From d7b607b6fedadf9a50f39a946b49addb51c61001 Mon Sep 17 00:00:00 2001 From: Jong Shin Date: Thu, 26 May 2022 03:03:54 -0400 Subject: [PATCH 01/36] grid search parameters --- notebook/simulation_benchmark_OF_vs_RF.ipynb | 2302 ++++++++++++++++++ 1 file changed, 2302 insertions(+) create mode 100644 notebook/simulation_benchmark_OF_vs_RF.ipynb diff --git a/notebook/simulation_benchmark_OF_vs_RF.ipynb b/notebook/simulation_benchmark_OF_vs_RF.ipynb new file mode 100644 index 0000000000000..b83afc4042089 --- /dev/null +++ b/notebook/simulation_benchmark_OF_vs_RF.ipynb @@ -0,0 +1,2302 @@ +{ + "cells": [ + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "# Comparing axis-aligned decision tree versus oblique decision tree on simulation datasets\n", + "The previous notebook conducted visual analysis using `Iris` dataset. Here we extend our analysis using `2` more custom simulation datasets: `sparse_parity`, `trunk` along with other simulation datasets from scikit-learn datasets module" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "## Environment\n", + "- Python 3.8.13\n", + "- [Sklearn-Adam's dev branch](https://github.com/neurodata/scikit-learn/tree/obliquepr)" + ] + }, + { + "cell_type": "code", + "execution_count": 1, + "metadata": {}, + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "Python 3.8.13\n" + ] + } + ], + "source": [ + "!python --version" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "## Import packages" + ] + }, + { + "cell_type": "code", + "execution_count": 2, + "metadata": {}, + "outputs": [ + { + "data": { + "text/plain": [ + "'1.2.dev0'" + ] + }, + "execution_count": 2, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "import sklearn\n", + "from sklearn.tree import DecisionTreeClassifier, ObliqueDecisionTreeClassifier, plot_tree\n", + "from sklearn.ensemble import RandomForestClassifier, ObliqueRandomForestClassifier\n", + "from sklearn.model_selection import cross_val_score, train_test_split\n", + "from sklearn.metrics import accuracy_score\n", + "from sklearn.datasets import make_low_rank_matrix, make_multilabel_classification, \\\n", + " make_circles, make_moons, make_hastie_10_2, make_blobs, \\\n", + " make_sparse_uncorrelated, make_gaussian_quantiles\n", + "from sklearn.model_selection import RepeatedKFold, cross_validate\n", + "\n", + "from datetime import datetime\n", + "from tqdm import tqdm\n", + "import itertools\n", + "import os\n", + "\n", + "import numpy as np\n", + "import pandas as pd\n", + "import seaborn as sns\n", + "import matplotlib.pyplot as plt\n", + "\n", + "random_state = 123456\n", + "\n", + "sklearn.__version__" + ] + }, + { + "cell_type": "code", + "execution_count": 3, + "metadata": {}, + "outputs": [ + { + "data": { + "text/plain": [ + "'2022-05-26'" + ] + }, + "execution_count": 3, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "today = str(datetime.now().date())\n", + "today" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "#### Generating custom simulation datasets" + ] + }, + { + "cell_type": "code", + "execution_count": 4, + "metadata": {}, + "outputs": [], + "source": [ + "def sparse_parity(n_samples, p=20, p_star=3, noise=None, random_seed=None, **kwarg):\n", + " \n", + " if random_seed: \n", + " np.random.seed(random_seed)\n", + "\n", + " X = np.random.uniform(-1, 1, (n_samples, p))\n", + " y = np.zeros(n_samples)\n", + "\n", + " for i in range(0, n_samples):\n", + " y[i] = sum(X[i, :p_star] > 0) % 2;\n", + "\n", + " return X, y\n", + "\n", + "def trunk(n_samples, p=10, noise=None, random_seed=None, **kwarg):\n", + "\n", + " if random_seed: \n", + " np.random.seed(random_seed)\n", + "\n", + " mu_1 = np.array([1/i for i in range(1,p+1)])\n", + " mu_0 = -1 * mu_1\n", + "\n", + " cov = np.identity(p)\n", + "\n", + " X = np.vstack((\n", + " np.random.multivariate_normal(mu_0, cov, int(n_samples/2)),\n", + " np.random.multivariate_normal(mu_1, cov, int(n_samples/2))\n", + " ))\n", + "\n", + " y = np.concatenate((\n", + " np.zeros(int(n_samples/2)),\n", + " np.ones(int(n_samples/2))\n", + " ))\n", + "\n", + " return X, y" + ] + }, + { + "cell_type": "code", + "execution_count": 5, + "metadata": {}, + "outputs": [], + "source": [ + "def get_sample(func, n, m=None, o=None):\n", + " k = {}\n", + "\n", + " if m: k['noise'] = m\n", + " if o: k['n_features'] = o\n", + "\n", + " k['n_samples'] = n\n", + " k['random_state'] = random_state # random_state for classifiers\n", + "\n", + " X, y = func(**k)\n", + "\n", + " return X, y\n", + "\n", + "def get_scores(X, y, max_features, max_depth, random_state, n_cv=5, n_repeats=10):\n", + "\n", + " clfs = [\n", + " RandomForestClassifier(max_features=max_features, max_depth=max_depth, random_state=random_state),\n", + " ObliqueRandomForestClassifier(max_features=max_features, max_depth=max_depth, random_state=random_state)\n", + " ]\n", + "\n", + " tmp = []\n", + "\n", + " for i, clf in enumerate(clfs):\n", + "\n", + " if i == 0 and isinstance(max_features, int):\n", + " if max_features > X.shape[1]:\n", + " tmp.append(np.zeros(n_cv * n_repeats))\n", + " continue\n", + "\n", + " cv = RepeatedKFold(n_splits=5, n_repeats=10, random_state=random_state)\n", + " test_score = cross_validate(estimator=clf, X=X, y=y, cv=cv, scoring='accuracy')\n", + " \n", + " tmp.append(\n", + " test_score['test_score']\n", + " )\n", + "\n", + " # print(f'max_feature: {max_features} | max_depth: {max_depth}')\n", + "\n", + " return tmp" + ] + }, + { + "cell_type": "code", + "execution_count": 6, + "metadata": {}, + "outputs": [], + "source": [ + "def run_experiment(n_repeat=10):\n", + " n_samples = [100, 1000]\n", + " max_depths = [1,2,5,10, None]\n", + " accs = []\n", + " \n", + " clf_kwarg = {\n", + " 'max_features': None,\n", + " 'max_depth': None,\n", + " 'random_state': random_state\n", + " }\n", + "\n", + " for n_sample in tqdm(n_samples):\n", + " data_args = [\n", + " # name of dataset, function, n_sample, noise, n_features\n", + " ['sparse_parity', sparse_parity, n_sample],\n", + " ['trunk', trunk, n_sample],\n", + " ['make_gaussian_quantiles', make_gaussian_quantiles, n_sample, None, 10], #noise, n_features\n", + " ['make_circles', make_circles, n_sample, 0.3], #noise\n", + " ['make_moons', make_moons, n_sample, 0.4],\n", + " ['make_hastie_10_2', make_hastie_10_2, n_sample]\n", + " ]\n", + "\n", + " for arg in data_args:\n", + "\n", + " X, y = get_sample(*arg[1:])\n", + " \n", + " for max_feature in [1, 'sqrt', X.shape[1]*2, X.shape[1]*3]: #max_features\n", + " for max_depth in max_depths:\n", + " clf_kwarg['max_features'] = max_feature\n", + " clf_kwarg['max_depth'] = max_depth\n", + "\n", + " acc = get_scores(X, y, **clf_kwarg)\n", + " accs.append([arg[0], n_sample, n_repeat, max_feature, max_depth, random_state] + acc)\n", + "\n", + " df = pd.DataFrame(accs, columns=['dataset', 'n_sample', 'n_repeat', 'max_feature', 'max_depth', 'random_state', 'RF', 'OF'])\n", + " df['delta'] = df.apply(lambda x: x.OF-x.RF, axis=1)\n", + "\n", + " return df" + ] + }, + { + "cell_type": "code", + "execution_count": 7, + "metadata": {}, + "outputs": [ + { + "name": "stderr", + "output_type": "stream", + "text": [ + "100%|██████████| 2/2 [35:50<00:00, 1075.46s/it]\n" + ] + } + ], + "source": [ + "df = run_experiment()" + ] + }, + { + "cell_type": "code", + "execution_count": 8, + "metadata": {}, + "outputs": [ + { + "data": { + "text/html": [ + "
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datasetn_samplen_repeatmax_featuremax_depthrandom_stateRFOFdelta
0sparse_parity1001011.0123456[0.55, 0.6, 0.45, 0.5, 0.35, 0.4, 0.45, 0.45, ...[0.55, 0.5, 0.5, 0.5, 0.35, 0.4, 0.5, 0.4, 0.3...[0.0, -0.09999999999999998, 0.0499999999999999...
1sparse_parity1001012.0123456[0.45, 0.6, 0.45, 0.4, 0.3, 0.4, 0.35, 0.4, 0....[0.4, 0.5, 0.45, 0.4, 0.3, 0.3, 0.45, 0.4, 0.2...[-0.04999999999999999, -0.09999999999999998, 0...
2sparse_parity1001015.0123456[0.55, 0.7, 0.4, 0.45, 0.35, 0.3, 0.25, 0.5, 0...[0.45, 0.5, 0.4, 0.5, 0.4, 0.45, 0.4, 0.45, 0....[-0.10000000000000003, -0.19999999999999996, 0...
3sparse_parity10010110.0123456[0.5, 0.6, 0.35, 0.4, 0.3, 0.35, 0.45, 0.45, 0...[0.55, 0.5, 0.35, 0.5, 0.45, 0.5, 0.4, 0.45, 0...[0.050000000000000044, -0.09999999999999998, 0...
4sparse_parity100101NaN123456[0.45, 0.65, 0.4, 0.5, 0.35, 0.35, 0.4, 0.4, 0...[0.45, 0.55, 0.4, 0.5, 0.4, 0.5, 0.4, 0.4, 0.5...[0.0, -0.09999999999999998, 0.0, 0.0, 0.050000...
..............................
235make_hastie_10_2100010301.0123456[0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, ...[0.755, 0.705, 0.725, 0.69, 0.71, 0.645, 0.68,...[0.755, 0.705, 0.725, 0.69, 0.71, 0.645, 0.68,...
236make_hastie_10_2100010302.0123456[0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, ...[0.765, 0.73, 0.745, 0.715, 0.73, 0.735, 0.695...[0.765, 0.73, 0.745, 0.715, 0.73, 0.735, 0.695...
237make_hastie_10_2100010305.0123456[0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, ...[0.805, 0.745, 0.79, 0.76, 0.79, 0.76, 0.735, ...[0.805, 0.745, 0.79, 0.76, 0.79, 0.76, 0.735, ...
238make_hastie_10_21000103010.0123456[0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, ...[0.835, 0.82, 0.825, 0.775, 0.815, 0.815, 0.77...[0.835, 0.82, 0.825, 0.775, 0.815, 0.815, 0.77...
239make_hastie_10_210001030NaN123456[0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, ...[0.86, 0.835, 0.86, 0.795, 0.835, 0.865, 0.82,...[0.86, 0.835, 0.86, 0.795, 0.835, 0.865, 0.82,...
\n", + "

240 rows × 9 columns

\n", + "
" + ], + "text/plain": [ + " dataset n_sample n_repeat max_feature max_depth \\\n", + "0 sparse_parity 100 10 1 1.0 \n", + "1 sparse_parity 100 10 1 2.0 \n", + "2 sparse_parity 100 10 1 5.0 \n", + "3 sparse_parity 100 10 1 10.0 \n", + "4 sparse_parity 100 10 1 NaN \n", + ".. ... ... ... ... ... \n", + "235 make_hastie_10_2 1000 10 30 1.0 \n", + "236 make_hastie_10_2 1000 10 30 2.0 \n", + "237 make_hastie_10_2 1000 10 30 5.0 \n", + "238 make_hastie_10_2 1000 10 30 10.0 \n", + "239 make_hastie_10_2 1000 10 30 NaN \n", + "\n", + " random_state RF \\\n", + "0 123456 [0.55, 0.6, 0.45, 0.5, 0.35, 0.4, 0.45, 0.45, ... \n", + "1 123456 [0.45, 0.6, 0.45, 0.4, 0.3, 0.4, 0.35, 0.4, 0.... \n", + "2 123456 [0.55, 0.7, 0.4, 0.45, 0.35, 0.3, 0.25, 0.5, 0... \n", + "3 123456 [0.5, 0.6, 0.35, 0.4, 0.3, 0.35, 0.45, 0.45, 0... \n", + "4 123456 [0.45, 0.65, 0.4, 0.5, 0.35, 0.35, 0.4, 0.4, 0... \n", + ".. ... ... \n", + "235 123456 [0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, ... \n", + "236 123456 [0.0, 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    RFOF
datasetn_samplemax_featuremax_depth  
make_circles10011.0000000.5700000.551000
2.0000000.5720000.574000
5.0000000.5830000.594000
10.0000000.5880000.584000
inf0.5830000.582000
41.0000000.0000000.537000
2.0000000.0000000.539000
5.0000000.0000000.589000
10.0000000.0000000.574000
inf0.0000000.573000
61.0000000.0000000.535000
2.0000000.0000000.542000
5.0000000.0000000.585000
10.0000000.0000000.566000
inf0.0000000.566000
sqrt1.0000000.5700000.551000
2.0000000.5720000.574000
5.0000000.5830000.594000
10.0000000.5880000.584000
inf0.5830000.582000
100011.0000000.5543000.550300
2.0000000.5687000.566000
5.0000000.5764000.576200
10.0000000.5625000.560900
inf0.5449000.542300
41.0000000.0000000.544900
2.0000000.0000000.554800
5.0000000.0000000.566100
10.0000000.0000000.538500
inf0.0000000.518000
61.0000000.0000000.544200
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5.0000000.0000000.566100
10.0000000.0000000.536000
inf0.0000000.521000
sqrt1.0000000.5543000.550300
2.0000000.5687000.566000
5.0000000.5764000.576200
10.0000000.5625000.560900
inf0.5449000.542300
make_gaussian_quantiles10011.0000000.3930000.361000
2.0000000.4120000.447000
5.0000000.4720000.484000
10.0000000.4720000.482000
inf0.4740000.490000
201.0000000.0000000.423000
2.0000000.0000000.464000
5.0000000.0000000.505000
10.0000000.0000000.510000
inf0.0000000.510000
301.0000000.0000000.412000
2.0000000.0000000.462000
5.0000000.0000000.494000
10.0000000.0000000.501000
inf0.0000000.501000
sqrt1.0000000.4070000.393000
2.0000000.4390000.491000
5.0000000.4860000.530000
10.0000000.4850000.528000
inf0.4830000.526000
100011.0000000.5145000.414000
2.0000000.5773000.503500
5.0000000.6211000.585600
10.0000000.6437000.631200
inf0.6536000.644300
201.0000000.0000000.493800
2.0000000.0000000.550200
5.0000000.0000000.605700
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inf0.0000000.675800
301.0000000.0000000.485300
2.0000000.0000000.548000
5.0000000.0000000.609900
10.0000000.0000000.645400
inf0.0000000.677200
sqrt1.0000000.4817000.518800
2.0000000.5303000.593900
5.0000000.5728000.646400
10.0000000.6095000.673300
inf0.6435000.694700
make_hastie_10_210011.0000000.5430000.519000
2.0000000.5900000.623000
5.0000000.6510000.664000
10.0000000.6610000.693000
inf0.6670000.685000
201.0000000.0000000.527000
2.0000000.0000000.587000
5.0000000.0000000.636000
10.0000000.0000000.660000
inf0.0000000.660000
301.0000000.0000000.520000
2.0000000.0000000.563000
5.0000000.0000000.660000
10.0000000.0000000.668000
inf0.0000000.668000
sqrt1.0000000.5370000.548000
2.0000000.5950000.605000
5.0000000.6370000.691000
10.0000000.6570000.707000
inf0.6570000.706000
100011.0000000.7064000.613000
2.0000000.7560000.703000
5.0000000.7917000.774700
10.0000000.8224000.811300
inf0.8422000.829800
201.0000000.0000000.708000
2.0000000.0000000.743800
5.0000000.0000000.777300
10.0000000.0000000.819100
inf0.0000000.851300
301.0000000.0000000.709700
2.0000000.0000000.734300
5.0000000.0000000.773300
10.0000000.0000000.815000
inf0.0000000.852700
sqrt1.0000000.6970000.719200
2.0000000.7175000.776300
5.0000000.7515000.813400
10.0000000.7877000.840000
inf0.8330000.861600
make_moons10011.0000000.8450000.847000
2.0000000.8910000.894000
5.0000000.8660000.870000
10.0000000.8480000.853000
inf0.8480000.853000
41.0000000.0000000.841000
2.0000000.0000000.859000
5.0000000.0000000.842000
10.0000000.0000000.834000
inf0.0000000.834000
61.0000000.0000000.832000
2.0000000.0000000.853000
5.0000000.0000000.833000
10.0000000.0000000.832000
inf0.0000000.832000
sqrt1.0000000.8450000.847000
2.0000000.8910000.894000
5.0000000.8660000.870000
10.0000000.8480000.853000
inf0.8480000.853000
100011.0000000.8158000.816800
2.0000000.8563000.851200
5.0000000.8560000.854500
10.0000000.8435000.842500
inf0.8344000.834200
41.0000000.0000000.805900
2.0000000.0000000.847100
5.0000000.0000000.849700
10.0000000.0000000.835200
inf0.0000000.830900
61.0000000.0000000.805700
2.0000000.0000000.843800
5.0000000.0000000.848400
10.0000000.0000000.832400
inf0.0000000.828400
sqrt1.0000000.8158000.816800
2.0000000.8563000.851200
5.0000000.8560000.854500
10.0000000.8435000.842500
inf0.8344000.834200
sparse_parity10011.0000000.4850000.424000
2.0000000.4620000.407000
5.0000000.4560000.449000
10.0000000.4500000.438000
inf0.4480000.443000
401.0000000.0000000.464000
2.0000000.0000000.492000
5.0000000.0000000.493000
10.0000000.0000000.487000
inf0.0000000.487000
601.0000000.0000000.463000
2.0000000.0000000.476000
5.0000000.0000000.495000
10.0000000.0000000.489000
inf0.0000000.489000
sqrt1.0000000.4650000.464000
2.0000000.4580000.466000
5.0000000.4550000.470000
10.0000000.4510000.472000
inf0.4530000.470000
100011.0000000.5248000.520300
2.0000000.5173000.511400
5.0000000.5170000.510500
10.0000000.5226000.518200
inf0.5299000.525500
401.0000000.0000000.518900
2.0000000.0000000.519800
5.0000000.0000000.541000
10.0000000.0000000.568800
inf0.0000000.567200
601.0000000.0000000.517400
2.0000000.0000000.519500
5.0000000.0000000.560300
10.0000000.0000000.588200
inf0.0000000.593100
sqrt1.0000000.5199000.523200
2.0000000.5128000.517300
5.0000000.5154000.516300
10.0000000.5370000.530100
inf0.5392000.531700
trunk10011.0000000.7640000.676000
2.0000000.8530000.781000
5.0000000.8690000.850000
10.0000000.8650000.845000
inf0.8640000.843000
201.0000000.0000000.879000
2.0000000.0000000.883000
5.0000000.0000000.881000
10.0000000.0000000.879000
inf0.0000000.879000
301.0000000.0000000.882000
2.0000000.0000000.883000
5.0000000.0000000.881000
10.0000000.0000000.880000
inf0.0000000.880000
sqrt1.0000000.8670000.834000
2.0000000.8740000.877000
5.0000000.8680000.887000
10.0000000.8660000.883000
inf0.8660000.883000
100011.0000000.8315000.744000
2.0000000.8665000.848100
5.0000000.8792000.876500
10.0000000.8775000.879100
inf0.8761000.875200
201.0000000.0000000.847000
2.0000000.0000000.862500
5.0000000.0000000.881900
10.0000000.0000000.880900
inf0.0000000.881400
301.0000000.0000000.842300
2.0000000.0000000.858900
5.0000000.0000000.882600
10.0000000.0000000.880600
inf0.0000000.880100
sqrt1.0000000.8690000.868900
2.0000000.8771000.878700
5.0000000.8824000.883300
10.0000000.8782000.882200
inf0.8767000.881800
\n" + ], + "text/plain": [ + "" + ] + }, + "execution_count": 10, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "dff2 = df2.explode(['RF', 'OF'])[['dataset', 'n_sample', 'max_feature', 'max_depth', 'RF', 'OF']].groupby(['dataset', 'n_sample', 'max_feature','max_depth']).mean()\n", + "dff2.style.background_gradient(cmap='RdBu_r', low=0, high=0, vmin=0, vmax=1)" + ] + }, + { + "cell_type": "code", + "execution_count": 11, + "metadata": {}, + "outputs": [ + { + "data": { + "text/plain": [ + "" + ] + }, + "execution_count": 11, + "metadata": {}, + "output_type": "execute_result" + }, + { + "data": { + "image/png": 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", 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" + ] + }, + "metadata": { + "needs_background": "light" + }, + "output_type": "display_data" + } + ], + "source": [ + "dff2.plot()" + ] + }, + { + "cell_type": "code", + "execution_count": null, + "metadata": {}, + "outputs": [], + "source": [] + } + ], + "metadata": { + "interpreter": { + "hash": "93e4dc7d4754bd0325258ba14c14aaf66418ce0b9905eb4643088c0b3d7c1548" + }, + "kernelspec": { + "display_name": "Python 3.8.13 ('of')", + "language": "python", + "name": "python3" + }, + "language_info": { + "codemirror_mode": { + "name": "ipython", + "version": 3 + }, + "file_extension": ".py", + "mimetype": "text/x-python", + "name": "python", + "nbconvert_exporter": "python", + "pygments_lexer": "ipython3", + "version": "3.8.13" + }, + "orig_nbformat": 4 + }, + "nbformat": 4, + "nbformat_minor": 2 +} From 3d599b07e26acb2cac3c8f136997c3f58600da78 Mon Sep 17 00:00:00 2001 From: Jong Shin Date: Thu, 26 May 2022 03:04:09 -0400 Subject: [PATCH 02/36] upload iris notebook --- notebook/iris_benchmark_OF_vs_RF.ipynb | 376 +++++++++++++++++++++++++ 1 file changed, 376 insertions(+) create mode 100644 notebook/iris_benchmark_OF_vs_RF.ipynb diff --git a/notebook/iris_benchmark_OF_vs_RF.ipynb b/notebook/iris_benchmark_OF_vs_RF.ipynb new file mode 100644 index 0000000000000..9cebf5a84173a --- /dev/null +++ b/notebook/iris_benchmark_OF_vs_RF.ipynb @@ -0,0 +1,376 @@ +{ + "cells": [ + { + "cell_type": "code", + "execution_count": 1, + "metadata": { + "collapsed": false + }, + "outputs": [], + "source": [ + "%matplotlib inline" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "# Comparing axis-aligned decision tree versus oblique decision tree on iris dataset\n", + "\n", + "Traditional random forest model builds decision trees by recursively splitting the training data along the coordinate axes of the feature space. The oblique decision forest, on the other hand, relaxes this restriction by allowing splits along directions oblique to the coordinate axes. Our proposed new method called Sparse Projection Oblique Randomer Forests (SPORF) utilizes this method over sparse random projections where sparsity is specified on the entire random matrix `A`. \n", + "\n", + "In this tutorial, we will use the scikit-learn iris example to illustrate characteristics of the oblique decision tree compared to the axis-aligned decision tree. For each pair of iris features, the decision tree learns decision boundaries made of combinations of simple thresholding rules inferred from the training samples. We also show the tree structure of a model built on all of the features. Lastly, we compare overall mean accuracy of the all combinatorial pairs of iris features between axis-aligned and oblqiue decision trees. " + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "First load the copy of the Iris dataset shipped with scikit-learn:\n", + "\n" + ] + }, + { + "cell_type": "code", + "execution_count": 2, + "metadata": { + "collapsed": false + }, + "outputs": [ + { + "data": { + "text/plain": [ + "'1.1.dev0'" + ] + }, + "execution_count": 2, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "import sklearn\n", + "from sklearn.datasets import load_iris\n", + "\n", + "iris = load_iris()\n", + "\n", + "# Adam Li's oblique tree branch\n", + "sklearn.__version__" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "The same parameters are used for both the axis-aligned and oblique decision tree experiments. The chosen parameter also reproduces identical decision boundaries demonstrated in scikit-learn [iris tutorial](https://scikit-learn.org/stable/auto_examples/tree/plot_iris_dtc.html#sphx-glr-auto-examples-tree-plot-iris-dtc-py)" + ] + }, + { + "cell_type": "code", + "execution_count": 3, + "metadata": {}, + "outputs": [], + "source": [ + "kwarg = {\n", + "'max_features': 2,\n", + "'random_state': 123456}\n", + "\n", + "# plot parameters\n", + "n_classes = 3\n", + "plot_colors = \"ryb\"\n", + "plot_step = 0.02" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "Display the decision functions of trees trained on all pairs of features. Notice here that trees learn via the typical axis-aligned procedure along coordinate axes directions.\n", + "\n" + ] + }, + { + "cell_type": "code", + "execution_count": 4, + "metadata": { + "collapsed": false + }, + "outputs": [ + { + "data": { + "image/png": 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", + "text/plain": [ + "
" + ] + }, + "metadata": { + "needs_background": "light" + }, + "output_type": "display_data" + } + ], + "source": [ + "import numpy as np\n", + "import matplotlib.pyplot as plt\n", + "from sklearn.metrics import accuracy_score\n", + "from sklearn.tree import DecisionTreeClassifier\n", + "\n", + "acc_rf = []\n", + "\n", + "for pairidx, pair in enumerate([[0, 1], [0, 2], [0, 3], [1, 2], [1, 3], [2, 3]]):\n", + " # We only take the two corresponding features\n", + " X = iris.data[:, pair]\n", + " y = iris.target\n", + "\n", + " # Train\n", + " clf = DecisionTreeClassifier(**kwarg).fit(X, y)\n", + "\n", + " # Plot the decision boundary\n", + " plt.subplot(2, 3, pairidx + 1)\n", + "\n", + " x_min, x_max = X[:, 0].min() - 1, X[:, 0].max() + 1\n", + " y_min, y_max = X[:, 1].min() - 1, X[:, 1].max() + 1\n", + " xx, yy = np.meshgrid(\n", + " np.arange(x_min, x_max, plot_step), np.arange(y_min, y_max, plot_step)\n", + " )\n", + " plt.tight_layout(h_pad=0.5, w_pad=0.5, pad=2.5)\n", + "\n", + " Z = clf.predict(np.c_[xx.ravel(), yy.ravel()])\n", + " Z = Z.reshape(xx.shape)\n", + " cs = plt.contourf(xx, yy, Z, cmap=plt.cm.RdYlBu)\n", + "\n", + " plt.xlabel(iris.feature_names[pair[0]])\n", + " plt.ylabel(iris.feature_names[pair[1]])\n", + "\n", + " acc_rf.append(accuracy_score(y_true=y, y_pred=clf.predict(X)))\n", + "\n", + " # Plot the training points\n", + " for i, color in zip(range(n_classes), plot_colors):\n", + " idx = np.where(y == i)\n", + " plt.scatter(\n", + " X[idx, 0],\n", + " X[idx, 1],\n", + " c=color,\n", + " label=iris.target_names[i],\n", + " cmap=plt.cm.RdYlBu,\n", + " edgecolor=\"black\",\n", + " s=15,\n", + " )\n", + "\n", + "plt.suptitle(\"Decision surface of axis-aligned decision trees trained on pairs of features\")\n", + "plt.legend(loc=\"lower right\", borderpad=0, handletextpad=0)\n", + "_ = plt.axis(\"tight\")" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "Display the structure of a single axis-aligned decision tree trained on all the features\n", + "together.\n", + "\n" + ] + }, + { + "cell_type": "code", + "execution_count": 5, + "metadata": { + "collapsed": false + }, + "outputs": [ + { + "data": { + "image/png": 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", + "text/plain": [ + "
" + ] + }, + "metadata": { + "needs_background": "light" + }, + "output_type": "display_data" + } + ], + "source": [ + "from sklearn.tree import plot_tree\n", + "\n", + "plt.figure()\n", + "clf = DecisionTreeClassifier(**kwarg).fit(iris.data, iris.target)\n", + "plot_tree(clf, filled=True)\n", + "plt.title(\"Axis-aligned decision tree trained on all the iris features\")\n", + "plt.show()" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "The following experiment demonstrates oblique decision tree algorithm performed on the same iris dataset using the same parameters used for axis-aligned random forest. The decision boundary shows noticeable oblique patterns considerably different from that of axis-aligned decision trees. The oblqiue nature of split gives more degrees of freedom granting flexibility via inducing an appropriate amount of sparsity in the random projections.\n" + ] + }, + { + "cell_type": "code", + "execution_count": 6, + "metadata": { + "collapsed": false + }, + "outputs": [ + { + "data": { + "image/png": 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k9tqAlWMIeEhE1gD/ssJ2VZqEpPp0v+iZQBzKxU9KqnunceveecKl7h0VZE71yl2KZ0TfkaE4bQ3gLFXNLG6liHTDxP8LiCBzCU+sQL/2c7+9SIoVF5dK4Yggc7pX7nIiIRJiqOqrZaxf4VBRXBxGRGoDd2KSJsZhAkEnAA1F5HtKD1js4uI3Tmlkbq88hIRKiHkjIq0wnZmWeLU7Vb08VGVyCTqzMNl++6rqEe8VInIacL2ItFbViaEonEvVwRFB5vbKQ0c4CDGLDzG56T6hjNxCLlUDVf1jKet+wozOuLhUGqdtZG6v3EEOfL0QHvsq1MWwyVLV/wt1IVxCg4h04cTnvsScYi4u5cFpr8UPcXvljjEmfIQYwFgReQyTqDTbXqiqxSaPdKk6iMgkoAuwlsLnXiklOaaLS3lwWpC5vXKHCKMhRZvOmGy45+P7Mjs/ZCWqhuRkHmH9wolkHN5KUp3WnNL3FuISU4J92jNVtWOwT+JSfXE6ssdYEXlMRHqLSA/743AZqjxhKMQABgKtVbWfqp5nfVwh5jDrF04k7cA55OetJu3AOaxf6IifxRIRcQWZS9BwWiNze+VBJkyFGJg5gynAvhCXo1pz7NAm0NpAd9DO5n/weQsjzH7HDCsLoKraxYmTu1R9nBZkdq88x+HzVgumPzMVPnfkxVQRUoBfRGQZvjYy19HHAewhRc0HY656C3gezXfERDkR04FdjWsbdwkCTgsyt1ceJPosf5QR94StEAN4LNQFqM7YQ4qwDhiOCbIxHHjdidPvV9WPnTiRS/XEaUGWgtsrDzgj+o6Ee0JdijLZAexR1SwAEUkEGoa2SNWHjMNbQT8CZgLPY4TY40A8i6ffGWzHj59F5F2Mt7L3c+96LboEBKcFmdsrDzAdNnwFty4MdTH8YSbQx+t/vrXs9NAUp3qRVKc1aQfGgE4GBgPjMNGibiI/bxhpB8awfuFEul44LBinT8QIsAu9lrnu9y4Bw2lB5vbKA0jn/o24NDKEGECMt21UVXNEJC6UBaqqFOdif0rfW6xlkwuW/fjxo+TnDQMagw4j4/DkoJRHVW8KyoFdXCycFmTVuld+KD+PZw/s5pecbE6Oi+eh1MbUja54FVyacVsASxd09ovI5batRESuAA74s6OIpAATgE6YnvzNqrokWAWNdArsYfqRj6ZVVNsq1NKGgYwhqU7roJRHRKYA99jxFq1I+GNU9eagnDBCKW2OX1nz/0I0PzBscHoe2Qm9ckxU7GrBswd20ys7k1XqoVd2Js8e2F3hY4Wxm31J3A48IiI7RGQH8BAw1M99xwJzVfVkoCuwPkhljGhyMo+wct4Y0vavA10JHAJdSdr+daycN4aczCMF2yyeficeTx41635FdExnklO/5ZS+twSraF28gwZbaZu6B+tkkUppc/zKmv8XovmBYYPTGlmFe+VVgV9yspmB8RcbBnTJyS5jj+KJQCGGqm4BzhSRmtb/dH/2s1KBnAPcaO2XA1TZ6RuV6VmvXTCO9INZQBLwG/AnYBDwVoFmBhRoa+mHxpCc+i19BpUa07tEhj1+Aann9+XssjeNEpE6dt5BEalLEN49bVrWCvQhA0pZdZt+aLPPHL/0Q5sL1x3eYjnrmGHg9MNv+hy70JknuMPE4YrTGllleuURz8lx8YwBdgNjrP/l5cDXEWMTA0BErhORgnamquneQkxE2ohIae/CVpg8Vm+KyM8iMkFEkoJY5JDiT8/aW6vy1rTSD24DLgVWWN+HKXC112FkHN5qvfCG+SyrCKMWjiT1/L7+bj4GMyH6SRF5ElgMPFehE5dC1poNgT5kQCmrbkUSMHP8fga6WP+tdcRjvE13A89b/wtJqtMaxHq7BHGYOFxxVCOraK88kvG2i7WJjWNhXAJTcnMKbGTloXP/RlwaXoGA/aEexv3aTtthJ1dsC/TDaOQPl7J/DNADuEtVl4rIWGv7f9kbiMhQrA5RfI3UYFyDYxTtWacfmsTKeWPIOLyVxNrNACH94HaMgvqRj6YFeRgh1h0TRCfWvNyK2MAqYxd7f0JfNnS4oFz7qOpbIvIjhRF8/qKq68p1ED8ZtXBk2I5YlKY15WQeIT8vC3gH+AUYRX7e66ycN4ZT+t6Cx3McmIGZ95dAfl4GC6feRlR0PN3+NLxYZ54Tz7+DlfNeJD8vjeiYZLpeeB9JdZo7celBxxGNLAC98ojF2y52dk4WcSJ81KwdzzZsXi5HjxF9R0aacwcAqjoWI4jeA+oDF1j/dwHXq+pVqlraTO7fgN9Udan1f5a1v/c5xqtqT1XtGZsQ3sNLZVG0Zy2SUNCLTz94hPSDuzCe7KuBaNBhpB1Ybw1DpeDTo4+OIzn1Wx8b2Cl9bzlhmb+MWjiyXELM7rACqOo6VX3F+qwrbptAMWrhyEAfMiCUpjWZzsiNmI5IR8yQcO8CzS0qqgZwNbAJGAKcDfwNT35dVs57kbjEFLpeOIw+g16l64XDih2ONkLsr8Am8vP+ysp5Lwb1ep3EKY2ssr3yiKA4r8RA2MX6LH80EiY8l4iq5gNfWp/y7vu7iOwUkQ6qugEjCIPSmw8V3raT+KQGoG8Cr4HGkZ+XDUwHbgKOWN8PYIaZrgW6gTZF5CiQjnfUDpHJxc4LK+9csQVjc1nc4+mKXNpHIrIC+Aj4SVUzAESkNXAe5s38BqZzElDCUTMrTWsyQ7yWtsb9wGvAQVBI278Wo3N4R2Tpjgkz9hb5eRl+nT8/L83nGPl5jkR1cQRHNLIA9MoBEJFoy04yJ6gFriDFeSUGwi7W757YQBc10rgLmCoiq4BuwDOhLU5g8badHD/qwfS4lwAnYfqaNYGzMD4uD1D4MluMkenTUbKJjqmBMT2ZHn/NOm0qXbZRC0dWVIihqhcAXwG3AWtFJE1EDmLGz04ChqhqwIWYTbhpZqVpTT7aGqOBZsBKjIZdF2hqLTc2MjN0/AJQl+iYZD9L4Gtng/K/i8IVx2xklemVe3EPxvXa35pzlOK0rzcbt+LZA7vp4qWllWc+Wbj1KkOBqq4Aeoa6HMGi0HYSjRmsmArMBi7BmAJfwCgusdbv+63vWOBH4Gpq1G7Oqf1ut3r8nUu0k/hLoISAqn4GfBaQg1WAcNTMisNbW8vPywcWUNhheRujff0FYyOLwwwvLwOEdmfeVGBHLW2OGWRSaGerg0TlO3iFwcVpr8UKIyJNMU/2hFCXpSSK077qRsfwbMPmPnYxf+eTRcID6FJ5Cnvj12K0sRWYl9YmCoea8oBTMOEKu1nfqda2FwHil52kLIY9fkHYaDIi0kxEvhGRdSKyVkQqNMA+/5r5AS5Z4PGuu+iYRGAKvprT3zHDypsxyuztmD79TWz6fppfc8yMVm/Z2WQQteq1d+z6go3T88gqw0vAg0CJ1nxv77WGlYiYUVEeSm1coH21iIllV3YWF+7YQIpEMaphM9rEGXdaf+xmVU2IiUg8cBXQEq92p6pPhKpM4YLdG0/bvw7T826MaeodMcNLV2P6nPuBg5ghxhxMqEKzbebRtytdjlELR8L5Iyt9nACSBwxT1eUiUgv4SUS+LK/H45I75vP+hn/xlxCEc8vJPMLaBa+TfmgTaCw167Xg1H63l9rJMBH8VmHm/scDh4BjGGeQxtZ/e4j5AfLzxmPeJMXPISvU+A8B/YFxREXVJD+voRMBox0hIjQyEbkU2KeqP5W2nbf3Wkp0tEOlK8Rb+/o9L5drUDYBg9TDiL07C7Yry27WYUP5XewXjM2tVNkd4CPgCszLKcPrU6048vtaFk79Owun3sTCqXew8N1bWPbhg8TFHaFmvfZedpLnMEON5wIXAxuAyzC98c2Yl9pgoAFwvuWaX3HCRQvzRlX3qOpy6/cxjArSpCLHKu+UgUCxfuFE0g+eC7oRuIX0g1llRt2oWbctSFeMILsaU983W793Y2xmtr1stLGRlTKHrFDjv7fgeJ78umQc/kOViQTiqNpSiV75WcDlInIxxtsxWUTeUdXrglXW8rA8M4OR+38jExPme2T9phxRj2/WJ/UU2MbW52SxTaJ4U5WO8Qk+88kqEgi4vELM20vOnpuUeXRHsHtmTVW1fzAOHAnY9zxt/ybMS2kV0AV0OB59jiN73yQ5NY+o6Kl48mw7SF1gL4W97weBd71+T8Y4e4wG5leoXE4JMBGJxgQI937ud5Rj/5YYV72lRZb7PQoTCnuZrzfi9cAk0vbvYPH0+06Yx2W3ERPhYwuQRaGG/gAwnqiYTqAxePLfBHmDmnXb0b7XfWxeNtPHG9L3GW9OzbpfkX5wk9fxvLS6KhAJxGmNrEK9clUdoapNVbUlphv6dbgIMYCR+39jCKbfNMT6nyJRPv5BKRJVYBtbrcpg9dAxPuGE+WTlnStWEU3M20su/WAW6QfPdaJntlhEOgfr4OFMTuYRfvz4cUuI5WK6NqspdIV+kLy8fA79vhdPXibG/rEGuBKjlRX2vqEOhRpbT+yX3PGjv5arTO9P6OukELsLI5G/BD61Pn57HltzzWYD96pqmve68o7COK15Gu3Irr9BYL0pipvHZT+Xnvy1GI27Lt5ehtExyZw16L+cNfj/6HvtOPpeM4Hu/R8iqU7zE2yjPs/4ofOJiooluX5HL43fS6urApFAnDYkVcleeSa+MzxeA5pGx/B6Xg4TMb2FJ1Ib8/iB3aXaxso7X6yiw4k+EQaC3DMTkdWYiPUxwE0ishXjciWAqmqXgJ4wDFm/cCL5eYMwWtR5mBdIZwoTXD4H1MC858/COHfYTh7/BT7HeDLWJiHhd6Ki2qIaS2amPdT0HNHlsAmbic2Bujq/uAfooKoHy7ujiMRihNjUQCXidFIzO6XvLZaN7A1QD+ZZiwZWkZ93lIVTb0Oi44BcND+XQu1tOCZn3BTs3HFxSfVLtGkVaHOHtyDEW3PGfKOI9Lz86QLPSDMSM5/Mo29V2sM1HHBakC0Wkc6qurqiB1DV+VR0HCVI2LMzhlPoY3R+Xg6fY5yk5wDT0w4a21h2JsM40TbWZ/mj5TqntxA7mGRH/vFvSNInfUdBz+yBYPXMLg30ASMN3+GlGZgYyDkY1/mJmCxGVwEjMNMrn8MIvdFADMn1a5FxeD/xCcdISU7n+HGoUSMTkffIyZlKfHwUubkZJO5+jCmv3kXDBrWLLcexRyaxeu6eYF9ucewEjpZ3JxERzA1ar6ovBLJATgmzJeOTMB0SSGn1IGnHnqdgWJm3gBfQ/DmYeWK/UfAs8jwm41UXa/vOZB79HFhdbBJU79Q9Zt8ZFLyVrOfa9oysijgiyCK9V17cvC+gwN6Vg4m9YGZn+E5bvR/TXA+UMKcMyi/Ehj1+ATC34L+3N5Y/0dO956wEu2emqr8CiMjbqnq99zoReRtjOIhY3p9QduDcy7Z3Y9n3L5Cffz/wJrWSaxETc5jM4zlkZW3GtJTdGLf6qzDeiO8COURFKV0vHMaCsbmcf+XjpJ60l0GDYPp02Lo1gxEj4MYboVMnqNtgM0PufJm5M/95QhkqOqm5MojI/dbPrcB8EfkU89wD4IdwOgvTPlZbEUIAHrHmplWaigizymQn+O7Tuzj7kpdJO3aUQluV/YY4DMzDaOzjgd4YLTyfwigeU/Er+n3B3LNVQDuSUztGvMZVFk5pZBHdK7dtWzOAMV7zvuxlozGDP8us3zMkitHq4QHsufeQ6jWnzJvyCrFuF7Xj8pRCIVY06kdJSRW9CVHP7FTvP5bx/zSnCxEM6mV8Xer6D974M1ffPJkVaybRrVNrZkx6mCF3vszPq3eTk/McHs+DGC0sG/gaM0fsTaKi3qRmzXyitj9K7VbbyMlR3nkHUlNh0CD4299g2jSoUQMefRQ8Hg933O7rPxEKAeaFPVVmh/WJozD/oJa1s6p+h+nsBo3518zn3HfP9Xt7f56vkujUsRlHtj1H3TbDOHLU1rrtN0RTzDBiD4xm1hkjxOwoHs9h20dFThxK9h1leR7oCtKV5NSjVVYL88apEFW/Wj3zp+zf3sucKENl+CUn256lwTDrv73sECbF9Q7MrJ83gHT1MF2E9phxkSMI63OyeGjvDg7l5xUct7xCDGBs/8IpNMWFrgpUmo5AISIjROQY0MUKUZRm/d+HGW+LOLzTqFz2hxvYu8931GzvvqP0H/gUDToMpf/Ap9h/II3omCPke46wYu1yBv/tRZ5/fAjNm9bGzO9vS716ExgzJo3U1F1Ab5KSJnDBBWl4PJls3bGViy5STj3VaGIHDpjv/Hxh8aIEzuojeDwwe1YUPboUdpRCLMRQ1cdV9XFgnf3ba1lYJEddcsd8a4TDPwLxfH37yb3UTHobE2r2DWA3sfE/EZ/4Hibs2C7gTeLiO1Gj5kwSaqwgJmYSbdv+Ro0abenQYQIx0T4+L7Q9fSDR0e8C7YDJSNSyYCdLDSuc9lqMyF55cfO+7GX98Z3pUQPzhP5VlW7xiZwan8i1KKtVfaJ4VESIedvFSoq/GG55iVR1lKrWAkararL1qaWq9VR1REgLV0G8PcJ+XNqdq2+e7LN+yJ0vU7fBZkb9J4v1mzdyxoWPsuXXLYwdq1x0kbJ1x1aGPzaF3b8f5C9/ySAlJZNx4zLo0QNeey2DxMRMIIMlS8zxjh6FzZvN54sv4LrrYNF3CSz69CmWfz2a42ntuOP2BA7ta8uUV+9icY+nQy7EilBcPYdN3Zcjr1pAnq9OHZtRq9ZxBgzIZObMNAYMOEZqnSz6nZnM4EHZzJyZzuBBxzi3T33Stz/D8R0vcn7fRvQ8LYspUzLp3CWL5NRWPsfcvGwm+fnXYKJ23ESteu0rHN0lEnHKRjYCeARIFBG7KyEYc9J4J8pQGYbWacCIvTsZpx6SgKicLNJUWc+JHovjMNMYTwZWZ2eSC6V6Ku7dd5Qhd77M8lU76NGlORmJt7Bx6XsnRAIwRmNDaUGE/clLFCJmikiPIsuOAr+qal5xO4Qr3vaIvLz7WbFmks/65at28No4D88/D717w8CBMHMmTJgAw4fDvHlmm2PpWQwaBDt3mvV//CM88QSoQocO0KgRfPONOWbr1jBihG0bg/btchj+2BTmzvynj00snASYiFyEmc3dRET+z2tVMmYKTtgwauFIvwIR7Nt7MrdcO4w1q7rRqUtnJk59gwYN63ut388/br2NVSvWcVrnxqxZN4Thj00peL6nvHoXAAcPZbFmTRKffeahefMoDh7K4LulG8nKSmLadA81akSRm7uRJp2GkpOjtG/TkFXr4vjgwyzqpMSSK1n89OFN1KrXkpY976n2GaIdEWSqOgoYJSKjIrEXPv7wPgarh2EYc/w1qgUeihMw2QIPYUa6a2AE2W+YyGhrKPRotLU5b23M7r2/Ns7D7Fmb+ebD58nNvhYz1eYF0g9+Qu7mVzHj6dDzhj2lJscLY8+k/2IMAKswnZjOmNtTW0TuUNV5oSxcefC2R8TEvEC3Tr698h5dmjN71mY2bPAwfDhERcGqVUZgXXcdxMZCm5b12LR1N9OnK7feagTYnDlw0UUweDDMmgWbNkFcHOTmGpuYbRsbOhRGjPC1h4WTAPNiNyZt0+XWt80x4L6QlKgUNnS4oMyRkno1YfFHN3otWc3ebYWd0dhYOKdfDuNeM8/zn65+kn79cgqe7yF3vgxAXl4SGzbciupN/PLL1cBOcnJiMeM7j5OZ+RwiEzitZwa7d8OqdTvo39+0jWnTspg7dzsnd4BGjX5h/hd/Jyo6lfz8iidMjXScSqzZw+qNz7R/e3+cKENl8LaRZeCrgYEZXlyBCd3aHjPV9RBG9EzFvLnbAkvjE5n1s2+G9+WrdnDVAA+pqXDVAA+52en4+jweZvkqMw5/z9yOkZwcbzfQ3Zq8ehqmT7AV+CN+pL0PpxQ+3skpe/b6mRmTbvRZP+XVuzi0ry35+cL06fD007BrF9StC4mJUKcOrN+4i8RE5Ztv4B//gKNHhfi4OAYPNgJrwADYsMFoZh06GKcO2zbWqlWhPezYI5PCVYihqitVdTLQVlWneH3eV9XDoS5fcVTkXhZ2RrNIO5bFAK/n+dDhLJ/ne/mqHSxftQOPx4Pqg5gR1sswxombgG1AY1QfxOPxsHs3tGtnOj922xg82Pxv1w727IHYWOVPFx4gNu7tCiVMrQo45bU4xvpOwIQjWInplXfBTKbp7VA5/Mbb5T5GlX6YtIZxmGHDM4A2mPGRBykMItMRc4E7KZwR0gVYL1Es3OWbyG7vvqPExpqXlOmFRxEbX5PcbG+PpjpANrEN78GDB83PwTc53jgWTr2DmLhoYmPSSarTjKysmk6EnCov7VV1rf1HVdeJyMmqutVMFyqTsEnh4631vj+h7wleiw0b1GbuzH+y4Lv1XHHDf8jOVqKjfYcZ58wx2lZ+PsTHg8ejqOYyfbrRuqZNg5gYuPVW+HSOsHhRPPO/UeLihOxspV5UHe7ak8/qLSGZF+YXXtNuKK6Ow3XazeIeT5fLhm0PJaemFnY6+vcvHCa+4QajleflQWxsFie3a0rascPk5j6H6o+YcR3vQNFmkrtIFOvWmSHl7dtNu7HbT4cOprNjT70YcoPy9dfHOG3AmyUXtArjlNfieap6HrAH6OHVK++OcdEJO7xTraSgXIqRvjdhhFgnjO2rFlIQRMZWK5YASbHxTBOhHTBdopi74MkTzjHkzpfp1SubbdtMg/x2QRydLxgOMgWj272BccH9lvz8G9H8npgki97Br/oAt5CXU48WzWMg+3enQk6Vl7Ui8pqI9LM+/wXWWfE3Sw1REgkpfIp6Ku7dd5Rrbn+RCy803ob5+eYllJpqvvPzoVcvyMyEtm3Ni++FF5SlS2HIEOHg3jZ069SaEQ8ncDytHcu/Hs3+jW+wa814Pq7Vksf21S4xh10YcSlG3Zhrfa61Pp8Twhxl/lAezcwMJUdx4AA0b2Y8Se+9F844wwiZuDgzZPzOO6aeN27ZxWld6yEyETPlwkqGynMkJioxMW2Ji5tAp04ZpKYawXjrrbBkiRmaXrLE/Pfu7EyfEUWtei2Dci8iAae9Fjt4R/VQ1TWYJEthh/dwonfShOHAD5gUtwqkoazCSOQ1mDfytCZteLlRS2Y1a8+85h34bf9kOnU8MTr58lU7uPY6ZcwYmDzZ2ELOuuYCelw0gpTaNTC+MC2BCzEDlCsxpqZJmMHKVZjBy/uB39i2LY+MjHx8Q06F1v3eixsx4yf3Wp+t1rJczCzQ0ngJ0131FLdSRIaKyI8i8mNu1rGAFLa8eA8v2ROTDx02zhyPPgpJSYXDg9OmmR71oEGml75tm/ndti288ALUSIzn6w8f45uPRrJvw3jmzvxnQbSOcB1GLA6vKTZ/VNUHVXW19XkI06jDmmOPTCp7IwqHku+4vbDTkZtr6nXtWsjK8rVxZmcr23fuY8X8EdSqeZyYGDMF4+STJ/DOO2m8914mNWpk8Ntv8NhjxlP1gQfMcTweyMtN4OGH4n06O2kH2tKyZ4XStVUJnO7SrRKRCRg5AKZ3tsrhMviFdzipOhQOE47GCLSmFAaPsYPNjAGy4hN9esqlDVH06NKcmbO2MnBAHjNnxdCiYzcuOLM5Y/s3AsYQ2/Ae8vPtoz8P/AI8inn/r6Fw0uQLQDOys38nNTWfzMyghpyqEKqaiblFY4pZnV7Sft4pfETk3BKOPR7L+7VWvdZlTrQNJPawovfw0lUDjCNGfJwwbZoyeLAZVpw71wwpNmgA//63GSKKiTE2L3tIsehcMJtIEmDFICJylqousv70IQJSSK2eu4c+z5S9nT2U7E1CgtDaaoobNxbW7/TpRkM76+ws/nT1k9SsGcOf+mewdatpBx6PaRe1akH9+kaI1aljOjizZ0VxaF/bYiO3gAlVF4qca+GAqDr33ItIAnAHJtgcwLfAa2oyyQWUk+MTdOJJLcu9n20bW5OdSTQmkUI0ZihxM2YgoAuwHGPYewmjXiwG6ngl0DyUn8cr7aML3G5H3HMVg/72AukZ2Xg8cFrXFiT3upMvXn0ST34eJm09QA61U+qw8ON/0O280VYk7GiMzF+M6Xt0xeSnyrXWnQGMAnoTHZtAfq4HyCEqJpluF95f4NXonSZCJAElm5p12gTEjrZw6l9/UtWeJa0XkbOAkUALfFN5lCppRWQUJkxRHlYKH+D9krIf9OzWSpd95Xyuzv4Dn6Jug81cNcBT8MJZ9MNG6taFY8fMi+ngQUhJgejowmXZWfHk5UF8vJCTo5zWtYVPvMRIEGBn79hQVt2fhhlGqI2xjR8GbrZzjQWKij7zZVFSZ7To1BnveqvX9lbGv5FDVBRccw0kJ0NamvnOyoJJk8wwYc2keMa9nk1UFDz+uHHwiYsTEhPiyMuDLqc2RVVZ+8vuE85RHPfM7ciKzzcF/B6URFnPvVM4KsicpKKN+qG9O+iVnclKjMAaTmEIqq8xAu1GCgME2xqZnc91aXwizzZszhNt1OfF9tnnSu3aWmDwnzYNPv64Frm5N1Po2GGCh4p0IibuXRKTW1jhcLxL8xzG3PC1VbLPgG+s0ryJSfl0KWa4cTTJ9b8rcExYOW/MiceTMSSnfltpl30/BNkvGJfrnzBqJADliYhuaWTDVbXEkGdOCjLvF1mnU5qc8MJp0/NupkxRUlPNkOJ1luiNjxdiY+JOEFpFiQQhBmULMhsRqQ2gquUOIOwPwRJkULwwK67zYmtLTToN5ayzzdDy/fcbe9ngwYXzAFu3NpPaO5/SvMRjVJTS5pkGmmolyERkhqpe7e3F5E0wvJcq2qiv2LmJVeqhO/AzheFc2wMJEsVx9eAd5rUtxt3CDu/ZRaLYN+dvNLxhCq+Ny/J5icXHGzvItm1mGGH58kTwOVo3TIf1Z+vIAhIHml3Mdvus3+2sksdClAc8CZjJAI0L1ifXN0FDf/z4UfLzVkORq4uO6UyfQa+W+15544cgW6qqvSpzjnATZKW9yAAryO+WAi/E77+Hl14yv48dal/iCyuEUeorREmCTESuU9V3vIIH+xDoiPbBFGRghJndeflh+XYys3IKYl8eOAB33J7Avg0mvkPdNrcSG5dDWhrUrGmcevLzzVBybq4ZemzXujHbfj1QojZeGZwSZuEiyJwap7atkLYXU9FP2GCHnrKzRdm+gbUlio+ataNOkYSZiRjdJp/CCc/S6ywfT6bZs6KIjQUR0xMbP958R0VHU+ixZAcPtQOENgM2gQ7BOP3bZ/VOrvg80Bvkdhp36EJyvQ7WMV7wWW97LxaG1/G6OufsaN+IyGgR6V3ROYSqOr80IeYUtofi/EUb2bjJw9ChsHGThx9X+Ca3fG/8vaQdbM+QIcLcuTByZOE8oOWrik+OvLjH0xElxMrADkdTq4RPRLG4x9MFTj2xcTk0aGDsWbYDj7dtMzExin79jKfieeeZeV+212KnTnDhhcq+g7t4fXw2/frlcFrXFj5OPZWlorkKIxWn3O/tJ/MPQFwxgYPDhodSG7M0PpHFGPf6bphhw0xLcx3VsBnTJYp2mFjVuRj3+s4iPhOevT2ZDu1rCxpDWloS77+fyODBSXz2WQ3LNvYmIm0ReQORXcAijDlhH9ABk44hi0JPxUlER/8GtLXcdxeRkvw2c9/ozyl9b6FmvQRMqGLbq/El0JWk7V+Hx5NHzbpfIVHLgMlAO6Kj36Xt6QODfVsBemGm2D1DodPH806cONDYL7PatX07JvHxvnOlbCeALT/+H8m1Epg717z0ZhXj0BGG8RErjaraEyefLRo02AocHHEsW2I08LQ047Dz668mC8Hnn1MQfgogJ0d9PBWhsBNje6keO4bPROlAU52EmdOeQ82B10Vkq4jMFJG7RKSbw2UoFTvVSo/4RAZhBum6Ah3jEwBoE5fAjGbtmNe8Ax8378DnzTswo1k7Pm7WnoW7Xi/oUdkvMdt9OiamDqq34vFsJj//Vo4fbwpsAW6mXr1oZsxI46qr0omJiQYaAbdgHDqGAGcDNyMSy8yZafz5z8dpdJIy6Op0Zs7Mon//gwx/bApxiSl07/8wfa99jeT6p4J0xbiidAE2FaQ8r1WvPchNwCby869h87KZQb+v9lzCIp/zy94z/LCjsRQNHZWTU/wwfcMGtVn+9WiOHWrPHbcncNgK7guEdWSOALJGRBaJyH9E5BLbVhaJdEiIZ9Y047TxxRcmduYf/gC1kxN8tKnTurYoGJGZPt1s7x2ZZfp04+xjj9gU56kaCKqLMAuJs4eIJAJ/w3gvNFHV6ECfo7Lj5cUl0yxtAqr3+HlxXky1mt9NxvG1GLvUSszUqVjMMN8i4uOzLM+mRLKza+Jr57JtWm1JSckkP1+Ii41j3OvZPuPzp/QvnNVveyim7V8HbMLbHgZYtjJHbWQNMdpYY1W9SEQ6Ar1VNaAztp2wkdm2sY2bPLRuXeg2X15DfVURYP44e4hIc6AvJlnmxcARVe0WyHIE20YG5r3wTMZufsnLwRPlITtbqVsngS9m/MtnrmhxjkBr1u8qiMxSXm/EyhIsm1m42MgcnUcmIv/ENOSamDfzcCAsJz4UlwSzJGyPpqIBgL2z9cbGxlKYwv5qjKZlpzT/kXfeyWL6dPj88yiys+tg7Fz3U5hY73miouL4U/8cDu9tA8DsWYWOBj26NCfTq0x2GCXjqXhiMNHilgWZyRi3Stv9ayMmsXbYhB7xlymv3sWQO19m+7Zf+W0nfPFFDvn5yhk98tm776hfL6SqIsT8wYrMchZGkHUF1gLfhbRQFaRudAzPJ5v3QmlzRIubWxZKhj1+AWMeKzu6f6Ti9NDiX4B6wP8w+dw/8rKfRSSd+zcq+F00APDyVTsKHAOOZ+6nXbsJREW1xURi9I4VYuabrFmTREaGB/gdE42pA8YStwiYgceTxfzF7Tha574TbHDe4/PeeAe4tYOJeifhc9BGlqqqM7Cic1ipW/JL3yU8sV9SBza9QbdOLbjkYmHKFOWkJtsKopuXRFW0hfnBDswY9+eq2ltVL7EyYkQ0kVSPl6fMpdtF7creMEJxVJCpag+Mw8cPmKjnq0UkIntmACP6juTSjNv4+Eh/gBM8FXt0aV6gpXXqBF27ZjB9eiYxMbF4+0SKxPLooyatQ2GKzpMotJGdBTKI5Pqdad/3MeISU7j66VQ63PLuCSGMimJrZn0GvVqQaM87CZ9TNjIgQ0TqURhE9kxMPrKIprjOS3FUE1tYSXTHhKe5RkSWiMhbIlIlwrNHUp16Z5evajg9tNgJM7zQj8Ig8WE5tFgWdb6dxsrT/0bG4a3sXduZF5N2WmPgccybp/TsZuaEdDp7OONe9xAVZdyvr746CdUcRCahOo7ExFjy8tP45ZdECuPo30ihl2I8ROWTXO8op/S9pcD2lXF4KyvnteaH929hztTLTojAXhohSsJ3P/Ax0EZEFgH1gQFOnDiY2LnHvId4ixJJL7tgoKorRWQLxrupL3Ad5h0QccPKNj429Ca3Mevn54rtTAai7iuSTb4kFozNdXTCtFM4PbT4H8z8kf8DTrE81/7tcBkqTef+jeh9+t8K0t1vXNGddRv2Me51MyekZ7fCOSFxcSYnlccDe/YkoXor5nm+kZNPjuKKy9Ope9LJlpehlUKdqzFx9jcjMoTY2IQCbWr9wokF57Xnh/3l1oXlapyBSNdeXqxwRP0w88dvA05V1bCMs1keShvirabDiCcgIj9ikkL8GZOK5xxVbRHaUlUO7+wYvbIzGdD9wVAXyW+qoiejoxpZOExmDQSXZtxG+uG/F2o1PEB6xus+AWNtMjM9bN1qsvoePerB1rpUH+SXX8bTvFFh1Or1CyfiyXqb9GPpPtvlZo8vOF4gtKlT+t5iaXWTC3KWBQsR+UsJq9qLCKr6ftBO7gDFGfUjLTKHA1ykqvtDXYhA8ktONjMwT/8woEN2JnO6Ps6lKx8Lccn8o6ppZmEfgTrc6LP8URaMzSU5KQaRwjxCSUlRxc4J8WhuwaTZunWjKIzkMZq+Z3Zk7sx/EpeYUmDLSts2hpTaNQuOLfIcKbVrMuzxC4DAaFPF2c2CSHGRXOxPlejYeFPFInMEhKomxMBE8BlNYUyeJhgtLZI08KqkmYV9Zr5QUnQumR21AyAqKo0OHSbw66/jEYkiIyODIUOEM3q04r3xhcNLWVlaoJE1bZrBwYMTgAkk1W3HjEnFa0IfTLmVCwe+Qm7ueGJiYvhgyj/olzKXry7qSE6mc9pUIFDVm0JdBqeIpJeYS+UYWqcB//j9VyZh0jJ0BdZmZ7I8M4MrGgzhuEepESU8Vq8JLePiyzUn1Unen9C3SqR+CY+7GabY4+AzgBfysrj55pf5dI4ZRurZrQV1G2ymRg3vSbHCoX3RPkZfOy/RiBFmNv+2bZl0v2IqAA0b5LJm3U6+n/USudnppNSuyYKBt3LN7S9y+eVZDB5swhmNGjubfmf/k7H919Hv85RKR6p3CSyuAKta2B3Y9TlZJCBkqtI2Lh4BtuTmcHJcPBkeDwnANRgjwGhMtsCR+39jCFZ2DI8ycv9vtIlLIC0niyjgQHYmT+7fxYsnhYeJsF7G1wx7vH/EzzFzZGhRRD4RkY9L+jhRhorgnSX6/nzlpzWFti/byL92bWGYouLcr6MklgULTPT7BQsgL9+373DOZS+Rl3MNsJmjaddw4cBXSDtmhFhqKgwocsyqNBzgDyLSTES+EZF1IrJWRMImDa7rzFE6IvKX0j6hLl9J2B3Y1aoMUg89UNJysuiTk1Xg3LEtN5scCv2MH8BERM3ECDF7hmgmsCkni0sxsXoutf6HE5enzA11ESqNUxpZRAaH9c4S/UJMFKd1KrR92Ub+/gOfKtX9+oweLX1SfXyzxNemdeRoEceO3PF07gyzZsGAASdG1YaqZ6gtgzxgmKouF5FawE8i8qWqhnRSjCvA/KK0zBaKCYoQVizPzGB1diYbMYInF/gRE0zuRgqdO/6LyTPRHpObog4mAVMs0NH6bLSOqZiYXI0xc1Bew+Q9DKchxkh/pzgV/X5BaZ+y9g9Vr3zmxAGsP7M93WsmsK5nWyZNOjF6RlkRNoqutz0UbYo6dsTGxtC8mbBpE9x4IyxelFBs1I5I0cwq2ytX1T12JmFVPYZx324S7HIXx959R+nb5Dbq17+Rh/bu4FB+Hofy83ho7w6u2LmpYJmLQVVvKuVzc6jLVxwj9//GzRghtgs4DROi4CZgEIXJkRIwk2Q2YsIXxFjLbgbWYXK2p1IY3mAwhUmYTgN6ZWfy7IHdTl2WX0TKO6U4nJ4Q3Q4YhemwJNjLy0p3T4h65Sf1/yOf9v9jpY5R1D27aK/n20/u5ZzLXuLI0fHUTq7JB1P+waixs9nx6w7OOqP0YKIR0osKWK9cRFpiokQsLbJ8KDAUoHnTeuUvoZ8M6P5ggc10jNeLqOgyf2N0VidE5BLgVHyfe2cyoPqBbRfLpDB43CGv3w9iZm+3w2hf2V7r7seELfEeVnwQeJfCIcZx1r69gZlYSXhzsh26Ov+JkHfKCTit174JPAa8iAn/fhN+aIVWPMY91u9jImL3yoMmyPydTV9aoGB/6NSxGYe2jPFZ1u9s//cP94YXKK9FEakJzAbuVdW0IucYD4wHE/0+EOfzxh5GLDp3qEtONor6LOuck8WWnCxG7N3JEfWQIlGMatiMOtExYeu5FmxEZBxQA/PMT8BEdPnBz337A2OBaGCCqv4nGGW07WLbMRrXcMzQoR3mezTmhZOO0cRWea2zU+Lme+072lpma3B1JIpWcfF0zc70ScIbjoT7O6U4nJ5HlqiqX2HSx/yqqiOBS8pzgJJ65da6oSLyo4j8eCS/4vFoyxMSxt9Ye8HEnmMW7li5qB4UkX/bHz/3i8UIsalOT6C2hdih/Dyi1UNHTGiafpiXU64q5wENgPOBWIURe3cySD1sAgaphxF7d54QCSLchpWCTB9VvQE4bCXU7I0xL5WKiEQDrwIXYUZx/mql/wk4tmPXXExC3baY0N1TsNPZmqHGQxhBNRUjidsCbwBHMA10lbVsIqbn3Q6TeHdUw2YFSXu7SBRL4xN5KLVxMC4lIETaMKPTXcJsEYkCNonIPzBto6a/O5fWKwffnvnJ8QkV6pmXN66ZP7H2gs3l1hyzFZ9vcvzc/lLRXrmICOa9sF5VXwhqIb3wFmDPHtjN2uxMGmDGSa/H9Mp/9+TREGPIfwDTQ5+AEqPKG5i8NacCh9VDVk7WCZpbNcLOMHRcRBoDBzHZY8viDGCzqm4FEJFpwBUEYSTG27FrELA0PtFniPihvTvolZ3JSgq1rjOBXy1Nq1d2Ju0x88myiuzrTSQNO0fSHDOnNbJ7MC+zuzE2z+sx4d3LxIleee/Xzi33Pv6mUwk2ERDZukK9ckweq+uB80VkhfW5OFiF1KWLmNP18QIHjlt2bWFDdibZwD7MMMDZwGEgB/NGngrcihknj8YY9zd4fQuAKo/j7SwgwbqEcGSOiKRgRtyWA9uB9/zYrwkmsLjNbxRx9AnUKExZ2pK9/ieMlhapmlZ5MHPMImO0x+lYi8sALK3sbssLrUyc6pVLr7PKvU84JdAL87HtCvXKVfU7cOatb2th3hPhz8NX45qLEU7PY15oN1jrXsBoaXkUGvzvx6iem6x9ZwEfYtKkZoYgM3sIeU5Vs4HZIjIH4/AREJU0EKMwUHYi3bLWR5KmVR4uT5nLGML2nVKAoxqZiPQUkdWYoeTVIrJSRE7zY9eg98oDmSohlITx2HZFe+VBp+jE5jXZmUzD9Lq9U6A+iLGR2J5oWfh6ru0CUijMNPccZty8O7AGSMOkRe8KdIwvcN6rDiyxf6hqtqoe9V5WCruAZl7/m1rLXBwkjN8pBTg9tDgJ+LuqtlTVlsCdGE/GUlHV71RVVLWLqnazPp8FqlBVRYjZhGnDe05Vj6jqbKAFcDLwVIjLVOzE5miMdrUJaA4FwWGfw9cTLQHv9KhmeCMTeBsjBCdjPJl+BrpgJst2FmGaRLEuO6vKzzsTkZOsjmqiiHQXkR7W51yMiaEslgHtRKSViMRhpmOFbSSgqkyYvlMKcFqQ5atqgfXQGjYK6ZNc1YSYTRg2vIr2yoNCceGl7MnN3nOJplPouTYDk9K6HaZHloEZWuhufecAiJAHLMZEfHiMQg0OEU6JS2CweliDVgfvxT9hZHxTzOjrGOtzH/BIWTurah7wD+ALzET4Gaq6NmildSmVMHynFOC0IFsgIq+LyLki0k9E/gvMt3tqDpelygoxm/cn9A11EQLRKw84JYWXsm1jdSnUwt7GpLKOBZIxNrLbgU7xiSQC3TAaVzcgHvikWXtOjU/kLYwWZmtsY4BT4hJ84ncOw7h9V1VUdYqqngfcaCXRtT9X+OuwpaqfqWp7VW2jqm5csBATrsLMaUHWFeOp9hgwEjgF06Edg8PxGKu6EIOw8TqqVK88kJQV5Le4uURvYDStbzGTmc6FAs+0dnEJzMEIsTlAuzhj97K92JYjTJcoOosU7HNyXDx2HvBwnhQbYBaJyEQR+RxARDqKSHjnH3IpkXAUZk57LZ7n5PlKojoIMZtQex2p6hRgiohcZdnHnC/D0kUsuWN+mdt5zyUajBFYv+Rks0g9BRHO35aoAg+1f9VvwrMHdnMgJ5tUK1oHlO7h9lBqY549sJsuXhE+qgFvWh/7wduIGbWdGLISuVSKcJtj5rTXYsNQ98wqMlcs0gmTHlRIeuWLezztlxCD4ucSlaZB2QLro2bteLZhc79CTlVknypAqqrOADxQYPuq+KQvl5BTL+Nrul3ULtTFKMDpocXJGMOt3Q3dCNzr1Mn7LH+0QnPFqgJhIMzexMG6r0iusOKETFWd7OowGSJSDxMkGhE5E+M34xLBhFMQBqe7g6mqOkNERoDpmYmIIz2zzv39iYhTtQnxhGlH6j59/Z6A5gorayKsi1/cj3GbbyMiizD+MwNCWySXqoTTGlnIema1ngnL9EeOE0LNzO2VV1OsfHL9gD7AbcCpqroqtKVyqUo4rZGFpGdWnZw7/CFEmpnbK6+miEgC8HdMmEoFForIOFWtVpGTXYKH016Ly0WkH9ABEz9vg6oGVUVwhVjxOO11FIq6dwkb3gKOAS9b/6/BTNEbGLISuVQpnPZaHIjJSbYWuBKYHsyJ0K4QKxmnvY6sXvndwJPA48Cd1jJ/9u0vIhtEZLOIPBzMcroEhU6qeouqfmN9/obJcOPiEhCctpH9y8rwfDZwAWYeyWvBOFHNU1znjrJw2OvoLczL62XgFev322Xt5GRyRZegsdyyiQIgIr2AH0NYHpcqhuOxFq3vS4A3VPVTTEg6lxDhoPNHRXvlBckVVTUHsJMrukQOpwGLRWS7iGzHxNg8XURWi4jr9OFSaUQdzItk5SLaBfwR6IEJFv6DqnYNwrn2A7/6uXkqcCDQZSgn4VAGqHg5Wqhq/ZJWisg7wCuq+r31vxdwp5Vss0REZADQX1Vvtf5fD/RS1X94bTMUGGr97YBJGeYv4XDfw6EMELy6b1Hazqrq73NaKuV85iE87ns4lAGCVPdO4bTX4tVAf+B5VT0iIo0wkX8CTnluroj8qKo9g1GOSCpDkMth98p3WP+bAxus/HSqql0qemDv5IrlJRzueziUIZjlCJSg8uM85XqhhsN9D4cyhFM5KorTXovHgfe9/u8B9jhZBpeQ0b+C+7nJFV1cXEqlWgR6cwk9leiVFyRXxAiwwRj3bRcXFxfAFWQ2FRqWCjDhUAYIn3IABaGs7OSK0cCkACdXDIfrDYcyQPiUwynC4XrDoQwQPuWoEI46e7i4uLi4uAQap93vXVxcXFxcAooryFxcXFxcIppqL8hEJFpEfrbmuIWqDCkiMktEfhGR9SLSOwRluE9E1orIGhF5z9/wUZGMW/cFZXDrPjRlcOs+QFR7QQbcA6wPcRnGAnNV9WSgq9PlEZEmmDiIPVW1E8apYrCTZQgRbt27dR9K3LoPENVakIlIU0y4rAkhLENt4BxM3ElUNUdVj4SgKDFAoojEADWA3SEog2O4de+DW/fOl8Gt+wBSrQUZ8BLwIOAJYRlaAfuBN62hjgkikuRkAVR1F/A8sAMzQf2oqs5zsgwh4CXcunfrPnS4dR9Aqq0gE5FLgX2q+lOIixKDiTv5mqp2BzIAR1OViEgdTCDeVkBjIElErnOyDE7i1n0hbt2HDLfuA0i1FWTAWcDlVjTuacD5VmBbp/kN+E1Vl1r/Z2EauJP8AdimqvutZJfvY9LSV1Xcui/ErXu37iO+7qutIFPVEaraVFVbYgycX6uq470RVf0d2CkiHaxFFwCOJgrDDC2cKSI1RESsMoTaEB403Lr3wa17t+4jvu7dEFXhwV3AVBGJA7YCNzl5clVdKiKzgOVAHvAzER6yJoJw67764tZ9gHBDVLm4uLi4RDTVdmjRxcXFxaVq4AoyFxcXF5eIxhVkLi4uLi4RjSvIXFxcXFwiGleQubi4uLhENK4gqyQicm5xEbRLWh6A810pIh29/s8XkZ5+7NcoEOURkfoiMreyx6kKuHVffXHrPrxwBVnkcSXQsayNiuF+4I3KnlxV9wN7ROSsyh7LpdxciVv31ZUrceu+RKq8IBORJBH5VERWWjl3BlnLTxORBSLyk4h8ISKNrOXzRWSsiKywtj/DWn6GiCyxAnwu9pqR728ZJonID9b+V1jLbxSR90VkrohsEpHnvPa5RUQ2Wvu8ISKviEgf4HJgtFW+NtbmA63tNopI3xKKcRUw1zp2tIg8b13fKhG5y1q+XURGWcf+UUR6WPdmi4jc7nWsD4Fr/b3+UOHWfQFu3bt1X7XrXlWr9AdTkW94/a8NxAKLgfrWskHAJOv3fHt7TJqFNdbvZCDG+v0HYLb1+1xgTjHnLVgOPANcZ/1OATYCScCNmBn9tYEE4FegGSaA53agrlXWhcAr1v6TgQFe55kPjLF+Xwz8r5iytAJ+8vp/Bya2m309da3v7cAd1u8XgVVALaA+sNdr/ybA6lDXrVv3bt27de/WvapWixBVq4ExIvIspoEtFJFOQCfgSxEBk1Buj9c+7wGo6rcikiwiKZiKnSIi7QDFNDR/uRATqHS49T8BaG79/kpVjwKIyDqgBZAKLFDVQ9bymUD7Uo7/vvX9E9CymPWNMCkjbP4AjFPVPOs6D3mt+9j6Xg3UVNVjwDERyRaRFDU5k/ZhHrpwx617t+7dui+kytZ9lRdkqrpRRHpgei1PichXwAfAWlUtKbV40bhdCjwJfKOqfxaRlpgekb8IcJWqbvBZKNILyPZalE/F6sQ+Rkn7Z2IeovIcy1OkbB6vYydYxwxr3LoH3Lp36758x4rIuq8ONrLGwHFVfQcYjUmVsAGoLyK9rW1iReRUr93s8fSzMcnmjmKGAXZZ628sZzG+AO4SqxsoIt3L2H4Z0E9E6ojJ3HqV17pjmF5iediIb4/tS+A269iISN1yHq89sKac+ziOW/eAW/du3RdSZeu+ygsyoDPwg4isAB4DnlLVHGAA8KyIrARW4JuHJ0tEfgbGAbdYy54DRlnLy9t7ehIzJLFKRNZa/0tETebWZ4AfgEWYMeyj1uppwAOW8bhN8Uc44XgZwBYRaWstmoBJ4bDKuv5rync5nAd8Ws59QoFb927dr8Ct+ypf9270+yKIyHxguKr+GOJy1FTVdKv39AHGKP1BJY73Z+A0Vf1nAMr2LXCFqh6u7LHCCbfu/TqWW/fBLYdb9xWgOmhkkcpIqze5BtiGcX2tMNbDsL2yhRKR+sAL4diYqxBu3Vdf3LqvAK5G5uLi4uIS0bgamYuLi4tLROMKMhcXFxeXiMYVZC4uLi4uEY0ryFxcXFxcIhpXkLm4uLi4RDSuIHNxcXFxiWhcQebi4uLiEtFU2aDBsQm1NCGpfqiLUW1IP7TtgKqG/Ia79e484VL3KdHRelJMeYLTVw121QxdQPpwqXtHBZmY1Nx9MakAMjGz178MxmzxhKT6dL/omUAf1qUEFk7966+hLgO49e403S5qx8vX9QyLuj8pJpaJJ7UMdTEcZUTfkTQI4fnD5bl3ZGhRRG4SkeXACCARE4V6H3A28D8RmSIizUs7houLS3jx/oS+DHokPBMGVwdG9B0Z6iKEDU5pZDWAs1S12Fw2ItINaIeJzOxSRRGROhRq49tV1RPiIrlUgg0dLvB7W7fuXYKJI4JMVV8tY/0KJ8rh4jwiUhu4E/grEIfJWJsANBSR74H/quo3ISyiSwUYtXBkmdu4dR88XG3MF6dtZK2AuzDJ3grOraqXO1kOF0eZBbwF9LXSpRcgIqcB14tIa1WdGIrCuZSPYY9fQOr5ff3d3K37INC5fyPICHUpwgunvRY/BCYCn2BSaLtUcVT1j6Ws+wn4ycHiuFSCBWNzWdzDbyHm1n2QuDTjtlAXIexwWpBlqer/OXxOlzBBRLpwojb+fsgK5OI3c5JeZ3GPPRXe3637wOAOKRaP04JsrIg8BswDsu2Fqrrc4XK4OIyITAK6AGsp1MYVcF9mYc6ohSNZXYn93bp3CTZOC7LOwPXA+fg26PMdLkdQyck8wvqFE8k4vJWkOq05pe8txCWmhLpYoeZMVe0Y6kK4lA9/nDr8wK37AOBqYyXjdIiqgUBrVe2nqudZnyolxADWL5xI2oFzyM9bTdqBc1i/0LVlA0tExH2ZRQjdLmoXKCEGbt27BBmnNbI1QApmMnSVJePwVtCPgMagw8g4PDkoWlqEaX5vYV5ov2OGlQVQVe0S2mK5FOX9CX3LNUfMD9y6rySuNlY6TguyFOAXEVmGr42sSrnfJ9VpTdqBMaDDQMaQVKd1gZaGfkTagTGsXfA6UVExlRJCRY+5fuFEul44LDgXVXkmYoaVV+N6rIYt86+Zz5IOIwN9WLfuK4ErxMrGaUH2mMPnCwmn9L3F0pQmFwipHz9+1EdLSz/0OnBbpYRQcZpfGLNfVT8OdSFcSmfJHfODcVi37l2CitOCbAewR1WzAEQkEWjocBmCTlxiyglCqaiWhsYCw6iMEEqs3Yz0g+cDh4C6JNZuFoDSB42fReRdzBxCb23c9VwLA7pd1C6YcRPduq8grjbmH047e8zEd2gh31pW5Tml7y0kp35LVEwnoqPfBXIwzporC4Yfy48AFwErrG8JWHmDQCLmJXYhcJn1uTSkJXIBzETnIAf/deu+ArhCzH+c1shiVDXH/qOqOSIS53AZQoKtpa2cN8bYtRgGjAbOJTm1Laf0vaXcx8w8ugN4ABOL9QEyj74V0DIHElW9KdRlcDmRyk509ge37l2CjdOCbL+IXG6Pl4vIFcABf3YUkRRgAtAJM/fsZlVdEqyCBhrbwzBt/zqgNmY4cDVGMyvfMWwHkcTazUk/5OtUEq6IyBTgHjvmnhUNfYyq3hzSgoURGYd3sHLei+TnpREdk0zXC+8jqY7JbhQMD9XKTnT2F7fuy09ltDHvtpJYuzkeTw7HD+8GyaVm3Xac2u+2cPZurhBODy3eDjwiIjtEZAfwEDDUz33HAnNV9WSgK7A+SGUMCgUehmzCBDnob31vIu3AOaxd8Dor541h0fS/s3j6fSyadgcr540hJ/PICcew56eBkpz6LdExnUlO/bZCWp2DdPEOHGslU+0euuKEH0aI/RXYRH7eX1k578WCdYGemxjAOWL+4NZ9Oej92rmV2t+7raQfPJfjh/cDt4BuJP3guVVyXqujGpmqbgHOFJGa1v90f/az0kGcA9xo7ZdDeVSZMMDHw5DhwDjr2/JiPDgOaIapktpAW9IOnOHjzVjUSzHz6GT6DCo1Q044ESUidexs4CJSF+dHBEJCSdpU0eX5eWkUtAmGk583jpXzxnBK31sC5qEaZKeOkqi2dV8Rzn333FLXl9SeCjX6o4D9rnkAGA/cX/A/43D4miAqilMZoq8TkYJzqWq6txATkTYicnYph2iFyWX0poj8LCITRCSpmPMMFZEfReTH3KxjAb0Gf8jJPMLKeWNYPP3OE7SppDqtjbciu63vBOA585/ngFiM/XuF9b3WemFtLfEY4TyUWAxjMJNinxSRJ4HFmAuv8pSkTZ2oYccDz2PaxPNAn4LtA1H3IczoXG3rvrz4o42V1J4KNfo+FLaj0UAS8ELB/wh7b/iFU72iehgXXDt1g51gry3QD2Mne7iU/WOAHsBdqrpURMZa2//LeyNVHY/pflCrXmsN9EWURWkTlIvOLUvbnwPMBd4F6mIUzPuBaIwwywK6EV/rpILjFzc/LVJQ1bdE5EcK42r+RVXXhbJMwaC43nJRberYwQksnn6f1XPeA0wGTcQkT54EvIZ5ZHJAIf3QZk6/YlSl6j5IE539orrUfSAoSxsD0x7Q2kBX0DjS9h9i4dTbMe+QVcBLwL2Y12sCxmF0AvAqUTG1aXv6/cUeN8IiBfngiEamqmMxgug9oD5wgfV/F3C9ql6lqptKOcRvwG+qutT6P8vaP6wwL6xhQDToStL2ryvQzHKz0sg4/Bv5eVmk7d+CmXnwNcbhoylGI3sOuBZjO9sMXMvxw78VHMP2fOwz6FW6XjgsIhqZPYwMoKrrVPUV67OuuG0ineJ6y0W1KfVEWz3nzcDVGO/0q4EtwM0YzexqTIemCyIJla77IE10LpXqVveVpcOGr/zaTiQB847oCgwCzsK0m83W8nut70SMNWaTtf4sPPnXsnlZ8TOeIjlGrGPOHqqar6pfqupIVb1NVe9V1ddVdYcf+/4O7BSRDtaiC4Cw69EVvrBsYbSpoEF4G/JN40rAqP/2tt9iNLTFFNpJHgDiI65RFeEjERkjIud4DweLSGsRuUVEvsB4vlQJCjszjQuGhtuePtCaO9jO+s7C2xYGh4v8z/H5r4VziAsobRjbmwAH/y0v1aruK0Of5Y9SL+Nrv7Y17WE4phPs/W23n8XAFMy8Uu/lq08wV3i3o7QD609ou5GC016LleEuYKqIrAK6Ac+EtjgnYk96hiV4O3JkHN56giHfvKzepFBwdcVoaLEUjm+/APSMuEbljapeAHwF3AasFZE0ETkIvAOcBAxR1VmhLGMgKc6WtXnZTPLzrwE2Wd9FbWF1ivyP9zlGzTptTjiPP71nByY6l0p1q/tAsGBsbpnb1KzTxmofnTHtxf4utK3CEAo7y7sLtytiX/VuR2hTjE0t8mzwEeM5pKorgJ6hLkdp+E569p3fZYYVn8cIreeBOOAmYDqm8TxgfXuAyRivxprY6drCPPxUqajqZ8BnFdlXRJphoqc3xNyM8dZQdVhSnB1z2ceP+NjI4FVMJ2Ycph1kYWxj4zBCLI/o6HdR3qRmnTbF2sPK8mJ0YqKzP1Snuq8ofZY/Wq7t7TaWfmgzyBo8eceAHzHtpy5mZKcuxtb6FkY7y0eioVbdowXtKSfziKWF2R6O04FziY55K+Js8BEjyCIJ75eZmZCoeDzHMQLqdUyPPBMj1CYBnwNTMY0Pkuu3IT8vi4zDf6BQwM13/DrChDxgmKouF5FawE8i8mW4OgsUF2dTCjQwuxOTgOnErMIMKw8HGUN09LtGY9Nh5OePITn12xIDSReXYcHGqYnODhBRdR8oFozNpd89sSWuL9rGVs4bQ9r+szHviucptJHVAwYDcwCoVbeWz37rF060tLAXMI5mk0mu3zacM2iUiKOCTETigauAlt7nVtUnnCxHsPFuaAUhqawXjv1y+u69f6CebpghxnTMsGJdoIPliv06kRJ+Kpio6h6Max+qekxE1gNNCDMbaWkeX6YTswozB7gzRgNbhRmCBuMcNIz8vNfwN5B029MHWnbXcURHJ9P29PsAxyc6B5VIqfvKUJI21u2idqz43Nf/LSfzCGsXvE76wU0Y72YPUTFJlkZW21o2HGhn7ZGNEVDjgYVkHD6/4DiFUYa6YnzwXgNiaXv6IwG+QmdwWiP7CDiKccE/0YJdBTl2cKOXq6yHtP3HWTz9PmttXeu7Jsbz6CSgmzX8NMmKkh/+4aecQkRaYqTB0jI2dZy1C8aRfjALiCZt/zFWfTmGzGMHMUIrFtiOGR37DaORd8EM+3g7/NSlQHMro84L7W5Ge/t9yxxmZFbdfLXhXPcVpbQhxbH919Hvc1+tbP3CiaQfPB2oBSwHYvDkDQYexLcd9ba+sZYb78b8/GxWzhuDx5NH+qHzMa/j0ZhwecuA0WxeNtPVyPygqapGvJdS2TPrC2PlqScK35fWKvLzumByDV6K6TG9ALwBXIyR8c8TFR1LzbrfRuScsZIQkWiMvcNbGy/Ta9XatyYwG7hXVdOKrBuKFeosvkZqwMpbHtIP/grcgl2fmccmYFyeh2OmVXyOcacfjdG2vR1/2lpHmYsZFmpHcmrHUuu8qI3syMb20KxpEK4sMDhR9w2jq7alxDh81QZOA6YBHTFCzLsd/QjkEhWzBtUsomQt+XmZwE2gD5jhaF4H/ZRCz+ipRHrUD6e9FheLSGeHzxlwSvIYWzHvBZ9YeSvmvQAFrrJeLrAMB3IpDBtzP8Yc8ABGkK0CciNmztj8a+aXuY2I3AXsBb4EPrU+c/w5vojEYl5kU4vLYaWq41W1p6r2jE2oVY6SB5Ki9entQv8gxsXefnFEAecBDazvaEydnwvspEadVmXWubd3ZDSjaRtXIziXFQCcqvuU6OgAljq4lNfB48jva8nPy8d4Od8I3IqZi3oesBLTGU7EtLtY4pNqk5TSCpP6MZcCM4UOA42mMKrQaMxIQOR5KnrjVIiq1Zbb/NnAchHZICKrvJZHFMXNFQLwFHGxN/+Lulp3xjQeewK0HaKqq7W+N9CZGiktnbykCrFgbC6jFo70d7LtPUAHVT1VVTtbny5l7SQiglFf16vqC5UrcfCIiqlJgesyozHeiHa9P0fBy4LnMYLrYoyGdjGQDFyHmVVyETkZe8s8nz3Vo4a059T4qTyVmhzgKwooVbrunWDN169iHIT6YCbLdwQ2YPIQnoPxgh2AmRR9M5lH95N+8Fw8+adhYrgWhqgyMSnWAB2JinmPmvUSIiXweIk4pYs7nkSvQzP1a05GRei3pRVLfhxDXt4wYmLG0LtnKxaMzSVqqj0HzPZOi0WiPKhnFdAB02PyYOwk+ZihpKmYiYvHEFlLXFwONWt+z/HMDDYufJyWPe8JO21swdhcFvd4msXli62yE2MfLS9nAdcDq0VkhbXsEcutO2wwPd/VnOjQ0R3TS+7ktc6rh1wQ1HW4tf4t8nLGl3m+M/5yOmN+fCmshxO9qNJ1X1780cb27jvKynlTCswXpn09gOkEtaVQ+38QE34qF3gM36DkD2Da1DxgBKajlI0JvtAV2I3Qme79S4sOGBk4FaLqV1X9FXjK/u29zIkyBJIZk26kd88F1KrZid49FzBj0o0A9D49hZiYiUBbYmImUvekutSq1x6kK0aIrcCElfwaI9C+xoSdXIGIMHBgGt26ZTFuXAbxcdC310a2/xg+02ZsDWxxj6f93kdE7heR+4GtwHwRGWEvs5aXiqp+p6qiql1UtZv1CbsXWZQkYmyhP1vfNax6/xljGurptc5bW/OeEN0ZkeeIjS89atOohSNDOtHZX6pL3ZcHf4cUr755cjEBpUdjOsBN8Nb+k+ufQnRMbXzbVIK1TWfMPLIJINcTHVMD5C0ifSixKE7byE71/mMZgE9zuAwBITHxGPHxmSQmFkbZf33MbdRMigegZlI882f8jQ0LhtC31wJMT6hotPvC/zVqRDFwIGzYADNnQuvWsHWLhyN7f2HjwsdLDEHkBBURYF7Usj47MDaSOK9lVSbOnukx2xrYKojKIzbubaAtMXEHSKrzP6KiT8XMJUzHzB9sa30fIDp6MrCImJhJJMYdYfNXN7Hu8xtJ3P0YMx49wIKxuSwYm8ucpNdDcn0VpFrUfTD4ebWv+aJw0nxbTIha8zsqagLfzf4zP399FzVrvovdphJq1SEq5j3MFI/JSHRHa+rPfZGUw9BvHBlaFJERwCNAoojYXkeCGXMpexwlzBhy58vUbbCZUf/x8MQTG2nT8x5qpbYnIyOB9LTrgWEcOTqabuf+h/pNm9Cy5z0kJt5Bfv4EcnLGU69eFOnpGbRqNYEdO8bTvHkUu3dnMG0a5OTAkiVQpw60bw8jRsD0GRtZuHQs7fs+5uh1VnAI0QdVfRxARAaqqk+0UhEZWLkShg8167Yl7UBX0LdAxhAbu4orLj/IoKs9TJ+RzcKl9elx8WsAfD/rbvJyrkH1QUSeo3byuxzaMob+A5+iboPNbNzkoXXrXAYNgtmzNjPkzpeZO/OfFe1IhIzqUvf+Uh4Hj5iYGESeK2gjsbHRTJ2axv2WHtu7NwwcCNOnw/DHpjB35j/pfsVLBfuvnDeGrPQrATN9p1bdwsn1keheXxai6ly2ExEZpaojnDhXz26tdNlXwZln3aDDUF4bl8Xzz0OLFlaDmhHF7FmJqG7EjFPvJjGxLZdcmk3agbYs/H4jp5wCa9ZAp06wdi00aAD//jd88QV89hnUqwcpKRAba9a/8w6kpsKBA3DH7Qmc0v/NoFxPUWwBVh7O3rHhJ1UtMYSYiCxX1R5lLasswax3gDXrdnLOZS9x5Gg6KbVr8u0n99KpYzOf5bVTUhCO8sYbx0lNhc2b4bbbauLx5BMbG0Nubi4m0r1pJ9CW5OQssrKUqVNh6FAYP9637j9MahG0a6os4VL3J8cn6MSTWgbykAHDX7vYkDtfZvmqHaSnZ9GyVRI7dnho0iSKXbsyiIsDETh8uAZRUTFALm3aRHHgoLJx10b+cuvCgmMtnn6niZ9otbHomM5BScK7cOpfS617p3B6aHGmiPQo8mkjIhE1AaRHl+bMnhXFhg1GiKWmwqCrPURHRxETY1yio6Keo23bKP50oYclP25CRNi/H+LioFUrI6TOOAPuuQe+/BI8HnjhBdi5E9q3i6JunQRmz4riwAGYPSuKHl2aFwwvBYtKDiEWi4hcJCIvA01E5P+8PpMxcw4iinMue4mjadcAmzmadg3nXPYSYHrF/fsfZObMTP74x714UKbPMPU3YkQSHs8twGby8m4mKioOETOsLPIcJ58cxYUXKvHxpofdqpX5tuu+bb6E8IorTlWr+2Bjj/S8Ni6L6Bjo1CmDKVMyycrK4KKL4I03IDo6CWiKx/M3PJ7NbNp0K+kZST5CDCI+CW+5cVqQ/Rf4HjOc+Ib1eyawQUQuLGtnEYm2MkT7NQclWEx59S4O7WtLfr74vHDO6lWf3j0XEB3dnnp1J3L33Rk88QRceKEydqyiCrm5sG0bREXB4MGgCn/4AyQmmpdXfr5waF9bvpjxLw7ta8sdtydwaF9bprx6V8H5Ay3QgiHAvNiNmRyXZX3bn4+BPwXjhMHkyNF0VM0kVNUHOXLUJDpfvmoHVw3wEBUFa1YnknYEPni/JtdeCwcOeLAnrqo+iMeTS40aE4C21KgxgQceyGDQIDOsvHWr0doXfZfA7bfGsP2LeB5Jahy6C64cVaruK0pJ2tjefUfpP/ApGnQYSv+BT/HTyl+5aoCHtDTznti6FW69FQ4ehK++guefh/R0D2ZOYqHXYn6+6RN4p2TxePKoWferKmcLKwmnNaHdwC2quhZARDoCT2Ce8vcxfqKlcQ+wHjPxJuTERMcyb14un3yi1K0Tx7vjBjFq7Gxq1cwlOyeXf/zDbDd4sGmEffoUjms//TS0bQvR0Wb9nDmQdrA9G5feRcMGtQGYO/OfpZ7fFmalBRgta//K2sDKQlVXAitFZKqqBk+ddIiU2jU5mvacl33L+CwYLX0zK1YmsmHDrcCDeDzP0a7dBLZuhdzcwn2io6O46CIjvKZPh1dfNc49cXHme8/uBHatGR9xNrGiRHTd104m4a7biWrRDJGK9/djE6P5ZU9Ssev2HjjKoyPHkpQEGRmQnS3ExyvJyfCPf3zJWWf1ICWlHjExFGxz/LhgXPC3Y0JLHUWiZhGXmExOZhr6t7GY12MaEpVFXGLlX5WqsGd/FlPn7iE9M7/SxwsGTguy9rYQA5M1VkROVtWtZu5jyYhIU+AS4GlMdyRk2EMA49/wMH266Tm1b5fDX297kbP7ZtG6jXkhDRoE990H06YZb8Thw61hyEFw3XWwf78ZRpo5E2JiyhZcJVFegeaEALMRkdWYIIMUV8f+TIwNJ7795F7LFjaeqKhojmem06TTUF75z1D+8fB49vzuq3398st4EhMziYmZwPHj4xGJQiSDBQvgoosK2wJAdrZpS9nZGvFCDCK77hPuup0GPbqREhNbbNn9JaljI5//ebn5bNuxj+OZ2SQnp9CsmbF77dwJNWsaoVGzJsyfP5/u3bvSokUqrVoZu7k9mhMXF0V2tvGVi4qpQ2LNVCQqhvTDO0A7YpxDc0DWUbNO80rdBwBVpV69Y1wLvP7Bb5U+XjBwWpCtFZHXMIHCwOTpXmdFxS+rx/YS5g1RYgwi77hrzZvWq3RhS2L5qh28Ns5TIJSGDoURIzx88GGW138jtB57DO691zTWadOM9jV9utHE0tLg6FE4cgS6nlp5Y35ZAs1JAeaFPRn+Tuv7bev7OqyXXCTRqWMzDm0ZQ5NOQznr7HRLq8riprtf5uKLxNLICrWvDh2iSE+HXr0yCup+61bT0Xn4YejXr1ATA2MfjdsaSfluSyVi6z6qRbOAC7GMjAwuveI69u79HcjnjjtuoUGDZowe/SKZmZnUq5fC668/xtdfr2T9+vX8+9//IjY2nvffn8TGjat49NGx5OXl07VrRx7790hikloy5rnH+earuURHx9DrjDO4++4n+PbbZUya9CR5eVnUqdeA0S++Tmpqgwpfh4gQl1CLRvUTKnyMYOP0E3MjJobKvdZnq7UsFxM0rFhE5FJgn6r+VNrBveOu1a8XvJh7trPHgQPmxdS0Kdx/vxFORY31c+dChw4wZYrpTV13HSxdCl1PbU6vHu2Ji03glLbtmT15eMDKV9SGFmQbWKl4TXz/o6o+qKqrrc9DQJl20XDl0GHTabE7M9nZylUDPAwdmkF0tLF/degwgaefziA93XRg7G23bTPfaWmwYAFkZRmb2Ja1Euk2MR8iue6N5lyyENt38ABX3TSENn3O5KqbhrDv4IEyjzn3i6+pW7ceixa9yw8/TOeSS/owatRonn32Wd55521uvPEyRo36L9dccwEdO57CG288yXvvvUtamnDHHY/z9NPP8N5708jJUb6Y+ympSQf537xP+WTuYj76bCF33vsI0THH6NY9lbfefocP5izg4kv/wsTxLwfgfgiVkOlBx1GNTFUzgTHWpyjppex6FnC5iFyMmbKeLCLvqOp1QShmmUx59S6G3Pkyt9/2K3FxQlpaFnXrmeHBL780Q0RbtsBnnwkxMXDOOYrHYwTchg1wStv2THm10BYWLOZfM58ld8x3WgMrCRGRs1R1kfWnD853pAJG3ToJTJ+eVWDnio8XZs8Svvraw5VXZhRoXR4P1Krlq43bHZ3kZKORLfougZlxLUwAkKpJlap7gDuGD6PzypW8mZ/PCytXcsfwYcx+c0rB+qLaGEDnTqfww9JHGTHiZS6//GyysmqxZctW7rzzTkRA1UPjxqkcPmycwY4dg/r1YePGX2nevAn9+rXg8GH4y5+v4KOPPuTuu4YSH5/APx++m37nX8i55/2JuLg4du45xL/u/gf79+0lNzeHpk3Dd+pGoHA6seZZwEigBb7pHEr1DbXmno2wjnEuMDxUQgygYYPaPvas2q2G0Lu3MnCgsXfNmQO9ehhhtf9AGn+6+km+/DKLunUSmDP1PkaNnU3nvg/Qo0vzoAg0XbrI30C+TnILMElEamMmwx/G5DmJSL6Y8S/+dPWTfPJJFvHxgic/mjmf5hV4m915p3HiuO46M7H9iy8Kp1nk5BibyH/+Y4TZ/+Zkm0D4VZcqVfcAKzZs4M38fJPrID+f7hs2FKyLa5LEpi17OJ6ZTY3EeFo1b0BMbDTt27flpx++5q133+ff/x5Hz549OeWU1owfP4mmTU2bAGNuyM+H9HRo1MjMKY2JMXayOnUgK9uMtsTExLDix3lMmbaQeXM/5t23JjB56kc89fjD3HjzHZz/h4v44fvveOX/ngvBHXIWp21kE4H7MC644en+UgzeExWLEz75+YXzyQYOhDlzjA5uC6vlX48u2N6O3vDaOI9P1IZAEKYCDABrWLir9TJDVSsSRDZs6NSxGbvWjPeKxpFX4ODj7Ym4c6cZWj5yxMwTnD0rigUL4ujXL4fkZA+zpsHJCeFrewgEVa3uAbp16MALK1dyf34+L0RH061Dh4J12w9kEBOTRfPmcORwFtt27KNdm0bs3r2HunXrMPy+oSTXSuadqe+yb99h1q9fRXJyF6Kj89i9+1d69WpD7do1yM09zrE0aNOmJdu372bDhp3UrdOML+bO5Zy+fUhPT+f48UxuvunP9OjZiz+ea4Ze0o+l0bCh0Qg/fH9aseWvajgtyI6q6ueVOYCqzgfmB6Q0flI4UbF44XNGj9ZMn76l4CWWXCu+xO29HUWuGuDhjtv9yi1YKuEswETkOlV9p2iQWNv+EO7pOYp2Yp5/fAjDH5vCjyt+JT5eOHQ4i+RkY++yHXxsT8QNG4z29d3CBFq3aMgdt++lR5fmfDHDHGPo9ZvpkFB1bGJFifS6L43Xnh/DHcOH0X3DBrp16MBrzxtrSVLHRhxfs53mzY0GlVIHtm3LYvnKbSxd+j0vvTQWESEmJoZHHnmYmJhonn12DOnp6eTn5/HXv/6Vhg3bcMkll/H446NITEzkuwWfMeqZp7juuodRj4feZ/bk9ttu5NChw1z5l+vJysomK0d5+JEnAbjz7ge5966bSU5O4czeffntt8q/Y8IdpwXZNyIyGjNnLNteqKrLHS5HuShJ+NgvuVVrfyNvlfDxx0q9uglkZ3u4akDxwsqeb3TVAE9BxI6KEs4CzAt7Ek2oMl5WiqKdmD9d/ST9+uXQspXHRwNbsMB82/9PPdUK/GxNzTi0L559G0xYUV26iH9vEWjQLsRXF3Qiuu5Lo0G9VB+bmDc1EuM5cjiLlDpw+LARaE2bQkrKmZx99pnExEB8vBkmPHwYJk8uDDfbtKlZdtmlF3P/PYWTmG+47s/ccN2ffc7TqNFJLF3yZcH/DTtMB+GCP17MBX+8OJCXG/Y4Lch6Wd/esbkUON/hcpSLkoSP/ZJ7fbzvfLIFC+KYPSuqWGFlO4rccXvhMGV5iRABBoCq2uHan1UTIj6iKNqJ+eDDLK4a4DvFYtAgY//autVoYqeeCo8+auxh9tQMuzMTSXVXWSK97suL7eDRqnkDtu3Yx44d2Xg8SrNmhfattDRjijjppMJlR46Y6Tne2+3YkV36yVx8cNRzSFXPK+YT1kIMCkNSFQ0XZYcl8narvmqAh+xsLTG8lO0osm/DeObO/Ge5HD106SIW93g6Ul+Ea0RkkYj8R0Quse0l4Y73VIvZswpjYHpPsZg+HdpYk+Dj44X27aLweAo9FL07MxFad5UlIuu+PHh7KcbERtOuTSO6dmpJdLQUhJw6fNhM0YmPN79zc+HIYYiJMd7N3tvVSIwvdxk6NA/rqXlBxWmvxYbAM0BjVb3IClHVW1UnOlmO8lLUS9HGW1Pznk+WlZ0DwOqFowPikVgVevGq2lZEmgN9MRFaXhWRI6raLbQlK52iGrRt39q+7Vf27Ba++p+HfE8uWVnKnt0JfPSW8Uq1p2ZkZyuptVsw5dW7qkS0jooQqXUfCNq1bsymrbs5ckSJjjZDf5mZSnY2HEsTatSIp13reuzcdYCjR7M5ehSSasTTukXF3Fg7NNeCIcbqhNNDi5OBNwE7iuZGYDrGmzHiKDqfLD09mz/1VwYN0oB4JFYFAWZjhRg7C/My6wqsBb4LaaH8oLhOTFl12u9s3/WLezzNlv6vBLxskUKk1r2/FDdnzCYxMY4up7Ys8xjt21ZNhx+ncFqQparqDCvRJqqaJyIR44ZflKIvuQYdhjJoUFalPRKrkgDzYgewDHhGVW8PdWGcorpqYUWosnWfWLtiAbuDSXXUypyeXZ8hIvUoDCR6JhDxc0psitpTyuuRGOE2sLLoDrwFXCMiS0TkLRGp0rklKivEDuXn8dDeHVyxcxMP7d3BofyITeEVMXVv3/N9+bn8lptDXhmJh6OapDpUsvJxUuMq5yhaKk4LsvsxuYjaiMgiTOMuv9temFKSU0hZVHEBBhSk9JiCGVr+GugH/DukhQoigdDEnj2wm17ZmaxSD72yM3n2wO4AlMx5Iqnu7XveGEhSD7/nlRzLvLQhRaf498hR/O+rBScsrx2TVup+P3z/Hbff+tdgFctxnI61uFxE+gEdMKFqNkRcnqJSKMkppCSq6BBisYjIj0A8sBhYCJxjBZStclRUiB3Kz+PZA7v5JSebk+PiWZ+TxQxM+sRhQJecyHTJjqS6/yUnmxmYYaKGwBr1kKdKTAgj5qoqqkpU1Il6xxMjR5S4XyCHGPPywns0wBFBJiJ/KWFVexFBVd93ohzhQnUSYF5cpKr7Q12IYFLZerW1gRnAmOxMtkkUY1CGYaJsnxxXfpfsMCFi6v7kuHhGZ2dyC7AXk9nr97xcmsbG+WxXEW3s4UeeoFnTJtz5dzOqOvKJZ6lZMwlVZebMj8jOzuHKKy/m8cceZvv2HfS/ZCC9Tj+Nn35eyacfT2Pk48/y4/IVCMJNN17DfffewU03/4NLLrmQAVddzrJly7n3/kfJyDhOfHwc/5v3PtnZcTz+r+GsWb2CmJgYHnrkSXr17utTriNHDvPPh+5i585fSUhM5ImnX6TDyafyythn2bFjG7/t+JVGjZsy/MGShWaocUoju6yUdYqJ9FHlqaYCDIBIeZFVlGOPTGL13D2VOoatDRzCuPIeUo9x8xWhY1wCD6U2LtDa1mVnkSjCcZQoVTKBOhLFqIbNaBN3YuzGotreQ6mNqRvtzOMf7nVv35vV2ZkosBrojwkG2wz4VT1szskiQaI4KSaW2qc2Zu/efQy56WaW/7yGHt07MeXNSTRsWLrL/KCBV3LfsEcLBNnMWR/x4PC7WbR4KUuXfImqcsWfr+XbhYtp3qwpmzZtZfLEVznzzJ789NMKdu3ew+oVxtnzyBFf14KcnBwGX/s3pk19g9NP70Fa2jESExP5cs7riAgff/4dW7ds5NYhA/j8qx989n3lpf9wyqldeOX1d/h+8bc8PPzvfDDHDFdu2bSRqTM+JSEhkT27tgbgbgcHR2xkqnpTKZ+IjoLtD9XBBlbdqawQA6MNjMG8RK8GtgBDgESEZxs2p250TIHW1gNlkHpYq8oQoA8wSD2M2Luz2GNXFXtbMLDvTS1MmP71mJha0Rh3y1SgI742syE33Uzdej/y2mvp1K33I0NuKvs11r17F/btP8Du3XtYuXINdVJSWL1mHV/+bz49ep7Haaefzy8bNrNpkxEYLVo048wzTRCk1q1bsnXbr9x1z8PM/eIrkpN9nTk2bNhMo5MacvrpJnBwcnItYmJiWLRoKbfddoM5Rpv2NG7SjO3btvjsu/ynpVx+5dUAnNnnHI4cPkT6MWNjO/8P/UlISCzvLXWciMgJJCLNROQbEVknImtF5J5Ql8kfXAFWddm77yiXXPoUJ7UcSt8mt5XLo7Akb8SHUhuzND6RQ8BwzIt0FXBYPVy9cxNbcrL4JSebYRitYTjGfjYcWGl9H1FPsee097Ptbb9EqL0tGKzJzmQqcAwYD/wVEyQyD/BgbGVx1neWGC/G5T+v4aqr8sxUm6vyWP7zGr/ONeCqy5k1+xOmz/yQqwdeiary8IP38PNP8/n5p/ls+mUZt9xsMlQlJdUo2K9OnRRW/DSfc/udxevjJ3Pr0Hv9vr5oPe73tkVJTKxR9kZhQEQIMkybGqaqHYEzgTutqCBhiSvAChGRv5T2CXX5KsrNN79Mx2Wb+Dk9q9waTknaUd3oGJ5t2JxE4HngWqALJqW6rW3ZWltna5vd1rfH+k6R4h9pe7/dOGdvi5S6jwZSgL8Bm4AewAGM3SUKYyvLsb6TrNBRPbp3YvbsGDPVZnYMPbp38utcgwb+mekzPmD2+x8zcMDl/OnC83lz8rukp5u8wrt27WHfvhNHYg8cOIjHo1z1l8t48vFH+PnnVT7rO3Roy57f97JsmYm/fuzYMfLy8jj7rDOZ+u5sOjRXtm3bzO7dv9GqVVuffU/reSaffDQLMN6MderWo2atZL+uJ1xwekJ0hVDVPcAe6/cxEVkPNAHWhbRgRajONrBSqJL20R+WbmaCark8Cm1bzHLLocPet012Jpfs2EA2xrUvB5iESQ/xFoVa1zj1cCg7kzXWNj8B44C6QAbGv92jHh7au4OhdRow/vC+ApuY/b+Ll43MAcKy7r3thc1jYjmOGUJ8D3gN81Lsj7nHMRihth+IiRLaNq0HwJQ3JzHkppu5445CG5k/nHrqyRw7lk6Txo1o1OgkGjU6ifXrN9Ln7IsAqFkzibenvEZ0dLTPfrt27eHmW+/C4zEa4TNP+3pHx8XFMW3qG9x97wgyM7NITEzgyy9m8/c7bubvdz5Al2598UTFMuq5V4iL9+3E3HnPQ/zzobu44uK+JCQmMmr0q+W4m+GBaBkT/gJykjJ6X+XxWhSRlsC3QCdVLXGyRM9urXTZV0/4XcbKEAwB5o9xPpQG/KKcvWPDT6ras+wtg4sT9b64x9M8tHcHvbIzCzwKl8Yn8mzD0ifA2/tMxti+hmO0qEmYdMmrMBqYvXwGxlZm/5+M0Ra8t7H3edM6hl2eaRLFYPWUq3wVJVzq/uT4BJ14Ussyt/Ouu/MwmlYUpk4eAF4A+n/+OSelppKLsZE1BPYKZNVIoG270M8fqyiVccffs2srj72+2WfZwql/DYu6jyivRRGpCcwG7i1OiInIUGAoQHOr5xRMgqmBFXXFfvbA7hNeRP5sE06IyCXAqUCBW52qlil1RKQ/MBYzCjRBVf8TtEKWgT1H7KHUxjx7YHe5NBzbK/E1jADqjhkizMEIJjv8ha2BvWNt1w44DcgFlhTZxt5nHEaIRWPsZYctIRYuc9DCqe7temgMHMbcf8EIscaYqA1rMPYMxctGprAuM7Jti1U1fJUjgkxVb6rsMUQkFiPEppakwanqeIy9lp7dWgVN1QymALO1rJ+LDD91zjkxnVPRCbPtsjN5aO+OkGpmJSEi44AamE7wBGAA8EOpO5n9ooFXgT8CvwHLRORjVXV8WNl7orNtzyoPJ8fFMyY7k3iMFvUWRqv6yfq27V62ttXF+oC58FswL1jvbTpjNK46EsUY9bDSax97u1DPQQu3urfnij0A1MEIrBhgNF4ambUsF6Ox2RpZUgXSq7gEH8ffdhXpmYnJjT4RWB/K9OiBFGBF5wNloiQiHFEPzYBOmGyjBzDDHlmqJwipWDXbHMLYSZKhwHkgDDWzPqraRURWqerjIjIG+NyP/c4ANqvqVgARmQZcgcP20UCEnLK1uEyrk/I6pqefQaFN7EfgDYz6Yf/PxrSBB63l1wJtgUSMk0dWfCKjLBvYz9mZvOW1XTuge3yiUzaxkgirun8otTE37NrCVEyIoQPAcUwdvA7EYiRnDhAXE8XxuFjWZeWQlBhPy5YVS68STlRFrczpfGQV6plhUkBcD6wWkRXWskdU9bNglLMowdDA7GFBAfarkgvUQmmNSaP9lrVdLnAT5iU2OjuTp/bv4rraqYzc/xuZQG3gS4z9ZDJGM+uUncVDe3ecYDsLsU0t0/o+LiKNgYOAP8aGJoD35KjfKMw07giBimBva3FX79zE1erxsYUNonQ71kN7dzDGsut0xQivE4aaGzb3a7sQEFZ1Xzc6hlPjE31snJOBGyjUyKKtz6mdWlT2dGHJSY1r8fvuY6EuRsBw2v2+j6reABxW1ceB3kD7snZS1e9UVVS1i6p2sz5BF2LBcKO35xAtz85kJbDcWj7N+v7J+p2O0bJiMUKsMeYhW5OTxT/3/8YNGLfsy4AR1roczEOZKEKv7Ey+Ug8HsjO5ZtcWHtq7gyf37wrlpNg5IpKCGcFZDmzHOIpVGhEZKiI/isiP+w8G9uEMRhqWUQ2bMV2iaIfxNEzHCLHStCZ7jlkXiSp1W3+3cxhH6v5Ivv8ZoYrep5H1m/KeCG0xGrEHaNehSSCKGJaUFVQ40nB6aLGiPTNH8VcDq4iGY2ti6zD2jbcwT/f1GA+11RR6pb2AEWr22P1zGIF2FF/DdDdr2xiMt1qmFZ/vVuBSa5sx2ZlMAj4kZA4Az6lqNjBbROZghpZPNPydyC5MpCCbptayAoJhGw1EyKmSaBOXwIxm7cq1j782uYrY7hzAkbo/OT7B77ov7j7NblbYp06KjiUxMa7oblWKqjTE6LRGFrSeWSAorwZWkbA/doSFbAqF0QMY76kH8I3YcD9GaH2OEVafAycBPTGCazfmRmYDczAC8Gr14FFlNMa+cj+FgisPHJ8U68US+4eqZqvqUe9lpbAMaCcirUQkDhiMSQUUNHTpoqAJsWpKxNS9TXwjZyYE7969h4GDyu8Ld8llg0+It1iUklK8VEWc1sgq2jMLKhW1gXm78fqr4dieazEYYXS/9R1nfXt7rj2H6Wl8bZ1jNybm2wKM9vZfCifQNgWmYgKdvo0RetkUanNjgI5xCSwVcXRSrIichLF1JIpId4ynMxjflDLj31hZxP8BfIExW0xS1bXBKq+b0TlwRFrd2/RZ/ii/ONSPady4ETOnv3nC8ry8PGJiSn49f/rJtBLX2ZSW4sWmqmhlTguyJZg5nVgCLVtEltvLnKayThy2UCpPmg3bc02zM5mDGVqsi9GW5mA8qFZh5gUlYuaxeLtbgzEsJgLP1m9Kj8QkHtq7g67ZmeRjhOEZGE+aTgjL4hMKBNc/Q+OW/yfgRoys9fY4TQMe8ecAlj006DZRV4gFnIipeycoKY3LlLemsXrFd0ye8h4ffDiH9PQM8vPz+WzOdG665S7WrF1Ph/Zt2b37d175v2fp2bM7rdp2Z9n3/yM9PYOLLxvEWX16seT7ZTRp3IgP33+bxMTEMlO8HDx4mBtu/DsZGRlk5Qr/euxZup92RojvUsVwZGhRRE4SkdOwemYi0sP6nIsfPbNAEygnjooY1u2x+RiEppguqv2tmAqpA5wcG8/HzTvwykktfBwDLsc4edwITE876FOODhhhOApLA4tP4NmGzfmoWbuC6OlOo6pTVPU84EZVPc/rc0U45aFzhVjgiZS696bP8kf92m7v3n30O28wteueQr/zBrN3774y9xk08Epmzvqw4P/MWR/R64zTfLZZ/vMqZk5/k/lff8J/x00iJaU2a1ct5omRI/hp+cpij7tp01buvOMW1qxcREpKbWa//4nPejvFy0svPM2K5Qv48ov3SUxMpEGDVObNncVPy77hhbETePqJh/269nDEqTdbpXtmgSDQbvSVMax3jE+gqzXnZwyQFpdAnAgHc7Kp7zXs5+0YcMXOTfxHPScMZdrlsJ1PLnA2np6/LBKRiUBjVb3ICvrcW1UnhrpgrhALOmFb9xXl6sF3s+T7ruTlTWHJ9y9w9eC7WfBN6cN93mlc9u8/SJ2UFJo19fWM/OMF51K3bh0AFi1ayt13DQWgU6dT6NK5+DjprVo1p1u3zgD06NGV7b/6pvIpLsULQEbGce66+yFWrFxDdHQ0Wzb7pneJJJyK7DEFmCIiV6nqbCfO6XP+MAzmWzTE0b/8GPYraygzTD3WbN60PnaXdyMmf2RIX2auEHOEsKz7ovirjQGsWLmSvLwpQGPy8u5nxcpufu1np3H5fe8+rh545QnraySVf4Aq3isIcHR0FJmZ/qUUenHsazRoWJ8Vyxfg8XhIrBm50w2c9lpcJCITReRzABHpKCK3BOtk4ZxOxRY65Rn2C9M5Qv6SqqozMFN0UNU8jG9KSDj2yCRXiDlHWNV9cZRHiAF069qVmBjjOxwT8wLdunb1a7+iaVxKLVOfM5gx8yMA1q3bwOo168tVRpuSUrwcPZpGo0YNiYqK4u13ZpBfjnl44YbTguxNjAeS/QbeCNwbjBOlr98TlgKsMlRE+IURGSJSD2MKRETOxMwuCAmue72jhFXdB4IZ0/6P3meupFatbvQ+cyUzpv2fX/sVTeNSGn+//WYOHDjIqV368K/HnuHUjidTu3b5pwV4p3jp1qMfF/YfQFZWFn+//Wbeems63Xr045cNm0hKSqJD8+BnQwkGjqRxKTiZyDJVPV1EflbV7tayFaraLdDn8jelg0tgKCuVh4j0AF7GhJFcA9QHBqjqqpL2qQhlpXFxtbDAEy51X9Fnvjht7JffT6ZD+1aYMK+hIT8/n9zcXBISEtiyZRt/7H8Vv6z9nri44E7ULs4dX1XZs2sbI8dX7zQuNlWuZ+biH6q6XET6YeK0CrBBVXMdLcPSRU6ezsUiHOq+JHq/dm6xyxNisjh4KI16dZNDJsyOHz/O+X+4ktzcPFSVV19+LuhCDE6cW6aq5GQdY8/+kE/5LRGnBdn9mJn5bURkEVbPzOEyuIQAEUkA/g6cjenILBSRcarqyNMRzJBTLqUT6rovDel1VrHLm9TZya7DcODAQavbHRrenvKGz/9fftnqyHnzoxLYf9B4RavCnv1ZTA3j58dRQVaZnlk4JVd0qRBvAccwQ0wA12CCkAwM9ond4cSQE7K6L43SHDxio/NpmbrducKEIf2eiQ11EfzG6TQuFeqZhVNyRZcK00lVvSfCfCMiQa8/V4iFBSGpe5fKsWBsLv3uiQxh5rTX4luYpJovA69Yv9/2Y7+CBHuqmoMJCn9F0ErpEgyWWzZRAESkFyaucdBwhVjY4Hjdl0V53e1dwhunbWQV7ZmFPLmiS6U5DVgsIjus/82BDSKyGlBV7RLIk7lCLKxwtO7LonP/sMscFbZEilbmtCBbLiJnqur3EPiemYgMBYZaf9PP3rFhQ6CObZGKiesb7oSinGWl0u3vRCF+Wrn9QFTqDb8G4dBu3ZdMWNT9hpxs/5758Rtg/PzgFyi4hEt7DIsU2k4Lsor2zMpMsAe+SfaCgYj8GA5zJsoiHMupqsEQLsWdp34wjhuO97Q4wrGcTtU9xnksrK49WIRjPYcSpwVZRXtmBQn2MAJsMMbzycXFxcWlmuO0+32FemahSrDn4uLi4hL+REywvjBJsBe0YcsAEynljCQi5Z5GSjmDQXW69up0rWXiaKxFFxcXFxeXQOP0PDIXFxcXF5eA4gqyMhCRZiLyjYisE5G1InJPqMtUGiISLSI/i8icUJcl0nHrPnIQkf4iskFENovIw6EuTzARke0islpEVohISCeWhwsRYyMLIXnAMCtOZC3gJxH5MozDY90DrAfKn7jIpShu3UcA1TSE3XmqGg7zyMICVyMrA1Xdo6rLrd/HMC+KsMwJLiJNgUuACaEuS1XArfuIwQ1hV81xBVk5EJGWQHdgaYiLUhIvAQ9ipZR3CRxu3Yc1xYWwC8sOR4BQYJ6I/GRFM6r2uILMT0SkJjAbuFdV00JdnqKIyKXAPlX9KdRlqWq4de8SZpytqj2Ai4A7ReScUBco1LiCzA9EJBbzIpuqqu+HujwlcBZwuYhsxwytnC8i74S2SJGPW/cRgV8h7KoKqrrL+t4HfIAZWq3WuPPIykBMnvMpwCFVvTfExfELETkXGK6ql4a4KBGNW/eRgYjEABuBCzACbBlwTVWM/iMiSUCUqh6zfn8JPKGqc0NctJDiamRlcxZwPaaXu8L6XBzqQrk4glv3EYCq5gF2CLv1wIyqKMQsGgLfichK4Afg0+ouxMDVyFxcXFxcIhxXI3NxcXFxiWhcQebi4uLiEtG4gszFxcXFJaJxBZmLi4uLS0TjCjIXFxcXl4jGFWQBQkTOrUjUcRFpLCKzSlg3X0R6Wr8f8VreUkTW+Hn8e0XkhvKWq5jj/ENEbq7scaoibt1XHUTkRhFp7Md2k0VkgL/LA1Autw2UgivIQoyq7lZVfxr+I2Vv4os1UfRm4N1yF+xEJgF3BeA4LhZu3YclNwJlCrIQ4LaBUqg2gkxEkkTkUxFZKSJrRGSQtfw0EVlgBeD8QkQaWcvni8hYaxLsGhE5w1p+hogssfI+LRaRDmWc91MR6WL9/llE/m39fkJE/ubduxKRRBGZJiLrReQDINFa/h8g0SrLVOvQ0SLyhpg8WfNEJLGY058PLLcmjCIibUXkf9Y9WC4ibSxtYoGIfCQiW0XkPyJyrYj8ICbnURsAVT0ObLfvQyTh1n31rHvr/v4iIlOt+zpLRGpY606oezGaVE9gqnW/E0Xk3yKyzGoH40VEynH+0trXs9Z93igifa3lNURkhpj8dx+IyFIR6em2AT9Q1WrxAa4C3vD6XxuIBRYD9a1lg4BJ1u/59vbAOcAa63cyEGP9/gMw2/p9LjCnmPM+DNxpnW8Z8IW1/BugA9DS69j3e52/CyYfVk/rf7rXMVta67pZ/2cA1xVz7seBu7z+LwX+bP1OAGpY5T4CNALiMSF+Hre2uQd4yWv/RzH5uUJen27du3XvR723xESKP8v6PwkY7kfd9/Q6Rl2v328Dl1m/JwMDijnnZGCAH+cYY/2+GPif9Xs48Lr1u5PbBvz/VKfEmquBMSLyLOals1BEOmEazJdWRysa2OO1z3sAqvqtiCSLSApQC5giIu0wD0lsGeddCNwNbAM+Bf5o9QpbqeoGMelBbM4B/s865yoRWVXKcbep6grr90+Yxl2URpiQPYhJDNlEVT+wjp9lLQdYpqp7rP9bgHnW/quB87yOtw84uYzrDUfcuq++db9TVRdZv9/B1MdcSq97b84TkQcxL/26wFrgEz/O26GMc9gBqL3r72xgLICqrnHbgP9UG0GmqhtFpAemB/SUiHyFiRy9VlV7l7RbMf+fBL5R1T9bL6L5ZZx6GWa4YismwGcq8DdM46sM2V6/87GGooqQiel5ledYHq//HnzbSIJ1zIjCrXu/j1Xl6p7i61Eove4BEJEE4L8YrWiniIzEv3uKH+ew73M+FXsPu23Ai+pkI2sMHFfVd4DRQA9gA1BfRHpb28SKyKleu9m2lLOBo6p6FDNMZKeIuLGs86rJWLsTGAgswfTShwPfFrP5t8A11jk7YYaYbHLFpBQpD+uBtlY5jgG/iciV1vHjbXtBOWgP+OUtFU64dV996x5obtcx5v5+R+l1fwyjeUOhEDggJiddebwRy2pfxbEIuNraviPQ2Wud2wZKodoIMkyj+EFEVgCPAU9ZL5oBwLNiokmvAPp47ZMlIj8D44BbrGXPAaOs5f72pBZiEh9mWr+bWt9FeQ2oKSLrgSfw7bmPB1Z5GXv94XPMkJXN9cDd1pDFYuCkchwLTDT4L8u5Tzjg1n31rfsNmOST64E6wGtl1P1kYJzVVrKBNzAv7y8wGrZf+NG+iuO/GOG3DngKM4x51FrntoFScKPfl4CIzMfkdfox1GWpDGI84B5U1U2VPE534H5VvT4wJQtf3Lo/4TgRWffW8O8cVe0U6rL4g4hEA7GqmmV5C/4P6GAJxYoes1q0gWpjI6vGPIwx+laqIWPsO/+qfHFcHMSt+8iiBvCNNYQowN8rI8QsqkUbcDUyFxcXF5eIpjrZyFxcXFxcqiCuIHNxcXFxiWhcQebi4uLiEtG4gszFxcXFJaJxBZmLi4uLS0TjCjIXFxcXl4jm/wGK4aYekyHrxAAAAABJRU5ErkJggg==", + "text/plain": [ + "
" + ] + }, + "metadata": { + "needs_background": "light" + }, + "output_type": "display_data" + } + ], + "source": [ + "from sklearn.tree import ObliqueDecisionTreeClassifier\n", + "\n", + "acc_of = []\n", + "\n", + "for pairidx, pair in enumerate([[0, 1], [0, 2], [0, 3], [1, 2], [1, 3], [2, 3]]):\n", + " # We only take the two corresponding features\n", + " X = iris.data[:, pair]\n", + " y = iris.target\n", + "\n", + " # Train\n", + " clf = ObliqueDecisionTreeClassifier(**kwarg).fit(X, y)\n", + "\n", + " # Plot the decision boundary\n", + " plt.subplot(2, 3, pairidx + 1)\n", + "\n", + " x_min, x_max = X[:, 0].min() - 1, X[:, 0].max() + 1\n", + " y_min, y_max = X[:, 1].min() - 1, X[:, 1].max() + 1\n", + " xx, yy = np.meshgrid(\n", + " np.arange(x_min, x_max, plot_step), np.arange(y_min, y_max, plot_step)\n", + " )\n", + " plt.tight_layout(h_pad=0.5, w_pad=0.5, pad=2.5)\n", + "\n", + " Z = clf.predict(np.c_[xx.ravel(), yy.ravel()])\n", + " Z = Z.reshape(xx.shape)\n", + " \n", + " cs = plt.contourf(xx, yy, Z, cmap=plt.cm.RdYlBu)\n", + "\n", + " plt.xlabel(iris.feature_names[pair[0]])\n", + " plt.ylabel(iris.feature_names[pair[1]])\n", + "\n", + " acc_of.append(accuracy_score(y_true=y, y_pred=clf.predict(X)))\n", + "\n", + " # Plot the training points\n", + " for i, color in zip(range(n_classes), plot_colors):\n", + " idx = np.where(y == i)\n", + " plt.scatter(\n", + " X[idx, 0],\n", + " X[idx, 1],\n", + " c=color,\n", + " label=iris.target_names[i],\n", + " cmap=plt.cm.RdYlBu,\n", + " edgecolor=\"black\",\n", + " s=15,\n", + " )\n", + "\n", + "plt.suptitle(\"Decision surface of oblique decision trees trained on pairs of features\")\n", + "plt.legend(loc=\"lower right\", borderpad=0, handletextpad=0)\n", + "_ = plt.axis(\"tight\")" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "Display the structure of a single oblique decision tree trained on all the features together.\n", + "\n" + ] + }, + { + "cell_type": "code", + "execution_count": 7, + "metadata": { + "collapsed": false + }, + "outputs": [ + { + "data": { + "image/png": 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ttdcwGAxccMEFPPnkk3h4ePCXv/yFr776ir/+9a9t1SXFaYTS6So6nObqdPft28fatWvx9PRk9uzZbdiyU0fpdBUnooSuosNRDm8UpxNKp6votixatKjFeT/77DNuv/12ABYvXkxCQgLbt28nJSWF+fPns3jx4tZqpuI0Q+l0FZ2ehIQEDAYDV155JV9++SV79uxh4cKFzJ07l9jYWMrLyyktLeWRRx5h/vz5XHDBBa7juiaTiSeeeAKDwcCsWbNYtmwZZ599Ntdffz2gWTHs2rULgMGDB7sOWEydOpV9+/YBEBwcTGlpKXa7na+++orHH3+ct956i9LSUvz8/Nr/gSi6NGqmq+j0DBw4kMLCQux2OxaLBW9vb/bs2UNUVBRz587F3d2dGTNmkJycTEhICDfddBOHDh0CtMMSVquViIgIUlNTiYyMbNYxYoDZs2fz8MMP8+2337rChFAaA0XLUDNdRaentLQUm81GSkoK2dnZ2O12HA4Her0eIYTrXyklBQUFvPLKK/Tq1YucnByGDBni8pvQp08fdu/e7RLIwEmPBScmJrJ582bWr19PQUGB6wjwueeey5IlSzAYDGqWq2gRaiNN0eG05kbaokWLmDdvXquU1RqojTTFiSihq+hwlPWC4nRC6XQVnZ6VK1eSmZnZ4vzTpk3DZDJxww03kJCQQGVlJStWrOD5559nzZo1tdKmpaVxyy238O677wKwcOFC5s2bx5EjR+q06amnnuKnn36iqKiIuXPn8thjj+FwOFi6dCkbN25scXsV3Rul01V0GqpVA4sWLWLcuHFs3bqVmJiYWvE33ngjGzdupLy83OUb4eabbwbg/fffJz8/H4DJkyczePBgAJez85CQECoqKgDNaXm174WaznH0ej3+/v5UVlZSUFBAeHg4N954IytWrOD+++93pfPz88PNzQ2LxcLPP//MrbfeSkpKCnv27HH5gFAo6kPNdBWdhsGDB/P1118TFxdHaWkpwcHB7Ny5s1aaalOwpKQkAgICKC4ubnL5L774IpdddlmtGyNAu8bHZrMB2hHjl156CYvFUie/2Wx2fZ46dSqPP/44W7ZsaXL9CgWoma6iEzFlyhTi4+P55ZdfeP311wkPD6eqqsoVX1hYyOeff05ERATx8fEUFRUxZMgQV/yNN9540rJtNhvPPfccWVlZPPzwwxQWFrqclq9Zs4b+/fszaNAg/vzzTz799FNyc3MJCgoiLy+PZ555hr/97W+88MILPProowD8+OOPbN68maCgIM4//3yeffZZ3NzcmDJlChs2bGi7h6To8qiNNEWH09YbafU5O6/JsWPHCA0NbbScpqZbvnw5Y8eOZdCgQWojTVEHJXQVHY6yXlCcTij1gqLDMRgMuUKI8I5uR1tgMBhyG0+lOJ1QM11Fl0VoZ3HfByxSypltUP4S4BzgYimluntd0Soo6wVFV+Yu4AzgnjYq/wm078jCNipfcRqiZrqKLocQIhYIA/4HxEspU9qwrnBgB3CnlHJNY+kVisZQQlfRpRBC6IFioAB4QEr5RTvUORb4FBgtpUxr6/oU3RulXlB0Nc4APAEHMLY9KpRSbgSeAT4RQhjao05F90UJXUVXIx6wAEuAx9qx3heANCBBCDFcCOHZjnUruhFKvaBQNBEhhD+wDSgFnpZSftLBTVJ0QdRMV6FoOmcAIcBwYHLHNkXRVVEzXUW9GI3GHLPZ3K0OLBgMhlyTyRRxKmUIIeKA5YBNSnlR67RMcTqhhK6iXrrj0Vx1JFfRGVDqBYVCoWhHlO8FxWmNwd0tx2KTXVqN4qkXuWar45TUJor2Q6kXFPXSVPXCqlWrGDhwIGvWrOG+++7jtttu4/333+f111+noqKCiy++GIPBwAcffMDTTz9dJ7/NZnPd1nsiFouFq6++mtdee43o6GjsdjvLli1j165d3HTTTXzyyScMGDCA6dOnExHRuMypT70ghJBHF3btmx56PLlZqU26EEq9oDglpk+fziuvvEL//v3x8/NzXY1TWVnJvHnzWLt2LUOHDsXHx8eVp7CwkOXLl/P0009z5MgREhMTSUhIICEhodatDu+8806tq3R0Oh1z5swhOjqaiRMnEhwcTHl5OW5u6jVWdB3U26o4JSorK9HpdBQWFjY5z5NPPkl5eTl33XUXffv2rTeN2WzmwIEDbNiwgU2bNtUKd3d3R6fTsWjRIu677z4+/PDDU+5HS0jJN5FaYKoVtu5gUaP5tqWX8uL6TFb8mt1gmKJ7onS6ilPi5Zdf5qmnnuK9994jKyvLFe7t7c3ixYuZPLmuOeuyZcvIz89n1apVTJw40fVXE4PBwL///W9WrlzJeeedxwcffMANN9zAV199xV//+ldAu/MsIyODGTNmtGkfa7J6Zx4mq4O92RVcNSwEvZvg1Y1ZjIjxBSCnrIpJ/QMBSC0wse5gMQC+njqmnx0GQFJqKQ9MiOalDcdvOK4vTNE9UUJXcUo8/PDDAPz9738HtJmvyWRizpw5rjS7d++mR48etfKFhIRw5513Nlr+rbfeCsANN9wAwLXXXuuKe+CBB06l6S3iaLGFv58fw9K1x69kj/TzYPrZYSSsVwJT0ThK6CpalSVLlrg+Jycno9PpGDp0KEOHDgVgzZo1tfS09bFp0yYSExPx8/PjvvvuA2Dx4sV4e3szduxYRo4c2XYdaIRIPw9Wbs3hWIXVFebmVv8eVmywkVlj6t7LFh/rx7INR/H11FFusZOUVlIrTNG9UUJX0aq8/fbbmEwmdu7cyQ033IBer+eZZ55hzBjNQiArK8sldFNSUvj6668B8PPzY+ZM7fKHxMREHn/88VoCPDg4mNLSUtcV7B3FiBhfNhwqYXgPH+Jj/QE4p5cfAHMmRDepjFE9/RjV08/1/8kDglzhiu6P2khTtCrp6encfffdhISEuMKio6OZOXNmLZ1vc5k9ezYPP/ww3377bWs0s8X0D/Pi9jGR3DxKmcUqWoaa6SpalejoaF599VVyc4/fx6jT1b9kjouLq6X7rWbixIksXboUPz8/ysrKSExMxGq1snv3buLi4tqq6a1GwvrMJs96T2Tu/w7TN8TIFUOC+S2znLRCM8He7lwzvPGr3xVdA3U4QlEvLfW9sG/fPtauXYunpyezZ89ug5a1nOYejli+ORtPveCSgUF8f6CI5LxK/nF+NEvXpRMTYKCiyk65xc7dY6N47qcMzuvjj90hyS6t4s74SJ7/KQNPvRs3jAhnxZZshkb5cOVQbQWQlFrC3pxKAPqHGpkQFwDAMz+m46l348YR4XywI9dl0XD/+JMLcXU4omuhZrqKVmXw4MEMHjy4o5vRKsSFGNidXYFdSqrsDrw83EjOMxHu68G946L4d2ImVw4L4VCBmSAvPVefGcqzP6bjoXfjQG4lVockxseD9GIzYb4eFFfaGq3zkQt7Umq2sXrnsXbooaIjUDpdRbuxaNGiFuf97LPPuP322wHNumHx4sUsW7YMm83G3LlzmTt3LqWlpa3VVADKLHbsDklaoZm8sirsDolDSnRuAiGE9i8gpaTIZGPllhyiA7QLJQaGeaF3WjX0DDTgoROkFZldZcfH+jNrTCSzxkS6ZrkAb23OJmF9Juf28mVAmBevb8oiyl9dUtGdUDNdRbNJSEjAYDBw5ZVX8uWXX7Jnzx4WLlzI3LlziY2Npby8nNLSUh555BHmz5/PBRdc4LI6MJlMPPHEExgMBmbNmsWyZcs4++yzuf766wHNcmHXrl2ANmuuPlwxdepU9u3b50pTbd3wxx9/MHHiRKKjo0lMTOTyyy9vtX5ePuT4ZuCY3v6uz9VWCzX1tr9llnPr6Nqba09c3Nv1+bbRkU2q8/Yxx9MNjWpWcxVdBDXTVTSbgQMHUlhYiN1ux2Kx4O3tzZ49e4iKimLu3Lm4u7szY8YMkpOTCQkJ4aabbuLQoUOAdlDCarUSERFBamoqkZGRzTpC3Flp6caZ4vRDzXQVzaa0tBSbzUZKSgrZ2dnY7XYcDgd6vR4hhOtfKSUFBQW88sor9OrVi5ycHIYMGeLyKtanTx92797tEshAvUeCQZvdbt68mfXr19eybhg2bBjz5s1DCMGjjz7aXo9AoWgxynpBUS+tdXPEokWLmDdvXiu06NRpiWvH1TvzGNfHv8V61VmrknlpWhz//PIwZ/bw4cYRYXy5p4Bik424UKPLTwOAzS559qd0AO4b1wNfw/E50bb0UpJSS/H11HH9iDDu/yyF5dcNAJT1QldDzXQVbUpnEbiNUW1bm7A+k9G9fNmVWV5L0Casz2TasBC2ppdRUWXHYpMEGPUu+9lPfz9GodM6YUJff/qHeQFwRqQ3RncdQV56Kqs0vXZuWZXLFKym0N2fW8GY3n5E+nmyOa2UyQODXHE1HeIY3XWcEeHd5s9E0TYona6iRaxcuZLMzJY7eJk2bRomk4kXXniBRYsWsW3btlrxiYmJPPjgg3zxxRcNWigsXryYhIQEtm/fTkpKCvPnz2fx4sUA3HnnnU1uY/9QI2uTi4gNMlBmsRPo5c6e7IpaaezOif/2jDL8DDpKzY2bgFXzf1NimTQgkPWHSmqF2+wSm73+FYXZ6mhy+Yqug5rpKhqkWj2waNEixo0bx9atW4mJiakVf+ONN7Jx40bKy8sxm80EBQVx8803A/D++++Tn58PwOTJk102vCc6O1+yZAmjRo1ylWswGPDy8sJkMjVooVDTJ8NXX33F448/zltvvUVpaanL30NTuKBfIFf8Zw+fzzyDd7flEurjTlUNYVhssvHd/kJCfdwZGeNLicnGwHAvV/y0M09+Ysxml7y2KYvcsiruGhtFscnG65uyGBzhzY9/FtEn2EC/UC8GhXvz7E/pCODecT1Yvjmb+8Zr3tmUQ5zugxK6igYZPHgwX3/9NXFxcZSWlhIcHMzOnTsZNGiQK021OVhSUhIXXHABxcXFLaqrqqoKvV6Pm5sb5557Lueeey4LFixgwIABtdKZzWYMBgOA69TbggUL8PPTHMYI0Xz1psHdje9nD9PKPE+z1aopSBdc0rvZZQKYrA6sDodLeAIuv7oABRVWgr3dAdDrBI9d1MsVN2PE8XQ1neSYrHY1C+7CKKGraJApU6YQHx/PL7/8wuuvv054eDhVVVWu+MLCQj7//HMiIiKIj4+nqKiIIUOGuOJvvPHGBsuv6ex8xYoVTJ8+nYCAALZv387atWsB6lgovPDCCy5Lhc8++8zlk+Hcc89lyZIlGAwGlwBuDE+9yO3x5OY2vZjy5V+Otkm5y5zleupFbiNJFZ0IZb2gqJfWsl44GY899hjz58/HaDzub/bYsWOEhjbu2KWp6RYvXszs2bMJDg4G6rdeUCjaGyV0FfXS1kK3I1BCV9EZUOoFRS2EEGOARQaDwS6E6Fa7Np6ennYhxG3Ae1LKppseKBStiDIZUwAghBguhPgaWA18ZDabjVJK0Z3+LBbL+cCtwB4hxLVCCPX+K9odpV44zRFCDAQWAuOBpcAbUkpLx7aq7RCaacNFwGLAHZgHrOl2uhRFp0UJ3dMUIURv4EngMuBfwDIpZUWDmboRTuF7BfAUUA48LqX8qWNbpTgdUMur0wwhRJQQ4hVgB5AB9JNSPn06CVwAqfEFMBxYBrwhhPjRqdNWKNoMJXRPE4QQIUKI54A9gAkYKKV8QkpZ3LEt61iklHYp5YfAYOAjYLUQ4mshxPCObZmiu6LUC90YIcQswBMIBe5F2yRbLKVsG2v9boAQwgDcCcwFNgDfAGOBO5TeV9EaKKHbTRFCxANrATPwP2ChlDK1Y1vVdRBCeAP3Af9E23BbJKV8tmNbpegOKPVC92UFYAR8gXVK4DYPp457LWAFdMDDHdsiRXdBzXQVCoWiHVEn0pzoDO45DoutTR2ftDVunvpcu9ka0XhKxanirjPm2BzmLv2+6N0MuVa7Sb0v7Yya6ToRQshxWS2/Irwz8EvUPOVboJ0QQsiEq3I6uhmnxJzPI9T70gEona5CoVC0I0roNpG8L/6gfE826S8mYiszs+/2D7GbrBx9cxPpCT9TtiuTiv05pC7+vt780mY/adkOi429N7+HJUu7ykXaHaQu+p7DC7/FdKSQ1EXfc3R5EpWH8tukb4rW5bfML8gs3sMPyQmYrWWs2PI3quwmfk37kC93LwAgtWA7Pxx4od78Dnnyd6VmGdVpE1Pe5IMd93Mw7xc+3vUwiSlvUmrOa80uKVoRJXSbSNiVw8he+SvGPiHofQ34DIlEZ3THbrLSc875FG1IwXtQBDpvD1cea1El2R9sI2PZesyZxRQnHebo8iSOLk+iKPFPV7rc/+4kaNLx2xGsxSY8wn0JvmQQBd/tRx/ohd1UhaJrcHb0lWw8/DZhPn0wuPsS7T8ED52Rc3vPwOjuD0Bs8MhaeYpN2fxyeAXrDi6jsqqYPdnfk5jyJokpb5JWuMOVrmYZAG5Cx8S4OwgwRhEXGo+3RxBVtooW3Z6haB+U0G0i9soq0LlhK65scp4jz/+Eo6KKyFtGY+wdXG8ah9mKKeUYJb+mUbpNu37bI9gbNy93ynZk4OauI+aeccTcO55jX/7RKn1RtC1VtkrchI6KquIm5/ly9wI8dEbG970dH8/635WTYbWb0Qk9bkLHpYPnMq7v39iR8XkzW61oL5T1QhPJensLvR6eRN4nu7DkHL+RVuflQfqLiQROiKuTJ27xZVgLKjj25R/4j4klIL4PAfF9aqVxM7jTZ8EUclf/ht+onuR9touwqcORNgcOi42w684md/VvmNIK8BvVq04dis7HL4dXMGXww2xL/4QS0/HNtj3Z35NWuJ3M4t1EBwytleeWc96g2JTFr2kfMLzH5QyJvLjesmuWkVN2kJEx09iT/T1nRE4GYH3KcopNRzk7ZmrbdVBxSijrBSfNtV5IW/oDMXPOR2d0d4VV7M+h7PejREwf0RZNbBRlvdB+NMd64eu9S5g88EE8dMevJkot2E6JOYvhPS5vIGfboqwXOgalXmghYdecRVWNGS+A5WhJowK3ZOsR0l9M5Oh/Np80rHRHBgcf/AyArJVbOPTEGsyZRa3cA0V7cdkZj1FUeZRj5ccPBcYGj8S9hhA+GYcLtvJDcgIbDr3lCsso/oNXN14DQEFFOl/vXcJnf8zDIe1UWAp5acMVrd8JRauh1AvNIGfVDhxmGxV7sgideiZC50bmKxvwHdETgKrcUteGmCm1gMJ1yQDofDyJuF4TxiWbU+n5wETSX0p0lVszzFZmxpRyDEOvQAD8RsRQsjkVoe9WN+ecFmw58hFWu5nM4j2MiJmKTuj58eDL9A7S3oVScy5nRFwEwLHyVPbmaLcfG/Q+nNt7BgAp+UlMHjCHtckvusqNCRhGXEg8ABnFuxje43L25azlaMleUgu2MiBsQnt2U9FM1Ey3GViOlhB162j0Qd6uMI9IfyKuH0FVbmkDOZtOya9pWAsrKd2RgeVoMT5Do4i5ZzzmdDXT7WoUVR5lbJ/b8PYMcoUFGCM5t/cMSs2tc2v6wLAL+PPYRgorM7HYyik153GkcAepBdtbpXxF66Nmus3AM9KPrJVbsB4rd4UJXf0qMWNsMD1mxdcJ9x8TS8ay9eh9DNjKLZQkpdYKC75oIFwEDosVfaAX6S8mYskuJXr2eW3WL0XbEGCMYuPhtykzH3OFuZ3krs9Qn1gmxt1RJzwuJJ61yS9h0PtgtpaTkp9EuG8/0gq3sz3jUwaHT0JKO2E+fYgLiScuJJ4fDrxQxyRN0XlQG2lOmrKRVnEwj+INKbh56Im8+Zx2alnTURtp7UdTNtJySpNJztuAXufBebG3tFPLmo7aSOsY1Ey3GXj3D8O7f1hHN0PRRYjwG0CE34DGEypOK5ROtw1JT/i5xXlrHg1Wx4BPD052LLgp1Dz++9Wep0hMeZO8skOt2DpFa6Fmuk3g6PIk3Dz12rHc7/dTcSCPXg9dQNqSHzD0DMReUYWtzELMPeM48uw6/Mf2AbumtrGbrBx57kfcDHoiZowka8Wv+AyNJOyqMwEoTjpMxV5tmerVL5TAif2A2keD1THgrkViypu46zwZGvkXdmd/R07pAS4Z9E++3ruYIK+eVNkqMNvKuLD/vXyz7xn6hY51+Vuospv4dt+zuOsMjOl9AxsO/YfogGGMiLkKgD+PbeJoyV4AInz7MzB8IkCt47/eHoFY7aYO6buicdRMtwkY40KwFlci7RKHxY7Oy53K5Fw8wn2Jvnc8Qu9G2FXDqDyUjz7Im/Crz8J0pBCAygO5SJsdj1AfzBlFeIT7Yitu+Atx4tFgdQy4axHuG0dlVTEOacfmqMJD50VO6QH8DOFM6n8fbm56zo6eSl7ZIbw9ghjV8xoKKo4AkF2yH7u04WsIpaAyHT9DOJXWxi1Xah7/vbD/vVzY/z5+O/pFG/dU0RLUTLcJ2MssSJsDU1oBVXllSLtEOiRC74YQAqF3AyFASmxFlWS9/SuGHgFUHSvDa0AYQqf9thl7BlK5PxezUyADTToarI4Bdy3M1jLs0kZ+RSql5lwc0o5DOtAJPUII178SSUVVEb8cXkGgVzRl5jwi/Qaic1o4BHv1IrtkP/nlR1xl9ws9j36hdS1Zah7/3XJkFfkVacQGjWq3PiuajrJecNJaTszTE36m55zzW6FFzUdZL7QfreXE/IcDLzB54IOt0KLmo6wXOgalXmhlOkrgKromHSVwFR2HEroKhULRjiih20RyV//mutmhJdR308SJFK5L5vD/fQfUdnpTk/xv9nLwH5qv1IZuqlB0LFuOrKLYlNXi/NW3TSSmvMEPB14gvWhnrXir3cx3+5/npz9frZPXZrewfPNNFJuy2HLkI37+83U2pb5DuSWfD3bc3+I2KVoHtZF2AtU62fSEn/Eb3ZvynZl4RPnXig+bNpzSrUewV1ThsNjQBxgJv+YsAPI+3YW1UHN0HjAhznWY4sSbJtJfSsR3eLSrXHNmMQ6rHb2fZx2nNzUJmXIGlQe1q1i0myr2t9mzUDROtU72hwMv0CdkNOmFOwnw6lErfkTMNFILtmKxV2C1W/DyCOCcntcCsD39E8qrtI3VgWETXIcpqm+bqLKbmDzwQdYmv0jPwLNc5SbnbcDqsODlFoBDOnATx+dPW9M/ZnDEJADyy9O49IxHWfHrTM6LvYVQ79g2fyaKhlEz3RPw6h9GwdoDGHoHYy+zoA/0omJPdq000u4AoHR7Ono/A7YSc4vqclTZkA6trJLNqVgyiyndkUHJptRaTm8cZuupdUrRZoT79mdv9g+E+MRitpbj5RFIZvHuWmmk1MY4tWAbRnc/TNaWOUeyOapwOMuyO6xE+Q3CzxBGVsk+rHbtHbTazeSWpXAo/1cOF2xlUMSFrD/0FkYP/4aKVrQjSuieQNAF/Tny3I8ETx6I6XA+bh46HNbjFwXaik0UfKvNLv1G9sRWYsKrX6grPmzacHrMiqfHrPh6jwy7bpoYH0fuqt+wl1kACL/mLHrMisdvRAzBlwwi+q6x+I2IwSPKn6PLk1z5i5MOU7ojg+LNqXXKVrQ/gyMu5Nv9z3FGxEUcKz+E3s0Du+P4j2RFVTF/ZH8DQGzwKEzWEiJ8+7niR/a8molxdzAx7o56jwx76Lz4ITmBAWHj2XLkI8zWMgD6hY7lSNFvHCncSYh3b9anLAfAXWfgqmELGRA2gT7B5yClA7ujijOjLmvLx6BoBspkzElrmYydjPpumqgqqMAj2LuBXNotwvaKKvT+dR1en3hThTIZaz9ay2TsZNR320S5JR8fz5A6ae0OGxZbBV6NzGbLLflsTvuQiwZoel1lMtYxKKHrRGdwz3FYbOEd3Y5Twc1Tn2s3WyM6uh2nA+46Y47NYe7S74vezZBrtZvU+9LOKKHbQoQQgcB24DEp5epWLvtZYBhwqZTS3lh6RfsjhBgAvAXogL9JKTv9jqYQYhLwJrAReFBKWdDBTTotUTrdFiCEcAPeAb5ubYHr5DHACMxrg7IVp4AQQi+EmAtsAj4GxnUFgQsgpVwHDAUKgD1CiGuFEEq90M6omW4LcH7pLgcmSinbxP2XECISbSY9U0qpjHE7AUKI4cB/0ITWHVLKtA5t0CkghBiDNlM/CNwjpWy5UbGiWaiZbjMQQtwqhHgQeAC4tq0ELoCUMhuYAbwjhOjZVvUoGkcIYRBCLAZ+AJYBF3dlgQsgpdwMnA3sBnYJIf6mZr3tg5rpNgMhxAY0Xet7wAOy2gCzbet8GJgKjG9LIa+ojRDCA3gJbaz/A+wB7pVStp3JQgchhBiG1sdS4AngIinlgg5tVDdGzXSbx7loutYKoL1+rZ4DcoB/tVN9Co2HgEuA/wKPSymv7o4CF0BK+QcwBvgW+BK4XwhxYce2qvuiZrrNQAjxPPCslDKvnesNQNPvrgZKpZTPtGf9pxtCCANQCdjQfmD7SikLG87V9XHqeX8G3IEiKWVdo2DFKaOEbhfAqWt7E7geSJFSDu/YFnVvnM/7IiAZyJJSnjbnsIUQRiAGCJNSbuzo9nRHlNDtIggh7gKWAP6ATqqBUyi6JJ1e6BqNxhyzueud/DEYDLkmU+ue9nEue2+TUr7WmuW2JQajIcditnS58fM0eOaaTebT9rSWu86QY3N0vXGrid7NM9dq73xj2OmFrhCiS07qhBDqXDva+O2v6nomoIM8ok7r8RNCyEXjut641WTeL51zDJX1gkKhULQjyol5B+FmcM+RXdzBjvDU5zqUgx2Foll0eaG7atUqBg4cyJo1a7jvvvu47bbbeP/993n99depqKjg4osvxmAw8MEHH/D000/XyW+z2dDr638Mzz//PO7u7kRERHDdddcBMH/+fLy9vRkzZgwTJkxocbulxRY+5ujCFufvDGzu8WSLfzTWrP6CPgPiWP/tj9x4z0weu/1Bnn1nGavefA9TRSVjJ0/E09OT/330Gf9Y8nid/A2N2zcff8mRlFSqLFU8sPBhAFa++Kar3E1r12P09mLEeecwZMSZLe3Cac0feV8Q6hVHcuGPnBs1k88OPsg1A5axNec9quyV9AuciN7Nk9/zPuPi2LrjZ5c2dKJh8VNpLeSDfTOZdeYXrrD1GcvQCXdGRtyAQe/byr1qH7q80J0+fTqzZs1i8uTJ+Pn5cdZZZ2E0GqmsrGTevHksWbKExx57DB8fH1eewsJCPv30UwoKCrjmmmvIyMhg165dAAwePJjJkycDYLVayc3NZdSoUa68FouF0tJSYmJi2rWf3Y1Lr7uS+bMf4rxJE/Dx82XQ8CEYjEbMlSbuemwObzz9EnfOvR+v/x33N1xcWMQPn39DSUEhF0/7KzmZWez/fS8AcYP6cd5FEwGYcu0VfPn+J5xx9jBX3prlBgQHUl5aht2uHLi1lGFhV/L5nw/RL2ACBr0vkT5DcNcZsdpNnN9zDonpLzGx5/3s1x0fv0prEXvzv6HSVsiQkL9SYskip0Ibv1CvfvQLnFirjt/zPicu8PjEJqdiP0XmdEKNcbgJXXt0s03o8jrdyspKdDodhYVNt11/8sknKS8v56677qJv374nTefv78+zzz7LunXrXGG9e/dm/vz5fPvtt6fU7lPBlJKPKbW2V76idQcbzVe6LZ3MF9eTveLXBsPaA5Nz3EqKipuc5+X/e57K8gqm33kLPfv2bjBtyr5k4gb3rzdu+h03c/tD9/DLdz81o8WKmlTZK3FDR6WtuMl5fjryPFWOCkZH3kKwsfdJ0yUdXU5qya+UWfPIKP2N9NLtADiklQDPGHr5jyalaP0p9qDj6PIz3ZdffpmnnnqK9957j6ys47ut3t7eLF682DVrrcmyZcvIz89n1apVTJw40fV3IllZWTz77LMMGzaM//3vf0ycOJEDBw7w0ksvcemll7Zlt+qQt3onDpOVir3ZhFw1DKF3I+vVjfiO0GbcVTllBE7ShIwptYBipxDW+XoSNv1sAEqTUol+YAKZL21wlVtfWHvwwatvc/+Ch/nqg0/Iyzp+utbo7cXrS1/kvIvqqm7mJSymKL+Abz7+knPGj+GcCfGcMyG+Trq87FzCojTNx89f/8A5E+JrlfvD59/w55799OyrLmlsKVuy3mZSr4fZlfcJpZbj4+eh8yIx/cVaM9RqLotbTIW1gD+OfUms/xj6BMTTJ6Du+MX3mAVArP+5/JyeQE+/kezK+4xhoVewM/cT9uV/wzmRN7dd59qYLi90H35Y09n9/e9/B7SZr8lkYs6cOa40u3fvpkePHrXyhYSEcOeddzZY9qJFda/veemll06xxS3DcrSYmL+fz5Gla11hHpF+hE0/m8yErverf/tD9wBw6xxtDMyVJswmE7fcP8uV5uDu/YT3qL1PFxgSzHWzbmqw7LDIcG6693YAzr9M+9GtWe7QkcOZfNWUU+/Eacy4GG38zovWxs/qMGG1m1wCEzR1gJ9H7fHzdg/mnMiGx68m5/ecA8DwsKkAXNr3/06l2Z2CLi90T2TJkiUkJyej0+mIi4sDYOjQoaSnpzead9OmTSQmJuLn58d9990HwOLFi/H29mbs2LGMHDmyTdveEB6RfuSs3Ir1WIUrTLjVrx0yxgZjnDWmTrhffCxHl21A5+uJvdxCSVJarbCO5MqbriH3aA694o7PPrMyjjL1lukN5vstaStb12/Gx8+HG+/5myv89aUvEtUzmt79+/DL9z9jMZn5++LHSPvzMM8+vJBXP3+nzfpyunGsMoUR4dNxr3GfW3LhOgYETSLCe9BJ8x0p2UpqyWY8dT6M6fG3esMySnewLed9pvZ/gS1ZK8k3HSa+xx0EGqLbvF9tRbcRum+//TYmk4mdO3dyww03oNfreeaZZxgzRhM+WVlZLpVASkoKX3/9NQB+fn7MnDkTgMTERB5//HGWLFniKjc4OJjS0tIO33TxHRFDyYZD+AzvgX+8Jpj8zukFQPScpllR+I3qid+o4655gyYPcIV3BJ+9swqzycz+XXv46/VT0el1vPX8Kww/V7toMy8rl4lTJgFwJCWVxG803bqPnw/Tbr0egK3rNzP70Qd44+njK5BNaxM54+xhFOUXsm3DZm669288+8j/UZCXT9KPGxg66qx27mn3Y0fOKmwOM1kVezgzdCpuQseGzFfo6auNXWlVLgOCtLErMKWSXKiNnafOhxER2tillmxmYs8HSEw/PnY1w8y2Mo6ZUgg0aO95jN8IUks2N2r10Nnp8htp1aSnp3P33XcTEnLcMVJ0dDQzZ86spettLrNnz+bhhx/u0I0zAK/+YUTePoaIm0c1nriLkJ1+lBmzbyUwOMgVFtEjkmm3Xk9eVm6Ly92z4w92bt7Gb5u38dfrp/LZylWUFZdy6MCfFBcUsWvLDv7cm9waXThtKbEcZXTUrXjrj4+dv0ckIyKup7Sq5WNXk7SSX6m0FpJRuoNiy1GifIYyPuYeisyNr1o7M137J6MG0dHRvPrqq+TmHh9wna5+s5K4uLhaOt9qJk6cyNKlS/Hz86OsrIzExESsViu7d+92qSo6M5kJ65s86z0Rh8XGwTtWE7v0MsxphZTvOoo+0Ej49SNauZXHCY+O5MPXV1KQd8wV5naSMesVF1tLL1vNORPG8OYzy/Dx86GirJyt65O4c+79HE3LYMemrVitNhwOB/GTxmubb+PH8NqSBPqdMaDN+nU64OcZyZaslZRbj4+dOIkZV7Axtpaut5pY/zGsz1iGQe+DxVZOaklSrbCBwRcBF2F1WPDSB5KY/iKllmzOi57dVt1qF7qN74V9+/axdu1aPD09mT274welMd8LQgh5ssMR2cs3Izz1BF0ykKLvD1CZnEf0P84nfek6DDEB2CuqsJdbiLp7LBnP/YT/eX2QdgdV2aVE3hlPxvM/4eapJ/yGEWSv2ILP0ChCrhwKQElSKpV7td1mY/9QAiZoPya5729HOiSBk/rjHuxN+rM/4tUv1GX5UB+bezzZ6Nn2hnwvpOw7SNKPG/Dw9GD6HZ1rN1r5XmjY90JexUFSijegd/PotJYEyvdCGzN48GAeeOCBJgnc+qwSmsobb7zBQw89xM8//9ziMhrDEBeCrdiEtEscVXbcvDwwJefhEe5L1L3jEO46Qq4chvlQAfogL0KvPhPzEc1OufJALtLqwCPMB3N6MR5hvtiKKxusz2G2YkrJp3TLEcq2ZeDmqaf3/IuxV7Tt7UBxg/tz8323N1vgvrYkocV1rnzxTd58Zhlrv+hYdVFXJ8y7P/E9bm+WwP05PaHF9dkcFt7bezMlliyOlGxlQ8bLHCzsmnbWXVq9kJCQgMFg4Morr+TLL79kz549LFy4kLlz5xIbG0t5eTmlpaU88sgjzJ8/nwsuuMC1IWYymXjiiScwGAzMmjWLZcuWcfbZZ3P99ZqSPzExsd5TanfeeScHDx7kl19+4fzzz2+TftnLLEi7A3NaIVV5ZUi7A+mQCJ0bQgiEzg0ESCmxFZnIWbkFz+gArHnleA0MQ+i131JDz0AqD+RiTityle0fH+vaiKvGzeBO7wWXkLd6J76jYjj2+R+YD+XjEenXJv2r5p2XluNp8OTCyy/hp/99z597D3DvEw/x78eXEN27J5XlFZSXlXH7Q/fw0oJnGT1xLA6HNn5mk4llC5/Dw9PANX+bwQevrmDw8KFcOv0qALauT6r3tFpxfiH3PvkQ/7zpHi668i9t2r/uStLR5ejdPBkUfAn7C74nr+IAF/R6iB/SlhBo6EmVvQKLrYxxMfew7siz9PEfi0QbN6vdxI9HnkPvZmBkxAx+zVpBpM9QzgzTxu1wcVK9p9R25v7XtTG3r+Bb/D17AJ1uEtskurTQHThwIL/99ht2ux2LxYK3tzd79uwhKiqKuXPnsnDhQmbMmEFycjIhISHcdNNNzJ8/H09PT3bv3o3VaqV3796kpqYSGRnZpFNtJSUlvPvuuyxYsKDN+hVy+RDXZ/8xvY9/dgrLmnrb8t8yibh1dK38vZ+42PU58rbacQ0Rdp22qx961bBGUrYOfQbEsW/nbhx2O1UWC0YvL/7cm0xYZDizHr6XV576F5dOv4rUg4cIDAniihuv5sUnn8XD04ODew5gtdqI6hVKZloGoRHhFDfhdNvwMSP54NW3iewZ1fYd7KaEGOPIKt+NlHbsDgvuOi9yK5Px9QhnfPS9/JT+L4aFXUV+5SG89UGcFX4169KeRefmQW7lAezSRoBHKEXmDHw9wjE1cqrN6jBzzJRCeVUeRr0/JZYsLo6dx49HnqN/UNtMfNqSLi10S0tLsdlspKSkkJ2djd1ux+FwoNfrEUK4/pVSUlBQwCuvvEKvXr3IyclhyJAhLocpffr0Yffu3Rw6dMhV9slOqc2cOZMRI0awbds2lzlaR9LSjbPOQHlpGTabjSOH0jiWnYfDYUc6HOic46arMX7FBUV88NrbRPXqQX7OMfqdMQC9Xtu4iYntyZ979pNx+Iir7JOdVpNSYq2q4qKr2vdEYXfCYi/DIW0UmNIoq8pDSjtSOnAT2ni5CT0CgURSaSvi16y3CTD0oKzqGGFeA1x+EwKNPcmt3E+h+fi41XdKzd3NwJQ+C/gtdzU9/UbhJtzZmPka3u5d8wq3brOR1hiLFi1i3rx5rdCipnEqG2mgHfv1H9cHzyj/FtWfPGsVcS9NI/e9bTgqrQRMjMNneO1TeUXrDlKyOZWYhy4g74PtmNMK6fnoJHTexw9KFH63H3NaIe7B3gRc0I8jT/1AXIK2FDzVjbTm8NqSBO56bM4pl9NU1EZa6zgx/zk9wXWqrL3prBtpXXqm2xzaU+A2h2ozr8yE9fiO7kX5rsxagjYzYT0h04ZRtjUde0UV0mJDH2Ak9JrhABz79HdshdpGmf+Evnj1DwPA+4xIdEZ3HCarVv5LG2oJXcvRYqTNjt7XgM7ojtfgCEq3psMJp9wqk/Ncvhncg70x9A6iI2hPgatoPTpK4HZmuo31QlfF2D+UorXJGGKDsJdZcA/0omJPdu1Edm2mX7Y9A52fAVupuUV1OapsSIcDgNKkNCwZxZTtyMBWasY/PpbQq8/EVlCBw3zaXH6rULQ7XV7orly5kszMzBbnnzZtGiaTiRdeeIFFixaxbdu2WvGFhYXceuutbNxY9zbqzz77jNtv1xyr7N69m7lz5za7/sAL+pHx/M8EXjQA8+F8hLsOWXX8yLGt2EThd/sB8B0Zg63EhLFfqCs+dNqZRM4aQ+SsMa5Zbk10Xh5kvriegPF9yVu1E3uZRct3zXAiZ43Bd0QM9nILR5dtoGjdQXS+nmQv3+zK7zUgjKzXN7VYzdEYn7+7mpzMli9j77/2dswmEytffJPXliSwe/uuWvFb1yex9KEnWfdlXROxooJCbjz/SgDWrPqcrz74tMXtON34LXc1JZaWj9uH+27Hajex6eib/JyeQGbZrlrxldYiPk2eQ1rJljp5a5qPfZ+6iKSjy8mvPEROxX6+T13c4ja1F11GvVCtk120aBHjxo1j69attRyJL1q0iBtvvJGNGzdSXl6O2WwmKCiIm2/W7Ajff/998vPzAZg8eTKDBw8GqNfpeU2n5UFBQdx66631tmnq1Kns27cP0Jzq1HSU3lTcDO4M+16zLY6afR6gCdJqei+4pNllAjhMVuwmK5E1HN94xgSg9zfWSle9EdfjvvGusLAZx0+hBV1y3GGJtaACoWuZiqxaJ/vakgRGjB3N7m07iYiOqhV/+Yxp7Ni0lcqKCixmC/6BAVx50zUAfPXBpxQVaNYl502a4PKVW5/z86Ejh7vK9TB4YjQasZjqrg7WrPqc+Ela/4efO5Idm7a2qG/dmWqd7M/pCfT2G01m+U78PaJqxQ8Pm8aR0q1U2SuwOSwY9QGcFa6N2668T6m0auMWFzCBMG9t3Opzeh7tO9xVrpd7IGeFX1tvm2qaj3npA6mymwCI8B5Uy2l6Z6XLzHQHDx7M119/TVxcHKWlpQQHB7Nz585aaaptcJOSkggICKC4uLhFdVVVVeFwLsNPxGxu2dK+ven56CR0RvdaYe7BTXshT5bOPdi7lnBuDn0H9efnNWvp2bc3FaVlBAQHsn/Xnlppqsdv5+bt+AX4UVZS0qK6ao7f8NEjmPPUXFIPapYpFuf4ZaVnciw7j9+3/sbOX7e3qJ7TgTCv/hwoWEuwoTcWexle+kCyK2qPm0Nq45Zeuh2D3g+zrWXjZnNU4ZD1f++sDrPr32OmFNJKfiW9dBvjYu5hfMy9/HHsyxbV2RF0mZnulClTiI+P55dffuH1118nPDycqqrjJ6YKCwv5/PPPiYiIID4+nqKiIoYMOW7veuONNzZYfk2n5ytWrGD69OkEBARgNpv55JNP0Ol0jBo1ioSEBJcaITExkc2bN7N+/fpm35cmPPW5p3LHWGdAeOqb7Nlkwl8u4Prxl/P+z1+w+s13CQ4LxWo9rjsuKSpm3ZffEhIexlljRlJSVFLLP8LlN0xrsPyaTso/W7mKKddegV+AP3t2/E7SOs1Be2lxCd98/CXT77iZqJ7RPLjoUV5bksBZ547kaFpGc7t/WtA/6ALe3HU5s878gq3Z7+LjEYrdcXzcTLZi9hd8i49HGD39RmKylRDudXzchoc1PG41nZ7/lruKoaFXYNT7Y3WY2Zv/NW5CR7TvcJKOLmdCzH11zMd+y11NgSmNXn5dxxHUaWMydjIee+wx5s+fj9F4fNl97NgxQkND66S12WyUl5cTEBBQJ2737t1s376d2267rbrdndJcpb1pLZOxk/HCvKXc9fgcDDXGr/BYAUGhwXXSVpRXoNfr8DQY6sT9+NV3+Ab4c854TR2jTMZax2TsZPyQtpTzY+bU8sFbUVWAt0fdcbNLG1X2Coz6hvcVcir2c7Tsd0ZEaD6YO6vJWKcXukajMcdsNne5GaHBYMg1mUyn/fXkBqMhx2K2dLnx8zR45ppN5tN2/Nx1hhybo+uNW030bp65VnvnG8NOL3SbihBCAO8DVcDM1poeO8t9G00Vc1ObTrtPY4QQvYAtwDVSyl9asdxoYBswQ0rZdl6KTnOEEA8CNwBjpZSttvEhhLgPmAnESylNrVVuR9KdhO7dwJ3AGCllw261ml+2F7AZeF1K+Vprlq0AIYQn8AvwsZTy+TYofxLwLjBKSnm0tcs/3RFCnAd8BoyWUqa1ctkC+BCokFLe3ppldxTdQugKIc4Bvkb7NUxpozr6AZuAS6WU2xpLr2g6QohXgEhgWlutJIQQ84BLgPOllOr0RyshhAgDdgCzpZRr2qgOH7TVyrNSyrfboo72pMsLXSFEMNqgPyil/LyN65oK/BsYIaUsaMu6TheEEDOAhcBIKWXLbI2aVo8b8D/gAPA78KGU0tZW9Z0OCO2qiB+AzVLKNj1nL4QYDKwHLpJS7mrLutqaLi10nV+kNcAeKeU/26nO54HBwGVSnsSoUNEkhBBnAInAJCnl7+1Q3wBgLZp9+hQp5R9tXWd3RgixGBgNXCylbPObW4UQ1wNPof1AF7d1fW1FlzkccRLmAV7Ao+1Y56OAD/B4O9bZ7RBC+AKfAg+1h8B1MgTwB6IA5cH8FBBC/BW4CW2Dsl2uypZSfgR8C6x06nq7JF1ypiuEuBlwAM+g/eplN5KlteuPBLYDDwM6KeW77Vl/V0YIYQTuAc4BiqWUd7Rz/aHAa2hL4n+1Z93dASHERCAMWAZcKaXc3GCG1q/fA9gAfAFIKeUz7Vl/a9BVhe5BIBh4SkqZ0EFtmAPMB/KllOpq2SYihBiLZtpXCVwlpVR3oXchhBDvA+PQZpx3d4SKTQgxBXgH8AWCpZQV7d2GU6HLqRecy9J+aGqF3h3YlN7ONvR3tknRNK4EegGBaMt8RdfiL2jj1gvw6KA2RAOezr+JHdSGFtPlhC4gge+BM6SUczqsEVrdZzjb0vWWCx1HCvAc0LstDit4Gg05QgjZlf48jYac1n4ObUgimgXBX1rzEERzkFK+iTbpWQU0frFhJ6NLqhcUipMhhJBfVOzo6GY0iyu9R3RKHwGKtqErznQVCoWiy9Js145uBvccabF1OUcYwlOf6zBbG3V+4e5myLHJrufoQy88c62Oxp17dPf+dVe66rjVpLEx7O6ypZpmC11psYU3dIttZ6Wpvmtt0hK+cEzXO57/5OYeqn8n4Zf/fk+P/r3Z8f1GLp19HS/NXsiD/3mK79/6FHOlibMmjcHd04MNq7/l5qfur5PfbrOh0zf8VUn86Bsy9h9i9OXn03+k5sd50dVzOGvSGC6dfR3/vu1x4kacwcUzr8LTy9hgWfXRVcetJo2NYXeXLdUo9YKi2zPumov59s2PiYrriZefD33OHICn0YDFZObaR25n109b6D2kHwYfL1eessISfnj7Mz59/m3y0rPZvWE7X738IV+9/CE719U1TR0weigFWcdw9zi+oe8b5I/VbEFKiV9wAJbKbuEkS3GKtIvQNaXkY0qt7aqgaN3BRvOVbksn88X1ZK/4tcGwjibflEKBKbVW2MGidY3mSy/dxvrMF/k1e0WDYR1NV++fpdKEm05HeVFpk/N8tPgNzOUmLpl1NZF9Yk6a7quXP+Ton0eI7BPDzKcfJOPAYVfcA28uJDKuJ6l/HOT25//JyEvGsfPH9n9vu/r4NURXlC1tdl1P3uqdOExWKvZmE3LVMITejaxXN+I7QnuBq3LKCJykXVJnSi2g2PmgdL6ehE0/G4DSpFSiH5hA5ksbXOXWF9YR7MxbjdVhIrtiL8NCrsJN6NmY9SoxvtqljmVVOfQP1C7PKzClcrBYe8k9db6cHaZ5tk8tTWJC9ANsyHzJVW59YR1Bd+rfmtc/Zsb8u0j8aA2F2cdc4Z5eRv777H8YfuG5dfLc8a+HKc0vYuMnPzBk3AiGjh/J0PEj66S7/N4ZAHz2r5UU5RZw3tRJrF/1DcMvHMO6d76gICuPm/7vPj55bgWFOflc9eDNbdfRGnSn8TuRri5b2kzoWo4WE/P38zmydK0rzCPSj7DpZ5OZsL6tqm03ii1HOT/m76w9stQV5ucRydlh01mfmdBxDWslulP/pv79FgCuuF+7J89SacZiMrsEJkDanj8Jjqx9hb1fSCAX/63hO75cdfzjVtfngedqtzlPe+g2V9jV/5zZora3lO40fifS1WVLmwldj0g/clZuxXrs+Ak94Va/NsMYG4yxxlXh1fjFx3J02QZ0vp7Yyy2UJKXVCutI/Dwi2Zqzkgrr8ZmTm6i/f8HGWMYYZ9UJj/WLZ8PRZXjqfLHYy0krSaoV1pF05/7dtPBejh5Mw02nI7KvNjvqPaQf+ZmNn1HYv3kXe37ZgdHXm8vumu4K/++z/yE0JpLhF57Ld299QmBECOOunszHz/wHq8XC9fPuwieg/frcncevq8uWZh+OEELIpuwwVh7Mo2TDIYSHnoibO/6mzs09nmySAboQQjZllziv8iCHSjagFx6MimifJWNDPLm5h+ofDR+O+PHdr7CYzaT+nsz46/6CTq/j5w++ZsA5wwAozDnGtY9olxNkH8pg27farUFevt5MuuUKQBOu1zz8N/773Aqucc5ed67bjHRISguKKS8uxWapwjvQj95D+lGQlYe53ISnl4ExV1xQb7uacjiiqeNWTWcbP2h8DLu7bKmmzWa6Xv3D8Oof1njCLkqYV3/CvPp3dDPajO7Yv2OZOUx/7A7ee2KZKyy4RziTbrmCj595q8Xlpuzcj9VsoTS/iMi+PRl47pkc+PV3wnv34MCvv1OUk8/AMcNboQdNpzuOXzVdXbZ0CpOxU9HDFHyzj0MPfdmKrWl9TkWHtq/gG7489FDrNaYN6Cr9C+4Rxjdvfkxx3vHj+m66+r8CkX1juPzeGVx+7wzXLBdgyLgRfPLcCrx8vTGVVbD1mw1c88+ZXHjzFQw8dzij/zqRzV/+RGlBsWYyZrFi8PHirHo26zqaUxk3m8PCBwduocSSxQ9HFrM5ezn5pkOt17hWojPKllad6WYv34zw1BN0yUCKvj9AZXIe0f84n/Sl6zDEBGCvqMJebiHq7rFkPPcT/uf1Qdo1z3B2k5WM53/CzVNP+A0jyF6xBZ+hUYRcORSAkqRUKvdqOjdj/1ACJsQBEDxlMKaDx+pvUCuzOXs5euHJwKBLOFD0PXmVyZwf/Q/WpS8lwBBDlb0Ci72csVF381PGc/TxPw+H07+z1W7ip4zn0bt5MiL8BrZkryDKZyhDQ64EILUkiZzKvQCEGvsTFzABgMHBUzhmatwERvWvcQaeM4xdP/1Kv5FnuCwRBsefBeBSKzTGoDHDGVRj1nrOlPEAhPeKIryX5jTttqUPuuKrN/Hako4Yt13H/kv/gAsB8NIHYrW3rQ1yd5ItrTrTNcSFYCs2Ie0SR5UdNy8PTMl5eIT7EnXvOIS7jpArh2E+VIA+yIvQq8/EfESbdVQeyEVaHXiE+WBOL8YjzBdbcate6nvKhBjiMNmKkdKO3VGFh5sXeaZkfD3CGRd1LzrhzrCQKykwH8JLH8SZoVdTaD4CQG7lARzSio9HGMXmdHw9wqi0FXdsh06gu/cvZlAf/nrPDC65/eqObkqr0t7jZnWYyTelcKR0Cxll2xjb427G9riXPflftVkfu5NsadWZrr3MgrQ7MKcVUpVXhrQ7kA6J0LkhhEDo3ECAlBJbkYmclVvwjA7AmleO18AwhF77DTD0DKTyQC7mtCJX2f7xsfjHx9apsyQplbIdGZRsTsN/TO/W7E4dLPYyHNJOoTmNsqo8HNKOlA7chA4hBG5CBwiklJhsRWzJWUmAZzTl1jzCvAbiJrTHHWjoSW7lAYrMaa6yY/3jifWPr1NnakkSGWU7SCvZTG//uruwqn9ty8fPvNXkWfCJfJHwLjp3PYHhIYy9enIrt+w47T1u7m4GLum9gJ15q4nxHcXOvNUUmtPo6dt2m1rdSba0mfVCY2QmrCd6zoRTLqeptLb1QmOsz0xgQvScUy6nqbS29UJjdOb+1We98NXLH+Jh8GD0ZRPZumY9R/Yd4vrH7+TdJ5YR3isKc4WJyrIKpv79Fj78v9cYOmEUDrudgqw8rrj/Rj566nXcDR5Mvu0q1ry2mj7DBzL+2ksA2L1hO6l/aCqSmIGxnDVJ+/H45LkVlBeVcu7l57tsd+ujLawXTkZ7j1tNWst6oTE6q2yppsM20trzoXQEHfVitxddrX/R/XtTVlSKw+HAaqnC4GUgfd8hgiJDmfbQbejc9Yy/9hKOHjyCX3AA58+4lJzUTACO7E3BZrURGB5CbloWgREhTTpS7OXvwy2LH+D3n7e0dfeaTFcbt5bQ2WVLqwvdvNU7sWSVtDh/8qxV2E1Wst5MIjNhPeW7av+6W4sqSZnzOaVbj9Ste9VvZL2+iaJ1BzGnF3H48TUtbsfJ2Jm3mhJLVovzr0qehdVuIinrTdZnJnC0fFeteJOtmLVHlrAufSmOE66fOlyykdXJmhF7kTmdNYdb/0Li7tq/yrJyHDYb2YcyKMrJx2F34HA40Om1JXj1v0hJWWEJ37zxMWE9IwHoNbgvOr0OgPDYHug93Mk5nOkqe+j4kS5Lh+pZLkBRdj6f//sdeg3p12r9OBkdOW5SSr469DBHSreyPvNFNmcv52j5760+ht1FtrRYp1s9hc9MWI/v6F6U78rEM8q/VnzItGGUbU3HXlGFtNjQBxgJvWY4AMc+/R1boabM9p/Q12V3531GJDqjOw6TVSv/pQ34DO/hKtc90IvQa4fX26aq3DLX2enASf3xCPVpafdcy7D1mQn08h1NZvku/D2jasUPC5lGetlWquwV2KQFoz6A4aHXAPD7sU+ptGmK/L7+E1w2k5HeZ+CuM2J1mJgQPYcNmS/Rw+d4f1JLkhgedi2F5lTyKg8Q4T3YFdfHfywZZdsBTf/m4xGq+tdExk47rlMdMm6E63O1FUNNvW3ytt1MufPaWvlrWiRcOvu6JtV5w5N3t6itDdEZx21PwZf08R8LaJYMFns5UtpbPIbdXba0eKZr7B9K0dpkDLFB2MssuAd6UbHnhJvQ7Zq+uGx7Bjo/A7bSll2p5KiyIR31XzrqMFtbVGZjhBr7k1y0liBDLBZ7GV7ugWRX7KmVRqKZ3WSUbceg88Nsa7oXq5rYHFV1Zg/VWB1tcw1Vd+/fqdDSjbP2oDOOW07FPo6UbiG9bBujIm5mbI+7+bO45dffdXfZ0mKhG3hBPzKe/5nAiwZgPpyPcNchq+yueFuxicLv9gPgOzIGW4kJY7/jv3qh084kctYYImeNqfd0ic7Lg8wX1xMwvi95q3ZiL7MA2oMoWLOPgq/34rDYyH7ruBs2j3Bfsl7fhPfgU79goF/gBfyc8TwDAi8i33wYnXDHLqtc8SZbMfsLvwMgxnckJlsJocbjy8gzQ6cxJnIWYyJn1XsyyEPnxfrMF+kbMJ6deauw2MsAbbd4V95/ySjbQZjXQDZnL3flySrfTUbZDpILf1D9ayE/vvcV+UdzW5z/6Rn/xGIy89WyD/j4mbf4c8feWvG7N2znPw//i1//V1foJH70De89sYyD2/dwYMsfLToF1xnH7aJejzE4+FJ6+o5iX8E3/Jzxb4IMvZvdt2q6u2xpsXrBzeDOsO9nAxA1+zxA62w1vRdc0qJyHSYrdpOVyBpOKjxjAtD7G1319ll8KQDSZif8puPu9qrdtgGY04vQ+bXccYW7m4HZw74H4LworZ9nhh73OHVJ7wUtKtfqMGG1mxgTedzBSIBnDEa9tnwy6gO4qNejrrgRYcc9YUX5DOXGQe8Bms7TU+fXojZA9+9ftanXx8+8xeD4s/hz+15CosNrxU+YPoX9SbswV1RSZa7CN9CP82+4DNAEZGlBMQBnXXguMYP6ANRxgP7f51bQb8QZrnI9DJ54ehmoMlnqtGnA6KHs+vFX3D08iB3Wnz8Stza7X51x3IBaZmWDg6cALR/D7i5bOsUx4Jr0fHQSOqN7rTD3YO960wq9zvXATsTQM5DImZ3v6OWkno/irqvdZm/34JOmP1lcoKEn50a2r7vAptBZ+hczsA/bvt1AZJ8YKssq8A3y5/DvybXSOOza7OnAr3/g7e9DRUlZi+qyVllxOJeoA84Zyo0L7uHon9pmTJX5uPCtz9F5Z6G1xq0mne0d7SyypdkzXeGpz23unUCdAeGpb9KaUi88c0/lPq6OQi88Vf9qMOLi85h7wW0sWfsfvnvrEwLCgrFVHdfRlReWsuWrnwkID2HgucOoKC6j5+C+rviJ109psPyaDtB/fPdLxl59MT4BvqT8to9dztshyovL2PjJ964TcDUdnTeXrjpuNWlsDLu7bHGlb+7hCIWiM9OQa8fW4L0nX+baubfjaTS4wkqOFeEfGlgnram8Ep1eh4eh7lL0wJY/KDiay3lTL2rS4QhF90EJXUW3oq2FblughO7phRK6im6Fp9GQU2W2dKklqofBM9diMp/6triiS6CEruK0QwihA9YAv0spH2mD8p8FhgKXSnkSQ1fFaUuns15QKNqBeYABaP1z1BqPAV7OehSKWqiZruK0QghxCfAfYISUsvGbKFteTySwHbhNStl2pz0UXQ4ldBWnDUKInsBW4Fop5YZ2qG8CsBo4R0qZ3tb1KboGSr2gOC0QQngC/wX+1R4CF0BKuR74F/CxEMKjPepUdH7UTFfRrXEKu5HADKAHMFW240svhBDAZ0Am8BGwXcoazhIUpx1K6Cq6NUKIKcDTaBtbo6WUBR3QhhBgC1ABPCKl/La926DoPCj1gqK7czFwBhACDO+gNpwJBDnbcXEHtUHRSVBCV9HdiQR+Bs6SUv7YEQ1w1nu2sx1RjSRXdHOUekGhUCjaETXTVSgUinakxU7MFYrGcHcz5Nhk1/KDUI1eeOZaHQ37Q3AzuOdIi63L9U946nMdZqvy9dBBKPWCos0QQsiFY442nrAT8uTmHo16/hJCyDFHF7ZXk1qNzT2eVF7NOhClXlAoFIp2RKkXFJ2OfFMKAh3BxlhX2MGidfQPbPjGhfTSbaSWJuGp83VdE1NfWEdjSskHncAYe/zKm6J1BwmcVPeiyJqUbkunNCkVna+n67qY+sIUnRsldBWdgp15q7E6TGRX7GVYyFW4CT0bs14lxncEAGVVOS6hW2BK5WDxOgA8db6cHTYdgNTSJCZEP8CGzJdc5dYX1hHkrd6Jw2SlYm82IVcNQ+jdyHp1I74jYgCoyilzCV1TagHF6w4CoPP1dF2KWJqUSvQDE8h86fgp5vrCFJ0bpV5QdAqKLUc5J+JWvPRBrjA/j0jODptOWVWbOQNrNyxHi4m49Rz0QV6uMI9IP8Kmn01VTssuxFR0TdRMV9Ep8POIZGvOSiqsx1xhbqL+OUGwMZYxxll1wmP94tlwdBmeOl8s9nLSSpJqhXUkHpF+5KzcivVYhStMuNXfP2NsMMYa14RX4xcfy9FlG9D5emIvt1CSlFYrTNE1UNYLijajOdYLeZUHOVSyAb3wYFTEzW3cssZpbeuFyoN5lGw4hPDQE3HzqFZpY0tR1gsdi5rpKjoFYV79CfNqeCOpK+PVPwyv/mEd3QxFJ0DpdBVdjvWZCS3Oe6DwB9ZnJnCg8PvWa1ArkpmwvsV5D8/9H9nLN1OVp3TEnRk101V0GJuzl6MXngwMuoQDRd+TV5nM+dH/YF36UgIMMVTZK7DYyxkbdTc/ZTxHH//zcEg7AFa7iZ8ynkfv5smI8BvYkr2CKJ+hDA25EoDUkiRyKvcCEGrsT1zABABifEfwZ/GP9PAZ3qZ9y16+GeGpJ+iSgRR9f4DK5Dyi/3E+6UvXYYgJwF5Rhb3cQtTdY8l47if8z+uDtGt3WNpNVjKe/wk3Tz3hN4wge8UWfIZGEXLlUABKklKp3KttLhr7hxIwIQ4AfaAX9ooqhJvSHHRm1ExX0WGEGOIw2YqR0o7dUYWHmxd5pmR8PcIZF3UvOuHOsJArKTAfwksfxJmhV1NoPgJAbuUBHNKKj0cYxeZ0fD3CqLQVN1qnt3swl8YuocCc1qZ9M8SFYCs2Ie0SR5UdNy8PTMl5eIT7EnXvOIS7jpArh2E+VIA+yIvQq8/EfKQQgMoDuUirA48wH8zpxXiE+WIrrmy0zp6PXEjEzNHkf767TfumODXUTFfRYVjsZTiknUJzGmVVeTikHSkduAkdQgjchA4QSCkx2YrYkrOSAM9oyq15hHkNxE1or2+goSe5lQcoqiFIY/3jifWPr1Pntpx3Kak6Sg/v4W3aN3uZBWl3YE4rpCqvDGl3IB0SoXNDCIHQuYEAKSW2IhM5K7fgGR2ANa8cr4FhCL02HzL0DKTyQC7mtCJX2f7xsfjHx9apM/utzViySgm5amib9k1xaijrBUWb0Zq+F9ZnJjAhek6rlNUU2tP3QmbCeqLnTDjlcpqKsl7oWJR6QdElaE+B2960p8BVdDxK6CoUCkU7ooSuokPZmbeaEktWi/OvSp6F1W4iKetN1mcmcLR8V614k62YtUeWsC59KQ7pqBWXWpLExqOvsiP3I4rM6aw5/HiL21Efeat3YskqaXH+5FmrsJusZL2ZRGbCesp31VbVlCSlkvbktxR+t79O3pp5KvbncmTJ2ha3Q9G6qI00RbtQrZNdn5lAL9/RZJbvwt8zqlb8sJBppJdtpcpegU1aMOoDGB56DQC/H/uUSpu2u9/Xf4LrIEWk9xm464xYHSYmRM9hQ+ZLtczBUkuSGB52LYXmVPIqDxDhPdgVF+M7goNFP+LlHkSgoSc+HqEt6lu1TjYzYT2+o3tRvisTzyj/WvEh04ZRtjUde0UV0mJDH2Ak9Bqtncc+/R1boWad4D+hr+sQhfcZkeiM7jhMVq38lzbgM7yHq1w3Tz1uRnccZludNtXME33/eIq+92hR3xStj5rpKtqFUGN/kovWEmSIxWIvw8s9kOyKPbXSSDQb3Iyy7Rh0fphtpS2qy+aoqjOrrcbqMLs+6908ubj3fKrsFfWmbSrG/qEUrU3GEBuEvcyCe6AXFXuyayeyaxvWZdsz0PkZsJWa6ympcRxVNqRD65vviBh6zp2E6VC+Fme2trwTinZDCV1Fu9Av8AJ+znieAYEXkW8+jE64Y5dVrniTrZj9hd8BEOM7EpOthFBjP1f8maHTGBM5izGRs+o9Luyh82J95ov0DRjPzrxVWOzaqaxY/3h25f2XjLIdhHkNZHP2cleeP4597jxgYTilvgVe0I+M538m8KIBmA/nI9x1yCq7K95WbHKpAHxHxmArMWHsd3xWHTrtTCJnjSFy1ph6jwrrvDzIfHE9AeP7krdqJ/YyCwDlvx/l6DLNpaOtxETex7vqzaPoXCiTMUWb0R7X9axLX8qEHnNw1xldYRXWArzdg+tNf7K4InM6yUXrXI7OO8N1PelL19FjzgR0RndXmLWgAvdg7zpp7RUWhM4NN4N7nbiK/blU/JFF2HVnAcpkrKNRQlfRZqiLKTsn6mLKjkUJXYVCoWhHlE5XoVAo2hEldBUKhaIdUUJXoVAo2hEldBUKhaIdUUJXoVAo2hEldBUKhaIdUUJXoVAo2hEldBUKhaIdUUJXoVAo2hEldBUKhaIdUUJXoVAo2hEldBUKhaIdUUJXoVAo2pH/By2A9jJS49VyAAAAAElFTkSuQmCC", + "text/plain": [ + "
" + ] + }, + "metadata": { + "needs_background": "light" + }, + "output_type": "display_data" + } + ], + "source": [ + "plt.figure()\n", + "clf = ObliqueDecisionTreeClassifier(**kwarg).fit(iris.data, iris.target)\n", + "plot_tree(clf, filled=True)\n", + "plt.title(\"Oblique decision tree trained on all the iris features\")\n", + "plt.show()" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "Despite axis-favorable nature of iris dataset, the oblique decision tree performs comparable to the axis-aligned decision tree. Also notice that the oblique decision tree is shallower than the axis-aligned decision tree under this axis-favorable setting" + ] + }, + { + "cell_type": "code", + "execution_count": 8, + "metadata": {}, + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "The overall accuracy for axis-aligned decision tree is 0.9755555555555556 \n", + "The overall accuracy for oblique decision tree is 0.9733333333333333\n" + ] + } + ], + "source": [ + "print(f'The overall accuracy for axis-aligned decision tree is {np.mean(acc_rf)} \\\n", + " \\nThe overall accuracy for oblique decision tree is {np.mean(acc_of)}')" + ] + }, + { + "cell_type": "code", + "execution_count": null, + "metadata": {}, + "outputs": [], + "source": [] + } + ], + "metadata": { + "interpreter": { + "hash": "2bd05440f2f19378251b791590979117d335abd7aa9af7ac035ffb03047de808" + }, + "kernelspec": { + "display_name": "Python 3.8.10 ('venv': venv)", + "language": "python", + "name": "python3" + }, + "language_info": { + "codemirror_mode": { + "name": "ipython", + "version": 3 + }, + "file_extension": ".py", + "mimetype": "text/x-python", + "name": "python", + "nbconvert_exporter": "python", + "pygments_lexer": "ipython3", + "version": "3.8.10" + } + }, + "nbformat": 4, + "nbformat_minor": 0 +} From 496969ceb8a513410311b2b179d148433c86a647 Mon Sep 17 00:00:00 2001 From: Jong Shin Date: Thu, 26 May 2022 07:18:43 -0400 Subject: [PATCH 03/36] add 5000 sample --- notebook/simulation_benchmark_OF_vs_RF.ipynb | 2712 +++++++++++------- 1 file changed, 1721 insertions(+), 991 deletions(-) diff --git a/notebook/simulation_benchmark_OF_vs_RF.ipynb b/notebook/simulation_benchmark_OF_vs_RF.ipynb index b83afc4042089..c108d232aa10c 100644 --- a/notebook/simulation_benchmark_OF_vs_RF.ipynb +++ b/notebook/simulation_benchmark_OF_vs_RF.ipynb @@ -72,6 +72,7 @@ "from tqdm import tqdm\n", "import itertools\n", "import os\n", + "import pickle\n", "\n", "import numpy as np\n", "import pandas as pd\n", @@ -207,7 +208,7 @@ "outputs": [], "source": [ "def run_experiment(n_repeat=10):\n", - " n_samples = [100, 1000]\n", + " n_samples = [100, 1000, 5000]\n", " max_depths = [1,2,5,10, None]\n", " accs = []\n", " \n", @@ -243,6 +244,9 @@ " df = pd.DataFrame(accs, columns=['dataset', 'n_sample', 'n_repeat', 'max_feature', 'max_depth', 'random_state', 'RF', 'OF'])\n", " df['delta'] = df.apply(lambda x: x.OF-x.RF, axis=1)\n", "\n", + " with open('dat/simulation_notebook_rf_vs_of.pkl', 'wb') as f:\n", + " pickle.dump(df, f, protocol=pickle.HIGHEST_PROTOCOL)\n", + "\n", " return df" ] }, @@ -255,7 +259,7 @@ "name": "stderr", "output_type": "stream", "text": [ - "100%|██████████| 2/2 [35:50<00:00, 1075.46s/it]\n" + "100%|██████████| 3/3 [2:33:06<00:00, 3062.13s/it]\n" ] } ], @@ -309,9 +313,9 @@ " 1\n", " 1.0\n", " 123456\n", - " [0.55, 0.6, 0.45, 0.5, 0.35, 0.4, 0.45, 0.45, ...\n", - " [0.55, 0.5, 0.5, 0.5, 0.35, 0.4, 0.5, 0.4, 0.3...\n", - " [0.0, -0.09999999999999998, 0.0499999999999999...\n", + " [0.7, 0.5, 0.55, 0.55, 0.65, 0.75, 0.55, 0.4, ...\n", + " [0.4, 0.5, 0.5, 0.35, 0.45, 0.5, 0.45, 0.4, 0....\n", + " [-0.29999999999999993, 0.0, -0.050000000000000...\n", " \n", " \n", " 1\n", @@ -321,9 +325,9 @@ " 1\n", " 2.0\n", " 123456\n", - " [0.45, 0.6, 0.45, 0.4, 0.3, 0.4, 0.35, 0.4, 0....\n", - " [0.4, 0.5, 0.45, 0.4, 0.3, 0.3, 0.45, 0.4, 0.2...\n", - " [-0.04999999999999999, -0.09999999999999998, 0...\n", + " [0.55, 0.4, 0.55, 0.55, 0.6, 0.65, 0.6, 0.35, ...\n", + " [0.35, 0.55, 0.5, 0.35, 0.4, 0.5, 0.45, 0.5, 0...\n", + " [-0.20000000000000007, 0.15000000000000002, -0...\n", " \n", " \n", " 2\n", @@ -333,9 +337,9 @@ " 1\n", " 5.0\n", " 123456\n", - " [0.55, 0.7, 0.4, 0.45, 0.35, 0.3, 0.25, 0.5, 0...\n", - " [0.45, 0.5, 0.4, 0.5, 0.4, 0.45, 0.4, 0.45, 0....\n", - " [-0.10000000000000003, -0.19999999999999996, 0...\n", + " [0.5, 0.5, 0.55, 0.35, 0.5, 0.55, 0.5, 0.4, 0....\n", + " [0.3, 0.55, 0.4, 0.35, 0.35, 0.5, 0.4, 0.4, 0....\n", + " [-0.2, 0.050000000000000044, -0.15000000000000...\n", " \n", " \n", " 3\n", @@ -345,9 +349,9 @@ " 1\n", " 10.0\n", " 123456\n", - " [0.5, 0.6, 0.35, 0.4, 0.3, 0.35, 0.45, 0.45, 0...\n", - " [0.55, 0.5, 0.35, 0.5, 0.45, 0.5, 0.4, 0.45, 0...\n", - " [0.050000000000000044, -0.09999999999999998, 0...\n", + " [0.7, 0.45, 0.55, 0.45, 0.55, 0.55, 0.5, 0.4, ...\n", + " [0.3, 0.55, 0.5, 0.45, 0.4, 0.5, 0.45, 0.4, 0....\n", + " [-0.39999999999999997, 0.10000000000000003, -0...\n", " \n", " \n", " 4\n", @@ -357,9 +361,9 @@ " 1\n", " NaN\n", " 123456\n", - 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    RFOFRFOF
dataset
make_circles10011.0000000.5700000.551000make_circles10011.0000000.5700000.551000
2.0000000.5720000.574000
5.0000000.5830000.594000
10.0000000.5880000.584000
inf0.5830000.582000
41.0000000.0000000.537000
2.0000000.0000000.539000
5.0000000.0000000.589000
10.0000000.0000000.574000
inf0.0000000.573000
61.0000000.0000000.535000
2.0000000.0000000.542000
5.0000000.0000000.585000
10.0000000.0000000.566000
inf0.0000000.566000
sqrt1.0000000.5700000.551000
2.0000000.5720000.574000
5.0000000.5830000.594000
10.0000000.5880000.584000
inf0.5830000.582000
100011.0000000.5543000.550300
2.0000000.5687000.566000
5.0000000.5764000.576200
10.0000000.5625000.560900
inf0.5449000.542300
41.0000000.0000000.544900
2.0000000.0000000.554800
5.0000000.0000000.566100
10.0000000.0000000.538500
inf0.0000000.518000
61.0000000.0000000.544200
2.0000000.0000000.555100
5.0000000.0000000.566100
10.0000000.0000000.536000
inf0.0000000.521000
sqrt1.0000000.5543000.550300
2.0000000.5687000.566000
5.0000000.5764000.576200
10.0000000.5625000.560900
inf0.5449000.542300
500011.0000000.5724200.571560
2.0000000.5935800.597660
5.0000000.6099600.609860
10.0000000.5937800.593800
inf0.5644200.566100
41.0000000.0000000.593340
2.0000000.0000000.602400
5.0000000.0000000.612220
10.0000000.0000000.597840
inf0.0000000.564820
61.0000000.0000000.589260
2.0000000.0000000.600720
5.0000000.0000000.613140
10.0000000.0000000.597960
inf0.0000000.565820
sqrt1.0000000.5724200.571560
2.0000000.5935800.597660
5.0000000.6099600.609860
10.0000000.5937800.593800
inf0.5644200.566100
make_gaussian_quantiles10011.0000000.3930000.361000
2.0000000.4120000.447000
5.0000000.4720000.484000
10.0000000.4720000.482000
inf0.4740000.490000
201.0000000.0000000.423000
2.0000000.0000000.464000
5.0000000.0000000.505000
10.0000000.0000000.510000
inf0.0000000.510000
301.0000000.0000000.412000
2.0000000.0000000.462000
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inf0.0000000.501000
sqrt1.0000000.4070000.393000
2.0000000.4390000.491000
5.0000000.4860000.530000
10.0000000.4850000.528000
inf0.4830000.526000
100011.0000000.5145000.414000
2.0000000.5773000.503500
5.0000000.6211000.585600
10.0000000.6437000.631200
inf0.6536000.644300
201.0000000.0000000.493800
2.0000000.0000000.550200
5.0000000.0000000.605700
10.0000000.0000000.648100
inf0.0000000.675800
301.0000000.0000000.485300
2.0000000.0000000.548000
5.0000000.0000000.609900
10.0000000.0000000.645400
inf0.0000000.677200
sqrt1.0000000.4817000.518800
2.0000000.5303000.593900
5.0000000.5728000.646400
10.0000000.6095000.673300
inf0.6435000.694700
500011.0000000.5704400.426800
2.0000000.5937800.506220
5.0000000.6477000.614160
10.0000000.7122600.692560
inf0.7547400.749500
201.0000000.0000000.547840
2.0000000.0000000.584220
5.0000000.0000000.680260
10.0000000.0000000.748800
inf0.0000000.795560
301.0000000.0000000.542620
2.0000000.0000000.580240
5.0000000.0000000.681220
10.0000000.0000000.754460
inf0.0000000.794380
sqrt1.0000000.5247600.584220
2.0000000.5525400.617960
5.0000000.6121200.698760
10.0000000.6735600.764460
inf0.7480400.798720
make_hastie_10_210011.0000000.5430000.519000
2.0000000.5720000.5740002.0000000.5900000.623000
5.0000000.5830000.5940005.0000000.6510000.664000
10.0000000.5880000.58400010.0000000.6610000.693000
inf0.5830000.582000inf0.6670000.685000
41.0000000.0000000.537000201.0000000.0000000.527000
2.0000000.0000000.5390002.0000000.0000000.587000
5.0000000.0000000.5890005.0000000.0000000.636000
10.0000000.0000000.57400010.0000000.0000000.660000
inf0.0000000.573000inf0.0000000.660000
61.0000000.0000000.535000301.0000000.0000000.520000
2.0000000.0000000.5420002.0000000.0000000.563000
5.0000000.0000000.5850005.0000000.0000000.660000
10.0000000.0000000.56600010.0000000.0000000.668000
inf0.0000000.566000inf0.0000000.668000
sqrt1.0000000.5700000.551000sqrt1.0000000.5370000.548000
2.0000000.5720000.5740002.0000000.5950000.605000
5.0000000.5830000.5940005.0000000.6370000.691000
10.0000000.5880000.58400010.0000000.6570000.707000
inf0.5830000.582000inf0.6570000.706000
100011.0000000.5543000.550300100011.0000000.7064000.613000
2.0000000.5687000.5660002.0000000.7560000.703000
5.0000000.5764000.5762005.0000000.7917000.774700
10.0000000.5625000.56090010.0000000.8224000.811300
inf0.5449000.542300inf0.8422000.829800
41.0000000.0000000.544900201.0000000.0000000.708000
2.0000000.0000000.5548002.0000000.0000000.743800
5.0000000.0000000.5661005.0000000.0000000.777300
10.0000000.0000000.53850010.0000000.0000000.819100
inf0.0000000.518000inf0.0000000.851300
61.0000000.0000000.544200301.0000000.0000000.709700
2.0000000.0000000.5551002.0000000.0000000.734300
5.0000000.0000000.5661005.0000000.0000000.773300
10.0000000.0000000.53600010.0000000.0000000.815000
inf0.0000000.521000inf0.0000000.852700
sqrt1.0000000.5543000.550300sqrt1.0000000.6970000.719200
2.0000000.5687000.5660002.0000000.7175000.776300
5.0000000.5764000.5762005.0000000.7515000.813400
10.0000000.5625000.56090010.0000000.7877000.840000
inf0.5449000.542300inf0.8330000.861600
make_gaussian_quantiles10011.0000000.3930000.361000500011.0000000.7365600.598200
2.0000000.4120000.4470002.0000000.7666400.684220
5.0000000.4720000.4840005.0000000.8139400.789180
10.0000000.4720000.48200010.0000000.8573600.842540
inf0.4740000.490000inf0.8899000.886340
201.0000000.0000000.423000201.0000000.0000000.710980
2.0000000.0000000.4640002.0000000.0000000.754460
5.0000000.0000000.5050005.0000000.0000000.823260
10.0000000.0000000.51000010.0000000.0000000.873400
inf0.0000000.510000inf0.0000000.906440
301.0000000.0000000.412000301.0000000.0000000.709860
2.0000000.0000000.4620002.0000000.0000000.754400
5.0000000.0000000.4940005.0000000.0000000.825360
10.0000000.0000000.50100010.0000000.0000000.874440
inf0.0000000.501000inf0.0000000.906260
sqrt1.0000000.4070000.393000sqrt1.0000000.7001000.747480
2.0000000.4390000.4910002.0000000.7265000.796060
5.0000000.4860000.5300005.0000000.7736000.847720
10.0000000.4850000.52800010.0000000.8251400.888560
inf0.4830000.526000inf0.8761200.909560
100011.0000000.5145000.414000make_moons10011.0000000.8450000.847000
2.0000000.5773000.5035002.0000000.8910000.894000
5.0000000.6211000.5856005.0000000.8660000.870000
10.0000000.6437000.63120010.0000000.8480000.853000
inf0.6536000.644300inf0.8480000.853000
201.0000000.0000000.49380041.0000000.0000000.841000
2.0000000.0000000.5502002.0000000.0000000.859000
5.0000000.0000000.6057005.0000000.0000000.842000
10.0000000.0000000.64810010.0000000.0000000.834000
inf0.0000000.675800inf0.0000000.834000
301.0000000.0000000.48530061.0000000.0000000.832000
2.0000000.0000000.5480002.0000000.0000000.853000
5.0000000.0000000.6099005.0000000.0000000.833000
10.0000000.0000000.64540010.0000000.0000000.832000
inf0.0000000.677200inf0.0000000.832000
sqrt1.0000000.4817000.518800sqrt1.0000000.8450000.847000
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", 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" ] From 6e6f787b48fb3caff8b5691b5db0d8743babde2b Mon Sep 17 00:00:00 2001 From: Jong Shin Date: Sun, 29 May 2022 06:30:23 -0400 Subject: [PATCH 04/36] add delta plot --- notebook/simulation_benchmark_OF_vs_RF.ipynb | 900 ++++++++++++++++++- 1 file changed, 868 insertions(+), 32 deletions(-) diff --git a/notebook/simulation_benchmark_OF_vs_RF.ipynb b/notebook/simulation_benchmark_OF_vs_RF.ipynb index c108d232aa10c..dd72171edcba6 100644 --- a/notebook/simulation_benchmark_OF_vs_RF.ipynb +++ b/notebook/simulation_benchmark_OF_vs_RF.ipynb @@ -517,6 +517,874 @@ "df2['max_depth'] = df2.max_depth.replace(np.nan, 'inf')" ] }, + { + "cell_type": "code", + "execution_count": 12, + "metadata": {}, + "outputs": [ + { + "data": { + "text/html": [ + "
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4sparse_parity100101inf123456[0.7, 0.45, 0.55, 0.45, 0.55, 0.5, 0.45, 0.45,...[0.3, 0.6, 0.5, 0.45, 0.35, 0.5, 0.45, 0.3, 0....[-0.39999999999999997, 0.14999999999999997, -0...
..............................
355make_hastie_10_2500010301.0123456[0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, ...[0.712, 0.729, 0.744, 0.73, 0.668, 0.75, 0.727...[0.712, 0.729, 0.744, 0.73, 0.668, 0.75, 0.727...
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358make_hastie_10_25000103010.0123456[0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, ...[0.876, 0.88, 0.88, 0.882, 0.885, 0.889, 0.873...[0.876, 0.88, 0.88, 0.882, 0.885, 0.889, 0.873...
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360 rows × 9 columns

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" + ], + "text/plain": [ + " dataset n_sample n_repeat max_feature max_depth random_state \\\n", + "0 sparse_parity 100 10 1 1.0 123456 \n", + "1 sparse_parity 100 10 1 2.0 123456 \n", + "2 sparse_parity 100 10 1 5.0 123456 \n", + "3 sparse_parity 100 10 1 10.0 123456 \n", + "4 sparse_parity 100 10 1 inf 123456 \n", + ".. ... ... ... ... ... ... \n", + "355 make_hastie_10_2 5000 10 30 1.0 123456 \n", + "356 make_hastie_10_2 5000 10 30 2.0 123456 \n", + "357 make_hastie_10_2 5000 10 30 5.0 123456 \n", + "358 make_hastie_10_2 5000 10 30 10.0 123456 \n", + "359 make_hastie_10_2 5000 10 30 inf 123456 \n", + "\n", + " RF \\\n", + "0 [0.7, 0.5, 0.55, 0.55, 0.65, 0.75, 0.55, 0.4, ... \n", + "1 [0.55, 0.4, 0.55, 0.55, 0.6, 0.65, 0.6, 0.35, ... \n", + "2 [0.5, 0.5, 0.55, 0.35, 0.5, 0.55, 0.5, 0.4, 0.... \n", + "3 [0.7, 0.45, 0.55, 0.45, 0.55, 0.55, 0.5, 0.4, ... \n", + "4 [0.7, 0.45, 0.55, 0.45, 0.55, 0.5, 0.45, 0.45,... \n", + ".. ... \n", + "355 [0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, ... \n", + "356 [0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, ... \n", + "357 [0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, ... \n", + "358 [0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, ... \n", + "359 [0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, ... \n", + "\n", + " OF \\\n", + "0 [0.4, 0.5, 0.5, 0.35, 0.45, 0.5, 0.45, 0.4, 0.... \n", + "1 [0.35, 0.55, 0.5, 0.35, 0.4, 0.5, 0.45, 0.5, 0... \n", + "2 [0.3, 0.55, 0.4, 0.35, 0.35, 0.5, 0.4, 0.4, 0.... \n", + "3 [0.3, 0.55, 0.5, 0.45, 0.4, 0.5, 0.45, 0.4, 0.... \n", + "4 [0.3, 0.6, 0.5, 0.45, 0.35, 0.5, 0.45, 0.3, 0.... \n", + ".. ... \n", + "355 [0.712, 0.729, 0.744, 0.73, 0.668, 0.75, 0.727... \n", + "356 [0.756, 0.759, 0.791, 0.778, 0.697, 0.776, 0.7... \n", + "357 [0.817, 0.815, 0.859, 0.851, 0.814, 0.846, 0.8... \n", + "358 [0.876, 0.88, 0.88, 0.882, 0.885, 0.889, 0.873... \n", + "359 [0.895, 0.893, 0.916, 0.908, 0.915, 0.907, 0.9... \n", + "\n", + " delta \n", + "0 [-0.29999999999999993, 0.0, -0.050000000000000... \n", + "1 [-0.20000000000000007, 0.15000000000000002, -0... \n", + "2 [-0.2, 0.050000000000000044, -0.15000000000000... \n", + "3 [-0.39999999999999997, 0.10000000000000003, -0... \n", + "4 [-0.39999999999999997, 0.14999999999999997, -0... \n", + ".. ... \n", + "355 [0.712, 0.729, 0.744, 0.73, 0.668, 0.75, 0.727... \n", + "356 [0.756, 0.759, 0.791, 0.778, 0.697, 0.776, 0.7... \n", + "357 [0.817, 0.815, 0.859, 0.851, 0.814, 0.846, 0.8... \n", + "358 [0.876, 0.88, 0.88, 0.882, 0.885, 0.889, 0.873... \n", + "359 [0.895, 0.893, 0.916, 0.908, 0.915, 0.907, 0.9... \n", + "\n", + "[360 rows x 9 columns]" + ] + }, + "execution_count": 12, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "df2" + ] + }, + { + "cell_type": "code", + "execution_count": 23, + "metadata": {}, + "outputs": [ + { + "data": { + "text/html": [ + "
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RFOF
datasetn_samplemax_featuremax_depth
make_circles10011.00.570000.55100
2.00.572000.57400
5.00.583000.59400
10.00.588000.58400
inf0.583000.58200
..................
trunk5000sqrt1.00.855620.86734
2.00.869100.87408
5.00.878140.88246
10.00.883120.88602
inf0.883240.88660
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360 rows × 2 columns

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" + ], + "text/plain": [ + " RF OF\n", + "dataset n_sample max_feature max_depth \n", + "make_circles 100 1 1.0 0.57000 0.55100\n", + " 2.0 0.57200 0.57400\n", + " 5.0 0.58300 0.59400\n", + " 10.0 0.58800 0.58400\n", + " inf 0.58300 0.58200\n", + "... ... ...\n", + "trunk 5000 sqrt 1.0 0.85562 0.86734\n", + " 2.0 0.86910 0.87408\n", + " 5.0 0.87814 0.88246\n", + " 10.0 0.88312 0.88602\n", + " inf 0.88324 0.88660\n", + "\n", + "[360 rows x 2 columns]" + ] + }, + "execution_count": 23, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "df2.explode(['RF','OF']).groupby(['dataset', 'n_sample' ,'max_feature', 'max_depth'])[['RF', 'OF']].mean()" + ] + }, + { + "cell_type": "code", + "execution_count": 26, + "metadata": {}, + "outputs": [ + { + "data": { + "text/html": [ + "
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datasetn_samplemax_featuremax_depthRFOF
0sparse_parity10011.00.70.4
0sparse_parity10011.00.50.5
0sparse_parity10011.00.550.5
0sparse_parity10011.00.550.35
0sparse_parity10011.00.650.45
.....................
359make_hastie_10_2500030inf0.00.912
359make_hastie_10_2500030inf0.00.908
359make_hastie_10_2500030inf0.00.896
359make_hastie_10_2500030inf0.00.899
359make_hastie_10_2500030inf0.00.915
\n", + "

18000 rows × 6 columns

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" + ], + "text/plain": [ + " dataset n_sample max_feature max_depth RF OF\n", + "0 sparse_parity 100 1 1.0 0.7 0.4\n", + "0 sparse_parity 100 1 1.0 0.5 0.5\n", + "0 sparse_parity 100 1 1.0 0.55 0.5\n", + "0 sparse_parity 100 1 1.0 0.55 0.35\n", + "0 sparse_parity 100 1 1.0 0.65 0.45\n", + ".. ... ... ... ... ... ...\n", + "359 make_hastie_10_2 5000 30 inf 0.0 0.912\n", + "359 make_hastie_10_2 5000 30 inf 0.0 0.908\n", + "359 make_hastie_10_2 5000 30 inf 0.0 0.896\n", + "359 make_hastie_10_2 5000 30 inf 0.0 0.899\n", + "359 make_hastie_10_2 5000 30 inf 0.0 0.915\n", + "\n", + "[18000 rows x 6 columns]" + ] + }, + "execution_count": 26, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "df3 = df2.explode(['RF','OF'])[['dataset', 'n_sample', 'max_feature', 'max_depth', 'RF','OF']]\n", + "df3" + ] + }, + { + "cell_type": "code", + "execution_count": 83, + "metadata": {}, + "outputs": [ + { + "data": { + "text/plain": [ + "array(['sparse_parity', 'trunk', 'make_gaussian_quantiles',\n", + " 'make_circles', 'make_moons', 'make_hastie_10_2'], dtype=object)" + ] + }, + "execution_count": 83, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "df3.dataset.unique()" + ] + }, + { + "cell_type": "code", + "execution_count": 104, + "metadata": {}, + "outputs": [ + { + "data": { + "image/png": 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" + ] + }, + "metadata": { + "needs_background": "light" + }, + "output_type": "display_data" + } + ], + "source": [ + "dset = df3.dataset.unique()\n", + "\n", + "fig, ax = plt.subplots(dset.shape[0], 2, figsize=(12,6*dset.shape[0]))\n", + "\n", + "for i, d in enumerate(dset):\n", + "\n", + " df_new = df3.query(f'dataset == \"{d}\" and max_depth == \"inf\"')\n", + "\n", + " sns.barplot(data=df_new, x='n_sample', y='RF', hue='max_feature', ax=ax[i,0])\n", + " sns.barplot(data=df_new, x='n_sample', y='OF', hue='max_feature', ax=ax[i,1])\n", + "\n", + " m = round(max(df_new.RF.max(), df_new.OF.max()),1)\n", + "\n", + " ax[i,0].set_ylim(0, m)\n", + " ax[i,1].set_ylim(0, m)\n", + " ax[i,0].set_title('RF')\n", + " ax[i,1].set_title('OF')\n", + " ax[i,0].set_ylabel(f'{d}')\n", + " ax[i,1].set_ylabel('')" + ] + }, + { + "cell_type": "code", + "execution_count": null, + "metadata": {}, + "outputs": [], + "source": [ + "dset = df3.dataset.unique()\n", + "df33 = df3.copy()\n", + "\n", + "# fig, ax = plt.subplots(dset.shape[0], 2, figsize=(12,6*dset.shape[0]))\n", + "\n", + "for i, d in enumerate(dset):\n", + "\n", + " q1 = f'dataset == \"{d}\" and max_depth == \"inf\"'\n", + " q2 = f'max_feature == 1'\n", + " # q4 = f'max_feature != 1'\n", + "\n", + " df_new = df3.query(q1)\n", + " \n", + " df_mf1 = df_new.query(q2)\n", + " # mdepth = df_mf1.max_depth.unique()\n", + " # nsample = df_mf1.max_depth.unique()\n", + "\n", + " for ns in df_mf1.n_sample.unique(): #n_sample\n", + " # df_new.query(f'max_depth == {md}')\n", + "\n", + " for mf_not_1 in df_new.max_feature.unique():\n", + " q3 = f'n_sample == {ns}'\n", + " \n", + " if mf_not_1 == 1 or mf_not_1 == 'sqrt':\n", + " continue\n", + " \n", + " q4 = f'max_feature == {mf_not_1}'\n", + "\n", + " indexing = (df33.dataset==d) & (df33.max_depth=='inf') & (df33.n_sample==ns) & (df33.max_feature==mf_not_1)\n", + " df33.loc[indexing, ['RF']] = df_mf1.query(q3).RF.tolist()\n", + "\n", + "df33['delta'] = df33.apply(lambda x: x.OF-x.RF, axis=1)" + ] + }, + { + "cell_type": "code", + "execution_count": null, + "metadata": {}, + "outputs": [ + { + "data": { + "text/html": [ + "
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datasetn_samplemax_featuremax_depthRFOFdelta
0sparse_parity10011.00.70.4-0.300
0sparse_parity10011.00.50.50.000
0sparse_parity10011.00.550.5-0.050
0sparse_parity10011.00.550.35-0.200
0sparse_parity10011.00.650.45-0.200
........................
359make_hastie_10_2500030inf0.8980.9120.014
359make_hastie_10_2500030inf0.8970.9080.011
359make_hastie_10_2500030inf0.8770.8960.019
359make_hastie_10_2500030inf0.880.8990.019
359make_hastie_10_2500030inf0.8950.9150.020
\n", + "

18000 rows × 7 columns

\n", + "
" + ], + "text/plain": [ + " dataset n_sample max_feature max_depth RF OF delta\n", + "0 sparse_parity 100 1 1.0 0.7 0.4 -0.300\n", + "0 sparse_parity 100 1 1.0 0.5 0.5 0.000\n", + "0 sparse_parity 100 1 1.0 0.55 0.5 -0.050\n", + "0 sparse_parity 100 1 1.0 0.55 0.35 -0.200\n", + "0 sparse_parity 100 1 1.0 0.65 0.45 -0.200\n", + ".. ... ... ... ... ... ... ...\n", + "359 make_hastie_10_2 5000 30 inf 0.898 0.912 0.014\n", + "359 make_hastie_10_2 5000 30 inf 0.897 0.908 0.011\n", + "359 make_hastie_10_2 5000 30 inf 0.877 0.896 0.019\n", + "359 make_hastie_10_2 5000 30 inf 0.88 0.899 0.019\n", + "359 make_hastie_10_2 5000 30 inf 0.895 0.915 0.020\n", + "\n", + "[18000 rows x 7 columns]" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "df33" + ] + }, + { + "cell_type": "code", + "execution_count": 209, + "metadata": {}, + "outputs": [ + { + "data": { + "image/png": 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", + "text/plain": [ + "
" + ] + }, + "metadata": { + "needs_background": "light" + }, + "output_type": "display_data" + } + ], + "source": [ + "dset = df33.dataset.unique()\n", + "\n", + "fig, ax = plt.subplots(dset.shape[0], 1, figsize=(12,6*dset.shape[0]))\n", + "\n", + "for i, d in enumerate(dset):\n", + "\n", + " df_new = df33.query(f'dataset == \"{d}\" and max_depth == \"inf\"')\n", + "\n", + " sns.barplot(data=df_new, x='n_sample', y='delta', hue='max_feature', ax=ax[i])\n", + "\n", + " ax[i].set_title('delta')\n", + " ax[i].set_ylabel(f'{d}')" + ] + }, + { + "cell_type": "code", + "execution_count": null, + "metadata": {}, + "outputs": [], + "source": [] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "## Appendix" + ] + }, { "cell_type": "code", "execution_count": 10, @@ -2964,38 +3832,6 @@ "dff2.style.background_gradient(cmap='RdBu_r', low=0, high=0, vmin=0, vmax=1)" ] }, - { - "cell_type": "code", - "execution_count": 11, - "metadata": {}, - "outputs": [ - { - "data": { - "text/plain": [ - "" - ] - }, - "execution_count": 11, - "metadata": {}, - "output_type": "execute_result" - }, - { - "data": { - "image/png": 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", - "text/plain": [ - "
" - ] - }, - "metadata": { - "needs_background": "light" - }, - "output_type": "display_data" - } - ], - "source": [ - "dff2.plot()" - ] - }, { "cell_type": "code", "execution_count": null, From b3d3aa63a3ff42f47cd90d64153e86df9067070b Mon Sep 17 00:00:00 2001 From: Jong Shin Date: Sun, 29 May 2022 06:30:56 -0400 Subject: [PATCH 05/36] add mnist notebook --- notebook/mnist_benchmark_OF_vs_RF.ipynb | 476 ++++++++++++++++++++++++ 1 file changed, 476 insertions(+) create mode 100644 notebook/mnist_benchmark_OF_vs_RF.ipynb diff --git a/notebook/mnist_benchmark_OF_vs_RF.ipynb b/notebook/mnist_benchmark_OF_vs_RF.ipynb new file mode 100644 index 0000000000000..53682b6b8d6bf --- /dev/null +++ b/notebook/mnist_benchmark_OF_vs_RF.ipynb @@ -0,0 +1,476 @@ +{ + "cells": [ + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "# Comparing axis-aligned decision tree versus oblique decision tree on MNIST dataset\n", + "Here we extend our analysis beyound our previous `Iris` and `simulations` datasets to measure performance of our oblique forest against random forset on MNIST dataset. We are testing on the digit data from scikit-learn." + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "## Environment\n", + "- Python 3.8.13\n", + "- [Sklearn-Adam's dev branch](https://github.com/neurodata/scikit-learn/tree/obliquepr)" + ] + }, + { + "cell_type": "code", + "execution_count": 1, + "metadata": {}, + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "Python 3.8.13\n" + ] + } + ], + "source": [ + "!python --version" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "## Import packages" + ] + }, + { + "cell_type": "code", + "execution_count": 2, + "metadata": {}, + "outputs": [ + { + "data": { + "text/plain": [ + "'1.2.dev0'" + ] + }, + "execution_count": 2, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "import sklearn\n", + "from sklearn.tree import DecisionTreeClassifier, ObliqueDecisionTreeClassifier, plot_tree\n", + "from sklearn.ensemble import RandomForestClassifier, ObliqueRandomForestClassifier\n", + "from sklearn.model_selection import cross_val_score, train_test_split\n", + "from sklearn.metrics import accuracy_score\n", + "from sklearn.datasets import load_digits\n", + "from sklearn.model_selection import RepeatedKFold, cross_validate\n", + "\n", + "from collections import Counter\n", + "from datetime import datetime\n", + "from tqdm import tqdm\n", + "import itertools\n", + "import os\n", + "import pickle\n", + "\n", + "import numpy as np\n", + "import pandas as pd\n", + "import seaborn as sns\n", + "import matplotlib.pyplot as plt\n", + "\n", + "random_state = 123456\n", + "\n", + "sklearn.__version__" + ] + }, + { + "cell_type": "code", + "execution_count": 3, + "metadata": {}, + "outputs": [ + { + "data": { + "text/plain": [ + "'2022-05-29'" + ] + }, + "execution_count": 3, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "today = str(datetime.now().date())\n", + "today" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "#### Load `digit` dataset from dataset module" + ] + }, + { + "cell_type": "code", + "execution_count": 4, + "metadata": {}, + "outputs": [ + { + "data": { + "text/plain": [ + "dict_keys(['data', 'target', 'frame', 'feature_names', 'target_names', 'images', 'DESCR'])" + ] + }, + "execution_count": 4, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "data = load_digits()\n", + "data.keys()" + ] + }, + { + "cell_type": "code", + "execution_count": 5, + "metadata": {}, + "outputs": [ + { + "data": { + "text/plain": [ + "((1797, 64), (1797,))" + ] + }, + "execution_count": 5, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "data.data.shape, data.target.shape" + ] + }, + { + "cell_type": "code", + "execution_count": 6, + "metadata": {}, + "outputs": [], + "source": [ + "X = data.data\n", + "y = data.target" + ] + }, + { + "cell_type": "code", + "execution_count": 7, + "metadata": {}, + "outputs": [ + { + "data": { + "text/plain": [ + "Text(0.5, 1.0, '0')" + ] + }, + "execution_count": 7, + "metadata": {}, + "output_type": "execute_result" + }, + { + "data": { + "image/png": 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" + ], + "text/plain": [ + " max_features RF OF\n", + "0 sqrt 0.888889 0.944444\n", + "0 sqrt 0.944444 1.0\n", + "0 sqrt 0.888889 0.944444\n", + "0 sqrt 1.0 1.0\n", + "0 sqrt 0.833333 0.833333" + ] + }, + "execution_count": 13, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "df_out = df_out.explode(['RF','OF'])\n", + "df_out.head(5)" + ] + }, + { + "cell_type": "code", + "execution_count": 14, + "metadata": {}, + "outputs": [], + "source": [ + "df_out['delta'] = df_out.apply(lambda x: x.OF-x.RF, axis=1)" + ] + }, + { + "cell_type": "code", + "execution_count": 15, + "metadata": {}, + "outputs": [ + { + "data": { + "text/plain": [ + "" + ] + }, + "execution_count": 15, + "metadata": {}, + "output_type": "execute_result" + }, + { + "data": { + "image/png": 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feF/ARQf5jOuB63soT5J0AF5JLUnqZEBIkjoZEJKkTgaEJKmTASFJ6mRASJI6GRCSpE4GhCSpkwEhSepkQEiSOhkQkqROvd6LSerTyU98GNjT/pQ02wwIHbMufc73xl2CNKe5i0mS1MmAkCR1MiAkSZ16DYgkZye5M8mOJJd19CfJh9v+25Kc0bYvTfLFJNuTbEvy9j7rlCTtq7eASDIPuBw4B1gJnJdk5dCwc4AV7WsNcEXbvgf4jar6l8BZwEUdcyVJPepzC+JMYEdV3VVVu4FrgFVDY1YBV1XjK8CCJE+rqnuq6maAqnoA2A4s7rFWSdKQPgNiMbBzYHmKfX/JH3RMkmXA6cBNXV+SZE2SySSTMzMzj7VmSVKrz4BIR1sdypgkTwY+Cbyjqr7f9SVVtaGqJqpqYuHChYddrCRpb30GxBSwdGB5CXD3qGOSHE8TDldX1ad6rFOS1KHPgNgCrEiyPMl84Fxg09CYTcDq9myms4D7q+qeJAE+Amyvqg/2WKMkaT96u9VGVe1JcjFwHTAP2FhV25Jc2PavBzYDrwZ2AA8CF7TTXwS8Bbg9ya1t27uqanNf9UqS9tbrvZjaX+ibh9rWD7wv4KKOeX9H9/EJSdIR4pXUkqROBoQkqZMBIUnqZEBIkjoZEJKkTgaEJKmTASFJ6mRASJI6GRCSpE4GhCSpkwEhSepkQEiSOvV6sz7t7eH5J+71U5KOZgbEEfSDFT837hIkaWTuYpIkdTIgJEmdDAhJUqdeAyLJ2UnuTLIjyWUd/Uny4bb/tiRnjDpXktSv3gIiyTzgcuAcYCVwXpKVQ8POAVa0rzXAFYcwV5LUoz63IM4EdlTVXVW1G7gGWDU0ZhVwVTW+AixI8rQR50qSetTnaa6LgZ0Dy1PAz4wwZvGIcwFIsoZm64NTTjnlgAVtff/qEcrWqE75rdvHXcKcccMlN4y7BFZvWc2uH+xi6YKlXHXJVeMu5zF56Ze/NO4S+Mjq1bBrF09asoSXXnVsrs8+AyIdbTXimFHmNo1VG4ANABMTE51jJB3cokWL9vqpx2YurM8+A2IKWDqwvAS4e8Qx80eYK2kWrVu3btwlzClzYX32eQxiC7AiyfIk84FzgU1DYzYBq9uzmc4C7q+qe0acK0nqUW9bEFW1J8nFwHXAPGBjVW1LcmHbvx7YDLwa2AE8CFxwoLl91SpJ2leq5s5u+4mJiZqcnBx3GZJ0zEiytaomuvq8klqS1MmAkCR1MiAkSZ0MCElSpzl1kDrJDPBP467jIE4GvjvuIuYQ1+fscn3OrmNhff5UVS3s6phTAXEsSDK5vzMGdOhcn7PL9Tm7jvX16S4mSVInA0KS1MmAOPI2jLuAOcb1Obtcn7PrmF6fHoOQJHVyC0KS1MmAkCR1MiCOEkmel+TV467jaJZkQZJrk3wjyfYkLxjouzRJJTl5nDUezZJsTHJvkjsG2t7frs/bknw6yYK2/fgkH09ye7uu3zm2wo9S+1mfz01yY7ve/jrJSW37q5Jsbdu3Jnn5+CofnQFxFEhyHPA8mlufa/8+BHy2qk4DngtsB0iyFHgV8J0x1nYs+Bhw9lDb54FnVdVzgG8CjwTBLwA/VlXPBp4P/GqSZUeozmPFx9h3fV4JXNaut08Dv9m2fxf4N237LwN/fqSKfCz6fKLc406SE4H/TvMEvHnA7wP3A39K8x/IzcAzquq1SX4HeDqwrO17MfCkJC8G3ldV/+1I1380a/8SewlwPkBV7QZ2t91/AqwF/mosxR0jqurLw7/kq+pzA4tfAd74SBdwYvvHy5No1vX3j0Sdx4qu9QmcCny5ff95mmfavLeqbhkYsw14YpIfq6of9V/p4TMgZtfZwN1V9RqAJD8O3AG8nOahSMO/9J8PvLiqfpjkfGCiqi4+gvUeS54BzAAfTfJcYCvwduAVwK6q+lrS9ShzHYK38uh/o9cCq4B7gBOAX6uq+8ZV2DHkDuB1NH+s/AJ7Pzr5EW8AbjnawwHcxTTbbgdemeSPk/wssBz4VlX9QzXnE39iaPymqvrhEa/y2HQccAZwRVWdDvwA+B3g3cBvjbGuOSHJu4E9wNVt05nA/6PZyl0O/EaSZ4ypvGPJW4GLkmwFnsKjW7kAJPlp4I+BXx1DbYfMgJhFVfVNmq2C24H30fwlcaALTX5wJOqaI6aAqaq6qV2+liYwlgNfS/Jtml17NydZNJ4Sj01Jfhl4LfBL9eiFUb9Ic7znoaq6F7gBOGbvKXSkVNU3qurnqur5wF8A//hIX5IlNMclVlfVP+7vM44mBsQsSvJ04MGq+gTwAeCFwPIkz2yHnHeA6Q/Q/MWhDlU1DexMcmrb9Arg5qp6alUtq6plNCFyRjtWI0hyNvAfgNdV1YMDXd8BXp7GicBZwDfGUeOxJMlT259PAN4DrG+XFwB/A7yzqm4YW4GHyICYXc8GvprkVppdH+8B1gB/k+TvOPCtyL8IrExya5I39V7psekS4Ookt9Gc9fWH4y3n2JLkL4AbgVOTTCX5FeA/0fxh8vn2v7317fDLgSfT7FPfAny0qm4bR91Hq/2sz/OSfJMmTO8GPtoOvxj458B72/V86yNhcjTzVhtHUJKXAZdW1WvHXIokHZRbEJKkTm5BSJI6uQUhSepkQEiSOhkQkqROBoQkqZMBIc2SJD+W5H8d7rUsSV6fZGUftUmHw5v1SbPndOD4qnreYc5/PfAZ4OujTkhyXFXtOczvkw7ILQjNeUmWtQ/FuTLJHUmuTvLKJDck+YckZ7avv09yS/vz1HburyfZ2L5/djv/hI7veCrNzRif125BPDPJ85N8qX1AzHVJntaO/XdJtiT5WpJPJjkhyQtp7t31/oH51yeZaOec3N5viiTnJ/nLJH8NfC7Jie3Da7a09a9qx/10kq+2n3dbkhX9r23NKVXly9ecftE8c2MPza1QnkBzq/CNQGhuaf0/gJOA49rxrwQ+2b5/As39/X8emARedIDveRnwmfb98cDfAwvb5TcBG9v3Pzkw5w+AS9r3HwPeONB3Pc0t4AFOBr7dvj+f5r5TP9Eu/yHw5vb9ApoH/5wI/BnNDfgA5gNPGvf/Fr6OrZe7mPR48a2quh0gyTbgb6uqktxOEyA/Dny8/Su7aH7BU1UPt8/quA34LzX6jdZOBZ5Fc48jaB4gdU/b96wkf0Dzy/zJNA+VOVSfr0efz/BzwOuSXNouPxE4heY+Qe9u7yL6qar6h8P4Hj2OGRB6vBh8OMvDA8sP0/z/4PeBL1bVz7dPCbt+YPwK4P/QPBthVAG2VdULOvo+Bry+moccnU+z5dFlD4/uBn7iUN/greIDvKGq7hwasz3JTcBrgOuS/Nuq+sLo/wQ93nkMQmr8OLCrfX/+I43tUwE/RPO4059M8sZ9p3a6E1iY5AXt5xzfPiwGmrun3pPkeOCXBuYM3/L92zTPF4FHHwXa5TrgkrSbKklOb38+A7irqj4MbAKeM2LtEmBASI9YB7wvyQ00u4Me8SfAf67mYVC/AvzRKLdpruaZ2W8E/jjJ14BbaZ4PAvBe4CaaZxYPPmPhGuA32wPNz6R5psi/T/L3NMcg9uf3aXaJ3ZbkjnYZmuMed7S3nz8NuOpgdUuDvFmfJKmTWxCSpE4epJYOUZILgLcPNd9QVReNox6pL+5ikiR1cheTJKmTASFJ6mRASJI6GRCSpE7/HzcdX1utcmPCAAAAAElFTkSuQmCC", + "text/plain": [ + "
" + ] + }, + "metadata": { + "needs_background": "light" + }, + "output_type": "display_data" + } + ], + "source": [ + "sns.barplot(data=df_out, x='max_features', y='delta')" + ] + }, + { + "cell_type": "code", + "execution_count": null, + "metadata": {}, + "outputs": [], + "source": [] + } + ], + "metadata": { + "interpreter": { + "hash": "93e4dc7d4754bd0325258ba14c14aaf66418ce0b9905eb4643088c0b3d7c1548" + }, + "kernelspec": { + "display_name": "Python 3.8.13 ('of')", + "language": "python", + "name": "python3" + }, + "language_info": { + "codemirror_mode": { + "name": "ipython", + "version": 3 + }, + "file_extension": ".py", + "mimetype": "text/x-python", + "name": "python", + "nbconvert_exporter": "python", + "pygments_lexer": "ipython3", + "version": "3.8.13" + }, + "orig_nbformat": 4 + }, + "nbformat": 4, + "nbformat_minor": 2 +} From c5af203134b983352e9ea69117f356be70cc8d56 Mon Sep 17 00:00:00 2001 From: Jong Shin Date: Mon, 30 May 2022 03:16:12 -0400 Subject: [PATCH 06/36] fix delta calculation --- notebook/simulation_benchmark_OF_vs_RF.ipynb | 3244 +++++++++--------- 1 file changed, 1615 insertions(+), 1629 deletions(-) diff --git a/notebook/simulation_benchmark_OF_vs_RF.ipynb b/notebook/simulation_benchmark_OF_vs_RF.ipynb index dd72171edcba6..aa32d8557d8b3 100644 --- a/notebook/simulation_benchmark_OF_vs_RF.ipynb +++ b/notebook/simulation_benchmark_OF_vs_RF.ipynb @@ -92,7 +92,7 @@ { "data": { "text/plain": [ - "'2022-05-26'" + "'2022-05-29'" ] }, "execution_count": 3, @@ -233,7 +233,7 @@ "\n", " X, y = get_sample(*arg[1:])\n", " \n", - " for max_feature in [1, 'sqrt', X.shape[1]*2, X.shape[1]*3]: #max_features\n", + " for max_feature in ['sqrt', X.shape[1], X.shape[1]*2, X.shape[1]*3]: #max_features\n", " for max_depth in max_depths:\n", " clf_kwarg['max_features'] = max_feature\n", " clf_kwarg['max_depth'] = max_depth\n", @@ -259,7 +259,7 @@ "name": "stderr", "output_type": "stream", "text": [ - "100%|██████████| 3/3 [2:33:06<00:00, 3062.13s/it]\n" + "100%|██████████| 3/3 [3:06:56<00:00, 3738.92s/it]\n" ] } ], @@ -310,60 +310,60 @@ " sparse_parity\n", " 100\n", " 10\n", - " 1\n", + " sqrt\n", " 1.0\n", " 123456\n", - " [0.7, 0.5, 0.55, 0.55, 0.65, 0.75, 0.55, 0.4, ...\n", - " [0.4, 0.5, 0.5, 0.35, 0.45, 0.5, 0.45, 0.4, 0....\n", - " [-0.29999999999999993, 0.0, -0.050000000000000...\n", + " [0.4, 0.35, 0.45, 0.6, 0.5, 0.6, 0.6, 0.5, 0.3...\n", + " [0.55, 0.4, 0.45, 0.3, 0.4, 0.65, 0.55, 0.4, 0...\n", + " [0.15000000000000002, 0.050000000000000044, 0....\n", " \n", " \n", " 1\n", " sparse_parity\n", " 100\n", " 10\n", - " 1\n", + " sqrt\n", " 2.0\n", " 123456\n", - " [0.55, 0.4, 0.55, 0.55, 0.6, 0.65, 0.6, 0.35, ...\n", - " [0.35, 0.55, 0.5, 0.35, 0.4, 0.5, 0.45, 0.5, 0...\n", - " [-0.20000000000000007, 0.15000000000000002, -0...\n", + " [0.4, 0.4, 0.5, 0.55, 0.4, 0.5, 0.6, 0.45, 0.3...\n", + " [0.4, 0.4, 0.4, 0.5, 0.35, 0.4, 0.5, 0.5, 0.35...\n", + " [0.0, 0.0, -0.09999999999999998, -0.0500000000...\n", " \n", " \n", " 2\n", " sparse_parity\n", " 100\n", " 10\n", - " 1\n", + " sqrt\n", " 5.0\n", " 123456\n", - " [0.5, 0.5, 0.55, 0.35, 0.5, 0.55, 0.5, 0.4, 0....\n", - " [0.3, 0.55, 0.4, 0.35, 0.35, 0.5, 0.4, 0.4, 0....\n", - " [-0.2, 0.050000000000000044, -0.15000000000000...\n", + " [0.35, 0.55, 0.5, 0.6, 0.5, 0.55, 0.5, 0.5, 0....\n", + " [0.55, 0.4, 0.5, 0.5, 0.5, 0.55, 0.4, 0.6, 0.4...\n", + " [0.20000000000000007, -0.15000000000000002, 0....\n", " \n", " \n", " 3\n", " sparse_parity\n", " 100\n", " 10\n", - " 1\n", + " sqrt\n", " 10.0\n", " 123456\n", - " [0.7, 0.45, 0.55, 0.45, 0.55, 0.55, 0.5, 0.4, ...\n", - " [0.3, 0.55, 0.5, 0.45, 0.4, 0.5, 0.45, 0.4, 0....\n", - " [-0.39999999999999997, 0.10000000000000003, -0...\n", + " [0.5, 0.5, 0.4, 0.6, 0.5, 0.5, 0.55, 0.5, 0.55...\n", + " [0.4, 0.45, 0.4, 0.55, 0.35, 0.6, 0.55, 0.5, 0...\n", + " [-0.09999999999999998, -0.04999999999999999, 0...\n", " \n", " \n", " 4\n", " sparse_parity\n", " 100\n", " 10\n", - " 1\n", + " sqrt\n", " NaN\n", " 123456\n", - " [0.7, 0.45, 0.55, 0.45, 0.55, 0.5, 0.45, 0.45,...\n", - " [0.3, 0.6, 0.5, 0.45, 0.35, 0.5, 0.45, 0.3, 0....\n", - " [-0.39999999999999997, 0.14999999999999997, -0...\n", + " [0.5, 0.5, 0.4, 0.6, 0.5, 0.5, 0.55, 0.5, 0.55...\n", + " [0.45, 0.45, 0.45, 0.55, 0.35, 0.6, 0.55, 0.5,...\n", + " [-0.04999999999999999, -0.04999999999999999, 0...\n", " \n", " \n", " ...\n", @@ -444,11 +444,11 @@ ], "text/plain": [ " dataset n_sample n_repeat max_feature max_depth \\\n", - "0 sparse_parity 100 10 1 1.0 \n", - "1 sparse_parity 100 10 1 2.0 \n", - "2 sparse_parity 100 10 1 5.0 \n", - "3 sparse_parity 100 10 1 10.0 \n", - "4 sparse_parity 100 10 1 NaN \n", + "0 sparse_parity 100 10 sqrt 1.0 \n", + "1 sparse_parity 100 10 sqrt 2.0 \n", + "2 sparse_parity 100 10 sqrt 5.0 \n", + "3 sparse_parity 100 10 sqrt 10.0 \n", + "4 sparse_parity 100 10 sqrt NaN \n", ".. ... ... ... ... ... \n", "355 make_hastie_10_2 5000 10 30 1.0 \n", "356 make_hastie_10_2 5000 10 30 2.0 \n", @@ -457,11 +457,11 @@ "359 make_hastie_10_2 5000 10 30 NaN \n", "\n", " random_state RF \\\n", - "0 123456 [0.7, 0.5, 0.55, 0.55, 0.65, 0.75, 0.55, 0.4, ... \n", - "1 123456 [0.55, 0.4, 0.55, 0.55, 0.6, 0.65, 0.6, 0.35, ... \n", - "2 123456 [0.5, 0.5, 0.55, 0.35, 0.5, 0.55, 0.5, 0.4, 0.... \n", - "3 123456 [0.7, 0.45, 0.55, 0.45, 0.55, 0.55, 0.5, 0.4, ... \n", - "4 123456 [0.7, 0.45, 0.55, 0.45, 0.55, 0.5, 0.45, 0.45,... \n", + "0 123456 [0.4, 0.35, 0.45, 0.6, 0.5, 0.6, 0.6, 0.5, 0.3... \n", + "1 123456 [0.4, 0.4, 0.5, 0.55, 0.4, 0.5, 0.6, 0.45, 0.3... \n", + "2 123456 [0.35, 0.55, 0.5, 0.6, 0.5, 0.55, 0.5, 0.5, 0.... \n", + "3 123456 [0.5, 0.5, 0.4, 0.6, 0.5, 0.5, 0.55, 0.5, 0.55... \n", + "4 123456 [0.5, 0.5, 0.4, 0.6, 0.5, 0.5, 0.55, 0.5, 0.55... \n", ".. ... ... \n", "355 123456 [0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, ... \n", "356 123456 [0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, ... \n", @@ -470,11 +470,11 @@ "359 123456 [0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, ... \n", "\n", " OF \\\n", - "0 [0.4, 0.5, 0.5, 0.35, 0.45, 0.5, 0.45, 0.4, 0.... \n", - "1 [0.35, 0.55, 0.5, 0.35, 0.4, 0.5, 0.45, 0.5, 0... \n", - "2 [0.3, 0.55, 0.4, 0.35, 0.35, 0.5, 0.4, 0.4, 0.... \n", - "3 [0.3, 0.55, 0.5, 0.45, 0.4, 0.5, 0.45, 0.4, 0.... \n", - "4 [0.3, 0.6, 0.5, 0.45, 0.35, 0.5, 0.45, 0.3, 0.... \n", + "0 [0.55, 0.4, 0.45, 0.3, 0.4, 0.65, 0.55, 0.4, 0... \n", + "1 [0.4, 0.4, 0.4, 0.5, 0.35, 0.4, 0.5, 0.5, 0.35... \n", + "2 [0.55, 0.4, 0.5, 0.5, 0.5, 0.55, 0.4, 0.6, 0.4... \n", + "3 [0.4, 0.45, 0.4, 0.55, 0.35, 0.6, 0.55, 0.5, 0... \n", + "4 [0.45, 0.45, 0.45, 0.55, 0.35, 0.6, 0.55, 0.5,... \n", ".. ... \n", "355 [0.712, 0.729, 0.744, 0.73, 0.668, 0.75, 0.727... \n", "356 [0.756, 0.759, 0.791, 0.778, 0.697, 0.776, 0.7... \n", @@ -483,11 +483,11 @@ "359 [0.895, 0.893, 0.916, 0.908, 0.915, 0.907, 0.9... \n", "\n", " delta \n", - "0 [-0.29999999999999993, 0.0, -0.050000000000000... \n", - "1 [-0.20000000000000007, 0.15000000000000002, -0... \n", - "2 [-0.2, 0.050000000000000044, -0.15000000000000... \n", - "3 [-0.39999999999999997, 0.10000000000000003, -0... \n", - "4 [-0.39999999999999997, 0.14999999999999997, -0... \n", + "0 [0.15000000000000002, 0.050000000000000044, 0.... \n", + "1 [0.0, 0.0, -0.09999999999999998, -0.0500000000... \n", + "2 [0.20000000000000007, -0.15000000000000002, 0.... \n", + "3 [-0.09999999999999998, -0.04999999999999999, 0... \n", + "4 [-0.04999999999999999, -0.04999999999999999, 0... \n", ".. ... \n", "355 [0.712, 0.729, 0.744, 0.73, 0.668, 0.75, 0.727... \n", "356 [0.756, 0.759, 0.791, 0.778, 0.697, 0.776, 0.7... \n", @@ -519,7 +519,7 @@ }, { "cell_type": "code", - "execution_count": 12, + "execution_count": 10, "metadata": {}, "outputs": [ { @@ -560,60 +560,60 @@ " sparse_parity\n", " 100\n", " 10\n", - " 1\n", + " sqrt\n", " 1.0\n", " 123456\n", - " [0.7, 0.5, 0.55, 0.55, 0.65, 0.75, 0.55, 0.4, ...\n", - " [0.4, 0.5, 0.5, 0.35, 0.45, 0.5, 0.45, 0.4, 0....\n", - " [-0.29999999999999993, 0.0, -0.050000000000000...\n", + " [0.4, 0.35, 0.45, 0.6, 0.5, 0.6, 0.6, 0.5, 0.3...\n", + " [0.55, 0.4, 0.45, 0.3, 0.4, 0.65, 0.55, 0.4, 0...\n", + " [0.15000000000000002, 0.050000000000000044, 0....\n", " \n", " \n", " 1\n", " sparse_parity\n", " 100\n", " 10\n", - " 1\n", + " sqrt\n", " 2.0\n", " 123456\n", - " [0.55, 0.4, 0.55, 0.55, 0.6, 0.65, 0.6, 0.35, ...\n", - " [0.35, 0.55, 0.5, 0.35, 0.4, 0.5, 0.45, 0.5, 0...\n", - " [-0.20000000000000007, 0.15000000000000002, -0...\n", + " [0.4, 0.4, 0.5, 0.55, 0.4, 0.5, 0.6, 0.45, 0.3...\n", + " [0.4, 0.4, 0.4, 0.5, 0.35, 0.4, 0.5, 0.5, 0.35...\n", + " [0.0, 0.0, -0.09999999999999998, -0.0500000000...\n", " \n", " \n", " 2\n", " sparse_parity\n", " 100\n", " 10\n", - " 1\n", + " sqrt\n", " 5.0\n", " 123456\n", - " [0.5, 0.5, 0.55, 0.35, 0.5, 0.55, 0.5, 0.4, 0....\n", - " [0.3, 0.55, 0.4, 0.35, 0.35, 0.5, 0.4, 0.4, 0....\n", - " [-0.2, 0.050000000000000044, -0.15000000000000...\n", + " [0.35, 0.55, 0.5, 0.6, 0.5, 0.55, 0.5, 0.5, 0....\n", + " [0.55, 0.4, 0.5, 0.5, 0.5, 0.55, 0.4, 0.6, 0.4...\n", + " [0.20000000000000007, -0.15000000000000002, 0....\n", " \n", " \n", " 3\n", " sparse_parity\n", " 100\n", " 10\n", - " 1\n", + " sqrt\n", " 10.0\n", " 123456\n", - " [0.7, 0.45, 0.55, 0.45, 0.55, 0.55, 0.5, 0.4, ...\n", - " [0.3, 0.55, 0.5, 0.45, 0.4, 0.5, 0.45, 0.4, 0....\n", - " [-0.39999999999999997, 0.10000000000000003, -0...\n", + " [0.5, 0.5, 0.4, 0.6, 0.5, 0.5, 0.55, 0.5, 0.55...\n", + " [0.4, 0.45, 0.4, 0.55, 0.35, 0.6, 0.55, 0.5, 0...\n", + " [-0.09999999999999998, -0.04999999999999999, 0...\n", " \n", " \n", " 4\n", " sparse_parity\n", " 100\n", " 10\n", - " 1\n", + " sqrt\n", " inf\n", " 123456\n", - " [0.7, 0.45, 0.55, 0.45, 0.55, 0.5, 0.45, 0.45,...\n", - " [0.3, 0.6, 0.5, 0.45, 0.35, 0.5, 0.45, 0.3, 0....\n", - " [-0.39999999999999997, 0.14999999999999997, -0...\n", + " [0.5, 0.5, 0.4, 0.6, 0.5, 0.5, 0.55, 0.5, 0.55...\n", + " [0.45, 0.45, 0.45, 0.55, 0.35, 0.6, 0.55, 0.5,...\n", + " [-0.04999999999999999, -0.04999999999999999, 0...\n", " \n", " \n", " ...\n", @@ -694,11 +694,11 @@ ], "text/plain": [ " dataset n_sample n_repeat max_feature max_depth random_state \\\n", - "0 sparse_parity 100 10 1 1.0 123456 \n", - "1 sparse_parity 100 10 1 2.0 123456 \n", - "2 sparse_parity 100 10 1 5.0 123456 \n", - "3 sparse_parity 100 10 1 10.0 123456 \n", - "4 sparse_parity 100 10 1 inf 123456 \n", + "0 sparse_parity 100 10 sqrt 1.0 123456 \n", + "1 sparse_parity 100 10 sqrt 2.0 123456 \n", + "2 sparse_parity 100 10 sqrt 5.0 123456 \n", + "3 sparse_parity 100 10 sqrt 10.0 123456 \n", + "4 sparse_parity 100 10 sqrt inf 123456 \n", ".. ... ... ... ... ... ... \n", "355 make_hastie_10_2 5000 10 30 1.0 123456 \n", "356 make_hastie_10_2 5000 10 30 2.0 123456 \n", @@ -707,11 +707,11 @@ "359 make_hastie_10_2 5000 10 30 inf 123456 \n", "\n", " RF \\\n", - "0 [0.7, 0.5, 0.55, 0.55, 0.65, 0.75, 0.55, 0.4, ... \n", - "1 [0.55, 0.4, 0.55, 0.55, 0.6, 0.65, 0.6, 0.35, ... \n", - "2 [0.5, 0.5, 0.55, 0.35, 0.5, 0.55, 0.5, 0.4, 0.... \n", - "3 [0.7, 0.45, 0.55, 0.45, 0.55, 0.55, 0.5, 0.4, ... \n", - "4 [0.7, 0.45, 0.55, 0.45, 0.55, 0.5, 0.45, 0.45,... \n", + "0 [0.4, 0.35, 0.45, 0.6, 0.5, 0.6, 0.6, 0.5, 0.3... \n", + "1 [0.4, 0.4, 0.5, 0.55, 0.4, 0.5, 0.6, 0.45, 0.3... \n", + "2 [0.35, 0.55, 0.5, 0.6, 0.5, 0.55, 0.5, 0.5, 0.... \n", + "3 [0.5, 0.5, 0.4, 0.6, 0.5, 0.5, 0.55, 0.5, 0.55... \n", + "4 [0.5, 0.5, 0.4, 0.6, 0.5, 0.5, 0.55, 0.5, 0.55... \n", ".. ... \n", "355 [0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, ... \n", "356 [0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, ... \n", @@ -720,11 +720,11 @@ "359 [0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, ... \n", "\n", " OF \\\n", - "0 [0.4, 0.5, 0.5, 0.35, 0.45, 0.5, 0.45, 0.4, 0.... \n", - "1 [0.35, 0.55, 0.5, 0.35, 0.4, 0.5, 0.45, 0.5, 0... \n", - "2 [0.3, 0.55, 0.4, 0.35, 0.35, 0.5, 0.4, 0.4, 0.... \n", - "3 [0.3, 0.55, 0.5, 0.45, 0.4, 0.5, 0.45, 0.4, 0.... \n", - "4 [0.3, 0.6, 0.5, 0.45, 0.35, 0.5, 0.45, 0.3, 0.... \n", + "0 [0.55, 0.4, 0.45, 0.3, 0.4, 0.65, 0.55, 0.4, 0... \n", + "1 [0.4, 0.4, 0.4, 0.5, 0.35, 0.4, 0.5, 0.5, 0.35... \n", + "2 [0.55, 0.4, 0.5, 0.5, 0.5, 0.55, 0.4, 0.6, 0.4... \n", + "3 [0.4, 0.45, 0.4, 0.55, 0.35, 0.6, 0.55, 0.5, 0... \n", + "4 [0.45, 0.45, 0.45, 0.55, 0.35, 0.6, 0.55, 0.5,... \n", ".. ... \n", "355 [0.712, 0.729, 0.744, 0.73, 0.668, 0.75, 0.727... \n", "356 [0.756, 0.759, 0.791, 0.778, 0.697, 0.776, 0.7... \n", @@ -733,11 +733,11 @@ "359 [0.895, 0.893, 0.916, 0.908, 0.915, 0.907, 0.9... \n", "\n", " delta \n", - "0 [-0.29999999999999993, 0.0, -0.050000000000000... \n", - "1 [-0.20000000000000007, 0.15000000000000002, -0... \n", - "2 [-0.2, 0.050000000000000044, -0.15000000000000... \n", - "3 [-0.39999999999999997, 0.10000000000000003, -0... \n", - "4 [-0.39999999999999997, 0.14999999999999997, -0... \n", + "0 [0.15000000000000002, 0.050000000000000044, 0.... \n", + "1 [0.0, 0.0, -0.09999999999999998, -0.0500000000... \n", + "2 [0.20000000000000007, -0.15000000000000002, 0.... \n", + "3 [-0.09999999999999998, -0.04999999999999999, 0... \n", + "4 [-0.04999999999999999, -0.04999999999999999, 0... \n", ".. ... \n", "355 [0.712, 0.729, 0.744, 0.73, 0.668, 0.75, 0.727... \n", "356 [0.756, 0.759, 0.791, 0.778, 0.697, 0.776, 0.7... \n", @@ -748,7 +748,7 @@ "[360 rows x 9 columns]" ] }, - "execution_count": 12, + "execution_count": 10, "metadata": {}, "output_type": "execute_result" } @@ -759,7 +759,7 @@ }, { "cell_type": "code", - "execution_count": 23, + "execution_count": 11, "metadata": {}, "outputs": [ { @@ -802,30 +802,30 @@ " \n", " make_circles\n", " 100\n", - " 1\n", + " 2\n", " 1.0\n", - " 0.57000\n", - " 0.55100\n", + " 0.53200\n", + " 0.53100\n", " \n", " \n", " 2.0\n", - " 0.57200\n", - " 0.57400\n", + " 0.56200\n", + " 0.55900\n", " \n", " \n", " 5.0\n", " 0.58300\n", - " 0.59400\n", + " 0.59100\n", " \n", " \n", " 10.0\n", - " 0.58800\n", - " 0.58400\n", + " 0.57200\n", + " 0.55400\n", " \n", " \n", " inf\n", - " 0.58300\n", - " 0.58200\n", + " 0.57100\n", + " 0.55400\n", " \n", " \n", " ...\n", @@ -840,28 +840,28 @@ " 5000\n", " sqrt\n", " 1.0\n", - " 0.85562\n", - " 0.86734\n", + " 0.86152\n", + " 0.86972\n", " \n", " \n", " 2.0\n", - " 0.86910\n", - " 0.87408\n", + " 0.87084\n", + " 0.88086\n", " \n", " \n", " 5.0\n", - " 0.87814\n", - " 0.88246\n", + " 0.88590\n", + " 0.89040\n", " \n", " \n", " 10.0\n", - " 0.88312\n", - " 0.88602\n", + " 0.89072\n", + " 0.89312\n", " \n", " \n", " inf\n", - " 0.88324\n", - " 0.88660\n", + " 0.89076\n", + " 0.89346\n", " \n", " \n", "\n", @@ -871,22 +871,22 @@ "text/plain": [ " RF OF\n", "dataset n_sample max_feature max_depth \n", - "make_circles 100 1 1.0 0.57000 0.55100\n", - " 2.0 0.57200 0.57400\n", - " 5.0 0.58300 0.59400\n", - " 10.0 0.58800 0.58400\n", - " inf 0.58300 0.58200\n", + "make_circles 100 2 1.0 0.53200 0.53100\n", + " 2.0 0.56200 0.55900\n", + " 5.0 0.58300 0.59100\n", + " 10.0 0.57200 0.55400\n", + " inf 0.57100 0.55400\n", "... ... ...\n", - "trunk 5000 sqrt 1.0 0.85562 0.86734\n", - " 2.0 0.86910 0.87408\n", - " 5.0 0.87814 0.88246\n", - " 10.0 0.88312 0.88602\n", - " inf 0.88324 0.88660\n", + "trunk 5000 sqrt 1.0 0.86152 0.86972\n", + " 2.0 0.87084 0.88086\n", + " 5.0 0.88590 0.89040\n", + " 10.0 0.89072 0.89312\n", + " inf 0.89076 0.89346\n", "\n", "[360 rows x 2 columns]" ] }, - "execution_count": 23, + "execution_count": 11, "metadata": {}, "output_type": "execute_result" } @@ -897,7 +897,7 @@ }, { "cell_type": "code", - "execution_count": 26, + "execution_count": 12, "metadata": {}, "outputs": [ { @@ -934,46 +934,46 @@ " 0\n", " sparse_parity\n", " 100\n", - " 1\n", + " sqrt\n", " 1.0\n", - " 0.7\n", " 0.4\n", + " 0.55\n", " \n", " \n", " 0\n", " sparse_parity\n", " 100\n", - " 1\n", + " sqrt\n", " 1.0\n", - " 0.5\n", - " 0.5\n", + " 0.35\n", + " 0.4\n", " \n", " \n", " 0\n", " sparse_parity\n", " 100\n", - " 1\n", + " sqrt\n", " 1.0\n", - " 0.55\n", - " 0.5\n", + " 0.45\n", + " 0.45\n", " \n", " \n", " 0\n", " sparse_parity\n", " 100\n", - " 1\n", + " sqrt\n", " 1.0\n", - " 0.55\n", - " 0.35\n", + " 0.6\n", + " 0.3\n", " \n", " \n", " 0\n", " sparse_parity\n", " 100\n", - " 1\n", + " sqrt\n", " 1.0\n", - " 0.65\n", - " 0.45\n", + " 0.5\n", + " 0.4\n", " \n", " \n", " ...\n", @@ -1036,11 +1036,11 @@ ], "text/plain": [ " dataset n_sample max_feature max_depth RF OF\n", - "0 sparse_parity 100 1 1.0 0.7 0.4\n", - "0 sparse_parity 100 1 1.0 0.5 0.5\n", - "0 sparse_parity 100 1 1.0 0.55 0.5\n", - "0 sparse_parity 100 1 1.0 0.55 0.35\n", - "0 sparse_parity 100 1 1.0 0.65 0.45\n", + "0 sparse_parity 100 sqrt 1.0 0.4 0.55\n", + "0 sparse_parity 100 sqrt 1.0 0.35 0.4\n", + "0 sparse_parity 100 sqrt 1.0 0.45 0.45\n", + "0 sparse_parity 100 sqrt 1.0 0.6 0.3\n", + "0 sparse_parity 100 sqrt 1.0 0.5 0.4\n", ".. ... ... ... ... ... ...\n", "359 make_hastie_10_2 5000 30 inf 0.0 0.912\n", "359 make_hastie_10_2 5000 30 inf 0.0 0.908\n", @@ -1051,7 +1051,7 @@ "[18000 rows x 6 columns]" ] }, - "execution_count": 26, + "execution_count": 12, "metadata": {}, "output_type": "execute_result" } @@ -1063,7 +1063,7 @@ }, { "cell_type": "code", - "execution_count": 83, + "execution_count": 13, "metadata": {}, "outputs": [ { @@ -1073,7 +1073,7 @@ " 'make_circles', 'make_moons', 'make_hastie_10_2'], dtype=object)" ] }, - "execution_count": 83, + "execution_count": 13, "metadata": {}, "output_type": "execute_result" } @@ -1084,12 +1084,12 @@ }, { "cell_type": "code", - "execution_count": 104, + "execution_count": 20, "metadata": {}, "outputs": [ { "data": { - "image/png": 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", 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", "text/plain": [ "
" ] @@ -1112,7 +1112,7 @@ " sns.barplot(data=df_new, x='n_sample', y='RF', hue='max_feature', ax=ax[i,0])\n", " sns.barplot(data=df_new, x='n_sample', y='OF', hue='max_feature', ax=ax[i,1])\n", "\n", - " m = round(max(df_new.RF.max(), df_new.OF.max()),1)\n", + " m = 1.0#round(max(df_new.RF.max(), df_new.OF.max()))\n", "\n", " ax[i,0].set_ylim(0, m)\n", " ax[i,1].set_ylim(0, m)\n", @@ -1124,37 +1124,61 @@ }, { "cell_type": "code", - "execution_count": null, + "execution_count": 21, + "metadata": {}, + "outputs": [], + "source": [ + "q1 = f'dataset == \"{d}\" and max_depth == \"inf\"'\n", + "q2 = f'max_feature == 1'\n", + "# q4 = f'max_feature != 1'\n", + "\n", + "df_new = df3.query(q1)" + ] + }, + { + "cell_type": "code", + "execution_count": 36, + "metadata": {}, + "outputs": [ + { + "data": { + "text/plain": [ + "10" + ] + }, + "execution_count": 36, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "df_new[~(df_new.max_feature == 'sqrt')].max_feature.min()" + ] + }, + { + "cell_type": "code", + "execution_count": 37, "metadata": {}, "outputs": [], "source": [ "dset = df3.dataset.unique()\n", "df33 = df3.copy()\n", "\n", - "# fig, ax = plt.subplots(dset.shape[0], 2, figsize=(12,6*dset.shape[0]))\n", - "\n", "for i, d in enumerate(dset):\n", "\n", " q1 = f'dataset == \"{d}\" and max_depth == \"inf\"'\n", - " q2 = f'max_feature == 1'\n", - " # q4 = f'max_feature != 1'\n", "\n", " df_new = df3.query(q1)\n", - " \n", - " df_mf1 = df_new.query(q2)\n", - " # mdepth = df_mf1.max_depth.unique()\n", - " # nsample = df_mf1.max_depth.unique()\n", + " n_feature = df_new[~(df_new.max_feature == 'sqrt')].max_feature.min() #minimum numeric max_feature\n", "\n", - " for ns in df_mf1.n_sample.unique(): #n_sample\n", - " # df_new.query(f'max_depth == {md}')\n", + " df_mf1 = df_new.query(f'max_feature == {n_feature}') #RF max_feature to be compared with OF 2x, 3x max_feature\n", "\n", + " for ns in df_mf1.n_sample.unique(): #n_sample\n", " for mf_not_1 in df_new.max_feature.unique():\n", " q3 = f'n_sample == {ns}'\n", " \n", - " if mf_not_1 == 1 or mf_not_1 == 'sqrt':\n", + " if mf_not_1 in [n_feature, 'sqrt']:\n", " continue\n", - " \n", - " q4 = f'max_feature == {mf_not_1}'\n", "\n", " indexing = (df33.dataset==d) & (df33.max_depth=='inf') & (df33.n_sample==ns) & (df33.max_feature==mf_not_1)\n", " df33.loc[indexing, ['RF']] = df_mf1.query(q3).RF.tolist()\n", @@ -1164,7 +1188,7 @@ }, { "cell_type": "code", - "execution_count": null, + "execution_count": 38, "metadata": {}, "outputs": [ { @@ -1202,51 +1226,51 @@ " 0\n", " sparse_parity\n", " 100\n", - " 1\n", + " sqrt\n", " 1.0\n", - " 0.7\n", " 0.4\n", - " -0.300\n", + " 0.55\n", + " 0.150\n", " \n", " \n", " 0\n", " sparse_parity\n", " 100\n", - " 1\n", + " sqrt\n", " 1.0\n", - " 0.5\n", - " 0.5\n", - " 0.000\n", + " 0.35\n", + " 0.4\n", + " 0.050\n", " \n", " \n", " 0\n", " sparse_parity\n", " 100\n", - " 1\n", + " sqrt\n", " 1.0\n", - " 0.55\n", - " 0.5\n", - " -0.050\n", + " 0.45\n", + " 0.45\n", + " 0.000\n", " \n", " \n", " 0\n", " sparse_parity\n", " 100\n", - " 1\n", + " sqrt\n", " 1.0\n", - " 0.55\n", - " 0.35\n", - " -0.200\n", + " 0.6\n", + " 0.3\n", + " -0.300\n", " \n", " \n", " 0\n", " sparse_parity\n", " 100\n", - " 1\n", + " sqrt\n", " 1.0\n", - " 0.65\n", - " 0.45\n", - " -0.200\n", + " 0.5\n", + " 0.4\n", + " -0.100\n", " \n", " \n", " ...\n", @@ -1264,9 +1288,9 @@ " 5000\n", " 30\n", " inf\n", - " 0.898\n", + " 0.876\n", " 0.912\n", - " 0.014\n", + " 0.036\n", " \n", " \n", " 359\n", @@ -1274,9 +1298,9 @@ " 5000\n", " 30\n", " inf\n", - " 0.897\n", + " 0.873\n", " 0.908\n", - " 0.011\n", + " 0.035\n", " \n", " \n", " 359\n", @@ -1284,9 +1308,9 @@ " 5000\n", " 30\n", " inf\n", - " 0.877\n", + " 0.861\n", " 0.896\n", - " 0.019\n", + " 0.035\n", " \n", " \n", " 359\n", @@ -1294,9 +1318,9 @@ " 5000\n", " 30\n", " inf\n", - " 0.88\n", + " 0.854\n", " 0.899\n", - " 0.019\n", + " 0.045\n", " \n", " \n", " 359\n", @@ -1304,9 +1328,9 @@ " 5000\n", " 30\n", " inf\n", - " 0.895\n", + " 0.884\n", " 0.915\n", - " 0.020\n", + " 0.031\n", " \n", " \n", "\n", @@ -1315,23 +1339,24 @@ ], "text/plain": [ " dataset n_sample max_feature max_depth RF OF delta\n", - "0 sparse_parity 100 1 1.0 0.7 0.4 -0.300\n", - "0 sparse_parity 100 1 1.0 0.5 0.5 0.000\n", - "0 sparse_parity 100 1 1.0 0.55 0.5 -0.050\n", - "0 sparse_parity 100 1 1.0 0.55 0.35 -0.200\n", - "0 sparse_parity 100 1 1.0 0.65 0.45 -0.200\n", + "0 sparse_parity 100 sqrt 1.0 0.4 0.55 0.150\n", + "0 sparse_parity 100 sqrt 1.0 0.35 0.4 0.050\n", + "0 sparse_parity 100 sqrt 1.0 0.45 0.45 0.000\n", + "0 sparse_parity 100 sqrt 1.0 0.6 0.3 -0.300\n", + "0 sparse_parity 100 sqrt 1.0 0.5 0.4 -0.100\n", ".. ... ... ... ... ... ... ...\n", - "359 make_hastie_10_2 5000 30 inf 0.898 0.912 0.014\n", - "359 make_hastie_10_2 5000 30 inf 0.897 0.908 0.011\n", - "359 make_hastie_10_2 5000 30 inf 0.877 0.896 0.019\n", - "359 make_hastie_10_2 5000 30 inf 0.88 0.899 0.019\n", - "359 make_hastie_10_2 5000 30 inf 0.895 0.915 0.020\n", + "359 make_hastie_10_2 5000 30 inf 0.876 0.912 0.036\n", + "359 make_hastie_10_2 5000 30 inf 0.873 0.908 0.035\n", + "359 make_hastie_10_2 5000 30 inf 0.861 0.896 0.035\n", + "359 make_hastie_10_2 5000 30 inf 0.854 0.899 0.045\n", + "359 make_hastie_10_2 5000 30 inf 0.884 0.915 0.031\n", "\n", "[18000 rows x 7 columns]" ] }, + "execution_count": 38, "metadata": {}, - "output_type": "display_data" + "output_type": "execute_result" } ], "source": [ @@ -1340,12 +1365,12 @@ }, { "cell_type": "code", - "execution_count": 209, + "execution_count": 39, "metadata": {}, "outputs": [ { "data": { - "image/png": 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", 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xAIwfP55p06ZVqTpJkiS1lgG8Rpx99tlceOGFdOny9//JXnzxRerq6gCoq6tj8eLF1SpPkiRJrWQArwE33XQT/fr1Y7/99qt2KZIkSdpMrgGvAffccw/Tp09nxowZvPbaa/ztb3/jlFNOYaeddmLhwoXU1dWxcOFC+vXrV+1SJUnSFi63Tdayltw2q11Kp+Ud8BrwX//1X9TX1zNv3jyuueYaPvShD/GLX/yC4447jqlTpwIwdepUxo4dW+VKJUnSlq5hVANvjHmDhlEN1S6l0zKA17BJkyZx6623MmTIEG699VYmTZpU7ZIkSZK0ES5BaaO2bBvYHg499FAOPfRQAHbccUduv/32qtYjSZKktvEOuCRJklQiA7gkSZJUIgO4JEmSVCIDuCRJklQiA7gkSZJUIgO4JEmSVCIDeI1YsWIFH/3oR9ltt90YOnQo9913H8uXL2fMmDEMGTKEMWPG8Ne//rXaZUqSJGkj3Ae8je48+JBC5zvkrjtb1e+ss87iyCOP5Prrr+eNN97glVde4YILLmD06NFMmjSJyZMnM3nyZL797W8XWp8kSZKK5R3wGvC3v/2Nu+66i09/+tMAdO/enR122IEbb7yR8ePHAzB+/HimTZtWxSolSZLUGgbwGvDMM8/Qt29fJkyYwD777MNnPvMZXn75ZV588UXq6uoAqKurY/HixVWuVJIkSRtjAK8Bq1ev5s9//jP/8i//woMPPkjPnj2ZPHlytcuSJEnSJjCA14ABAwYwYMAARo4cCcBHP/pR/vznP7PTTjuxcOFCABYuXEi/fv2qWaYkSZJaoeoBPCKOjIgnI2JuRExq4fwnI+Khys+9EbF3a8d2FDvvvDO77LILTz75JAC33347u+++O8cddxxTp04FYOrUqYwdO7aaZUqSJKkVqroLSkR0BS4BxgD1wMyImJ6ZjzXp9ixwSGb+NSKOAi4HRrZybIdx8cUX88lPfpI33niD97znPVx55ZWsXbuWE088kSuuuIKBAwdy3XXXVbtMSZIkbUS1tyE8AJibmc8ARMQ1wFjgzRCdmfc26X8/MKC1Y9tDa7cNLNrw4cOZNWvW29pvv/32KlQjSZKkTVXtJSj9gReaHNdX2tbn08B/t3VsRJweEbMiYtaSJUs2o1xJkiRp81Q7gEcLbdlix4jDaAzgX23r2My8PDNHZOaIvn37blKhkiRJUhGqvQSlHtilyfEAYEHzThGxF/BT4KjMXNaWsZIkSdKWpNp3wGcCQyJicER0B04GpjftEBEDgd8Cn8rM/68tY9sis8Wb552avxNJkqTiVfUOeGaujogzgT8AXYGfZeajEXFG5fxlwNeAHYH/FxEAqyvLSVocuyl19OjRg2XLlrHjjjtSuUanl5ksW7aMHj16VLsUSZKkDqXaS1DIzBnAjGZtlzV5/hngM60duykGDBhAfX09fkDzrXr06MGAAQM23lGSJEmtVvUAviXYaqutGDx4cLXLkCRJUidQ7TXgkiRJUqdiAJckSZJKZACXJEmSSmQAlyRJkkpkAJckSZJKZACXJEmSSmQAlyRJkkpkAJckSZJKZACXJEmSSmQAlyRJkkpkAJckSZJKZACXJEmSSmQAlyRJkkpkAJckSZJKZACXJEmSSmQAlyRJkkpkAJckSZJKZACXJEmSSmQAlyRJkkpkAJckSZJKZACXJEmSSmQAlyRJkkpkAJckSZJKVFgAj4hZEfH5iHhnUXNKkiRJHU2Rd8BPBt4FzIyIayLiiIiIAueXJEmSal5hATwz52bmvwPvA34F/Ax4PiK+HhG9i7qOJEmSVMsKXQMeEXsB3wO+A/wG+CjwN+CPRV5HkiRJqlXdipooImYDK4ArgEmZ+Xrl1P9GxKiiriNJkiTVssICOPCxzHymaUNEDM7MZzPz+AKvI0mSJNWsIpegXN/KNkmSJKnT2uw74BGxG7AH8I6IaHqne3ugx+bOL0mSJHUkRSxB2RU4FtgB+EiT9lXAPxcwvyRJktRhbHYAz8wbgRsj4gOZeV9bx0fEkcBFQFfgp5k5udn53YArgX2Bf8/M7zY5N4/GoL8GWJ2ZIzb5hUiSJEklKGIJysTMvBD4RER8vPn5zPziBsZ2BS4BxgD1NH6Jz/TMfKxJt+XAF4F/XM80h2Xm0k2tX5IkSSpTEUtQHq88ztqEsQcAc9ftnhIR1wBjgTcDeGYuBhZHxDGbW6gkSZJUbUUsQfld5U72npl5ThuH9wdeaHJcD4xsy+WBWyIigR9n5uVtvL4kSZJUqkL2Ac/MNRGx3yYMjZama8P4UZm5ICL6AbdGxBOZedfbLhJxOnA6wMCBAzehTEmSJKkYRX4Rz4MRMR24Dnh5XWNm/nYDY+qBXZocDwAWtPaCmbmg8rg4Im6gcUnL2wJ45c745QAjRoxoS8CXJEmSClVkAO8NLAM+1KQtgQ0F8JnAkIgYDMwHTgY+0ZqLRURPoEtmrqo8Pxz4xqYULkmSJJWlsACemRM2YczqiDgT+AON2xD+LDMfjYgzKucvi4idafyA5/bA2og4G9gd6APcEBHQ+Dp+lZk3F/JiJEmSpHZSWACPiB7Ap2n8Vsw3vwEzM0/b0LjMnAHMaNZ2WZPni2hcmtLc34C9N6NkSZIkqXRdCpzr58DOwBHAnTSG5lUFzi9JkiTVvCID+D9k5nnAy5k5FTgGGFbg/JIkSVLNKzKAN1QeV0TEnsA7gEEFzi9JkiTVvCJ3Qbk8It4JnAdMB7arPJckSZJUUeQuKD+tPL0TeE9R80qSJEkdSWFLUCJix4i4OCL+HBGzI+IHEbFjUfNLkiRJHUGRa8CvARYDJwAfBZYCvy5wfkmSJKnmFfpNmJn5zSbH/xkR/1jg/JIkSVLNK/IO+J8i4uSI6FL5ORH4fYHzS5IkSTWvyAD+WeBXwOuVn2uAL0fEqoj4W4HXkSRJkmpWkbug9NrQ+YjYIzMfLep6kiRJUi0q8g74xvy8xGtJkiRJW6QyA3iUeC1JkiRpi1RmAM8SryVJkiRtkcoM4JIkSVKnV2YAf6PEa0mSJElbpCK/ij4i4pSI+FrleGBEHLDufGa+v6hrSZIkSbWqyG/C/H/AWuBDwDeAVcBvgP0LvIYkSdIWZeLEiSxatIidd96ZCy+8sNrlqAYUGcBHZua+EfEgQGb+NSK6Fzi/JEnSFmfRokXMnz+/2mWohhS5BrwhIrpS2e0kIvrSeEdckiRJUkWRAfyHwA1Av4j4FnA3cEGB80uSJEk1r8ivov9lRMwGRtP4pTv/mJmPFzW/JEmS1BEUuQvKe4FnM/MS4BFgTETsUNT8kiRJUkdQ5BKU3wBrIuIfgJ8Cg4FfFTi/JEmSVPOKDOBrM3M1cDxwUWZ+CagrcH5JkiSp5hW9C8rHgXHATZW2rQqcX5IkSap5Re4DPgE4A/hWZj4bEYOBXxQ4vyRJ0iZ7/hvD2mXe1ct7A91Yvfy54q/xzu2LnU9bhEICeGX/73/LzFPWtWXms8DkIuaXJEmSOopClqBk5hqgr998KUmSJG1YkUtQ5gH3RMR04OV1jZn5/QKvIUmSJNW0IgP4gspPF6BXgfNKkiRJHUaR34T59aLmkiRJkjqqwgJ4RPQFJgJ7AD3WtWfmh4q6hiRJklTritwH/JfAEzR+A+bXaVwTPnNjgyLiyIh4MiLmRsSkFs7vFhH3RcTrEfGVtoyVJEmStjRFBvAdM/MKoCEz78zM04D3b2hAZfvCS4CjgN2Bj0fE7s26LQe+CHx3E8ZKkiRJW5RCvwmz8rgwIo6JiH2AARsZcwAwNzOfycw3gGuAsU07ZObizJzZZP5Wj5UkSZK2NEXugvKfEfEO4F+Bi4HtgS9tZEx/4IUmx/XAyFZeb3PGSpIkFaJPj7XA6sqjtHFF7oJyU+XpSuCwVg6LlqYqemxEnA6cDjBw4MBWTi9JkrRxX9lrRbVLUI0pbAlKRLwnIn4XEUsjYnFE3BgR79nIsHpglybHA2jcS7w1Wj02My/PzBGZOaJv376tnF6SJEkqXpFrwH8FXAvsDLwLuA64eiNjZgJDImJw5WvsTwamt/J6mzNWkiRJqooi14BHZv68yfEvIuLMDQ3IzNWVPn8AugI/y8xHI+KMyvnLImJnYBaNa8rXRsTZwO6Z+beWxhb4eiRJkqTCFRnA/1TZi/saGtdinwT8PiJ6A2Tm8pYGZeYMYEaztsuaPF/EenZTaWmsJEmStCUrMoCfVHn8LH//MGQAp1WON7YeXJIkSerwilwD/lVg78wcDFwJ/AU4ITMHZ6bhW5IkSaLYAP4flXXZBwFjgCnApQXOL0mSJNW8IgP4msrjMcBlmXkj0L3A+SVJkqSaV2QAnx8RPwZOBGZExNYFzy9JkiTVvCID8ok0bgl4ZGauAHoD5xQ4vyRJklTzivwq+leA3zY5XggsLGp+SZIkqSNwiYgkSZJUIgO4JEmSVCIDuCRJklQiA7gkSZJUIgO4JEmSVCIDuCRJklQiA7gkSZJUIgO4JEmSVCIDuCRJklQiA7gkSZJUIgO4JEmSVCIDuCRJklQiA7gkSZJUIgO4JEmSVCIDuCRJklQiA7gkSZJUIgO4JEmSVCIDuCRJklQiA7gkSZJUIgO4JEmSVCIDuCRJklQiA7gkSZJUIgO4JEmSVCIDuCRJklQiA7gkSZJUIgO4JEmSVCIDuCRJklSiqgfwiDgyIp6MiLkRMamF8xERP6ycfygi9m1ybl5EPBwRcyJiVrmVS5IkSW3XrZoXj4iuwCXAGKAemBkR0zPzsSbdjgKGVH5GApdWHtc5LDOXllSyJEmStFmqfQf8AGBuZj6TmW8A1wBjm/UZC1yVje4HdoiIurILlSRJkopQ7QDeH3ihyXF9pa21fRK4JSJmR8Tp7ValJEmSVJCqLkEBooW2bEOfUZm5ICL6AbdGxBOZedfbLtIYzk8HGDhw4ObUK0mSJG2Wat8Brwd2aXI8AFjQ2j6Zue5xMXADjUta3iYzL8/MEZk5om/fvgWVLkmSJLVdtQP4TGBIRAyOiO7AycD0Zn2mA+Mqu6G8H1iZmQsjomdE9AKIiJ7A4cAjZRYvSZIktVVVl6Bk5uqIOBP4A9AV+FlmPhoRZ1TOXwbMAI4G5gKvABMqw3cCbogIaHwdv8rMm0t+CZIkSVKbVHsNOJk5g8aQ3bTtsibPE/h8C+OeAfZu9wIlSZKkAlV7CYokSZLUqVT9Driktpk4cSKLFi1i55135sILL6x2OZIkqY0M4FKNWbRoEfPnz692GZIkaRO5BEWSJEkqkXfA1em5pEOSJJXJAK5OzyUdkiSpTC5BkSRJkkrkHXBJklrJJWuSimAAlySplVyyJqkIBnAVyrtDkiRJG2YAV6G8OyRJkrRhfghTkiRJKpF3wCVJVeGSNUmdlQFcklQVLlmT1Fm5BEWSJEkqkXfAt2D+eVaSJKnjMYBvwfzzrCSps/HmkzoDA7gkSdpiePNJnYEBXJLU4dx58CHtMu+r3bpCBK/W1xd+jUPuurPQ+SRtufwQpiRJklQiA7gkSZJUIgO4JEmSVCLXgEuSNmrUxaMKn7P7iu50oQsvrHih8Pkv8D9vkrZg/j+U1I7a44Ng7fkhMPCDYJIktTcDuGpGe9yBA+/CSdKm2u+cqwqfs9fSVXQFnl+6qvD5b+hV6HTSJnMNuCRJklQiA7gkSZJUIgO4JEmSVCIXqHZiz39jWOFzrl7eG+jG6uXPFT//O7cvdj5JaqMdMt/yKEmbwgAuSVIrnbJmbbVLkNQBuARFkiRJKpF3wCWpBRMnTmTRokXsvPPOXHjhhdUup0PKbZO1rCW3dTmHpM7FAC5JLVi0aBHz58+vdhkdWsOohmqXoC3Q2u493/IodURVX4ISEUdGxJMRMTciJrVwPiLih5XzD0XEvq0dK0mSasvLQw5n1R7/xMtDDq92KVK7qeod8IjoClwCjAHqgZkRMT0zH2vS7ShgSOVnJHApMLKVY0tTa98GBn4jmCRJUjVUewnKAcDczHwGICKuAcYCTUP0WOCqzEzg/ojYISLqgEGtGCtJnYJr1iWpdlQ7gPcHXmhyXE/jXe6N9enfyrGS1Cm4Zl2Sake1A3i00Nb84/Dr69OasY0TRJwOnA4wcODAttTXarO/M67wOceNu4358//GwD69uKod5ofi5+w2bhzMn0+33u9m4NfuLHTuewqd7e/GzRzH/Jfns8sOu3DVFwpe6vOFYqcDuKLyO95mwAAOuar4pUm1pj2WZ0H7LgG7odd3Cp0P2vlLsIB7vvZw4XO2q3Z47+nt2uO/fe2r1uptv//2tRvfe61S7Q9h1gO7NDkeACxoZZ/WjAUgMy/PzBGZOaJv376bXbQkSZK0qaodwGcCQyJicER0B04GpjfrMx0YV9kN5f3Aysxc2MqxkiRJ0halqktQMnN1RJwJ/AHoCvwsMx+NiDMq5y8DZgBHA3OBV4AJGxpbhZchSZIktVq114CTmTNoDNlN2y5r8jyBz7d2rNTR7bzzzm957Ozaaw1qe34G4/lvFL8GXJJUO6oewCW1jVvMSZJU26q9BlySJEnqVLwDrk7PJR2SJKlMBnB1ei7pUNkGtsOe2u25B78kqVguQZEkSZJKZACXJEmSSuQSFBXK9dSSJEkbZgBXoVxPLUmStGEuQZEkSZJK5B1wSWqBy6kkSe3FAC5JLXA5lSSpvbgERZIkSSqRd8C3YP4JXJIkqeMxgG/B/BO4JElSx2MAl6QOwL+YSVLtMIBLUgfgX8wkqXb4IUxJkiSpRAZwSZIkqUQGcEmSJKlEBnBJkiSpRAZwSZIkqUQGcEmSJKlEBnBJkiSpRAZwSZIkqUQGcEmSJKlEkZnVrqFUEbEEeK7adWiT9AGWVrsIqZPy/SdVh++92vXuzOzb0olOF8BVuyJiVmaOqHYdUmfk+0+qDt97HZNLUCRJkqQSGcAlSZKkEhnAVUsur3YBUifm+0+qDt97HZBrwCVJkqQSeQdckiRJKpEBXJIkSSqRAVxbjIj4WUQsjohHmrT1johbI+KpyuM7m5w7NyLmRsSTEXFEdaqWalNR77eI2C8iHq6c+2FERNmvRao1ETGv8r6ZExGzKm2+/zoRA7i2JFOAI5u1TQJuz8whwO2VYyJid+BkYI/KmP8XEV3LK1WqeVMo5v12KXA6MKTy03xOSS07LDOHN9nj2/dfJ2IA1xYjM+8CljdrHgtMrTyfCvxjk/ZrMvP1zHwWmAscUEadUkdQxPstIuqA7TPzvmz8RP9VTcZIahvff52IAVxbup0ycyFA5bFfpb0/8EKTfvWVNkmbrq3vt/6V583bJW1YArdExOyIOL3S5vuvE+lW7QKkTdTSOjf31JTax/reb74PpU0zKjMXREQ/4NaIeGIDfX3/dUDeAdeW7sXKn9moPC6utNcDuzTpNwBYUHJtUkfT1vdbfeV583ZJG5CZCyqPi4EbaFxC6fuvEzGAa0s3HRhfeT4euLFJ+8kRsXVEDKbxwycPVKE+qSNp0/ut8mfyVRHx/sruC+OajJHUgojoGRG91j0HDgcewfdfp+ISFG0xIuJq4FCgT0TUA/8HmAxcGxGfBp4HPgaQmY9GxLXAY8Bq4POZuaYqhUs1qMD327/QuKPKNsB/V34krd9OwA2VHQO7Ab/KzJsjYia+/zoNv4pekiRJKpFLUCRJkqQSGcAlSZKkEhnAJUmSpBIZwCVJkqQSGcAlSZKkEhnAJUmSpBIZwCVJ7SoiTo2IH1W7DknaUhjAJUmSpBIZwCWpg4iIQRHxeET8JCIejYhbImKb9fT9YkQ8FhEPRcQ1lbYDIuLeiHiw8rhrpf3UiJgWEb+LiGcj4syI+HKl3/0R0bvS746I+EFl7CMRcUAL1+0bEb+JiJmVn1Ht+TuRpC2RAVySOpYhwCWZuQewAjhhPf0mAftk5l7AGZW2J4CDM3Mf4GvABU367wl8AjgA+BbwSqXffcC4Jv16ZuaBwOeAn7Vw3YuA/5uZ+1dq+2mbX6Ek1bhu1S5AklSoZzNzTuX5bGDQevo9BPwyIqYB0ypt7wCmRsQQIIGtmvT/U2auAlZFxErgd5X2h4G9mvS7GiAz74qI7SNih2bX/TCwe0SsO94+InpV5pakTsE74JLUsbze5Pka1n+j5RjgEmA/YHZEdAO+SWPQ3hP4CNBjPfOubXK8ttk1stl1mh93AT6QmcMrP/0N35I6GwO4JHUyEdEF2CUz/wRMBHYAtqPxDvj8SrdTN3H6kyrXOAhYmZkrm52/BTizSS3DN/E6klSzDOCS1Pl0BX4REQ8DD9K4JnsFcCHwXxFxT6XPpvhrRNwLXAZ8uoXzXwRGVD78+Rh/X38uSZ1GZDb/66AkSW0XEXcAX8nMWdWuRZK2ZN4BlyRJkkrkHXBJ6sAi4hKg+V7bF2XmldWoR5JkAJckSZJK5RIUSZIkqUQGcEmSJKlEBnBJkiSpRAZwSZIkqUQGcEmSJKlEBnBJkiSpRAZwSerEImJKRPxnK/rNi4gPl1GTJHV0BnBJUptExPkR8Ytq1yFJtcoALkmSJJXIAC5JnUhE7BMRf46IVRHxa6BHk3PHRsSciFgREfdGxF4tjD8S+DfgpIh4KSL+UmmfEBGPV+Z9JiI+W9qLkqQaYwCXpE4iIroD04CfA72B64ATKuf2BX4GfBbYEfgxMD0itm46R2beDFwA/Dozt8vMvSunFgPHAtsDE4D/W5lTktSMAVySOo/3A1sBP8jMhsy8HphZOffPwI8z838zc01mTgVer4zZqMz8fWY+nY3uBG4BPtgOr0GSap4BXJI6j3cB8zMzm7Q9V3l8N/CvleUnKyJiBbBLZcxGRcRREXF/RCyvjD0a6FNc6ZLUcRjAJanzWAj0j4ho0jaw8vgC8K3M3KHJz7aZeXUL8zQN8FSWqfwG+C6wU2buAMwA4u1DJUkGcEnqPO4DVgNfjIhuEXE8cEDl3E+AMyJiZDTqGRHHRESvFuZ5ERgUEev+G9Id2BpYAqyOiKOAw9v3pUhS7TKAS1InkZlvAMcDpwJ/BU4Cfls5N4vGdeA/qpybW+nXkusqj8si4s+ZuQr4InBtZewngOnt8iIkqQOIty4FlCRJktSevAMuSZIklcgALkmSJJXIAC5JkiSVyAAuSZIklahbtQsoW58+fXLQoEHVLkOSJEkd2OzZs5dmZt+WznW6AD5o0CBmzZpV7TIkSZLUgUXEc+s75xIUSZIkqUQGcEmSJKlEBnBJkiSpRJ1uDbgkSZI2TUNDA/X19bz22mvVLmWL0aNHDwYMGMBWW23V6jEGcEmSJLVKfX09vXr1YtCgQUREtcupusxk2bJl1NfXM3jw4FaPcwmKJEmSWuW1115jxx13NHxXRAQ77rhjm/8iYACXJElSqxm+32pTfh8GcEmSJKlEBnBJkiSpRAZwSZIkbfFef/11PvzhDzN8+HB+/etft3n8tGnTeOyxx9qhsrZzFxQVauLEiSxatIidd96ZCy+8sNrlSJKkDuLBBx+koaGBOXPmbNL4adOmceyxx7L77ru3eszq1avp1q34uOwdcBVq0aJFzJ8/n0WLFlW7FEmSVIJ58+ax22678ZnPfIY999yTT37yk9x2222MGjWKIUOG8MADD/DAAw9w4IEHss8++3DggQfy5JNPAvD973+f0047DYCHH36YPffck1deeeVt11i8eDGnnHIKc+bMYfjw4Tz99NPMnj2bQw45hP32248jjjiChQsXAvCTn/yE/fffn7333psTTjiBV155hXvvvZfp06dzzjnnvDn+0EMPZdasWQAsXbqUQYMGATBlyhQ+9rGP8ZGPfITDDz+cl19+mdNOO43999+fffbZhxtvvHGzf2cGcEmSJG2WuXPnctZZZ/HQQw/xxBNP8Ktf/Yq7776b7373u1xwwQXstttu3HXXXTz44IN84xvf4N/+7d8AOPvss5k7dy433HADEyZM4Mc//jHbbrvt2+bv168fP/3pT/ngBz/InDlzGDhwIF/4whe4/vrrmT17Nqeddhr//u//DsDxxx/PzJkz+ctf/sLQoUO54oorOPDAAznuuOP4zne+w5w5c3jve9+7wddz3333MXXqVP74xz/yrW99iw996EPMnDmTP/3pT5xzzjm8/PLLm/X7cgmKJEmSNsvgwYMZNmwYAHvssQejR48mIhg2bBjz5s1j5cqVjB8/nqeeeoqIoKGhAYAuXbowZcoU9tprLz772c8yatSoVl3vySef5JFHHmHMmDEArFmzhrq6OgAeeeQR/uM//oMVK1bw0ksvccQRR7T59YwZM4bevXsDcMsttzB9+nS++93vAo17oT///PMMHTq0zfOuYwCXJEnSZtl6663ffN6lS5c3j7t06cLq1as577zzOOyww7jhhhuYN28ehx566Jv9n3rqKbbbbjsWLFjQ6utlJnvssQf33Xff286deuqpTJs2jb333pspU6Zwxx13tDhHt27dWLt2LcDbvkinZ8+eb7nWb37zG3bddddW17cxLkGRJElSu1q5ciX9+/cHGtdYN20/66yzuOuuu1i2bBnXX399q+bbddddWbJkyZsBvKGhgUcffRSAVatWUVdXR0NDA7/85S/fHNOrVy9WrVr15vGgQYOYPXs2wAave8QRR3DxxReTmUDjh0E3lwFckiRJ7WrixImce+65jBo1ijVr1rzZ/qUvfYnPfe5zvO997+OKK65g0qRJLF68eKPzde/eneuvv56vfvWr7L333gwfPpx7770XgG9+85uMHDmSMWPGsNtuu7055uSTT+Y73/kO++yzD08//TRf+cpXuPTSSznwwANZunTpeq913nnn0dDQwF577cWee+7Jeeedtxm/iUaxLs13FiNGjMh1n3hV8caNG8f8+fPp378/V111VbXLkSRJBXr88cc3a+1zR9XS7yUiZmfmiJb6ewdckiRJKpEfwpQkSdIW48orr+Siiy56S9uoUaO45JJLqlRR8QzgkiRJ2mJMmDCBCRMmVLuMduUSFEmSJKlEBnBJkiSpRAZwSZIkqUSuAZckSVLh9jun2O2IZ39nXKHzNTdnzhwWLFjA0Ucf3a7XAe+AS5IkqZNbvXo1c+bMYcaMGaVczzvgkiRJ6hBefvllTjzxROrr61mzZg3nnXce73jHOzj77LPp06cP++67L8888ww33XQT559/PgsWLGDevHn06dOHu+++m1dffZW7776bc889l5NOOqnd6jSAS5IkqUO4+eabede73sXvf/97AFauXMmee+7JH//4R/7hH/7hbaF69uzZ3H333WyzzTZMmTKFWbNm8aMf/ajd66z6EpSIODIinoyIuRExqYXzERE/rJx/KCL2bXJuXkQ8HBFzIsLvl5ckSerEhg0bxm233cZXv/pV/ud//odnn32WwYMHM2TIECKCU0455S39jzvuOLbZZpvS66xqAI+IrsAlwFHA7sDHI2L3Zt2OAoZUfk4HLm12/rDMHJ6ZI9q7XkmSJG253ve+9zF79myGDRvGueeey/Tp04mI9fbv2bNnidX9XbXvgB8AzM3MZzLzDeAaYGyzPmOBq7LR/cAOEVFXdqGSJEnasi1YsIBtt92WU045ha985Svce++9PPvsszz99NMAXH311esd26tXL1atWlVKndVeA94feKHJcT0wshV9+gMLgQRuiYgEfpyZl7djreqgJk6cyKJFi9h555258MILq12OJEkdQntvG9iShx9+mHPOOYcuXbqw1VZbcemll7J06VKOOeYY+vTpw0EHHcQjjzzS4tjDDjuMyZMnM3z48A7/IcyW/iaQbegzKjMXREQ/4NaIeCIz73rbRSJOp3H5CgMHDtycetUBLVq0iPnz51e7DEmStJmOOOIIjjjiiLe1P/HEEwDccccdbwbw888//y19evfuzcyZM9u9Rqj+EpR6YJcmxwOABa3tk5nrHhcDN9C4pOVtMvPyzByRmSP69u1bUOmSJElS21U7gM8EhkTE4IjoDpwMTG/WZzowrrIbyvuBlZm5MCJ6RkQvgIjoCRwOtPw3BUmSJHV6hx56KDfddFO1y6juEpTMXB0RZwJ/ALoCP8vMRyPijMr5y4AZwNHAXOAVYEJl+E7ADZVPtnYDfpWZN5f8EiRJkqQ2qfYacDJzBo0hu2nbZU2eJ/D5FsY9A+zd7gVKkiRJBar2EhRJkiSpUzGAS5IkSSWq+hIUSZIkdTzPf2NYofMN/NrDG+1z2mmncdNNN9GvX783txtcvnw5J510EvPmzWPQoEFce+21vPOd7yy0trbyDrgkSZI6hFNPPZWbb37rnhyTJ09m9OjRPPXUU4wePZrJkydXqbq/M4BLkiSpQzj44IPp3bv3W9puvPFGxo8fD8D48eOZNm1aFSp7KwO4JEmSOqwXX3yRuro6AOrq6li8eHGVKzKAS5IkSaUygEuSJKnD2mmnnVi4cCEACxcupF+/flWuyAAuSZKkDuy4445j6tSpAEydOpWxY8dWuSK3IZQkSVI7aM22gUX7+Mc/zh133MHSpUsZMGAAX//615k0aRInnngiV1xxBQMHDuS6664rva7mDOCSJEnqEK6++uoW22+//faSK9kwl6BIkiRJJTKAS5IkSSUygEuSJEklMoBLkiRJJTKAS5IkSSUygEuSJEklchtCSZIkFW7UxaMKne+eL9yz0T4vvPAC48aNY9GiRXTp0oXTTz+ds846i+XLl3PSSScxb948Bg0axLXXXss73/nOQutrC++AS5IkqUPo1q0b3/ve93j88ce5//77ueSSS3jssceYPHkyo0eP5qmnnmL06NFMnjy5qnUawKUaM3HiRMaNG8fEiROrXYokSVuUuro69t13XwB69erF0KFDmT9/PjfeeCPjx48HYPz48UybNq2KVboERao5ixYtYv78+dUuQ5KkLdq8efN48MEHGTlyJC+++CJ1dXVAY0hfvHhxVWvzDrgkSZI6lJdeeokTTjiBH/zgB2y//fbVLudtDOCSJEnqMBoaGjjhhBP45Cc/yfHHHw/ATjvtxMKFCwFYuHAh/fr1q2aJBnBJkiR1DJnJpz/9aYYOHcqXv/zlN9uPO+44pk6dCsDUqVMZO3ZstUoEXAMuSZKkdtCabQMLv+Y99/Dzn/+cYcOGMXz4cAAuuOACJk2axIknnsgVV1zBwIEDue6660qvrSkDuCRJkjqEgw46iMxs8dztt99ecjXr5xIUSZIkqUQGcEmSJKlEBnBJkiSpRAZwSZIkqUQGcEmSJKlEBnBJkiSpRG5DKEmSpMLdefAhhc53yF13brTPa6+9xsEHH8zrr7/O6tWr+ehHP8rXv/51li9fzkknncS8efMYNGgQ1157Le985zsLra8tqn4HPCKOjIgnI2JuRExq4XxExA8r5x+KiH2bne8aEQ9GxE3lVS1JkqQtzdZbb80f//hH/vKXvzBnzhxuvvlm7r//fiZPnszo0aN56qmnGD16NJMnT65qnVUN4BHRFbgEOArYHfh4ROzerNtRwJDKz+nApc3OnwU83s6lSpIkaQsXEWy33XYANDQ00NDQQERw4403Mn78eADGjx/PtGnTqlhl9e+AHwDMzcxnMvMN4BpgbLM+Y4GrstH9wA4RUQcQEQOAY4Cfllm0JEmStkxr1qxh+PDh9OvXjzFjxjBy5EhefPFF6urqAKirq2Px4sVVrbHaAbw/8EKT4/pKW2v7/ACYCKxtp/okSZJUQ7p27cqcOXOor6/ngQce4JFHHql2SW9T7Q9hRgtt2Zo+EXEssDgzZ0fEoRu8SMTpNC5fYeDAgZtQZsf0/DeGFT7n6uW9gW6sXv5c4fMP/NrDhc4nSZI6rh122IFDDz2Um2++mZ122omFCxdSV1fHwoUL6devX1Vrq/Yd8HpglybHA4AFrewzCjguIubRuHTlQxHxi5YukpmXZ+aIzBzRt2/fomqXJEnSFmTJkiWsWLECgFdffZXbbruN3XbbjeOOO46pU6cCMHXqVMaObb7iuVzVvgM+ExgSEYOB+cDJwCea9ZkOnBkR1wAjgZWZuRA4t/JD5Q74VzLzlJLqliRJ0ga0ZtvAoi1cuJDx48ezZs0a1q5dy4knnsixxx7LBz7wAU488USuuOIKBg4cyHXXXVd6bU1VNYBn5uqIOBP4A9AV+FlmPhoRZ1TOXwbMAI4G5gKvABOqVa8kSZK2XHvttRcPPvjg29p33HFHbr/99ipU1LJq3wEnM2fQGLKbtl3W5HkCn9/IHHcAd7RDeZIkSVKhqr0GXJIkSepUDOCSJElqtcbFCVpnU34fBnBJkiS1So8ePVi2bJkhvCIzWbZsGT169GjTuKqvAZckSVJtGDBgAPX19SxZsqTapWwxevTowYABA9o0xgAuSZKkVtlqq60YPHhwtcuoeS5BkSRJkkpkAJckSZJKZACXJEmSSmQAlyRJkkpkAJckSZJKZACXJEmSSmQAlyRJkkpkAJckSZJKZACXJEmSSmQAlyRJkkpkAJckSZJKZACXJEmSSmQAlyRJkkpkAJckSZJKZACXJEmSStSt2gVIrTXq4lHtMm/3Fd3pQhdeWPFC4de45wv3FDqfJEmqfd4BlyRJkkpkAJckSZJKZACXJEmSSmQAlyRJkkpkAJckSZJKZACXJEmSSmQAlyRJkkpkAJckSZJKZACXJEmSSmQAlyRJkkpkAJckSZJKZACXJEmSSlT1AB4RR0bEkxExNyImtXA+IuKHlfMPRcS+lfYeEfFARPwlIh6NiK+XX70kSZLUNlUN4BHRFbgEOArYHfh4ROzerNtRwJDKz+nApZX214EPZebewHDgyIh4fxl1S5IkSZuq2nfADwDmZuYzmfkGcA0wtlmfscBV2eh+YIeIqKscv1Tps1XlJ0urXJIkSdoE1Q7g/YEXmhzXV9pa1SciukbEHGAxcGtm/m9LF4mI0yNiVkTMWrJkSVG1S5IkSW1W7QAeLbQ1v4u93j6ZuSYzhwMDgAMiYs+WLpKZl2fmiMwc0bdv382pV5IkSdos1Q7g9cAuTY4HAAva2iczVwB3AEcWXqEkSZJUoGoH8JnAkIgYHBHdgZOB6c36TAfGVXZDeT+wMjMXRkTfiNgBICK2AT4MPFFi7ZIkSVKbdavmxTNzdUScCfwB6Ar8LDMfjYgzKucvA2YARwNzgVeACZXhdcDUyk4qXYBrM/Omsl+DtCF3HnxI4XO+2q0rRPBqfX27zH/IXXcWPqckSfq7qgZwgMycQWPIbtp2WZPnCXy+hXEPAfu0e4GSJElSgaq9BEWSJEnqVAzgkiRJUokM4JIkSVKJDOCSJElSiQzgkiRJUokM4JIkSVKJCgvgEdG7hbbBRc0vSZIkdQRF3gH/XURsv+4gInYHflfg/JIkSVLNKzKAX0BjCN8uIvYDrgNOKXB+SZIkqeYV9k2Ymfn7iNgKuAXoBfxjZj5V1PySJElSR7DZATwiLgaySdP2wDPAFyKCzPzi5l5DkiRJ6iiKuAM+q9nx7ALmlCRJkjqkzQ7gmTm1iEIkSZKkzqCwNeARMQo4H3h3Zd4AMjPfU9Q1JEmSpFpXWAAHrgC+ROMSlDUFzitJkiR1GEUG8JWZ+d8FzidJkiR1OEUG8D9FxHeA3wKvr2vMzD8XeA1t4fr0WAusrjxKkiSpuSID+MjK44gmbQl8qMBraAv3lb1WVLsESZKkLVqRX8RzWFFzSZIkSR1VkbugfK2l9sz8RlHXkCRJkmpdkUtQXm7yvAdwLPB4gfNLkiRJNa/IJSjfa3ocEd8Fphc1vyRJktQRdGnHubcF/BIeSZIkqYki14A/TOOuJwBdgb6A678lSZKkJopcA35sk+ergRczc3WB80uSJEk1r5AAHhFdgN9n5p5FzCdJkiR1VIWsAc/MtcBfImJgEfNJkiRJHVWRS1DqgEcj4gGabEmYmccVeA1JkiSpphUZwLfjrevAA/h2gfNLkiRJNa/IAN4tM+9s2hAR2xQ4vyRJklTzNjuAR8S/AJ8D3hMRDzU51Qu4Z3PnlyRJkjqSIu6A/wr4b+C/gElN2ldl5vIC5pckSZI6jM3eBSUzV2bmvMz8eGY+1+SnVeE7Io6MiCcjYm5ETGrhfETEDyvnH4qIfSvtu0TEnyLi8Yh4NCLO2tzXIkmSJLW39vwq+o2KiK7AJcBRwO7AxyNi92bdjgKGVH5OBy6ttK8G/jUzhwLvBz7fwlhJkiRpi1LVAA4cAMzNzGcy8w3gGmBssz5jgauy0f3ADhFRl5kLM/PPAJm5Cngc6F9m8ZIkSVJbVTuA9wdeaHJcz9tD9Eb7RMQgYB/gf4svUZIkSSpOtQN4tNCWbekTEdsBvwHOzsy/tXiRiNMjYlZEzFqyZMkmFytJkiRtrmoH8HpglybHA4AFre0TEVvRGL5/mZm/Xd9FMvPyzByRmSP69u1bSOHqOHLbZG3PteS2zf/tJ0mSVLwiv4hnU8wEhkTEYGA+cDLwiWZ9pgNnRsQ1wEhgZWYujIgArgAez8zvl1m0OpaGUQ3VLkGSJHUiVQ3gmbk6Is4E/gB0BX6WmY9GxBmV85cBM4CjgbnAK8CEyvBRwKeAhyNiTqXt3zJzRokvQZIkSWqTat8BpxKYZzRru6zJ8wQ+38K4u2l5fbgkSZK0xar2GnBJkiSpUzGAS5IkSSUygEuSJEklMoBLkiRJJTKAS5IkSSUygEuSJEklqvo2hFq/iRMnsmjRInbeeWcuvPDCapcjSZKkAhjAt2CLFi1i/vz51S5DkiRJBXIJiiRJklQiA7gkSZJUIgO4JEmSVCIDuCRJklQiA7gkSZJUIndBkWrMDplveZQkSbXFAC7VmFPWrK12CZIkaTO4BEWSJEkqkQFckiRJKpEBXJIkSSqRAVySJEkqkQFckiRJKpEBXJIkSSqRAVySJEkqkQFckiRJKpEBXJIkSSqRAVySJEkqkQFckiRJKpEBXJIkSSqRAVySJEkqUbdqFyBJ2nwTJ05k0aJF7Lzzzlx44YXVLkeStAEGcEnqABYtWsT8+fOrXUab+I8GSZ2VAVySVBW1+I8GSSqCa8AlSZKkEhnAJUmSpBJVPYBHxJER8WREzI2ISS2cj4j4YeX8QxGxb5NzP4uIxRHxSLlVS5IkSZumqgE8IroClwBHAbsDH4+I3Zt1OwoYUvk5Hbi0ybkpwJHtX6kkSZJUjGrfAT8AmJuZz2TmG8A1wNhmfcYCV2Wj+4EdIqIOIDPvApaXWrEkSZK0GaodwPsDLzQ5rq+0tbWPJEmSVBOqHcCjhbbchD4bvkjE6RExKyJmLVmypC1DJUmSpEJVO4DXA7s0OR4ALNiEPhuUmZdn5ojMHNG3b99NKlSSJEkqQrUD+ExgSEQMjojuwMnA9GZ9pgPjKruhvB9YmZkLyy5UkiRJKkJVA3hmrgbOBP4APA5cm5mPRsQZEXFGpdsM4BlgLvAT4HPrxkfE1cB9wK4RUR8Rny71BUiSJEltVPWvos/MGTSG7KZtlzV5nsDn1zP24+1bnSRJklSsai9BkSRJkjoVA7gkSZJUoqovQZGkzub5bwwrfM7Vy3sD3Vi9/Ll2mX/g1x4ufE5J6qwM4JKkjRp18ajC5+y+ojtd6MILK14ofP57vnBPofNJUpEM4JIktdLEiRNZtGgRO++8MxdeeGG1y5FUowzgkiS10qJFi5g/f361y9AWxn+Yqa0M4JIkSZuh1v5h5j8Yqs8ALkmS1InU2j8YOiK3IZQkSZJKZACXJEmSSuQSFEmSJG3ROtq6dQN4QfY756rC5+y1dBVdgeeXrmqX+W/oVfiUkiRJheto69YN4JIkqVNoj2+Jhfb9Jlq/hbZjMoBLUgs62p87JdUmv4W2YzKAS1ILOtqfOyVJWw53QZEkSZJKZACXJEmSSuQSFElSh3PnwYe0y7yvdusKEbxaX1/4NQ65685C56tVfv5CnYEBXJIkbTH8/EVt8x+/rWMAl6QOoE+PtcDqymNtyG2Ttawlt81qlyJJpTKAS1IH8JW9VlS7hDZrGNVQ7RKkQtTaP4D9x2/1GcAlSZI2Q639A9h//Fafu6BIkiRJJTKAS5IkSSUygEuSJEklcg24JEnaJPudc1Xhc/ZauoquwPNLVxU+/w29Cp1O2mTeAZckSZJK5B1wSZIkbdF2yHzLY60zgEuqae3xJ3Dwz+CStCU5ZU1t7LHeWi5BkSRJkkpkAJckSZJK5BIUSZJaqaOtQ5VUHQZwSZJaqaOtQ5VUHVVfghIRR0bEkxExNyImtXA+IuKHlfMPRcS+rR0rSZJqy9ruPVmz9fas7d6z2qVI7aaqd8AjoitwCTAGqAdmRsT0zHysSbejgCGVn5HApcDIVo6VJEk15OUhh1e7BKndVfsO+AHA3Mx8JjPfAK4BxjbrMxa4KhvdD+wQEXWtHCtJkiRtUSKr+EGSiPgocGRmfqZy/ClgZGae2aTPTcDkzLy7cnw78FVg0MbGNpnjdOB0gIEDB+733HPPtevrKsq4ceOYP38+/fv356qr2mevY0kt8/0nSdocETE7M0e0dK7ad8Cjhbbm/yJYX5/WjG1szLw8M0dk5oi+ffu2sURJkiSpONXeBaUe2KXJ8QBgQSv7dG/FWEmSJGmLUu074DOBIRExOCK6AycD05v1mQ6Mq+yG8n5gZWYubOVYSZIkaYtS1Tvgmbk6Is4E/gB0BX6WmY9GxBmV85cBM4CjgbnAK8CEDY2twsuQJEmSWq3aS1DIzBk0huymbZc1eZ7A51s7VpKKsPPOO7/lUZKkolQ9gEvSlujCCy+sdgmSpA6q2mvAJUmSpE7FAC5JkiSVyAAuSZIklcgALkmSJJXIAC5JkiSVyAAuSZIklcgALkmSJJXIAC5JkiSVyAAuSZIklcgALkmSJJXIAC5JkiSVyAAuSZIklcgALkmSJJXIAC5JkiSVyAAuSZIklcgALkmSJJXIAC5JkiSVyAAuSZIklcgALkmSJJWoW7UL0PrtvPPOb3mUJElS7TOAb8EuvPDCapcgSZKkgrkERZIkSSqRAVySJEkqkQFckiRJKpEBXJIkSSqRAVySJEkqkQFckiRJKpEBXJIkSSqRAVySJEkqkQFckiRJKpEBXJIkSSpRZGa1ayhVRCwBnqt2HdokfYCl1S5C6qR8/0nV4Xuvdr07M/u2dKLTBXDVroiYlZkjql2H1Bn5/pOqw/dex+QSFEmSJKlEBnBJkiSpRAZw1ZLLq12A1In5/pOqw/deB+QacEmSJKlE3gGXJEmSSmQA1xYjIn4WEYsj4pEmbb0j4taIeKry+M4m586NiLkR8WREHFGdqqXaVNT7LSL2i4iHK+d+GBFR9muRak1EzKu8b+ZExKxKm++/TsQAri3JFODIZm2TgNszcwhwe+WYiNgdOBnYozLm/0VE1/JKlWreFIp5v10KnA4Mqfw0n1NSyw7LzOFNthj0/deJGMC1xcjMu4DlzZrHAlMrz6cC/9ik/ZrMfD0znwXmAgeUUafUERTxfouIOmD7zLwvGz9QdFWTMZLaxvdfJ2IA15Zup8xcCFB57Fdp7w+80KRffaVN0qZr6/utf+V583ZJG5bALRExOyJOr7T5/utEulW7AGkTtbTOzS19pPaxvveb70Np04zKzAUR0Q+4NSKe2EBf338dkHfAtaV7sfJnNiqPiyvt9cAuTfoNABaUXJvU0bT1/VZfed68XdIGZOaCyuNi4AYal1D6/utEDODa0k0HxleejwdubNJ+ckRsHRGDafzwyQNVqE/qSNr0fqv8mXxVRLy/svvCuCZjJLUgInpGRK91z4HDgUfw/depuARFW4yIuBo4FOgTEfXA/wEmA9dGxKeB54GPAWTmoxFxLfAYsBr4fGauqUrhUg0q8P32LzTuqLIN8N+VH0nrtxNwQ2XHwG7ArzLz5oiYie+/TsNvwpQkSZJK5BIUSZIkqUQGcEmSJKlEBnBJkiSpRAZwSZIkqUQGcEmSJKlEBnBJkiSpRAZwSVK7iohTI+JH1a5DkrYUBnBJkiSpRAZwSeogImJQRDweET+JiEcj4paI2GY9fb8YEY9FxEMRcU2l7YCIuDciHqw87lppPzUipkXE7yLi2Yg4MyK+XOl3f0T0rvS7IyJ+UBn7SEQc0MJ1+0bEbyJiZuVnVHv+TiRpS2QAl6SOZQhwSWbuAawATlhPv0nAPpm5F3BGpe0J4ODM3Af4GnBBk/57Ap8ADgC+BbxS6XcfMK5Jv56ZeSDwOeBnLVz3IuD/Zub+ldp+2uZXKEk1rlu1C5AkFerZzJxTeT4bGLSefg8Bv4yIacC0Sts7gKkRMQRIYKsm/f+UmauAVRGxEvhdpf1hYK8m/a4GyMy7ImL7iNih2XU/DOweEeuOt4+IXpW5JalT8A64JHUsrzd5vob132g5BrgE2A+YHRHdgG/SGLT3BD4C9FjPvGubHK9tdo1sdp3mx12AD2Tm8MpPf8O3pM7GAC5JnUxEdAF2ycw/AROBHYDtaLwDPr/S7dRNnP6kyjUOAlZm5spm528BzmxSy/BNvI4k1SwDuCR1Pl2BX0TEw8CDNK7JXgFcCPxXRNxT6bMp/hoR9wKXAZ9u4fwXgRGVD38+xt/Xn0tSpxGZzf86KElS20XEHcBXMnNWtWuRpC2Zd8AlSZKkEnkHXJI6sIi4BGi+1/ZFmXllNeqRJBnAJUmSpFK5BEWSJEkqkQFckiRJKpEBXJIkSSqRAVySJEkqkQFckiRJKpEBXJIkSSqRAVySOrGImBIR/9mKfvMi4sNl1CRJHZ0BXJLUJhFxfkT8otp1SFKtMoBLkiRJJTKAS1InEhH7RMSfI2JVRPwa6NHk3LERMSciVkTEvRGxVwvjjwT+DTgpIl6KiL9U2idExOOVeZ+JiM+W9qIkqcYYwCWpk4iI7sA04OdAb+A64ITKuX2BnwGfBXYEfgxMj4itm86RmTcDFwC/zsztMnPvyqnFwLHA9sAE4P9W5pQkNWMAl6TO4/3AVsAPMrMhM68HZlbO/TPw48z838xck5lTgdcrYzYqM3+fmU9nozuBW4APtsNrkKSaZwCXpM7jXcD8zMwmbc9VHt8N/Gtl+cmKiFgB7FIZs1ERcVRE3B8Ryytjjwb6FFe6JHUcBnBJ6jwWAv0jIpq0Daw8vgB8KzN3aPKzbWZe3cI8TQM8lWUqvwG+C+yUmTsAM4B4+1BJkgFckjqP+4DVwBcjoltEHA8cUDn3E+CMiBgZjXpGxDER0auFeV4EBkXEuv+GdAe2BpYAqyPiKODw9n0pklS7DOCS1Elk5hvA8cCpwF+Bk4DfVs7NonEd+I8q5+ZW+rXkusrjsoj4c2auAr4IXFsZ+wlgeru8CEnqAOKtSwElSZIktSfvgEuSJEklMoBLkiRJJTKAS5IkSSUygEuSJEklMoBLkiRJJepW7QLK1qdPnxw0aFC1y5AkSVIHNnv27KWZ2belc50ugA8aNIhZs2ZVuwxJkiR1YBHx3PrOuQRFkiRJKpEBXJIkSSqRAVySJEkqUadbA96ShoYG6uvree2116pdyhalR48eDBgwgK222qrapUiSJHUYBnCgvr6eXr16MWjQICKi2uVsETKTZcuWUV9fz+DBg6tdjiRJUofhEhTgtddeY8cddzR8NxER7Ljjjv5VQJIkqWAG8ArD99v5O5EkSSqeAVySJEkqkQG8yl5//XU+/OEPM3z4cH7961+3efy0adN47LHH2qEySZIktYeqB/CIODIinoyIuRExqYXzERE/rJx/KCL2rbTvGhFzmvz8LSLOLv0FbKYHH3yQhoYG5syZw0knndTm8ZsSwFevXt3m60iSJKkYVQ3gEdEVuAQ4Ctgd+HhE7N6s21HAkMrP6cClAJn5ZGYOz8zhwH7AK8ANRdU2b948dtttNz7zmc+w55578slPfpLbbruNUaNGMWTIEB544AEeeOABDjzwQPbZZx8OPPBAnnzySQC+//3vc9pppwHw8MMPs+eee/LKK6+87RqLFy/mlFNOYc6cOQwfPpynn36a2bNnc8ghh7DffvtxxBFHsHDhQgB+8pOfsP/++7P33ntzwgkn8Morr3Dvvfcyffp0zjnnnDfHH3roocyaNQuApUuXMmjQIACmTJnCxz72MT7ykY9w+OGH8/LLL3Paaaex//77s88++3DjjTcW9auTJKlTmThxIuPGjWPixInVLkU1otp3wA8A5mbmM5n5BnANMLZZn7HAVdnofmCHiKhr1mc08HRmPldkcXPnzuWss87ioYce4oknnuBXv/oVd999N9/97ne54IIL2G233bjrrrt48MEH+cY3vsG//du/AXD22Wczd+5cbrjhBiZMmMCPf/xjtt1227fN369fP37605/ywQ9+kDlz5jBw4EC+8IUvcP311zN79mxOO+00/v3f/x2A448/npkzZ/KXv/yFoUOHcsUVV3DggQdy3HHH8Z3vfIc5c+bw3ve+d4Ov57777mPq1Kn88Y9/5Fvf+hYf+tCHmDlzJn/6058455xzePnll4v89UmS1CksWrSI+fPns2jRomqXohpR7X3A+wMvNDmuB0a2ok9/YGGTtpOBq9d3kYg4nca75wwcOLDVxQ0ePJhhw4YBsMceezB69GgigmHDhjFv3jxWrlzJ+PHjeeqpp4gIGhoaAOjSpQtTpkxhr7324rOf/SyjRo1q1fWefPJJHnnkEcaMGQPAmjVrqKtr/LfGI488wn/8x3+wYsUKXnrpJY444ohWv451xowZQ+/evQG45ZZbmD59Ot/97neBxq0Yn3/+eYYOHdrmeSVJktR61Q7gLe1zl23pExHdgeOAc9d3kcy8HLgcYMSIEc3nX6+tt976zeddunR587hLly6sXr2a8847j8MOO4wbbriBefPmceihh77Z/6mnnmK77bZjwYIFrb0cmckee+zBfffd97Zzp556KtOmTWPvvfdmypQp3HHHHS3O0a1bN9auXQvwtj28e/bs+ZZr/eY3v2HXXXdtdX2SJEnafNVeglIP7NLkeADQPLFurM9RwJ8z88V2qXADVq5cSf/+/YHGNdZN28866yzuuusuli1bxvXXX9+q+XbddVeWLFnyZgBvaGjg0UcfBWDVqlXU1dXR0NDAL3/5yzfH9OrVi1WrVr15PGjQIGbPng2wweseccQRXHzxxWQ2/nvkwQcfbFWNkiRJ2jzVDuAzgSERMbhyJ/tkYHqzPtOBcZXdUN4PrMzMpstPPs4Glp+0p4kTJ3LuuecyatQo1qxZ82b7l770JT73uc/xvve9jyuuuIJJkyaxePHijc7XvXt3rr/+er761a+y9957M3z4cO69914AvvnNbzJy5EjGjBnDbrvt9uaYk08+me985zvss88+PP3003zlK1/h0ksv5cADD2Tp0qXrvdZ5551HQ0MDe+21F3vuuSfnnXfeZvwmJEmS1Fqx7g5o1QqIOBr4AdAV+FlmfisizgDIzMui8esYfwQcSeNOJxMyc1Zl7LY0rg9/T2aubM31RowYket2CVnn8ccfd+3zevi7kSRpw8aNG8f8+fPp378/V111VbXL0RYiImZn5oiWzlV7DTiZOQOY0aztsibPE/j8esa+AuzYrgVKkiR1IBMnTmTRokXsvPPOXHjhhdUup1OqegDvLK688kouuuiit7SNGjWKSy65pEoVSZKkzmjdtomqHgN4SSZMmMCECROqXYYkSZKqrNofwpQkSZI6FQO4JEmSVCIDuCRJklQi14Bvwerr62loaGCrrbZiwIABmzTHnDlzWLBgAUcffXTB1UmSJJWjo+3cYgBvo/3OKXZ/z9nfGbfecw0NDbzxxhubPPfq1auZM2cOs2bNMoBLkqSa1dF2bjGA14BXXnmFY445hvr6etasWcN5553HO97xDs4++2z69OnDvvvuyzPPPMNNN93E+eefz4IFC5g3bx59+vTh7rvv5tVXX+Xuu+/m3HPP5aSTTqr2y5EkSerUDOA14M477+Rd73oXv//97wFYuXIle+65J3/84x/5h3/4h7eF6tmzZ3P33XezzTbbMGXKFGbNmsWPfvSjapQuSdIW4/lvDGuXeVcv7w10Y/Xy5wq/xsCvPVzofNoy+CHMGrDrrrty22238dWvfpX/+Z//4dlnn2Xw4MEMGTKEiOCUU055S//jjjuObbbZpkrVSpIkaUMM4DXgPe95D7Nnz2bYsGGce+65TJ8+nYhYb/+ePXuWWJ0kSZLawiUoNeDFF1+krq6OU045he22247LLruMZ599lqeffpr3vve9XH311esd26tXL1atWlVitZIkSdoQA3gNePLJJzn99NPp0qULW221FZdeeilLly7lmGOOoU+fPhx00EE88sgjLY497LDDmDx5MsOHD/dDmFIH1tG26JKkjswA3kYb2jawvRx88MGMHz/+be1PPPEEAHfcccebAfz8889/S5/evXszc+bMdq9RUnV1tC26JKkjcw24JEmSVCLvgHcAhx56KIceemi1y5AkSQUbdfGowufsvqI7XejCCyteKHz+e75wT6HzdVQGcBXKdaiSJEkbZgBXoVyHKkmStGGuAZckSZJKZACXJEmSSuQSlBpx2mmncdNNN9GvX783txxcvnw5J510EvPmzWPQoEFce+21vPOd76xypbXHdeuSJBXjzoMPaZd5X+3WFSJ4tb6+8Gscctedhc7XGgbwNnr+G8MKnW/g1x5uVb9TTz2VM888k3Hj/r4P+eTJkxk9ejSTJk1i8uTJTJ48mW9/+9uF1tcZuG5dkiSVySUoNeLggw+md+/eb2m78cYb3/yCnvHjxzNt2rQqVCZJkqS2MIDXsBdffJG6ujoA6urqWLx4cZUrkiRJ0sa4BEWSJGkz9OmxFlhdeZQ2zgBew3baaScWLlxIXV0dCxcupF+/ftUuSZKkTucre62odgmqMS5BqWHHHXccU6dOBWDq1KmMHTu2yhVJkiRpYwzgNeLjH/84H/jAB3jyyScZMGAAV1xxBZMmTeLWW29lyJAh3HrrrUyaNKnaZUqSJGkjqr4EJSKOBC4CugI/zczJzc5H5fzRwCvAqZn558q5HYCfAnsCCZyWmfe1Z72t3TawaFdffXWL7bfffnvJlUiSJGlzVPUOeER0BS4BjgJ2Bz4eEbs363YUMKTyczpwaZNzFwE3Z+ZuwN7A4+1etCRJkrQZqn0H/ABgbmY+AxAR1wBjgcea9BkLXJWZCdwfETtERB3wMnAwcCpAZr4BvFFi7ZI6ML8hVZLUXqodwPsDLzQ5rgdGtqJPf2A1sAS4MiL2BmYDZ2Xmy+1XrqTOwm9IlSS1l2p/CDNaaMtW9ukG7Atcmpn70HhHvMVPIUbE6RExKyJmLVmyZHPqlSRJkjZLtQN4PbBLk+MBwIJW9qkH6jPzfyvt19MYyN8mMy/PzBGZOaJv376FFC5JklSLcttkbc+15LbN73mqLNVegjITGBIRg4H5wMnAJ5r1mQ6cWVkfPhJYmZkLASLihYjYNTOfBEbz1rXjkiRJaqZhVEO1S+j0qnoHPDNXA2cCf6BxB5NrM/PRiDgjIs6odJsBPAPMBX4CfK7JFF8AfhkRDwHDgQvKqr1MCxYs4LDDDmPo0KHsscceXHTRRQAsX76cMWPGMGTIEMaMGcNf//rXKlcqSZJUvB0y6Z3JDtkx7tpX+w44mTmDxpDdtO2yJs8T+Px6xs4BRrRnfc2NunhUofPd84V7NtqnW7dufO9732Pfffdl1apV7LfffowZM4YpU6YwevRoJk2axOTJk5k8eTLf/va3C61PkiSp2k5Zs7baJRSq2mvA1Qr9+vVj330bl7f36tWLoUOHMn/+fG688UbGjx8PwPjx45k2bVoVq5QkSVJrGMBrzLx583jwwQcZOXIkL774InV1dQDU1dWxePHiKlcnSZKkjTGA15CXXnqJE044gR/84Adsv/321S5HkiRJm8AAXiMaGho44YQT+OQnP8nxxx8PwE477cTChQsBWLhwIf369atmiZIkSWoFA3gNyEw+/elPM3ToUL785S+/2X7ccccxdepUAKZOncrYsWOrVaIkSZJaqeq7oGjjZs2axc9//nOGDRvG8OHDAbjggguYNGkSJ554IldccQUDBw7kuuuuq26hkiRJ2igDeBu1ZtvAou2///7keva9vP3220uuRpIkSZvDJSiSJElSiQzgkiRJUolcgiLVmIkTJ7Jo0SJ23nlnLrzwwmqXI3Uqvv8kFcEALtWYRYsWMX/+/GqXIXVKvv8kFcElKJIkSVKJDOCSJElSiVyCUgNef/11DjjgAF5//XVWr17NRz/6Ub7+9a+zfPlyTjrpJObNm8egQYO49tpreec731ntciVtxPPfGFb4nKuX9wa6sXr5c+0y/8CvPVz4nJLUWRnA2+jOgw8pdL5D7rpzo326d+/OH//4R7bbbjsaGho46KCDOOqoo/jtb3/L6NGjmTRpEpMnT2by5Ml8+9vfLrQ+SZIkFcslKDUgIthuu+0AaGhooKGhgYjgxhtvZPz48QCMHz+eadOmVbFKSZIktYYBvEasWbOG4cOH069fP8aMGcPIkSN58cUXqaurA6Curo7FixdXuUpJkiRtjEtQakTXrl2ZM2cOK1as4J/+6Z945JFHql2SJEmFc691dQbeAa8xO+ywA4ceeig333wzO+20EwsXLgRg4cKF9OvXr8rVSZK0edbttb5o0aJqlyK1GwN4DVi2bBkrVqwA4NVXX+W2225jt91247jjjmPq1KkATJ06lbFjx1axSklqm4kTJzJu3DgmTpxY7VIkqVQuQakBixcv5p//+Z9Zs2YNa9eu5cQTT+TYY4/lAx/4ACeeeCJXXHEFAwcO5Lrrrqt2qZLUan6rpKTOqrAAHhEfA27OzFUR8R/AvsB/Zuafi7rGlqA12wYWbejQoTz44INva99xxx25/fbbS69HkiRJm67IJSjnVcL3QcARwFTg0gLnlyRJkmpekQF8TeXxGODSzLwR6F7g/JIkSVLNKzKAz4+IHwMnAjMiYuuC55ckSZJqXpEB+UTgD8CRmbkC6A2cU+D87Sozq13CFsffiSRJUvEKC+CZ+QqwGDio0rQaeKqo+dtTjx49WLZsmYGzicxk2bJl9OjRo9qlSJIkdShF7oLyf4ARwK7AlcBWwC+AUUVdo70MGDCA+vp6lixZUu1S3mLp0qWsWbOGrl278tprr5V+/R49ejBgwIDSrytJktSRFbkP+D8B+wB/BsjMBRHRq8D5281WW23F4MGDq13G24wbN4758+fTv39/rrrqqmqXI0mSpAIUGcDfyMyMiASIiJ6tGRQRRwIXAV2Bn2bm5Gbno3L+aOAV4NR1e4tHxDxgFY07sKzOzBEFvRZJNWK/c9rnH6e9lq6iK/D80lWFX+OGmrg1IUlqL0UG8Gsru6DsEBH/DJwG/GRDAyKiK3AJMAaoB2ZGxPTMfKxJt6OAIZWfkTTuLT6yyfnDMnNpcS9DkiRJaj+FBfDM/G5EjAH+RuM68K9l5q0bGXYAMDcznwGIiGuAsUDTAD4WuCobPyF5f0TsEBF1mbmwqNolSVLbtcdfoPzrkzqDIu+AUwncGwvdTfUHXmhyXM9b726vr09/YCGQwC2VZS8/zszL21y0JEmSVKLNDuARsYrGIPy2U0Bm5vYbGt5CW/O5NtRnVOXDnv2AWyPiicy8q4UaTwdOBxg4cOAGypEkSZLa12bvA56ZvTJz+xZ+em0kfEPj3exdmhwPABa0tk9mrntcDNxA45KWlmq8PDNHZOaIvn37tv7FSZIkSQXb7AAeEdtXHnu39LOR4TOBIRExOCK6AycD05v1mQ6Mi0bvB1Zm5sKI6Llum8PKjiuHA49s7uuRJEmS2lMRa8B/BRwLzKZxaUjTJSMJvGd9AzNzdUScSeNX2HcFfpaZj0bEGZXzlwEzaNyCcC6N2xBOqAzfCbihcZdCugG/ysybC3g9kiRJUrvZ7ACemcdWHjfpm2wycwaNIbtp22VNnifw+RbGPQPsvSnXlCRJkqpls5egrBMRt7emTZIkSerMitgFpQewLdAnIt7J35egbA+8a3PnlyRJkjqSItaAfxY4m8awPZu/B/C/0fgtl5IkSZIqilgDfhFwUUR8ITMvLqAmSZIkqcMq8qvoL46IA4FBTefNzOK/p1aSJEmqUYUF8Ij4OfBeYA6wptKcgAFckiRJqigsgAMjgN0r2wZKkiRJakFh2xDS+C2UOxc4nyRJ6mTWdu/Jmq23Z233ntUuRWo3Rd4B7wM8FhEPAK+va8zM4wq8hiRJ6sBeHnJ4tUuQ2l2RAfz8AueSJEmSOqQid0G5s6i5JEmSpI6qyF1Q3g9cDAwFugNdgZczc/uiriFJalmfHmuB1ZVH3XnwIe0y76vdukIEr9bXF36NQ+7yPpbUWRS5BOVHwMnAdTTuiDIOGFLg/JKk9fjKXiuqXYIkqZWKDOBk5tyI6JqZa4ArI+LeIueXJEmSal2RAfyViOgOzImIC4GFgHsISZIkSU0UuQ/4p2hc930m8DKwC3BCgfNLkiRJNa/IXVCeqzx9Ffh6UfNKkqpv1MWjCp+z+4rudKELL6x4ofD5Lyh2haUkFarIXVCeBd72NfSZ+Z6iriFJkiTVuiJvEYxo8rwH8DGgd4HzS5IkSTWvsDXgmbmsyc/8zPwB8KGi5pckSZI6giKXoOzb5LALjXfEexU1vyRJktQRFLkE5XtNnq8G5gEnFji/JEmSVPOK3AXlsKLmqkX7nXNV4XP2WrqKrsDzS1e1y/w39PpO4XOuXt4b6Mbq5c/x/DeGFTr3x9+5faHzrdOeOzHc84V7Cp1PkiTVviKXoHx5Q+cz8/tFXUuSJEmqVUXvgrI/ML1y/BHgLuCFAq8hSZIk1bQiA3gfYN/MXAUQEecD12XmZwq8hiRJklTTigzgA4E3mhy/AQwqcH5JKs3a7j3f8ihJUlGKDOA/Bx6IiBto/EbMfwKmFji/JJXm5SGHV7sESVIHVeQuKN+KiP8GPlhpmpCZD647HxHvzMy/FnU9SZIkqRYV9k2YAJn558y8qPLzYLPTt7c0JiKOjIgnI2JuRExq4XxExA8r5x9q9oU/RETXiHgwIm4q8KVIkiRJ7aLQAL4R8baGiK7AJcBRwO7AxyNi92bdjgKGVH5OBy5tdv4s4PHCq5UkSZLaQZkBPFtoOwCYm5nPZOYbwDXA2GZ9xgJXZaP7gR0iog4gIgYAxwA/bce6JUmSpMKUGcBb0p+37hNeX2lrbZ8fABOBte1UnyRJklSoqi5BWU9b8zvlLfaJiGOBxZk5e6MXjjg9ImZFxKwlS5a0olRJkiSpfRQawCsfiHxXRAxc99Pk9OgWhtQDuzQ5HgAsaGWfUcBxETGPxqUrH4qIX7RUV2ZenpkjMnNE37592/aiJEmSpAIVFsAj4gvAi8CtwO8rP2/uTJKZy1sYNhMYEhGDI6I7cDJ//yr7daYD4yq7obwfWJmZCzPz3MwckJmDKuP+mJmnFPV6JEmSpPZQ5BfxnAXsmpnLWjsgM1dHxJnAH4CuwM8y89GIOKNy/jJgBnA0MBd4BZhQYM2SJElSqYoM4C8AK9s6KDNn0Biym7Zd1uR5Ap/fyBx3AHe09dqSJElS2YoM4M8Ad0TE74HX1zVm5vcLvIYkSZJU04oM4M9XfrpXfiRJkiQ1U1gAz8yvFzWXJEmS1FEVFsAjoi+NX4qzB9BjXXtmfqioa0iSJEm1rsh9wH8JPAEMBr4OzKNxm0FJkiRJFUUG8B0z8wqgITPvzMzTgPcXOL8kSZJU84r8EGZD5XFhRBxD47dVDihwfkmSJKnmFRnA/zMi3gH8K3AxsD3wpQLnlyRJkmpekbugrPva+ZXAYUXNK0nSlmKHzLc8StKm2OwAHhETM/PCiLgYeNv/I2XmFzf3GpIkbQlOWbO22iVI6gCKuAP+eOVxVgFzSZIkSR3aZgfwzPxd5XHquraI6AJsl5l/29z5JUmSpI6ksG0II+JXEbF9RPQEHgOejIhzippfkiRJ6giK3Ad898od738EZgADgU8VOL8kSZJU84oM4FtFxFY0BvAbM7OBFj6UKUkSQG6brO25ltzW/1RI6lyK3Af8xzR+/fxfgLsi4t2Aa8AlSS1qGNWw8U6S1AEVuQ/4D4EfNml6LiLcD1ySJElqosgPYZ5V+RBmRMQVEfFn4ENFzS9JkiR1BEUuQTktMy+KiCOAvsAE4ErglgKvIdWUOw8+pPA5X+3WFSJ4tb6+XeY/5K47C59TkiT9XZEfwozK49HAlZn5lyZtkiRJkig2gM+OiFtoDOB/iIhegN/ZK0mSJDVR5BKUTwPDgWcy85WI2JHGZSiSJEmSKooM4AdVHveKcOWJJEmS1JIiA3jTr53vARwAzMadUCRJkqQ3FbkP+EeaHkfELsCFRc0vSZIkdQRFfgizuXpgz3acX5IkSao5hd0Bj4iLgawcdqHxA5l/KWp+SZIkqSMocg34rCbPVwNXZ+Y9Bc4vSZIk1bwi14BPLWouSZIkqaMqbA14RAyJiOsj4rGIeGbdTyvGHRkRT0bE3IiY1ML5iIgfVs4/FBH7Vtp7RMQDEfGXiHg0Ir5e1GuRJEmS2kuRH8K8EriUxuUnhwFXAT/f0ICI6ApcAhwF7A58PCJ2b9btKGBI5ef0yjUAXgc+lJl707je/MiIeH8hr0SSJElqJ0UG8G0y83YgMvO5zDyfje8BfgAwNzOfycw3gGuAsc36jAWuykb3AztERF3l+KVKn60qP4kkSZK0BSsygL8WEV2ApyLizIj4J6DfRsb0B15oclxfaWtVn4joGhFzgMXArZn5v5tRvyRJktTuigzgZwPbAl8E9gM+BYzfyJiWvrO++V3s9fbJzDWZORwYABwQES3uOx4Rp0fErIiYtWTJko2UJEmSJLWfIndBmVl5+hIwoZXD6oFdmhwPABa0tU9mroiIO4AjgUdaqO1y4HKAESNGuExFkiRJVVPkF/H8jrffvV5J4/7gP87M11oYNhMYEhGDgfnAycAnmvWZDpwZEdcAI4GVmbkwIvoCDZXwvQ3wYeDbRb0eSZIkqT0U+UU8zwB9gasrxycBLwLvA35C45KUt8jM1RFxJvAHoCvws8x8NCLOqJy/DJgBHA3MBV7h73fX64CplZ1UugDXZuZNBb4eSZIkqXBFBvB9MvPgJse/i4i7MvPgiHh0fYMycwaNIbtp22VNnifw+RbGPQTss/llS5IkSeUp8kOYfSNi4LqDyvM+lcM3CryOJEmSVLOKvAP+r8DdEfE0jTuXDAY+FxE9Ab+mXpIkSaLYXVBmRMQQYDcaA/gTTT54+YOIGJOZtxZ1PUmSJKkWFbkEhcx8PTP/kplzWtj1xB1KJEmS1OkVGsA3oqUv1JEkSZI6lTIDuF+AI0mSpE6vzAAuSZIkdXplBvB5JV5LkiRJ2iIVFsAjYtuIOC8iflI5HhIRx647n5nHF3UtSZIkqVYVeQf8SuB14AOV43rgPwucX5IkSap5RQbw92bmhUADQGa+ijufSJIkSW9RZAB/IyK2obLbSUS8l8Y74pIkSZIqivwq+v8D3AzsEhG/BEYBpxY4vyRJklTzigzgs4HjgffTuPTkLKBXgfNLkiRJNa/IJSi/Axoy8/eZeRPQt9ImSZIkqaLIAH4B8LuI6BkR+wHXA6cUOL8kSZJU8wpbgpKZv4+IrYBbaVx68o+Z+VRR80uSJEkdwWYH8Ii4mMrOJxXbA88AX4gIMvOLm3sNSZIkqaMo4g74rGbHswuYU5IkSeqQNjuAZ+bUIgqRJEmSOoPC1oBHxBDgv4DdgR7r2jPzPUVdQ5IkSap1Re6CciVwKbAaOAy4Cvh5gfNLkiRJNa/IAL5NZt4ORGY+l5nnAx8qcH5JkiSp5hX5TZivRUQX4KmIOBOYD/QrcH5JkiSp5hV5B/xsYFvgi8B+NH4Jz7gC55ckSZJqXpF3wJPGNd/vBraqtP0E2KvAa0iSJEk1rcgA/kvgHOBhYG2B80rtKrdN1rKW3DY33lmSJGkzFRnAl2Tm9ALnk0rRMKqh2iVIkqROpMgA/n8i4qfA7cDr6xoz87cFXkOSJEmqaUV+CHMCMBw4EvhI5efYjQ2KiCMj4smImBsRk1o4HxHxw8r5hyJi30r7LhHxp4h4PCIejYizCnwtkiRJUrso8g743pk5rC0DIqIrcAkwBqgHZkbE9Mx8rEm3o4AhlZ+RNH7Zz0gav/DnXzPzzxHRC5gdEbc2G6uS9emxFlhdeZQkSVJzRQbw+yNi9zYG4AOAuZn5DEBEXAOMBZrOMRa4KjOzco0dIqIuMxcCCwEyc1VEPA70bzZWJfvKXiuqXYIkSdIWrcglKAcBcyrLSR6KiIcj4qGNjOkPvNDkuL7S1qY+ETEI2Af4300pXJIkSSpLkXfAj9yEMdFCW/O94DbYJyK2A34DnJ2Zf2vxIhGnA6cDDBw4cBPKlCRJkopRWADPzOc2YVg9sEuT4wHAgtb2iYitaAzfv9zQbiuZeTlwOcCIESNqZrPntd17vuVRkiRJta/IO+CbYiYwJCIGA/OBk4FPNOszHTizsj58JLAyMxdGRABXAI9n5vfLLLosLw85vNolSJIkqWBVDeCZuToizgT+AHQFfpaZj0bEGZXzlwEzgKOBucArNG53CDAK+BTwcETMqbT9W2bOKPElSJIkSW1S7TvgVALzjGZtlzV5nsDnWxh39//P3r3HW1nW+f9/fQAJU8xQFAIRpkjBE6e0xBIzQs1kvloeRgOxxpyydJokncZyaiq/1DSZ+dPRTNQaTS2RkjFPmeNpBJRRPPAVlXRziINBeAb8/P7YN852u9G9YK177b326/l47Mda93Vf93V/1q5b3txc67ppe364JEmS1GFVcxUUSZIkSW/DAC5JkiSVyAAuSZIklcgALkmSJJXIAC5JkiSVyAAuSZIklcgALkmSJJXIAC5JkiSVyAAuSZIklcgALkmSJJXIAC5JkiSVyAAuSZIklcgALkmSJJXIAC5JkiSVyAAuSZIklcgALkmSJJXIAC5JkiSVyAAuSZIklcgALkmSJJXIAC5JkiSVyAAuSZIklcgALkmSJJXIAC5JkiSVyAAuSZIklcgALkmSJJXIAC5JkiSVyAAuSZIklcgALkmSJJXIAC5JkiSVqO4BPCIOiYgFEbEwIs5sY39ExI+L/Q9FxKgW+34WEcsjYn65VUuSJEmbp64BPCK6AxcAhwLDgeMiYnirbocCQ4ufk4ELW+ybDhxS+0olSZKk6qj3HfB9gYWZ+VRmvgpcDUxs1WcicEU2uw/YPiL6A2TmncBzpVYsSZIkbYF6B/ABwLMttpuKtkr7SJIkSZ1CvQN4tNGWm9HnrU8ScXJEzImIOStWrKjkUEmSJKmq6h3Am4BdWmwPBJZsRp+3lJkXZ+aYzBzTt2/fzSpU6ii2z6RPJttnRX8PlSRJHUSPOp9/NjA0IoYAi4Fjgb9p1WcmcGpEXA3sB6zJzKXllil1HCdseK3eJUiSpC1Q1zvgmbkeOBX4HfAYcE1mPhIRp0TEKUW3WcBTwELgEuALG4+PiKuAe4HdIqIpIj5b6geQJEmSKlTvO+Bk5iyaQ3bLtotavE/gi5s49rjaVidJkiRVV73ngEuSJEldigFckiRJKpEBXJIkSSqRAVySJEkqkQFckiRJKpEBXJIkSSqRAVySJEkqkQFckiRJKpEBXJIkSSqRAVySJEkqkQFckiRJKpEBXJIkSSqRAVySJEkqkQFckiRJKpEBXJIkSSqRAVySJEkqkQFckiRJKpEBXJIkSSqRAVySJEkqkQFckiRJKpEBXJIkSSqRAVySJEkqkQFckiRJKpEBXJIkSSqRAVySJEkqkQFckiRJKpEBXJIkSSqRAVySJEkqkQFckiRJKlHdA3hEHBIRCyJiYUSc2cb+iIgfF/sfiohR7T1WkiRJ6mjqGsAjojtwAXAoMBw4LiKGt+p2KDC0+DkZuLCCYyVJkqQOpd53wPcFFmbmU5n5KnA1MLFVn4nAFdnsPmD7iOjfzmMlSZKkDqVHnc8/AHi2xXYTsF87+gxo57EARMTJNN89B3g+IhZsQc0NY9d6F1C5HYGV9S6iEuPqXcDmiKh3BQ2vE1570Mmuv3H1LmBzeO3VnNde7Y2rdwGbo3bX3ib/L1fvAN7WJ8529mnPsc2NmRcDF1dWmjqaiJiTmWPqXYfUFXn9SfXhtdeY6h3Am4BdWmwPBJa0s0/PdhwrSZIkdSj1ngM+GxgaEUMioidwLDCzVZ+ZwKRiNZQPAmsyc2k7j5UkSZI6lLreAc/M9RFxKvA7oDvws8x8JCJOKfZfBMwCDgMWAi8CU97q2Dp8DJXHaURS/Xj9SfXhtdeAIrPNadOSJEmSaqDeU1AkSZKkLsUALkmSJJXIAK4OIyJ+FhHLI2J+i7Y+EXFLRDxRvL67xb6zImJhRCyIiAn1qVrqnKp1vUXE6Ih4uNj34wgXs5beTkQsKq6beRExp2jz+utCDODqSKYDh7RqOxO4LTOHArcV20TEcJpXvtmjOOb/i4ju5ZUqdXrTqc71diHNDzobWvy0HlNS2w7KzBEt1vj2+utCDODqMDLzTuC5Vs0TgcuL95cDf92i/erMfCUzn6Z5lZx9y6hTagTVuN4ioj+wXWbem83f6L+ixTGSKuP114UYwNXR7Vys+07xulPRPgB4tkW/pqJN0uar9HobULxv3S7prSVwc0TMjYiTizavvy6k3k/ClDZXW/PcXFNTqo1NXW9eh9LmGZuZSyJiJ+CWiHj8Lfp6/TUg74Cro/tT8c9sFK/Li/YmYJcW/QYCS0quTWo0lV5vTcX71u2S3kJmLilelwPX0zyF0uuvCzGAq6ObCUwu3k8GbmjRfmxEvCMihtD85ZP761Cf1Egqut6KfyZfGxEfLFZfmNTiGEltiIhtIqL3xvfAx4H5eP11KU5BUYcREVcB44AdI6IJ+CZwLnBNRHwWeAb4NEBmPhIR1wCPAuuBL2bmhroULnVCVbze/o7mFVW2Bv6z+JG0aTsD1xcrBvYA/iMzb4qI2Xj9dRk+il6SJEkqkVNQJEmSpBIZwCVJkqQSGcAlSZKkEhnAJUmSpBIZwCVJkqQSGcAlSZKkEhnAJUk1FREnRsRP6l2HJHUUBnBJkiSpRAZwSWoQETE4Ih6LiEsi4pGIuDkitt5E3y9HxKMR8VBEXF207RsR90TEg8XrbkX7iRExIyJ+ExFPR8SpEfGVot99EdGn6HdHRPyoOHZ+ROzbxnn7RsSvImJ28TO2lr8TSeqIDOCS1FiGAhdk5h7AauCoTfQ7ExiZmXsDpxRtjwMfycyRwDeA77bovyfwN8C+wHeAF4t+9wKTWvTbJjP3B74A/KyN854H/FtmfqCo7acVf0JJ6uR61LsASVJVPZ2Z84r3c4HBm+j3EPCLiJgBzCja3gVcHhFDgQS2atH/95m5FlgbEWuA3xTtDwN7t+h3FUBm3hkR20XE9q3O+zFgeERs3N4uInoXY0tSl+AdcElqLK+0eL+BTd9o+QRwATAamBsRPYBv0xy09wQ+CfTaxLivtdh+rdU5stV5Wm93Az6UmSOKnwGGb0ldjQFckrqYiOgG7JKZvwemAtsD29J8B3xx0e3EzRz+mOIcBwBrMnNNq/03A6e2qGXEZp5HkjotA7gkdT3dgZ9HxMPAgzTPyV4NTAO+FxF3F302x58j4h7gIuCzbez/MjCm+PLno/zv/HNJ6jIis/W/DkqSVLmIuAP4ambOqXctktSReQdckiRJKpF3wCWpgUXEBUDrtbbPy8zL6lGPJMkALkmSJJXKKSiSJElSiQzgkiRJUokM4JIkSVKJDOCSJElSiQzgkiRJUokM4JIkSVKJDOCS1IVFxPSI+Jd29FsUER8royZJanQGcElSRSLinIj4eb3rkKTOygAuSZIklcgALkldSESMjIgHImJtRPwS6NVi3+ERMS8iVkfEPRGxdxvHHwL8I3BMRDwfEf9TtE+JiMeKcZ+KiM+X9qEkqZMxgEtSFxERPYEZwJVAH+Ba4Khi3yjgZ8DngR2AfwdmRsQ7Wo6RmTcB3wV+mZnbZuY+xa7lwOHAdsAU4N+KMSVJrRjAJanr+CCwFfCjzFyXmdcBs4t9fwv8e2b+d2ZuyMzLgVeKY95WZt6YmU9msz8ANwMfrsFnkKROzwAuSV3He4DFmZkt2v5YvO4K/EMx/WR1RKwGdimOeVsRcWhE3BcRzxXHHgbsWL3SJalxGMAlqetYCgyIiGjRNqh4fRb4TmZu3+LnnZl5VRvjtAzwFNNUfgX8ANg5M7cHZgHx5kMlSQZwSeo67gXWA1+OiB4RcSSwb7HvEuCUiNgvmm0TEZ+IiN5tjPMnYHBEbPwzpCfwDmAFsD4iDgU+XtuPIkmdlwFckrqIzHwVOBI4EfgzcAzw62LfHJrngf+k2Lew6NeWa4vXVRHxQGauBb4MXFMc+zfAzJp8CElqAPHGqYCSJEmSask74JIkSVKJDOCSJElSiQzgkiRJUokM4JIkSVKJetS7gLLtuOOOOXjw4HqXIUmSpAY2d+7clZnZt619XS6ADx48mDlz5tS7DEmSJDWwiPjjpvY5BUWSJEkqkQFckiRJKpEBXJIkSSqRAVySJEkqkQFckiRJKpEBXJIkSSqRAVySJEkqUd0DeEQcEhELImJhRJzZxv6IiB8X+x+KiFFF+y4R8fuIeCwiHomI08qvXpIkSapMXQN4RHQHLgAOBYYDx0XE8FbdDgWGFj8nAxcW7euBf8jMYcAHgS+2cawkSZLUodT7Dvi+wMLMfCozXwWuBia26jMRuCKb3QdsHxH9M3NpZj4AkJlrgceAAWUWL0mSJFWq3o+iHwA822K7CdivHX0GAEs3NkTEYGAk8N81qVINberUqSxbtox+/foxbdq0epcjSZIaXL0DeLTRlpX0iYhtgV8Bp2fmX9o8ScTJNE9fYdCgQZtXqRrWsmXLWLx4cb3LkCRJXUS9p6A0Abu02B4ILGlvn4jYiubw/YvM/PWmTpKZF2fmmMwc07dv36oULkmSJG2Oegfw2cDQiBgSET2BY4GZrfrMBCYVq6F8EFiTmUsjIoBLgccy84flli1JkiRtnrpOQcnM9RFxKvA7oDvws8x8JCJOKfZfBMwCDgMWAi8CU4rDxwKfAR6OiHlF2z9m5qwSP4IkSZJUkXrPAacIzLNatV3U4n0CX2zjuLtoe364JEmS1GHVewqKJEmS1KUYwCVJkqQSGcAlSZKkEhnAJUmSpBIZwCVJkqQSGcAlSZKkEhnAJUmSpBLVfR1wSZWZOnUqy5Yto1+/fkybNq3e5UiSpAoZwKVOZtmyZSxevLjeZUiSpM3kFBRJkiSpRAZwSZIkqUQGcEmSJKlEBnBJkiSpRAZwSZIkqUQGcEmSJKlEBnBJkiSpRAZwSZIkqUQGcEmSJKlEBnBJkiSpRAZwSZIkqUQGcEmSJKlEBnBJkiSpRAZwSZIkqUQGcEmSJKlEBnBJkiSpRD3qXYA2berUqSxbtox+/foxbdq0epcjSZKkKjCAd2DLli1j8eLF9S5DkiRJVeQUFEmSJKlEBnBJkiSpRAZwSZIkqUQGcEmSJKlEBnBJkiSpRAZwSZIkqUQGcEmSJKlEBnBJkiSpRAZwSZIkqUR1D+ARcUhELIiIhRFxZhv7IyJ+XOx/KCJGtdj3s4hYHhHzy61akiRJ2jx1DeAR0R24ADgUGA4cFxHDW3U7FBha/JwMXNhi33TgkNpXKkmSJFVHve+A7wsszMynMvNV4GpgYqs+E4Erstl9wPYR0R8gM+8Eniu1YkmSJGkL1DuADwCebbHdVLRV2keSJEnqFOodwKONttyMPm99koiTI2JORMxZsWJFJYdKkiRJVVXvAN4E7NJieyCwZDP6vKXMvDgzx2TmmL59+25WoZIkSVI11DuAzwaGRsSQiOgJHAvMbNVnJjCpWA3lg8CazFxadqGSJElSNdQ1gGfmeuBU4HfAY8A1mflIRJwSEacU3WYBTwELgUuAL2w8PiKuAu4FdouIpoj4bKkfQJIkSapQj3oXkJmzaA7ZLdsuavE+gS9u4tjjaludJEmS6m3q1KksW7aMfv36MW3atHqXs8XqHsAlSZKkt7Js2TIWL15c7zKqpt5zwCVJkqQuxQAuSZIklcgALkmSJJXIAC5JkiSVyC9hSpIkdSGNtqJIZ2QAlyRJ2gKdLdA22ooinZEBXJIkaQsYaFUp54BLkiRJJTKAS5IkSSUygEuSJEklMoBLkiRJJTKAS5IkSSUygEuSJEklchlCSZIkVcUfPnJgTcZ9qUd3iOClpqaqn+PAO/9Q1fHawzvgkiRJUokM4JIkSVKJDOCSJElSiZwDLkmS1EGNPX9s1cfsubon3ejGs6ufrfr43zVatot3wCVJkqQSGcAlSZKkEhnAJUmSpBI5UUeS2jB16lSWLVtGv379mDZtWr3LkboMrz11BQZwSWrDsmXLWLx4cb3LkLqcWl57z3xrr5qMu/65PkAP1j/3x+qf493bVXc8dQhOQZEkSZJKZACXJEmSSmQAlyRJkkpkAJckSZJKZACXJEmSSuQqKKoql4+SJEnVtn3mG147OwO4qqqWy0eNPX9sTcbtubon3ejGs6ufrfo57v7S3VUdT5KkruiEDa/Vu4SqMoBLkiR1IfnO5DVeI9/ZGHeTOyMDuCRJ2iyjz7ii6mP2XrmW7sAzK9dWffzre1d1uE5r3dh19S6hy/NLmJIkSVKJDOCSJElSiQzgkiRJUonqHsAj4pCIWBARCyPizDb2R0T8uNj/UESMau+xkiRJUkdT1wAeEd2BC4BDgeHAcRExvFW3Q4Ghxc/JwIUVHCtJkiR1KPW+A74vsDAzn8rMV4GrgYmt+kwErshm9wHbR0T/dh4rSZJUUzv2eo2dt17Pjr0aa61q1U69lyEcADzbYrsJ2K8dfQa081gAIuJkmu+eM2jQoC2reBM621JMANf3/n7Vx1z/XB+gB+uf+yPPfGuvqo599zcerup4G02aPYnFLyxml+134YovVff3/IePHFjV8QBe6tEdInipqakm4x945x+qPmYt1eLagFovhVb9a6/Wjnv3dvUuoSLfvbbef7xVrrNdewBzvz+p6mNOmnQrixf/hUE79uaKqo9f/XoBflyTUZt1use5faneBXQO9b4DHm20tV4VflN92nNsc2PmxZk5JjPH9O3bt8ISJUmSpOqp9y2CJmCXFtsDgSXt7NOzHcdKkiRJHUq974DPBoZGxJCI6AkcC8xs1WcmMKlYDeWDwJrMXNrOYyVJUifSr18/BgwYQL9+/epdilQzdb0DnpnrI+JU4HdAd+BnmflIRJxS7L8ImAUcBiwEXgSmvNWxdfgYkiSpSqZNm1bvEqSaq/cUFDJzFs0hu2XbRS3eJ/DF9h5bL53viyjwzLc63xfBJEmSOrt6T0GRJEmSuhQDuCRJklQiA7gkSZJUonYH8Ij4dET0Lt7/U0T8OiJG1a40SZIkqfFUcgf87MxcGxEHABOAy4ELa1OWJEmS1JgqCeAbitdPABdm5g00PwxHkiRJUjtVsgzh4oj4d+BjwP+NiHfgHHJJdVaLJUChtsuAugSoJHVtlQToo2l+6M0hmbka6AOcUYuiJEmSpEbV7gCemS8Cy4EDiqb1wBO1KEqSJElqVJWsgvJN4GvAWUXTVsDPa1GUJEmS1KgqmYLyf4AjgBcAMnMJ0LsWRUmSJEmNqpIA/mpmJpAAEbFNbUqSJEmSGlclAfyaYhWU7SPib4FbgUtqU5YkSZLUmNq9DGFm/iAixgN/AXYDvpGZt9SsMkmSJKkBVbIOOEXgNnRLkiRJm+ltA3hErKV53ncUr6/vAjIzt6tRbZIkSVLDedsAnpmudCJJkiRVSbunoETEB4FHMnNtsb0tsEdm/netipM6uwPv/EPVx7x00iRYvJitBw7kwCuuqPr4kiSptipZBeVC4PkW2y8WbZIkSZLaqZIAHsU64ABk5mtU+CVOSZIkqaurJEA/FRFf5n/ven8BeKr6JUmSKvWDh7Zn5cvd2LHXa3x179X1LkeS9BYquQN+CrA/sBhoAvYDTq5FUZKkyqx8uRt/eqkHK1+u5D/rkqR6aNcd8IjoDvwwM4+tcT2SJElSQ2vXrZLM3AD0jYieNa5HkiRJamiVzAFfBNwdETOBFzY2ZuYPq12UJEmS1KgqCeBLip9ugA/nkSRJkjZDuwN4Zv5zLQuRJEmSuoK3DeAR8aPMPD0ifgNk6/2ZeURNKpMkSZIaUHvugF9ZvP6gloVIkiRJXcHbBvDMnFu8nQO8VDwBc+PShO+oYW2SJElSw6nkiQ23Ae9ssb01cGt1y5EkSZIaWyUBvFdmPr9xo3j/zrfoL0mSJKmVSgL4CxExauNGRIwGXqp+SZIkSVLjqmQd8NOBayNiSbHdHzim6hVJkiRJDaySdcBnR8TuwG5AAI9n5rqN+yNifGbeUoMaJUmSpIZRyRQUMnNdZs7PzIdbhu/C/61krIjoExG3RMQTxeu7N9HvkIhYEBELI+LMFu2fjohHIuK1iBhTybklSdocP+/ejZ/06M7Pu1f0x6ckvUE1/wsSFfY/E7gtM4fSvMLKma07FEsdXgAcCgwHjouI4cXu+cCRwJ2bXbEkSRVYHcFzEayOSv/Ik6T/Vc0A/qanZL6NicDlxfvLgb9uo8++wMLMfCozXwWuLo4jMx/LzAWbWaskSZJUF5V8CbPads7MpQCZuTQidmqjzwDg2RbbTcB+ZRQnqWvr16/fG14lSaqWagbwRa0bIuJWoK0/vb7ezjHb+je+Su+0ExEnAycDDBo0qNLDJXVB06ZNq3cJkqQG1e4AHhHvBP4BGJSZfxsRQ4HdMvO3AJl5ZOtjMvNjbzHenyKif3H3uz+wvI1uTcAuLbYHAkva6PeWMvNi4GKAMWPGVBzgJUmSpGqpZA74ZcArwIeK7SbgX7bg3DOBycX7ycANbfSZDQyNiCER0RM4tjhOkiRJ6pQqCeDvzcxpwDqAzHyJylc+aelcYHxEPAGML7aJiPdExKziHOuBU4HfAY8B12TmI0W//xMRTTT/heDGiPjdFtQiSZIklaKSOeCvRsTWFHOwI+K9NN8R3yyZuQo4uI32JcBhLbZnAbPa6Hc9cP3mnl+SJEmqh0oC+DeBm4BdIuIXwFjgxFoUJUmSJDWqSgL4XJoffPNBmqeenAb0rkVRkiRJUqOqZA74b4B1mXljsfJJ36JNkqSKbXX3VvS8pSdb3b1VvUuRpFJVEsC/C/wmIraJiNHAdcAJtSlLktTo4sWg2wvdiBd9rLukrqXdU1Ay88aI2Aq4heapJ3+dmU/UrDJJkiSpAb1tAI+I83nj0ye3A54CvhQRZOaXa1WcJEmS1Gjacwd8TqvtubUoRJIkSeoK3jaAZ+blZRQiSZIkdQXtngMeEUOB7wHDgV4b2zPzr2pQlyRJktSQKlkF5TLgQmA9cBBwBXBlLYqSJEmSGlUlAXzrzLwNiMz8Y2aeA3y0NmVJkiRJjamSJ2G+HBHdgCci4lRgMbBTbcqSJEmSGlMld8BPB94JfBkYTfNDeCbVoCZJkiSpYVVyBzxpnvO9K7DxucGXAHtXuyhJkiSpUVUSwH8BnAE8DLxWm3IkSZKkxlZJAF+RmTNrVokkdRGDvvFw1cfsMWkSLF5Mjz67Mugbf6j6+Jw/tvpjSlIXVUkA/2ZE/BS4DXhlY2Nm/rrqVUmSJEkNqpIAPgXYneb53xunoCRgAJckSZLaqZIAvk9m7lWzSvQm/fr1e8OrJEmSOr9KAvh9ETE8Mx+tWTV6g2nTptW7BEmSJFVZJQH8AGByRDxN8xzwADIzXYZQkiRJaqdKAvghNatCkiRJ6iLaHcAz84+1LESSJEnqCiq5Ay41JL/sKkmSymQAV5fnl10lSVKZutW7AEmSJKkr8Q54F9YpH4ctSZLUyRnAJUkN58A7a3MD4NLiJsPWAwdy4BVX1OQckhqfU1AkSZKkEhnAJUmSpBIZwCVJkqQSGcAlSZKkEhnAJUmSpBIZwCVJkqQSGcAlSZKkEhnAJUmSpBLVLYBHRJ+IuCUinihe372JfodExIKIWBgRZ7Zo/35EPB4RD0XE9RGxfWnFS5IkSZupnnfAzwRuy8yhwG3F9htERHfgAuBQYDhwXEQML3bfAuyZmXsD/w84q5SqJUmSpC1QzwA+Ebi8eH858Ndt9NkXWJiZT2Xmq8DVxXFk5s2Zub7odx8wsLblSpIkSVuungF858xcClC87tRGnwHAsy22m4q21k4C/nNTJ4qIkyNiTkTMWbFixRaULEmSJG2ZHrUcPCJuBfq1sevr7R2ijbZsdY6vA+uBX2xqkMy8GLgYYMyYMbmpfpIkSVKt1TSAZ+bHNrUvIv4UEf0zc2lE9AeWt9GtCdilxfZAYEmLMSYDhwMHZ6bBWpJq5O4v3V31MSfNnsTiFxazy/a7cMWXrqj6+JLUUdVzCspMYHLxfjJwQxt9ZgNDI2JIRPQEji2OIyIOAb4GHJGZL5ZQryRJkrTF6hnAzwXGR8QTwPhim4h4T0TMAii+ZHkq8DvgMeCazHykOP4nQG/gloiYFxEXlf0BJEmSpErVdArKW8nMVcDBbbQvAQ5rsT0LmNVGv/dVq5Z169bR1NTEyy+/XK0hG0KvXr0YOHAgW221Vb1LkSRJahh1C+AdSVNTE71792bw4MFEtPW9z64nM1m1ahVNTU0MGTKk3uVIkiQ1DB9FD7z88svssMMOhu8WIoIddtjBfxWQJEmqMgN4wfD9Zv5OJEmSqs8ALkmSJJXIAF5nr7zyCh/72McYMWIEv/zlLys+fsaMGTz66KM1qEySJEm14Jcw6+zBBx9k3bp1zJs3b7OOnzFjBocffjjDhw9v9zHr16+nRw//p5ckSaoH74BvwqJFi9h999353Oc+x5577snxxx/PrbfeytixYxk6dCj3338/999/P/vvvz8jR45k//33Z8GCBQD88Ic/5KSTTgLg4YcfZs899+TFF9/8rKDly5dzwgknMG/ePEaMGMGTTz7J3LlzOfDAAxk9ejQTJkxg6dKlAFxyySV84AMfYJ999uGoo47ixRdf5J577mHmzJmcccYZrx8/btw45syZA8DKlSsZPHgwANOnT+fTn/40n/zkJ/n4xz/OCy+8wEknncQHPvABRo4cyQ03tPUcJEmSJFWbAfwtLFy4kNNOO42HHnqIxx9/nP/4j//grrvu4gc/+AHf/e532X333bnzzjt58MEH+da3vsU//uM/AnD66aezcOFCrr/+eqZMmcK///u/8853vvNN4++000789Kc/5cMf/jDz5s1j0KBBfOlLX+K6665j7ty5nHTSSXz9618H4Mgjj2T27Nn8z//8D8OGDePSSy9l//3354gjjuD73/8+8+bN473vfe9bfp57772Xyy+/nNtvv53vfOc7fPSjH2X27Nn8/ve/54wzzuCFF16o/i9RkiRJb+A8hLcwZMgQ9tprLwD22GMPDj74YCKCvfbai0WLFrFmzRomT57ME088QUSwbt06ALp168b06dPZe++9+fznP8/YsWPbdb4FCxYwf/58xo8fD8CGDRvo378/APPnz+ef/umfWL16Nc8//zwTJkyo+POMHz+ePn36AHDzzTczc+ZMfvCDHwDNSzE+88wzDBs2rOJxJUmS1H4G8Lfwjne84/X33bp1e327W7durF+/nrPPPpuDDjqI66+/nkWLFjFu3LjX+z/xxBNsu+22LFmypN3ny0z22GMP7r333jftO/HEE5kxYwb77LMP06dP54477mhzjB49evDaa68BvGkN72222eYN5/rVr37Fbrvt1u76JEmStOWcgrIF1qxZw4ABA4DmOdYt20877TTuvPNOVq1axXXXXdeu8XbbbTdWrFjxegBft24djzzyCABr166lf//+rFu3jl/84hevH9O7d2/Wrl37+vbgwYOZO3cuwFued8KECZx//vlkJtD8ZVBJkiTVngF8C0ydOpWzzjqLsWPHsmHDhtfb//7v/54vfOELvP/97+fSSy/lzDPPZPny5W87Xs+ePbnuuuv42te+xj777MOIESO45557APj2t7/Nfvvtx/jx49l9991fP+bYY4/l+9//PiNHjuTJJ5/kq1/9KhdeeCH7778/K1eu3OS5zj77bNatW8fee+/Nnnvuydlnn70FvwlJ9davXz8GDBhAv3796l2KJOltxMY7oF3FmDFjcuMqIRs99thjzn3ehEp/N5MmTWLx4sUMGDCAK664ooaVdV3+jtUoOuP/lztjzZLqIyLmZuaYtvZ5B1ySJEkqkV/CLMlll13Geeed94a2sWPHcsEFF9SpIkmSJNWDAbwkU6ZMYcqUKfUuQ5IkSXXmFBRJkiSpRAZwSZIkqUQGcEmSJKlEzgFvcPPmzWPJkiUcdthh9S5Fkjq9jeusu966pC1hAK/Q6DOqu+7r3O9Pqup4La1fv5558+YxZ84cA7gkVcG0adPqXYKkBmAA7wReeOEFjj76aJqamtiwYQNnn30273rXuzj99NPZcccdGTVqFE899RS//e1vOeecc1iyZAmLFi1ixx135K677uKll17irrvu4qyzzuKYY46p98eRJEnq0gzgncBNN93Ee97zHm688UYA1qxZw5577sntt9/O+973vjeF6rlz53LXXXex9dZbM336dObMmcNPfvKTepSuGvCfwCVJ6twM4J3AXnvtxVe/+lW+9rWvcfjhh9O7d2+GDBnC0KFDATjhhBO4+OKLX+9/xBFHsPXWW9erXNWY/wQuSVLn5iooncD73/9+5s6dy1577cVZZ53FzJkziYhN9t9mm21KrE6SJEmV8A54J7BkyRL69OnDCSecwLbbbstFF13E008/zZNPPsl73/terrrqqk0e27t3b9auXVtitZIkSXor3gHvBB5++GH23XdfRowYwXe+8x3+5V/+hYsvvphPfOITHHDAAey6666bPPaggw7i0UcfZcSIEfzyl78ssWpJkiS1xTvgFarlsoGbMmHCBCZMmPCm9scffxyAO+64g/nz5wNwzjnnvKFPnz59mD17ds1rlCRJUvt4B1ySJEkqkXfAG8C4ceMYN25cvcuQJElSO3gHXJIkSSqRAVySJEkqkQFckiRJKpEBXJIkSSqRAbwTePbZZznooIMYNmwYe+yxB+edd169S5IkSdJmqtsqKBHRB/glMBhYBBydmX9uo98hwHlAd+CnmXlu0f5tYCLwGrAcODEzl9S67me+tVdVxxv0jYfftk+PHj3413/9V0aNGsXatWsZPXo048ePZ/jw4VWtRZIkSbVXzzvgZwK3ZeZQ4LZi+w0iojtwAXAoMBw4LiI2ps7vZ+bemTkC+C3wjVKqroP+/fszatQooPnR8sOGDWPx4sV1rkqStky/fv0YMGAA/fr1q3cpklSqeq4DPhEYV7y/HLgD+FqrPvsCCzPzKYCIuLo47tHM/EuLftsAWctiO4pFixbx4IMPst9++9W7FEnaItOmTat3CZJUF/UM4Dtn5lKAzFwaETu10WcA8GyL7Sbg9eQZEd8BJgFrgINqWGuH8Pzzz3PUUUfxox/9iO22267e5UiSJGkz1HQKSkTcGhHz2/iZ2N4h2mh7/U53Zn49M3cBfgGc+hZ1nBwRcyJizooVKyr7EB3EunXrOOqoozj++OM58sgj612OJEmSNlNN74Bn5sc2tS8i/hQR/Yu73/1p/iJla03ALi22BwJtfdHyP4AbgW9uoo6LgYsBxowZ0+mmqmQmn/3sZxk2bBhf+cpX6l2OJEmStkA9v4Q5E5hcvJ8M3NBGn9nA0IgYEhE9gWOL44iIoS36HQE8XsNa6+ruu+/myiuv5Pbbb2fEiBGMGDGCWbNm1bssSZIkbYZ6zgE/F7gmIj4LPAN8GiAi3kPzcoOHZeb6iDgV+B3NyxD+LDMf2Xh8ROxG8zKEfwROKaPo9iwbWG0HHHAAmZ3uxr0kSZLaULcAnpmrgIPbaF8CHNZiexbwptu9mXlUTQuUJEmSasAnYUqSJEklMoBLkiRJJTKAS5IkSSUygEuSJEklMoBLkiRJJTKAdyIbNmxg5MiRHH744fUuRZIkSZupnuuAd0pjzx9b1fHu/tLd7e573nnnMWzYMP7yl79UtQZJkiSVxzvgnURTUxM33ngjn/vc5+pdiiRJkraAAbyTOP3005k2bRrduvk/mSRJUmdmmusEfvvb37LTTjsxevToepciSZKkLWQA7wTuvvtuZs6cyeDBgzn22GO5/fbbOeGEE+pdliRJkjaDAbwT+N73vkdTUxOLFi3i6quv5qMf/Sg///nP612WJEmSNoMBXJIkSSqRyxBWqJJlA2th3LhxjBs3rq41SJIkafN5B1ySJEkqkQFckiRJKpEBXJIkSSqRAVySJEkqkQFckiRJKpEBXJIkSSqRAbyTWL16NZ/61KfYfffdGTZsGPfee2+9S5IkSdJmcB3wCv3hIwdWdbwD7/xDu/qddtppHHLIIVx33XW8+uqrvPjii1WtQ5IkSeUwgHcCf/nLX7jzzjuZPn06AD179qRnz571LUqSJEmbxSkoncBTTz1F3759mTJlCiNHjuRzn/scL7zwQr3LkiRJ0mYwgHcC69ev54EHHuDv/u7vePDBB9lmm20499xz612WJEmSNoMBvBMYOHAgAwcOZL/99gPgU5/6FA888ECdq5IkSdLmMIB3Av369WOXXXZhwYIFANx2220MHz68zlVJkiRpc/glzE7i/PPP5/jjj+fVV1/lr/7qr7jsssvqXVKb+vXr94ZXSZIkvZEBvELtXTaw2kaMGMGcOXPqcu5KTJs2rd4lSJIkdWhOQZEkSZJKZACXJEmSSmQAlyRJkkpkAC9kZr1L6HD8nUiSJFWfARzo1asXq1atMnC2kJmsWrWKXr161bsUSZKkhuIqKDQ/6KapqYkVK1bUu5QOpVevXgwcOLDeZUiSJDUUAziw1VZbMWTIkHqXIUmSpC7AKSiSJElSiQzgkiRJUokM4JIkSVKJoqut/BERK4A/1rsObZYdgZX1LkLqorz+pPrw2uu8ds3Mvm3t6HIBXJ1XRMzJzDH1rkPqirz+pPrw2mtMTkGRJEmSSmQAlyRJkkpkAFdncnG9C5C6MK8/qT689hqQc8AlSZKkEnkHXJIkSSqRAVwdRkT8LCKWR8T8Fm19IuKWiHiieH13i31nRcTCiFgQERPqU7XUOVXreouI0RHxcLHvxxERZX8WqbOJiEXFdTMvIuYUbV5/XYgBXB3JdOCQVm1nArdl5lDgtmKbiBgOHAvsURzz/0VE9/JKlTq96VTnersQOBkYWvy0HlNS2w7KzBEtlhj0+utCDODqMDLzTuC5Vs0TgcuL95cDf92i/erMfCUznwYWAvuWUafUCKpxvUVEf2C7zLw3m79QdEWLYyRVxuuvCzGAq6PbOTOXAhSvOxXtA4BnW/RrKtokbb5Kr7cBxfvW7ZLeWgI3R8TciDi5aPP660J61LsAaTO1Nc/NJX2k2tjU9eZ1KG2esZm5JCJ2Am6JiMffoq/XXwPyDrg6uj8V/8xG8bq8aG8CdmnRbyCwpOTapEZT6fXWVLxv3S7pLWTmkuJ1OXA9zVMovf66EAO4OrqZwOTi/WTghhbtx0bEOyJiCM1fPrm/DvVJjaSi6634Z/K1EfHBYvWFSS2OkdSGiNgmInpvfA98HJiP11+X4hQUdRgRcRUwDtgxIpqAbwLnAtdExGeBZ4BPA2TmIxFxDfAosB74YmZuqEvhUidUxevt72heUWVr4D+LH0mbtjNwfbFiYA/gPzLzpoiYjddfl+GTMCVJkqQSOQVFkiRJKpEBXJIkSSqRAVySJEkqkQFckiRJKpEBXJIkSSqRAVySJEkqkQFcklRTEXFiRPyk3nVIUkdhAJckSZJKZACXpAYREYMj4rGIuCQiHomImyNi6030/XJEPBoRD0XE1UXbvhFxT0Q8WLzuVrSfGBEzIuI3EfF0RJwaEV8p+t0XEX2KfndExI+KY+dHxL5tnLdvRPwqImYXP2Nr+TuRpI7IAC5JjWUocEFm7gGsBo7aRL8zgZGZuTdwStH2OPCRzBwJfAP4bov+ewJ/A+wLfAd4seh3LzCpRb9tMnN/4AvAz9o473nAv2XmB4raflrxJ5SkTq5HvQuQJFXV05k5r3g/Fxi8iX4PAb+IiBnAjKLtXcDlETEUSGCrFv1/n5lrgbURsQb4TdH+MLB3i35XAWTmnRGxXURs3+q8HwOGR8TG7e0ioncxtiR1Cd4Bl6TG8kqL9xvY9I2WTwAXAKOBuRHRA/g2zUF7T+CTQK9NjPtai+3XWp0jW52n9XY34EOZOaL4GWD4ltTVGMAlqYuJiG7ALpn5e2AqsD2wLc13wBcX3U7czOGPKc5xALAmM9e02n8zcGqLWkZs5nkkqdMygEtS19Md+HlEPAw8SPOc7NXANOB7EXF30Wdz/Dki7gEuAj7bxv4vA2OKL38+yv/OP5ekLiMyW//roCRJlYuIO4CvZuacetciSR2Zd8AlSZKkEnkHXJIaWERcALRea/u8zLysHvVIkgzgkiRJUqmcgiJJkiSVyAAuSZIklcgALkmSJJXIAC5JkiSVyAAuSZIklcgALkmSJJXIAC5JXVhETI+If2lHv0UR8bEyapKkRmcAlyRVJCLOiYif17sOSeqsDOCSJElSiQzgktSFRMTIiHggItZGxC+BXi32HR4R8yJidUTcExF7t3H8IcA/AsdExPMR8T9F+5SIeKwY96mI+HxpH0qSOhkDuCR1ERHRE5gBXAn0Aa4Fjir2jQJ+Bnwe2AH4d2BmRLyj5RiZeRPwXeCXmbltZu5T7FoOHA5sB0wB/q0YU5LUigFckrqODwJbAT/KzHWZeR0wu9j3t8C/Z+Z/Z+aGzLwceKU45m1l5o2Z+WQ2+wNwM/DhGnwGSer0DOCS1HW8B1icmdmi7Y/F667APxTTT1ZHxGpgl+KYtxURh0bEfRHxXHHsYcCO1StdkhqHAVySuo6lwICIiBZtg4rXZ4HvZOb2LX7emZlXtTFOywBPMU3lV8APgJ0zc3tgFhBvPlSSZACXpK7jXmA98OWI6BERRwL7FvsuAU6JiP2i2TYR8YmI6N3GOH8CBkfExj9DegLvAFYA6yPiUODjtf0oktR5GcAlqYvIzFeBI4ETgT8DxwC/LvbNoXke+E+KfQuLfm25tnhdFREPZOZa4MvANcWxfwPMrMmHkKQGEG+cCihJkiSplrwDLkmSJJXIAC5JkiSVyAAuSZIklajuATwiDomIBRGxMCLObGN/RMSPi/0PbXyyWkT0ioj7I+J/IuKRiPjn8quXJEmSKlPXAB4R3YELgEOB4cBxETG8VbdDgaHFz8nAhUX7K8BHi8cgjwAOiYh2PbFNkiRJqpcedT7/vsDCzHwKICKuBiYCj7boMxG4onhy230RsX1E9M/MpcDzRZ+tip+3XdJlxx13zMGDB1fxI0iSJElvNHfu3JWZ2betffUO4ANofvraRk3Afu3oMwBYWtxBnwu8D7ggM//77U44ePBg5syZs0VFS5IkSW8lIv64qX31ngPe1mOKW9/F3mSfzNyQmSOAgcC+EbFnmyeJODki5kTEnBUrVmxJvZIkSdIWqXcAbwJ2abE9EFhSaZ/MXA3cARzS1kky8+LMHJOZY/r2bfNfAiRJkqRS1DuAzwaGRsSQiOgJHMubH188E5hUrIbyQWBNZi6NiL4RsT1ARGwNfAx4vMTaJUmSpIrVdQ54Zq6PiFOB3wHdgZ9l5iMRcUqx/yJgFnAYsBB4EZhSHN4fuLyYB94NuCYzf1v2Z5AkSeoq1q1bR1NTEy+//HK9S+kwevXqxcCBA9lqq63afUw0Ly7SdYwZMyb9EqYkSVLlnn76aXr37s0OO+xARFtf0+taMpNVq1axdu1ahgwZ8oZ9ETE3M8e0dVy9p6BIkiSpk3j55ZcN3y1EBDvssEPF/yJgAJckSVK7Gb7faHN+HwZwSZIkqUQGcEmSJHV4r7zyCh/72McYMWIEv/zlLys+fsaMGTz66KNv37EE9X4SpiRJkvS2HnzwQdatW8e8efM26/gZM2Zw+OGHM3z48HYfs379enr0qH5c9g64qmrq1KlMmjSJqVOn1rsUSZJUgkWLFrH77rvzuc99jj333JPjjz+eW2+9lbFjxzJ06FDuv/9+7r//fvbff39GjhzJ/vvvz4IFCwD44Q9/yEknnQTAww8/zJ577smLL774pnMsX76cE044gXnz5jFixAiefPJJ5s6dy4EHHsjo0aOZMGECS5cuBeCSSy7hAx/4APvssw9HHXUUL774Ivfccw8zZ87kjDPOeP34cePGsXFlvJUrVzJ48GAApk+fzqc//Wk++clP8vGPf5wXXniBk046iQ984AOMHDmSG264Yct/aZnZpX5Gjx6dqp3PfOYz+dGPfjQ/85nP1LsUSZJUZY8++uib2p5++uns3r17PvTQQ7lhw4YcNWpUTpkyJV977bWcMWNGTpw4MdesWZPr1q3LzMxbbrkljzzyyMzM3LBhQ374wx/OX//61zl69Oi86667Nnnu3//+9/mJT3wiMzNfffXV/NCHPpTLly/PzMyrr746p0yZkpmZK1eufP2Yr3/96/njH/84MzMnT56c11577ev7DjzwwJw9e3ZmZq5YsSJ33XXXzMy87LLLcsCAAblq1arMzDzrrLPyyiuvzMzMP//5zzl06NB8/vnn3/b3AszJTeRRp6BIkiRpiwwZMoS99toLgD322IODDz6YiGCvvfZi0aJFrFmzhsmTJ/PEE08QEaxbtw6Abt26MX36dPbee28+//nPM3bs2Hadb8GCBcyfP5/x48cDsGHDBvr37w/A/Pnz+ad/+idWr17N888/z4QJEyr+POPHj6dPnz4A3HzzzcycOZMf/OAHQPNSjM888wzDhg2reNyNDOCSJEnaIu94xztef9+tW7fXt7t168b69es5++yzOeigg7j++utZtGgR48aNe73/E088wbbbbsuSJUvafb7MZI899uDee+99074TTzyRGTNmsM8++zB9+nTuuOOONsfo0aMHr732GsCb1vHeZptt3nCuX/3qV+y2227tru/tOAdckiRJNbVmzRoGDBgANM+xbtl+2mmnceedd7Jq1Squu+66do232267sWLFitcD+Lp163jkkUcAWLt2Lf3792fdunX84he/eP2Y3r17s3bt2te3Bw8ezNy5cwHe8rwTJkzg/PPPJ4unxz/44IPtqvGtGMAlSZJUU1OnTuWss85i7NixbNiw4fX2v//7v+cLX/gC73//+7n00ks588wzWb58+duO17NnT6677jq+9rWvsc8++zBixAjuueceAL797W+z3377MX78eHbffffXjzn22GP5/ve/z8iRI3nyySf56le/yoUXXsj+++/PypUrN3mus88+m3Xr1rH33nuz5557cvbZZ2/Bb6JZbEzzXcWYMWNy4zdeVX2TJk1i8eLFDBgwgCuuuKLe5UiSpCp67LHHtmjuc6Nq6/cSEXMzc0xb/b0DLkmSJJXIL2FKkiSpw7jssss477zz3tA2duxYLrjggjpVVH0GcEmSJHUYU6ZMYcqUKfUuo6acgiJJkiSVyAAuSZIklcgALkmSJJXIAC5JkqQub968ecyaNauUc/klTEmSJFXd6DOq+zyQud+fVNXxWlq/fj3z5s1jzpw5HHbYYTU7z0YGcEmSJDWEF154gaOPPpqmpiY2bNjA2Wefzbve9S5OP/10dtxxR0aNGsVTTz3Fb3/7W8455xyWLFnCokWL2HHHHbnrrrt46aWXuOuuuzjrrLM45phjalanAVySJEkN4aabbuI973kPN954IwBr1qxhzz335Pbbb+d973vfm0L13Llzueuuu9h6662ZPn06c+bM4Sc/+UnN63QOuCRJkhrCXnvtxa233srXvvY1/uu//ounn36aIUOGMHToUCKCE0444Q39jzjiCLbeeuvS6zSAS5IkqSG8//3vZ+7cuey1116cddZZzJw5k4jYZP9tttmmxOr+l1NQJEmS1BCWLFlCnz59OOGEE9h222256KKLePrpp3nyySd573vfy1VXXbXJY3v37s3atWtLqdM74JIkSWoIDz/8MPvuuy8jRozgO9/5Dv/yL//CxRdfzCc+8QkOOOAAdt11100ee9BBB/Hoo48yYsQIfvnLX9a0Tu+AS5IkqepquWzgpkyYMIEJEya8qf3xxx8H4I477mD+/PkAnHPOOW/o06dPH2bPnl3zGsE74JIkSVKpvAMuSZKkLmHcuHGMGzeu3mV4B1ySJEkqkwFckiRJKpEBXJIkSSqRAVySJEkqkQFckiRJDeHZZ5/loIMOYtiwYeyxxx6cd9559S6pTa6CIkmSpKp75lt7VXW8Qd94+G379OjRg3/9139l1KhRrF27ltGjRzN+/HiGDx9e1Vq2lHfAJUmS1BD69+/PqFGjgOZHyw8bNozFixfXuao3M4BLkiSp4SxatIgHH3yQ/fbbr96lvIkBXJIkSQ3l+eef56ijjuJHP/oR2223Xb3LeRMDuCRJkhrGunXrOOqoozj++OM58sgj611OmwzgkiRJagiZyWc/+1mGDRvGV77ylXqXs0kGcEmSJDWEu+++myuvvJLbb7+dESNGMGLECGbNmlXvst7EZQglSZJUde1ZNrDaDjjgADKz9PNWyjvgkiRJUokM4JIkSVKJDOCSJElSiQzgkiRJUonqHsAj4pCIWBARCyPizDb2R0T8uNj/UESMKtp3iYjfR8RjEfFIRJxWfvWSJElSZeoawCOiO3ABcCgwHDguIoa36nYoMLT4ORm4sGhfD/xDZg4DPgh8sY1jJUmSpA6l3nfA9wUWZuZTmfkqcDUwsVWficAV2ew+YPuI6J+ZSzPzAYDMXAs8Bgwos3hJkiR1PBs2bGDkyJEcfvjh9S6lTfVeB3wA8GyL7SZgv3b0GQAs3dgQEYOBkcB/16RKSZIkVWTs+WOrOt7dX7q73X3PO+88hg0bxl/+8peq1lAt9b4DHm20tV49/S37RMS2wK+A0zOzzd9yRJwcEXMiYs6KFSs2u1hJkiR1bE1NTdx444187nOfq3cpm1TvAN4E7NJieyCwpL19ImIrmsP3LzLz15s6SWZenJljMnNM3759q1K4JEmSOp7TTz+dadOm0a1bvWPuptW7stnA0IgYEhE9gWOBma36zAQmFauhfBBYk5lLIyKAS4HHMvOH5ZYtSZKkjua3v/0tO+20E6NHj653KW+prnPAM3N9RJwK/A7oDvwsMx+JiFOK/RcBs4DDgIXAi8CU4vCxwGeAhyNiXtH2j5k5q8SPIEmSpA7i7rvvZubMmcyaNYuXX36Zv/zlL5xwwgn8/Oc/r3dpb1DvL2FSBOZZrdouavE+gS+2cdxdtD0/XJIkSV3Q9773Pb73ve8BcMcdd/CDH/ygw4VvqP8UFEmSJKlLqfsdcEmSJDWeSpYNrIVx48Yxbty4utawKd4BlyRJkkpkAJckSZJKZACXJEmSSmQAlyRJkkpkAJckSZJKZACXJEmSSmQAlyRJUsNYvXo1n/rUp9h9990ZNmwY9957b71LehPXAZckSVLV/eEjB1Z1vAPv/EO7+p122mkccsghXHfddbz66qu8+OKLVa2jGgzgkiRJagh/+ctfuPPOO5k+fToAPXv2pGfPnvUtqg1OQZEkSVJDeOqpp+jbty9Tpkxh5MiRfO5zn+OFF16od1lvYgCXJElSQ1i/fj0PPPAAf/d3f8eDDz7INttsw7nnnlvvst7EAC5JkqSGMHDgQAYOHMh+++0HwKc+9SkeeOCBOlf1ZgZwSZIkNYR+/fqxyy67sGDBAgBuu+02hg8fXueq3swvYUqSJKlhnH/++Rx//PG8+uqr/NVf/RWXXXZZvUt6EwO4JEmSqq69ywZW24gRI5gzZ05dzt1eTkGRJEmSSmQAlyRJkkpkAJckSZJKZACXJElSu2VmvUvoUDbn92EAlyRJUrv06tWLVatWGcILmcmqVavo1atXRce5CookSZLaZeDAgTQ1NbFixYp6l9Jh9OrVi4EDB1Z0jAFckiRJ7bLVVlsxZMiQepfR6TkFRZIkSSqRAVySJEkqkQFckiRJKpFzwDuwqVOnsmzZMvr168e0adPqXY4kSZKqwADegS1btozFixfXbPxnvrVX1cdc/1wfoAfrn/tj1ccf9I2HqzqeJElSPTgFRZIkSSqRAVySJEkqkQFckiRJKpEBXJIkSSqRAVySJEkqkQFckiRJKpEBXJIkSSqRAVySJEkqkQFckiRJKpEBXJIkSSqRAVySJEkqkQFckiRJKpEBXJIkSSqRAVySJEkqkQFckiRJKpEBXJIkSSqRAVySJEkqUd0DeEQcEhELImJhRJzZxv6IiB8X+x+KiFEt9v0sIpZHxPxyq5YkSZI2T10DeER0By4ADgWGA8dFxPBW3Q4FhhY/JwMXttg3HTik9pVKkiRJ1dHuAB4R0yJiu4jYKiJui4iVEXHCFp5/X2BhZj6Vma8CVwMTW/WZCFyRze4Dto+I/gCZeSfw3BbWIEmSJJWmkjvgH8/MvwCHA03A+4EztvD8A4BnW2w3FW2V9pG6jKlTpzJp0iSmTp1a71IkSdJm6FFB362K18OAqzLzuYjY0vO3NUBuRp+3PknEyTRPX2HQoEGVHCp1OMuWLWPx4sX1LkOSJG2mSu6A/yYiHgfGALdFRF/g5S08fxOwS4vtgcCSzejzljLz4swck5lj+vbtu1mFSpIkSdXQ7gCemWcCHwLGZOY64AXePF+7UrOBoRExJCJ6AscCM1v1mQlMKlZD+SCwJjOXbuF5JUmSpLqoZAoKwDBgcES0PO6KzT15Zq6PiFOB3wHdgZ9l5iMRcUqx/yJgFs3TXhYCLwJTNh4fEVcB44AdI6IJ+GZmXrq59UiSJEm11u4AHhFXAu8F5gEbiuZkCwI4QGbOojlkt2y7qMX7BL64iWOP25JzS5IkSWWr5A74GGB4EYilhjF16lSWLVtGv379mDZtWr3LkSRJDa6SAD4f6Ac4/1oNxVVFJElSmSoJ4DsCj0bE/cArGxsz84iqVyVJkiQ1qEoC+Dm1KkKSJEnqKtodwDPzDxGxM/CBoun+zFxem7IkSZKkxtTudcAj4mjgfuDTwNHAf0fEp2pVmCRJktSIKpmC8nXgAxvvehdPwrwVuK4WhUmSJEmNqJJH0XdrNeVkVYXHS5IkSV1eJXfAb4qI3wFXFdvH0OoBOpIkSZLeWiVfwjwjIo4EDgACuDgzr69ZZZIkSVIDquQOOMDdwDqaH0F/f/XLkSRJkhrb5qyC8ilcBUWSJEnaLK6CIkmSJJXIVVAkSZKkEm3pKij/Wf2SJEldwdSpU1m2bBn9+vVj2rRp9S5HkkpT6SooRwFjcRUUSdIWWrZsGYsXL653GZJUuopWQcnMX0XELRuPi4g+mflcTSqTJEmSGlC7A3hEfB74FvAS8BrNd8ET+KvalCZJai+nc0hS51HJHfCvAntk5spaFSNJ2jxO55CkzqOSVUyeBF6sVSGSJElSV1DJHfCzgHsi4r+BVzY2ZuaXq16VJEmS1KAqCeD/DtwOPEzzHHBJkiRJFaokgK/PzK/UrBJJkiSpC6gkgP8+Ik4GfsMbp6C4DCEw+owrqj5m75Vr6Q48s3JtTca/vnfVh5QkSdLbqCSA/03xelaLNpchlCRJkipQyZMwh7zV/ogYn5m3bHlJkiR1TK63LqkaKnoS5tv4v4ABXJLUsFxvXVI1VLIO+NuJKo4lSZIkNaRqBvCs4liSJElSQ6pmAJckSZL0NqoZwBdVcSxJkiSpIbU7gEfEOyPi7Ii4pNgeGhGHb9yfmUfWokBJkiSpkVRyB/wymh/A86Fiuwn4l6pXJEmSJDWwSpYhfG9mHhMRxwFk5ksR4conkhqS6z1LkmqlkgD+akRsTbHaSUS8lxaPpJekRuJ6z5KkWqkkgH8TuAnYJSJ+AYwFTqxFUZIkSVKjqiSAzwWOBD5I80N3TgN616IoSZIkqVFVEsB/AxyamTcCRMQw4Fpgz1oUJkmS1Bn4nRFVqpIA/l3gNxFxGLA7cAVwfE2qkiR1KGPPH1v1MXuu7kk3uvHs6merPv7dX7q7quNJb8XvjNReo/0lp90BPDNvjIitgFtonnry15n5RM0qkyRJXU6jBS1VR6P9JedtA3hEnE+x8klhO+Ap4EsRQWZ+uVbFqfPZsddrwPriVZKkyjRa0JLa0p474HNabc+tRSFqDF/de3W9S5AkSerQ3jaAZ+blZRQiSZKk2nOaT/21ew54RAwFvgcMB3ptbM/Mv6pBXZIkSaoBp/nUX7cK+l4GXAisBw6ieRWUK2tRlCRJktSoKlmGcOvMvC0iIjP/CJwTEf9F8xMyJUnt9My39qr6mOuf6wP0YP1zf6zJ+Lx7u+qPKUldVCUB/OWI6AY8ERGnAouBnWpTliRJ6uhGn3FF1cfsvXIt3YFnVq6t+vhzvz+pquNJm6uSKSinA+8EvgyMBk4Atvj/yRFxSEQsiIiFEXFmG/sjIn5c7H8oIka191hJkiSpo6nkDnjSPOd7V2Crou0SYO/NPXlEdAcuAMYDTcDsiJiZmY+26HYoMLT42Y/meej7tfNYSZIkoDbTv6C2U8AGfePhqo6njqGSAP4L4AzgYaBaT1nZF1iYmU8BRMTVwESgZYieCFyRmQncFxHbR0R/YHA7jpUkSVJJ/vCRA2sy7ks9ukMELzU1Vf0cB975h6qO1x6VBPAVmTmzyucfADzbYruJ5rvcb9dnQDuPBSAiTgZOBhg0aNCWVbwJtZhXNmnSrSxe/BcG7dibK2oyb61zzYUbe/7Ymozbc3VPutGNZ1c/W/VzfPfaSi6x9qnlf4SgPv8h2hK1mIMKtZ6HWv07Wj0mTYLFi+nRZ1cGfaP6/xveXfURYdLsSSx+YTG7bL8LV3ypur9jQ0A5Ot+ffbX5c6+W118t/uyr5Z97d99Zi/9awKXF73jrgQM58Ira/He/TJWkg29GxE+B24BXNjZm5q+34PzRRlu2s097jm1uzLwYuBhgzJgxbfaR1DnV6ktVtf8LsGqpVmG20UKApPqoJIBPAXanef73xikoCWxJAG8CdmmxPRBY0s4+PdtxrCRJktShVBLA98nMan97YTYwNCKG0Lys4bHA37TqMxM4tZjjvR+wJjOXRsSKdhwrSZLUad39pepP6ajl9C+1TyUB/L6IGF7NVUYyc32xpvjvgO7AzzLzkYg4pdh/ETALOAxYCLxI8534TR5brdokSVL5+vXr94ZXqRFVEsAPACZHxNM0zwEPIDNzs5chpHmAWTSH7JZtF7V4n8AX23usJEnqvKZNm1bvEqSaqySAH1KzKiRJkqQuot0BPDP/WMtCJEmSpK6gkkfRS5IkSdpC1X9KiCRJUhfiF0dVKQO4JEnSFvCLo7XXaH/JMYCr06jFWqhQ48dhX1ubx2FLktSVNNpfcpwDLkmSJJXIAC5JkiSVyCkokqS6aLQ5nVJn4bVXfwZwSVJdNNqcTqmz8NqrP6egSJIkSSUygEuSJEklcgpKB+YcLUmSpMZjAO/AnKMl1Y9/AZYk1YoBXJLa4F+AJUm1YgCXpAbgHXtJ6jwM4FINHXjnH6o+5qWTJsHixWw9cCAHXnFF1cdX5+Qde0nqPFwFRZIkSSqRAVySJEkqkQFckiRJKpEBXJIkSSqRAVySJEkqkQFckiRJKpHLEEqS1E6uty6pGgzgkiS1k+utS6oGp6BIkiRJJTKAS5IkSSUygEuSJEklMoBLkiRJJTKAS5IkSSUygEuSJEklMoBLkiRJJTKAS5IkSSUygEuSJEklMoBLkiRJJTKAS5IkSSUygEuSJEklMoBLkiRJJTKAS5IkSSUygEuSJEklMoBLkiRJJTKAS5IkSSUygEuSJEklMoBLkiRJJTKAS5IkSSUygEuSJEklqlsAj4g+EXFLRDxRvL57E/0OiYgFEbEwIs5s0f7piHgkIl6LiDHlVS5JkiRtvnreAT8TuC0zhwK3FdtvEBHdgQuAQ4HhwHERMbzYPR84EriznHIlSZKkLVfPAD4RuLx4fznw12302RdYmJlPZearwNXFcWTmY5m5oIxCJUmSpGqpZwDfOTOXAhSvO7XRZwDwbIvtpqJNkiRJ6pR61HLwiLgV6NfGrq+3d4g22nIz6jgZOBlg0KBBlR4uSZIkVU1NA3hmfmxT+yLiTxHRPzOXRkR/YHkb3ZqAXVpsDwSWbEYdFwMXA4wZM6biAC9JkiRVSz2noMwEJhfvJwM3tNFnNjA0IoZERE/g2OI4SZIkqVOqZwA/FxgfEU8A44ttIuI9ETELIDPXA6cCvwMeA67JzEeKfv8nIpqADwE3RsTv6vAZJEmSpIrUdArKW8nMVcDBbbQvAQ5rsT0LmNVGv+uB62tZoyRJklRtPglTkiRJKpEBXJIkSSqRAVySJEkqkQFckiRJKpEBXJIkSSqRAVySJEkqkQFckiRJKpEBXJIkSSqRAVySJEkqkQFckiRJKpEBXJIkSSqRAVySJEkqUY96FyDVW79+/d7wKkmSVEsGcHV506ZNq3cJkiSpC3EKiiRJklQiA7gkSZJUIgO4JEmSVCIDuCRJklQiA7gkSZJUIgO4JEmSVCIDuCRJklQiA7gkSZJUIgO4JEmSVCIDuCRJklQiA7gkSZJUIgO4JEmSVCIDuCRJklQiA7gkSZJUIgO4JEmSVCIDuCRJklQiA7gkSZJUIgO4JEmSVCIDuCRJklQiA7gkSZJUIgO4JEmSVCIDuCRJklQiA7gkSZJUIgO4JEmSVCIDuCRJklQiA7gkSZJUoh71LkBSZfr16/eGV0mS1LkYwKVOZtq0afUuQZIkbQGnoEiSJEklMoBLkiRJJTKAS5IkSSUygEuSJEklqlsAj4g+EXFLRDxRvL57E/0OiYgFEbEwIs5s0f79iHg8Ih6KiOsjYvvSipckSZI2Uz3vgJ8J3JaZQ4Hbiu03iIjuwAXAocBw4LiIGF7svgXYMzP3Bv4fcFYpVUuSJElboJ4BfCJwefH+cuCv2+izL7AwM5/KzFeBq4vjyMybM3N90e8+YGBty5UkSZK2XD0D+M6ZuRSgeN2pjT4DgGdbbDcVba2dBPxn1SuUJEmSqqymD+KJiFuBth7X9/X2DtFGW7Y6x9eB9cAv3qKOk4GTAQYNGtTOU0uSJEnVV9MAnpkf29S+iPhTRPTPzKUR0R9Y3ka3JmCXFtsDgSUtxpgMHA4cnJnJJmTmxcDFxTErIuKPlX0SdRA7AivrXYTURXn9SfXhtdd57bqpHfV8FP1MYDJwbvF6Qxt9ZgNDI2IIsBg4FvgbaF4dBfgacGBmvtjek2Zm3y2sW3USEXMyc0y965C6Iq8/qT689hpTPeeAnwuMj4gngPHFNhHxnoiYBVB8yfJU4HfAY8A1mflIcfxPgN7ALRExLyIuKvsDSJIkSZWKt5i5IXUo3gWQ6sfrT6oPr73G5JMw1ZlcXO8CpC7M60+qD6+9BuQdcEmSJKlE3gGXJEmSSmQAlyRJkkpkAFeHERE/i4jlETG/RVufiLglIp4oXt/dYt9ZEbEwIhZExIT6VC11TtW63iJidEQ8XOz7cUS09QA1SS1ExKLiupkXEXOKNq+/LsQAro5kOnBIq7YzgdsycyhwW7FNRAyneV34PYpj/r+I6F5eqVKnN53qXG8X0vyk4aHFT+sxJbXtoMwc0WKFE6+/LsQArg4jM+8EnmvVPBG4vHh/OfDXLdqvzsxXMvNpYCGwbxl1So2gGtdb8RTj7TLz3uJpxFe0OEZSZbz+uhADuDq6nTNzKUDxulPRPgB4tkW/pqJN0uar9HobULxv3S7prSVwc0TMjYiTizavvy6kno+il7ZEW/PcXFNTqo1NXW9eh9LmGZuZSyJiJ5qf6P34W/T1+mtA3gFXR/en4p/ZKF6XF+1NwC4t+g0ElpRcm9RoKr3emor3rdslvYXMXFK8Lgeup3kKpddfF2IAV0c3E5hcvJ8M3NCi/diIeEdEDKH5yyf316E+qZFUdL0V/0y+NiI+WKy+MKnFMZLaEBHbRETvje+BjwPz8frrUpyCog4jIq4CxgE7RkQT8E3gXOCaiPgs8AzwaYDMfCQirgEeBdYDX8zMDXUpXOqEqni9/R3NK6psDfxn8SNp03YGri9WDOwB/Edm3hQRs/H66zJ8FL0kSZJUIqegSJIkSSUygEuSJEklMoBLkiRJJTKAS5IkSSUygEuSJEklMoBLkiRJJTKAS5JqKiJOjIif1LsOSeooDOCSJElSiQzgktQgImJwRDwWEZdExCMRcXNEbL2Jvl+OiEcj4qGIuLpo2zci7omIB4vX3Yr2EyNiRkT8JiKejohTI+IrRb/7IqJP0e+OiPhRcez8iNi3jfP2jYhfRcTs4mdsLX8nktQRGcAlqbEMBS7IzD2A1cBRm+h3JjAyM/cGTinaHgc+kpkjgW8A323Rf0/gb4B9ge8ALxb97gUmtei3TWbuD3wB+Fkb5z0P+LfM/EBR208r/oSS1Mn1qHcBkqSqejoz5xXv5wKDN9HvIeAXETEDmFG0vQu4PCKGAgls1aL/7zNzLbA2ItYAvynaHwb2btHvKoDMvDMitouI7Vud92PA8IjYuL1dRPQuxpakLsE74JLUWF5p8X4Dm77R8gngAmA0MDciegDfpjlo7wl8Eui1iXFfa7H9WqtzZKvztN7uBnwoM0cUPwMM35K6GgO4JHUxEdEN2CUzfw9MBbYHtqX5DvjiotuJmzn8McU5DgDWZOaaVvtvBk5tUcuIzTyPJHVaBnBJ6nq6Az+PiIeBB2mek70amAZ8LyLuLvpsjj9HxD3ARcBn29j/ZWBM8eXPR/nf+eeS1GVEZut/HZQkqXIRcQfw1cycU+9aJKkj8w64JEmSVCLvgEtSA4uIC4DWa22fl5mX1aMeSZIBXJIkSSqVU1AkSZKkEhnAJUmSpBIZwCVJkqQSGcAlSZKkEhnAJUmSpBIZwCVJkqQSGcAlqQuLiOkR8S/t6LcoIj5WRk2S1OgM4JKkikTEORHx83rXIUmdlQFckiRJKpEBXJK6kIgYGREPRMTaiPgl0KvFvsMjYl5ErI6IeyJi7zaOPwT4R+CYiHg+Iv6naJ8SEY8V4z4VEZ8v7UNJUidjAJekLiIiegIzgCuBPsC1wFHFvlHAz4DPAzsA/w7MjIh3tBwjM28Cvgv8MjO3zcx9il3LgcOB7YApwL8VY0qSWjGAS1LX8UFgK+BHmbkuM68DZhf7/hb498z878zckJmXA68Ux7ytzLwxM5/MZn8AbgY+XIPPIEmdngFckrqO9wCLMzNbtP2xeN0V+Idi+snqiFgN7FIc87Yi4tCIuC8iniuOPQzYsXqlS1LjMIBLUtexFBgQEdGibVDx+izwnczcvsXPOzPzqjbGaRngKaap/Ar4AbBzZm4PzALizYdKkgzgktR13AusB74cET0i4khg32LfJcApEbFfNNsmIj4REb3bGOdPwOCI2PhnSE/gHcAKYH1EHAp8vLYfRZI6LwO4JHURmfkqcCRwIvBn4Bjg18W+OTTPA/9JsW9h0a8t1xavqyLigcxcC3wZuKY49m+AmTX5EJLUAOKNUwElSZIk1ZJ3wCVJkqQSGcAlSZKkEhnAJUmSpBIZwCVJkqQS9ah3AWXbcccdc/DgwfUuQ5IkSQ1s7ty5KzOzb1v7ulwAHzx4MHPmzKl3GZIkSWpgEfHHTe1zCookSZJUIgO4JEmSVCIDuCRJklSiLjcHXJIkSZtn3bp1NDU18fLLL9e7lA6jV69eDBw4kK222qrdxxjAJUmS1C5NTU307t2bwYMHExH1LqfuMpNVq1bR1NTEkCFD2n2cU1AkSZLULi+//DI77LCD4bsQEeywww4V/4uAAVySJEntZvh+o835fRjAJUmSpBIZwCVJkqQSGcAlSZLU4b3yyit87GMfY8SIEfzyl7+s+PgZM2bw6KOP1qCyyrkKiiRJkjq8Bx98kHXr1jFv3rzNOn7GjBkcfvjhDB8+vN3HrF+/nh49qh+XvQOuqpo6dSqTJk1i6tSp9S5FkiSVYNGiRey+++587nOfY8899+T444/n1ltvZezYsQwdOpT777+f+++/n/3335+RI0ey//77s2DBAgB++MMfctJJJwHw8MMPs+eee/Liiy++6RzLly/nhBNOYN68eYwYMYInn3ySuXPncuCBBzJ69GgmTJjA0qVLAbjkkkv4wAc+wD777MNRRx3Fiy++yD333MPMmTM544wzXj9+3LhxzJkzB4CVK1cyePBgAKZPn86nP/1pPvnJT/Lxj3+cF154gZNOOokPfOADjBw5khtuuGHLf2mZ2aV+Ro8enaqdz3zmM/nRj340P/OZz9S7FEmSVGWPPvrom9qefvrp7N69ez700EO5YcOGHDVqVE6ZMiVfe+21nDFjRk6cODHXrFmT69aty8zMW265JY888sjMzNywYUN++MMfzl//+tc5evTovOuuuzZ57t///vf5iU98IjMzX3311fzQhz6Uy5cvz8zMq6++OqdMmZKZmStXrnz9mK9//ev54x//ODMzJ0+enNdee+3r+w488MCcPXt2ZmauWLEid91118zMvOyyy3LAgAG5atWqzMw866yz8sorr8zMzD//+c85dOjQfP7559/29wLMyU3kUaegSJIkaYsMGTKEvfbaC4A99tiDgw8+mIhgr732YtGiRaxZs4bJkyfzxBNPEBGsW7cOgG7dujF9+nT23ntvPv/5zzN27Nh2nW/BggXMnz+f8ePHA7Bhwwb69+8PwPz58/mnf/onVq9ezfPPP8+ECRMq/jzjx4+nT58+ANx8883MnDmTH/zgB0DzWujPPPMMw4YNq3jcjQzgkiRJ2iLveMc7Xn/frVu317e7devG+vXrOfvssznooIO4/vrrWbRoEePGjXu9/xNPPMG2227LkiVL2n2+zGSPPfbg3nvvfdO+E088kRkzZrDPPvswffp07rjjjjbH6NGjB6+99hrAmx6ks80227zhXL/61a/Ybbfd2l3f23EOuCRJkmpqzZo1DBgwAGieY92y/bTTTuPOO+9k1apVXHfdde0ab7fddmPFihWvB/B169bxyCOPALB27Vr69+/PunXr+MUvfvH6Mb1792bt2rWvbw8ePJi5c+cCvOV5J0yYwPnnn0/zrJLmL4NuKQO4JEmSamrq1KmcddZZjB07lg0bNrze/vd///d84Qtf4P3vfz+XXnopZ555JsuXL3/b8Xr27Ml1113H1772NfbZZx9GjBjBPffcA8C3v/1t9ttvP8aPH8/uu+/++jHHHnss3//+9xk5ciRPPvkkX/3qV7nwwgvZf//9Wbly5SbPdfbZZ7Nu3Tr23ntv9txzT84+++wt+E00i41pvqsYM2ZMbvzGq6pv0qRJLF68mAEDBnDFFVfUuxxJklRFjz322BbNfW5Ubf1eImJuZo5pq793wCVJkqQS+SVMSZIkdRiXXXYZ55133hvaxo4dywUXXFCniqrPAC5JkqQOY8qUKUyZMqXeZdRU3aegRMQhEbEgIhZGxJlt7I+I+HGx/6GIGNVi399HxCMRMT8iroqIXuVWL0mSJFWmrgE8IroDFwCHAsOB4yJieKtuhwJDi5+TgQuLYwcAXwbGZOaeQHfg2JJKlyRJkjZLvaeg7AsszMynACLiamAi8GiLPhOBK4pHet4XEdtHRP9iXw9g64hYB7wTaP8K7p3A1KlTWbZsGf369WPatGn1LkeSJElVUO8APgB4tsV2E7BfO/oMyMw5EfED4BngJeDmzLy5rZNExMk03z1n0KBBVSq99pYtW8bixYvrXYYkSVLFRp9R3eWI535/UlXHa23evHksWbKEww47rKbngfrPAY822lovTN5mn4h4N813x4cA7wG2iYgT2jpJZl6cmWMyc0zfvn23qGBJkiQ1lvXr1zNv3jxmzZpVyvnqfQe8CdilxfZA3jyNZFN9PgY8nZkrACLi18D+wM9rVq0kSZI6rBdeeIGjjz6apqYmNmzYwNlnn8273vUuTj/9dHbccUdGjRrFU089xW9/+1vOOecclixZwqJFi9hxxx256667eOmll7jrrrs466yzOOaYY2pWZ70D+GxgaEQMARbT/CXKv2nVZyZwajE/fD9gTWYujYhngA9GxDtpnoJyMOAjLiVJkrqom266ife85z3ceOONAKxZs4Y999yT22+/nfe9731vCtVz587lrrvuYuutt2b69OnMmTOHn/zkJzWvs65TUDJzPXAq8DvgMeCazHwkIk6JiFOKbrOAp4CFwCXAF4pj/xu4DngAeJjmz3JxuZ9AkiRJHcVee+3Frbfeyte+9jX+67/+i6effpohQ4YwdOhQIoITTnjjbOUjjjiCrbfeuvQ6630HnMycRXPIbtl2UYv3CXxxE8d+E/hmTQuUJElSp/D+97+fuXPnMmvWLM466yw+/vGPE9HW1wmbbbPNNiVW97/qHsAlSZKkaliyZAl9+vThhBNOYNttt+Wiiy7i6aef5sknn+S9730vV1111SaP7d27N2vXri2lTgO4JEmSqq7Wywa25eGHH+aMM86gW7dubLXVVlx44YWsXLmST3ziE+y4444ccMABzJ8/v81jDzroIM4991xGjBjR8F/ClCRJkqpiwoQJTJgw4U3tjz/+OAB33HHH6wH8nHPOeUOfPn36MHv27JrXCPVfB1ySJEnqUrwDLkmSpC5h3LhxjBs3rt5leAdckiRJKpMBXJIkSSqRAVySJEkqkQFckiRJKpFfwpQkSVLVPfOtvao63qBvPPy2fU466SR++9vfstNOO72+3OBzzz3HMcccw6JFixg8eDDXXHMN7373u6taW6W8Ay5JkqSGcOKJJ3LTTTe9oe3cc8/l4IMP5oknnuDggw/m3HPPrVN1/8sALkmSpIbwkY98hD59+ryh7YYbbmDy5MkATJ48mRkzZtShsjcygEuSJKlh/elPf6J///4A9O/fn+XLl9e5IgO4JEmSVCoDuCRJkhrWzjvvzNKlSwFYunQpO+20U50rMoBLkiSpgR1xxBFcfvnlAFx++eVMnDixzhW5DKEkSZJqoD3LBlbbcccdxx133MHKlSsZOHAg//zP/8yZZ57J0UcfzaWXXsqgQYO49tprS6+rNQO4JEmSGsJVV13VZvttt91WciVvzSkokiRJUokM4JIkSVKJDOCSJElSiQzgkiRJUonqHsAj4pCIWBARCyPizDb2R0T8uNj/UESMKtp3i4h5LX7+EhGnl/4BJEmSpArUdRWUiOgOXACMB5qA2RExMzMfbdHtUGBo8bMfcCGwX2YuAEa0GGcxcH151UuSJEmVq/cyhPsCCzPzKYCIuBqYCLQM4BOBKzIzgfsiYvuI6J+ZS1v0ORh4MjP/WFbhkiRJ2rSx54+t6nh3f+nut+3z7LPPMmnSJJYtW0a3bt04+eSTOe2003juuec45phjWLRoEYMHD+aaa67h3e9+d1Xrq0S9p6AMAJ5tsd1UtFXa51ig7YUfJUmS1CX06NGDf/3Xf+Wxxx7jvvvu44ILLuDRRx/l3HPP5eCDD+aJJ57g4IMP5txzz61rnfUO4NFGW1bSJyJ6AkcAm3ysUUScHBFzImLOihUrNqtQSZIkdWz9+/dn1KhRAPTu3Zthw4axePFibrjhBiZPngzA5MmTmTFjRh2rrH8AbwJ2abE9EFhSYZ9DgQcy80+bOklmXpyZYzJzTN++fbewZEmSJHV0ixYt4sEHH2S//fbjT3/6E/379weaQ/ry5cvrWlu9A/hsYGhEDCnuZB8LzGzVZyYwqVgN5YPAmlbzv4/D6SeSJEkqPP/88xx11FH86Ec/Yrvttqt3OW9S1wCemeuBU4HfAY8B12TmIxFxSkScUnSbBTwFLAQuAb6w8fiIeCfNK6j8utTCJUmS1CGtW7eOo446iuOPP54jjzwSgJ133pmlS5vv3y5dupSddtqpniXWfRUUMnMWzSG7ZdtFLd4n8MVNHPsisENNC5QkSVKnkJl89rOfZdiwYXzlK195vf2II47g8ssv58wzz+Tyyy9n4sSJdayyAwRwSZIkNZ72LBtY9XPefTdXXnkle+21FyNGjADgu9/9LmeeeSZHH300l156KYMGDeLaaze5dkcpDOCSJElqCAcccADNkyfe7Lbbbiu5mk2r95cwJUmSpC7FAC5JkiSVyAAuSZIklcgALkmSJJXIAC5JkiSVyAAuSZIklchlCCVJklR1f/jIgVUd78A7//C2fV5++WU+8pGP8Morr7B+/Xo+9alP8c///M8899xzHHPMMSxatIjBgwdzzTXX8O53v7uq9VXCO+CSJElqCO94xzu4/fbb+Z//+R/mzZvHTTfdxH333ce5557LwQcfzBNPPMHBBx/MueeeW9c6DeCSJElqCBHBtttuC8C6detYt24dEcENN9zA5MmTAZg8eTIzZsyoY5UGcEmSJDWQDRs2MGLECHbaaSfGjx/Pfvvtx5/+9Cf69+8PQP/+/Vm+fHldazSAS5IkqWF0796defPm0dTUxP3338/8+fPrXdKbGMAlSZLUcLbffnvGjRvHTTfdxM4778zSpUsBWLp0KTvttFNdazOAS5IkqSGsWLGC1atXA/DSSy9x6623svvuu3PEEUdw+eWXA3D55ZczceLEOlbpMoSSJEmqgfYsG1htS5cuZfLkyWzYsIHXXnuNo48+msMPP5wPfehDHH300Vx66aUMGjSIa6+9tvTaWjKAS5IkqSHsvffePPjgg29q32GHHbjtttvqUFHbnIIiSZIklcgALkmSJJXIAC5JkqR2y8x6l9ChbM7vwzngXdgz39qr6mOuf64P0IP1z/2x6uMP+sbDVR1PkiRVplevXqxatYoddtiBiKh3OXWXmaxatYpevXpVdJwBXJIkSe0ycOBAmpqaWLFiRb1L6TB69erFwIEDKzrGAC5JkqR22WqrrRgyZEi9y+j06j4HPCIOiYgFEbEwIs5sY39ExI+L/Q9FxKgW+7aPiOsi4vGIeCwiPlRu9ZIkSVJl6hrAI6I7cAFwKDAcOC4ihrfqdigwtPg5Gbiwxb7zgJsyc3dgH+CxmhctSZIkbYF63wHfF1iYmU9l5qvA1UDrZ4NOBK7IZvcB20dE/4jYDvgIcClAZr6amatLrF2SJEmqWL0D+ADg2RbbTUVbe/r8FbACuCwiHoyIn0bENrUsVpIkSdpS9Q7gba1f03oxxU316QGMAi7MzJHAC8Cb5pADRMTJETEnIub4rV1JkiTVU70DeBOwS4vtgcCSdvZpApoy87+L9utoDuRvkpkXZ+aYzBzTt2/fqhQuSZIkbY56B/DZwNCIGBIRPYFjgZmt+swEJhWroXwQWJOZSzNzGfBsROxW9DsYeLS0yiVJkqTNUNd1wDNzfUScCvwO6A78LDMfiYhTiv0XAbOAw4CFwIvAlBZDfAn4RRHen2q1T5IkSepw6v4gnsycRXPIbtl2UYv3CXxxE8fOA8bUsj5JkiSpmuoewCVVZurUqSxbtox+/foxbdq0epcjSZIqZACXOplly5axePHiepchSZI20xZ/CTMi9oqI+yLi2Yi4OCLe3WLf/Vs6viRJktRIqrEKyoXAOcBewP8D7oqI9xb7tqrC+JIkSVLDqMYUlG0z86bi/Q8iYi5wU0R8hjc/VEeSJEnq0qoRwCMi3pWZawAy8/cRcRTwK6BPFcaXJEmSGkY1pqD8X2BYy4bMfIjmB+P8ugrjS5IkSQ1jiwN4Zv5HZt7XRvszmfm3G7cj4vwtPZckSZLU2ZX5KPqxJZ5LkiRJ6pDKDOCSJElSl2cAlyRJkkpUZgCPEs8lSZIkdUhlBvDzSjyXJEmS1CFt8TrgEdED+Czwf4D30PzwnSXADcClmbkOIDOnb+m5JEmSpM6uGg/iuRJYTfPj6JuKtoHAZODnwDFVOIckSZLUEKoRwEdl5m6t2pqA+yLi/1VhfEmSJKlhVGMO+J8j4tMR8fpYEdEtIo4B/lyF8SVJkqSGUY0AfizwKeBPEfH/irvey4Aji32SJEmSCls8BSUzF1HM846IHYDIzJVbOq4kSZLUiKq6DGFmrmoZviNifDXHlyRJkjq7Wq8DfmmNx5ckSZI6lWqsAz5zU7uAHbZ0fEmSJKmRVGMZwg8DJwDPt2oPYN8qjC9JkiQ1jGoE8PuAFzPzD613RMSCtzs4Ig6h+TH13YGfZua5rfZHsf8w4EXgxMx8oNi3CFgLbADWZ+aYLfsokiRJUm1VYxWUQ99i30fe6tiI6A5cAIyn+eE9syNiZmY+2qLbocDQ4mc/4MLidaODXHVFkiRJnUWtv4T5uoi4t43mfYGFmflUZr4KXA1MbNVnInBFNrsP2D4i+te4XEmSJKkmSgvgQK822gYAz7bYbira2tsngZsjYm5EnLypE0fEyRExJyLmrFixovLKJUmSpCopM4BnG23Rjn5v1WdsZo6ieZrKFyOizSkvmXlxZo7JzDF9+/Ztd8GSJElStZUZwNvSBOzSYnsgsKS9fTJz4+ty4HpcdUWSJEkdXJkBvK072bOBoRExJCJ6AscCrdcVnwlMimYfBNZk5tKI2CYiegNExDbAx4H5NaxfkiRJ2mLVWIbwdRGxKzA0M2+NiK2BHpm5ttj9mdb9M3N9RJwK/I7mZQh/lpmPRMQpxf6LgFk0L0G4kOZlCKcUh+8MXN+8SiE9gP/IzJuq+XkqMfqMK6o+Zu+Va+kOPLNybU3Gv7531YeUJEnS26haAI+IvwVOBvoA76V5qshFwMEAmdnm3enMnEVzyG7ZdlGL9wl8sY3jngL2qVL5kiRJUimqOQXli8BY4C8AmfkEsFMVx5ckSZI6vWoG8FeKtbwBiIgetL3yiSRJktRlVTOA/yEi/hHYOiLGA9cCv6ni+JIkSVKnV80AfiawAngY+DzN87r/qYrjS5IkSZ1e1b6EmZmvAZcUP5IkSZLasMUBPCKuycyjI+Jh2pjznZl7b+k5JEmSpEZRjTvgpxWvh1dhLKl0U6dOZdmyZfTr149p06bVuxxJktTgtngOeGYuLd5+ITP/2PIH+MKWji/V2rJly1i8eDHLli2rdymSJKkLqOaXMMe30XZoFceXJEmSOr1qzAH/O5rvdL83Ih5qsas3cPeWji9JkiQ1kmrMAf8P4D+B79G8FOFGazPzuSqML0mSJDWMaswBX5OZi2he83tZMfd7CHBCRGy/peNLkiRJjaSac8B/BWyIiPcBl9Icwv+jiuNLkiRJnV41A/hrmbkeOBL4UWb+PdC/iuNLkiRJnV41A/i6iDgOmAT8tmjbqorjS5IkSZ1eNQP4FOBDwHcy8+mIGAL8vIrjS5IkSZ1eNVZBASAzHwW+3GL7aeDcao0vSZIkNYKqBfCIGErzUoTDgV4b2zPzr6p1DkmSJKmzq+YUlMuAC4H1wEHAFcCVVRxfkiRJ6vSqGcC3zszbgMjMP2bmOcBHqzi+JEmS1OlVbQoK8HJEdAOeiIhTgcXATlUcX5IkSer0qhnATwfeSfMXMb9N893vyVUcX5IkSVto6tSpLFu2jH79+jFt2rR6l9MlVXMVlNnF2+dpXpKwXSLiEOA8oDvw08w8t9X+KPYfBrwInJiZD7TY3x2YAyzOzMO36ENIkiQ1uGXLlrF48eJ6l1GRRvtLQzVXQXk/cAawa8txM3OT88CL8HwBMB5oAmZHxMxiScONDgWGFj/70fxFz/1a7D8NeAzYrjqfRJIkSR1JZ/xLw1up5hSUa4GLgEuADe08Zl9gYWY+BRARVwMTgZYBfCJwRWYmcF9EbB8R/TNzaUQMBD4BfAf4SpU+hyRJklQz1Qzg6zPzwgqPGQA822K7iTfe3d5UnwHAUuBHwFSgd4XnlaSG0mj/PCvp/2/v7mMtq+ozjn+fmWHkRehIQEOGQdDcqCNSkClixwgaS4G+jLFtCi1FiMmECqJppcEmlcamaP2jVihlAhaFSiWkih10FAkViC9YQAmvEicgzBVSIHSmKBQY5tc/zqYeDndm7r2z79735ftJTvbZa6+99jqTWfDMPuusrflslwN4kn2bt9cm+SBwDfDsi8er6skdnT5BWU2mTpLfBh6rqtuTHLuTPq4F1gIcdNBBO6oqSXPSfPt6VppL/AewpqqNO+C3MwjNLwblc4aOFbCjJ2GOAyuG9g8EHplknd8HfjfJiQyevLlPki9W1SmjF6mqS4BLAFatWjUa8CVJkqbNfwBrqnb5QTxVdUhVva7Zjr7+P3wn+Y0JTr8VGEtySJKlwEnA+pE664FTM3A0sKWqHq2qj1XVgVV1cHPef0wUviVJkqTZpM054Dvzd8D1wwVVtbV5aM91DJYhvKyq7klyRnN8HbCBwRKEGxksQzjpJQ4lSZKk2abLAD7RXG6qagODkD1ctm7ofQFn7qjhqroRuHGXeyhJkjSLrL5wdettLt28lEUsYtPmTa23/90PfbfV9uarLgO4c68lSXOaP7aTduymdx4zI+0+s2QxJDwzPt76NY65+aZW25uMLgO4JElzmj+2k9SGXf4R5hT8tMNrSZIkSbNSawE8yZ5J/irJpc3+WLNWNwBV9b62rqXZa7/dt/GaPbay3+7b+u6KJEnSrNTmFJTPM1gT/O3N/jiDx9N/rcVraJb76GGb++6CJEkTevgTb5mRdrc+uS+whK1PPtT+NV61T7vtaVZocwrK66vq08DzAFX1DNtZ+USSJElaqNq8A/5ckj1oVjtJ8nqGHkkvSdIwVxSRtFC1GcDPA74JrEhyJbAaOK3F9iVJ84grikhaqNoM4LcD7wOOZjD15MPA3i22L0mS5jm/GZl5tWexjW3Unj6ipS9tBvBrgROq6usASd7E4EeYh7Z4DUmSNI/5zcjMe3718313YcqWVb1kO9e1GcDPB65NciLwRuAK4I9bbF+SJEkL0CkvzK/ljVsL4FX19SS7AdczmHry3qr6SVvtS5IkSfPBLgfwJBfSrHzS2Ad4APhQEqrq7F29hiRJ0mw1ePicD6HT5LVxB/y2kf3bW2hTknrlD8EkTZYPodNU7XIAr6rL2+iIJM0m/hBMkjRTWpsDnmQM+CSwEtj9xfKqel1b15AkSZLmujZXQfk8g4fxfAZ4F3A6Popekl7m4U+8pfU2tz65L7CErU8+NCPtH/Txu1pvU3Pfkedc0Xqbez/xFIuBh594qvX2r/HpJJolFrXY1h5VdQOQqnqoqv4aeHeL7UuSJElzXpt3wP83ySLgJ0nOAn4GvLrF9iVJkqQ5r8074B8B9gTOBo4ETgFObbF9SZIkac5r8w54Af8CvBbYrSm7FDisxWtIc8pN7zym9TafWbIYEp4ZH5+R9o+5+abW25QkSb/UZgC/EjgHuAtwJXpJkiRpAm0G8Meran2L7UmSJEnzTpsB/LwknwNuAJ59sbCqvrKjk5IcD3wWWAx8rqo+NXI8zfETgaeB06rqh0l2B24GXtF8jn+rqvNa/DySpDlqJqZnwcxOAXP618C2pXu9ZCvNR20G8NOBNzKY//3iFJQCthvAkywGLgJ+AxgHbk2yvqruHap2AjDWvN4GXNxsnwXeXVU/T7Ib8J0k36iqW1r8TJIkqUO/GDuu7y5IM67NAP6rVTXVpz8cBWysqgcAklwFrAGGA/ga4IqqKuCWJMuSHFBVjwI/b+rs1rxqlz6BJEmSNMPaXIbwliQrp3jOcmDT0P54UzapOkkWJ7kDeAy4vqp+MMXrS5IkSZ1q8w74O4D3J3mQwfSQAFVVO1qGcKJH1Y/exd5unap6ATg8yTLgmiSHVtXdL7tIshZYC3DQQQft7HNIkkasvnB1620u3byURSxi0+ZNrbd/fqv/e5OkdrX5X6jjp3HOOLBiaP9A4JGp1qmqzUlubPrwsgBeVZcAlwCsWrXKaSqSJEnqTWtTUKrqoYleOzntVmAsySFJlgInAaNLGa4HTs3A0cCWqno0yf7NnW+S7AG8B/hxW59HkiRJmgm9fkdXVVuTnAVcx2AZwsuq6p4kZzTH1wEbGCxBuJHBMoSnN6cfAFzerKSyCLi6qr7W9WeQJEmSpqL3SXJVtYFByB4uWzf0voAzJzjvTuCIGe+gpFntyHOumJF2937iKRYDDz/xVOvXuGbvVpuTJM0xba6CIkmSJGknDOCSJElShwzgkiRJUocM4JIkSVKHDOCSJElShwzgkiRJUod6X4ZQkrTr9tt9G7C12UqSZjMDuCTNAx89bHPfXZAkTZJTUCRJkqQOGcAlSZKkDhnAJUmSpA4ZwCVJkqQO+SNMSZImaVnVS7aSNB0GcEmSJumUF1zmUdKuM4Brzlh94eoZaXfp5qUsYhGbNm9q/RrnO8QkSdII54BLkiRJHTKAS5IkSR0ygEuSJEkdcoKqJE1g29K9XrKVJKktBnBJmsAvxo7ruwvzXu1ZbGMbtadL+klaWAzgkqRePL/6+b67IEm9cA64JEmS1CEDuCRJktSh3gN4kuOT3J9kY5JzJzieJBc0x+9M8tamfEWSbye5L8k9ST7cfe8lSZKkqek1gCdZDFwEnACsBE5OsnKk2gnAWPNaC1zclG8F/ryq3gQcDZw5wbmSJEnSrNL3HfCjgI1V9UBVPQdcBawZqbMGuKIGbgGWJTmgqh6tqh8CVNVTwH3A8i47L0mSJE1V3wF8ObBpaH+cl4fondZJcjBwBPCD9rsoSZIktafvAJ4JykYXhN1hnSSvBL4MfKSq/mfCiyRrk9yW5LbHH3982p2VJEmSdlXfAXwcWDG0fyDwyGTrJNmNQfi+sqq+sr2LVNUlVbWqqlbtv//+rXRckiRJmo6+A/itwFiSQ5IsBU4C1o/UWQ+c2qyGcjSwpaoeTRLgn4H7qurvu+22JEmSND29PgmzqrYmOQu4DlgMXFZV9yQ5ozm+DtgAnAhsBJ4GTm9OXw38CXBXkjuasr+sqg0dfgRJkiRpSnp/FH0TmDeMlK0bel/AmROc9x0mnh8+b2xbutdLtpIkSZr7eg/g2r5fjB3XdxckSZLUsr7ngEuSJEkLigFckiRJ6pABXJIkSeqQAVySJEnqkAFckiRJ6pABXJIkSeqQAVySJEnqkAFckiRJ6pABXJIkSeqQAVySJEnqkAFckiRJ6pABXJIkSeqQAVySJEnqkAFckiRJ6pABXJIkSeqQAVySJEnqkAFckiRJ6pABXJIkSeqQAVySJEnqkAFckiRJ6pABXJIkSepQ7wE8yfFJ7k+yMcm5ExxPkgua43cmeevQscuSPJbk7m57LUmSJE1PrwE8yWLgIuAEYCVwcpKVI9VOAMaa11rg4qFjXwCOn/meSpIkSe3o+w74UcDGqnqgqp4DrgLWjNRZA1xRA7cAy5IcAFBVNwNPdtpjSZIkaRf0HcCXA5uG9sebsqnWkSRJkuaEvgN4JiiradTZ8UWStUluS3Lb448/PpVTJUmSpFb1HcDHgRVD+wcCj0yjzg5V1SVVtaqqVu2///7T6qgkSZLUhr4D+K3AWJJDkiwFTgLWj9RZD5zarIZyNLClqh7tuqOSJElSG3oN4FW1FTgLuA64D7i6qu5JckaSM5pqG4AHgI3ApcAHXzw/yZeA7wNvSDKe5AOdfgBJkiRpipb03YGq2sAgZA+XrRt6X8CZ2zn35JntnSRJktSuvqegSJIkSQuKAVySJEnqkAFckiRJ6pABXJIkSeqQAVySJEnqkAFckiRJ6pABXJIkSeqQAVySJEnqkAFckiRJ6pABXJIkSeqQAVySJEnqkAFckiRJ6tCSvjsgaWqWVb1kK0mS5hYDuDTHnPLCtr67IEmSdoFTUCRJkqQOGcAlSZKkDhnAJUmSpA4ZwCVJkqQOGcAlSZKkDhnAJUmSpA4ZwCVJkqQOGcAlSZKkDhnAJUmSpA71HsCTHJ/k/iQbk5w7wfEkuaA5fmeSt072XEmSJGm26TWAJ1kMXAScAKwETk6ycqTaCcBY81oLXDyFcyVJkqRZpe874EcBG6vqgap6DrgKWDNSZw1wRQ3cAixLcsAkz5V2qvYstu21jdqz+u6KJElaAJb0fP3lwKah/XHgbZOos3yS50o79fzq5/vugiRJWkD6DuCZoGz0NuT26kzm3EEDyVoG01cAfp7k/kn3cB57bd8dmLr9gCf67sRUHNt3B6YjEw0ttWkOjj2YY+Pv2L47MB2OvRnn2Jt5x/bdgemYubG33b9yfQfwcWDF0P6BwCOTrLN0EucCUFWXAJfsamfVryS3VdWqvvshLUSOP6kfjr35qe854LcCY0kOSbIUOAlYP1JnPXBqsxrK0cCWqnp0kudKkiRJs0qvd8CramuSs4DrgMXAZVV1T5IzmuPrgA3AicBG4Gng9B2d28PHkCRJkiYtVa78oLkhydpmOpGkjjn+pH449uYnA7gkSZLUob7ngEuSJEkLigFcs0aSy5I8luTuobJ9k1yf5CfN9lVDxz6WZGOS+5P8Zj+9luamtsZbkiOT3NUcuyBxLT1pZ5L8tBk3dyS5rSlz/C0gBnDNJl8Ajh8pOxe4oarGgBuafZKsZLDyzZubc/4pyeLuuirNeV+gnfF2MYPnLIw1r9E2JU3sXVV1+NASg46/BcQArlmjqm4GnhwpXgNc3ry/HHjvUPlVVfVsVT3IYJWco7ropzQftDHekhwA7FNV36/BD4quGDpH0tQ4/hYQA7hmu9c0677TbF/dlC8HNg3VG2/KJE3fVMfb8ub9aLmkHSvgW0lub57WDY6/BaXvJ2FK0zXRPDeX9JFmxvbGm+NQmp7VVfVIklcD1yf58Q7qOv7mIe+Aa7b7r+ZrNprtY035OLBiqN6BwCMd902ab6Y63sab96Plknagqh5pto8B1zCYQun4W0AM4Jrt1gPvb96/H/j3ofKTkrwiySEMfnzynz30T5pPpjTemq/Jn0pydLP6wqlD50iaQJK9kuz94nvgOOBuHH8LilNQNGsk+RJwLLBfknHgPOBTwNVJPgA8DPwBQFXdk+Rq4F5gK3BmVb3QS8elOajF8fanDFZU2QP4RvOStH2vAa5pVgxcAvxrVX0zya04/hYMn4QpSZIkdcgpKJIkSVKHDOCSJElShwzgkiRJUocM4JIkSVKHDOCSJElShwzgkiRJUocM4JKkGZXktCT/2Hc/JGm2MIBLkiRJHTKAS9I8keTgJPcluTTJPUm+lWSP7dQ9O8m9Se5MclVTdlSS7yX5UbN9Q1N+WpKvJrk2yYNJzkryZ029W5Ls29S7Mck/NOfeneSoCa67f5IvJ7m1ea2eyT8TSZqNDOCSNL+MARdV1ZuBzcDvbafeucARVXUYcEZT9mPgnVV1BPBx4Pyh+ocCfwQcBfwt8HRT7/vAqUP19qqqXwc+CFw2wXU/C3ymqn6t6dvnpvwJJWmOW9J3ByRJrXqwqu5o3t8OHLydencCVyb5KvDVpuxXgMuTjAEF7DZU/9tV9RTwVJItwLVN+V3AYUP1vgRQVTcn2SfJspHrvgdYmeTF/X2S7N20LUkLgnfAJWl+eXbo/Qts/0bLbwEXAUcCtydZAvwNg6B9KPA7wO7baXfb0P62kWvUyHVG9xcBb6+qw5vXcsO3pIXGAC5JC0ySRcCKqvo28BfAMuCVDO6A/6ypdto0m//D5hrvALZU1ZaR498Czhrqy+HTvI4kzVkGcElaeBYDX0xyF/AjBnOyNwOfBj6Z5LtNnen47yTfA9YBH5jg+NnAqubHn/fyy/nnkrRgpGr020FJkqYuyY3AR6vqtr77IkmzmXfAJUmSpA55B1yS5rEkFwGja21/tqo+30d/JEkGcEmSJKlTTkGRJEmSOmQAlyRJkjpkAJckSZI6ZACXJEmSOmQAlyRJkjr0f3GfJXQnI7j6AAAAAElFTkSuQmCC", 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" ] @@ -1371,13 +1396,6 @@ " ax[i].set_ylabel(f'{d}')" ] }, - { - "cell_type": "code", - "execution_count": null, - "metadata": {}, - "outputs": [], - "source": [] - }, { "cell_type": "markdown", "metadata": {}, @@ -1387,527 +1405,495 @@ }, { "cell_type": "code", - "execution_count": 10, + "execution_count": 18, "metadata": {}, "outputs": [ { "data": { "text/html": [ "\n", - "\n", + "
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    RFOFRFOF
dataset
make_circles10011.0000000.5700000.551000make_circles10021.0000000.5320000.531000
2.0000000.5720000.5740002.0000000.5620000.559000
5.0000000.5830000.5940005.0000000.5830000.591000
10.0000000.5880000.58400010.0000000.5720000.554000
inf0.5830000.582000inf0.5710000.554000
41.0000000.0000000.53700041.0000000.0000000.537000
2.0000000.0000000.5390002.0000000.0000000.539000
5.0000000.0000000.5890005.0000000.0000000.589000
10.0000000.0000000.57400010.0000000.0000000.574000
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\n" ], "text/plain": [ - "" + "" ] }, - "execution_count": 10, + "execution_count": 18, "metadata": {}, "output_type": "execute_result" } From 6e1187c0bb603664ce5e5a5ff5a73e79603408d3 Mon Sep 17 00:00:00 2001 From: Jong Shin Date: Wed, 8 Jun 2022 02:16:39 -0400 Subject: [PATCH 07/36] preserve comprehensive run --- ...ion_benchmark_OF_vs_RF_comprehensive.ipynb | 3854 +++++++++++++++++ 1 file changed, 3854 insertions(+) create mode 100644 notebook/simulation_benchmark_OF_vs_RF_comprehensive.ipynb diff --git a/notebook/simulation_benchmark_OF_vs_RF_comprehensive.ipynb b/notebook/simulation_benchmark_OF_vs_RF_comprehensive.ipynb new file mode 100644 index 0000000000000..aa32d8557d8b3 --- /dev/null +++ b/notebook/simulation_benchmark_OF_vs_RF_comprehensive.ipynb @@ -0,0 +1,3854 @@ +{ + "cells": [ + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "# Comparing axis-aligned decision tree versus oblique decision tree on simulation datasets\n", + "The previous notebook conducted visual analysis using `Iris` dataset. Here we extend our analysis using `2` more custom simulation datasets: `sparse_parity`, `trunk` along with other simulation datasets from scikit-learn datasets module" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "## Environment\n", + "- Python 3.8.13\n", + "- [Sklearn-Adam's dev branch](https://github.com/neurodata/scikit-learn/tree/obliquepr)" + ] + }, + { + "cell_type": "code", + "execution_count": 1, + "metadata": {}, + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "Python 3.8.13\n" + ] + } + ], + "source": [ + "!python --version" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "## Import packages" + ] + }, + { + "cell_type": "code", + "execution_count": 2, + "metadata": {}, + "outputs": [ + { + "data": { + "text/plain": [ + "'1.2.dev0'" + ] + }, + "execution_count": 2, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "import sklearn\n", + "from sklearn.tree import DecisionTreeClassifier, ObliqueDecisionTreeClassifier, plot_tree\n", + "from sklearn.ensemble import RandomForestClassifier, ObliqueRandomForestClassifier\n", + "from sklearn.model_selection import cross_val_score, train_test_split\n", + "from sklearn.metrics import accuracy_score\n", + "from sklearn.datasets import make_low_rank_matrix, make_multilabel_classification, \\\n", + " make_circles, make_moons, make_hastie_10_2, make_blobs, \\\n", + " make_sparse_uncorrelated, make_gaussian_quantiles\n", + "from sklearn.model_selection import RepeatedKFold, cross_validate\n", + "\n", + "from datetime import datetime\n", + "from tqdm import tqdm\n", + "import itertools\n", + "import os\n", + "import pickle\n", + "\n", + "import numpy as np\n", + "import pandas as pd\n", + "import seaborn as sns\n", + "import matplotlib.pyplot as plt\n", + "\n", + "random_state = 123456\n", + "\n", + "sklearn.__version__" + ] + }, + { + "cell_type": "code", + "execution_count": 3, + "metadata": {}, + "outputs": [ + { + "data": { + "text/plain": [ + "'2022-05-29'" + ] + }, + "execution_count": 3, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "today = str(datetime.now().date())\n", + "today" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "#### Generating custom simulation datasets" + ] + }, + { + "cell_type": "code", + "execution_count": 4, + "metadata": {}, + "outputs": [], + "source": [ + "def sparse_parity(n_samples, p=20, p_star=3, noise=None, random_seed=None, **kwarg):\n", + " \n", + " if random_seed: \n", + " np.random.seed(random_seed)\n", + "\n", + " X = np.random.uniform(-1, 1, (n_samples, p))\n", + " y = np.zeros(n_samples)\n", + "\n", + " for i in range(0, n_samples):\n", + " y[i] = sum(X[i, :p_star] > 0) % 2;\n", + "\n", + " return X, y\n", + "\n", + "def trunk(n_samples, p=10, noise=None, random_seed=None, **kwarg):\n", + "\n", + " if random_seed: \n", + " np.random.seed(random_seed)\n", + "\n", + " mu_1 = np.array([1/i for i in range(1,p+1)])\n", + " mu_0 = -1 * mu_1\n", + "\n", + " cov = np.identity(p)\n", + "\n", + " X = np.vstack((\n", + " np.random.multivariate_normal(mu_0, cov, int(n_samples/2)),\n", + " np.random.multivariate_normal(mu_1, cov, int(n_samples/2))\n", + " ))\n", + "\n", + " y = np.concatenate((\n", + " np.zeros(int(n_samples/2)),\n", + " np.ones(int(n_samples/2))\n", + " ))\n", + "\n", + " return X, y" + ] + }, + { + "cell_type": "code", + "execution_count": 5, + "metadata": {}, + "outputs": [], + "source": [ + "def get_sample(func, n, m=None, o=None):\n", + " k = {}\n", + "\n", + " if m: k['noise'] = m\n", + " if o: k['n_features'] = o\n", + "\n", + " k['n_samples'] = n\n", + " k['random_state'] = random_state # random_state for classifiers\n", + "\n", + " X, y = func(**k)\n", + "\n", + " return X, y\n", + "\n", + "def get_scores(X, y, max_features, max_depth, random_state, n_cv=5, n_repeats=10):\n", + "\n", + " clfs = [\n", + " RandomForestClassifier(max_features=max_features, max_depth=max_depth, random_state=random_state),\n", + " ObliqueRandomForestClassifier(max_features=max_features, max_depth=max_depth, random_state=random_state)\n", + " ]\n", + "\n", + " tmp = []\n", + "\n", + " for i, clf in enumerate(clfs):\n", + "\n", + " if i == 0 and isinstance(max_features, int):\n", + " if max_features > X.shape[1]:\n", + " tmp.append(np.zeros(n_cv * n_repeats))\n", + " continue\n", + "\n", + " cv = RepeatedKFold(n_splits=5, n_repeats=10, random_state=random_state)\n", + " test_score = cross_validate(estimator=clf, X=X, y=y, cv=cv, scoring='accuracy')\n", + " \n", + " tmp.append(\n", + " test_score['test_score']\n", + " )\n", + "\n", + " # print(f'max_feature: {max_features} | max_depth: {max_depth}')\n", + "\n", + " return tmp" + ] + }, + { + "cell_type": "code", + "execution_count": 6, + "metadata": {}, + "outputs": [], + "source": [ + "def run_experiment(n_repeat=10):\n", + " n_samples = [100, 1000, 5000]\n", + " max_depths = [1,2,5,10, None]\n", + " accs = []\n", + " \n", + " clf_kwarg = {\n", + " 'max_features': None,\n", + " 'max_depth': None,\n", + " 'random_state': random_state\n", + " }\n", + "\n", + " for n_sample in tqdm(n_samples):\n", + " data_args = [\n", + " # name of dataset, function, n_sample, noise, n_features\n", + " ['sparse_parity', sparse_parity, n_sample],\n", + " ['trunk', trunk, n_sample],\n", + " ['make_gaussian_quantiles', make_gaussian_quantiles, n_sample, None, 10], #noise, n_features\n", + " ['make_circles', make_circles, n_sample, 0.3], #noise\n", + " ['make_moons', make_moons, n_sample, 0.4],\n", + " ['make_hastie_10_2', make_hastie_10_2, n_sample]\n", + " ]\n", + "\n", + " for arg in data_args:\n", + "\n", + " X, y = get_sample(*arg[1:])\n", + " \n", + " for max_feature in ['sqrt', X.shape[1], X.shape[1]*2, X.shape[1]*3]: #max_features\n", + " for max_depth in max_depths:\n", + " clf_kwarg['max_features'] = max_feature\n", + " clf_kwarg['max_depth'] = max_depth\n", + "\n", + " acc = get_scores(X, y, **clf_kwarg)\n", + " accs.append([arg[0], n_sample, n_repeat, max_feature, max_depth, random_state] + acc)\n", + "\n", + " df = pd.DataFrame(accs, columns=['dataset', 'n_sample', 'n_repeat', 'max_feature', 'max_depth', 'random_state', 'RF', 'OF'])\n", + " df['delta'] = df.apply(lambda x: x.OF-x.RF, axis=1)\n", + "\n", + " with open('dat/simulation_notebook_rf_vs_of.pkl', 'wb') as f:\n", + " pickle.dump(df, f, protocol=pickle.HIGHEST_PROTOCOL)\n", + "\n", + " return df" + ] + }, + { + "cell_type": "code", + "execution_count": 7, + "metadata": {}, + "outputs": [ + { + "name": "stderr", + "output_type": "stream", + "text": [ + "100%|██████████| 3/3 [3:06:56<00:00, 3738.92s/it]\n" + ] + } + ], + "source": [ + "df = run_experiment()" + ] + }, + { + "cell_type": "code", + "execution_count": 8, + "metadata": {}, + "outputs": [ + { + "data": { + "text/html": [ + "
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datasetn_samplen_repeatmax_featuremax_depthrandom_stateRFOFdelta
0sparse_parity10010sqrt1.0123456[0.4, 0.35, 0.45, 0.6, 0.5, 0.6, 0.6, 0.5, 0.3...[0.55, 0.4, 0.45, 0.3, 0.4, 0.65, 0.55, 0.4, 0...[0.15000000000000002, 0.050000000000000044, 0....
1sparse_parity10010sqrt2.0123456[0.4, 0.4, 0.5, 0.55, 0.4, 0.5, 0.6, 0.45, 0.3...[0.4, 0.4, 0.4, 0.5, 0.35, 0.4, 0.5, 0.5, 0.35...[0.0, 0.0, -0.09999999999999998, -0.0500000000...
2sparse_parity10010sqrt5.0123456[0.35, 0.55, 0.5, 0.6, 0.5, 0.55, 0.5, 0.5, 0....[0.55, 0.4, 0.5, 0.5, 0.5, 0.55, 0.4, 0.6, 0.4...[0.20000000000000007, -0.15000000000000002, 0....
3sparse_parity10010sqrt10.0123456[0.5, 0.5, 0.4, 0.6, 0.5, 0.5, 0.55, 0.5, 0.55...[0.4, 0.45, 0.4, 0.55, 0.35, 0.6, 0.55, 0.5, 0...[-0.09999999999999998, -0.04999999999999999, 0...
4sparse_parity10010sqrtNaN123456[0.5, 0.5, 0.4, 0.6, 0.5, 0.5, 0.55, 0.5, 0.55...[0.45, 0.45, 0.45, 0.55, 0.35, 0.6, 0.55, 0.5,...[-0.04999999999999999, -0.04999999999999999, 0...
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355make_hastie_10_2500010301.0123456[0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, ...[0.712, 0.729, 0.744, 0.73, 0.668, 0.75, 0.727...[0.712, 0.729, 0.744, 0.73, 0.668, 0.75, 0.727...
356make_hastie_10_2500010302.0123456[0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, ...[0.756, 0.759, 0.791, 0.778, 0.697, 0.776, 0.7...[0.756, 0.759, 0.791, 0.778, 0.697, 0.776, 0.7...
357make_hastie_10_2500010305.0123456[0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, ...[0.817, 0.815, 0.859, 0.851, 0.814, 0.846, 0.8...[0.817, 0.815, 0.859, 0.851, 0.814, 0.846, 0.8...
358make_hastie_10_25000103010.0123456[0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, ...[0.876, 0.88, 0.88, 0.882, 0.885, 0.889, 0.873...[0.876, 0.88, 0.88, 0.882, 0.885, 0.889, 0.873...
359make_hastie_10_250001030NaN123456[0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, ...[0.895, 0.893, 0.916, 0.908, 0.915, 0.907, 0.9...[0.895, 0.893, 0.916, 0.908, 0.915, 0.907, 0.9...
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360 rows × 9 columns

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" + ], + "text/plain": [ + " dataset n_sample n_repeat max_feature max_depth \\\n", + "0 sparse_parity 100 10 sqrt 1.0 \n", + "1 sparse_parity 100 10 sqrt 2.0 \n", + "2 sparse_parity 100 10 sqrt 5.0 \n", + "3 sparse_parity 100 10 sqrt 10.0 \n", + "4 sparse_parity 100 10 sqrt NaN \n", + ".. ... ... ... ... ... \n", + "355 make_hastie_10_2 5000 10 30 1.0 \n", + "356 make_hastie_10_2 5000 10 30 2.0 \n", + "357 make_hastie_10_2 5000 10 30 5.0 \n", + "358 make_hastie_10_2 5000 10 30 10.0 \n", + "359 make_hastie_10_2 5000 10 30 NaN \n", + "\n", + " random_state RF \\\n", + "0 123456 [0.4, 0.35, 0.45, 0.6, 0.5, 0.6, 0.6, 0.5, 0.3... \n", + "1 123456 [0.4, 0.4, 0.5, 0.55, 0.4, 0.5, 0.6, 0.45, 0.3... \n", + "2 123456 [0.35, 0.55, 0.5, 0.6, 0.5, 0.55, 0.5, 0.5, 0.... \n", + "3 123456 [0.5, 0.5, 0.4, 0.6, 0.5, 0.5, 0.55, 0.5, 0.55... \n", + "4 123456 [0.5, 0.5, 0.4, 0.6, 0.5, 0.5, 0.55, 0.5, 0.55... \n", + ".. ... ... \n", + "355 123456 [0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, ... \n", + "356 123456 [0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, ... \n", + "357 123456 [0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, ... \n", + "358 123456 [0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, ... \n", + "359 123456 [0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, ... \n", + "\n", + " OF \\\n", + "0 [0.55, 0.4, 0.45, 0.3, 0.4, 0.65, 0.55, 0.4, 0... \n", + "1 [0.4, 0.4, 0.4, 0.5, 0.35, 0.4, 0.5, 0.5, 0.35... \n", + "2 [0.55, 0.4, 0.5, 0.5, 0.5, 0.55, 0.4, 0.6, 0.4... \n", + "3 [0.4, 0.45, 0.4, 0.55, 0.35, 0.6, 0.55, 0.5, 0... \n", + "4 [0.45, 0.45, 0.45, 0.55, 0.35, 0.6, 0.55, 0.5,... \n", + ".. ... \n", + "355 [0.712, 0.729, 0.744, 0.73, 0.668, 0.75, 0.727... \n", + "356 [0.756, 0.759, 0.791, 0.778, 0.697, 0.776, 0.7... \n", + "357 [0.817, 0.815, 0.859, 0.851, 0.814, 0.846, 0.8... \n", + "358 [0.876, 0.88, 0.88, 0.882, 0.885, 0.889, 0.873... \n", + "359 [0.895, 0.893, 0.916, 0.908, 0.915, 0.907, 0.9... \n", + "\n", + " delta \n", + "0 [0.15000000000000002, 0.050000000000000044, 0.... \n", + "1 [0.0, 0.0, -0.09999999999999998, -0.0500000000... \n", + "2 [0.20000000000000007, -0.15000000000000002, 0.... \n", + "3 [-0.09999999999999998, -0.04999999999999999, 0... \n", + "4 [-0.04999999999999999, -0.04999999999999999, 0... \n", + ".. ... \n", + "355 [0.712, 0.729, 0.744, 0.73, 0.668, 0.75, 0.727... \n", + "356 [0.756, 0.759, 0.791, 0.778, 0.697, 0.776, 0.7... \n", + "357 [0.817, 0.815, 0.859, 0.851, 0.814, 0.846, 0.8... \n", + "358 [0.876, 0.88, 0.88, 0.882, 0.885, 0.889, 0.873... \n", + "359 [0.895, 0.893, 0.916, 0.908, 0.915, 0.907, 0.9... \n", + "\n", + "[360 rows x 9 columns]" + ] + }, + "execution_count": 8, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "df" + ] + }, + { + "cell_type": "code", + "execution_count": 9, + "metadata": {}, + "outputs": [], + "source": [ + "df2 = df.copy()\n", + "df2['max_depth'] = df2.max_depth.replace(np.nan, 'inf')" + ] + }, + { + "cell_type": "code", + "execution_count": 10, + "metadata": {}, + "outputs": [ + { + "data": { + "text/html": [ + "
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datasetn_samplen_repeatmax_featuremax_depthrandom_stateRFOFdelta
0sparse_parity10010sqrt1.0123456[0.4, 0.35, 0.45, 0.6, 0.5, 0.6, 0.6, 0.5, 0.3...[0.55, 0.4, 0.45, 0.3, 0.4, 0.65, 0.55, 0.4, 0...[0.15000000000000002, 0.050000000000000044, 0....
1sparse_parity10010sqrt2.0123456[0.4, 0.4, 0.5, 0.55, 0.4, 0.5, 0.6, 0.45, 0.3...[0.4, 0.4, 0.4, 0.5, 0.35, 0.4, 0.5, 0.5, 0.35...[0.0, 0.0, -0.09999999999999998, -0.0500000000...
2sparse_parity10010sqrt5.0123456[0.35, 0.55, 0.5, 0.6, 0.5, 0.55, 0.5, 0.5, 0....[0.55, 0.4, 0.5, 0.5, 0.5, 0.55, 0.4, 0.6, 0.4...[0.20000000000000007, -0.15000000000000002, 0....
3sparse_parity10010sqrt10.0123456[0.5, 0.5, 0.4, 0.6, 0.5, 0.5, 0.55, 0.5, 0.55...[0.4, 0.45, 0.4, 0.55, 0.35, 0.6, 0.55, 0.5, 0...[-0.09999999999999998, -0.04999999999999999, 0...
4sparse_parity10010sqrtinf123456[0.5, 0.5, 0.4, 0.6, 0.5, 0.5, 0.55, 0.5, 0.55...[0.45, 0.45, 0.45, 0.55, 0.35, 0.6, 0.55, 0.5,...[-0.04999999999999999, -0.04999999999999999, 0...
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355make_hastie_10_2500010301.0123456[0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, ...[0.712, 0.729, 0.744, 0.73, 0.668, 0.75, 0.727...[0.712, 0.729, 0.744, 0.73, 0.668, 0.75, 0.727...
356make_hastie_10_2500010302.0123456[0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, ...[0.756, 0.759, 0.791, 0.778, 0.697, 0.776, 0.7...[0.756, 0.759, 0.791, 0.778, 0.697, 0.776, 0.7...
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360 rows × 9 columns

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" + ], + "text/plain": [ + " dataset n_sample n_repeat max_feature max_depth random_state \\\n", + "0 sparse_parity 100 10 sqrt 1.0 123456 \n", + "1 sparse_parity 100 10 sqrt 2.0 123456 \n", + "2 sparse_parity 100 10 sqrt 5.0 123456 \n", + "3 sparse_parity 100 10 sqrt 10.0 123456 \n", + "4 sparse_parity 100 10 sqrt inf 123456 \n", + ".. ... ... ... ... ... ... \n", + "355 make_hastie_10_2 5000 10 30 1.0 123456 \n", + "356 make_hastie_10_2 5000 10 30 2.0 123456 \n", + "357 make_hastie_10_2 5000 10 30 5.0 123456 \n", + "358 make_hastie_10_2 5000 10 30 10.0 123456 \n", + "359 make_hastie_10_2 5000 10 30 inf 123456 \n", + "\n", + " RF \\\n", + "0 [0.4, 0.35, 0.45, 0.6, 0.5, 0.6, 0.6, 0.5, 0.3... \n", + "1 [0.4, 0.4, 0.5, 0.55, 0.4, 0.5, 0.6, 0.45, 0.3... \n", + "2 [0.35, 0.55, 0.5, 0.6, 0.5, 0.55, 0.5, 0.5, 0.... \n", + "3 [0.5, 0.5, 0.4, 0.6, 0.5, 0.5, 0.55, 0.5, 0.55... \n", + "4 [0.5, 0.5, 0.4, 0.6, 0.5, 0.5, 0.55, 0.5, 0.55... \n", + ".. ... \n", + "355 [0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, ... \n", + "356 [0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, ... \n", + "357 [0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, ... \n", + "358 [0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, ... \n", + "359 [0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, ... \n", + "\n", + " OF \\\n", + "0 [0.55, 0.4, 0.45, 0.3, 0.4, 0.65, 0.55, 0.4, 0... \n", + "1 [0.4, 0.4, 0.4, 0.5, 0.35, 0.4, 0.5, 0.5, 0.35... \n", + "2 [0.55, 0.4, 0.5, 0.5, 0.5, 0.55, 0.4, 0.6, 0.4... \n", + "3 [0.4, 0.45, 0.4, 0.55, 0.35, 0.6, 0.55, 0.5, 0... \n", + "4 [0.45, 0.45, 0.45, 0.55, 0.35, 0.6, 0.55, 0.5,... \n", + ".. ... \n", + "355 [0.712, 0.729, 0.744, 0.73, 0.668, 0.75, 0.727... \n", + "356 [0.756, 0.759, 0.791, 0.778, 0.697, 0.776, 0.7... \n", + "357 [0.817, 0.815, 0.859, 0.851, 0.814, 0.846, 0.8... \n", + "358 [0.876, 0.88, 0.88, 0.882, 0.885, 0.889, 0.873... \n", + "359 [0.895, 0.893, 0.916, 0.908, 0.915, 0.907, 0.9... \n", + "\n", + " delta \n", + "0 [0.15000000000000002, 0.050000000000000044, 0.... \n", + "1 [0.0, 0.0, -0.09999999999999998, -0.0500000000... \n", + "2 [0.20000000000000007, -0.15000000000000002, 0.... \n", + "3 [-0.09999999999999998, -0.04999999999999999, 0... \n", + "4 [-0.04999999999999999, -0.04999999999999999, 0... \n", + ".. ... \n", + "355 [0.712, 0.729, 0.744, 0.73, 0.668, 0.75, 0.727... \n", + "356 [0.756, 0.759, 0.791, 0.778, 0.697, 0.776, 0.7... \n", + "357 [0.817, 0.815, 0.859, 0.851, 0.814, 0.846, 0.8... \n", + "358 [0.876, 0.88, 0.88, 0.882, 0.885, 0.889, 0.873... \n", + "359 [0.895, 0.893, 0.916, 0.908, 0.915, 0.907, 0.9... \n", + "\n", + "[360 rows x 9 columns]" + ] + }, + "execution_count": 10, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "df2" + ] + }, + { + "cell_type": "code", + "execution_count": 11, + "metadata": {}, + "outputs": [ + { + "data": { + "text/html": [ + "
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RFOF
datasetn_samplemax_featuremax_depth
make_circles10021.00.532000.53100
2.00.562000.55900
5.00.583000.59100
10.00.572000.55400
inf0.571000.55400
..................
trunk5000sqrt1.00.861520.86972
2.00.870840.88086
5.00.885900.89040
10.00.890720.89312
inf0.890760.89346
\n", + "

360 rows × 2 columns

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datasetn_samplemax_featuremax_depthRFOF
0sparse_parity100sqrt1.00.40.55
0sparse_parity100sqrt1.00.350.4
0sparse_parity100sqrt1.00.450.45
0sparse_parity100sqrt1.00.60.3
0sparse_parity100sqrt1.00.50.4
.....................
359make_hastie_10_2500030inf0.00.912
359make_hastie_10_2500030inf0.00.908
359make_hastie_10_2500030inf0.00.896
359make_hastie_10_2500030inf0.00.899
359make_hastie_10_2500030inf0.00.915
\n", + "

18000 rows × 6 columns

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" + ], + "text/plain": [ + " dataset n_sample max_feature max_depth RF OF\n", + "0 sparse_parity 100 sqrt 1.0 0.4 0.55\n", + "0 sparse_parity 100 sqrt 1.0 0.35 0.4\n", + "0 sparse_parity 100 sqrt 1.0 0.45 0.45\n", + "0 sparse_parity 100 sqrt 1.0 0.6 0.3\n", + "0 sparse_parity 100 sqrt 1.0 0.5 0.4\n", + ".. ... ... ... ... ... ...\n", + "359 make_hastie_10_2 5000 30 inf 0.0 0.912\n", + "359 make_hastie_10_2 5000 30 inf 0.0 0.908\n", + "359 make_hastie_10_2 5000 30 inf 0.0 0.896\n", + "359 make_hastie_10_2 5000 30 inf 0.0 0.899\n", + "359 make_hastie_10_2 5000 30 inf 0.0 0.915\n", + "\n", + "[18000 rows x 6 columns]" + ] + }, + "execution_count": 12, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "df3 = df2.explode(['RF','OF'])[['dataset', 'n_sample', 'max_feature', 'max_depth', 'RF','OF']]\n", + "df3" + ] + }, + { + "cell_type": "code", + "execution_count": 13, + "metadata": {}, + "outputs": [ + { + "data": { + "text/plain": [ + "array(['sparse_parity', 'trunk', 'make_gaussian_quantiles',\n", + " 'make_circles', 'make_moons', 'make_hastie_10_2'], dtype=object)" + ] + }, + "execution_count": 13, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "df3.dataset.unique()" + ] + }, + { + "cell_type": "code", + "execution_count": 20, + "metadata": {}, + "outputs": [ + { + "data": { + "image/png": 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" + ] + }, + "metadata": { + "needs_background": "light" + }, + "output_type": "display_data" + } + ], + "source": [ + "dset = df3.dataset.unique()\n", + "\n", + "fig, ax = plt.subplots(dset.shape[0], 2, figsize=(12,6*dset.shape[0]))\n", + "\n", + "for i, d in enumerate(dset):\n", + "\n", + " df_new = df3.query(f'dataset == \"{d}\" and max_depth == \"inf\"')\n", + "\n", + " sns.barplot(data=df_new, x='n_sample', y='RF', hue='max_feature', ax=ax[i,0])\n", + " sns.barplot(data=df_new, x='n_sample', y='OF', hue='max_feature', ax=ax[i,1])\n", + "\n", + " m = 1.0#round(max(df_new.RF.max(), df_new.OF.max()))\n", + "\n", + " ax[i,0].set_ylim(0, m)\n", + " ax[i,1].set_ylim(0, m)\n", + " ax[i,0].set_title('RF')\n", + " ax[i,1].set_title('OF')\n", + " ax[i,0].set_ylabel(f'{d}')\n", + " ax[i,1].set_ylabel('')" + ] + }, + { + "cell_type": "code", + "execution_count": 21, + "metadata": {}, + "outputs": [], + "source": [ + "q1 = f'dataset == \"{d}\" and max_depth == \"inf\"'\n", + "q2 = f'max_feature == 1'\n", + "# q4 = f'max_feature != 1'\n", + "\n", + "df_new = df3.query(q1)" + ] + }, + { + "cell_type": "code", + "execution_count": 36, + "metadata": {}, + "outputs": [ + { + "data": { + "text/plain": [ + "10" + ] + }, + "execution_count": 36, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "df_new[~(df_new.max_feature == 'sqrt')].max_feature.min()" + ] + }, + { + "cell_type": "code", + "execution_count": 37, + "metadata": {}, + "outputs": [], + "source": [ + "dset = df3.dataset.unique()\n", + "df33 = df3.copy()\n", + "\n", + "for i, d in enumerate(dset):\n", + "\n", + " q1 = f'dataset == \"{d}\" and max_depth == \"inf\"'\n", + "\n", + " df_new = df3.query(q1)\n", + " n_feature = df_new[~(df_new.max_feature == 'sqrt')].max_feature.min() #minimum numeric max_feature\n", + "\n", + " df_mf1 = df_new.query(f'max_feature == {n_feature}') #RF max_feature to be compared with OF 2x, 3x max_feature\n", + "\n", + " for ns in df_mf1.n_sample.unique(): #n_sample\n", + " for mf_not_1 in df_new.max_feature.unique():\n", + " q3 = f'n_sample == {ns}'\n", + " \n", + " if mf_not_1 in [n_feature, 'sqrt']:\n", + " continue\n", + "\n", + " indexing = (df33.dataset==d) & (df33.max_depth=='inf') & (df33.n_sample==ns) & (df33.max_feature==mf_not_1)\n", + " df33.loc[indexing, ['RF']] = df_mf1.query(q3).RF.tolist()\n", + "\n", + "df33['delta'] = df33.apply(lambda x: x.OF-x.RF, axis=1)" + ] + }, + { + "cell_type": "code", + "execution_count": 38, + "metadata": {}, + "outputs": [ + { + "data": { + "text/html": [ + "
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datasetn_samplemax_featuremax_depthRFOFdelta
0sparse_parity100sqrt1.00.40.550.150
0sparse_parity100sqrt1.00.350.40.050
0sparse_parity100sqrt1.00.450.450.000
0sparse_parity100sqrt1.00.60.3-0.300
0sparse_parity100sqrt1.00.50.4-0.100
........................
359make_hastie_10_2500030inf0.8760.9120.036
359make_hastie_10_2500030inf0.8730.9080.035
359make_hastie_10_2500030inf0.8610.8960.035
359make_hastie_10_2500030inf0.8540.8990.045
359make_hastie_10_2500030inf0.8840.9150.031
\n", + "

18000 rows × 7 columns

\n", + "
" + ], + "text/plain": [ + " dataset n_sample max_feature max_depth RF OF delta\n", + "0 sparse_parity 100 sqrt 1.0 0.4 0.55 0.150\n", + "0 sparse_parity 100 sqrt 1.0 0.35 0.4 0.050\n", + "0 sparse_parity 100 sqrt 1.0 0.45 0.45 0.000\n", + "0 sparse_parity 100 sqrt 1.0 0.6 0.3 -0.300\n", + "0 sparse_parity 100 sqrt 1.0 0.5 0.4 -0.100\n", + ".. ... ... ... ... ... ... ...\n", + "359 make_hastie_10_2 5000 30 inf 0.876 0.912 0.036\n", + "359 make_hastie_10_2 5000 30 inf 0.873 0.908 0.035\n", + "359 make_hastie_10_2 5000 30 inf 0.861 0.896 0.035\n", + "359 make_hastie_10_2 5000 30 inf 0.854 0.899 0.045\n", + "359 make_hastie_10_2 5000 30 inf 0.884 0.915 0.031\n", + "\n", + "[18000 rows x 7 columns]" + ] + }, + "execution_count": 38, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "df33" + ] + }, + { + "cell_type": "code", + "execution_count": 39, + "metadata": {}, + "outputs": [ + { + "data": { + "image/png": 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" + ] + }, + "metadata": { + "needs_background": "light" + }, + "output_type": "display_data" + } + ], + "source": [ + "dset = df33.dataset.unique()\n", + "\n", + "fig, ax = plt.subplots(dset.shape[0], 1, figsize=(12,6*dset.shape[0]))\n", + "\n", + "for i, d in enumerate(dset):\n", + "\n", + " df_new = df33.query(f'dataset == \"{d}\" and max_depth == \"inf\"')\n", + "\n", + " sns.barplot(data=df_new, x='n_sample', y='delta', hue='max_feature', ax=ax[i])\n", + "\n", + " ax[i].set_title('delta')\n", + " ax[i].set_ylabel(f'{d}')" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "## Appendix" + ] + }, + { + "cell_type": "code", + "execution_count": 18, + "metadata": {}, + "outputs": [ + { + "data": { + "text/html": [ + "\n", + "\n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + 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\n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + "
    RFOF
datasetn_samplemax_featuremax_depth  
make_circles10021.0000000.5320000.531000
2.0000000.5620000.559000
5.0000000.5830000.591000
10.0000000.5720000.554000
inf0.5710000.554000
41.0000000.0000000.537000
2.0000000.0000000.539000
5.0000000.0000000.589000
10.0000000.0000000.574000
inf0.0000000.573000
61.0000000.0000000.535000
2.0000000.0000000.542000
5.0000000.0000000.585000
10.0000000.0000000.566000
inf0.0000000.566000
sqrt1.0000000.5700000.551000
2.0000000.5720000.574000
5.0000000.5830000.594000
10.0000000.5880000.584000
inf0.5830000.582000
100021.0000000.5500000.549100
2.0000000.5620000.559300
5.0000000.5739000.565000
10.0000000.5566000.542100
inf0.5383000.523700
41.0000000.0000000.544900
2.0000000.0000000.554800
5.0000000.0000000.566100
10.0000000.0000000.538500
inf0.0000000.518000
61.0000000.0000000.544200
2.0000000.0000000.555100
5.0000000.0000000.566100
10.0000000.0000000.536000
inf0.0000000.521000
sqrt1.0000000.5543000.550300
2.0000000.5687000.566000
5.0000000.5764000.576200
10.0000000.5625000.560900
inf0.5449000.542300
500021.0000000.5618200.597280
2.0000000.5882200.605240
5.0000000.6112400.610940
10.0000000.5875000.596880
inf0.5600600.563800
41.0000000.0000000.593340
2.0000000.0000000.602400
5.0000000.0000000.612220
10.0000000.0000000.597840
inf0.0000000.564820
61.0000000.0000000.589260
2.0000000.0000000.600720
5.0000000.0000000.613140
10.0000000.0000000.597960
inf0.0000000.565820
sqrt1.0000000.5724200.571560
2.0000000.5935800.597660
5.0000000.6099600.609860
10.0000000.5937800.593800
inf0.5644200.566100
make_gaussian_quantiles100101.0000000.4130000.423000
2.0000000.4420000.472000
5.0000000.4620000.500000
10.0000000.4650000.510000
inf0.4670000.510000
201.0000000.0000000.423000
2.0000000.0000000.464000
5.0000000.0000000.505000
10.0000000.0000000.510000
inf0.0000000.510000
301.0000000.0000000.412000
2.0000000.0000000.462000
5.0000000.0000000.494000
10.0000000.0000000.501000
inf0.0000000.501000
sqrt1.0000000.4070000.393000
2.0000000.4390000.491000
5.0000000.4860000.530000
10.0000000.4850000.528000
inf0.4830000.526000
1000101.0000000.4399000.506300
2.0000000.4910000.567200
5.0000000.5423000.617300
10.0000000.5907000.652400
inf0.6313000.686700
201.0000000.0000000.493800
2.0000000.0000000.550200
5.0000000.0000000.605700
10.0000000.0000000.648100
inf0.0000000.675800
301.0000000.0000000.485300
2.0000000.0000000.548000
5.0000000.0000000.609900
10.0000000.0000000.645400
inf0.0000000.677200
sqrt1.0000000.4817000.518800
2.0000000.5303000.593900
5.0000000.5728000.646400
10.0000000.6095000.673300
inf0.6435000.694700
5000101.0000000.4761800.556100
2.0000000.5079000.588760
5.0000000.5852800.682580
10.0000000.6473200.753000
inf0.7311200.797500
201.0000000.0000000.547840
2.0000000.0000000.584220
5.0000000.0000000.680260
10.0000000.0000000.748800
inf0.0000000.795560
301.0000000.0000000.542620
2.0000000.0000000.580240
5.0000000.0000000.681220
10.0000000.0000000.754460
inf0.0000000.794380
sqrt1.0000000.5247600.584220
2.0000000.5525400.617960
5.0000000.6121200.698760
10.0000000.6735600.764460
inf0.7480400.798720
make_hastie_10_2100101.0000000.5240000.543000
2.0000000.5700000.602000
5.0000000.6160000.676000
10.0000000.6360000.698000
inf0.6360000.698000
201.0000000.0000000.527000
2.0000000.0000000.587000
5.0000000.0000000.636000
10.0000000.0000000.660000
inf0.0000000.660000
301.0000000.0000000.520000
2.0000000.0000000.563000
5.0000000.0000000.660000
10.0000000.0000000.668000
inf0.0000000.668000
sqrt1.0000000.5370000.548000
2.0000000.5950000.605000
5.0000000.6370000.691000
10.0000000.6570000.707000
inf0.6570000.706000
1000101.0000000.6681000.719600
2.0000000.6852000.753400
5.0000000.7210000.787100
10.0000000.7673000.824800
inf0.8215000.855000
201.0000000.0000000.708000
2.0000000.0000000.743800
5.0000000.0000000.777300
10.0000000.0000000.819100
inf0.0000000.851300
301.0000000.0000000.709700
2.0000000.0000000.734300
5.0000000.0000000.773300
10.0000000.0000000.815000
inf0.0000000.852700
sqrt1.0000000.6970000.719200
2.0000000.7175000.776300
5.0000000.7515000.813400
10.0000000.7877000.840000
inf0.8330000.861600
5000101.0000000.6543400.719880
2.0000000.6926600.763780
5.0000000.7497000.827940
10.0000000.8066600.875600
inf0.8677200.905060
201.0000000.0000000.710980
2.0000000.0000000.754460
5.0000000.0000000.823260
10.0000000.0000000.873400
inf0.0000000.906440
301.0000000.0000000.709860
2.0000000.0000000.754400
5.0000000.0000000.825360
10.0000000.0000000.874440
inf0.0000000.906260
sqrt1.0000000.7001000.747480
2.0000000.7265000.796060
5.0000000.7736000.847720
10.0000000.8251400.888560
inf0.8761200.909560
make_moons10021.0000000.8190000.847000
2.0000000.8970000.863000
5.0000000.8570000.856000
10.0000000.8360000.850000
inf0.8360000.850000
41.0000000.0000000.841000
2.0000000.0000000.859000
5.0000000.0000000.842000
10.0000000.0000000.834000
inf0.0000000.834000
61.0000000.0000000.832000
2.0000000.0000000.853000
5.0000000.0000000.833000
10.0000000.0000000.832000
inf0.0000000.832000
sqrt1.0000000.8450000.847000
2.0000000.8910000.894000
5.0000000.8660000.870000
10.0000000.8480000.853000
inf0.8480000.853000
100021.0000000.7767000.810500
2.0000000.8541000.849900
5.0000000.8487000.852100
10.0000000.8324000.836700
inf0.8286000.829500
41.0000000.0000000.805900
2.0000000.0000000.847100
5.0000000.0000000.849700
10.0000000.0000000.835200
inf0.0000000.830900
61.0000000.0000000.805700
2.0000000.0000000.843800
5.0000000.0000000.848400
10.0000000.0000000.832400
inf0.0000000.828400
sqrt1.0000000.8158000.816800
2.0000000.8563000.851200
5.0000000.8560000.854500
10.0000000.8435000.842500
inf0.8344000.834200
500021.0000000.7703200.806860
2.0000000.8504200.838200
5.0000000.8529400.854720
10.0000000.8453600.846120
inf0.8320600.832460
41.0000000.0000000.800900
2.0000000.0000000.821360
5.0000000.0000000.855440
10.0000000.0000000.846240
inf0.0000000.831620
61.0000000.0000000.800080
2.0000000.0000000.817340
5.0000000.0000000.855300
10.0000000.0000000.843800
inf0.0000000.832200
sqrt1.0000000.8005600.801100
2.0000000.8499200.849900
5.0000000.8526600.852380
10.0000000.8488600.848120
inf0.8366800.837420
sparse_parity100201.0000000.5160000.501000
2.0000000.4840000.491000
5.0000000.4700000.468000
10.0000000.4630000.474000
inf0.4630000.474000
401.0000000.0000000.507000
2.0000000.0000000.493000
5.0000000.0000000.478000
10.0000000.0000000.478000
inf0.0000000.478000
601.0000000.0000000.495000
2.0000000.0000000.494000
5.0000000.0000000.473000
10.0000000.0000000.480000
inf0.0000000.480000
sqrt1.0000000.4810000.459000
2.0000000.4950000.459000
5.0000000.4850000.481000
10.0000000.4720000.470000
inf0.4720000.475000
1000201.0000000.4960000.501900
2.0000000.5029000.518800
5.0000000.5371000.538100
10.0000000.5708000.558700
inf0.5714000.561900
401.0000000.0000000.509100
2.0000000.0000000.521300
5.0000000.0000000.554000
10.0000000.0000000.583400
inf0.0000000.589200
601.0000000.0000000.505900
2.0000000.0000000.520800
5.0000000.0000000.562900
10.0000000.0000000.595900
inf0.0000000.594100
sqrt1.0000000.4981000.504100
2.0000000.5063000.516900
5.0000000.5232000.523900
10.0000000.5374000.536100
inf0.5452000.540000
5000201.0000000.5048600.510340
2.0000000.5004400.508460
5.0000000.5218000.572320
10.0000000.6268400.730040
inf0.6921400.805040
401.0000000.0000000.508880
2.0000000.0000000.515440
5.0000000.0000000.663520
10.0000000.0000000.878780
inf0.0000000.927240
601.0000000.0000000.509000
2.0000000.0000000.518700
5.0000000.0000000.700800
10.0000000.0000000.928960
inf0.0000000.960720
sqrt1.0000000.5098400.511380
2.0000000.5042800.506160
5.0000000.5015400.508120
10.0000000.5383400.556620
inf0.5915600.607180
trunk100101.0000000.8560000.885000
2.0000000.8720000.891000
5.0000000.8640000.904000
10.0000000.8640000.904000
inf0.8640000.904000
201.0000000.0000000.867000
2.0000000.0000000.895000
5.0000000.0000000.898000
10.0000000.0000000.898000
inf0.0000000.898000
301.0000000.0000000.872000
2.0000000.0000000.890000
5.0000000.0000000.893000
10.0000000.0000000.893000
inf0.0000000.893000
sqrt1.0000000.8760000.840000
2.0000000.8990000.903000
5.0000000.9050000.916000
10.0000000.9050000.912000
inf0.9050000.911000
1000101.0000000.8525000.872600
2.0000000.8521000.867100
5.0000000.8729000.881100
10.0000000.8741000.884200
inf0.8740000.882300
201.0000000.0000000.856800
2.0000000.0000000.864600
5.0000000.0000000.879100
10.0000000.0000000.879700
inf0.0000000.881900
301.0000000.0000000.855700
2.0000000.0000000.861100
5.0000000.0000000.879800
10.0000000.0000000.878900
inf0.0000000.878600
sqrt1.0000000.8663000.867300
2.0000000.8733000.878900
5.0000000.8801000.883700
10.0000000.8806000.881500
inf0.8791000.881200
5000101.0000000.8437000.885920
2.0000000.8458000.864140
5.0000000.8814400.888960
10.0000000.8877400.893520
inf0.8869200.892660
201.0000000.0000000.848620
2.0000000.0000000.858560
5.0000000.0000000.889640
10.0000000.0000000.892600
inf0.0000000.892600
301.0000000.0000000.847300
2.0000000.0000000.855420
5.0000000.0000000.890480
10.0000000.0000000.892200
inf0.0000000.891280
sqrt1.0000000.8615200.869720
2.0000000.8708400.880860
5.0000000.8859000.890400
10.0000000.8907200.893120
inf0.8907600.893460
\n" + ], + "text/plain": [ + "" + ] + }, + "execution_count": 18, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "dff2 = df2.explode(['RF', 'OF'])[['dataset', 'n_sample', 'max_feature', 'max_depth', 'RF', 'OF']].groupby(['dataset', 'n_sample', 'max_feature','max_depth']).mean()\n", + "dff2.style.background_gradient(cmap='RdBu_r', low=0, high=0, vmin=0, vmax=1)" + ] + }, + { + "cell_type": "code", + "execution_count": null, + "metadata": {}, + "outputs": [], + "source": [] + } + ], + "metadata": { + "interpreter": { + "hash": "93e4dc7d4754bd0325258ba14c14aaf66418ce0b9905eb4643088c0b3d7c1548" + }, + "kernelspec": { + "display_name": "Python 3.8.13 ('of')", + "language": "python", + "name": "python3" + }, + "language_info": { + "codemirror_mode": { + "name": "ipython", + "version": 3 + }, + "file_extension": ".py", + "mimetype": "text/x-python", + "name": "python", + "nbconvert_exporter": "python", + "pygments_lexer": "ipython3", + "version": "3.8.13" + }, + "orig_nbformat": 4 + }, + "nbformat": 4, + "nbformat_minor": 2 +} From 8d453998f5d814838e64b8944d7263109ac27b58 Mon Sep 17 00:00:00 2001 From: Jong Shin Date: Wed, 8 Jun 2022 02:16:53 -0400 Subject: [PATCH 08/36] optimize runtime --- notebook/simulation_benchmark_OF_vs_RF.ipynb | 3662 ++---------------- 1 file changed, 281 insertions(+), 3381 deletions(-) diff --git a/notebook/simulation_benchmark_OF_vs_RF.ipynb b/notebook/simulation_benchmark_OF_vs_RF.ipynb index aa32d8557d8b3..358172d0f9c9f 100644 --- a/notebook/simulation_benchmark_OF_vs_RF.ipynb +++ b/notebook/simulation_benchmark_OF_vs_RF.ipynb @@ -92,7 +92,7 @@ { "data": { "text/plain": [ - "'2022-05-29'" + "'2022-06-08'" ] }, "execution_count": 3, @@ -129,28 +129,6 @@ " for i in range(0, n_samples):\n", " y[i] = sum(X[i, :p_star] > 0) % 2;\n", "\n", - " return X, y\n", - "\n", - "def trunk(n_samples, p=10, noise=None, random_seed=None, **kwarg):\n", - "\n", - " if random_seed: \n", - " np.random.seed(random_seed)\n", - "\n", - " mu_1 = np.array([1/i for i in range(1,p+1)])\n", - " mu_0 = -1 * mu_1\n", - "\n", - " cov = np.identity(p)\n", - "\n", - " X = np.vstack((\n", - " np.random.multivariate_normal(mu_0, cov, int(n_samples/2)),\n", - " np.random.multivariate_normal(mu_1, cov, int(n_samples/2))\n", - " ))\n", - "\n", - " y = np.concatenate((\n", - " np.zeros(int(n_samples/2)),\n", - " np.ones(int(n_samples/2))\n", - " ))\n", - "\n", " return X, y" ] }, @@ -173,7 +151,7 @@ "\n", " return X, y\n", "\n", - "def get_scores(X, y, max_features, max_depth, random_state, n_cv=5, n_repeats=10):\n", + "def get_scores(X, y, max_features, max_depth, random_state, n_cv, n_repeats):\n", "\n", " clfs = [\n", " RandomForestClassifier(max_features=max_features, max_depth=max_depth, random_state=random_state),\n", @@ -189,7 +167,7 @@ " tmp.append(np.zeros(n_cv * n_repeats))\n", " continue\n", "\n", - " cv = RepeatedKFold(n_splits=5, n_repeats=10, random_state=random_state)\n", + " cv = RepeatedKFold(n_splits=n_cv, n_repeats=n_repeats, random_state=random_state)\n", " test_score = cross_validate(estimator=clf, X=X, y=y, cv=cv, scoring='accuracy')\n", " \n", " tmp.append(\n", @@ -205,28 +183,89 @@ "cell_type": "code", "execution_count": 6, "metadata": {}, + "outputs": [ + { + "data": { + "text/plain": [ + "((500, 2), (500,), (500, 2), (500,))" + ] + }, + "execution_count": 6, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "X1,y1 = sparse_parity(n_samples=500,p=2) #p set to 2 for illustration purpose\n", + "X2,y2 = make_gaussian_quantiles(n_samples=500,n_classes=3) #same n_classes setting used for the experiment\n", + "X1.shape, y1.shape, X2.shape, y2.shape" + ] + }, + { + "cell_type": "code", + "execution_count": 7, + "metadata": {}, + "outputs": [ + { + "data": { + "text/plain": [ + "(-3.2, 3.2)" + ] + }, + "execution_count": 7, + "metadata": {}, + "output_type": "execute_result" + }, + { + "data": { + "image/png": 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", + "text/plain": [ + "
" + ] + }, + "metadata": { + "needs_background": "light" + }, + "output_type": "display_data" + } + ], + "source": [ + "fig, ax = plt.subplots(1,2,figsize=(12,6))\n", + "\n", + "ax[0].scatter(X1[:,0],X1[:,1], c=y1)\n", + "ax[1].scatter(X2[:,0],X2[:,1], c=y2)\n", + "\n", + "ax[0].set_title('Sparse Parity')\n", + "ax[1].set_title('Gaussian Quantiles')\n", + "\n", + "ax[1].set_xlim(-3.2,3.2)\n", + "ax[1].set_ylim(-3.2,3.2)" + ] + }, + { + "cell_type": "code", + "execution_count": 8, + "metadata": {}, "outputs": [], "source": [ - "def run_experiment(n_repeat=10):\n", - " n_samples = [100, 1000, 5000]\n", - " max_depths = [1,2,5,10, None]\n", + "def run_experiment(n_repeat, n_cv):\n", + " n_samples = [5000]\n", " accs = []\n", " \n", " clf_kwarg = {\n", " 'max_features': None,\n", - " 'max_depth': None,\n", - " 'random_state': random_state\n", + " 'max_depth': 10,\n", + " 'random_state': random_state,\n", + " 'n_repeats': n_repeat,\n", + " 'n_cv': n_cv\n", " }\n", "\n", " for n_sample in tqdm(n_samples):\n", " data_args = [\n", " # name of dataset, function, n_sample, noise, n_features\n", " ['sparse_parity', sparse_parity, n_sample],\n", - " ['trunk', trunk, n_sample],\n", - " ['make_gaussian_quantiles', make_gaussian_quantiles, n_sample, None, 10], #noise, n_features\n", - " ['make_circles', make_circles, n_sample, 0.3], #noise\n", - " ['make_moons', make_moons, n_sample, 0.4],\n", - " ['make_hastie_10_2', make_hastie_10_2, n_sample]\n", + " ['make_gaussian_quantiles', make_gaussian_quantiles, n_sample, None, 5],\n", + " # ['make_hastie_10_2', make_hastie_10_2, n_sample]\n", " ]\n", "\n", " for arg in data_args:\n", @@ -234,12 +273,10 @@ " X, y = get_sample(*arg[1:])\n", " \n", " for max_feature in ['sqrt', X.shape[1], X.shape[1]*2, X.shape[1]*3]: #max_features\n", - " for max_depth in max_depths:\n", - " clf_kwarg['max_features'] = max_feature\n", - " clf_kwarg['max_depth'] = max_depth\n", + " clf_kwarg['max_features'] = max_feature\n", "\n", - " acc = get_scores(X, y, **clf_kwarg)\n", - " accs.append([arg[0], n_sample, n_repeat, max_feature, max_depth, random_state] + acc)\n", + " acc = get_scores(X, y, **clf_kwarg)\n", + " accs.append([arg[0], n_sample, n_repeat, max_feature, clf_kwarg['max_depth'], random_state] + acc)\n", "\n", " df = pd.DataFrame(accs, columns=['dataset', 'n_sample', 'n_repeat', 'max_feature', 'max_depth', 'random_state', 'RF', 'OF'])\n", " df['delta'] = df.apply(lambda x: x.OF-x.RF, axis=1)\n", @@ -252,24 +289,24 @@ }, { "cell_type": "code", - "execution_count": 7, + "execution_count": 9, "metadata": {}, "outputs": [ { "name": "stderr", "output_type": "stream", "text": [ - "100%|██████████| 3/3 [3:06:56<00:00, 3738.92s/it]\n" + "100%|██████████| 1/1 [01:00<00:00, 60.38s/it]\n" ] } ], "source": [ - "df = run_experiment()" + "df = run_experiment(n_repeat=1, n_cv=3)" ] }, { "cell_type": "code", - "execution_count": 8, + "execution_count": 10, "metadata": {}, "outputs": [ { @@ -295,10 +332,8 @@ " \n", " dataset\n", " n_sample\n", - " n_repeat\n", " max_feature\n", " max_depth\n", - " random_state\n", " RF\n", " OF\n", " delta\n", @@ -308,218 +343,115 @@ " \n", " 0\n", " sparse_parity\n", - " 100\n", - " 10\n", + " 5000\n", " sqrt\n", - " 1.0\n", - " 123456\n", - " [0.4, 0.35, 0.45, 0.6, 0.5, 0.6, 0.6, 0.5, 0.3...\n", - " [0.55, 0.4, 0.45, 0.3, 0.4, 0.65, 0.55, 0.4, 0...\n", - " [0.15000000000000002, 0.050000000000000044, 0....\n", - " \n", - " \n", - " 1\n", - " sparse_parity\n", - " 100\n", " 10\n", - " sqrt\n", - " 2.0\n", - " 123456\n", - " [0.4, 0.4, 0.5, 0.55, 0.4, 0.5, 0.6, 0.45, 0.3...\n", - " [0.4, 0.4, 0.4, 0.5, 0.35, 0.4, 0.5, 0.5, 0.35...\n", - " [0.0, 0.0, -0.09999999999999998, -0.0500000000...\n", + " 0.561488\n", + " 0.577085\n", + " 0.015597\n", " \n", " \n", - " 2\n", + " 0\n", " sparse_parity\n", - " 100\n", - " 10\n", + " 5000\n", " sqrt\n", - " 5.0\n", - " 123456\n", - " [0.35, 0.55, 0.5, 0.6, 0.5, 0.55, 0.5, 0.5, 0....\n", - " [0.55, 0.4, 0.5, 0.5, 0.5, 0.55, 0.4, 0.6, 0.4...\n", - " [0.20000000000000007, -0.15000000000000002, 0....\n", - " \n", - " \n", - " 3\n", - " sparse_parity\n", - " 100\n", " 10\n", - " sqrt\n", - " 10.0\n", - " 123456\n", - " [0.5, 0.5, 0.4, 0.6, 0.5, 0.5, 0.55, 0.5, 0.55...\n", - " [0.4, 0.45, 0.4, 0.55, 0.35, 0.6, 0.55, 0.5, 0...\n", - " [-0.09999999999999998, -0.04999999999999999, 0...\n", + " 0.558488\n", + " 0.572885\n", + " 0.014397\n", " \n", " \n", - " 4\n", + " 0\n", " sparse_parity\n", - " 100\n", - " 10\n", - " sqrt\n", - " NaN\n", - " 123456\n", - " [0.5, 0.5, 0.4, 0.6, 0.5, 0.5, 0.55, 0.5, 0.55...\n", - " [0.45, 0.45, 0.45, 0.55, 0.35, 0.6, 0.55, 0.5,...\n", - " [-0.04999999999999999, -0.04999999999999999, 0...\n", - " \n", - " \n", - " ...\n", - " ...\n", - " ...\n", - " ...\n", - " ...\n", - " ...\n", - " ...\n", - " ...\n", - " ...\n", - " ...\n", - " \n", - " \n", - " 355\n", - " make_hastie_10_2\n", - " 5000\n", - " 10\n", - " 30\n", - " 1.0\n", - " 123456\n", - " [0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, ...\n", - " [0.712, 0.729, 0.744, 0.73, 0.668, 0.75, 0.727...\n", - " [0.712, 0.729, 0.744, 0.73, 0.668, 0.75, 0.727...\n", - " \n", - " \n", - " 356\n", - " make_hastie_10_2\n", - " 5000\n", - " 10\n", - " 30\n", - " 2.0\n", - " 123456\n", - " [0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, ...\n", - " [0.756, 0.759, 0.791, 0.778, 0.697, 0.776, 0.7...\n", - " [0.756, 0.759, 0.791, 0.778, 0.697, 0.776, 0.7...\n", - " \n", - " \n", - " 357\n", - " make_hastie_10_2\n", " 5000\n", + " sqrt\n", " 10\n", - " 30\n", - " 5.0\n", - " 123456\n", - " [0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, ...\n", - " [0.817, 0.815, 0.859, 0.851, 0.814, 0.846, 0.8...\n", - " [0.817, 0.815, 0.859, 0.851, 0.814, 0.846, 0.8...\n", + " 0.55102\n", + " 0.560024\n", + " 0.009004\n", " \n", " \n", - " 358\n", - " make_hastie_10_2\n", + " 1\n", + " sparse_parity\n", " 5000\n", + " 20\n", " 10\n", - " 30\n", - " 10.0\n", - " 123456\n", - " [0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, ...\n", - " [0.876, 0.88, 0.88, 0.882, 0.885, 0.889, 0.873...\n", - " [0.876, 0.88, 0.88, 0.882, 0.885, 0.889, 0.873...\n", + " 0.710858\n", + " 0.742651\n", + " 0.031794\n", " \n", " \n", - " 359\n", - " make_hastie_10_2\n", + " 1\n", + " sparse_parity\n", " 5000\n", + " 20\n", " 10\n", - " 30\n", - " NaN\n", - " 123456\n", - " [0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, ...\n", - " [0.895, 0.893, 0.916, 0.908, 0.915, 0.907, 0.9...\n", - " [0.895, 0.893, 0.916, 0.908, 0.915, 0.907, 0.9...\n", + " 0.643071\n", + " 0.703059\n", + " 0.059988\n", " \n", " \n", "\n", - "

360 rows × 9 columns

\n", "" ], "text/plain": [ - " dataset n_sample n_repeat max_feature max_depth \\\n", - "0 sparse_parity 100 10 sqrt 1.0 \n", - "1 sparse_parity 100 10 sqrt 2.0 \n", - "2 sparse_parity 100 10 sqrt 5.0 \n", - "3 sparse_parity 100 10 sqrt 10.0 \n", - "4 sparse_parity 100 10 sqrt NaN \n", - ".. ... ... ... ... ... \n", - "355 make_hastie_10_2 5000 10 30 1.0 \n", - "356 make_hastie_10_2 5000 10 30 2.0 \n", - "357 make_hastie_10_2 5000 10 30 5.0 \n", - "358 make_hastie_10_2 5000 10 30 10.0 \n", - "359 make_hastie_10_2 5000 10 30 NaN \n", - "\n", - " random_state RF \\\n", - "0 123456 [0.4, 0.35, 0.45, 0.6, 0.5, 0.6, 0.6, 0.5, 0.3... \n", - "1 123456 [0.4, 0.4, 0.5, 0.55, 0.4, 0.5, 0.6, 0.45, 0.3... \n", - "2 123456 [0.35, 0.55, 0.5, 0.6, 0.5, 0.55, 0.5, 0.5, 0.... \n", - "3 123456 [0.5, 0.5, 0.4, 0.6, 0.5, 0.5, 0.55, 0.5, 0.55... \n", - "4 123456 [0.5, 0.5, 0.4, 0.6, 0.5, 0.5, 0.55, 0.5, 0.55... \n", - ".. ... ... \n", - "355 123456 [0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, ... \n", - "356 123456 [0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, ... \n", - "357 123456 [0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, ... \n", - "358 123456 [0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, ... \n", - "359 123456 [0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, ... \n", - "\n", - " OF \\\n", - "0 [0.55, 0.4, 0.45, 0.3, 0.4, 0.65, 0.55, 0.4, 0... \n", - "1 [0.4, 0.4, 0.4, 0.5, 0.35, 0.4, 0.5, 0.5, 0.35... \n", - "2 [0.55, 0.4, 0.5, 0.5, 0.5, 0.55, 0.4, 0.6, 0.4... \n", - "3 [0.4, 0.45, 0.4, 0.55, 0.35, 0.6, 0.55, 0.5, 0... \n", - "4 [0.45, 0.45, 0.45, 0.55, 0.35, 0.6, 0.55, 0.5,... \n", - ".. ... \n", - "355 [0.712, 0.729, 0.744, 0.73, 0.668, 0.75, 0.727... \n", - "356 [0.756, 0.759, 0.791, 0.778, 0.697, 0.776, 0.7... \n", - "357 [0.817, 0.815, 0.859, 0.851, 0.814, 0.846, 0.8... \n", - "358 [0.876, 0.88, 0.88, 0.882, 0.885, 0.889, 0.873... \n", - "359 [0.895, 0.893, 0.916, 0.908, 0.915, 0.907, 0.9... \n", + " dataset n_sample max_feature max_depth RF OF \\\n", + "0 sparse_parity 5000 sqrt 10 0.561488 0.577085 \n", + "0 sparse_parity 5000 sqrt 10 0.558488 0.572885 \n", + "0 sparse_parity 5000 sqrt 10 0.55102 0.560024 \n", + "1 sparse_parity 5000 20 10 0.710858 0.742651 \n", + "1 sparse_parity 5000 20 10 0.643071 0.703059 \n", "\n", - " delta \n", - "0 [0.15000000000000002, 0.050000000000000044, 0.... \n", - "1 [0.0, 0.0, -0.09999999999999998, -0.0500000000... \n", - "2 [0.20000000000000007, -0.15000000000000002, 0.... \n", - "3 [-0.09999999999999998, -0.04999999999999999, 0... \n", - "4 [-0.04999999999999999, -0.04999999999999999, 0... \n", - ".. ... \n", - "355 [0.712, 0.729, 0.744, 0.73, 0.668, 0.75, 0.727... \n", - "356 [0.756, 0.759, 0.791, 0.778, 0.697, 0.776, 0.7... \n", - "357 [0.817, 0.815, 0.859, 0.851, 0.814, 0.846, 0.8... \n", - "358 [0.876, 0.88, 0.88, 0.882, 0.885, 0.889, 0.873... \n", - "359 [0.895, 0.893, 0.916, 0.908, 0.915, 0.907, 0.9... \n", - "\n", - "[360 rows x 9 columns]" + " delta \n", + "0 0.015597 \n", + "0 0.014397 \n", + "0 0.009004 \n", + "1 0.031794 \n", + "1 0.059988 " ] }, - "execution_count": 8, + "execution_count": 10, "metadata": {}, "output_type": "execute_result" } ], "source": [ - "df" + "df2 = df.copy()\n", + "df2['max_depth'] = df2.max_depth.replace(np.nan, 'inf')\n", + "df2 = df2.explode(['RF','OF','delta'])[['dataset', 'n_sample', 'max_feature', 'max_depth', 'RF','OF','delta']]\n", + "df2.head()" ] }, { "cell_type": "code", - "execution_count": 9, + "execution_count": 11, "metadata": {}, "outputs": [], "source": [ - "df2 = df.copy()\n", - "df2['max_depth'] = df2.max_depth.replace(np.nan, 'inf')" + "dset = df2.dataset.unique()\n", + "df2 = df2.copy()\n", + "max_depth = 10#\"inf\"\n", + "\n", + "for i, d in enumerate(dset):\n", + " df_new = df2.query(f'dataset == \"{d}\" and max_depth == {max_depth}')\n", + " n_feature = df_new[~(df_new.max_feature == 'sqrt')].max_feature.min() #minimum numeric max_feature\n", + "\n", + " df_mf1 = df_new.query(f'max_feature == {n_feature}') #RF max_feature to be compared with OF 2x, 3x max_feature\n", + "\n", + " for ns in df_mf1.n_sample.unique(): #n_sample\n", + " for mf_not_1 in df_new.max_feature.unique():\n", + " if mf_not_1 in [n_feature, 'sqrt']:\n", + " continue\n", + "\n", + " indexing = (df2.dataset==d) & (df2.max_depth==max_depth) & (df2.n_sample==ns) & (df2.max_feature==mf_not_1)\n", + " df2.loc[indexing, ['RF']] = df_mf1.query(f'n_sample == {ns}').RF.tolist()\n", + "\n", + "df2['delta'] = df2.apply(lambda x: x.OF-x.RF, axis=1)" ] }, { "cell_type": "code", - "execution_count": 10, + "execution_count": 12, "metadata": {}, "outputs": [ { @@ -545,10 +477,8 @@ " \n", " dataset\n", " n_sample\n", - " n_repeat\n", " max_feature\n", " max_depth\n", - " random_state\n", " RF\n", " OF\n", " delta\n", @@ -558,3264 +488,234 @@ " \n", " 0\n", " sparse_parity\n", - " 100\n", - " 10\n", + " 5000\n", " sqrt\n", - " 1.0\n", - " 123456\n", - " [0.4, 0.35, 0.45, 0.6, 0.5, 0.6, 0.6, 0.5, 0.3...\n", - " [0.55, 0.4, 0.45, 0.3, 0.4, 0.65, 0.55, 0.4, 0...\n", - " [0.15000000000000002, 0.050000000000000044, 0....\n", - " \n", - " \n", - " 1\n", - " sparse_parity\n", - " 100\n", " 10\n", - " sqrt\n", - " 2.0\n", - " 123456\n", - " [0.4, 0.4, 0.5, 0.55, 0.4, 0.5, 0.6, 0.45, 0.3...\n", - " [0.4, 0.4, 0.4, 0.5, 0.35, 0.4, 0.5, 0.5, 0.35...\n", - " [0.0, 0.0, -0.09999999999999998, -0.0500000000...\n", + " 0.561488\n", + " 0.577085\n", + " 0.015597\n", " \n", " \n", - " 2\n", + " 0\n", " sparse_parity\n", - " 100\n", - " 10\n", + " 5000\n", " sqrt\n", - " 5.0\n", - " 123456\n", - " [0.35, 0.55, 0.5, 0.6, 0.5, 0.55, 0.5, 0.5, 0....\n", - " [0.55, 0.4, 0.5, 0.5, 0.5, 0.55, 0.4, 0.6, 0.4...\n", - " [0.20000000000000007, -0.15000000000000002, 0....\n", - " \n", - " \n", - " 3\n", - " sparse_parity\n", - " 100\n", " 10\n", - " sqrt\n", - " 10.0\n", - " 123456\n", - " [0.5, 0.5, 0.4, 0.6, 0.5, 0.5, 0.55, 0.5, 0.55...\n", - " [0.4, 0.45, 0.4, 0.55, 0.35, 0.6, 0.55, 0.5, 0...\n", - " [-0.09999999999999998, -0.04999999999999999, 0...\n", + " 0.558488\n", + " 0.572885\n", + " 0.014397\n", " \n", " \n", - " 4\n", + " 0\n", " sparse_parity\n", - " 100\n", - " 10\n", - " sqrt\n", - " inf\n", - " 123456\n", - " [0.5, 0.5, 0.4, 0.6, 0.5, 0.5, 0.55, 0.5, 0.55...\n", - " [0.45, 0.45, 0.45, 0.55, 0.35, 0.6, 0.55, 0.5,...\n", - " [-0.04999999999999999, -0.04999999999999999, 0...\n", - " \n", - " \n", - " ...\n", - " ...\n", - " ...\n", - " ...\n", - " ...\n", - " ...\n", - " ...\n", - " ...\n", - " ...\n", - " ...\n", - " \n", - " \n", - " 355\n", - " make_hastie_10_2\n", - " 5000\n", - " 10\n", - " 30\n", - " 1.0\n", - " 123456\n", - " [0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, ...\n", - " [0.712, 0.729, 0.744, 0.73, 0.668, 0.75, 0.727...\n", - " [0.712, 0.729, 0.744, 0.73, 0.668, 0.75, 0.727...\n", - " \n", - " \n", - " 356\n", - " make_hastie_10_2\n", - " 5000\n", - " 10\n", - " 30\n", - " 2.0\n", - " 123456\n", - " [0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, ...\n", - " [0.756, 0.759, 0.791, 0.778, 0.697, 0.776, 0.7...\n", - " [0.756, 0.759, 0.791, 0.778, 0.697, 0.776, 0.7...\n", - " \n", - " \n", - " 357\n", - " make_hastie_10_2\n", " 5000\n", + " sqrt\n", " 10\n", - " 30\n", - " 5.0\n", - " 123456\n", - " [0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, ...\n", - " [0.817, 0.815, 0.859, 0.851, 0.814, 0.846, 0.8...\n", - " [0.817, 0.815, 0.859, 0.851, 0.814, 0.846, 0.8...\n", + " 0.55102\n", + " 0.560024\n", + " 0.009004\n", " \n", " \n", - " 358\n", - " make_hastie_10_2\n", + " 1\n", + " sparse_parity\n", " 5000\n", + " 20\n", " 10\n", - " 30\n", - " 10.0\n", - " 123456\n", - " [0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, ...\n", - " [0.876, 0.88, 0.88, 0.882, 0.885, 0.889, 0.873...\n", - " [0.876, 0.88, 0.88, 0.882, 0.885, 0.889, 0.873...\n", + " 0.710858\n", + " 0.742651\n", + " 0.031794\n", " \n", " \n", - " 359\n", - " make_hastie_10_2\n", + " 1\n", + " sparse_parity\n", " 5000\n", + " 20\n", " 10\n", - " 30\n", - " inf\n", - " 123456\n", - " [0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, ...\n", - " [0.895, 0.893, 0.916, 0.908, 0.915, 0.907, 0.9...\n", - " [0.895, 0.893, 0.916, 0.908, 0.915, 0.907, 0.9...\n", + " 0.643071\n", + " 0.703059\n", + " 0.059988\n", " \n", " \n", "\n", - "

360 rows × 9 columns

\n", "" ], "text/plain": [ - " dataset n_sample n_repeat max_feature max_depth random_state \\\n", - "0 sparse_parity 100 10 sqrt 1.0 123456 \n", - "1 sparse_parity 100 10 sqrt 2.0 123456 \n", - "2 sparse_parity 100 10 sqrt 5.0 123456 \n", - "3 sparse_parity 100 10 sqrt 10.0 123456 \n", - "4 sparse_parity 100 10 sqrt inf 123456 \n", - ".. ... ... ... ... ... ... \n", - "355 make_hastie_10_2 5000 10 30 1.0 123456 \n", - "356 make_hastie_10_2 5000 10 30 2.0 123456 \n", - "357 make_hastie_10_2 5000 10 30 5.0 123456 \n", - "358 make_hastie_10_2 5000 10 30 10.0 123456 \n", - "359 make_hastie_10_2 5000 10 30 inf 123456 \n", - "\n", - " RF \\\n", - "0 [0.4, 0.35, 0.45, 0.6, 0.5, 0.6, 0.6, 0.5, 0.3... \n", - "1 [0.4, 0.4, 0.5, 0.55, 0.4, 0.5, 0.6, 0.45, 0.3... \n", - "2 [0.35, 0.55, 0.5, 0.6, 0.5, 0.55, 0.5, 0.5, 0.... \n", - "3 [0.5, 0.5, 0.4, 0.6, 0.5, 0.5, 0.55, 0.5, 0.55... \n", - "4 [0.5, 0.5, 0.4, 0.6, 0.5, 0.5, 0.55, 0.5, 0.55... \n", - ".. ... \n", - "355 [0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, ... \n", - "356 [0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, ... \n", - "357 [0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, ... \n", - "358 [0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, ... \n", - "359 [0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, ... \n", - "\n", - " OF \\\n", - "0 [0.55, 0.4, 0.45, 0.3, 0.4, 0.65, 0.55, 0.4, 0... \n", - "1 [0.4, 0.4, 0.4, 0.5, 0.35, 0.4, 0.5, 0.5, 0.35... \n", - "2 [0.55, 0.4, 0.5, 0.5, 0.5, 0.55, 0.4, 0.6, 0.4... \n", - "3 [0.4, 0.45, 0.4, 0.55, 0.35, 0.6, 0.55, 0.5, 0... \n", - "4 [0.45, 0.45, 0.45, 0.55, 0.35, 0.6, 0.55, 0.5,... \n", - ".. ... \n", - "355 [0.712, 0.729, 0.744, 0.73, 0.668, 0.75, 0.727... \n", - "356 [0.756, 0.759, 0.791, 0.778, 0.697, 0.776, 0.7... \n", - "357 [0.817, 0.815, 0.859, 0.851, 0.814, 0.846, 0.8... \n", - "358 [0.876, 0.88, 0.88, 0.882, 0.885, 0.889, 0.873... \n", - "359 [0.895, 0.893, 0.916, 0.908, 0.915, 0.907, 0.9... \n", + " dataset n_sample max_feature max_depth RF OF \\\n", + "0 sparse_parity 5000 sqrt 10 0.561488 0.577085 \n", + "0 sparse_parity 5000 sqrt 10 0.558488 0.572885 \n", + "0 sparse_parity 5000 sqrt 10 0.55102 0.560024 \n", + "1 sparse_parity 5000 20 10 0.710858 0.742651 \n", + "1 sparse_parity 5000 20 10 0.643071 0.703059 \n", "\n", - " delta \n", - "0 [0.15000000000000002, 0.050000000000000044, 0.... \n", - "1 [0.0, 0.0, -0.09999999999999998, -0.0500000000... \n", - "2 [0.20000000000000007, -0.15000000000000002, 0.... \n", - "3 [-0.09999999999999998, -0.04999999999999999, 0... \n", - "4 [-0.04999999999999999, -0.04999999999999999, 0... \n", - ".. ... \n", - "355 [0.712, 0.729, 0.744, 0.73, 0.668, 0.75, 0.727... \n", - "356 [0.756, 0.759, 0.791, 0.778, 0.697, 0.776, 0.7... \n", - "357 [0.817, 0.815, 0.859, 0.851, 0.814, 0.846, 0.8... \n", - "358 [0.876, 0.88, 0.88, 0.882, 0.885, 0.889, 0.873... \n", - "359 [0.895, 0.893, 0.916, 0.908, 0.915, 0.907, 0.9... \n", - "\n", - "[360 rows x 9 columns]" + " delta \n", + "0 0.015597 \n", + "0 0.014397 \n", + "0 0.009004 \n", + "1 0.031794 \n", + "1 0.059988 " ] }, - "execution_count": 10, + "execution_count": 12, "metadata": {}, "output_type": "execute_result" } ], "source": [ - "df2" + "df2.head()" ] }, { "cell_type": "code", - "execution_count": 11, + "execution_count": 13, "metadata": {}, "outputs": [ { "data": { - "text/html": [ - "
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RFOF
datasetn_samplemax_featuremax_depth
make_circles10021.00.532000.53100
2.00.562000.55900
5.00.583000.59100
10.00.572000.55400
inf0.571000.55400
..................
trunk5000sqrt1.00.861520.86972
2.00.870840.88086
5.00.885900.89040
10.00.890720.89312
inf0.890760.89346
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360 rows × 2 columns

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"text/plain": [ - " RF OF\n", - "dataset n_sample max_feature max_depth \n", - "make_circles 100 2 1.0 0.53200 0.53100\n", - " 2.0 0.56200 0.55900\n", - " 5.0 0.58300 0.59100\n", - " 10.0 0.57200 0.55400\n", - " inf 0.57100 0.55400\n", - "... ... ...\n", - "trunk 5000 sqrt 1.0 0.86152 0.86972\n", - " 2.0 0.87084 0.88086\n", - " 5.0 0.88590 0.89040\n", - " 10.0 0.89072 0.89312\n", - " inf 0.89076 0.89346\n", - "\n", - "[360 rows x 2 columns]" + "
" ] }, - "execution_count": 11, - "metadata": {}, - "output_type": "execute_result" + "metadata": { + "needs_background": "light" + }, + "output_type": "display_data" } ], "source": [ - "df2.explode(['RF','OF']).groupby(['dataset', 'n_sample' ,'max_feature', 'max_depth'])[['RF', 'OF']].mean()" + "dset = df2.dataset.unique()\n", + "\n", + "fig, ax = plt.subplots(dset.shape[0], 1, figsize=(12,6*dset.shape[0]))\n", + "\n", + "for i, d in enumerate(dset):\n", + "\n", + " df_new = df2.query(f'dataset == \"{d}\" and max_depth == {max_depth}')\n", + "\n", + " sns.barplot(data=df_new, x='n_sample', y='delta', hue='max_feature', ax=ax[i])\n", + "\n", + " ax[i].set_title('delta')\n", + " ax[i].set_ylabel(f'{d}')" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "## Appendix" ] }, { "cell_type": "code", - "execution_count": 12, + "execution_count": 14, "metadata": {}, "outputs": [ { "data": { "text/html": [ - "
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datasetn_samplemax_featuremax_depthRFOF
0sparse_parity100sqrt1.00.40.55
0sparse_parity100sqrt1.00.350.4
0sparse_parity100sqrt1.00.450.45
0sparse_parity100sqrt1.00.60.3
0sparse_parity100sqrt1.00.50.4
.....................
359make_hastie_10_2500030inf0.00.912
359make_hastie_10_2500030inf0.00.908
359make_hastie_10_2500030inf0.00.896
359make_hastie_10_2500030inf0.00.899    delta
359make_hastie_10_2500030inf0.00.915
\n", - "

18000 rows × 6 columns

\n", - "
" - ], - "text/plain": [ - " dataset n_sample max_feature max_depth RF OF\n", - "0 sparse_parity 100 sqrt 1.0 0.4 0.55\n", - "0 sparse_parity 100 sqrt 1.0 0.35 0.4\n", - "0 sparse_parity 100 sqrt 1.0 0.45 0.45\n", - "0 sparse_parity 100 sqrt 1.0 0.6 0.3\n", - "0 sparse_parity 100 sqrt 1.0 0.5 0.4\n", - ".. ... ... ... ... ... ...\n", - "359 make_hastie_10_2 5000 30 inf 0.0 0.912\n", - "359 make_hastie_10_2 5000 30 inf 0.0 0.908\n", - "359 make_hastie_10_2 5000 30 inf 0.0 0.896\n", - "359 make_hastie_10_2 5000 30 inf 0.0 0.899\n", - "359 make_hastie_10_2 5000 30 inf 0.0 0.915\n", - "\n", - "[18000 rows x 6 columns]" - ] - }, - "execution_count": 12, - "metadata": {}, - "output_type": "execute_result" - } - ], - "source": [ - "df3 = df2.explode(['RF','OF'])[['dataset', 'n_sample', 'max_feature', 'max_depth', 'RF','OF']]\n", - "df3" - ] - }, - { - "cell_type": "code", - "execution_count": 13, - "metadata": {}, - "outputs": [ - { - "data": { - "text/plain": [ - "array(['sparse_parity', 'trunk', 'make_gaussian_quantiles',\n", - " 'make_circles', 'make_moons', 'make_hastie_10_2'], dtype=object)" - ] - }, - "execution_count": 13, - "metadata": {}, - "output_type": "execute_result" - } - ], - "source": [ - "df3.dataset.unique()" - ] - }, - { - "cell_type": "code", - "execution_count": 20, - "metadata": {}, - "outputs": [ - { - "data": { - "image/png": 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" - ] - }, - "metadata": { - "needs_background": "light" - }, - "output_type": "display_data" - } - ], - "source": [ - "dset = df3.dataset.unique()\n", - "\n", - "fig, ax = plt.subplots(dset.shape[0], 2, figsize=(12,6*dset.shape[0]))\n", - "\n", - "for i, d in enumerate(dset):\n", - "\n", - " df_new = df3.query(f'dataset == \"{d}\" and max_depth == \"inf\"')\n", - "\n", - " sns.barplot(data=df_new, x='n_sample', y='RF', hue='max_feature', ax=ax[i,0])\n", - " sns.barplot(data=df_new, x='n_sample', y='OF', hue='max_feature', ax=ax[i,1])\n", - "\n", - " m = 1.0#round(max(df_new.RF.max(), df_new.OF.max()))\n", - "\n", - " ax[i,0].set_ylim(0, m)\n", - " ax[i,1].set_ylim(0, m)\n", - " ax[i,0].set_title('RF')\n", - " ax[i,1].set_title('OF')\n", - " ax[i,0].set_ylabel(f'{d}')\n", - " ax[i,1].set_ylabel('')" - ] - }, - { - "cell_type": "code", - "execution_count": 21, - "metadata": {}, - "outputs": [], - "source": [ - "q1 = f'dataset == \"{d}\" and max_depth == \"inf\"'\n", - "q2 = f'max_feature == 1'\n", - "# q4 = f'max_feature != 1'\n", - "\n", - "df_new = df3.query(q1)" - ] - }, - { - "cell_type": "code", - "execution_count": 36, - "metadata": {}, - "outputs": [ - { - "data": { - "text/plain": [ - "10" - ] - }, - "execution_count": 36, - "metadata": {}, - "output_type": "execute_result" - } - ], - "source": [ - "df_new[~(df_new.max_feature == 'sqrt')].max_feature.min()" - ] - }, - { - "cell_type": "code", - "execution_count": 37, - "metadata": {}, - "outputs": [], - "source": [ - "dset = df3.dataset.unique()\n", - "df33 = df3.copy()\n", - "\n", - "for i, d in enumerate(dset):\n", - "\n", - " q1 = f'dataset == \"{d}\" and max_depth == \"inf\"'\n", - "\n", - " df_new = df3.query(q1)\n", - " n_feature = df_new[~(df_new.max_feature == 'sqrt')].max_feature.min() #minimum numeric max_feature\n", - "\n", - " df_mf1 = df_new.query(f'max_feature == {n_feature}') #RF max_feature to be compared with OF 2x, 3x max_feature\n", - "\n", - " for ns in df_mf1.n_sample.unique(): #n_sample\n", - " for mf_not_1 in df_new.max_feature.unique():\n", - " q3 = f'n_sample == {ns}'\n", - " \n", - " if mf_not_1 in [n_feature, 'sqrt']:\n", - " continue\n", - "\n", - " indexing = (df33.dataset==d) & (df33.max_depth=='inf') & (df33.n_sample==ns) & (df33.max_feature==mf_not_1)\n", - " df33.loc[indexing, ['RF']] = df_mf1.query(q3).RF.tolist()\n", - "\n", - "df33['delta'] = df33.apply(lambda x: x.OF-x.RF, axis=1)" - ] - }, - { - "cell_type": "code", - "execution_count": 38, - "metadata": {}, - "outputs": [ - { - "data": { - "text/html": [ - "
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datasetn_samplemax_featuremax_depthRFOFdeltadatasetn_samplemax_featuremax_depth 
0sparse_parity100sqrt1.00.40.550.150
0sparse_parity100sqrt1.00.350.40.050
0sparse_parity100sqrt1.00.450.450.000
0sparse_parity100sqrt1.00.60.3-0.300
0sparse_parity100sqrt1.00.50.4-0.100
........................
359make_hastie_10_2500030inf0.8760.9120.036
359make_hastie_10_2500030inf0.8730.9080.035
359make_hastie_10_2500030inf0.8610.8960.035
359make_hastie_10_2500030inf0.8540.8990.045
359make_hastie_10_2500030inf0.8840.9150.031
\n", - "

18000 rows × 7 columns

\n", - "
" - ], - "text/plain": [ - " dataset n_sample max_feature max_depth RF OF delta\n", - "0 sparse_parity 100 sqrt 1.0 0.4 0.55 0.150\n", - "0 sparse_parity 100 sqrt 1.0 0.35 0.4 0.050\n", - "0 sparse_parity 100 sqrt 1.0 0.45 0.45 0.000\n", - "0 sparse_parity 100 sqrt 1.0 0.6 0.3 -0.300\n", - "0 sparse_parity 100 sqrt 1.0 0.5 0.4 -0.100\n", - ".. ... ... ... ... ... ... ...\n", - "359 make_hastie_10_2 5000 30 inf 0.876 0.912 0.036\n", - "359 make_hastie_10_2 5000 30 inf 0.873 0.908 0.035\n", - "359 make_hastie_10_2 5000 30 inf 0.861 0.896 0.035\n", - "359 make_hastie_10_2 5000 30 inf 0.854 0.899 0.045\n", - "359 make_hastie_10_2 5000 30 inf 0.884 0.915 0.031\n", - "\n", - "[18000 rows x 7 columns]" - ] - }, - "execution_count": 38, - "metadata": {}, - "output_type": "execute_result" - } - ], - "source": [ - "df33" - ] - }, - { - "cell_type": "code", - "execution_count": 39, - "metadata": {}, - "outputs": [ - { - "data": { - "image/png": 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" \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - 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" \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", + " \n", + " \n", + " \n", + " \n", + " \n", " \n", " \n", - " \n", - " \n", - " \n", + " \n", + " \n", + " \n", " \n", " \n", - " \n", - " \n", - " \n", + " \n", + " \n", + " \n", " \n", " \n", - " \n", - " \n", - " \n", - " \n", + " \n", + " \n", + " \n", " \n", " \n", - " \n", - " \n", - " \n", + " \n", + " \n", + " \n", + " \n", + " \n", " \n", " \n", - " \n", - " \n", - " \n", + " \n", + " \n", + " \n", " \n", " \n", - " \n", - " \n", - " \n", + " \n", + " \n", + " \n", " \n", " \n", - " \n", - " \n", - " \n", + " \n", + " \n", + " \n", " \n", " \n", "
    RFOF
datasetn_samplemax_featuremax_depth  
make_circles10021.0000000.5320000.531000
2.0000000.5620000.559000
5.0000000.5830000.591000
10.0000000.5720000.554000
inf0.5710000.554000
41.0000000.0000000.537000
2.0000000.0000000.539000
5.0000000.0000000.589000
10.0000000.0000000.574000
inf0.0000000.573000
61.0000000.0000000.535000
2.0000000.0000000.542000
5.0000000.0000000.585000
10.0000000.0000000.566000
inf0.0000000.566000
sqrt1.0000000.5700000.551000
2.0000000.5720000.574000
5.0000000.5830000.594000
10.0000000.5880000.584000
inf0.5830000.582000
100021.0000000.5500000.549100
2.0000000.5620000.559300
5.0000000.5739000.565000
10.0000000.5566000.542100
inf0.5383000.523700
41.0000000.0000000.544900
2.0000000.0000000.554800
5.0000000.0000000.566100
10.0000000.0000000.538500
inf0.0000000.518000
61.0000000.0000000.544200
2.0000000.0000000.555100
5.0000000.0000000.566100
10.0000000.0000000.536000
inf0.0000000.521000
sqrt1.0000000.5543000.550300
2.0000000.5687000.566000
5.0000000.5764000.576200
10.0000000.5625000.560900
inf0.5449000.542300
500021.0000000.5618200.597280
2.0000000.5882200.605240
5.0000000.6112400.610940
10.0000000.5875000.596880
inf0.5600600.563800
41.0000000.0000000.593340
2.0000000.0000000.602400
5.0000000.0000000.612220
10.0000000.0000000.597840
inf0.0000000.564820
61.0000000.0000000.589260
2.0000000.0000000.600720
5.0000000.0000000.613140
10.0000000.0000000.597960
inf0.0000000.565820
sqrt1.0000000.5724200.571560
2.0000000.5935800.597660
5.0000000.6099600.609860
10.0000000.5937800.593800
inf0.5644200.566100
make_gaussian_quantiles100101.0000000.4130000.423000
2.0000000.4420000.472000
5.0000000.4620000.500000
10.0000000.4650000.510000
inf0.4670000.510000
201.0000000.0000000.423000
2.0000000.0000000.464000
5.0000000.0000000.505000
10.0000000.0000000.510000
inf0.0000000.510000
301.0000000.0000000.412000
2.0000000.0000000.462000
5.0000000.0000000.494000
10.0000000.0000000.501000
inf0.0000000.501000
sqrt1.0000000.4070000.393000
2.0000000.4390000.491000
5.0000000.4860000.530000
10.0000000.4850000.528000
inf0.4830000.526000
1000101.0000000.4399000.506300
2.0000000.4910000.567200
5.0000000.5423000.617300
10.0000000.5907000.652400
inf0.6313000.686700
201.0000000.0000000.493800
2.0000000.0000000.550200
5.0000000.0000000.605700
10.0000000.0000000.648100
inf0.0000000.675800
301.0000000.0000000.485300
2.0000000.0000000.548000
5.0000000.0000000.609900
10.0000000.0000000.645400
inf0.0000000.677200
sqrt1.0000000.4817000.518800
2.0000000.5303000.593900
5.0000000.5728000.646400
10.0000000.6095000.673300
inf0.6435000.694700
5000101.0000000.4761800.556100
2.0000000.5079000.588760
5.0000000.5852800.682580
10.0000000.6473200.753000
inf0.7311200.797500
201.0000000.0000000.547840
2.0000000.0000000.584220
5.0000000.0000000.680260
10.0000000.0000000.748800
inf0.0000000.795560
301.0000000.0000000.542620
2.0000000.0000000.580240
5.0000000.0000000.681220
10.0000000.0000000.754460
inf0.0000000.794380
sqrt1.0000000.5247600.584220
2.0000000.5525400.617960
5.0000000.6121200.698760
10.0000000.6735600.764460
inf0.7480400.798720
make_hastie_10_2100101.0000000.5240000.543000
2.0000000.5700000.602000
5.0000000.6160000.676000
10.0000000.6360000.698000
inf0.6360000.698000
201.0000000.0000000.527000
2.0000000.0000000.587000
5.0000000.0000000.636000
10.0000000.0000000.660000
inf0.0000000.660000
301.0000000.0000000.520000
2.0000000.0000000.563000
5.0000000.0000000.660000
10.0000000.0000000.668000
inf0.0000000.668000
sqrt1.0000000.5370000.548000
2.0000000.5950000.605000
5.0000000.6370000.691000
10.0000000.6570000.707000
inf0.6570000.706000
1000101.0000000.6681000.719600
2.0000000.6852000.753400
5.0000000.7210000.787100
10.0000000.7673000.824800
inf0.8215000.855000
201.0000000.0000000.708000
2.0000000.0000000.743800
5.0000000.0000000.777300
10.0000000.0000000.819100
inf0.0000000.851300
301.0000000.0000000.709700
2.0000000.0000000.734300
5.0000000.0000000.773300
10.0000000.0000000.815000
inf0.0000000.852700
sqrt1.0000000.6970000.719200
2.0000000.7175000.776300
5.0000000.7515000.813400
10.0000000.7877000.840000
inf0.8330000.861600
5000101.0000000.6543400.719880
2.0000000.6926600.763780
5.0000000.7497000.827940
10.0000000.8066600.875600
inf0.8677200.905060
201.0000000.0000000.710980
2.0000000.0000000.754460
5.0000000.0000000.823260
10.0000000.0000000.873400
inf0.0000000.906440
301.0000000.0000000.709860
2.0000000.0000000.754400
5.0000000.0000000.825360
10.0000000.0000000.874440
inf0.0000000.906260
sqrt1.0000000.7001000.747480
2.0000000.7265000.796060
5.0000000.7736000.847720
10.0000000.8251400.888560
inf0.8761200.909560
make_moons10021.0000000.8190000.847000
2.0000000.8970000.863000
5.0000000.8570000.856000
10.0000000.8360000.850000
inf0.8360000.850000
41.0000000.0000000.841000
2.0000000.0000000.859000
5.0000000.0000000.842000
10.0000000.0000000.834000
inf0.0000000.834000
61.0000000.0000000.832000
2.0000000.0000000.853000
5.0000000.0000000.833000
10.0000000.0000000.832000
inf0.0000000.832000
sqrt1.0000000.8450000.847000
2.0000000.8910000.894000
5.0000000.8660000.870000
10.0000000.8480000.853000
inf0.8480000.853000
100021.0000000.7767000.810500
2.0000000.8541000.849900
5.0000000.8487000.852100
10.0000000.8324000.836700
inf0.8286000.829500
41.0000000.0000000.805900
2.0000000.0000000.847100
5.0000000.0000000.849700
10.0000000.0000000.835200
inf0.0000000.830900
61.0000000.0000000.805700
2.0000000.0000000.843800
5.0000000.0000000.848400
10.0000000.0000000.832400
inf0.0000000.828400
sqrt1.0000000.8158000.816800
2.0000000.8563000.851200
5.0000000.8560000.854500
10.0000000.8435000.842500
inf0.8344000.834200
500021.0000000.7703200.806860
2.0000000.8504200.838200
5.0000000.8529400.854720
10.0000000.8453600.846120
inf0.8320600.832460
41.0000000.0000000.800900
2.0000000.0000000.821360
5.0000000.0000000.855440
10.0000000.0000000.846240
inf0.0000000.831620
61.0000000.0000000.800080
2.0000000.0000000.817340
5.0000000.0000000.855300
10.0000000.0000000.843800
inf0.0000000.832200
sqrt1.0000000.8005600.801100
2.0000000.8499200.849900
5.0000000.8526600.852380
10.0000000.8488600.848120
inf0.8366800.837420
sparse_parity100201.0000000.5160000.501000
2.0000000.4840000.491000
5.0000000.4700000.468000
10.0000000.4630000.474000
inf0.4630000.474000
401.0000000.0000000.507000
2.0000000.0000000.493000
5.0000000.0000000.478000
10.0000000.0000000.478000
inf0.0000000.478000
601.0000000.0000000.495000
2.0000000.0000000.494000
5.0000000.0000000.473000
10.0000000.0000000.480000
inf0.0000000.480000
sqrt1.0000000.4810000.459000
2.0000000.4950000.459000
5.0000000.4850000.481000
10.0000000.4720000.470000
inf0.4720000.475000
1000201.0000000.4960000.501900
2.0000000.5029000.518800
5.0000000.5371000.538100
10.0000000.5708000.558700
inf0.5714000.561900
401.0000000.0000000.509100
2.0000000.0000000.521300
5.0000000.0000000.554000
10.0000000.0000000.583400
inf0.0000000.589200
601.0000000.0000000.505900
2.0000000.0000000.520800
5.0000000.0000000.562900
10.0000000.0000000.595900
inf0.0000000.594100
sqrt1.0000000.4981000.504100
2.0000000.5063000.516900
5.0000000.5232000.523900
10.0000000.5374000.536100
inf0.5452000.540000
5000201.0000000.5048600.510340
2.0000000.5004400.508460
5.0000000.5218000.572320
10.0000000.6268400.730040
inf0.6921400.805040
401.0000000.0000000.508880
2.0000000.0000000.515440
5.0000000.0000000.663520
10.0000000.0000000.878780
inf0.0000000.927240
601.0000000.0000000.509000
2.0000000.0000000.518700
5.0000000.0000000.700800
10.0000000.0000000.928960
inf0.0000000.960720
sqrt1.0000000.5098400.511380
2.0000000.5042800.506160
5.0000000.5015400.508120
10.0000000.5383400.556620
inf0.5915600.607180
trunk100101.0000000.8560000.885000
2.0000000.8720000.891000
5.0000000.8640000.904000
10.0000000.8640000.904000
inf0.8640000.904000
201.0000000.0000000.867000
2.0000000.0000000.895000
5.0000000.0000000.898000
10.0000000.0000000.898000
inf0.0000000.898000
301.0000000.0000000.872000
2.0000000.0000000.890000
5.0000000.0000000.893000
10.0000000.0000000.893000
inf0.0000000.893000
sqrt1.0000000.8760000.840000
2.0000000.8990000.903000
5.0000000.9050000.916000
10.0000000.9050000.912000
inf0.9050000.911000
1000101.0000000.8525000.872600
2.0000000.8521000.867100
5.0000000.8729000.881100
10.0000000.8741000.884200
inf0.8740000.882300
201.0000000.0000000.856800
2.0000000.0000000.864600
5.0000000.0000000.879100
10.0000000.0000000.879700
inf0.0000000.881900
301.0000000.0000000.855700
2.0000000.0000000.861100
5.0000000.0000000.879800
10.0000000.0000000.878900
inf0.0000000.878600
sqrt1.0000000.8663000.867300
2.0000000.8733000.878900
5.0000000.8801000.883700
10.0000000.8806000.881500
inf0.8791000.881200
5000101.0000000.8437000.885920
2.0000000.8458000.864140
5.0000000.8814400.888960
10.0000000.8877400.893520
inf0.8869200.892660
201.0000000.0000000.848620
2.0000000.0000000.858560
5.0000000.0000000.889640
10.0000000.0000000.892600
inf0.0000000.892600
301.0000000.0000000.847300
2.0000000.0000000.855420
5.0000000.0000000.890480make_gaussian_quantiles50005100.067599
10.0000000.0000000.89220010100.068000
inf0.0000000.89128015100.069200
sqrt1.0000000.8615200.869720sqrt100.063199
2.0000000.8708400.880860sparse_parity500020100.065208
5.0000000.8859000.89040040100.204611
10.0000000.8907200.89312060100.228212
inf0.8907600.893460sqrt100.012999
\n" ], "text/plain": [ - "" + "" ] }, - "execution_count": 18, + "execution_count": 14, "metadata": {}, "output_type": "execute_result" } ], "source": [ - "dff2 = df2.explode(['RF', 'OF'])[['dataset', 'n_sample', 'max_feature', 'max_depth', 'RF', 'OF']].groupby(['dataset', 'n_sample', 'max_feature','max_depth']).mean()\n", - "dff2.style.background_gradient(cmap='RdBu_r', low=0, high=0, vmin=0, vmax=1)" + "col_groupby = ['dataset','n_sample','max_feature','max_depth']\n", + "dff = df2.groupby(col_groupby).mean()\n", + "dff.style.background_gradient(cmap='RdBu_r', vmin=-0.4, vmax=0.4)" ] }, { From 60064266d259336d9f78445508b9dcdd5380ed8e Mon Sep 17 00:00:00 2001 From: Jong Shin Date: Fri, 10 Jun 2022 13:38:50 -0400 Subject: [PATCH 09/36] fix bug and reparameterize --- notebook/simulation_benchmark_OF_vs_RF.ipynb | 300 ++++++++++--------- 1 file changed, 158 insertions(+), 142 deletions(-) diff --git a/notebook/simulation_benchmark_OF_vs_RF.ipynb b/notebook/simulation_benchmark_OF_vs_RF.ipynb index 358172d0f9c9f..d4921bc712d41 100644 --- a/notebook/simulation_benchmark_OF_vs_RF.ipynb +++ b/notebook/simulation_benchmark_OF_vs_RF.ipynb @@ -5,7 +5,21 @@ "metadata": {}, "source": [ "# Comparing axis-aligned decision tree versus oblique decision tree on simulation datasets\n", - "The previous notebook conducted visual analysis using `Iris` dataset. Here we extend our analysis using `2` more custom simulation datasets: `sparse_parity`, `trunk` along with other simulation datasets from scikit-learn datasets module" + "The previous notebook conducted visual analysis using `Iris` dataset. Here we extend our analysis using `2` more custom simulation datasets: `sparse_parity`, `trunk` along with other simulation datasets from scikit-learn datasets module\n", + "\n", + "```bash\n", + "\n", + "Work-in-progress below\n", + "\n", + "```\n", + "\n", + "Sparse parity is a variation of the noisy parity problem, which itself is a multivariate generalization of the noisy XOR problem. This is a binary classification task in high dimensions. \n", + "\n", + "\n", + "\n", + "\n", + "\n", + "e.g. OF should be more robust to high-dimensional noise. Moreover, due to the ability to sample more variable splits (i.e. `max_features` can be greater than `n_features` compared to RF), then we expect to see an increase in performance when we are willing to use computational power to sample more splits." ] }, { @@ -59,13 +73,9 @@ ], "source": [ "import sklearn\n", - "from sklearn.tree import DecisionTreeClassifier, ObliqueDecisionTreeClassifier, plot_tree\n", "from sklearn.ensemble import RandomForestClassifier, ObliqueRandomForestClassifier\n", - "from sklearn.model_selection import cross_val_score, train_test_split\n", "from sklearn.metrics import accuracy_score\n", - "from sklearn.datasets import make_low_rank_matrix, make_multilabel_classification, \\\n", - " make_circles, make_moons, make_hastie_10_2, make_blobs, \\\n", - " make_sparse_uncorrelated, make_gaussian_quantiles\n", + "from sklearn.datasets import make_hastie_10_2, make_gaussian_quantiles\n", "from sklearn.model_selection import RepeatedKFold, cross_validate\n", "\n", "from datetime import datetime\n", @@ -92,7 +102,7 @@ { "data": { "text/plain": [ - "'2022-06-08'" + "'2022-06-10'" ] }, "execution_count": 3, @@ -141,6 +151,8 @@ "def get_sample(func, n, m=None, o=None):\n", " k = {}\n", "\n", + " np.random.seed(random_state)\n", + "\n", " if m: k['noise'] = m\n", " if o: k['n_features'] = o\n", "\n", @@ -187,7 +199,7 @@ { "data": { "text/plain": [ - "((500, 2), (500,), (500, 2), (500,))" + "((500, 2), (500,))" ] }, "execution_count": 6, @@ -197,8 +209,7 @@ ], "source": [ "X1,y1 = sparse_parity(n_samples=500,p=2) #p set to 2 for illustration purpose\n", - "X2,y2 = make_gaussian_quantiles(n_samples=500,n_classes=3) #same n_classes setting used for the experiment\n", - "X1.shape, y1.shape, X2.shape, y2.shape" + "X1.shape, y1.shape" ] }, { @@ -209,7 +220,7 @@ { "data": { "text/plain": [ - "(-3.2, 3.2)" + "Text(0.5, 1.0, 'Sparse Parity')" ] }, "execution_count": 7, @@ -218,9 +229,9 @@ }, { "data": { - "image/png": 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", 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", "text/plain": [ - "
" + "
" ] }, "metadata": { @@ -230,16 +241,9 @@ } ], "source": [ - "fig, ax = plt.subplots(1,2,figsize=(12,6))\n", - "\n", - "ax[0].scatter(X1[:,0],X1[:,1], c=y1)\n", - "ax[1].scatter(X2[:,0],X2[:,1], c=y2)\n", - "\n", - "ax[0].set_title('Sparse Parity')\n", - "ax[1].set_title('Gaussian Quantiles')\n", - "\n", - "ax[1].set_xlim(-3.2,3.2)\n", - "ax[1].set_ylim(-3.2,3.2)" + "fig, ax = plt.subplots(1,1,figsize=(6,6))\n", + "ax.scatter(X1[:,0],X1[:,1], c=y1)\n", + "ax.set_title('Sparse Parity')" ] }, { @@ -248,8 +252,8 @@ "metadata": {}, "outputs": [], "source": [ - "def run_experiment(n_repeat, n_cv):\n", - " n_samples = [5000]\n", + "def run_experiment(n_repeat, n_cv, random_state):\n", + " n_samples = [100, 1000, 10000]\n", " accs = []\n", " \n", " clf_kwarg = {\n", @@ -263,16 +267,15 @@ " for n_sample in tqdm(n_samples):\n", " data_args = [\n", " # name of dataset, function, n_sample, noise, n_features\n", - " ['sparse_parity', sparse_parity, n_sample],\n", - " ['make_gaussian_quantiles', make_gaussian_quantiles, n_sample, None, 5],\n", + " ['sparse_parity', sparse_parity, n_sample]\n", + " # ['make_gaussian_quantiles', make_gaussian_quantiles, n_sample, None, 5],\n", " # ['make_hastie_10_2', make_hastie_10_2, n_sample]\n", " ]\n", "\n", " for arg in data_args:\n", - "\n", " X, y = get_sample(*arg[1:])\n", " \n", - " for max_feature in ['sqrt', X.shape[1], X.shape[1]*2, X.shape[1]*3]: #max_features\n", + " for max_feature in ['sqrt', X.shape[1], X.shape[1]*2]: #max_features\n", " clf_kwarg['max_features'] = max_feature\n", "\n", " acc = get_scores(X, y, **clf_kwarg)\n", @@ -296,12 +299,12 @@ "name": "stderr", "output_type": "stream", "text": [ - "100%|██████████| 1/1 [01:00<00:00, 60.38s/it]\n" + "100%|██████████| 3/3 [01:07<00:00, 22.48s/it]\n" ] } ], "source": [ - "df = run_experiment(n_repeat=1, n_cv=3)" + "df = run_experiment(n_repeat=1, n_cv=3, random_state=random_state)" ] }, { @@ -343,52 +346,52 @@ " \n", " 0\n", " sparse_parity\n", - " 5000\n", + " 100\n", " sqrt\n", " 10\n", - " 0.561488\n", - " 0.577085\n", - " 0.015597\n", + " 0.441176\n", + " 0.411765\n", + " -0.029412\n", " \n", " \n", " 0\n", " sparse_parity\n", - " 5000\n", + " 100\n", " sqrt\n", " 10\n", - " 0.558488\n", - " 0.572885\n", - " 0.014397\n", + " 0.363636\n", + " 0.424242\n", + " 0.060606\n", " \n", " \n", " 0\n", " sparse_parity\n", - " 5000\n", + " 100\n", " sqrt\n", " 10\n", - " 0.55102\n", - " 0.560024\n", - " 0.009004\n", + " 0.333333\n", + " 0.424242\n", + " 0.090909\n", " \n", " \n", " 1\n", " sparse_parity\n", - " 5000\n", + " 100\n", " 20\n", " 10\n", - " 0.710858\n", - " 0.742651\n", - " 0.031794\n", + " 0.323529\n", + " 0.294118\n", + " -0.029412\n", " \n", " \n", " 1\n", " sparse_parity\n", - " 5000\n", + " 100\n", " 20\n", " 10\n", - " 0.643071\n", - " 0.703059\n", - " 0.059988\n", + " 0.424242\n", + " 0.363636\n", + " -0.060606\n", " \n", " \n", "\n", @@ -396,18 +399,18 @@ ], "text/plain": [ " dataset n_sample max_feature max_depth RF OF \\\n", - "0 sparse_parity 5000 sqrt 10 0.561488 0.577085 \n", - "0 sparse_parity 5000 sqrt 10 0.558488 0.572885 \n", - "0 sparse_parity 5000 sqrt 10 0.55102 0.560024 \n", - "1 sparse_parity 5000 20 10 0.710858 0.742651 \n", - "1 sparse_parity 5000 20 10 0.643071 0.703059 \n", + "0 sparse_parity 100 sqrt 10 0.441176 0.411765 \n", + "0 sparse_parity 100 sqrt 10 0.363636 0.424242 \n", + "0 sparse_parity 100 sqrt 10 0.333333 0.424242 \n", + "1 sparse_parity 100 20 10 0.323529 0.294118 \n", + "1 sparse_parity 100 20 10 0.424242 0.363636 \n", "\n", " delta \n", - "0 0.015597 \n", - "0 0.014397 \n", - "0 0.009004 \n", - "1 0.031794 \n", - "1 0.059988 " + "0 -0.029412 \n", + "0 0.060606 \n", + "0 0.090909 \n", + "1 -0.029412 \n", + "1 -0.060606 " ] }, "execution_count": 10, @@ -418,7 +421,7 @@ "source": [ "df2 = df.copy()\n", "df2['max_depth'] = df2.max_depth.replace(np.nan, 'inf')\n", - "df2 = df2.explode(['RF','OF','delta'])[['dataset', 'n_sample', 'max_feature', 'max_depth', 'RF','OF','delta']]\n", + "df2 = df2.explode(['RF','OF','delta'])[['dataset','n_sample','max_feature','max_depth','RF','OF','delta']]\n", "df2.head()" ] }, @@ -430,7 +433,7 @@ "source": [ "dset = df2.dataset.unique()\n", "df2 = df2.copy()\n", - "max_depth = 10#\"inf\"\n", + "max_depth = 10\n", "\n", "for i, d in enumerate(dset):\n", " df_new = df2.query(f'dataset == \"{d}\" and max_depth == {max_depth}')\n", @@ -488,52 +491,52 @@ " \n", " 0\n", " sparse_parity\n", - " 5000\n", + " 100\n", " sqrt\n", " 10\n", - " 0.561488\n", - " 0.577085\n", - " 0.015597\n", + " 0.441176\n", + " 0.411765\n", + " -0.029412\n", " \n", " \n", " 0\n", " sparse_parity\n", - " 5000\n", + " 100\n", " sqrt\n", " 10\n", - " 0.558488\n", - " 0.572885\n", - " 0.014397\n", + " 0.363636\n", + " 0.424242\n", + " 0.060606\n", " \n", " \n", " 0\n", " sparse_parity\n", - " 5000\n", + " 100\n", " sqrt\n", " 10\n", - " 0.55102\n", - " 0.560024\n", - " 0.009004\n", + " 0.333333\n", + " 0.424242\n", + " 0.090909\n", " \n", " \n", " 1\n", " sparse_parity\n", - " 5000\n", + " 100\n", " 20\n", " 10\n", - " 0.710858\n", - " 0.742651\n", - " 0.031794\n", + " 0.323529\n", + " 0.294118\n", + " -0.029412\n", " \n", " \n", " 1\n", " sparse_parity\n", - " 5000\n", + " 100\n", " 20\n", " 10\n", - " 0.643071\n", - " 0.703059\n", - " 0.059988\n", + " 0.424242\n", + " 0.363636\n", + " -0.060606\n", " \n", " \n", "\n", @@ -541,18 +544,18 @@ ], "text/plain": [ " dataset n_sample max_feature max_depth RF OF \\\n", - "0 sparse_parity 5000 sqrt 10 0.561488 0.577085 \n", - "0 sparse_parity 5000 sqrt 10 0.558488 0.572885 \n", - "0 sparse_parity 5000 sqrt 10 0.55102 0.560024 \n", - "1 sparse_parity 5000 20 10 0.710858 0.742651 \n", - "1 sparse_parity 5000 20 10 0.643071 0.703059 \n", + "0 sparse_parity 100 sqrt 10 0.441176 0.411765 \n", + "0 sparse_parity 100 sqrt 10 0.363636 0.424242 \n", + "0 sparse_parity 100 sqrt 10 0.333333 0.424242 \n", + "1 sparse_parity 100 20 10 0.323529 0.294118 \n", + "1 sparse_parity 100 20 10 0.424242 0.363636 \n", "\n", " delta \n", - "0 0.015597 \n", - "0 0.014397 \n", - "0 0.009004 \n", - "1 0.031794 \n", - "1 0.059988 " + "0 -0.029412 \n", + "0 0.060606 \n", + "0 0.090909 \n", + "1 -0.029412 \n", + "1 -0.060606 " ] }, "execution_count": 12, @@ -571,9 +574,9 @@ "outputs": [ { "data": { - "image/png": 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", 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", 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    deltadelta
dataset
make_gaussian_quantiles50005100.067599sparse_parity1002010-0.030006
40100.009507
10100.068000sqrt100.040701
15100.06920010002010-0.013043
sqrt100.06319940100.027995
sparse_parity500020100.065208sqrt100.011991
40100.2046111000020100.153195
60100.22821240100.244497
sqrt100.012999sqrt100.031197
\n" ], "text/plain": [ - "" + "" ] }, "execution_count": 14, From d45d2a8c37304b9edfb28ebb3323c325652a6036 Mon Sep 17 00:00:00 2001 From: Jong Shin Date: Fri, 10 Jun 2022 13:39:09 -0400 Subject: [PATCH 10/36] add roc_auc and confusion matrix --- notebook/mnist_benchmark_OF_vs_RF.ipynb | 322 ++++++++++++++++++++++-- 1 file changed, 307 insertions(+), 15 deletions(-) diff --git a/notebook/mnist_benchmark_OF_vs_RF.ipynb b/notebook/mnist_benchmark_OF_vs_RF.ipynb index 53682b6b8d6bf..5f53c177d9a39 100644 --- a/notebook/mnist_benchmark_OF_vs_RF.ipynb +++ b/notebook/mnist_benchmark_OF_vs_RF.ipynb @@ -5,7 +5,7 @@ "metadata": {}, "source": [ "# Comparing axis-aligned decision tree versus oblique decision tree on MNIST dataset\n", - "Here we extend our analysis beyound our previous `Iris` and `simulations` datasets to measure performance of our oblique forest against random forset on MNIST dataset. We are testing on the digit data from scikit-learn." + "Here we extend our analysis beyound our previous `Iris` and `simulation` datasets to measure performance of our oblique forest against random forset on MNIST dataset. We are testing on the digit data from scikit-learn." ] }, { @@ -59,7 +59,6 @@ ], "source": [ "import sklearn\n", - "from sklearn.tree import DecisionTreeClassifier, ObliqueDecisionTreeClassifier, plot_tree\n", "from sklearn.ensemble import RandomForestClassifier, ObliqueRandomForestClassifier\n", "from sklearn.model_selection import cross_val_score, train_test_split\n", "from sklearn.metrics import accuracy_score\n", @@ -91,7 +90,7 @@ { "data": { "text/plain": [ - "'2022-05-29'" + "'2022-06-10'" ] }, "execution_count": 3, @@ -283,24 +282,21 @@ "metadata": {}, "outputs": [], "source": [ - "max_features = ['sqrt', X.shape[1], X.shape[1]*2, X.shape[1]*3]\n", + "max_features = ['sqrt', X.shape[1]]\n", "\n", "output = []\n", "\n", "for mf in max_features:\n", " tmp = [f'{mf}']\n", "\n", - " if mf == 'sqrt':\n", - " clf = RandomForestClassifier(max_features=mf, random_state=random_state)\n", - " else:\n", - " clf = RandomForestClassifier(max_features=None, random_state=random_state)\n", + " clfs = [\n", + " RandomForestClassifier(max_features=mf, random_state=random_state),\n", + " ObliqueRandomForestClassifier(max_features=mf, random_state=random_state)\n", + " ]\n", "\n", - " cv_score = cross_val_score(clf, X=XX, y=yy, cv=10, scoring='accuracy')\n", - " tmp.append(cv_score)\n", - "\n", - " clf = ObliqueRandomForestClassifier(max_features=mf, random_state=random_state)\n", - " cv_score = cross_val_score(clf, X=XX, y=yy, cv=10, scoring='accuracy')\n", - " tmp.append(cv_score)\n", + " for clf in clfs:\n", + " cv_score = cross_val_score(clf, X=XX, y=yy, cv=10, scoring='accuracy')\n", + " tmp.append(cv_score)\n", " \n", " output.append(tmp)" ] @@ -425,7 +421,7 @@ }, { "data": { - "image/png": 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", + "image/png": 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", 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" ] @@ -440,6 +436,302 @@ "sns.barplot(data=df_out, x='max_features', y='delta')" ] }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "#### OvR multi-class ROC curves for the sklearn digits dataset" + ] + }, + { + "cell_type": "code", + "execution_count": 16, + "metadata": {}, + "outputs": [], + "source": [ + "def compute_ROC_AUC():\n", + " # Compute ROC curve and ROC area for each class\n", + " fpr = dict()\n", + " tpr = dict()\n", + " roc_auc = dict()\n", + " for i in range(n_classes):\n", + " fpr[i], tpr[i], _ = roc_curve(y_test_10[:, i], y_score[:, i])\n", + " roc_auc[i] = auc(fpr[i], tpr[i])\n", + "\n", + " # Compute micro-average ROC curve and ROC area\n", + " fpr[\"micro\"], tpr[\"micro\"], _ = roc_curve(y_test_10.ravel(), y_score.ravel())\n", + " roc_auc[\"micro\"] = auc(fpr[\"micro\"], tpr[\"micro\"])\n", + "\n", + " # First aggregate all false positive rates\n", + " all_fpr = np.unique(np.concatenate([fpr[i] for i in range(n_classes)]))\n", + "\n", + " # Then interpolate all ROC curves at this points\n", + " mean_tpr = np.zeros_like(all_fpr)\n", + " for i in range(n_classes):\n", + " mean_tpr += np.interp(all_fpr, fpr[i], tpr[i])\n", + "\n", + " # Finally average it and compute AUC\n", + " mean_tpr /= n_classes\n", + "\n", + " fpr[\"macro\"] = all_fpr\n", + " tpr[\"macro\"] = mean_tpr\n", + " roc_auc[\"macro\"] = auc(fpr[\"macro\"], tpr[\"macro\"])\n", + "\n", + " return roc_auc, fpr, tpr" + ] + }, + { + "cell_type": "code", + "execution_count": 17, + "metadata": {}, + "outputs": [], + "source": [ + "def draw_ROC(name):\n", + " lw = 2 #line width\n", + " tab10 = plt.get_cmap('tab10', 10) #color iterable\n", + "\n", + " # Plot all ROC curves\n", + " plt.figure(figsize=(10,7))\n", + " plt.plot(\n", + " fpr[\"micro\"],\n", + " tpr[\"micro\"],\n", + " label=\"micro-average ROC curve (area = {0:0.2f})\".format(roc_auc[\"micro\"]),\n", + " color=\"deeppink\",\n", + " linestyle=\":\",\n", + " linewidth=4,\n", + " )\n", + "\n", + " plt.plot(\n", + " fpr[\"macro\"],\n", + " tpr[\"macro\"],\n", + " label=\"macro-average ROC curve (area = {0:0.2f})\".format(roc_auc[\"macro\"]),\n", + " color=\"navy\",\n", + " linestyle=\":\",\n", + " linewidth=4,\n", + " )\n", + "\n", + " colors = tab10(np.linspace(0, 1, 10))\n", + " for i, color in zip(range(n_classes), colors):\n", + " plt.plot(\n", + " fpr[i],\n", + " tpr[i],\n", + " color=color,\n", + " lw=lw,\n", + " label=\"ROC curve of class {0} (area = {1:0.2f})\".format(i, roc_auc[i]),\n", + " alpha=0.4\n", + " )\n", + "\n", + " plt.plot([0, 1], [0, 1], \"k--\", lw=lw)\n", + " plt.xlim([0.0, 1.0])\n", + " plt.ylim([0.0, 1.05])\n", + " plt.xlabel(\"False Positive Rate\", fontsize=15)\n", + " plt.ylabel(\"True Positive Rate\", fontsize=15)\n", + " plt.title(f\"Multiclass ROC curve for {name}\", fontsize=15)\n", + " plt.legend(loc=\"lower right\")\n", + " plt.show()\n", + " # return plt.figure" + ] + }, + { + "cell_type": "code", + "execution_count": 18, + "metadata": {}, + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "There are 10 classes\n" + ] + } + ], + "source": [ + "X_train, X_test, y_train, y_test = train_test_split(X, y, test_size=0.98, random_state=random_state)\n", + "n_classes = len(set(y_test))\n", + "print(f'There are {n_classes} classes')" + ] + }, + { + "cell_type": "code", + "execution_count": 25, + "metadata": {}, + "outputs": [], + "source": [ + "clfs = [\n", + " RandomForestClassifier(max_features=None, random_state=random_state),\n", + " ObliqueRandomForestClassifier(max_features=None, random_state=random_state)\n", + "]" + ] + }, + { + "cell_type": "code", + "execution_count": 26, + "metadata": {}, + "outputs": [ + { + "data": { + "text/plain": [ + "{'bootstrap': True,\n", + " 'ccp_alpha': 0.0,\n", + " 'class_weight': None,\n", + " 'criterion': 'gini',\n", + " 'max_depth': None,\n", + " 'max_features': None,\n", + " 'max_leaf_nodes': None,\n", + " 'max_samples': None,\n", + " 'min_impurity_decrease': 0.0,\n", + " 'min_samples_leaf': 1,\n", + " 'min_samples_split': 2,\n", + " 'min_weight_fraction_leaf': 0.0,\n", + " 'n_estimators': 100,\n", + " 'n_jobs': None,\n", + " 'oob_score': False,\n", + " 'random_state': 123456,\n", + " 'verbose': 0,\n", + " 'warm_start': False}" + ] + }, + "execution_count": 26, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "# Random Forest Parameters\n", + "clfs[0].get_params()" + ] + }, + { + "cell_type": "code", + "execution_count": 27, + "metadata": {}, + "outputs": [ + { + "data": { + "text/plain": [ + "{'bootstrap': True,\n", + " 'ccp_alpha': 0.0,\n", + " 'class_weight': None,\n", + " 'criterion': 'gini',\n", + " 'feature_combinations': 1.5,\n", + " 'max_depth': None,\n", + " 'max_features': None,\n", + " 'max_leaf_nodes': None,\n", + " 'max_samples': None,\n", + " 'min_impurity_decrease': 0.0,\n", + " 'min_samples_leaf': 1,\n", + " 'min_samples_split': 2,\n", + " 'min_weight_fraction_leaf': 0.0,\n", + " 'n_estimators': 100,\n", + " 'n_jobs': None,\n", + " 'oob_score': False,\n", + " 'random_state': 123456,\n", + " 'verbose': 0,\n", + " 'warm_start': False}" + ] + }, + "execution_count": 27, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "# Oblique Forest Parameters\n", + "clfs[1].get_params()" + ] + }, + { + "cell_type": "code", + "execution_count": 28, + "metadata": {}, + "outputs": [ + { + "data": { + "image/png": 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", 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", + "text/plain": [ + "
" + ] + }, + "metadata": { + "needs_background": "light" + }, + "output_type": "display_data" + } + ], + "source": [ + "from sklearn.multiclass import OneVsRestClassifier\n", + "from sklearn.preprocessing import label_binarize\n", + "from sklearn.metrics import roc_curve, auc\n", + "\n", + "y_test_10 = label_binarize(y_test, classes=range(n_classes))\n", + "confusion_matrix = []\n", + "\n", + "for name, clf in zip(['RF', 'OF'], clfs):\n", + " clf_ovr = OneVsRestClassifier(estimator=clf)\n", + " y_score = clf_ovr.fit(X_train, y_train).predict_proba(X_test)\n", + "\n", + " confusion_matrix.append(\n", + " [name, np.argmax(y_test_10, axis=1), np.argmax(y_score, axis=1)]\n", + " )\n", + "\n", + " roc_auc, fpr, tpr = compute_ROC_AUC()\n", + " fig = draw_ROC(name)" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "#### Confusion Matrix for RF and OF" + ] + }, + { + "cell_type": "code", + "execution_count": 29, + "metadata": {}, + "outputs": [ + { + "data": { + "image/png": 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", + "text/plain": [ + "
" + ] + }, + "metadata": { + "needs_background": "light" + }, + "output_type": "display_data" + } + ], + "source": [ + "from sklearn import metrics\n", + "\n", + "fig, ax = plt.subplots(1,2,figsize=(12,6))\n", + "\n", + "for i, cm in enumerate(confusion_matrix):\n", + " metrics.ConfusionMatrixDisplay.from_predictions(y_true=cm[1],y_pred=cm[2], colorbar=False, ax=ax[i])\n", + " ax[i].set_title(cm[0], fontsize=15)" + ] + }, + { + "cell_type": "code", + "execution_count": null, + "metadata": {}, + "outputs": [], + "source": [] + }, { "cell_type": "code", "execution_count": null, From 6360f3d52b31bace20d0922424aeb7738cd230f5 Mon Sep 17 00:00:00 2001 From: Jong Shin Date: Sun, 12 Jun 2022 16:52:56 -0400 Subject: [PATCH 11/36] add 3d visualization --- notebook/simulation_benchmark_OF_vs_RF.ipynb | 72 +++++++++++--------- 1 file changed, 41 insertions(+), 31 deletions(-) diff --git a/notebook/simulation_benchmark_OF_vs_RF.ipynb b/notebook/simulation_benchmark_OF_vs_RF.ipynb index d4921bc712d41..7f103ff676278 100644 --- a/notebook/simulation_benchmark_OF_vs_RF.ipynb +++ b/notebook/simulation_benchmark_OF_vs_RF.ipynb @@ -4,22 +4,8 @@ "cell_type": "markdown", "metadata": {}, "source": [ - "# Comparing axis-aligned decision tree versus oblique decision tree on simulation datasets\n", - "The previous notebook conducted visual analysis using `Iris` dataset. Here we extend our analysis using `2` more custom simulation datasets: `sparse_parity`, `trunk` along with other simulation datasets from scikit-learn datasets module\n", - "\n", - "```bash\n", - "\n", - "Work-in-progress below\n", - "\n", - "```\n", - "\n", - "Sparse parity is a variation of the noisy parity problem, which itself is a multivariate generalization of the noisy XOR problem. This is a binary classification task in high dimensions. \n", - "\n", - "\n", - "\n", - "\n", - "\n", - "e.g. OF should be more robust to high-dimensional noise. Moreover, due to the ability to sample more variable splits (i.e. `max_features` can be greater than `n_features` compared to RF), then we expect to see an increase in performance when we are willing to use computational power to sample more splits." + "# Comparing axis-aligned random forest versus oblique forest on simulation datasets\n", + "The previous notebook conducted visual analysis using `Iris` dataset. Here we extend our analysis using custom simulation dataset: `sparse_parity`, from which OF demonstrates significant performance improvement over RF. Additionally, we prepared two toy datasets from scikit-learn dataset module, `make_hastie_10_2` and `make_gaussain_quantiles`, that also simulates high-dimentionality problems. OF also outperforms RF on these datasets but in lesser degree." ] }, { @@ -75,7 +61,7 @@ "import sklearn\n", "from sklearn.ensemble import RandomForestClassifier, ObliqueRandomForestClassifier\n", "from sklearn.metrics import accuracy_score\n", - "from sklearn.datasets import make_hastie_10_2, make_gaussian_quantiles\n", + "from sklearn.datasets import make_hastie_10_2, make_gaussian_quantiles #imported additionally in case of testing\n", "from sklearn.model_selection import RepeatedKFold, cross_validate\n", "\n", "from datetime import datetime\n", @@ -119,7 +105,8 @@ "cell_type": "markdown", "metadata": {}, "source": [ - "#### Generating custom simulation datasets" + "#### Generating sparse parity simulation data\n", + "Sparse parity is a variation of the noisy parity problem, which itself is a multivariate generalization of the noisy XOR problem. This is a binary classification task in high dimensions. " ] }, { @@ -193,45 +180,63 @@ }, { "cell_type": "code", - "execution_count": 6, + "execution_count": 35, "metadata": {}, "outputs": [ { "data": { "text/plain": [ - "((500, 2), (500,))" + "((500, 2), (500,), (5000, 3), (5000,))" ] }, - "execution_count": 6, + "execution_count": 35, "metadata": {}, "output_type": "execute_result" } ], "source": [ "X1,y1 = sparse_parity(n_samples=500,p=2) #p set to 2 for illustration purpose\n", - "X1.shape, y1.shape" + "X2,y2 = sparse_parity(n_samples=5000,p=3) #p set to 2 for illustration purpose\n", + "X1.shape, y1.shape, X2.shape, y2.shape" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "#### Visualization of sparse parity at low dimention\n", + "At `p=2`, sparse partiy becomes noisy XOR problem. As \n", + "\n", + "\n", + "\n", + "- describe sparse parity as done in the paper in more laymen terms\n", + "- describe the intuition for why OF would be better than RF\n", + "\n", + "e.g. OF should be more robust to high-dimensional noise. Moreover, due to the ability to sample more variable splits (i.e. `max_features` can be greater than `n_features` compared to RF), then we expect to see an increase in performance when we are willing to use computational power to sample more splits.\n", + "\n", + "Ref for sparse parity: https://epubs.siam.org/doi/epdf/10.1137/1.9781611974973.56" ] }, { "cell_type": "code", - "execution_count": 7, + "execution_count": 37, "metadata": {}, "outputs": [ { "data": { "text/plain": [ - "Text(0.5, 1.0, 'Sparse Parity')" + "Text(0.5, 0.92, 'Sparse Parity')" ] }, - "execution_count": 7, + "execution_count": 37, "metadata": {}, "output_type": "execute_result" }, { "data": { - "image/png": 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", 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", "text/plain": [ - "
" + "
" ] }, "metadata": { @@ -241,8 +246,13 @@ } ], "source": [ - "fig, ax = plt.subplots(1,1,figsize=(6,6))\n", - "ax.scatter(X1[:,0],X1[:,1], c=y1)\n", + "fig = plt.figure(figsize=(12,6))\n", + "ax = fig.add_subplot(121)\n", + "ax.scatter(X1[:,0],X1[:,1], c=y1, cmap='PRGn')\n", + "ax.set_title('Sparse Parity')\n", + "\n", + "ax = fig.add_subplot(122, projection='3d')\n", + "ax.scatter(X2[:,0],X2[:,1],X2[:,2], c=y2, cmap='PRGn')\n", "ax.set_title('Sparse Parity')" ] }, @@ -284,8 +294,8 @@ " df = pd.DataFrame(accs, columns=['dataset', 'n_sample', 'n_repeat', 'max_feature', 'max_depth', 'random_state', 'RF', 'OF'])\n", " df['delta'] = df.apply(lambda x: x.OF-x.RF, axis=1)\n", "\n", - " with open('dat/simulation_notebook_rf_vs_of.pkl', 'wb') as f:\n", - " pickle.dump(df, f, protocol=pickle.HIGHEST_PROTOCOL)\n", + " # with open('dat/simulation_notebook_rf_vs_of.pkl', 'wb') as f:\n", + " # pickle.dump(df, f, protocol=pickle.HIGHEST_PROTOCOL)\n", "\n", " return df" ] From d5b19f2cffd34dbe6975d6a97bc9c1563e0aba11 Mon Sep 17 00:00:00 2001 From: Jong Shin Date: Sun, 12 Jun 2022 17:57:41 -0400 Subject: [PATCH 12/36] add narratives and descriptions --- notebook/simulation_benchmark_OF_vs_RF.ipynb | 156 ++++++++++--------- 1 file changed, 80 insertions(+), 76 deletions(-) diff --git a/notebook/simulation_benchmark_OF_vs_RF.ipynb b/notebook/simulation_benchmark_OF_vs_RF.ipynb index 7f103ff676278..cd9d7d2d120ae 100644 --- a/notebook/simulation_benchmark_OF_vs_RF.ipynb +++ b/notebook/simulation_benchmark_OF_vs_RF.ipynb @@ -12,7 +12,7 @@ "cell_type": "markdown", "metadata": {}, "source": [ - "## Environment\n", + "### Environment\n", "- Python 3.8.13\n", "- [Sklearn-Adam's dev branch](https://github.com/neurodata/scikit-learn/tree/obliquepr)" ] @@ -38,7 +38,7 @@ "cell_type": "markdown", "metadata": {}, "source": [ - "## Import packages" + "### Import packages" ] }, { @@ -61,7 +61,7 @@ "import sklearn\n", "from sklearn.ensemble import RandomForestClassifier, ObliqueRandomForestClassifier\n", "from sklearn.metrics import accuracy_score\n", - "from sklearn.datasets import make_hastie_10_2, make_gaussian_quantiles #imported additionally in case of testing\n", + "from sklearn.datasets import make_hastie_10_2, make_gaussian_quantiles #imported in case of testing\n", "from sklearn.model_selection import RepeatedKFold, cross_validate\n", "\n", "from datetime import datetime\n", @@ -88,7 +88,7 @@ { "data": { "text/plain": [ - "'2022-06-10'" + "'2022-06-12'" ] }, "execution_count": 3, @@ -105,8 +105,8 @@ "cell_type": "markdown", "metadata": {}, "source": [ - "#### Generating sparse parity simulation data\n", - "Sparse parity is a variation of the noisy parity problem, which itself is a multivariate generalization of the noisy XOR problem. This is a binary classification task in high dimensions. " + "### Generating sparse parity simulation data\n", + "Sparse parity is a variation of the noisy parity problem, which itself is a multivariate generalization of the noisy XOR problem. This is a binary classification task in high dimensions. The simulation will generate uniformly distributed `n_samples` number of sample points in the range of -1 and +1 with `p` number of features. `p*` is a parameter used to limit features that carry information about the class. The informative binary label is then defined as 1 if there are odd number of the sum of data `X` across first `p*` features that are greater than 0, otherwise the label is defined as 0. The simulation is further detailed in our [publication](https://epubs.siam.org/doi/epdf/10.1137/1.9781611974973.56)." ] }, { @@ -115,7 +115,7 @@ "metadata": {}, "outputs": [], "source": [ - "def sparse_parity(n_samples, p=20, p_star=3, noise=None, random_seed=None, **kwarg):\n", + "def sparse_parity(n_samples, p=20, p_star=3, random_seed=None, **kwarg):\n", " \n", " if random_seed: \n", " np.random.seed(random_seed)\n", @@ -180,7 +180,7 @@ }, { "cell_type": "code", - "execution_count": 35, + "execution_count": 6, "metadata": {}, "outputs": [ { @@ -189,14 +189,14 @@ "((500, 2), (500,), (5000, 3), (5000,))" ] }, - "execution_count": 35, + "execution_count": 6, "metadata": {}, "output_type": "execute_result" } ], "source": [ - "X1,y1 = sparse_parity(n_samples=500,p=2) #p set to 2 for illustration purpose\n", - "X2,y2 = sparse_parity(n_samples=5000,p=3) #p set to 2 for illustration purpose\n", + "X1,y1 = sparse_parity(n_samples=500,p=2,p_star=2)\n", + "X2,y2 = sparse_parity(n_samples=5000,p=3,p_star=3)\n", "X1.shape, y1.shape, X2.shape, y2.shape" ] }, @@ -204,37 +204,28 @@ "cell_type": "markdown", "metadata": {}, "source": [ - "#### Visualization of sparse parity at low dimention\n", - "At `p=2`, sparse partiy becomes noisy XOR problem. As \n", - "\n", - "\n", - "\n", - "- describe sparse parity as done in the paper in more laymen terms\n", - "- describe the intuition for why OF would be better than RF\n", - "\n", - "e.g. OF should be more robust to high-dimensional noise. Moreover, due to the ability to sample more variable splits (i.e. `max_features` can be greater than `n_features` compared to RF), then we expect to see an increase in performance when we are willing to use computational power to sample more splits.\n", - "\n", - "Ref for sparse parity: https://epubs.siam.org/doi/epdf/10.1137/1.9781611974973.56" + "### Visualization of sparse parity at low dimension\n", + "At `p=2`, sparse partiy becomes noisy XOR problem (left). Adding one more dimension makes the 3D XOR problem (right)." ] }, { "cell_type": "code", - "execution_count": 37, + "execution_count": 7, "metadata": {}, "outputs": [ { "data": { "text/plain": [ - "Text(0.5, 0.92, 'Sparse Parity')" + "Text(0.5, 0.92, 'Sparse Parity at p=3')" ] }, - "execution_count": 37, + "execution_count": 7, "metadata": {}, "output_type": "execute_result" }, { "data": { - "image/png": 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8hxuny4lpfLeQ77XZaKJ2avoBzS+l5Lbh97NjQxZup1/sq1QqwtuY+SHjc8yRrRPiU7SrmNpKC6m9U9DqtK0y58Hm7hMfZuvyNDzu3a+9PkzPK389zYCTQocCeT1e7jj+QbI2ZeO0OwEwmAyMvvB4Hvnm3oNus5QSEWJjdTA4RjtrHn1fNAoKCgq7OWhfEMdUZ02VSsXYIaNRqRo/bY1azTnDTz+oa2cX5zHmkcvYnrcTl8eFy+Nm1poFnP7QJXstfffk169z6Uu3M3ftItZkbOK5H95h6O3jsNptB2RPRW0VGnXoFIHiyrIDmvtIQK/TM7znwCBxpVapGT/8tAOeXwjBm3NfYMxVp2Aw6dHoNAw7czCfrHy7VUR4eWEFtw2/n6t73co9ox/h3LjLmfvjvwc878GmaFcxaaszGolw8Ifs/PL6pCbHLZm6guytOQERDuCwOpj/2yKyt+U2Oe5A8Lg9fP7Yt5wdeTGnqs/hlqH3snX5/iXvKigoKCgo7A/HlBAH+OTuV0iIig0kJZoNYbSLSeCd2w5ujPhHU78NCpNwe9xsz89izfaNIceUVJbxxsRPsDp2i26Hy0luaQHfzpl4QPZ0SEjCoNMHXVer1Jw26IQDmvtI4Yv73iDKFIFRbwDAZAgjPqoNb9z0ZKvMHxYexgOf3ckMyx/McU7h5elP0zY14YDnlVLy0BlPk746A5fdha3Wjq3Gxhs3fUD66oxWsPzgUVFchUYbeoNXll/e5LjVs9dhtwTH8iMEGxaGbNh7wLxx4/v88c6fWGtsSClJX53B/ac+ftCEv4KCgoKCwp4cc0I8OT6RzG+X8MEdL/DgxbfyyT2vsP2bhbRrc+ACam+k5e5oVMe6HrVKxa7i0F/8y7etRafVBV23Oe38tWLeAdmjUWt47/bnCdMbA9e0ag0RYWaevvLghwIcCnqkdCHz28W8eO3DXH/GJbxx05Ns/2YRibFtD7dpe2Xnpl0U7CjA520cH+20Ofn80W8Pk1XNo2OfDng9weFAGp2GoWMHNTkutn0MWn1w6I1arSImIao1TQSgsqSKf35ZiNPeODTL5XTz0ytNb3JdDhczv5nL85e+xicPfUV+5kEt8qSgoKCg8B/nUJUvPKIIMxi5esxFh3TNE/oMY87ahUEVPFweNwO79Ak5Ji6qDT4ZnKymVqlJbIWNw2WnnEuH+Pa8+utH7CrO5eT+I3nw4ltIiks84LmPFGIiorn3ghsPtxktorK4CrVGHfKxtf9sYPWcdQw5feAhtqp5GE0GbnjxKr58/DscNn+YiUanITzazMX3n9fkuDOvPZ2fXvk96LrWoOW4s1o/nLpgRyE6gzYQ31+Pz+tjx4askGPsFju3Db+fol0lOKwO1Fo1Uz78i6d/e4QR44a2uo0KCgoKCv99jjmP+OHihrMuJTIsvFFcdpjeyLkjx9I5MTXkmOE9B5EQFRsU067X6rj9nGtaxa7j+wxl6vNfs/Gzubx7+3MtFuFSSn6dP5URd51Dj2tH8/AXL1LeCm3jj2W6De4SJBDrkT7JR/d/cYgtahkX3jOBZ/94jEGn9qdDr2TOu3M8X2x4n+j4qCbHxCXF8sKUJzBFhDWK6+8xtFuTr8WB0L5LYsh5VWoVXQd2Cjnmj/emUbCjCIfVv5n2ur04bU5eufqtkKcACgoKCgoK+0IR4oeIKHMkaz6awVWnX0BcZAypbZN55qr7+f6R95ocI4Rg7mu/0CulK2F6IxFhZsLDzHxx3+sM6NL7EFrfNA9/8RLXv3k/y7etJT1vB+9O+pJBt46l2lpzUNZzupx8PfNXzn36Om5++yHWZR6c+OHDSURMOJc+3PSJTfbWIz+GedgZg3lz7ot8s+VjbnvjemIS9l4ZCCC2fRs8Hm+j5OW18zbw1Pkvtrp9UXGRnHbZSejDGudJ6Aw6Ln0k9Gv/768LQ9ZEd7s8ZG3ObnUbFRQUFBT++xyToSmHi8TYtnx5/5stGpPaNplNn88jLSeTamsNAzr3Rh8iyfJwUFJZxvuTv8Lh3l3pwul2UVpdwWd//ciDF9/aquvZnXZG3Xs+6bk7sDpsqFQqfpg3mQ/ueIFrz/hfq67VWlhrbMz9cT47N2bRZWBnTrtsNEazcZ/jrnnmMia+NRlbrT3osehWjJm21tjYtHgLYeFGeo/siVodOiTmUDDxrSlBXmq3083mJdvIzyygfZfWDZm679M7iE2KZfIH07BW2+gxtCt3vnczKd2TQt7f1Pvm8/owmI6Mv0kFBQUFhaMLRYgfJfRI6XJI1rE77bw7+Uu+nzsJjVrNjWdexi3jrwxZ6nD19g3odbpGQtw/h4NZqxe0uhD/etZvpOVkYnP6xanP58PmtHPHB09w8ejxmIxhLZpvdfoGXvnlA9LzshjZaxAPX3I7ndp1aDV7C7OKuPW4+3DanDisTgwmA988/SMfr3yL+OS4fY6/+ulL+fqpHwOx1uBvGHTF4xe3in3TPp3BB/d+7q9yIiVGs4HXZj1Pp76prTJ/S8lJywtKUAV/jHnRrpJmCfGK4kqKdpWQ1DWRiJi9N2tSa9Rc++zlXPvs5c2y79zbx7FjQ1YgNAVAqATtOiaQ1LV9s+ZQUFBQUFBoiCLEFQJ4vV5OeuAiNu1Mw+7yi42Hv3iJWasXMO2Fb4Lub9cmAY83ODZWrVKTmhDaq3ggTFw4PSDCG6JRa1i+bS2nDhrV5Nhqaw2PfvkKv86fipSS4T0HMn/DchxuJ1JK0nIz+GX+VFa8P32/Nj2FWUW4HG6Su7cPxPS/dfOH1JZbAt0hHVYHLoeL9+/+jOcnPb7POS+67zwcVn/9ba/Xi0ar4fJHL2LCreNabN+ebF+byYf3foHL7sJVVznEVmvngdOfYGLet00mix5M+o7qRfqq7bhde3S+dbjp2GfvGySX081r177DwklL0Rm0uBxuzr5xLDe9eg0zv5nH/N8WYYoIY8Jt4xh2xuD9su/US0ezadEWZn4zF7VGgxBgijLxwp+tUw5TQUFBQeHYQxHi/3Hmb1jKSz+9T1ZRLqP6DOWJy+9uMjn075X/sDU7IyDCwV8q8Z/1S1iVvp6h3Qc0un9A5950bteBrTnbGwlyvVbHXedd1+rPJdocGfK6T/qIMDXdadTr9XL83eeSkZ8VKCE5Y9X8Rvd4vF5q7VYe/uIl/nzuq2bblJeRz1Pnv0TBjkKESoUpIozHf3yAASf1Ze0/G4JatPu8Plb83byusEIIrnrqUi595EJqymuJjI1oskZ3PTs37WLHxizad0mk57BuTXaLnPbpzJDJik6bk/XzNzH4tAHNsrE1ueDuc5j22Uy8HlvgddOH6Tn9ypOJabv3GPNPH/qKRVOW4Xa6A8/r76/msHjKMmoqLDjrThXW/rOBC+89l+ufv7LF9gkhuPfj27nkoQvYvHQbMW2jGXBS38MazqOgoKCgcHSjCPH/MD/Om8xNbz8U8CJnFeUyafEMVn34N92SgitDLNy4HIvdGnTd6/OyZMvqICEuhGDmyz9wwXM3sS5zMxq1Bp1Gy2f3vka/Tr1a/fncfs41zFq9oJFXXAhBbEQ0Q7r1b3LczNXzySnJD1nHvSFSShZuXA5AdVk18ycuwVZjY+jYQXQZEPx6eT1e7hn9KBVFlYEEQ4fVwWPjn+XbbZ+gUqtChlq01Nus1Wlp0y5mr/e4nG6emPA8GxdtQa1W4fNJkru35825LxIeHbxJqSmvCdokACDAUh38O3CwKMwqYtn0VWh0Gk44bwSfrn6Hzx7+mrXzNmCKNHHBPedw/p3j9zqHz+fjr89nBTz79ThtTkrtzkbN1R1WJ7++Polzbxu3z9e0Kdp1bEu7jkd2LXoFBQUFhaMDRYiHQErZpCfxaMHr9XLPx083Eq1enxeL3cYTX7/Gb09+EjQmKS4Ro87QyCMOoNNom6xb3q5NAkvf/ZPckgKqrTX0SOkSMp68NTh10CgevfR2XvzpfXQaLVJCRJiZGS/9sNf3a8OOrdicIbo2hiA2MoaVs9bw1PkvgfS3Qf/2uZ857fKTuP/TOxqts3LWWuwWe6MqHwBej48ZX89l9IXHs2DiEjzu3aEWWp2GUy8b3cJnvm++e/YnNizY3KiqR9bmbN665QOe/vWRoPtHnTeClTPXNop3BvC4PAwYHbqufUuoqahl2fSVeD1ehp81NKRH+4eXfuX7538FQKUSfHjv5zz67X08M/HRZq3hcrhYPWcdliprUDhLABl8SavTsHHRFk6++L/RQVZBQUFB4ehFKV/YgK3Z2zn5/ovQjO2AeXw37nj/cWyO4Jjko4GC8uKQtvukj4WbVoQcc/mp56HZ45hdCIFeq+ecEafvdb3k+ET6dOxx0ER4PU9cfg/ZP6zgmwffZtrzX5P944p9xnR3aZ9KWF2b+70Rpjdy73k38OxFr+C0OXHanXg9/lrR835awIoZjUNKKooqQ3q83U43JTml3PX+LSR3b4/RbEBn1GE0G0jt04Fb37i+2c/XUmXhkwe/5JLU67iqx8389tbkkDWrp38xO6i0nsflYfHk5Y02AvWcdNEoOvdLDVT7EEKgD9NzzTOXExkbOgSouSz4fTEXJV3Nu7d/zPt3fcalHa9jykd/Nbonc/1OfnjhV1wOFy6HC4fNicvu4uWr36Kmonafa2xavIXz217Bi1e8wbu3fxzau78XItrsPZFTQUFBQUHhUKB4xOsoLC9m5N0TqLFZkFJiddj4cuYvbM/byexXfwYgLSeT8ppKBnbpQ5hh3yXoDifR4ZF4faGbjLSLiQ95PTYyhtmv/MT/XryVsupKJJIO8Un88fRnGHT7FrKHivjoWM4bdWaz758wYgz3hpmxOR2B10SlUqFTa5FSotfpcXlc3DHhWgbr+/CX+DtoDofVwaxv5zH8rN0dFHuP6IFPBrtcjWYDA0/pR0RMOF9u/ID18zeRk5ZHau8U+p3Qu9mnLS6Hi1uH3UdxTmkg7vmrJ39g06ItPD/5iUb3ukPUtwZ/2IbX4w2KLdfqtLw9/2Xm/bSAf39bRHiUmXNuPZN+JxyYN7y6rJqXrnwraFPw8QNfMvi0ASR381cXmfvT/JAx6mq1iqXTVnLG1acG7J/17TymfPQXTpuTUy45kfE3n8kj457FVmMLGi9UAumTqNQqtHotPq8Xt3P3RkQIgcFkYMBJfQ/oeSooKCgoKLQGihCv46Np3+JwORuFGThcThZvWcU/65Zw36fPkpGXhUatwevz8sbNT3LL2S1P+DpUmI0mLh49nokLp+Nw7S5/F6Y38uildzQ5bnivwez6YQUZ+Vlo1OpWLed3uNDr9Cx/bxrXvXk/8zcsBeCEvsfx1f1votfqyCsrpGv7jkSZI4O83g2RvsaiO7VXCiecN4Ilfy7HYfW/xjqDjnYd2zL6wuMBv/AbeHI/Bp7cr8V2//vbIsoKKhoJVqfNyarZ69ixMYvO/ToGrh935hAW/LEkyEPfbVBn9MbQNa61Oi1nXHMaZ1xzWotta4rFU5ajUgdvNLxuL//8vICrn74M8CethtjDIKXE1yDx97Xr3mXB74sDr++PL03kr89nIUN4wIVK0L5LO3QGHd2HdOWyRy5k6/J03r71o7q4eR8RbSJ45e9nlARLBYVWRkqJ1+tFpVIFdYNWUFBomv+8EK+oqeT5H99l0uIZhOkN3Dr+Km4/55qgL+K1GZtxuoO9ihqVhmvfuI/8sqJGHub7P3mOPqndGdVn2EF/DvvLp/e8gtPtYurS2Wg1WnzSx1NX3MPFo/ee/CaECJnMeTSTHJ/InFd/xlEX/97Qw9+uQfz7gJP6hhR5BpOBMVedEnT9se/vZ8bXc5n68V847W5OvfRELrxnAlqd9oBt3rBgc1AMdz1pqzIaCfFb3riOdfM3Yrc4cNqc6Aw6NDoN939+5wHb0RLcLk/QhgX8nm2XY/eG4qSLRjH1kxmBaiaB+7y+wKlD7vZ8/v1tUaMkTJfDRWVJdci1pU/S5/hePPzVPYFrSV3bM/rC49m2Ih2j2Ui3wV2O+vwPBYUjDZ/Ph8vlwm63I4RApVKh1WrRaDSo1WpFmCso7IX/tBC3OewMuX0c+WWFgYoZj375Cku3ruGXxz8C/EmNizevxGQwotNogypruDwuSqvKg8I87C4H70764ogW4ka9kV+f+Jiy6gqKKkronNgBo/7IDqnZEyklX8z4mRd+fJeiihJ6p3bjjZue4pSBx+/XfPsKsdEb9Tz5y8M8e/ErSJ/E43KjNeg48fyRjDg7+L1WqVSMu34M464fs1/27I3Ezm0DNbEbolariEtq0+hafHIc36d/yt9fzWHbiu107JPC2Tee0ShJsjinhFnfzqOyuIqhYwdx3FlDWt0zPHzcUD6+/4ug6zqDjhPOHxH4d6/hPTj7xrFM/3wWLocLlVqFWqPm9rduDNi8ZVlayC9wt9ONShUspg0mAydeEPx7oTfqGXCS/0TC5XCRtTmbiDbhSuUTBYUDpN4L7nb7P6PqP0+klDidTpxO/0ZbEeYKCk0j9qz4cDQwZMgQuXr1vmsxf/bXj9z3ybNYHY1jSY06A+s+mQXAaQ9dQrW1FpDU7lG6z6DT0ye1Oxn5WXX3NOb43kNY/M6U/X4eCvvmzYmf8NR3bzZKPA3TG5j58o+c0Pe4g7ZuRVEl//62CGu1lWFnDKbH0G4Hba2mKC+s4MpuN2G37PaKq+pE+I87vmiRiF7+9yqeuegVfB4vbpcHo9lAt8FdeH32863ivW/IT69M5Lvnfg54x/VhOs649jTufj+402r6mkyWTFmGVq/llEtObNQ9c+WsNTw+4Xk8zsbJpiq1igEn9WXLsjRcDhfSJzGYDQw6uR/PT3miyS/56Z/P4qP7PkeoVHjcHroO7Mzzkx8nOj6qVZ//vhBCrJFSDjmkix5+jr4vGoW9IqXE5XLh8/kCp0wulyvoxElKGfipp6amhvj4eNRqNRqNRjmlUjgaOGi/pP9pj/j8DUuDRDj4PYor0tbxzHdvkl9e1OgDQqVSgYQwg5Frx/6Pxy+7g45XjAyaw6jTc/bw1outBfB4PSzatAKL3cYJfYcR1UQDm0OF1+vlzd8/5b0pX1Frs3DKgON5/aYn6NK+474HtwIer4fnfng3qPqLzeng8a9fY+Fbfxy0tWPaRnPBXecctPmbQ5t2Mbwx5wVevOJNygrKkT5Jt0GdefKXh1okwitLqnj6gpcaedbtFgdpqzKY+c08xt90RqvafdkjFzHszMHM+2kBHpeHky4eRe8RPUPe231wF7oPDl31RvpkkAgHf/jKmKtO5YaXrmLGV3OwWx2MvnAUI8cPa1KEb1i4mQ/u+axRKEzayu08Nv45Pl7x1n48SwWFY5f6UJT6Ur9CiKAyrvXUP16PlJKMjAwiIiIC49VqdSOPuSLMFY4l/tNCvHNiKjqtDtcesd8Cgd1hp7SqPOjDw+fzce7IsUx+9svAtReufYgnv3k9UJPboNPTNiaeW8df1Wq2rs/cwthHL8fuciAAl8fDWzc/ya3nXB10r8PlYNGmlUgpObHfcQelosnW7O3c9PZDrE7fiNPjf/2mLpvD/A3L2PLFPyTGHvxj/bLqClye0NVAtmZvP+jr70l5YQXF2SUkd08K2STnYNBreA9+yPiM0rwytHpti723lSVVXNv7tqDwFvAnfs78ek6rC3GALv070aX//uUZ+Hw+NizYzIf3BYe41PPHu3/y2Zp36Tmse7PmnPj2lKB4dK/HS9amXeRuzw9Uc1FQUGgaKSVWq5XKykri4uL2K8SkXpg3DGPx+Xw4HLtP/hRhrnAs8Z8W4jeddTnv/PF5IyGuVqlJiI6jS/tUVKrQXsVKS+NksPsuvIn+nXrxzuQvKK4oZcLxY7ljwjVEmiJaxU6P18OYRy6ltLqi0fUHPnuBYT0GMrjb7oobs1cv4KLnbw78W0qY+OQnjB16UqvY4vP5uPLVu5i0eEajaivgr0Fuczl4d/KXvHrj462y3t6ICY9C08R71CUx9aCvX4/L4eLFK99k+fSVaPVa3E4P59x6Jre+cf0hiXUUQhCfHLdfY797/hcslZYmH89cvxOHzYEh7MgoT1maX8a9J/m7lTYMydmTwp1FLZq3LL885HWNVkNVSZUixBUU9oHP58PtdmO1WikuLiY+PnQZ3JYSymOuCHOFY4n/dMZEcnwiM17+gdSEZIw6A3qtjhG9BjP/zYkM7zk4ZJ3tML0xZFWRUweNYtrz37Dyw794/LK7Wk2EA/y7fimOEBVbHG4nn//9U+DfZdUVnPfMDdTYLIGfWruFCU9fx50fPMFHU7+lsrbqgGz5auavTFkyK0iE1+Nyu1i2dc0BrdFcdFod9194M2F7JJiG6Y08d/UDh8QGgA/u+Yzlf63C5XBjrbbhcriY9ulMpnw4/aCs9++vC7my+02MDTufGwbcyarZa/d7rqVTV+AN0XSoHinh318X7ff8rc1z/3uNwqzivYpwgE79Uls077AzBqPTB8fCe9weOvc/NKFWCgpHI1JKPB4PTqcTn8+HSqVqMgylNaivuqJWqwOJnT6fD7vdjsViobq6mtraWhwOBx6P56DaoqBwKPhPC3GAUX2GsfP7paR9vYDcn1ax6O1JtI9th8kYxgd3vIBRbwh4NU2GMLond+basRcfUhurrTUhr/t8PsprKgP//m3BNGSInCen28UHf37Dg5+9QOoVI1ibsWm/bflk+neBEJxQaNRqenU4dImLT191H09dcQ/R5kiEEKS2TeaHR95jzJDWbxMfCo/bw6xv5zUqoQf+sI6Jb01p9fVmfDOHV697l7ztBbjsLnZsyOLJc1/YbzEeFhG218fdTjfpqzP2a+7WprKkivRV20N2K22IRqvhxpevadHcF9x9DhGxEWgbiHGDSc91L1xJWPjeXyMFhWOVehHudrsDArmpU0ApJbW1tS3ucrsv6tdtWHHF5/NRWlrKli1bqK6uxmKxKMJc4ajlPx2aUo8QgpT44KPna8ZeTP/Ovfhk2ncUV5VxzogxXHbKuYe8i+TofiNwuYNjeE2GMM5v0EGy2lqL2xN8Xz31AvqSF28j/euF+3V815QnvB69Vs99F97U4nn3FyEED19yOw/97zY8Xg9aTetW+NgXTrsLryf0F0t1+b5bsbcEKSWfP/JtUCyz0+7is0e+YeiYQS2e8/w7x/PhPZ/htIeOtVepVSR3T9ove1ub+jKGTeFv2JPIA5/fSZ+RoZM/myKyTQRfrH+P396awvK/VhGdEMXF953HsDMGH6jZCgr/SepDUeqrotR/nwghgsS2y+Vi06ZNgbKFGo2G6OhooqOjCQ8Pb9UQvnpbhBC43W5UKlWghGK9jRqNBq1WG/CqK6EsCkcyx4QQ3xsDu/Th03tfO6w2xEW14fmrH+CZ79/C7nIgpcRkCGNQlz5ceOK4wH1jBp/ICz++i8fbtMcaIK+0kJySfDoktFxgXXrKubzw47shBXl8VCzDuvdn1qr5xEe1OaRVXYQQh1yEA4SFG4lPiQsZk+y0OZn747+cdvnJrbKWw+akpjz06UhuWt5+zTnuhjGsnLGaxVOWN3nPmCuDGxUdDuKT44hOiKJoV0mj61qdhnPvOJvb3rzhgOaPjI3kxpeu5saXghOgFRQU/DSsDV7vjW7InqK2vLyctLQ0unbtSmSk/+TS6XRSWVlJQUEBtbW16PX6gDA3m1s30b1elNfbWW+/x7O74lK9MNdoNKhUKkWYKxxR/OdDU44WHvzfrcx+5SeuOPV8zhlxOp/c/TLzXv+1kfgc3K0fF514NibD3o/SJRL1fnog7jnvBrondcZct4Zeq8OoNxBljsDqsDJ9xTwe+fJlulw9isz8rP1a42hCCMF9n9yO3qgLeszn9fHGje+Tk5bbKmvpjTqM4aEbLiV02L/EKJVKxU2vXtukp/mE80cesgow+0IIwWPf34/BZECr8/sIDCYDsUmxXPH4/w6zdQoK/33qa4PXi/BQgrW+VKHP5yMjI4OdO3cyePBg4uJ2J5Tr9Xratm1Lz549GTZsGN26dUOr1ZKbm8uqVauw2+3k5uZisVhaPZQkVIy51+vFbrdTW1tLTU0NVqsVp9OJ1+tVQlkUDjv/6YY+/0WklExbNodvZv/G9rydZORnNeoGKoSgb8cebPh0zn6v4XK7mLR4Bv+sW0JyfCLLtq5h9pqFjZJbVULFSf1HMO/1Xw/o+Rwt/P7On3zy4Fd4PY0TfNUaNRfecw63vH59q6zz65uT+OapH3E0CE/Rh+l59Nt7GX3hqBbPl7V5F3ce/xB2qyMo9jos3Mjn698nsdOR1WGyJLeU6Z/PomBHIf1H9+X0K046Yqq6tAZKQx+FI5FQtcFD4XA4AmEoMTExdO7cOSDO3SFCLPdESsnKlStJSkqisrISq9WKyWQKeMyNRmOzPNY1NTUUFhbSvXvzSpg2XL9hg6H6JkQRERGKx1xhbygNfRT8CCE4Z+QYzhk5BpfbxbjHr2LZtrW4PW70Wh0GnYFfH//4gNbQaXVccvIELjl5AgBh47oEVZjxSR8LNi7D6/W2epv0I5HwGDM6gxa7pfHr4PV4qSoNHU6yP1x833kIIfjhhV+x1tiIio/kpleu2S8RDvDGjR9grQluahWdEMWb81484kQ4+ENUrnvuisNthoLCMUF9QmZ9eMm+4rnLy8upqqpi8ODBxMTEtHi9eo91+/btad++faPa5Dt27MBms2E2mxsJ873Zvj/rNxTa1dXVOBwOtFpt4PGGMeaKMFc42LSKEBdCnAG8C6iBL6SUr+zx+IPA5Q3W7AnESSkrhBC7gFrAC3iOQU/RfqPT6pj96s8s27qG5dvWkhTXjnNGnN7qyaYajQZC5PqpVcdOEsyAk/ricQeXuzSaDIw857hWW0cIwcX3ncdF956Ly+FCZ9Dt92vscrpJWxm68ZHdYqdj7w4HYqqCgsJRTsM29WVlZXTr1nRFLJ/PR3p6OlarlcjIyP0S4aEQQmA2mzGbzSQnJyOlxGKxUFlZyfbt23E6nYSHhweEuV6vb5V1G1IfygIEPPv13n0hRKMa5oowV2htDliICyHUwIfA6UAesEoIMVVKubX+Hinl68DrdfePB+6VUjbsXnOylLLsQG05FhFCMLL3EEb2Pnj7lytOPY+vZv6Ks0Gtc51GywUnnHVIGtocCSSkxHPRfecy6b1pOKz+GtcGk56ugzszcvywVl9PCIHeeGBfOGq1CpVaFbKcmM4QHPOuoKBw7FBflhCCEzD3xGq1smnTJtq2bUvnzp3ZsGHDQbNLCEF4eDjh4eGkpKTg8/mora2lsrKSrVu34na7iYyMRK/X4/UGO0daY/2Gp7z1mxWn0xnwptcLc41Gs9cwHgWF5tAaHvFhQKaUcieAEOIXYAKwtYn7LwV+boV1FQ4Rr934BGszNrN5VzpS+lCp1HRqm8IHd7xwuE07pNz40tUMOKkv0z6dSUVRBVWlNWxavJWzI//H2KtP4dY3rz+sscxOu5NdW3OJSYgiLikWtUbNiReOZMHvS/A28ObrDDrOvG7MYbOzYGcRDquDDr2Sj4mwJgWFI4n6UBSPx9MsEVlQUMCuXbvo3bs3kZGRh7xWt0qlIjIyksjISFJTU/H5fNTU1FBUVERlZSWrVq0iMjKS6OhooqKiAiEmrUVzhXl9KIsizBVaSmsI8fZAw7IReUDIs3ohRBhwBnBHg8sSmC2EkMCnUsrPWsGmIx6v18t3c37nq1m/ICVcf8YlXHn6BWjUTb8lxZWlvPDje0xfPodocyT3XHAjV552wUH/ozcbTSx7bypLt6xmS3Y63ZM6c2K/4UfEh83mrDR2FefRr1PPkLXiW5uhYwaR2juFa3reiq3WX0bSaXcy85u55O8o5I3Zh2dzMvmDaXz2yLeo1Co8Lg99ju/Jk788BICvQR10oRL0Gt6d6567vNF4h82BrdZOdHzUQXtfC7OKePK8F8ndno9arUJn1PHYd/crtbwVFA4RTdUGD0V93LjX62XYsGH+EEV2V00JRX2iZ3Noyb0NUalUREVFBU5ju3btSnV1NZWVleTk5CClJCoqiujoaCIjIwN2782OltBQmDdM+CwvL8dqtZKYmBgUY66gsDdaQ4iH+ktq6jd7PLBkj7CU46WUBUKIeGCOECJNSrkwaBEhbgJuAkhJSTlQmw8rUkrOe+YG/lm/BKvDn0i3fscWJi2ewdTnvw754VRRU8nAW8ZSVlOJ2+NmV3Eet733KOt3bOatW5456DYLITi+z1CO7zP0oK/VHKos1Yx74mrWZ25Bq9HgdLn430nn8OX9bxx0L+uUD6bjdjauDuByuNm8eCvZ23Lp0DP5oK6/JytnruHTh79p1Aho46It3DHiAcoKKhp90ag1atokxgRCU+xWB2/d/AELfl8CQFRcJPd9ejvDz2rd99nn83HvyY9SmlseCJWxWxw8dcFLfLnxA9p3bteq6ykoKOymYW1wYJ/isLa2lk2bNpGSkkL79u0bfSftTYgfDtRqNTExMYGYdY/HExDmWVlZCCEaCfNQ3w/763yoH6dWqwMlEsEvzF0ufyhnfVdQRZgrNEVr/EbkAQ2VRxJQ0MS9l7BHWIqUsqDuvyXAZPyhLkFIKT+TUg6RUg5pWK/0aGTJllWNRDiA1WHj3w1LWbJlVcgxH0//nkpLTaPOmlaHnY+nfk9xZelBt/lI48a3HmJ1+kZsTjvV1locbicTF07nnclfHPS1M9dn4XZ5gq6rtRpy0/ev8c6B8Mvrk4K6cXpcHvIzC0NeX/j7Elx1G4nnL3mVhX8swe1043a6Kc0r45mLXiF9TWar2rh+/iZqKyxB8epet5dpn85o8Xxej1L/V0GhOTRMPgzVoGfPe3Nzc9m8eTP9+vUjKSkpSKS2hhBvLTEfag6NRkObNm3o0qULQ4YMoV+/fkRERFBWVsbatWtZu3YtWVlZVFVVhcyfORDqEzkb1jAHvzC3Wq3U1NRQU1ODzWYLnEwoKLSGEF8FdBVCdBRC6PCL7al73iSEiARGA382uGYSQoTX/z8wBtjcCjY1G6fLid25906Vrc2CDctDdq60Ox0s2BC6A+K8dYtxuBxB13VaHWszNrW6jUcyVruNqctm4/I0LuVic9r54M9vDvr63Yd0QasPjkP0uj106HXoT2vKCyv2fVMDfD6Jy+GiJLeUNXPX43Ls4d23u/jltd9bNKfD5qCiuLLJL9eKosqQx2Qet4fi7OZvJFfMWM0V3W7idN25nBNzCd+/8IvyZaag0AQ+ny/QuGZfoShSSjZs2EBNTQ3Dhg3bawfMvYnoQ7VBbq4XW6vVEhcXR7du3Rg6dCh9+vTBZDJRXFzM6tWrycnJoaKigpqamgP6LAn1vOtf84bCvD7GvKEwt9vtijA/hjng0BQppUcIcQcwC3/5wq+klFuEELfUPf5J3a3nAbOllNYGwxOAyXV/UBrgJynlzAO1qTkUlhdz/ZsPMHftIiSSET0H8+X9b9A1qdNBXzsuKga9TofN0XgDYNDriY0MXRKqU9sUFqpWBNXz9ng9JMUdW8f6DnfwJqaeWpvloK8/4bZxTHp/Gh7X7qQlnUHHwFP6k9zt4Mep78mQ0wdQkFkQVF5RrVHh88qgL4j2XdphjjSxa0sOWr02SIhLKcnPaOpQqzF2q4O3bvqABX/4Q1siYyO479M7GDGucWhL7xE98LqDTxEMJgNDxw5s1lobF23m6Qtexmn3v/+WKis/vTwRW62dm1+9tllz7Gn75iVb0Rl09Dm+p5I4qvCfoT4hc9u2bXTr1m2f4RBVVVVYrVY6depEu3Z7/z5pSgDXi878zAJWz1qP2+mm5/Du9BrR/aB41fcXnU5HfHw88fH+bsXZ2dlYLBby8/Opra1Fr9cHSiWazeZWjXnfczNU31jI6XTidPo/1+o/hwwGQ6Aqi8J/m1YJVpJS/i2l7Cal7CylfLHu2icNRDhSym+klJfsMW6nlLJ/3U/v+rEHG4/Xw/H3nMectQtxez14vF6WbFnNiLsnHBIhd9GJZ6MWwS+9Wqi4ePTZIcfcff716PfIBtdqNPRM6Urfjj0Pip1HKjHhUaQkBAtetUrNGUNOOujrt2kXw0fL32Twaf3RaDWYIsM49/ZxPPv7owd97VBc9shFmCJNaHS799X6MD1XPX0Z5ihTwHuv1qgxmPQ88PmdAHTomYzbGSyONVoNfUb1atbaz1/yGgsn7Q5tKcsv59mLg0Nb2nVsy5irTsVg2l2SUWfQEZ8cy6mXjm7WWl8//WNAhNfjsDmZ/P70oOv7Yu6P/3J+/OU8e9ErPDruGc6O+h/3nvwoXz31A2UF5S2aS0HhSKLe4+rxeCgvL9+nFzwrK4u0tDRMJhMJCQn7va7H42HtsnX8+tZkygsrcNiczP91MVuXpe/3nIcCrVZLZGQkPXv2ZNiwYXTr1g2NRkNOTg4rV65k06ZN5OXlYbVa97l5aKlorg8Vaugx93q9rFy5EqvVSnV1NbW1tTgcjkNerUbh0HFMdtacuWo+ZdXleBrUIPVJH3aXk5//ncJN4w5uV7/o8ChmvvwjFzx7YyBO3GQI4/enPiM6PCrkmL4de/LrE59w/ZsPYHXY8Hg9jOo9lJ8f/+ig2nokIoTgq/vf5MzHrsTpduHxejDo9JgNYbx0/SOHxIaUHsm8fpgqpOxJm3YxfLnxA3557Q9Wz1lHXFIs/3vwfAafOoCzbxzLlA+ms3nJNjr0SuaCu88hqat/ExMebea8O8/mzw//wlEXSy5UAn2Yjv89cP4+1y3NK2PN3HVNhrY8/Wvj9+K+T26n76heTPnwL+wWOyddPIoL7zm32fXSc9PzQ14XKkFFUSXtOjavS2hOeh5v3Pg+Tnvj0Kb18zexeek2/nh3Ku8ufIUu/Q/+6ZiCQmtSn5DZHO+sy+Vi06ZNmEwmhg0bxsqVK/cq9BxWB0v+XEHBziKqHZX069Ufc5QJ8Leb37x5M2W7qvB6PVhdFmodPoRaxdp/19N9WJdG1UuOtITPhhiNRoxGI4mJiUgpsdvtgcRPq9WKyWRq1PWz/nVujedT7zGvF+dSSnw+Hw7H7rBUtVrdqMGQ4jE/+jkmhfiOgl24PO6g6zaHjbTcHYfEhpG9h5D/yxrWZfpD4gd26bPP48Ozh59G4a9r2VmYTURYOPHRsYfC1COSE/oex7qPZ/LelK9Jz81kVJ9h3Dr+KuKi2hxu0w4LbdrFcPvbNwZdj0mI5rrnr2xy3M2vXktyt/b8+sYkqstrGXhSX258+WoSUuL3uWZxTmmToS1524NDW4QQjLnyFMZceUoznlEwnfp0oLwgdDx8m3bN7/L39xezQ3ZJBX8yq8fl4a2bPuCjFW/tl50KCoeaPWuDN6dNfVpaGt26daO++MG+yhL+/cUcctPziIyNoHB7Mb++NomRE4ZRVlFG7q48khOT0av0mE1mEtrH+7t1Fpbj8blZv359o+olR6oI3xMhBGFhYYSFhdG+fXuklFitViorK8nMzMThcGA2m4mOjg689gdKw01UqFAWRZj/9zgmhXj/zr3QqjWNOkWCv1724K59D5kdKpWKwd36tXhMl/YdD5JFRxddkzrx/h3PH24zjmqEEIy7YSzjbhjb4rF7C23pu4/Qlq0r0vnwns/YviaT8JhwLrrvXP73wPl7FRDXPHcFGxdvbVQJxhCm55IHz29Rp9Dq8hq8nr135EtfnYnL6UYXIilXQeFIYl+1wRsKO5/Px44dO6iqqmLw4MEYDLsbkKlUobvwgj8fI3d7Pgkd/Bt0nUHHyplr2L45g/K8SsLCwijqXYbT7kSj01CcXYJKpUIlVJxx+RhMkUYsNVakxkdZWRkWi4WNGzcSExNDRHgE0gVanZaINuFsWrSFVTPXIaVk4Cn9GHhqvxaJS6fdxeI/lpGdlktUXBQn/e94YtpGN3l/SzYFQgjMZjNms5nk5GSklFgsFiorKykqKsLlcmGz2QIec72+5d2R93aa0ZQwt9vtjUopKsL86OKYFOKj+42gZ0pXNmZtC4hxrVpDXGQMF54wrtG96zI38/nfP1FtqeGCE85iwsix/+mkrrLqCqos1XRsm/Kffp6tRV5GPj++PJHtqzNJ7Z3CZY9eROd+x8ZGKTzazPl3jWfKB9ODQ1sebDq0ZeemXdx/ymOBMZXFVXz77M9UFFVy+1vBXv16eh3XnVdnPMtH933Bzo27iIqP5LJHLuLc28c1OSYUx59zHAsmLsZuCa5CVI9Ko0KtUer9Khy57FkbPJQIr6/SIYTA4XAExO+QIUNalECp0aoBicftwVptY9eGHNx2NylRSdjKHEifRKvXYIoy4bI7GTnhONxONyk9k8jalMOqmWtQqVUYTAbG33IGtkgbXbp0oaSglF/emERFUQUqoaJth7ZUF9XQNiUBoRYsnboSfZie3iN7NPka7Mnsb/9h54YsohOiKMkuYdI707j8iYsxmpvuenwgdcTDw8MJDw9Hp9PhdDqJioqisrKSrVu34vF4iIiICHT91On27TBoSaOjhqEs9WMbCvOamhqMRiPh4eGKMD+COSaFuBCCf974jSe+fo0f5k3C4/VywQln8sr1j6HX7d7BfvjnNzz0+Ys43E58Ph9Tl81mRK/B/P3S93vtgLkvbA47H039lh//mYxBp+eWs6/kytMuOKyF/itqKrns5TuYv2EZGrUGo87AJ/e8wgUnnHXYbDrSyVy/k7tOeAin3YXP6yNrSzZLpq7glb+eZsBJLTvpOFq56ZVrSOqayK9vTKKmvJYBzQht+f6FX3A6Gp9GOW1Opn48g2ueuRxTRFiTY/uf2IdPV79zQDaPGD+MHkO7sW3ldhzWYDGu1WsZfdHxykZU4Yilvjb4vsoSCiH8ISJlZWRkZNCzZ89A45tQ9zYlxI1mI4NPH8iU96dTWlBGVWk14VHhSA8g/GO9bi/aKA1Ou4O+J/TC7XRTnF3KyhlriEtqg1qjpqa8lrk/zKf7mE7odDp2rsjGIAz0HdwHp8PJ6jlrCYsKQxilX7RqJNvXZdB5QEcMYfoge+tfC4/Lg1avxe10s3PjLuJT4hBCoDPoKM0rozSvjJQeSfv/gjcDKSUqlYrIyEgiIyNJTU3F5/MFmgvl5eXh9XoD4TlRUVEhu37ub8dRCBbm5eXlgXXq52zYXEgR5kcGx6QQB38Yyju3Pcs7tz0b8vHymkoe+PT5RqXyLA4bS7euYfLimZx7/Fhe/eVDPvnrB2xOB2cNPZlXbniUpLjEva7r9rg58b4L2Jq9HXtdXfBNWduYt24x3z38bus9wRYy4anrWJG+HrfHjdPtwuqwcdWrd5OakNTi8JkDpdZmYcuudBJj2x6StvX7y4f3fd7Iqyp9EqfNyTu3fcw3Wz/G5XSj0f63O6ntT2hL5vqdSF+IRhw6DYVZRQc9SVKtVvParOeY9/MC5v60gB3rd2KptKDVa/H5fHTqm8rdH9x6UG1QUNhffD4fLpcrINj2JqSEEKSnp+NwOBg6dOhePbL13vOm6Ng3Ba/KS2L3BPQRety1bnasz0IXpgPpF3hleeUMPLUfiyYtY+uydGrKarBUWUno4I9DD482U5pfBvgFZ1l+GeEx/nrleoOe8KgIVEKQnJyMy+Uic+NOsrfmsGnFVmITYzj9qpNJ6ZwcCPnYtSGHnx+ZjK3GRkrPJC59/GIE4HZ50Om1fg+x14dGe/ClTigBrVKpAmEq4E+mrRfm2dnZSCkbCfP6BM3WEsdSStRqdUDw15+ieDy7QwrrhblGowk0JFI4tByzQnxfLNiwDJ1WG1Sz2uqwMXHhdH7+dwozV8/H7vQLsV/mT2XO2kWkf72AKHNkk/P+uXQW6Xk7AiLcP6ed3xf9xaOX3EHPDl0PzhPaCxl5O1mTualR104Ah8vJW79/xo+PfdAq68xc9S8PfPo86Xk7aRcTz1NX3MP1Z17a6A//xR/f5cWf30er1uLyuBjVeyi/P/0ZkaaIVrGhNdm6PHRZruy0XC7vciNFWcXojDrOu2Mc179wFWqN4mEFf2JlqGROj8tD2w77ThJtDTRaDWOvOpWxV50KwK6tOezctIukrol0G9TlkNigoNAS6hMyd+3aRXJy8j43+DabjZqaGmJiYujVq1ezalyHihH3erzM+mEuc3+eT3VRDe2GdacsrwKvx4u12kaUJppew7pijjHT76Te6M0Glk9bSXxKHEazgay/VlO4s5jEzm2pLKkioUN8wJa4lHh2bcomtn0bfF4fUfFRqNSCnG25eH0+qgqq6XtCLyLaRFCSV8r8nxYz5IL+eDweynaW89vzUzGGGTGaDaydt5HNS7bRrmNbsrfmktQtEYSg2+DOtO3Y9OdKawrffaFWq4mJiQmcSng8HqqqqqioqCArKysQ6lJ/2nGgp3I+n6/R70moGPOGwlwIgUajCfwowvzQoAjxJggzGENeVwkVPulj5qr5jcS01+el1m7hyxm/cP9FNzc575y1i7DYrUHXBYJFm1ccFiGeX16ETqMNbCrq8UkfOwuzW2WNeWsXc/6zNwbWyC0t4O6PnsbqsHH3+TcA8PvC6bz88wfYnQ7s+O9buHkFV7xyF9Oe/6ZV7GhNwqPMlNtDVPGQULCjEPCX/Jr0/nQsVTbu++T2Q2zhkce6fzeydUXwBkZn0DL26lMwRzXdze9gktorhdTD0BVVQaE51NcG93q95OXlkZKy99/VwsJCsrKyCA8Pp3379s0SU6FCU6SU/PXdTBZPWU5EZASF20tY+fdqNEYNcW1jad81kdTeHYhsE84lD1+Ay+Vi1jfzMEWaUKlVhMeY6dS3A8U5pWh0GnR6LU6bkzmfLaDqlFqGnTmI2vJaSvPKkFIy4OQ+5GzLJXdbPtYaG2HhYUTERiCEICElntLcMnr16M2aOeuY+9kiLOUWXHYXLrcTl9OF0+FkZL8O5GcUEhUfyajzRtBpQMeQmxav10dVcRVVxdVEJTTtPGsu+yPoNRoNsbGxxMb6K6C53W6Ki4spLy9n7dq1aDSagMc8IiKixaer+7IplDD3eDyN8g4UYX7w+e+emR8gpww4PmQcuEGnZ0Dn3iEfszsdLN2yeq/zJsW2Q68NPh5Uq9W0jT403kApJcu2ruGjqd8yY+U/9O7QPaiCDIBeq+PUQaNaZc1Hv3w5SOjbnHae/f5tvHX13F//7ROszsbdRl1uN3PWLKSsumVt3A8FF947Af0ecYsqVfCHlNPmZNa387BUB2/AjjXeu+tT3I7g0qHmKLMSDqKgEIL6NvV7ejdD4fV62bx5MyUlJQwbNgydTtfsqiB7CnG3282GDRvYsSGLMH0YpTnlxCa2wefxYSm3Yoow0n1IVzQ6TSDnQwhBVFwkjgYhexHRZs6+aQzn3HYmlcVVrJq5lozlO5j64UxWzljL+NvO5OIHz+Pyxy/CXmujpqyWTgM60ql/KuWFFZTl+RtsOawOdAYdlcWVrJq5jthEf9y5Tq/DXuUAKVAJQVl5KWqzoLqmhrjObQilG512F5PemcrXT/7IlLf/5t/vF+N2Bn8utZQDFalarZaYmBjCw8MZOnQovXv39lekKSpi9erVrF+/nuzsbGpqapr1vjbnd6YhezYYEkLg8Xiw2+1s2LCBmpoarFYrTqcTr9d71JShPNJRPOJNoNPqmPHS95zx2BX+Xzj88d3PXX0/J/Ybziu/fBhyTM8Oez/Wvnbsxbz664c0/JsXQmDU6Tlj6EmN7pVSsn7HFqos1QztPgCz0XTAz8vutHPGo1ewJmMTXp8PrVpNbGQbbjrrcr6c+TNWh18Ia9QaIkzh3H3eDYGxXq+Xmavnsyp9PSnx7bl49Phm25SetzPk9VqbhfzyIlLi21NSVRbyHo1aQ0VtFbGRza8VfSi4+P7zKM4u4e8vZwcShdQadchqHBqtmtK8MsyRB/4eHq1IKdm1JfQJS3VZtRK6o6DQgJbWBq+trWXTpk2kpKQEvOB7K0m4Jw1jxKurq9myZQsdO3akY7dOTP93Bi6nG5/Hi8GsR+UURMZH1nmVKxl98QmBefqN7k1+RgGlOWVIICE1noGn9mfLkjQy1+/EFGFCa9ThsDiY892/nHzJKMIijGi0GoqzyzDXxYybIk0kpMZTkl3qt0+tZuy1p2C3OFCpVMR3iMMUHYaj1onL6UYlBL2P70liYnvKCspokxhDcXEx27dvR6fTER0dTUxMDGazmYW/LWbh70vRaDW4nC5qyyxsGrqVQaf1b/K9KMgsorq8hqjYCBK7tAt5T2vXEdfpdCQkJAQ6njocDiorK8nPz6e2thaDwRDwmJvN5r2WrtwfGnrMq6qqEELgdrsbecwblkpUPOb7hyLE98KwHgMp+nVdIJzklAHHExfVBikl3ZM6sWlXeqO4ap1Gyy1nN908BSApLpE/n/2ay16+HZvTgc/no31sW/589it0DTzlOwuzOfPRK8kvL0KtUuPxenjrlqe5+ewD6/r5/I/vsjJ9PQ6XP/bdAdicDrZmb+fze1/nzd8/pbymkjOGnsyTl98daJBjtdsYff8FpOftxGK3YjKE8cBnz7PorUn0Tu2+z3U7J3YINC9qiMfnZfid41n94d+cPuhEvp79Gx5v49rUeq2OTu2OjLCBnPQ88jMK6NinA21TE7j7g1u59rkryMsooF3HBN65/WMWTVoalIzo9XgPWfzzkYoQAnOUCUtl8MlAeEz4YbBIQeHIZF+1wRsipSQvL4+8vDz69euH2bw7vKslHSyFEHi9XrKzsykoKKB///6YTCYGn+bjp5cnIqVEo1GDAJ1Jh1avQ6tVM/riExh06u6EfoPJwDm3n+X3ZAtBbPsYNFoN1aXV+Lw+9EYdbpsbrUlDwY5C7h75MG6Xh+5Du9JlYCfy0vPRJmj8J4g+6H9qX7oM7ERyt0TM0WaqSqsRAnw+Se+Te1CSUY5KJUju1h6Hzel3eESZOPv6M4iK84ec1AvY3NxcamtrmfXjPDweD+ZoE0LrL6G6Y2NWk0J8+fTVLPpjaWBjc9L/RjHszMFB70NrC/E9MRgMtGvXjnbt2iGlDDyvnJwcLBYLYWFhgeTQsLCwFnvE94UQolHcen3IlMu1+0SkXpjXV2pRhPm+OWaE+PTlc/ngz6+pstRw4QnjuHX8VZiMTZdJq0en1THuuFMbXRNCMOfVn7nhrQf5a8U8pJT0SOnCl/e/sc+qKQCnDhpFwS9r2bwrHb1WR/fkzkFxWmMevoysolx8crc3475PnqV/p54M7zU41LTN4ptZvwVEeD1en5cFG5cz+dkvufSUc0OOe/mX99mSvT0w1uqwYXMKLn/5TtZ/Onuf67547UNc+NzN2PYIPQEorS7ngc+e57UbH2fS4hnU2i24PO66kwID79/xwgGVi2wJUkrmb1jKtGVzMBlNXHnaBXRL6oTd6uDJ815g8+KtaHQa3E4PQ8YM5JxbzqRdxwR6HeffjFz91KWs/Ht1oEY2+JvOnH/3ORjNofMOWoPS/DLSV2XQJjGGHkO7HbIPvxUzVvPF499RkFlIUrdEbnjpaoaOGdTk/Rfecy4/v/p7o6Y8+jA9F99/3qEwt1VwOd2snLkGa7WVQaf0Jy7p2O1wq9C6NKc2eEPcbjdbtmxBo9EwbNiwoOS+lnjEpZRkZGRgNpsbzVVeWEFS13ZUFFehVquprajFaXFSWVxBSvf2DDq1X5DY02g1tO2Y0Ohaco/2GEwGaqssuFwuLDYLtho7UbERmCLC2LRoKyohiIyPYMmfK6kqqUSjUSPUgvyMQs69cxzmaDNRcZGcdeMYpn8+C2uFjf4n9mHcTWMwR5spyS7F4/YQl9QGg2l33fA9BexU/Wxswo7Nbsfr8eByuPH43DgcjkZNjgBqKywsnryc2Pb+UBiP28PC35fSe2RPTJH71hAtpbmCXgiB0WjEaDSSmJiIlBKbzUZlZSU7d+7EZrPh8XgoKSkhLi4Oo9F4QN8LoTZ0TQlzp9P/+a5SqdBqtYFyiYowD80xIcSf+Po13pn0BVaHDYCNO7fx7ZyJrPxgOkb9/omjmIhoJj3zBXanHZfH3eKqHmq1mv6dQ3cfXJW+nuKqskYiHMDucvD+n98ckBDf09scQPgFeVP8MHdSkICXUpKWm0lxZSkJ0XF7XffMYafw1f1vcslLt4Wwycv05XP56bEP2fT5XN6Y+Anz1i2hY9tkHrz4Vkb2HrLvJ9YKSCm57KU7mLZ8DjanHbVKzZsTP+XDO1+k7PciNi3agsvhxmn37/6XTl3BqllrUKnUdBnYkZemPU2nvqm8Pf9lPrz3C7avySQiNpxLH7yA8+4cf9Bsfv+uT/nri1lodFqk10dCajxvzHmhRW3f94fFU5bxwmWvB16P7Wt28OS5L/D0xEcZMW5oyDFXPH4xteU1TPtsFhqtGo/Hy7m3jeN/DzTdAOhQU5Rdwvp/N2KONjPsjMGNumumrdrOg2OfxOfx+UWTx8v/HryA6547sJMqBYU9Q1H2JViqqqrYunUrHTt2pF274FAJaL5HvLq6mpKSElJSUujSZXd45ZblaUz54C8qiitRq9V4XG50Bi0ul4uyvAr++nwWXo+XSx6+YJ9rdezbgRMvHMnGBVuorq5BINBZtZTkleHz+NCF6clYt5Ph44eR2LktarUgPCacmrJa2rSLYfGkZVx43wQAOvVL5doXLyMjPZOBQwYEXqt2nRKaXL/ha9J7ZE82LdyCw+rA5fQSGR9B1+M6kZaWhsvlIiIigpiYGKKionDYnKiECITOabQaBAKHzdFIiLemR3x/vNhCCEwmEyaTiaSkJKSUrFmzBp/PR2ZmJg6HA7PZHPCY77nhaA0aCvP634WGHnOVStWojvl/ubRvS/jPC/GiihLenPhpozKEdpeDnUU5/DBvEjeedfkBzW/UG/dbzDdFRW0VKhH8CyqlpLiy9IDmPn/UWXw169dGITVCCPp17Ln3zcTeMq9p3ofP+SeciVatwR1iM6DV+MVOuzYJvHnL082ar7WZsfIfpi+fE9iwebwePF4Pt7/3OKP+6Rsymcff4t1D+qpMXrryTV756xl6DO3G+4tfOyQ2z/7+H2Z8PQeXw42rLgkyNz2fZy565aDb8PEDXwZEeD1Ou4tPHviySSGuVqu5492bufb5KynNKyMhJe6gnhS0BCklnz38NZPen+b33qgEaq2GN+Y8T7dBXfB6vDxy1jNBoTUT35zMwJP7MfDkY6OJk0Lr09JQlKysLIqLixkwYABhYU17ZfflEZdSkpOTQ2FhIXFxcYF61wAuh4sZX8yhbWo8HpebkrwyKooqEUJFeKwZc7QZoRJsXLiZUy8bjcasZsuWLbjtbiIjI2mb1Jbo6OhADetdW3LQ6jR0GpCKJlJFxc5q/vlxIT7p8wtbqxOv20tNWTXh0SbK8jWo1HUdIwFbTePTVJVaRW25hV9fm4zdYqdNu2gSUuOJaRtN5yYqpdRz5vWn4Xa4qSisxGq1MPzcoQw5YXDgvaipqQk04XHanXiEm8KcIuISY6mtsBDeJpyINo2/L1sixKWUbMzaRkZ+Fml5O9FpNHRN7MhZw05pNUFfL4qTkpLQav011Wtra6msrGy04agX5vvq+tlSm+rvDyXM16xZQ9++fRVhXsd/Xogv3bI6ZD1wm8PO9OXzuOHMy5i0+G8+nvY9FruVy045lxvPuqzVxXVLGN5zEC5PcBWTML2Rc0c2v3FKKF687mFmr1lIaVUZFoeNML0RnVbL5/e9ztSls9lVnMuQbv0Z0Wtwoz+8q0+/kNd++7iRV1wIQe8O3YiPbt7RvFajZfyI05m2fG6jjYBBp+fqMRcd0PNqDX6ZPxVLnQhviFatwe3ae0a9x+1h7dz11FTUEnEI450nvTsVh3WPUCOPl/Q1GZQV+KscHAyklBTsLAr5WF7G7hrhbpebJX+uYNeWbJK6tefE80eiM+gwRYRhOsLKBa6atZYpH/1Vt6HZ/X4/Ou5Zfsv7ho2LtoTcjDlsTqZ/NlMR4gotpj6cwO12YzAY9ilEXC4Xdrsdp9PJsGHD9nn/3rzUbrebzZs3o9frGTZsGJmZmf5OkGU17NiYha3GjtPmpE27GDr160ibxDZ4XV4cVicGswGf1y+g9UY9GemZqExgy3axc30WDqeTmJRoOg1LRqPTUFtgZcUfawgzmxBCUJVVSURUhH+TIEEiEQKk14dQqRB1NjttDnxeL/YaG4NPbfz3VVFUxb/fLCY2vg3l+RUsnbKChI4JmMKNdBvShQl3jvPHtIcgOj6Ky5+4iNoKCyXlJURE7/7MVqlUREVFERUVRceOHfF6vcRFx/PXZ7PZsXUn0e2iGHrBCCzWWiLUEY2EphCCnRt3sWTKCjwuDwNO6cuAk/sGidjJS2cycdF0tudnUWuzkBSbyProreSWFnDFiee2WvhGwxhxIQQRERFERETQoUMHfD5fQJgXFBTg8XgaCXOtdvdJYGtUR6l/TiqVCpfLFbBL8ZgfA0I8NjIm5C+RWqUmsU08d334JF/P+i3gBd2UtY3v505i6btTAl7aQ02UOZLnr36Qp797MxBTbdQb6ZCQxHVnXHJAc7eJiGbrl//w24LprExbR9f2HTll4PGc9dhVVFtrcXncaNRqBnfty6xXfsSg8x9fPXLJ7cxes5DNWenYXQ6MegNGnZ6fHguuHrM3Pr3nVdLvv5DskvyAJ2Rglz68cM1DB/S8WgODVh/6i0sFcV3jKN2+99MIlUaNrcZ2SIW4pTp44wB+L4StNjgev7WQUmI0GUJWiIlp6/eqVZVWc/uI+6ksqcZea8doNvDpg1/x0Yq3jsi46qmfzgja1IC/bNrW5ek47c4mT4bs1uDXQUFhb9TH0xYWFuL1eklNTd3r/eXl5aSlpaHVaunevXuzxFpTHvH6qiidOnWibdu2gF8oVRZXMfPTf7DX+gsJ5G7PR6NTE58cj0arofuwrhTvKqEwuwiNVBPTPgaP2oMpJgytU8f6dVuJS4lFCBXF2aXonWH0HtKDryb+QF5GPj4pEUKFzqTFUm5DpRL+kDopkUgQ0GNoF5b+uRIpfdRWOOjQK5kR5wxj6Jn+3JN6cZmXno/H7cFoNlJZXIU52kxuWj5xyW3456eFCJVgwu1nNVmNSaPVEJ0QRa2zJmS1kfTVmWxauAVzlIkTLxzJ3e/cGggfqqqqorS0lMzMTDQaDdHR0TgcDqqLapn96b8YzQZUGjWzvp6HWqOm34m9A3Nb7FamLJ1FZJh/I5IQFUelpYreKV1ZnbGR8YNPadXOmk3NpVKpiIyMJDIyktTUVLxeb6OTAJ/PR2RkJNHR0YSHh7eaKK4PvQnlMd8z+bM+xrxhVZb/Iv95IT6qzzBiwqOwOGyNBJZeq2P8iNO54NmbGnl5bU4HaTkZ/LHoby45ecLhMBmABy6+hcHd+vL+lK8pra7gwhPO4oYzL2uy0VBLMOgMXHX6hVx1+oUAnHjv+RRWlARixJ1uWJm+gZd//oBnr34A8G8Elr77J/PWLWZV+gZS4hM5f9SZQScHDpeDn/6ZwrRlc0iIjuPW8Vc1ioWPjYxh0+fzmL9hKZkFu+jXsSfDegw8IhI4rhl7MT/+MzkoodQnJY9/dR+PnvEsbqcHjzt0nL0pMoz4lL3Hyrc2o84bzuT3puF2NbbJYDKQ1HXficP7y4f3fI4rhHdYZ9Rx9dOXAvDRfV9QnFOK1+3/vbJbHDjtLt68+QNe+euZg2bb/tIwgbQRQuCyu+h3Qm+8nuA8CoPJwCmXnHiQrVP4L9GwTb1arW7UcnxPpJRkZmZSVVXF4MGDWbduXYsS+hp+7zUMRdkzrEUIwYb5m3E73LRN9Vd48no8ZG/LI21lBjqDjgvuGc9x44by0WOf467xIHU+zr/jHLReLXN/nU9lSRU1VbW4bW70YTpKsksZcFJfSrPK0BuMRLYJx+32ULCzgMQe7VBrNbidbr83XII+ysy2lduJT4mjTfs2uJ1uzrzhNLoM6ET2tlxmfjkXS5WVDr2Sadc1AbfDTW5aPjXltbjdXgSgN/prp+/anE321lw69Utt1ntirbaxeck2HBY7VWU1zPh8Dl6vF59XsuiPZTz+ywOYIsLQarXExcURF+f/rHc4HGxYvImta9IozCjCWm3HEJmAVq8mPDqcTYu2NhLirrrT4HoBWh+K5JG7P1sOhRDfE7VaHfCGg79ccVVVFVVVVezatQur1cqOHTsCpwX72/XT6/WGFNShmgtJKXE6nYHkT7VaHfCW11dl+S/wnxfiKpWKua/9wtlPXE1eWRHqulqpn9zzKqVVFWhC/DJZHDZmrPz3sApxgJMHHM/JA44/qGtUWapZnrYuKFHT4XLw9azfAkIc/H8opw06gdMGnbDnNIC/RvmIuyaQWbALq8OGWqXm+7m/8/HdrwREf/08h+K5tZSRvYfwwEW38NpvH6ESApVKjZSSyc98Qf9Bfflq04dMem8q21ZlkLEmE6/Xh8fl8e/aDVoe+OzOQ75jv+yRi1gwcTFVpTU4bU7UGjUanYaHv777oNlSW2lh+uezAgK7IZ36pjLuBn/41KLJS4Pu8Xl9rJq1tlXaN7c2p1xyIpuXbA3yivu8PnqP7IEhzMC9H9/G27d8iMftxevxYjQb6DW8BydfHPpvQkGhIaFqg+8tjtvhcLBx40ZiYmIYMmRIo9rgzfn7bjj3nqEoe44XQuCwOtA2SE52Wl0IlYrhZw9DCFg7dyMdeqUw6gp/VZUBAwawdtYG5v+2GEuVhcz1WeiNetp2iqem3EJ0fBRSSsJjw6kuq6Usv4Lq0hqcTifJXZIp21lBRWElbpcHlVqFJkxDaXEZnfqkYjQacVidbJy/hbikWCa/Ox2DyUBMu2i2LE1jx6YsynIqkN4KrNU2f31xjYr0VZm0SYxGZ9Th2MtJldvlwef1vzaWKiuzP/mX2korGp2GRX8sRR+m95/uSUnRrhIW/bGMM65tXEHN5XCx+PflrJ27AS8eKnKrsVudJCTHU11dQ1VpFdLgpaCggPCIcGasnc+/65eSVZyLRqXG4/OQU5JPeJiZ8poKTh1wAmaDiVp37T7f2+ZwIPHmarWaNm3a0KZNG5xOJ1u3biUyMpKKigqysrICITz1XT+b+3nu8/madW8oYe7z+XA4dr+n9Y2HdDpdoCrL0ch/XogDdGnfkW1fLWDLrnRqbBYGde2DQWfg7xXzQiZFajUaEmP3nX39X8Dr8zWZatlkhZUm+OLvn8nIzwp4lL0+Lzanl9vfe4yLThx3WOPum8uzV9/PtWMvZtbqBZgMRs4ZMYYIkz/UpG1qAre9dSPgD7uY/MF01v27kcRObbnovnPp3K/jIbc3sk0EX278kBlfz2H17HW0TU3gvDvOpkPP5H2O3bo8jQW/L0GtUXPqZaObbX9eRj5avQaXIziPwWlzBj4Mm/pQPFI/K0+/4mRmfTuP7WsysVscqLVqNBo1D315F4Ywf4jW2KtOpcfQbvz95WxqKmo5fsJwRpw99IjbVCgcedQfu++ZkNmUEC8pKSEjI4OePXsSE7O7AlLDxjv7ot4jHioUZU9UKhWp/TuQt3U5OoMWKaGssJykLonojf5EPp1Rx6IZS+hyQiqDBw9Gr9OzePJy4pPjCIswkpOWj8vhwl5rJ6FDHFWlNXg9Xjr370htpYUti7aBEEhg29J0ImLCiU+Jx+fxEt8hlvLCKrQqNU6nk6qqKuy1DqLjosjcvAOP24M+TEfaigxqymuoLq9FpRa0S22LpdIC+DfNQiewVtuoKK6izR45MjXlNeSmF5C+OpOMtTtw2VzUVNeiD9NiKbMx6NR+GMxGkOCuT0QXApVKUFNR02iuwp3F/Pr6JDYv3obOoKNttzg69u/ApvnbqMitIizCSHRUDGOvOA2v18vX039h5voFtG/TllhTJCsyNxJuMOHxeqi21FBRU01im4RWS9ZsTXw+HxqNhtjYWGJj/WGFbrebyspKSkpKGoXo7CuUZX9rmzclzFeuXMngwf5E23qPeX0oy5H2OjbFMSHEwf8m9unYo9G10wefiFFnoNZubfTB5vNJVEJFlaWaKHPkoTb1kNImIpqeKV3ZsHNro+s6jZaLRzev5J6UkrLqCn6e/2fIOuEqlZqVaesZ3X9Eq9h8sEltm7zPxklRcZFc++zlXPvsgVXdaQ1MEWFcePcELry7+Sc4H9zzGdM/n4XL7kKoBJPem8rVT1/GpQ9fuM+xbVMTAhVaGiJUgtTeuxMwR180irk/zG8UyqPWqDnurMFHpHDVaDW8Oe9Flk1byZKpK4iKjeCsG8aS3K19o/s69Ezm1jeuP0xWKhyNeDyeJmuDq9XqRkLc5/ORnp6OzWZj6NChQdUsWlIbXAhBSUkJdrudlIQObF+yg+3soPeInrRJ3C3u3S43HpeH1D7JRN4QwcqZawEYdGp/ctPyWDJlOTUVtXh9Xk669ATMZnPADp/0oVKrECoVEW3C8bg9dOyXSlz7WCqKKgE48YKRzP1+Plq9FoNJjy5ch8/rxemQdB3cmfCYcDwufz1vo9mAzy6xFNjIScvH0cVJelQG5WXlVJRVUFZYjiFM70/irHWSuW4HXq/Pv8EXApA4bU5SuieR0GF3qOCKv1bz62uTqCypwlZjp23HeEBgrbbSJikGj8tL2qpM+o/uTWxSGwp2FOFyuPC4vAi1ip7DujV6j/54+0+kzx8KozPoyN2ST5uEGLoM7EivET381Vv6pxKX7BeuxY5KuqV2QafWsCl3O+H6MAwaHZowf+xzTHgUv8z/kwhtGB1iWies8GAkfdaj1WqJj48nPt4fxlS/eSosLCQ9PT3QzbRemNfb0lRoSktp+HekVqub9JgfDcL8mBHiodBqtPzzxm+Mf/IaCstLsLv8b6DX5+WdSV/wxYyfWfXhX6TEt9/HTEc33z/yLifedwEutxub047ZaKJ9m7Y8c9V9+xy7ePNKrn3jPnKKC3B7Q1cW8fm8hIeZQz5WT2F5MW9O/JS56xbTISGJhy6+leP7hC6Bp3BgpK/OYPrnswIx0dIrcdpdfP3UD1hrbZgiwjh+wnBSuieFHB8dH8XoC45n0eSljcoX6gw6Lntkd/WbW9+4ni1L0ygrKMdpc6IP0xMRY+a+T+44uE/wAFCr1Yw6dwSjzj06No0KRzbNqQ3eUFjbbDY2btxI27Zt6dGjR8j7hRDNEuJut5uCggK0Wi2p7Try1eM/BP7mF09ezg0vXUVsUhv+/WURy6atxGq10mN4Ny574CL6nuCPac5Yu4MXLn2DmvIafEKiVavZviyTdr3iSIhsy4wv5pK/vZCdG7PpNrgzss4+vUFHaW4Zg07rj0arwRxtIiElDpVKENEmArvdhqPWRce+KajUKsryyhBCMPaaU2jfNZG/P5vN5sXbSO7WDqM5jIylWXTt05ll01dTW15DbblApVUhfZJ6H5oEtFo1+jA9Pq+k5/DdHZ+Ls0uZ/ulMXC43BpMRl91NWV4FRrMBQ4QBt8ONKdJITXktlcVVJHdPIjI2goqiSvRGHefcdmbgNQFwWJ1Yqm3EJbUhpm005YUVeD0+SvPKSemaxKmXnYg+TB+43+P1YHfaySsrIDUhGY1WjU6nxweYjSasDiu1tRY0KhWbMrYS3y+6VcP3qq21zFm7kIraKvp36sWw7gNaJErrT3H2hl6vJyEhgYQEfzRBfdfPvLw8LBYLBoMhUI2ltbt91v83lMfcbrcHrn/99ddceeWVAa/+kcIxLcQBenXoRua3S+h/8+lsykoLXLc57TjcTu7/5DkmPvXpYbTw4NO3Y0+yvl/GD/MmkZm/ixG9BnPe8Weg0+69rmhWYQ5nPHpFoOJMKIQQxEfHMrBLnybvySstYOAtY6mxWXF5XGzYuZW5axfx6T2vcsVp5zN37SI+nvYdNTYLl5x0Dlecej56nb7J+RQa4/V4WTZ9Jbu25JDcI4n0VRkhw0rcLg8/v/o7KiH45pmfuOKxi7nyidBVeh76+m4i4yKY/vks3E43SV0TufvDW+kyoFPgnoiYcL7e8iEr/l5N1mZ/+cLjzzkOjfaY/9hROAZobm3weiFeWFhIVlYWvXv3JjKy6ZPY5njE60NRoqKiCA8PZ/m01XhcnkAyeXlhBcumryK1dzKLJy8jLjkWvUXHtqXpLJu2ihMvGAlAbZUFQ4QOjy+MyJgI9HoddpuDnWuyyVyUhdfto9vgzuzYmEVOWh4n/W8UkbHheJwe2ndtR+/jewZs7nFcN0pyyrBUWbDZbAifwBxjYuOCLVgqLaT2SaGm3ILBVIHb6Sa5exLhMX4Hjs1iZ83cDVSX1uByeEBKDCoDaq3fm+x2epBIPF4vDpuDxE5t6X/y7u+cdfM2kLU5F5/Xh87gT+Z0OVw4bU401VaSuifSbUhXdm7MIi4ljhOGdqXn8G44LA7UWk0gNKceg0mPKSIMS5WFhNR4pJQU5ZTQuX8qE245q5EId3vcvPnHZ2SX5JOWt4NtuTtoY45CpRKEG81UW2sw6A10TelIaXU58dGx2Gw21q5d2yiBMiIiosUCVkqJzWnnme/fJL+iGJ1Gx+y1C7luzP84a9gp+xzv8/mYvHQmk5fMxOlwcv24Sxg7+KRmifg9u5na7faAx9xisbBp06bAcwsLC9svb/XeQrTq/+bqXzMpJX/99ReXXHJglecOBso3IuByu9ianRF03efzMWPVv4fBokNPlDmSOyZc26IxH/75TSADfE9MhjBUQkWkKZy/X/x+r39kL/z4HlXW2kYx6Tannbs+fJL03EzenvQ5Voc/5GXZ1jV8OfMXFrz5+2ErL3k0UVVazR0jH6CiqBKHzYnBZECl9ieIheqk6vP48AG4vfz40m90H9KVhZOWsnVZGsk9krjskYvoPrgLWp2WO965idveugG3043eGHpjpFarGTn+OEaOP+7gPlEFhSOEPdvU70s8SSkpLy/H7XYzbNiwQAOcpthbjLiUkuzsbIqKihgwYAAVFRV4PB6/4NTtnlej1eC0OclNy0cfpketUaNSqwiLCGPX5mxOvGAkVquVrJyd6Aw6wiNVmMLDcNpdaPUavG4PthonbVP8YQk9hnajNK+M4WcNoTCrGJ/Xi1CpSVuZgSkiDLvVQc62XNRaNbWVFtqkRJGQHM/qWetxWp1odGo2LdpK5tqd9BrZg7L8CozhBszRJhxWJwU7isjPKMRg1KPVa3HZndhr7ZhiTKhVatRaN2q1Gqfdic6oxyu8fPncN5x0+SgshTaW/LkCnV6Lw+7A7XThsrvwuL0YzUa8Xg+lueW0S63iyqf+R48GIShhEY2bJfl8Pop3leL1eBh7zSl88sDXVJfWgIBuwztxxo2nBTX6WZ2xkc3Z6fRI7kKHhCSyi3NpExHD+ONOZ/7GpazavpH4yBgqrdUM7T6AEb2GgJQkJyfjcrmorKykqKiI7du3o9frA+LVbDY3S7xuykojv6KY5Dh/uIvD5WTioumcOfTkJsdvz9vJhp1bSc/bycrt64kLj0FqvHw242ciwyIY0cLu3kIIwsLCCAsLQ6/XU1FRQWJiIpWVlezcuRObzdao66fR2Lx8spbE0wshsFgshIcfuvLCzUUR4hCoTxlKmBgUz2uTpOXtaNSYpx6zMYxbz76KccedysAufaiorcLtcTcpnGevWRgyMdTlcfHqbx83WsPqsLFx57YDLi/p8/korCgm0hSB2Wja73mOdD645zOKskt2lxCstfu71TUj18vt8vD4hOeRPn8r911bcljx92qe/f1RjjtzCOAXBU2JcAWFYw0pJW63m40bN9KnT599ioTa2lo2b96MRqOhf//+B1QbvL4qisFgCFRFqaqqQkpJ/5P6snnJtsBplN3ioN/oPpQXlOOy+8soIsBabUVv0pOfl092TjannHMS9nw3839bRFlBBSq1iq6DOpHUsy0LvltGVVE1Me2iiU6IxO3yMPu7f/F5vZTnV5Cbnk9Kr2RUahXl+WV0G9KVuOQ4Kour2LEliw3/bMZSacUcZcLr8eJ2uutqfgvadoxn1+ZsSnPLqC6rwWF1In0SlUaFVqNFAC6HG6/Li0/4kBKMUUYMJn+jIVuFg5V/rGfbgkykT2KtthKTFE3eVgtOq//5xqfE0alfBzw+N9XFFjr26YDD6iRz3U469U8N2kB5PV6mfTKTjLU7UakElioLMe2i6D6kK1qDlpyMHLYuSWP0eaMav8c2C16vl4270rDYrYQbTeg0OsYPP43xw0/DYreSU5KPVqulU0IKxcXFgfdXp9ORkJBAdEw02/OzsNqsOL1ucnJysFqtGI1GoqOjiYmJwWg0Bv3+CCHw+LyNul+rVSo8IbROPavS1/P6758ihCAtLxMkJETGYtDpET41azI3tViIN6Q+8dNkMmEymUhKSkJKicViobKykoyMDBwOB+Hh4YGqLAaDIeRcLQ3fcTgczRb5hxJFiAMatYbzR53J5MUzG3W0NOj0XDf2yDvGOFI4se9x/LNuSSC2vh6P18v1Z17Km79/yhmPXYFKpUKn1vLy9Y9wy/irguZJiI4lqygn6LrL7Uan1QeJfavDxpSls/ZbiP++8C/u+OBxaqwWfNLHxaPH88ndr7RKjfb9pSS3lHk/L8RWY2X4uKH0Gh46PrSlLJq8LGQJQSEEOoMWlVpV9yUYvBHyeX2B8l7gFxlOm5N3bvuYn3Z+ccQmvigoHA4a1gavra3dZ5v6vLw88vLy6NGjB7m5uc3+ewolxKuqqtiyZQudO3duVBWl/l61Rk3/k/qwc8MuVBo1vUf2wF5rp++oXmxfnUleRiGF2UVUFVfjsDnZvHILd7x5M8Kr4oxrT6X/6N5sW74dn5R06JnE39/PJizCSGVhNeWFFbRJjGHImIHYau0YTAaytuTgdrrJ255PQkocJTllOGwu3A43Pp/EUl2LKdKErcZObaUVn9eLx+3BYXWSsXYHg07rT/tu7SnILKRz/44UZ5dQvKsUu8WBMdyAx+3xNxrqHIej2omtxkZpbhkarQajWR9Yy2lzEp0QjfRCRU4l0ivR6NS4HR5K88qwW+206xKP3WLn318WMf2zWfh8PsKjzXTolUxCShxnXHcaccmxpK/KIH1VBgmp8SAhb3sBWr2Wjr1TAX9FmfL8iqD3Kym2HWl5O/xN0HQGCsqLiQgzB7y5ZqOJXh12e+H39PLanQ5e+vUDdhTsQgh/UudTl91NbGQMNpuNyspKduzYgd1ub+RVrhevPVO6EhFmprC8hDCDgcraai4YdVaTv28//DOZSFM44WFmKmor2VmYQ1l1BTGmSFweN5GmA/Moh0r8FEIQHh5OeHg4KSkp+Hy+gDBPS0vD5XI16vpZn8DcUiFe30zoSEMR4nV8fNdLZOTtJD1vZyAZZmTvITx3zf2H27QjlhvPuoy3/vgct9eNx+sXe2F6I+cdfwZv/f4ZP8ybFGiWZMPO/Z8+T7s2CUwYObbRPA9edAtXvXZ3IPwEQKfV0b9TT9JydwStq1apiY/av9btizev5OrX7mlU3WXiwunYnXYmPvXZfs15oMyfuJhXrn4Ln9eHx+3l93f+5MTzj+eRb+89cLHbhOdbpVbxQ+bnrPh7NXaLg88f/TZk+/ZQlBWUY6myEh699wRcBYVjgVC1wfeG2+1my5YtaDQahg0bhsfjwett2kO5Jw2TNRuGogwcOLBRg556Fv66jMxlWQjh78Tr8/iwVlnYtnw77Tq35con/8eWpdv47vmfSewVT3SbGFwWN29e/4H/b1wI4pLb4LQ5yUnLY+ZXc7BbHYw8Zxiebh52bs6msqSazUu24XF7yEvPx1JlBSmpLtVRll+OpdJKTXktBrMBh9WBx+XFaXMFqpKoVP6qK6aIsECb+N4ju2OtshKfEuePda62Y6u14XV50el1RLeLwlZpQyDwuPyvn8ftobbSg1qrRiJxOd2U5Zeh0Wmw19rRmwx4nT4Q/iT12nIL1iobBrMevUmPOcpEdXENhTuKUKtVqDQqJr45hWtfuILqshq8bi9bl6bhsDpxWB2NGiY5bU5ik4K/l3RaHUmxbSmprsDlddMlsQMANTZLSFG7p1icuGg6a7ZvpFO7FEyGMAorSvh14TTuOOeaIK/yrvwc0nIzUe8SGNQ6nE4nbpuTJy+9mynLZlFeW8mE4WM4a2jT8eEOtzNwet2pXQeySwooqSrD6XLSoV0y44ad2uRYgNKqcnLLCok0hdOpbUrQd1hzqqaoVCoiIiKIiIigQ4cO+Hy+QNfPgoICPB4PkZGRLfJuN7fk5+FAEeJ1RIdHsfqjGazYtpaM/Cz6derVqCOkQjDR4VGs+ehvnvzmdaYvn4fZaOL2CVdz45mXkXDxgEYdS8Ef9/38j+8GCfHzTziL9LydPP/jO+jUWlweNyN7D+GXxz+k9w2nUGuzNLpfp9Vy41mX7ZfNL//8QVCJRYfLybTlcymuLCUh+tB2xrTV2nj1mrcbVR9xWJ0snLSUky85geFnBVeOkVLy768LmfrJDJx2F6ddfhLjbzoDnSE4uXbUucNZ8PuSRh0hVWoVnfunkrk+i7FXn4pWp8UQpueDez73dzOrOwLWGbRYKq1Bc6pUKgwmJRxFQaGp2uBNUZ9E2bFjR9q1awf4PYTNLUcIu73cbrebTZs2YTQaQzboAagqrmbTP1tJ7pKESq2iaNcW7BYHXQZ1QqvTULiziB3rs7A5bEiVD3NEOGazmfzCArK25HDSRcej1qpZN3cDHo+X6IRoohKiqNqcw7p/NiKkoLqiFo1GTU1ZNTnp+ajUApVa4PX4EyIDmwafxOvx4XK4/dVOfBrUGjU+n0Rv1JPSsz22WjtOq5O2HeMZPn4YOzdm4/V4iU+Oo7q0Bo1OjdFsJDapDbu25ODzeRFSFWgS4/V4kBI8dSd8XrcHjUaPzqDDYXESEWOmNK8clRD46jzPPq8PW7Udr8uHz+PDVmvH6/GSm1GAzeoguXsi5YUVxLSNJictH6NZT1i40d8zQaWiJKcUIQTtesQT1TOa8ppK2kREB94DjVpDTHgUUaZItuVkkFWUyy6Rx+Itq6ix1TJ7zQK0Gi2XjD6HUwYc38gjPmPVv3w47VsqaqvIKc1nQOfehBvNFFeVBr3X/25Yyht/fEpJlb8CzZ3jr6VbeBIWi4WqqipGJvULtKzfmyg9ZcDx/LZgGrGRMThcTvp36sUZ/U8k0mhmzIiTidhLBbR1O7bwyq8f4vP58Pg8nDvyDK469YJGfxfNbejTkPrmQVFRUf731eulpqaGoqIiampqWL16deC5RUVFNZln0Zy/0cOBIsQbIIRgeK/BDD+A+Kf/Kpn5WWTkZ9GrQzc6JOwua9c+th1fPfBWo3tzSvJDNkoCyCstDHn90Uvv4I4J17BlVzrt2iQE1pjz6s+c9dhV1NhqEUKFx+vho7teom/Hnvv1PHYWZoe8rtfqyC8rOuRCfO0/G1Fpgj+UHFYHc3+cH1KIv3XLB8z9cUGga1zWpmzm/jif9xe/FlSR5I53b2LrinSqy2qw19pRa9V43V5y0vJ44bLX0Oq0vDH3BcbffCZDxw5i4aSleD1eRp07grXzNvDJA1/iaND6XWfUcfoVJ6PVKYmyCsc29QmZ9cJpX6Eou3btori4OKi1fEvqgtffb7FYSE9Pp0uXLoFycaFwOdwg/Jtv8Ivh+nA0rU6DELAraxdqo4qwMBP4YMf6LHLT8/B5fWxevI1eI7sjpcRhdRIWYcTr8SLUgrK8Cn9ulceLKtyASq9CJQRCqEBIhErg8/j8jXiMOswxZlRqNS67C7fTVXcCV1fZQkBM22jadkjAWmPj3DvG0bFvBwaPGcjMr+bi83iJbd+GzgM7ktytPUIlMITrWTd3Izq9Fo1WjUot8Nl8SM/u11LUVVSJjNcRmxTj3wTUORsA1Fo1Hqe/O7LH7cFpFXjdXlRqFUaTAbfLw44NWaSlbyMiMoLodpFYKqx43DbiU+OIaRvFuXecjUPr5Klf3uTvn5agUqu5+MSzuXT0BIQQpMQl0jYqnkmL/8bn82F129FpdDz45QuE6YwM6z4Ar8/Lh9O+JcocSawuAiEEZdUVfDHzZ9q3aUet3YpGrWX9ji10T+7CKQNGNnqfy2sreXPSZ+wqzkOn0eL2eHjq+ze4dMR4rjvnMgYNGoTH46G6uprKykp27dqFECIQ6hEZGRnYyF14/Flo1RoWb1lF2+g4rjjlfExCj8/n26sIl1Ly9uTPMRnCMBvD8Pq8TFk6k+N7DaFLYmrgvvoY8QOhvpqMEAK1Wk2nTp2Cnlt9fHlkZGSgznhzuO6665g+fTrx8fFs3rw56HHh/0N/FzgLsAHXSCnX1j12Rt1jauALKeUrzVmzVYT4vhYXQpwE/Alk1V2aJKV87kAMVzg02Bx2LnzuJuZvWIZOq8XpdjFh5Fi+f/jdJpMvE9skoNfqgjzPQgi6J3XizMeuYGv2dvqm9uSZq+5jSPf+AISHmYM2Qf069SLnp5WsSFuHxW5lZK8hmIzBx6/N5fjeQ8ks2BUIpanH7fXQLalTE6MOHmp100d0obwGudvzmf3dv43KDzrtTrK35rDkz+WMvrBxolB0fBTfpX3C0qkrWDxlud87jrdBG3c7j457ll9zvqZtagIX33deYGxS10QKs4qY/P50tDoNbpebEWcP5a73bj6wJ32A2K0OfntzEnN+mI9KrWLcDWM4/87xrbo5qK+1XltRy4kXjGT0haPqEskUjnVaGoricrnYtGkTJpMppOe6JUK8vkum3W5n8ODBIUNRGhLbPgaDSU9VSTXhMWZ0YXpcTjdISVVZNbWWWhK7tGXQiIE4Sl3M+GIulYXVaPVaNDoN1horu7bkoAvTY62x4/F4wSdRCYHBpEdV54X2er247G60Bh0elwev1+9dBn8IiMfjwW6xI1QCj9vvtVbViyOfv96zx+2lTTsz424eQ6d+qf4umGl5JHdPpCi7hMKsYmorakns2BaNXkOXgZ0oyi5Gq9VRkFGE2+FCo9PgFV6ECjxOLzqDFo1OS0zbaAxhBjr368DMb/7BVmOts81/kqHSqfC5fbjqTiY1WjVanQY1AlNMJENHDGXKR9OpKKjAEG2gqr2FxY71uIs9LH9jI4U1JdRqrfTr3wuDWc8v86fSL7UnfVK747A48GxzobXoqPBVYtKH0SY6htLqMrxeL16flzC9EZ1Wx7odmzm1+3BUKhWVlmqEELSNicPtdZNVlIvd5WRYtwFMGD6m0ftcUVtFeXUlWrUGvVaP1WHD4rAxedVstpdlc/O4Kxgz6MRAy3oI3RkzJiaG6Ohozht5Bucff2Zg/ry8vODkVa+Xn+ZPYdaaBWjVGi48YRwWu5WkWP9Jj1qlRq1SU2mpDhrXWnHa9THiGo0m6LlVV1dTXl7Ojh07WLp0KTk5Oeh0/nAdvb7pE91rrrmGO+64g6uuCs5nq+NMoGvdz3HAx8BxQgg18CFwOpAHrBJCTJVSbm1qonoOWIi3YPFFUsqz93OswmHi3o+f4d8NS3G4nIGkzKnLZvPCj+/y7NUPhByjUWt47abHufvDpwNiXAiBXqtjZdp6HG6/CMwtLeTfDUuZ+fIPnNC36fJ2KpXqgLK0G/L4ZXcxceF0LHYbPun/oggzGHnwolsw6kJnZh9MBp7SDxniS9hgMjDm6uA4vo2LtqBSB3ve7BYHq2avCxLiAFqdltEXjmLOD/NDxoFba2ykrdxOr+GNO88KIbjlteu44rGLycsoID45jpi20UHjDyVej5e7T3yY7K05ge6eXz/5A6tnr+O1mc+1yrHj5A+m8enD3+ByuJA+yYoZa5j6yQzemPOCUgP9GKe5tcHr47jrk826detGXFzo07bm/s7WWi2s37gBDSo6deq0TxEOYDQZGXfn6WyckUZJdimDT+tPRJsIFvy+iJrKWgad0p8uXbugUqkYcsZA/vlpIRqtGkOYHq/Hh9fjoySnjJQeSRjNBgoyCzFHmtCb9MQltkGlVZGzLQ+fx4ejxok+TIfDakc2+EhTaVR43T5UajVup/+1kz7pF70CwiLDiI6LJCougutfuSrgnMhNL6C2wsKODbuw19iRSGorLGxZnk7fUT3J2ZqLw+LA3C6cdh3jyd6Wh0ol8PgkAoFQCdxOD26Hmx3rsmjftS0afRce+OpOfnnld3ZuzPZ7x/Gi1WrQmrS4HC4cNiderw9LpRVTlIkugzry9Lkvk1tZSH54CTavk6riWsLdRnxuH8sr1+ExeoksN5HuzKD/aH+1nKLKUvqkdmfpnyvxVXowG42U2yupcdZiKbah1qjw+nzU2CyE6Y24PW6iTBGBE5aE6Di0Gi0Wm4UO8e0JN5rQqNXcc971QT0+4iNj/fXUvW5UHjU1NgtqlZrIsHDio2L5ctYvnNxvRCPnWajOmBUVFUENeGJiYvB6vUFe7D+Xz+b3xX+TGJOA1+vls79/JCIsnOLKMhKiY7E6/I10kuuEeT37E5rSFE2Jeq1WS2xsbKBxT0pKCpMnT2bevHmMHDmSmJgYbrvtNs4777ygsSeeeCK7du3a27ITgO+k38W+XAgRJYRoB6QCmVLKnQBCiF/q7t2nnm2Nbcmw+sWllC6gfvGDPVbhIOPz+fhu7u9Bsd52p4OPpn2317E3nHkZvz35CcN6DCAxJoFzR44lMSY+IMJhd7OBez56+qDYH4qO7VJY9eHfXHDCWcRHtaFr+450iG/P8z++i3FcZy567mbKqoMz3w8WhjADz/z+KPowPQaTv0au3qjj7BvHMuiU/kH3R8VFhvzg0eg0tGm3d5Fst9hDXnfZXVhrmm7KZI4y02Not8MuwgGW/bWKvO35AREO4LS72LxkK1uXp+1lZPOorbTwyYNf47Q5A8fXDquD9NWZLPh9yQHPr3B0Uu8FdzqdzYoHF0KQkZHBzp07GTx4cJMivLlrf/33L4x9+FKe/uNdvlv2J5a9NFFriEqlIjIhglvfuI6nJz7MNc9dxqq5q8nbXoClzMrqmev48vHvcDndrPprLUKtwhCmxxhuRK1RYYoMIyzciM/nw2gyEtM2mrFXn8KYG0/C7XUj1NChRzLxyXH0O7Enao2adp3aNrJBSomUkvBoEx6nJyCS64loY0JtVFFeVk5Wxk7sdv/nlEqtojinBGuVFV2YDq1ei1qjomRXMRVFldhrHUTGR5DUtR3RbaNRq/1hKDqDX2zWrxERG0HbjvHoDDoy1uxACHj423u47oXL6dy/I1qD1h+WYvcnjyL9FaOk9OfwZG/JJa+miK0dsqiKqqU8rBKr3oY2QgtSoPfpQIJH78NSZSVnVz4WiwW1R+JwOCjNK6dbTEcQ4MOHD4nb48bpcuFwO1mZvp6tORm0i0ngtIEn+Nu0u5yEG008celd+KQkr7wIg87AU5ffi34PEV5cWcqXM38mKdYfwlJRW4mUPqJMESRGx6PTaPF6vTjcfm+/1WHjp/l/8tKvH/DL/D+xO/0ONr3+/+ydZYBd1fn1f0ev35m5YxmJu5KEJLhr0eJanBb+tFCs0ALFWkoLhdICxR1KgeLuGkiI20Qmmcm4Xtej74czc5MhEzKBIO2bxQcy5+5zzj7+7GevZy0XFRUVTJgwgZkzZzJqlDNAq6uro7GxkebmZlpaWvLXZ87KhRT7C1FlBY/LjVt1M230ZCpCZTR1tZLVslxx3PkMCpX16e9XVVPi6SRvfPkBL85+k/r2pgHd170YqGpKeXk5Bx54IJMnT2b+/Pk89thjTJq0eZPBLaAKaNzo76aeZZtbvkVsi/ROfzvvL725iyAIi4EW4DLbtpdvxbr/36Olq41l9asYNmjw90ahMC2TnL6pAyNAMrNpEd9XcehO+3HoTk6FtWVZSAcN6bfdkrqab97Jb4Ax1SN45pp7iCZjjDp9d8IJR2vXwuKlz99mRcNqlt733vcmczTroB15pvERPnl+NulEhlkH78jQ8YP7b3vwdBS3Aom+QbUkS/zkzAO+dj/7nLAnC95bvMly0zDpaNi0+OfHiGWfrSCTzG6y3NBNVnyxiom7fLPagV4s/mgpsipv4jyaTWX58JlP2O+kvb7V9rfjvw+9coSKogyo2CubzZJMJikqKmLGjBnfapbGtm1e+ehN7n3tSUZWDcPlUpmzeiHn3nUlh++yP8fucRjDB/X/rgDIpTXa6zopL+giWBbghYdeZuXntbjcCpIsk4plmPPufCZ89gkL1y2naEgQv89HW107Wk5HcSl4/G5KKosRJRG3z82Xby+kdHwhI6YNxav6CBYH2efE3elo7GLll2vx+F0gkFdssk1HozwZS+flUGVVxsgZjkKIIDFppwkOd9gls3r1anK5HG7VjaHpWKbl6IXbNoEiP0WDijjnT6fx8O+fJLPUeQ+GWyMEiwNEu2K4PC4M3URRJERJIhjyIysytg2SLBLrjFO8b4h9T96T7tYIDaua0LM6osspHEUAURScwF8R6W6L0FbShWVb+PCg6TpZWSMupnChYMomxfEgtg8ySg7bBafucxQjyoawcuVK0qRob2jH7/EwwT+K9fEmsoqOqiiEAoXkdCcgv+K482kNt/Or+66mOdyO3+PjN8edz0OX3Eoym6bAG9jkm7S2dT1n/vVSEpkkFUWljKsehd/jdeQG/YV4ZA8t4XZGVw3H7/Zimia3PX8/qxrXEvD6WVa/ivqOZn5z7HlORt3QaehsQRREhpRWUlVVRVVVFWvXrkVRFAzDyF8fI6sRTsRwKSqK7IgsDC2t5OKfnk06l8Gjuvv9hm4ciLdHOjnxTxfQ0t2OW3UxpKySm8/6HRM3knP8OmxNdj2VSuVnkXoLpb8h+nug7a9ZvkVsi0B8IDtfAAy1bTspCMIhwIs4/JoBd1wQhJ8DPwdnmuGHRktXG0vrVjK8Ysh3GhhblsX5d/yWR995FrfqRjM0dh43nRevf5Dgt9Tz3BIUWWHayIksqO1bsCAIAnvvsMtWbUsURYr8BZvwxQCKg6Fv1c9viifefZ5MLtuniEM3dBo7Wnhr9ocMU6sIDSqifEjZ12xl2yAYCnDwmfvz/tMfc9fF9yMrMoeccyC7HbFTnw+5oirc/sGfuOqIG4m0RxFFAUmWuOrJyxg0bPNFWwDDJw/dLB/17cc/4NBzDupnrR8XyoeU4vK4yGX6ztIoLoWSqk2lw7Sczqv3v8k7j72PrMoc9vODOeDUfTY7yPIEPPT3ChIEAf92ucb/79CrDT5//nx22mmnLQ7OOzo6WLNmDX6/nyFDNpVu2xpomsayZctY01JPQTAIIsxdtYimzlZcikrRskLmrlzE7edfl+flbozOxi4euOoxulq7eNf9MYMmlOJz+xAASVEQBBC8AvNKa2h78S7SiTRaNMeJQw/F5XOxbkk9bp+L9vWdpOMZRkwZRjQcY93iegbHqnC5XJRUCPzsmhMIhAK4PC78hV4SkSQuj+ooQdk91BsRzJyeD8Qt28o/ZvGuBPXLG7jgjnMYPLyabCpLw8omwh1hRu08glh3HMuycPucgsEd9nYymRN3G8eyz52BuaEbiJJIcWUx0Y4osiI56im6QSKSxBPwUlVVjKkbVI50MvYv3fU6axetg56MvZHTN4RTgoAoC4TNKE1Du+lSoui2jpW0kHMSkiqRIYvgERByAqM6qpENmfJJZVzz299QVuS8i4YOHcrY0eN4/h8v8/n8JSTNOFUF5XSLcaLpuFOEKUqsbKzl6BvPpTsRRdd1Cv1Bktk0Vz96C2UFxew5ZedNrm8kGePX91xHY2cLPreb2tb1jK4cgSRKPHjxrdz58iPUNa9n50kz+L8e/463F3zMq3PeRRAEQoEigl4fj737LK/PfZ+h5dW4FIVEOoVtW0waPo7fHHs+btWFbdv4fD6Ki4vzOt8dRoyX7rueOasWYJoWAY+fD4rKmTR0LGMHj9zsfd2bxbZtm8sf+AO1LfUEvQGyWo41zfXc/8ZT/O286wb0jJimmdcU3xJSqRR+/zZ5hzcBG49+q3ESzOpmlm8R2yIQ31yn8rBtO77Rv18XBOFuQRBKBrLuRuvdB9wHMGPGjB9MENI0Tc6740qeePd5XKqKZujsPG46L93wEIGvqSj+pvjHiw/xxHvPk9O1fHZ69op5/PxvV/D0VXdv8/19Fff8+mb2uex4NENHN3REwbFXXtfSwMNv/ZszDjx+wB+bi485l5ufvqtPEafX5eE3x5//XXX/a7Fs/apNCkoBSlcX8Nf97sDldmFoBpN3H891z/4Wf+F3F4jZts01P/0DCz9YmldDWfjBEvY/ZW8uvfeXfdoOnziUJ2vvZ93SerSsxpjpowZUSChJIi6fi0xi02O2tkLH+IfEfifvzQNXPQ4bHYJjTqSy25F9P1amaXLZAVexev5acj3KL7WL1jH3zflc89Rv+t3+1L0mo7gU+uwARy3msHN//AOV7dg22NimvleZ4etUFyzLYtWqVaTTaWbOnMmKFSu2Sgnlq+g16Bk1ahRTxSm8uugD5q5aRFc8jGVZ5AyN5q5WuuJhTvrTBZx5wPGcdsCxyNKGT/oLd75KLq3hKfJg29C+vIuJu5UiKTLZZAYEgabyDjSfzrDKanRD58vORby8+F2GNjoFkb00je7WMLFwnEwii+pWaV/Xyahpw4l1xVnyyQp2O3InSqqKOe/Ws3jo6ieItscIhoIYuo6hG5iGRSq+0TNlObN4gZCfUdOGY1k2uYzGI79/ijmvzSMVTzsKLKKALCmofgVBEpDdMgktxuyPZlO7sB5DN6hbtp7iyhAuj0o6kSHeGcMWRbwBN6pLBWyCIT/YsO/JezFi6nD0nM7q+WspLCvE5XNhmRa5tIYgCo7Mom4QjydZNaEBOwOulEw2mKPbG8Pn9+BWXFS0F1Oll+FNu7FNC9Wncsgx+xNORrjnjcfJZLPsPmkWP5mxNydfcRw718/iH68/TEu0g+ZVnc4AwLToSsRQZJl1bQ1oPeZ1FhZVxYOIpeK8s+jTfgPxxetW0BbpIKvnMEwDt+piXVs9k4ePZ2TFUP74s8vzhlFfrl7MUx++yMdLvshnvBs6mjEts2c8JLCudT2WbbHf1N0pDhbx2fJ5XJ2+hX2n7Eq1r5Ri0RlcrGmu48/P3M1rX76PbVnYgC3Y2NgsrF3G8X84jwMn78EJex7GiOphedWSjZ8VURRJZFLUNK7F43KjyDKKLJPMpGiPDHx2dmsMfbZhIP4y8MseDvhOQMy27VZBEDqB0YIgDAeagROBAeksb4u59y97dy4Igtqz85c3biAIwqAeyRcEQZjVs9/ugaz7Y8PfX3yIp95/kayeI5ZKkMllncD49iu+k/3d8cKDmwSLOV3jxc/eJNNPELmtMXPsVJbc9w6nH3AsiiQDzgO3unkdv7rzai6794YBb+uqky/k/MN/hkd14/f48LjcXHjUWVx8zLnf3QF8DXYcPQWfu2/BU0lHAVW1JZiaSTqeRstqLP54OX845dbvtC8L3l/cJwgHhw7xzuPvU79iU9dRQRAYOWU442eNHbCax+jpI/vVGnd7XRx8xv7fvPPfI4KhALe9fxNVoypweVRUt8LwyUP5+yd/RnX1VU2Z+8Z8aheuywfh4Gi0f/bSHGoXr+t3+5Is8Zc3b6CgNIg34MEb8KC6Vc684ZRvTXvZjv8O9GqD9wbhvYH45kx30uk0c+fOxePxMH36dFRVRZKkbxSI27ZNXV0dq1atYtq0aZSXl7PX5J0YWlZNIpME2+FO+91e1rTUYVomLlnl2U9e498f9f10tq/vwEBDNw1Uv0o6lSbRHUf1qA7dwzDJyhrVwysRZUdWUBEViseXMHzyUPyFPrpbIwydOBjFq6BlNGTZoXoIgsDankBY1zbUa4ydOZo/vHo1f/3oj0zffwqCKODyuJxz1zOOEWUncaN6VcbsOJKywaVIksgzt7zAO49/SEdjF1paI53MYtvgL/KhulRUl8qoSSMIr4nx6l/eZdE7y3H5VGS/RCabYc9TdqFqTCWB4gAlVSGKygoRJYFBw8u57KFfce5fTmP2y3M4Z8KvOG/6JY7+t+hcX9MwkVUZWXW0zRW3ilKiYIgmUk5ENiQCcQ+WZGEqFgGXn0y1TunQEqbuNImDTt+PCXuN5ZP3v+CKu25ifXsz0XSCR999ltfnfeC8r4cP4+Zzf8ct517N6fsfg2GZhFMxdMsgo2XzQThAMpOmI9qFZUOBt/+Z77Ut9XREuzFMk3gmSUe0m85YmMN3PiA/cBQEgVfmvMPN/76LN+a+T3uk00n4iwIZLUtGy2GZJoW+AKqsYFkW9e2NtEc6Wd20jrfmfcjfXnyQm56/m6yWY3bNfM7/x+/4eNkcdEPHwsYwDURBRDM0miPtJHIpvqhbxG2vPkhdYz0LFixg4cKF1NXVEYvFMAwDSZKQRJGCHodRzXBMATVDZ6dx0wb8vGyNAstAA/GTTjqJXXbZhVWrVlFdXc2DDz7IPffcgyAI5/U0eR1YB9QC9wP/B2DbtgH8EngLqAGe6aFgbxHfOiNu27YhCELvziXgIdu2l/d22rbte4BjgfMFQTBwUk0n9lSc9rvut+3Td4m/byYwfv7TN8jkMnhc29YmPZZK9LvcKXTMbvP99YcRFUOpCJUjihK6ucEKPZXNcPcrj3HFCRdQVlSyxe2Iositv/g91512KS3d7VSXVGwTW/nX5rzH1Q//hXWt6xk3eBQ3nXUl+03fVD3kqzh5n59y3WN/JavlMC3nIzukoRzJ7PtgG5rBgvcWE+2MUVhasNntpRNp1ixcR2FpwWY53pvDl28t6BOE98KybOa/u4hhE749HUuSJK579kp+e+j1zpR7RsPtczN59wkcdPrXu6X9mDB2x1E8vvo+2td3IMkSpdX933sL31/SL5/ctiyWfLycUTv0TykbM30UzzU/xsIPlpCOp5m692QKSjZc99mvzOGBqx6jdV071WMqOfdPpzProO3eA/8L2NimfmM++OYC8dbWVurq6pg4cSIFBRvuEVEUt8otExzViuXLl+P1epk5c2Y+wJAlmdP2P5Z1LesRRIHa5nqSmTSarpPRcvg9PrwuDw++8TRL61YxpnoEh+64D2IA2pvDfMYi0uE0giEw/tV17DBxAqpHRctoeCwfTa4uNENztmlrjAoNpUQqprOpC8MwSKaTFJUWklbSiLKEnjMwLYNUNEPdknpWfFbDDntOoqi8EICWta3UL2tknxP3oKu5i3VL1kPvmEQASZKxbYNAsZ+C0iDh9ii5jMaqj2sxcjpWD01EVp3wxLZs0skMofIigiUBRElk6Sc1jJw2HEs0KQoV0d7QSTqRwVfhJhlN4Ql4EETn/dm8ppUHf/c4axfVEe2IYZk2tuVk+VOxtDPTIQi43ColVSXEu+MYmo4acDsFlqKFjIypWAi2QCDixeWVMSSTFa61THKPoXFVE92dYdqDERKxJGNHj3LuA0HgvYWfcliPG6VbdTGoqJQvVi50XDl7Rif2htODjUPd6U5EqQ4NokDwsGTVcsYMHZm3rQeIJhPIojPgkyUZyzLxqG46I135exng6Q9fpjxUypqWOhRDRzdNTNPMs3BM26Y7HsXoqQlb39FMS7gDEKguqaCiuJw169fyh2fuZMG6pTR1tpLVc0iiiICIbuvYOMZ4JQU+AMoKS2iLdbGwZRUn7H0ELknJu2LGYjFqamoIhUL8dOeD+Pcnr9IZ7yana8wcM4XzD/3ZgJ+ZreGIJ5NJfD7fFtv961//6nf5eeeddw9AT+x6QX9tbNt+HSdQ3ypsEy2u/nbeE4D3/vtO4M6BrvtjRuwrLo8bYJP5DgLj/afvwXOfvLZJdmVwWRWhQOE23dfX4YPFs8npuU2WuxSVJXU17F+0x4C35ff4thmv/j+fvM7P/nxhvvJ77qpFHPH7M3j+2gc4aObeX7uuz+Plyztf4+J7rue1Oe8iSzLFUiE6mxaoyopEvDu+2UD82dtf5MGrHkNWZAzDZMjYav702rUUVwyM/x4sDqC4lE3kBWVF2qZW8lP3mszT9Q/y3r8+JtIRZdo+U5i2z5QfpdvY10EQhC1y4kMVRahupY/CCoCsyBSWbX5A1dtm5oHTN1n+4bOfcvMZt2+guixcx++P+iPXPffbfs2XtuO/A1vSBv9qbYVpmtTU1GAYBrNmzdpE2m1rTXosy2LevHmMHj06Lye3MWaMmczwisF0RLsp8PmJpeLIsozX5WZh7XJk2QnI3C43Hy3+nPe++Igbf3M5x191HumWNG7BhatAZZXSQGFDgPGTx9BS240cFwi4PXwY+QLd1JERUXWZyhGDaFjVSCycQBFUhk4fzKL3l1JcFcLQDGoXrsW2nALMD5/9jEQ0yaHnHsRH//mMT//zBaLk0MX0nJ4vLhcEAWxnICwpEqN2HMGyz2owddMplrcsFLeCrhlYhomuGeg5nXQiTTKaRpIlVs9bS/WYCizToqupC8kj4ZJdiILAig9W0VzbhiiIZBIZ3H4X6XQGLAtTMIh1xclltHy22DItwm0RAiV+vH4PMw+ehsvjYtnslViGSbAkSNWqUpoGd2KKFoZk4sopCKZTBKtLBllZ4x/rHkcSJIZnK7BjkPanSWRSjrGOaRD09H1/R5Mx1rU1EvD4iacT2LadT3B9lfzUmQjzh5f+yagvhjCpajTH73QIpcUlhEIhCv0BSguLyekasiwjCiKlBSGWrV8FwMrGWu5741/Mr13K0PJqBhWVksll80G4S1awe+7lzng3oiA6szmiRDQZoyJUxqAeg7uMnuPL1QspLSqlI9qFjU0ml0MSQRQkDNNAkRUMy6TIX0BbpJOmrlae+OB5ZtfM54bTLqW6vILy8nLS6TSjR48mFoux18gZCFmT9kQ3wyqG8NPdD95EmvHr8ANRU7Y5tovibiUOnL4Hz33yej6D2oshZVUUfQeB8c1n/5Z3F3xCKpsmp2tIooRbVbn/4j9/r8HTqMqhzF4xb5OPi24Y/RYKfV+47N4b8kF4L9K5LJfdd+MWA3GAypJB/Pvqf+b/vu28O3n9wXf6WMKDQ1moHNn/cc57ZyEPXf04uYyWt6pfu6SOq464gXu+/NuAjuOAU/bhses3HYkLgsDuP92UH/htUFBSwNG/OnybbvPHiANO3YdHr3tqk+WSLLHbEd9MnOmeyx/qQ3UBRz7xnssf2h6I/5diINrgG2fEE4kES5cuZfDgwVRXV2+x/deh13Ezm82y0047EQj0T0MIegPc9otree6TV7n75ccYUzGctJEjncuQzjqeCLtOmIFtWIS8BbSmugnbCULDi8nFNApCQXTbpJkO3i+fx5zmZUxhNCF/AR3mekJ6kCk7jqeluY032z7BatcZt/tojrrgMJZ+WoOiyvz0l4cy7+1FNKxodHTCBSdbnYyl+PSFL2it63AcOS2bwtIgkiQR60pQUh3q0fPWsG0nuTB65nBSkVSPmolNuCWCqRsoPUobJg6VJdej6y3LMoZuEu+K88WqJnTdpHlNK4Ik0lUfpmxoKbUL6whVFFFSXUy4NULb2nb0rAECzHtlcb5A1JEmdEJey7SQFRnd1qlZW0sskMQzzUMxRbjaVIZqFfhXetDcBtg2jaM6kQolbN0mLWdBB09WBbdETbCeicYIWpMddMz9EFmWGFxWyfnnXtPnWrpVN5ZtoSoKiqRg90wXGKaZz5ALgCg6Aa4kCui2QVOigxY9zPiSccxfuYRPFnxBR7gLvYcf7lJUfB4fQ8qqWd20jovuv55MLotLcbGmqY7BpRVUhMqwbZuMlqO8qIShZVVEk3HWtNQR8hcyYegYQoFCFq1bTiQZI2to5LRcnoaSzKZxKS6H0y9oqIrKkLJKjtvjUFq62/l0+Tx8bi9rmusIeHyMrRpBIpPivtef4obTLs0/b16vF5/PR2VlJZMmTSKdTjsa5g2N1GadYudeDfOvM9/ZmkA8nU7ndcV/bPh+9Nn+h/Cns39LgS+Q1/KURAmf28P9l/zlOwmMh1cMYfkD73PJsT9nz8k7cfbBJzDvrjfYZ+pu23xfX4eLjzkXt9L3gVBlhamjJjJuyKjvtS+9ME1zs7qjq5r65wD3h0wuw+qmdSQzKX529Yn4Cnz5aVEAl9fFr/7+i82auTxz2wt9bODBecHXL2+gaU3zgPpQWl3Ctc9ciTfowRv04g16CJYEufmN6/EGvrmT6P/PKK4IcdOr11JYWoDH78Htc1M+tIzbPrgJl2fzL/fNwbIs2td39Ptb85oBFcdvx48IW6MNLkkShmHQ2NjIsmXLmDx5MoMHD95s+4FkxDVNY8GCBeRyOQoKCr424AAoDhbxi0N/xpiqESRyKSzLwuf2UFIQIugNsGzdSla1rCNjaXTHwzz2zrN0xrrB5VjdN2SbMQWLAtGPLcOColVEtRjd6Qh2zMS2bNyqimkZWAUCZtJm7psL0bM6yWiKEVOG8au/n4soOXbyvbUplmGh5wwaVzdjmTaqSyHWGe+hhdnIikxBz4yfpEgUlBYwdrcxhFsjGLqJ1+/ok9s22DZ4g05dxvApQygqLUTAoXBkkxm6mrsxLQvVJRMoDqC6FUIVRXQ3dxPvTtC6rq3nWoKW2WBnbxqmI6PYc917IYhgek0WVK/kzdBsPpTnMc9eznz/Cvw/LeTP71zHWZeczKQx48iMM5CDCik7i1/2EbC8FIpBVFkl6Pfj8bio8azHF/dQlA3gz3lxiSqlBX1nRYNePzv12Np7XG5AcFylx0/H63LjklVkSca0TEzLQu/hTvvcHtZ3NJMyszw95zX8BQF2HDPFcVtNJchks7gFhUOm7MmVD/6J1kiHwwPPZZBEiTUt9eQMnRP3PoJ9p+5KaUExhmWiyDJH7Xowo6qHY2PRFukgFChk2shJKKKEz+1FlVVi6QSNHc3opk4oUMjMsVN47YZHmH3bi1x81Ln85eyruOakCykNFuFWXXjdXlY1O9/hlu62Pudg4+dGEAR8Ph+DBw9mypQpzJw5k+rqajRNY8WKFXz55ZesWrWKjo4OdL3v7OZXNcm/DhvLF/7YsD0jvpXoDYz//uJDzF4+j7GDR3LJMT//Wrmeb4tBoTJuOuvKLbaLpxK8s+BjJFHigOl7fisr+K9iyogJPHPNPZx72+XEUglMy2T/6Xvw+BV3bLN9bC0kSaIkWERXPLLJbxWhLUsO2rbNdY/dxq3P3oMoihimyS8OPYX7F93Bs399kYUfLKFsSCknXn40U/bYvPj/6vm1/fdPkYl3JxyhzgFgl8Nm8ULHUyz7bAWyIjFxl/HbbdX7Qaw7jmmYhMq3bDA0bZ8pPNf6GGsX1yErMsMnDf3GA2ZRFCksLSDa2Y8EZ+Wm0onb8ePFV6koA7knamtr8zb1W8rC9RZrNne18dmKeYiCwB6TdqK8p5YmEomwYsWKPBVlwYIF/WbQnYyolO9fTs+RymWIphK4VRXNMFAlBcPQMbFQLJl5qxfjcXl4f9FnRFMJcnKWUiFEOpelQill1JRh1C6sIyWkMf0Ciq2Q1NKE2yO01LViKRbunIt5Hy5k5A7DKB5ZQSKa5JV73uTEK46moDRANp11ijR7YlpJllBVhXQ2TSZlYuomum6ABcVVIXxBH01rWqgcUU750FLaatvJpXMIgki003mePX43gZCf4spi0vE03S0RkhFnwEGWPtrksiqjuhUMwySbzOLqcQJV3SqpWJpY2KmtEgQnuO+F6TNZV91K0p/BlVMY0VBFo2ctKTVLztCxBWjt7qDQE+Ttmk8456cno+s6c/xLSVhJhKSNKAqkxDQhoYC0X3N47ZaFZhjktBzFYhAloyDkRDJdGTqi3X1mjWPpBC7Vha4bWLbF2OrhXHXihTR0trC0biUZI5unqIiCQDaXRZUUUtkMwwYNZv7qJcxZuZB4OuHwsoPF+D1ehg2qZmzVSAzLpK61gXQ2Q05y6h0My2BwSSV7T9mZurZGpgwfT8mUEN3xCDNGT2Fs9UiOuP4swokoIKBIEnecfz2HzNyXvzz7T9o62qksHURN4xrS2QyDisp4+JLbKC/aYFQlCAKHzNqXlnA7n69cQDork8qmaepq5Wf7HrPF52vj7QSDQYLBIEOHDsWyLGKxGJFIhMbGRmzbprCwkKKionzh50CQTCY3O+P0Q2N7IP4NMNDA+PvE0x+8xNl/vTQvX2VaFs9c/U8O2WnbFeEdutN+NP1rHg0dzQS9fkLBH95p8XcnX8jVj/yFdLavJOK1P7tki+ve9dIj/PW5e/oU397/+lMU+AJcf/tlA9r/6gW1JKP9mxsZusGIKcMGtJ1eqC6lX0fNHxq27RSNvvnIu+iawf4n78VuR+78vZkeAbSt7+APJ9/C6nlrQBCoHDGI3z1xKWOmf/2MjCRJW2wzUPzsmhO4/8pH+8yAuLwuzrhuQCpV2/EjgGVZtLW1UVRUNKAgPBaL0dbWRkVFBePGjRvQPkRRZF1bAzc++4+8+dkjbz/LPRf9CT2RpaOjg+nTp+PxePLtO6PdPPzcs6xtXU916SDC8Qi1LQ2EAgX89sRfMm3UJJo6WxEFkR2HTyRl5NByOTpj3QwfPLjHLj1BKptBN3S6E1EEQUS3Tfbddw+W16+mtLAYl6JgWSa6aZBsTjCss5y6sW00traQQ+OAyt2oFMsI+8PULVtPy7o2wq0RtKxGIpJEKlVY6W8gJiZwZRVGrR9MsehD9Sqkk6Bn9HwWWnErLP+0hlF7jWTYIUMp8hRQ6g0RjcYoH1FGzaer0S2d9tIwWZ/OiKLBnPPr03n89/8im8piWxv0xjcmUJu6CS4FQzPoaOwiUOSnanQF4dYo2VTWoQZhsnH0bmOzbnQrKTWLmlPQVIM1o3toNjJkDUcVxrQsVresY3BxBa/9+w2++HQemWCWYrkITdbRMhoZKct4zyjmGysQiyUEj4g/7EHUIOlKE7T8aJksdAmUFfYdpP/1ufto6Ghm5/HTSGbTJNJJLNvm9bnvo8oKWVHCsExEQcStqnhUD4lsigNH7cXhO+3PMTf+nI5YJ6rixrRM2qMdBH0jGD94FA2dLYRCIdJGFpeiYlgmlmVhmhYhT5BoNEaRN0hNQy2PXn57vk8fL51DZXE5IwYNwbZtXIrKq3Pe45CZ+5LTNURBwO/xIYsSoigSTcb5dPmXjK4cTiqbZsLQMRT0+JrUNNQytnoETZ2t2IDP7WVU5dABPTebe5aKioooKnLiDcMwiMVihMNh4vE4S5Ysyf9eUNC/8zRs54hvx3eMho5mzrr1UjJaX670YdecwWXHnseVJ/7fNguaRVFk2Nc4uX3f+PXR56AZGn/6151ktBw+l4cbTr+Msw4+YYvr/vnfd5PK9lXASecy/O35B7jutEsHlCWb8/q8vBX6V7HTT3bE7XX3+9t/G+6+9EFeve8NsiknAJ37xnxm/WRHrnvmym9Nyapf0UC4LcLoaSM3W5hqGiYX7vEbulvCeVOQ9TWNXLzP73hq7f19VE2+Sxz1y8MxDYvHb3zaUWko9HHWDaf818g//v+MjbXBV61axa677rrF9vX19bS3t1NZWblV2TRRFHnus9fJ6TmqShwDmZaudm5/6l7OPfDEPqoo4LgYX/XoX2iLdhL0BXjy/RexbZvRlcNo6Gzh4nuu599X/RNFVrFtC7/bi9/2ooZcJLU0beEOVEUl6PU7tBjb6qE9gKZrzK9dyvWnXsIfHv87rWvbSFppBnWFKPeWYBg6ofoCdjtrV+a+MA9XTGK9qwnTMIh3J/AaTobbV+gjEUswu3wJYkCiVAsRl5I0TetimjKRxsXNeIM+ZClLNpND9bhweVWa7Q7mdL5MYFEAWZE5cNjuVNmlDBlfTc2c1awa0kjKn0GwRMLici65/lpGxwdj6GafbPZXr42uG9iWjSAKpONpahesY/jkoYzecQTdLWFWzavF0DaofNleSLtzqDkZl9eFR3CTMFO4cgpxVxoBx6EXwUbTdEL+IsRuiURrihRpTMtEliXHPMgl4U4oHF66D1N+NhnJK3HHg/cRzSSIqSlipCiwfEzNjtukhmrRuuWUBIuQJZlCX5BUNsOHSz4nkUkR9AXQDZ2slnXS+YjIksiI8iFceMSZSKLI+vYmfC4futmjOW7beF1u0rkMPpeHoeVV+HpcNLO5HBY2iqBQXV6Jz+ejK9INls28efPymeV0LoMqK1QVO/dqTtfyCaoDpu3B23M/ZN6aJWiG4wg6pKySKx++GcMwsWyHYnPvhTez1+SdkSWJquJBjK0eiWVZtIQ7tqnHiizLFBcXU1xcTCQSYfLkyUSj0byZlqqq+cA8EAjkv0/pdHpAgfibb77JRRddhGmanHPOOVx5Zd+kqyAIlwOn9HYHGA+U2rYdFgShHkgAJmDYtj1jQMc0wGPfjh8x/v3hy5j2pnxE27a5/fn7efrDl1h0z1s/igz2toYgCFxxwgVcdux5xNMJCnzBAWdpO2Pd/S5PZFL5KvAtweV1IclSPjjsheJSmL7f1AH148eOhlVNvHzP62iZDWoy2VSWuW/MZ/HHy5i61+RvtN1IR5QrD7mO9TWNyIoji3bylcdy+rWbZpfnvrWAVDS1yXnOpbNcsMtljJ0xmqN+dTiTdv1utb4FQeC4i3/KMRcdQTaVxeP3/Ncpzvz/iF5t8F4ueO+yzV07TdNYunRpnorS2Ni4VSookiQRTydRZaeWSNN1spkMskvuN6vemQjT3N1GVWkFpmliGDqpbIbVzeuQRIlULsO1j93Kqfsdw/Thk3hnwceECotIpDP43F4au1oRMik6ot1Olh8B3dAxLQuXrOJSVPaatAvvdX1Ig1ZMvDOO3CUS1xP4C30U+ANUucuQExKpXBpDi5FN5wgUB8gms3gLvITKC+nORskIOSqLywlVFJKN51i1ei2tsQ7Kq8uYvNdEPnvxC9INWbS0hi3a1I1rRRVVApIPTdN5acU7nDnuKNZ+UkdcTZH2ZR01EgRsYL23lZGxaue9avRzznsumSg6hj8l1SEMzSSdSNPR2MnpN5zEvLcWkQgniXREScfTuH1uJu0zkfW5TnJdWRS3QjqRwRJsqppKiAcbkCQRU7BQJRUVFe9qlWVaDZm2DGVmEW2DujBzNgIwMj6Y0ooiRFPA16ryWXIhnckIAdOLL+MhrWQZJQ5j99GbFnBXFpfT2NlCKFDo3INAkb+AVNYZUOmmc90AdNMgm8uwcN1ybnnuHq495WJy5gZzP4/qIWfkEIBoKs6vjjgTj8vDgdP34NUv3nOCc9VDVs+yYO0ydhg5EVVVuPL4/yOeSvLGko+QkSjzFJFKpmgyWwj6A4STMY7Y5QCW1NVw96uPkc5miCaiFPoLKC8qIZPL0h2PUOANUOQvIJFJctE/r+PjW5/jqF0O4tonb0eRZFyqSqEvwC7jvjt5V1VVKSsry6sNZbNZIpEITU1NJBIJBEHggw8+GJB8oWmaXHDBBbzzzjtUV1czc+ZMjjjiCCZMmJBvY9v2LcAtAIIgHA5cbNt2eKPN7GPbdtfWHMP/F4H42pZ6fn33dby78BO8Lg/H7nEobZFO3l3wCS5F5eyDT+SGMy77XjS5vwskMyl0Q+/3N8M06Ih28/cXHuK60y/9nnv23UM3dBo7WygtKN5q1ZqpIycyZ+XCTZaPrBiKIitkUlkWvLcY27bZcb8d8Pg3vT/2OX4PHrz68U2Wi6LAnsd8fcbtvwXz31lIf6mpXDrHF699+Y0D8d8fcxNrF9dhGia9RI+nb/kPI3cYzu4/3aVP2/b1HRjGphxa07Borm2lZW0bn708h/NvPZsjzz/kG/VnayCK4vYi2v8S9KcN3qtq8lXZQYDu7m5WrlzZR0pwoCoovRBFkV3GTOPhj/6DoTsFoarbxWG7HtBve1VRsSwLy7aQRBHTsjAsE6/LSzKTIpPL8uLst5i/agm7jZ7OWfscR6C0gJyu88yHLzOiYggt3R3YtkM5yek64USUgDeAaMEJex1OMpLCk1WZVDqGpatWIBaK2IZNYFiQQRPLqFlay+idhxFdn6C1rh0QMDSD4qoQsc440c4Yss8xdZNcEsloio6mLlSPgj/rJ9ocZe5r84h3xvPnPatnsQSLoqICBo+tRs9qRNJxIrE4sfY41kYK2jY9dnE2xKNJrOxmzrcNoixi6CYCAqZu4g16EEWBwkFFhAaFOO7SIxk0vJwVs2toWNlM6bQSUoEcY1uHsUqoJxaNY4gmoa4gwbSfgoifruIIKiplrmI8ogvXYpHCGQX4i7wMj1XgT7jJeXS8tofxpSOpr2vGPzLAnC/n837TZ4gIvcLc+AM+JJfI7sftygeLZvPou8/R1N3K5GHjOG3/Y/jzM/+kM+aY8ewxaRZnHng8//74lXyBJvmz0uvqavHC7LeYOGwsXtVDNBHHxsaybEYMGsINp1/O6MphlBU6NQjnHnwKT77/ojMDJOhMGDIGy7Y5YucD2HeHXfly9WL+8dLD6IZBR6ybkmARvzz8DN6d/wndsTBTK8cy3DeIqx/6M0FfgBFlg2mOddAVD5PIJMnqOUzTxN0jWuFxeUjn0tS1reex958nmoyRzKYpDhTxx9N+Q2kPPefbuM32h/4G0m63m4qKCioqKrBtm66uLj7++GNWr17NEUccwfTp0znwwAM57bTTNll37ty5jBo1ihEjHHnlE088kZdeeqlPIP4VnAT0Lzy+FfifD8Q7o93M+uVhRJNxLNsiq+W47/Un87+ncxnufPkRFq1bwTt//tbn8wfBIbP25dZn7+3Xrh2cAp9X57z3XxOIZ7UsVz98Cw+88RSZXJY9p+zMPy64cRN1ln++/Ci/fehmjB6DgpP2/Sn/vPAmXOrAFDFuO+9aDrjiJDJaNl9J73V5+PsFN/D5q3O54cS/IEpOdt0yTH77+KXseXTf4Lq0uoQrHvo1fznrb/nCStO0uOqJSwdUTPhjxqp5a7jz1/dTM2clprnpC1RWJPyFWzZI6A8djZ2snle7iUxkNpXjmdte2CQQHzdzNKK4+cyzbdvk0jn+eekDFJYV0FbXzpDxg5l18PQBF/Nsx/8Wvk4bvL9A3LZtamtriUQi7Ljjjn3MUyRJ2kSx4esgiiK7jd2R7miED2u+oLg8xOkHHMvEYWNZsq6G4mBRnrICUFFUxh4TZ/Hpii+RZImg109GyxFOREhlM44NuChTGixmfmMNB07Zg0P2PojF61bw9Icv43V5GF01DMM06Yh2cdOZV3DxvddT39ZEia+QPSbOwlfgBVEgEo5QVBEk3pGixdvJkoK1DPZX09bWzjRrDGKnQGhQIbmURrAsSP3SBgRRwMLEjZsjJxzIp8l5dDeGUT0q0+UJeDtcmF6deHfCOa+K7Jit2CI+yUtwaBBZkdAskA2ZyMIogVCAgmish6+tI1oipmxRGPZjpjcU0fYOoGzLBgFkWQJRwOV1oWU0Yl1xDN1EkiWGjR9MUXkBbp+bg87Yl4PO2JdnX36FG56+A6vdRFJkxo4cifFFDr0tR1EmSM3getKuDL6UB0IiaTPDAa5dybnSiKKIy+2ioLQAq9bC7/UTTyWo9TWwUqzHHXch52QMxaTbiOAtcOPJuDEEgxk7Teadxo95+INnaQ13IgiwtK6Gz5bP4+kr/0FnIoLP5WXCkNGIokhZQTEt3W0YPdLIvd8k27ZJZdPEMyn++K+/U+ANMLi0kpyuocgypx9wLDNGTyGZSeXl/GavmIdl2/g9PhAEGjpbGF4+mAlDRlNaUMz9rz+FadvUttaT03I0dbVw0b3XcvFR53Lnr/6AKIp8sWIBlm1jGxbhZBRJEMmYJpaVdZYDkWSM8qJSp6BUVnjwzX8zf80SqksqMC2TcCLKS1+8nf92b40Bz7aAIAiUlpZy2WWX8eabb/Lee+9RW1vLkiVL+m3f3NzM4MEbqLfV1dXMmTNnc9v2AgfjuGn2wgbeFgTBBu61bfu+gfTzfz4Qv/fVx0nnMo6G6GaQ1XLMXj6PJetWMGXEZkc+PxjaI5387fkH+HDRbEZUDOWSY3/OjmOm5H+fNW4aJ+x9BE9/8NImPPFeDBqA8+WPBcfe8AveW/gpWc3Jk7638FN2vvAIVj70IYN61FBemv0Wl933hz6Dj6c/eAlRFHngklsGtJ9dJ87gk9uf57rHbmPR2uWMGzySa392CRPKRnPSPmdvohd906m3MqH2fkq+opCx74l7MusnO/LlWwsQBIFZB0//r8+W1q9o4Nd7X5nnhPcHQRLZ/5R9vtH2E5EkkiI5aghfQawno7Yxxs4YzaTdJrD0k+V5rfb+oOV0bvrZXzENE9WtUlwR4s7P/vK9cci348eBr1JRvpo5+2qGO5vNsmTJEkKhEDNnztyk/dY6ZabTaVpbWznzkBO44oxfATBv9RJO/tMv0U1HLePnPzmFk/Y5Mt+fCw49jT122In1Hc2EExFufvouUtk0Vk8gVlZQTDAYIBPJ5d/z4wePYmzVcGoa1+JSFLJajp/uehDXP3E7NQ1rEBBYE63jwItO5rTiI0m0xwmvjyCIIkqpijYFZoyZhsftRjYlPlu6iB2z40GAQJGfcEsYQzNIjM6yrrgZt99FdXuc3UdN5/nmt7GwWZFYi889AUMzSMXTWIZj2OMr8CIrMhfuewbva3Noj3ShyDJXHP1/PPXq01iKiUfxMGblYJqrO8m5dQIpL9XtpUiKiJEzESQBESGfCBAlEdO0sA0bURDxBt1YuoU36GH09JFM2nM8c99YAAIMHlOF6lZ5bM7zlA8qQTIlop0xVtSuYWxqMIGoF1+Zl/ZQGEuw8HjdhKRCNFvHVaCy0/HTWDOvFtklE+uIIckSCVeamuHraZfDCBYUFATJGRptmU6wIWLEiSlJjhl/MGeffArn/PU3tHZ2IPT8ZyvQGm5n9sqFnLrvUfn7ZfaKeXTGw5iW5ZSX2hsKTJ3AXKAoUEAkGae5q42iQCG2bSEbMi/MfoM7X3mEgMfP+MEjufG0y3l74cf43V664uH8vRv0+ikvLOUvz97N5ysXYJgGumn0MH0EcrrG4+/9hzFVwzl85wMoC5WgqArBgiAt4Q4kSUIUBBRJRjcNTNsmrWVpj3ahSDJlhSV8smwuHbEuOmLdSKJT+Lpo7Qaz9K2RG9wSbNvuI0W5JWSzWTweD1OnTmXq1Kmb3eZX8TXUw8OBz75CS9nNtu0WQRDKgHcEQVhp2/bHW+rb/3wgPmfVonxA93WQRJGldSt/dIF4U2cL084/mEQ6SU7XmLtqMS/Ofosnrvw7R+3+E8C5UR689FZO3PsITrrpAiKJWN4YoBcLapfx1pcf9mtys6pxLZ2xbqaOnOiMoH9ArG5ax/sLP+tzzWzbJqvluPvlR7nhjMsB+MOTd2wyA5DRsjz+znN0RDrpjkc5YpcDOP/w0wj6Nl9kNX30ZF6+8eE+y168+7V+29q2zYfPfMqxvz5yk9/8BT72OX7g7qI/djx50zNomf4zgJ6AB9u0uOKRixk0dMsykf1h6PjBSNKmL2RFldnl8FmbLBcEgZte+T3/vvUFXn/gLbpbw5s4ZoJjMNLLZc/oGVqzbfz9V/dyzb9+8436uR3/fTAMI5+9HohBT2+R1/jx4wmF+nfC3RqDnrq6OlpbWykpKclTW0zT5NrH/4oqK4QChWi6zq3P3Ut3PMK0UZModzl62QfuuBcAR157FpIo4ZJVsj184K54hLZIJyXBEJ2xbs6+7TIiyRhjq0dy0Iw9wYbJw8dT4Atw+wsP4FZUjIyJYiukhCwf1H7OyKYqSgeXYlkWmUAWf4EXLZGjYWkjlmmh+hWC1QHKCksclZRwkmRhhtUFDahpGdu0WJlYy9Lwavw5D25LwXTZvGfMZXL3MARRyBv9mLqjTb7LrBmcs9upRFNxAh4f3Y0RCssLaKxpRs9oqKbMiPWViLKIYDvShKWDS+lo6EAQRSzTxDQtZJeMr9BDvCsJFli2474pIFI9thpDM3j65ueRFIlEdxw9Z+DyqCwbXYMt2KSkLJZtoVgSaaMMj+SiXeom68o5QaPHIqLGqSwaxCFnHkhHtIvWdASpUmU6o4mKCR5a+yyWaCMj4vF4iQtJ4loC3TYQEVGQsbEpqSpBVVUiLVEsbETAwMTWbUzLZPnKFayunojicfHB8s95+qNXKC8oQdd1umJhkrn0V+8sivwFtIbbEQTBSS5aFlk9Ryqbwe/xEklEWdFQy5HXn00snSCWjDtumbKCJckoksTVj/6F9xZ9hiiK6NoGN09REDAtk1gqwU3/vounPniRwaWVzBo7lTkrF6IZmnPuetwzBUHAo7gBm8qCUvxuP2OrRtASaaOhsxndMCgtCJHMpmnsaiWVTecLSLdVIP5Ngvotta+urqaxsTH/d1NTE5WVlZtrfiJfoaXYtt3S8/8OQRBeAGYB2wPxqSMn8M78j/PFDZuDZdvbzHZ9W+KGx/9GNBnH6LHAtWyLdC7DeXf8liN2OTA/zSMIAgfO2IvlD7zP4decycLaZX3cP1vDHRx9/bl8+NdnmTl2qrOsu53DrjmDmoY1KJKCYercfM7v+NVPz/rej7MXK9avdvjZX8ns5/QcX67eMJ3U1NX21VUB0AydV754F4CFtcu4//WnWPDPN782GP8qMskMpm5sstzQDNKJr74g+yLWHSfcGqZyZMU3Mo35sWD1gtp++Xxur4uzbjiFQ889GI/vmyvCyIrMRXedz63n/gMt4/B3VbdCsDjISb/pX3NWURVO/d3xnPq741n04RJ+e+j1mxgpfRWmbvLx87O/tjBvO/43sDXa4L1Uk5UrV5JKpZg5cyaqunlr7YEE4ulMmt/f/2c+XjUPr8fLkdP3Z8oUZ+YykUmRyqapDJUDsL6jifXtjdz/xpMEPAH2m7QL5x1yan5b7ZFOBAQCHj9Bn0AkFcewDEZVDuNn+x7NlffdhD8QYFXTWj5b9iVlRSVccPjpHDB9D+atXgK2jY2Apulo6BiWSUSKk04Wk46lUT0qyfUp4oMSRFIx/B4vmqBDTmCvQ3ejbmE9revaUFwKSVfaqUEybHKmjqfITVqIU1RQQDaRw+f1Epfj6C6TpJwmW6zh0lW8tofq0ZWUVIaQJIniHrGAdDJDKpLCX+glp8hkUhlH/QQBQYSyoaUUlRVywGl7Ube0kWhnlI7GLpJ2GiOhI9iOwY9pWBiagW1aSIpArDuO6lJpWt2EKDkccl3TkWIiXSUxJEMAEXKyTs6jATaRiiSFcpCMnENSJXK6htul8sGSz3h30Wck0knao13IooRt2mTkLIqooNsmXreTRc4aTmxhYaGh45JVVnWspXZ9PasSdZg9QorQ45gpiCh+N96Aj+uevJ3a5npaYx2osorX7cajuknlMrgUFZeiEEsnMXpoHplcDlmSUEQZS7DI9hj2eF1uNEOntqUOy7Yp9AaxbBuwEAWB0oJifG4/dW0NyJJEWUExDVouHyOIoohpmUSTMeLpBGtb6ikOFjFh6BguP/Y8Vq9aTWF5MZfcdwPhZBRFknueMZFYLklhQQGqqhLw+HHJCjlDJ5lJU15USmVxOV3xCD63d5tSU7ZmWwPNnM+cOZM1a9ZQV1dHVVUVTz/9NE89tak7syAIBcBewKkbLfMBom3biZ5/HwjcMJD9/s87a55/2Gl5F8zNQVUUJg4dw4wx/es327bNZ8u+5NmPXmX9Zpwcvyu8Oe/DfBC+MZKZFA0dm7o2DgqV8fofH0MSN71BM1qWP/3rrvzfh19zJovXLieTyxJPJ0jnslz5wJ94f+Fn2/YgtgJjq0fmZZk2hqqoTBs1Mf/3rhN23GJgldGytHS3889XHtuqPsw6eEekfoq4FLfKTpuxMdeyGjee9BeOrz6dX+56OT8tPYWn//KfrdrvjwmbM76xLIsDfrbvtwrCe7H/yXvztw//xL4n7cmk3SZw6lUn8OCSOwdEI5m69xTOvPFUVLeKL+j92v5sTl5yO/530FuQOVCDHsuyWLFiBS6Xi+nTp39tEA5bdsqMRCLc8OBfeXPpp9gCJDJJHnjvaT5Z6vBLg14/pQXFhBNRslqOhs4WFFlhaFk15UXFvLnwI9oiHfltjSwejGXbWFgkMo6pTWlBMUfvejAfL5uDbuqsa1uPLEkEvH6yWo7/fPo6NQ1rqCoupzJUTiKTJGmn0dGREIlKSZqLOlA9KqpLQdElxnUNI6tliVtJJEli38JZ6Gmd3zxyEcdfdhSKWyHg8pFTDGKBNAl/ik4i6JZOi9ZBTtTQBQPbDesr2lgzvomGIR2sGdHImvImhk0aQtnQ0j7nyjJMTMMkm8whKzIujwt/gZ/TbziJ4y8/iv1P3Ztz/3I6B5+5P2NmjMRb4eXT4oXMrlzMF6OX0VTZgaiI+Aq8DvdfktBNjVg0RldrF5btBOm2ZaNnDdxp51htEQRbwJf1kPCmUd0q43ccw7Bh1cycsAOjKoYxuLSSfabuylvzPyaVSdEa7kDL5Yim4sSyCQzLxDANVElFN3XSuQz5O83upUTpmB06p//9EnQMNr4TBVOgyFPAOws+5vM1C4nnUlQNqsCluvC4XBiGiUtWABtFkrFtp2ATnGShJIkYlknQFyCrO0kIwzLpiHYTTcV7gm/QDA1JFFFkGb/Hz8hBQ2jtbmd9RzNZLYdm6PjdXkSEvMqOANDz7AiCQHc8wsLapXy5ajE1LWtJ5dLcdMYVeFTHDTSn59B0DVEQWVa/mtfmv09nMoLX7WXC4NHsN2VXRpUOJhFP0LK+iaamJtLp9DZLiGyNvb1zaFt+L8iyzJ133slBBx3E+PHjOf7445k4cSL33HMPgiCct1HTo4C3bdve2ESkHPhUEITFwFzgNdu23xxI3/7nM+KVJYP4+LbnOe+OK5m7chGKLPOTmfvQGm7ny1VLkCWJ4/Y4jLsu/GO/F6m5q5V9Lz+Blm5nSkg3dH62/zHcc9HN34uZSXGwiMbOTe2zTcvMC+h/FQ0dzbhVF5rRdxbAtm1WNToukKub1rFkXU2fCm1wildvf/5+9p222zY6gq3D+KGj2W3iTD5dNrcPPcWlqFxwxOn5v28843Lenv8x6ezX8/8zWpaXPn+bK068YMB9GDllOD85a3/efOQ9siknM+/2udn3xD0Yu2P/xjC3nX8Xn774BVpWz1MmHr3+KcqGlrLvCXsOeN9bgmmavP/0x7z5sJP1P/jM/dnvpL22+b146u9O4IvX5vXhybs8KvuetBcFxcFttp9xM8dw9ZOXf6N1j7/kKA45+0Bq5qwiGArwxE3/ZvbLc/tIHIqSyE6HzNieDf8fhW3bebmyoqKiAT0Hra2tdHZ2Mnz4cIYPHz6g/WwuI95LRens7GR5+1raY53Qk7EVbHh1znv857M3WFa3kqDXj23btEc6sWyLCUPG4u4pLJdEiVQmTV1dHR0dHdxx4Y1c9sAf+M9nb2BZFgXeANlchl/edQ2lhcU0hduQZBmf24tuGHhdbkRBZGn9Sh5/63kirVHMnKMq4jIUglk/tgbtRRES4SSSJKLlDDzNHianR1IyMsS0naewtmYd/qAXRVXY+4Td+c8/XsJOOlbwoixg26DZOm5RJaWniVlJpHg3LlMlXBpDtiSCKR+CLRApS7LH+bsjKzK1i+qo+XwVgihQPrQUy7Dwh3woioooCSSjKZZ9sgJv0ItlOvSyQJGfBe8u4j17Dhl3DjtigW3TWtlNMO1DSkvY2PiDPtyKl9GTRzG7bg62aWMLGwbfak7BpSuoCUeO1nCbWGkLBNhz5E6sXLgO3dBRFZUyl4eywlLq2xvJ6Rq6YTg0T6dOFEkQMbFA1yktDDGktIqa9WswLStPBxVs8DW7CSsRFEnGMi0MTGcbkkAkGyfenuTaJ25zZj4EARBwKSpel5tMNoMoSg49xXZ44rIoIQkiZQWlhBNhuuJhbNtGEmUMy+hDRRUFAd00UGUVSRRxKSoLapeT0bPkdKduIpVN43F58Ht8lBeVohnOrGRbpBNZkrDt3iLRDA+89S/8qpc5DUvJaTkqQuV0RDvJahaCIJLuycinsxlqGmoZUTGEqpIKutNRdN3g/CNPZ8qESXlnzGQySU1NDUVFRYRCoS0OgjeHrQnEN5Yt3RIOOeQQDjmkr/LWeeedx3nnnXdP79+2bT8CPLJxG9u21wHfyI3vfz4QB9hh5AQ+//vLGKaBKIj5l7Vu6Eg9TlGbw3E3nMfalvV9aB5Pvf8Cu4zfkTMHYBrzbXHpsT/nvDt+Syq7gRKhyir7T99js7rgo6qGbRKEg/OynzVuKgAvfPZmv5lngLZwx7fv+LfAS9c/xKX33sCjbz9LTs+xy4QZ3H3hH6nayBhhwtAxzP3Hq/z+0Vv5vGY+JcEQKxtqyfVz3Bvb8A4UF/7jPHb/6S689dh72LbNAafuw8wDp/fbNpPK8v6/PkbP9T2f2XSOJ296dpsF4rZtc/3xN/PlWwvyRZQrvljJpy98znXP/nabBpujpo7g5teu5Y5f3sP6FY24fS6O/L9DOfsPP9tm+9gW8Bf48tflojvPZ9WXtSSjSTLJLB6/G2/Qy6/vPv8H7uV2fBdwTF100uk0DQ0NFBcXf2170zSpqanBMAwGDx7cRxVlS+gvI96rNe73+5k5cyZNj/we0zQdGVzbJp5O8coX71JeVAw2zF4xH9My+emuB1NWWEIkGUM3dCLJOMWBIrRElqw3mzf7+d2Jv6S2pZ7SwmK6Y2Gau9sBGDloKM0dreR0DdM0cakqg8sqsS2b1z9/j2XLa8iYWYe+YFm4TBdyoYJt2cgJESEMgiji9bvJpTXS3WkaulN4JQ8RJYYyxMX6NQ20drdwwNn7EH79FYqlItyiSmcugiIYYEMw7iPhT4MIRQTJ2jk0xSBakKTA8hMMerFki4+f+4zn//YqpmFSPqyUUGURpmkSa004WVgbBFFgzYJ1jNlxJOXDy1j04VLWLFiLltFZN60BTAFBsBFFCRtIqVkKk4E85WDszJG01XcSDAXJpbr6UBHKu4qIlCTIqc63wZd0U7kyRJQYz138AuN3HEIml8MdcHHSr4/hri8ep8hfSHukk7ydp43DfbedTHWBGOCak37N3156oMfDw0awnaxyYTZAmSuEoIoYloYoSmA565tYmHqOoDdAa7g9nwgTEDBMHa/bzahBw4hmE3THIyR7vvtlBcXkDI3WSBt+1Usyl87HLr2xiY2NLDnX3LBMBFNn78l7sMv46dz0zF3oho4sSRg9x3TYrH35w2mXIysK4XiUKx68iUgyRjqbwbStnhy5UxQb8hdSWFDAl6sXU11SiSRKtHS3IYoCpmVh2hamZaEqAutaGxhVOZTmrlZUReWfrz1GcbCQUZXDELwyBWohddEW3l72KQWqnwkVI/MGPIWFhf1Kim7ueR5oAiqdTuP1/ngFFP6/CMR70Wv/3ostGba0dLWx4Ctca4BUNsM/XnzoOw/E7R7e+mE77cdLs99GVVR0Q2fWuKk8ceXfN7tegS/IhT89mztffriP9bvH5ea3JzkV/E9/8NJm1z94xt7b7Bi+CbxuD/+86E/cfeFN2La92Ydt/NDRPPv7ewHnXE35+f7UNNT2uV5el4eLjtp6zrsgCOy4/1R23H/qFtsmo8nNSutF2iNbXF/L6Xz4zCfMfXM+pdUlHPbzg6kaWbFJu+Wfr+wThIMj9zf3jfnUzFnFhJ0HZr89UEzdewoPL7sb0zARJfFHn1UuqSzmiTX38dFzn1G3bD3DJg5hr2N3+6/m6m9H/9hYG1xRlC3ytxOJBMuWLaO6uprq6moaGhq2SgXlqxnxSCTCihUrGDNmDKWlzkB/UKiM5u42NF3DBmRJQtM1vC4P89YsQRJlbNtm9op5HLjjXgy2KlnTXMf4waM4YNROlISKGT9+PIZpcMPjf+Pe154kkUngdXkdGkGPY6ZLdTG2YgQlJcWEEzFyeg5JkLj42HP4zZ03EjeTKKKCYIAhmMSUBDlLx8ZmdGgIUqdjlJOKpbAsG1mVSGUzvJL8gKQvw9uPfk6B7ufqI3/JT885jG7iLH5nNV6Xl5KgQFcqjNd2Q5eNZVoIhkDOymG5LeweOk1MTCDpEu3z2nj4sidIRtOIgkjTmha8AQ+5rIZlOPbroiAiKTL+Ih8rv1xD4+pmOtd3oeV0R64wJxIJJfNGPoouocsGXUUxioUgsiSjZXXO+sMptK5tI51IO9xx20bXDDymix3WjSIaSiFaAt4mFdEWEVURQzNont2Cr9CD7TZ5/vcvk5yWZProySxZtYKG7mYMTERbQDQFJFskKPi5cJcz+LRmLoNLKljbuB4tm8MSbDyGi4rWYsRKgeHDBrOieQ2GtYFaKvbQI+LpRP59uuH/IqlMGl+Zh6ryCjrjYVasX8O4wSOwLJs1zXWEAkVUFw+isbOFWDqBgIAoiJi22RPMb9iXW3GR0zXqO5rRdA1JkpBECQEBy7YYPmgIJT363n63l18ecTprW+qozTQ4VBXB2XY0lWBQ0FFdc6tu1rbW43W5nXq1bA5FlMnpOXwuL7LsDATenPcRu0+YgdftJZ3LcOE911JVXI5lWrSFuyguLCLo8aOZOrpqc8yogwmHw9TX1yMIQj5bHgxu3qBvazLiAzHz+SHx/1UgvrVIZtPIkkSun8RxPJP8Tve9tqWeg648hfZoF5IoYgOn7n80Fx99DqOqtjydevM5v2VIWSW3PnsPXfEIu0zYkVt/fnW+ILWpH7oLOO+6U/Y7ehseyTfHQDhdG7d9/Y+Pc8hVP6OurQFJktENnZvP+S177/DdGeuYhkm8O4HqUTeR1RMEgUm7fb3TYyaV5Ve7Xkbz2jayqSyyIvPCna9y7TNXssuhffnoiz5Y0q90n5bTWfD+km0eiPeiVx/9vwGqW+WAU7+ZpOJ2/PjRnza4LMubDapt26apyeGnTpo0KW9Tv6XiS93QyWhZAh5/HwOgjako06dPx+PZYPJ14I57OVbzsoplW6RSSbw+H93xKLZtI4sipiVQHCxiYe0yPrjlmXzfKisr80ovT33wIg+++TRKD/UklU2T03OossKY6hG4FIVULsV+I/Zg5/HTGV01DCth8eXH83CJLizbwswZPZWBIOkSBZKfoOKnIdZKpDSOkpUo7g5Q6A5guaCtPEwnYUBAs3TCcoy/vvkAO+07k3N/firRUJL7XnuSRCqJpuvIaRFLtpB0Z4CetrKIloAoi8iChE/xEsDHf25+mWQsjSiJyIqMrukkwklkRUKQRGzDwpZA9SgkwkkMzSSXdgZYCGApNomCDKbckzm2QVNsWqq6kG2JBrmdfa1ZrFtcj57TcXldDBlfTVdzGNu0iXbFCHvj1A1rxXZBSTKIt7HY0SU3rXzCO5PMoWV1cukcZaFCOue3M8pVhapKtCgduGwVI6MTyPgYYVUTr43TXRGmrLiEQleQDq0LwYLitiAVHcV0TY5RGirm4EFVfLFyAdFUHEkQAQHL7rnvevYti1KeOuF1e+lORkERqWttIKfnWNvaQEWoDFVW8KhuSgpCxNIJFFkhq2VJ65mezTkbFAUBn8sL2KzvaGLBumWYtuVorYsSkigiSzKTho4FHK+VS+6/gbq2RprC7bgUFY/qRhQEsrqGbmg0h9tY29mIbujk9BypXAZJFKkqKu8x+HG+S4ZpUFFURmNXa54soxk67ZFOJgweQywRpT3aCQKMqx6JaZm8Oe9Djtn9EEaNcmifuq4TiURoa2tj9erVuFyufGDu8/nyMcHWFGsO1N7+h8L2QPxrMKpyGAGPrw8tBBxqyLF7HPqd7de2bQ7+7anUtTX24T8/8tYznLDX4X0CccuyeOGzN3jyvRdQZYUzDzqBA2fshSAIXHDkGVxw5Bn97mP66Mm8PX9TVZ0Cf5DRAwj0f4wYXFbJkvveZXn9KrriYXYcPYWA97t7+D596QtuOfsO9JzDCxdEIV8YKEoibq+Lc/64qXvXxnjxrldpXNOSl9wzdANDN/jTaX/lhfYn+wTBgVAA1a1uom+uuBSCxQNXhfkuEeuOs+jDpXj8bqbvuwOysv0Vsx3bBpvTBt+cxreu6yxfvhxZlpk1a1afj7YkSWha/0paT3/4Erc+dy+mZTJhyBjuOP96QoFCDMNgwYIFeSrKVzN15x/2MyLJKO8s+ARVVBldMoRVnfWsaqrFMB0pv7KiEkRBpMAXYOnSpYiiyKxZs+js6qSutQFvUYDPls3Dti3cqge34kJERJYk9py8M1k9y/rOFnKGxoeLP+epD17E0i0mdY6g0lNOdzaMbpkYoolsS8i2SAAvxXYBkVSclJJBtAUEt0Dr5C5UTUYVFRLeNBo6CAKSICILMmuMep584XkWaiv4YvUCkpk0IyuHYiR1mlKtVKSKqYiW0OLvpKmsE0SBMrWEYqWAZCpJOpymo6GzR2rQwsSAnvejZdu4FAlsG9Mw8fjdiJKIltEQRQF3wI3enaShqh1dMZA10aF2SBaWaCOZIqqhIMgCi/yrmVU6DU/AQ/WYSgQBvAEvNXNWk5FyrB3RjGQISGmJqJ2kRA4i6Aq2tSHJY5kbijvthTa2YhHVoxTgQR9fREbJkfZm6AhGyFkGDR0dDMtUs6x1NQg2XsNNTtAQvSINle10d65BkEQqSsvZadw0Plg8G9OycCsuklmnvq83cDYtExsIeQMMLx+MV3SxqL4GzdAREIgkYiTSSSTRKdSMJGP43B4sy3LcUz1+LNsik8vkjXZ6nS9zegsBj49Cb5B4JollWciSzAHTds/PfN/8zN2sbVlPW6QDXdcxbQtJcFRuLMtCVVRimSQFvgCpbArdNCkvLHH6LcC+U/dgZVMtqWyKsqJSMj1BejqXwev20BnrRpZkltStIJ5KkNYztEU7ndluQczX3vVCUZQ+lvWZTIZIJML69evzme1QKLRVgfj2jPh/MURR5NHf/I2jrj8HXdfRTQOvy0N5USm/Of67453OX72EtnDHJkWIGS3LnS89zJ5TdgacD9NxN/yCt+Z/lB8svDrnPc75yUn87f+u/9p9/PHMK/h02Zd9tLi9Lg83n/27/2onQkEQmDT8u8kMb4y6ZfX84eRb+gTFgijg9rkoKi9i8m4TOO33J1I1arMapAC8//TH+SB8Y5i6ydoldYyZvqE4dJ8T9uCe3zy0SVtRFH4UGub/ueMl7rvyUWRFcqaUFZm/vHkDY2eM/qG7th3/5bBtm1wu18emvhf9zZrFYjGWL1/O8OHDqajYlOa1uYz4wtpl/PmZfxL0BlAkmeXrV3PNo7fwx1MvJ5VK9aGifBVu1cUNp13GtadczOc18/nFbVdQUVrOhCFjWNlYi8vlwuf2ktVynLrT4RQXF1NVVUU8neCSB//AyoY1uFxuFFlGkRVyeg636kYURYqDRfzupF8yfshobnnuXl795G2W1NWQzmUwDJN2oZNySgj4AngiMTTJwCUp+EUvoi2S1rJ0CzEwBMS0gOSW0FQdC4u0msUQneJFbBsTC8PKIZkit3/yAG7FTU7R8Lm9NHa0MqZoKD7JQygRpMJTSkkmxJj6IdSMXU/OMuiKhsmks5R3FBGXUnhwIdgCprHhe2bbNplk1tEdt8Eb8KC4FEpHlCIPUVj1yioA0l6nH4gg2KITx4u2o9dt29hpm7AZZfiUoWhZnaMvOpy3HnmPL99cgCSJ2AEQBJAsGcEQqGosQbD7mWXdSFhJy+pIQZGA30c6nIE2C6PKQFcNTCwScgpVUInIDsdfVCQswSKY9BL3plFdGkV2kFg2STgRRTd03LJK1tD6db+2bJviYBEBj4/h5UNY07gWr8uDKquksinciouMlsXn9pHOZWjsbMWjuJg5bgc+XjoHQRBRJIkWXcMyHf6+YZrY2GiGhiwXMKqkipZwB4lsipN2P5zfHHc+giBQ21LPh0s+py3ahWn2zKLYkNEydMadgUM658hL9haAGqZJJpfF43IRTkRJZJMcOmtfltStpLGzmXg6ic/lYd6apQTcXiYOG0skESOtZfG6vaRyzgxPQ0czouS4yC6pX8nIXIYRg4Zscn48Hg8ej4fKykqngDSVIhwO09raiq7rZLNZQqEQRUVFKEr/dONUKrU9EP9vxoEz9mLxPW9z9yuPUd/WyH7Tduf0A4/7To1voqm4U+DxFdi2TWdsg4nTh4tn9wnCAVLZNPe99iT/d8TpX6uLPmPsDnz01+f47UM3M3/1EgaXVnLtzy7m6D0O2ew6W4tMLsMLn71JU2crO42bxp5Tdv7R84wHihf+8eomxZlONlzg2n9fMeDgc3Oye6Zp4fb25TYHQwH+9Oq1XHvMTRia0RPsKtzw/O8IFP2w024rv1zN/b97DC2rsbEE/G8O/j3/aX38B8uM27bNi3e/xr9ufo5YV5wx00dy/m3nMGGnsT9If7bjm6G3+G5LxVm2bVNfX097eztTp07dbIHW5gLxlY1rsWwLtad+qMhfwBcrFrBmzRq8Xu9mg/CvbvuTZXMRRQGPy43H5WbyiPEoksxJux9BUPBw0J775Wkyd770CKub11LoDeLz+2nsbKHQX0B3LEw0Gceturj8uPOYOMy5ZxPpBC2RduLpRI9MrU3GztGhdTO1YDy2UknSTKGLJkco+zK3exFxJYlbVrFzjpqLZujYbtDdBrYj2tFzAjeca1O2iJEkpWcQTRFVcWT1IvE4pmkhWRKZZBbTNLAKbfabuTvrO1pY/0UD2aIcTdVdNFV3Uhj2M3JNlZOJVwWQISVm6CyJYgswKFHMuP3GstMRM3jgrifQVmpkEzlQoAA/OUsjI2tOtGKDO6PiSqoYkkHGq1EU9vPgb5+geU0rJ1x+NEdfdDiFZQW8fNcbhFtjIDr64YVhH6omo7kN1KRzfUVZdHjuOIomsiSjmzou0YVhmk6RpQgJMY2OY9qjo9OtRyhQAoyvHI1P9FAbrSNhx0moGURk2sVuTNNCMES641Gmj55CcbCQN+d9RDKbQhKkHpdQp3Qyp+XwujyAjSrKPW6VjnqJaZnopkE0FUfAJpKM0m1ZtH7ewbBB1XTFIhimgYAzSO3NNIs40o7pXAaX282wysFkcllO2vsI7n31Cd5b8hmN4VYyeo5EOoEobLgRbJzvmZOtNhBFkUgyhmlZeF1u/B4f6VwawzRo6myhsbOZqtAgJgwezdsLP3EKKRGIpGK0RToo9AVpCbeTsbIU+gpQFAXN0HGLItFUnPvfeAoQuOjIM9ltYv8SweAMuv1+P36/P/8u8Pv9hMNhmpqasCyLwsLCfOFnb1IxlUoNiJry5ptvctFFF2GaJueccw5XXnnlV/e/N/ASUNez6Hnbtm/o+e1g4A5AAh6wbfvmLe6wB9sD8QFgVNVwbjvv2u9tf7PGTu1X0cTjcnP0bj/J//36nPc3oc2AM+X19ryPtmhQNGPsDrzz5399bZtvipUNtexx8dFk9RxZLYdLUZkxZgpv/elJXOr3Wzw3b9VibvrXP6hpWMOMMTtw1ckXMm5I/zKEA0VbQ0cfmbxeiJJIV0uYgYZ5P73gUNYsXNunAFMQBMqHlDJ4bPUm7afuNZnn256gZu5qBMGR//sxcLhfe+BttOymmX1DN1jw/mJmHbTjD9AreOj3T/DcbS/mjX+Wza7hkn1/x52zb2HUDj8+A6/t6B+iuOVi4V4VE5/Px6xZs742aN9cIF5aWOxYkds2YNMZ7qYyVMbMmTP54osv+rQ1TIP5a5aS1XJMHj6OUKAw/5tlWcTSCTqi3YQCheQ0jerScqZXj2fSpEl9lCFqGtbgd/sAoYff62Gfqbuy1+SdSeey7DphR0oLNyjCTKwaTVci7NAQzB5ZPNtGF3QM3cCjuBg+cSjhaJQj9jqI0JsBaubWEi5LsMi1Eg0DQzKxRRvBckx0eiX6NoZDMZecQkBTIBZPOJJ5CAxRKhikFKPpOgQE/KU+QlohI6cN4++LazAEE1kXsbGJhBJEByUZog1CqVaJZRLUFK7HFGwEoHtQHN+iT+gcE6fZ1Y4Z1UkHMrgslSHt5Zghm1QyQ5EYINjtxdUgo8k6tmATLkowqCNEzswx+6W5uDwqJ//uOCbsPJZ3H/+QYIOPsq4iWkPduDMqsi6hahuyprIiYQoCqkfB7XFjGCa5iEY2lsMyTURZJFqZRPSKiIZDj1FQsRUbKS5ipTTWuFvpcHUTLUjgNlXiStLRLBcEuuIRgl4/w8qrSOeyuFWHmuLYLTnZcEEQcKsuJFHivcWfYpm2o25impiWiWXbyIKIbduOmoll4VbcaIZGe6SL0ZXDaOpqRRBEJEHAwkSRZTyKmxGVQ6hvb6IrFibg9XPB4Wfwt1cf4cMln5POZcjqufzAy+q5551rL+D3+Iil4pQUFBNLxpDyFDCB4kAhXfEwQ8uqKS1w7s2l61flHcB7IQoC9W1NyJKEKDj1HJZtU1ZYws/2O4YXZr9JdWkFgiCQyWW5/42n2HXCwORmLctCVVUKCwspLHSePcMwiEajhMNh1q1bhyRJLFq0iFgs1qeeoz+YpskFF1zAO++8Q3V1NTNnzuSII45gwoRN3NY/sW37sD7PiiBIwF3AAUAT8KUgCC/btr1iiwfC9kD8B8f81Ut4Z8HHBL0Bjt/rcEoKQgR9AW4592p+c/8fyWhZbNvG6/IwfNBgzjr4xPy6hf4CVNkZWW4MWZI3qzH+feGEP5xPdyKSf8gN02DuqkXc/vz9XHniLwe8ne54BN3QGRT6Zlbqb8/7iKOuOyd/Htc01/PiZ2/yye0vMHUjg6CtxYwDprHko2WbFE/qOZ3xs8YMeDv7nLAnSz5ezhsPv4MkS451cMDDH1++ZrMvI0mWmLTr1xeBft9IRpP9G+fYkElsOh37fSCbzvLsbS9uwqnXMhqPXv8UNz5/9Q/Sr+3Y9jAMgy+//JLRo0fnuaVfh80F4vvusCv7Tt2V9xZ8iq7rBHx+br/guk2C+pye4//+cRWL161AFES8bg8PXnwLIyuHsaB2KW/O/4hUNsPqpnWIokCxr4jLj/w5EydN5MOlXxCORxg3eBRTRoxnTPUIVjWuxad4HB68qTN5+DgO2LGv7Klt29TW1tLW3k6vOp/dI3At2CJezUNXNkppdTE5SeOqX1zIftP3YEH9Ij5qno8lOW1dlkpxt5vWwWFMxUK3NzWMA7BNEE0BSxYQRQG/5MUbdrHfsF0ZIlfQFGsm3BSleEoJniIP3au7ETwCaVcOQevNrQqO3KCcId2VQW4yWD+4lZyqOwMBW0AyJNZk15NZqpFan2JdeRNWkcPZHtxRzsSVw0gnM/gL/cTbYtg2uA1He7o6486fh0QkycfPfU7ZkFKm7TuFIRMG09nUxYiuKqrTZehxrUdicMN7tbgyhMuv0lnfTSKcRBAFxBKJsBrFtCxSlTl8qo+cHXMUTySHJqOaMjtXTmNq0XjuW/4vfH4fJb4iuiNREnYaSRDz45pEOsm81UvZYeR4fC43YVFEygq40yqKLCGXKgS8fgzDJKvlsEyLHYZPIJ5O0NDZSjqbRpQkDNPooWY5Kilulwvbtjl5n6N48K2nSWZSWD3a3zldo9ATpDhQREWojFP3PZq3FnzEg28+xfy1y1B6FHw25zgpCE6/LdvCLSuowWJSeoYifyE3/OxSSgpCXP7AHynpkVDWTYN4Ko7X7UUzdEzL7HFK7RlACwJ+rw/DMNANDb/by4iKIX3UuNyqi+54GNMyN1G46w/9qabIskxJSQklJY7Ki6Zp1NTU8MEHH7Bq1SqWLl3K/vvvz4knnphv04u5c+cyatQoRoxwEjQnnngiL730Un+BeH+YBdT2aIkjCMLTwJHA9kD8xwzbtjnr1kt45qNX0QwNVVa4/L4/8MJ1D3DgjL244MgzmDZqEne+9DAd0W6O2u1gzjzoBLzuDaO6U/c/mhufuqPf7f90t4O/r0PZBM1draxuWrfJQ57JZXnozX8PKBBv6Gjm5Jt+yZerFiMIMKJiKE9c+Xemj568VX254B9X9eHlmZZJMpvm0ntv4L1b/r1V29oYh55zEM///RXCrWF0zfmQuX1uDv/FwYQG9a/v3h8EQeDXd/8fJ1x+NEs/XUFReSHT99vhv46nv+cxu/HFa/PyBki9MHSTqftM+UH61NHQiShtmhW1bZs1C9f9AD3ajm+D3mn3jdEbnGqaxi677DJgHujmAnFBEDh/35OZPmgcFYOr2GHkBEoKQpu0e3XOeyxYs9TJoAsC4USUm56+kwcvuZW7X34Mn8vDxOrR1LSsJZFNoRsGVz5+M//67BXq2xsdB0PgyF0OxLJsktk0beFOinMh9p+2e5+ZT3ACiiVLllBQUMBndQtRBMUproSejDjs2j6ZoTsNo7sjTEk4RNvrrUSHx3lg1X/I+XXMnFMUaHtsdrImU1IapT7dTCaTJSVksAUbSROxBBu7J2jXJQPREhBskemJccg1UFJcxHJ9FQvVlRhDTabIAqWZEIZgMHfBQtymSkzOIWvOO0wAfCk3lmAj+AQicgJdNRFMQAJDNsl25fDOdbEkuArbspBsCVu3aSzroCgSoKqoDFlRiPVc/o2D6V7k0llSMYkHrnyc0sEhxswYzcFn70/9svXM+3gJWcl5N8mGlF+/sLSQyollRFpiCKJA2ZBSLNPCCltkCzV8ip9WowsBMEUbv8tNOp0mg8Uj6/5DhbeUjJ6jMlhGqLiA0qoSupbPcygdG0kJrmxaS2VxGeWhcrQ2napFIQTLKYxlpIRvbAGdsW4SmSRe1ZOfAXIrCrohU15YQiqXIZyI5qknmVwWSZR44K1/sbqpLk9zkSUnoWNjUxIMYdomN//77jxFRBFlsnoO3eh/AAagSAqCAC5JJdZTKCoiEHD7+GjxF+w+eSZH7nIg//nsDdLZNNFkDM3QCYgSsiT1FKA6/fR7fGi6xpiqEShIIAiUFZcwqnIYqqwSScTwe3y0RzqZPmrygIJwGJh8oaqqnHLKKSSTSY477jgOPPBA3n33XdLpTZkEzc3NDB48OP93dXU1c+bM6W+zu/S4Z7YAl9m2vRyoAho3atME7DSgA2F7IP6D4ZXP3+HZj1/LB4lGz0fhuBt/Qcezi3GpLnadOINdJ87Y7DY0XeuRROqLa0656DtVC9kSLMumn/dkz2+bd8HshWEa7HHxUTR3tec1wWsa1rDPZcex9rHZ/X4Y+0M6m6GurbHf376oWTCgbWwOvqCX+xbcwb9v+Q+fvPA5/kI/x/76CPb5huY9FcMHUTF80Lfq0w+JPY/elVfufYOaOavJppwiLNWtcs4fT9umTpxbg5KqYky9f4m6If3QfrbjvwvZbJYlS5YQCoUoKCjYbKFWf+gvEO8NdoPBICcffly/1BbLshBFkbawI8HWm83zujy09BjuxDNJVFlhTaS9R+ZN6sn2RXh7wUfsMn5HZEliWf0q/vivf+TVM3yKm6GuKk7b/9g+HhfRaJTly5fns/2pTAoLEw9udFvHtB2dayNg0/Z2MzvsNZmSqmKa1jTz4D1P0p2M4Pa4yUo5TMNEVw08QR8nVO3G2x2fskRfiZbR0SUd0RLwpT1k/DkM2UBAQDZkfLabpaxhsjKSz+bOYc2YZkRNwO12scqudwYTDQnk0SrTouOZby4nqaRBgPLWIooiAVwFKrbLRncbON7tosNJFy1UWybdnsYKWkg5EcECSZaRDduhZ+AU6X0dVI+LbDKHoZs0rW4l3p3EX+ijaGyIhjmt+GUXhmSSc+l4MiqSJRHvjiPWCngCbjKJLB6fm+7OCGpUxi95WVvUgkd0ERGhvLCEWDrhOGs6QxrWJ1sQENBjBjErwdRRE1EkR1e7F849YjN/zVICbh8jV1cgqiKokM3lkNZaNJc1ow51s+8Ou/LR4s/5YqXzfeqdDe91mXYMe0wyWhYBR9e7KxbuY+DXy3nfYch4Jg4dw+crncLVgNdPKptBkWSSmRT2ZhypBQRH9UtxcdGRZyNYsHjtcmo711PqD7GsfhXPz34Dr+pBM3WnIFSSQRBI5zIEPH5cikY6l6WsqJSgx0d7tAufx4uR04lnUxw9cSbFwSKuOelC7n39CbrjEXYZP51zDj7pa6/xxtgaHfF0Os2gQYMYNWpUXibxq+hvdqCfWekFwFDbtpOCIBwCvAiMpv+Ip//phn6wPRD/gfDoO8/2y+8G+HjpnE2mJfvDbx+6uY8NfC/uevlRDt1pPxo7W9hhxAQqisu/dX+3BoPLKhlWXs3KxrV9lrtVF6cdcOwW139r3kdEEvFNjJR0w+Cxd57jkmN/PqB+uBQVl6L2W6levBlX0q1BMBTg3D+dwbl/OuNbb+vbwDRN1ixYiyRLjNxh+Da3ux8IJFnilrdu5OPnZ/Pxc5/hK/Rx6DkHMn7WD1cU6Q14OeTsA3jj4Xf70FNcXhenXzvwF/52/PjQ0dHBmjVrGD9+PKFQiIULF2IYxoDtsr8aiIfDYWpqajarirK0biXPzHmdBZ2rOGaPQ5k8fBzgFLLJkkQ8lWSvHjWrvSftzH2vPUEyk+oxRRFQZZWslcO2DQzTIJFJ0p2IYtlWvuAyqWVYtn41F99zPa/e+AguRaWxsZGWlhamTZuWLzw9eNY+fLFyIdi2k8ARQJdM3i2YQ0gOUp2oplQooaAkyNqGBgRBIJqK91HhavS2Ya5dQKvZQdxOYrscjrgum+hqiqJuP7YL3LqKZVmkC3J0+2KEJ8bwmC4st43tgqyloXSmWWnoVHhLGTatCtOlMemTEawoWkda0dBcBpbfMWazAwI5UXcytoKFaInIuozbcOEapOIyFDRZRzQk5KzIsDWD8GRUItEoqtuRK7SNvvGNoAhggqWb6JqB4lIwdINULMWSj5Yj7KIQrUzh63ChGDKiLiLYAjlFp7Z1PSlPjjGuobhNF5FwjI7WTqyMkxUPhX1YIwTCw+L4PB5imThCDxXIsJyCRHAUs5q62knEUwwprqSusxHdNJCE3iJXAQsbr9uLmBaxVZucpmHaFj7FQ5niYeToERw6c19em/t+3p5e07W8aokoClimw/+22aA/Hk5EnT6wIfKzgbXtDcTmJBlePoSgN0A4HkVVFCqLy1hSv9JRVulxxOyFIsmIgkhlqJyRlUM548Dj0NM5KgtLefaLN8jqOVa1rkMzNTKpXN5ptLKwHMM2CKfiCMABU/fghL2PpL69gaA3QNAb4NlPXiUei3HgtD04Yc/DARhdNZxbz70mv/9kJsXzn75OdyLKDiMmMHPMDpulaG6Ns+ZAVFOqq6tpbNyQuOvV998Ytm3HN/r364Ig3C0IQglOBnzwRk2rcTLmA8L2QHwrsLx+FW/N+wif28sxexwy4Mxsf9gcN2tLv22MDxbN3kTiEKCxs4WZFxyKqihktRxnH3wi//jlH77XAO3pq/7JXpcei2EapLJp/B4f4waP5LLjztviug0dzX0cwnqR0bLUNtf1s0b/kCSJcw85mftef5JMbgNlwuvycPkA+vHfgAXvL+aGE/7suNDZNv5CPze+eDVjd/x2xajfBJIssc/xe/wopBR78cu//Rxv0MsL/3iFXFpj0PByLvzHL5i4y4+LY78dW4YgCJimyerVq0mlUsycOTMfeG/JoOer2NigZ926dXR3d7Pjjjv2a3s/e8U8fnHHlSRTSdSln/DUBy/y3DX38asjz+TuVx7FtCx2njCdiqIyZl5wCG3hToqCBUiShIDjFCxLEjY2kiiR0XJ5e3qxZ0azNxgyLZNVTbXc9p/7mFk9kfnrlhEzUtzw6t0IwLF7HMa5B5/Mv959kaUNK/vk4SxMYq4En9kLGcdoUtEUY0eMxGy3sGwr31QSJVYb9USDCRAg26FhYSHYQI+Koe5yAnwkm0hhEl1y3seaYqCpPTJ3PYZBAgIpOUuXHWXV5w24fSqJkQkyaIimiO7WWeGpZ5fuKSxW1+C2VbKiE0hZgo0g2rSUdtKhRghkvdiGjS4YVLWU4M4pyKIMgkNzUz0qltfGiOjYlo3kkZzalB4XTduy0bKaQw3JGdQva0BOKZSMLCI8OYV7nYw/4iblyWHLNrIh4W6QWbn7eg4T9qFm8SrsrI0aUHss7bPIdSKj/IPJLEozRCynoaqdrE/LF/QqkkImncWyTbqzEcJt0fw1kSUnaBaBiUPGIIoiqWAUOSyiywYyEoqqMHjEINatr+eZ+MuYlonX5ckXagJk9A3fr1yPvrgl2XhU10YJKycUF3qucWmwyBnsWRZlhSUEfD7aw12UF5ZQVlhCdzyCW3XlueCThozF43KT0zXOOugEjtjlQLyqm/ZYElmSWNNaR3c8Sjqbzg8ERFF09M5lEQWVAq+fymAZo4sHs6aulpnjdmDHcTugKArlhcVc8/AtvLfkM9a01nPNKRdRXbJBWjSTy3L1Y7ewvr0ZVVZ4be77nH3QCRy+8wH9PsNboyM+ENWUmTNnsmbNGurq6qiqquLpp5/mqaee6tNGEIRBQLtt27YgCLN6Lm03EAVGC4IwHGgGTgROHlDn2B6IDwi2bXPJPddz72tPYJpOIcEl91zPs9fcwyE77feNtnn6gcfx9vyP+82K7zllYNSiULAwPxr+an8zWpZMj47cI28/y5QRE/jFYad+o75+E+wwcgLrn/yCf3/4Mo0drew8YToHz9h7g5xQJt0j77VpJfOMMVP6HQX7PT52m7R5aaP+8JdzryKajPPvj17OF7ZecMTp/PKnZ36zA/sRIdwe4arDb8grggBkklku3e8qnm1+dLPSiP/L6G4Nk4ymqB5diSRLSLLEuTedzjl/PA1dM1BdA6cvbMePC6lUisWLF1NeXs7YsWP7vCO+zl2zPwiCgGVZzJ8/n2AwyIwZM/KJCsM0+LxmAfFUgknDx3H78/cjCgKFvgI8bjfhRJT/fPoavzryLE7b/xh0w+Dht5/hxifvIJFJIokSyVyaskCIoeVVrG1rIJFJEQoUctMZv+G5T1+nvr0Rt+rCsAx0fUPSQRYl3Kqbvz57H6Ik4FJcxNIJVFlmbNVI/vHyw6iKwvkHnMwlj/2RjJbDsi1EHE6wJMu0m110NnXh8qsM2WEQlevKqO9sQhAd10vLsEgkk5C2SYu5fDLHhnxgb2NTGPETG5ruW8y5sdRhz9+2bZOVNHxpDyQt0nKOuJzCJbhAAcOyMAM2wV1DCB0S5YliuswIGSmHZulgg2SLmBmTdDpLYdhPIOGlIOZFtEQsrHxRX1GFo9ZhGza2AHpGR5REJCQsNjhW9iazBEHAajUJRtx4ZrroroigpnUs2SkUNSQLt6WilIl0psMkXEls0UY3dDwFHgKin0x3Bnm+jd/2UCD6CXR7WDJ1LTm3w9E3LQul55zZPUQjVVQoingoagtgK+CfGeDuC/7ILf+5hxdHLmNoqgx3RkUUBRIzcpRXSKxcsI6uTBTLtrfo3G1jY5gGWW3DsdobMSF8bi+qpBBLJYgmY6xqWosiKZx98Imcus9RnHHbpcRTCbJaNv9drGlai2WZuFU3reEOHn3nWd5d+CmapjF56FjS2QyCI/vew0Hvdb+G1nA7uqGjKi7i6STtyW4CHh9/feV+ijxBhpcNIZKJISFiI7CkrobfPnQzj13+t/xzvLR+JQ0dLQwprSSVTbO+o5krHvoT9e1NnHng8ZtIRm8NNWUggbgsy9x5550cdNBBmKbJWWedxcSJE7nnnnsAOO+88wCOBc4XBMEAMsCJtnMBDEEQfgm8hSNf+FAPd3xA2B6IDwAfLp7N/RtlVXtVSo7/w/m0P7MIn6d/rdqvwxG7HMjRu/2E/3z6OjldQ1UUBAT+ffU/casDC6AuPfYXXHrPDf1SLzZGOpfhb88/8L0G4gAFviA/P7TvPlc21HLmrRczb/VSAPabthsPXfpXKks28KNnjp3K7pNm8cnSOfnBhCqrVBaXb+Jo2mvwsTmoisojv7mdW39xDY2dLYysGEpwGyrKxLrjLP1kOb4CH1P2nPi9Flm++8SHDh//K7Asi09f/JwDTvn/x+o92hnjuuNupmbOSiRZQlYVLr33AvY6dnfA+WBsD8L/u9HS0sL48eMpKCjY5LetzYiHw2HS6TRjx47tQ0UxTIOL/nktX9QsRBQEpJ7iM1mUsU2rJwAyWdfa0GNq4sY0TB549Ul0Q8eluJBEkZyhkzVyHDprfw7deT+yWo5pIyfidrk5bi9nWv6NLz/gnNsuI2LEsW0bWZAcveWuNiekMiCVzSAKAjldpz3WRWWonNfnvs/JOx1GRcixEs/pGlZPJrSouICdRk1nnz13QxM0KourGKUNpsluw7IsdMv5dlnYRKx43unSiap6ToIFtmBT0lVArCIFCpsyYDd67Yi2gCU4gaGaUzFSGiDg93sBAc3QECSJWEGS7oYoWdtJHFi248xoqSY5S2fk8kr8Ca8TzIo27eVRyjoKUUwZy+zh5te2gwi2AHbPLIKTNTY3DBI26pvilrEsG5chYM3JkSxLEcSNaAjYIii6TMabQ3lJZl1sHYINggWWbhE14xiyiSurOMWKgqM57tFUBnWGaB/hUIt0w8irpPSGxP52FyNXO7QGRVLgLbht5H3UpRtRChTC+6QQ1icQUyJWwqb2y0bKQiHGVY+kM9pNR7x7s/eu0DPo8qXcFBgBvCUeUgVZIskYWT3naIiLEitaajFti4lDx2DbNuFkjO5EBL/XT0NHMwCSKOcz74LtUD00XeOv/7mP6pIKZo7ZgWQqyac18wgFCgl4/SxcuxyrZzbJNA1E0ZG4dLncjKkaTl1rI/FMkng6gY1NUs8Q1RKsa2/sI9nY1N3KwjXLmD5mcv7ZEwDd1JlXuwTdMLBsiw+XfE4sleCqk37V51u/rQNxgEMOOYRDDunrpdITgDtX1rbvBO7sb13btl8HXh9Qh76C7YH4APDYO8+Rym4a7EqiyLsLP+HIXQ/a6m0KgsBjV97Br1adydvzPqbA58gXlhWVbHnlHvzi0FOpba7nrpcewaWqZLVc/ub9KqLJ2Fb3cVsjloqz269/SiQZy4/i313wKbtffDSrH/6Y7kSEgMeP1+3hlRsf5tZn7+WBN/6FZmicsNfhXHPqr3GpjmTTbc/dx83/vovuWJiRlcO4/fzrOGzn/Te775KC0LeiEvWHp299noeueRxFVcC2cfvc3PrOjQyfNGyb7mdzCLdH+tfu1gxiXfF+1vjfxRWHXMvaxXU9xZk6kOVPp99O5cgKRk8b+UN3bzu2AcaMGbPZYFuSJIyvUYHoxcZUlP4Mej5eOocvahZQEgwhCALJTIpYOolpGgg2tLZ3ksqmeXfBJ6xsXMtfzvgt8Y4Ifp8PKSrllTIEHArBisY17DRhOvvusGufoKG5q41FtcuRZQVZktBNRyO6NdKBJMqosmMsY1gmlg2iIDpa0B4/4USUNxZ+SMDjyxf5gxMEZrUcx8w6EH+pj4riUTx+4zPMck/BDFm80z3bUVgRvqaKrCeatAWb7lCMpLqZJM9GAa+NDRYYmCi2Tc7QkCWJrJZDEEV0Xcelw/xlSwl5C2jOtWP1cmB69lnQ4SMQ96LLTkAt6xLujELGk0NOOioggij0UGcEkG3QRGwsLMEG00bIM7Y3QOvJmAeCfqywRWl7Ic1VnVS0lCAaAmlvFm/ajQvFUXHp4ZFY2MiaiNmjt27aprPctsAWCLUFCQ9L4va5iKXiePCQMDcUk1Y2lWIJNpZkYQoWak7mkxc/p3ifMhCgYI2X4BoPtvn/2DvvOLnK+vu/n1vmTt3ed9N7IQkhCb33XqWICAgICoiKFRW7on4REQRBEEUEROlSpNdQEgLpPdls723qrc/vjzs72c3uhgQS8Pv95fACkplbnntn5t5zP8/5nOM/QKU2W7izJevYTMryG3yR+Psd8hFJKpqKmFhfg+M5vkRkbgkbKgSO6xDUgwgkzV3t6LrO5pZ6akoqiQbD1LU18v7GFQQNg7SZIaCo9CT7ciRYlf531JOSvlQ8F+TT2ddN2sowqrSakrwiWrvb8KQkFAgyqXo8jZ3NuK6LafmyoEQqgZUNAhIixajSKtJWBkMLUBDLw3YcUmaaB55/BKcnTX5+PmXhImKhCLUtDaTNDIoQjC0fxajSKpZuXpWTuPZjZzXiO0LEPy3sIeI7AHc7Th874gKyPcyfMof5U+Z8pHWFEPzP5T/guvOuYnXdBkaVVnHQ106nvn1wj4Cmqpyw7xEfa5y7An9/8dFBAQLgayJbutooP3tO7mHnnENP5vZrfsl1n72a6z579ZDt/Pz+m/nlA3/IzQRsaKrlnJ99iSd+cg9Hzj1ol4132esreP6+V/A8j6M+exhzDtsr90S+7PUV/OWHf8fO2NgZv8qUiqf55rHX81D9Xz4RPf7cI2bzxO1Pk04MtgxUVIU5h+6czeP/ZmxeuYW6VfVDHFLsjM0/b3qM6+699lMa2R58UtiRirhpmixfvjwnRdk2oAegJ+E/wPb/zkNGkIxtcvlpF3PLI3/Gsm2m1kygKK+QpvYWrv/Lb3jgB7fzdXE51975E9p7unxbwew1bn3DJn78t9/y+vJ3KM4rZOWWtcTCMd5evYQ19RtImX7FO6QHsV0H13MJGkFCeoDOeLc/FgAknudR21LPltYG3hXv597RFA1dUzEti55EHz999A9857yrUFM6ruMSjYZZtWFr4/wQEt7/ggcBUyOaCJMJmjSP6tp2yaHwQLiCWCKEQCEVyhBKGpiKhSktpCJRUEjh+2MracVvOuwvH2er2AFL8/8gfCtGT/UIODp9BSlCGQPd1XAdNztc6Stzs1BdkatEb1u691wPz/Po647jWi55Vpjugjhrp9XjCY+y1kLye6Norjqo0zEVyaC6Ci3ju6nYVEgwHfDdSGT2e5EwGPNeGWtm1REI6lRXVdBd1+tLbfCPgUGjEugJFavFJCpDxNYFsVQH1VMIZQIE2nTs1136SlMYewewFJuAppMYRrqq2yrjtlTi6R6hcBDHcpBLHOz9LBJ6irTqh+gJQBUKpmOxpa2Bgmgeh83an6UbV2FoAWKhCD2JvgHSFvwGVOEHF0kkm5q3sHj9cjzpoikqaxs2oKkaoUCQtJnBdmyCeoBoMExnvIdgwCBlpjGzqgFP+r0HyzavQclaOmYsEyEEE6vGUlRSzLx58+jt7aW7u5tz9zmBf7z9bzbJOsaU1TClehyO66AIJZd2m/vaSrmHiA/Eh0V7CiHOB76d/WsC+JKUcmn2vVogDriAI6Uc2a/vU8L5R5zOI288M0TP7bguR8399BvTivIKc9rpu6/9H0774SV+M5DnEgwYREMRfvz5T5+MrK3fRGqYmYWBenaAh157kkQmycM//NOQZW3H5tf/uH2IHCdlpvnBX3+zy4j47d+4myf++DRmym/KeemBVzn280fy1du+DMCTf3wWKz20Gp2Kp1m5cDV7HfTRw4J2FPOO2Zup8yez6p21OVeQYMTggFP2ZeKc/39SIzubulD1oVOUnufRWtv2KYxoDz5pfJhGvLOzkzVr1jBlypRBQR7bSttmjp2CovgezUbWcvDAGfO57PjP0t7WxgNv/pvCWAHxeJxwIEivnSIYDHLaAcdSGM3j/pceo6mrldV1G6kpKqcwz4/ZvveFf1FTUklBJI+Vda/nig79KZ625+BJvxqcNtOYZibXqKeqGuUFpSQzKfpSfRi6geO52LaNhySAjmNnK8mqiqppfOuun1EWLSHcFSAvHqFZtA+qQA9ntiYkeIpPnFzdw1NkTgYxaLnsJgxbR0oo6o0xelMp66Y1ggsZ3cQ0fOcTV3FB9T8XW9ooUqAwlDwloyYgswQWNEchHkvTWdpHWWvBkOWlLYnHUsSjKaLxMNFUELz+CKFtDk6Ca/pjUFAYW1tBRXMRiqcQcDU/XVTkJgOQSDzFd3TpCyXxxniM3lCGbm+lS7qrUtQRY/oHY7APgGg4wuTKcaxoXAdAS2UXYzdVojoSxVNQbYWCjgjGSwHsvKCfrKlA0AzkPguhQrQjRH63xZRZE1iyaaXfD5t1R5FIVKEQlIZPlIWkKFbgh/jEk+i2htSyn6PnIoRCeUEJHfFukpZFUayAR954mr60n36pCAVFVXA9b9Dn7EmPqBFmSs1E3t+4wg/10Q3ywjHaejv8WQEPhOI7x6zcso7J1eOIp5O4noudJeH9320JvjwJ0DWN0oISyguKMW2LI2YfiKIoFBYWUlhYyPjx4zn8gEP4xQO38Paa91m1aR1CCM495GQs00LX9NzvdUfSN/uRSqWIxT7dkMPt4WMT8R2M9twMHCql7BZCHA/cyWCz88OllB0fdyw7As/zeHPlIlq62tlv2lxGlVV96DrHzDuUcw47mQdffoKMZaJrvsXPX75506fq1z0cjt7nEBb94SlufuQu1jVs5rDZ+/PlUy4cFJH8aWH+lFlEQxES6e37wWYsk6ffeYmWrrYhiZqdfd2DghIGYl3DrglpqV1Vx+O3PTUoNTOTNHn2ry9ywqXHMHnuRPq64yP6ji55aSnP3/cy4ViYYy86knEzxuyScW0LRVH41bM/5tl7XuA/976IqmmcdNmxHPnZQ3fL/gais7mLl//xOomeJAuOm8u0fafs1IVxV2LS3uOxTXvI64Ggzrxj9v4URrQHuwPb+36pqoppDrVy3Z4riqqqQ5wXJteM5ycXfINv3/0LUmaa/abN5acXfhOAsWU1SCnp6ekhEonQm06wz+hJuXUPnbU/h87an/r2Ji741TWENAOk74OdzKRo7e5g1ZZ1pC0Tie8PLYTA9Ty8LHnRFJWKwlJaezoQiKz1nd8M55Maf3uq2DpmGzuXtKkqKm09HbieQ0F+Hn2pPlZ1bcALZGduB5xCIYRP2rLsV6rgKh4yH0aHK9ng1Gf9vreuE9QNghgk7CQhPcSoplImdFWzYswmTN0iYOpYAV92okiBxSw/UwABAABJREFUuw3n9oRE6R+G9MmfEILevATNVZ1UNfoPSfFYivVTGkGBzupeymuLcgRbIqkb3Urz6C4mrKnyCbIUSCFzFevtQSAImcag89F//gTghFwCrk5jVQc9sQQ9sQTR3jBlTQV+SA1bCX8sHibzjk3c6WOL2pjbR1tFD54iKWstIL8nghVwcHQXhEWkLYijOWim6j94ZB+MhCnQVYXqUDkF+YWEdAOyoTiO42C7DpqmEY6GEQEBtqAnGQdbEgwajJ5UjdXp4nouuqf7DzwSpleOZ0tHM7rQaE91oqgqlm1hZZM6FaEQDUZwPRfL8Qn6SfsezXfP+TJn/PQy2ro7iYWjqIr/yVmOTVA3fPtE6fme5orCP757Gw+++jhrGzbmvtf9ji6KEAR1A9t1SKST7DNxL8466AT2nTr0+mwYBj+44Ku8vWYJHb3dVBWWUZ1XRm1tLclkklgsRmFh4U6pEUzTxDCMHV7+k8auqIh/aLSnlHLhgOXfxvdY/MSxpbWBw79xNh29nSAElm1z+Ynn87sv/3i7F3khBHdfeyOXn/g5nn73ZaKhMOcedgo1pR9O4j8NTB8zmTu+9utPexhD8JlDTuL6v96IaVuDn5qHUSwG9AAN7c1DiHhxXiG6pg/rnz511K6x7Hvn6cW47tAfuZ2xePvfi5g8dyKHfeYglr22gkxy8DgyiQwP/OphzJSJoio89od/c9XvvshJX9w9Sad6QOfky4/n5MuPH/b93o5enrr7OTa8v4lJcydwwiXHfOyAnbf+/S4/PvsGv5JnOvzjNw9z0On78917v/6JSHJe/dcb/OVH99Ne38HEvcdz2S8v5KyvncYjv38i93loukasKMapXz7xQ7a2B/8XMJw0xTRNli1bRkFBwSBXlH640uPWJ/7C4vXLGFVSyVdOv4S8UJS7/vMAQgjywlE2NW9hQ1Mt+0zaiyll4zhs8nwWbv6AhJlibHkNPzj/q3TFe2jqbKWquBzP83j0zWeJp5O0ptsZU1ZNwkrhel62mijRVF//bds2RsAglUn5fuMIKgpLQYhsw76ktKCE+rZGP2UxYGSvnQ5SkVk5s19hdrKOIbZrY1oWQSNAOBiiZkYlG9u3oCi++8igc6YoOY25AD/+XQpmBacQ8yLUeS2YmpVLNFWEQjAQQNiCAmIUeDES0TQr2URTSQemcLB1F8Xxuyld1R1cec9e5kvSBag9ColgCqlJ0lELVagYukGEEI3F7dSPbiOcMVAUhfqKdrSERkmH36QrhSSYCeAIh3AqiKu6COl3lErk0Ir4CBDC/09/QUXRFQJVBmsq12HbDuG4QUVTEZ1lvcQLkxS2R9EcddCziQCiHUHcVzzGRctZPb0OO2vv2FHeS0d5L/u/PQMREEjHxUu5BCwdV3FJhyx0W0NxFf/8OgrCgXRLhoxlUtQcJX+j/51qruqkraKHsAyitEPj5E5qNpWgWQpaVCd8Yh5uTCecbPcTN4VK2kzT0NVMQ5ffqJt2MvQm47jZ6roiBEIoSOmRNJMIoeB5Hpqu0tnXyYsfvMmssdN5qedNTNtCIgloOqYtcTwH1/NyTaoVhaVMHTWBJRtWMq58NPXtTcQHFNxCRij3fZtaM55bvvyT7X42mqpx0IwFg16rrq5GSkkikaCrq4tMJsOiRYsoKCigsLCQgoICNO1/p9p6V4x6Z6M9LwGeGfB3CTwnhJDAHVLKO4dbSQjxReCLAKNHj/5IAz3th5dQ21o/qJJ597MPst+0uZx3xGkfuv6CqXuzYJgnuD3YMRgBg3dv/TfX3X0DD7/xNKqqUllYysot64bo8C3HZnLNUHmFrul877NX85P7fjdI5hIygvz84m/tmnGGDVRVYdu6u6prBCP+U/WRnz2MJ+94ls0raskkTYQi0HQNKWVOJuK5Hmba4pZr7uTQzxxErPCTnT2pX9fIlftdi5mxsNIWC594hwd+9S9uf+e3VE/8aA+RZtrkp+f9evBsQcrkjcfeZuGT73LQqfvtquEPiyfveIbbvn5XzrJx6asruPao73PjCz9jwuxx/Oumx+nr7GP/kxbw2e9+hryi/97pyD3YddiWiI8kRRmIP730DxbXriAcDLF802reW7+cyqJyXljyOrqqEQmFqSou51f/+APfO/lL2LbNN8/+Em9t/oAl65czbfQkFq39gO/ecwMCgeu5RINhPOmTnN5kH53xCAfM2IdNTXV+k3rW3URXNFAESElhNJ/9ps7l/Q0r0DQNy7ZxPIeg7pP0/hlA361LZmUUEkUKpAAXX1og8OWSvak+VLWQomgBiXSSYChExrTYtrTQT8JVofhyAwWkB++6ywl6AaopI5Vn0pnoxpABVFtAqwTpkVEc2oUNYYV4fgJd0QkIHdd0sXQ7K50YsLPsLTcaDzF6ZSnC8/XgzZWdVMaDXHnOhSx6cAmdgS56ChLoroYmVaTnz/z15SdzRNzWXcKpELFEGKlIQkn/mryjBHzrl8afEZD4gTx7HTGDWqsBt9th3IYKhCvQHIVxGyvpLUlgBXyrxYDje4M7moPmaL6URZOEEgYT11SzetaWQbsxCxyCPTqqIzDMAEhfeqN6AepHtzGqrix7PiRpw8bb7LFp4WaKl+fhKS4KCmM2VRAlTGl9AdLxUKRCJs9CnxBgwoETMatcxsXG8M7a93Px8hJJxvId2SzXpiveixEI4GSLWFKCpip4nt+cGtQDSCkpiMYw9CAvL13IZw8/DTtjsqx+LeFgiMtP/BwPvPI4761bngv/Ceg6q+vWc9z3L6C+vYmIEUbTNDRVyyV+WraNJz0Cms7Bew2mhxnLJGmmKIzkf2ghRwhBLBYjGo3S1tbG3Llz6e3tpauri9ra2pzMpaioiFgs5odI7WAuC8Czzz7LNddcg+u6XHrppXznO9/Zdv+7RWa9K4j4Dkd7CiEOxyfiA4W8B0opm4QQZcDzQog1UsrXhmzQJ+h3AsybN2/Hz2wWz7/3Gks3rhpSfU1mUtzy+D07RMT3YCsG+rTuDEryi7jz67/mzq/7FfvNzXXMueIYEulUzu0lEgzx1TMuG9Fm8Ftnf5lYKMrP7/89bT0dTB01kRsvv55DZ+//MY5oKw4960D++I27h7wuFJGLsA8YOje/dgMv/+N1Xnv4TfJL8miv72TRc0uGrKfpKkte/CBnpfdJ4Xdfvo1ETzL3WZlpC8u0ufnqO/j1Mz/+SNtc+uoKxDAXy0wyw/N/e2m3EnHXdfnTdfcO8k0HMFMmd33vXm566Zcccc6HJ9Luwf9ObO9a068Rl1KyceNGuru7RwzoAf/mv3DdEsqLS9E1nWgoQm1bAyu2rEUVKpqqkUinaOlsR1oeZWVleJ7Hn/7zAE+9/zKqovL8ktep72jG0A1sxw/osVyHeZNm0dTZSsY22dBci1AEISNIb7IPN6uZdTwHFZUJ1aNp7mln8fqljCmqoqm3nYAeoKa4grq2JvpSA/ykpUQVKkIVzKicyNK6tVu9s9l60xVAT7yHV5YuxLRtCgvy6W3rRchtZh+zkghXemiKHzjkITGx8BSPPpkk1GMwvq6KSCJIsEfHU6G5vJ228h5sxcHU/ZlN07PQVQ0tqOHYDqFEEA+XTNjONWDiwZTVo1A8/wECKalqKkFqkudue4lAIIDrehh2gKRiorkCVRG4liDa5+dNCEVkJRISBZWe/ASVyWJf8pI1Qs99S7axMhwE1SeiMmvfOGrvGsZPHcPiDSsoX17k67E9JdvEKShoi6Fmnyw8xcNV/HuVIgVCU1BshbhqkRcfamW8elwt09aMIdJp+Hp1zXdeEQ5EEkFMw8bRHbIdkihSoG4GKTw81be5URxJ5YYiXN0DXaAlVPQ2DbvPZO26tWjlGulRcWblT8YwDDrf7aDPStAyqgun2H9Q8/DQFY0MWSKOxJO+W09A0ynPK871THR0d1JVWk4yk+b7Z17FqFGjchrrw/bajyO/6ycTCyGoLCynvr2R8sJSpo+axJKNK5ASYuEIUoboTvTieg6qqlEWLeTgGQtYuGoxC1e9R2NnC5uat2DoBpVFZXz3nCuHzIIPB8/z7SxVVaWoqIiiIt8RzbIsuru7aWpqIh6PU1tbS11dHbr+4da1ruty5ZVX8vzzz1NTU8P8+fM55ZRTmD59+sDFdovMelcQ8R2K9hRCzALuAo6XUuZMMqWUTdn/twkhHsWXugwh4h8Hlm1x7s+/PKwEAqAvGd+VuxsRUkq64j2EAkHCwaFBNv8b0NrdzlW3fJ8n3noOieSkfY/iD1f/nMri8o+0vXGVo3n31qe47s838OqytynNL+Zb53yJi445e8R1hBB8+ZQL+fIpF37Uw9guCssK+N7fv8HPP3cjqpoN+XBcvnX3NZTWbK2u6QGdYy44gmMu8B1pfnPp73PTuIMHDIHgjkVv7ypIKfngleVDxiI9yZIXPvjoG97Oc9fu1oj3dcYxU5lh39u4dPNu3fce/HejXyO+ePFiCgoK2GeffbZbXRMia+M3YCbOtEwMPYBpmb7XMdCd6OXio8+mqqqKTbWbeezd56gsLkdVVRKpBCkzjeM6GFoA1/NwXIc1DRswTTPrEAVr6jcMqdbmmgKR7DNpL97fsJKuZC/jKkZT19ZI2sz4Nc0sMZJZwqQqKsXRAnQjQDBo4DgOpjO4aVygoKPR0dtNdWkFhbF8Ulaatt7OASmMDPot98sVAFwkSAdPkcS9FBuqGxi7qRyh+lKUlGGSNizfmmHAATmOgxTZzIdYGb19cTw7gaM6hFMGAVNHc1S/CVQKf0bA84lpujdD5cwKepw4SSNNOpghY5gUd+UzZcNoQhn/+ik9iWIroEMyL0M4bpAxLFAg6oaQln++iqsKiXclMFMWCD/11/O8XPMgHois5l6ogqZNLbiFkjrRQpnMQ+IRsPXcDIbm+gfrqi6eKrFCNnkyiox7fv3ThTAGqYgJEkra8inuyMdVXOyAg5IWOfcU1VFQRb98x8PRXTTbPy+Kp9A4qp1Q2tiqd5cyW2MFz5AodraSLySOdLH7LOxem7r6OoQrsFybiGcQQqeoM48N+zZiBW10S2N0pJrecJym7lak9M+HqqgENB1N1/Gk7zITMoJ0dHYSb++mV++loKCAcDiMqqpMqBrLpceeyyvLfNehlq42XM+jIJpHUDco7SihN9nHjDGT6Yr3YGgBSvOLmD95Nv9Z/CoX/Poa4pkklUXltHS1EQoYHDRzAW29ndz02F386gvXbfe3DiN7iAcCAcrLyykvL0dKSUlJCZs3b6axsZG9996b+fPnc/7553PYYYcNWffdd99l4sSJjB/vz8Sfe+65PP7444OI+O6SWe8KIr6ID4n2FEKMBh4BLpBSrhvwegRQpJTx7J+PAbYvHvoIeHbRK9gjeMyqisrZ2YCF3YnXlr3NJTd+I2ekf8r+x3DXtb8hP/Lx9LqfJGzHZv+vnEp9e1Mugv7Jt5/nvfXLWHfP6xiBj9YMMWXUhGEdUj5NHHz6ATzSMod3n12ClJL5x84lmh/Z7jonXHI0Lz7wak6a0g8hBPscNWen9u+6Lq89vJCXHniVYDTIiZceu9OWhFpAG9bZRf8YwTZzDt1r2Km+YCTIsRf5Pu6tdW2sf38TFWPLmDh717m3RAsiKKqK7xM+GOWjP7yKsgf/dxGPx+ns7GTOnDkjSlEGwtANjt/7cJ5f7l+3HNehqriClJmiJK+I2pZ6bMdh6ugJfOvcL7Nkw3J+/cDtNHa2+pK6ojJ0Tfe1vfipj6qqgWORzqRxPM/XgysqtmMjAV3NNhVmpSsIQUNHM1NqJjChcjSe5WLZFmkrg5R+QE4wEMymHwawXYeqonLGVo7Czd7PdE3HdgdnR2jCL/fankMykyGeqkcVCooQjOQrs22RylW8XDXZVTw2TmhGHdvqV2SHkZz0/9/zPPLMEL3pPnRHI2IFkVIyqq6UgBrwvcD7/cc9v1KuOr58oLm2mWVj1uNoLvnxGJZhMWpzKSHHQAurOEnf6NvULdpG9aAgSAdNVKkQNAOoioqneARCARzbxTJtIgUhP1a+Nw3ZxlRFF2CyVU8uwY07xAMpCgrz0KYHkO/5MpSBWnAA1VVRXUlQBCguLSApU6TjfnFAQUE3NfZ5ZzKRZBBPSFzVRXM0rJDtN5MCMleql0TSIVbutZmqhhJ0S6W7ME57RS+hdICCrhi65VM0V/NIGGlCSQPNVbMkXSLc/vMpsYRN0Az4n6Xwj80wdYpqY4QiAUbXlaNrGsXRMHn7R+iil/xwjFGlVWxs3oLt2uiqRigYJhaNcehe+3LBkWexbNkyent7qauvZ23LJoSucuDUfXj2vVfZ0tbgf1c9h87ebqpLKoiFQjieQ3lhKV19PbjSpaKwjOW1a0lbGXSpEzZCtHS1+ZIy6dHS3cb4itFsaKzdoaCeHVlGCMH48eO54oorePXVV3n55ZdZtGjRiO5KjY2NjBq1taZcU1PDO++8s71dfCSZ9XD42ERcSjlstKcQ4ors+38ErgeKgduyVbN+/Uw58Gj2NQ24X0r57Mcd07Zo6W7D8YYn4tFQmGvOuGRX7zKH5s5WPti4irN+8sVBlntPvP0cJ32vjdd/9+hu2/fOoifRy+8f/TOPL/wPJflFXHP6JZyw75G59//99gt09HbmSDj4OsPueC+Pvvks5x5+6qcx7N2GcCzMYZ/ZcTnJjP2n8bnrzuZvP3sQVVX9mw7w8yeuH1IRl1Ky9NXlbPhgM5XjK9jvhHmoWjZMwfO47qSfsOz1lWSSGYQQvPHIW5z9zTO4+Efn79BYhBAcff5hPPe3lwc5igQMnWMv/Gie8huWbuIXn7sRK+0/aAhFoKgKmqZy5GcPZf6xe3PDRTfx8j9eQwvoeI7L2Bmj+dWzP9klWm09oHPG1SfxyO+fHCRPMcIGF/14x87LrkAqnmL9+5vIK47tNkecPRiK4WZc+qUonZ2dxGKxHSLh/bj8mPOYMW4ya5o3M6q0kguOOpPr//IbXn5/ITUllZQVlvCnr/2aLa0NXHXrD3Adh6AeYH1TLU2drWiqhqHpCEXgeC5CQE1JJSkzTTKdQnreoN4XO+uHHDb82VDT9gPYGjqbKYoU0JhoprGnjXg64UfWZ6vMXjYkB6C+s4kx5TUcMn1f1jRsoivRk5V+9JM7gSd9twrD07FNk3A4TCKdIqgZIzpO5c4xOV7n/z2r5ZaKxFW341KR1VrHeoJMWF1Dw4RW0gGTYCbAqM1lGG4ANSpwSsBps5ACFAlm1CY/EUXTNVKaiaU5BBwNzdAIOgFUT0EE/DAfqXiYAZst41rpy0siMgJNqCiKP0Y9pFFcWYSiKzRsaAYg2ZtGqIJoQRjTslEN/wFHZobOFCqtkkqthPqSFih30BpUVEfNnVfwz4MiBdKVdPR1oUoVKfz3JaC5CkYihCf8c9VfVVdcBd3TcifLVTxs3UV4oOVr2DGPvHfCFG3IY1RdGeunNrJi9iaKOvNyvuYT11YTcAZSNoHq+UTc0b1cxb3/gxQAHoT7DIraY2hhjdGV1dgJm1F11ayf10h1kT+TXVZQwhFzDuTgmQt4+t2XcFyHaaMmEQgE0DSNcePGceOjd/L6ykW4jkN3Xw9JM81eNZPRAwE2ttSxsm4dnfFuCqJ5HD/vCBZvWJ5zT1lZt46eZB/hQIiwEcKTvrTEcR08T6EvlaCtp5PywtIdSsvsl6bsCJLJJJFIBE3T2H//keWrI7mgDYePI7MeDrukxXS4aM8sAe//86XApcOstwmYvSvGsD0cOGP+sK8beoBbr/r5bqlKt3V3cPbPvsQ7q5fgeO4g8gp+88KSDStYWbuWGWOn7PL97yziqQRzv3Q8zV2tOUeSN1cu4rvnXsX3zr8GgDX1G0mZQ6UB8XSSNfUbPtHx7mosXruU+158BMu2OOewUzhk1n4IIWjc0MTKt9ZQXFnEnMP3+tCLxOe+dw7HXnQk7z3/AaFokH1PmEcwPFinmk6k+fqR32PLqjocy0EzdPKKotzy5m8orS7h7acWsewNn4SDf4HIpEwe/NW/OOnSYwfJY7aHL//2UmpX1bNx6Sa/O97zmLTPRC7/9Rd2+vz0dvbx1UO/Q7J3gJe+9CvhN734CybNncC/bn6cV/75BlbGxsqGHG34YDM3XHQTv3ji+p3e53D4ws8uQCgKD9/8BI7tEC2IcPmvL+bAU7bXH77r8PDNj/On7/4VTddwHJfqiVXc8PQPKa3ecQK4B7sGA11R9tlnHxYvXrxT6+u6zknzj+TSigoAWlpaOHfu8VxwxJloAY0pNROIhiLc8dR9WI5FSawQz3XpTSVIZFIUxwooyS8hGgphaAE0VePgvfZFVzX+9dq/2dzWAPizrnrOzUHgeS6qqlFZVM6EqjF89vBTOXz2gRz41VMBia5m9e5ILNf/HSlCEDbChI0g7677gGWbV1GaV0wsHCaZSTOpYizNta3UpZpQbRVd0akKltOV6SYuE7ieS1VxOVpCoy8VH/SAILIm2ooQRIMRLMsm7fjXHqEIhCtxP4wbKT5pT0ctVs7eBApUtBQxpqUC6UiUmIqqK2hxSaA0QvXsSpq2NJNZm0EP6uBKrB4Ld4xLtCtKMGOQiKaxDJuQbeCYDq7wvc1dxcPIBJB49OQncMdJ3BaJp0gKyvNZs3g9iiqQUsE1XaQjSXSnCOYHcTIWwYhBRmSQ/dKP7KlIrI3DCklRMIznuLiKhyZVciQccnaDVtBBaAKvL6v3zj6sqNkT1S8r6Z9p0O3BJ1DxVDQJydEmeUaUqleK0C2NjG6hOipTV43mg33W01zTieoozFk8kVA6W+1GIJWsuEkIXM3zfc+zhV6J9MfUb2npKOBByk6zvrGWSVVjcdodZo+fzoratQBMrh7Hafsfw3V/+TWO66JrGj978Ga+ddaXKPBCrG3cyFtrljC6tApPSrqTvbQnuimM5VOoFKCi4Lr+g4Vl2bieywPfvoXr/3Yjta0NpMw0mUaTlJlC1zT60gkMzfeh7zPj1LU10trdwc8v+habWuoozS8mFhp5Bnpn4+0jke3PZoNfAa+v3+o70tDQQFXVUFOD3SGz/t/p9bKTmDF2CqcfeByPL3wuF8oTCgSZNmYS5xy2e2QpJ3zv8yzbtGq7FQhd06htbfivIOJ3PvV3WrraBtkCJjNpfnb/7/nyKRdSGCtg2uiJhI3gIFsigFgowrQBfro7i47eLt5d8z5lBSXsM3nWJ+5H/dP7fscND/6BjG3ieR73PPcQx+xzCPvV7cUr/3gDVfOnnqOFUX73yi+pHFex3e2VVpdwXFamMRzu+dH9bFy6OVepti0HM2Xy64tv5jfP/ZQ3n3iHTGLoA49l2jzw63/xld9fMeK2P3h1OXdddy9bVtdRPaGKi39yPgWl+dStaWD0tFFM2eejWTw+97eXcKzB32UpJdL16GjuYhITePSWfw+R5Ti2w+L/LCEVTxGODW1k2lmoqsqlP/88F//4fFLxNJH88Ee2TNyyup7HbnuK1to25h0zh+MuOmq7Y1zy0lLuuu5ezLSVc42pXbmF6076CX96//cfaQx78NGwrSuKlHKnU477nVY8z2Pt2rVkMhn2XbDvkMauYFZyJ4SgK9lHQNeIhaLsPXEmXfEeRpVWcdKCIykpKOaAqXNZvnwF4wqruP7Bm0iZGWLhCPnRPDJmhtMOOI6mzhYcz2Xe5Fl0x/t48u0XWLllPXmhGB0Jv4eoJ+knfGpKf+S4B/hVWEUohAIGsVAEoSqMLR9FW08nFCiMcquY403mGf0NNjpb/HRFUyM/EmFMeQ2mY1McK2Rza12OjPdXAl0pSaZT4PmuLh4SISSux3Z7Q3wlhCBgaZiGjau4BGydpqoOVEelurvEb+SUKhY2+RPyKK8opXdlD4EiHU3XcB2HrnQfk9fWEMjoqK5CaWsBbsDFCXp4uk80O4t7KWsrwBOSrqI+0lGLVDqDnlEJV4VxXAcn4/hz805ueIBEqtLX9vckEYisH/jWA3OSDkjQTRVPKL5GXwM86WvKs7MUsl8ScqBGanGKcEvQf5Bxt25LsJUIe/jhQP75zJaqpcQYHSRysIaWCBJ2DQiBbdq4eKiuQjgVpDeQJJIMorn9GnJ82YkEW/foLUrQWt7N6M3lKJ6gtbybos4YerZy7glJMB3wXX0C/kxJV2cPEyaP48df+A6bWuuQnmRcxSjuf/kxuhM9lBeWEg4E6Usl+PY9N+CYJlIRJM0UYSNMc1crvck40vNo6GqlNx2no6+bsBGkz0yScUyeefdlphSNYUtzA+MqR6FrGl3xHja31GE6Fqrw76mFsQIOGjUfI2DQ0t3Kj++7idnjp6OrGl874zJmjsCNdoaIJxKJHUrVnD9/PuvXr2fz5s1UV1fz4IMPcv/99w9aZnfJrP+/IOIAf/v27/nLcw9xx7/vI21lOP+I07n6tC+gax9dLzsQtmPz2Jv/4a3V7xEMGKyqW/eh04CmbTFr3LRdsv+Pi6feeWFQumU/DD3Au2s+4Nj5h3HSfkdRVlhKxjJzx6apGkWxAk4/8KP5ZP/orzdywz9uw9ADuJ7LqNJKnrvhgR0KWtoV2Nxcxy8euGXQA0jGMnn3X+/Rva4VdUAiRSZpcv2Zv+BPS3zS1d3Ww5ZVdZSPKftQcj4Qz9/70pAAGs/1eP/lZZhpk1hBFFVTc5HOOUh48o5nOeSMA5hz2Kwh233vhQ/43ik/yZHEtYvX88Mzf8F1932Doz93+A6Pbzg0rm8aZFnYD8d2aaltBfxK/7AQgkzK3CVEvB+qpn4sO8i3nlrEj8++AcdycB2XJS8t5Z83Pc4di383oozm4d89PsSxxXM96tc1smV1PWOmjRp2vT3YdRjJFeWjPLyrqprzIi4rK2Pq1KnDbue4eYfz95cepbWng7SVxpOS0WXVufFUFJVx7uGn0tvby/tL3mfSpEnsu2ABRijId/5yA72pOD3JPmKhKJ876gxmjZuG67pc/vvvsK5+I/mRPN5a9R6261CSV0A0GPHlKUJQVlBCT7KPZCaVizv3pF+VN7QANg6Ta8bT3NVGUA/QF4zztPU6tudk9c8SqUjStsWKLWvRVS3XXLctdDRiSpQ+4n40vOrrTYQisvILBruQ9JNTJKqrYBq+Q4qnSkzFJmCrdBb3ggZWwKE4WMDe02eQ2JLg7SVLEJ0uJRXFlFQWs2HJZjK6RThlIDyB5qq+1MNU8RxJ+149lNYVUt5aSL8KJxYPo8hWAp0arnSJ9ybQTMW/dtpuVi7TXxYWWAkLV3o4UQ8tqON2eWD6jjFCCDxbbqXlcmtwj6eAo7g+uVXAMhykIQmsUokfZGM8EUBxtlbXlQG+jRJJR2Uv+d1RVEfBC0h0oeF6HulRGUYFa/AKJDKaIe2kcXQX0zQRUuCoDrHeMEWdeQRMfcDDwNaqeLw4zfgNlb4XuZAErQDNNV3UNJbiKi6W5t+ng5kAiqUgNEg6aeL7mtzz/ENUFZdTll9Me28XTy9+hfr2Zj80z3HoSfRhOmbOa9yTkpc/eDPXU6EqKo7jkEilfP19tvchbZukrAzVNdVoSzU6u7uwTJPueA95oRh7jZ1CLByjvr2RWDhGZXE5GcukvqMFIaGquJx4OsnNj93NH678GQF9qNHBzhLxHamIa5rGrbfeyrHHHovrunzhC19gxowZ/PGPvrjjiiuugN0ks/7/hogrisIXjjuXLxx37i7fdl8yzv7XnEpdWyOJdNLvvLeHkpaBCBshzj705E+EcPYm+1i0dikleUXMnjB92JtNdUnlsI4fjutSVuhPu2uqxls3P841t13PI288C0hO2f8Ybrnqp2xuqeexN59FCMGZB5/AhKqxHzquJxY+x//864+Ytolp+wRnfWMtp1x/Me//8T8f+7h3BM8senlY/9nqhpJBJBx8XVrd6gaaN7fw0I2P8tRdzxEIBrBNm9mH7cWP//kdQtEPd8PxhgkL2roPyXEXH8Wjf/j3UCIOOJbDX3/ywLBE/PZv3D2ELJtpi9uvvZtDzjjgQ8e1Pcw4YBrP3fsS6W0q9YoqmDLPnw3Z94R5PP+3l4eMu7SmmMKygo+1/10J13X51cU3DaremymTzqYu/vGbh7nslxcNu153W8+wr2uaSl9n324Y6R4MhOd5OVeUefPmfeyZs2QySXNzM3PmzKGwsHDE5coLS/jrN3/HQ688wZLVy1jeuA5PSjr7unFdl7MPOYn6+noaGhrYe++9CYf9B879p+1DeX4ppQX+NHssHONX/7iNv37zJtp6OlnfuJnywlJM26In2Utzdxvgh/LILAHuylbI+2dy++G4Dos2LkMIwQcbVvnpnGy1qUOS1U/3h/3IbKhQ64i+yhLo8XoBgTegWdNQDGzFwvN8FxcECA8KemP0xZK4qsQZEN4jshoO03AwA3FcIcnvDdMs2unb+A5VvSW47R6qo9Bp9mJtcdBDGrrpWyjqru/TnUu9BEJuCCUlEJ6W8ynXbIX8TAy1Rseo1f3fc1hghAxMYeJaLgj/6i48kbUddJFFoAQEtvBQ2vxGSDXlWyJmTXm33hM8gaIKP3HUhUzMwhEeqqZg9pp+OmZAIEOAC2p863fS1lyk4stpaue1Mva9chSpoCoq6VILN1/Q29jDvOpZzP/uHO775UNZSV8Ad6pgdstk6AQt0X8fktlGTHArJGvG1jGhtgoFBdfwHVAidggRUMAAR7j9PaE4usPKvWvRPY3i0cUsWbOeez94BFVRKIjmURgtoKakkoCukzYzdCV6UISCruqYtokEFKFgOTaWY6GpGo7nYjqWv1/Db4qV2WYBCeRFY3z5lM/zp2fux9N9n/3KglKCSgAzmUa6EtdxSZlpnwNYJmOyD7ixUITGZJx4OknxMER8ZzTiqVRqhyriACeccAInnHDCoNeyBNz/BHaTzPr/GyK+O/HT+37HxqbaHPkeiYQrQsEIBCgvLOXq0y7mmtN2X5NoP/7noT/yg7/+hoAewHVdxpTX8Owv7hvyAPCV07/AI288M6ihVFVUxpbXMGfCjNxrpQXF3H/dHwat+8sHbuWn9/3O18ELwQ/vvZEbLvku15wx5Ps6CDc/ejfJzOAqquu5rG3YyPqGTUwaJtBnVyMYMIb9QSvbZjP3v64qPHX3czx7zwvYpp2rbC99eRk3ffk2rrv32g/d5yFnHciz97yAY2+dMRFCMHXBJEKRIGOnj+aiH36WO7/zl2HXb1zfPOzrW1bVD/t665Y2HNtB0z/6z/3Qsw7i3h8/QOuWNuysRCUQCjBt36lMWzAZgC/89HO889Rikn0prIyFqqvousY3775ml8qNbMv2PWS1HauIbIuGdU2+rdm22zVtXnvkrRGJ+P4nLWDj0lqszOB1Hcdl4t4TPtJY9mDHoaoq06ZN2+Gb6kjwPI8NGzbQ2dlJVVXVdkl4PyqLyrjixAtYPno5RnGUf7z6BJ6UnL7/sRimQo/Vw4IFC3JVOsu2eGfdByhCMGvCDCSwvmET721Yxlk/vZwrT7nI7/2wTVbUrqUr3oPl2miKhqL40/YiG22e8FLDjslxXSLB0CCpYK4CLHxZgqoKcCWO69IV7xmxIU2XKqDg4DDILgTIyExOR93vCV7ZVYKqKni6JG2ZWIrdPwDkgEtnVUMxY2orEJ7/em9BgvrCFtwJEHFDVDao9KR60IIaZSWltLd2gLl1CK7q659lt4ub52L0BQh5ClpQJ02G4rJCYpNiZGoTCE/Q3dLjPwgooBZq2CkH6UhQJcnJJlq7ghCqP07TA08hE7YImQYiVz+Quf9qMcW/P0jAkgTjBgLwdEnbqB42J5uZ7U1AczQC5tbrkUSiuQqW4tFe0oOd51F3RAeFZh5RT1A2uoLTJh5NQOi0bWmneEohzokKoWURRFr64U29HioKlmL5Doaq718uELQe1kdvexIn7aI5KooncFWJJz32njkTEZNsXL0Z0/M/l/bRvSglCgkrTSbRDBlft24ZNr29cdJpk+bOFgK6ge3YeJ7ECOhYjuWr0oVAzcqkXM/NhkFt9dpJmmnyI3l40iM/EvbJfayAeZNnM75yDM2drTyx8DneWv0eFi6WtDhsr/2YUTWRv7/2OBk7QyQQYnSJT8R7k31EQmHywsP/1ndWI/5xrxm7G3uI+C7Ag6888aEV8ICmU5JfxPI7X6Aob/CF37RM7nrmAf72wsMYeoDLT/oc5x526seOC3/+vdf44b03krHMnPRibf1GTvrBhSy94/lBy86fMofbrv4FV//h+wghcFyXyTXjefKn92yXRK2p28BP7/vdIFmLDXzn7l9y6gHHMrZi5On6rnjPsK9rqpbTSO5unHbAsVx16/eHvN5W3s3oLeWo3uDPIBwL8eL9rwyRKFimzSsPvcG1d1yFEdq+jeOlv/g8S15cSndrN+lEhmAkSCCo8+17vpZb5tCzDhyRiE+aOzzpK6ospK2ufcjr0cLIRyat/QgYOre981v+8qO/88o/30DTNU689BjO/dZZue9HaXUJf1l9O0/e8QxLX13BqCnVnHH1yR85xXNb1K9r5H8uu4UVb65CKIIDTl7A1/94FQWl+Tu1nXAsNOKsRCR/ZPnM6VefzNN/fp6u5u4cGTfCBlf85guEIsMHx+zBrkUsFttuUl6/7/ZI6G/wLCwsZPLkyXR1de3wvvs15XuNm8rEqrE89sazPPrivzlo9r6ccNDRueU6+7q57HffYkNjLfVtjcStJPmRfDY0bkIIQX1bE9++6xccPfdgnnr3RRKpJLZjoysamqaRtjIENJ2yghJsxyZjmVjD3l/kkEIGZOu5wteVW66NKhRc6aIIgTfMqZNSUlpQQndvD9ZwpzYrBRHCl6hIAa3FXVuTM3W2hgVtNW9BcQRjN1fgKVmttYT8niiNo9pJB20UodA0qY2ApeMpHuG+ILFQCEuzye+L+p+l59s8ehmJ6VkELA2h+l7ZnuKxOdJEuVtGNE8nmNIJoKMFNZKpNIolUHTwLIlwBLHVQZ84tkmk8OPZXc1DS6pYEQejTxtwyAKhwgOr76Il0cG3DrkeO23h2Z4fAmSD1isYv6aShjFt1GwpI+CpoAhc4aJ4/slpquqkqzROyAkyYfpYBNBV28PB+RNZ9fIa1i3agGM7vPjka7R6nUS6Q2iainAFruOghP3UU4lvJ27rLkIKNrTVoVsa4ZThWxz2F/AjsMVo5rPnnUT7HZ20up0oZSpKvoZtOwS1ABWrCyluykMKyIRN1s9sJC794CiRSeV+X0kzhSKU3HdEIrNuPh4IXy8/EB19Xew1dpoffDdrf8ZX+AnoY8qqGVNWzfjiGmbVTCEtLGpKKjl89gFoqsY5x55OIpVk4bJ3uePZ+2lpbyUWiXL1SRfhOu6w8uHd0az5aWIPEd8FGOkLoSoqsydMpy8Z5+T9j+Y751w5hIS7rstR3zqXJRtW5KrR761fznOLX+Mv37rpY43r5kfvHlThBv9pdkNjLau3rGfamMENlhce+xnOOfxklm5cRSQYpiS/iJL8ou3u49E3nx1WCy8lPLbwP3x1O1Xx0w88jtV164c8xAj4xLTzRXmFPHjdbZzzsy+RsbeS64Yx7ZS1Fvr+tK6CFtDQNJXr/nYtPz77hmG31e9u8mFEPL84j3tW3sbrjyxk3ZIN1Eyq5sjzDhmkob7zO3/xO/G3udgJRXDxCFZ9F15/Hrd85Y5BDwnBsMFnv/OZXVKRjhVGufrmy7n65stHXCavKMb53z2b8787ciATQF9XnOf/9hKNG1uYvt8UDjnzQALb8TdP9CS46oBvEO9K+DcKFxY++S5bVn2be1betlMPraU1JUyYPY61i9cPIuTBiMGZXzllxPWi+RH+9P7veewPT/HWv9+lqLyAM7966k77u+/B7oGq+qEtI12P+xs8p06dSnFxMd3d3SN6Cg8HRVHwPA/TNrnkf65l2abVhEMhXlm/CEtxOe0Av0/mtw//ic0t9ZQVFGOaGVq62mnpaven+jWN5q42bNfmmcUv47kumqISC0WzOlyfBLqeR1dfD6bthwypioLreTlNNvia3MGi7Syy1tKGFiAUDJE201i2td1rQGNPC5pQB21/ECQ5nbgQIuczrkhfSe0JScDSCJg6GcPCCbgocpvfpPBrqKqjoTm+lCVupAhhEIkH6YsksaWNHXRJdmQobynEExJP8SjqimIZDmbARrdVXEuyZX4rTqFHl+hl3D7TcN4yEfh9K4F8HbPdBBuEUBACcPx7izAUpCVxQwIZBs90s9EEW51twHeReef1RajFOmZHBlxyDyKKJyhuz0cKKG0uYN2UOiZsqvZnMYRDfzJnd2UcxROEjSANHc10x/tIZ9L0vNDN5M2jCQeCOI6L1Z4hIg0sw8bGJqAEEJ4g6ZoYqobi+M2eqqdQN6kNBIyqKwUEju7LfATgRSSZIpv3165iwtQxVOSVs87egkjGKVBiGK0aJU352Kp/zw4lDWo2lLJ+mu/wM/Ahtz++3rT81FSZ/acgmkd3om/AmRIIITB0g8NnH8CBM+Zx2F77Dft922/K3owdO3bw10IIYpEox+5/BAfP3Z/eZJyA0EjGE6xevRrHcSgoKKCwsJDCwsLcA/GOpGWCrxHPz9+5Ys0njT1EfBfgkuPO4ZcP/GFQVVhRFOZPmc1bv39iu+v++50X+GDjykGEOZlJ8dCrT/LNs6/4WI4q7T2dw76uqdqI1Whd1Xn0zWe55bF78KQkGDD42UXf5MpTLxpxP8Nd3vubw7eHw+ccwM/+fvOg14K6wW1f+eVHDgf6KDjlgGNo/ecHHPfd81myYQWmbeFqHqsOrWN/ZTaH5i+gYmw5J112LBVjy9n7iFm8/uhbuXjkfpTWFO+wX3bA0DnyvEM58rxDh33/7acWDSHh/Ri31/De1cd/4WhS8TT3/PA+3/pQCsbOHMNBp4/snfppYOOyzVxzyHdwbN8t5tl7nuevP7qf29757YgNmM/97SXMtDXoRuHaLu2Nnbz/8jL2OXLOTo3hxw9/l28c9X3aGzoQioJj2Rx/8dEcdf5h210vmh/hc9edzeeu2/6Dxh7sHgybXJtF/w16WyIupWTTpk10dnYOavDsX35H0U/E//X8k6zcso4JNWNRFZWMZXLL4/dw6v7HIoRgfdPmHPFq6m7L6qoFiiJwLRfp+b7galc7VQXlOHiU55fQ3NWK63loqortOtmKpKAgmk93ohfL8QNXhmuq3/Z4wS+6JNPJXGOmqqjIrC3i0JUgLxKlO9k76LXh/iyzqaN+RVziIilrKmT8xkrfVk/C2qn19BQlSEVMwkkj6/gh8FSPZCSDnnUBkVnjkt7CJC4efdEkwYxBVaqYTNAG4adNClOgWSpm0MbRXDRHgYREdxQKx+bRNzXNDHUcGxdvRgYh3ZgGa+Dgt/pr67qOaZqoGYFia0jPw9H85tRBzie6wvKu9bz9yHu+vCW7KZHbqkQqIFzBuI1V1I5vZezmcoT0NebN1V2kgyYoAltx6ejtwrQtFEUh0h0k5aZJ2xk/3EmKrLOKr383FdN3mvEUHN0lHUvRWdxLX2GaeL4vVQqYOlJIXM3F0X05pZSCRGsfedPzeLD2SVKeSbGWj24q9KoJKroKczp/8MOaoonh+5rCRhBd04kZEVz8Zs3qwnLKjGJWNK+jPdnZb6ZIXjiGrumcfchJTKwaQ2e8m1goSsjYOlPoui6tvR2k62wqisoojA4lx2EjlPPZLy4sYvTo0biuS09PD93d3WzevBlN03KpmR82Awa+RrymZpcEYO427CHiw6A73sMtj93Dk28/T1lBCV878zKOmnvwiMt/8+wv8dIHC1m0dimO6xDQAsTCEe7/7q0fuq/nl7ye64YfBAGvLX/nYxHxUw84lmWbVw9yBAH/Ar33xJnDrvPDe2/klsfuyT0YZKwM3/rTzynOKxw2sOfMg0/gp/f9btiq+OkHHT/i2HoSvZz8g4uHrBcMGJxx0EdzYPk4yIvEeON3j3H/S49y97MP4rouFx17Np8/+iw0dfDP5Is3XMSSF5eSSZk4loOiKuiGzrV3XL3LtNCqrsEwLiWqqmwvZIC9j5jFn68HoSi4tsv6JRv54t5f4aaXf5lrqvy08csLbiTZu1XXmk5kaN3Sxl9+9PcRq+21K+uHWCMCeI5Lw7qmnSbipdUl/GXV7ax+Zy2dzV1MnT95h/3Z9+C/E6rquzgEAlubuyzLYvny5USjUebNmzdo5mRnibhpmqRSKRzPJRaJ5jSzAU2nNxXPkYK9xk7hrVXv0dHry16EAFWo2LaDoQdwPAcBZGyL0pISNCNALBTh4Gnz0VSN55a+TjhgsL55C57n0drTzrjy0dS1N5EfiZG2MluDdwZAINBULRfo43hubrmAqiGEwiBPPzFoZbpTff6yrk90bMWXQaiugqNsc56EQEiJoijoKcUn4cLLElOFKWtHsWj+GlZP38KktTVEEyHMoM3GGU14YQ9H+kMREjKqheoojN9cSXFHPlJIbM1BSEEoY2RbJwWe8LB1/3XdVBm9phx0CKzV0Y4WvFe5mnEzqmh7q9U/TF2ALbfKZrLnyAgFyCRMhJe1GJQqQip4hoea0XIn1jVdXn3hbdJP92Uj6Rn8EKOQa+g3LJ2QY7B+TiNqQiEVypAo8D+ngmiMSDBCe19nbtYmY1gID/SUSq4zVUg0R8VTPXR0MhGT3vwkhR0xVFchFbHoy9963ewuilPQHd0avoQgWZamyCrivrVP0EwriqnQZfagqSqVpWUkG+ODpEaqp2CGsl71CLzsxpRsEI+VSaEqKqGAQTKToraxngbZRFhuJe8SX9N9wLR9CKgaF//2WrrifrPn10+/jMPnHIDnedz0xN08u+QV9ECAMaXVfOszX6KmtJKKwtIh99iBUFWV4uJiiouLc7/DNWvW0NnZSXNzM5FIhKKiIoqKinIP2QOxR5ryvxA9iV72vuJYWns6cgT2laVv8bOLv8XXzrxs2HWCgSAv/eYh3lr1Hu+u/YAxZdWctN9RO2SNWFlYNqzLiqZolH6ILOTDcOWpF/LnZx+kqbPVv3gLQSgQ5LdX/JBwcOhTsOu6w8pZUmaaH/3tt8MS8ck14/npRd/g+3/5DZ4n/Uq4ENx4+fU5i6/h8ODLT2A7Q6PKXc/lsTf/w3lHnLbzB/wxoSgKnzvqTD531JnbXa56YhV/XvEH/vnbx1jx5mpGTanmnG+cwfi9xu6ysRx1/mE8c/dzucZIAE3XOPj0/bcrw7jlK3eQjm/9/FzHJZ1w+d2Xb+P2dz+e1GlXoLezjy1rGoa8blsOLz/0+ohEfMq8iTx/XzAXctQPoSiMnzX2I41FCMH0/aZ+pHX34L8P2xLrnp4eVq5cyaRJkygrK/vQ5beH7u5uVq1ahWEYHDfvSP72+qN0xbsJG2G64j0cOGMeb6xcRF44yhUnXcAfnvhr7oHZyLo+eFJSlFdAXzKOaVvYrsPyzWtAwnlHnMpXjr2QTa31vLV+CZ19PVli7zeXNnW2MKl6HAXRPPqScTK2OXRmQPhJ0clMGtdzt3lLMK1wIhvaa0mTwc06qwwk40L6sw2O4mI4AVzpE2tHdQdtR1NVgoEgAuhLJwhngr5kwzceASSqrVLdVMrogkq6a/pwAgK9z2Di6HGsTW/CTtmE+gyEIciELCZsrqCkrQAp/Mp5yDFQXIEUWyvvuqNhZHxTc8VTyBiWr6d2BNbDSTRV0lveg2qoGPkGjnTItGd8eYqSDS0KKHie9AN/sjOanupLLnRbG0C2hR9O81zSPyTNb3qVkpw/uBjQP+QpHsWNMdIlJh2VvSieIC8VZmx9JdNLJtFW2EWH0ZVtdHRoHN1BdUOJf3DZlCBX8XJVdrvSw9OgZHM+nuKhWxqT19SwMrCZeH4agaCtsgcjE6CqsRiBoK8mxcTZ4zHsAIv6lhMOhVCEQsY2sVzfI729rIfCrhj53RGEIjANm81TmrNuO/6B6apOeUExzd1t/iyK59Gd8N10XBxUodFHcpCMSQKr6zdy9e3XkzLTjCmrpivRy5W3fZ9DZi4gL5LHP998ConEjDtsaW3k/Y0r2WfSXoyrGM33zruagh0MVjQMg2AwSEVFBXl5eSSTSbq6ulizZg22bZOfn09RUVFOxrKjzZrPPvss11xzDa7rcumll/Kd73xn8G/I/0HfDJwApICLpJRLsu8dl31PBe6SUg6vXx0Be4j4NvjDE38dRMLBJ6Lfu+dXXHr8ecRG6OIVQnDAjHkcMGPeTu3vwmPO4hcP3DLkdV3TOGm/kUNhAFZvWc+N/7qDVXXrOXD6PL565qVUl1Tm3s+P5LHk9me586m/8+TbL1BZXMZXTvvCiGNMZJIjNp02dbSOOI5rP3MFp2UDk4QQnHHQ8Ywp3/5UUENH8xDCD5C2TBo6hncF6cfry9/hZ3+/mfWNtew7dQ7Xf+5rQ/Tuuxul1SV8+cbtu8J8VGRSGbpaunDsrTdA3dCpnljJNbd9abvrrly4etjX1y7esFOWT7sLqjry/rtbevj2CT/km3d9hZKq4kHvHXHeofzlR/f7gRdZe0Td0Bk3cwwzD/jv8OLfg08XmpZNpJSSLVu20NLSMshOcFvsCBHv31Zraytz587l/fffp7ywhD9c9XNufPhO2ns72X/6XD7YuIolG1bgSY+DZy5gXMUo1jduBvxCTcbK+OmaLhRE8mnqaiGgBfA8n/509fWgKArVReXkhaNsbKojFo6QSKd8fbPwm+SaO1t97a4aIONsvUcJ/PCfMWU1rGvYiIWv8fWDgMB0bdZ2bCSoBjE9C4HAke4gMq4gUKXmV6QVJ0eq+wmXQGBoOnnRPCryS1jTsAFVKFhBf3t4foVYt31aMW5DJemwSePcDlQpGOtVMmnSZIw+g66V3YSbVDrK+2gxuijqyvM16P0ZOw54iv93KSRuwEN40Fnah6u6lLcUIRRBwA0gEtnxe4JEk/8X1VB920bbHzc66PNCjJ5Wzayx03n27hfINKXxLM9vrJQiZ/+Y++wBYfrhOfRbN2a18o7iorsD6JMnCKYDxOqDtE7oorSjiLHrK1CkQmt3GwFNZ+/xU1lUthJPSjzdJRnNEEkE/UROR0XNeoG7OHQq3ZQ1F4KytQFWcxRmLh2Ho3n0FMVpGd2Nozs0juogUZgmk29hd3scseAgvLe8bCOvL4tyXIfatgY8IemLJsnrDoMn6SrtQ4QVFFugoDKhbDSqrrLXqMk8seQlAnqARDpJv6VjCAMXDwe5VTqZPWVdiR7eWfs+xbFCOuPdOI6D5Tr0pRK8uWox8UySoG6gCkHGc+hLxSmKFbCppY57n/8XXzltxxOf+yVoQgii0SjRaDQnY+nt7aWrq4v169fzgx/8gFgsRkNDw3bvf67rcuWVV/L8889TU1PD/PnzOeWUU5g+ffrAxY4HJmX/3Re4HdhXCKECfwCOBhqARUKIJ6SUq3b0ePYQ8W3w77dfGCLlAP8p8f0NKzhk1n67dH81pVU89uO7OffnX8Z2HKT0KM4r4omf/plgYGQnhleWLuTE713o65k9l/fWLeOuZx7g3Vv/Pcj2Ly8S4xtnX8E3zh45jTG3bDhGcayAlu6hzhuzxm+f7EyoGsvXz/rih+6jH/tNm0s0FMn+yLfC0APsN23uiOs98vrTXPCra3IkfktbA/9++wXevPkxZo2fPuJ6/5vwm0t+z7vPLBlS8brk558nv3j7VYNQNES8OzHkdSMc+NRJOEC0IMr0faewYuHqYZ1LFj/3Plcd+E3uW3fnILvFUCTIHxfdxO3fuJuFT7yDqqkc8/kjuPTnn//Ek1j34NPD9j5rVVUxTZOlS5cSCARYsGDBdr/zH0bEHcdh+fLlGIbB/PnzB21ryqgJ3PnVXwFw9s+uIBgIkBeO4Xou/3zt39iugycljuuQlYhzxvxjSEvbD/cJRymM5SMElBeW0tzdhic9AprO7V+5gSO/dQ5pK4OmKGhZL+fiWDHpVIKeQB/YFlFNxXYcNE2jIBxjUs14Dpo5n4UrC3hr9XuDiioBTUe4flx9sZpPu9uNkrWkc6WXi7k30LFdB+EJMlr/uZG5/3tIQmqA2rYGbNdBAm7QY8OkRiatrc6RcPD5WThlMGpjCW0VPTTXdDI1pLJ/zT6837cMa0OaMV4YuiRSSFSp4PWXm7OOgZ7i4QU8v4qNoLmyC09xKWstRJcaIrlVLCIQ+M8dEie9dSbREx7SAWtFnEVVK+hz03RPS2DUZrtahcimVQ78bvVrwv0ZAOnInD5cSpCqRLpbH1L6w3/KmoqIxsOYEQctG2vvJBzUsEJ0Q4DCihi2cOiRfXQXxQknDd+j2/WbqizDRnEVataX+HIZ1cMT/c2YAsVVQTiUthZQ1VqCo7r+A0cT1M1oo7smzuZ0Ix4S13P9oKLs7IiiCIpa86mpL8NVXYSAqqYSNEOlc5SKI228Ho8pe01kbVstrnRJZVK4npt9EANDBDClBV62kr/Nz9F1XTRNoy/pN9WHjCCF0QIKo/nUtzejBtXc90ZVVdJmhnAgyMq6dTuk9x64n+F+26qq5mQqEydO5J577uHqq6/mkUce4cYbb2T27Nnce++9Q/bz7rvvMnHiRMaP97nTueeey+OPP74tET8VuFf6N+a3hRAFQohKYCywIesljhDiweyyO0zEP/07838ZKovKh33dcZ0PdRD5qDh6n0No/ecHvPibB3njd4+x+b63tksqpZR88aZvkzK3TkFaju1H0t71i488DiEE/3P59blmiX6EjRC/vux7H3m7w+H4+YczbfTEXHw0QMgIsmDqHA6auWDYdaSUfOW26wdV0j3PI5FJ8a0/ffTj/m9CoifB64++NcSr2jZt7r/hnx+6/ilfOh4jNDgAwQgFOPHSY3fpOD8OrrvvWkqqiwkEh0q3PNcj3hnn7acXD3mvuLKI7//9mzwd/xdPdv+Dq2++nFA0hJk2efOJd3j14TdJ9CaHrLcH/3/AcRzWrFlDeXk506dP/9AHT0VRRmz8XLz6A4771vlcfvcPuOk/fxlUnBi4jpSS9t5OosEIzV2tvLLsLZ9wCIWakkqCmsG88TM5atZBvF+/htV166lra8RxHcZWjGJ85Rhcz6U4Voiu6XieR34kxvjK0aTMNBnbIpFJYrsOi9a+T3lxGbPGT0NVFQxN59h9DuULx5zDYbMP4OC99uX7n72G+797K4fN3h9D11GEQtgIURTJJxIJk8Ik41rERISwFkQogtGlVWiqCkKQUjJ+AEx/QM9A6QqCcCBIZ7KXpJnqL5gjgI7yXtZP8SuuEgZISqC4LZ+p68cwfmEF+nvw9uolLGx/n6XV63E2OoxZXYFuaaiuQsDW0G0NxRWYuoXqCnD8andLRRdOwMHVPTaNb0az1K07oV9SIgf8OTtuKRCuQE0KnA6bV5a+hWjd6kglFTlIfjMQ0aooRcUFlI4pQQkrOb06iJxfen8VXQiBIgXBVICC1q2aZAFYKQsrblGxohC1TyA8Qf2odtrLe3yLXAEZw0JxVF8XLwUSD8UVaM4Af3Ih0bMEXzi+tMQOOLjCo3JzMWnbZG39BmJG2H84cGXOA15KKM7OPEgFhOrvN68rgitdhFAIiyCtHe3EM0kKo/lompo7p6qi4gU8XM8jZoWGkHCBIKD7szyO52A5NtNHT6Ygmsf4ijHoqpaz4hQI8kNR1jVuYuHq93h/40r++NTfdlgqtj13pIEYNWoUgUCA3//+9yxdupQf/ehHw5L9xsZGRo3aarVcU1NDY2PjtotVAwPDOhqyr430+g5jDxHfBl8945IhRFRVVCbXjGf6mMm7bb+aqjF/ypwRky8Hoi8Vp7ZlaHiLJz1eev/NjzWO8488nYd+8Ef2mTyL4rxCDp99AC/++sGdltx8GFRV5ZX/+RffPfcqJlaNZUrNeH50wdd55ud/G/H4u+M9IzrBvLN6yS4d36eF3s74iJ7fnY3DH/tAXPSj8znw1P0IBHUi+RECQZ35x83lwNP2551nFpPoGVot/6RRPrqM+zfexX4nDf/AZWUsGtc3bXcbrXVtXHfyTzhSP4XjwmfywzN/wa8uvokzKy/gP/e+uDuGvQf/xWhoaKC9vZ1Ro0ZRWVn54StsB2s2rOPqW3+Aq3jUlFaytmEj1975k9x0+ECyIIRg74kzWduwiZVb1pPMpPCkR0NnC/XtTQS0AJFwlGV1ayjJL6S8qJSKojISmST1bY0s3biKt1YtobOvm4Vr/Cr2Vbd+n1Vb1uUIv0CgKSqmY7K2aROe53HQjAVMq5qIpmq0dLeTNFOcuv8xABRE87jlyp9y2Kz9KYzmUxgrwPFcetJ92IqNkWcQLYpiYWM5Ng2dLYSNEAFd9yufukCqDCFahm5gOjZpK51zYoGt9fJELOMncmZfFLmisv8XoSmsf3oDy95eSdrKMGZdOdL1MHXf7lAqWb9q6VenI+kg0gMzYLN8r010F8cxrAAhy8AuckhVmWQi1tYq+oDxbJuWLPCJa9GSCJP+U4XxftbSEBAuqAPJ7gASXxjJJ9mTJhPPoHqq31OJ8P3MvaH3KYFPnLfNnwD/2EKtOhUbihAOoEg2T2zh3QPW0JvnJ5QGTT13zqToz9KU2AHXP87+RsuslKZfeiSFRNoeZsakN9FHIp1CS6lMWlXD7CUTGLe+Aml7WAG/2VVVfCvNADpewEMRCmWBIjrtHup7m+hLJTBtP01VRUVBYHgBioKFTK2eQDgYRmOb+5SAUaVVHDRjPtNGTeLw2fsTMgzq25tIpzIcFNybAjtKhV7CmNIqFEWlo6+bsoJi9p2yNy8ve4uXly0cct6Gw0cJ9BFCMGHC8BkcIwVdbfvScKtu5/Udxh5pyjY4ZNZ+3HjF9Xzjjp+iKiqO6zB19ESe/Mk9n/bQcgjq2TTIYR4e86M71vCwPZy475GcuO+RH3s7H4ZwMMT1F3yN6y/42g4tHw1Fsk4FQ5s8SwuKh67wvxDlo0vR9KEXGEVV2OvgGcOsMRiarvGDB75FW3079WsbQcCvL76Z753yExQhsC2Hy399EWdcPbJf9q6G5/khGAMfMFRN5dAzD2DRs++RTgxuwNQNnQmzx424vXQizZcWfJ2e9t5cw5XruKTj/g/ipiv+wMwDp1M94eMRsj3478O2N0fXdVm1ahVSSsaNG/exZEqe57FmzRqW1a4hEAxQnJ0BLSsoobGjhc54d871oh9r6zdSWVhGb6oP27G2en1LSdrKkLYyvLj0dTwpaeluI2yEKM4rpDhWyPHzDuPWJ/9KMGBQ197I9+77DXuPncEL77+O7W69xkkkqqahI1CEQtrK4HgOXYkeiouLOXSv/dh/6j54aZeXnn6D0lgh42eN5dCpB7B0xSpa4224eGiahkDQmejGk17OTMBxHdJmJpfmmZHDuDUJBUVVSJtpFKEMspEUHqhSxdFc6ia0MnZDBUq2yiuROJqHih9fL6XESAUgL0UwExjgTe5XvaXmh+/0Q5MqeX1hJq8dRTKaIRYPYRkOLaP8xsf4qBQVtUUwoN1opG+AQKD2+tr5bYmX2GY5KSRaUKOtrh3Lskml0lubNAfUxfu189kPauv6A7T1Az/HgKVjZzxC6SDJaAbFVQgpBvUzOijbVEAkZfjSlwGCm/5z7Akv+zDgE3Jbd1AdFU/xUF2FtopuEOCZEmHDzGXj0G0NT/Eoby4iFg/TV5hCVRSEJXBNF1tz2FLZRpksJtoWpDHQRk24gg6jl+54LwF0HByCqkFINZApj6kTxhNJGDgJh4T0Hd80Q2NC+WgCQmPd8g3MDk7liHEHEpoVIWObLHtwOdJ1mD96Ns3dbZRFSujZO0lrTycVhaUoikLICLEpW2C0TZulr66gq7mbqomVTN9/yqAZrp0h4jsScV9TU0N9/dbiZkNDA1VVQ4LoGoCBCYU1QBMQGOH1HcYeIj4MrjjpAj5/1Fl8sHElJflFTB4han19wyYSmRR7jZu6XfudXQ0jYHDOoafwj1efxBwQQhM2QlxzxiWf2Di2xZq6DWxs3sLMsVM+tFnzoyCgB7j42HO4+9kHhjSVps0M8VRixGba/xYkehI88Kt/8erDCwmGDU798omceOkxuYuMpmtc8ZsvcMs1d+bs+hRVIRgJjhjkMxzKRpVSUl3MuWO+QEdj56Abz53f+StT5k1ixv67t8kx0ZPgd1fezqv/ehPXcZlxwDSuveMqxk73E9cOPuMA7v7e37DN9lxjqm7oVE2oZO6Rs0fc7gt/f4V0Ij3Ex70fjuPywn0vc+EPP7vrD2oP/muQSCRYvnw5o0aNorq6mubmZkxzaH/PjiCdTvuJm0WFjBk7Gtt1cD0PVVFyqZbRYARFUXIV8eWb1/D1O36MJ/2K4raBOzkIgeM4uNLD0A0aOlqYXD2epxe/Qmdfd5bYgut5vJl5z4833wbS8ygtLCWZSbGpeQue9HXJm5rrWfv+Bm43/kpXvAdPSsap1UwMjeE/PW+QstJoUsE1PIxAABSZs8sdeA3N2CYFkbycNSLbHIeiqqQyaV8PLbaSTQQIJytl0aB+dDtNlZ0UWFGKKgopfTlGwNJRVIWU5bt9pCP+ZxSPpSjsjPm2hwPO1bYQCKLJIJFUEFt3MMwA+SsibJ7XSqbIonxjIQOp9Ic9ig3Wgg+FhyQVM8mzVFKeSSqcwkgG0BwVV/XQ3MHBRxKJo2ebNz1AyT4wZgtlA60ThRREUkGMjE4iL40tHHRX44DwHDZMrCOVNon0BhEDwpBcxcvKUwR21KGvIEV3eZw0JqNryxCu76DSMKqDikApuBK9z6/Mu1mdv3AEBV0xIskQUkhSwQwt1V1kSh0szaLJacWI6IyKVRGQAYoTeXTrPaQyGVShoCs6fU4SCwcQTN93KtYal7Xtm5hUNY79Zu7D2QedyMN3PkHSTlEdKGfxc+9TuCKfA0/bFy2uoOeHKQjlU51XQXtDJ8UlJTR1teUe6jJmhtGllbiux8O/e4LaFXUEQgHee/4D2uo6OOK8wRbSO/rQbdv2IEvT4TB//nzWr1/P5s2bqa6u5sEHH+T+++/fdrEngKuyGvB9gV4pZbMQoh2YJIQYBzQC5wI7dfPZQ8RHQDgYGlGOsbm5jlN/+AU2NNWiKSqapnHPN37LqQd8cjrc277yC9p6O3h16dsEdJ2MZfG5I8/gq6fvHieP7SGRTnLq9Rfz1uolBDQd07Y47YDj+Nt3bt7lDyg3femH3P/yo0OIeHtvF7944BZ+ecl3d+n+diXMtMmXFnyd1rp2bNO/2d729T+x4s1VfPevX88td+Klx1I6qoT7f/lPWuvamXXwDD5//Xk7XeFd+dYakr3JIdUfK23x+G1P71YiLqXk2qO+z6bltThZC8aVb67mqgO+yd833El+ST56QOe2d27kjm//hVf/9SaKIjjy/MO47BcXblffu+GDTWSSIxMuz/FIxYc68uzB/x00NzezefNmZs6cSV6ePwu4s77g/ejo6GDt2rWYhse37riOtJWhO95LMpMiFoqCgK+fcRnhYGjQPv724iOoqkpEj1BVUk5TV+tQEg5Yto2qKH41XUqiwTANHc109Hbllvfj5yVGTMfIphkqWaIhgYqiUkrzilm2aTWu5+Hh4WZ3tSazCVKgSF9S0uv08UH3alzhV8F9mYMknU5jhI1BdrmK7zdLQNX9KqNQttLL/gpvdhy+i0sSx3PRbJWahjKCZoDuggTt5T05BuzqHp16H2nLoW9Ogikf1OCYDooUbBnXSiLm/zY3TG5kxoqxhBNBNKlix1zUpEAMo5hVXRVLc5Cq9HXonsRzPWraSn0vbzG8vGB76K9kb/uZKQiiCZ+wyoBv4egGfALej23XUW2V1vE9lNcXkApk8BRJIKmhe0Pvf1JIKpuK6SztQ/c08vQoSSMNcXACQ7+/Ukhcw0/VTOWZNI/tZEpsPPFAilWFm5ASVEVQYZRwbPhAXnMXY2lm/0AB4evKhcQLSlzXxTB1UhETK+Bg4H8fgkEDC5v8YAw34VIWK6HeakLz/NmMAi2PXruPNCaeKdmSaGJizVjmTJzBO2uW8Oy7L6N2C3RDZ5o2gcNn7Ud7QzsKCl2t3Sh9Co7tEAwGcV2Hcw49maZ4G5tb6pBSMm/yLI6YfSCttW3UrWqgbEyp32zqeix+dgkHnrbvkP6nXQVN07j11ls59thjcV2XL3zhC8yYMYM//vGPAFxxxRUAT+NbF27Aty+8GEBK6QghrgL+g29f+Gcp5cqd2v+uO5T/P+B5Hod/42y2tA32Qj7v51ey5PZnmTp64icyjkgozDO/uI9NzVuobWlg+phJVBQN9cr9JHDl77/HmysXY9oWadOXGTz+1n/45QO38oPPfXWX7qsr3kN6mKqXaZv8/cVH/6uJ+Av3v0pHU2eOhANkkiavPPQGF3z/HGombe3vWHDsPiw4dp+Ptb9ET3LYqoGUkt7Ovo+17Q/D6nfWUremIUfC+/drWzZP3f0cn/32ZwDIL8nnW3dfw7fuvmaHtz1h9jiCkaGe4v0wwgH2P9nXn29ctpm//vh+1i3ZyOgpNXz++vP22B3+L4bneaxatQrTNFmwYAGatvUW1m9fuKOQUmJZFps2bWLqjGmc/tPLAEFJXhGhQJB4KsnXzriM6WMmMW20b486kIhbtkV3vJemznW+XEX6wTmOt1W7mxu3lBSGYxw0Yz4vLV2IEIPJnJclkXmhKOX5Jaxu2ojjOhTFCjhi9gH89oofcuIPLkRBwd1Wk5hVqXpIFClwhJeTLyjZ6EonK3dwEw56UEeqEsu1kRIU4ZNsx3WIqVHSZgYpPd97mmzQi+dh2hahQJB0KsOs98cTTPukqLgtn3DKYMv4wRa3QU0nf3Q+yyKbiXkREjJFj9Obq4A6AZe18xs4uH5v3AYLxfFA93udhLetyht0R8VzfBtD1VMIdKmEGwL092iORKwHYttK9nBwVBfCPgHU0yoaWk6vPZCMD94uxDqC9E5IY9SpqI5Al1ouUbQftubgaC7BjI5h64yyKghWhWlWOhk3dwyZ5b0DP1IANNeXnwTQGeNUccF+Z9C6sZ2GlY2MDpYSH5vBU+GA4Bxmz57OGGMMP//3raTDJuFkMCep8Qxfq6+oii8VdBUcz0UXHgiIKGFCapBOswfLtaguqsATEqfXQvUUdKETKgwSyQuxoWkL+eEYe42bhpSSlu52PMujMBklSIDVfRuZHpsIrmTFi2sQrkLTyhZ6Ij2UjitlzvEz2LhxA59dcCKWcCkoKGB0WXUuvdaXSWXnZvwpmEEuWzv60NXvxLIj1fMTTjiBE044YdBrWQLevy0JXDnCfp7GJ+ofCXuI+E7i1WVv0dA+VP6TsTLc/uS93HzlT3br/m3HxvO8XAT8+MoxjK8cs1v3+WHj+cerTwwrFbntyb/uciLua8SH/xFur/ruuA53Pf0Adz3zAJ70uOiYz3DFSRcQ0HfPE/ZwWPLiB8NWclVNZfU76wYR8V2BmQdMGxQI1I9gxOCQMw7YpfvaFvXrGoebZcZKW2xaVvuxtn3U+Yfx5+vvG5GIT99vKrMPmcnqd9fy9cOvw0xbSClprW1j2esr+dE/v8N+J8z/WGPYg08HfX19hMNhpk2bNuTm2p+suSOwbZtly5YBMGvWLOo7m7Ecm6JYAQCRYBjLtpg5dgpTRm1t8OonCgBH7X0QD7z8GIpQsi4iEst1cpVsAAUFRfVtAkeVVNLS1YYAEulh0pSBlJlhTNUoVF2lqqSCzx91FkfPPRhFKIT0IApKTp08BIKc24aOhi1dHOF7hUsJ0VQQQw9Q1lWMDMKmaAMB3aA0r4jOvm5UVSFjZTCdwddyoShoQsX1XBRNp6yviLAdxNVcPwRGQnVDCVvGtQ7ShXQle+lJxVEVBYK+z7mSEASTAaZsGoOR1kkbJmZHCuEpqJpCKBIkoabo1uPk90RytoD+4QlfV47EUyU1taU5PfW2JHxYidAwZ83WHRRX8Ym/AsITaK6KTEgUVCzdJhXMIAQkDUlxd96QRtB+BN0gnVO70EoETo9N5dpiEOB6EtVR/HELieIpxAtSTGQMxeuiuO87FGIQPFDD0XU83CF7UGwFLwjT5k/inafep6uhCwyFcDBIRV8Bx1x5KKFwhIee+jev9LyLZ3isnlHH2PYKIl4Yq9kh6BjgguYpWKpDJmrh4WILh7KiYg6wZlPtVVBvNjN6Wg1fvOYCrv/r//D+xpWEg2Ecz+GzBx3PtWd8kTdXLuK3j/4JTVVxXJdkIknA1JESult7cCIuzbKFaVUT6WzuYubB04iUh3CTHjMPmMZZXzwdz/Po6emhq6uLjoZWupraKSoqIq8wj8LKAjoaOwnFQiS6EkzbbwrBiDHsef+/gD1EfCfxzLsv48qh/scSWLll3W7bb2dfN5f/7ts8sfA5PCnZd9re3PW133ziQTbbwnYcnBGqUInUrreSKy0oZtb4aby3bvmgqlMoEOQLx5497DpSSk774SW8/MHCnPXh2vqNPPLGM7z0m4c+MX/tynEVaAFtUJUYAAEl1bu+2TRWGOWyX17IXd+7FytLRoNhg1FTajj6c4fv8v0NxLiZY4bVcBthgynzPt53NhwLc8nPPs/vrrwNz9nmtyigYmwZQghuv/ZuMqnBDz5myuT3V/9xDxH/X4rCwsIRG692VJrS29vLihUrmDhxYs6irN+a1rRN3x3EtpAMbQIfuI/Z46dTnldCQ1cLANFgmEQmheyPfld1NEWhMFaA7djUdzRtTUsepqKnCIV4XwJri8kJ0w/j6i9dSiSyNYzoipMu4JK138AbSCe3CVVxhYcmVRRDRTgewgJb98m4aThIHQKejtYgmH70JHrTcSzbwvEcqgoraexqZVtRl+M6eMKv8ttph6Cr43oecuBlM+uSsq382pMenuvRm4xTnl9MTI0ydeVoVFvBwSGvL5zVbEtcxyXZl0LqkrZR3UQTQRRnKEURCBLhFJG04SePIrcRs2yv+rmNpMT1I+UVKXI2f5C1PAQ0RyOSDqK6KpqtjEjCJRIlrBBpMPDaXQzbd1WRSKTqy0uEFBi2jqd6FM0qwvvARsZdUPzz1PNGF1aRS6BXHfQA4uEnrNr5LssXrqKvL4nigcgoxIVNsk3hwe89jpavsahmNaoiCKKTMSw2VzSTr0ShEqo3lGD06aSjGZLzLKoLfHvN/Wfuw6XHnUc4YfDUnc8R6NTI68mj6f1mfnjuNTz08r9ZsXQdWocg+o5Bw8xG9ps6l0Nm7subqxaDB5qlUhDOo6Awn96EIJM0OfbkwxEZQSq+jlazg016AwUV+bkgKkVRcp7f4EfXd3V10dzazKSjxrDxLYGdsFlw4j4cfPr+uQfvnfEbt217h5s6P03sIeI7ibaejhHfqygs3S37lFJy6NfPZF3jZuzsdOFbq97jwK+exoa/vkFRXuFu2e+OIBwMMX3MJD+qeQAUoXDk3INHWOvj4YHr/sCBXz2dVCaNaVvomsa8ybP45tnDp06+vXoJryx9a5D/eMpM89665byw5HWOmXfobhnntjjpsmN5+ObHhxBxM5nhnuvvQ/zsAuYcutcu3edZXz2VqQsm8/htT9Hb2cehZx7I0Z87nEBw984ETJ47kakLJrPq7bU5T3RFEQQjBsdfvP3E2B1BXlGUYNgg1bcNbZDkZgHWLdk47LqtW9ox0yZG6P9uheX/Kj4s0OfDiHhDQwP19fXMmTOHSCRCS0sLSzeu4oZ/3UZvoo+NzVsoiOQRDBj84uJv5yrkA/fheR6pVIrVK1dRUVRCQ3dLrtFRVRSCukF5URnJdJKueA+NHS2ARCgKvck4Stb9ZFvbK0UKVFOQSCaw3k3zn8CLnPGVkwGob2/k23/+he/9PHC1fgYqIWwE/fAfx0TTNDzp4QSdHPe0NBsLm5WRjSwYNZNRo8eQH45R19bAwpWLae/tIjlM2rG/eUllUSkt3R1058V98morfmOiFHSW9g0m5sOs35PqY6xdjeYp2KoDztDGSSklnvBor+ph3MaKEbeXFw/jaC6KVLDyHAI9KopUspXwfvgEf2u1fOt/c0tI3w98pAZOxRN+6qUnRiTh4M98GCJAwYoIZLY27SpZzb0AZFAggxJchYrVhfT09Pn+3dmwIJB06N0UB/MIZbZemwQCW3MQfR5d9CJUgSKzMp0On6hLIUn3ZhiXrmDlXpspaymksCeKqdtoxToTJoxhyazVJO0UoytqOGHBobz4wetoqsqi9Utp6Gzm7OITUBTBxDnjSSdN3nj4LQ6LHkThpgjjtlRSVFlIsjvB/T//F5f95kK+cuoXOHm/o+ntifPIhidYrK2k1WynOFLIEeH9mDFnGvHuOP989t8s7P4A27YxEjqtBV2cZZ46xCbaMAwqKyuprKxETpfMXZCgs7OTrq4uli5fSkFBAUVFRUSj0R0uniWTSSKRyIcv+CljDxHfSUysHjdoerIfQghOWHDEbtnna8veZktbI/aAbnopJRnb5J7/PMSY8mr+9sIjaKrKxceew4n7HvmJpg3e+dVfcfS3z8N0bGzHxtADhI0Q//PF7++W/U2oGkvd39/hybefp66tiflTZnPgjPkjHvMbK94dIp0BSGSSvL783Y9NxBM9CV59eCHJngRzj5rDxNnDu+xUjC3n509czy8//1t6O/pyWnHPkyx/YxXfOf6H/OSR77HguI+nDd8WMw+Y9qnoon/51A+5+/t/49l7XsA2beYftw9X3nQZ0YKP72yzz9F755xWBiIYCXLUZw8DIL8kj7a6oSmxgWAA3RgaJrQH/7uhadqI0pSBNocLFizIVcnimSTX/eNGFEVBUzVs26Yr3sOYshrqh5EgKopCT08PD7/4JH956zFsx8ayLeLSIxgIEtB0JJAXjiI9SVdf91ZNsufhSL/6GSaEJe1c8VZI/Ih1VUHRFcoqSlm5cDUnXnYM0pN89eYf0dXXg6Yo5OZ4hF/wUFHQPY3Z7ZMZtW8Nr7UuIj8So7mtjaTtbjX0zsLGoa68lb3zZrOufjPLNq1GURU6kz0jam81RUVVNDRFxQtKVs2rY9S6EgIZnZ7CBHVjB+vDVUdBcRVs3ck9LMQ6QxQvj6KlVRShYOlDr8kA8cIUruIRj6WJJDyC1tAHZt+vW6O3IEHA0fFUBaRE8SArwM8e9laJSi6IZyBVl7414PagSDHIxWRbSCSO6uF0pVDcrYRdIBCKL3kBwJHItCQcChFvTyC9/nTOrUdV0VjkN+4KDyW7T4FfUXdkNmRJA81Ws20AvtWio7u4iodua1Q2FlPSUYCreOSnDMJ9IV7Oe4d00EJ1FZo6W3h31XuoQqGsoAQENHW28GT988wsmMzahe8iugVW0qRwTCFr396IkAqJngRFFYU4tkvzxhYKywoYXVqFU+jQVNJOU10rmq7RmeihuaiDB5c+SSAQ4AXxNulMGjwojOUT11MsWreUQ/caOaVcCEEsFiMWizF27Fgcx6Gnp4f29nbWr1+PZVnU19dTVFREOBwe8d7f7yH+3449RHwnceHRn+GXD9w6qLoKUBDJ44yDj98t+1zfuBk5jBwmbWa49fF7/EpG1pLqP4tf5XNHnsEfv3rDbhnLcNhv+j4svfN5bnnsHpZvXsP+0+dy5SkX7dbmUV3TURWV/yx+lUfeeIbzDj+VS447N6edH4jywlKCAYNEevBNOmQEqSz+eGP84NXlXHfSj5ESHNtBvf7vHHHOwXzz7muGvTjMPWI2/6i7h89PvWJIaI2ZtvjD1/60y4n4p4VgOMiVv72MK3972S7fdjQ/wrV3XMVvL78V1/X8bvywwUGn78f8Y+cCcN63z+SOb94zSJ5ihA1Ov+rET0yOtAefHEaqiKdSKZYuXUpNTQ01NTWDfpcNXS3Yjk1eNEZrTzuRYBjbtSnNL+JvLzzC2YecnJOtSCnp7u6mvbuTe99+glAgmKuYb26pp7KojEQ6SdJM+708eBiBIHYmma2MSjzpoaKQr0ZJO5mt0+wCpAe27TAnb7pf6BGCzqZu/nnzYyzesgzP9XCEA9vUfHGzWnRNpXVdG2bAQokqKFrWL3sYjlLf3UxtSz2bm7YQzyQIqPp2G+Bs18G0Tbxs4I7Mk2yc0zxET46EMZvKqWzyJT2JaJo1M+rQPY1J79eg2lmPbQmGNfysnEgrKK6gq7QPwy4moaaJpkNDlpNCUjuzBb0gwISXK5HCJUwQmfGr4ELLkm4HcEZuztTsfjtC/wD6q9m5nE6RPbARKuICgeoNX1WXrkR4wi/eOR6qIzAtE0949OYlKegZTBJVme2BGpgYKiQd5b0E0zrReNjfntxa5bc1F6lK8PyxF3XGcDQXqUgUoZO204T6DFKGia049JhxNrU1UFVYRm9vL4qi4DguS5KreLd5KZ7rUZFfygxnPI8vfI7NffVE3TATzdF0NHQSjIRY9NwS7nnlnyzpWUnKSpPKpBlbVUMqnqa2t5GnW19h2T/X0BuI02fGKQoXoKgCV/XoSfaRsXbOZlTTNEpKSigpKSGdTrN27VoURWHjxo1kMhny8vJyMpeBDdx7KuL/RzGqrIqHf3gn5//yamzXQXoeRXmFPPGTewgGgrtln7PGT2O4i0AwYNDY2TqoUp7MpLj3hX9x1akXMXPc1N0ynuEwvnIMN33pR5/Y/r52+4+465kHcg8gS9Yv528vPMxrv304F1TRjzMOOp5rbrt+yDYc1+Evzz3Eitq1XHvWF5lQNXanxuDYDtef/vNBgTSO5fDyQ29wwCn7ctBp+w+7nqIoNG9qGfa9urUNO6WB+/8Zx1xwBDMPnM4Lf3+ZdCLDAScvYOaBW5NpT/3SiXS19HD/Df/Ec/1QofLRpZx8+e55YN6D3Y/t/S6Gm6lsa2tj/fr1zJw5k/z8/CHrxMJRHM/Ftp0BDX6CgK6jKgpJM00JvtZ0+fLleJ5HIBYiY2dQFL8qW56VJF5x0gXsNW4qc8bPIJFJctMjd/HQy0+QMlOD+llKRCFnFx3LI03P0yI6UDQFD0mRlc+kjhrKSgvZ0FrLtCOm8MS9z+CZLkWhfDLpDHEr5UtAsv2anvRlELrUmFY2kbKiYlY1baQn2YeiCFAFeAPI+IDT9/Sil3NuLckhyvCt0FUN23XoSfQR0g3SmQxO3EGzBBM2jSUSD5IOm2yY0kgkHqSyqRg3GxkfTYQYt6GS2onNqK6fTCmF3JoOOaDym/tM+kLs8+5k4rEUbWXdOVI/5POWgtkLJ/ohQLZ/YLbuIHRQPR2nxiNUFCK5OYnslmjO9qra+ME4AxIx/fq5oG9cBr1eJZQJ5E78IPcVRcIwKZtk10f6DfL9Mjop/WbT/G1IeP93TzI48lxIQUFnFBWVdMQkvzuCJySu5qK6qm/fKMEVgqaaDoq6YrnUT93QyTgZpPB95xEKrnSJamFs1yHdkSGdSNElevE0cKSDoiiYrk2iIk2f1YeIqPTIOD2hBGVt+TRpHby69D3iMklVpIxoTYS6tiaqxpUTFiHiXQlUVcFwAyQ7UxCU9Cbj6GjoMf+Bb8bHSCl3XZdAIEB1dTXV1dV4nkdfXx9dXV3U1dUhhKCoqMh3B+vt3amKeFdXF+eccw61tbWMHTuWhx56iMLCwdJfIcQo4F6gAr+z4E4p5c3Z934EXAb0T8Vel3VU2S72lIU+Ao6bfzit//yA52+4n9dvepTa+95m9oTpu21/86fMYe6kvQgOqPaqioqmqINIeD88z+P5Ja/vtvF82tjcXMcdT92XI+Hga75XbF7DY2/+Z8jy0VCEl37zEOMqRhEJhgkZQQS+b++itUv509P3M+fyY1i09oOdGseKhatx3aEzFZlkhmf+/Px21y0oHUoKAPKL8/aQ8J1A1fgKPv+D87j8Vxez10EzBp07IQTpRBpN13KNow3rm/jSgq/T1dr9aQ15D3YTBn72nuexbt066uvrmT9//rAkHGBK9XiOmn0giUyCjG3Sk+gDJLWtDZQVllBVVEY8HmfRokVUVlZSVVXFk+++QG1LPStq17F4/VJqW+oJaAE+c8hJ7D9tH0JGkNL8Ys459GTK8kuIBiPoqoaqqEQJoQqVe7oeo1nrAA+K9Hz2Dc/mOPNA9iqfTOfoOAtLl/JQ/TPcuvJeuow+jq44kJgXJWBqqK6C6iroUs+6pEgsabOxtZa+db1cWnk2p+x/DHMn7cXEqrE5+7dtaznedirgA9Hfl6SpGgcn5rJfx0wm9FYzZ8kkijtiaI5KXm+YvT4YT6w37EtCsvvzFI9YPOQTR9X1rQvxe1U9IeksHmqj6mgulu4Qi4cxrACO6m2tTrPVplAgfA23pfgyDQm6paKlVTzbw+yxaKptpSvWR09pH66yPQ2KzJ7LochbH8qScHKj8BgQLc/WUztS1T2dyGSPXeKqw9szCvzYemVIZV0QTYUIpQJoth8qZBsOqKBqip9IKn1HFiOj01jTgeqpaLaKYes4uktvfhJXeFjCxhUeokcSawnR0dnpJ7U6Lq7jEjKCqKpCj97HereWVqWL1mAH6YhFb16clZWbSQTStFmdxGWCzu5uyPizUa3dHXS39eIJSUgJ41g2hhtAoFBk5PszLrbkm2ddQU3JR0893jZVU1EUCgoKGD9+PPPmzWOvvfYiHA7z17/+lUsuuYSFCxfy5z//mYaGhu1s1ccNN9zAkUceyfr16znyyCO54YZhlQUOcK2UchqwH3ClEGIgAbxJSjkn++8OWRruIeIfEZqqse+0ucyZOGO3EychBM/+4j6+fPKFFMUKiIUinH3oSVxzxqUYw9jvaapGfiS2W8cEvmXjv177N7c+dg/vb1ix2/fXj9eWv5O1MRyMRCbFM4teGnadvSfOZOO9C1l061PMHDPFvyBmp7Ed1yGRSXHlLd/bqXF4w5DwfgxH0Afis9/9DMHwYBlNMGxw3rfP2qkx7A6kE2keu+0pfnDGz7nt2rtoWN/4aQ/pI6GnvZcnbn86l1AK/meWiqd59JYnP8WR7cHHwYddb03T5L333kNRFObOnbvdVD1VVbnqhAs5fM6BlBUU56Qm3fFerjntEjraO1i+fDmzZs2isrKSlfXreHH5mxTFCrEdC9OyqG1rYGxFDfnhwdfcWeOmcf3ZV3P5cZ/lrP1P4LunXsGsSdNJkiLjmn5MecCl2ergzcQS/hF5luXd6/jnoqcQSYhpEaKRCI82PMfkyFhmbBrLlE2jObB7Nof0zSU/FSGqRAh4Ohlp8lrwPd5u/oB4T9z3BA/FqO9o2q6v9s7AtEyaeluZVDKOGaHJKJ6Co/oSCE/datEnBTkHEsVTyIRsVF2lrboH6fkNkP3+Iy1VXbRWdOGqHp7i4SkSM2ojhN+gGOsLo6kqMiBzdqgjHU+/xAdAepJgp05he5TCLVGCCQNX87fvjXQ+5Pa2vs2+EIMebPrXsgKOT7QZ3NwpPZmTCTm6S3ZSAFtz8LIafkcZqdF4q++5l63Gq66C4ihIS6KgoLkqhqVR1lZAAI3a6S3EKzLEYlFSBaZf6Ze+fN6wdSzLYnNnA8cmDmD+hukIV+DZHtKVOLhbz1HWPz3ppul242BLNEdFNRVcT5LwUvQ29lGeV4ymqqTUDKVKIRE1SMbz/ccLRR4xLUKpKODCyWdy6v7H7MAZHhme521XWhgIBCgvL+fHP/4xv/rVrzjooIPo6enhkksu4dVXX93uth9//HEuvPBCAC688EIee+yxIctIKZullEuyf44Dq4GP5T28R5ryvwThYIgbr7ieG6/YKrFo7Gjmtw/fOezyZx58wrCv7yqs2rKOQ79+FqZtYbs2ilA4fsHh/ON7t+92u6CiWMGwP0Rd2zpNPByEEEwbM4kPNg4ferV43bIP/ZEPxMwDh58FCUaCHPP57TfunnH1yaT6Ujzwq4ez+xSc+dVTGDN9FK/88w32Pnwv8kuGr+L1w/N8azBN33U/43h3gsv3uYbu1h4yKRNVV3nij8/wk0eu+9gBQ580Ni7djG7oWJnBs0a2afPBK8s/pVHtwe6E4zgsXryYKVOmUFJS8qHL97ugrG/czOSaCYSy8sKmzhYWvv8uebOMQcFBnfEe3/842Uc0GEEisR2HdQ2b+H/snXWcXdX59b/7yPU77slIXAghISS4uxQtVijQltL2V6AFCgVKC5RSqNAWaJFiDe7ubkFiELeJZ9yv32P7/ePM3LE7yQRtX1j9lCRH97l21nn2etZaubmWydXjeevTD/jbk3cQT8WZWjmRAl8Oq+rWsrppAxsaNxHKC0JKEE3Gu8mR23CXUgw+KFxC0PQSa42xIbaR6kmV1K7fwIqlq/FGNEYUlLIwuAopHNo9EVQUHOEGoDjCYeWIDYSWB9jn8L1YsGYJucGcTGP/9iBbOI6DZFnBOryGl8p0aXdVuFsj0y01aSuJEIz7ye8IIaTA0mzqx7eBBpvGNVNSl4dmqm5apCqZsLKKhbNWs3Z8A0WtOYzcUIwj3URQLEk6aCKKVPT1EukDJQ7CHuC00kNUpcs0Re+KDGlVhUI6YKJFFCyPjWIrWcJ5JH3r7dui5LZwEGr3eAQYuoXH0DPWg339zXugqiqq4zZWqo6CrTkZiYkjJJqpDjB26fWMFwh0VcMOSdS4QLX6ymjc8yi2SnVTOZtmtOCxPZR6S9CbdEKbAyytXkfA8JErQng9XppFG5u7GihwcvBaHqSSJkXKfSAQrsuVpKfq784YiO7OU1/aQ8prYCk2URlnXGAU91zxN+JNce67+hGWJFZTJxvJTQc5rGg/PI7O8kUrUDSH2y+6h0N/cCCjp9Zs9fUd8nUfUBHfGhKJBDU1NVx44YVceOGF29y+qamJ8nK3Wl9eXk5zc/NWtxdC1ADTgY/7LD5XCHEGMB+3cr7N6ddvifj/MEYUlfPIb27le9edm2kGUoTC01ffSW4w50s7b48vd1u0o1+Dz0tz3+LuVx7hx0d870s7N8Chu+yLT/cQHbBcVzV+dNgp29w/HAjRHu0ctDzg9W/X7IbHq/O7hy/hyu9eh3QcjLSJL+Bj5qHT2e/Evba6rxCC719xCqdccgKdzV00bGjiiqOv4cmbnstY8P34ujM58YJjB+2bjCW5+fzbef3Bd7BMi/E7j+Wif5/LuOljBp9oO/HQnx6ntb494+himza2afOns/7BY3Wz/6eaHEuqigd7tgOKqjBibMXXMKJv8WVBSsnGjRtJp9PsueeeBAKBbe+ES4xM0yTsDxJNxPB7fDiOTSweJzcUZtq0af1+E0aXV+M4EikdhKJiOw4hfxBVVYmlEqzYtIar7v8buYEwuYEwL8x7k3g6wciSChzTchs5HRvbsTK68Yyrh3TpX8KTJqGkyXE0GpqbqBhZwvdPOYk3//0+/2l6Etuy0R0dHY00BioKQggU3Kj3TieKpqpE4zFkwkaLK+i6iqO4vzu2tLfamKkI14EkUxXt41UupWQxq+lKRxHFksLWHLAEjiLpzI/hS+gUdIRQHPd+pDoKI+uLcfbX2Lxxi2vF57X7kc1Q1E97cZTGsnbCXQFyOoMI2/Xfjk1LM2FKFRufWU9OcwBVUdDtXtrSP8AHZObhoBcCgTfhQfW6nt2W5qBLQY8JSd/t+pLnfhXtLKRccRSE09vG6THccZm65RJqBpNxx3ZQfRqbixsJRf2EIwFsRRILJvGlvJi6hdqvibX/eZ2QpL2yC+8GlcKG3EHjB4naJshfEWRkvIjWQBupRIq8WJCJ8SqER5AebWNJG92rU+9p4ZOKVRiKicRtoFV1G1va2KrjBrYDqlDxGx40RcHwWCAkoYSfPfNmEBI+9q6aRdOWBgoKCvjx9WfQsLYJ3aNh2w6L3lrKso9WUFCRz5ipNaQTaZ6/7WW+f9Up5JfkDXpdt4XtIeLZXFMOOuggGhsH92hde+212zUOIUQIeAL4pZSyR2N1K3AN7ht3DXAD8MNtHetbIj4EHnrzaa74z5/Z1FzPmPIqrj/7co7d87Bh77+xaQs3PnUXHy5fQNpIkzYNJlWN5ZKT/49ZE6d/YeP8zu4H0/zYp7y3ZC6qorL3jrO2Oy3Ssi1e+PgNFq1dzpiKak7Y+4itNp6uqVtPXWvjoB/zRDrJ7c/f/6UTcY/u4Y2/PMJRV5xFe7SzO8lOMPuSvzN2xKht7v+z75zB3574N8l0b5Ol3+Pj7MNP3W6Z0a6H78KDa+/kjYfeIdIeZeYh0wdplbcG3aOTV5LLj3Y6j2hHrN+6u664jyl7TmLSrAn9ll9+9O9Z9sHKDFleNX8Nv9jn1/xn+a2UVH4+L/t3n5iTOW5fJKJJtqypp2rCyM91/K8SleNHMGGXcSz/eFU/Qq57dU688Nivb2Df4nOhJyK9B5ZlsXTpUjweD+FweKtSlIFQVZVUKsV5x/yQi/79ezY315FIJBk7sobTD//uoO/xxMoxnHPQKVz39K2kzDR+r4/CnHwCXj8TRo7h1QXv4DgOqlCIRWMoikIkFWddw8aMrZ5lWRgD7VS7RdCKo+KVOmmfQdQGj6lz9WkXURwqQZmgsbGuLmOL5/N6MdKmKw2RDl7Hg2apBAsCNMXbCLb7aIg0oTkKfukn6UmieVVKw0W0dLVhZOkvAreg4UgHZ6AVpHQJmdAEdqmkPb+TWEkStUshGTAwdZOJy6pRupsyFSnQNZXSBi/FdSWkG9yAt57gH8USKI7CyE3FoEJbQYTVE7eQGw3iQSevOg/Nq9O4qJF2b4SNkxqpaCqiYkPhAIcS0ftfVUHYWSLQHYme1JAhQSCytWLC0E2X/WcHnCFTTntIeO/L1oeMS1CSkCw2SBQYbBTNJAIpKjeW4E95sbw2acfAa2X/DAfavLSHIkRzDAqacjJNmX3HKaSgYHMY02MRTcfcBGIJIcuHpdl4l+q07h7D4+hsqGjI9Bk4ikQIk5JEPikrRTSUxFAshISg7WNaZDyyUdKS14G0JFVGGTuNmEBucQ7HnHIkUpO0trQSiUZwgg7hbheTibPGcdPPm8HnmhD4gj4iHTHa6zu+EiJeWNi/2ff1118fcvvS0lIaGhooLy+noaGBkpLsrmpCCB2XhD8gpXyyZ7mUsqnPNncAzw9nnF8IERdCHAbciPv8dKeU8voB60X3+iOABHBWj8ZmW/t+Hbj31cf42U2X96YwblnHadedywOX/XNYZPzT2mXsfeHxpIw0lt37Y7ZiUy0vzXub+y+9ieP2+uKcG/xe/2f2wu6IdrLnL49jc0s9sWSckD/IRbdfw0c3PUtNWWXWfTbVbhlSH20MtLP6krDjqElsuP8jFq5ZQtJIMXP8TlmtC7Phyu9fwPqGTTw556XuFL00h8/anz+dfflnGktBWX7WyvVw8cmbi7Gz+B8bKYMX7ny1HxFfv2wjKz5aNYgsm4bFU/98np/86QefeRzgplZmg2Pb+ENfjivQl4lrn/0t1535N+a98gmKIgjnh7jojvMYM3XbD2zf4r8fsViMxYsXU1NTQ0VFBfPnz8e27X4WZltDj+XhjHE7cs0pF/LOpx8ycex4Dpu1P+HAYLcFVVU5YMrunHDQd/jtvX9lTd06KosruObMi8kNhskJhEilUsSVOPn5+axt2YLt2GiqRtJIYVgmCoKi3ELC/gBNba1EDZegqo5KKOFDC+vsxk6Uinx+dv7ZvPfAh/zr6Tt4v+QTtKCG45Hk5+cSTcYpDhcQj7ppnhoqRd4Crv39ZXywYSFF68K05oeI+BKowOSO0ZijJWPHjaYz1sW7Sz8edH1CiO4HHZcwK46CozjIHr5pAyp4FJ3J7aNYUrWOriJ3bnLCsu77RXe3phCu7hgHGj9ooNjIxdQsNEt1myxtFVuz8Zg6o1dWYE208Se9VGwpQkGQrjPJiQdRkgKfLM94Z/eglxj3tktKDRL5KQIt/e8FqnAfDlRVw8YasH+f66fbz32AxnsglO72uv4e5cNUmNswdtFIVkzZgJCgCoW2oi4KW3PQDA0hXL245qiDKuoiCZUri7FUG+Ew9BilK8HruU9ouoqKimKb4EDFikJWV24CPxmtP4Ct2US1BL60zoSVVSTzU3iTXkaqpRT7ClFLFKaExxNpjeIv9dPR3MUOe05k7acbeP7fr2ClTcbtPIZjzjuClJWisbGRzs5O0lYKJyaxLAvLtOlo6qRhfRMVY8u3+76yPfLReDxOVVXVsI999NFHM3v2bC699FJmz57NMcccM2ibbj57F7BCSvm3AevKpZQN3f88DhhW89znJuJCCBX4F3AwsAWYJ4R4Vkq5vM9mhwPjuv+/K275ftdh7vuV4/J7/jTIJzyRTnHpnX8cFhH/2U2XEUsOjneXSBLpJD+/+Tccs8eh/xXT/Jff/SfW1m/IVEdiyTiJdJIf3nARb/7l0X7bmobJVSdez/zXFiJnOjDgod3v9XHGQV9ds6EQghnjp273frqm88Dl/2RLSz0rN69l3IhRVJd+fZXeZDyVdbl0JPFIot+yujX1aLpGOtn/gccyLNYuXj/sc9bWrWfJ+pWMGzGqn83l8ed/hxvPvZVUvFdTqqgKY6eNpnjEtjW3w0EynXQrI1+S3WdfhPJCXPvM74h1xUlEEhSNKPyv+N59i8+PhoYG1q9fz4477kg47DZKDjfmvgc90pQlS5ZQ4Mvh8h/8cqvVNkVRsG2bypIKbjv/OrriUQrCueiajmVZ5Dp+xleMYlNHA+nOVgJeHz7dQzyVwHJcSYaDpLmzhVjSj2M4lGrFdNpdFHrzSMgk+eE8RtdU8Yufn8OzN73EW4+8R7QjRqrEAENiKxad0QiKKhhfOZq19RuJJxIoQnD0gYcybZcp1NbV0hzoQOrgT3gpixYQTgdZld7E6rnr+9kpDuSOlm0jpeNWZTVwLImpmT29jKhJhWCDF8MxyfeEiVgxt0lTkS5pR3WFIlK4xF2AjEq8QscUNh0FEcLRILbikPabKKqCSEPlhhICSS+26uAxdAJ1PnpItpdeS1pLsbttBntpaI93iZ6jsW50O6Nby/pXzW3QwhqqV8Wi14t9YKW751j9EzoHa70HIpsevAfZlmtphSmfjgZNEi4JEy9IUZ/XRH5LGI+pZ/YbSh6j2SqW4iClg9rH/jGjl0dieEw8hgcFgW27fQSKrWCrNvVKE+1qV0YD3i2oBwdsYdNamCTtM6luL6eso4CymmL8IR+/vO3/ePaWl6ivbUACRSMKWPrect574iNKqooQuQE+eXMxHU2dnPn77zFx4kSklNgd8NytL7O8bRUNa5oI5QZ446G3Wfr+ck7/7clu38QwYds2uj68QLbtDfS59NJLOemkk7jrrruoqqriscceA6C+vp4RI0a8KKU8AtgT+D6wRAjxafeuPTaFfxZCTMP9gG0AfjKc834RFfFZQK2Uch2AEOJh4BigL5k+BrhXuvNFHwkh8oQQ5UDNMPb9SmHbdnck8WCsa9i0zf2llMxd+clWt+mMRahva2Rk8devU330necGTVE6jsN7Sz4mmU7i7xNDe+/vH2bBa59gJE0mLa5m8bR1INyO+ZA/yOTqcfz8mDO/6kv4zCgKFjDGY5Cvb70p8svGtH2nZNUy+4I+9j1hz37LRk2pxjQHb+vx6YMkLACL1y3nzpceoiPaxbF7HsoRMw/g9D+dz4tz38SjebBsi13GT+X5P8wmHAhx6JkHsuzDlbx67xtoHtf2r7CikKseu+xzX+f6hk384K8XMmfZPAD232kP7rroBipLvvzvQSg3SCj3vz/Y4VtsG1JKVqxYQSqV6tdICdtPxE3TpKmpiXHjxlFZmX0GsC96jv/h8gX88eF/umFAgTA/PPgklq5cRuWISv75iz+yeP0Kkumka9d2zx/Z1FqPV1FJm+kMnUoYKXQ0InaEY4oOorOriw+shbRHO3m+/m2a7+lEvpQm1hnDkCaGapLyGQhHYFs2BTkFbGzeQllhMWqxiu3YPL3wFXYbPYXb33iY9Xn1CENg6xa1OQn8io+OVAQp3V4iXVVda0LRbQWIIN/JJWWl0AI61akyIg0xOgMRhOUjnAyiKxoFjWFCFUGaJnbQnO5wbXQdi/qRbeS1h12NtNUdTNPd5AcuL9dtlYK2XIRw3VMczcFS3Kh6r6FncmzcRsQesjzgPXAUHEWi9JNlCIQKjeM6yN0UcB94hJta2WNLqOfrJLck2RaxVjJmcn2p+NYq3X0q1tsg7EIRGStVIcGrejHbDApkDjTYmXXDgSoFqYBBgZKLmbKwTAtbcVAcga1KbE2SVgz8Ka/r2oLEVmySfoP2gi40Q8PwWL1uLRK80kPKm3avyYJ1hXWoScG4vDHsfNBUwgUhFr7+KSBQNZXG9U34wz50j46iKKxZuJZUPEVbfTtG2uSMK0+h9pN1vP/UR+iaRrQlzsixFVSMKyOVSrF+1QaevPMZ9j95bwoLC/H7t92n9Xk14ltDYWEhb7zxxqDlFRUVdJNwpJTvM4SGSUr5/WGfrA++CCI+Atjc599bcKve29pmxDD3BUAIcQ5wDrBdUw3bC1VVKc0voqmjddC6qpLhOdT4PL5BFfW+cKSz1WZKKSUr5q5m5dzVlFQWsduRM79QZ4zhYuAX4vk7Xs5UYvM6Q+w2ZxLtBVEsn8119/yWY/c5DE397287MA2TWy66kxfvfA1NVzENi31P2JOL7zofj2/79PVfBHKLcjnnTz/gjstmY6ZMHMfBH/QxefeJ7H1c/1CgEWMrmHnozsx7ZSFG93shhMDj93LM//V3yrnjxQf5xS2/wzBNbMfmqTkvU5xbSGN7MykznUk3+3jlJ5x78xXM/vU/EEJw0e3nctrlJ7Fy7moKKwqYssekz23RmUgl2e38o2mNtGdCV9789AP2+MUxrL13znb3NXyLby5Wr16Nz+dj4sSJgz6XW4u5H4iWlhZWr15NOBweFgkH9/7QFu3gpqfvI+gLUpiTz9ot6znjL7+gpqwS62OLvz17Jz845CRO3f9YrJTBJcf8mAvv/SPRRP8eECRIyyWkqbYECzqWoKs6YSVAsjHJ6+3vMbNgCnIDRPOSKLaCP+HF8Jr4NR8Bn5+UkaYj1oWmagR0H6Zp0rCijRUb16I5KimRxtRsHN0hjYF0em0ALcclYBoqITWIR2oYCQPd1qjpKgcL/MV+8pcGURwFo9BGCokRtEiOMVEKNOw61+HENCxi4STLdlpPWX0BwhG0l0YYv7QST1rrNv/oJuSKxNYdvEkdf8KLadkYHpNoOEFBexjd1AeQ7P5wkyx7mjPdF1KqkuiMNP4VGmrc/S1RpOvLjQLSL2lNdeKXnoyryYC3wn1dttvpsTfgZ6tbqW66pm32eUiUrs2tqii013dkfMaHg57tOgvj+Jt9eFR3tsFSbDyGhqVb7gOIwDWpdiAaTNBeGKVuZAum10azuptNu/X8HkfHVmwkAl/SgypVHEfSGuykpKqIw390MGs/XY+iKm7TqSoQaHS1RCgfVUprfRvppIHm0fEGPDiWw3O3vUxHUye5pbn4873E25JEWqOMmTrKJd2WQtiXg6Io1NbWkkqlyM3NpaCggPz8/KwSs+11TfmmRNxn+wQO/DQNtc1w9nUXSvlv4N8Au+yyyxdjjDoErj7jV1x429X9yHTA6+cPP7hkm/sKIfjR4adwx4sPZo1x9eoejt3zsKz6Q3BJ4uXf+T1L5yzPWNP5Q35uev/PVIwuy2wnpWTtovV0tnQxYZdxhPM/24ftlP2P4c4XH+qn7VYVlX123G2QdKCvHzO4jURlTW7884OnPMwOz43LWpX9b8K7T37AdWfckJFeGN2qkHef+gCP38PFd57/tYzrhPOPZsqek3nxzleIdsbZ97t7stexu2X9wbnykV8z++oHee72l0kl0sw4cCf+729nU1DamwDWFY/wi3/9jqTRK3uJpxL9QpB6kDYNHnnnWe761V8zD1Jl1SWUVWdvVPkseOzd50mkEv2SD23Hpise4dkPX+W7+xz1hZ3rW/z/jQkTJgxK0OzBcCriUkrWrVtHe3s7U6dOZe3atcM+t6IoNHe14UhJwOcjEuli5Za1JIwU6xo3YVgmHs3DP5/9D+8vm8efzrgUx5GU5RX3J+LSHYepmijA29F5JEIpiuw8Yh1xHCkxDIPOeCcBzeu6tCDwJzwEkj7GjRtNXbKRuvYm7G5C7VE1JldOoP6jenRdI2WmMRVXS4ziVojp9q+W0sk44wUiXnRHwfAY7NA4itEFI5mTs4R2p8sN19nJZOzaEYikAAdM3SQZtGhu7cDTpVBVW4puanTkR9lc08yG8Y1ggs/0EgslybWCrvVdt52gVLqr4JpAs1USwRRrxm3BUm1yIkH88aFlBwOlJLZmuxV3AZ4VAtVR0Y0+YS8omMIiHkqTLEwTaC7IIiMRbg1cblvjnZ1wZ7dT7Kcbt0HRXSKeOYcE07LwhP0oto20B58723h6xp/WTDpzI4iQYIa1A4nWLayp3sKY1RXohgZSojqqWw33w5ZRLbQUduKo7jFNjyuV8qZ1vJYHn8eLiEkiWhy/4cnIVnRDY9Ku4wnlBTOzKR2tndiWg6IqVE8ayaRdx/Ph8/OxDBNVUxkzdRRCEXS1RlAUBUVxewbKRpWy4uNVmGkLiSQVSzFx5rh+KZldXV20t7ezceNGVFXNRNeHQiG378Bxhk3EY7HYNybifgvQt5wwEqgf5jaeYez7leMnR52OEIIr772BxvZmRhaVc92PLuOU/QcL97Phzz/+DesbN/PagncBl+hoqoamqhwwbU/uvPAvQ+772N+eZsl7yzKVZyNlkoynuObUP3Prx25fQMuWVi45/Hc0rm9GVRVMw+KM353CaZedtN3X+scf/pp3Fn/EpqYtxNNJgl4/IX+Qu391w6BtdzlkOnOe/jjrTbCjuZOLD/ktj9Xdiz/41Tb1GWnTjZvexqzB+mUb+ePpN5BODn5AMpIGrz/wFuff/BO8/uE1fX4eOI5DJBEl7A9lflQmzBjLhBljt7mv7tE5+9ozOfvaoWVA7yxypwKTw+ydtWwLy7a+tBmN2voNxLI8BCSN1LAkX9/iW/Rga7Mz2yLiPXrwYDDIjBkzsCxrm8Tdtm3aGzrRvRq5RTnk+sNYtsW6LRvpSkRJmikUIbozFSwsx8aybTa31PPWkg+55ZX7KczJp6G9iXgq2evo0U2E86wwXo8HQ5i0O12EbD+OKhFCQTS624ViATRLxfBaaKjUbtxAl4i50ovuA1mOzeSKcRhtJruFpvFa5xzADdhRHdfhw1GcTIAMErwpDc12fb0dRxIxY7xpz6NZduJ1dIQlsLw2taO2MCJSjCkt0qpJeoOJosOkxdVgC6RwKK8vxCe9bBjfiG3YYEvqKlvwpTyotoKQAt10/bKF41oeJr0Ga8fWoxsaXqmzZUQLo9aXoZv6Vqp3vcpwBQWhCTDBG/dkbWDUbJXc5iB5TcHMi96XLG/vXN/W9OB9iXNfvbZAYKbNfusFAmlLYl2JfmmaQz0MODiupaAAHIFUJDW15XSOTTBqQjXRd6MUdeawblwdue1hilpy0FIaAlfKVLOujEgwTipgduvC3e+S3/HiFz4MYbLD5lEsHlFLWnflqrqhUdZYwIvPv4EzRuA1dCIdUXx+H7bjEO+Ks2H5ZiLtUVeeoqqMmz4ar99Da0M7ux4xg6Xvr8A0zO6ZW50JM8cRj8QRQnDQGfszcVZv3L2iKOTn52di5dPpdIaUx+NxwuEwyWRy2PKznn3+2/FF3HXnAeOEEKOAOuAUYKB/3bO4JucP40pPuqSUDUKIlmHs+4WjvbGDT99eTCgvxM4H7pSVwJ1z5Gmcc+Rp2zUN0gOfx8dz1/yHtfUbWL1lHRWFZSTSSSqLy7epC3/xrlcHNeJJx61+dzR3kl+Sx+VH/55NK/o7l9x/7SOMnTaaXQ/fZbvGmhvMYdFtr/Ly/Lcz9oXH7nFoVgeS/7vhbBa9u4xYRyyra4pjO7z/9IccfNr+2zWGz4ota+r4y9k3sXTOCoQQ7HbUTC66/dwhLZGe/tcLmEZ2yy4XgnhX4ksl4tFEjOseupnbnr+feCqB3+vj0lN+zq9P/vkXmtAa9AW2a5Z1p9GTv9TmyWljJhPyBwc1Mfs8PqaOnvSZjmnZFq/Mf4f6tkZ2nzSjX9Ppt/j/F1v7nmiaNuRNOhqNsmTJEkaPHk1ZmTu7mI24L12/kr88fhvNna1MrZxI7oIAizYuZ7WykYqaMo7e7wCCio+Fm5dgWBaWbaMgMr7bUkraox1oqkpzVytSSopzC8gP55FKpbGw+9gVQtSJk5eXh68jjmWaGF5XWqM6CssnbCAvHmZCYxW7R6ayoaieSDpGcL2f1qoObMVxKaEicKTkiQ9fJGQHCMa8jFCKqddb0C0Nb1LH8thotgY+gUy7mgRLtdxmOtWVcNQVthLJSeCoDgnFdsm7dLAUSauvi0DES9yfxMGhoDkHYQkcj+yObBeUNOXRMS1Om9NBQkuRCMCnO9eSEwm6IT6KQ82GUjRDI5qTIBj3MWJjEeGoH6m4Mp1uYTeye868x15PKKLbt7v3l02xBI4jM/tlI8gC0T3Pnk2S4o5JVRX3GmwxiEwPbJgcDnXP6kcuB28Dru+413BnAXpCkrKdwQg7SMPGa3hASFRTwxGS/NogyxpXEM4PUb25jNyWEA4OgZTPzReR3dMgjvtAZ3qiWLr7mZdCEg+mMBIWWsqVPk1bM45WbycIyO0Mkhxt8qLxLgsfW4mVtqgaW0JJZy6tdW34w35SsRSWYRHOD6OoClvW1FM5cST7nbwXex23G2U1JTz81ydp3tiKP+Dj4DP354izD0H3bJt+er1eysvLKS8vR0pJNBpl+fLl1NbWZkh7YWEhOTk5WX8XvjFEXEppCSHOBV7BtSC8W0q5TAjx0+71twEv4loX1uLaF/5ga/t+3jFtDbOvfpAHrn8MTXdtgnSvzl9f+wNjdxqddfvPkxI5pqKGMRU127WPZWa/iQgBlmmxeXUdm1fVDSLCqXiaJ258druJOLjXeOSuB3LkrgdudbuymlLuXXkbvz32Dyx5f3A/rWXaRNoGxux8OYh1xfn57r8i2h7LVJg+en5exk87mzNGy+bWrcbSB3MD5JV8OY2bUkp++58/8+dHb8Ps0xxrWCbXPHAjHs3Dhd895ws7X24wh0RqcJ+C3+NDUzVM2yRlpPFoHjy6zr8v+PMXdu5sOHr3Q6goLGVD4+ZMc7BX9zC6vIpDZmy/9ea6ho3sfcHxRBNxbMed7j1y1oE8/JtbvvRk12/x3wtVVbNqxHscVqZOndpPM6ooSmaGL22mufbBm7nthftRFYWxFTU8+9brEHFI+w00NJatX8WK9lrCBSHG5FazYfNmHNV2q8zdelyv5kERCvFUgl0n7sy9Lz9OV0eUCWWj6eqMEEnFCCcD4EgSgTSWZuMv8EMXVG0qwx/3UDuxDkUoeCydruIY7+Z/6mqMpY1Havh8XmzF6Q7Zofs/rt7bY2t0eGKMNIspd0qIaDFs3SaQ8lEeK2J1+WYcj8RRbfxxL4bHQnVUyury2Tyy2a28qxKk6y2tmOBLeUjpBvHiFFJx0A0NxXblJoot8CZ0lG73jjGvl6HsJmizOzEVC0u3aS+MZHjw4rx1hKJ+pn462vU9j/mQAuLBJLbuIBxXFqH0aKYFOJoE4aD2kZ30aFsVx93O0hx0c2vf/eylCSkkcU/K1UXTf/+BlHi49fMe75jhQLP636sszUK3+lMzBwc9oboe7YDTPZuiIPClvETNKEbacItQTSLT/C9ld5OmcHmFqVtYnv6BSqa0MH0WPsND/cgWJsSq8bXrqLqGXSmpLVuNllAxGtOYjs18lnN0eH+CeUFS8RSaR8Mf9NO4vol0ykARAt2rUVJZhKIoFI8swhf0MmHXMZRUlLB6fi25RTnsd9LWQ+8GQghBTk4OPp+PyZMnI4Sgvb2d+vp6Vq5cSTAYpKCggMLCQrxet5iWSCS2S5rS3t7OySefzIYNG6ipqeHRRx/NVOcHjGUDEMX1BbKklLt0Ly8AHsE1ItkAnDScZM0vxMdLSvmilHK8lHKMlPLa7mW3dZNwpIufd6/fUUo5f2v7fllY+OYiHv7zE5gpk2Q0SSKSpKslwqWHXzmk5vCrxgGn7IPuHayRK60ppXhEEdGOGKqW/cems6Xryx4euYU5fP+3p2T1/lQUwfT9t99O8LPg9fvfIp00+gU32JZNa307C17/NOs+sw7bGW8ge7Xb4/dw3k0/+dKs7e548UH+/uSd/Uh4DxKpJH986Oatpt1tD9oiHRx4yckZ7Whf/OZ751E7+30uP/VcDp+5P788/kcsu/PNz2QDuT3QNZ0Pb3yGsw49ifxQLgXhPH58+Pd4729PfqbX/LtXn0NjewvRZIxEOkkyneLFuW9y2/P3fwmj/xb/KxhY4XYchxUrVtDY2MisWbMGNW71raL9+8UHeebDV1EVBY+mU1u/ASdp06S2oUgVx3ZcXbdlEksliDbGCKS9+B1vRmaiOAKPoqM5KjuPmIKzzqR0Yx61q9exfMlqgpqfoOFzdbmGB91Q0RSNZDSBmlbYMKaRJdPWEQsk3abtMj9dapyEniKmJEgpBolAinVlda72u2+nlQTd0tC9OjoKVhkcMWE/dugaQ1VdKfgES0atxfY4qFKgCpVUwGTSymqmLh5NuCsAQqBKBd1SM7Z2OR0hTI+Nrdo4quspbnosIjlx0l4LT0LvZxWoRzVGzynD190YKRAolqsvx3HdQmrWlWbkKYieZEodKVwnlS0zW0lX2kg/OLpE2K6vS4+kwlYdHMXGQZL2mBgeK7NuaGQnxvFQyiXjgSRSDM0DhkPCe7ZR+1Crbe2nOP3v5z1x94lAimgwiaGZrpOLlEghu5tVFVTZXcV3n1qQSDqbI/0aQnsq/o4qiYWSRENx16lQgGorqJZ7biHBEQ7r8xpY4V1PsCBAuCiEpVjYho3X58Ef8pObG8bj16mva8RIGuhenUDYTyzi2sMqqkIoP0gymmL2lQ+RiCapX9uIoqmEC8JomkpBaT5rPxm+1e5A2LaNoijouk5paSmTJk1i1qxZ1NTUYJomy5cv58knn+Tcc8/N2I0OF9dffz0HHngga9as4cADD+T667caa7O/lHJaDwnvxqXAG1LKccAb3f/eJv77LS6+QDx3+0ukEoP1wclYimUfrmTHPSd/DaPqjz2OnsUzt3RLKKRbsde9Olc88CsAxu40CpnlocHj87DXsbt9JWOccdA0dthjEkvnLM80PfqCPvY7cU9G71jzlYxhw/JNg5pHwY1k37KmnpmH7Dxo3aFnHcQTNz5L0+YWzJRLiIUQlFQVc9m9F7LTPlO2awy2bfPe0o/piHax9467UpRbMOS2f3n01qwV6h60Rzp4/qPXOGLWgZ+7ojv71ceyEn6/x0s0Gact0sFvT7/gc53js6AgJ5/bf/knbv/lnz7XcTY317Nic21/L2S6k11fuO9/ykLzW2w/tiVNSSTcXoR0Os2iRYsoKirK6rAyEO8vnUd+KIfmztbMw6HpsZAJSQttbhFRd631/BEHK6WCBI+jYzpWt+REkEwlUYVCeL6Xh958nGnlk9m1aGeWLl1Jqj7J+vIG2n1d7tS6lcMB6d2oTW1ic6iRtDRwhEt2I3kJ4umU+0DdXXAXCti6A45AdzQs7O6kSokUAtuxaXRaMTwmHbEYDa1NOCGJk+ugCFe+Yiomjq66cgjNIZVr0lrRRXtRFMUQWLqNYgt0NDxpjVDMR2dRf8cXKcDUbVZO2sTOC8ahWGqmeo0EPaEydc5o2ooj1E6ow1Hd72qPJltxlB4FSuaAilTQTRWPoZNbH0SLqShpgbC7JRtGn+cOCcJRSHsN0l6TnGhgQNpmls8N2WvivrQHU7Ooq2xl3OqRaPbWq+KZ12AImcrWiPfA4J+B2/Zcn624r5cqBR7LLcxpUsWW/Ullz/62aWNKsC0nc2xHuE2xiWCKuspW2gui2HqPfMo9h5Ci+7PVTe4thdb8KKaU1E9ooaWzFSEVrLSbBhtNx9HSCn48jJ4xClVVqKttpL2hHaEoeL0e8kvzkVIS70wQ74wTyPFjW73jTsVTFI7on3a5PcjWrCmEIBQKEQqFqK6uZsyYMZimyXvvvcfuu+9OZWUlZ5xxBt/97tZzTp555hnefvttAM4880z2228//vSn7bpfHQPs1/332cDbwK+3tdM3iogPDEfJQAiSsaFJ0leFVQtqufiQ3/YLU3Ech/NuOofxO7tNfB6fh/Nu/gk3/vw2jO6KsNfvoaAsn+PP+85XMk5FUbj+hat47f63eGX2G2i6ypE/Pox9v7vntnf+gjBhl3H4Qz6Ssf5hOKqmMGZqTdZ9/EEft877O0/e9CzvPD6HUG6Q48//DvucsCeO4/D6g2/zyuw3UDWVw39wEPucsOeQN+9lG1Zx8K9PJZZMIIQrMbny+xdw6SnnZt2+pattq9cjgdOuO4+yghLe//tTlOT3hues2bKO39zzZ95d8jGleUVcesrPOWX/Y4Yc2+q6df3cUnqQNNLc+ORd3PT03Ryw0548ceW/h51G+t+EtJlGEdmr6Nmcir7FNwc90pSOjg6WL1/OxIkTB0VcD4XCnDzaox0U5uTTFunAMA1yc8IUJfNokK1uY6AChmUxyiikRWknLQyUtILH1Mkxg1g+G2/Yi6ZojPKPZNmKVeSOyKF9VRueBoWgL5+CjjwiWpyCynzyyaG5tpW60iZSgVS/OWqJxLLsbp10j9uJdLcREluAaqo4qoPX8JDjhGgJdrgNi8JNbDQ0C6+tkdRNwmk/QnVlE45uYas2mqWypayFZEEaWzpYHgvhgDftIRwLEvMnaCrrzFpMTgYMVEehKzdOQVtOL0HuXq/ZKiVNeeiWxsqpm3CElWmTbCrtIBj3oxsKjuqg2AoSB3/CB0KS2xBEOHQ/bPe2VGZaLYXE9FgojkJONJCRxfR97folUg5Bjh3FQbUUNNPD2NoRpLwGoYQ/67YDj/95MHA8PRIpFQVbc+gsixNs8+JP+twtuzdXUQc1fPYeRLg+5bbEETLzGjSXddJS2tUz8N43SJCZRZAS9JSOrThYhsl7/oVMCI+jIJSPiKt0NkVw0hFEJ0xuGkUgJ4BlmYRyc6kYXUowJ8DmlVvIL81D01WiHTGCuUGCeUHySnIpHVVM++YOkoEUHp/O/qfs/flev208VOfk5HDSSSfxz3/+k08++YTa2lqam5u3edympibKy8sBKC8v39o+EnhVCCGB27td/QBKe5I1u/sgh2U99o0i4vuftDdL3lvWj+iCK2n4b6iG33bxXYPHZtrc9Zv7OPSMAzMfvsPPOpjqSVU8edOztNa1sduRM/nOTw4nmJM9nvzLgKqpHHbWQRx21kFf2Tn7Yv+T9+bu395POmlkdN+6V6dmhyp23GuHIfcL5QY547encsZvT80sk1Jy5QnXseD1T0l1p1wuemcpHzw3l8tmXzjoGI7jcNhlp9PQ3v9Les39N7L7pBnsu9Pug/bZc4eZvDTvra3KT6LJOMnGzfzspst44so7ADcEZ5efH0EsmcCRDk0dLfz47xezvnETl38vu9XinpN34YHXn8zqUpIy3c/Xm5/O4er7/84ffzismbP/KoypqKEwJ59ES/+HZ6/u5ZT9tu5sNGfpPP72xL+pb23k8FkHcO4xZ1GQM1gD+C3+N6EoCp2dnXR2drLzzjvj92+bVPXg/GN/yC9uvZLCcD6aqpHrD3Hmnsfx2ooPWLNlPUkzTawjjmGmKQrmc5z3YBa8u4hmtZ11NQ3oqobX8RDSQqRkGn/Ij6IIou1RjISJpuvouoYv6EXpVMiJBYh0RvD5PeQW5rDF6fN7IkG3VDxJnWQg7ZIvN0yS7n4+bNV10dANlanrxqDl66S8KRRHIaInEFK4vtDdDiSKrrj6b4+rHxaKAgISwRSqomCabnS4Ix3SXgNDt9ANNbt+tVveoDgKm6ub8Sc8vaSxD4QU5LYHUdKA1x23KlXai6JodhMjN5XgTevEggk0S0XHJVmKEEiZveLsKG5Qj9fUSXrTeCxtm8RbUbtnOIRFIjdNijT5neFebb9wbXs9NphaTyBRjx9N/+eQXiLc29i5/d4rLlTNJdaO7aDoCtKReKROZWcpqq5gSgvd4/q0Z3IjBp5LuMexjb7WiO7rEQslaC7tcC+i+41UHIFuaKS9Jh5Lc2U+QpLyp/EaOuFIgDZvhLpFdQQLApSMLKJ0VDGTl1TRuL7ZnQ7xQOP6ZjatqKNySgX5I3OIR/JprW8jmBvAF/RxyqXHs+jtJSx47VM6O7qomjySmQfOoGxMKdG2KGs/XU9pdTGh7bRe3h4JZ8+2Y8eOZexYt5h50EEH0dg4OLTx2mu3Sxm9p5SyvptovyaEWCmlfHd7DtAX3ygiftBp+/HiXa9R++k6UvEUiqqge3V+8c+f4g8N/wf7y8LqBbVZl3c2dxKPJPolA07edQKTH7j4qxrafx02LNuEkTL6PRnvtM8O/P7J32y3+8iid5f2I+HgTp+98/gcTrzgWMZO69/I+9GKhXTFI4OOkzRS3PrcvVmJ+J9//BveXfIxyZ6p5iFg2RbPfvhaxq3n2gdvIpFO9pNhxFNJrn3wZn5x3NkE/YMfvk7c9yiuvv8fGM11g1JT+471zhcfHJKIr9q8ljc+eZ/8UC5H737IoPM4jsOyjavQVZ0JlWO+UMeXvpBS8ug7z/GvZ2cTTyU4Zb+j+fnRZ/Hg5f/k8MtOx7Qt0qZByBegunQkF5/00yGPdfdLD3Pev35L0kghpeTTtcu548UH+fT2Vyn8loz/z2Coz5pt26xbtw7DMNhzzz2HLfHq8SaeWDmW2Rf/g09rl9HS3MzYoip22XkGEZFiXdMmxpRUszG6mRYMSkQRZtJENRUmjhhLrMAgYSdJdaWwUg7TA5No3tzChH3GEO9MYEZtkJKaKVW0N3YS39jqhomlLUZPrWaesgIlpfT7nuumRtX6UupHtpIMppHCjUZPBU0UW7iWg0IiFfA3eUg4Bnq5jlf1EpUJHFzpgbQchKOQtNzGUBwIJDz40z6SPoO0z8BOuuLtHmIqJUjFIe11XGlEtxd5Bj2OJoDpt1k+ZSOhqJ9xq0b2i1wHl/jV1JZj6TbxYJL2kihSkTSWt2PqFhOXV7lV6O7mw57zDFV1Vh0FuzuJxpVW9IpOBpLmHtLaU6xRUfB3efBJNzRIar0VYcdx3Cq74uqnlW1IXQYKXXrOnXkoEOD1e0gnhvaQ1TwaiuLaCwZyA8QjCTw+HUVTcCx3zKZhYpvZtetCgKqr6F4dx5Y4joN0JEklRXNxJx35UbzSiyQN3T3MvpSXRCDZXRGHYMyP6bEIxL2MX1dFJBCnTUZIJdJYlkVXJMpOO+/AIacdwEPXPUFheQHScairrScZSxNriyEUhZziMCOnlLPPaXuQk5vDS3e9xrpPN6B5dYqq8ln36UbG7jialfNWs27RBhRVwePV+e5Fx1JaXbyN13r7YRgGHs/goLjXX399yH1KS0tpaGigvLychoYGSkqyF7SllPXdfzYLIZ7CTZh/F2gSQpR3V8PLgW2X4fmGEXHdo/P3t/7Iu09+wPtPfUhucS5H/fhQxkwd9XUPDYD8knwSkcESGVXXvnJv7v9mGCmDiw/9LbGO/lZ481/7lBMrz+KMK07mxAuPGzY5HEjCe2BbNgvf+HQQEY8mYogs0ggpJR2x7A2zO9RMYOEtL/HHh27moxWfMH7kaF6Z/w5pc7CUQkpX5/fKvLd54M2nsLI0m2iqyuq6dUwfO1jX7vP4mHvzc1x139944I2naI92Zh1TIj34mqWUnPfPK7j75UdAgKao/PTGS3nlugfYbfIMAN5e9AGnXPtz4t0BPSOKynjqqjvZoaY3zGnZhlW0dLWx89gdyQl+dvuon9/8G+597fFMENGKTWt44I2n+Pjm51j9n/e455VH2NC4hf2m7c539z5yyITOlJHil7de2S+kK2Wmaelq42+P3861/4MzA9+iF4lEgkWLFlFSUoKiKNvVZ9HT4KkoCgXBXIpEiLETRjJmjPuA+ZMjT2dj8xY+XLEQQoLqpnJGKMU0JFuoLaujoCTBzt7JNFqttHra2bliB0YmSsnbJYczLjmVZSuWscO4Hbjvmkf48Ll5xESCruoY0VCKMWol/pCPtroO8qwQEW/c9RCXUL6lkPzOMMUtudiag+IorJ6wmXSwszsgx4236YG/RSdvc5CWki48tkbaZ6KZKqpUmPJpDYlgiqaRnVjY+JNeEBLhgCetY+pWJugF6Ee6LcfK2C32lIjDXX5Gr6vAl/KQDKRZO66elrIuKhqKyOkaXBwoayrA0CwcLZfcSIi14+vwpHQKW3Jc0ir72AY64PTEwPeJhO8LRfZozQWOYqM6Ko7igCqQdo+TCjCgYi2RKLaS0aZrpluRtlWHeCjFhppGdlw8qp/evIdcbw1Z7QpxNdsen46DdJ1MJCiqwLFcSamqKRhJA9t2iHXEsUwLM2UiEP385h0kKBJDs5AS/Kb7Oyd7dOGOW5RSPRoo4HO85CfDJMsNiquKSdTHKV9SQDKcYuXITa4USJGZplBf2kNJUz7+hI6WCtNU0k7KZ6CoAsVUKF6dy8jDKwjnh4h1xOhqi5CMpTPvjaapdDVFGDN1FCMrR/Cvc+8k2uE6muUHcmna0Mz4ncfy0XPzcRxJaXUxQggibRHeeOAdvnf51rXbfTHc+/pnCfM5+uijmT17NpdeeimzZ8/mmGMGz7AKIYKAIqWMdv/9EOD33aufBc4Eru/+85nhnPcbRcQBNF3jgJP34YCT9wFg8XtL+ckuv2Tt4vXkFuZwyiUn8N1fZtffppNpXn/gbT56YR6FIwo55qeHM2pKzRc2ttMuP5Gbzr2tX0OpN+DlOz85fEinlG8i5r68IFMtGIh4Z5x7fvcApmENO+AopyCMx+fBSPWvXGi6RrhgMIncffIMTHtwpTng9XPiVhIix40czT0X/z3z7+/98ec89u4LWHav3ZqiKBwwfS8ee+d5zv7bxUNqng3LZERhWdZ14DZGXv+jy5n96mNZ1wshOGzmfoOWP//R6/zn1ccGacy/87sf0PDIQlo62zjqirP6JXTW1m9gv4tOZMtD82iPdnLEb85g9ZZ1aKrm2jOe+St+tZVK9VBY17CRe155pN9rkEynqK3fwGPvPs/pB50wpDxnIJauX5X9O20aPP/RG98S8f9h9ETVT5kyBb/fz6JFi7Zr/x4inkwmWbJkCePGjetXCfN5vPzhe5cQM+L4Az5ee+hNls1bzfNt7xILxem0YqyLb2bX9I4cN+0Q9v7BrqTTacoLR/DBk3NZuXwVpWeUM3mPiSxatpyPQ8swFAvHdqgVm5g0p4ZQjp+uvBj50RAmrjtJcUc+Xkt3yWO3xV1RSy4tpZ1uKA6uTCO/zSUbAsGI2iIK6nKwdAtv0nUzsf0Sb0wjpytIXkeI1RO3kPYabsXW9DB2WQWbxjTTlteFqdqDvNSkKtEMBcvb+5tb2lSAL+XB6rZAHL+qkrVT6+moieFf5nFDgqCb0Lqk2GNpGMIiryNMXmeYQMJHUUuPXax02UiPs4qgm5xnh0AQD6RIBtN4UzqOIpF+STJs0OmJMnF5lWsh2F2d76erloOP5WgOmyc043gcTM1Gc1QUS6Aw9Bj67p91GwmWYeENeNC64+2F6H2wSCcNSJJ5uOmxHBw4XikBRZIKGWCDMAUOjuukgpsz4gDScbBMG+H2XxJ2AkzdlM+Pr/0B7fPbePijJ9BsBU+JTsDykQiksDUHR3EIRXyUdxQipXRneZZXESlLIDyCnFgQK5wmtySX0TvWsHlNHaZhkYylUBTXx92ybIQi8Pk9vPzvN1EUldzCHNobO0lEUyi6oKm+hXB+CE3VSMaS3anhPqLtw7c83h5ZSjwe3+54+0svvZSTTjqJu+66i6qqKh57zL1/1tfXM2LEiBellEcApcBT3fcTDXhQSvly9yGuBx4VQvwI2AScOJzzfuOIeF+smr+GSw67MuO+0d7YwR2X/of5r33Cr/59HsUjexvmkvEU/7frhTRuaCIVT6OoCi/f8zq/vueX7H/S52s86MFhZx1Ee2MH9//xUbdz2nI49MwD+cmfzvpCjv//C2Kd8axVkh6kEmkevP5xTrn4hGE9wBx46r7cdcV9g5YLAXsfv8eg5TnBMP/42dVccOtVpIw0jnQI+vxMrh7P9w86YZvn64x18c7ijzh2j8N4b8lcOmNdxFIJgr4AQZ+f286/jj0vOK5f9bYvfB4vR+16UL+Gzmx4/uPXh/zh8uke/nrObwctv/OlB/uR7B6kTYMPly9gzrL5g6Q1UkqX0H78Otc/fAtL1q/st81V993AjqMmcmgW4r81zFk6rzvps//DSDyV4KV5b3H6MF7rHhTm5GNm8ZcGKN3G6/gt/rvQ80AlpWTt2rV0dHQwc+ZMPB4Ptm1vl10ZuES8oaGBhoYGpk2b1q+KloqnePC6x1k5bzUCwQHf24fxs0bTVhIl9FqI0Tk1tGxuoSsWpbG4nSlHT0DTNeas/pTZf7gKv+NlTHIE913zCDmFYT7qWkRERAngxx/wE0nFWF9Qz5SWMSyhlo5gFM1WGLW2HF9URwqJqqsoqoKZMilqzaV6fSlbqlqQAvLaA0xeWuOSXuES30DSC0lvd2OkRI/2VpsDCR+TllUTyYmT8ht05sdYM76O/M4wo1eV88n0WpLB/t833dLcKj24JNkRbK5pxmvo+BNebNUhNxVkTP0IhBB01MQhJvHoOkpMEO4IuFxTSNfn24SJS6tIFho4eUDUTchU1W6SKkALaigehVR7ekj1tcfU2FzajOmxSHkNEsF0RtNd3JRLYVtuZtuBkpVBnwFLZfSyCoTlpkdmzFy2QsP7a9KHRl9pStbjyYH/zLKNI9CSGqrp2jgOPF/mfihwPwhSgiMxO0yeOPdpjjznEHY9cgYfvDrPlaQAwbgPW3WwNJsxG0dSUVNOKDfAuqUbIAklLfmARPfoOEEH6ThMmDWWBa9/mqnuI0D3upaZ0paUVJfQuL4JX8CLbVkoiqCrOYKiK4RyQuz747149M9PsX7JRhAQDAfZ/3t74zjOsGxstydgMR6Pb3dFvLCwkDfeeGPQ8oqKCrpJOFLKdcBO2faXUrYBWw9kyYJvNBGfffWDmQaIHpiGxdyXFnDa2LM566rT+N6l7gPNM7e8QMO6xkzqpWM7pBNp/vrjm9nzmN3wZPH+3l4IITjtspM48YJjad7cQkFZPoHwV9eA+b+C6QdM3ebN1kybxLri5BbmbPN4BWX5/P7Jy/n9yX/uTiGTaB6Na576TT9dfl+cc+RpzBi3I7c9fx8tXW0cv9cRnLzvd7bpQnLb8/dxwa1X49Hcr56u6fzqxJ/SlYgyuWocp+x/DKZl0h7pGPIY3937yGFZAEbiUewh/PFPPeA4asoqBy1Pm9n1jAKBYZrUtTZmrdJbtsXS9atYtnHVIKIeTyX5+5N3bDcRL8krGnIa8pkPXuHht57hlP233pzZg1HlVew0ZjLzVy/uNwMR9Pn55fFnb9e4vsXXD9M0Wbx4MaFQiF122SXzOekb0DMcOI5DLBbDMAxmzZqFpvW/Jb5456ss/3gVodwgTRubuP+aR9nn9N0wum/Dmq5SProMb6cPmbaprq7m8QUvccdTD5A0Uigehc3eRk7QDmXuSwuxyy3XDs6ysSMJFK+CnqOjNqiMXV2BbTv9CJ6qqYTyQhnpnEBQvbGMqo2l4HWro+6ztuzWSvdF75H6Rrl70x4CCZtNNc0IR6BIQWNJG3F/ElO3ED1pMcKNUZcC1z+8j4ZbCknCnyIY97nNhoYkb1MQT9iDLR3S1SarR28hsFgn3Onv1XPj7utoDoEuL8HCAOl4Gsd0sIXjnltACgNd0fp5pfSFFK7EpGpdCdGcBBvHNnWnSLrv/bKdNpLXHiIY8VPSnEdOdOv3UdVW8Mb0DKPeno6XgcT5szZuZjtW7zHZRlhR5gAZZx3bcrBth/raBu667D4mzhrHyT8/Fu/8AHNiC7EdiVCgakspnrRG86YWvBMrCOWFSHvS2JaDkUpjpA0cW3LbRffgDXgZN2MMzRtbcKSkcW0jZtpCVVVmHTGDvU/YjUf/+gylNcUsfncZqXgKIRTKxpRQPqqUxW8uo6yylI6mTjd4S0o8uSrz58/H7/dTWFjYL5BnIL5sIv514RtNxNcu3jBkxdBMW9x7zcPscsh0xu88lncee39Q9HwPaj9Zy+Tdvrh4bY/Pw8hxI76w4/3/htKqEr57wbE8edNzWbXd4DbJhPKG/yWcdegMnmq+n2UfrkRRBDvsPmmb1fQZ46dyx4V/Adwfv1gyjq7pQz7Zf1K7lItuu5qUkaKvCuamp++m4ZGFGX2zaZkZWcdAjB8xmvsuvWlY13Tg9L36kc4ehHwBTtznyKz7fP+gE3h/6bxBVXEpHfacsguRRJT/vProoKh6IQRjKqrRVY1sdfzmjtZhjbnf+Hfei5AvQCwZH/Q9jaeS/PCvF1GSV8QB0wfbZnZEO/mkdhml+UUZ7frTV9/Fkb85kxWb1qBrGoZpcuXpF3JEd6Ls3JWfcOtz99LS1c7xex3OaQcc9z9p7/j/OxzHYcGCBYwaNYrS0tJ+67anadgwDBYtWoSqqowdO3YQCQdYu2gDXp+HlXNXY9sOtmnx5r3vc8zVR+L3+GjtaifaFqW5sZVd5BTuvOBeni95j1xfGCkkHtVDh9nJ+tgmHNthFCNpVZYhdZdySQ2m5k5Ay4NIW8QlcYqruZVSEgj7KBpRQLwzTuPGZvf6PNAWjOBoDrnJEJ603jtp1Iez9vzV0aQbqEMvSYzkJJCKRDddsptSHVpKurptEmV3dR1wBIWJHLr0OElfutuv3JXEeNI6qtVt5aJIHE1iqCa246CsBd0R5LYF3fObfTyvw5Kk3yAQ85FsTEFPNdcRmAELPa2jGQrS6HmgGnyPFlKgSoGW1shtDzNxiZfFO68jk40joLMwRmdhjI6iLnaZOykjSenVi/c/toqS3Wic7BX1fvKRblcb6Uq5PxcZHwpSyMzDzDaP3+elc2wHx3ZY+v4Kln+4Cn/Ix86BCUSIE7C8hBJ+pFciJTSua6ZsTBnxjhgdTZ04tqtlHzNtFJpHY/kHK5m2/47kl+TRtLEZTVWZfuCOHPC9famaNBIpJRN2GcsLd7yKP+RDOpLiyiIM06CoooDVC9YyabcJjN15NFJCR2MHecF8Zs6cSSKRoK2tjeXLl2NZVia+Pjc3N3NP7enlGA4+izTl68KXEyP4P4LqSYMrgn1hpAxevfdNAIJDVEYd28Yf/vodV75p+PEfz+QPT1/BTvtOQSj9f5R8AS9nXfW9YT05RztiPHHTs9x03m28/dj7TN5tIlP3nrJdmvzZrzxG+cnTKTh+CvnH7cC1D9yY9QHvrpceIm0OJtembfHGJ+9n/q1rOv939JkEvP0/VwGvnyvPuGDY49rYvCVrdXDsiFFDxsqfvN/R7LPjrgR9bgXJo+n4vT7uu/QmfB4f39n9YCZXj8Pv7W0eDvr8HL37wZyw9xFZz+fVvXxn94OHPe4eaKrG2zc8zpjymqzrk0aK39//90HL//DAP6g4ZQbHX302s849ihn/dzhNHS2U5hcz/5YXWXDLSzxz9d00PvoJF5/8MwBufXY2+//qJO597Qle+PgNzv/X79jjl8eSyuLH/i2+XiiKwqxZswaR8O1BV1cX8+bNo6amhoKCgiGr6FJKaj9dSzKWQtc1VE3FF/Sy+sU13HLetZQ25ZPzppeZayYxkVGYaYv2+na8Aff7YaZde9VoW4x0Mk1gi4fxdVWopoLuaMx0dkRdIYm0Rd1Z1W57QseRqKpGYUUh/qCPPY/dzZ3u1xwWj1/LurH1bKhpZMkO60hXWCg+hfqRbazcaTPrJjVg5zp4/Dr+HB+aUAcRN9V2b/0CcHo8uW3wJzxuo6MEPa1RXVvKyNpiCsnDY+uolopqKTiKQ2dhlM3VLdRXtOGokoSWIm0apI00KTNNa6CLNeNdPXrf82tRhWDMhzAAp48ZoAOKpiLzwRP2IBQFPc8zuNDfDQcHRQq8pka4K8jkxdXd1fxeCAcmrKzCUrLJ0oanN+6ZTXD62Bb2LO9BIpwmdbgEddvH3NazYraquEBsM7BowA5ZH0od2yGdTOOPeinsyCGcDOAP+wmEA4zbeTTVkyvx+nQsyyanMIyqKYBkzYJa1ixYi5E2WfLecoQCY3YaxZhpNRx+9iFUT650bScVhb2O343RO1YzdtpoCisKCOeH3EJVZ4KCsgJinfHM2Iy0SX5ZPkIIgsEgVVVVTJ8+nenTp5OXl0dzczPz589nyZIl1NXVkUwmh10Rj8Vi/zNE/BtdET/rqu+x+L1lWRMawdVdGd0JjMeeexTLPlzRz+dbCEHxyGLKakq4/9pHePW+t1BVhSPOPoTjzj0KTf9qX962hnZuPv92PnhuLoqqsP9Je/GzG84mJ0vD4f8PmHHQNGYcNI15ry7k1l/dxeaVdRSU53Pm707l8B9um/itX7qB8/b6NZZpkU6kefk/rzP7qge55eO/Dfs1e/K9F/m/my/P6LkjiSh/fOifAPzmtF9ktnt38Ue8NO+t7NaFUhJJxNjcXM9fH7uN95fOZUxFDcfscQhPz3kFIQSaqnL1mb/iewccN6xxAVzy72uxspyvqaNlyMqhpmo8/4fZvL7wPV6c+yZFuQV8/6ATqC4dmVn/9l8f45Zn7+X+N57Eq3s458jTOOuQk1AUhet+dBkX3f77TDXf5/FSmlf0meUf40eO5tbz/8jBl56adf3yjav7/fvZD17l+odvIWWkMxKaxetWcPxVP2bOjU8DMLFqLBOrxmb2icSjXHT7Nf0aVOOpBIvXLqf4uzuhKirH7nEof/rx5ZTmf/E2W99i+6Gq6nY1bvVFXV0dmzZtyujBu7q6shLxuS8voL62gXTKxEgb2O02hRUFhPJCWKbFsleW4J+vUpTOQ5Ma6xZvoHqHKvKaQyyLrUSTKopHIT+YQ01wBKnqFJ3NXZS25ZOz0U9RRQGesIdoVwx/wI/P7yOVSpHoTLpJgflB2hs6cGyHUH6QcEGIOtFCKmjgMXWklNiazfpwHQHNy6byZmzVcSvcNRZHdu5D/aI6FCmQmuvCoQd1rJRFYVsOTeUdpH1Gpsqt2AqJbn24AEob8qlsKEEiKa3PJ3/vfLzNKnKJRdAfoMHXSmuog7RuUtAexpPWsTVXXhLJiWN4TUIRH5rRnzhJCSIuegmpKsFxdexWymRTTQvTd5mCmK+iNwgM3YDuGUQhBLZ0UHC10prTW9nOiQSp3FLMpqpexziPoaMbGqbXRk/03o+35YIy8MFFIFD7OK+4f/ZCVRQ8HTrCsXAUiepk/31VPAq7HDKNBa98mtWSUCiCrqI44ebAICX4cKvsQgg8Pj3DXQYPQmCaJrpPo6A8n2AoQNmoUnIKc4i2R1FVhba6doQqQAgs06ajuQtN0wjnBxk5oYJVc2vZcZ/JHPWTwyir6W/xF84PUVBegKoJTMOkeXMrZsrE49P57kXHMOfpj2ne2IKUkh33nMiEmeMGDVHTNIqKiigqKkJKmamWr1+/nmQySW1tLQUFBeTl5Q1ZIf9WmvI/gsm7TeQPT1/BjT+/lS1r6get9wV97HuiO+2959G7cty5R/H4P55F97gvWzg/xB+euYIL9ruc9cs2ZvTmd11xH/NfXcj1L179pfkrD4SRMvjZrAtpb+zIxMm+/uA7rJi7hr++fg1znv4YI2Ww+1Ez/7+Tvcw8ZGdmLh4cab8tXHfG34l39UoskrEUTZtauOfKB/jFzcNz+fjt7L8OaqpMpJP8+dHbuPSUc1FVlUvuuJZ/PfufISPuU0aaqpIKpp5zEPF0AtOy+HTtcnweLw9cdjMzxk+lvKAEXXNvvp/ULiWZTrHL+KlblU4s3bgq6/KWrjaS6RQBX/aZHEVROGSXfTlkl+xVc7/Xz0Un/oSLTvxJv+UL1yzhiv/8OfPDqAhBeUEJH930HPnhvCHHuS2srls35LqQv/8P7d+e+PcgWY1lWyysXcLGpi2ZB4q++HD5AnRNH+QUYzl2RoLzwJtP8eanc1h59ztDvm7f4quDEGKrRFxKOei313EcVq1aRTqdZubMmRkpSk8a50C8ft/b5Jfl4w15WT1/LbZl4/V7SCVSVM6YyMYFdeTk5ZCKpt0HA9th1bw1lNp5BBwvbYEuggQ4fuIhxIwEOYEwXa2RjMRReARlVSWYcZNU3CCYGyCQ48fj9RBpjRBtj2KmLSJtUe69+mECYT++sT4UVUVYbmOjsAUpNU1zRQeOJjONeC1mO6Unl1Ocl8+yD1aSW5xD8Zhi1i/ZSFJJ4vOpTNxYTUc4gqXYtOZ10lkYR3SHBQlH0FLWRWVnCWpKBUvi36Az/qDxNH9ah9No4ynVSOea6IbG2ol1lNblE0j4iOWl2FTdTF5HiJp1ZXiM3v6pnoicjvwoOdEgqqV0OyN2k1tVkKw0Weds4cKf/5AHznsU0VfWkgsipSBS0CMYEbhe6oquUmYUUSfaMlHwlmYjpECxe9XynzcVs+c6+h5Fj2tEG6LkEECVg60TJRIHh7RmsmKnTfz2p7/mmmP/hD3Q/UtCXmuov8vLdspcJJL8ilza6zsxkoPJuGM5KELgD/g5+YrjeOuB92hvb6ezvZPikcV88spiN4U80yogcGwHy7RIxVPYlo0v5CW3KIdwweCKs8fn4aifHMoL/36FgrICwvlhinco4PgfHEMwN8CIX5XT2dyFoinkFedukyP1VMuDwSChUIjW1lby8vJoaWmhtrYWn89HYWEhBQUF/QK8vpWm/A9hl4Onc9/qf3P+zT/F4/egaipCCHxBH/ucsAc7H+B25QghOOf6H/Dguju55J5fcu1zv+PB9XexeVUdm1Zu7tf0mU6kWfzeMpZ/tPIru453Hp9DrDOWIeHg2iHVr23g1JofcetFd3LHZbP50U7ncffv7v/KxvXfimhHjPVLNw5abhkWbz/63rCPs6m5LuvypJEiloqzess6bn767iFJOLifre/+/id0JaIZZw9HOiTSSc6/5XdUFlegazpL169k1Om7s+9FJ3DEb75PyYnTeOr9l4Y87oii7PaGQV8A3xesfZZSutcQj2Yq0Y6UNHa08OCbT32uY5fkFeIdwh/8kBn79Pt3a1d71u10VR/STz0nGM40eQ0Fy7Zoj3byyNvPbnvA3+JrRY8dYV+k02nmz5+P1+tlp5126qcHV1U1a0XcsR3amzrYsHQTmq7i2A6qV2X3U2ewz/F7kl+Yj6oplFQVu7NqKRPHcQiGA9SkKti5bRJVm0rpWhdh6n5TWDl3NVJKlG4pXVdTlI3LtpCIpUglUghFYJkWRiqNlG6fUg+kI4l3JfC3ehFILOnGxVuaQyjid0l4H22ylJJXX32bw398MDvuPZlkKsXyJatp17qI7mdSds5I8qbnMdIopbqtjFEby9EsBUW66ZuBpA8hwbRtyBN4gz6K9ALGjxrFXr/bE6VKpzWnE+EooAsUr8q68Q1srm4mty3AjI/GMmlZtatfp2dcveR1w5gmWou6XNJvu3p0AfhtD9M+GkO40Y8SUyEAdgGYYcu9xrhDf5WJe0RbcV099CINSe97aWsOdeUtffThA95jnAxJ7kusexxnsqHXL7xHtiLQLJW8DcGMrKdvvTxzHEWQCKVZtnglHy1fwJS9JndLPwZcjtN73EEJoXp2ytbDZYUi0DwavpCP6h2qySvJxR/29ZPDOLbrD3nSxcey39F78+s7L+BHV52BrunMe3Eh8WjcfU0s23UzURW8AS++kBfVo7Fqbi1t9R2snlfLXZffR+OGwZk1FWPKOOua0zjz6lM4718/YeKeYwnmunJHVVMprCggvyQPIQSNG5pZNa+WujUNWa+tL2zbzlTLJ0yYwMyZMxk7dmzmIXvevHmsWbOGOXPmEIlECIeHrwZob2/n4IMPZty4cRx88MF0dAw2TBBCTBBCfNrn/xEhxC+7110lhKjrs+6I4Z77G0XEbdtmzrMfc+O5t3LftY/QvLkls+64c4/i3wtu5JRLjuf487/DdS9cyaX/uWDQ01pRRSH7nrAn0/bdEUVRWDpnOcnYYB2pZdos/yh7RfLLwNrF67OOw0ybWIZFOmlgpk2MpMGjNzzFynmrsxzlmwM38jj7D+32SIp2qB6fdXleMIewP8TL897a5jEMy6S+rSlrha+5o43mzlZMy+TAS05mY/MWYskEkUSMSCLKadefR23d+qzHvfL0C7PqzC8+6WfDbngZLtbUraepo2XQ8mQ6xd2vPPK5jn3krgfi9wwOtPLpXi4+6Wf9lh2120FZSbuiiCHfq10nTicvtO3KTDyVYO6qT4c/8G/xtWAgEe/q6mL+/PmMHj2a0aNHD3qfFUXJWhGfftBObF65xQ1K0VR8YS+2bbPXEbvj8Xg45Mz93YhyKSksL6C0qpii8kI3odGwkFIibYeikYXMOGgq4YIwqq7iDXnRvTpmyv09VhWFQNiPkUy73sphfyYJciCUjZKa9RWASzKLmnMpbsnLuI24rk/uthW5pdz7u4epW9tA0kkjTIlmKQSXe9jywEbKSkuY9puduWXODfz0V2fhs7x4Uzq+pAdHcZACEnoSs93Ev1HDE1No+6iVpS8vJz3GwCyTSI9LgKUjCUcCTFpRTcgIoFsaqqWid0fFu+ipE0ukImkp62JTTRNd+a6MBV1AQCANB997Cu+++wGW4yAsUCwFoQn0oI4qVITa3yRGExpGjsWKko3oqt6PwG4Z3UpDRbsbhjOQYHf3mjqKa89oahamZrvJnWxbwtIPctBf+qySRHLiNOe3U/xGmOf/8DKLP1yOPcT7PBQcs3dcDg427udcStdGMFwYxuvzsNdJu3LDm9fwh+d+w/Hnf4fiymJGTqiguLKIygkjqJw4gnTKyMyUL/9gJVtWNbgPRFKgaSreoBfdowMSb8CDYzlYhoUQUFJVTEdzJ0vfX8H1p/+NV2e/OehhVvdo5BTmZBQE2fDp20t57C9P8ersN3j878/wwbMfb/X6B7qmCCEIBAJUVlYybdo0dt55ZwoKCnj88ce58847+de//sUtt9zC+vXZ75F9cf3113PggQeyZs0aDjzwQK6//vpB20gpV0kpp0kppwEzgATQt9L09571UsoXt3nSbnxjiLiRNrlgv8u49rS/8PS/XuC+ax7mjIk/Ze4rCzLbVE+q5Oxrz+Tcf5zDtH13HJaspKSyCG9gcHVR9+oUVhR8odewNdTsUD3s9E0jZfDGg+985nPZts3yj1ex5P1lmMYQOrT/cgRzAkzZc3I3Ie+Fx+fh8B8Mv7Hw+rMv69e4CC7Zve5Hl6IoCkFfAFX57GFMhmVw32tP8OqCd0lmtQ20ueOlB7Pue/pBx/OXc64gP5SLV/cS9ge55KSfcdkp537m8XwWfF55lt/r55XrH6A4t4CcQIicQJigL8C9v76RMRU1/bb91Yk/pTi3MFPxF0IQ8Pr557nXDpm6qSgKr1z3ABUFpYT9wUEPLz0IeP1M6qMt/xZfH7b2mepLxLds2cLy5cuZPn06RUXZ/eI1TctaEZ+8+wQCOQHSSYN0Mk1JVRG5eblYKdervHLCSC6++xccesYBHP6jgznvn+eAcH9fo+0xuloi5BTmUL+6katO+BOt9W14/R522HUiwdwAqqaSW5zD1H2nMHHmOEaMKady4ggUVUHVh/7NqOgqZOf549ll7gRGryvHn/ThS3XH0Ls6DzRLoSYygrbGdgK5AbxFXvSwjmyVKLqAsKB1aRvJFTGKRhRQ+8laxq0diZACU7fdpE3hsG5cA4unraUjEGFZUy1PfvIy8zuWYq22mLSoEp/pwVYcLNuitL0A3dBQTIHqqCgIVKn2Vmv7mCn6kh4Mj0lnfpyNU5sBgaGYpE0DCwev6qEzEcGneBBxiWNJHNNG92kEcwIIFBQhEEK4VeBpGg17d5JfkEdRTj4eXe+l4gKkLrF1h1TQwNFkpv4tHLcJUnEUJBLNVkFIpAq2YruV9j7/64Ec8L+hIIVbrV83poGVkzZSuakUqUhsbFIi1cvZt+Mnst/ZFDA00w1nCnjBkUzYdSyhbslI1aRKDvnBgQhFYKRMFNW9zpbNrbzz8Bye+ecL3Piz21j4xmJ03f0eGIZJMp7CSBh4/DrBvCBev4fy8WUgwHYcNq7YxOaVdRgpg3TK4PUH3uHpm1+gcUMz6UTazfrYRg9HOpFmzpMfUlCeT0lVMSWVRSx4bRGdLV1D7uM4zlabNVVVpbCwkL///e8cd9xx/OxnP8NxHM4//3zi8fiQ+wE888wznHnmmQCceeaZPP3001vdHtcvfK2UcvDU+nbiG6MRf/GuV1m9cG2mMdNMuwTyD9/7C081PfCZkysP/N5+3Hn5vf2WCSHweHX2Oma3zzfo7cB+J+7JnZfNJp0yMtUUoQq3K33g90HST8KyPVgxdxVXHPMHkvEUAreyfMWDF7Pr4bt8vgv4GnD5fRdx3l4XE2mPYZs2iqowfsZYTv/N8BI5AfbbaQ9evPZeLrnjWlZsXMPI4gp+f+avOHFfN2HzuD0P4/x//W6bx9FU10bMzGI3eOW9N3DxST/LKp8wLZOm9qGtAf/v6DP5yZGn0x7tJC+Ug659fr/7bBg3YhRlBcWsa9jUb3nA6+OHh57cb5njOLw4902e+/BV8sN5nHXISf2aJ7Nh1sTp1D+ykA+XLyBlpNlrykz8WQhzUW4Bi//9Gv96djYvz3ubyuIKfnn8j9h10tZ7CCZVj2PTg3OZs2webV0d/OqOa9jUVJd5P4QQeHXPsAKbvsXXC03TME2T5cuXY5pmPz14NiiKkjWXYPWCtSQiCRRVoOk6LRvaCE4JklucSzwZA6CgLI+cohw6m7t47raXKakuJr80l0hHjM7GTiLtUZo29k7dN61vAcednh89tYbxu4zFMi2aNsSZtMckxu5cg7/Ay5xH52IbA8YkQNVVZLeOu4eReUyNCcurWD15C5Zmo1kqk1ZVs0quwiu8+PxevKaHdCqFUCBqxjG8FnrAQ5GRz6tPvsGctfPpCEapWl+CBNaPbUA3VQQKlmqzdIf1qLaCIhRs3aE9v5NpbePZrXkqDYlmFKlQEMnBlKYrrVD6hAgV+bFiNuGCIF3NXVimw4Rllawf20A8J4XX0nFUx42eFwJVUfDqHrQiD1qBTsowUITADDlYfof8fD+aT6etuR3HsbFVCSstKlcWotd4WFGzAV1R6fFq8Xt9GHk2slGioiJ9EsMykYrEn/S6loPCJeSWsGgrjtBU1oEUkjFrKghHej3I+zZqin5/ZiedyUAaxRbEw0m8pltdVhUVYYruBCb6pW0OD91j6O4HSOYYmGGb6eOmUjyyED2sUT1lJIZhoKoqy+YsJ5QXJNIWxZE2rWvbUBSBogoKKgroau7CNEyiXbFMbL10JIZjUjW1ksqxI5j/8kI6m7vcsdoOyWgKVVNQFIWOpk5iHXHefWwOc19agGNLwvkhKieO4KRfHTukq1w6aSABrbtirqju+983AGkgeqQpw0E8HmfcuHHsu+++nHvutotPTU1NlJeXA1BeXk5z82DJzQCcAjw0YNm5QogzgPnARVLKoQNB+uAbQ8Rfv/+trO4otmmzemEtk2ZN+EzHzSkIc8Mb1/L7U/5Me2MHUkoqRpdx1WOX4fFlr8B9GfAFfNzy8Q38/We3MPflBSiKYNcjZjL3lQWYA7qnvX4PB5yavRFva0jGU1x8yG+Jd/Vvhrvyu9dx3+rbKR7xv5VQWDyyiAdq72TuKwtp3NDEuOlj2GH3idtdwd1vpz2Y+88Xsq4ryMnn8d/dzonX/BRVUXC6/cYHwqPpHDh9L5776LVB61JGmpWbarGyPDx5NJ1Ddtln0PK+UFWV4rzCIdcn00k+XL4Qn8fLrhOnD9seqi+EEDz+u3+z/69OwrIttxnU62PmxGn87DtnZLazbIvv/PYs3l8yl1gqgaZq3PT03dz+yz9tk+RqqsbeO+66zbHkh/O44rRfcEUf15rhQFGUzPF332EGZ//tYl6Z9zYSyS7jd+Lui274XE2n3+Krw9KlS6moqGDSpElDfp8dx+Hdxz/go5fmggbf//UpjBhbkVk/9+X5FFbnE22OI22X/Ox80DT8QR+RWBdGyuDWi+5my+p6NI/KusUbKaspZsTYCvyhLjrqO0glBssFE7EUVz76a5648Vk+fG4usY44pmGycflmPn4xTCwS66cPjwWT1I9sRXqhuC2f0rY8wOVxildF8SsEc4KM2lSGUASFjTkIW2CqFgWTCoh3Jij05xO346T9JsuLNiB1qFW2EKuLM2fOQhaFanF8NpSAL+nJ6J8BFFtgBm28EY/b5Kf6SHpSRP1xlEYo8OTiV72kne77qwRpd1eKw4Ipx+1Am+xi48PrsbqlFbqjMX5NJQl/mk92WY05wWTC8iqk4WCrNuFROYS1HFqbmjKe2F6vju7T6QzEiBsJOvK7yG0PopkK0nRlJfZykxENRUQOTRFJxuiMR1AQGAGTTZOaKWrJRXUUosEkqUCaMQsrUPtYA6qOip7ScJCkfQaLdlnLnm9NGWQdKBVJbLKBZ4OCJ6YN0VAp0B2NTTXN2PkS03TQhIqSUlDMXs/ynspxIMdPKp7CsQcYwQ8BS7ewvDZqWmHFtE3kji3iR3vMoG1NC09e+wK2ZTPj0OkYKYNRO1UTbYuxet4aNF1F01U6mrpwHEkoL4jqUUl0JTIFOkUVeAJe4u0xWja3IhSF4pFFaLpG85ZWbMv1884vyaW9qRPNIzGlRceGJrxeD5WTRrB5VR1P/P1ZqiZXsmHjBkaPHENhea9KIJgXpKAsn/aGDvJKcom2xwjk+MkryR3ymm3bHjLsZyASicSgZs2DDjqIxsbGQdtee+21wzpmD4QQHuBo4LI+i28FrsF9164BbgB+OJzjfWOIuO7NfqlSym4d1GfHxJnjeaD2DhrWN6GoCmXVJdve6UtASWUx1z1/ZeaLLYTgpf+8xj/+71bX1N+y0X0ejvzxoUzZY9J2H3/OMx9lfXJ3bIfX7n+L7/36xM99DV81VE1l9yNnfqnnOHzWATQ/tojXFr6LZVsEfQFOv+58DNt0b3hC4dErbiWWjPP2og+IDiDqjnQwbYuzjziVfz07u9+Un2VbPPzWM/1sDaOJGH986GYeeusZdFXj7MNP5YITfpxVmvHYO8/zwxsuQlEUpCMJ+vw8/4fZzBg/dbuvc/rYKWx+cC6Pvfs8DW3N7LHDDPbbaY9+ROjxd1/gvSVzM84mlm1h2RY//cevOXaPQwkH/ju63Evzi3numv+QNtLYjvOtU8p/GYYi152dnbS0tFBTU8OoUaO2eoxX732Ll+9+HW9QJ9YV5+bz/s2v7jyPwooCNm3aRMpIUVxWzOiJo1wLt6YOykeXZqQvaxdtoH5tAyWVbgGio6ST+rWNVIwpx0xbQ6b/OpZNQVk+Kz5aRaQt6jZZKhBtj9LZ2tVbCReQ9KVZucMmUF3tbiScQKoOpY0F+II+dL/KZq2J1ZWbMzr3dn+UsatHoIQg7iTY44CZxNrjeDw6j5mvYAsHNSVwpMMnxkpkBLxpDRUNicxYGDpCIiRYup1xHZES14lDB01qaEJDVzSS6TS2457f1lwLRWyBLIbF7asoDhZiJXofLhRNQUpJymOw0wJ3Nqy1rJNEwMAWNkq7iv5IM8IC1RFYmo3ZZLFq7EZiJUmEBpPqq7FVB9Vyjf68po4jHMJtPpwPHF555xn+9NitvLP4I2SuQ6I5waqcTZRtLqB6TSmqpZKN6Ra25xCK+3FUSbrQpEc30jfUR3EEwZUe0ro5pKuJUGHqT3akdskrqEJFR6e1NELZ+gJADtovEUmi+3SktFzJpHT5ieM4g4aZEcTYglQwTa4SYtnalVy/4V/sFdmZwhGFqKrCR8/NZ+y0GoyEQSDkJ5AbQKiK25ugq7Q1tNPVEun+7Lg+4LpPx0qbSMf1vxdCcR/6VBV/2IfX53GlMH4PRtpEOpL8kjzKqkrYENuMIx3aWltpr+9g+UcrGTmuAj2sEt+S5ORLjs9IdlVV4Ts/PYzX73+bhnWNFI4o5ODv74fXP3QBc3sDfQbaF77++utDbl9aWkpDQwPl5eU0NDRQUrJVHnc4sFBK2dSzoO/fhRB3AM8Pa6B8g4j4Uecczsp5a/r5gAOEC8KM2WnrP9jDgRCCitHZXSq+avS9SR1+1sFM328qbz36HkbSYI+jd2Xc9DFZ93vvqQ+4/ZJ7aFjfRFFFAT/4/ekcdtZBmfXR9iiWOfjmYqZNOpuH1nUNBx8+P5d7rnyAxg3NjJ02irP/eCaTd/1ssxT/jQj4/Byzx6GZfzc+9gkfrViIbdvsPnkGHt1DW6Qj45rSF0FfgO/u7TZg3/nSQ/0i5h0peeOTOXxau4xpY3fAtEz2+MUxrKnbQNp0t7v6/r/z+ifv8+r1D/b7bNTWrefMv/ySZLq3ahdNxjj40lNpeHjhZ0qVDAdC/PCwU4Zc//DbzwyyFwTQVJ13l3zMkd0plwPhOI6rB/2K7EB78G2y5v8ONm/ezJYtW6ioqBiWf/AHz3xEbnEOiupGuadjaVbOW0PumCBCCL5/ySncfcX9tDd24DiSvOJckpEkf/7+jcTjCabvNbWftregIp/6dY189MI8NK+G5tX6VbZ7UL1DJdec/Cei7THXGs6xcSx6K6E9kNBeEMVWHHyWS04s26ausIXy5kJUVZCIJFkzdTMqKootcByHzoIoncURFFWly5NiQesyrr7iV9xzxQNEm+MohkA6vbZ6A3NiVFuhvK6AhhHt2IpDOBrAY2i0F0YRjkAqDv60l1CH33V5SRqoQRVFU7BUB8VRXJcSBZwGSbIpypZUrB+ZdLpt+4JxHyl/GgkUNOcQq2omvzOE0uaSrp59HOGquqvWlTC/dBX56VB3wqe7vNdzW+AIia9B54IbruLacy/l/446g5SZ5voH/8Xc1xYwek15nwp378XLPn8qQsGb0vBtcRtXVXugqzcolsBnZS/iSSRpzeSJN16ksyzO2M5KihaHkbbsnm3ITiajxPHoOlIHzVCwe9JF+1THewi8x9RIqgZt46J4HTcAaXOkkdUL1hJYU09JVTGFFQWkkwZT9pzMvJcXYiRNRowtR/OorFmwjmQsRTg/hMfrwVvmpa2uzX29HQcrbpOOG8Q6EiiagpEyMdO56F4df9hP+ZgyjGQaI2kwclwFqYSBmTIpGlGAMFSa1rUhFGhv7kBpFyiKygv3vMIhpx1AWY0bxhUuCHHc+UdlfS2yYVsa8b6IxWLb5Zpy9NFHM3v2bC699FJmz57NMcccs7XNT2WALEUIUS6l7LF+OQ5YOtxzf2OI+AGn7MP81z7hrYffBYSrb9JUjj//O/z2uD+gqAqHnXUQux816yu/2X8e2LbNqvm12KbFxFnjs1b3y2pKOfWS7271OHOe/ZhrT78hI99p3tzKjT+/FcuwOOqcwwCYtv/UrKlg/pCPXQ6Z/pmv4dX73uBvP70lc+5P3lzMhQdczg2v/4Eddt/+yv3/AjRVY68ps/otK8zJ548/upQr7vkzSSOFlJKgL8DO43bku/scyfn/+l0/Et4DieSjFQuZNnYHnp7zChuatmRIOLjOJR8uX8DHKxay2+QZmeV3v/wIVhZNum3bvDj3TY7b6/Av8IpdBL2BIdZIfPpg0rtyUy0/u+ky3l38MR5d57QDjuPvP7vqv6Zy/i2+fjiOw4oVK7Btm1mzZrF58+asLigDoekapmGhahpSSoy0ycdvz2XP8K7M2n8miqJw7k3nsOzDlXj9HnRd4+l/vUAoP4SqKSx8a7FLlps6UTWFpe+vyPTNWGmLgvJ8jKSJ3ad4IVTBbkfM4KmbX0DVVRzLRigK0nbcma6Bv699yrCyOz9dSIGRNrEsG2+OF1txUKXqemmjgLBpLovQlRtD1zVWb97I6lNrCS3z4J2kEw8k0bqr30IKvGkNS7dRbQVblfiSHirqihmxpbg7nEbBEZJAvI1oTgJfysOI+iIUn0D1eEjGUlhRG6lJrBwbpxByWgM4aQcraCPTruY4W1UXAbKbk9qKQ0F7mMLW3EHbKlLBUW0UR0EzVZJ+AwHYqt2tL+8lZ4bHQkhY/NYyzl57IU/cdhcF+Xl0JLqoqi8bMqEyY0ooXLKM445PeASWYbuNnP2277UXHKgRtxW3im14LRzTIW9RAFvaqM7QJFIiUWxBOt9EN1RQNBRbQeIgB7YLCIHQBKpU0CIKadvAUi3UmIJlWphpky2r6khGk4zesYYjzj6YvY7bjcdueJq62gY2LN2IkTTRdBXLsLo98r0E84IYKVe73dfsxrEcBIJ0PMWso3bhsLMOoKS6BF/AS0dTJ6/d9zadjZ2MnT4aM22ycdlmPD6dnMIwvqCX1oZ2GlY2kehMsW7pBsbMrGHv43ensLAQn9fHhqWbSCfSbtNm1dChaQNdU7aGRCKxXUT80ksv5aSTTuKuu+6iqqqKxx57DID6+nrOPvtsXnzxxZ7XPgAcDPxkwCH+LISY5r5ibMiyfkh8Y4i4EIJf3/1LTrn4BBa9s4Scohzeevhd/nPlg6TibkVw3iufcNBp+3HR7V+tq8Rnxcp5q/nN0de4jZPCTSq74sGL2e2I7Zda3Hn57EEa+lQizV2/vY8jf3woQghG7VDNAafsw1uPvp95zXxBLzvsPpFdDv5sRNxxHG67+J5B504n0vz71//hxnf/9JmO+7+KC074MbtP2pl/v/ggHbEuTtznSE7c5yh0TaemdCQ+j3cQGdcULeMZPmfZvKwadMu2mbd6UT8i3hppz1qBtx2Hjtjnm+EYCj86/FSe+fAV4gN81XVNZ5+p/fXfLZ1t7P6Lo+mKR91pbCPN/W88ycrNtbz/j6e/lPF9i/8N9BRLUqkUixYtorS0lOrqarfZL4uPeDYc9sODeOj6J1AUQUtjG9G2KEKBTQvqWTdvM6f++gSqJo6kaqIbAnXv1Q/h9Xvx+j0k0yo+j5/S6mJyCnNY8t4yFEXgy/Ghdzt2dDR1EcgJYFsWRtLEsR38YR+xriT+UIBUPI3jODhZZhl7UNSWQ9OIdlcC0d2kWd1ahserI22JhkqhmUckGEdaElt1CWBnThRd6qimgrRheXgd07xjGbOqghU7bML0WCAkFVuKKKsvYOPoRhLBFDldPqrXl+H3uZ7RyWjCrRBLwYi6Iqijx0Ab0zZxAg5ScVCkglRAjSvIQjdgB6/Ao3hwPA6WHOCuJVxXEs1SUB0FW7hx9YG4D6WHmStk9OFSkWhSJelNY2o2htdiU00zVRtKMDwWStqthFu6jeIIdEulYmUhykrJT/a7gPs/up2dx07hbeMdfFloT78AHSHwaB4kjlvZT3WHCYnuRM9hRM1rjko0mCQSTjB+xUg8xuBUT9GvGu8uVRwFbYSOd4qftavXM6llFE6LG0vv9A3/kYAJuq2ipARWvo2dchi7YYTrTS7BcSRdrVFyi3J46+H3aKtrx0iZGAmDSHuMkuoiOpu7SMXTaLpK8cgiOlu6KCjLp3lzC8loqvfhUILQFEKFISKtUZ6//VXGTBvF4T86CNtymHHwNPKKc4h2xHjshqdJJVIEcwKuZXLaINISwev3MnHWeKomj6RpbTORpigdbZ08cd1zNNW24PF6KB9dxqmXnjCkSmF7iXggMFThZzAKCwt54403Bi2vqKjIkHAAKWUCGNR0JaX8/rBPNgDfGCLeg+pJlVRPqmTJ+8uY+/LCDKEESMVTvHbfmxx37lGM3rHm6xvkMJBKpPjVwb/tlwwJcNWJ13Pvytsoqdy+KO76tdnN9CNtUcy0mWk8vfiuX7DrEbvwwp2vYqZNDjnjAA4+ff/P7Esd70oQ7YhlXVe7aNven/8/YrfJM/oR5h6cdehJ/OHBm4BeIq4IhZA/wGEz9wNgVFkVfq+vn9wE3KbOyuKKfsuOmHUAD735NLEBUhHbsdl/pz2+mIsZgAOm78kvj/8xNzx+O6qioggFRRE8f81/Bjm63PHig6SMdD9NfNo0+HTtMhauWcLO43b8Usb4Lf430NHRwfLly5k0aRIFBb1NYKqqkk4PnjkaiFmHzSCcH+L95z+k+YkWyqpLad3Sjm3ZPHXTc9RMqmSPY3ofDkP5IddtS7jEyUiZlFSXcMrFx/P4v56mdtE6dF13A4IsG1VV2PWIGbz9yHtIx3WHsAyL1fNrmbTreBa+uYhkU2fWsamaGzLkt7zssGwUTRUdmLjR9HmRIHpQo6CigILyfEZqI3k9+QEtgQ70uEL55gI2VDehKgLbcRCWxJIOhmISMH1MWziGtM9EtVQ8pksBxq3uTZxVVMEl9/6CqftM4fujzxkk5wTAcUOGrIiFQOAoDmgCqUGxmY+eo9GxuRNUB8XTTZz6FI31gI5hWwjLQTNUNFQszSaY9PU6k/S4meBK0iyvw+YdWlFVBRRoHdlFtDyJk3CwFZvKTSUEEl4CcR+O6J1diG2O8dJ/XuOQPfbl8arnyGkJ9pt4kLjWhhKJaqtuPL0pEapA2hJHunpuKSSGZnW7n4ChWugDquSOIpFCIhxB2mswYeVI8lv6V2WH0pQ7iiu/U6RAlKmkm23sFhtFCIK5QdKJVG8qK73NpVXNZUhDonaoKHHIr8gjkBsg0hpF1RRWL6ylta6d9oZ2dj9qJt6QFzNl0rSxxbUzlJJ00iARTXLsuUdiWzb3//HR3n6w7uGaaXd2p6S6CH/Qx5oFa0klUqxbtBEhoKuli/q1TaSTaddNpbkLzaPh2O51FVcWUbemnpzCMJqmEfSFWPnxalrWtpFfkk86nWLDyo3ce91D/OjPp1NYWEggEOinUNgejfj2yFi+bnxjfMQH4uX/vN6PhPfAsR3mv/bJ1zCi7cMHz348RBqczav3vbndxysbVZp1eU5BGN3bJ6JYCPb97l78+eXf8/e3ruPwHxy8XQE4AxEI+4c0/C8eMbTTx1eNDY2bufC2qzn4klP4zd3X09DWtO2dvmCU5hfz6vUPUlNWid/rw6d7mTZmMu/9/ckMif3+Qcejq/0JrSIUAj4/IX+A1Vt64+K/s9vB7DJhJ4K+3qpB0Bfg/75zJqPKq7606/jDDy5h1T3vcvPPr+E/F/+NhkcWZn3w+HTt0qxSHEUorNxc+6WN71v896Ozs5NVq1ZlAjz6QtO0YUlTHMdBhm12Od5N2myrb3dtKv1ebMvh8X8826+yvv/JexMuCNFW105XU4RA2M9B39uXdevWUTyxgPzSfJLRJMlokkQ0yc4H7kQoN4hjO9iW7U75S0ldbT0nXnQM4bzB8ipFVVA0t2FO9+qomkplcQU7tI1m/MZK8jpCOLYkHknSWtfOqrm1iJjkULknsz6axIxPJ1DQkoNiCwzbBFNiK26VWIsp2LZbvfYnvRkSPhBSwBN3P8fzr76GaVgoiuvV3buBS177SjMUR0FJuBafZoeJk3Tw+HQs08aIGm5FVe+261MEdsrGEQ61ExrYUt3Cxpommso7cFQHqTkYHgvDa5LyGDTvGiE4NkTIF2Sf6M7885RrOLLqAKbUjmHMuhGE8GN5bdaNa2DJtPU4isRRXVN1oQiQgra6dhRVwV/lp2VUZ4YwJ/1pLNUl4UII129cs/GO9ZM/Og/Fo+AoLtFXpMBjaliq+5nQbRUpJJZq91bUuyM8FSkoas2hpDEfjz1YLprd7lDiCIc60cziT5ZTUVyKntCxLRvTMNiS14zhMXGEzCSCApQEC5g5dhoTxo/B49UxLJOuti5M06RsXClFFW7jpu7xsHLuGpbNWemGTvUESmkqeSW5jJw4gsm7TWDJB67dYd/3G8BIGoTyQ/gCXqSU2I7N3JcWkl+WR15JLvXrGulo7kQ6EseRBHP8OJaNx6+TW5KDbdpouuYmcQrIL81j/ZJNeP1uA2hObg7hcBiZdr/D69atY968eaxatYrW1lZs2x42ud6Wh/l/G75xFXGAp295gVfuzU5WVV0jmLvtRp+vGz3e1wNhpq2tGuIPhR//8Uz+cNpf+0lEvAEvZ1192peqmVc1lePPP5on/vEMqQHnPvOq731p590ezF+1iP0vPom0aWBaJu8tncstz97Lx/98nvEjR3+lY9l98gzW3fsB6xs34dU9jCgq77e+ICeft/76KKdddy4bmrYgpaQgnE9btIPv/v4nGJbJzmOn8Ozv76EgJ59Xr3+Qu19+hBufupNYIs5+0/bgVycOW9r2mVFVMoIfHHbyVreZMW4qz3/0Bkmj/wOz7ThMrsqekvktvhnIzc1l5syZWW/Kw5GmGIbBp59+SnFxMZMmTSKQ56djSye+sN+VAdg2XS1dRNtj5BW7dmr5pXlccPvPWTVvDcuWLefo045kU8NGdF1n4riJ/OgP3+fl2a8TaY0yekoVlZMqefnu13F6tMaKwLZsulqjdDZHQHETOzOZDt1aXFVX8fo92KaFY0ustJWpMgqPwDYtpIRkNImqKqz5ZB2+gLfbplaiC41Jq6pYOWEzpu76io9fMRLV7r7d+4Fk1pcFANt2WPnRGlZ/VOuOra9dCHTLqDMpPf0iLu02i6TS3cDpV9ELddrSnfiSHqQq8QgPwnEdN1orI6SKDTwRDX/KR5GWx+rDGjC3pKnYXISQguaKDgqacjDaUyiaitNuM+fvc0g2dRFIehBCEG6pZF2NQjDhx8ImHkqS3x7GUSS27RK3KXtMYlz1WAoLClhfvYmW8i7MtIGe1hi7ZiSqpbiVbCHoLE9QGC4isjaGYzqosn+9UrUVpB9E0tWCK1Lp5yuuOK5MBkW4iadZOOHAqrhAoDoaHTUxZJmgKJZL2Zw8asaPZN3ijbSHI2yuaMGb0PEIiaNIdEvDJz04UqJ5VIpGFDBmeg31tY34w36KqgpobWijvr6OtJUimUzS2dKJbVquz3u3X7iqK+x25C7EuxKsWVZL2kgzedcJfPzCgkwmiaIINI9G04Zmt1IuBEbCwBfwoqiClk1t2LaD6H5o0zyaW70XrjtKIC9ArDVOKpHGnxPgkLMOoKAsn8IR+bBAkk6k0TwaiWiS6QfsSEVFBRUVFTiOQ1dXF21tbaxfv55kMklDQwPFxcXblJ18Hc39nxXfOCIe7Yhx60V3ZSWxPdj3hC9nWv6LxPStNE7OPGTr4SXZsNexu3Ppfy7g9kvuoXFjE4VlBZx19fc48uxDt73z58QPfn8ajm3z1M3P4zgSr9/Dj679PvuftPeXfu7h4Cc3XtpPd502DQzL5IJbr+KFa+/dyp4u1jdsojMeYYfq8UOmO24PhBCMLq8ecv3O43Zkxd3vUNfawPMfvcFFt/8ewzQwTHdac96qRZz6x5/zyvUP0hmLcN1DN9Ma6SCeSvDYu8/z9JyXeeuvj30mC8MvEmcf8T3+/OitpE0DpzvMyOfxMmviNKaN3eFrG5dlWzR1tFAQzssaKvQtvnwoijJkZWxbRDwSibBkyRLGjx9PcXExHz43l3hHHMuw6GpxQ0s8Pp2Oli6e+ufzTJgxlkhb1A3gmTGWXQ6ZTioQZ9W6lVRUVNC6poO//eUWpOPQuKH5/7F31vFxXGcXfgYXxcySmRnCDjNzw9Q0nDQMbYNtkrZJw2k4DTPHYXTIzCBLlmQxa7W8g98fI8mWJTt27KTw5fSXypoduLvanT33vec9h6Q0H0u+WsGcN35wvP83Ymm25UR/6wkdxS1hbeQM0vfcJLEv+8GyLWLhmONWJfZU+3XHQ9y2HdckSzOI9jZ74jzmC3qYMn+4Y+/XE5RjA4IM/FhBUbaRFAmzy0BwidiJDfZ5siohKCJ6pEfzPUh/KZYTGGdGTGrTW2kv6mbkmiJESyAmJfBaLjylXvK0bLKXp2FFTbAgoWqE0kPE0jW60h25omgKDK0swPTamOi0xNppa+pwYuldFrYIsi4yZE0+huxY8FmiTSxFwxt0gQCdQ0K0iJ1M8yTx4BV/5vLb/0R1bT1yo4fW7AArJlRTVpWHmpDpygih7uHD2+CluyuwGR9vAdF0HGc2beBsyenEH/Lij3hQbLlPxrQlCKJDGG3bZrJ7NN4uD+uWVBM1I1S0VSEIEE6KYUkWq8fUUlaVhy/sJpQURU1SOPHSYygbX8Liz5ay8NOliKJAa107nY2dpGQkk56RhqvITbAtTHc8Tjya6EtvtQwLWZIIByJklKQhegVSkpMxDQvVo5KIOhNAl8+F2BNU2LK+DcWlsPuxu7Dki+Ws+GYN0e4I0WAMWXHkV4ZhYuom/jQviltFjxkkZyShqAqXPXI+GblpAOx14h40V7dSu7qeaChO6dhijr7s8L7XRhRF0tLSSEtz9p87dy6yLFNZWUk8Hic1NZWMjAxSU1P73Q9s2/6vqor/vyPiS79ajqzKaPGB6U2CIHDbWzfgH2TJcDBYlsX8jxaxdmElOSXZ7HHMLri9Wxczv70oGV3EPifvyecvft2vcXL0zJFMP2DbiTjAnsftxp7H7YZt27/oTFKSJM6940zOvOUUQl1hUjKT/2O0XZqusaRy5YDttm3zxdLvtnhsY3szR950Niuqy5ElCVEU+eeld3DiXlu0RdphKMjM44kPXxxgF6gZOl8t+4HWrnb+9K+/09jZim44X6xxLUGcBKf99TJWPr7tEqcdiYzkNObe/y6XPPgnPlv8DS7Vxen7Hced51z/bxvTY7Nf4JrH/twnmTn7oBO5+7wbf7bE0l+x7dgSEW9qaqK6uppJkybh8zlpg28+8D6puan4fH7WLavul3z56TNfsPTL5Xj9Xr54aQ5HXnQIo3cfQTQaZdq0aXjdPh4+/ymS0nwE2oJYhklLbRuiJKEl9L6KIjZIsoisyvjT/MSIMOXQCaxfXodhbRir4pKxTJNoQu/zU3b5XEiKTCKWwDTMnoZUsSfgy0YQNqrYCvRpewWEDUSxhzBblmMviAIYDHQykUHLNnHLAlabQ8BllwyWjaGZDiFTRIy40RdyNCgsZ5LQnNOBrEusH9JCTlMakiniSnfh2T8J+W2J1mAbiD0VYkugpCqXtaPrsO2NmhoFpyIb13VETUDqeU6i6fiLYzpOJ4bLea0lTUJPN2nfP0qwLoit2Lz8+Ju0f9vKiP1KufPM6/no8S/5bvFcOjKCINLn1W5JFvsX7EH4uxCyV0YL6gOemtDz/HSXiZLY8D1lYZPRloKqO826OiamYqLYkvOabwa9hFGUBDIKMlgztxzLsh39tmVhWTZ5GVlUyLUYGFSObsDCQkJkqFhMQ2UTux+7C0/+4TlSMpOpXVNPIqYR6gxj2TaZRVkUjSzksN8dxOv3vMO3b89FVuWec1vYgk3x1HyG7zSESVMm0b4mwGcvfEUi6qRsCooz67NsGDVzBFP2mcjiz5ex/OtVWKaFbTkyJF+SB1EUSclKJhRwVpK6WroRJQEtppORm8bomSP7SDhAbmk2Z9x6Es3VrciyRPGYoi36iAuCQEFBAQUFBY5VZyBAR0cH69atw+Vy9SPlbvfWc7FXX32Vm266idWrVzNv3jymTRs8KVwQhAOBe3Gms4/btn1Hz/Z04GWgFMcx5fitTdWE/4dE3O1zMzDzvQcCVC1fz9R9f9wBJBaOcdme11FXXk88msDtdfHQFY9z/zd/o2hEwQ4e9eC48tGLmXHgVN5/7CP0hM5+p+7F/qfu/ZMbJ3vx71rOUVSF9Jy0H9/xF4QsySiyTEIfOHEbzG6vF7Ztc8B1J7O6thJzoy/as++6ghGFQ36xRsP27sHvBbIkE4gEefPbD/tI+MaobKimI9hFRvK/9+8xrKCM2X959t86hl68/d1HXPbQjUQTG9b1n/jwJQDuv+i2f9ewfsUmGEwjbts2a9euJRKJMGPGjL6Y7HAgjCCArEgIbieyu/f7oa2+nXg0QXpOGr4UH3pC540H3+WojIPwer2kp6c7acqmhep2qoeSKmOFYti2jSQ5jcgGDgG2eqp00XCUhbOXMXrKSIZNHkJ7QyehzhCKW8E0LAxdx9QtElENURQwTYukNB+jZoylta6DcFeYeDiO3aM5ty0b27AQZZG0vBQ6GwIbyLjoVOF7Idoigu5UNnXL2DBRkAALRJeAJ+zC0HruCSaYttMw6ElyOytTiZ7eHp9CQ7CFdWWNhJKjeKMuhlTmkxL0Od1nIpRW5ZLS7ceUTJoKOunMCrLL8GmUjinB1y4zp+17RFnA5XPR1REgozmZCfpQakta6UwOggzWEBG9ysCyLNyxDfdcwRZQdCcFU1MNsJ3+EbAxNZPutgiGaKB4FNJSU1j2/QrcfhdfPP8KHc1dCILAqDXFrB1djy/uxk4VSEgJFlQsY0hXLrIuOambG9X8BQQUj8LoQ0bR1RGgek4Ntm07GnlbwKUrfXMb2RLBgLbsAAlFJ7cpA9mQMGUTXTbxxFUEBEzJQslQOPGiY1n68Qr0hKPLV90qlmWjJTTkVTauMSq6aiAAsiCTrPjxe/y01bezbkkV2BAJRtFiGh6fi4QAKZnJxMJRjrr4UCRZYtbxu7L8m1VoMQ2QyMzPIDk3ibIZxVjYPHbzUyx8ZxnhrrATKiSCoTnvk4mzxlEwPJ/Hrv0XAKpLQRRFZh4yjazCTBqqGvn+3QXojZ3kD81DdTv69kg4gj/VS0djJ+P3GI2u60iS1CcdSctOJS07dZs/56Iokp6e3tcjEovF6Ojo4JFHHuGFF15AFEU+++wzdt99d1R1yyvR48aN44033uB3v9u8LFMQBAl4EMe6sB6YLwjCO7ZtrwKuBT6zbfsOQRCu7fn9mq1+Llu74/8KJu05HmkzzYW2ZfP2w7MHfWxTPHvby1SvWE8sHMe2bGLhOMH2EH859a4dOdwtQhAEZh2za1/j5MFn7b9djZP/jQh3RyhfUEFXa+BnOb8oipy67zG4BiHdoWiYV78aPDxrybqVVDfX9SPhAHFd4743n/xZxjoYDp6xF4o08D3hVl0MySvGvYXAmsGO+/+MW567px8JB8ej/YkPXiKW2ILo9lfscGypWLBpRVzXdRYuXIgoikyePLmPhIOj+1Zdjhd2U1UzkiwhihKqR+2p5ol4/I78KBwNE4vEmDZtWl+xIyUzmeSMZLrbg3iTPWhRDdklY5lOw5o3xYs/1Utyph/VrZJWkMqQiSVUL6xl9Q9rUVwKRSML8KX6HAchSQQEBMnR2QqyI8HJH5JHdnE2k/YcxwPf/5Urn7iYrMJMREHsey0EQUBApGxcCcmZfpLS/XiSvAiigCiLCJLgVFl1h6j2HufyqkyaNZ7cshxETcQre6D35ROcuHpZlckcks4pdxzLQZfuzZl/P4msi/NZMrWSrswghmIQSo6yZmwtEU8cXTRI+HXSA8mOz7ctUlCbSVLEi7ICstemoGWZaKKOphpEQhGIOfdbV0hh+IoCcvUMnrj8Lm597DqahnSScDuTgwFSD9FGsiREQ0QwnHRIcYREUAgTVqNolsbcziV4M3189+Z8bNtGdSl4/G78tpfsjjQwwQqaaLpOKBQhnB9Dig/yHlNg9yN35rQLT+C8K84gIyMN2ZYQ7Y3J+ga0ZwUoH1tH7bBW5u66inBKFFtwJkSaqtOZFmTBtHK+HruEW1Y8wAl3HkPRqEIUt4plWWhxDVM3SUtNYbfuSfjx4jIUUhQ/oiCyU+pEwPHEH73TSILtQUzTJB5NYNvQsK6RtQsqefbWl+luCzJ+t7GMnjmC/OH5FI8uQvUrTD98MjvttBNZnmy6akLocQNJkZAU5z3j8rhIzkxGcSu89cD7PbIPCAUidLYEWPb1CpZ+tZwf3pmPqRkkpfnpbuumdk09SXl+SkYVk1+WR8noInJKchAEAdM0MQwDXdf7mjC3Blv63Hs8HgoLC7niiit49tlnycjI4O2332bGjBl9nuCbw+jRoxk58kcDBGcAlbZtV9m2rQEvAb3L20cA/+r597+AI3/82WzAdhFxQRDSBUH4RBCEip6fA8pngiAUCYLwhSAIqwVBWCkIwqUbPXaTIAgNgiAs6fnv4O0Zz9ZAVmSuf/byzT7eVtfGKSPO5cbjbneWKTeDT577wrGy2gi2bVO5pIpgZ2iHjfdXDA7btnn02qc5JvdUrtjnBk4oPpObT7hjUMnR9uKe829mWH7pgO2GZXLWXVcMSsJautqQxIHyGsuyqGtr3KHjq21t4Iy//p6CE6cy4dx9efaT1/qWO2846RLSklJx9WjTBUHA6/Lw8CW3I0sy5x58Eh5X/yU8WZKYNWEnkn2bD0OIa/Gtvnn+r6CudTN/NwE6Q4FfdCy/YvPYmIiHw2Hmz59PUVERw4cPH/BF7vF7OPsvpyJKEomYhi/FS3ZxJrIi40/zUTAsj+72bprqm+huDbLHkbuhqiqJqMYb97/LQ5c/QcGIfLzJXizTIjUnlbJxpaRmpTjVbN2xW4tHNWzbIinZj8ftISnDT3d7kJIxxZiG0bNPHNMwMTQDRZWxLAtTN7Fty8mKAKKhGLpuMvOQaZz1l1Nw+124vC5kl0JqdjKh9hC6rpOek4bL5+qr9veST7XHAcvQTBDoi1I3DZNIIILb6yItMxVZkvu9VomoRmdNgOzUXE65/DeM3nUEHy/52rHcsx1vbUu0ibs1Vo6vZsH0cuyE4+vt9/lwuVUUZHaOTGRy8VgWfLyYOa9/hyffixE1SAQ1FLdMUVkB2VmZJLn8HF14AIWZuUwdOZ624m4iPuc+u2mjo6bo2KJNzJcg7tcYc8ZYjjrxUIpS88jXs8ixMkigszy2FkGwUVwKbq8bI2EgI5Fdn8qYFSVMWDyUUSuLsSyLmJrAlCxs0cYULTRFR5cNGvboQpIlPn3mCz578St2P2knRFncrA7caWp1LAltyWb1mFpCKRF0VaclL8CqsbUYLhPBFOho6OBPR/6ZjsYOosEo8YgjRVI9Kg2pbSzIWI3L5cInesjTszgyeR/Swym4vS5KRhdx6p9OYI/jdsXtdeHyuJAVCT2uk5yZROO6Zj58+lN8KV4ueeA8DjhtL4ZML+bgi/bl+AuORhAEosEoiqI47z3Dxjad4qSu6URDUcKREIamEw/HMXUDucdis7mmjYpFVUSCMRSXgj/Nj+ySScQ10ARKRhWR3uOskpmfgcvlQlXVDVafloVpmui6jmEYO+R7xbZtiouLue+++1i8eDFHHnnkdp8TKADqNvq9vmcbQE5vqmbPz+xtOfH2lry2phxvAFfYtr1IEIQkYKEgCJ/0lPMB/mHb9t+3cxzbhJkHTSNvSA5NVQMt6LS4TkNFI43rmpg7e8EOSXdsqm7mk+e+IBaOs8thMxi365hfXP6hazrfvTOXurWNlI0rYaeDpyHJ/xk67J+Cdx/5gDfvfxctrvWR7+/emcf9lz7CFY9cvEOv5fN4KczMZeX68gGPiYLItysXsO+U/o2l00ZMRDMGTgo8LjcHTd9rh42tsb2ZyecdQHckhGmZNHa0cN5917GqtoLbz76OvIwcVjz2Gfe99QSfLvqGstwiLj/mXKaNdCopVx1/Pt+vWsQXS79zPGwFgbyMHJ655t5Br/fBvM+5+IE/Ut1Sh9fl4eIjzuSWM65E/n9QPZ8+ciIfzP9iQBOQW3GRk7Ztvv2/YvvR2+C2KURRxLIsWlpaWLduHePHj99iwl7p2GJOveNY5jwxl8bKZtJyU520SM3kpD8eyzuPv4fbcDP56Insd9pemKbJ549/Q1ddt1NJxWb0jBFc9s/z8fo9ziqpbTPn9W954Y7XScTjWKaFpVvUlTfS3RYisyCDnHHZ/O5vZ7Dg4yW8eMdrKC6Z9gbHQlEQRUTRxjIstIROY1UTXW0BMvLTWLesiqQ0P9lFWaTnpSG6BKy4TVdLAC2h07C2CZfHRXp+GqZhkVmYSUt1K6Is9rPs7dWMJ2Ia5fMr0eKOlV1rbVtPkqIDW3Be60Rc474L/smZt57MnifvjsvlQpIkdEN3Anx6GhNjvgS2AIZioBoKmqmT5U0n0B1Aa9eYN3shesKRDoUlHVe2GzsdzKBBR6gL3TTQNI1FNSv44YlljM0agZKQSAp5+mwTe2HjhAdZWNTu0s7UIeM48siD+NMLdxEUwvhSPEhxGQyNUFaUkBwlsjBMaloqFhbRUBRBAEl2/K5TO/yktyYREeKYkoUh270XQrKcNMu8oTm0N3Sw/IuVDpG07QGTg55D6MwMIgoChm1i22AoJo2FHSRUnbg3AYKAYIkgQFl5HnrIIC4lkFUJ27IpHVdCeaCalenVuCUVwRKJKXFGlwxHn5egQWxglyN3wpPkRnWrnHz9cexz0ixeuetN5r43HxAItHYTaO0m1BnihKuOxp/mo3SXQobsVsyIESNoXNfMuiVVRIJRTM2gaHQhnU1dmGZPP4IskpKeRHJSMqpHJRqMIZpmnz94anYy3iQfVkNbX6pnLBojsyCDtKxUWmrb8Kf6Oeb3h+Lxu/s+o+BMmhVF6SPjtm1jmmbfv3slLL2f6a3lTZFIBJ/P13efUBSFfffdl+bm5gH7/vnPf/6xOPteDHbxHdIRur3fnkcAe/b8+1/Al2xCxHtmB70zhZAgCKtxZhGr+DdBEASuf/ZKrtr/j45HZ0IfcFO3LcdS5/5LH+Wf8/4x4Bz7nbIXr93zdr+quCAIDJ1YRnL6hpv+J899wV3n3u9UOgyTtx58j92P2oXrnrn8FyPj7Y0dXLjzlYS6wiQicVw+N5l56Tzw/d/7jXVrYVkWc978nk+e/QJJkTjwjH3Z6eBpv+jk4uW/vdHP7hBAi2t8/MwXXHL/eSjqjm2e27Rq3Asbe1B5R2ZKOlcddz53v/5oX7OkS1HJSc3k3ENO3mHj+sfrjxGORfpJYKLxGPe88ThXH38+aUmpZKVmcOsZV3PrGVcPOF5VVN77879Yum4ViyqWU5pbyKwJOw/aZ/DdygUce8vv+uQZ4ViEe998gmA0xAMX/3mHPaefC9F4jNrWBgoyc0nybl1D9sb485nX8NWy74km4n33Cq/Lw52/veH/xUTkvwmJRIK6ujqmTZv2o/pQcPpTTrnxBN78x3tULq4iNTuFg67YlzDdXHrvBSQnJ/ft21rbxrr51QRbQ332JcG2bo6/4kh8SV68SY6UJSUzhfxRuTSubUKUJRKhBHrCINQVIinNxzGXHkZHQydzZ88nHo6RlJ5EOBAhFor1feNLkoikyoiiRHdLEC2q8dSNz5OS8y57nb4r8USCcH0YSZaJRxJ4k73YptPg19nYRcnYQg477yA+evozyudXIAoCVo+Di7GRc5jWExRj6mZPiE1PVVJwKtCiKDiSHgHevO893H43x+9xGA+/9S86I4F+FMV2ZNpUDWliZHkRekSnOdyKKIlYwUhfWqZzQUg0xSEP7ARItkginsBUTNQxftLT/Hy86CuH2MuW45S4EfG1RUef3Vbq2BHOW76EM5b/Hr/HQ0LSsV1ORkZHczetQifNKR24MySyW8OkJifj8ruwdEhYGgKO9aASk2jK66RYykbRHa9wbAFNNcj+NpmP6j5nvdCEP8tLpDGKaDsJpxvDEi0SPoPs9EyCdhRN1JFsEV/cgyoqpLcm05YeIJQSxRIsEMAbczkrFrrTqGnaFtFojPbkAPFoAkvvIcZeiQV1y/j9vvy3Qi4AAQAASURBVGeiuBWaKpuY8/r37HPyLABySrJQJrlZ/X0NHstFSTgPj+qmtbaND5/6lJp16xkyqZT9jtmb6hXreefB2cguxXGSE50+uqSMJCRZJC07lVBnGNklk5qVSuHwfNYtrcEyHJceWZXRTQNfpptIyEOwPUxbQztur4tZx+zKcVcegaGZqG5li/xAFMW+7xzLsvoIeW91vJecb23/WyQSwe/vf4//9NNPt+rYLaAeKNro90Kgd5m0RRCEPNu2mwRByANat+XE2/vt0a8cLwjCFsvxgiCUApOBuRttvkgQhNOABTiV80G7ywRBOBc4F6C4ePvDRsbtMpp/rX6Y9x77iPq1DXzx8pxB96tcvG7Q7af+4QQWfLKY+rWNxCNx3D4Xqlvlhueu7Nsn3B3h7+fe33eTA4hHEsx583v2+XAhMw8avDN3R+Pu3z1IR2Nnn19tLBSjKd7Cw1c+wTVPXrZN57Jtm1tOvJO5sxf2VVfmfbCQA07bm8seumBHD32z6O4YXP5jWRbxSGKHE/HfHnwSnyyaM8CBBBtWr6/g8dkvUpydz9kH/YaSHCel7ubTr2DK8HHc88bjdAS7OGrXA/n9Mb/douRjW/Hlsu/RBmm2dCkqK2rK2X38zEGOGoiJQ8cwceiYLe5zy3P/GKCRjiZiPPHhS9x+9nU/idz+FCS0BC98/hZvfvsBmSkZnH/YqUwfOWmz+9u2zU3P3M3fX/0noihimAZnH3gi91xw8zYR6EnDxvLNP97ihqfuZH75Uoqy8/nTKZdxxC4/v8Xnr9g6GIbB8uXLsW2bKVOmbPUXtyRJeJM9nPf3s7Asi9raWlpbW5k2cRouV/+JdjgUJdAcRFYkREnCtiy6WgLUVzSRU+J8BUbDUT557Qsay5vQYwZITlOlIArYNpSNLyMciPDaP96mckkVrbXtfbaJpmFigxOkZtskpSfR1RLAtp0KuSIp1C6r5+Fzn8LUTCRFQsFx3UjNTqa7NYhpGpiGSSKmsX51Ha217RiaY+8nqzJGYvDAI1FyNOeSIOJL8RFsD2FjY1lO0SER1Qi0dfPuQx8w49CpnL/zKbz8+btUWXWYWBsIuQCBjDDLJlaR2ZGMiEjAH2Hi4iGIgyhirVbwFHjw5/ioCTTRkRtEbJPINNPp0oJkS+kk0jX0sNOUKdgCkikS88ZpKOqgOb8TDBARsLCJRzWK0nOJSHFq2xqQRIm4lqAr3I1eaLCuqJ7i7ELK5mQjNgnIooRhO3KdhF/HlE2WTVpHaXUurriCJ+rCnVCRbIGGtU2Ybp15k1dQGs/BJ3pIuHRES0A0RTSXTmtRAGWEixatA0u3yYimgOnYSg5Zn4dLUSlpyWXJyAo6MoIIgJFq4Ym50Q3d8RWXJFLTU5G7ZIQkkFQJbEgYGmbcQPU4Purp+WmsW1rdR8Sf/vgV7v3sSbpTg9jYNHs7mVg1DJes8Oo/3gQElsxeiaw7VoS+VB/+VB9aXKOtvp1xu45ixoFTmTd7gePIIwhoMY14OE7+sDxs26arpRu310WgNQAGZOZmYCRMPGluhk4rZfxuY5m5v9NL4fJIxMJx1i2txtQNinqkKpvDxtVyoK9a3tLSgtvtRtf1AdXyTREOh/sq4jsQ84HhgiCUAQ3AiUBv2Mk7wOnAHT0/396WE//ot5AgCJ8CuYM8dMO2XEgQBD/wOnCZbdvBns0PA7filPdvBe4CzhrseNu2HwUeBZg2bdoOWQ7ILsrirFtOAWDehwuJdEcH7JO0mYqxx+/hn/P/wfyPFlG+oILc0pwB9oULP12CrEhom0iI45E4n7341S9CxE3TZN6HCzCN/rorQzf46tVvtpmIL5uzsh8JB+f5fPDUJ+i6QeO6JsrGlnDMpYdTMCx/C2faPozbdTTzPlg4YGk6Iy+tfyrYDsJBM/bm3ENO5uF3n8EwTQyzZ2k1HuHce5xFIFVWueu1R3nnlqfYZ8puCILAkbseyJG7HrjDx9OLofmlLKxYPuB1SOjagEh7cEjp6toKgpEQk4eNw7WFZs1NUV43+KRUkWQa2psZVTxs2wb/ExDX4ux22dGsqaskEo8iCiIvf/kOd533J8479NRBj3n43Wf4+2v/7DeJeOqjV0j2JvGXs6/dputPGjZ2q7zjf8XPj01XMaPRKEuXLqWkpIRYLLZN7lG9unLLsli5ciWCIPRrytwYlm4gSg6htkxHciDJEomYc0/sau/ihiNupWltC3pcx+xxJpFkCV+KF2xY9cNq1swrx+N392mBsekhy05l2jItVI9CR1Mnlmkhik7jaP3aBrTYhsm3kTDB1rCBUFeIeCyBrEhIokRbfTvvPPgBpmE6wULYKIq8IX1m0+dmWiA6r4cW33AN27JJRBIkpfuRJIlgZ5j3H/mYfU6axTHu/Xgs/hqddrfz99io8GmoBpGkBKrqyA8M1UTVBr6msiRixQwitRHaRnXTLYWQQhKhRAQTE5fpQhmiEA/ruLsct46uvDCrh9UgymK/KrvU45neHQoxc9pkctOz+XTxN7R2d2CYRt/7prmjlc6STsYES1FjMh7RhZqnomVZiJpDqMvH1OGJuJi8cBiiJWLKzoXUhEJS3EPUG8cf8mALYMk2CBbWcJH8nQsZVlrK7HmfYUUtdMPEY7rIrUsjKiXwJfuwDYGR64oJDdVxp7kIpoSx5lt4ZQ+xYMyRHUkiE70jaaWLhKJhYSMYAqXNedTX16OqKnYCsgsdaZxlWTz+4YtIcQmf6HGkR36dgC+Mr1UlEoz1TQgf+v0TzDx4Kul5aWhxjSWfryDQ1o0W10nNrsVI6DRVt6C4FMbuOoryBZV0NHQSjyYYMXUYmQXpiJJE9YoabBuyhmZw0lXHUTikgM7OThobG1mzZg2KoPDtCwuIB+M9CZ8KJ1xzDLmlWyejFkWR5uZmOjo6GD9+PKIo9quWGz09FhtX1QeriG8Jb775JhdffDFtbW0ccsghTJo0iY8++ojGxkbOOeccZs+ejW3bhiAIFwEf4fgMPWnbdq+38R3AK4IgnA3UAsdt9cXZimZN27b3tW173CD/vU1POR5gS+V4QRAUHBL+vG3bb2x07hbbtk3bti3gMZyu1H8Ljr7kMFze/qTE5XVx/OVHbfYYURSZedA0Tvvjb9j/1L0HeIg7scaD+JAKwi/qbrI5t8af4nc//6NF/Uh4L7S4zodPf8qSL5bzziMfcM6kS1j5/eptv8BW4ry/nYXH7+5xGXBeU9WjMm3/Kdx70cN88twXaImBr/1PhSAI3H3ejTx/3f2IGy2xbUwENEMjmohx8h0Xb7bhJKElePjdZ9jtsqPY75rf8Pqc97creODKY383QBrjUlR2Gzud0tyifturmtYz9py9mX7RIRxw3clkHTeRl77Y+on7xKFjB11eNC2L4uxfxrLzmU9eZ3VtRd/KhGVbRBMxLv/nzQQjg6+S3PnyQ0TjAyv597/91P+7htP/VbS3t7N48WLGjBlDfr4zAd2Wz5UkScTjcebPn09ycjJjx47dLJHPKcnBm+JFVh13FZdbxe1zM3TiEDo7O3nj8bdpKm/Btpyle1ESsW0nqCwRTaBrOq3r2+hsCdDR3EUkEBkQziaIAopb6SPcouicI9Qd7kfCe2FoJpIkIiCiuhQsw0KUhT7vcX+qr69pU08YW/7+sSAtOwV9kMb3cCBMIpYgHIgQj8R5/7GPaKvrIDnhwy94SXEloRoKqqWgWjK+qAcRAdsFsikh64NfV7DBDJskrAS6qKMKjpRBsiXcqgtXrovkzCSYpaAdJZBzQT6Nkzt7GiV7YIOEiGlaJEyNoBFmXXMtZ+x3POF4lISecAKQbCcePm4kCKoR5k5dyYLp5czdeRWMl8nLycKUnbAgcOQvAIZoYovOhEqWJFSPi9qyVuJuzUm2tyDii1OVW09zRysdX7eRszaN5IgPV5YbXTewBRvZlgi2Bol3xpB1mez0DOKBOFa5RlCJkJmXwR9fuZrbP7iR4/94FFXZjdAzidLQMG2TZTmVzPtqKWu+rmT9qjpSh/lZsGABVdXV6IaBLIn4U319K8OaoWEZNrqhE1ZjROU4WkKjYV0TjRVNVK+oJdgZwpfipWRMEQ0VjdSsrGXIhFJSs1P44sU5tNW2o7gULN1k7cJKDMPEn+rF43PR0d6BqIm8/+AndDUHyM7OZuzYsey0005EmxN0NneC28ZUTCKxCJ+99NVWfz6bmppoampi4sSJfQ2eqqridrtRVbXPBam34VPXdUKh0DZVxI866ijq6+tJJBK0tLTw0UcfAZCfn8/s2Ruc9Gzbnm3b9gjbtofatv3njbZ32La9j23bw3t+dm71xdl++8LecjxsphwvON/cTwCrbdu+e5PHNs7nPgpYsZ3j+ck4/caTOPCMfVDdCt5kD6pb4dBzD+SEq47+SeezbZtX73qzr8KxMVSPygGn77NN5+vuCHL76XdzkP9YDvIfw19OvWurouwlSWL6AVP6CGvfdkVij6O3PUHUl+JzlkwHgdVTdTd1k3gkzt2/e2Cbz7+1KB1TzKOL7+PAM/ahdEwxk/cajySJfPrcF7z90Gz+cf6DnDXugh3uYPPxgq8xfiQ+OxyLsKaucsB2wzTY++oTuPKRW/l25Xw+XTSH0//6ey68f5sWl/ph2siJvHj9g+SmZeF1uXEpKgfP2JvXb3ys336WZbHPVSdSXreOaDxGMBomFA1z1l1XsKxq69o1bj7tCjxq/8mmz+3himN/h9f9yyRMvj7n/QHyGABFUvhu1YJBj2nr7hh0eywRI6EnBn3sV/x3wLZtqqurqaqqYtq0aaSkOHH0WxNzvzEMw6C8vJxhw4ZRUlKyRT1rUpqfA8/bu8+2VjcMzrj5JHQxwdq1a8lIysDQjJ5GNwnVpfRUYSEtNxUt4VTJE5E4iajmhLfI0oZ7dE+AjdzTTK+4FRS34pDoQUh4L1SPSlZRJrYNoiziTfJim7ZTENI2kGpRFJ1m0dLNNxhvqKD3h205RRdBcKrnkiQR7o4wa/hMVEEmLz2bJLyohsKorjJQQFcNLN1iVHUxLpfqBARtej3dwopbCHFQRJkcJZMcMhiSVkRhVh7ZWZkI6RK5pdn89fI/UFCST05aZp8XtSJKiIKAYIi4TRW34GL6iIkMzSuhPdhJXloW6mZCt2wg7k6gSwbLzLXsPG5qv79/3K0RSAsjiSKC4awmB1MiiEUS7lQPVTs3Uz6hntUTamiaESBJ85P+sYeuzzpIrfBSPD8LuQasZJANGSkmYBtgGTZC3Kbuu3qErw2yK1JRGyVqy+t55KqnIEngty9cy0JrJQFXiCARdNtAtVUM1WRexgq624IkIhqLXl9JSX4pHrebqSVjiakJIokousvEJaokh31ois7qcetZM6aWlWOrqSlporO5i1AgTMPaRlS3wqjpw/H43IQDUZSe961lWhi6U4FW3Qr+dD+GplOxcB0Vi9cR7A4ydMwQ8kpzCXeH+eeVT/LdO/MItDoptYItkpqaQn5+Hjk52bg9bprqm/jhhx9YtWoVra2tWwzgamxsZNKkSYOG/ImiiKIofU4svaT81VdfpampabPv7/80bG9ZdtByvCAI+TipQwcDuwKnAssFQVjSc9z1tm3PBv4qCMIknM9CDbB5N/WfGZIkcdmDF3DOn0+jpbaNnJJs/Ck/XeKw9Kvl1KyuG/SxaftNYuIe47b6XKZhcvEuV9FU3YKhO8T+85e/ZuV3q/nXmn/+aHX9ikcu4oKdriDSHSEWjuPxu0nLSeOCu8/e+ifUg31PmsW/bnp+q/atWVVHLBLH4/t50kYLhuZx1eOOG+bZEy8iFt5QqY+F47TUtvHUjc9z6f3n7bBrRhOxDY1Mm4FlWwMIK8A7333MsnWr+hHJSDzKUx+9zO+PPofhhUN+0piO2OUADttpP+rbm0jxJZHiSx6wz3erFtAe7Bwwdk3XeeidZ/jnZXf86HUmDh3D5397mSseuZVFFcvJTEnnmhMu4ILDT//RY3cU0vwpg7pl2LY16PMGmDJsPN+unD9ge0lO0a8R9f/FsCyL5cuXI0nSABlJLxHf2DN8c2hqaqKtrY2ysjIyMjJ+dP94JM7aH9YxZGIp3iQv4a4wHz73KU2tTRxw/H74JyUjSCK6boAOtmkhKQ4hD3VFMDTDCRASRAxNx7YtJFlG8cpEuqNO06Ak9WVU9NoLiqKIIDo68lhok1VJAVxuF/lDc2mpaSUW1gi2h1A9LrS4RizoNBiLoog/3UtXa1efI8bGskVZlZAUmVg44dgvDkLGHc2uhcfv6UthLgrmUBYroDnYScmIYoa3F5KmJXFY6b6kjPITWNVNS7SNktFFVCypormqxTlPjyRHEAR8aV6MhElmVyrtqd1ItoitCxSk5fL81fdRvWw9C95dzMpnVnLQrFl0jeimoaOFaDyKx+Vh8rBxLK1YSdzQQBBY1riavHgOS6pWkeT1M23EROatXoxuGb0vmeMI0/MUBVPA1+yi8uN1+CwvCTWBbhogwOpx6xnWWoTcJaL5DToyuxGrRdLykwjGQ0RS4rgllVxPJnaDgZKQMWUTSZSQbZmCykyaD+lGc2vImrtPvmOKFt4mFW/YjSAIPd8bAi01rfz2xiupaqxFtARM0WlgFCwBS7QgbhNzaQRDYUzBoq6jke4LQvzxsSu559Jb+ed7z/LRt19idOnM8I5j2XcrqSppIOHSUTUFG5vWtADtSjezpu1Kd3uQld+tRtcN4pE4ogjuHocTSZYwdYNI0ECLaY4NpseFFkvQ2dZFLBAn1h3DTJhUL1tPPJpAVr5h7uwFnH7TSQwZV8IP7y4gGowiKTJGzGTvk/ZgysyJdHd3097eTlVVFaqqkpmZSWZmJl6vl+bmZhoaGjZLwjdF7+f/6quvZrfdduPPf/7PNxDoxXYRcdu2O4ABpV3bthuBg3v+/Q2D275g2/bgos5/I/yp/q2OuN8SKhZXDfAZ70XhNiZv/jB7Ae1NnX0kHJyqc1drgG/fmcusY3bd4vFZhZk8v+5x5rzxHfVrGygdV8Kuh8/8SfKYrMJM/vjSNdxywh0Ymtlj7j/4EpMkSyjqzy/B6e4IUrumfsB2QzP4+rVvdigRP37WYbz5zQeEN23a7IEoiAwvKKMsb2BD8UcLvxr0OEkU+Xr53J9MxMG5CW1JHtIW6OhJnesP0zJp6Bho6bQ5zBw9hW/uefMnjXFH4ILDT+fdHz7tN5kRBIFUfwozRw2eiHvX7/7I3ledQEzb2O3Ezf0X3vKLjPlX/DyorKwkLS2NoqKiAY9tTUXctm0qKioIh8OUlJRsFWkHaKpuIRaKk5mfARZULG1BjxnoEYMfXlrA3ifNIn9ILrVr6h3yK4m4vSqFo/OpWV6HJEmOjzdmT2CQm5JxxXQ1B9ATBoZmYOgGguh8bSYizqqNIAo9pNzRcffqogUB0vPSKRlbTFttu3OsIKAndDxJbuIRxz4RATw+N6pLRYsZGLqOuAkR96X4SMlMxuVxUbm0asBzd2z1ICElWFZQQacSJFnwsbRiDbVJrSghCUuw+MMVlzBr3EyWLVtGSUkJTataeeuB9/GmeBk6vpT2unZ0zUaWZUzTJD0vDbfXjWWa7KRlog23+aZzAV2xbhLNCc666fcUL8shLSMVt9vN/Edf5/v0paT7khmSW0yS14dbdeP1eTGjYXTTJBgNE9M0Pl74FW7FRTAaxuf2Eo3G0dH7vL9tAWRDZOziMrxxFwIm48VSlk+sQvcbfa99RW4d7hyVkauKyatKxxJsBI9AZPdk6uPNdJlBysNVZBop+G03jpjExsJCMKC5q40kj4oaVXpkLzaiJZCmJeH0uTp/X9t2Jm7VjU1gOZMnARnDMjEFC0M0EURQdIm4lGDNkFoSssZyvYrw3+M8fMedXHDoaexSOIHi4mICtUEuee5aor4EkuEQWqHnf6mjUnF5XWQXZznpri4FUZY4/oqjmPvBAjqbu+hs6sKT5CEeTWAYpiNtUiUKx+aSk5dN+bxKVs9dS0ZuGnpCJ7Mgg+yiLNrqO1j65XL2OnF3jrz4YOa8/j16QmfW8bsyZd+JiKJIWloaaWlpDB8+nFgsRnt7O+Xl5UQiESzLYvTo0Vvd62FZFldffTVer5c777xzuxPGf0n8v/fcsm2bxnVNCKJIXlnODrPgS81K7nMp2RiiLJI/NG+QIzaP6hXrSQyiy46F49SsWP+jRBycONp9fjNrm667OdRXNCCIIpbVM9EYpPFHdSnsdeIev4gWfkt+6JtLUd0Y4UCYNfMrSMlMZtikIVt8Dxw8Y2/2nzaLjxZ81c9BRVVUXLJCsi+JNzaRhfQiJzUTVVYGuJyIovSzR8nvPGYqmj5Q8+l1eThkxrbJpP6d2GPCTtx06uX86V9/R1VUbNsi2ZvER7c/v9kb78zRU/ju3re5+dm7WVSxnJFFQ/nTKb9n13HTf+HR/4odiREjRmxW4z9YzP3GMAyDZcuW4ff7mTx5Mg0NDVstZXF5VEcmYug0rmtGsARsy6a73fEg+PDpT9HiOum5aRi6QTQUw9BM6tc1kugJ7emFZVqOfluSkBWJ0TuNINDaTWNlM7LqTCZMvSfYx3KcV3RLB8txVUnNTkZRFdLzUomHY3S1BkhKT6Ktrh0bm1BHGEmRnHRMl4xpWUiy1EPyBfQemUlfLUUCf7aPsbuMoq68nnikv3TLMExkRWZpSSV6uonP8tIVC9KU0U6qnYzH5TSfXvHQLRzDvrgMlXE7d7DnCbuRV5ZDU3UzgiAyYupQDMuiYU2DU133uUnENJIzktj1yJ1YV9jAnI8XUJSZhy3A/LrliMmQ588hFouyUF9BQ0cLmenptAc76Ip0I4sSLtmF4TKJh7sdxw5ZIZHQMDp1skmnU+2iQW/B0k1sbERBxLBNChuz8cXcuF0uJ5xIMxlamc+a6XV9TbmWbZLc7MPX7sbCwgbkmETqSh9d47x0xLrR0OlMC1EkZiOaApZlIVoinQUhUrxJ1JW0kRLwIZqOtt2ULNaMWMfwdcW4QjK67jQe5g3NYW1yE/52L1FiaD1VfASISXEUVWbUsiHUDGkmJml4cCHJMp/XfM+Zd13O8pWr8Sbc7OKbzJfN86id1EhcTSBaAr6wBwGQFBGPrdDW1ka4PUprXTslY4uZdeyulI0vYbejd6axqpkPn/yUcCCMbdmsXbSOcCCCaZqEWqIUD3FROq6EysXrCHQEcflcDJlQ6ryVZLEv42P45KEMnzx0i58rj8dDUVERqqqyfv16iouLaW9vp7KyEq/XS1ZWFhkZGQNcjMAh4X/4wx+wLIt77rnnv4qEw/8DIm5ZFgs+Wcz8jxaRnJHMAaftTXaRo40rX1DBzcffQWdLAGyb7OIsbn7tOsrGlW73dVvr2gfvSjcsxu82dpvOVTSyAJfPTSzUXxvr8XsoGvnLNMn1Ih6N89SfniexsYe3TY+u0anuGJrBuF1Hc+kD/SvR9RUNtDd2Mmxi2Q5ZdeiFP8XH2J1HsfybVU7lpweqR+WgM/fb4rEv/f0NnvrjcyiqjGlaZBdn8tcPbyGnePCOblEUee1Pj/Lxgq9487sPSfL42WP8TDqCXeSlZ7PPlN02a4l35gEn8PfXHoFNiLgqKzs05Gcw5KZnc/mx53Lvm48T6Wlc9KhuSnIKOW2/Yzd7XDAS4tNFc5Akif2m7PGLacG3hKtOOJ+zDjqRb1bMI9WXzG7jZvzo0uXEoWN446bHf6ER/opfAr0hH4NhSxXxjd1Vehs7JUnqp6PeEvKG5FI2pYRV36xBj+hODLlhYvSkDbp9bsJdEUrHl9BU2UxKZjKJqEasKzZQdy1AoC2IKIuOf3OaH1mRaapqRk8YuLwqhhbvtz/QY4NoY9sCesKgbk0jqdkpdLcH0eO6I2nBCbrplXKZmomBQaAtSEpuEp31PU7BgtATaiNSUJbHn16+hpf+9jqIg32BgSbpRNwx3DEXaYWpJJo14qLe9xmULJGO1k7KqysgBEs/X0HFonVceO9vKZ9fQbAjSPmCSgKt3WTmptNc3UprfRvJ6UlkTs7ko/g3vP/K5xiWgRbQcHtdGJpBjdbA7oUzKU/UUCc0Iwg9L4ctEIqEKMzKJxDuJhQNY1rOam3IjFBb3oAQt4imRLF0E0kHRZHJk7IZNWYYTa0teKsVFFF2AoJMG4/iBkR2GjmFzkg35TUVCAj4Ii5HHiL1NHBiQqtJc7wdcN6TMV+C1ePXU1qZi2xIdGR20jC0A5/hJZwSZfmkKrKaU7EFm/asIHF/ggUT1jC6qoTUeBKjJ43g+n9ezhtLPuD2fz2AnNDRMXELKh7T7fztVZuhWcVUehswVZN2JQA2WHGLN+d8iGiLuAWVNYEq5ISES1OQNIFQcoyET0exZfYcvhNjjZFUL1xP7ap6FI/Ml6/NYdk3KzjsdwcxdufRjJw2jDXz1rLgw0VYto2hGUiKiMutEg/HKV+wjsz8NCbtNYFdjpjBJ89+iaEZaHENQzMYvdOPxsb3Q2trK7W1tUyePBlFUcjNzcW2bSKRCO3t7SxfvhzLssjIyCAzM5OkpCQEQeCWW24hGAzy2GOP/deRcPgfJ+KmYXLdoTez4ttVxMLOLPL5v7zCjS9fw7hdx3DFPjcQCW6oataVN3DprOt4pe6pAQ4o24qlXw/ed+rxu2moaKBs7NZ7oe9y2AyS0/1oMa2vmiJKIr4UL7sdte0Nl9uD+rWNg1egbcgty+aS+84jf2geRRvJb7o7gtxw+K1ULl7nBAAkDE685hjOuPGkHbYCccNzV3LxblcR6gxj6M6S7+gZIzj5us27CC34ZDFP3/h8v3TO+rWNXHfIzTy5/MEB+xumgW7oeFweDpi+JwdM33ObxliWV8zLNzzMqXdeim1bWLZNmj+F9257eqttBA3TIBqPkeT1b/Nrd9uZV7PT6Cnc99aTBMLdHD/rMM4/7LTNkusXP3+Ls+92UjMFHHeUV//4Tw6asfc2XffnQEZy2q/+3b9is9gcEe/o6GDNmjWMGzeur7ETHHlTa20bHrxkF2dtcZWtvr6eyYePRZZllny4nERM64mid/TcKVkpJKUnEWjpxrItLM0mFoo6TYqa0Ve0sG0bxSVjGgbxeALVq9LR3ElLbaszyTAMYiFHTiVIglPVlh0XFtNwfMIt00BPGMTCcSKhaI+0oSdnCIeomoYTBOPyuzB15/qpGam0r+900jB7dN6W5cgMk5L8TN5tAp8+8SUuHyQim0xQNGcV0jIt4tEEbkWl2wDDMhEM0AQNMS4SbAuhWAoWFt+8+T1HXXIo43YdzYOXPkZTVTO+FD+RYITiMYVc++ylPHPPqzxV/Rrh8gi4LDRJJ6xHibfHwS0gdMCzkTcIJAUxJQtkgWA8gt/tRZIkDhy/Ow9//DzxjRqwLduiWWhD8ciE43EKY1n4BC9hV5SQEKGuvAElT6U5tYOculQszUkUdaGi5ZlU1a1FkRQESUTSbWJezXFR6XmNBRO6UyIICKQHksirzcC2bZoKOlg6dYPdqyordEdDKJJEVlkmrWkdhI0oqiBjAZZksHJMNZneNJbb1bQ8001Gcir+FC/xjgSSIWJikfDqWIaJy3YxdtYYvm1ZTn2smZ7MIYeMYyJiEcHElsBvuJ33sw7umEpeRwZHTN2fP9xzJZWLqrj73AdIz03Hm+yhuzNEzfI6nvzjc/jTvaRkpaBICo1VzXS3BdESGqrbhSvJRXdrN8HOEJFAhGFThjLtgMl4U3ws/HgxkiSxy3kzKB5VuNWf2ba2NmpqavpI+MafTb/fj9/vp7S0FF3X6ejooKKigjPPPJPs7GwUReHtt9/eKi35fyL+p4n4py98yfJvVvXZ7emaAZrBn0/+O2feeirGINIRQzOY8+b37HfyT6tQfvHy1zxyzVO0rG8b9HG7p/K+LVBUhQe/v4u7z3uQubPnY9s20/abxJWPXeIkcf1MsCyLj/71GW899D6JSII9T9id/U7ec7Pa94Kh+YN6o99ywp2Uz1+LoTsBEwCv/P0NhowrYdaxu+2Qsfbq4Od/tIjmmlZGTB3G6BkjtkhWX7/3nf6VfZyl4qaqZqpXrqdsbAkAkViUSx76E89/9gaGaTC6eDiPXHYnO4+ZyoK1S2kLdDBz9JStkpcctvN+tL22lPnlS3GrLiYPG7dVhFo3dK55/C888t5z6IZOXkY291146zaRUUEQOGzn/Ths5y2vEgCsb6nn7LuvJJboL4k69pbfUffCPNJ/ZinNr/gV24NNpSm2bVNbW0tzczPTpvUP6dE1ndf/9i5r5q/F5/NROCKfs247tS8hsxeWZVFeXo6maaS4UqlevJ78oXlEuqOEAmEM3SA5LYmOpk52PWImKVnJfPLMl0iyiJ3sRfWodOtBLFPHMi1cHhXLtnF5XJx+44m8fu+7VC9fjySLuPwukt1JdDVvCPKxBTANAxsJBAHbtuhq6UZWZQRR6LuPiKpAImqhqjKmYWIaFoLo6JUVj0JyahLBtiCpWSl0NHX2kHdH9lK5pJoHL32M024+ibLxJVQsqUKQHO2KbTnkUxFkShpyqcptJKSFScrwM0EfSX2gGctt4XF76dS6mDt5NZZoo+gSsiHxylvvcFbqSTTXtJKel44gCLh9LlrWt/LeYx9T3lSJJdu4TRUlLqP5DOKi44meI2cytWQsn3R/z8iSYcRccarb60loCXRDJxSLcM/sp0Bwcg1My8TaqHdJx0AXDRoVgZxEOoIkErXjBK0wpd5ilmWsIV4ap3h9DoIFrZkBRh8+mlQjg/r2JqKJGN1GkObcTpK7vWS2pgI2CbfOulENjIkMwb9IdWRK2KR2+lk9rpbOLEeuZNk2NjaSJDNx+Bg+XPAl2KDZGyQnpmXRGnEcnt7/4XN0W0eVFURBRMdAFiR0U8ewDEzJon1iCONrEzHu+KbT6+HuiNMxexI7DcnEjJsgOBOu4qR8/vDYlSiKTDgQRnWraLbzvRwLxrBNi/SsNEzTpGZxLSN2GYrodoLQPMkeUrNSaFrXAoA/xYvb72LZlyswEgbpeansfeIeFI/eegIODgmvrq4eQMIHQ2+lPCcnh9NOO4158+YxefJkDj74YIYOHcpzzz23Tdf+T8D/NBH/+NnPB/W8toHyBWsHkDAALaHR0bhNFpB9+Oat77nzrHsHPS84+vD03HRSs1O3+dwZeelc98zl3PW7B/jmze9Z+OlSrjnoRq564hJGz9i25Z+txd/OuY8vX5nTpxN88Y5X+fLlOUzZeyKLPl/aj5C7vC5+c81AiUNnSxfLv1nVL04ZnITRl//+5jYRcV3TESVxs7NeSZLY6eCt1/12tw9u/yjJEqGNbA+PvfVcvlzyPYkejfWKmnL2veZEclOzaO3uQBIlNEPjuhMv5k+nXvaj11VkhV3GbluY00X3/4FnP3u9jxjXtjZy0l8u4sPbn9vq9MxtwYtfvI05yLK/IAi88c0HnHPwSYMc9dMRCHdz23P38srX7+FSVM495GQuO/oclM1Yjv0YukIBRFHcrJPKj6G6qZYXv3iLUCzCoTP3ZZex03bY6s2v2DHY0t9j44q4ZVmsWrUK27aZPn16v6Xr6hXr+eyFr1j21UoyitNIS02jrryBT579giMuOLhvP13XWbp0KWlpaYwaNYpvZ3/fJw+JBqOOdasNkWAUSRKpWVHLhFnjOO+us3jnodnUrKjFMk2GTS6jvqKRUGcYURbJyEnjsPMOpLM9QFZpOi6XC0kSUX0q1cvWo/fIXQRJRJEEJEl28hNkJwEz0BLos/ATRQFJkZAk0ZGn9GgjJcVJIHS5VYZOLCM9J43KxVWkZKbQ2dzV18AsyRKyLLHg4yUobpXz/n4WNxx2K4lwvE9DbveQ9vyGDHKVTLJHZlNYnMse06YjKwqdRLj2yduRDZmYK+40JVo2iiHz/Nq3OTxyUF/lXehJbGyubqWhsolwThwr20IQBQxMTNtxVJFsiZARJuiJ4va4yCrOwuVS8Pl8zCtfQluws59hgCiIKLLSd79GcJI4bWxCcoQMkslwpbKbZxhldgGr/TWYlklLaRdtZd1oho4gCIxRxpCk+glFIz3e3Ao6OmtH1bO+rAWXoRL2RLElG+U7AcESei4nIJsSxdXZdGUE8Xm8qIpKOB4lLz2bpq42TN3s8463e/6v991sA4blrFzohtHjIQ6GbSJaNh63B0WS+WrZD9i2jVtxOU2+gqN7R3CIfy8hT7h1EEExZdK7k/C0qdStrmfIhFKS0pNIy06luaaFSHeERDSOIAgYmtPb4PK40EI6nXVd2KbjANTVGsA0TFxeF2k5qcSjCapXrMeX4iXQ3k35/Ep+c+2xW03G29vbt5qE98K2bR544AGWLl3KW2+9haIo3HbbbYTD4a06/j8N/31imm3AZmPObZthE8vw+AfKTxRVYewuo3/S9R6//pnNknAEJ50s0NbNqcN/y51n3bNNPrcA1x58I9+++T2G5ixLVq9YzxX73EDz+kFzlLYL9RUNfP7i1/2adbS4TkttG7scPoOdDp6G4lL6dI2XPXQ+k/eaMOA84a4wsjI4ce5tbvoxVC6p4vwZv+dAzzEc5DuW20+/m2hocNcSgNa6Nu6/9BHOnXIJN59wB2sXDfT0BtjtyJ1RPeqA7aZpMWKqkxK5rrGGr5b+0G+5EyCWiFPdUkckHiUYDRHXEvz1lYeYPfezrXpOW0JjezPXP3kHB1x7Etc+/hdWrV/LM5+8NqA6HU3EuPW5e7b7eoMhHIugG4MEh5hGvybVHYGElmDmxYdx/9tPU9fWSGVjDTc+cxdH3/TbbT7Xyppypl5wEDnHTyb72InMuvwY1rcMdNTZEp7/7E3GnLMXNz37D+586SEOuO4kTr/zsu0KXvoVvyx6ibimaSxYsAC/38+4ceP6kfCv3/ieh694km/e/IH2+k5a1jn3Ua/fQ+O6DU5CkUiE+fPnU1RUxNChQxEEgbTcNCzTorGyGV1zIrdtoVdDK5FVlMnyOStpqmrm8kcuZPweY/Gn+qkvb0CLagyfOoTsokzCXRHefOhdFny8mGBThNbaNjqbuqhZVks0GEOWZRSXgqSIiJJI/qhcJEV0NOA9gUGOLaGAO8mNJ8lDIq5jWTZ63MC2wZfmJbM4HUkSSc9J44ybTyIp3U9TtVPV7HVnsW0by7Lxp/pYMWcVHzz5Cb5kL4pb7dtPccvYpoWuGwg1NsE3A5Q/vJb6Rc0U5hewaOVSwuGIQypFxxrQkC1EU0Rwi9z/8VNUD21i2fo1NFY1sXreWnzJHjLz00nq8iAHBMJylE61GxMLt+nCY7sAgXmh5XTJQT5bNodl1auJxKN9dqzSRn9XG7tff5YoiA7LFQBJIOKK4w4pSJ02ex+3G+uba7GxMSwTzdT79tU0nZXl5dS3NxHX404qJ44wPeHWCfojWJKNgIAaH1jTVHUZwRZIJDREUWRMyXBO2vtIbMtCRaVMLMKjux33G3vDxFJA2ODoYtuO5KSn0i3rIjIyLkUl2efH5/aiSAqGYPQd06dJAjwJF76ww3NGV5cyprkMPa5x1zn3c8ep/6C7Lcj0A6eQW5ZLLBJHkiWS0v1EQ1GioShaQqd2dR1ur7vH/ceN2+NGdSu4fS4SmkYoEMY0LVJyU0jNTEZxKSz+fNlWfU57rQsnTZq0TST80Ucf5ZtvvuGll17qd9y2pGn+J+F/mogfcs7+uAfxsFY9Kkddchh5Q3L7kUSXR2XsLqMY9xOJeHNNy+YftB0iHg1G0eI6X7w8h9fu3vpUw8qlVVQuqXbkNRtB1wzeevC9nzTeLWHl92uQ5IFvj3gkzvJvVnHLGzfwWuMzPLb4Xt5oeY4DT9930PMUDMtHHsTCUFYkZh489UfH0dbQzqV7XMOa+RVYloWecF67aw+5adD9G9Y1cfaEi3jn4Q+oWFzFV69+yyW7X8Mj1zzFKSPOZX/3UZw57gK+f28eR1xwCFkFGbh6yLggCLi8Li78x2/7egTWNa5H3cobRCQe5b63ntyqfTeHVevXMvrsvbj7tUf5eOHX/OONx5l+0aGbbUCpaKzZruttDofM3AePa+BnRxREDtzBjaWvfPUuDe3NaMYGLWosEefzJd+yuHLrM766I0F2//3RLK5cgW7oaIbOtysXsNtlRw06qdjcOX77j6uI9yx529hE4jHe+PYDPlrw5bY+tV/xb4IkSX0EuqysjNLS0n4V9EQswQePf0x6dirZRZlIskh3W4hoKEY0FOtrgu/o6GDJkiWMGzeOnJycvuPzynLY6aipdHd0byBQtvPT1E06m7pIxDQWfrqErOJMTr7hOFweFS2h4/KptNV20N0RcshORCPUFMaX4iUciNDVEiAcCPcFpCVnJJOclkRSWhLNFS3EoxqGaWAJFrIq4U3yUDq+mPScNKdh3udiyj4TSctNxeVV8fjd5BblkJ6bzq5HziQtN5WLHzi3zyZPEDY0f8qKhKzK+FK81K5pwO13IYpOajE2PZa1YGomiUiCUGeIUEeY1//yHrPv+wxf1Iut91ZjBWwBREvAUA1qOxt57Zv3+LD+K97xfcHH1ndohsbwqcMYOrEMr9tDfnkGhm2C5NjrmaqJK9mFLdtE1RhTR08gIzmNlq42stMycCuOg83Gq3eCDUPzS9h97IyeEB+nNCyLEkk+P5rfJJgfp6KkgXu+eYJVDRu03L3wu7ysXFbOutb1SLaIaTlpnDYDJ+M2YKgDVw8700O4oy4EDaKBKPsIMzl/71N58oq7yHNnEQ5GSNH9SLboEHyzh0Nvrj4ngCY5Pt9lacUkNI2jJu9LVloGsiSjoiBu5BQt2SJJeJFtCdEUSRJ9iIKEqZuYpuVIsv7xNkMnl3HsFUcwcupw9jphd5LSkvpWQDxpbgRBRHUrpGQmI8kSWkwjryyHnOIssJx+h4y8NCzBpLGpic7OTrq7u0kkthyW1tHRwbp165g0aRKqOrAgNhhs2+app57i448/5tVXX93q4/7T8T9NxHc7cmf2PXlPXB4V1aPiSfLgS/Fyyxs3cNOxd1Bf0djT2OIs6R1/5dHc8f5NP3kJumBY/lbvm4gmeP3+d7Z6/6aq5kEbiAzNYP2qwYODtgcZPRq+TSGrMjkljqNIcnoShcMLtmhRKMkSv3/oAlxeV9/5FJdCUloSp1x/wo+O4+2HZg/QpOsJnbUL17FuWfWA/R+//l9Eg7E+z3XbtklEE7z0t9dpqGhET+jUrKzl5uPvYNnXK3h00b2cddupTNxzHHudsDt3fXobh/52g+56TMnwDUucW4GOYNdW7zsYLn7gj4Ri4b5rarpGNB4lrg28qYmCyLThA1chthctXW0MzSvh2N0Pwef2Aj2BG24PFx5+OiOLtmxDta2Ys3zeZqrsNvPLl/T9ZpomXy39nne++5jOQV7nFz9/m4Sh9atcm5ZJdyTE7Hmfb9VYPlv0zaCuN5F4lBc+f2urzvEr/v0IhUI0NzczadIksrIG9uRoMed9IikSWYUZZOSlOwS6uZNhk4ew7yl7UltbS2VlJdOmTSM5ub/ESZIkxswayfDJQxEEEZdnQ2JkIqaxem45NStqWbugkg+f/IwvX/6GjPx0ktKT8KX6iXRH0BIaoijgT/Gjawat69v6KrmSLDv6Xs3oq0x2tweJheJEAxFCbWG0qA6CQN7IbIbsXEw4GCbUGSLSHaV8QQWxqJPc2ba+g7ULK2mtbeOz578iEozyzZs/4E324k3ykJyehDfZgyxL+FN9GJrBb647lqKR+cQjGi6vy7mf9qzqbpzSbFs2RsIgEUmw9ItlrH5iNf4WD6ZkohgSAqDoMlFXAgnBKST13M6bve3UeptZM28tbXXtSIpEZ3aIJJ+fIk8ukiBi2hZR4kguieSUJFbVVdAdDmLb4FbcyINI19wuD9efeBGzb3uGp664i6KsfNyqmxRfMoapE4lHaehsormzle8rl2BYJmIvFeotKptgJSxc0o8TPUGA6pFN6LLZR9YN0SS7NZVJi4YxZkUpYlTgzfkfcctxd5IiJvGX068mRfehaRqKLpNi+3GbLlRdRrZkh5hvil7feBHWr6tlSFI+ZxxwPEWZeew5YWeGF5bhVT2ogoJoiY5USoxjKCaKLmN2GcTDMSRZIiUjGbfPjeJWWPXtGvKH5OL2u/Gn+pl+wBTG7zmawnH5XPbAeeSWZDNkfCmT9x7PyOnDGT1zBGfcejK5pTkMGV/KbkfuxNCJZZAQcIsevG4vI3cZxvLly5k3bx7r1q0jGAz2uy93dnZSWVnJ5MmTt4lMP/fcc7z99tu88cYbuN0/T1DgvwP/0xpxQRC44pGLOPayI1j0+VKS05PY5fCZvPPP2Sz8dAlabAPBsk2bhZ8s5qxbTvnJ1/vtHadz07G39zUk/hii3Vu/xD9kQhmGNtAXV3WrjNlGi6CtweS9J+BP8xOLxPussABkWepHVLcGe52wB3lDcnnlrjdprmlh2n6TOfqSw0nNSvnRY6uW1QxYBQCH4NevbWDohLJ+2xd/vmxwS7NNChmJmMYj1zzF0ysf5vjLj+L4y48a9PqFWfkcv8dhvDbnPaI90pDBkh0B3KqLo3Y96Eef05bw9fK5g57bsi28bg/R+AYLS4/LxY2n/n67rrcxVtaUc9LtF1Fetw7bhnFlI7nngpv4etlcZEnitP2OZc+JO96lZ2h+CW7VNWCyIYkSRVn5fWPb/9qTCEUjjrbU0PjLWdfy+2M2yFcqG6r7vT69SBgaa2orEAURl6Ky58SdUZXBb/6SJA2aPiYIAspWBr78il8GgxUKbNumsrKSzs5OcnJy8PkGT0f2p/nJH5pH47omUrNSSM9NQ/ZJXP34ZeSUZrF27VoMw2DatGmbjda2bZsDztqHtQsqndj6jZr/TcPx6zY0g8evf4bSMcVkF2dRMDyP2tX1GKaJbMn4UnwYuuF4hZsmgig4fTCKDDaIkuBonlWZhJhwfpecEJ5YOE52cRbXP3UFd5x2D6HOiFM1TehoCd0h1ZKTxulN9jJkQilt9e188MQnrPq+HNWl0BaI9rm37H7sLkw7YDLDJpZRMDyf4lGF1K9roqGlibiSIOZL4I6oePVBCJAA0XAC27IZ115Gm5SKhoGsiZhum8aR7cQVjagWd6QXtqOfiPoTNFY2090eJEqMSE7MSUQV3OSr2bTrATJT0tl59BTem/spuuFIMDRd450fPsa10edYQECWJNL8ydS0NvDXVx+mI9TFCbMO5+3vPyYQDhINOy40mqET3Sjgy+pjuc6PsB4hbscRbUevPhhkUe7TsXdmB8mvysAXcSPYArIloYsGlmThC7rJr89AH2KxuqWSu//yMGedcxITm4dTndlEtacRIQGaqiPIjgZFwTm3KVgbvrt6JCqSJJGnZ3L5Iec6EyNToDXQTlSPISuOq44QgLAYIyFqJGtehpcX4vG4MU0nzVTqUQKYuokvxUtWYQZjdxnFijmrMCyT7kA3h5yxPxN2G8fhFx7MZ899SWdzAIDjrzyS4lFFVC2toW5NA2k5qex76l5UL6vBtmHinuMoGOZkpfQ6nKxfv55wOExKSgput5vW1tZtJuEvv/wyL730Eu+99x4ez7/fRndH4v/FN0vJ6CJKRm9IX3vv0Y8GumVYFhWLq+hqDZD2E5opAXY6eDo3vnIt/7z6SWpXb1mXKogCU/aduNXnLhiax86HTueH9+f3EX1RFPD43Rx+3vaRv8EgSRL3fHk7fzr6z9SuaehLgLvhuSvJLc358RNsglHTR/Cnl67Z5uPKxpcw94MF/fzBAQzdoGx86YD9kzOStlp73lDZtFX7PXHl3xlZNIQH3n6aYDTMXhN3YfcJM7n5mbuJawmHJLs8FGTmctERZ2zVOTcHr8tDMBoadPu9F9zCHS8+QGugg+kjJ/K3c//AuLJR23W9XoSiYXb//dEEIhsqF4srV3D9E3ey/vkfftYo+DMPOIE/v3AfcTZ8JiVRIi0phf2nzsI0Tfa/9iQaO/pLv/7w1F+ZOWpyX+PrjNGT8Xt8hGORfvsJts2Nz9zd96UtiRLv3favQRtm95uyRz+3hV54XW5O32/zVpi/4t8PwzBYvnw5Xq+XUaNG0djYuNl9BUHgjJtP4rV/vE3NilpySrLYde9pZJdk8t3X32METUrKSvr2j0cT1JU3IEkiRaMKkCSJrq4uckfnMGzqEFrXtxHqDGMaJoloAkmRsCwbWVWdbbEENatqyShIRXKJ+JI8+FL8FI7Mp768AUGEslHF1KyqI9gRxDJNVLdC7tAcJu85gYZ1TSz5YhlunxOYY5kWmA6Rev3ed2mobMKX5CUW6ZmI2hDuiiC7ZLwpnj7JCcC6pdWs/mENsXACSRaxLKeynZ6bxqxjN4TDpWan0LlXhPJoLbIo02UHEQ2B8YuGoIhyX4W2F91t3ahuBUmWyJeyEEQRzdDIL86jWmxkobQKS7B6fMsFVBS8UTeqRyEyIsFq93oiiRghIwoCuEwXRdn5XPWb83j16/cJxSJOk2ePhtowTTKSfUQTcWzLwuNyo5sG3ZEgtz5/j+P77fY6pDsRQxLEfkWOLfV8CD3vERERG6NPw72xNMWwDARgxqgp5DSm0R5vwZAsZFNCsEE2ZDRZxxJsfGE3VTTTmNfGt9XLeOyWVygpyyU1kISFRdgVxRRMBARcqKiiimbqJIRET3QQfcnIfstDs9pBwZBCUtOSuf1313PZwzcSiAWJawlSvEnkFWRRvb6O/EAWxbXZuLwqsixTNr6YtQvX0VbXjqEZJGcms+uROyEIAoecewC5w7NYvXQN03c/nNHTnQLfrGN3ZdT04QQ7QmTkZ5CSlczTf3qettp2UrJSaKhsoqulm3P/ejqquz+x7nU4yc3NxbIs6uvrqa6uRlVVVq5cSVZWFpmZmT9KrN944w2efvpp3nvvvc1Orv+b8f+CiG+Kzdnv9cYCbw92PnQGOx86g9/vfR1Lvlg+6D6KKuPyuvjdnWdu07n/8MJVvHDna7zz8GzikTgzDpjKuX89k5TMH68s/xTkleXy2OL7aa5pIR5NUDyq8Bc1y9cSOp+/9NUAEi6IAlP3mUjxyIFd2SdceTQPXPbogES4wZCzlTaSsiRz/UmXcP1Jl/Tbvs+kXXng7ado6Gjh0Jn7cNaBJ+L3bN9N4uwDT+Th957pVx12qy7OOvAEzjnoN5xz0G+26/ybwytfvYtm6AO+qGJanLe+/Yjf7H3kz3JdgOy0TD7728uccscl1LY2YNs2U4dP4MUbHkSSJOYsn0soOrAbPqbFefjdZ/oI9ZG7HMCfnv471S21aLrzOVYVBd0wsGy7n8To4BtOpenlRQMmGF63h9f++AhH3/xbBEHAtExA4MLDz2SPCTv9bK/Br9g+9Ib0FBcXU1BQQDgc3mKyJjiT9rNu27ACOmfOHD5591O+fWYBtmFjmxbDpw7jyIsO4aHLHqeppgVBEBg2eQhn/+UUpk6dSltbG/uctxtv3jmbYEcIT5IHwzCxLaeSaeoGbr+H0rHFLPlqGU1VzT1e48mk5aYQj8QRRRF/io/1a+rQE44zlKzI+FN9+FN8+FK9jjxEMzF7nDEEQUBxyWQVZrBm7lpUl0I0FO0X+ia7ZCzDIh6O40320lzfTKgtTGdrgGiPPzlGj6uKKLJ2Qf+m9kg8yg8Vi1FSVcKBCKqtoCs60TSNjG53zzgloqGY419tOVX65AxHfrMuup6m0g6qvS2cNOsIjpx8MH949K9E4zFUTSEznMqQRCH+0X6+SV6M13TjVlREQyDuSTB2yEjOPPwEXvvmfVoD7RsFOG+4R6UnpRGORQnFwkQSznPvTS5WJJnuSLBPSiOKIpspbg+ADZiC6ejVwZHl9BFipzQtiY5zTTQRY2reHnxOBwlBxxacar8ATnS9DZrbICYl0CRnbKFEhFXuKgoKcyi281hmru1nO2haJoeoe3DgOftz06t30dDuNA/7DQ9+1Y87x423x2xibMkInrn6XlZUr+GN7z5gVW0l4a4wBVI2swqm0qkFiAZi2Nj40/zkleUyed/xJGekkJaVTPP6VpIzk+juDmAnmZx40XED0itzSrL7JKnd7UFa17eTVZjh/A1y0mhr6KCjsZO8IbmbfU27u7tpbGxkp512wuVy9UXar169Gk3T+kJ6UlJS+vGMd999l4cffpj333+fpKSkrfsD/pfh/yUR3/P43XjjvncHkO6swgyyCjN3yDXOuOlkrpl7Y7/KuyiJpOemsd8pe3HMpYeTkZe+TeeUFZnT/nAip/3hxB0yxq3FT6mA7wh89do3dLcNrG6LosjxVx496DEHn70/dWsbePP+91BcMnpCJ29ILs01rf3+Fi6vi7NuPXW7xjd1xASeuuof23WOTfGXs69hbUMVny3+BlVW0U2dWRN24q+/vWGHXmdTrG9tGFSnHdfi1LY2/KzXBpg+chJrnvyKxo5mVFklKzWj77FgNIwgDJwA2rbdT5OvKio/3P8ON/7rLl7+6h1kSaY4O5/55cuwzP6kzLJt3p/7GcfuceiA8x4wfU/qX5zPm99+SCQe5cBpezK8cMgOfLa/YkegV5rS2dnJ6tWrGTt2LKmpqcCWkzUHQ3t7O7FYjHVf1yEikpqXgm3brJm3lod+38Syr1f2LOfbdLV0MWLaMA44fW+Ki4sd8p9byF9Ouhst7txjLNMhy6pHZfJe46lcXoVpWqRlp+BJ8hALOTZxdWsaGb3zCKqX1Tjk2LTJKszEm+xl58On8/078/n27bk09qzeGT1R9+DoyJtrWkjKSKJ0SjHl31X09TwhgmWYWKbtNNPlppOamUyL3bqhic52chN6ZQqCKDgBPV6HhDke1gIpuSkEO8IgOA4e6RmpJIleysYXU7OyDsuwkFQJSZKwbBtfio+03dKoaZyH1+3B9gm81vIhF7afxpnGUdR2NRILxJg0eRy/eeQY7rrlYbS4hoIHCYnRQ0Zg+AyuP/58GlqbWN9UT2ZKOrIko5tGX1Xcsi2aOlv6iPem6G2wtAyH4W7qfPVjGGxlbMN2J4HTpahYusliewUWFqIlYImOS4zd4+Ote0wqhzf0kfBe2Nh0GAHCRJ0my56GWR3HbvC3V53G0GElfDXtNQ6+5BSagq0kJJ1aq5FxwkjefuFDlpevxiO7+c1vjmK/qXuw75Td6QwF6Gzp4rlrXsYyLfJK3VQuWocgQ/niCjLy04lH41QtrUEUJSzLYtQuwyjdtZDJkycPGiG/MRSXgo3tSFxk53jbsvrcdQZDIBCgvLycSZMm9Z2/N9K+qKgIwzDo7OykqamJNWvW0N3dTV1dHWlpaTz00EPMnj2777P9v4j/l0T8lBtO4Lt35tHe0E4sHO9bTrv+uSt3mFfwxD3GcePL13D/pY/SXNOCx+/m2N8fyWl/PPFnS3+a+8ECXvrr67Q3djJln4mccv3xO2xisSPx8bOf8/RNL9BW307RyALO++tZzDhwoIPK6h/KiYUH+sBLskT1ivVMmjV+wGOCIHDeX8/i5OuOp2ZVLTnFWWQVZvLWQ+/zr5teINgRIj03jXNuP429T9zjZ3l+2wO36ua92/5FRX0Vq2srGVk0dIc3Rw6GGSMnDSrrcKsupo+c9LNfH5y/XUFm3oDtu46dNuiXrc/t5bhNiHSqP4V7L7yFey+8BYDf3XMN369aNOBYy7IIDlJl70VaUipnHfjLTnh/xbajvr6e+vp6pk6d2q95a1uI+Pr162lubsbr9RLuiPQF+Tje3CJr5lUgySJunwvLsol0R1kzdy0HnL4hYXbFnDUUDs8n2BFy4r0Nk5QcP5Zl0dTYhJHQySvNJdDS3WcOEA8nwLYxNJ3O5gCWYWIDkWAMQzOY+/4Cp5or4DSEel34kr193t/JmUlocY2Oxg6OuuYQdjpgOk/f+CJaTOvxNbeRZEhKTyKvLIfLHj6fq/f7E7Wr6/utfOlxHVmViMdi/POqJ0jJSGHVd2vwpfg4bM99ef6HNzFcBrZlk2mk4WlT0E0d1a32VOYV0vPTwIZoKEpadgrBoQkKXQWk+p0m19bOdp587UUOyd2T3JJs9IROsCNMVmEmB5++F189Mw9VVMnMyUBOVXCrLmZMnkZTZyvhdx5kfWUDpmkiCiIWVt/4u0IBeuvPmzqa9Fobgo3P5SWuJ/pWuAZzP+nFpj1AvZX4Tbfb2CQMDbfbjZrpIuPYbBrfakAyJDoyu2ksbMeSbHzFPhKhwSYLAopbQRIlhLjYMzYHpm3xuyeuQ5FlRE2gsDWLluQOVAuEiE1FZRW/q74O1VBAgOe/eJPbfnMlR5x/CBnJaWQkp3HKbSdw673/oDHYyuQzxzLBM4LlX65GkgQ+ff5rkrP8DJ1UiiiqzP1wIbsfucuPknAAb5KHPY7ZhS9f+aYnkdVi+gGTycgbPOQtEAiwZs0aJk2atNkGS1mWyc7OJjs7G9u2KS8v57XXXuPTTz9lxIgRPPHEExx55JEMHz78R8f334j/l0Tcn+Lj8aX389Wr37D06xXkD8nlwDP3JT1nx6QFanENSZH6ZCq6piMr8s8aCPLmg+/xyNVP9VV9m6qa+fKVOTy+9H6yCrafjC/8dAkv3PEqLbVtTJw1jlNvOOEnVcrffeQDHrr8ceI946xevp4/Hf1nbn3rD0zff0q/fQuG5+Pyugbo+WVFIrdnmWxzSErzM37XMX2/H3XhoRx5wSEYurF5f/n/IAwvHPKLVmEPmr4XwwvKWF1b0SeLcasuxpeNZq9JO75Bc1uQ6k/hb7+9gWse/wuxngYrn9vDsPwSZEni62U/sNu4GYPKpo7YeX9e+OwtwvH+EwzTMtlvyn/eROxXbD0syyKRSDB9+vQBxY1NkzU3d/zq1asxTZPp06fzww8/MGRCCfM/WkROSTam4chAPEkeutu7sXqDVXSDeDRO47pm8oc6S/HN1c3klmZTMsbpRWqrb2fGIVOJ2mGS/MnUraln/uwljmtHyMLSLbzJHvKG5lJf3tTXiC+KAoHWAJIiEe6OOhIXHNtYQRCQFcnxb44m6GjqxDIsVI/CwreWcvgFB3Hl4xdz1zkP9OU3JKUnUTyqkPWr6tDiGhkFGayeuxZFkTc0wQswZb9JJGf5WfTpUkzDIrMoHb1Np/OhLiYXjCSebhKtCeGrdmOIBimZKY6URXR8sjubA45O2+dm5PThLHevw7Y3SAoNw0DEjdKTBN1bVV2yYAnudA8H77cvnyyeQ0xNkKn4uO30q5AkicaOFqxen3TVRTThNHuKoogiOn7awVhos8RaFAS8qge/148WcpxfREHqZ5W6KTbVjtub2S70bGvubOWW066kZW0bv2u7Fh2932iC4cFNGWxs7LhNF0HMTTQzpm0SioYpyMilpbONVl87pmUSNxKgOjH2IODV3MgumXZvgGdfe53xu4xl6KQyNF3jzo8fpsrfgCfdzbehRSxetZyjRu+PaVi0VrVjxi0SUQ1TMBAEKF+zFsknkpGR8aOe3rseOZPC4fm0N3WQkpnCsEllg/Kb7u7uHyXhm0IQBFpbW1m7di3Lly/Htm0++OAD5s+f/z9LxP+n7Qu3BNWlsN8pe3Hloxdz0rXH7RASvvTrFZwx5nwO8h3DwUnHce/FD6MldBRV+VlJeCKW4LFrn+5HWE3DJBqM8cIdr233+Wc/+TE3HHEriz5bSkNFIx89/Rm/nXwJTdXNP37wRrBtmyf++GwfCd8wfo3HrvvXgP33P3XvAdaIoiSSlO4ftIL+YxAE4b+ChP87IEkSX9/9Olccey4l2QWU5hRy7QkX8tlfX/qPSJS86Mgz+fxvL3P6fsdy6Mx9mDZiIuV1VVx4/x849A+nM+LM3alrHdicd+D0vdhjwsx+Noxet4erjjuf7NQMvl+1kOXVq38N6/kvhCiKDBs2bNAVxs05G/VC0zQWLlyI1+tl/PjxiKJIc2Ur5fMr6GjsZNGnS2mv7+CQcw9gn1Nm4fG5iUfjBFq7sS2bjoYOHrnyKZZ+5fjc5w/NI9TprLBYpkU8mqAj1Ea8RWfZh6sQ4iKTd5tATnE22DbuVBdTDh/P2XefjMvrLOnbto1pWtiWjSSJ5A3NIRaJoycMRMlpNIxHEyQiCURZQpLFPplGsD3Ev256CT2uUzK6sCdwxU3+UKdJzu1zobgUxu02GllxVgtkRUIQncbJUEcYn9dHIqyRmpmCy+3CwCAeSpAdTWPvrJkct/uhDBtbiiiKxIJRBNFJxpREsU/fbPc8/+N2PxTDNGjv7qQ10IHb7WKibxShLuc1CnaGiGsxYm6duz94ksVVK0lLSkGWZM6achyxyijtjZ0sr1lDWW4x00ZMZNLQcYwsHIrP48Hn9pCRnIrX5UYWN19PHFswnAOmz2LikNEUZOY4QUdbmSmwJbhVF5IoIQoiE4eO4dEPnufetx6jVC4YMCXY3PvQhUqhNwd7k67X3vttJB5F1zWyMzKIEidkR9BFA0M0MEW7L0XTxsIQTRrlVj6e/xVfLP2OBRXLqWyoIS8tmzR/CjmpmdSYDSQEDdWt4EvxkogliAQjuAQPJcOKmTBtHJFIhMWLF7Nw4ULWr19PNDr4JEIQBErHFTNtv8kMnzxksyR89erVTJw4cZusBr/99luuv/563nnnHXJycsjNzeXMM8/kpJN2bJrzfxL+X1bEfw5Ur6jh2oNu7COZWkxj9hOf0NUS4KZXrvtZr123tmHQD4KhGyz6dMl2ndvQDR6+4omBJD8U45lbXuSap7bePi8WjhHuigz6WF35QB1yUpqf++bcye2n303NyloAxu0ymuufvQJJlrBtm+oV69HiGsMmDdmin/kvCcuy+GH1IiLxKLuMmYbP4/13D2mr4Pf4uO3Ma7jtzG13t/klMHP0FGaOnsJTH77MxQ/+gbie6NN9RhNxjrnlt8x74P1+x4iiyDu3PMUb33zAS1++jdfl4eyDTqQ10EHWcRMRcLSk+Rk5vHfbvxjxqxb8vwqbI9xbmjyGw2GWLVvGsGHDyM52VtYi3RG+fuZ7svNymLTXBAJt3aguhWkHTOLr175DkiX0uI4gwLjdRpNVmIkW13j34Q8Yv/sY9j99bzoaO2mtbSMWi1MwIYdofYLq5ZWkZCZRs6IWb4qXyx+5EI/fQ0pWMpFIhIbaBsJBx3ZQlEQs3SFlhm4S6YogyRKKS8btdyPJEqZuYFkWhmESDyXwJnmRZBFDN2hr6OCuc+5HVmWnaVQzqFlZS/7QPM689SQEQWCnQ6bxyl/foKslgCCJiLaNKEkEO4KEuyNIiowoCcTjMXw+Hy53CFVV0RIJgt3dTgNjT3qoaViIPc4oZeNL6EgP0mi28rcVj+G9z4ekiAwvGMKEslEcs9vB+ONeXrrjdVpq2zDQOfG6o3mv+kss2/n8JTSN7xbP5+LVf2ScNJxJ7tEUHF6EYRrkpWeTnZqJz+1GEKC5s5WmrlZsnFTNwaQpANPHTKK+vZmucDetXe0UZeXRGQoQig3+PbS10HQNURDJS8+mrr2J9ORUIlacbmvrHLskWyRJ9FIdrUdEAsw+d5Te52LbNrYoEDMTmKLpNH4C9kZvbUMwCCkJLBFWK9X85YuHGFZRiizJ/eR8kiyiuFWWzVmJy1YRZAFfuofMnEwKhuRx8Dn7k56TRmZOJkOHDiUej9Pe3k55eTmJRIL09HSysrIGNFJuDsFgsI+Eb4vV4Lx587jqqqt49913yc/f+lyW/3b8ZzCX/wG8eOfraPH+M20tpjla9MYOMvMzNnPk9iMtO3VQr22AzMLtu25zTUs/f9xeWKbF4s24wmwObp8bT5J7UDKeWzq41GTI+FIeW3Qfwc4QkizhS3ZIbc2qWm44/BY6mwOIooAoS1z/7BXsfMj0bRrTjsayqlUcfP1pBKMhBEHEMA0evvR2Ttvv2H/ruP6X8MDbTxHZxC/ctEyWV6+hvq2Rwqz+N3BJkjhu1qEcN8vRk6+sKefgG04jltjQf1DRUM2Ec/fjlH2O4qIjzmTSsLE//xP5Fb84esnFhAkT+jkwdDZ3YVs2nh4nipTMZNobOlj82TI+e/5rRkwbRjgQoXx+BdGQ875RXApaIoipmySl+TnrL6eyfMFyovEI4yeM529n3E9WYYaT2Otx0dHUSSwcJ29ILrZt01kX4N27PkKPGaguZUP+hOAQp67W7h7LuZI+qUxLXSvxRJz0rAxqV9YR7Y4QCyeoXVNPPJJAdSt4k73EI3EyCzNxeVTOvO0Uxu3i2Jxm5KVz0h+O54XbXkEQRNJynKZULe74jh9z5aG898hHuFwurHiU4VOGOmMLamAKiEioHgVEG9kj4U1KoqUqwRqxmmVaBWE7iiZpZEQMRpYMo6a5jquO/R0jC50+l/PvO4sFcxcyetwo0tMz+OcXLxLtihIRIixdv5qwFiVJ9lEp1xOx4hz8bTIjxw2loqEaQRDoCgfojgTpjoaxbBtJlHArLmS3TCAykAT7cHHyzMP4snwezZ2t5KRl0dbdiSSIWLaNKitIkkQsEduCanwDBEFAsKEgPYfjZx1ORyhAZWM1freX/MIcOtd2ISFhY/VJaHTLQBSEfs2fpmARtqPoGFjYCBvF0vtcHgzLRDN0aprrsLGRJRm3yw22I301bROv7Sbqj2MKFiIClmg7DaOCozc3TIPmrjY8qptwNEKBkY1XchOPJtAjOgeduR8nXTu4Javb7aawsJDCwkJM0+zXSOn3+8nKytqshCUUCrFy5cptJuGLFi3i0ksv5e2336aoqOjHDxgEZ511Fu+99x7Z2dmsWDEwldm2bS699FJmz56N1+vl6aefZsoURxL74Ycfcumll2KaJueccw7XXnvtTxrDT8H/W2nKjkbNyvWDBsmoboWm6pZBjthxyMhLZ9JeE1A2iZJ3e1385urtI4DJGckY+uBNT5n52+b6Iooip9xwQl9Xfi9cXhdn//m0LY8jPamPhBu6weV7XU9TVQvxSJxoKEa4K8zNx9+xzXKZHQnd0Nnvmt/Q0NFMKBYhGA0RTcQ4795rWVG95t82rv81bK6aJYniAII+GB55/7k+e8ONkdATPPXRy+x62RE89+kb2z3OX/GfA9u2qampoaqqiunTpw+wQeuN9dbiGrZlEY/GkWSRttp2FEVGVmR8yV4Ul0JHQwemYdLe0MmQCaUoLgXLslizZjXeNA+7zNoFj88DghPs03t9y7QcbbRt8+ETn/LPK59k/oeLMXrcu0RRRJQE3F4Xbp8bRBi79wgs0aK1ro3GmmbG7DWcM288hXgwhmWYRMNxTNMi0h3pkZvIjoOFSyEejpOWk0rZ2OJ+z3WPo3dh2gFTKBpdQHJGEul56Vz7zO8Zs+dIvn3nBzKy00lOT+aICw/m2mcu49y/ncl+p+7lhPYEori9HuJBDS1iYOom/hw/86TldFsh4nYCS7DpjAToCHahGTovf/0eXy77npb2VpYuXcrEKRPIyMjgpTtfJ/Z9hMa6ZhYtW057qAsbmxQ5mRTZT7PVRncwyB1nXcdNp/ye8w89lWAkjEtxIUtSnzykIDMXt+pC2SQRVxAEvlg7j6ruBnYeOQURkfauDmzbRlVV0pNTKc4pAGBIbslWSfBs28bCpinQzpMfv0w0HnWkLja0xDqIqRoe2YUsyKiqimE5BbLBHFjiaNjYSIik+VNI9SWjSDIexY1HcTE0p4QxxcOZOmyc0zgsiI51pSKgulRuOf9KkpKSyE7OwOfxIogC0UQc3dDxqh6mDBvPCbMOY0LZKA4dvQ8z9fGUjCuiYEwek2dNYM0PFYOH320CSZLIyspizJgx7LTTTpSUlGxWwhIKhVixYgUTJ07E6936leBly5Zx4YUX8vrrr1NaWrrVx22KM844gw8//HCzj3/wwQdUVFRQUVHBo48+yvnnnw84qc0XXnghH3zwAatWreLFF19k1apVP3kc24pfifgOwqgZIwaNoNcTOkUjCn726//ppauZvM9EFJeCN8mDy+ti/9P36Wse+qlITk9i58NmoLr6z3zdXhe/2cxseks4/vKjOPvPp5GcmYwgCGQVZnLV45ew2xFb79E8/+PFJOKJAUvSpm7w/uMfb/OYdhQ+nP9lvyprLzRd59HZz/8bRvTfCcuymLt6ER/N/5JgZGC40TG7H9wvUa8XSR4/wwvKBmzfFI0dLf0cCvpd27aJJuJccN91JLRtszv7Ff95sG0by7JYuXIloVCIadOmDZrml5qdwk5HTyPQGqCjqZNod5RjLjucjMIMdF3vSZ9UyCvLwZ/mJ9QZYdSM4Rx3+ZFomsaiRYtISUlh5MiRfU4ie580i47GDtobOmitbWPEtGEUDM+juaaVb9+ZR2Z+BpIioWlOEqZlWlimjepWKRlTRPGIQs7846mcd8+ZzPjNJPY6f2d2PmoGpZOKOO/us5BdCm6fC5dbdb57epxUDN10/MklkSMuOgRfihfbtp2YesDjd3PO7adx9CWHceBZ+7LfqXux+NslvHz76+TkZVM8qpCkNB8rvl3tOKLkplI8uoi2+g4y8tIpHJFP8ehCDN1AQCC5MJm4qjkF3R4ua1oWq2srqGio5p05H3Ph7ddz5GVno7i9fL16Ho++/Bzzf1jMlKIxzEybSIAQmqlhYdGqtRPSwoQTMcoml+JSVKaNmMiQ3GIUWcGluugRRyMIjiwt1ZfMsdMPJC8tm2RvEpIgkpGURrI3iVe+eZ9uI8Jxex6KLTrZAAICGd4U6tuaMC2TIfnF7DFuJoq0mXj5TWCYBl3hbl7/9gPK66v4cOFXlNevQ7d0kpL9JCclEdcSfSE8m31/ApIik5qcQll2EX/+zZUsfPgDcjNyyEhORUZCi+tkp2SgSjKarmFaFj63l7fnfUKy14eJhaooPTI7A5/bSygeZtb4nbjo8DP4+7l/5JhpB6EndMLhCBkZ6di2I4USBIHyBRW8+/AHfPHS14QDW5bsCIJAcnIyQ4cOZcaMGYwdOxZJkigvL+e7775j4cKFlJSUbJMmfNWqVZx77rm8/PLLDBs2bKuPGwx77LEH6embLxC+/fbbnHbaaY5Ma6edCAQCNDU1MW/ePIYNG8aQIUNQVZUTTzyRt99+e7vGsi34VZqyg3Di1cfy6Qtf9QtUcHld7H/a3lsV5b698Kf4uHP2zdSsXM/Nx99JU00znz3/JR8+9QkHnLEvlz14/k8O47n2qcv4y2l3MXf2QiedzbY5+7ZT2fXwmdt8LkEQOPayIzjm0sMxDfMn6boDrQEsc2CFwdBNOpo6t/l824uWrjbO/cfVvD/3M8xBKgymZdIW6PjFx/Vzo6G9idtffIBPF80hPzOXq48/nwOn77Vd5yyvW8cB151MR7ALURDRDZ2//+6PXHD46X37XHPCBbz29fs0drQQTcRQZAVFkvnX1fds1Xv80Jn78uH8Lwf1Te+FIAgsqlzBzmO2vSn4V/xy2FIVU5IkYrEYK1euJDMzk9LS0s3ub5omux+5M6mFSaALDBlVxpBRZZi6ybKvVlK3ph5BFEjLTeW3d57RtxoYDodZtGgRw4YNIzOzvzvVnsfvSt6QHBorm0jNTmHCHmMRRZFodxRRciwMXV4XwfZQv6JCJBilZkUtF917LoUj8lm2bBlT9phEUVERgUCAtrY2usJdxKMxREnE7XVj2zbdbUGioTgZ+ekIgsCRFx3MkHElLPt6JS/e/hqxcJyhE0s5/eaTSM5IYvzuY3jiumdZ8cMq4pEEoY4wecWOfWhKZjJt9R3EIwk8frcTNCQKCKLz+oVCYQJGkBU5VSguBdEUEVQBDHq8/pyflm0Rag0iCiKdYoCDbz4NW3F2cAsqpxtHsTRajktUsE0bS7QIWRGiWowMTxpfaHM5NHgA0USMV79+j85QF27FRYoviUDYsYIUgLN2O4YTDziKz1d8z1MfvUxFUw3D88sQRZFkr58vln7HK9c/zKn7HMMD7zzNxwu/or6zmYSeQBFlvl2xgFRfUl+lPRKP9lWxBZyG1ry0bBo6+6+4mpbZcx9xNN26YdDc2YogOtVrWVQwzS04tGCTn57Nb/c+gUmlY9ht+s4EIkESeoIlLXVYpoksy7gVFbfiIj8lC1GWkSWJioZqkjw+FFmhIxRw5CuqC8M0OG73Qzl+I2tXb5YLb4YHvVsnYHajJwwOOntfFn68hDcfeA/VpaBrBos/X8F5d53ZZ+H5Y+iVsKSmprJs2TKGDh1KIBBg/fr1PyphASgvL+ess87ixRdfZNSoHZMSvSU0NDT0k70UFhbS0NAw6Pa5c+f+7OPpxa9EfAchf0guD3z7Nx66/HFWfLsKf6qfYy47nOOvOOoXHcdDVzxBfUUDhm6SwLkBfPzM5wyfNITDfnfQTzqnx+/h1jf+QKCtm66WLgqG5Q+Ist1WOFZcP+3tN2GPcQPSNp1xupl+wJRBjvj5YJomu//+aGqa6wYl4eD4XR+xywG/6Lh+bjS0NzHx3P3pjoYwTIPy+irmrl7M3879Qz/SvC2wLIv9rz2JurbGfsTkqkdvY8qwcezUQ4pT/SksfeQTnv30dT5dNIfS3CLOO/QUhuaXbtV1TtzrcP7xxmNUNFQPuoIBYFgmKb7/zRS3/y+wbZtFixYxcuRIsrIGT9HtrZhblkVeXh55h+URDAZpbW1l/vz5eDweDrlkP6KtMUCgaEQ+3h6JXEdHBxUVFYwbNw6/3z/g3IIgMGr6cEZN72+5ll2chazIRIJRTM101qVNJ1DHthxCJykSql9l4cKFlJaWkpPjWMVmZGSQlpZGLBQjoyCDpspmoj32eG6/iz2OmUlHUzeB9m4+f3EOX7zyDZ1NAdxeFVmVWD1vLc/c/CIX3XcuS79awZJvlpOen0amqLC6fS1Vy2qYsMdYYqEYHr+7z9GlYFgeablpdDR04vK5qG9pIupPILpFglYE07YQE06QUF9BuYeMd0sRZFF2gmos8NoeREkgSJgX/4+98w6Povza8D2zfdN7QoCE3kOoUgSRLipVFLEgKoKIChZAsWBBxYYodkQRFRSQKigoIIh0SOg1ISGkbHqyfXdmvj82WQlJIIGA/Py4r0uB2Xln3p1tZ857zvNkrSZHyfdogwsKQkknokaroXN8ezILc/jsl+/YcnAHZpuFMP8QkrNS8TP40qBWLCO63U4D/2j6duuJr68vw7vfhtVhY87Kb7w35Q6Xk0Afzwpsw1qxDO92K5v3b8cluQEBh+RCkFzYnB6XU3+9LxabjX98PBU0KjXF9oqzxQoKPnofCktq1BWAEqlLxwWC8FLu6zqYvq270bhxYwRB4IOf5xLkG0BaTgayIuN0OYkOiSS7MBcfvZHM/CxAQJFlRAWyzZ6kRZBfIMtf+pLmMY3L3HBmZGSQlZ3FM588TsKGAxRmF1EvLpZmNzTm7QdmExjqj66kXNSUmsOJvadofVPLi867FLPZzIEDB2jdurXXfl5RFIqLi8nOziY1NRWVSkVoaChhYWHekpWTJ08yatQoFixYQIsWV6cnp7LG7uo2fNc01wPxGqR+q1jeXf/6v3b+4nwzCRv3l6vpdlgdLP1w5SUH4qUEhgVclez+xYhuEEW/B3qxfsFG7BZPIKUz6KjbtDbdh15dzev1ezdzNiez5Eu9PIIg4HA5eH/JF7yyYBans84QHRLJy/c9xX19hl3VudYkby382BuEl2J12Jgy9w0e7H8Xem3VlyZL2X5kr8eg47wvRZvTzscr53sDcfBY0Y+97V7G3nbv+Ye5KHqtnm2zV/L5L9/x2eoFnEo/XeYmShREYsNr06zuf1Oz9v8D2dnZmM1m4uLiqhSEC4Lg/eENCAggICCAhg0bYrFYMJlMFEh5aDQa8or0qPVqTCYTGRkZtG3btsJSlwvhF+zLqOl38+PbPyMpMiqViKTIJaUWAmq1CrvFwR9LN/LozIfKOAqmHD7DglcXYS6w4LK5CI4MQqPTIKg8ShvFDjNnks4QGRNOoclMysEz2C02NFoNYkn5yq5f9+JwODiYcAiNRo1/Sb18ZGwEWakmcjPyUalERk4b7qmzXriZ3+ZvwFxowVJsoaCoiKJQC8V17AiICGYFnahBrVXjwvxPRrz0OgslbpElONxO9KIWBAGTOw+tW41dK3lfE1EQUAkiWfnZGHR6vt/wM6aCXIw6AzER0bRt2Apfgw+fP/oGJ0+epHXr1uRZCvl07XcUWou5oXE80aGRpOdmoQAGrZ4nBz9EdmEemw9s55NV36Iqsb1Xq1S4StRfVKKK2iGR2F1OVCqxTLJHUShXg16KLMtIkruMcosoisiKXGGAdy6iIHDo7AkmN57gff/tTz5CkG8AwX6B6DQ6HE47dcNrkVWQ47W69+ihi5iK8mhepyGSW8Jst/Lhkq94e8w0/P09Nx4ZGRmkp6cTHx+PWq3mxiGdy5zf7ZLQG895/wp4zKCqiMVi4cCBA7Rq1cobhMM/JSylZSznqrC899576HQ69u7dy7fffkvr1q2rfL7LpXbt2pw5c8b777S0NGrVqoXT6axw+9XieiD+H8Jm9ixVVoSlsPJl+P9FJn0ynjY3x7Hy0zXYrQ563t2dgWNvuaoShoqi8PK372F1VN4gqCgKbkli1/FE77ZTGSmMmz2VYpv5krPH/zbr924pE4SXIggCx84k0bpB8wpGXZh8c2GlVvY1Xdpj1BuYNGwM/dv34IVv3mH19vVo1BrsTk/vgSRLLNn8i1dp5TrXJudnrRRFISUlBZPJRGhoaKW1qh7Nbsmjw31OEH7+sX19ffH19aV+/fpYrVZMJhPbt29HURRiYmKq7N55PjHN6/Ds10/wxw+bmD99EflZBSiy4tH1FkXUWhWRUZFlgnCb2c7XL3p6TUJqBaPWqElPziQoIhBRJdLrnpuQ3RK5pwrIO1tA2ol0j3qGS0IuUYRRFI8z6LplvxPXqSWH1h3DYXOi1WlQ69T0vqcHN4/oRmh0CP4hfuz5PYFlc37B4KsnPS2L5KB03KEymYYc/Nw+qOwikiShVasZ7NeHxea1WIQKVplK41HBU65iK/mcISoounP2EUCj1qJSqSm0FbP35AHckuQNcE+ePU39qBj0ai1JSUm0bduWfGsRYz6YTJHVjEatZkPCViYMHIWfwReHy8kNTdsgIDD4lYcotBSTlW+CknKT0l4RAQGDVk9YUCi+eh+UFAWXy0WepRBFkdGo1bgqaPAuxWy3ohJFpJJMeGkTpL/BxytKaHVYy62ayorCr4mbGfzKQzxzxzi6texIeGAoqdkeOV9REKHEvVKSJFQlJS+exk3PRdPrDei1OowOH5Kzz3DmzBmKi4vRaDS4XC7atWuHWl3x7+INA9qxcdEWfIN8cNqcGHwN1I+LrfR5novFYmH//v20atWqwhWhczlXheXFF19kwoQJNGvWjDFjxhAXF8fMmTOJjr7yvXQDBw5kzpw5jBgxgh07dhAQEEBUVBRhYWGcOHGC5ORkoqOjWbRoET/88MMVn08p1wPx/xBhtUPxC/bDcbZs0KJSq+h8278r61fTCILAzXd24+Y7u/1rc1i7cwP7k45c0lirw8aL37zD2FvvrdCQ5FonOjSSY2mnym13OB08MmsyqdnptK7fnNceeIYOTeKrdMwuzdtV6Hhn1BsY2m3A5U653DyHvjKGjYl/exq0BAGr3eb9wT+WlsQD70wiIy+LJ4Y8VKPnvs6VQZZlr9JB+/btOXr0aIWBclWC8IrQarUUFBQQHR1NdHQ02dnZHD58GEmSCAsLIzw8vExW8GIUmAr56+ftyJKMUtLzIgig0opExoTTtF3ZFZm8jDycdidBEYEABIT5I8syY98eTWT9CHQGLcd2n2Tzkm0U5Zgx+Bhw2p04VE5kScZSaEUQBI8meq5EcFwwQZFBHNpyGLVWg0+gkVOJybhdbu56digAh7YeRaPTYDZb2NngMBaDDZUsIEkyeUIhAVpfZEGhtU8zAlV+GGUDeosW2ahQpLIiqaQyQXjpn4oiIyKiFbQIgohaUeFGQidq8Ssp8ziZloyiKBi0OmxOBw6XA0WBjNwsBrfpRdu2bVGr1WzZsYN8cyG1QjzlO5568l9Y9vJc77V7/uuZFJqLCPILwOlylkgYqhBUAk7ZhVajISQgCLvTSVRgOC6Xk5CAYBySE6fbhaokw23UGfDT+5BvKfRsF0qkCgUBf4MvFocdp9ujhqJTa1EUiAyJQKNSERkUxsbEv8vLJCqQlpPBhI9fYMHk2Tw1bAwvfPMOPnojuUX5hPgHYXc4EATPtdOoNBh1Bsw2C4IgoikJsi12Kzc0bUPLli1JS0sjLS2N4OBg9u7di16vJywsjNDQ0DI29j1Hdkfvo+PQ38fwC/al9709CAjzv+h712q1sn///krLsiojIyODBx98kA8//JBu3bp5y8fOveG8HO6++242bdpETk4OtWvX5pVXXvHeQI0bN44BAwawZs0aGjZsiNFo5OuvvwY8Trxz5syhX79+SJLEgw8+eNXKZeB6IP6fQhAEpnw9kRcHv47L6UZyS2gNWnwDfBj18n/XlaqmSclK45UFs/h97xYig8OYctd4hnW7tdx+3/+xzGsHfylY7FYKLEWE+F++q+vVZspd49l+ZG+Z1QC1SoVbcrPzWALgMd3YcmAH62cupEuL9hc9ZpBfIG88OJUXvn7ba2Vv1BloVKse99dwGc9L899jQ8Lf2J12KlvPKL1ZGnfbfWgrUGm5zrWD0+kkISGB8PBwYmI8UnQqlaqczb2iKN5t1Wlet9vt7N+/nzp16hAV5WlorBVVi+zjeeSdyccW7KSgTgEOh4PQ0FDCw8Px8/O7YJD/1/LtWAqtiKJIYESAV7FCkaBx+4Z0HFD2M+Mb6IvdbCfTZkJn0GL09zTUhdUJQWfwvD8bt2tA/wd7Me+F73FYHITWDkGlUpGfWYBap0JUqVBkmdWf/8YfP/xJbmo+LpcbZ24xhblFaLRqDv51BFPqFzz33ST8Q/xwu9wc1J+k0FAMCrhFAVEGtaQm4mQQTWMbEJobxJmzZ9AEqbAHSghuAUXtCTlVgohU4h5p1OkJDwyl2GbBHx+EAshRFyApnuLylnWbkFmcTZQ+goy8LCRZxuF2YdDpcTgdqESB7k06MmnkOG+WV8FzA1NKReY+2YW53v3DAkNwuBy4JQmHy4lW45GU9NP7cs9Ng3Gbbew6kYgMBPkGkJFnQqvRYrZZ0Gp01I2IpiDZUw8uKf/c6OWfp2Pukly4ZTem/GzsLgdHzpysUKs8PDDEE3QX5rN5/3YmDBrNZ0+8yan0FM7mZSG53Tw793WsDrvHzEly4HK70Wt19GzdhdNZaahEkcjgMKbeOZ60tDRMJhMdOnTwJnksFgvZ2dley/jQ0FCCg4LRqrV0HdypXMnKhbBarSQmJtKyZctyMqAXIjMzkzvvvJP333+fbt08CTRBEGjXruYa4hcuXHjBxwVB4OOPP67wsQEDBjBgQM0mfKrK9UD8HBRFYe289fz0/jKK88207Noct8PFwW1H8Q3w4Y5Jgxj06IBLVh+5GrTv04bP93zA0g9XcfZkOm17tua2R/rjH3y98awqnDGl02ZcP4qsZiRZ4kx2OqPensiJs8lMHTGhzL6VZbLVKo+yjLsSibxStBrtNdEQqCgKO4/uI+HUYRrUiqFnfNeLvsf7tr+Jdx95gSlz3wAEnG6P66BdKntjYnXYePaL19k6e3mV5jJp2BjaN47j4xXfkFtcwNAbb+GBvsMvqeb8Qny19gfszoobNc9FkmXSc7OIjbw8GdDrXBkEQaC4uJgDBw7QqFGjMvXgarXamxGvrB68KhQVFXHo0CGaNWvmzdzJssyPb//MgS2HS1wmJW4afiN97u9BTk4OKSkpmM1mgoODCQ8PJzAwsNw5rYVWj1umW0IRFPQ+OnwDfAiKDKLzbR29dcylnD6SitVsJzc911NK4afn0Q8e9jaPll6PG4d0pnaTaOZO/Ra3S8LldFOYXYQgimg0amo3roXpTA4oDk+5g9oTnDvtTpIOpBBeNwzTmWyyz+Rw84huJGw8wClbGigCYkkzpSTKaBSB6IIwjJl6Bj1/C19NW8CAgO4cD0glpSgdTb4Ka4gTG3ZUigpBBKPWgFFnpFPTtiSlp5IhZYEFdOi4Oa4zk+57hCc+fYkQ/yCsDhvF1mKckhu3240gCDQIq8szwx7xaKaXBNY3Nm/P3LU/kF2Yi1atweqw82C/u/h9318AxNdvjkoQycg1UaDTE+ofjI/eB71OiyTJGLV6bE4HYQHBxIc3Ir5Pa1R+ej5a+TWSLNGt5Q3c2KIDx9JOsefkAQqtxZX2BJ337kSSZSwOq2cF5pxHSg1+VKKKQF//0t3xMXhWVEL8g7wJmrGzp2K2Wwkw+mK2W3G6XciyTGRQGKnZ6Tx62/20bxxH/ci65GbnYDKZaN26dZnfJx8fH3x8fIiNjcXpdPLHT3+y7usNOB1OYlvWZcSUYUTH1Lro977NZmP//v20aNGiWkF4dnY2d955J2+++SY333xpyloXM9x55513+P57T+mW2+3myJEjZGdnExwcTGxsLH5+fqhUKtRqNbt3776kOVwphIs1E1yLtG/fXrkSF/Ljp75k9ee/em3qz0dv1NF/dG+enPNojZ/7OlcGc4GZlZ+tZedvewivE8YdEwfRuG3lWqUTPprG5798X67+2aDTY1qciK/hn6Xn3/duYfDLD5WTwfM1+DCs2wB++nNVpaocRp2B5+5+jBfumXjpT64GsDls9H/uXvac8GRKRFGkVkgEW97/mfCg0IuOtzvtHE9LwlfvQ+PR3SvU5zbqDFhWn7gS079kjLc1rPS1ORe9Vk/Okv34GKpuTnExBEHYoyjKxZcI/ltckR+avLw8EhMTiYuLK7dEfvr0aTQaDbVq1brkINxkMpGcnExcXFwZl8CMpEw+fnIuIbWCPLXGbom8rAKm/fCMV/pNlmXy8vIwmUwUFhYSEBBAeHg4wcHBiKLI4W1Hmfv8AnLSc7AW21EJIuF1w/AP9eOpLx4jJKqsHvLLQ9/0aD8DdpsTW5GVMW8/QPNOTSqee2o2R3edIDX5DJu+20JIRAh6ox5zoYWinCJkWcFabMXpcGEvcQtF8KwU+IX48t7G14mKjcRSaKXzpEGYinOw2u0gK8iiQkRxMK0PN0QQBWq3iMJsstIovj6iSsTlcnN02zGC64SQ51uIKlhNm0HxhIeEEBkcRtdm7en/wn0cTj2Ooig4XC5C/AOZcPsoFv+1xlOO4XRw8PRRzDZP/XWdkCi+m/IRQVpfTCYTsiwTFhaGSq9h1sq5bDm4kyCfQEbePIjVO/8oUTERSDWdpdBShFuScEluNCo1vdrcyPG0JPyMRnKLC5HcbmRZYe3r39Kwdj1kWebzNd8z77dFnEhPRpYVQvwCGdy5H+FBoXy04msKreU9Ds5FKPl/qSrH+Vl6vUaHIEB4YBiCABGBYSx+4bNyK6S3vTiKrUd2I8uKN8GjUanp3KwdDrcTh9PB2hnfUZibT05ODnFxcRcsd0w5fIbPn/2GoHB/VBo1malZRDeLouOd8fj4+HhLWM6XHLTZbCQmJtK8eXP8/S9evlJKbm4uw4YN4+WXX+bWW8uvLFcFSZJo3Lgx69evp3bt2nTo0IGFCxfSvHnFvUirVq1i1qxZbNiwAYDY2Fh2795dTmK0mlwxGZXrGfESCrILWfnpmnI29editzr45at13PfiCIIj/vfKCf6/UZhTyJg2T1KYU4TT7kQQBTYv/ZspX0+stLZ80/7tFTYhalRqjp05RbvGcd5tvdrcyMO33M0Xa75HkmXUKhUosPjFz+gZ3xUfnZGvf/sRWZHRa/WIgkChtRh/gy9TRzzG5LvGX7HnXlWmf/s+O48llCmxSc5I5cH3nmb16/MvOl6v1RNXvzmyLGPU6St0vYwMrli14mqhKAq5Rfn46A0YdJ4gqU/bbqze/geyUrlCgEGnp3Ozdrz6/Qe0jGnMHd1v9Y6/zrWBn59fpSY9paUplxKElzZ95uXl0bZt23JBicvhLnM8T4As4Hb+890hiiKhoaGEhoaiKAr5+fmYTCZOnDiBn58f/tH+tBnUghNbTpOTmotGqya2VQxDHr+tXBCuKAp2s53AiABEUURn1CG53DgslZfGhdUJJc+aS0jTABo0qcdP7y7HaXNh8NNz30sj+GLy1xTnmVHkfwJEURA9tfOiQGpWCum5ZwkLC+OOngP4acMqsqw5nppqp4oGR6Nw2V0ERPpDkIpTxamknsiguX8jNLKKdn3jufWRfogqFXWalJW8zcjNQq1S0ahWPY6dTcKoN1Bss/DVbz8SGhBMdkEuOo0WAQEfnYGYsGhQiTw3/y1+fO4T6tati9PpJPXsGe558zGyCnJAgNSssxxLO0WIfxCtYpuQV1xIel4WOrUWnUaLw+XELjv4bc8mFMVjHS8rirdRNj3fRMPa9di0fxs/bFjG0TOnvN8RpsJcvvj1B7RqTYVOmedj1BsJ8vXnbG5WuSAcPOoxOo2WhlExtIhtwtPDHqmwTNHP6IfT5UIUBO/trEqlQhAF9Foddoed/UcO4iPqaN269UWz2pmnswCPQRVAeK1QitLNdOrUCbPZTHZ2Nvv27SsjOSgIAomJiTRr1qxaQXhBQQF33nknzz///CUH4UAZwx3Aa7hTWSC+cOFC7r777ks+39XmsgJxQRCCgR+BWOA0cKeiKPkV7HcaKAYkwF2aDarq+KvBqf3JaHSaCwbiAFqdhuSDKdcD8f8BFr3zMwWmAlwlP46KrOCwOpg17mO6DelcocJKTHg0h04fK7fd6XYRFRxeZpsgCHww/hUe6j+Cd5d8zsHkozSoFYNeq0Or0fLxEzN4f9xLFFnNhPgHeaUMdRrdVdUovRDfrPupXJ27S3Kzbvef2J32KpeEiKLIxKEP896SL8rUjRt1Bp6/+4kanXN1+GPvXzwyazJpOZmAwtAbB/DFpJnMenQ6Ww/uxuqwYXPaS14Tj9SZraRkRSWI7Di6jw0JW/E1+DD1qzfZ8dEqaoddPVmr61wYtVpdqXygSqXCbDYjSRKiKFb5MyfLMkeOHEEUReLj4ysMbCJiwwkMDyA3Ix+fACPFeWZiW9TFL7jixjVBEAgODiY4OBhFUUhLS+PUqVM06BhL3M0tCA8PrzALee745l2acvCvwwSGB+Kw2lGpVdRpVrvcvqcPpXJiXxI5+SZa92hJ85bNEVoItO7RCnO+maCIQH54cwnBUcEIKhV56R4TNLVWhVavQ5IkYprVoWn9ZiiiQrG1iD6NOrPx2824VC70spaoUyFobSr0/lr82gawyL4Ge4QDRVY46jxNP3NXHhnXj0bxDSp8PnnFBeQVF5BTlI9KVKFRqVEUGbVaTbtGrfA3+nMq4zTJmWdoEF0XY8mKVH5xAUfOnKRjk3i0Wi1pxSbMThtGo4G07AwURcHmtGO12/DRGXBKLgRKHDjPacZWFE/ZmSQ70ajUqEQRg07Poj9X0r3VDRxNO8XZ3CxkRS6VQ/ciiiLKRdRyBEFg4uCHeajfXfR4ZjhpJUZA5974K4qC3elg88EdpGanE+Djx5Q7x5d5n25M/JvdJxIRBU+zqCAIqAQVKtHz22W2WUEBtSTQus3Fg3AAvyBfUBRvs7K1RJNeEAT8/Pzw8/Ojfv36XsnBI0eOUFBQQEREhCezXzLuYhQVFXHnnXfy1FNPMXjw4IvufyGqY7hjtVr59ddfmTNnjnebIAj07dsXQRAYO3YsjzzyyGXNp6a53Iz4VOAPRVHeEgRhasm/p1Sy782KouRcxvgrSnidsDLZjMpwO91ExoRfdL+KMBeYsVsdhEQFXzOB2H+Zv1fu8Abh5+J2S6QeTaN+q9hyj025azybEreVCSZ1Gi0947tSKzSy3P6yLDPt67fZkLAVi93K3pMH+WXnBiYNHcProyej0+oI0/7TpV7Ttc6Xi9Nd8Y2ngoJ0jo5uRm4Wv+3+E71Wx6039MLPWD7gePm+p7A67Hyyan7JD4bItHue4MH+d12x+V+IwynHGfjS6DKv5bKta8kpzGX924s4+vWffLnme3Yc3UdcveaMu+1eIoPDyS7MZdzsqaze/jvukh9cs82CzWHnsY9eYMWr8/6V53OdqqMoCv7+/mRnZ7Nz504CAwMJDw8nKCjogsGKy+Vi//79hIaGUrdu3Uq/p3UGLQ+9cR+rv/yNrNMm2vSKY8BDfar0vZ6ZmUlGRgadO3dGq9V6tcr37duHWq0mPDycsLCwMuoWAHc+MwS1Rs3RHcfxC/XjjokDvQ6fpezffIjvXv8Js7kYjUZL5sEc6s9qgCzJZJ/JwSfQB41Ow9Gdx4mMCacox9Og6XK6kVwyLsHpCcZdEi8Oeh0QuG1sP3rdcxOtzI3pFNwap+zCHesiW8jDL8CXNY7N2BQ7yIAAecYiFhnWsnL6Jkb2HczroyeXKek7npbElHlvYnHYyDd75AFlnQF/oy/ZBbn8tvtPbml/M3fG92P74T2czctCq9EgIlJks7DnxAHqRdZhxd+/kZB0hGKbuaT05J/vekEQSMvJwE/n4wliZQWX/M/jpfKCAgJhgSHotTpEBIqtZo6lnUIA7/fG+blsp9uFUFKloBZVZXqBREFArVIT4OPPiJsGsvjX5bSo1xidXofFZiXfUoiAgM1hP+emQKGguJDFm1bTKDQGP38/GkTH0qBWDG/9+Ak+OiNataZkLgph/sHYXA7yigoQEXii3yg6tu9Q5d61Jh0b06pbCw5uPYKoEtEZtAx5vLxMq16vJzQ0lLS0NOLj45EkibNnz3LkyBH8/f29rpkVlcGYzWZGjBjB+PHjGT58eJXmdSGqY7izatUqunbtWsbqfuvWrdSqVQuTyUSfPn1o2rQp3bt3v+x51RSXG4gPAnqU/H0+sInqBdKXO77GqNM4mibtG3F4x7FKA3KNTkPLrs2Ibli9jFi+qYA37nuPhE0HEEWB4Khgpn4zidbdq+5edZ3qU1mDquSS8A2sWGase1wnPp84kyc/eQmHy4lbcjOgY0/mT/6gwv3X7fmTjSVBeClWu433lnzOmAEjiYkon7G6lhjcpR/f/bGs3I9Y24atvHXR7y/5nGnz3katViEgICsyP788l77tbypzLJVKxbtjX+S1B57BVJBLVHD4v6o28t6Sz3G4ysohOlxOth7azcmzyTSMrsdzdz9eblxEUBhrd270BuGlSLLEmp1/VDkjdJ2rz7lNmXq9npYtWyLLsrcs5Pjx4/j7+xMeHk5ISEiZ4KXUnKRBgwaVmgCdS2B4APdOu7Nac0tOTqawsNArvQeU0Sq32WyYTCb279+PIAheWUSDwYDBV8890y4c1Kz4ZA0uxUGtelHodDoyT2fx5+KtbF22HYfNgSzJ9Ly7Oz4BPuRlFWAz2/EJNGIt8nhQCKJI885NyE3PIyDMH8kts/LTtcS2rEudprVJP5WB1leD2+EiMMQfQ6CBArdHTUVA8MgVUmJkJjlZvn0dwQFBvHROL8xnv3yHy+1CXZIJtzsdCAgUmIs8N1BGX9bu3MCWgztwSm4KLUXe5kg/g2+JEde3qNUaUDyKKKWBmgBo1Br8jD4gCIQGBaPWaMgtzsdR/M93QWkQrFFr8DX4IAgCdoedszmZjHjzMVA8QXVpU+W5nBvEi6KIRhC88xNFFaIocvsNvRn5xniSs9NQgNjwaILColBQyMgzlTmeJMsgCkjITPvhHdSCR33q/puHkV9cQLHVDIDT7URWFAosRcx76j1CdQGIErRr07ZaAhIqlchdU4bS5ehZHDYHUfUjPVny87Db7SQkJNC0aVNvk3J4eDiKolBYWEh2djZJSUnodDpvUG4wGLBarYwYMYLRo0czcmTNqLVVZsRTEYsWLSpXllK6b3h4OEOGDGHnzp3XVCB+ufIfEYqiZACU/FlZqlgB1gmCsEcQhHPXBKo6/qowY+WL3HBLezQ6DTqDFv8QPwLDA9DoNGh0GroOuoFXf55WrWMqisIzfV5g38b9uJ1unHYXmclZTB3wMhnJmVfomVwH4I5Jg9D7lM1Aq9QqGrdrQHidyn9o7+09lKzFCSR89hsZP+7l5+lzK8wAA6zath6zvbxZkiiIrN+z+fKewFXgrYefJyo4HB+9J+g26PQE+Pgx75n3AEg4eYgXv3kXu8uB2Wal2GbBYrcx9JUx3h+I8zHoDMRE1P7XJf+OnTlVYfOoVqMhJesssiyz9eAuVm1bT25R2Yo4sQJjoQttv86/T2XKKKIoEhISQrNmzejUqRO1atUiLy+PHTt2cODAAUwmEzk5ORw4cIAWLVpUKQivLqUa506n0+tyWBEGg4GYmBg6dOhAq1atUKlUHDlyhJ07d5KUlITZXPFnDqCwsJAcUw5BwUHebLqiwLr5G5AkiYAwf2xmG189/x2ph8+QdToLt8uN2ykRFBlE805NiaofSVFuMX7Bvt4mVLvFwfE9p3jgtZHoA7QUZhehFrSMfu0+Xl08jdCAIES1iCIqlMasgiKgFlXYnQ6vnGkp+eYCTpvSyCsuwN/HD6POgAj4GX1oFdsEURaICongRMZpokMiiA6JRC2qUKvUGLR6TIU5JGelEeof5FGWKXEk9cgWekoQNWoNTWrXRxBFfAxG2jRsQZBvAGrxn+ytiMDTtz9EmH8wof5BdGjcmpyiXAKN/gT6+BPkG0BEYBgqseLGR0EUkEoaQKEkqNcbGdtvJCdTkihyWHFJbhxOB8fOJmGxWSi0FHuz26UoKBRZi0nKTMXqtOPr44u/rz8//LWS2kER5JW4DZfeEJjtVh796Hk2H9he7SDc+9xFkZjmdWjcrmGFQbjD4SAhIYEmTZqU0/gWBIHAwEAaNWpEp06daNKkCZIk8dVXX9GhQwf69u1L165duf/++6s9r8ro0KGD13DH6XSyaNEiBg4cWG6/wsJC/vzzTwYNGuTdZrFYKC4u9v593bp1tGx5bSVBL5oRFwThd6D8mjxUJyLtqihKuiAI4cB6QRCOKopSrSilJIB/BKBu3brVGVplfAN9eX35C5gLLViLrISW1E0V5hSh99GhN1a/rODIzuNkJGUinWc773ZKrPh0DePefrDSsYqisHdDIge3HiE4Moib7+qGb0DVDSNqClmWyc8qwDfQB51Bd/EB1wjdh3XlZEIyP733MxqtBkmSqN0omleWPH/RsWqVmobR9S66X4CPP2qVulyDp0oU8a+GNKHdaefNhXP4+refcEsSd/W4nen3P0WAT9UbYy6FiKAwjs77k4Ubl7Pz6D6a1W3E/X3uILikaejb35dgd5VvCBMFgTU7N3BXj/JfhtcKXVt0YNfx/TjPy4rbnU4MOj317utEfnERgiDgdDl5ZdTT3gbaYd0G8OOfq3CdU7qjUakZ3LX/9Wz4NUTpa1FVeUJBEAgKCiIoKAhFUSgqKiIpKYn8/HyCgoKwWCwYDIZKA+VLoarlLuej0+m8boQul4vs7GxOnTqFzWYrp1Ve+li3wV3YuWoPoijitLnQaNU4LHZ8agWRn1VATloeaq0K/1B/NDoNap0GjVZDQKgf+aYCOvRvS2ZyFhlJWTjtTkyp2UiSzIqP1+BQ2Xno/XuJCI5A72tAo/Vco3cffYGnv3yN3IJ8T3mKAipUiBqP62aA3hen0+mt5e/UtA2rd/yBr96ILMtoNBpC/AJwuSWcdid+fn6ejLWioBLV+BiMaNQaHC4nhdYiBMXzm5SUkYpGrUatUiHJMn5GIw6XE5WopmmdhhRbiwkPDMUluTl+NqlkX7X3fTC4cz8e6jeCgW17YbVa+ej373C53aTlZuByu1CJauLqNeVURgpnstPRabRIsuzpqVEUT1lKiayiSlTRul5T7E4ny/7+FY1Wi9Vhw+V2oxJVSLLEyYwUVCoVQb6BmApzypRbOF1OtBotVruVw6knMOj0yLLMiJsGcjDtOJn52Qh4Vh0V2WNItnzv74wb9kClSaJLpTQIb9y4MUFBF++FMxqNxMTEMGbMGDZt2kRkZCQnT54kPj6eCRMmMGbMmMueU2WGO5999hngMesBWLZsGX379i1jrJWVlcWQIUMAj6zhyJEj6d+//2XPqSa5LPlCQRCOAT0URckQBCEK2KQoSsVaSv+MmQ6YFUV591LGQ/XlC11OFxt/3MK21bsIiQritkf6E9u84mA++2wOmclZ1G4cTVB4YJXPURmbFv/FOw/Nxlpc3jak66AbeH35ixWOczpcTO7/Esd3n8BmsaM36hBVKt7/YwZN2jeqcMyV4PfvN/LxpLkl81foO6oXj88ei1ZXcVNRTVCUV8ye3xPQ6DR06NvmsoP/wpxCju89RXBkEA3iLh5cV4fjaUnEj+3rbfArxc/gS+ZP+zDqL66yoSgKPZ6+o4x6iVatpUGtuiR+7rFev1L8tmsTL81/l1MZKbSMbcKM0VPo2vIfF9ZHZz/HZ6sXlBvnqzcy5/EZjOp7+fV/V4qM3CxaPNyTQmuxdznZqDNwX+9hrNvzJ6ez0sr8GProDax67Rtuju9KblE+N04cwtmcDOwuJ3qNlsjgcLZ+sJywwJDLmtd1+cKaxeFw4Ha7q+2UqSgKJ0+exGq10qJFC29ZSE5ODlqtloiICMLCwiptoKwKpbrL9erVIzy8ZhZ8JUkiJ8ejF202m9FqtTidTtq2bYtKVLFu/kYO/HUY3wAjt43tz0/vLCM3M4/C7CJyM/JwWp1o9BrUWjVN2jcitmUMOWk5NOnQiP4P9saUms37Y+aQfCAFQRTxD/VDH6BDROT9DW94zYPOZffxRFbv+IOv1i6i0FoEgoBGrSY2rDbvjnoeX1GPKIqEhYXhwE3vaXdjc9g9q2fh0TicTsJ8g8goyvZmeCOCwjibk4lOo+VEejIOlxM/gw9uScItuVGr1PgYfMguyEFVMkYtem6W03Mz8dEZ0ajVnM3N4mjqSYw6PfmWQgACfTzqMw/1v4tHBtxLqF8QEz9+mfkblyDLsvfNGh4Qwo0tOrD54A6sDru3GbQiGtWKRStqsLns+Bn9vM7DpX04GpWaIL8A6kfWZfvRfZRYEaFSqdCqNCgoOEqSHnqtHkEQiKvXjLCAENbv3YzT5fFqUKvU6DVawv1CmHHnUzSp59HP9/X1vewkgdPpZN++fTRq1KhMjXVVxo0aNYoePXowceJEBEHA5XKRm5tLZGRFedz/Sa5Z+cKVwCjgrZI/V5y/gyAIPoCoKEpxyd/7Aq9Wdfzl4rA5ePzGyZw5dha7xY6oEln9xa8eCbu7/qkRcjpcvHHfu/y9cidavQaXw0Xf+3sy8ZPxl2VB3rhdQ9yu8svjOqOO1j1aVTpuxae/cHTncRwlmub2Epmq6cPf4oekuVclK7fn9wTefWSOdw4A677dgNvpZsq8iVfknL/M/Y0PH/8ctUZFabv6a8tfoG3P1pd0PHOBmXkvfc+mH7eAAD3vvomHXr+vxlYWGkXX440Hp/D8vJleq2FRFFn12jdVCsIBth7axZ4TB8qolzjdTs5kZ7B8628Mv6l8I01NsGTzL4x6e6K3KenP/dvpO3Uka2Z8y02tPU5rd3S7lQW/Ly2nle6WJfp36HFF5lVTRIVEsPuTNTz31Vv8vncLgb7+TBzyMB2bxvP9hmXlGoAsdhtzln9NXP3m+OqNHPzyD37bvYnDqSdoVrcR/dv3uKzvguvUPElJSfzwww8MHDiQBg0aVPl7UZIkDh48iNFoJC4uroxiRIMGDSpsoAwPD69UoaUiCgsLOXz4MM2bNycgIOBSn2I5VCoVERERhIeHc+rUKfLy8vD392fv3r0EBATQcXAb+j/YC1EUsZntxPdsxdqvfsdmtmM329HotOiMOhwWBymHzzDps/FlbM2jG0bxwKv38PGTX+ITaMQpOTEYDNiLHJgLzOgM5QO0RtH12XLwDVyyu0QSUCYutimLX/ycUH/P/na7nT92beHhj6dgc9hxy27csoTZaqV1ncZ89OQM/jy4g9OmNBpH16dHXCe+Wb+YzQd2UC+yLlsP7URdEsyG+AVz5MwJzFYzapUaAU8Ph1tyExEYhkal5lTGaUL9g0nKOI3d5bGel2UFjVrtyVZLLj5a/g1rdm5k3lPvcbYgC1FQeV1AwVN/vv/UEbo0aceprBQyC3KwuxwVNg+ezjpLo+hYRFGkbngtDpw+ioKCKIiEBYQQYPTj5tad2Xk8AYNWhwI0iKrLqYxUHG4nBq0OWS65mQTaNmzlKW0dNpazORkkJh1GFEUMWh2iqKJ5gyb06NqdgvwCkpOTsVgsBAcHExYWRmBgYLVLVkqD8IYNG1YrCHe5XDz00EN06dLFG4QDaDSa/1IQfkW53Ix4CPATUBdIBYYripInCEItYK6iKAMEQagPLCsZogZ+UBRlxoXGX+y81cmI//zRSr6YOr9MMAmg99WzImehN7M7+/HPWPPVOpy2f5axdUYd9784gpFTy2b9FEXh0Laj5GXm07xTE0JrXThDNuO+d9ny8zbvHFQaFYFhAXxz+NNKA8KHW0/g1P7T5bbrjTo+3zubuk2ufBPgxB5TSfzzYLntolpkyryJ3HxXNzTamsvWph49wyNtn8RhK1tKYPDVsyT9W4x+1TNVkdwSD8VNIP1Uhlc9RaPTUKdxNF/sm33ZQdVfB3dy/8wnycgzIUkyjWvXY9rIxxnW7dZq1Ud/8PNcps59o1xjIXicJt8f9/JlzbMiFEUh9t4bSDWll3usfeM4dn28xrvffW89wfK/f8Nit6ISVWg1Gt58cCpPDn243FiH08GPf65i1bb1RASFMva2e2lVr1mNz/9y+GPvXwx9ZQxFFRhyeOo3BURR4MF+I5j16Ms1Xut+PSNecxQVFfHDDz+wbNky8vLyGDBgAIMGDaJJkyaVBuUOh4P9+/dTq1YtoqOjL3qO0ky5yWRCEARvUK7XV16qaDKZSEpKonXr1mWMgGqKUolFlUrlfa6KolBQUIDJZCIvLw+NoGH1+79TZPJkqN1ONxlJmV4pR7VWTWjtEMa+M5pmNzQuc/zCnCJeGjwDh8tBYHAgTqsLrUHDaytf8JaknMvGxL+5+83HUItq1GoVNocDt+xmy3s/07zuPyu4HR6/leTMMxh0etxuN1aHjbYxLfj4kVepVasWAQEBFb5ukiTx9BevsvnADtRqDWpRRBRFDqUcB/CUkqhUqEQVIX5B3HZDbzYk/IXV4SA9LxO1qEajVmF3OUFREEUVKlFEr9Gh4KkpN2h1ZBbkeN1YS9Go1Hz40HTe+vlT8q1FFX5vlO5n1BupH1kHp9uFKIokpacgyTKBvv7c3qkP7zw8jbScDLYe3sMnq+bjltycOHsaUNBrdRRbLeg0WgJ9/XFJbgKMfvwx80cyz6bzydoFbD62G0mW6d6yI6/e/zRRIRFl3hP5+fks3riKH/5aiaTI9G93E8/cOQ7DRZJCTqeThIQEGjRoQEhI1Vf83G43Y8eOpVmzZrz44ouXnCC8mGvmpk2bGDRoEPXqeVa0hw4dyksvvVSlsTXItZkRVxQlF+hVwfZ0YEDJ35OACtOZlY2vSTYs2lIuCAewm+0smbWckVOHI8sya88LwgEcVgdLZ68sE4hnpZp4utc08jLzEUQRt9PFoPG38ui7D1X6Jpz6zSSatG/E8o9/wW6203XQDYyaPvLCWdlKjqVQuWxPTZORnFXhdtktM+vRT/hi6jfM2foOkbERFe5XXX77dkOFqwcIAttW76LX3TeVf+wCbFu9E9OZ7DIShi6Hi4zkLHb9tpdOAzpcYPSFOWNK55bn7i3TqHn0zCmmL5jFiJsHV+tYsRG10aq15QJxo85Aw1qxlzzHC+FwOUq0tctz8BwddUEQWDD1Qzbs28rPf63xlHb0GUZc/fJGCnannRsnDuXomZPeoH3ebz/y+cSZ3Nd72BV5HpfCDc3a4JYqlm08V87x63U/YnPavY2r17n28Pf3Z9y4cYwbN468vDxWrFjBSy+9RHp6Ov369WPIkCE0b97cmx0sLCzkyJEjNG7cuMpZv9IGypiYGOx2O9nZ2Rw6dMjr7BgREVEm2E5NTSU7O5t27dpdVllLZbjdbvbv309ISEiZmvPz69/Xfb8BU2o2xiC9J+kgeExcImMjUGtU6H0NmPOLvU6gZdAodLm/A9u+34O10IoxwIdH33uwwiAcoNhqRlZkVCqRQksxkiyjKDKPfDCFeU+9S+PaHiMWU0EuarUngy2KIipRhZ+/L6GhoV5pvHOlJm1OO8U2C6Ig8NehXSRlnfEoqxh8CQkIwt/oR4GlEBBwSxKyrJCZn8283xYRGhBMTmGeR81FllDcJXKB/KOa4pbdiHhMjLQabbkgHMAtScz6ZR5GgxE/Hx8OpZjLGfT4G3wJDwyhflQMcfWas3L7b0QEhRHfoAW5RfkE+gbw3F2PMXnuG+xPPkJMeDSfTJjBgeSjfLn2B3z0BgrMRZjtFk5npWFz2FGJImqVmg9++px7ug7i06dnXvC3XxRFknPTWLTjF4KDghEUhdU7/8BmtnJHp1sICwsjLCys3A2ky+UiISGB+vXrVysIlySJCRMm0KBBg8sKwiVJ4rHHHivjmjlw4MByZj3dunVj9erVlzT2Wuc/76xp9K/8TnD+Kz/Q485uhEaH4HRU/MNsLizrFPjC4NfJSM5CPkdjedXna2l2Q5NK3RpVKhV3PDmIO54cVOHjFXHLg3348rnymfzgyCBqN7o6hiItOjUlOy2njPNaKXaLHafNyYx73+Wjv96pkfPZzHYkd/kvQkWSsVsubkd+PqcSk7GZy49z2BycSky+rED8818W4HSXbdCUZIn03Cy2HNhB97hOVT7WrTf0wt/HF4vD6q1lBo+6x8iegy95jhdCp9Hhb/ClwFJU7rGKjIt6tb2RXm1vvOAx5/36I0dST3hLXSRZwuaQeHT2c9zRbcA140rpa/Bh1qOvMOnT6didDmRF9hpmnIvNYWfhhuW8P+4lAn1rrrTgOleG4OBgRo8ezejRoykoKGDVqlW8+eabJCcn06dPH4KCgvjjjz9YtGhRmWau6qDX66lTpw516tTB6XRiMpk4cuQIbreb0NBQrFbPjXmbNm0uSc3iYjgcDhITE6lbt+4Fl/0FQUBxKRiMBoJDgnG73ZjdxfhH+GKxWNCo1TjsTm4Y0J6655kC5eTkcPLkSQbedytDHxiMpcCCX7AvKnXlK4idmrZBp9aSW1TgDVJLS0Y+XDGPOY+9DkCDqBgSkw4jKHhr+ru07OhdZZBl2ZvV/2rl9/y0ay1qtZqc4nyPyorBI0totlpwSS5axjYhMekwNqlktVkUcUluFAVyCvPQqDXILofnT0XBV+uDosgoKPgZfSk0F6GgEOIfRP2IupzOTCsXZOs0WoqsxdQOjUIQBBrWiiUpMwVBEJFkiQCDL7UCwlFrNfRs1Zn3l88l31JEiimd6JAIAnz8aNuwJRM/e4XDqcfxN/iSkHSIp798jddGPYtOqyUsIITwwFCSMlMxFOTSpmFLdBodZnMx248nMGPMc1UKdHef2I8oCBh1nmA7KjSCNEs2zZo1895ASpLkdczU6XQkJCRQr169atm/y7LMpEmTiIiI4NVXX72s5GB1XTNrauy1xH9ei2vw+Fu9Vq7nI0sya75ah1anIaZZnQr3adnln2X19KRMzhxNKxOEg6d+++cPV9XcpIGB426hZddm6H30iCoRg48enwAfXllStQ9kTTBq+kj0xspdIGVZ5uiuExTnVy6pVR26DrqhnNxg6Xk69Gtb7eNF1Y/E4Fv+eDqDjqj6l1e7djL9NE53+VISgDPZ5cs9LoRGrWHrB8vp3KwdWrUGrVpD6wbN2fL+z1csABQEgaeHjy1Xx27UGXjx3omXdMyf/lxVxjynFJWoYsfRfRcca8rP4dkvXqfVmN70mzryiks/PnLrPWx6bzGj+t7BgI49CfKr+Dpr1Goy87Kv6FyuU/MEBgZy3333sWzZMjZv3ozJZOKTTz6hoKCAGTNmsHPnzjI3vZeCVquldu3atG3blri4OEwmE4WFhZjNZpKSkiguLq6wlvhSMZvN3hreqtTeNm7XEPAkOBQZXHaJgWNuZfK8J+n/aG9uHtOFhr3qkpqais3m+dxmZGSQnJxM27ZtMRg8yiiB4QEXDMIBwoPCaN2gBaqSspdSt8x8SyFrdm1g+OtjWbb1V76cOJPwgBAcbicu2U3fdt15dthY73FEUSQ4OBjRV8vKAxsJCQgmwOBHXlEBLrcnwBbwqGi4ZZliq4XGtRt4mzVLpQQVPH0soiCg1WhRlZSi+Pv4Mv/ZD2gR04TsglysDptH6jC6PgoKOq0WreqfeEFAIDayNrERdSi2eX7nfPQG6oZGM/OuZ1n3+veMve1e+nW6mYf7juD9ZXM9SimCiMPlICkzlRNnT9O5WTuOnjlJgNEPtVpNkG8gRZZi1IKKdo3iSMvN5GxOJha7jfDAUHwNPjjtdhwuJ1FhEVX+zQ/2DSxjMGRz2gn2C8RgMFC3bl3atWtHmzZtMBgMnDp1ii1btqDRaFCpVFX+PMiyzLPPPouPjw8zZ8687BvOilwzz549W26/bdu20bp1a2655RYOHTpUrbHXOv/5jHjn2zrSpmccO9fuKfeY2yWRn5WPoig0iK/H6UOp/zwoeOqxH5v1j/SOtciKWMkXkuW8zPnlotFqeOe319i/5RAH/jpMSFQQPYbfiMH36mUVY5rV4eNt7/Ll89+y/ZddFWbGAeSL2P1WlbY9W9Pp1vZs/2U3dosdQRDQGrSMnHrHBXW/K+OmO7ry2TPzcFid3i8ZUSVi9DNw4+DOlzXXm+I6s3r771jsZQNPSZLo0CS+2seLiajNXx8sI7+4AEmWCQ2oerPMpfL83Y/jdLmYtfQL3LKETqPl5fue4oG+VTcpORd/Y8VyjbIi46uvPANpys8hbmwf8osLcbqdHDx9lL8O7mLmw88zYfDoS5pLVejQJN77Wt31+qMs2fxLuay4rCjERFy8jvg61y4ffPABarWapKQkJEni119/5csvv+Txxx+ne/fuDB48mE6dOl1yz0hpzXndunWpVasWbrebnJwckpOTsVqtBAcHExERgb+//yUnUfLz8zl27BgtW7bE17dqcnX142K576W7WP3ZrzhsTm6+80b6jroZtUZNg1b1vHPPzs7myJEjWCwWRFGkVatWl1RSoxJF4mKbcvRsEjqNFpvDxumsNLRqDQlJhzmdlcbobsNY8dyXqH10+BqMhAdWnIVNzvKYtxhLSn6CfAPIKshBVmTcLhm3203b+i1pGtOQxOTD+OiNFFmLyzUiWBw2fPVGmtVphNVpZ874V1mzexMFlkI6NoknJessOcV5nMxIIdDHn/t6DWNDwlayC3Nxul00qlWP1a9+Q05RHuM+fI4iazEut5sRnW7lwSH3oNVq6dKyPUu2/MK7Sz4nz1KIoihl/AscLicvzn+btNxMZFlBrVJTKyQCrUaDj8HIa/c/w6b928ktyiMmvDZfrP2BQ0meRk8/Xz/u7HY7076eSZ65kJ6tu3BHt1srfR/d0uFm1uzayOmsM1CSGR9/W1k9b41G43XMbNGiBRqNBpPJxLFjx/D19SUsLIzQ0NAKJTxlWeaFF14AYNasWTWy6lMV18y2bduSkpKCr68va9asYfDgwZw4caJajpvXMv/5QFwQBJ6c8ygPNH8U13nlJ3ofPR37t2P1F7+yddn2Mo+JokinWzuWsUGv1zIGdQWBuFav4abhXa/I3Ft3b/mvOnAa/Y207dkaS6GFw9vLuo4KgkBs87oEhFY9aytJEjvX7uHozuOEx4Rz8503epswBUHgxYWT2fnrHjb+uAWdQUv/B3rTvFPTS5q7zqDj4+3v8vaDsznw12EA4rq3ZPK8Jy9bfvH+3ncw88dPcLmzvHXFRp2BgZ37eOshL4TD6SAjz0REUGiZko0gv8DLmld1EEWRVx94hhfueYK84gJCA4K9OruXwmMDR7Eh4a8yNyeCIBDiH0S7xnGVjnt38efeILwUq8PG1K/e5MH+I6qsPnM5vHzfJNbs+KNMzb9Rb+D5uydcMyU117k0xo8fT0hIiPcHesiQIQwZMgSHw8H69ev5/vvvmTRpEl26dGHw4MF07dq1yoGo2Wzm4MGDZWrO1Wo1kZGRREZGIkkSubm5nDlzhuLiYoKCgoiIiCAwMLDKAUNWVhYpKSnEx8dfsEG0IuJ7tCL+AupcOp2O6OhoLBYLarWa0NBQkpOTsdlshISEEB4eXuUbiCC/APYcPwB4TGdcbhdqlQpfvQ9mmwWbzca+1MOMv7Ny74xSIoLCvAGtSlQRHRZJsd3i/Y6oE1aLF+98nBOpSSSdOU2dkFokSWewOsqbqymKQqBfAC8NmkTHpm2Ysegj/Ay+qEQV9aLqoFap6NC4NZOGPkzTOg3ZfTyRE+mniQoOp3vLGzy17CX77Diyj6iwUG67qR+vL5xNdlE+/dr3YPbyeQT7B6JWqbGfJ2/oklycNp0tFQErUcRK55YOPWhWpyGiKNK+cRx5xQVEBoXxRJ/72ZN0gKCQYKLDInlx/rvYnXa0Gi37Th7EbLMwut9dFV43P6Mvnzw+g+1H9uJ0u4hv0ILIoLJJLLfbTUJCAjExMV5JzZCQEBRFobi4mOzsbFJSUtBoNGXqyhVF4dVXX6W4uJgvvviixkqvquKa6e//j6rPgAEDGD9+PDk5OdVy3LyWuSzVlH+L6uqIA8x+/FN+/foPb62xzqijYet6zN48k/ubjSP9ZEa5MVq9hlUFP5UJ2rYs+5sZ976Hy+FClmR0Rh1h0SF8umvWv2K2c6WQ3BIfTviM1V/+hoKCIArIkoxao8btdKM36lBr1Xy4ZSb1WsZW6Zg2s40nu08h7UQ6NrMdvY8OjVbD7C0zqdci5oo+H7vV87pfiilTKYqi8NvuTSxYvxQFhYGd+/L3od0s+/tXfHRGHr39PiYMGn3BzJqiKLy58CPeXDgHBU+2+PFBD/LmQ1OvSE3p1ealb97l7Z8+9brH+RqM/PH2jzSLqVz7vvUjfdiffKTcdn+jL7+/veiSVhguhf1Jh5ky9w12HNlHeFAoz9/9OPf1HlbjGZbrqinXHk6nk40bN7J06VL+/vtvOnTowODBg7npppsqlSzMy8vj+PHjVc5Sy7JMXl6et4QlICCAiIgIgoKCKv3sp6SkkJubS1xcXI2aDJ07p0OHDqHX62nYsKH3vV56A2Eymbw3EKUNlBV9HnKK8hj26iMkZ6bilmUcLgduScKo06PTaHG53DjcDsbccg9vPnhxVQtFUZizcj6L/lyBSlShU2uY+fDzuN0SkiITERDCQx88S5HVTFZ+tqdWW+fLmfzyDehatYY5j73OPT09pi6Pf/Ii24/uI9TP09RqKszl6TvG0qx2A1QqFc3qNGTtro1sP7aPqKBw7uk5hLGzp3Ig+ShqQcSNTE5hHpIiIwoeN88Q30DCg0PZn3Sk0nIkvVaHoii4JTeioOLxPvcyqs9wdp4+wBe//YCA5zd28qBHGNC9D4IgsGzrr7y9+FMigz3BtMPlQFFg7evlvR2qQmkQXqdOHSIiLiyyYLPZyM7OJiEhgddee406deqgVqtZvnx5jb4X3W43jRs35o8//iA6OpoOHTrwww8/0KJFC+8+mZmZRER4SnR27tzJHXfcQUpKCpIkXXRsDXLFUu3/bwJxRVH4a/k2Vn62FrvVQe+RPbjlwT5odRpuD74Lc3750hK1Vs2S9G8JCCnrbph8KIUVn6zBlJpNx1va0W9ULwwV1Db/r+J2uXmy+xQObz9W7jG1Vk3vkT1o2rExvUbedNGbD0VROLrrOIl/HiRx80H2rE8oszIhCAL142KZm/BRjT+PS0GWZazFNox+hnI/jmNnTeH7Dcu8mto+eiN33zyIL5+qerPqZ6sW8PTnr5appTbqDEy5azwv3TepZp7Ev0xGbhZ/HdxFsF8gPVp3vuiS/y3P3cuvuzeV267X6jg6709iIq68VOfV5Hogfm3jdrvZsmULixcvZvPmzcTHxzN48GB69uzpzUgfP36cwsJC4uLivHby1eHcpsT8/Hz8/f0JDw8nJCQEUfSoeBw/fhyXy1VG9aUmOVd9JSam8kRIqSxeVlaW9wYiPDzcU8tdMq+dxxJ4du4MQvwCsTsdWBw2Dp4+il6jxelyI4ggCCJb3l1apRXDUpIzUykwF1Evsi6Bvv/8Dj82Zxp/H9lDsG8gheYiTmacJsQ/GFNJ+cq56NRahna9hbkl39Np2Rk8/MGz5JsLkRWF5nUbkZmXTVa+yVMnrtHhcDqxuxxkF+YiCiJqlYpI/1DUOi3pOZkUWovx0RtRq9S4XC4cbgeUqLNUhEoQUavVXpdNjUrNvKfeI8ovlLEfP49Ro/Nk010OQgKDWfHKPARBYMW233jp23cx26yemw2jH9FhUax57dsqX8NSSoPw2rVrV0vfW1EU3njjDbZt20ZYWBhHjx5lyJAhTJ8+vdpzqIw1a9YwceJEr2vmtGnTyrhmzpkzh08//RS1Wo3BYOD999+nS5culY69QlwPxM/lUgLxC/H8wFfZvnpXuTvZ8LphLDo971+tOVIUhWO7T5CRnEXjtg2Ibnjll13Wfr2e98d9XKYMpRRRJXL/SyMY9dLIix5HkiSmD3+L3ev24nK6kd0SFb3dNDoNi1LmERxxcTvdK4WiKPz47s98/8ZP2C12jP5GHnztXgY9eisA+04e5MaJQ8o1Ixp1BrbM+pm2jSpf/j2XuiM7VtjM6W/0o2D54f/J+rbL5Y+9fzHwpdFlrq1GraFzs3b8+f6Sf3FmV4brgfj/DpIk8ffff7NkyRI2bNhAs2bNUBQFWZb55ptvasTgSVEUCgsLMZlM5Obm4uPjg91uJzAwkEaNGl2R74RS3eg6deoQFRVVrbmeq1Xu6+tLeHg42dZ8Hp3zPKH+nuDc7nRwOPUEPho97hJZw2eHj+OBPlXrP5EkiX2nDmJ12Gke08hrClTKoOkPkV2Qi1qlwm63U2S3UDe8FgdPH6PwPJ1vg0bHgPgePDvoEe/Njs1p58iZk2g1WhZuWMbqnRsI8g1AUWQOphzH3+iHxW5Bo1LjcrtxS278ffywOe04XU5kRUEUBNQqDYLgma9KVOGooIFfLapAEJBLymwUoGfrLix54XN2Hk/guXlvoRe1KIqCKIpk5Wfz8cOvUL9uPZLzzjL4lYeRZAlREHHLboZ3u43Pnnizyq9Z6fVMSEggOjq62kH4Rx99xK5du1i0aBEajQan08mJEyeuVNb5Wuba1BH/rzB25mgSNx3AYXMiuSVvk+DET8b/q4FRYU4hz/R5kbQT6YgqAbdTosvAjrzw/bMX7WK/HP5Y+GeFQTh4PpiVNW2ez7pvN7B73V6vK2illMhY/Zss+WAF86f/gL1ELrIot5jPnpmHzqCj/wO9+XXXpgq/ZB0uJ2t3bqxyIG4qyKlwe7HNjFtyX1E7+2uVXm1v5J1HXmDKlzMQRRGX203HpvEsffnLf3tq1/l/jkqlolu3bnTr1g2bzcawYcPIy8vDZrPxwAMPMGjQIPr164efX8WNylVBEAQCAwMJDAzE6XSyd+9etFoteXl57N+/n/DwcMLCwmqsHMBqtbJ//34aNWpULd3o0rmeq1VeXFzsKV/JzqddnRb8fWofWrUGWZEZ33MkrZq1wOZy0Ci6Hi1jm1TpHG7JzaTPX2HnsQREQUSv1fHp42/QtE5D7z43NPG44xo1elAJSIrEyJsHs+3IHn7+61esznMSJoLACw9MItI/FJPJRHJysqc2vuS6nspMRVdi2qWgIMsS+cUFIHiyyKIoeqQOLUWoVZ6stiy5kRXFW7OuVqkJCwymwFKM3WlHkmQEAYx6Iy1jGmNzOkjKSMHP6MvTw8byyC0jEUWRqKBwLFYrGqOKwIAAiqxmakVE0axRU3Jzc/ntrz8I9Q30lIai4GfwJSOvYn+PyigNwmvVqlXtIPzzzz/33oiW9k1otdr/j0H4FeV/vyi1BohpVocvEz6i/+je1GsZw42DO/HBpjfpfOul60zXBDNHf8DpQynYLXasRTacdifbVu9i8azlV/S8FyqzUatV3DT8wnrSpaz5at1Fg3BBEKjXKpag8MDqTLFGURSF7974yRuEl2K3Opj/ykIA/Aw+ZWStSlGr1OiqYXvdql7Fjaf1Iute9SD8z8RttBnXF1XfuoQNa8WbCz+6bEm3S2X8wFGYliTyx9s/cvTrP9n03hJC/P+9FZLrXOd8nnrqKQYMGMD27dvZt28f06ZN48iRI/Tv358RI0awcOFCCgsLL/n4NpuNffv20aBBA9q2bcsNN9xAgwYNsFqt7Nmzh3379nH27FmczoplU6tCcXExiYmJNG/evNpB+PkIgoC/vz8NGzakc+fOvP7wFKYNfYyhbfow9sa7GNZtADe37sKQrv2rHIQDrN7xB7/v/QsUj+a/w+VkxsKypYt3db6VVrWbYCrO5WT6aWRF4dPVC4iJqE14UCg6jRaNSo1apcbX4MPCTSu8c+3UqRONGzfG5XKRmJhIhCEIs9WCJEsUWcyAgCgIoCjIJUu4tYIi0Gv1hPgFoteW/X0UgFC/IAotZhRZRq/RE+jrzx3dbiU6JAKNWotWo6Vx7QbUCavFuFvv9ZYfmXMKebDncFxI5BTloxJVvPXgcwQGBtKgQQNaNmuBj9GH2iFRRPqFIkgKSAoWS9VU2kqD8KioqGqvfMybN4/169fz008/VdoncTF+/fVXmjRpQsOGDXnrrbfKPf79998TFxdHXFwcXbp0ITEx0ftYbGwsrVq1Ij4+nvbt/9sLiNdLU65RbGYbA0PurjAzHRkbzsLkeVfs3Dt/3cPLd7xRYRA9avrdPPDyPVU6zmOdn+Hw9qMVPiaqRHQGLVqDjo/+eps6jf89iTi3y01f3ZAKm2zUWjXrHcsx5edQ777OFepk6zRa7uk1lE8en4FOe+F60S0HdtD/uXvPqxHXs2jap9zeuc/lP5kqYHPYSDx1mF6TR5SrVX/09vt5d+yLV2Ue/1+5Xpryv4nT6awwIFEUhYMHD7JkyRJ++eUXwsLCGDRoELfeemuVg93i4mIOHjxI8+bNCQioWIXKarWSlZVFdnY2KpXKa4JT1Rr10ubSuLg4jEZjlcZUl1KFl6ZNm3pLWBRFISwsjPDw8Iue12K30vf5eziSegKNWoNKEKkfFYNeq+P3tzxJkdTUVHJzc/GPCGbEG+MJ9PVHo9HgcDmxOex0bNKa7/5YhkatJjQgmCDfANySxN+VJLDyCvN59MPn2HfqEGaHFRDwN/iQWVJvrtVoaFq7Ia3rN2froZ0kZaQinVOHLgoCGrWGIN8AXJIbtyQxpEs/bu/UhylfvUFOUT4OpwNJlqkfVZddH65GEAQOHTqEwWCgQYMG5BTlkV9cSK2QCHz0/1yjAnMRD816hvScTBAEREFk8uCxxAREYrfbCQkJISwsjICAgHKrypIkkZiYSGRkZLWVRL799luWLl3KypUry7jGVofSRspzXS8XLlxYxmzn77//plmzZgQFBbF27VqmT5/Ojh07AE8gvnv37moZDV1hrpem/H/DYXNU2n1dkVtkTdKhX1sGP3YbP3+4EkEUkSUZURSY9t0zdBvapcrH6f9AL5L2J5fLNPsG+TBi8h1ExoRz4+BO6AzVb3a6FBw2B7/M/Y2NP/6Fb6APQybcRsf+7VBr1ITVCcWUWt64pU4Tzw1CeFAoP734GXe9/iiKImN1/PMaOFxOFm5YjiRJfDN51gXn0K3VDWx450demv8e+5OP0Di6Hq+Mepoerat+XS+VIyknePC9p9l1LBFZkcu9v6wOG5+snM/0+5/C1/DfUQC6znVqgsqygoIg0KpVK1q1asX06dM5duwYS5Ys4Y477sDf35+BAwdy++23ExYWVmEJXm5uLidOnKB169YXDFSNRiP16tWjXr16XkWLAwc8coGlgW5lQVNmZiapqam0adPmkppLq0JaWhpZWVm0bdsWtVqNv78/devW9TqQHj16FJfLRWhoKBEREfj4+JS7Hqu2/06x1ezJZosq3LJEcmYq9/UaiqIoJCcnU1xcTOvWrdl36iAajeafkgm1htyifAJ8/IkKDvdqlFsdtgt+nwUHBLHohU/JLsxj97EEnvvqLXx1BoKM/qQXZNO8biO+nDSTEP9gHpk9hRPpp8uMl0uUUOpHxaBWqZFkmR1HE3hvzIuoVSqsdmuJwZEKq93Guj2bCcRASn4G6w/9zYmzSUQFh/PyvU+VCcIBAn39+WrSu/y2ZxNmm5VOzdrSIqYx8I+yzdmzZzly5EiZJlpFUTzZ/oiIagfhixYt4scff2T16tWXHIRD1VwvSxsuATp16kRaWtoln+9/mesZ8WuQXev28t4jc8hKMZV7TKVW0ff+nkz+6skrPo+sVBP7Nh7AL8iXDv3aVlt72+1yM/XW6RzedhSb2Y7OoEVQicxcM524bldXG91pdzK+09OknUjHUXJjoPfRceczQxk9/R42/rSFmaM/8D4GHh3yV5c9T8d+7bzbrHYbHSfcxqGU8ooyOo2OrMX7CPDxL/fYv01eUT4NRnWl0HJhtz8/gy87Plp1QbnB61we1zPi/z9QFIVTp06xdOlSVqxYgVarZeDAgQwaNIjIyEgEQWDfvn243W5at259ycv/DocDk8mEyWRCkiTCwsKIiIjwBvWpqalkZ2fTunXrKyKBqCgKp0+fpqioiJYtW16wgdXlcpGTk4PJZKpQq/zjVfP5fsMyJFnidFYasiwT7BfAjtmrMaVn4nK5aNasGaIokluUz5BXHwY8xjXH05IotlmICY/mbG4m/kY/dBotapWKtx+aRu+23S76PI4cOcLahM0s/HsVp7POoNVoCTD40j62JVOGjOPLTT8x7/efyimzGLR6r8yqJEvkFRewbdZy+jw3kiJLMaJKhUGrJ7+4gG6N25N45igp2Wex2K0E+wUS4OOHQadn5Stfl2tMrQqyLHsbfvPy8nA6nYSGhtK4ceNqmTMtXbqUuXPnsnr16svqewBYsmQJv/76K3PnzgVgwYIF7Nixgzlz5lS4/7vvvsvRo0e9+9erV88rlzl27FgeeeSRy5pPDXA9I/7/hVP7k3lxyIwyAWEpOqMOnxI1j6tBRN1w+o/qdcnj1Ro17/z2Gns3JJK46QBBEYH0HNG9WgZANcXvP2zi7MmMMtfVbnHw/Ywf6XlXd26+sxs6g5avXlhARlIWdZpE88hbD9Cud3yZ4xj1Bq/V8floVCoy87KvSiC++1gis36eS0pWGn3admPC4NEXrKn+Zt1iHC7nRS23XZKb2mFVryW8znWuUzGCINCwYUOmTJnC5MmTSU1NZenSpTzwwAPIskxoaCjFxcWXrcus0+moU6cOderUwel0kp2dzbFjx3A6nV4zmvj4+BpReDmfUplFt9tNq1atLiqzqNFovPXKFZkdNYmsh6LIBPsFEhYYgikvh5E9h5CemoYoijRv3hxBEMjMz2bW0i/Qa3SkmM6iEkXMdgtNatfHR29EJapwS27G334/HZrEE1ev2QXnJcsyhw8fRhYUYurUQSV6mkSdbhf5lkK2JSVwPDeFjfv/9miHK6X2PAJ6rY5gvwCyC3PQqnU4XA6Gd7sNjVpDo+h67DqWQIDBH0mWcLtc7Es5hALYXQ50Gi2F1mKC/AKwO53sTzpCz/jqmwOKokhQUBABAQEkJCQQGhqKSqVi37593jKmUmOeyli5ciWff/55jQThUDXHzFI2btzIV199xV9//eXdtnXrVmrVqoXJZKJPnz40bdqU7t27X/a8rkWuB+LXGIveWYrL7iq3XRQFhj81mLueGVpt46D0pEzmPj+fPb8n4Bvgwx1PDWbQowOuioGMIAi06xVPu17xV/xcF2Lbqp1eM6dzkdwyY9s9ycfb36PL7TfQ5fYbLnqszs3bkZaTUa6xURBEYq+C5vVPf65i9DuTsDudyIrMnhP7+eyX70j47DciznNRK+VwynFsjguXNBl1Bsbddi9+xqpZaP+XOZB8hDkrvuGMKZ1bOtzM6P53XS/Xuc4lIwgCMTExPPXUUzz++OOMHj2a06dPo9Fo6Nu3L7fffjuDBg2iXr16l6UgpdVqiY6OJioqikOHDuFyuRBFkV27dhEaGkp4eDh+fn41olJVGrzqdDpvgFwdzq1zL9UqVxSFIfG9WbFvA3KJaVr32DZotVoaNGiAIAhYHTYeev8ZMvOzMWr1GHUGIoJCMeoM3tKOAB8/sgvzGN33rgv+zimKgt3p4MSx44gaFS/99AHJmakkZaQiK7LHhEcQySnMIzHlKAaDgTphtUjNTi/RDFdQCSJv3/8ch9JPklWQww1N2zDipoEAjLv1Pv7cvx1TwUnUgpouzdrx5+GdALhLJA/BU96oVqkx6C7dj0SWZfbv309YWBh16tQBoH79+t4ypkOHDiFJkvd9cG5p0K+//srs2bP55ZdfCAwMvOQ5nEtVXS/379/Pww8/zNq1a8v0VJTuGx4ezpAhQ9i5c+f1QPw6V4fUo2kVKlcY/Ax06Num2kF4bkYe49pPxFJoRZZlinKL+WLy16QcPsPEjx+tqWlf8wRFBCKqPPXu5+OwOXnrgVl8uffDix7n2JlT+Bl8EAURRVC8d/1GnYFXH3jmos2al4tbcjPug6llatTtTge5Rfm8tehjZj06vcJxHZu2YdGmlV4zolKEEnWAYP8gnho2hqkjJlzJ6f9PsHTLGu6f+SQOlxNJlvhz/3ZmL5/H7o9/IdD36q/mXOe/xXvvvUeLFi1YsMDjjmgymVi2bBlPPfUU+fn5DBgwgMGDB9O4ceNLCpglSWL//v0EBgYSGxuLIAhIkkROTg4pKSmYzWZvSUhFTX5VPceBAwe857hcRFEkJCSEkJAQmjZtyiOD7ycjI4OMjAwcdgd+tfyQJAm1Ws3hlOPkFOYRWrICaNDpScvJQKPS4HS70Ko15JsLaVK7/gWD8D0n9vPs3BlkZGcRExHNoK79SM5MJSwgmJSsNGRJxuV2eVVS8s2FtG3Ykr3HD2LU6bE7HQiCQICvP5/++h3ThzyBRqUmLCwMp9OJxWXjiU9f8mTXNTpkRWHf6cOoRBGHy4EA3mM4XS46NG5Nh8atL+n6ybLMgQMHCA4O9gbhpRgMBurWrUvdunW9pUGnTp0iJSWFNWvW0Lx5c5YuXcratWsJDq5+WUxldOjQgRMnTpCcnEx0dDSLFi3ihx9+KLNPamoqQ4cOZcGCBTRu3Ni73WKxIMsyfn5+WCwW1q1bx0svvVRjc7vWuF4jfhXJPpvD2ZMZ1GkcTUhUxW/4ORO/YMUna3C7yqqlaPUafkqbX87l82J8PuVrln6wAtd56isavYZFp/9dE53zURSFpbNXsHDmUgpzCqnXKpbHZo0h/qaqaXRfiJOJSUzo8myFJT/gKaNZZvoO38DKs8ELfl/KI+9PxiW5SwwWBNQqNc3qNuKFe57gju63XfY8L8aRlBN0nHAr5vMCaoCGtWI5Mf+vCkaBxWalyYPdycrPwS153gt6jY4OTeP5870l/7qO+7+FKT+HxZtXU2wzc0uHnjSPaUTE8HjyzWVl6HQaHVNHjGf6/U9f9jmv14j//0aW5UoDxNzcXFasWMHSpUvJzMykX79+DBkyxFsXfTGcTieJiYlER0dX2qQnSRJ5eXmYTCaKiooual9/PqWyf1FRUURHXxm1K7fbTWJiIuHh4QQGBpKVlUVOTg46nY5cZxFTvp1JiH+g5yZDlsk3F/Dk4If4aMXXAEQGh/PJhBnUCav4GuQU5THw5Qex2Wz4GX2xux1e4x4/ow+n0lM8SQtBQKfR4qv34YW7H2fojQN44pOXWLt7I1q1lujQCIw6A8U2Cyte/orIwDCys7MxmUysT/yLuX/+hFpUoVZrsLnsZBfm0bBWDKb8XBxuB06Xm8Gd+zKoSz9uu6HXJUnYlgbhgYGBF3RIPR+r1cqcOXP47rvv0Gq1dOnShWHDhnHLLbdUew6VcTHHzIcffpilS5d6561Wq9m9ezdJSUkMGTIE8LwXRo4ceSUdM6vKdWfNc/lfC8RdThdv3v8+W1dsR6PT4HK4uPmu7jw794lyxjzZaTk82OoxLEVWr3GOzqjjtkf6M2HWmGqfe0LXZzj0d3kJQZ8AI6/+PI22PS/tDvxK8PXL3/PTuz+XUVnRGXXM2vgGzTpWXYe2MtYt2MCbo96vMCRQa9SszFuIwbfiLvFiq5mI4a2xOcsG8ipRxYIps7m75+DLnl9VyMjNot59nXG4ymsJd2rWlm0frrzg2ClfvsGKbb+h1Wh5oM9wXhn1DEb9pXfGXw1Onk0m1ZROy9gmhAfVnJTV6u2/c+fr4wBwud1o1Rpu7diTtbs2Vnij06peU/Z/8ftln/d6IH6dqlBQUMCqVatYunQpKSkp9O7dmyFDhhAXF1dhUG6z2UhMTKRBgwaEhVVconY+VbGvP5dSR86YmBgiIiIu+zlWhMvl8lqxn699bbFYSM/I4NmvX+dYxmm0Wi2CIDC8+21Mu/txrA4bxTYLoX5BF6yJ33Z4D2M/mEKwX6BXReZsTiaFliLvZ9/pduGjNxAeGEqtkEgWTp1DiH8QJ9NPM/TVRwjw8UUQBM9Ks9XMujd/IPKc0sBPV33L89/MBAVkRcYtS4CnsdOoMxATHo2sSDx62yhsDhtdWnTwKqJUFVmWOXjwIP7+/tVemdi6dStTpkxh9erVREREsGPHDg4cOMDYsWOrdZz/R1yxQPy6oc9V4Mvn5rN15Q6cdheWQitOu4tNP23h29cWlds3rHYon+58nxsHd8Iv2I9aDaIY9/ZoHnv/4Us6d50mtRFV5V9ml9NNREz4JR3zSuCwOfjxvCAcwGF18PVL39fIOfre15O7p9yBWlu2IkulVtG6R8tKg3CAzQd24HSX13SXZIk3zjObuJJEhUTQpXl71Kqyz0GtUjPutvsuOvbbqbMpXHGU7CX7eWfsi9d0EF5kKab3s3cR90gfhr7yMDH33MATH7940YbTqmCxWRkxYzw2hx2bw45bcmN12Fi98w+c7vI9GsA1qYbz/5HFixfTokULRFHkQgmZysxE8vLy6NOnD40aNaJPnz7k5+dfjWlXm8DAQO677z6WL1/O5s2badeuHbNmzaJLly5MmzaNnTt3essYjx07xr59+2jatGmVg3D4pySkefPmdOrUiaioKHJyctixYwcHDx70KrGAJ9Dfu3cvDRs2vGJBuNPpZN++fcTExFRoQOPj40Ojhg1Z9PLnPH3HI/SO68p9XQbSu0FHTp8+DZJCRGDoRZVbss6kI4oiao3ne9ThcnoctTVaNGoNapWaIF9/An0DeHHkRH58/hNvM3yDqBh6xnchv7iQ3KJ8CizFDO7Sr0wQLkkSf+za4rn7FAVvEC7gKRMqshaTnpeFw+XmnSWfMWfVfEa9O4m/D1c9wXg5QfiOHTuYPHkyK1asoFatWqhUKrp06XI9CP+XuB6IX2EURWHV57/itJXNYDpsTpZ/vLrCMbUbRfPq0mmszF3I9ye/ZPBjt11y6cCdTw9Bc57soEanoVXXZkQ3uHbUMXLS8yp9jskHU2rsPA+8PJJWNzZH76NDZ9Bh8DMQERPOc/OfuuA4t9td0pxTntNZV1f79JtnZ3H+pVIUmdk/zy0TpNqddg4mHyW7IPeqzq+mePj9Z/jr0C5sTjuFlmLsLgdfrV3EZ6sXXPaxNyRsRVVRVtFhx8fg422iKsVHb+TJIQ9e9nmvc/m0bNmSn3/++YKNW5Ik8dhjj7F27VoOHz7MwoULOXz4MABvvfUWvXr14sSJE/Tq1atCx79rDT8/P0aMGMHixYvZvn07N954I19++SWdO3fmoYceYtiwYURERFxWo12pfX3Tpk3p1KkTderUobCwkF27drF371527dpF48aNa7SO+Fzsdjt79+6lQYMGhIdfOEmk1+p4eMBI3hv/Mk/f9xht4tug0Wg4duwYO3bs4NSpUxQXl5dqdblc7Nu3j87xHbm/73AKzEXkFxdgsVsZ0rU/vgYfGkfXp0ntBsSE10EtqhjUuS9BJb0hDpeTqV+9ye97t+CWJNo2bMVbo6cy/d5/fj9KjXSKnRYaRMZgPMeJUyj5n1FnpHFkPYrMRfho9AQa/VGJIu///GWVrpWiKBw6dAg/P79qB+F79+5l4sSJLFu2rFw9eVW5mGOmoig88cQTNGzYkLi4OPbu3Vvlsf8fud6sWQ3MhRa+m/EjG3/cgkar5tYx/bhj4iA02srruhRFqbQu2VpUfvm7pqnXIoYZK17k3Uc+Ijc9D4BuQzrz9BdXrynP6XDx17K/OXPsLLEtY+g68AZvJqKUkKgglErs1WOa/fNlkW8qQFSJ1a6VL0Wr1/L+H29wdNdxTuxLIjI2nHa94y9af9mmUeW65zr1pen/Xip/7PsLnVqL65wMvSTLnEg/zZ/7t9GjdRdm/zyXF75+G0EQcbqd3HpDL76dPBsfw5Vx1Dsfs83Cj5tWciwtibYNWzL0xlvQaqp+ncw2Cyu3rS9XgmN12Pjg57k8evv9ZbYXWYpRUMpkrYssxfy6exMut4t+7XsQGvBPAHGhrPpNcZ04nHKc9NwsREHE6XIyfuAohnW7tcrzv86Vo1mzC0vRwYXNRFasWMGmTZsAGDVqFD169GDmzJlXcso1itFoZNiwYQwbNozFixczbdo0OnXqxN13303Xrl0ZPHgwXbt2vSxJREEQCAgIICAggNDQUA4fPkxYWBjHjx9Hr9d75fCqo1F9ISwWC/v376dZs2aXdDNRqhYTHR3tbUhMTk7GarV63ScNBgOJiYnUq1ePsLAwJg15mF7xXcnMz6ZBVAyKorD8799wupxoNVqKbMXUj6yLvqQBX5ZlhrzyMH8d2lWSCBH4I2Erw7re4v39KLWUj4yMpFOLdizb+iuyIqMSVUiyhFqtQVFkdBoNnVq2I73QhF6nx+ly4bI7yczOIi0tjbCwsEqNl0qDcB8fH+rVq1et65SYmMj48eP5+eefL7nJtvQm91zHzIEDB5Yx6lm7di0nTpzgxIkT7Nixg0cffZQdO3ZUaez/R64H4lXE6XDxWKenyUjOwuXwLF3Pn/4DiX8e5K1fplc6ThRFGrapz4m9p8o91rxz0ys13TK06x3PD6fmUphThN5Hh9546RJJ1SU7LYfHOj+DucCCzWzD4GsgKDKQT7a9W0ZPXG/UM+Tx21k2Z/V5pjpaRk0fSdKB08y4513OHD+Loig0atuAF75/llr1Iy9pXk07NKZph6rX49UJq0V0SCRnczPLbBcFkeE3Xd0Abd/JgxXWMLslNweTj1FoKeb5eTPL2Nev2bmBB997ih9f+OyKz+9U+mk6PzEQq8OOxW7F1+DDtK/fZsdHq8oEwxfCbLNU+lh+8T+NlKczz3D/zCfZftSTcWnToCXfTpnNyfTT3PnaOFSiiILn2nz42GuMGTASgF5tbkSq4MbPR29k3K330rf9Tew8uo/M/GxuaNqGyOBrp4zrOhfn7NmzZbJ9tWvX9lpnZ2VlecseoqKiMJnKG6f9L3Dy5Ek+++wzdu7cSWBgIE6nkw0bNrB06VKeffZZOnbsyODBg+nevfslmwWVun62a9fOq0FtsVjIyspi3759qNVqrwThpZ6juLiYgwcP0rJly8vSr1YUhfm/L+HzX77DJbkZ3KUfzwx9hKLCIq+pUUhICCqVytsw27p+c87tknp91LO8tOA9bE47If5BTLlrPG7JjVqlZv/po+w9edDbpK8oCha7lUWbVzG4a39vEB4VFUWtWrV4ZthYzpjSWbl9PaIooNcakGUFWYaBnfsw7MYBrNq+HpvL7nHkFBWGdLsFt9vN/v37Abw3PKXmTIqicPjwYQwGg/cms6ocOnSIsWPHsnjxYho2bHjJ17kqjpkrVqzg/vvvRxAEOnXqREFBARkZGZw+ffqiY/8/8v+iNEVRFI7sPMbiWcvZ8ONmnPbyjW4XY/PSrWSn5XiDcPCUlyRuOsCxPScvOHbiJ+PR++i8tdoqtQqDr57HZ1+9eixBEAgMC7iqQTjAe2PnkJuRh83sCQptZhumFBOfPP1VuX3HvDmKe5+/E78gj3JJ3aa1eW35C9RrUZcnuk0h6cBpXA4XbqebYztP8MSNk3E5K67nrWkEQWDRC59g1BtQl9QfGrR6okLCa0RJozo0j2lczgoZQKNS07h2fd5cOKdMEA4emawVf68jv7jgis/vwXefJreowCuVaLZZOJOdztS5b1T5GBFBYURU0JgpiiJ92nlKEhxOB12eHMTWw7txud243G52HU+ky5ODGP7qWG/jltlmwe508OTHL3EiLQkAH4OR76Z+iEGnR6/VoxJVGHUGRvYcTN/2NyEIAjc0a8ugLv2uB+H/Ar1796Zly5bl/luxYkWVxlfHTOR/lYYNG7Ju3TpvBlmr1dK/f3++/PJLEhISuPfee1m7di033ngjY8eOZe3atdjtF/YSOJfMzExOnTpF27ZtyxjB+Pj4UL9+fTp27EjTpk29Cid79uzhzJkz1TpHYWEhBw8eJC4u7rJNZP7Y9xezl32FTqMlwOjLki2/MG/dj/j5+WG1WomPj6dOnTpkZWWxY8cODh06RHZ2trcGHmBg575sn7WCXm26kVuUz4SPX2TYa2PJLszD4XSgEsXz3kcKOrUWt9tdJggH8DP68tVT7/LqqKeJCo4gOiSKqOAI6kZE8+ht99Mytgmzxk0nKjgCg87Aw/3v5skhDxEbG0uHDh2Ii4tDpVJx9OhRduzYwcmTJ0lMTPRqqleHo0eP8tBDD7Fw4UKaNLk84YOKbnLPnj1bpX2qMvb/I//5jLjb5ebFoTNI2LgfySWh1mn4cMJnzNr0JvVaVF3q58Bfh7GZy3/ByIrCsV3HadKu8jvM5jc04Yu9H/LjO0s5mZhMk/YNueuZYZeczf1fQZIkdv22t5x2t9slsXnp3+XqskVR5N5pd3HvtLvKSHyt+LS8nKMsy9jMNrat3kX3oV2u7BMp4caWHTk8dyOfrvqWY2dO0aN1Z0b3uwt/n8t3IasqsiwT36A5WrUGKwJKiRiFRqWmVkgkvdt2Y8ysyRWOVavU5BblE+QXeMXmZ3fa+fvw7nIW0C63iyVb1jD36XerdBxBEPhi4tsMfWWMV89bp9HiozcyY7Tn+a3cth6zzVJGd780S1VR5YlLcvP9hmXeG6fBXfuT9O3f/PTnKoqtFm7peDNtG12+VOZ1Lp/ff788dZoLmYlERESQkZFBVFQUGRkZF61HvpaprClRrVbTs2dPevbsiSRJbN26lSVLljB9+nRatGjB4MGD6d27tzfTej5nzpzBZDLRtm3bC5a4GI1GYmNjiY2NxW63YzKZOHjwIIqieDPlBkPFDeF5eXkcP36c+Pj4SvepDlsP70EURbQlEoC+OiMbErbSNqwJTZs29d6whISEoCiK1xL+5MmT+Pj4EB4eTmhoKOv2bub3vZsJ8PEYH51KP81r33/Amw9OpXZYFEfPnEKW3CiKgl6rY8Lto0hISPAaKZ2LIAg8euv9hPgFsezv3/DRGZgwaDRN63jihW4tO9KtZccKn49Op6N27drUrl3bKxnpdDqx2WzIsuyVdrzYDeaJEyd44IEHWLBgAS1atLjMq1y1m9zK9vn/cIN8KfznA/GVn69l34b93nIHl9ON3Wzn5WFvMP/IZ1V+E9RqEInWoC3XdKlWqwirc/Eu9TqNo3nmyyeq/wT+x7nUz9i5NdsZSRkV1tk7HS6yUv5ZVpYkid3r9nH6UCp1m9am4y3tatzWOSaiNm89/HyNHrOqbEzYyt1vTMBit+KW3Bh0euxOO6KoYlCXfnz65JuIoshNrTrx/cZl5YyhNCo1MVfY+VNAoDKVp4qaI0txOB2oVKoyajD9OvRg+0creW/xFxw/m0T3Vjfw5JCHiArxKDYkZ6aWk5MET0PV+c2W4Hl/WOxlVwoig8N5YshDVXlq1/kf4kJmIgMHDmT+/Pk88sgjdO/enZycHPr06cNPP/1EUFBZX4Vjx45x1113ef+dlJTEq6++ysSJE5k+fTpffvmlV6XkjTfeYMCAAVfvSVYRlUpF9+7d6d69O7Iss3PnThYvXswbb7xBo0aNGDx4MP369cPX1xdZltmzZw9arZb4+PhqfX/q9XqvcYzT6cRkMnHkyBHcbjdhYWFeN0eA7OxskpKSaNOmTaW10NUlIiikTLmZ1WFDdEPz5s3x9y/bUyQIAoGBgQQGBqIoCmazGZPJREpKCht2bsHldiMIAoIgYNQbOJx6Ah+9kZ9f/JJnvnyNhKTD1AoOZ8aoyQhmN7Vr1yYysnxizWyzoBJVNI9pTIh/MI1qxVb7O1hRFE6ePElAQAANGzZElmXy8vJIT0/n6NGjBAQEEBYWRkhISLlep9OnT3P//ffz9ddf07p1zUgVV8Uxs7J9nE5nldw2/7/xnw/E13z5W7kgTlEUTKnZZCRnVTkr3e/+Xnz7ykLODcNFUcQnwIc2N7fi7KkMgsIDMPpdnWa4/wVUKhUd+7dnx9rdZbLiao2aHsO7Vvk4zTo1xeCrL7ciodGoadqhEQBFecU8ceNkTGdycDqcaPVaQiKD+GjrOwSG/e+7IZ7NyeD2F0eXccYUBIHQgGBSv9uB/hxr5OmjnmLl9nWYbVav0otRZ+D9cS9fkmFEddBpdfRq05Xf9/5VRmVGp9FyT68h5fY/mHyUh99/ll3HE1GJKobeeAufPvGGN2vfql4zvpk8q8JztW3UCr1Gh1kqu1riozfidDs530TVqNczuEu/y3uC1/nXWbZsGY8//jjZ2dnceuutxMfH89tvv5Gens7DDz/MmjVrUKvVzJkzh379+nnNREqzgVOnTuXOO+9k5syZBAcHc+rUKb744gveeuutck2bTZo0ISEhAfDcyEVHR3uNRgAmTZrEM888c9We++UiiiKdOnWiU6dOyLLMvn37WLJkCe+//z516tTB5XIRGhrKZ59VPUlVEVqttkw2Nzs7m+PHj+N0OtHr9dhsNtq2bXvJdeUVMeKmQazdtZEzORkgKwgyvHjfxHJB+PkIgoCfnx9+fn40aNCAU+Z01ib+icViRRQFLE4b8fU9753o0EgWPvcx8I/eeZ26dcvJOdqdDiZ/NYNNidvIKy5EEBRCA0JAgbcefI5+7W+q0nNSFIWjR4+iUqlo2LAhgiCgUqkICwsjLCwMRVEoKCgok9nXarWEh4djsVgYOXIkX3zxBe3atbuEK1oxVXHMHDhwIHPmzGHEiBHs2LGDgIAAoqKiCAsLu+jY/4/85w19Rrccz+lDqeW26406vtj3IXUaV90Z7NjuE8y4912yUkwosqdhsEPftiyetdzThCFJ9B7Zg4mfjr+gksr/J3LSc3ms8zMU55txWOzofPSERgUzZ9u7+AdXraTD7XIzps0TnD2Z4a3R1xm0NOnQmA82vYkgCLw56n02LNxcpoRFpVHRbUhnXv5xqnfb2ZPpfP/mYo7sPE7dprW557nhNG77T1nRgb8OsXDmUjJPZxF/cyvunnwHYbVrzkTmUpnx/Wxe+352ORURP6MvC6bMZtB5AebpzDO8/v1s/ty/nZjwaKbePYHebbtdlbmm52TSZeJg8orycZQoEDSOrsem95bgZ/zHudSUn0Pj0d0otBR7t2nVWlrVa8Kuj9dcNBCQZZlOT9zOgeSj2Esy41q1ltiI2vSI78KC9UtwuJzIioyP3sidN93OV0+/W+0AI7+4gA+XzWPFtnWEBQTz5JCHGHBDr2od41yuG/pcGzRp0oRNmzZ5S1R69OjBsWPHKt1/3bp1vPLKK2zduhWA6dOn4+vr+z8ViFeG0+nkjjvuID8/H6vVSnh4OIMGDeK2226rUbnClJQUzp49i9FoxG63ExISQnh4OP7+/jVSomCxW1m360+SkpMY1nsgsbWqL88nSRJPf/kaGxK2IggCwcYAnhs4jiCjvzezr9FoSEhIoG4FQTjAO4s/49vfl2DQ6jmZcRpFUagdGoWP3ohLcrNt1vKLqkgpisKxY8cQBIHGjRtf9PqUZvZ/+eUXZs6cidls5p577uHpp5+ucd33izlmKorChAkT+PXXXzEajXz99de0b9++0rH/I1x31jyX6gTiP8xczPxXFpYrKYmoG8bC0/Oq/eFXFIWc9FzUGjX7txzirfvfL+sEadDS5/6ePP3Z1ZMHvNZxOV38vXIHZ46dpV6rWDoNaF/OUfRiWIqsLHh9ERsW/omoUnHLg725e/IdaPWeL7P+PsMqLF9Ra1SscyxHEASSD57msc7P4LA5kSXZY+Bg0PLasml06NuW33/YxLtjPvIeR61RY/DV88W+D4n8l82Pxs2eyuervyu33ajT8/646Yy97d5/YVaV45bc/LLjD06ePU3rBs3pGd+13LLpjB8+5PXvZ3uD6FJ89EZ+n7mQTs0vnsWx2Ky8+t0sFvy+FLckERYYzKn0FHQaLQ6XkxYxTWjXuBUjegzi5vgu1f68F1qKiB/bl8y8bOwuzzyNOgMv3PMkz919aZ/x64H4tUFgYCAFBQXefwcFBV3Q3OfBBx+kbdu2TJjged2nT5/ON998g7+/P+3bt+e9994rV9ryv8Kzzz5LeHg4zz77rDcLu2TJElavXk1AQAADBw7k9ttvJzQ09JID5pSUFPLy8rxNiJIkkZubi8lkori4mODg4CrXPVdGYWEhR44cIS4urtL696qgKArJmWewuxw0iIpBp9HidDrJzs4mKyuLgoICQkNDqVevHr6+vuXme+eMcZzOSsMtSaRkpaEAgT5+1AmrRYGliA0zf/QaBFV2/uPHjwNUKQg/l8zMTIYPH86kSZPIyspi5cqVdOnShTfffPOSrsV1vFwPxM+lOoG4w+ZgYo/nSDmcis1sR2fQIqpVvLvuNZp3ujz5wDFtnuBkQlK57Vq9hhW5C6+6Qsm/RUF2IV9M/Ya/lm9DrVHT/4HejHr5bnSGmqn9qwr9DENw2ssrqKjUKtY7PYH45P4vseu3veX2qVU/kvlHP2No5L0U55nLPCaqRPre35Mp8yZeqalXiSWbVzP63afLyfoZdHp2zfmFFrGX1wlfGYqiYHPYMej0F/wxyC8u4KPlX7N6++9EBIfx1LAx3Bx/4fKjETPG8+OmleW2+xp8+OTxGdzX545qzfWpz17hs9ULsDn+KWEy6g3MfOh5JgweXa1jlTJz0cdMX/B+uZsFvVZHxo97CfStftnT9UD86tG7d28yMzPLbZ8xYwajRo2qciDudDqpVasWhw4d8mYXs7KyvIHpiy++SEZGBvPmzbsiz+NK43A4KqzVVhSFU6dOsWTJElauXIlOp2PgwIEMGjSIiIiIKgWIiqKQlJSExWKhZcuWFXo2lNY9Z2VlUVRURGBgIOHh4QQFBV3U46GU/Px8jh07RuvWrWuk+bMiSg2B6tatC4DJZMJisXgz+wEBAQiCwDNfvMb6fZvx0ftwLO0UkiwTGRSGXqMjPDCUX2csqPR5KYrCiRMnkGWZJk2aVCsIz87OZujQobz55pv07dvXu93tdl+Wrvx1gCsYiF/WKyMIQjDwIxALnAbuVBQl/7x9mpTsU0p94CVFUT4QBGE6MAbILnnseUVR1lzOnM5HZ9Ax5+932Ll2D4mbDxJeJ4xeI2+6ZEOYc8lJr8SxUBAwF1hqNBB32BzMnfYtv379O067k3a92zBh9iP/uvKKw+ZgXIdJ5KTnIrk8NcFLZ6/g4N9HmP3nW1etI7rz7Tfw17JtSO5/6pJFlUiHfm29czi49UiFY7NSszl9+EwZacpSZElm7+8JV2TO1WFQl340qf0xh1NOYHN6Ak2j3sDgLv2uWBD+9a8/8ty8N8kpzMffx5cXRj7JpGFjyr2m+cUFxI/riyk/15s13rBvK2+PmcZjgx6o9Pg3NG3Dqm3ry0ktyrJMXP3q6cpKksTnq78rE4QDWO023v7p00sOxH/ZuaFcEA6g1WjZfXz/VSv3uc6lcSH1leqop6xdu5a2bduWWeI/9+9jxozhtttuq5lJ/wtU1jApCAINGzZk6tSpTJkyhZSUFJYuXcqoUaMAuP322xk8eDDR0dEVfteXZnYlSaJVq1aV/h6IokhoaCihoaHIskxBQQFZWVkcP34cf39/wsPDK2xGLKVU7zw+Pr6M1GJN4nQ6SUhI8BoCAURGRiJJEnl5eZw9e5YjR45wtjib42eSyC7Mo8hqJsg3wNu0GRkcxicT3rhgEH7y5EkkSaJp06bV+v3Mzc1l+PDhvPbaa2WCcOB6EH6Nc7k64lOBPxRFaQT8UfLvMiiKckxRlHhFUeKBdoAVWHbOLrNKH6/pILwUlUpF59s6Mu7tBxn6+O01EoQDNO9U8d2q3kdPUERgjZyjlGkDX2Plp2swF1hw2l1sX7OLRztOojC3qFrHsZlt1R5zITb+uIXCnCJvEA7gtLs4sfcUh7cfrbHzXIzHZz9CcFQQBl/Pl7DBV09QeCCTPh3v3ccv2LfCsSqNipCooDJB/LkERVRvudnutHM8LYmic2qfq4Isy3y8Yj4NR3UlbFgrRr7xGMkZnv4GjVrD5vd/Zvr9TxFXrxkdm8Qz57HXWTDlw2qdo6os2riCCXNeICs/B0mWyC8u5MX57/DBz3PL7fvR8q/LBOHgUSyY/OUMLLbK3WNH97sTX4OxzI+SXqujS4v2tG5QvUDc4XKWq58vJbeo8nKDixEdElnhZ9ztdhMeGHLJx73Ov0+pegrA/PnzGTRoUKX7Lly4kLvvvrvMtoyMDMAjw9evXz9SUlLo06dPpVn12NhYWrVqRXx8vLdetnR8nz59aNSo0QXH/9sIgkBsbCxPP/00mzdvZtGiRej1esaOHUvv3r2ZNWsWSUlJXom6c41pmjVrVuWgUhRFgoODadasGZ06dSI6Opq8vDx27NjBgQMHMJlMZbS/s7OzOXnyZDm985qkNAivX7++NwgvpbR5skWLFgRGh/HKkg85lnYKX60RyS1xS9senJz3F9s/WMHa1xdQP6puhecoDcJdLle1g/CCggKGDx/OtGnTaky5pyrvyzNnznDzzTfTrFkzWrRowezZs72PTZ8+nejoaOLj44mPj2fNmisS3v0nuNxAfBAwv+Tv84HBF9m/F3BKUZSUyzzvNcHDM+5H76NDEP/5wOiMOsa/91CNyuad2p/Mwb+PlCm9UGQFh9XBmq/WVekYhTmFPH/7KwwMuZs7at3PqGbjaiRQPrLzOHZLBfrqssypxOTLPn5VCYkK5rvjXzDps8e4e8odPPnxo3x/6kvCz5GWvOuZIeiMZTM/WoOWWx7oTVB4IDcMaI9GV7bJVm/UMWLysCrP4+0fPyFsWBztxt9CxPB4Hn7/WZyVBIjn88THLzJ57uucSk8hpyifH/9cRfvHBpCRmwV4MuCT7xpP4hfr2TFnNaP731VpZmXb4T0Memk0LR7uybgPpnI680yF+1XGS/PfLZepttptvP797HJasKu2ry8ThJeiVqlJOHWo0nME+gaw6+M1DOnaHx+9kRD/ICYMGs2q176u1lzBc20qkwXr2DS+2scDOJp6kk7N2qDXlH3PqEQVDWrF0Krexa3Wr3PtMnXqVNavX0+jRo1Yv349U6d68kjp6ellghmr1cr69esZOnRomfGTJ0+mVatWNGnSBFEUOX78OL169eKtt96q9JwbN24kISGBc0sr33rrLXr16sWJEycuOv5aQRAEoqOjeeKJJ9iwYQPLly8nJCSEp556iptvvpk333yTgQMHsm3btmrXOJ9/nsDAQJo0aUKnTp2oW7cuhYWF7Nq1i8TERI4dO+aVQaxJBZZzcTqd7Nu3j/r16xMaeuHG/U37/8YpuQgJDCY0KIRg/yB2n9jPwf0HSD6ZRFZWFm63u9y40hIgl8tVrZsWgKKiIoYPH84zzzxzwZvJ6lKV96Varea9997jyJEjbN++nY8//pjDhw97H580aRIJCQkkJCRck9Ke1wqXVSMuCEKBoiiB5/w7X1GUStOHgiDMA/YqijKn5N/TgQeAImA38PT5pS0VUZ0a8SvN6cOpfP3y9xzedpTIehHc98JddOxXc1JBAH8s/JP3xs7BVmwr91j3YV15ZclzFxyvKApj2jxByuFU3Odkrg2+er45/GmZYLW6LP1wJV8+N79co6TRz8DLi6fW+LW4HBRF4bNn57H841/QaNU4HS66DenMlG8modVpsBZbeeWumSRs3I9aq0FyubnvxRHc89ydVTr+d7//zNjZU7Ceo1Vt0Ol5qP/dfDThtQuOzcrPJvaeTuUCWq1Gy6ShD1dLu/znLWu4b+aT3kBarVLjozewa84vNKpdNVtk/YD6FWaYRVHEsuo4eu0/mafbX3yA1dvLlwAYdQb2fvorTepUzwXuUvlt1yaGvjIGm9OOoiiIoohBq2fLrJ9p07BllY+TX1zAwBdHs/fkQTRqNRabFUEUMGj1uCQ3zes2ZsWrXxEdGnXxg1XA9Rrx/xZVVV+JjY1l9+7d5YK56qq3XOukpaVx6623otfrkSSJfv36MWTIkGoHmBdCURRSUlJITU1Fq9Wi0+mIiIggLCwMjabmFMscDgcJCQk0bNiQkJCLr4DN/XUh7y7+nGD/QMCzMhgZFMba1xd4tcpzcnK8EoNhYWFotVpOnTqF3W6nefPm1bpGZrOZ4f/X3nmHR1V0cfidbdl0EiB0CBhAOoIgIE2ki4QuohTpSPUDFUURKYIUUUERAWkqSO+9qXSQ3kMJBAgJhFBSNpvs3u+PhJBlN8km2RTCvM+zT3bnzsw9O3uze+7Mmd/p2JH+/ftbrdhklPRcl/7+/gwaNIgmTZrkKlWhBLJvs6YQYgdgKxB5FLDQXkdcCKEDbgMVFEUJSSgrANwj/kt6HFBIUZSeybTvC/QFKF68ePXr13PFpLpdXPzvMsMafIoh8hknTa/lvVHv0O2Lzim2P3/4IsMbjSL6mZlrjU7DO8Pb0vub7um27XF4BF1K9SLyYVTiTKlao6agrw8LL/zi8IQ6EL9CsGjcUq6cuErJiiXo+mVnCwnC1Ih4EMHNgNv4FM+Pt42wk7u37nH9ahDhukcUL1zUbkeyXM+GXAi6bFXurNMTvvosTrrkN6/uPLaX9mP7WEj5PeH1Cq+y9/s1dtlgNpsp0rk6d8LvWpSrVCo61HuLv76YZVc/Vfo24dQ165j6wnkLcHPJUYsfi90n9tHqix4WM+gatZoqpSpw9OesXY48fOE4E/78kfM3LlOjTBVGvTeE8iXKpKmP1l9+wNajezDGPV2BcnHSM7Rdb3o2ewe/IiUzZKN0xHMX9qqvlCxZEi8vL4QQ9OvXj759+6ap/fOAoii0atWK9u3b07NnTx48eMC6detYuXIlN27coEmTJrRp04bKlSvbvQnTFrdv3yY4OJgqVaqg0WiIjIwkNDSUu3fvotFoErN6ZmSW/IkTXrp0abslHEMe3KPt1725/+gBQiVQCRVTeo+iZc1GFvWioqIS7TUYDOh0OipXrpymTaZRUVF06tSJ7t27J8bsO5K0XpeBgYHUr1+fM2fO4OHhkatUhRLImaopQoiLQENFUYKFEIWAPYqi2Nw5JoTwBwYqitI0meO+wAZFUVKduspJM+JZxcA6Iwg4diVxQ6EQAhcPZxZdnG3TmUzKrr/+YVqfGUTZmFGv27Y241ZlTMfz2tnrTO75AwHHriAEvPJmVUbOH4Z3Qcf/0509cJ7hjb/AGG1EUZRECcJJG7+iasPKDjnH5L9+Zszi79BptMTGxVGxZFnWj12Aj1fKy5LebSsQHvHQqtxJq+PmkqPk80z+y/zK7UAq9WmcuBHzCWqVmm5N2vPbiO/ssv3WvWBKd69n1Q+AT568hCw/aVc/W4/soe3XvS0VSJyc+WXYJLo2tg7VmblmPp/O/QaNWkOcKY5yxUuzftz8xCyYzwsPIx/h06GKhRP+hPIlSnN27u4Mn0M64s8fjlBfuX37NoULFyY0NJQmTZowY8YM6tevn6sccSBxA+yzPHr0iI0bN7Jy5crEcAd/f3+qV6+eJqc8KCiIu3fvUqVKFZsTPdHR0YSGhhIaGooQItEpT0v8eExMDMePH6dMmTJp1lEPvh/Kkt1reBQdQbPqDahdLvlV4WvXrvHo0SO8vLy4e/cuJpPJKgupLaKjo3n33Xfp2LEjffr0SZN9SXGUqlBERAQNGjRg1KhRiSFcuUlVKIEc64hPAcIURZkkhBgJeCuK8kkydZcCWxVFmZ+krJCiKMEJzz8CXlMUJeXpXV5MRzzyURQzhsxm19L4pDUV65Tjo18GUrJCiVTbBl26Re+qg6201J2cneg5/n06/c8642F6iI6IRqVWZapsYf+aH3HxSIBVuW/FEsw//ZNdfYQF32f+V39wcOMRXNydaTf4bVoPaIlKpWLjoZ10GtffYnZXq9ZQ4+Wq7EtlVrr5Z++z9egeq/JC3j7cXHI01R+bxp90Zu+ZwxYhIS5OzhyasZ6KJe2T2oyIjiRf+0o2w0oq+pbl9JyddvUD8c74p/O+4dLNq5TwKcL4Dz6hfb23kq0fGR3FiStnyefpnWXhKI7m5t3blOlR3+aNTCFvH27/ZS1/mVakI567SM8SftJl+9wWmmIPUVFRbNq0iVWrVnH69GkaNmyIv78/r732WoqrqNevXyc8PJxKlSrZtdoaExOT6JSbzWby589PgQIFUpx5NhgMnDhxgrJly2bqDO61a9eIiIigYsWKiSuMRqORe/fuERISQkxMDPny5aNAgQIWWuUxMTG89957tGrVigEDBmSaMpm912VsbCytWrWiWbNm/O9//7PZV2BgIK1ateLMmTOZYmsWkWMd8bzAMqA4cAPoqCjKfSFEYWCuoigtE+q5AEFAKUVRHiZpvxioSvyXdCDQ74ljnhIvoiP+BEVRMJvNaQ75GN1uAgc2HEnMPKlSq8iT35OFF37BzTP5O++cRmOtf7LqJjtN61J1dh/df0yP8gN4FPY4sR8nFycav9eQEb8O5s2P32HXiX1W7fQ6Jy789neyGwIBTl45x+vD2hAdY8CsxOdXd3Fy5rcR03inYetU39vjqAj6fPcxa/ZvBaBQ3gL8OuxbmlSvn2rbpLw/aTAr/91kIbvnqndm1pCJadbmftFQFIViXWpw657lLJFGraZbkw7MGz4tw+eQjnju4uOPPyZv3ryMHDmSSZMmcf/+fSZPnmxRJzIyErPZjLu7O5GRkTRp0oTRo0fTvHlzu9rnZgwGA9u3b2f58uUcO3aM119/nbZt21KnTh0L2b0ns8eVKlVKV1hL0oQ8cXFx5MuXDx8fH9zcnqppPXHCX375ZfLkyeOIt2eTwMBAHj16lKyuOsSrzoSFhRESEkJkZCT//PMPVapUYcGCBTRq1IihQ4dmqjywPdeloih0794db29vvv/+e4tjSVdGpk+fzqFDh1i6dGmm2ZsF5ExHPLvIbEf8fkg4C776g31rD+Lkosd/QEs6DPNPNhukoijERMfg5OyUZbrZaSEmOoYPaw3n+rmgROdTpVbRY0wXuqYSX57TaOvzHg/uWod/uHq6sOHBslTb/zlpOQvHWmda1em1/B4wh0Zfd+ZMoLWajIeLG7unLqda6Uop9n828CJjFn3H4YvHKVWoBKPfH5ZqYptniYyOItIQRf48edN1PT2OjKBSv8ZcD7mZWOZX2Jfjs7bi5vL83HRlF1uO7Kb9132JiTViMptw0jrh7uLK8VlbKJq/cIb7l4547iIsLIxOnTpx48YNihcvzvLly/H29ub27dv07t2bTZs2cfXqVdq2jV95jIuLo0uXLompvZ+0v3btGg8ePMDLy4tSpUqxbNkyqxnZoKAgunXrxp07d1CpVPTt25ehQ4cC8bPsc+bMSZTX++abb547pQqj0ciuXbtYsWIFBw8e5LXXXqN169Zs2rSJ0qVL079//wzFlj8hNjY2cebZYDCQL18+PD09uXz5MuXKlctUJ/z69es8ePAgTTcUJpOJlStX8vPPPxMUFIS/vz/t27enYcOGDt2cmhR7ruu9e/dSr149i/fy5Lrr2rUrJ06cSJS9nD17ts2QpecI6YgnJTMd8chHUfQoP4Dw0AeJ2thOLk7UblWDr/6ykkln84LtzBm5kIf3HuHi4cz7o96h0//aJjpQ9++Ec/9OOEXLFM62TJtrZ23ilxHzMDyjbKJz1rEyePFzNSP+56TlLBq31EKlxcnFiXdGtOWDr1NP8/5xs9Ec3WYdXuDi4cKo34ezLmQn01fNwRhrGSPs7ORM0B+HyJtCnHdOYeryX/hq4TSL8Bq91ol3G/nbHWueVZjNZgzGmFQzd2Y1Z65d4LuVc7hyO5AGlWszuM0H5HeQbrh0xCW2+OSTT/D29k6cgQwPD+fbb7+1qBMcHExwcDDVqlXj8ePHVK9enTVr1lC+fPlcp1IRFxfHnj17GDFiBNHR0dSoUYO2bdvSqFGjZBMQpfc8wcHBXL58GZ1Olxi+4uHh4fDvpBs3biSG1qTlhiIuLo6+fftSoUIFRo4cyb59+1i1ahXdunWz0KSXZCqZ9gOV8VvLXMaWBTt4HB5hkaAmJiqG/esPE3TplkXd3X/9ww8DfyE85AFmk5mI8EgWjP6D5dPXEB0Rzeetx9LZtydDG4ykrc97LJ26KqvfDgD/rtpv5YQDaLUazh3IuqQ7jqDzJ+15u19zdHodLh7O6PQ6mvdoTLfR9kk3FS1T2ObKhtlkwqdYfkZ07E9+j7zWCieKQrH3ajJjTc7fbPLDqnlWGuCG2Bj+3LWGWBubELMDs9nMmIXT8GpbHg//l/F9/zVW/ptzEj5ULPkyv42Yxt/frWRsjxEOc8IlkuRYu3ZtovpF9+7dWbNmjVWdQoUKUa1aNQDc3d0pV64ct27dsqqXG1Cr1axbt4569epx5swZ+vTpw99//039+vXp1asX69atIyoq+YRh9hIbG8utW7eoVq0atWrVIk+ePAQFBXHw4EEuXLhAeHi4Ve6E9HDjxg3u37+fZifcZDIxaNAg/Pz8+OKLL9BqtTRs2JAff/xROuG5BDkj/gxfdZjIPyutY4Rd3J353+xBvPlug8SyrmX7cvPSbau67l5uVH2jEgc3HrVIm67T66jZojp6FydqNKtGw0710DllzrJSUsZ1mczupf9afZnoXZ2YuGEMVRumHG6RE4l8FMWdwBAKFM+PWx7bGTNtEXTpFn1eGWIxo67RqilVpSSzj3wPwP1H4cxYM59vl/2MISYGJclknouTMxsnLKRhlToOey+OxtP/ZR5FRViVa9Qa7q86g7uL/eOVWXw2byI/rv7N4obBWadneIe+vFmtLvUr1XLIEnRORM6IS2wh5eKs2bZtG02aNLGYmTabzRw6dIgVK1YkJmRq27YtTZs2tYj3toeoqChOnjxJ+fLl8fT0tDhmNpu5f/8+oaGhPHz4EE9PTwoUKICXl1eav5uCgoK4d+8eVapUSVNbs9nMsGHD8Pb2ZtKkSQ75Trx//z7vvPMOgYGB+Pr62gyBgnjde3d3d9RqNRqNJjEJlb3tcyEyNCUpmemIz/18IX9NW02c0TL7lbObninbxlGh9tNses1c2lnFGkO8ZrNKo7LqIyl6Vz2FXyrIzP1TcXbN3JCV0/vO8XHTL62S7kC85nf52i/zybwhFC1dJFPtyCn8t/MEk3v+wIPQh5jNZqq9WYXPFw/HM69HYp2zgRepObiVRXKeJ/jXacqar3PuzLj/6A9Yf3CH1Y1X2WIvceG3v7PJqqcYjAbytqtkNWsPoFapcHFywcvNg51T/sqwZrejuHM/lC/mT2b9wR24OOnp36or/+vQF60m7TfS0hF/cZFycY7FbDZz7NgxVqxYwZYtWyhRogT+/v60aNHCyrF+lidOeIUKFfDw8EixrqIohIeHExoaSnh4OB4eHvj4+JA3b95UneObN28myi2m1Qn/+OOP0el0TJ8+3WETE/aEQEHyCajsbZ8LkY54UjLTEQ+5EUqP8h9apG1Xa9UUL1uUeadmWtyZ935lMFdOWKdx98zviSHSYNPxTYqTs45uX71Ll087Ou4NJMPKH9by68iFaLRqoiMMFk6aUAncvd1ZcnUuLu4umW5LTkBRFO7dDsPZVW9zRv2fUwdpPfoDmwl2apWrxoEf12WFmeni0s2r1Bz0FtExMRjjjKhVapy0OjZNWESDKrWz2zxu3r1N2Q8a2HTEnyCEoHSRklz47e9Mix0/d/0Sn/w6gb1nD5PXw5sRHfvRv1VXq/M9inxMuV4NCX0QRpwp/ubaxcmZFjXfYMXoX9N8XumIS2wh5eIyhtls5syZMyxfvpxNmzZRoEAB/P39eeutt6y0wCMjIzl16hQVK1bE3d09TedRFIWHDx8SGhpKWFgYbm5u+Pj4kC9fPis1s5s3bxIaGpqs5nlK72XUqFEYjUZ++uknh64Oykyw6UbGiGcVBYr7MGXbOIqULozWSYtGp6FaoypM2znB6ge637cfWGlmO7k40e/bHmidNKRGTLSR3Uv/caj9ydF+qD8rgxfR8X9t0DlbZhtTzArG6Bh2LskaW3ICQgjyF8mXbFhLtdKViI2zXtFw1jnhX8dmTqocQ5mipTgzZyeD/XtQp3x1ejTtyNGfNuUIJxyggFd+NKn8KCmKwq17wZwNzJwv+Cu3A6k1+G02HdnFw8jHXA2+zohfxzFy7kSrugu2LeNBxKNEJxziU1dvOrSLi0FXMsU+yYtH69atWbhwIQALFy7E39/fqo6iKPTq1Yty5cpZOeF//vknZcuWxc/Pj0GDBlGxYkWrtkOGDMHPz4/KlStz7NjTTetbtmxJbDtp0qRMeHeZj0qlonLlyowbN46jR48ydepUQkJCaN++PW3atGH+/PncvXuXkydPMn369HQ54RD/25EnTx7KlClDrVq1KFGiBI8fP+bIkSOcPHmS4OBg4uLiuHXrVrqd8K+//pqIiAiHO+EQv3LyRL2kUKFChIaG2qwnhKBp06ZUr16dX3/9Nc3tJfaTurf4AlKxTjkWX5xNeOgDdHpdsqoiNZpWY9yaUfw6cgFBF25SoIQPPce9T4MOdVGpVUwf8HOqs+J6V/tT2mYUtzxuuHm5YTaZrY4ZImMIunDTRqsXEzdnVyb3GcUncyYkztzqdU4U9C7AgLe7ZbN1qVM0f2Gm9h+d3WbYRKvR8lXXj/hy4VSboT9PUKvUPI6OzBQbJi6ZSVSM5cpQlCGaH1bP5Y2qtSnuU4TyJcoA8O/pwzZn7zVqNccvn3lukxdJchYjR46kU6dOzJs3L1EuDrCQi9u3bx+LFy+mUqVKVK1aFYiXi2vWrBn9+vWjcOHC6PV6/v33X9ats1y127x5MwEBAQQEBHDo0CEGDBjAoUOHMJlMDBw4kO3bt1O0aFFq1KhB69atKV++fFYPgcMQQlC+fHlGjx7Nl19+yeXLl1mxYgVt2rQhODiYnj17EhkZaZEoJ73n8fDwwMPDAz8/PyIiIggNDeXgwYPExcXx0ksvYTKZ7HbEFUVh4sSJ3LlzhwULFqTbCU8pBMpe9u3bZ5EJ9uWXX6Z+/bTltJDYh3TEk0EIkWrqeIh3xms0rWZV3qzbmxQonp8/J60gODCEByEPiHwYZfHDr3fV02Zg8pkKbRH5KIoNc7ZwdOtxfIrno+3gt/GrUsru9n5VSqLRqi02kUJ8DHzp6tKhSMpA/x5U9C3LD6vncSf8Lq1rN2HA293wdE05nlCSOh+174uXex7G//EDN0JvEWeyTtIUaYimsp0ZRdPKwQvHMZmtzxkTa6TD2H4oisJLhUuwcfwiyhYrhU6rw/hMtlIFUkzwJJGkhbx587Jzp3Xm28KFC7NpU7yiUN26dW0qeBw4cIA6deqwdWt8MrCJEyeyf/9+GjR4Ki6wdu1aunXrhhCCWrVq8eDBA4KDgwkMDMTPz49SpeJ/Rzp37szatWufa0c8KUIISpcujb+/P3/99ReLFi3i9OnTdOvWDZVKRatWrWjTpg1FihTJcBicm5sbjx8/xtnZmTJlyhAWFsbJkydRqVT4+Pjg4+OTrPSioihMmzaNq1evsnjx4jQn7UvKjh07kj1WoECBxGQ7wcHB+Pj42KxXuHB8zgQfHx/atm3L4cOHqV+/vt3tJfYjQ1MykaoNKzN5y1gWX5jNrMPfkbewNy7uzji76dHpdTR5vyGNOtt/h/k4PIJeVQYx/8vfObr9OFvm72RQ7RH8vWKv3X1UaVCJEuWKoU2i1qLWqvHM70mDDnXT9P5eBBpUqc2qMXPZ/8NaRnYeJJ1wByGE4INm73Bl0X4erD6PXmv946RRq5m/NfUkTemhbNFSyf7oRhqiiIqJ5tz1AFp8/j59W76PVm05Z6FRayhZsBi1ylnfhEskWc2tW7coVqxY4uuiRYtayRomV8eetrmBzZs3s2TJEpo2bcrw4cP5999/WbJkCXq9nn79+tGkSRO+//57rl27lm65wuDgYG7fvk3VqlVxd3fH19eXGjVqUKFCBRRF4fTp0xw9epQbN24QHf10lU1RFGbMmMHJkydZtGiRRUZRR2NPCFRkZCSPHz9OfL5t27bEUCd72kvShpwRzwSiHkehUqssEvgULV2Epdd/49jOk4SHPKDi6+UpXKpgmvpdNm0V94PDE2ezzWYzMdFGpvWdyev+tdBoU/84hRB8s2E0M4fN4ciWY5jNCvXb16HvpB5ZIqUoyTkE3gnCYIyhTNFS2SoVGPY43OY2mJhYI79u/INBbT5w+Dk/6zyILUf2pLhh1GQ2ERhyk/CIh+z4dgk9pv6Pa8FBgMKbr9Rl4Sff56gkRJIXF1uO47PXZnJ17GmbGxg+fLjFayEERYoUYciQIQwePJjQ0FBWrVrFsGHDePjwIW+99Rb+/v6ULl3arvG4c+cOt27domrVqlaz2Xq9nuLFi1O8eHFiYmIIDQ3l3LlzHDx4kODgYFxcXDh16hQrVqzItEyZT7AnBCokJMQqE2zz5s1TbC9JP9IRdyCB524wqft0Lp+8igCqvlGZT+cPI1/h+GQgarXaZhiLvexdc9AqpAQgLs5E4LkbdoWoLJ++ht++/B2VWkWcMZYqDSrx4Xe9n6vsmo4kPPQBNwNuU+SlQngXfCG0ULlyO5B2X/ch4OY1VCoVnq7u/PHZjGzTRo+Ni0UlbN8IxMRZy4M6glfLVmHF6Nl8+OPn3A4LIdYUZ9Mh0ajV3Ht4nzer1eXCb39z7+F9nLS6HKHFLpE8oWjRogQFBSW+vnnzZmJoQWp1jEZjqm1zO0IIChQowIABAxgwYAD37t1jzZo1fPbZZ9y9e5cWLVrg7+9PuXLlbDrlISEh3Lx5k6pVq6Y6m+3k5ESxYsUoVqwYRYoUYfz48SxfvpwCBQowadIkOnbsSLly5VLsIyPYEwJVqlQpTp48mab2kvQjQ1McxOPwCAbX/YRL/13GFGsiLtbE8V2nGFLvU0w24l/TQ3IKH6Y4k12O9IENh/nty8UYIg1EPYrCaIjlxJ7TjO8yxSH2pYWDm47Q+5XBtHTvQO9XBnNoc+bIUSaHKc7Etz2/553iH/DZW2N4t2RPJrw3lVhjzsg86QgMRgOzN/xOs5Fd6Dx+AP+cOkicKY4G/+vA6WsXiDYaiDREcTsshFZf9ODmXevkVFlBqUIlbGau1OuceK9R20w7b4uajbi6+AB3lh3nmw8+xVlnrecfE2vk1bKVE1/n8/SWTrgkx1GjRg0CAgK4du0aRqORpUuX0rp1a4s6rVu3ZtGiRSiKwsGDB/H09KRQoUI223p7e6eoovLHH39QuXJlKleuTJ06dSycNl9f38TNpM9r5sd8+fLRu3dvNm/ezPbt2/Hz82PcuHHUrVuXr7/+mpMnT2I2x4seHDhwgBs3btjlhD/Ltm3bCAoK4tKlS+zatQs/Pz/++efFUS+TxCNnxB3E9t93ExsTazGrZooz8fDuQ45uO85rLTL+hdRhWGsun7iCIfKpEotKraJUJV8K+hZItf2SySss2gLExsRyfNdJwkMf4OWTJ8M22sPetQcZ/+5kYhKSIV05cY3R7SYw+q+RvN76tSyxYfGEv9j917/ExsQmrjL8u3o/eYt4039yzyyxITOJMcZQd1g7zt8IIComGiEE6w/u4N03/HkUHWE1+xttNNBr6ggWfvo9Bb2zdvONEIIln/9E05FdiDPFYTDG4KZ34aXCvvyvQ99MP7eXex4+bN2duZuXcCvsDgZj/P+Iq96ZMV2Hy30BkhyPRqNh5syZNGvWDJPJRM+ePalQoQK//PILAP3796dly5Zs2rQJPz8/XFxcmD9/vs22PXr0YPLkySmqqJQsWZK///4bLy8vNm/eTN++fTl06FDi8d27d1vpTz+veHl50b17d7p3786jR4/YsGED06ZNIyAggHLlynH69Gl27dqVZid8yZIlLFu2jPXr1+Ps7IyzszNdunTJpHchycm8kAl9THEmDmw8wsWjART0LUCjd+rh7JYxGcEfBs1izU8brcp1zjoGTO1Fmw/Tpo5iC0VRmPv5QpZPX4vOSYvZbKZACR8mbx1L/iLWX3rPyiZ1KtaduzfDrG3Ua5mybTyV61XIsI328H6ZvtwKsJ59zV8sP8tuzM8SG/zzvcujMOtkPTpnHVujVmWJDZnJb1uWMuSn0UQaoizKtWoNWo2GqBiDVRuVSoWzTs/G8QuzRXM8NPwei7av4HroLepXeo02rzdLV+bK9PIw8hGz1i9i9d4t5M+Tl6Fte9GkuuPlumRCH0lO5sCBA4wZM8ZCgQXgs88+s1k/PDycihUrJm7wTC4RTG5jxYoVfPHFF1SuXJnz58/TsGFD2rRpQ82aNVNVPFm5ciVz585lw4YN6dIyt4U9qecvXrzIO++8k/j66tWrjB07lmHDhjFmzBjmzJlD/vz5gXhZzJYtWzrEtlyCzKyZlIw44lGPoxhc9xOCr94hOsKA3tUJrZOOGXsnU6JcsdQ7SIati3byw8BZREdYOjh6Vz1Tto2jYh3HxXyFhz7gwpEAvAt6UabaS1Yxa5sXbGfeqMWE3b5P3kLe9JrQFY1Ww7cfTMcUZ60hDqB10jBgWm/aDmxF4LkbHNhwGK2TlgYdXrfp5NvD3Vv3OLjxKCq1irr+r+GZLz7l8BuiVbJtdsSuRa1Jv2yTvTTW+mOKsx0y1HV0Z3p+/X6m25CZtPqiOxsPWcfxueldMMbFYoxLPgSnoLcPt5YczdYNnLkZ6YhLcjJP0sXPnTsXgMWLF3Po0CFmzpxps/7UqVO5cOFCYv2SJUvi5eWFEIJ+/frRt2/mrmplBwEBAXTv3p2NGzfi5eWFwWBg27ZtLF++nOPHj1O3bl3atGlDnTp1rGbK161bx8yZM9mwYQN58uRxmE1pTT1vMpkoUqQIhw4dokSJEowZMwY3NzdGjBjhMJtyGZnmiL9woSmLxi0l6OKtxHAEQ2QMMVFGvuk6ldlHf0h3v290qseCMX8SGxNLXGy8g6fTayn9Sikq1HasFrKXTx5qv1XD5rH4G4JfEhMJhQXf5/uBsxCQrBMOEBsTx+yPfyPg+BV2/fk3pjgTKrWaOSMX8vHcwTR+7w27bAs4foUt83dw/sglAv67jEqjRqUS/DjoFz6dP4xGneuj0+swGqw34QkBp/49yytvVLbRs2Mp91pZzuyqFdHtAAAfv0lEQVQ7Z/PYX5NX0mbAW8/15k2fPHlRCRVmxfIzF0JQv1It9p87mqxiSERUBGevX6RSyczbMJRdPI6KYMSv4/hz1xpi42Jp9moDfhw4TuqBSyQJpEVFZffu3cybN4+9e59K6L4IiWBKly7Nzp07cXaOX0nX6/W0bt2a1q1bYzQa2blzJ8uXL2f48OHUrl0bf39/6tevz44dO/jhhx/YuHGjQ51wiNeJ37NnDwDdu3enYcOGKTriO3fu5KWXXqJEiRIOtUOSdl64Ka+df/5tpTyiKApXT1/nYdijdPer0+v45fB3NP+gCR553fEu6EWHYf5M2TYuS6Wgfvvid6tsnsZoo03H91mMMbFsW7iLmGgjcbEmjIb4dlN6z+DRfeswjmdZPn0Ng+t+wuqfNnD+4MX4PqKNGCJjMBqMfNvze8JDH1C0jO0d+VonHdERycvJOZLBP/ZFpbZ9+Wt0Gk79ezbVPgxGAyv/3cjcTX9y5Xaggy3MGP1bdUWvs9TmFkLg6erBpgmL+P7Dr3Fxsh2OZTKb0apzj5RlwM2rTFk2i2nLZ9NgeHsWbltORHQkMbFGNhzaSc1Bb/EwMv3/+xJJbsIeBRaAU6dO0bt3b9auXUvevE83W9tKBJMbeeKEP4tOp6NFixbMmzePEydO0LlzZzZu3Ej16tUZMWIE69evx9vb2+H2pDX1/NKlS3n33XctymbOnEnlypXp2bMn4eHhDrdRYpsXzhEXquSd4ow6zJ75PBk+exBr7y1hZfBi+kzsgZOz7SxamcXdW/dsltsTgaSYFZsKL2qNmoMbj6TY9n5IOHM/X0hMVAyK2fbJVEKwd81B3hnRDo3O9mJM5foVbZbfvXWPnz6aQ++qg/my7XjO7D+fyrtJmTLV/GjYqZ7tgwq4e6esjPHfpVMUfqc6H0wZztCfv6JinzcZ9vNX6U4E4WhqvvwK0/qPxtlJj4eLO+7OrhTNV4htk/5Eq9XSp2UXJvWyHfMphMg1adsnLplBlX5NGTV/Mp/Nm8jxy2eJSZIh02w2E2GIYvH2ldlopUSSc7BHgeXGjRu0a9eOxYsXU6ZMmcRyW4lgDAZDigose/bswdPTk6pVq1K1alXGjh2beGzLli0pts3paLVaGjduzC+//ML58+czvIm1cePGVKxY0eqxdu3aNPVjNBpZt24dHTt2TCwbMGAAV65c4cSJExQqVMhKd12SebxwoSnNujVi2bTVGA1PZ8WFSlC62kt4eDtm00R2UtC3AMFX71iVaxM2d5piU5ZSFAgUq3BOJVUH878dJ1BrNEDyscdms0JcbBwtPmjMxjlbuXTsCoZIAyqVKjFG3ZYMY8iNUPq8MoTox9HExZq4eiqQI9uO8+lvQ3njnfQveXYZ2YF9aw9arCAIIXB2c6Zqw0rJtjOZTLT6ojvhEQ8tyuduXkLjavVoVatxum1yJP1bdaXLG23Yf+4onq4evPbyKxZx3wZjDGqVCpPZMnzFbDZz4cZlypUondUmO5Rz1y8x7vcfiDZab0xNSpQhmmOXT2eRVRJJzsYeBZaxY8cSFhbGhx9+mNjm6NGjVolgOnfuzPz581NUYAGoV68eGzZssCgzmUwMHDgw1bbPC1qtFl9f3wz14YjU9RCfZbRatWoUKFDAov0T+vTpQ6tWye/lkjiWF25G/L3PO/FSlVI4u+lRa9S4uDuTJ78no37P3A0Kj8MjWDtrEwvG/MF/O09k2sxp30k9cHKxnIV3ctYx5Md+lK1eGicXJ/SutmfphUqg1lpvlDTFmamVTEz6E/QuTqS+oKBQu1VNNFoN03ZO4ON5Q2jYsS6t+jbjx72T8R9ge4f2gjF/EvkwKjH2XlEUYqJi+H7grAxptL9UuSQfzfoQvaseVw8XnN305C+Wj6k7xqe46/3wxRNEGqxDaCINUcze+Hu67ckMPFzdaV7jDWqXr261+fLgheNWTjiAVqPl5FXb8fPZiaIo/LFzFa/0b0rRd1+l59Th3AhNPhX3in82EmtKXRfexcmZKqWezx93iSQzaNmyJZcuXeLKlSuMGjUKiHfA+/fvD8DcuXMJDw/nxIkTnDhxgifiCU8SwZw8eZKzZ8/SuHFj/Pz8KFWqFDqdjs6dO9s9e3v48OF0t30RSUvq+SVLlliFpQQHByc+X716dWJKe0nm88LNiOtd9Px0YCrHdp3k0tHLFPD1oW6b2pma3v3cwQuMaPolismMISoGZzc9L9csw7ebv0arc+x5G3asC8DcUYu4cy2Egr4+9JrQjTc61aNV3+YEXbrFulmbWPfLJotVAYgPTfEtV4ygS7eIizWhUqsQKsHw2YPwzJuylnKNZslnDBUqgc5JS48x71GwRPxdukarodE79Wlkx4z2fztOYDZZO4xGg5E7gaEUeakQiqIQ8SASnV6bpnCgZt3epEGH1zl38CIu7s6UfTX1dMYGoyHZOlE2HPScSoUSZdh4aIdFqAaAWTHzUuGct4Fn9IIpTF81J/EmaNH2Fazbv43Tc3ZQKK+1jr6iKKmGZKmECmcnPd2adMgMkyWSF5pbt25RrNhTNbKiRYta6I0/4cCBA1SpUoXChQszdepUKlSoYHdbSTz2pK4HiIqKYvv27cyePdui/SeffMKJEycQQuDr62t1XJJ5vHCOOMSHH1R/syrV36ya6ecym8181WEi0Y+fOmjREQbOHbzIhjlbaTvQ8cs/DTvWTXTIn6VYmSLUb1+HjXO28mwYid5VT5vBb1P+tTLsX38YnV5Hw451yV809Zg2vYueCetHM+rt+Pg+RYFYYyyV6panQu1yNOpcj5IVfQGIi43j0rEr6Jy0vFSlZKJTGx1pIPTGXfIVyYurh0ti314+ntwNso59N8WZcfdy4/Tes0zu9SN3AkMAqNP6NT6eMzjZTKS2bK/WqIpddQFql6+OoljfGLjqXejauL3d/WQ3/Vu9z/er5lo44jqNlpeLvcSrZewfj6zgQcRDpq6YnZhsB8BkNvE4OoLvVs5hSt8vrNp0qP8W3y77megYy1UTlUqFRqXGZDbRsEodfhk6ES/3PJn9FiSSFw57FFiqVavG9evXcXNzY9OmTbRp04aAgIA0qbdI7EtdD+Di4kJYmHU+kcWLF2eqfZLkeSEd8azk+rkbRDyItCqPiYphy/wdmeKIp0bF18vjW7EEl09cTVSQUWvUuOVxpVHn+ji76hOdZluEBd/nzL5zeObzoFK9ColhHFUbVGJVyO8c3vIfhqgYXm3yilW2zoObjjDh/WmYTSYUs4JHXg8mrPuSPcv3snzaGtQaFXGxJpp/0JghP/ZDrVHzzsftmdLzBwxJYrm1TlpqNq/O4/AIPmn+FYbIp3HAB9YdYuTtMGbum+q4QUuCXqdnwcfTef/bIcSZTMTGxeKmd6FG2aq892bmpWR3NIXzFWT31GX0/u5jzgReRCUEb9duwq/Dvs1xP3hnAi/ipNVZOOIAxrhYdp/Yb7NNBd+yjHp3MBP+nEGc2YRAoFIJvus3mv5vdwOS/2E3mUxsOryL/wJOUcKnKJ0avI2rs4vNuhKJxDb2KLB4eDxdbW3ZsiUffvgh9+7ds1u9RSJ53pGOeGaTgkOTXc6Ooih8NOtDVs1Yz97VB4iLNVGndU0+nNYbZ1d9iu3mjlrE8u/WoHXSoCjglseV73ZOoGjpIgA4OTtRr20dm+0v/XeZL9uMT4z1hvjVgYG14+PzY6KfOllbF+7ELY8rfb7pzhud6nHz4i3+mLQcrVZDrDGOKg0q8tmi/zF/9O/EGi1n9mONcVw5cY2rpwMpVcnXpi2GKAPXzwWRx8eTAsXTntK9Xb2WnPGrwIKtywh9GMZbNd+kZc1GqWZUy2lUL1OZ479s5XFUBDqNFidd1qr82EvRfIWsQmgg/n+oVKHkE3GNem8oHRu8zeq9m1Gr1XSo9xa+BVNO3PU4KoJ6H7XjSvB1IqIjcdO78PGc8ez7fk2uUZORSLKCpAosRYoUYenSpfz5558Wde7cuUOBAgUQQnD48GHMZjN58+YlT548qbaVSHID0hHPZHzLF8czn7vFjC2Ak4sTLXs1yXJ7ju06yTddpxH5MBKzyYxvhRJ8vfLzxNjtlDi48QirflxHbEzs04RIEQZGvvU1iy/OxhRnYuWP69g4ZytxsSYada7Pu592wNXDhdP7zvHRG5/ZVG2JiY6xyrsXExXD6hnr6TW+KyqVim6j36X9MH+un7tBviJ58SkWn4b3+vkgm32qtWruBIbYdMRX/riOuZ8vQqVWEWeMo3ztsny94vNkVXPOXw/gh9XzuHw7kDeq1mFAq654e3hRqlAJxvb4ONVxex5wd7EvjCe78C1YjNfLv8res0csHHJnnRMfdxqQYtsyRUvxaeeBdp9r7O/fcyHocuJ5IgxRRMZE8/6kIRz5aWP63oBE8gJijwLLihUrmDVrFhqNBmdnZ5YuXYoQwmbboKAg2rVrh8lkonfv3owcOdLifFOmTOGPP/4A4lVbzp8/z927d/H29sbX1xd3d3fUanWiyktOZ/ny5YwZM4bz589z+PBhXn3VdkLeLVu2MHToUKtxsSftvST7eeFS3GcHF/+7zPA3R2GOM2GMiUXrpKVKg4pMWPtllqRzf8Kd66F8UGEAhsinM88qlYr8xfLx59W5qaY0/6T5aI5sPWZVrnfVM3P/FOZ+vpDju08nygHqnLQU9ivEL0en875fX+7dso5LSwmVSrA5ciU6vS7ZOovGLeGPb5ZbJSzS6rUsujDb6gbj8Nb/+KrdNxZhLhqdhsr1KjBtxwSr/rce2UO7r/sQE2vEZDah1+nxdHXn+KwtNjcISjKPXcf30uyz94hLopTzRtXX2Tl5qUNXl4p0rs7tsBCrcp1GS/Bfx/D2yNgPmUxxL5GkHZPJRJkyZSzkDJcsWZKsnOH69euZPn06u3btAsDX15ejR49mSMc7qzl//jwqlYp+/foxdepUm454SuOS1rT3khTJtBCGF06+MC08Do/gr6mrGNNpEovGLeH+nfRlmipb3Y9lQfMZMrM/vcZ3Zcq2cUzc8FWWOuEAG+dssQgLgfjNpI/vP+b47lOpto98aB3rDqBSq7hwJIATSZxwiM/UGXI9lDUzN9qMk0+NgiULpuiEA/gPaImzm94iS6aTixMNOrxuc5b/rymrLJxwgDhjHGf2nbNKhqQoCr2mjSAqJhqTOX7cDEYDYY/CGfv79DS/H0n6MZlMdJk42MIJBzh84Tir9m5KplX6SM6pV1I4JpFIMpe0yhnakuh73ihXrhxly5ZNsU5K47J27Vq6d+8OxKe9X7NmTWabLEkH0hFPhjvXQ+lati/zR//O38v38sc3y+lWth9XTwemqz8Xdxea92jMu592oGKdcnb9oIcF32f777vZu+aAXSnqUyP4WghxxjirckVRCLt9P9X2DTvVsy0NqCgYomIw21hdiY4wsP7XzWm2X6VWMXRm/1TreebzZPZ/3/PGO/Vw93anQIn8fDDmPUYu+Mhm/bBg2+9To9PwINQyQc+N0Fvcj3hgVTfOFMf6g8knVpA4niMXTxAVY1u7fc4mx8aNvv9mO/TPxMqrhIrqpStKdRWJJJuwJWd465btPAJRUVFs2bKF9u2fqlgJIWjatCnVq1fn119/zXR7s4qUxiWtae8l2YOMEU+Gn/83h8dhjzEnpGs3GowYDUam9pnBzwenZfr5/5i4jIVjl6DRaBCq+C+RSZu+pvjLRdm55G/u3wmncr0KVG9cNdWQkidUb1yVfWsPWcWrm+LMlK+V8l03wNv9mrNlwQ5uX7kTnxFTrULrpGXEnME4uTih0aix5W7fvhxsU89ZCIFKo7IZ4+1TLD81m1e3630VKO7DF3/YF6tdo2k1bl0OtrohURQoUc5yE5+7s6vNhDcAeVxT1lWXOJZYU1yy64LG2NST9qSFL98bxo5j/3L2+iUMxhi0Gi0ezm4s/vRHh55HIpHYT1rkDNevX8/rr7+Ot7d3Ytm+ffsoXLgwoaGhNGnShJdffpn69dOfmdlRNG7cmDt3rLNhT5gwIcWkPE+QMo/PPxlyxIUQHYExQDmgpqIoNgO3hRDNgR8ANTBXUZRJCeXewF+ALxAIdFIUJX3xHw7myNZjiU54Ui4eCcAYE5upCYDOHjjP4vF/EWuIJTaJ1vcnzb4EwGxSiImOTwxUupofU7aNs8ueRp3rs2TSCkKuh2JM2Gypd3WifvvXE1VPUkLvomfWoe/YueRvDmw4Qt7C3rTu15ySFX2Ji43D2d2Z6EgDyjPj9uz3hFqrRqPVUKVBRY7vOoUJS0dcCIFf1ZKp2pMe3v20Azv+2EPEw8hEZ9zJxYn+k3tahcF4e3jxRpXa7Dqxn9i4p5+Di5MzQ9v1zhT7JLZ57eVXUAnrG05XvbPDk/FoNRqcnZx5EhKoKGaijNFcCLqCX5HMuS4lEknKpEXOcOnSpVZhKU/q+vj40LZtWw4fPpwjHPGU0tbbQ0rjkpa095LsI6OhKWeAdsA/yVUQQqiBn4AWQHngXSHEk90VI4GdiqKUBnYmvM4RJBebrNKoUGsyN6Jn49xtGKOt55YNkQaiIwyJMn/REQYuHg1g/ezNdvXr5OzEz4e/o9OIthQtXRi/V0oxcHofPp0/zG7bdHodLT5owtiVnzN0Rv9EvXGNVsOP/06mTLWX0DppUWvVyd6Vl3/tZX74exLfbvqaum1q4eRsOdY6Zx1dPutot01pwbugF/NOzaTt4LcpWakENZtXY8K6L2ndv4XN+r+PnEGVUuVxcXLG09Udvc6JHk070bvF8x17+Lyh0+r48/OZuDg546SNv17c9K68XqEG7zdu59Bzzd+6jGMBpzEY41eO4kwmomMMvD9pCEYbEooSiSTzSSqFaDQaWbp0Ka1bt7aq9/DhQ/7++2+L2eTIyEgeP36c+Hzbtm1s27YNHx+fZFO5K4rCkCFD8PPzo3Llyhw79lSoYMuWLZQtWxY/Pz8mTZrk4HeaNlIal7SkvZdkHxmaEVcU5TykugxSE7isKMrVhLpLAX/gXMLfhgn1FgJ7gE8zYpOjaNGzKatnrLeIbdbqNNTv8Hqma0VHRxpsLjfZCu94khio/RDrLyRbuHm60mt8N3qN75ZRM60oXKogvxz5nrDg++xZvpd5Xyy2yCgK8YmDKtUtT9lXSwMwcsFHzBg6m22LdmM2m/Eu6MWwnz+kXM3UQ2XSi3dBLz6c2gvolWrdfJ7eHPlpI6eunuPm3WCqvlSBwvkKZpptkuRpUbMRlxb8w+87VhH6IIym1evTpHp9u0Oz7OX3natsxqMripkjF0/yesUaDj2fRCJJHXukEAFWr15N06ZNcXV1TWwbEhJC27bxydbi4uLo0qUL9erVw83NjW7dbP8Wbt68mYCAAAICAjh06BADBgzg0KFDmEwmBg4caKFS0rp162TVWzLC6tWrGTx4MHfv3uWtt96iatWqbN261SJtfXLjAsmnvZfkLBwiXyiE2AOMsBWaIoToADRXFKV3wuuuwGuKogwSQjxQFCVPkrrhiqLY1AYTQvQF+gIUL168+vXr1zNsd0oYDUZG+Y/j9N5zqNQqFLOCb/liTNk2zu7U6enl75X7mNR9ulUsd3KUqf4Ss4/+kKk2pZXIR1F0KNzNWj/dWcfs/36wisc2xsRiiDTg7uUm49sk2UrTT7uw/Zj1Ip+bsyt7pi6nepnKGepfyhdKJDmDwMBAWrVqxZkzZ6yO9evXj4YNGyaGuJQtW5Y9e/YQGBjImDFj2Lp1KwATJ04E4LPPPss6wyXZQaY5JqnOiAshdgC2pgBHKYqSvHZQki5slKX5S1lRlF+BXyFeRzyt7dOKTq9jytZxXD0dyNXTgRQtXZiyr5bOEiexbptaVGlQkZP/nMEQEb8pUqPVoHd14lHYY4u68YmBmmW6TWnF1cOF8Wu+4Mu24xFCoACmWBMDp/excsIhXnM8M+PuJRJ76dfqPfafO0qkIcqiPI+bB6/42V7GlkgkuYvk1EhslR86dCg7TJTkElJ1xBVFaZzBc9wEknpeRYHbCc9DhBCFFEUJFkIUAnKctk6pSr7JpknPLNRqNd+sH82hTUf5Z9V+3PK40uKDJphN5vjslE8SA+m0VG1YkVZ9cp4jDvEqLSvv/M6RrceIjYnl1aav4JlXqo1Icjbt6rZkx7F/WbhtBUII1Co1Wo2G9WMXODwMRiKR5EySUyORKiUSR5MV8oVHgNJCiJLALaAz0CXh2DqgOzAp4a89M+wvBCqVitqtalK7VU2L8mU3F/Lvqv3cvxNOpbrlKV/r5Rz9JeDsqqd+uzrZbYZEYjdCCGYNncRH7fuy5+R+8nl489Zrb+Kks6GhL5FIciXJqZEYjUa71VskEnvIUIy4EKItMAPIDzwATiiK0kwIUZh4mcKWCfVaAt8TL1/4m6IoExLK8wLLgOLADaCjoiipZpZ53lLcSyQSyRNe0BhxiSTHIYTwBTYoimIVcyaEeAsYBLQEXgN+VBSlphBCA1wC3iR+cvEI0EVRlLNZZrgkV5FR1ZTVwGob5beJv3ifvN4EWOWhVhQljPiLWSKRSCQSiSRLEEIsIV61LZ8Q4ibwFaAFUBTlF+J9lpbAZSAK+CDhWJwQYhCwlaeTi9IJl6QbmVlTIpFIJBLJC4WiKCkmg1DiwwUGJnPM5uSiRJIe5M4jiUQikUgkEokkG5COuEQikUgkEolEkg1IR1wikUgkEolEIskGpCMukUgkEolEIpFkA9IRl0gkEolEIpFIsgHpiEskEolEIpFIJNmAdMQlEolEIpFIJJJsQDriEolEIpFIJBJJNpChFPfZhRDiLnA9HU3zAfccbE56kbbYRtpiG2mLbZ5HW0ooipI/s42RSCQSSc7nuXTE04sQ4qiiKK9mtx0gbUkOaYttpC22kbZIJBKJ5HlGhqZIJBKJRCKRSCTZgHTEJRKJRCKRSCSSbOBFc8R/zW4DkiBtsY20xTbSFttIWyQSiUTy3PJCxYhLJBKJRCKRSCQ5hRdtRlwikUgkEolEIskR5CpHXAjRUQhxVghhFkIkq14ghGguhLgohLgshBiZpNxbCLFdCBGQ8Ncrg/ak2p8QoqwQ4kSSxyMhxLCEY2OEELeSHGuZmbYk1AsUQpxOON/RtLZ3lC1CiGJCiN1CiPMJn+nQJMcyPC7JXQNJjgshxI8Jx08JIarZ2zYTbHkvwYZTQoj9QogqSY7Z/Lwy0ZaGQoiHScZ+tL1tM8GWj5PYcUYIYRJCeCccc9i4CCF+E0KECiHOJHM8y64ViUQikeQyFEXJNQ+gHFAW2AO8mkwdNXAFKAXogJNA+YRjk4GRCc9HAt9m0J409Zdg2x3idYYBxgAjHDQ2dtkCBAL5MvpeMmoLUAiolvDcHbiU5HPK0LikdA0kqdMS2AwIoBZwyN62mWBLHcAr4XmLJ7ak9Hlloi0NgQ3paetoW56p/zawK5PGpT5QDTiTzPEsuVbkQz7kQz7kI/c9ctWMuKIo5xVFuZhKtZrAZUVRriqKYgSWAv4Jx/yBhQnPFwJtMmhSWvt7E7iiKEp6khU52hZHt09TX4qiBCuKcizh+WPgPFAkA+dMSkrXQFIbFynxHATyCCEK2dnWobYoirJfUZTwhJcHgaIZOF+GbMmkto7o711gSQbOlyyKovwD3E+hSlZdKxKJRCLJZeQqR9xOigBBSV7f5KmDV0BRlGCIdwQBnwyeK639dcbamRiUsNz9WwZDZey1RQG2CSH+E0L0TUd7R9oCgBDCF3gFOJSkOCPjktI1kFode9o62pak9CJ+9vUJyX1emWlLbSHESSHEZiFEhTS2dbQtCCFcgObAyiTFjhyX1Miqa0UikUgkuQxNdhuQVoQQO4CCNg6NUhRlrT1d2ChLt3RMSvaksR8d0Br4LEnxLGBcgn3jgGlAz0y25XVFUW4LIXyA7UKICwkzgmnCgePiRryDNUxRlEcJxWkaF1vd2ih79hpIro5Dr5+09CeEeIN4R7xukmKHfF5psOUY8aFTEQmx+WuA0na2dbQtT3gb2KcoStJZa0eOS2pk1bUikUgkklzGc+eIK4rSOINd3ASKJXldFLid8DxECFFIUZTghKXl0IzYI4RIS38tgGOKooQk6TvxuRBiDrAhs21RFOV2wt9QIcRq4pfX/yGNY+MIW4QQWuKd8D8URVmVpO80jYsNUroGUqujs6Oto21BCFEZmAu0UBQl7El5Cp9XptiS5GYIRVE2CSF+FkLks/d9ONKWJFitJDl4XFIjq64ViUQikeQyXsTQlCNAaSFEyYRZ6M7AuoRj64DuCc+7A/bMsKdEWvqzinFNcFKf0BawqdrgKFuEEK5CCPcnz4GmSc7pyLGxxxYBzAPOK4ry3TPHMjouKV0DSW3slqCIUQt4mBBGY09bh9oihCgOrAK6KopyKUl5Sp9XZtlSMOGzQQhRk/jvkDB72jralgQbPIEGJLmGMmFcUiOrrhWJRCKR5Daye7eoIx/EO2U3gRggBNiaUF4Y2JSkXkviVTiuEB/S8qQ8L7ATCEj4651Be2z2Z8MeF+KdGc9n2i8GTgOniP8BL5SZthCv7nAy4XE2s8bGTlvqEr+Mfwo4kfBo6ahxsXUNAP2B/gnPBfBTwvHTJFHhSe76ycB4pGbLXCA8yTgcTe3zykRbBiWc6yTxG0frZNe4JLzuASx9pp1Dx4X4G+RgIJb475de2XWtyId8yId8yEfuesjMmhKJRCKRSCQSSTbwIoamSCQSiUQikUgk2Y50xCUSiUQikUgkkmxAOuISiUQikUgkEkk2IB1xiUQikUgkEokkG5COuEQikUgkEolEkg1IR1wikUgkEolEIskGpCMukUgkEolEIpFkA9IRl0gkEolEIpFIsoH/Ayly2GJy0QLQAAAAAElFTkSuQmCC", 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", 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" ] @@ -249,11 +240,11 @@ "fig = plt.figure(figsize=(12,6))\n", "ax = fig.add_subplot(121)\n", "ax.scatter(X1[:,0],X1[:,1], c=y1, cmap='PRGn')\n", - "ax.set_title('Sparse Parity')\n", + "ax.set_title('Sparse Parity at p=2')\n", "\n", "ax = fig.add_subplot(122, projection='3d')\n", "ax.scatter(X2[:,0],X2[:,1],X2[:,2], c=y2, cmap='PRGn')\n", - "ax.set_title('Sparse Parity')" + "ax.set_title('Sparse Parity at p=3')" ] }, { @@ -277,8 +268,10 @@ " for n_sample in tqdm(n_samples):\n", " data_args = [\n", " # name of dataset, function, n_sample, noise, n_features\n", - " ['sparse_parity', sparse_parity, n_sample]\n", - " # ['make_gaussian_quantiles', make_gaussian_quantiles, n_sample, None, 5],\n", + " ['sparse_parity', sparse_parity, n_sample],\n", + "\n", + " #sklearn toy datasets can also be test by decommenting these lines\n", + " # ['make_gaussian_quantiles', make_gaussian_quantiles, n_sample, None, 5], \n", " # ['make_hastie_10_2', make_hastie_10_2, n_sample]\n", " ]\n", "\n", @@ -309,7 +302,7 @@ "name": "stderr", "output_type": "stream", "text": [ - "100%|██████████| 3/3 [01:07<00:00, 22.48s/it]\n" + "100%|██████████| 3/3 [01:08<00:00, 22.90s/it]\n" ] } ], @@ -577,6 +570,16 @@ "df2.head()" ] }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "### Result\n", + "Three settings of the `max_features` are compared and their corresponding delta accuracy between OF and RF is shown as a bar plot. After a meaningful number of data is simulated (i.e., `n_samples` > 10^4), OF starts to outperform RF significantly across all `max_features` settings especially when `max_feature` is greater than or equal to `n_features`.\n", + "\n", + "The most likely reason for this is because OF should be more robust to high-dimensional noise. Moreover, due to the ability to sample more variable splits (i.e. `max_features` can be greater than `n_features` compared to RF), then we expect to see an increase in performance when we are willing to use computational power to sample more splits." + ] + }, { "cell_type": "code", "execution_count": 13, @@ -584,7 +587,7 @@ "outputs": [ { "data": { - "image/png": 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", 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"text/plain": [ "
" ] @@ -606,7 +609,7 @@ "\n", " sns.barplot(data=df_new, x='n_sample', y='delta', hue='max_feature', ax=ax)\n", "\n", - " ax.set_title('delta')\n", + " ax.set_title(r'$\\Delta$ Accuracy (OF - RF)', fontsize=20)\n", " ax.set_ylabel(f'{d}')" ] }, @@ -614,7 +617,8 @@ "cell_type": "markdown", "metadata": {}, "source": [ - "## Appendix" + "### Appendix\n", + "The actual values used to generate the above bar plot" ] }, { @@ -626,47 +630,47 @@ "data": { "text/html": [ "\n", - "\n", + "
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    deltadelta
dataset
sparse_parity1002010-0.030006sparse_parity1002010-0.030006
40100.00950740100.009507
sqrt100.040701sqrt100.040701
10002010-0.01304310002010-0.013043
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\n" ], "text/plain": [ - "" + "" ] }, "execution_count": 14, From 64169d8a59209095e79c1f6680ee3402f21cf9bb Mon Sep 17 00:00:00 2001 From: Jong Shin Date: Mon, 13 Jun 2022 12:32:15 -0400 Subject: [PATCH 13/36] add description --- notebook/mnist_benchmark_OF_vs_RF.ipynb | 175 ++++++------------------ 1 file changed, 44 insertions(+), 131 deletions(-) diff --git a/notebook/mnist_benchmark_OF_vs_RF.ipynb b/notebook/mnist_benchmark_OF_vs_RF.ipynb index 5f53c177d9a39..610edd65ca5f7 100644 --- a/notebook/mnist_benchmark_OF_vs_RF.ipynb +++ b/notebook/mnist_benchmark_OF_vs_RF.ipynb @@ -4,15 +4,17 @@ "cell_type": "markdown", "metadata": {}, "source": [ - "# Comparing axis-aligned decision tree versus oblique decision tree on MNIST dataset\n", - "Here we extend our analysis beyound our previous `Iris` and `simulation` datasets to measure performance of our oblique forest against random forset on MNIST dataset. We are testing on the digit data from scikit-learn." + "# Comparing axis-aligned decision tree versus oblique decision tree on sklearn digits dataset\n", + "Here we extend our analysis beyound our previous `Iris` and `simulation` datasets to measure performance of oblique forest against random forset on sklearn digits dataset. We assessed performance of each algorithm using one verus rest ROC-AUC score followed by multi-class confusion matrix. As seen from previous notebooks, OF outperforms RF in this real-world setting as well.\n", + "\n", + "Add a section describing the dataset very briefly and then linking to https://scikit-learn.org/stable/auto_examples/classification/plot_digits_classification.html for reference." ] }, { "cell_type": "markdown", "metadata": {}, "source": [ - "## Environment\n", + "### Environment\n", "- Python 3.8.13\n", "- [Sklearn-Adam's dev branch](https://github.com/neurodata/scikit-learn/tree/obliquepr)" ] @@ -38,7 +40,7 @@ "cell_type": "markdown", "metadata": {}, "source": [ - "## Import packages" + "### Import packages" ] }, { @@ -90,7 +92,7 @@ { "data": { "text/plain": [ - "'2022-06-10'" + "'2022-06-13'" ] }, "execution_count": 3, @@ -107,7 +109,8 @@ "cell_type": "markdown", "metadata": {}, "source": [ - "#### Load `digit` dataset from dataset module" + "#### Load `digits` dataset from sklearn dataset module\n", + "The sklearn digits dataset consists of 8x8 arrays of grayscale values of hand-written digits. More information is available in this [document](https://scikit-learn.org/stable/auto_examples/classification/plot_digits_classification.html)" ] }, { @@ -194,6 +197,14 @@ "plt.title(y[0])" ] }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "### train-test-split digits dataset\n", + "For this cross-validation accuracy measure, we are only using 1/10 of the digits data to limit the size of training data" + ] + }, { "cell_type": "code", "execution_count": 8, @@ -276,6 +287,14 @@ "cross_val_score(clf, X=XX, y=yy, cv=10, scoring='accuracy').mean()" ] }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "### Accuracy measure w.r.t. `max_features`\n", + "In addition to the mean accuracy over 10 CVs, we assessed the difference (OF-RF) over 10 CVs using different values for `max_features`" + ] + }, { "cell_type": "code", "execution_count": 11, @@ -307,121 +326,18 @@ "metadata": {}, "outputs": [], "source": [ - "df_out = pd.DataFrame(output, columns=['max_features', 'RF', 'OF'])" - ] - }, - { - "cell_type": "code", - "execution_count": 13, - "metadata": {}, - "outputs": [ - { - "data": { - "text/html": [ - "
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max_featuresRFOF
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\n", - "
" - ], - "text/plain": [ - " max_features RF OF\n", - "0 sqrt 0.888889 0.944444\n", - "0 sqrt 0.944444 1.0\n", - "0 sqrt 0.888889 0.944444\n", - "0 sqrt 1.0 1.0\n", - "0 sqrt 0.833333 0.833333" - ] - }, - "execution_count": 13, - "metadata": {}, - "output_type": "execute_result" - } - ], - "source": [ - "df_out = df_out.explode(['RF','OF'])\n", - "df_out.head(5)" - ] - }, - { - "cell_type": "code", - "execution_count": 14, - "metadata": {}, - "outputs": [], - "source": [ + "df_out = pd.DataFrame(output, columns=['max_features', 'RF', 'OF']).explode(['RF','OF'])\n", "df_out['delta'] = df_out.apply(lambda x: x.OF-x.RF, axis=1)" ] }, { "cell_type": "code", - "execution_count": 15, + "execution_count": 13, "metadata": {}, "outputs": [ { "data": { - "text/plain": [ - "" - ] - }, - "execution_count": 15, - "metadata": {}, - "output_type": "execute_result" - }, - { - "data": { - "image/png": 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", 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VbkzSwZLul9Qp6fQ6y3eVdJOk5ySdUimfJOk6SUvydk8s3aaZmQ2Nkh7GdcDrgM8DO0bEpIh4NfDnwM3Av0rq9/rauVcyB5gJTAeOkDS9ptpq4ATg3JrydcDnIuKNwD7AcXXamplZE5VcovWgiHi+tjAiVgNXAFdI2qJgPXsBnRGxFEDSZcAs4N7KOh8DHpN0aM22VgAr8v2nJC0BJlTbmplZc5X0MHbqr0K9hFLHBGBZ5XFXLmuIpMnA7sAtjbY1M7OBK0kYV/XckXTFILalOmXR0AqkV5B6NSdFxJO91JktqUNSR3d39wDCNDOzekoSRvWLfuogttUFTKo8nggsL22ch72uAC6JiCt7qxcR8yJiRkTMaG9vH3CwZmb2UiUJI3q536hFwDRJUySNAw4HFpQ0lCTgO8CSiPj3QcRgZmYDVLLT+62SniT1NLbK98mPIyK2KdlQRKyTdDxwNdAGzI+IxZKOzcvnStoR6AC2AdZLOok0o2o34JPA3ZLuyKv8QkQsLNm2mZkNXr8JIyKG7CC9/AW/sKZsbuX+StJQVa1fU38fiJmZtciATw0iqU3Sx4cyGDMzG7lKjvTeRtLnJX1T0nuUfBZYCnyk+SGamdlIULIP4/vAH4GbgE8DpwLjgFkRcUfzQjMzs5GkJGFMjYi3AEi6AFgF7BwRTzU1MjMzG1FK9mG8eBR3RLwAPOBkYWY29jQyrRZeOrW2oWm1Zma2aWvptFozM9t0+Yp7ZmZWxAnDzMyKOGGYmVmRASWMfM4nMzMbQwbaw/BJ/8zMxpiBJgyfCNDMbIwZaML49pBGYWZmI96AEkZEfGuoAzEzs5HNs6TMzKyIE4aZmRUpuR7GzkO1MUkHS7pfUqek0+ss31XSTZKek3RKI23NzKy5SnoYV/XckXTFQDckqQ2YA8wkXaf7CEnTa6qtBk4Azh1AWzMza6KShFGdQjt1ENvaC+iMiKURsRa4DJhVrRARj0XEIiqnVC9ta2ZmzVWSMKKX+42aACyrPO7KZUPaVtJsSR2SOrq7uwcUqJmZbawkYbxV0pOSngJ2y/eflPRU5ToZJeod7FeagIrbRsS8iJgRETPa29uLgzMzs7618noYXcCkyuOJwPIWtDUzsyFQPK1W0paS3izpTZK2HMC2FgHTJE2RNA44HFjQgrZmZjYE+u1hSNoc+DLwKeBh0vDQREnfBc6IiNod1HVFxDpJxwNXA23A/IhYLOnYvHxuPgtuB7ANsF7SScD0iHiyXtsGn6uZmQ1CyTW9zwFeCUyJiKcAJG1Dmvp6LnBi6cYiYiE1Z7qNiLmV+ytJw01Fbc3MrHVKhqQOA/6mJ1kARMSTwGeAQ5oVmJmZjSxF02ojYqMZSRHxAoObZmtmZpuQkoRxr6QjawslfQK4b+hDMjOzkahkH8ZxwJWSPgXcSupVvB3YCvhAE2MzM7MRpCRhLI+IvSUdALyJNEvqfyLi5z0VJKnesJWZmY0eJQnjunzSwR9HxLU9hfl4iHcBfw1cB1zYlAjNzGxEKEkYB5OOwbhU0hTgcWBL0vEQPwO+FhF3NCtAMzMbGUpODfIs8C3gW5K2AMYDz0TE402OzczMRpCSHsaL8lHdK5oUi5mZjWANJQwzGzke/tJbhjuEEWHd6h2AzVm3+iG/JsDO/3R309bta3qbmVkRJwwzMyvSyOnNj5e0fTODMTOzkauRHsaOwCJJP5B0sKR6V8EzM7NRqjhhRMQ/ANOA7wBHAb+T9GVJr2tSbGZmNoI0tA8jn/5jZb6tA7YHLpd0dhNiMzOzEaR4Wq2kE0inAVkFXACcGhHPS9oM+B1wWnNCNDOzkaCRHsZ44IMR8VcR8cOeS7NGxHrSRZb6lfd93C+pU9LpdZZL0nl5+V2S9qgsO1nSYkn3SLp0gNcVNzOzAWokYbwWeKLngaTtJc0HiIgl/TWW1AbMAWYC04EjJE2vqTaTtJ9kGjAbOD+3nQCcAMyIiDeTzmN1eAOxm5nZIDWSMHarnj8qIv4I7N5A+72AzohYGhFrgcuAWTV1ZgEXRXIzsJ2knfKyzYGtJG0OvBxY3sC2zcxskBpJGJtVj8OQlI7HLzcBWFZ53JXL+q0TEY8A5wIPk85l9URE/KzeRiTNltQhqaO7u7uB8MzMrC+NJIyvAjdKOkvSWcCNQCOzo+odt1F70aW6dXKimgVMAV4DbJ0vEbtx5Yh5ETEjIma0t7c3EJ6ZmfWlkeMwLgI+BDwKPEbaAf79BrbVBUyqPJ7IxsNKvdU5CHggIrrzzvYrgXc0sG0zMxukRs8ltQL4DXAnMF7SuxtouwiYJmlKvlrf4cCCmjoLgCPzbKl9SENPK0hDUftIenk+wvxAoN8d7WZmNnQaOQ7j08CJpF/9dwD7ADcBB5S0j4h1ko4HribNcpofEYslHZuXzwUWAocAncDTwNF52S2SLgduIx0weDswrzR2MzMbvEZ2Wp8IvB24OSL2l7Qr8M+NbCwiFpKSQrVsbuV+AMf10vaLwBcb2Z6ZmQ2dRoakns2Xa0XSyyLiPmCX5oRlZmYjTSM9jC5J2wFXAddI+iM+FsLMbMwoShh5R/MJ+cC9MyVdB2wL/LSJsZmZ2QhSlDAiIiRdBeyZH/+imUGZmdnI08g+jJslvb1pkZiZ2YjWyD6M/YG/lfQQsIZ0VHZExG5NiczMzEaURhLGzKZFYWZmI15xwoiIh5oZiI1cp512GitXrmTHHXfk7LN9cUWzsaqRI73/qV55RHxp6MKxkWjlypU88sgjwx2GmQ2zRoak1lTub0m6yp7P52RmNkY0MiT11epjSeey8ckDzcxslGr0bLVVLwemDlUgZmY2sjWyD+NuNlzwqA1oB85qRlBmZjbyNLIP47DK/XXAoxGxbojjMTOzEaqRIakvkS5o9FC+xvYrJc1vUlxmZjbCNJIwdssnHwQgIv4I7D7kEZmZ2YjUSMLYTNL2PQ8k7UBjQ1pmZrYJayRhfBW4UdJZkr4E3Ag0dNivpIMl3S+pU9LpdZZL0nl5+V2S9qgs207S5ZLuk7RE0r6NbNvMzAankeMwLpLUQbqGt4APRsS9pe0ltQFzgL8EuoBFkhbUrGMmMC3f9gbOz38BvgH8NCI+LGkcaVqvmZm1SENDSvnLvThJ1NgL6IyIpQCSLgNm1axvFnBRvrb3zblXsRPpKPN3A0flONYCawcYh5mZDUDxkJSk7+VLtPY83r7BWVITgGWVx125rKTOVKAb+K6k2yVdIGnrXuKcLalDUkd3d3cD4ZmZWV9aOUtKdcqisM7mwB7A+RGxO6nHsdE+kBzXvIiYEREz2tvbGwjPzMz60spZUl3ApMrjicDywjpdQFdE3JLLLyclEDMza5GBzpI6i8ZnSS0CpkmakndaH87GJy9cAByZZ0vtQzpQcEVErASWSdol1zuQge9LMTOzARjMLKnZwEeB7xe2XyfpeOBq0rmo5kfEYknH5uVzgYXAIUAn8DRwdGUVnwUuyclmac0yMzNrskYPvBsH7Ax8BHgAuKKRxhGxkJQUqmVzK/cDOK6XtncAMxoL18zMhkq/CUPSG0jDR0cAfwD+E1BE7N/k2MzMbAQp6WHcB/wKeG9EdAJIOrmpUZmZ2YhTstP7Q8BK4DpJ35Z0IPWnv5qZ2SjWb8KIiB9FxEeBXYHrgZOBP5N0vqT3NDk+MzMbIYqn1UbEmoi4JCIOIx0fcQe9HDxnZmajz4Cu6R0RqyPiPyLigKEOyMzMRqYBJQwzMxt7nDDMzKzIgBOGpHdKmjOUwZiZ2cjV0JHekt4GfIx0pPejpJlTdY/MNjOz0aWRI70/BvwJ+CGwX0Q8KOmBJsdnZmYjROmR3ouAD0fEPTXLaq9nYWZmo1Tpkd4PAtdI+r6k90raorlhmZnZSNPIkd6vB34K/C3QJem7wDZNjs/MzEaIgR7p/UbgZuDupkVmZmYjymCP9PYpzs3MxoiWHrgn6WBJ90vqlLTReajypVnPy8vvkrRHzfI2SbdL+knrojYzM2hhwpDUBswBZgLTgSMkTa+pNhOYlm+zgfNrlp8ILGlyqGZmVkcrexh7AZ0RsTQi1gKXAbNq6swCLorkZmA7STsBSJoIHApc0MKYzcwsa2XCmAAsqzzuymWldb4OnAas72sjkmZL6pDU0d3dPaiAzcxsg4ZODTJI9a7SV3vgX906kg4DHouIWyXt19dGImIeMA9gxowZgzqwcM9TLxpM81Hjlaueog14eNVTfk2AW885crhDMBsWrexhdAGTKo8nAssL67wTeJ+kB0lDWQdIurh5oZqZWa1WJoxFwDRJUySNI52fakFNnQXAkXm21D7AExGxIiI+HxETI2JybndtRHyihbGbmY15LRuSioh1ko4HrgbagPkRsVjSsXn5XGAhcAjQCTwNHN2q+MzMrG+t3IdBRCwkJYVq2dzK/aCf06VHxPXA9U0Iz8zM+uAr7pmZWREnDDMzK+KEYWZmRZwwzMysiBOGmZkVccIwM7MiThhmZlbECcPMzIo4YZiZWREnDDMzK+KEYWZmRVp6Likzs6E2fsv1wLr815rJCcPMNmmn7Pb4cIcwZnhIyszMijhhmJlZEScMMzMr4oRhZmZFWpowJB0s6X5JnZJOr7Ncks7Ly++StEcunyTpOklLJC2WdGIr4zYzsxYmDEltwBxgJjAdOELS9JpqM4Fp+TYbOD+XrwM+FxFvBPYBjqvT1szMmqiVPYy9gM6IWBoRa4HLgFk1dWYBF0VyM7CdpJ0iYkVE3AYQEU8BS4AJLYzdzGzMa2XCmAAsqzzuYuMv/X7rSJoM7A7cUm8jkmZL6pDU0d3dPdiYzcwsa2XCUJ2yaKSOpFcAVwAnRcST9TYSEfMiYkZEzGhvbx9wsGZm9lKtTBhdwKTK44nA8tI6krYgJYtLIuLKJsZpZmZ1tDJhLAKmSZoiaRxwOLCgps4C4Mg8W2of4ImIWCFJwHeAJRHx7y2M2czMspadSyoi1kk6HrgaaAPmR8RiScfm5XOBhcAhQCfwNHB0bv5O4JPA3ZLuyGVfiIiFrYrfzGysa+nJB/MX/MKasrmV+wEcV6fdr6m/f8PMzFrER3qbmVkRJwwzMyvihGFmZkWcMMzMrIgThpmZFXHCMDOzIk4YZmZWxAnDzMyKOGGYmVkRJwwzMyvihGFmZkWcMMzMrIgThpmZFXHCMDOzIi09vbltmtaP2/olf81sbHLCsH6tmfae4Q7BzEYAD0mZmVmRliYMSQdLul9Sp6TT6yyXpPPy8rsk7VHa1szMmqtlCUNSGzAHmAlMB46QNL2m2kxgWr7NBs5voK2ZmTVRK3sYewGdEbE0ItYClwGzaurMAi6K5GZgO0k7FbY1M7MmauVO7wnAssrjLmDvgjoTCtsCIGk2qXcC8CdJ9w8iZttgPLBquIMYCXTuXw93CLYxfz57fFGDXcNre1vQyoRR71lEYZ2StqkwYh4wr7HQrD+SOiJixnDHYVaPP5+t0cqE0QVMqjyeCCwvrDOuoK2ZmTVRK/dhLAKmSZoiaRxwOLCgps4C4Mg8W2of4ImIWFHY1szMmqhlPYyIWCfpeOBqoA2YHxGLJR2bl88FFgKHAJ3A08DRfbVtVewGeJjPRjZ/PltAEXV3BZiZmb2Ej/Q2M7MiThhmZlbECcMGRdLbJB0y3HHY2CFpO0mXS7pP0hJJ+1aWnSIpJI0fzhhHKycMGzBJmwNvI01UMGuVbwA/jYhdgbcCSwAkTQL+Enh4GGMb1bzT25C0NfAD0vEtbcBZwBPA10lHz94GTI2IwySdCbwGmJyXvQvYCngE+EpE/GeLw7cxRNI2wJ2kz2PULLuc9Nn9MTAjInzk9xDz9TAM4GBgeUQcCiBpW+Ae4ADSFOfaJLAn8K6IeEbSUaR/zuNbGK+NXVOBbuC7kt4K3AqcCBwIPBIRd0qDPjWG9cJDUgZwN3CQpH+T9OfAFOCBiPhd/hV3cU39BRHxTMujNEs/cvcAzo+I3YE1wJnAGcA/DWNcY4IThhERvyX1Gu4GvgK8j17O1ZWtaUVcZnV0AV0RcUt+fDkpgUwB7pT0IGlo9TZJOw5PiKOXE4Yh6TXA0xFxMXAu8A5giqTX5SpH9NH8KeCVTQ7RDICIWAksk7RLLjoQuC0iXh0RkyNiMimp7JHr2hDyPgwDeAtwjqT1wPPAZ0ini/5vSauAXwNv7qXtdcDpku7AO72tNT4LXJLPK7eUfAohaz7PkrJ+SdoPOCUiDhvmUMxsGHlIyszMiriHYWZmRdzDMDOzIk4YZmZWxAnDzMyKOGGYmVkRJwyzJpH0Mkn/K+kOSR8dQPv3S5rejNjMBsIH7pk1z+7AFhHxtgG2fz/wE+De0gaSNo+IdQPcnlmf3MOwMUfS5HzxnQsk3SPpEkkHSbpB0u8k7ZVvN0q6Pf/dJbf9e0nz8/235PYvr7ONV5NO2vi23MN4naQ9Jf1C0q2Srpa0U677N5IWSbpT0hWSXi7pHaRzep1TaX+9pBm5zfh83iQkHSXph5L+C/iZpK0lzc/rvF3SrFzvTZJ+k9d3l6RpzX+1bVSJCN98G1M30rU81pFOibIZ6RTZ8wEBs4CrgG2AzXP9g4Ar8v3NgF8CHwA6gHf2sZ39gJ/k+1sANwLt+fFHgfn5/qsqbf4F+Gy+fyHw4cqy60mnkod06pYH8/2jSOdP2iE//jLwiXx/O+C3wNbA/wU+nsvHAVsN93vh26Z185CUjVUPRMTdAJIWAz+PiJB0NymhbAt8L/8KD9IXPhGxPl8D5C7gPyLihsLt7UI6H9c1+XoNbcCKvOzNkv6F9OX+CuDqATyfayJidb7/HuB9kk7Jj7cEdgZuAs6QNBG4MiJ+N4Dt2BjmhGFj1XOV++srj9eT/i/OAq6LiA9Imkz6dd9jGvAn0pUHSwlYHBH71ll2IfD+SBf/OYrUM6lnHRuGkbesWVY95byAD0XE/TV1lki6BTgUuFrSpyPi2vKnYGOd92GY1bct6bKzkIZ8gBevRvgN4N3AqyR9uHB99wPtkvbN69lC0pvyslcCKyRtAXy80qb21PEPkq5bAtDXdq8GPqvclZG0e/47FVgaEecBC4DdCmM3A5wwzHpzNvAVSTeQho96fA34VqSLTh0D/Gvewd2niFhL+pL/N0l3AneQrjsC8I/ALcA1wH2VZpcBp+Yd168jXavkM5JuJO3D6M1ZpCG0uyTdkx9D2m9yTz4V/a7ARf3FbVblkw+amVkR9zDMzKyId3qbDZKko4ETa4pviIjjhiMes2bxkJSZmRXxkJSZmRVxwjAzsyJOGGZmVsQJw8zMivx/HQ5Y3n9AWkYAAAAASUVORK5CYII=", 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" ] @@ -433,19 +349,23 @@ } ], "source": [ - "sns.barplot(data=df_out, x='max_features', y='delta')" + "fig, ax = plt.subplots()\n", + "sns.barplot(data=df_out, x='max_features', y='delta', ax=ax)\n", + "ax.set_ylabel(r'$\\Delta$ Accuracy (OF - RF)')\n", + "ax.set_title('Low volume digits data', fontsize=18);" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ - "#### OvR multi-class ROC curves for the sklearn digits dataset" + "#### OvR multi-class ROC curves for the sklearn digits dataset\n", + "One versus rest ROC-AUC assessment for multi-class setting. The code to compute and draw ROC-AUC curves are mostly adapted from sklearn [documentation](https://scikit-learn.org/stable/auto_examples/model_selection/plot_roc.html)" ] }, { "cell_type": "code", - "execution_count": 16, + "execution_count": 14, "metadata": {}, "outputs": [], "source": [ @@ -482,7 +402,7 @@ }, { "cell_type": "code", - "execution_count": 17, + "execution_count": 15, "metadata": {}, "outputs": [], "source": [ @@ -534,7 +454,7 @@ }, { "cell_type": "code", - "execution_count": 18, + "execution_count": 16, "metadata": {}, "outputs": [ { @@ -553,7 +473,7 @@ }, { "cell_type": "code", - "execution_count": 25, + "execution_count": 17, "metadata": {}, "outputs": [], "source": [ @@ -565,7 +485,7 @@ }, { "cell_type": "code", - "execution_count": 26, + "execution_count": 18, "metadata": {}, "outputs": [ { @@ -591,7 +511,7 @@ " 'warm_start': False}" ] }, - "execution_count": 26, + "execution_count": 18, "metadata": {}, "output_type": "execute_result" } @@ -603,7 +523,7 @@ }, { "cell_type": "code", - "execution_count": 27, + "execution_count": 19, "metadata": {}, "outputs": [ { @@ -630,7 +550,7 @@ " 'warm_start': False}" ] }, - "execution_count": 27, + "execution_count": 19, "metadata": {}, "output_type": "execute_result" } @@ -642,7 +562,7 @@ }, { "cell_type": "code", - "execution_count": 28, + "execution_count": 20, "metadata": {}, "outputs": [ { @@ -699,7 +619,7 @@ }, { "cell_type": "code", - "execution_count": 29, + "execution_count": 21, "metadata": {}, "outputs": [ { @@ -725,13 +645,6 @@ " ax[i].set_title(cm[0], fontsize=15)" ] }, - { - "cell_type": "code", - "execution_count": null, - "metadata": {}, - "outputs": [], - "source": [] - }, { "cell_type": "code", "execution_count": null, From ef5d9bc82c63948c92dbab33fb1a6bd1037c00a8 Mon Sep 17 00:00:00 2001 From: Jong Shin Date: Mon, 13 Jun 2022 12:35:21 -0400 Subject: [PATCH 14/36] remove long notebook --- ...ion_benchmark_OF_vs_RF_comprehensive.ipynb | 3854 ----------------- 1 file changed, 3854 deletions(-) delete mode 100644 notebook/simulation_benchmark_OF_vs_RF_comprehensive.ipynb diff --git a/notebook/simulation_benchmark_OF_vs_RF_comprehensive.ipynb b/notebook/simulation_benchmark_OF_vs_RF_comprehensive.ipynb deleted file mode 100644 index aa32d8557d8b3..0000000000000 --- a/notebook/simulation_benchmark_OF_vs_RF_comprehensive.ipynb +++ /dev/null @@ -1,3854 +0,0 @@ -{ - "cells": [ - { - "cell_type": "markdown", - "metadata": {}, - "source": [ - "# Comparing axis-aligned decision tree versus oblique decision tree on simulation datasets\n", - "The previous notebook conducted visual analysis using `Iris` dataset. Here we extend our analysis using `2` more custom simulation datasets: `sparse_parity`, `trunk` along with other simulation datasets from scikit-learn datasets module" - ] - }, - { - "cell_type": "markdown", - "metadata": {}, - "source": [ - "## Environment\n", - "- Python 3.8.13\n", - "- [Sklearn-Adam's dev branch](https://github.com/neurodata/scikit-learn/tree/obliquepr)" - ] - }, - { - "cell_type": "code", - "execution_count": 1, - "metadata": {}, - "outputs": [ - { - "name": "stdout", - "output_type": "stream", - "text": [ - "Python 3.8.13\n" - ] - } - ], - "source": [ - "!python --version" - ] - }, - { - "cell_type": "markdown", - "metadata": {}, - "source": [ - "## Import packages" - ] - }, - { - "cell_type": "code", - "execution_count": 2, - "metadata": {}, - "outputs": [ - { - "data": { - "text/plain": [ - "'1.2.dev0'" - ] - }, - "execution_count": 2, - "metadata": {}, - "output_type": "execute_result" - } - ], - "source": [ - "import sklearn\n", - "from sklearn.tree import DecisionTreeClassifier, ObliqueDecisionTreeClassifier, plot_tree\n", - "from sklearn.ensemble import RandomForestClassifier, ObliqueRandomForestClassifier\n", - "from sklearn.model_selection import cross_val_score, train_test_split\n", - "from sklearn.metrics import accuracy_score\n", - "from sklearn.datasets import make_low_rank_matrix, make_multilabel_classification, \\\n", - " make_circles, make_moons, make_hastie_10_2, make_blobs, \\\n", - " make_sparse_uncorrelated, make_gaussian_quantiles\n", - "from sklearn.model_selection import RepeatedKFold, cross_validate\n", - "\n", - "from datetime import datetime\n", - "from tqdm import tqdm\n", - "import itertools\n", - "import os\n", - "import pickle\n", - "\n", - "import numpy as np\n", - "import pandas as pd\n", - "import seaborn as sns\n", - "import matplotlib.pyplot as plt\n", - "\n", - "random_state = 123456\n", - "\n", - "sklearn.__version__" - ] - }, - { - "cell_type": "code", - "execution_count": 3, - "metadata": {}, - "outputs": [ - { - "data": { - "text/plain": [ - "'2022-05-29'" - ] - }, - "execution_count": 3, - "metadata": {}, - "output_type": "execute_result" - } - ], - "source": [ - "today = str(datetime.now().date())\n", - "today" - ] - }, - { - "cell_type": "markdown", - "metadata": {}, - "source": [ - "#### Generating custom simulation datasets" - ] - }, - { - "cell_type": "code", - "execution_count": 4, - "metadata": {}, - "outputs": [], - "source": [ - "def sparse_parity(n_samples, p=20, p_star=3, noise=None, random_seed=None, **kwarg):\n", - " \n", - " if random_seed: \n", - " np.random.seed(random_seed)\n", - "\n", - " X = np.random.uniform(-1, 1, (n_samples, p))\n", - " y = np.zeros(n_samples)\n", - "\n", - " for i in range(0, n_samples):\n", - " y[i] = sum(X[i, :p_star] > 0) % 2;\n", - "\n", - " return X, y\n", - "\n", - "def trunk(n_samples, p=10, noise=None, random_seed=None, **kwarg):\n", - "\n", - " if random_seed: \n", - " np.random.seed(random_seed)\n", - "\n", - " mu_1 = np.array([1/i for i in range(1,p+1)])\n", - " mu_0 = -1 * mu_1\n", - "\n", - " cov = np.identity(p)\n", - "\n", - " X = np.vstack((\n", - " np.random.multivariate_normal(mu_0, cov, int(n_samples/2)),\n", - " np.random.multivariate_normal(mu_1, cov, int(n_samples/2))\n", - " ))\n", - "\n", - " y = np.concatenate((\n", - " np.zeros(int(n_samples/2)),\n", - " np.ones(int(n_samples/2))\n", - " ))\n", - "\n", - " return X, y" - ] - }, - { - "cell_type": "code", - "execution_count": 5, - "metadata": {}, - "outputs": [], - "source": [ - "def get_sample(func, n, m=None, o=None):\n", - " k = {}\n", - "\n", - " if m: k['noise'] = m\n", - " if o: k['n_features'] = o\n", - "\n", - " k['n_samples'] = n\n", - " k['random_state'] = random_state # random_state for classifiers\n", - "\n", - " X, y = func(**k)\n", - "\n", - " return X, y\n", - "\n", - "def get_scores(X, y, max_features, max_depth, random_state, n_cv=5, n_repeats=10):\n", - "\n", - " clfs = [\n", - " RandomForestClassifier(max_features=max_features, max_depth=max_depth, random_state=random_state),\n", - " ObliqueRandomForestClassifier(max_features=max_features, max_depth=max_depth, random_state=random_state)\n", - " ]\n", - "\n", - " tmp = []\n", - "\n", - " for i, clf in enumerate(clfs):\n", - "\n", - " if i == 0 and isinstance(max_features, int):\n", - " if max_features > X.shape[1]:\n", - " tmp.append(np.zeros(n_cv * n_repeats))\n", - " continue\n", - "\n", - " cv = RepeatedKFold(n_splits=5, n_repeats=10, random_state=random_state)\n", - " test_score = cross_validate(estimator=clf, X=X, y=y, cv=cv, scoring='accuracy')\n", - " \n", - " tmp.append(\n", - " test_score['test_score']\n", - " )\n", - "\n", - " # print(f'max_feature: {max_features} | max_depth: {max_depth}')\n", - "\n", - " return tmp" - ] - }, - { - "cell_type": "code", - "execution_count": 6, - "metadata": {}, - "outputs": [], - "source": [ - "def run_experiment(n_repeat=10):\n", - " n_samples = [100, 1000, 5000]\n", - " max_depths = [1,2,5,10, None]\n", - " accs = []\n", - " \n", - " clf_kwarg = {\n", - " 'max_features': None,\n", - " 'max_depth': None,\n", - " 'random_state': random_state\n", - " }\n", - "\n", - " for n_sample in tqdm(n_samples):\n", - " data_args = [\n", - " # name of dataset, function, n_sample, noise, n_features\n", - " ['sparse_parity', sparse_parity, n_sample],\n", - " ['trunk', trunk, n_sample],\n", - " ['make_gaussian_quantiles', make_gaussian_quantiles, n_sample, None, 10], #noise, n_features\n", - " ['make_circles', make_circles, n_sample, 0.3], #noise\n", - " ['make_moons', make_moons, n_sample, 0.4],\n", - " ['make_hastie_10_2', make_hastie_10_2, n_sample]\n", - " ]\n", - "\n", - " for arg in data_args:\n", - "\n", - " X, y = get_sample(*arg[1:])\n", - " \n", - " for max_feature in ['sqrt', X.shape[1], X.shape[1]*2, X.shape[1]*3]: #max_features\n", - " for max_depth in max_depths:\n", - " clf_kwarg['max_features'] = max_feature\n", - " clf_kwarg['max_depth'] = max_depth\n", - "\n", - " acc = get_scores(X, y, **clf_kwarg)\n", - " accs.append([arg[0], n_sample, n_repeat, max_feature, max_depth, random_state] + acc)\n", - "\n", - " df = pd.DataFrame(accs, columns=['dataset', 'n_sample', 'n_repeat', 'max_feature', 'max_depth', 'random_state', 'RF', 'OF'])\n", - " df['delta'] = df.apply(lambda x: x.OF-x.RF, axis=1)\n", - "\n", - " with open('dat/simulation_notebook_rf_vs_of.pkl', 'wb') as f:\n", - " pickle.dump(df, f, protocol=pickle.HIGHEST_PROTOCOL)\n", - "\n", - " return df" - ] - }, - { - "cell_type": "code", - "execution_count": 7, - "metadata": {}, - "outputs": [ - { - "name": "stderr", - "output_type": "stream", - "text": [ - "100%|██████████| 3/3 [3:06:56<00:00, 3738.92s/it]\n" - ] - } - ], - "source": [ - "df = run_experiment()" - ] - }, - { - "cell_type": "code", - "execution_count": 8, - "metadata": {}, - "outputs": [ - { - "data": { - "text/html": [ - "
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datasetn_samplen_repeatmax_featuremax_depthrandom_stateRFOFdelta
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1sparse_parity10010sqrt2.0123456[0.4, 0.4, 0.5, 0.55, 0.4, 0.5, 0.6, 0.45, 0.3...[0.4, 0.4, 0.4, 0.5, 0.35, 0.4, 0.5, 0.5, 0.35...[0.0, 0.0, -0.09999999999999998, -0.0500000000...
2sparse_parity10010sqrt5.0123456[0.35, 0.55, 0.5, 0.6, 0.5, 0.55, 0.5, 0.5, 0....[0.55, 0.4, 0.5, 0.5, 0.5, 0.55, 0.4, 0.6, 0.4...[0.20000000000000007, -0.15000000000000002, 0....
3sparse_parity10010sqrt10.0123456[0.5, 0.5, 0.4, 0.6, 0.5, 0.5, 0.55, 0.5, 0.55...[0.4, 0.45, 0.4, 0.55, 0.35, 0.6, 0.55, 0.5, 0...[-0.09999999999999998, -0.04999999999999999, 0...
4sparse_parity10010sqrtNaN123456[0.5, 0.5, 0.4, 0.6, 0.5, 0.5, 0.55, 0.5, 0.55...[0.45, 0.45, 0.45, 0.55, 0.35, 0.6, 0.55, 0.5,...[-0.04999999999999999, -0.04999999999999999, 0...
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355make_hastie_10_2500010301.0123456[0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, ...[0.712, 0.729, 0.744, 0.73, 0.668, 0.75, 0.727...[0.712, 0.729, 0.744, 0.73, 0.668, 0.75, 0.727...
356make_hastie_10_2500010302.0123456[0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, ...[0.756, 0.759, 0.791, 0.778, 0.697, 0.776, 0.7...[0.756, 0.759, 0.791, 0.778, 0.697, 0.776, 0.7...
357make_hastie_10_2500010305.0123456[0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, ...[0.817, 0.815, 0.859, 0.851, 0.814, 0.846, 0.8...[0.817, 0.815, 0.859, 0.851, 0.814, 0.846, 0.8...
358make_hastie_10_25000103010.0123456[0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, ...[0.876, 0.88, 0.88, 0.882, 0.885, 0.889, 0.873...[0.876, 0.88, 0.88, 0.882, 0.885, 0.889, 0.873...
359make_hastie_10_250001030NaN123456[0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, ...[0.895, 0.893, 0.916, 0.908, 0.915, 0.907, 0.9...[0.895, 0.893, 0.916, 0.908, 0.915, 0.907, 0.9...
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360 rows × 9 columns

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" - ], - "text/plain": [ - " dataset n_sample n_repeat max_feature max_depth \\\n", - "0 sparse_parity 100 10 sqrt 1.0 \n", - "1 sparse_parity 100 10 sqrt 2.0 \n", - "2 sparse_parity 100 10 sqrt 5.0 \n", - "3 sparse_parity 100 10 sqrt 10.0 \n", - "4 sparse_parity 100 10 sqrt NaN \n", - ".. ... ... ... ... ... \n", - "355 make_hastie_10_2 5000 10 30 1.0 \n", - "356 make_hastie_10_2 5000 10 30 2.0 \n", - "357 make_hastie_10_2 5000 10 30 5.0 \n", - "358 make_hastie_10_2 5000 10 30 10.0 \n", - "359 make_hastie_10_2 5000 10 30 NaN \n", - "\n", - " random_state RF \\\n", - "0 123456 [0.4, 0.35, 0.45, 0.6, 0.5, 0.6, 0.6, 0.5, 0.3... \n", - "1 123456 [0.4, 0.4, 0.5, 0.55, 0.4, 0.5, 0.6, 0.45, 0.3... \n", - "2 123456 [0.35, 0.55, 0.5, 0.6, 0.5, 0.55, 0.5, 0.5, 0.... \n", - "3 123456 [0.5, 0.5, 0.4, 0.6, 0.5, 0.5, 0.55, 0.5, 0.55... \n", - "4 123456 [0.5, 0.5, 0.4, 0.6, 0.5, 0.5, 0.55, 0.5, 0.55... \n", - ".. ... ... \n", - "355 123456 [0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, ... \n", - "356 123456 [0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, ... \n", - "357 123456 [0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, ... \n", - "358 123456 [0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, ... \n", - "359 123456 [0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, ... \n", - "\n", - " OF \\\n", - "0 [0.55, 0.4, 0.45, 0.3, 0.4, 0.65, 0.55, 0.4, 0... \n", - "1 [0.4, 0.4, 0.4, 0.5, 0.35, 0.4, 0.5, 0.5, 0.35... \n", - "2 [0.55, 0.4, 0.5, 0.5, 0.5, 0.55, 0.4, 0.6, 0.4... \n", - "3 [0.4, 0.45, 0.4, 0.55, 0.35, 0.6, 0.55, 0.5, 0... \n", - "4 [0.45, 0.45, 0.45, 0.55, 0.35, 0.6, 0.55, 0.5,... \n", - ".. ... \n", - "355 [0.712, 0.729, 0.744, 0.73, 0.668, 0.75, 0.727... \n", - "356 [0.756, 0.759, 0.791, 0.778, 0.697, 0.776, 0.7... \n", - "357 [0.817, 0.815, 0.859, 0.851, 0.814, 0.846, 0.8... \n", - "358 [0.876, 0.88, 0.88, 0.882, 0.885, 0.889, 0.873... \n", - "359 [0.895, 0.893, 0.916, 0.908, 0.915, 0.907, 0.9... \n", - "\n", - " delta \n", - "0 [0.15000000000000002, 0.050000000000000044, 0.... \n", - "1 [0.0, 0.0, -0.09999999999999998, -0.0500000000... \n", - "2 [0.20000000000000007, -0.15000000000000002, 0.... \n", - "3 [-0.09999999999999998, -0.04999999999999999, 0... \n", - "4 [-0.04999999999999999, -0.04999999999999999, 0... \n", - ".. ... \n", - "355 [0.712, 0.729, 0.744, 0.73, 0.668, 0.75, 0.727... \n", - "356 [0.756, 0.759, 0.791, 0.778, 0.697, 0.776, 0.7... \n", - "357 [0.817, 0.815, 0.859, 0.851, 0.814, 0.846, 0.8... \n", - "358 [0.876, 0.88, 0.88, 0.882, 0.885, 0.889, 0.873... \n", - "359 [0.895, 0.893, 0.916, 0.908, 0.915, 0.907, 0.9... \n", - "\n", - "[360 rows x 9 columns]" - ] - }, - "execution_count": 8, - "metadata": {}, - "output_type": "execute_result" - } - ], - "source": [ - "df" - ] - }, - { - "cell_type": "code", - "execution_count": 9, - "metadata": {}, - "outputs": [], - "source": [ - "df2 = df.copy()\n", - "df2['max_depth'] = df2.max_depth.replace(np.nan, 'inf')" - ] - }, - { - "cell_type": "code", - "execution_count": 10, - "metadata": {}, - "outputs": [ - { - "data": { - "text/html": [ - "
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datasetn_samplen_repeatmax_featuremax_depthrandom_stateRFOFdelta
0sparse_parity10010sqrt1.0123456[0.4, 0.35, 0.45, 0.6, 0.5, 0.6, 0.6, 0.5, 0.3...[0.55, 0.4, 0.45, 0.3, 0.4, 0.65, 0.55, 0.4, 0...[0.15000000000000002, 0.050000000000000044, 0....
1sparse_parity10010sqrt2.0123456[0.4, 0.4, 0.5, 0.55, 0.4, 0.5, 0.6, 0.45, 0.3...[0.4, 0.4, 0.4, 0.5, 0.35, 0.4, 0.5, 0.5, 0.35...[0.0, 0.0, -0.09999999999999998, -0.0500000000...
2sparse_parity10010sqrt5.0123456[0.35, 0.55, 0.5, 0.6, 0.5, 0.55, 0.5, 0.5, 0....[0.55, 0.4, 0.5, 0.5, 0.5, 0.55, 0.4, 0.6, 0.4...[0.20000000000000007, -0.15000000000000002, 0....
3sparse_parity10010sqrt10.0123456[0.5, 0.5, 0.4, 0.6, 0.5, 0.5, 0.55, 0.5, 0.55...[0.4, 0.45, 0.4, 0.55, 0.35, 0.6, 0.55, 0.5, 0...[-0.09999999999999998, -0.04999999999999999, 0...
4sparse_parity10010sqrtinf123456[0.5, 0.5, 0.4, 0.6, 0.5, 0.5, 0.55, 0.5, 0.55...[0.45, 0.45, 0.45, 0.55, 0.35, 0.6, 0.55, 0.5,...[-0.04999999999999999, -0.04999999999999999, 0...
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355make_hastie_10_2500010301.0123456[0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, ...[0.712, 0.729, 0.744, 0.73, 0.668, 0.75, 0.727...[0.712, 0.729, 0.744, 0.73, 0.668, 0.75, 0.727...
356make_hastie_10_2500010302.0123456[0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, ...[0.756, 0.759, 0.791, 0.778, 0.697, 0.776, 0.7...[0.756, 0.759, 0.791, 0.778, 0.697, 0.776, 0.7...
357make_hastie_10_2500010305.0123456[0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, ...[0.817, 0.815, 0.859, 0.851, 0.814, 0.846, 0.8...[0.817, 0.815, 0.859, 0.851, 0.814, 0.846, 0.8...
358make_hastie_10_25000103010.0123456[0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, ...[0.876, 0.88, 0.88, 0.882, 0.885, 0.889, 0.873...[0.876, 0.88, 0.88, 0.882, 0.885, 0.889, 0.873...
359make_hastie_10_250001030inf123456[0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, ...[0.895, 0.893, 0.916, 0.908, 0.915, 0.907, 0.9...[0.895, 0.893, 0.916, 0.908, 0.915, 0.907, 0.9...
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360 rows × 9 columns

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" - ], - "text/plain": [ - " dataset n_sample n_repeat max_feature max_depth random_state \\\n", - "0 sparse_parity 100 10 sqrt 1.0 123456 \n", - "1 sparse_parity 100 10 sqrt 2.0 123456 \n", - "2 sparse_parity 100 10 sqrt 5.0 123456 \n", - "3 sparse_parity 100 10 sqrt 10.0 123456 \n", - "4 sparse_parity 100 10 sqrt inf 123456 \n", - ".. ... ... ... ... ... ... \n", - "355 make_hastie_10_2 5000 10 30 1.0 123456 \n", - "356 make_hastie_10_2 5000 10 30 2.0 123456 \n", - "357 make_hastie_10_2 5000 10 30 5.0 123456 \n", - "358 make_hastie_10_2 5000 10 30 10.0 123456 \n", - "359 make_hastie_10_2 5000 10 30 inf 123456 \n", - "\n", - " RF \\\n", - "0 [0.4, 0.35, 0.45, 0.6, 0.5, 0.6, 0.6, 0.5, 0.3... \n", - "1 [0.4, 0.4, 0.5, 0.55, 0.4, 0.5, 0.6, 0.45, 0.3... \n", - "2 [0.35, 0.55, 0.5, 0.6, 0.5, 0.55, 0.5, 0.5, 0.... \n", - "3 [0.5, 0.5, 0.4, 0.6, 0.5, 0.5, 0.55, 0.5, 0.55... \n", - "4 [0.5, 0.5, 0.4, 0.6, 0.5, 0.5, 0.55, 0.5, 0.55... \n", - ".. ... \n", - "355 [0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, ... \n", - "356 [0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, ... \n", - "357 [0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, ... \n", - "358 [0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, ... \n", - "359 [0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, ... \n", - "\n", - " OF \\\n", - "0 [0.55, 0.4, 0.45, 0.3, 0.4, 0.65, 0.55, 0.4, 0... \n", - "1 [0.4, 0.4, 0.4, 0.5, 0.35, 0.4, 0.5, 0.5, 0.35... \n", - "2 [0.55, 0.4, 0.5, 0.5, 0.5, 0.55, 0.4, 0.6, 0.4... \n", - "3 [0.4, 0.45, 0.4, 0.55, 0.35, 0.6, 0.55, 0.5, 0... \n", - "4 [0.45, 0.45, 0.45, 0.55, 0.35, 0.6, 0.55, 0.5,... \n", - ".. ... \n", - "355 [0.712, 0.729, 0.744, 0.73, 0.668, 0.75, 0.727... \n", - "356 [0.756, 0.759, 0.791, 0.778, 0.697, 0.776, 0.7... \n", - "357 [0.817, 0.815, 0.859, 0.851, 0.814, 0.846, 0.8... \n", - "358 [0.876, 0.88, 0.88, 0.882, 0.885, 0.889, 0.873... \n", - "359 [0.895, 0.893, 0.916, 0.908, 0.915, 0.907, 0.9... \n", - "\n", - " delta \n", - "0 [0.15000000000000002, 0.050000000000000044, 0.... \n", - "1 [0.0, 0.0, -0.09999999999999998, -0.0500000000... \n", - "2 [0.20000000000000007, -0.15000000000000002, 0.... \n", - "3 [-0.09999999999999998, -0.04999999999999999, 0... \n", - "4 [-0.04999999999999999, -0.04999999999999999, 0... \n", - ".. ... \n", - "355 [0.712, 0.729, 0.744, 0.73, 0.668, 0.75, 0.727... \n", - "356 [0.756, 0.759, 0.791, 0.778, 0.697, 0.776, 0.7... \n", - "357 [0.817, 0.815, 0.859, 0.851, 0.814, 0.846, 0.8... \n", - "358 [0.876, 0.88, 0.88, 0.882, 0.885, 0.889, 0.873... \n", - "359 [0.895, 0.893, 0.916, 0.908, 0.915, 0.907, 0.9... \n", - "\n", - "[360 rows x 9 columns]" - ] - }, - "execution_count": 10, - "metadata": {}, - "output_type": "execute_result" - } - ], - "source": [ - "df2" - ] - }, - { - "cell_type": "code", - "execution_count": 11, - "metadata": {}, - "outputs": [ - { - "data": { - "text/html": [ - "
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RFOF
datasetn_samplemax_featuremax_depth
make_circles10021.00.532000.53100
2.00.562000.55900
5.00.583000.59100
10.00.572000.55400
inf0.571000.55400
..................
trunk5000sqrt1.00.861520.86972
2.00.870840.88086
5.00.885900.89040
10.00.890720.89312
inf0.890760.89346
\n", - "

360 rows × 2 columns

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" - ], - "text/plain": [ - " RF OF\n", - "dataset n_sample max_feature max_depth \n", - "make_circles 100 2 1.0 0.53200 0.53100\n", - " 2.0 0.56200 0.55900\n", - " 5.0 0.58300 0.59100\n", - " 10.0 0.57200 0.55400\n", - " inf 0.57100 0.55400\n", - "... ... ...\n", - "trunk 5000 sqrt 1.0 0.86152 0.86972\n", - " 2.0 0.87084 0.88086\n", - " 5.0 0.88590 0.89040\n", - " 10.0 0.89072 0.89312\n", - " inf 0.89076 0.89346\n", - "\n", - "[360 rows x 2 columns]" - ] - }, - "execution_count": 11, - "metadata": {}, - "output_type": "execute_result" - } - ], - "source": [ - "df2.explode(['RF','OF']).groupby(['dataset', 'n_sample' ,'max_feature', 'max_depth'])[['RF', 'OF']].mean()" - ] - }, - { - "cell_type": "code", - "execution_count": 12, - "metadata": {}, - "outputs": [ - { - "data": { - "text/html": [ - "
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datasetn_samplemax_featuremax_depthRFOF
0sparse_parity100sqrt1.00.40.55
0sparse_parity100sqrt1.00.350.4
0sparse_parity100sqrt1.00.450.45
0sparse_parity100sqrt1.00.60.3
0sparse_parity100sqrt1.00.50.4
.....................
359make_hastie_10_2500030inf0.00.912
359make_hastie_10_2500030inf0.00.908
359make_hastie_10_2500030inf0.00.896
359make_hastie_10_2500030inf0.00.899
359make_hastie_10_2500030inf0.00.915
\n", - "

18000 rows × 6 columns

\n", - "
" - ], - "text/plain": [ - " dataset n_sample max_feature max_depth RF OF\n", - "0 sparse_parity 100 sqrt 1.0 0.4 0.55\n", - "0 sparse_parity 100 sqrt 1.0 0.35 0.4\n", - "0 sparse_parity 100 sqrt 1.0 0.45 0.45\n", - "0 sparse_parity 100 sqrt 1.0 0.6 0.3\n", - "0 sparse_parity 100 sqrt 1.0 0.5 0.4\n", - ".. ... ... ... ... ... ...\n", - "359 make_hastie_10_2 5000 30 inf 0.0 0.912\n", - "359 make_hastie_10_2 5000 30 inf 0.0 0.908\n", - "359 make_hastie_10_2 5000 30 inf 0.0 0.896\n", - "359 make_hastie_10_2 5000 30 inf 0.0 0.899\n", - "359 make_hastie_10_2 5000 30 inf 0.0 0.915\n", - "\n", - "[18000 rows x 6 columns]" - ] - }, - "execution_count": 12, - "metadata": {}, - "output_type": "execute_result" - } - ], - "source": [ - "df3 = df2.explode(['RF','OF'])[['dataset', 'n_sample', 'max_feature', 'max_depth', 'RF','OF']]\n", - "df3" - ] - }, - { - "cell_type": "code", - "execution_count": 13, - "metadata": {}, - "outputs": [ - { - "data": { - "text/plain": [ - "array(['sparse_parity', 'trunk', 'make_gaussian_quantiles',\n", - " 'make_circles', 'make_moons', 'make_hastie_10_2'], dtype=object)" - ] - }, - "execution_count": 13, - "metadata": {}, - "output_type": "execute_result" - } - ], - "source": [ - "df3.dataset.unique()" - ] - }, - { - "cell_type": "code", - "execution_count": 20, - "metadata": {}, - "outputs": [ - { - "data": { - "image/png": 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" - ] - }, - "metadata": { - "needs_background": "light" - }, - "output_type": "display_data" - } - ], - "source": [ - "dset = df3.dataset.unique()\n", - "\n", - "fig, ax = plt.subplots(dset.shape[0], 2, figsize=(12,6*dset.shape[0]))\n", - "\n", - "for i, d in enumerate(dset):\n", - "\n", - " df_new = df3.query(f'dataset == \"{d}\" and max_depth == \"inf\"')\n", - "\n", - " sns.barplot(data=df_new, x='n_sample', y='RF', hue='max_feature', ax=ax[i,0])\n", - " sns.barplot(data=df_new, x='n_sample', y='OF', hue='max_feature', ax=ax[i,1])\n", - "\n", - " m = 1.0#round(max(df_new.RF.max(), df_new.OF.max()))\n", - "\n", - " ax[i,0].set_ylim(0, m)\n", - " ax[i,1].set_ylim(0, m)\n", - " ax[i,0].set_title('RF')\n", - " ax[i,1].set_title('OF')\n", - " ax[i,0].set_ylabel(f'{d}')\n", - " ax[i,1].set_ylabel('')" - ] - }, - { - "cell_type": "code", - "execution_count": 21, - "metadata": {}, - "outputs": [], - "source": [ - "q1 = f'dataset == \"{d}\" and max_depth == \"inf\"'\n", - "q2 = f'max_feature == 1'\n", - "# q4 = f'max_feature != 1'\n", - "\n", - "df_new = df3.query(q1)" - ] - }, - { - "cell_type": "code", - "execution_count": 36, - "metadata": {}, - "outputs": [ - { - "data": { - "text/plain": [ - "10" - ] - }, - "execution_count": 36, - "metadata": {}, - "output_type": "execute_result" - } - ], - "source": [ - "df_new[~(df_new.max_feature == 'sqrt')].max_feature.min()" - ] - }, - { - "cell_type": "code", - "execution_count": 37, - "metadata": {}, - "outputs": [], - "source": [ - "dset = df3.dataset.unique()\n", - "df33 = df3.copy()\n", - "\n", - "for i, d in enumerate(dset):\n", - "\n", - " q1 = f'dataset == \"{d}\" and max_depth == \"inf\"'\n", - "\n", - " df_new = df3.query(q1)\n", - " n_feature = df_new[~(df_new.max_feature == 'sqrt')].max_feature.min() #minimum numeric max_feature\n", - "\n", - " df_mf1 = df_new.query(f'max_feature == {n_feature}') #RF max_feature to be compared with OF 2x, 3x max_feature\n", - "\n", - " for ns in df_mf1.n_sample.unique(): #n_sample\n", - " for mf_not_1 in df_new.max_feature.unique():\n", - " q3 = f'n_sample == {ns}'\n", - " \n", - " if mf_not_1 in [n_feature, 'sqrt']:\n", - " continue\n", - "\n", - " indexing = (df33.dataset==d) & (df33.max_depth=='inf') & (df33.n_sample==ns) & (df33.max_feature==mf_not_1)\n", - " df33.loc[indexing, ['RF']] = df_mf1.query(q3).RF.tolist()\n", - "\n", - "df33['delta'] = df33.apply(lambda x: x.OF-x.RF, axis=1)" - ] - }, - { - "cell_type": "code", - "execution_count": 38, - "metadata": {}, - "outputs": [ - { - "data": { - "text/html": [ - "
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datasetn_samplemax_featuremax_depthRFOFdelta
0sparse_parity100sqrt1.00.40.550.150
0sparse_parity100sqrt1.00.350.40.050
0sparse_parity100sqrt1.00.450.450.000
0sparse_parity100sqrt1.00.60.3-0.300
0sparse_parity100sqrt1.00.50.4-0.100
........................
359make_hastie_10_2500030inf0.8760.9120.036
359make_hastie_10_2500030inf0.8730.9080.035
359make_hastie_10_2500030inf0.8610.8960.035
359make_hastie_10_2500030inf0.8540.8990.045
359make_hastie_10_2500030inf0.8840.9150.031
\n", - "

18000 rows × 7 columns

\n", - "
" - ], - "text/plain": [ - " dataset n_sample max_feature max_depth RF OF delta\n", - "0 sparse_parity 100 sqrt 1.0 0.4 0.55 0.150\n", - "0 sparse_parity 100 sqrt 1.0 0.35 0.4 0.050\n", - "0 sparse_parity 100 sqrt 1.0 0.45 0.45 0.000\n", - "0 sparse_parity 100 sqrt 1.0 0.6 0.3 -0.300\n", - "0 sparse_parity 100 sqrt 1.0 0.5 0.4 -0.100\n", - ".. ... ... ... ... ... ... ...\n", - "359 make_hastie_10_2 5000 30 inf 0.876 0.912 0.036\n", - "359 make_hastie_10_2 5000 30 inf 0.873 0.908 0.035\n", - "359 make_hastie_10_2 5000 30 inf 0.861 0.896 0.035\n", - "359 make_hastie_10_2 5000 30 inf 0.854 0.899 0.045\n", - "359 make_hastie_10_2 5000 30 inf 0.884 0.915 0.031\n", - "\n", - "[18000 rows x 7 columns]" - ] - }, - "execution_count": 38, - "metadata": {}, - "output_type": "execute_result" - } - ], - "source": [ - "df33" - ] - }, - { - "cell_type": "code", - "execution_count": 39, - "metadata": {}, - "outputs": [ - { - "data": { - "image/png": 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" \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - "
    RFOF
datasetn_samplemax_featuremax_depth  
make_circles10021.0000000.5320000.531000
2.0000000.5620000.559000
5.0000000.5830000.591000
10.0000000.5720000.554000
inf0.5710000.554000
41.0000000.0000000.537000
2.0000000.0000000.539000
5.0000000.0000000.589000
10.0000000.0000000.574000
inf0.0000000.573000
61.0000000.0000000.535000
2.0000000.0000000.542000
5.0000000.0000000.585000
10.0000000.0000000.566000
inf0.0000000.566000
sqrt1.0000000.5700000.551000
2.0000000.5720000.574000
5.0000000.5830000.594000
10.0000000.5880000.584000
inf0.5830000.582000
100021.0000000.5500000.549100
2.0000000.5620000.559300
5.0000000.5739000.565000
10.0000000.5566000.542100
inf0.5383000.523700
41.0000000.0000000.544900
2.0000000.0000000.554800
5.0000000.0000000.566100
10.0000000.0000000.538500
inf0.0000000.518000
61.0000000.0000000.544200
2.0000000.0000000.555100
5.0000000.0000000.566100
10.0000000.0000000.536000
inf0.0000000.521000
sqrt1.0000000.5543000.550300
2.0000000.5687000.566000
5.0000000.5764000.576200
10.0000000.5625000.560900
inf0.5449000.542300
500021.0000000.5618200.597280
2.0000000.5882200.605240
5.0000000.6112400.610940
10.0000000.5875000.596880
inf0.5600600.563800
41.0000000.0000000.593340
2.0000000.0000000.602400
5.0000000.0000000.612220
10.0000000.0000000.597840
inf0.0000000.564820
61.0000000.0000000.589260
2.0000000.0000000.600720
5.0000000.0000000.613140
10.0000000.0000000.597960
inf0.0000000.565820
sqrt1.0000000.5724200.571560
2.0000000.5935800.597660
5.0000000.6099600.609860
10.0000000.5937800.593800
inf0.5644200.566100
make_gaussian_quantiles100101.0000000.4130000.423000
2.0000000.4420000.472000
5.0000000.4620000.500000
10.0000000.4650000.510000
inf0.4670000.510000
201.0000000.0000000.423000
2.0000000.0000000.464000
5.0000000.0000000.505000
10.0000000.0000000.510000
inf0.0000000.510000
301.0000000.0000000.412000
2.0000000.0000000.462000
5.0000000.0000000.494000
10.0000000.0000000.501000
inf0.0000000.501000
sqrt1.0000000.4070000.393000
2.0000000.4390000.491000
5.0000000.4860000.530000
10.0000000.4850000.528000
inf0.4830000.526000
1000101.0000000.4399000.506300
2.0000000.4910000.567200
5.0000000.5423000.617300
10.0000000.5907000.652400
inf0.6313000.686700
201.0000000.0000000.493800
2.0000000.0000000.550200
5.0000000.0000000.605700
10.0000000.0000000.648100
inf0.0000000.675800
301.0000000.0000000.485300
2.0000000.0000000.548000
5.0000000.0000000.609900
10.0000000.0000000.645400
inf0.0000000.677200
sqrt1.0000000.4817000.518800
2.0000000.5303000.593900
5.0000000.5728000.646400
10.0000000.6095000.673300
inf0.6435000.694700
5000101.0000000.4761800.556100
2.0000000.5079000.588760
5.0000000.5852800.682580
10.0000000.6473200.753000
inf0.7311200.797500
201.0000000.0000000.547840
2.0000000.0000000.584220
5.0000000.0000000.680260
10.0000000.0000000.748800
inf0.0000000.795560
301.0000000.0000000.542620
2.0000000.0000000.580240
5.0000000.0000000.681220
10.0000000.0000000.754460
inf0.0000000.794380
sqrt1.0000000.5247600.584220
2.0000000.5525400.617960
5.0000000.6121200.698760
10.0000000.6735600.764460
inf0.7480400.798720
make_hastie_10_2100101.0000000.5240000.543000
2.0000000.5700000.602000
5.0000000.6160000.676000
10.0000000.6360000.698000
inf0.6360000.698000
201.0000000.0000000.527000
2.0000000.0000000.587000
5.0000000.0000000.636000
10.0000000.0000000.660000
inf0.0000000.660000
301.0000000.0000000.520000
2.0000000.0000000.563000
5.0000000.0000000.660000
10.0000000.0000000.668000
inf0.0000000.668000
sqrt1.0000000.5370000.548000
2.0000000.5950000.605000
5.0000000.6370000.691000
10.0000000.6570000.707000
inf0.6570000.706000
1000101.0000000.6681000.719600
2.0000000.6852000.753400
5.0000000.7210000.787100
10.0000000.7673000.824800
inf0.8215000.855000
201.0000000.0000000.708000
2.0000000.0000000.743800
5.0000000.0000000.777300
10.0000000.0000000.819100
inf0.0000000.851300
301.0000000.0000000.709700
2.0000000.0000000.734300
5.0000000.0000000.773300
10.0000000.0000000.815000
inf0.0000000.852700
sqrt1.0000000.6970000.719200
2.0000000.7175000.776300
5.0000000.7515000.813400
10.0000000.7877000.840000
inf0.8330000.861600
5000101.0000000.6543400.719880
2.0000000.6926600.763780
5.0000000.7497000.827940
10.0000000.8066600.875600
inf0.8677200.905060
201.0000000.0000000.710980
2.0000000.0000000.754460
5.0000000.0000000.823260
10.0000000.0000000.873400
inf0.0000000.906440
301.0000000.0000000.709860
2.0000000.0000000.754400
5.0000000.0000000.825360
10.0000000.0000000.874440
inf0.0000000.906260
sqrt1.0000000.7001000.747480
2.0000000.7265000.796060
5.0000000.7736000.847720
10.0000000.8251400.888560
inf0.8761200.909560
make_moons10021.0000000.8190000.847000
2.0000000.8970000.863000
5.0000000.8570000.856000
10.0000000.8360000.850000
inf0.8360000.850000
41.0000000.0000000.841000
2.0000000.0000000.859000
5.0000000.0000000.842000
10.0000000.0000000.834000
inf0.0000000.834000
61.0000000.0000000.832000
2.0000000.0000000.853000
5.0000000.0000000.833000
10.0000000.0000000.832000
inf0.0000000.832000
sqrt1.0000000.8450000.847000
2.0000000.8910000.894000
5.0000000.8660000.870000
10.0000000.8480000.853000
inf0.8480000.853000
100021.0000000.7767000.810500
2.0000000.8541000.849900
5.0000000.8487000.852100
10.0000000.8324000.836700
inf0.8286000.829500
41.0000000.0000000.805900
2.0000000.0000000.847100
5.0000000.0000000.849700
10.0000000.0000000.835200
inf0.0000000.830900
61.0000000.0000000.805700
2.0000000.0000000.843800
5.0000000.0000000.848400
10.0000000.0000000.832400
inf0.0000000.828400
sqrt1.0000000.8158000.816800
2.0000000.8563000.851200
5.0000000.8560000.854500
10.0000000.8435000.842500
inf0.8344000.834200
500021.0000000.7703200.806860
2.0000000.8504200.838200
5.0000000.8529400.854720
10.0000000.8453600.846120
inf0.8320600.832460
41.0000000.0000000.800900
2.0000000.0000000.821360
5.0000000.0000000.855440
10.0000000.0000000.846240
inf0.0000000.831620
61.0000000.0000000.800080
2.0000000.0000000.817340
5.0000000.0000000.855300
10.0000000.0000000.843800
inf0.0000000.832200
sqrt1.0000000.8005600.801100
2.0000000.8499200.849900
5.0000000.8526600.852380
10.0000000.8488600.848120
inf0.8366800.837420
sparse_parity100201.0000000.5160000.501000
2.0000000.4840000.491000
5.0000000.4700000.468000
10.0000000.4630000.474000
inf0.4630000.474000
401.0000000.0000000.507000
2.0000000.0000000.493000
5.0000000.0000000.478000
10.0000000.0000000.478000
inf0.0000000.478000
601.0000000.0000000.495000
2.0000000.0000000.494000
5.0000000.0000000.473000
10.0000000.0000000.480000
inf0.0000000.480000
sqrt1.0000000.4810000.459000
2.0000000.4950000.459000
5.0000000.4850000.481000
10.0000000.4720000.470000
inf0.4720000.475000
1000201.0000000.4960000.501900
2.0000000.5029000.518800
5.0000000.5371000.538100
10.0000000.5708000.558700
inf0.5714000.561900
401.0000000.0000000.509100
2.0000000.0000000.521300
5.0000000.0000000.554000
10.0000000.0000000.583400
inf0.0000000.589200
601.0000000.0000000.505900
2.0000000.0000000.520800
5.0000000.0000000.562900
10.0000000.0000000.595900
inf0.0000000.594100
sqrt1.0000000.4981000.504100
2.0000000.5063000.516900
5.0000000.5232000.523900
10.0000000.5374000.536100
inf0.5452000.540000
5000201.0000000.5048600.510340
2.0000000.5004400.508460
5.0000000.5218000.572320
10.0000000.6268400.730040
inf0.6921400.805040
401.0000000.0000000.508880
2.0000000.0000000.515440
5.0000000.0000000.663520
10.0000000.0000000.878780
inf0.0000000.927240
601.0000000.0000000.509000
2.0000000.0000000.518700
5.0000000.0000000.700800
10.0000000.0000000.928960
inf0.0000000.960720
sqrt1.0000000.5098400.511380
2.0000000.5042800.506160
5.0000000.5015400.508120
10.0000000.5383400.556620
inf0.5915600.607180
trunk100101.0000000.8560000.885000
2.0000000.8720000.891000
5.0000000.8640000.904000
10.0000000.8640000.904000
inf0.8640000.904000
201.0000000.0000000.867000
2.0000000.0000000.895000
5.0000000.0000000.898000
10.0000000.0000000.898000
inf0.0000000.898000
301.0000000.0000000.872000
2.0000000.0000000.890000
5.0000000.0000000.893000
10.0000000.0000000.893000
inf0.0000000.893000
sqrt1.0000000.8760000.840000
2.0000000.8990000.903000
5.0000000.9050000.916000
10.0000000.9050000.912000
inf0.9050000.911000
1000101.0000000.8525000.872600
2.0000000.8521000.867100
5.0000000.8729000.881100
10.0000000.8741000.884200
inf0.8740000.882300
201.0000000.0000000.856800
2.0000000.0000000.864600
5.0000000.0000000.879100
10.0000000.0000000.879700
inf0.0000000.881900
301.0000000.0000000.855700
2.0000000.0000000.861100
5.0000000.0000000.879800
10.0000000.0000000.878900
inf0.0000000.878600
sqrt1.0000000.8663000.867300
2.0000000.8733000.878900
5.0000000.8801000.883700
10.0000000.8806000.881500
inf0.8791000.881200
5000101.0000000.8437000.885920
2.0000000.8458000.864140
5.0000000.8814400.888960
10.0000000.8877400.893520
inf0.8869200.892660
201.0000000.0000000.848620
2.0000000.0000000.858560
5.0000000.0000000.889640
10.0000000.0000000.892600
inf0.0000000.892600
301.0000000.0000000.847300
2.0000000.0000000.855420
5.0000000.0000000.890480
10.0000000.0000000.892200
inf0.0000000.891280
sqrt1.0000000.8615200.869720
2.0000000.8708400.880860
5.0000000.8859000.890400
10.0000000.8907200.893120
inf0.8907600.893460
\n" - ], - "text/plain": [ - "" - ] - }, - "execution_count": 18, - "metadata": {}, - "output_type": "execute_result" - } - ], - "source": [ - "dff2 = df2.explode(['RF', 'OF'])[['dataset', 'n_sample', 'max_feature', 'max_depth', 'RF', 'OF']].groupby(['dataset', 'n_sample', 'max_feature','max_depth']).mean()\n", - "dff2.style.background_gradient(cmap='RdBu_r', low=0, high=0, vmin=0, vmax=1)" - ] - }, - { - "cell_type": "code", - "execution_count": null, - "metadata": {}, - "outputs": [], - "source": [] - } - ], - "metadata": { - "interpreter": { - "hash": "93e4dc7d4754bd0325258ba14c14aaf66418ce0b9905eb4643088c0b3d7c1548" - }, - "kernelspec": { - "display_name": "Python 3.8.13 ('of')", - "language": "python", - "name": "python3" - }, - "language_info": { - "codemirror_mode": { - "name": "ipython", - "version": 3 - }, - "file_extension": ".py", - "mimetype": "text/x-python", - "name": "python", - "nbconvert_exporter": "python", - "pygments_lexer": "ipython3", - "version": "3.8.13" - }, - "orig_nbformat": 4 - }, - "nbformat": 4, - "nbformat_minor": 2 -} From faa0c531438d1af5b633650a7e4f1aa2c2cade3b Mon Sep 17 00:00:00 2001 From: Jong Shin Date: Mon, 13 Jun 2022 12:57:02 -0400 Subject: [PATCH 15/36] added oblique trees --- examples/tree/plot_iris_dtc.py | 100 ++++++++++++++++++--------------- 1 file changed, 56 insertions(+), 44 deletions(-) diff --git a/examples/tree/plot_iris_dtc.py b/examples/tree/plot_iris_dtc.py index 14f6506b5810f..8464d7389d426 100644 --- a/examples/tree/plot_iris_dtc.py +++ b/examples/tree/plot_iris_dtc.py @@ -3,8 +3,8 @@ Plot the decision surface of decision trees trained on the iris dataset ======================================================================= -Plot the decision surface of a decision tree trained on pairs -of features of the iris dataset. +Plot the decision surface of a decision tree and oblique decision tree +trained on pairs of features of the iris dataset. See :ref:`decision tree ` for more information on the estimator. @@ -27,7 +27,7 @@ import matplotlib.pyplot as plt from sklearn.datasets import load_iris -from sklearn.tree import DecisionTreeClassifier +from sklearn.tree import DecisionTreeClassifier, ObliqueDecisionTreeClassifier from sklearn.inspection import DecisionBoundaryDisplay @@ -35,53 +35,65 @@ n_classes = 3 plot_colors = "ryb" plot_step = 0.02 - - -for pairidx, pair in enumerate([[0, 1], [0, 2], [0, 3], [1, 2], [1, 3], [2, 3]]): - # We only take the two corresponding features - X = iris.data[:, pair] - y = iris.target - - # Train - clf = DecisionTreeClassifier().fit(X, y) - - # Plot the decision boundary - ax = plt.subplot(2, 3, pairidx + 1) - plt.tight_layout(h_pad=0.5, w_pad=0.5, pad=2.5) - DecisionBoundaryDisplay.from_estimator( - clf, - X, - cmap=plt.cm.RdYlBu, - response_method="predict", - ax=ax, - xlabel=iris.feature_names[pair[0]], - ylabel=iris.feature_names[pair[1]], - ) - - # Plot the training points - for i, color in zip(range(n_classes), plot_colors): - idx = np.where(y == i) - plt.scatter( - X[idx, 0], - X[idx, 1], - c=color, - label=iris.target_names[i], +clf_labels = ['Random', 'Oblique'] +random_state = 123456 + +clfs = [ + DecisionTreeClassifier(random_state=random_state), + ObliqueDecisionTreeClassifier(random_state=random_state) +] + +for clf, clf_lab in zip(clfs, clf_labels): + + for pairidx, pair in enumerate([[0, 1], [0, 2], [0, 3], [1, 2], [1, 3], [2, 3]]): + # We only take the two corresponding features + X = iris.data[:, pair] + y = iris.target + + # Train + clf.fit(X, y) + + # Plot the decision boundary + ax = plt.subplot(2, 3, pairidx + 1) + plt.tight_layout(h_pad=0.5, w_pad=0.5, pad=2.5) + DecisionBoundaryDisplay.from_estimator( + clf, + X, cmap=plt.cm.RdYlBu, - edgecolor="black", - s=15, + response_method="predict", + ax=ax, + xlabel=iris.feature_names[pair[0]], + ylabel=iris.feature_names[pair[1]], ) -plt.suptitle("Decision surface of decision trees trained on pairs of features") -plt.legend(loc="lower right", borderpad=0, handletextpad=0) -_ = plt.axis("tight") + # Plot the training points + for i, color in zip(range(n_classes), plot_colors): + idx = np.where(y == i) + plt.scatter( + X[idx, 0], + X[idx, 1], + c=color, + label=iris.target_names[i], + cmap=plt.cm.RdYlBu, + edgecolor="black", + s=15, + ) + + plt.suptitle(f"Decision surface of {clf_lab} decision trees trained on pairs of features") + plt.legend(loc="lower right", borderpad=0, handletextpad=0) + _ = plt.axis("tight") + plt.show() # %% # Display the structure of a single decision tree trained on all the features # together. from sklearn.tree import plot_tree -plt.figure() -clf = DecisionTreeClassifier().fit(iris.data, iris.target) -plot_tree(clf, filled=True) -plt.title("Decision tree trained on all the iris features") -plt.show() +for clf, clf_lab in zip(clfs, clf_labels): + plt.figure() + clf.fit(iris.data, iris.target) + plot_tree(clf, filled=True) + plt.title(f"{clf_lab} decision tree trained on all the iris features") + plt.show() + +# %% From 7a23b9b292765b2d383b121b701399665d5a8982 Mon Sep 17 00:00:00 2001 From: Jong Shin Date: Mon, 13 Jun 2022 13:31:50 -0400 Subject: [PATCH 16/36] remove ovr wrapper --- notebook/mnist_benchmark_OF_vs_RF.ipynb | 13 +++++++------ 1 file changed, 7 insertions(+), 6 deletions(-) diff --git a/notebook/mnist_benchmark_OF_vs_RF.ipynb b/notebook/mnist_benchmark_OF_vs_RF.ipynb index 610edd65ca5f7..c77dc60b90d83 100644 --- a/notebook/mnist_benchmark_OF_vs_RF.ipynb +++ b/notebook/mnist_benchmark_OF_vs_RF.ipynb @@ -337,7 +337,7 @@ "outputs": [ { "data": { - "image/png": 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", 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", 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SPS/FSLylHqDeV89x9ceN6hyKfYM0JaYhMQyz77nZ+78hMQ2zb13f9t51A8ea+fXSHN/vbmNjhKee2klXV4qurhRz55XxwQ8dimYT1kMTCE1gs2l88cv/5rm1jRimHdOU3JKo5pQ0aC472p1notmssbFYhkvm3oohJYYpcWmwYX4VLRUu9hxzMInzF+AFvMDmJ3fw8E//hbbhl6TaNwFwxoKD+cW51zLvpo/s9euaasLtQeBKIcQfsJISelR8myIejxOPx4cco+vWXX11dTV2+1T7WE9RTBO6t0O2wP3nNcHhhLI51o/1PsSIxNBb2gbdLhs2O0bIiaOmElswfwPj0DQq/J5RC50RY9NwzqiGcfh8SVOS7TSQBaFjup6hO/IWNkcdocpyQpUV6E7XqI7bo8fYmczio5JKV5iwY3TvoabbwASz0iioOaCBrwLs7qF2HYQZ0Kj1jCwIWyBoCDSM6vjD0dUcJ5tRcXMjxcgJK9lPXJkDBJklruRITFh7idBEgbDS+gRW3zqb4F//3sru3RFa2hK0tMb5zndOo6LSg2bT+o3dGYnznV88h2FKpISTT57DDStPhz1x8DkglP9+uStcbG3Oe21a/72dco8bPHYod4NmXVdcAQf2Wg9Zjx1XjYfykIt/eL24BdCewCYE1U4H1XaNTVv+he3F60kmU5SXB/judz/Dxz52LXa7G6aLcBNC/B44GagUQuwGvoZ1S4eU8hfAw8BZwGYgAXxsMuenmJps2rSJbHZkwdG1tbU4nc4JntF+QtcOaN7Uf50PwAULV4C/al/Mqo/II49gZIoIF48bPBA4+VTslZWTP7FxwOhIko5191vXsXsndtOyagXCCxHSTiY1uuNuamvGZ84AoNo5m0rbKP8+lSDsGr4VY4ye3sfEutI0bere19PYbxFC9BdYfeIqL7REbr3NpuXH9tun/9jm5igvvLiHpqYou3dHWL58Bu9735Ki5//euc/xxhttfctf+toJzKsaHFM5c3aYrJEXmbvXNsFBd0AkAz84BT6UP35DQ383/R7TEv0ymaVzaxd7atw0Z7K0ZnSu/dN78PudBJJZbH/eRGWZh9oZQWYsrKCythybECQSEf74/35BMpnivPNW8f0ffIc5s48flxvLyc4qvXCY7RK4YpKmM+1IZycuY26iSEYzJKJWFqxhGsTjsVEfo6fDsraVlw0d7Ox2uYm2Z4BpnHVrGJYVzJiEYO1EJ8Qd4KuyHr04PBDxQGT079XeYHR1ozc1URjOKg0TfU8C4XDjXnDQoH2Ey01rj0Fsy6ujPp+IGzD6JMlxRaRNRNwEp8D0WlapnkQ7UphUzpxHxju8pc0wDbpSXRgyf13o0NKgQYO/AbevkuQo4+MAhM9Bqmly3vuJItFjXQM8ASe+8OislgciQjBAXGkDBFnepdj7fKRs2dJJY2OUxsYIjY1Rrr76WLQi+//r39tYvfrBvuWLLlpWUrg1NAT7Cbfdb7SzPGFAawLOO7jfuEJ2JzLInrQlnjb2Dwm56KJlrFo1k4aGIMH//S/xHd08Ue6iudxJZlsbePO/P0tmlzHD5aDW5aD68Jk4Nes7nMlkSMRiuFxpIpGnufnm1XR3p3jve6/E7Z4x4r/ZcCif0jTi2a0dALnU4qmPlJLtr3ZgGtadS2tXE7FEz14eTVDpHDquLxOH5s69Pf4UIdoCnVsm8YQuqKwFY4BlpmNy/o7SMEm99ipSLyZU7dirq3HqocGbdGh99SXS8e5Rnc9mCIIJ717NdSJIOXSS7vyNhstfhtcRJhEdXrjv6NlBe6p90HqBYK6/mo6ECXtTYmME554ulNV6Kav17etp7HcYhklra5ympiiNjVHmzg2zbFlxK+2RR95Bd3fedPzhDx9GdfXg96S+vv/1vbGxdDbzoLGX/cOyxLttcPZBYLOEVCjk4uabT2fGjAD1W3to+MGL+Z0KhFvCMHHMDOCvdrEhrZO4ZBHEdKj1Qa0PX9jNDLeTWqcl1jy2wSEAa9euZfXq1Rx22AJu/N77QZocc8wxlJUdh90+vp9BJdymCVJKOuPWBXVx3dTJvJJSEutKY+j5H4iskSWdtuKmEgnrzj1c48WeMvA6XPi9foQYXQFCv9dPWXiaXYBNA3p2W8V+RrxPJ5g6eMLgmwQ3oM0J4VnWLfc+IPnKepyOFFqZH0dDff+NUmD3hBBa3mqUTsZIx6w4FK+ZxePyEqiqG7H7QWQktriJdAhM9969Zt3MksqOPRFGCrB5Jb7cVVgIgbe8CsOVGHZfQxp0Z1ux+6DW1/8HM+wqo8K3b+MTpwI2h0aoyrOvpzGtkFISiaRpaorS3p7ghBNmFx33ne88xXXXPda3fM01x/G9751edGxdXaCfcNu9O1JCuA2wjm3phN++bgmsk2fB2/JzOeusBVRX+6ivD9Bw4/McmchdY1MGbI/A/DBgfac+97lcwsuGDrh1HQCZoJPmShfN3TH2ZHQiA7xZriNn9Im0GS4HgSEy1ROJBF/96le55ZZbME2TWKyNaOSdzJixnGDw8FH/1o0EJdymCW+1WALIYRMcXDN1MkqjHSl2vdnf5LyzeTPZQlefEMhwCE+ZHa9wsHz5YWjaAdAmt/EliLxSvMhNKXy5x4waqF8xQRObGpjxOD0vNkMY/CcuwzGjvyshtaWbbHvSqo+UY8/OXYjcRTaMB81lZ0b16IPanQ0BnPV7J27+uuWvpIxRBp+NmI4Rj3TUw5zgHI6qPWqC5qLYn8hkDPbsiRIIuCgvHyxoU6kslZXfI54zENjtGun0V4q6Nevq+v8GNTUNbR0rdGs2NkY44ojBbsOZM4O84x0HWWJse5S5zzbD1TlxKOkn3C64YDEXXJCrhfZoEzzdmD/Qxs4+4daLISWtDT723PN2Whp8dAQdVuWQhPU9tglBjdPR5/4ss9tGdDP42GOPcfHFF7N161Y0TePyy9/F5z//AerqTsDjmbj6skq4TRN649vcjgmoUTUCMsksqcRgF0qs27KsOd12XH47WUPHERE4cOJ2Wy4pt8+Bz2clDITD4ekn2pJdEG0e/X4dOZdn5QKwjSLORrNB1aLRn28fYWYMjMgI4woNg/SWrchMGqnrmKnc59kRRm/vb8Uyc7GR9go3hjSIdXagu3WEphGstKxMvnAYR3CUrk9N4Kjee3dpr2ir99UPM3JisWt2llYu3adzUOx7eq1koVDxrN9vfvNJfvSj52hrsyy5P/zhmXzmM8cMGud227EXtGLKZk3a2uLU1Ay+wRko3IZyax52WA2RSJq6GQHqk1kaHt4Gf9gEW7vhv//T1/4pFHLz8MMXWTs9uBnW/T1/kI1DlChaWA4vNMNBZXBIOVR6kFLSoRs0pzPsSeu0ZbIYSFgSBkBDUOW0WxY1p4NKpx1tFF4H0zT5xCc+we233w7AIYfM4uabL2XFkUdQUX48dvvEGleUcJtmzK2cfHehaZhsfql1yBo7npCd9sQustks4RovQghWrNhPLEZb/gOpvSzu6/DC7FX7zBU5GaQ3d2NERybcjJ4e0pt2FKxxYvP5SG/pLr6DANfcMLs3vEpXtAnC4CsLU79i2VinvVe0J/MxZarmmGKikVIWtfw0N8c4//x7aWqK0tQUpbbWz44dV5U8Rq9og+GsY0F6egqtY9Giwq2hIUh5uYe6ugD19QFWrMhZ0NIGpLL9ymzcdNMZ+R0X3wUvbs4vb++xBNdAFpX3X35zCEv0dcfCt06gR5rsyeg0p3WamzvRB5QsKbPb8wkFTgeOUSRYDETTNAzDwOl08JnPnMsnPvFuwuEFhEJHomkTL6uUcFMMS1a3iiwKIfCXDbYcCU3gCkqykSyapmG32wmHwxM7qUQnJEbuVhoTes4SVLkARvulLJszLUWbzJrDWtEyu3Zi9PSQbTeRBmheQbFwjmQ8TtbIpXGm0hhGBOHzYq+yMlllOIxJ8SxG4bOTaWkkGbN+bBxuN3UHT7w1MmtmieuDawcWCjeFYry59dZneeihTTQ2WoLszjvfzfnnD26PFAg4eeaZfHfIpqYopilH5NYcyjpWVxdgy5ZO6uuDg/YrZOnSajo6vmAtPL0b7lgPx94N23rgY8vgOycW33FhObQVuDU3dBYXbnNDsLjCcnkuKoeFFVY9x4JradwwaE7r7NF1mmMxkmb/RJyAzUZNLkat1unAXSShYDS0tbXR0tLC0qVLyWZjfPGL7+B//mchixbNJhRagc83f0zHHw1KuCmGpbcektAEs5YMLsmxdetWWnZbpuzy8nLmzJkzsRMyTdj48OSUzCikYSXYD4wacemtPWS7SsdxScMg+fLGfuvsZSmErf9dbjKVZMeeXQzE4a3E6c3F2WRipSu4ROnXqbh+0RI8gYlNzpFS8s/t/ySeLV30eVbgwOiPrBg7O3f2cOONT9HUFKOxMUJ9fZD7739/0bFvvNHGv/61tW+5lMjy+ZyEQi56eqxQlWzWpL09MWTQvxBQXe3D53MMGtPLAw98AI/HnrfyZU3Y3GUJrLfP7XNr9qMrDQ/l5zysW/OpAfFo7yoieBw2eKJ/9bC0adKcylgWtSIJBW5N65dQ4B+n1ndSSn7/+9/z6U9/moqKCtaseYhUeh1er87iJYsoL1uF01k+/IHGESXcFP3IpLKY2f4/vr3Vx4MVg2MoTNOkq8tqr2O32ykrK3L3NBqiLdYP+VBIaYk2IaBicI2vCcFbuU9EmxHLII2Jq1Le71zdPei7doKU6K0m0sxZ0YqMlYaJcBoImw3XvHkIp8BRPfjvk+low+kQOJxO/KGwtVII7FVVCEfpH5BiOJwu/OVDXyBT2RTmXvToLMSUZp9oCzkHlyLRhMbsYPFsO8WBwz33vMrLL+/J1SiLcuutb+fww2sHjUulsvzsZy/0Lbe0lL4hGJhZ2dhYOkSjri7QJ9yCQVdJ4XbiibPZufMqamv9OIaJkfZ6C76T730AnmmE3u4Tz1wEC0bg1twwhHA7fY7VsWBRhbVfMWtbjqwpac1YIq05rdOh9y++aB+YUOAYfzmza9cuPvGJT/DQQw8BsHTpQezc+W+qqkK43Q2UlR2Npk3+74ISbtOE3qzSiSTWlWLHa3n3Y3PHLlLpfMB4lT1A68uDv/hSSpxOJ4ceeujYJpDssixpI0VzwJzjx3bOKUy2O0Vq4971nNwb0ps2YfQU1G8T4KhIUko22oNgCwYInFy8SCZAPNqFo7oaX1k581asHN8JD2BD5wZebR99Qd5S2ISNM+acMfxAxX5DY2Mk56qM0NQUZd68Mr785ROKjr3nnld56KF855EtWzqLCreBLsc9e0q7NQfWJ9uzp/R1/557zsfjsVNfH8TvLy0evF4HXm/uBsSUsDtqlcbY0GnVKXtfidADU+ZFG1j7FBNuc0Lg1PJjXTaIZaDYnE6bbT2Knk7SoWct92dap703oSBHv4QCl4MKx+gSCkaDaZrccccdXHPNNUSjUUKhENdffzHnn38EQmgEg4cRCBwyIeceCUq4TROcdo1M1sRVzFS9lxi6iWHkv5iJXEyTzaGh2SFjJtFyN2C96wyjeE2ycDhsxZ2lS8dPDEtvY2y7G4IjqDIdmrn355ok0ps2YURGl9ggsxKZBSNiYsQkwgHCPglxctkYwmHiqKtD83qwBe3Yw0NfIuzV1UXXW/X9OsnqOqY0cfp8GObEdv7oTFl3+g7NgU2M3U0y3r0zFfuOZ57ZxdatXbmCsRGuvfbEotapt97q4LLL/ta3fNxxM0sKt5EWjPX7nQSDLiIRyzqm66XdmqefPp+//vVC6usD1NcHqawsnf1cTCQOy9+3wUcKbo6Pry8t3BaWw5O788sbOuHdRcbZNfjFGVDnt/YZQkQOpFvPsidtWdRaMvqghIJyh53anFWt2unAPoaEgtHw/ve/n/vuuw+As89+B1+//gKqqzxoNg/lZcfhchW/7k0WSrhNA9qiaWIpy0xcWyLleyTous7WrVvRdR09ZdC6I1K0WbCvzE1ZjZeqWQFsNhvLlg2fwWeXOqz/46CG4HuFtwLmnTz24+xjzHicxEsvj2ofaUK2s3+NJVsgg+aa+HZnmsd6+FcdhH2MLu+Olkb+8fjvyRjWzYA70Ix98xvjMc1hWVGzgpmBqS/qFWNH1w327InR1BTF5bKxfHnxG74rrniYdevyJX0uvHBZUeE0OJC/9E3XQLfmUNmat976drxeR18WZkVF8cLAs2aFmDWrSKeQ4Xi2Cda1WjFjGzvhR6cVd0MuHIVb85BcPHOV13JrNgxR4uLdIwtZiWeNfOZnWi+aUNBrUasZh4SCveW8887jySef5KabvsSpp9YiBLhcNZSVHYvNtu+LOivhNg3Y2ZlP5R5LHbeenh4i3daFKBnXyehpEAJbP2uOwOY0SaWswHS3243dPsTHRE9alrZMzBJtNgcExtCTTQio2ncm6LFipg3IWTH19ggyKxAuJ+5FI8uElGmTTFMGNNCcGsIucNQ5R9UbcCxoXu+woi2byZCMDm1FbG7ZQcbIIFx2HMEAzlAAMQ5WsOFw2VyUuyc3UFgx/pimpK3Naqm0ZEk1Tufgz85f/7qRs8/+Q9/yO9+5gL/97X+KHq++PtBPuJUSWcXEWCm35mmnzcVmEzkxFmTRotKdTj760cNLbhsxySx4SlyLv/88PF6QBPR6R3HhNidotYVK5W4E25PWo7KIGDl3AZw1D0qIzJGQMkxackJtT1onagxOKOiNUZvhdOAbp4SC0bJ+/XpefvllPvKRjwDw/ve/h2OPDeN0WqEj/sBigoFlE9IFYW9Qwm2KY5iSjc3WRWZZfQjHXtyBdHd309rayp5tnUS6YgR95QR9FQSqIVDpoX5BuOS+LtcwhWPf/Fv/ZAKnHw46bdRz3B8YGJOmNzaS7XYjNBvGzJFnQtqrweZz4Fk6CS2v9oKtL60lFSsee9OV6mJHZEdfgsDM+gWcdux7JnN6imnOqlW/ZO3aRrJZ6zP01ltXsmDB4Gz2qqr+FrOhLF4jtaT5/U4uueQIKiu91NcHqKsL5LwSg4XbqlWzWLVqArOLd0bgpy9bFrQNHZa17IES36WF5f2F28YOoIgVzKbBkbVWPNoh5dZ+jhK/KYHRB933JRSkdfZkdDqLJBQUZn6GJyChYDSk02m+9a1v8Z3vfAdN0zjqqKM46KBaOjufwumMIzQH5WXH4XbX7dN5DkQJtylOeyzd9zzkGZyFV8zVOZCWlhai0SjxmJVoEPAFcLs9aBpUzQjh8XisEhuJdstXV0i2yAEL6a11FawDhFXrbD9GGiYyWzxr0cw15xZ2DUydbGsTwgb2qjK0UnfKxRBgH0Nl/4kkFY/1iTZfWfkgS+Cezk7AhQZomo15c1VlfwW89lor3/nOU31B/4cdVsv//d97S47PFnzHGhujRYXbaNouHXtsA93dqT5X5fHHlxZct99eLJBrAoikc3XMwlCkBRVZE35ZkGyzoXNQLbM+Fg34+wzlAr3/vL2abjF6Ewp649TaMlnMIgkFvVa1iUwoGC3PPvssq1ev5o03rBCOK664gvLyDO3t/0ZKA4ejnPLyVdjtU6/vrxJuU5RM1mT97m56kpYYcNo1ZlXkf8yzepbnH3udZDJd6hB9JNNxTNOgIlSDx+VlybGzcQ4UEruehbaNxQ8wEg46HaZbK6tRInWTxCttSKO4cOvFXuUh27gVe5nlbvYsq8B9cNVkTHFMbOzcyKbuTSW3Z2NJYm9s61sOzlqINsC1ofs9eGQDy6uWMy88D22KuBYUE4tpSu6//03mzSsrGmcWj2e45568COltgVeMkQqyGTP82GyCqiofdXUBGhqCJTsNfOxjy/nYx5aP9OVMLN9+Fv64AZpyVus7zrTckgOZPcCt2ZmCtiQUu6k7ohrevyhXrLYclkyctb6rIPOzJaOTLZJQ0Fv0djITCkZKPB7nK1/5CrfeeitSSg4++GBuv/02lh3qIpl4EwCfbwGh0PJJCe/YG5Rwm6I0dSf7lQCZMSApobOjh/bOtoG7DYnH5SMQ8uNw2aw7t2RX3sKWyN2hecKj66sJlrVtGog2qY+xvldCt+qXCYFwapipFNnmlv5WTw3IamSbmwBwL12Ca968MZ23GEY2SzpRuh7U3rCp6Q1ieunyA0YkgZ4reuyoLSNNpqhFVkMj7A4r0XaA8NWvPsYNNzwJwI9+9Paiwm00gfx1dZaFIxx2U1cX6Nc/sxCHw0Yq9ZWS2yedhA6bcsVqE7rVQaAYqWxetEFp65hNg4PLYX3uOu+ywa5IceG2uBJ+8raxzb8EsazRJ9L2pHVSRRIKei1qtS4Hrin+W3DFFVfwm9/8BpvNxjXXXMP//u9nSSRfJJnYgxB2wuEj8Xrn7utpDokSblOQ7pYEG5/fQ7o7RcBtpzboxpeM8/Smxr7YIV23svV8Ph+HHXfwsMd0Op0EAgV3sntegcaXBg9sWAmhfds8eyJIb+1BL+jXNxY0rx3P0koSL76ITG8btF3PZdDbq6rwLCld42wsbHnxOVLRMZReAXZGdvYTaqlsColkQdkC3LZi2cshqJxBsLqGhqWlM40dmgOHbXTFdRXTk7//fXOfaAPo6EgWHVdT40OIfNJ5a2scXTeKFoT9xjdO4TvfeVv/YrAlmDKibXcUjvgNfV7CMhd8dGlxt+agzM4hWvdds9Kqp7aw3EosmIQsy96Egl7358CEAo+m9cWo1boc+GxT0ypViq9+9ats2rSJH//4xxxySCVdXU8ipY7dHqS8fBUOR3hfT3FYlHCbgkQ7UvTEdTAldgRlHgfd0Q46I4MtbIEyPxUVg+M/ipKOgZlrE9WTUxfuUL7/ptML/n1bn2Y8kVKS3rABI5EgsyOLNGA8LN9mWEO+tJNsaysAztmzsA2o6C+EwFE3/gGtRjZLOh6zRJsQePxDpOgPQVZm6YhGoMBjJZxO7MJGRVkt9hI9WYWmUTNrPl7H1IzBU4wfzz23m0996hF2746QSmVpb//CoOzKVatmMn9+GVu2WEk57e0JurqSlJX1j9lyOGz87nfvoaLC2xdnVkp0hcZQ8mjc2RGBl1ryCQIXLbaq/w+kzm9lfCZyJuiuNLQmoGZwyZG+TgN2DeaFYOYQ3+G3T7zlRy9MKEjrdGX7m9EdQvRZ02Y4HYT2cULBaHnggQe49957ufvuuxFCMG/ePJ566r/0RF6ms/NpADyeWYTDK9G06XHDOb3egf2cjqYYHbtjZHWTZCaLvdbDoYfVMLvSR1OTxNmcJhAIEgz29p4TVFSMsPRB1w7Y8p/B6xecDq69+/Gf6hjt7cSffwMjmlMnuU4AYz5um/XoxdEwE2fDxFsppWny1pr/oqetuEZPIIBzUT3be7YjS/Y3KHEsKfGWz8Yu7Jw669S+9R67B6ftwOjHeqAipSQSSdPWliAaTRd1bba3Jzj33D/S3Jy3yPb0pAYJskDARUWFt0+4tbbGSaWKZzRdeOHw9SAnHSkhmoFgifCQX66Hn63LLx9cXly4acLatq41v25jZ3HhtqQSnrzQaqBepMzJRGNKSXsm21dPrX1AQoGtIKGgZoolFIyGlpYWPv3pT3PvvfcCcP755/Oe97yHbDZOV9fTZDIdIDRCweX4/cN7raYSSrhNIXpak+hpA8OUmAhsbht+rwObTUPTBEIIgsEAdXUFF9p0DFKlm4H3EctdUOxucOTuaH3V+61oAzAiEWRWQ3O7sVdVYSuz46gZX1GiuVw46sZQt24IpGmSKXhvM8kEejqN0DRcXi+Vs+bwTPvLJLJ77wL2OryEXHtR8FMxJclmTV56aQ81NT5mzw4P2t7ZmWTGjO+TyVjur2DQRU/PlwaNq6z08s53LuCuu/IFpFtb44OEG8D8+WXs2tXDZz5zNF/84jRpQfePbfBBq/8kYRe8dfHI3JpDNVA/pAK60/kEgRklshHd9nxx20lASklX1ugretuc0TEK4nIFgkqHnZqc+7PKMfUSCkaDlJK7776bq666is7OTnw+H9/97nc599xzSaX20NW1BtNMY7P5KC8/DqdzapZdGgol3KYIHU0xEpEUiVQMX70XdJNsNoaWjtGejpFMFrEU7XwOWkdZjb7yYGhYMT6TniCynSnSW7uR5ti6MGS27MFM2tG8Gt6jFuCcUeTudwqz+YVnSRZplxWoqIQ55bwZ204im8AmbBxfv3c/mGWusXVIUEwNnnpqJyec8Ku+5TvvfDerVx8xaFw47O5XaiMSSZNOZ3G5Bv8UDGy39PzzTSxcOPhH7p57zh/L1MeXSBo+/ajVyBzgbXPgvAEZm1LmRRtYYqslDrVFhNZAgTVUPNqtpxYXf/uAaIFQ25PRSQ9IKAjabcxw5hMKnFM8oWCk7Ny5k8svv5xHHnkEgDPOOIPbbruN2bNnE42+RjT6GgAuVy1lZcdhG20i3hRBCbcpQmdTnJ5YF52RVjoTgqRuYLdpbN/ev9xHv1T3WIv1v8ML2ghM7podwhNYMHKcMKIZpFFctMlMhmxr64hEnZmwxK69ogybf3rELhTSK9ocbnffD4KmaZTXN/B4+7OkDeuzUeYqo9q7/8QmKvLs2RNl1y6r9tmGDe187GOHU1MzWGAkEnq/5bYSiTiaJqis9NLams9Ibm9PDMr6BJgzJ8yRR9Zx+OE1fP7zxxWtpTZmfvt6/+UPLi4ufjZ1WW2depkfhuOKhCd86lF4eGt+udo7WLjFdfjfY6yyHL281lFcuB1cDqfMylvRFg/xN9iHoi05IKEgNiChwNuXUOCk1uXAu49aSU00v/vd73jkkUcoKyvjlltu4cMf/jCmmaGj43HSaatzRiC4jIB/SdGyMdMFJdymAKmYTiaZJZ6K46x0kU1KnE4/C2v9VJTl73o1TcsnIkSaIJG7+5t74siaso8jUkpSG7swY/rwg0dLTpQ5ZwVx1PS/60++uh69cXAmZzE0n/XwLK/GthdVwPclqXg+tmjhcSegaTa2dG+hK9VFNLuzryzHytqV1Hhr9tU0FRPMe95zL88+m2/0vWrVzKLCrZh1rLExQijkxj+g6XdVlZdoNE11tY+qKh/pdO5HPm1AT7qv3MTllx/J5Zcfmd/xK/+FmA6P77QKvv6hRKHae96wBFl7ysq2vGYlXH1k8bGfe4x+4ZkXLS7WpMASbVc/1n9cMeH28WX9hVvaGDzG77T6bxby05fgbbMHj/U54N6zi899H6Kbsl8rqe4BCQVOoeUTClwOgvuoldRkkEqlcLut8J/Pf/7zdHZ28rnPfY7a2lrSmXa6Op/GMBJomouysmNxuyf3t3IiUMJtCtDdlkDPZtjW2o6RdeEpqyZYXskJRzQU38E08zFrYDVln2SkbmL0DF/8d28RmsDmd/SrzG/EYqQ3bEQIcNTXY68evqit5nLhqJ9a7UqKYWSzFP6CJXp6+p5rmo20keal1v7lW+zCToO/AdtIrK2KKYNhmPz4x2vZsqWT1tYEDofG3XcXb2U0uFVT8RIwA5uW//eJ7bz0yBbefdo8eKsLjsiL+xdfvDTvGt3YCdevgdY4vNZuFXG9+ZTiE//lq9BbC7FEAgIAe+LwQkt+eQTdXcaNgYVnSwX/H1IOlx1mZY1+6egJLVg7HphS0pbJdyjo0AcnFFS7HNQ67cxwOSl32Ka1RWkkZLNZbr75Zn7605/y0ksvUVVVhcPh4KabbgIgFttIT2QdSBOns5Ly8lXYbPtHNrwSbpNId2uCntbBsWrppE5G19GdGjYNZtZWMa+2RMB4Ng2v3281dweoWQr2ibUm6S1x9D3xfnfGvU+FQ8N76AR0BRACYet/4UlvzHd2cNTX4Zo7tYskjpSO3Ttp3FA8VjFYXcPW7q10p7sBq0baoVWHAhB2hZVom2IkkzqvvdZKR0eShoYgS5cOdmELIfjsZ//RtxzyOuC7z/VZmrn8sL4WSPX1A4Tb5/4DX11jLZx9UJ/ImjEjwL/+9SEqK70sWFCO74IH4MtPA1a5A7Zf1hf31S+erTHa30I13bELWFEDm7vhw0vg7PnFx62otR5TFCklnbpBS0anKa3TWiKhoNbltBIKnHZs+7lQK2TdunWsXr2al16ybmb//Oc/c9lllwFgmhm6u58nmdwJgN+/kGDw8CnTIH48UMJtEmnbESVT4k61JZJGODT8Pj9vWzZEaYlUxBJtQoDdM+HFcqUpyTTGSnYdsPkcVm/OSSCzy2qibK+uwjlr6sfqjZSeVss6IWxav4uLEAIt5OX51hf71rntbuaFxr8Tg2KUmNJyK/ocfVad7373Kb785Uf7hlx9ziK+v6wO/rMTTp0FN5wA5OPM2tutOLSehI5+81ocvT+8Fx7SJ9wOPriCww6rsWqfbenhqJY0ZHKW7ng+TMHptPG2tw3xudjWA0vH0aqUMuDVNlg2xpu2Dy5mRJVsDiqzxvZydAl3V9gNfy/dA3UqE811KOjN/ByYUBCy53t+1jjt+01CwWhIpVLccMMN3HjjjRiGwezZs7nttts488wzAdD1bjo7nyKbjSKEg7Kyo/F4Zu7jWY8/SrhNEtKUfaKt/uAybI7+X7o97jRiuw3HUCIok4ANf7OeeyvgkNE3QzbTWdKbe4btt5mfuETqJprbjntR+aDNwjk5Fw9pGMi01S3CteBgxDSr1j0QwzTYEd1BIh6haZcVoD3jyMOxe/oXH+3IJiBt1VdbEF6g4tnGkc2bO0km8+Jn/vzyotX6161r5t//3kokkmb9717j/S4XF2aEJdzueVdfXa+B9cva/r4Vns4V/Dui//tWUeHpE24AHVJSW8RicuWVK7nyypXWwgvN8I779ualwrbukQm3ZLZ0I/NvHJ+3CkosMVWMCw+BExus2mZzQ5aYKsUPTi29rZBj66zHfkTCMGnJxag1Z3TiAxIKfDYbtU5HXz21/TWhYKSsXbuWj3zkI2zYsAEhBJ/61Kf49re/jd9vxXwmEtvo7n4BKbPYHWEqyo/Hbt8/y10p4TZJxAviwQIVbmwFAi2WzrKjw6oPVB0YIj051Z1/Htq7uwijJ4MRy4x6P3u1F801+WJJZjKk3tqEGc9nwU1U3bTJpDHWyIstL5LtipGKWdly3TEvIl7c3eF3+FlYvnAypzgtefPNNn7847VksybZrMmiRZV84Qurio794Af/zHPPNfYtr3n8oxyDZsV9fWSp1RsSePbZ3Vxzzb/6xh3icXOhb3BpmQ996FCuv/6J/FyMIoHxOd71roM5+ugE9fUBTn6+ldDL7cO/uCNr4ahaeL55+LE1PqtJOYDfYYmoYswvg++cCLOCUOWxYr1KudwuPnT484LVRaCuRA2zA5iMadKSyTdo7xmQUODSNGqd+YSCwH6cULA3ZDIZNmzYwKJFi7jzzjtZtcr6Xktp0N39IonEFgC83rmEQkeilej+sj+w/76yKYQ0JY1vdQPgDTr7iTaASFLva/Yeco/gLQnWQd3hezkZ647ZXu7G2TDCuxENtCJ1niaDzM6dpF7Plwxwzp6FmGQXgZHV2fTcM2RSY+u60JPqISMtC08sEyWW6sRj81DjrcFTUUZF+YKi+wkEMwP7n7l/NLz6aguvv97Gtm1dtLUluPnmMwa1XwKrefnPf/5C3/Kpp84tKdwG8d4HQOY+Wx9Y1CfcBrZmai9RimZgZufbHQWxpzEd9sT6irLefPMZ+W33bbTEWG/z8LISN2+mhB+fBj4nOLWhq+7/+qzS2wqZHRy5IFOMCiOXUGAJtQwdutGvw4lNCKqdDupcDmqcjgMioWC0vPHGGyxebLnIjz/+eB588EFOP/30vizSbDZKZ+cz6HonQtgIhVbg85WIa9yPUMJtEkhEMmRzlcrDA8pbtLa28ren1pM1TEJeBzPrJscVJuwammffv/1mIkF682ZkCeuE0WW10rFXVeGc2YCjoUSm7QSSjsfJFCuAPApieozN3ZsHrQ84AzQEG6ibs4jKqjljOsd0I5s1eeSRTezaFaGlJUY6bfDFL64aVJ0/Eklz110vc+utz/Wtu+iiZaxYMdh1NlBkZTuS8JvXrDpgugnXHWuVgyhGxgDH4JsCx4B17bmbLLz2fuODQRfNzZ+josKLfVcUvvykJYxCLqvuWLH2RwAXLLQew6EJy0KmmJL0JhTsSWdozmSLJhRUOfIWtSrn9GwlNRn0lvT49a9/zb///W9OO+00AN797nx4UDLZSFf3GqSpY7P7KS9bhdM5whaQ05x9/8u9n2OakrZd+RT+cHV/4RaJRMjm4s3CXje+Ii6YvSHbnUJvTgxKxZeZEca2TRLpzZtJvblh2HH2mmpcC4pbpCYLTzDIQUcdO6KxaSNNWyLf0DQdb8YXMQk5Q5S7rYuLTbOxILwAv9O/391pm6bkued2c+WVjxAMunjssY8MGvPaa6187WuP8/LLedffZZetsIRbLGNZmIIugkEXixf3D4L/+0UPsuLgXMbmogr43klAEeG2qRM+/3h+xRdWQs6LN39+OfHeAP9dETwl3oOlS6u5+upjcDhsHBR0c+ScMJw423IHFlj9hBD5GmtzQ6XrnCn2GyKFCQVpnYzsf30N90socOCYxq2kJos//elPXHHFFbS0tOByudi6dWufcAOQ0iQSWU8s9iYAbncDZWVHo2nTq1bnWFDCbYKJd6eJd1vxbcEqT7+6ZI88/xaNu62UZV9lPe846RC0cXID6s2JIeusiUlsbpzZ3Ui2rbXotmyrJW4c9fXYq4pnqAm7DefMfecqzGasmECbwzFigfXsnmdpS7b1WyeEYH54PgeVHTTuc5wskkmdV19tpa0tTn19kMMPH1xSIZXK4vF8q295UZUPPvBXMEzw2OH/vROAww+vJTAgptM8+Q+QyFlfbzoZPrq06Dz+vqWDaztyMUIFLZzmzy/npz89C7tdw27XqP3BC9BS/Hvwu98V1E676G/wz+3W8+ProSAQfMWKuqLWPcWBR8Iw+1yfzWmdxIDMT7/N1mdRq3E68BzgCQWjobm5mSuvvJI//elPgOUavfPOO1m4MG+NNowknV3PkEm3AoJg6HAC/kX7aMb7DiXcJhizIHuzZk6+rUwyY7CrubWvb2B5yDe0aOvYAtueRErINGtIOUSzY8DMWRKcs4LYfAPeZiHQJqkFlJlOE1/zTD4brQT7qi5bOpFg+ysv9omzYpimJSR0h6Q1UVyADiSuW8kUNd4a7LkgWafmZFZwapcxaW2N09wc49BDB7vss1kTr/fbAJx//iHccce7LYtuZ8rKMgw4wWVD0wTve98S7r3Xik0UsQw8uoNm06Q2OHRvQDOagSIZw4GAk9paP+Gwm/OObmDJnwa7nQFqa/188pNH5Vf8+s2Swq0fFx9q1f06Y86U6Tep2PdkTLNfz89Itn9Ih0vT+vX8VAkFe8d///tfzjnnHLq6uvD7/dx4441cfvnl/X4T0+kWOjufwTRTaDYP5WWrcLkmoIboNEAJtwlgz549dOVisxKRDB2tMbxBJ5u39iAlbGyOktCzGJkUDpvGu044nJqKYbofdO8AwEzb0JNBqzHyCLCHXfskli3b0YG+axdGNAamxFYWxjl7TtGxwunYZ3XZ4t1dpAsyVkvRle6iKdWMffeOUR1/efVyAs6pnZLe05Pi4ov/yssv72Hr1i5OPHE2j//tf6z6Y41RuOxw0AR2u8asWSF27uzh2Wd38423/Y73b4lytN1uWSLvfiecORen09ZP+6RMyUejMd7tdHA+/YVbfX2AJUuqOOOM+VRv6abiqRaKceGFy7jwwmXWwnN74KFdI3txc3KFrI+ph4PLoEi5D8DqR6k44DGkpDXX87MlrRdNKKgtEGpldpVQMB4sXboUl8vF29/+dm677TZmFfweSCmJxd4kElkPSFyuGsrKjsVm85Q+4H6OEm4TQEtLC+lUhnQ8SyadJaNn0NImiYRGImPQ3JlvZ+R22ykL+ItmyJnpLHpjHJmOw9ZWwIOsWALhSjSPHefMoQWBcNr2WQJCYu1ajEg+ts+9cCHO2UV6AU4y3c17aN66CZlzcZi5pIhQdS31ixYPGh/JRDBNEyOxm9bIFjx2DwHHyIRYwBnY56LthReaiEbTSGlZow45pHLQD006bXDffQWdG9Y0wdzb88uXHsbABpKNjVF+2Bjlh8D/ejx8y+ctWkjV7bYzw2Fnualxvss1qHfkPfecn1/46UvwTIF7eWOnFes2MJngkHL4y3n55aH60ObcsgpFMaSUdOgGzekMe9I6bZksRsEHWUNQ1Vuiw+mgUiUUjAumafKb3/yGCy+8ELfbTVlZGWvXrqWhoaHf9ck003R1PUcqZZXtCQSWEAgs3a+6IOwNSriNM62trWSzWbpbElT46vC7bFAFoSoPtfNDdMUz7DDa8LvtrJxTTnnAg9td3H2UbUuityUg1gbxnKUg5AUHaB479rIhClvuQ8x4HCMSRdjtuJcuQTidOKZAp4NoRzs7X3+lqMDwhkLYnf0FwMbOjaxvX99v3czATA6rOmwipzli1qzZxU9+8jyzZ4f49rdPKzrm4x9/gFdftdy7l1xyBLff/m7Lbf37N63K+5cWeS1DuNGllASDLhIJnVlBFx9Jwec8uTvfXZG+cT//+Tv5+c/faSUafP4xeKPDKlS7ZAjL8nsOhnMX9LVmIuQq7rYMumDVxHYMUey/9OhZ9mTyCQX6gASusoKEgmqVUDDuvPnmm1x88cU888wzbN26lRtuuAGAmQPimDOZTjo7n8Iw4miaM9cgXsWaghJuYyYZzZBO5AspvvXmVqQ0MbPgdnoIVflwuGyU1XpxeR2kpB2b043H46C+Ktz/YB1boHl9PhO03Q5dduzeNPbqJARmwOw6EGALDR0rtC/RWyyhYK+uxr1w7EVjjWyWHetfRk+nxnScTCoJEipnzaFyVt76J4TA4eovgk1p0pKw3HYeuwen5sSm2aZEPbWOjgTvetfvefbZ3QBccMFgS2EvhXevv/71Or720E7qM7nP19tmFxduc0LIHen8voaEXOjO+vWfINxbCf/mtXDj2vx+88N9T/uV9CjVtHwgM1TRVsX4EzeMvqK3zWmd5ICEgsCAhAK3SiiYEHRd56abbuL6668nk8lQW1vLihUrio6NxzfT3fMiSBOHs5zyslXY7er60IsSbmMgqxtsXZd37ZimSVdzDICZNfMRQqNqVgC3b4SJAC2vQ7I7v5xxge5Cs6Ww+3Wor4bKqePXT2/q39Gglz7hVjO4wfbekIh0E+vsGJdjhWvrmLFg4ZBxKVJK/rnjn0Qzlqt3ccXiKdUf9Ec/eq5PtAHoeoH7MaHD9c/A8mr4wCH9XPC6bvL9WIIfOHOfody2YNDF739vuSwPPbSGQ2I64p1/zh9TN/uKvYYL2xddchi8bxGEXZYVTKGYAqQLEgqaiyQUuDWtT6TNcDnwq4SCCeell15i9erVrFu3DoDVq1dz0003UVbWvy6haWbp7nmeZGI7AD7fAkKh5Qih3qNClHAbA0bWslwITRCscNMT7caTi8epqA3i8jqGFm3ZDGx7EnIZiDLehd7tQs46AYSGqWXBa0C9x6oZ5Zo6Qe5GdzeJl14ecoyjdnCpiJEgpWTX66+SilvCycy1hvGEQsxcvGyvjgmgaRpOj3fYcXE9TjQTRUMj6ApS7RkfATpefOUrJ/Lkkzt5/PHtALzySgtvvNHG4pP+mB/06SMAOPLIGYRCLjRNIISgZ10rUkpLuHal4N87cC8o4wMfKCi78WZOJN/5djhniNIlIZf1UCj2IVnTSihozrk/O/T+raTsQvSJtFqXgzKH+tmbTNatW8fKlSsxDIO5c+dy++2387a3vW3QOF2P0Nn1FFm9ByHshMNH4fXOmfwJTwPUJ3gMRNqsavo2u8aMBSHa1u8gXOulrKyMmfOLx/KkCmpO0bkVevLZcdmYg0y8HLp73xYnOEB4g+Aan8K844ERi5PI3TlpXg+ugw8eNMYWCGALBgetHwmZZJLu5qZB6z2BIG7fxJvLIxkrVqvKW8WJDSdO+PmKIaXky19+lOOPn8W73lXw932jHUfIspAdeujPaWtLsHx5LYccMqCBuE2DnjR3fPlEmBfOrz/819BoWYV5vhnaE5bLtJBDKqDtyol4WQrFmDGlpEPP9/xsL5pQYO9zf1Y4VELBvuSwww7jHe94BwsWLOCGG24oWmQ+mdxJV9dapNSx24OUlx+PwxHaB7OdHijhNgaS0VxhVrtGT08PRi5DsWKI0h5N3ZbYS2dNS7gBNByJ9M5A3xABtwub34Gt3HJnCZvAXjF13KMA6Y0byObcobZgcFzi2HpJRHrYsd6y5DlcLmYfZlmOhKZNimgDyBjW++q2TXLyh2GCTePpp3dy/PG/4sgj6/jUp1bC4zvhvQ/mx/38dGovWMjvf38+tbV+lizJWQRrvNCSsJ7/aSPc8gL87fz+wu3lgg4G6sdMMU3o1rN9MWotmcEJBeUOe189tWqnA7tKKNhnRKNRrr32Wj75yU+yaNEihBD85S9/wVakPqOUJj2Rl4nH3gLA45lFOLwSTZucOqPTFSXc9pKOphjRTitYPljpxjDyddVCodJ3CrG0ZcavDbqhJ1dEt2IB2U4DU+pWQ/eAE+eMqWNhK8To6SG9eQsAtlAIT4ng0r2lY/dO9JT1d3X5/HiD+/FdV2cSHtoKVz9mLd96Ko/XefnpT58HrFIeDQ23sGxOmI8mM1zdm71pEyAlpx0zM5+BOZCdUbh+FRw9o/96JdYU04B41uiX+VksoaCwlZRKKJgaPPLII1x22WXs2rWLV199lcces65txURbNhunq+tpMpkOEBqh4HL8/sHeG8VglHAbIUbWRE/lg1xTUb3veajKQyRuCbfKysF1sgCy7UnMjEFkRwQfUC7iZCICcEJLCiOevzBNVdEmpSS+Zk3fsnvpUmz+sVvBoh3ttO3chjQlqZgV11a/aAllM/a/1O9t27ro6EjS3Bhh91WPclZPllm9FzWbRnm5h1tuObNfXbVXt3dT5i/4THSl4X//C589sr9wW/NBKyPZ5+jXskmhmOqkDJOWnFDbk9aJGv0TCjya1lf0dobTgU8lFEwpOjo6+OxnP8tvf/tbAFasWMGtt95acnwqtYeurjWYZhqbzUd5+XE4nZUlxyv6o4TbCDANk03Pt2BkzUHbauaGsDkF3Y3dJfdP9aRpW2+5FsPdGQxTUp5sJZPOueJ2J/osIc56P8Kxby5KZjpNetNmyOrFt6dSGD1W/Jf3qCNx1M0oOm60tO/aQawjnzWq2WyEa2vRityljQdSSp5uepquVFfR7YY0iq4fFbEMvPcBMIFLD4XzDgZN8LWvPc5vf5uvDfdwMJAXbukshz6+m8bzF/Q71N3XHM9Fv3ozv+KLT8CPT4PqAYkWQxWiVSimEH0JBblWUp0DEgocuYSC3ji1sEoomJJIKbnvvvu48soraW1txe12841vfIPPfvaz2O2D3zMpJdHoq0SjVjs8l3sGZeFjsdlUktNoUN+GYchmDDIpAyNrIoTAWdCJwGYXBCrcbNu2jZ4eqxtCMWvbK9s7ibfGMOwaGZ8kFN2E22tgd6ehejFUWFYroQkcNcNnPU4Uma1bSb3++rDjvCuPGte+olJagrj2oIPxBIO4vD5s9omLcUgZKfbE9ww7rsxdNuyYXjo7k2za1MEDD2zkr399i78cM4f5L7RYTdWHak925lx4zKoKzucehxU1uC5cxIIF5cydW8avfnUOdWE3fHqlNSbsGtxJQKGY4vQmFPTGqbVlsphFEgp63Z8qoWB6sGfPHj784Q+TSqU46aSTuOOOO1iwYEHRsYaRpqvrGdLpZgACwWUE/EtUy7C9QAm3IehqjtO0qbtv2e7UOGhF/9IQhmH0iTaXy0VV1eCmt43dScJAKOxCC7dQ527CF8rFKx1UC4G9y74cT/SWVpLrXwXAUVuDvWZwk3EAze3GOWfOhMzB7Q8QKJ94c/m2nm3W+Wxu3jZ7cFo6gCY0XAPuApubY3i9DoJBl+WS/NVr8EY7fOVYfvvbV7jqqn/kz/GeJcwHSGbhS0/CI9vg1lMHn+j02RDNWuLu48vgksOoBN5661P9x5XqsalQTFG6CjI/WzI62QEJBRWOfOZnlUMlFEwXZO59FEJQV1fH97//fWw2G5dcckm/pvCFpDPtdHU+jWEk0DQXZeXH4XbtXbkohRJuRZFSYhqyL2tUs2nY7IKy2sGxZ1u2bOl7Pnf2XJxJgR5P9K1riaQIdjYSjHWzuDqA1xsBPBBqgBmHg3+w0NsXJNbmK+DbZ8zAXaTEx0RR6CadDBpjloVLCIHHPnzGbjZrcuqpv+G//93Jr392Fh8RDrjuqfyAq44cdNfY2Jnof5AndsEv1jFnTpgVK2b0nT8SdMIj7x3bC1IopgAZ0+TlSIKEYdKuZ0kNSCgI2m3U5uqp1bgcuEr8yCumLlu3buXSSy/lf/7nf/j4xz8OwCc/+ckh94nFNtITWQfSxOmsorz8OGy2fedZ2h9Qwm0AUkq2rmsjFcvHeVXPCVBRVzwIP5m0ynv4fD4cPSappmi/7elIiuqWXWgyi4gnIJH7QfdVThnRJqXEzM3LvXTJuLpBh8MoiKcb2Ct0LEQzUV5pewXdGByvF8tYdcyOnXHssMfp6EhQWXlTfoXDBrPDgwcOiH/c3ByjtcxF9dwwnDEH3rcQZgb5BvCNb4ywBZRCMY3Yk9Z5K5FvS9ebUNDr/vRNUMyqYuIxDIMf//jHXHvttSQSCXbs2MGHP/zhonFsvZhmhu7u50kmdwLg9y8iGDzsgG8QPx4o4TYAK7PR+rHXbBo2h8BXojq8ruvoujV2zpw50Jyr6+Z3INzWn9bUJFlXigqPwHnoYRBwgWaD4NRpkm0UWLzcBx+McOydW07PpGndugXTyA4/OIdp5AXPeJb+aIw1DhnHpqHhdfS/69N1A8e6Vvj1a9CThn9sZ/eXj+LrXz+Jr3/9CQCiqSzrt3ZyaOGOt62jzA0LF1r1+/x+J0d/cClVfzwYlFVBcYDQlrG+9xqCd1WFCKmEgv2CN954g9WrV/Pss88C8IEPfIBbb711SNGm6910dj5FNhtFCAdlZUfj8ez7Ps/7C+qbNYC2XZY1RmiCQ44bOmsyk8n0PXe73WSwlu2VHhw1lls16pCkd8awh+zY6ueBfWoElqe3bcOMWBmiff1GNbHXog2gc/cuOnbv3Kt9XUWqaY+FXnfo7MBs5oYGWxB9Dh8eu4dzzvkDDz64kZoaH6tWzeJPZy6Eezf2jTt0dph1sbxw/9SnHmHDXecOOJiTD33paD507Qnj+hoUiulEb2boDJdDibb9AF3X+e53v8s3v/lNMpkMdXV1/PznP+fss88ecr9EYhvd3S8gZRa7I0xF+fHY7VOnXeP+gPp2DSAZyYkvx/CWkh07dgDg9XpLZsbEezpwmjoe59RJdzbjcRJrnx+03lE3+rppPa3NRDvaAYh1WQWFKxpm4Rml9cwXHnkG50hIZ61MTq/DS7mrAptNg+YY3L8Jvvo03HEmPafM5MEHLZHW0hLvC7otRAgBrfl4tc997lgWnjQbrkrACQ1wfENfs3aF4kCmJWN5H+Z5p861TrH3SCm59957yWQyXHrppXzve98bsri8lAbd3S+SSFhx317vXEKhI9E0JTPGG/UXLSAZyxDvsX7w6w8eXkj0ukmL9V7rRbRY5TXcDpvlIp0CmLm4POFy4l60yFopBM6GhlEfa9frr2IOKJZZMXPWpLWnKkZCTxDLxPnZz59n/X1vUuV/nI1XnwA/fQn2xOGixfD2uYTcgz/+hinp9y5t7Wb2w9v4+IcP47s3n05VVe69vnb4+DiF4kAha+Zvenyq+PO0JZFIkMlkCIfDOJ1Ofv3rXxOJRDjllKHjcrPZKJ2dz6DrnQhhIxQ6Ep9v3iTN+sBDCbcC4t1516fTO/I/zYwZM5BZEyOW6be+fecGHF2b0QS4ZyyZMsJNb8o1cDdlXrjtBd0tzX2irW7hIbk6d959KtoAnnjtZT7z5b+TTmXpbndBMg4fWgzdKbj5efjdG/DAJjir/4Xl/vs3oF91HLZvnwCVuWzTkIuTP7Gck0u1llIoFGwqSEqocqrvynTkiSee4OKLL+aYY47p1wFhOJLJ3XR1P4s0dWx2PxXlx+NwjK8HRdEfJdwA05TseK2jLymhvM6Pwzk6kZV8rR0znbM8CQFGltjG/wBgtwm08OitWRNGLqvHUVu8VttIME2Dna+9AlidDioaZu37QorrWuDifxC4yMbpp83l/v/XiMzY6dZTmG47mr3AEhDT4d6NfPYdB5M9KIwQcO21J+Ku9sGJKohWoRgpScPkhYgVJ6syR6cfkUiEL37xi/ziF78ArHqk0WiUQGDouDQpTSKR9cRiVlcXt7uBsrKj0bSpEce9P6OEG5CO6yR68tXtPf7R3THKZLZPtNlFO7ZEI6QlqbQlBGccdsaUyiLtRRsiXqGXntZmkrkkhkKklFYRWmDu8sF1zCaDlpYYf/3rW1y8ejlU/7RvfSAdBg2yPe7cXOHNN9tY0pvBateg3A3/eT8/qJmafWEViumCWRAbenK5CkKfTjz00ENcfvnl7N69G4fDwbXXXsuXv/xlnMOUZjKMJJ2dT5PJtAGCYOhwAv69994oRscBL9wMw2THa1Y5DJfXwZxDK7CPoldotj1JItOOw+aATBy35wWwYvXRDYlhc+OqmRplIYxYnMy2bWRbW0Y2Pquz49V1MDhmvw+70znuiQWlJ2Sy/ftrufaZ7azf0sVrr1n9Xz9y7Ewcx9TB7ijsjrLzsbXg0QFLuN1xx7tZsqQaFlfBF46enLkqFAcIvR0R/DYb5SqbdFpgmiYf+chHuPvuuwFYuXIld911F0uXLh1233S6hc7OZzDNFJrNQ3nZKlyuqVGT9EDhgP+WJSN6X/N4t98xYtHW0tKCruvIjGVp01w2bGEnRAGnD6oW0pNsp0WWs3iKJB0mX345H98GiAH9QKWUdDbtJpu2rI+maYAEYdOonjO/6DH9ZeUTN+H8xODTj8IfNvB0Ks09sVi/zY0eO3P++h444je0BxKkHFmO1+GTpy/mmLsuyQ/c165chWI/pCdrXQMDduUmnS5omobf78fj8fCtb32LT3/609iGcXNLKYnF3iQSWQ9IXK4aysqOw2ZzT86kFX0o4ZZra2V32qg/ODzi/ZqamkCCzJjYhA3X/DA20QMbAIcXZhxGpH0P6cTgyv0Tid7YSLZECym9eQ8I8CxdinA4BvUcjXV10Pjm4CbzdqeLmrnFhdtE0d6e4M032zjhhNkQ1+EPGwC4yO1i07nzuf7uV/rG7tjVg7syS8LZTHt1NwBln1jOind8dFLnrFAciERzIQghJdymNI2NjbS0tHDEEUcAcOONN/L5z3+e+fOHv7abZpqurmdJpawb/0BgCYHAsn0f13yAcsALt3TSKhpps2sj/hAmEgkMw0AaJgtr56FpGprXAVaVDSSSdTu76J5k0SZNk9gzz4BZ3Lep6zpJn5usL5cx2bS73/ZUzGrX5fR6CVfnGwAHKifQDC4l3LQWbrLqyhl/Ogf7Sb8EQNMEhvFV8Dsh4IScyP5abYi3Tp7D7x/fDsA//7WZ9toezOvKYNZscNk4vOpwy32tUCgmlB7dsrjZ1G/4lERKyZ133snnP/95qqqqWL9+PV6vl2AwSDAYHHb/TKaDzs6nMYw4muakrOxY3O7R1/xUjB8HtHBLRDL05IqrlteNPEi9paUFpCSzK4pzZgOay4YouGpFU1nejOR7lrom+E7UTKdJb94Mum6JNgGeZcsGjWvdvJGkJujZtLHIUfJ4gyFqD5qEJvOGCbU/61vsNk3KcqINwJb7m0opEfb839f41Wt87JaT+NAXjuOMM+ZjkOWBLQ+gLahgTmgOTs3JnOCciZ+/QqGgMW3dUJW4X1TsQzZv3syll17KY489BsBJJ51EIpHA6x1Zk/dYfBM9PS+BNHE4yykvW4Xdvm/LPSkOcOHW0ZSPlXK4Ri6uurq6kLpJTagKIQT2Ck+/7YUF+N++tBbPKEuLjJb0W5tIvfFG37LmcuE+5JBB42zxCFp3F6GaWhyu4nEJQhOU101S6ZLHdsGFh8BjO6E5jkMIrjm4mpveau0bcscdL3LBBYspC7thhh+Ob8D+jVWcXlDkc3ck35N0Rc3wdYcUCsXeETcMGlN6v3yl3luqereycE8VDMPghz/8Iddddx3JZJKqqip+/OMf8773vW9EniXTzNLdvZZk0uoO5PMtIBRajhDKHT4VOKCFW6TN8m1WNPgJlI8swDKTyWCaVkyH1+lB89hxziyeAl/pd1Lum7iaNmY8TnrbdvTduwBwzpmDLRjAXjW0a7Ny5uzJywQF2BODf+/AaI7z4EEBXn21lc7OJG8/dS5v/9FpcMW/4N6N+ITguvYsv63109wcQ9dNHnlkM5dcsgLWfqjoobNmlqaYFXehXKMKxcTyfE+cXalM0W1+VcNtynDeeefx17/+FYCLLrqIH/7wh1RWVo5oX12P0Nn1FFm9ByHshMNH4fXOmcDZKkbLASvcZIFdf6SiDaC7uxsAh8NBQOvvXk2mk3T3pIja072VKCaU1IYNpDdv6Vt2L1mMzT/YjB3r7CCTSpJNpwZtm1CSWZhlFXXsMk3uSKX5YiLf9zMcdvP2sxdCTkADBF75KJ/45Ut87WuP881vnsK1155Y8vBpI81jOx8jqltu6ZkBVThXoZhIMrnrZoPLibfA6h2021RW6RTiQx/6EC+//DK33XYbZ5111oj3SyR20N291moQbw9SXn48Dsfo+k4rJp4DUrglIhm6CxqH+0Ijb4ocyRWjrZ9Rh2jsH9SxZePrxDsTZBwOmAGOCezZpzc19Yk2R0M9ztlzioq2VDzG1pf6N5QXk1VTbk8MZgVgZ5SgEJzhdPDFRJFx3zsJan2Q6x163XUn8tWvnlT0kLqhE9MtF/crba8Q1aN47V5CrpCKa1MoJonFfg81LmXhniqsXbuWdevWcemllwJwwQUX8M53vnPEsWxSGvT0vEw8vgkAj2cW4fBKNE29x1ORSRduQoi3A7cCNuBOKeV3B2wPAXcDs3Lzu1lK+avxnEPL9khfpwS7Y+QiRtf1Poub3W4HCrJGjSz2aCMAofIqgnVBZleM7EszWqRpEn/mmb5l5+zZOBsGd2ZIJxL0tDQDYHM4CFZW4fR48QSGzyQaFV0pMq+08ItX9vDY4zv4zGeO5uST58CckBXDduNabEPFVczpf0dXKgZDSsk/d/yTRDav/tw2N6fMPAWvY2L+1gqFwuqO0JTWSebCRBRTg0QiwXXXXccPf/hDNE3juOOOY+nSpQghRizastk4XV1Pk8l0gNAIhY7A71swwTNXjIVJFW7Cimz8KXA6sBt4XgjxoJTyjYJhVwBvSCnfLYSoAjYKIX4npSweWDFKktFMn2iraPATrh75D/6OHTv6npvxbP+Ne9ahGZbLr6puNjNmhsc811LoO3cic7WTvEeuwFFXPDV7y4vP9RXTdfsDzFxy6PhOREq4+B88fN8bvDOXRXvuuYuo6W0jpQ0QYOVu6O4B4NvfPpVTTpk7qtMZ0ugTbWFXGJfNxaGVhyrRplBMMBvjqb5+pDD4q62YfB577DEuvvhitm7diqZpXH311SOqyVZIKtVEV9caTDODzeajvPw4nM6RxcIp9h2TbXFbCWyWUm4FEEL8ATgHKBRuEggIy+ziBzqB7MAD7S17Nvf0PS+r8eLyjtwUnM1a0/D7/fgdXnTiSD13B6onyWQNpLCRDc4ar+kOQmYyxJ9bC4DmduEq8UU1DaNPtIVqaqmon4D4rxvWkH1gE99O5GPU/vKXDfzlLxs499xFXHvtCRx5UBl8/Tj42DLmGya7etI0NOydxW9923oANDROn336uLwEhUJRmnjWoDNr0Jaxrn0hu516l4MK1dpqn9HT08M111zDHXfcAcCyZcv45S9/yZFHHjniY0gpiUZfJRq1Cq673DMoCx+LzTbysCHFvmOyv331wK6C5d3AwOaRPwEeBJqAAPB+KeUg+7wQ4lLgUoBZs0YulIycpapqVmBUoq2Q+vp6shsty4+j1rIuGVISTxu0VRxFg2PiMhPSW7f2PfetWlVyXNPGN/uez1p62MRUuP7y0dj/s5NHX4MrYnHuyglFgKee2kk8noFz8yb3ABAIjPzCoJv9CxhHMlZ8YdA1zq5ehUIxCCklj7T39HOPzvM4WRpQFu59yac+9Sl++9vf4nQ6ue666/jCF74wbFP4QgwjRVfXGtLpZkAQDC7D71+suiBMIyZbuBX7ZAws23gmsA44FZgP/EsI8V8pZaTfTlLeDtwOcOSRR4669GOw0jP8oAJ0XSeZzFuWhF0gDRAOjXTWoCeW9+TWBCdGuBmRCMlXLKuTLeDHXiS928hmSUS6ScYt16W/vGLcvpBSSiKRNH6/E5tNg1xfV5cQ3OH3MW9+GY/VefnGN05m5cp6a8xe8p+d/6EjVbx116GV4+zyVSgUg+jJGiRNE7sQ1DodODTBXI+yyOxrbrjhBpqbm/nhD3/I4sWLR7VvOtNOV+fTGEYCTXNRVn4cblft8DsqphSTLdx2A4U+uwYsy1ohHwO+K6WUwGYhxDZgEbB2rCdPJ3QyydF7XbPZLK+++qpVv82UpDZ14dEta53pt/PAuibKW3sIALVB97hnk0opyWzZQrY1X5jWe8wxRcfufO0Vou1tfcuVs2aP+fydnUnqZ3yfVMbghhtO4StfGVyiQ3z3JL68ehn/Ow4iUUrZJ9rsov9H1OPwUOaexBp0CsUByrporquMw84pFcrKvS+QUnLPPffwpz/9ifvuuw9N05g9ezb//Oc/R32sWGwjPZF1IE2czirKy4/DZlPW0+nIZAu354EFQoi5QCPwAeB/BozZCZwG/FcIUQMsBLYyDux6s6vvuTaKxnrpdLqv6G7A6ceVsoEAYddISxN7og2HmcTvtlNTNfLWWSPF6Ogg8eJLfcvupUuwl5cXHavnarV5QiHcXh/+sooxnbttaxcLD/oxqVw7iOuvf4KGhiAf/ejh1oBrjoJj6qDCU9ScOlKyZpb/7PwP0Uy+VZhAcN6C88ZwVIVCsTeYUvbFtal4tn3Drl27+MQnPsFDDz0EwF/+8hfe8573jPo4ppmhq3stqaQVpeT3LyIYPAwhJqkslGLcmdRvpJQyK4S4EvgHVjmQX0opXxdCXJ7b/gvgBuDXQohXsVyrX5RSto/H+Y2sJb4qGwI43SN76bqu8+abVryYPSaZWVaBKQw0lw3Pskrim5+gvuUl3A4bSxpC4B9fN6k0TVJvbgBA8/twHbQA19w5Q44HaFi0ZOxlP15s5s8n3U2ioIdXNmvysY89wKZNHdxww6lo7xxdFlMp4nqcnkxPv3XV3upxObZCoRgda7pjpHLXElWvbXIxTZPbb7+dL3zhC0SjUUKhED/4wQ8477zR38TqejednU+RzUYRmoOy8NF4PKpQ+XRn0m+lpJQPAw8PWPeLgudNwBkTOYfRNJRP9wbcSwjqbsyUAYAt7ELYNGJt1l2MzVcG4QYIFi/NsbdkW1rQm5py5wzjXli8+bueSpGKx0jH4wibhss7OstfKpXlttte4KMfPZxQKCc+H9rKZQEvH3K7eFLX+YtDcltHjIb6AA6HDcubPT7xc6+3W9lNQWewL2NUU3eECsWwZE1JT9YY12N2547nFBo1TmVxmyw2bdrEJZdcwhNPPAHAOeecw89+9jPqSpR8GopEYhvd3c8jpYHDUUZ5+Srs9uLtGRXTC/WNHCE+r49qM4zQBO7FFWheOy+98gr6HiuezL9gFcw5aNzPm9mVT8L1HHZY0THpRJyNa/7bl+YRqqpBG0XfQCGuB+C++96bF20AXz0OPrMC79ef5ozfvo5Lz/Kt1SupuPMdo38hw9CVttzYHrtHCTaFYhQ82hmhNaMPP3AvOKk8gHOyOq0ouP/++3niiSeorq7mJz/5CRdccMGok8tMM0tPz0skElZnHa93HqHQCjRN/dzvL6h3ci+w+RyYpqSjeQdBwOXQqKsb/9pt0jTJbNsOgHNu8ZZWANGOdpCg2Wy4A0Gq5swb8TliBdmw733v/3HWWQv4zGeO5m1vm2ddMEIu+J9D0O5+g1P+/B44bezJDoW80vYKe+J7SGWt2LwVNSvG9fgKxf5IwjDRTRMT+mLRysc5Fs1n06hU8W0TTiwWw5+7tl999dXEYjE+85nPUFEx+vjkbDZKZ+fT6HoXQtgIhY7E5xv574FieqC+lcMQjUaLrn/+5RcJRjbhcmgcvuJ4GEUdnRFTUD/Js2RJ0SF7Nm+kbfs2ALzhMPOWHzWqU/j9TqqrfbS2xpESHnpoE088sYP16y9n7txc9uZRM6Dtyr17DcOwqWsTMmcqdNlcuFQBSIViSJpSGR7t7FcdiaDdxjurwvtmQoq9Ip1O881vfpPbb7+dV155hdraWux2O9/4xjf26njJ5G66up9Fmjo2u5+K8uNxOFQG/v6IEm7DoOuWC0LP9ndFxNt34wOCbgeUzZmQc/cmGgi7Hc1XPGYtVSAsy+tKB53+9revcOyxMznooCLZqEb/+sYP/e3CvGgbIc3xZjZ0bsjFvY2cXtF2xuwz8Nq92JU5X6EoSsY0yZiSXSnLSu7WNJyaQCA4xDdxRb8V48+aNWtYvXp1X+LbI488wsc+9rG9OpaUJpHIK8RiVhKb2zOTsvBKNG0CjAmKKYH6lSyBruts27aNRCKBNCRlWPVutnfE6XjmaXwRK35g5pLjwF81rufOdnaiNzYhU1bBXy1Q3EUqpbTcpMDsQ5cTqq4ZNOaRRzZx1ln3UFHhYevWzxQ9zh0ZO8mAn1V2Ow02G1zwN7j5ZPjI0hHPeUv3FtqSbcMPLILH7iHkCg0/UKE4QIllDR5s68YouDFaGfIxWxXEnVbEYjG+8pWv8KMf/QgpJQsWLOCuu+7ihBNO2KvjGUaSzs6nyWTaAEEwdDgB/6LxnbRiyqGEWwlisRiRiOWOMOM6Ns3EcEmaYhkkHbgAp11gKxv/2Lb4mjWYsXxDZ3tZceuXLHCl+sKDx0gp2batG4COjiR1dd/noouWcfnlR7J8+Qxr0MZOznYVuTN7++gawDfFrczXZZXLqPSMrklx0KmKeyoUKcMc1Eaml7cSKQwpcQiBU9Pw2TRmqDId04qnnnqKD33oQ2zfvh2bzcY111zDV7/6VTye0XXx6SWdbqGz8xlMM4Vm81BetgqXa3yNCIqpyQEj3IysSTYz8pT55uZmAAKBAHVV1YjmFKZN0FnroTIOS+tDOOccjeYfnUgZDpnJYMZyJT0OOQShaTjnzCk6NhGx6p4JTcNeJMZOCMGCBXnXaDyuc/vtLxEKufPC7aAwNH0C7lgPX3vaWve386Fm5OVEsma+G0WNt0Z1NlAoRslr0QQv5zoVDMWJZQHq3MoFNh2x2Wzs2LGDww8/nLvuuosjjjhir44jpSQWe4NI5FVA4nLVUFZ2HDabcpcfKBwQwi2dzLLlpdbhB+YwTZN43LJ4eTweXA4nGVKIcjdGWwZNE/icNhjn1lYARu68mj9QMiGhl3RubKHlbSDuAYWGf/j+ZXzmu2/Lr7BpVinkiw+F7zwLn1kBR88Y1ZwzRj4zVYk2haI/WVNS2pZm0ZsZ6hACW4nyD+UOO7XKyjatePHFF1mxwsqUP/bYY/nHP/7BySefjMOxd++jaabp6nqWVMrycAQCSwgElqkG8QcYB4ZwS+hI07pwBircOFwjr3HW0NBAtsWKNdNznRec9vERbNmuLvTdjf3W9ca1DScKpWnSuMEqWhueUc+f/vQGP/7xWn70o3dw6KH5WLfycg8nnjibc/Yk+WxnFuHxwN+3wamzoFDUmRK2XQZ78dqa482j3kehOBDYnkzzVFesLwlnOI4N+1Xc2n5AS0sLn/rUp/i///s//v73v3PmmWcCcPrpp+/1MTOZDjo7n8Yw4miak7KyY3G7x7fgu2J6cEAIt1785W5mLR55bRwhBFpB8cl0LvtyvJrIJ9Y+j9HdXfzc9vxbI6WEAdmaeiaNrhv8331v8NsHnqGpwxKj7e393S1LllTzxNJ6eHMjCAF/22I9gk549oNQlWsyPMIWYIWksim2dG+hPWklSFR7VIsqhaKQnckMEokNwXBGEY+mUam6FExrpJT89re/5aqrrqKrqwufz0dr68i9PaWIxTfR0/MSSBOHs5zysuOx28e/L7ZieqCuEkUwDRMjmkEYkszuKEZMxzAlbzVHwWsbN4ubzJUYcS1YgCiMURPgnGmV9oh3d7Ht5RcwjcHxeevXt/CvR3fS1DFMnN2x9XDjSTD39vy6ZVV50baXbOvZxhudb/Qtl7uLN75XKA5EtiRS7EhZLfPOqAwpUbafs2PHDi677DL+8Y9/AHDGGWdw2223MadEjPJIME2d7u7nSSZ3AODzLSAUWo4QI/caKfY/Dogrye4NXaMa39nURrbdcllmGmMAtMfS9JhZ8Npw28f3S+M6eEHJrgiJSE9etA24ZV9xZD3/81EfL12/oW9dKpVl+/Zu5swJ5wd+cDEkBrTE+fO5Y553R6oDgFpvLXX+OmYGVPNihaKXHcmC2E+H+qHdn3nsscc4++yzicVilJWVccstt/DhD394TLFnuh6hs+spsnoPQtgJh4/C650zfpNWTFsOCOHWG9/mD5eOHTEMg87OTkzDpGu7Zdr2+Dw4G6ymvHu268SFhhAwt8oLHWOfV2HJj+LzNtnzliXKKmbOpn7hIYPGHHoaaKE1XH31PznssBruv/9N3va2IVqcnDIL7j17TPPupS1h1W2r8FQwPzx/XI6pUExnXosmeCVq3fT1JiScXRUumXCg2D9Yvnw5wWCQM888k5/85CfU1taO6XiJxA66u9ciZRa7PUh5+fE4HKrWpcJivxdunXvy4qiivrhVC6C1tZXGxkbMuI7easWJBcpCOOv9JDJZdu4GECytC+Iyx373bETyLWtEiYbwmVSq77m/RC03gMsuO5KPfvRwyso8Vizc156G5TVw3oL8II8dGj8BzvG582+KNZGVVibcDN/oslAViv2VxrTeL4O0wmEnOM4WesW+R9d1br/9dj7+8Y/j8XgIh8O89NJL1NQMLoI+GqQ06Ol5mXh8EwAez2zC4aPQNJVNrMiz3wu3aGdq+EFYFjcAr92DI+BGIGhYPId4OsvOznzA/4LqAIwxiVJvbUXfsaNvWStRgDHebbl4HR4PoerSd3BerwOvN/fFrv6p9f+9Z0PWzGeJCjFuoq0z1cnTTU/3Lbvtqn6Q4sDjjViS9dFEv3xRI7dwekWIaqcdTVna9jtefvllVq9ezcsvv8yuXbv47ne/CzBm0ZbNxunqeppMpgOERih0BH7fguF3VBxw7PfCLZYTbrOWjCyb1G+6qCwLY69w4w75eGj9HnqSVnxYmdeBZxzET/zpZ5AZK/7FXl260rWeKw2STad58MGNNDfHuOSSI0rHTXz04fzz9z0IFW74n8Xw1ePGPOdCGqP5EiZHVB+Bx753lb8ViulKwjBZF0lgFCnz4dI0wnabEm37GalUihtuuIEbb7wRwzCYPXs2p5566jgdu4murjWYZgabzUd5+SqczpFXQFAcWOzXws3I5gvTujxDv1TDMECCmTLACbagFQ+X0i1LXEOZh/nVpV2tI5pPLIa+cydSzzWJXrwY56zSAf2tO7YC0KOHOOecP1BfH+CRRzazbFk1p5wyh1NOKWhLpRuw+lCrPtvnHrfWdaRg7vjGRbQn29nQZcXdzfDNULFtimnF452RvmK3Y8GQEgPJTLeT48L9rwt2IZRo2894+umnWb16NRs3bkQIwac//Wm+9a1v4S+RVDZSpJREo68SjVo1Od3uOsLhY7DZVC0/RWn2a+Gmp/IlNJzDCLe2tjaMuA5YXxhtwPiVc8txjzEzLPnyOvQmq+K1sNtwL1mM0IqXFklEepC5unGrL/sXAI2NURobN/CXv2wgmzX7CzeHDU5ogJ2R/gf60NDdF0ZDZ6qTlnhL3/KictXMWDF9SBkmu1KZ4QeOEJsQHB7w4izxHVbsH7z00kuccMIJSClZuHAhd911F6tWrRrzcQ0jRVfXGtLpZkAQDC7D71+suiAohmW/Fm6JyMgv0nZTI5vM4vVabj/NN/7BoL2izTl7Ns45s0uKNoDWrZsBKG+YyY9uO4gLL/wTXV35eL3Pfe5YqwNC2AXHFFTPzmXQcuYcuPtd4zb3XdFdPLvn2b7lBn/DqJvJKxT7goxp8nhnlGjWupFzCME51WNvzeYQArumfmT3d5YvX855553HokWLuO6663C7xx7Tm0630dn1NKaRRNPclJcfh8s1thg5xYHDfi3cegnXDF1o1ojrZHbHMAwdZ9CJY4YPMc4XZDOZ7HvuOngB9vKhi9UmopblrGrWXM5c5OX55y/htNP+Hzt29BCLfRnfhx+GJ3dbmaKFvGMenH8weMdXeCZ0K0HDa/cSdAZZUKaCZhXTgzdiKVoy+TqG5Q47ngnoM6zYP+js7OSaa67h6quvZsmSJQghuO+++8bNEhaNbSDSsw6QOJ1VlJcfh802tmLoigOLA0K4DSXCpCnJ7LBEknDasFd4cAzVUWD3i9D6RuntJcjs3Nn3fDjRVoiW+4GZNSvE7be/m1DIhe+5PZZoe99C+PazlpVtTgg+vgwqJyZR4K2utwCo89exvHr5hJxDoRgNT3VF6dCHj1eL5WJdTykPErbb8CnRpijBn/70J6644gpaWlrYsmULjz/+OMC4iDbTzNDV9Ryp1G4A/P5FBIOHIYT6PCpGx34t3GLdw5cC0ZtiGFHLpeqo9OCeF0IbqjVN6+v55+6RB/5ncuU/nHvZ/sThsHHGGfMtkVbTW/JjY37AF1fu1XFHipa7uAQcgQk9j0IxEhKGybZkesTjZ7qdNLidww9UHJDs2bOHK6+8kj//+c8AHH/88dx2223jdnxd76Kj8ymMbAyhOSgLH4PH0zBux1ccWOzXwi2btu60pTE4Zb8XM2ndsQtNIFzDJB9k02DmEh6Wng/uIAB6SyvZ9rYhd5W5YrpDZZH2zcksPV/iOvzlXLjyUdgdza///MQJt93R3SSylqu0zD322CCFYjiypuSp7ihxwyy6vfcr4tI0zqwIDnu8gCqCqyiClJLf/OY3fPazn6W7uxu/38+NN97I5ZdfjjZOSSfx+FZ6el5ASgOHo4zy8lXY7eoGWLH37LfCTc8YJGOWJW2oGLdsZ4pdHU2YIRvFLu39JFS0oPKuy/riSdMk/tR/kdnBTeCLofl8Q27furWLbdu6mFHKOBBwwqoG+PsFsPRX1rqdl4/o3CNFSknWzLugulL5Xq9hV3hcz6VQFGNHKj2iDNCw3UbIsd9exhQTTFNTE1dccQWJRIK3v/3t3HbbbcyaNWtcjm2aWXp6XiSRsMo6eb3zCYWOQNPU51UxNvbbT1BPaz4ZwO4c+s6pOxnBXu7D4XBgt+f/JNGUTiZrYrcJnDaNPhkXrOtr+G5Go8isgXA5cc0/aMjzaH4ftmBp68A997zKRRf9GYdd8L5TdRYfUkn0GRer5lbDRYuhMFav0gM/Og1Onmm1sxonTGnyrx3/IpKJDNq2uHwxNk1ZLhRjJ2OarOmOkzKLW9QiuRuhwwJe6l2lXZxh1bxdMUoMw0AIgaZp1NfX88Mf/hC3280HP/jBcUtAyGajdHY+ja53IYSNUOhIfL4hekgrFKNgvxVu8R4r/sUbdOIqkWGZ2R0laxiYpomwaSxZsqSfefzpzVYn+YawB61QNNnyxzOiMQDsFRV4li3d6/k++eQOLrrIiq9w29Ns3tzN5s2dbG9KsOqmMwfvYNPgwsFN58dKNBMlkokgENgL7gztmp0an0pXV4wPLZksO1NDx6g5hOBgrxu3SiZQjBNvvvkmF198MR/5yEe49NJLAbjkkkvG9RzJ5G66up9Fmjo2u5+K8uNxOFSIiWL82G+FWzpupf97AqXv1s1klkQmgbBrIMA2oNl7d8Jy1cypLO3eNOOWcGOM8RCPPrqVIxZKkpEebJplhVhuurnF54frn4GHt8JP3gbzwmM6z3BE0palrc5Xx3H149sqSzE9aEnrvBZLYsohYi3HSCoXpFbtdLA8UDyUwWfXlGhTjAu6rvO9732Pb3zjG2QyGTo6Oli9evWga/5YkNIkEnmFWMzqLOP2zKQsvBJNU0kxivFlvxVuVhkNg+AIymPYy90EAoE+M3lKN1i7rbMvALomWLrgYm9RXbJja6Nz7ZeO5vwT0qTTWbZs6eLZP77BVa0u3L2m++eb4eQ/jHs820AyZq4dl2ocf8CyMZ6iKT1+HQaGosxuo9o1/sWuFYpeXnzxRVavXs0rr7wCwOrVq7npppvGVbQZRoLOzmfIZNqsBvHBw/H7F47b8RWKQkYl3ISlbBqAmcArUsr4hMxqHNFsQ9Rwy1hxNMKm9XORNnUn2d1lxch5nFo+tCzW2m9/IxYj22plk9prZ4xpnqmYZbkLV1dwxoqjeNdxx+FdF4W1LXD/JmvQ1kvHdI5X2l5hR2THkGMMc2RJFor9A1NKnu+JkyjI3uytjbbM76V6qNI4Y0QTYkKPrziwSafTfO1rX+Pmm2/GMAzmzp3LHXfcwWmnnTau50mlm+nqXINpptBsHsrLVuFyVY3rORSKQkZ81RRCfBL4ClCLFaV/FPCSEOLPwJNSyh9OyAwnEDORKwXi6O+O6XUQ+d12zlhckw9Yjfcv+ZFc90rfc1to+JIEQ5FJ5YRiIEh5bQ3U1sCRwDtjVmHdo2f0JUTsLTsjO0kbI6t9pcp+HBi0Z7K8lShe77De7aDKqaxhiumJpmn8/e9/xzRNrrrqKr75zW/iGyarfzRIKYnF3iASeRWQuFy1lJUdi82mvBWKiWVEwk0IcQ1wA3Aj8Bjwn4LNjwMXAj8c57lNKNKUSFOCAEpY5ar8rnxj+Wwmb3GrszoHSD1XuLe+Hnt19d5PJmvCd5+DzRsQnwpAYe/2GX7rMQbSRpo1TWtIGdYP9Bmzz8Blc5UcbxM2HDb1g30g0GtnC9vtHB7Mx5q5NaFEm2LaEYlEyGazlJeX43A4+M1vfkMymeSYY44Z1/MYRpqu7jWkU3sACASWEAgsUw3iFZPCSC1uVwBflVJ+TwgxMDBgI3Dw+E5rbJiGSTqhDz+wBN3F9u3ZlX/uDvfb5FqwYMiG8cXo6kryoQ/dz5/vex/Omb8AXxRCcavA7jjTnmynLWlZC902N36HX5X1UPTDpQlmqs4CimnMww8/zOWXX85xxx3HH/7wBwAOO+ywcT9PJtNBZ+fTGEYcTXNSVnYsbnfduJ9HoSjFSIVbLfBiiW0mMKVsw517En3P96ZZfHvMcidmTRP2vAKpCKRzXQr8NSAEMpvti2/bG6644mEeemgTh9Z+lysDaU5x5xy0GQPWNMGxY7sQbO/ZztaerblDWpbBgDPAabNOU6JNoVDsN7S3t/PZz36Wu+++G4AtW7YQjUYJBMa/O0EsvomenpdAmjidFZSVrcJuHz/3q0IxEkZqJtoMnFRi24nA6LuuTyDRTsslaHNouEoUp9VbLHGnG4OzQTtyHRfmeNPQ+BJ0bIZYi7XRZwWdFjaNF6Nsp9PRkeD3v38NgLgW4W5nJ3fJXD24rz0L+tgTBN7qeouOVAcdqQ6iuiU6a721ODTl/lIoFNMfKSX33nsvixcv5u6778btdnPTTTexZs2acRdtpqnT2fkMPd0vgDTx+RZQWXmaEm2KfcJILW4/BH4mhMgA9+XWVQshVgNXA+NbwXAMpJNZErniu5UNpb+8Rm5MNBWHoMAwLLGkF2TXeew5Xev0Q93hIDQIWb1GpW65NIXdhq28fFRz3LSpk3DYTXd3Ck1YlrZzzjuSWfc0ETxjGZw4dD/TLd1b2BPfM+SYuG4l/K6sXYnP4UMTGmUulXBwoJMyTN6IJ9FztW4SJXqBKhRTGcMweO9738v9998PwEknncSdd97JQQcN3b1mb9D1CJ2d/yWbjSCEnXB4JV7v7HE/j0IxUkYk3KSUdwohyoCvAtfnVj8MJICvSynvmaD5jRpDz/8QhaqHruEmpSQVsp4Hg0EMU7KtPV/hpMKfi/mxu6ByQdFjOOfNG11Aqm5wTJWPNWtWc9ZZv8PoiXH8qlkcEi4n/K3l8KElwx5ifdt6snL4unECQY23RtVkU/SxNZnm9Vhy0HrXODXUVigmA5vNRn19PYFAgJtuuolLLrlk3JrCF5JIbKe7+3mkzGJ3hCgvOx6HY2wVBBSKsTLiciBSypuEEL8AjgUqgU5gjZSyZ6ImtzfIXLV3T8CJwzm0CzOWimPaDDTseDwetrbFeGG71VDd67QhGOcMoS3d8L4HIGWw6PWP8+yzF/PNz93BeefNheWLYM7wvey6U919ou24uuPQhvB2+5w+JdoUfSQMkxcj1o3JDJezLxlBAA0qMUExxdm6dSvt7e2sXLkSgO985zt84QtfYObMoT0Ue4OUBj09LxOPWzU0PZ7ZhMMrVYN4xZRgpOVAPgw8JKXsAP45YFs58C4p5f+bgPmNmkzSEjUO99CizehJkzUNyA0LBIK8vLm9b/uRc8qAwZaJvZ+YAcdYwbNUW2UXqqt9XPwRq/aHNsIq3hu6NvQ9r/PVqfRzxYh5s8DSNsPlYKFPiXrF1McwDH70ox9x7bXXUlNTw2uvvYbP58Pv9+P3j61UUjGy2TidXU+hZzqtLgihI/D7intcFIp9wUhvH36FZWnrKLJtbm77lBBu6Zxwc5doLA8gs3l3qnBolJeXs7k9TnMu7m1ZfYiGMi/0dI7LnKSUGO/5y6A/tp7JF8Mtr2sY8hhdqS52RHbQlbIsgksqlijRpuiHlJKNiRRJo3iP0V0pK+mmweVkgbd0HT+FYqrw+uuvs3r1ap577jkAjj32WDKZzLgW0i0klWqiq2sNppnBZvNRXr4Kp7NiQs6lUOwtIxVuQymECiAyDnMZF2TuR0uzl56ymcp1TBDCajAPdMbzvRnnVOYKkXbnardlR9ZtoBQrV95J/fo2/hLMxUa0JuD6p8l8ZjEAnmBwWIvb+rb1tCbzLbcq3OpiouhPY1rn+Z7hu9CtDPtwqpg2xRQmk8lw4403csMNN6DrOvX19fz85z/n3e9+94ScT0pJNPoq0ejrALjddZSVHYOmqRscxdSjpHATQpwDnFOw6johxMDCZW7gBOD5CZjbhGHGrIzQtmgHBJwkM1m291jlQZbPChNw56x1qW7r/2D/mmoykyG9afOIzvW2t/0/XnihiReAh4+u5ixDwAstsKK2Lx5PlKirlsqm2BHZgSENIhlLGy8IL6DCXUG1dwydGhT7BRnTZEsiTTb3OWrNWDckNU4HtSUat4ftNnzj2FxboZgIzj77bP7xj38AcOmll/K9732PUCg0IecyjBRdXc+QTrcAgmDwUPz+Q5RHQzFlGcriVg0sK1iej1WIt5AMVszbN8d5XhNKtsuq8+YIuzEwyRYE+NeXFWSi9tZuc/e/YKS3bcOMW5YNYS/tku3oSPDoo9v6lj/2/E7++LEVnPx6B7xzHnR3DTnPjV0beavrrX7r5obmEnJNzAVMMb3YlEjzUmSwhe0gr5t5yhWqmMZcfvnlbNq0iTvvvJNTTjllws6TTrfR2fU0ppFE09yUlx+Hy1UzYedTKMaDksJNSnkHcAeAEOIx4BNSyg2lxk8rTEk8nSCWjGP3enitNYNwOakKuAg6bdCxBbIp0Oxg6BDqH3+W2Wp1JECAa0HpukH339//z9XaGuelaIqTX/84CEEyOrSHOWtaFpQZvhmUucrwOrxKtCn6yORqsdU4883gXZpgtkdliCqmF48//jjr16/n05/+NADnnnsu73jHO3C5Ju4GJBrbQKRnHSBxOqsoL1+FzTZ0CSmFYiow0jpuE3fLM84UD8seiCClp7Hl6rTZXB5MoD7sgchu2PZk/+GO/JfZiEQwIlYnAs9hh6G5S2fmrV5SwxG3n83v3mzlB7c8C8DVP31H3/Y9b1nCbjiTfJ2vjnnh4UuFKA5Mal0ODg14hx+oUEwxenp6+OIXv8htt92GzWbj5JNP5tBDDwWYMNFmmhm6up4jldoNgN9/CMHgoQih4j4V04MRF6URQgSwYt4OpkhvUinlF8ZxXntN156c62hkCo6qqiq2tmmYhuSgKi9sX2ttcIcsS5u3wirAmyPbmk8QcM6dW/rAm7oQZ9/PEc9exCEXLOLyjy9n5rzinQtq5+dTzVPZFG2JNiSSWCY2shehUCgU04yHHnqIyy67jMbGRhwOB9deey2LFi2a0HPqehcdnU9hZGMIzUFZ+Bg8nqEz+hWKqcZI67jNB54GvIAPaAPKc/t3AT3AlBBuNruGkTVx+wfHnkkpyeyMYsQyRfYEurZDTy6T1F8DM1cOGpJ85RUA7BXlaM4hXFLH/c76/5jf4QEWAKz9EMy1XJ3xgvg2TyBfifvZPc/SluyfA6KCZBUKxf5CW1sbV111FffcYzXcWblyJXfddRdLly6d0PPG41vp6XkBKQ0cjjLKy1dht49/I3qFYqIZqW34FuAFoAarNMhZgAf4IBAD3j8hsxsDxeq4yWQWvTmOlJLdnXvA1l8QiWwqv1Bb4iKSy8hzL1s2aNOTT+6gpycFbQlYXg0XH9p/wNx8fFommWtyb+q0ptpojjezK7qLtmQbNmFjZmAmMwMzOSh8EPX++pG8ZMUBRDRrsDWRGn6gQjHFuPrqq7nnnnvweDx8//vf55lnnplQ0WaaWbq6nqO7+zmkNPB651NZ+TYl2hTTlpG6SlcCFwO9Bc2cUkoDuEcIUQncChw3AfMbV3JVE9CNLM56P8Ku4fV6gQE/gNWHDMokHYgtHO633NYW56STfo2mCZYvq+aUU+by3Rk++govvP7xfuO7mpsA2KzvZGtj//PP8M3gmBnHjOKVKQ40Hu2IkDCtQtI2ZZFVTHGklH2eg29/+9tEIhF+8IMfMH/+/Ak9bzYbpaPzKbJ6N0LYCIePwusdIsRFoZgGjNTi5gYiUkoTq0dpYWGz14DDxntie0NWNzAKuiKUQvPaEU4bmqZRVVU18uN3dCDTxd2sv/vdqwCYpuTFV1r42983539QP76sr81VL0ZGxzANdLc1psZbQ423hnpfPYsrFo94TooDk6hhADDX42KuR5X+UExNTNPk9ttv56yzzsLIfWZnzpzJAw88MOGiLZncRWvbP8jq3djsfqqqzlCiTbFfMFKL21vA7Nzzl4HLhRAPAwawGmiagLmNmmRU73s+VOeEXmyjLEQa++9/+54PjDs7/PBaXC4b6bR1cVq2rBrK3PDRpXD9qn5jpWmSiPTweufr2OZWAnB8/fFoKqtJMQI69Wzf85Uh1QVBMTXZvHkzl1xyCY8//jgAf/3rXzn33HMn/LxSmkQirxCLWVn7bs9MysIr0TRVJkexfzDSK/4fgMNzz68DjsZqcxXFim+7ftxnNgZ8YdeQAf16Vi+5rej45mZSGzYgM5a1zXf0SsSAxISTT57DLbec2bd84YVL4YOL4aaTwZ3Xx7FYN7t3bCJlpNANHVvQx6KyRUq0KUZMb89RQIk2xZQjm83y/e9/n0MPPZTHH3+cqqoq/vCHP3DOOecMv/MYMYwE7e3/sURbrkF8RfnxSrQp9itGWsftBwXPnxVCLAXegeVC/Y+U8rUJmt+EEEvFwQO6PryAk5mMZWnLFTsVNg3HrFlFx16+ajb/XlxNpMbLuecOTmtPpGP86a+/wDQtq5wt7MNhd7KsanCig0JRjD3pDOujVmJLvUv9GCmmFq+++iqrV6/m+eetLogf/OAHueWWW6isrJzwc6fSzXR1PoNpprHZvJSVr8LlnPjzKhSTzYjruBUipdwF3A4gLN4vpfzjuM5sAuju6aalo4mMpoPHTll5BS/t7CJrlC76ZvT0gCkRdhuu+fOxVVYhilk5muOIG9Zw11/ej63WV9TiF01GME0DoWn4Kipwz6hgliqsqxghWVPyajTZt7zYr6q8K6YW//znP3n++edpaGjgF7/4Be985zsn/JxSSqKx14lGrDhjl6uWsrJjsdlKF0dXKKYzI63jVgW0y96u6NY6D1Z822eBOcCUF267GncTj3cjnDac+Inqgg1tVhcEu02gaYPFVmLdOuuJ0PAcfnjpg3//eXh8F+ELHoR6P9T54euroCGfcr7mzf8A4HX5ee8Zl47Xy1IcIDzdHaMlY1mJjwv7SzaSVygmk+7ubsK5LPurrroKXdf55Cc/STAYHHrHccAw0nR1ryGd2gNAILCEQGCZqn2p2K8pGSAjhPAKIW4XQiSAZqBLCPH53LbLgO3Aj4DNwMkTP9WxY+bKJ9RX1DJv3jyCZRV9204/pAZbkXYLRqdVKNe9ZIhMT92AX+e8xU0xeL4Z1jTBDB8A6USCeHcXmYTl4gq6J/6Cpti/MKWkMZfRXOt0MNOt3KSKfUs8Hufqq69m/vz5NDVZ+Wk2m40vfelLkyLaMpl22tr+QTq1B01zUlFxUq51lRJtiv2boSxuXwU+AvwSeAUrq/R/hRDHAO8B/gN8WUr5/ITPcpyQGSu2LOwPESovJ9JutceaXeGlzOeELW/kBloCzkzm3VKOGTP6HaujI0FXV4qDDiqHl1vB54B4QczcmovAppGI9LB57Ro6U53Ee6yOCIvmL5+ol6jYT2nPZDGkJGS3c3rl0DUGFYqJ5tFHH+WSSy5h27ZtaJrGf/7zHz74wQ9O2vljsbfoibwM0sTprKCsbBV2u2/Szq9Q/H/2zjM8inJtwPdsSe+BhN5LIBVI6B0JKBFEQEQUEJFD98gBARUUsCIiIAjowQ9RFBVFOSqINJEiQujNgNISQgqpm+wmW97vxySTLEkgYBowN9dc7My8884zu5OdZ59amdxMcXsUmCeEeD1/gyRJvwI/AR8LIcaUt3C3S0p+n9JiMJvN5CSVvB+AvKQBnL3k1UKKm/aGX5AzZmxj3boT1KnjQc2abnQc2oi3hoXA+rOwIQY85NpamdeTAcgSRjRuTkgaDX616qOiUhqsQpBmtnLRKNe+ruFwR2GpKiplQlpaGtOnT+e///0vACEhIaxevZrw8PAKOb/NZiYt7Q+MxssAuLo1w9OjldogXuW+4mZPgfrArzdsy1//pHzE+WcYUuQOBHqHovXZrl69KjfrApxqF2PGT7kA+S2vXORMJHNcHAAaJ/sCp0IIVq8+AsD58ymcP5+Cs7MeXvCA40mwebAyNuGvcwC41a5BtpsHbfza4OKuWkxUSscvyRkkFcp+VuPaVCqL7du389RTTxEfH4+DgwOzZ89mxowZ6PUVc0+azemkpOzBYslAkvR5XRDUH8Eq9x83U9z0wI1tAvLXb2G6qlxqNC6qGCUny5YvXzdv9B7FZBvlZBS8dvHJeyFrelpvb7uhP/54rsjhixZFgq8z/DSYXJMRW5bBbr+TrzfkZCvKo4pKacjIqzbvqdPhodNQSy0BolJJeHh4kJCQQPv27Vm9ejUtW1Zch5fs7IukpR1ECAs6vSc+3p3R69VYYZX7k1v5XSZLkhRfaD1f7XhOkqSEQtuFEGJG2Yp259yYHZqZmYmw2RAWGzU8b9HiqmYIaOwtdlpfX7t1d3cHxo1rQ3KykaSkLLRaDYGBfoDcg/TKyeNFZXLQF3R6VVG5TXr7euCsVd1BKhWHEIK9e/fSuXNnACIiIti1axcdO3a87a4zdy6DlfT0I2RlyT+WnZ3r4+XVFo1GDRlQuX+52d1/GehczPZLQNcbtgmgyihuN2KxWLCmy8ZCnVZHseEQNkvRTZkZxQyEbt0a0K1bAxCCxUO/pXqPAnN9jkG2tGn1enR53RXcfKoRL1VpI6VKFcViK7nGoIpKeXHlyhXGjRvHTz/9xA8//KDUY+vSpUuFyWCxGEhJ3Ys5NwUkDV6ebXB1bVJh51dRqaqUqLgJIRpUoBzljsix4unsjsZJh6S3/7UoWXMgvqiVzByfZ2ws4eGZ6L+MdrkWOkxpB8cSoV6B6b5a3fr4N5K/ZBKzE7kQe1c1l1CpAmRarFiLKVGjolJe2Gw2Vq1axYwZM8jMzMTLy4usrIr/0WkyXSU1dT82Wy5arSs+Pp1xcPC59YEqKvcB94y9WdzCMmHNNoOzE/oaLkX2aS3ZBSueBe2shEWOL9LXqnnjIXDVgJ+Q8NPrYeB38raF3aFT0Rikv9P/Vl67qinrKqUkPqcgKUF1k6qUN+fOnWPMmDHs3r0bgIEDB7J8+XJq1izm+6+cEMJGZuZJMjNPAeDkVAtv7/ZoNI63OFJF5f6hwp8GkiT1lSTpT0mSzkuSNLOEMd0lSToqSdKpvBIkt8SQViiA7CYJAFrPm3wBuPiAmxwDZ83MVDZrnItpLdRzfdFt7WuRePFvu02nr5/mSuYVAAJ9A/F39S/5/CoqhTiQLrvdW7kX/bGholKW/PLLL4SEhLB79278/Pz4+uuv+eabbypUabNaTVy/vitPaZPw8AjFx6erqrSpqNxAhSpukiRpgeXIDepbAsMkSWp5wxgv4AOgvxAiEBhSmrltef1GdQ7aIpWzrdkF8WuS/taXbMvJwXT6jLKucZEfnMePJ/DYY1+Tk2OBtjXB0d7lamviid5Jzlh1dHHFbDVz6vopZb+fi19pLkVFBaPVprxWuySolDft2rWjevXqjBgxgtOnTzN48OAK7UCQk5NEYtIWcnIS0GicqFatB+7uLdUuCCoqxVDRrtK2wHkhxN8AkiStBwYApwuNeQL4VghxGUAIkXg7J3DxKPqQE2ar8loqzuUk7N2splOnyb14EQBd9YIs1A8+OMjXX5/GaLSwYcMQHBy0SNEJ8OAGkn/oydWdvyhjnT08STQWiP5AvQfwdrIvK6KiUhLHM2X3fXW9Hk/9PRPRoFJFyMnJYenSpUyYMAFXV1c8PDw4duwY3t4V/x2VaThLRvpRQODg6IePd0e02mK8HCoqKkDFu0prA1cKrcfmbStMM8BbkqRdkiRFS5I0oriJJEkaK0nSIUmSDiUlJd30pNbrcgcEjWvxhSI11rzCuzrZWibyCp5KDg44twpTxm3bJrtBf/ghhoEDvyQ6Oh58nODvsaTrZLeWpNHg4umFg5MTf6b8CYBW0qpK232GEOIfLca8vrpOWtXioFK27N+/n1atWvHCCy8wZ84cZXtFK202Wy7Xr/9GRvoRQODm1oJqvj1UpU1F5Rbc9k95SbZd1wQShRBFa2jc4vBitt2YVaAD2gC9AGdgvyRJvwshYuwOEuJD4EOA8PDwm2YmiDw3qqQrXk/1SDwE3hI4edltdw4LRZf3ZXb06DWuXi2Ie9u8+Txr1w6EarIb1WSQ99WLCOeSKZZjycfJMsvZWOH+FdMORqVqsDslk0umsina19BZje9RKRsMBgMvv/wyS5cuRQhB8+bNGThwYKXIYjancj1lD1aLAUmjx9urPc7OdSpFFhWVu41SW9wkSXpIkqQDgAm5xltI3vYPJUkqbXfhWKBuofU6wNVixmwRQmQJIZKB3UDorSa2FYoJKozVkIs1r/l7SRY3KV93dCu5OK+rq57du5/GI68HaZfOdalWrSBo3GqRddgL2Zf4M/VPzqWdw5RnyfO6QSFUube5mlPQcET6B/+cNRqqqW5SlTLgl19+ITg4mCVLlqDRaJg1axZHjx5ViutWJFlZf5GU9AtWiwG93ge/6n1UpU1F5TYo1VMhz135MbAOOXHg/wrtPgc8A3xWiqkOAk0lSWoIxAGPI8e0FeZ7YJkkSTrAAWgHvHeridMS5Jgg2w1lQYSpIL5N61r0cl2zY9FYsgE3cCs547NpU7l7ws9rB9L70S/p0bbAw5trzFbi5Kx5jerruNWhmnM1XPWueDiorVnuJbZdzyChUKmOG7Hl/RAYWsMHB41axkOlcjl06BCRkZEAhIWFsXr1alq3bl3hcthsFtLTo8nOlkNOXFwa4+XVBjlnTUVFpbSU9uf8S8A7QohZeZmhhRW3U8C00kwihLBIkjQJ+BnQAh8LIU5JkjQub/9KIcQZSZK2AMcBG/BfIcQtq9fmK2zObsVb1bRuDlBMYoKLqVDnLt2tYyvaP/sLW93dadrUD369As19yJYKXKhS3oPaz8WPxl6Nbzmfyt2FxSaIz7mxhW9RfPU69GpGnEoVIDw8nCeeeIKgoCCmTZtWYU3hC2OxZHI9ZQ8WcxqSpMPLKxwXl4YVLoeKyr1AaRW3+sAvJewzAaU2KQkhfgJ+umHbyhvW3wHeKe2cACaDbAFxdrfPKhVCkJCeDMWECunSLuBh+BvcHKBeB7iVdUQIENBBr4fZe+VtY0NhSlMAPP1q8HdO6u2IrXKXkZZXlFmLxOM1S67krlGVNpVKIiEhgX//+9/MnDmT0FA5yuSzzz6rtNIaRuMVUlMPIIQZnc4dH5/O6PVelSKLisq9QGkVtytAK2BHMfvCgfNlJtE/xMWzQHETQmD6Kw2T2YTW0QFHR3vtTZcZW+hAX8wJiVjT07BmpBc/+ZsHim4bGQgUWGCSTcmAHNukcu+RH79mQ1XOVKoWQgg+/fRT/v3vf5Oamkp8fDy7du0CqBSlTQgbGRlHMRjk7Hpn53p4eUWg0ah1CVVU/gmlDcBZDbySl4SQ70+UJEnqBbwAfFQewt0ukkZCW9gdahVk5cixbxpXPXXq2AfA6tIvAZDh1w7h4Ilh968YjxzFmiJbzSStlr//TuXZZzdhtdpgfBi82hHquStzXHcxcPnEUWVdr5HdEDVca5TDFapUNml5NQHbe6mty1SqDpcuXeLBBx9k5MiRpKam0qdPHz755JNKk8dqzSY5ebustEkaPD1b4+PTSVXaVFTKgNJa3N5Gzgb9BMiP9t+HHKe2SgixtBxk+8fkxhlIzLyOpJHQuOhK/NVpdvJBWK1gE0g6LQ4NGyE5OqCtUZPGjm8A8MYbvahe3RUmtoZnQqDuSohsQFrCNWUeZw8PyCuQkq/AqdxbmPLqq7mqvUNVqgA2m40VK1Ywc+ZMDAYD3t7evPfee4wYMaLSXKOmnGukpuzDZstBq3XB26cTjg7VKkUWFZV7kVIpbkIIAUyUJOk9oCdQDUgBdtxYX60qYcsyk2k0IDloqV+/fonjLI5eymtJp8OldSsAfvyx4NJefHE7K1dGYbHYcIzNhP3DMdXQk/X7HgDqBYfh5V8Dc0x0+VyMSqVyPdfCvjQDmXkxbqorXKUqEB8fryhtgwcP5v3336dGjcqx9gshyDScIjPjBACOjjXw9u6IVqvWIlRRKUtKWw7ERQiRLYQ4TxWKZ7sZwibITZc7Juh9nXFxuaFRt9mITQiERockgSimDtwHHxxSXv/3v0dIS8vhq68GQxO5KG/mpQvKfhdPT9JMaQUHq8/1e4orplzS8mr1aZFwVy1uKpWExWJBo9Gg0WioXbs2y5Ytw93dnUcffbTSZLJac0hN20+OKR4Ad/cg3N2D1F6jKirlQGmfPsmSJH0pSdJASZKq3M+n/AbzhREWGyKvtpqk1+Dqah+TZMlK4UpqNjl6Tzyc9JivxuUdJz+cc3Is/PbbJbtj+vZtrHwRJV++SPw5OejWp1YdHJycybZkK2NVV+m9SYCrM4NreOOqU2tPqVQ8R44coW3btqxcWZCIP3LkyEpV2nJzk0lK+pkcUzwajSO+vt3w8AhWlTYVlXKitIrbC0ANYAOQKEnSp5Ik9csrklvpiLwabqJQ8V1bXnkQSadB51hUiUpIuIbFKsjVe+Lt6oDNILen0ri6AaDTadi5cyTvvdeHRx8JoF49T554Ilg5Pjn2svLa2dMTgHOp5wCo6VqzLC9PpQrhoJHUoroqFY7JZOLFF18kIiKCI0eOsHLlSqxW660PLGcMhhiSkrdjtWbh4OBL9ep9cHKqVdliqajc05TqCSSEWCaE6IacoPAK0BjYhKzErZYkqXc5ylhqvGsUuENtJtlyJizFt8JKvZ4IQK7eg1qeTpjj5NIguupyEK1Wq6FNm1r8e3QrvjlwnUuNauD80m+w7rQ8QZ41r2GrcHxr18VoMZJolOes5ap+camoqJQNe/bsISwsjDfffBObzcaUKVPYt28fWm3lWX1tNjMpKXtJT48GYcPVrRnVqj2ATqdmW6uolDe3ZTETQlwFFgOLJUmqBzwGPA+MvN25yhtLkhzfpvUs6tnNtdhISknBBahb0w9JkrBl58XD3RjYeyEdzDY4mSwv+6/C8JbKbgdnZ5KNyey8shMAdwd3Gnk1Kp+LUlFRuW8wGo288MILLF++HCEEAQEBrF69mo4dO1aqXGZzOikpe7BYMpAkPd7ebXF2rlepMqmo3E/ckbIlSVITYGjeUhO5QG/VIs+WKGmKxllYbAVWuEbV3LAZjQWHubnZDz53QyeEeh4YMzPILXRMek5Bwd5A38B/ILRKVeSMwcgJQ/atB6qolCF6vV6xrM2YMYOXX34ZJyenSpUpO/siaWkHEcKCTu+Jj3dn9Hq1F7OKSkVSasVNkqQGyBa2oUAYkIAc8zZeCLG3PIS7U4RNYMuWXaUal5Iv0UEn4eaow2IyKdu0efFqBRskcNNDXswcAT6kxl9Vdmv0Og7HHgagoUdD6rrXLaOrUKkKCCE4klGgtLmp2aQq5UhKSgpWq5Xq1auj0+lYu3YtZrOZsLCwSpVLCCvp6UfIypLjeJ1dGuDlGYFGU6UcLSoq9wWlLQdyALm1VQrwLXJT+V0iP22zipGfmCAQSLpbP2jNsXJ8m8bZicTELLRaCV/fvHi5gc3gocawJ5asH06QWDMVU6KsFFar1wCLVGC9q+Wmxrbd7WRarBzOyMacd2vbhMCKwFmjoYePB74O6oNKpXz45ptvmDhxIp07d2bDhg0ABAZWvgXfYjGQkrIXszkFJA1enm1wdW1S2WKpqNy3lPYpdAY5KeEXIUTlpzLdgty4TADizdfBQeLW+qXsTtV4ePD++wd4++29PPhgU558MpioqGY4O+uhV32Sq6eSmXgN8ix0Lp5eXDdeB8BJ66QqbvcAF405XDblFNlew1GvKm0q5UJ8fDyTJk3i22+/BSAxMRGDwYDbjWEblYDJdJXU1P3YbLlota74+HTGwcGnssVSUbmvKW3nhFHlLEeZInJk3dKaVwXEw8M+BkPKiMPFeA109vFvuurV+fbbXzGbbWza9CebNv3JRx89TFQPd0yGTLLzms/7NWyMR7XquHh6kZAi13IzWU2o3L2kmC2czDSSmlfHr6GzI42c5cQWSYLqerUun0rZIoRgzZo1TJ06lbS0NNzc3FiwYAH/+te/0FRyyRkhbGRknsCQKWfROznVwtu7PRpNlSvjqaJy31Gi4iZJ0kPAHiFERt7rmyKE+KlMJSsDtG4OkGvE39/fbruUcLJgRe8CyArZjz+e4/TpJLux9eo4k3jhL7tt7r7VcPH0wiZsHE8+DkAz72ZlfwEqFcapTCOXClnaqjvoqeWkNsRWKR+sVitRUVFs2bIFgAcffJCVK1dSr17lZ2darUZSU/eTk5MASHh4hODm1kItqKuiUkW4mcXtB6A98Efe65shkBvOVwmEJa9jQgk/WiUhx6WleIeCqy8gt2n563wKPXo0IDMzl7Q0E5mJWXSs68nf8aBzcKB2QCB6R0dcPL0AMJgNypw+Tqr74G7leq6Fi3lKW7iHK156Lf4OqoVNpfzQarW0aNGCgwcPsnjxYoYPH14lFKOcnERSUvdhsxrRaJzw8emIo6P/rQ9UUVGpMG6muDUkX6ORX98VWNJzEFabnJRwiwzAHEdZ2bJlyQrYlOfaMSMvGHhFx08QiblormVCUjbamk54+hX/Beasc1azSe9izmQVlHZp6uKErpgSMioq/5QzZ86QkpJCp06dAJg/fz4zZ87Ez8+vkiWTycw8Q0bGMUDg4OiHj3dHtFrnyhZLRUXlBkpU3IQQhRt1CiBeCGG+cVxe26sqE5VvTctzd93Gs9ccJ/cpJa9l1p49lzH+eZ1/6x1If/o78E7BsWcgdC/+eJ2aEn/XcTIzm4y8rhqJuXJcW7Cbi6q0qZQ5ZrOZBQsWMG/ePPz9/Tl16hTu7u64uroW6aFcGdhsuaSmHsBkkrPr3dxb4uEejFSSy0JFRaVSKa3GcQHogOw2vZHQvO1Vw1Wal0Gq83Mh61rRusDHY9PIvJSqXLg5Lg5hkZMZ9DXlrgmdw2rQWSPHN+Vq5Ye6Y7v6RebKyMkoa+lVKoB0s4UjmUUL6tYopqetiso/ITo6mmeeeYZjx44B0KdPn1JkuVccubkppKTuxWoxIGn0eHt1wNm5dmWLpaKichNKq7jdzAzhBBStn1CBWK1F+5GabRbltaNjQSZUfNwlvLLlBARfaw6GPQW1gzUuebXbthc0kM9HCi/aOD4tJw2ArNysO5JbpeIRQnDCILtGXTQaQj3kz9xJo8FfLfehUkYYjUbmzp3LwoULsVqtNGzYkI8++ohevXpVtmgKWVl/kZ4ejRBW9HoffHw6otO5V7ZYKioqt+BmWaUhyB0S8nlIkqSAG4Y5IXdTiCl70UpPXq4BVqvAmiXrkKYcuTyHXq9HX6iUg3fKUQQQWMsDx9reGOIuAwKXNm0KFLcuteH7gZBshJ2H4eyfck2IQqTnpHMm5QwAzX2al+v1qZQd181WLhjle8Rdp6WJS+W2EFK5N4mKimLHjh1IksTzzz/P/Pnzq4RbFMBms5Cefojs7AsAuLg2wcuzNZJUNZwmKioqN+dmJoaByEV3QY5xm1PCuAvAv8pSqNslX6fy8nNBnE8DIDtXtqqYzfZheZKwIQCpThtwlNtb/bg/ldPHLuHrm0i1ai506lSPJh1rQ2YunD4LD7Qqcs6LGReV1y56lzK/JpWyJ9aUy4XsAuNwR6/KL3Cqcm8ydepUrl27xurVq2nfvn1li6NgsWRyPWUPFnMakqTDyyscF5e7JvdMRUWFmytubwALkd2kGUBP4OANY3KLS1ioLDQaSe4tahFo3R3ACDVq1LAbIwnZhWrzrAcmCzk5FtasOcb29ARlzNatT9KkiQ+4O8BjAfD3+SLnupIpx8/VcatDQw/1i+9uYHdqJta8+KLajg646VQLg0rZsHnzZk6ePMn06dMB6NevH3369EGnqzrud6PxMqmpfyCEGZ3OHR+fzuj1XpUtloqKym1ys6xSM5CvlN116UX5NZHsaiPlZqE3Z2GVJHBwA1Maly6lYbYUxMj5+bnSq1cjALLT00goRmkzW80YLbJFr7Zb7SpRf0lFxiYEMdkmTNaiAeD5SlsbD1fqqcV1VcqA5ORknn/+eT777DM0Gg2RkZGEhoYCVBmlTQgbGRlHMRjkLi/OzvXw8opAo1H/BlRU7kZuFuPWEvhLCJGT9/qmCCFOl6lk/5DMzMyiG5PkLy4haUEjW1s0Gg2BgdXZnZcv27auJ5rjiRDmz+WTx5RDNVp5vNVmZXfcbgActY7Uca9TjlehcrtczTFzML3kZBGdJNHSTa1NpfLPEELw9ddfM2nSJJKSknBycmL+/PkV0hTebDYTGxuLyXTrNntC2LDZchDCBlJTNJIDGRl6EhL+uuWxKioq/xwnJyfq1KljF2v/T7nZT8KTFHROOIkc51YcEpXcOcFa2LqSV4stJzcXwD71Pu91llNBhmjjxt689VYAoTFuvDB1K330etBrITYTW3YuSFC9fkN868gFdpOMSaSYUgAI8g1Co9Y6qhKkmy1cMeWSapZLu3jqdDRwLmpR8FM7Iqj8Q65evcqECRP4/vvvAejWrRv//e9/adKkSYWcPzY2Fnd3dxo0aHBTa7/NlovFkgXYkCQtWq0rGo16/6uoVBRCCK5fv05sbCwNG5ZdSNXNFLcewOlCr6s8ks2GzSaQ9Bq0ei1YwNvbG4D4dCPpCRmYrTZyXL0AEGYzkiQhSfCvf4UTtSAax5gM6L5enrBXDowJpFq9+mh18hdeek66cr4Gng0q8vJUbsLv6Vkk5haEW1Z30BHiriaNqJQ9L7zwAt9//z3u7u4sXLiQMWPGVGhTeJPJdFOlTQiBzWbCapVrFUqSHp3OTS2oq6JSwUiShK+vL0lJSbcefBvcLMbt1+JeV2UcNBImQOOsw5YXt5b/hbr3/HXck7PxyrPI6bUaci/l1WuzWMBio3aGGQp/ATf0KnKOhGw5icHP2U+1tlURLhtzFKWtsbMTLloNTVwcb3GUikrpEUIoitKCBQuwWq2888471KlTOaESJSttNiwWA/k5Y1qtMxqNsxqHq6JSSZTH316pNA9JkvwkSWpYaF2SJGmsJEmLJUl6uMylugN0WoncS3mdDJy05OTkIEkSjo6OCCHIzVPk6ng7E17fGye9FinP56z18YVTyUUn7VXPbtUmbIriVsO1RtHxKhVOutnCr6kF8YxB7s6EebioGaMqZYLVauW9996jV69eWK2yG75WrVp88cUXlaa0lYTNZsZiychT2jTodO5otS6q0qaico9RWpPRGuD5QutzgQ+AvsBGSZJGla1Yt48mxYTNJH+x5mry2lQ5OqLRaEjIKKjdVdPTGT93e2uM1tsLQv3g1GhY9gDUdsMa4IkFq924+Kx45bWHg0c5XYnK7ZBbKIYxwtMVD1VhUykjTp06RadOnZg6dSo7d+5k8+bNlS1SiVitJiyWTISwIkk69HqPSs8a3bRpE2+99ValylAVWLNmDdWrVycsLIyAgADee+89u/0ffvghAQEBBAQE0LZtW/bs2aPsM5vNzJw5k6ZNmxIUFETbtm2r5H3473//m927d1e2GCUSHR1NcHAwTZo0YcqUKcW2nTObzYwcOZLg4GBatGjBm2++qezLzc1l7NixNGvWjICAAL755hsAli1bxv/93/9V2HXkU1rFrTWwA0CSAyXGAy8KIQKA14F/l4t0t4GUIytZGhcd5rykQWdn+YU5ryWWJEHhHuLR0VfZtq1QdpWfCwwNgKOjSPy4bcHceRmoSdlJhYb6lcdlqNwmeZ5vquv1BLiq2aIq/5zc3FzmzZtHq1atOHDgALVr12bTpk1ERUVVtmhFEMIG1ZehrfFfHGp/jkPtL9DpPIrvgrD2JFRfVrBM3VGusvXv35+ZM2eWaqwcl1e0dWFFYbFYbj3oHzB06FCOHj3K3r17ef3117lyRa4D+sMPP7Bq1Sr27NnD2bNnWblyJU888QTXrl0DYPbs2cTHx3Py5ElOnjzJ//73v+IrJvwD8i3Jd0pKSgq///47Xbt2LfUx5f1+38j48eP58MMPOXfuHOfOnWPLli1Fxnz99dfk5ORw4sQJoqOjWbVqFRcvXgTg9ddfx8/Pj5iYGE6fPk23bt0AGD16NEuXLq3ISwFKr7h5AtfzXrcBfIB1ees7gIpJpyoRgWSW/+gd6npgypXT5J2c7NsZVXezt7Qtem8/3357lrNni7pJrXkdF5zdPdDp9VhsFs6lnQOgkWcjtBrVslMVOJctf9ZuOjXeUOWfc/DgQdq0acMrr7yC2WzmX//6F6dOneLhh6tERIgdNpsFiyWjyPbydo1evHiRgIAAxowZQ1BQEMOHD2fbtm106tSJpk2b8scfcm2lNWvWMGnSJAASEhIYOHAgoaGhhIaGsm/fPi5evEiLFi2YMGECrVu35sqVK0yfPp2goCCCg4P58ssviz3/H3/8QceOHWnVqhUdO3bkzz/lMk/t2rXj1KlTyrju3bsTHR1NVlYWo0ePJiIiglatWinZwGvWrGHIkCE8/PDDREZGYjAY6NWrF61btyY4OFgZBzB//nwCAgLo3bs3w4YNY+HChQD89ddf9O3blzZt2tClSxfOnj170/fO19eXJk2aEB8ve2/efvtt3nnnHapVqwZA69atGTlyJMuXLyc7O5uPPvqI999/X+m37e/vz2OPPVZk3oMHD9KxY0dCQ0Np27YtmZmZdu8/yG3Ydu3aBYCbmxtz5syhXbt2vPHGG3Zz7tq1S7nft27dSocOHWjdujVDhgzBYDAUOfeGDRvo27evsj5v3jwiIiIICgpi7NixinWre/fuvPjii3Tr1o0lS5YQHR1Nt27daNOmDX369FHek48++oiIiAhCQ0MZNGgQ2dnZN31Pb0V8fDwZGRl06NABSZIYMWIE3333XZFxkiSRlZWFxWLBaDTi4OCAh4fsWfv444+ZNWsWIMfN539eLi4uNGjQQLnnK4rSPu1igfxabv2As0KIuLx1T+DWBYXKk0JWT62Hg1LfKN/iZivGLJqQYOBqXCZWq42ZM7ezb98VLJaiv/h88sqAWEXBr5ImXpWsp6oAcD3XovQd9dZXjWKnKnc3+/fv5+TJkzRu3JgdO3awcuVKPD09K1usIlitOXnxbP/MWnKnnD9/nueee47jx49z9uxZPv/8c/bs2cPChQt54403ioyfMmUK3bp149ixYxw+fFipd/fnn38yYsQIjhw5wqFDhzh69CjHjh1j27ZtTJ8+XXmYFyYgIIDdu3dz5MgR5s2bx4svvgjA448/zldffQXID+urV6/Spk0bXn/9dXr27MnBgwfZuXMn06dPJytLrvW4f/9+PvnkE3bs2IGTkxMbN27k8OHD7Ny5k//85z8IITh06BDffPMNR44c4dtvv+XQoUOKLGPHjuX9998nOjqahQsXMmHChJu+b5cvX8ZkMhESEgLI7vg2bdrYjQkPD+fUqVOcP3+eevXqKcpDSeTm5jJ06FCWLFmivHf5z76SyMrKIigoiAMHDjBr1ix+//135T358ssvGTp0KMnJybz22mts27aNw4cPEx4ezqJFi4rMtXfvXrtrmDRpEgcPHuTkyZMYjUZ++OEHZV9aWhq//vorU6ZMYfLkyWzYsIHo6GhGjx7NSy+9BMCjjz7KwYMHOXbsGC1atGD16tVFzrlz507CwsKKLB07diwyNi4uzi4etU6dOsTFxRUZN3jwYFxdXalZsyb16tVj2rRp+Pj4kJaWBsjWz3wFNiGhoNNSeHg4v/32203f77KmtE+7j4EFkiQ9gKy4zSq0rz1wpqwFuxMkjYSkkRTFLd/idi6h6K+EAwcKPrgzZ5J4dvi3nLrwnLItN8doN96W18neUeuIp2PV+yK/H8kp5Fpp7KxmkarcGUlJSVSvXh2AiRMnIoTg2WefxcWl6pWTEcKKzZaD1Sp/p2k0lXPfN2zYkODgYAACAwPp1asXkiQRHBysuJcKs2PHDtauXQuAVqvF09OT1NRU6tevr/Ry3bNnD8OGDUOr1eLv70+3bt04ePAg/fv3t5srPT2dkSNHcu7cOSRJUvpRP/bYY/Tu3Zu5c+fy1VdfMWTIEEC2Gm3atEmxkplMJi5flisK9O7dGx8fH0B217744ovs3r0bjUZDXFwcCQkJ7NmzhwEDBijKUL41ymAwsG/fPuU8ADk5BfHUhfnyyy/ZuXMnf/75Jx999FERb1BhCmcwl4Y///yTmjVrEhERAXBLRQ/kz2DQoEGA3OGjb9++/O9//2Pw4MH8+OOPLFiwgF9//ZXTp0/TqVMnQFYQO3ToUGSu+Ph45e8HZKVqwYIFZGdnk5KSQmBgoPKeDR06VJH55MmT9O7dG5DdtTVryvVVT548ycsvv0xaWhoGg4E+ffoUOWePHj04evRoqd6f4uLZint///jjD7RaLVevXiU1NZUuXbrwwAMP4OHhQWxsLJ06dWLRokUsWrSIadOm8emnnwLg5+d3S0trWVMqxU0I8aYkSXFABDAZWZHLxwf4bznIdsfkx0po87od5H9G7k4ayHvWX7tmr8y1DvGXC/TmDTZcv263P8ss/xpx0VW9L/P7nZqODjhpVVepyu2Rnp7OjBkz+OKLLzh58iR169ZFq9Xy3HPP3frgSsBiMZCSshebzReQ0Gpd0GqdIGnSLY8FYESQvJQB+a47kF1H+esajea24pdcXV2V18U9YAGWL1/ORx99BMBPP/3E7Nmz6dGjBxs3buTixYt0794dgNq1a+Pr68vx48f58ssvWbVqlTLvN998Q/Pmze3mPXDggN35161bR1JSEtHR0ej1eho0aIDJZCpRLpvNhpeXV6kUiKFDh7Js2TL2799Pv379ePDBB6lRowYtW7YkOjqanj17KmMPHz5My5YtadKkCZcvXyYzMxN3d/cS5y5J0dPpdHZxg4U7bTg5OSnPx3z5li9fjo+PDxEREbi7uyOEoHfv3nzxxRc3vTZnZ2dlbpPJxIQJEzh06BB169bl1VdftTtv/vsthCAwMJD9+/cXmW/UqFF89913hIaGsmbNGsW9W5idO3fy/PPPF9nu4uLCvn377LbVqVOH2NhYZT02NpZatWoVOfbzzz+nb9++6PV6/Pz86NSpE4cOHWLIkCG4uLgwcOBAAIYMGWJnBTSZTLe0cJY1pX7aCSHWCiEmCyFWi0J3shBinBDik/IRr2zIyXOB1hB5sWyObnTqVJdJk9ryYPPqDHZwoNeOWGiwCnrLpnYpTxHw8JV/SWTkyrEkajZp5ZBithBryrVbks0VG+Cqcu/w448/EhgYyKpVqzAajUW+7KsaRmMciUlbMJtTkCQJnc5DVtruEnr16sWKFSsA2bqSkVE0Nq9r1658+eWXWK1WkpKS2L17N23btmXixIkcPXqUo0ePUqtWLdLT06lduzYgx6kV5vHHH2fBggWkp6crFsE+ffrw/vvvKwrYkSNHipUxPT0dPz8/9Ho9O3fu5NKlSwB07tyZ//3vf5hMJgwGAz/++CMgW7YaNmzI119/DcjKyLFjx4qdO58OHTrw1FNPsWTJEkAu5jxjxgyu5xkKjh49ypo1a5gwYQIuLi4888wzTJkyhdy8TkDx8fF89tlndnMGBARw9epVDh48CMjtHi0WCw0aNODo0aPYbDauXLly0zis7t27c/jwYT766CPFKta+fXv27t3L+fNyv+7s7GxiYmKKHNuiRQtlTL6SVq1aNQwGAxs2bCj2fM2bNycpKUlR3MxmsxKfmJmZSc2aNTGbzaxbt67Y4/Mtbjcuxf0d16xZE3d3d37//XeEEKxdu5YBAwYUGVevXj127NiBEIKsrCx+//13AgICkCSJhx9+WFEgt2/fTsuWBV1AY2JiCAoqmx9EpaXUipskSTpJkoZKkvS+JEnr8v5/TJKkKh9cZDJb0ZkNOFjysnGcvWnZsjr9O3jxSJaN111dGeXkBNkWiLPP2NHm1Xqz2GQlwUGrNmauaNLMFn5MSmNnSobdcixTDlpVbW0qpSUpKYnhw4cTFRVFXFwc7dq148iRI8rDqqohhI30jGOkpOxG2Mw4OdVGo3FGo6nyX7t2LFmyhJ07dxIcHEybNm3skgjyGThwICEhIYSGhtKzZ08WLFhAjRpF62W+8MILzJo1i06dOhXJiBw8eDDr16+3C7afPXs2ZrOZkJAQgoKCmD17drEyDh8+nEOHDhEeHs66desICAgAICIigv79+xMaGsqjjz5KeHi4Eve4bt06Vq9eTWhoKIGBgXYJDSUxY8YM/u///o/MzEz69+/P6NGj6dixIwEBATz77LN89tlnitvwtddeo3r16rRs2ZKgoCAeeeQRO7ckgIODA19++SWTJ08mNDSU3r17YzKZ6NSpk+LSnjZtGq1bty5RJq1WS1RUFJs3b1ayp6tXr86aNWsYNmwYISEhtG/fvliXYL9+/RSlxsvLi2effZbg4GAeeeQRxX17Iw4ODmzYsIEZM2YQGhpKWFiYonTNnz+fdu3a0bt3b+Uz+KesWLGCMWPG0KRJExo3bsyDDz4IyCVr5syZA8hhEgaDgaCgICIiInj66aeVWMS3336bV199lZCQED799FPeffddZe69e/fywAMPlImcpUUqyQxsN0iS/ICtQAhwEUgA/IEGwDEgUghRtj0dboOgZiHi+3lfU6ORJ65ta3D8+HFyc3MJDg7GwcGB9Qev4GhK5hHnY3I5kPCnMSckYti1C97Yj+u1ajjY8uLWhreExT05vk1OFw7q0RuNVssPf/+A0WKkiVcTWvm1qqxLvS85YzByKCMLB0lDdQf7B5YEtHBzpoaj2oNR5eZs2bKFp556iuTkZJydnXn99deZMmWKncuoKmG1GklN3U9OTgIg4eERiptbAGfPnqVFixaVLd59hcFgwM3NjezsbLp27cqHH354U0XofqNz58788MMPeHl5VbYoFcqRI0dYtGiREu9WEmfOnCnyNytJUrQQIvxOzlvan22LAF+gnRDiYKETRwDf5O1/6k4EKBPylM/ilFAh5EWTX8PNTa6/ZjPkWdY610Hv1houZMLOyzCkGdkZBf1IyQsdcNI6YbQY1Ri3CiYp18yhDDm+0NdBR09f1VWtcmf4+/uTmppKz549+eijj2jUqFFli1QiOTmJpKTuw2Y1otE44ePTCUdHtXZkZTF27FhOnz6NyWRi5MiRqtJ2A++++y6XL1++7xS35ORk5s+fX+HnLa3i9hAwqbDSBiCEOChJ0izg/TKX7A7QVy9ZqZJs9vFQ+X1K9UMjkLp2hb2xMLMdtPbHnHhNGafRaLHYLKTmpAJQzblaOUiuciM2IbhutpCQU9A4voXr3RPTo1L52Gw2tm3bRmRkJACtWrXi999/p02bNlW6DVRm5hkyMo4BAgdHP3y8O6LVqsWlK5PPP/+8skWo0rRr166yRagU8rNiK5rShgc5AiWVa84EqnzgV41k++wVyUEWWevrK2/oVAda+wNwPVauau1eTY4lMFkKsmLUUiAVw55UA1uS0zmSF8dW38mR2k5V/jZTqSKcP3+eXr160adPH7tim+Hh4VVWabPZcrl+fTcZGUcBgZt7S6r59lCVNhUVFTtKq7j9DsyQJMm18Ma89Rl5+6s2+V/Wvk35+OMjvPjidq5cSSc+U4PRaLYbqtXJ8VJ6B/saSa46V3R3WVDw3cq1XPkz8dTp8HPQ09RVrdOmcmusVivvvvsuISEh7Nq1i+rVq6PRVP30ldzcFBITt2AyxSFp9Pj4dMXTIxS5w6CKiopKAaXVQv4D7ASuSJK0FTk5wQ/ogxwF1r1cpCsHzO51GfPM2wz2/IvXjp9jb1YMH30/locealpkrJuv6hatDC4ac5Tiuh293KjmoCrLKrfm5MmTjB49WimL8OSTT7J48WJ8863qVZSsrL9IT49GCCt6vQ8+Ph3R6Uqu26WionJ/U9oCvEclSWoKTEMuwhsCxAMrgUVCiKLNPiuS/E7jyI2K82veABjN9uniZ84kUVOXVXAoEg0aeFWAkCqlJb5QXJuPvmpm/KlULbZs2UL//v0xm83UqVOHVatW8dBDD1W2WDfFZrOQnn6I7OwLALi4NsHLs3XxDeJVVFRU8rilHV6SJF9JktoAjkKImUKIXkKIlnn/v1jpSlthdBq7hrQ6nY6EDDk+LV+3O3EiEUdNQTXpRIszLb7/C7ZerEhJVUrgfLaJ83mN44PdXNBU0XgklapF586dqVOnDuPHj+fUqVNVXmmzWDJJSv6F7OwLSJIOb+/2eHtFqErbPc7FixdxdnYmLCyMli1bMmLECKVlF8htv9q2bUtAQAABAQF8+OGHdsevXbuWoKAgAgMDadmypdLGqyrx3XffMW/evMoWo0RSUlLo3bs3TZs2pXfv3qSmphY77r333iMwMJCgoCCGDRumFBceOnSo0hu1QYMGhIWFAXDixAlGjRpVIddQouImSZK7JElfAYnAH8BlSZJ+lySpcYVIdgfovByVkiA3tvTwcZUD29u2rc38eT14xMGBEHxZ6+aBtOgQTN0BgNlkwmazt9LlZ5SqlD+phSykddVkBJUSyMrKYu7cuRgMcus6Nzc3jh07xgcffFCqXo2VidF4mcTEn7GY09Dp3KlevTcuLg3veD5Jmmu3lMSHH0bbjRs79n93fM7y5sbCuhWJEMKuVVRZ07hxY44ePcqJEyeIjY3lq6/kbj3Xrl3jiSeeYOXKlZw9e5Y9e/awatUqpVPD5s2bWbx4MVu3buXUqVMcPnxYKQRcVtxOu7KSWLBgARMmTKjQc94Ob731Fr169eLcuXP06tWLt956q8iYuLg4li5dyqFDhzh58iRWq5X169cDct/Z/E4NgwYN4tFHHwUgODiY2NhYpQ9ueXIzi9tc4EFgDnJj+UlAbez7lFZZdDp7L7BWI1tumjbxZVDfhjzo4MDzzs4Md8oLeh8dQuyZk5zZs4vMZPtawslG2ahoo/z+mFVkzmYZAWjj4YqvGtumUgw7duwgJCSEV199lRdffFHZfrN+jlUBIWykpUeTkrIXIcw4O9ejevU+6PVelS3abXHx4kUCAgIYM2YMQUFBDB8+nG3bttGpUyeaNm2qtFb6448/6NixI61ataJjx478+eefgKyUTZs2jeDgYEJCQnj/fbmaVIMGDZg3bx6dO3fm66+/5osvviA4OJigoCBmzJhRrCwGg4FevXrRunVrgoODlc4FM2bM4IMPPlDGvfrqq0q1+3feeYeIiAhCQkJ45ZVXlGtq0aIFEyZMoHXr1ly5coXx48cTHh5OYGCgMg7kfqkBAQF07tyZKVOmKJ0GsrKyGD16NBEREbRq1eqWXRS0Wi1t27YlLi4OkHuyjho1SqkRV61aNRYsWKAoFm+++SYLFy5U+mw6OTnx7LPPFpk3ISGBgQMHEhoaSmhoKPv27ePixYt2bZkWLlzIq6++Csjtrl588UW6devG66+/ToMGDRTFNTs7m7p162I2m/nrr7/o27cvbdq0oUuXLsV2UYiJicHR0ZFq1eT48P/973+0a9eOVq1a8cADD5CQkKB8HmPHjiUyMpIRI0aQlJTEoEGDiIiIICIigr179wIl30P/hO+//56RI0cCMHLkSLus88JYLBaMRiMWi4Xs7Owi/U2FEHz11VcMGzZM2fbwww8rCl65IoQodgHOA8/dsK0LYAU8SzquMpbARoHi/BdnhSXdJDIyMsTBgwfFmTNnhBBC/JWYKb7Yd16c27JCiIMfC2HOEen/t0GkdJ0hDF3fEqLRKiGqvS9EilH8uf83ceyXzeLUr9vF6X2/il//3il+ufiL2Hhuo/jqz69EXGacUCk/si1WsTYuSayNSxLXc82VLY5KFSM1NVWMGTNGAAIQoaGh4tChQ5UtVqkwmw0iMfFnERv7uYiNWy8yM8/e8VynT5+2W4dX7ZaSWLXqkN24Z5/ddEfnv3DhgtBqteL48ePCarWK1q1bi6efflrYbDbx3XffiQEDBgghhEhPTxdms/x3/Msvv4hHH31UCCHEBx98IB599FFl3/Xr14UQQtSvX1+8/fbbQggh4uLiRN26dUViYqIwm82iR48eYuPGjUVkMZvNIj09XQghRFJSkmjcuLGw2Wzi8OHDomvXrsq4Fi1aiEuXLomff/5ZPPvss8Jmswmr1Sr69esnfv31V3HhwgUhSZLYv3+/cky+XBaLRXTr1k0cO3ZMGI1GUadOHfH3338LIYR4/PHHRb9+/YQQQsyaNUt8+umnQgj5Xm3atKkwGAxF3rvAwEAhhBBGo1F0795dHDt2TAghxMCBA8V3331nNz4tLU14e3sLIYTw9vYWaWlpt/x8HnvsMfHee+8psqelpdmdVwgh3nnnHfHKK68IIYTo1q2bGD9+vLKvf//+YseOHUIIIdavXy+eeeYZIYQQPXv2FDExMUIIIX7//XfRo0ePIuf++OOPxdSpU5X1lJQUYbPZhBBCfPTRR8q+V155RbRu3VpkZ2cLIYQYNmyY+O2334QQQly6dEkEBAQIIUq+hwqTkZEhQkNDi11OnTpVZLynp6fdupeXV5ExQgixePFi4erqKqpVqyaeeOKJIvt//fVX0aZNG7tte/bsEVFRUUXG3vg3K4QQwCFxhzrPzUwa9YGDN2w7gJxFWh84XrYqZPngkHSShrF7kdwckcvRgVTfBya0RtemNYw5CGYbeDthzTPZNg5vT4otnZNX9yjz6CQdPk4+lXEJ9wWnDUai8zokeOp0+OhVa5tKAZs2bWL8+PFcvXoVBwcH5syZwwsvvIBeX/VbnZlM8aSm7sdmy0GrdcXHpyMODnd3xnp+D0yAwMBAevXqhSRJBAcHc/HiRUBu2j5y5EjOnTuHJElKLNe2bdsYN26c4hXx8Sn4Xs3vGXvw4EG6d++u9OUcPnw4u3fv5pFHHrGTQwjBiy++yO7du9FoNMTFxZGQkECrVq1ITEzk6tWrJCUl4e3tTb169Vi6dClbt26lVSu5baHBYODcuXPUq1eP+vXr0759e2Xur776ig8//BCLxUJ8fDynT5/GZrPRqFEjGjaUXdvDhg1T4tC2bt3Kpk2blLgzk8nE5cuXi7Q6+uuvvwgLC+PcuXMMHjxY6YcphCi2xuDt1h3csWMHa9euBWSrnqenZ4lxXPkU7tU7dOhQvvzyS3r06MH69euZMGECBoOBffv2MWTIEGVcTk5OkXni4+PteqnGxsYydOhQ4uPjyc3NVd43gP79++PsLNco3LZtG6dPn1b2ZWRkkJmZWeI9VBh3d3eOHj16i3fl9khNTeX777/nwoULeHl5MWTIED777DOefPJJZcwXX3xhZ20D8PPz4+rVq2UqS3Hc7OmoBW58l6yF9lUdCnW6utFfrs2W3Z5CowOveqAriJvSOLrCix2gVz0ARXHT6nSQl5hazakaoX6huOhccNKplfvLApsQBYnAeSTmFtxqTV3Umm0qBRw8eJABAwYA0KFDB1avXn1X9OoUQpCZeZLMzJMAODrWwNu7I1pt2d7fQrxy60HA2LFtGDu2TZmc09Gx4Bo0Go2yrtFolO/g2bNn06NHDzZu3MjFixfp3r17nrzFKygArq6uypjiOHDgAP/6178AmDdvHikpKSQlJREdHY1er6dBgwZKEPngwYPZsGED165d4/HHH1fmnTVrljJHPhcvXlTODXDhwgUWLlzIwYMH8fb2ZtSoUZhMphLlyp/7m2++oXnz5iWOgYIYt/j4eLp3786mTZvo378/gYGBHDp0iP79+ytjo6OjadmyJSAryNHR0fTs2fOm8xeHTqezi9vLf4/yKXzt/fv3Z9asWaSkpCjny8rKwsvL65YKkrOzM+npBS0jJ0+ezNSpU+nfvz+7du1S3LM3ntNms7F//35FkSt8fHH3UGEyMzPp0qVLsfJ8/vnnyvuXj7+/P/Hx8dSsWZP4+Hj8/Iq2ktu2bRsNGzZUlNBHH32Uffv2KYqbxWLh22+/JTo62u44k8lU5BrKg1tllb4pSdJX+QuQ77xdUHi7JElflrOcpUJy0pGWlgYUVeDSa3RENL7hhnfQQmQD0Mpvg81aoLiZbbIi4aRzwsfJR1Xayoh0s4WvrqXwxbXrdssVk6wpd/V2p4WbWilepYCIiAhGjx7NkiVL+O233+4Kpc1qzeH69V2K0ubuEYyvb/cyV9qqMunp6dSuXRuANWvWKNsjIyNZuXKl8h2dkpJS5Nh27drx66+/kpycjNVq5YsvvqBbt260a9dOCQzv378/6enp+Pn5odfr2blzJ5cuXVLmePzxx1m/fj0bNmxg8ODBAPTp04ePP/5YSWqJi4sjMTGxyPkzMjJwdXXF09OThIQENm/eDEBAQAB///23YlX88suCR1+fPn14//33FeXuyJEjN31/atasyVtvvcWbb74JwMSJE1mzZo2iHF2/fp0ZM2bwwgsvADBr1ixeeOEFrl2TWzLm5OSwdOnSIvP26tWLFStWAHI8YUZGBv7+/iQmJnL9+nVycnL44YcfSpTLzc2Ntm3b8txzzxEVFYVWq8XDw4OGDRvy9ddfA7KSeuzYsSLHtmjRgvPnzyvrhe+BTz75pMRzRkZGsmzZMmU9/z0o6R4qTL7FrbjlRqUNZMU0X5ZPPvlE+VFYmHr16vH777+TnZ2NEILt27fbfe9s27aNgIAA6tSpY3dcTEyMXSxheXEzxW03smWteqGlGvArsqWu8PbK736sldA4aJUq6TdmlmVn5+Dnt5AHHljLxx8f4eDBOLv9VosFBBgsWfyRcJCzKXLgpYdD1c5Qu9s4n52DWQg0SGgl+8VNq6Wa6iK977ly5QoDBgzg8OHDyrbVq1czZcoUu0zxqkpubjJJSVvIybmGRuOIr293PNyDqmyrrfLihRdeYNasWXTq1MkuS3TMmDHUq1ePkJAQQkNDi+0DWrNmTd5880169OhBaGgorVu3LvYBO3z4cA4dOkR4eDjr1q0jICBA2RcYGEhmZia1a9emZs2agKwgPPHEE3To0IHg4GAGDx5MZmbRbo6hoaG0atWKwMBARo8eTadOnQDZovTBBx/Qt29fOnfujL+/v5LZOXv2bMxmMyEhIQQFBTF79uxbvkePPPII2dnZ/Pbbb9SsWZPPPvuMZ599loCAADp27Mjo0aN5+OGHAXjooYeYOHEiDzzwAIGBgbRp06bYjMwlS5awc+dOgoODadOmDadOnUKv1zNnzhzatWtHVFSU3ftUHEOHDuWzzz6zc6GuW7eO1atXExoaSmBgYLHJF127duXIkSOK8vrqq68yZMgQunTpoiQsFEd+BmdISAgtW7Zk5cqVQMn30D9h5syZ/PLLLzRt2pRffvmFmTNnAnD16lWljFC7du0YPHiwkvRis9kYO3asMsf69euLuEkBdu7cSb9+/cpEzpsh3cz0e7cQ1ChIfPf2tzQZ0oxLly6RlJREvXr18PPzI2nXSv5OyiLeKYKB/XcCMNDjb2rXdGHRr3PR+8s6p9lk4syeXZzPuoC1RcEN1rlWZ2q61ayU67oX+TYhlSyrlb7VPKnuUPXjk1QqDpvNxqpVq5gxYwaZmZl0796dnTt3VrZYt4XB8CfpGUdB2HBwqIa3d0d0OtdbHnc7nDlz5q6wOt6rGAwG3NzcEEIwceJEmjZtyvPPP1/ZYlUZnnvuOR5++GEeeOCByhalQsnJyaFbt27s2bOnSFWL4v5mJUmKFkKE38m57u1GeNaCuKkzV2T/voNkRSfZcNRpkIwWpTKvEPJ+kRcw19KnJV1qd1GVtjImK+9Xk6q0qRQmJiaGHj16MGHCBDIzMxk4cGCxlpiqis2WS0rKXtLTD4Ow4ebWnGrVepW50qZS+Xz00UeEhYURGBhIenp6kXi5+50XX3zRrhD+/cLly5d56623iiht5cF94ZcSGh0X42WTspdWzoTRXc1CG/ENfBAJQ5qTlZ5md4yfix/VXarfOJXKPyC/RpuKSj4Wi4VFixbxyiuvYDKZ8Pf3Z/ny5QwaNKiyRSs1ZnMaKSl7sFgykSQ93t5tcXauV9liqZQTzz//vGphuwn+/v52CRb3C02bNqVp06I9z8uD+0JxAxg8uCVTnwzD2GkpmTonrpo9kJDAWX4LcvN+IWRkpeKGqrCVB3Em2QKq4f6K9VEpmYSEBF577TVMJhMjR45k0aJFduUhqjrZ2RdISzuEEBZ0ei98fTqrDeJVVFTKlftGcXNzc6R5Y19MDT0xPFSDNh/Hgwlw1WOzWUn4+zxmmxl9Dfmhodeorrw7Jcti5ZfrGZhuaBtjyQun7OajPtjuZ3JyctDpdGi1WmrXrs2qVavw9vamb9++lS1aqRHCSlr6YbKz5Aw6F5eGeHqGo9HcN1+pKioqlcS9HeNWHLM7om1ZrUCLaOVHTpZc+NVqs6J1lct+eDl5VZKAdz9JZguZVitmIewWgUAvSXjrqn5moEr5sH//flq1amWX+j9s2LC7SmmzWDJJStpGdtZ5JEmLl1dbvL3bq0qbiopKhXBb3zSSnM9eB6gLHBNCZJWLVGVIQoYc05afdEBzHzh6RX7dwge8nMi6LNfFMUgmdN5u6CT1C/h2iE7P4oKxoIq2JS9Tua6TAx283OzG6vJKf6jcXxgMBl5++WWWLl2KEIK1a9cyefJkpXzP3YLRGEdq2n6EzYxW54aPdyccHO4e166KisrdT6m/NSVJmgDEAZeA34Dmedu/lSTp3+UiXRmgy2su73ijlSeyPqyRa7bk5lWRzjTKFZ89HNXabbfD+ewcjDabspjzFLfqDnocNRq7RVXa7i6EsP7jZevWLQQHB7NkyRI0Gg0zZ85gz57dSJIok/krYrHZLKRnHCMlZTfCZsbJqQ5+1fvct0qbVqslLCyMoKAgHn74YaXwOcCpU6fo2bMnzZo1o2nTpsyfP9+u48DmzZsJDw+nRYsWBAQEMG3atEq4gjtj2LBhhISE8N5775VqvJub260H3QFCCKZMmUKTJk0ICQmxq3l447iePXuSkZFRLnKUBZ988okS2F9Skd5Lly7Rq1cvQkJC6N69O7GxsYBcNy0sLExZnJyclKbxjz/+OOfOnauoy6hQSmVakiRpOjAfeBvYCewotHsXMAxYXMaylSm1vGQXqMhv9fHvcGjkBUDK1VhybbkYvMEBqOFSo3KEvMuJqu6FY54FRQM4ae8ua4qKPampv5OdfeGOj8/ONjF79lq+/HIXAIGB9Xn33X8RFNSAlJRNZSRlRSPh4RGKu/v9XUfN2dlZqW4/cuRIli9fzksvvYTRaKR///6sWLGCyMhIsrOzGTRoEB988AETJ07k5MmTTJo0iR9//JGAgAAsFovS67OssFgs5VKS4dq1a+zbt8+uO0NlsXnzZs6dO8e5c+c4cOAA48eP58CBA0XG/fTTT4SGhhYpSH8zrFZrhRW6TklJYe7cuRw6dAhJkmjTpg39+/fH29vbbty0adMYMWIEI0eOZMeOHcyaNYtPP/2UHj16KPdhSkoKTZo0ITIyEoDx48ezYMECPvroowq5loqktHf3RGCOEGKBJEk3fqJ/As3KVqyy5cKFNJa/8As1PZ1pevUQ4cE+NG9SEDiv0Wqx2qxIeVa5hp4NS5pK5QZsQiiuUXetVrFwqtz95OQkyC+kO1PAHZ2c+DPmCo6Oep6fOph//asf+ru4M4ZW64K3VzscHSu/UUw+nx+4XC7zPtGu9OVMOnTowPHjx2V5Pv+cTp06KQ9PFxcXli1bRvfu3Zk4cSILFizgpZdeUir363Q6JkyYUGROg8HA5MmTlQf6K6+8wqBBg3Bzc1PaVW3YsIEffviBNWvWMGrUKHx8fDhy5AhhYWFs3LiRo0eP4uXlBUCTJk3Yu3cvGo2GcePGcfmy/L4tXrxY6YqQj8lkYvz48Rw6dAidTseiRYvo0aMHkZGRJCYmEhYWxvvvv2/XHzMhIYFx48bx999/A7BixQo6duxodz0DBgwgNTUVs9nMa6+9xoABA8jKyuKxxx4jNjYWq9XK7NmzGTp0KDNnzmTTpk3odDoiIyOVxvX5fP/994wYMQJJkmjfvj1paWlK/83CrFu3zq7i/yOPPMKVK1cwmUw899xzyj43NzemTp3Kzz//zLvvvsvFixdZunQpubm5tGvXjg8++ACtVsv48eM5ePAgRqORwYMHM3fu3NLcIiXy888/07t3byWTvHfv3mzZsqVIV4LTp08rVs4ePXrwyCOPFJlrw4YNPPjgg7i4uADQpUsXRo0aVW6KfGVS2qupAUSXsM8GVIlGnmazmaSkpCLbf/vtEl/s1GPNNPOA2xX8vXQEFmosKwEpphS0dVxw07vhonepQKnvTi4acziZacSKwIZQlbYqQnr6EbKz/y6TuWw2uX+sv19UqQvJ5vdRrFFDtlqv/6I1wC0bb6vcnVitVrZv384zzzwDyG7SNm3sG9k3btwYg8FARkYGJ0+e5D//+c8t550/fz6enp6cOHECgNTU1FseExMTw7Zt29BqtdhsNjZu3MjTTz/NgQMHaNCgAf7+/jzxxBM8//zzdO7cmcuXL9OnTx/OnDljN8/y5csBOHHiBGfPniUyMpKYmBg2bdpEVFRUsY3Wp0yZQrdu3di4cSNWq1VRLvNxcnJi48aNeHh4kJycTPv27enfvz9btmyhVq1a/Pjjj4DcmzMlJYWNGzdy9uxZJEmyc0PnExcXR926dZX1OnXqEBcXV0Rx27t3L6tWrVLWP/74Y3x8fDAajURERDBo0CB8fX3JysoiKCiIefPmcebMGd5++2327t2LXq9nwoQJrFu3jhEjRvD666/j4+OD1WqlV69eHD9+nJCQELtzvvPOO6xbt66IzF27di3SW7Wk67iR0NBQvvnmG5577jk2btxIZmYm169fx9fXVxmzfv16pk6dqqxrNBqaNGnCsWPHityTdzulVdzOA92A7cXs6wqcLjOJ/gFZWQW5EvlaN4CDg72RUG8TaFyLfxA5aB3KR7h7jJgsE6mF+uTVcFTLp1Q2VmsOhqwYELZbDy4lWp0bWq3zLcflJxw8//zzdOnShe+++w5JklSFrZy5HctYWWI0GgkLC+PixYu0adOG3r17A/J9UFJP1tvp1bpt2zbWr1+vrN/oOiuOIUOGKC6+oUOHMm/ePJ5++mnWr1+v9Nzctm0bp08XPK4yMjLIzMzE3b2gRNGePXuYPHkyIDeVr1+/PjExMTd1N+7YsYO1a9cCcvxffv/SfIQQvPjii+zevRuNRkNcXBwJCQkEBwczbdo0ZsyYQVRUFF26dMFiseDk5MSYMWPo168fUVFRRc5XXKvK4t7flJQUu2tbunQpGzduBOSewOfOncPX1xetVqsUvd6+fTvR0dFEREQA8mftl2fo+Oqrr/jwww+xWCzEx8dz+vTpIorb9OnTmT59eonv1Z1cx8KFC5k0aRJr1qyha9eu1K5d286KFh8fz4kTJ+jTp4/dcX5+fly9evW+VdwWAx9IkpQLbMjb5idJ0jPAVODZ0p5QkqS+wBLkBvb/FUK8VcK4COB3YKgQYkNxY0rC3d1dDgrNa3nVqJE3rk46DJk5eGtzaPzdX7Dp/+DCv7FpwZxTkBFZ01VtcXU7tPd0o7qDDk+1xEeFIoSN1NT9mM1phbZZQdhwdKyBj0/Hkg++DSRJj3QLV+mlS5f417/+xc8//wzIddqys7NxLeHHkcrdT36MW3p6OlFRUSxfvpwpU6YQGBjI7t277cb+/fffuLm54e7uTmBgINHR0YSGht50/pIUwMLbTPnxynkUvt86dOjA+fPnSUpK4rvvvuPll18G5H64+/fvx9m55B8j5dG/e926dSQlJREdHY1er6dBgwaYTCaaNWtGdHQ0P/30E7NmzSIyMpI5c+bwxx9/sH37dtavX8+yZcvYsWOH3Xx16tThypUrynpsbCy1atUqcl6dTofNZkOj0bBr1y62bdvG/v37cXFxoXv37sp76OTkpCi9QghGjhzJm2++aTfXhQsXWLhwIQcPHsTb25tRo0YV+Qzg9ixuderUYdeuXXbX0b179yLH1qpVi2+//RaQ3c7ffPONnXL81VdfMXDgQPR6ewOCyWS66Wd9t1Kq4BUhxH+Bl4AZwKm8zT8hK2CvCiFK1VQwLz5uOfAg0BIYJklSyxLGvQ38XJp5b+TGEgMRbWuzf3JHXvfIwQHwkSSkXAF6LcaMDGzChsliQqqggMx7CXedFi+97rZ+Tav8c3JyrmE0XsZiyVAWq1W2OLu6NkajcSyT5WZKm81mY/ny5QQFBfHzzz/j7e3NJ598wubNm1Wl7T7B09OTpUuXsnDhQsxmM8OHD2fPnj1s27YNkK01U6ZM4YUXXgBka8wbb7xBTEwMIN9DixYtKjJvZGSkXa2/fFepv78/Z86cUVyhJSFJEgMHDmTq1Km0aNFCcandOG9xbs+uXbsqikdMTAyXL1++peW4V69erFixApDdxzdmcaanp+Pn54der2fnzp1KgsPVq1dxcXHhySefZNq0aRw+fBiDwUB6ejoPPfQQixcvLlbG/v37s3btWoQQ/P7773h6ehZxk4IcopAfd5eeno63tzcuLi6cPXuW33//vcRr2bBhA4mJiYBstbt06RIZGRm4urri6elJQkICmzdvLvb46dOnc/To0SLLjUobQJ8+fdi6dSupqamkpqaydevWIlYzgOTkZGx5Bd3ffPNNRo8ebbf/iy++KBIXB/LnFxgYWKycdzOljtgTQrwjSdJKoCPgC6QA+4UQ6bdxvrbAeSHE3wCSJK0HBlDU1ToZ+AaIuI257VylAJjlNlYS4G2D55wdSNe6opUktM5u+dfFudRzZGlzcdVq5DZYKkU4mZnN1Ryzsp5ittxktEp5YzTKwdVubgG4uDRStkuSrkIam1utVh544AHl1/LgwYNZtmwZ/v7+5X5ulapFq1atCA0NZf369Tz11FN8//33TJ48mYkTJ2K1WnnqqaeYNGkSACEhISxevJhhw4aRnZ2NJEn069evyJwvv/wyEydOJCgoCK1WyyuvvMKjjz7KW2+9RVRUFHXr1iUoKKhILFlhhg4dSkREBGvWrFG2LV26lIkTJxISEoLFYqFr166sXLnS7rgJEyYwbtw4goOD0el0rFmzBkdHx5u+B0uWLGHs2LGsXr0arVbLihUr6NChg7J/+PDhPPzww4SHhxMWFqYkZ5w4cYLp06ej0WjQ6/WsWLGCzMxMBgwYgMlkQghRbOmRhx56iJ9++okmTZrg4uLC//3f/xUrV79+/di1axdNmjShb9++rFy5kpCQEJo3b0779u2LPaZly5a89tprREZGYrPZ0Ov1LF++nPbt29OqVSsCAwNp1KhRkaSOO8HHx4fZs2crbtk5c+YoiQpz5swhPDyc/v37s2vXLmbNmoUkSXTt2lWJQwS4ePEiV65coVu3bnZzJyQk4OzsXKxCe7cjlYdZuMSTSdJgoK8QYkze+lNAOyHEpEJjagOfAz2B1cAPxblKJUkaC4wFaFKzcZvNS35Caq0lNTUVFxcXWrZsCUl/cvbAz6QbzdSr/Rhev/yB6eBxnA6B839HQFRjDKkpbNzyETYXHX4hLelYqyOejp43nu6+xmITfHHterH7Bvh546G6SSuca9c2YbVm4ef3IHq9V6XIMGPGDNauXcvy5ct59NFHK0WG+5EzZ87QosX9XY5EpXTEx8czYsQIfvnll8oWpcJ577338PDwUBJnKpPi/mYlSYoWQoTfyXylreNWNF/7BoQQH5RmquIOvWF9MTBDCGG9mftNCPEh8CFAUKMgodNrsOWNzw+kJEPOTjG41EE098Kc4QoBgfB2IAQ2LjJnz3o9cdTe/JfV/ci5bDmOwV2rteuE4KLV4K4qbRWCzWYhI/MYNqscj2m1ZoGkQaeruGLRR44cIS0tjR49egDw6quvMnPmzFIFjquoqFQ8NWvW5NlnnyUjI+O2arndC3h5efHUU09VthjlQmldpctusi9f8SqN4haL3C4rnzrA1RvGhAPr85S2asBDkiRZhBDf3WxivaOWnDxRFIUvV3aVImmwnj+HNT0jb1UtDHs7JOXKblFHjYS/mj1aKZhMV8gyxNhtc9D73DJxoGzObWLevHksWLAAf39/Tp8+jaenJ87Ozvdk4K+Kyr3EY489VtkiVApPP/10ZYtQbpRKcRNCFHk6SJLkBfRBTlgoGhVYPAeBppIkNURun/U48MQN51Kq30qStAbZVfrdrSaWNBI3Gu+yUq+RbjST4dcAcnOV7Q7165dS3PubLKuVIxnZJObKsW3NXdWHdEViteaQlRWDEBZyc5MBcHauh5NTbQAcHcs/nmzv3r0888wz/Pnnn0iSxJAhQ+65YpYqKioqdxN3/A0shEgDvpQkyRNYBXQvxTEWSZImIWeLaoGPhRCnJEkal7d/5U0nuB3MRk5fTmXP/lhiaydRt6EDbgicW7VC46IW2C0N0enZXDIVlEpxU1tYVSjZxgtkZp602+bi0hAnp6Jp/2VNZmYmL774IsuXL0cIQYsWLVi9erVdwLWKioqKSsVTFj+dLyC7N0uFEOIn5FIihbcVq7AJIUbdjiB2WaW52SQkZnPpYhoffnOaXdcv8Vh7J55f1crumFxrLhabBU2ZvBX3BpkWKwfTs4jLyUWLRAcvN9x0Gqo7qG7SisBqzcFovEiOKR4AR8caODrVRKtxxNGxYjKkoqKi2L17NzqdjpkzZ/Lyyy/fMrNORUVFRaX8+UfaiiRJNYH/ICtvlU5OXiFdjUYDGVewmK0AmFPl7cW1ZErPSVNeO2jUrgkgJyPE5ciu5WauTjR0UR/YFYnBcAaDoaANj6OjP+5uARUqw6xZs8jKymL16tW3LJaqoqKiolJxlMr3JUlSkiRJiTcsacjJBl2AaeUp5O3i4eEBkoTRaObvLB9lu+PxZHj8f2AsWoPMy9HrvikiaxOCIxnZ7E8zFLvEmuSYtup6Pa08VLdyRWI2p5OVdQ6QLW3uHsG4uBTNgC5rNmzYwPz585X1vn378scff6hKm0qxaLVawsLCCAoK4uGHH7brp3nq1Cl69uxJs2bNaNq0KfPnz7frRrB582bCw8Np0aIFAQEBTJtWpR4fN2XYsGGEhIQUW1utONzc3G496A44e/YsHTp0wNHRsUgD+sIIIejZs2eRgsBViU8++YSmTZvStGlTPvnkk2LHXLp0iV69ehESEkL37t2JjY1V9uXfi2FhYfTv31/Z/vjjj3Pu3Llyl78y+CdZpSZkxW2LEKL4Il+VRH7nhJo13Qlr6osuWoBZQy2NBFcN4Hx/u0WvmHI5aci+5bimro5o7xNltioghI2k5F8QQv5h4eLSABeXhrc46p8RHx/PpEmT+Pbbb5Ekif79+yvK2o0dSFRU8slveQUwcuRIli9fzksvvYTRaKR///6sWLGCyMhIsrOzGTRoEB988AETJ07k5MmTTJo0iR9//JGAgAAsFgsffvhhmcpmsVjKJYHm2rVr7Nu3T+l6UJn4+PiwdOlSvvvuu5uO++mnnwgNDb2tUiBWq1Vpf1XepKSkMHfuXA4dOoQkSbRp04b+/fsXKTE0bdo0RowYwciRI9mxYwezZs3i008/BezvxcKMHz+eBQsW8NFHH1XEpVQot7y7JUnSA9uAC0KIG0t3VF0MiVT3c6VLdSeeezEM51PRmLedgELGtvTEaxw7va/yZKwEUs0WdqdmAlDH0YE6TsW7hx00EnVL2KdSPpjNaQibGUmjL/ckBCEEa9asYerUqaSlpeHu7s6CBQsIDg4ut3OqlAOHiq+Y/48JL30phQ4dOnD8+HEAPv/8czp16kRkZCQALi4uLFu2jO7duzNx4kQWLFjASy+9pHQO0Ol0TJhQtEyowWBg8uTJygP9lVdeYdCgQbi5uSndEjZs2MAPP/zAmjVrGDVqFD4+Phw5coSwsDA2btzI0aNH8fLyAqBJkybs3bsXjUbDuHHjuHxZ7jyyePHiIh0ATCYT48eP59ChQ+h0OhYtWkSPHj2IjIwkMTGRsLAw3n//fbp06aIck5CQwLhx45T2UitWrKBjx4J+wQaDgQEDBpCamorZbOa1115jwIABZGVl8dhjjxEbG4vVamX27NkMHTqUmTNnsmnTJnQ6HZGRkUWsan5+fvj5+fHjjz/e9LNZt24dY8eOVdYfeeQRrly5gslk4rnnnlP2ubm5MXXqVH7++WfeffddLl68yNKlS8nNzaVdu3Z88MEHaLVaxo8fz8GDBzEajQwePJi5c+fe9Py34ueff6Z3795Kt4TevXuzZcuWIu2rTp8+rVg5e/TowSOPPHLLubt06cKoUaPKTZGvTEpzNVZgB/AQRWuuVV2Mcm87KcIPuodhfjqv7WnzAk3+8snjpCbKAeDOjvdHb8XjmUbldWMXR+o5q/FrVYWMTPnh56D3xcuzTbmd58KFC4wdO1bpJ/nggw+yatUq6tate4sjVVTssVqtbN++XalOf+rUKdq0sb93GzdujMFgICMjg5MnT/Kf//znlvPOnz8fT09PTpw4ART0Kr0ZMTExbNu2Da1Wq/Qyffrppzlw4AANGjTA39+fJ554gueff57OnTtz+fJl+vTpw5kzZ+zmyW+ndOLECc6ePUtkZCQxMTFs2rSJqKioYq07U6ZMoVu3bmzcuBGr1VqkFZeTkxMbN27Ew8OD5ORk2rdvT//+/dmyZQu1atVSFLD09HRSUlLYuHEjZ8+eRZIkOzf07bJ3715WrVqlrH/88cf4+PhgNBqJiIhg0KBB+Pr6kpWVRVBQEPPmzePMmTO8/fbb7N27F71ez4QJE1i3bh0jRozg9ddfx8fHB6vVSq9evTh+/DghISF257ydJvNxcXF23zt16tQhLi6uyLGhoaF88803PPfcc2zcuJHMzEyuX7+Or68vJpOJ8PBwJZEqX6nTaDQ0adKEY8eOFbkn73ZuqbgJIWySJJ0D7q4mhDmyVcngKddskywaBKCf/xBGQyZp164ibDYkJBzqV6dL66hKFLb8ybXZ+DPLpPQYbejsqFrUqhA2Wy4WsxyHonfwucXof8bs2bPZtm0bvr6+LFmyhCeeeOK+ie+857gNy1hZYjQaCQsL4+LFi7Rp04bevXsDsiW3pHvpdu6xbdu2sX79emW9NN05hgwZorj4hg4dyrx583j66adZv349Q4cOVeY9fbqgNXZGRgaZmZm4u7sr2/bs2cPkyZMBCAgIoH79+sTExNzU3bhjxw7Wrl0LyDFXnp72bROFELz44ovs3r0bjUZDXFwcCQkJBAcHM23aNGbMmEFUVBRdunTBYrHg5OTEmDFj6NevH1FRd/5sSklJsbu2pUuXsnHjRgCuXLnCuXPn8PX1RavVMmjQIAC2b99OdHS00j/UaDQq3Yi++uorPvzwQywWC/Hx8Zw+fbqI4jZ9+nSmT59eKvmKa7lZ3H2ycOFCJk2axJo1a+jatSu1a9dWrGiXL1+mVq1a/P333/Ts2ZPg4GAaN5bjgv38/Lh69er9p7jl8RLwtiRJJ4QQJ8pToDIhp+DXjkXjJL/oVBt61EJqV5f408cxXM8Ly9Nq0Pt54eh8bwfh/5Wdw9HMgri2Zi5O6sO6imCzWUhI+AGbTc5+dnSoXubnKBy3snDhQhwdHXnzzTcL2sOpqNwG+XFF6enpREVFsXz5cqZMmUJgYCC7d++2G/v333/j5uaGu7s7gYGBREdH3zLppSQFsPA2k8lkt8/VtcBr0qFDB86fP09SUhLfffcdL7/8MgA2m439+/fftONHefTvXrduHUlJSURHR6PX62nQoAEmk4lmzZoRHR3NTz/9xKxZs4iMjGTOnDn88ccfbN++nfXr17Ns2TJ27NhxR+fV6XTYbDY0Gg27du1i27Zt7N+/HxcXF7p37668h05OTsr3gxCCkSNH8uabb9rNdeHCBRYuXMjBgwfx9vZm1KhRRT4DuD2LW506ddi1a5eyHhsbS/fu3YscW6tWLb799ltAdjt/8803inJcq5YcUtKoUSO6d+/OkSNHFMXNZDLdk91dSow+liSpqyRJ+SkxLwO+wFFJki5LknRQkqQ/Ci8VIm1psZmVlxZ93iU09YYa8ut8pc2ndh2cm9aucPEqmr+yTcSa5PIe/g56Onm5U93h3vL5383YbDkFSptjDRwcqpXZ3PnxNF27dsVika2tNWrUYPXq1arSpvKP8fT0ZOnSpSxcuBCz2czw4cPZs2eP4oY3Go1MmTKFF154AZCtMW+88QYxMXL7NpvNxqJFi4rMGxkZybJlBTlx+a5Sf39/zpw5o7hCS0KSJAYOHMjUqVNp0aIFvr6+xc5bnNuza9euiuIRExPD5cuXad68+U3fh169erFixQpA/pF0YxZneno6fn5+6PV6du7cqSQ4XL16FRcXF5588kmmTZvG4cOHMRgMpKen89BDD7F48eJiZSwtzZs3V+Lu0tPT8fb2xsXFhbNnz/L777+XeC0bNmwgMTERkK12ly5dIiMjA1dXVzw9PUlISGDz5s3FHj99+nSOHj1aZLlRaQPo06cPW7duJTU1ldTUVLZu3UqfPn2KjEtOTsZmswHw5ptvMnr0aEC+L/LLgCUnJ7N3715atmypHBcTE0NgYGBp3667hpulje0E8t+Bk8APwFpge976qRuWKkW20cylxKK/niyFWl/51qmHzv3etrSlmi3sSzNwLa9tVU1HPY1cHFVrWxUiPf0wABqtM9Wq9UBTRvUEo6OjCQ8PZ/bs2ezbt49ffvmlTOZVUSlMq1atCA0NZf369Tg7O/P999/z2muv0bx5c4KDg4mIiGDSpEkAhISEsHjxYoYNG0aLFi0ICgoiPj6+yJwvv/wyqampBAUFERoays6dOwF46623iIqKomfPntSsefNi1EOHDuWzzz5T3KQguwoPHTpESEgILVu2ZOXKorXfJ0yYgNVqJTg4mKFDh7JmzZpbFp9esmQJO3fuJDg4mDZt2nDqlP0jcfjw4Rw6dIjw8HDWrVunJGecOHGCtm3bEhYWxuuvv87LL79MZmYmUVFRhISE0K1bt2JLj1y7do06deqwaNEiXnvtNerUqVNsyY9+/fopFq2+fftisVgICQlh9uzZtG/fvthradmyJa+99hqRkZGEhITQu3dv4uPjCQ0NpVWrVgQGBjJ69OgiSR13go+PD7NnzyYiIoKIiAjmzJmjJCrMmTOHTZs2AbBr1y6aN29Os2bNSEhI4KWXXgLgzJkzhIeHExoaSo8ePZg5c6aiuCUkJODs7HzL++RuRCrJLCxJkg1oL4SoWta0YghqFCS2rviBq75yP8c2LRsR/ekKlmy4yI7McPqE1GRCg6s0buyDc99ITh/YQ0JWAn4dw/g7Xf41MqjpIDQV0LC7Isi0WLliysUmBFlWGzHZJlw0GgLcnGni4oijWuahSpGYuAWzORVHp5pU8+3+j+czGo28+uqrLFy4EJvNRqNGjfjoo4/o2bPnPxdWpdI5c+YMLVq0qGwxVO4C4uPjGTFixH35o+29997Dw8NDSZypTIr7m5UkKVoIUequU4W5Z/1l27dfQNJqyTBZ2PjJH4R2zKVxAy8QglRTKgnWZAx5Spteo0fi3rFA5berKoynXkeg273n67/bEcKK2Sy7gTw9/nmx299++41nnnmGc+fOodFomDp1KvPmzbOL/1FRUbk/qFmzJs8++ywZGRm3VcvtXsDLy4unnnqqssUoF26luD0kSVKpeu0IIdaWgTxlhk6nURzBjjYzupPJ8FcamelpJBuT0bg44OfsRx33Ovg4+dxTrsOrObJbtIGTI65aDUhyFqlK1cNiKUik0Wr/eZX1EydOcO7cOQIDA1m9ejXt2rX7x3OqqKjcvTz22GOVLUKl8PTTlZNxXRHcSnGbU8p5BHL8W5XAZgONlyMu6WaEVXYFh2q16Do248rlv8i2ZKNz8qSaczUae5V/O6GKJNdmQyBfc4Cbk9oYvpKwWrO5fv03bLaiWVeFEUIOuNXpPNBo7uyzio2NpU6dOgCMGzcOvV7PyJEjcXBQy72oqKio3GvcKtipB+BeiqVK2WAzc8x0DKzOk46OfKdx4jdPD5rX9wStBotZdiHqq3nSxLtJJUta9pgLxSxW09+znvAqT05OImZzClZr9k2XfMVOr791naobSU5O5sknnyQgIEDJUtNoNDz77LOq0qaioqJyj3KrJ7tRCJFVIZKUNd5OaB+oT68uoVgO/4VBdxEhBFaz7Eb08PDFUXvvug+dNZp7yv17t5CdfQFDVgw2q5yi7uRUG89bdEGQJAmttvTZzUIIvvrqKyZPnkxSUhLOzs4cPnyY+vXr/yPZVVRUVFSqPvemScacDXotjg29kB6MgGt14dfdWK1WMnMzQadB0qhKjUrZYzDEYDanKOt6vRc6XdklBly9epUJEybw/fffA9C9e3c++ugjmjS596zHKioqKipFuWfqQlhtVuW17sp+AKQbSp1k52ZxKeMSkk57z5T+UKkYcnOvcz1lD9ev/3rTxWKVW615e7fHz68v7u5l17R906ZNtGzZku+//x4PDw9WrVrF9u3bVaVNpcLRarWEhYURFBTEww8/bNdP89SpU/Ts2ZNmzZrRtGlT5s+fb1dPc/PmzYSHh9OiRQsCAgKYNm1aJVzBnTFs2DBCQkKKra1WHG5u/zzhqDjWrVtHSEgIISEhdOzYkWPHjhU7TghBz549i63xVlX45JNPaNq0KU2bNuWTTz4pdszly5fp0aMHrVq1IiQkhJ9++knZN2PGDIKCgggKCuLLL79Utj/++OOcO3eu3OWvDErUXoQQmruhhls+Wbl57ZyEQGOWX2d6NrMbY8qRG6xLkkRo9X9eeqFKUvbdWlSArKxzmIxXMJmu3nQReV07HB390eu9y9Rd3aBBA7KysoiKiuLUqVOMHTsWjVqTT6USyG95dfLkSXx8fJTG7Eajkf79+zNz5kxiYmI4duwY+/bt44MPPgDg5MmTTJo0ic8++4wzZ85w8uRJGjVqVKay5XcIKWuuXbvGvn37OH78OM8//3y5nKO0NGzYkF9//ZXjx48ze/Zsxo4dW+y4n376idDQ0NsqBWK1Wm89qIxISUlh7ty5HDhwgD/++IO5c+cqXTIK89prr/HYY49x5MgR1q9fz4QJEwD48ccfOXz4MEePHuXAgQO88847ipI6fvx4FixYUGHXUpHcQ65SWWNxsyRzLUkOyzO62FdMToi/Cp7gqnOlhmuNCpewIric19rKqipw/whTzjWMxiuQZynIyU0CwM2tOQ4O/jc9Vqdzu62YtZKwWq3873//Y8CAAUiSREhICEeOHCEwMFCNX1QB4OuYr8tl3iHNhpR6bIcOHTh+/DgAn3/+OZ06dSIyMhIAFxcXli1bRvfu3Zk4cSILFizgpZdeUjoH6HQ65SFcGIPBwOTJkzl06BCSJPHKK68waNAg3NzcMBjkEjobNmzghx9+YM2aNYwaNQofHx+OHDlCWFgYGzdu5OjRo3h5eQHQpEkT9u7di0ajYdy4cVy+fBmAxYsXF+kAYDKZGD9+PIcOHUKn07Fo0SJ69OhBZGQkiYmJhIWF8f7779OlSxflmISEBMaNG6e0l1qxYgUdO3a0u54BAwaQmpqqtKEbMGAAWVlZPPbYY8TGxmK1Wpk9ezZDhw5l5syZbNq0CZ1OR2RkJAsXLrSTsfDc7du3JzY2ttjPZt26dXZK3SOPPMKVK1cwmUw899xzyj43NzemTp3Kzz//zLvvvsvFixdZunQpubm5tGvXjg8++ACtVsv48eM5ePAgRqORwYMHM3fu3GLPW1p+/vlnevfurXRL6N27N1u2bGHYsGF24yRJUhSy9PR0pT/p6dOn6datGzqdDp1OR2hoKFu2bOGxxx6jS5cujBo1CovFojSkv1e4t64GcJBsfPLFCdKFjos1/0SfqiW8oXyZ+Q87J3/fyhSx3BBCEJ9Xw81RjeH7R6SnH8FiTiuy3dGxBk5Otcr9/KdOneKZZ57hwIEDfPXVVwwZIj9Ig4KCyv3cKiqlxWq1sn37dqU6/alTp2jTxj4Zp3HjxhgMBjIyMjh58iT/+c9/bjnv/Pnz8fT05MSJEwDFWmFuJCYmhm3btqHVapVepk8//TQHDhygQYMG+Pv788QTT/D888/TuXNnLl++TJ8+fThz5ozdPPnWwxMnTnD27FkiIyOJiYlh06ZNREVFFds7dMqUKXTr1o2NGzditVoV5TIfJycnNm7ciIeHB8nJybRv357+/fuzZcsWatWqxY8//gjISklKSgobN27k7NmzSJJk54YujtWrV/Pggw8Wu2/v3r2sWrVKWf/444/x8fHBaDQSERHBoEGD8PX1JSsri6CgIObNm8eZM2d4++232bt3L3q9ngkTJrBu3TpGjBjB66+/jo+PD1arlV69enH8+HFCQkLsznk7Tebj4uKoW7eusl6nTh3i4uKKHPvqq68SGRnJ+++/T1ZWltILNzQ0lLlz5zJ16lSys7PZuXOn0vJKo9HQpEkTjh07VuSevNu55xQ3IQRJidkcMjfm+N6zfL/kEMe3DqROoTF6b/dKk688icnOUTom1HNWy0Hk5CSQk5NwR8farLK73d0jGK3GCQCNxglHx/Lte5ebm8tbb73Fa6+9htlspnbt2vddxXOV0nM7lrGyxGg0EhYWxsWLF2nTpg29e/cG5O/fkqzBt2Ml3rZtG+vXr1fWvb1vXS5nyJAhaLVaQO5TOm/ePJ5++mnWr1+v9Cvdtm0bp0+fVo7JyMggMzMTd/eCZ8KePXuYPHkyAAEBAdSvX5+YmJib/h3u2LGDtWvlUqZarRZPT0+7/UIIXnzxRXbv3o1GoyEuLo6EhASCg4OZNm0aM2bMICoqii5dumCxWHBycmLMmDH069ePqKioEs+7c+dOVq9ezZ49e4rdn5KSYndtS5cuZePGjQBcuXKFc+fO4evri1arZdCgQQBs376d6OhoIiIiAPmz9vPzA+Crr77iww8/xGKxEB8fz+nTp4sobtOnT2f69Oklynzj+3Ijxd0nX3zxBaNGjeI///kP+/fv56mnnuLkyZNERkZy8OBBOnbsSPXq1enQoYOddc3Pz4+rV6+qiltVJzk5W3ltM8u++npfncX2gH0Cw71IttWmvG58n3dKEEJwPeU3JebsTnF1aYxWWzGtwg4ePMgzzzyjWBn+9a9/8fbbbxd5CKioVDb5MW7p6elERUWxfPlypkyZQmBgILt377Yb+/fff+Pm5oa7uzuBgYFER0cTGnrzGOOSFMDC20wm++LWhdu6dejQgfPnz5OUlMR3333Hyy+/DIDNZmP//v04O5f8N11S/+5/wrp160hKSiI6Ohq9Xk+DBg0wmUw0a9aM6OhofvrpJ2bNmkVkZCRz5szhjz/+YPv27axfv55ly5axY8eOInMeP36cMWPGsHnzZnx9i/ci6XQ6bDYbGo2GXbt2sW3bNvbv34+Liwvdu3dX3kMnJydF6RVCMHLkSN588027uS5cuMDChQs5ePAg3t7ejBo1qshnALdncatTpw67du1S1mNjY+nevXuRY1evXs2WLVsA+bM1mUwkJyfj5+fHSy+9pDSdf+KJJ2jatKlynMlkuulnfbdyz0U2a7USNVwK9NHqkoSLpxO51lxiDcXHAdxrhLq74HmfFN+12XLIyvoLQ9Y5+8VwGmEzo9E44O4RfEeLj0+nClPafvjhB9q3b8+JEydo3LgxO3fuZOXKlarSplKl8fT0ZOnSpSxcuBCz2czw4cPZs2eP4soyGo1MmTKFF154AZCtMW+88QYxMTGArEgtWrSoyLyRkZEsW7ZMWc93lfr7+3PmzBnFFVoSkiQxcOBApk6dSosWLRTF5sZ5i3N7du3aVVE8YmJiuHz5Ms2bN7/p+9CrVy9WrFgByO7jG7M409PT8fPzQ6/Xs3PnTqVg9tWrV3FxceHJJ59k2rRpHD58GIPBQHp6Og899BCLFy8uVsbLly/z6KOP8umnn9KsWbMi+/Np3ry5EneXnp6Ot7c3Li4unD17lt9//73Ea9mwYQOJiYmAbLW7dOkSGRkZuLq64unpSUJCAps3by72+OnTp3P06NEiy41KG0CfPn3YunUrqamppKamsnXrVvr06VNkXL169di+fTsgN2w3mUxUr14dq9XK9evXAVmRPX78uBJfCfLnFxgYWOL7c7dyzz3dfXxc6OvqRONcZ044OSM5CURSFkZzNjaLFSRoUr3kG13l7iIz8xQGw58l7tc7+OLhXvXjwnr27EmTJk3o378/c+fOxcXlnyc3qKhUBK1atSI0NJT169fz1FNP8f333zN58mQmTpyI1WrlqaeeYtKkSQCEhISwePFihg0bRnZ2NpIk0a9fvyJzvvzyy0ycOJGgoCC0Wi2vvPIKjz76KG+99RZRUVHUrVuXoKCgIrFkhRk6dCgRERGsWbNG2bZ06VImTpxISEgIFouFrl27snLlSrvjJkyYwLhx4wgODkan07FmzRocHW/uwViyZAljx45l9erVaLVaVqxYQYcOHZT9w4cP5+GHHyY8PJywsDAlOePEiRNMnz4djUaDXq9nxYoVZGZmMmDAAEwmE0KIYkuPzJs3j+vXryuJHTqdjkOHDhUZ169fP3bt2kWTJk3o27cvK1euJCQkhObNm9O+fftir6Vly5a89tprREZGYrPZ0Ov1LF++nPbt29OqVSsCAwNp1KhRkaSOO8HHx4fZs2crbtk5c+YoiQpz5swhPDyc/v378+677/Lss8/y3nvvIUkSa9asQZIkzGazkiTi4eHBZ599prhKExIScHZ2pmbN8g1vqQyk8jALVzRBjYLEhvc+x1A7Fx9LAhlb9xKX2oAOZ73wOZSIYYYf0ZwgLjcdp6CWPNp/XGWLXC4cycjmpCGbUHcXQtzv7Qe/zZZDTk4SWVkx5OQk4Ojoj053QwyKJOHq0hi93qtSZLwZ6enpvPHGG7z00ktK7IzJZMLJyamSJVOp6pw5c4YWLVpUthgqdwHx8fGMGDGCX375pbJFqXDee+89PDw8lMSZyqS4v1lJkqKFEOF3Mt89Z3HDkgMh1cGtMY6PNoNdV7CFZCGO2bC6OqFxvHebrt8LSnhpuZ6yh9ycRGXdxaURLi4NKk+g2+CHH35g3LhxxMXFYTAYlCw2VWlTUVEpS2rWrMmzzz5LRkbGfZfk5OXlxVNPPVXZYpQL95biZjGC4Ro5ZhsgQXgNROc62L79Vt7t7UaDugGVK2M5cipLLjB8L6pvNlsOZovclcBiTic3JxFJo8fRwR+NxhEnp6pvDk9KSuK5557jiy++AKBdu3bF1rBSUVFRKSsee+yxyhahUnj66acrW4Ry495S3Mw5XDfI5TCynGogaSVsWVkIixWh10Ne1sy9iqNGQ47Nhs89lpgghCAxaStWi308i7tbS9zdW1aSVKVHCMEXX3zBlClTuH79Oi4uLrz++utMnjxZyeRSUVFRUVEpDffWEx7Itdowu/hjc3DDxUGHOSld3uHqDJRPK5SqgNFqI8cmlwPx1t09yoDNZsFmK5pSXhizORWrxYCk0aPPi2PTal1xdW160+OqCn/88QfDhw8H5IytDz/8sMzb/KioqKio3B/cU4pbbq6VfX/EoTdmUOPBNhgMuTjkKTNCe89VPlEwWm0kmwuUUte75FpttlwSEn7AZssp1XhX16Z4etx9PWbzXaKtW7dm9OjRarsqFRUVFZU75p5S3OKvGbh6LZPLyWa+G/otTf3dOL754coWq1zJzyTNp5peVyUVAyFsCGGz25abex2bLQdJ0qLR3DwwX6NxxNWlcXmKWGacP3+ecePG8cYbb9C2bVugoI2OioqKiorKP+HuMM2UkosXCvrZ2XKsNL+aBX+nVZ5A5YzFJojNayrvpNHgotHQ0KXqdUzIyUkiPv4b4uO/tluuX98FgLNzA2rU6H/Txc+vDzqdW+VeyC2wWCwsXLiQ4OBgtm/fzqxZsypbJBWVckGr1RIWFkZQUBAPP/ywXT/NU6dO0bNnT5o1a0bTpk2ZP3++Xcb75s2bCQ8Pp0WLFgQEBDBt2rRKuII7Y9iwYYSEhBRbW6043NzK5zvr+++/JyQkhLCwMMLDw0tseSWEoGfPnkUKAlclPvnkE5o2bUrTpk355JNPih1z6dIlevXqRUhICN27dyc2NlbZ3qZNG8LCwggMDLSryff4449z7ty5CrmGiuaeUtzSUox26x10emh66x53dyPXcsx8eS2FNIvsIh3g58WgGj4EuFa99h655usIYQEkJElrt2g0Djg7173lHFWd48eP06FDB6ZPn47JZOKpp57iq6++qmyxVFTKhfyWVydPnsTHx0exKBuNRvr378/MmTOJiYnh2LFj7Nu3jw8++ACAkydPMmnSJD777DPOnDnDyZMnyzze02Ipn1jma9eusW/fPo4fP87zzz9fLucoLb169eLYsWMcPXqUjz/+mDFjxhQ77qeffiI0NPS2SoFYrRXXGjIlJYW5c+dy4MAB/vjjD+bOnat0ySjMtGnTGDFiBMePH2fOnDnKj+KaNWuyb98+jh49yoEDB3jrrbe4evUqAOPHj2fBggUVdi0VyT3lKm3o70Z6khZPrYZqTo601+nASb5EYbu3imSkmC3Y8gp/NHJ2xEFTdXXw7Ky/AHBza46nZ6tKlqZsycnJ4Y033uCNN97AYrFQt25dVq1axYMPPljZoqncB6R+WT4/DryHlr6ERIcOHTh+/DgAn3/+OZ06dVLaDrm4uLBs2TK6d+/OxIkTWbBgAS+99JLSOUCn0xVbEsdgMDB58mQOHTqEJEm88sorDBo0CDc3N6VbwoYNG/jhhx9Ys2YNo0aNwsfHhyNHjhAWFsbGjRs5evQoXl5eADRp0oS9e/ei0WgYN24cly9fBmDx4sVFOgCYTCbGjx/PoUOH0Ol0LFq0iB49ehAZGUliYiJhYWG8//77SsV+kKv0jxs3TmkvtWLFCjp27Gh3PQMGDCA1NRWz2cxrr73GgAEDyMrK4rHHHiM2Nhar1crs2bMZOnQoM2fOZNOmTeh0OiIjI1m4cKGdjIUteVlZWSWGx6xbt46xY8cq64888ghXrlzBZDLx3HPPKfvc3NyYOnUqP//8M++++y4XL15k6dKl5Obm0q5dOz744AO0Wi3jx4/n4MGDGI1GBg8ezNy5c4s9b2n5+eef6d27t9ItoXfv3mzZsoVhw4bZjTt9+rRi5ezRowePPPIIAA4ODsqYnJwcbLaCcJwuXbowatQoLBaLXeP5e4F76mpCQvxJNnrj5O9OR6fmOPi5kAtciY/FaMsE53unwOnZLDkTs4WrM+GerrcYXblIks7u/3uJlJQUlixZgsViYeLEibz55pu4u7tXtlgqKhWC1Wpl+/btSnX6U6dO0aZNG7sxjRs3xmAwkJGRwcmTJ/nPf/5zy3nnz5+Pp6cnJ06cACjWCnMjMTExbNu2Da1Wq/Qyffrppzlw4AANGjTA39+fJ554gueff57OnTtz+fJl+vTpw5kzZ+zmybcenjhxgrNnzxIZGUlMTAybNm0iKiqq2N6hU6ZMoVu3bmzcuBGr1VqkS5qSKgAAbA1JREFUFZeTkxMbN27Ew8OD5ORk2rdvT//+/dmyZQu1atXixx9/BOSOKikpKWzcuJGzZ88iSZKdG7owGzduZNasWSQmJirH38jevXtZtWqVsv7xxx/j4+OD0WgkIiKCQYMG4evrS1ZWFkFBQcybN48zZ87w9ttvs3fvXvR6PRMmTGDdunWMGDGC119/HR8fH6xWK7169eL48eOEhITYnfN2mszHxcVRt26Bx6VOnTrExcUVOTY0NJRvvvmG5557jo0bN5KZmcn169fx9fXlypUr9OvXj/Pnz/POO+9Qq1YtADQaDU2aNOHYsWNF7sm7nXvqSWp11WOt7wnVasNb/UGnQVy4QJYpGxxA0mtx8rw3qkc7aiSyrOCkqXqJCPnk5CaTnhaN2ZIGgJNT7coVqIzIysrC0dERnU5HzZo1Wb16NX5+fna/wFVUKoLbsYyVJUajkbCwMC5evEibNm3o3bs3IMdUlWT9uZ2kqW3btrF+/Xpl3dv71iEvQ4YMUeoiDh06lHnz5vH000+zfv16hg4dqsx7+vRp5ZiMjAwyMzPtfmzt2bOHyZMnAxAQEED9+vWJiYm5qbtxx44drF27FpDj/zw9Pe32CyF48cUX2b17NxqNhri4OBISEggODmbatGnMmDGDqKgounTpgsViwcnJiTFjxtCvXz+ioqKKPefAgQMZOHAgu3fvZvbs2Wzbtq3ImJSUFLtrW7p0KRs3bgTgypUrnDt3Dl9fX7RaLYMGDQJg+/btREdHK/1DjUYjfn5+AHz11Vd8+OGHWCwW4uPjOX36dBHFbfr06UyfPr3E9+rG9+VGirtPFi5cyKRJk1izZg1du3aldu3aihWtbt26HD9+nKtXr/LII48wePBg/P39AfDz8+Pq1av3nOJWdf1rd4AxraAFki5Pocm9cEHeIMAltBEOrlXbOnUrcm02vktIJSWv/EdNR4dbHFF5mIyXMZtTQNiQJB1a7d393oP8pRYcHMySJUuUbYMGDVKVNpX7ivwYt0uXLpGbm6tYqQIDA4s0O//7779xc3PD3d2dwMBAoqOjbzl/SQpg4W0mk339R9dC3+0dOnTg/PnzJCUl8d133/Hoo48CYLPZ2L9/P0ePHuXo0aPExcUVsZCXR+vAdevWkZSURHR0NEePHsXf3x+TyUSzZs2Ijo4mODiYWbNmMW/ePHQ6HX/88QeDBg3iu+++o2/fvjedu2vXrvz1118kJycX2afT6RT34a5du9i2bRv79+/n2LFjtGrVSnkPnZycFKVXCMHIkSOV9+jPP//k1Vdf5cKFCyxcuJDt27dz/Phx+vXrV+QzANniFhYWVmSZMmVKkbF16tThypUrynpsbKxiMStMrVq1+Pbbbzly5Aivv/46QBHluFatWgQGBvLbb78p20wmE87OVS/u+59yTylu5JWb8HLWoslT3ER+fTOnqqvg3A7pFiuZecGj7lotHlWs2G56xjGSkreTlLwdo1H+g3Rzb0mNGgPQaqtexmtpSUtLY8yYMTzwwANcuHCBb775xi6eQkXlfsTT05OlS5eycOFCzGYzw4cPZ8+ePYr1x2g0MmXKFF544QVAtsa88cYbxMTEALIitWjRoiLzRkZGsmzZMmU931Xq7+/PmTNnFFdoSUiSxMCBA5k6dSotWrTA19e32HmLc3t27dpVcfXFxMRw+fJlmjdvftP3oVevXqxYsQKQ3cc3ZnGmp6fj5+eHXq9n586dXLp0CYCrV6/i4uLCk08+ybRp0zh8+DAGg4H09HQeeughFi9eXKyM58+fVxTMw4cPk5ubq1xjYZo3b67E3aWnp+Pt7Y2Liwtnz57l999/L/FaNmzYQGKibAhJSUnh0qVLZGRk4OrqiqenJwkJCWzevLnY46dPn64ofYWXG92kAH369GHr1q2kpqaSmprK1q1b6dOnT5FxycnJyvftm2++yejRowFZ0TMa5aTE1NRU9u7da/dZxcTEEBgYWKycdzP3lOKmMcq/OEyecpaSsNkwJSWRbc4iRXfz6vx3G756HY/4e6OvQq5Smy0XQ+ZpcnMSyc1JxGqV68s56H3QaO5exfn777+nZcuWrF69GgcHB15//XV+/fVXNFU4IURFpaJo1aoVoaGhrF+/HmdnZ77//ntee+01mjdvTnBwMBEREUyaNAmAkJAQFi9ezLBhw2jRogVBQUHEx8cXmfPll18mNTWVoKAgQkND2blzJwBvvfUWUVFR9OzZk5o1b96feOjQoXz22WeKmxRkV+GhQ4cICQmhZcuWduUj8pkwYQJWq5Xg4GCGDh3KmjVrcHS8+Y/OJUuWsHPnToKDg2nTpg2nTp2y2z98+HAOHTpEeHg469atU5IzTpw4Qdu2bQkLC+P111/n5ZdfJjMzk6ioKEJCQujWrVuxpUe++eYbgoKCCAsLY+LEiXz55ZfFWij79evHrl27AOjbty8Wi4WQkBBmz55N+/bti72Wli1b8tprrxEZGUlISAi9e/cmPj6e0NBQWrVqRWBgIKNHjy6S1HEn+Pj4MHv2bCIiIoiIiGDOnDlKosKcOXPYtGkTIFsLmzdvTrNmzUhISOCll14C4MyZM7Rr147Q0FC6devGtGnTCA4OBuSEEWdn51veJ3cjUnmYhSuaoEZB4tMFH5Np2UemMQfPNgPoHBKAsFi4/Mkafv/rD7Jb1MWtXQAdanagjnudyhb5jknKNbMlOR1fvY6HqnuV6dzZ2ZcwmWLv+HghbJhMsUiSHl9f2XWo0Tig19+dJVkMBgNjxozhyy+/BGT3y+rVq2nRokUlS6ZyP3PmzBn1HlQpFfHx8YwYMYJffvmlskWpcN577z08PDyUxJnKpLi/WUmSooUQ4Xcy3z2TnHDlynX2HopBcpRY+/52ujU/xeefDsAmbCCBrpoHHWp2oJZbUf95VScmy8TRzGyEQCkBUh6kZxzBZjXeeuAt0GqdcXT0LwOJKhcXFxdiY2NxdXXlzTffZMKECWpTeBUVlbuGmjVr8uyzz5KRkXFbtdzuBby8vHjqqacqW4xy4Z5R3HLNgpxcK+RaSEs3kbpF9utn5uanZUt3raXtkjFHaSCfT3UHfamPz829jtF4CXELpU/Y5C4MXl5t/1HpDgeHand8bGVz5coVNBoNtWvXRqPR8Mknn6DVamnQoEFli6aioqJy2zz2WOVkHlc2Tz/9dGWLUG7cM4pbapq9pchHI2G+lkBWtgGEwEl399dw6+rtjr+DHkkCx1LGVwlhJSVljxJvdkskDc7O9dFo7plbo1TYbDZWrVrFCy+8QJcuXfjxxx+RJOn/2zvzsKqq9fF/FocZBIHSNDNzZjoHA0ozRy7oTZyyIrOrYlZXMyuV0lTKqayszDTLb9erXelSPwuzm1Og5nVIg3IEw645IaEIMQnCOazfHwe2HM8B0QSE1ud59gN7r7XXfvdeZ3jP+673fenQoXHUR1UoFArFn4Mm8+18W6nkgp0dv1UYpvRerpQXFZmtTELgYd/4k6I6CIGzrnYKW3n5JS5ePEFZWS4m00Xs7T1wc+t49Ws4eP3plLb09HTGjx+vhZG7uLhQXFyMq6trA0umUCgUCoUlTeYbumVbDzxL3Mi/pOOcpyu9yx0pPf4/jCYTRg9XXFpYh0rf7KQVFvNzUQkXTdeedqKw8GcKCi5HNnl46JtETdAbidFo5J133uGVV16hpKSEli1bsmzZMi0RpUKhUCgUNxtNRnGT7Twpbt4KNzsTT3p35L7ouynIPEhBWSHlHk6YZP0Vzr1RpF8s0XK22SGuKWdbuSwDwMmpJc4udyil7QqMRiP3338/e/fuBWDMmDG88847Wii6QqFQKBQ3I00mEdXFUhP5JUYol+hGB0BXs4XNWGqk3NkBL+fGmZICoL+3Bw/d5oX7dSTbdXa+HXe3TnUgVePG3t6esLAw2rZty6ZNm1i1apVS2hSKWqLT6QgKCiIgIIDBgwdb1NM8cuQI/fv3p3PnznTq1Il58+ZZVCPYuHEjISEh+Pr60rVrV6ZNm9YAd3B9jBw5Er1ebzO3mi2qFoOvC3744Qd0Oh1r16612S6lpH///lYJgW8mVq9eTadOnejUqROrV6+22efkyZOEhYWh1+vp27cvZ86Y01Zt27bNojqDs7Mz69atA+DRRx/l2LFj9XUb9UqTUdxMlVGXOjv82zYHoNx02crm5XFrA0h1Y3DX2VUbjCBlOZcunaOkJNNiMxlrGYzwJ2L37t1s2bJF2589ezaHDx+2malboVBUT2XJq8OHD+Pt7a2VvCouLmbIkCFMnz6d9PR0Dhw4wO7du/nggw8AOHz4MJMmTWLNmjWkpaVx+PBh2rdvf0NlMxqNN3S8Sn777Td2797NwYMHeeGFF+rkGteCyWTipZdeqvHza8OGDRgMhmtKBWIy1Z93Kicnhzlz5rB371727dvHnDlztCoZVZk2bRqjR4/m4MGDxMbGMmPGDAD69eunVWbYunUrrq6uREREADBhwgTefPPNeruX+qTJKG6irAhkOV5uDvi4mbNclxnLtHanRl6jtDoKClPJzk7iwoXtFtvlRLo3T2WFhqKwsJDnnnuO+++/nzFjxmgfDM7OzlZ1ChWKxsSR/2bUyXYt9OjRg4wM8zmffvopPXv21L48XV1dWbp0KQsXLgTgzTffZObMmVrlAHt7eyZOnGg1ZmFhIdHR0QQGBqLX6/niiy8ASwvW2rVrGTt2LABjx45lypQp9OvXj5iYGNq1a2dhBezYsSNZWVmcP3+eESNGaJn6d+3aZXXtkpIS7drdunXTqjZERERw7tw5goKCLOphgjlL//DhwzEYDBgMBnbv3m11P2FhYdx9990EBgby1VdfAVBUVMSgQYMwGAwEBARoyb6nT5+On58fer2+Wovk+++/z4gRI7QC8LaIi4tj6NCh2v6wYcMIDg7G39+fFStWaMfd3d2JjY3l3nvvZc+ePaxZs0ar6PD0009rytyECRMICQnB39+fV155pdrr1pbNmzcTHh6Ot7c3Xl5ehIeHs2nTJqt+qamphIWFAWZlrfL5VWXt2rX89a9/1YLKevXqRWJiYp0p8g1Jk1njJoqraOkVpT8KbRTdbQpIKTEa8wHJxYu/AuDoeCtCWLpS7ewccXFpnLnrbhRbtmzhqaee4uTJk+h0OsaNG9ckiw4rFA2ByWQiKSlJy05/5MgRgoODLfp06NCBwsJC8vPzOXz4MFOnTr3quPPmzcPT05NDhw4B2LTCXEl6ejqJiYnodDqtlml0dDR79+6lXbt2tGzZkscee4wXXniB+++/n1OnTjFgwADS0tIsxqm0Hh46dIijR48SERFBeno669evJzIy0mbt0MmTJ9OnTx8SEhIwmUwUFhZatDs7O5OQkICHhwfZ2dl0796dIUOGsGnTJlq3bs0333wDmOuJ5uTkkJCQwNGjRxFCWCiglWRkZJCQkMDWrVv54Ycfqn0mu3bt4qOPPtL2V65cibe3N8XFxYSGhjJixAh8fHwoKioiICCAuXPnkpaWxhtvvMGuXbtwcHBg4sSJxMXFMXr0aBYsWIC3tzcmk4mwsDAOHjyIXq+3uOZbb72l1XqtSu/eva3qlWZkZHDHHZfXX7dp00b7EVAVg8HAF198wXPPPUdCQgIFBQVcuHDBoj5rfHw8U6ZM0fbt7Ozo2LEjBw4csHpNNnaahOJWVmri8M/ZoMslo7gdTkez6drJC1lcjKnciEPzul1nUBeUS0m+0bbJOj9/P4WFR7V9OztnbrmlP0I0GQPqHyY3N5cpU6awatUqwFxPceXKlQQFBTWoXArFjcS/1+0Nct3i4mKCgoI4ceIEwcHBhIeHA+YflbZqZgLVHrdFYmIi8fHx2r6X19XXKD/88MNaZZOoqCjmzp1LdHQ08fHxWr3SxMREUlNTtXPy8/MpKCiwsLzv3LmTZ599FoCuXbty5513kp6eXqO7cevWrXzyySeAef2fp6enRbuUkpdffpkdO3ZgZ2dHRkYGWVlZBAYGMm3aNF566SUiIyPp1asXRqMRZ2dnxo8fz6BBg4iMjLS63vPPP88bb7xx1UouOTk5Fve2ZMkSEhISAHOy8WPHjuHj44NOp9Oi6ZOSkkhJSSE0NBQwz3WlVe/zzz9nxYoVGI1GMjMzSU1NtVLcYmJiiImJqVGuqs/lSmy9ThYtWsSkSZNYtWoVvXv35vbbb8fe/rL6kpmZyaFDh6zcxi1atODs2bNKcbsZMRrLOXf+IpfsLrJ53QFyPivh1fUPUlhWSFl5GSbPmzsfV3m5ESktzbm/XSqjvNx8zIFSTKbL7WVlvwOg07lhZ+eIm1tnpbRdQWRkJLt378bJyYlXX32VqVOn4uBQ+2oTCoWieirXuOXl5REZGcmyZcuYPHky/v7+7Nixw6Lv8ePHcXd3p1mzZvj7+5OSkoLBYKhx/OoUwKrHSkpKLNrcqiyH6dGjB7/88gvnz59n3bp1zJo1CzAn2t6zZ0+NVve6qN8dFxfH+fPnSUlJwcHBgXbt2lFSUkLnzp1JSUlhw4YNzJgxg4iICGJjY9m3bx9JSUnEx8ezdOlStm7dajFecnIyjz76KADZ2dls2LABe3t7hg0bZtHP3t6e8vJy7Ozs2L59O4mJiezZswdXV1f69u2rPUNnZ2dNCZRSMmbMGF5//XWLsX799VcWLVrEDz/8gJeXF2PHjrWaA7g2i1ubNm3Yvn27tn/mzBn69u1rdW7r1q358ssvAbPb+YsvvrBQjj///HOGDx9u9RlfUlLSJD0sTeLbvrzc/EaTUlJ+sYxWhy6AnSAr5xzSXgfCDh/nmzOPW1lZHr/9lmC1/fLbt+Tn/YTLxX3knvvKou3Spd8A8PQMpkWLgbi53djFvU2BOXPm0KtXLw4cOMD06dOV0qZQ1AGenp4sWbKERYsWUVZWxqhRo9i5cyeJiYmA2VozefJkXnzxRcBsjXnttddIT08HzIrUO++8YzVuREQES5cu1fYrXaUtW7YkLS1Nc4VWhxCC4cOHM2XKFHx9fTWX2pXj2nJ79u7dW1M80tPTOXXqFF26dKnxOYSFhbF8+XLA7D6+MoozLy+PFi1a4ODgwLZt2zh58iQAZ8+exdXVlccff5xp06bx448/UlhYSF5eHg888ACLFy+2KeOvv/7KiRMnOHHiBA899BAffPCBldIG0KVLF44fP67J4OXlhaurK0ePHuX777+v9l7Wrl3LuXPnALPV7uTJk+Tn5+Pm5oanpydZWVls3LjR5vkxMTFawEDV7UqlDWDAgAFs2bKF3NxccnNz2bJli81gi+zsbMorAhBff/11xo0bZ9H+73//m5EjR1qdl56ejr+/v005GzNNQnG78hfSrXaCS3ZGLly8AEBbr3Y46G7OL+6yst/N1jZhh52dk7aV4ISws6eFg+Xxys3BwQtHx5tTGa1vpJSsXr1a+1UN8Je//IXvvvvuqh+4CoXij9GtWzcMBgPx8fG4uLjw1VdfMX/+fLp06UJgYCChoaFMmjQJAL1ez+LFixk5ciS+vr4EBASQmZlpNeasWbPIzc0lICAAg8GgBQgsXLiQyMhI+vfvT6tWrWqUKyoqijVr1mhuUjC7CpOTk9Hr9fj5+fHhhx9anTdx4kRMJhOBgYFERUWxatUqnJycarzWe++9x7Zt2wgMDCQ4OJgjR45YtI8aNYrk5GRCQkKIi4vTgjMOHTqkBQEsWLCAWbNmUVBQQGRkJHq9nj59+tQ69YgtBg0apFm0Bg4ciNFoRK/XM3v2bLp3727zHD8/P+bPn09ERAR6vZ7w8HAyMzMxGAx069YNf39/xo0bR8+ePa9brkq8vb2ZPXu2FiwSGxurpWWKjY1l/fr1AGzfvp0uXbrQuXNnsrKymDlzpjbGiRMnOH36NH369LEYOysrCxcXl6u+Thojoi7MwvVN59u6yEkPPInR7iTF37kz5NIdtEkZxpZ3X0Ha6+gb8wq3Nbs5Jy8j498AuLi0xdu7J8ZySUp+EZmXyigwmQj2cMPPvemZem8UJ06c4Omnn9bSfBw4cMBqzYVC0ZRIS0vD19e3ocVQNAIyMzMZPXo03377bUOLUu+8++67eHh4aIEzDYmt96wQIkVKGXI94zWJNW6OLvbc7usDTiX0/8s9eCVJKmOQHO0db1qlrXING5grHACcLikl/eLldQMutSwm/2ejvLycZcuWMWPGDIqKivD29mbx4sUEBgY2tGgKhUJxU9CqVSuefPJJ8vPzrymXW1OgefPm/O1vf2toMeqEJqG4gaDEvhxnJx0UlMHiCIy/X1suovri0qUscn/fh5QmqLB2CqHTCsDnVuScucvFiQ6uTtzmeHO6eBuSo0ePMn78eC0H0yOPPMKSJUto2bJlA0umUCgUNxePPPJIQ4vQIERHRze0CHVGE1HcJBIJdgKXwZ3BzYHDB1IAKL+OAu11SUlJBiajZY4fhypr1QqNZnlvd3KklZNjvcrWWFiwYAG7du3itttuY/ny5TYX5SoUCoVC0RRpEoqbRFJuZ7ZeOVcoOzkXzJGXbu43T8WES5fOU1j4MwDNmvnjVlFD1M7OGYALpUZOllwyH1MFDywoKyvTIkPfeecdvLy8mDNnTq3yOykUCoVC0VRoEguoyqVEVlF0souzKSzKA+D2ZjdP5YCLxSe0/x0cvNHpXNDpXLTcRIcKL9cXdVSaG2BOJzBjxgx69OhBWZm5hNmtt97KkiVLlNKmUCgUij8dTcLiVombo1kPzSzMpPyS+Uvey+Pm+XIvvngCAPdmfjZLURkrAnw7uzqrtW2YM5g/8cQTpKenI4Rg27ZtWg1EhUKhUCj+jDQJi1t+/iUOH8riu60n6NvzHxjP5CLKJZ5Onjg71px/pz6R0lzCytHBu8Z+bZwdr6k8TFOjoKCASZMm0atXL9LT0/H19WXXrl1KaVMobhJ0Oh1BQUEEBAQwePBgi3qaR44coX///nTu3JlOnToxb948i1ybGzduJCQkBF9fX7p27VptEfWbkZEjR6LX62udW83dvW7KLW7fvh1PT0+CgoIICgpi7ty5NvtJKenfv79VQuCbidWrV9OpUyc6derE6tWrbfY5efIkYWFh6PV6+vbty5kzZ7S2gQMH0rx5c6vSYI8++ijHjh2rU9kbiiahuEkpMZokJWVGCrIKyFuzB8eMCwjsbprEu2alzfzh5eR0m1V7Wbkk81JpPUt18/Htt98SEBDAsmXLsLe3Z/bs2fz000/06NGjoUVTKBQVVJa8Onz4MN7e3lph9uLiYoYMGcL06dNJT0/nwIED7N69mw8++ACAw4cPM2nSJNasWUNaWhqHDx+mffsbW/nFaDRevdN18Ntvv7F7924OHjzICy+8UCfXuBZ69eqlVSWIjY212WfDhg0YDIZrSgViMtmukV0X5OTkMGfOHPbu3cu+ffuYM2eOViWjKtOmTWP06NEcPHiQ2NhYZsyYobXFxMTwr3/9y+qcCRMm8Oabb9ap/A1FvbtKhRADgfcAHfCxlHLhFe2jgJcqdguBCVLKA7Udv5NHGRlkYX+xBMdmnjje2fZGif6HKCm5nJ5ECOvCwJVBCfDnXt924sQJTp06RXBwMP/4xz+uWtNQofgzczBxU52Mq//LwFr37dGjBwcPHgTg008/pWfPnpp13NXVlaVLl9K3b1+eeeYZ3nzzTWbOnKlVDrC3t2fixIlWYxYWFvLss8+SnJyMEIJXXnmFESNG4O7uTmGhOSp/7dq1/Oc//2HVqlWMHTsWb29vfvrpJ4KCgkhISGD//v00b94cgI4dO7Jr1y7s7Oz4+9//zqlTpwBYvHixVQWAkpISJkyYQHJyMvb29rzzzjv069ePiIgIzp07R1BQEO+//z69evXSzsnKyuLvf/+7Vl5q+fLl3HfffRb3M3ToUHJzcykrK2P+/PkMHTqUoqIiHnnkEc6cOYPJZGL27NlERUUxffp01q9fj729PRERESxatKjW81GVuLg4nnrqKW1/2LBhnD59mpKSEp577jmtzd3dnSlTprB582befvttTpw4wZIlSygtLeXee+/lgw8+QKfTMWHCBH744QeKi4t56KGHmDNnznXJVcnmzZsJDw/XqiWEh4ezadMmq/JVqampmpWzX79+FpkEwsLCLOqdVtKrVy/Gjh2L0Wi0KEjfFKjXuxFmjWUZEA6cAX4QQqyXUqZW6fYr0EdKmSuE+CuwAri3dleQtG1Wisgswq69I7f4eON411039iauk8JCc20+Z+fbbRaEL6uot+ogBLc4NK0XWU1IKTl+/DgdOnQAYPz48bi6uhIVFdXk3mwKRVPDZDKRlJSkZac/cuQIwcHBFn06dOhAYWEh+fn5HD58mKlTp1513Hnz5uHp6cmhQ4cAbFphriQ9PZ3ExER0Op1WyzQ6Opq9e/fSrl07WrZsyWOPPcYLL7zA/fffz6lTpxgwYABpaWkW41RaDw8dOsTRo0eJiIggPT2d9evXExkZabN26OTJk+nTpw8JCQmYTCZNuazE2dmZhIQEPDw8yM7Opnv37gwZMoRNmzbRunVrvvnmG8BcTzQnJ4eEhASOHj2KEMLCDV2VPXv2YDAYaN26NYsWLbJZk3PXrl189NFH2v7KlSvx9vamuLiY0NBQRowYgY+PD0VFRQQEBDB37lzS0tJ444032LVrFw4ODkycOJG4uDhGjx7NggUL8Pb2xmQyERYWxsGDB60q1VxLkfmMjAzuuOMObb9NmzZkZFjnYDUYDHzxxRc899xzJCQkUFBQwIULF7QatLaws7OjY8eOHDhwwOo12dip72/Ge4BfpJTHAYQQ8cBQQFPcpJS7q/T/HrhqWKiHiwMBzZ3xvujC7U4mjrdxwrWZjhbut6Kr+MXVkEgpKS09D4Cra82KZHsXpz/N+rbMzEyeeeYZNm3apLlMhBCMGjWqoUVTKBoF12IZu5EUFxcTFBTEiRMnCA4OJjw8HDB/1lX3+XUtn2uJiYnEx8dr+7WJIH/44YfR6czejKioKObOnUt0dDTx8fFavdLExERSUy/bCfLz8ykoKKBZs2basZ07d/Lss88C0LVrV+68807S09NrdDdu3bqVTz75BDCv//P09LRol1Ly8ssvs2PHDuzs7MjIyCArK4vAwECmTZvGSy+9RGRkJL169cJoNOLs7Mz48eMZNGiQ1dotgLvvvpuTJ0/i7u7Ohg0bGDZsmM31XDk5ORb3tmTJEhISEgA4ffo0x44dw8fHB51Ox4gRIwBISkoiJSWF0NBQwDzXLVq0AODzzz9nxYoVGI1GMjMzSU1NtVLcYmJiiImJqfZZXflcrsTW62TRokVMmjSJVatW0bt3b26//fZa/bBv0aIFZ8+ebXKKW32vcbsdOF1l/0zFsep4Athoq0EI8ZQQIlkIkVyGCft2zXG95zacZ98Ht7vj6OyIo79fvSlB5hxt6Ta3oqJ0rZ+zs/Xt5pUZSSsqsTreVJFS8s9//hM/Pz8SEhKwt7e3+DBVKBQ3N5Vr3E6ePElpaalmpfL39yc5Odmi7/Hjx3F3d6dZs2b4+/uTkpJy1fGrUwCrHispsfzMdHO7nLOzR48e/PLLL5w/f55169bx4IMPAuZSeXv27NHWhmVkZFgoNpXXvtHExcVx/vx5UlJS2L9/Py1btqSkpITOnTuTkpJCYGAgM2bMYO7cudjb27Nv3z5GjBjBunXrGDjQWjn38PDQAh8eeOABysrKyM7Otupnb29Pebk5qfv27dtJTExkz549HDhwgG7dumnP0NnZWVN6pZSMGTNGe0Y///wzr776Kr/++iuLFi0iKSmJgwcPMmjQIKs5ALPFrTJoouo2efJkq75t2rTh9OnLKsGZM2do3bq1Vb/WrVvz5Zdf8tNPP7FgwQIAK+XYFiUlJbi4NL1a3/WtuNnSomy+S4QQ/TArbi/ZapdSrpBShkgpQ+wrErM66sy341jPUZnl5WVkX9hKXl5KNduPAAhhb9NNuvv3QooqFoTaN/H1bb/++isRERGMGzeO33//nUGDBpGammrzV6VCobi58fT0ZMmSJSxatIiysjJGjRrFzp07SUxMBMzWmsmTJ/Piiy8CZmvMa6+9Rnq6+cdseXk577zzjtW4ERERLF26VNuvdJW2bNmStLQ0zRVaHUIIhg8fzpQpU/D19dVcaleOa8vt2bt3b83Vl56ezqlTp+jSpUuNzyEsLIzly5cDZvfxlVGceXl5tGjRAgcHB7Zt28bJkycBOHv2LK6urjz++ONMmzaNH3/8kcLCQvLy8njggQdYvHixTRl/++03TcHct28f5eXlNt2GXbp00dbd5eXl4eXlhaurK0ePHuX777+v9l7Wrl3LuXPnALPV7uTJk+Tn5+Pm5oanpydZWVls3GjTpkJMTIym9FXdrnSTAgwYMIAtW7aQm5tLbm4uW7ZsYcCAAVb9srOzNQX09ddfZ9y4cTavfSXp6ek2XciNnfpW3M4Ad1TZbwOcvbKTEEIPfAwMlVJeqO3gxjJzNJH9uYr1EDf4l5OUkkuXsiguPmW1Icsrao52qnbz8rIdGVlaIWdbZye6ujW9XweVrF27loCAABITE/Hx8SEuLo6vv/6aNm1uniTJCoXi2ujWrRsGg4H4+HhcXFz46quvmD9/Pl26dCEwMJDQ0FAmTZoEgF6vZ/HixYwcORJfX18CAgLIzMy0GnPWrFnk5uYSEBCAwWBg27ZtACxcuJDIyEj69+9Pq1atapQrKiqKNWvWaG5SMLsKk5OT0ev1+Pn58eGHH1qdN3HiREwmE4GBgURFRbFq1SqcnGpOK/Xee++xbds2AgMDCQ4O5siRIxbto0aNIjk5mZCQEOLi4rTgjEOHDnHPPfcQFBTEggULmDVrFgUFBURGRqLX6+nTp4/N1COVn6UGg4HJkycTHx9v01gxaNAgbeH+wIEDMRqN6PV6Zs+eTffu3W3ei5+fH/PnzyciIgK9Xk94eDiZmZkYDAa6deuGv78/48aNswrquB68vb2ZPXs2oaGhhIaGEhsbqwUqxMbGsn79esBsLezSpQudO3cmKyuLmTNnamP06tWLhx9+mKSkJNq0acPmzZsBc8CIi4vLVV8njRFRF2bhai8mhD2QDoQBGcAPwGNSyiNV+rQFtgKjr1jvVi1d7uwqX546lWalx+nYOYBfj/6Em7OOe4b/HY87blxwQnHxaXJydlbbrtO5ctttQ6953LW/5VBcXs7QFl542FtHnDYVUlNT6datGw8++CDvvfeetm5CoVDUnrS0NHx9fRtaDEUjIDMzk9GjR/Ptt982tCj1zrvvvouHh4cWONOQ2HrPCiFSpJQh1zNevQYnSCmNQohJwGbM6UBWSimPCCH+XtH+IRAL+AAfVPyCMNbm5nTll33tbp5ucKkEuxtcp7SszGzJ0+nccHC0TqLr4nyH1bGrcajgIsXl5bjY2dFM1yTS6mmUlZXx//7f/2PkyJEIIfDz8+PIkSN07NixoUVTKBSKJk+rVq148sknyc/Pv6Zcbk2B5s2b87e//a2hxagT6j3fgpRyA7DhimMfVvl/PDD+Wsa8VFpGYXYeRlFCQU4JOgd7TJeuft61UF5upKDAbBh0dm5N8+bXpShb8HuZkf0F5vqk7ZpYNGlycjJPPPEEBw8eRAih5eVRSptCoVDUH4888khDi9AgREdHN7QIdUaTMPGUlpr47VwBP6ed58dFR+pEASovv6wJXi2lx9WQUnK2pJQTxZcrJfi7N421bcXFxbz44ovce++9HDx4kPbt29uMElIoFAqFQnHtNJkMpzrKKS8z0azUlVJT6Q3XSC9d+g0AO50Ljo7VJ/2rDZmXykjKuRx1dJujAy5NwE363XffMX78eH755Rfs7OyYMmUK8+bNw9XVtaFFUygUCoWiSdBkFLfKrCIuDjrt/xtpeSsvN1vHpLz2OnjnS8soNpVr+1ml5jHcdDpaONrT2dX5xgjZgKxbt47hw4cD5lxO//jHP7j33loWvFAoFAqFQlErmoTiZi8EzjqJs4MO73KBrFDcnO1vnPuxsNCcINbN9drWaF0oNbIpO89mW0tHe3p6NbPZ1tgYMGAAAQEBPPTQQ8yYMQNHR8eGFkmhUCgUiiZH4/fPAU6uDjRv4YZ/B288p5tDbl0d6sY95+BgLr0ipeTcpTLOlpTWuGVcMlvqnO3suMPZUdvubOQ527Kzs5k0aZJWR8/FxYUff/yRV155RSltCkUTR6fTERQUREBAAIMHD7aop3nkyBH69+9P586d6dSpE/PmzbOoRrBx40ZCQkLw9fWla9euTJs2rQHu4PoYOXIker3eZm41W1RWN6gLtm/fTlBQEP7+/vTp08dmHykl/fv3t0oIfDOxevVqOnXqRKdOnVi9erXNPidPniQsLAy9Xk/fvn05c+aM1lb5WgwKCmLIkCHa8UcffdRmGbCmQJOwuCHLQUjwccF+YCf4+giOuj+uPBQXn+L335OR0oSURoSdA66udwLw88USfsgrqvVYtzjY09e78YdjSyn57LPPePbZZ8nOzsZkMmkZwx0qKlgoFIqmTWXJK4AxY8awbNkyZs6cSXFxMUOGDGH58uVERERw8eJFRowYwQcffMAzzzzD4cOHmTRpEt988w1du3bFaDSyYsWKGyqb0WisVR3La+W3335j9+7dWtWDhuT3339n4sSJbNq0ibZt22pVDq5kw4YNGAyGa0oFYjKZtPJXdU1OTg5z5swhOTkZIQTBwcEMGTLEqjbttGnTGD16NGPGjGHr1q3MmDGDf/3rX4Dla7EqEyZM4M033+T//u//6uNW6pUmYXGTgBAgHC/fjofDH3dBlpScpbz8kraurWqetvOXzMe87O1p5eRY43a7kyO+TSBqNCMjg2HDhjFy5Eiys7Pp169fo/q1rFA0NQr3ZtbJdi306NGDjIwMAD799FN69uxJREQEAK6urixdupSFCxcC8OabbzJz5kytcoC9vT0TJ060vq/CQqKjowkMDESv1/PFF18AlhastWvXMnbsWADGjh3LlClT6NevHzExMbRr187CCtixY0eysrI4f/48I0aM0DL179q1y+raJSUl2rW7deumVW2IiIjg3LlzBAUF8d///tfinKysLIYPH47BYMBgMLB7t2Xu+MLCQsLCwrj77rsJDAzkq6++AqCoqIhBgwZhMBgICAjgs88+A2D69On4+fmh1+ttfsZ++umnPPjgg7Rt2xag2mTmcXFxDB16OSn8sGHDCA4Oxt/f30Jhdnd3JzY2lnvvvZc9e/awZs0araLD008/jamiJOOECRMICQnB39+fV155xeY1r4XNmzcTHh6Ot7c3Xl5ehIeHs2nTJqt+qamphIWFAdCvXz/t+dVEr169SExMxGi89nXpNztNwuImpMQOiVszV0zSdEPGzP39By5e/BUAz+YhuLq0w87uskXpd6P5Ot2bu3OLY5N4jNUipeTjjz9m2rRpWiLHRYsWMX78+CaVe06hUFwbJpOJpKQkLTv9kSNHCA4OtujToUMHCgsLyc/P5/Dhw0ydOvWq486bNw9PT08OHToEXK5VWhPp6ekkJiai0+m0WqbR0dHs3buXdu3a0bJlSx577DFeeOEF7r//fk6dOsWAAQNIS0uzGGfZsmWAuRzV0aNHiYiIID09nfXr1xMZGWnTujN58mT69OlDQkICJpOJwsJCi3ZnZ2cSEhLw8PAgOzub7t27M2TIEDZt2kTr1q355ptvAHM90ZycHBISEjh69ChCCAsFtOq9lpWV0bdvXwoKCnjuuecYPXq0Vb9du3bx0UcfafsrV67E29ub4uJiQkNDGTFiBD4+PhQVFREQEMDcuXNJS0vjjTfeYNeuXTg4ODBx4kTi4uIYPXo0CxYswNvbG5PJRFhYGAcPHkSv11tc86233tJqvVald+/eVvVKMzIyuOOOywaRNm3aaD8CqmIwGPjiiy947rnnSEhIoKCggAsXLuDj40NJSQkhISHY29szffp0hg0bBoCdnR0dO3bkwIEDVq/Jxk6T0DgqgxHsdXacyD+B5x8dT5q4WPRLxZ7A0cHLQmnLLTNSWlHw1rGJF4UH2Lt3L0899RQAgwcPZvny5dx+++0NLJVCoXC/t2HqMBYXFxMUFMSJEycIDg4mPDwcMP/Iq+7H3LX8yEtMTCQ+Pl7bv9J1ZouHH35Yc/FFRUUxd+5coqOjiY+P1+qVJiYmkpqaqp2Tn59PQUEBzZpd9tDs3LmTZ599FoCuXbty5513kp6eXqO7cevWrXzyySeAec2Vp6flt5CUkpdffpkdO3ZgZ2dHRkYGWVlZBAYGMm3aNF566SUiIyPp1asXRqMRZ2dnxo8fz6BBg4iMjLS6ntFoJCUlhaSkJIqLi+nRowfdu3enc+fOFv1ycnIs7m3JkiUkJCQAcPr0aY4dO4aPjw86nY4RI0YAkJSUREpKCqGhoYB5ristep9//jkrVqzAaDSSmZlJamqqleIWExNDTExMtc/qyudyJbZeJ4sWLWLSpEmsWrWK3r17c/vtt2vu8FOnTtG6dWuOHz9O//79CQwMpEOHDoDZEnn27FmluN2UlJeDqZxy7ztxNAnsLl7Czfv6y13l5f2k/X/bbcPR6S4XGD5UcFGrdgDQVNW2qh/A3bt3Z8qUKYSGhhIVFaWsbArFn5zKdUV5eXlERkaybNkyJk+ejL+/Pzt27LDoe/z4cdzd3WnWrBn+/v6kpKRgMBhqHL86BbDqsZKSEos2N7fLn/k9evTgl19+4fz586xbt45Zs2YBUF5ezp49e3BxqX7pSl3U746Li+P8+fOkpKTg4OBAu3btKCkpoXPnzqSkpLBhwwZmzJhBREQEsbGx7Nu3j6SkJOLj41m6dClbt261GK9NmzbccsstuLm54ebmRu/evTlw4ICV4mZvb095eTl2dnZs376dxMRE9uzZg6urK3379tWeobOzs6b0SikZM2YMr7/+usVYv/76K4sWLeKHH37Ay8uLsWPHWs0BXJvFrU2bNmzfvl3bP3PmDH379rU6t3Xr1nz55ZeA2e38xRdfaMpxZYL39u3b07dvX3766SdNcSspKalxrhsrTWKNW1mZiezsi2xafQjXVeYi8E46J65HrTIaCygqMkei2Ns3s1DaAAqMZkubm05Hexcn3JtA4twrOXz4MPfddx979uzRjr399ts8+uijSmlTKBQanp6eLFmyhEWLFlFWVsaoUaPYuXMniYmJgNlaM3nyZF588UXAbI157bXXSE9PB8yK1DvvvGM1bkREBEuXLtX2K12lLVu2JC0tTXOFVocQguHDhzNlyhR8fX3x8fGxOa4tt2fv3r01xSM9PZ1Tp07RpUuXGp9DWFiYFqRlMpmsojjz8vJo0aIFDg4ObNu2TQtwOHv2LK6urjz++ONMmzaNH3/8kcLCQvLy8njggQdYvHixTRmHDh3Kf//7X4xGIxcvXmTv3r1WRcwBunTpwvHjxzUZvLy8cHV15ejRo3z//ffV3svatWu1gIecnBxOnjxJfn4+bm5ueHp6kpWVxcaNG22eHxMTw/79+622K5U2MKeR2rJlC7m5ueTm5rJlyxYGDBhg1S87O5vyCi/X66+/zrhx4wDz6+LSpUtan127duHn56edl56ejr+/v005GzNNQusoB0rKyjmaXYQu7TwA9m3vQFeLIvNFRf8jJ2eXtuX+vg8AIRy49dbwas/TN3Ohp1ezJqXIlJaWMmfOHO6++26+//77G7L4VKFQNG26deuGwWAgPj4eFxcXvvrqK+bPn0+XLl0IDAwkNDSUSZMmAaDX61m8eDEjR47E19eXgIAAMjOtgyFmzZpFbm4uAQEBGAwGLUBg4cKFREZG0r9/f1q1qtlNHBUVxZo1azQ3KZhdhcnJyej1evz8/Pjwww+tzps4cSImk4nAwECioqJYtWoVTk5OVv2q8t5777Ft2zYCAwMJDg7myJEjFu2jRo0iOTmZkJAQ4uLitOCMQ4cOaUEACxYsYNasWRQUFBAZGYler6dPnz42U4/4+voycOBA9Ho999xzD+PHjycgIMCq36BBgzSL1sCBAzEajej1embPnk337t1t3oufnx/z588nIiICvV5PeHg4mZmZGAwGunXrhr+/P+PGjaNnz541PpPa4O3tzezZs7VgkdjYWLy9vQGIjY1l/fr1gDn1SZcuXejcuTNZWVnMnDkTgLS0NEJCQjAYDPTr108L6gBzwIiLi8tVXyeNEVEXZuH65o5b75BPDhvOz+mSJ9wvUD7gDu4fPwtn16tHlmac/cycTuQKmjXzx8NDb3V8d24h/ysuoUdzdzo2gYoHlezbt48nnniCw4cPA+booYULF15TGLlCoah70tLSbFpXFIoryczMZPTo0Xz77bcNLUq98+677+Lh4aEFzjQktt6zQogUKWXI9YzXNNa4VaXtNSoaFUqbl9d9VaxnOpycWt5YuW5SLl68SGxsLO+++y7l5eV07NiRjz/+uNqEjgqFQqFoHLRq1Yonn3xSywbwZ6J58+b87W9/a2gx6oQmobg56Oy4pbkzvv1vA9es6xqjMrHun42CggJWrlwJwIsvvsirr77aJBdzKhQKxZ+RRx55pKFFaBCio6MbWoQ6o0kobnY6O5zdHbnd34tLv2VDec253MrK8ikpOUNlMfprQV7HOTcbeXl5uLq64uDgQMuWLVm9ejWtWrUiJOS6rLYKhUKhUCjqiSYRnACAyQRHftZ2awoa+D3vB/LzD5Cff7Cib+30VymllnjX2a5xPrqvv/4aPz8/3n77be3Y4MGDldKmUCgUCkUjoHFqH7Yov2wJK2l/G6KGQuell8xhzq6u7XFv5oe3d+2iYzZm55FTVlnqqn5qud0ozp8/z2OPPcaQIUM4e/YsmzZt0sKrFQqFQqFQNA6ajuJWQVlLL4o7t6m23WS6nDDQ3b0rnh4GnJ1bX3Vck5RcqFDa2jg54tZIFDcpJZ9++im+vr78+9//xtXVlXfffZekpCTsGqnVUKFQKBSKPyt/um/u0tJs7X8Hh9oXx8otM7tI7RD082kc0Tn5+fkMHjyYUaNGceHCBcLCwjh06BDPP/+8liVboVAorhWdTkdQUBABAQEMHjzYop7mkSNH6N+/P507d6ZTp07MmzfPohrBxo0bCQkJwdfXl65du9oson6zMnLkSPR6vc3carZwd3evEzneeustgoKCtDnQ6XTk5ORY9ZNS0r9/f6uEwDcTq1evplOnTnTq1InVq1fb7HPy5EnCwsLQ6/X07duXM2fOALBt2zbtOQQFBeHs7My6desAePTRRzl27Fh93Ub9IqVs9Fv72+6UH02dIrdMmCS/WTVPfv7z5/KS8ZK8krKyQnnmzKfyzJlP5W9Z31i118SxomL5ScZ5+UnG+Ws6ryExmUyyd+/e0tPTU/7jH/+Q5eXlDS2SQqH4g6Smpja0CNLNzU37f/To0XL+/PlSSikvXrwo27dvLzdv3iyllLKoqEgOHDhQLl26VEop5aFDh2T79u1lWlqalFLKsrIyuWzZshsqW1lZ2Q0dr5LMzEzZtm3bazqn6nOqK9avXy/79etns+0///mPfP75569pPKPReCPEqhUXLlyQd911l7xw4YLMycmRd911l8zJybHq99BDD8lVq1ZJKaVMSkqSjz/+uM2xvLy8ZFFRkZRSyu3bt8vx48fX7Q3UElvvWSBZXqfO0ySiSsuMJrJ/v0TWL2cJvtP8C8fezvrWysuLtf89mllnma6O/fkXOVRork/a3qXmDNoNzbFjx3BycqJt27bY2dnxySef4ODgoNVzUygUTYfk5OQ6GfdagpV69OjBwYPmQK9PP/2Unj17EhERAYCrqytLly6lb9++PPPMM7z55pvMnDlTqxxgb2/PxIkTrcYsLCzk2WefJTk5GSEEr7zyCiNGjMDd3Z3CwkIA1q5dy3/+8x9WrVrF2LFj8fb25qeffiIoKIiEhAT2799P8+bNAejYsSO7du3Czs6Ov//975w6dQqAxYsXW1UAKCkpYcKECSQnJ2Nvb88777xDv379iIiI4Ny5cwQFBfH+++/Tq1cv7ZysrCz+/ve/a+Wlli9fzn333WdxP0OHDiU3N5eysjLmz5/P0KFDKSoq4pFHHuHMmTOYTCZmz55NVFQU06dPZ/369djb2xMREcGiRYuqff7//ve/GTlypM22uLg4nnrqKW1/2LBhnD59mpKSEp577jmtzd3dnSlTprB582befvttTpw4wZIlSygtLeXee+/lgw8+QKfTMWHCBH744QeKi4t56KGHmDNnTrVy1YbNmzcTHh6uVUsIDw9n06ZNVveTmpqqWTn79evHsGHDrMZau3Ytf/3rX3F1dQWgV69ejB07FqPRqBWkbyo0qbsxOpWCHXg5eWEnrL3AF4vN9eEcHLxxcWlb63HPXirV/m/lVH3QQ0NiNBp59913iY2NpVevXmzevBkhBHfe+efMT6dQKOoek8lEUlKSlp3+yJEjBAcHW/Tp0KEDhYWF5Ofnc/jwYaZOnXrVcefNm4enpyeHDh0CLtcqrYn09HQSExPR6XRaLdPo6Gj27t1Lu3btaNmyJY899hgvvPAC999/P6dOnWLAgAGkpaVZjLNs2TLAXI7q6NGjREREkJ6ezvr164mMjLRZO3Ty5Mn06dOHhIQETCaTplxW4uzsTEJCAh4eHmRnZ9O9e3eGDBnCpk2baN26Nd988w1gTtWUk5NDQkICR48eRQhh4Ya+kosXL7Jp0yaL+qtV2bVrFx999JG2v3LlSry9vSkuLiY0NJQRI0bg4+NDUVERAQEBzJ07l7S0NN544w127dqFg4MDEydOJC4ujtGjR7NgwQK8vb0xmUyEhYVx8OBB9HrLCkPXUmQ+IyODO+64Q9tv06YNGRkZVucaDAa++OILnnvuORISEigoKODChQtaDVqA+Ph4pkyZou3b2dnRsWNHDhw4YPWabOw0GcVNAuWOZWAn8HSqee2asKHU2eJsSSk7fy/kUkX05cBbPLnV0eGPinrDOXjwIE888YT26/u2226jpKREJdJVKJo4DZXGp7i4mKCgIE6cOEFwcDDh4ea6zlLKalMxXUtd58TEROLj47V9Ly+vq57z8MMPa2t3o6KimDt3LtHR0cTHx2v1ShMTE0lNTdXOyc/Pp6CggGbNLpdH3LlzJ88++ywAXbt25c477yQ9Pb3GygNbt27lk08+Aczr/zw9Lb+DpJS8/PLL7NixAzs7OzIyMsjKyiIwMJBp06bx0ksvERkZSa9evTAajTg7OzN+/HgGDRpEZGRktdf9+uuv6dmzp2axupKcnByLe1uyZAkJCQkAnD59mmPHjuHj44NOp2PEiBEAJCUlkZKSQmhoKGCe6xYtWgDw+eefs2LFCoxGI5mZmaSmplopbjExMcTExFQr85XP5UpsvU4WLVrEpEmTWLVqFb179+b222+3sKJlZmZy6NAhqwL1LVq04OzZs01OcWsSwQlCgJ0dOEkBOjuCbg2qsX9trW2Zl8o0pc3Fzg6PmyyS9NKlS8TGxhIcHExycjJ33HEHGzZs4JNPPlFKm0KhqDNcXFzYv38/J0+epLS0VLNS+fv7W7lvjx8/jru7O82aNcPf35+UlJSrjl+dAlj1WElJiUWbm5ub9n+PHj345ZdfOH/+POvWrePBBx8EoLy8nD179rB//372799PRkaGhWJTee0bTVxcHOfPnyclJYX9+/fTsmVLSkpK6Ny5MykpKQQGBjJjxgzmzp2Lvb09+/btY8SIEaxbt46BAwdWO258fHy1blIwu6Ir0z5t376dxMRE9uzZw4EDB+jWrZv2DJ2dnTWlV0rJmDFjtGf0888/8+qrr/Lrr7+yaNEikpKSOHjwIIMGDbKaA7AMnKi6TZ482apvmzZtOH36tLZ/5swZm8t6WrduzZdffslPP/3EggULACyU488//5zhw4fj4GBpWGmqBowmobjp7O1wv9WeoNvcoZWbzfVttWXbhXw+/y2Hz3/L4eci84syqJkrD7b0wukmSp9hNBrp3r078+bNw2g08swzz3DkyBH++te/NrRoCoXiT4KnpydLlixh0aJFlJWVMWrUKHbu3EliYiJgttZMnjyZF198ETBbY1577TXS09MBsyL1zjvvWI0bERFh4f6rdJW2bNmStLQ0zRVaHUIIhg8fzpQpU/D19dVcaleOa8vt2bt3b83Vl56ezqlTp+jSpUuNzyEsLIzly5cDZvfxlVGceXl5tGjRAgcHB7Zt28bJk+ZlO2fPnsXV1ZXHH3+cadOm8eOPP1JYWEheXh4PPPAAixcvtilj5ZjfffcdQ4cOrVauLl26aOvu8vLy8PLywtXVlaNHj/L9999Xey9r167l3DlzvtOcnBxOnjxJfn4+bm5ueHp6kpWVxcaNG22eHxMToyl9Vbcr3aQAAwYMYMuWLeTm5pKbm8uWLVusrGYA2dnZmgL6+uuvM27cOIv26tb5paen4+/vX+3zaazcPJrIH0WAuKs57Tza2fylZjIVU1SYXuMQJaZyzlwq5VJ5OZfKyzEhsUNwq6MDdtdg5q8P7O3tGTp0KJ07d2bHjh0sXbrU6pejQqFQ1DXdunXDYDAQHx+Pi4sLX331FfPnz6dLly4EBgYSGhrKpEmTANDr9SxevJiRI0fi6+tLQEAAmZmZVmPOmjWL3NxcAgICMBgMbNu2DYCFCxcSGRlJ//79adWqVY1yRUVFsWbNGs1NCmZXYXJyMnq9Hj8/Pz788EOr8yZOnIjJZCIwMJCoqChWrVqFk1PNQWnvvfce27ZtIzAwkODgYI4cOWLRPmrUKJKTkwkJCSEuLk4Lzjh06BD33HMPQUFBLFiwgFmzZlFQUEBkZCR6vZ4+ffpUm3okISGBiIgIC0vjlQwaNIjt27cDMHDgQIxGI3q9ntmzZ9O9e3eb5/j5+TF//nwiIiLQ6/WEh4eTmZmJwWCgW7du+Pv7M27cOKugjuvB29ub2bNnExoaSmhoKLGxsZrbNzY2lvXr1wNma2GXLl3o3LkzWVlZzJw5UxvjxIkTnD59mj59+liMnZWVhYuLy1VfJ40RURdm4fqmQ6u28vknR9DeqZCAewdz51+GWPW5ePFXcnPNvzBuvTUcR8dbtLZzl8rYk1dIWbmkuLwcByEY1sK8pkInBA52N4fSlpSURElJCYMGDQKgtLQUk8nUJE3BCoXCNmlpafj6+ja0GIpGQGZmJqNHj+bbb79taFHqnXfffRcPDw8tcKYhsfWeFUKkSCmva5Fqk7G46YqNgARpu4xTXt6PADRrFmChtAGcKSkl32iiuMIU6+Ngj7PODmed3U2htP3+++888cQT/OUvfyE6OpoLFy4A4OjoqJQ2hUKhUNikVatWPPnkkzd1At66onnz5owZM6ahxagTmkxUqZ2jDhzdoCKHy5VIaa584OTUQjtWYirnu9wCcitKWfm7u9DF1RlX3c2jz65bt46JEyeSmZmJo6Mjzz//fI3RTQqFQqFQVPLII480tAgNQnR0dEOLUGc0DcWtirfX7lbzItSysjx+//0HpDQrZZWKW1VrW8alUs6Vlmn7tzo63DQ1SLOysnj22Wf5f//v/wFw33338fHHHysXiUKhUCgUf2KahOJWXi4pvlDMuaMXoCLApqTkDKWl5y366XRuVHqHTxVfYvfv5iSJfm4u+Lq73DSWNiklQ4cOZe/evbi5ufH666/zzDPPqKLwCoVCoVD8yWkSipsJSZnJyIXfS8xJ3arg6toed/fOAOh07lrE6S8XL2l92ro43jRKG5hD2d944w1ef/11PvzwQ9q1a9fQIikUCoVCobgJaBKKG4AUIMrL0d1iGXig07ng4GCOEJVSsiu3gAJjOb8bzS7UezzdG7waQnl5OR9++CG//vorb731FgB9+vSxCm9WKBQKhULx5+bmMTPdILzdPPj992SKi89YteUZTRwvvsT5sjLKKtKgtHRsWN31559/pk+fPjzzzDMsWrRIq82nUCgUNys6nY6goCACAgIYPHiwRT3NI0eO0L9/fzp37kynTp2YN2+eRTWCjRs3EhISgq+vL127dmXatGkNcAfXx8iRI9Hr9dXmVrsSd3f3OpEjLy+PwYMHYzAY8Pf355///KfNflJK+vfvf1NHla5evZpOnTrRqVMnVq9ebbPPqlWruPXWW7UqDB9//LHWNnDgQJo3b25VGuzRRx/l2LFjdSp7Q9EkFDc7O4Gzg+D2wBZcKj5OUdExyspyKtrMiROPFhWzp2JNm7tOx8BbPBnewovmDg2juBmNRhYuXIjBYGDnzp20bNmStWvXEhgY2CDyKBQKRW2pLHl1+PBhvL29tZJXxcXFDBkyhOnTp5Oens6BAwfYvXs3H3zwAQCHDx9m0qRJrFmzhrS0NA4fPkz79u1vqGzGCm/Kjea3335j9+7dHDx4kBdeeKFOrlFbli1bhp+fHwcOHGD79u1MnTqV0tJSq34bNmzAYDBcUyYCk8l0I0WtkZycHObMmcPevXvZt28fc+bM0apkXElUVJRWhWH8+PHa8ZiYGP71r39Z9Z8wYQJvvvlmncnekDQJxU0IcHFx4NZOThQW/gyAi2s7vL174uraAYAD+cVkV6T98LDXcaujA+4NFEG6f/9+7r33XmbMmMGlS5cYO3YsqampWpFfhUKhqA0ZGf+uk+1a6NGjBxkZGQB8+umn9OzZk4iICABcXV1ZunQpCxcuBODNN99k5syZWuUAe3t7Jk6caDVmYWEh0dHRBAYGotfr+eKLLwBLC9batWsZO3YsAGPHjmXKlCn069ePmJgY2rVrZ2EF7NixI1lZWZw/f54RI0Zomfp37dplde2SkhLt2t26ddOqNkRERHDu3DmCgoL473//a3FOVlYWw4cPx2AwYDAY2L17t9X9hIWFcffddxMYGMhXX30FQFFREYMGDcJgMBAQEMBnn30GwPTp0/Hz80Ov19u0SAohKCgoQEpJYWEh3t7eFkXXK4mLi7MoiTVs2DCCg4Px9/dnxYoV2nF3d3diY2O599572bNnD2vWrNEqOjz99NOaMjdhwgRCQkLw9/fnlVdesbretbJ582bCw8Px9vbGy8uL8PBwNm3adE1jhIWF2awa1KtXLxITE+tMkW9ImswaN4SEZue0XWen27Ri8tmlRkorEvP29fagVQOvaVu8eDE//vgjd955JytWrNA+5BQKhaIxYTKZSEpK0rLTHzlyhODgYIs+HTp0oLCwkPz8fA4fPszUqVOvOu68efPw9PTUlo5UZ4WpSnp6OomJieh0Oq2WaXR0NHv37qVdu3a0bNmSxx57jBdeeIH777+fU6dOMWDAANLS0izGqbQeHjp0iKNHjxIREUF6ejrr168nMjLSZu3QyZMn06dPHxISEjCZTBQWFlq0Ozs7k5CQgIeHB9nZ2XTv3p0hQ4awadMmWrduzTfffAOYXaA5OTkkJCRw9OhRhBAWCmglkyZNYsiQIbRu3ZqCggI+++wzm1kHdu3axUcffaTtr1y5Em9vb4qLiwkNDWXEiBH4+PhQVFREQEAAc+fOJS0tjTfeeINdu3bh4ODAxIkTiYuLY/To0SxYsABvb29MJhNhYWEcPHgQvV5vcc233npLq/Vald69e1vVK83IyOCOO+7Q9tu0aaP9CLiSL774gh07dtC5c2feffddi/NsYWdnR8eOHTlw4IDVa7Kx02QUNwf3Isqau2Cnc8GjWQDOzpcn9eeiYu3/250apu5oSUkJzs7OALz99tvcdtttzJo1q87WQCgUiqbP7bdbF9auD4qLiwkKCuLEiRMEBwcTHh4OmNdU2aoVDVR73BaJiYnEx8dr+15eXlc95+GHH0anM3tRoqKimDt3LtHR0cTHx2v1ShMTE0lNTdXOyc/Pp6CgwMJis3PnTp599lkAunbtyp133kl6enqN7satW7fyySefAOb1f56enhbtUkpefvllduzYgZ2dHRkZGWRlZREYGMi0adN46aWXiIyMpFevXhiNRpydnRk/fjyDBg2yWrsFZktVUFAQW7du5X//+x/h4eH06tXLSsacnByLe1uyZAkJCQkAnD59mmPHjuHj44NOp9M8PklJSaSkpBAaGgqY57pFC3Pi+s8//5wVK1ZgNBrJzMwkNTXVSnGLiYkhJiam2md15XO5Eluvk8GDBzNy5EicnJz48MMPGTNmDFu3br3q+C1atODs2bNNTnFrEq5SADfv3/F0bIaj4y24uXXEzu6yTvprsdn3b2jmWu9KW2FhIZMnT+aee+7R1iD4+PiwcOFCpbQpFIpGSeUat5MnT1JaWqpZqfz9/UlOTrboe/z4cdzd3WnWrBn+/v6kpKRcdfzqFMCqx0pKSizaqhZb79GjB7/88gvnz59n3bp1PPjgg4A5gn/Pnj3aWqmMjAwrN1td1O+Oi4vj/PnzpKSksH//flq2bElJSQmdO3cmJSWFwMBAZsyYwdy5c7G3t2ffvn2MGDGCdevWMXDgQKvx/vnPf/Lggw8ihKBjx47cddddHD161Kqfvb095RWlHLdv305iYiJ79uzhwIEDdOvWTXuGzs7OmtIrpWTMmDHaM/r555959dVX+fXXX1m0aBFJSUkcPHiQQYMGWc0BmC1ulUEEVbfJkydb9W3Tpg2nT5/W9s+cOUPr1q2t+vn4+ODkZF6v/uSTT9bqNQTm10hTLAvZRBS3y280j2Z6G63m9lvqORBhy5YtBAQE8P7775Oammq1LkKhUCgaM56enixZsoRFixZRVlbGqFGj2LlzJ4mJiYDZWjN58mRefPFFwGyNee2110hPTwfMitQ777xjNW5ERARLly7V9itdpS1btiQtLU1zhVaHEILhw4czZcoUfH198fHxsTmuLbdn7969NVdfeno6p06dokuXLjU+h7CwMJYvXw6Y3cdXRnHm5eXRokULHBwc2LZtGydPngTg7NmzuLq68vjjjzNt2jR+/PFHCgsLycvL44EHHmDx4sU2ZWzbti1JSUmAeX3dzz//bDPIo0uXLhw/flyTwcvLC1dXV44ePcr3339f7b2sXbuWc+fMS49ycnI4efIk+fn5uLm54enpSVZWFhs3brR5fkxMjKb0Vd2udJMCDBgwgC1btpCbm0tubi5btmxhwIABVv0yMzO1/9evX1/rCkLp6en4+/vXqm9jokkoblICJgkFRhwcLE3F6UWXfxG0cqqftW05OTlER0czYMAATp48Sbdu3UhOTiYsLKxerq9QKBT1Rbdu3TAYDMTHx+Pi4sJXX33F/Pnz6dKlC4GBgYSGhjJp0iQA9Ho9ixcvZuTIkfj6+hIQEGDxpVzJrFmzyM3NJSAgAIPBoAUILFy4kMjISPr370+rVq1qlCsqKoo1a9ZoblIwuwqTk5PR6/X4+fnx4YcfWp03ceJETCYTgYGBREVFsWrVKs3aUx3vvfce27ZtIzAwkODgYI4cOWLRPmrUKJKTkwkJCSEuLk4Lzjh06JAWBLBgwQJmzZpFQUEBkZGR6PV6+vTpYzP1yOzZs9m9ezeBgYGEhYXxxhtvcMsVOUwBBg0axPbt2wFz2gyj0Yher2f27Nl0797d5r34+fkxf/58IiIi0Ov1hIeHk5mZicFgoFu3bvj7+zNu3Dh69uxZ4zOpDd7e3syePVsLFomNjcXb2xuA2NhY1q9fD5jnzd/fH4PBwJIlS1i1apU2Rq9evXj44YdJSkqiTZs2bN68GTArtC4uLld9nTRGRF2YheubO1veLl95PgD735wY/d567bixXPLv3y4A4GRnxyO3ede5LF9//TVPPvkkWVlZODk5MWfOHKZOnWoz4kehUCiulbS0NFWzWFErMjMzGT16NN9++21Di1LvvPvuu3h4eGiBMw2JrfesECJFShlyPeM1CW1C2JWDBNffLdN7VKb/ABjgU/s8Nn+ECxcukJWVxf3338/HH398VRO7QqFQKBR1QatWrXjyySfJz8+/plxuTYHmzZvzt7/9raHFqBOahOKGMC++dLnNMvLoYMFF7X/POlrfJqUkNTVV86OPGTMGT09Phg4dqorCKxQKhaJBeeSRRxpahAYhOjq6oUWoM5qEZmGnq0is69ZWO5ZeVEJWaRlgrkdaF5w4cYKBAwcSEhKildaoXBSrlDaFQqFQKBQ3miahXQghcHF3wHfY/QAUGk3szbucAPHWG1yPtLy8nPfff5+AgAC2bNmCq6urFrmjUCgUCoVCUVc0DVcp4HDRB0+3lgD8VmFpA+jt1QzvG+gmTUtLY/z48VpJk0ceeYQlS5bQsmXLG3YNhUKhUCgUCls0GcWtKgfyzWvbPOx13OlScxj3tfDpp58SHR1NaWkpt912G8uXL2fYsGE3bHyFQqFQKBSKmmgSrtIrqayOcLeH21V6XhvBwcHY2dnxxBNPkJqaqpQ2hULxp0Sn0xEUFERAQACDBw+2qKd55MgR+vfvT+fOnenUqRPz5s2zqEawceNGQkJC8PX1pWvXrjaLqN+sjBw5Er1ebzO3mi3qqjpObm4uw4cPR6/Xc88993D48GGb/aSU9O/f3yoh8M3E6tWr6dSpE506dWL16tXV9vv888/x8/PD39+fxx57TDv+4osv4u/vj6+vL5MnT9Zea48++qi29rzJIaVs9Fv7O3zkZ6+PlqXHU6WUUn75W478JOO8zC8zyj/CxYsX5ccffyzLy8u1Y6dOnfpDYyoUCsUfITU1taFFkG5ubtr/o0ePlvPnz5dSmj8z27dvLzdv3iyllLKoqEgOHDhQLl26VEop5aFDh2T79u1lWlqalFLKsrIyuWzZshsqW1lZ2Q0dr5LMzEzZtm3bazqn6nO6kUybNk2++uqrUkop09LSZP/+/W32+89//iOff/75axrbaPxj35vXwoULF+Rdd90lL1y4IHNycuRdd90lc3JyrPqlp6fLoKAgrS0rK0tKKeWuXbvkfffdJ41GozQajbJ79+5y27ZtUkopt2/fLsePH19v91ITtt6zQLK8Tp2nyVjcXKQJXH1u2Hj//e9/CQoKYvz48axZs0Y7fscdd9RwlkKhUNQf/zqbXSfbtdCjRw8yMjIA83KSnj17EhERAYCrqytLly5l4cKFALz55pvMnDlTqxxgb2/PxIkTrcYsLCwkOjqawMBA9Ho9X3zxBWBpwVq7di1jx44FYOzYsUyZMoV+/foRExNDu3btLKyAHTt2JCsri/PnzzNixAgtU/+uXbusrl1SUqJdu1u3blrVhoiICM6dO0dQUJBV+cKsrCyGDx+OwWDAYDBoa6Cr3k9YWBh33303gYGBfPXVVwAUFRUxaNAgDAYDAQEBfPbZZwBMnz4dPz8/9Hq9TYtkamqqVomna9eunDhxgqysLKt+cXFxDB06VNsfNmwYwcHB+Pv7s2LFCu24u7s7sbGx3HvvvezZs4c1a9ZoFR2efvppTCYTABMmTCAkJAR/f39eeeUVq+tdK5s3byY8PBxvb2+8vLwIDw9n06ZNVv3+7//+j2eeeQYvL3PKr8qi90IISkpKKC0t5dKlS5SVlWnrzXv16kViYiJGo9FqvMZO01jjJiVkl8B3p+CRFn9oqIKCAqZPn84HH3wAgK+vL506dboRUioUCkWTwmQykZSUpGWnP3LkCMHBwRZ9OnToQGFhIfn5+Rw+fJipU6deddx58+bh6enJoUOHgMu1SmsiPT2dxMREdDqdVss0OjqavXv30q5dO1q2bMljjz3GCy+8wP3338+pU6cYMGAAaWlpFuMsW7YMMJejOnr0KBEREaSnp7N+/XoiIyNt1g6dPHkyffr0ISEhAZPJRGFhoUW7s7MzCQkJeHh4kJ2dTffu3RkyZAibNm2idevWfPPNN4C5nmhOTg4JCQkcPXoUIYSFAlqJwWDgyy+/5P7772ffvn2cPHmSM2fOWAXJ7dq1i48++kjbX7lyJd7e3hQXFxMaGsqIESPw8fGhqKiIgIAA5s6dS1paGm+88Qa7du3CwcGBiRMnEhcXx+jRo1mwYAHe3t6YTCbCwsI4ePAger1lffC33npLq/Vald69e1vVK83IyLAwhrRp00b7EVCVytq2PXv2xGQy8eqrrzJw4EB69OhBv379aNWqFVJKJk2apFUosLOzo2PHjhw4cMDqNdnYaRqKG+BUVIp9sSMAhRW/Dq6VjRs38vTTT3P69Gns7e2ZMWMGM2fOvGqdOoVCoWgI/tbauj5lfVBcXExQUBAnTpwgODiY8PBwwLz0RlSsMb6S6o7bIjExkfj4eG2/0tJSEw8//DA6nbl6TlRUFHPnziU6Opr4+HitXmliYiKpqanaOfn5+RQUFNCsWTPt2M6dO3n22WcBszXrzjvvJD09vcbKA1u3buWTTz4BzOv/PD09LdqllLz88svs2LEDOzs7MjIyyMrKIjAwkGnTpvHSSy8RGRlJr169MBqNODs7M378eAYNGkRkZKTV9aZPn85zzz1HUFCQZhm0VVYxJyfH4t6WLFlCQkICAKdPn+bYsWP4+Pig0+kYMWIEAElJSaSkpBAaGgqY57rSwvX555+zYsUKjEYjmZmZpKamWiluMTExxMTEVPusrnwuV2LrdWI0Gjl27Bjbt2/nzJkz9OrVi8OHD5OdnU1aWhpnzpwBIDw8nB07dtC7d2/AbJk7e/asUtxuVqQQCAd78qqUudJdwwfF2rVrefjhhwFzEMLKlSutXpAKhUKhABcXF/bv309eXh6RkZEsW7aMyZMn4+/vz44dOyz6Hj9+HHd3d5o1a4a/vz8pKSkYDIYax69OAax6rKSkxKLNze1yMFqPHj345ZdfOH/+POvWrWPWrFmAOQfnnj17cHFxqfHaN5q4uDjOnz9PSkoKDg4OtGvXjpKSEjp37kxKSgobNmxgxowZREREEBsby759+0hKSiI+Pp6lS5eydetWi/E8PDz45z//qcl71113cdddd1ld197envLycuzs7Ni+fTuJiYns2bMHV1dX+vbtqz1DZ2dnTemVUjJmzBhef/11i7F+/fVXFi1axA8//ICXlxdjx461mgO4NotbmzZt2L59u7Z/5swZ+vbta3VumzZt6N69Ow4ODtx111106dJFU+S6d++uudD/+te/8v3332uKW0lJSY1z3VhpMmvcyvLdOO4Ix4tLtWOuutrf3uDBgwkODuatt97i+++/V0qbQqFQXAVPT0+WLFnCokWLKCsrY9SoUezcuZPExETAbK2ZPHkyL774ImC2xrz22mua66u8vJx33nnHatyIiAiWLl2q7Ve6Slu2bElaWprmCq2Oygo2U6ZMwdfXFx8fH5vj2nJ79u7dW1M80tPTOXXq1FVrToeFhbF8+XLA7D6+MoozLy+PFi1a4ODgwLZt2zh58iQAZ8+exdXVlccff5xp06bx448/UlhYSF5eHg888ACLFy+2KePvv/9Oaan5u+7jjz+md+/eNi2CXbp00ZLD5+Xl4eXlhaurK0ePHuX777+v9l7Wrl3LuXPnALPV7uTJk+Tn5+Pm5oanpydZWVls3LjR5vkxMTHs37/fartSaQMYMGAAW7ZsITc3l9zcXLZs2cKAAQOs+g0bNkxba5idnU16ejrt27enbdu2fPfddxiNRsrKyvjuu+8sirmnp6dr5SibEk1GcftfQHt2BTTncKE5h1tLR4ca+589e5Zx48aRk5MDgJOTE3v37mXatGk2Tc4KhUKhsKZbt24YDAbi4+NxcXHhq6++Yv78+XTp0oXAwEBCQ0OZNGkSAHq9nsWLFzNy5Eh8fX0JCAggMzPTasxZs2aRm5tLQEAABoNB+9JeuHAhkZGR9O/fn1atWtUoV1RUFGvWrNHcpGB2FSYnJ6PX6/Hz8+PDDz+0Om/ixImYTCYCAwOJiopi1apVV10u895777Ft2zYCAwMJDg7myJEjFu2jRo0iOTmZkJAQ4uLitOCMQ4cOaUEACxYsYNasWRQUFBAZGYler6dPnz42U4+kpaXh7+9P165d2bhxI++9955NuQYNGqRZtAYOHIjRaESv1zN79my6d+9u8xw/Pz/mz59PREQEer2e8PBwMjMzMRgMdOvWDX9/f8aNG0fPnj1rfCa1wdvbm9mzZ2vBIrGxsXh7ewMQGxvL+vXrAbOC5+Pjg5+fH/369eOtt97Cx8eHhx56iA4dOhAYGKgFhgwePBgwB4y4uLhc9XXSGBF1YRaubzrc4SMnvTiFW0Y8TUtHB9x1Ojq6OtHCyVp5k1KycuVKpk6dSl5eHk8//bTNN69CoVDcjKSlpVlYFRSK6sjMzGT06NF8++23DS1KvfPuu+/i4eGhBc40JLbes0KIFCllyPWM13RMS67mX0Rd3ZxpW021hOPHj/PUU0+RlJQEmH+NzJw5s95EVCgUCoWivmjVqhVPPvkk+fn5NQZXNEWaN2/O3/72t4YWo05oEq5SiSDbsfoqCSaTicWLFxMYGEhSUhI+Pj7ExcXx9ddfq7xsCoVCoWiyPPLII386pQ0gOjq6yS57ahJ3dUnnAJijjexsRCL98MMPvPDCC4C5ZMl7773HrbfeWp8iKhQKxQ2jprQbCoXi5qEulqM1CcXNKMxhzM10Om6rCEqoDIEG6N69OzNnzuTee+/VFi4qFApFY8TZ2ZkLFy7g4+OjlDeF4iZGSsmFCxdwdna+oeM2CcUNgFIjPRwcsbcTJCcnM378eN5//3169eoFwPz58xtYQIVCofjjtGnThjNnznD+/PmGFkWhUFwFZ2dn2rRpc0PHbDqKW0YBbgcyeXHjCt5++23Ky8t5/fXXNcVNoVAomgKVSUgVCsWfk3oPThBCDBRC/CyE+EUIMd1GuxBCLKloPyiEuLs24xYf/IluoyN46623AJg6dSpr1669wdIrFAqFQqFQNBz1msdNCKED0oFw4AzwAzBSSplapc8DwLPAA8C9wHtSyntrGtfVw10WFxQBEBAQwD/+8Q/uueeeurkJhUKhUCgUij/AH8njVt8Wt3uAX6SUx6WUpUA8MPSKPkOBT6SZ74HmQogaUx+XFBWjs9Px6qQXSUlJUUqbQqFQKBSKJkl9r3G7HThdZf8MZqva1frcDljURRFCPAU8VbF7yQSHX136Jq8uffPGSqyoD24BshtaCMV1oeaucaPmr3Gj5q/xUnMB3Bqob8XNVuz6lb7a2vRBSrkCWAEghEi+XpOjouFR89d4UXPXuFHz17hR89d4EUIkX++59e0qPQNULVXQBjh7HX0UCoVCoVAo/nTUt+L2A9BJCHGXEMIReBRYf0Wf9cDoiujS7kCelDLzyoEUCoVCoVAo/mzUq6tUSmkUQkwCNgM6YKWU8ogQ4u8V7R8CGzBHlP4CXASiazH0ijoSWVE/qPlrvKi5a9yo+WvcqPlrvFz33NVrOhCFQqFQKBQKxfVT7wl4FQqFQqFQKBTXh1LcFAqFQqFQKBoJjUpxq6tyWYq6pxZzN6pizg4KIXYLIQwNIafCNlebvyr9QoUQJiHEQ/Upn6JmajN/Qoi+Qoj9QogjQojv6ltGhW1q8dnpKYT4WghxoGLuarMuXFEPCCFWCiHOCSEOV9N+XTpLo1HcKsplLQP+CvgBI4UQfld0+yvQqWJ7Clher0IqbFLLufsV6COl1APzUItubxpqOX+V/d7AHHykuEmozfwJIZoDHwBDpJT+wMP1LafCmlq+954BUqWUBqAv8HZF1gZFw7MKGFhD+3XpLI1GcaOOymUp6oWrzp2UcreUMrdi93vM+fsUNwe1ee+BucbwF8C5+hROcVVqM3+PAV9KKU8BSCnVHN4c1GbuJNBMCCEAdyAHMNavmApbSCl3YJ6P6rgunaUxKW7VlcK61j6K+uda5+UJYGOdSqS4Fq46f0KI24HhwIf1KJeidtTm/dcZ8BJCbBdCpAghRtebdIqaqM3cLQV8MSeqPwQ8J6Usrx/xFH+Q69JZ6rvk1R/hhpXLUtQ7tZ4XIUQ/zIrb/XUqkeJaqM38LQZeklKazD/8FTcRtZk/eyAYCANcgD1CiO+llOl1LZyiRmozdwOA/UB/oAPwrRDiv1LK/DqWTfHHuS6dpTEpbqpcVuOlVvMihNADHwN/lVJeqCfZFFenNvMXAsRXKG23AA8IIYxSynX1IqGiJmr72ZktpSwCioQQOwADoBS3hqU2cxcNLJTmpKy/CCF+BboC++pHRMUf4Lp0lsbkKlXlshovV507IURb4Evgb+pX/k3HVedPSnmXlLKdlLIdsBaYqJS2m4bafHZ+BfQSQtgLIVyBe4G0epZTYU1t5u4UZkspQoiWQBfgeL1KqbherktnaTQWtzosl6WoY2o5d7GAD/BBhdXGKKUMaSiZFZep5fwpblJqM39SyjQhxCbgIFAOfCyltJnCQFF/1PK9Nw9YJYQ4hNn19pKUMrvBhFZoCCH+jTnS9xYhxBngFcAB/pjOokpeKRQKhUKhUDQSGpOrVKFQKBQKheJPjVLcFAqFQqFQKBoJSnFTKBQKhUKhaCQoxU2hUCgUCoWikaAUN4VCoVAoFIpGglLcFAoFAEKIV4UQ0saWWMvz21X0j6wHWU9Uka9UCHFUCDH7RhbXFkKMrRjfvWK/RcUzandFv74V/QJu1LWvIlfVuSkWQqQJIV4SQlxzeichxItCiL43XkqFQlFXNJo8bgqFol7IAwbaOHYz8inwPuAE9MOcI8kTmHaDxv8G6IE5vxJAi4prbAdOVOn3Y0W//92g69aGtzEnOnYBIoGFmPNDzb/GcV7EXOty+40UTqFQ1B1KcVMoFFUxSim/b2ghaklmFVm/E0K0Af4uhIiRNyBBpZTyPHC+Fv3ygfp+Zieq3Ps2IYQ/MJprV9wUCkUjQ7lKFQrFVRFCtBJCrBRCHK9wz6ULIeZfzTUphBgihEgRQhQJIXKFEHuFEH2qtNsJIaYLIX4RQlyqGHfMdYqZArhhrpWKEKJ/xfVKhBBZQogPKt2eFe0OQohFQohTFdc+K4RIqLynqq7SCvfooYpTt1W6Kiv6WbhKhRDfCSE+t/EsKq8lKvadhRBvCiFOV1z/gBDigeu89wNY1jxECLFQCHFICFEohDgjhIgTQtxWpf0E5molr1RxvfataLuR86JQKG4gyuKmUCgssLFWyoRZGcoBpgC5QGfgVeBW4OlqxumA2Z33HhADOAPBgHeVbu8DY4C5mF2O4cBKIcQFKeV/rlH0dkApkCOE8AM2Ad8CIzArNQuB9lx2Bc8ARgHTgV+B2zCXn9HZGDuzom8c8EyFrNURD7wthHCrKNpOhbL2MPB5FWvgWuAezO7X/wGPAOuFECFSyv3XeO9tK+6hKi2A1zAXrb4VmApsFUIESilNwHBgW4UcH1eck1rx90bOi0KhuJFIKdWmNrWpDcyKmLSx/cVGX3vgMaAEcKw41q6if2TF/kPAhRqu1xFzXcwxVxz/BPjhKrKewLzOyx5wxbzOKw9YW9EeDxwDdFXOeaRCvh4V+/8B3q7hGmMr+rtX7AdU7Pe9ol/fiuMBFfu3Akbg0Sp9elT0CanYD6vY73PFWDuA/3eVe5fA5Ip7bwaMBC5VvZ6Nc3TA7RXn9q5yPBt49UbNi9rUpra635SrVKFQVCUPCL1i2yvMPC+ESBVCFANlmK1PTpitPbY4BHgKIVYLISKEEG5XtIdhVhAShBD2lRuQBAQJIWxZvqoypUKOIuBrzErPMxVt9wAJ0mxZquQLzArV/RX7+4GxFZGV+koX5h9FmtfGbQWiqhyOAv4npUyu2P8L8Buwy8a9h9TiMu9hvvd8zEEay6SU8VU7CCH+KoTYLYTIw3zfZyqaOl9l7D86LwqFog5RrlKFQlEVYxXlQkMI8QKwCLO78TvM7tJQYBlmF6gVUsqfhRBDMbsiNwBlQogE4LkK5eYWzJag6qJWW3FZ2bDFGswKzCXMi/ULrjg36wp5TEKIC1x21c7HrKBMBN4AMoQQb0kp36vhmrUlHvhACOEBFGJ2k66q0n4LZtdsmY1zTTaOXclbwOeYo2ifB14QQiRKKTcACCFCgfVAAuY5O4fZ2vY91czXFbL9kXlRKBR1iFLcFApFbXgYswtvZuWBinVkNSKl/Ab4RgjhCQwCFmNeP/Uo5jVzRqAnZgXqSs5dZfgsW0pmBZmY13hpVFiKfCqui5SyBIgFYoUQnYC/A4uFED9LKTdd7d6uQgKwHBgKnARaA59Vac8BMoBh1zn+qcp7F0LswGzdfEsIsVFKKTGvXzsPRFXsI4S4s5Zj/9F5USgUdYhS3BQKRW1wwWzZqsqo2p4spcwDPq2IKO1RcXgrZsuOp5Ty2xsi5WX2AsOFEC9XcZc+iPkzb6cN+Y4JIaZhdrVWBjZcSWnF36tZrJBS5gohtmB2kZ4E0qSUB6t0ScIcLFAopTxay3uq7lplQojZmC1wgzFb2lyAskqlrQJb81WK9f3U5bwoFIo/iFLcFApFbfgWmCyE2Is5AnIU5kXs1SKEeBqzkrYJc2RjJ8yWu09Ac6V+CMQLId4EkjErEf5AZynl+D8g73zgJ2CdEGI50AazO3SzlHJPhXwJmFOI/AQUYw6msMe8Vs4Wpyr6jalYN1ZWg8UPzBa2lZhdjkuvaPsW2Ax8K4R4AzgCeABBgLOUcsY13a15/d5RzNG76yvGf14IsRjz+r/7gMdtnHcUGCSE2ITZpftzHc+LQqH4gyjFTaFQ1Ia5mKMlKxO8fok5svHrGs45CAwB3sG8riwT+D/M7slKngHSgScrrpGPOSXFP/6IsFLKI0KIv2JOh/Flxbj/xlwpoJLdmC1iMZhzWqYCI6pTxqSUJUKIJzGn7/gOc6WCmgIavsLscrwF85q3qmNJIcSDwMuY16i1xeyi3I/ZlXxNSCnLhRCvA6uFED2klBuEEC8Bz2J+tnswR96mX3FqDOZ1it9gjs7th7mKQp3Mi0Kh+OMIS0u6QqFQKBQKheJmRaUDUSgUCoVCoWgkKMVNoVAoFAqFopGgFDeFQqFQKBSKRoJS3BQKhUKhUCgaCUpxUygUCoVCoWgkKMVNoVAoFAqFopGgFDeFQqFQKBSKRoJS3BQKhUKhUCgaCf8fxOfv63BdltYAAAAASUVORK5CYII=", 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", 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7z+cLNNRihNLLGiqRUFOLjLa/mJrRKBF7MzgciLz8ATl3NCwIh+w4XW4cnoxuRprogVoYIMucJgVZETuagDyHs+cd2mZl0hhtwTSj6OEgpm7HdOYMyBz7E9OEaMhG8p+2AT63lJiGD01oZNsyB/38fcGIahgRgc1hYrOnp4AzpSQcMTCiJpGIdR3KzXElHfvtkkoa6gNty7PnlJCf13lsVZWPFSuq25YLCj3svFORtSAlREzwR8Cu8fWqWloSPE177DGGTKcNvkqwj2Q6aZ6YxTffxNdlZDiZO3cMrKyDOn987E4FrKz0UVkRvzGcPqOAMXnu9sf0OjB3KeTDDzbF1wnBQQdOgI2NsD3hxnJSDtukyZoNDW2rSkuzmDYtFz7b2l7k7VPKV99U4GsJt62aO28MGS1RWFcfH1eSQVWGnZUd36dZhfDp1oR3U8C+ZXz8xVb8BkTtNqJ2GzPnloDPIFTlJ2yzEbTbiOZ5aHHb2La1KfZeg9thZ9x4B6K2HqcWwGkzsBsRln2+iNf/+RqhQIjaDYnn6z3DTbiVA+MSlscC2/rzBOuqfCze0tC27LRrTC0aGT9qHQmsqMUIDY7JsKKxjnBjdc8DYwhNpxfX5XZEwyEa6jf0bedhjBkMEqmq7HK7rnuwOTwDc3IHkOHANaYET3ZO1+P8NVA9sNY/L+C2a+xc6kh5n3XBWrb5E34K3E4oHtv/k+tnIhU60aqh+5nVAJfNxdT8nYdsDn2hbHouOcW9+y4EAhEqK33U1wdobAyRne1k993HJB378surWb26tm35mGOmMWNGQadxy5dXc9VVb2GaEsMwmTWrgDvvPDLpMS+//A2efnq5ZcmScNddR/CDH3R+37dvb6a09C9ty9nZThoaLodNTfDMqvjAcZnc//pXvPHGurZVr/3ieI48circ8DGsa7BWVvp4+ui53PGn19vGnXLKLK6+9IewpBqOfgZCEnDAj2byx9Ub+fzzuHD4/JofsmdJJtyWEHo+v4RFF+3HGb97sG3VrrsWc8MT58PZr8K76+Njzz+O555czKPPL25b9cgjh3Hc96e0P+asPKIPncaJl9/UtkrXBbf/9wK4+n14d2l87GEHcH84xB23vda26oILdufyS4+B0r9aQrSVJ3/Jb+c/xJIl8d/WxTeczq7fVMPD78fH/XQ2z84t4o4/PQ12DeHWOfrEmZx8zpH4//0f/E4Nv0u3/p5yGP9a/A41NXGB+ocDDqFwYxMsWhGbvIYoKKF85yLefP99CjICFGT6GV8iOHnfybjfDeGuC1BZW89vnn6Vj9atsd6GWftx2mlXcf31x9NXhptwexG4SAjxb6ykhMb+iG+TUlJeHyAYMahsttwsxVlOijJdFGf3UV30kkiVHxneMb92R8ygdTx7iRfh0FPezzAM6psaLAtQioQk2HQ3mRmZeN09/6DqGXY0V+ePlzRNGqsqiEa6duGISIScDC9OTwaZBZ1/TAcLaRhEt27rZCFLiWgY/HXEgyEsy5phN9BcTmxFHSxrAmzZWQi79Z5JKakJNRCV/feZEZqGzVlBJNS1eMT0gdsPzgzwFgMQ8kE01L8Wo6DLwZfB1GOZ6iMeImYmOY5MCh254M2HcN8tuoNFUIsSzjBx5eg4MlP/jvYn+a48spxZQ3LuvqDbNLIKLKvSN99sZ+HCr9q516655gCmTs3rtN/rr6/l5JP/07Z85JFTee21M5Ke44knlvCf/yxrWy4ry0wq3Boagrz88uq25cbGDl4Aw4SAZZ2urQ1QXt7Utsnni/1ubG6yHqYEIXBNzU7+wjc3wS2fx5f3L0s+DuDTbfBN/HssjugiXChqtgXRt6Lr7YtJyC7ihUTE7DCu6+kMN6SUrMq14zu4FCkgYNfwT/OyeaybI245AKELNCEoG5fF541+uGw30AXYdbBrgOS8c/fAYUKmXSfDYWN6WTbZ4/Px7D8RpyuKbtQiIhWEw0v5yR1erFtSC7sjE9tJh/DwQy9xw90PEggEKCgo4N577+VHP/oRQgiuv77vr29QhZsQ4v+A7wEFQohy4HrADiClfAB4FTgaWAv4gZ/1x3mrmkN8uKam3box2W52Kh2cHzOjJUxoQ+OAHd9e6EbzpH4RXLt2LQ3+ht6dxAZ6toOC8cUUFRX1bt8EWupqqa2r6XaMHcjNyKB48lSKJ0/t87l2lPCmTfjWb+p5YEdCTVC9Coxw520CHNk5eKclszbFY7c2h+pZIbckGbOD+Hsegg3wapAHMgrB8gG4ufEDvYq/cgNu7N4xeOyl0NL/UxoIPABeKJ2YQ26Jt6fhg8obb6xl69ZmzFgA9lFHTWPs2M6/iY2NQR59dHGbJSkry8k55ySv1PSf/yzj1VfXYBhWzNPpp8/m2GOndxq3eXMjkybd3bY8blwWGzde2mlcXp6bBx/8pt26BQv2SCrcMjLaf6fCiTfKkYTnXQV/AXxdAf9dA/XWd1Gf2D6soC3mK2zAfv+ErS2W9cdtQxxS0m5smyD6z0q49Qvr+bV745pX3PX5O5Cf76G0NO4RcjqTi/+yYi8nnzwLsF7e3nt3YY2OGFz+w5358Y9nU1TkJS/PzcyZBeCLwoSE/33UZJrbwUcf/QwhBEKA1xt7f380E/YaA2MzId8FOxVw395Hc+edR7Tt7nbbLaH69o9gUrYVKaBZMXINDVd1ntfv94ff7hNfduicIyVnnrlLfFWrcWL1Oe33tWt89NHP2sXYBR0a/yuyw54HthtaAJzxk12wC4FH1/HoGh5Nw3P0dLy6hlvX8OoaHl3DOa6wbT/TjBAOVxMMbScUriDa0NQu5UfXvTidJbhcJTgcxei6k1AoxGOPnUkgEOCMM87grrvuoqCfDBGDnVV6eg/bJXBhf5+3zmddQL1OndIcNzZNMLlwcH5EpZREKq2rpebUsRX0zkpgmhJfQ6jdh7Iddo1QQ8hKO+4GwzTw+VoIhoJUVVeiazrZ3bnMkqBpOoQc1G7r+1Wzpa6JloYgDreXrKLOboxoVTVmcxNCaISiVWxdV5vkKAOMaUJzBWZLM9HGZmxZGdiLU/zCmQZEqqF4PLjzrEcimsDIy6FJF9SEGugqimdr2EYUN4WOXDy2wbEKtyE0cBdB2IERlvg9BrpT4MobGotRK7qmMzajDIc+yO/HDqLbBFmFO2YdfO+9jZSXN7UFgR966CTGjetsuamrC3D99e/i90eorQ1w8cV7cuihk5Me8/bbP+Wtt+IurzfeODOpcKutDXDZZW+0LU+cmNOlcPvqq208/vi3bcu77FKUVLgB7X7Tuvp9mzgxh4MOmsD77ye5gWoOw/qGtsWM5vY3AuGwYZmJzngZ3kzY/7AJSc8FwCfb4MH4/PVT2984GolZihub2m0THQRhUgvVHz/D6dAZPz4bp1MnJ8dF0ZQcljT7rbukSQnXpUIHV91xMB1lzpJmPxQ724317pzH9Scc23mcEbHGZTosS1JFE9Nu3JtpCTf6mzAhU4N3T+003UzaXyeXNPvhgBLr0YZpWR4TDXmt8cmTvEDUilQ3gJZI5+qxzUnuJkMxWZQ4NmpCc5KbvZbOY5uD1rgMXWe614VLE3h1HbdmCTa71rV4j0abiYQaCSCJRBsJBSsIR2ohIb5bCDtOZ1FMrI3BFoshDYfD+P0hMjOdOJ1OHn30UWpqajjmmGO6PF9fGG6u0n5HSsmizQ0A5HudzJ/Y+U5tIDGbw0RrrOBSzW3DMbZ38XS1W1uoaExiuUmkrucg/ur67TQnWNkKc8ag+Xof21fdvGMZoy31dTRVB3BneXFntU8KkVISWLM+lo5i4t+WekxdvxJsBl9V26LNcOCwp2KqaqUIMsdA7sTkd/chWFe5joZuky+ygRwKCuZgl4NcHkECCdekvEzIHeOldGrO4M4jzfnvf1fwz38upaKihYaGIFOm5PLii8nvbW+//RNeeWVN2/JLL52eVLj5fGHuu+9LAO699ygOOWRSl+fv+NHsymWmaR0FSdc+M11vP7ad0EmVxhBsj90cNoY5+6xdOwu3NzbAF9vhnrg1LvuQsYwfn01WlpOcHBe77VZsvcizZ7cXbl9WcMy18ykri//+TZ+ePCloap6HF144DS1mLcrOTp5EAHD77Ydx443fa7NQ5XSRcKBd/zGb/nwo/MzKLHyluoFvm/2Qo8MvZscH5rmSixqAc3aC1pJLugY5tuRji53wr6PAk3CpNyLJBVAakmPT2Tkj9Zsm04xSVfU6UnZMzhI4HPk4nSU4nWNwOPIRor0C/eKLL1iwYAHz5s3j0UcfBWCvvQamDO0oEG7x5zPHDHwSghmMYiTEQZj++AfAMS718xuGSUtdCF/sWO4MB+7M3l3ATdMkGLJEozMqMOxO3C43GZ5MCvNTN9f3F5FQkLotm/BmOymcWEp2kZdoTQ3R2phVTZo43FHQBM7pye/SU8YIQ0t1u7uklAkFwe8CZxZ48rHn5yBsOi3RAAEjhUxXZyZ4C4BAl0NMEUSPGOS78nDoyYP0c125FHtyej//fkZogrzS4eXmG0qklCxfXs20aflx900CX3+9jXvv/YLa2gAvv7yaxx47gbPP3q3dmEjEIDvbyX//u6JtXWLphY50FE9dWagSx1188WvcdddnHHPMNE47bTb77DOuy7HW60p+7o4Cr0vrP53jp9q9ptqAJcoAKrqw2psSdnvMsszEOP7dH/HQQ8e1zWPKlFxw2qDQ00647ZTnYdOmSzsf84hJcNI0eC4mfBtCnLX3OM766W5dvo5Wctx2jj9+RveDPDZw28jP95CfTP+NzYT9yohosD7XTrQ0A3bPhxbr98EXe4+mj8/FOTHFrPLdBiiJKa0wKbP5CYV7MHwkIM2wJdqEhstZiq67Y2KtCE1L/jvt9/v53e9+x5133mldc4NBmpqayMoauFCstBdu1S3xC21BxsC7WIJr6tuJtVZs+a5exaFVb26mtjz+45ZZ4KKwF8IPYPXq1TSFLNOJPROyM91MnTqVnJycXh2nv9i0dDHZRdYPzpR5U7HZHTQueReZmKiQA5rbRfZBO5gFt/lzqNqRlGs3jJkFZXMBCEQDfLrhNYyUkgUasRKku6HISvScN25nCtxDl4ChsAiFoixeXIHDoXeZiXjDDe+xcmUN7723kcpKH5WVv6aoqLOg7egubGjoXHfObtfZd99x6Lpos0p1CnxPoKMbLhXhBrBuXT1/+9tXHHFE51jRww+fQmlpJkJYx0+0QCWSleXkkkv2bLMk5eYmWDBawlbx0i3NUBvg5LmlTH30BHTdqrm1664xl1qlD2Y/2rbbuCI30eh1SV6AgNmF8Fk8gzi/0t+Fa7YXccOXzoVX18cLsn5TCTOTiKRdC+GavaHUa80l2Riw3I6fngHFMTdkd5w2C06bxcpmP4sTrWJN7b0XszPdePWhDUdIJ2rrPiLYvIXuI6qTowkH+fkH9Dju3Xff5ZxzzmH9+vVomsYVV1zBDTfcgMczsMI67YWbL9S7elQyYmI0hnqRb9lh/5B192QrcCN0QbAlgmFKDLeNcG3XFpiOBGN3nO5MB64Me5ep8VJKwl3cUQSD1gXD4/EghMDhcJCZ2b9Wx2g4TGNVZUpFM4MtzRgtLWSiEVn6HeGogYxECGkGclb8wqLl5xH298FNGvFD4zZAQu0aiLRA7gSw9SG+SNMhoxBi89ju244hDbw2Lzn9VD/MY/eQ5xpc1/1IJhSK8ve/L+LDDzfjdtuYO7eUCy6Yn3TsTTe9z7ffViKlJXJuuOGguIhIYPnyak444d+sXVsHwP77j+fDD5PnRH355TZefXVN0m3dzzu52He77ey8c1FbGYPGxq4LCx900AQyMx1tRUjHjUt+N5+V5eSee45E0wROp43CQg8HHjihvdiKcfnl+yQ5ApbprT5oudM2NpIbNrj75u+DN8mN51Mr4eoP2hb3uGI+e1yZxD3UYV8hRCfrXBu7tBdurKyFQ7uJSwOYUwhdvCcA7FQA5b/s/hiAb79SyucWts+493Xxuz3GBRhdb+/AlqD1Oz3O5SCzg0DLsesjRrRJaWIYvQkdGRrCISvcxe7IQ/SyjqLb3f3nzTRNfvnLX/Lgg1a5lDlz5vD3v/+defPm9W2yvSTthVsrkwpSc/WENjQSrd/xyuzO8Zm0NEco3xKP1egLeWO83dYzWrt2LY2N3d95Tp48GZer69iMHaFi3WrqtqZe9ytSvgV3Ri6hkFWbKBAN8K2+lRZHwkexeSP0pch/1cpYCY4EcvLB7EMhXxOo7JwYMbtgNuOzet+pQ9E1jY1BPv20nO3bmykvb2LXXUuSuqc2bWrkggteTdgv1KVw++CDze0C73/5y+Q/qJom2kQbdMhE7EBxceffENOUnaxcHWlsDPLaa2s47LApVpX4BK6+ej8aG0Psu++4LmOioBuR1QGv18HFF3cRV1PRAv9ZZcUw7pQPh4y34qM6srYB9v1n+3WfnwmTc1Kaww6zexFMzrZKM9g0SFJWqG1c9UX9euqvGv1sDg5s4e9dMz3k2kfupbem5h3C4SGKP+4lQrNTVHhEzwN7iaZpmKaJw+Hguuuu48orr8ThSL0u5Y4ycj89A4CMmm2izZbnskzlfcGl4/dH8cUyPe1OHVeyu9Ue0O0aGXndu3d9Psvc3tWHxu1243T2r4vYqsVWiWkatNTVYvh9eKMmERnpsTac1+kAG0SnjEV4PPhDDfh0G/ZgEzn6jtbl0sHuBW8h2GIxahnJ3V59wWv3UpbRTW0lRVKCwSgff7yZ2bOLKC5uX15h4cKvuPzy/7VrunzFFfsmFW4dRU93sVapBt53LCERiaQu3O644xMuumjPTkkCu+8+hltv/T5TpuQihCAvz81ee5V1mj/A6afvWOsbwKoOXxO03JFbm2FWPnwvyc3FNh/c9Kn1fI9iy7KVRIwyNQcK3VCduocgJQSQ74YMh3X8rjh1hvXo8Xip/z6HTZPyYASzh9+nhqjloRnncuDRurAI7gBZdn3YiDbLS9I735JpRttEm64P/7hXjzd5RnVfqK6uprKyktmzrQSS2267jUsvvZSddx784tbD4xM0QJim5LP1dT0PjBFqrUQNOKfmdIorSZWNS2rwrY+n5WXkuiidltOnY3XH2rVricZ+aGbMmNHvAq0rKjeso2pDvJp3dOs2ArYg1YHUogm2B6DRpmPaXNYn0O8jv76cAzK7zoBLCdcYcAEzj7XcnIoh5bLLXufee7+I1QmDV1/9MUcdNa1tu98f4aGHvmkn2npDYuX7jqQazJ8o3Dwee9IirK2ceeYu7LKLldSTne3iwAMndBJ+AHvuWcaeew6iwL/nG/hXPMmBM3ZKLtwS+aYSjnoG/nVs5zguIWDvUnhpXfJ9E/HYYUzsAh6V0JXV0GuHTeeDe2guOZ82+HplSdvJ66bImb7N7pubV9DUtLjP+9vsORQXHdV/ExrGSCn5v//7Py655BLy8/NZvHgxbrebnJycIYsXT2vh1hiIXxBKu3FDgJUNGm21kBV7koo2I2oSCfYcnB6KVdJ2ZzjQbKLXrVtSpbnZ8ie63e5+M9OG/H78TQ1ty4ZpEDHi76NEsn3DKqRh4nU4kbV1eDweagONBCcU4cjOwSa6/8GTHheZOTkQbIJIABENM8mZZ2VjZnaOQ+oVDm8so1MxUHz99TbeeWcDTz21jKOPnsaNNx7caUxFRQt2u96uHETHIH2Px85XX51HZWULb7+9gXvu+bxdK56OWIkDJeTne3A6dS69dO8ux/7mNwewYMHuaJpACNFlwkFWlpNVqy4iI8NBcbG367grYOedi9h5574Xn+4TUlpti5bVwC5FMDvJZ3uf0vbCLVW2NFs1zj45EzoWdj1oHHyyFbKdMCajfTmJRE6fZT16Qghw2zCkZGswTF+qhPSVkDTZHAyhI5jo7vnm1qNrFDrS99IopaTFF2utJbRex3+BwOPZwZvsEcKWLVv45S9/ySuvvALAbrvtRlNTE2730HZtSdtP59LyRlZUWFavsbluJuR3bdY1wwb+JXGfva2ws9AyTcnaryqJRlIvLzF2Zi6OfrjDNAyDVatWEepQ98swLBE5Y8aMPlsHO7Lu68+Jxs4TNsIsq12GmSTxQM/xUrK5Fi0Qj90Ll41j7szDGZOKezLsgyWt7Wm8Vopl5hiYuF8/vArFjrBlSyMvvLCKn/50t04WpYqKFl59dQ2/+917AFRX+7n++oM6CZ6SkgwOOGA8t932Sdu6rrImi4szOPbY6Xz2WTkzZhSw224lBAIRq/p6AmPHZvHNN79I6TUceGAPwewxNE10WcNrSNnYCBe8CV9WWMs/nAGndOE+3LeDdc+UVkHUjiK02AMXJ2Rneu1WFfxk1fjPnm09+pkVLQEWdVWbbICZ4XUxN3v4u/f6E79/I42N3yATS31LkDKCrnspKel7v8x0xjRNHnroIa644gqam5vJzs7mL3/5Cz/72c/67Vq7I6StcNtc5ycau60rS5JRJU2JGXPRmIFom6vfXuRBS3J3GWgOE42YCE3gTEGMOb127K7+yRIKBAL4/cl/7NxuN3qHbCQjGsFXX99tocxkGNEI0VAITdfJLCikPliPZnrREdg1G3pNA5oviBACt8vEGTKRdifBmeORLgfZhWXkdewU0Eo0DC0V8WJR4VjShu6A7DIQOhSlcOeu6DWGYVJR0cIjjyxi112LOeGEmUnH/e537/KPf3zLpk1WssvRR0/rJNwKCjyUlcWz9zZvtkTexIk57LFH94K9pCSjy21WNuTocL10wh+xAvAT3bvFXijLtISbTbPaKv11EczMs2LTEkt3jMu0ugG0dk9x6aAJasJR/EaChyDPAVfM7Xz+wMAG4ydSHba8Ebk2G9m2wcuidGiCOZnDv7dtf+P3b8DsIjnLm7GDtTLTmB/96Ec888wzAJx44oncf//9lJaWDvGs4qSlcKttCbW5SQ/fuThp/bbwxkYiHYJvda8d56TO1chNw2TjEit+KzPPxbhZg1fCoampidWrrSbHHo+H6R0K0+q63ukOoHz5MhqrKvp8Tk92DhtyGqgO1ODKHkOhu5ADi/el8bnnrYL+AFGgcCy2wgIyDz6k54Nu+gjqk7StcWXB5O/1ea6jlZUra3jiiW+prrYE/R57jOH885NnTno8N7dlS55++uwuhVtlZUubaANobu78g2+zaZ2C7E855T989tmCTmNnzCjg1lu/z+GHT2G33XbQBZ5u3PQJvLjOamy9uQlWndO+HpjbBgsPt/o83vmVVTy2tYDsHw6AX+waHysE/Ou4doevj0R5raZh4F9HH5nicTKrFxXtFe1p8a3B17K6x3FRw7pBLio6skMygUDT0jeGb0c56aST+OCDD7jvvvs49dRTh4WVLZG0FG5b6uOCLMvV+cNphgyMJsvFp3vtVrYTAnsXsWjhhLi23JLBrVhdVxdPrnC73dhsyf9l0jTxNVhWtpDf+rJ6cnKx2Xv55RSCgnET+Lr6bQBswkbJtiCBbYutzTYb7l3mtI21FeRAYwqFboMxQZBRDIm9NwvUXV9fWLRoOzff/FHb8imnzOpSuDmdeptw++yz1Eu31NYGqK31k5/f/jOfleWksNBDZqaTI4+cwty5pey1V+em1tOn53PllWnm+jZMCBrJa5ptaYLj/htfLsuEV07pPK453K7ifzIipqQ6HIHTp8Nn5bCqzmoC/rM5cOJUCHZfXmh7KN6rMdc+vOqD2YVgQgqxZoqu8fnWEo029TwQ0G0Z2Gx9T7YbDSxZsoRFixZx9tlnA3D66adzzDHHkJ3d2ZAzHEhL4dbKTqVZODpYB6J1QYJr6gGrCKRrp3xEN2U/ylfW0RizzNmdOhm5A1MPLRnbtm2jpsay9JWUlFBW1nWmWsX6NVRv3NBu3Zip0/Hm5HYau7x2OavqVnV5LFkTP85xOfvT/M27hGPNKzWPG+e0eGYgS56Ouz1TYex8lfHZDYFAhPXr66mvD/Lhh5v48Y/nMGFCTqdxrq5qWyUhO9tFc7N1od+woYF16+qYMqV7q3FpaSbvvLOBgw7qHCt24okzOfHE5Fa7EY2UyUtMLK+Bn74GG2I3H0dNgn8kaRptSNia8F1IUv4DsKxpP5gBT3f9HfyovpnyUBh0CfceaB2rdWr1qRc5nO519apXo2JoMAw/DQ1fI2VqGdZG1Pqc5eUdgM3WfWslXU+ebKeAUCjEH//4R/70pz+haRrz589np512QggxbEUbpLlwsyc0PDbDBkiJ0RK/U7WXersVbQD+mGVO0zWyuqs91M9EIhG2bYtXD8/MyMDf2NBl3Fr9dmusNzcXoWk4nG48Wck/eNtathHt0ETXVtOIo6qh3bpcZy4B9zJre2EhjnFjsRV36HEaicXeZZVCT9lJDi94hmEg+CASCkXx+yPYbBqZmZ2tDitW1DB37oNty0IIrr56/07jeiPcWqvtZ2U5OfbY6RQWJg/Q/v3vD+ayy/bB67UzdmxW+v/Y/30pPLrUel4XhEeOtMpgdCRsxEVbf5Ag6GozbUR1ASuqrdi12HveGLUspAVuO/Y+1hNzCMEkZdkaEfj9GwkGU7eGAyA0HI4CdH3wjAnpxGeffcaCBQtYvnw5ABdeeCHjxo3rYa/hQVoKt6317WPXwttaCG9pf5fqKM3AMbb79k9GxCQSa1czZY9CHL24WO4otbHG6263m0mTJtFQvomazUlixBKwu91Mmdu5avrmps18V/MdZiyzKBS1YpcOHndwW/umppWvIIPtL+haSCfaZLUNcYwfh3Nqh36HZkIBx6mHwQAUrBzutLSECYWiRKMm0ahJfr4nqajavLmRU075D0uXVhIKGRxxxBRef/3MTuM6Ni3/17+WJhVukyfnctVV+zFhQja6rjFpUk6Xc0zaeDsJJSUZ3SYQjBi+2A7Pr4H3t8CN+3fdLqnGDysT6jyuqksu3AaCoyezbmoWnzhNmFsCpU6o6+z62isng7xhUrBVMXBEotaNQUbGLFyu1IqG67pXibY+4PP5+O1vf8vdd9+NlJLp06fz8MMPc8ABPfcmHS6k5S9CMFb9XIvdvZqxvp/CpiF0AZpAz+35TrS1HhuA3TG4cSJNTdaPuK5pEI0QiNVsc3q96PbONdtELDYtGesb1+OLtm9obNfsZAgXkeWrkOEQWjiCFDruXeYgOsTRCbsde+udSKAezFjMn6/Gci+5c9NWtJmmJBSK4nLZklqgTjzx37z9dty1/OabP+H73+9crbuxMchXX23rtL4jHYXb0qVVLFtW1al+2IwZBdxyy/dTfRnpwTOr4O1NsCkmcF4+pXN3k68r4Nhn4wXh7/gSvjcueWunjqzouqBvOz7bZsWzdeyNOTYTFp0dX9a7tljKYyZTvm8RBEN4dR1vkvll6jq5g5h5qRg6ohHrM+1yj8XpUHUoB5ILL7yQxx9/HF3XueKKK7j++usHrCXkQJGWws2mC0JRq36b6Y+0tbFyTsjCVpCau7N8ZR1NtdZ+7kxHjy7V/qSmpoampiakadCwYS3hrXFLW8mU6WQXFXezdxwpJV9VfkV1wKpRd+j4Q3HF7tAcugNzy1Z8y5bFd9AEzmnTOgm3NiqXw5bPO6/P67+2IsOBlStruPXWj3nsscVt66qrr6CgoHNiSscMy2g09Tp/yfB47MyaVYDdrpOb6+K446YzZkz3luERzboGeGEttIYwlHjhvF2Tj/3Dp+1jyJIxJgOu2gtuiX1Ov6yAR5Z2fcxEYrGvnZiZD58lWEfHZUKyGzmbZom3FPi2OdBWyX+Kx8mumYOb9KQYPkgpicYsbvYe4tUUO87vfvc71qxZw7333ssee+zR8w7DkLQUbq1oQrTVagPQMlPvLtCYUCrEmz14cSKRSISNGzcSDYeJhsM4AITAnZGJzenEm5t6KZKaQA0bmzYCkGHPIM9l7WsGg4RWLCcac8fa8vOwjx+PLTe3a9EWbAR/rKWVw2v1AgXr7wjKDK2u9lFe3tTm2pw0KbedezAUilJT4ye3QxJKMBjteCigs3DrrtdlIslaJYFVZHb58gtTOsaIJ2LAL/8Hi6ri63Yp7FpkJSsU25HSJK7eaz+0Cs12/B7/bA4cF3P/O3QY34XoctlgSk7P504Bv2HiMwyW+6zflxybjfGuwWtOrRh+GEYLUhpouhtNU5+F/uaFF17gP//5D08++SRCCCZPnszHH3881NPaIdJauCViy3ejpfLDDzRUxYvdztxnDHpX2WH9iM/no7m5mWg0SktdLY1VFRTlZONyuXC4XEzba99eHW9D4wa+qvwKgDHeMew9Jt4eKLxhA8EVK9uWbQUFuKZ3I77Kv4aKJfHl4tlQvFOv5jMc2LSpgb33foSKirjV5v77j+aCC+a3LTudNvbffzyvvNK+RlJXwi0ry0lurgu7Xcdm07B3UXph3LhsnnrqVMaPz2b+/NJuWyulDdd/BG9usqxpk7LhhZPbb7frcO0+cOoL/XveQjfkOi336MV7WC2Zkt18FXqsxyBRGYrwv9p4ksNYp4OD85WFZbRiGCECgY1EIq3WtuGbxTgSqays5JJLLuE//7E69JxyyimcfPLJPew1Mhg1wq03NCVY2wZDtAGsXr2KUMByzYYDAew2G9nZ2eg2O/llnWtkdSRaW0t402YATGmwautHuGWsJVZJCeHKpYTbxlqWM/uYEuxjx2If28PxfbF2YI4McHisTgfDiDVrann00cU0NgZZtqyaVatqee+9szs1DJ8wIYdjjpnGI48salvXlWuzY6xZba2fqVM7Wzv/9a8kdbqSkJPj4oc/3DmlscOeYBSq/bC5GbIcMCdJeRdTwl8Xx5e7sDBy0Dg4ZjK8sr7n8x45yeoOMDYTDhjbdRLzWbOtxxASMk3CHRrbb4nVXnNpGhm6NuraLyna09T0LX7/urZluz1n6CaTRkgpefLJJ7n00kupq6vD6/Vyyy23cOKJJw711PqNtBJujYEItS0hIgkdjCO1gW726J6B6pBgmiaNjY1tvUZb6mrZsuw7JJIsjweHgJysTIonTyW/LLX05MC33xKuqmRry1YC0SC2cDMOIZiVPwvbxu0ka3piKynBOTmF+LRorDn41EPBM3hdI9pNIWoSCESSltDIyXFx222ftBNhTU3J27wce+z0lITbzjsXcfrps7nmmv3ZaafC0WEha6U5bD06uh0DUXhxLVz0VnzdvqWdLWlgJQ2Mz7TEHVjxY1EzeW2za/eBZbVw5k5Q1I0F7Peds2uHI7XhKK/XNGKSvHTPvCwvkzyqTMdIJhSuwYimXk8vGcHgFgC83mlomhOvd1oPeyh6YvPmzZx//vm89tprABx++OEsXLiQiRMnDu3E+pm0Em5vr6gkmNAEXhOip8piQ0JNTQ2bN29uW26urUYiEZpOUWEBmqZhs9vJzOu55pnp8xFaswajqYmWSAubizRMdw6Qw4zcGeRmJc80FTY7jvEpiELTtDJJIR7XNoj89a9fcuGFr7LrrsV8/vk5SccUFno59tjpPP983P3b0pK8snxrxufEiTmUlGRQXJzc6vHDH+6cPhaynmgOwxPL4JnVsK0ZaoNwzi7wpwPbj3Pbelcuo2NZlK6s19Ny4cuf9G7OQ4wpJUEzuTCrjkQwkehC4O6Qbe3WNMY4VauhkUw02kxN9VvQhTDvDTZ7Njk5yTueKHrPP//5T1577TVyc3O58847Oeuss9KyHmVaCbdW0TaxwEOu2w7rGojGCujaClIXHc11wX6dVygUIhiMH9Pns0pzuN1uPB4PWjiE2dzEmImT2Wne/K4Ok5TAkiWEN1t3brWBOkJzSsnOHcPsgtkUeYrQxA5YikwTliW08Oln4RaNmnzzzXYWLvyKH/1oNocfPqXTmFdftfozZmU5ufnmD5kzp5g5c4qYNi0fLSHT96c/3bWdcGtoSP4/zMhwEI1eN3osaOXNcP8iCEXhieVw0e5wfYc2VJqA3Yvh+n4O2J0/BqbnwX5lcFzn/+1IxZCSF6oa8BndJ6KMdznYPzeNM4KHKaFwDdJMrQNBXwgGtwISmz0bu71zZ5pUEQg8nvT5XgwVwWCwrZzHr3/9a+rq6vjVr35FSUn69kdOK+HWyj6T85ERE/8WK1tN6BqaO7WXahpxi11/FNw1DIPly5e3uUUTycnJpqS4GLcRweZvJi8n9eBUo6mJ8Pr1RGLdFdy77sLm2kZMj4ssRxYl3hQ/tNFueh5GAxCKuQMKZ/RbrTbTlOy8819ZubKmbd1uu5UkFW677VbCK6+s4cMPN/Phh5aVcvz4bNatu6SdcDvooIn86U+HUlaWybRp+ey6a9clU9JKtNUF4Mnlllvz1Bmdt9cG4OGExJJAkiSLZH03U2G3Iti5m5pTdx3St+MOc5qjBj7DQCBwdVEmSBNCZYsOAc3NK2hqWjwo58rK3BW3e3jF+44motEot99+O/fffz/ffPMNhYWF2O12brvttqGe2oCTlsLNaAkTWhXrR6oJPHsUpVSHrakmQN32eKFaV0byC5qUkmAw2GX7qUSCwSCGYaDrOl5v3C1nRiNULV9K7YrvejxG0uMuX96WjGArLCAyuYyIlgPArkUp1KwCWP8e1G3ocRg2F0zoXVZrK6YpEYJ25uqnnvqOn/98N6688q1u9rToWDtt333H8dBDx3Uqw5GT40raYSBtqfbDXV/Dg99ayydPSy7ckrGxEbY2w37dJKVoInnvzjFeWPozq97aKKXVRVrosHFEgcoEHGoMI4hpBjGMAE3N1k2K01lMjy34dgCbLTPlDgeK/mfx4sUsWLCAb775BoD//ve//OIXvxjiWQ0eaSPcalviwehGfQgZS1DQs50pF8+tKW8hEGvG7ejGQrd161YqKip6Nb/s7GwmxxIBpGlSW76ZbZaiQdN1dF0nIz/1itnhWIycragQ75578kXt0rZtTj3FwOfm2GvQ7XT7I9fLArubNjVw660f89pra9m4sYGGhqvIzo67WY8+ehoZGY52wi0SMWlqCpGV1X7uRx45lcJCDw6HzhFHTO20PW35eCs8ucyKK/tLEstVXdBq6dRbNjXBDR/DPYe2Xz8pG/58EOxRDDPyOsenteLQ01a0mSnciAEEYlZ5V5p2CxlJ+HzraWj4gsR4M49nCrm5ew7dpBQDRjAY5KabbuLWW2/FMAwmTJjAwoULOeKII4Z6aoNK2gi3liofBVt9ICFqsy7u9iIPjok910kKB6JUb2km5LfcSCWTs8kqcBGJJI+TaG1H5XQ60VL48dY0jcLCQqRpsvrzTwj54nXExkydTuGEST0eI5FqXxU1LTHRVToWEdpCQ6gBgBm5KVpdatdBJJZxu/NJVlHdfqChIcjkyfdgJgRuBwJRshMME9nZLgyjfTZnfX0Aj6ezhXPmzAJmzhxlLWB+8wE8FHNvTuji8zsjDzwJX1+JVS+tY9mN0gz4Y6wHny6sRID9yjq3gCrxWgVpRynfNvtZ0uzveWACXblJFYODz7cuJtqsIH8Q2HQP2dm7Dem8FAPDF198wdlnn83KlSsRQnDxxRdz8803k5GRBv2Ve0naCLftGxqwhU3yvA5krMSDnu1MKaOkrsJHQ2X8Rzsz38Wadavx+7v/IZ85cyZ2e+rxQeFgIC7ahMDmcJBVWNT9Tliu2dDq1Zg+az6Ltn6I1rIVgHpKoGZr29iUY9taKuPP7f1XhDQnx8U++4zl44/j1qAtWxo7NS8XQnDffUdx4okzKSsbJUVItzTBjZ/C+gZLKC08PHl9s449MxtDyQvIJrK2oXPfTrAKzKbS7mmUszFgWey1FN1ruoAyFcM2ZITDtW2iLSt7dzIzZg7xjBQDTTgcZuXKlcycOZOHH36Y/fbbr+ed0pT0EG4SHD4DPxAt8eCZXQi6QEuxMXxzrCdpdpGHvDFebA6tTbTZumgBlZWV1SvRlojd5WLW/t9LaWzUjFK+8Tsin8Yz/vSmrUigOG8cRXnxHyy3zU2BO8E6FfbDypchkkSAtrqFxu/TOY4pBUKhKM3N4aT9O485Zlo74fbssyuYP799EK+mCS68cBS5M97YAGe+Yj0f44UHDrfed1/EauWUGLN35GT4KCbGNzXB6xuslk0d2bfM6j5wxXyrkG0apr0D1EWivFXb1KmgbX8ikQgEp43JQ0/T9zGdaO024HKPU6ItjVm+fDk77WR16dl///158cUXOeyww0ZcU/j+Ji2Em0xwuxWXZqacQdpKJGRlfLoz7bgybKxcaZWVEEKw22679ds8U8H0+QitW4eMZaFuatrExooV2JsaMLxOQuOKoHQcGoIZ807D0V2tN38thH1db9cd4E1S9b4LXnxxFf/4x7ds3dpMQ0OQf//7lKTC7dhjp/Paa2s55phpnHDCzNHn6kxGrsvKwFxWA9t9sO8/49tePxXmdmMpTSbaAG4YHXec5cEwITN5oeT+ZLzLoUTbMKOlZRWNTYvjN5ptWMuaUDXx0pHWkh6PPfYYb731FoceasXkHnfccUM8s+FBWgi3VkJumxXM3QvCwSgydiefmeciGAy2Wduys/svY6y5toYNi77qcVxg6dK2bFGAQOMG7MEGvHYPzuIJmLtYrXwKPYU4sroRbaFmWBsL/s8eC1O/n3xcLy5Uzc0hnn12BQC6LvjNb95h991L2G+/cRx1VLzq95w5xXzwwc9SPm7aUNECd35t5XncclD7bXuOgbd+CI8uhes+gtbuHsdNscpqJPL98VB8hJUwsEvqwjrdqAxF+KC+uc3Stm9OBpPdA5ecko6FOkc6fv9GkF2IdqHhdPYcaqIYWTz77LNceOGFVFZW4nQ6Wb9+fZtwU1iklXAzbb3/4a0tjycKaDbByiWWtS0nJ4epU6f229waKra1PffmxNtGhdavx2iMN56ObLVcZO5d5oCmU76pCvBSljuNGTsfgOZJMR6ttb8oQEZxv7jRzjhjF9atq+f669/DMCSvvrqGV19dwxlnzGkn3EYlf13UvoDtFXtCvrv9GJsG+5RZZTt+MMNKMEiWoTkl13qMcraHIgRjljaH0Chx2pW4GiU0N6/A51uNYVg30SUlJ6NpnWMK1echfaioqOCiiy7i2WefBSzX6MMPP8yMGSkm3I0i0kK4yXDf3Sit2Y9ZhW6i0Qhm7ELRn9Y2gGCLJRAn7TGPzDzLdWj6fPi/7GyFsxUW4Jg5g7pgHdjGEzJCFI+fj+bqRrQ1boVNn4AZK7AaazBPzjgYs0uv5hqJGLz99gaOPLKzcL3uugNZvryap55ahs2mceSRU7n11i6seemGKcEfSZ5Q0LGw7Zr6zsINYHYB3DdK3q8UiZqSt+uaaIy2L1IdjbnHds5ws1umB01dpEcNLb5VmIaV9e5wFKCnWuJIMSL58MMPOeGEE6ivrycjI4Nbb72V888/P6WqDaORtBBurfEPht73H/aMHCc1NVYlf13XKSzsPxeVlJKg3xJu7sy4IDRjLlnhdOCaZQVgIsBRVsZ3Nd+xqn5V21i3LYkISKRxC4RbOq/PTL1IZCgU5eabP+TGGz8AIBi8Fqez/UckHDa45JK9uPnmQ5k0KWd03PEurYYfvmg1Sd+7FJ44pud9vtjeu76eo5jyUJiqcPLSOxqCIoddibYRjt+/gRbf6pTbe5pGACFsFBcfg6b18NunGPHMnj0bp9PJkUceycKFCxk/fvxQT2lYkx7CLUZLTu/S86WUNNXEe1o2NDQA9DlbtCvCgQDSMLE7ndgSjh3Zvt16YkpcM6bH1xsRtlVbrtVMRyZjvGN6Fm5VVuwZZXtAQcy0LDSwpf6erF9f3ybaAN5/f1OnNlROp419902hOX26EIzCIU+lPt5jg6Mmw8y8nscqgHgpjj2yvEzpEMOmC4Fd1Usb0UgpaWz6ts2CliqWpa3/ShUphg+mafL4449z+umn43K5yM3N5YsvvmDs2LGjwxiwg6SNcJM20es4Ln9juK03aSgSbwQ/aVLvCuL2RLDF6vfpjBUKNFp8hNevI1pl9VK1l8atYqY0eX3j6wQNay475+3MuKwUhJLuACMMrhyw9y1VeubMAlwuG8Gg5fZ7/vmV5OW5mTt3THp/mU59wepCsGoB5HUQyA7dKlj78dbk+7Zy8nQ4cKzVrN2mzPu9oTJkfd4muhy40qmPbJoTClXT4lsVD8voAikNTCOArnvJy0u9LZ3drtqJpSMrVqzgnHPO4ZNPPmH9+vXcdNNNAIwbN4oMAjtI2gi33iBNSUtDiJb6eJussIyXzXA4+qewZiQUZNPSbwn7rWO7vJkAhFatJLR2HQCGaRDJ8uCP1VqLmJE20VbsKabQU2h1OahYkiQlPgEj1iw+o+vm6q1UV/uorvaz007t3cFCCCZOzGlr/v63v33FT36yS/qKtq3NsNvj8eVokve3o7Xn9S56u07Kth6KXuE3TMLSxCE0vLbU6i4qhp5IpIHa2veRMrmLOxkez0QcDmWJHq1EIhFuu+02fv/73xMOhykpKWHu3LlDPa0RyagUbo01AbbGmtADuHI0qqost2VBQUG/uUp99fX4G+LnycjLJ1xe3ibaImPy+CK6jgDLYcOqdvvaNTsHjj3QWqhdB4GGnk/o8FqWtyRIKfn8861cffVbvP/+Ji6+eE/uueeoTuP23Xcs06blMX9+KddeeyDaSHdT1QaseLPDJ3Zu81QXbL8sJby0Fo7rJpt43bn9PsXRTGvfT6+ytA04phmlufk7TDO8w8cKhSqQMoLLPQ6vJ4VexkLD6VClO0Yr33zzDQsWLGDx4sUALFiwgNtuu43cXJU93xdGpXAzIrESA24bnkwHLWYNxIxvXm//9OwMBwNs/u5bADLzCxi702xsdgf1zzyNjNUl8hVlEtDy0IWOo4PgGucdC+vehVCTVZMNYMJ+kNHNj58jA5Jk4Wza1MChh/6DdeviIrIrI9ojj5zQi1c5THlnE/zyzfbCrPyX0JNBZ/aj8NPZnYXbfd+3mq4XqCDpHcWQkmUtAbYEw0gZzxxNV6PucKKpaTE+35p+O57DkU9uzt5o2qi8jChSZPHixey5554YhsGkSZN48MEH+f73VWb9jpA237jGQBhI3cUZjoQwnC14MjII1VpBs0VFReTnd1PUthc0xzJUAdxZ2didLrbUb2J1xSIkEt+ciYTZCGiM8Y5hn9J92h/AVwtbFsWXhYDMEnD1vq/nuHHZ/PjHc7jppg/arX/lldWMHZvFrrum2N90JFAXgB+91Ld9j5oEt32v8/qxmTs0JYVFdTjCJw0tNEU7x0Rl6cpNOpBYddHWgNDIztoNIXbsp18IHZerTIk2RY/suuuuHHXUUUybNo2bbrqp34wjo5m0+da1dsRxpBAYLqWkrqkKQhHCmmXNEkJQWlrap7ox29euwldf325dJGyZ8Dw5uZRMsYrT1gVrrZ6ImoY5tgRb7LxjvElKdlQtt/66smHSQWB3g6PnDCvDMNm+vYWxY+MCT9MEN954MNOm5XHOOS8RDhs8++wK3n9/E4sW/aLXr3dYYErLora5CfZIiOvLdcGG8+DSd+CFtfH131ZZ3QsSKc2AWw+CXCd8b7y1r6LfCBomnza0EDIlEklNxEpCyNR15mV7cce+a0JAjopvGzCiUR9NTYsByMzcmYwMVdBUMXA0Nzdz7bXXcsEFFzBz5kyEEDz//PPo6uas30gL4ZYYUl6U2XOhxtqtPkzTRMOKaXM4HHi93i4byneHaRhUb+wiYB3IKrASANZWr2TL1+/jAsoyyzh02kndH7ix3Ppr94A3NSvgffd9wcUXv8axx07npZdO77T9oIMmctFF88nKcnLaabOZMWME9hA1JRTf335d9UXx50JYBXIfOgKm5sIdX1rrGzrEs4FVIPfncwZurqOc7aEI5aF4PJVAsFOGi10zPaonaD9gmiECgS1toRddEQ5b1n9Nc5CZsdNgTE0xSnnttdf4xS9+wZYtW1i6dCnvvvsugBJt/UxaCLdWbJpIKQPS7rQ+RHaHTn5+PpmZfXOFhYMByld8Zy0IwZS5e7bbLjQNd2YWjaFGVn7zFq71FQgEGd5uAjKbK2H7t/Es0Yk9NxL3+yN4vTf3OG78+GzuuOOIHscNC6r8YJgwJqP9+o2NMC3X6kwAMCXH+huItu9TGzZhbjGsPRcyHZ2zQxX9Stg0+aLRh9+Ii4hgrCvJGKeDXTPdeHQNr/oB7zcaGr4iENjc88AYOTl7IoRKAlH0P7W1tVx22WU88cQTAMydO5e77757iGeVvqSVcEsVKSXBsB+vc8dilxqrKmmprQXA4XbjzWkvyNbWr2Xlhg+JGBEy1m4l353P1Nn7454xs+uDVq+ApljNMN0OPRXeBW688f1O6yorW3A6beTkjCD3n2HCUc/AIqu+HVfvBb+a337M5ByrbVSrcNveAkuqrczRcxJaezl1OGziYMxaAazzh9gQCCXdlmfXKXT0b1HrdMc0w4RCVXTVasA0wwQCmxFCx5NCVqeue3C5xvbzLBWjHSklzzzzDBdddBFVVVW4XC5uvPFGLrvssj55sBSpMareWSklkZBBU3ND27pULHSRUJDta1ZjRNvXLAoHrNprrsxMJu8+v9N+m5s3E4gGsNU348bOuMxxeGbthJ6T0/kk5V9DoB78lhBkzK5QOAP0nv9FJ500k5Ura3jhBaukyMsvr+ZPf/qIu+46ssd9hxVPrYyLtlTxR+Ef38ENPVsmFf3P1mCY1b4gtbH4td0yPRQ44p9ZHdFuWZEaDY1fE/Bv7HGcxzuFnGxVC0sxNGzfvp2zzjqLYDDIQQcdxEMPPcS0adOGelppz6j6Rd28vI6WuiDNTfGenh5PzwH/jVWVNFRs63J7bkkptoSivavqVrGxYT3RtRtwB4PM1seRVbAT9vyC5KLNX2cV2E0kq8yqy9YBKSWNjaF2lrS99hrL88+fxjffbGfu3AfZY48x3HHH4T2+riHjy+2wtQVO7PAF/+FM+PMX1rZWWsKdm7ov2MWqy3bYRMhWzaeHksXNfupios0hNGZ53diUW7rXmGaESKShbTkabQKstk+antzqrgk7WZmzB2N6CkUbsq2Ej5XQd8cdd6DrOueee65qCj9IpIVwM2KxNGZ3nQWAQHMYwzRoDjTgcNsYO35MSh+0yvVWdmJWQSF5Ze3bcghdIyOnfTXwtQ1riWzfRsbKTQgEnsIihObAPXcuRIKw7RuIJriVIrEefhnFUDLbco9mxLsaBINRTj75KTZsaGDz5kZyclxs3Xp5p3nuvnsJUl7f4+sZEra1wG8+gFfWW8sHju0s3DpmBN/2BZw4tbNw22uM9VAMKb6o0SbaDszNJN9uU6KtD0SjPqpr3kzayzMzczYul/qsK4YH69ev57zzzuPHP/4xP//5zwG44IILhnhWo4+0EG6tes3sRrdFQgaRUIRQOEDBuEx0m6CgoOesynAwgBGxXKSenFyyCruv/r2qbhX+qB/vtjqm5U4lI38M3slT0TMzseXmQvVqqF6VfOeccZAzvtPq559fyfr19axaZblRu4pbG7atqRZXwmFPpzZ2Wi4Y0opXu3gPlVQwjNkUjGeMTnAry2dfiEQaqKv/pK2Xp55gXdN1Dw5HYTd7KxSDg2EY3HvvvVx77bX4/X42bdrEWWedpeLYhoi0etenFHZd2K++qolNFWuQUjImNweXy9Wjm7SxqpL67fHm4gXjJ3Q7PhANsLRmKZgmrooGvIXjcRUU4ZoZS0Zo3AqbPraeZ5VBQYLFSbNBVmnS45522mwefXRxm3Ab9piyveDapQj+fiTc+gWsqrPWRczkbtCn06BzQ5rTHDVY1hJoi2ub6FKirS80NHzV1snAZsuksPAwNE29l4rhxfLly1mwYAGfffYZAKeddhp33323Em1DyKh555sb/Ugpycx343Q6U7K2bVu9gkjQqv/lzs5G07ovZfB15ddIJBkBmF2wM7rQcc9JqBO2+dP4c28B5E3q02txu4fZv+3bKnhmFWxqgq8qYWoOvHhyfLsmrDZSR0+Ghd/C9R/Dp9sg2n39KcXwZLUvyBp/vC5enko+AEBKs8eaaokEg1bcrK57yc8/SIk2xbAiEolwyy238Ic//IFwOExpaSl/+9vfOP7444d6aqOeUfGLGwwG2bjZiq3KzMxkzpzui66aplVUt1W0lU6fSVZRcbf7AFT6KgGYuVVg1xwIm47mjrk+go1Wz1GhwaQDILuzSxSswM/m5jBZWe1/xLOynEyZkssTT5zE3nsPo7T+YBTOetWKYWtlQhdlVtY3WuLuqeOsTgXKDToiMWKxCZPcTsa5HJQ5U281l65EIvVUV7+NlJGeByciNIqLj1X11RTDDikl//nPfwiHw5x33nn8+c9/Jjs7e6inpWCUCLdAIIC/yUoGyMrsuddnS11dW0ICQpBbWoZu67kOlYmJ3uQjx+cGBN69945vrG09ngZ5yesuPfroIp54YknSrgdPP/2DHs8/JLhs8PARcMJzlvuzO6blWi2mFCOaaCyWtNBhV7FtMcLhuphoEwiRepFht3uCEm2KYYPf7yccDpOTk4PD4eCxxx6jqamJgw8+eKinpkggLYRb1OxeMNTX14MQeJwZlJZ1n6FVX7GNhortbctT5u6ZkmiLmla8j3f5FnDOAE1gLyuDhs3QXAEtljUumWjr2Pngrrs+45prDkAbLhapT7fBeW9AhQ8mZsOXP2m/ff4Y+OMBcGWsEHBUQm3AaimlSAvqI1HW+0NIoCJsWZWyR2l/UcPwU13zNqaRWHDY+g3yeCaRm7vX0ExModgB3n//fc455xz23nvvdh0QFMOPtBBurXQldKSUWAmXEldm1yLMiEbZsmxJW7Hy3DGlnbohJD2+aVL33SLcm7bgCQNO8Oyxh7Vx/fsQE3UAeDr3Hb322rfbLf/2t+/y0UdbePzxEykq6jrhYlD4tgqO/298OdCFK+iMncAfscTamAzVsD3NWNTkZ2tC31ENMWobwweD2zGiLUm2CByOEdj/VzGqaWpq4qqrruKBBx4AwOl00tzc3OdWkIqBJy2EW6tcG5/XfZZohqd7/7wRjYC0arONmTqD7BTi2gDC69bR8PXnuJor8bhyALAVx/ZtFW1j54PuSGpxu/POI5k8OZdLLnm9bd3rr6/F4RgGF8ayTNil0Gor1R0OHS7cY3DmpBg0qsMRyoMRGqIGANM9LrJsOrl2Gy59dLj4TDNKXd2HGIYvtmxZ2jIzZ5ORMSNhpIampcVPqmKU8Morr3D++edTXl6O3W7n2muv5ZprrsHhUHGrwxn1K5NAc40lTqRhUjCu+9IfADIaZcvij/AtWUJtsJbghCLyynbHWzIdPSMDTOtihxBQvDN0U2ft4ov3IivLyU9/+gKXXroXt99+OPpwuDAWuOHyefDT16zlSj+sa4g3d1ekLaaUvFfXTDAhFGGKxzXqWlj5fKsJhSo6rXe5xqBp6gKnGHmYpsnZZ5/Nk08+CcCee+7JI488wuzZqhPHSGBU/ALX19enNK6h0vpxdqeYOdO0eR2rP7EETTTHS3inSYydfAB2PeaOrVpu/XVmtYm2rVubyMx0dsoaBTj22OnU1l5JXt4gx4YZJhz7LKysg4vnWkItkaMmQ6EHqv3w8Y+VaBtBbA2G2+qt9ZaAYRI0Tby6zjSPE4+ujTrR1ty8nKambwHIzd0Hh8MKdRDCga6rxAzFyETTNDIyMnC73fzxj3/kkksuQdeHgYdHkRJp/SvcVBOgpryZmvIWpCmx6V3Ht0XCIXz1VnHYjNy8Lse1IsNhAt99B4BN0yk+6CgKC8bFRZtpQPlX1nOPdbxly6qYPftvXHTRfO699+hOx8zP77lvar8iJdz8Gdz1dXxdtb/zOE3AJz+GLjo2KIYnIdPk3bpmJN23guuJKR4nczIH+bM5DGhuWdkm2hzOIjyeiUM7IYViB9i6dSuVlZXsEYu/vvXWW/n1r3/NlClThnhmit6SFsLNMCUiSWJp7TYfLQ0BIkHL4pDh9aIlcVc2VFYQaG5sWy4YP7HHc4a3bEG2WAHK5uTxzJkwP2FCUahJaGtVNhcpJbNn/w2AhQu/5pJL9mLatM6JCoPK6xvaizaAsJF8rBJtw56AYbIxEGqTaT7DRCLx6jqT+li2wy5ghjf9s4MjkSaaW5ZBrICuRBIMbAEgM2sOGd4Z3e2uUAxbpJQ8/PDD/PrXv6awsJAlS5bg8XjIysoiK6vn8liK4UdaCDcAf5YdV4csN39jiEDIR3ahB5tDY8rcIkSHzNNAcxObly5uW3Z6M7A7ur7ImYEAofXriVZVtfVIjUzp0Kqqbh1s+cJ6bncTMF3Mi4k2gEjEZMGCF7nssr056aRZvX+x/UWeG363r/W8JQx/+Qr+sQxOm2mV+FCMKJY0+1md0NGglVKnnd2zRp/FrDc0Nn5FKFTZaX1m1hyyMlXcj2JksnbtWs477zzeffddAA466CD8fn+P7R4Vw5u0EW4A2Z64KzQSNgiFA9Q0VlIwzkt2bhY2e2cfvhG1rHE2p5Oc4jE9ZpKG1qwhuGIlALXBWgJTS7F3rBxvxMsmMPEAolGT88+fy9//vpjFi604ug8/3Mw//nFSX15m34ia8FUFzC+B1qSHvcZYj5Yw7GkFqbJgDswrGbx5KfpMeTCMz4ibmltj2UqdjrZSHZoQTPeoWKyOGEYIn28VpowgzSihUCVCs5OTPY/WPHVd9+B0qibvipGHYRjcddddXHfddQQCAQoLC7n33nv54Q9/iOgmSU4xMkgb4ea0tf8wSlNS21iFaRrodq3HOwyH20Pp9Jlty62WNYz2rsNIhSW87KVj8GuCUE6UElcXLs+SOZBdRiZW1ujFF+/FF19s5YQT/s3jj5/IxIk5vX6dfWJtPezzT9i1EF45FTrq15ABb/4ASjO6zXxVDB+qQhHerWtKum2qx6k6GnRDJNJIbe37beU9WsnImKni2BRpwUknncRLL70EwBlnnMFdd92VUn9uxcggbYRbMqJGBN2mUVZW1uWHtrk2eX2y4IqVhNas6fLY9rKxNGoBZLiRqTlTU5pPfX2Azz8v5733zmbGjEH6En1cDuf+z3r+bTXs9hictTOct2u8s4HqcDDsMaVkSzBMJOaf3xSwrLpFDnu7QrhOTUvr3qGG4ccf2NwWi9ZbpDRo8a1CmhHsjjw87okACGFXok2RNvzkJz9h0aJFLFy4kKOP7pwIpxjZpK1wq9vmwzANNB0KCwux2Tq/VF9DPdUbNwBWenQrkYqKNtHmnDIZrYO1LqiZ+IoyCFdZF0+71nNLLIDcXDcXXzyI7XCktOLW7joEznjZWlcTsBISLpvX/b6KYcWGQIhPGjpX698z20uuPW2/xp1oavoOv3/dDh/H5R5Hbs7eqmCuIi344osvWLx4Meeddx4Ap556Ksccc4yKZUtTBv1XSwhxJHA3lsPuYSnlLR22ZwNPAuNj87tdSvlob84RDkSp3tKElCaabksq2oxohLqtW9qWiyfHrWa+Tz5te+6aPRvNFc+obAg28ObmN2Hbii7Pv/Tz5dx748vc+thUcsf2ZuY7wPYW+LAcDhoHxbE2WWET7jkUGkLtx752qtUcXjGoRE3JtlCYvtiKtoda+4PayI/FaubZbWkn2gwjSCi0vcvtkahVk9HlGovN3reMOJueicczScX6KEY8fr+f6667jrvuugtN09h3332ZPXs2Qggl2tKYQf3VF0LowP3AYUA58KUQ4kUp5fKEYRcCy6WUxwkhCoFVQoh/SinDSQ6ZFNOUmLGuBYXjkhfT3bZqBfXbtwGQVVTc1pNUmiYyYl0kvfvt1060AbRELKuHXbPjtXvJdmTjtcf7ia5bsYV7b/wPAH+65RNufXL/gb1AfLIVTnguvvzKKXHh5tStllWtwu3QCfB/x6o4tiFiSbOfZb7ADh1jrMvOHllD3L92AGls/JpAYHOP4zyeSbjdg3VXpFAMP959913OOecc1q9fj6ZpXH755aom2yhhsG/X9wTWSinXAwgh/g2cACQKNwlkCkvtZAB1QK9Lv0skNoeOw5n8JfqbrLptms1G0YRJbeujlfGSAPbSrktiFLmL2Lds3/gK04DmCh6//am2VQ8808jkA77mjDPmkJk5QMHiz3Udh9dGvttyl/5ghhJtg0x9JEpLLPNza8xqVuKw49R6385MFzDNMzLr6UUi9RhGz6I1ErUSLpzOEnQ9eeylprlwOlXms2J00tjYyBVXXMFDDz0EwJw5c/j73//OvHkq/GW0MNjCrQzYkrBcDnQM+roPeBHYBmQCP5KycySyEOI84DyA8aW9u8swTYOQz8oomzBnNzzZOW3bjEZL0AmnA9Gbi+u2xciKJZyyX5QHlgq+3lpAc9jJL3/5CmeeuUuv5tcrjpgEj30XX05WJL/EC2fsNHBzUCSlMRLl1epGzA7/lP1yM/EMhz60g0Q4XEN19Zu92iczc2eczqIBmpFCMXK5+OKLeeKJJ3A4HFx33XVceeWVqin8KGOwhVsyc09HqXEEsBg4BJgCvCmE+FBK2a72gZTyQeBBgBmTd+5VTx8j5goF2lykrUS2W/E1ek5O6gc0DahbjwB23XsW36/L4clrLX1aU3MFGRn99KUKG9aju+PlqDIQg4HfMGnooQfoSl8QE0mOzUZGTKgVOmyjSrQBBINWSILNlomu9+zm1XVvW09QhULRnptuuomKigruuusudtpJ3ZCPRgZbuJUD4xKWx2JZ1hL5GXCLlFICa4UQG4CZwBepnsQ0utdx5SuWASB0DS2hsW64vJxolVUexF5amnTf5Af8EsKxjL/i2Zz8q+P5x4dPccIJM3a8/6iU8Ov3rI4GuU744PT2wm2M1+p0MCsffjobPKlluCr6jpSS16ob8Js9pxnoCA7Jz8Q7ihs4h0JVAGRl7Y7bXTbEs1EoRg5SSv71r3/x7LPP8swzz6BpGhMmTOB///vfUE9NMYQMtnD7EpgmhJgEbAVOA37cYcxm4FDgQyFEMTADWN+bkzTVWrE00kwu4EI+S2RlF8a7JMhwGN8nn7Qt69nJkxranacpxNNPL+PQseuZmA9oNsgqQwjB00//AIejHy7Wkx+ElgjYNbhmb6j0Q5YzLtB2LoB7v7/j51G0w5SS2ki0ra1ZIgHTxG+a6EJQ2E1WpxCCSW7HqBZthhEkHLZuhpxOVQBUoUiVLVu28Mtf/pJXXnkFgOeff56TTz55iGelGA4MqnCTUkaFEBcBb2CVA/m7lHKZEOL82PYHgJuAx4QQS7Fcq1dJKWt6PHbC82jYJBDyYXPoyA5XXiMaJRywhF3+2PEAhNZvwGhoaDuIZ/48bIXJW90Eo1YvSLtm5+STn+Ltt9fz6X06E/PHwuSDwG4Fj/eLaAOYXQjfVVvi7cr3rXUC+MshcKYykw8Unzf6WJuk72ciRQ47389XTZq7IhyupbrasgzY7XlomnLjKxQ9YZomDz74IFdeeSXNzc1kZ2fzl7/8hZNOGsQWiYphzaAXgZJSvgq82mHdAwnPtwGH9/a40QT3aGOVH8M0cLhsGB1aVhnReHybJysbo7ER/5dftq3TMzNwTp7c5Xmawlao3cpvm3n77Q3oQhIOx86RMQCZbs+fCBU+OPE52BgL8ztgLJw0rf/PpWijJWr9T7NtNpxa59BMAeycMTIzPAeLSKSx7XlGxvQhnIlCMTJYs2YN5557Lu+/b92kn3DCCfz1r3+ltDehO4q0J22qd47Ls2LJEt2jDo+NoqLkmWl2lwuhachYk3nN7cIxZQr2MV2XAAEIGpYV5tyfvg5YgdYtLWG+/a6WXeftYBLCc2vg5k/hH8dYMWtgNYQvzYB9y6C8Bdadq+LYBoFozFI7P9vDmDRuIdXfBALl1Nd/ipTxxA2PZzIez6Ru9lIoFADPPfcc77//PkVFRdx3332ceuqpqlC0ohNpI9xaqSmPtwXSbT1n78mYRU7zenHvvHOX49Y3rmdN/Rr8ET/hkMEB+0/grWctD+7zz6/i1B/uYMmPLU1w3huxSXUIrAqb8Pv94O5Dd+wcim4JGiYh06QxalATiWITgtwkXTcUXRMIbG4n2hCaKuuhUHRDS0sLGRkZAFx++eW0tLTw//7f/yM/X2VWK5KTdlelaMxt2RJopMDWc0an2WS5H7WMzG7Hrapb1dY1wem08dQTP2bh3O+4/rq3Adhnnx2o4r7wW/jth+3XtYTj2aNO3XooBgxf1OD5qoZ2Nddmed24Rlnpjr4QiTRQV/cxpoxgmlaXjoLCw3A6VDKCQtEVoVCIP/zhDzz44IN8++23lJSUYLPZuPHGG4d6aophTtoJt1ZyiizRpvVQRNdobgZAz0ou3KSUfF7xOS2RFjQ0vj/h+zh1Jy6bi2uuOYA9d8tBfGeS2ddabU0huK1DpZMHl8CuhfCzOX07pqLXNBsmJhJdCLy6hlfX2UnFsPWIlCb19Z8RjcbLLOq6B7stZ+gmpVAMcz799FMWLFjAihVWz+vXXnuNn/3sZ0M8K8VIIS2Fm5SSUCSEze0kp5tCuqbfT2h1rGVUFyUbmsJNbGm2iunmufLIdiaUCWncyqGFX8HBOxC/k+WEj06Hj7Zaj/+shDc2wG/36fsxFX2mwG7j8IKeS8GkM6YZpr7+05RaVJkyghFtQde9FBQcghA6muZECGWpVCg60tLSwm9/+1vuuecepJRMmzaNRx55hAMOOGCop6YYQaSlcItEQ23P7fauA/mDK1e2PRe25OM2NW0CoLKihQNmHtF+Y6A+/rxwZh9mGqMkA06ZDl9WwPgs+OthUJC8T6NCMdCEwzVt3Q5SQ5Cbuzc2W8aAzUmhGOl89NFH/OQnP2Hjxo3ous4VV1zB7373O9xu9Vuv6B1pJdwiYQPTkDT7m8BtiTZbN8HlMtaySM/NwTF+XNIxG5s28vlnW3nw7uV8u0c+Dz10fHxjpdWBgeKdYdz8HZu8KeHmA6wsUoViGOBwFJKdvUeP4zTNic3WcysrhWI0o+s6mzZtYrfdduORRx5hjz16/m4pFMlIG5UQqA2y+vMKGqr8tPit+lGpNt51TpuG6ELgfbuokr//fRH+VYU89dQyamr8+P2xWnB6bB97L9paSQmfbbOSDxLRNSXaFMMC07Q+m5ruwuHI6/GhRJtCkZyvv/667fk+++zDG2+8wRdffKFEm2KHSBuLmxEyIANMEUXYJE63jQkTJnQ5XkpJeOPGbo8ZDhu8++5GNE1gRjSaw2HOO+8lfvzjOZw6rw6CsYDszO5rv7URiML4WK3hwybAzHyYXwJHdV3wVzE4bAqEeh40wjGMIM0ty5BmtNtxkWgDAHab6gqhUPSFyspKLr74Yp5++mlef/11jjjCCrM57LDDhnhminQgbYRbK/bsCIUuK0O0O4ub2Riv6i66iIOrrGzhZz/bjZffcPD0x9bF7o031vHkkyfDuhesQbodXCkEs4eMuGgDeHOT9ThuihJuw4DWdvHJu9umB/7ARnwtq1Meb7fnDeBsFIr0Q0rJE088waWXXkp9fT1er5eqqqqhnpYizUg74dbamzQ/Pz9pfNv21asAMPx+Wl9+V90Sxo3LJjfi5tjjpvP0jcsBaGm5BmFEIGSVEWHWcXGXaXfYBPx6Pjy8BBoSrDuXzkvxlSkGkta+pJPd6dtPMxyymr27XKW4XMljOlvRNAcuV9lgTEuhSAs2bdrEL37xC954wyqkfvjhh7Nw4UImTpw4tBNTpB1pI9zCLRFIKDTt9SaPuwn5rSK6ut8P7ixsxUWIDqVATGmysWkjoWiIiBHB4dB58MFjOXCfqVb7kWDcWoej+8K9begaXLUXnLML/OpdeGU9/Go+7JK8mb1i8AiZZtvzAkfafCXaIaUkGCwHwOEowOtVVl6For949913Of7442lpaSE3N5c777yTs846S7WrUgwIaXeVcrh1fOHux0jTpEC3LCv2JM17K32VfF0ZDyrVNMFPztwNZ2wfmrZaf70F0FWBXynhL1/BqTNgQkKsUJYDDptoibhZqqXJYLLOH+TzRl+njmKti/l2G7n2tPtKABCO1LY993qnDuFMFIr0Y/fddycrK4sjjjiC++67j5KSkqGekiKNSYurlIwZTIQmsDl6bg0VrYtfxPTszvFpdf5GImGD/IxcyjLKyHZmx0UbQGuduGgXAe0tYZj0oFWL7fIOrlC7Dmfs1OMcFf3PtmAEo6NqiyEQTExjN2kouB0Ab8Z0NC19X6dCMRhEIhEefPBBfv7zn+N2u8nJyeGbb76huLh4qKemGAWkhXBrNaFoWvdm6Za6WoItLUQrKiG/GD0rE1the1fl55+Xc9gFf+E3f5jHhF3GMbtgducDVVnxbhTN6rxtUSUc/rT1PGLCtIet59fsBQt2sBG9oleETZP/1TTRbFj9a42YZtsvJ5OJ7s6JK9oIcWsYhp9wuKZX+0QiVrFoXVPFPhWKHWHRokUsWLCARYsWsWXLFm655RYAJdoUg0Z6CLcY42blUdNY0eX25roaZDSKGQxit9lx7zEX0cHVuffej5C9l8mdf/mUjXs7mXnp7uTnJ9RpC8Z7MuJJ0kT7lBfizxsTLHL770ATekWf2BQIUx9tX/rCJgR5dn3EiLRk1NZ+0CbEeo1qRaVQ9IlgMMhNN93ErbfeimEYTJgwgUMOOWSop6UYhaSVcJNS4vP5km4zolGqN27A9PspyMlH0zTsxUXtxvj9EYpLPIRdESIReOT+5Tz34F+prPx1fFD9Butv7kTITHKHtWIBLKmCL7bDDZ9Y6y7eA2ao0gqDQUvU4J26ZkKmScS0TGx7ZmcwKWZhswkxokWbaUZjok3gdnefGdoRIex43F3XNlQoFMn5+OOPWbBgAatWrUIIwSWXXMIf//hHMjJUmzfF4JMewi3mAquo3I7f7wfolM0TbLHKd4S3luPKyE1au23t2jpe//BkTvzVGpoaQ0Qb3HxX+cv2g+piwi2/iwBvpw7zx0C5lb3KB6erJIRBZEswTGOClc2taUxyO3B0lUQywohGLYuvzZ5FXt5+QzwbhSL9+eabbzjggAOQUjJjxgweeeQR9ttPffcUQ0d6CLcYJvELdnaSpAMAe8Qgw+PFPadz7FrOxBCfV3zD7NlFfPzBVi68YE8KCxPKigTqrYfNCVmxGld1ATjkKXjh5PbZoydOhZOm9cvrUnTPt81+1vktt3Q4Vtpj90wPUzwuHJpAH8EWto5Eo1YpGrsthaLPCoVih9l999056aSTmDlzJtdddx0ul2uop6QY5aSHGSJGa0bppEmTknZNMMPhNjeZLUm6dn3IihuaM7sIV30pl1++T/sBrfXbMoriZUBmPAJbW6C5Qw2SNBILw53lLQF8hoHPMIhIiYZgrMuBW9fSSrQBhCN1ANhUOyqFYkCoq6tjwYIFLFu2DLC8N8888wx//OMflWhTDAvSxuKm2brWoE01Vaz76AOMurq2F6xnti+cG4wGWV1vtQM6+YADuPLDmeTmxjLwpISNH0KTVVKhLcD77q/bHYMPtlhuUnfavK3DihUtAVbHOhy0IiVEpcSlaRxVYFmhHJpIG9doIoYRwO9bB4DLlWJ/XIVCkTLPPvssF154IZWVlaxbt4733nsP6Bx6o1AMJWmjMKS07pSSUb1xPaE1a5CGgTczGz03p9OY2mC8ttvUgonkuhLKJgQboXZdfLm1N+kfPo2ve3Mj3PwZVF+0A69C0R2rfMG20h4dGeO0k2HruYbfSCUabaay8mUAnK4xOBxJMpoVCkWf2L59OxdddBH//e9/Adh///1ZuHDhEM9KoUhO2gg3e0INt8R2V001VdR/txRpGEyYMp2cGbNwjOtcmuPLbV8jTZieN41cV277jYFY6YWsUhi/D7hibqr/Ow5+/hoEopZo++GMfn9dowG/YfJJQ0u71lPJ8BnW9kPyssjQ21vUstJYtAHtyn9kZ+06hDNRKNIHKSWPP/44l112GQ0NDWRkZHDrrbdy/vnno6Wh1V6RHqSNcMtw2WiNMnM645Xh68q3EK22ipXmztkF98yZnfb95S9fpjJvCcecNBGbNwPTlO2L+UasTFVcOXHRBvD9CfD/5sItn1vLf/5e/72gUURFKML2UA99ymLYhKDQYUtLV2gquN3jsdtzex6oUCh6ZNu2bVx44YX4/X6OPPJIFi5cyPjx44d6WgpFt6SNcOuKSH090jAYU1iCa8qUTtsfeeQbHnjga7L32sx7H6+h8fOVbFh1BePHx9yhgQbY8kXXJ/jZbKj0w2Vzwdu5xIiiZ75psmrvlTkd7Jrp6XasV9dGrWhTKBQ7jmEYCCHQNI2ysjLuuusuXC4XZ555poplU4wI0voKKE2T0LLvANBtNtDbu9NMU3LOOS912m/MmISiijVWwgJbmuD8D+GFte0H57nhzwfBGFWIsS+ETJNAzEWaZ7eR7+j+4dLT+iObFJ9vPXV1Hw/1NBSKEc+KFSs48MADefjhh9vWnXvuufzkJz9Rok0xYkhri1skEKC5xSqE65k3r1N7qzVranE6dUwz3ni8tCwTuz0m8KSEymUQNuDaCqgugzNTc+kp2uM3TL5q9HWKY0ts+b5rpuqjmYwW36q25za7qt+mUPSWSCTCn//8Z2688UbC4TC1tbUsWLAAXU/v2FhFepI25gt/uHOrq+baagCEJnCP69weaMaMAoLB3xIK/ZY//NHqOffd0oROCa1JCdd8APWFnfZXpE55MMymYIiKcKTdozIcASDHZlN3vEmor/+CaKQBgKKiY8jK7Fw4WqFQdM3XX3/N/Pnz+e1vf0s4HGbBggV8+umnSrQpRiy9srgJ68o6FhgHfCulTN4YdAhoDjaSixUf1SoApLTsOW6nG09W15aKSMRk44YG7rzzCPREV1yg3rK2mTaIxgr6fr4dqvxw6byBeSFpSnnQslSWOR3M9HYuYpnvSGvjb5+IRpvx+60yNHZ7Lna7KrqrUKRKKBTi+uuv5/bbb8cwDCZNmsRDDz3EoYceOtRTUyh2iJQtbkKIC4CtwCbgQ2BGbP1/hRCXDsjs+sDEiRM7rXM6nJ0HJuBw6BxyyCQ8HZMLfNWwqQlkgiXoXyvgR50zUxVdI6WkKmZZy7XbKHU5Oj2cKuGgE1Ejfl9UUHDIEM5EoRh5aJrG66+/jmmaXHrppSxdulSJNkVakJKZQwhxBXATcCvwLvBOwub3gNOBu/p5br2iNU6tnfnblF2MThGhw7Rc+L8LwD4T5jxqrVeJCCmxwR9iSzBMVEoiMevnLiqOLWUC/s0A6LYMNK1zCzeFQtGepqYmotEoeXl52O12Hn/8cQKBAHvvvfdQT02h6DdS9U9dCPxOSvlnIUTHwIBVwPT+nVbvsdk7xytEq60YN5mksKuUMvWYKrsTsp1ww77wk513aJ6jiS+b2icjzMnwpF3v0IEkHLG6eaiCuwpFz7z66qucf/757Lvvvvz73/8GYNdd1XdHkX6kKtxKgK+72GYCQ9551+5qL9xkNEpo4wYANHf76a1aVcPChV8zaVIOLpcNr9dBTk83ZG4bXLhHf0457TFjVrZ9cjJwahqlTlXnLlUMI0Q00oAQOi5X2VBPR6EYttTU1HDZZZfx5JNPArBu3Tqam5vJ7NCPWqFIF1IVbmuBg4C3k2w7EFjebzPqJ8KbN2M2NgGg57fv6/jgg19z552ftS3PmlXA7S9Pan+A5jC8vBZ2Sd4bU9E9TVGDqASBYKLLiU1TlrbuCATKiUYb25ajUauMjcNRQGcjt0KhkFLy9NNPc9FFF1FdXY3L5eKmm27i0ksvxWZTyU6K9CXVT/ddwF+FEGHgmdi6IiHEAuBy4NwBmNsOISORtueOCe1bmHz3XXW75aOOnoov2tT+AA8vgX2KwbZpwOaYzixp9iORTPW4lGjrAcPwU1f3YdJtTmfxIM9GoRj+GIbBD37wA5577jkADjroIB5++GGmTp06xDNTKAaelISblPJhIUQu8Dvg97HVrwJ+4AYp5b8GaH47jL24CC2hd6mUkkWLtrcbc9jxpTRjCTen7oSvKqym8cWbYUYjTJDwqwlQpkzvqbIpYJX/2CVDJSN0RzBUQShofR51WwYe94S2bULY8HrVhUih6Iiu65SVlZGZmcltt93Gueeeq5rCK0YNKduTpZS3CSEeAPYBCoA64FMpZWP3ew4vDEPy73+fit8fwecLU1fvRyurAgMcmgO7boejnonvUBOAZevhNu/QTXoEUR+JssEfwoz1RPCMwhZVqRKJNFBb827bsstVSlbWLkM4I4Vi+LJ+/XpqamrYc889AfjTn/7ElVdeybgkxdUVinQm1XIgZwGvSClrgf912JYHHCul/McAzK/fsdk0DjkkHs9W5a/i/fL3Ach350NFkprCh08AJUBS4psmP9tClrXNLoTqhtANweA2AGy2LJzOYjK8qj6gQtERwzC45557uPbaaykuLua7777D6/WSkZFBRoYqzaQYfaRqcXsUy9JWm2TbpNj2IRVuso8l20wZL1cxr3ge2Fyw+XyoDcA9t8DnwDnKCtIVUkpW+YMEDOsf0Bi1kjmme1xM9nRf+Hi009z8HQBu93iysuYM8WwUiuHHsmXLWLBgAZ9//jkA++yzD+FwGK9XeUAUo5dUhVt3ZpN8oKmb7YOCzbFjFrFiTzEuW6xsiNsG2UHIs8MN+8GY3H6YYXqyPRThy8bOVsqpHpdqY4WVHWqa4eQbhQbSwO1Wrh6FIpFwOMytt97KTTfdRCQSoaysjL/97W8cd9xxQz01hWLI6fLKKoQ4ATghYdV1QojqDsNcwAHAlwMwt15hc7QvmWAYBvXNjZDbvkdpyoV3I83w/VigeN7k/ppm2lEXiQJQ7LBTEqvT5tU1JdqAUKiKmppkFXTao+sqgUOhSOT444/njTfeAOC8887jz3/+M9nZXfebVihGE91dXYuARP/NFKxCvImEsWLe/tDP89phGmurCYVD2AFNt17m4sUVTJ2aR0ZGvH1Qq6tUdDQqNljthvDkga5ESFc0xFyjk9xOpiVpHp/OSGl0bU0Dmpq+BWItq0TyllUORz6aplzKCkUi559/PmvWrOHhhx/m4IMPHurpKBTDii4ViZTyIeAhACHEu8AvpZQrB2tiO4qZ0GqpcMJEAH7/+/dpaQkzY0Y+M2bkc/jhU2jI2gJApqNDqQ8tVuU/s3QwpjsiqQpF2BAIAZCTpOVYOmOaUaqqXsUwkiSzJKBpTooKj0TTVNcIhaIr3nvvPZYsWcIll1wCwIknnshRRx2F06luahSKjqRax23E3vLkF5Vgd7qoqvLx/POW7nzrrfUAPPbYCXj2sSxrWRujsMv9cN0+sEsR0ARuwKXM88kwpeStOiu0UUOQM0oqlctYFkwotA3D8CGEjuiiAbxAIytrjhJtCkUXNDY2ctVVV7Fw4UJ0Xed73/seu+xiJYMp0aZQJCflq60QIhMr5m06SXqTSimv7Md57RBGQwPhDRvarfv73xd1Gnf8SdN4q2INAGOP/xgMHW74xNp4jB8uKhzwuY5UTAlGTMTsn5uBfRR0RwgENlNf/xlSxtugZWXtSkbGjCGclUIxMnnllVf4xS9+wdatW7Hb7Vx77bXMnKlK4igUPZFqHbcpwMeAB/AC1UBebP96oBEYNsLN98UXmLFaYiIWn+bzhXG7bUQiJtGoSXa2k/WBmOc3YmIzO2SlZiorSSroQjDBPTrujEOhqnaiTde9uBM6HSgUip6prq7m0ksv5V//shru7LnnnjzyyCPMnj17iGemUIwMUq2hcSfwFVCMVRrkaCxH4plAC/CjAZldHzHqGwCw5eVjHzcWgJtuOgS//1oikevYsOH/UVn5a0JRKz6ruMGLltFBfPxU1dVSJCc7Zx5lZadTUnI8uj66EjIUih3l8ssv51//+hdut5s77riDTz75RIk2haIXpOoq3RM4BwjFlh3SMj38SwhRANwN7DsA8+s1ZktLmxq1jytDc3S2Bk2cmNNuefIuu8H6YyEYhYvegs+2Qb4bagZ8ugqFQpH2JJZhuvnmm2lqauIvf/kLU6ZMGeKZKRQjj1SFmwtoklKaQog6IDHV8jtg136fWR8xA4E24abZkweNd4ku4PCJcMeesP61/p6aYhjQ0Pg1oVBVn/Y1DX8/z0ahSG9M0+Thhx/mueee4+WXX0bXdcaNG8cLL7ww1FNTKEYsqQq31UBrMM8i4HwhxKuAASwAtg3A3PpEdPt2bIDu9fR+Z7sOP5gB3/4bjFh9LqF6lKYLphnC17J6h49j01V/RIWiJ9auXcu5557Le++9B8BLL73EiSeeOKRzUijSgVSF27+B3YAngOuAN7DaXJmxY/x0AObWK1oCzWT6NMKbt+ByONBycnrcx8TsvFJKiAat54UzIWd0tyNqjhptRXYTMfvaHHYIMQzL06/rXvLzD+jTMYRwYLOpPokKRVdEo1HuvvturrvuOgKBAIWFhdx7772ccMIJPe+sUCh6JNU6bn9JeP6ZEGI2cBSWC/UdKeV3AzS/1GitrbVmDTa3ZWmz5eZCwMeSpZV8vkxy3HHT0XUtYRfJdt92AETAgLb6uzFBIjSYsM9gvYJhSdSUvFTd0Fb2IxkjqQiIabYKNzd2u+o/q1D0N0uXLmXBggV8+aXVBfHMM8/kzjvvpKCgYIhnplCkD32qmiql3AI8CCAsfiSlfKpfZ9ab+SCRgIwaeGw2XDvvTNAmoNzHSy+t5v7H3mXChGwuuGA+55yzB3l5bqvVVdiAqz8gf69C+FUpeOwQbLQO6lBWlYiUGFKiIRjjTF4eZayrl3GEg4jPt55wOB7PZsRi1DRNZYIqFAPB//73P7788kvGjh3LAw88wDHHHDPUU1Io0o5U67gVAjVSxk0vQgg3VnzbZcBEYMiEm4EBvnjguGunWdR+8A4Ai76xwu82bWrkqqveYsqUXE45ZSdr4BPL0aWG657v4P5l8L3x8NdYWro7ZzBfwrDGrgkOyc8a6mn0ilCokoaGz5Nus9lUjJpC0V80NDSQEwtNufTSS4lEIlxwwQVkZY2s3wyFYqTQpXATQniAu7BqtTmBZiHEH6SUtwshfgHcCBQCbzLUMW4SpDQp83gQNh2haTjcbvyNjaxeHyCx0cMhh0yK7xeMxp8bEt7eBOHYdn34WpIUcaJRH37/upjNNU7AvwkAj2cKTmdiBwwNl0v1n1UodhSfz8d1113H448/ztKlSyktLUXXda6++uqhnppCkdZ0Z3H7HXA28HfgW6ys0t8IIfYGTgbeAa6RUn454LNMEYemYSspaVsOBg1O+sFuPPvCJurqAuTlucnNdVsbpQS9Q8bo7/eG8taXM5KitwaG1gSE4fxONDcvxe/fkHSb3Z5HTs48hMoMVij6lbfffptzzz2XDRs2oGka77zzDmeeeeZQT0uhGBV0J9xOBm6UUv6xdYUQ4n3gVeDvUspzBnpyO4rHY+fuu4/irw9m8P77G9m8uTG+UQg4f1fY4oM7MmBdA/xsFixbam0vmD4kcx5ObAhYwfy59uHZQF5K2SbavBnT0TV3fKPQ8LjHK9GmUPQjDQ0NXHHFFTz88MMA7LLLLjzyyCPMmzdviGemUIweursiTwDe77CudfnxgZnODiAlCNqqcydis2kceujkdutaIi3Wk/FZ8OrJEDGASGwHJ2QWD/CEhzdh02RRsxU3OMk9PN3GoXBl2/OszDlo2vCcp0KRDrz99tv85Cc/Yfv27TgcDq677jquuuoq7HbV11mhGEy6E252INxhXeuyb2Cm03dkOAxO0DIzex4M1AZrATBam4bbdQipyvitBIx4jbsJruHZRF6a8SLJSrQpFANLVlYWlZWV7L333jzyyCPstNNOQz0lhWJU0pMP7GIhxPaE5VZz1v8TQlQmrJdSyqv6d2q9Q0Yi4AQ9xUymrc1bAZiYNdFaYUThu2djW4dzVNfg8HGDZZHM0HVs2vB8P6S0xKXbNXaIZ6JQpB9SSj7++GP2339/AObPn897773Hvvvui67rQzw7hWL00p1w2wzsn2T9JuDADuskMKTCjdhFHD21eCwzNr71L9FAWyFfimb29+xGHM1R633pqn7bcCBqWOJS1/vQ3kyhUHTJli1bOP/883n11Vd5+eWX2+qxHXBA3zqOKBSK/qNLlSOlnDiI8xhc3tuMWLYWDsuKW9xaRZszE0p3H7KpDQfW+YOEY4J2lnf4FquNRqxkE5ste4hnolCkB6ZpsnDhQq666iqam5vJycnB5xt2kTEKxahmeKYL9gPvv7+RF55dDLlbMTUXxx47nQsumA8hA37wIszaBBUZYHPDNUdBOPbjZBu+QmWwqAnH69tl2oaPS0RKk2i0pW05EmkAwG5XhT4Vih1lzZo1nHPOOXzwwQcAnHTSSdx///2MGTNmiGemUCgSGXThJoQ4Ergb0IGHpZS3JBnzPaziv3asjg0H9fY8r7y8hpoaP0sXb8QftjFpUo614b+r44MWVcKKZfC7Y6C+3lrnHt09LP2GyWp/EIC5WV60JFm6Q0VN7buEQ1Wd1iuLm0KxY7z55pscf/zxBINBioqKuP/++znllFOSZukrFIqhZVCFmxBCB+4HDgPKgS+FEC9KKZcnjMkB/gocKaXcLIQo6su5gqFou2WbLVbPqyEI03JhrwisWNN6UjBiGYr20W1xa4oabc9LhlF8m2lG20SbzRbPHHa5StG04TNPhWIkstdee1FYWMjBBx/MX/7yF/Lz84d6SgqFogsG2+K2J7BWSrkeQAjxb+AEYHnCmB8D/5VSbgaQUnY2sXRAYrZbbmkJU1nhw5nw6hYs2MN6MiMPXjyZyoV3WMtjvBANw7ZFfX1NaUmxw07eMCq8W13zJgA2WxbFxapxtUKxI4RCIe655x4uuOACvF4vWVlZfPvtt+Tmjm6Pg0IxEhjsK3MZsCVhuRzYq8OY6YBdCPEekAncLaX8R8cDCSHOA84DGFcyEQC3zXo5GRkOnnrqFPzNzUzaY2+a/Bpjx8bioA6ZQNgIW71JAecFe0I4HjdF5ujuY9mx5+dwwYhaMYhu97ghnolCMbL59NNPWbBgAStWrKCiooI77rBuYpVoUyhGBr3uByQsSoUQfRF9yQImOioFGzAXOAY4ArhOCNGp/5SU8kEp5Twp5Txd17AJHT0Wj2EaBsGWFjQhcDh0xo3LbherETJCkOWAuSXknLwHbPrE2uDOhazRG4i7oiXAW7VNQz2NTvj9G5DS6mqRkaFKtSgUfaGlpYVLL72U/fbbjxUrVjBjxgxOOumkoZ6WQqHoJSkLNyHE0UKIz4EgVo23XWLrHxRCpNpduBxINJmMBbYlGfO6lNInpawBPgB2TXWeAOFAoO250+PttL3CVwFHT4YzZoHLBpFYxwTP6I7r2BSw4vw0BGWu4dOJIBiM14AWQsWzKRS95c0332TOnDncfffdaJrGNddcw+LFi9uK6yoUipFDSsJNCHEW8CKwEss9mbjfGmBBiuf7EpgmhJgkhHAAp8WOm8gLwAFCCJsQwoPlSl2R4vEB2L5mJQBOrxctSYXvxpBV/6vYUwzRULwUSNkevTlNWrG8JUB1xLJqnVycy84Z7h72GHjC4Vqqqt8gGLS6XOTm7qOy3BSKXvLVV19x+OGHs3HjRnbbbTe++OILbr75Zlyu0Z2IpVCMVFJ1d14L3CalvCaWGfpowrZlwK9TOYiUMiqEuAh4A6scyN+llMuEEOfHtj8gpVwhhHgdWAKYWCVDvuvp2JGWZsi1ykIE/ZYQc7o7VNR/aS2EDKrnVgPgtXshUB/fbht6sTJUrPOHAKvFlVvvtQe934lGfdTWfoBpWqVJEBo2m6rXplD0lnnz5vHjH/+Y2bNn8+tf/1o1hVcoRjipCrcJwJtdbAsCKV9RpZSvAq92WPdAh+XbgNtSPaaQkhyb1QjdxCQSc5WOmT4rPujjcvj56/DgEThCAjQodeTCqtes7RnFoA29YBkK6iJRGqJW+ZRjC3MG5ZyRSAONjYuQMpp0e9TwYZpBnM4ScnLmoWkONG14NrtXKIYTlZWVXHrppVx99dXsuqsVZfLkk08qa7VCkSakKty2ALsD7yTZNg9Y228z6iMilvdgeL18+OEmWlrCvPaVB03XOfvs3Sh6Zb018Lw3YJeNMB4ct8yIHyCjePAnPUyoDEXantsHqaG8P7CJUKii2zE2WxZ5efsqwaZQpICUkieeeIJLL72U+vp6tm/fznvvvQegRJtCkUakKtweAa4XQlQCz8fWCSHEocCVwI0DMLfUifUZdYwfR0tDPS++tJptVVG+21oHwJFHTqXIlmBNMyVUB6DRip0iswTGzh3sWQ87ZngGPuYlHK6hpWUVkYjlovZ6p+H2TEw61mHPxfLMKxSK7ti0aRO/+MUveOONNwA44ogjWLhw4RDPSqFQDASpCrdbsbJBHwdaS+t/ghWntlBKec8AzK3X2IpL8DU309gYxKbFL/gOhw6bO5S5+NFMMFvddKP7btSICV99EO7KGxsXEw5Xty07HPk4HQUDfl6FIh0xTZO//e1vXH311bS0tJCbm8udd97JWWedpaxsCkWakpJwk1JK4EIhxJ3AIUABUAe8I6Vc3e3Og4jm9VK3qYqpU/J4+/Nw2/rp0/Phwt3h4PGwqQn8QRiXCQ2bweaBgmlDOOuhJ2hawq2/khIikUZ8/rVtltBWJJJwuBohdHJz90ZoDpyO0euiVih2lO3bt7eJtlNPPZV7772XkpKSoZ6WQqEYQFISbkIIj5TSL6VcyzCIZ0tGa8X/MWMyueKKfTluq4vrbv6OWbMKrTvP+WOsB8CmAITqoC5Wv82VMzSTHiYETatlmLOf4tuampYQDJZ3ud3lKsPtHt8v51IoRhvRaBRN09A0jbKyMu677z4yMzM5+eSTh3pqCoViEEjVVVojhHgJ+DfwqpQyNIBz6hMZuh0jGqW2fDNCCA49ZBInn3EgVVW+nnf2jr7Cu1FT8n59Mz7DxGdY3m/XDmbVRiJNBINbCIdrAMjMmtMpsUAgcLnG7tB5FIrRyqJFi1iwYAHnnHMOF1xwAQBnn332EM9KoVAMJqleqa8ESoBngCohxBNCiGP62PZqQBA2ib85Hsfm9GZgt+uUlanaX8moi0TZFgrTGI0SlRIdQY59xxIBGhu/pqlpCaYZRAgbmRk7keGd1u7h9U5F11XhT4WiNwSDQX7zm98wf/58Fi1axAMPPIBhGD3vqFAo0o5UY9zuA+4TQpQCP4w9XgQahRDPAf+WUnZV522QiMdTOb0ZZOYnBLxvbf7/7J15XFT1+vjfZ2ZQNgUxJRXNDWWdAZHcciXQEre0yCy3tJtmdjXXUsutxbimppX2s696pWtdC/VWLqGYuaSCArIYWqKCiCDIJiPM8Pn9MXIEGRANRPG8X6/zYs75LOc5Zw4zzzyfZwG1Ch634XrRdYxC+cCLzjUtEztYaOhhb4ulSoXlXfi4FRZepajoWpljBmMeANbWbbCybo0kPZp58RQUqpODBw8yYcIE/vjjDyRJYurUqSxduhS1maowCgoKdZ+7spgJIS4BK4AVkiS1wqTATQPG3O1c1U4p9ywLy1LLcyfT4IdEWPgU57LPEZEWYW7II4VRCC4XmnK32WvU2Fvc3VtXXGwgI2NfhclzbWw6UK+ew9+WU0HhUaagoIBZs2axZs0ahBC4uLiwfv16unfvXtuiKSgo1CL3pGxJktQeCLq5NcOUoLfWuZJ8vvzB5RGw6xx8GU2OdzYMs6R+gDP2amvs1Dnl+9dh8o1Gjmfnc91YLB/rZm9bpbFCGLlx4wpCFGM05iGEAZWqfjl/NY3GBguLRtUqt4LCo4iFhQWHDx9GrVYze/Zs5s2bp9QXVVBQqLriJklSa0wWtiDAC0jD5PM2SQhxqCaEu1uWLf2FtDwY8mJ3RjzhgYODlUlpK+GqHq4Y6dioIx0NxSA9EPrmfSNFX8RF/a00Ke2tLVFVMddTbm4cublxZY7Vr+9Io0ZPVquMCgqPMpmZmRiNRpo0aYJGo2HTpk0UFRXh5eVV26IpKCg8IFTJCUmSpKPAn8BMIAJ4GmghhJj6oChtRqORi8k5XM0sYNLMGBwdg7mcYsai5tnE9LekuHwz3f0TspYp8QJsaVmPAY/Z0cXO5o5jDIZcCguvcv16EmBS1iwtm2Np1RJbW9fKBysoKFSZ77//Hjc3NyZNmiQfc3d3V5Q2BQWFMlTV4pYAvAf8IsSD6dn/+5FblrViAcWGYixt6sEvz8P/OwXfnjY1Ot9cxiu8mSbE5tHL2m+lUtGknsUd++n1qVy9ul/eV6mtaNy4r5KRXUGhGklNTWXKlCn88MMPAFy5coW8vDxsbavmxqCgoPBoUdWo0rE1LMffRl9oRKOWKLhRn5KwA3t7S/CyhNWOMK0z/LQb6qsg7wpklySIfTSUkIv6Qo5l593VmOvX/wJArbFFraqPjU0HRWlTUKgmhBBs2LCB6dOnc+3aNWxtbVm2bBn/+Mc/UP3NnIoKCgp1lwoVN0mSngUOCiFybr6uFCHEz9Uq2V3SvZsTPV/0wKZlW/753h9MmNDpVmOxgOtFnPW/+WGYcQZZYbOwvu+y1gYxN9N/QNVKWxUXG9DrLwHwWOO+aDTKr38FherCaDQSGBjIrl27AHjmmWf48ssvadVKqSiioKBQOZVZ3H4EugLHbr6uDIGp4HytU7++hp9+eqmsZUglgWcT6v1pid6ox1qfDfXswcn3kaiacKHgBplFptQdPg1t6Ghz58i0GzdSEcJAvXqNFaVNQaGaUavVuLq6cvz4cVasWMGoUaMUa7aCgkKVqExxawOklnr90FDpB6ChkMc0N53y7VveH4FqmRM5t6xtra3qo67CF0RBgSni1lKpKaqgUC0kJCSQmZlJjx49AFi8eDFz5syhadOmtSyZgoLCw0SFa2ZCiPNCiJLcEQK4dPNYmQ1IoXTZgloiv+A2/y0h4MBF0BvKHy/B0q7mBatlhBDk3iyN06tRA6yrWB3BaDQpe/Us6r5FUkGhJikqKmLp0qV4eXkxcuRIcnNzAbCxsVGUNgUFhbumqlGl54BumJZNb0d383itLpXeKNQDoC6Jlpx7ABrWB9t6YK2BlrfVLK33aCz/XS26FQT8eP2KI0kLCi5yLTsShCk5b3FxYYV9FRQUqkZkZCSvvvoq0dHRAPTv3x8hav13roKCwkNMVRW3ytbWLIEb1SDL3+DWB+Hj7TqYXhxIhjNZ8OnNElf/HgjOtSBaLVOScFeFRP1KItX0+hSKjQVljqlU9dBoGtSofAoKdZGCggIWLlxIcHAwRqORNm3a8NVXX+Hn51fboikoKDzkVBZVqsVUIaGEZyVJcrmtmyWmagqJ1S9a1SkuFkREXEIkC5It/qJHj1Y4nMkq26nZnZPN1kXi80zKWNN65t/q69eTyM1LwGg05bWzs/PByuoJAFQqDZL0QMScKCg8VAQGBrJv3z4kSWLatGksXrwYG5tH8zNIQUGheqnM4jYMU9JdMJm0FlTQ7xzwj+oU6l7IvlbIwZgU5q3fwohBHfnv7R3a2EE6UJhHFQtG1AnUkikbSucKqiTk5Z3GUHRN3reo54BaXf8+SaegUDeZPn06ly9fZv369XTt2rW2xVFQUKhDVKa4fQAEY1omzQH6Acdv61MohCiqIdmqTMlCaUGhyTpUz1oDXw+A45dh5zlIyjb5u6UD2RfB+gnZl+tRwea2oASDIZfs7CiKDNkANGnij1ptg1ptVRviKSg81OzcuZPY2FhmzpwJwMCBA+nfvz8aTZXLQSsoKChUiQo/VW4qZCVK2YNtorrN2ddd6wiD2sOzbcHFAXqbSfvh1Pk+CXd/KSwu5sz1GxQVm+6JsQI/6Pz8s+j1puoRGgs76tV79Ep/KSj8XTIyMpg2bRqbN29GpVIREBCATmeqf6wobQoKCjVBZT5ubsCfQogbN19XihAivloluwskScK5QyNa9GjPqKbuDBrU0dSgVsFLbiXyoTfqbw2yalQLktY8Z67f4EROfpljKiRUpeJLCgoukJdnqt3aoKEnNtaPYNSGgsLfQAjBf//7X6ZMmUJ6ejqWlpYsXrwYd3f3Gj93UVERycnJ6PX6O3dWUFCoVSwtLXFycsLC4s71watKZT8JY7lVOSGWinO1SdRy5QSVJNGqlR0d/F1o3aO72T6Z+kz5teYBNyD+HTILTXnrnrCsj72F6S1pbKFBozIpbsXFBrKyjsr9ra3aKD5tCgp3waVLl5g8eTLbt28HoHfv3vy///f/aN++/X05f3JyMg0aNKB169ZKtQUFhQcYIQRXr14lOTmZNm2qr45BZYpbXyC+1OuHGqMw5TNTIWGhqruRkjk3k+262lpiVZSE0ZAHNyD7ZsIWo/E6QpiUu8ea+KPRKJFuCgp3w6xZs9i+fTsNGjQgODiYCRMm3Nei8Hq9XlHaFBQeAiRJonHjxqSnp1frvJX5uP1q7vXDTuM6nvuyxN1PGHLIvhZRYT87u07UV/zaFBSqhBBCVpSWLVuG0Wjkk08+wcnJqVbkUZQ2BYWHg5r4X62S96wkSU0BGyHEuZv7EjARcAP2CiH+V+2S3SvGYigsBiszl1ZUKk+w6uF3HC4svMqNwrKafIHeiN4gyC+4QT1ArbbGxqZDmT4qlQXW1m3vo6QKCg8nRqORVatW8b///Y9ffvkFtVpN8+bN+c9//lPboikoKDyiVNW+vwGYVmp/IfA5MAAIlSRpbPWK9Tf4KxtafQmt14LvJhi/81absVTmEsuG5cc+ZFy9+is52SfLbAXXz6EvuMj1/D8B0Gga0KCBa5nNxqY9klR3/fwUFKqDuLg4evTowfTp0wkPD2fnzp13HqQgs2PHDj766KPaFqPW2bBhA02aNMHLywsXFxc+/fTTMu3r1q3DxcUFFxcXnnzySQ4ePCi3FRUVMWfOHJydnfHw8ODJJ598IJ/Df/7znxw4cKC2xaiQyMhIPD09ad++PVOnTjVbdq6wsJBx48bh6emJTqdj//79ctu7775Ly5YtsbUtWypz9erV/N///V9Ni1+Oqn57dwL2AUimb/xJwDtCCBdgKfDPGpGuigjErbRs6abi6OQXQVIOXM6nyFhEcm4yXM8wtdV/+Ms4GQz5FBffQFJZYGvrgq2tC1i5YKzXgvqWj9PQxhlbWxcaNvSqbVEVFB4qCgsLWbRoEd7e3hw9epQWLVqwY8cOAgMDa1s08zRZXXariE2xZftN31ejYg0ePJg5c+ZUqa8QguLi2sutaTAYanT+oKAgoqKiOHToEEuXLuXixYsA/Pjjj6xdu5aDBw9y+vRpvvzyS1566SUuX74MwPz580lNTSU2NpbY2Fj+97//kZubW62yGY3GO3eqhMzMTH7//Xd69epV5TE1fb9vZ9KkSaxbt44zZ85w5swZdu3aVa7PV199BcCpU6f45ZdfePvtt+VnctCgQRw7Vr5U+/jx41m1alXNCm+GqipudsDVm699AAcg5Ob+PuD+hFNVgNEo2LcviTFjt+E7bEvZxqbWxF6N5c/sP0FSmdJiWNrVjqDViMGQg75YIrW4MVct3MiwcOV4UWs0li1pZ9+Olo29sbPzpl49h9oWVUHhoeH48eP4+Pjw3nvvUVRUxD/+8Q/i4uIYNGhQbYv2wJCUlISLiwsTJkzAw8ODUaNGERYWRo8ePXB2dpa/4DZs2MCUKVMASEtLY9iwYeh0OnQ6HYcPHyYpKQlXV1cmT55Mp06duHjxIjNnzsTDwwNPT0++/fZbs+c/duwY3bt3x9vbm+7du/PHH38A0KVLF+Li4uR+ffr0ITIykvz8fMaPH4+vry/e3t5yNPCGDRt4/vnnGTRoEAEBAeTl5eHn50enTp3w9PSU+wEsXrwYFxcX/P39GTlyJMHBwQD8+eefDBgwAB8fH3r27Mnp06crvXeNGzemffv2pKamAvDxxx/zySef8NhjJn/jTp06MWbMGNasWcP169f56quv+Oyzz6hf3xT57+joyAsvvFBu3uPHj9O9e3d0Oh1PPvkkubm5Ze4/mMqwlViRbG1tWbBgAV26dOGDDz4oM+f+/fvl533Pnj1069aNTp068fzzz5OXl1fu3Fu3bmXAgAHy/qJFi/D19cXDw4PXXntNtm716dOHd955h969e7Ny5UoiIyPp3bs3Pj4+9O/fX74nX331Fb6+vuh0OoYPH87169crvad3IjU1lZycHLp164YkSYwePZpt27aV6xcfHy/XEm7atCn29vZERJj8xLt27UqzZs3KjbG2tqZ169ZmlbqapKqKWzImfzaAgcBpIUTKzX07oJYTCpkejPy8G8RnFUDLBnAz/QWtGpKlN9UtVUsSblaOYOtYW4JWG8XFek4UWHP8ug2HruVy+FoeuUYj9hoNPRvZ3nkCBQWFchw5coTY2FjatWvHvn37+PLLL7Gze/h/6FU3Z8+e5a233iImJobTp0/zzTffcPDgQYKDg/nggw/K9Z86dSq9e/cmOjqaEydOyPnu/vjjD0aPHs3JkyeJiIggKiqK6OhowsLCmDlzpvxlXhoXFxcOHDjAyZMnWbRoEe+88w4AL774It999x1g+rK+dOkSPj4+LF26lH79+nH8+HHCw8OZOXMm+fmmXJdHjhxh48aN7Nu3D0tLS0JDQzlx4gTh4eG8/fbbCCGIiIjg+++/5+TJk/zwww/ylznAa6+9xmeffUZkZCTBwcFMnjy50vt24cIF9Ho9Wq0WMC3H+/j4lOnTuXNn4uLiOHv2LK1ataJhw8rdegoLCwkKCmLlypXyvbOyqrwCTn5+Ph4eHhw9epS5c+fy+++/y/fk22+/JSgoiIyMDJYsWUJYWBgnTpygc+fOLF++vNxchw4dKnMNU6ZM4fjx48TGxlJQUMCPP/4ot127do1ff/2VqVOn8uabb7J161YiIyMZP3487777LgDPPfccx48fJzo6GldXV9avX1/unOHh4Xh5eZXbuncvnw4sJSWlTBCRk5MTKSkp5frpdDq2b9+OwWDg3LlzREZGypbRyujcuTO//fbbHftVJ1X10P8aWCZJ0tOYFLe5pdq6AgnVLdi9kK/X0LRFAzgxBoqMMPtX0DXhqj4GgCdt2/DY9Wu1K2Q1YTDquVxkQX1LDU9Y1kclQX2VCndbK+rdx9QECgoPO+np6TRp0gSAN954AyEEEydOxNraupYle3Bp06YNnp6eALi7u+Pn54ckSXh6epKUlFSu/759+9i0aRMAarUaOzs7srKyeOKJJ+RargcPHmTkyJGo1WocHR3p3bs3x48fZ/DgwWXmys7OZsyYMZw5cwZJkigqMvkuv/DCC/j7+7Nw4UK+++47nn/+ecBkNdqxY4dsJdPr9Vy4cAEAf39/HBxMqxJCCN555x0OHDiASqUiJSWFtLQ0Dh48yJAhQ2RlqMQalZeXx+HDh+XzANy4USoArhTffvst4eHh/PHHH3z11VdYWlpWeG9LRzBXhT/++INmzZrh6+sLcEdFD0zvwfDhwwFThY8BAwbwv//9jxEjRvDTTz+xbNkyfv31V+Lj4+nRowdgUhC7detWbq7U1FT5/wdMStWyZcu4fv06mZmZuLu7y/csKChIljk2NhZ/f3/AtFxbYtGKjY1l3rx5XLt2jby8PPr371/unH379iUqKqpK98ecP5u5+zt+/HgSEhLo3LkzTzzxBN27d69S9ZOmTZve0dJa3VRJcRNCfChJUgrgC7yJSZErwQH4fzUg212hUkFRsYannmplOvBHFjxmjXiuA5wxKW6OeVdBpa4TdUrP5JpWriXJgl4OD7/PnoLC/SY7O5vZs2fzn//8h9jYWFq2bIlareatt96qbdHujvQpd+4DMNrDtFUDJUt3ACqVSt5XqVR35b9kY3Mrj6S5L1iANWvWyP5HP//8M/Pnz6dv376EhoaSlJREnz59AGjRogWNGzcmJiaGb7/9lrVr18rzfv/993Ts2LHMvEePHi1z/pCQENLT04mMjMTCwoLWrVuj1+srlKu4uBh7e/sqKRBBQUGsXr2aI0eOMHDgQJ555hkef/xx3NzciIyMpF+/fnLfEydO4ObmRvv27blw4QK5ubk0aFDxZ3xFip5GoynjN1i60oalpSVq9a18pkFBQaxZswYHBwd8fX1p0KABQgj8/f3vGEFtZWUlz63X65k8eTIRERG0bNmS999/v8x5S+63EAJ3d3eOHDlSbr6xY8eybds2dDodGzZsKBMkUEJ4eDjTpk0rd9za2prDhw+XOebk5ERycrK8n5ycTPPmzcuN1Wg0ZQJHunfvjrPznasK6fX6O1o4q5sqm2aEEJuEEG8KIdaLUk+yEOJ1IcTGmhGvaqjVEn37tSb+9Az+/e9hpoMej8E7XRE3l1ElJCxKfNsaln/THhauG4tJSI8iJd+kuNmqq6+MhoLCo8JPP/2Eu7s7a9eupaCgoNyHvUL14ufnxxdffAGYrCs5OTnl+vTq1Ytvv/0Wo9FIeno6Bw4c4Mknn+SNN94gKiqKqKgomjdvTnZ2Ni1atABMfmqlefHFF1m2bBnZ2dmyRbB///589tlnsgJ28uRJszJmZ2fTtGlTLCwsCA8P5/z58wA89dRT/O9//0Ov15OXl8dPP/0EmCxbbdq04b///S9gUkaio6MrvQ/dunXjlVdeYeXKlYApmfPs2bO5etX0eR4VFcWGDRuYPHky1tbWvPrqq0ydOpXCwkLAZN3avHlzmTldXFy4dOkSx48fByA3NxeDwUDr1q2JioqiuLiYixcvVuqH1adPH06cOMFXX30lW8W6du3KoUOHOHv2LADXr18nMTGx3FhXV1e5T4mS9thjj5GXl8fWrVvNnq9jx46kp6fLiltRUZHsn5ibm0uzZs0oKioiJCTE7PgSi9vtm7n/42bNmtGgQQN+//13hBBs2rSJIUOGlOt3/fp1ebn4l19+QaPR4OZ2x2qfJCYm4uFRPT+IqkqVFTdJkjSSJAVJkvSZJEkhN/++IEnSA5EQTVKpkMwsEeYVmZwprTSlNGKLh3MJRAjB7oxs9mdd53xhPQDaN2xay1IpKDw8pKenM2rUKAIDA0lJSaFLly6cPHlS/rJSqBlWrlxJeHg4np6e+Pj4lAkiKGHYsGFotVp0Oh39+vVj2bJlPP744+X6zZo1i7lz59KjR49yEZEjRoxgy5YtZZzt58+fT1FREVqtFg8PD+bPn29WxlGjRhEREUHnzp0JCQnBxcUFAF9fXwYPHoxOp+O5556jc+fOst9jSEgI69evR6fT4e7uXiagoSJmz57N//3f/5Gbm8vgwYMZP3483bt3x8XFhYkTJ7J582Z52XDJkiU0adIENzc3PDw8GDp0aJllSYB69erx7bff8uabb6LT6fD390ev19OjRw95SXvGjBl06tSpQpnUajWBgYHs3LlTjp5u0qQJGzZsYOTIkWi1Wrp27Wp2SXDgwIGyVcze3p6JEyfi6enJ0KFD5eXb26lXrx5bt25l9uzZ6HQ6vLy8ZKVr8eLFdOnSBX9/f/k9+Lt88cUXTJgwgfbt29OuXTueeeYZwJSyZsGCBQBcuXKFTp064erqyscff8y///1vefysWbNwcnLi+vXrODk58f7778tthw4d4umnn64WOauKVJEZuEwnUwLePYAWSALSAEegNRANBAghqremw13QplkrsW7SZPr8YzwWjmUVmZS8FA5fOszjVo70TDPlNsPzeaj/8Dnwn84v4Hh2PoX5iTQUGdg39OTJxi2xs3ggdGcFhQeaXbt28corr5CRkYGVlRVLly5l6tSpZZaMHgYSEhJwdXWtbTEeKfLy8rC1teX69ev06tWLdevWVaoIPWo89dRT/Pjjj9jb29e2KPeVkydPsnz58jJKnjnM/c9KkhQphOh8L+et6jf+cqAx0EUIcbzUiX2B72+2v3IvAlQbFeifhUaTibl+9q01bh7CcjFXbhRxPNtkxm1tUYCLRT6POTSgvqK0KShUCUdHR7KysujXrx9fffUVbdsq1UMUqsZrr71GfHw8er2eMWPGKErbbfzrX//iwoULj5zilpGRweLFi+/7eav6rf8sMKW00gYghDguSdJc4LNql+xukYCf/4Qvd0OLBtDcFvH0E0S4RZnac1PBwgGsGkG9h6ew+vXrSaRlRpJwQ8O1GyYH4G4NrgFgoXn4qz8oKNQUxcXFhIWFERAQAIC3tze///47Pj4+Sq1Phbvim2++qW0RHmi6dOlS2yLUCiVRsfebqvq41QcqStecC9SrHnHuHRsrW7iQYyp59VsyfHuaouibuVoKr9Nc3FwOae9Xe0LeA7nXk9idY8Wf+nogBN5W+VipBJaWzVGpav22Kyg8kJw9exY/Pz/69+9fJtlm586dFaVNQUHhoaaqFrffgdmSJO0TQuSXHJQkyQaYfbO91iguFsTGZvBrVBFBRhVtb/qsZDmaQqEtjEU41bsZUfqAlbu6fv08ObkxUIGvYb5BT5FoQIOGHrS0akDnRjbUV6mQpIfLL0dB4X5gNBpZsWIF8+fPp6CggCZNmqBS8hoqKCjUIaqquL0NhAMXJUnagyk4oSnQH9MiZZ8aka6KCAHRJzL4b4KeLjaOsuKW28CUmLEoLQ4ctGDXsjbFNEtBwXmMhvJlRGSEhKSuj5XGGr/H7O+bXAoKDxuxsbGMHz9eTovw8ssvs2LFCho3blzLkikoKChUH1VNwBslSZIzMANTEl4tkAp8CSwXQmTUnIhVo7jEYLX5WXCwhe1nwckCyKFd/Zsf3I/VaknVchQUJKPXm5Zz7e2fpH798qHvBcZiGmboleUdBYVK2LVrF4MHD6aoqAgnJyfWrl3Ls88+W9tiKSgoKFQ7d1xDkCSpsSRJPkB9IcQcIYSfEMLt5t93HgSlrQw29aCJFbg4gLZsvhvsn6gdmSogP/+M/LpePQc0GptyW0Te3ZU/UVB4FHnqqadwcnJi0qRJxMXFKUqbwgNJUlISVlZWeHl54ebmxujRo+WSXWAq+/Xkk0/i4uKCi4sL69atKzN+06ZNeHh44O7ujpubm1zG60Fi27ZtLFq0qLbFqJDMzEz8/f1xdnbG39+frKwss/1Wrlwp3+sVK1aUaw8ODkaSJDIyTCrQqVOnGDt2bA1KfosKFTdJkhpIkvQdcAU4BlyQJOl3SZLa3RfJ7gKVBL6dmzNjRjfatLGHDg4w3hPTKu6DhRCC7OwTXL36G0VFpgfG3r4LFhaNACgWgnyDUd7yjCY/vceUtB8KCjL5+fksXLiQvDyTm4GtrS3R0dF8/vnnVarVWJeQpIVltopYty6yTL/XXvvffZTy7rg9se79RAhRplRUddOuXTuioqI4deoUycnJfPfddwBcvnyZl156iS+//JLTp09z8OBB1q5dK1dq2LlzJytWrGDPnj3ExcVx4sQJORFwdXE35coqYtmyZUyePPm+nvNu+Oijj/Dz8+PMmTP4+fnx0UcflesTGxvLV199xbFjx4iOjubHH3/kzJlbhpaLFy/yyy+/0KpVK/mYp6cnycnJch3cmqQyi9tC4BlgAabC8lOAFpStU/pAIKkkOvk8zrRp3WjTplFti1MphYXp5OX9gV6fTHGxqSBxvXq3fHB+Ss/mhytZ8nbt5kPt2eD+1kJTUHhQ2bdvH1qtlvfff5933nlHPl5ZPUeF6iMpKQkXFxcmTJiAh4cHo0aNIiwsjB49euDs7CyXVjp27Bjdu3fH29ub7t2788cffwAmpWzGjBl4enqi1Wr57DNTNqnWrVuzaNEinnrqKf773//yn//8B09PTzw8PJg9e7ZZWfLy8vDz86NTp054enrKlQtmz57N559/Lvd7//33+de//gXAJ598gq+vL1qtlvfee0++JldXVyZPnkynTp24ePEikyZNonPnzri7u8v9wFQv1cXFhaeeeoqpU6fKlQby8/MZP348vr6+eHt737GKglqt5sknnyQlxeQus2bNGsaOHSvniHvsscdYtmyZrFh8+OGHBAcHy3U2LS0tmThxYrl509LSGDZsGDqdDp1Ox+HDh0lKSipTlik4OFjO/t+nTx/eeecdevfuzdKlS2ndurWsuF6/fp2WLVtSVFTEn3/+yYABA/Dx8aFnz55mqygkJiZSv359HnvsMQD+97//0aVLF7y9vXn66adJS0uT34/XXnuNgIAARo8eTXp6OsOHD8fX1xdfX18OHToEVPwM/R22b9/OmDFjABgzZkyZqPMSEhIS6Nq1K9bW1mg0Gnr37k1oaKjcPm3aNJYtW1ZuNWzQoEFs2bLlb8t4R4QQZjfgLPDWbcd6AkbArqJxtbG1frylOLlqvSi8nCZKcybzjPjuj+9E5P7FQhz/WojiYlHbZGQcEMnJ34j09H3i+vWL4saNq3KbsbhYbEpJF5tS0sXW1Kvytjv9migy1r7sCgq1SVZWlpgwYYLAlG5b6HQ6ERERUdti3Xfi4+PL7MP7ZbaKWLs2oky/iRN33NP5z507J9RqtYiJiRFGo1F06tRJjBs3ThQXF4tt27aJIUOGCCGEyM7OFkVFRUIIIX755Rfx3HPPCSGE+Pzzz8Vzzz0nt129avoMfOKJJ8THH38shBAiJSVFtGzZUly5ckUUFRWJvn37itDQ0HKyFBUViezsbCGEEOnp6aJdu3aiuLhYnDhxQvTq1Uvu5+rqKs6fPy92794tJk6cKIqLi4XRaBQDBw4Uv/76qzh37pyQJEkcOXJEHlMil8FgEL179xbR0dGioKBAODk5ib/++ksIIcSLL74oBg4cKIQQYu7cueLf//63EML0rDo7O4u8vLxy987d3V0IIURBQYHo06ePiI6OFkIIMWzYMLFt27Yy/a9duyYaNWokhBCiUaNG4tq1a3d8f1544QXx6aefyrJfu3atzHmFEOKTTz4R7733nhBCiN69e4tJkybJbYMHDxb79u0TQgixZcsW8eqrrwohhOjXr59ITEwUQgjx+++/i759+5Y799dffy2mT58u72dmZorim9+7X331ldz23nvviU6dOonr168LIYQYOXKk+O2334QQQpw/f164uLgIISp+hkqTk5MjdDqd2S0uLq5cfzs7uzL79vb25frEx8cLZ2dnkZGRIfLz80XXrl3FlClThBBCbN++XUydOlUIYXpm09PT5XEHDx4UgYGBZue7HSBC3KPOU9n62xPA8duOHcW0/vgEEFO9KuTfRAg4cRn8HwPNgxv+f+PGZQAsLZtjZeVkto+ExPDHHe6nWAoKDzQ7duxg0qRJXLp0iXr16rFgwQJmzZqFhYVFbYv2SFJSAxPA3d0dPz8/JEnC09OTpKQkwFS0fcyYMZw5cwZJkmRfrrCwMF5//XU0GtPXj4PDrc+6kpqxx48fp0+fPnJdzlGjRnHgwAGGDh1aRg4hBO+88w4HDhxApVKRkpJCWloa3t7eXLlyhUuXLpGenk6jRo1o1aoVq1atYs+ePXh7ewMmi92ZM2do1aoVTzzxBF27dpXn/u6771i3bh0Gg4HU1FTi4+MpLi6mbdu2tGnTBoCRI0fKfmh79uxhx44dst+ZXq/nwoUL5Uod/fnnn3h5eXHmzBlGjBiBVquVr8WcP/Pd+jjv27ePTZs2ASarnp2dXYV+XCWUrtUbFBTEt99+S9++fdmyZQuTJ08mLy+Pw4cP8/zzz8v9bty4UW6e1NTUMrVUk5OTCQoKIjU1lcLCQvm+AQwePBgrK9NKUlhYGPHx8XJbTk4Oubm5FT5DpWnQoAFRUVF3uCt3h6urK7Nnz8bf3x9bW1t0Oh0ajYbr16+zdOlS9uzZY3Zc06ZNuXTpUrXKYo7KFDc1cPtdMpZqe7DYdhYQEKuHBvVgqLMpbfADhNF4HSFMS582Ng9WhKuCwoPK8ePHGTJkCADdunVj/fr1Sq3OUgjx3p07Aa+95sNrr/lUyznr17/14apSqeR9lUol+yzNnz+fvn37EhoaSlJSEn369Lkpb8UBVzY2NnIfcxw9epR//OMfACxatIjMzEzS09OJjIzEwsKC1q1bo9frAVPB+a1bt3L58mVefPFFed65c+fKc5SQlJQknxvg3LlzBAcHc/z4cRo1asTYsWPR6/UVylUy9/fff0/Hjh0r7AO3fNxSU1Pp06cPO3bsYPDgwbi7uxMREcHgwYPlvpGRkbi5uQEmBTkyMpJ+/fpVOr85NBpNGb+9kntUQulrHzx4MHPnziUzM1M+X35+Pvb29ndUkKysrMjOzpb333zzTaZPn87gwYPZv39/meLspc9ZXFzMkSNHZEWu9Hhzz1BpcnNz6dmzp1l5vvnmG/n+leDo6EhqairNmjUjNTWVpk2bmh376quv8uqrrwLwzjvv4OTkxJ9//sm5c+fQ6XSASTHt1KkTx44d4/HHH0ev15e7hprgTqapDyVJ+q5kA0oWb5eVPi5J0rc1LOed0Rsh9iosOwbzD0LqzdxohQW1K1cpDDfztdWr95jZBLpROdfvt0gKCg88vr6+jB8/npUrV/Lbb78pSttDQnZ2Ni1atABgw4YN8vGAgAC+/PJLWcHLzMwsN7ZLly78+uuvZGRkYDQa+c9//kPv3r3p0qULUVFRREVFMXjwYLKzs2natCkWFhaEh4dz/vx5eY4XX3yRLVu2sHXrVkaMGAFA//79+frrr+WglpSUFK5cuVLu/Dk5OdjY2GBnZ0daWho7d+4EwMXFhb/++ku2Kn777a2vvv79+/PZZ5/Jyt3JkycrvT/NmjXjo48+4sMPPwTgjTfeYMOGDbJydPXqVWbPns2sWbMAmDt3LrNmzeLyZdOqzY0bN1i1alW5ef38/Pjiiy8Akz9hTk4Ojo6OXLlyhatXr3Ljxg1+/PHHCuWytbXlySef5K233iIwMBC1Wk3Dhg1p06YN//3vfwGTkhodHV1urKurK2fPnpX3Sz8DGzdurPCcAQEBrF69Wt4vuQcVPUOlKbG4mdtuV9rApJiWyLJx40b5R+HtlDwXFy5c4IcffmDkyJF4enpy5coVkpKSSEpKwsnJiRMnTvD446ZUXomJiWV8CWuKyhS3A5gsa01KbY8Bv2Ky1JU+bl5lvZ/c/kuoZUPSC9KhKP/WsVpKq2E06snP/xO9PvmmGOWVNqMQJF43/QpqXl9Z/lF4dLl48SJDhgzhxIkT8rH169czdepU1OoHz9ivYJ5Zs2Yxd+5cevToUSZKdMKECbRq1QqtVotOpzNbB7RZs2Z8+OGH9O3bF51OR6dOncx+wY4aNYqIiAg6d+5MSEgILi4ucpu7uzu5ubm0aNGCZs2aASYF4aWXXqJbt254enoyYsQIcnPLV3PU6XR4e3vj7u7O+PHj6dGjB2CyKH3++ecMGDCAp556CkdHRzmyc/78+RQVFaHVavHw8GD+/Pl3vEdDhw7l+vXr/PbbbzRr1ozNmzczceJEXFxc6N69O+PHj2fQoEEAPPvss7zxxhs8/fTTuLu74+PjYzYic+XKlYSHh+Pp6YmPjw9xcXFYWFiwYMECunTpQmBgYJn7ZI6goCA2b95cZgk1JCSE9evXo9PpcHd3Nxt80atXL06ePCkrr++//z7PP/88PXv2lAMWzLFq1SoiIiLQarW4ubnx5ZdfAhU/Q3+HOXPm8Msvv+Ds7Mwvv/zCnDlzALh06VKZNELDhw/Hzc2NQYMGsWbNGho1unPgY3h4OAMHDqwWOStDqsz0+7DQqmlL8bLjEK791YjPrR1NB6+8QdiFvWRdTaR1bga+LXtB2z61Il9m5mEKCm79Eqxv2YzHGpeV5aK+kP2ZOThYaBjYxP7+Cqig8ABQXFzM2rVrmT17Nrm5ufTp04fw8PDaFuuBIyEhQbE61iJ5eXnY2toihOCNN97A2dmZadOm1bZYDwxvvfUWgwYN4umnn65tUe4rN27coHfv3hw8eFD23yzB3P+sJEmRQojO93KuB9eL/y7JEnCgvgpm+sKbnUCSUEkqMBbRqp49qGvP4a1YFAImhc3GxpmGDbTl+uQZTL8mlHxtCo8iiYmJ9O3bl8mTJ5Obm8uwYcPMWmIUFGqbr776Ci8vL9zd3cnOzi7nL/eo884773D9+qPn9nPhwgU++uijckpbTVC3tARLNczqUvZY0XXUUgOwqv38brY2HbC0bF5pnwcvZbCCQs1hMBhYvnw57733Hnq9HkdHR9asWcPw4cNrWzQFBbNMmzZNsbBVgqOjY5kAi0cFZ2dnnJ2d78u56ozFrUKMNwNj61nXyumFKKaosLzzrYKCgilZ6JIlS9Dr9YwZM4b4+HhFaVNQUFCohDphcVOrYOxYL5YMCSjfWJAFDWovJ1rWtaNyhYTK7Gl/Xi+fE0dBoS5y48YNNBoNarWaFi1asHbtWho1asSAAQNqWzQFBQWFB546Y3GrX1+FnX3Z/ClXr5cK87a0v78CAUbjDQxFOQCoVPWpV6/iqBq1VPJXWSxVqLscOXIEb2/vMqH/I0eOVJQ2BQUFhSpyV4qbZKKlJEndJUmyufOI+4u68a2anzeMtyxYapUaLO9v4enr189z+fIPFBWZlkkdHHqiUplP81EsBBlFprDuVlb17puMCgr3i7y8PP75z3/So0cPEhIS2LRpU40W8lZQUFCoq1RZcZMkaTKQApwHfgM63jz+gyRJ/6wR6e4CSVMPSXXrcozFt3K+NKp3/4tPlyhsksqCevWaYGFRcXDE1aJbuXhslTxVCnWMX375BU9PT1auXIlKpWLu3LkcOnQIlarOGPwfOdRqNV5eXnh4eDBo0CCuXbsmt8XFxdGvXz86dOiAs7MzixcvLlNxYOfOnXTu3BlXV1dcXFyYMWNGLVzBvTFy5Ei0Wi2ffvpplfrb2trWiBxCCKZOnUr79u3RarVlch7e3q9fv37k5OTUiBzVwYABA7C3tycwMLDCPjdu3CAoKIj27dvTpUsXOQEymJLolgQGlE7y++KLL3LmzJmaFL3WqNInpyRJM4HlwFdAP8o6a+0HgswMu38IYH0MNPscnvgSfvrTdDzvCtYVWLlqkszMQ+TlnQagga0rTZo8jUpVsTthdK6pukMry/pYqZUvM4W6QX5+Pq+++ioBAQEkJSXh5eXF8ePH+eCDD7C0tKxt8RT+BlZWVkRFRREbG4uDgwNr1qwBoKCggMGDBzNnzhwSExOJjo7m8OHDfP755wDExsYyZcoUNm/eTEJCArGxsbRt27ZaZTOXlLY6uHz5MocPHyYmJqbWo0p37tzJmTNnOHPmDOvWrWPSpElm+/3888/odDoaNqz6ilN1JbqtKjNnzuTf//53pX3Wr19Po0aNOHv2LNOmTWP27NmAqerGwoULOXr0KMeOHWPhwoVyXdZJkyaxbNmyGpe/NqiqlvAGsECYiuL9dlvbH0CHapXqXjEUw3UDSBLFohiuXzUdv89JhksKyYNEvXp3LiqRf/Mfxd5CsbYp1B0sLS2JjY2lfv36fPjhhxw7dkwu7q1QPXxz9EKNbHdDt27dSElJMcnzzTf06NGDgABToJi1tTWrV6/mo48+AmDZsmW8++67cuZ+jUbD5MmTy82Zl5fHuHHj8PT0RKvV8v333wNlLVhbt25l7NixAIwdO5bp06fTt29fZs6cSevWrctYAdu3b09aWhrp6ekMHz4cX19ffH19OXToULlz6/V6+dze3t5yEuiAgACuXLmCl5cXv/1W9mswLS2NYcOGodPp0Ol0HD58uNz1+Pn50alTJzw9PeWqA/n5+QwcOBCdToeHh4dcQmvOnDm4ubmh1WrNWiS3b9/O6NGjkSSJrl27cu3aNVJTU8v1CwkJKVNxYujQofj4+ODu7s66devk47a2tnJlhSNHjrB582aefPJJvLy8+Mc//iErc5MmTaJz5864u7vz3ntVq5F7J/z8/GjQoPJVse3btzNmzBjAVIN27969CCHYvXs3/v7+ODg40KhRI/z9/dm1axcAPXv2JCwsrMYU+dqkqlGljwORFbQVA7X681kI+MNYjMFgwEejAQsVKRcPgz6HYpUG2vvVilzNmg1Dpap64t8nLBX/NoWHm5I6io8//jhqtZpNmzYB3LHwtsLDidFoZO/evXIx7ri4OHx8yhayb9euHXl5eeTk5BAbG8vbb799x3kXL16MnZ0dp06dApCtKJWRmJhIWFgYarWa4uJiQkNDGTduHEePHqV169Y4Ojry0ksvMW3aNJ566ikuXLhA//79SUhIKDNPifXw1KlTnD59moCAABITE9mxYweBgYFmC61PnTqV3r17ExoaitFolGuhlmBpaUloaCgNGzYkIyODrl27MnjwYHbt2kXz5s356aefAFNtzszMTEJDQzl9+jSSJJVRQEtISUmhZcuW8r6TkxMpKSlyaa8SDh06xNq1a+X9r7/+GgcHBwoKCvD19WX48OE0btyY/Px8PDw8WLRoEQkJCXz88cccOnQICwsLJk+eTEhICKNHj2bp0qU4ODhgNBrx8/MjJiYGrbZsQvlPPvmEkJCQcjL36tXLbG3VqlD6ejUaDXZ2dly9erXC+wCgUqlo37490dHR5Z7Jh52qKm5ngd7AXjNtvYD4apPoHhAIfikq4qj+Bj62Gmhshcj6CwALSQ31729ggoLCo4YQgk2bNjFt2jR69uzJtm3bkCRJUdhqmJe6tKqV8xYUFODl5UVSUhI+Pj74+/sDpudAqiAyvqLj5ggLC2PLli3yflXqRD7//PNyLdugoCAWLVrEuHHj2LJli1xzMywsjPj4W19XOTk55ObmlrH4HDx4kDfffBMwFZV/4oknSExMrHS5cd++ffKPFLVaLdcvLUEIwTvvvMOBAwdQqVSkpKSQlpaGp6cnM2bMYPbs2QQGBtKzZ08MBgOWlpZMmDCBgQMHmvX9Mleq0tz9zczMLHNtq1atIjQ0FDDVBD5z5gyNGzdGrVbL+RP37t1LZGQkvr6+gOm9btrUtHL03XffsW7dOgwGA6mpqcTHx5dT3GbOnMnMmTMrvFf3QkXXe6f70LRpUy5dulTnFLeqLpWuAOZIkjQPKEkN3FSSpFeB6UDVPDUBSZIGSJL0hyRJZyVJmlNJP19JkoySJI2o6txM0EL4i+B6K7q0RbsAqF8zDqJ/F6MQHMjMJcdwf30KFBSqk/Pnz/PMM88wduxYsrKyuHHjxiNZ8uZRosTH7fz58xQWFspWKnd3dyIiIsr0/euvv7C1taVBgwa4u7sTGVnR4s0tKlIASx/T6/Vl2mxsbiU66NatG2fPniU9PZ1t27bx3HPPAaZ6uEeOHCEqKoqoqChSUlLKLdPVRP3ukJAQ0tPTiYyMJCoqCkdHR/R6PR06dCAyMhJPT0/mzp3LokWL0Gg0HDt2jOHDh7Nt2zazqXKcnJy4ePGivJ+cnEzz5uWr8mg0Gjl6e//+/YSFhXHkyBGio6Px9vaW76GlpaWs9AohGDNmjHyP/vjjD95//33OnTtHcHAwe/fuJSYmhoEDB5Z7D8BkcfPy8iq3TZ069Z7vX+nrNRgMZGdn4+DgcMf7oNfrsbKyKjffw06VFDchxP8D3gVmA3E3D/8MrATeF0JUqaigJElqYA3wDOAGjJQkya2Cfh8Du6syL4AKAfVU4PEYWGkoLvnn09zfGqVCFFMsStbUK/dZu1po4Lz+xs2ekhKYoPBQUVxczJo1a/Dw8GD37t00atSIjRs3snPnzjJfogp1Fzs7O1atWkVwcDBFRUWMGjWKgwcPEhYWBpisNVOnTmXWrFmAyRrzwQcfkJiYCJieoeXLl5ebNyAgoEyuv5KlUkdHRxISEuSl0IqQJIlhw4Yxffp0XF1daXwzVdTt85pb9uzVq5e81JeYmMiFCxfuaDn28/Pjiy++AEzLx7dHcWZnZ9O0aVMsLCwIDw/n/PnzAFy6dAlra2tefvllZsyYwYkTJ8jLyyM7O5tnn32WFStWmJVx8ODBbNq0CSEEv//+O3Z2duWWScHkovDXX3/JMjRq1Ahra2tOnz7N77//XuG1bN26lStXTHlQMzMzOX/+PDk5OdjY2GBnZ0daWho7d+40O37mzJmy0ld6u9dl0pLrLYkY3bp1K/369UOSJPr378+ePXvIysoiKyuLPXv20L9/f3lcYmIi7u7u93zeB5UqawpCiE+A5sCzwMs3/7a4ebyqPAmcFUL8JYQoBLYAQ8z0exP4Hrhipq0ckiTRxL0dnTrdfHAzzvDHtbMlct+FePeOXn+JjIxwMjL2gihGrbGtNJIUkHO3qZEY5tiI+kp6BIWHhBIflylTppCXl8eIESNISEiQHaYVHh28vb3R6XRs2bIFKysrtm/fzpIlS+jYsSOenp74+voyZcoUALRaLStWrGDkyJG4urri4eFh1ql+3rx5ZGVl4eHhgU6nkwMEPvroIwIDA+nXr59ZRaU0QUFBbN68WV4mBdNSYUREBFqtFjc3N7788sty4yZPnozRaMTT05OgoCA2bNhA/fqVGwBWrlxJeHg4np6e+Pj4EBcXV6Z91KhRRERE0LlzZ0JCQuTgjFOnTslBAEuXLmXevHnk5uYSGBiIVquld+/eZlOPPPvss7Rt25b27dszceJEOWr3dgYOHMj+/fsBU9oNg8GAVqtl/vz5dO3a1ewYNzc3lixZQkBAAFqtFn9/f1JTU9HpdHh7e+Pu7s748ePp0aNHpfekqvTs2ZPnn3+evXv34uTkxO7dJnvNggUL2LFjBwCvvvoqV69epX379ixfvlwOdnFwcGD+/PlysMmCBQtwcDBVSkpLS8PKyuqOz8nDiHS/FBuAm8ueA4QQE27uvwJ0EUJMKdWnBfANprQj64EfhRBbzcz1GvAawBNNW/j8/N8fcevlZWo8tZVdVyLINd6gs88/aNPYpWYvDMjICC8VTQrW1m1o1Mj8P0YJh7Py+LNATwO1mqGOd/bhUFB4kJg9ezabNm1izZo18lKUQs2TkJCAq6trbYuh8BCQmprK6NGj+eWXX2pblPvOp59+SsOGDeXAmdrE3P+sJEmRQojO9zJflYITbibfrRQhhHmV/7apzA29bX8FMFsIYazsl7sQYh2wDqDN4y1vzXE9k8KCLHKNN8DRHQfbmtO2CwouUFCQDEBR0TUAGtp5U8/CAQuLyuujGooFfxaY/AM62ig5rRQefE6ePMm1a9fo27cvAO+//z5z5sypkuO4goLC/adZs2ZMnDiRnJycu8rlVhewt7fnlVdeqW0xaoSqRpWurqStRGmqiuKWDLQste8EXLqtT2dgy02l7THgWUmSDEKIbZXOnHuzxNXVs1w13HSMrmdLgxqsmnDt2nGKiwvLHLOs/zgWFvZ3HJtWWCS/ttUo+dsUHlz0ej2LFi1i2bJlODo6Eh8fj52dHVZWVnXS8VdBoS7xwgsv1LYItcK4ceNqW4Qao0qKmxCinPOVJEn2QH9MAQsjq3i+44CzJEltMJXPehF46bZztSl1jg2Ylkq3VTprsYBd5yBaUOh8gYN2SdCwGc6NXVBJNeM3ZjRep7i4EEllgb2dydqpVltXSWm7cqOIXzNzAbBUqWip5G9TeEA5dOgQr776Kn/88QeSJPH888+j0VT1956CgoKCQnVzz5/AQohrwLeSJNkBa4E+VRhjkCRpCqZoUTXwtRAiTpKk12+2l/cUrSoHkyE5g5yJN0ySaCxpbls+PLq6MBjyAbDQNMTauvVdjY3KvY7xpqHSSVHaFB5AcnNzeeedd1izZg1CCFxdXVm/fj3dunWrbdEUFBQUHmmq46fzOUzLm1VCCPEzplQipY+ZVdiEEGPvWpq/sqAPNK5nR1PrO5ebulcKCzNML6S7X+bMKjLlbXvKvoGiuCk8kAQGBnLgwAE0Gg1z5sxh3rx5d4ysU1BQUFCoef6W4iZJUjPgbUzKW61RDKzW3yDghoqnfB4H/qzxc+bkRAEgVT2jCgCFxcUUimLUkkQba+WLUOHBZO7cueTn57N+/Xp0Ol1ti6OgoKCgcJMqaR2SJKVLknTltu0apmCDnkD5Krj3mZNGA0lPt4R297cKQYOGnvc0TsnYpvAgsXXrVhYvXizvDxgwgGPHjilKm4JZ1Go1Xl5eeHh4MGjQoDL1NOPi4ujXrx8dOnTA2dmZxYsXl8mnuXPnTjp37oyrqysuLi5mi6g/qIwcORKtVms2t5o5bG1rpmrP6dOn6datG/Xr1yc4OLjCfkII+vXrVy4h8IPExo0bcXZ2xtnZWU6yezvnz5/Hz88PrVZLnz59SE5OltsuXLhAQEAArq6uuLm5kZSUBMCLL77ImTNn7scl3Heqqj+sxlTxoPT2ITAaaCWEqHKFg5qk6QgXaG5h2lHVXKSmvEwKWGjsa+w8Cgo1TWpqKsOHD+f555/nvffeIzo6Wm5TKQmhFSqgpORVbGwsDg4OcsmrgoICBg8ezJw5c0hMTCQ6OprDhw/LCWJjY2OZMmUKmzdvJiEhgdjYWNq2bVutshkMhjt3ugcuX77M4cOHiYmJYdq0aTVyjqri4ODAqlWr7qj0/vzzz+h0urtKBWI03j/jR2ZmJgsXLuTo0aMcO3aMhQsXylUySjNjxgxGjx5NTEwMCxYsYO7cuXLb6NGjmTlzJgkJCRw7dkyuqzpp0iSWLVt2367lfnLHpVJJkiyAMOCcEOL21B0PFE2b2nBV3EzPYd248s5/A6Pxhvz6TtURSojPKyDPYESpSqrwICCEYMOGDUyfPp1r167RoEEDli1bhqfnvVmQFWqJiP+rmXk7Vz2VQrdu3YiJiQHgm2++oUePHgQEBABgbW3N6tWr6dOnD2+88QbLli3j3XfflSsHaDQaJk8unyY0Ly+PN998k4iICCRJ4r333mP48OHY2tqSl5cHmKzEP/74Ixs2bGDs2LE4ODhw8uRJvLy8CA0NJSoqCnt7ewDat2/PoUOHUKlUvP7661y4cAGAFStWlKsAoNfrmTRpEhEREWg0GpYvX07fvn0JCAjgypUreHl58dlnn9GzZ095TFpaGq+//rpcXuqLL76ge/fuZa5nyJAhZGVlUVRUxJIlSxgyZAj5+fm88MILJCcnYzQamT9/PkFBQcyZM4cdO3ag0WgICAgoZ1Vr2rQpTZs25aeffqr0vQkJCeG1116T94cOHcrFixfR6/W89dZbcputrS3Tp09n9+7d/Otf/yIpKYlVq1ZRWFhIly5d+Pzzz1Gr1UyaNInjx49TUFDAiBEjWLhwYaXnvxO7d+/G399frnbg7+/Prl27GDmybKKK+Ph42crZt29fhg4dKh83GAz4+/vL11FCz549GTt2LAaDoc5FwlflaozAPkwlrh5IxU1SSbz+Dx90Okcu/GFSqgpKKVc1haVl1aJWrxYaiMzJL3NMKW+lUFucO3eO1157Ta4n+cwzz7B27Vpatmx5h5EKCmUxGo3s3btXzk4fFxeHj49PmT7t2rUjLy+PnJwcYmNjefvtt+847+LFi7Gzs+PUqVMAZq0wt5OYmEhYWBhqtVquZTpu3DiOHj1K69atcXR05KWXXmLatGk89dRTXLhwgf79+5OQkFBmnhLr4alTpzh9+jQBAQEkJiayY8cOAgMDzdYOnTp1Kr179yY0NBSj0SgrlyVYWloSGhpKw4YNycjIoGvXrgwePJhdu3bRvHlzWQHLzs4mMzOT0NBQTp8+jSRJZZah75ZDhw6xdu1aef/rr7/GwcGBgoICfH19GT58OI0bNyY/Px8PDw8WLVpEQkICH3/8MYcOHcLCwoLJkycTEhLC6NGjWbp0KQ4ODnLJu5iYGLRabZlzfvLJJ3Kt19L06tWrXL3SlJSUMp87Tk5OpKSklBur0+n4/vvveeuttwgNDSU3N5erV6+SmJiIvb09zz33HOfOnePpp5/mo48+Qq1Wo1KpaN++PdHR0eWeyYedOypuQohiSZLOAI73QZ57QgJ8fZ1o1Lg++2+YljE72LevkXMVFxdhNObfuWMpUm6YrIC2ajUuN6skPF7fotplU1CoCvPnzycsLIzGjRuzcuVKXnrpJaW+6MPKXVjGqpOCggK8vLxISkrCx8dHtngIISp8lu7mGQsLC2PLli3yflWqczz//POo1SYXmaCgIBYtWsS4cePYsmWLXK80LCyM+Ph4eUxOTg65ubk0aHArUfvBgwd58803AXBxceGJJ54gMTGx0uXGffv2sWnTJsDk/2dnZ1emXQjBO++8w4EDB1CpVKSkpJCWloanpyczZsxg9uzZBAYG0rNnTwwGA5aWlkyYMIGBAwcSGBh4x2uviMzMzDLXtmrVKkJDQwG4ePEiZ86coXHjxqjVaoYPHw7A3r17iYyMxNfXFzC91yXLj9999x3r1q3DYDCQmppKfHx8OcVt5syZzJw5s0rymSu5ae45CQ4OZsqUKWzYsIFevXrRokULNBoNBoOB3377jZMnT9KqVSu5tmzJD4mmTZty6dKlOqe4VdXs8y6wQJKkB3odJaPglu+Ztca62ucXopgrV34mOzvy5pGqfRCdyi0AwEatwtXWCldbKxpZ1C3TrcKDTWm/leDgYMaPH098fDyjRo1SlDaFu6bEx+38+fMUFhbKVip3d3ciIiLK9P3rr7+wtbWlQYMGuLu7ExkZaW7KMlSkAJY+ptfry7TZ2NjIr7t168bZs2dJT09n27Ztci3d4uJijhw5QlRUFFFRUaSkpJRRbErOXd2EhISQnp5OZGQkUVFRODo6otfr6dChA5GRkXh6ejJ37lwWLVqERqPh2LFjDB8+nG3btjFgwIB7Pq9Go6G4uBiA/fv3ExYWxpEjR4iOjsbb21u+h5aWlrLSK4RgzJgx8j36448/eP/99zl37hzBwcHs3buXmJgYBg4cWO49AJPFzcvLq9w2derUcn2dnJy4ePGivJ+cnEzz5uVXspo3b84PP/zAyZMnWbp0KQB2dnY4OTnh7e1N27Zt0Wg0DB06lBMnTsjj9Hp9nazuUqHiJklSL0mSShaM5wGNgShJki5IknRckqRjpbf7Im1lJGVzLfpPEGCp0tCiBpLvCmHAaDSV07KwaIS1ddWcatU3P2t8GtpU3lFBoZop8afp1auX7LT9+OOPs379evlXtILCvWJnZ8eqVasIDg6mqKiIUaNGcfDgQXkZvqCggKlTpzJr1izAZI354IMPSExMBEyK1PLly8vNGxAQwOrVtyotliyVOjo6kpCQIC+FVoQkSQwbNozp06fj6upK48aNzc5rbtmzV69e8lJfYmIiFy5coGPHjpXeBz8/P7744gvA9CPp9ijO7OxsmjZtioWFBeHh4Zw/fx6AS5cuYW1tzcsvv8yMGTM4ceIEeXl5ZGdn8+yzz7JixQqzMlaVjh07yn532dnZNGrUCGtra06fPs3vv/9e4bVs3bqVK1euACar3fnz58nJycHGxgY7OzvS0tLYuXOn2fEzZ86Ulb7S2+3LpAD9+/dnz549ZGVlkZWVxZ49e+jfv3+5fhkZGbIC+uGHHzJ+/HgAfH19ycrKIj09HTBZPt3c3ORxiYmJuLu7V/V2PTRUZnELB0ruQCzwI7AJ2HtzP+62rfYoFvDpcTJn/g8ksFLV7DKkpLKgadMBWFk53dW4BhrFr03h/hEZGUnnzp2ZP38+hw8f5pdffqltkRTqIN7e3uh0OrZs2YKVlRXbt29nyZIldOzYEU9PT3x9fZkyZQoAWq2WFStWMHLkSFxdXfHw8CA1NbXcnPPmzSMrKwsPDw90Oh3h4eEAfPTRRwQGBtKvXz+aNWtWqVxBQUFs3rxZXiYF01JhREQEWq0WNzc3vvyyfO73yZMnYzQa8fT0lJfe7pR8euXKlYSHh+Pp6YmPjw9xcWW/EkeNGkVERASdO3cmJCREDs44deoUTz75JF5eXixdupR58+aRm5tLYGAgWq2W3r17m009cvnyZZycnFi+fDlLlizBycnJbMqPgQMHsn//fsCU4sdgMKDVapk/fz5du3Y1ey1ubm4sWbKEgIAAtFot/v7+pKamotPp8Pb2xt3dnfHjx5cL6rgXHBwcmD9/Pr6+vvj6+rJgwQI5UGHBggXs2LEDMFkLO3bsSIcOHUhLS+Pdd98FTMvSwcHB+Pn54enpiRCCiRMnAqaAESsrqzs+Jw8jUkVmYUmSioGuQojat6bdgTZNncRPLf5JnnUW5xcV4l2/Ke27vAkWltV6nuLiQlJTv0dSWdC82Ygqj9uSepUiIQh63IF6SlCCQg1TUFDA+++/T3BwMMXFxbRt25avvvqKfv361bZoCtVAQkICrq6utS2GwkNAamoqo0ePfiR/tH366ac0bNhQ9nerTcz9z0qSFCmEqHLVqdLULS3CaDKlWtxDGSoFhbrAb7/9hk6nk/MXTZ8+nZiYGEVpU1B4BGnWrBkTJ058oBPw1hT29vaMGTOmtsWoEe7kIf+sJEkuVZlICLGpGuS5RxTnagUFMC29nDlzBnd3d9avX0+XLl1qWyQFBYVa5IUXXqhtEWqFceNqJ+L6fnAnxW1BFecRmPzfagcVsNIPnIsg/r+1JoaCQm2QnJyMk5PJ3/L111/HwsKCMWPGUK9evVqWTEFBQUGhurnTUmlfoEEVtqrX06gxJDL1mbUtBLkGI2fy9WW24uqPLldQICMjg5dffhkXFxc5Sk2lUjFx4kRFaVNQUFCoo9zJ4lYghLi7bLO1SG5RLgCqas5LJYQg69rvGIqy79j3t6xcrhaVr5UnIaFSlnQVqgEhBN999x1vvvkm6enpWFlZceLECZ544onaFk1BQUFBoYapM1lgBbfMWo9bNKik591jMORScD1J3teoK57/xk3z2hOW9bFQ3VLUmtTToFEpipvC3+PSpUtMnjyZ7du3A9CnTx+++uor2revmUohCgoKCgoPFnUmqjT7xq2oGU01XZYQRq5di+Ba9nEA1GobmjQJ4LHH/O441ruhNd3sbeWtvXX1piZRePTYsWMHbm5ubN++nYYNG7J27Vr27t2rKG0K9x21Wo2XlxceHh4MGjSoTD3NuLg4+vXrR4cOHXB2dmbx4sVlqhHs3LmTzp074+rqiouLCzNmzKiFK7g3Ro4ciVarNZtbzRyli55XJyEhIWi1WrRaLd27dyc6OtpsPyEE/fr1e6CjSjdu3IizszPOzs5s3LjRbJ/z58/j5+eHVqulT58+JCcny20XLlwgICAAV1dX3NzcSEpKAuDFF1/kzJkz9+MS7jsVajhCCNXDkMOthGJRCMXFSEZDtZXwKSzMID//DIU3TBmkNZoG1KvXGJWqYkNlXqnSQgoK1Unr1q3Jz88nMDCQuLg4XnvtNVRKXkCFWqCk5FVsbCwODg5yyauCggIGDx7MnDlzSExMJDo6msOHD/P5558DEBsby5QpU9i8eTMJCQnExsbStm3VKtBUlZIKIdXN5cuXOXz4MDExMUybNq1GzlFV2rRpw6+//kpMTAzz58/ntddeM9vv559/RqfTVVpn9XaM9/E7LDMzk4ULF3L06FGOHTvGwoUL5SoZpZkxYwajR48mJiaGBQsWMHfuXLlt9OjRzJw5k4SEBI4dOyZXhJk0aZKcFqmuUTeWSgXw30RwOUMLH3vTMenvfaEJYSQnx/QrxsKiEQ0baqlXr3GlY66V8m1Tvk4V/i5Go5H//e9/DBkyBEmS0Gq1nDx5End3d6W+qAIA/02smSj65zs8X+W+3bp1IyYmBoBvvvmGHj16EBAQAIC1tTWrV6+mT58+vPHGGyxbtox3331Xrhyg0WiYPHlyuTnz8vJ48803iYiIQJIk3nvvPYYPH46trS15eXkAbN26lR9//JENGzYwduxYHBwcOHnyJF5eXoSGhhIVFYW9vT0A7du359ChQ6hUKl5//XUuXLgAwIoVK8pVANDr9UyaNImIiAg0Gg3Lly+nb9++BAQEcOXKFby8vPjss8/o2bOnPCYtLY3XX39dLi/1xRdf0L179zLXM2TIELKysuQydEOGDCE/P58XXniB5ORkjEYj8+fPJygoiDlz5rBjxw40Gg0BAQEEBweXkbH03F27di1jgSpNSEhIGaVu6NChXLx4Eb1ez1tvvSW32draMn36dHbv3s2//vUvkpKSWLVqFYWFhXTp0oXPP/8ctVrNpEmTOH78OAUFBYwYMYKFCxeaPW9V2b17N/7+/nK1BH9/f3bt2sXIkSPL9IuPj5etnH379mXo0KHycYPBgL+/v3wdJfTs2ZOxY8diMBjQaOqGqlNC3bgaIeD0VShOAx97sLIHzd+LqrtxI43CwquAydJmaXnn2qcpN4rk1zYaJQmwwr0TFxfHq6++ytGjR/nuu+94/nnTF6mHh0ctS6agcAuj0cjevXvl7PRxcXH4+PiU6dOuXTvy8vLIyckhNjaWt99++47zLl68GDs7O06dOgVg1gpzO4mJiYSFhaFWq+VapuPGjePo0aO0bt0aR0dHXnrpJaZNm8ZTTz3FhQsX6N+/PwkJCWXmKbEenjp1itOnTxMQEEBiYiI7duwgMDDQbO3QqVOn0rt3b0JDQzEajbJyWYKlpSWhoaE0bNiQjIwMunbtyuDBg9m1axfNmzfnp59+Akz1RDMzMwkNDeX06dNIklRmGdoc69ev55lnnjHbdujQIdauXSvvf/311zg4OFBQUICvry/Dhw+ncePG5Ofn4+HhwaJFi0hISODjjz/m0KFDWFhYMHnyZEJCQhg9ejRLly7FwcEBo9GIn58fMTExaLXaMuf85JNP5FqvpenVq1e5eqUpKSm0bNlS3ndyciIlJaXcWJ1Ox/fff89bb71FaGgoubm5XL16lcTEROzt7Xnuuec4d+4cTz/9NB999BFqtRqVSkX79u2Jjo4u90w+7NQNxa2Edvamv46ef3sqIW6Zi+3sqvamR+eYCtBrG1j/7fMrPJoUFhby0UcfsWTJEoqKimjRosVdLXMoPFrcjWWsOikoKMDLy4ukpCR8fHxki4cQokJr8N1YicPCwtiyZYu836hRozuOef7551GrTT+Yg4KCWLRoEePGjWPLli1yvdKwsDDi4+PlMTk5OeTm5tKgwa2As4MHD/Lmm28C4OLiwhNPPEFiYmKl/4f79u1j0yZTKlO1Wo2dnV2ZdiEE77zzDgcOHEClUpGSkkJaWhqenp7MmDGD2bNnExgYSM+ePTEYDFhaWjJhwgQGDhxIYGBghecNDw9n/fr1HDx40Gx7ZmZmmWtbtWoVoaGhAFy8eJEzZ87QuHFj1Go1w4cPB2Dv3r1ERkbi6+sLmN7rkuXH7777jnXr1mEwGEhNTSU+Pr6c4jZz5kxmzpxZocy335fbMfecBAcHM2XKFDZs2ECvXr1o0aIFGo0Gg8HAb7/9xsmTJ2nVqpVcW7bkh0TTpk25dOlSnVPc6taKXjUuH5UoblZWrVCr7xxYkF1kwHgzsrWVpZJDS+HuOX78OJ07d+a9996jqKiIf/zjH8TFxdG/f//aFk1BoQwlPm7nz5+nsLBQtlK5u7sTERFRpu9ff/2Fra0tDRo0wN3dncjIyDvOX5ECWPqYXq8v02ZjYyO/7tatG2fPniU9PZ1t27bx3HPPAVBcXMyRI0eIiooiKiqKlJSUMopNybmrm5CQENLT04mMjCQqKgpHR0f0ej0dOnQgMjIST09P5s6dy6JFi9BoNBw7dozhw4ezbds2BgwYYHbOmJgYJkyYwPbt22nc2Lwbj0ajobjYVApy//79hIWFceTIEaKjo/H29pbvoaWlpaz0CiEYM2aMfI/++OMP3n//fc6dO0dwcDB79+4lJiaGgQMHlnsPwGRx8/LyKrdNnTq1XF8nJycuXrwo7ycnJ9O8efnVrebNm/PDDz9w8uRJli5dCoCdnR1OTk54e3vTtm1bNBoNQ4cO5cSJE/I4vV6PlZWV2XvzMFM3FDeVRPpLj4OuCff6L6fXXyIv/4y8FRSYfCA0mjunFkkvLGJH+jV530ZdN26rwv3jxx9/pGvXrpw6dYp27doRHh7Ol19+We6Xu4LCg4SdnR2rVq0iODiYoqIiRo0axcGDBwkLCwNM1pqpU6cya9YswGSN+eCDD0hMTARMitTy5cvLzRsQEMDq1avl/ZKlUkdHRxISEuSl0IqQJIlhw4Yxffp0XF1dZcXm9nnNLXv26tVLXupLTEzkwoULdOzYsdL74OfnxxdffAGYlo9vj+LMzs6madOmWFhYEB4eLifMvnTpEtbW1rz88svMmDGDEydOkJeXR3Z2Ns8++ywrVqwwK+OFCxd47rnn+Pe//02HDh0qlKtjx46y3112djaNGjXC2tqa06dP8/vvv1d4LVu3buXKFVNQXmZmJufPnycnJwcbGxvs7OxIS0tj586dZsfPnDlTVvpKb7cvkwL079+fPXv2kJWVRVZWFnv27DH7QzUjI0NWQD/88EPGjx8PgK+vL1lZWaSnpwMmy6ebm5s8LjExEXd39wrvz8NKndEwVC0aQkMNltLdr/4WFV3j6tVfyb4WIW96vWmdXaOp/ItTbyzmcinfNndbK+opkX4Kd0m/fv1o3749M2bMICYmhj59+tS2SAoKVcLb2xudTseWLVuwsrJi+/btLFmyhI4dO+Lp6Ymvry9TpkwBQKvVsmLFCkaOHImrqyseHh6kpqaWm3PevHlkZWXh4eGBTqcjPDwcgI8++ojAwED69etHs2bNKpUrKCiIzZs3y8ukYFoqjIiIQKvV4ubmxpdffllu3OTJkzEajXh6espLb/Xr16/0XCtXriQ8PBxPT098fHyIi4sr0z5q1CgiIiLo3LkzISEhcnDGqVOnePLJJ/Hy8mLp0qXMmzeP3NxcAgMD0Wq19O7d22zqkUWLFnH16lUmT56Ml5cXnTt3NivXwIED2b9/PwADBgzAYDCg1WqZP38+Xbt2NTvGzc2NJUuWEBAQgFarxd/fn9TUVHQ6Hd7e3ri7uzN+/PhyQR33goODA/Pnz8fX1xdfX18WLFggByosWLCAHTt2ACZrYceOHenQoQNpaWm8++67gGlZOjg4GD8/Pzw9PRFCMHHiRMAUMGJlZXXH5+RhRKoJs/D9ps3jLcWKdZ9QaHmU7rZP0KJDIDxWtdxWN26kc6MwjdycU6jUVlhZOsltKlU9GjRwR5LMBxoYhWDr5SwKhemXQGvL+vR0qN7kvwp1k+zsbD744APeffdd2XdGr9djaank+1OonISEBFxdXWtbDIWHgNTUVEaPHs0vv/xS26Lcdz799FMaNmwo+7vVJub+ZyVJihRCmNe470DdCk4o8X9oWDUN+8aNNDIy9sn7FpqG2NtX/T7eKBYUimJUSDxWT0N7m8p/lSkogGlZ9PXXXyclJYW8vDzZP0hR2hQUFKqTZs2aMXHiRHJych65ICd7e3teeeWV2hajRqhbilsJmqo5IxqNBQCo1dbUq/cYNjb3loG+nkqi/2OKL5JC5aSnp/PWW2/xn//8B4AuXbqYzWGloKCgUF288MILtS1CrTBu3LjaFqHGUJyxgHr1HsPBoQf16zve1bg8gyny1FoJRlCoBCEE33zzDa6urvznP//B2tqaTz/9lEOHDtVJx1kFBQUFhZqj7ljcMq5DEwPY3LlrCcXCFFQgqe4tfce1m4qbvZJsV6ESjh07xqhRowBTxNa6deuqvcyPgoKCgsKjQd1Q3IoFbD0DA7Kh8qpUZYcZTTlo1Kp78027cTM82VKJIlWohJIl0U6dOjF+/HilXJWCgoKCwj3zSGscRqOp0oHqHhS3omJBVO716hZJoQ5w9uxZnn76aY4dOyYfW7NmDa+++qqitCkoKCgo/C3qluJ2F1+KOTkxXL9uSkyoUt19NN91462SWE5KpQQFwGAwEBwcjKenJ3v37mXu3Lm1LZKCQo2gVqvx8vLCw8ODQYMGlamnGRcXR79+/ejQoQPOzs4sXry4TDWCnTt30rlzZ1xdXXFxcWHGjBm1cAX3xsiRI9FqtWZzq5mjdNHz6mT79u1otVo5h1tFJa+EEPTr169cQuAHiY0bN+Ls7IyzszMbN2402+f8+fP4+fmh1Wrp06cPycnJgKnkV+nqDJaWlmzbtg2AF198kTNnztyvy7i/CCEe+q11Eyex7ZWF4ru140XyoU+FMBrFnbiSHiaSk78RycnfCIMh/479b+daYZHYlJIuQi9n3vVYhbpHdHS06Ny5swAEIF555RWRkZFR22Ip1EHi4+NrWwRhY2Mjvx49erRYsmSJEEKI69evi7Zt24rdu3cLIYTIz88XAwYMEKtXrxZCCHHq1CnRtm1bkZCQIIQQoqioSKxZs6ZaZSsqKqrW+UpITU0VrVq1uqsxpe9TdZKbmyuKi4uFEKbPno4dO5rt9+OPP4p//vOfdzW3wWD42/JVlatXr4o2bdqIq1eviszMTNGmTRuRmVn+O3XEiBFiw4YNQggh9u7dK15++WWzczVq1Ejk55u+z/fv3y8mTJhQsxdQRcz9zwIR4h51nrrh46YCRnQAq2tV6p6TG0vhDVM5j8ce80OtVorCK9wbN27c4IMPPuCDDz7AYDDQsmVL1q5dyzPPPFPboik8AmR9+12NzNsoqOopJLp160ZMTAwA33zzDT169CAgIAAAa2trVq9eTZ8+fXjjjTdYtmwZ7777rlw5QKPRmE2Jk5eXx5tvvklERASSJPHee+8xfPhwbG1tycvLA2Dr1q38+OOPbNiwgbFjx+Lg4MDJkyfx8vIiNDSUqKgo7O3tAWjfvj2HDh1CpVLx+uuvc+GCqaThihUrylUA0Ov1TJo0iYiICDQaDcuXL6dv374EBARw5coVvLy8+Oyzz+jZs6c8Ji0tjddff10uL/XFF1/QvXv3MtczZMgQsrKyKCoqYsmSJQwZMoT8/HxeeOEFkpOTMRqNzJ8/n6CgIObMmcOOHTvQaDQEBAQQHBxcRsbSlrz8/PwKXTBCQkJ47bXX5P2hQ4dy8eJF9Ho9b731ltxma2vL9OnT2b17N//6179ISkpi1apVFBYW0qVLFz7//HPUajWTJk3i+PHjFBQUMGLECBYuXGj2vFVl9+7d+Pv7y9US/P392bVrFyNHjizTLz4+XrZy9u3bl6FDh5aba+vWrTzzzDNYW5u+z3v27MnYsWMxGAxoNHVD1Smhbl1NFSm4niS/1mjuLSnhpVJlrhQeXTIzM1m5ciUGg4E33niDDz/8sFzRagWFuorRaGTv3r1ydvq4uDh8fHzK9GnXrh15eXnk5OQQGxvL22+/fcd5Fy9ejJ2dHadOnQJu1SqtjMTERMLCwlCr1XIt03HjxnH06FFat26No6MjL730EtOmTeOpp57iwoUL9O/fn4SEhDLzlCTEPnXqFKdPnyYgIIDExER27NhBYGCg2dqhU6dOpXfv3oSGhmI0GmXlsgRLS0tCQ0Np2LAhGRkZdO3alcGDB7Nr1y6aN2/OTz/9BJgqqmRmZhIaGsrp06eRJKnMMnRpQkNDmTt3LleuXJHH386hQ4dYu3atvP/111/j4OBAQUEBvr6+DB8+nMaNG5Ofn4+HhweLFi0iISGBjz/+mEOHDmFhYcHkyZMJCQlh9OjRLF26FAcHB4xGI35+fsTExKDVasuc85NPPpFrvZamV69e5eqVpqSk0LJlS3nfycmJlJSUcmN1Oh3ff/89b731FqGhoeTm5nL16lW5Bi3Ali1bmD59uryvUqlo37490dHR5Z7Jh51HUnEzFpuiSR9/fChq9b1lq88qMvm41VcpzuaPGvn5+dSvXx+NRkOzZs1Yv349TZs2LfMLXEHhfnA3lrHqpKCgAC8vL5KSkvDx8cHf3x8wud5UZP25m8CcsLAwtmzZIu83atTojmOef/551GpTaqagoCAWLVrEuHHj2LJli1yvNCwsjPj4eHlMTk4Oubm5ZX5sHTx4kDfffBMAFxcXnnjiCRITEyutPLBv3z42bdoEmPz/7OzKJmQXQvDOO+9w4MABVCoVKSkppKWl4enpyYwZM5g9ezaBgYH07NkTg8GApaUlEyZMYODAgQQGBpo957Bhwxg2bBgHDhxg/vz5hIWFleuTmZlZ5tpWrVpFaGgoABcvXuTMmTM0btwYtVrN8OHDAdi7dy+RkZH4+voCpve6adOmAHz33XesW7cOg8FAamoq8fHx5RS3mTNnMnPmzArv1e335XbMPSfBwcFMmTKFDRs20KtXL1q0aFHGipaamsqpU6fKFahv2rQply5dqnOKW90KTqgCQhQjiosA6Z6CEkrINhgA6NTwLhLHKTz07N27F09PT1auXCkfGz58uKK0KTxSWFlZERUVxfnz5yksLJStVO7u7kRERJTp+9dff2Fra0uDBg1wd3cnMjLyjvNXpACWPqbX68u02djc+izu1q0bZ8+eJT09nW3btvHcc88BUFxczJEjR4iKiiIqKoqUlJRyFnJzysTfJSQkhPT0dCIjI4mKisLR0RG9Xk+HDh2IjIzE09OTuXPnsmjRIjQaDceOHWP48OFs27aNAQMGVDp3r169+PPPP8nIyCjXptFoKL6Ztmr//v2EhYVx5MgRoqOj8fb2lu+hpaWlrPQKIRgzZox8j/744w/ef/99zp07R3BwMHv37iUmJoaBAweWew/AZHErHTBQsk2dOrVcXycnJy5evCjvJycn07x583L9mjdvzg8//MDJkydZunQpQBnl+LvvvmPYsGFYWFiUGafX67GyqlolpYeJR05xKy6+AZhSgNxragYhBFk3k+/aKcl3HwmuXbvGhAkTePrppzl37hzff/+9/IGooPCoYmdnx6pVqwgODqaoqIhRo0Zx8OBB2fpTUFDA1KlTmTVrFmCyxnzwwQckJiYCJkVq+fLl5eYNCAhg9erV8n7JUqmjoyMJCQnyUmhFSJLEsGHDmD59Oq6urvKS2u3zmlv27NWrl7zUl5iYyIULF+jYsWOl98HPz48vvvgCMC0f3x7FmZ2dTdOmTbGwsCA8PJzz588DcOnSJaytrXn55ZeZMWMGJ06cIC8vj+zsbJ599llWrFhhVsazZ8/KCuaJEycoLCwss2xYQseOHWW/u+zsbBo1aoS1tTWnT5/m999/r/Batm7dypUrJj/wzMxMzp8/T05ODjY2NtjZ2ZGWlsbOnTvNjp85c6as9JXebl8mBejfvz979uwhKyuLrKws9uzZU85qBpCRkSF/3n744YeMHz++TPt//vOfcn5xYHr/6mJ1mkdQcTP5pqlUFnfoWZbsIgM/pGXxTepV/pOaiVEIrFQqLJVyV3We7du34+bmxvr166lXrx5Lly7l119/RaUkXlZQwNvbG51Ox5YtW7CysmL79u0sWbKEjh074unpia+vL1OmTAFAq9WyYsUKRo4ciaurKx4eHqSmppabc968eWRlZeHh4YFOpyM8PByAjz76iMDAQPr160ezZs0qlSsoKIjNmzfLy6RgWiqMiIhAq9Xi5ubGl19+WW7c5MmTMRqNeHp6EhQUxIYNG6hfv/JcnytXriQ8PBxPT098fHyIi4sr0z5q1CgiIiLo3LkzISEhcnDGqVOnePLJJ/Hy8mLp0qXMmzeP3NxcAgMD0Wq19O7d22zqke+//x4PDw+8vLx44403+Pbbb80aIgYOHMj+/fsBGDBgAAaDAa1Wy/z58+natavZa3Fzc2PJkiUEBASg1Wrx9/cnNTUVnU6Ht7c37u7ujB8/vlxQx73g4ODA/Pnz8fX1xdfXlwULFsiBCgsWLGDHjh2AyVrYsWNHOnToQFpaGu+++648R1JSEhcvXqR3795l5k5LS8PKyuqOz8nDiFQTZuH7TRvHlmLFK1Mp9P6T7m1caNF1KlTwpZqbm0BOThQaTUMcHQdW+Rxnr+s5cq2sw6mLjRW+dspSaV0lLy+PCRMm8O233wKm5Zf169fj6upay5IpPMokJCQoz6BClUhNTWX06NH88ssvtS3KfefTTz+lYcOGcuBMbWLuf1aSpEghROd7ma9uBCcIAfGZ0PbGHbvm5/+9hHxtrOrT1c4Uiq1RAhPqNNbW1iQnJ2NjY8OHH37I5MmTZT8QBQUFhQedZs2aMXHiRHJycioNrqiL2Nvb88orr9S2GDVC3VDc7oab5mR7+yfvbTiKwlaXuXjxIiqVihYtWqBSqdi4cSNqtZrWrVvXtmgKCgoKd80LL9RO5HFtM27cuNoWocaoO046KiOmpPVVo6ppQIQQ7L2aQ0R2/j0KpvAwUFxczBdffIGbmxsTJ06UHX/btWunKG0KCgoKCg8MdcPiJklI3RpDk5s+aBX4t12/fg6jIc9sW0XkGYu5dKNQ3newqBu3TOEWiYmJTJgwgd9++w0wpTooKCiQM3ArKCgoKCg8KNQNi5sE+ibXwK4+NCyfAwbgxo00srJuhT9L0t0pYDZqNSMcHXC1rXs5YR5VDAYDy5YtQ6fT8dtvv+Ho6MjWrVv5/vvvFaVNQUFBQeGBpM6Yj4qKC6kHqK0fM9teWGTKA2RRzwFbmw6o1XengKkAKyX1R53BYDDw1FNPcfToUQDGjBnD8uXL5VB0BQUFBQWFB5E6p4k0ad3b7HGDIRcAa6vWWFu3uZ8iKTyAaDQa/Pz8aNWqFbt27WLDhg2K0qagUEXUajVeXl54eHgwaNCgMvU04+Li6NevHx06dMDZ2ZnFixeXqUawc+dOOnfujKurKy4uLsyYMaMWruDeGDlyJFqt1mxuNXOULgZfExw/fhy1Ws3WrVvNtgsh6NevX7mEwA8SGzduxNnZGWdnZzZu3Gi2z/nz5/Hz80Or1dKnTx+Sk5PltlmzZuHu7o6rqytTp06Vn7UXX3yRM2f+XhaJB5U6pbhpJBVqlfl0DUWFmQBI0t0l3lWoOxw+fJg9e/bI+/Pnzyc2NtZspm4FBYWKKSl5FRsbi4ODg1zyqqCggMGDBzNnzhwSExOJjo7m8OHDfP755wDExsYyZcoUNm/eTEJCArGxsbRt27ZaZTPcLEdY3Vy+fJnDhw8TExPDtGnTauQcd4PRaGT27NmVfn79/PPP6HS6u0oFYjQaq0O8KpGZmcnChQs5evQox44dY+HChXKVjNLMmDGD0aNHExMTw4IFC5g7dy5g+kw/dOgQMTExxMbGcvz4cX799VcAJk2axLJly+7btdxP6pTihk0Ts4cLCzMoKipR3KqeyqNYCA5m5VaLaAq1R15eHm+99RZPPfUUY8aMkT8YLC0ty9UpVFB4mIj7LaVGtruhW7dupKSYxnzzzTf06NGDgIAAwJQLcfXq1Xz00UcALFu2jHfffVeuHKDRaJg8eXK5OfPy8hg3bhyenp5otVq+//57oKwFa+vWrYwdOxaAsWPHMn36dPr27cvMmTNp3bp1GStg+/btSUtLIz09neHDh8uZ+g8dOlTu3Hq9Xj63t7e3XLUhICCAK1eu4OXlJQcylZCWlsawYcPQ6XTodDoOHz5c7nr8/Pzo1KkTnp6ebN++HYD8/HwGDhyITqfDw8NDTvY9Z84c3Nzc0Gq1FVokP/vsM4YPHy4XgDdHSEgIQ4YMkfeHDh2Kj48P7u7urFu3Tj5ua2vLggUL6NKlC0eOHGHz5s1yRYd//OMfsjI3adIkOnfujLu7O++9916F560qu3fvxt/fHwcHBxo1aoS/vz+7du0q1y8+Ph4/Pz8A+vbtK98/SZLQ6/UUFhZy48YNioqKcHR0BKBnz56EhYXVmCJfm9QZHzcAJPN6aMkyKUD9+uaDF8yRVWQko8j0ptso/m0PJXv27OG1117j/PnzqNVqxo8fXyeLDiso1AZGo5G9e/fK2enj4uLw8fEp06ddu3bk5eWRk5NDbGwsb7/99h3nXbx4MXZ2dpw6dQrArBXmdhITEwkLC0OtVsu1TMeNG8fRo0dp3bo1jo6OvPTSS0ybNo2nnnqKCxcu0L9/fxISEsrMU2I9PHXqFKdPnyYgIIDExER27NhBYGCg2dqhU6dOpXfv3oSGhmI0GsnLK5u9wNLSktDQUBo2bEhGRgZdu3Zl8ODB7Nq1i+bNm/PTTz8BpnqimZmZhIaGcvr0aSRJKqOAlpCSkkJoaCj79u3j+PHjFd6TQ4cOsXbtWnn/66+/xsHBgYKCAnx9fRk+fDiNGzcmPz8fDw8PFi1aREJCAh9//DGHDh3CwsKCyZMnExISwujRo1m6dCkODg4YjUb8/PyIiYlBq9WWOecnn3wi13otTa9evcrVK01JSaFly5byvpOTk/wjoDQ6nY7vv/+et956i9DQUHJzc7l69SrdunWjb9++NGvWDCEEU6ZMkSsUqFQq2rdvT3R0dLln8mGnbihuxQIi0kCjhm5lm4QQcjSppVVL1OrKa86V5lopTb1f40cr6/TDTlZWFtOnT2fDhg2AqZ7i119/jZeXV63KpaBQnbj3bFEr5y0oKMDLy4ukpCR8fHzw9/cHTJ+3Fa1q3M1qR1hYGFu2bJH3GzVqdMcxzz//vFzZJCgoiEWLFjFu3Di2bNki1ysNCwsjPj5eHpOTk0Nubm4Zy/vBgwd58803AXBxceGJJ54gMTGx0uXGffv2sWnTJsDk/2dnZ1emXQjBO++8w4EDB1CpVKSkpJCWloanpyczZsxg9uzZBAYG0rNnTwwGA5aWlkyYMIGBAwcSGBhY7nz//Oc/+fjjj+9YySUzM7PMta1atYrQ0FDAlGz8zJkzNG7cGLVazfDhwwHYu3cvkZGR+Pr6Aqb3usSq991337Fu3ToMBgOpqanEx8eXU9xmzpzJzJkzK5Wr9H25HXPPSXBwMFOmTGHDhg306tWLFi1aoNFoOHv2LAkJCbLPm7+/PwcOHKBXr14ANG3alEuXLimK28PHrQfDxvrufCkyi0zm4foqFeq7+NBRqH0CAwM5fPgw9evX5/333+ftt9/GwkLxb1RQqA5KfNyys7MJDAxkzZo1TJ06FXd3dw4cOFCm719//YWtrS0NGjTA3d2dyMhIdDpdpfNXpACWPqbX68u02djcqhvdrVs3zp49S3p6Otu2bWPevHmAKdH2kSNHKrW610T97pCQENLT04mMjMTCwoLWrVuj1+vp0KEDkZGR/Pzzz8ydO5eAgAAWLFjAsWPH2Lt3L1u2bGH16tXs27evzHwRERG8+OKLAGRkZPDzzz+j0WgYOnRomX4ajYbi4mJUKhX79+8nLCyMI0eOYG1tTZ8+feR7aGlpKSuBQgjGjBnDhx9+WGauc+fOERwczPHjx2nUqBFjx44t9x7A3VncnJyc2L9/v7yfnJxMnz59yo1t3rw5P/zwA2Badv7++++xs7Nj3bp1dO3aVV5Cf+aZZ/j9999lxU2v19fJFZY6v/6Xk3vq5isJS8uqLZOeyr3O3qs5JOtNiXddbKpWZUHhwWHhwoX07NmT6Oho5syZoyhtCgo1gJ2dHatWrSI4OJiioiJGjRrFwYMHCQsLA0zWmqlTpzJr1izAZI354IMPSExMBEyK1PLly8vNGxAQwOrVq+X9kqVSR0dHEhIS5KXQipAkiWHDhjF9+nRcXV1p3Lix2XnNLXv26tVLVjwSExO5cOECHTt2rPQ++Pn58cUXXwCm5ePbozizs7Np2rQpFhYWhIeHc/78eQAuXbqEtbU1L7/8MjNmzODEiRPk5eWRnZ3Ns88+y4oVK8zKeO7cOZKSkkhKSmLEiBF8/vnn5ZQ2gI4dO/LXX3/JMjRq1Ahra2tOnz7N77//Xq5/ybVs3bqVK1euACar3fnz58nJycHGxgY7OzvS0tLYuXOn2fEzZ84kKiqq3Ha70gbQv39/9uzZQ1ZWFllZWezZs8dssEVGRgbFxcUAfPjhh4wfPx6AVq1a8euvv2IwGCgqKuLXX38tU8w9MTERd3d3s3I+zNQtxc2MUawkmlStsSnfaIbsIgNRude5dKOQvJsOmQ2UwuIPNEIINm7cKP+qBnj66af59ddf7/iBq6Cg8Pfw9vZGp9OxZcsWrKys2L59O0uWLKFjx454enri6+vLlClTANBqtaxYsYKRI0fi6uqKh4cHqamp5eacN28eWVlZeHh4oNPp5ACBjz76iMDAQPr160ezZs0qlSsoKIjNmzfLy6RgWiqMiIhAq9Xi5ubGl19+WW7c5MmTMRqNeHp6EhQUxIYNG6hfv3IXm5UrVxIeHo6npyc+Pj7ExcWVaR81ahQRERF07tyZkJAQOTjj1KlTchDA0qVLmTdvHrm5uQQGBqLVaundu3eVU4+YY+DAgbJFa8CAARgMBrRaLfPnz6dr165mx7i5ubFkyRICAgLQarX4+/uTmpqKTqfD29sbd3d3xo8fT48ePe5ZrhIcHByYP3++HCyyYMECOS3TggUL2LFjBwD79++nY8eOdOjQgbS0NN59910ARowYQbt27fD09JQDQwYNGgSYAkasrKzu+Jw8jEg1YRa+37R5vKVY8t4LWHs5MqzbrDJtGRnh3LhxmcaN+2Bpeec38Of0a1wtMuBUvx7ONpbUV0k8ZqG5K/8MhftHUlIS//jHP+Q0H9HR0eV8LhQU6hIJCQllrAoKChWRmprK6NGj+eWXX2pblPvOp59+SsOGDeXAmdrE3P+sJEmRQojO9zJf3bG4VYNeVVhczNWbUaSutlY4WdajST0LRWl7ACkuLuazzz7Dw8ODPXv24ODgwKZNm/D09Kxt0RQUFBQeCJo1a8bEiRMf6AS8NYW9vT1jxoypbTFqhDoVnGAQxWX2i4qyuXHjcpXHF5cyPj5eX/GJelA5ffo0EyZMkHMwvfDCC6xatUrO36OgoKCgYOKFF16obRFqhXHjxtW2CDVGnVLc2lg/Xma/tNKm0VQ9nUe9CvLBKTwYLF26lEOHDvH444/zxRdfmHXKVVBQUFBQqIvUKcXtdgr0ptwu1tZt0VQhOKEk2a7Cg0dRUZEcGbp8+XIaNWrEwoULq5TfSUFBQUFBoa5Qp01LQpgUMUmqWlRobG4BAEYe/oCNukJBQQFz586lW7duFBUVAdCkSRNWrVqlKG0KCgoKCo8cdcPiJgSk58O1gjKHS1KBWFm3rto0NxW2LnZVSx2iULMcPHiQV199lcTERCRJIjw8XK6BqKCgoKCg8ChSNyxuAjifB5evy4cMhnz5tVp1dwl0G2qUvG21SW5uLlOmTKFnz54kJibi6urKoUOHFKVNQeEBQa1W4+XlhYeHB4MGDSpTTzMuLo5+/frRoUMHnJ2dWbx4cZlqBDt37qRz5864urri4uJSYRH1B5GRI0ei1WqrnFutJKN/dbN//37s7Ozw8vLCy8uLRYsWme0nhKBfv34PdFTpxo0bcXZ2xtnZmY0bN5rtc/78efz8/NBqtfTp00cucQUwa9Ys3N3dcXV1ZerUqfKz9uKLL3LmzJn7cg33HSHEQ7+1btJCbH51lDj+n2BRQlFRrkhO/kYkJ38jqsqmlHSxKSVdXLlRWOUxCtXLnj17RKtWrQQgNBqNmD9/vtDr9bUtloLCA0N8fHxtiyBsbGzk16NHjxZLliwRQghx/fp10bZtW7F7924hhBD5+fliwIABYvXq1UIIIU6dOiXatm0rEhIShBBCFBUViTVr1lSrbEVFRdU6XwmpqamiVatWdzWm9H2qTsLDw8XAgQPv2O/HH38U//znP+9qboPBcK9i3TVXr14Vbdq0EVevXhWZmZmiTZs2IjMzs1y/ESNGiA0bNgghhNi7d694+eWXhRBCHDp0SHTv3l0YDAZhMBhE165dRXh4uBBCiP3794sJEybct2upDHP/s0CEuEed574vlUqSNABYCaiB/yeE+Oi29lHA7Ju7ecAkIUT0vZ5Pra7asmeB8VYqEQslb1utkZSUxIULF/Dx8WH9+vV3rGmooPAoExO2q0bm1T49oMp9u3XrRkxMDADffPMNPXr0kK3j1tbWrF69mj59+vDGG2+wbNky3n33XblygEajYfLkyeXmzMvL48033yQiIgJJknjvvfcYPnw4tra25OXlAbB161Z+/PFHNmzYwNixY3FwcODkyZN4eXkRGhpKVFQU9vb2ALRv355Dhw6hUql4/fXXuXDhAgArVqwoVwFAr9czadIkIiIi0Gg0LF++nL59+xIQEMCVK1fw8vLis88+o2fPnvKYtLQ0Xn/9dbm81BdffEH37t3LXM+QIUPIysqiqKiIJUuWMGTIEPLz83nhhRdITk7GaDQyf/58goKCmDNnDjt27ECj0RAQEEBwcHCV34/ShISE8Nprr8n7Q4cO5eLFi+j1et566y25zdbWlunTp7N7927+9a9/kZSUxKpVqygsLKRLly58/vnnqNVqJk2axPHjxykoKGDEiBEsXLjwnuQqYffu3fj7+8vVEvz9/dm1axcjR44s0y8+Pl62cvbt21fOJCBJEnq9nsLCQoQQFBUVyWmhevbsydixYzEYDGg0dcMrrIT7ejWSKUpgDeAPJAPHJUnaIYSIL9XtHNBbCJElSdIzwDqgS+UTA02sMNrde+41YylTvr1F3XqTH2SEEPz111+0a9cOgAkTJmBtbU1QUFCd+2dTUKhrGI1G9u7dK2enj4uLw8fHp0yfdu3akZeXR05ODrGxsbz99tt3nHfx4sXY2dlx6pSp1nRJrdLKSExMJCwsDLVaLdcyHTduHEePHqV169Y4Ojry0ksvMW3aNJ566ikuXLhA//79SUhIKDPPmjVrAFM5qtOnTxMQEEBiYiI7duwgMDDQbO3QqVOn0rt3b0JDQzEajbJyWYKlpSWhoaE0bNiQjIwMunbtyuDBg9m1axfNmzfnp59+Akz1RDMzMwkNDeX06dNIklRmGbo0R44cQafT0bx5c4KDg83W5Dx06BBr166V97/++mscHBwoKCjA19eX4cOH07hxY/Lz8/Hw8GDRokUkJCTw8ccfc+jQISwsLJg8eTIhISGMHj2apUuX4uDggNFoxM/Pj5iYmHKVau6myHxKSgotW7aU952cnEhJSSk3VqfT8f333/PWW28RGhpKbm4uV69epVu3bvTt25dmzZohS03ABwAAR81JREFUhGDKlClyhQKVSkX79u2Jjo4u90w+7Nzvb8YngbNCiL8AJEnaAgwBZMVNCHG4VP/fAac7zioBTzSkddu2f1tAW6Uu6X0jNTWVN954g127dhEbG0vbtm2RJIlRo0bVtmgKCg8Fd2MZq04KCgrw8vIiKSkJHx8f/P39AdMPsYoqzdxNBZqwsDC2bNki71clgvz5559HffPzOygoiEWLFjFu3Di2bNki1ysNCwsjPv6WnSAnJ4fc3FwaNGggHzt48CBvvvkmAC4uLjzxxBMkJibSsGHFuUD37dvHpk2bAJP/n52dXZl2IQTvvPMOBw4cQKVSkZKSQlpaGp6ensyYMYPZs2cTGBhIz549MRgMWFpaMmHCBAYOHEhgYGC583Xq1Inz589ja2vLzz//zNChQ836c2VmZpa5tlWrVhEaGgrAxYsXOXPmDI0bN0atVjN8+HAA9u7dS2RkJL6+voDpvW7atCkA3333HevWrcNgMJCamkp8fHw5xW3mzJnMnDmzwnt1+325HXPPSXBwMFOmTGHDhg306tWLFi1aoNFoOHv2LAkJCbLPm7+/PwcOHKBXr14ANG3alEuXLtU5xe1+Bye0AC6W2k++eawiXgV2mmuQJOk1SZIiJEmKKHnvpb9R96qoDtRsfVgQQvB///d/uLm5ERoaikajKfNhqqCg8GBjZWVFVFQU58+fp7CwULZSubu7ExERUabvX3/9ha2tLQ0aNMDd3Z3IyMg7zl+RAlj6mF6vL9NmY3PLLaZbt26cPXuW9PR0tm3bxnPPPQeYSuUdOXKEqKgooqKiSElJKaPYlJy7ugkJCSE9PZ3IyEiioqJwdHREr9fToUMHIiMj8fT0ZO7cuSxatAiNRsOxY8cYPnw427ZtY8CA8sp5w4YN5cCHZ599lqKiIjIyMsr102g0FBeb3ID2799PWFgYR44cITo6Gm9vb/keWlpaykqvEIIxY8bI9+iPP/7g/fff59y5cwQHB7N3715iYmIYOHBgufcATBa3kqCJ0tvUqVPL9XVycuLixVsqQXJyMs2bNy/Xr3nz5vzwww+cPHmSpUuXAmBnZ0doaChdu3bF1tYWW1tbnnnmGX7//Xd5nF6vx8rKquI35iHlfitu5jQrs/8lkiT1xaS4zTbXLoRYJ4ToLIToXB0uaRf1hQDcKC6+Q0+Fv8O5c+cICAhg/PjxXLt2jYEDBxIfH2/2V6WCgsKDjZ2dHatWrSI4OJiioiJGjRrFwYMHCQsLA0zWmqlTpzJr1izAZI354IMPSExMBEyK1PLly8vNGxAQwOrVq+X9kqVSR0dHEhIS5KXQipAkiWHDhjF9+nRcXV1p3Lix2XnNLXv26tVLXupLTEzkwoULdOzYsdL74OfnxxdffAGYlo9vj+LMzs6madOmWFhYEB4ezvnz5wG4dOkS1tbWvPzyy8yYMYMTJ06Ql5dHdnY2zz77LCtWrDAr4+XLl2UF89ixYxQXF8vXWJqOHTvKfnfZ2dk0atQIa2trTp8+XUbBuf1atm7dypUrVwCT1e78+fPk5ORgY2ODnZ0daWlp7Nxp1qbCzJkzZaWv9Hb7MilA//792bNnD1lZWWRlZbFnzx769+9frl9GRoasgH744YeMHz8egFatWvHrr79iMBgoKiri119/LVPMPTEx0ewS8sPO/VbckoGWpfadgEu3d5IkSQv8P2CIEOLqvZ3q7n41leh+Dop/W42xdetWPDw8CAsLo3HjxoSEhPC///0PJ6c7r4YrKCg8mHh7e6PT6diyZQtWVlZs376dJUuW0LFjRzw9PfH19WXKlCkAaLVaVqxYwciRI3F1dcXDw4PU1NRyc86bN4+srCw8PDzQ6XSEh4cD8NFHHxEYGEi/fv1o1qxZpXIFBQWxefNmeZkUTEuFERERaLVa3Nzc+PLLL8uNmzx5MkajEU9PT4KCgtiwYQP169ev9FwrV64kPDwcT09PfHx8iIuLK9M+atQoIiIi6Ny5MyEhIXJwxqlTp3jyySfx8vJi6dKlzJs3j9zcXAIDA9FqtfTu3dts6pGSz1KdTsfUqVPZsmWLWQvlwIED2b9/PwADBgzAYDCg1WqZP38+Xbt2NXstbm5uLFmyhICAALRaLf7+/qSmpqLT6fD29sbd3Z3x48eXC+q4FxwcHJg/fz6+vr74+vqyYMECOVBhwYIF7NixAzBZCzt27EiHDh1IS0vj3XffBWDEiBG0a9cOT09PdDodOp2OQYMGAaaAESsrqzs+Jw8jUk2YhSs8mSRpgETAD0gBjgMvCSHiSvVpBewDRt/m71YhbR53EkveD8K/bz+adhwIQG5uPDk50ahUljRrNuyOc5zKvU5U7nU8bK3xbmh919emcGfi4+Px9vbmueeeY+XKlbLfhIKCQtVJSEgoY1VQUKiI1NRURo8ezS+//FLbotx3Pv30Uxo2bCgHztQm5v5nJUmKFEJ0vpf57qt5SQhhkCRpCrAbUzqQr4UQcZIkvX6z/UtgAdAY+PzmLwjDvV2cSSFVqStOvptVZCCj0FQW66pSp7TaKSoq4r///S8jR45EkiTc3NyIi4ujffv2tS2agoKCQp2nWbNmTJw4kZycnEqDK+oi9vb2vPLKK7UtRo1w39cFhRA/Az/fduzLUq8nABPublIgIQOcsuA2VwQry4pjH/Zk5FAoyvq0qZUUbtVCREQEr776KjExMUiSJOflUZQ2BQUFhfvHCy+8UNsi1Arjxo2rbRFqjLrh0CWAfCMUFN3VsBKlrZ2VySpnoZJoZ125L4NC5RQUFPDee+/xr3/9i+LiYtq2bWs2SkhBQUFBQUHh7qkTipuQ/p6fXvdGNVNP7lHj119/ZcKECZw9exaVSsX06dNZvHgx1taKz6CCgoKCgkJ1UCcUtxJUpYJkxR2iSouKlbxt1cm2bdsYNswUBOLu7s769evp0qXyghcKCgoKCgoKd0fdUNwkCXvX5jR2awVAcXERuTmnKh1yLDuv0naFu6N///54eHgwYsQI5s6dS7169WpbJAUFBQUFhTrH/c7jVmM0f6wJko1JWTAa8+Xj9es7yq+FEFy5UcQlfSHZBiMALeorCsa9kJGRwZQpU+Q6elZWVpw4cYL33ntPUdoUFOo4arUaLy8vPDw8GDRoUJl6mnFxcfTr148OHTrg7OzM4sWLy1Qj2LlzJ507d8bV1RUXFxdmzJhRC1dwb4wcORKtVms2t5o5Sqob1AT79+/Hy8sLd3d3evfubbaPEIJ+/fqVSwj8IDFgwADs7e0rTcJ+48YNgoKCaN++PV26dCEpKUlu27hxI87Ozjg7O7Nx40b5+Isvvmi2DFhdoM4obiUUF9/gyhVTRmeNhX0Zxe2P63p2X81mb2aOnP7DxabidCEK5RFCsGXLFlxdXVmzZg1z586V2ywsLGpRMgUFhftFScmr2NhYHBwc5JJXBQUFDB48mDlz5pCYmEh0dDSHDx/m888/ByA2NpYpU6awefNmEhIS5BrF1YnBUDOpnS5fvszhw4eJiYlh2rRpNXKOqnLt2jUmT57Mjh07iIuL47///a/Zfj///DM6ne6uUoEYjcbqErNKzJw5k3//+9+V9lm/fj2NGjXi7NmzTJs2jdmzTQWVMjMzWbhwIUePHuXYsWMsXLhQrrIxadIkli1bVuPy1wZ1TnG7cSNNfl2/XpMybdeNpijSBmo1zerXo61VfZrWU5SNqpKSksLQoUMZOXIkGRkZ9O3b96H6taygUNfIO5paI9vd0K1bN1JSUgD45ptv6NGjBwEBAQBYW1v///buPK6qan/8/2sxJJMiUJBmTjkhcICQhMqRC1qgZlZmlkpZ3UypVGxQqatYmlpmmuWnvOpXirp2URscgjTT1IIuTqDoVVGRHyJwmYTk4Pr9sWEHnsPgAAit5+NxHrnPXnvvtc8Cep+19lpvli1bxvz58wF49913mTlzpp45wMrKikmTJpneV1ER4eHheHl5YTAY+Prrr4HqPVjr169nwoQJAEyYMIGpU6cyaNAgIiMj6dy5c7VewG7dupGVlUV2djajRo3SV+rfvXu3ybVLS0v1a/v6+upZG0JCQjh//jw+Pj78/PPP1Y7Jyspi5MiR+ur9v/xSfe34oqIigoKCuPvuu/Hy8mLjxo0AFBcXExoaire3N56ennz55ZcAvPbaa/Tu3RuDwWD2b+znn3/Oww8/TMeO2uNBNS1mHhMTw4gRI/Tthx56CD8/Pzw8PFi5cqX+voODA1FRUfTt25c9e/awbt06PaPD888/rwdzL7zwAn369MHDw4M333zT7DWvVlBQkEm+2Ctt3LiR8ePHA1q2hISEBKSUbN26leDgYJydnXFyciI4OJgtW7YA0K9fP+Lj4xsskG9KLeMZtwqlxgvk5p4GwN6+O23bml+3t5tdKzxbq5mO9SWl5NNPP2X69On6Qo6LFi1i4sSJZtOsKIry11BeXk5CQoK+Ov3hw4fx8/OrVuauu+6iqKiIgoICDh06xLRp0+o879y5c3F0dOTgQe1Z5cpelNqkpaURHx+PpaWlnss0PDycffv20blzZ9zc3HjiiSd45ZVXuP/++zl9+jRDhgwhNTW12nkqew8PHjzIkSNHCAkJIS0tjU2bNhEWFmY2d2hERAQDBgwgLi6O8vJyioqqP0NtY2NDXFwcbdq04cKFCwQEBDB8+HC2bNlC+/bt+e677wAtn2hubi5xcXEcOXIEIUS1ALTqvZaVlTFw4EAKCwt56aWXGDdunEm53bt388knn+jbq1atwtnZmZKSEvz9/Rk1ahQuLi4UFxfj6enJnDlzSE1NZcGCBezevRtra2smTZpETEwM48aNY968eTg7O1NeXk5QUBAHDhzAYDBUu+bChQv1XK9V9e/f32y+0vrIyMjgzju1bJlWVlY4OjqSk5NT7X3QktZXfomwsLCgW7du7N+/3+RnsrlrUYHbxbLzYKt9I7OpZeFd5ers27eP5557DoBhw4axYsUK7rhDfb6K0tQc+jZNHsaSkhJ8fHw4deoUfn5+BAcHA9qXvJq+zF3Nl7z4+HhiY2P1bScnpzqPefTRR7G0tAS0PKVz5swhPDyc2NhYPV9pfHw8KSkp+jEFBQUUFhZW6/HZtWsXU6ZMAaBXr1506tSJtLS0Wocbf/zxR9auXQtoz/85OjpW2y+l5I033mDnzp1YWFiQkZFBVlYWXl5eTJ8+nVdffZWwsDD69euH0WjExsaGiRMnEhoaavbZL6PRSFJSEgkJCZSUlBAYGEhAQAA9evSoVi43N7favS1dupS4uDgAzpw5w7Fjx3BxccHS0pJRo0YBkJCQQFJSEv7+/oDW1pU9el999RUrV67EaDSSmZlJSkqKSeAWGRlJZGRkjZ/VtTCXmlMIUeP7lVxdXTl37lyLC9xazlBpXgn8oXWJtnH0xcam5SWWbUxVfyECAgKYOnUqX3zxBRs3blRBm6L8xVU+45aens6lS5f0XioPDw8SExOrlT1x4gQODg60bt0aDw8PkpKS6jx/TQFg1fdKS0ur7bO3t9f/HRgYyPHjx8nOzmbDhg08/PDDAFy+fJk9e/aQnJxMcnIyGRkZJsN0DZG/OyYmhuzsbJKSkkhOTsbNzY3S0lJ69OhBUlISXl5evP7668yZMwcrKyt+/fVXRo0axYYNGxg6dKjJ+Tp06MDQoUOxt7fn1ltvpX///uzfv9+knJWVFZcva48I7dixg/j4ePbs2cP+/fvx9fXVP0MbGxs96JVSMn78eP0zOnr0KG+99RYnT55k0aJFJCQkcODAAUJDQ03aALQeNx8fH5NXRETENX9+HTp04MyZM4AWtObn5+Ps7FztfYCzZ89WW/C9tLQUW1vba77uzaplBG5Swo6zcKYQAEsL0+wHJeWX+UOt3VYvhw4d4t5772XPnj36e4sXL+bxxx9XQ6OKougcHR1ZunQpixYtoqysjLFjx7Jr1y7i4+MBrbcmIiKCGTNmAFpvzNtvv01aWhqgBVLvvfeeyXlDQkJYtmyZvl05VOrm5kZqaqo+FFoTIQQjR45k6tSpuLu74+LiYva85oY9+/fvrw/1paWlcfr0aXr27GlSrqqgoCBWrFgBaMPHV87izM/Px9XVFWtra7Zv3056ejoA586dw87OjieffJLp06fz+++/U1RURH5+Pg8++CBLliwxW8cRI0bw888/YzQauXjxIvv27TNJYg7Qs2dPTpw4odfByckJOzs7jhw5wt69e2u8l/Xr13P+/HlA67VLT0+noKAAe3t7HB0dycrKYvPmzWaPj4yM1IO+qq9rHSYFGD58uD5jdP369QwePBghBEOGDGHbtm3k5eWRl5fHtm3bGDJkiH5cWloaHh4e13zdm1XLCNwq1fBNKb/MyNdZeRy/aPrtQPnTpUuX+Mc//sHdd9/N3r17b9jDp4qitFy+vr54e3sTGxuLra0tGzduJDo6mp49e+Ll5YW/vz+TJ08GwGAwsGTJEsaMGYO7uzuenp5kZppOhpg1axZ5eXl4enri7e2tTxCYP38+YWFhDB48mHbtah9VGT16NOvWrdOHSUEbKkxMTMRgMNC7d28+/vhjk+MmTZpEeXk5Xl5ejB49mtWrV9OqVe2pED/44AO2b9+Ol5cXfn5+HD58uNr+sWPHkpiYSJ8+fYiJidEnZxw8eFCfBDBv3jxmzZpFYWEhYWFhGAwGBgwYYHbpEXd3d4YOHYrBYOCee+5h4sSJeHp6mpQLDQ1lx44dgLbshtFoxGAwMHv2bAICAszeS+/evYmOjiYkJASDwUBwcDCZmZl4e3vj6+uLh4cHTz/9NPfdd1+tn0l99evXj0cffZSEhAQ6dOjA1q1bAYiKimLTpk0APPPMM+Tk5NCtWzfee+89fbKLs7Mzs2fP1iebREVF4ezsDGgTRmxtbev8OWmOREN0Cze2zm53yLjAUDo925sSHzecnAKws+ui7z9beontuQVYCoGzlRUBbe1pa92iHu+7br/++ivPPPMMhw4dArTZQ/Pnz7+qaeSKojS81NRUs70rinKlzMxMxo0bxw8//NDUVWl077//Pm3atNEnzjQlc7+zQogkKaX5GZR1aDk9bm1bQetbay3idos1Q29zVEFbFRcvXmT69OkEBgZy6NAhunXrxo4dO/joo49U0KYoitKMtWvXjmefffamXoC3obRt21ZfQqSlaRmBmxAwqCN0bdvUNWl2CgsLWbVqFQAzZszgwIEDNa7CrSiKojQvjz322F/yS3h4eDhWVi2zk6Zl3tUVTlz8o6mrcFPJz8/Hzs4Oa2tr3NzcWLNmDe3ataNPn2vqtVUURVEUpZG0jB63OlhUTIT8S9xsHb755ht69+7N4sWL9feGDRumgjZFURRFaQb+UrFMJ9vaZwa1ZNnZ2TzxxBMMHz6cc+fOsWXLFn19H0VRFEVRmoe/RODWAibOXjMpJZ9//jnu7u588cUX2NnZ8f7775OQkICFxV+i+RVFURSlxWjx/+fOLzNyqvSv+YxbQUEBw4YNY+zYseTk5BAUFMTBgwd5+eWX9VWyFUVRrpalpSU+Pj54enoybNiwavk0Dx8+zODBg+nRowfdu3dn7ty51bIRbN68mT59+uDu7k6vXr3MJlG/WY0ZMwaDwWB2bTVzHBwcGqQeVbMTeHp6YmlpSW5urkk5KSWDBw++qWeVrlmzhu7du9O9e3d9kd0rpaenExQUhMFgYODAgZw9e1bfN2PGDDw8PHB3dyciIkL/WXv88cc5duxYo9xDo5NSNvtXJ9f28veXpsmc32Ll2bOfy+LiE7LSyYulcm1GtlybkS3zy4zyr6S8vFz2799fOjo6ys8++0xevny5qaukKMp1SklJaeoqSHt7e/3f48aNk9HR0VJKKS9evCi7du0qt27dKqWUsri4WA4dOlQuW7ZMSinlwYMHZdeuXWVqaqqUUsqysjK5fPnyG1q3srKyG3q+SpmZmbJjx45XdUzVz6mhbNq0SQ4aNMjsvm+//Va+/PLLV3U+o7Hx/j+Zk5Mju3TpInNycmRubq7s0qWLzM3NNSn3yCOPyNWrV0sppUxISJBPPvmklFLK3bt3y3vvvVcajUZpNBplQECA3L59u5RSyh07dsiJEyc22r3UxtzvLJAorzHmaTmzSk8VwP9Kod0tZnd3tmlFG6uW38t07NgxWrVqRceOHbGwsGDt2rVYW1tXy9+mKErLcGVe0BvlaiYrBQYGcuDAAQA+//xz7rvvPkJCQgCws7Nj2bJlDBw4kBdffJF3332XmTNn6pkDrKysmDRpksk5i4qKmDJlComJiQghePPNNxk1ahQODg4UFRUBWuqjb7/9ltWrVzNhwgScnZ35z3/+g4+PD3FxcSQnJ9O2bVsAunXrxu7du7GwsODvf/87p0+fBmDJkiUmGQBKS0t54YUXSExMxMrKivfee49BgwYREhLC+fPn8fHx4cMPP6Rfv376MVlZWfz973/X00utWLGCe++9t9r9jBgxgry8PMrKyoiOjmbEiBEUFxfz2GOPcfbsWcrLy5k9ezajR4/mtddeY9OmTVhZWRESEsKiRYtq/Py/+OILxowZY3ZfTEwMzz33nL790EMPcebMGUpLS3nppZf0fQ4ODkydOpWtW7eyePFiTp06xdKlS7l06RJ9+/blo48+wtLSkhdeeIHffvuNkpISHnnkEf7xj3/UWK/62Lp1K8HBwXq2g+DgYLZs2WJyPykpKXov56BBg3jooYcALbVZaWkply5dQkpJWVkZbm5ugJaRYcKECRiNxha3LEjLupu/MKPRyPvvv09UVBT9+vVj69atCCHo1KlTU1dNUZQWqry8nISEBH11+sOHD+Pn51etzF133UVRUREFBQUcOnSIadOm1XneuXPn4ujoyMGDB4E/c5XWJi0tjfj4eCwtLfVcpuHh4ezbt4/OnTvj5ubGE088wSuvvML999/P6dOnGTJkCKmpqdXOs3z5ckBLR3XkyBFCQkJIS0tj06ZNhIWFmc0dGhERwYABA4iLi6O8vFwPLivZ2NgQFxdHmzZtuHDhAgEBAQwfPpwtW7bQvn17vvvuO0Bbqik3N5e4uDiOHDmCEKLaMPSVLl68yJYtW6rlX61q9+7dfPLJJ/r2qlWrcHZ2pqSkBH9/f0aNGoWLiwvFxcV4enoyZ84cUlNTWbBgAbt378ba2ppJkyYRExPDuHHjmDdvHs7OzpSXlxMUFMSBAwcwGAzVrrlw4UI912tV/fv3N8lXmpGRwZ133qlvd+jQgYyMDJNjvb29+frrr3nppZeIi4ujsLCQnJwcAgMDGTRoEO3atUNKyeTJk/UMBRYWFnTr1o39+/eb/Ew2dy0rcDOT//yvsIbbgQMHeOaZZ/Rv37fffjulpaXY2to2cc0URWlITbWMT0lJCT4+Ppw6dQo/Pz+Cg4MB7dEbIcz8IYYa3zcnPj6e2NhYfdvJyanOYx599FH92d3Ro0czZ84cwsPDiY2N1fOVxsfHk5KSoh9TUFBAYWEhrVu31t/btWsXU6ZMAaBXr1506tSJtLS0Whex/fHHH1m7di2gPf/n6OhYbb+UkjfeeIOdO3diYWFBRkYGWVlZeHl5MX36dF599VXCwsLo168fRqMRGxsbJk6cSGhoKGFhYTVe95tvvuG+++7Te6yulJubW+3eli5dSlxcHABnzpzh2LFjuLi4YGlpyahRowBISEggKSkJf39/QGtrV1dXAL766itWrlyJ0WgkMzOTlJQUk8AtMjKSyMjIGut85edyJXM/J4sWLWLy5MmsXr2a/v37c8cdd2BlZcXx48dJTU3Vn3kLDg5m586d9O/fHwBXV1fOnTvX4gK3ljM5wdeVEpf8Gne3xImlf/zxB1FRUfj5+ZGYmMidd97J999/z9q1a1XQpihKg7G1tSU5OZn09HQuXbqk91J5eHiYDN+eOHECBwcHWrdujYeHB0lJSXWev6YAsOp7paWl1fbZ29vr/w4MDOT48eNkZ2ezYcMGHn74YQAuX77Mnj17SE5OJjk5mYyMjGqBTeW1b7SYmBiys7NJSkoiOTkZNzc3SktL6dGjB0lJSXh5efH6668zZ84crKys+PXXXxk1ahQbNmxg6NChNZ43Nja2xmFS0IaiK5d92rFjB/Hx8ezZs4f9+/fj6+urf4Y2NjZ60CulZPz48fpndPToUd566y1OnjzJokWLSEhI4MCBA4SGhpq0AVSfOFH1FRERYVK2Q4cOnDlzRt8+e/as2cd62rdvz7///W/+85//MG/ePAAcHR2Ji4sjICAABwcHHBwceOCBB9i7d69+XEvtwGgZgZsQ0NkRWmvPt91yy20mRbrYtaw13IxGIwEBAcydOxej0ciLL77I4cOHeeCBB5q6aoqi/EU4OjqydOlSFi1aRFlZGWPHjmXXrl3Ex8cDWm9NREQEM2bMALTemLfffpu0tDRAC6Tee+89k/OGhIRUG/6rHCp1c3MjNTVVHwqtiRCCkSNHMnXqVNzd3XFxcTF7XnPDnv3799eH+tLS0jh9+jQ9e/as9XMICgpixYoVgDZ8fOUszvz8fFxdXbG2tmb79u2kp6cDcO7cOezs7HjyySeZPn06v//+O0VFReTn5/Pggw+yZMkSs3WsPOdPP/3EiBEjaqxXz5499efu8vPzcXJyws7OjiNHjlQLcK68l/Xr13P+/HlA67VLT0+noKAAe3t7HB0dycrKYvPmzWaPj4yM1IO+qq8rh0kBhgwZwrZt28jLyyMvL49t27YxZMgQk3IXLlzQA9B33nmHp59+GoCOHTvy008/YTQaKSsr46effqqWzD0tLQ0PD48aP5/mqmUEboAUl/R/W1ra11KyZbCysmLEiBH06NGDnTt3smzZMpNvjoqiKA3N19cXb29vYmNjsbW1ZePGjURHR9OzZ0+8vLzw9/dn8uTJABgMBpYsWcKYMWNwd3fH09OTzMxMk3POmjWLvLw8PD098fb2Zvv27QDMnz+fsLAwBg8eTLt27Wqt1+jRo1m3bp0+TAraUGFiYiIGg4HevXvz8ccfmxw3adIkysvL8fLyYvTo0axevZpWrWr/4v/BBx+wfft2vLy88PPz4/Dhw9X2jx07lsTERPr06UNMTIw+OePgwYPcc889+Pj4MG/ePGbNmkVhYSFhYWEYDAYGDBhQ49IjcXFxhISEVOtpvFJoaCg7duwAYOjQoRiNRgwGA7NnzyYgIMDsMb179yY6OpqQkBAMBgPBwcFkZmbi7e2Nr68vHh4ePP300yaTOq6Fs7Mzs2fPxt/fH39/f6KiovRh36ioKDZt2gRovYU9e/akR48eZGVlMXPmTAAeeeQR7rrrLry8vPD29sbb25thw4YB2oQRW1vbOn9OmiPREN3Cja3L7XfIfy0Kp11gB7Bx5I47xiCl5Ke8Qs6UagHdQOc23GljfsZpc5GQkEBpaSmhoaEAXLp0ifLy8hbZFawoinmpqanVehUUpSaZmZmMGzeOH374oamr0ujef/992rRpo0+caUrmfmeFEElSymt6SLXF9LgBYGWDrW1HAC5evqwHbZYIHJvxUiD/+9//eOaZZ/jb3/5GeHg4OTk5ANxyyy0qaFMURVHMateuHc8+++xNvQBvQ2nbti3jx49v6mo0iBYzq1QKAVZ/dmenFf85m/SR2524pZmmd9qwYQOTJk0iMzOTW265hZdffrnW2U2KoiiKUumxxx5r6io0ifDw8KauQoNpMYGbsVV2te2zFb1tDpaWzTJoy8rKYsqUKfzrX/8C4N577+XTTz9VQySKoiiK8hfWMgI3Cfx+luzbivlvFwdaGf9HobEcgH5Oze+BfSklI0aMYN++fdjb2/POO+/w4osvqqTwiqIoivIX16IigXRsuWh1B3lGI+VILBE4WDa/WxRCsGDBAoYMGcKhQ4eYMmWKCtoURVEURWkhPW4VREUc6t3ajg42t2BnYYFNMwjcLl++zMcff8zJkydZuHAhAAMGDGDAgAFNXDNFURRFUW4mN39UUx/iMog/lzWxt7TA2dqqWQRtR48eZcCAAbz44ossWrRIz82nKIpys7K0tMTHxwdPT0+GDRtWLZ/m4cOHGTx4MD169KB79+7MnTu3WjaCzZs306dPH9zd3enVqxfTp09vgju4NmPGjMFgMNS4ttqVHBwcGqQe+fn5DBs2DG9vbzw8PPjnP/9ptpyUksGDB9/Us0rXrFlD9+7d6d69O2vWrDFb5pVXXtEzMPTo0YO2bdsCsH379mrZGWxsbNiwYQMAjz/+OMeOHWuku2hkUspm/+pyx63y/337D7n00PdybUa2PF5cIm92ZWVl8p133pGtWrWSgHRzc5Pr169v6mopinKTS0lJaeoqSHt7e/3f48aNk9HR0VJKKS9evCi7du0qt27dKqWUsri4WA4dOlQuW7ZMSinlwYMHZdeuXWVqaqqUUvs7uHz58htat7Kysht6vkqZmZmyY8eOV3VM1c/pRpo3b56cMWOGlFLK8+fPSycnJ/nHH3+YlPv222/lyy+/fFXnNhqNN6SO9ZGTkyO7dOkic3JyZG5uruzSpYvMzc2t9ZilS5fK8PBws+dycnKSxcXFUkopd+zYISdOnNgg9b5a5n5ngUR5jTHPzd8lVQ9CSI5b3oqtXScA7C1v7jXbkpOT6du3L6+//jp//PEHEyZMICUlRU/yqyiKUh8ZGV80yOtqBAYGkpGRAcDnn3/OfffdR0hICAB2dnYsW7aM+fPnA/Duu+8yc+ZMPXOAlZUVkyZNMjlnUVER4eHheHl5YTAY+Prrr4HqPVjr169nwoQJAEyYMIGpU6cyaNAgIiMj6dy5c7VewG7dupGVlUV2djajRo3SV+rfvXu3ybVLS0v1a/v6+upZG0JCQjh//jw+Pj78/PPP1Y7Jyspi5MiR+ur9v/zyi8n9BAUFcffdd+Pl5cXGjRsBKC4uJjQ0FG9vbzw9Pfnyyy8BeO211+jduzcGg8Fsj6QQgsLCQqSUFBUV4ezsjJWV6ZNPMTEx1VJiPfTQQ/j5+eHh4cHKlSv19x0cHIiKiqJv377s2bOHdevW6Rkdnn/+ecrLtcl+L7zwAn369MHDw4M333zT5HpXa+vWrQQHB+Ps7IyTkxPBwcFs2bKl1mO++OILs/lZ169fzwMPPICdnR0A/fr1Iz4+HqPReN31vNm0iGfcjEKLPy0tHQi7rS1O1jf3bS1ZsoTff/+dTp06sXLlSv2PnKIoSnNSXl5OQkKCvjr94cOH8fPzq1bmrrvuoqioiIKCAg4dOsS0adPqPO/cuXNxdHTUHx2pzFVam7S0NOLj47G0tNRzmYaHh7Nv3z46d+6Mm5sbTzzxBK+88gr3338/p0+fZsiQIaSmplY7z/LlywEtHdWRI0cICQkhLS2NTZs2ERYWZjZ3aEREBAMGDCAuLo7y8nKKioqq7bexsSEuLo42bdpw4cIFAgICGD58OFu2bKF9+/Z89913gDYEmpubS1xcHEeOHEEIUS0ArTR58mSGDx9O+/btKSws5MsvvzQ7gW337t188skn+vaqVatwdnampKQEf39/Ro0ahYuLC8XFxXh6ejJnzhxSU1NZsGABu3fvxtramkmTJhETE8O4ceOYN28ezs7OlJeXExQUxIEDBzAYDNWuuXDhQj3Xa1X9+/c3yVeakZHBnXfeqW936NBB/xJgTnp6OidPnmTw4MEm+2JjY5k6daq+bWFhQbdu3di/f7/Jz2Rzd3NHOPVUZqHdhpWV3U0btJWWlmJjYwPA4sWLuf3225k1a1aDPQOhKErLd8cdpj0PjaGkpAQfHx9OnTqFn58fwcHBgPbojRDC7DE1vW9OfHw8sbGx+raTk1Odxzz66KNYVoy2jB49mjlz5hAeHk5sbKyerzQ+Pp6UlBT9mIKCAgoLC6vled61axdTpkwBoFevXnTq1Im0tLRaFz7/8ccfWbt2LaA9/+fo6Fhtv5SSN954g507d2JhYUFGRgZZWVl4eXkxffp0Xn31VcLCwujXrx9GoxEbGxsmTpxIaGgoYWFhJtfbunUrPj4+/Pjjj/z3v/8lODiYfv36mdQxNze32r0tXbqUuLg4AM6cOcOxY8dwcXHB0tJSH/FJSEggKSkJf39/QGtrV1dXAL766itWrlyJ0WgkMzOTlJQUk8AtMjKSyMjIGj+rKz+XK9X2cxIbG8sjjzyit3OlzMxMDh48aJKg3tXVlXPnzrW4wK1FDJUCCGnJ/W1vvjXbioqKiIiI4J577uHSJW1RYBcXF+bPn6+CNkVRmiVbW1uSk5NJT0/n0qVLei+Vh4cHiYmJ1cqeOHECBwcHWrdujYeHB0lJSXWev6YAsOp7paWl1fZVTbYeGBjI8ePHyc7OZsOGDTz88MOANoN/z549JCcnk5ycTEZGRrXApvLaN1pMTAzZ2dkkJSWRnJyMm5sbpaWl9OjRg6SkJLy8vHj99deZM2cOVlZW/Prrr4waNYoNGzYwdOhQk/P985//5OGHH0YIQbdu3ejSpQtHjhwxKWdlZcXly5cBLVF7fHw8e/bsYf/+/fj6+uqfoY2NjR4MSSkZP368/hkdPXqUt956i5MnT7Jo0SISEhI4cOAAoaGhJm0AWo9b1QkDla+IiAiTsh06dODMmTP69tmzZ2nfvn2Nn2NsbKzZYdKvvvqKkSNHYm1tXe390tLSFpkWssUEbgC2N9ks0m3btuHp6cmHH35ISkqKyXMRiqIozZmjoyNLly5l0aJFlJWVMXbsWHbt2kV8fDyg9dZEREQwY8YMQOuNefvtt0lLSwO0QOq9994zOW9ISAjLli3TtyuHSt3c3EhNTdWHQmsihGDkyJFMnToVd3d3XFxczJ7X3LBn//799aG+tLQ0Tp8+Tc+ePWv9HIKCglixYgWgDR9fOYszPz8fV1dXrK2t2b59O+np6QCcO3cOOzs7nnzySaZPn87vv/9OUVER+fn5PPjggyxZssRsHTt27EhCQgKgPV939OhRunbtalKuZ8+enDhxQq+Dk5MTdnZ2HDlyhL1799Z4L+vXr+f8+fOA1muXnp5OQUEB9vb2ODo6kpWVxebNm80eHxkZqQd9VV9XDpMCDBkyhG3btpGXl0deXh7btm0z6TWrdPToUfLy8ggMDDTZV9Nzb2lpaXh4eJg9X3N2c0U616hcWMD//oDsi01dFUD7QQ8PD2fIkCGkp6fj6+tLYmIiQUFBTV01RVGUG8rX1xdvb29iY2OxtbVl48aNREdH07NnT7y8vPD392fy5MkAGAwGlixZwpgxY3B3d8fT05PMzEyTc86aNYu8vDw8PT3x9vbWJwjMnz+fsLAwBg8eTLt27Wqt1+jRo1m3bp0+TAraUGFiYiIGg4HevXvz8ccfmxw3adIkysvL8fLyYvTo0axevZpWrVqZlKvqgw8+YPv27Xh5eeHn58fhw4er7R87diyJiYn06dOHmJgYfXLGwYMH9UkA8+bNY9asWRQWFhIWFobBYGDAgAFmlx6ZPXs2v/zyC15eXgQFBbFgwQJuvfVWk3KhoaHs2LEDgKFDh2I0GjEYDMyePZuAgACz99K7d2+io6MJCQnBYDAQHBxMZmYm3t7e+Pr64uHhwdNPP819991X62dSH87OzsyePVufLBIVFYWzszMAUVFRbNq0SS/7xRdf8Pjjj5v0xJ46dYozZ86YrHualZWFra1tnT8nzZFoiG7hxubWpYOcFPEiEYHjcAq4o0nr8s033/Dss8+SlZVFq1at+Mc//sG0adPMzvhRFEW5WqmpqSpnsVIvmZmZjBs3jh9++KGpq9Lo3n//fdq0aaNPnGlK5n5nhRBJUso+13K+FhVNOImm70DMyckhKyuL+++/n08//bTOLnZFURRFaQjt2rXj2WefpaCgoNbJFS1R27Zteeqpp5q6Gg2iRQVu1H/S0g0jpSQlJUUfRx8/fjyOjo6MGDFC5RdVFEVRmtRjjz3W1FVoEuHh4U1dhQbTYiKLW+0uwW12jXrNU6dOMXToUPr06aOn1qh8KFYFbYqiKIqi3GgtJrqw72ADXRzrLngDXL58mQ8//BBPT0+2bduGnZ2dPnNHURRFURSlobSgodLGmWSRmprKxIkT9ZQmjz32GEuXLsXNza1Rrq8oiqIoyl9XiwncJDYNfo3PP/+c8PBwLl26xO23386KFSt46KGHGvy6iqIoiqIo0IKGSm8va/hhUj8/PywsLHjmmWdISUlRQZuiKH9JlpaW+Pj44OnpybBhw6rl0zx8+DCDBw+mR48edO/enblz51bLRrB582b69OmDu7s7vXr1MptE/WY1ZswYDAaD2bXVzGmo7Dh5eXmMHDkSg8HAPffcw6FDh8yWk1IyePBgkwWBbyZr1qyhe/fudO/enTVr1pgtc/r0aQYNGoSvry8Gg4Hvv/8e0BZQDgwMxMPDA4PBwJdffqkf8/jjj+vPnrc4Uspm/3LtfIf8Ie4zeaNdvHhRfvrpp/Ly5cv6e6dPn77h11EURamvlJSUpq6CtLe31/89btw4GR0dLaXU/mZ27dpVbt26VUopZXFxsRw6dKhctmyZlFLKgwcPyq5du8rU1FQppZRlZWVy+fLlN7RuZWVlN/R8lTIzM2XHjh2v6piqn9ONNH36dPnWW29JKaVMTU2VgwcPNlvu22+/lS+//PJVndtoNF53/eorJydHdunSRebk5Mjc3FzZpUsXmZuba1Lu2WeflR999JGUUsrDhw/LTp06SSmlPHr0qExLS5NSSpmRkSFvv/12mZeXJ6WUcseOHXLixImNch91Mfc7CyTKa4x5WkyP2432888/4+Pjw8SJE1m3bp3+/p133tmEtVIURfnT/zt3oUFeVyMwMJCMjAxAe5zkvvvuIyQkBAA7OzuWLVvG/PnzAXj33XeZOXOmnjnAysqKSZMmmZyzqKiI8PBwvLy8MBgMfP3110D1Hqz169czYcIEACZMmMDUqVMZNGgQkZGRdO7cuVovYLdu3cjKyiI7O5tRo0bpK/Xv3r3b5NqlpaX6tX19ffWsDSEhIZw/fx4fHx+T9IVZWVmMHDkSb29vvL299Wegq95PUFAQd999N15eXmzcuBGA4uJiQkND8fb2xtPTU+8xeu211+jduzcGg8Fsj2RKSoqeiadXr16cOnWKrKwsk3IxMTGMGDFC337ooYfw8/PDw8ODlStX6u87ODgQFRVF37592bNnD+vWrdMzOjz//POUl5cD8MILL9CnTx88PDx48803Ta53tbZu3UpwcDDOzs44OTkRHBzMli1bTMoJIfRew/z8fD2faWWvLkD79u1xdXUlOzsbgH79+hEfH4/RaLzuet5sWswzbmw9CT0uQG/TtB9Xo7CwkNdee42PPvoIAHd3d/0HQ1EURflTeXk5CQkJ+ur0hw8fxs/Pr1qZu+66i6KiIgoKCjh06BDTpk2r87xz587F0dGRgwcPAn/mKq1NWloa8fHxWFpa6rlMw8PD2bdvH507d8bNzY0nnniCV155hfvvv5/Tp08zZMgQUlNTq51n+fLlgJaO6siRI4SEhJCWlsamTZsICwszmzs0IiKCAQMGEBcXR3l5OUVFRdX229jYEBcXR5s2bbhw4QIBAQEMHz6cLVu20L59e7777jtAC0pyc3OJi4vjyJEjCCGqBaCVvL29+fe//83999/Pr7/+Snp6OmfPnjWZJLd7924++eQTfXvVqlU4OztTUlKCv78/o0aNwsXFheLiYjw9PZkzZw6pqaksWLCA3bt3Y21tzaRJk4iJiWHcuHHMmzcPZ2dnysvLCQoK4sCBAxgMhmrXXLhwoZ7rtar+/fub5CvNyMio1hnSoUMH/UtAVW+99RYhISF8+OGHFBcX67lwq/r111+5dOkSd911FwAWFhZ069aN/fv3m/xMNnctJ3DLKYWS64usN2/ezPPPP8+ZM2ewsrLi9ddfZ+bMmXXmqVMURWkKT7W/vi+q16qkpAQfHx9OnTqFn58fwcHBgPbozZW5JCvV9L458fHxxMbG6ttOTk51HvPoo49iaWkJaHlK58yZQ3h4OLGxsXq+0vj4eFJSUvRjCgoKKCwspHXr1vp7u3btYsqUKYDWm9WpUyfS0tJqzTzw448/snbtWkB7/s/Rsfoz11JK3njjDXbu3ImFhQUZGRlkZWXh5eXF9OnTefXVVwkLC6Nfv34YjUZsbGyYOHEioaGhhIWFmVzvtdde46WXXsLHx0fvGTSXVjE3N7favS1dupS4uDgAzpw5w7Fjx3BxccHS0pJRo0YBkJCQQFJSEv7+/oDW1q6urgB89dVXrFy5EqPRSGZmJikpKSaBW2RkJJGRkTV+Vld+Llcy93PyxRdfMGHCBKZNm8aePXt46qmnOHTokL5eamZmJk899RRr1qyptoaqq6sr586dU4FbS7V+/XoeffRRQJuEsGrVKpMfSEVRFAVsbW1JTk4mPz+fsLAwli9fTkREBB4eHuzcubNa2RMnTuDg4EDr1q3x8PAgKSkJb2/vWs9fUwBY9b3S0tJq++zt7fV/BwYGcvz4cbKzs9mwYQOzZs0CtDU49+zZg62tba3XvtFiYmLIzs4mKSkJa2trOnfuTGlpKT169CApKYnvv/+e119/nZCQEKKiovj1119JSEggNjaWZcuW8eOPP1Y7X5s2bfjnP/+p17dLly506dLF5LpWVlZcvnwZCwsLduzYQXx8PHv27MHOzo6BAwfqn6GNjY0e9EopGT9+PO+88061c508eZJFixbx22+/4eTkxIQJE0zaAK6ux61Dhw7s2LFD3z579iwDBw40Ofazzz7Th1ADAwMpLS3lwoULuLq6UlBQQGhoKNHR0QQEBFQ7rrS0tNa2bq7UM24Vhg0bhp+fHwsXLmTv3r0qaFMURamDo6MjS5cuZdGiRZSVlTF27Fh27dqlD2WVlJQQERHBjBkzAK035u233yYtLQ3QAqn33nvP5LwhISEsW7ZM364cKnVzcyM1NVUfCq1JZQabqVOn4u7ujouLi9nzmhv27N+/vx54pKWlcfr06TpzTgcFBbFixQpAGz6+chZnfn4+rq6uWFtbs337dtLT0wE4d+4cdnZ2PPnkk0yfPp3ff/+doqIi8vPzefDBB1myZInZOv7vf//j0qVLAHz66af079/fbI9gz5499cXh8/PzcXJyws7OjiNHjrB3794a72X9+vWcP38e0Hrt0tPTKSgowN7eHkdHR7Kysti8ebPZ4yMjI0lOTjZ5XRm0AQwZMoRt27aRl5dHXl4e27ZtY8iQISblOnbsSEJCAqCtpVpaWsptt93GpUuXGDlyJOPGjdM7XqpKS0vT01G2JC0mcBMhnaCnc73Lnzt3jqeffprc3FwAWrVqxb59+5g+fbrZLmdFURTFlK+vL97e3sTGxmJra8vGjRuJjo6mZ8+eeHl54e/vz+TJkwEwGAwsWbKEMWPG4O7ujqenJ5mZmSbnnDVrFnl5eXh6euLt7a1PEJg/fz5hYWEMHjyYdu3a1Vqv0aNHs27dOn2YFLShwsTERAwGA7179+bjjz82OW7SpEmUl5fj5eXF6NGjWb16dZ2Py3zwwQds374dLy8v/Pz8OHz4cLX9Y8eOJTExkT59+hATE6NPzjh48KA+CWDevHnMmjWLwsJCwsLCMBgMDBgwwOzSI6mpqXh4eNCrVy82b97MBx98YLZeoaGheo/W0KFDMRqNGAwGZs+ebdI7Val3795ER0cTEhKCwWAgODiYzMxMvL298fX1xcPDg6effpr77ruv1s+kPpydnZk9e7Y+WSQqKgpnZ+3/41FRUWzatAmAxYsX83//9394e3szZswYVq9ejRCCr776ip07d7J69Wp8fHzw8fHRA92srCxsbW3r/DlpjkRDdAs3NrcuHWTM0kX8bdjjdZaVUrJq1SqmTZtGfn4+zz//vNlfXkVRlJtRamoq7u7uTV0NpRnIzMxk3Lhx/PDDD01dlUb3/vvv06ZNG33iTFMy9zsrhEiSUva5lvO1nK4l67ozJ5w4cYLnnntO73INDQ1l5syZDV0zRVEURWl07dq149lnn6WgoKDWyRUtUdu2bXnqqaeauhoNosUMldamvLycJUuW4OXlRUJCAi4uLsTExPDNN9+oddkURVGUFuuxxx77ywVtAOHh4S32saeWeVdX+O2333jllVcALWXJBx98wG233dbEtVIURbk2tS27oSjKzaMhHkdrsYFb5RRogICAAGbOnEnfvn0ZNmxYE9dMURTl2tnY2JCTk4OLi4sK3hTlJialJCcnBxubuh/luhotJ3C7UAzFZWBvTWJiIhMnTuTDDz+kX79+AERHRzdxBRVFUa5fhw4dOHv2rJ7aR1GUm5eNjQ0dOnS4oedsOYHbv45S0i2DN//9EYsXL+by5cu88847euCmKIrSElhbW5tdbFVRlL+GRp+cIIQYKoQ4KoQ4LoR4zcx+IYRYWrH/gBDi7vqcd/+FdAyPDWbhwoUATJs2jfXr19/g2iuKoiiKojSdRl3HTQhhCaQBwcBZ4DdgjJQypUqZB4EpwINAX+ADKWXf2s5r18ZBlhQWA+Dp6clnn33GPffc0zA3oSiKoiiKch2uZx23xu5xuwc4LqU8IaW8BMQCI64oMwJYKzV7gbZCiFqXPi4tLsHKwpK3prxKUlKSCtoURVEURWmRGvsZtzuAM1W2z6L1qtVV5g6gWl4UIcRzwHMVm38Y4dBbHy7grQ8X3NgaK43hVuBCU1dCuSaq7Zo31X7Nm2q/5qv2BLi1aOzAzdzc9SvHautTBinlSmAlgBAi8Vq7HJWmp9qv+VJt17yp9mveVPs1X0KIxGs9trGHSs8CVVMVdADOXUMZRVEURVGUv5zGDtx+A7oLIboIIW4BHgc2XVFmEzCuYnZpAJAvpcy88kSKoiiKoih/NY06VCqlNAohJgNbAUtglZTysBDi7xX7Pwa+R5tRehy4CITX49QrG6jKSuNQ7dd8qbZr3lT7NW+q/Zqva267Rl0ORFEURVEURbl2jb4Ar6IoiqIoinJtVOCmKIqiKIrSTDSrwK2h0mUpDa8ebTe2os0OCCF+EUJ4N0U9FfPqar8q5fyFEOVCiEcas35K7erTfkKIgUKIZCHEYSHET41dR8W8evztdBRCfCOE2F/RdvV5LlxpBEKIVUKI80KIQzXsv6aYpdkEbhXpspYDDwC9gTFCiN5XFHsA6F7xeg5Y0aiVVMyqZ9udBAZIKQ3AXNRDtzeNerZfZbkFaJOPlJtEfdpPCNEW+AgYLqX0AB5t7Hoqpur5u/cikCKl9AYGAosrVm1Qmt5qYGgt+68pZmk2gRsNlC5LaRR1tp2U8hcpZV7F5l609fuUm0N9fvdAyzH8NXC+MSun1Kk+7fcE8G8p5WkAKaVqw5tDfdpOAq2FEAJwAHIBY+NWUzFHSrkTrT1qck0xS3MK3GpKhXW1ZZTGd7Xt8gywuUFrpFyNOttPCHEHMBL4uBHrpdRPfX7/egBOQogdQogkIcS4RqudUpv6tN0ywB1tofqDwEtSysuNUz3lOl1TzNLYKa+uxw1Ll6U0unq3ixBiEFrgdn+D1ki5GvVpvyXAq1LKcu2Lv3ITqU/7WQF+QBBgC+wRQuyVUqY1dOWUWtWn7YYAycBg4C7gByHEz1LKggaum3L9rilmaU6Bm0qX1XzVq12EEAbgU+ABKWVOI9VNqVt92q8PEFsRtN0KPCiEMEopNzRKDZXa1Pdv5wUpZTFQLITYCXgDKnBrWvVpu3BgvtQWZT0uhDgJ9AJ+bZwqKtfhmmKW5jRUqtJlNV91tp0QoiPwb+Ap9S3/plNn+0kpu0gpO0spOwPrgUkqaLtp1Odv50agnxDCSghhB/QFUhu5noqp+rTdabSeUoQQbkBP4ESj1lK5VtcUszSbHrcGTJelNLB6tl0U4AJ8VNFrY5RS9mmqOit/qmf7KTep+rSflDJVCLEFOABcBj6VUppdwkBpPPX83ZsLrBZCHEQbentVSnmhySqt6IQQX6DN9L1VCHEWeBOwhuuLWVTKK0VRFEVRlGaiOQ2VKoqiKIqi/KWpwE1RFEVRFKWZUIGboiiKoihKM6ECN0VRFEVRlGZCBW6KoiiKoijNhArcFEUBQAjxlhBCmnnF1/P4zhXlwxqhrqeq1O+SEOKIEGL2jUyuLYSYUHF+h4pt14rPqPMV5QZWlPO8Udeuo15V26ZECJEqhHhVCHHVyzsJIWYIIQbe+FoqitJQms06boqiNIp8YKiZ925GnwMfAq2AQWhrJDkC02/Q+b8DAtHWVwJwrbjGDuBUlXK/V5T77w26bn0sRlvo2BYIA+ajrQ8VfZXnmYGW63LHjaycoigNRwVuiqJUZZRS7m3qStRTZpW6/iSE6AD8XQgRKW/AApVSymwgux7lCoDG/sxOVbn37UIID2AcVx+4KYrSzKihUkVR6iSEaCeEWCWEOFExPJcmhIiua2hSCDFcCJEkhCgWQuQJIfYJIQZU2W8hhHhNCHFcCPFHxXnHX2M1kwB7tFypCCEGV1yvVAiRJYT4qHLYs2K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", 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" ] @@ -599,8 +599,9 @@ "confusion_matrix = []\n", "\n", "for name, clf in zip(['RF', 'OF'], clfs):\n", - " clf_ovr = OneVsRestClassifier(estimator=clf)\n", - " y_score = clf_ovr.fit(X_train, y_train).predict_proba(X_test)\n", + " # clf_ovr = OneVsRestClassifier(estimator=clf)\n", + " # y_score = clf_ovr.fit(X_train, y_train).predict_proba(X_test)\n", + " y_score = clf.fit(X_train, y_train).predict_proba(X_test)\n", "\n", " confusion_matrix.append(\n", " [name, np.argmax(y_test_10, axis=1), np.argmax(y_score, axis=1)]\n", @@ -624,7 +625,7 @@ "outputs": [ { "data": { - "image/png": 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", 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", 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" ] From 83cda7a7e8cb7d9d65c07f5dbd9626cc27bd4965 Mon Sep 17 00:00:00 2001 From: Jong Shin Date: Wed, 15 Jun 2022 14:59:12 -0400 Subject: [PATCH 17/36] add grid search results --- notebook/simulation_benchmark_OF_vs_RF.ipynb | 2452 +++++++++++++++++- 1 file changed, 2395 insertions(+), 57 deletions(-) diff --git a/notebook/simulation_benchmark_OF_vs_RF.ipynb b/notebook/simulation_benchmark_OF_vs_RF.ipynb index cd9d7d2d120ae..536c0e814cd83 100644 --- a/notebook/simulation_benchmark_OF_vs_RF.ipynb +++ b/notebook/simulation_benchmark_OF_vs_RF.ipynb @@ -88,7 +88,7 @@ { "data": { "text/plain": [ - "'2022-06-12'" + "'2022-06-15'" ] }, "execution_count": 3, @@ -225,7 +225,7 @@ }, { "data": { - "image/png": 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", + "image/png": 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", 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" ] @@ -302,7 +302,7 @@ "name": "stderr", "output_type": "stream", "text": [ - "100%|██████████| 3/3 [01:08<00:00, 22.90s/it]\n" + "100%|██████████| 3/3 [01:06<00:00, 22.28s/it]\n" ] } ], @@ -574,7 +574,7 @@ "cell_type": "markdown", "metadata": {}, "source": [ - "### Result\n", + "### Base Model Result\n", "Three settings of the `max_features` are compared and their corresponding delta accuracy between OF and RF is shown as a bar plot. After a meaningful number of data is simulated (i.e., `n_samples` > 10^4), OF starts to outperform RF significantly across all `max_features` settings especially when `max_feature` is greater than or equal to `n_features`.\n", "\n", "The most likely reason for this is because OF should be more robust to high-dimensional noise. Moreover, due to the ability to sample more variable splits (i.e. `max_features` can be greater than `n_features` compared to RF), then we expect to see an increase in performance when we are willing to use computational power to sample more splits." @@ -587,9 +587,9 @@ "outputs": [ { "data": { - "image/png": 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", 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" ] }, "metadata": { @@ -599,18 +599,2122 @@ } ], "source": [ - "dset = df2.dataset.unique()\n", + "dset = df2.dataset.unique() #get the list of dataset loaded\n", "\n", - "fig, ax = plt.subplots(dset.shape[0], 1, figsize=(12,6*dset.shape[0]))\n", + "ncols = 3\n", "\n", - "for i, d in enumerate(dset):\n", + "fig, ax = plt.subplots(dset.shape[0], ncols, figsize=(6*ncols, 6*dset.shape[0]))\n", "\n", + "for i, d in enumerate(dset):\n", " df_new = df2.query(f'dataset == \"{d}\" and max_depth == {max_depth}')\n", "\n", - " sns.barplot(data=df_new, x='n_sample', y='delta', hue='max_feature', ax=ax)\n", + " for idx, y_dat in enumerate(['delta', 'RF', 'OF']):\n", + " sns.boxplot(data=df_new, x='n_sample', y=y_dat, hue='max_feature', ax=ax[idx])\n", "\n", - " ax.set_title(r'$\\Delta$ Accuracy (OF - RF)', fontsize=20)\n", - " ax.set_ylabel(f'{d}')" + " ax[0].set_title(r'$\\Delta$ Accuracy (OF - RF)', fontsize=20)\n", + " ax[0].axhline(y=0, ls='--', color='black', alpha=0.3)\n", + " ax[1].set_title(r'RF', fontsize=20)\n", + " ax[2].set_title(r'OF', fontsize=20)\n", + "\n", + " for nc in range(ncols):\n", + " ax[nc].set_ylabel('')\n", + " if nc > 0:\n", + " ax[nc].set_ylim(0.28,1.0)" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "### Optimized Model Comparison via Grid Searching\n", + "The following is the optimized result from grid searching best paramters of two features: `max_features`, `n_estimators`" + ] + }, + { + "cell_type": "code", + "execution_count": 76, + "metadata": {}, + "outputs": [], + "source": [ + "from sklearn.model_selection import RandomizedSearchCV\n", + "\n", + "params = {\n", + " 'max_features': ['sqrt', None, 40],\n", + " 'n_estimators': [1,5,10,20],\n", + " 'max_depth': [1,2,5,10,None]\n", + "}\n", + "\n", + "df_cv = pd.DataFrame()\n", + "\n", + "feat_cols = list(params.keys())+['mean_test_score','clf']\n", + "\n", + "clfs = [\n", + " RandomForestClassifier(random_state=random_state),\n", + " ObliqueRandomForestClassifier(random_state=random_state)\n", + "]\n", + "\n", + "X, y = get_sample(sparse_parity, 10000)\n", + "\n", + "for clf, clf_lab in zip(clfs, ['RF', 'OF']):\n", + " search = RandomizedSearchCV(estimator=clf, param_distributions=params, n_iter=20, random_state=random_state)\n", + " search.fit(X, y)\n", + "\n", + " df_tmp = pd.DataFrame(search.cv_results_)\n", + " df_tmp.columns = [i.replace('param_','') for i in df_tmp.columns]\n", + " df_tmp['clf'] = clf_lab\n", + " df_tmp.fillna('None', inplace=True)\n", + " df_tmp['mean_test_score'] = df_tmp.apply(lambda x: round(x['mean_test_score'], 3), axis=1)\n", + " df_cv = pd.concat([df_cv, df_tmp])" + ] + }, + { + "cell_type": "code", + "execution_count": 77, + "metadata": {}, + "outputs": [ + { + "data": { + "text/html": [ + "
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"gridcolor": "white", + "linecolor": "white", + "ticks": "" + }, + "baxis": { + "gridcolor": "white", + "linecolor": "white", + "ticks": "" + }, + "bgcolor": "#E5ECF6", + "caxis": { + "gridcolor": "white", + "linecolor": "white", + "ticks": "" + } + }, + "title": { + "x": 0.05 + }, + "xaxis": { + "automargin": true, + "gridcolor": "white", + "linecolor": "white", + "ticks": "", + "title": { + "standoff": 15 + }, + "zerolinecolor": "white", + "zerolinewidth": 2 + }, + "yaxis": { + "automargin": true, + "gridcolor": "white", + "linecolor": "white", + "ticks": "", + "title": { + "standoff": 15 + }, + "zerolinecolor": "white", + "zerolinewidth": 2 + } + } + } + } + } + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "px.parallel_categories(\n", + " df_cv_of.iloc[:,:-1],\n", + " color='mean_test_score'\n", + ")" ] }, { @@ -618,59 +2722,59 @@ "metadata": {}, "source": [ "### Appendix\n", - "The actual values used to generate the above bar plot" + "The actual values used to generate the above plots" ] }, { "cell_type": "code", - "execution_count": 14, + "execution_count": 19, "metadata": {}, "outputs": [ { "data": { "text/html": [ "\n", - "\n", + "
\n", " \n", " \n", " \n", " \n", " \n", " \n", - " \n", + " \n", " \n", " \n", " \n", @@ -682,62 +2786,62 @@ " \n", " \n", " \n", - " \n", - " \n", - " \n", - " \n", - " \n", + " \n", + " \n", + " \n", + " \n", + " \n", " \n", " \n", - " \n", - " \n", - " \n", + " \n", + " \n", + " \n", " \n", " \n", - " \n", - " \n", - " \n", + " \n", + " \n", + " \n", " \n", " \n", - " \n", - " \n", - " \n", - " \n", + " \n", + " \n", + " \n", + " \n", " \n", " \n", - " \n", - " \n", - " \n", + " \n", + " \n", + " \n", " \n", " \n", - " \n", - " \n", - " \n", + " \n", + " \n", + " \n", " \n", " \n", - " \n", - " \n", - " \n", - " \n", + " \n", + " \n", + " \n", + " \n", " \n", " \n", - " \n", - " \n", - " \n", + " \n", + " \n", + " \n", " \n", " \n", - " \n", - " \n", - " \n", + " \n", + " \n", + " \n", " \n", " \n", "
    deltadelta
dataset
sparse_parity1002010-0.030006sparse_parity1002010-0.030006
40100.00950740100.009507
sqrt100.040701sqrt100.040701
10002010-0.01304310002010-0.013043
40100.02799540100.027995
sqrt100.011991sqrt100.011991
1000020100.1531951000020100.153195
40100.24449740100.244497
sqrt100.031197sqrt100.031197
\n" ], "text/plain": [ - "" + "" ] }, - "execution_count": 14, + "execution_count": 19, "metadata": {}, "output_type": "execute_result" } @@ -748,6 +2852,240 @@ "dff.style.background_gradient(cmap='RdBu_r', vmin=-0.4, vmax=0.4)" ] }, + { + "cell_type": "code", + "execution_count": 84, + "metadata": {}, + "outputs": [ + { + "data": { + "text/html": [ + "
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mean_fit_timestd_fit_timemean_score_timestd_score_timen_estimatorsmax_featuresmax_depthparamssplit0_test_scoresplit1_test_scoresplit2_test_scoresplit3_test_scoresplit4_test_scoremean_test_scorestd_test_scorerank_test_scoreclf
00.0104470.0009900.0010340.0000631sqrt5{'n_estimators': 1, 'max_features': 'sqrt', 'm...0.50750.50550.49950.52550.51150.510.0087092RF
10.3628200.0135430.0039930.0003815None10{'n_estimators': 5, 'max_features': None, 'max...0.51050.83250.82400.81900.56400.710.1421261RF
\n", + "
" + ], + "text/plain": [ + " mean_fit_time std_fit_time mean_score_time std_score_time n_estimators \\\n", + "0 0.010447 0.000990 0.001034 0.000063 1 \n", + "1 0.362820 0.013543 0.003993 0.000381 5 \n", + "\n", + " max_features max_depth params \\\n", + "0 sqrt 5 {'n_estimators': 1, 'max_features': 'sqrt', 'm... \n", + "1 None 10 {'n_estimators': 5, 'max_features': None, 'max... \n", + "\n", + " split0_test_score split1_test_score split2_test_score split3_test_score \\\n", + "0 0.5075 0.5055 0.4995 0.5255 \n", + "1 0.5105 0.8325 0.8240 0.8190 \n", + "\n", + " split4_test_score mean_test_score std_test_score rank_test_score clf \n", + "0 0.5115 0.51 0.008709 2 RF \n", + "1 0.5640 0.71 0.142126 1 RF " + ] + }, + "execution_count": 84, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "df_cv.query('clf == \"RF\"')" + ] + }, + { + "cell_type": "code", + "execution_count": 85, + "metadata": {}, + "outputs": [ + { + "data": { + "text/html": [ + "
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mean_fit_timestd_fit_timemean_score_timestd_score_timen_estimatorsmax_featuresmax_depthparamssplit0_test_scoresplit1_test_scoresplit2_test_scoresplit3_test_scoresplit4_test_scoremean_test_scorestd_test_scorerank_test_scoreclf
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10.2524900.0078730.0039740.0004845None10{'n_estimators': 5, 'max_features': None, 'max...0.62550.52450.85500.59950.51050.6230.1238881OF
\n", + "
" + ], + "text/plain": [ + " mean_fit_time std_fit_time mean_score_time std_score_time n_estimators \\\n", + "0 0.007373 0.000447 0.000947 0.000091 1 \n", + "1 0.252490 0.007873 0.003974 0.000484 5 \n", + "\n", + " max_features max_depth params \\\n", + "0 sqrt 5 {'n_estimators': 1, 'max_features': 'sqrt', 'm... \n", + "1 None 10 {'n_estimators': 5, 'max_features': None, 'max... \n", + "\n", + " split0_test_score split1_test_score split2_test_score split3_test_score \\\n", + "0 0.5025 0.5230 0.4965 0.4885 \n", + "1 0.6255 0.5245 0.8550 0.5995 \n", + "\n", + " split4_test_score mean_test_score std_test_score rank_test_score clf \n", + "0 0.5050 0.503 0.011460 2 OF \n", + "1 0.5105 0.623 0.123888 1 OF " + ] + }, + "execution_count": 85, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "df_cv.query('clf == \"OF\"')" + ] + }, { "cell_type": "code", "execution_count": null, From 703019128657849427d6fa0a46f3e3fbe25d7453 Mon Sep 17 00:00:00 2001 From: Jong Shin Date: Wed, 15 Jun 2022 15:07:31 -0400 Subject: [PATCH 18/36] remove over feature selection filter for RF --- notebook/simulation_benchmark_OF_vs_RF.ipynb | 1415 ++++++++++++++++-- 1 file changed, 1278 insertions(+), 137 deletions(-) diff --git a/notebook/simulation_benchmark_OF_vs_RF.ipynb b/notebook/simulation_benchmark_OF_vs_RF.ipynb index 536c0e814cd83..60655ba0eea25 100644 --- a/notebook/simulation_benchmark_OF_vs_RF.ipynb +++ b/notebook/simulation_benchmark_OF_vs_RF.ipynb @@ -161,10 +161,10 @@ "\n", " for i, clf in enumerate(clfs):\n", "\n", - " if i == 0 and isinstance(max_features, int):\n", - " if max_features > X.shape[1]:\n", - " tmp.append(np.zeros(n_cv * n_repeats))\n", - " continue\n", + " # if i == 0 and isinstance(max_features, int):\n", + " # if max_features > X.shape[1]:\n", + " # tmp.append(np.zeros(n_cv * n_repeats))\n", + " # continue\n", "\n", " cv = RepeatedKFold(n_splits=n_cv, n_repeats=n_repeats, random_state=random_state)\n", " test_score = cross_validate(estimator=clf, X=X, y=y, cv=cv, scoring='accuracy')\n", @@ -225,7 +225,7 @@ }, { "data": { - "image/png": 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", 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", 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" ] @@ -302,7 +302,7 @@ "name": "stderr", "output_type": "stream", "text": [ - "100%|██████████| 3/3 [01:06<00:00, 22.28s/it]\n" + "100%|██████████| 3/3 [01:27<00:00, 29.12s/it]\n" ] } ], @@ -435,22 +435,21 @@ "outputs": [], "source": [ "dset = df2.dataset.unique()\n", - "df2 = df2.copy()\n", "max_depth = 10\n", "\n", - "for i, d in enumerate(dset):\n", - " df_new = df2.query(f'dataset == \"{d}\" and max_depth == {max_depth}')\n", - " n_feature = df_new[~(df_new.max_feature == 'sqrt')].max_feature.min() #minimum numeric max_feature\n", + "# for i, d in enumerate(dset):\n", + "# df_new = df2.query(f'dataset == \"{d}\" and max_depth == {max_depth}')\n", + "# n_feature = df_new[~(df_new.max_feature == 'sqrt')].max_feature.min() #minimum numeric max_feature\n", "\n", - " df_mf1 = df_new.query(f'max_feature == {n_feature}') #RF max_feature to be compared with OF 2x, 3x max_feature\n", + "# df_mf1 = df_new.query(f'max_feature == {n_feature}') #RF max_feature to be compared with OF 2x, 3x max_feature\n", "\n", - " for ns in df_mf1.n_sample.unique(): #n_sample\n", - " for mf_not_1 in df_new.max_feature.unique():\n", - " if mf_not_1 in [n_feature, 'sqrt']:\n", - " continue\n", + "# for ns in df_mf1.n_sample.unique(): #n_sample\n", + "# for mf_not_1 in df_new.max_feature.unique():\n", + "# if mf_not_1 in [n_feature, 'sqrt']:\n", + "# continue\n", "\n", - " indexing = (df2.dataset==d) & (df2.max_depth==max_depth) & (df2.n_sample==ns) & (df2.max_feature==mf_not_1)\n", - " df2.loc[indexing, ['RF']] = df_mf1.query(f'n_sample == {ns}').RF.tolist()\n", + "# indexing = (df2.dataset==d) & (df2.max_depth==max_depth) & (df2.n_sample==ns) & (df2.max_feature==mf_not_1)\n", + "# df2.loc[indexing, ['RF']] = df_mf1.query(f'n_sample == {ns}').RF.tolist()\n", "\n", "df2['delta'] = df2.apply(lambda x: x.OF-x.RF, axis=1)" ] @@ -632,7 +631,7 @@ }, { "cell_type": "code", - "execution_count": 76, + "execution_count": 14, "metadata": {}, "outputs": [], "source": [ @@ -669,7 +668,7 @@ }, { "cell_type": "code", - "execution_count": 77, + "execution_count": 15, "metadata": {}, "outputs": [ { @@ -703,18 +702,42 @@ " \n", " \n", " 0\n", + " 40\n", + " 20\n", " None\n", + " 0.756\n", + " RF\n", + " \n", + " \n", + " 1\n", + " 40\n", + " 10\n", + " 10\n", + " 0.721\n", + " RF\n", + " \n", + " \n", + " 2\n", + " 40\n", " 5\n", " 10\n", - " 0.71\n", + " 0.710\n", " RF\n", " \n", " \n", - " 1\n", - " sqrt\n", - " 1\n", + " 3\n", + " None\n", " 5\n", - " 0.51\n", + " 10\n", + " 0.710\n", + " RF\n", + " \n", + " \n", + " 4\n", + " 40\n", + " 10\n", + " None\n", + " 0.709\n", " RF\n", " \n", " \n", @@ -722,12 +745,15 @@ "" ], "text/plain": [ - " max_features n_estimators max_depth mean_test_score clf\n", - "0 None 5 10 0.71 RF\n", - "1 sqrt 1 5 0.51 RF" + " max_features n_estimators max_depth mean_test_score clf\n", + "0 40 20 None 0.756 RF\n", + "1 40 10 10 0.721 RF\n", + "2 40 5 10 0.710 RF\n", + "3 None 5 10 0.710 RF\n", + "4 40 10 None 0.709 RF" ] }, - "execution_count": 77, + "execution_count": 15, "metadata": {}, "output_type": "execute_result" } @@ -739,7 +765,7 @@ }, { "cell_type": "code", - "execution_count": 78, + "execution_count": 16, "metadata": {}, "outputs": [ { @@ -773,18 +799,42 @@ " \n", " \n", " 0\n", + " 40\n", + " 20\n", " None\n", + " 0.954\n", + " OF\n", + " \n", + " \n", + " 1\n", + " 40\n", + " 10\n", + " None\n", + " 0.917\n", + " OF\n", + " \n", + " \n", + " 2\n", + " 40\n", + " 10\n", + " 10\n", + " 0.850\n", + " OF\n", + " \n", + " \n", + " 3\n", + " 40\n", " 5\n", " 10\n", - " 0.623\n", + " 0.763\n", " OF\n", " \n", " \n", - " 1\n", - " sqrt\n", - " 1\n", + " 4\n", + " 40\n", + " 20\n", " 5\n", - " 0.503\n", + " 0.682\n", " OF\n", " \n", " \n", @@ -792,12 +842,15 @@ "" ], "text/plain": [ - " max_features n_estimators max_depth mean_test_score clf\n", - "0 None 5 10 0.623 OF\n", - "1 sqrt 1 5 0.503 OF" + " max_features n_estimators max_depth mean_test_score clf\n", + "0 40 20 None 0.954 OF\n", + "1 40 10 None 0.917 OF\n", + "2 40 10 10 0.850 OF\n", + "3 40 5 10 0.763 OF\n", + "4 40 20 5 0.682 OF" ] }, - "execution_count": 78, + "execution_count": 16, "metadata": {}, "output_type": "execute_result" } @@ -816,7 +869,7 @@ }, { "cell_type": "code", - "execution_count": 79, + "execution_count": 17, "metadata": {}, "outputs": [ { @@ -831,29 +884,101 @@ { "label": "max_features", "values": [ + 40, + 40, + 40, + "None", + 40, + "sqrt", "None", + 40, + "None", + "sqrt", + "sqrt", + "sqrt", + 40, + 40, + "sqrt", + "None", + "sqrt", + "None", + "sqrt", "sqrt" ] }, { "label": "n_estimators", "values": [ + 20, + 10, 5, - 1 + 5, + 10, + 20, + 20, + 20, + 5, + 20, + 5, + 1, + 5, + 5, + 10, + 1, + 1, + 20, + 1, + 20 ] }, { "label": "max_depth", "values": [ + "None", + 10, 10, - 5 + 10, + "None", + "None", + 5, + 5, + 5, + 10, + 5, + 5, + 1, + 2, + 5, + 5, + 1, + 2, + "None", + 2 ] }, { "label": "mean_test_score", "values": [ + 0.756, + 0.721, + 0.71, 0.71, - 0.51 + 0.709, + 0.637, + 0.603, + 0.603, + 0.597, + 0.576, + 0.512, + 0.51, + 0.51, + 0.509, + 0.508, + 0.506, + 0.504, + 0.504, + 0.502, + 0.502 ] } ], @@ -869,8 +994,26 @@ }, "line": { "color": [ + 0.756, + 0.721, + 0.71, 0.71, - 0.51 + 0.709, + 0.637, + 0.603, + 0.603, + 0.597, + 0.576, + 0.512, + 0.51, + 0.51, + 0.509, + 0.508, + 0.506, + 0.504, + 0.504, + 0.502, + 0.502 ], "coloraxis": "coloraxis" }, @@ -1769,7 +1912,7 @@ }, { "cell_type": "code", - "execution_count": 80, + "execution_count": 18, "metadata": {}, "outputs": [ { @@ -1784,13 +1927,49 @@ { "label": "max_features", "values": [ + 40, + 40, + 40, + 40, + 40, "None", + "sqrt", + "None", + "sqrt", + "None", + 40, + "sqrt", + "None", + "None", + 40, + "sqrt", + "sqrt", + "sqrt", + "sqrt", "sqrt" ] }, { "label": "n_estimators", "values": [ + 20, + 10, + 10, + 5, + 20, + 5, + 20, + 20, + 20, + 5, + 5, + 1, + 20, + 1, + 5, + 10, + 20, + 1, 5, 1 ] @@ -1798,15 +1977,51 @@ { "label": "max_depth", "values": [ + "None", + "None", + 10, 10, - 5 + 5, + 10, + "None", + 5, + 10, + 5, + 2, + "None", + 2, + 5, + 1, + 5, + 2, + 5, + 5, + 1 ] }, { "label": "mean_test_score", "values": [ + 0.954, + 0.917, + 0.85, + 0.763, + 0.682, 0.623, - 0.503 + 0.601, + 0.567, + 0.566, + 0.542, + 0.513, + 0.513, + 0.508, + 0.507, + 0.506, + 0.506, + 0.504, + 0.503, + 0.502, + 0.5 ] } ], @@ -1822,8 +2037,26 @@ }, "line": { "color": [ + 0.954, + 0.917, + 0.85, + 0.763, + 0.682, 0.623, - 0.503 + 0.601, + 0.567, + 0.566, + 0.542, + 0.513, + 0.513, + 0.508, + 0.507, + 0.506, + 0.506, + 0.504, + 0.503, + 0.502, + 0.5 ], "coloraxis": "coloraxis" }, @@ -2734,47 +2967,47 @@ "data": { "text/html": [ "\n", - "\n", + "
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    deltadelta
dataset
sparse_parity1002010-0.030006sparse_parity1002010-0.030006
40100.00950740100.009507
sqrt100.040701sqrt100.040701
10002010-0.01304310002010-0.013043
40100.02799540100.027995
sqrt100.011991sqrt100.011991
1000020100.1531951000020100.153195
40100.24449740100.244497
sqrt100.031197sqrt100.031197
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20\n", + " None\n", + " 2\n", + " {'n_estimators': 20, 'max_features': None, 'ma...\n", + " 0.4945\n", + " 0.5140\n", + " 0.5020\n", + " 0.4775\n", + " 0.5315\n", + " 0.504\n", + " 0.018181\n", + " 17\n", + " RF\n", + " \n", + " \n", + " 19\n", + " 0.091157\n", + " 0.001882\n", + " 0.004658\n", + " 0.000473\n", + " 20\n", + " sqrt\n", + " 2\n", + " {'n_estimators': 20, 'max_features': 'sqrt', '...\n", + " 0.5060\n", + " 0.5005\n", + " 0.4975\n", + " 0.4925\n", + " 0.5120\n", + " 0.502\n", + " 0.006757\n", + " 20\n", " RF\n", " \n", " \n", @@ -2943,24 +3536,118 @@ "" ], "text/plain": [ - " mean_fit_time std_fit_time mean_score_time std_score_time n_estimators \\\n", - "0 0.010447 0.000990 0.001034 0.000063 1 \n", - "1 0.362820 0.013543 0.003993 0.000381 5 \n", + " mean_fit_time std_fit_time mean_score_time std_score_time \\\n", + "0 0.010716 0.000647 0.001152 0.000116 \n", + "1 0.356431 0.016461 0.003560 0.000132 \n", + "2 0.042247 0.001181 0.001183 0.000194 \n", + "3 1.186362 0.066177 0.010711 0.001202 \n", + "4 2.293337 0.069107 0.019566 0.000365 \n", + "5 0.086760 0.000167 0.001794 0.000319 \n", + "6 0.046786 0.000500 0.001468 0.000251 \n", + "7 0.031762 0.005822 0.001977 0.000135 \n", + "8 0.805108 0.011390 0.007484 0.000435 \n", + "9 0.047229 0.001229 0.002220 0.000064 \n", + "10 0.201987 0.004360 0.002530 0.000279 \n", + "11 0.822037 0.047395 0.007518 0.000281 \n", + "12 0.684052 0.289456 0.022861 0.001933 \n", + "13 0.094785 0.003083 0.004315 0.000461 \n", + "14 0.362684 0.019028 0.003766 0.000464 \n", + "15 0.314799 0.001501 0.012309 0.000353 \n", + "16 0.732163 0.018385 0.006887 0.000534 \n", + "17 0.003725 0.000243 0.000731 0.000175 \n", + "18 0.346342 0.000672 0.004540 0.000302 \n", + "19 0.091157 0.001882 0.004658 0.000473 \n", + "\n", + " n_estimators max_features max_depth \\\n", + "0 1 sqrt 5 \n", + "1 5 None 10 \n", + "2 1 None 5 \n", + "3 10 40 None \n", + "4 20 40 None \n", + "5 5 40 2 \n", + "6 5 40 1 \n", + "7 1 sqrt None \n", + "8 20 40 5 \n", + "9 5 sqrt 5 \n", + "10 5 None 5 \n", + "11 20 None 5 \n", + "12 20 sqrt None \n", + "13 10 sqrt 5 \n", + "14 5 40 10 \n", + "15 20 sqrt 10 \n", + "16 10 40 10 \n", + "17 1 sqrt 1 \n", + "18 20 None 2 \n", + "19 20 sqrt 2 \n", "\n", - " max_features max_depth params \\\n", - "0 sqrt 5 {'n_estimators': 1, 'max_features': 'sqrt', 'm... \n", - "1 None 10 {'n_estimators': 5, 'max_features': None, 'max... \n", + " params split0_test_score \\\n", + "0 {'n_estimators': 1, 'max_features': 'sqrt', 'm... 0.5075 \n", + "1 {'n_estimators': 5, 'max_features': None, 'max... 0.5105 \n", + "2 {'n_estimators': 1, 'max_features': None, 'max... 0.5075 \n", + "3 {'n_estimators': 10, 'max_features': 40, 'max_... 0.6525 \n", + "4 {'n_estimators': 20, 'max_features': 40, 'max_... 0.7330 \n", + "5 {'n_estimators': 5, 'max_features': 40, 'max_d... 0.5195 \n", + "6 {'n_estimators': 5, 'max_features': 40, 'max_d... 0.5120 \n", + "7 {'n_estimators': 1, 'max_features': 'sqrt', 'm... 0.5095 \n", + "8 {'n_estimators': 20, 'max_features': 40, 'max_... 0.5220 \n", + "9 {'n_estimators': 5, 'max_features': 'sqrt', 'm... 0.5085 \n", + "10 {'n_estimators': 5, 'max_features': None, 'max... 0.5285 \n", + "11 {'n_estimators': 20, 'max_features': None, 'ma... 0.5220 \n", + "12 {'n_estimators': 20, 'max_features': 'sqrt', '... 0.6020 \n", + "13 {'n_estimators': 10, 'max_features': 'sqrt', '... 0.5025 \n", + "14 {'n_estimators': 5, 'max_features': 40, 'max_d... 0.5105 \n", + "15 {'n_estimators': 20, 'max_features': 'sqrt', '... 0.5380 \n", + "16 {'n_estimators': 10, 'max_features': 40, 'max_... 0.5195 \n", + "17 {'n_estimators': 1, 'max_features': 'sqrt', 'm... 0.4980 \n", + "18 {'n_estimators': 20, 'max_features': None, 'ma... 0.4945 \n", + "19 {'n_estimators': 20, 'max_features': 'sqrt', '... 0.5060 \n", "\n", - " split0_test_score split1_test_score split2_test_score split3_test_score \\\n", - "0 0.5075 0.5055 0.4995 0.5255 \n", - "1 0.5105 0.8325 0.8240 0.8190 \n", + " split1_test_score split2_test_score split3_test_score \\\n", + "0 0.5055 0.4995 0.5255 \n", + "1 0.8325 0.8240 0.8190 \n", + "2 0.5100 0.4960 0.4975 \n", + "3 0.7255 0.8185 0.7260 \n", + "4 0.8255 0.8955 0.6960 \n", + "5 0.5105 0.5005 0.4885 \n", + "6 0.5180 0.5075 0.4940 \n", + "7 0.4910 0.4860 0.5200 \n", + "8 0.5075 0.9655 0.5055 \n", + "9 0.5085 0.5175 0.5010 \n", + "10 0.5105 0.9135 0.5125 \n", + "11 0.5075 0.9655 0.5055 \n", + "12 0.6355 0.6760 0.6640 \n", + "13 0.5010 0.5220 0.4910 \n", + "14 0.8325 0.8240 0.8190 \n", + "15 0.5510 0.6605 0.5970 \n", + "16 0.7965 0.8580 0.7670 \n", + "17 0.5005 0.5015 0.5045 \n", + "18 0.5140 0.5020 0.4775 \n", + "19 0.5005 0.4975 0.4925 \n", "\n", - " split4_test_score mean_test_score std_test_score rank_test_score clf \n", - "0 0.5115 0.51 0.008709 2 RF \n", - "1 0.5640 0.71 0.142126 1 RF " + " split4_test_score mean_test_score std_test_score rank_test_score clf \n", + "0 0.5115 0.510 0.008709 13 RF \n", + "1 0.5640 0.710 0.142126 3 RF \n", + "2 0.5205 0.506 0.008948 16 RF \n", + "3 0.6210 0.709 0.068538 5 RF \n", + "4 0.6320 0.756 0.093589 1 RF \n", + "5 0.5240 0.509 0.012878 14 RF \n", + "6 0.5180 0.510 0.008879 12 RF \n", + "7 0.5040 0.502 0.012339 19 RF \n", + "8 0.5145 0.603 0.181343 7 RF \n", + "9 0.5265 0.512 0.008777 11 RF \n", + "10 0.5180 0.597 0.158573 9 RF \n", + "11 0.5145 0.603 0.181343 7 RF \n", + "12 0.6075 0.637 0.029487 6 RF \n", + "13 0.5220 0.508 0.012327 15 RF \n", + "14 0.5640 0.710 0.142126 3 RF \n", + "15 0.5315 0.576 0.048228 10 RF \n", + "16 0.6645 0.721 0.118642 2 RF \n", + "17 0.5145 0.504 0.005741 18 RF \n", + "18 0.5315 0.504 0.018181 17 RF \n", + "19 0.5120 0.502 0.006757 20 RF " ] }, - "execution_count": 84, + "execution_count": 20, "metadata": {}, "output_type": "execute_result" } @@ -2971,7 +3658,7 @@ }, { "cell_type": "code", - "execution_count": 85, + "execution_count": 21, "metadata": {}, "outputs": [ { @@ -3017,10 +3704,10 @@ " \n", " \n", " 0\n", - " 0.007373\n", - " 0.000447\n", - " 0.000947\n", - " 0.000091\n", + " 0.007374\n", + " 0.000372\n", + " 0.000845\n", + " 0.000063\n", " 1\n", " sqrt\n", " 5\n", @@ -3032,15 +3719,15 @@ " 0.5050\n", " 0.503\n", " 0.011460\n", - " 2\n", + " 18\n", " OF\n", " \n", " \n", " 1\n", - " 0.252490\n", - " 0.007873\n", - " 0.003974\n", - " 0.000484\n", + " 0.249383\n", + " 0.007479\n", + " 0.003744\n", + " 0.000158\n", " 5\n", " None\n", " 10\n", @@ -3052,7 +3739,367 @@ " 0.5105\n", " 0.623\n", " 0.123888\n", + " 6\n", + " OF\n", + " \n", + " \n", + " 2\n", + " 0.027468\n", + " 0.000788\n", + " 0.001009\n", + " 0.000049\n", " 1\n", + " None\n", + " 5\n", + " {'n_estimators': 1, 'max_features': None, 'max...\n", + " 0.5065\n", + " 0.5185\n", + " 0.5070\n", + " 0.4945\n", + " 0.5100\n", + " 0.507\n", + " 0.007711\n", + " 14\n", + " OF\n", + " \n", + " \n", + " 3\n", + " 1.400939\n", + " 0.128249\n", + " 0.009859\n", + " 0.000919\n", + " 10\n", + " 40\n", + " None\n", + " {'n_estimators': 10, 'max_features': 40, 'max_...\n", + " 0.8790\n", + " 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20, 'max_features': 'sqrt', '...\n", + " 0.5010\n", + " 0.5180\n", + " 0.4870\n", + " 0.5185\n", + " 0.4935\n", + " 0.504\n", + " 0.012757\n", + " 17\n", " OF\n", " \n", " \n", @@ -3060,24 +4107,118 @@ "" ], "text/plain": [ - " mean_fit_time std_fit_time mean_score_time std_score_time n_estimators \\\n", - "0 0.007373 0.000447 0.000947 0.000091 1 \n", - "1 0.252490 0.007873 0.003974 0.000484 5 \n", + " mean_fit_time std_fit_time mean_score_time std_score_time \\\n", + "0 0.007374 0.000372 0.000845 0.000063 \n", + "1 0.249383 0.007479 0.003744 0.000158 \n", + "2 0.027468 0.000788 0.001009 0.000049 \n", + "3 1.400939 0.128249 0.009859 0.000919 \n", + "4 2.886319 0.110457 0.018642 0.000485 \n", + "5 0.087841 0.001680 0.001714 0.000283 \n", + "6 0.039725 0.000589 0.001340 0.000097 \n", + "7 0.022542 0.001404 0.001879 0.000228 \n", + "8 0.975629 0.007436 0.007274 0.000207 \n", + "9 0.031864 0.000518 0.002241 0.000090 \n", + "10 0.129852 0.001876 0.002508 0.000347 \n", + "11 0.512544 0.004095 0.007368 0.000245 \n", + "12 0.414337 0.007337 0.022909 0.000492 \n", + "13 0.063905 0.001242 0.004033 0.000278 \n", + "14 0.469169 0.017862 0.003546 0.000142 \n", + "15 0.232263 0.003285 0.012459 0.000422 \n", + "16 0.931505 0.023374 0.006479 0.000177 \n", + "17 0.002654 0.000250 0.000720 0.000154 \n", + "18 0.192563 0.002225 0.004412 0.000187 \n", + "19 0.057353 0.000874 0.004205 0.000069 \n", + "\n", + " n_estimators max_features max_depth \\\n", + "0 1 sqrt 5 \n", + "1 5 None 10 \n", + "2 1 None 5 \n", + "3 10 40 None \n", + "4 20 40 None \n", + "5 5 40 2 \n", + "6 5 40 1 \n", + "7 1 sqrt None \n", + "8 20 40 5 \n", + "9 5 sqrt 5 \n", + "10 5 None 5 \n", + "11 20 None 5 \n", + "12 20 sqrt None \n", + "13 10 sqrt 5 \n", + "14 5 40 10 \n", + "15 20 sqrt 10 \n", + "16 10 40 10 \n", + "17 1 sqrt 1 \n", + "18 20 None 2 \n", + "19 20 sqrt 2 \n", "\n", - " max_features max_depth params \\\n", - "0 sqrt 5 {'n_estimators': 1, 'max_features': 'sqrt', 'm... \n", - "1 None 10 {'n_estimators': 5, 'max_features': None, 'max... \n", + " params split0_test_score \\\n", + "0 {'n_estimators': 1, 'max_features': 'sqrt', 'm... 0.5025 \n", + "1 {'n_estimators': 5, 'max_features': None, 'max... 0.6255 \n", + "2 {'n_estimators': 1, 'max_features': None, 'max... 0.5065 \n", + "3 {'n_estimators': 10, 'max_features': 40, 'max_... 0.8790 \n", + "4 {'n_estimators': 20, 'max_features': 40, 'max_... 0.9450 \n", + "5 {'n_estimators': 5, 'max_features': 40, 'max_d... 0.5245 \n", + "6 {'n_estimators': 5, 'max_features': 40, 'max_d... 0.5170 \n", + "7 {'n_estimators': 1, 'max_features': 'sqrt', 'm... 0.5055 \n", + "8 {'n_estimators': 20, 'max_features': 40, 'max_... 0.6445 \n", + "9 {'n_estimators': 5, 'max_features': 'sqrt', 'm... 0.4925 \n", + "10 {'n_estimators': 5, 'max_features': None, 'max... 0.5150 \n", + "11 {'n_estimators': 20, 'max_features': None, 'ma... 0.5635 \n", + "12 {'n_estimators': 20, 'max_features': 'sqrt', '... 0.5900 \n", + "13 {'n_estimators': 10, 'max_features': 'sqrt', '... 0.5030 \n", + "14 {'n_estimators': 5, 'max_features': 40, 'max_d... 0.6530 \n", + "15 {'n_estimators': 20, 'max_features': 'sqrt', '... 0.6100 \n", + "16 {'n_estimators': 10, 'max_features': 40, 'max_... 0.7845 \n", + "17 {'n_estimators': 1, 'max_features': 'sqrt', 'm... 0.4980 \n", + "18 {'n_estimators': 20, 'max_features': None, 'ma... 0.5005 \n", + "19 {'n_estimators': 20, 'max_features': 'sqrt', '... 0.5010 \n", "\n", - " split0_test_score split1_test_score split2_test_score split3_test_score \\\n", - "0 0.5025 0.5230 0.4965 0.4885 \n", - "1 0.6255 0.5245 0.8550 0.5995 \n", + " split1_test_score split2_test_score split3_test_score \\\n", + "0 0.5230 0.4965 0.4885 \n", + "1 0.5245 0.8550 0.5995 \n", + "2 0.5185 0.5070 0.4945 \n", + "3 0.9465 0.8650 0.9750 \n", + "4 0.9615 0.9395 0.9710 \n", + "5 0.5080 0.4950 0.5175 \n", + "6 0.5055 0.5050 0.4925 \n", + "7 0.5210 0.5295 0.5025 \n", + "8 0.6385 0.8650 0.6535 \n", + "9 0.5105 0.4870 0.5030 \n", + "10 0.5385 0.6355 0.4955 \n", + "11 0.5775 0.6195 0.5135 \n", + "12 0.6290 0.5950 0.6125 \n", + "13 0.5140 0.4885 0.5060 \n", + "14 0.5725 0.8630 0.8930 \n", + "15 0.5380 0.6095 0.5145 \n", + "16 0.8480 0.8200 0.9150 \n", + "17 0.5030 0.5030 0.4960 \n", + "18 0.5120 0.5125 0.5005 \n", + "19 0.5180 0.4870 0.5185 \n", "\n", - " split4_test_score mean_test_score std_test_score rank_test_score clf \n", - "0 0.5050 0.503 0.011460 2 OF \n", - "1 0.5105 0.623 0.123888 1 OF " + " split4_test_score mean_test_score std_test_score rank_test_score clf \n", + "0 0.5050 0.503 0.011460 18 OF \n", + "1 0.5105 0.623 0.123888 6 OF \n", + "2 0.5100 0.507 0.007711 14 OF \n", + "3 0.9195 0.917 0.040960 2 OF \n", + "4 0.9520 0.954 0.011316 1 OF \n", + "5 0.5190 0.513 0.010366 11 OF \n", + "6 0.5115 0.506 0.008177 16 OF \n", + "7 0.5050 0.513 0.010642 12 OF \n", + "8 0.6090 0.682 0.092659 5 OF \n", + "9 0.5195 0.502 0.011777 19 OF \n", + "10 0.5280 0.542 0.048663 10 OF \n", + "11 0.5630 0.567 0.033930 8 OF \n", + "12 0.5795 0.601 0.017523 7 OF \n", + "13 0.5210 0.506 0.010982 15 OF \n", + "14 0.8360 0.763 0.126979 4 OF \n", + "15 0.5565 0.566 0.038352 9 OF \n", + "16 0.8820 0.850 0.045702 3 OF \n", + "17 0.4985 0.500 0.002821 20 OF \n", + "18 0.5120 0.508 0.005718 13 OF \n", + "19 0.4935 0.504 0.012757 17 OF " ] }, - "execution_count": 85, + "execution_count": 21, "metadata": {}, "output_type": "execute_result" } From 01826d6207220853dc68026404a4425a835b40b4 Mon Sep 17 00:00:00 2001 From: Jong Shin Date: Wed, 15 Jun 2022 15:37:27 -0400 Subject: [PATCH 19/36] add plotly io for plot rendering --- notebook/simulation_benchmark_OF_vs_RF.ipynb | 573 +++++++++++-------- 1 file changed, 327 insertions(+), 246 deletions(-) diff --git a/notebook/simulation_benchmark_OF_vs_RF.ipynb b/notebook/simulation_benchmark_OF_vs_RF.ipynb index 60655ba0eea25..7ec501cf37fb9 100644 --- a/notebook/simulation_benchmark_OF_vs_RF.ipynb +++ b/notebook/simulation_benchmark_OF_vs_RF.ipynb @@ -225,7 +225,7 @@ }, { "data": { - "image/png": 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", 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qNQbePJrXfvyozeavqKnk278m43A17jrscDt57rt32mwdldazZUUm3zw3kUlv/0J5YXMfeRUVFRUVFZU9sb9ixNNp3A0rL7Ctqe0hCCFuEkIsF0IsLy0tbROjDsWKMQeaLTu38+y3b+FwO1G8Ch6vgsPt5PGvXmV7QU6L59mal8XYF26ny5VHM+K+i/hz5a7mZjtKCjDo9CFjpJRsyN3SFqeh0kqklLx64zvcdeJDfPnUBD55+CvGdruBBT//e6BNU1FRUVFROWTZX0JchNkmm9keulHKj6WUQ6WUQxMTE/faECkl46d/S9qlg9GO7ki3q49l8vyZez3fgcCjeHj8y1fpe+MoBt9yGq//NB6Hy7Ff1p66cBaKVwnZ7vNJfln0e4vm2JS7jaG3nc4Pc6eRU5zH3LWLOfeJ6/jmj0kAdEntiDtMgqZGo2FIj377dgKHAF7Fy4zPfuf2Y+7n9mPuZ9rHv+FVvAfUpmWzV/L39/Nw2V34vD7cTjduh5vnr3wNh8255wlUVFRUVFRUQthfnTXzgI4N/u4AFACGJra3G+//8iUPffoC9oBwzSrcwdUv34lBp+fsY05tz6XbhGVbVnPiPRfi9LiC29bnbuW9X77gyavu5ZxjTiUuKrbd1tcIDYjQ6ychQOy2XfEqSCnR7+bdfuzLV6hz2hvdkbC7HNz70dOMHXk+0dYobjv7aj6a/m3wdQIwG4w8OvbONj6jgwspJY+f/xyr/l6L0+5/jbPWZrPg5395acZTwed468pMstfn0rFXB44Y3jPkuW9r/vh2Ds4wgluj1bDyrzUcd85R7bq+ioqKiorK4cj+8oj/ClwdqJ5yNFAtpSwElgE9hBBdhBAG4LLAse2ClJKnvnmjkbgDsLucjPv8pfZats1wup2MevCyRiIc/B7ynOI8bnn7ETpcPowJf//cbjZceMIZaDWhbxshBBccfzoAheXFnP34NZjP7I75zO6c+tDl5BTtikBauGF52LAgm8tBYUUxAK/e9DjP/O9+UuOSMOoNHHfkMOa89hNHdu7VTmd2cLB+4UZWzVkXFOEATruLdfM2sHb+Bhw2J3ed9DB3nfgQb9/+IfeNepTbjr6Pumpbu9hTvKOEvyfOI29LfpPHtPM1gIqKioqKymFLm3jEhRDfAyOABCFEHvAkoAeQUn4EzATOADIBO3BtYJ8ihLgDmA1ogc+llBvawqZw2J0Oqm01YfdlFe5or2XbjFlL5zRbU9sVEOjXv34fI/ofTVpCSpvb0C2tMy9d/wgPf/YiUu4SYW/c/AQZyR1QvArH3X0eO0sLULz+cIq/Vy/k6DvPIevrRVhMZlLjkiiuDI3zl1ISGxED+MNQ7rv4Zu67+OY2P4eDmTXzNuB2ukO2O+0u1sxdx9yfFrBpyRY8rl3vg+2rs3n3zvE88tW9bWaHlJL37/6YX8f/hs/rxav4wh7n80oGjxrQZuuqqKioqKj8l2irqimXSylTpZR6KWUHKeVnUsqPAiKcQLWU26WU3aSU/aSUyxuMnSml7BnY93xb2NMUFpOZmIjosPu6pWa059JtQlVdDS3NL500f0a72XHXBTew6bN/ePmGR3j5hnFs/WI+t57zPwBmLPmLsuqKoAgH8Pl81Dls/Dh3GgCPjv0/LEZzozlNBiOXn3weVrOlxXZsy8ti6oJZrMve1AZndXAQmxSNwRSaqGowG4hJimH21383EuEAHreHOT/Mb9Pk439+WsCMz/7A4/I0KcKNFiNPTHwQk8XUZuuqqKioqKj8l/hPddYUQvDM/+4PEYEWo4kXb3jkAFnVckYOOo6W1JX3er043a49HrcvdE7pyF0X3MCd519Px6S04PZt+dk4PaEeXZvTzpa87QBcdOJZPHfNA0SYrUSYrRj1Bi4+8Sw+uLNl12Fuj5sLnrqBATeP5ppX7+Ho/zuHk+69kFp7Xduc3AHkpIuPR4QJ/dFoNYy89IQQEV6P4lHaVIj//N70sDHh9eiNep77+TGOOWt4m62poqKioqLyX+M/JcQBbj37at65/Rk6JKSiERp6pHdhwrj3OfOoUXs9p+JVyCstwO5s38olGckduOv8GzAbmvdA6rQ6zjr6lHa1pSn6de6NUW8I2R5htjKg665eTfdcdBOlk9aw7L0ZFP6wkq8fehvTHs6rnme/e4vflv+Dw+2kxl6H3eVgyeZV3P7uo212HgeKiGgrr/3+LPFpcZgjTJgjTMSlxvLq7GeIiIlg6KmD0Owm1IUQ9D/hyJDt+4K91t7sfr1BR0SMtc3WU1FRUVFR+S8iDsVa2kOHDpXLly/f84H7gY9nfMdDn77gj8+WcN2YS3nz1qdCKoW0JX+smMf4Gd9SUlmGT0pWbluH0+NCIDAZjNxx7rW8fOO4Pc7j8/n2KN5yinby86LZCOD840+nU1LYMu+N5hx4y2i25G3H7fF7bzVCQ2JMHNlf/4vZZG52fEtIungApVXlIduNegN107ai0+6vYkDth8/nI2ttDlJKug3oEnydCrOLuHX4vThtLlwOF0azAb1Rz/v/vkan3h33MGvL+faFH/nm2Ylh49UBYpKimVTwNVqtdp/WWfjrEn56YyrVZTUce/ZwLrn/AqLjo/Zpzr1l59Z8vn7mezYu3kJatxSuGHcJA09q+3KZQogVUsqhbT7xwc2h90OjoqKisot2K0ugCvF94JdFsxn7wh2NqrBYjCauG3MZ797xXLusaXc6WJ+zmaSYBDqn+IXX4o0rmDDnFwQwduR5HHXE4GbnmLnkL+7+8Cm25WcTHxXLg5fcygOX3BpSAu+tKZ/yyGcvNtr2xs1PBOPBm6LaVsM9Hz7NV3/8FBT7FoOJtIQUFrw5lcSY+NafeAMizu6BLczdB61GQ920rS32rB+q1FbWMeuLP9iyfBvdB3bljOtOJTohfO7D3uKoc3DrUfdRnFuM07YrzEln0KE36Hhp5lP0P6HvPq3xzXMTmfDST8H59UY9MYnRfLb2PSJjI/Zp7taSs3EHtx19X7BOOvhj4B/64m5OvuSENl1LFeIqKioqhxyqEG/IwSLEh9x6Oisz14VsNxtMlE9Zh9nYcu+v4lWorK0mNjK6SY/uez9/wcOfvYhWo8GjKAzp2Z+pT31KQnRci9f5Z80iznz0auwN2sdbjGbuv/gWnv7ffcFtmfnZ9L/pVBzuxnHCJoORzZ/PJSO5Q7Pr3P7uo3w263tcDeLFdVod5xxzKpOf/KTF9obj3CeuY/riP/HJxkmEQ3r0Z/kHh1ZzpoMZl8PFnxPmsnTWcoQQxKXG0al3B06+9IR99lrXVdVxYerVIR53g0nPlY9eylWPXbZP8+9OeWEFa+dvICoukoEj+qHVNfbkP3rus/w7bWlInH1cSiw/5X/VpmE/qhBXUVFROeRoNyF+6N/DbwG5xXlMX/wnep2O844dQ1JsQpvMu7O0id5DAipqq0hvgRCXUvLGpPE8+93bON1uDHo9j1x2Bw9fdnsjD/UfK+Y1akQEsGTzSs5/6gbmvzmlxTY//uWrjUQ4+JvpvDFpPOMuvwOjwQjA5PkzUXyh3RylhKkLf+PuC25odp3v/prSSISD/2Lj13//wOv17lNIw5u3PsmC9Uuxuxw43S4MOgMGvZ7xdx/8teAPBrxeL79//TfTP5mN1+Nl9NUnc/bNp6M3NA6nMpqNnHn9aM68fnSb27B15Xb0Rl2IEHc7PSz9bUWbCvHPHv+GH16dgs6gQwAmq4nX/3qezn06BY9Zv2hT2GTXuiobVSXVxKW0X5MsFRUVFZX/Loe9EH/tx494/KtXEQiEENz9wVN8dt9rXD7yvH2ee1ivAcxaNifkB9xsMJEcm9iiOcZP/5Ynvno9KLBdHhfPT3gbi9HEXQ3E7uuTxoc0IvIoCsu3riGnaGcwTGVPbNmZFXa7T0pKq8vpkOivgCKRYYVJU9t3p2H5wkbjpQ+5j86xrqkZbP58Lh9N/5rFm1bRr0tvbj/nmkbVW/4LSCnZsnwbBdsL6TagKxlHtOw98Ozlr7Bk5vJgSEjOxh3MnbSIN+e80Kae3+aIS4nF6wl9jwghSOy467PjcXsozi0hJjGaiJjWh6ss/W0Fk978GY/LE6w4Y6918NDpTzIx5/PgxW5ccgw1ZeF6DEis0S0vqamioqKiotIaDuuqKRtytvDE16/hdLtwuJ3YXQ4cbifXvX5f2GS/1vLCdQ9jMZoaea4tRjMv3ziuxQmDz333dojAtjkdvPD9u422FZaXhB1v0OkprW75ufTJ6BF2u1ajISlm152C8487Pew5aITg3GP37CE955hT0e3m9dYIDSf2P7pNkikTY+J5/Mp7mPH817x0w7j/nAivrazj1uH3cM/J43j9pve4echdjDvnGTzuphs+AWxdmcniGcsbxX277C62rcxk2eyV7W12kM59OtGpd4eQEBGD2cBFd58LwC8fzuC8xCu4afBdXJByFc9f+RouR+vKcv7y4cxG51pPbUUtW1dkBv8e+8jFmKzGEFtOueJkjGbj7sNVVFRUVFTahMNaiH8/55dg5Y6GaDVafv33932ef0C3Pix86xfOGD6SpJh4hvTsz/fj3ueG08e2eI6iMB0mAUqryht5nscMH4EhTFlAr89H31a0fX/u2gcxGxsnM1qMZh6+7PZG8/fq2I0nrrwbs8GETqtFr9VhMhh5/toH6dqC5kev3/wEKbFJWE1+b6LVZCEuMoZP7nmlxbaqNM1rN73L9rU5OG1O7LUOXA43K/9czbfP/9DsuLXzNgSTERviqHOy6u817WVuWF6c+RS9h/fEYDJgiTRjjbZw70e30+eoXiyatoQP7/8ce40dR50Tj8vDvMmLeP3m91o8f2l+GTu35IXdp9FosNfuugA+ZewIrnz0UkxWI5ZIM3qjnhPPP5a73rtln89TRUVFRUWlKQ7r0BTFG77JiZSyydCJ1jKgWx+mP/dVo21uj5tah424yJiQSiS706tDVzbu2BayvVta50Zj77/oFr7+fRIVddW4A7HXFqOZV258tFVJocf3Hc60Z77k3o+eZuOOrSTFJDBu7P9x29mhlVAeufwOzj9uDFMWzEIIwUUnnEGPDl1btE5qfDJbvpjHj3OnsXLbOvpk9OSKUecTadm/1TAORzxuD4t+WYLiURptdzncTP94Ntc+fWWTY2OTY9AZdCGNgQwmA3GpLU/6bQvikmN5b+GrFOWWUFtRS+cjOwXj1L99/kdc9saebLfTzT8/LeCu927FGtV8uMiEl37iq6cn4POFD4Pyen0ccVTP4N9CCK545BIuvOscCrOLiU+NIyouch/PUEVFRUVFpXkO66opy7es4aT7LgoJ/TAZjGR+tYD0hNQ2tcujeHjwk+f5eMa3KF4fcZHRvHnrU1x28rlNjvlt2RwufPrGRgmUZqOJieM+4JzdQkBKq8p5fdJ4fls2h7T4FO676GZGDT6+Tc/hv46jzsGsL/9kxR+rSM5I4rzbzmzT+txtgcPm5OyYS8K2nrdGW5he9WOTY512Jxen/4+6Kluj7SariQlZnxKbFNPW5u4Vl3S8htK8spDtJquRz9a+T1rXlCbHbl62lbtPeiRsGIvQCAxGPfd9/H+ceuXJbWpzS1GrpqioqKgccrRb1ZTDOjRlaK8B3Hr21ViMJjQaDTqtDrPBxMs3jGtzEQ5w1/tP8PGM77C7nLgVN0WVpVz/+v38uXJ+k2PGDDuZac9+xdFHDCY2IprhvQbyy9Ofh4hw8MdFv3TDOFaP/4OZL3yjivA2prayjusH/B+fPPQli35dyq8fzuKmIXfz74xlbbaG0+7k92/+5pvnJrJ09gp8vlAxvSfMVhNd+nYO2a7Rajjq9Ob1ncli4s05L5KckYTJasIcYSY2OYYXZzx50IhwgL7HHhE2cVSn15HUsfmqR7999RduV2gjIq1Oy7DTBvPBkjcOmAhXUVFRUVFpyGHtEa9n5bZ1TFkwC4NOz6UjzqFXx25tblOdw0biRf1xukO9cCf0Hc68VpQYbEhxZSmfzJzA+pzNDOnRn0tOOptOSel7DHlRaT2fPvo1P74+NSRsIzoxismF3+xzF8kdW/K48/gHcTvdOO0uTBYjnXp35M1/XsRsbV0Toq0rM7lnxCN43Aoelwej2YA50sz45W+R1HHPFXuklORsyMWr+Ojav/N+q5bSUnZuzeeWoXfjtLmCFytGi5E73rqJs248rdmxL1/3Fr998WfIdnOkmXs/up1Txo5oD5NbjOoRV1FRUTnkUBv6NORgaejTkKzCXPrfdCo2pz1kX3pCCnnft97eddmbOP7uC3B73Dg9uwR+XGQMF55wBucdexqjh560V1VIymsqefCT55g0bwZCCC458WxevnEcsZExrZ5rT0gpD4kLh6t738zOLfkh201WEx8ufaNR3em94eahd7FtZVajvAWDSc8l953P9c9d3er5ygrK+fWjWeRs2MGRR/fmjBtG7/eOlO3Jzq35fPX0BNYt2EhSp0SuHHfJHj3+ALO++JNXrnsrZLveqOOnvK/avAtpa1GFuMrhiJQSr9eLRqM56C7sVVTaALWhz8FOenwKmjBiUwjB0J4D9mrOm958kBp7bcj2itoqPpk5ge/+mkpCdCwL3vy5VeX7PIqHY+48h5ziPDyK3/v71R8/sWDDMtZ9/Oc+e37rmbpgFg98/BxZhbkkxyby2JV3cdvZ/ztoRbk12hp2u8/rxRLZ8oTYcFSXVZO1Ljckedjt9PD7N3P2SognpMVz3TNNJ2Ye6nTsmc5j3z0Qsr0otwRbtY2MIzqi04d+hc2bvDDsfAlpCQdchKuoHI74fD7cbjcOhwMhBBqNBr1ej06nQ6vVqsJcRaUZ1E9HG2E0GHnyqnuw7FbBxGI08UyD1vEtxeV2sXRL8+Xk7C4H+WXFXPHiHa2ae9q/f1BUURIU4QBuxUNeaQGzls1pta3hmLnkL6586U62F+Yi8ZdpfPDj53lryqdtMn97cMH/nR1SS1qj1dC1f5cWhXvsNaqvsEWU5pdx61H38r8jbuH/jn+Q85OvZO6kBSHHrfxrddjxRbnFLPhlMRVFle1sqYrKfwMpJYqi4HK5kFIGRbeUEpfLhc1mo6amhpqaGhwOBx6PZ6/yYlRUDmdUId6G3HfxLXxy7ysc0akHMdYoThl8AvPemEL/rn1aPZdWq0Wr2bNn2uvzsmTzKipqWi4u1uVsptZhC9ludzlZm7WpVXY2xaNfvBxSrcbucvDst28dtF/Ep1wxgtOvPRW9UY8lyow5wkR691SemTyuReMVj8KaeetZM299SGnB6IRouvTNCLkbYDAZOPWqQydxUEpJRXElddWh75/2XvfB055g64pM3A43jloHdZV1vPi/N8lc07hbrMEUWm8fQPokL179Opd1vo737/20RR1iVVRUwiOlxO124/F4EEIEv9vqPeJarTasMK+uriY3Nxen04nH41E/hyr/edTQlDZm7MjzGTvy/H2eR6fVcdEJZzB5/kzcSvPdEoUQeLxKs8c0pHtaZyLMVup2E+MWo4ke6V32yt7dySzIDbu9zmmn1lFHtDWqTdZpS4QQ3PnuLVz+0EVsXLKFhLQ4+hzdu0WhNKv/WcsTF76AV/ECAo1G8NSkRxgyamDwmMcmPBBM1nTYnJitJjr26sAV4y5pv5NqQ9Yv2sRL17xJyY5SpJQMHNGPcd/ct1+qrWxduZ2inJKQZkQel4ep707ngU/vDG47/bpT+eWDmbidoZVT7DX+i8PpH8+i55BunHrFoXMRpKJysFAfilKf/yOEaFJQNxTp9WO3b99OdHR0cLxWq20UynKwhi+qqLQHqhA/yCgoK2LFtnWkxSfz3h3PsTUvi3XZm5sV493SOpMc2/LQiQtPOIMHPn4Oh8uJ1+dvbKTVaIm2RrWofX1L6JHehVWZ60O2R5qtRJoP7oTCxA4JnNSh+RJ5DampqOWRs57BaXM22v7Yuc8yMefzYFxyp14dmJj7OXMnLaQ4t4Tew3oydPSgAxo/WbKzlD++nUN1WQ3DThvMkFMGhrWneEcJD4x+vNE5rpqzlvtOeZTP1rzX7j+cFUWVaLWhdvm8Pkp2NO5Oe8PzV5O9Ppd1Czai0Qgcdc6QcU6bi8lv/6oKcRWVViClpLa2FpvNRmxs7F59d9V/V9TnIkkp8fl8OJ27PqeqMFf5L6EK8YMEKSV3ffAEn8yYgEGvx+vz0TW1E7Nf/I7c4nw+nz2RmUv/pqC8GI0QeH0+zAYTep2Obx56u1VrmQwmFr87jctfuJ1/N65ASkmnpHR+evyjRm3u94UXr3uYC56+sVF4isVo5smr7jksEneKcopZv2gTsckx5G3ND9/B1Sf5+4f5nH/7WcFtJouJ064etT9NbZJ/py/l6Utfxuf14nEpTP/4N/odfyQvTHsCra5xWNSvH84MCbfxerwUZRezackW+hzdu11t7T2sBx536MWo0Wxg+OmDG20zmAy8OvtZstfnsGz2Sj57/FvcjlDvuK1q/4bXqKgcyvh8PjweDzU1NZSXlxMXt3edeHcX1bt7zFVhrvJfQxXiBwnf/DmZz3+biNPjCpYq3LRjG5c9fztz35jE0X38YsPldjFp/gwWrF9Gj/QuXH3qRSREt/4LcVteNqszNyAQSCT55UWc+tDlrPhgFl1S961MH8Bpw0bww2Mfcv/4Z8ksyCE1Loknr7qH60+/fJ/nPpBIKXn79g+Z9cUfaPU6BP5ujbvXHgdwuzzUVoRWvTkYcLs8PHfFq43ayDvqnKydv56/vp/L6KtGNjp+59YCFHdo+JMQgqKc4nYX4rFJMVx417lMfW8aTpvfZr1RT0xyDGdcH76ueJe+nel0REcmvDQpRIjrDTqOO+/odrVZReVwoL4socfj/46rj/luL5oS5vUVWUAV5iqHF6oQP0h4e8qn2JyNkxsVr5elm1dRVFFCSlwS4K/OcsWoC7hi1AV7vZaUkhvffKCRt9rtcaN4FR7+7EV+eOzDvZ67IWcdfQpnHX1Km8x1sPD3xHnM/vpv3E4POAPiW4AIU2LUaDYw5JSB+9fAFrLx302EK4vqtLn4/Zu/Q4R4/xOPZOlvKxoJdwBF8dJzSPf2NDXIjS/+j15DuzPprV+pq6rj+POO5pL7LsAaZWlyjFar5YHP7uLZy1/B4/Lg8/owmg1EJURx+YMX7he7VVQOVeqroiiKEhTITQlxKSU1NTVERES0WQlcoNG69ev4fD7y8/NxuVykpaWh0+mCD1WYqxxqqEL8IKHaFt5zqtVqqbHXBYV4W1BeU0l+WXHIdp/Px58r54cdk5mfzZNfv868dUtIi0/mkcvu4LzjxrSZTYcKU9+bHhILjgShFRgMBlwOv1A1WU0MP31Iu3uK9xatXgdNeLX0Bn3IttOvPZUfXp2C4lHwevx5BUaLkWPPGk6HHuntams9QghOuuh4Trro+FaNO+6co/hwyetMfXc6hdnFDB09iDNvPI2IJurGq6io7ApF8fl8IVVRdhfiLpeLdevWIYTA6XSi1WqJjY0lNjaWqKioNg1HbGiLoihoNJqgx75+u06nQ6/XByu3qMJc5WBGFeJ7iZSSz36byAsT3qGospSB3Y7k9Zuf4Jg+Q5BSMn3xn3z31xS0Wh3XjL6YUwaf0OyXwbnHjua9X77CrTS+hR5httA9rXOb2m4xmmnKlJiI0Gom2wtyGHLb6dicDrw+L3mlhVzx4v/x4vUPc+f517epbQc7jjpH2O0Gs4H/PXE5q+asRfokY649hREXH3/Q/gD0OboXBpMBe23j8zFZTQw7bRDFO0pI7rTr4s8aZWH8irf48snvWPjLYkxWE+fediYX3nnO/jZ9r+jStzP3jm9dvX0Vlf8iDUNRGnqi69ldiJeVlbFlyxZ69uxJVFQUQgjcbjeVlZUUFRWxdetWDAZDUJhHRLRNsn7DC4PdPeZerxdF2RVKVy/MdTodGo3moP1eVvlvora430temvgez377dkgy4j+v/cTbUz/j50Wzg+3urSYL1425lHduf7bJ+cqqKxh86xjKaipwuJxoNVqMegM/Pv4RZx7V9sl9lz1/Gz8v/A2XZ5fwtxjNvHT9I/zf+dc1Ovbql+7iu7+n4pONS8dFmK2UTlqDyWBqc/sOVr594Ue+eXZiSGm8qPhIphR/26a3ZNuDnVvzyVqbTXr3NNxONw+c9oT/h8vjRfp8oBFotRp8XkmXfhk8M3kcSR0T8Spedm7NJyLGSkJa/IE+jf1K5posJr/9K0XZxQw5ZSDn3HoGUXGRez2f2uJe5WClvjb47l7whtTU1JCbm8uRRx5JZmYm1dXV9O/fH4PBgNvtDjvG5XJRWVlJZWUltbW1OBwOunTpEhTmeyOMS0tLqauro0uX5kvuSimDD/AL94ahLKowV2kh7fYmUYX4XuByu0i4sD91ztCqC0f3Hsy6nM1BEV6P2WhixfuzOCKjR5PzVttq+HTm9/y5cj5dUjtyx7nX0iejZ3C/zWEnv7yI5JgEIi0RYW/3SSn5/LeJvD5pPGXVlYwceCzPX/cQ3Xbzqtfa6zj/qRtYtGE5Br0ep9vNtaddzPv/90KjeStrq0i+eGDYOuWRZiuL353WyMbDHUedg9uOvo+inBKcNidavRadXseTPz7MMWcOO9DmNYnH7eGZS19m2eyVaPU6fIqXrgO68PSkR1j9zzpyN+3kh9em4HHuSjrVaDWkdk3hxheu5o1b3sfj8qAoXvoM78WTPz28X+qHH2gW/LKY58a+isfpv0VvMBmIjIvgk1Xv7PX5q0Jc5WAkXG3wcNTW1rJt2zY8Hg8JCQl07do16CWvT+jcE0uWLKFjx45UVlZis9kwm81Bj7nFYmmRMG6pEN+d3YW5w+FAr9cTGRmpCnOV5lCFeEMOtBDPKdpJ3xtHhYht8Hu/7U4HcrffHaPewIvXP8I9F97Y6vV8Ph8Pf/oC7/z8OR5FwSd9aIQgPiqWWoeN1Lgkxo29k+vHXMYjn73Ie798EUz81Gg0RJkjWPvxn3RMSguZOzM/m9zifI7s3DNsHPqtbz/M+BnfhU3OMeoN5E9cQXxUbKvP6VDG7XTz98R5LP1tBUkdEzj75tNJ7x763B5MfPHkt/zw6hRcDaqH6A06TrjgWB7//kHevWs8v3wwM9CQaBdGswGfTzaqCqPVa+nWrzPjV7SubOahhtfr5cLUq6gurWm0XafXce5tZ3DHWzft1byqEFc5mKhPyNy2bVtQVDdHbm4u27ZtY8iQIcTG7vrub40QX7ZsGcOGDQuOs9vtVFVVBYW51WoNCnOz2RzWpr0V4ruzY8cOtFotKSkpwC6PeX2MuSrMVQK025tAjRHfC5JiEkLCNBruKygvahTyAf5OmZHmvUsOe/mH93nv1y8bzemTktLqCgCyi3Zy1/tPsLM0n7enfobTvauyhc/nw+Zy8NpPH/H27c+EzN09vQvdm+mm+ePc6U2WqjrzqFP+cyIc/HWqx1xzCmOuaV1FmI2LNzN/6r8YTAZGjT2JTr06tJOFoUwb/1sjEQ7gcSvMm7IIxaNQvKM0RIQDKB5vSDdLr8fLjs15ZK3LoWu/zu1ms9vl4ac3pjLr8z9QPF5GjT2JKx65GEtk01VS2pL8zEJc9tD644pHYdG0pXstxFVUDhYahqIUFRXRrVu3Jo/1er1s2bIFm81GXFxcIxG+LwghsFqtWK1W0tPTkVJis9morKwkMzMTp9NJREREUJibTG0fCqnRaBo1GPJ4PMGLCiFEo1KJqjBXaWvaRIgLIcYAbwNa4FMp5Uu77X8AuKLBmkcAiVLKCiFEDlALeAHlUPAUWUxmbj3raj6a/s1uMeImXrr+Ya559d6QMVJKLjzhjL1a7/VJH+NwhXYHbIjd5eC1H8dj0BkaCXEAj+Jh/role7V2Uwgh+OSeV1o1Jr+skI252+ia2ikkVOZwRkrJW7d94C976HCj0Wr44dXJ3PLa9Zx325n7xYbdyw7W4/P6UDwKQ08dxPLfV4Uc5/P6wl6IafVaygsr2k2ISyl55Kyn2bBwY/AC4qc3fubf6Uv5eMXb6PTt70OIiLaGvTgBiIo7uLvDqqjsCUVRGonN5sSlzWZj7dq1pKWlkZGRwdatW9vNLiEEERERRERE0LFjx2A3z8rKSrZs2YLL5SIqKqrNSyQ2/P+Gc9dfrLhcruDzVC/MdTrdHp87FZU9sc81hYQQWuB94HSgD3C5EKJPw2OklK9KKQdKKQcCjwBzpZQVDQ45ObD/oBfh9bxy46Pce+FNRJqtaDUaMpLS+e6R97hkxDl88/A7WE1moiwRRFkiiDRHMPWpT4mNjGn1OlJKKmqrWnYsPlyeUMElhKBHh66tXhvg8pPPxaBr3G1Tq9EwcuBxxEXFtGgOxatwzSv30P3q47n42Zvpd+MpnD7uSmyO0NCew5H1Czfy+9d/47K7/ImRiheXw82H931KRXHlfrFh6OhBaDShPxZd+3X2d/v83yjiU+PQG3eVLjRZjXQfFP5946hz0nNw096zfWXTki1s/HdTIy++x+WhKLuYhb+27UVlU8SlxNJjcDc02sZfkyarkQvvPne/2KCi0tY09PjWVxtpTkjm5+ezZs0ajjzySDIyMtq9oc/uCCGIiooiIyODAQMGMHToUFJTU3G73ZSWlrJs2TK2bNlCSUlJi0NjWru+VqttVKPc7XZjs9moqamhpqYGu90eLPV4KIb7qhxY2sKtNBzIlFJmAQghJgLnAhubOP5y4Ps2WHe/sWzLap6f8A6bdmQyrOcAHrviLnp36s6z1z7A0/+7D5fHhclgCn6ZXXjCGYwZOoK/Vy/0i9ZBx+11ZREhBH069WBDbks8EIKTBxzNnDWLGwlys8HEg5fculfrP3/dQ8xbt4Scop3YXU4sRhORlgg+v//1ZscpXoWteVlEWyP56vdJ/DRveqOuof+s/pc7P3iCz+57ba/sOpT456cFIWEhABqtliUzl3P6tae2uw23vn4Dq+eux1nnxO10ozfo0Bn13P/pnQCYrSbGL3+TH16bwtxJi7BGW7jg/85m+9octq3cHjKf/4IifHhWW7BxyZaw8zvqnGxYtImTLjyu3dYGf0jXaze8w7aVmcEfVo1Gg1av5dxbz+SUsSPadX0Vlfagqdrg4VAUhY0b/T/jw4cPR6fzy4VwdcTrqU/0bE80Gg3R0dG43W7MZjMZGRnU1NRQWVlJXl4eXq+XmJgYYmNjiYmJCdrdVjT0mNc/D263m+LiYhRFITk5OSTGXEWlOdriHZoO7Gzwdx5wVLgDhRAWYAzQsKCvBH4XQkhgvJTy4ybG3gTcBNCp0763YG8ps5f9wwVP34jD7URKSWZBDj8vms38N6cwqHtfNBoNZqM5ZJzVbOHsY9pGYL1z+7Oc+djVISEnDbEYzdx2ztU8edW93PTmg0xZMAshBHGRMYy/+2WG9Oy/V2tHW6NY9eFsZi//hzVZm+iWlsF5x56GQW9ocswvi2Zz/ev343K7UHxevD4fHqWxp8LpcfHdX1MYf/dL6LSHd6qCzqBDiND+OUKwX0IsAFIykvh680dM//g3Nv67mS59Mzj3tjNJ7JAQPCYiJoLrn7ua65+7OrhtxoiHw85njjCRuSaL4SlD2sXe5E6J6A26Rkmi4G8ilNI5uV3WbMjPH8zg7x/m43E1qBakgf4nHMktr17X9EAVlYOQcG3qm6Ompob169eTkZFBenrjhl3NCfH9ScN29/Xx4+CPZa+urqayspLc3FyklI2E+e4hLftyLg1tUBQFt9vvcHG73cH/12g0qjBXaZa2UAHhLn+bemefDSzcLSzlOCllgRAiCfhDCLFZSjkvZEK/QP8Y/FVT9tXolnL7e482igP3+XzYnHbuH/8sf736Q5usoXgVXvz+Pd7/5UtqHHUc33c4b936VLAs4MhBx/HPaz/xwCfPsWzzGtyKB5PBgE6rp85Rh9Vk4Z4Lb+SJK+9Bq9UyYdz72Bx2auy1pMQl7bOHQqvVcsZRozijBfXM12VvYuwLdzR6zpo+by9uj+ewF+KnXnEyv3wwM0z8teSYs/ZfycPo+CiueOSSVo3p0CONdQs2hiZsKj6SOia2pXmNOPrMYZisJhw2J9K36+Ou02k55YoR7baulJJtq7bz3Qs/hb5eio+189ZTV21Tu3KqHDLUh6J4vd49esGllOzcuZP8/Hz69+8ftvlOewrxuiobOzbn4fP66NS7A1Hxra/Xr9VqiYuLIy4uDvB79quqqqioqCA7OxshRKOun0CbePEbln0M5zFXhblKU7SFAsoDOjb4uwNQ0MSxl7FbWIqUsiDwb4kQYir+UJcQIX4gsDsd5BTlhd23eNPKNlvnhtcf4Kd507AHEjL/XDmfY+48h3Wf/EWnJL834qgjBjPvjSmNxkkpcbqdGPXGkA+z1WzBat4/1SUa8s7Uz0MqxjRF747dsJhC7yYcbnQf2JWrH7+Mr56e4P+i1miQPh+PTbifiJiDO+nvwrvP5c8JcxuJUp1BR/eBXejcp/3uTOkNet5Z8ArPXvYyWetyEQJSuiTz2HcP7FMzneaoLKnigdGPk59ZiNMePjlaaAQuu0sV4iqHBC2tDQ7+35PVq1djNBoZPnx4k8mQexLiexueUlNey9R3plNXbUMjBEazkfPvOovY5JjgMUXZxWxYtBmA9CNTMETpm5htFzqdjoSEBBIS/Hf/PB4PlZWVlJaWkpmZiaIoREZGYjQaiYqK2mthHO68G3rM64+pT/5sKMx3r8qi8t+iLYT4MqCHEKILkI9fbI/d/SAhRDRwEnBlg21WQCOlrA38/2ggtMbeAcKoN2DUG8J6dxOi49pkjYKyIn7459dg7DT4P6wOt4s3J3/Cm7c+1eRYIUTYsJgDSW5xHl5f+EoTOo0Oxaeg0/q7ho6/++X9bN2BY+zDFzNq7EksnrEcvVHH8ecd026Csi3pcmQGz0wZx2s3vEt1eQ3SJxl66iAe+Tq0MlBbk94tlY+WvUVFcSVexUtiesKeB+0Dz419lZyNO/B6wr9/AeJS44hL+e+V7FQ5tKivDb5lyxa6d+++R3FXX7+7W7duwXraTdGUEK8X+q3xltdW1JG5OhuvolBeUIHD5iSls7+fRUVhJav+WsvIsScCUJhVzNS3p6Ez+mXLmgXrOWHs0XRtZR0CvV5PUlISSUn+dTIzM4PlG7du3YrBYAh6zCMjI9s05n33i6F6Ye5yuXC5/Bqg/rUym83Bqiwqhzf7LMSllIoQ4g5gNv7yhZ9LKTcIIW4J7P8ocOj5wO9SyobtKJOBqYE3mg6YIKX8bV9taiu0Wi03nXkF42d826h8oMVk5oGLb2mTNTbtyMRoMDQS4uAvObhk86o2WWN/cuqQE1mwYVlIuUWDTs/1Yy5jXc4W+nbuyT0X3kTPvazkcqiS3CmJc2/duxKWB5Lhpw3hhx1fUJZfjjnSvN+9wXHJ7S98q8uqWbdgY5MiXKvTojfqePCzu9QfRpWDmoa1wUtLS+nRo+luzlJKsrOzKS0txWKx7FGEQ9NC3OPxkJ2dHeySaTQam52nuqyGn9+djtPuQqPRkLe1gIT0+OB+nVGHy7Hrd3HDwk3oTLpgR1uH3UHWqhyGnbArT8Xr9eGyOTFFmFrsWdbpdFgslqAwdzqdwcTPuro6TCZTML48IiKiyc//3twJCCfM3W43GzdupH9/f16XVqtt5DFXv38OP9okOFdKOROYudu2j3b7+0vgy922ZQED2sKG9uLlG8ZRVVfDxH9+waDT41YU7jjnWm4/95o2mb97euewoRw6rZZ+XXq3yRr7k5vOvIJ3f/6C4qpS3IHEIKvJwi1nXcVrNz9+gK1T2VuEEI0SO9sar+L1x17HWNu0PnBLcdQ5Q8oU1mMw6TnrxjFccOfZB30HVZX/NvUJmS0RhS6Xi3Xr1hEZGcmwYcNYvHhxi9YIJ8Srq6vZsGEDKSkpOBwOCgsLURSF6OjooIitLa/DWeckKiGKzCXZ/PbqHEp2lNFlQGcy+nTAXucgP7OAmORohBDYq+z0ON9fItXn82GvdeCodRIZq6DT60LsyN20k1mf/oHH6SEyPpKzbxlDfFrr71ybTCZSU1NJTU31h38GhPmOHTuoq6vDYrEEPeYWiyX4PEsp9zmspF6Y1zcYklLi8/lwOnc5tlRhfvhxeGfJtQEGvYEvHniD125+nJ0lBXRN7USUte1CCjKSOzB6yEn8vmJuo6ooRr2B+y66uc3W2V9EW6NY+eFvvPrjh/y8aDaxEdHcdf71XHayWndZJRSfz8dXz3zPT2/8jOJWMEeYuOH5qzn75tP3qx3JGUlExlpDEjR1ei1n3nAa//fOofdZVPnvUB+KoihKUMg1R1lZGVu2bKFXr17B2On6efYk7BoKYCklO3bsoLCwkAEDBqDX64NzFOUUM+en+ZSXVGCvs2OvtmO2mFEcXqqrqokI/I7mrN+B0awnLiWWiGgrVSVVlOdX0KVvBiarienjZ7Pst5UUZBXhtDkxmg30GNINvVlP10EZgD/Jc8b42ZgjzMQkRlNdVsO0j37j6qcu2ydxLITAbDZjNptJS0tDSondbqeyspKsrCzsdnuw66fb7d7jXYCW0PA1COcxV4X54YcqxFtIfFRsu7Vzn/jo+9z70TN8+fuPuD0e+nbuxUd3v3TIhm4kRMfx8o2P8vKNjx5oU/6TOOoc/P3DfHI25NJ9YFdOuug4/vj2Hya8+CNVJdV0H9SNW1+/nj5H9WqX9bet2s78KYvQaDWMuOSEZpM6v33+B358dQrOgAD2uDy8f++nWGOsjLz0xHaxLxxCCB78/G6eOP95PG4Fr+LFaDYQERvBVY9fBkBNRS25m3aSkpHUrncHVFRaQ2tqg/t8PjIzM6murmbo0KGNhGNrBZzH42H9+vUYjUaGDRuGVqsNJiDWVtQx85M/0Oq1WIwWNs3dSsc+HUjrksKGxZsp2FqEyVqFvcqBQJCl19J9UDc69+1I5upsuvbvjNvp4YN7PiUiJoKKwkpcdhdejxc3HrYu3851r4wlPt3v8a4urcHr9WGO8PfrMFmMbFmRyezP/6TPsUeQ0adjk+fRmph2IQRWqxWr1UqHDh2QUmKz2YLJn4qiUF1dHfSYm0yt7x9S/zo2tX44Ye5wOBolhqrC/NBCFeIHAWajmQ/vepH3/+95PIoHo2Hfr6r3BSklE/6eyjtTP6fGXsdFJ57J/RffTLQ16oDa1RRer5fNOzOxGM10Sd1/NeYPRgqzi7h5yN046hwoHi9Gi5F3/288ikcJNhVav3Aj944cx7sLXqHHoOa7Y66dv57ZX/2Nx+1h1OUnMXzMkGa/2D955Esmvz0Nj8uN0GiY+Mpkrn32Si6974KQY71eLz80EOH1uOwuvnxywn4V4gDDRg9m/Mq3mfredAoyCxk0sj9n3Xga1mgrH97/GT+/Px29UY/H5WHo6EE8/v2DmCx716hLRWVf2b02+J5EuMPhYO3atSQkJDB06NCwFT58Pt8eQ8OEEHi9XpYtW0bXrl3DxpWX7ChFcSvEpsSwZek2aspr2bhgMzqdjpjYGLbX5dCpVyecsQ5K88opK67gpCHHkrUmh4hYC5YoC5ZIqCqpwRJlxmFzoNFoMJgMxKfG4rS5yN9SSEovf1y3NcaC9EkUj4JP8bH6n/W47C6y1+9ky/LtnHHT6GY7Ae+tWBVCEBERESzzqNPpsFqtVFZWsnnzZtxuN1FRUUFhbjA03X+jntbEmjcMZakf21CYV1VVERkZidVqVYX5QYwqxA8iNBrNARfhAP/33mN8+ftP2Jz+FvSv/vghE+f8wuqPfj8gJRGb47dlc7j6lbtxOB14fT56dezGlCc/+U8Kcikld534MLWVdcFtLruLcG2g3A43Xzz5HS/8+kST830y7iumvP0rLoe//Nn8Kf9ywvnH8MjX94b9Ms9ck8Xkd6btSrDyefEqXj5/7FtGXHw8yZ2SGh3vsrvCdhwFKMsv2/MJtwOdenXgrncbJ2L/8uFMfv1wJm6nB7fTL3qW/76Kt277kIe/vOdAmKnyH6e1tcFLSkrIzMykT58+wcY3uxMu9tvn87F4+jKW/74ajVbDsecMI757LE6nk2OPPRarNXzits6gw+vzUZZfTkFWkT/mWachb0sBligTBrMel82FQEOnnh1I7JTACWOO5adNP1NVVUV1XTWuOg81ZdXUVfljy4VGYLIYcTs9RMRY8DbobRCTGM2JFx7LvMmLqCyuwlHnYODJ/YhJjMZe62DZzBXNCvG2oF5AR0VFERUVRUZGBj6fL9j1s6CgIBg3X99gSK8PLb+4L91JdxfmpaWl6HQ6NBpNcM6GNcxVYX5woBasVGnEjpJ8PvttYlCEA7g8bgrKi/n6z0kH0LJQthfkcOHTN1FaVU6d047D7WRt9iZOfuASfL72a79+sLL6n3WU5rVMwEopw7auryc/s4BJb/2C0+4K/jg7bU7mT13E+oUbw46ZN3kRHmd4Yb3o1yUh28wR5iYbdkTEHjz11X98Y2qI197t9PD3xHm4mzhfFZX2wufz4XK5WiTCATZt2kR+fj7Dhg1rUoRDeCG+Zu56FkxdTFR8JOYIIz++M5WFPy9h85xMFk5ZSmleedi5Ursl43EpLP51GZVFlRgtRiJiI/AqClqtlm7DO9OxVxo9h3QjtVsy6d1TiYmPYeTFJ2EQRpylbjIXb8ft9uB0uJBC4rK7cdhd6Iw6Ejom0Ouo7o3WHDiyH1c9eSnHXXA03Qd2JSYxOnhee/t74LQ5KdheRHlBxR5DWMIJaI1GQ0xMDF26dGHQoEEMHjyYxMRE6urqWLt2LcuXL2fbtm2UlZWhKEqT8+wt9Xc4GtYo93q9OBwO6urqqK6upq6uLvh+Ohg6pv4XUT3iBxler5dVmeuRSAZ377ffK0gs2bQKg07fKHEUwO5y8Pvyudx69tVNjNz/jJ/+HR6v0mibz+ejoqaKuWv/5eSBxx0gyw4M8yYvbNXxHXumN7lv6ezwDaucdheLpi2l3/FHhuzT6bUIjQZ2qyMvNAKtLvR9LIRg5OUnMvmtX0P2VRZXUVlSFSxVFo6inGKmjZ9FQVYRg07uz6lXjcRsbftQkdry2vA7pMRR58Bg2vPtZhWVfaW+tF1+fj5paWl7TEK02WzYbDZSU1M54ogjWpWEWc/21dlExUWi+BRKy0rQaXUsn7oKU6IRpUKy6d/NXPnYpY2qk9hr7Xz37I9sWboVoRFotFpMEUY6H9mJ8vwKMo7sSNqQJGoybVQWV9Gpd0dGjj0RIQTdB3bFfIeZT8d9TUrXFCyRFqzRVqrLaohJjqYkrwy3x01xYQnrF2+g36g+eDyeoGc5NimGYaMHkbliOxVFlegNeuqqbZx61cnNPq/hKMsvZ9Ibv+C0ufB5fQwa1Z8Rlx6/T+ULtVptMEwFCMaUV1ZWkpOTE0wOdbvdeL3eff79392mcDHmXq83eBEghECn0wUfDT3pKu2HKsQPIhZtWM4FT9+A3elvIGQ2mpj0xMec0O+o/WZDanwSvjBfTDqtjozkDvvNjpawozQPj+IJs0dSWFGy3+050BhMTXeZExrRqFW80WLk6icvb/J4s9WENkw5P51eF0yIArDV2PnmuYnMmTgfGfhvd6RPcvx5x4Rdp7aiLux2vUHHyr/WMOryk8LuX/3PWh4562kUjxfFrbB4+jK+f2Uy45e/1eaNkgaM6MfCnxeH/GDHpcYSFX9w5k2oHF407MaYl5dHenrTF9EABQUF5OTkBJMKWyKmNBpNiOc4IsbK5pVb0Fm1pKSksGLtamKTYvAJHyU7SqmtqOPP7/7h0gf8OSA7NufxxWPfsX11NjqjnuROCRRmF1NTWsOaOeuJjIugoqCC8opy7nrjVkxhLpzTuqeQnJGEADZX2NDqtBgtRoxmI2aTkf4n9kOn15K9fAdCK5D446Iblkq8+L7zWPHHKhw2NycM607vYU3XUofwMeK/fzUHr8dHQno8Pp+PlX+uoduAznQ6ounEz9ai0+mIj48nPt5fP11RFAoKCigsLGTVqlVBj3psbCxRUVGtFuZ7KqkYTpgritIo70AV5u2PGppykFBVV82YR66guLKMWoeNWoeNkqpyzhh3FRU1lfvNjuOOHEZKbCJaTeMPvEGn57Zz/rff7GgJo4echNUUGrPu8Socc8SQMCMOb0654uSwYlwIwTm3nIHJakKj1ZCckcRjEx5g4En9mpzr+POObiTc69FoNZxyhd+75HF7uP2Y+5nyzjRKdpZSurMMTeCL3WDSY7IYMZgM3PfxHU12o7RGWdBoQr/YhRBhf6TB/2Px4tVv4LS5UNx+T47T7qI8v5zvXvixyXPaW2566RrMkWZ0er/fQmgERouRez+6Q/1RUml36kNR6sMMmgsfUBSFtWvXUlZWxvDhw4PlBFvC7h5xj8eDNcOERq9BpxioKKjCHGHGEm0hf1MhjjoHHreHlX+uYcvybdhr7fz87gxsNXYiYqwobg/Z63LxKl7sdQ5SuyYz/PQhdOjVgZqyWnI27GjSjj5H98LjUohKiKSiqBLFpaC4FVK7pWKyGtEZdMSnxlGeU8XgwYMZNGgQcXFxVFVVsWrVKub/sYDSkjIssUY69txV+9/tdLPw58VMeWsa8yf/i6PO0WQTr7KCciJi/THwGo0GodFQW2kLeyy0TUiJTqcLxpAPHTqUvn37EhERQUlJCStXrmTVqlXk5ORQXV3donCb5iqwhKNhDfP6+HFFUXA4HKxevZqamhpsNpsaytLGqB7xg4Sf5k0P64n2SckPc6ftt5AQIQR/v/oj5z91Axtzt6LVajEbjHz5wJsHXTnFy08+l1d//Iicop3BzqRWk4WxI8/7TyZr9hjUjf89OZYvn/oOJEhAAI9NfIgTzz+GO9+9GbfTjdFs3OOXc0RMBM9MfZQnL3wBERDKisfLfePvIK2rv0rCgp8XU7KjBI9r112J+kot5912Juk90jju3KOa7Yx5+nWnMvOzPxp10AMQWg3DRg8KO6Y4t4TqspqQ7R63wrzJC7n1teubPbfW0rFnOp+ve4+Jr05hw8KNdOzVgcsevHCPFWdUVPaFcLXB66tihKOmpob169eTkZER9JiH83I3RUMhXl1dzfr16+nRpztD3h5C3tZ8hEaDx+3m00e+wVnrohYbeoOWtO4prPlnPUtnrWTzkq24XR5A4rK78Ck+dAYdeoMet9ONVqcJruVxK03acuy5wzFZjX4h7/Vx5LG9cdQ5WDBlV9Mhl9NNRLzfEaPVaoOe5aUzV7D1nxw0esG2FVms/GcNJ197HInJiSyZvJLCbcVYo62smbueqe9OJzY9ml7DenDeLWc2CjPr0D2NnVvyiE+L99vqk006FOpfr7a4MG84j8FgICkpKdj10+VyUVlZSWFhIVu2bMFoNAY95pGRkSHr72uToYYe86qqKv/r5vE08pg3LJWoesz3DlWIHySUVVeGxGUDONxOyqor9ji+zmHjmz8ns2TTKvpk9ODa0y4lMSZ+j+PC0TEpjeUfzCS3OI86h43eHbsfkG6HTTF/3RJe+eEDckvyOXngsViMJmYtnUOE2crt517DVadcuN9ssdXYmTZ+FjM+nU1pXjmKW6Fr/87c9sYNzXqc24uxD1/MqLEnsWTmcgwmA8eec1QwVEOj0bSq3N6w0YOZUvwty/9YjdejMOTUQY3a269fuBFHnTNknM/rIzkjkbNvGrPHNXoM6sbNr1zDRw987vc4C7+dL854qsnYa4PZgC+Mtx7AFGFu4dm1juROSSHVVFRU2oumaoOHEzlSSnbu3El+fj79+/cPltKD1gtxn89HTk4ORUVFDBo0CIvFL3S79Mtg2W8ryV6/A0etA2edE43QICJM1FbU4fMW4vN6MUeYiYiNoDCrCIFAbzLQsXcHYhKjyVqTQ01FLY46J7VldeRtLSC1S3Kjtvb16PQ6hp8+hOGn77qz6XK42b46h6Ls4oBzQDLotP64nW5qymuxRJoxR5pZ+MsStFoNQgo6dE6npqKWaH0sisPLlhVbMceaKSm2UbSjGJ1OhynSRNaqHBb9vJQRlx0fXG/0/07ml/dnUrKzzJ/PcsWJpHZNbtFzuS80J+iNRiMpKSnBkpH1XT/z8vKoq6vDZDIFY9CtVmurPeLNUf8+bKgFGoZM1R9TL8x1Ol2LkolVVCF+0DBiwDGYDMZG1UoALEYzIwaExtcqXoUtO7cTaYlAr9Ux9PYzqLbVYHM6MBtMvPD9uyx4cyp9u/Tea5sOtphwgK9//4lb3xmH3eWPo69/DlZ/NJsOifu3/XhdVR03Db6LkryyRrc3t63czsOnP8Xrfz3HkcccsV9tAr9oPOeWM9pkLpPFxPHnHh12X1rXFIxmQ0gJQr1BR2LHxBavcf4dZzPy8pNY9fdaTFYjg0cNxGBsOt49LjmWXkN7sHHxZnwNSpiZAp54FZVDldbWBm/YVGf48OEhDpNwCZjNsWnTJqxWK8OHD2/kSZ3740LWLdiARiOw1zjQ6DRExkaAlGSvy+WYc/3Ha/U6MldnYY22YsfOwJF9Se+ZjsvhxmV3IoSgOKeE6ORIdm7OY9uK7XQ6ogMmq4kjj+1Nx15Nx74bzQYuuf88NizazNJZK7Db7ayavZZFE5bhcXtAwsixJ5K1Jgev1xcQjRqSOyeh0+lITE4gJiaW+LQ48rcVoNH4vbsOhw2Dwcj6pRs56twhmM3+i/mI2AguH3cR9hoHBpN+j0nZ7eER3xMmk4nU1FRSU1ORUuJwOIKJnzabDbfbTVFREXFxcVgsljYXxU0Jc5fL71TUaDTo9fpguURVmIdHFeIHCUcfMZhTh5zAHyvmB8W41WRhxIBjOL7v8EbHTvv3D6597V5cHjeKV8FqtFBlq8EbqFbhcDtxuJ1c//r9LHlv+n4/l/bCo3i464MngyIcwK14qLbV8tyEd/jorpf2qz2T3/mV8sKKsDGGLoeLzx//ltf/fH6/2rQ/OfWqkXzxxHeNhLhGo8EcaeboM4a2aq7o+ChGXHz8ng8M8MQPD3LvyeMoL/TnT3gVLydceCxn3XRaq9ZVUTlY2D0UZU+CpbKyko0bN9KtW7ewTXWg5R7xqqoqysvL6dq1K126dGm0z+v1suHfzSRnJFFZVIUl0oxPeIlLjcVkNeJVfHQ5MoON/24hqVMCkfERFGwvotuALhRnF1Oe7y9xePm4i8lel0t5YSVVVVVUFlWSuzGP/G0FpHZJYe3c9Zx1yxh6DesRNlEcwOeTrPxrDYpLQW/UsfCnpVgiLfQ9tjd6k4Epb01Do9NQU1GL4vEivT6ERpDePRWjxUiHXmksmPwvtho7tho7Xft1JjYhDke1E0u0ma1bt+JyuYiMjCQuLo7Y2FgiYsLXSt8dKSX2Ggdzv5tGwbZCEtLjGX3NSOJSYvF6fRRnF6N4FJIzkjBamu4XsreCXgiBxWLBYrGQnp6OlJKlS5cCkJWVhd1uJyIiIugxr7/gaOm5tdSGemFeP6ahx1yj0TSqY74vYTOHE6oQP0gQQjDp8Y/57u+pfDbrexSvl4Hd+zC810DKqiuCYSYbc7dy2fO3NRKj4UJaAFZmrsPudGAxtc/t+n2huLKUJ758lV///QOr2cId51zL/513bbMhMNsLclG8oaJX8Sr8vnxee5obloW/LAk2eAlH1rqc/WfMASAqLpI3/3mR5694jYKsIkDSfWBXHv/+wWBiY3uRmJ7A11vGs27BBkrzyuk9rAfp3ffvHREVlbaiNW3qpZRkZWVRWlraKHwkHHvyiEspyc3NpaioiPj4eOLi4kKOEcJfftSr+IiIsaLRafAqXuJT43A7XPQe2pVjzxnOzsw81i/fAEDXAZ054fKj0Hi1OOtcRMVHEhkXwa8fzKQ4pwR0Prbn5+Koc5DSJRmdQcu2VTv55MGv6X9iH868aTR52wpZNnslSIiKj8Rpc+JT/E2COvRKY/U/63DUOnDb3aydt4GOvTrgdrrxuBU0Wg36QKUol8MddBZUFleR0CGeWE8MhdnF1FXbMBTriYqN4tybziQ+NQ6fz0dtbW1IE556AavThf9u8/l8/Pb5n9SW2YlJiqJkZxk/vf4LVz5+CTM+/p3ta7Kx4SDLsJMex3XnpMFHM6L/MSFitK086/V5BR06dKBjx45IKamrq6OysrLRBUd9jLnJ1HTYos/na7Vorj+H3YW5y+VixYoV9OvXTxXmAVQhfhCh1Wq5+tSLSItP5vynbmBd9ma+/mMyivcRXr3xMe4471re//UrXJ6WNRERQoM28MbOKy3ghe/f469VC0iLT+ahS29jzLCma6u2J9W2GgbfOoaSqnIUrwKV8OgXL7Ns6xq+e+TdJsfFR8Xi8YYXvqlxLQ+FaCui91C6rrk63e2BlJK18zeweMYyImKsjBo7gpSMpD0P3Ad6DOrGlxs/pLywAq1OG2yisT8QQtD/hL77bT0VlbamPpxAURQMBsMehYjL5cJut+PxeBg2bNgej69P8AxHfViLyWRi+PDhbN68OeyxGo2G4847ijkT52Mw6kntmoLH579o6D28F2OuG0VhSSG9TunGyZef4C9zZ/K3V6+srPQn+OldVFVVIX0Sg8mAy+NEoxV4XB4sUWYyV2ej1WqwRJnwKl4+uPszinP9ieCOOic+r48howdiiTSTu3EnRouBmoo6dAYdPo+Puiob6xduRGfUo7g8xKfGYrSacdY5iIyLpHB7ERFxEbjsbnoEOmz2HNad3A07GHbBQHoO7EF8alzwfKOjo4mOjqZz5854vd5gre8dO/yVXurFa3R0dFBo2qsdlOVVkN7N7xCISYqmLL+cZbNWkLlyOxEdI/iz5F9sdQ4ql9awpXg7NpeDs486JeQ90VIhXl5TyZa87eh1evp3OQKjPjR8pmF+QWRkJJGRkXTq1AmfzxcU5ps3b8btdhMVFRW84DAYds21N0K8OTu8Xm9wPtVjrgrxg45aex3nPXl9SKz4g58+z0kDjia3OC8YgtIceq2OM4aPxGgwkldawICbR1Njr0PxKmzNy2Lp5tW8etNjLS5J6PP5+G3ZHCbNn4nFaOKa0ZcwtNeAvTrHz2ZNpLKu2i/CA9hdDqYsmMn2gvvoltY57LjEmHhGDTqeP1ctwN3gYsRiNPPAJbfulS37woV3n8P6RRtx2kLvSBgtRq55+or9ZovP5+O5sa/y7/RlOG1OdAYdXz87kYe/vIeTLzkBxaNQll9OdEIU5nZIaKz/EdsXFI9Cyc4youIjGyWFqqgcjtTH0+7cuROtVkvHjs3Xpy4vL2fz5s0YjUZ69erVojV27yoppT+0Y+G0xVRVVzH6ypEMOmVQ2GMbMujk/sQmx1CQWURknJVKpZxhQ4exeOYyvnjpGzKO6MSYy04NVnURQhAXF0dxbil11XWgCMory7A560joFkt5fgVRMZEobgVHrQOXzYVWryWtWwrWGCu5G3dgMBmISYzGaXejON2s/HMNvYb3wBptpSCzCI/Tg9FqxF5pR/okHpeCOcKMq85JeWElMYk+0numYTDq0Zv0GIx6fF5fUOh6FS+RcZGk90rDEtX0XQWtVktcXFzwboHH42H9ko1sWrQV9JK0ninExsbiw/+7rHgUdHodPp8Pn1dSXFFOnc5BpaMWh9dFrCkKrVtLSmwiM5f9vddCPKc4j2cnvIXD7cTnk3RLzeCxy+/EbGxZQr5GoyEqKoqoqCgyMjLw+XzU1NRQWVlJfn4+Xq83eCfAbDa3mSiuF/XhPOa7J3/Wx5g3rMpyOKIK8YOMGUv+QhPmQ+j2ePj6j8mMHnIic1YvahSaAoG6ywajP5NdCDKS0vn03lcBeOH796gNiPB67C4HD3/6AteNuRSTofkPrpSSS5+7lVnL5mBz2tFoNHwx+0eeuupeHri09QJ43rrFOFyh1Tb0Oj0rtq1rUogDTBj3Hhc/czPz1y/FoDOgeBWeuOpuzjuu6QodUkpWbltHaXU5w3sNJC6q6RJUreHoM4ZxxbhL+ObZH5BSBsv4JXVK5M53b2HwyL27UNkbFk1bGhThQLC+9svXvkV5YQVfPTUBxa3g8/kYffVI7nz3FvSGphMi9zfTP5nN+Ac/R/EoeBUfJ118HPd//H8YzU3HUqqoHKr4fD7cbjdSyj3WBvf5fGRmZlJdXc3QoUNZsWJFi9fZXVyvmrOWH9+aitakIToqhj8/m0t6p3Q69kzfYxhLfGoceVvyKc4poVqp5MsZE9i+MYv4pHjW5m4k0hTFsef685mklPwzcT6r56xHo9Wg0Wk47//O5JjRR7F52Ta8KQo+j+SIU3qg0+rZsTWfuMRY9AY9tuo6FI8Xrd6HzydxO/ydLTUaga3Khsfj4bSrT2belH+R+Ki21OKy+4V8Qod49EY9PsWL4vGi0+vIOLITGX06otVp6T28B5sWb0EE7hScfNnxaPWtqwi2+NdlzP1pEUKAlGA400z66HRKfCWkD0pm87xMjEYjeq0e7SAjX2dPId9WiFbRgkbgdrtJzvA3ztu9Xwe03Pv83d9T8UlJhwS/B35bQTYLNy7nlEEtz7VpSH3zoJiYGLp06dLoTkBOTg4Oh4Nt27YFmyY1FaKzJ+rr4e9OuOZCUkpcLlcw+VOr1Qa95fVVWQ4HVCF+kOFwOcPWE/f6vNgcNq497VLemvIZBeVFwRAVq8nCjWeM5cpRF7A2axNdUztxYv+jg2/Sv1ctCGkF70ewNS+L/l37BLf8uXI+r/80nsKKYsYMO5n7LrqZldvWBUU4+D9IdpeDJ756jStPuYDU+NaVdOqZ3g29Th/SFdPn89F5D5Vaoq1R/P7y9+wsKaCwopg+GT2JMDftPd1Rks9pD48lr7QQrUaLS3Hz2Ng7efSKu1plc1NcOe5Szr31TDYv20pMYjSdj+x0QATuXxP+CYrwRkjJ+Ae/CApzgD++mQNCcN9Hd+w3+/6dsYyJr0yivKCCwaMGcOWjl5IUqKyyZNZy3rv7Y1z2XXcW5k1aBD549Lv7WzR/bWUdf0+cR8nOUo48pjdHnTH0oCq5qaIC4WuDa7XaoNDYHYfDwdq1a0lISGDo0KHB7/SWek0bhqZ4PB5mT/wTk9VIWkYqQgjK8svZsnTbHoW4rdrG109/7w8H0WvJ2pyN0AgGnTAAvU6HV/GyZMZyjjprKEJA4fYiFv6yBI1Wi8Gkx2qyMPvzv/jfM5ej1etY8vdS+gztxalXncQf3/1DSedSirNLyM8qAASR8RGU5VVgr7YHzheMZhNexYfRbOCos4bRZWhnZn36B3XldqITonDZ3Xg9XswRJjr36URRbjGnXDWCgSf3RWgEq/9eS3VZDQkdEug2sAsde6aR1j2VzMzMFr9+dZV1zJ+ymIS0OH/cvNfH8lkrGT5mMDExMZxz7ZkcM7KcndvzKLKV8Nbir6iy1+A1e3HZXQgE1lgzhiQjJVVl3HR66F3Tlr62FbWVWIy77m7qtTpq7LUtPpc90fBOQEpKCtu3bycuLi4ozIUQYUN09kTDsJTmCCfMfT4fTueu37l6L7nRaAxWZTkUUYX4QcZpQ08Km5BoNVm44IQziLREsOKDmbz200dMWfAb0dZI7jz/Oi4/+TyEEAzp2T9kbFpCClvyskK2uxUPSTEJwb/f/+VLHvzk+aC3fdPOTL7+YxKnDD4hJFQGQKfV8vuKefxv9MWtOsdbz76KD6Z91UiI63U6uqd1ZlivgS2ao2NSGh2T/J4AKSVz1/7LpPkzMeuNXHXqhcGLi7Me+x/b8nMahfO8OPE9hvTs32Yx8pGxEQwbPbhN5tpbmvJOuF2ekA6ZLoeb37/6i9vfuKFVdcX3lsnv/Monj3wVFNpFOSX889MCPlvzHokdEvj2hR8biXDwd8CbO3khd71/CxExEeGmDbJ1ZSb3njwORfH/2JkjTHTq3YG35r60X85PRaUl1N923z0hs6nKJsXFxWRmZtKnTx9iY3fdxasXzK1pW19VVcWGDRtISIqnUqkOjvV6fcFuvM0J8W2rsqguqyEpI5Gy0lJ0Jh3l2yvZvjKL6MQoEjsm+sdKCUKweek28rYWEhljxevzr5HYIZ7MVdlsWboNfIKC7YVMeWs6tmo7Q0cOxmlzsmnxVkrzy+h/Sh9y1uWSsyYPxaNgjYvAYNZjiTJjshiRUpKckchZd40myhDD5Dd/YfWcdUibpGv/DLauzKS2oo6P7/8SrU6LNdaCT/HRuW8nPC4PtZV1DDjpyODr0lJcDjdCgFbnF51arb/jpsvud4q5HW62r8xhyfTlbCrPJDcuD6vZgsFkwO514FEU7EYHRp2eW868gqOO2PW74fa40ev0LX5th/YcwNRFv2HUG/AoHhSfl94d2qfJmJQSnU4XbJoE/gu7qqoqysrK2L59O1qttpEwb0ps7228eVPCfOnSpQwZ4q83X+8xrw9lOVSEuSrEDzLSElJ47poHePLr13G6XfikjwiThbOOPpVRgVtOsZExPH/dwzx/3cMtmvOhS25jyaZVjcJZjHoDowYdR0qcP5nP7nTw0KcvNC4N6PFQUVvF5p3b0Wq0IbHpQmgaXZG3lC6pnfjtxW+55pV7yCsrQkofJw88lm8eeqfVHxwpJde9di8/zZuB3eVAIzS8P+0rnr/2IcYMHcH2gtwQu21OB29P+eyAJau2B2OuO4UFv/wbEq/e1I+M0GiorahrUqj6fD4WTVvK/CmLsEZZOP26U/eqk6TL4eLTR79uJLS9ihd7jYMJL0/irndvoXRnadixOr2WypLqECHu9XpZt2Aj9ho7Rx57BM9e9gq2ml0Xio46J9nrd/Dj61O5+vHLW22zikpboyhKk7XBdxfiPp+PzZs343Q6GTZsWKOkuYbHt1TMFBcXY7PZGDRoEBlJXfjm2YkU55Ziq7FjMhuITY3l5/emk7U5hx6DunH61aei0+tQPIq/U67ZgFfxoni9FBYUEhkRSXVhDU67k4LtReRtK0Crz6TXsO4sn72KgSP7kb0uF6NZj86gw6jXUl5QScfeHVgweRExydFIo5fEpERy1+/0t/8FTFaTP1lPryMqMpoBxw6gttiO1qjFaXNSXlRBWUE5Hfuk88PrU4lJiiJzTRZdemVw6UMXcNo1I5k3aRGr/lpHZVEV1mgr1WU1aLSC6vIaYhKiqCmrpWPvdEp3lpG3tYDug7oGX5Pd8SpeaipqMVlMaDQCxeMlKiGSmKQYyosqiY6Porailqj4CCLjIlj6yzJW/rKW0h3l2GsdlESX41EUqh21SLf/u9ig0zOoRz/yygopzCvg550FTF/7D2t3bMaoN3Jk555cdvSZ9Exv3MVa8Sqsz9mC0+2ia2onkmISuPC407G7HMxduxij3sDtZ15Nn4yeAGzI3coPc6eRuzOXy6jjtCEn7VN8dbj3m16vJzExkcRE/51Nt9tNVVUVJSUlbNu2Db1eH0z8jIyMDI5vKjSltdR/jupLJjblMT8UhPl/QojbnQ7+WbMIrUbLiAHHYDQc3HGn919yCyMHHceXv/+Ew+Xg4hPP4tQhJ+71m+i0YSN47abHeOjTFwBwKwqjBh3HhHHvBY9Zl70Jnwz1yrg8bqptNRj0ehyuxoJWIjlj+Mi9sun4vsPZ9tUCiitLMRtNRFubr0DSFHPX/stP82YEPfZe6cXh8jLus5fontYZXRMf+LKaPXcrbSlexcuSWcspzi2h9/Ce9B7Wc79/4AePHMBZN53Orx/NBCnRBM67a78MNi3ZGiLIDUZ9o3bNikdh8ju/Mu2jWdRV2XA7Pbic/hbVGq2GmZ//wc0vX8P5d5zdKrt2bslHown/I7fyz9UA9D2uD6V58xs15wH/xUJK58ZVX7I35PLA6Mdx1DoQQuB2efCFuYPkdrr5/Zs5qhBXOaC0pDZ4QyFus9lYu3YtaWlpHHHEEXs8vinqqmz89uWfrFmylrTuKfzvwSv8NaZ7WLju2Sv54ZUpVJZUYTIbeOOm90npnIQx0sDCqUuQHkjulMg/Py7AYXMifZKolAiKdxbTsXs6tnI7jmoHvYf3xKv4yM/Mx+1wkZyRzKq/1lJVWo3epKfnsB5krvR70l0OJxsWbMJe58BkMZHSO5GExAQskWa8Xi8Lf1lMUVYxthoHWr2G2Z//iSnCTG1VHX2PO4LCzEJ/QqZToSirhMLMYnw+H0arkawVOaybv5EnJz/M2EcvYcuyTCLj/BfvWr0W6ZMobgW9WU9lcRUde6ejeLxkr8tly/JMcrflkto5lZGXnEh0gv93qKKoku9fnERlcRWVJVX4vJLohCiOGN6TC+46iz++/ofCrCJSuiQz5rpRfPfsj8ybughbpR2f10dUfCSVMbVopQYp/aGlAoi2RhJpjcBss+AxSn5d8ifrsjfjcruo8tWguD2Ulpby0Pm3YLCa0Ov1WI1m3pz6KWuyNiE0Ar1WxyUnnMWmnZkgJQ9efCt9O+9K3s0q2sELP7yHxWDG4XHxxe8/AnD6PjieWnLhZzAYSEpKIinJ/53tcrmCJSBra2sxGo3Exsa2myBuymPucDiC27/44guuuuoqEhISmprmgHDYC/Ep82dy9St3B8v4CSGY8uSnjBx03AG2rHkG9+jH4B5t1yL91nP+x7VjLmVbfjaJ0fFBT3g9vy3/J2wCJUC31AzuPO867h//LHqdDn+WCvzyzGdYzU1nm+8JIUSIHa1l8vxZIYmr4L8Szi8rDPuDZTIYufCEtuk8WZRTzJ0nPISt2obi8aLRCvoe14cXpj2xX2PFhRDc/sYNnHPL6SybvRJLpJnjzz+Gkh2l3H7M/bjsrqAYN1mM3PzKtcHbqwBPX/ISy2avDOmSCf6W9S67i48e+JyRl51IdELjEoUOm5PVc9ai0WoYdHL/Rh3oYpNjGsWnN8RkNbJo2hIuvudc/p22FKfNFXy9TBYjN774v0bPoc/n48HTnqC8oGUXUZommoKoqOwPWlobvF5YFxQUkJOTQ9++fYmKatoxsSch7nF7+PjhL8jenEtEjJWsZTv48fVf+N+Tl/kvXp1uaqts9DmqF1Wl1Uifj4rCSrqmZRARY2XRL0uwxliIiY8ma10ONRXVRCVGEZcYh9FkQh+lIyYlmtSuyTjrXFSXVuPz+bBGWYiIsZC1Nochowfx769L0Zt0WKLMuOwubDV23A439mo7lcWVKDYf3fp3xqt4yd9WhMfpBgFuhwe3oxqKq9FoBav+XIvL6YLAKdurHfgUH+ZIE5GxEWiEhrxtBbx80+u4bArb1+QgvT4MZiPSJ5HShyXSjK3aTmSsv5RhyY5S/vj2H0p2lKHRCTr2LCN/cyHXPDOWiBgrHz/wJesXbcbj8ASrUEUlRFKUXYI1xsqVj18SfL43L93Gij9WIwTojToUt0JNRS3SC1EyAqfejVbnxYeka2qnQBKijyp7HXanEwnERcXikz4cLide6eOj2d9RUVcNAjond2BnRRF6vZ7MvBxsDjtz1y7m+COHgtCwZOtqnhh7N0cGvOGrt29ASklsZDRuuxOfDibM+ZmMpHSO6NRjr0Tw3oSTGI1GUlJSgs2mHA4HVVVVFBUVUVdXh9PpDHrMrVbrXtvV1Lj6z1y93VJKZsyYwWWXXdbqddqbw1qI7ywp4MqX7sThbiwwz3niWvInLt9rL+zBisvt4vPZPzDh76mYDWZuPusKLjj+jOAb1WQw0a9LaMt1j+LhzcmfhJ1Tq9Fw30U3M2rw8Vxy0tn8uXI+JoOR04aOOCgaBZmN/koxXtnYK6oRGqKskbx7x3Pc/u6jONxOpJSYDSbSE1K47eyWlW3cE89e/grlBRWNfhjXzd/AD69N5cpxlzQzsn3o2DO9Uf3yiH5WPlj8Gp89/i2bFm8hOSORqx67jGPO2tWtNWtdDst+XxVWhDdEp9ex8u+1nHzJCcFtcycv5KWr30DTQNQ/M2UcQ0YNBPyVFgae3J9Vf68NVpWpJ3fjTp6/8nUUt8Kl919AfmYB6xZsJCE9nisfvYRjzz6q0fEbFm3CXhOaqxAOo9nIGded2qJjVVTakt3b1O9JwEgpKS0txePxMHz48D1Wo2iuNriUkpULV5GzdQdd+3TB6fA7KbLWZFNbUUdUfCR11TZqymv91Uh8Eo1W4/9sysBFt8NNdHwUVeXV1NXUYTSbqMirwm1TqKu08eRPD1Fyfyll+eVoNBrstQ66DshAp9ficXsQQjBgRF8cNQ5y1u/AYDRgjjDhcrjRGXREJ0ZRUVxJ/pYCOvZMZ+3cDZjMBlx2J9LrAwkajUCj1yI0ApfDBQ1O16f4v2vdTg8+r4+Kokps1XbWzNoEAjQ6DdIncdQ5AuJYT+d+ndBoNPQY3A1bjR2NTkvB9kJiEqOw1dpw2V3UVtSRsz6X+PR41s7fiNfjxe3yV7ZR3B68Hi92j53ls1dx1s27Ovi6nW6cNhdGqxGfIvEpPhTFS1SZGVeKm07R6Vg7WNlSkIVBqye/rIjjjxxGv4xezF7+DzqtFsWr4JMSoRGU1JbjFZJBPY9E8XpZunkVlbXV1DltmA0mXG4XtU47DpeLTsnplFZXMHvF3KAQN+oNeL1ekJKiqlJyKgowG4w8/d1bnHXUKK4ceUGT4nVD7lY+mP4VFTVVDOnZn1vOuJIIs7VN6oibzWbMZjM6nY7a2lpSUlKCiZ82mw2r1dqo62dLhLnX621xmIsQgrq6OiIjI/fpPNqDw1qIT5jzM94w4RYAU+bP4toxl+5ni9oPxasw6sHLWJW5PughXrRxOX+tWsgHd74Qcvz2ghzuG/8Mf66YjwSc7vDecKvJwqjB/tj0xJh4Lh95XpvZXFBWxM+LZuPz+Tjn2NF0Smp9A5yrTrmQ9375MiRsxuvzctZRpxBljeTIzj15+NMX+XfTChwuJ4UVJbw08X2eueZ+dNq9/whUl1WzdeX2EO+Uy+Fm5me/71chLqXE5/U18nLX06VvZ56b+liTYzct3UqLnBFCYLLuiikv3lHCi1e9HiLgHzv3OX7K+zIY2/3ExId4buyrrPhzNVq9P94T6X+eCIz98Y2pvDnnBR7//sEml6+rtjf55azTa9GbDHicbnQGPX2O7sWFd53TgpNSUWk76hMyN2zYQJ8+ffYoJmpqati4cSMGg4H+/UMT7cPRVL1vt9vN+vXr8Xg9xERF+8PyhPCLW/x3iKSUrJmznoLMQvQmPRKJs85JRLSVmoo6FKfC0NED2bx8K3aHHa1GS1VJDQajHpPZiKPOyazP/uDUm06ifHM1NaU1xCT575CVFZTjsrvoMaQbK/9cw7oFG6mpqMFgMFBT7q/mYTD7mxZpNBoi4yMwR5ioKqnEZff4SwoGRLbPJ/F5/B0yaSKX0uf1UZJTisfpv+Mmkf5jJQgE5igzlkgjvY7pQWRqBJ0HdiR7yQ42L8rE4/AgAaPZ4L8QaXDXrqasBo/TjeLx4lW8gdfVH+4jhKAopxiPW0Fv8P92pPdIxWAxUFNWg8/rw+v1ojfouXzUudiPVNhQvo0Ii4UHLr6F2MhoTHoj3dM64/Eq9OzQlWpbLdsKsrG7HJgNJvQ6PV6fZOmW1XRO7kBKfDIFFcUYjSbMJjOVthoMWh3b87PxeRRcijtYClMIwXFHDmPWsjlkFeWypTCbSKuVIT36EW2NYubSvzl5wLF0SEgNeT6LKkp45ru3MBmMxEZGs3DDcrxeLw9dclubCPF6vF4vOp3OHyplsZCeno6UEpvNRmVlJdu3b8dutxMREdFImId9D7TSLqfT2eRcB5LDWohX19U0avxSj+JVqG7DMj8HA78u+p012zc0CtOwOe18MfsH7rngBnp02JX8kVucx8BbRlPn2LN3sT75o635bNb33PHeYwgEEnjgk+d4+YZx3Hn+9a2ap1+XI3jhuod55NMX/aWMhMDr8zHpifFEWf1Xvj6fj8WbVgZDb2xOO29P/YxqWw3vh7lIaSlepenbYo5aB1nrcujSN6Nd48XdLg/jH/ycGZ/+jtvhpmv/ztz9wW30PTb0zkdTJHdKRLSknJRGMOSUgcG//5owNySuu575U//l9Gv9HmlrlIUXpz9JZUkV/05fyvt3f4K9tnE4kdvpZtr43zhieNONSvodd0SjH8x6TFYjt71+A9YYK2V5ZfQ+qhfWKAvrF26i55DuWJtp1rEnqstrKMsvJ61bKmarWoFFpWka1gavrq5u9nMvpWTnzp3k5+fTq1cvCgsLW7xOuNCU+qoo3bt3J3FgIrlLC9i0eAteqeB2uhlx0YlExFgpL6gge30uA07uS9aabNxOD5GxEZx72xlUVlWR3DURt8eNb4UP3BqqS2pwOdz+kJJaB4NO7kdeZgG9TuvKmGtHYTKZUDwKW1dsp7ywkm0rM5k+fjYajYaSHaW4nW6E8Cc6Km4F6fNRqXgxRhiIjo8kJiGK6IRoinJL/CEbu1V4qvd+hyAgLjWGisIqEPVhCODzSrweL1qdFqfdiQbQCT21O2ysytqAT3qJ7RBN1socvB4vOoMe6fMRFRdJZFwEnftmsPDnxXgVL15PY+eOL1BhxhRhYvPSrfQ73l+ZKz41jnNvPZ0vnpiARqvBGmUhMSORpPRELrymsTNgW0E2G3O2sqO0gOP6DOXJK+5h5rK/eX3yeKwmK1HmCBZuXE6dow6P1y/AM5I6cHzf4SzYuAyH20nnlA7klRVRWltJjcuGV/HSIS6VxUsWExXp74z52KV38ve6RewozGdQr35EWSID7x0tdmdoKCfAlvws7E47cZEx6LQ60uOTWbJltb8xURsK8XBzCSGIiIggIiKCjh07IqUMdv3cunUrLpeLyMjIoDA3Gv15fq3xiIP/c3cwNgU6rIX4mGEjeOfnz0NK72mEhtOGnHSArGofZq+YS12YEoMaoWHu2sWNhPjLP3zQIhFuMZp5vI3qbTckr7SAO957DKe7cYWPhz99kTOGj6R7epdWzXf3BTdw6Uln89uyf/ztlYVg2r9/sGLbOq4ZfTHPfPtWSBy53eXg89k/8ML1D+91iFJcSiypXVPYsWlnyL66ahu3H3MfKZ2TeWnmUyR3Co2Fr6+nui9C/YWrXmPx9GVBr/T2Ndk8MPoxxi9/i069m+/UV8+gkf39dXht/g5tIQiwRJp5acZTGIy7YrZtNXY8nlBhrHgUpr43nbdv/xCE4MQLjuX2N28gNimGqLhIwrnfpU9SU17TrJ0RMRHc8uq1jH/oS9wOv+AxWY107tOJ0645BYNRT2leGQ+e/gRF2cVodVo8boXrn7uKS+49v0XPRT1up5tXr3+HuVMWojfo8Hq8jH34Yq56/LKDNvNe5cAQrjZ4c9S3ljcajQwfPhyXy7XH5MuGNBTiUkpycnIoKSmhT+8jmTtxIVuXZxKdEMXxFx5DeUkZcR1iOe1Sf/dGr+L1d71MjiH21IFIn6Q0v5zjzjuasupSZn3xBztXFmK1WiitqEAi0Zt06PT+rpRZ63I5+syhaHW7mhDp9Dp6De3OpLd+ZfH0ZXjcHryKD4fNiUYj0Oq16NCiN+joNqgLFYWV+ISPPscdgUarISLWiqHYgOJWEHpQFC8arQaBQGfQ4XF5Qi74jRYDkfFRVJfWBs+pYbiOlBKD3kBUQjRexV/tZMGkf0nrkYolykJiagI7Nufh80qiUqLoPCydIWP6UVlbwbLZq0junETh9mLAL8CFRqDTa0ntmkJ5fgUf3fs5Q04dyGUPX4gl0kxS5yS6H9WFmLgYpCJxuzysX7CJYWMG06l3B6SU/LL4d96f9jVmgwGBYNbyOTx39QN0TelEbGQMUkJW8Q7MRiNOtwvF58OjKEjgxWsf4pkJb1NUWYoQglqHDZ1GS2xkNGnxyZTYKxDRRjp16ERlZSWVpaV0MSfTI7kzFdWVWAwmqu11mI1GymsrWbplNQBb87MwG0z07tCdj2Z8y/rcLWQW5tIjvQuJ0fFEmq2trtKzJ1oylxCCyMhIIiMj6dSpEz6fj9raWiorK9m4cSMej4fo6GhMppY7R1pTpnJ/c1gL8RP6HcWZR41ixpK/gmLcarJw7WmXckRGjwNsXfNIKVm4YRnrs7fQq2NXRgw4tlkBkByTgEGnx71bkxytVktCdOP24/PWLm52bZPeiNVs4bWbHueMo0bt/Uk0wdSFvxGsWdUAxaswaf4MHr6s9Y1mUuOTuXzkuYy472I25GyhzmnHqDfw4vfvEWUJX4dar9OTV1q4T7kCj313P3ePeASvR2kUoqG4FRS3wo7NeTx0+lN8sf794OuXvT6HN25+nw2LN6PT6xh1+Un83zs3YYlsnee2NK+Mf6ctxe1s/Jq7nR5+eG0KD3zasosorVbL23Nf4tnLX2Hj4i3+Hz0BRpMBIQTXPHMl599+ZqMkTICjTh/ClHemhTQSUjwKWWtzgrd15/wwj01LtvDlxg/pd8KRKO7G9oK/dNlJF+25I9yAk/oRkxRN6Y4yEH5xfu/HdwQvEB4+82l2bMpr9MP9xePf0m1Al2Dcekt4587xzJu6CI/Tgyfw/H7/yiSSOiUy4pLj+efHBeRs3EG3/l046aLjQp4blf8GTdUGb4p6z3W3bt2CSWwtqYLSkPrj3W4369atw2q1MmzYMCa+NJk189YTHR9F3tYCinNLGPvMRWgMuy4O4lJjSeqUQMnOMiJjrdSU19GpdwecXgfbNm5jx6oCuvTOQKPVUFFcifRBdEI0TpsToRHYa+2cc9sZVDjLGgmbkh2l5G0tQGj9sd06vf/i1acRSJ9Eo9OiNWhJ65KC4vZSUVLBlqVb6dCzAyarCcXtQav3O1Ek/lCztO6p1FXaKCsob/wECNBotdiqbHTsk0bBlqJdd8oEmCwmOh3RAUedI1jWLnttLg67i8riavK3FeJxe4hNjqXv8UdQlFdMz3496TekH1vXb2fL8m143B60ei1GiwHFpWAw64lNjqW8oAKX3YXBpGfepEW4HC5ufeN64lJicFQ7qNxRha3GjtPmIj41lp9e/ZmTrziBfyqX8NHMb5FSYjVZGNKjH9sLcliRuRa3x8PWvCwsRjPVtlpsThuxETEM7dmfalstA7v2ISE6nheueYi1gepmn8z6HqvRHKwAV2u38efqBfyz9l8sRjPnHz+GntZYrnU5mL5uLltztxNriUZv0PHchHdwul3klOTRJbkjhRUllNdWYjIYibZEYnc7WZu1iV4duvLM1f6Gam0dmqLXt66QgUajITo6mujoaDp37ozP56OmpobCwkKqq6tZtmwZ0dHRwa6fTc3fks/ogeCwFuJCCL4f9z6//vs73/w5Gb1Wx7WnXcrooe3nDW9pMf7mqLXXccqDl7Exdxte6UWr0dI5uQNzX5/UZHv2a0+7lNcmjYfdhLhBpw8pW9QtLYMNuVvDzmMxmsn8agFJMQnt1pnQ6/Mhw8TuSyQeJXyFjZYwfvq3rMvehD0QglLfeVQJ21XUvz1jD50890SPQd2YkPUpv3/zNz+/N4OC7Y1vMfu8Popzi8lal0O3/l0oL6zgjuMeDCYdelwe/vp+LvmZBbwz/5Vm11I8ChVFlUQnRGE0G8nfXojeqA8R4j6vj+1rc1p1HkkdE3l3watUl1Wzc2sB2etziIqL5OgzhzXZZr7f8Udy7NnDWTRtaVCM643+W71Kg9u6isdLeWEli2cu57hzjuL656/m88e/beTV7ta/MyMuaV6I22vt3HXiQ9RV2YLbygsquG/UY/yw4wuKc0soyCwI8Z457S4mv/Vri4W42+nmj2/+DnlenTYX3zw3kfEPfUFdlc1fEs2o55NHvuTDpW8SnxrXxIwqhyP1CZn13/l7CkXJzs6mtLSUQYMGYbHsuuhurRAXQgRjy3v06EFSUhJexcvaBRtJTE9AaARGi5HyggoKtxeT1ntX52OdXselD1zAnB8WUJRTzIB+nUntn8jK+auQjoBoDlQbiorzhzOYI0xYoszUVNTRsVc6GUd0pHJ1eSMh7vEoVFZWEJ0cSd6mQux1Dv/n0OsXcbgVhMZIzuYdGAx6uh/dBY1LS1xqLC6bk8yV27FEWbDV2FEUfzhNSW4pbpcHrVaLV3rR6Pyx5QKISYyiU590olOjiIyKJGfTTiwRJpI6JVJTXovRYsRR58Bpd1KUXULBtkKik6Ioyy/H6/EipURv0GMLdO7cubkA9ygP3z3yI26bKxAf7sNWZcdg1mNNiEDxKjjqHFiiLPi8Ep1ex/LZq/C4PKT3SENxK7hdbjwuD5YIf7KhNcbKNxMmsTZ+G26PB4PegNPjYtOOTJJiE3C63azL3kSXFL8gNumN1NhrMeoNOF0ukJJB3Y5k045tdEpMp9pWy4bcrXh9PooqS+mUlI7X5yWvrJD8siIqbdV4fV4++/0HXr1+HCmxCbx1x9NIKfl79UJenzSexMg4lhetw6t4ySzIQa/To3gVdBozTo+LnuldqLXbuOqUiziq9yCg7Wp/18+1r6Jeo9EQExMTFPVdunShurqayspKduzYgZSSmJiY4EOn07XYI37dddcxffp0kpKSWL9+fch+4f+gvw2cAdiBa6SUKwP7xgT2aYFPpZQvtWTNw1qIg/8FO++4MZx33JhWjZsyfyaPf/kqOcV59O7YjZduGMepQ04Me6yUkg+nfc2z375FUWUpnVM68uqNj3HRiWfulc0PfvIcq7dvaOTd3pKXxW3vPsrERz8IO6ZLaid+fOwjrnzpTqT04ZOS2Ihopj/3ZUjd9IcuvZ2ZS/5G8YVWGrn+9Mtb3bK+NVTVVWMxmsJ+KPRa/T6VFfz2rylBEd4QnVaHRmhwenaFwliMZu48/zoizNa9Xq+e6PgoLr77POZPXhQixMHvvalPVpo2/reQ6iEel4etK7eTuTqL7gO7howHf3fKzx//1u9llpKzbzmdS+67IGQuAIS/Isn/Hf8AVz12GcPHDGn5uSREE50Q3aIYcyEEj353P/9OX8Yf3/yNzqBDo9Hwx7dzQo51OVzkbMjluHOO4pJ7z6fP0b2ZNn4WtZV1nHTRcYy87MQ9lnuc8+MClN1CYeorGsyfsojULslhk1UBKkuq9ng+9dhrHTT1nV2UU9JI6HtcHkrzynnrtg94tpmEWJXDh9aGorhcLtatW0dkZCTDhg0LOb41QlxKSW1tLeXl5QwZMiSYeFYfOqF4/BeH/hrKEoNRHzK3NdrKWTedhtPpZNXK1Sybtobq/BqcDifleRUYDUaSOyVisBhJ65ZMXZUdISA+NZa73rs5YIf/s6DX6jFFG8ktyiatSwpVBdUUaIpw23bdHZReCcJ/IVucU8rQMQOwJJgx6Uwsm7UCl8OF26XgLKxEaAQ+n18kKx5//K8hQo/0SdxOD4pHwRxpJj4tnp2bCxB6QY8h3YhOiiIqPhJ7tYPoxGiKc0uIT4vFaXfjcbjRGnVUFVej1WnQ6bU4bS7qqurYsNDvYbZGWFg/fyOFWcVExUVhq7Vjr3EgNIL07mnEp8XRfUhnJr32K/Y6B5qAnZZIM7ZaO0iISoqiQ/d0ctfvxBpjxVHrxOfzkWnPJdOVjeLzUuuoQ6/Tg4QOiakc0bE7q7avp2daV6ItkSzcuAKA8ppKUmMTsbudfDLre4QQ2Fx2rCYL8ZGxOF0OSqrKg+8lrUZLncNGlCUSjdD8P3tnHSZXfXfxz9XRdde4GxAjwd29eKFo0bYUWrQUaaFQoFihUNwdggcNCZAQd9/drLuNz/X3j7tZstlNsoEUaF8OD0+SO1dn7sw9v+/vfM8hkojywNtPceOxl7r3hyDQGQvj9XpJS0tDURQU26QzEiIrJQMBgaSu41UEsF3rw3FbeZPXdzZT3FrE1JG741G++wzgrpa5SJKEJElkZmaSmekWQ0zT7CbmlZWVzJkzh6qqKlRVJZFIbLdh85xzzuHyyy/n7LPP3tYqRwDDuv6fCvwLmCoIggQ8BBwC1AILBUF4x3GcNTu6jl1CxHc0ChAEYX/gbWBT16I3Hce5tT/b/hh4/tM3uei+a7p1xUvKVnHcTecx4+Yn+qymP/DWE1z/1J3dTRCVjTX86u9X4FFUjpm28xZqz37yRi+JiWEavPnlB9u9iY/e82CaX1vGog0r8Koedh86ts8qzfQxk3jmmvs5967fdx9HEkUO3mMf/n7h9Tt9vv3FYx+8yG//eeO3XuS4PyAAqqJw9cmXfK/mUK/at15MEASe/MM9PPj2UyzZuJLs1Ez+cMrF/G4nG0N3hOnHTmX94jL0rVxELMNkxKShAJQtr+iTPEuSSPX62j6J+Gcvzebx654huUU65buPzkRWZA48fT9mvfJlz4h4B5KxJKu+XsufT7qd3/3z4u7GyV0NURTZ69ip7HXs1O5z/WrGNySiPTX5Hr+HkhHfzj6MnT5qh2TfNExevON13nnkA5IxjZzirF7JoeC6r7TUtrLPidNd266toHpV9jpuz35fU1q2+1Dvy698W82p895b0O/9/4z/XvTXG3wz2traWLduHcOHD+9OINwa/SXim6UolmUxdOjQHmRCFEWOPP8Q3n74A9d9xLIZPH4gpaNLiER7915sPi+P7iNUFyZvQC6xWAxHtIm3JbFMi6G7DeY3D/yaWChOIpKgeEQhXr8Xy7KY++oCapbX0VDZjKEb7HfSdH5x+XF8/PwXVKysIpDmxzRMtLg766V63Xh6WZWR/QqJRJLyNZV0toQZPnEIyahGXXkDjuk6n+hdDlCbbQ8F0R302raNJAqMmDyUue8sYNF7y1iuriY9L40BY0oZMKoEQRAoHJLP+oVlZOSmUTqqhOWzVrJxaQU4AopH6baANA0T2StTvqySxvIm4pEEelLHMi1UrwKCQE5JNkZSx0hayIqC49hdmnRXO752wxo8Hg+KV8J2bFSfSjwURxAFIu0R2vwhRENE6NouoSVJ8Qe4+czfU5SdzwHjp/Hn5+5m/rrlILiFI0VReHv+JwwrHMiAPFdj/snSLxmcX8rwosFkpWbg4LDb4DH4PF5e+uJtYlqcRFfflYA7EIskv509HF402E2e7Ersbgu1gwCtkQ5S/QFUWSGuJWkPd3Lw6Ok4YZ2amho2Nldx14xHkCUZWZEZM2AEN515hTug+A7Y2QbL77IvWZbJysoiKysLgIEDB/LWW28xZ84c9t13X4LBIJdffjknnXRSr2333XdfKisrt3fY44BnHbea+I0gCOmCIBQAA4Eyx3EqAARBeLlr3f88Ed+JUcCXjuMc/R23/cHgOA7XPH5br+a+hJbk6sdu60XEbdt2mwGTvZsBb3jqzp0m4rZt9xlQA2Da1g6nV1RFZfqYSTs8zhkHHs9p+x/L16sW0tDexO5Dx/Zo6NzV+GbtYi65/zos2+pRmZYlmT+efBGn7H9Mnx7nO4OLjjqTpWWrejXn5mVkc9oBx+1S68W+cOzFR/Duv2fSWtfWTcY9fg8X3n52t/575OThLJy5BD25FVk3LQaNHdDnfp+99aUeJBxAi2vMeOh9ZrS8QMGgfN568F1CbeFergNaXONfVz3BoWcduM1q8a7EPidO59Grn0JLaN2kVZIlUrNSmH7MlB1s3RN/PeMuvnn/20bUbXmIe3wqo6aOwBfwcuk9F/DQlY93y15Un0pWfgbHX9b/2SlBEPjtgxdz+1n3dA9wRElE8Sg9BzxbwNoGQf8Z/xvY2hu8PyR8/fr1hMNhJk6cuN2msu35gm/G5ia1YcOGEYn07fg1/dip5BRnU7W2lrTsFHwBL6/+7S2ikSiHnXEQEw/ZHcuymPHYu6xdsIGho4ZQOrx4i6hwCKQHyMrO5rL7Lujeb3pOzwCv9Qs2snrOehrKmnAsG49XZfmsVQRTg0w7ejKr567FNCw6Gjq6fwO0uI4v6MPj86CHDKrWVRNqjiApIqHOML4sL0I5385EOWAZbjO7ZZg4jlv1V1WVZFznw8c/IR5NuJ7jkkRrbRvh1ijFwwu38GF3APfaRk4dTu3GerSETjAjiG3ZOI5DMCNILBwjGo/R2dSJbdnoloVju9/p7MJMUjKCtNW14/F5GDx+AG117Zimhcenkjcglz2n7Uk8Fmf8YVUse381kk/AMB1KRhUx4YAxLKhZS6gmQkuo3SWzkkxBRh5xPYlpmcyY9xHLytdgWAayKIEgkeZPobmzlWgyRlNnK7IoIXdVvcGVXa6u3khruJPmzhbawp0kDQ1REFFlBUEUsGyTzJT07s9t3KCRXHzUL/nHm4/TGQtTmJWH7Ti0hTsQBYlhRYMZWTKUX+x9BC2hduqSrfiNIA+98wwqMkFPAJ/Xx8pN61havpopI3bb7j27LexqvXl/SH12djYHHXQQc+bMYcaMGTQ3N2/ze9QPFAFbOjTUdi3ra3nPMIxtYFdUxKfwHUcB33Pb/wg0Q6Oxo6XP19bXlvdaFtcShOPRPtcvr6/a6eNvrNuEJIpYfSVCKp5dqtsWRZF9xvfrPvneOPnWi7Hs3tVKWZKYMnL3703CAc448AQ+XfIVr855t2vfMh5Z5e1bnvxBGjT8KX7+vfh+3nnkA75+ez4ZuWmc9Ltj2W3/b/2Bj/n1Ybx6z5sYutFNmlWvyvh9xzJoTN9EvHUbSZJmV4Po2Teextk3nsZJBWfR3tjRaz1dM2itb+vTuWVXQ/UoPPTN3dx7ycMs+NCdZp12zBR+//ClyEr/f27qyuqZ+96C7kZJ+Lb/QpCEblsz1acydLfB7H6A+x4fc9ERDBxTyuv3v0N7QwfTjpnMcZcctdMWhvueOJ2MvHSev+0V6ssbGL3nSPY9aTp/Ou6vfa7vS/npedP+jF2DzVZqsiz3i4AnEgni8Tg5OTlMmjTpe/32bOmKsscee+Dz+YjFYtusoA/bYwjD9hhC5epqnrn5JRSfjK7rvPfoRzg4LJ67lA1fV5CVm8UXL39NLBRDEKFoWBGZRWlEO2OMPXr0Ns+no6mTl+96k6oVNTi2gz/Vh2FYtNa101jRRHpuKqOmDqdqdU0PByZREUlEE2SXZGFoBqZpkVuaTd2GBsq+2URKZrBPOVikM4qqupVpX9CLoZvEI3GchNPtL64n9W67wvIlFeQNyiMZSzJqz+F0NoVoq29DVhQGjh1AzfpaIm0RLNMmNStIPBzvkreZ2LaDJEuoXoWoFWdTaT0bC+pZWrmRacJ4Jh0ygdr1dQTTA8iKTCKaZO8Tp6HFNV6/6x1WL1xLMCXIsH0mcPRlhxJLuL7Yw2LFLN24gqzUDEzbwrYsFFmmtrWeDXUVvPn1TNICqcS1BA5gOzbRRBwHqGqupzXUgYPTzQnawh1UNdeCAz6PF9t2SPEFsbYo1LkWhBJfrJlPg9bOfuP2JOgLcPikA3AcePCdpyjJKQRcO9/GjhbuPO86AG587m6SuobjQFFWHo4ikOpNxat6cByHRDzOshXLSbE9BIIB4o5Oij9IYVZev0N4tibiizeu5NUv38WybI6fdhh7j528w/2AS+p3FIC1GbFYrLs3Izc3l9zc7/w87Osine0s3yF2BRHv7yhgmiAIy4F64A+O46zeiW0RBOHXwK8BSktLd8Fp9w2P4iE9kEp7pLPXa5tv3C0R8PpJD6TQGu5NgIYX75wNn7s/H7IkY9m9/c8H5ffPju6nhlWb1tHQ3tzna7ppEN5Fnu6iKPL01fdyzamXMmflfHLTszhyyoG9NPL/SQRS/Zx+9S84/epf9Pl6WnYa/1pwLw9d8RiLP12K6lU58oJDOf8vZ21zn8P2GMLyL1b2Wp6amUJKxreOMNlFWX0S8c0+uT8Ucoqyuf2dP3c/FHaWiOhJnb+dc28PEr4ZjuNQNKTQDSkRBI4492BO/v3xPY4xbu8xjNt7zPe7CGDcXqO584Nbuv/9rz8+sc11jzr/0O99vJ/x08Nmd5KFCxcybdq0Hd7LTU1NlJWVEQgEGDDg+2UIbO2Kspm8bG3V1xfWfLMeWZUIpPlxojYoIjNf/hStQ2fgiFLWzd9ALBwj0uH+9oZa1+FP8bHHEeN7NU3HIwnWLdyAFteY/cZXNNY2utclupVutWum6KsZ37Dk8xWUji7m0HP254PHPsNxbDdIqOu8c4qzKVtage3YGAkTSRaJhxOu5EQWMfWexRrHctA1HVEU0ZNuAujWs37d1XNZxLIdNq2opGBIPoedcxCCILD08xXEQ3Es26J0dDGiKNJQ0cC6bzaSiCawLTfREsC2LSTVS/WgZgyfhc/0kpSSfCUvY8Aj73LCpUezYvZqwu0RRkwaytSjJzPrpS+pWV9Lak6QlEAKSz9bQbQjxqG/OoDxu49nxMgRbGirZtHGFWi6hk/1UVZXyccLZiMrSrfeOi2QSigWxrBsEnqSwoxcMlIzqG9rAEcg1R/knENOIa4lyE7NQFVUNF1zG1i7tNJ5GTl4ZJWCzBzW15RjmRazNyzk4yVz+Nu51+L3+BiUX4IgiOiGgSLLhOMRpo+exKjSYVzy4PVE43EKs/PwKCo1zfUUZxewqb6KktwiTMckOzOLYw48nGQiyQ3P3U1DWxOWY7PXyIn85thzyczMRFEU1lZv5NnP3iCWjHPAhOkct+eh3TKsLQuKKzat5U/P/B2v6kUQBP760v3ceMbv2GvMjsm4ZVndnuI7QiwWIxjs20FtJ1ELbEnGinF5rbqN5TvEriDi/RkFLAEGOI4TFQThSGAGrtC93yMIx3H+DfwbYNKkSbvcELIzGuLZT15nRcVa9hu/Jx8t+qJH45/f4+OWs6/qtZ0gCNz6qz/wh3//tYekxOfxcvt51+70eRTnFDJ+8CgWb1iJvYWziN/j4w8nX7zT+/spYH1tOaqskNB7V8Qty+TA3fbapccbNWDYT9qesmhIAbe/++d+r3/x38/liv2v6yGL8Pg9XHLP+T0e9Gf96VRuO/PuHjIWj0/loNP3wxfc9RXbRCzJW/98l1mvfIkv4OX4y47igFP37T6n70pCHvzdo2xYVNbna7Iqs/dxe3LRned+5/P+rli/cGOfy0VJ7K7I/4z/DWwpRREEYYczkbZts27dOpLJJJMnT2bVqlV99iv0F1tKUbau3PVHU+71e7rdQeLRBIlwgt33nUD1mjqSsSTRkCtx0JNGV5YBiJJAe0NnD5ekRDTBq3e9SXtjJ6FwiPXzyxg9dSTtNZ1ocQ3LtDBEAUMz8AY8xCJxVn65hvryBvxBL45lofo8bpO1INBc3YKpm3hTPSiqSrQjhi/Vx4T9x/LNB4sINfXWswczgtimGypjd82KSYqEqfVs3LYtm2Q0Sf6gPMKtEV6+4w0uuvtcDjx9X5qrW2ioaCKzKIPyZZtY8/V6EtFvn++byb0gCYQSUeKeJDmBLGRFRktodGphFi5ZRuSOGNMu35OcjDxGDhyBJIk0VzXjD/qIJKKULdlEPJKgYvkm3nogxhHnH8y4fcbw6G/v4ODrTse0TQREctOy2NRYQ6Y/FcGG9lgIr+LB9gXxqz7+eNJFfLL8S4qzCxkzYDiOY9MaamfaqD3YbcgY6tuauOKRmzAMA03X3BkD1Uc0HiMnL5O11eVkBlNpCbfj133EtQSLNqxg33FTGVkylEuO+iWPzXwJ27YZWjiA3x13Hk989DJfrJiLadvUtNYzftAoJEli6qjdKUzJoaKthtyMbC443DV0uO2lB4mZCUYMGoplWizatIrZK75hSGYxDR3NPPjpc3g9XgI+P//+4EVMy+LkfY7qJU35ZMmXSJJMRoorgXIch/cXft5vIt5flcAuJOLvAJd3KTimAiHHcRoEQWgBhgmCMAioA04DzujPDncFEd/W6KAbjuOEt/j7B4IgPCwIQnZ/tv0hUF5fyZ6/OYa4liSuJfB7fIiCRKo/hbiWIDMlndvOu3qbGuNLjv0VHtXLzc/eQ31bE0MLB3DXr2/kiCkHfqfzef3P/+aAP5xMS2cbIGBYBqcdcBy/OvTk73yNs5Z9zS3P3Ut5QxWTh0/gll9d1W85SDQR45F3n+Otr2eSk57Jb447rzv2vj8YXTq87yEXsO/4af9Rl5b/BYycPJz759zJEzc8S9nSCvIH5XHOzWf0ckPZ+/hp/PrOc3j8+mexbZdI7H/qPvzu4Ut3+TnpmsHl0/9AXZfuEmDj0nJWzFnNFd/jeLpm8PGzs/p2gwEUVd4pvffOonp9LU1VzQwZP4jM/J5WocN2H8Lquet6ObfIiszAbciKfsZ/H/ryBpckqc8pdXAf8CtWrKCwsJBRo0Z1O6nsjCXhlsfebHO4WYqyNURR3CHJjxYkedX4iM7VIbJCqYyJDCHt+FQOPH0w7z4yE10ziHbEXAIquZHy8UiShrLGHvupWFHl+nj7HDIK0khNS6GlppX8YXm013Z0z1qZhomhubHvHp9KuC1K3oAcFK9CZ3MIj9+DN+AhtzQbf4qfhk0NmKqFgEuC1y3YSDLS2/EKINIeJTUrhT0Pn0zthnoaKhoxkkYvIi5KIqpPIdwWxrYcatbX097YSU5xFkqXe0zdxgY2LCrvQcK70ZXQKTsiqqogel2y35EMkRA0mpPtrG3+hLcf+JxBY0tJC6Tyt3OvpXBoAeXLNxGLxdESGpIikVOSTXpuGl+9M5/gsFRs22JIQSmZKRnIkoTP46O+rYk9x0zmszXfoBsatgMBj4+rjzif/UZMoaKpmoqmGgoyc4nE43hVD6W5RQAkDY0BecUsKV+NYZvIksKI4kFkpqQzrHAQ8SVzaA13IIsymqkTa22kqrmu+1KPnnowh+yxLwk9SZo/hXU1ZXywcBZDCgaysX4T4LC8Yi1DC93rrLIt9h2zJ8ftdSjZaZl8tHg2L8x6C9u2iCXjDMkfgNfjAY/IxIkTef3L93Fw8Cte9ISGbAu8/sV7HDJuL0zT7PE9UmS5h2zVsi3UfjaC/ieI+Omnn84XX3xBa2srxcXF3HLLLRiGwSWXXHKx4ziPAB/gWheW4doXngvgOI4pCMLlwEe45iNPdik/dohdQcQXsoNRgCAI+UCT4ziOIAhTABFoAzp3tO0PgUseuJ72SKi7Ah3XEkiixFFTD+SF6/5JwOvfYXXvvMNP5bzDT90l51OaW8TGp7/iy5XzqW9rYuqo3Rlc8N0f9K/Nfo9z7vp9d8W+rrWRjxfPZs4/3mSPYeO2u200EWPSZUdS3VRHQnd/vD5Z/CW3nH0VfzilfxX6UQOGsd+4Pfls2Ve9fMKjiSiarv2g8pHvg5a6Vj57cTbRzhhTj5jI2L1G/yD68xETh/L3mbfucL0TLj+Go399OM3VLaTnpn+vePftYdYrc6gvb+wRYpSMaXz41CecdvVJ5A/8boOrZCy5TQIjigL3fHbbf0TrHg3F+NNxf2Hdgg3IqoyeNDjy/EP57YMXIYoibQ3t5BRnI0oCbDFGUL0qkw7djcLB+bv8nH7GD48tY+q31INvJr9bB4XU19dTWVnJmDFjSEv7tqlxM3HfESzL4qUv3ublT95i4JIP2H/IZMYNHtmnzSFA46Ym3rj/XUItYSYduDsH//KAHmm3AKsr13P3O48gSBBQfHTmx0iOtlkxZw2nXXMiZ914Kq//420WzFyC0BW4IysSlmGieHvuq7Ojk9a2NgaPHkQwGMSYZLNx0UYySzPwKCpDxg9i1bx1xFZWuY4yumvpKKsSpmmRV5LNuH3HEA8nkFWZ0dOGs2L2akwMWiraME0Lr19131uvghbvLcnEccn4ss9Xss8vpvGLq47jxdteo3JVdVdYkICsyEiyxKZVVTi2+9nZtkPtxjpyirPIyEtn9LQRvPXg+4Ra+07wlWQJj9/D0N0GkZedz4LkCpq0NpKyhmJIbCiuxiOppIdS8GgqMSnOC7Pe4orjzqepqpk5M+aiJw2KhhW4Vfl4hA9b5zDryYWutlrX6YiFyU7NpKalDgeB1796nzR/Kl5VxbQtDNOgPtKKJEkcPXZ/nmt7kw1VZRRl53PlSReTmZLOkrJVXPnvW7v6ySTS/KmU5hYyumQY1512Oan+IEvLV1PVXIft2AiCiCiIvPzFDL5Zu5hJwydwxgHH41FUREGgsaOF+rYmJFGkMCuPjkiI1kg7jgNHTDqAFz5/k9aONiJLP+fZL97g8mPO4dlPXyfNn0JbpIPy+mps28YBctJclxKfx4usKKSmumF5ndEwAdVLY2MjkUiE1atXk5mZSUZGBsdMPYTPl82loa3ZnZkRRE7Z5+g+P6O+vj/9JeLRaJRAYMd2xS+99FKfyy+++OJHALrcUi7rax3HcT7AJeo7he9NxLc1ChAE4eKu1x8BfgFcIgiCCSSA07ou5juPIHYVHMfh86Vf9ZCBgDsqm7nwi13iM/1dIIoi+02Y9r334zgOv3v4ph6yGcdxiCUTXPP47XxyZ9833WY88eFLVDfXd5NwcAcqNz5zFxcceTrpwbTtbP0tDtljH2Yu+qLX8jVVG3n8w5e47Lhz+rWfHxNfzZjHX8+4C9t2MHSDN+5/h2lHT+ZPL/5xl3WB7wooqkLR0N79DLsSCz9a0itRE9yH2cqv1nxnIp6SESQzP4Pm6p4N04IAU46YxKgpI7ax5bdoqWvl/ssfYf4HixBFkX1Pms5vHrhouzr5v593H2vmrcPQv01I/ejpTxk0ppRENMlTNz2PJEuIkthd7fT4PRx5/qFc/PcfXibzM3YtduQNvjWxNk2TtWvX4jgOU6ZM6dUw1t+K+NOfvMbTH79KIhanvLGKeasX8cZNj/X5exJqDfPEDc8Rj8eRVYmv355PMqZx4m+P6XEdsxZ/TTQWwyt68GV48ZhJauwGJstjaa1rY8+jJnPpfRfQcMLtNFc2d0sFbNtm6MRv+5pqa2uJORFy83KwkjZxJ4EAnHbdydgeg8KSAmQU1i3cgCiLbsNjVxO1x68SSPWRjGlocY0hEwYy/dgppOem0VbXztJZK1A9Cmk5qUQ7orTWtuH1e9yZ0z6Ep4LgXv8+J05j2B5DyMhN47Grn6GuogGvzwMI6AkdLaG5cpK4DoLDPRc8yC9uOobxe49l7IGjmPv2fKpWV3cPQHreBBBI9VE6sphBcinZahYzKj8hWZ9ANWXiQY2YmCDHm0msM05mZjrtkU5Ur8opfzyB1MEB5j6/GCOpU1/WwGJnDWa+4zY8Og7lDdXgwBcr5qHKMkVZ+TR3thP0+fF2FaIaOpr5bPVcMrIysBybZi2ErChkBTMIt3SwsGUhd334hFu8UhS8qpdoMkYsGWfGNx+5UhSvr5sYC4jgOCSMJG2RToYWDuKjxV+gmwaHT9qfPz97N+3RTjRdpzMWZmnEpV+6oVOcU8jqqo0Ypkl1SwOKqtAabuem5+5hSEEphdl51LU1EkvGad3QTl5GDn9/7RHy0rOZPnoSr855j5qWemRJxnZsrjzxQkaOHEkkEmHEiBF0dnZSU1NDJBLhkgNOZ1nNWjxeL0dMOYARJUN2+N2BnXNg2YXSlF2OXeIj3tcooIuAb/77P4F/9nfbHxqSKPXpUvJdfTJ/SuiMhmgL9+26sXD9sh1u/868T0j0Yaeoyirz1y7lsMn773AfT374Mtc/1XdqZFxL8Pxnb/7kiXgynuS2X96zVQU4ybz3FjL3nfnsffz3HzT9NyG7KAtJkbCMnlU/QRDIyEv/zvsVBIErHr6UW065o9uCUJREPH4PF/WD8GoJjUumXElHlxUZwBevfsWGJeU8teqhPn+0E9EE37y38NuY7C4k4xov3vk6odZwV8rmt6Vwf6qPNxqew+vfti3dz/jvQH+8wbck1pFIhJUrVzJgwAAKCwv7XF+SpB0Scdu2efmLt+mMdNLY0YqiqLREO/nj47fx8nUP9ar01ayvQ0vopGanYugGmdlBls9exfGXH0VdWQP15Q00tzUhKhAMBnE0i1g4juFYpIteKpO1rAmVUdRSRHF+AXsdM4V57y0k1BLCMi2yS7LZ7yzXi3/NmjU4jsNBRxzIuNHjmPvOfJJxnT0O3pfd9h9HWVkZGRkZVCyqIhaKUzSsgKbKZvS4gYPDgNElDJs4BD1pIEkix13mBrU1VDSy6KNlaDENVVVQPQrRjhgIYBn2Nj0mJFnCth0qV1UxbI8hJCIJSseWkDU4EytqoyU16jY0dJFxHduykVUZI2Hy2b++QnU8BPMCNNY3I8oikuO46b9dtoiKquDxq4iSyOJPljFo3ABGHz2cZc46NFWjsbIJ1bCJehOgCJi2yfqKCop8+dTWN5CXnU35wko8XgUtmqCxqgVrnENpiVsQEQQBv9dHQ1szB06YTtAXIK7FWVtdhm1beBSVSDxGOB5FTzV455tPKGuoYuKwcaQGUlhZu4HhA4dy9kEnYXzwKIooYxgmAq7neUVDNenBVIqzCwjFIlQ21+FRVDRdx7AtbNumMxZGkWXy03N44fO3eOKjlxAQGDNghHs9teXguJke6cFUZFGitq2BqqY6ZElClRQM0SCpa9S2NLrhRJKM2TVAjSZirKnewEUPXMesv7/CvRfdxKdLvySuJZkyfEKPjBCfz4fP56OgoMDtY4jHGTN4BB0dHXTWt7ImopGRkUFGRsZ2rT93piIej8fJzs7u17o/NP7nkzV3BEEQOHX/Y3nli3d6hOh4FJUzDzrhO+3TrTi7mi5Z+nHf4qAvgCzJvQKCAPIy+g6Y2BL5GTl9dunbjkV2Wv8ivW9+7h9oRt/+y+A2ov7UsXz2qu7o5y2RjCX5+LnP/98R8WN+fTgzHnq/BxEXBAF/qp/dD/x+jYvTjprMvbNu54W/vUbthjpG7zmSM68/haIhBTvcdtarXxELx3sE75iGSUttK4s+XtpnymgimuwOmNoanc0hDL1vvfriT5d3Bxn9jP8+7Iw3uCRJmKZJdXU1dXV1jB8/frvVtR3puA3T4Pqn7mRZ+RriWhxRkLpmXx3K6ytZvmkNewztKRt0dc6ubd/mMBpFVVg2ayWv3zeDSDiC1+tl3H5jGFUylNXmBuKRJIZukIgmmJ+ykrJldbyy8j3+dv61jJ4+krULNoAAwycO5dTrTqCusZYFCxZQXFxMcbHrMV4wOJ+Trjiux7lsfiZkFWYiiiKdjSE37Me0sUyLjLz0rhkkE9uyqVpTQ9myCl66/Q1ioRiGZtLZEqajOdT1YbDN7xmAoZn4gl7UrkbSzIJMbMsmNTsFy2OxcOZGEtEklmFhWW6TqqEZ2LJEQ0UTnz45m0Q0SWttm2sRaDsoqozslVF9KqqqkJKRghbXSUSTZBVmcOhh+/PGhpnIhTJqi0o8mSA7lk6nHaLWbESSRF6tfJd3Pv6YY4IHENrYwaAxA0kbk8G62HLWtVbgw8e00RPxKAqxRByPouJRVJaWraKmpZ64FidhaEQSUWzHYXBeCaneIKtrNhJNxpi1Yh756dkIgsBXqxdw7qGncOik/Xh1zrvkZebQ1NGKaVsIAuQFs6iuq6El2k4kHsHBlfMF1QCxZAxN19nUWEN9WyPNoXZMy0QSJVZWrmXCoNEICAwtHkhOWhayJNHQ1sTYAcNZU7WBhJ4klHAddlRZIRwHzdQRuqYwFFnBdiwCvhQqm2qoaq5jSMEATtn3mG1+plveS4FAgEAgQHFxcbddaEdHB+vWrUPXdVJTU8nMzCQ9PR1V/TbVc2c14pvtC39q+H9BxOPJBEvKVpKZkt5ncuMDl93Kyk3rKKvbhI2DgMDo0mHc/esbd/pYny75kkvuv47KplpkSeLcw07lHxf/GVmS+XDBLNbXljN24AgOnbjfDyJnUGSFXx91Jo++/zyJLV1gvD5uOOO3O9z+8uPPZcbcj3pIW0RRpDArf4f68s2ob2va5msBr5+Ljv5lv/bzY6IvEr4ZP0RQzk8NRUMLuemVa/jbr/7R9fCzySvN4bZ3btwlXvejpozgr98hMn7TqkqSfTRiGZpB1dqaPol4Rl46mfkZNFX1tNgUJZGsggwaNvW+fx3Hrb7/jP9ObC1F6U+fx4YNGwgGg0yZMmWH9/iOpClvzv6AjxfMZnjhIJZvWoNlW7RHQ2SnZZCRkkY00Tu8avD4AZSOLGLj8nIsy0Lz6xx/2ZG8/sDb2JLFoNGDUGSZ9fPK2H3sSJROEHMk1FyFbzpXMLywGFEQCMcj3PrEvUxvmsDA0aWIskj1ulo+ePIjMkeksf+h+/XQu29GZ0uImR9+zrOL36RD72T04OFcf+pvSMtJJRnXSEQTqB4F3XELF0NDg1G9KiMmD+XlO98g3Bqhrb4NSZGRFbfCbWomguiGCfVQh24tURFAViSi7a7bS8mIIvY4ZAJz3vqaDV+XYVkWsiKh+mQibe46juO4mQOWTXtjJ5GOKEbSQJAEVI+CaVrIkowkid1ZC9mlmfjSPeQOyiYjmMbfzr2W255+gBqPwPj0UaRWeFmirSWkRvFFVbySiobOJ81fM6gqj1a5k2WZG0lLTaFQzKHZ6uTTpV8xqKCYY6YczJrqMr5Zt4SG9mbC8SiO46AIIsU5hSiywoCcQuatWfxt8ctxCMejpPiDbGqowXEcLjjsNGzb5rNlX1OcnY/jwMrKdTREWilvqUGVFLyqh85oGNMyu/uyHMehsqmG9miI3QaNZkN9BaZl0xENE0lECfoCJLQkkiii6ToIAqfvfzyKpPDgO0+hKgqiIKKbbsBSeiCF9GAa62rLELr+20yMxe/RNyUIAikpKaSkpFBaWopt24TDYTo6OqitrcWyLNLT08nIyMA0zZ3SiKek/HA2vjuD/3ki/u/3X+D3/7oZWZIxLZMhBQN4/7ZnKcn9VkObHkxjyb9m8tWqBayrKWN06XCmj9n5IIalZas47s/ndZNW0zJ5+qNXqW9rYlXlepo7WkjqWnf385f3vknGFslX/yn8/cIb0HSNpz5+tSu5S+BPZ/6Wsw7uHe+6NaaNnsg/Lr6JKx+5pcvf3KIkp5APb39uh+9PY3szV//7Nhxn2w+kMw48npP37V9jxo+JCfuN67No6g14Ofycg3/4E/qR4DgOaxdsYPXctWQVZPBy5ZPUbqzHG/BSMrzoB2lc3R4GjRmAL+jt5YqgeBQGjOrbh18QBP7w2G/40/F/datolo3iUfAFffzyT6fy4G//3UsPbxkmEw/e7T91GT/jPwjbtmlsbCQjI6NfJLyzs5OmpiaKi4sZPrx3IacvbKtZc7MryvJ1K0lNSaEoO5/mcBvNHa34VA8jiociCgLD+0g5VlSFc245g7kfzKeuso6pB04hRoRYJMbgUQO7CUlzdQuWYTJmzHBioTjzly1Fy9OpWF6J4zik56fRGQ2jelQ8fg+bVlayZt46Vs1dQ3peGlKHwoDRA8gfmEdOsdt8197YwTW/vZXXIjMxHQtJEOmMRLiw4moOLplKc3Urqk9FVAXsdptkXKNiZSWlo4spX7nJfR+bQ9iWg227chWErgKHADhOT9321hIVB7SkzkfPfsakI3YnrzSHCQeMoa21lTWz1iN7ZKKxGGakp7zMTBqIskSkPYLR5bLiWE6Xhty1PMwflsvy2vU0B9uRjGoGxYr4+u0FLPtyJVNO2J0L9ziF+ZVLiIgxXvC/QyQYw5ANOiWLVM0B26FdDqMWSTRmtBOTE4RjUVSvisd0CbFRazDLO4/LjzmHz5d/7XIEB4I+P7bjEIqF8Ske5qyaTzQRQxREbMfBtCziWoK8jGyy0zMxTANVUbnsmF9x2TG/YvbKb7j3zceZPHwCa6o3EkvGsD0+Dtl9HxZtWE5lcx0+jw9VkohpCYblDaLB00xWagbj1FEsK1+Nbuq0R0L88eSL2dRYzderF+FVPVxz8iWMHTiCnLRM3p/3CWE9Tmc0THogBc00CMUjpAVT8apeEloSn+RFMzR2HzyWoqzezettoXZuffF+lm1Yxd6rp/Cn03+Lrx+z4aIokp6eTnp6OoMGDcKyLDo7O+no6CAWi7F06dJuGUtqauo2iflPWSMu7CgY4KeISZMmOYsWLdrhenNXL+KQa07vUc2VRIkRJUNY9dhn2/wBDsXCXP/knbw8620ATtnvaG4/79odkubT/noJr815v1fjpyiICILQw6JHlRXOPOhEnvzDPTu8jr7wxfK53Pj0XayrKWdUyVD+cs4fd9jcGYlHaepooTinAEVS+GbtEhJ6kumjJ+H3bv8LEUvEWbRhORkpaYwbNGq7Dy/DNLj6sb9y/5tP4mwnWEoWJfYZN5VXb3yk3zKXHxOLP1vWnaxomRaiKHD4OQfzu4cu+dEJ6A8By7S48YS/snTWCizDQvYoKKrMfbPv2GYq6A+NZDzJL4f+mo7mbzXisiJTOCSfJ1f11t1uico11bz2j7eoWV/HhP3GcuJvjyUtO5WbTrqdRZ8sIxlLulH3qszFd5/P8Zd+NxtFQRAWO44z6Ttt/N+LH/1Bs6UUZd68eey11/bzC7a0EkxLSyM9PZ38/P6541RVVSFJEsXFxd3LNgf0BINBGpLt/OmZv5OfkYNtOyxYtxSf18ekYeMZWjSI1ZXrCfj8XHrM2Uwb1XMWJxQKUVlZyaKNK1hYvYqa1fXktqQzoXAU0VCMtQs2MO2Yya4fuOMw6+uvmJWyGFEW8AgeHMthcul4pujj8KV4+PylLzF0E1mWumZ5BFKzUgik+hmz1yj2Pn5PKsoquXLGXwmJUWRbwsIGAbKVTPaPTKRtVRuqT8Hj9aAnddKyU8kpyaK9qYPatfUgCG4D4VZEO5geIB5JdNvbbm727AuCAJ6Al5OvOp6TrzqOcDjMs399mflvLEZL6ugJ/dvtBXfwvdkGVRQFbOvbW9DBoS0rjJ5i4B8YYJNch26YYDh4DZUp9WMYP24UCBBuC1Ozvp6NJbW0poYQTAj7o1iCAwI4goPkiAg2SKKMJuhdRRsBVVaQZZmc1EwMy2SfsVNo7mxjddV64lqiq0BodTumOLaD5bg8QRTErnMXCXh8+L1+zj7oRK466aLu5s7XvnyfV2a/Q3F2ATEtwewV8wh6Axwx+QDemfcxrZF2gr4gsiSjSjK/O+ZcVlSsZUn5KjyyimbpDCsazE2//D0Bn5+nP3mVTU21jCgazK8OOZlUfxDTMjn91ktYWbex+znn4JCVksGo0qEMyC1mZeU62iOdjCwZyvWnXk7hVpbE8WSCQ64/g8rGGjTDwHRMUn1BHrjkVo6ffli/vlN9YeHChey22250dnbS3t5OOBxGlmUyMjLIzMwkGAx2Kw8uvPBCrrvuOiZMmLDdfc6cOZPf/e53WJbFBRdcwLXXdufBuJ+qIPwROLNrmQyMAnIcx2kXBKESiAAWYPb3d/5/moif9tdLeHXOe730zQGvn6/ufYvdhvZO37Msi90uPpQNtZvQTbcxT5UVBhcMYOVjn25X8z3h14ewYtPafl9HwOsn+u6Gfq+/GR8u+JyTbv11D6mJz+Nlxs1PcOik/Xa4/ZKNKznqhrOJJRPdA4THr7yL0w44bofb9gdn3/k7Xv7i7V5WhX1BkRUmj5jA1/fN2CXH/k/AcRwM3fXIjYVizHlzLrFQnEmH7v6TIaA/BN566D0evfqpHsFCAMXDi3h23SM/mcFIS20r9132L9c1RfrWNSUtK/U77c+2bRZ+tIQ5b87Fn+LjiHMPYfC4gd/5/H4m4j/CwbfyBp83b952kzI1TWPlypWkpKQwbNgwqqurUVWVwsL+uRHV1tZi23Z3CvTmgJ7hw4eTk5OD4zg8+v7zvPTF21iWRWtnG1mpmbRF3WTccQNHopsGsWSchy6/rYeLRGVlJTO//oy3V80iPTUNy7Sp2FDJFH0cY4uGuzHsmUFSMoJ4fB6e/PJl6jJbSUgapmORIaRy5ahzkW2ZFV+tom5tA6pXxbZsYskEMX8Cf8CHP+ohNS2VsXuNpD7WzEtN7xH3akiO6A5qBJt0MYWR5aWoHQqyJbpEW4FYiobP78Oo1jCx8DpqNwnf0q1E8bjSkGRc70633HqdbgggSSKj9xzBRf84j/TCVJ768/Msfm854daIq5/vgqRIqF4VLa4hygKW6TaCOraDg0PVwCbacsIIjkAkJYYgiYiGgCM4OIJDRjiFIY3FpHcGERwBWRZZmV9OJDVO0BOgXQoTU9wCn4iAZIuYgo0jOt2RGZvPJuD1u42OlkFxdiHH7Hkwz332BnEtgaZrCIKIZupkBNKIJKIYlrn5crtz0z2KSmZKBgGvn4uPOosLjzgdgKXlq7nmidtRZQVVVlhZuY5YMkFaIIWEliA9kEpxTgGRRAzDNLnh9N9w8O77MGPuR2yo20RBajbThuxGKBTin588R1RPkJWWQVSLMaJ4KLeedRWiKPLepx/y57ceoC3SSdDrY3jxEEKxCJcc9ct+zWh/uvRLzr3nKgRBIJaIIUkyhmWQHkxjaOFAhhcOYvroSWSnZTJlxG5k9NONbeHChUye3DP4R9M0Ojo66OjoIBKJYNs2n3/+OStXruS+++5j6NCh29yfZVkMHz6cTz75hOLiYiZPnsxLL73E6NGjN38kPSAIwjHA7x3HObDr35XAJMdxWvt1AV34n5amNLS39BkFLEkSrdtwEpm56Asqm2q7STi4Mex1rQ28982nHL/X4ds83tSRu7OmekN3F/GOsHXlvL+48pFbepBwgISW5MpHbmHV459vd1tN1zjkmtNpj3T2WH7+PVex+9CxjCgZQmN7M29+9SGaoXP01IMY1sc06bbQ1NHCq7Pf6xcJB7d6vrRsFRtrK3bqOD8EbNvmxb+9xit3v0ksHCe3JIdL/3EBR573/zPO/P3HPupFwsElvvUVjf1qpvwhkFOczW1v39jtBf19IYoiU4+YxNQj/r9x5/8N9OUN3lfU9ma0tbWxbt26btIM/QvR2RKiKGIYxjYDegRB4OKjz+LA3aZz1b//SkNrE2nBFOraG0nqbvNeVkoGjR3NzFz0BcOKXFvBDRs2EA6HWddSSdAf+JawjHAoGVrK5Iw92LC4nMrV1W7VcmA2LekhcsjE0RxM2yQp6bQZnRx4zHQGjx3I0396AdWn0hbpYM3ISnTVQJBEgpqP6dHxpGSk4Al3INgCqqGgKzo2DrZgEzeTrCmuRCgWGNU0EKlZYM3wSjTFQBcNrEILb0LFq6kM3VCER1ORPTLYDoZjEvLHkGUJOSEi2jvomXLcJsvmujYev/ZZjvvdEWQWZpCIaT1IOLiR95qjkZ6bhtev0tEc7padJSWNjpwIfssDikBEiONgIwgypuh+xkmvzoaCakqTuQyWS1FUmQF2IculDcgpMqqlYAomoizhlVQM08QyEji4VXHbsbq5RywZJ9Z1Xuvryun8LIxP9ZLqT6WurQHLMsGBcCKKafV+bsqyTIovSIo/SCQe4evVCzl2z4OpbK5lZcU6mjtbaQm1oZsGHsXD/uP3JJqMUdfcSEc8zNdrFnXfc1+tXMBRUw7i1P16NlGWN1RhCDaFWXkkk0k6O0K8WvYOzW3NnLrfsSypXM3eYyfz9ZpFpPtTCcXC5KZnceDue9ERDfHal+/R0tnGtFETOWDC9F6/u5btzqBoho4oSq7Pu+OgGzrJZJKZi7/gg4WfM7hgADlpWTxwyS3kpn83hxOPx0N+fj75+fk4jkNrayvz5s1j48aNHHvssUyYMIFDDz2Uc8/t7cK1YMEChg4dyuDBLhc57bTTePvttzcT8b5wOrB9D+h+4H+aiB+z58EsXL+shwc2uB6Zk0f0PT2xvHxNL5ILEEnEWFGxdrtE/JrTLuXlL94mmox3fwn9Hh85aVnUtjb0kKbIksxx03ae0DmOw/qa8j5fW1vddyz4lvho0ezuEfeW0E2TJ2a+zO5DxnD+PX9w9XO2zQ1P3sk1p13GTWf9vl/nV9FQjVdVt+uSsjUUSaGxo+UnR8SfvvlFXrvnre7I+KaqZm4/6x78KT4mHbL7j3x2uxZLZ63gqT8/T836OgaOLeW8v5zFuL16/vhs6USyJQTBla381PBTqdD/jB8H2/MG36zh3pKI27ZNWVkZoVCIiRMn9rBNkySp211le6hurqeisQrJhNxAJosXLyYlJYVJkyZR396E3tFESU4hqqJS0VjNJQ9ez8pN67Asm6Xla/CpKo7j0BENUd5QRUckxOMzX6K8voqTdzuUooJCxowZg7pwJuYWzxPTMnEMh/cenUnJiCJUj0L1ulrqyxsQJwjEQjEc2/1OJMUkoiqwx+578Pma2Yi5CnPFFTSXtGMJNilRP5IuEvbG2OSt56BUP0UFBexePYolzhoES8USLBAE/LYXxZGxsFhXUEVaShDNYyDqAkbQAAQc0UFTDSqGNjJ6zQAkWcRQTdYWV5Hw6YCDL9/LyA2liNr2v7OSLGJqBi01rXz6zGyCeQFUVUGL9X7e+IM+sgoz6WjqQPHIdKoR6jNaMCQLS7KRBAlBFZAQsbCxBJcsCg74NA+Y0JobYkTEvUdyEukMqyslf99COpIhGjta0E2DSDyCqIjIjutO5jiu4YMkiN0yEwBRcBsa28IdZKWmE0nEsCyLFH8KTiyCZvYMM9o8tDBMk5ZwO+2RTlL8QRwcbnr+H5imyawVc93PwePDMA10Q8eybUaWDCORSFLdVk/A60eWZGRR4rlZb3LhEWcwuLDnTK4iySCAx+uhNdZBZXsdpmNR3ljNBfdfjSRKGJaJZVsoosxFR/2SY6cdgkdWueC+P1LX1ogiKcxc9AUN7c2cvM9RSKLU/f3ae/RkctKyqWys7mEVrcgKnfEwICBLMhnBNDqinbz65Xtcfsw5270X+qPmEASBnJwcfv/73/P+++/z+eefU1FRwYoVK/pcv66ujpKSb3uJiouLmT9//rb27QcOBy7f8rSAjwVBcIBHHcf59w5PEjfh8n8Wvz7qTAqz87v1VOC6hfzlV38kLdD3NPWQwgH4PL19K4O+AIMLSrd7vCGFA5l7/9scOnE/gt4ApblF3H7eNXxxz2vkpGd1hwMFfQGKsvK495Kbd/qaBEEguyu9amvkpPe9fEt0REN9Nk+alkltSwPn3/MHEnqShJZEM3QSepK/v/IwSzau7Nf5DSsa5HZc7wR002D84FE7tc1/GoZu8No/ZnST8M3Q4hpP/fn5H+ms/jOY9/5CrjvqFlZ+tYbOlhDLZq3kj4feyJLPl/dY75CzDkD1qb22T81KpWR40Q91uj/jZ+wQm6Uo23JF2bqZMpFIsHDhQiRJYtKkSb28i/uTlPnRotmcetslXPfEHfzm0Zt46N1nGDBgAEOHDuUvL97Pabdfxjl3X8k5d19JS6iN5z59g6SmkRFMw8FBNzREUcJ2bOpam2iPhEgPplKaXcjspXPZ0FHN4MGDkSSJfUZMRpZkalsbqG1pAAQUW2axtYb1kXIaq5sRckXi2Rq+sEqEGLqoExXjZPnSSdQleeHOV1jy1QqWDdhAU1Y7mmpgKhadaVEs0UawoSHQyuvrPiBSkmTqgN3Yr3USk+tGMbluNH7JS9Dr2sEF/H4EUSCixFAFBUfBtbZzwBIdFEMm7k8iD/ewdPxG5u+xhrbMMKIloFoKiUCSpuIOBElwyXCXkwoCCJKAKIsIkkAwPUAsFKepqoVFM5ey8vM1aMm+nzeGYZKMJZFkmSa9jXUjqkiUGMSzNHSvQdJvuB7iooJHVrt03gIeXUW1FYKZAbx+L7FQnGQsSTycZGLBGJ69+j7ev/UZfrH3UWSmpCNJMolkEsd0UJBd2Y5j95rxtruWO9iu3NE00E2dcDwCgtBD9yCLvWuklmMTjkcwLYuA109xbgG27RCKhhFFCY/qxbItyurdptyElkQURFJ8QXyqtzsXpbK5tte+S3IK2Wv0ZGpa6llbtRHLthiUV0LAH0AzdWJanKzUdNIDqTR2tLB2wzpa65v5eP4X1LU2kZ+RS1ZqBmnBVG554V4Ouf5MDv/TL3n9y/fd+8Pn56kr7yHFF0QQ3O+T+70U8SgepC6XGFmSUGWFzkjf6adbYmdnPJPJpGvvOW4cZ555Zp/r9EXut3OMY4CvHcfZUl6xl+M4ewBHAJcJgrBvf87tf7oinhpIYcnDH/Lwu8/w1lczyUnP4ooTL+DgPfbZ5jbHTz+sW/qxuYItiiIBr5+T9jlyh8ccO2gkM//Wm6iVP/M1r815j7XVGxk/eBQn7X3kd451v+70y/jTU3f1aEL1e31cf/rl29nKxf4TpvUpnQl6/WSnZiD1YakY1xI89sGL/Ot3f9vh/rPTMjn7kF/w/Gdv9jg/gL3HTmFdTTmhWBijy9c84PVx3WmXb3Ng9GMh3BbZpv1YbVnDD3w224dlWYii+J0rwA9d8e9eVnxaXOPhq57g8aUPdC878TfH8NVb89i0qopENInHpyLKEje9cs3P1eef8ZOBaZo79Abfklg3NTVRVlbG6NGjycjI6HOfO7Ij1AyNv7xwHwGvz505Mm1mb1jA74wYCxevZOaiLyjIyEUURapb6rj3jccxLBNRFNEMvbuSqVutHLTbXoRiEWLJOBm+VHRNJyMtncZIK8988hrvffMpZTUVBINBvKqPAyZMo6algTcWf0iL08KK8HqC2T5ingQCAoZt4gmrpHmCODY0mW08FX8DqVJicsZ4OsQwoiQim5IrzZAcjDSTpKATERM0xtqYv2gF4+zh7DlmLJIkI3gEytvryR2Yg+zINNc3QwwyE6nUyc2IluhaAQsCsiliSTaqLbN+SBWyruBYCRwRkikGaQkPMg5mmvs7hgi+gJdYJI6qKIzZeyTRUJSKZVWE26NuX5NpYRrQXt+5zd8ex3awLRvTMGnO60SUJVKUALqlYydsHNHGI6uMtAdARCQZ0GgwWhANASFFxJPh5bITz2b9S+vpbO4kd3Auo88bzTOzXmdY4SCuPeVSzj30FN754GOefP8l0n2pOJJAWdMmoj63AdVwzF6GBaZl0RZqd/3MN1fPRRFdEMBxUCQFSRToq29VVTyEYmGGFJYiCiLpwVQ6Y2E6Ip2Ytoll2zS2N1PdXMtuA0dR295IXEviUz0kDA1RkEgNpPaaDRIEgd8cew57DB3LP958jGgiysD8Epo7W7FsG7mruq0K4MeHLtvk5uYyv2w5iUSCUCiELMvUtDUQjkfZfchYTNviwXeeZkBeMZOHT6C+vZHBBaX4JA+OBI0drbRHOlBlhbieZECO6yGe0DWmjdpjm9+1zdgZD/HN2JFldHFxMTU1Nd3/rq2t3V5fyGlsJUtxHKe+689mQRDeAqYAc3Z0Xv/TRBxcMn7taZdz7Wk7JqkAHtXDvAfe4by7r2L2ink4jsOQwgFceMSZaIbeL7udvuD3+vjVoSd/p223xhUnXkg0Eefvr/wLy7GQRYlrTr2U3xx/3g63HZBXzG+PP5+H3nmaWNL1qg14fewxbBzjh4zaZkfV85++wd2/vpGAr29DfMuymLnoC75Zu4Q9ho0jJy2LRz94nlA0zMThE/jHRX9m2piJNHW0cMfLD/HhglnkpGdy1S8u2q7c58dCWnYqsiKjJ3pXWwaN/Wk0aG5YUsa9lzzM+kUbUTwKR5xzMJfcc77rltBPWJZF3TYGFpWrqnr82+Pz8MBXf2fBh4tZPmcVOcXZHHzm/t+5CfJn/IxdiZ3xBt8sNVmzZg3JZJLJkyf3CArpa/3tVcQj8Ri6aSDarqY3NSWVZKdOS6idyqYaJFHqJgGpvhRWVa1ndOkwyuqr0E2doDfgFi4EgaXlq/AqXiRHICuQ7rqstDcTjcd446sPiMSi1LY3IXS2UJSVzzvffILtOAzIKSTbl0HZ6k1UBxvJ17LIysqkuaaZhFdjUFkB6wZVge3gEzwYmHwTWYYV7HIXciRsx9V+R8VE93y54whEk3EWsIIx1mBKCorobO/kAO8Uyr31OCKIAYn97MmMnTiCNyo+pNKpR7FkN7kSAUEUKGzJpj61DVQBRAHRFjCxiKbEsQ0bX7uHYLof23IQRZHUjBQkWaRgcD6Nm5rwBX3EQ3Fsvk3gNDQD1dv352bbNtlFWRi6gdixHnCIdcawTBtBgkI1l/3MSXQ0dWIlLUZPG0l1Sz2L4yuxJYdRvmHULq7lj0/9hpTMIHe8/jDPzXsTWZLZ1OTG1Rdm51Nk5aCoCqIoIKOQa2fiIUpSMYiasW4J0ZaEXNhiYJfcQsYpCSKKJOP3eNG6ZC6SIOJ03d9eRWFY0UDqWhspys7vjrNP2hoCAl7Vg9/rY/Lw3Zg2cAL7jJ/KDc/fTTgexbIthhYM4PaXH2TswBFcf+rl3WqB1lA7mqEzffREgr4ANz57F40drWiGa7dsmgaarqObOpmprtf9X157kOrmOnTbIG5peASH1nA7Gf5UQuEQnfEwzeF2Hnj7Se676GYEBDqjYeoSMWwgPZjKoPxSrj/1cpZVrGb++mXYjsOlR53Fgbtt39EIdo6I99eUZPLkyWzcuJFNmzZRVFTEyy+/zIsvvthrPUEQ0oD9gF9usSwAiI7jRLr+fihwa3+O+z/tmvJ9ce3jt3P/W0+4I1ZJxLYd3rr58X45k/wQ0A2dllAbOWlZqMq2HyJ9YebCWfz7/ReIJeOctv9x/PLgE+mIhCg5Y3KfKZxe1cODl/2FC448o9drsUSc/f/wC9bVlBNNxAh4/SiyzOx7Xmf84G02Ofzk8co9b/L0n1/oIU/x+FTu+uSvvfTTPzQaK5s4b9xlPfyyVa/C7geM544PbtmpfR2bdRqR9miv5dlFWbxW+8z3PtfvC9Mwef62V5jx0Pskogkm7DeOy++7kNKRffuC/9Txs2vKrkd/Yuq3xIoVKwiHw5SUlFBaWtovL/H6+vptNm21trZywq0XkrR08jJzCEUjxJMxPvzb8ywtW8W1T95BPJlAN3VEQUQSRdICKdS2NhKORwmoXgzbwufxosoKKWqAhKlRmO3awB06cV/C8SgtoTY+XfwlHdEwNjaiIBL0+shISWfcwJEAJHWNL5fPp9QuxEwatCc6iQaTqLqMiUVK1I/cJQ2Ii0kUSabDH0Fw3PfAwkIyJEyvSyAFoUtmIsDDx/8Vq8LAsHWScY2GyiYMv42UFMkMpoEgEA1F2VRezfpYBaHMGLIjUVSbg7/Uz6y8Re7nY4MuuL1KoiWgIDNUHsDoDQMZNG4AOcVZGLpJamYK+528F7JH4U9H/YXOlhCObXcnjAqSQGpmCuH2CI7luMFA0H23peWkUjg0n43NlSzMXu26pjiu5eBuTcMpIIfO5k4MzcTj9+DxqbSkd1CRX48v6MUR4Iz9j+fUE47j94/cQmFWHhWN1ayp3ICuG+R7cjAsA9WUidpxBEHAiBsMCw6kQqolpEewsbG65CiSKKFIsjtz4jhEEzEs20YAt4kRB0FwG4NtHBzHdXkRcKvW00ZN5Lk/3s+zn73BF8vnsrG+kvZoJ0ldY7O4JSs1HQGRooxcstIyue60S7nztUdZsH4pfo+PYUWDEAWBMw44gVP2PZp733qcGXNnIggCA3KLue/im2lsb+aLFfPwKB7GDBjGjU/eRWO4FZ/Hx7DiQUTi7vMixRegrq0JB4dRxUOpbHYDd0KxMPVtTViWRXZKBkPyB3Dwbntz2xsPkdSS3dfmUVQO2X0f7rrgTxRl988adDNisRiVlZWMGdPb/W5rOI7Dvvvuy7Jly3a47gcffMAVV1yBZVmcd9553HDDDTzyyCNccskllziO84j7nRDOAQ53HOe0zdsJgjAYeKvrnzLwouM4t/XnWv7nK+LfFV+vWsiDM54iqfecsj/p1l/T9OqyHfpu/xBQFZWi7O/mVHH45AM4fPIBPZblZmRz8r5H88Lnb/VaP6lrLNq4ggvoTcT//urDrKpc3/1eba60n3H75Tt0cdkedENnwfplKJLMpOETdkli487glCtPICU9yHN/fZm2hg4GjR3AJfec/6OTcIA37n+nO6BiM/SkwdIvVlJXVk/R0P7ZrAGcdvUvePbWl3o4onj9Hn55wym77Hw3o2xZBYs/XUYwI8h+J00nmL7jgIXbz7qHue/MR+uanVj08VIu3fMqnlr9MDlF362z/mf8b8BxHNflobOT9PT0fqUV19fX09raypAhQxgwoH+zW9sL6KmoqKCtrY3HrrqL656+g9rWBvyql98feR656dlMGDyapJ6kLdyOKEqYpknQF2BkaR5e1cva6o1IkoQjuC5Sqd4ARbn5tMdCvHLDv1AkmazUDO567RHK6ioJxSLdsklHtAnHYwiCSGN7M6mBFDqjYQqyc1EFBTkhEe1IItggGzKJgEbcnyQl6cewTRBhavNYWodH2GBUoSc0BEVFNiQ6vdGua3SruaIgsv9RezEwv4Sn//IC6+eXUTK0iKbqFtYvLAPBlVl05EVZlVNOskTHYynIloSV5VCq5aMgYzomZlcBULQF0iJBHNuhxtNAQSyd5NwkmSdMxev3cMhZB1AwOA/LtCgZWUQ8HEdL6Ahd9WXHckjGkm6iZ9Kg+4QBBEjEEtiOzfEnHIHxmkGFtw5EyGlIQw4JtEsdOIJLdLW4RjyRYG1pJUpEQotpCJLIe8s/Y599piKK7gCvobWRWMKtzNcmGrAcC9ESkC0Zj6MgCTIBfBSHc2lXOl29PQKSKIHjYDtOtw1y0BfoshF2bQ5D0TC2Y+IAHlnBp/jQTB2f6mHC4NE8ccVdVDbVsKx8NZIkkdCTCAh4ZBVBENAMjZZQOwGPj5ZwO+kpaVz60J9o6mjF6dKtr60pY3jhIKqaa5m1fC4vfP4WLaE2osk4qyrXU1Zfybu3PMWlx/wKcP3v/3Ly73l58Qesqt5AbUsdta2N7DlyIh5VZVB+CQ3tzdx70U3Utzfx23/9mdq2RhRJIistg90GjaGxo5mPls0h1RtANwwc20QQRERBYGn5am54+k6evPKenUobt2273+tvHqD3B0ceeSRHHtlThnzxxRdz8cUXP7L5347jPA08veU6juNUANs3Kd8Gfibi28DTH7/ay20F3M7njxfP/knKKXYFzjnsFN76emYvfbff42NMad+pcs9/9mavAQu4lkh1rQ3fabAwc+EsTr/tMmzHrSQEvH7evvVJpozcsVvJrrKtEwSBI88/lCPP/+nZFZYt34Rp9Ha/UVSZmg11PYi44zisX7SRDUvKKRyczx4HTejxA3b61SeRjCV5/d4Z2LaDKImcee3JHHvxjnsi+gvHcfj7efcx69WvsEwLWZF56Ip/87f3b2bCvmMBt/L9ziMf8METn2BbNoeefSB7HTuVr9/+5tuHbNe+tITOG/e/w8V/37Ec62f8b8JxHAzDIB6PU1VVRWbm9kPBTNNk7dq12LZNSUkJHk//JVx92Rdu9hpPTU1l0qRJiKLIm39+zP3ttBw2bHAzIlZuWkfA68cImhimgejzuc1oDmQE0yjMyqOhvQXDNMlOzWRw0UDawx2MKhlKQWZu9/FOP+A4Znw4E8dyfxPdIrWIKAmU5hQyuHAgoVCYIiOHgzOnsim1ga/XL0ZAIM+Tjanp2JpNQtVc2QMOw9tKyVDSmJy+B/tH4ny9ahEVo+sxkjoE6GHnINoCC2Yuxn+gl7KlFaRmp9BY2cz6xWXoSR3HdujMiFKeXU/S5w6ak6qBKkO7HcZJ2uiO0VW5dcAG0RYRrK6QGMfCG/Ch6DJ5A3M5+Jf7k5btyt5sbDKGZmDP77r2zfYmDliWzag9R7BxURmGbn7r4OSAY0G4NUxdTT0pUT9jOwZjJA1M3V3HMi1EWUSUJSzDwlS6ZgEsdwbAsRzikQRBX4D8jFwa2pvcgRA2kuDq4B0cLAE8qkyhlIfZYbLB3sSU9rH4RwVYGFkJjoNf9WGLrle768ftR5EUirLz0A2DhvYm7K5BhICAZhrIssKQwgEcOekATtvzaMrLyvnbjH+RnpJGUUYeG7ybiMSjqIra5fbmNrnmpGcRikZo6GhhU2M1guAOJBO6js/jpaG9iaXlq3h1zrtsaqrGcUASRWzHZmP9Jm576UEOn7w/juMwYeAo5lcsZ31dBYPySuiMhSlvqKG8vpLRA4djWCaSKKLIMgktQWFGLsuFNWSnZjF6wDBESUQQRYKBIGJXM6ZudlX7HfczKK+rpKyqgsElA5Hl/tHSnZGmxONx/P6+ZbU/BfxMxLeBzTZEW8OBfntk/zfiwN32ojS3iPL6ym+DBQRXe3bWISf1uU3Pfu9v4Tjbfm17qGtt4KRbft1jMBBJxDj02jOoe2lxnzr1zmiIJz58mcdnvsT66jL8Xj/nHX4qf7/wBrxqbxecHwINmxr57KXZxMMJph0zhbHTt59IujMYOXkYq75eg6n3vBcNzWTg6G/dffSkzrVH3cLa+etwHDdSOjMvnfvn3ElWgUtcBEHgvFt/yS9vOJVQS4j03DQUVdkl57kZX741jy9e+7q76r75vG884a+82fg8kixxw7F/YfmcVd3rPH3TC3z41KcoW1a7umDqJusW7HwYFkCkI8rnL8+hta6VsXuNZvJhe+xUJeZn/PjY0htcluUdOppEIhFWrlxJaWkpRUVFVFVV7XCb1lA7dW2N5GfkkuYL9mjWbG9vZ+3atd1e49FEjPq2JrJSM8hKzUDTtO71W8LtVDRUI8syoiCgJdzGzHA8iiy7UoUL9z2ZlJQUZiz5lPZIJ/mZedx27jUARBMxIokYifoEUzpHU6c00mZ0ICK6lXFBoK6tiV/t8wuqX9iEbToo6TJDa4oYfcAw7p/xBEZIx7ZsVFUhPZHCyM6B5GflYsuu37WhGUiyRIruIyOcQo3agLBZit3FeW1sfv/6Xxjx/iCiehxPQia3Lh3LsFAUGdt26MiMdm3nYGPjOJA0bESgIVVDsLvcUBxABMkUMRQTR3DIaktDtkUyCtKJKQma9Tb8pjvz/PDjz7Bi7Rp3Vsx2XVUURcYybfxBH5l5aex78nS+njGfWGe8+3MyNIO2ug7yBuTj9XmIxKNYlk0kGKdySCOGYpIS8jOoqgAZCcWQkUyBhEfHa6pIXgkzZvDN0wvZQx3FWo9Kma+KSDzWJYFxEBwBAREBh+ZEG5bfJkGSWdkL0TsNLNFERSWqxfF5vQzKKyE/I4dNTTUUZuUR8PpYX1vRFd4jdFH7riq9rtMcauWEvQ9n6IAhZOZm4U8JkrR0yiuqkHFddjRdRxIlvB43TTWWTBBNxog1xtBNE0UW8KqqGxKViOFVVOatXYKm65iWhUAXEbcdHMfi5S/e5sOFn6MoKoPyihmaVYIkSVQ11xHXEvg9XlrD7dS1NgJwyVFn8eKsGVz/9J2AW7Bs7GgGHLLTsijNKeRXh5zMb/55I5ZtYdl2F3lXyM3Ich1fdJNly5YhCEJ3ZH1aWto2f5t3hohHo1ECgUC/1v0x8DMR3wZO2/9Y3vjyg26ZxWaYpskhE7ftuvLfDlEU+fLeN7novmt4d57bBDR99EQeu/Iu0reRdnXu4ady2wsP9JhBEASBkSVDKNxJ3RfA85++2cNzfTMs2+adeR9z+oHH91j+9Eevcsn91/Voeokl4zz2wYtUNFTz3l9/eJ3zpy/M4u4LH8QybUzT5K1/vss+J07numeu3CVk/MTfHsM7j3yIZXwbHOHxqUw9chL5A7+NF37+tldYPXct+hYWX40JnTvOuZe7PvpLj32qHoWc4v+M1OPDJz8hGes9w2QZFqvnrUOSJVZ8ubqHPEZL6DRVNbmpeFtBUiQGjx/Yr2OH2sLoCZ3soiw2LC7jqoNuwDQttLiGL+hl8LiB3PPZbTvV5Pozfhz05Q2+PSLuOA41NTXU1dUxfvx4gkFXCrWj5stZy+ZyzRO3u4TStrn2lMsY6M/rIUXZ7DW+rHw1v3n4RrSugcF1p13OMVMP7t5/LBFHFiXXxUMAEZG8rBwKs/LoCHdy1Pj9+dUhJyOKIpefcj6RRIzc9CxkSeaTxXP45ztPu3IGTWSwVMCJ2YfxYt3bRJ0ENg5pXj9+j5dHZjzHfkwifXA6szoWEDPj5M7IJFUIoqUbWKaFYAns65lMbmomBXsUsGbdBlpWNtMUbSWpagw6rBTtTR0h1aF8WB2ax8CRHJyuKPcOwsxPLEdGJo0Am7LrGNFUQrqU4lZGDcGVVegKca/m6rhFAQkJy7FIF1NI2hqGZSLoAnmNrktNIOolP5FNxph05inL+WzJQsTlT1CcUcAZo4/jm8fmo9Ulu7Xfju1g2w6yKiHKIoZusmlVDfFwotdnaRoWFcsr8fgVBElEUww2jqpDFAUUSyGUEaNcrGf4+mIqBzYSCyRJ7wjij3shBKVaPnPXzMcf9JFTks1J+xzG6ys+pD3WiYEJAsiChI5BUtKRkRBEgbiQxHYcREQSJBEdAd3QGJhfQlaqK6O6/rTfMHPRLJfYOw5t4Y7uApjrqmIRTyb4Zu1SGtqaefGLGSzcsBxNT5IWTKUl3IYiKwzIKaK5sxXbsRmUW8qq2o3YtluvFwQBo6uw6Pf4kEQRwzQI+gJ4FZWEnsDuslMEAduxiWpxTNt9trRHOvAKChvrNrkhWKJEXEswduBIzj/0VLweL82drdz56sMICPi9PhK6hldVEQSRk/c5ipP3OZq0QAp3n3M9j3/6CgvKlpPQk+SkZeLz+Ljm5EsYNcLtcTAMg46ODpqbm9m4cSOqqpKZmUlGRgbBYLD7+bmzFfHN3/2fIn4m4tvA4ZMP4PjphzFj7kfEtUS3If4jv/vbNgnp/wqy0zJ546bHMEy3+WlHNotX/eLXfLRoNks3riRpaHhVL17Fw8s3PPydjt/c2YZm9HYrMS2zVyLqhtoKLn3g+h4kfDOSusbnS7+mrG4TQ7uS6X4IREMx7r7wwW5NM0AypvHlm/M46PTFuyShMacom4fm3c1DV/ybZbNX4Qt6OeaiIzjn5p4a/g+e/KQHCQd3KnDprBUkYkl8gR9mtmCb1m+CGxS0bsEGDL13k7AW1ykckk9rXXuP61A9Cr+44vjtHrOtoZ2/nnEXq+euRRBFMvPT0ZMGsfC3g+tENEnZsgrefPBdTr/6F9/p2n7GD4OtY+o3P5C3RaoNw2DVqlWoqsqUKVN6PLQlSULT+g4diyXjXPvk31BkBZ/qobGjhd/+688cOGpPzgy3M7RkULcUxbRMrvjXzViWRXowFd0wuP3lB9lj6Njue96rqGSkpCMIbqFDVVTy03NIkwNExShy0IvhWCg2pPjdBEWAquY67p/xJCn+IA1tjbR0tLNeL+Nc4yTO8h3Ni/EP8XhVCvPzyPCm0tLSTqPexieN3yAiYJgmG+0qhvhLiKsaUTmGZIjooxzaWiK8uuIjBFHA2d1hsbABr+IhmUySXZJGUWMO8VaNitJ6903p8vS2sVEFBcuxMFJskB1ieRrBRj+GYZDXmElHdtT9jFzlCH7Bi9/20up0YlkWHk1B6rI0LGjKxmsqCI6A5BGp8TbRmR5FTSgkkzrLGlZT/UUNg2sKuvPeDdmkKa8Dw2ORFUtlt4Ii4pEELTWt3ZId94Zx/7At25Xa4HDA6fvw5kcfICgCAdGHLTkIpkA8O0lVoom6khYGlxWS0REEByRHBMMhRIhQc4j2xg6KOvM59cJjmfHVTOo7m0kLpJChpFLX3Ihhm+QFsmh3wuhJA01MICMhIyFKIggugaxorCY7NZPxg0ai6RplDZUMzi9l1op5tIbbEXAHmaIgoBkGNz9/D/mZeQzIKQQcEoaGEI8iihJpviCluUXkpGexsX4Tqkclw59KXE+gGXq3a4tlW9i2zYDcIioaq0nrSrgMeP1EEjF3YCuI3evrpoEA6HGD6rYG0vwpdMbC2I5NaU4hHkUl4PXzlxfvJxyP0BbucAfGkoRu6MSTcSYMGsUFh5/e/d0aUTSYe869gYKCAtZUb6Qt3EFpbhED84q711EUhdzcXHJzXVlWMpmko6OD6urq7sp2RkYGpmn2eybz54r4fykEQeC5ax/gq1ULeGfuxwR9AY7f63CWbFzJHS//k73HTmGvMZN/dP/kSDxKZzRMYVZev0aHCS3BO/M+oamjhX3H7cluQ3t2HDuOwxtfvs8TM1/BskzOPuQXnH7A8dvdt1f1Mvue15m9Yh7z1y6lJLeQE/Y6/DtbPR46cV/+/f7zRLeajRAEoZet0bOfvNZnUuhmqIrC+tqKH5SIL/lsOZIiw1bWh8lYks9emr3LotIHji7lro//ut11tpaubIbAD5uGeehZB7JizupeVXEBgTHTR9Fa14bqUUgYPc/J4/dw/OVHU7Oujo+e+QxDNxi2+xCuePgSCgdve7bFcRyuPPB66soauq+zsbK5z3W1hM5HT3/2MxH/CcNxHDRN6xFTvxl9/QZ3dnayevVqhgwZQn5+7/tkexXx1nAHpmWR4g/S2N5MXVsjtm3z1frFVLbXM+PWJ7oJQCgWcePoUzMwLYvOWJhIPMpXqxcy2JePYRp8tWYRbZGO7gpeTkomqyrWsdBYRsDnpzHSysuz3sarqAwoKOa3x53HnqMmUt/WiG1bLNqwvDucJabEWZFYT0ZrgCHFpfhz/KQGA6SlpRE3NFo62tEdHb/oo8MMYcgmq7UypKRInpWF4sjMXbWQiBBHc1w5gxbTkEWZkSVDEQyHyoJ6skOpZIRSUEwZS7LcinjXzJthu1KSjljIla0UCwyI5aMbOvXZbQRTAqiSTDQcJ+qNI9gCcSNBppCCIVkYmDiyQ8mmXLy6Aj5ILUijsDSPmt1biS6PIyYEMEAQIeSPEheTeJIKjgfWDa9GVw1woDW7E73NZGh9KYZmuPeGKGBvMYumelW8QS+JSBItqjFi3FDWdVZhGCaSJCF7JXxBL+1OBG/SQ0ZHEFN2r9m2bFTNlenpXpOEo5Es0zh35C+54qQL2Fi2idf/PoNQRYjdUoexOncTkiYS0ePoio7oiIiS2C2hcmybtTUbEASRRDLB05+8xgWHn868dYtZU72RPYaOZdWm9bRFO7As23VUEQRC8SjhRIxwPIrtOKQHUgn6Ati2jWZoLClbRTQZw7BMOqPhLstBC0EQUCTFJeGOjW3bZPrTKLMsalobEAUB27ZRJIUxA4YS8Ab4Zt1SLNvqqqaL4Ni0RzsZPWgEo0qHIooSkiBS19bIbS8/iN/rQ5ZlWsMd6KbhknXbHRAt2riCZz55jV8d4lo327aNLMsIgsCYAX33nG0Nr9dLQUEBBQUFOI5DLBajo6ODxsZGTNMkHo93S1m2ZUEai8V+JuL/rRAEgX3GTWWfcVNZsnEl+131C0zLRDM0PIqHfcZN4Z1bn+pOrPpPoiPSSUc0xIDcYrdbWktw0X3X8ursd5FEEb/Hx32X3sqZB52wzX2sqFjDAX84BcM00U0DSRQ5auqBvHT9w91E+5y7ft9DkjN3zWJe+eJd3vnLU9sddAiCwP4TprP/hOnf+1oPmbgv00ZPZO6aRcSS7lRjwOvnlP2OYczAET3WDceimNsh4pqhM6p06Pc+p52BKIn05dYmCAKy8sN+5fY+YRofPf0p5lYEd8DoUt5/7CPmvPE1wYwgJ/7mmF02QOgL+5+yN7Nf/4qFHy0lGU+ielQEUeDPr1yD6lHY58RpPPjbR3ttJ0kih519EKmZKVzx8CVYptUv/fqqr9fQUtva78GG+5n9jJ8qNpPAHVXAHMdh06ZNtLS0sPvuu2+zQWt7RDw3LQuvqhJLxmnqaO32ws4KphPTE8xZOZ+T9j6ShvZmNtZuQhIlQrEI1c11JHUN27G5+7VHuWi/U2iX4qzctJZpI/egrq2R9nAnkXjU1QurXhJaktWVG7BsC1VSWFdXzmdLv2bC4NHccvZVtEU6iWsJt9nTNEjxB+gYGOOMc46l/ZsYn66ai2a5lcshBQM44MBpNH79CUlLwxNQEZICCc3VAIftGIGYFwIiETOKW152Z6FMTARRwOP1IDgCMSeBasqomgzIGAETnS7JhLBZH+L+H1KimGNhdbSSmJhASArgEyiUcsiryyCWo+EJK4wsHkLV+hoSRhIBkZSYD100XTlDsZ/19RV0DkxgWiayLWGIJkmPjqDAqrEVpIQCZHWkoqsGiiETS0liShZriytxGqEoko1t2d1Wi3T1xFiWRTKm4fEpdLSHsXST0pRCmvQ2BJ+IqRmMaRvAEmktgui+LYIt4tFlJEt0GycVHV0xERHQ0PjTo3/nrj/+ibf+9DaddR14Ax7ayzrIb8wgvH+SUrOIytYaBENEREC33NllwzKIJOLsPmQMqqLwyux3mDx8AleffAkbaivQTYP2+hYe+Pw5vlq9EAmXtFpdMpGOSKfr3oJAWjAVr+KhNdyOZduYlokiye75GgYOLpFXZBlV9qKZOvmZOeRn5pIRTKcp1IKqeFEkGZ/qBUSiyVi364ybEGqhyiqp/hQ21m4iFAu7gYACFGbm0hJqZ0TxYFJ9QbLTMqlva3InLgShy0ZR4K43HmWfcVMZnF+Kpuu9Umt3BoIgEAwGCQaDOI6Doij4/X7a29upq6vDtm3S0tLIzMwkPT29m9fEYrF+SVNmzpzJ7373OyzL4oILLuDaa6/d+vj7A28Dm7oWvek4zq1drx0O3A9IwOOO49zR3+v6mYj3A47jcNItFxKKfRu7alpx5qyYz+MfvsQlx5z9Hzt2OBbh7L9fwcyFs5BECb/Hx0O/vY03vvyAd+Z93C3hiGtJfn3v1RRl5/VJhh3H4YSbLqA90tlj+QcLPueZT17jvMNPY3n5Gl6f8x5x7duqZSwZZ9byucxeMW+nSfbmh+fOzhqIosj7tz3L85++ybOfvo4qK1x45BmctM9RvdY9dvqhPPnRK720/AAexcPhk/ZncMEPG8Az6ZDdcOzeRNzjVzn07AN/0HO54LazWfTJUkKtYZJdaZiyIhOPJHjqz893y2dWzFnFqX88kXNu6jv69/tCkiRuef16Vn29hgUfLSEtK5UDT9uXzHxXI+r1e7lv9h3cdNLttNS1IeB6AN/06rWkZqYA7n0hqv0jzM01ra4Bcj/g8Xs48oKfnjPOz/gW/UmO3exikpKSwuTJk7dL2rdHxH0eL/ddfAu/e/jP6IaOIAgMLRyI5Ahojqu1/WrVQq594nbXPtHQaAt3dEsYB+WWEvD6eGX+B5yZdlKXb7hETiCDgOxlWfU6V7ZiJFFlFcu2EAW38VISJSzboqG9mQfffooDJ0zniY9eIalrSKLI8KLBxBIx7vnwCerCTWimhma4RZXyhipiyTiZ+Rk0d7YQDyfQLB1BFjCxkWQJSZdoNjs2qzy6Q2Zs222w00wdRVUoCOYiagL5HSGaMttQYnIXWxDQPW41WkTskp/YbGjaRCJdQzUU97cvBrX+JnJLs8gS0kiJeWhf307Co1NZ3IhrWe4woCyPnHgG8eY49gjw+bxkBTJoNtvQxG9nFBM+vatC6z5PEgEdS7IRbQFbcKhJbyQl5iet1e+6bKUHSM9Npb2hE8swUX0qCSPJm60f4W1RyGgNMkwsQE5VKBqZz9jRI2lb1UmZWk3Cq5PeEXQVLo7bPCnZIrIgI9kiik8hkaIz75tF1G9qwBP0YDk23qAHq90mryYTT7aXy045m7dWfcSC9csw4hYKbiUZB+raGhlaOBAHqG1tYOrI3Rk9YDiO47CofRFXnvRr5q1dgmVb6Ma3kj3N1PEqKn6fn4Mn7E1pbhGLNi7n8+Vz0QwNy3Y7bL0eDwFPAFFxJbWmZRKKRyjNKcTr9WBjU5SVz5Rhu2GaJgs2LKO2uZ6OWAjLcWcTxC6pSqo/iCzJZPvdfJC6tkZkUWZU6TCiG5ZT1lDNqJIh5KRmktASaLpGWiAVRVZcNzUHFm5YzlMfv8qSdSvITs/k6lMv7a6IJ3WNjmiI9EAqPk//SbplWfh8PtLS0khLS2PQoEGYpkkoFKK9vZ2KigokSWLx4sWEw+EdDgAsy+Kyyy7jk08+obi4mMmTJ3Psscf2lR3wpeM4R2+5QBAECXgIOASoBRYKgvCO4zhr+nMt/2+IuOM4PP7hS9zz2qN0RDs5aPe9ue3caxhUULrDbddWb6Ql1N5reVxL/MeJ+Ml/uYjZK77ZgnAnOOfvv3e/oFsF78S1BLe/+GCfhHlt9UaaOlt6LY8lE/z7/Rc47/DT+GzpV5h9aHljyTifLP6y30S8rrWBSx+4ng8WfI4gCBw37TAe+s1t5Gb0vxFQkRXOPfxUzj381O2ud9Due3PE5AP4cOGsHmTco6j85vhz+es5f+z3MXcVvH4vN79+HTedeDsIArblOhuccPnR7LbfuB/0XNJz0nhmzb/4/OU5rPlmPcXDC8FxHUm21rC/dMfrHHvxkcx7dwFvPPAOsVCcvY6dylk3nkZGbvr3PhdBEBi39xjG7d13AMPgcQN5dv2j1Jc3YFk2JcOLvrP0a8SkoVhGb6Klel2/XVES0TWXdIzdaxTHX9p7kPcz/ntgmiaLFi3qdjHZEXbUrDkws5DfHXwWC2vX8NHSOYiiRGekk/zsPKaPnsSZd/wGr8eD3+MjPSWVWCKOz+NjYG4RkihR3lBNe6SD2AcvUFZfiSgIeBQPsiS7/seCgG7oaLr7HZRFt5lR6EqkCXh9lNdX8c/L/sLcNYvRDI1UfwrtoQ52Kx3FwvIVbtR8lxezZdtItk1nLMyokqHkpWXz+Yqv8aBiY2NgYoom7Z4QGu4xN8t8HBwUWSYSd3XCh8jTyJqYyTJtLU6VTUlVLh5bxROWSXh1Vo/fhCW4GnBbtHGA6oxGbMnGr7vNgJZjgQm5oQyUSgFTtDAUi8rSBkRbRHTcdaoGN5NZmY4ZN4k2xYj5NUoK8olEolimhS3YiIjYooPldehQo1iijSmZiIg4IniTqmtjmOGQLqbj4DB43AAkRSYRSdLZ3IliK6wfWYUe0slrTcOQTEwExFYBocHBO9rLKROO4qO1s9FGmTjzXccXS7IwZBOvpuKYNqbHITHWxIhbrGkqpznUhpOEtGAqdsSkIxqmItpAmxbi3ac+Iy87B1ETKKzKIK8iE8dxiKTFaRzfSa3cgFGts+ydFQwyith9//HdAT6Nbc1kp2ZS197YPVhyvcjdweX4gaPYf/yeDC8Zwu5DxvDp0i+xbQdBcO0ddcNgQEYBvzriVN5f8FmXW0qcJeWru6QnNqNLhxIMBKhpridhJBlVOpxv1i3u/g44XY2204bvTm1bAzlpWUiiRCThymMiiRijSoayonId9W1N5KZnc9eFN3L9U3eQ0DVMy5X35KRl8v78z0jqGmn+FCzL4vZXHuT+i26hqbOVv73yTxJaEkVWuPrkS9hj6Nh+fecty+o12JZlmaysLLKysgDXA339+vW89957rFu3juXLl3PwwQdzxhln9PqdWLBgAUOHDmXw4MEAnHbaabz99tvbDPHaClOAsi4vcQRBeBk4DviZiG+JPzz6Fx55/zniXVKHV2a/y8yFX7DysU936HO9vfTR/2QyaXVzHXNWzu/VuJjQk91fyK1R2VTb53LDdA30+3ytS9qRmZKOIsnoWx3Pq3rITuvbo7esbhMfLPgcr+rhxL2PJOjzM/U3x9DY3tLtfDJj7kcsLVvFuqdmdwcZ7CoIgsArf/oX78//zNVZejyce9ip7D12yi49zs5iymETebX2Gb6aMY9ENMmUw/egeFjRj3IuHp+HI849hCPOPQSA646+pUda6GbIqsId59zHyjmrul9/99EP+fKteTy16qF+he98XwiCsFNhRNtC8bAi9jlxGl/N+KbbiUVWZdJz03hk4T9Y9Mky2urbGTN91C61lfwZ/zkIgtDr99a2bcrKytB1nenTp/fbK3h7AT1LVizl6mfuoCnShoPDmIEjyEpJJxmJc8uF1xD0+UloCXIzsnEch9ZQe7fVajgepT3SQUvIjfre1FiNaZmoigfN0IgkogwpKKW2tRHBErFtC1Vxq+KO6WBYJh5FdaUwaekcd/P5VDfXEdeS+BUvA/OKqY+20BrtICstA9u2u35nBUzLIhKLsnDhMoargwjYPsJiDNu2EBCxHYfUlBQMzcK0DSzR6SbjaWIKxa05DIkWo+dbPNb2KjYO5LpWiKPXDaQ1J0RjQTuyIWF5bbdyKoJf87jBQSkJYr4EXl3FFm1yw5n4KxScFAfdMUF2kGQR2SdjRkxEXcSRLEzBIirFUDaJiNkiVpWFY9lIsoi9ueNTAE3WCVg+0khBqoOUzgC2YhHNTBINxBFCDkXDC2iv76CpsgVZlTE0g0ETBlKX20JTtJ2SUC624GBLNqItYggWjWUtzEsuJKs4k2lZe2Cl2ny19Bs00UAQXItFgFAwRiQngWlaiDUin2lfM2hIAeYmnc7WMJZuECqI0yx1YDs2pmPS0RbC0yaRW5GDLdjYkkMw5CNrjUm0IkxBQyYLvlnE8pdXcNx5R7LbGeP5zTO30hBqoTArn3QtlY5ICEFwSbhpW1iWxqKNy7n0obX4PT6OmLw/pbnFbKzbhGZoyJKELEmk+lI4fOL+XHzUL4nEo0y94lgMU3flGgKUNVSRk5ZFQ4dLomta6rp9zIHuAdrFB57Ofe8/SV1TPV6PF8uyQYDalnoi8Rjp/lRGDxjGH066iN2GjMGrqPz52X9g2xYZKWnsNng0a6o3Ut/eTFu43ZWPBFL5avUCXvvyfWRRoiAzl1gyzh2v/JNHf3snGSk7NsSwbXuHfXGqqnL66acTDoc5+eSTOeyww/jss89IJns7eNXV1VFS8m1ac3FxMfPnz+9rt9MEQVgO1AN/cBxnNVAE1GyxTi0wdYcX0YX/F0S8LdzBw+8+0yN0xrZtYsk4977+GHdf/Oftbj96wHAygml9yh8Ks/L62GLXoL61EVVW+wzLsfqoXEuixF5jJve5r3GDRhLw+okmYj2W+1Sv64xyxKDu0fjWEAWR0w84rtfym565h7+/6jqjiKLIFf+6mV8feWaP5Ddw3U6aO1v5cMEsjpl2yPYv+jtAFEWOmXbIf2Tf3wcpGcFu8vtTQmZ+BqIo9nIysS2bpZ8v79HgaRoW4fYI7z32Eaf9sW8f+Z8qrnv2St7+1wfMeOh9ktEk+5w4jbNvPI207DQOOfMAqtfVsOab9SSiCSYevNsPntz6M74fEokEK1euJCsri9TU1H4HgUDfRFzTNFasWMG/Pn+JhkgLmcF0HMdhVeV67jz/OrLsACU5btGmKDufxo4WYsk4VU21OA6kp6RR29KAaZkUZRXgEWQiybh7Xzk2oiiBYJAeSCU9JY1IPEpcS3LrWVfx4YJZfLb0KzfWPjOPtGAqmxpraQ23YXUF+ETtOBsbKvH7/BiWSXOoDQShW2Zi2xaO7dBKJ1a0jJAUQURClVTXglBykIMSOVYmTXorjmNhCw6KLpNi+6nw1WKpJivbNyJIAqrjpmDqikllaQNJ1UAxXK9tj66ge10tt9dSsQSbQMRHIpBE1WSySGdwSxGakEQQBVRBITUlyHqnBr/iIykm0SQDWZbxxBVkWyItM5XdB5ZQXl7OpNJxLIitxLKT2JLtDgoA23AoXZaNN+HZHFSBFjLRR9iMSh1CamYKGbmuQ42hmwQy/IyZPpIFK5/Ha6toHgPRFhA1GUV3pSaWY9FS20prXRs5o3Ows0HzGSgxCcEWUA0ZXTYJxnykR4L4vH4ave1EOxMEDkvFWK8Ra4xTHq6lNS/kDm5wxw9RO0Z2vADFkdFkAwsbW3ZI7QyQbrtNocgCCUfjg2c/5vGaV6mJNyBKItUtdWSnZhLXEmSlZBCKRbD1JKLoOuLYtkNGMI0vVs6joc317JZECdOyUCSFzkSEqx6/lZvPvJKWUBvheISMYHr3gDaSiPLLA09EEASe+PhlFqxb1ut7YloWqxvL+f0JF3Lve0/SGmrHI7vNnw1tLaiKQmZKOj7FyzOfvs5uQ8Zw1JSDGD9oFGtrylhdtYEF65eypHyVK1ly3L6f1nA7j334ErIsU5JdgG3bVDXXsamxhtPvvIzzDj2Vk/c5ersFkp21L8zPz2fw4MHdFe+t0VdRtY/jLwEGOI4TFQThSGAGMIxvvXp67LJfJ8f/EyK+unI9HqU3odVNg9kr+xzx9IAgCFx72mVc/s8/9Xrt0yVfUdtST3HO96/ibY3RA4ajm71t/PqCKIoEvD7+dOZvt/n6E1fexQk3X9DtD+pVPNiOzarK9d0Nj5IoIQruvgTB1WW+csPD5G+R8AawYN1S7n7tkV7v6UNvP91tf7QlErrG2uqNPzmy/H1QV1ZP9bpaSkYU/WjV7u+C4y87is9enI2W+PazE0QBb8CDnhR7Oa3oCZ2ln6/4ryPikiRx4uXHcOLlx/RYbts2f/vVP5jzxlxXdy4KBNIC3Df7ju06sfyMnw42ewyPHj2ajIwMwuHwDgN6tsTWRLytrY1169YxYsQIajoaCHj837qzOA6rKzew/8CJOI6DKIrcc9FNXPXoLXy27GtEUWJQbhGp/iDtkU68ihfLNF09sOCg6wZ+j891KrJs1taUM6xoIIqkMLK4iCOmHMCxUw9h6YplzKtZSVn9JlJ9AVZuWutyza7z2KwlT+oa40qGU9vZRF66h4qGaizL6vKsdgm0ZujYsoOFgQFggW4ZCAmBYMxPmhYg7ItjiRZpnQGsgIWlW6y0NxLyuNIDWbBRZQXb0DFkC2HzfwJISIiijWO5wT2G1ySmJnFw0PwGbYQIZPrJkdLQ4jqqrGA2GkyUR7ImpQpTtBAkKGzJZvnIMizZIp9sxuaPxe/1UWjmEarrpDGtjbAUI+5J4ohQVJ2NmlQQupKGBEfAF1NJX++hXenA0ixySrKYetQkhu4+hNfumcGij5cR6FRJT0khEUjiOODVVIQunTsCqH4VROhsDdFkdrBxeBWZLSnkNWS61+RzZaCiKdDa3E7TgFZ8TR7CS0IEBgdpSQuRaNKxkrY7KHLPDsuxCMsxcoV0VEvBkiwkW0JTDVRdcdM7HQdBFEiaGmbCRFVUbMcNvAnHI2SkpHXPfIhd94JhGZiW6TZ/hqNE4lGkLjtCx+0upiQzH6/q4d8fvsAvDzwRx9lCjuS4ZyhJEpVNtayrKe/TAlg3De55+zH2H7snz/zxXtbXliMKEi/NfptnP30dy7ZYV1NGZWMN4weMoLGxkczMTEpyCllatpqH332GWDLRgyeItohXUalprke3DELRMB5Vpbq5Do+ikJeRy3OfvUlBZh77bGdme2eIeH9cU4qLi6mp+baoXVtbS2FhT17nOE54i79/IAjCw4IgZONWwEu2WLUYt2LeL/y/IOKluUVoRm+PYlEQGd5PW7u1NWV9LpcliY8Wzeb8I07v8/Xvg9RACteedjm3PncvttO7Au5TvRRl5xNNxtl33FT+cs4fGVI4sMc6juPwwmdvcs9rj7Kqan33lxFcX1FBEHq4jli2RcDr5w+nXML+4/dk2uiJfbrCPP/ZW31W6mVJRpbkXl9qn+rp5Xjy3wo9qXPzKXew+NNlyIqMZZjsdsB4bn3jelRv3/ZJPxZs22bhR0tYt2AD2UVZHHDqPgzbfQhXPnoZ9136MIIoYlsWOcU5/PrOc7jtzLt77UOSJQqHbJ+gJuNJ4uEE6bnbTkL7qeCDJz7mqzfnoW+hkU/Ektx00u08tvSBH/HMfsb2IAgClmWxfv16EokEkydP7rYrkyQJcycSjzcTccdxKC8vp729vTugZ0jhQL5cOR+v6un+rRxcOKA75l4URQbmFfP6jf9mt0sOc6PKu6rxpmUxcfBoFtWsJhqPdc9ompbrVKVIMoZpoBk6vzzoJM4++CRS/Sm0drRxw8v30BxtR5VVQvEwmmFstu/+trQmgCLLSJJEaiCFFK+fuJakvb2TuJUAR8BneRFN0GwDUzSBb8mZZugYsoFXV/GZHndWzIF4LEE8I+kS3q6DWVhotoMoiwwI5VGT04KDg4yMIZukWH7EqEB7RhhdNnAEEG2BpKoTtAM0FbQTbFaJezTEpEiqHaBAycO/1ENHMkzSTrJmZBWCLYAJDemtvLrmfSYUD0er08hsTyU3ksmS4nWImkjUl0DVZAS307NbT48DWlTD8dtEQlF0zaB0ZDHgsHb+eiLtURRboJQcTK+FZIgIdJFw3O31kA4C6DET3dQQ/RL1Je34El7SOgNdb707+2DYBkNXFiHpIvHyMLE5YTpGtJGWEiBuJ7B9Ak7XsxUcvAN8CG0idruJZEnYok358HqGbihC0WUcxUHQIKka1JnNpPtSCCWjmJaOLMnsN25PrjzxQi6494/UtjWS1LXuGefa1gY3DbPrHtn8LI9rCdY3VJCVkcHijStRZZVhRQPZULsJURSwHYcRRYN54fM3Wb5pHa2htu5Uzy2hSDLRZIxlm9bwwIwn+XDxF4iCQEVD9f+xd95xklT1Fv/eSh0n57CzOS8sbGCBJUsGURAVAVGR+ISHoiBJUESCiqJkARGUjOScc9qc887sTs7T07nSfX9UT+/OzszuLEHxuccPwlRX366q7q4+93fP7xxc1yXppDITA5vq0kqSySRLly3l4Q+e4/73nsoUEvsXizVVJWWZdMcjTKwey8bmTZi2hd/nY+rIiYT9ARKpOEtrV32uRHxHrimzZ89m3bp11NbWUlVVxcMPP8yDDz7Ybx8hRDnQKqWUQoi9AAXoBHqA8UKI0UAjcBLQP9RjO/ivIOKjykdwwG578fbSj0lvRRD9ho+LvnXusMYI+4NoqrfsszUUIQh+Sr/s4eDKU3/MCx+/zidrFg94TFVVHrj0ZvaatOeQz//Znb/mzuf/MaisZij/7XgqgZQuB+y+95Dj2rY1qIxFVVXPw9R1sjcFXdOpLCrnyFkHDTneZ4Hrury64B3mr13KyLIqvrH/0Z/aw3w4uPvy+1nw6mLMlJklc4veWMqdP/8b5//prC/sdXcWqUSKnxx8GZtWbiYZS+EP+bnjor/yp3du4PDvHsKBJ85l7YL1hPJCjJ7mOctUjaugbuXmfo2OmqFx/HnHDvoa6WSam/7ndl5/6G2EgHB+mP+95RwO/MbcQff/MuDp218YoJGXrmTz6gZaNrVRPrJ0iGfuwr8T8XicxYsXU1FRwaRJk/otG++o+XJb9JH6+fPnk5+fnw3oAbjylB9z2u8uoL2nC9d1OHD6Phy/7xEsXbIUx3HQdT07xncP/Qa3PXMfSTOJ7TgUhwu48oc/JZZO8PjLTxNxEzz89jO0RzpRFQVN1cgJhlGEwpSacVx5/42sadhAXUs9rd3tXlVbEaiZ+PqtJWSaoqKrGooQdPR2U5CXz7rGWnQ0QiJAWqa96Hdbw5Qmmq2CIr1qdiZMyHEd0FSmbRqLnlBZObKWpN/EVm1SioniKKiqgiltL9kRye7pcUxmJJP08bylzyNtpdFTGuPqq8iXuXxcsIJeJ4ateC4mUnFJuAlkQrBw/Fqv6iugsCMHe4mN4go0RSFekUYKiSpUEsEUju1S27oZtULhnBkn0/qXdnoCUaK+BKZu4XN00iEL2SkRUum38K/pGoFQAOlKhC5YuXIVq99eR6wnDqq34qdYCnpaQah4JWvoN8uRUmLqFnk9ISIFMVRX0FrWTX5PCJ+pe9fGEYhImIDjA0cibRAujF1YhRm0qFAKqR/fijEtREdPJ1NqxjOlZjzrajYSWR/HNV0200xKN1k1dRPj11UTTgaw813GnjSGuro22no7M84lEl3VcB2HF+e9gRCKF2IjBH2fdOlKVFXFtd1+clDVVmhub6exp428YJiXFrxFbiDM9w//JptaGhhfPZr6tiYM3aAnFumnDe+Drmre5096AUJPfPAiVcUVqIrCsro1gMTQjGy1fmzVKEaOHMmKto28v3FRpvLuuepsjT7r5PKCEibXjGdMRQ0frJpPdVEF5YVeA2XasijJK9rud9h13WEXfYZDxDVN45ZbbuGII47AcRxOP/10pk6dyh133AHAOeecA3AicK4QwgaSwEnSm63bQojzgJfx7Av/mtGODwv/FUQc4PEr/8KZf7yYp95/CYGgOL+QOy+4fkCgzVA47bAT+fOTfx1AxC3H5pg5X/kiDhnwbvbXn3Epx17x/WxDUN/24twCZk/cY8jntna3c9sz9w265LQ9hAMhJteM3+4+3z7oOO5/7Z8DCL7jOrzzhyf41d//wNMfvIIiBN/Y/2hu+p9ffSEa3HgywUE/O5HV9RtIpJIE/QEuvONXvHfTU0yoHlwL9lnx/N0vD0irNFMmL9zzypeKiD/y+yfYuLQue6x9YTpXn3QDf1txO76Ab4CDye9e+TXXnPw7lr23EkVVyCkIcdE9F1AzacSA8QGu//4f+eCZT7DS3opTV0s31532BwrLC9ht7rC6zf/lSCcGl3spqhjwvu7ClwfNzc1MmTKFvLyBjVw7S8S7urpIJBJMmjSJ4mLPzSmZTlHf3kReKJdnf/U31jZuxKcbTKgag6IoHuHZpq9it5ETURUF15X4NIOccA5dsR6mjprI4dP3Z3nHRtJmOuvJnLJSlPtLaOlu4+w/X0JA95OyTDp6u7zYdwSuK3GF51+tqxqucMkP5/Gr035KYTif5q5W3ln4IR+uW0RPby8i43Put3zYuo0blKALaprLaC7sxFETuEikK9F0FU3ViI9JU74snynrRxItTNJU1EmX1outOyiuguZ69+q8ZJgRG0vY7dip6IZO/pIc1i5fjyoVlHyFjtIIvqAPPZlCCtvToiM8Iq9JVFvxqsDSpbMwQmFeLoXduUjXRTM90+605lkTqigUxHPJed/H68vf4cAfzOWG9+5ATShIHVKGScuIbvLbwoQTmUJLhkjbtk2ko9ezNoym+OiBhXQ0dXm+4pqS9cYWLhg5BlbUs6HsV0sSIDWJK10s1aE3L4HiKmyY2MSITaXkRILYuuORclPgZiwYRabiKxwBGozaWMF5V5/NB3UL2bS+nkXvLiOiRGnTu9F8CuV5pfQmYlTUlFJzUCVrPlnPlJyxhK0QR808mIffeZr8YA5l+SW09nTwxpIPiEXj1LVsxnSszKH2ud3oFOUW0NzViislwhWMW1NJUaf3Hekpi6EeEkBRBb2JKIams7ZpIys2r6Un3suUmgmDrmyDt7qjSJccf4ig4Ucq3mQQM2cYBQABAABJREFU4ZF00zYJ+vxYjkMyneKxd59jwfpl+HUfAZ+fgM+PZVsDpKqKUDBUnbFlNTiOjaHpjCypJj+cS1NHKy6SMeU1HD374O1+hz/vijjA0UcfzdFHH91vW4aAAyClvAW4ZbDnSilfAF4Y1gFtg/8aIp4TDPPw5bcRTyaIJmOUFZTslFPClJET+OO5v+S8my/v/8GS8D9/voy/X/LnL8x54eA95vKLUy/gV3//I4ZmIKV3Y37puge2+5oL1y3D0I3tEvG+KN2+2bSmahTl5PP1fY/Y7jEdsPvenHbYidz3ymOex62qoikqt57/G6aMHM8jV9z+6U52J/Gbh/7M8ro12ZtJLBknnkpw6nXn88mtzw9rjEQqybUP/Zn7Xnkcx3U5+eCvceV3f0JuKGfQ/VPxwa9nOrkl+e/LgFfuf2NQYtm8sYX2hg5KqgfaSRaU5nPja7+hpz1CMpakfFTZkOfT0x7h/ac/zpLwPqQTaR649lGuf/6XOzzGzavref2hdzBTJvt9fW+m7jN5eCc3yLG8+cg7xCMJZh2+J5NmD53advC39+fh3z6Omep/3KG8ENXjP/9ej134fDB+/PghyfZwiXifFKW7u5tgMJgl4esaaznzpouJJmI4rsvZR58ywJa2T5qyNR584yny/GGqispRVY1EKsFL899i6qiJKIrC64vfY8qoiaxr3Eg0EcdxHepaGzJ2hZ4GO+jzY6g61larjI50URWVsRUjyQmG6IlFOX7ukeiqxjUP/ZnXl3+AZdsoUoAQ2DjkBYIcmrcPkw4ax5on1uIP+9iQrOe94EJc4QASFZXdx04mYBqkuxxSMZtSqxinVxIJxpBIbM1r4tRchUn2KMbMGEUiliI3X6OzvYtIcQJ3pKDFaMfCxrFdkrqJjoaLC45LKOmnJzfmuZ6YnpbbVSSpgAndHnnN6wihjlZIhtMgINzjZ9zySgQQaenhrfp3KZtQRKfbgy/hw9IsXMslZPoRhgBbklVsblXVttIWbZvbvfdKgrQ8d5dMTA1mr+ltz/yvj0hLRYKn1CEZSlPSkkdNXRmaq6I7GkjQLS0z2fBIvFBEZixPlmMLh5ARZErxeKxak2X3LcZnCUplLslxCbqr4jS0N+PaDpHeKOl5CYo3hOkSHST9MXxTgwi/J4Gpa2sgZXrFk/l1S3Gk17SrKSq29EKahBBE4lF0V8ffo1PclkdxZx6W6n1OC9tyMFdBepqD7Tg8+ObTFObkEQwFiSUTzF+7mP6zka2+K0gcV1JRUIYrXWqb66lva6IwJw9XuihC8cg6gqDPT1FOIc1dbWxuayTkC1JTUkWts5lIItpvXCEEI0ur6Y73EolFSZop9ps8m+8f9k3a4l0YhsG0kRPxG74dfpc/z4r4vxP/NUS8D6FAkFBgeBZX2+LQGft5WsStiHjKSvPUBy/z/op5X6hl3iUnnceZR5/C+8vnUZCTx9yp2w+sAKgsKt9u6qSqqIyvGs3uYybz9AcvI6Xka/sewZ9/dDWGbmA7Ns9++CqvLniH8sJSfnDEtxlR6hEVIQS3/e+1/OCIb/H0B68Q9AU46eDj/uXhOf947Z8DZvRSSpZsXElnbzdFuQXbfb6UkkMvPolFG5Znx7nlmb/x0vy3WHznK4PaLe623xSWvL18wPZpc79cNnhie5+PHRxmfkke+SXbt5DqaOxE92kDiDhA04bmHR7f07c/z+0/vQfbcnAdl6dueY7DvnsIP7n9f3bqOn7y8gKuPOFakBLLtPnHtY9ywAn7cun9Fw46zrd/djxvP/4+rZvaSMVT6IaGqqtc/o+ffen17bswODRN26FGvM8VpU+K8uGHH2Yfu/COXxGJR8kP52I7Dnc8/w/mTN6TGeO2+P5vTfb7EjxjvVHaYt3Ud7V4AVJSksyQpz6Znuu67Dl2GhuaN1HbUo+h64wqraa2tR7HdXBcOcAytu9TG/AFUBUt63Txj9efZMGaJZ7WO3O+GipSuqRlmtbuNq4+4iIeX/AMa9rXM1ZUo/TAJ+EVhIwgoytq0DSN9mQ3zkybxk2tGAmVabWjyfOH6c2LobgC1VEYu64KJSDoDPbQvrGDmikjWBJYQ1NeB450sF0HHR1X8RTKaddERcGXNoiGEl6lWnVwAk6m6RTqR7bhTxoUdOewZnIDiWAa4YJUoLQ1HyRYuoODSzQVx7dGIWfPMMlYCjttY5g6whYoQQUZABl1YNv2KQm9nVFQPMmKbdtIAUIDbNGPhEs8L3RFCqSQaLZK3egWVFth9MYKHNXFES4+U2xJ7PT6HL3/zEo6pLdf2kB3VJ6/6xUWvbaUnJwwyWgKRSrUrC+jK389JU35VDYWgQTD9uQ2juKi6waJhZ2ouwm6nUg/F49IIpb9XOiajnA8XbZpW/iTMG3JKDRLRU97v1dWwEu/dKSL3WDRMyqR7Xnw6R7BrSouI9nkSaps1xmgEVcVFdd1WNtcy8jiKgI+P/FUgsaOVvqioHri3ipEdXEF65vqPA95x6En3ovf5yMnGCZppjKWhTnYtoOmaeSGczjrmFNo6+lkdFk1s8bsRm+kF19KIJMmjfUNFBYWkpf3+fQc/VcQ8R1FewohTgF+nvkzBpwrpVySeawOiAIOYEspv7ic7c+Il+a9NagXdzyV4OkPXvnCvauLcgs4bt/hJwDuPmYyE6vHsLxuzQA9uN/wMb5qNM9fc3+WXG+NtJnm4Iu+xbKNq4ml4vh0gxseuY0nrrqLI2YflN1v9sQ9tiuP+aLxWW3c31ryActqV/Uj82nLZFNbI89++CrH73fUgOdccMs5nDf3YqyUiWXaaIaG4dO54Jbh9Rv8q3Dk9w/l79c83K8pUQhBaU0JD1z7GJtX1TNtvykcf96xnyqwp2p85aChOYqqMG0HspSu1m5uu/DuflXpVCLNq/94g8NOPWjI0J9tYaZMfvWtG7Je4eBV5N998kMOePoj9vv6PgOeE8wJ8peFf+Ltx95jwWuLKRtVyjE/PJzSETsOgtmFLyd2VBHf2hWlrwoOHqGWUlLb2kBxnjdp11QVAWxua+pHxPv02qZpsmzZMsLhMDOn7cEbqz5C1zSE9KR5jR0t2f1PO+QbXPK361lWt9qL99YNRpRUkRvKybqs2LaFruvYaaePy3sJksDyOi+Fs6q4nL++9DBLNqxiwfrlmLaZpUymdDHwKuqf+Ffw0IfP8rUzDqdxXTPNG1vIJ8wUYywd4R60oIZl2URjcVq62rB9DlHDYXlVLZNWjSAVMLEVF19aR3c13JRNw/JGyotKWblqDc2lHUhXYmsuUoCJlXVSQfGIX8rvpSlqjoqrOJkUTfAlPbeT1VM3kdcTprPY88fOdqRuNWd2kaTNNKqlkvOxj7BukK5IU9ng6YadxDBkSBIURWAEDYr2Labz4w7MiNkvIEciSYRS6JaGMxFqfU30BKNUNBRlytygWcqWynnfRRdQNLGI5s0t4IBiK6iOAhYkSPH6w28jLUnBiHw0VfN84pEUteRS2ViEpTsIV+BPC7SUghOUuK5D2rFQbXXIfBKJF1Yn8arBEhhdW4Fh6bi6i2u7HiG3VSzd85eP6HGOnHUwx889gjNv+jmb2xtRhUI4EKK8oBTTtmjsbPHkU1sVGd2Ms4rjOliORXVxBQ0dzUTi0ez1UxRPB97S1Y6mqhkXKoXRpSPIDYbJCYSoLCxn0YZlJMwUPtVgYtUYGjpbeG3Re8yeMJ2Dpu/rZZUUed9Ly7Lo6enJOiMZhkFhYSGFhYWEQqFPVexKJBLk5Ay+wv1lwGcm4sOM9qwFDpRSdgshjgL+Qn+z84OllB2f9Vi+aIT8wUGDdHRNJzf45ZttCSF46boH+PZvzuXDlQvRVJWA4eenJ57NV/c5dLsuJne98CBLNqzM6tL7QoVOvu48Wh9b/LkH83xanHroCfzxn3f3a8IVQrDb6Mk7rIYDLFi3bEBgEngSl0/WLB6UiI+eNoq/rbyNJ29+lrULNjB+xlhOOP+rg0o9/p341oVf55MX57N+8UbSSRNfwIdQvPj35/7yEo7tsPyDVTx92/PcOf8mykftnCd+IOTn5Eu+yUM3PJ5tfhRC4A/6OOWyb3lR4E99yHN3vYyVtjns1IM47NSD0XSNj1+Yj6KqwLayFpM3H31v2ER8/iuLBv3RSsVTvHTf64MScQDDp3PYqQdz2Knb1yHuwpcH2/sBVlUVaxBnLCkl69evp6enJ+uKsvV4fcvbo8uqaehsyVbEJVCzTYFCVVV6e3tZtWoV48ePp7S0FP/yd6gprfJCcxSF/FAuPTHP4UxRFCaUjaEwt4DGzhbCAc9dpbm7DVVVCftCuI7LN/Y/hob2Jl5f9B6KqqAoKqaZBqFkqpIuLV3tPPbu87R0tZEy0+ia7oXGZCcfEnwKadfk94/dSdfh3Zx0yYk8dfOztGxuZf/Rsynevww7afLcW69SH2/0ZCMZAtxRFmGpzyK3N0hvboJERi5S0prH5N5R2KZNa6qDdJWFq/b/vknkloLIVly1j2xKkfEAV1wsn3dtO0siHkGXMkvUW8u7KW7Pzwbo6JaGq3jhMXpSZXJXzU5VR1XVs2INBoNE1vZ4zijbQACqo9Bc1cl43yj26p7KfG0ltpG5rq6nac6eZ4aQC03QuU+U1vFRSnOLWNG1kYlvVJHWLAxbg6RESEH35m4ChT7SroWrSPwpwztf4UlhXCFRLRUHm2TU80w3QwM/x1vDb/hQFdVz5LFShMwAZN4Ty7BRbdVrLBWSVCBNfU0bj7/7PJW5JXRFezypqoSuaA/nH3c6Ly98C0PTyQmE6IlGSGd06EiZ8aj3yLjjeCuX2WsnvH4GVVGwHRuBpyt3pcOG5jo0VePYOYfiM3y0RzroifVSU1TJ2uZawr4gpmXyzMev0hXt5mcnbtFh67pOSUlJNvkymUzS3d1NXV1dtrJdWFg4oF9je0in0/h825e6/DvxebCpHUZ7Sik/2Gr/j/A8Fv/j8PW5R/Cjmy8fsF1TVE75yvH/hiPaMUoLinnz94/R2t1OJB5lbMXIYTU4/OP1J/o1h/bBsm0WrV/+b62Cb43LT/5fXpn/Nmsba4knE4T8QfyGwQOX3jys548srcZv+LGSsX7bQ/4gYypqhnxeSVUxZ13/g8907ENBZiQWuqH1Ix+b1zTw4j2v0NPRyz7H7sXc4+agakO/l4bf4E/v3MC7T3zAk7c+T1dLF52NXf0q5FbawrFs7rrsPn7x4MU7fazf/cVJlI8u48HrH6OnLcJu+0/lzGtPo2psBX845xZe/cdb2SbRVR+v5rUH3+Z3L1+NpmsMxquEAN2349tSpLOX357+Jz5+YT6OPXh17MskE9qFLxaappFM9r9fbStF2fbzoGla1o7wD+dcxRl/vIjeeJRkOsWUkRN4c/EHhHxBJo4Y6wWgRKMkEglmzpxJMBjkkzWL+dsrj1LXWk9eKIepIyfQHYtQlFvAk++/hExalKR7ae1uZ9KIccRTCXriUUy7kzwjyKiiSi4++UdMqB7D9LMPJ2WbsNXCpa5qgIrP8CFdl0Q6iZReM6Fpu/3UZZZwcJwUSM9N4p6XH6FW1jGjYCo9ei+PNr+AfAIc22usc4PbTF4zkovmyk5cxdM7SyFpLe8mWBTCb4SY764aQMIHSNxk/+19JBwBpn/L91RmmizlVrw6npNi5W51VDYUIaSgqCMXy7A9iYXqYpg6alDFSTn9rtO2UDQFTfOaCh3bRVUVKqrKWLdp/QA5dNpvsn5SI4lgGmyBFbQplHnkjMnBabPQY2pGhrLFAlJKia24lMhcluvr8Pl8pIVnf6i4Cpqp9mUN4dgubpdEhiWb92hD7RSIdu/chQDLsBBCwZA6iXCK9RMasVR7oGxbQnlTIXk9IbQ8jR9ffTZ/fuU+NrU1kChIkxMNgPBcRCzDoqmqk0hhnGhOAinAaja59f77kCGXvECO541umdz76iOMKa+hJLeQ9t5OJHjyEtfNkvCKvFJ6k1E6oz39ggRl5iQd1yXg82NoOol0EkPRsz7oizeuYL+pezF36mw+XLUAKb0QojkTvAC1RDrF85+8wbf2P5aassFpYSAQIBAIUFlZ6QVbxWJ0dnaSSqWYN28eeXl5FBYWkp+fv1OhXl8mfB5HvbPRnj8EXtzqbwm8IoSQwJ1Syr8M9iQhxFnAWQA1NUMTpC8S+eE8nvrVPZzwqzOzN3XbtvnLT377L9dG7yzKCkooKxj+0rtviEYJKV18+pfHKzscCPHJLc/z8vy3MvaF1XzzgGMJ+odnX3jcPocRCgSJpxPZGbYQAkPXOemggWmiXySklDx4/WM8/Nt/Eu9NUDqimHNvPIMDvzGX1x96m9/98E/YloNjO7z92HtMmDmO3796DZo+9Ne4pa6V3591M6l4elAtN4DrSua9tPBTHbMQgsO/ewiHf/cQANYsWM+a+eupXbGJl+/r3yyaiqdZ9dFqPnlpAfscO5sbzxrEMstvcNgp269SSym56LBfULti05Ak3B/yc8T3vjg3o134cmFbaUpHRwdr1qxh0qRJFBUNboMmhOCZD1/hmY9exe/zc8PplxFJ9PLze65l5aY1rNi0hn+88ST3Xvh7iNlYlsXo0aMJBoM0d7Vx9p8uQVEUSvKKaI90smDdcibXjOODlfP5aPVC0uk0h+95AOClO69rrMWVruf2YOg8cMWtCAGzfnQ0bZGBC8KWY2O7DqpQ0DWdeDJOIpVEEZ4P9NbfHs+VxdsSTycwhM4SVrNXwR4sjK6ilS4c6SBUgaYPMnmXfRVaPEIpBdIVuIpLg2im0W3B1nZQgRxMTdFnDyhAs1XKGwsxTI2e/Dhdxb1ZfXhRWy4jNpciELSUd9Fc2cmcDycjHJFx69A8QmwJ2IEqxXW8iQqAL9egdGQpPZt7EKpA2lsOUmbYsKbr5Jo6lauKkA5I4dI4poXkbhYlkTwMSydnrR8FBRcXW/eaQNdu3IBeqtMR6cJxHVrKu7Lab5EZXwiB67gkp1rEC1JYAYuCjhwCccPLcAi4VJxaScxIsmLDJhzLRW7jBSBcwYRVVRR05iIVUHoET138HGf95Nv8/u27aJ0UQY0rBDoMdN2gcUQ7m0e2eSsJpsrUJaPxp3SEECTCaToOiOEoLikzTdoyEa6kPL+EnGCI9c2b2GfiDDY2byaaiuPXfdQUVVBePJ24mWJzWyNNXa0gJbFUAoHAZxhMqBqNoqiZwB+F4rwCQr4gLd3tdEd7iCbjHL/vkYzLrebxxS+jKAqLNqygPdKJ5dhc9NdruerkHzNl5NBN9uB9Z3NycggGg3R2drLHHnsQiUTo6uqirq4ORVEoKCigsLCQnJwcT76zE/rVl156iQsuuADHcTjjjDO45JJLtn39L0Rm/XkQ8cHKToOeuRDiYDwivt9Wm+dKKZuEEKXAq0KI1VLKdwYM6BH0vwDMmjXrMyqDPz0Om3kArY8u5tWF72A7NofO2J+8UO6wnhtNxGjr6WBESSXGl4jMgncjn792Cd3RCHtPnsE5x5zKgrVLB9gTFucVstvoLc4WC9ct49mPXiPo8/Ptg46jpvRfnzCpqipHz/kKR38KG0mf4eODm57i1OvPZ97apQhg2uhJ/P3nfyLnXyw3uv/qh3j4t//MyjxaN7Vz3Wl/QFUVfn/mzaS3DqCJpVgzfx2vPfAWR37/0CHHvPPie4n3JHa4jBfKG7qBuaOpkyVvLyeUF2TmoXugGwMDnpKxJD8/6irWLdrgBTyY9qD68WQsxbyXF7L30bO54sGfcc3Jv0MoCtL1HAFO+8VJjNtj+7aTa+avo35t44AEUAAE+AI+DjhhX+Yet716wC78p2FH0pS+gJ4+KcqsWbO2uxz91qqPueetxzB0A8d1+GjVQvaevCeWbaOpOs3dbZiWyfeu/zEH7DaHj9cupiCcx3VnXurFjbsuOYEQYX+Q0vwi2iNdRBMxCsJ5dPR20xnt4Z7XHiEnEKYnFkHJxNHnhXJp6Gzh1YXvsLxuDbWtDf1De7aClBJbOjimS3ukCwloqo7j2Bmv6YFwXJckaTbSwJVrb/IcNhTQ8MhsWjVRbSUr++gL4tHtrVapBKB6FW3TsLMhOlvejG3+U4IhdEwsT5vtKDiqm91BtRWmLR6NP+X97pW2FlCfaqVxRCd53SHGratCCk+mMqquHF9aR7gCn+ndaxShYPh0cipyiUR6sXstj+4MetG843YVSSyYoq6lHqUL/EE/8d44tubgaBIzYKE6CkG/QfmSIhRDJe2mkY6kcmMxm4vaaKrsZErpeGIdUYIRH7bmoHi+hTSIVvLcPApjObgRh02jW9EdNasvlyIjZhHgrrQR+wtcVbJxZguBLgNc0Ct1VtXVowqFpJnGdqxsUJGmqrhpl6lLR5HfnfktyiwlxOtivHr16+xhjGXznh1Yhzl0JOKYrknUjEPc233kxnICSR+O6l2sYK+f4GqT5jFduNIl7AuiG17oVFdvBJ9q0NDahBAK+aE8Tjn4a7y7+GOK84oo1zRGlFTy4idvYDkWjus16Y6tGMWkmnGsb6xD1zSCvgC7jZpEIp2kNL+IcVWjGVVaxbFzDmX50mVMHTmB95bPo7GzBZ9mMLVmIkHDzx0v/IM/n3v1oJ/pbdHnIa6qalY/DmCaJt3d3TQ1NRGNRtm4cSObNm3Kev9vD47j8KMf/YhXX32V6upqZs+ezXHHHceUKf36nb4QmfXnQcSHFe0phNgduBs4SkrZ2bddStmU+XebEOJJPKnLACL+ZULQH+BrO7D32xqmZfKjm6/gH6//04uQVxSu/t7P+PEJZ3yBRzl8rG+s5YhLvQ5mRShYtsUNZ1zGtw78Kg+/+TRCeFG4hqbzzK/vzWorz7v5Cv72yqOkrDSaonHVfTfyl5/8llMPPeHffUo7hdEVNbz/p6fpjvYgpaRwGNryzxu2ZfPI758YEDSTTqS58+d/Q1EHaiNT8TSvP/T2don4gtcW75CE+4I+jj/vqyz/YBWP/O6ftG5qY49DpvPtnx7Ps395kQevexzN8H6kNV3j969ew/g9x/Yb4/af3sPqeeuGrLr3QTe0rBvLfl/fh0fq/8b7T3+ElbaZc/SsYYXpNNe2oqiDk7KRk0dw6f0/ZeLMcTscZxf+/0DTNNLpNPPnz6egoGBQKcq2eH7Rm1ltLEBHbxerNq/HtC06Iq3ZxsmN7fV0ftxDWV4xDZ0tnPGHi7n29EtwXCdr4+Y4DpqqoaoaKzevI55KZPXbo8sK6Ir2oCkaxfkFFOUW0hPvJZqMs2Ddsgz5HYqKe+hrznNdF1e6lBeW0tnbvcOMCEt6k1UpwBI2iqsgBaiukrXrUxCEUwHUoEpeb4hobgJHdZEKCClQLQVH8SwAtzogwCPYftfAxiE3FSKel6KwMYeKzUUI6Uld6ke2k98Txp/ScTTvmggXqjeX0ljdSVG7dz/Iyl4cqNlciqO5uKpEcTzvQTNl0bmpE61YBw2kBpied/a218pRXGzNIZ22WFVVx7TYGIKWD9vnep7quiSkBrCkRVFBIYpUvDFNEJqCkKDaKpqm4c/3ox2j0v18J+FIANuw2TiuGV3RKH8jD9VSyRcjiAaK2DC9icJUHr52PXvdTcPCFQ7xVMILklJsEiWeNEQ1FXKDYRShkjLT5AZzCBp+XDx3k8AClVDcn6mybz1L8pxhVEMl71UfI48biV5u8Hzzm8TSCQK6n6SVIpjwIYW71cRJonTjGTBoBpZts3zTGu+9VFXGVY9iXWMduqrhU3UefP0pcv0hkskkoWCQFZs844e0ZVJRUMKYihpSVprcQA7X/eASnv3oVT5YtYCuaA9l+SX8+ns/o7q4AvDUA4ZucPlJ/8sfn7yLpz94hTEVNZTkFWE7Nt2xXoaLoTzEDcOgrKyMsrIypJQUFxezefNmGhsb2WOPPZg1axannnoqBx88cNX1k08+Ydy4cYwZ4xWCTjrpJJ5++ul+RPyLkll/HkR8HjuI9hRC1ABPAN+VUq7dansIUKSU0cx/Hw4Mb0r0H4Sf3P4rHnjjiX7OHJffewOVRWV868Cv/huPzKu4HH7JydS1NvRbwrnknut45foHueib5/DOso8pySvkmDlfyUpW3l76Ife9+mhWR266XrX2rD9ezDFzDqEgJ3+7r9sd7eHaB2/msXeew2/4OPvY73L+13/wb20C3dExf5GIdseGlFl0NXcN+Tx/yD/kYwDBnICXLjfYY7kBbNPm4G/tT0F5Pj877ArMpOm5SKzYzAt3vYxt2lhpqx/B/vlRV/FY4339boSv/OPNHZJwAEVTOfy0Q7J/5xXlcvTpw3cCAhi/5xjsQartvoCPo35w2C4S/l+I3t5eOjs72XPPPYeUomwLVVFJ2xaxrraMQwTsNmoSG5rqsB3bK5oIgSPBtG10XUcIhe5EhHlrFnHIHnN5bdG7KJnwnatO/Qm/e+x24ulk1g1EAJtaGynLL6Y3EaUgnEcqnUJXNGZPmM6CdcsIGH567dh2j1UgyAvk0puMYrs2rd3tA4JSdjCAR1CF95ziYAFOzCYmk1RQTHm8iFq1Eb9jMN2aRKvdQbuvBzNtYSsOji/tVaAz7ih9kIokrqQQCJJamrK6Aio2F3qNoEhG1HuE2jJsti6q91XhARzN6Vdx9zy6BZqqIawt05OEP0VXSRTFUigWeaimVzlWUAcsy6uOgnAE0dIkjupgTZe4H7sotkBzNTAFjuuSmOMgfZIcw0cqlUYoIG2JIlXiIoEVd0h3pQm5fhqndmAqXhBQWppMWDUCJSnAcDFdh2CvQX59iLXTGhj3USWa7cXZAzSMaM/qq23HQQjLS52ULr3JOFWFZcTTiUxjpIuhG8QScYpjZQhF4GoS1e5/jQQCx/TcWDb9sw40QWW4gJ7ZvfiCOk7MQXEEmqVhuw6u5hHyeK7XsyOl9CwFHQdVUZgzaU/eXzGfaCKK3/DjGi6KpgKCho4m2iNddES7qSooo7W3g5SVxrQtQv4gXdEexleNpqO3C4EglkxwwG5jqSzcYgDgOA7vrV3An9/8B73xKEIRBHwBpJQ0d7dx4G5DJ3lvi+GE+QghGDNmDGeffTZvvfUWb775JvPnzx/SXamxsZERI7bUlKurq/n444+39xKfSmY9GD4z65FSDhrtKYQ4J/P4HcCVQBFwW6ZK0aefKQOezGzTgAellC991mP6MiFlprj35Uey3rJ9SKSSXPPAn/7tRHzemsXekuc2OqqkmeKWp//GQ5ffyuSRA1M2H3rzaRLp1IDtmqrx0ry3+M4hXx/yNZPpJHPO/yqbWhsxbY/AX3Hvb3lv+Sf886q7PtsJ/YcitzAHw28MCJkBGLP7aJo2NJOI9m9G84d8fPXsI7c77gnnH8e9v3ygn72f7tOZ8ZXpHH/esYyeNpKiikKOLzul3z62aWNbgzQN4VXpV3ywit33n7bV/kOT8GBOAIRXz7n8gZ9RVvPZIuSrx1exzzGz+ej5eVm5jqqpBHMDHHPGzpH6wdDe2EHb5nZqJo0gp+DL54b034rBKtx9UpSuri5yc3OHTcIBjtjzAH792M1eIiGe/GHmuN3o6uzk5aXv4ff5KC8oYWPLZo+Quy51bfWYtsXNT9+LZdsU5RQwd+osLv7WuUwdNZG2ng5++fc/YNoeYZNAwkyiJhVqSquwHYei3AJ+edpPGV81mp+deDYvfPI6vYmYdwyKV/11pJsN/em7N6uqQk4whGlZ9Ca2T9wHgyI8jbOOTkqmiRreBL1WNFFvtHjOJyp0+nu56MBzeOqpF1geXO9d54zwWbhgJHQsw8FV3S3OKy440sHfa3hGLBlbOymhqCOXNZPrcRUvadMVEsVV6M2LE0gatFR2UdKWj2ap3v1GBaEJhA2u8NxHHMVh06hWijvyyIkGcYSD6mgIBK5wUOVAUqYgCHT5UCtVZIeDbTveiq/PRnUU0ppJV7yLictq0FIaSlqg+BUSToruqXG0kI4Td6lf10DasTBVC0VTSOgpJOBPGOi2imJmXFUEBOI+GtUOls1IUd5UgGqrRPLjKKgU9eQSKUhgSws3az8usGyLjt4uUukUiiaIJxMoCcGUFSPxx3RUS8HWbVT6r4pu3SUgkWBDKOKntLaA9hHd7L5wDIapoUiBYek4rkNHWYSmqg4EZCvb+eE8TMvilQXvEE15n4mkmcJ2bHrjUaL+KDeecCXz1y+lJ9ZLMpmkqasVF4eWjlaC/iAHHjiH25+7n40t9VQVlyOl5NWF77DXhOkcssdcAD5atZAXl7zNlNETKMktJJaK09DRTF4wh7lTZnPGkd8Z9md5Z1M1Q6EQmqax995Dk/3BtORDrap9Fpn1YPhcyo+DRXtmCHjff58BDNBhZJxWpn8ex/BlRU+sFzkYmwGaOlv/xUczEN3RyKCWjFJK2iOdgzzDgzqInzrgNfrswGLqkbeepamzNUvCARLpJC/Oe5PltauZNnrS8A7+/xFUTeV7V53MPZff30+e4gsYnHndafhDfn522C9wLBvpShzH4fjzjmX24TO2O+6JF36NupWbef2htzH8OrZpM3nvifzioYsJ5Xq68Pq1jVjpQfTWQ6yUCyEGpIvuefB0Fry2uN/NTAjBjEOnc/rVp2KZNpPnTMTwDU+rt/jNZXQ2dzF138lUja0YsM8VD17Eozc+ydO3PU8qkWbfr+7F6dd8l3D+9omzlJLO5i4C4UD2/PuQSqS45pTfM++lBeg+HSttc/x5x3L2b3+wy4HlS4hUKsWyZcsoKChgxowZLFy4cw3HSTNFYU4+QggUoeDXfTz46hP89Wd/oPe2y2jq9GLDywtKcF2XhvYmUpaJT9ezYTpSSBZvXMnKzWuZOmoi00ZNJGD4+t3bwMuasF2Hxbe9nL0/vrd8His2reGg3fehNxEjlohjO/aWiYGiIKTIEHpJLBVHQsZy0euqlJJsNR+22HEPJkYzNB3HcjBQ6XVjOGKL3MTCJeD40QIalrR5av0rGFP8qBtVbGFnXU4QAlfzAnBUS8XSHITrVbdNn43py1R6XY9AK65AszVCCT9rdttMdW0JoagfzVHJ7Q2xx4JxbBrVytI9N1DclochdXIKw+RsDGF1W15yKH3WhnnkRUJeAI8jUDIHL6TY4vOdvQrefSgYN1BsgT9h4OKiCgXpqjjCRU9rjFlSiXAgXBQkpZgkehP4hUH5QoOyQD69RpSOwl6cYgcpJMG4D2EIHNXFVSSKo2adYYSEYMpbMU4FTJpHdFPQGmbSihEIqSCFpKcwyord67LXXSJRUIgm4ygIRDfkp0NU1RYTcgO4ORKn10GzNGRmUtL/XPscXbzRkBCO+EkZQXRLxdZcbM27Xq7qsmZyPYqqIDP6biklhTl5rGnYSMJM9Qv1sRwbgcByHC6593rmTp5JT7yX6WOn4iD5cPUC2qJdFCNZtWENG1rq0RQF0zQxDANNUalt2eLjsXLzOgK6H13zfgPGVoyioqiUX3zngp2+v34aIr4jVFdXU1+/5XgbGhqorByYsfJFyKz/M71e/oNQml9MTiA8IP1RCMHek2eQSCV5/N3nqWupZ9aE3Tli1kHD/oB9Hth7ygzSg/jvBn0BThjEQ7sPp3zlBO579fEBFoeOY3PU7O27Xry15MMBTaAAihDMW7Pkv5KIA5z4468RzA3y918/RGdzN6Om1nDO707PVp4fb7qfeS8vJNodY8+DdxtWZVlVVX5+7485/denUrt8E+WjSqmZNKLfPrmF4aEtABWRuWlvgW077LZf/8CeH992LufOuRAzaWY8yw2MgMGPbz2X6vHDb+Bt2tjCjw+6hHhP3HOCsF0OPflAfnrX+f0meJqucfIl3+TkS7457LE/eXkBvz/jZiIdEaQr2fuY2Vx8748J53k36T/96A7mvbQQM2VlVyaevu15KseWc9w5Rw/7dXbhi8e2rihSymFF3G8N23UIGH4qi8pIJJMkUklCOWFqKqt58NJbeWPx+6TMNHtPnkFnbzc/v/s31DXXY7o2yXQKhKd71TWdeWuXkhfK47qHb8a0rOyEVGT+36f7qG9rorO3m5L8Iu564UFueeZeTx6RSqKrGmF/iLRtomsaacskZaYJ+gIZ0u0R8IrCEjojPZ57iiKyjX0CCKshRhvVjEuN4B1jPnGZ6rcSa6dtVEUhGAwST6T6ydKlADWk4uBgOzYt3W2ee5SqezHmLriKNyGwtG2uc8bez1VcGmraKWspwJfWt7iShFRGtJZRX9XGpvFt7D5vNLbqkXsJjKwrp6cwRjw/RVFDHkUbwziql8bpKi6uIekqijJx5QgvNEeo2zSP9tfXb6u2H72ygpRIoWs6qgOqqaAKBc2n4dpeMJFju57Dk8xURl0gKvH5ffSMj2MpNrbiULo5n7xIyJP6aCBUAa7Mus6EewNUNBSi2zrVm0rQLe+3XOI50RR05VDclkd7eQTwVpBd10VBMHZzJSWb8nGFxEjpOEEXqUhMv4Vi22we2UZJWx45vUE0R82ScZml4RmCXiAwhN7vSkhF9r1RGetE7+LXlFRxwtyjeOyd51lSuzLb/9UX7KMqCkkzRcJM8vz8NyjOLaQt0sXE6tGU5BZSmJNPUW4htV1N9FpxfJqO3/QRiUZo6Gxm8drlvF3+IfvvPof8UC6Wu4VrJFJJ/Lqfho5myvKLd8rAoq9ZcziIxWLDStWcPXs269ato7a2lqqqKh5++GEefPDBfvt8UTLrXUT8U2BF3RrufflReuNRvj73CI6cffCQH4o+j9qzb/p5lrQKIQj6Apx1zKmMPGUOKTNNPJUgFAgyvmo07/zhn4QDO57BbQvXdbn16b9x89P3Ek3EOHrOIfz6exdRWVw+5HPyQrlc/8NLuOyvN5A0U0gpCfoCjKmo4fuHf2vI582dNpvzv/4D/vzkX7PLqFJK/nHJzeSGtp9gNbZyJD7dGBCkowiF6pIt1c+eWITH3nmOzt5uDp6+L3tN2vP/TWUyEU3w4r2vsejNpVSOreBr5x5N1dgKjj79MI4+/bBBn2P49E/tBFJSXTxk4FBecR4zvuJVtLd2IvEFfZTVlNBW30EqnkJRFXSfzgW3nkMg3N8esmpcJX9f+xdeuOcV1i30Qo6O/uHh5BUNz1GoD784/ho6Gjv7kf83HnmH3Q6YxpGfwY5w47I6rjzh2n7ym4+en8cVX7uGm966DjNl8vpDbw/QuacSaR658cldRPxLAtd12bBhwwBXlE9zXzho2t48+dHLNLe34PP5kQp852DPsjQvlMPxcz3Zl5SSjc2bCBgBEmYKv8/nVaEl5ATD2LaXOnjjY3eA7eluFVXx5CZCyejFvdCbgOEjZaa59dn78Bt+mjpbSZkpLNsTQwf9AdK26VX8FAVFEeiazt4TZ7B802rSpkVlcRmRRG8/T+cirYDdusYT6tDRVEHJxCJqyvxsaN9MNBHDRWILByUt6E33gs+7ZioKtvTi0JN2KhvZbjsOiqNg27anc+77edv6MkvABdVRcVXXi4i3VCRgaV7AixTga9VZNmcjri7xJXSPgCtkbQ2RkgM7Z0KLSzKa8jTRmSq/4gpcJDm9ARRH2damPHsggm3ff5HdHkganoOJ4SIdNevyYqe23OtikXjW5UnTVUzX8q6FC3pKQ1EFpV0F5PYEcVQXxVEwYp4LjatLhC1QXAVsGLO+EsXdyjUmezSeJMef3EI4gzE/I9eW4E/48KcMHMP1SutCoiUVYkqm0CUUErkplo3oYs9PxmGkvaqyJz3JXBcBaZ9F4+gOVEvB3eCiOhkpkBQ0VXXg0w1URSXo8zOhagz/uPjP9MR7ae3uYEntSi+cx95yXRzpZom+7XgNpyNLR7Df1Dl09vZQUVRG2krjSpe0ZVJWUEwsmWBzZyNBX4DmnjZueOQ25i9dyN4TZ1CaU0RdawOO63ohP4leltWtoiS3iEu+/T+U5g8vFG9nKuKxWGxYFXFN07jllls44ogjcByH008/nalTp3LHHZ6445xzzoEvSGa9i4jvJP7y/AP8+ParMC0Lx3V46M2nOHiPuTz1q3uGJOOnHnoCpflF/PqBm6hraWCvSXtw9fd+xg9+dyGd0e5s9SSWjLNy0zqueeBPXH/GZTt9bGf84SIeeeuZLOG//9V/8txHr7Pqnje36wRywQlnMHPC7tzy1L20R7o4Yb+j+MER396hF/f1Z1zGD474Ns9//DoBn59v7Hc0pQU7/iL98MiTuOGR2/oRcVVRKcotzOrJ3l32MUdffprXGGOl8ekGR+91CA9ffvtOpat9GRHpiHDWzB8T6eglnUij6RrP3v4C1zzzC2Z+ZY9/yzFd8cDPuOrE61j+/ip0n4Zl2pxyqVdxfvfJD3n/qY/IK87hmDOPYPS0UYOOkVeUy3cuPvFTH0NzbQsN65oGVOBT8TRP3/b8ZyLij/3xqQEk2zJtVn+yhvq1jeQWhmEQjSB47gS78O+H67rMnz+fwsLCYbmi7AgVuSWcd8ipvL95MbZ0OH7fIzhx/2MH7PfMh69w3SO3oCkamqISifWCEIT8QQxNZ3T5CA6asBd/f/kxxlaPRugqqzav85b5pQsoOI7kwN3nEA6GicSj2LbFhuZNHukRHtnPDYTJDeTQ0uPFhTtSeEmd8V5s1wYEAZ9BIuUFl22tE+9yIryTO5/c/BxqQhWEYn7iXSkSZgopPb20i8TUM30f0iOGrnDRhJfymXTT+BSF0WU1aJpKw7qmjH/3wERKwCuwKmAkNQyhk/aZBOI+pCJxFO+7pNsZsqQIgrofJ+BJPFTHi0IXlsAVLq3dHYTjnle3zFSYhYbH5G1JZUNx1sVmIOXe/uegT7qhpMHVvYCfrQN9JRLLsnCFRBMqtuZgYiNsz/t8/OoqXEVi6Tau8Hy9dVtDKAIHF7VPI65IXEOiOxrSlbgDfqa844zmer/PAdPHpEXVKI6CIgWKI8AUuD4QAQWZdDMpo4JEOEVeVwjFEfjSBraamTxpJkZawzRsEjkpmqZ2kVTS5BfmsnKPTYypq0RJCyJlcZpqOinPL6Usv5hZE6bz1b0O5ew/X0JPvJfalnoMTSdpppFAQTiPeDKB6Vj9jj5ppvHpGqPKqrzXTydZsWktacskbZmMrxzFcQcfztMfvsK4ipFewJBtsbhlLd88+Kt8dcYh3P3GoyyrX4vl2hSG89hj7FS6Yj3c9eJDXP6d87f7XvZhZ4h4IpEYVkUc4Oijj+boo/sXXTIEHPjiZNa7iHgGUkreWvIBC9YtY1RZNcftc/iApZLuaA8X3HZlP5lJLJXgzcXv88yHr/D1uUM3zh0+60AOn3Vg9u+u3m6WbFw5oEEgbaX5x+tP7DQR39zWyENvPNXPzsp2bKKJGHc+/w8u3cEHfL9pe7HftL126jUBJo4Yy8QRY3e841aoLC7n1Rse4tTrz6e503MsmDl+dx6+/LasH/AJvzqTWHKL24ftJHn2o9e46Ym7ufDEs3b6OL9M+Ps1j9DV0p2tPtuW1xh5w/dv4pHN934uVf/NaxqoXb6JEROqGLPbqH6PRToiLH5rGYFwgD0P2R3d0Annh7nxtd/QUtdKZ3MXo6aOzGqoD/rmfhz0zf0GeZXPF6lE2vuRHATJ2MDG4J1Bw9qmfvHMfdAMjbbN7VSPr6SwooDWTe39HhdCsMdBu32m196FzweqqjJ16tRhVbe2B9d1WbduHd3d3Rw8cy5nf+cH/R7rTcTICYSyE/77Xn0cvxEgqPsYXzGKmJXgrKNPZdKIcYDEl1ZQXDhs9oF8uGohJflFjCqtZjONJEyvypwbDHHYjAM8wh0MEw6EsGwrK10RQMpMEzICWI5F2pJoqkZjp9dEuaGpjpSVpr69CZnRkAPZcJ++CnLUjbMiuo5cLYc99clsTNejoSJcMNVMpXPrn5yMykRTVXL9YaaOmEBeIExbd7uXByBsj5zKwWU/EkiGTPbrncECcwXJYLqvoLtFu2yA0AEpEapg3eRGJqytRnEElmazYVwT49dWYWk2PsvYMlGwvXFc1UVqoKYVhABTtzFMbXACrgO250bST0ctvb/6rA4VTfFkKZmLoaDghGx6fDFyuoMYbl8jqMRRXU//nZlkKK5CX/y7bdgoQkFNK57dIhJL2mioOLhobCGLAujNSWBrNjM/moA/ZaC4CnbAwXZdNOFZNeYaAWKpBHbApqG6gzEbKvB35FLQmYOjOZlmV8+TXDNVdDvTkGlrGEt0VsyoJW2aFI8pZENxE66UmLZFTiDE1JoJONLljcXv88R7L+C4DjWl1diOjaZqzJ2yG2F/kA0tm0n6k2zu2OJELQHHdcgL5TJn0gwOrl3Fw28/S28iiqEbTBk5nrxwDks2rqQj0klDRxO6qjOxeiyOdOhNxbn77cdY01aLqqkkkklSVpr5a5eyx8hJrNi4mmg0Sjgc3uFv4M5qxIdLxP9d2EXEgXgywVcu/jbL69Zg2hZ+3Uc4EOSDPz3NqPIteto3Fr+PoekD9N6xVIJH3np2u0R8W7iuzC4Dfh5YvH4Fhm4M8JVNmineWvLRDon4vxr7TJnJ+vvep6G9GZ9u9Kukz1uzeIBsBbwfqov+8mue+fBVnr76nmEHKX3Z8N5THw0aRtPb2UvrpjbKR5UN8qzhwUxbXPWNa1n0xhJUXcOxHSbOGs91z11JMCfIY398irsvu99L1xMCVVP57Uu/YtJsL9GsfFTZZ3r9z4KaSdX4gr4BpNvwGxz87c82EZh+wFTWzB/oc26mLMbsPgohBBfecR5XfuParIWjqqv4Aj7OvO57n+m1d+HzQzgc3m5SnpRyuz/iqVSKpUuXUlRUxLhx4+jp6ck+9smaxVx4x6+IpeIU5xZx84+upqa0iqW1q+iK9iCEIM8fprigkJA/wJ6jp7B06VIqRlRSXV3NpWNG8aen/srL89+ipacdVdMI4GffKTPQNZ0n3n+RmeN3Z+7UWRyw294sqV2FwNN5Kxk5xulHfptfP3yzZw1npbO/EeubN2WPU1XUrIZ3W0W0isDGpduO8G5kAYahk1ZTCGerCa6nlPGupxPA9DkEgwHi6QQfrVzAuIKRqEGVuJIk7W5zH95WgJ0ZtvioUlIfLibppGmoaad6c6m3q+qyz/F7s6K1Dlt6unCr1GJhyTqUlCCtWWi2krFF9Ii54ehIKXEVBxxwNNdzTtFcVFtFSIiHU7SX9pDfFSa/N4wiFWzNQTgi0+ApBhw2CITjyUW3nZRLJJjQWR0lEDdwFU+nDZ78I+23sHTPKaYvlEgKSTpg43N0FBtPVy697bFwkkDSt9X4mesd87PnvAmZSYInndETKm7QxdK9iYhPM4joUdaPb2LCiiqvUo7XqKk6KlJzEAiMlIruaJ5nuu5NPEKxACMS5ZiFDrqiM65yFEFfgFFlIzA0nY7eLtq6OrFsi0giSkE4n/r2JlzXRSiCWCrOusY6euIRwr6BE16fZnDRieeQF8rhJ8efSSQR4/0V8xhZWkVVcTmRRJR1jRtpi3Ti131IV/LBqvl8bZ8jePrjV2iLdGKoOqqukkgnSZppSvJCpKXN5LJR1NfXZ8l4X0Km3z/Qotd13WHH2Q+3WfPfif/sNf7PiLqWej5cuYDTb/wpn6xeTDyVwLItoskYrT0dfPeG/+23v98Y3LNZCEFomJHqAGsbNjLzf44cNGjFb/j47qHf2LkTAUaWebPawdAd7dnp8f4VEEIworRygJylTzo4GFwp+XDVAk674cdf9OF9YQiEB/8cua7coS/4jvC3q/7BwteXkE56DgDpRJpVH6/h5gv+wqpP1nDPFX/HTJkkokkSvQmiXVEuPvIqz6rw3wxVVbns7z/FH/ShGd5N1h/yUTGmnG/+5OufaewTLjiOQDjQLxjJH/Tx1bOOpKA0H4C9jpzJn9+9gQO/OZdxe4zhmDOO4J6lt1Az8XPJbNiFLxh9gTdDobOzkwULFjB27FjGjh2LpmnZBs/uWIT/ve0X2K6TDdw59+bLuOnJe7KkVwDt0W5SZpopFeNYsmQJU6dOpbra+3zkBMOcduiJ+A0fe46diioUbMdm1eb1XtiPUFjXuBGAo2YfhKEZ2eY423HID+Xy1rKPsGwTyzKzJFxVVFRFzf530BfY0qi3zaTExsFFZrTfFqZjeaEy+pZquILnOKIIBTskycvPwXYdEr1JTMumtq2eJZtWk5CpgTfiQeZAgZiPpQ8tY8yGCnJ7QzRXdbFo5lpWT9lM/AibiUeNZmLuKFxFklJM0hm5g+JTkYrE0h0i+XFEpiFU+AQiXyE+xgRVoNqq1xirOliGzYppm1gzsYF4XorGMR2sG99I0pfGVjxPcEdzsyFJYgsFz6aGutIdlPlolsrIDaUIVyD7eJvsq4B7Y6yespkVu9USCycxNZug6cNWHNbuUU9ncYRkKE1jVQeba1oxNQuZqblnDsdzkulTjGeOpy80CQENkzqIHmux8sDN4LKlKTUjA1Jcz4lG9DVc4oUzacKTyghFEFQC2LaN3zGo6Cykd3WE1bXreebj11i1eT2Nnc1Yjo2U0NnbRWdvN73JGJF4lFWb19He3YHfNpCxLd8ln25QklfEIdP3zRYiVVXltEO/QU1pFUF/gLaeTuavWcryTWsxLZP23k5sxyEnEGbRhuW8vuR9WrvbSZophBCE/UFsxyZlpRlRWsmF3zyLKVOmsNdeezFy5Ehs22b16tXMmzePdevW0dHRkf2+7qxGfFdF/EuI7mgP3/jVWXy4agGaqvWTQPTBdV0+Xr2YSLw3W3k9dM/9EIPY9gUMPz88angemFJKjrrsVOo7mgfcRAOGnykjx3PFyRfs9DlNHzuFMRU1LK9bM+CxZbWrWblpLVNGTtjpcT8ruqM9NHe1MapsxA41532YPXF61uJoMJiWycvz36InFiE/nPd5HeoO4bouT97yHI/f9DTxnjgzDt2Ds67/PpVjhm6GHQwnnP9Vbr3w7n6Ng6qmMmXOxGzq5KfFc3e97HX/bwUrbfH6g2+jKMqAxwAc22bhG0vY64iZn+m1Pw/MPnwG9664jWf/8hKtm9qYdfgMDvn2/hj+4XfUD4bCsgL+svAm/nrFP5j3ykJyCsKc+JOvc+yZ/RNyJ8wYx1WPXPKZXmsXvjj0EdfB0Cdr2/YHWkrJxo0b6erqYubMmdkKW9/+4BVlHMchN3Ovzwvl0BOL8MmaRZQVlFAQzqM7FkFNJZhaPQE7nmb27NkDorM3NNfhSknQHyDoD5BIJelJRHFcB9t1qCwqw3Ec3lr6ESW5hTR0NgOgKSrRZJxnP3ltwHn1m1xIT7fR1+yeEwxh2Ta240kkbMf2EhMdT1NuWWaWO+uqjuVaGe06hPzexDSeTJJMJ7MuJXGGKQMTEIr5mb5wLIrrhRrlNYVYuVsd3XkxjDyXEVOqeXDhC0TzU2i2hi51ookYtm0jXddjIAqsmrqJkRvLyesNoRcbkJSE6n0gQbdU3CwZht2WjSaRm6J5ajd21CaWn6RF7aa4ORejR/PGHOwj0qeLN0Dzq8he19tNepVpW3NQfAp6XEdxJKlAmkDG9lCzVVqqO0nkplGFwqr8zZS05aMnNbqLY4SdAKFEACOlEYqWeIFC21bl+zoq6RMjSdxMVby5rIue4hiRohh1Dc3ouobP0HAVmXWl6ZPV+A0fadfE8bkeGbfBcL2GWUVXSeSnCXT5yZ1vELUi5GBAjsS/j0Z9ayO29PzUHekMuEzS8mRPjuLSa8e9ay5Blxr7TpyJoikEfFuKReMrR/OT48/gV//4Iys2rSWWipO2LDRVRQhBa6QDv+5jYtVocnxhOnq76Un2EkslcKXLtNGT+PmJ53LIHvtmw/yEEITDYcLhMDU1NTiOQyQSoauri7q6OlRVxXVddF3f4QoYeBrxvsnylxX/lUT8lOvO5/0V8zNer9uJCJay303QZ/h47pq/cfTlp2UedrFsm8u+cx77TBkeiVm0fjlt3R2D/pjsMXYK79301KduRjxx/2NYsWntwCqJa/PMh6/8S4l42kxz9k2X8PBbT3v+ta7L5Sefz6XfOX+HXxxN1Xj8yjs59orvD2pzCF71qzcR+5cS8Zv+53Ze/fsbWZ/vd//5AQtfW8y9K26jqKJw2OMcc+YRrPp4Da8/9DaariGlpLSmhF88fPFnPsa+gJttYVs28Uh8QCNkHz6rBvvzRPmoMs689vOXg5TVlHLp/RcO2N7V2o1u6LvCe/7DoWmaF6NtbJm0mabJ0qVLyc3NZebMmf3urVsT8eK8QmzXyWpl05aJEIKJ1WPZ1NpAUW4hecEc6lsbmVYzgRkzZgx6HysI52Vj6CdUjaG7txvXdWnpame/aXtxyB5z+WDlfF6b/w4VeSW09LRn9pfYGe/xbScbfbZ0AoEjXaKZwpGCoDynmJRr0puM4bgu0pQoioIqFUx7m+bkjHVcRWEp++8+hwlVY7jrxQdo6mrzdhhOa0rWT9z7s2pzMcIVCN3TqmNLKuuK6Z2RZOq4SWxs2kxrbTuqqpAy0miOimZ6DZGucPGlNEzDk1rUjW2msruU4DI/qis8C0NN4iIwTHWLb7gLoUiAkbUG6ysbkLpEkyqqrnrNnVb/0+lv8ydQ06DoAlmoIiJuViuuuZoX3KS5aGmBsAxcVSJ1iaIppKocinLzifXEqF5XTG4kRMpvEsrzU7OixJO9OEP9dvdR761sFjPm7LFwgk3jW3EVT1OuouA4LlqNQU4yh+T6BGrKq5jbeQ5+xwcWOGkn018usRwbM2xTfGgJxa8k8EV0FFd4chpdovYKtFUK5kg789pbjkQRXoqp47qeVh6XqB33JigZ73jHdli4fBlnn3gq00ZO7HdmfQmbY8prWLBhGZZj4TgOfsPIVN4lVcUVJBNJ9pk0g9VNG9ln8gwO2m1vDtx9n37EfjCoqkphYSGFhd5vbDqdZuXKlXR0dNDY2EgoFMo+PpiM5T9BmvJfR8Tbujt4Y/H7AwIXBsOYypEDYs/3m7YXLY8s4sV5bxBLJjh0xn5UFQ8MHBkMruvSHYugKIMvqeia/pkcQfLCufh0Y4CGXVFUdHXHQSqfJy647SoeffvZbDc1wG8eupkRJVV897AdS28Omr4vmx74mGOv+B4fr140YHKRH8qlepjX/fNAV0s3L/3ttX4aY9d1SSXS/PNPz3DW9d8f9liKonDxX3/MaVd+h9Xz1lFSXcSUvSd9Lk2aMw6Zzscvzh9AuCfNnsCB39yPj19cQCren3TbpvP/oiExGU/x1qPv0ryxhQkzx7HPsXuhakMvX66Zv47rTvsDTRtbkFIydZ9JXP7AzyipGp6F1i58ubA1sQbo7u5m5cqVTJgwgZKSku3uP6Kkkh999fvc+uzfUISKlC5XnvoT5k6dxarN66lvaySVSjG+bBQXnnTOgO+q67rUtmzGr/s4dM/9eW3RuyhCobKwnDOOOZn9p81hcs040uk08xcvJGGlqW3ZjOPYA6uSUnopmNLzlxaKIC+YS2FOPhuaN3mhaULBdR3WtW1CUzVyAiGK8gqIxHtRFZXuWGTI69TU3cboihoaWhoJ6AEMTd9C2rfVgG8NAQWdYcasr0S1FTpKelFtFUUq6IpOyvYkB2rGm3De8sXstmwME2NVSCCem2T9hEbPIzvsxa2XtRRQXV+Kq3qSEt1Us04riqsgkdiai6NKhNM3IfEi7GkFt8RldF05eT0hFFMdQL6HghN3PE23u2V/6UjcqFcCTgTSKJaKNCRGSkNNK0x8v4o1ezYwfmM1uZEQIAkkDPIj4UyD6VCvKYaYFEA8lGLjlGbczIEoKGhomFg40qF1doR4IEZudxBUQVdJLxPWBnCimc+58BxmYgUp1uxVz5R3XAIJI/s2arbqhQ8hMZJb7oWq8CYtDpnquOPgShdV82PbLhpgS8eb4CgKQSPAOLeGs448ZcCKU1NHK7brsL6pFtuxs7X+tJVGkSqWbfH0qy+zz9QZiIBgYvUYLv32eeTtwOZ4KPh8Pnw+HyNGjCAcDhOPx+nq6mL16tVYlkVeXh6FhYUUFBSgquqwmzVfeuklLrjgAhzH4YwzzuCSS/qvjArvS/8n4GggAXxfSrkw89iRmcdU4G4p5fU7c07/dUS8K9qDnql47Aj/+7UfDLo96A/wjf2PGfZrRuK9nH/LL3jkrWewhwidCPoCfPOAgdZZO4MT9z+aS++5bsB2RQi+eeBnG3tnkDJT3PfqYwMmBIlUkusevnlYRBygKLeAR6+4gz3PPYJYMk7aMr0EPMPHnT++4V9qY7hxWR2GXx9ogZe2WP7+yp0aKxlP8f7THxHtjjHzK9MHBOx8Fpx305ms+HAV6YSJmTLRfTq6oXHhnT9i9NSRPPeXl1j50RpScc+v1/AbnHnd93ba7/vLhvq1jZw/9yLSKZNULEUg7KdsZCk3v/+7bGDP1uhu6+HCQy4jEd0SSLXsvZVcsP/P+fu6v/xLQ7V24fNBH7GWUrJp0yZaW1uZMWMGgcDgkrhtifsZR32HA3ffm8bOFkaWVjO6fARSSn536iU88e4LzKtfTiwa580lH3L0Xgdnn2daJj+/51o+Xr0IRVEYWVrNr793EYvXL+cvzz3Arc/+jftefYyrTvoxOa6P8WPH0/hsM47rDCm16XNB8Ro5Vfw+HxWFJWxo2YRfMzAdG1VRsV3H+7fjjWVoBiCzyZ+DwZUuf3j8TnTNoDivYAvv3kEdIBT1M3nFyExDIlQ0FSIymmUnbqMKzzmkqaIT23UYU1uBP2p4PuRATiRIaXMB9TVtuIokJxKgsrEYR3VwNQjEBpOfCTRbwVacAeRatRR2XzTQsWsoEt5vu8RbDHf73F22ONE4wsXXa3ik3+zbXaJIhTErK1DTSjZlVCrSWxGAjGxosNfesn3r1Q0Xl9bKbgKun5iTxBUutrBxcLK9AJFYjMrGfIx2DSEEOet92FutdEghsXUHLalgmxZ6t4qrSlRXQWSaRxXHO85IfrzfMTkZyxzb3fIdiNkJAsJPkVVIu+zyVjqES5Gaz355MzGMgQW9yqIyehMxXAn5oTy6ot24MuObj0FZoIgeM8r8pUvYf985/Oxb535qEt4H13VRM/KXoWQs69ev5/LLLycnJ4f6+vrthgA5jsOPfvQjXn31Vaqrq5k9ezbHHXccU6b0C647Chif+WcOcDswRwihArcChwENwDwhxDNSymETg/86Ij6uatR29cdb46K7fsPeU2YyY/ynrxZKKTn85yezZOPKAUuFfTfhkD/A2MpRnH7kSZ/6dQCqSyq5/X+v49w/X5pt7nFch1vOu4aa0uGnG35WRBPxIXWcLV3tg24fCiNKK1lx9xvc9MTdvLXkQ8ZVjuKnJ57NHuOmfh6HOmxUjC4b1OlEURVqJg1ff7byo9VcfOSVuK7EsR0EcOT3D+WCW8/9XCriVeMquX/1nTxzxwus/mQtY3Yfzdf+5+hslfe3L13Ne099yFuPv09OXohjzjyCibPGf+bX3VnUrdzMzf97J0vfWY4v6OOYM47gh785DcP36VZurjvtRno7o9nPXTKWonF9M3+76gHOu2mg3eWL976KbfWfFLuOS09HLwtfX8Lsw2d8quPYhS8W2/uOqKpKOp1m8eLF+P1+Zs+evd3J+rZEHGB81WjGV40GvNTMZcuW0dDdwu1vPERvIop0JSdf/yNuPOtKfpi5X//zvRf4YOUCKgq9pNt1jbX8/J7fsLahlmQ6ARlJyTevP5eXr3kALWVSUVDGhpZNQzpnKUIh6AugayogiCUT1Le3oAhB2rb6xdrbjoWmeLrZrlgERfSXQAyGlGXiuC4N7c0Dm/yHqIoXdOUgXC8qHfAcTPCcTtRM0mNzRRft5T0AhGIBssLuzLg5qaDnAuJCTjSIRGQDcgYj0H2Kat0djKr0l3ts/fzBzn/A+GJ7+w5CqSWef7hDlltLCVKXEBQQlUOuJmz9Gn1kXEFh3Loq4iPSJEaksBUHS9hITVJTUsUTV9zJn666mw0d65AO4HqTARTv8+H5wEscxSXlMzGlTcqXJpj0gw+k400SFAnN1T10lkcz/QESU3r+9T7NIJ1RB2h4nuUWFkXjC4k3Jug14xiuzrTkGOaeNhvLsrIhWuBZJIf8QSZUjWZzWwN+w095QSk9sV4s06I6XE6JUURQCzI6VsH5B3yPsRUjB79IO4GhmjW3lrGMGzeO++67j/POO48nn3ySG2+8kenTp/P3v/99wH3kk08+Ydy4cYwZMwaAk046iaeffnpbIv414H7p/ch8JITIF0JUAKOA9RkvcYQQD2f23UXEh4Kmatx83jWc9ceLs0mSuqplmlv6I2mm+OX9f+CZX9/7qV9v3prFWcP7reHTDaaNmkhFURlf2+dwTj30hCFdWXYG3z/iWxy91yE8+9GrSCn56j6HUVYwcFn2i0RRbgGFOfk092kPMxBCsO/UWTs9XllBCdf98NLP6/A+FarGVTJt7mSWvruyX1Xc8OmcOExHD8d2uOyrVxOP9Ne9v3z/G8w+cuanTs3cFvkleZz2i8Gbh1VN5cAT9+PAE794X/Ch0NHUyXn7/IxENOk5RkQSPHXb89SvbeTaZ67c6fFikTjrFm4YMPmz0hZvPPzOoES8cV3ToI2r0nFp3dQ2YPsufPnhOA6rV69m4sSJlJfvuIF6XWMtVz9xC+4ztzB36ix++o2zsw3l0WiUZcuWMXr0aG5/+2F6E1EChh/bcXCkwy///gcO2n1vakqr2Ni8GUPTs7Hh7ZFOUmYay7awMz1GqqJgOw4n/uZsjplzCLFUHF3VBnW6MjSDsD+AEAq7j5lMykyzua2RoOZDVzVS2/yW2I5DzImTaEtmKrPDu162YyOEMvju25JxAY7qZilvn4uIROKqEle1URyBGdhyb4yHk4SjgQxb9SrY/h6DqoZi2kojGGkN1RFIFALp4TZjb31gfZXmT1HAEKD7day4NeB6ae7gq2ESiTC9iYhnKQhCQCAYYK9r9uKla18j0Kzjii2TD8UVmeK5yFbMxTZjBuoNKu1CkjMdnISNmbQoTRSw/LVVxJb2DmxjE6AHdOyUheIquKrLhgmNCGDt5AZ2XzwWJeF5jTuaS8ecOGbaprqu2HPQMSxSAZNoXrLfRNTG9fTp0iGZSqH6NYJKAOlKPgqu4GtGJytXrsS2bfLz8wnn5nDXaw+zqn49ruuSH8olHAiRG8zxNOedNsVKAa50kNIlR4YI5X4+Wu3huqZUV1djGAZ//vOfqampYePGjYNO5hsbGxkxYkS/53388cfb7lYF1G/1d0Nm22Dbd+rH/L+OiAOc8pXjGV0+gt89ejub2hrZc9w0Hn7raRKpZL/9pJQs2bjiM73W2obB3/i0ZTKuahQPX377Zxp/MJQWFA/bxeWLgKIo/PlHv+Z7v/1xNuVTURSChp/r/82E+rPg6icu58azb+HdJz70Giyri/npXeczakrNsJ6/8qPVA6QtAKl4iufvevlzI+Jfdjx1y3OYaasfcTaTJgteW0zDukaqx+/c6s32qqTbPhbribF+SS1V4yvxh/wD9PISsp7qu/CfASklDQ0NtLe3M3LkyGGR8NbuDn74x4vo6umiqKCIx999np54lBvP+gVNTU3U1dWx++67Ew6HSWQaxr3PksS2bbqiPXz/9xcyvmo0B03fB9O2cF0Xx3WIJmJUl1SyMeP93fcJlEiiyRhLa1fTHukk6AuQtkxc6blfKELguC7FeQWMKKlixaY11LU2kEjG6U3E6KQbZ4hm6z5ZSsr0Ps+6puPYNu52WLkElK14bZ8ufcug/fdvL+uhqr4YX1r3pMlC4gg3O5hUPAvAURvKSPks4sEUEoluah4hVSSapTCytpxRtV5/j4tEszW2L04fHFusCXeMvir01idvxQbeiwfst+1rykxDpvDCiXKKchg1sYa1T6wj0K57lW65xXZQCkm0OIG9B+R+7EONKSjbEH0BFHbksLaxESdP4rd0tOddbnvuHk8Gs+0xOpJULI2iCKQhWbF7HYmQx9bj4RTxQJJCNRfhV1CERvn8fKSeh5N2UG0FV/VSQlvKu6gf23+F2kWioNAcaSPsD+HDIBlLEe2J8rt7/8K9//t7xs0YQ09PDy9+/AbvLPyApG2SsFIEfQHGlI/k0D3nMrF6LE+88ALvzvsYRShMVydy4CF7U1hRQDLt9RL4Dd+AcxsuHMcZtjS1TyMuhGDs2MHDBwdbwR/kd2X7uqOB24eN/0oiDrDv1Fk8+at7AC9a/qE3nhp0Py897dNj6qiJg3rbBn1+Zk/Y4zON/WXGiQccQ0leIb958M9saN7EnEl7cuWpP2FSzWe7nv9OBHOC/OLBi0kn06QSaXILc3ZKTmJbDgyxv2UO/FH4/4o1C9YPOiHRDY1Nqxp2moiHcoNMmjORlR+s7vdd0306h516EODdaP/2ywd5+Lf/RPdpWGkLKUHT1axExRfwscdBuzFujzGf/uR24QvFtt8327ZZuXIliqIwatSoYWv7F61fRjKdIscfwm/4MDSd1xe+y9Jly3Adh7322isbGPKdQ47nuU9eJ22ZWavAwpx8ygqKWde4kbGVozhy1kG8uvBdJJKcYJiaogp6ohFaetqRePkHAo8gF4RzCfmD5ARCONIlnoxn0jG9325d9fYpDOfR2N6MKyU5gSDxZDLrfDIAEvJDObRbJo50kRkNrTtEtkQf8sN5dPZ2bxlkO7B1h8Wz1lPaXIBmK8RDKUbVlnspl1IQC6WoaCjyyKgjUF0FR3GzLCVtWPhTRj+iu0WfPfC+uO32rVse+2QhwyXhrubJX3ZEj3bU5IkCQgVHughXIZ6MY9kWHfPbs++xsg3hz+kM0LGsBy0a9KQlgw6rYKQ02gp6GLtmnOfkom1nEiUkLp6+e9SGclZO2+RJVhxBIOVD5oCua0hbIi2HgqJ8eloi3qVzJWkhKWspoK2im2TQ3Oo4BFV55fRYUWK9cdS0gmVZuKpLtDfKU7c+z3d+fiI1k6oxwn5a410kUkkURSFtpoknElx67NmUFpdw/Y8vo7Whnd72KAXF+bT0NnHniw/w3qp5ABw162DOPOrkT93rNdznDSfivrq6mvr6LUXthoYGKisrt92tAdi6oasaaAKMIbYPG//VgT59CAdCnH3sqQR9/Zt6gr4AV313oN3ZzmDPcdOYM2nPfrM/RfH0f6cf+e3PNPaXHQdO34dXbniIDfd/wIOX3fqFkPCF65Zx3C9+wKhT5nDM5afxyepFn/trbAtfwEdeUe5Oa7qn7jNp0Jm3P+TnsFMPHuQZ/z8xbo8x6MbAGoBt2oyY+Ol6GS67/0IKyvII5ARQNZVA2M/oaSP53lUnA/D24+/z6I1PYKZM4pEEZsrCdRwKygsoqiikfFQZ3/3Ft/n1k5d/pnPbhX8dYrEY8+bNo6ioiGnTpmEYxgDN91DwGT4vbCXzfTQtC8u0yAmHmT59er/UvmP2OoRrv/9zgr4AUrpoipZxyhKEAiE2Nm/il9+9kCevuptHL7+di447m/aeLsZUjiTkC3phPoqKrulMrB5DYU4BilDQNI3yghLP3UJR8Rt+BLCprYGX5r/F5vYmTMciYPhQ0tsPK9JUT0vu0z3HDMd1UQbJvNgauqIxe/x08oJe45yieCE/27ur2bpDU00Hm8e00Vnay8JZa1k8Yz0LZq8lmPThaC627niacSlAAVfNJEhaA2PpFQQqnsvKtvBMBbfRVmve8xVdoWTfEvRDA+x35r74Qz50/5b3bIs7CUgdNKkNSsK3p6Xf+rG+lQXb75IIpOkTmVi5Lutra5G2RJWDeIcjUFyForb8LeE8g4zvCJfecBxb2FjSi2USlhjy+IQ3u8MwNYrb8pi2dHSmKdO73o7lkoqnScQ8+Z+0pPcZEV5RIpA08KcMJq6oIWj6MFSdoO5nr7F7MnfP2ZSEC7Btm5T0tOuKo6BGFCzFZsOijdiWzcaP6mhta8eMWqiuiqH7UHUN1yfo7enl4/c/obm9EX+xTqDQxxvLP+TVhe8iegVOp8NjbzzHywveGvL6f16wLKufpelgmD17NuvWraO2thbTNHn44Yc57rjjtt3tGeA04WFvICKlbAbmAeOFEKOFEAZwUmbfYeO/tiK+LX5/1i/IDYa56Ym7iSbjjKscxZ9/dPWn0jRvi+euuY/L772Bv738KCkrzeEzD+Smc385wBpxF3YO7y77mCMvPTWr9d/U1shbSz7kmavv5Ssz/n0a6KFg+A2ueOBnXH3Sb3FtB8u0CYT97LbfVL7ynQP/3Yf3L8MJ53+VZ25/AWur5lfDb7D7AdMGpFhKKVn67gpa6lqZMGMso6eNGnTMitHlPFj7V95/+iNaalsZP2MsM74yPVs1efTGJ0nF+4stHdulpy3Cw5v+SmFZwed7krvwhaJPPrLbbruRk+MRSVVVsbfjFrI19p0yk4nVY/h45SI6ExGk63Lpt89j9OjRg+5/+pEn8f6q+XywbB6RZIzalno6e7uxHZt4Ms6tz9zH9NGT8acVjthzfw6avS91rQ3U125m1NjRLFi3lEfefo5YMsHaxo1UF5eTG8qhOxrBr/vw6QaO7Xh2JKI/+Yqm4oTwExB+4jIxQG7SJ+ro7O3CcV0MzUBRlKxMZVtoQgUhMHSDjt4ur5KbMQ7IurUwjLV1AVKDZNhEs4ZYiZBeWqZEZgNptnkYqbjIjHtJ3x5uRq/s7ZNZ/VckTsDzDK/8SiU5B+WzcflCPuhdCLaFpntx74q7hYQrhqC0ppS2Te0wvDnaVqcnssfiahIcBWm6aKaCanuTB0dziToWQWlsdX4Dr5zi9p8U9VX7JRLLsFk/vpForifjjOTEyOvZOS11OBqgsqGYxlEd1E5sZuzKSjRHRRUKul8nEU0gVAVpOZnX9arqvrTO+NXVpI6W5Bhhulu6qd24iYmh0VTaJSwyV5I00piqRbPbwX1dTzEqNZIPnv6EngXd5OghUnaaSG8v5SUlFOTm01HbxbInluPYDrnFORz03bm0tLSweP1K2te343MNNF0j7iR54933OWr2ITv3xnwB0DSNW265hSOOOALHcTj99NOZOnUqd9xxBwDnnHMOwAt41oXr8ewLfwAgpbSFEOcBL+PZF/5VSrlTmmYxlLvFlxmzZs2S8+fP/0LGllLiuE425WkXvryYee6RLFy/fMD2qSMnsPzuN/4NR+QhGU/x7J0v8s7j75NTmMPx5x3LXkduCXxqq2/n5fvfINIRYc5Rs5h56B7/UivGzwupRIq/XfUgL933OrZps9/X53DWDT8YFqndsLSWm/7ndlZ8uArDb3DUDw7lnN+dji+wZeWoq7Wbnxx0Ke0NHYDnajLr8D355WOXouk79/08ZdyZNG1oHrA9EPZz+yd/ZOTkz89CckcQQiyQUn72Gf5/Fj6XHxrLsli2bBmWZTFt2rR+leuOjg46OzuZOHHidkbYgqfef5Hzbv4FEkk4GOb8r32f8772A95c/AE3PHobsVScg6fP5bKTzmNp7Souvus3+BSdxu5WGjqbsw34ffrsqvxSLjj+h5x93Hezr/Hhhx8yZ84c3l3+MZf+9Xq6oj04rsu4ylGcuP8x/PPdF1ixaQ2aohEyfayLbR60CurF2ShoQkUKSLnepFJ3NArsXHp9MS/iXUoCPj8V+aXUdTRibePUpQiF2RN2x2/4WbpxJbbrkDRTuK7srw/fBgP049tCwrQlowlHA7iKxEhr2WZBpFel7SzqobSlAFWqWz3Ns9XTpEqo158da9vKskTiBr0QPTcHzMMEqaVxcmr9BNUAbtTBYQsJB0+znjszj/tfupXTJp5LrCO27SEz7I+lkrEJdwbKaNpH9FBaP/CeJ5GehER4doIw8LyiE1PUlTRjpx2S/hSmYTN5aQ2l7QPH8yYZA1csJGD6LLqKe1k3uZFRhdUUvxRCT3qfFVd1kTmCEgqItceypyyFJOW38Kk6t39yI3f++j6e6nwNoQlcyyWSjGILh7RqZhtQNalSUJBHlVvmNaxq0G52IW0I5vnZb/peVC8uIb80F8Nv0NMWIb8kl9N++R3OvuxnfLB6EUXBfGzboseKMj04kT/98Rry8/P7fZd3hHnz5jF79uwd7iel5IADDmDx4sXDHns7+Oy2ZkNgF9vcBiKTMjVcLFi7lFcXvkNeKJdvHnAsxXnDT1jchc+GpbWrB92+ctPaQT1Da5s388/3XsBxHL4+90gmjhi8cWMwvPvkBzzy+yfobulh1uF7cuoV3x40+CWdTPM/cy6keWNLNuVy8ZtL+c4lJ2adTEpHlPDdy/+zZUlSSi4+4krWzF+HmfJ+7F974G0WvrGU+1ffgT+4fQegsbuP5ub3frvdiOLfnHoj9Wsb+4UTzX9lEY/e+CQnX/JNkrEkf/vVg7z69zdxXZeDvrk/P7zmu4MmZM45eibP3vHiAMtCzdCoHj9AC7gLX1L09vZmPYO3/dwMZkc45DixKJff81ts18FyLKyYw63P3Me4ytH88u83ZjTcYV6c9ya6qnLYzAO8oqyiMKqsmqauVu81Mzaxlm1iujZ/f+tJzjz2lOy9R1EUOiJd/Pzu64gkolQUlVFTWs36xo3c9cKD7D5mErmhMPPWLKYx0YaQAikGkkMXiYONIx1cKb1qsS3J08JE1ChBK4Dtd7BUG9d1iSXi4EpUoaCpmpfc6diEA55UJmmmsFwbx3GHzLYQeL+Hfb+JW088BhTwBKyatokx6yvIiQSJh5Mk/WnyesOYukXtuBZcxaWkvQBpexVuKSTdhVFW7l5HWWshoxNlCEf0I+pZ6ILEXBNXkbR0tzPu8SpCae977gYcpNtfmy2FBF1gN5m88srbVIwrZ13Heu+xbH+dR5QHI/4DIMl6jm+LooZcT+S7zTxFZKwZpSKJ+ROEe4P9dO8SCK33MaG+GkuxES7UjWrBn3GQkUL2k7NIxUsVHbhe4WnT4zkpgj4/ymoXNa1g+mxv+mYLojJBsihNXiSIYgoyoZ74TI3cghx0S2dF1zoMXSdXywEd2uwucKWni8+8potLZ7SH/HAOmq1i4TA9ZxJd3T0cuMe+HL/PETy/5BW6WyNsWlGP6zgEc4OkUyaT1TF8El1Ca7oD3a9TESxl99Akenp6stH1fdaDfc2Vg74V/4HF4x1hFxH/lJBS8v3f/YTH33ke07YwNJ2f3flrnvzl3Rw+679HZvDvRFFOPq09HQO254fzBpDw25+5j5/e+WsvBlq6/Orvf+Syk8/jilN+vMPXefD6x/j7NQ9npQ3P3/0Kbz/+Pn9ddiuF5f0rFy/f9zotta39ouZTiTQPXPsoXzv3aPKK8z7FmX75sPKj1axbtDFLwsGzZ4x2xXjj4Xc4+vTDhzXOUDdbz8978YCCVTpp8uydL3LSxd/gJwdfysZlm7KNn8/f/TILX1/CX5fdMqBifupl3+atR94jFoljpS2vihkw+Mlt/7Pd9M1d+HKhoKBgyMarvoj7HSESifDOx+/TGe8mZaUxdANXujR3t/HKwnewXSdrY1iUm887yz7mpyeeTVl+CbVNm/D7/NiOjaaoW6zpUIinE9i2he3YGIpHppY1rOF7f7mYps5WfLqPSLyXRCqZTc/UVA1D1cnzhbGCNv6oQYQY9lY6Ck3VUBCYjpWVpTi4XpU2QyulKtFMFRmSpE2TaG8MF5cQQRCQlCkM3cC0LD5ZsxjHzRD6bVOet/q+Ka6Kq3nNln3kR1VUgkYARRVE4lEUIbJNpo7msm5SY3Y/13W3VPcllDd5RSpH3+K0kt8TZuqSUYRjQTRLHZIQSyT2KHAsl3GvVaI6WxHU5DYHjudaItOSRFOC2864CywQ+hbbRQQ4riQZTqOlVHzpHeQXbKcxVJXq4IV1AUVjCllSsg7TsqherOEz9S2NeQKEA0ZSQ1dUXCmZtHok3fnR7Dn0XQ8nIPEZOm5kq2uagSskhBU6RvRSlMijaFMOmqV61XhN4iieljyaSpKrBHA0ieZoCEAVCjMPno6ma8SSCRyfgyM8RxJFUXCd/kIoV0hUKfCHA2iWQiodwbZtTpr0Vb7zwxPpbu2hu7WH5o0tBHODCCnobuvhtfvfpP6TRvZomUDUl8C1XUYWVnHwxQcwbpzXO9bR0skL97xC44YmcsrC7Hv8bCprKiksLOyn8d5eMM+2sCzrPyKc7T9vPfxLgmc+fIV/vvsCiXQS27FJpJMk0km+dc05pM1tjT934YvARd86d9AG2wtO+CHPfPAKJ/zyDL5+1Q+56/kH+MkdvyJppjBtE8uxSZoprn3oFlbUrdnuaySiCe6/+qF++mLHdoj3Jnj0xicG7P/Bs5+QSgx8/zVDZ/kHg1fw/xOxYUltv0p1H1LxFKs/WfuZx3/jobeGXDVOxlIsenMpm1c39HNfsU2bjsZO3n/6owHPKSwv4K/Lb+Wki05g8t4TOehb+/HHN6/l4G8f8JmPdRf+ddhRoM/2KuJSSurr61m5ciUH7rMfpm3Tp0zuG1UR3l99xDNlpinIySPkD3Lb+b/h4Gn7MLFqDGMrRmbtDF13izPI/rvNwdA90rCibg1/fOFvdPX2oGsasVSclOlF24cDIXJDYdq62nlz8QdsaKunO9WL6beppJQKq5hqtwyfNNAdFdMZxC1FQNSNo7gC07bIzQkzurQGn2swMXcM092JuKaDGTPR0iq7VU1AVVU0VaOvqOi6Tkao3f8f3dWo7ihGk14TqCv7mj+9HUzTRFNUKgvLCBh+dFWjsqCMcMDTNjuuAwLCviCVzcXkdoeyMe7bfq+DMX+2kXPI5kRFUJJbSHRZxIu37//ODv6cTEXacmxs6SAdF0u1cH3gBvDi69P6oNr1nYHcpqm0D4qmEO9KkFMapqOgh9aRXdjals+nUDKfPSkylojeWDnRgEeuM2O7wiX3yHyO/uHhmLm2J0HKVKdNzaZtVA/RPdOU9hYw+v0yfDEDxVXwpXQUS6A6Cj0FMVpLu7BxsFUHU7OwNJveESlmf30mj//xafLbQ/T2xmhra6cnGqE4pwC/bqBJNbuKoEoFDQ0n4TBh5liKqovY/5i9OeWKb2L4dVZ+uJrmjS30tPXSXt9BhChrJ2/m0pd/y3vqIkonlVITqqAmXElRaQGzj9gTAMu0eeIPz9Gyto3cnDyi9QkWPb2cRCLB8uXLmT9/PuvXr6e7u3unyHU8HicU+ny8y79I7KqIf0rc98pjxFOJAdullLy7/BMOnbH/v+Go/rvwk2+cSXukkz8/9Ve0TMzz2ceewqbWBn736B3Z9+fFT94Y9AfatCwee+d5po4aWlNat7IeTdf6VbjBI33zX1s8YP+84sGj4m3THvKxfwU2r67no+fnofsNDvzG3AGV/J1F5dgKFG3gPN4X9FGzjd66buVm5r+yiEBOgANO2HdQ6ci2+PjFBUM+Nmn2eNYv2og5iAViMpZk7cINgwYW5Zfkcfqvv8vpv/7ugMd24T8f2yPijuOwcqUXdLfXXnuhqirjq0azrmEjpm2hKirlBSUcNvMAOiJdrKxfh5Belf3n3/oRAMV5hZx9xMk4jsP6TRu56umb2dzeRDKdxHFdAoafeCpJdyxCQTiPF+e/iWl5E/++VOVkOoXf8PGHs6/khodu5YX5b5K2Tc9XWfeRTKdIkGRc/ijcDhtFFViGPWTzpHQl+ckwe5RMwaxy0RSVOcFp5Gph5nUsRhQJLGykkCypW4nP7/f8p/sU0n3keytnQCRUJ0oYqVSRiKfRa/zoqkpzVzuWbRLNhBGV5ZVg6AZVuaX4mnXMLou4L47we6FElcXlVKwroNVtpzsYJR5OUtWYIpjwI1xPmtJa1kV5cxFiCHmIBBDe6kHZ+3kk2ksG7STdlsRnT0kB4Qg0y3M0SflMugs7qWwoRnEF+hDhPdtie5OEvse32YDruJACa20aWQXxUArd3kof78h+z9ccFUdx0W0NS7PRbM27LlLQ83Qnj+c8gy0dgtKHVDzZiuaqJHNT5Jm55C8szVTCvWsmJRiWTktlJ5tHtyJV2DCxiYrNRaiuQrrCpndEguvuvYXylfkUBfLYrXscDQVtqLbCjNgEzGialeZGmnM6QIDf8KFqKpZt0RxpZfTIGk45/hvoPp0NS2p5+9H3qRhTjutIbGGxpHgdujDQUxptiU6e6X2dGU0TKakspriqKDux7mzqoqulm5KqIgB8AYP2zZ0U5RYzZswYbNump6eHtrY2enp6sCyLhoYGCgsLCQQCQ07Q+zzEv+zYRcQ/JbanU/r/qGH6MkJRFK4/4zJ+ccqPqW9vorqkgvWNdcz98ddIpLc4Bpj24N67QngVsO2hsLygn7vH1iirKR2wraBscOmJlbaYMHP4mvTPC53NXfz2h39i4WtLAImqqdxx0V+59L4LOeibn95ZZsZXplNcUUhTqgUno7sWQqAbGkec9hXA+x7ccsFfeP7ul3FdF1XTuOWCv3DNU1cw89A9tjt+KDc46HYh4KvnHIVtORh+g6TVP4TLH/JTObbiU5/XLvznQtO0QYl4PB5n6dKljBgxgupqz5WnrrUBIQS26+1fkJPHQdP35St7zOWg3ffmnWWfkEglmD52KqPKvOdIKenu7iaVSvGVAw7mkAMP5on3XuAPT9zFiOJKckM5rG+q47eP3s43DziGu158iLbeDtK25flLK17V09B0Trn2PFojnZTkF9LY2YqUkrSVzkpPYlaCpEh4EoptxceQJaIF5FGg5SPaYVlqNZZt8ZZI4Y/6iBd7DisCQIAlHexUfCBpyfypWZ7vNwo0hNqZlB5NSA+iGjrdsQhSuiAEmlBwpEtHtIu8TSHGL65CzTy3WAuzbnwj5a2F5ESCWEaa6Pgk0nVxdJcle26gtK0A3dKI5MfJdUMozX2a6S1OIhJJ2mfiaF4gkG6CYepo8S3VWbHtCQw8JVRTzfwhcRUX1VaoaCxCuGKAneC2cHFxdEnYHyQdNXFxUYYQEfSR9OxRSe/zYiccrLRNfmuISUtrhpTeuLgIRfEItiPQ+gh7ZtKhugpOyiVo+jF9XhqoRCIVSSDpp7q7hG63J0PCM9IcDeKFKZr36EZNqRQ15zByYybsSoGm3E4SpFkRX0s5exHMDTJejKKgLgckTNp3DKvr15EIJwlZAYJ5AYQumCrHMWe/mUyeOYF9Js8kL+S5FnU1e370JSOK6WmN0JxuJ2GlKbFCRGNR/LZBSk/THe0hvjJBuDBES10b5aNK0XQV6bpIVyIU4a22SrISQ03TKC4upri4mHg8zvr16xFCsH79elKpFLm5uRQVFVFQUNCv6fM/pSK+S5ryKXHaYScS8g9OFg7Y7cuRkLhy01rO/uPFHHLRt/j1P/64VXDD/y+EAkEm1YwjHAjx6sJ3sIbZsKVrOicecMx29ykfWcq0uZPRtvG99gV9nHTRCQP2X/buqkHH8Yd8rFu4YVjH9XnhyVuf46RRP+CTFxdgWza25ZBOmphJk2tO/i3rFm/81GMrisKf3r2BvY6YgaqrqJrCpL0mcPP7v8tWvOe/uogX/voq6aSJlbZJxVOk4imu/Ma1g8bLb42vnn0U/tDA5LX80nz2PmY2+351L0K5QRR1yy1MCIHh1znk27tWo/6/YnvSFEVRBhDx1tZWlixZwpQpU7IkHOCiu65BSsmkqjHUlFRhaDo/+ur30FQNn+7jsBn787V9j8iScMuyWLRoEa7rUlNTg8/nw2/4KMjJpyCcT17YyxUozS9myYYV/PTOX5MfysHQjKxdXF+aYG8iRmNXKxKXrt6ebOHG3aqAE3GiRI0ESS29RfjQV73eCl1KBM1VeF9bhJt2sLCxhU2CZNa1QygKQiqZa7dF050dKzOuo21pzLOFw9rwJvb/yt4EfQFiyThOxsfccV1c18XfrTN+YZVHdqVX0VUchUkra8jrDoEEI6UxdoXXDC0kuJqkpbKL+lFt9ObHSWsW0ugjsFveW1eRIBWEC5qjEg+l6WzoRPR4jauWbm/V1Dq4NERmJiFeCijEQ2ks1UHNWC0ORcRt1SERSIMq0KVKMp0i7TMHJeHbDrFF3ZMh5i6kDZOxayuH1Jgn/WlSAZNEIEXKb9JdEM0eW/bfCAxTQxECVSiYQRvL76ChMtEYTV5uLrn5YVRFQRUKQng2lXI3BUM3CKb9jNxY4TXuqhLpwsiVZaScFFF/gob8NuK9cWLRGMlYEiNosPrjddTFmkgrFr60TsjykyOCNPnbmTtyFvuP3ytLwgESRoqPWcrL0fcQu2mUVRQTLgiSV5qLUBQUn/cZ9Ok+/EEfwXCQF+9+BYCiykKm7juZlk1tdDR20lbfzqwjZxDKG8ixHMfB5/NRVVXF7rvvzqxZsygvLycajbJkyRIWLFhAbW0ttbW1RCKRnaqId3V1cdhhhzF+/HgOO+wwursHciYhxAghxJtCiFVCiBVCiAu2euyXQohGIcTizD9HD+d1dxHxT4mv7XsEX9/3CEL+AIqiEDD8BH0BHrnidnyfIbr188LL895i9o+O4Z6XHuHNxR9w7UO3MPWMQ2jqaPl3H9oXirxQDvogrjeaqqGpKj7dwNB0/IaPK07+X6aM3HGc+a8ev5QZX5mO7tMJhP2E80NceMeP2G2/qYBns7dhaS3pZJpAeHC3ECnpZ833RWPz6nruuOiv2OYQS/W2y4/2/ikrPhx84jAcFJTmc+2zV/FC9HGeizzKbR/dyKgpNdnHX77v9QER8n1Y9ObS7Y6958G7852fn4jh1wnmBAjmBsgryeW3L12Nqqrohs4tH/yO3Q+Y5k0EdJXJe0/klg9+TyAc2O7Yu/D/E1uTdNd1WbNmDQ0NDcyaNYu8vC0rVY7jsL6pjoJwHgEjQFl+MbnBMPXtg4fhRaNR5s2bR0VFBVVVVf2CdQrCeZ5eN0Nuo8kYhTn5RJMxCsL5jC0fSdAf8Oz/XEk89X/snXecHVX5xr9nyu3b+2422SSkkoSQkNA7SG/SQUBQVARBFAUU7GCsiEhRmgFBeq9CIPQWSO9tN9ned2+den5/zN27u9m7KRBEf+bhQ5Kde+bMmbmzM895z/M+r0eQTdvCsu2sEwsBJJ2kF51mQJQ1i021K1xalE4v+qq6pFTDs6wTbobEOa6DFC5bEta+Y6ed6TKR5nT6J7ESkw0dm+jo7crYF0rZ30dhS05mX0/fDKqtoLpKxu7Oc/oQ5HWHkQJ0Q2PM2komLRlFRX0h3ZEoSkBkSHPf+SqugiI9J5BEIIXPUIl3JZC4aRmH5woyLMTg+0GRgkgsQF407BURGuDrPTBLwFFdHMUllpdAqAJsUMzB7Qdiy9Xvfj+UfoxYX4IvpaEoQwv+2KqNq0rW79ZIR2EPvTlx2sp6SASNoTaFwpus6ULDZ2r4HA23BNpG9JLSTGzTIa84B92vo6gKexw3lW985yucfuBxHD/xMAqDeRT4vAmjozkotgBbIFVYVrmeRMRAWpBblIuULt1t3diW58Lj2A7R7jhm0iLRm+Tle+Zxz3X/INYdB6C5s5Vb3p1LT3Gc+ngTr3S9i10u+frp5xBXk6R8BknVZFR7OT7hQ/fpFJTm0d3a6103ITjum0dxyuXHsd9Jsznteydz+LnZ83ccxxmkEVcUhfz8fMaMGcPMmTOZOnUqoVCIv//973zta1/j3Xff5Z577qG+vj5rfwMxZ84cDj/8cNauXcvhhx/OnDlzsjWzge9LKScB+wCXCiEmD/j8Jinl9PT/L2zzoOySpnxqKIrCP669hY9WL+LlBW+QH87ljINPoLSgGCklz773Cg+89gSqonLBkafzpb0O3uFKjJ8WUkq+9oerSBj9y/Yp08B2OvnFP/7EHd/NenP9v8BpBx7Hlbf/fMh2n6Yx/w+P8/ayD3Fch5P3O4rdqkZvV5+R/Ai/eeHndLV209sRpWq3CjRdIxlL8qtzf8+Cf32C5tNwHckhpx9AIOwflNwphKCgNI+xe2zf8bYHbfXtrF+ykcox5YycONQDe94/38xIRoaDZVj84Rt/4Z6lt36msfj8OjDUdcCxhz++62zFkziN868/m+MvPppFbywlkhdmxuF7DHJDKRtZyk2v3UgyXT0ulJN9hWoX/n8hq33eABiGwZIlSygsLGTGjBlZbQ4ri8roivbgU7SMg0hF4VCpWVNTExs3bmTatGlEIhGam5sxjP7f7dkTpnPY9P14fdF7aIoXffzxOZdzxe0/pScexafrjKusYXndGizHziQ89slipPTkGKqi4NN8GGYKB08T7aSdUzRVxXLsIdFw1VEQiqDbF00Tca+9Fwn3/uVdMC+KrAk1o+91BxBq1VEIR4P0FMS9benL1dbTTmu03ZMKZLneruIdpy9a3yfd7otUCykyhX7GrK1ENzXKm4rwmRq4UNSey5j1lTiyv3hP36gFYAuHgvYcz93DVbGFA0J48g1XIKXn4qFki2xLhvSXLQI+WOAicIWL4ggi0SBigKJxuIJFW7p6Z4vMZxxZHPplI3j+4qbuEM1JMKK+hFA8AEgKO3PpKO5B9kjC8UCmfZ/d4orxm/GZOkITCEtQ/UYJ9TQQIkCyLYXiU+io6GVe6n0+unQxeVaYwqICVKFg6Bau7aLYCrbq4GguivDyCLqqYxx28AEcfPr+/OL03+I6kkhXEK1cxdBNLNfGSJocWrkvJQVFtNS18pf77yWel6K9p5OuWDejRoygtnsTpJIsN9dx4/4/YvbEPbn3tw/S9HEjaptA+GD3/SfS0xllwl791bZVVWH3/SZlvc4DsSUR3xI+n4+ysjJ+/vOfs/fee/Ovf/2Lrq4uLrroIn70ox9xyCGHDLvv008/zfz58wG44IILOOSQQ/jNb34z+Dv2qmk2pf8dFUKsBKqAFdsc/DDYVdBnJ0NKyXlzLuepd1/OJAuGAyEuPOoMbrnsVwC8v+Jjrvrbr1i4bhml+UVce/Z3uPjYc3aIqK+sW8v1c3/Hu8sXUF1ayXXnXMEJ+x4JwKbWBiZeeDDJLJXVqorKqX/oP/Pa7SzM++RtTv3FxZmXh5SSh358G8fuffhOPc5PT7uR95//aJCFXyDkZ/qh0/hk3iJUTfWW4oJ+/vj6jYOixZ8WjuPwu6/9mdcffhPdr2NbDhNnjeOGZ34ySFf9t2vu5aHfPrHNfAVVU3i26+HPJYr8zjMf8KtzfjckKh4I+3mi5QGC4a17jf9/xa6CPp8NpmkOe1+/+eabqKrKhAkTKC4e6vPfh+W1q/n2X35MNB7DcR0uOvosLj/5oswzuC+inkqlmDp1akZ32traSk9PD+PGjes/MSlZuWltpiJzUW4BK+rWcNmt19PZ3Ynt2DhS0hXvwafrdEV7cFwHRVEpiOTi1/z4VR+NrS04OJT5i4kbCVKaQcrxJFyDiumkT10TKrqmoyoKCTM5SNoyBBIiMkBFVTnrWuqyRnKly1C5dbZXUnrXQMrHHp+MRTM01HShmd7cOO0lvVRvKsnYEdqqQ8pv4rN1FBdURx1CigcS4j4y6woXRQ6ORNt+B1s4+EyN+hHtlDUV4LP0zKD6+sl4dad9wreGfl9vmdGp72z09an5NKTrkl+RR9IxqHUb6SzsoWZ9hbeKoHjjVR2F1ZM2M3ZtJa6Q+KUODqT8JmsnN2AGLIJ6gIlvVaOnPCtCV/eKObVN7KFT7aVqSRGKK3AVl4gIE5dJz4de8Qj96smbiOZ5wTq/7uebx57Lry74AZ3NXdxw9h+oW7EZy7Swgg5Nxe0QElTJEvafPAvHtXmzcwGNuR0opqDHiWKqFuVGMVbSwsZGV3QuHHkq3/3rJbQ3dvDyI6+iW37WL96IqqnUTK7mxG8fQ2iYfKDh0NraSiKRoKamZpttH3vsMerr67n++uu3q+/8/Hy6u7szPxcUFAyUpwy5MYQQNcCbwBQpZa8Q4mfAV4FeYAFe5HybmuBdEfGdjPdXfjKIhAPEUwnufukhvnX8eZi2xeE/PCsTra5tqefKO35Ga3fbdnlag6f93vs7J5BIJT3/285Wzrrh2/zxWz/hm8efR04wPGwVtPzIF+fc8e/C4TMOoOWRRby59AOvsta0vQn4di7p6+2M8t5zHw2yzwPPM7y3o5e5K+9g8ZvLyC/JY+YR03e4EuRweOymp5n/6NuYKSszAVjx/mr+8I1b+MlDV2faHXDKfjxxy3MYWawUB0JRFXT/Njx0PyX2O2E2+5+4N+888wGpRApd11BUhWvmfu9/loTvwucDKSV1dXUYhsH+++9PKLT1l/vuNRN45uf38v7ij4gEwuw/oz+vxzAMFi9eTHFxMRMnThwUIMnmzCKEGCRx6471IqXk1m//isWLFlEzYhSPLHiRh954Bsu2iQQjxJIxJlbvxgn7HMlNT9yZKZZTJUq4ZOTZ1EYbeKL1XyRkehKbDusK+gv+qKqKZqsknCQ6Gq6QWNLOLjiVkMCkrbeToO73ChnZ1iCZ+HbxzwGkNhUwWTZ9I2VNBQhH0F7aQ0+BJ1WI5ibYfUkNtuZ4ln3pcLlmZ38ObhlJljCEhAMIW+AP+ekNxijqyEUf0N/AQjl2wEaRCqqp9PnDbNlTZtsguc52kvA+3f9wBuL9Up/BfeYURJgwayyKqmImDeRHksBm3SPMmptxk0EKCo1cWsu7KWnJx5YuUpMYOSaVm4pAeNffl9Iy/auWIOUYmCkLXaoo0pOdSMBQTaQjWbX7ZmzNJhUwvaqnaTiuw/GzvUCV7tPRfRq+iE691kwybJGTCrN//gzaN3cSCoYwTJM6rZlA1IeqKuQ6YRrtNloT7YS1EK4qGdNWxpq2dSx4eRGvP/wWPd09jBw7gm/85gLySrzKm58G24qID0Q215QjjjiC5uahEt0bbrhhh8YhhIgAjwPflVL2pjffDvwS77L/EvgDcNG2+vqfJOJt3R08896/cKXL8XsfQUVR2U7r+8UPXxskCemD4zi8vOANXl/07pBIdSKVZM5Dt3HV6d/aLsJ4/d9/RzyVGBTVSBhJrrnr11x09FkU5ORz2PT9eXXh24NKHHse21//VOfVFe3m/ZWfUJiTz+yJe/7bZDafFn6f36uG9zmht6MXTVeHEHHwnErKa8oor9l591W8N8ETf36Gub/45xDJiWVYvP3ke5gpM/Nwm7z3BI656AheuvdVjET2CKLu1znkjAN22iRhSwgh+PEDV7H8vVXM++cbqJrCl79zApVjhrqadLZ0Me/BN+hu62HGYXuw52HTtrtoQzZ0t/XwwI2P8O4zHxApCHPqFSdx5FcO/Y+/b3dh29hSmmLbNsuWLcPn8xGJRPD7ty8XIy+cw7TRk0gm+5/X3d3dLF++fFBEvTPaza3PzKWupZ6JVWM4YtJ+w/b50erFXHXnL0kZBolkgouPPIsDyvflB2dcQkNHMwvXLydlGhwz61B+87VrmXX5CUgkPlXHtC3aZJdnH+iUkZsME9cSOMLBcm2kAj5bR3MVDJ/pRdUdHzlOGOEKov74sBFsv6Vj6Q7xWAJHcVCE6E8A3V5saXUIpHSTutEtXhn1AU1jkSSO6mTcP2zVySrb8LodGoUe7re0uzBOyf4lbOxdx+5v1eBojhdhH+AFLjSvyI5EZqQ/bJU4bw8Gk+uBJHtwv30EXwwl9QIqx5Xz8b8WD3LiylMiSNcrsuMoTsbRpWx9AUhoL+7GCUkqNhcRbPR5uQPCs67c8hiKKzCCFpZlI6TAld4kyHYdpCtJBJNY/qGSQSklP3vgj1x31hUkFsaoX9fA4pK1dOfEEK6gKxCjsKiWi44/g6b1zQRy/OSJXKwWg2RvCsdyCPr95HQHCetBKp0SSlIFRKMx5j0wn5ziHJQAJKMpnrn9RS664Suf8nvYcSJeVFQ0aNurr746bPuysjKampqoqKigqamJ0tKhcjUAIYSOR8IfkFJmCopIKVsGtLkTeG57xrlT3sBCiKOBmwEVuEtKOWeLz0X682OBBPBVKeUn27PvzsYD857k63+8ClVRkVJy+a0/4aZv/ZRvnXD+Tuk/L5yLT9MzEY4+aJpGbijCovXLs5Iiy7YYd8GBGJbJcXsfzg0X/pDK4vKsx3h/5SfZ+3AsGtqbqSmv5v5r/syxPz6PZRtXo2saKdPgwqPO4OvHnL3D5/S7h2/nJ/f9Hp/mVaArzS/iX3MeZGxlzQ739Z+A1R+v4/WH3gTg0DMPZMJe3jKz67q8u2IBzZ2t7DNpBiNKhi99Xl5TlrUio6Iq7HnotJ063mQ8xSWzrqRlU9uwum8pJUbSHBRluOKWSzj87EN447G3UVSFuhWbWfjaYk/SYtpM2mcC3731kp061i3R1dLNHVfdzdqFG9B0lZf/Po8rbr2EI845JNPmk9cW8+MTf4HrSMyUyZO3PMvu+03i18/99FNNEmLdMb4x4wq6Wrux0y+8my65lTWfrOeymy7e4f4s26K5s43ivAKC/l2JoP9JiMViLFmyhJqaGiorK/noo4926EXdF+HuK/bT2NjIjBkzCAa97zlppLj4ph9Q19pA0BdgwZrFLFu/inun/mnIpM6yLa6++0Ys0ySg6uSVlHPfG08we8J09pk+i7k/+BP1bY0E/AGqisp54u0XsWwbf7oAEC6YjsWazRvIiQZJiCTlWgmxnhgpYRAPptBNhRwRxnT95MfDTE9M4o2Cj7FVB91Usf2OV2p9wBxWkV7Z+IKOXPKVHFYX1mKLYQhpP48ciiy7CGBCtIb6QAs9AS8arloKUxeP8SLSjoLqqPiFJOU3cB0VZYvER1eR9A1HkcKL1AqZcTcZCL+h0euLUbW+CM1WcBXPQUVxFHRbxVYcz/nFFpnCP9kJ+I4T8uGdWcSAT+Sg7QMRjARY+d6aIfkxQgh8IR0zaaE6Sr+LDhKkpKS9gHUTGugNxSnoyUE4wwcTpJDs4U7gXd9CYuUpgi06wvHkKY1V7ThZSLiCQEFQV9/A1bfcwF51E5HFCokig2DKTyDoxx/y01UUZf+v7ENJvkdsN93cwj82PempaQIQSvkZs74Sv+YjpyCCjU1+eR7dPd2IkDdxyCvOo72+A9u0P/VKrOM46Pr27RuPxxk5cvsloSeeeCJz587lmmuuYe7cuZx00klD2qT57N3ASinlH7f4rCKtIQc4BVi2Pcf9zERcCKECtwJHAvXAR0KIZ6SUA4XrxwDj0v/vjRe+33s7991paOpo4et/vIrUFpUvr7zjFxw586AdIpZmyuS95z6ks7mLqQfuzm57jAHgzENO4Pq5vxu6g4RTDzyWB19/ivr2pkEf6YZG1boi8rrCJEMaTzQ9x4sfvc7Ku1+nICd/SFfVJZU0drQM2e44LkW5BQAU5RbwwS3PsWzjKja3NTJ97O5ZI/+9nVGe/MuzfPDCAooqizj9ypOYduCUzOevL3qHn93/R1KmkbluiVSSY350HqvvffO/LsJ493X38+hNT2Xs85667XlO++5JHHn5YRz+gzNp7W4HIbBsi4uPPYebv/2LrOeo6Rrfvunr/PnSOzKVNFVNJRgJcP5PdnyyszX8677XaKtv36rlX8WY8kGFcja1NjDvk7fJDUe46NdfyRDI5rpWapfXDZvkubNxzbE/Y8PSWhzboW8h6PcX30L1+Com7DUOx3b4+RlzBiW3JmMplr2zgpfve43jvvalHT7mc3e+TG9Hb4aEA6TiBs/c/gLnXH3aDhUz+vOTd/OTub/Hsm0kkm8e9xV+943r0LI48+zCvxeNjY3U1tYydepUcnI8G7W+MvcDS2JvDaqqYlkWS5cuRVEUZs2aNYjEr9i0hvr2Zkrzveh40Bdgwfql9MSjg2R+6xo28sQ7L7O+oZaRJZXk5uZ5dQoUhabOVsArhtKXIF7XWs8ND96CYRkYloEiBIqioqqCqtHlfNKwnHh3kna7G11T0Q0N4UIiaGJgU0IhUzp3w65wsLBIqoaXeOcKQskArnBJ+U2kkARFgPzeCOMbqunYLYoudSxpI5UsZHQ4Eg4UdOTQVRwdtM3WXMyoxQFiBu/rSyhZmUckGsCf8mP5vdVCzUrbG9paJnLddxhHcdk8qpX20h5yzTAj86qwWyzCq4d+f65wCSUCaC9qBC0FKSSqo6A4wtM9I9FcFWnhaa0ZKAvZekGebaFfyLLldoHIUzBjJrqz9cmfmTKzJqk7jotjGRndfGac0kvqFUKQ3x0htzeUOWYftjwnRVM4/ZwTUW6TLHfW0VbTRY4RorsoTk9RnIgvjCpVYqkkDt7zURUquqvT0dFJIhYjZ5MPRSqIEoGmqyiKgi/oQ/NpXtJwGucfeCqLnlzC5mQTQTtAZUuRtwrhSIy4QfHIYs67/kxef+gtgn4/iWSCxrpGEILaTbUUFRWRn5+/wyufn1WasjVcc801nHHGGdx9992MHDmSRx99FPCeNVVVVS9IKY8F9gfOA5YKIRald/1R2iHlt0KI6Xi3Sy3wze057s54m8wG1kkpNwAIIR4CTmJwBulJwH3Sm+q9L4TIF0JUADXbse9OwxNvv5iVVDmuw6NvPsc1Z122Xf1sXF7HlYdci2lYOJaDUAT7Hj+L6x78ASNKKvnH1X/m/N9egZAKlmnhui6XTTgPzdb42Xnf44OVn2QKzvhTOjM/mOBFDlyF3J4QpS0FrJ3ZwJ0vPMgPz/z2kONfd+4VnPmrSwZJYIK+AGcfehI5ocE33ZTRE5kyemLW8+jp6OXi6ZfT096T0RsvePkTLv3TNzj+4qMAuOWpe4dIbVzp0tjRwqL1y9lztylD+v1PRd3KzTzyxycxB1TJNBIGj930FH9q/Du1LfVeaeY07nnpYfadNJOzDzs5a3/HfPVIykaW8uCcR2mpa2X6IdM490dnUD4q+3JWHz5avYhbnrqXhvZmjtv7cC4+9pwh39tAfPDCggzZ3xKKouAL6Fx153cy266/93f8/rE7UBXvIaoIwUs3/oN9Js+kfFTpNse3s7BhaS2bV9cPcU8xUyaP3fw0P77/KlZ/vG4QYe5DKm7w8tx5n4qIL3hl4ZBKqOC5u6xesJZ9j5+9Xf3887WnuPbuOYPu/789/wC6pvPbi3+8w+PahZ0DKSUrVqzANE1mz549qIDHtsrcbwnLsmhubmbcuHFUVw+dmCpCyRRnEUJA2m1EUfrfI0s2rOSrv7+SnmgvPYleVtYnmDFuanqsUJY3OGnUtEwOufx0WmNtGUbqSonr2BSIHB5f+BKb1RYSagopJHbAIRkw0WyVQEoHTZAMpMidkMuryQ8IWgGCiQCh3CA9agzDMHAVUBWVgOrHdV1sxcGf72Ncbg2rrVqEECi2VwJ+EMvMwokEAiEglZslECCgMbeNop48xq2uAgMUx4tGi6Q+wAfb8wMfmESZCphIBXqLEyRyDbSQTk9BnHCrnnFGGfRdSBVhgxt1UdPfS9/4FNeLIEvds20U6cRTz3Fk8NzCVdwhUfktzzebZj2b5hvAkAa2z0FPDiWHA49dUF5A++aOLP26CEvgKA627qCbGkIKVEf17jdVEo4Fss4GBo5VIMjJzWHhq4sxoyZ6pZ9kqAdVMUnq3mQvqAaZNWk6GzfV4V+jkexIEg3HaS/oAdezSBQxiU+qqN0KvZE4ggQpxeKAslmUF5Rkjh3JiXDImH1Zv2gDtmXT68SQfpeC0nxKR5VgpkxGThzBwafvz7x/zsc0LQqLCzj1eycSLPDT3t7OunXr8Pv9FBUVUVhYuM3cDvBWrreXvO8oES8qKmLevHlDtldWVpIm4Ugp32aY6aqU8lOVbd4ZRLwK2Dzg53q8qPe22lRt576fGZ3NXdx57d+5/70nMarMIQ8b13UxrOzVF7eElJKfnHIDPe29g7a//9xHvHTvqxz39aP48oHHEm4McO33f4VrOOR2hln0ziIufOjb3Lnwz/zzR7dxxe0/ZXNrI2M3VqFZasYGSUEBF2qWlPHmkg+yEvHj9zmCmy75GVffdSOWbeG4DmcfdjK3fWfHkg0eu+kputt6BumcUwmD2753J0d+5RD8QT/twxQBUhWV7ljPDh3vi8a7z36Am8VSL6omWNO4cRAJBy/J9pan7x2WiAPMOGwPZhy2x3aP4b5/Pcolf/4RSTOFlJL3Vn7Mbc/M5ePbXyQvnD2RtqS6GEVVhkRTFFVh/5P25htzvsqIcVUAvLbwHf74+N+GrPocf/1XaXr4E3Tt80nMzIbO5i5UPcvLyZW01rUBnmXVcGYPWpZ9twcVo8uzXi/HcSmuKhpmr6H45QM3D5mEJowktz79d2648If/1mu5C/1Ys2YNoVCISZMmZbUm3F4i3tbWxtq1a8nNzc1KwgF2HzWe8SNGs2LT2ozk8IAJe5Eb6i9k8tuHbyMeT5Cv5+IL+WiMt7CusZbKwjK+f8rFlOQWDurz+Rfm0RbtQBEarrA9KYKAHF8YJ+HSJrqwVKvf4DsNW3Pw2Rr5wRyUfI3AnhFyluZQEi4kGA6QcJJ01vWw/wGzWduwkeaeNkoKilBQaPN3YEQdxptl7NY4glUj6nDVNIFz0+XVVQc3S9zXk1konuwly+9qIpTCWWWnI99kEihV2S8NGSgvd/GkKLql4aguru5SnFNAKBCkuqSSlSPXUlVbgN/2pdXdQxy1sxJSISQI4d0D0sHGwWcMdfYWUsH0WfhMnWzsNpPAKjypjARMv4VQQE162nNF9GvAhamgm0N5WT+Z9/roTUaHtAGJzFeg18VWXVwhcYSL1pdlicBRXIQjUFS1/0JuAVtxQZF0lvTQ0dUJQL4VYRPNJOMpVCGI5RkYhsEb77zHgZumY8UtEimV3KYgarlKV1mUmuYK9JSGi0vFpkJW7r4JBPgNm1Wr1/Pb791CRX4pB522HzW7j2T6IVOwLYvNqxpwHIfS6mJGTx2F7tPpbOmityPKvifMonS3Itqa2pg2axqhHG91ti8HI5lM0tHRkamSmZeXl4mWD5xk92FHIuKJROJ/psT99qjJhmuznUo0EEJ8A/gGsEOan2QsyTf3+i5dLd1EdD9UDu3er/s4Zf+jtqu/zWsaaGvoGLI9lTB49q8vcdzXj8KxHW679E7yOvpnd2bKpKe9l3/+5jG+/Yevc8K+R5I0UpxVfSFRYkP60y2NsTnDSwe+cdy5XHjUGTS0N1OUW7DViOpweO/5oa4fHgQbl9UxcdZ4Tj3gGBasWUzSGJxgajs2syfsucPH/CKh+3SEogCDX9SuLlGFQrYr0RvP9vD8dEiZKS77y3WDyF3SSNHQ0cwtT93LdedekXW/k799LC///dVBUV5FUSivKeXnj/1oEBm5+8V/Zk0WtmyLN5d8wOEzPn1Z+x3F+Jm7YRlDo92+gI/Zx8wEYNyMsQRzAiRjQ0vVH/spouEAX/7O8bzyj9cHOcaomkrVbhXsNn3MdvfTMEzxK9uxiSXjWWVju/D5Y8KECYOK6gzEcGXuB0JKyYYNG+js7GTq1Kls3Lhx2LY+3cftl/+a+159nLrWevYYPYmRgdJMP+vXr6etox0rZtOZ6EIIQVD62SNvEvfdcDNm0qCtrW1Qn111XWkHFMi87iREAmHMmHfP2sIdUrURAcmASXVpDrFUnK41nZTo+SQVg1QiRV1bI0JRmFwzjmWbVqMKhVgiQUFuHnpAo2qPEezOBLqf7UZP+VgSXIuQAt32CmLl+MLERRLDHhD5zrylJULFe3QOfIVKT+PsColmKChSGfJiFwPaSmQm6KTZnuvLiPWlxHtThIsCbBSb8Rf7SFSbBNLylIF6663JSxSp4EiXlD+FIyWpsElRa27mcS8Q2H4HQzPxJ/ukL4MdU/oU3q4iqR/dRk9ejPKGQgo7clHsAeRbE17EXoLuqrju8OPqux5mwiS3LIfelmjmwnSMjuHkuhQtCeOzNKTl9eMIl2TQQKoQEJ4sJKD6sRMWjuWSqZoq+4shSb9gU2kLhYFCBBCo0ygty6OpoBPTb6G4CiHTT04sRHdbDyMrqiguLqS5vpWaeh+ju8oRvQJF84IYXeUxwlaAQn8+ZqdJt9XDmqpaKkUZL975Cqf/4BSOOO8QJu0znkQ0yeN/epZYZxTHdnBsb0mipNoLfOQURVCDSoaED0QwGGTEiBGMGDEC13Xp6emho6OD2tpaVFWlsLCQoqIiwuGwV4xoB4h4LBb7nylxXw8MZIwjgC1LlA3XZnv2BUBK+Tcp5V5Syr1KSkqyNcmKV/7xOrHuGI7tEEz6GbWxDMXxfoEUIQj5g1x60leZNmbytjsDHMsetCw5ELblkY6GdY2YWQiubdq88/QHgPfwCgWCFJRk16sK4BunbH2VQ9d0asqrPxUJB68yYjYkY0nm/vyfmIbF1485hzHlIwmlNcZCCEK+INcd8R0+fPZjNq9p+FTH/iJw8Gn7Z5UmRVIhgoGhbjUBn5/TDjpuq32u3rye037xDcpPn84e3ziSh15/eti2i9evyHr8lGnw5NsvDrvf6Ck1XHvf94jkhwnlBPGH/NRMGckfXr1hSH/xLCQ8cxxr61aGOxu5hTmcfc2pg0rV636dvJJcTrrEq/yrKAq/euo6wrkhgpEAuk/DH/Kz34mzOeysT+d6M3pKDT99+GryS/IIhAPofp0p+03ity9n1/sPh5lpecGWKMzJJz+S96nGtgufHVv7DlVVxbaHr7jYV6retm1mzpxJMBjcJnGPBMN8+4Tz+c3XfsQ+k2bw4NvP8ON7f8O9Tz5IV7SHPUdNJZ6Mg094k3pdQyxwuP2yu7njintY/tYqpJS4rsumVfXkkUOlXYqDQ5/LrJACM2ayV2oy+bEIkuwTDYmktqGeZFMSdSGMWVNJ4/omltStpifRi2mZfLx2KXkygpWwiPXE2FBfR088ihW0OO7Ko0lMtlnjr0UKF6lITL+NoZnYfi/HSFPSJeDTQ1AcATaYTpbrKkAzNRSdQTKU4ZCNSBe35FJcm0tgsYr6lkNPQy+5jaFMxH5HoNkqgXiA2DSDfDWXIZfRBjNgZ5Wm9BFagaCuppmOgl70hEZhW246gbL/zFzbRToS6cot4zpZkD6PJETbYmg+jWkHTWbkntX05MbIXxmCzLXz/nMUF6lCyPDji2loSZVQaQhFUXBViaO6WLqNrXm+4K7PRQCVywpp7GjBNm2kBdWbythj0Rh8jk4kFsLn+NBNDYkkGo+Rl5PDyOoqLwLf461WOpbjSZcCCsK7ILi2i6apuLgEIwGklLTUtSKEYMT4KkZPHYUiBOsWbWThvKWs+2Q9J112bCYfZ3vkJO0NHXz44ies+7CW0oIy9tprLyZPnozP56O2tpYPP/yQlStXEo/Hh52Ib4l4PJ7JH/lPxs6IiH8EjBNCjAYagLOAc7Zo8wxwWVoDvjfQI6VsEkK0bce+nwnL31s1KBFsVG05Re15dI6IMuPIPbj60svYa8L2SQvWfLKOT+Yt9paItoA/6OPIrxwKQDgvPKy7RW7R4Jvi9CtP4i/f/RtGoj8KIRXJ5IMnsfuECds1rk+L0688mWXvrBh0ffrwyWuL+esP7+E7N3+TD//yPPe+/DBPv/cvSvwFKE/YvHndG7ytvIVjO8w+ZiY/eejqz80Gb2ehZEQxV97xbW761m0oqvdQcB2X7952CfYEOOuGb2PaJrbjEPIHqSou58pTh3fZWN9Yy+zLjiOWTOBKl5budr7+x6uobd7MNWcPzTcoyMkflOwyEMV5g5evpZQsr11NPJVgz92mcPBpB7D/Sfuwfkkt4dxgRoqyJc465ERe/eStQT724EVxD5q601Vf28RXf3ouY6eN5rGbnqano5f9TtibM3/wZSL5/ZPHSbMn8GjDXN584l16O6JMP2Qq4/Yc+5mOu+/xs3ms6T4a1zcTzg3tUIJmH35z8Y845PunZ2RE4FmA/uFbP/2vS1L+/4RtEfHhiHU0GmXp0qWMGTOG8vLybbbfEpvbGrn0L9fR1t6GWqvytJVCVVWvpDsujnTIVSOM661mU2MDC8QyFCmo+biC/HA+7Q2drHhvFQAHNO7Bx+pKuoO94EJlqoT8aISRIyrQIhq1shFnGGcT13Yoasqju6WHymllJN0Uo4oqCeQEaOpoZdG65UxrG0dj2E+viCOAEEGW1K7i2nvmsDqvFrPbmwQIPL22IyWudJlYPZbu7h6vnL3wch4DKR/JYPr9lB6SaiuM2lhGTm8IzVTx2TqO6iWLZvP/lkJiqy6anZ2M+RM6zVWd5PaGyH8vgpYa3K6vDuhWSb4Axafg82uEev1E9Tj5sj8aKvGSO1XDe39vqUOXKnSOjNKW00VbQTe+pMbEuuqs5e0HnqPM+EBmWcKgzwHFK04kFI8rrFu0EV/Ax4zwRLpkN1t+1T5HQ417klVHuEhVEt0URVEVlk7fQEFrDrldQZJ+E81Rye0NexVKLYXQKj/5I/Jo29QJLiRDJindRNEsQnaAVI6JozmYCZPWlnZsw0bxq4SDYSzDJpUyqB3RTGu4i5RuYNkOmqug9JgU6rnIERLXlfiD/Qm1f/vBXBa+thRfwIfrSoQiaFzXBEdOBzw5ydaIePPGFh688TFsy8Z1JR88t4DzfnomecW5VFRUUFFRgZSS3t5eVqxYwerVq1EUJRMtz8nJyfpc+J8h4lJKWwhxGfAyngXhPVLK5UKIb6U/vwN4Ac+6cB2efeGFW9v3s45pIEZNqsYX8A1ynIjEgpTUF/DjUy9n+oTsUa+BcF2XX5//R9568j1sy84si2g+Ddu0CUYCjJo8kpMv9aKnRRWFTN5nIsveXTGIkAfCAU6/crAdznFfP4raZXU889eX0pUSbSbuNY4bnti+SlCfBbOPnslXf34ud1x1z5DPzKTJ83f+i0tvuphQwFs1uPSkr/LT03/Nu2s+GJRg9+GLn/DgnEc5//rtdwtpq29HURWKKgq33Xgn4ugLjmCfY2fx3nMfAh5hyy/xopsf3/Yitz97H5taGzhqr0M4/8jTCAWGt6v71QM3E08XVepDPJXklw/czOWnfG3IvuNHjGF81RiW1a4epEcPB4JcccrXMj+vrd/A8dd/lYb2JlRFBQR3f//3nHbQcUyYuRtbw2kHHcfcVx7l7aUfEksl0FQNXdO447u/+dQrJ58VB56yHweeMrz3MkAwEuSo83du5VNVVaken33Csj2YNWE6b930BNfd+1s+WbeM0eXV/PS8Kzl61qE7cZS7sDMxHLHeslR9HxRF4a2VH/Hy2veoLCrjzINPGPb35LVF79Ad7SEoAkRCYTZuWoZf9zGtZjLx5jhJO8XR2gG8U7uAjaMb8Ss+XCTLAhv4y1/uZXLxbhSOKkCTKtFYlGm1u+F3/SSjKUI5Qdr0TubbH8EojbxUHl2JniE2tT5DI5jy01zWQUF3hEB7ADFSoGs6Ad1PRVEpza1tSBtGUkGdaKIokI+bckkZBo+8+awn0ZC250U9IEJdlFNATzxKhVZKqNVHY3EbhmnhShfNUjw9t+rpsyesGEleTwjVVlHSZNbSHKQqwRaDSr/3HcPy2biKgt8cmlshFYk/qaMbGpqtZrX/k6qLcLKTOS+BVkGRAjfpkFcXJuGkBhy/vzdFEcTyk4SiftQBft/ChYKNYfKVMKHqANG8RMYHfSAEAjWsYscdhAAhQOqCLbWNg3Ng03p5CbblYFs2tmkTUSMoWfTlul/3JneKg4ugNJxPzIhjpAzUlCCWl6Cxoh1Lc5j9/gQc1bvnVVdFtQS25eCYDsl8k3VjG1AcgeWz6dXiSA3ap0RR6jU6U72YxTYtlZ3s3b07uTJCk6+dtrxuQgk/qq6QDKQo8uWze9sY2te0saRzGTOP2pOaKaMASPQmWPLGMvwhH/6gH6QkEU2yfmG/5Mt13ax67z68+8yHCEVQUu3pxts2t7N4/jIOOq3/vSGEIC8vD7/fz7Rp05BS0tnZSUNDA729vYTD4UzSZ18tgUQisUPSlM7OTs4880xqa2upqanhkUceoaBgaBBHCFELRPHWQ+y+SslCiELgYTwjklrgjH9bZc20bcsLW2y7Y8C/JXDp9u67M3HMRUfywK8fHUTEVU2lpLqEPQ7aPsePNx57h7efej+jOe0j15qmcvw3jmLmEXuy73GzBvlK//SRq7nm2J9Rt3Izmq5ipixOvvQ4Dj1z8HK7EILLbv4m5/74TDYsraW0uuQzkYcdxZnf/zJ3//j+rFpx0zBxbAfF5z1EzJTJu898MMTlwkgaPHPHi1sl4o7j8MELC3j/+Y945+kPiHZFAcGoSSO4/qGrGTlhxE49r60hvySPYy48csj2iSN34+ZLf7Hd/byzfMGQBE/wyMC6xo1Z5U7P/vLvHHXtOWxqbURTVAzL5JqzLuXYvT0S6jgOh/3gTBo6mge9hC/47RXsPmo8k0aNG9LnQGiqxvO/uo8XP3qdp999mcKcfC486kwmVH+2CPP/KmaMm8oLN97/RQ9jF7YTmqZhGP0rfANL1W/psAJw+3P38/e3nqAgLx/LsXhjyXvceeXvCPgGFwWSUtLc1Ezb5naUXkGrr52UahDMC6BqCmMm17BhQx227tJR1oOGiiZVL9FPMVkcWM1KdyNmvecVfWz5QRSbRbTVd6BqKj12lHdGLCbuTyG6BI5MEys83bM3CHBVSSwniRSShrJ2KrtKyVHCpKRBSAYxUgYy6aJukrhFNm6ZS9SK4ff5aOnoJOD3YWdJWAco8ucj6iVFG3IpbI4wor6EbnpxYw5NIzpprOrAxUG3VPJ6QgjX04T3hXMVV6RL3Q8mlq7iYgRMgokgArB1G83q/x5c4WJrDqFEAFdIFFewpS48mp/EDjoUNuWQLcGyz+RAqhI94iOpx1ESAqmAcJX+9gJiEw3atC4mfDICbYDlYF/xH+HCiLoSmirbM17kW8KJp78f3Zv4KdZwsfrBV0NKmXGRyi3OHWL60DdGW9gEAwFc25OKRDtj2KZXpGfykhok0FLWyYbdmnCV9DUToJsaDi5mwkTTNTor2lE1lZxkCMO2cMIuIYJMKZnAJ4UryFHCXpXmXos1hZuZ0T2RrnAUzVGJFITxG14SbmEyl5ljpxHrjhGIBDjhW0dnVsBty0YP6PS0R7EMC1VTcR2X4ur+xPhtSVOMhInmG+B+pKvDVoXu04gLISgrK6OsrAwpJfF4nI6ODlasWEFtbS3z589HVdXtlrEAzJkzh8MPP5xrrrmGOXPmMGfOHH7zm98M1/xQKWX7FtuuAeZJKecIIa5J/3z10F0H4z9bS7ATUFCaz81vzuE3X/0TG5fVIQTs9aUZ/PCeK7Z7efnFe14hFU8N2a6oCoeddTBT9x9KuApK8/nrgj+xcVkt7Y2djNtzbCbyOtw4Zx4+fbvPa2di9/0msej1JUO210weie7rj15Ypu1p4rJga6XUE9EElx94NQ3rmoZcx/WLa7nioKt5uO7eT13ydjhIKXnxnld47OaniXXF2ff4WZz/k7N3WhR+dHk1axuGJnpZlkVlUfZiTNWllSy/63UWrltGa3c7sydMpzC3f8b9xpL36YlHh0TCTNvijufu366JgqIoHLf34Ry3986NMO/CLvwnYHulKVsrVQ9eAvMDrz1JQTiX4rxCL/myaROL1i9nn0kz+ttZFkuWLKEkXoCbkNi+dNVCx8Xq9oIVtrApGVHEj3/6PZZfvo5Fm1fgOC7RQAJLtTGUThQpKLOK0P0az3W9wY++dAmd67v45LUltBV3kQikUFyBX/djORamY+GIASRCgC0dT88LdOb3EKqK8OBP/sI1j85h9ab1ODGH0s4CnBoobymmMd5ONBCnU+3xEioJkrAG55FotorP0FAeswgl/SAh4UsR1oL4O3VsqVDaXIijurSUdWWSSL1IuOy3YBQSLYt4pKs4Rijuxwxa2KqDyFNIuSlC7X5s1cFWHBRHkAgnCceDSLwJSP9pC8LRAFqPiuN3EcYAkp5OWOyDG5JohRpqUgUVusqiFDTn9PNwCaUf5VKoR9CLNGgmqz2EAAq6cobVkvfBMR2ENrxH+ZCrIfsDedHO6KCgVr9/OLgpl3a6CBi+IVIfLyFWUtFcRCQapLWkm4rmoozJjkSi+lQQXtDRcVwUVyUsg/iDfnxNKmae5RVc0lWEYeHXfHQmeuhs9Hzr3TyJETOwbc9SUUuppFJJNJ9GUWXRIBlqOD9MOC9Ma10btuniupJQbpDjv+kZYEgpScaSmSJZ2TDlgEk899eXUVUFx3GxDZsJs4cPOm35uyyEIBKJEIlEGDVqFGPHjsUwDF5//XX23ntvampqOO+88zj11FOH7RPg6aefZv78+QBccMEFHHLIIVsj4tlwEnBI+t9zgfnsIuIedttjDHcu/DPx3gSarnrLJzuArc2o5DZmW6On1DB6Ss0OHe/fjcv+dDHf2f8HmCnLi4Crnjf1d28bXHUxnBti1KQRbFhaN2i7oioZF4xsuO+XD7FpVX3WqLuUEjNp8vbT73PYmZ8uOW84/OWKv/HC3f/KeHA/f9e/ePup97ln2a3kFWW3CtwR/Ojs7/D2so8GuZQEfH5O3PdLQzTfAyGEyPgMb4m2no6sQkjbcbIWcdqFXdiFfvQR8a6uLlasWMHEiROHlLjugytdT3Yh0smJQqAoAmfAM71PVz527Fjal3VziLkXS4xVpCyTktRo6otaWbViHRU1Zfzygh9QnFvIcSccyYL7lhK3k0hAVzVU3YvY9tpxSswCfCEfk46bxMzxU/nnnMd54L0nkBJ0XfOev4rPk47YaZcRBwzVAhWkIwlafnw+HSfP5c0NH9LZ1U0qliLhpohHEmyWLZRVFDJyfQlrxzZgKwKhSnqiMVx1wDvL9RL0FEfBl1LB8QrI2NKhK9aNonoFcxSgur6UovYclk+uozs/Rklbfsan2xXDJ5d258dZuUcdISXIhGXV6L0KUgoczXvXaBJ6c+OsHV/PyE1lVDQM/b76ItOKKTB8VkbekiHhCh6biUtEgUCzNEzFxPFJXN1FtZVM4qaQAt1UcZucjGSkL0myb8wAwaR/C6LfH4kf1NYe8vFW0RdkGZgXBt7KgUhHtklr86ORBHmxoVKpPv/wSCJIZ3EvG3drorKpmNweDaEqVE+pwug0ia5J0DCmFdNnYSsORpfJhM0jcXRvtcRxHKLdMSy/w9icERSPKER2Qzw/haGZuJokEPNR1lJIJ93oIZ3KmSUsX748IwNJ9CQprS5G86l0NXUTzAlQOtJzFupu6+HvP3mQjSvqCIYCTN1vEvnlBYycNILd95uYiZJPOWASruPw8SuLUTWVYy46gpETP/0qeW5uLmeeeSa33norCxcuZN26dbS2tm5zv5aWFioqKgCoqKjY2j4S+JcQQgJ/lVL+Lb29rK+yZjoPcruKdvxPEPE+hHO3bRafDUddcDjL3101JJqraCqT98leLOe/CWOnjebORbfw8G8fZ9VHa6iZMoqzrz6N0buPGtTOsR1O+vZx3HrlXV6RCNPGH/QRzAnyzd9cOGz/8x58YxibRA9myqS9fssVns+GzuYunv3bS4OO69gOse44z9z+Auddd9ZnPsbBe+zL3d//PZff+hNiyTiudDnz4BO5/YobP3Wf++++F1YWT/twILQrwr0Lu7ANqKpKd3c3XV1dg0rVZ4Nf93P0Xofw2Pzn8AX8JM0UxbmFTEsXQGtubmbDhg0ZXXnlmHZy7BDV60oJ5YSwUhZT9PH4fDqXnHERe0yfwgsfzONPT9+Fq0qk9EhXaX4R3ckoiiYIhP2MHl1DV7yHyvJyOhLdOOMFe8u9+GjJClzpYNsCR7qEAyHyQjmoSYXu1h6kEsfGoTCVS35hHnGZJBFN8o95T2D3WCRdrzqjrbr4EoJmtYO2GgVbc/CndBy/Q0q3BucVCo8AjltXhepqJIMGG8Y1kgilCCR9VNYXE0jq1NW0koikkEBBdw75XTk4iusVncEj4lbAQk14Ou0MBHQW9eBKyYj6EsLxIHbAAdfFF9fx5wfYmNtAq78LqUJDVTtFrbkEjS2kQX1DlqDbKq7moqQTP6XwJClKscAX9YEPCqrz2ay14cRtr106ej+QQCsoGQnMQCnMwCI5fdHn/lFsifQ+ihiyirmjEFJkbC37xhKOp93KVIF0BvffN3koiOVCCnJ7Q140XAiWv7aKslGlHHzgvpTUFrPCWIvjOpS2FxKJBpFLLCr2LKI21ERKpshtD5FbF8QpdVHjCqeEjmR1ywaS0STBdp2SikJ8fh/jp4/lmFOPImWmWPXJal5dOB/XdYnFYoydMZpgIIBpmGxaWU/rpjYe+OWj1C7fRDKexDJt1n2ykWkH787qD9cS7Yiy30megYAQgqkH7U7FmHIsw6Z4xPbXe9ga+gpxjRs3jnHjvAj7EUccQXPzUGvaG27YoTos+0spG9NE+xUhxCop5Zufdpz/U0T80+Kwsw5i/iNv88m8xaQSKXx+H4oi+OnD//lOIduLqrEVfO+vw1cWXfXRGq459mdYpoWqKdgpm3EzxnLYWQdx7Ne+RG7h8JnJ21IAaT6dSXvvXIeYNZ+swxfQh0wAzJTJwteW7BQiDnDWoSdxxsEn0NjRTH4kj0jws3mWjiip5NKTvsodz92fcT4J+gOMqRjJWYeeuDOG/G/Fyx/N5+Yn76atp4OT9z+ay0766rCFiz5PdPZ2ce09c3jszedRhMK5h5/CL7/6gy8sgXUXPj2Gk6Y4jsOGDRswDIP9999/u7yGf3TWZSS6o3RYUaqKyrnkhPPxCZ1//OEhmjY2M+vgmQT39sjQlAMmc/DpBzD3Zw9ipSxCuSHGTBxFtCNK0BfAdV1+c99tdPR04dc87+e4kaAt2kF5YRmb2xtxXZemrha+ddx5dMd6OO8Xl9Pd0YMEyt1iWmQ7ruoSFD7OGHEcb8U/oqmlBdWvEFAC2IaFLRx6jBh7Fe5OuCuY9gs3PU9vKZDCk4s4iksy10CRXqKez9BRdIErJbqmIfH0vT5L91w3cFm1ex2WnpaKRDxSnvKb9NFTV4VRG8tAgOm3QdoEUj5UV0U3Jenio4i0VGXDmEaSYZO8UC6+Xg1LWoT8QXwJnZSVwmhIUd5UQJnIp7skQV5rKKsuu+8bl0iEq9BW1Q0aFG7KRQkInLCLSEKwNEhwSoi2l1spT+Z5UfCMq0l/H/39Zr+Xsm3PVnGzb4ogpfT04ub2V3Udgr5QeJZEV+nKrGTcEQ6xSJJAXMfBQZEKtuWABfWrG3Edl9n7Tcd6MpXRYUeKw2i6yli7htH1lTRtaiWsBQBBR2MnqqqgmIL9Js5k6bvLISKYcsAkfEEfLXVtrFmwDl/Ax6t3vuVp/m2baGecjctrSSUM6hbXo6oKv7ngZmKdcYQCtukgHYktbRrXNjH72Bl8/Mpi9jlhForiyVFevudVVn24FqEo5BSEOfV7Jw5rsbw9ME0Tn2+o3PXVV18ddp+ysjKampqoqKigqamJ0tLsAW0pZWP671YhxJN4FebfBFqEEBXpaHgFsO0wPLuI+HZBVVV+9dR1LH5zGQvnLSanKIfDzz74M90k/00wUyY/+NL1xLrjg7ZvWrmZfY+fnZWEmymTtQvXE84L86XzDuPRm57CTA2N9PqDPibOGseULDr7z4LS6pKsFpKKqlA5Nrt+e0usa9hIPJVk95rxaKr3qyKl5Ln3X+Xelx/Gsi2+csSpnHbgcYwoqdxpY//dN67jgCmzuPXpufQmopxx8Al86/jzCPiGep3/J2POQ3/JOMsALKtdwz0vPczC218iN/zvs5QyLZN9Lj+R2pZ6LNu7B+947n7eWvoBH936wnaXS96F/1wkEgkWL15MaWkpiqJsd8EPn+7j1NlHM3PmTDRNI5lMcePX/0DTqhYiuRGeWPgs9asbOffHZyCE4MuXn8DaVWt5bcUHbIq0UdfZzMHlezNyUjVP3Pwsm9c14GgupmUhhCc1MWyL+tYmgqqfkC9EW3cnm9sbeeSNZ+lp68W1XCxh0yITTK6t4eB996W6soq6FZs478ATeLj1BbqTvYzVR1LVVcy6xjpGjhxBq9LBAm0Z0bYEKgrCERkLQUd1sPQB+mPpVYdUHAWhSRzXk+UgPDeTVZM2IWxBImig2yq27uJoLo7f9Qi+65HwvoitTAuSNTvtVCIkuq1lCsxYmkPdqGaaRnakI70SUaogugU6OnbC8silJhBSoDgKRU3eM6HfqHAoYRZ40o2wGiTQqKMoAhEXiISC1CXry+ope6kAxVBwhYtUQHfUAT3ueNR6ICnvI+ND+pFstw3m8Mfp/xO8CqR9+QBIhpBwW7XpKorRU5mAzSFMzcJv+gaNt3ljK2UjS/AH/ZnKwj6f7q3uC4HZZRLRQji2452ZKxk9vYaCsnw6mrqwUhZVYyuJ9yTwBXyoqkKsJ8HCJ94jEPbT0dhFvDuObdnsecg05j/0FqGcIHmluXS392AkPVmoqnkJs9KBZDyFkRzMBdYv3MDyd1dTProUIQRdzd3Mf+htTrn8+MGXeQdWHT5NMZ8TTzyRuXPncs011zB37lxOOumkIW2EEGFAkVJG0//+EtCXvPUMcAEwJ/338IVFBmAXEc8Cx3ZY+PoSYt1xph20O4VlBQghmH7wVKYf3K/tlVKy5uN11K7YxMiJI5g4a/z/S3/hD1/6eEi5cPBsmF685xW+9buLBm1/ae6r/PmyOxCKgms7lNWUUj2+isYNzRhJ0ys/bjuUVJdw4reO4bQrT97p123M1Bpqdh/FukXrvQhBGrpf59TvDv3lGogNTXWc9JOLWN9Uh6qo+HUfc3/4J47b+3Auufla/jHviUy0+vXF7/HP15/myZ/dtdPOQQjByfsfzcn7H71T+vsi0B3r4ef330TK7E/iTZkpmjpa+NvzD3DVGd8a1L6po4V/zHuCtu4ODt/zAI6cedBOI8hPvfsyTZ2tGRIOYFgmaxo2Mm/h2xw5c+fmJuzCvxdtbW2sWbOGKVOmEAwGWbJkaOL51tCnK08kEsx/4U3aN3RSNabCqxjpuiz410JmHT0DI2FSWFHA5jFt1PY0Ig2QGnxSvYpoPMY7T73P7gXjaDY7sKWX0IkJPqlTrBdgOzZdvd24QnLLE/diOJ6UBN0jeC4udUUtKDFBd0cXmk9lSsVkjvjuIdz1o/vpSvXyauQDUhMM6nJasRWHypIKhCpYvmE1QoLP1lCk4jmYOAoKCrbmEXIpoDxeRKrApEeJec904TmxtJR2oboqjnBxfP3PeuECrqeXHrd6BMGkH0v3zk2zFRTXk25I1dOZp/dCcxR2W19FUWceayZuJuEmMZImOUoAs8vATXnHkNZgm0KZ6cH7c0sbQ4FASAjX+pEamZKEQnrFlMrWFHgmLlKiCAUjYCEsULPYELoDCvhsDbpfG1QheMvxZmLYw/BwVVfR/Tqp2FDDh4HYchx+n47m07LuF4j4WTh6E4QAW9KTG6egY+jqnuu4dDR3ofpU/CE/id4ECQSOadPbGcV1XBzHJRDyo/t1zJTFIWfuz9EXHcE7T3/A3T++j6aNrXQ0dpFXkkPxiGJGjK/kvWc/ZPPKeuK9CXx+nZ7OKO8/9xGpeIqcohwCAT/FZUX0NPfiOm6/yYMCqUSKnrYeDjp9/8wzvrcjiqarmXdoOD9ER2PnkPPZlh/5QMTj8R0ub3/NNddwxhlncPfddzNy5EgeffRRABobG6mqqnpBSnksUAY8mR6rBjwopXwp3cUc4BEhxNeATcDp23PcXUR8C2xYWstVR1yXmcnZls1XfnzmEClDMpbkh0f/hHWLNiCEtzQ1ZmoNv/vXLwnlfDot+n8q4r2JrDNRx3bo7RxcAn71grX86du3D3JR2byqgcqx5fz88R+x5uN1lNeUceAp++50l5QtMefFn3HDub9n0etLUDSVSH6YH9x1+RDt+0A4jsOhV51OfVtzxh88loxzxi+/xaPX38F9rz5G0uh/MMZTCV795C3eWPIeh+yxda/s/yV8tHoxPs03iIgDJM0Uz38wbxARf+XjNzn5p1/DcV0My+D2Z+9jn0kzeOHG+9G1oZ7DO4qF65YRS8aHbDcskyUbVnLkzINY17CR1xa9Q0Ekn+P3OZygf3ht8S58seh7WfeVmO/q6mLWrFn4fD4cx9lqZc1sUFWVpqYmGhsbGT9uPK/7380cQwhBb2eM279/D76Aju3avFT4BqNrRmWWvVt62nnzw/dp2tiCWG5RXl1AR0kvQgoChh8hQA0qdJlxj/goLinXK1OO4j1XNVdFSEE8kOT9hR+zW0kNAiUjAzjvF2dw0Z0/IECQsVVjWNeykd5YlBFKOZFwhNFF1fSu62X66nFszGtg9bhNeGYbnszE7+goQuHM6uNJxBPcpz6N43pSBgfXi3ArEt3VsOi/fsGEH1tx2X3paDRbwVEkPlPzKnKGLXLdCG7M9XTh/Q6ByLS3eDgWYNLyUayavAnRIVGjKo7rIhSGVr1kaFR4EAkfIM0QCITdd0jvTzWuDCLuQoI/peEq7lB3FVxMv4XmaOB61z+bdzlApCBCV0v31qOxqhiWiDuWgz/k8wJQWQJaWbvT0kmkw8wRpAQn4OJKB2ELpA/Wjm9g96U1aO7gScemFfWAtxqcX5KLoqk4lk1JdTFdzd0kehPEu+MEc4LMOHwah51zMFJKnvnLC2h+HVWo2JZDZ3M3x3ztSEaMq2TcnmNZNG8JkYIIluVgJS06m7txHYf2zR1IVxLKCRHODeG6nmuKpmkoukpRVSFansKSj5fy7gvv45qSwtICUkkD23JQNYXutl5233eoXNV13e1e7YrH4zscES8qKmLevHlDtldWVpIm4UgpNwBZq0BKKTuAHU7m2kXEB8B1Xa4+5qd0tXYP2v7gnEeZsv9k9jx0WmbbHT+4h9UL1g3SIK9duIHbvncXV915+b9ryP8W7HnotIz36UAEwgH2O3FwtcYnbnl2kGc7eNe1o6mTnIII5157xuc61oHIK8rlty/9gp6OXhK9CcpGlW5zNv3GkvfpivYOKtIDntXZ7x/9a1YHnXgqwYsfzd9FxAegJK8oq8e6EILKorLMz7Zjc9YN3x7kPBNLJXhv5cfc98pjfO2Y7S8SNRzGVY0mHAgNqTYa0P2MLq/milt/wt9eeABFKKiKiqoovDznAWZP3PMzH3sXPh/0WQpGIhH22muvDHFWFGWHfIP7Es1s22b27NlIV1I2soTm2hYC4QDRrhhGwqB4yih0v45hGsS7ktimPUh/+soDryMViYrKhLUjSdWbBAuDhI0gdb4mNodaMaXluYsIEI6X4OemPbgdXEKJAIoQGLbJpuX1aD6NZG/Cs32NmPTEo/hdHy1WC6G8EJ1uN9FonK76Hjpj3eQmQiQTSdbOqAcEiotX/jydOLpn6wQaGxupHF1GeV4JtR0NaJqGYxme9EFKVEvBRnhVJ4XA0h1CcT+qo2RKzjuqRHUVtLDOyHAVqZBJ6+o2ZKz/uit9Eg5FEkj50C2NoOHHVR3PElD2aVy2/v0oqkIgHMBMmRmrv8GykC1s7IZEzwW4ePIZxSPjoi+ELQQdVVGSIkV+V4RwNIieJrED++nu7sUR7uAk1AGwdBsfPnCGP5lkNIWiKpnJwHA2wH0IhAIcdMb+rP14HesGFMbpg2M7TOgZxdKidbhpIbw/tfXAluu4xHoSTDlgEh2NnZ5m23LIKYzgupLC8nxyinL4y3f+RipuULeqHtdx0DQt4wP+4l2v0LCuieO+fiSvPfgmlmkhHBdFFZgJg0AkgGM5tNV3kF9qc+w3juKTVxbR1tBOMBzASnmrKXaPy4fzPkHRFXabPZoNqzciEDRsdPD7/dRMHslBp+8/9LzTHuLbg09DxL8o7BJHDsCK91eT6E0M2Z6KGzxzx+CaQ/+6/7UhiYCWYfHKA/M/zyF+ISitLuGMq75MINyfyR4IB9h934nse/ysQW07GjuzPmQURaG7redzH2s25BXlUjG6fLuWtFq62rLqCC3HJp5KZI3Q+nUfhTn5O2Oo/2+wx9jJjCqtSlcG7UfQF+A7J/c77CxYvRjbGRrBjKeSzP3XoztlLGccfAIhfwBF9H//qqKSH8lFURTufukhUqZBwkgSTcbojvdy/PVf/cyaz134fOC6Lh9//DEjRoxgwoQJgyRhOyIPM02Tjz/+GE3TGDduHJqmoft0Lr35YvY+di9Kq4uZddQMKseWo/u933u/z89ou5Lm9lbaOjpo6WonRwsTW9ZDcVkhodwQilCImCEmVIwlNxKhoquQ6mUl5HaHUB01U3zFk3d4kfBQ0o8qBZpQKVLzPe2zANu06e2IsuG9jd4Sv3BJ9Caw2lIIF5rqW2npbEMmXCo3FIFP4KoSFU+WoroKSChty8e3QaFpYzPLPlrFHuZEFASWYzPQQsXVXG9CYXmac8UVOGlbPVwvyqw4At1SqTJKaW/owBotGffzSchyMTiiLMCf0lEcwej1FeSkwvQFlaWUXun2Af9535/3uaIqTDpoAsHCIKmIieGzsmuzt8HkJTJzegKQmsRVJLbmTRpyW4Pk9YZpGNlOR3kPKZ+VqVLpCNdra1uZlYuBcITnge6oLqie3n3YcaRLwquqMuT9qAe2eKcIbyV+w5JaNi7bhKKKLdprVI4pI7zJz7S6sYzsLGNEXSmTlo9CF5o30RvmVec6Lr0dUXSfTkdLFyDTkfJ8EtEUK99bzcaldSyev4xUNImV8iqrJmMpEtEkvZ0x5j/0No/f/BxfuuBQykaWoOkaiWjKW9FMmgjFy8O68YXrOfi0fameWMXYWaOYesBkSkYUYiY8V5VkLEWsM0HX5l4mTBtHbl4uJ115NAdcOItRB1bS2NJAV1fXoIn1jhLxHZWmfFH4n4mIt25u4+HfP8Gyd1YyctIIzvrBqYydNnpQm2QsOeyDfMtExYGasYGwTTtjmfP/CV/75Xnseeg0nr/zZZLxFIeeeSCHnXnQkF+KfU+YzbJ3Vw4p8GOZ9k53Rvk8sO/kmVmXtsOBEBd86XSuvmuoNaGiKJx72Mn/htH990AIwUu/foATrv8qaxs2oqUrnN387V+wz+R+z3lN1YZd8t0ZshSASDDMuzc/zUW//z7vrfwYEBy6x77cc9UfuOyW64ZEygFShsF7Kz/mgCmzd8oYdmHnQVEUZs+e/ZlyCHp6eli2bBnjx4+no6Nj0KQrpyDC2decBnhJ53POv4nezig5BRF623sZubGMiB2iw99DSW4hs/OmsrxlFQnp6aAVReDYDp3NXUycPQ5rgQlNULWhhLpQM5urW0mEU+iWhkCgu5CbDCNcwei2CnqMGFJ1CSb9dKS66G7vRVEVxrWPZEXeBq/gS9Rlf990utf0YFk2Ob1BdFtD4uJzdAzVHBQsthWHprJOQgkfBaaGWGQzqWo0G30N+MN+nE4b2/ZkAY5IoEsNSzgoUmD7bCzdJpjyeYmV6QIzPe09FFQUEJgWoTCSh2p5CZL9xXO8Aei2RkFXBJAIZcCg5Ba0WggUVUG6LiJPYcXS1Vhxm87iHtpH9zJ6XYVXcIjhHEyGQiD6JTDSq5qJBM1SkY5CKmASTPip2lyMbmv4LA0hPf143xhd4UX2XeFNHgQio4cXCIyghTLTR2D+8O98ITx/difLao2VslB8CrZwUBRBQPWTihms/nBt1r5c2yXa5a3iBNp0aoIVWIaF5dr4w350n0a0M5Z9X8dl86p6gjkhzISBEIL8snx0XadpQxNRXSNS6H1XMq21T8W8FRM9oOFYDqmEwfyH3uJLFxzKiAlV3P+Lh7wEac3TeJspE01XKa0uoaWuDSSECkIUVRayKa0rL84pRFEVHNuhYU0jRZWePeKEKRPRfRq2bdPV1UVLSwtr164lGAxSVFSEruvbTcRjsdguIv6fhM1rGrhk9pUYCRPbslm3cANvPfEeNzx9PTOPmJ5pN2W/SVnL/wZCfg4988BB22YeOZ2PXv5k0OxWCMGeh077f0fC+zDjsD2YcVhWaVQGx150JE/f+jwtm9oyEpVA2M8515y+U4rofN6oKa/moqPPYu4rj2YIWsDnZ1TZCC46+kym1ExI65m9+0RKyQPX/mWnuqb8N6C2eTOPvfU8tmNz0r5HMWnU0Cpo1aWVLPrrv1i1aR2d0W723G33IdrrGeOmEgmGiW6h4Q4HQlx87Dk7bby7VY3mzZueIJFKIgSZcSTN7AlUQggM08z6GUBHbxdSyq0WbtqFzw+qqn5q3+aGhgY2bdrE9OnTCYfDdHd3Dytn8QV8fP3X53Pfzx+ivaEDI2USzgkzJr8GI5Wid32MeqOREeOrWL9oI4oikK5k1OQR5JXks/exe1G7qg47z6GnI0pFoojS5nyiJUmS5SZOj01FRzFBJUC33cuyyRuwNQcpJGXNBYysKwNbYpsQWePnwFF7kvKbuO0OZeEi3DaTgSo6gWC3FZUsn1rbtwFcaCrroKWkE93WGNVcjtqhMLpyBKN7R+B0OaTWJEgZBmbIYt34BnrCCRzhkPQ7qK5CIpBCuF4SpmeR6OmqG3yttKxeS1FTISXFYRJd8S2C1AIpXNAEwkorQkICQ5pohppeGQBbc0mEE4QsP7bq4k+6KEmBjkpZYyHFTfkkwqlBvt/ZkE3nnSnWIyUuEtnnf+4KQgk/juqSn/IIm6XZSLykVy+YLtAsFVtzcIVMT0IkrupJVVxcwtEAyzvXs7usQUPNqjOXUpKIJoevTC09i0hLup7mfitiBcd26WnzEi1dAU66vonu1xgxoxK/5mPF/NVZj+WRaZdYVxTNr6MoCkbcoKm52dOdOw49rT2ZiYhQFBRNwTa8lZNUIpWxqPznjY9x2S3foGJMOQ1rmtJVPB00Xc2Uqy8dWczE2eN467l38Tk+fEEfml9D1T1SbyQNbN1h+dsrOfPqU9DT+2maRklJCSUlJd61SyTo6Oigvr4ewzBQVZWioiLy8vKGnZD/N0lT/ieI+F+vvpdEbzLz4HZdFyNh8Idv3sID6/rdLoKRIF+/8Xxu/95duH03sYDSUaUcce6hOI5Db4cXGbn8lm/x7b2/h5EwMJIm/qB3k/VVo4z3Jnjuby/x3nMfUlxVxJcvP5HJ/wURYfAeGovfXMbbT75HMBLgyPMOY+SEwVWu6lZu5r5f/pPVH61lxPgqzrvuTHbfdxLBSJA7FtzEU7c9z5uPv0tuUQ6nXn4iex+z1xd0NtuGlJJP5i3m1QdeB+DCc09j/yl7cdsz9xFNxjjj4BO4/OSLCPgCHDRtH1oeXcTbyz7EdhwOnDr7v85W8LPir8/9gytv/1nGAu0X9/+Jq8/8Nj89/3tZ208cuduwfSmKwtO/uIcjrz4Hx3WwbAtVUfnyAcdwxsEn7PSxhwKDJwLnHv5l3lm+YEhU3JUu+08Zes+ua9jIV+ZczsJ1ywCYOnoi/7jmlq2e4y7sfPQlyA+HbKuSruuyevVqDMNg1qxZaJr3+utzTRkOlWMruOa+K7Etm3uvf4BFby5m45JajLiJoqiomkrVuEpCuSEvomzZlNeUkYob+AM+elqjmAmvkI5jOwghqLCLsTZY6eqKEkMxWL97A7bPQbc1XOnSUtFFfjSHvE6PTJgpE2e9Q25xLqOnjWTD0o1kuwSarRJJBPFpOknFIOlLa8AFGJpFXVkzlZsLUbs0UuuSHk1VBQoKvoROYXcenblRj1Arnh/5iul15HdGmLCqGlfxmL8tHQJNPnL0MA0dTeTsVgPrBQwigGldtpXWRquCtv16CX3sQ0v1k1bVVsjtCRErTWFJm2DvYL2zKhUiseCwDieukEjhadf70d9a0RQCRQHiXQkwB+vINac/wqrbWub8SCeUCjwHGqm59BbHyesII9OR8j7LFAcX02cjbZlZ6dgSw5HwzORCAz19TYZLHM2cb1/SZ9rW0FZsNlY38b65gmDUx0R9JIoxlKAaCRNFCAKRAKqmYpk2hmWSW5aDIhQ6G7uxUt6MSfOpOJaLI9NSHctGUX1eAKKyEAk0rm9m1tEzWDhvKaqmoOoqqqowZlqNd32F4EtfPQzTn2LUiBqKKgp55HdPsH5xLXpAJ780F9eVjNljNHXLN2c9VyEE4XCYcDhMKBSiu7ub/Px8WltbM9HywsJCioqKCAT638W7pCn/YVg8f2nWh3bb5nZi3XFyCrwvS0rJK/e/BsqAh4mE5toWHvj1ozz552dIJQxUTeW0K09i7qo7ePnv81i7cD27TR/DMRcdSV5RLrHuGN+YcQWdzV2eZkoI3n7qfa74y7c45sIj/52nvsOQUvLr8//IW0++h5EwUFSFR//4FJf96Rsc/w3PTm/dog1854AfYiZNXNelYV0Ti+Yv5aePXMO+x80ilBPinKtP55yrt8u55wvHzZfezsv3zSMV9+Q08x99m6MvPIK3b3kya3td0zl0+tBEkv/vkFLS1NHCd2//6SA3FNux+e0jt3HKAUczbcyO+8HPmjCdhn8u4Kl3X6Kjt4tD9tj3U/XzaXDOYSdz/yuP8f7KT4ilEvg0HU3V+PsPbhoywUoaSfb/7sm093Rlknk/WbeMA648hbp/fEA4+P/LLem/FX0JmwOXsA3DYPHixRQXFzNx4sRBJF1RlO1yWtF0jdyyCPWrmzBTVtodxNMzN9e2YCQNHNshlBMkFTeIFESYedSeuI6LkUghhED36ziOg2mYFFUU0byxBfDIRiJooFpK2qvbG1/Kb1Ko5njj7QtFSpeenh6Kq4robuodMk6/4Um67KSDmTPASzzt/W34LNpzeihdnU5MDAik4pFdX8iHf5SPoAiQsg1vH/BC2Qppa0AysheJJOgPULg5F/OdBLqjpU0Bs5NOYUkK3g4TH2choxJcT/aBC4qr4ItpqAOSIgeXt+n38BYDjAelIrE1B0dz8Bt6v42ikEjptQmE/ET8IVJuCieLvYlUpKeDp19S4wqJ0EGxvKTahuo2mmu62P2TUQRj/n4NvepSs7HM09JrgJTotp6VSAsF5JaLL2kLyY6pMUoX5CKFHDYxdDg4qqRscwGKCd1FCZKaScDybTEx8S6oKyVmyiKcpyOEYMToCno6onQ0dHg8SSFdlcmLhnvFihSEUNB1jYLyfCrGlpOMpfAFdCrHllNQlktHYxehnCAjJ1ZzwreOyRxSURQqxpexx6wpAFz4q69w7/UPsvL9VfjDAUZPHUVuYc525ZA5joOu6xQXF1NcXJyJlnd2drJq1Sosy6KgoIC2tjZ6enqoqqra7mvY2dnJmWeeSW1tLTU1NTzyyCMUFBQMaiOEmAA8PGDTGOAnUso/CSF+BlwMtKU/+5GUcnBy4TD4nyDikYLIEI03eMsu/lB/AuK6RRvYtKoB197CMSNl8cAND2ecQyzD4rE/PoWqKXz1p+cO6feJW56lo6kzU8BGSomRMLjl8r9y+NkHfy62fa7r8uFLH/P2U+8TyQtx9IVHUjN55A73s+CVhbz15Hue4T9eBMexHW654m8ceOp+5BXlcscP7sl83gcjYfDny25nn2P3+q+S5qxbtIGX5s4bpGlPxQ1evPtVjr/46CF5BP+LeO79V/n+Hb9gbcMGIsFw1uihYVk8+uZzn5pAh4Mhzj38y591qMPCcRxeWjCfN5e8T2VROecefgrFeYVoqsbLcx7kpY9e5/kPXqM4r5Cvful0RlcM/d158p2XSBqpQY46UkoM0+CRN57lwqPP/NzGvwvbD03TBiV19enBJ0yYQHFxcdb223JakVKyceNGQhVeBULpShRVRfUrKOkCJMGcAGbSwrEcetp7ueK2SwgE/eSW5mAZNv6AD1e6RDtiIAWxzlgmsi8UQTDuJ56TIih0TyIpBIGkD8dx0XwaPp9OMpYk2hUjEAmgaSqqz4ug2lbGy4+QGaByczENI9rSxH3wuQgp2DCmibwFEfCBbmoUFOWTShgYlie9sTtspDp4x97cOMmgSSjh97oU0Fbcjd8MI1Y4Xhn5TG7k8FFdzdYYVzaC1lXNSOkihOJF3qWDP67jDqAlA/eWwkVIpU9o0t/GFeimhm55hXui5Uly2oLg9E0IBKmEQSKWHGKZ2Gd/6CguqvRkN67wxqTQF8n3JgvlTYV0lPWydPoGyjYXUrPBKwynOAoFXTmk/Bax3AT5XenAXpbzl+7Q7SLtUtNudVIicpCKRHG2TwfdB9NvobiC0pYCektSbBzbxPiVI4YS8TT6koDzS/M44NT9uOua+1AU4ck8ZDrpWUqklJ7MxJUEIgF0v06sO86aBevIKYjQUtfGu09/SPWEEZRWl9Dd1sukfccjBHz86mJCOUF223PMoGMXlOXz1V+ezd3X/gN/0EcoJ0hbfQd7HLz7Ns9zy2TNgdHy6upqHMehq6uLW265hXnz5lFaWoplWRx99NGMGjW8bTHAnDlzOPzww7nmmmuYM2cOc+bM4Te/+c2gNlLK1cD09LFVoAEYGLG7SUr5+22eyBb4nyDip333JO66di6pAWTLF9A59MyD8Pn7E8JaNrWhqENvXCnlEPu+VMLg0T88xXnXnTUkeeCdpz/IWkVSKArrFm1g8j4TP+spDYLjOFx/8q9YOH8pqZhnk/TUrc/znT9/k+O+ftQO9TX/0beHkGzwihIs+NdCDj/7YFa8vzrrvm31HSSiScK5/z2RwfdfWDDE/Qa8rPUPXljwhRLxheuW8dJH88kJhjnj4BMoLRhKIj5vvPrJW5z5q2+RSHunb6nlHohtFcb4opAyUxz+w7NYsmElsWScoC/AdX//LS//+gH2230vFEXh2L0P59i9t27/WtfSkLkOAxFLJahrrf+8hr8LWbC1yb6qqti2Zy9YX1/P5s2b2XPPPQmFsj+XFEXBsgY/A5a+tZxn73gJI2kw+5iZVMwowUrYjKyqIRj2g5T4g34vwhw30P0aex87y5Ms2C4dzZ0UVnjRtL1PnMHzt7xKKmlgJb28A8vwpCq+gJ5eNYWx6ytZM6Uey28j/ZKq5mKKjXyk5hVEScSSqLpKOC+MmbJoa21HC6jgeFpl1/SsEfWATmVLEcWducQqDNaO3ExSTb/7JATjfqQqWbrHRmyfp/2taSpnpF3G9EOn0K3HWMjKLZ0BcVXJsj02UrWphEBKpzc3QVdxlECTn5FuCZqpZoitGEKX098bAhxJ25st4HqyFcVV8JX4iLcmcGV28u4IF9vn4DP6++37W6Zj8KSj35HmIJbueE4nqld4SNpywAj6Neau6mDrLqqj4Ggutu6wbEYtESfIqCWlBBI+b7KkeQmee74/DoEn11GkR6DBm+8ETJ0Vo1swC22q1hQPmQA5iuvJXlxv9aEv6VVVVSJVfnyuTjwvRW5XeIefpIrrJcqq0lvNTwYNknkmoWgwre8eCulKult7WPb2CirHlGEaNq11raiqgm05uI6LUAS2YSNdiSsTKCmVkZOqKKoooKi8kJfvnYfu16kYW053aw+6X2P+I2+zbuEGNN2bENfsPpLq/fqrWcd7EgghOOvqL/P6Q28R744z84g9OPiMba8y99koDgdVVSkuLubmm2/m+uuvZ/LkyaRSKS699FIefvjhrWrGn376aebPnw/ABRdcwCGHHDKEiG+Bw4H1Usq6bQ58G/ifIOKnXHY8jeuaeO7Ol9D9OpZhM/OI6Rk9dx/GzxiLbQ4lZcPBSJoYCWNIAZ+84uxJiY7tkJOlHPxnxTtPf8DC15dmCLTreDZCf778rxx82v5E8rdfJ6X7NEQ64WggBGQSMPJKcknGkkP21XwagQErDP8NCIT9aLqG6QxOzNN0lWDki9F+Syn55p+u5oF5T2LaJrqqc/VdN/Lwdbdz/D5H/FvHct29v81KPreET9c5/eDjt9nui8CtT89l4bplmUJMfQmaZ/7qEjY9+OF2r+DMHDeVoD8wpDhQJBhmr/FbT2LehX8fVFXFsixWrFiBZVmD9ODZoGkaiUR/jsCGpbXcc/0DBCMBhAKP3/oMFTVl9LbGaG/sIN6TzGi9QeAL+ogU5bD8nZV0t/ei+zVKR5agpB1C9jpxOptXN7D8tVVIn4Yv6JG7ZCyFbTkUlOcTCAUIdETZt2gvNjTWYXaZWC0WQgEnrXcXQuAP+rz8JSlRfSpGzPScSBRQw6pHOBVQdIWQDFISKyZvU5j3q5YhXIHP9AJPSZ/pSSgsz+6utrKZk08+mmt/9V1OPeVr6IqGYzu42oD3gOtV2uws7iWnN0h1fSl58TD+UUEKYqEMefTUK2mNfhaFiitdkC5CV1BVBddyMVpSqGli2mdSKPAIeCKcwm/qnh5akZ4caJi+pfDE8Ho6wVKxlUxfXmJoum8hsHUHd6bG6oKNFPXkEjcSGDkWoU4/WlAlXpDCZ+oorhcd1uz+e6hPVy7dPimHR/GnrhwLpQq25qDaKn3KHke42Jrt+bIn/JBO9FTw3EZ8rRp7yvEgBCkl5RFOXcEf9JOKpbbpOx5M+DD9FtGcBCndpKg9l8Jo7hZ6/cEQCqiaypuPvkM4L+yR7vR9rekapmsi3bQUSAXXlkTyAui6j5ySHHpjUaLxKHpKR65zaVznJXz2tPWgaRp7HDIFRVWoW7GZULUf9oX3n1/Ah88vQCgK+aV5nHzZceQWbT8n6pOmbA8SiQQTJkzg4IMP5vLLt13bpaWlhYqKCgAqKipobW3d1i5nAf/cYttlQojzgQXA96WUXdsz1v8JIq4oCt/58zc5/ydnUbdyM2WjSikbWTqkXWl1CUeedxiv/ON1zOTwjgl9yCvJJRgZWoHv1CtOZOlbywdF4BVVoXp8FdXjt1+ztL14/ZG3skaxNV1j4etLOPCU7S80c9QFh/PS3+cNsR90Xcnsoz3buXOuPo3bvn9XRlMN4A/6OP7io1C1HVtS+6Jx6BkHcte1c7N+dvDpB/ybR+PhpY9e58HXnsoUubHTUpCzbvg2rY8uHpJw+HliTf2GYT/zaT5AoioqPzr7MqaOnvRvG9eO4P5XHx9UDbUPXbEeVm5ay+RR47ernyNmHMikkbuxdMMqUpZ37wd0P7tV1nDMrEN36ph34dNDCMHy5cupqKhg0qRJ25xobZmsufL91R7x8qv09kYJ+AOs/mA9voCOdCS+gI5leUv2lWMrOOFbR/P4TU/T3NiG7tNJxlLUrdjMD4+8npJRxYw7cjRf+/V53Hf1I3Q0dZBfkkcoN0Tb5nZGTaqmsKKQYNhPIBLg3Wc/xKm38es+TGmiaBoq3oqkY9oke737eFDOkwRVURAhlbyZeUSXR3FMFzWiEWuP4Y/pjI+OZOPYJlxFgpColtqfVCi9Tja01iNdSZfeg2ukbRAVE5lWeISSfiYtH0Uk2v/8CScDyG5wUy5Khoqnd1BAK9DJz8nBjHl+1LFkAkVXcJMSV7g4ODg+F81SEYpAcUSmB/CId2dhLz0FCTRHoaQln+L2PFRN9SSkWXmmR721dFn7via2ZqM5qqcFl6CV6shJKpFkmK5UlMq1heR3hD2bQt31rAodT/rSF70ecq+l7RH7ouyu5aLXKiiukpksSCTJiEF7cTdljYUYPgu/pXszA0ANqBimgZW0GThg13ZpDLYSTga8yqtbrDJI4VkMKghURSUkNCzLYerq0USMMI5t4wwsMrSFdF+6ZIokpRIGVsrMmvzbN4sJ5PhRdY1ULEVeXh6a0Bk1zofqE3z4/EIUzZtYBfOCtDd28P4LCygozSenMAwu1K9p4P1nP6JkRBGqptLe2MVr/3yTky87Luu1zYYd8RFPJBJDkjWPOOIImpubh7S94YYbtnsMAEIIH3AicO2AzbcDv8S7yr8E/gBctD39/U8Q8T7kFecx7cC8rbb53h2XkowmeO3ht7ZaK8AX0Dnu4qMwkgaB0ODI6d7H7MVXrjuT+37xELpfw7FdymtKufHZn3ym8b/6wOv8/Wf/pL2xgzFTR/Gt313EtAOnEAj5h3ERkDusR580ewLnXns6/7jhYc+6KB0d//nj1xIMe+d5/DeOprW+nUf/8CSqrmIZNoeedRDf/O2Fn+n8vggUVRTyo39cxY3n/SFTVti1XX78wFUUlhVsY+/PB/e/+nhWb2tVUXl98bsctw0Jxc7EhOqxvL/ykyHbc4IRfnr+lUgpOWnfLzFuxJgse+84Gtub+dMTd/PWsg+YMGIsV53+TaaM/mxSruEe3FLKIQWHtgZFUXj9d4/y64duYe6/HkMi+crhX+a6c6/Y7pfDLuwcDEeuu7u7aWtro6amhtGjt09WpijKICIeiARIJVOIGBQU5LO5pQEhvBVNXddJxlM4pgQfnPmDU9jnuFk8ftMzFJTm09sRxTIsVFUhmTKoXbWJjpZO9jlob/Y+diavPjCfUE7IW/YXgoNP359xM8bS1dJNTlEOTbUtLHlzGY7lIqX0KhdKUPy6V7jR02AMejcJReCYLko3dL/eRagyhNluYnWZ+HJ9pHpTlCTyyO0JYQRM/IbOmgn1pIImmq1m4s/Ni5uY//DbFJKHpdi4esZNG93SmLpoDMHUgBXPNLGTcTfN1fpcRDx5ibGbg9npoJoKil8lmBck5ABJiMfi2NLB1Cx0y3MqcVUX3dU9yQcSS/PkJVKTRAIhUiMs6spaCX8QIGh4SfMuLmqJht1o9c0nEAhcJI7qZErXg1dR01G8664LDa1LJfFAiuAUjYq1FQTiHjlWXY/g+pw+erSlG8vAS5BO7ERiBWyESE8mhCCSG8Z2HXpTUZqqOmioaqekNR/hKJg+CxAELT9+n49QOEBHYovgqYRIRwAcBYSXMCpciYKCi8Twe8FCzVbRgxqqqZIbDaP7NU8aO+Ae0QN6Jo8gqRsYfgu/oRMwPH4wrBJAgD/oz6zulFYX4wv4aNvcQSgS4PTvn0xBWR6bljeg+3Rsx2HjkjrMhEm0K0ZbXRuhvCD7fmUmPe1RhCATrMsvyaGldptR50H4rJU1X3311WHbl5WV0dTUREVFBU1NTZSWDg3WDsAxwCdSypa+DQP/LYS4E3huuwbK/xgR3xaklNx57VzeePzdYUm45tNQVQXHcXn8T8/w6B+e4pLff40TB2QJA5x77Rmc+K1jWb1gLfkleYzdY/RnSmJ88tbn+NsP781E2Vd+sIYfHvUTfvfKrzj2a1/i9YffGhLFVhSFPbfh+50N5113Fl86/zA+ePFjguky9gN130IIvvbL8zjn6tNorm2huKo44zzz34iDvrwfex05nQWvLEII2OvIPbOudPy7MLwrm/zU3smfFjdceDUnXH/BIHlKKBDkunMv5/unfXOnHmtDUx17fftY4qkkpm3y0erFPPrmczz187s5cuZBn7rfi485h+9v+kVmhaEPFUWljN/BCUQ4GOJXF17Nry68+lOPZxc+H2zevJn6+noqKip2yD+4L7nTcRxaN7XhBExCBUGshENXsttzSynKpbczSiKa8Ii2TwUEj/7hKaonVCGBzubuTJES27RpWNNEJC9Md2Mvm1c1cMiZB7Bu8UYWz1+GP6Bz4rePxRf08ZMv34hl2MS74yRiSfJKcol1xpHSI12F5floPp22+nbCeSEswx70rO8zF5CuxOfXiTfGPZMTPV3FUQVs8Ju6J/EAxqyrZNXumzKe5RXRYgp7c3n4t4+Tgx9ZPdipWyquV/xmABEXwgvS9DmYSOFmQtmO5tJjRCkycj3bRtUm2hHDtRyk4eIKB8NnYmsOTZXtVG8qQ7gCS7fxW57jiE/VkOWCXDVCYqxLe3cPhmLSVNrJ6NpybNf2ElUb06YIwov2x4MGmq3gqi6W8Min6qg0jejAl9Ipbcn3pCmWje6qVC4qRM/TsRQbBa/oju4IJOCqrrc64qrYipOVkEskCgJ/Su93mUHiSpc+BY1wBZqpUjeyhTEbKlFcgeaqKIpCTmGEZCzl+XAPyEXLTCAUCY6XBSuFx1Ok6Hd5kUKyoaSRsRurqNytnIZ1TUP4i5WyEIqgqyrGxhFN3nEEjNpYRml7QVrulP5eVYFMR9IVVSEYCZCMJ1FclbySXCp3q2DM1FHsc+JshISHf/sktunQsLYJy7QzxxKAL+zHth02Lq2DSYJEIoll2ei6Rm9HjIoxZdvzK9p/r2/hhrQ1xGIxcnK2X/Zy4oknMnfuXK655hrmzp3LSSedtLXmZ7OFLEUIUSGlbEr/eAqwbHuPvYuID8D8R9/mqVufw7Gye8r6Q35Kqopp3NCE67iZZZ3bv38XoyZXs8dBUwa1zymIsNeRe37mcTmOwz3X3z9I6gKeRv2ua+dy85u/4ZxrTuOBGx/JVLdCCG587qeDklF3BGUjSznxm8dstU0wEmT0lJpP1f9/GkI5IQ768vZLeD5PnH/kqTz7/itDouKO63LYv9k28bA99+fxn97J9+/4Bavr11OaX8x1517BJSecv9OPde3dc+iJRzOuJI7rkDCSXPzHH7DxH+9/qolsXUs9z37wSkYXrgiFUCCIrmk8+bO7PtPkeBf+M+C6LitXrsRxHGbPns2mTZu26gu+JRRFIRlPcfOld7Diw1Xousb4GeOZefg0XCkZN2Msbzz6Di/e/Qod3XGEItB0lYqxHonYtKqB6vGVNK1vxrTMjJ5XEQJ/wE9PZw+L5i0l0Z6keUMLFTVlOI5XefOV+15HVRVM16W9oYNU3CCQ4yeUHwThJcr5gj4SsSS6XycRTWZW7raElBLTtXAcBxeJrgismAVZcvXCiQDTFo4hETLQHJVwMkBUjyGKBb2pXkSVANUjf30FdzbVtJC/KJI9CVP0acPB8jsQgUDMhxpXMOMmfaXm1bAKI1U6jE7WlzVg+W2EK0iGTcatHoFua2ghjYmXTibhJjlu78O5a8HDvLfqY5JmCs1UGV1bkSGNA6cLAsGSqRvoKYqzxydjCCT9GaeVeE6STTWt5PYEKWnPR9M04k7ScyixBSTBUV2k4UXTlT5rRCFxNYliCtAk0iKj+86GPutDWzikoinUgAYqFLXmMKKuBEd1aCrvpLKjCL/tR9NVzKRJblEOQhG0bWrvTyRVXBzFxQhZnoe67V1oW3UwAt5KAkBzeScdJb2M2zyCjsYubMWhpbwL02+R0xuiqD3Xm7DoDg27teNLaTi2gqu4bBrdSn53JNMXeBNTqbg4jouqqZSMLCEVSxLOCxLtjPPW4+/x6v3zefnvr3PImQewfvFGaqaMJNoRJdoV95xMckO4rks4N4SVMgkGQux5wB501nezaN4SFFWhqKKIvU+auUOVyB3H2e6KuolEYoeI+DXXXMMZZ5zB3XffzciRI3n00UcBaGxs5Otf/zovvOA5EQohQsCRwJaRqN8KIabj3Z21WT4fFruI+AA8dtNTg3TPA+EL+Dj0rIN4/aE3+83000glDB676akhRHxnobcjOqxmfeMyL2H3/OvP5piLjuTjVxYRzAmyz7F7eVn9u7BNNG1s5qHfPc6K91dTM3kkZ/3w1C/ULeXoWYdy9qEn8eBrT2FYJrqmowh46Me37VR9eE+8l7+//AjvrviYKTXjufjYcykvHLocd/SsQzn636CBfm3h24OsAfvQ3NVGe08nJflFO9RfNBFj9mXH0Z6uggkeYSjOLWD5Xa8RCvz3uPvswmD0vbhTqRSLFy+mrKyMUaNGeYlmmrZdvuB9UFWV9574iKXvLqeipgyfz8eGJRuZOGs3jrnIq/tw9tWncvi5B3PjOX8g3hvHF9EpGVFE66Z2bNMiGUt6x5QSRVVwHRczZZFKpCgeUURPey9vP/k+JdXFqJqKdCWLXl9KvDdBQWkeLZvaPElMwkAicQyXyjFlhHJCaLpKrCeBkUzRvLE1XQRoywsCSsDzT++TjFiG7flRK16+UMY9I51cqDsaeVGPKArVK+pjmzbRGRaunfEh9JIcXUgEjUFR8T7PaeEKzIiNSHmR54DfR+WF1Wy6tdYbmppm6Q7k5+RRNKKQjo5uNFf1AlqaQ2dRlA/2W0nECjJaVNHc9gHx+hjtb7YxLncErYUtfBJfQSQaxMvHlBmNdd8YkZKC7hy6S2Isn1bLqA3lhBIBYpEEdaNb8Nkajk+ioZK0U15SqyNwVZcuf4JA0oemqKiu4iWMKhJX8VYhHdVl/W6NlLcUktsRGmI/2D+O9D66JBQIkV+WR2LjJnJ6w9iqgxAKVU1FhHxB7KAXlU5EkwQifgIhP6k8C19U9bzFhact79gtSkwxEB0wsquUHttg4bS16KaKVCWW7uA3fDi2C5rFmsmbiQcNFCloL+khGTSo3lyKqVnYpk1QC+AqJqpUcPCcYgLSR35JHvHeJFZapiIUQW5RBOm6qLrKxmWbIG2/GM4L07yxhadvfZ5kLIWyRqG7rde7DxWBaXhJxKlYkpyiXMbuWUNeXh5f/uaJHHHaocSicRxh0RntoP6jzeTm5lJUVERBQcFWE6t3VCM+nFNSNhQVFTFv3rwh2ysrKzMkHEBKmQCGvIyklOdt98G2wC4iPgDRrljW7ZpP4/p//oCcwhzeevwdslH1jubtSo79VFjx/iosM/uLpXx0/9JOSVUxR5x7CB+9/AmvPjCfKftPZtSk6s9tXP8fULtiE5fu832MpIljO2xYXMtbT77HDc9cz8zDp38hYxJCcOf3fsclJ5zv2ReGPPvCsoKSnXaMhvYmZn77WKKJGAkjyTPv+fndo3/lzT88zvTdtu3n+nkgP5JHe2/236PwpyDN/5j3BPFUcpBHtOO6tPd0smDNEg6ats+nHusufPHo6upixYoVTJo0icLCwsx2VVUxjOwBlWxoaWmhaX0zhSWF+P0eyfQHfNSvacy0EUJQVl3C5X/5Jrd97256u3tY8/F6hBA88OvH6G7thnRkr6/Ijz/sp2b3kSSSCcrHlFK3qD5jjysUgR7woaoKvZ0xT74hHfSgnibRFrmFOXzjdxdy94/uQzqSwrJCIvk5rHhvlRdFxCPPmUTBtJRFDWuER4Xoae3FbXUIhPz4wz6MmImZsCioyMcJuCSdFLLbRcnTMFqS+CI+NF1jvbKZoOUn4e+Xo0WiASasHJUpFgTpwkmOR/zzS3JxNInRlaLqgCoCShCf0JA+kLaXi6H5PSeT1tp2yuIF1FY1Ik3pEVRAczRsXFb4NhDZGCLSEmCZu4Z4RwyrxYIygaumPb+dLaKiUoIQGAETTdWwfDbrJzV6PtiuysSlI8mPRvCpPmQRmO0mwvbI7ppJm+nJiVPRVITf8NGZ34sVcpi8dBTCAcUVxMtSMFZhfWkTe74xdljpqpAC1RHkRXIori6kcX0zuql58hVXwXEdVEdlU0UzTSM6AajqLWW3ek9y0bFPDH+bht6lEm73E04EKVqeRyQvzJipownoPt786AN0R/VWHvCsCxXpyYES4RTJkInf1CCttW+p6KKyvghhCRzDwQxYhPNCmFiQEhTlFFBUUEDrprb+SZ7wqpHGexKMnlrD5lUNSMeblPgCPhK9SfJLculu7UHTNZJGEs2vYcQNAiE/Ukp0v864mbvx5auOx1/Qf9/kFuVknFKqqcZ1XXp7e+no6KC2thZN0ygqKqKoqIhQKDQoWr4jRHxHZCxfNHYR8QHY/6R9ePxPTw8hvcFIkH2Pn42RNDJylIHwBXzse9ysz2VM8/75Br/7+p+z2hf5Q34u/MVXMj9vXtPAdw++hlQ8het4yT4Hfnk/rr3ve9u9nPO/htuvuptkLJWJmLqui5Ew+NMlt3H/mr99oWObMW4qM8ZN/Vz6/uGdN9De04njeg/zlGmQMg0u+sP3+eT2lz6XY24L3/3yxfzwzl8N0nL7dR8n73/0p1oJWLRuWdakV0dKVm5at4uI/xeju7ub1atXM2PGDILBwffGtkrW92FgyfuKsWWse7su8xwwUibVE4Y6XI3dYzQ//PsV3HvDfTQsaaFm92oWzl/i2aoFfGiaim07RPLCGAkDy7SZuPc49j11Fm7CZfOaBnKLc4l1xQkEfeQU57D6w7Ukokn8IT/TD5pKT283JaUlfP+uywiEApSPKqVpfTPJWJKm2pbMu0AK6dkVCgjlBElYKRS/St5ueSRaE4gYqELBiJuoqpomzZJYVxRbuKhhFcMwcRMGUnOJxxMoQYGbclCkwCd0bOngui7jV41EN9WM9ALSyc6agmO7OM0O5aNLscsdrPUmLS82Iy3p2d9pgM+TWYTG5dD7fjeukExvnsCS8rWYwnMzCSR9REMJXMdl5JJScqJBpADDNfAXqATydZKhFD0FcfI6w2jugMIuCJJ+g+4xCdy0zrrvu6xeX0peTxh/2I/rupgdFnU1zXQXxjD8Fq7iIhA0j+xClxoWFq4q+WSfNfjjPnRNY2R5JcV5RThNrQgptumXnuhNUrtsc4ZE9rVSHA1Ls+nJiSNtiaIo1Oe1Eur1M8qooEKWsLGsnsL2CNLwEk4t1ybWGae3uZfvPvJDNl/azLLoeoJJPymfiem3SYUs2sf2MCpYiT/YjHDBsdISP8Vl8Yz1OJqL4goMy0D4BWF/iL17p4LrUL+2MaMLT58amqqiairrPlmPZdpoukYqYWDb3j0RzA1imTYVo8vYsLQWVVUJ54cpryklGU1w9rWnse+Js+np7aG7u3vQfbPqgzWsX7yRUE6IGUfuQX5JPvn5+YwdO5ZUKkVHRwcbNmwgmUySn59PYWEhBQUF203E/925VJ8Vu9jZAJz1w1PJL8vHF/QyiRXVq7z5/b9dhqqphHJCfP3GCwiEBySsKJ5biaIKklksBD8LpJTcftXdQ5IwwVtqvOrO7wyaAFx/yq/oaunm/9g77/A4yvNr31O3Srvq1bLce8XG9JgWCITee0IIgdACCYQUEiAhP0oSINRACD2h994x1RX3IluWZfWykrbvTnu/P0YSFpLApqR9PlxctmenvDu7O3Pmec9zTiqedlPS0gbvP/0Rr9z3aafwigWr+fl3fsNpE87mujNvonnzYCuf/5+w6r21Q/5oW+rahvRK/7qwoaGWQ355Gv5Dx1J07HSuuO96TGv7Pey/Kl5c+FY/Cd8Wq+rWDfLJ/jpg2zbRZOxzEwzPPew0zjz4RLyah1AgB5/uZZ9p87j74uu/1DGnj56M3zOYwCuyzMQRY77UPnfiPwOhUIi5c+cOIuHwafPl58EwDJYuXYrH42HGjBnMPHgq43cZS097lO62KFN2n8h+Jw3dIFxcWYiqq+SXhYnGosiKjNfnJZDjR/NoLiEJ+Tnm4iO46qlfcMSFh6DpKif8/Bim7DEJM2NQOa4cgGBegAn7jGXS7hPICQcQQuAL+fjBH07vd+M6/LxDyGZMmje39vcvSb0piJIsoekqmkcjJycAHomujV2kO1Loik5BVT6arpKOu17Uji3IpkzspE22PYvIOMgRCdmQEMIBVWJs+whsbOSMhOLIeAwNb0ZHNwfGtgtHuE1+EvSIGM/mvM072hI613Vimxa2Y2MoJsJyiEpxlk/YSM2WzSg+Fb3Mg5KUmFY7Bl/GQ0Dyo+AmbIZ7ggQTXmzFwVZtBAJ/h4ecaADd1tg6tp1EOO1qqBXbXU92SPsN8nPClOWXkNvjZ+z6CsbUlBPudi0J00aGrGUghCCY8JIKZhG62/SYGwvgzeqYkuUmazoShVYYyScR0xPUtNYR29SDIiuuBWS/O3mf7/ln7iG9cqChCmjRvAQd+T0kAxniviQpLc3WcAupTIZp9jgKnDBql4JkuxaMBiZpsjQl28hqJidc9F0mjBmDKJAxgjaSJuFTPbRVRzEKHIJqANvrnjtDN9xzKNHrIS8h2zKzN4zngtGn441oxDpjA0l4LyzLJhVLE4skyKYNLNPCl+NDUWR0j4ama5SNKSGvPEy42JUceXw6sa44lmnz4bOLeO72l7FMa0AhcNkbK3n53jdp29pJzdJNPHXj8wOSz71eLxUVFUybNo05c+ZQWFhId3c3y5YtI5FI0NzcTDr9xffmPu/9/wbsrIhvg1BBLn9fdRvP//Vllrz2CSUjizn6wsMYO+NTZ4Vjf3IEo6aN5JYL/8rW9a7vqpk1efB3j/H6g+9wx+Ib+23+vioyyQw97dEhX1M0hQNOnt//76baFlrr2gaRykwqy3N3vMwhZ36btx5ZwPU/uLmf2DfXtrLgyQ+5Y9GfqZpQ+bWM+b8NOXmBIQm3ospoX9Do2hXrprGzhTFl1QR82y+daO5sZd4FhxFLxRHCvUH86Ym72NCwmceuuHOH38OXgVf3EB2Cb0uSjKZ8fZcFIQTXPnIb1z16G6lshlAgh2u+/3POPvSUQevKsswt5/+OK065iDX1GxhZUsnospFf+tinHXAMVz34ZzJmtv8BQFc1xpZX76yG/5dDluVhK2N9yZrDIRaLsWrVKsaPH09RkSv30rwa5918Fp2NESRJorCyYNibuCRJhEpy2LysnrLqUsZMG82aD9eRkx/EF/Thz/FxwqVHMWm3CSx6eRn1NVspGVdEcPcc6tc1kIpn2PhJLYlYkoLqMBWV5ajVKh6Pzi4HziBmRftTOYUQOLbzqROF4xZ+hOOGrLgSAvc8SI5MUUEBsc4YWSPruqlYUD62jLb6jv7rfm96eW+0Oji+Xns+FTKpDKVWPnbXaDoDPaiGQmlbfr8n92chHIGpWsRCKWwcEnKKtJxFt1UszcFUbWzHobkygqGYNPs7KdiUA50gejXaVbXF1I9uAwm8aR09q7nuIJKbvKnarof2yJ5SuswYPq8XRVawZeG6mtDrSmIpNEdaKU0VMHXFKLd6L0AWErZi4wiBrmiYWKR8WSRJoiAeZvTyUtdZRcg0j4xghR0yIQORBo/QMDwmWdWg04miKQqWx0LJKsgCHHpnJmTQ+mLphXtebIZ+GKwZ34ijfXqfFpKgOxRn+YgNrO/cQrDDSzCdg2zLrjTGclM/14s6dr/gcPLz8/jtGRdz5wsPsrx2LQHVR8DnpyPVxSf6ekZ3lqMlZBIiiZ4NEgnH+gOIVEvB1CwsYbPm/XVYGfPTL8RnP1tbuA98ioywHSwBqu4welo1iqYgHIeWzW1sXdfY/8ChaAqyLFFYVYTmValdXsf4PUaTW+JKUdYtrOG+3z6MhER+WR7jdhlDV0s3TRtbmDB37KAxyLJMfn5+v/Rs4cKFSJJETU0N2WyWvLw8CgoKCIfDA8i+EP96h7Gvgp1E/DMIhgKcdNmxnHTZsRhZk63rGmhv6KB4xKf63AlzxtGyuW3A0242naW1vp2X7nmNYy48/GsZi8fvwePTScUHE8WiioG9AkbGQBpGfmJkDBzH4ZaL/jrQ9sp2SCfS/P2Kh7jyscu/9DhNw+S9pz+ibtUWRkyo5FvH7vlf0yh63MVH8rdfPzjgvOhenW+fvh+qNvTPI2tkOfvGy3hswQvoqoZpW1x63Llcefol2/UEfsuz95IxMgMuFOlshuc/fp26lq2MKqv66m/sC/DDQ07iT4/f1e8mAq4v72G7HYBH//o+uxseu4Nr/nEzyYz7He6MdnHxHVeS4wtw0n5HDrlNcV4hxXmFX/nYuYEcFt7yAufd8iteW7oATVE5fv5h3Pzjq/5rKiU7seP4PGlKS0sLdXV1zJw5c5DFoSzLFI0oZMlrn/DYn5/BF/By4On7Dgphi0ajVM4sw45Bw9pGetqj5OTnUD66hHmHzuGAU+Zj2w7/d/qNrPtoA44QIAQVY1+ntLqYwop82praaFneSuW4clRVpbm2hdoVm8mksiQScRJb0nz/mlNRVJlkLEU2k3UJkSP6q5dO759GysDKWvhzfKSjaRzbwTYdPD4vqXiajsaISw77rzefJrvItgR96i0BpmRiyxYhyU+w3ev6cvc2cn7WpMDdxP2vpSKCLCQkBQzdQjUVlwTbEkiQ1Q2XtUqfWu/JuJrvUFeA8YlKIiUxJEfCm/EgOzKqIyMLl4Q7qoMvz8cYQhR4w6woXI83qiE5vc2kQGdRFAdBSU0YSfApSbcUV0TSe79OB7M0VUUQtmDUihJAwqNraKbKmK0V7Hn0Hty35glSXSmEI/BIGr6UB8Nn4pE8dE5OENrgc/3PvQ7NFZ3IGYWR7cXICbn/XG5bZZZkN0AnGkpg6IMfEiVk0oUGpm1TuaYQITm9DagykpBIBFM0jmin0MnDo2tc/fBNjJZGoFsqkiOxNdGEwNXDb1DqGS2XM3JNCWk5QyQcw5EEspBcGY4EATVANBIlnR5+Fl/RFVTVzQkRuImomUSGrtZuCisLcRyBJMl4/R6qp1aR6E4SaXZ175HmCJHGCMH8IJlMhlxyaNncymv3vYXH60HTVaIdMepWbiFUGGJ7L8eyLFNZWUllZSW2bdPT00NnZyebNm3C6/X2N3xKkoTXu/0F0ccff5wrr7ySdevWsWjRIubMmTPkepIkHQzcjGsK+jchxLW9y/OBR4FqXMeU47c3VRN2EvFh8cr9b3DLhXeBEFimzcS547jqyV8SLgqxflENqq5iZAZ2r2dTWd5/5uMvRcQjLV08cv2TLHn9E4oqCznxsmOYvd8MjvvpkTxy/VMDiKLH7+GM3540YPuRk0bgz/ENStjUfTr7nfQtIi1dpIcg9MIRrFyw3XaXg9DTEeXH8y6hpyNKOpHBF/Ty18vu5faFfxoyvfQ/DUdfdDjNm1t58W+vonk0zKzJbofO4YKbzx52m4vvvIrHF7zYr6sG+NMTd1JVXM4PvnPSsNv1YfGGFWTNwc4HHk1n7daNO0TEX1r4Jrc9dz89iRjHf+u7/PCQU4bVU6/cvJan3n8ZRVY4bu/vsmzjat5Z8ZFbSRCCsRWjvrQMZCj0VcP7SHgfUtk0v33gT8MS8a8To8qqeOkPD+6QRdZO/HdjKCIuhGDjxo0kEgl23XXXYZ0ZPn5hMY9c/yTegBfLtFi/qIZL7jqf0mr3Wtbc3Ex9fT0+n48DT9mXD57+mBXvraFqShWO5bDk1U8YOWkEq95by9oP16N5NZLRJJZhs+mTzRSNKKCzoxPVoxHICbBqwVpy8oL0tPcwYkIlJVXFtLXDhiUbuffXD1FaXYzH70GSZIRjoXnUQa4pQggkGUzTIq8yzNiR1ThZ2LBkE+lEBgR4Ax737wyhn5Vg2+Jtn+tL32tS7zJk936BcCuflulaD1qajaXYqKqKnlXpLIxSlS5GNRWyQYONExpJ5KaRbZmRm0twNIGadfeXzsliKAa1o1uwVBuEhOYoFBi5eFI6lm0TKY6xbkI9lmZT4IT4bmY+s/aZwZvSe1RtKUYSMi0lERqresNh7AGGKghJ0FkcJVLWgybpdOVGEZLAk9XcqrkiKCksQlVULMPioG/NZ316My9H3kay3Gp71muQ9hqYwkbySNTNaUJBoSibh2U6pHPSVLUMvt9JkoQnoGMaFrZp05OXQHYk9IxGbsyPrTh0FcRRUZBUGcmSUGx5Gx062L12hLqhYToWuqKTiKdI18YRXkGX0oOjOshCxpv1gCXYordQLIfRLY3KxiKaqjpxBMiKxJSuMXiFjmlZ4IDHr5NJZPs/b92no2oKkiRj9JoYSLKEJCQ0v07b1g73e6Iq6H4NM+NKKv05fuq7G3CEg8er4w16iXcl6O7pZtz0sdSvbMBxHConlFO3qh5FlWnZ3EbVxEpGTNzxGXlFUfqbOsF1SYlEItx22208+uijyLLMO++8w5577ommff7s9tSpU3nqqaf40Y+GdxyUJEkBbsO1LmwEFkuS9JwQYi1wOfCmEOJaSZIu7/33dodN7CTiQ2DVB2u56cd3DCC/az5ez68Ov5rbPvoTOfk5iCG0rpIkkVf8+cmdn0UqnmLL2q384tCrScWSWKbNljVbWfXeGs678YecfsVJ2KbDEzc9i2M76F6N7199KgecMtBOTpZlfvXwz/jV4VdjWw5m1sQb9FIxpoxjLjocRK+ebwjklYR3aMzb4vaf/o32xs5+7WI6kSGbNvjTj27j+pev+tL7/VdBlmUuvOUczrjyZBo2NFEysoiiiuGrsYZpcO+rj/YT8D4kM2muffS27SLi00ZNZMGqhYM04YZlMq5i+20Tr7j3Bm586u7+hsRPalfz91cfZeEtz+PVvYPW/dOTfyVrGCDBNf/4C3848+dcd9YvWbF5LaPLRrLbpNlfK1nNGBliqfiQrzV2tAy5/JvCThL+v4XP+zw/qxE3TZOVK1eSm5vLrFmzht1WCME7j71PIBTAF3R/P51NEVa8u4qSkftRU1NDMplk0rjJXPejG1EsjS1r6vEGvVSNr0TRFJprW7jlgrtcfW0iDbHUp+phAUte+4TdDp9DS00bZtZk8h6TyKYyxCIx8sryyaazxDsTdNRFME2Lhg1NdLf1MHXPiWxctpnEMM5e/lw/OUVBvv+Hk2le107TxiZsx6atrp1ISzeqrg6KOO/HNiRcCIGZtfpt6PyhAAjRPys7bf9JrHtvI7Iu46gOIuNqpW3VxhPXGL2xDF3SCPr9xEWKdVPqMTUbxZIRDsRz0hRH8tyxOOCJqbSMigCiP+XR1CwaC9sZ01rBstk1xNVPG64jcpTXcj7gtNbDMcttFpWv32bwgATNZRHGbCpHcqR+q8O20i5SuRkEKRxJoKBgeWyELJBsme54D/nBMI7jkIwm2cWZTFtTC7Zusyp/E47i6sKFIoirSXRLcwmqLmHaFoEcH17Ng5nuvab3nmtvwIMvx0e8O4HskVFNlbxIDuM2VvamgEIykGXT5CZs28bTPVACJAGqo1C9uRQZie6KJNmRBvGeBGqknF3Tk1mbv5n2wm68WQ+yI2ErAsWScCwHYQvGpCqZlB5LWs5itRuMLKygatYIGjc04Ql5SEVTtNS0kU5m0L06iiqTSWaRVRndp2Eapus+o6n4Al4SVhLTtPEoMmbWdFNIPTqb1tUhKTIBv49sKksmmaWgKsy4cePJz8+nO9+V2RZVFqDqKq2b2ygZWcyRFx6Kx79jCeBDwe/34/f7ufTSSznkkEO45JJLePzxx7nooou44oorOPbYY4fddtKkSdtziF2BTUKIzQCSJD0CHAGs7f1zfu969wPv8K8i4ttTjpckaQTwAFCKOzl1lxDi5t7XrgR+CHT0rv5LIcRL/Jvx+J+fGeTbbZs2tSvq2LJ2K51NnWgejUwyO6C6oPt0jrrgsO06hpExuPHc23nzn+/i2LbrAboNMqksd/zsHr59xv784PencfpvTiTenSBUkNsfEftZzN5vBg+s/ysv/f112rd2sMsBM9j76D3QdPdpcN8T9uadx94fUMn3+j2cfPlx2zXmofDeUx8NCkBybIelr3/yhR3Ofc2tX5em/qsgVJBLaI/cL1wvmUkN23DY0RPZrmNddNQP+NtL/xhAxL2ah72mzN2upMeaxs1ccudVvLhwoOdpOpuhtrmef7z1DGcefGL/8pWb1/LHJ+789OFBQNYx+Nldv2fZ7Xtxyv5Hb9e4dxRe3UtJXhHNkbZBr+1sltyJbwrbasQTiQQrV65k9OjRlJaWDruNLLse3LIiD6oYCyFYtmxZP5F//s6XiXXEGT91LB0NHcQicVq2uKSidXMbZWNKMTLG4AY4yfX2rl22hXhXgkm7TaC81362oyFC7bJaUok0qVgK07AQio3ik1E0mc6Wbg49+9tEmrt4+Z7BMd3ZTJaSQDHpSAZvwEMqlsZIGSC5Gt9UPD2s5d6QECDJMuHCXLy5HjoaIkyYNZYjL/su/9d6E4ul1aT0LDlRH6PqypjQMBJfp45qKpSPKMHr92I2t1AQDRHPTZHVTbK6QdPIDmRVZlRjGZIMckrBVh335PSOTxYSkkdG93hIym5F3w2pc6UwEauHZe1r6QnGB74nGTRFpb2iB0mSKG3Ox5EEDdVtJEIZFCEjKaBKMrawsXGomdzAlDWjyEYNIslu9jlqd/76s/uwDBMtKyNrIEaApTjIkoKNjRCCuZNmMKpgBK8ue5esZjKaEYTCOUTivZkFveNKJzIYGQNVV6TNhqwAAQAASURBVBEOFCfzCPUEkBxwVIEjIJjwEo4EaCvtIeB4MDULxVaQHTdKU0LCJzyktSx5zUE6G+OM8lRiZU3kmMKYngqSvgxZn+nquoFRDaWomgK6imXYWBsTSLLMpNnjKKospHVLe6+DTw6+gM/lFAKMtIGUdQOrZFlBlmRkWcIRblJoOpmhtLoIM2vj8XswDQtf0IORMdE9KkUV+WRSWXw5Xno6ohSVFVE1zrVQHjV1JFP3nMS6j2uQZBgxoYIjLzgUX46vP9lWktwm5KFc3nZU8z1y5Ehuu+029+HS/FqMECqAhm3+3QjM6/17SV+qphCiRZKkHZIDfNWK+PaU4y3gp0KIZZIk5QBLJUl6vbecD3CjEOKPX3EcXys6GjuH/NAVVeHSb1/havb6G18kfEEvtmXzo+u/z7Q9J2/XMf70o1t55/H3MbOf/wVp2NDImOmj0HSN/JK8L9xvUWUhZ/xm6KrsJXeeRzZt8OFzC9E8KrblcMqvjme/E798fLgkD9fQNPw2zZtbufZ7N7L2I7eaMXXPSVx+38WUVu9Y3O2/A+FgiOJwIY2dgyu6u0/eZbv2UV06grf/+Djn3Hw5n2xag6ZqnHrA0dx07hfPIGxuqWfueYcQH8bZJJlJ8fxHrw8g4k+//8qQUhghBCf+4ces//u72zXuHYUkSVx31q/40U0/H2BJ6PN4uf7sX38jx9yJ/38gSdKQ1+k+Ut3e3s7GjRuZPn36Fybs9clZDjx9Xx648p+YGRPLcsmGlO9QUVHRT+Q7GiN4fDpCCCrHV7D2o/V0NkVwLLchsKOhg3h3cqDEY5vx9rRHkRWJ9YtqaNrYTF5JmPyyME2bWtA0tbc3yEO8LUVJRQlaQMO2LTas3IhH9yArUr8+vB+ORFF5AZ+8uZJoJI5juaSmu7UHyzQHRKd/EWRFRtVUJu46llg8Qf2qBiRV5rmGN7n9d4+QKckiCQmv5aFTj2IELGY0jUNYNo4j3IAXWUaVVPyKjy4lRlYzkHpJZXxkGqNUMEuaxLK1K/HbHqJqAhsQQkLIgry2IGbUQHJw1bh8SsRkR+E931LsIcK/TNty3/fIBO0V3a4+H7cx1ed4SJImmPBSWVOMN6OR9brJowI3iGfB4x8SKgoRzAvid/x0dfXg69SJlSaRJRld0XGEw7dn7sPdL/8Dr8/L2LJq2ps7UaoVxvoqaKltxen13EYCA4u66lYMxySZk2bCyiqE7DZOaraKJbve4kJxiIfc6r+l2KCCntVwZBuf6kNHQ6iQjTqs89XCaPClPUxdP4qpa0fRWRjFVE3C0RzCySCSX6Fd7wJNUKYVU+ANU7O0lq7mbrJGtjfJM4KiyKgezXUZ6XXjEcItFubkB8kJB2lv7ERWZDSvRiKWREJm1KyJ7HviPhSXF6OoCn+7/AF8AQ91axvobO7A4/Pw3bMPRtPV/t/lQd/bnxnfmoqRMSmqLMCf65ocOI6DbbsPOX2kXAiBoij95HxHPMSTyWR/D4gkSei6zgEHHEBr62CXuGuuueaL4uz7MBSr+Vo6Qr8qEf/CcnzvU0Lfk0JckqR1uE8Wa/kPxdyDZlO7om4QSU6nMmQzxoAKsKLKTJg7jt8/82v8OdvnnJGMpXj7sff6tVXDwTItwkU7JnX5PHh8Hq587HJ6OqJ0NkeoHFfeb5H1ZbHv8Xvz2oNvDfBXV1SFeYfsMuSPJpPKcP7uP6OnM9rf7LrqvbWcv8el/KPuHvQvcCr5d0OSJG694Pec/Ifz+8mlIiv4dA/X//BX272fqaMm8IuTzqejp4v9Z+3JuM+phAsh+Psrj/KHf/6F+ramIW0H+6DICmUFAx9oFEUZtppQ27yF9u7Or6U5ciicesDRBH1+rrjvBra0NjCpahzXnvVL9pu15zdyvJ3YCYBsNkt9fT1z585F17942ruPiM/ebwZev5dlbyzHxqZoSj67z9+N3NxPZ8tGTatm6bvLsW2bQMhP2ehSpuw5kYKyPOrXNvRXoZEYQMRFX+pm73Uvk0qjqArJWIqSkcVUTaigoDyfWCTOinfX0NPew4ZFm/D4PVx469mUjCmitbWdTctrad3Y8enYNYWcvADZTJbmza2kYmm6O3qwTZtQQS6xLtN1SJHEdtEGj09H82iM3nMkK15aS25BLpGSKPW5rVjCxhY2iqyAB7SMSsKfchu8Aw6paNq1z01mcByHvMowjVIHjiFAEvhVLwVF+TQ3tZPNZNk0bqvb2CiDqqhoGZXSLXmEOgIIVTBu6wjWj6rvJ7UAprCw5W31NKDYspuEqbgE2EnZeNDJqIb7voG4SKEYMuOXj0CxZBzJIZzKAQSWx8an+zDTBpmU2+sky3J/0ibCbVbMCoOAx8+tz99HysigqRrrU7XMqppCS7SDj9VVlGwOI2u91oOaiUCQkbK0lnWh2RqJnDShngC27KABjuTQk5vAQZDyZ1k/qYFxNRVuM6hqY6sCApCr59LRGaHJbEVW3ZOR9KWpr2plUlM1+dkwpWUlbGnfStrJUFNRRzqYdfPWtVZmJiai2oKeziiaRyWvOEy304ORNdE9mjuL4whsy+7tqYF4VwJvwENhRQFjZ42iq6Ub27KItPSw5MXl1K3cyvyz9mDCLuOYd9QuvHHvO3Q2d6LIKjn5OSx6eSnjdxlLMPwpKS4bPXhmatsquOM4/YS8b/bZtm1M09zuPJRkMkkwGByw7I03Bs8k7SAagW0TEiuBvtSvNkmSynqr4WVA+47s+KsS8R0qx0uSVA3MAhZus/h8SZJOB5bgVs6/uYjK7cQxFx7GS397jWgk1k8wPX4dM2sNkmHYlsPqD9ZtNwkH6GnvQVEUTIYn4qquMn2fqRSU5Q+7zpdFuCj0tRH8c244kzUfrad9awdGxkD36eQW5HDJnecPuf6CJz8kk8oMcJxxHIdUIs37z3zEfid8+er89sLIGHS395Bfmtcv29kRHLHHQbxx/SP8/uGb2dhUx7yJs/j1KRcxYTvlFktrVnLgz0/Csm1sx8YRDmcfcgo3DePmcf1jt3P1gzcNqCoPB13TOOe7pw5Ydtw+3+U3990w5D1YV3V6krFvjIgDHLnnwRy558Hf2P53Yif6YFkWq1atQgjBLrvsst037m0bPCfNG4+/1ENbWxszZ87sT9vswz7H7M6KRSvoqOlClmX2PXFvDv3ht1n57hpGTh5B+9YOEt1JEOAP+TCzltvYiISqKu70vww5eTnklYQpqiwgFc8ghOu+BbjSgKCPoqpCgrl+Wuramb7PVIQp4fX4UFS3aikQqB6VeHeCdR/XoPt0cvKDOM2OSx4dB1VTMWwDj9eDkckyRCF5ALIZA0+Oh1HjqlklrUfVFBo87WRUA4TrmG05NmmRIdcbIG3ZJCNJ/JoXT2/GhqopjN9lLCYmm/StpK0Mmqxi2hZ1rQ2MD1XRpHcQSPt75RQZZF1mjDaChJwg6U8TtHyMbC2h0BOmaWQnXZ44qUwKr+YhkUkiJFBNhUmrR5ITdxvUG6o68GQ1StryEEA6lGXNtC2YioVQBEXdYRShgCp6OzpFf6VemDayKmMaFpZhYVk2prDIFJl4dQ9S3/vOpvFoGoosk18ToHJjEbZIketXaZwZxZFzkUwZEwvJlEDGPXeAg03GYxBUfK6zjAKZoIlmK64DjAzdhXEWFa7Hb3rJt3IpX5mPZdjEU3HihSniuWnXjlC4tpNJX4ZArp9wcZh0Ik1uQZAuNUYqJ4tmKsSCKRxZ8H54GSNGFjO2sZJgKOCG9uiu13kqkXbtLvsggaKpFI8ooLs9igQ0bWohHUsT7Yy5GSs+Dz6/nzUvbWSvA/dAmiLhL/WSFwtTXFlI+cgyetqjfPLWSkZOquS1+98m3pNg7MzRHHjafLzDSFL7frN9hby+anlzczNerxfTNAdVyz+LRCIxyBXpa8BiYJwkSaOAJuBE4OTe154DzgCu7f3z2R3Z8RcScUmS3sDVd38W21/+c/cTBJ4EfiKEiPUuvgP4He5z+u+APwFnDrP92cDZAFVV36y9W6gwxN3L/8Kjf3yKj19cTF5xmGMvPoIrj/0/hipG7qh2qbiqqD/q+LNQVAVFlZm212R+88h2a/3/bcjJC3LPyltY/Ooy6lbXM2J8BbsdOndY67+Wza393fvbIpvK0rJNuFAyluLhPzzG248uQPNoHPrDgzjmwsOH3e/2wHEc/n7FQzxx07NIgKTInPKL4zj58uN2uJlv98m78OI1D+zwGGzb5ru/PoPuxEB/+HteeYQDZu/NYbsfOGB51shyzcN/2S4S7vf4+etPrmX66IHyqAkjxrDn1Lm8v3rx4G28PsZ8Ba/undiJfxc+K01JpVKsWLGCkSNHkk6ndyhNuI+IO47D2rXuZO3cuXMH7aO1ro1H//g0m1dvZdz0UZxw6TH97lCholw8fp2p+0ymeWsLLRvakJEoHpFDR3MnVtbGSGVxS+XujGfl+HI03ZUFHHnhoTx984tEmiN4Ah7mfHsWOXlBt0L+9irCRbk8c/tLdDR1onm13uZECcdx8Pp1N8St2yX54HpA25ZDIBwg25KFwbEz/dA8am8aM+SV5TJ5t0kseOQj4l0JIi1dtJdG3Iq+kPrJuO3YpOwMFckiSqeWMGPaFDKJjNvsLrmfz8b6zeRquWRMg7SR7g8EMhtNEoEkOVqQ8upSYlaCrd0txFfHye0OIBAYwiLuSbO5oIXKgnIyholpmgR9frIZA0OYjK0pJyfu6w3ZwXVRQcJWHEDgj3oYvbGMuqmtrmGBz5WpyJKMEBa24qBabupoUmTQNBW5WsVK2eQUBZB9CmNXVJBRDerGNJMKZJAlmWynwaQlI/CnXTIpAG9KZ8xHZQip15e9d7klW+R15RANJ5j2yRh8aXeGRkhu1dcf9zBx9UhioSRrptW5zweyK++MK0k27ppm9/zZrO+qpU1EMIWF6rgzK7bskJPyUzSigERPimhHDN2rIflkcsJBolYcHFAcCUc4dBTGCHdHsZsc/Dk+SqqLadrYjJ0ZSGy8fi9I0NncjWWY+HN8bF3X6M6uOg6aVyedSGNkDGqXt3PP5Q9RNbec0WNHEfKFUTwyPbEeuqM9rFm6lg+e/5hwfoj80jxqlm5CCMHh535nu36bsizT1NRENBpl2rRpSJI0oFpuWVZ/Rb3v9zpURfzz8PTTT3PBBRfQ0dHBoYceysyZM3n11Vdpbm7mrLPO4qWXXkIIYUmSdD7wKq5g6u9CiDW9u7gWeEySpB8AW4Edarz7QlYjhDhguNckSdqucrwkSRouCX9YCPHUNvtu22adu4EXPmccdwF3AcyZM+cbd2rPKw5zzvVncs71Z/Ydn0nzJrDqg7UDpvcUVWGPw3bdoX1rusbZ157BnT/7O5k+rbks4fHpXH7/JUyeN4Giym+uQrmjMLImaz9ah6zITNl90qBmUUVR2O2Quex2yNxh9vApxswcjS/oGxSi4/F7GDvTlWeYhsl5u/2U5s2t/fKge3/zMCveXc0fnvvNl34fD//hMZ686dkBbjgP/f5RgnlBjjjnkC+93x3Bog3LB9n5gavtvuulhwcR8Zau9n6d43DwaDq7T9qFl/7wAL4hkiQBHr/ir0w7+wB6ElEs20aWJLy6l79edO126+62B4Zp8PQHr/D+6sVUl1Ry2gHHfKPV9p3YCYDOzk42bNjA1KlTCYVCbNmyZYcsKxVFIZPJsH79ekpLS6mqqhq0bSaZ4e7L7yebNgiEfDTUtPDwNY9z0e3noCgK1VOqmL7fFN5+dAHhgjxmzZ/OSb84loLyPM6aeQGpaBRJllE0BduysU2bRE8SWZY44NT5bFndwKhpI5m46zhqlm1CliWikRifvL4CT8DDuktrSCVSeP1uimektZtMMoOiyIyaWk0mmaFuVT2OI1A0FSNtkIq5zeU5+UFkWcY0TNf/WXZTB/ukM4rqjskRgmh7gvUf1xCLxKE3nVDNKsg+t7or4T4A+ZNehAYtgQjPq+/SZSTYS9+FutX1vRVLmbZghIbuZhzbjZHPVYJkzCyNvnayikkag0R9iqLSAnRDIdQRwJF77RiFhZZSCdlB1nVswhaOS9Atg7A3l0QqSW7MXb9PtiL3EmCX2bjjDES9hIO5RJMx2n0RSoIhgjE/suMGGnUVxZAtGSFD55geIuE4lf4yDsvuw5a3G9AMBY8TYGbHOOqrW7HyHEavKP30WPQevtcb3eqVzfRlb5qqTXFbmO78GJ6shiM7IIGW1VxzFceNOM/vyqG4NY+2sm63oV42kYTMKLmCFc4GcsoCeJs8ZDHI6AY4Ej5TZ6ynCrlSYaunDStsMSU8nsqiKp7ufg3TsvAH/aSSKXyOz31IC0tIPS6Zzaazvb0QOmbWxLHccykrEt6gh0R3ClXXPk2+7NO9p7NoXp0tK+tBgpULVtOwron5x+9FOpaioDwfXdFwkoLSESW0bGwD3SGeiePL9bJhyUaEOHi7fp+NjY10dnYyY8aMYavlfX/2zWrF4/EdqogfddRRHHXUUYOWl5eX89JLn/qH9JqJDDIUEUJEgP23+4CfwVeVpnxhOV5yz/Q9wDohxJ8/81pZn7QFOAr48obWXxNqV9bx/F2v0NPWwx6Hz2PfE/ZG0zVu+vHt1CzdNICEq7pKXkmYC285Z4ePc8S5h1JQXsDD1zxKR1OEqXtM4vtXn8rISSO+eON/IRa+vITfnXh979t2LYx+/8yvmbbXlC+1v90PnUtxVRFNm5r7ZT+arlE+qoQ5354FuPKV9oaOARr9bCrLsjdXsPGTWsbN2nHHDSEEj/7xqf4Hnz5kUlke/sNj/zIinjWzwzaypoYg6MXhQpxh5pIlSUJXNU741uHc+ZP/G5aEA5TmF7Punne49dl7eWPZ+4wqHcHFx/yQ2eOmfan3MRTiqQR7/uRI6lobSKST+HQvVz74Z968/hF2nTjrazvOTuxEH4QQ1NfX097ezpw5c/plJIqi4DjOdj9kWpbF+vXrmTJlCoWFQz84tta3k4qnyS/No6enh5yQn/atHcQjCcLFIV564FXef/YjcnJyyc3P5YwrT6K4qoiHfv8oZsZyHSgU2fXlll0Nue7ROPzHh/D0X56nq7UHRVWIdcX6I+mzGYNQYQ5VUypZ9voKzIxFOpqhu7Wnn0RrHpVISzcT54wj3huqoqgy+WV5mFmTQEEAVZeJtSeQJBmw+xvz+qwLs2mjXy7oWA7x7iTZlEFuUS4er0ZpRz6pgOtg0kfGVVshoxmuxMIUvLdlMV1bOimI5KJoCqbHYsmsDQR8PhKpJA4OMSeBLCT8lhdVUUirWVJqGsWUKc0pQlVVhOLOHCIcZGTidtJNEhWulC7rGMRFEtkvk/GaBBNekMFx3LCgPutASQJFUjCCaWRJxrQtZEWmZnYTBY25aGkFSiQactr6Gz8lJHRHozXRztJ3loOQ+qvbACMairDbBZIzeLZF6n8awPWH64Viy4BEKBp0hyb1rT9gYxBQ2ppPpDhGMOnF1G2mpEYTnJZDWjUJB0NoiobcKpEyMiiOgiegsyqvlo87VyMcB9WvUpOt58CG3ZitTuIdzxJSZhqf8BCQ/CRFinw1TDDspWx0CV1tPe7hJYlAboBMMoORcbXYwgHbtAjk+jANq/87W1JVTEdjBDNroigyOUVBQvkhkj0ptq5vZN8T92Hxa58gKzLfOfMAcgtz2bS4juKKIizLorujm4yVZtGiReTn51NUVERubu6QM1hNTU20t7cPIOHb4rPacsdxsCyLxx9/nPnz5w/5O/5PxFcl4kOW4yVJKsdNHToE2BM4DVglSdLy3u36bAqvlyRpJu7PewswvJv6vwCvPvAmN55zG6Zh4dgOC19eylN/eZ4f//ksXnvgLbLpwUEKN7z6uy+t497riN3Y64j/3KjtSEsXvz32/wZUkAF+fsiVPN54P4Hc7dfF90FRFW794Hr+fsVDvPGPd3Bshz0Om8dFt53bf9NcuWD1kPIV4QhWf7juSxFx27JJxYaWd/S0R4dc/k1gt0mzh5QyBbx+Th3CRtDv9XHud0/nzhceHCBP8Xt83PuzP3PovP0J+NzPob27E4+uEwoMbcNYGMrnytN/ypWn//RrejcDcf1jd1DTWEfWdL8vfamdJ//hfDbe//5OL++d+FrhOA6rVq1CURTmzJkz4EbdZ2G4PUS8tbWVzs5ORo8ePSwJB9dm1bEdt7orSZiGWyjw+HXefeU9XrvvbarGj8Tj0Yi0dPHS317n2IsPZ8lry8krD+GYDkbGwDRscvNzyC3MwcxaLHjiA7pbe8gvy8PImDTUuBKAcbuMYfOKLWRTWdoa23Es0Ss7YUAl28xYRDujbFqxmdHTRxLI9REuDiPJbkW4fs1WTNPBsRw0j4ZwHITjkFeah2ML0sm0a3FnWP3x7EbKQFIkjFSWdCxFcTbs+pKXdSMLmcr6QmrHt/SSTBdCFkSlBHlODiPHV9Cd6/ZY5QZz8IW8JOJJtyfGFsS8KTdZ3RZolsop4w4nUh5j6bKlaJ2Kq1G2ZEzNIunL9KpwXPKveL34PX7ygrm0TO9i9MJSZMcNnOnJS6A4MoGkF5CQAjLVx43ioEljueW5v7tE3jRorezCdmyK28NMrB2Jrdg0VLeTCmYwMPGZHmxJoNqDr1lqdujvlJAEluLQ1xPbt6XH1DB0k+JUAapPw0paIH3mHiB6JTOO6xqjqzqaBiMPqWbcmNE8tuA59zsY9KLl6vhsibG5I914+GQrGcVghL8MRZXpTsVoDHfw/XnHcvTog7j1rYep39pEOpmhuquMvFQuJgadTRESPSmEEBhpE9tysC0HSZbILcrBzFhoHo10MoOqaSiqjKwoyIpMXmkYSYJMOkO4IIQsK/0PE/MOncO8Qz9NprRthwlzxrJ+ySaXOCsKp156IiMmVtDV1UVzczPr1q0jGAxSWFhIQUEBuq7T3NxMW1sbM2bM2K7fcd/v/7LLLmOvvfbimmuu+cJt/lPwlYj4cOV4IUQzcEjv399naNsXhBCnfZXjf51IJzPcdO7tA8h2Jpmhfu1WHv7Do4NIOLgX+2VvLv+Pq2J/XXizlygPghC899SHHPy9YVVLn4tAKIAvxzX913SNBU99SMOGRq596UpChSFKR5Wge/VByaVGxuDOS/9OtDPKGb85eYeInaqplFYX01I32NPaNEwOyT2Og87Ynx9d972v7CTzefDqXu679EZOve5CLNvGtEyCXj9zJ8zk1AOG9vO+/oe/wufxcvPT95DOZqgoLOGmc6/iqL1cjd2i9Z9wxvU/oa61ASEEe0+bx4M/v3mQe8o3jX++9Uw/Cd8WzV1t1Lc1Ul36r/2dpLNpnljwIivrXJvMUaUj2Gvq3EEa+p3478SmTZsIh8ND9gx9Xsx9H4QQbNq0iVgsRlVV1bBpm30oripit+/O5cPnFpFOp9A0jcPO+Q5rN6wl1h4nFM7F0+v6FC4OU7+uAdOwkABPr/NEW307ju02WI6aNpJET5JV768lmzQI5AUxMgYSrhzE49UJFvhp39JJ26YOJMk1B+iTByiKgjfgwTRM/Dl+puwxifnH78ldP7/fna7POghHIMsyyWgKCQlvwIPm1XAshyN+cggv3f06qk8hmzRIRJI4joPHryNJEtm0gW05WKaNhER5SyEjOoqxbbcRtDXZRSw3hWoprvrcBn/GS1bNUiPXYwsbC5fgO6Ybv66qCkkpjTAdBC7pzOomDzzzODMzE5BHqIgAhLKulGRDRQPCFDiK+1mmpAyqpZCWMlR5y2jwNbNs7kZyYj5sxSEWSqLICrmJAB5Z58CDv8Vlp/yY82/9FZbtkDWTSJKEIiuUNuczZmO5S4IF5HXlsHyXTaQDWXqUOFtHtjGqtqyfvLjuKxJZ3UA3tAEPIYZm0Tyvi5iZYPTqMoJJX+82uE2VtkJLQQfBUTk4ywzUrIIjCfK6gsjIvVpym+78OKgSUkgmJz/A5InjOXXfo3jxozdpbG0hHU+74TqOQovZRofcRUbLIiRQPAqp7hS2bdPR2cWbDy3gyPMP5cVrHuCTFat4+Y7XWb+yhqRIEC4JEW2PMWJ8OdFInO62HkRvYKDu1cnNzyEWSaB6NFRVobCigEhLN7Ztk+xOkl+Zj2FmsU2bdCLTWz23mX/i3kP8FmUOOfsgpu09hUwqQ/GIIvLLXCvm4uJiiouLEUIQj8fp7OxkxYoVGIaBEIKpU6dud6+H4zhcdtll+P1+rrvuuh3qEfl3Y2eyZi/WLdwwZFBOJpVl64YmZFUe5JgiyxK696snQv2nIhqJD+lzbhkW8WES3rYHbz+6gKf+8hxGxsTotXDctLyOq064nj+/eQ0Hf+8AHvzdo0Nua6QNHr3+KTRd45RfHD/kOrUr63jsT0/TWNPEtL0mc+zFR1JYXsD5N5/N1SdcN/ihSkA6nubFu1+lbnU9N739f1/6vW0Pjt77EFaPncJ9rz5GezTCobvuzyG77jfsU7+iKPz++5dx9Rk/I2Nk8Xm8/Q8hLZE29r/sRBLb+Iq/u/Ij5v/sONbd886/9GKkqUM70Agh0Id57ZtCc2cru17wXbrjPaSybmVewn0QOnCXfXjiN38ddrw78d+B8ePHDxuu9UVE3LIsVq5cSSAQYPbs2TQ2Nn4hcZckiSPPP5TJu09k3Yp1FFcVIQUF5eXlhNV8PnpsCal4Ct3voWbxJmJdcf509q34Q346mjuQNRl/yIeRNpm25yRSiQwbl9QSzAuQiqfYuKyW0upiLNMmvyyPaDTaGwokub7mho3X78HMWojehFzLtJAkGY9PZ/9T9mHc7DGUjyllyWvL3fuVEMz5zmyWv7XS9R63XMKUVxymtbGVA0/bl9f//g6SMJF6Gyxt262KqrpKQWke7Q2dODi91Uy3SVAIwZiaCtZOr8fQTJCguDWMP+lh2fSN4ANT2NjYdMejqEJF1mSmp8axkhos2cLpLR1LQqK5IIJ/Uz0VnxSjezUKRuYTKA/Q0dSDpQaJhHpIBDKojkLYyqHD6mHF5nWublwXdBV+muBrSw6xUIoJlaXc8ONf88AbTxKJ9xDwBkikEwjhjn9EQzGSgF53QhRbprg1TP2YNpCgsaoDW3YYU1sGvf7mQoG1U7ZStbWIgs5cQKKnII6Yr5HFJB5NsWxeDXu9Ow0HgSxkZCGh2BKVNUV0qUmMGYLmnnYSWpq5Cyeim3L/96u1vAsbmw6ni55onMfffZEnHn6e4vUhJCUHRQ8zsWI0Lxnv0Wi3ujaSvWhOtaE7Ko4C1ZRRXF7Iy3e9waq31yIcwYRxYznr8tNZ8toylry5nGQ0heEYFI8uxBv00N3cQ6goB9ty6GrtQfNo+AJevH7Xu16WJYQjISTo6eihdGQJAb/rviKpCkec9x3mHDhzmN+jTPXU4U02JEkiNzeX3NxcfD4fjY2NlJWVsXXrVpLJJKFQqL9aPtR90nEcfv3rX+M4DjfddNN/FQmHnUS8H76gd9iLevmYMtc/8zNEXAjBXkft/q8YHql4itcfeodNyzczZsYoDjx13y8lDdkRzDlwFk/95XkyyYEyEVlV2OWAmV96v4/9+RkyyYGVU8u0WP3BWrpau8kvzeNPb/6e35/8R5o3twzyvs2ksjxy/ZOD3E6Wv7OS2y75G5uWb3YXCKhZVstL97zOX5fexB6HzeP/XryS+377MDWf1JJNZQfYKJpZk/WLati0fHN/4+g3hdFlI7n6e5fu0DayLOP3DtSB/+3lgQmdAJZt0xxpY8Gqj5k/Y48vNb71WzfR1NnKjDGTKQxtn/Tq7ENP4df3Xj9AQiNLMpOrxlFeWIoQgo/XLaMl0sauE2dSWVT+pca2Pbjgtito7eoY4LkucOUyry9bwE1P3cOlx+94b8dO/OegL7hnKKiq2p+u+Vls665SXu5+BxVFIZv99JrU0Rgh3hWnsKKA3IJPw4AkSWLCnLFYviwdHR3MmjyLUCjEwuVLaNncRs2STTi2g5k18QS8bFpeR25egOnfmoZtWuSU5BDriVK7bAsd9Z14gh7GzhqNZVjULK3F6/cw/8Q9Wf3xWoyURSqaYfzsMfhDfpo2NhONxFx5jCWQJJusZePP8eIJeLn53DvRvTpt9e3IEpiOg6arrHh7FSMnj2Dr+iaUPlmBKtjr0D2YvsdUSitLePuR99i4rJaC8jyMtElXeze2ZdPZ2gW49zrHdjW4Em7TpjerM3PJGDI+A8VS8Bgamye1gF/CwnLJthAIIaE4ApEUrBGbMFULSZWQt7muy7ZENDdBSVc+FEi8qC4go5skq9Ou24nsasRtWaJbieMIh6E/eUAIZEkmmohx8rUXkBcMURDKI8cXYPnmtWTNLF7Ngyy51iSaqmD2flc0eZuHcwlaRkToKopR1B4mVwmyJb+FrM+gZkojkpCwJAuv8FBlVxDNJNx+HhniOWmCMZ+bjtk3LASF64PUlbbz46qTWbe4hi66sXUHBweExMi6UjZOaXRdaWybtuZ2MskMHeURJi+tBlvQWNNE4fgwsbKEq+0WfgxhkCGLpVmEnBzG5FRDVqJjaycF5flEO6JsXd+IkTH5zg8OZNWCdTimQ1d9D4nOFL4cD4FiP/GeJB6fx7XYlCT2PHIebfUdbFi80fW/l0DzqWC7M9u2afOLhy5B92pfC/ltaWmhubmZ2bNnoygKlZWVOI5DNBqls7OTuro6NE2jsLCQwsJC/H4/QgiuvvpqYrEYd999938dCYedRLwfE+aMIyc/Z5A22RvwcOKlR9N2/N7ccuGdbtW8t9v81w//jFDBF8eif1W01rfz410vIZ1Mk0lm8fo93H/lP7hj0Z+/0TTKmfOnMXu/6Sx7a0U/cfYGvOx7/F6Mnlb9pfcb74oPuVzVFBI9CfJL85i06wQe2ngXB/mOwswOvqGm4mnMrNk/I/HWIwu47sybMD5T7bYMi4SV5G+/fIAr/nkZs/adzqx9p3PVCdfyzmPvD9qvLMvUran/xon414UNjZuHTc2sb2va4f1FYt0cfsX3+KR2DbqqkTUNLjjyTK4765dfKAU6/4jv8dYnH/DW8g9whEBTVII+P49dcSeNHc0ccNlJNEVakSWJrGnyw0NO4i/n/e4b0Y6/8PEbwwYfpbMZ7nrxoZ1E/H8Yw1XEI5EI69ev73dX2Xb9PlL/1iMLePme11EUBVmV+d5VJzN+l7H96/a5OFRVVREKhWirb+fR656icnw5whGsWLDalXOks5CRSPUkKR3dyZHnHULlhHKSsTRrPlzHW/9YgKxJxOJRJEmmoDKP3Y6eQ9nMIo648BCEAXdffj8N65vQdBXbdsimDEzDdCvWmoLHp4Mk0bG1AyNrYqSy2LYbiKKoCh6/jqIqtNS2kVcSIpPM4A15OPmyY5mxp9uoPf/4vZh//F588tZKnr3tRdKJDMloipSRwjbsfnmiQPSG7whXOpg2kIWMP+VK+bwBL1bYQXjAchxkR0Y4LsnMKgZhMwdkl3RLitRPrr0p3W1cNTRAsDZvM6bHJimlXYLay6uEBJawAXsYsWvveoBlmbR2d9DS3Y7f6ycg+yiVC5kQGEWz3Y6qqkTGxKlcV4Bky6iOjKXYJEZmBoUfZb0mjSM7KANM2XKzwiU3iEexFIq6wqTTKaSCT4+/ZvoWpi8bTTDhFk4sxXYbSoXAl9WxLAsn5eDz+PAGPXREIziWwJvRAQmB+xlmMhmQJKJqgpQvgy/m3u9y4j68BR58lhdLt0lJDh7hIRTzY/oclhirqN5chpExWP7WKlRNwZ/r5/UH3mbVe2torWtHURWy6SxSRmLinHEguwYUDTWNaD4FX8hHU10zHo8Hb8CLmcnS3R6jJFSE5diYGYNAKICsyCx80X0QLa4qZN4hc9C+RDBfa2srTU1NzJw5c0DVW5Zl8vLyyMtz5SzpdJrOzk4WL17MT37yEyoqKlAUheeff/5rdQD7V2InEe+FLMtc9/JV/HT/X/VXgE3T4vifHc3cb88GYO+jdmPhy0t7kyPnuKb43xD6bgqyLPOX8+/or4SAWxE2MiY3nXcH17545Tc2BkmSuPrpX/H2o+/x2gNvoagK3znzQPb+irMAu393V569/SUscyDB1r06FeM+rZJKksSoqSOpWVo7aB+5BTnUraln/OyxCCG45aK/DiLhfRCOYOkbywcsGzNjNB8+t2iQDl0Ih6qJQ2uZhRD8462nueWZe4mlEhyz9yH87LgfDdsc+a/A3lPn8cwHr5LMpAYsd4TDLl/CEeWU/zufJTUrMSyTdK+k4/bn7mf6qImcesAxn7utpmo8//v7WFqzkoXrP6GisJRDdt0PTdXY7YLD2NS8ZQA5vvfVR9l1wkxOO/DYHR7nF0GSPr8qkhlCy74T/zsYiohv3bqVlpYWdtllF7xe76D1LcuidUs7L//9dcJFYVRNIZ1I8+DVj3DlU79AlmXWr19PNptl1KhR/U3XHQ2dbmXVo9Kwoak/Mdm2HZTegJgV76xi9ftr3RAT4VA0ooh0IkOiO8HYmaNciYkCUshtBLVkE2/Ah23ZblMjbsqhmTGRFVciYtsOmVQWIegnjbZlIykSknAtcVPRVL+UJNYVJ688l/z8PCbMHj/onM3abzqz9ptOd1s3F+x+mSvhG8o51QHbstxmUNutkgZCASKBHrr1KFnToq9eLeM6hkhCwsFBR0NzVEauL6NpZAeGZpLxG4BEV16cnIyfpJ5B92quF7lwJfH96HcckT7HFZ1eWYh7/zSzBlHbQNFlZEdmgream3/7O373xM10lnQgbxCgKTRUthP1JmCo24iAdilCji9IPJlwvduTHqYvH43XdDX1syZM4LnSd0EGU7dYPaOOXRaO73dKkRwJQ7eoVZtYHl/PhCnV1CytpTPa1W/vGA0nEL3nzhYOaSXb65Eu2DChnpIG11UFIOj4SSkZso6JrEoUa/n4S3309ETpFnHG6SMQwnXmcRxBtD0KEmxeUY8kSwTDAXILczFSBkVVhWxd20BxVRGz58/AMm06myPEe+IoHhk9VyUei6N5FGKRBLpHQzhw2Lnf4fnbX2btx+vxBrys+XA9DRuaOOGyo3eoMt3W1kZDQwOzZs36wl4Nn8/HiBEjqKys5MQTT+Tjjz9m9OjRzJs3j3333Zebbrppu4/7n4KdRHwbVE+u4rHG+1j+ziriXQmm7z2F/NK8/tdDhSG+fdp+3+gYIi1d/PmcW1n40hKEgF0P3oXFry4d1DTpOA5LXvtkh7xyvwwUReGAk+dzwMnzv7Z9nvyL43jnsfeIdyf6rZI0r8Ylfz1/0BPtOTf8gF8ceuUgXXc6nubi+b8gVJjL5fddQio2kIh+Fjl5A839v/vDg3j0hicxs2b/DVXzaIyZMZoJ21S/tsWFt13Bva8+1k96b3jsTh55+1lW/PX1AZKR1XXreeOT98kLhjhqz4PJDeQMub+vA6fufzR/+OctGJbZL1Hxe7wcOHsfpo6auEP76ox28c6KjzA+I3VJZlL8+Ym7vpCI92GX8dPZZfz0/n83djSzYvPaQRXqZCbNLc/c+40Q8WP3PoRH330eyx48m6JrGsft/d2v/Zg78a/F5133VFXtJ+KO47Bu3Tps22bOnDlDVs36KuLRjqgbba656/iCPjqbI8S64mzeWksoFGLixIm0traSTqdp2NBIS10b6YQ7Q9fd1oOkuATVNm1syx2DbdroXo14JO4mLaYM/Lk+ZEVG82jkj8xj4vyx7HfofIQQdHZ2snbpemzZpmp6JanuNLGIS8D6nFsAHIneWdptzkdvP6e17Uyi5EodIo096FoTzZtbSSfStNV3ECrMpWpSpesr7ji88eC77gzo58QX2IZDKpBh68h2LM2mKJ5HW9iNcPf6ffSYMTf1U3ITpGUho0oKekAnQ5b6Ma3Yio2l2EiOhK06dBfESYRShD0hfIV+REeXO4QhPuZtI++HgyVsvLIHTPBJHvb1zqEiWIbUDXanxU3nXsVbc9/nrb+8S/2irYyJlVG0az6eEg+LG1ZiSfan50ACGwfDNFA1FY+jM25dOV5DdxMeFYnujT2UkE9reZfrA+412TC5gQnrRyA5EqZusWFGI47s8Kb8Mbl7hPEYflKL08hCJpIfo35Ue6/jSm/apwySDbKlkPBlyIxpJc/MxbJtDNVkQqIaJSyzWWoiqAdRZAk5qLD7jNmU+fJJxdIko0no1f578r1sCjcQ9yfxZT3MsMZjZi1WvbuG7vYotSu2UFpdTGFlIXseMY+PX1iE7TgUVOShotLR1EmgwI+Vtoi0Rfj4hcW9lfAiV+ddIKhdsYVIc9d2Z6G0t7ezdevW7SLh237+t956K6tWreKFF15A0zSEEHR0dGzX9v9p2EnEPwNFUdhl/5n/lmObhsl5u/+UzqYutzseWPTKYBLeB0VV/ist4fJL8rhn1W08e/uLLH19OSXVxRx38ZFD2hLO2nc61796NXf/4gE2r6pz/XWF6CfmmWSWq46/1tWvDQOP38OxFx85YFm4KMRtH/2RG8+9nRULVqPqKgecPJ/zb/rhkPtoaG/mby//k4zxaSU1a2ZpjrTxwOtPcM5hpyGE4OwbL+Pht57GcRw0VeP8W3/NS9c8wN7T5n2JM/XFCPj8LLntJa584E889cEreHUP5xx6Kpcce/YO7yuajLkkZXB/Ll3xniG36SO6qjL8pSSeSqLKQ08ZRlNDy5S+Km4+72qWblzF1vbG/mZNgIDXR1l+CVecetE3ctyd+M9AX4XbMAyWL19OUVER1dXVw14v+yroxZWlrmNIKovH7yEWiZOTH2TthjWMGTuG0tLS/vWXvbaSNW+sRyCIdydc5wlHoKoqjuzqqfsqxm4IioFt2ciKhJE2cGzH/bcfvv2j+YwfP76/ilhWVkbu3iGWPrUSWZXJKQiyeWX9oHFLkoSmu5KOvmuiEALdp7mSPiE+rZgLEI5DW0MHG5fVsuCJDwGBsAXfOmEvDvvRwTSsb+SNh95xPcY/B1mPwZqpWxCKQLIltgSacSSBx9DRUwoFUohuLY4jOXgkD4ZpEPMlSRppsh4TySe53t29KaB9sD2C4hEF+L0B6jsad+xDHwI+3UvKShPUAkwtnYQwHJoSzaxdtxY5DJse2MjW9xqQZJBNifBbXtbv0UhRsICWRPsgsu8gKM0rYl7VLHoWtCN0p98XXNgCX8bT+8G4bytSFOOjgjUotoKluf7tAoHtCN5Y+T6eMp3Y/BiarJG00ggEEhLzmEaNUo/wCnRZx4yZREUCVVKRMzLh3CCmx2LyPhMp35yH3LmURrsVxxCUeYu44OgzefyaZxg7ezQbl9ZimRamYVJTtZWIpwfVVoh4YyxiDTO6xxEIBygeWUxnQyfdbT3MP2Fv9jp6N3LLgjx8zWOke7J0NXcTzAsS2dqNN+hBOFlevf9NvEEveo6K3+9H07TexNvt+3za29upr69n5syZO0TC77rrLt5//32efPJJNM2VwUiSRHFx8fYd+D8MO4n4fxA+fH4Rsa5EfxUF3OqHoioghGsb1QtNV5l//F7/jmF+LQgV5HL6FSdx+hUnfeG60/eeyi3vX8/tP/0bT/3l+QHnxyXlWWbtO50VC1YPkqcomsKhP/g2h58zOE63auIIbnz7/9wGpN4EueHw8bpl6Ko2gIgDpLJpXl3yDuccdhrPffQa/3z72X5JR592+6jfnkXr4598Lln9KigKF3DbhX/gtgv/8JX2M6q0ioDHPyhYSFVUvrPrwJmg5s5WfnTz5byy+G2EgANm78VdF19PVXHFoP2OrxyNz+Ml8Rn5jEfTOXqv7Ys53lEU5Oax+u43eXXJOyxcv5z61gYkWWb+jN05Yf5hePVvzqJyJ/79UBSFaDTK4sWLGT9+PEVFRZ+7vizL2LZNQVkeJ//yOB657kkS0SSeoIfZx05l6rSBmvJsymDRc8sYMbaCti3tWIblEmIhkDWZUEGIno4ejJSB5tNdGV4fCbNFrwOFW9ne8OFmygrKB03lB0J+jr34CJ686XkSkSSqqmBIvRyvl+j4Qj5ywzl4/DqJniQ9bT14Al78QS++HB+NG5vB7o1j6y1WyEi8/sDb5JfloXt1bNvh3cc+YM6BM3ng6kdo2dL2hbKCnnASRxV4bM3Ve+OQVgxsySFNFsMyEbJDnh0iTRZkCUuzsRUHB4FqyyiyjC05/WMSuNfzSCJKfm4+siQPG2bm9ovKiN7/Bn3+soIQDhkzS0VeKfun59HY1sJbyY/J5pjIlo/p6jSWvrbc1XrLvb1fpo23TSW8Wz4xM07yM43nsiQjywpCh2RuGqmTT8m6AqngNj1mvWRcyHyattlbyZdwZwSTIoXATULVJR3TtAjiY5+x89hl7CyeWvQyXs2LoWZJxTKEc0KMGV+FL+ijuauNTR/VEhX5tGTb8To6+43bg8t+ch4lVcXsd9I+vPmPd6kYV0a0I4a/JMDq8BbCIkQ6liZH07H9Am2kh9yCXBRFpnxsGZ6ATml1Md3d3WTVND/8/ff4288foGp+JQ0bGhG2g5k2KSzLR/fqJLuTdLdEiXsSJGNJRkyswFEtLMv6XHLd0dHBli1bmDVrVj+Z/iIIIbj33nt57bXXePrpp9H1/w3Xup1E/D8IDRuayCYHB9nYlk1+aR7pRBrHFsiKRPmYMi64ecernv/N6GrtHkDC+yAE7HfC3oSKclnwxAcomopt2Rx46r6cdc3phItCQ+ztU2yPlq2soHjIqHlVURlZUgnAPS8/MkirDWDaJh+uWcI+07/Z8CYhBGu2bCCWSjB73NQdJpuyLHP3Jddz8h/OJ2NmXU9hzUMokMNvTv1J/3qmZbLHRUfQFGnF6p3+f2PZ++x2wWHUPvDBoIRPRVG499IbOf5352BYBpZt4/f4KMkr4rLjz/3K73s4KIrCIfP255B5Xzp5eCf+S5FIJGhtbWXu3LkEg8EvXL9PypKKpwmGA5x9/RkkjSTRZJQZM2fg2eaGn4ylWPD4h7TVt+P3+WiqbcWxXf9tj89DoieBbVrscuAskj0JOpu76GiIYFs2qq5imzayomDbbsCO7tVp2NBIqGgyLXVtRJq7yM0PUjG+goLSfEBgZEw0j4aaMVFUuV+/nY6mKK4uoKclSiqaBiTMrEnCckjEksiShM02aZOyRMW4cmzL7m90VxQZWZHo6Yyx9qMaVE0d0rZ2W0jCfajI+k1s2Q2x0bIqtrBJyxmQ3euRJEukySIDQkhIjgQa4AgkIfUn3zjbkOloPMqyTatQFQXLFkNedwFkp/e9AR5Zx8B0Sa0sEw7kUpZfzP0/u5EJI8aw+KNPOPOvl9KtRTEsk7++8jAvLnyDGYGxZE3D3Ytwj5W002zdsq5fHiJJEgiBJLnFg55ElOeXvI40CSYvHYk3rbsuLWPStBf1fOZEMaTEpy/wx0EgSa4lpM/rpbwwRF4gxPm/PQsn47B1ayPvbPqYrGOQlxtGVmU6zR7szk4SLQkKqeZj70rQodXu5P6Gp2l+uJObz72aPY+cx7jZo4lG4hSU5pG2Mhz0i1Px2jp5RSFXBx6LYGdsGmuaGDlpBKZhIQR4wjqbNm1i1qxZ1K9pxJfjwxvwoGqq+0DpCPd/26GgooD9j9+HSEs3xSOLmLzPeOLJOPVb6wc5nPSho6ODurq6HSLhAA899BDPPvsszz333KA+j/9m7CTi/0EYNXUknoCXdHxgRdIX9HLhLT9yQyLWbqVq0ghm7DP1v0aWsnnVFp6/6xW623rY47Bd2feEvXunU3cMux06lw+eXTjITtEyLWYfMJODv38gF9z8IyItXZSPLsXj8wy5n2hnlEf/+DQfv7SYcFGY4396JLsdMvdzj73H5DmU5BWSzmYGaJ11VePHh58BgDmEHrl/jJ/jUew4Di1dbYQCuQR9X64BeHNLPYf+6gwaOppQZAXHEdx+0R84bTt13X04Yo+D+OCmZ/jzk3dR17KV/WbtyQVHnjnAwvD5j16nK94z4D3Zjk08neSJBS8Oqfk+dN7+LLvjFW599j7q2xr59i778L2Djv/S73cndmKo658QgtraWiKRCCUlJdtFwsF9aIs0dfGn624hFU8RjycYvUs1U2dP5g/X/gnhCOZ8eyYHff8A7r3iYZpqWzBSBkveWP6pFluCinHllI0uZe53ZnPCpUfx5E3Ps+mTzYydNYq2LZ2oukLN0k0YGcPVFksQ64xhZi1ef/Btnr7lBSLNrmXguNljGDV1JD3tUYqrigiEAyx9fTnZlDvTJisy3oCHrq09FFcXEZqVw5r315NNGJiYfUwPj9+DcNyZVSEExSOLkCWJaEeU3MJc0okMiqpQNqoEhMDj010i3kcihyCT4a4AQhNkMd2KuyRhyRa6qRFKBHEkQTyQpMdJgOwKLmQho5uqWxmXnf5KsoqCkAS2cNAUjUkjxrGlvbE/stwR9sDj947Hkj69/lhYaIrqVsplmSN2P5DfnnYJhbnudatT7cFQTayMja5p2JZMU3c7ex0wl54nY1hpA0cWZLwGnYVRHNvtvZIAWZKQe/sK0kYGRXZlT5Zqs3TXGjxZDVtx0AIakvGZJtKhniF6z6kACnLy8Ooegr4AQggKQ/lce+Yv8Dg69/7uYXJbfXgMnRwClOeUELOTVBaXsmzjarpFjGalA93SAAkLG81R+GDtEs677Vf88/JbKa4qorjq09mgs445mSfee4F0NENXrJtR/kpmjJ/IqgVr6W7rwev38J0fHUBGTjFr5ix0XaeoogBZlkknM5SPKaOhpgnbdkhEk8iywuz9prP/qfMH/B5LKGHs2LH9DicbNmwgm82Sn5+Pruu0tbUxe/bsHSLhjz76KI888ggvvPACPp/vizf4L8JOIv4fhN0OmUNhWT4tmbZ+RxFFU8grDrPnEbuhaioz9pn6bx7ljuH1h97mT2ffgmlYOLbDwpeW8NRfnuMv712/w2FI3zp2T5648Vm2rN1KNtVnp+jhiHMPpXiEe7HJzc8hN3/45shYV5yzZl5ItDPWW/WpZ93H6zn9Nydx0s+HbxqUZZm3bniMo688i7X1G1EUBZ/u4d5Lb2R8pWt1ePoBx/DeqoVDVsX3nDJn0DKAJ997ifNu+SWxpOtBe8xeh3DXxdf3x9ZvD4QQHHDZSdS3NQ6Yyj3npsuZWj2BWWN37Dszc+wUHvj5zcO+vrGprj++flsk0klqmuqG3W7CiDHccv7vdmgsO7ET2wvLsli9ejVer5eJEyfS3Ny83dsqisKCf3yMnXQQmiCvJMymDzdT+/EWCsrzaKxp5rE/PUPNslrS8TTh4lzMT8yBDZECmjY2M2OfKRx+znfQPTrHXHQYHz67kE/eXkWiJ4EnqLvhMYqCN+BFURR0n0ZzXQtvPPguPe1RfEHXLWXD4o00rG9kXG/zeCDXT8XYMho2NOELetG9OooqE+9OgoBwfhhZktEDuiuJ8aiYGRPbttF01a2+ezTOvvYMVF3l3isepnVLO8GQn+//wZ053O27c3j3cVc73k8ihyCTiqwgGRK6pCIk4cbReyyXYAqBIsn4TS8mJrbsOoZ4sipZ3URzFBShoKQVKhNF5OQG6ayIksVgfNloHNtmdFEVNQ2bkU0JQRZHctM8A2kfpmJhetxAIB0Nr+whLhI4toOu6ng1D/k5edz/2hNs7WgiHMxldd0G2ro7cGwHVVXx6h4UFJ7peR3/DB1Pq4al27SVdbmSG01HkRWypoFH1RldXEk8naSpuw3huA8NAEhuUyaAZbgJpEqv36JDr358iPMnITGyqILicAHt0QiXHP1DjtrzO+iqq7H++MXF9LT30OWLYiZNLMuirmYreSVhPogsQQBeWSctsmQwUFBQhZvQqUkKmxq3sH7LJkYVVbH4lWX0tMcYNX0kFx7xfapyy7j1hr+T1xVgin8ccW8SIVz7YEmVeeuRBVx5zC/6ZR/h4hAn//JYHr3habKpLHO+PRuP30M2mWHibhM46Iz9hi0K9jmcjBgxAtu2qa+vp77erZSvX79+QKT95+Gpp57ivvvu44UXXiAQ+N8r3uwk4v9BUFSFWz68gTt/dg/vPP4BINj7qD348Z/PcqeE/suQSWX48zm3DXA8ySQz1K9t4OV73+CIcw/Zof1pusZf3ruOl+55jTcfWYA/x8cR5x7C7t/ddbv38dQtz/dWoD6des2kstx31T84/NxDPjckqaq4giW3v8yW1gYS6SSTqsYNcGA4/luH8cg7z/HmJ++TzKTwaDqyLPOPX96GRx9cnf9o7VJOv+6iAQE4T33wMslsmmeuume739NHa5e6PrSf0VNmzCy3PXsff/vpH7d7X9uDqaMm4tO9xLdJ8wQI+gJM28apZc2WDdzyzL3UtW7lwNn78MNDT/63Wj3uxP8u0uk0y5cvp6qqioqKCuLx+BcmZW4LSZLoaY2iezRCuSF8Xh+NyRZURWblu2uxLXfK/v2nP2bEpErCWRNJDJa0SZLEzP1mECp0v+e6V2f+CXvzwbOLCFeE0DwK+V1hEt1JSqqLySsOYZsO6XgG27SQezMqkj1JTNMik8ywasEaZuw7Fc2jo+kqvqBL4BVVwcgYaLqK7tHp7up2K8uG5aZHOq4vtKzIWKZNuDzEcb88HMkP4YIQl/79Qsysiaqr/UTqmIsPp2VzG+sX1iCEjS/oJRVPuw14Tp++WcKre5CEhGaqrr5bEliOg5BB0RUQ7kxfZU8J0fIkPUqcpJpFkRRyCLi9T7rE/JJ5hL0h6qNNvKK/z4cblrljtxz8KQ/FmTyKGsPE5QQtlV0EbR+O7RDNTSL5ZUYFK2nOtCOs3gkA4ZDMpPjbq/9ElVVSmRRpM9tvdygQWLZFKuPg83iJpuJE/cA2sREyEjISfo8XwzTQNY36SLPrROPYIIaf+RQIJEVxK+nIaLJGykgPWi/g9dMRjRCJdTOqrIqDdpmPR/uUjBppA1mRaW3rJK6nkBUJG4eunhhIglAgFzkgYyds0tjutV9T0DSVsoISIp3dPP7Hp6lf3UDQF6CksJiV766is6mT5o8aGd8+gkwqSywRo6krgWO5Dj9qJovoFLx+/zuc8svj+sczbvYYfvnwJWSSWXxB75eaje/p6aGjo4Pdd98dTdNIJBJ0dHSwYsUKAAoLCykqKiIQCAzY//PPP88dd9zBiy++SE7ON+dA9u/Efx+7+x9HqCCXn997MT+/9+J/91C+MtYvqkFRBt+sMqksbz+2YIeJOLg3tiPP+y5Hnvep/Vzb1nb+ed2TrHxvNRVjyjjp8uOYPG/CkNsvenkJxhD6R01T2bR883bNOFSXDu0zrigKz1x1D++u/IhXFr9DQW4ep+x3FOWFpUOuf92jtw2qLGeMLK8ueYeWSBtlBdsX1hSJdbspcZ+BK3lp36597AgOnjOfEcXlbGra0m91qCkqxeFCjtzjIMAN1Dnh9+eSNQ1sx+a91Yv4yzN/Z9kdr2x3UudwcByHf779DHe9+DCWbXHaAcdy5sEnoGv/G407O7F96LtZd3d3s3btWqZMmUI4HAa+OOL+s+jq6iJvRIhkcxqvx4tlWqiaQrwrgWWaqLqGsB2QJdq2tJGOpQbkIPS5jEiSRHukldraWoqLiwkGg1iWRXtLO3nFYULhXOyRgkTXZrw+D7KioHl0djlwBh89twjbcsikDSzTRjhuKE8mleGTN1cyamo1B5w6n1Q8xbO3vUwqlkJWZE6/8kRSdpKPHl+MpqhkLHe20DRcz/GCigK8fg/XvnoVjmT1N8npuk5RURFFRUV4PB4aa5q58pjrSEaTeINe0okMwTw3PVGSJUzDPSdGxkR2JCoaCmka0emafSOR35VDgR6mKbcDVVep7qkgNjJJrpxDPmE2Zbfi1XXGVlfT1dpDd7yHbLFNgS+PdzYvxJJsvJpOIpNEkiQUSSHuTyHyHKpqi0mGM6RyM0i6TCgbxJvjRaRFvyRQlmQ0RSVrmcRTSfKCIWzhIEsytmPj131kzKzbJNorpRvmm4Xp2CQzacZXjqa+vQlFllEVFY+mkzWyDCv+xnWSkiQJRZbx+Txuv802RZIiTz6dma7+ra2mOp764CV+cPCnxgVjZ43hvac+ptFpQREylmQjJFenLiPTk4y5UhwFFEemrKAEwzYIegN0dnRRnizi+djbtHkjyLLMrmIqU9SxPPu3F9gUbKRjTA9Gp8GYSCVGKgOOQNYUZEVBVRQ+eXMlJ//i2AGEWJZl/DlfThLS1dXVrznvq37n5OSQk5PD6NGjMQyDzs5OamtrSaVSJBIJotEouq5z00038dJLL/X/tv8XsZOI7wTgTieufG8NG5fVUja6lN0OmeO6tXwFeAPeYSOov64wpKbaFs6Z8xPSyQy2abNl9VYWv/YJv3rop+x91OB498KKQiRpY793eB8s0yavJPyVxyNJEl7NQ01jHXWt79LU2cqlx59DRWHZoHU3NdcPGgeAruo0drZsNxHfbdJsskME1Pg9Pg79Eo2Kq+vWc9Htv+X91YsI+gKce9jp/Pa0i9FUV8+nKArv3/g0l919DY+++zxCCI7Z6xD++KMr0DUd27Y5808/HVDpT2cztHV3cs0/bmZ85RgeeuNJdE3nR4eeygnzD9+hCstp113Isx++1i8BWl67lscWPM8b1z3yXxlvvBNfHo2NjTQ2Ng4K6fm8iPvPoi/oZ++TdmP9y5tpqmkGCY776ZE88adniHfFEbaD1BukYxmWG6hj2iiqS/iFI5AVmfzSPA44ej8CgQB1dXUkEglM02TCrmNpWNmM6bfw+j2UjSljzIxRhEvD7HPMHpRWF/PD687g5vP+StPG5v79hYpysU0bb8DLt47fg0N/eBBCCPY5di86myMUlIV595X38Wl+vn/lqdx64d2UjSmlaWMLyVgKhCDaESV/6kjMjEl+aZhQKMTYsWNJpVK0t7ezYsUK2mo7eOXmt4g0d+HL8SFsl3wbaRNkyKZdTXs2ZfQ/dFQ0FRJIekkE03iyOkWRMB6/h7PPO4UzLj+R3/3iz/xz0/MoqoxhGMhIpMwMq7dsQHYkVFQUZLq6u2miHclwvc4lR3LJsyIIWT7i+UnkWpnRdeU4RRKKKjOysJIjf34Yf37iLqKRJMnulNsbIwSaqmL2OnY4joPovQdJsoRH03ur4rY7+zDE9TfXH+Sk+Uew74w9OXjOt9j1osNojrRh2RaFuXk0dbZ9bpiQ3Nvg6TiCnkQcWZGQhYJP9mJkTDqyXf1hRUgQTye4+uGbWLh+OQfN+RZH7/kdyseUctLlx3D7r/6BYktYquvJLiGhaioZM4PtOPQJzvNzw0wZOZ5ZY6ay7KFPqA+0EE0k0LIqjrD5WKykvKiUDYF6NjkN+C0fZq7JKv8mxrSUoWYUZFkmk8zg8ep4A56vLaOkq6uLjRs3MnPmzGElKLquU15eTnl5OY7jsGzZMu655x7ef/995s2bx1NPPcWhhx5KWdng++j/AnYS8f8Q2LbN4leX0bK5lXGzxzJl94n/smbMTCrDzw68gtoVddiWqycMhAPc+sEN/drrL4MJc8aRm59DJpkdQDi9AQ+Hf4lq+FD4+68fJBVL9xN+IQTZVJabfnwHex6x2yBidtwlR7LolaX9GnNwJUGjplZRNaHyK4/n8Xdf4Hs3XEzacP3O19TX8OAbT/LJna8Osvbbe+qubGioHRQ6Y1omEyoHe6oPh6JwAb848XxuePzOfnLq072MLKnke98+fofGX9/WyB4/OZJ4KgG4/uF/fvIuapvr+eevbutfLy8nzN2X3MDdl9wwaB+1LfWDLBABDMvgzhceQpbkfpK+aP1y7nj+AcZXjqa6dARnHnTC5z6ArKhdyzMfvDqA5KeyaRavX85rS9/l4Ln77tD73Yn/XjiOQyaTYe7cuYNCeranIu44DuvXr8eyLObMmcPChQs5/+YfEu+Ko3l1fAEvoYIQ13//JiTFJUDxSJyKseVM3mMi8e4E6z7egGVa+II+AqEAex01jwlzxiFJEn6/n9WrVzNy5Ehyjw+Ryb5H28YO8kvyufC2HzFq6sgB45m463hu/fgGHvr9o7xyzxsomoosyxiWQSqW4vUH3yE3P4e9jt6d0upifGEv137/z7RuaMfKWiiqiqLKOH4vRtZEkl1CO272GLw+DxuWbKS4spAtaxvIyQ8wc/40qqqqeOHG11n2xnI6G7twHAclI/frzx3hUFiRTyA3SPvWDno6oghH9DeMZnWTrM9A13XsElhWuIHFC9fx7G/f4vyjvsc//vgcPZ1RAESOwBEOpuG6m6iOhdNkkvUY2GmLlN+Nl3ckgYON0ByMrCtnqRhXhpW13cTOXJh+wiTa21pJOxl8Xg+aolEQyiPHGyBtZEmkk3T0RAY01meymX5pTa8RypAoDhdR01zHSfsegaIonH7AsTy+4AWCXj8frlvS68ziBkB9lpCrikrA6yOZdm0JhXDotYUhY2WRHQkUevlz3/1dEE0mWFSznEUblvPCY68xMVpNsDyI8IORsRCAhY0qq2iaiq7lkOvLoSMWQZIglUnz+uL32LyxnsmxatpzO5FSuD7ykivZWb5mNakZFlV6BdH2GJqk0m33YJY75HQGsE0HzaMiITF7/xlfS1Gju7ubmpoaZs2ahccztHnCZyHLMqlUiubmZtatW0c0GuWFF17grbfe4pRTTvnKY/pPxE4i/h+AjqZOLtzr58QiMSzTRlZkxu8ylutfuWpY54+vEw/+7hE2LtuE0RvNbGZNMqks/3f6n7nx7f8bdrvWLW3ccenfWfLqMrwBL4ed8x1O/eXxqJqKEIJoZ4yrn/4Vvzj0qn6nE9OwOPbiI9n1oF2+lrF/8vbKIavuyWhyyHSvaXtO5qJbz+HWi+4C3Er4uNlj+N3Tv/rKY7Ftmx/f8ssBJNG0TKLJOFc+8Gf+/rM/DVj/8hPP459vP0M8nex/D36Pj58dd84Op3H+9vRLmDthBrc+ex9d8R6O3ftQzjnstAGJn31o7mzlxifv5v3VixhfOYafHnc200dPBuCmp/42yCs9nc3wzAev0NDezIji8i8cS44vMGSiJYBhGgOqUKlsmgWrFrJg1UK8uodrH7mNV/7wEHtOHdrF5p0VH/ZWggYikUnx5rL3dxLx/48gyzLjxo0bclZJluVhZ+MATNNk+fLlFBQUMGrUKLeCaTu8cNerfPjcImRF4sBT92Wvo3fj7Bu+x1M3PU82lUUr1Rg/122ezMkLMmbGKI75yeHIikwg5Gfk5BGuPKW9nbq6OmbOnInf76e6GmbOnkFPTw/t7e20RJroWdZNWXkphYWF/X7LiiJz0s+Pob2+g8WvLMM2FSzDQlEVPF6d525/GYBp+0/mhQdfoWlNC+lEFkWR+wse0c6YG5kuSSi6Qrw7gdfnYdOyWl66+zW3mm/ZfPLmSiRJ4u1/voeqKf3nsU+fbFsOodIcwkVhPF4PkeYudJ/bCApQN7qFjpIeQCIWSFNLE/mE0C2Jho5mbn3lPkqNQrZ4m3BsV8fsTenofh1ZSEi2RHh0mMkV4/F+8AaKpGDwqVtLQk6j5+ucNf9EvvvtA/ElPfz1zYf5qH4ZGzY10bKojeqiCkpyChGWQ2u0k5JQAacdcAxLa1bx1IcvD/jMVVVl1piptPd0srWjedhrVCwVp6Hd4YLbf8ODl93MuYeeiiLL3PjU3diOgyLL7rlVZDyqh+/uuj/vrVlEdyKKaVuuh3rvvoLeAOlsBtOxcJPr5W1cUz793no0ncLcfFrr2ng78xGjPGUsWLAIJ2yTm5tDMpvC6p2lAAnTtujq6sYUbmppQ0sTjhAsS6ymwWlC71ZJkSaTY7juMhIYPptQOJdwfi65eTkkY0myPQYlThHjx1bTtMmdRfHmeqjavZympiYKCwu3m0B/Fj09PWzYsIGZM2fu0D4++OADfvnLX/LCCy9QUlJCSUkJl1xyyZcaw38L/r8j4huWbuKtf76DELDvCXszadehtcT/Slx7xo20N3QMSNBcv6iGB3//KGddc/o3fvxX73+rn4T3wbEdVn+wllQ8hT9ncANjtDPKj+ZeTKIrgeM4pOJpHrnuCepWbeHg7x3AjefeTk+HWwnZ94S9mX/cXmRSWabvPYWCsq+mEd4W4aIQ3W09g5Y7jiAYHlr+8p3vH8j+J89ny5p6cgtyKR359aRx1bc39of5bAvbsXl96YJBy0eWVLLktpf49b3X886KjygKF/DzE37MKfsf/aWOvz2e2Ztb6pnz40NIZlIYlsmimhU88d6LPPXbuzlo7nyW1KzAtAZr6D26h/UNm7aLiJcVlLDrhFl8tG7pgJudqqjD3vyA3geALKdeeyGbH/xwyBmhonABuqoOkuJ4dQ8l+V9+9mYn/jvhpvgNJuKfN5uYTCZZsWIFY8aMoaTk09mXde/WsOGdzRSWF+A4Ns//9RVyCoLsf/K32P/kb+E4Dn+7/AGaN7cSLgoR705gZAzWfLgO3aszYkIFlmkh50BPtGeQPZskSeTl5RFtivPuHR/T3dZDuCLEvONnkVcSpri4mKKiIhrXN+MNeKmaNIJISxeSLFE9pYpwUYh0IsOCZz5Er1QoKyoj2ZPCF/Qh9UbdJ3qShApzUVSFVDyFL8dHV0s3lePK2fTJZsLFIXSv7to8Lq+jpz2KqivoXteyMJs2sB1BOpFh5JQRHHHuIbz+0Nuk7TSGke3PrrEUm46SHlRLdSUWFtiqjWmaKKaMkTF4f81ifI6OKSwqk8VYwkE3VHyqD1mXyCgGBxy9L/P324MbT7wXNd1LxHuhqxq212Fx5yqW/nMNpmXSEY1QVlBC1syyKZOmOxlnUlUJodxcciO5/PTQMyny5XHbM/ehKipq70yJZds4jsPYcjddtaFjeEed1u522rolVFXh8N9+n6d+czcHztqLG5+62x2TbQOiV/cteGf1x26zvOMgSxIZw0aVFTRNIz8nj4RI0G1G8QsvRR1htKRCzZgGhAxIoCsaE0aMQRJgZNyHnPVLasgE0zhBQTDtobp6BBkrQyTWg1f30NbZgSXcGQJFch+aVEVBkRXUHJXc7iAtvgi25CALCd3SafS1sm+kmkatA9uySZNh9zlz2DUyldrFm8kvzaOoopAzrj6JyknldHR0sGrVKoQQFBQUUFRURDAY3K6Z+p6eHtavX8/MmTN3yO970aJFXHrppTz//POUl3/xveZ/Bf9fEfF7r3yYR294yv2yC3juzpc58seHcs4NZ/7bxpROpFmxYPWgGHsjY/DKvW/8S4j4503hDhcd//xfXyGTyAyoOmXTBh8+v4iPX1zSf0EBeOex90kn0lz95FevOn8WJ152DDeeexuZ5KfETPdo7HXU7viCwzeW6B6N8bPHfq1jyQuGhiWaReGCIZePrRjFI7++42sdx+fhV3+/jmgq3v+5OY5DKpvm7Jt+zpaHPmbm6Cl8vO6TQe8ja2YZVzFqu4/z2BV3cNAvTqG2uR5FVjAsg1ljprJ048r+Bs/h0NbTwZbWBkaVVQ167cg9Dua8vwz+HsmSzKlf8gFmJ/7/QZ+n8fTp0wc5MDSubcGf60dRZdfz2qexcWktM+dPA1y5y8m/PI7nbn+J+rUNCEdgZk1WvLOK+nVNKKpMfmWY0bOr+fG1Zw3pkRyLxLnvt/9A1RRKRhbT0xZl0cPLmbzXRDakatHzNN5/+GOCoQBFI/JJx1IoqtIfSpaIxQnoAXbZZRda89uRJAnbslEUmVQ8jXAEyZ4knoCHgtJ8TNMim8ximhbtjRFyi1w3lz4Ns+7TkSSJbCqLYXz6u3Qsh4Z1TaxfVMPeR+7Oxy8uQdN0fMU+2rd0IiTXQcWRHYQskCwZRxZks27DYFO0DUWW0BwVbGjNjVDeUEBLaQTHSaFLOuOckVT3hqEdedDBXPfM7e7YeqMnhQRZ06Q8vwRZlvlo3VIS6RTlBaXomo6iKPQk3WKPYRlomsqc6bNp3LyVgtw82mOR/jRRhMCje2nuaqOudSseVf/c3Ic+HXksleBX915PXVsD0WTcrUrTm5CJxNjyUayu34AiuS42lu061siSjKbqCBxOnPRd2l9qQ8Qc2r1dfFy9CkUoCNn9HFRFpaG1EUVRiIskIyMlKKpKuVZCjdNA0k4T6e5G9arMmzCTdQ2bKJLycRSHLqsHE7c51EFQquS7/ud+mYJwHqmWFJpQUYWMEwAtpnDWd49nY7SOGZOncfDc+XhUDzVLNpGOpxkxsaJ/FjkQCFBdXY1hGEQiEerq6kgmk4TDYYqKisjLyxskCQOIRqNfioQvW7aMiy66iGeffZYRI4Y2RPginHnmmbzwwgsUFxezevXqwZ+rEFx00UW89NJL+P1+7rvvPmbPng3AK6+8wkUXXYRt25x11llcfvnlX2oMXwb/33Q2NdQ08cj1T5JNZd1EqF4t8TO3vUDtyuG9j79p2LbDcM+XQzUbNdW2ULuyboccAb4I84/fG1Uf+EwmSRJjZowetqlyzUfrB5DtPjiOg5EduNzIGCx8aQmRlq6vbcx9OPDUfTnukqPQvTqBXD+6V2OXA2fxs79d+LUf64uQlxPmO3P3HWBDBeD3+vj5CT/+l49nKLzxyftDTtm3dXfQ0RPhJ8echfcz4/fqHg7a5VvDusUMhdL8Ypbf+RoL/vwkD13+FzY/8CGPXXEHqvLFz/6OIwadwz74vT7evOFRKgpLCfoC5PiCFOTm8dzV91Ka//XMbOzE/ya2bt1KbW0tc+bMGdIGLZgfJJPM4IhemzvDIlQ00G4zJy/IKb86nh9edwaNNc20b+2kbvVWdK+GZbmNmJHN3dQuH/qe0r61A8u08ef6kSQJy7JY+PJSnrrxeT56YjHv3PUhqe4Mdcsb+OTtVXRHeuhq6WLtx+vZtLKW1i3t5AZzWP72asrHlLLvSXtj2w7ZjIFjOeTm51A80p0Zam/sJBaJUTqqmNplm2mta+PDZxfRtrWDnvYouflBcgtyyC3IcUm8/WnRRVZkJAnefuR9xu0yhquf+SU3vvsH5h+3Nzn5QXSh4cnqJAMZ0t4sKT2NYsmgQFYxkCQIOgH0HB2pV6OcIwKMbCoFGVJ2mlheEqd3cvTso04mP5SHIsnIsoxH13Ech8LcPKLJOA0dzSQzKTpjXSzbtIqmzlYKcsJoqkZHtItYKslFR5xJQ20948aN46bzrkJTNWzHxhY2qqJy4NQ9OGTKPqiSgmF/fjEAXNIWS8Z5b/VCZEmiMJSP3tuwLgBFllnfuKlXYiJcPXbv7EzWMoil4rR2dWDk2FSWlVE5royaiq1IiozQXJ9xy7EQCLpTMTKWgcer002MGv8W3slbgqLLeCWNyUVj+c3JF7HXlF0BN3RJsiTy1BC5cg4eUyfPykURMt3ZKK2eThJ2kmQgjZwjE8gLoPs0NFMlLAL85gc/5ei9voPf40NRZCbNG8/sA2YMknKC20hZVlbG9OnTmTdvHiUlJUQiERYvXsyKFStoamoim3ULYdFolHXr1jFjxowdIuErV67kvPPO48knn6S6unq7t/ssvve97/HKK68M+/rLL7/Mxo0b2bhxI3fddRfnnusmO9u2zXnnncfLL7/M2rVr+ec//8natWu/9Dh2FP/fVMQ/emGRaz/1GZiGxQfPLmTM9O2v9n2dCIYCjJ5ezcZlmwdMsaq6yreO2bP/3y11rfz6yN/TtLEZWVXQdJXL77+E3Q/9/ETI7cGZV5/KkleXEWnpIp3I4PV70Dwal98/vIVi9ZQqlrz+CZYx8GFB2GJIVydV1+ho7PxaZSngPjCcefWpnPCzo6lf10BRZQFFFYMvJv8q3H/ZTRz3ux+xYNVC1+rKNLnsuHM5/luH/dvGtC3ygiE6o0M/EAW8forzCnn7j4/z41t+yZKalXh1D2d95ySu/+GOz2ZIksTscdOYPW5a/7Knfns3R1/1wwE6+m0hyzLTRk0Y1vIRYPa4aWx9eBErNq/Fsi1mjZ26XQR/J/7/g+glR+vWrcO2bebOnTtsE9quh8/izb++R6SpC4GgqKKQPY/YbdB66USGu39+P8loCt2jkUlmMLIGvqAXn8+PcASpmPv9tkyLxg3N2JZNxfhyAiG/q5e2HZKxFOsXbcQxHcysSaSlG01XiXbGKCjLJ50SxLsS6F4NB4eOhggFFfm01LVx16X3oXlUgqEAM+ZPRdNV1n60AV/QSywSByR0r0ZhZQHRjhgCCBflkoql2bq2gb2OnMfBPziQh373KBuX1X5aOd7mvMmKjBCCpo0tTNx1PIUVBZxx5Unsf/K3uOuq+1naVYNuqFhqb/KlAxPqR+DxetgwaisxkSRFhqzfQAjBxupGMlqWPH+IkkAuSSnNIVeczrem7cbEEWM5as+DefOT94mlEqSzGfLzwqiyynurF2I5NulsGr/Hh2XbbGrZglfzMGnEGM459FTmjp1BS30jkyZNIhQKsVt+Pu9c/xi//+df6EnGOGTufpz73dOwLZsXV7xDZ6x7u74/lmOTNQyaIm34NQ/FoQIaI62uPEOSMC0TRwi3iXSI717WMnjik5e48Nvfw1lsYvcI1F5pXZ/EI2Nk0TWN8aXV5PiCrJY2sCXRSj4hFEkm4aSJ2nFufubvZIw00WSCcE4uTtYhaxnME9OYNm8S725eSCqZwe/3MWX8eAxhsmTdKrrMKLKQmZCuJiQF2bqwhZvevIPpe09m35P22aGMElmWyc/PJz8/HyEEqVSqX8JimiaGYTBlypQdIuFr167l7LPP5rHHHmPs2K82S73PPvuwZcuWYV9/9tlnOf3005Ekid12242enh5aWlrYsmULY8eOZfRo11D+xBNP5Nlnn2Xy5MlfaTzbi/9v7l5ab7DBZyErMrp3x+PWv05cfv8lXLjXZZiGRTblGubnFYc58/enAW6V+eJ9f0lHQ2d/NTMN/Oboa7hr2U2MmlL9lY6fkxfk76tv472nPmT94o1Ujitnv5O+9bkWg0eedyjP3v7iACKueTSC4QCxSBzbGlixtwyLyvEVn93N14ZArn9Y7/DPQ0dTJ/df9U8WvrSEnPwgx118JAd/74Av7ViTG8jh1Wv/wdb2Jpo7W5k8cvwON15+k7j4mB/ys7/+bgAR9mg6R+55cH+a55wJM1h064vYto3c25j0dWHGmMkDnAy2hd/jpSA3n8d+fecX7keW5R1ODN2J/z183ndTURQymQyrV6+msLCQ6urqYde3bZtRE6vZ+yyDRGuK/IJ8Zu8zY8j+mNa6NhI9SSrGltK0qQVJkbCyFlq+ji/gIZXIUDa6hEwqy71XPMzWdQ3IskS4OMwPrzuDPY+cxwdPL6R1SxvCcfDl+FyNdsYkm86iaCrZtPH/2Dvv8CjKtov/ZrbvpvcQSiih9y4I0kF6EUT9BEXEhiAg6GtFsWBBLGABuwgoIIIKKCpFeu8hBNIgbdOT7WXm+2OTlZAEEgjYcq7Lktkpz7bZ89zPuc/BXGBBFAVUWhXh9cKwFtjwDfDB6XKSk56DQqUgtG4weRl53DSsMymxqaQnpKPRaXA6nEhuT5XW6fBU6p0OF34hfoTWCabjrR344YONnNodh6AQ0PpqcNlcuJzF303ZE1uv02sIiSotq6vduBYTXruDTx9c46kFe5QkuNVukkMz6ZXdkRxXEQUKU/HvlUeqYQjWYzc7sMl2VBoVmVnZWF124s6fI/b8WZrXjeGRYRNZsXUdcRcSMFnMFNmMaJRqJFlClsHqsCMioFVpCQsIRqvW8tyXC5DdEjqtlokDxjJtxCQy87NZv3czgT7+dGnajnsHjOPwuZPsO32Y8zlpuCQXClFR4b3oYjglFxabBcntLl51kxEE0SOhuYyfeAlsDjufHVnFO9NeYFIsLFizxPO6FRfehGIZjEqpItdaQL67CEkjk4+JWpowlGo1R1NiaRrVAINKh0Vlw0enp1XnpvRtdjM96nZk3eIN9Chqj1VrZ0/YcXR6HTp0dG/difiEBPqou1BXG4ExLpv4Q2dRaVRsOpuBzWxn2EO3XvE1KA+CIGAwGDAYDAQFBXHy5Emio6NJS0sjPj7+ihIWgLi4OCZNmsSKFSto2rRpuftUJ1JTU0vJXmrXrk1qamq52/fu3Xvdx1OC/wwR7zmmOx/O/qzMdlEU6TX25r9gRH+ifot6LE/4hM3LtnDhTCrNujThltu6eyPgj247QWFuURlJgcvh4sFOM/lw/0Lqt6hX3qkrDZVaRZ/xt9Bn/C2V2j+8bhhv/f4Kb97/HkknkxFFkR6jb+KOJ8YyvecTWIus3huNVq9h9LRh1eYdXl3IzypgSrvpFOWZcLvcZKfm8O6jH5JwPIlH3rr/ms5dNyyqjF3h3wEPDr2b2JR4lvz0NVq1BofTyc0tO7F0xutl9q3o5nkt2LR/qyd0w1lW1tSnbXfWvvBJTXW7BtUCWZY5ePAgjRs3JiysfNmSLMtIkoQkSV4f44KCAoxGI8dOHkOv1xMWFlbK2UStUyNLMj4hBgKt/uhNeoqyiwivF4okyYx7fCSRDSLYtmonZw6c9Wh2RQFjSha/fP47Yx8fScvuzfn2zbUknkgmLyMfl9OF2+VGUAhERIfhF+xL4vEknC43fkG+Xv9llUqFw+5EoVSgVHman92im72bD6DxUaP31+OyuzD4G9D6aFFrPKTc7ZJQKEUi64dx4XQqC6csxpTvCbQRiycShgADVpMVp93j0mLw1dNzbHcad2rk0aFflCsRGRyOZJNwad2eZk0AGawGO4Hhgfj4G2gf0IpsUy6pORmIouBxDkHAYrNx/nwqZqyIiBQkF9CwVX3izp9jdPdBHs9uV3FUpizjcDlRFgfNlMDhciAIAln5OaTlZBARFIYEfPDjV+g0OvbEHiTuQgIXstL5fvfPLF7/OQgCNoedAnMRIKNWemQzrivIPJWi57o2lwOlUoEoepIznW5nqVXskvTOS4/VqTXoNDo+/fkb+rfrgSgKUOqSAlqVGovLxpnURFRKJQpRgUqhJL0oC9ksIeEi9XwG4XXCCA8KwVdjYOotd6JRa1jx+mokp0RIVDCFRYXkn89Hp9MSEhiEzWGldmQE40cNw5bo5OMfvvSuCKn1anb/dOCqiXgJioqKOHnyJG3atEGv90xcJUnyJmmePXsWnU5HSEhIKReWs2fPMnHiRL766itatGhxTWOoLCpq7K5qw3d14z/zixccGcTsT6bxxn3volCKyLLHGWT64geJiK5ccMr1hG+gD6MfLV++kJeZV6GO3GF18MzweSw7u/SGfnAAmnZqzMdH3sNqtqFUKVCpPSsLH+x7i6X/+4Kj207gH+LH+NmjGXzfgBs6tsrgu/d+wFxoKVW9t5ntrP9gA3c+OZbAsIDLHh+bHM8PezajUam5reeQckN7KkJ1hSVUFYIg8O4j83j2rsc4mRxH3bAoGkTWw+1288uBbSQbL9CxcZtqrTY7XU7W7/6FnSf2k11Q/pKwQlTQpE7DGhJeg2pBdnY2JpOJNm3aEBpavpvOxSRcEATv9zEgIICAgABkWcZkMmE0GklOTkatVhMeHk5w7SBqtYjg9O54DAYDPj4CdzxxG71uvxlR/PM8544kkp6QgahUFJNVmZR6FxAEgXrN6zBy6hCWPvkFSpWSvMx8lBoldz09jsTjySScSETrp0UusBEcGYTb6Uaj1+ByunE5XLhdElGNwvD19UV2QEjtIHKz8vAJ0aPz1aFRazDlmLh1cj/yjQVsWfkHWoOW9EQjWl8dhTmFqLQKbCYHWoPek+hpthEQFkDjDo0YPLk/OoOWzV9tYU7/5xBFkWEPDqL3HT05/NtRLpxNpVFSFIebnkEWZERZRGtTYwgyMPWdKSz7bQ3rdv6CQa1DofBYIwb7B+KW3BRYiijCUuzpLeOwOkhKOU9yYSq3v/IwDpcTQRDQqbUIgsfL3OmSil9XAVmWkIHkzPNIsowAqFXq4iAfBet2/YzT7SQtJwOtWoNe1JGanY5CVIAgeFMuHS7HFWrZHqiVanQaDUqFkp9f/prhcydxLCHWcw+/iHyXR+gkWcYtSQT7BeByu9l8ZAdBvgEUWIpwuVy4JTe+WgNN68VwLCEWh9OBj1ZPkG8AWTm5OGQ7GlGDS5bIlQopvGDG18fAiJsG0qVLF9JTMijILkTrryErKwudTktPuSPJgpG0nEz8tD7c1+c2unTszPvLPsHldOMb6DExsBRZMeWZqvjNKo2ioiJOnDhRioTD5SUsb7/9NsHBwfzxxx8sW7aMNm3aXNMYqoLatWtz/vx5798XLlygVq1aOByOcrffKPynfvX63dmLTgPbs/uHfciyzE1DO3u70f/OaH5Ts1JxypciNzOfpFMp11wVv1roDFrMhRZWvfU9O9ftITA8kDHThzPvu+p3SalOHNlyDGd5cfcaFQnHkujQr22Fxz796WssXLMUl+RGIYo8+cmrLJ3xBv/X7/LOHYfij/PIe0+z7/RhDFo9U4bcxcv3PoFGff394i9GaEAwvQI8yaOp2en0mDGG7IIcr0d3z9ZdWffCJ9ccG2+ymun+2EgS0lMwWc1o1ZoyPuUAapWKu/vddk3XqsF/D5dOZmVZJiUlhczMTEJCQirUqsqy7EnELJ4QlzcpFgTBG8PdsGFDzGYzmZmZ7Nmzh9ZDm9K0Sww4Reo2rk3jDg3LnCMnPRfJ7ZGeCAiY8k04L5LyxbRvyP3zJ7Lz+70IosDNo26iYZtokhKSOLLjGPXqRmMz20k6kYJvgA/Nb2rCvo2HyM8qIDDcH5vZTm5GHmqNirEzR2EutPDR45/iMDkx2y2o9ErMFNF+RCu6je6MJdfKkic+R+enIy8zD61eiyCLKJQKtHoNQRGByLKMzWzDL8iXP77bzen98QSGBeB2uVm3eAM7v9/DiR0evb2fXU9IWAAmPysKSURSybSs34Rg3wBysnMw2cwUYsbf4Ivd6Sh2T3Ii4HE5kpBwI5FKJq4sdylSLMsyFrsVtVKFwyUVN0cqUCuU2N1O3G63N49ABhIzUgjxC0KlVBLg40eKMRWgOM5eQpZlnG4XWpXGa5BYQuKvBKVSgSAItKnTlLOxZ7it8yBOJJ5Gkkt7gUty8WShxCdc9lgc5psLSUw/zwsTZrFo3edk5mUjCAKiIKDX6KkbXpv9cUe9JF6pUmGymlHIAhrUyIKMBjUu2Y0sSVhsVgZ1vAVBEND4aUn3yUZWQj19LWQ7qIsUTOt+Fz5hPigFBR06dEChUKDSKNH7aLGZbcW++W4atrn63jiTycSJEydo3bp1KRJ+KS6WsERHRzN79mxmzZpFnTp1uO+++7j55pt54YUXCAm5/r1dw4cPZ9GiRYwfP569e/fi7+9PZGQkoaGhxMfHk5iYSFRUFCtXrmT58uXXfTwl+E8RcQD/YD8G3dPvrx5GlRBRL4xbJw1g/YcbyjTVgCe6tzxCeaNgLrQwpd00stNyvU4qBzYf5v5XJjBm+oi/bFxXQq2GkZzcdbqs5MfpJrR2+XaDAPvjjvD2dx9jdRSHFBVvv3/hbG7t3Jtgv8Byj0tMT+GWWbdhsnqWhIusZt5f/yXJmamseu6ja39CV4n/mz+NFGNqKb3ktmO7eWPVhzx9Z/nuMwnpySxYvYTD8cdpF9OKWbdNoUFk2Ynga98sJu58gtf3u4SEC4KAQav3VCRliRcnPE6bhjemMaYG/05IkkRsbCySJNGxY0dvaualqAwJLw9KpZKcnBxiYmIIDg7GaDSSlZVFoZRHcnIyYWFhpQhJUGQgwbWCipsnwTfIh+jmpZ2HYto3JKZ9Q++44uPjsVqtDLtriFcadnFDfoPW0YAndO3MwXM47U7qNa9DYHgAALOWTuXA5iP8vnw7SpWCrUt3c+FIOl1u74DL5UQXpCXrQhaR9cMxpmQjuSV8A31xOhxIkoRvkC+5Gfm888iHaPQafAI8vtFKlRKbxcah346hNWhQaVXIMjSNrUtu0yKK9FaaRcXw4ZOv8cCbc0jIPk+d8CgKTYXUj6zHwgeew2K30W3GSMATLV/yurtEqcLKtMvtRqfW0iCyLhey0jHbrN771MXVaFmWySrIwVdn4ImxD7Poh884m5Zc/JhHZidJUhnr1MpUxBvVqk+wXwBvP/gC/npfZq54FR+tnnxLUZl9vRVx2TNxuJiMC0B6bqYnbMrtxoWMyWriWGIs4JmcyLJETmEeoiDip/bB32Egg2x8BD0+spKAUH9UehX+Bj+KLCYe/3QeiZHp5FzI5aDlJN1pxz2PjKdu61pkZmbi6+vL/v378fHxIaJxGGH1QhEEAafdhSRJ9BzbrRKvQFmYTCaOHz9O69atMRgqLzlNT0/n4Ycf5t1336VHjx44nU527NiBj4/PVY3jUtxxxx1s3bqV7OxsateuzQsvvIDT6XnPH3zwQQYPHsyGDRto1KgRer2ezz7zyJWVSiWLFi1i4MCBuN1uJk2adMPkMvAfJOL/VExf9CCmfBO/r9xehoyrNaprmtleK9Z98FMpEg5gt9hZ+r8vuHVS/3Ibnv4OGDtzJFtX7SgVd69UK4lp15C6TSu26lu5ZV25VV2lqOCnvb8xoX/5ld231izFfmlqpcPGj3t/JcWY+pdoyvNNBew6eaBM05LVbuPjDcvLJeKH4o9zy6zbsDnsuNwu9p85xpebV7P9rTVlJC1f/7a2TPgOgEap5qV75mDQ6ri1c+8qyXpqUINL4XA4OHr0aKmmzPJi7mVZ9pLzqkR4l+hgGzduTFCQx/mpbt261K1bF4fDQVZWFnFxcTgcDkJCQggLC6PjwHacOXCW8Loe7bjD5qDDgLblnt/tdnPy5El0Oh2tWrW64uRApVHRoltTz/Nx/vkco2Jqsfa9n9DoNQSE+iFLMmf3JdF9yE2ENwyj/chWbP14F1azDUOQntDaIfQedzPfvfMT/qH+ngmyvx5Tngm/IF+K8kyoNSpk2SMhEQS8LhtagwapUKKXf1d8/A0MurMvew/tIzk3jajQSM+Kgs5Aem4mZru1zMSnxGmkoucqIhKo98PP4ItaVBVXtv8smlyqxxbwEO7sojzefWgeOrWO347swKDVo1IqkSSJrMJcBLmkaF1W030xFKKCcT2HMmng7TSrG0Ogjz+nz5/F5nJgddrLtGmKgoBGpcXutHvlL0qFAkkWUCmVvPj1O+QU5XucfATPBOFiSLInnEeSJYL8/OnTpjuZyVkUJJswyRaahjdA4atCq9LQtE4jdpzcR0J6MnWjahMdWYe8ggJsfhL1OkaRn5/vdQiSZZmioiI0Kg3J8Smc25+ERqOh3+23eD3yqwKz2czx48dp1apVlUh4RkYG48aN46233qJHjx6Ap+ehd+/qS0NesWLFZR8XBIHFixeX+9jgwYMZPHhwtY2lKqgh4v8AHPztCO8++pG3+16hUuJyulBpVIgKkWeWz74ujXWp59I5tfs0QZGBtO3VqsJr7P5hX7me4kqVkjMHz9K2V+tqH1t1oGHr+jz/7ZO8ef+7mAs8XfEd+rXjqa9mXfY46dI7aDEu7oQvD4fPHi83REKlULL16O4KCfz1hMPprPCHsLyGSoCpi57xVvUBXG4XJquLqYueYefb35faV6Uo35FIBsbdMpTI4L++P6MG/1wIgoDJZOLYsWPExMSU0oMrlUovEa9ID14ZZGVlce7cuQqJh1qtJioqiuCAYNa9v4Gf9vyG2kdJ++GtuPmuLsTtOIdWq6X3+Jtp3KGsPVvJJCIyMpLatWtXelwpsRdY9tI3FGQVEl4vjP977nbC6oRgTMnC4O/RAXsi0WXOnIinoW89Bo8ZRN9BfUg9m4bNaSMpPpkju45TmFuISqvEx8/gcSJ0S9x6Xz/WLd5AQXYBsgQN29bnxI5YHDYHymJnF0mSkFxuCnIKWPLk54x+ZhgKpbJEnQF4VirSsjMx2cw0qd2Qk8lxpSrTSqUCV/EKRQlEQSQ8MIRnxk/j54Pb2HnqAFaHFak4LEeSS69iKgQRBM89q8hcxCebVnIiKY5gv0CGdunH4I69eeHrtzl89gRZBTm4JPcVSXiYfzAH448z5ubB+OoM5JsKOZeezHljKg6ns8zRoqhAq1IhyDIWpw1JchdPHAQKzUXFTaIeCBWIYtyyhEIUqRcWhSiKRNYPp0eYnuNJpzEE+VArOJxn7pyGQatnyYblxKac42yaJ8CoaZ2GmKwm8vPzadWqlXeiKQgCfn5++Pn50fiNxpiKTGRnZ5Obl8u+ffu8qZl+fn5X/F6YzWaOHTtGq1atqlTFzsrKYty4cbz66qtXTbyvFLjzxhtv8PXXXwOeDJbY2FiysrIICgoiOjoaX19fFAoFSqWSAwcOXNUYrhdqiPhFyM3Iw+12/6U+1Jfi9P4zPD18nrdqK0kyohKim9ehzx23MOiefuWa8F8LJEliwf3v8evybSiUCgTBs6z69tb55Ta2BoaXL8Vwu934h/iV+9jfBTcN6cSqC19gPJ+NwU+Pb+CVby539B7Bkp++LuOF7ZbcDLlMxHyHmNbsiysbIV9kNTN5wePM/PAFJg28nZm3Tblh4TRhgSE0rBXNqeQzpbarlZ4G1PKwN/Zwudv3nDpUZtvkwXfw/BcLvDIe73UDgmtIeA2uGfn5+V5icGlIT0lF/GpJeInePDs7mw4dOpSblHkxVrz2Had2ncY/xBdLtpW9Xx/h3tfvpEGHehQWFqIIFMjNzSUgIMBLkkqqi40aNaqSRtZcYOHTZ5YBMsFRQeRm5vHZM8t4/JNHiW5Zl5O7ThMUEYDbKWGz2fAJ0dO2bVtEUUTpr6Rxh0b88d1uNr37O4IooFQoSD2Thm+wDwqVghbdm9J+QBsQBFa9+T02mw2tXktMu4YkHE/C5XQjCBBRPwy9v46ioiL8A/xI3nme3m268dvhHaiUSqx2Gxa7lReWLcQtu8ktyiPAx59CcxGC6GludLndxVpwjwuJTq3lpmbt+b++oxnWpT8GrY64lLPkmwvRqJUoRSV2hx3nRat4bllCQEAURM6lJ7N6xwZC/IKQZIm1OzfRoVErlj72Ou//8CVvrP4QyrEtFAXBS/Q1KjVmu4WcojweXvQULes1JTkrlez8HMzlZCAoFApPvL3TQYh/IJEqNUmZF7w+9peS9stNAhpE1qV53cYkZpxHoVDgdDl5ffLTDOva37vPpz9/Q7IxFbVKhYCAsSAbu93O+G5DUAXo2XFyPyabBX+9D12ativVBO/j64OPrw/R9aNxuVzk5ORw/vx5z3vo709oaChBQUFlCm9XS8JzcnIYO3YsL7zwAgMGXJ1pQ0ngzubNm6lduzadOnVi+PDhpXy+Z8+ezezZswH44YcfWLhwoXf1CmDLli03RId+Nagh4ngqvy/e/hqJJ5IRBAivF8Yzy2dXewT61eCrl77BYS1dmXQ5XKQlZDLq0etjCfjLl7/z+zfbS1W5bWY7z45+maWH3i2z/5jpw9m36WApiYeoEImsH0H0X9RAWhWIokhEvcoT385N2zF1xL28t+5TnC4nClGBKIh8OP1VQvwrDiyaMeZ+Pvv5mzJEHMDpdpFTmMcbqz5k8fov2PDylzSrG4NKqSTQN+Bqnlal8dUT79Dr8bE4XS5sDhsGrZ7wwBCev3tmufv76AwUlqOP9NWX/SxOH3UfS35a5tVrliCrIIcVv3/PHX1GVstzqMF/E76+vnTs2NFr73cxFAoFLpfrqki4JEnExcUhSRLt2rW7oozFaXcSu/s0IVGeiHG1Vk1uRh6WbBsturZAkiTy8vLIzMwkLi4OPz8/9Ho96enp5U4iroSsC9k4bA6vNtw/xI+8jHwKsosYO3MkBdlfkhqfhtlsofuYzgwc27/Mc/jhg43o/fSotWr8Q/wxphjpPLgDzW9uQniTEDat+YXvX9mIQqEgLyOftHMZ+If6EdUokkH39SfhaCIndp2iqMiEv38A5nwzSpWSF+6eSev6TTly7iRrdmwkuzCX7MI8ooLC0aq1ZBfmeV1RQv2CiE9L8vipq7UIgkDdsFosfHAudUJr8ejiZzl4+iiiwtMw6XJLiIKMWqUmRO+LIEBGXnZxqiU4XE7eXPMR/gZfwgNDUQlK1EoVu2IP0rNVF5b9vgZB8KQF250Or/OJQryoyi54VvkkWUIhKtCqtOw4uR+tWk2RxVzqNRQQ0KjU1I+oQ5sGzQkLCKF9TCvsdjtLf15OqF8wvx3ZUUabXhFUCiVKhYr59/2P73f/woot31NoMbFy63rqhdemdf1mAJxKPoOf3geVUkl6rhFcMsE+/iTlp3H369NIyUpDp9ZSLyyKDo1b89yd07HYbYQGBJdKLVYqlYSHhxMeHo4sy17LwXPnPKs4oaGhhISE4Ha7OXbsGC1btqwSCc/Pz2fcuHE89dRTDBlSfmGnMti3b1+VAndWrFjBHXfccdXXu9G4JiIuCEIQ8A0QDSQB42RZLuNPJghCElCExz3TJctyx6ocfz3hdDiZdvMc8oz5Xu31+bhUZvZ+iuWJn+AX9NeGsSSdTClX7qBUK8g6n3VdiPjaRT9iM5fW9UqSRMrpC2QkG8uQ1jY9W/LgG5P4cPanKFUK3E43tRpG8upPz/8lFn03Aq/d/xQT+o9h/W6PfeHYnkOpE3Z5u6PoiDpsf+s7Hl38DDtPHqhQxmKxW+k7ZzzKYtuvrs3a8/X/3qN2aOnz5xXl8/XvazmXlkTXZh0Y1X3QVbmctI9pxdnPd/D5L99y5kICN7fszO29hqHT6Mrd/4Ghd7Fo3edY7X9WuXUaLQ8MubvMvkqFksy8nDLbbQ47c79866qJeGZeFluP7sZP70Pfdjdfs7tLDf6ZUCqV5ZJw8BDxgoKCKgdTOZ1Ojh8/TlBQEPXq1avUcaJSgaL43qdUK4ur8DJqjaeKLooiwcHBBAcHI8syCQkJpKSkoFKpSExMLONVfiX4BBiQJNnr7+20O0EAvZ8OrV7DQ29PYs8fe6lTrw4NGzco9xwupwul+s8qv1qrpsVNTek+zJMmGvtrPCqlClOBGVmWUahFbBYbTqcLp91Jx+FtOLz9GAq70tuQ2nt8T5QKJbffMpz41ERPFVupRhRFUnMzqRUUzs3NOxJ74RyBBj/ckoRCoSAiIASDzkCwXwAmq5kTSXGkZF7gUNwx6oZHodVqMej0HEuMRaPSoNNoqBUUTqGliKY+AbjdTlKy0j2vu1vyOJMgUDu0Fg6ng2DfQM6kJlJgLkIhiqgUKtQKFSabBbHY511yFTd+SjKiUkSSJJQKJUG+AaTnGj0V+0sq2TIyvnofRFGkX/se3NHLY07w7bYfEAURtVJVbkeogOfeeLFUUa1Q4WvwwUerx0/vy/64o7jcbhpG1qPIaubJT17l88cXEhYQTIPIeny3cyMWuw3J7facRyFyJjWR81np2B127E47YrZIgaWIrUd3Y3PaUYoKZo99kAn9bivzuRYEgcDAQAIDPSvcZrOZrKwsjhw5gslkIioqymvRWJnvRGFhIePGjWPmzJmMHDnyivtfDlUJ3LFYLGzatIlFixaVem4DBgxAEAQeeOABpkyZck3jqW5ca0X8SeA3WZbnC4LwZPHfT1Swb29ZlrOv4fjrgt0/7sdmtpVpgHQ5XWxetoUx04bfyOGUQaN2DUhPzCg7Poeb8CpUcasCm9lW7nZRIVb42MiHhzBwQh/OHDqHX7DvX2aleCPRIroJLaKrlubZtlEL/li4lgmvTeerX9dUuJ9bcnsbKHeePECPGWM4+8UO73Lh8cRYes4cg8PpxGK34qNbydwv32L3u+sI8Km6JWdYYAhzbn+4Uvu+dM8ckjNTWb/rFzRqNXaHg+Fd+zPvnsfL7GuxW8vIUkqQmpNR5XECzF+5iBe+WohKqUIAVEoVP7/6NR0a/z17EWpw4yHLMn5+fmRlZbFv3z4CAwMJCwsrJQspD1arlWPHjhEdHU14eOWlUwqFyOD7B7B+8UYEwdNH0rh9Q+q3Kn0flGWZpKQkCgsL6d69OwqFooxXeVhYGKGhoRVOMABCooLpe2dPfl22DVEUkIHR04ei1WuwWq0cPXqUlu1aXHYpvvvIrvy6bCs6Hx0OuxOtQUOTzo29j2t9PBVqAQGlSoUsySiUChxOByePnsSvSUemLX6AE1tjkdwSXQZ3JLplXe/xe04fRpIkbC47SoUChSBSaDHRIroxeeZCEjNSCPDxp2FkPQJ9/PDRGTyNhRYzGoWKk7Gn0Ol0aLVa8k0FJBtTcUsSPjo9uUX5FFnMmG0WwJNorCgO3gnyCyTFeIGUrDTOZ6Xjr/fBbrWx+o+fUCqVWB027E4LkiyhFBU8Nuo+lm5ciVPhpFZwOOez07zN+C7JzZnUBErSQcuDr94Hf70vb3/3MW0btKBZ3UZ0b9GJz375loTUZAJ8/DAW5HhfS0EQ8Nf70rlJW5xuJztO7MfucuCSXNjsNkbdNAirw8aplDPUCgrHmJ/N+aw0bE4HP+79lUkDb6dzk7a4JDcut6vYGlLkZHIcEUGh2J12FAolsiwVa9ML0ag0qJUq3JKbpz57DX+DLyO7DbrsZ9pgMCCKIhkZGbRt2xa73U5CQgJms5nAwEBvamZ53yeTycT48eN5+OGHGTt27GWvUxlUJXDnhx9+oHv37qVkKTt37qRWrVoYjUb69+9P06ZN6dmz5zWPq7pwrUR8BNCr+P+/ALZSNSJ9rcdfM4zns0p5u5bAbnWQkZR5I4dSLiY8O569Gw6Ukn1o9RpGPDLkurmR9BrXgxWvr8ZpK72cpjNoqdu04mYinY+ONj1rYscrg37te/Ddjo3eH5LLwS25ySnM5ddDfzCwUy8A7p4/nXxToXcfk9VMQnoKL3y1kIUPzb1Oo/ZArVLzzTMfcN6YRnxqIo1r1y9TrS+BQasn1D+Y9Nyy36UW9f780ZckiZ0n95NdkEu3Fh0JDyw/hGXnif3MW/YONoe9lHPNrU/9H2nfHKoJBPqP42I9uFarpWXLlmVkIf7+/oSFhREUFFSKROTn5xMbG0vz5s3x96/6ZLbHqJuIqBdGyukL+Af70aZ3q1JplCX2iqIo0qZNG++1L/Yqt1gsGI1Gjh49iiiKhIaGEhYWVq4fev+7e9OkUwwFWYUEhPvjF+hLXm4ep+NO06JFC/z8Lt+fM3LqEHQ+Og7/fhTfIF9GTxtGSK0/yctNwzrz61fbyM3Iw2a2oVAqqdUoAofDQcubm9GwYUOysrKo3S2coKAg/EJ9kCQJURRxu90kZZzH5XYhCAIOp6diH6IK4rOfv8UpeXThXZu2Y/wtw7lv4WwKzEWIokjnxm3xcaoYdHM/Npz8g6TMC5xLT8Zit6JSqMguyMFZrP33N/hSYCmiwFSIUqEg0MefzDzjn58HZAosJhasXYJeo6PAVOitQgsIqJQqvvx1DUVWE6IokpiZgkapRikqkIo/S06XE41KjUGrL9MXpBAVZOYa8dN7bB6TjedpVrcRATpfJncfw+HMM+RZCtlWXJEucZIpMBVx6Nxx/PS+BPoGkG8uIKZWfVxOF1/8sooQpR+Sy/Mank1PQhBEnC4nC79bSrtGLXG6nUT4hXLWmuTxBJdlQCYzLxuFKOKS3F4plsvlRlCDtnhiZ7ZZWf77uisS8ZIJXfPmzb2fpVq1anm/T1lZWZw5cwaDweCVsKhUKiwWC+PHj+fee+/lzjvvvOw1KouKgnjKw8qVK8vIUkr2DQsLY9SoUezbt+9fRcTDZVlOB5BlOV0QhIpKtDLwiyAIMvCRLMtLqnj8dUPzLk3+XNq7CDofLS27//W+xg1b1+et315m8YylnmpzkC+3zx7NbY9dP3/ucbNGsfXbPzCez8ZmtqFUK1EqFcz88BE+fXYZW77ZjkqjYviDtzLioSGlfmxqUDmMu2Uor3/zPmcuJJTrpHIp3JKbpMwLAGQX5BKbEl9mH4fLwTdbf7juRLwEdcJqXVGOIwgCb0x5hikL55T6EdNrdLwx5RkAzqYm0nfOePKK8r0/2o+PfZB5984uc76PflpWboXd7nSw/dhe+rTrfo3Pqgb/VFTUlHmpLCQ/Px+j0Uh8fDy+vr6EhYXhdDpJTU2lXbt2FYYAVQYX+4JfjMrKXfR6PdHR0URHR2Oz2cjKyuLkyZNIkkRoaCihoaGlnFvqNq3NMeNJFj26BKvFhqgWmP7eg1ck4QAKpYLBk/szeHL/ch9XqZX4BOg993dBwOV0kXo2jTtfuI2Bt/VHEAQiIiKQJInc3FwyMjK8+veNJ/4gPdeIJHk8wtUqFWqlmqyCXNQqFRqVCqfLxY97f8PldpNvLsTldqOSFZxOiUcb7EtM3Qa89cDz3Dl/KgIey1NfvYFCi6n4PfasPOjUGkDAR6NHFEWv21NJBVuSJVyym5CAIFLzShcEXG4XRRYTClFEFETsbhcutxu3LKFX63BJboJ8/FEqlTidThpG1CM58wJu2Q0I6DVaTxXfXIRWo6NWcAQmk4n1v2/k+2O/U2gtYnCnPsyb8DgH4o8hSxJvrvmI81npCIJAkcWMw+UgOqwOgb5+nEg6g93p4M1Nn9C9WQfW7v4Zh9OJUqEgyDcAtUrF97s2MaTVLZhtZpwul8ciUSpuVhU95grK4s+XSqn0rBwWvxae/ZUor+CyVkLCmzVrVuazdOn3yWQykZWVxdtvv826desQRZFRo0YxceLEK34GK4tOnTpVKnCnoKCAbdu2sWzZMu82s9ns8cj39cVsNvPLL7/w3HPPVdvYqgNXJOKCIPwKRJTzUFViE7vLspxWTLQ3C4JwWpbl7VU4HkEQpgBTwOPfWl1o1qUJLbo15cSOU9iLmyJVWhUR9cPpPrxLtV3nWtC8a1MW715ww65n8NOz9PC7/LZiGwc2Hya8bhiD7unLc6NfIS0hwztpWfLkFxzZeoIX1zx1w8b2b4FWrWX3u+tZuGYJC1YvochqRiEqUFz0Q1IaAp2aeKKAFZdZWr/SDfavwF19R+Gn9+G5L94kMSOFltFNefW+J+nRqguyLDPk6Ymcz0ortfy48LuldG3evowLTaGlqEJt/cWWijX4b6CE0FbWGeViHawsyxQUFHDmzBnMZjNBQUHk5+dXSatdGVyt3EWr1VKnTh3q1KmDw+EgOzubM2fOlPIqtxc5+PKFlQhKUOkViG4FX839hmdWzq6ST3p5OHc0ybMqLENAqD9OhwOnzUVRmrnU6yuKIiEhIYSEhCDLMifPneaL31YjAAaNDlexo0mofxDpuUaPbhpQK1WYrBa+3f4jbsntIcKSRI6pgE82r2Tn6YMkZZ5HEMDfx48iS7FWXVTgxIlbkjFZTF4JtsPlKK3HFkCW/vQqT8lKu+ghofgYJ6JSQKvSeCb4sqdxXqVQYnPYkIFcUz4qhQofnZ4Q/yAKrSbMNktxOqaI3e3A4XYxsmMv4lMS2Lz9dz7cuhKrw4ZCVBCbcpYCcyHP3vUYsSlnySnMp1GtemTkZmF3OnC6nYT4B3EqOR652L7Q5rCxft+vhAWGYLPb8NX5oFGoyC7MJT01DbEZ9O1wM19sXo0ky57JjVKNQqHkltZduZCVhkqhIjI4nDYNm/PGqg8ptJhQKpTUDolgfK+KJbc2m81Lwq+0MnRx+uy0adPYt28fAQEB7N69mw4dOvD4449XS9NkRYE7H374IeAJ6wFYu3YtAwYMKDVZzczMZNSoUYDH1vDOO+9k0KDLrwbcaAiX8z2+4sGCEAf0Kq5mRwJbZVm+rGhWEIS5gEmW5Tev5niAjh07ytXpA+l0OFm18Hs2fLIZt9NFv7t6cccTt11W+uF2u0k+dR6NXkNUw39/GMnmZVt466HF2Eylq5EanZr3975Fg1bRf83A/iU4eu4UO07sI8gvgGc+e50LWeneTnudWsstbW5i4ytfeffvMWM0u08dLBXEo1VrmTPuQV6YWFarfSPhdDkptJgI9PG/Ihk4lnCKbtNHlivRubVTbzZc9JwBlv++likLnyizv06tJf3bQ/gb/t52mQCCIBwsaVj/D+Hqf2iuALvdjsvlqnJSptvt5tSpU6jVamJiYrwR9tnZ2Wi1Wq9W+0q2hZdDYWEhJ0+epFmzZgQEBFz1eS6Gy+UiOzsbo9FI3P54fl3yBz4BBvwD/BEFgdyMfF78/il8Aq6tkf/EzljefvB9THlmEGVEhQK3w02rHs15ZmXZ1aoS7D19mBkfvUChxYQx3+No4nS76NmkEweSTuByu1ApVbjcLpwuJ3bnn02QJSE5oX7B2F12rHYbeo0Oq8OGVq0tlrqAVqUl31wAeCrfTrcLtVKNj1ZPrim/zJh8dQbMNqvXGaWk6RDwFkAQBDQKFbUCwjifm4HVaUOlUHolKkqFgka1olEpVZxNTUQURaIj6hAdVpvWDZrzyaYVFJqLsLkcIMv4G/zQa3S43W6USiVxn2wjIT2F0fPux1/vWywpkUjPySTYL4hz6UkoFcriz7GnWdTf4IvVYScswFN9RpKZe9t0WtZvwvIt37N853oKbSbPioXkplPjNrSu3xST1UK/9j3o27Y7eo2OI+dOsnzrOgRgQPue9Gnbvdzvic1m48iRIzRt2rRKn1eHw8HEiRPp1asXjz32GIIgYDabycvLq5I3/t8c18154lqn/euBicD84v+uu3QHQRAMgCjLclHx/w8AXqzs8TcCKrWKO58Yy51PVK6pYN/PB3nl7gU4rA4kt0SthpHM+/6ZfzUhP7rteBkSDoAgELs37m9DxBNPJPHhnM84ues0/qF+jJ89hqH3D/zbu7e0adjcG/E+sMMtvPDVQlZt/wmNSsXkwXcye+yDpfZf9uS73PzYKArMRThcDpQKJR1iWvG/O6b+FcMHPMTmuS/e5J21n+Byu/DV+/D65Ke5d9DtFR5TZDF7m6wuRZ6poMy2cbcM4+MNK9gXdwSzzYJCVKBRqVjw4PP/CBJeg+pFQkICy5cvZ/jw4TRs2LDS3/PyQnRKKnuNGjXykvLDhw+jVCoJCwsjLCzssg2Ul6LEBq5Nmzbo9dXXz6NUKomIiCAsLIy8tHw8AZUC+Xl5SC4ZpUqFxqC56vO7XW52rttL4vFkj/Sg0OytIOv9dETUv3xVv05oJLIsEx4Qgq/OQF5RPgadns+fWMgzn7/BD/t+w+6yo1NrqRNai1MXyexKZmthgcEkpKegVqpxuJzUCa1FVkEOo2++lXE9hrL12G62HtuDVq3hQlYa57PTEQRwSS5vYqZSVCAIYrF0Qy72CfdUw0v28dEaCPYLxJifjSRL9OvQg89nvkWPWaNRiyrOZiRjcVhRKlWIgsDZtCSigiOIConk4WETaNugBRFBofSeMw6z1YIkyyhFJQ6XA5PVXDxJcKKWVJy5kECofxBN6zTiQNxRtGoNgiAwqvtgJg8az/3vzCGvqIDswlyUohIXLhrViiYzP5s+bbrhsNoY1LYXg3r0RRAEZkY9REJ+KieTzuBw2BEQSDNmYLFaQBCIu3COlvUaUz+iLm0btqBtw8tHttvtdo4cOUKTJk2qRMKdTif33Xcf3bp185Jw8DR7ViV587+MayXi84FvBUG4D0gBxgIIglAL+FiW5cFAOLC2+M1RAstlWd50ueOvF2wWG9tW7yQjMZPGHRrR+dYOVU6kTE/M4LnRr5Rqnkw6lcKMXv9jRdIn1yXh8u+AiPrhqLUqHJc0cCoUIiFRwX/RqErj/JlUHrnpcWxmO7IsYy4w8/6MpRjPZ3HfvLLWen9XBPkF8s4jL/LOIy9WuE+98NokfLWLDft+JynjPB0bt6Fbi45/6YTjuS/e5O3vPvZqwe0FuUxd9AwBPn6MuvnWco/p0LhVqdjqEug0Wsb2HFpmu1Kh5JfXlrN2xybW7txIoG8A9996J20bXf5Hpgb/TpRIImbPnk1ubi6DBw9mxIgRNGnSpMLvgslk4sSJE8TExBAcXP69y2Aw0KBBAxo0aFClBsoSnD9/nszMzEoFAV0NXC4Xx44do17TuoyeOpyfP/8NUVSC7Kbf/T04cGC/V/8eHBxc6d8lWZb5Yu4KDvx8GEQwFZoRBQEEAaVKgSzJ1GpQnlL1T0QEhjGh3xg+/GkZGpWaWiERvP3gXAL9A3nv0Ze47fhQUrPSCdT48f6PX3D6ouq0jKfCrdfowXNZZEnG5Xah0+iYMep+mtZpSIG5kB/2/IpapcKgNYDsaYYtWUVUKpSE+weTVZiL1WGjTnAkDaOi2Rd3BIvdilB8HVEUqR0aSYOIuqTmZFBkNnHw7HHaNGxBfGoiLsmNTq3F6XZRyz+MQpuJ3i1v4tFR99K4jqcXYOfRvchuCQkZhUJEcnlWKZ1uFzlFHjdmAYEu04ehVqo96Y6iApfk4slxj3D/rXeiUCj4dOYC7l84h/RcIy7cBPkGkG8uRKvSMLrdAPafO8rxjHice2SGdO6DXqPjw2mvciwxFpfbzdKNy0nJTEWtUOFyusgryGfNtp+YcduUK77/drudw4cP06RJE699YWXgcrl48MEHadOmDXPmzLnq358rpWZu3bqVESNGUL9+fQBGjx7t1Xlf6dh/Aq5JmvJX4WqkKRfiU5nafTYOqwOryYbOR0ethhG8+8drVXIfWfrUF3z75lpcztINdnpfHS+seYqO/dtVaVz/FOSk5/J/MVNK2ReKokhwrSBWJH7yt2jYfHXCW/y6fCuSuzSx0+jUfJe57Lq5zNTAI0cJHNWiXIlJ6wbNOPrR5gqP/fq3tUxZOAe704FbcmPQ6qkfUYc97/6AQffve89qpCnXB7m5uaxbt441a9aQlpbGwIEDGTVqFM2bN/dKpDIzM0lMTKxyMEkJbDYbRqMRo9GILMuEhoYSHh6OTufx3Jdl2avjbtGixTXrtMuD3W7n6NGj1K1bl4gIDynOTDZSmFNEWJ1Q/EP9kGWZwsJCjEYjOTk56PV6b7Pn5fTvx3ecYt641z26Y50SURCxFNqIblkXlVqF0+6kWZfG3P9a+Y14NruNMS89wLHEWFQKJRGBYXw6602a1vGE4xVaTByMP4Ysg7+g5efDf/DhbyswW83FdoJKNEoVtUIiSc1Jp8hq8lSzRQG9RkfzujHcM2AcX/66mqTMC+QXu6XYnQ5cbpc3xbJWUAQZeZnFbiIe+Ul0eG0cLicZuUZ89T44HHZMxU4sIOOW3Og0OoL9Armz1whOX0hg86HtIMtEhUQQ7BdIdkEec0ZMoXFIPdLyjKTkpnEiOY4fDv+OxWEFWcDhrji8RxAElAolYf7BSJKbm5p35Ks573gfN1vNDH3uHg6ePeGV0YT5BdOjWSdOpJ5BFBRIspuhXfox9/9mliK+D733FCnGVPwNvsiyzHljGgNa92BAs27odDqvs8mlqzollfCYmJhSln9XQknaZd26dZk3b95Vk3C3203jxo1LpWauWLGiVFjP1q1befPNN/nxxx+rfGw14m8rTfnH4JW7F1CY/Wejl9VkJeX0Bb54cQUPvXFfpc9jTMkqQ8LBcwPOzbihWUQ3FMGRQbzxyzxeuvMN8o35SJJMg9bRPP/NE38LEg4Quy+uDAkHcNiczOr7NJNfnUiHvm1v/MD+AygwF+GqwP3lvDGt3O0luKvvKFrVb8L7678kPdfIsK79uKvvqAoDhaoba/74iblfvkWKMY02DZoxf/JTdGvxX+PJ/3wEBQVx7733cu+995Kfn88PP/zAq6++SmJiIv3798dut5Oamsonn3xSJYnJxdBqtdStW5e6devicDgwGo3ExsbicrkIDg4mPz8ff39/WrZseV1Wp8xmM8ePH6dx48alSFN4vbBSuRKCIODv74+/v38pqc3Bgwcr9CovzCnis2eW4XQ4EZUiDosTZM9vm0qtQuejxWqyEhRZccX0kcXPsCv2IGqFErvTQUJGCq99+wGfzVqAMT+H+9+eQ1ZBDjarlRD/YD6aMZ8jqadJyEhGkAUMOj3Th97LN9t+ICs/G8/PtYyAiK/elxNJcTy+9CUkSUKv0dG+USuOJJykQWQ9gnwCcLgcXMjOIKsgG6m4sbOEqKdmZ6Apfr4Wu9XbFO+8iDjbHDbOG9N4e+3HzJ/0P27t2IsFaz5CliGnMI/WDZpxW99h7Dl9mJlfv0KhuQir01ZujP3F8GrSZY9ExuFyoNfoSDZ6nLBSjKnsPHUAjUpNSlaax/lEVIIsk2PKZ2fcQRpF1ffoyiWJDfu28NDQCURcZPM6/pbhPP/VAtzF/uIGnYH/G3Qb9SPqeMN5jh49iiAIpSZlV0PCJUlixowZhIeH8+KLL17TZ72qqZnVdezfCf8JIm7KNxF/KKGM24LT7uTXr7dWiYh3HNCOHd/vKRNs43ZJtOjmiZ912J1sX7OTMwfPUqdJbfqM74nB759f2WvZrRkrEj8hIykTlUZFSK2/hyQlIzmTz577usKJkCzLnN4fz9PD5zHro6n0/7/eN3iE/34E+QbgqzOU6/jSukGzKx7fukFzPnxsPgC5hXksXPMxW4/uIqZ2A6aNnESTOmUt4aoDH29czvTFz3vlNH+c2Ef/J+5g82srasj4PxgBAQHcfffd3H333eTn53PHHXeQkJCAVqtl7ty5jBw5ko4dO15TxVqtVlO7dm1q166NyWTySldycjzhLWFhYfj4+FQbIc/Ly+P06dO0atWqStV8QRDw8fHBx8enjFd5yTjDwjz+5zarHY1Bg8vm8pBxmxODnx6b2Ybdaie0djADJvTxnttss7D50B8UWopoXrcx20/sRSkqUBU7o9idduLOnwPgk00rMOZno1No8A3QU2SzsHrHBj6btYBdpw7icDpoH9OKyKAw2jVtxW3zHsAtS5iL0y+NeVmIouiJnVdrcLpdpOVmIsse6UqwXwBQLFFx2DHbrahVakRBwC258dX7EFMrmgPxxxAFsThcx2OBWNIk6i52WbE5Hby++kNevfcJ3n3oRfbGHaFeeBTDuw5ArVIzddEz2B12rE67t+quuiQp82J4uUcxkVaInslBh5jWHE86zcQ3HsPmcCAIeF4jtdb7ubE5HdhdDu/fgiAgigKOS+61t7Tuyiv3PsGGfb+jUWu4vecwGkR6HOZK3v/69etjt9vJysoiNjaW/Px8QkNDURSnOFfmsypJErNnz8ZgMPDaa69d86pPZVMzd+/eTZs2bahVqxZvvvkmLVq0qFLi5t8Z/wkiXp3ofXtPVr6+hrRz6V69tNagoc8dtxDVMJKC7AIe7jKLPGM+VpMNrUHDx099waJdb1KncdRfPPprhyAIRNa/vEbwRuKP73fz/OhXKrS0uxh2i53FM5bS546e/1ot/18FURR5dfL/SpFa8PiFv3rf/wA4cyGB2UvmeaLpDb5MH3UfM0bfX+q9SMvOoP3Dt1JgLsLmsLHl6C4+//lb1r34Kf3a96jWMUuSxP8+frVMSIfFbuXJT15l+1sVJ5/W4J+DWbNm0a1bNzZs2IDNZmPTpk0sXbqURx99lJ49ezJy5Ei6du161fcEs9nMiRMnaNq0KcHBwV5Xk8TERCwWC8HBwYSFheHn53fVpDwzM5OkpKRr9jmHir3Kz8Ym4HA4qN+yHtkXcjAXWNDo1LyxeR7ZabkANGpbH63Bc32L3cpD7z1FfGoSJU9LLiG1xfdjtyQRE+XR9abnGnE5nKj9fdFqNdjdDox52Ri0evpf8t0226woRAVBvv6Y7RZEhQLZ5UCWQafSYnPYEUWBfFMBKqUSl8uFw+XEZDHjsDvo164HGw9uxSW5vJaHr9z7BMG+gUx+ezYWuxVZlj2NnG5XudXsAnMR763/wkN8EdBqNDSv2xh/hZ603EwcLodXPgIVJz2WQCkqCPT1x2yzIggC7Ru14oW7Z/Hgu0/icDkJ8PErPk96sUuMxx9dFETCA0LILsjFoNVhtlloUqcRUcFlf4e7Ne9It+aXLyBoNBrCwsJIS0ujVatWgKenoaioCH9/f0JDQwkKCir3+yBJEs8848l/WLhwYbVIryqTmtm+fXuSk5Px8fFhw4YNjBw5kvj4+Colbv6d8Z8g4j4BPjTp2IhTe+NKRcWrNKoqV0fVGhXv71nAmnfW8/vK7eh8tIx4eIj3PEue/ALj+SxcTk/Dhs1sx25x8Pqkt3lvxxvV96RqgNvt5sVxr1WKhJfAZrGTk5ZLWJ3ykxtrcPWYfOudBPkE8PyXC7iQlU7rYpnHTc07cCErjc5Th1BoMXn0qxYTz3+xgPgLiXw04zXvOZ7/cgE5hXlemYvL7cbltnLfgsdJWranWm+yeaYCiirwHj+eEFtt16nBX4sFCxZ4XSB0Oh2jRo1i1KhR2O12Nm/ezNdff82MGTPo1q0bI0eOpHv37pVusMzNzeXMmTOlNOclriYRERG43W5ycnK8RCcoKIiwsDACAgIq/VlOSUkhKyuL9u3bV3vjp1arJSoqivz8fFrd1IILBzM4vecMkiDjF+rLqGlDCY8OK9cp5Y8T+ziXlkStYI8kxmyzkG8qxN/gR56pAEmWCDD4MXPMFGw2G+HaQCRBRqVS4nK7sDkcdGlafk9Vg4i6BPoGkF2QQ6hfEJn5OagUKgJ9A2hauwHHk+LIKcxDFGzoNFqQZfKLCtEp1Lzz8As0i26M9pNX2Hp8DwpRZPrI+7iz90jyTYU0rxtDXlEBueYCMnKMXgeVi6FWqrA57JxLS6JjTBvUKhUF5kLufHUqfhoD9osq4SUoqaaXB6WowF/vR/eYDswYeR+R4ZHUCo1AEARyCvNRK/+UCPnrfLA4bMUTCJF2jVrw8Yw3WfLTMuLTEunRsjOzxjxw1RNHp9PJkSNHaNCgASEhIYAncVKSJAoKCrxuP5fqymVZ5sUXX6SoqIglS5ZUW/9DZVIzLw4VGjx4MA8//DDZ2dlVStz8O+M/06yZei6dR7vNxmaxYbfY0eg11G4cxTvb5qPzqT4t6rCg8ZjyTGW2K5QKfiz4Bq3+2qoZNfgTB387wuP9nqnSMWqtiu+zllfre/5vwc4T+5n39dvEnT9Hh5hWPD9hJq3qX1lWUhnM/PAFFq/73OtqUAKNSkPy13u8kfZR4zuQlpNZ5nitWsPZL3YQFVJ9FqFOl5OgUS0wldNg2qp+U44t+bXarnUxapo1/35wOBxs2bKFNWvWsGvXLjp16sTIkSO55ZZbKtSTp6enc/78edq0aYNGc2W7wJIEyszMTAoLCwkICCAsLIzAwMBySY0sy8THx2O3269b42eJ+0pISAh169bF7XJzZMtx8rLy8Q0zoA/XYjKZCAoKIjw8HH9/f+8E4vtdP/PGqg+ICPIQcafLidlu5a7eo9gVe5DTKfFY7Z5Qm5jQerx2/1Os2buJb7f9iCB4NM192nZn56kD6NRaBnbsRah/EIfPneTgmaO4JYmdpw6SYrxAk9oNef6ux9h8+A++/HUNp8+fRRAEaodEohBFsvJzGNfxVoa07+3VP+sNeiRJQq1Sl5r0nM9K4+21n3A88TRn05KoExpJWk4m6XnG4iq5sljzLeOv96F+RD0iAkNJSEsiIfMCof5BpOZklHktfXU+mG0WpOIAo4vJvSfNUkmIXwDt67dk1qBJSJJESEgIK3b/yLKtaz3HW8wUWAqJDI5AqRAZ1KE3M8bcj5++6o3F5cHpdHL48GHq169PaGjFxShZlr268gMHDrBw4ULq1KmDQqFgzZo11bqi7HK5aNy4Mb/99htRUVF06tSJ5cuX06LFn05YGRkZhIeHIwgC+/bt47bbbiM5OdnbrHm5Y6sRNc2a14qohpGsTP6U7d/tIiPJSOP2Dek4oF2139wUiorPdz1upBfDUuRJ+/qvkMyi3KIKHxMVImqNCttFNpNqnZre43r8Z16fquCnvb8xdt4DWO2e3odkYyob929l24LVdCxO9LwW7Dl1sAwJB9Cq1ZxKPuMl4n56n3KJuCzLGLTV22ehUqqYPnoyC9csLSOneWHCrGq9Vg3+3lCr1QwcOJCBAwficrn4448/WLVqFU8//TRt27Zl5MiR9OnTB61WiyRJXn11hw6Vt8C9OIFSkiTy8/PJzMzkzJkz+Pn5ea0GRVHE7XZz8uRJdDrddWv8dDgcHDlypJT7ikKpoEP/tqX2kySJnJwcUlNTiY2N9U4g2jRohkrpqRRrVBpyi/IZ1X0Qkwbejltyc/TcSUL9gyksKuRQyine/vEz/nf7Izw6/F4ADp87wUPvPYWz2O3km20/ML7XcF5f9QEutxtREGhSpyGbXl5WLNOAif3HMqHfbfR54nYsNotXluJ2u1H6aUmxZ3Ho+Gn+OLaXk+fj0Wt1PDbyPm7vMwJRFMkzFXAsIZZerbsyqtsgnv78NUL9gwkLCEGZpCAjLwuDVk+R1USoXzAF5iJOJp8hNSuNQqsZnUaDzen5TSmxQJSRCfTx59unP+SjDcv4Yc9mbI4/9dslNolqpRJRVLAz7iD/u+tRmtVuRHZ2NgObdiPxfBI74g7gcLtQqzWoVUrcksT6vb8wtGtfOsS0vub3u7IkHEr3FURHR3P69Gl27dqFr68vnTt3Zvz48cyeXXGoU1VQmdTM1atX88EHH6BUKtHpdKxcudLjQFPBsf80/Gcq4jcK789cyvfvb/DGwIOHFHbo15bXN1XsC30tSIm7wPyJb3HmkKcpptXNLfjfFzP+9fKLnPRcxtaeWEpuVILOt3agQ7+2fP78157UMYeLnqO7MefT6ai1V+eY8FcjMT2FFVu+x2yzMqxrP7o0a18tP9CyLNNgQjeSMs6XeeyW1l3ZumD1NV9j8oLH+fyXVaWSQMGTiHnqky1ER3gabt5f/wWzl7xUihirlSr6te/BTy9/ec3juBSSJPH8Fwt4+7uPcbic+Bt8eW3yU5cNIbpW1FTE/zlwu93s2rWL1atX8/vvv9OkSROys7Np1aoV8+fPr7bvX0FBAZmZmeTm5qLX67FYLNSqVYt69epVw7MoC4vFwrFjxy7rpV4eSiYQRqORvLw80oqyWLV/E1anjd6tu/HQsAloVGqmf/A8+04fwW63YSzyeHkbNDqa1GnER9Pm0yCyLve/PYeE9BSvNjotJ5PconwsNgtWh93j/GLwZdEj8xjUsbSE9OnPX+f7XZswaPTYbDaK7GaKrGbv/UUURdo3aonbJZFXlM+sQZOoExHFS2sXU2g1IQgCfnofOjZuzY6TBxAAh9PB2J5DsTsdrNr+E5HBYRxLjCWvKB8AQRA9CZfIZBfk4ZY8kwVREBnYsRffPv0BLreLd77/hG+2/UhKVioKUeEJ9kFAqVTgdLmQZIm6oVF8Oftt2se0QpIkjh8/jkKhYM7X87mQnYmPTo9araLAYmJsjyE8dcej1/R+l8hR6tWrR1hY2JUPKIYsy7z33nvs37+flStXolKpMJvNnDlzhnbt/p1WzZdBTUX8n4CMpExcLgm1RuVtWlFpVPgG+zLn0+nX5ZqWIguPdp9NUa7Jq5U+tv0EU7vPZvm5j1Gq/r1vcXBkEONmjeLbBWtLkXGDn55nVz6Bj5+ekQ8PIT0xk8DwAPyCfP/C0V4bvvxlFQ++8z9cxdZUb3/3MXf0HsHSmW9cMxmw2KxcyCrfYnB/3FE27P2NRes+J89UwNieQ3lgyP9V2d971m0PsGLLulIEW6vS0LttNy8JB3hw6N0cPXeKLzevRq1S45ZcNK/bmC+feKe8014zRFFk3r2zeX7CDArNRQT4+F/3lasa/HOgUCjo0aMHPXr0IDc3l0GDBuHv78/27duZMGECI0aMYODAgfj6Xv29RRAEAgICCAgIwGKxcOTIEQwGA+np6eTn53utBi/n/10VFBYWcvLkSVq0aFFKe1sZiKJIUFAQQUFBXq/y1vWbkZOTg0KlJNuY5ansGwJITE/G7nbidDkRBJGIwDAsditvfbeERY+8hNVuQ3XRcxJFkZzCPI9dolKFLEvkFOYRdyGxDBF/avxU0ozp/HFyH1qNFovdo6nWabQUWUwIkkB6jpEGkfUw2c2Ifhr+iD9AVkEO/lofRFFBXlE+eUUFdG7cmi1H91BkNfHFr6sJ8vHo9802C2abBY1SjahQEB4YQmp2BmEBIUjFhF8QhOJ0zEG43W4y87KZPOhO+rS9mTkfv0xiRgrIMlKx+4uAgL/BD7cs8dxXC1g/91NOnDiBv78/0dHRhIeEk2XKR6NR43Q6sVgtFOTlk5aWVq4HeGXgcrm8Kx9VJeEfffSRdyJa0p9gMBj+iyT8uuLfy9JuMGL3xTGr79M47S5cThdKlRJRpeCht+7j1nv6Xzev7d9WbMdhc5RqWJTcEuZ8M3t+2s/NI2+6LtetDM4dS2Ttez+QmZJFp4HtGTJ5YLXbOD74+iTa9mrFytfXkJeZT6+xN3Pn/8ai0XmWMtVaNfWa1bnCWf7eyCvK54F3/ofN8adlpsVuZeXW9dzReyR92998TefXqjVoVGpcbmuZx9RKFeNeesgb1HM04RSf/fwN+xb9WCWf72b1Ytjw8pc88PaTnEtPRiGKjO89gkVTXyq1nyiKfDTjNZ67+zEOnz1J3bBatG5w/T1hlQolQX6VT5SrwX8PDzzwAE899RQjR45EkiSOHDnCqlWrvPrZESNGMHjwYPz9/a/q/EVFRZw4cYLmzZsTEBDg1ele7P8dHh5OaGjoVTdtljSXtmnTBr3+2u7FJV7l6YVZvP37l5xKjkerUjOsTR+sNislViqCICAKAk63A71aR0auEYAhXfry3vefIiDgdLsQBQGtWoPFbsXhchRXtwWU5UyMszKMTB8wkQ+mv8r2E/uY9NasYk22gCgqcLs9LiqegphAkF8AJ5Jt+Op98PcNwO12kWvO5/tdP6NWqMi3FqFWqAjy9SczPwu3JFFU3FguiCKh/kH4633J0xTgcrtRqzQYNDqUSgU+Wh82HdjKN1vXcz47HZfLhcVhI9gvgHrhtckpyCPfXIDL7SLA4I+/wRen20V2QS7Hjx/3knCAR4ZN4KH3niLXVAAyhAeHcd+QO72hOwqFwquBLwmRuhwuJuHh4WUbbiuCLMt8+umnbN68mbVr11617/6VUi+//vprXnvN06zv4+PDBx98QJs2HilkdHQ0vr6+niRSpZK/qwqiOlBDxKsJb05+F6vpT6Lkcnp0awd+OcLQyYOu23UvxKdiM9vLbHfYnaQnltXa3ihsW7OTVye8hdPuRHJLHP/jJN+99wNLDr5T7ZXproM70XVwp2o9598JvxzcjkqhxHbJdrPNwsqt666ZiCsUCh4aNpH3139RqmKt02gxWc24LpKTWO02EjJS+OrX75gy5K4qXeeWNjdx+rNtFFlMaNUar9dweYgKiazWxswa1OBasWLFCm9VWhRF2rdvT/v27XnllVc4ceIEq1evZtiwYYSGhjJixAiGDBlSadlHTk4O8fHxtG7dGoPBAJT1/zabzRiNRg4fPoxSqfRWyivTKAqehreUlBTatWtX6WOuhJ8PbOOB956kyGxCoVAQ4hPAqv2b6Nm6C1FBEdgcdtLzM1EpVNjsdgothQzo2BOA23sOI7con00HthIWEMJDQ+9m3op32F3cTyIgIIpwMvmM93qyLHPu3DmsViutW7dGFEUCffwxaPXYivKQJAmVQoFbcqNUKMguzKFD41b0bdsdWZb59fBO7E6PJ3e2KY9AX3+cLhdKu+eYjJws/A2+RPgF0CSqIRsOb0GpUOFv8CUx8wI2hw23JHmIvttJ83qNsTsd7D51AIPWQLBfAHmmArKzcgny9UcUBEL8A7E57aiVarQaLZIsY7Fb6VCvBQEBAaXkRx0bt+Hzxxfy2+EdaFRqhnXtR61im8L69et77SZjY2NxOp2EhIRU6FdfQsJr165dJRIO8NVXX7F+/XrWr19/1XaZJcmbF6deDh8+vFTYTv369dm2bRuBgYFs3LiRKVOmlPIB37Jli9fZ5d+MGiJeDbCarCTHXiizXZZk9v986Lpeu2mnxsWJZ6VpmizJrF74PYd/P8pdT42jxU3V435RGbicLhbc/x72ixol7VYHuel5rHprLfe9NOGGjeXfAEUFUomSuOTqwKv3PYnJauLzX1ahUngahYZ27cfGfVsospZ2AbLYrPy459cqE/ES+FaTA0ANanAjUZE0RBAEWrVqRatWrZg7dy5xcXGsXr2a2267DT8/P4YPH+4l6OXJyNLS0khNTaV9+/aXrTwaDAbq169P/fr1sVqtGI1Gjh07ViqUpyLSlJKSQnZ2Nu3bt682iYvNYWfe8rex2+1o1BpkScJYmEvtkAj0Oh1KtZLoYM+YEjNTUEsqmkc0ZGirXhQVFTHns1f4cd9vCAg0rt2ABpH1uOOWEew5dQitSoMgCBi0BvacPoTNYUejUhMXF4ckSaUaWDvEtGLETQP5bucG8k2FCILApAG3M7RLP3x0ejo3aYtSoWRQx17kFObx+WZPr0rDyGgEoNBSRK4pH0EQUCgUWOw2OtSLYmK3kYy5aRDvbfqStNxM7E47Qb4BuNxu7E47DqeDnMJcEARkwN/gKTCplWpkJCw2C746A063C1+dgcdGTeaN1R9itpnpGN2KOWMeLLcHoEW9xrSo17jc11yr1VKnTh3q1KmD0+kkJyeHxMREzGYzQUFBhIaGeldTjh49SlRUlLcRt7JYuXIl33zzDT/++GOlqu4VoTKpl926dfP+f9euXblwoSyP+i+gplmzGuB0OBniOxano2yqVnCtIFanVn+T2cXXntTyETKSjbjKuT6ARq/hma8fv2EylYTjSUztPhtrUVmpQ73mdfj85Ac3ZBz/FhRZTESMa1cmeEav0VV7AmShuYjU7AzqhdfmYPwxhjw9oYzXtkJUcN+g2/loxuvVdt0SyLLMrpMH2BN7iFrB4YzsPvCGRd3fKNQ0a/43UFK9XbNmDevWrUOtVjN8+HBGjBhBREQEsiyze/du9Ho9rVu3vmpLOLvdjtFoxGg0IkkSoaGhhIWFodfrkWWZs2fPYrPZqt0CMTM/mxHPTyIzPwuz1YJCVCDJMqEBQcyf9D8SM86zfMv3AHSMac2LE2bhozWQlZXF4vWfs/iXZShFJaJCxOly0rVpewZ2vIWPN65Ap9GiEBX46PTkFOaz/c3VpCQmo1KpiImJKTOhkSSJPacPkVuUT9M6jWhUK/qK41+/+xfmrXgXnUpDYuZ5TFYzQT4BNK5Vn+VPL8ZXayAnJ4esrCyycrIY/e5U3G43gigCMoIgEh1Wm4n9x7I79iDn0pMIMPhhsVs5mRyPjIxKoSQiMJR5E2cz5ubBuN1ujh49SmhoaKlEyGtFiTVmVlYWeXl5OJ1OIiIiaNSoUZU+V2vWrOHjjz/mxx9/vKa+B4DVq1ezadMmPv74Y8BTZd+7dy+LFi0qd/8333yT06dPe/evX78+gYGBCILAAw88wJQpU65pPNWAmmbNvzNUahU9xnTjjzW7cTr+dEvR6NSMeHjwdb/24j0L+OSZr9i2egeWQmspxxbwJEq+88gHdB/R9YakTun99Lid7nIf8w2oqYZWFb56H7555gPGvfQgoiB6nQEeGz252mPY/Qy++BVXdrq36ESQbwAmm6VUD4JGpeLh4fdU63XB41ow5JmJ3qVprUrNtMXPsv2t72hWL6bar3cl7Dp5gI9+WkahxcS4nkMZe8vQaluBqMG/H4Ig0KhRI5544gnmzJlDSkoKa9as4Z577vFIKFQqIiIiWLp06TX5Mms0Gm+V1OFwkJWVxenTp3E6PRppHx+f62KBGOwbQLBfIEVmExabFZfkRpZlOjdpy4D2PVGr1EwaeDtOlwt/g6/3+rVq1eJIapzH0k+lwu12F3uGHyAt10hmfjbBfoGE+AWSU5hH9xadSDyb4I1oL+95iKJ4xUTJSzGsa3/cksSqP34kOrw2zcIa0LlpO3p2vMkrmwsPDyc8PJzlv3+PUqHA7XYjSxISMjq1Cl+9gQ9/+hKlQsmF7IzixkwZvUZHsF+Ap4kU6N2mG263m2PHjhEWFkbt2rUBD4HeFXuQfFMBzerG0DDy6lxySqwxAwMDOXz4MGFhYciyzP79+71JmqGhoZddcVm/fj0fffRRtZBwqFxiZgm2bNnCJ598wo4dO7zbdu7cSa1atTAajfTv35+mTZvSs2fPax7X3xE1vyrVhJkfTiXrfDbxh86hUCpwOlzcNKwzd8y57bpf2y/IlxnvP8yM9x9mePAdZYg4QEFOEQXZhQSEXl0jUVUQUS+MBq2jOXPwLJL7z7QxrUHL6OnDr/v1rzcKzIW8umIR3277Aa1ay8PDJvDQsAnVGnJwKYZ27cf55ftZu2MjFruVwZ370Kg4Ovp6QRRFfn19JUOenkhqTkZxxUvi/Wmv0KZh+Q2UdodHjqRRV12D+t73n7Hz5H6vl7nT5cRkszB23gOc+Pj3Kp/PbPWEa1yNFOa1bxbz4ldvYy1OuNt8cDtLNy7nl/nLa8h4DaoMQRCoV68eM2fOZMqUKYwZMwaNRkNmZib9+/dn2LBhjBgxokKiWVmo1WqvHOHIkSOoVCpcLhd79+716ol9fX2rhZQLCDx4y3je2/wlWo0GBHhk2D1M6DfG+x2pyPs/wOBXchIQBSRJQqNS46vRE+EXQq65gJiIaG7t2JveDTsREBBA3bp1r3nMpcZf7HYyvGv/y1ap7U4HJ5Lj8NX5YNB69N3IYHc5SEq/gMvtoshuRq30aMmzCnKLm1NdGLSe1bzT58+itYmlSPhPe3/j0Q+eJd9UiK/Oh9CAEN6Y/BS923QrM4bKoKTaHhkZSVRUFAAxMTHeYJ4S7/uSz8HFzbqbNm3inXfe4aeffvKm0F4rKpt6eezYMSZPnszGjRtL9VSU7BsWFsaoUaPYt2/fv5aI10hTqhkJx5NIS8igQatoajWomjarOjCh6QOcj0sts12lUfFj/jc3zEM7KzWbOQOfIyPJiEIh4nQ4Gf3oMKa8du8NqcpfL9gcNto8MIDkzAvYnZ7QBr1Gx+DOfVj13Ed/8eiuD2RZ5nhiLIUWEx0bt0arLqtDvZCVxqQFj7PlyC5kWaZn6y58OmtBKWvCK6H5fb2JTYkvs12r1hD32XbqhkVV6jxp2Rnc88YMth7dDUC7Ri35bPZbNK9Ad3kpjHnZ1Pu/LtgcpZugDVo9n89+i9t6Dq3UeSpCjTTlv43HH3+c1q1bM2HCBGRZxmg0snbtWr777jvy8vIYPHgwI0eOpHHjxld1r3Q4HF59cAmZcblc5OTkkJmZidlsJjg4mLCwsFJJmVWB0+nk6NGj1KpVi8jISIqsZny0+kpLX46cO8moFydTaDbhlt243W6a1okhyNcfSZYx5mXz5SNvkpOV7Q2VCQ4OrvZih8vl4ujRo0RERHjJ68XYeXI/T3zyCtkFuWTkZxMZGIpOrSW7MBezzYpblnAVBxIJgoCvVk/hRVI+AQGFKPLqHbMZ0X2g9xr7Th/m7tenk1WYi0qhwuV2EewbSGRwGFvfWFXl96SEhIeHh5f7PEpgt9s9UpusLFJSUtiyZQtNmzZlxYoVbNy4sVobIyuTmJmSkkKfPn348ssvS+nFzWYzkiTh6+uL2Wymf//+PPfccwwadP2MLyqB60Zcaoj4vwRxB+JZPHMpsXvicF0iC1Fr1fS7qxezP552Q8ckyzJnDp0jNz2XJp1iCAr/59vDff7zt0xd9IzXzq8EOrWW/Yt/okV0kyqdT5Ikfj30B6dS4mlapyH92/e8rpX1zLwsjp47Rb3w2jSp07BazulwOmg4oTvpucZSgRqh/sEkfrWr0hrvJvf25MyFhDLbdRotJ5f+Tv3IK1fE3G43MffcTIoxzTsWQRAIMPiR8NUuAnyuvCL0zdb13L9wDkUWU5nH7ug9guVPLa7Es6kYNUT8v40S0lYecnJyWLduHWvWrCEjI4OBAwcyatQomjVrVimSa7VaOXbsGA0bNqyQVLndbnJycjAajRQVFREYGEhYWJhXj3sllFjp1a9fv0q+1JfiyLmTfLJpJXmmfI4mxBLo449WrSGnKJ/GUfWZ0XcidevWRafTYTQaycnJQafTERYWRkhIyFVbOJagZDIRFRVFZGSkxxfdYsJXZ0AURXKL8hny7ESUCgU6tZazaUnkmgoI8w8mMiiMw+dOIgoCkiz/ed8TRGRZKvVhN6h1tG3Ygl/mL8dit/LsF2+y6o8fKShuLNWpPWmtokJBZFAY+979oUqrbiVJr6Ghod5qe2VQWFjIu+++y8qVK9FqtfTp04cxY8bQu3fvKx9cSWzYsIHHHnvMm3r59NNPl0rMnDx5MmvWrPE2rZbYFCYkJDBq1CjAQ+jvvPNOnn766Wob11WiRiNeg4qReDKZx3o9WcbGUKlWIggC3Ud0YfqiB6t83oKcQlLPpnP+9AXOHk0grE4oA+7ujX9I5eQtgiDQpEOjKl/374xtx/aUIeHgIZ77Th+pEhHPK8qnx4zRpBhTsbucaJQqokIi2fH2WoKr2dNakiSmLX6WjzeuRKtW43A56dS4DevnfYa/oWqhHpdi3a5fKDAXlUrNlCRPgMXq7T9xd//KybPu7jeGl5e/W6YSHRUcUenK+s8HtpJdkFtqLLIsY3c6WPbbd0wdce8Vz+Gn9yn3juv5ka3UMGpQgwpxObIbHBzMpEmTmDRpEvn5+fzwww+8/PLLJCcn069fP0aNGuW17bsUF/uQX87LXKFQeF1WSpr8MjIyiIuLw9/fn/DwcAIDA8u9RkkiZ+PGjQkKCrq6F6AYbRu24L1H5gGe++qzX75BVkEuTes0ZELn4TRo0MA7mfD39ycmJgaTyXRNFo4lKEmaLPHXTso8zwPvPMn5rHQ0ajVv3Pc0oQHByMV6b4CYqPrkFObx4fRXMaj19HlyPFaHDQG5+H7h+bdCoUCWZURBRJJlAvV+JGdeID4+no+3ruLnA1vRa3QUmotwud043E4ERJDcdIhpdVUkPCQkpEokHOD48eNs2rSJHTt2EBoayvbt2zl16lS1EvHBgwczeHDpPrkHH/yTi3z88cfe5syL0aBBA44ePVpt4/i7o4aI/wvw1byVOKxldeGCIPBF7AdE1q+aRMbtcrPwocX88tXvuJxub2qlRqfm8+e/ZsFvL9O0U+WW+f9tqB9RB41K7ZWllMDldvHKivd4b91nTBp4O1OG3IVadXkZ0GMfzCU+NRGHy/PeOZwOzqUn8+iiZ6656nopPvppGZ/9/C12px2700N095w+zL1vzOS7uWVvhFXBufSkMo4uACarmbNpSZU+z8wxU1i/+xdiU85isprRa3QoFUpWPv1+pZdqE9JTcLrLugdZ7FbiLyRW6hx9291c7o+hJEt8v3MTbR8cwE8vfVHjc/4XYdWqVcydO5fY2Fj27dtHx47lLy5UFCaSm5vL7bffTlJSEtHR0Xz77bcEBv79VusCAgK4++67ufvuuykqKuKnn35i4cKFxMXF0bdvX0aMGEHHjh0RRZHDhw9js9lK+ZBXBiVNfiEhIciyTF5eHkajkTNnzuDr60t4eDhBQUEoFAov0b+aRM4r4ZbWXdn2xmoKTUXEnjxFkyZNyn1PSnzVGzRoUMbCscQtpjzLvS1Hd/HO2k+wOGwM69yPTpHNaNigIaGhociyzIPv/o8L2RkE+Phhd9iZtXQen85cgCRJOFxO1EoVNocdhUJJk6iGyEBkUBg2uw0EjwTF4XahU2nINxcUFyYkz2RGqaB9I89rtvXoLgTZUyXXqDRIkg2Xy4UoKujVujvzJ/2v0q+ZJEkcO3aMkJCQKjuw7N27lzlz5rB+/XqvfKlv37707du3SuepQfWgJsv5X4D4Q+eQJKnMdpVGiaUcC8Er4dPnlvHr8m047a5S0fF2qwNLkZV5d7xRbkf03x0ZyUbWf7iBTZ//SlFeWdlBZXDfrePLJWkOp5OzaUkcPnuCJz5+hSFPT7jia7Rq249eEl4Cp8vJmj82VPvr+/Z3H5chyw6ng5/2/V6uBKMqaF2/GXpNWd24j85A6waV96/Xa3Xsfmc9K55azP/GT+XNB54ladluOjRuXelztG3UAqVYVtrjozPQqUmbSp1DrVLz86tfE+IX5K2GlcDmtHMiMY5hz165sl6D64OWLVvy3XffXbZxqyRMZOPGjZw6dYoVK1Zw6tQpAObPn0/fvn2Jj4+nb9++zJ8//0YN/arh6+vL+PHjWbVqFXv27OHmm29m6dKl3HTTTUyYMIFJkybRsGHDKpHwSyEIAkFBQTRt2pSuXbtSu3Zt8vLy2LdvHwcPHuTIkSPXhYSXwGKxcOrESZo1a1apiZFOp6NevXp06tSJVq1aoVAovJOzhIQETCbPfe3w2RPM/OgFUnMzKTAV8t73n7Ir2SPlACiymkkxpnl9wEsazXOL8pk99kHMNgv55kJsDjsv3j0LX70PBeZCptx6B2qVCq1ai1aj5YOpL7PhpS+pH1EXl+RGkiXcbjcF5kKevH0q4eHh1I2sjUKpRKNWExUUjq/OwNAOffjlha/45qn3K70SKkkSx48fJygoqMok/NChQzz22GOsXbv2qi0UN23aRJMmTWjUqFG53x9Zlpk2bRqNGjWidevWHDp0qNLH/hdRQ8T/BajbrE65FUOXw0VYndAqn+/7xT+WCuO5FDlpOWQk/XWpnVeDZS9/w8SmD/D+rE9499EPGRs1kd0/7qvyeaJCIvn51a+pF14bvUaLSqnySBYuUgVa7FZ2xx5i69Fdlz3XxfKJiyHJZSdV14oCU2G520UETJf4hFcVAzv2ol54bdTKP1cA1EoVtYLDGX7TgCqdS6FQMLRrP16570keGjaBQN+AKh3fvUUn2jRsgVb151K1SqkiLCCY23oOqfR5OjZpQ9o3B2nVoGmZx9ySm7jz5zidcrZKY6tB9aBZs2Y0aXJ5CdjFYSJqtdobJgKwbt06Jk6cCMDEiRP5/vvvr/eQqxV6vZ4xY8bw9ddf8+CDDxIfH0+nTp0YOnQoM2bMYNu2bbhc5WdKVBaCIBAQEEDjxo1p2LAhdrud0NBQTp06xdGjR0lPT8fpLLsKe7UoLCzk2LFjtGrV6rKymoqg0WioXbs27du3p127duh0Os6dO8eePXtY9fsPOFxO9GotbqcLfx8/fj+x23usj1aPVq3xOj5JkoRbchMWEMzYnkP57tmlLHr4Jb6f+wkDO97Cpz9/w6Cn/4/3f/wKlyTx2Mj7+G3+Svq174FWpSHu/DmPNaNChVKhAGR+O+yx5XvmjmkolUpMNgsu2U3nZu14c8pzBGh82L9/P0eOHCEtLe2yr20JCb8aJ5mjR4/y8MMPs2bNGqKjo6v8OsPlJ7kl2LhxI/Hx8cTHx7NkyRIeeuihSh/7X0QNEf8X4O5nbketKy2D0OjU9P+/3vgGVs26TZKkK1bRZVlGobx+DYXVjbgD8Sx75VscNid2ix2ryYbdaufF21/DUlRW730ldG/ZicSvdnPy4y3MGjOl3EmQxWblj+OXJ/pDuvRFcUn1ViEqGNSpd7U7ywzoeEuZawGEBQYTEXT1DVfgIc873l7LfbeOJ9DHnwAfP+4ZMJbd76y7bIz99YAgCPwyfznTR99HeGAowX6B3DtwHHvf+7Fct5fLQaVUlVoRuhhKhZLswtzqGHINrgNSU1NLVftq165NaqrHTSozM5PISI+sKDIyEqPR+JeM8Vqxb98+tmzZwt69e1m2bBmHDh1i1KhRfPfdd3Tr1o2pU6fy66+/4nA4rnyyCpCenk5ycjIdO3b0VsobNmyI1Wrl0KFDHD58mNTU1Gu6Rn5+PqdOnaJNmzb4+Fx7zoRKpSIyMpI2bdrQqVMnAn0DcDicFBUVoVAocLld+FxkqyiKIm9MfhqX5MZss2Cymbm95zBa1/es5tUOjaRTkzZEBoWRmJHCgjUfoRSVZBXkcCErjZlLXiQp8wJOp5NvNq3F6XahVHiCikRRxGK3eUKPbBbW7/6FEL9AGkbW46nxj7L8ifeIDAsnJiaGrl270qhRI+x2O4cPH+bgwYOkpKRgs/2Zmi1JEidOnMDf37/cVM7L4eTJkzzwwAOsWrWKRo2uvnfrcpPcEqxbt44JEyYgCAJdu3YlPz+f9PT0Sh37X0SNRvxfgKadGvPS98/wziMfkHouHY1Ow4iHBzP55apHyYuiSINW0SQcS6pwH4fNyZT20/m/Z25nzLThf3s7ws1f/Y7DVvaHQlSI7NlwgD63V92bVBAEoiPqEFO7Plq1pqyLilZLRNDlVyPemzqPvacPU2gxYbKaMWj1+Op9eP/RV6o8nivhpXvnsHHf7xRZzdidDhSiAo1KzdIZb1TL++dv8OP9aa/w/rTqH/ul2HPqIJ9vXoXVbmPcLcO4tVPvUo1leq2O+ZOfYv7kp7DarSRnphZXpqqOYTf151hibJkGUpfbRbuGLa/pedSgYvTr14+MjIwy219++WVGjBhxxeOrEibyT0Xnzp1ZtepPqzu1Ws2gQYMYNGgQLpeL7du3s2rVKp566inatWvHyJEj6d27N1pt5SakKSkpZGdn065dO5TKP6nCxTpti8WC0WjkyJEjpZpAK9s8mZOTw9mzZ2nbtm2lx1UVKBQKxvUayrfbf8DstGF1OxAR6BfTlVOnThEWFkZQUBB9293MDy98RtyFBMICgmldv1m5n5e0nEwUooL0PCMOpwNR9KSC3rNgJm/d8SS1IiPRabSYrGZkUfR+Dnu27Mwji55m7+kjxT1Gdj75eSUjLlkxLHlt69evj81mw2g0cvLkSdxuNyEhIeTn5xMYGFjlavbp06e57777WLFixRVXk66E8ia5e/fuveI+qamplTr2v4gaIv4vQcf+7fjqzBIcdidKleKaooynL3qQJwY9j81qr9B0rCC7kE+e+hK3y83ts0Zf9bVuBJwOV7mVTVmWcTmubQn3th5DmPnhC2W2K0UFt/e6fHhRVEgkZ7/YwbfbfuRYQiwto5twe6/h6LXVH+leNyyKkx9v4b11n7L16B6a1G7AjDH3V9lu8a/Gy1+/wysrFmFz2JFkiTV/bGBIl75lGjplWeb1b99n3rJ3EAUBh8vFnX1G8uH0V6/YRHsxpo64h082riAjL8tLxvUaHW9MeQaDrvywkhpcO3799ddrOv5yYSLh4eGkp6cTGRlJenr6NVnw/dWoaHKhVCrp06cPffr0we12s3PnTlavXs3cuXNp0aIFI0eOpF+/fqVCXUogyzIJCQmYzWbatm172d8SvV5PdHQ00dHRXuJ4/PhxgMs2TwIYjUaSkpJo167dZRMfrwUmk4m0pAusevYjtpzYjdVu45bWXWleN4b8/HyMRiPx8fH4+PgQFhZGnzbdUCgUSJJU7msbHV4Hp8uJw+nw7qdQKLFYzDiUEoPa96HJhi85mRyH1WFHAHq17krDWtHsP3PUmzCq02jJzMviZHIcHRuX37ui1WqpW7cudevWxW63c/ToUVwuF5mZmbhcLsLCwvDz87viBDM+Pp577rmHr776qpSH99WiMpPcivb5L0yQrwY1RPwfBFmWyUw2otapS3lyy7LMhfg0nHYn9ZrXuSYSDtC6R0sW7X6TZS9/Q8LxZMLrhBJ/+Cz5WaV1xjaLnWUvfcPYGSOv+ZrXE73G9eCXr34vY+/ocrnpPKjDNZ3bz+DLb69/w5gX7ie7MA+AYL8AVj+3pFK2gDqNjokDxl7TGCqLsMAQ5t0z54Zc63rgQlYaL339Ljbnn++j2Wbhp72/8dvhHfRr38O7/evf1vLiV2+XalBduXUdWpWa96e/WulrBvj4c+SjX1i07nN+3PMrkUFhPDZ6Mj1bd62eJ1WD64JOnToRHx9PYmIiUVFRrFy5kuXLlwMwfPhwvvjiC6ZMmULPnj3Jzs6mf//+5bqnxMXFcfvtt3v/TkhI4MUXX+Sxxx5j7ty5LF261Nv098orr5Sxavs7QKFQ0LNnT3r27IkkSezbt49Vq1bxyiuvEBMTw8iRIxk4cCA+Pj643W52795NUFAQrVq1qhJJupQ4Go1GTp06hdvt9pLykmbStLQ00tLSaNeu3TX7gVeEwsJCTp486XWSubdW6cbEwMBAAgMDkWWZoqIiT2X/5DEW//Y1ZzISCfIL5JV7n6BX65u8x0SFRPDsndOZ8u6TON0uBMBf74tCoaBuVB10Gi3fPbeUjzYs41xaErHnz5GQkcLoF+8nt6gAH63BS0glWUZRCatCWZaJj48nJCSEBg0aeH3gz58/T1FREQEBAV4f+Et/h5OSkpgwYQKfffYZbdpUrln9SqhMYmZF+zgcjkqlbf7XUBPo8w/B0e0neOXuBRRkFSBJMo3bN+T5b5/Earbx7MiXyEzJQhQFtAYtT3/9OB36tq3W6w/2vQ2ryVZmu0KlYF32Cgx+pSsrRXkmdq7fi9PupOvgjoTWrr7ErqpClmXevP9dfl+5HZvF7v1xadS2AY8svJ82Pa9dYiDLMrEp8ciyTPN6V5eI929FijGVJT8tIz41id5tunF3vzFXVU3+ZOMKpr//fLk+7g8Pm8jiaS97/64opVOn1pK79kSV9eLViZpAn2vD2rVrefTRR8nKyiIgIIC2bdvy888/k5aWxuTJk9mwYQNQfpgIeOQQ48aN49ChQwQFBbF//36WLFlCXl4er732WoXXdbvdREVFsXfvXurVq8fcuXPx8fHh8ccfr66ndkMhSRKHDx9m9erVbNq0yeuS0rFjR15++eVqu4c5HA6ysrIwGo04HA7UajVOp5P27duXkrxUJwoKCoiNjaV169blVv0rwoTXp3Mw/jg+Gr0nOVNy8/HU1+jYoq1XbvPMF2/w2c/fYraZcRdXzod26cvXT7xX6jV7YdlCvt3+I4E+fsjIJKSnoFKq8NUZkGSJ1vWb8fUT713WN1yWZU6dOoVWq6Vhw7IBbJIkkZeXR1ZWFnl5efj6+qJWq4mIiKCgoIDbb7+djz76iC5dulTh1bs8KpOY+dNPP7Fo0SI2bNjA3r17mTZtGvv27avUsX9j1CRrXoz/GhE3ns9iYrOHsJn/JMKiQiSsbih2i518Y0GpJR+tQcMXsR9elWNKRZjSYTrxh86V2e4X7Mta49elZuK7ftjLi+NfRxQFZElGkiTunXc34x//6yQssixz8Ncj3gZNt8tzA1Xr1EyZP5HRj15eRvJ3hizL7I87Qnqukc5N2hIZHH5drrPr5AHmfrmA2JSztKrflBcmzqJTk7aXPeaP43u59am7cbpcOFwO9BodYQHBHHh/Y5VDi1ZuWceUhXMousTlRalQMOu2B5g/+SnvtuDRLcktyi9zDo1Kzfnl+wkNCK7StasTNUT874EmTZqwdetWr0SlV69exMXFVbj/L7/8wgsvvMDOnTsB/vFE/GKYzWZuvfVWDAYDWVlZhIaGMmLECIYOHXrNwT0X49y5c2RnZ6PRaLDZbAQHBxMeHo6vr2+1Ef+8vDzi4uJo06ZNhbKY8uB2u2n90ACCfQO8Y8kzFTB9yL20iWyMLMucy73AU8vfwC25UYkqRIWIw+3kkWETmX1b6dC80S/eT7Ix1WvtmmcqoGFEPRpF1adhZD3uGTC2jD3qxSgh4RqNhoYNG17x9ZFlmcLCQtavX8+bb76JzWZjwoQJzJw5k+Dg6r3fXSkxU5Zlpk6dyqZNm9Dr9Xz22Wdev/+KJsj/ANQka/6X8eOSn3E7S2uZJbdEbkZeuborl9PNu49+REGOJ0J3yOQB9Lur1zVFp9//6kSeHfkSduufTY8avYZJ8/6vFAk35Zt4cfzrZewPP39uGR37t6VRmwZXPYZrgSAIJJ1KwWFz4HZ57AFlWcZusbPkic8ZOLFfmar+PwGp2en0f+IOzhvTEEUFdqedh4dPZMEDz1VrVf6XA9sYNfc+LHbPZPBCdjrbju1h4ytfVSjTkGWZCa9NL1XBttitpOVk8tLX77DwoblVGsPQrv3K1RiqFCom9i8t7+narD0b928ps3+Qb0C1p5bW4J+JqrqnrFy5kjvuuKPUtkWLFvHll1/SsWNHFixY8LcMBqoMpk2bxuTJk5kwwZN/cPr0aVavXs2YMWPw9/dn+PDhDBs2jJCQkKu6r8iyzNmzZ7Hb7XTq1AlRFHG73WRnZ5OcnIzJZCIoKIjw8HD8/f2v+t51Lc2foijip/fB7rSjVWuRZRlBEGhcvxEdW3bk220/8Pw3b1NgKvQ6ozSIqIvFYaVWUNniR4PIupy5kIBe4zmXLMsM69qPybfeecWxyLJMbGwsarW6UiQcPL9x/v7+9O/fnyVLlvDMM8+QlpbGsGHD6NevHy+++GKVXo/L4UqJmYIgsHhx+aF05R37X0dNRfwKSD2Xzvszl3Lot6No9FqGTRnEhOfGo1LfOFu2l/7vDX77eluZ7SqNEmRPM+KlUChFL+HUGjR0GtiBF1b/75rI2b5NB/lg9idciEsjJCqIe+bexcCJpZO4Ni/bwsKHFpeRsYgKkbEzR/Lg65Ou+vrXisd6PcnRbSfKbDf463lh9VO079uG7NQc1FoV/iH+2Bw2Dp45jq/eQKsKuuj/anSZOpSD8cdLeZIbtHqWznidO/qMrLbrNJ/Ui9jzZX2z2zdqycEPNpXZ7nA62Hv6MAOevLOM4whAndBapCyvvI97anY6UxY+waYDWz0NUqICnVqDy+3mnUdeZMqQu0rtfzwxlm7TRmBx2LxhV3qNjs9mv8W4W4ZV+rrXAzUV8RuHy7mvTJw4kfz8fO+2wMBA8vLyyj2Pw+GgVq1anDx5kvBwD+nKzMz0EtNnn32W9PR0Pv300+vyPK43SiQjl0KWZc6dO8fq1atZv349Go2G4cOHM2LECMLDwyt1Tywh9oIg0KRJk3KPkSSJnJwcjEYjhYWFBAYGEhYWRkBAQKX7j7KyskhMTKRt27ZX3fz5+5GdzFzyIsgysgw9WnXm3YdeRBRF+v/vDrILcrHbHaTnG3G53fhodLSo3ZiF9z1L3ag6pZonswpymfD6dNLzjEiyTNsGzVky/TW06ss7ypS8XkqlkkaNGlXpdycrK4vRo0fz6quvMmDAn44sTqfzumnx/0OoqYj/Fcgz5vNQ5xmY8s3IkozNbGfVW2tJPJnMS2ufuWHjaHtLK3Z+v7eUNMUDocKPRgkJB7CZ7ezfdJDT+8/QrPPVu2R0HtThis2NLqer3Kql5JbKNHveaASE+Ze7giC5JYwXsvi/mPvJTs1BlmWCYoLZHLEHl94T7lArOJyfXvqCmNp/TUW/PKQYUzmWGFsmGMhss7Bg9ZJqI+KSJJVLwgGOJcaW2fbhD1/y5Cev4nS5yiXhAIYqOMM4nA5umjaCtJxML6mWZRmVUsXpz7aVGzXfqn4z9i36iblfvcW+uCM0jKjLM/83nV5tulX6ujX45+Ny7itVcU/ZuHEj7du395LwkuNLcP/99zN06NDqGfRfgIqIqyAINGrUiCeffJInnniC5ORk1qxZ4w1EGjZsGCNHjiQqKqpCgn2xxrkiUimKIqGhoYSGhnp1z5mZmcTFxeHv7++1GayIlF/swHIthLNP2+6seXYJxxNPE+jjT4+Wnb3XdDid2O0OlEolQvEPryzArTf1ITwkzNs8WTKJCA4I4LvnlnL6/FmUSiXN68RccVW6hIQrFIoqk/CcnBzGjh3LvHnzSpFwoIaE/81xTVYXgiAECYKwWRCE+OL/llmXEwShiSAIRy76p1AQhMeKH5srCELqRY/9rdYr1n+4AbvFXibmff/Ph0g9m3bDxtHvrl4ERQSiUv85b9LoNfQYfRO9xt2M1vDnDFtUlP+WOh0ujmw9ft3H2nlQByR3+cWv35ZvZc2766/7GCrC6EeHlQk+EkSBwPAA3p36EWnnMnDYnDjtLtJPphOzoxaF5iLMNgtn05LoO2e8lwj+HVBkMZUb0gNwIuk0bnf5yZ1VhSiKBPqUn3YX4ldaP/rjnl+Z9dE8CsxFpRxLLoZeo+PhYRMrff11u34h31RQasIhyRJOt4ttx/ZUeFyzejF888wHJH61m1/f+IZQ/2DeXPUhH/zwJca87Epfvwb/TpS4pwB88cUXl/UnX7FiRRlZSnp6OgC5ubkMHDiQ5ORk+vfvX2FVPTo6mlatWtG2bVuvXrbk+P79+xMTE3PZ4/9qCIJAdHQ0s2bNYvv27axcuRKtVssDDzxAv379WLhwIQkJCd5Ch9Vq5fDhwxgMhiqRSlEUCQ4OplmzZnTt2pXIyEhycnLYu3cvJ06cwGg0lrq3ZWRkkJycXG0OLA0j6zGy20Buad3VS8JtNhs3N2iHW5Y4n52OS3ajVCoJDQjmk5+/IcOcQ8uWLenSpQuhoaFkZGSwd+9eEs6eo7Z/OC3qNq4UCY+Li0MURWJiYqpEwvPz8xk7dixPP/10tck+KvO5PH/+PL1796ZZs2a0aNGCd955x/vY3LlziYqKom3btrRt29bbRF2DsrhWz7kngd9kWY4Bfiv+uxRkWY6TZbmtLMttgQ6ABVh70S4LSx6XZfkve6dS4i7w24ptnNwd672RxO49g8NWNmpWpVKScDzpho1Nq9fy4f6FjJ42jIjoMOo1r8MDr9/LU1/N4snPZzB90UM069KYBq2j6TqkYxmyCaDSqKqcsnk1CI4M4oHX70WtLXtDdDlcLHnic1LPpVf6fAU5hSx58nPuafEQ03rOYft3u8qtuFcGrXu0ZMr8iWh0agx+erQGLVGNatFteBfcrtKkVZRFVE4lAXme10yWZfJNhWw/XjHxu9FoUqchYgU3a1mW2XRga7Vda+ZtU8o0Fuk1Oubc/lCpbS8vf7dCAu6j1aNTaxnRbQAPD688EY9PTfRq0y+GyWomPjXxisfLssyMD+bSaeoQnvr0NR7/aB7Rd3dl/a5fAE9AUP8n7iBiXDtumTmGbUd3X+GMNfg34Mknn2Tz5s3ExMSwefNmnnzS8/OVlpZWisxYLBY2b97M6NGlm83nzJlDq1ataNKkCaIocubMGfr27cv8+fMrvOaWLVs4cuQIF0sr58+fT9++fYmPj7/i8X8XCIJAVFQU06ZN4/fff+f7778nODiYmTNn0rt3b15++WUGDRpEQkIC9evXv6brBAYG0qRJE7p27UqdOnUoKChg//79HDt2jNjYWC5cuHBdbRBtNhtHjhxh1viHeGLcQ4iigK/WQN2QWujUOgRB4LwxDZvDzrLfv+PDX74mxWKkS5cuREVFkZuby969ezl+/LjXA/xSyLLMmTNnAGjcuGquW4WFhYwdO5bHH3+8UmFXlUVlPpdKpZIFCxYQGxvLnj17WLx4canI+hkzZnDkyBGOHDlSowu/DK5JIy4IQhzQS5bldEEQIoGtsixXqH0QBGEA8Lwsy92L/54LmGRZfrMq161Ojbjb5ebF8a+xZ8MBlEoFkiQT2SCct357hW/e/I7Vb68rE/oiiAILfn2Jdr2rx5ezOlGQXcD4+vdhK8dqUFSIdBrYnllLphIadX3tBJc8+Tkr31hTJkhHqVIy6aX/4445t13xHKZ8E5NaTyXfWIDT7pkQaQ1axs4cyaQX/++qx2YutHB6/xn8gnxp1LYB8+9ZyC9f/l5mP7foJr5pKhm1PFHmfnofPn18AWN6DLnqa1c37nxlKiu2fF9muygIzLtnDk/d+ehVndfldrFq24+s/mMDgT5+3DdoPGt3bmLR+s9RCCKSLDNzzP28eM/sUj8ade7oxIXsshMtrVrDK5OeYEiXfjSugrzn8NkTLFj1Eav/+Am7s3Q6qq/OwOezFzK6x+Vv8FuP7mLoMxMx20pPEAxaHaue/YjbXpxSiujrNTpWPfshg7v0vfRU1YIajfi/C5V1X4mOjubAgQOEhIRc1fH/FCQkJHDrrbcSGhqKzWZj4MCBjBo1imbNqq/PpqT5MzMzE6VSiVarJSwsjNDQ0Gol5CUkvGnTpgQEBCDLMrfMvo3sgjx8dAZcbo/8buVTi3nx67c5lhDr8QcXRR4aejePjZrsHW+JV3l2dnap8SqVSuLj45EkqUINfUUwmUyMHTuWBx98sMyKzbXiaj6XI0aMYOrUqfTv3/9f5SpUjOumEb/Wini4LMvpAMX/vVJE2XhgxSXbpgqCcEwQhE/Lk7aUQBCEKYIgHBAE4UBWVta1jfoifLtgLXs3HsRhdWApsmIz2zh/OpX59yxk1NShKNVlZfSyJLNgyqK/lUyhBP4h/sz/aS4Bof7ofHSlPjqSW2L/z4eY2m02Lue1JUpeCQFh/iiVZZfiZFkuN+WyPKz/aCOF2YVeEg5gM9v45o01FORcvd7c4KenQ9+2xLTzaBbb3NISraG8DnuBQr8/HT/sTifdmv+9+NOQLn3KtcDSa/XUj6hTzhFXhtPlpN+c8dy/cA7f7djAZz9/S78n7qBWSARZq45x+MOfyV5zjHn3zinzo9G9ZadydZwalYapI+6tNAmXZZmp7z3NzY+NYuXW9TguIeEqpYqIoDCG3dT/iuf66tc15VbUFaKCR957usxjFruV6e8/X6lx1qAGlXVfEQSBAQMG0KFDB5YsWVLl4/8JcLvd3HPPPbz22mvs2LGDX3/9lSZNmjBv3jxuvvlm5s6dy5EjR675tzMlJQWz2Uy3bt3o2rUrMTEx2Gw2Dh8+zKFDh7hw4QIOh+PKJ7oMrFZrKRIOnvfww2nz8dP7YLFbsTnsPDHuIQotJk4mn8FX70OAjx96rY4PfvzKe98SBAE/Pz8aNWrkHa/dbufw4cPs2LGDgoICoqOjq0TCLRYL48ePZ9KkSdVOwqHqn8ukpCQOHz5cyrN80aJFtG7dmkmTJv1tJVd/B1yRiAuC8KsgCCfK+adKayCCIKiB4cCqizZ/ADQE2gLpwIKKjpdleYksyx1lWe5YkmRWHSjRgV8Ml9PFwV+P4BNgYOj9A8v9cuRm5nPot6PVNo7qRJueLVmd/iXjZo1Eoy0tU5HcEkV5Jnb9UHnHiqtB9xFdEcohZAqVgptH3VTOEWWxb9PBUnaJJVBpVMQdKBvWcrXoe8ctBEUElNLgy0qZgjAzFh8PSTNo9cy6bcp18+i+Woy++VZ8dYZS5FcURXx0BkbdPOiqzrl6+08cOHPMazsoyRIWu5X/ffIqNqedRlH10VXgf/vChFkYNPpS49FrdLx+/9OolJWvVG09uovPf/kWi90TqnHx1M1Hq+f/+o5m97vrK3VOSZLKlTPJQIqx/F6Pc+nJ1aaxr8E/H/369aNly5Zl/lm3bl2lz7Fz504OHTrExo0bWbx4Mdu3b7+OI/5roFAoWL16NSNHjgQgICCACRMmsG7dOrZt20a7du1466236P7/7Z13eFRFF4ffSbakURIgIdQAQXoRqVJFihSBgCAoCCpSVRCVIsqHIAoKooIUBREQCb0akN5bAAldQy8JJLSQvtnd+/2xyZJld8OmkcK8z3Of7M6dmXtu2c3ZmTO/07gxn3/+OcHBwel2yi9fvkxUVBQ1a9Y0f8+4u7tTvnx56tevT+XKldHr9YSEhHDs2DGuXbtGQoL1D/G0iI+PJyQkhCpVqpid8BSqlqnIru9WsG78fPZPX0Pf1t1J0CXiJITZV3BKnjXU6a1DW1Ps9fPzw9PT07wY9fTp0wQHB3PlyhXi4qyTlj1u3xtvvEGvXr3MC2czQlY812Aame/WrRs//PADBQuaMkoPHjyYixcvcuLECXx9ffn4448zbGd+54mqKYqitLK3TwhxWwjhmyo0Ja2fTO2A44qi3E7Vt/m1EOJXYKNjZmcdCXG2VR0EkJSYREJsom0VEL2R8Mu3rRvmEpydnTEajDYdWV28jpuh2bvYtGQFX96e2JsF4/7AkGRyaJzVzvT5/HXKVCrlUB/epYshkpMCpcaQZKCIb9YlmdC6apl9ZDp/TFrG7hX70Lhqafvuy9z2u8/KfX9R2L0gQzv3o2NDux+FHMNV68qBn9bx9ncjOHD2GACNq9Xl90+nZzh75Kp9QTazV2pUanaHHEwzFKRS6QocnRXE/xZOZf+Zo5Qu5stnb3xIh3SGefy5Y61VKEkKapWG5jUbOKwH/ubLXVmx5y+rczIY9HgXLkr4PevPcWH3gpnS3ZfkL7JCfSUllbe3tzcBAQEcOXKEZs2apUu9JS9gz/6CBQvSq1cvevXqRVxcHEFBQcydO5dTp07RokULOnfuTIMGDex+7hRF4dKlS8THx1O9enW7Cipubm74+fnh5+dHQkICERERnD59GkVRKFasGD4+Pmkm+omLi+PkyZNUrVrV7FQ+jotGSwXfsub3dfyr46Z15WFcLFq1mgRdIo2qPI+Hq7vdc7l48SI6nY4aNWoghKBs2bLodDoiIiI4f/48SUlJFC1aFB8fH9zd3c1OfmJiIn369KFLly7079/f7nk4QlY810lJSXTr1o0333zTYh1FflIVym4yK1+4HugLTE7+m9bPqF48FpaS4sQnvw0ArEWes5lGHeuzZdEOq8V6vuWLU6hoIao2rMS2P3dZxVwLJ/CvnfFFKE+D8jXL4erhSnyMpUOjcdFQrkZZO62yjp6fdKVxpwbsXrkfxWik+WuNKVPZ8XCJbsM6s2fVAYsZC2eVMyUrlqBCzay99gW9CjBkWn+GTLP8Yvu4x8AsPU52UN63LLu/X0VsvMnRzEj6+NQUdi+YPKJjOVKlAAXcnrzg97lS5Vk6dlambBAIm1KTAPdjHtDvuxEs3LqSv75aaHd0PoWXn2/Cmy0D+GP7ahKSElE7q3ASTiz4dDqRD+4y8tdJFgtM3bSufNJjUBo9SiSPSFFfGT16tF31ldjYWIxGIwUKFCA2NpYtW7Ywbtw4h9vnN9zc3Hjttdd47bXXSEhIYOvWrSxatIjhw4fTuHFjAgICePHFF1GpTC6KoiiEhoai1+upVq2awyEcLi4ulClThjJlypid3HPnzqHX6ylWrBje3t64uz9ylh1xwm3hVaAwS8f8zLhFU7lx5xYNKtdm3BvD7da/dOkSiYmJVK1a1eJcNBoNpUqVolSpUiQlJXHnzh0uXrxIfHw8e/fu5fnnn2fevHm0adOGwYMHZ2tuC0eeS0VRePfdd6lSpQojRoyw2JfixAOsWbOG6tWrZ5uteZ3MLtYsAiwHygDXgO6KotwTQpQA5imK0j65nhtwHSivKEpUqvaLMYWlKMAVYGAqx9wuWblY896t+wx4YRgxD2JJjEtErVGh0qiYuvUrqjasTGJ8In2rDOZO2F3zyK7GRUO1RpWZtn1SrkzykkKSLol+1YYQcTXSHBOu1qgo9VxJfj3xU7aP+D28F82uFfuIvhdNnZdrUble+laDA+wI3MP0wT9jMBgxJBmo+Hx5Jqwei1fxvJnBLi9w5Pw/vPRJDyv1k2KFvAhbdhyVc9anH0jUJXIs9BQerm7UKFeFPScP0eHzt+yOiqfQqVEb1k1wLInKsf9OsvHwdgq4utOjeUdKFSuBoihM+vNHpgTOQsGUxGNYwLt89fZIhxOJpBe5WDN/cffuXXr06MG1a9coU6YMK1aswMvLi7CwMPr3709QUBCXLl0iICAAAL1ezxtvvGFO7Z3S/vLlyzx48ABPT0/Kly/P8uXLrTJ1Xr9+nbfeeotbt27h5OTEgAEDGDZsGGCSi/v1119JCd38+uuv85xShU6nY8eOHaxcuZJDhw7RoEEDXn31Vf78809atWrFm2++mSX/c5OSkoiMjCQiIoLExESKFi1KgQIFuHDhAjVq1KBAgQJZcDa2SXGs0/ODwmAwsHz5cmbPnk1YWBhdu3alW7duNG3a1PxjJatx5Lnet28fTZs2pUaNGubvy5Tnrk+fPpw4ccIsezl37lyzY55HyTZnT2bWxKSisfn3bQT//Q9aVzUvv9GCpgGNzB+SB5FRzBu7iL2rD6DSqGj/Tmv6fN4TjYuGu+H32L/uEEajQuNODShWKnvVSNJL1J0o5o5cwO5VBxBC0LJnUwZM7odH4eyVMjyx6yRjOk5AURT0Oj1qrYoXX23A2CWfpNvB0SfpuXL2Gh6FPSheNm9P2+YVflw9j9HzvkGTrECgUWn4e/IS6lSskeXHWr57A/2//xQBGIxGShTxYcPE35mzcTFz//qDeBsLLVNw0Wj5d8EeyniXzJQNibpEbt2PxMezaJohPVduXWfniQN4FihEu3ovoX1CljxbSEdcYouRI0fi5eXF6NGjmTx5Mvfv32fKlCkWdcLDwwkPD6dOnTpER0fzwgsvsHbtWqpWrZrvVCr0ej07duxg2LBhODs78/zzz9OlSxdatmyJVpv+z11ax7l58yaXLl1Co9Hg7e2Nt7e3RZbMrOLSpUvExsZSvXr1dPWt1+sZMGAA1apVY9SoUezZs4fVq1fz7rvv8sILaSfZk2QZ0hFPTVY74oqiMHfkAlbP2IBaq0YxKhT2LsT32ydR3M/+4ryg+Vv48f05pHyeFEVh8LT+dBmSe+TtcgJ9kp6uxXsTfS/GotzF3YVP539Iy9eb5ZBlkvRw7+F9dp88hIerOy1qNUrXYktHOXPlX+q/39Fi9F0IQckixbnyxyHOXQul8fAuPIyLsdm+kHtB1n05n+a1HFsAnFEURWHkL1+Z5BudnHFyckLtrGLbt4E875++KVfpiEtsIeXiLDEYDPTt2xd/f38+//xz9u/fz6pVq9i5cyfVq1enc+fOtGrVCje3zIXixcTEcOrUKWrUqIGrqyt3794lIiKC6OhovLy88Pb2pnDhwpl2yi9fvkx0dHSa8e22MBgMDB06lDJlyjBx4sRcPQufz8m18oX5gj2rD7BudhBJiUnEPYwjPiae21ciGNtpot02kTfu8OP7c9Al6EiMN226hCRmfzw/XQlr8iPnDv9rFXMPJunBzQvsLw6R5C68CnoS0KQdrV9olmknPOzOLUJvXLJSSJizcbGVPriiKETFRrPn1CGql6vMzA8mobITRpWoS6RKmYqZss0RNh3ZweyNi0nQJRKbEEd0XAz3oh/QYexbuVLGVJL3kHJxljg5OfHOO+8wfvx4VCoVzZs356effiIkJIQPP/yQ4OBgWrZsSZ8+fVi9ejUxMbZ/rKdFaifcw8MDZ2dnvL29zVkyixQpQlhYGIcOHeLcuXPcvXs3Q5/3K1euZMgJNxqNfPTRRxQvXpwJEyZkiRPuaCbXvJ4JNi8hHXFgzYwNJMRaTn8bjUZuXgznRuhNm232rD6ArUEeo8HInlX7s8PMPENasyx5cQZGknFuRIbR6MNOlH+rMbUHtaX0G/XYdnyveX/Y3QiL1PUpJOp19J78IWXeqM/Rf0OY2M9as9xN60rfNt3x9sz+cLC5fy2xqSQTEx/H4fP/ZPvxJfkDKRfnOEIIWrZsaVXu5OREo0aNmDZtGidOnGDMmDGcPn2aNm3a0KtXLwIDA4mKirLRoyUpTnjNmjXx8LAO1XRycqJo0aJUq1aNBg0a4OPjQ0REBIcPH+bMmTNERkY65JRfvXqVqKioDDnhn376Ke7u7kyePDnL1qykJ5NrfskEm9vJnij/PEZsVKzNcmdnJ2If2l4sZjQYbSamURQFg/7pjZDFRcdxJ+we3qWL4uKWMbm6rKZqw8o2F4K6uLvQ7u3cJwEoyR6MRiMtPunBlVvXzc52XGI8nce9w6lft1HetywdG7zM30d3WTm5uiQdYXdNsoJzNi7Gt4gPwTP/YtzCqew5eYhCHgUZ3rU/I7oNeCrnYssJB1OW3bRi2CWS1Ei5uKzFycmJunXrUrduXb7++mtOnz7NihUr6NixIz4+PnTu3JkOHTrg5WUpdxsdHc3p06epWbOmhWpKWsfx8vLCy8vLNGMXFcXt27e5cOECHh4eeHt7U7RoUav/e1evXuXBgwcWixkdwWg0mhfzTp8+PUsXjq9bt45du3YB0LdvX1q0aGG1FiE720uskSPiQJMujdC4WE+9Ozk7UaGmn802L3ZqYDNhjUrtTJMuDbPaRCsMBgMzPpxLgHdvBtX9iC7F3mT+F4tzxYizSq1i/MoxuLhr0bpqEE4CF3ct9du9QIseTXPaPAlw/toFhs4YS7vP+jB1+RyiYm1nKlUUhaDD2+k87m1e/vR15m9aapXl0h77Th8h4n6k1Yh3kkHPnA1/ANCrZWcqlCiLq9b+j0idPok7UXc58u8J/pq0iOgN/3Fj6VE+6T4o25RNHufNlgG4u1jLJBqNRhpVrfNUbJDkb1Lk4oAMycX9+eefVKpUCX9/f95//30ruThFUfjwww/x9/enZs2aHD9+3Lxv8+bN5rZ5dYTTycmJmjVrMnHiRI4ePcrUqVO5ffs23bp1o0uXLixYsIDIyEgOHjzIrFmzHHbCH0cIQeHChalUqRINGzakTJkyPHz4kODgYEJCQggPD0ev13Pt2jXu37+fISf8yy+/JCYmhp9//jnLv+NkJtjcxzO1WFOXoGPB/5YQNH8LugQddV6ujUqj4sD6w+h1erNusZOzE2qtmjGLRtC8W2O7/f05eQULJyzFkGRAURTUWjWvf9qVt8e/mZnTc4jfxi1m+bS1FhrbWjctAyb3o+sHr2b78R0h6u5Ddi7by8O7D3mhVW2qNqwsF5rkAv4O3kXXL99Dp9ehNxhw1bpQpIAnx2dvpljhIhZ1R/46iVnrF5pHhN1d3Hjevzo7py5/ooxh4M51DJg+kuh46xmn7s06sPyLuQDEJcQz968/WLZrPXGJ8YTevEyCzjrRVo/mr7Ls89kA6A16pq6Yw6z1i4iJj+WVei2Y3P+zTKun2CNJn0TrUb04FnqKmPhY1M4qVCoVv386nR7N0/d5k4s1JbbIjFxc27ZtKVy4MCVKlECtVnP9+nXWr19P8+bNzf0HBQUxY8YMgoKCOHz4MMOGDePw4cMYDAaee+45tm7dSqlSpahXrx5Lly6latWqOXUpshRFUbhw4QIrV65k6dKlREZG8t5779GvXz98fHyy7H+SoijExsZy+/ZtwsLCMBgM+Pv74+Pjg1rt2BobRVH4+uuvuXbtGr///nuGJYZbtWrFrVu3rMonTZpE3759efDggbnM09PTZpx3WFgYJUqUICIigtatWzNjxgyaNWtG4cKFHWqfD5GqKanJqCM+8pVxhOw+jS7B/oiek5MTL/Vsypuf9aBctScnvbl85iq7lu9DURSav9Y4yxPN2EJRFDoW7kGcjbCZoiWLsOLGwmy3wRaKonBq3xkObgzGrYArrXu/lKbqjOTpYzQaKdWrLuH3LEcx1Co1Qzv1Zfrg8eayaxE3qfR2Myun2N3FjYUjp9OtadrqQJfCr1Ktf0sb7V2ZOmAcg17tY9Vm76nDtB/7FjGPOe8alYZPug9g0jujiUuIp+lHXTlx8Yw56ZCzkzOeBQpx/rfdFCnoyYWbl/lp7W+cv3aBJtXrM6RTX4oWylw2VoPBwIZDW9lwaCvehYvyTtvXqViqfLr7kY64JKs5ePAg48eP5++//wbgm2++AWDMmDHmOgMHDqRFixb06tULeKTScuXKlSe2zQ8cPXqU9957jx9//JHg4GDWrFmDk5MTHTt2pEuXLpQsWTJLnPIbN24QGRlJxYoViYyMJDIyEpVKhbe3N8WKFbMrvagoCtOmTePcuXMsXrw42/TBM6LOk1qRJyPt8wnZ5og/MzHil09f4eTeM2k64QAIUyyzI044QLlqZSn3ZfZnqUyNQW8gPtp2XGrUHdshBtmN0WhkUu+pHFh/hITYBFRqFUu+Xs6n84fxcq/mT+4AkxLNvrUHTZrsnRtKzfBs4PKta0TFRluVJ+mTWLt/s4UjvivkYPKot6UjHZsQx4aD257oiJf3LUuvl7qwfPcG84i6Vq3Bx9ObPq262WzTpHp9ShTx4WLYVYuQFrVKxcCOfYiNj6P2oDZcCLti0c5gNBATH8ucjYtpVqMBr3zWG11SEnqDnr2njzBj3QKOzdqUqRFzZ2dnujR+hS6NX8lwHxJJdnDz5k1Kl36UtbhUqVIcPnz4iXVu3rzpUNv8wPbt21mzZg1+fn40a9aMESNGEBYWxqpVqxg4cCCJiYl07NiRzp074+fnlyGn/MaNG0RERFCrVi2cnZ3x8PCgXLlyxMfHExERwcmTJxFCmLXKXVxMIXmKojBjxgxCQkIIDAzMNiccZCbY3Mgz44hfOnUVZ+cnx1oZDUaunr32FCzKOCq1ipL+vtwIDbPa5187/SN0WcHhoKNmJxxMWuL6JPiu/0806lgPtwJpa73+Ne9vfvpgruk3p6Lwy6gF9P+mH92HP3sf8gs3LxN29za1KlSlkLvjaZYdoYCrh02VEsDqWF4FbGvnqpxVeBd2TKlk3ojveLFqXX5ev4Do+Fhea9qBUa8Pwd3V9vMghGDnd8vp9fX7HD5/HCfhhI9nURaN+pEy3iX5cfU8rkVYP/cACbpE9p8O5vcty4lLlZEzQZdIkl7P2N+msHj0Tw7ZLZHkJWzNbD/+2bVXx5G2+YFRo0ZZvBdCULJkST788EM++OADIiIiWL16NcOHDycqKooOHTrQuXNnKlas6ND1uHnzpoUTnhpXV1fKli1L2bJlSUxMJCIigjNnznD48GHCw8Nxc3MjJCSElStXOhzGklFGjx5Njx49mD9/vjkECrAIgbp9+7ZVJthXXnklzfaSjPPMOOKlKpZwSGpIpVFRtVFl4mMTOLb1HxRF4YVWtZ/oSD5tPvhpIOO6TiIx3jTCL4RA46ph6PT+OWLP9j93W0lAAjirnDi+PYQmXewnXIm8cYefPphrNVsxb8xCGravS+nnsifuN7dx9+F9Oo97h+MXTqFRqUlM0jGm5weM6zM8y47h7VmUhlVeYP+ZYPQGvbnczcWVDwPesajb5oVmaGzoh2tUKt5t19Oh4zk5OdG/fS/6t+/lsI0lihZn9/cruRN1j/jEBEoV8zX/I1y5Nwid3vaslrOTM+V8SrP9n31W+wxGA5uCdzpsg0SSlyhVqhTXr183v79x4wYlSpRwqI5Op3ti2/yOEAIfHx8GDx7M4MGDuXPnDmvXrmXMmDFERkbSrl07OnfuTJUqVWw65WFhYdy6dYvatWs/Ma5bq9VSunRpSpcuTYkSJfjqq69YtmwZvr6+TJkyhe7du1O5cuXsOlWKFCnC9u3brcpLlChBUFAQAOXLlyckJCRd7SUZ55lRTXnuBX/KVS+LWmP/t4cQAq2rhnLV/ejq05tv+k5ncr/pdC3eh90rrf+5ZycGvYHTB85xat8Z9El6q/1x0fEULVkElVqFxlVDzebVmbHvW6o1qvJU7UzBWW37y0cxKjir0/69t2/tQZvlBr2BPSufHU32178azJF/TxCfmEBUbDQJukS+XT6L1XuDsvQ4yz6fRdUyFXF3caOgWwFc1Fr6te7B221ft6inUWvYNiWQEkV8KODqTkE3Dzxc3Pntk++pVLpCltpki6KFvCjtXcLiH19acd5qlZohnfva3V/ANf0KCRJJXqBevXqEhoZy+fJldDodgYGBdOrUyaJOp06dWLRoEYqicOjQIQoVKoSvr6/Ntl5eXmmqqCxZsoSaNWtSs2ZNXnzxRQunzV4imLxE0aJF6d+/P5s2bWLr1q34+/szceJEmjRpwpdffklISIh5YG/Pnj2Eh4c75IQ/ztatW7lx4wahoaFs3bqVcuXKmaUBJc8Oz8yIuBCCb/+eyI9DZ7NrxT6MeiOV6lWkaqNK7F6xn9iHcdRuUYM3P+vBxy+PtVAjAfjmre+p2qgyxUpmLnnI2UPnWTplJTcuhFOzSVV6jXrNakHjqf1n+aLLVyQlJoEAJ2dnxi8fzQutagOw6sd1zPtsEQkpNurhv6OhqLXZO6WVFq/0a8WeVftJiLW8bvExCZw/8h+NOtSz29ZgMGJzLZeSsi//c+teBPtOB5OkT7Ioj02IY+rKuXRt2j7LjuXjWYwTc7dwPPQUN+6EU/e5mpQs6muzbm3/alz/M5gj5/8hLjGBRlXr4Kq1lvF7WnzQ+W22HN1NXKLlQmWNSs22KUup5leJVxu2YsOh7RYj525aV97v8namjq036Pl22SyTUktCHG3rNufb98ZS1qdUpvqVSDKLSqVi5syZtG3bFoPBwDvvvEO1atWYM2cOAIMGDaJ9+/YEBQXh7++Pm5sbCxYssNm2X79+fPvttxYqKp06dbJQUSlXrhy7d+/G09OTTZs2MWDAAIu48p07d1K0aPYn2noaeHp60rdvX/r27cvDhw/ZuHEj06ZNIzQ0lIoVKxIaGsqOHTvS7YQvXbqU5cuXs2HDBlxdXXF1daV3797ZdBaS3MwzpZqSgsFgwKA3orHhuK6fE8Ssj+dbOeJqrZr+X79FjxEBGT7u3jUHmNR7Grp4HYqi4KxyRuumZe7R6ZSqaAq/iImKpUfpfsRHWzoaLm5a/rw8H/dC7gQUe4O4aGvFlBc7NWDSui8ybF9m+e69nwiat8WqXOOq4eeDU/GvZTt+/daV2/StMghdgqUTqnXVMDt4usMLZ/My566GUv+DjlZqIQD+JfwIXfh0Z2RyM98tm824RVPRqjUYDAaKFvJi27eBVCjhB8CDmCg6jH2LExfPonJWoUvS0aP5q/z2ybQMy4EB9Jw0hPUHt5gT+Dg5OeHlUYhzv+1OlyKLVE2R5GYcUWBJzf3796levTo3b5qyUPv5+XH06NF844jbY9GiRXz77bdUrVqVc+fO0aJFC7p06UL9+vWf+D2zatUq5s2bx8aNGylQoECW2HPv3j1ef/11rly5gp+fH8uXL8fT09Oizr///svrrz+a+bx06RITJkxg+PDhjB8/nl9//ZVixYoBJlnM9u2zbgAoH5BtCyeemdCU1Dg7O9t0wsE0gmtIsl7Mpk/SWznH6cFoNPLD0NkkxiWaF8cY9AbiY+KZ99kic709q/bbzNhpNCpsX7qbiGsR6PW2F9sF/33cZvnT4mZouM1yXbyOXcv22twHUNzPh/5f90XjqsFZ5Wz6geKqoeeobvnOCY+Jj2VXyAFCLp61WCTlX9LPpi63WqWmff2W6A16fvlrCQ0+6Ej9oR2YtX6h1ej5s8Knrw8mLPAYSz/7mW3fBnJp8UGzEw5Q2KMQ+39cx+EZG1gyZgb//r6HhaN+yJQTfin8KusO/G2RRdNoNBKTEMecDYvSaCmR5C3sqavYY/78+bRr18783l4imPzE6dOnWbBgAYcOHWL58uUEBwfTunVrfv/9dxo1asSIESPYs2cPer11WOn69euZO3cu69atyzInHBxLPV+pUiVOnDjBiRMnOHbsGG5ubuZFmQAfffSReb90wp8ez0xoiqPUb/cCC8b9weM+jsZFQ8PHwise3otm57K9RN2JonaLGtRoUs3u6ur7tx8Qcz/GqlwxKoTsPm1+H30vBr3O2sHSJeiIuvMQTx9PU8iKDfQ6PbeuRljJ/sXHJrDqx/XsCNyNi5uWzkM60Lr3S1mesevcYftaooYnLJTt/lEXGnaox+4V+zAaFZp2bZTvnPDZGxbxydyJqFQqDAYDpYuVYNPXi/ErXhq1Ss3PH0zive8/JV6XgKIoaNUaCrkXZHTPoQT8rz87Tuw3h2Scufofa/ZtYsuUpflS4eBJeBYoTLv6LdOsU71cZaqXy5pFTycvnUOj0lhpoifoEtl/9liWHEMiyQ2kR0Vl586dzJ8/n337Hs3Y7d+/3yIRTOXKlWnWrFm22ZsTVKtWjc2bN5s1wV1cXOjUqROdOnVCp9Oxfft2VqxYwccff0yjRo3o3LkzzZo1Y9u2bfz444/89ddfFC5cOEttSm/q+e3bt1OhQgXKls1f/2fzItIRf4xy1crSccAr/DVvi1kFxMXdhZa9mlGpbkVzvZN7TzO6/XiMRgVdvA6tm5Y6LWsyYc1YmyNvbgXdsBcFVKjYI9m451vWxFmtQv/YqLyLuwsvtKqNe0E3PAq5E23Dqde4arh/+76FI6500upkAAAflUlEQVRLTOL9Fz/hxn9hZlWSy6evErLrFCN/G+7wdXGINPzB5l3tZyhNofRzJek99vUn1suNKIpCTHwsblpXm/d//+lgPpk70eRIJ/ty/928RNsxb3L+t90IIXijZRfKFy/N96t+4ertm7R+oSnDAvpzIewKO0MOWMRFxyXGc+jccXaeOEDL5598bSWZo0KJshYqMymoVWqqlaloo4VEkjdxRIEF4OTJk+YFjUWKPMrIm1LX29ubgIAAjhw5ku8ccSGE3cQ8Go2Gdu3a0a5dO5KSkti9ezcrV67ko48+wmAwEBwcjJdX5pKL2SK9qecDAwPNyZ1SmDlzJosWLaJu3bpMmzbNKrRFkj08k6EpF05cYsLrU3i31vt81/8nbl6w1CUeOv09Jq3/grZ9W9K6z0tMWP0Zn/zygXm/wWDgf92+IT4mwRxqkhCbwPEdJ9n6xy6bx3R1d6F598ZoXCxDYlzctPT89FFyk+fq+NOkS0Nc3B99yF3cTU5+rWbVAWjb72WEk22vt1x1y1+3u1fuI+ziLQtpwITYRLYv3cONUPvTjY4Q+zCOfesOcSgoGF2CjhdfrW/TGfcp603l+s9l6li5mcCd6yjVqy5eXatTOKAqXyz4DoPB8ofUjLW/Ea+zlHc0Go2E3bnFlmN72Hf6CBH379Cw6gss/2Iuh2du5Ku3R1GscBH2nDxEYpK1ZF9MQhy7Tx7K1nOTmKhRrgq1K1RD85jGr1alzvQiUIkkN+GIAsu1a9fo2rUrixcv5rnnHn23x8bGEh0dbX69ZcsWEhIS0lRg2bVrF4UKFaJ27drUrl2bCRMmmPdt3rw5zba5HbVaTatWrZgzZw7nzp3L9CLWVq1aUb16datt3bp16epHp9Oxfv16unfvbi4bPHgwFy9e5MSJE/j6+vLxxx9n2E5J+njmRsSPbT/B2E4T0SXoUIwKV85cY+eyPcw8MJXyNfwA06/dOi1rUadlLZt9/Hfsgs0MnQmxCWz6bQuv9H3ZZruP575PQmwCh4OOodGqSdLp6f5xAG0fq//Z4o/ZvXI/QfO3YDQYeaVfK1r2amaeHuw16jW2LdlF9L0YDMnx4i7uWt796i1c3Fwsz3frCZv63k7OTpzef868SDS9bFm8g+8HzkyWLRQIAZ/8+gGn9p0l+n4MungdKrVpMeq0bV9l6Bh5gc3BO3l32ifm0eqYeD3fr/qFJEMSk/t/Zq53+8Edm1O+CUk6Xv2iH25aFxJ1Ot54OYBfhk+xGFX38SyGVq2xGpF107pS3KtYNp2Z5HGCvl7EwB9Gs2bfZoyKkcqlK/DrR9/iV7z0kxtLJHkERxRYJkyYwN27dxkyZIi5zdGjR60SwfTs2ZMFCxakqcAC0LRpUzZu3GhRZjAYGDp06BPb5hXUajV+fn6Z6mPbtm129/n4+BAeHm5OPe/tbT8z9aZNm6hTpw4+Pj4W7VN477336NixY6ZslTjOM+eI/zB4loUiitFgJD4mgdkfz+e7LRMd6iPtmFz7+1zcXJi4+nPuht8j8sYdSlcqhXtB60RBTk5OvNSjKS/1aGqzHy8fT+aHzGTplJUc+fs4XsU96flpVxq0sxZiKFaqKCqNCr3O0olzchJ4Fc/YtNPNC2F8P3CmKZlQqvWr377zI39c+JWDG4P579gFylUrQ6veL+FRKP/qN/9v4TQrKb24xHhmrF3Al299jFZjmtno3KgNh8//Y7HYDzA711HJixICd66jnE9pPu89zFynW9P2DJ/9P6tjOzs58XrzV7P0fCT2KeRekMCxs0jUJZKYpKOge9YttJJIchPt27e3Wqw3aNAg8+t58+Yxb948q3aPJ4I5ePAg+/bto3x5k2JWz549WbdunUPO9JEjR/D3989Q22eR9KSeX7p0qVVYSooTD7BmzRqqV6+erfZKHvFMhabExyYQfvmWzX2nD5xzuJ+KdSqgcdVYlbu4a2n/busnti/i60Xles/ZdMIdxau4J0Onv8fCs7OZvuNrm044QIf+bVCpLGOWhRC4FnA165KnJuJ6JHtWH+Ds4X/R6/VsWbyDES9/xsetxrJ1yU4MBgNbFu2wq9xyfHsIHd5tw0ezhtBlaMd87YQDXLp1zWa5gsLdh/fN7/u3f4MyxUriqnWxWT+FuMR4flr7m0VZATcPtk0JpHSxEri7uOHh6k6JIj5s/mYJXgXzXwxfdFwMCzYvY3LgTPadPmJzJsEWO/7ZT5tRvaj8djMGTB/J1ds3ssU+rUYrnXCJxAEcVWA5ePAgtWrVol27dpw5cyZdbSUmRo8ezdatW6lYsSJbt25l9OjRgCnrZ+ofVXFxcWzdupWuXbtatB85ciQ1atSgZs2a7Ny5k+nTpz9V+59lnqkRcY1WjUqtwmAjRXYBTw+H+3F2dmbC6rGMavc/FKMRXUISGhc1ddvUodWbLbLQYse4deU262YHcfNCOHVa1qRt35dx9TAlXSnu58OENWP5us80EuMSMRoVfMv5MHHNWJxTOehH/j7G5L7TuX/7AU7OTqjUJhlBo9FIYpzpep09dJ796w7hVdzTpsSj0ajY1DfPz9QqX9VmSnWtSoO356NYQA9Xd47OCuKXv5awet8mihbyZP2BLTbFlR/GRVuV1a1Ui6tLDnP6ynkURaG6X+UsV73JDRwPPUXLT19Hb9CTmJSIVq2laY36rJ+wALXKfsKqhX+vYMiMz8yzExfDr7Ji90aOz95MOd8yT8t8iUSSCkcUWOrUqcPVq1fx8PAgKCiILl26EBoami71FoljqesB3NzcuHv3rlW9xYsXZ6t9Evs8U464s8qZdu+0ZtNvW01hFclo3bT0GNElzbYGg4G9qw+yfeluNFo17d9tw7Krv7F75X6i7jykdosaVG1Y+al/UZzYfYoxHcaj1xnQJ+kJ3nyMwO9WMffoDxQqWgiAem3qsDJsEVfPXkfrqqGkv+UK+F0r9jGp91Rz+IrRYERnMAKWMokJsYkcDjrKe9/0w8XdxSr2XDEaqdfm+ew72VzIpLdHcvDsMYvwFDetK+PfGmGlC+7h6s6I1wYw4rUBhFw8y5Zje6xCVQAaVqlj81hCCGqUq5K1J5CLUBSFbl++R1TsQ3OZ3hDHnpOH+TXoT4Z0sp2+PkmfxPA54y3ugd5gIDo+lgl/TGfBp3JkRyLJCRxRYClY8JFqWPv27RkyZAh37txxWL1FIsnrPFOOOMDgaf2JuvOQ/esOodaqSUrU07F/G7oO62S3jdFoZFzAJI7vOGl2Pg9sOEznwR0Y9N07T8t0KxRF4Zs+31uklU+IS0Qffp/FXy3j/R8GmMudnZ3Ni1Ef7+Pnj361iiG3hy4hifiYeOq1rUPw38dJiE0wSTm5aeg2rDO+5Ypn+rzyEg2q1GHrlKV8+utXhFw8S4kiPozr/RG9W3Vl05EdTFk2i7C7t2lVpymf9XqfUsVKcPNOOE0/6mrTCfdwdeeHwV/mwJnkPOevXSAyynqkJi4xnvmbA+064lduXbeZ3MhgNLDjxIEst1MikThGagWWkiVLEhgYyJ9//mlR59atW/j4+CCE4MiRIxiNRooUKULhwoWf2FYiyQ88c464RqtmXOAo7t26z62rEZSqWIKCXmnHex7bdoJ/dp60GAFOiE1kzcyNvDqoHSUr+Ga5nbtW7GPxV4HcDbtH5frP8d43falQs5xFndvXIom6E2XVVq/Ts3fNQQtH3BYJcQlcPnWVe7fup1kvNRoXNYWKFmT8itEc2HCEHUt3o9aqafdOa2o3r+FwP/mJF6vVZf8Pay3Kfl73OyN/nWQepb186zrLd23gxNy/mbNxMTob4VEqZ2eWfjaT2v7VnobZuQ4FBXuLndOKEy9ayMumxjeAr5d95QCJRJK9OKLAsnLlSmbPno1KpcLV1ZXAwECEEDbbXr9+na5du2IwGOjfv785DjqF7777jiVLlgAm1ZZz584RGRmJl5cXfn5+FChQAGdnZ7PKS25nxYoVjB8/nnPnznHkyBHq1rW9Fmzz5s0MGzbM6ro4kvZekvMIRxdC5Sbq1q2rPM0P0Yxhc1n90warcq2rhiHf96fToKxNBbvqx3XM+2wRCcnqLqYRZy2zDk+zyDb5IDKKHqX7kpRo7YSUqVKahWdn2z3Gn5NXsGhiIE5OgvgY65FZe7h6uLDw/FyObjlO+KVb+D9fgcadGljEmz/rxCfG4/1aLWIS4izK1c4qBnbozbXIm6w/uNWqXUE3D+Z/PJXXmj2bslGKolD2zQZcj7TU9XfTujL53TF8EGB/9qn7hAFsOLTNQm/dTevKkjEz6NL4lWyzOSMIIY4pimL7P2r+Je/9o5HkKgwGA88995yFnOHSpUvtqqhs2LCB6dOns2PHDgD8/Pw4evRopnS8nzbnzp3DycmJgQMHMnXqVJuOeFrXZeTIkXh5eTF69GgmT57M/fv308y2KUmTbIs7zn+rvdLgwolL/PbFYn4fv4QrZ22rXdjCo7AHKrW1o+mkcsY9i1VBknRJ/PbFH2YnHEwOSmJcIgvG/WFRt3CxQlRtUNnKCda6aekytIPdY+wI3M3iiYEkxiWm6YQ7qZxwK+iKWwHTVqhoQT7+5QPee/4DfvpgLou/Wsbkvt/zbs33uX0tkl0r9rFz+V5iomIzePb5g3+vX0LYWEiZZNCz7Z+91KtUGxeNtXpKkkFPdb+sScmeFxFCsHLcXAq4eeDmYlps7OHqRoMqzzOwY+802y74dDqv1HsJrVpDATcP3F3cmNjvk1znhEskkoyRWs5Qo9GY5QztYUuiL69RpUoVKlWqlGadtK7LunXr6NvXFNLXt29f1q5dm90mSzLAMxOaMm/sIlb+sI6kBB3CyYml367i7Qm96flJ1ye2bdv3ZZZ9t8oq7bwAXuzUIEvtjLh+B6PRevBIURTOHf7PqvyLwJGMaPkZkTfuIIRAn2SgWdcX6TSond1jLPl6hYWjnxpnlcmBrNqwMp/M+5CSFXw5H/wfQggq1avIsGajeHgn2hwqEB+TwI3QMN6o8C4uribNbIPeyKjfh9vVQc/v+HgWRZdkHbMMUKqoLwM79Gb6ql/RJekwKkYAXDUutKzdmMpl/J+mqTmKoijsCjnAkfMnKFXMl65N2lG/8vNcW3KYZbs2cOt+BD6exdhz8jDNRnSlec1GfNTtPYonh5ukPINCCDxc3Vn75Xxu34/k9v1IKpYsh6vWNSdPTyKRZCG25AwPHz5ss25cXBybN29m5syZ5jIhBG3atEEIwcCBAxkwIO3QzbxCWtclvWnvJTnDM+GIXzx5mZXT1z5SSjEaMOgNLPhiMS1ea0xxP58025coX5yRvw3nu3d/xEnlDCg4Ozszaf0XuLqnrQudXjy9C2E02NboLl7O2s4ivl78fnY2pw+cI/J6JJXqPffEmPV7t23HhGtc1Py091sq1CqHSv3o0ajWyKTUERcdx/lga1mplOyeqaULp/SbTvXGVShWMu9MA2YVvkV8eKl2I3b8sx9dqkWEAkGL2i9SrHARjszcyIg5E9h6fA9uWlf6v9KLxtXr8cWC7/At4k2vlzrjWaBwzp1EFqMoCgfOHGXLsd0Uci9Ilxfb8vbUERwLPUViUiIuGheGz/ofe6evoXIZfwZ27M2Gg1vpOWkICbpEjIqRfy6eZf6mQDZ9s5hvls5kwyFTlrlXG7bi5w8m4VvEBx/PYvh4ymyjEkl+Iz1yhhs2bKBx48Z4eXmZy/bv30+JEiWIiIigdevWVK5cmWbNmmWbvY7SqlUrbt2yzm8yadKkNJPypCBlHvM+mXLEhRDdgfFAFaC+oig2A7eFEK8APwLOwDxFUSYnl3sBywA/4ArQQ1EUx1cOOsjeNQdJsqMKsn/9Ybp9aF8xJYWWPZvRqGM9QvacRq1RU7NZNdQa+7rGGcWtgBut+7Rk2x87rSQW3/qip802QghqNHY821iNJlXZt/YQymMj724F3ahYp4Jdfer0fLiNRoVdy/fR/aMuDrfJTwSOnUXlt5tz636kuUxB4es/Z9D2hebUrVSLdRNMiXsSdYm0GtWLnzcsJCY+FjetK6Pnf8O2KUupXznvy0EajUbe/OZ9NhzaRlxCPBq1hlHzJuEknMw/VGLiY4lNiOP1rwYT8stWjEYjA38YZSFJqEvS8cBg4KVPupOYpEOf/IN1w6GtHAs9Rejve9GorRNtSSSSvE965AwDAwOtwlJS6np7exMQEMCRI0dyhSOeVtp6R0jruqQn7b0k58hsjPhpoCuwx14FIYQz8DPQDqgK9BJCpHiNo4HtiqJUBLYnv89yVCpnm06kECJdiwxdPVxp2L4eL7SqnS1OeArDZg6ibb9WaFw1aFw0FCpakBFzhlCvjW196fTSf9JbuLq74OT86PZr3bR88OPANJPEuHq4Uv3FKhbt7GHQG0i0E/7yLBCXEM+DmIdW5fG6BKYs+9mibOa63zkWepKYeFNsfVxiPNFxMfSYOMjhrJK5mXUH/mbDoW3EJsShoJCYlIjeYLCYLQDTyM5/Ny5x8044N+/c4kGs9fUzGA3EJSSYnXAwaYbfj37AugNbsv1cJBJJzpBaClGn0xEYGEinTtaDaFFRUezevdtiNDk2Npbo6Gjz6y1btrBlyxa8vb3tpnJXFIUPP/wQf39/atasyfHjx837Nm/eTKVKlfD392fy5MlZfKbpI63rkpL2Hnhi2ntJzpEpR1xRlHOKovz7hGr1gQuKolxSFEUHBAIpT0NnYGHy64VAl8zYY4/m3ZvgbGOxpaJA04BG2XHITKHWqPlo1hDW313K0svzWXVrMW36vJxl/ZepXJpfjv9IqzdbUNLfl7ptnmdy0Hha9nzy6MDohSPw9CmMawFXnFXOaN202BooV2vVNOxQL8tszmtcjwyzOTqrKAr/3rhkUbZw6wqbmuJ3Ht7jv8fq5kUWb1tF7GMKMnYRpmtU0N0Dg8Fos4piQ4AjJiGO89cvZMZMiUSSi0ktZ1ilShV69OhhlkJMkUMEWLNmDW3atMHd/ZGQwu3bt2nSpAm1atWifv36dOjQgc8//5zNmzfbPd6mTZsIDQ0lNDSUX375hcGDBwMmlZKhQ4eyadMmzp49y9KlSzl79my2nPOaNWsoVaoUBw8epEOHDrRt2xawTFtv77qA/bT3ktzF04gRLwlcT/X+BpCywtFHUZRwAEVRwoUQdudNhBADgAEAZcqkL2V16edKMmByP34ZtcA0Mi4EitHIiLlDKeLr9eQOcgitqxZt8gLIrKakfwnGLByR7nbFy3rz56X5HFh/mPDLt/CvXZ7Dm47x16+bSYwzhdJo3TS88nYr/GuXz2qz8wzPlSpvVyu80WOZM+3NQigKOOWDWL+0Zlkep1zxMpQqZppWbVf/JTYF77BY+KpVa1AwhamkxsPFjWpln8sSeyUSSe6kffv2Zgc0hUGDBlm879evH/369bMoK1++PCEhIVb9Xblyxe6x1q1bx1tvvYUQgoYNG/LgwQPCw8O5cuWKWaUEMKuU2JNRzAwBAQEEBARYlT+ett7WdQH7ae8luYsnOuJCiG2ArXSJYxVFsa8dlKoLG2Xpnm9XFOUX4Bcw6Yint323DzvRNKARBzYcwcnZiSadG+JVXArbZwSNVk2L7k3M7+u2fp6mAY3Y9sdOjIpC6zdbUOsZTe6TQmGPQnzQ5R1+Xv87cQmmOGchBK4aV0b3fN+ibv9XejFq3tcW8dAAJYr44F/SMolTXqRfmx5sDt5lNSru7OSEq8aFmIQ43F3cUKtUBI59FLazcOR0uo7vz8Fzx9Go1CQm6RjaqS9r9m/mekQYSclJfNTOKooVLsqrjVo/1fOSSCT5F1tqJDdv3kyXeotE4ghPdMQVRWmVyWPcAEqnel8KSMnYcVsI4Zs8Gu4LZKu2jnfpYnQZYl9fW5IxhBDUaladWs1sx9o9q0zp/xnlfcswdcUc7kbdp1nNBkx+9zPK+VrO6Azs2Ju/jmxn76kj6JJ0aDVa1M4qVv3vl3yx+r1Dg5d5s2UAi7evwmAwoFaZ1les/t889IYkDp3/h9LFfHm9eScKuj/KclvIvSDbv1vOxbAr3IgMp3q5yhQp6Mmo14cyfPb/WLPPNK0c0OQVfhj8pblfiUQiySz21EikSokkq3kaoSnBQEUhRDngJtATeCN533qgLzA5+a8jI+wSSZ5ACMGgjn0Y1LFPmvXUKjVBkxZz8Owx9p8JxtfLm4DG7XB3dXtKlmYvQgjmfjSF97v0Y8vRPRRyL0C3pu3N8oztG6S9/qFCCT8qlPAzvy9WuAhLxsy030AikUgyiT01Ep1O57B6i0TiCJlKcS+ECABmAMWAB8AJRVHaCiFKYJIpbJ9crz3wAyb5wt8URZmUXF4EWA6UAa4B3RVFufek4z7tFPcSiUSSVTyjKe4lklyHEMIP2KgoitV0rhCiA/A+0B7TurafFEWpL4RQAf8BL2MaXAwG3lAU5cxTM1ySr8jUiLiiKGuANTbKwzA9vCnvg4AgG/XuYnqYJRKJRCKRSJ4KQoilQAugqBDiBvA/QA2gKMocTD5Le+ACEAe8nbxPL4R4H/ibR4OL0gmXZJhnIrOmRCKRSCQSSQqKovR6wn4FGGpnn83BRYkkI2Q2oY9EIpFIJBKJRCLJANIRl0gkEolEIpFIcgDpiEskEolEIpFIJDmAdMQlEolEIpFIJJIcQDriEolEIpFIJBJJDiAdcYlEIpFIJBKJJAeQjrhEIpFIJBKJRJIDSEdcIpFIJBKJRCLJATKV4j6nEEJEAlfT2awocCcbzMkI0hZrcosdIG2xRW6xA/K+LWUVRSmWHcZIJBKJJG+RJx3xjCCEOKooSt2ctgOkLbnZDpC25GY7QNoikUgkkvyDDE2RSCQSiUQikUhyAOmISyQSiUQikUgkOcCz5Ij/ktMGpELaYk1usQOkLbbILXaAtEUikUgk+YRnJkZcIpFIJBKJRCLJTTxLI+ISiUQikUgkEkmuIV854kKI7kKIM0IIoxDCrpKBEOIVIcS/QogLQojRqcq9hBBbhRChyX89M2HLE/sSQlQSQpxItT0UQgxP3jdeCHEz1b722WVHcr0rQohTycc6mt72WWWLEKK0EGKnEOJc8r0clmpfpq6Jvfuear8QQvyUvP+kEKKOo23TiwO2vJlsw0khxAEhRK1U+2zeq2y0pYUQIirVdR/naNtssOXTVHacFkIYhBBeyfuy7LoIIX4TQkQIIU7b2f/UnhWJRCKR5GMURck3G1AFqATsAuraqeMMXATKAxogBKiavO9bYHTy69HAlEzYkq6+ku26hUljGGA88EkWXBOH7ACuAEUzex6ZtQXwBeokvy4A/Jfq/mT4mqR131PVaQ9sAgTQEDjsaNtssOVFwDP5dbsUW9K6V9loSwtgY0baZrUtj9V/FdiRTdelGVAHOG1n/1N5VuQmN7nJTW75e8tXI+KKopxTFOXfJ1SrD1xQFOWSoig6IBDonLyvM7Aw+fVCoEsmzElvXy8DFxVFSW+ioqy2I6vbp6svRVHCFUU5nvw6GjgHlMzEMVNI676ntm+RYuIQUFgI4etg2yy1RVGUA4qi3E9+ewgolYnjZcqWbGqbFf31ApZm4nh2URRlD3AvjSpP61mRSCQSST4mXzniDlISuJ7q/Q0eOXo+iqKEg8khBLwzcZz09tUTa6fi/eRp798yERLiqB0KsEUIcUwIMSAD7bPSFgCEEH7A88DhVMUZvSZp3fcn1XGkbXpIb3/vYhp9TcHevcpOWxoJIUKEEJuEENXS2TarbUEI4Qa8AqxKVZyV1+VJPK1nRSKRSCT5GFVOG5BehBDbgOI2do1VFGWdI13YKMuQdExatqSzHw3QCRiTqng2MDHZtonANOCdbLSjsaIoYUIIb2CrEOJ88qhgusjCa+KByckarijKw+Rih6+JrS5tlD1+3+3VybJnJh22mCoK8RImR7xJquIsuVfpsOU4ppCpmOS4/LVARQfbZrUtKbwK7FcUJfWodVZelyfxtJ4ViUQikeRj8pwjrihKq0x2cQMonep9KSAs+fVtIYSvoijhydPMERm1RQiRnr7aAccVRbmdqm/zayHEr8DG7LRDUZSw5L8RQog1mKbY95AD10QIocbkhC9RFGV1qr4dviY2SOu+P6mOxoG26cERWxBC1ATmAe0URbmbUp7GvcoWW1L9EEJRlCAhxCwhRFFHzyMrbUmF1QxSFl+XJ/G0nhWJRCKR5GOexdCUYKCiEKJc8kh0T2B98r71QN/k130BR0bY7ZGevqxiXZMd1RQCAJvqDVlhhxDCXQhRIOU10CbV8Z7qNRFCCGA+cE5RlO8f25eZa5LWfU9t31vJihgNgajkEBpH2qaHJ/YnhCgDrAb6KIryX6rytO5VdtlSPPm+IISoj+l7464jbbPalmQbCgHNSfX8ZMN1eRJP61mRSCQSSX4mp1eLZuWGyTm7ASQCt4G/k8tLAEGp6rXHpMZxEVNIS0p5EWA7EJr81ysTttjsy4YtbpicmkKPtV8MnAJOYvpH7ptddmBSeAhJ3s7k5DXBFIKhJJ/3ieStfVZcE1v3HRgEDEp+LYCfk/efIpXyjr1nJhPX4km2zAPup7oGR590r7LRlveTjxWCaeHoizl1XZLf9wMCH2uXpdcF0w/jcCAJ03fKuzn1rMhNbnKTm9zy7yYza0okEolEIpFIJDnAsxiaIpFIJBKJRCKR5DjSEZdIJBKJRCKRSHIA6YhLJBKJRCKRSCQ5gHTEJRKJRCKRSCSSHEA64hKJRCKRSCQSSQ4gHXGJRCKRSCQSiSQHkI64RCKRSCQSiUSSA0hHXCKRSCQSiUQiyQH+D5S+T7uakUu8AAAAAElFTkSuQmCC", "text/plain": [ "
" ] @@ -302,7 +302,7 @@ "name": "stderr", "output_type": "stream", "text": [ - "100%|██████████| 3/3 [01:27<00:00, 29.12s/it]\n" + "100%|██████████| 3/3 [01:26<00:00, 28.81s/it]\n" ] } ], @@ -872,6 +872,30 @@ "execution_count": 17, "metadata": {}, "outputs": [ + { + "data": { + "text/html": [ + " \n", + " " + ] + }, + "metadata": {}, + "output_type": "display_data" + }, { "data": { "application/vnd.plotly.v1+json": { @@ -1894,7 +1918,34 @@ } } } - } + }, + "text/html": [ + "
" + ] }, "metadata": {}, "output_type": "display_data" @@ -1902,6 +1953,9 @@ ], "source": [ "import plotly.express as px\n", + "import plotly.io as pio\n", + "\n", + "pio.renderers.default = \"plotly_mimetype+notebook_connected\"\n", "\n", "fig = px.parallel_categories(\n", " df_cv_rf.iloc[:,:-1],\n", @@ -2937,7 +2991,34 @@ } } } - } + }, + "text/html": [ + "
" + ] }, "metadata": {}, "output_type": "display_data" @@ -2967,47 +3048,47 @@ "data": { "text/html": [ "\n", - "\n", + "
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    deltadelta
dataset
sparse_parity1002010-0.030006sparse_parity1002010-0.030006
40100.00950740100.009507
sqrt100.040701sqrt100.040701
10002010-0.01304310002010-0.013043
40100.02799540100.027995
sqrt100.011991sqrt100.011991
1000020100.1531951000020100.153195
40100.24449740100.244497
sqrt100.031197sqrt100.031197
\n" ], "text/plain": [ - "" + "" ] }, "execution_count": 19, @@ -3133,10 +3214,10 @@ " \n", " \n", " 0\n", - " 0.010716\n", - " 0.000647\n", - " 0.001152\n", - " 0.000116\n", + " 0.010085\n", + " 0.000584\n", + " 0.000960\n", + " 0.000133\n", " 1\n", " sqrt\n", " 5\n", @@ -3153,10 +3234,10 @@ " \n", " \n", " 1\n", - " 0.356431\n", - " 0.016461\n", - " 0.003560\n", - " 0.000132\n", + " 0.362321\n", + " 0.019951\n", + " 0.003916\n", + " 0.000286\n", " 5\n", " None\n", " 10\n", @@ -3173,10 +3254,10 @@ " \n", " \n", " 2\n", - " 0.042247\n", - " 0.001181\n", - " 0.001183\n", - " 0.000194\n", + " 0.042616\n", + " 0.000580\n", + " 0.001119\n", + " 0.000073\n", " 1\n", " None\n", " 5\n", @@ -3193,10 +3274,10 @@ " \n", " \n", " 3\n", - " 1.186362\n", - " 0.066177\n", - " 0.010711\n", - " 0.001202\n", + " 1.170339\n", + " 0.061708\n", + " 0.010626\n", + " 0.000576\n", " 10\n", " 40\n", " None\n", @@ -3213,10 +3294,10 @@ " \n", " \n", " 4\n", - " 2.293337\n", - " 0.069107\n", - " 0.019566\n", - " 0.000365\n", + " 2.292053\n", + " 0.092390\n", + " 0.019428\n", + " 0.000879\n", " 20\n", " 40\n", " None\n", @@ -3233,10 +3314,10 @@ " \n", " \n", " 5\n", - " 0.086760\n", - " 0.000167\n", - " 0.001794\n", - " 0.000319\n", + " 0.088105\n", + " 0.000959\n", + " 0.001726\n", + " 0.000157\n", " 5\n", " 40\n", " 2\n", @@ -3253,10 +3334,10 @@ " \n", " \n", " 6\n", - " 0.046786\n", - " 0.000500\n", - " 0.001468\n", - " 0.000251\n", + " 0.047496\n", + " 0.000853\n", + " 0.001416\n", + " 0.000175\n", " 5\n", " 40\n", " 1\n", @@ -3273,10 +3354,10 @@ " \n", " \n", " 7\n", - " 0.031762\n", - " 0.005822\n", - " 0.001977\n", - " 0.000135\n", + " 0.032243\n", + " 0.006031\n", + " 0.001918\n", + " 0.000166\n", " 1\n", " sqrt\n", " None\n", @@ -3293,10 +3374,10 @@ " \n", " \n", " 8\n", - " 0.805108\n", - " 0.011390\n", - " 0.007484\n", - " 0.000435\n", + " 0.803229\n", + " 0.006205\n", + " 0.007322\n", + " 0.000227\n", " 20\n", " 40\n", " 5\n", @@ -3313,10 +3394,10 @@ " \n", " \n", " 9\n", - " 0.047229\n", - " 0.001229\n", - " 0.002220\n", - " 0.000064\n", + " 0.047096\n", + " 0.000865\n", + " 0.002534\n", + " 0.000288\n", " 5\n", " sqrt\n", " 5\n", @@ -3333,10 +3414,10 @@ " \n", " \n", " 10\n", - " 0.201987\n", - " 0.004360\n", - " 0.002530\n", - " 0.000279\n", + " 0.198791\n", + " 0.001824\n", + " 0.002307\n", + " 0.000042\n", " 5\n", " None\n", " 5\n", @@ -3353,10 +3434,10 @@ " \n", " \n", " 11\n", - " 0.822037\n", - " 0.047395\n", - " 0.007518\n", - " 0.000281\n", + " 0.806701\n", + " 0.013678\n", + " 0.007298\n", + " 0.000297\n", " 20\n", " None\n", " 5\n", @@ -3373,10 +3454,10 @@ " \n", " \n", " 12\n", - " 0.684052\n", - " 0.289456\n", - " 0.022861\n", - " 0.001933\n", + " 0.539620\n", + " 0.024452\n", + " 0.020745\n", + " 0.000713\n", " 20\n", " sqrt\n", " None\n", @@ -3393,10 +3474,10 @@ " \n", " \n", " 13\n", - " 0.094785\n", - " 0.003083\n", - " 0.004315\n", - " 0.000461\n", + " 0.090606\n", + " 0.000477\n", + " 0.004055\n", + " 0.000197\n", " 10\n", " sqrt\n", " 5\n", @@ -3413,10 +3494,10 @@ " \n", " \n", " 14\n", - " 0.362684\n", - " 0.019028\n", - " 0.003766\n", - " 0.000464\n", + " 0.354233\n", + " 0.017861\n", + " 0.003784\n", + " 0.000617\n", " 5\n", " 40\n", " 10\n", @@ -3433,10 +3514,10 @@ " \n", " \n", " 15\n", - " 0.314799\n", - " 0.001501\n", - " 0.012309\n", - " 0.000353\n", + " 0.316016\n", + " 0.002235\n", + " 0.011937\n", + " 0.000224\n", " 20\n", " sqrt\n", " 10\n", @@ -3453,10 +3534,10 @@ " \n", " \n", " 16\n", - " 0.732163\n", - " 0.018385\n", - " 0.006887\n", - " 0.000534\n", + " 0.710770\n", + " 0.022646\n", + " 0.006284\n", + " 0.000251\n", " 10\n", " 40\n", " 10\n", @@ -3473,10 +3554,10 @@ " \n", " \n", " 17\n", - " 0.003725\n", - " 0.000243\n", - " 0.000731\n", - " 0.000175\n", + " 0.003642\n", + " 0.000268\n", + " 0.000593\n", + " 0.000051\n", " 1\n", " sqrt\n", " 1\n", @@ -3493,10 +3574,10 @@ " \n", " \n", " 18\n", - " 0.346342\n", - " 0.000672\n", - " 0.004540\n", - " 0.000302\n", + " 0.341927\n", + " 0.001938\n", + " 0.004348\n", + " 0.000141\n", " 20\n", " None\n", " 2\n", @@ -3513,10 +3594,10 @@ " \n", " \n", " 19\n", - " 0.091157\n", - " 0.001882\n", - " 0.004658\n", - " 0.000473\n", + " 0.085888\n", + " 0.000392\n", + " 0.004200\n", + " 0.000100\n", " 20\n", " sqrt\n", " 2\n", @@ -3537,26 +3618,26 @@ ], "text/plain": [ " mean_fit_time std_fit_time mean_score_time std_score_time \\\n", - "0 0.010716 0.000647 0.001152 0.000116 \n", - "1 0.356431 0.016461 0.003560 0.000132 \n", - "2 0.042247 0.001181 0.001183 0.000194 \n", - "3 1.186362 0.066177 0.010711 0.001202 \n", - "4 2.293337 0.069107 0.019566 0.000365 \n", - "5 0.086760 0.000167 0.001794 0.000319 \n", - "6 0.046786 0.000500 0.001468 0.000251 \n", - "7 0.031762 0.005822 0.001977 0.000135 \n", - "8 0.805108 0.011390 0.007484 0.000435 \n", - "9 0.047229 0.001229 0.002220 0.000064 \n", - "10 0.201987 0.004360 0.002530 0.000279 \n", - "11 0.822037 0.047395 0.007518 0.000281 \n", - "12 0.684052 0.289456 0.022861 0.001933 \n", - "13 0.094785 0.003083 0.004315 0.000461 \n", - "14 0.362684 0.019028 0.003766 0.000464 \n", - "15 0.314799 0.001501 0.012309 0.000353 \n", - "16 0.732163 0.018385 0.006887 0.000534 \n", - "17 0.003725 0.000243 0.000731 0.000175 \n", - "18 0.346342 0.000672 0.004540 0.000302 \n", - "19 0.091157 0.001882 0.004658 0.000473 \n", + "0 0.010085 0.000584 0.000960 0.000133 \n", + "1 0.362321 0.019951 0.003916 0.000286 \n", + "2 0.042616 0.000580 0.001119 0.000073 \n", + "3 1.170339 0.061708 0.010626 0.000576 \n", + "4 2.292053 0.092390 0.019428 0.000879 \n", + "5 0.088105 0.000959 0.001726 0.000157 \n", + "6 0.047496 0.000853 0.001416 0.000175 \n", + "7 0.032243 0.006031 0.001918 0.000166 \n", + "8 0.803229 0.006205 0.007322 0.000227 \n", + "9 0.047096 0.000865 0.002534 0.000288 \n", + "10 0.198791 0.001824 0.002307 0.000042 \n", + "11 0.806701 0.013678 0.007298 0.000297 \n", + "12 0.539620 0.024452 0.020745 0.000713 \n", + "13 0.090606 0.000477 0.004055 0.000197 \n", + "14 0.354233 0.017861 0.003784 0.000617 \n", + "15 0.316016 0.002235 0.011937 0.000224 \n", + "16 0.710770 0.022646 0.006284 0.000251 \n", + "17 0.003642 0.000268 0.000593 0.000051 \n", + "18 0.341927 0.001938 0.004348 0.000141 \n", + "19 0.085888 0.000392 0.004200 0.000100 \n", "\n", " n_estimators max_features max_depth \\\n", "0 1 sqrt 5 \n", @@ -3704,10 +3785,10 @@ " \n", " \n", " 0\n", - " 0.007374\n", - " 0.000372\n", - " 0.000845\n", - " 0.000063\n", + " 0.007282\n", + " 0.000526\n", + " 0.000843\n", + " 0.000046\n", " 1\n", " sqrt\n", " 5\n", @@ -3724,10 +3805,10 @@ " \n", " \n", " 1\n", - " 0.249383\n", - " 0.007479\n", - " 0.003744\n", - " 0.000158\n", + " 0.251762\n", + " 0.011088\n", + " 0.003677\n", + " 0.000364\n", " 5\n", " None\n", " 10\n", @@ -3744,10 +3825,10 @@ " \n", " \n", " 2\n", - " 0.027468\n", - " 0.000788\n", - " 0.001009\n", - " 0.000049\n", + " 0.029086\n", + " 0.000532\n", + " 0.001270\n", + " 0.000195\n", " 1\n", " None\n", " 5\n", @@ -3764,10 +3845,10 @@ " \n", " \n", " 3\n", - " 1.400939\n", - " 0.128249\n", - " 0.009859\n", - " 0.000919\n", + " 1.412491\n", + " 0.135107\n", + " 0.009284\n", + " 0.000446\n", " 10\n", " 40\n", " None\n", @@ -3784,10 +3865,10 @@ " \n", " \n", " 4\n", - " 2.886319\n", - " 0.110457\n", - " 0.018642\n", - " 0.000485\n", + " 2.909905\n", + " 0.122506\n", + " 0.018946\n", + " 0.000847\n", " 20\n", " 40\n", " None\n", @@ -3804,10 +3885,10 @@ " \n", " \n", " 5\n", - " 0.087841\n", - " 0.001680\n", - " 0.001714\n", - " 0.000283\n", + " 0.088923\n", + " 0.002403\n", + " 0.001691\n", + " 0.000077\n", " 5\n", " 40\n", " 2\n", @@ -3824,10 +3905,10 @@ " \n", " \n", " 6\n", - " 0.039725\n", - " 0.000589\n", - " 0.001340\n", - " 0.000097\n", + " 0.040306\n", + " 0.001033\n", + " 0.001371\n", + " 0.000148\n", " 5\n", " 40\n", " 1\n", @@ -3844,10 +3925,10 @@ " \n", " \n", " 7\n", - " 0.022542\n", - " 0.001404\n", - " 0.001879\n", - " 0.000228\n", + " 0.022685\n", + " 0.001631\n", + " 0.002127\n", + " 0.000338\n", " 1\n", " sqrt\n", " None\n", @@ -3864,10 +3945,10 @@ " \n", " \n", " 8\n", - " 0.975629\n", - " 0.007436\n", - " 0.007274\n", - " 0.000207\n", + " 0.982723\n", + " 0.006510\n", + " 0.007679\n", + " 0.000420\n", " 20\n", " 40\n", " 5\n", @@ -3884,10 +3965,10 @@ " \n", " \n", " 9\n", - " 0.031864\n", - " 0.000518\n", - " 0.002241\n", - " 0.000090\n", + " 0.031846\n", + " 0.000777\n", + " 0.002252\n", + " 0.000138\n", " 5\n", " sqrt\n", " 5\n", @@ -3904,10 +3985,10 @@ " \n", " \n", " 10\n", - " 0.129852\n", - " 0.001876\n", - " 0.002508\n", - " 0.000347\n", + " 0.130399\n", + " 0.001345\n", + " 0.002347\n", + " 0.000054\n", " 5\n", " None\n", " 5\n", @@ -3924,10 +4005,10 @@ " \n", " \n", " 11\n", - " 0.512544\n", - " 0.004095\n", - " 0.007368\n", - " 0.000245\n", + " 0.515914\n", + " 0.006113\n", + " 0.007114\n", + " 0.000122\n", " 20\n", " None\n", " 5\n", @@ -3944,10 +4025,10 @@ " \n", " \n", " 12\n", - " 0.414337\n", - " 0.007337\n", - " 0.022909\n", - " 0.000492\n", + " 0.416692\n", + " 0.005128\n", + " 0.022618\n", + " 0.000419\n", " 20\n", " sqrt\n", " None\n", @@ -3964,10 +4045,10 @@ " \n", " \n", " 13\n", - " 0.063905\n", - " 0.001242\n", - " 0.004033\n", - " 0.000278\n", + " 0.063272\n", + " 0.000554\n", + " 0.003818\n", + " 0.000105\n", " 10\n", " sqrt\n", " 5\n", @@ -3984,10 +4065,10 @@ " \n", " \n", " 14\n", - " 0.469169\n", - " 0.017862\n", - " 0.003546\n", - " 0.000142\n", + " 0.474601\n", + " 0.018339\n", + " 0.003764\n", + " 0.000239\n", " 5\n", " 40\n", " 10\n", @@ -4004,10 +4085,10 @@ " \n", " \n", " 15\n", - " 0.232263\n", - " 0.003285\n", - " 0.012459\n", - " 0.000422\n", + " 0.235890\n", + " 0.004874\n", + " 0.011847\n", + " 0.000260\n", " 20\n", " sqrt\n", " 10\n", @@ -4024,10 +4105,10 @@ " \n", " \n", " 16\n", - " 0.931505\n", - " 0.023374\n", - " 0.006479\n", - " 0.000177\n", + " 0.940122\n", + " 0.026960\n", + " 0.006469\n", + " 0.000198\n", " 10\n", " 40\n", " 10\n", @@ -4044,10 +4125,10 @@ " \n", " \n", " 17\n", - " 0.002654\n", - " 0.000250\n", - " 0.000720\n", - " 0.000154\n", + " 0.002392\n", + " 0.000254\n", + " 0.000596\n", + " 0.000049\n", " 1\n", " sqrt\n", " 1\n", @@ -4064,10 +4145,10 @@ " \n", " \n", " 18\n", - " 0.192563\n", - " 0.002225\n", - " 0.004412\n", - " 0.000187\n", + " 0.191610\n", + " 0.002235\n", + " 0.004424\n", + " 0.000244\n", " 20\n", " None\n", " 2\n", @@ -4084,10 +4165,10 @@ " \n", " \n", " 19\n", - " 0.057353\n", - " 0.000874\n", - " 0.004205\n", - " 0.000069\n", + " 0.056638\n", + " 0.001373\n", + " 0.004328\n", + " 0.000456\n", " 20\n", " sqrt\n", " 2\n", @@ -4108,26 +4189,26 @@ ], "text/plain": [ " mean_fit_time std_fit_time mean_score_time std_score_time \\\n", - "0 0.007374 0.000372 0.000845 0.000063 \n", - "1 0.249383 0.007479 0.003744 0.000158 \n", - "2 0.027468 0.000788 0.001009 0.000049 \n", - "3 1.400939 0.128249 0.009859 0.000919 \n", - "4 2.886319 0.110457 0.018642 0.000485 \n", - "5 0.087841 0.001680 0.001714 0.000283 \n", - "6 0.039725 0.000589 0.001340 0.000097 \n", - "7 0.022542 0.001404 0.001879 0.000228 \n", - "8 0.975629 0.007436 0.007274 0.000207 \n", - "9 0.031864 0.000518 0.002241 0.000090 \n", - "10 0.129852 0.001876 0.002508 0.000347 \n", - "11 0.512544 0.004095 0.007368 0.000245 \n", - "12 0.414337 0.007337 0.022909 0.000492 \n", - "13 0.063905 0.001242 0.004033 0.000278 \n", - "14 0.469169 0.017862 0.003546 0.000142 \n", - "15 0.232263 0.003285 0.012459 0.000422 \n", - "16 0.931505 0.023374 0.006479 0.000177 \n", - "17 0.002654 0.000250 0.000720 0.000154 \n", - "18 0.192563 0.002225 0.004412 0.000187 \n", - "19 0.057353 0.000874 0.004205 0.000069 \n", + "0 0.007282 0.000526 0.000843 0.000046 \n", + "1 0.251762 0.011088 0.003677 0.000364 \n", + "2 0.029086 0.000532 0.001270 0.000195 \n", + "3 1.412491 0.135107 0.009284 0.000446 \n", + "4 2.909905 0.122506 0.018946 0.000847 \n", + "5 0.088923 0.002403 0.001691 0.000077 \n", + "6 0.040306 0.001033 0.001371 0.000148 \n", + "7 0.022685 0.001631 0.002127 0.000338 \n", + "8 0.982723 0.006510 0.007679 0.000420 \n", + "9 0.031846 0.000777 0.002252 0.000138 \n", + "10 0.130399 0.001345 0.002347 0.000054 \n", + "11 0.515914 0.006113 0.007114 0.000122 \n", + "12 0.416692 0.005128 0.022618 0.000419 \n", + "13 0.063272 0.000554 0.003818 0.000105 \n", + "14 0.474601 0.018339 0.003764 0.000239 \n", + "15 0.235890 0.004874 0.011847 0.000260 \n", + "16 0.940122 0.026960 0.006469 0.000198 \n", + "17 0.002392 0.000254 0.000596 0.000049 \n", + "18 0.191610 0.002235 0.004424 0.000244 \n", + "19 0.056638 0.001373 0.004328 0.000456 \n", "\n", " n_estimators max_features max_depth \\\n", "0 1 sqrt 5 \n", From 0a016e3c617c538f1e0eea90656e84ec59a22dd6 Mon Sep 17 00:00:00 2001 From: Jong Shin Date: Thu, 16 Jun 2022 12:55:30 -0400 Subject: [PATCH 20/36] add robustness test --- notebook/mnist_benchmark_OF_vs_RF.ipynb | 234 +++++++++++++++++++----- 1 file changed, 187 insertions(+), 47 deletions(-) diff --git a/notebook/mnist_benchmark_OF_vs_RF.ipynb b/notebook/mnist_benchmark_OF_vs_RF.ipynb index c77dc60b90d83..71cbb0c6e43b0 100644 --- a/notebook/mnist_benchmark_OF_vs_RF.ipynb +++ b/notebook/mnist_benchmark_OF_vs_RF.ipynb @@ -5,9 +5,7 @@ "metadata": {}, "source": [ "# Comparing axis-aligned decision tree versus oblique decision tree on sklearn digits dataset\n", - "Here we extend our analysis beyound our previous `Iris` and `simulation` datasets to measure performance of oblique forest against random forset on sklearn digits dataset. We assessed performance of each algorithm using one verus rest ROC-AUC score followed by multi-class confusion matrix. As seen from previous notebooks, OF outperforms RF in this real-world setting as well.\n", - "\n", - "Add a section describing the dataset very briefly and then linking to https://scikit-learn.org/stable/auto_examples/classification/plot_digits_classification.html for reference." + "Here we extend our analysis beyound our previous `Iris` and `simulation` datasets to measure performance of oblique forest against random forset on sklearn digits dataset. We assessed performance of each algorithm using one verus rest ROC-AUC score followed by multi-class confusion matrix. As seen from previous notebooks, OF outperforms RF in this real-world setting as well." ] }, { @@ -45,7 +43,7 @@ }, { "cell_type": "code", - "execution_count": 2, + "execution_count": 110, "metadata": {}, "outputs": [ { @@ -54,7 +52,7 @@ "'1.2.dev0'" ] }, - "execution_count": 2, + "execution_count": 110, "metadata": {}, "output_type": "execute_result" } @@ -80,6 +78,8 @@ "import matplotlib.pyplot as plt\n", "\n", "random_state = 123456\n", + "np.random.seed(random_state)\n", + "CLABEL = ['RF', 'OF']\n", "\n", "sklearn.__version__" ] @@ -92,7 +92,7 @@ { "data": { "text/plain": [ - "'2022-06-13'" + "'2022-06-15'" ] }, "execution_count": 3, @@ -301,43 +301,41 @@ "metadata": {}, "outputs": [], "source": [ - "max_features = ['sqrt', X.shape[1]]\n", + "def run_experiment(X, y, cv=10):\n", + " max_features = ['sqrt', X.shape[1]]\n", "\n", - "output = []\n", + " output = []\n", "\n", - "for mf in max_features:\n", - " tmp = [f'{mf}']\n", + " for mf in max_features:\n", + " tmp = [f'{mf}']\n", "\n", - " clfs = [\n", - " RandomForestClassifier(max_features=mf, random_state=random_state),\n", - " ObliqueRandomForestClassifier(max_features=mf, random_state=random_state)\n", - " ]\n", + " clfs = [\n", + " RandomForestClassifier(max_features=mf, random_state=random_state),\n", + " ObliqueRandomForestClassifier(max_features=mf, random_state=random_state)\n", + " ]\n", + "\n", + " for clf in clfs:\n", + " cv_score = cross_val_score(clf, X=X, y=y, cv=cv, scoring='accuracy')\n", + " tmp.append(cv_score)\n", + " \n", + " output.append(tmp)\n", + "\n", + " df_out = pd.DataFrame(output, columns=['max_features', 'RF', 'OF']).explode(['RF','OF'])\n", + " df_out['delta'] = df_out.apply(lambda x: x.OF-x.RF, axis=1)\n", "\n", - " for clf in clfs:\n", - " cv_score = cross_val_score(clf, X=XX, y=yy, cv=10, scoring='accuracy')\n", - " tmp.append(cv_score)\n", - " \n", - " output.append(tmp)" + " # print('Run Complete')\n", + "\n", + " return df_out" ] }, { "cell_type": "code", "execution_count": 12, "metadata": {}, - "outputs": [], - "source": [ - "df_out = pd.DataFrame(output, columns=['max_features', 'RF', 'OF']).explode(['RF','OF'])\n", - "df_out['delta'] = df_out.apply(lambda x: x.OF-x.RF, axis=1)" - ] - }, - { - "cell_type": "code", - "execution_count": 13, - "metadata": {}, "outputs": [ { "data": { - "image/png": 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", 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", 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" ] @@ -349,6 +347,8 @@ } ], "source": [ + "df_out = run_experiment(X=XX, y=yy)\n", + "\n", "fig, ax = plt.subplots()\n", "sns.barplot(data=df_out, x='max_features', y='delta', ax=ax)\n", "ax.set_ylabel(r'$\\Delta$ Accuracy (OF - RF)')\n", @@ -365,11 +365,11 @@ }, { "cell_type": "code", - "execution_count": 14, + "execution_count": 13, "metadata": {}, "outputs": [], "source": [ - "def compute_ROC_AUC():\n", + "def compute_ROC_AUC(y_test_10, y_score):\n", " # Compute ROC curve and ROC area for each class\n", " fpr = dict()\n", " tpr = dict()\n", @@ -402,11 +402,11 @@ }, { "cell_type": "code", - "execution_count": 15, + "execution_count": 94, "metadata": {}, "outputs": [], "source": [ - "def draw_ROC(name):\n", + "def draw_ROC(name, roc_auc, tpr, fpr):\n", " lw = 2 #line width\n", " tab10 = plt.get_cmap('tab10', 10) #color iterable\n", "\n", @@ -454,7 +454,7 @@ }, { "cell_type": "code", - "execution_count": 16, + "execution_count": 95, "metadata": {}, "outputs": [ { @@ -463,17 +463,38 @@ "text": [ "There are 10 classes\n" ] + }, + { + "data": { + "text/plain": [ + "(Counter({8: 1, 4: 5, 0: 5, 6: 4, 1: 4, 7: 6, 5: 4, 2: 2, 3: 2, 9: 2}),\n", + " Counter({8: 173,\n", + " 3: 181,\n", + " 2: 175,\n", + " 1: 178,\n", + " 5: 178,\n", + " 9: 178,\n", + " 6: 177,\n", + " 7: 173,\n", + " 4: 176,\n", + " 0: 173}))" + ] + }, + "execution_count": 95, + "metadata": {}, + "output_type": "execute_result" } ], "source": [ "X_train, X_test, y_train, y_test = train_test_split(X, y, test_size=0.98, random_state=random_state)\n", "n_classes = len(set(y_test))\n", - "print(f'There are {n_classes} classes')" + "print(f'There are {n_classes} classes')\n", + "Counter(y_train), Counter(y_test)" ] }, { "cell_type": "code", - "execution_count": 17, + "execution_count": 96, "metadata": {}, "outputs": [], "source": [ @@ -485,7 +506,7 @@ }, { "cell_type": "code", - "execution_count": 18, + "execution_count": 97, "metadata": {}, "outputs": [ { @@ -511,7 +532,7 @@ " 'warm_start': False}" ] }, - "execution_count": 18, + "execution_count": 97, "metadata": {}, "output_type": "execute_result" } @@ -523,7 +544,7 @@ }, { "cell_type": "code", - "execution_count": 19, + "execution_count": 98, "metadata": {}, "outputs": [ { @@ -550,7 +571,7 @@ " 'warm_start': False}" ] }, - "execution_count": 19, + "execution_count": 98, "metadata": {}, "output_type": "execute_result" } @@ -562,7 +583,7 @@ }, { "cell_type": "code", - "execution_count": 20, + "execution_count": 99, "metadata": {}, "outputs": [ { @@ -607,8 +628,8 @@ " [name, np.argmax(y_test_10, axis=1), np.argmax(y_score, axis=1)]\n", " )\n", "\n", - " roc_auc, fpr, tpr = compute_ROC_AUC()\n", - " fig = draw_ROC(name)" + " roc_auc, fpr, tpr = compute_ROC_AUC(y_test_10, y_score)\n", + " fig = draw_ROC(name, roc_auc, tpr, fpr)" ] }, { @@ -620,7 +641,7 @@ }, { "cell_type": "code", - "execution_count": 21, + "execution_count": 100, "metadata": {}, "outputs": [ { @@ -646,12 +667,131 @@ " ax[i].set_title(cm[0], fontsize=15)" ] }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "### Robustedness test using batched digits dataset" + ] + }, { "cell_type": "code", - "execution_count": null, + "execution_count": 23, "metadata": {}, "outputs": [], - "source": [] + "source": [ + "import random\n", + "\n", + "def batch_generator(size, batch_size, X, y, random_state):\n", + " start = 0\n", + " N = len(X)\n", + "\n", + " max_size = size*(batch_size+1)\n", + " cnt = 0\n", + "\n", + " random.seed(random_state)\n", + " idx = random.sample(range(N),N)\n", + " X, y = X[idx], y[idx]\n", + "\n", + " if max_size > N:\n", + " raise IndexError('Index Out of Range')\n", + "\n", + " for end in range(size,max_size,size):\n", + " outer_idx = [i for i in range(N) if i < start or i > end]\n", + " yield X[start:end], y[start:end], X[outer_idx], y[outer_idx]\n", + " start = end\n", + " cnt += 1\n", + " print(f'Batch #{cnt}')" + ] + }, + { + "cell_type": "code", + "execution_count": 182, + "metadata": {}, + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "Batch #1\n", + "Batch #2\n", + "Batch #3\n", + "Batch #4\n", + "Batch #5\n" + ] + } + ], + "source": [ + "output = []\n", + "confusion_matrix_batch = []\n", + "\n", + "for i, (train_mX, train_my, test_mX, test_my) in enumerate(batch_generator(50, 5, X, y, random_state=random_state)):\n", + "\n", + " # print(train_mX.shape, test_mX.shape)\n", + " # print(Counter(train_my))\n", + "\n", + " clfs = [\n", + " RandomForestClassifier(max_features=None, random_state=random_state),\n", + " ObliqueRandomForestClassifier(max_features=None, random_state=random_state)\n", + " ]\n", + "\n", + " for clf, clf_label in zip(clfs, ['Random Forest', 'Oblique Forest']):\n", + " \n", + " y_pred = clf.fit(train_mX,train_my).predict_proba(test_mX)\n", + " y_test_10 = label_binarize(test_my, classes=range(n_classes))\n", + "\n", + " roc_auc, fpr, tpr = compute_ROC_AUC(y_test_10, y_pred)\n", + " output.append([roc_auc, tpr, fpr])\n", + "\n", + " confusion_matrix_batch.append(\n", + " [i, clf_label, np.argmax(y_test_10, axis=1), np.argmax(y_pred, axis=1), roc_auc]\n", + " )" + ] + }, + { + "cell_type": "code", + "execution_count": 183, + "metadata": {}, + "outputs": [ + { + "data": { + "image/png": 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", + "text/plain": [ + "
" + ] + }, + "metadata": { + "needs_background": "light" + }, + "output_type": "display_data" + } + ], + "source": [ + "df_confusion = pd.DataFrame(confusion_matrix_batch).sort_values([1,0], ascending=False).to_numpy()\n", + "\n", + "N = int(df_confusion.shape[0] / 2)\n", + "\n", + "fig, ax = plt.subplots(2,N,figsize=(6*N,12))\n", + "\n", + "for i, cm in enumerate(df_confusion):\n", + " col = int(i%N)\n", + " row = int(i//N)\n", + "\n", + " metrics.ConfusionMatrixDisplay.from_predictions(y_true=cm[2],y_pred=cm[3], colorbar=False, ax=ax[row,col])\n", + " ax[row,col].set_title(f'Batch #{col}: {cm[1]} (AUC: {round(cm[4][\"macro\"],2)})', fontsize=15)" + ] + }, + { + "cell_type": "code", + "execution_count": 204, + "metadata": {}, + "outputs": [], + "source": [ + "# df_batch = pd.DataFrame()\n", + "\n", + "# for i, (train_mX, train_my, test_mX, test_my) in enumerate(batch_generator(150, 5, X, y, random_state=random_state)):\n", + "# df_batch = pd.concat([df_batch, run_experiment(X=train_mX, y=train_my)])" + ] } ], "metadata": { From b18d356494073ebf4853e5407367a95b4e6b5080 Mon Sep 17 00:00:00 2001 From: Jong Shin Date: Thu, 16 Jun 2022 13:23:48 -0400 Subject: [PATCH 21/36] add description and rerun notebook --- notebook/mnist_benchmark_OF_vs_RF.ipynb | 49 +++++++++++++++---------- 1 file changed, 29 insertions(+), 20 deletions(-) diff --git a/notebook/mnist_benchmark_OF_vs_RF.ipynb b/notebook/mnist_benchmark_OF_vs_RF.ipynb index 71cbb0c6e43b0..e034a2504fdf7 100644 --- a/notebook/mnist_benchmark_OF_vs_RF.ipynb +++ b/notebook/mnist_benchmark_OF_vs_RF.ipynb @@ -43,7 +43,7 @@ }, { "cell_type": "code", - "execution_count": 110, + "execution_count": 2, "metadata": {}, "outputs": [ { @@ -52,7 +52,7 @@ "'1.2.dev0'" ] }, - "execution_count": 110, + "execution_count": 2, "metadata": {}, "output_type": "execute_result" } @@ -92,7 +92,7 @@ { "data": { "text/plain": [ - "'2022-06-15'" + "'2022-06-16'" ] }, "execution_count": 3, @@ -335,7 +335,7 @@ "outputs": [ { "data": { - "image/png": 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", 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", 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" ] @@ -402,7 +402,7 @@ }, { "cell_type": "code", - "execution_count": 94, + "execution_count": 14, "metadata": {}, "outputs": [], "source": [ @@ -454,7 +454,7 @@ }, { "cell_type": "code", - "execution_count": 95, + "execution_count": 15, "metadata": {}, "outputs": [ { @@ -480,7 +480,7 @@ " 0: 173}))" ] }, - "execution_count": 95, + "execution_count": 15, "metadata": {}, "output_type": "execute_result" } @@ -494,7 +494,7 @@ }, { "cell_type": "code", - "execution_count": 96, + "execution_count": 16, "metadata": {}, "outputs": [], "source": [ @@ -506,7 +506,7 @@ }, { "cell_type": "code", - "execution_count": 97, + "execution_count": 17, "metadata": {}, "outputs": [ { @@ -532,7 +532,7 @@ " 'warm_start': False}" ] }, - "execution_count": 97, + "execution_count": 17, "metadata": {}, "output_type": "execute_result" } @@ -544,7 +544,7 @@ }, { "cell_type": "code", - "execution_count": 98, + "execution_count": 18, "metadata": {}, "outputs": [ { @@ -571,7 +571,7 @@ " 'warm_start': False}" ] }, - "execution_count": 98, + "execution_count": 18, "metadata": {}, "output_type": "execute_result" } @@ -583,7 +583,7 @@ }, { "cell_type": "code", - "execution_count": 99, + "execution_count": 19, "metadata": {}, "outputs": [ { @@ -641,7 +641,7 @@ }, { "cell_type": "code", - "execution_count": 100, + "execution_count": 20, "metadata": {}, "outputs": [ { @@ -671,12 +671,13 @@ "cell_type": "markdown", "metadata": {}, "source": [ - "### Robustedness test using batched digits dataset" + "### Robustedness test using batched digits dataset\n", + "Following experiment tests for robustness of each model using batched digits dataset. The test employs the custom batch generator that splits data into given number of batches and each batch size. The corresponding confusion matrices are generated for each model for each batch " ] }, { "cell_type": "code", - "execution_count": 23, + "execution_count": 21, "metadata": {}, "outputs": [], "source": [ @@ -706,7 +707,7 @@ }, { "cell_type": "code", - "execution_count": 182, + "execution_count": 22, "metadata": {}, "outputs": [ { @@ -748,14 +749,22 @@ " )" ] }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "### Visualization of the batched confusion matrice\n", + "Even with very small data regime, each model was able to perform well on classifying each class. In particular, the oblique forest outperformed across all batches." + ] + }, { "cell_type": "code", - "execution_count": 183, + "execution_count": 23, "metadata": {}, "outputs": [ { "data": { - "image/png": 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g6IVSnn0YyABmVdlPwgCX//XR7JOSZytJnjUEa56t6XMBq9PW5cFjdvkbI0G1w7hF7yKMWxhvqZhBKXVSLZeVg7GTmOEnjLFjK6yr8v+TgVcxxje92j+tYpzKzhiFgSqvc7XWWUexDsVa6yX+/y/09/7+Wyk1Xmu9GOP5BT2BM7XW+8bdVP5xRI9QxVVijTB+F6q8rmon0LWGzzeu9jkr7aTaevp3rGQOXKfqvdO5GAebcTUsdw/su2LhJeAlZYxzejnwNEYyeusI1zWXar3V/gPexRi3Km+t4TOXYiQMgCyg9UGW3RT/gU1rnaGU2oxxm/d7R7iOB7OWauOu+q+cacthvget9VSlVAuMq1EKtdbblFKrgB/87xcrpWra9oo7G33VpidgX3k7FgRrnjWD5NnakTxrOGbzbLVldsIYyuJQV3slIHn2UII6zyqlBmFcifiW1vqFOq6D5NnakTxrCIo8W9PHa5iWgOTZwwnqXFuDZRgXmxwNybW1I7nWcMzmWmk7CLhgzbOdMO7kyeNAecAQKu84qy3Js7UjedZwzObZw6hznba+35lVk27+fzP8/0ZxYC/o5dVeV++hrvATkKSUOidwq7fPjRg96BMxHtDWF+PBe1VvpXyiYmZt3NK5HiPxA/t2gIsweuED4b8Yt+494H9dkRD3fX9KqVYY49keqb8wbjM8r8qyHFVf+y0Geiul2lSZrznGlQdHeiAIlMUYt3pW7Rn+B0Zn7+HW6SeMxL+6hqsK1lWfWWudobV+DuPW24orfg5WPmuyDuOW6KqGYSS5BzAOwlX/PgbOUUo18M/7K8b3v99tv8q4Bbax//0KLwP/UEqdXH0llFKRSqlTarG+VU0H+vrLWIWRQAS1eIih1tqjjdvCt/krQ50x9q8KPwAnqv1vLR+OURn9q9riWmPsb6JmQZlnLSJ5tmaSZ4Mjz1a4FOM7/baG9yq0RvLsoQRtnlVKdcU4Js/AeBh0oEmerZnk2eDKsxXrqDCuaF+h9x9uByTP1kbQ5trq/GVlIMYV0oEgubZmkmuDI9dK20HgBGuefYQD95EVwDz//6uXk6MhebZmkmeDI89WX8fA1Wl1LR+uZfUfRhLJx7htbQAwFLgLI9H8r8p8t2D06o3FGBtzPMZD1jRwTpX5NmPcNnwiRu96OMaVFzOAQuBejPFZLwfervK5LcCL1dbtav/yY2uxHfOBG/z/fwj49hDzXooxvmRF0pyI8cC+blXmacURPFywhukP+2N0xCigGcBS4GyMq7jWYVSAl1T5zBNAdg3L0sBtVV6/gpEs7wHOwBjTdBv7P1wwwv9brMXoqR6FkWS3s/8D+vZbtn/aHA582GKN63Yk82AkunLge4zbPW/AuNJiRpV5hvnXqVu1z6YA6Ri3UF+GcaXHxcAE4FL/PG8Dz2IcNIYBT2JUks6v8ptqjCsD+gPHH2JdT/PP27DKtHf96xtRw/y9/PNf6X8di5GkNwHXYJT5WzF6++cDjiqfdQBf+cvgixhXAJyMMZb0Rqo8aJHaPVzQBazCGKv2LIzynglMqjbfT8BP1aa9AJyPsY8/DOwFnqg2TyuMnPE9xrjxFb/juzWsyy7g7qPNT8HyR2jm2S7AhRjPcNEYD/+8EDipWlmSPHuYdTuSeZA8GxR5tsq8a6iSIw4yj+TZyn0jnxDJsxhXUWZg7LPDqmz3AKBLlfkkzx5YTiTPSp4FmIvRCXwaxgn/NP/3PLKGdZE8u//+kU/o5NohwP+AqzD2x1EYV6J7gbOqzCe59sByIrlWcm3F95iPtB3U+o8Qy7MH+ewcDswrkmcPLCeSZyXPgol1WtsT4mEKt67yVw5sAP4DNKgyn9P/I+7GSHjf+Atb9UR5GrASY0fWQGv/9Cj/57dh9H6nAU9X+dwWjjJRYoyF6Qba+l//DNxymM/8y1/oyjAS2PBq77f2x776MMuZSM2JMs6/U73tf90X+N2/M2zwb9t+n6X2iTICeAPjYJaH8ZyEu6mSKP3ztcWofO8BijCuiulwqGX7p83BhETpn2c4Ru9/qb8svVH19+UgidL/XjOMh93t8v9uW4BJQNcq5WU+xi2Txf5yeF21ZdyDcfupB9hyiPUMx7j1uiLxufzLfecQn1kNTK+2vhP96+vGKPuvAXE1fNaBcbXKIv9vVYpxYHsciK+2n0ysxX7dwv/bF/m3YwIQXcPvPKfatC/9v0uZP/6/DrL8PhhXLpT4t+9lILLaPD0xEmjrw61vsP8Rgnm2hm2u+JtTZZ7WSJ6t/p1JnpU8WzHfCf7f6ZJDrIPk2f33jZDJs1Tux5Jna1i2f9ocJM9Knj1IngXex2hUKsFoGPgVY7ih6vNJnj1w/wilXNsa+LrKemzDyEEDa5hPcu1h1u0o5pFce4znWv980nZwBH+EWJ49yOfncGBeaY3k2erlRPKs5FkwsU6r/B8UQhwjlFKvAO211mfbvS7HIqXUs0BfrfUIu9dFCFE/SZ6tG8mzQojDkTxbN5JnhRC1Ibm2biTXCiEOR/Js3RxNnpXOLCGOMf6H7K0DemqtZezmI6CUisG4uuJCrfUcm1dHCFFPSZ49epJnhRC1IXn26EmeFULUluTaoye5VghRG5Jnj97R5lmHaWskhDCF1nobcB3GAwXFkWkJ/Fsqo0KIQ5E8WyeSZ4UQhyV5tk4kzwohakVybZ1IrhVCHJbk2To5qjwrd2YJIYQQQgghhBBCCCGEEEKIeivM7hWoKj7JqRs3d1kaM3NVtKXxQolyWHvjn/b5LI0XSpTLhlRhcUd7iXcP5b5SZWlQG8Qmhuuk5pGWxsz/29q8DlhefkKGsn4XURHhlsfUpWWWx8SG7GP1cRqg0JuTrbVuaHlgC6UkOXXrVGvz3vqVUp81jdX7phy+RB3tIS/o8yxAcpJDt0y19hxl01+xlsYDQiYnKJe1x03tcVsazwhqfUhhjlL2Uq7Lgr7tICXJaXme3bgyxtJ4IrgoG9or5CYh8xysTluvOrMaN3cx4bvWlsZ8vt3xlsYLJY4oaxtWfMXFlsYDbGnYtaORPqxhE8tjare1JxgL876xNJ5dkppHct/XfSyN+X0P6++21u5yy2OGQj5QLus7lhzt21ge07t6neUxVZj1VTJHtPUdIDMLPthqeVCLtU518fvMVEtjnt68p6XxgJC5aMDqfVN7PJbGE8Fntv466PMsQMvUMH6e3sjSmKNbD7E0HoROTghr0tzSeN7MXZbGg9D5LUPBYv2T3atgiZapYcyfYe25/MjmfS2NF1Ksbq+w4VzBEWnthdsAvjIbLoQNkfOwg9Vp5ZlZQgghhBBCCCGEEEIIIYQQot6SziwhhBBCCCGEEEIIIYQQQghRb0lnlhBCCCGEEEIIIYQQQgghhKi3pDNLCCGEEEIIIYQQQgghhBBC1FvSmSWEEEIIIYQQQgghhBBCCCHqLenMEkIIIYQQQgghhBBCCCGEEPWWdGYJIYQQQgghhBBCCCGEEEKIeks6s4QQQgghhBBCCCGEEEIIIUS9JZ1ZQgghhBBCCCGEEEIIIYQQot4Ks3sFamP6A83Z9HMc0ckerp2xYb/3fn83hTnPNeW2P/4mOskLwO61kcx6pDllRQ6Ugqv+t5GwCB2QdekzrJCbxu3A6dBM/zyJL19vHJDlSkyYOGcpxXsd+LwKr1cx5oLupse0ejvv/m86/UcUkp8dxo3DO5saq4JV2zjmsVX0G5JFfm44t44eDMC1Y9bRb2gWHrdi57ZoXn6iG3uLXKbEP+/yDE4ftQMFzPi2GVMmpZoSJ1gtGxvDrrnhRCT5OPm7AgDWvhrFzp/DUQoikn30fKaIyEYanxuWPxZDwd9haC+kjiyjww2lAVsXV4SPF79ciyvchzNM8+u0JCa91Dxgyz8YyQeBZ9VvmdKwmHvuX0xiUinap5gxrS1TJnfkxKEZXH7lalJbFnLX7SPYsD4p4LErWP3dpjQt576X0khs6EFrmPZZClM+MDdm8zbFPDh+7b7XTVNL+eTVVkz52Pz9Mxj8965UFs+OIyHFwzu/rNs3fcr7KXz3YQqOME3/4YVc/+hOPG546d6WbPwrCq9HMeKiXC65fXfA1sWO/AOhUae1Y98Mhe9VYoraeuOediydnUh8ipv//rQCgC//24KfPmtMXLIbgEsfSKfX8Hx+/TaF795qtu+z6Wui+c+MlbTuWlzn9bAjF0Dwltkxj6yk34m7yc8L59ZLhwJwxY3rGTB0F1pDfm4EL/27O7nZkQGPDfJ7BlM8u2IGk1fubs2S2QnEp7h5/efV+6b/8EEjpn7YCEcY9BmezzWPbMPjVrx2b2s2r4rG61GcfGEOF92+M6DrEwplyI5tDIX2igoOh+bVKavI3hXOE9d3MjWWnIfVnal3ZimlzlBKrVNKbVRKPXi0y+k2Ko8LP0w7YHrhDhdb5scS16x83zSfB6be3YLTxm3nuhkbuPSzzTjCAtOR5XBobn1mO49c3oZ/DevEyefl07JD4BpwQzlmhQev6MptI3tY0pFlx3bO+jKJsZe3NTVGVVZu4+zvm/HY7b33m7ZscTK3XDyI2y4ZzI6t0Vx8zWZTYrdqX8Tpo3Zw12V9uPWivvQbmk2zlnU/CT0WBCrPtrygjAHvFO43rd21pZz8vwKGTS6g8Ulu1r0RDcCOmeH4yhUnTylg6FcFbPkykuLtgTucuMsUD1zaiVvO7MYtZ3alz0kFdO5ZFLDl10TygTms+i29XsV7b5/ATdedyd13DOeckRtJbVnA1i3xPPXkIFb91TDgMauy47v1eRXvPpXKDcO7cud5nTn3qixadigxNeb2tGhuv6AXt1/QizGjelJa4mDh7GRTY9YXgci1p43O5elP9z8OLp8fy4KZ8bz50zrenbOOC2/OAmDe9wm4yxRv/7yO12esY9onKWRmhNd9Q/yszj8QOnVaq/fNUPleJWbwC1SddthFu3l40poDpp/9rx28MGslL8xaSa/h+QAM+Uf2vmm3v7KRhqllAenIAnuO08FcZmdPbcFjY/ruN+2bSW247fIh3H7FEH7/rRGXXr/hIJ+uO/k9gyOeXTHri0Dl2eEXZ/PEp+v3m7ZyfgMWz0zg1dmrmfDLKi64KROA+T8k4ilXvPbTal6a8TczJzVkVwDrtKFQhuwqs6HQXlHhvGsySd8UZUksOQ8LwLIDspQaKKWcwATgTKALcKlSqsvRLCu1XzFRCd4Dpv/8dFOGPZAJqnJa2q8NaNi5lEbHGV9QVKIXh/Nooh6oU89idmwJJzM9Ao/bwZwpCQw8vSAwCw/xmHawYztXLY5lT36ACmQtWLmNq5clsadg/7uuli1Kwec10szaVQkkNy4zJXZqm2LWrYyjrNSJz+tg1ZIEBg3PMiVWfRLIPJvcx0N4/P4d/67YytfeEipzrQJvicLnAV+ZwuGCsJjAXDRQEaC02NhPwsI0YS6NDuTiayD5wCzW/JZ5uVFs2pgIQEmJi/T0OFJSSshIj2P7trjAB6zGju82d7eLjauMDuaSvU4yNkaS3MRtasyqegzMJzMjit07zLkCuj4JVK49fsBeGiTuX5/94eNkRt+2i3D/CAIJKR5/TCgtduD1QHmpg7BwH9GxB9aFj5bV+QdCp05r9b4ZKt+rxAxugazTdhmwh9gEzxF/7rcpyQw+L/toQtbIjuN0MJfZ1cuS2FO4/7lmyd7K15FRHrRW1T8WMPJ7Bkc8u2LWB4HMs90GFB2QZ6d/3IhRt2biqlanRUFpsROvB8pKFGEuHdA6bSiUIbvKbGi0V0BKkzL6nZzPzP8z9wLYCnIeVndm3pnVD9iotd6stS4HvgDOC9TCN8xuQIPG7n2dVhXytoSDgi+vbs3Eke1Z/HZKoEKS3MRN1o7KKwiyd7pIaWpuBSZUYgJoDU9PXMOr/1vJmaN3mR7Pru20Un3axlNHbufP+YHbH6vaujGGbr3yaRDvJiLSS58hOaSY1HFWz5iaZwHWvBzFrFMS2PZDBJ1vN65UbXZaOc4ozayTEvlxeCLtrikhPCGwPRQOh2bCtFV8sXQ5S3+NY93y2IAuv7r6tK+Yxa5ttPq3bNR4L+3a57N2rXV3DNldfhq3KKNd12LWLYuxLOZJZ2UxZ6o1Ff56wLRcu31TJKsWx3LH2R249x/tWbfcuCJwyDn5REb7uPSEblzRtwsX3pRFXGLgTvztEEp12gpW7Juh8r1KzKBnep125sQm3DuiO2/c046iGhqRFn6fEtDOrKqsOk6HYpm96uZ1TPz+Z4adsYNJb3ewJKb8nsduPLti1hOm5tkdmyP5+/dY7j3nOB4a1YkNy439Y/DZeURGe/lnzxO4rl8Pzr8p84CLu+oiFMpQqJRZu7bzxke38v5zLfH5zLsgwm7Btp+Y2ZnVHMio8nqbf9p+lFI3KKWWKKWWFOTWLqG5SxSL3mjEiXcd2OHh8yi2L4nhnPEZXP5/m9jwYzxb5wemkqFqKNdm3y0QKjEB7hndjdvP686j1x7HOVdk0q1v4eE/VAd2baeV6ss2jr52E16v4pfpTU1ZfkZaDF992Iqn31nGuDeXk7YuFq83eA9EVRxxni3KK6/+9iEdd2cJp/2cT4tzykj71LgDI++vMJQDTpuTx4hZeWyaGMXejMAeTnw+xa1ndeOKAT3odMJeWnU0d9jI+rKvmMmubbTyt4yMdDP2sQW88+YJlBSb83y+mthZfiKjvTzy9mbefjKV4iJrrvAKc/nof0oOv80w5wKFeuiwubZqns3Kqf0JutcLRQVOXvlhA9c/uoOnb2yN1rBuWQwOp+azZav4ePEavnmrITu3Bm5IFjuEUp0WrNs3Q+V7lZhB74jrtNk5vlov/LSrdvHa/GU8P2sliY3K+Xhc6/3e37A0lvBIHy07B37YOCuP06FYZj9+sxNXn3sKc2Y049yLtpoeT37PYzueXTHriaPIs0dapw3jhe/XcM0j2/jPTe3QGtYvj8HhhIlLV/DuopVMebsxmVsj6r41+9b3wGnBVoZCpczasZ39TskjP8fFxlXWXRRqh2DbT8zszKqpJfmA1dZav6O17qO17hOfVLvKQH56OAUZ4Xx4dgfeGtqJPZkuPhrZnqKsMBo0cZPaby/RSV5cUZq2J+0hc3Vgxr3M3umiYZXnc6U0dZOTaW5jWajEBMjdbTTSFOS6WPBjEp26m/uMHLu200r1YRuHn7OdvkOyePGR7tScFgJj1uRm3DG6H/df05s9hS52pFsz3q3NjjjPxiYeXWNo87PL2fmj8dntUyNoNKQchwsikjVJPd3krwo7quUezt7CMFYubECfYebeAl0f9hWz2b2NZv+WTqePsY8vYM7PLVnwWwtTYhyMXd+tM0zz6Nub+WVyEvNnJJoer0KfIXls+juW/Jxju3PlCBw211bNsw2Ta9+4ldLUzeCzClAKOvcsxuGAglwnv0xOoM/JewhzGcO0dOm7l/Urouu6HbYKpTqtlftmqHyvEjPoHXGdNiW59k0ZCQ3dOJzgcMDwy3azqdpd4vO/S2bw+YG/K8vq43Qol9k5M5sz6JRMU2PI73nsx7MrZj1xFHm29nXa5KZuBp6Zh1LQsedeHA5NYW4Y8yYn0WtYAWEuTUKKh859i9gYwDptKJShUCmzdmxnl957GDA8j4nzlvHgqxvpMbCQ+8ZvNDWmHYJtPzGzM2sbkFrldQtgRyAW3LBTGbf9sYab5q3jpnnraNDEzT+/20hsQw9thu5h97pI3P7nuWT8HkNKh8AMN7ZueTTN25TTOLWMMJePYefls2hWfECWHeoxI6K8RMV49/2/14n5bNlgbmeEHdtpNbu3sffALC78Zxr/vqsXZaXmXrkWn2QkyYZNShk0PIu50xqbGq+eMC3PAhRtqTxEZP4STmxbYx+Nauole5ELrcFTDHkrwva9FwjxSW5i4owxtsMjfPQ8sZCMjZIP6sqObbTut9Tcec8fZKTHMfmbTiYs/9DsKT+au17YQvrGSL59z9p8d9LZu5kbOkMMgom5dtAZBSz/zWhU3bYpAne5Ij7JS8Pmbpb/FovWxrOz1i6NIbX9sf1w8lCp01q9b4bK9yoxg56pddq8XZWNJ7/PSCK1U+Vd4j4fLPohmcEjA92ZZf1xOtTKbLPUvfv+P2DoLrZtMXMoa/k9gyGeXTHrCVPz7IDT81g5vwEA2zdF4Cl3EJfkoWHzclbOb7CvTrt+aSzNA1inDYUyFCpl1o7tnPhCS64c3Iurh/bkuTvas2JhHC/c3d7UmHYItv3EnEvpDX8AHZRSbYDtwCXAZUezoO/GpJKxOIaSvDDeGNyZE8fsovvFeTXOGxnvo++12Xx8QXsU0HbYHtqdvOdot2E/Pq9iwtjmPPPZZhxOmPVFElvXm/vg81CJmZji5tE31gHGFU9zvkvhz3nmXu1kx3Y+OGEL3QcWEZ/kYdKS1XzyYhNmfmHec12s3Mb7n17B8X1yiUtw89G0OXz6dnsuumYzLpfm6TeWALD2r3gmPNvVlPhjx/9FXLwbj8fBG890pGhP8F2pUoOA5dk/740l+3cX5fmKWScn0Om2EnbPc1GU5gQHRDfz0f1x44SxzaWlLBsby5yR8WgNLS8oI75T4Dqzkhq5uWd8Gk6HRjlg3g+J/P5zQsCWXxPJB+aw6rfs0jWb4aduJW1zPK+9NQuAjz44HpfLy823LiM+vownnvqVzZsSePShkwIe347vtmvfvYwYlUvamigmTP8bgInPN+ePX0y++CTSS8/B+bz2uDXPpagnApJrn725FSsXxlKQG8blvbtw5T2ZnH5JLuPvTuWGkzvhcmnueyUdpWDkNdn8966W3HByJ9CK00bn0LZL4E78rc4/EDp1Wqv3zVD5XiVm0AtYnfblWzvw98I49uSGcVOfXlx8zzZWL4xjy+oYlNI0TC3jhuc275t/zaI4kpuW07hVYJ+3a8dxOpjL7P3jlnF871ziEsr56Puf+fTdDvQZtJvmrfaifYrdmVFMeK5bwONWkN8zOOLZFbOeCFiefeGWtqxa2IDC3DCu6d2DS+/dzohLsnn1njbcdkpXwlyaMS9vRik46+rdvHJXG247pRtoGD46mzZdAjekayiUIbvKbCi0V9hBzsPqTmkTB0lUSp0FvAw4gQ+01k8fav6Ox0fqCd+1Nm19avJ8u+MtjRdKHNHWDofjKzb3mTo1qmkQULPZMDhuWNMmlsfUbmsfaLkw7xsK3FnH3IO2jjTPtuwWp+/7uo8Vq7bP9z3MeVbaoWj3kT0bLCBCIB8ol/XDyjk6trE8pnf1OstjqjAzry+qmdXHaYCZBR/8qbW2NgkFwJHk2j49IvXvM1MP9rYpTm/e09J4QHAO1l8Dq/dN7fFYGk8En9n666DPswA9e4Trn6c3smLV9hndeoil8SB0ckJYiwMe3WMqb+aBz183W6j8lqFgsf6JQp0b9G0HvXpE6PkzrD2XH9m8r6XxQorV7RU2nCs4Iq3v/PKVBfZimFoJkfOwg9VpTT0701pPA6aZGUMIIUKZ5FkhhDCf5FohhDCX5FkhhDCX5FkhRDAw85lZQgghhBBCCCGEEEIIIYQQQtSJdGYJIYQQQgghhBBCCCGEEEKIeks6s4QQQgghhBBCCCGEEEIIIUS9JZ1ZQgghhBBCCCGEEEIIIYQQot6SziwhhBBCCCGEEEIIIYQQQghRb0lnlhBCCCGEEEIIIYQQQgghhKi3pDNLCCGEEEIIIYQQQgghhBBC1FvSmSWEEEIIIYQQQgghhBBCCCHqrTC7V6CqzFXRPN/ueEtj5vxroKXxAJLfXWh5TDsUnNvd0niJC7ZZGg9Al5RYHtObk2t5zNLjmlseMzzX4u+2yGVtPJvkrw7juy7JlsbsvazU0ngAy684zvKYKiff8piezF2WxtPuckvjAehNWy2PKURdrF8ZzenNe1oac9Tf1uYCgCmn9bI8pifD+rqe1ZxxcdYHjYiwPKQ3K8vymChlfUytrY8ZIjatjOXiFtaey8/cscTSeACnNzvB8pjKFW55TK/VdVqPx9J4YM/3akfd3REZaXlMy39P64uPLTaujGFk876Wxmy5OMbSeAA7LkmxPKY3Y7vlMVWYtV0AvlLr24FUTLT1MW04nthxDAtrlWp5TLbUPFnuzBJCCCGEEEIIIYQQQgghhBD1lnRmCSGEEEIIIYQQQgghhBBCiHpLOrOEEEIIIYQQQgghhBBCCCFEvSWdWUIIIYQQQgghhBBCCCGEEKLeks4sIYQQQgghhBBCCCGEEEIIUW9JZ5YQQgghhBBCCCGEEEIIIYSot6QzSwghhBBCCCGEEEIIIYQQQtRb0pklhBBCCCGEEEIIIYQQQggh6i3pzBJCCCGEEEIIIYQQQgghhBD1VpjdK1AXfYYVctO4HTgdmumfJ/Hl641NifPdnZMoLg/H61N4fQ6uemfUvveuGLScO09fxPD//JOC4ihT4lu1nXbFdCgfH9z9LVkFMdz33plcd/oSRg5YQ95e4/t8e2o/Fq5pGZBYYx5ZQb/Bu8nPC+fWy07a771/XL6J6+5Yy6WnnUphQXhA4tXkvMszOH3UDhQw49tmTJmUalosgLv/m07/EYXkZ4dx4/DOpsRwuTy8/Mg0XGFenE7NvN9b89G3vbj6wj8Z3Csdn1bkF0by/NtDycmPDkjMlJS93HvPIhITS9Eaps9oz5QpnbjyypUMHLANn09RUBDJf8f3Jzc3MDFDlVn5YMsTioJ5EJYEXb/WAGyfoCiYCyhjeusnNeGNwJMPm+5TFK+G5JHQ8kFdp9gpDYu55/7FJCaVon2KGdPaMmVyR04cmsHlV64mtWUhd90+gg3rk+q+oVWMeXwV/YZkkZ8bzq0XDwbgxBGZXHbjJlLb7OWuK/uzcU18QGNWFezHk6ocDs2rU1aRvSucJ67vZHo8q7czpWk5972URmJDD1rDtM9SmPKBuTGbtynmwfFr971umlrKJ6+2YsrHzU2NGwrMOlYvGduAzDkRRCT5OPX73P3eW/9BFH+90IBzFmQRkajZNd/FqvGx+NwKh0tz/H1FNBrgrlP8+lDvkn0zcO58cjX9hmaTnxvOLaMGAhAb5+ah5/+iUbMSdu+I4tn7jqdojyugcSvYcTyxoh5dnV3HzWBn1vf637tSWTw7joQUD+/8sm7f9Cnvp/Ddhyk4wjT9hxdy/aM7Kcx1Mu6G1qxfHs2pF+dy2zPbA7IOVVldflwRPl78ci2ucB/OMM2v05KY9JK59QI78iyExncL9uQgK+vtdpWfUGFW+ckZV0bJfA/OREXTz432nbxXyyn5zYNyQVhzB8mPRuBooNBuTe6z5ZSv9YJSJN4dTmRvZ53ij3loGf0G7yI/L4Jbrzx53/RzL9zMOaPS8Hod/LGgER++0bVOcQ7GrnIb7OfUUNFGuxOlNDO+Mb+NNpiPYWPGrqDfIP9+coVx7nfZdes4/bx0CvMiAPjorU4sWVi32KZ1ZimlPgDOAXZrrbsFevkOh+bWZ7bz0CVtyd7p4rVpG1g0M570DZGBDgXAjRPPPaCzqnFcEf3bbWNnfqwpMcH67bQj5sVDV7FlVyIxkeX7pn0xtzufz+kR8Fizf2jBD1+15u7Hl+83PaVRCSf0y2b3TnM6JCu0al/E6aN2cNdlfXC7FePeXMEf85LZkW5eZ8usL5P47sMU7nsl3bQYbreTe545k9IyF06nj1ce/YHfV7Tgy6nHM/Hr3gBccNpqrrxgGS9/ODggMb1eB+++15NNm5KIinLz6qszWba0Cd98fRyffNIdgJEj13HZZat5/fW+AYlZHx3LuTb5XE2j0ZD2qNo3rck/Nc1vNf6/+zPY+Y6i1SMaFQHNb9GUbISSTeogS6w9r1fx3tsnsGljolF+3viRpX82ZuuWeJ56chC33/lnnWPUZPb3zfjh/1py97//2jdt66ZYnr73BG4b+7cpMSuEwvGkqvOuySR9UxTRsV7TY9mxnT6v4t2nUtm4KpqoGC+vTV3Dsl/jSN9g3nFse1o0t1/QCzC2+eO5i1k4O9m0ePWF2XkWzDtWtzq/lHaXlbDkwbj9phfvdLBrQTjRTSv3j4hEzaA3C4hq5KNgvZPf/pXA2XNz6hTf7nqX7JuBNXtKM77/PJV7nl69b9rF125h+e9JfPVBay66dgsXXbeFD1/uEPDYdh1PrKhHV2XncdNOx3J99rTRuYy8JpsXxlRefLl8fiwLZsbz5k/rCI/Q5GcbzS7hkZp/3pfJlnWRbFkb+N/UjvLjLlM8cGknSoudOMN8/PfrtSyZE8/aZea1kdiRZ0Plu7UrB1lZb7ej/NQXx3KujTknjAYXhZHzZNm+aZH9HCTcEoUKU+S9Xk7BR24Sbwun6H8eAJp+Fo03V7P7zlKaTIxEOY6+HWH2tJb88E0b7n502b5p3XtlM+DETG69ahget5P4hLJDLKFu7Cq3wX5ObbTR7uSuy3obbbRvrTS9jTaYj2Gzp/rP/R5bvt/0KV+05dvP2gUsjpnDDE4EzjBr4Z16FrNjSziZ6RF43A7mTElg4OkFZoWr0d1nLODVWQPQdbtB4JDs2E4rYzaML2JQl618v8iaKx1XL09mT+GBV4v+666/+fD140z9LQFS2xSzbmUcZaVOfF4Hq5YkMGh4lqkxVy2OZU9+3a5COTxFaZnxvYY5fYSFaTRQXFJ5pXVkhAet694JUSEvL4pNm4y7ZkpKXGSkx5GcUkxxSeXvGxnpAZN/03pgIsdorm3QG5zVbkJyVjk385YA/iLjjILYnqAiAhKavNwoNm1MBIzyk54eR0pKCRnpcWzfFneYTx+91UuT2FOwfw7KSItl+9YY02JWCPbjSVUpTcrod3I+M/+voemxwJ7tzN3tYuMqo5JdstdJxsZIkpvU7S6aI9FjYD6ZGVHs3hHcDax+EzExz4J5x+qGfd2EJ/gOmL7yuViOv3fvvhwLkNDFQ1QjY964Dl58ZQpv+QEfPSJ217tk3wysVUsTD/g9B5ycxezvmgIw+7umDDzZnHqtXccTa+rRlerDOa5NJnKM1mePH7CXBon7N/L98HEyo2/bRXiEkeQSUoyG1choH9367903PdDsKT+K0mJjHwkL04S5tOm53Y48GyrfrR3baXW93e7jtM0mcozm2sieThxx+7cnRQ0IQ4UZ0yK6OfDuNuqx7jQfkX2NfceZpHA0gPI1B9aHj8TqFcnsKdx/JIGzzt/CV5M64HEbsQryA9RYUQM7ym0onFOntrW+jTaYj2EHO/cLNNM6s7TW84Dcw854lJKbuMnaUZlIsne6SGlqzo+vUUy4ciqf3Pg1F/Q2rpwf2mkLu/dEs2FXiikxK1i5nXbEvPOCBUz4fgC+ap0cFw5Zxcf3fcXDl8yhQZR5VzcA9B+yi5ysSNI2mNeAXWHrxhi69cqnQbybiEgvfYbkkNLY3O2zikP5ePvp//HNG5/x51/NWLupEQDXXrSEz1/5P4YP2sTEb3qaErtRoyLatctj3Vpjf/znVSv4+KMpnDxsK598crwpMeuLYMq1Fba/rlh5hiJ3uqLZzeb3RjZqvJd27fNZuza47zAJ9uNJVTc+upX3n2uJzxe4DvRDsWs7KzRuUUa7rsWsW2Z+p2iFk87KYs5Ua05s7GZ2nrXajp/DiWzsI6Gz56DzbJ8VQfxxHpwmjP5nZb1L9k3zJSSVk5dtNN7kZUcQn1THHtCDsPu3tEqobGd1wVaf3b4pklWLY7nj7A7c+4/2rFtuzR0fdpUfh0MzYdoqvli6nKW/xrFuuXl3DlVnVZ4Nle/Wju20ut5elR3HaTsFW66tquh7D1ED/XfBdnBQPM+D9mg8O3yUr/Xh3RX4doXmLYvo2iOH8e/M47nX59Ohc17AY9TEqnIbCufUWzfE0K13tTbaJta10Qb7MazCORdu4fVP5jJm7ApiG9T9XMHMO7NMpWrYl8y6SuW698/nircv5I5JZ3NRv9X0bLWDa4cu5a2fzR+6zMrttDrmoC5bydsTxbpt+59wfzu/Cxc9dSn/fPFCcgqjuf28hYEP7hcR4WX01RuZ9HZH02JUlZEWw1cftuLpd5Yx7s3lpK2Lxeu1vtJmBp92cOPY8xl9x2g6t8uidQvjQP7BV324dMxoflrQjvNPXRPwuJGRbh4Z+xtvv9Nr311ZH33cg6v+eR6/zGnFueduCHjMUGJHDmp+m6b7DE3SmZqs/zN3/4iMdDP2sQW88+YJlBSbfwWJnYL5eFJVv1PyyM9xsXGVdSeldmxnhchoL4+8vZm3n0yluMiauwfCXD76n5LDbzPMvaBHBJ6nBNa+HUPX2/cedJ7CDU5W/TeWXk/uCXh8q+tdsm8GDzt/SyuFynZazerv1euFogInr/ywgesf3cHTN7a25He0q/z4fIpbz+rGFQN60OmEvbTqWGx+UKzNs6Hy3Vq9nXbU2yvYcZwOdnbtJwUflqOcEH2G8TvGnBtGWCNF5tWl5I0vJ+J4J5jwEzucmtgGbu6+YQgfTOjCg+P+xOyhgawqt6FyTp2RFsNXH7Tk6XeWM+6tFZa20YbCMQxg2retuf7CU7j9qqHkZUdw3R11bxe2vTNLKXWDUmqJUmqJm9r3fmbvdNGwWWVvXkpTNzmZ5jREZu8xdt68vVHMWdOaXq130iyhkM9v/orv7pxEo7i9fHrjNyTHBr5iYeV2Wh2ze5tMTuy2lW8e/ZR/XzWb3h128PjlP5FXFI1PO9BaMWXhcXRpuTvgsSs0abGXxs2KeX3Sr3ww+WdSGpXyyse/kphUalrMWZObccfoftx/TW/2FLrYkR5cYzPvLY5g+Zqm9O2+bb/pPy1ox5C+WwIay+n08cjY3/hlTmsWLDjwIY1z5rRm8OCMgMY8Fh1tngV7clCFpDMh7yfzlu90+hj7+ALm/NySBb+1MC9QPRHMx5OquvTew4DheUyct4wHX91Ij4GF3Dd+o6kx7dpPnGGaR9/ezC+Tk5g/I9H0eBX6DMlj09+x5OeYcNvOMaouedZKezOcFG9zMvv8JKYPT6Zkl4OfRiVRmmWcEhRnOlh4ezx9nisktmXgx8a3ut4l+6b58nPDSUwxynxiShkFuebEtrM+YqVQ2c6jdSy0HVQsf/BZBSgFnXsW43BAQa75jeV2l5+9hWGsXNiAPsPMHxrT6jwbKt+t1dtpR70d7DtOHwuOtbaDoqluSn7zkvzvCJS/xV6FKRLviqDppCgavhiJr0jjSg1883fO7kgWzG0KKNavSURriEsw5w51sLbchtI5tdFG25f7r+7FnoIwdmw173lZFULpGJafF4HPp9BaMWNKSzoel1/nZdremaW1fkdr3Udr3cdF7ccXXbc8muZtymmcWkaYy8ew8/JZNCv+8B88QpEuN9Hh5fv+37/dNv7e3pDTXriakS9fwciXr2B3YQyXvz2KnKLAF3irttOOmG9N7c/5T17BqHGX89jHI/hzQzOe/HQ4yXGVVwuf1D2NzTuTAh67wtZNcVx+5qlce8EpXHvBKWTvjmTMVUPIyzXvGSAVw680bFLKoOFZzJ3W2LRYVolvUEJMtFHRCXd56N1tBxk74mneuLKyPahXOhk7EwIYVXPnnYvJyIhj8uTKZ641a1Z5JfmA/tvZZuLzj44VR5tnwfocVLq18v8FcyGytVmRNHfe8wcZ6XFM/qaTWUHqlWA+nlQ18YWWXDm4F1cP7clzd7RnxcI4Xri7vakx7dhO0Nz1whbSN0by7XvWHkdOOns3c0NkiMHaqkuetVJ8Ry/nzM/mzJ9yOPOnHKIa+xj+TS6RDX2UFyoW3BRPt7v3ktLLnGEnrK53yb5pvkVzGjJi5E4ARozcyaJfzIlvz29pvVDZzqNV39sOKgw6o4DlvxnDwW3bFIG7XBGfFPgLBKqzo/zEJ7mJiTOGrQ2P8NHzxEIyNpp9sab1eTZUvlurt9OOerudx+ljwbHUdlCy0EPhx24avhiJI7Ly1hNfqcZXYtx2UrLYi3KCq23gm78X/tqUHr2zAWiWWkRYmI/CfLMuKLK23IbOOXW1NtoR2cyd3sjkiKFxDKuQmFx50eKgYZls3dygzssMq/MSbOLzKiaMbc4zn23G4YRZXySxdX3gT4STY0t44ZKZADgdPmb+1Z6FG1sGPM7BWLWddses6tZzF9OhWQ4a2JnbgOe/GhKwZd8/bhnH98ohLqGcj77/iU/f6cCs7637PQHGjv+LuHg3Ho+DN57pSNEec3vDH5ywhe4Di4hP8jBpyWo+ebEJM78I7LOBkhNKuP/GeTgdGqU0cxe3YdHyljx+x0+kNi1Aa8Wu7Fhe/nBQwGJ27ZLNiOFbSEuL5/XXpgPw0Uc9OO30TbRovgetYffuGF573fzhQIOZmflg84OKPX+CJx9Wnq5odpOm4DdF6VZQDghvCi3HVt77/NdZCu9e0G7I/0XR4Q1NVLuji92lazbDT91K2uZ4XntrFgAffXA8LpeXm29dRnx8GU889SubNyXw6EMnBWBrDfc/s5Lje+cSl+Dmo+lz+fStduwpdHHT/WuJTyzniVeXsXl9Ax67tXfAYlYIxeOJVezYzq599zJiVC5pa6KYMN14nufE55vzxy/mVkojIr30HJzPa493MDVOqDHrWL34njiyf3dRlu9g2rBkjrttL20urPkuqE2fRlGUHsaaN6NZ86ZxgdaJ7+UTmXz0Y1DYXe+SfTOw7n/uL7r3ySMuwc3Hs35l0ptt+eqDVjz0wl+cdv52sjIjeebe7qbEtut4YkU9uqpQOW5azczv9dmbW7FyYSwFuWFc3rsLV96TyemX5DL+7lRuOLkTLpfmvlfS9w3xc1W/LuwtcuApVyycGc8zn2+iVcfA3NFrR/lJauTmnvFpxnmgA+b9kMjvPyeYGtOOPBsq320o5CC7jtOhwMzyk/1IKaVLffjyNdvPKSb+BheFH7nR5bD7dqNuG9HNQdKDEfhyNbvHlIIDnA0VyU/U/UKz+5/4k+N7Zht12smz+PT9Tvz4Q0vufHgZEz75BY/bwfinegLmDFEXCuXWrvwzdvwq4hLceDyKN57uQFGhuW20wXwMu//JpZXnflNm8+l7HTm+Zw5tOxYabbQ7o3ntP8fXOY7SJg2SqJT6HBgGpAC7gMe11u8f6jNxKkn3V8NNWZ+DyfnXQEvjASS/a94zoOqTPaMHWBovccG2w88UYLqkxPKY3hzrn0HvObmX5THDc639bhetfZeC4h3H3APMjjTX2pFney/zWRoPYPkVx1keU+XkWx7Tk7nL8phWc0RafwLtKzVvqNmDUWHWX1/kiDZ/CIXqZhZ88KfWuo/lgevgqPKsY4RFa2cY9bf1uWDKadbXDTwZ1tf1rN437dgvibD+bkJvVpblMWt8YIDZbHjg1Wz9ddDnWbCnTjtzx3JL4wGc3uwEy2Mqlw3DCGtrzxe0x2NpPLDne9Vu84Y8Oxg76u5W/56LPDMp9OVK24EJWi62/vlpOy6x/lmj3oztlse0uk5rxzm1M9m8kb0OxldQaHlMO45hYa0OfLSL2WZseanGOq1pJVlrfalZyxZCCGGQXCuEEOaSPCuEEOaSPCuEEOaTXCuECAa2PzNLCCGEEEIIIYQQQgghhBBCiIORziwhhBBCCCGEEEIIIYQQQghRb0lnlhBCCCGEEEIIIYQQQgghhKi3pDNLCCGEEEIIIYQQQgghhBBC1FvSmSWEEEIIIYQQQgghhBBCCCHqLenMEkIIIYQQQgghhBBCCCGEEPWWdGYJIYQQQgghhBBCCCGEEEKIeks6s4QQQgghhBBCCCGEEEIIIUS9JZ1ZQgghhBBCCCGEEEIIIYQQot4Ks3sF7Jb83iLLY254vb/lMTu9U2B5zISfNlgaTycnWhoPQDmt7w9WBXssjxm+aI3lMR2NUqwN6PVZGy+ELO0bbnnMdW81sDxm41+sz0Hxn+6yPKbVfKWllsdULuvLLN07WB7St2Kd5TFDgXI4cERFWRpzyhm9LY0H0O27DMtjLu9peUi0x2NtQJf1p2e+vDzLY6KU5SEdERGWx7RFid0rELzOGjbK8piuOcWWx/Tcm2x5TPX3ZkvjWZ7bAWVDftfucstj2sHy31NbGy6UbBthfRvb4PnWnxMtPK+T5TE9aVstj2k5tw25Pdz6tgM7jmGe9G2WxzwYuTNLCCGEEEIIIYQQQgghhBBC1FvSmSWEEEIIIYQQQgghhBBCCCHqLenMEkIIIYQQQgghhBBCCCGEEPWWdGYJIYQQQgghhBBCCCGEEEKIeks6s4QQQgghhBBCCCGEEEIIIUS9JZ1ZQgghhBBCCCGEEEIIIYQQot6SziwhhBBCCCGEEEIIIYQQQghRb0lnlhBCCCGEEEIIIYQQQgghhKi3pDNLCCGEEEIIIYQQQgghhBBC1Fthdq9AXfQZVshN43bgdGimf57El683Nj3m3f9Np/+IQvKzw7hxeGfT4iT8vJO4BVmgoLxZNLuuaEvirB3EL9iNN9YFQPbIVIq7JgQkXkpKMffet5jExBK0Vkyf1o4pUzpy3fXL6d9/Bx6Pg507Yhk/vh9794YHJGZ1512ewemjdqCAGd82Y8qk1IDHuPP+JfQbkEl+fgS3XHsqAG3a5XPbXcuIivKwKzOa55/uR0mxK2Axxzy8nH6Dd5GfF8GtVwwD4LLr1nH6yHQK84zv8qO3O7NkoTnl1xXh48Uv1+IK9+EM0/w6LYlJLzU3JVZVE+cspXivA59X4fUqxlzQPeAx7P5uQ4XVuTalaTn3vZRGYkMPWsO0z1KY8kHgYybM3kX8vCwACoY0JP/UxqR8lUHsigK0U+FuFEHmNa3xRQf2UOlQPj4c8y1ZBTHc++GZdGiWzQP/+JVwlxevV/HC5CH8ndEooDEr2HHcDIWYVuXZlJS93HfXQhITS9FaMW1GO6Z835krLl3JGadvoqAgAoCJH/fgjz9NiG/RvhmKLDlmjl1Bv0EVx8yTAP8x87x0CvOMsvPRW53qfMxMfwIK50FYEnT+2pi2cwIUzAUUuJKg5ZPgagR7V0HGOP8HNTS5CRJOqVP4A4RCDjLq0DtRSjPjG3Pq0FXZlQusOg+rzuHQvDplFdm7wnni+k5BGzPYWbVf3nn/n/Qb6D/fvGYEAG3b53Pb3ctwhfvweRUTXjqB9WuTjjqG5z/56IVlkODANbEhAL45JXgnFsFWD843k3F0Ns6F9E4Pnn9mQapRn3V0Ccd5T3ydtjElZS/33blwX9vBtJntK+sjp22koCASgImfmFMfAWuOm9XZcTwJle20OufZsY2hwo7vNqaBhzuf2kCrjsVoDS893IG1y+PqvNz1j4WRO9eJK0nTe3I5AFteDyPnFwfKAa4kTcdxbiIagc8NG55wUbRGob3Q+Fwvqdd76xR/zEPLKtu7rjx53/RzL9zMOaPS8Hod/LGgER++0bVOcQ4mFOrQzdsU8+D4tfteN00t5ZNXWzHlY3PbTEMht5tZbzetM0splQp8DDQBfMA7WutXArV8h0Nz6zPbeeiStmTvdPHatA0smhlP+obIQIWo0awvk/juwxTueyXdtBjO/HIS5u5i69ju6HAHTd7fQOyfOQDkndyU/BFNAx7T61O8+24PNm1MIirKzauvzWLZssYsW9qEDz/ojs/n4NprVzB69Bo++KBHwOO3al/E6aN2cNdlfXC7FePeXMEf85LZkR4d0DizZ7Ti+8ntuOehJfumjbl3Ke+9dTyrVjTk1DO3cOHo9XzyYeAOBrOnpfLD1625+7Hl+02f8kVbvv28XcDiHIy7TPHApZ0oLXbiDPPx36/XsmROPGuXxZoe+8ErulKYF7iOwers/m7tZnaeBXtyrc+rePepVDauiiYqxstrU9ew7Nc40jdEBSxG+PYS4udlkT72OHSYg+Yvr2dv93iKu8SR/Y8W4FSkfL2NpGmZZF/YImBxAUYPWcWW3YnERBgV4tvOXsz7P/Zm4bqWDOyczm1nL+KWt0YGNCbY81uGSkyr8qzP6+DdD3qxcZNxrH7tpRksW27UCSZP6cw3k48LaLwD45u/b9ZHVuRasOCYObUFP3x1kGPmZ4E7ZiadCymjIf3RymmN/glNbzX+n/UZZL4DqY9AVDvo9CmoMHBnwbrRED/UeB0IoZCDjDr0Tu66rLdRh35rpSl16KrsygVWnIfV5LxrMknfFEV0bN0apep7TDsFU9uBcb7Zlnse/nPftGtvXMVnE49jye9N6NM/k2tvWsWDdw496hiOM6JQF8TgeSZ/3zTVJoywfyfi/W/BgR9oFobr/YZHHa+6ffWRzf76yPjp+9dH/tclYLEOxezjZlV2tT9BaGynlTnPzt/STsHadgBw09jNLPk1kafHHEeYy0dEpC8gy2080kuzS7ysG1u5/7W42kPr24z/b//USfrbYXR41EP2LAc+N/T+thxvCfx5QQQNz/QR2VwfdfzZ01rywzdtuPvRZfumde+VzYATM7n1qmF43E7iE8qOevmHEgp1aIDtadHcfkGvffE/nruYhbOTTYtXVbDndjPr7WYOM+gB7tFaHwcMAG5VSgWsVtOpZzE7toSTmR6Bx+1gzpQEBp5eQ8UtwFYtjmVPvtP0OHg1yu0Dr8ZR7sMbb24Bz8uNYtNG4+qwkhIXGRlxJCeXsHRpE3w+o5isXZtMSkqxKfFT2xSzbmUcZaVOfF4Hq5YkMGh4VsDjrFrZkD2F+99Z1iJ1D6tWpACwbEkjBg/dHtCYq5cnHxDTWorSYqPMhoVpwlwaffTH03rF/u/WdqbmWbAn1+budrFxldEIV7LXScbGSJKbuAMaI3xnCaVtY9ERTnAqSjo2IHZpHsVd48GpAChtG0NYXnlA4zaML2JQ5618t7jyyhStISbSiBMbWU5WYUxAY1aw47cMlZhW5dncvCg2bqp+rDbnuFxjfAv2zXrK9FxrBeOYaf4JU2xvcFa76N9ZpV/XVwIYaRZHVGXHla+8cnqghEIOSm1rTR26KrtygWXnYVWkNCmj38n5zPy/wHUE1MeY9UDQtB2sWpnCnj37n59oDdExHgBiYtzkZtet8cjRIwIa7J8wVSsXqqU1A+/k5kWxcXOV+si2eEvrI3awq/3JanZsp9U5L1R+yxoEZdtBdIyHbn0LmPm1cZeJx+1g757A5ML4PpqwanXasOp12goKfMWgPeArA4dL44yt2wnh6hUHtneddf4WvprUAY/bqA8V5EfUKcbBhEIduroeA/PJzIhi947g69i247s1s95uWmeW1nqn1nqp//97gDVAwO7TS27iJmtH5U6dvdNFStPgaFDxJoSTP7wpbR5dRpuxS/FGOSk+LgGAhHmZtHxmJY0mbcZR7DElfqPGe2nXLp916/bvjT7ttDT+WBL4u8IAtm6MoVuvfBrEu4mI9NJnSA4pjc25wqC6LWlxDBi8E4Ahw7aR0qjkMJ8IjHMuTOP1j+cw5uHlxDYIbIN5dQ6HZsK0VXyxdDlLf41j3XLz78rSGp6euIZX/7eSM0fvMj1eVVZ+t3YyO8+C/bm2cYsy2nUtZt2ywHbwlDeLImrDHhxFHlSZl5i/CgjL23+74n7LZm+3ug3DUt1dIxfw+tQBaF3ZAPHyd4O47ezFTBk7idvPWcib0/oFNGYFO37LUIkJ1ufZxo2KaNcuj3XrjIsxRp69njdfncZddywiNsb8vGfWvlkfWZFr7T1mbuH1T+YyZuwKU4+ZO1+H1WdA3nRoenPl9L1/wdpRsO4iaDE2cHdlQWjkoK0bYujWu1oduok1dWgI/lxw46Nbef+5lvh8Ae5prWcx7RbsbQfvvN6da2/6i4++nM51N//FxHe7WRYbgEwv7uuz8IzJwbcysHm+caMi2rXNrVYfmcpddywkNsa8XGT1cdOuMhQK22l1zrM7H9glWNsOmqSWUpDr4u5nN/D65GWMeWoDEVHm3uG35dUwFp8awe6pTlrdarTLppzqwxENi4ZH8PtpETT/pxdXYJsSAGjesoiuPXIY/848nnt9Ph065wU+CKFRh67upLOymDPVmk71UMjtZjLzzqx9lFKtgZ7A4sAt88BpwXK3iaPYQ8xfeWx58gTSnu6Jo9xHg9+zKRjSmC1PnED6g8fjjXOR8m3gb9WLjHTzyCPzefvtnhRXeW7UJZf8jder+OXnVgGPCZCRFsNXH7bi6XeWMe7N5aSti8XrtaYy8/LzvTnnvE288vZPREV58LjN3y2mfdua6y8azu3/PIm8nAiuu/1vU+P5fIpbz+rGFQN60OmEvbTqaP6Vc/eM7sbt53Xn0WuP45wrMunWt9D0mGD9d1tfmJFnjeUeOM2qXBsZ7eWRtzfz9pOpFBcF9oqO8mZR5J7RhBbj19P85Q2UpUbvd0RM+mEHOBV7Bhz98wyqG3zcVvKKoli3ff8K0j8G/s0r3w/kvKev4JXvBjH24rkBi1mVHb9lqMQEa/NsZKSbRx76lbff7U1xiYsfpnfgmhvO5ZYxZ5KbF8W/rltqWmwwd9+s78zKtbYeMy88hduvGkpedgTX3bHGtFhNb4OuMyDxTMj6v8rpMcdD52+g4yTY/YFxNWughEIOykiL4asPWvL0O8sZ99YKS+vQwZ4L+p2SR36Oi42rrOuosyNmfROMbQdnnZfGuxO688+Lz+TdCd0Zc/+fh/9QoCQ7Cfu/Rrjea4jzlji84/LQewMzBFdkpJtHHvyVt9+rUh+5cSS3jDmL3Fxz6yNWHzftKkPBvp125Dy780F9EExtB84wTfsuRUz9vCm3XdCT0hIHF9+wzdSYre/w0P/HMhqd7WXn58ZVWHtWKZQD+s8uo+/0MrZ/5KRkW+DrYw6nJraBm7tvGMIHE7rw4Lg/gcB/yaFQh64qzOWj/yk5/DYjxZJ4wZ7bzWZ6q71SKhb4BrhTa33Ar6OUukEptUQptcRN7c9es3e6aNis8qqilKZucjKtGWvSbNFrC3AnR+Bt4AKng6IeiUSm7cEb5wKHAoeiYHAjIrcWBTSu0+njkUcX8MsvrVgwv/IZMSNGpNGv/w6ef34AAR//pYpZk5txx+h+3H9Nb/YUutiRbs0zOLZlxPHI/UMYc+Nw5v6cys4d5lek8vMi8PkUWitmTGlFxy75pscE2FsYxsqFDegzzPxbdXN3G73+BbkuFvyYRKfugS2vB2PXd2sns/Is2JdrnWGaR9/ezC+Tk5g/I9GUGIVDGpL+WBe2PdAZb4yT8sbG7eRx87OJWVnAzuvb1HzUP0rdW2cypMtWJj/0KeOumE2f9jt44tKfOKv3en75qw0AP61sS5fU3QGLWZUdv2WoxKzK7DzrdPp49KFf+WVOa+YvTAUgPz8Kn89h5L2Z7ejUMceU2GDNvllfHSrXVs2z5br0iJddP46ZLel4XL7pMRPPhIKfDpwe2dYYdrB0Y+BihUoOMurQfbn/6l7sKQhjx1bznpdVIRRyQZfeexgwPI+J85bx4Ksb6TGwkPvGB7CA1pOY9Umwth2MOH0r8+c1A+DXOc3pZNKV9DVR4QoVbzT7qE4uVLMwdEbdR3hxOn08+uCv/DK3NfMXtgSq1UdmtadTB/PqI1YfN+0qQ8G+nXbkPLvzgd2Cre0gOzOC7MwI1q1sAMBvM1Jo38WaenTDs7xkzzbya9Y0J4mDvThcEJ4McT19FK0OfPtpzu5IFsxtCijWr0lEa4hLCPzICqFSh67QZ0gem/6OJT/HmseYBHtuN5upnVlKKRdGkvxUa/1tTfNord/RWvfRWvdxUfuxPtctj6Z5m3Iap5YR5vIx7Lx8Fs0y4R5OG7iTIohMK0KVe0FrotcVUt44CmdBZcGLXZFLedNAdvZo7rzrdzLSGzD52077pvbuvZOLLlrLk0+cSFmZuWNwxycZ29ewSSmDhmcxd1pjU+Pti5tgNDoppbnkyrVM+76t6TETkysbugadtJOtmxuYFis+yU1MnHHCEh7ho+eJhWRsNLejMCLKS1SMd9//e52YzxaTHwpewcrvtj4wM8+CXblWc9cLW0jfGMm375mXB5yFxm3VYTllNFiaz55+SUSvKiBxRiY7bm9vPE8rgN6c3p+RT1/BBc9ezqOTRrBkYzOe+Hw42YXR9GprDHXap/12MrLN+X7t+C1DJaZ1eVZz1x2LSM+I59spx+2bmpRYOTzuoIHb2LLVrO21Zt+sjw6Xa6vm2XB1ZOOs15tj5rBM046ZZVsr/18wFyJa+6dvN54tAFC+A0q3QHizwMUNnRxUpQ49Ipu50xuZGi9UcsHEF1py5eBeXD20J8/d0Z4VC+N44e72QRezvgjmtoOcnCiOPyEbgB69sti+zfwh3yvofC/aa1x+rXd40Ns9qGZ1Pa/X3HX7ItK3xR28PjIggy1bE+oYp2Z2HDftKEOhsJ125Dy784GdgrHtIC87nKzMCJq3MUbFOGFgPumbzLuop2RrZQdVzhwnUW2M/BrRVFPwuwOtwVsMhSsdRLcJ/K0vC39tSo/exvGkWWoRYWE+CvMD3wETKnXoCiedvZu5Fg0xGAq53Wym9U4opRTwPrBGaz0+0Mv3eRUTxjbnmc8243DCrC+S2Lre/Ie0PThhC90HFhGf5GHSktV88mITZn6RfPgPHoGy1rEU9Uyi5X9WoR2KshbRFA5uRKPPNhOxrRiU0eG1+9I2AYvZtWs2I0ZsJS0tntcnzATgo4nHc9PNy3C5vDz9jDHs1dq1ybz+Wp+Axa1q7Pi/iIt34/E4eOOZjhTtCXwv8f2PLKb7CdnExZfx8ZfTmDTxOKKiPJxz3mYA5v/ajB+nB3Yoxfuf/JPje+YQl1DOR//7kU/f68TxvbJp26EQrWH3zmhee757QGNWldTIzT3j03A6NMoB835I5PefE0yLB5CY4ubRN9YBxpW7c75L4c95gb9q1+7v1m5m51mwJ9d27buXEaNySVsTxYTpxjCRE59vzh+/BPZg2/TNTTiLPOBU7Lq8Jb6YMBp9mo7y+Gg+fj0ApW1j2X2lOcOrVnj266Hcdd4CnA4f5Z4wnv16qClx7PgtQyWmVXm2a5csRpyyhbS0BCa8Mg2AiR/3YNhJW2nbJg+0YtfuGF6dYM5z16zaN+sbs3OtdcfMpRzfy3/MnDKbT9/ryPE9c2jbscox8z/H1znOlgeh6E/w5MPq06HJTVD4m79DywHhTY1nYwHsXQZpHwJhoBzQ4mEIC+Cmh0oOGjt+FXEJbjwexRtPd6Co0NwrLe3KBVachwl7BFPbwf2P/k73E7KIiy/n46+mMenDLrz6Yk9uvG0lTqfGXe7gtf/2rFMMz7/z0MvLocCH+8JdOK9pAHEOvK8UQIEP70N5+NqHEfZCMnpFOd4Pi8AJOMB5dzwqrm7XNHc9LosRp6SRtiWBCS/76yOf9GDY0C1GfQTFrl0xvPpG/zrFORirjptV2ZHbQ2U7rRYK21iTYG07AHhzXFvuf3E9LpePnRmRvPRQx4Asd+39LvKXOPDkw+IREbS6xUPurw5KtihwQGRTTftHjQtkm13iZf2jLpb+Ixytocl5XmI61q0z6/4n/uT4ntlG3X3yLD59vxM//tCSOx9exoRPfsHjdjD+qZ6YMYJWqNShASIivfQcnM9rj3cwPRaETm43s96utEmDJCqlTgR+Bf4CKgZlflhrPe1gn4lTSbq/Gm7K+hxUAIeQqq0Nr5nTyHQond4xf1i56tSOLGsDJls/xIkqM+9B6Qfj3Z5peUzlMveuvJo4GlkzVm2FBds/paAs85h60vaxkmdVmPXlZ91bJ1ges/Ev1m9n/KeLLI8ZCpTLmuEF9tPdmsrzflasszzkj+4v/tRam3NVjEmONNfGO1P0gKizrVo9ABwNrW/Q7/a/DMtjLq9b++8xwZkcuGc11pavwJpntFWlveY+nL0mjogju8L8WDWrZFLQ51mwp07r7NjO0ngAjnfMf9ZxdZ57rT+mqL83WxrPV2z99+qINn8I2Ops2c5I6zuGfKVHPsRzXSzWP1Goc6XtwASOBtaPrDN4vsVtl8DC8zodfqYA86RtPfxMxzhnXJzlMbWn7kP3Hik7crsd/SezfV/VWKc1reVNa/0bZj5gSQghQpzkWSGEMJ/kWiGEMJfkWSGEMJfkWSFEsDD1mVlCCCGEEEIIIYQQQgghhBBC1IV0ZgkhhBBCCCGEEEIIIYQQQoh6SzqzhBBCCCGEEEIIIYQQQgghRL0lnVlCCCGEEEIIIYQQQgghhBCi3pLOLCGEEEIIIYQQQgghhBBCCFFvSWeWEEIIIYQQQgghhBBCCCGEqLekM0sIIYQQQgghhBBCCCGEEELUW9KZJYQQQgghhBBCCCGEEEIIIeot6cwSQgghhBBCCCGEEEIIIYQQ9VaY3StgO60tD9n54TWWx/ROjrM8JiNyLQ3nbJRsaTwAz5Z0y2OqsNDYbctTrf09dZbT0njCXJ1uXml5zKlbFlke86xPe1kbUClr49lF+6wPufRvy2PaUQcKBVr70OXl1sYsLbM0HsCyW3tYHtMzwvo6kGv2n5bGU5GRlsYD0Ll5lsd0JiRYHhOH9cewtNs6Wx6TJyZZHzNU5BVaHlJfEW55zAfnfmZ5zOc6WVunddiRa90ey2PawVdaan1Qq89RpAptGl1SYnnMBcNTLY95x8IZlsd8qf1xlse0mvbYkGedodGWqOzYzoM0y8idWUIIIYQQQgghhBBCCCGEEKLeks4sIYQQQgghhBBCCCGEEEIIUW9JZ5YQQgghhBBCCCGEEEIIIYSot6QzSwghhBBCCCGEEEIIIYQQQtRb0pklhBBCCCGEEEIIIYQQQggh6i3pzBJCCCGEEEIIIYQQQgghhBD1lnRmCSGEEEIIIYQQQgghhBBCiHpLOrOEEEIIIYQQQgghhBBCCCFEvSWdWUIIIYQQQgghhBBCCCGEEKLeCrN7Beqiz7BCbhq3A6dDM/3zJL58vXHQxWzeppgHx6/d97ppaimfvNqKKR83r/vCX8iFRaWQ4ID3mxjT5hbDR4WQ7oEJjaBT+P6f2eWBa3fBP+Pg4gZ1Xwe/u/+bTv8RheRnh3Hj8M4BW251KQ2LueeB30lMLEVrxYypbZkyuQOxDcp56JGFNGpczO5d0Tw7biBFReGHX+BRsLoMpTQt576X0khs6EFrmPZZClM+MH9fmThnKcV7Hfi8Cq9XMeaC7gFdvsvlYfwTM3C5vDgdml8Xt+Ljr3rSIKaMsXfOoUnDIjKzYnnq5WEU7Y0IaOxQEwpl1hXh48Uv1+IK9+EM0/w6LYlJL9U9z750d0t+nx1PQoqHN39es2/6dx805PsPG+IM0/QdXsh1j2zf997u7S5uGtaFy+/Zyaibdtd5Haqy47hpVX63Kx7YU2bt2E6wpwwFO6vKz52Pr6bf0Czyc8O55aJBAJw4YheX37SJ1DZ7uevKfmz4Oz6gMRsm7+W+238jKaEUn4ZpP3bkf9OOo22rXO64YRFRkR52ZcXy3CsnUlwSmHqXy+XhlYen7asfzP2jNR9N7sU/L1jK2SetJ39PJADvf9WbxStTAxKzOiv2kzGPrqTfiVnk54Vz6yVDALjipvUMGLobrSE/N5yXnuxObnZkwGODPTno/KsyOH3UTrSGLRtieWlsJ9zlTlNjnne5EVMpzYxvmjFlUuDLTOv4PMaP+HHf69S4Ql5b0peEiDJOaZ2GTytyS6J4aM4pZBXHBDx+qLDq+HXnk6vpNzTbyLWjBgIQG+fmoef/olGzEnbviOLZ+46naI8rYDHHPLKSfifuNvLBpUMBuOLG9QwYusufDyJ46d91ywdTH2jBxp/jiE728K8Z6/d7b/G7Kfz8XDPG/LGa6CQv+dtcvHtaJ5LalgHQ/IRiznhqe02LPSp2nd8COByaV6esIntXOE9c38nUWGadnxyO1XW9UDg/CSXB2nZgVW6f9WBTNv8cS3Syh6umpwGw8JUU/voygegkLwCD79lNm2F7Kclz8sNtzdn1VxRd/pHPKU/sqttGVhMKbe5gfttlTWIaeLjzqQ206liM1vDSwx1YuzzO1JjBtG+a1pmllIoE5gER/jhfa60fD9TyHQ7Nrc9s56FL2pK908Vr0zawaGY86RvMOWGzK+b2tGhuv6DXvvgfz13MwtnJgVn46TFwXiz8J7dyWmsXPJkML+XV/Jk3C6Bf4Ld31pdJfPdhCve9kh7wZVfl9Sree6sHmzYmEhXl5tU3Z7P0z8acevoWli9rzFdfdOaiS9Zy0SVr+fC9wCcwO8qQz6t496lUNq6KJirGy2tT17Ds1zjSN0SZFrPCg1d0pTAvcCdqVbndTu779+mUlrlwOn289OQ0/ljenMH90lm2qin/N6U7o89bySXn/cV7n/UxZR3sZnaehdAps+4yxQOXdqK02IkzzMd/v17LkjnxrF0WW6fljrg4l3OvyeK/Y1rvm7ZifiyLZsbzxuw1uCI0+dn7H4rfeaIFfU4urFPcmtjxW4J1+d2ueGBPmbVjO+0qQ3YzO9daVX5mf9+M7/8vlXvGrdo3beumGJ66pwe3P7LmEJ88el6v4p2P+rAxLZmoSDcTnv+BpSubctfNC3nn49789XcTTj9lAxedt5qPvugZkJhut5O7nztzX/3g1Ud+4PeVLQD4emZXvpx+fEDiHIxV+8nsH1rww5etuPvJlfumffNJGya91RGAc0dv4dLrNzLhuW4BjVvB6hyU3KiMkZdv56aRfSkvc/LQf1dz0lm7mf2/pqbFbNW+iNNH7eSuy3rjdivGvbWSP+YlsyM9OqBxthQk8o9vLgbAoXzMueJjZqe1paAsgleX9APgim4ruaX3Ep789aSAxq4vgqntYPaUZnz/eSr3PL1637SLr93C8t+T+OqD1lx07RYuum4LH77cIXAxp7bgh69acfcTK/ZN+2ZSGya97c8HF2/h0us3MOG5o89/x4/Ko/eVOXx/7/4duoU7XKTNb0Bcs/L9pie0LOe6HzYcdbxDsfP89rxrMknfFEV0rNf0WGadnxyK1XW9UDk/qQ+k7aBurMrtXf6RT48r8ph53/71m17X5NLn+tz9poVF+Bh0VxbZ6yPIWR/YC7hDpc29gpltlzW5aexmlvyayNNjjiPM5SMi0mdqvGDbN80cZrAMOEVr3QM4AThDKTUgUAvv1LOYHVvCyUyPwON2MGdKAgNPLwjU4utNzKp6DMwnMyOK3TsCVNi6R0BctSLQygWpB9mBfyuBpk5oHfg+0FWLY9mTb+6VlQB5uVFs2pgIQEmJi/T0OFJSShgwaDuzZ7UCYPasVgwcHLgrx6qyowzl7naxcZVx0l2y10nGxkiSm7hNjWkNRWmZUVbDnD7CwnxorRjUJ50f57YH4Me57RnUN6grqKbmWQilMqsoLTZyUFiYJsyl0bruSz1+QBENEvY/2Z36cUMuunUXrggjQEKKZ997C2bE07RlOS07ldY9eDV2HcOsyu92xQN7yqwd22l3PchGpuZaq8rPqqWJ7CnYv46XkRbL9q3m3emRmx/NxjTjIqySUhfp2+NJSSqmRbNC/vrbuDJv6YpmnNg/kMfqavUDZ2DyeW1ZtZ+sXpbEnsL9f8+SvZWvI6O8pm63HTnI6dSER/pwOH1ERHrJ2W3unfepbYtZtzKOslInPq+DVUsSGDQ8y9SYA5pvJ6Mwnh1FDdjrrrxbMSrMAxaWYxsETdvBqqWJB+ybA07OYvZ3RsPk7O+aMvDkwJajw+cDD1qrOsVo2W8vkQmeA6bPfropJz+wE1W3xR8Ru85vU5qU0e/kfGb+X0PTYxnMOT85FKvreqFyflJPSNtBHViV21v0KyEyoXad5a5oTfM+JYRFBD4xhGKbu1WiYzx061vAzK+NcyGP28HePeYOnBds+6ZpnVnaUOR/6fL/BWwPS27iJmtHZQU/e6eLlKbmVmDsiFnVSWdlMWeqVRWnakp88MUeuMrc2x6t1KjxXtq1z2Pt2iQSEsvIyzV6h/Nyo4hPKDMlpt1lqHGLMtp1LWbdMvOHKNEanp64hlf/t5IzRwf2ducKDuXjrf9M4at3v2Dpymas3diQxPgScvONhJmbH01CXOA7BeoLs/MshFaZdTg0E6at4ouly1n6axzrlptz1eOOzRGs/j2WO8/pxP2jOrB+uVFeS4sdfD2hMZfdvdOUuHb/lqHCyjJrtVAtQ1bk2grBXH4aNyyifetc1m5IYUtGAgP7ZgAwdOBWGqbsDWgsh/Lxzrj/8e3rn7FkVTPWbm4EwPkj1vDuU5O57/pfiY0OzrreVTevZ+IPvzDsjB1Mejtwd37YLWd3BN9OTOWj2Qv5dM5C9haFsWxBkqkxt26IoVvvfBrEu4mI9NJnSA4pTcwpNxXOareRqRvb73s9pu9ifr78Y87tsH7fXVrBKBjbDqpKSConL9vofM3LjiA+qfwwnwiMq25ex8TvfzYtH2yYHUeDxh4aH3fg+VbBtnA+OLcDky5tS8Yfgb2bsSorj5s3PrqV959ric9nXc+dVecnFazeV+zeN0OJtB0EnpW5fcUniXxydhtmPdiU0gIz70sxhFKbuxVtl1U1SS2lINfF3c9u4PXJyxjz1AYiosy92zfY9k1T9wCllFMptRzYDfyotV5cwzw3KKWWKKWWuKn9yUFNV/6YfZWKHTErhLl89D8lh99mpFgTsLqPCuHCWIgyP2laITLSw9jHF/DOGydQUmzdraR2lqHIaC+PvL2Zt59MpbjI/KuQ7hndjdvP686j1x7HOVdk0q1v4IdN82kHNz1wHpfefBGd2mfTOvUgw2MGMTPzrPHZA6cFa5n1+RS3ntWNKwb0oNMJe2nVsdiUOF6voqjAyUvfr+O6R7bz7E1t0BomvdiU8/+1m6gYc24xt/O3DBVWl1mrhXIZOlyu3S/P6qNr7A7m8hMZ6eaxe+fw5sS+FJeEM37CIEaesY4J//mBqCg3Hk9g65c+7eCGR8/n4jtH07ltFq2b5/HdT8dxxb0XcsOj55OTH8XNl/0e0JgV7N5PPn6zI1efczJzZjTj3IuD5+702Dg3A07J5prTBnDFyQOJjPJy8jmZpsbMSIvhqw9a8vQ7yxn31grS1sXi9ZrXiO1yeDml1RZmbm63b9orf/TnlE+v4vsNHbm821+mxa4Pgq3toD74+M1OXH3uKUY+uGhrQJftLlHMf6MRQ+46cD+Mbejhll/XcO33Gxj+8E6m3NmSsj2Bb0ew8rjZ75Q88nNcbFxl7cUmVp2fVLB6XwnVfdMu0nZwbOp+eR7X/LyJK75PI6ahh3nPmv8cqVBqc7ei7bIqZ5imfZcipn7elNsu6ElpiYOLb9hmasxg2zdN7ZnQWnu11icALYB+SqkDBm3XWr+jte6jte7jovZDRWTvdNGwyrjMKU3d5GSa2ylhR8wKfYbksenvWPJzAvNw7CO2phzeKYDLdsI3RfBZIfyv6PCfq4ecTh9jn1jAnJ9aseA34xkK+XkRJCaVAJCYVEJBvjnDlthVhpxhmkff3swvk5OYPyPR9HgAubuNslqQ62LBj0l06m5eedlbHMGKv5vQp8d28gqiSEowKvlJCcXkFwb3s1zMzLMQWmW2wt7CMFYubECfYebcdp3StJxBZ+ajlHG7t3JAYW4Y65bF8MHTzbm6f1emvNeQ/3utCd9/GLi7ce08hoUCO8usVUK5DB0u1+6XZ9WR1yGCufw4nT4eu3cOP//alvmLjSGdM3bE89C4U7n1gXP45bc27MhsYErsvcURrFjblH7dt5FXGIVPO9BaMXVOJzq3NWe4uPqyn8yZ0YxBp5jb2WOlEwbkkbktksK8cLweB/NnN+S4nuY2NgDMmtyMO0b35f6re7GnIIwdW827w2RIajp/Z6eQU3JgjKkbO3Bam82mxa4Pgq3toKr83HASU4xG4cSUMgpyrT2nnzOzecDzQV56BAUZ4XxwdkfeGNqZwkwXH47sQFFWGGERmuhE4yrzpseXkNiqnNy0wJ5fW33c7NJ7DwOG5zFx3jIefHUjPQYWct/4jabHrWD2+UkFq/cVu/fNUCNtB4FlVW6PSfHicIJyQLfR+WSuML+NK5Ta3K1suwTIzowgOzOCdSuN85/fZqTQvovJMYNs37TkNhutdT4wBzgjUMtctzya5m3KaZxaRpjLx7Dz8lk0Kz5Qi683MSucdPZu5to1xCDAK43gs6bG36hYuCwOzjf3FndzaO68dwkZW+OY/E3HfVMXLWzGiNOMq9VGnLaVRQuamxLdnjKkueuFLaRvjOTb98y/ggMgIspLVIx33/97nZjPlgA/gDO+QSkx/iGCwl0eenXbQcaOeBYuSeXUk4wTi1NP2siCJS0DGre+MiPPQuiU2fgkNzFxxnMAwiN89DyxkIyN5jxEesDpBayYb1Rctm2KwFOuiEvy8MLk9UxcvJqJi1dz3vVZjL49k3OvCVxjq53HsOBnfZm1g5Qhs3JtMJcfzd23LCB9WwLf/NBl39SEOOMCIqU0l124kqk/djzYAo5YfIOS/esHXXeQvjOepPjKq9mH9N5K2jZzGjvs3E+apVYO1zhg6C62bQme4SqzdkbSuUchEZFeQHPCgDwyNpnXsVShYsighk1KGTQim7nTG5kW6+z2G5m6qXIouFZx+fv+f3KrLWzOD66O7oMJlraDqhbNaciIkcYw0iNG7mTRL+af1x+YDwJ77t6oUylj/vibW+at5ZZ5a4lr4uaa7zYQ29BDcY4Tn3/EpLz0cHK3RJDQMpDDb1l/3Jz4QkuuHNyLq4f25Lk72rNiYRwv3N3+8B+sAyvPTypYva/YvW+GKmk7CAyrcnvR7srnKW2a1YDkjuYOeQyh0+ZuRdtldXnZ4WRlRtC8jXFucsLAfNJNrtMG275p2hPGlFINAbfWOl8pFQWMAP4TqOX7vIoJY5vzzGebcThh1hdJbF1vbu+0HTEBIiK99Bycz2uPB3ic66dyYEUZFPhg9E74ZxzEOeC1fCjwwsPZ0N4F/zG/sv3ghC10H1hEfJKHSUtW88mLTZj5RXLA43TplsPwU7eStjme196aBcBHHxzPV1905qFHFnHaGWlk7Y7mmXEDAx4b7ClDXfvuZcSoXNLWRDFh+t8ATHy+OX/8Yl7iSkxx8+gb6wCjJ37Odyn8OS+wJ+BJicXcf8tvOBwa5dDMW9iaxUtT+Xt9Qx69cy5nnryB3dmxjHtpWEDj1idm51kInTKb1MjNPePTcDo0ygHzfkjk958T6rzc/9zSmpULG1CYG8aVvbtxxb07Oe2SHF6+pxU3n3IcYS7N3S9vseSh2XYdw6zK73bFA3vKrB3baVcZspvZudaq8nP/syvp3juPuAQ3H8+Yx6S32rGnwMXND6wlPrGcJ15dzuZ1DXj01l4Bi9m1825OPWkzm7cm8OYL3wPwwWc9ad50DyPPWAvAb4tbMvPnwDUIJieU8MAN83AojcOhmbO4DYuWt+ShG+fSrmUuWsOu7FjGfzg4YDGrsmo/uf+p5RzfO5e4hHI++uFnPn2nA30GZ9G81V60T7E7M5IJzx5wwXXAWJ2D1v0Vx2+zGvLqV0vwehWb1zRg+lfNTItXYez4VcQluPF4FG883YGiQnOuYo0MczOoRQaP/zp037S7+y+iTUI+Pq3YUdSAJ+YNPcQSjm3B1HZw/3N/0b2PP9fO+pVJb7blqw9a8dALf3Ha+dvJyozkmXu7BzbmuGWV+eD7n/n03Q70GbS7Sj6IYsJzdcsH/xvTkvTFMZTkhfH64M4MGbOLHhfXPMR7+h8x/PpyExxOjXLCGeO2EZUQuOeB2FHvsoNZ5yeHYnVdL1TOT+oDaTuoG6ty+7Q7m5GxOIbSPCfvDm7PwDFZZCyOIWtNBEpBXHM3w5+qvNP2/ZPaUVbkxOdWbPqxAf+YmE5yh7pfPBAqbe5WtF3W5M1xbbn/xfW4XD52ZkTy0kOBu7CvJsG2bypt0iCJSqnuwEeAE+MOsC+11v8+1GfiVJLur4absj71iTMuzvKY3snWx2TEdkvDOY+z/iHX3r/XWx5ThZnWB33wmOHWD2/p6d3J0nh/LJ1A4Z7t1j3NNwCOlTxrR5lFWf98v6lbFlke86zmgWt0rhUret3qAeW0fpx17TX3oa81B7X+oQSz9dd/aq37WB64Do4018Y5kvSAsNOtWj0AHMlJlsYD8LRran3MaOuPJ67Zf1oaL6y5+R001Xl27LQ8pjMhwfKYOKw/hqXd1tnymOufuDvo8yzYU6d1NrR+pBQVYf152H1zp1se87lO1tZp7Tg/0V5znot7yJjuQN4RV49ZfI6y2DebQp17TJ0YHSt51o5905Fo/Z3PdyycZ3nMl9ofZ3lMqzmizb9r/wA2tB349uyxPKYd++aP7i9qrNOatiZa65VAT7OWL4QQoU7yrBBCmE9yrRBCmEvyrBBCmEvyrBAiWFh/6boQQgghhBBCCCGEEEIIIYQQtSSdWUIIIYQQQgghhBBCCCGEEKLeks4sIYQQQgghhBBCCCGEEEIIUW9JZ5YQQgghhBBCCCGEEEIIIYSot6QzSwghhBBCCCGEEEIIIYQQQtRb0pklhBBCCCGEEEIIIYQQQggh6i3pzBJCCCGEEEIIIYQQQgghhBD1lnRmCSGEEEIIIYQQQgghhBBCiHpLOrOEEEIIIYQQQgghhBBCCCFEvRVm9wpUpZTCERlpaUxfaaml8QC8hYWWx2S49TFf2zrf0ni3t9KWxgNQYdbvQtrjsT6m12t5zPANOyyNp8rclsYLJXmX9bU8ZsLHCy2PeVaL3pbHXP+BtTE7XrvE0ngAYU2bWB5Tx0RZHtO7aYvlMa2ucwFQYn1IqynlQEVZXIZsqBuoBSssj+myPCLcumG9pfEmdFSWxgNwNmhgeUxvXp7lMe3Q8skFlse0tsTaTFm8v2iftfEAz7btlsd8tl13y2P+J83atoOHuo+wNB6ALiuyPKbl+wjgjI+zPKY3v8DymMIcdrR3ebOyLI/5UvvjLI/5n7TFlsZ7oE1/S+MBaLf15ccRE2N5TPbssTykHfvmwcidWUIIIYQQQgghhBBCCCGEEKLeks4sIYQQQgghhBBCCCGEEEIIUW9JZ5YQQgghhBBCCCGEEEIIIYSot6QzSwghhBBCCCGEEEIIIYQQQtRb0pklhBBCCCGEEEIIIYQQQggh6i3pzBJCCCGEEEIIIYQQQgghhBD1VtjB3lBKvQbog72vtb7DlDUSQogQIXlWCCHMJ7lWCCHMJXlWCCHMJXlWCCEMB+3MApZYthZCCBGaJM8KIYT5JNcKIYS5JM8KIYS5JM8KIQSH6MzSWn9U9bVSKkZrvdf8VRJCiNAgeVYIIcwnuVYIIcwleVYIIcwleVYIIQyHujMLAKXUQOB9IBZoqZTqAdyotb7F7JWrDYdD8+qUVWTvCueJ6zuZHq/PsEJuGrcDp0Mz/fMkvny9scQ8Ap/e255VPyfSINnNwz8uB2DaS6ks+LwxscluAM69L52up+SxZXksXzzUDgCtFWfdmU6PM3IDsh4VrP5uU5qWc99LaSQ29KA1TPsshSkfmBvTjvJz93/T6T+ikPzsMG4c3tm0OGMeX0W/IVnk54Zz68WDAThxRCaX3biJ1DZ7uevK/mxcE29a/ECp73nWqjI0+YFJFJeF4/MpvD4HV78+irioUp667EeaJe5hR14Dxn52GntKIkyJb/W+YtV+kvDjLuLnZYGGgqENyT+tMcnfbid2eT5agTfORea1rfEmhpsS34rvdcxjVXLBaCMXXDtmHf2GZuFxK3Zui+blJ7qxt8gVsJh3PrCUfoMyyc+L4JarhwPw4BN/0Dx1DwCxsW6Kilzcft0pAYtZlVXlpzqr612BVJ9zbUwDD3c+tYFWHYvRGl56uANrl8eZGvO8yzM4fdROlNLM+KYZUyalmhoPgqtO+9ODjdn6SwxRyV4unbZ1v/eWvZfIgv805NrFG4lK8uF1wy9jG5O1OhLtgU4XFNL7pryArAdYnw+atynmwfFr971umlrKJ6+2YsrHzU2NG0zlp77FDJT6nGftOG4aeXYHCpjxreTZI/XV/W1Y83Misclu7p75137vzX2nCdOebcVjf/5JTJIHT7ni27Ft2P5XDEppzn18K+0G7AnIelSw+lhtR5m1I2bz1sU8OH7NvtdNW5TyyWutmPJJC9NiSp41TzDloPoU08o8++PLzfn9i0bEJBlttGfcl0HnkwtY9r9k5r7TdN9nM9dGc8cPq2jWpTgg6wLWf6+uCB8vfrkWV7gPZ5jm12lJTHop8PXZO59cTb+h2eTnhnPLqIEAxMa5eej5v2jUrITdO6J49r7jKdoTuPaK6oJpP3HUYp6XgdOBHACt9QpgaG0DKKWcSqllSqkfjmoND+O8azJJ3xRlxqIP4HBobn1mO49c3oZ/DevEyefl07JDqcQ8Av0v2s0tH/19wPSTr9vBg9NX8OD0FXQ9xTi5b9apmPu+N6bd8tFqvni4HV5PQFYDsOe79XkV7z6Vyg3Du3LneZ0596osWnYoMS2eHdsIMOvLJMZe3tb0OLO/b8Zjt/Xeb9rWTbE8fe8JrFqaaHr8AHqZeppnrS5Dt7xzLle+ehFXvz4KgKuGLWPJxhZc+OJlLNnYgqtOWmZKXDv2FSv2k/BtJcTPyyL9kePY+mRXYlbk49pVSt6ZTdj6766kP9mVvd3jSf5+pynxrfpeZ3/fjMdu3z8XLFuczC0XD+K2SwazY2s0F1+zObAxZ7Tk0fsG7TftuSf6cvt1p3D7dacwf14zFsxrFtCYVVmVZ6uzst5lgpc5ylxrdn32prGbWfJrIjec2Ztbz+tJxqZoM8Ls06p9EaeP2sldl/Xm1gv70u+kHJq1DNyJaE2CrU573D8KOfeD7QdM37MzjIz50cQ2c++btml6A7zlikunbuWi/6Wz+osECrcd9prCWrM6H2xPi+b2C3px+wW9GDOqJ6UlDhbOTjY1ZrCVn/oUM8Bepp7Waa3eT4w8u4O7LuvDrRf1pd/QbMmzR6j3qGyum7j2gOn5O8LZ8Fs8Cc3K9k37/YtGANw14y+u/2QtU59uhc8XkNXYx+pjtR11PTtibt8Sze3/6M3t/+jNmAt7UVrqYOFPKabFkzwbPG0HoRLTjjx74rU7uXPaKu6ctorOJxcA0PP8nH3TRo/fRGKLsoB2ZNnxW7rLFA9c2olbzuzGLWd2pc9JBXTuWRTwOLOnNOPRm3vuN+3ia7ew/Pck/jVyMMt/T+Ki67YEPG6FYNtPatOZhdY6o9ok7xHEGAOsOexcRyGlSRn9Ts5n5v81NGPxB+jUs5gdW8LJTI/A43YwZ0oCA08vkJhHoH3/QqITatcjFR7lw+k/z3eXOVAqIKuwjx3fbe5uFxtXGZXekr1OMjZGktzEfZhPHT07thFg1eJY9uQ7TY+zemkSewr2v3IhIy2W7VtjTI8daPU1z9pVhioM7bKFqUs7AjB1aUdO6ppmShw7ttOK/SR8ZwmlbWPREU5wKko6NSB2aR6+qMq4qjzAZ/pVWPW9rl52YC5YtigFn9eo5qxdlUBy47KaPnrUVq1IYU/hwa6c0gw5eQdzfzLvilKr8mxVVte7zFCHXGtano2O8dCtbwEzvzauVPO4HezdE7iOjpqkti1m3co4ykqd+LwOVi1JYNDwLFNjBludtlm/EiLiDyw+859uyKD7s/avtyrwFDvwecBbqnC4NOGxgcu9duSDCj0G5pOZEcXuHZGmxgm28lOfYgZafa3TWr2fpLaRPFtXbfvvIaqGtoPvx7XirAcz9suzuzdE0X6QETc2xUNknIftKwN3TmjHsdqO3G7n8QSgx4A8MtPNPaZIng2utoNQiGlHnj2cFd8n0+PcnICsQwV79k1FabGR88LCNGEujdaBj7JqaeIBbQcDTs5i9nfGnW6zv2vKwJPNqyME235Sm86sDKXUIEArpcKVUvdSy8SnlGoBnA28V4d1PKgbH93K+8+1xOcLcC/HQSQ3cZO1o3IYpuydLlKamtcREUox533clGdPP4FP721PcUFl5WnLslieHtGTZ0/vyeinN+3r3AoEO7azqsYtymjXtZh1y8zreLF7G0Wt1ds8a2kZ0opXr5vKR7d9zfn9jDs4k2JLyNlj7CM5e2JIjDXnTsZg3VfKm0cRtX4PjiIPqsxLzF8FhOUa25X8zTba3LOCuEU55Jxvzh1E9eV7PXXkdv6cb94VntV165FDfm4EO7bFWhbTClbXu0xwVLnW7DzbJLWUglwXdz+7gdcnL2PMUxuIiDqSNokjt3VDDN1659Mg3k1EpJc+Q3JIaRLYDt/qQqFOm/ZTDDGNPaQcV77f9HZn7CEs2seHg9ry0Ult6XldHpEJ5l1IYKWTzspizlTzO7hDofzYFTPA6m2d1mpbN8bQrVe1PBvgC2uqC4Uy+/ePCcQ3KT/gboCmx+3l7x8T8XogNyOC7X/FkL8zcENo23GsDkUnnZXFnGnmHlMkzwZJ20EIxbRjGxd+3ISXzjier+5vs18bbYUVPyRzwsjAdmbZtW86HJoJ01bxxdLlLP01jnXLrTmHT0gqJy/beIRGXnYE8Unlh/nE0Qu2/aQ2nVk3AbcCzYHtwAn+17XxMnA/cNCzNaXUDUqpJUqpJeXUvnLX75Q88nNcbFxl3R0YNd0ZZEaPbajFPPGKTB6f9ycPTF9OXKNyJo9rs++91j2LGDt7Gfd9t4JZb7TAXRq4BjQ7vtsKkdFeHnl7M28/mUpxkXlXPtm5jeKIWJZn3UeQZ43PHjjNrDL0rzfP55+vXcidH57NhQNXc0KbHeYEqkGw7ivlzaLIPbMJLV5cT/OXNlCWGr3vyJ8zqgVp/+1B4YBkEn7ebUr8+vC9jr52E16v4pfpTQ8/c4CcNHwbc34y99kxVrOj3mWCo821L3Mk9Vl9ZMMnOMM07bsUMfXzptx2gTFk28U3bDuiZRypjLQYvvqgJU+/s5xxb60gbV0sXq+5nZTBXqd1lyiWvJFEvzsPPLHfvTIS5YCr52/myl/SWP5BIgXp5o2Jb5Uwl4/+p+Tw2wzzLxYI9vJjZ8wAq7d1WqtlpMXw1YetePqdZYx7c7nk2QAoL3Hw84TmnHrXgcfIPhdnEd+0nNdGduP7f7eiVe8iHAE8zbbjWB1qwlw++p+cw28zze3MkjwbHG0HoRTT6ngDLt/F/XOXM2baXzRo6Gbq0y33ez99WQzhUT6adArshcZ27Zs+n+LWs7pxxYAedDphL606mjsksB2CbT857H0uWuts4PIjXbBS6hxgt9b6T6XUsEMs/x3gHYB4R3KtN6tL7z0MGJ5H32H5uCI00bFe7hu/kRfubn+kq1pr2TtdNGxW2VOa0tRNTqa5J6KhEDOuYWXP7KBLd/H2tccdME+TDiVERPnYuT6Glt0DM36pHd8tGBXhR9/ezC+Tk5g/w9znOtm1jeLIWJln41TSER0+rCxD2f47sPL2RjFndWu6tthNblEUyQ32krMnhuQGe8krMudZPcG8rxQObUjhUOOkMPmbbXgS979KdU//JJq/soGc8wPf+WL39zr8nO30HZLF2Jv7AtbcTeRw+hg0dCd3/GuYJfGsYke9K9COJtceVX3WmXJkeTYzguzMCNatbADAbzNSLGkgmzW5GbMmG3dl/vOOTWTvMneYuGCv0xamu9izzcX/ndsKgKLMML48vxUXfpPO+u/jaDV0L04XRCd7adKrhN2rIohveUxdCX6APkPy2PR3LPk5gbv74WCCvfzYGTOQ6nOd1g4H5tkIU+MFe5nN2RpB7rYIXjnreAAKMsN55dxu3P6/1TRo6ObcR9P3zTthVBdS2gTueSB2HatDSZ8huZYcUyTPBkfbQSjFtDpeg4aVww72u3Q3E6/rtN/7K34I/BCDYP++ubcwjJULG9BnWAFb15v7TESA/NxwElPKyMuOIDGljIJc83JfsO0nh70zSynVVin1vVIqSym1Wyk1RSlVmydCDgZGKqW2AF8ApyilJtVxffeZ+EJLrhzci6uH9uS5O9qzYmGc6Q0q65ZH07xNOY1Tywhz+Rh2Xj6LZsVLzDoq2FVZmFfMTKZpJ6MXPDs9Aq8/h+Zui2DX5iiSWgSuQmrHdwuau17YQvrGSL59r7HJsezaRnGk6mueBevKUKTLTXR4+b7/9++wjU27kvj179ac3Ws9AGf3Ws+8v1sHPDYE977iLDQaS8NyymjwZz57+ifh2lWZS2OX51PexJxOQju/194Ds7jwn2n8+65elJVaN/Z/z95ZbEuPJSfLnO/ULnbUuwLtKHOt6Xk2LzucrMwImrcx6j8nDMwn3eSHygP7hrJo2KSUQSOymTu9kanxgr1Om9ypnGsXb+aqOWlcNSeN2CYeLv7fVmIaemnQ1M22hdFoDe5ixa7lkSS2NW8oEaucdPZu5lowxCAEf/mxM2Yg1ec6rR32y7PDs5g7zdzzv2Avs007l/DYkqU8+NtyHvxtOfFNyhnz/SoaNHRTXuKgvNho3lr/axxOp6Zxh8DdNWDXsTqUnHRWFnOnmVsXAcmzwdB2EGoxrY5XuLuyjXb1zCQad6zMpT4frJxmTmeWHb9lfJKbmDij4Tk8wkfPEwvJ2GjNefyiOQ0ZMXInACNG7mTRL+bVqYNtP6nNE4g+AyYAF/hfXwJ8DvQ/1Ie01g8BDwH4e/3v1VpfcbQrWh/4vIoJY5vzzGebcThh1hdJbF1v7lWswRbzw9s7snFhPEV5YTzavw9n3ZXOhkXxbPs7BqUgqUUZlzyzEYDNS+L48Y0WOF0+lIKLn9pEbNKRP5jwYOz4brv23cuIUbmkrYliwnTjmUATn2/OH7+Yk0Ts2EaABydsofvAIuKTPExasppPXmzCzC+SAx7n/mdWcnzvXOIS3Hw0fS6fvtWOPYUubrp/LfGJ5Tzx6jI2r2/AY7f2DnjsAKu3edaqMpTUoITnr5wJgNPhY+by9ixa35K/tzXimct+ZGTfNWTmN+DhT08NeGywZ1+xaj9pOmETziIPOBW7rmiJLyaMxhO3EJ5ZCkrhTg5n91WtAh4XrPte7396Bcf38eeCaXP49O32XHTNZlwuzdNvLAFg7V/xTHi2a+BiPvYH3XtmExdfzsdfz2DSh52ZNbU1Q4dvY+7sFgGLczBWlZ8gc8S51qr67Jvj2nL/i+txuXzszIjkpYc6BjrEAcaOX0VcghuPR/HG0x0oKjT36rxgq9POurMJ23+PpjTPycQT29BvTA5dLiqscd5uV+Tz84NN+PysVqCh86hCUjoHrjPLjnwQEeml5+B8Xnu8g6lxKgRb+alPMQOs3tZp7dhPxo7/i7h4Nx6Pgzee6UjRHsmzR+KzO9qxeVEce/PCeHpgT069cxv9RmfVOG9RThjvX9UZ5YD4JuWMHr8pIOtQldXHajvKrF31y4hILz0H5fHaE+YfUyTPHvttB6EW0+o8u3lRHDvXGJ31iS3K+MczafvmT/u9AfFNykluGfihfu34LZMaublnfBpOh0Y5YN4Pifz+c0LA49z/3F9075NHXIKbj2f9yqQ32/LVB6146IW/OO387WRlRvLMvd0DHrdCsO0nSh9mwEKl1GKtdf9q0xZprQfUOkhlojznUPPFO5L1gMizarvYgPCVBu5OH7G/17bOtzTe7a0GWxoPQIXVpj84sLQncB16tVbTYKcmC2ts/lVZVS3I/pKC8t3WbyjW5tk4laT7q+FHtZ5HK/+qgZbGA0j4eKHlMe3YT9a/b21Hbcdrl1gaDyCsaRPLY+oY6++q8m7aYnlMR4S5wx3VZFbJpD+11n0sD0zdc22t67POFD0gduRRr+fRUOHWD4/jzcm1PKYdbt2w3tJ4Ezp2OvxMAeZs0MDymN7Cmjv+RN3N1l8fs3nWP/8walundYw4qvU8Ws7kJEvjAXizA3/1e330n7TFlsZ7qLu1ZQfAVxSYxyXUd874OMtjevMLLI23WP9Eoc6VtgNxTLE6zz7Q5pD9q6ZQLvOHvq7OkWD9nZ3erJov7Ag2B6vTHrQlXilVUVP7RSn1IMZtqBoYDUw9kuBa6znAnCP5jBBCBDvJs0IIYb5A5VrJs0IIUTOp0wohhLkkzwohhOFQt5X8iZEYK642uLHKexoYZ9ZKCSFEiJA8K4QQ5pNcK4QQ5pI8K4QQ5pI8K4QQHKIzS2vdxsoVEUKIUCN5VgghzCe5VgghzCV5VgghzCV5VgghDLV64I9SqhvQBdj3pC6t9cdmrZQQQoQaybNCCGE+ybVCCGEuybNCCGEuybNCiFB22M4spdTjwDCMRDkNOBP4DZBEKYQQASB5VgghzCe5VgghzCV5VgghzCV5VggR6hy1mOdCYDiQqbW+BugBRJi6VkIIEVokzwohhPkk1wohhLkkzwohhLkkzwohQlptOrNKtNY+wKOUigN2A23NXS0hhAgpkmeFEMJ8kmuFEMJckmeFEMJckmeFECGtNs/MWqKUSgDeBf4EioDfzVwpIYQIMZJnhRDCfJJrhRDCXJJnhRDCXJJnhRAh7bCdWVrrW/z/fUspNQOI01qvNHe1hBAidEieFUII80muFUIIc0meFUIIc0meFUKEuoN2Zimleh3qPa310kCvjEajPZ5AL1YAKGV5yNtbDbY03hcZCyyNB3Bpm6GWx7SF1navQVCyI8/aIeGTRdYHtSHnOSKsH6q843V/Whrv0rU7LI0H8GW/OMtj6oJCy2PakWdVajPLY7Le+pBW51odFYHvuNaBXOTh/bHK2nhgS561Yz95o0s3S+ON+nubpfEAvjlO6nmmsWU/sT6kLXVapVBhroAv9pDsaKuwowzZ4IE2/S2N99jmuZbGA3hmyDmWx/Rst77u7s0vsDymo0EDS+Opoto8sSXAMW3Is8rhwBEVHejFHpIuL7c0HoD2ei2PmXnnQMtjPnjx8ZbGC2ueY2k8AF1aannMzFHtLY/Z8K0sy2PWJ4e6M+u/h3hPA6cEeF2EECLUSJ4VQgjzSa4VQghzSZ4VQghzSZ4VQggO0ZmltT7ZyhURQohQI3lWCCHMJ7lWCCHMJXlWCCHMJXlWCCEM1t8bK4QQQgghhBBCCCGEEEIIIUQtSWeWEEIIIYQQQgghhBBCCCGEqLekM0sIIYQQQgghhBBCCCGEEELUW4ftzFKGK5RSj/lft1RK9TN/1YQQIjRInhVCCPNJrhVCCHNJnhVCCHNJnhVChLra3Jn1BjAQuNT/eg8wwbQ1EkKI0CN5VgghzCe5VgghzCV5VgghzCV5VggR0sJqMU9/rXUvpdQyAK11nlIq3OT1EkKIUCJ5VgghzCe5VgghzCV5VgghzCV5VggR0mpzZ5ZbKeUENIBSqiHgM3WthBAitEieFUII80muFUIIc0meFUIIc0meFUKEtNp0Zr0KTP5/9u46PI5q/+P4++xm457U3YVSo16o0EJxvThc5HKRH1KsyIXidi92cXe9FCuU0paWGlSoG3VL0jSNN2678/tjU6VAS3dml+Tzeh4e0s1mPzO7M985c87MWaChMeYR4EfgUVuXSkSkflGdFRGxn2qtiIi9VGdFROylOisi9dofTjNoWdaHxphFwAjAAGdYlrXa9iU7CKlNqhjzzGaSGtRgWTDxo1TGv9XI1sw+w4q45qFM3C6L7z5O5tMX7M0LVuYtT6XRf2QRhblhXD2is+15YN96vnJrOxZPSyY+pZonpy0FYNzTLfjho4bEp9QAcP4dW+l1bCE11YbXbm/H5hUxeL2GIWfncMb12wKyHKBtNtBG37eSfsfkUJgfznXnDgbg6JFZXHj1Rlq0KeXmS/qzYXWCLdmBFMp1FpzfhoJRf4KRCeByWTw3fiW5O8K5/8pOtufZtZ7z/pVI5owIIlN8nPRNzj6/W/1mDEufSOCsuVlEJPmoLDD8ODqZ/JUe2pxRTp97dwZsOQCatSnjzqfX7P53kxYVvP9cK8a/1yygOft7Z8Ziykpd+LwGr9cw+szutuaBM/vmTXcsot/ALAoLIvi/y0cC0LZ9IdffshRPuA+f1/DiMz1YtyY54NmBFkq1tkFqKWNGzyEpsRzLMkyc0oGvJnTmX7fNpnmzIgBiYqooLQ3n/24+OeD59anOOn0M80T4ePLTNXjCfbjDLGZPTOaDZwJTfxbeHUfWjAgikn0c903+Pr9b91YUK56I45Q5OUQkWez4ycPKp2PxVRtcHosjx5TQcEB1QJYD6nb7MpiZwdpPAiWU6uz+7Nw3f0uz1mXc+fSe1W/SvIL3n2/F+Peb25ZZX+q7Xfvm17e3ZN30BGJSarh20r6b7pzXGzL1sebctnAZ0cleAHasjmLCPS2oKnFjDFw5fg1hEdafzh89djn9js6hsCCc684/BoArblxDv2Oyqal2sT0jmv8+eCSlJZ4/v5J/wOm6F4zaHhNXw00Pr6dVxzIsC575VwfWLI23PTcQQrnOgvPnRMHoY3Oq5sVFVHLfqBm0T83HAu6bNJzlmY0B+Hvfpdw6bC5DX7iMwvKogOSlppYy5qa9zk8md2D8hM7cNWY2zZv6z09iY6ooKQ3nugCdnxyo5l18zToGDMnGsqAwP5xnHuhOfm5kQPIO5PSL0hl19naMsZj0eVPGf9DClpwJN35AaWU4Psvg9bm4+I2z6dgol7tPnkV4mBevz8VjE49mVaY9229dakf/4WCWMaYlUAZ8s/djlmWlHcTfbsH/ZYReoMayrD5/flF/zec1vP5wCzasjCYqxsvz365myex40tYHZkfen8tlcd2j27jr/Lbkbvfw/MT1zJucQNp6+3aqYGQCTPk0ma/fTmXMs3/4MQeEnes59JwcRl2WxYs3ddjn8ZOu3M6p12Tu89i8CSlUV7p4YuoyKstd3HpsTwadnkvDFpWHvRygbTbQpn7TlAn/a8ktD67Y/djWjbE8cltPrr/7l4Dn2SWU62wwtiGn60+wMgFOvzyLtI1RRMd6Hcmzaz3bnllGx4tKmXdn4j6Pl253kTUnguimNbsfc0dA99HFFK4PY+e6wJ+Ib9sczQ1n9gb82+97M+czd2pKwHMO5M6Lj6CowL7Ohb05tW9O/a4V33zRjlv/tXD3Y1dcs4qP3u3MwvmN6dM/iyuuWcWdNx0T0Fw7hFKt9XoNr73dmw2bUoiKrOaFpyayeGljHn1yz/t41eWLKC21Z3uqL3U2GMew6krDHRd0oqLMjTvMx1OfrWHhjATWLIk97NdudUYF7S4sZ+Gd+3a4lW13sWNOONFN9hxLIpIsBr28k6iGPnauc/PjPxM5eWbeYS8D1P32ZTAzg9UeCZRQqrP7s3Pf/C3btkRzw1lHAbVtkhnzmDst1bY8qB/13c59s8ff8un79xy+uq31Po/vzPSw6cd4Epru6Rfw1cCXt7TmjKe30LhLOWUFblxhf34gC2DqhOZM+LQVtzywfPdjS+an8M6LHfF5XVx+/RrOvWwjb79gTwe603UvWP1d19y9iYWzk3hkdBfCPD4iIv86s/SFcp3dxclzIqf72MC5mnf7sT/y0+YW3Pb1KMJcXqI8/nPqRnElDGyVQebOwB6/fF7D62/Vnp9EVfP8UxNZsqwxjz2x5/zkn5cvorQscJ/tgWre5++34YNXOgJw6nlbuODKDbz4eLeAZe6tVfsSRp29nZsvPIrqasNDryxnwawUMtOibcm7+r1T9xl8HD1yHq/O6sOcDS0Z3H4ro0fO46r3Tg94bl1rRx/MNIPfAhNq/z8N2AR8dwgZwy3L6mlHkczP9rBhpX8DKy91k74hkpTGgbvicH+depWRuSWcrLQIaqpdzBifyMBRgb2iPBQyAVbOj6W40G17zi52rmeXAUXEJNb88RMBY6Cy3IW3BqoqXIR5rIB2MmubDaxVi5Mp3rnvgTR9cyzbtsbYkmejkK2zwdiGnK4/wcpMbVxJv+GFTP5fA8cy7VrPhn2rCE/49UngkscS6DmmCLPXY2HRFg2OqsIdfngn+wejx8BCstKjyM6094Q4GJzaN1cuT6W4eN86a1kQHe0/rsbEVpOf95d5f0Om1uYXRLNhk3+QtbzCQ3pGAqkp5Xs9w2LI4K1Mn936cKMOqL7U2eC0ow0VZf71DAuzCPNYWAEqdw36VhOe+Otau/zxWI68rZS9i21i1xqiGvqfG9/Bi6/S4K0KzHLU9fZlMDODsZ8EWMjU2V+zb988GD0GFJCVZn+bpD7Udzv3zVb9SohK/PX5/5SHmzPyzm371NmNs+Np1Lmcxl38x+/oJC+uw3wbVi1Jprho33bXkvkN8Hn9XXdrViaS0qji8EJ+h9N1Lxh1Njqmhm59dzL5M/8dAjXVLkqL//A6/1ASwnXWeU73sYEzNS8mvIqjmm/nyxVdAKjxuSmujABgzPCfeGbmAKx9zrIP3z7nJ+X+85OU5P3OT47eyoxZrQOWeaCaV77XxXyRUV5bj9Ut2paxdnk8lRVufF4XKxcmMmhEzh//YQDFhvsb6LERVeQU29OXWdfa0QczzeCRe//bGNMbuDog6QHUqHkl7Y4oY+0S+zqxUxpXk5MZvvvfuds9dO5dZltesDKDIRjrOfndxsz+vAFtu5dw8dgtxCZ66X9yHgunJHPNUX2pKndxyX1biE06uIGwQ6VtVnYJ5Tqrz9M+V4/dypuPtyQqxpm7spyW8UMEUY28JHW2p4YejKEn5TDjW2cGCy0LHnlnNZYF333ciO/+Z+9t+8HcN1974UgeemIO//i/lRhjcdt1Qx3JPVyhWmsbNSyhXdt81qzbcwdht67ZFBRGkrn9rzHlTagK1n7iclk8P2EVTVtX8s17DVm71L47PzJ/CCeykY/E36m126ZEkNClBnf4bz7lkNSX9qXaQIcuVOvsLk7um/sbelIOMyY6dwFTXeb0vrl2agJxjat3D1rtkrc5AozFB5e2pyw/jCNOKWDw1TtsWw6A407LYPb3TWx7faff22DU2cYtKtiZ7+GWx9bTtnMp61fF8sojbaks/2tcSBDqddbpc6K9OdHH5pTmiUUUlEfx4InT6dQgj192pPKfH46mX8sMsktiWJdj712+u85P1gbp/OTv167j2JO3UVoSxl3X9LMtZ+v6GC69YRNxCdVUVbroc0we61fF2ZJlWYYXL/4WLPh8cVe+WNyVJycP5oWLvuWm4+biMhaXv32mLdl1rR19MHdm7cOyrMVA34N9OjDFGLPIGHPVgZ5gjLnKGLPQGLOw2vpzU7lFRnu559VNvPpAC8pK7DsAmQMMett9NVcwMoPB6fU87pIsnvtxMY9PXkZiw2o+eKg1ABuXxuJyW7y8cCHPzVnMt681ZcfWiIDna5uV32NrneXQ6qw+T3v0O7aAwjwPG1b+9RvaB1JTbvjllTiOvLE4aMsQ5vHR/9g8fpxkb0N/l1vP68YNp3dn7BVdOOXiLLr1LbI1L5j75kmnb+b1F47k0nNO4PUXj2T07YudCQ6wQNbafepsdelBL0NkZDVj75jFK2/2oax8T2N/+DFbmGHTXVn1SbD2E5/PcN1J3bh4QA869SylVUd7ThZrymHNqzEcccNvb3NF692sfCqW3g8Erh7Xl/al2kCHz96+g0O/O8WpfXN/YR4f/Yfn8eNkDWYFgpP7ZnW5YfaLjRl2U+avfufzGtIXxnLWM5u5/NO1rJmSwKaf7OkEBTjv8g14a1xM/66pbRlO171g1Fl3mEX7riV8+3ETrj+zFxXlLs69KsPeUBvZWWer/kSddfqcaBen+tic4jY+OjfKYdzSIzjvvXMor/ZwzaAF/HPAYl768WA/7j8nMrKae+6Yxatv7Ht+MmzIloDelfV73nu5I5edMpwZk5py6rn2TeeYvjmGcW+15JHXlvLQK8vYvDYWrzewd7ztcvnbZ3DR63/j+o9O5tw+q+jdMpO/HbWKpyYP4qRnL+GpKYO499QZtmTXtXb0wXxn1i17/dMF9AYO9p67wZZlZRpjGgLfG2PWWJY1a+8nWJb1GvAaQLwr+ZBXyx1mMfbVTUz/MpmfJiUd6p8fktztHho03TM/R2qTavKy7J0HNhiZweD0eiY22HPb8bEX7uA/l/lv3f3pq1R6DCskzGORkFpNpz5FbFoeS6NWgfnOLNA2K7/maJ01h1Zn9Xnao+tRxQwYUUDfYYV4IvzTmY55egNP3NI+2IsWECVpbkoy3Ew63d9pU7bDzaSzUjn+01yiGjgzJ32fYwrY+EsshXkBuhXhD+Rn+3N25nuY830ynbqXsHKBfVetBXPfHDkqjVef83+Z8+zpzRg9ZokjuYfLzlq7T52NbXZQddbt9jH2jln8MLM1P81ruWfBXD4GD0zn+ltPPMhFk98S7GNYaVEYy+fG0WfYTrauC/zc+6Xpbsoy3Ew9IxmA8h0upp2dzLH/KyCygY+yLBdzb0igz+NFxLYM3F3A9aV9Gezt56/I2b6DlD/dJWL3vrm/PsfkO9omqeuc3Dfzt0ZQmBHOqyf7+wuKssJ57dQuXPnVGuIbV9OqfwnRyf762mFYEVmromg7OPAXc404OYO+R+dw9//1gwBPLbY3p+teUGp7VgS5WRGsXe4fePxxUupfajDLyTqb4E495Drr9DkRONvH5pQdJbHsKI5lxXb/nW3fr23LtYMX0iyhiE8vGwf4vzvrk79/xkUfnE1eaWCOZW63j7F3zmL6b5yf3HCLs+cnMyY15f7/LuTD1zrYljHly6ZM+dJ/kcClN24kd4c90wHnlvgvZC4oi2L62tYc0SybU3qs44nJgwH4/pd2jD11pj3ZdawdfTB3ZsXt9V8E/nlZD+rbyCzLyqz9fzbwJRDgewMtbn5iC2kbIvniDftvXV27NJpmbapo1KKSMI+PYacXMm9KQp3LDAan17Ngx54daMGkZFp08l+Vl9KsilU/JWBZUFHmYv2SOJq2L/+tl/kTtM3KAYVsndXnaY93nmjJJYN7c9mQXjx+Y3uWzY2vMwNZAImdajhrzg5O+yGb037IJrqRlxO+cG4gC2DoydnMdGiKwYgo7+7pIiOivPQ+upAtNn7pMAR338zLi+TInrkA9Oidw7YM56ZpOkwhVGstbrl+LukZCXzxddd9ftO7RxbpGfHk5tXNOzedFIz9JCG5mph4/5R/4RE+eh1dRPoGe+pBQkcvp/yUy4nT8jhxWh5RjXyM+DyfyAY+qooMc65JoNstpaT2Dux3R9SX9qXaQH9KCNXZfTm5b+5v6Ek5zJzY0JGs+sDJfbNR5wpuW7CC0bNXMXr2KuIbV3HVN6uJbVBDuyFF7FgTRXW5wVcDW+fHkto+8N9nddTAHP729008eGtvKivtvePE6boXjDpbkBtOTlYEzdr4+4B6DiwkbaP9g9oBFLJ1NhjnRE73sTklrzSaHcUxtEoqAKB/q22s3pHK8Jcu56TXLuak1y5mR3Es57/3t4ANZIHFzTfMJS391+cnvRw8P2naYs+MAwOG7CBji72ZCcn+AZcGjSsYNDKXmd8F/ngd6akmuva7sSI91Qxom8HG7GRyi6M5qpX/zt9+bbaRnmdP/atr7ejfvTPLGOMGYi3LGnOoL2yMiQFclmUV1/58PPDgn1vMAzuibykjz85n8+ooXvzuFwDe+U8zFky35wPxeQ0v3t2MRz/ahMsNUz5JZus6e7/ANRiZAHe+uIXuA0tISK7hg4WreP/Jxkz+JOWP//BPsnM9n7uuA7/MS6A4P4z/63sUf7s1nV/mxrN1VQzGQIPmlVz5+EYARl26nZdvbc+YkT2xLBh2bjatugRu+glts4F1+6PLOfKofOITq3n3u5l8+Eo7ios8XHP7GhKSqrj/uSVsWhfHvdcdZUt+IIR6nQ3GNuR0/QlWZjDYtZ4/3ZJI9oIIKgtcfDW0EUfeUEy7v/127fz62IZUl7rwVUPGtEiGv5lHQvvAfbdWRKSXXoMLef4++67g2ltSajVjX1oL+K8MnPF1Kotm2XtVoFP75u33LqB7zxziE6p4b9x3fPB2F557ohdX37ACt9tHdZWb55/sGfDcQAu1WntElxxGDt/Mpi2JvPTMtwC8/UFPFixqxlAHphisL3U2GMew5IbV3Pr0ZtwuC+OCWROS+PmHxIC89vxb48n92UNloYuJw1Locn0pbf524I7TjR9GUZIWxuqXo1n9sr+T4+g3Con88zez7FbX25fBzPwrt0dCrc7uz8598/dERHrpNaiA5+93pk1SH+q7nfvm5ze2Zuv8OMoKwnhmUDeGjd5Or/PyDvjcqAQvA/6RzRtndAYD7YcV0fHYw5tS7faHl9ae31bx7oQf+PC1Dpxz2SY84T4eeXEBAGtWJPLi490OK+e3OF33gtXf9fJDbbn9yXV4PD62p0fyzF0dbc8MhFCvs8E4J3K6jw2cq3mPTzuGx06ZhsftJaMwnnu/OzbgGXvbdX6yeUsiL9aen7xTe34yzKbzkwPVvD6Dc2jWqhTLZ8jOiuTFx+ypd7vc/fRK4hOrqakxvPRIB0qKAn/HUkpMOU+dOxkAt8vHpJXtmbOxJWUTPIwZ9RNul0Wl183D39rzXdR1rR1trN+YsNAYE2ZZVo0xZpplWSMO+YWNaYt/pB/8g2YfWZb1yO/9Tbwr2RoQNupQow6LVRO8L6Z31IEmq7Sbw5PKf5I+x9E8gAvaDHE8s75ss2GNnb2qZk7up+ysynZ0RwlKnTXJVn9zyFGHJxj1JwhcEYH/fr0/4qsM3BSoB+OC1dsczQP4tF9nxzODUWd9Zc58b8fe3B3aOp45ed1/FlmW1cfJTKdrbXxsM6t/N4e/h3vBSmfzgiUIX1hkPM5OC3bWcuenOvq8i+4YsU0Q2kBTfePqfJ0F/zSDAzwn/Iml/fNcMc7cybU3705nvm8m6Byu7/ducv77Ph895hTHM2u2/fq7vuoiV5x931V2IPNKvmanN7fO9x0kuFOtAVEn/4ml/fOsqqo/flKgM72Bm4r5YGXdNNDxzCY/Ovt91u7MA18IYCerIvB3x/6RrHM6OZ7Z4JW5jmcGw1TrswO2aX/vzqyf8c+9utQY8zUwDth9r59lWV/8XqBlWZuAHn9ucUVE6gXVWRER+6nWiojYS3VWRMReqrMiIvzBNIO1koE84FjAwv9tkxbwu4VSREQOmuqsiIj9VGtFROylOisiYi/VWRGp135vMKuhMeYWYCV7CuQuzs/xISJS96jOiojYT7VWRMReqrMiIvZSnRUR4fcHs9xALPsWyF1UKEVEDp/qrIiI/VRrRUTspTorImIv1VkREX5/MGu7ZVkPOrYkIiL1j+qsiIj9VGtFROylOisiYi/VWRERwPU7vzvQaL+IiASO6qyIiP1Ua0VE7KU6KyJiL9VZERF+fzBrhGNLISJSP6nOiojYT7VWRMReqrMiIvZSnRUR4XcGsyzLyndyQURE6hvVWRER+6nWiojYS3VWRMReqrMiIn6/d2eWiIiIiIiIiIiIiIiISFCFBXsB9mGBVVPjaKQJc/4tcHod/aGW85kDujsad0Eb5z/La1avcTzz5Q7tHc/EOD89szc3z9G8oOyX9URYo4aOZ9Zk7XA801dR4Xim0z7u3NTxzMmZsxzPHNW0p+OZweBdvynYi1AnmfJKXCs3Opppud2O5kH9OW4aj7Pty8+7OH/M/DRjruOZ5zYf6HhmUATjHKy+sCysmmpHI01CI0fzACjc6XxmELgiIx3Ne6hjP0fzAN7Y9Knjmf9oebTjmcHgKy52NM+yfI7mBYvl8+ErK3M2NAh9T8E4Vjd+Zo7jmcbhOlsThP6RyZlLHc8c1VQ3TTpNd2aJiIiIiIiIiIiIiIhIyNJgloiIiIiIiIiIiIiIiIQsDWaJiIiIiIiIiIiIiIhIyNJgloiIiIiIiIiIiIiIiIQsDWaJiIiIiIiIiIiIiIhIyNJgloiIiIiIiIiIiIiIiIQsDWaJiIiIiIiIiIiIiIhIyNJgloiIiIiIiIiIiIiIiIQsDWaJiIiIiIiIiIiIiIhIyNJgloiIiIiIiIiIiIiIiISssGAvwOHoM6yIax7KxO2y+O7jZD59oZGtealNqhjzzGaSGtRgWTDxo1TGv2VvJji/nk5lNkgpZcyNP5GUVI7lM0z8vgNffduFf906i+ZNiwCIiamitDSc/7v1lIDn2/l5Tr+zIVumRxOV4uX8ien7/G7pG4nM/Xcql83fRFSyjx3LIph5T8Pdv+9zQz5tjy8NyHJAcLafW55Ko//IIgpzw7h6RGfb84K1b9YXTmxDo+9bSb9jcijMD+e6cwcDcPTILC68eiMt2pRy8yX92bA6IeC5e3N6X6mrtd2pzKdubsH8qfEkptbw2vS1ux8f/2YqX7+diivMov+IIq4cu52s9HD+ObQzzdtWAtD5qFJG/zsjIMuxS116b0Mtsz54Z8Ziykpd+LwGr9cw+szutuapTWsvpz9Pu9bxpVvbsXhqEgmp1Tw1bdnux797qzGT3mmMO8yi97EFXHxP2u7f5W4L5+bhPTnnlnROu2Z7QJZjl/qy/ajO2sOp85PRdy+j36AdFBZEcN3FQ/f53VkXbuQfN6zmghOOp2hnuC359Wmbdbksnhu/ktwd4dx/ZSdbs+w8br51WweWT0siLqWah6YuAWD80y2Z9XEj4lKqATjr9q10P7Zg99/kbYtg7IjenHZzGidcvS0gy7GLzonkcDj93jrd97RLfdhPwNk6C872HTxydSsyNkYCUFrkJibey8tT/b/75PmGTPo4BbfL4tqHt9FnWHFAlmOX+lL37Mq0dTDLGJMIvAF0AyzgCsuy5gbitV0ui+se3cZd57cld7uH5yeuZ97kBNLWRwbi5Q/I5zW8/nALNqyMJirGy/PfrmbJ7HjS1kfZlhmM9XQq0+szvPbuUWzYlEJUZDUvPPkti5c14dGnhux+zlWXLaS01J6Gvp2fZ6eziuh2yU6mjWm4z+Ml28PI+Cma2KbVux9L7ljF375MxxUGpdluPj21Ba2PLcUVgL0zGNsPwJRPk/n67VTGPJv2x08OgGDsm6HCzjoLzm1DU79pyoT/teSWB1fsfmzrxlgeua0n19/9S0CzDsTpfaUu13anMo8/L5/TLs/lidEtdz+29KdY5kxO4OVpawmPsCjM3VNIm7Sq3N04DbS69t6GUmaosLvWAtx58REUFXgC+ZK/SW1a+7dZpz5PO9dx2DnZnHBZFi/e1H73Yyt/imfhlCSe/H4ZngiLnbn7Nljfub81vYYXHnb2/urL9qM6a1+dder8ZOq3zZkwrjW33Lt0n8dTG5bTs28u2dtVZwPl9MuzSNsYRXSs1/YsO4+bg8/ZwYhLM3nj5o77PH7clZm/OVD1yYNt6Das4IC/Oxw6J6rb6krfwd6c7nuC+rGf7OJknXW67+DuV7fu/vnVB5oSE+dfx63rIpgxPonXpq8hf4eHO89rx5s/rsbtPuzFAOpP3bMz0+5pBp8FJlmW1RnoAawO1At36lVG5pZwstIiqKl2MWN8IgNH7QzUyx9QfraHDSujASgvdZO+IZKUxtV/8FeHJxjr6VRmfkE0GzalAFBe4SE9I4HUlLK9nmExZNBWpv/YOuDZYO/n2bRfBREJvy72Pz2SyoDbczFmz2OeKGv3wJW30uzzu8MVjO0HYOX8WIoLA1TpD0Iw9s0QYludBee2oVWLkyneuW+nX/rmWLZtjQl41oE4va/U5druVOaRA0qJS9q3zk54L4Xzrt9BeIQFQGJqTUCy/khde29DKTOE2FprnaY2bd1h5zp2HVBMbOK+dXTK+404/bpMPLV1NmGvOvvzpCQataykeccyAq2+bD/1YZv9HbbWWafOT1YtTaG46NcD2f8cvYq3X+yCZWN2fdpmUxtX0m94IZP/18D2LLD3uNmpfxExiQffZl08OZkGLStoVgdqbX3aZkNEneg72JvTfU9QP/YTcL7OOt13sItlwayvExl+hv8CgbmTExh2egHhERaNW1bRtHUla5dEB2Q5oP7UPTszbRvMMsbEA0OANwEsy6qyLKswUK+f0rianMw9d+zkbveQ2sS5zutGzStpd0QZa5fY29EajPUMRmajBiW0a5PPmnWpux/r1jWbgsJIMrfH25oNznyem6dFE9OohtQuVb/63Y6lEXxyYgv+d0pLhjyYE5C7siD4+0kwOLVvhgK76yzUn23I6fWsL7Xd6cxtGyNZOT+WG0/uwG1ntWft0j1Xy2alhfN/x3XktrPas2J+YOtDfXhvg5UZCpyotZYFj7yzmue+Ws6J5+0I5Ev/IbVpA8/Jz9Ppddy+KYo18+P41ynduO/sI9iw1L/dVJS5GP9SM865Jf0PXuHPqS/bj+qsfXU2mPofnUVeTiSbN9h7Xlufttmrx27lzcdb4vMF8ErQg+TUcfOHd5tw3/G9eOu2DpTWdtZXlrn47uXmnHaTPXeh6Jyo7lLfQeDUh/0EnK+zwVrPlfNjSGpQQ7O2VbtzG+w1m1Zqk2rysgI320J9qXt2Ztp5Z1ZbIAd42xizxBjzhjHmV0d7Y8xVxpiFxpiF1VQe9Isf6O4Vy87LnPYSGe3lnlc38eoDLSgrsfcKgGCsp9OZkZHVjL19Jq+81Zey8j0b+vCjtzDjxzb2Be/Kd+DzrC43LH4pmb435R/w9416VnL+d+n87fN0lryaRE1lYA4WwdxPgsHJfTNE2Fpn/X/768fq4jbk9HrWh9oejEyvF0p2unl2wnquHJvJI1e3xrIguWE1Hyz4hZe+X8fV92/j8f9rRWlx4JpA9eG9DVZmiPjDWrt3na2yKg454NbzunHD6d0Ze0UXTrk4i259iwK06L9PbVp7OPl5Or2OPq+hZGcYj3yzkkvu2coz13bEsuDTp1pw8j+3ExnjsyW3vmw/qrP2tWmDJSLCy3mXbeCD1+3/rpH6ss32O7aAwjwPG1Y6f/GiU8fNYZds5/HZC7lv0hISG1bxv4fbAvDV0y05/h+ZdabW1pdtNkSo7yBA6sN+Eow6G6ztZ/pXSQw7Y69pWw+UGcDxvPpS9+zMtHMwKwzoDbxsWVYvoBS4c/8nWZb1mmVZfSzL6uMh4qBf3D9SuucOl0CPlP4Wd5jF2Fc3Mf3LZH6alGR7XjDW08lMt9vH2DEz+WFWG36av2fuUpfLx+ABacz8qZUtubvzHfo8i9I8FGWEMe7UFnwwrBUlWWF8dkYLynL2bQAnta8mLMpH/rrAfE9YsPaTYHB63wwRttZZqD/bkNPrWddre7AyU5tUM/iknRgDnXuV4XLBznw34REW8cn+aQU6dC+naesqtm06tH3h99SH9zZYmSHiD2vt3nU23Bz6POD52f7j/s58D3O+T6ZT95LDX+o/oDatfZz8PJ1ex+TGVfQ/MR9joH2vElwuKM4PY8OSWD58pCXXDejFxDeb8OXzzZn0duOA5daX7Ud11r42bbA0bl5KoyZlvPD+LN76YhqpDSp49p1ZJCUf+oUPf6S+bLNdjypmwIgC3pm1hDuf20CPgUWMeXqDrZng7HEzoUE1Lje4XDDkgiw2L40FYPOSOMY91prbB/Xh+7ea8u0LzZn2TpOA5eqcqE5T30GA1If9JBh1Nhjr6a2BnyYmMPS0wj25TavJydyTm7vdQ0qjwN3FVF/qnp2Zdg5mZQAZlmXNr/33Z/gLZ0CsXRpNszZVNGpRSZjHx7DTC5k3JSFQL/8bLG5+YgtpGyL54o1GNmf5BWM9ncu0uOW6uaRvS+CLb7ru85vePbaTvi2e3Dw7rwJw7vNM6VTF5fO3cPGMrVw8YyuxjWv421fpRDfwUpQehq92iuzibWEUbg4nrllgCmVw9pNgcH7fDBG21lmoP9uQ0+tZt2t78DIHnbCTpT/6T/YzNkZQXWVISPZSmOfGWztF9vat4WzbHE7jlr+e8vXPqg/vbbAyQ4SttTYiyktUjHf3z72PLmRLAL5Q/vepTWsXpz9Pp9ex7wn5rPzJ//qZmyKpqTLEJdfw4BereHHeEl6ct4ST/rGdM2/I4ITLswKWW1+2H9VZ+9q0wbJ1YzwXnXw8V5w1givOGkFuTiSjLxtCQX7gv3S9vmyz7zzRkksG9+ayIb14/Mb2LJsbzxO3tLc10+njZuGOPR1+iyen0KyT//ux7vx8Bf+Zs5D/zFnIcVdkcvL1GYy4bHvAcnVOVKep7yBA6sN+Eow6G4z1XDw7jhbtK/eZVnDA8UXMGJ9EVaUhKy2cbZsj6NQrcN9RWF/qnp2ZAfpmnl+zLCvLGJNujOlkWdZaYATwS6Be3+c1vHh3Mx79aBMuN0z5JJmt6wLfINzbEX1LGXl2PptXR/Hid/5Veec/zVgw3b4NIBjr6VTmEZ1zGDlsE5u2JPLSUxMAePvDXixY3Iyhg7cwY7a9Uwza+Xl+f1MjMn+OoqLAzXtHt6bv6Dy6nFN8wOduXxTFklcTcYWBcVkMuT+HqOTATBsQjO0H4M4Xt9B9YAkJyTV8sHAV7z/ZmMmfpNiWF4x9MxTYXWfBuW3o9keXc+RR+cQnVvPudzP58JV2FBd5uOb2NSQkVXH/c0vYtC6Oe687KuDZ4Py+Updru1OZj13biuVzY9mZH8ZFR3XlkluzGHV+Pk/f0oKrhnfC47EY82waxsCKebG890Rj3GHgdlnc+HgG8b/xBbB/Rl17b0MpMxTYXWuTUqsZ+9JawH/V94yvU1k0y94rvtWmtY/Tn6ed6/jf6zrwy9x4ivPDuKZPb869NYNjz8vmpVvbceuIHoR5fFz33w0HnEYk0OrL9qM6a1+b1qnzk9sfWMyRvfOIT6zi3fFT+fCNjkz5puUf/2EAaJu1j53HzVev78TauQmUFIRxW7++nH5LGmvmJpD+SwzGQErzCv7+mP13noHOieqyutR3sDen+56gfuwnweB038EJF+Yzc/x+UwwCrTtVMOTUQq4a1hm32+L6RzNwB3BW2fpS9+zMNJaNkyQaY3oCbwDhwCbgcsuyCn7r+fEm2epvRti2PAdiwmwbz/tNVk2N45lBMaC7o3FmYUCPwwflmtVrHM98uYPdV50dgBO9FPtHBvJocRDm1UymyJfv/Ioepr9CnQ1r7PzdcjVZOxzPFHtMzlzqeOaopj0dz6wvplqfLbIsq0+wl+NQHUqtTXCnWgOiTnZw6cCqCtydhgedWU/as67oaEfzfGWBu/LzYH2aMdfxzHObD3Q8s76oD3UWatu0rpEOLZ1fWMvmjuYB1GxNdzwzGFyRznbMBuMY9samGY5n/qPl0Y5n1gfzrWkUWeo7sEUQ+p7q5Bd7HYDTddZXEfjpdP+I+g7qlt9q09o6kmNZ1lLgL9eQFhH5q1CdFRGxn2qtiIi9VGdFROylOisidYGd35klIiIiIiIiIiIiIiIiclg0mCUiIiIiIiIiIiIiIiIhS4NZIiIiIiIiIiIiIiIiErI0mCUiIiIiIiIiIiIiIiIhS4NZIiIiIiIiIiIiIiIiErI0mCUiIiIiIiIiIiIiIiIhS4NZIiIiIiIiIiIiIiIiErI0mCUiIiIiIiIiIiIiIiIhKyzYC7A343Lhio1zNNOqqHQ0rz4J25bvaF7VwCMdzQN4pYvjkXiHd3c8M3zRBscz1zzU1dG8yid+dDSvPrGqq4O9CHWXMc7mWZazecCopj0dz3xlq/P14JpWRzue6U5KcjwTZ5sGQWH5fPjKyhzNdEVHO5oHYHm9jmcGowZ5e3V0NK8myu1oHsC5zR2PZP27vR3P7HTtGsczraoqxzNRs8s2VqmztR3AFeds/wgA7Vo4HunK3eloXk3TZEfzAP7Ryvnj5sYPezqe2f6yVY5nWtVBqLX1gQET5my3sVVT42hefWLaOFzbV693No/g9B1ct36d45kvdnD2/ARwvu8J4DdO/XRnloiIiIiIiIiIiIiIiIQsDWaJiIiIiIiIiIiIiIhIyNJgloiIiIiIiIiIiIiIiIQsDWaJiIiIiIiIiIiIiIhIyNJgloiIiIiIiIiIiIiIiIQsDWaJiIiIiIiIiIiIiIhIyNJgloiIiIiIiIiIiIiIiIQsDWaJiIiIiIiIiIiIiIhIyNJgloiIiIiIiIiIiIiIiIQsDWaJiIiIiIiIiIiIiIhIyAoL9gIcrpi4Gm56eD2tOpZhWfDMvzqwZmm8LVmeCB9PfroGT7gPd5jF7InJfPBMM1uy9tZnWBHXPJSJ22Xx3cfJfPpCozqROfqeZfQbnE1hQTjXXTh0n9+dddFG/nHjGi44/jiKdoYHLNPjqeHp+yfh8Xhxuyxmz2/Fe+N6ERdTyd03zaBxgxKycmJ5+L/DKCmNCFjuLqlNqhjzzGaSGtRgWTDxo1TGvxXY99bjqeGZsd/hCfPidlvM+rk1733ei6suWMCA3unU1LjI3BHHE68dTWlZ4NcRoFmbMu58es3ufzdpUcH7z7Vi/HuB3V8Sp28nfl42AFVNo9lxYTuSpmwjdkUBuKAm1sOOi9rhTQjcNlQfBaMGnX5ROqPO3o4xFpM+b8r4D1rYnun0egbjfb3lqTT6jyyiMDeMq0d0tj0P6tYx7L3bOrDihyTiUqq59/slAHzzTEt+/LgRcSnVAJw+ZitHHlsAQMbqaD68qz0VJW6MC+76eimeSCsgywLBeW/P+Lt/37Qs2LI+lmfu7kR1ldv23LouGJ/lOzMWU1bqwuc1eL2G0Wd2tzUvGPUHnHlvPR4vTz34HZ4wH263j9nzWvP+pz2Ji63k7ptn0qhBCTtyYnn46aEBaV96PDU8+6+Ju9uzMxe05t0ve3PpmYs5eeg6CosjAXhz3FHMX27P8dOpbTZxSjbxM3LBgqJhqRSOakjjFzcRnlUJgKvMiy/aTdpDXWzJd3o/ceJcob4KRg3yt2czMcCkL5xpzzrRP5KaWsptt84jKakCy4LvJrVn/PhOXHLJcgYOyMDnM+zcGclTT/cnPz86IJmj71lOv6Nr+w4uGALAxVevY8CQHVgWFOZH8MyD3cnPjQxIHkCD1FLGjJ5DUmI5lmWYOKUDX03wbzunnbyG005ai8/rYv6iZrz5bu+A5e7i1DabMCmb+Ol5/jo7PIWdJzYk6fPtxE/Pwxvn7zLMP68JZT0TAp5dn/rY6oNgHcPq0vlmMPNSG5Rx650Lamu7YdK3bRj/RQdi46q4a+w8GjYqI3tHNI89OICSEnv62OrSZzntzkZsnR5DVIqXCyZuBeDn51L45dMEIpNqABhwax6th5UCsOiVJH4Zl4DLDceMzablMWUBWY5dnH5v7TyG2TaYZYzpBPxvr4faAvdalvXfQOZcc/cmFs5O4pHRXQjz+IiI9AXy5fdRXWm444JOVJS5cYf5eOqzNSyckcCaJbG2ZbpcFtc9uo27zm9L7nYPz09cz7zJCaStD1wjLViZUyc0Z8K41txy39J9Hk9tWE7Pfrlkb48KaB5AdbWbMQ+OoqLSg9vt45kHJrJgaTMG90tjycom/G98d847fTnnn76CNz7qE/B8n9fw+sMt2LAymqgYL89/u5ols+NJWx+4da2udnPbIyfsXsf/3vstC5Y1Y9HKprzxv6Pw+Vxcef4CLjhtOW980jdguXvbtjmaG870N+hdLov3Zs5n7tSUgGa4C6tInJXF1rt6YIW7aPz2OmIX51I4ogn5J/tPFBNmbidlUgbZ57UNaHaocKLOBqMGtWpfwqizt3PzhUdRXW146JXlLJiVQmZaYE6GD8Tp9QzG+wow5dNkvn47lTHPptmas0tdO4YNPGcHwy7N5J1bOu7z+Ih/ZHL81dv2ecxbA2/f1InLn1lH866llBSE4fYEbiArGO9tSsNKTrtoG9ec1peqSjd3PbWKoSdlM/WrJrZlhgK7a22w6gHAnRcfQVGBx/YccL7+gHPvbXW1i9sfGEVFRW378qHvWLCkGUf338qSFU3431dHct4ZKzjvjJW8+eFRAchzc8vjJ+5u6z13zwR+Xt4cgM8mH8Gn3x152Bm/x6n3NTyjnPgZuaTf1xkrzNDsyQ2U9ogn67o97brUjzPwRdk7oO7kfuLEuUIocqJN63QN8rdnM7n5wj7+9uzLy2xvz4Iz/SNer4vX3+jFxo3JREVV89xzk1myuDGff9aF99/3D/iedtpaLrxwFS+8EJjzzanfNmfCuFbccv+y3Y99/kEbPnjV3yY79dwtXHDlel58PHD1z+s1vPZ2bzZsSiEqspoXnprI4qWNSUqsYFC/DK4dfQrVNW4SEioClrk3J7bZ8PRy4qfnkfFgJ6wwQ5N/b6Csl3/ws/DEBuw82d7OzvrSxxYKnKizwTiG1bXzzWDmeb2GN17pzsb1Sf7a/so0Fi9qxHGjtrB0cUPGfdKZc85fwzkXrOHt1wN/cU9d+yy7nFVE90sKmTqm8T6P97isgF5XFuzzWP76cNZ/G8+FE7dSmu1m/KXNuej7LbgC1MQNxntr5zHMtmkGLctaa1lWT8uyegJHAWXAl4HMiI6poVvfnUz+zH+Aral2UVps581mhooy/5YUFmYR5rGwAtcvdUCdepWRuSWcrLQIaqpdzBifyMBRO+tE5qqlKRQX/frE8J83/8LbL3Sx6b01VFT6M8PcPsLCfFiWYVCfNL6f2R6A72e2Z1BfexqM+dkeNqz0n8CUl7pJ3xBJSuPqAKfst45u/zouWtEMn8+/y6/e0JAGyYEd5f8tPQYWkpUeRXamDUXSZ2GqfeC1cFX58CaE44vcUwNcVT4sE/jYUOFEnQ1GDWrRtoy1y+OprHDj87pYuTCRQSNybM10ej2D8b4CrJwfS3Ghc3fR1LVjWIf+RUQn1hzUc3+ZlUSzzqU07+q/0io2qSZgjVEI3jbkdluER/pwuX1ERHrJy7bnDt9QYnetDdZn6TSn6w84+d4aKir2tL3cbh9YMLBvOt/PaAfA9zPaMahfoNqX+7f17D8n2ZtT72t4ZgUV7WKwIlzgNpR3jiV2UeGeJ1gWsT8XUDwgKeDZweLMuULocaJN63QNatHG+fasU/0jBQVRbNyYDEB5uYf0tHhSUssoK99zbh8ZWQMBrEurliT/qu+gvHSvvKgarACf+OUXRLNhk/+CzPIKD+kZCaSmlHPKiev43+dHUF3j35527rSnM9CJbdaTWUFF+z11tqJLHDELnGyD1I8+tlDgRJ0NxjGsrp1vBjOvID+Kjev9barycg9pW+NITS1nwKBMpk5pBcDUKa0YODgz4NlQ9z7Lpv3KiUjwHtRzN0+LocPJRbgjLOJb1JDQqprs5YE7tgTjvbXzGObUNIMjgI2WZW0N5Is2blHBznwPtzy2nradS1m/KpZXHmlLZbl9B3yXy+L5Cato2rqSb95ryNql9l0xApDSuJqczD23b+Zu99C5t72DEMHI3KX/MTvIy4lk83p7pooEcBkfLz3+DU0bF/P15M6s2dCApIRy8gv9B938wmgS4+25umpvjZpX0u6IMtYuiQn4a7uMj5ce+YZmjYoY/31n1mxssM/vTxi6nhnz2gQ890CGnpTDjG8b/PETD5E3MZzC4U1oc/9ifB4XZZ0TKOucCEDKhDTiFuTii3Sz7YauAc8OUbbU2WDUg63rY7j0hk3EJVRTVemizzF5rF8VZ2um0+sZzDrrpPpyDJvxXhPmf9GQVkeWcPbYTcQkeMneHIUx8NwlR1Cc56HPaTmMumbbH7/YQQrGeuZlR/DFOy14d+pcqircLJ6TxJI5ybZmhqCA19pg1QPLgkfeWe2fIurjRnz3v7o3xY6T763L5ePFf0/wty8n2d++dBkfrzz4Nc0aFfHV1C6s2dSQ/j0yOGPkao4bvIF1W1J5+aN+lNgwpbRT72tl80hSPsvEVVKD5XERvayIyjZ77mqJXFuCN95DdWP7rioN5n5i57lCiLOlTeu0rRtiuPSGjfu1Z+07x4Xg9I80bFhCu3YFrF2TCsClf1/GiBFbKC31cOedx9qWu8vfr13LsSdto7QkjLuu7W9bTqOGJbRrm8+adSlcedliunXN5rKLl1JV5eb1d3qzbkOqbdl2qmoeRfKn23EV12CFu4heupPKttF4Y8NImJJL3Ox8KttGk3dRM3wx9nQf1oc+thBke5116hhWH843g7GODRuV0q59IWtWJ5OYVElBvv/uuoL8KBISK23JrA+fJcCKDxJZ+1U8DbpVMPiuHCITfJTu8NCoZ/nu58Q2rqEkK3A1t67VPdvuzNrP+cDHB/qFMeYqY8xCY8zCKuvQTvDcYRbtu5bw7cdNuP7MXlSUuzj3qoxALO9v8vkM153UjYsH9KBTz1JadbT3wzcHuLjI7itVgpEJEBHh5bzLNuyeKsAuPsvFNXeczgXXnkOn9rm0blHwx38UYJHRXu55dROvPtCCspLAn1z4LBfX/Ot0zr/hXDq3y6V18z3reOHpy/B6DdN+sn/qvTCPj/7H5vHjpMA37l1lNcSsLGDLfb3Y/FBvXFU+4hb4r3bMO6UlWx7oTXGfVBJmZQU8O0QdVJ2t5tAaHsGoB+mbYxj3VkseeW0pD72yjM1rY/F67b3Fzun1DFaddVp9OIYNvXg7D89ayN3fLSG+YRWfP+Svrd4aw4YF8Vzx7FrGfL6cpZNSWPNj4L5rIBjvbWx8NQOOzeXy4wdw8fCBREZ5GX5Kvamxuxyw1v7V6izAred144bTuzP2ii6ccnEW3foW2R/qMCffW5/PxbVjTuPCq51pX/osF1eNPYNzbzqPzm1zaN2sgK+ndeHi2/7GVWPPIK8wimsv/NmWbKfe1+qmURSc3Ihm/1lPsyc3UNUyCsu1Jzxunv13ZQVrP7H7XCHE2dKmdVr65hjGvd2KR15bwkMvL3WkPet0/0hkZDX33P0jr77We/ddWe++14O/X3o602e04tRT19uWvct7L3fislOPZcakppx6jj398pGR1Yy9YxavvNmHsvJw3C4fsbFVjL79BN54tzd3j5lNQG9Dc1B1s0gKT21E08c30OTfG6isrbNFI1NJe6YrGY92xpvoIeXDwF2Qtb/60McWgg6uzlp/rs46eQyrD+ebTudFRtZw9/1zee2lnpSXOTPNMtSPz7LbhYVcPG0z5329lZiGNfz0WIPfzDzQsv1Zda3u2T6YZYwJB04Dxh3o95ZlvWZZVh/LsvqEm0O7qi43K4LcrAjWLvdfsf/jpFTady053EU+KKVFYSyfG0efYfbelpe73UODplW7/53apJq8LHuLSTAyARo3L6VR0zJe+GA2b335A6kNK3j2vdkkJdtzl1RpWQTLfmlMnx7bKNgZRXKiv9GUnFhGYZF9V3i6wyzGvrqJ6V8m89Mke0/AS8siWLa6MX27+09ijjtmPQN6pfPYS0MB++ff63NMARt/iaUwL/BfDhm9difVyRF4Yz3gdlHSPZnIzfvu/8VHpRK7LD/g2aHmUOqsh0O7QjtY9WDKl0258by+3H5Zb4p3hpG51d7vF3B6PYP1vjqtPhzD4htU43KDywVHX5DFlmX+q0mTmlTSYcBOYpNrCI/y0W14AWkrA3elaTDe254DCsjKiKSoIBxvjYufpjagS6+6NwDyW36v1v4V62x+tv/YvDPfw5zvk+nU3Zk2tJOC8d6WloWzfFUj+vR0pn1ZWhbBsjVN6Nc9g4KiKHyWC8syfDujE53b2jOlmZPva9HQVNIf7ELG3R3xxripbly7f3ktYhcVUtLf3rZ0MPYTJ88VQo2dbdpg8Ldn+3H75UdRXOQhM83e7z5zsn/E7fZxz90/Mn1Ga+bMafGr38+Y0ZrBg9NtyT6QGZObMejYwF9g43b7GHvHLH6Y2Zqf5rUEIDcvmp/mtQAMa9en4rMMCfGhPbj6e4qHpZDxSGcy7+2ILzaM6sYReBM84DLgMhQNTyFyo/1X8NflPrZQckh11hx6nXX6GFYfzjedzHO7fdx9/1xmTGvJnB+bAVBYEEFSsv+uoaTkcnYW2nP8rQ+fZXSqF5cbjAu6nrtz91SCsY2rKdm+506skqwwYhod3NcbHIy6VvecuDPrRGCxZVk7Av3CBbnh5GRF0KyN/8Dac2AhaRvt6/BMSK4mJt6/MYVH+Oh1dBHpG+xtkK5dGk2zNlU0alFJmMfHsNMLmTclcFd2h0omwNaN8Vx04nFcceaxXHHmseRmRzL678dQkB+4E/+EuApiov0NzXBPDb27ZZKemcDchS04bugGAI4buoE5C1sGLHNfFjc/sYW0DZF88YY905T8ah2P2E7a9kT6ds/g/FNXMPapkVRWOTPD6NCTs5lpwxSDANVJ4URuLcFUecGyiF63k6rGUXiy99yaG7OygKpGdfsLs2vZVmeDVQ8Skv0H2gaNKxg0MpeZ3zW0Nc/p9QzW++q0+nAM27ljTyNw6eQUmnbyt0m6Di1g2+oYqspdeGtg/fwEmnQIXEdAMN7bnO2RdO5RRESkF7DoOaCAdBvbXSHIllobjM8yIspLVIx398+9jy5ki41fzh0sTr23CfEVxET7j1vh4TX06r6d9G0JzFvYguOGbQTguGEbmbvg1x2+fyovrny/tl4madsTSE7YU2OOOWormzPs6URycpt1F/m/ayMsr4rYRYW778SKXlVEVZNIapIDf8HULsHZT+w/VwhxtrVpg2Gf9uyIHGZOtPczda5/xOKmm+aTnh7Pl1923v1o06bFu38e0H8bGRn2TqvYtEXpnrwhO8jYEujp6SxuuX4u6RkJfPH1nqnr58xvQc8j/Ztos6ZFeMJ87CwK/cHV3+LeWVtnc6uIWVBIyaAk3AV7vucoZuFOKpvbc7FvfeljCzE21lnnj2H14XzTuTyLm25bSHpaHF9+tmfGrHlzmjLyeP+dryOP38q8OU1tyK4fn2Vp9p47FTd9H0tyR397vvWIUtZ/G4+30lCUHsbOLR4adg/cjR11re450aN9Ab9x+2ogvPxQW25/ch0ej4/t6ZE8c5d9U9QlN6zm1qc343ZZGBfMmpDEzz8k2pYH4PMaXry7GY9+tAmXG6Z8kszWdfbdNeRk5u0PLeHI3nnEJ1bx7jfT+PC1Dkz5xq5BJL/kpDJu/78fcbksjMti1tzWzF/cgl/WNWDsTTM5cfh6snNjeeiZYbbkH9G3lJFn57N5dRQvfvcLAO/8pxkLpgeuiCQnlnHHNbP962gsZs5vw/wlLXj3qc/weLz8+67JAKze0IBn3xoUsNz9RUR66TW4kOfv62DL61e2jqOkRzItn1iB5TJUNo+haFBDGr+7wT+gZQzVyeFkn2v/dIohwLY6G4waBHD30yuJT6ympsbw0iMdKCmy96oRp9czWO/rnS9uofvAEhKSa/hg4Sref7Ixkz9JsS2vrh3D3rihE+vmJlBSEMad/fty6s1prJuXQPovMRgDKc0ruOhR/4URMQleRl65jcdO7YExcMTwAo4cEbhpx4Lx3q5dEc+PUxrw3LiFeL2GTavj+G6cPSczIcqWWhuMzzIptZqxL60F/FfQzvg6lUWz7L161un6A869t8mJZYy5/idcLguXsZi5V/vynltmcsKx68nOjeHhp4cFJC8lsZw7rpqFy1i4XBYz5rdh3tKW3HX1TNq1zMeyYEduLE+/PTggeftzcptt8vwmXCVecBuyL2mx+ztb4uYXUGLzFIPB2E+cOFcIcba1aYNRg+5+egXxCdXU1Lh46dGOlBTbfxW0E/0jR3TNZeSILWzenMALz38HwLvv9uD4URtp3qwYy4Ls7Bief6FvwDJvf2gJRx6VX9t38AMfvt6BPoOyadaqFMtnyM6K4sXHuwUsD+CILjmMHL6ZTVsSeemZbwF4+4OeTJ7Wjluun8urz35DdY2LJ54dhB2znji1zTZ6djPuYi9WGORe5q+zDd/dQvjWcjBQ0yCcnCvs6aepL31sIca2OhuMY1hdO98MZl7XbnmMOD6NzZsSeP7V7wF4981ujPukE3eNncfxJ24hJzuKRx8cGPBsqHuf5ZSbGrPt52gqCty8c3Qb+o3OY9v8aHJXR2AMxDWrZthD/jHllA5VtD+xmI9ObIUrDIbcn40rgDN0BuO9tfMYZiwbJ0k0xkQD6UBby7L+8F7hBHeqNSD2NNuW50CsCudvB7eqq/74SXVAWIvmjuZVtbbnDqDf4567wvHMmmO6O54ZvmiD45lrHur6x08KoO1P/JfKtHT7514MsEOts/Em2epvRti/YHtxpyQ7mgfgzav700sCgZ1I+WD8lSdWPgSvbP3R8cxrWh3teKY7yfnpqybnv77Isqw+jgcfpkOptcGos65o5++Q85WX//GTAi0INcga3NPRvJoo578fyTN1keOZ69/t7Xhmp2vXOJ5pVTl/3vd99Sd1vs5Cba11jbR/wfYSjDatVRmEvoN2gbmL9FC4cu2dWm5/NU2d/yxZsNLxyI0f9HQ8s/1lqxzPdLqPbb41jSIrv+73HbiSrQFho+xfsL1YNYGbWk325e5iz4Xmv8W72v7vTQwF161f53jmix3su5HnNznd9wRM9Y07YJvW1juzLMsqA+y93ElEpB5TnRURsZ9qrYiIvVRnRUTspTorInWBE9+ZJSIiIiIiIiIiIiIiIvKnaDBLREREREREREREREREQpYGs0RERERERERERERERCRkaTBLREREREREREREREREQpYGs0RERERERERERERERCRkaTBLREREREREREREREREQpYGs0RERERERERERERERCRkaTBLREREREREREREREREQlZYsBdgb5blwyovdzbT63U0L1iMJ9zxTCvC42ieZ02Go3kA3iBsP+7pix3PzJnQ0fHM9o9VOJqXX+BzNK9eaZTqeKS7usbxzGCsp3f9JkfzTJjzzQarxvnP8v86jXQ8c/MnQaiz9xQ7nkm+85FOM8bgiox0NDPrsp6O5gE0fsv59ggu56/DMyucrbOuji0dzQOwjHE8s8Olzm8/O64d6Hhm4w9XOZ7JTucj64vMCzs5ntn0o7WOZ3rD3Y5nmpISR/NcKwsczQMwCfGOZ7a/dIXjmfkX93U8M+WTJY7mmQrnj5tBYTl/LpZ93SBH8wCafL/D8cyK1kmOZ7oXOdumJQjtS3dcnOOZr5x2suOZsN7xRHeXDo5n8hvNaN2ZJSIiIiIiIiIiIiIiIiFLg1kiIiIiIiIiIiIiIiISsjSYJSIiIiIiIiIiIiIiIiFLg1kiIiIiIiIiIiIiIiISsjSYJSIiIiIiIiIiIiIiIiFLg1kiIiIiIiIiIiIiIiISsjSYJSIiIiIiIiIiIiIiIiFLg1kiIiIiIiIiIiIiIiISsjSYJSIiIiIiIiIiIiIiIiFLg1kiIiIiIiIiIiIiIiISssKCvQCHI7VJFWOe2UxSgxosCyZ+lMr4txrZmnnLU2n0H1lEYW4YV4/obGvWLn2GFXHNQ5m4XRbffZzMpy/Yu46eCB9PfroGT7gPd5jF7InJfPBMs4Dn3HTHYvoNyqKwIIL/u2wEAHfev4BmLYoBiI2tpqTEww3/ODZwmQ+sot+QXArzw/m/swf6c+Krues/K2jYtJzszCgeG3MkJcWegGXurS5tPzH/zcKzoBRfgpuil1oDYIq9xP57O64d1fgaeSi5swlWrJvw6UVEflGw+2/dWyoperYl3raRfzq/QUopY67/keTEcnwWTJzaka8mdqVtq3xuvGoeUZHV7MiO5fHnjqGsPPxwV7dec6IGpTYo49Y7fiYpqQLLMkz6ti3jv+xAbFwVd90zl4aNysjeEc1jDw2kpCTwn2ezNmXc+fSa3f9u0qKC959rxfj3Alv7brpjEf0G1ta9y0cC0LZ9IdffshRPuA+f1/DiMz1YtyY5oLm7OH08CcZxGpxfz11cLovnxq8kd0c491/ZKSCvmfpKOtGLi/DGh7HtSf9rukpqaPhsGmE5VdQ0CCd7dEt8sf4mXcJX2cRNz8dyQf5lzSjvEXdY+cE4VtdXdmw/+/v2+g8orfLg8xm8PhcXvfU3OjbM5e6TZhEVXk1mYRx3fzWS0ir7jptOrOfe3pmxmLJSFz6vwes1jD6zu615ThxPUlNLGXPTXJKSyrEsw8TJ7Rn/jb9dedrJaznt5LV4fS5+XtiUN9/pHbDcvdWlNu3+JtzwAaVV4bv3k4vfPJuOjfz7SXiYF6/PxWPfHc2qzMDnO9UeqY+c2mYnXvsBpZUefJahxufiondr6+yoWUR7qsksiuNfX9tXZ0+/KJ1RZ2digElfNGX8By0CntEgtZQxo+eQlFhbg6Z04KsJu2rQGk47aS0+r4v5i5rx5ruBr0HNWpdx59Ord/+7SfMK3n++FePfbx7wrL05fjwJwno61Xb/aswHlFXuqbOXvnQ28VEVPHL+9zRJKmZ7QRz/+vh4iisiAp69i9PtkfrCqWN1bEQl9508g3YN8rGAByYMZ0teIv8+83uaJhaTWRjH7V8Gbhu66fba8/jCPefxbdr5z+OjomrYkRXNfx7uS3lZYPoSPZ4anr3rWzxhPtxuHzMXtOHdr/z19MyRqzhjxGq8PsO8ZS147dN+Acncn/94sh1jLCZ9bs/xZH9Oty+danelNijj1jsX7NXf1YbxX9T2d42dt6e/68EBtvR3QXD79Y4eks5Ff/+FFi2LuPn6Eaxfd3j9XbYOZhljbgauBCxgBXC5ZVkVgXp9n9fw+sMt2LAymqgYL89/u5ols+NJWx8VqIhfmfJpMl+/ncqYZ9Nsy9iby2Vx3aPbuOv8tuRu9/D8xPXMm5xA2vo/PwjwR6orDXdc0ImKMjfuMB9PfbaGhTMSWLMkNqA5Uye15Jsv23Lrvxbtfuzx+/vu/vnK61ZQWhLYQaWp45vyzcctuPWRVbsfO/eKLSz9OZlxb7XmnCu2cM4/tvD2fzsENHeXurT9VI6Mp+KURGKeztr9WOS4fKp7RFNxTjKR4/KJHJdP+eUNqBoeT9XweMA/kBX7UOZhDWQBeL2G197rw4bNKURFVvPivyeweHlTbr5mDq+934cVvzRm1PD1nHPaKt79X6/DygpldtdZp2qQ12t445UebNyQRFRUNc+9PJXFixpx3KgtLF3SiHGfdOac89dwzvlrePuNwJ84btsczQ1n+huHLpfFezPnM3dqSsBzpn7Xim++aMet/1q4+7ErrlnFR+92ZuH8xvTpn8UV16zizpuOCXh2MI4nwThOB2M9dzn98izSNkYRHesN2GuWDE2iaFQKDV5M3/1YwvgcyrvFsvP0hiSMzyZhfA4FFzXBk1FBzJxCMp7sSFhBDY0f3kTGfzuBy/zp/GAcq0OR3bUW7Nl+DuSq90+jsHzPPnjvKTN4ZuogFqU15fQeq7l04FJemmnPSTE4t557u/PiIygqcGY7deJ44vO6eP2t3mzYlExUVDXPP/0dS5Y2ITGxnIH9M7j2xpOprnGTkBDQTXQfdalNeyBXv3fqPvvJ6BHzeHVWH+ZsbMng9lsZPWIeV71/esBznWqPhCK766yT2+w/P963zt534gye/mEQi9Kbcnr31VzafykvzQ58nW3VvoRRZ2dy84V9qK42PPTyMhbMSiEzLTqgOV6v4bW3e7Nhk/887IWnJrJ4aWOSEisY1C+Da0efYmsN2rYlmhvOOgqo3U9mzGPutFRbsvbn6PEkCOvpZNv92jdOZWfZnte9dOgSFmxsznuzevH3IUu4dOgSXpg8IOC5uwSjPRJsdaXvAOD2439kzqYWjPliFGEuL5GeGv4xeDE/b2nG23N7c/nAxVw+cDHPTR8YkLypk1r96pxo9JjFvPHykaxc1oDjTtzC385fx/tvHRGQvOpqN7f8+yQqKj243T6e+9cEfl7RnAhPDYN6pXHl2DOprnGTGFcekLz9+Y8n27n5wqP8x5NXlttyPNmf0+1Lp9pd/v6u7mxcX9vf9cq0Pf1dixvu6e+6YA1vvx74/q5g9+tt3ZLAw/cP4oabF/3xixwE26YZNMY0A24E+liW1Q1wA+cHMiM/28OGlf4dqbzUTfqGSFIaVwcy4ldWzo+luNBta8beOvUqI3NLOFlpEdRUu5gxPpGBo3banGqoKPOvY1iYRZjHwrICn7JyWSrFRb/VELQ4ZngmM6cF9qqjlYuTfpU5YHgOU79uAsDUr5swcHhOQDP3ya9D209Nt2isuH3XJXx+CZUj/INWlSPiCZ9X8qu/C59ZTNXQw7tTACC/MJoNm/0HmfIKD2nbEkhNLqN50yJW/OK/wmDx8qYcPWDrYWeFKifqrFM1qCA/io0bkgAoL/eQlhZPamo5AwZtY+qUVgBMndKKgYO3BTx7fz0GFpKVHkV2ZuAb3SuXp1K8352flgXR0TUAxMRWk59nT8dcMI4nwThOB+e4CamNK+k3vJDJ/2sQ0Net6BKLL2bfa4+iF+6kZIh/fykZkkT0wp21jxdROigRPC5qGoZT3TiciA1lh5UfjGN1qHGi1tq1/RyMVimFLErzt4PmbW7BiM6bbMsK5noGg13Hk/yCKDZs8l/RWF7uIT0jgZSUMk45cT2fft6V6hp/+2znTvsG8etSm/ZgxUZU7f5/TkmM7Xl2tkdCjRN11ultdm+tkgtZlL5Xne1kT51t0aaMtcvjqaxw4/O6WLkwkUEjAn9um18QzYZNe87D0jMSSE0p55QT1/G/z49wpAbt0mNAAVlpdX8/cWo9g9F232VIly18u6QjAN8u6cjQrptty6pv7RGoW30HMeFV9G65nS+XdgGgxuempDKCYR03880K/11236zoxPBOgduG/Ofx+94x07xFCSuX+QeYlyxsyOAhmQHLA0NFpf8cLMztI8ztw7LgtGPX8PG33XfX2cJiey4SbdHWmePJ/oJ5rLaz3VWQH8XG9Xv1d22Nq+3vytyvvyuQ29Aewe7XS0+LZ1vG4fcD72L3d2aFAVHGmDAgGrDnUwEaNa+k3RFlrF1i/4mFk1IaV5OTuadg5m73kNrE/saEy2Xx4sSVfLJ4KYtnx7N2aWDvyvoj3XrkUZgfQWaG/bmJyVUU5PpvPS7IjSAhucr2TKc4vf2YQi9Wsr/T1UoOwxT++iqn8NnFVA0JXBEDaNSghPZt8lmzPpUt6YkM7OO/g2HIwC00SCkNaFYIsrXOBqMGNWxUSrv2BaxZk0xiUiUF+f4GWkF+FAmJlbZmAww9KYcZ3zp3YvPaC0dyxbUreXfcJP5x7UreeS0wV3PtL1jHk12cOk4Haz2vHruVNx9vic/35++COljunTV4k/wnN94kD+4if60Ny6+mJmXPwJM32YM73751d/JYHQJsrbVObT8W8NKFE/jwH+M4q9cvAGzMTmZYxy0AHNdlI43if30hSqA4uZ/sYlnwyDuree6r5Zx43g7HcsGZ40mjhiW0a5vP2rWpNGtazBFdc/jvE5P4z6Pf07F9nq3ZTnKytluW4cWLvuXDKz/bvZ88OWUwo0fOY+KN73PzyLm88EN/W7L35nR7JAQ41ndgJ8uCl8+bwEeXjePsHrV1NieZYR22AHBc5400jrOnzm7dEEO33oXEJVQTEemlzzF5pDayt+28qwatWZdCs6bFdOuazbP/+Y4nHp5Cx/a5tmZD7X4y0Zn9JOjHE4fWcxdb2+6W4fnLv+Xd6z7jjL7+/SQ5tpy8Yn9WXnEMSbH23HECwWmPhIg60XfQLKmIgrIoHjhlOh//Yxz3njydSE81KTHl5NZebJJbEkNytH3bEMCWzfEMGLwdgGOGbSO1YWDzXMbHaw9+yRfPfcjCVU1Zs6khzRvv5MiOO3hx7Nc8c+e3dGpjzwDT1vUxdDtqv+NJY/v7YoLJqXaXv7+rkDWrnevvCna/XqDZNs2gZVnbjDFPAmlAOTDFsqwp+z/PGHMVcBVAJH/udsXIaC/3vLqJVx9oQVlJcEZw7WIOcGy14y6p/fl8hutO6kZMfA33vraBVh3L2LrO3ttJ9zZ0RAYzpmlu+MMVrO3nt7jXlmNFGLytAzf3dWRkNffeNp2X3+5LWXk4T780mP+7Yj4Xn7OMuQtaUFNTt2rC3pyos05vQ5GRNdx93xxee6lnwOabPhRhHh/9j83jnadbO5Z50umbef2FI/lpVjOOGZ7B6NsXc/etRwc8J5j1wMnjdDDWs9+xBRTmediwMoYj+xfZG3aoDvSGBEh9OVYfTK3dp86aQ+v0cXL7ufydM8kpiSEpuoxXLprAlrxE7p8wnNtH/cg/j1nIzHWtqfbac61bsPaTW8/rRn52OAnJ1Tz67i+kb4pi5YJ423OdOJ5ERlZzz52zefWNoygr909DExdbxU1jRtGxQx7/umM2l/3zdOCv31nnZG2//J0zyC2JISm6nJcv9u8nI7ps4qkpg/hhTVuO67qBe0+ZwbUfnmrPAhCc9kgwOdl3YLfLPtirzp4/gc35idw3cTh3HPcjVw1eyMz1ran22VNn0zfHMO7tVjzy2hIqytxsXhuL12vf/h8ZWc3YO2bxypt9KCsPx+3yERtbxejbT6BThzzuHjObS68+A7tqUJjHR//hebzzTBtbXn9/QT2eOLieYH/b/cpXzyC3OIakmHJeuGICW3MSA57xW0K63W6jutR3EOby0blxDv+efDQrMxsx5rgfuWLQksAH/YH//ucorrlhGRf8fQ3z5zShpjqwtd1nubjq3jOJia7kwRum0bpZPm6Xj7iYSq576FQ6t8nl3v/7gYvGnEug62z65hjGvdWSR15bSkW5/ceTYHOq3RUZWcPd9891vL+rrvXr2TnNYBJwOtAGaArEGGMu3v95lmW9ZllWH8uy+njMoXdwu8Msxr66ielfJvPTpKTDXu5Qk7vdQ4Ome+4USm1STV6Wcxt8aVEYy+fG0WeYc9N4uNw+Bg3ZzqwfnJm2qDA/nKRU/+h3UmolO/Pt+9Jzpzm9/ViJbky+f7o0k1+DlbhvwzdiVmCmGNzF7fZx760z+GF2W3762X9rbnpmAnc9fDzX3XEq039qQ+aOunvHwJ+qsxxanXVyG3K7fdx9/xxmTGvFnB/9+39hQQRJyf4rnJKSy9lZaN+XAAP0OaaAjb/EUpjnXB0YOSqNn2Y1BWD29GZ06lJgS06wjidOH6eDsZ5djypmwIgC3pm1hDuf20CPgUWMeXqDbXnehDDcBf4rqdwF1Xjj/bW2JtlDWN6eK6zc+dV4k+y5bsnpY3UwHUyt3bvOhh9inXVy+9k1NVpBWTQ/rG3DEU2z2ZKXxP99dCoXvXkOk1Z1IKMgwZZsp/eTXfKz/fV8Z76HOd8n06m7fXee7c3u44nb7WPsnbOZPrM1P81tCUBuXjQ/zW0BGNatT8XnMyTE142raJ2s7bm795Mopq9pzRFNszml+zp+WOPvSP7+l3Yc0SzbluxdgtEeCSYn2rRO2bvOTl/Xhm5NstmSn8S1/zuVC985h+9+sa/OAkz5sik3nteP2y8/iuIiD5lp9kxB5Xb7GHvHLH6Y2Zqf5u1Vg+b5a9Da9an4LHtrUJ9j8h3dT4J3PHF2PZ1ou+fW3oFVUBrFjF9a07V5NvklUaTE+WdVSYkrpaDEnm03WO2RYKtLfQc7imLJLoplZab/6yWmrmlL58Y55JVGkRrr34ZSY0vJL7Pve5oBMtLiuGfM0Yy++lhmTmvO9kx7ZiApLYtg2ZrG9DtyGzkFMcxe1BowrNncAMsyJMTZ8/2E/uNJX26/rDfFO8PI3BqaF5EEghPtLn9/11xmTGvJnB/9F4Q61d8V7H69QLNzmsGRwGbLsnIsy6oGvgAGBTbC4uYntpC2IZIv3mgU2JcOEWuXRtOsTRWNWlQS5vEx7PRC5k2xr/ELkJBcTUy8f0AiPMJHr6OLSN9g70Fgb72OyiEjLZa8HGcy581owMjT/LcGjzxtO/Om153pPJzefqr6xxIxzX91U8S0Iqr67zWQ5LMI/7EkgFMMWtxy7U+kbUvg8wl7pmVLjPcfCIyxuPDs5Xw7pVOA8kKS7XXWuW3I4qbbFpK+NZ4vP++4+9F5c5sy8nj/956NPH4r8+bYexfI0JOzmenwlD55eZEc2dM/DUuP3jlss2nKtmAcT4JxnA7Ger7zREsuGdyby4b04vEb27NsbjxP3NLetryyo+KJneUf9IydVUBZn4Tdj8fMKYRqH2HZVXiyqqhsb89Jh9PH6iCztdY6tf1EeqqJDq/a/fPANulszE4mKdr/vWoGi38evYjPFncNeDY4v58ARER5iYrx7v6599GFbLHhS+wPxN7jicXNN8wjLSOeL8Z32f3onHnN6dE9C4BmTYvwhPnYWRSaHf6Hyqnavv9+MqBtBhtzksktieaoVv7ZmPq13kZ6vr3HlWC0R4LMgb4D+/2qzrZOZ0POfnV28CLGLbWnzgK7p8xv0LiCQSNymDnRjvaXxS3XzyU9I4Evvt6zLnPmt6Dnkf7p95yoQUNPymHmxIa2vf7egno8cXA9nWi777+f9G+fwcYdycxa3ZqTe60D4ORe65i1urUt+cFoj4SIOtN3kFcaTVZRDK2S/edD/VpvY1NOEjPXtebUI9cCcOqRa5mxzt67GRMS/YNIxlicf8laJn4duLyEuHJiov0XA4R7aujdNZO07Qn8tLgVvbr42yPNG+0kzO1jZ7E936W3z/FkZC4zv3OqDjnP/nZXbX9XWhxffrZXf9ec/fu7mtqSHux+vUCzbZpB/LeuDjDGROO/hXUEsDCQAUf0LWXk2flsXh3Fi9/559l95z/NWDDdvpOLO1/cQveBJSQk1/DBwlW8/2RjJn+SYluez2t48e5mPPrRJlxumPJJMlvX2fuln8kNq7n16c24XRbGBbMmJPHzD4kBz7n93gV075VLfEIV7302iQ/e7syUb1szZEQGM6faM3p7++Mr6N6ngPjEat6bMpsPXm7LuLdacdcTKzj+jG3kZEXy6G3dbcmGurX9xPxnO54VZZgiL4mXbqLsohQq/pZM7OOZREzZia9BGCV37SnEYSvL8aWG4WscmCsdjuiczXFDN7FpaxIvP/E1AG991JtmTYo4bZS/AfPjzy2ZPL1ON0xtr7NO1aCu3fIYcdxWNm9K4PlX/LMdvPvWkYz7pDN33TOP40/YTE52NI8+NDDg2btERHrpNbiQ5+/rYFvG7fcuoHvPHH/dG/cdH7zdheee6MXVN6zA7fZRXeXm+Sd72pIdjONJMI7TwVhPOzV4biuRv5TiLq6hxf+tpuBvjdh5ekMa/jeNuOn51KSEk32z/4ro6haRlA5MoPmt67DckHd5U3Ad3nQQwThWhyDba60TUmLKefqcSQC4XT6+W9mBOZtackHf5ZzXZyUAP6xpy/hlnYO5mAGVlFrN2Jf8bQJ3mMWMr1NZNMv+O0TtPp4c0SWHkcduZvOWRF7870QA3nm/B1OmtuOWG+fxyvMTqKlx8eSzA7Freq+61KbdW0pMOU+dOxnw7yeTVrZnzsaWlE3wMGbUT7hdFpU1bh6eMDTg2bs40R4JQbbXWSe22ZTocp4+219nw4yP737pwJzNLbmwz3LO6+2vs9PWtmX8cvvq7N1PryA+oZqaGhcvPdqRkuLAX3l9RJccRg7fzKYtibz0zLcAvP1BTyZPa8ct18/l1We/obrGxRPPDsKuGhQR6aXXoAKev9+Z/SSoxxMH19OJtntybDlPXLynzk5e1p5561uyOqMhj174Paf1Wc2OnXHc9dFxAcsUoA71HQD8e8oxPHrGNMJcXrYVxnPfhGNxGYt/nzmFM3quYfvOWG7/4viA5d0+9ue9zuMn8sHbXYmKquGUMzYB8NPspnz/XauA5aUklHPHP2ficlm4jMWMn9syb1lLwtxexvxjNm8+/Dk1NW7+/cYQ7Kqzdz+9kvjEampqDC890oGSIvtndXG6fQnOtLu6dstjxPFp/v6uV78H4N03uzHuk07cNXYex5+4hZzsKB590J7+rmD363k8Pq69fgkJCZXc/8iPbNqYyNg7h/zpHGPZOEmiMeYB4DygBlgCXGlZ1m/eZx7vSrYGhI2ybXkOxPJ6Hc3zhzr/pUXG4/wUFa5WDn+Pxk5nbvPfmzfX/i+1/ZUgbD/5E+wbUf8tSY85ewvzz0tfoqh4219uEuBDrrMm2epvRji1eAC4uzq//ZCR5Xxmo1THI73rNzmaZ8LsvAbmwKyaGsczXZHOD35tfMf5/aT9PcWOZ05e/8Qiy7L6OB58mA6l1ia4UqwBkSc5uXhkXdHb0TyAxm8tdjwTl52TShyY03XP17Glo3kA1qJVjmcGoz2bc619F8T8lsYfOv/eTt75Vp2vs1DbpnWNdGrxANhxg/PbUNOP1jqe6W1rz5Xhv8e9Ls3RPKvK3i++PxAT7vz3AftKSh3PzL+4r+OZKZ84+31J8yomstOXp74DG2Rf5/xNuU2+3+F4ZkVr578mJ3KRs30H3nx7vj7h97jjAve1JgetmfMzxXlXr3c8Mxj9epNXPXrANq2tZ2eWZd0H3GdnhohIfaY6KyJiP9VaERF7qc6KiNhLdVZE6gLnL28UEREREREREREREREROUgazBIREREREREREREREZGQpcEsERERERERERERERERCVkazBIREREREREREREREZGQpcEsERERERERERERERERCVkazBIREREREREREREREZGQpcEsERERERERERERERERCVkazBIREREREREREREREZGQFRbsBdiHBVZNTbCXwnYmLAhvu+VzPNK3Jd3RPMvrdTSvPkk+db3jmZO3LXE0r9+oPEfz6hNTVuF4pq+qyvFMV3Gp45lOC8bxqz60CwDanL/c8czjVxU6njm5q+ORjqtOjSb77F6OZjaav9PRPAjOvlkfapA7v8TRPIAay3I8MxgavDzX8cz0MYMcz+Q/zkcGg3G5cEVFOZrZ9KO1juYBePPyHc/0dWnpeKbL62x/hatBiqN5AL4dOY5nBuNYnfKJs+fxABkft3U0r+rWCEfzgsoYR+OafLLG0TwAfM63g7Zd2tDxzHbz6v55ta+szPFMd2Gx45nBkDXE+eMmqw78sO7MEhERERERERERERERkZClwSwREREREREREREREREJWRrMEhERERERERERERERkZClwSwREREREREREREREREJWRrMEhERERERERERERERkZClwSwREREREREREREREREJWRrMEhERERERERERERERkZClwSwREREREREREREREREJWRrMEhERERERERERERERkZAVFuwFOBx9hhVxzUOZuF0W332czKcvNKpzmalNqhjzzGaSGtRgWTDxo1TGv6XMQLjlqTT6jyyiMDeMq0d0tjUrmJnB2E/sWs+nbm7B/KnxJKbW8Nr0tbsfH/9mKl+/nYorzKL/iCKuHLudNUuieXZMCwAs4JJbsxh84s6ALUt94sQ2NPpfS+k3eAeFBRFcd/EwAC78x1pGnZZGUUE4AO++2pmFc+3bfl0ui+fGryR3Rzj3X9nJlozR962k3zE5FOaHc925gwE4emQWF169kRZtSrn5kv5sWJ1gSzYEpx6AM+/t3rSeh2f5PVHkzPQQnmxxzPhiANY9F0n2dA8YCE/x0f2RMiIbWmyb4GHzW5G7/7Z4nYvB40qI7+INyLLUZd+M/oCyynC8lsHrc3HJ62fz2Nnf0yq1EIC4yEqKKyK48NVzApKXmlrKmJvnkpRUgWUZJk5qx/hvOnPxBcs5YdRGdu6MAOCd93qwYFGzgGTukx+Ett4uTu+b78xYTFmpC5/X4PUaRp/ZPeAZo+9aQr9BWf7j5t+PBeCOBxbQvGUJADGx1ZSWeLjh8uEBz4b6cR7mZGZcRCX3HzeDDin5WBbc+/1wlm1vzIU9V3B+jxV4LRezNrfimdkDbcmvL5zYN/d2+kXpjDo7EwNM+qIp4z9oYWseOHO+6fHU8PT9k/B4vLhdFrPnt+K9cb2Ii6nk7ptm0LhBCVk5sTz832GUlEbYsgwxcTXc9PB6WnUsw7LgmX91YM3S+IBmjL57Gf0G7To/GbrP7866cCP/uGE1F5xwPEU7wwOauzenj18QnFprx3omPp9JxMJifAlh5DzXDgBT7CX5qQzc2dV4G3rIv605VqybiKUlxL2fjamxsMIMRZc2oqp7TECWoz4JRn8X7Kq12zHGYtLnztTaM/7uz7Qs2LI+lmfu7kR1lTtgr98mvpBnhn2/+98t4op4bklf5mc15YGBs4hwe/FaLu6fezQrcgO/jzZrU8adT6/Z/e8mLSp4/7lWjH8v8OcIe3N6G3Lq/GT0vXv1A53n7we6YvRa+g3JoabasD0jmv/e343SEk/As3dxqrZPuPEDSivD8dWe4178xtl0bJTL3SfPIjzMi9fn4rGJR7Mq88/n2zqYZYwZDfwTMMDrlmX9N1Cv7XJZXPfoNu46vy252z08P3E98yYnkLY+8o//+C+U6fMaXn+4BRtWRhMV4+X5b1ezZHY8aeujlHmYpnyazNdvpzLm2TTbMoKdGYxtFuxbz+PPy+e0y3N5YnTL3Y8t/SmWOZMTeHnaWsIjLApz/WWtdadyXpi0FncY5O0I49qRnRhw3E7cf+kh/F+zs86Cc9vQ1IktmPBZa265d+k+j4//pC1ffNwuoFm/5fTLs0jbGEV0rH2d8FO/acqE/7XklgdX7H5s68ZYHrmtJ9ff/YttuRC8egDOvLe7aD0Pfz2bn1FFqwurWH5X9O7H2lxRQccbKwDY8kE4G16OpNt95TQ7pZpmp1QD/oGsRTfE1MmBLLtq7dXvnkph+Z62zl2fH7f755uPn0NJReA6yHxeF6+/1ZsNG5OJiqrm+WcmsWRpEwC+HN+Zz7/sErCsA+c739bbxcl9c5c7Lz6CogL7TkinTmzBhM/bcMs9i3c/9u/7+u7++R/Xr6TMphPi+nIe5mTmHcN+5KctLbh1wijCXF6iPDX0bb6N4e02c/YH51HtdZMcVRbw3FBid5t2F7v3zV1atS9h1NmZ3HxhH6qrDQ+9vIwFs1LITIv+4z8+DE6cb1ZXuxnz4CgqKj243T6eeWAiC5Y2Y3C/NJasbML/xnfnvNOXc/7pK3jjoz62LMM1d29i4ewkHhndhTCPj4hIX8Azpn7bnAnjfn1+ktqwnJ59c8neXveOX8FqR9uxnmXHJlB6UhKJz2bufizui1wqj4yh5OxUYj/PJfaLXIr/3ghvvJv8u1vgS/YQtrWClAfT2PFmx4AtS6iwu84Go4/NX2u3c/OFR/lr7SvLba+1KQ0rOe2ibVxzWl+qKt3c9dQqhp6UzdSvmgQsY3NRImd87b+gzWV8zDr3fb7f2oaHBs/kxaV9mLWtJUOab2VMn3n8fdLpAcvdZdvmaG44s7c/32Xx3sz5zJ2aEvCc/Tm9DTl1fjL1m6ZM+LQltzywpx9oyfwU3nmhAz6vi8tvWMu5l2/i7eftuWjB6dp+9Xv7nuOOHjmPV2f1Yc6Glgxuv5XRI+dx1Xt/fru1bZpBY0w3/EWyH9ADOMUY0yFQr9+pVxmZW8LJSougptrFjPGJDBxl710XwcjMz/awYaW/CJeXuknfEElK42plBsDK+bEUFwbuyolQzAzGNgv2reeRA0qJS9q3gTvhvRTOu34H4REWAImpNQBERlu7B66qK10YE/DFCTq76yw4tw2tWppCcZF9VzX+kdTGlfQbXsjk/zWwNWfV4mSKd+7bgZK+OZZtW+2/8i9Y9cCp93YXrefhS+7jxZNg7fOYJ3bPz95y4z8F3k/mxHCanmTvsTsYnKi1v2YxsutGJq1sH7BXzC+IYsPGZADKyz2kp8eTkuJc53gw2nrg/L7plFXLUn/nuGlxzPBtzJxqz9Wz9eU8zKnMmPAqjmq2nS9W+geUa3xuiisjOK/HKt5c0Jtqr79NnV9u7yBIMAWnztqrRZsy1i6Pp7LCjc/rYuXCRAaNyLE915nzTUNFpb89G+b2ERbmw7IMg/qk8f1M/3Hr+5ntGdTXns7I6JgauvXdyeTP/Fd111S7KC0O/BWL/vOTXw98/nP0Kt5+sQvWAf4mkIJx/ApGrbVrPauOiMEXt+++EPlzMWXD/bNglA1PIGq+fwaCmrZR+JL9n3VNywhMlQXVgR8gDSYn6mww+thatA1OrXW7LcIjfbjcPiIiveRl23MXKsDAJttIL44nszQOC3+7ASDOU0V2mf39CD0GFpKVHkV2pv0Xhzq9DTl1frJqya/7gZbMS8Xn9Q/LrFmZSEqjyoDn7hKsPpK9xdZut7ERVeQUH952a+d3ZnUB5lmWVWZZVg0wEzgzUC+e0rianMw9J3C52z2kNrH3hDgYmXtr1LySdkeUsXaJc7c715fMuirY26wTtm2MZOX8WG48uQO3ndWetUv3jP6vWRzNP4d14upjO3HjvzPq3F1Z2FxnIfjb0Cl/28wL781g9L+WEhtXZVvO1WO38ubjLfH56uCoZ61gfZZOv7daT/usezaS6SPiyZwQTofrK371++2TPDQ5yb79NIhsqbWWZXjxkm/54J+fcWbvfe/M7NVyO/ml0aTnJx5uzAE1alhCu3YFrF2bCsBpJ6/j5ecmcvON84iNsf8zdLKtF4z6blnwyDuree6r5Zx43g7Hcnc5okcehQURZGbE/vGT/4T6ch7mVGbzhCIKyqN4+PjpfHrROO4fOZ2osGpaJRbSu1kmH57/OW+f8xVHNMoOeHYIsb1NC87um1s3xNCtdyFxCdVERHrpc0weqTZ2VDnNZXy88u/xjHv9ExYvb8qaDQ1ISignv9DfKZhfGE1i/K/bCoHQuEUFO/M93PLYel74cgmjH15PRJQzdy71PzqLvJxINm8I7JSGBxKM41cwaq2T6+kqrNk9aOVL9uDaWfOr50TOLaa6bSR47OwuDQpH6qzTtq6PodtR+9XaxvbW2rzsCL54pwXvTp3LhzPmUloSxpI5ybblndxmAxM2+8cdH50/mNv7zGPGue9zR9+5PL2ov225uww9KYcZ39ati8IOJJh90cedto1FP6Xa9vpO1nbLMrx48bd8eOVnnFV7jvvk5MGMPm4eE0e/z83HzeWFHw5vu7WzOq8EhhhjUowx0cBJQMAmLj3QXRaWzZfGBCNzl8hoL/e8uolXH2hBWYkzo9T1JbMuC+Y26xSvF0p2unl2wnquHJvJI1e33r2OnXuX8fqMtTz/3To+eb4hVRV1bqDC1joLwd2GJn7RmivPGcENlw6lIC+Cf9xgzzR8/Y4toDDPw4aVdXsAPRifZTDeW62nfTqOrmD4tCKanlJF2kf7Xn1YuNyNOxLiOtStq1hr2VJrr3jrDC567W/c8OHJnNt3Fb1a7pkG54QjNzA5gHdl7S0yspp77prNq68fRVm5hwnfdeDyq07l/0afSH5BFP/8x+I/fpHDyXewrRes+n7red244fTujL2iC6dcnEW3vkWO5g8duY2ZU5vb9vr15TzMqUy3y0eXhjn8b/kRnPvhOZTXePhH3yW4XT7iI6q46JOzeGrWQJ48eQrYfi9I0NjepgVn9830zTGMe7sVj7y2hIdeXsrmtbF4vXXnXMRnubjmjtO54Npz6NQ+l9YtChzLdodZtO9awrcfN+H6M3tRUe7i3KsybM+NiPBy3mUb+OB1+7+7KljHL6drbaidh4WlVRD/3g4KrwncdHEhxJE667T0zTGMe6slj7y2lIdeWeZIrY2Nr2bAsblcfvwALh4+kMgoL8NPybIly+PycmzLrUza3BaACzqv4rGfBzHs00t47OdBPHL0DFtydwnz+Oh/bB4/TrJvoCUUBLMv+rwrNuL1GqZ/Z1/dcbK2X/72GVz0+t+4/qOTObfPKnq3zORvR63iqcmDOOnZS3hqyiDuPXXGYWXYNphlWdZq4N/A98AkYBnwq8sejDFXGWMWGmMWVnPwo+e52z00aLrnytHUJtXkZdk793UwMsHfWBv76iamf5nMT5OSbM+rT5l1XbC2WSelNqlm8Ek7MQY69yrD5YKd+fsefFp2qCQy2seWtfbfFu0ku+ssBHcbKiyIwOczWJZh0vhWdOxaaEtO16OKGTCigHdmLeHO5zbQY2ARY57eYEtWMAXjswzGe6v1tF/Tk6vI+n7frO0TPTStm3dlHVSt3bvO1pSXHtTr5pb4O24KyqKYvqY13Zr577pwGx/DO29mysrAf1+g2+1j7F2zmT6jNT/N9fdfFBZG4fO5/LV2cjs6dcwLeO7ufIfbesGq7/nZ/isfd+Z7mPN9Mp26l9ieuYvL7WPQ0O3MmmbfF3TXl/MwpzJ3FMeyoziWFVn+KdO+X9+WLg1z2FESy9QNbQDDyh2NsCxDUpQ9d7oE259p01ZZh/5eOL1vTvmyKTee14/bLz+K4iIPmWn2f8eS00rLIlj2S2P69NhGwc4okhP909cmJ5ZRWGTPuVduVgS5WRGsXR4HwI+TUmnf1f4627h5KY2alPHC+7N464tppDao4Nl3ZpGUHPj9MljHL6drrdPr6UsMw5XvvxvBlV+NL2HP1C2u3GqSH8+gcHQzvE2CN/29XZzoOwgWf63ty+2X9aZ4ZxiZW+2dlrfngAKyMiIpKgjHW+Pip6kN6NLLnosjhjRPY1VeKnkV/nU6s/06pmxtA8B3W9rRPdXeu7b7HFPAxl9iKcyre/vELsHsix5xyjb6HpPDk/d054Dz+AeIk7V9n3Pcta05olk2p/RYxw9r/Nvt97+044hmh7fd2nrfrGVZb1qW1duyrCFAPrD+AM95zbKsPpZl9fFw8HOMrl0aTbM2VTRqUUmYx8ew0wuZNyUhgEsfGplgcfMTW0jbEMkXbzSyOau+ZdZ9wdlmnTXohJ0s/dE/jU7GxgiqqwwJyV6y0sLx1jbNdmR4yNgYSaPmda+j1c46C8HdhpJS9pwYDhq6na2b4mzJeeeJllwyuDeXDenF4ze2Z9nceJ64xZ47IoIpGJ9lMN5brac9SrfuaTLumO4hps2e6XwsH2yfEk6TE+vWNLZ7+6Nau3edDYv646uLIz3VRNfOGx7pqWZAuww2ZPunJ+nXNoMtuYlkFwd6ijiLm2+cR1p6Al+M77L70eSk8t0/DxqYwZatdm1Hzrf1grFvRkR5iYrx7v6599GFbAnwl0j/nl59csjYGktejn2Z9eU8zKnMvLJoskpiaJ3kv7Olf4ttbMxP4oeNbejfYhsArRIL8bi9FJTXv4BsPwABAABJREFUrQuz9naobdpwc2jvRTD2zYRkf51v0LiCQSNymDmxbpznJsRVEBPt7+QO99TQu1sm6ZkJzF3YguOG+gcijhu6gTkLW9qSX5AbTk5WBM3a+AfOeg4sJG2j/d8pt3VjPBedfDxXnDWCK84aQW5OJKMvG0JBfuD3y2Cdnzhda51ez4q+cURP939PTPT0nVT0859fmlIvKY+kUXRJQ6q61N3vJ7S77yBY9qm1I3OZ+V1DW/NytkfSuUcREZFewKLngALSbapBJ7fZwLeb9uwT2WXR9Gvsn81hQJNtbCmyty009ORsZtbpKQaD1xd91MAc/nbpZh68uTeVFfbeDeZUbf/VOW7bDDZmJ5NbHM1Rrfzbbb8220jPO7xsW79BxhjT0LKsbGNMS+AsYGCgXtvnNbx4dzMe/WgTLjdM+SSZrevsbdwHI/OIvqWMPDufzaujePE7/xRb7/ynGQum21ew6kvmnS9uofvAEhKSa/hg4Sref7Ixkz9JsS0vGJnB2GbBvvV87NpWLJ8by878MC46qiuX3JrFqPPzefqWFlw1vBMej8WYZ9MwBlb+HMP/XmhDWBi4XBY3PJpBQoozc6k7yc46C85tQ7c/sIgje+URn1jFu199z4dvdOLI3rm07VCEZUH29mie/0/3gOc67fZHl3PkUfnEJ1bz7ncz+fCVdhQXebjm9jUkJFVx/3NL2LQujnuvOyrg2cGqB07Teh6+pbdFk78gjKpCww/HxtPhugpyZoVRusWNcUFkEx/d7ivb/fz8hWFENvIR3aJOTjEIBL7WpsSU8+R5kwH/FGOTVrZn7kZ/p9+obvZMMXhE1xxGHruFzZsTefHZiQC8814Phg3dSts2BWAZdmTH8NyL/QKeDcFp6wVDUmo1Y19aC/iv9JzxdSqLZgX+Ks/b71/IkT1z/cfNLybz4ZudmfJtK4aM2MbMqfbdlQX15zzMyczHph/D4ydOw+PykrEznrFTjqWsOoyHjp/OF5d8QrXXzd2Tj8XOq3aDze42rVP75t7ufnoF8QnV1NS4eOnRjpQU238HtRPnm8lJZdz+fz/iclkYl8Wsua2Zv7gFv6xrwNibZnLi8PVk58by0DPDApq7t5cfasvtT67D4/GxPT2SZ+7qGPCM2x9YzJG9a89Pxk/lwzc6MuUbewboQkVdakcnPpVBxKoyXEU1NLpyHcXnN6D4rBSSn8wgeloh3tQw8sf471KPmZiPe3sVcZ/mEPdpDgB597XCl1i3vnTb7jobjD42gLufXkl8YjU1NYaXHulASZG9tXbtinh+nNKA58YtxOs1bFodx3fjmgY8J9JdzaCmGdw7Z8jux8b+NJR/9f+JMJdFpdfNvXOGBjx3l4hIL70GF/L8fR1sy9if09uQU+cntz+yjCP71PYDTZzBh6+255zLN+HxWDzy0kIA1qxI4MXHjgho7i5O1faUmHKeOnffc9w5G1tSNsHDmFE/4a7dbh/+9vC2W2PZOAGuMWY2kAJUA7dYljXt954fb5Kt/maEbcsTKkxY3ToghgrLW/cGKg4oGF96daAJVm02edsSR/P6jUpn4bK/3pdq/RXqbFhr50/6fFnOf0m6K9H5DtmaLHu/vHx/rkjnT2Z9Fc5PqVRf1vPEVYWOZ97adeoiy7L6OB58mA6l1kY3bGF1Ovtmx5YNoMFCZ7+TCYBlax2PDEob2uXsF8C7Gtt7NfGB1Gza4nhmfZE5ZpDjmb/855Y6X2cBEtyp1oCokx1Ztl1MtPPTBHrz8h3P9B3d0/HMsKXOTvHtSk50NA/AtyPH+cx60o7O+Lito3mbbn2d8g2Z9aPvwDXSkWXbxZ0chK8c8Tnfx7bxts6OZ7b79ypH87zFxY7mARi3s993BeBu4Pz3idVst+c72n5PzjUBHfs+KMtevvWAbVpbzwgtyzrGztcXEanvVGdFROynWisiYi/VWRERe6nOikhd4OylhiIiIiIiIiIiIiIiIiKHQINZIiIiIiIiIiIiIiIiErI0mCUiIiIiIiIiIiIiIiIhS4NZIiIiIiIiIiIiIiIiErI0mCUiIiIiIiIiIiIiIiIhS4NZIiIiIiIiIiIiIiIiErI0mCUiIiIiIiIiIiIiIiIhS4NZIiIiIiIiIiIiIiIiErI0mCUiIiIiIiIiIiIiIiIhy1iWFexl2M0YkwNs/RN/mgrkBnhxlBmczPqwjsoMzcxWlmU1CPTChBrVWWUqs07l/RUz63ytPYw6C3+9z/OvkKdMZf4VM1Vn/4DatMoMQp4ylbmL6uzv+yt9lspUZrAy68M6Hm7mAWttSA1m/VnGmIWWZfVR5l8/sz6sozLrXmZ9UF8+S2Uq86+UV58y64v68HnWh3VUpjL/ann1SX3YfupLZn1YR2XWvcz6oL58lspU5l8pry5lappBERERERERERERERERCVkazBIREREREREREREREZGQVVcGs15TZp3JrA/rqMy6l1kf1JfPUpnK/Cvl1afM+qI+fJ71YR2Vqcy/Wl59Uh+2n/qSWR/WUZl1L7M+qC+fpTKV+VfKqzOZdeI7s0RERERERERERERERKRuqit3ZomIiIiIiIiIiIiIiEgdpMEsERERERERERERERERCVl/6cEsY8wJxpi1xpgNxpg7Hcp8yxiTbYxZ6VBeC2PMdGPMamPMKmPMaAcyI40xPxtjltVmPmB35l7ZbmPMEmPMBIfythhjVhhjlhpjFjqUmWiM+cwYs6b2cx1oc16n2vXb9V+RMeYmmzNvrt12VhpjPjbGRNqZV5s5ujZvld3rV984XWudrrO1mY7WWtVZ2zPrfJ2tzVWtrSNUZ23LDEqtdbrO1mY6WmtVZ23NVJ21gdN1tjZTfQf2ZqtNG/g89R3IYVGb1rbMetGmVZ21Nbfu1FrLsv6S/wFuYCPQFggHlgFdHcgdAvQGVjq0nk2A3rU/xwHr7F5PwACxtT97gPnAAIfW9xbgI2CCQ3lbgFQnsvbKfBe4svbncCDRwWw3kAW0sjGjGbAZiKr996fAZTavVzdgJRANhAFTgQ5Ofq519b9g1Fqn62xtpqO1VnXW9sw6XWdrc1Rr68h/qrO2Zgal1jpdZ2szHa21qrO2ZarO2rfNqO/Anky1ae3NrNO1VnW2bv2nNq2tmfWiTas6a1tOnaq1f+U7s/oBGyzL2mRZVhXwCXC63aGWZc0C8u3O2Stvu2VZi2t/LgZW498I7cy0LMsqqf2np/Y/y85MAGNMc+Bk4A27s4LFGBOP/2D7JoBlWVWWZRU6uAgjgI2WZW21OScMiDLGhOEvXJk253UB5lmWVWZZVg0wEzjT5sz6wvFa63Sdrc10tNaqztqnHtVZUK2tK1Rn7ct0vNaqzjpCdVYOlfoO7MtUm9Ym9ajWqs7WHWrT2pepNq0N6lGdhTpUa//Kg1nNgPS9/p2BzcUj2IwxrYFe+Efg7c5yG2OWAtnA95Zl2Z4J/Be4HfA5kLWLBUwxxiwyxlzlQF5bIAd4u/ZW3TeMMTEO5O5yPvCxnQGWZW0DngTSgO3ATsuyptiZiX+0f4gxJsUYEw2cBLSwObO+UK21L0d11h51vs6Cam0dozprb5bTtfa/OF9nwdlaqzprH9VZe6jO2pulNq096nytVZ2tc1Rr7c2qD21a1Vkb1LVa+1cezDIHeMz2K4CCxRgTC3wO3GRZVpHdeZZleS3L6gk0B/oZY7rZmWeMOQXItixrkZ05BzDYsqzewInAdcaYITbnheG/Bfply7J6AaWAU3O2hwOnAeNszknCf/VNG6ApEGOMudjOTMuyVgP/Br4HJuG/nb3Gzsx6RLXWJqqztqnzdbY2S7W27lCdtZGTtTaIdRacrbWqszZRnbWN6qyN1Ka1TZ2vtaqzdY5qrY3qSZtWddaerDpVa//Kg1kZ7Dui1xz7b5ELCmOMB3+B/NCyrC+czK69vXIGcILNUYOB04wxW/DfinysMeYDmzOxLCuz9v/ZwJf4b4u2UwaQsdcVFJ/hL5xOOBFYbFnWDptzRgKbLcvKsSyrGvgCGGRzJpZlvWlZVm/Lsobgv818vd2Z9YRqrc1UZwOuPtRZUK2tS1RnHeBQrQ1KnQXHa63qrI1UZ22hOusAtWkDrj7UWtXZukW11gF1uU2rOmubOlVr/8qDWQuADsaYNrWjmecDXwd5mQLOGGPwz9252rKspx3KbGCMSaz9OQr/Rr/GzkzLsu6yLKu5ZVmt8X+WP1iWZesosTEmxhgTt+tn4Hj8t0HaxrKsLCDdGNOp9qERwC92Zu7lAhy4fRX/basDjDHRtdvvCPxzCNvKGNOw9v8tgbNwZl3rA9Vae/JUZ21ST+osqNbWJaqz9mU6WmuDUWfB+VqrOmsv1VlbqM7al6k2rU3qSa1Vna1bVGvty6zzbVrVWVvVqVobFogXCQbLsmqMMdcDkwE38JZlWavszjXGfAwMA1KNMRnAfZZlvWlj5GDgEmCF8c+NCvAvy7Im2pjZBHjXGOPGP+D5qWVZE2zMC5ZGwJf+/Zgw4CPLsiY5kHsD8GHtwX0TcLndgcY/P+lxwNV2Z1mWNd8Y8xmwGP8tpEuA1+zOBT43xqQA1cB1lmUVOJBZ5wWj1gahzoLztVZ11l51us6Cam1dojqrNm0ABKPWqs7aR3U2wNR3oDobAGrT2kB1tm5Rm1a19jCpztqkrtVaY1l1dvpSERERERERERERERER+Yv7K08zKCIiIiIiIiIiIiIiInWcBrNEREREREREREREREQkZGkwS0REREREREREREREREKWBrNEREREREREREREREQkZGkwS0REREREREREREREREKWBrPkTzPGeI0xS40xK40x44wx0YfxWu8YY/5W+/Mbxpiuv/PcYcaYQX8iY4sxJvVgH9/vOSWHmHW/Mea2Q11GEZG9qc7+7vNVZ0XksKnO/u7zVWdFJCBUa3/3+aq1InLYVGd/9/mqs3WIBrPkcJRbltXTsqxuQBVwzd6/NMa4/8yLWpZ1pWVZv/zOU4YBh1woRUT+glRnRUTspTorImI/1VoREXupzkq9oMEsCZTZQPvaEfnpxpiPgBXGGLcx5gljzAJjzHJjzNUAxu8FY8wvxphvgYa7XsgYM8MY06f25xOMMYuNMcuMMdOMMa3xF+Sba684OMYY08AY83ltxgJjzODav00xxkwxxiwxxrwKmD9aCWPMV8aYRcaYVcaYq/b73VO1yzLNGNOg9rF2xphJtX8z2xjTOSDvpojIr6nOqs6KiL1UZ1VnRcR+qrWqtSJiL9VZ1dk6KyzYCyB/fcaYMOBEYFLtQ/2AbpZlba4tNjsty+prjIkAfjLGTAF6AZ2AI4FGwC/AW/u9bgPgdWBI7WslW5aVb4x5BSixLOvJ2ud9BDxjWdaPxpiWwGSgC3Af8KNlWQ8aY04G9il8v+GK2owoYIEx5nPLsvKAGGCxZVm3GmPurX3t64HXgGssy1pvjOkPvAQc+yfeRhGR36Q6qzorIvZSnVWdFRH7qdaq1oqIvVRnVWfrOg1myeGIMsYsrf15NvAm/ltLf7Ysa3Pt48cD3U3tXKtAAtABGAJ8bFmWF8g0xvxwgNcfAMza9VqWZeX/xnKMBLoas3tQP94YE1ebcVbt335rjCk4iHW60RhzZu3PLWqXNQ/wAf+rffwD4AtjTGzt+o7bKzviIDJERA6W6qzqrIjYS3VWdVZE7Kdaq1orIvZSnVWdrRc0mCWHo9yyrJ57P1BbMEr3fgi4wbKsyfs97yTA+oPXNwfxHPBPlznQsqzyAyzLwfz9rucPw190B1qWVWaMmQFE/sbTrdrcwv3fAxGRAFKdVZ0VEXupzqrOioj9VGtVa0XEXqqzqrP1gr4zS+w2GbjWGOMBMMZ0NMbEALOA841/vtYmwPAD/O1cYKgxpk3t3ybXPl4MxO31vCn4byel9nk9a3+cBVxU+9iJQNIfLGsCUFBbJDvjv+pgFxew68qFC/HfGlsEbDbGnFObYYwxPf4gQ0Qk0FRnRUTspTorImI/1VoREXupzspfngazxG5v4J9rdbExZiXwKv47Ar8E1gMrgJeBmfv/oWVZOfjnUP3CGLOMPbeQfgOcaWq/XBC4Eehj/F9e+Av+Lx8EeAAYYoxZjP9W2rQ/WNZJQJgxZjnwEDBvr9+VAkcYYxbhn2/1wdrHLwL+Ubt8q4DTD+I9EREJJNVZERF7qc6KiNhPtVZExF6qs/KXZyzroO/wExEREREREREREREREXGU7swSERERERERERERERGRkKXBLBEREREREREREREREQlZGswSERERERERERERERGRkKXBLBEREREREREREREREQlZGswSERERERERERERERGRkKXBLBEREREREREREREREQlZGswSERERERERERERERGRkKXBLBEREREREREREREREQlZGswSERERERERERERERGRkKXBLBEREREREREREREREQlZGswSERERERERERERERGRkKXBLBEREREREREREREREQlZGswSERERERERERERERGRkKXBLBEREREREREREREREQlZGswSERERERERERERERGRkKXBLBEREREREREREREREQlZGswSERERERERERERERGRkKXBLBEREREREREREREREQlZGswSERERERERERERERGRkBXyg1nGmPuNMdZe/5UZY1YYY676E68VXvt6Pf/E324xxjx5qH93gNd5wxjzTO3PZxpjVv/G8/5pjFlvjKkwxiwyxow4jMwwY8xNxphlxphyY0yBMWaiMeboAzz3D9fTGDOs9rPottdjljHm+j+7jHY4wLaz67+pwV42AGNMx9plTDzI55vaz/DSA/yuTe26pRljzAF+P8MY89lvvO5CY8w7+z3mMsZcaYyZY4wpqt0OVxpjxhhjYg9uDfd5vWbGmC+NMSXGmFxjzAvGmOiD+LsWxpjPa5dhpzHmE2NMw/2es+U3PmfLGNOk9jl9jDF5xpiEQ132+qA+1lljzHnGmC+MMdtr1/myw8xUnVWdrct11hhjrjfGrKqtD1uMMc/v/b6qzv6++lZnjTHxxpgHjDE/125XWbXbZ8fDyFSdVZ2ty3VW7dkAqG+1tvbxV4wxa2q3ywJjzCxjzMjDyFStVa1VrVWt/U31sc7u9/ybatf7gPvIQWaqzqrO1uU6+1uf8wl7Peew6mzYn/mjINgJ7FrpGOBU4FVjTIllWR8dwuuEA/cBW4ClgVzAQ9ADeKH2517Asv2fYIw5H3gFuB/4EbgcmGCM6WtZ1spDCTPGuIGvgGOBp4AfgHj4f/buOryKK33g+PdciXuCO8UKFNcqUm+3tFu3/dWNdtvSpU7ddutCXai7UENKWyoUaClWKO4WSIgnJLlyfn9MEkIImpHLnffzPHkgk3vnHTnzzplzZs5wGTBVKfWvfdyGuzIYWGXCfMxWu+zUnhYJOmGUx3FAwV58/iwgHahvf51b9W8r4DCMcrNflFIe4EOM42wscB9QiVFerwWaAzfuw/x8wKSqeZwNpAFPVP17wR6+NwGj0/3iqn8fBiYopQZorUNVHz0NiK3z9VeAkNZ6E4DWepZSam7Vct+zt8vuMq7Ks8AZQFvga4x8uN8kz0qe3VcHYJ69DngKuB+YirFdHwJaAyNA8uxeclOebQ1cDrwG3AEkALcBM5VSPbTW6/YlmORZybP76gDMs1KfNY+bci1AfNVnlmAs86UY5esIrfWMfQkmuVZy7b6SXOtabsuzAFQ12t8F5OxvMMmzkmf31QGYZ6H+/VzTUdzgPKu1juifqpXKrWf678BH+zivJEADF+3HcqwGHmvguniBMqBn1e9fAbfV87klwOu1fvcAfwHv7EfMG6rW+fh6/vYBUAK02Jf1BIZUzbO70+Vjf8qOCfONN2k+J1dtx7Z7+flpwIO7+NtfwPSq/Tm2nr9PBT7ZxXdnAeNq/X4dEAaOruezccDwfVzPc4EQ0K7WtLOqYnTci+91rDWtR9U2O2M332sKBIFb6ky/AMgGfE6XzUj7cWme9TR0eWvNS/Ks+fOVPLtv62lpngVmAJ/W+e6/q76bWGua5Nldb2tX5VmMho34OtMyqo6fu/cjpuRZ8+creXbf1lPqswfAj9ty7W6+txZ4Zj9iSq41f76Sa/dtPSXXRviPm/Msxk1ab+/uGNmLmJJnzZ+v5Nl9W0+r2w72aj83JM9G/DCDu1EM+Kt/UUolVj0Wt0QZj7muUkqNVUql1PkOwBu1HnNrW/X9eKXU/5RSa5RSFVXff7huUKXUjUqp9cp4DPSDvX38sEonjKfh/q76vTcwv87821d97qPqaVrrMPAxcMI+xKp2PfCj1npiPX+7A6PgX1r3D0qpMcoYEqZEKfXunh79U3UeYVX1PAqrlLqo6nNJtaZ1V0pNq3pEcpFS6pRdPFJ5uFLqp6p9u1Up9YpSKnmvtsDul3uYUmpmVfzNSqnn6yxf9eO6xymlvlRKlVB114ZSqnVVGcirWq5JSqnOdeZ/m1Jqea35T1RKNVVKDcE4UQKsqoqxejfL2QE4FNjpMVSlVDegO/AG8CVwZlWP+f66Efhca73To75a63Kt9ff7OL8TgD+01qtqTfsC4y6Auj31tfUC1mitl9WKPx/YDJy0m++dhdEB/EGd6V9iNKQdt7cLLqIzz0JNXjWL5NndL7fk2Z0daHnWz853zBUAquqnmuTZfReVeVZrXaq13lZnWh6wBthhKIq9JHl298steXZnB1qerUvqs+aKylxbH23cGV2A8cTDvpJcu/vllly7M8m1olpU51mlVH+M8nLrPsy/PpJnd7/ckmd3dqDn2V3Z7zx7wHRmKWNMUZ8yxuC/ADgK+LzWRxIwetXvwNgxYzAe2/y41meGVf37AMYjl4OBTUopBYwHrsZ4ZO9EjEcLs+osxlnAcOAK4BaMXtuH9mLZVyulNEaC9AOVVb+3wBg+UCul7qn6eJeqfxfXmc0iIEMp1ahqnm3VHt7zopRqhTGM1hf1/V1rvQKjt/jIOn86FzgaY3iYURiF8tU9ree+UkrFYzzamASch7FfnsIYmqb25w4DvsfosT0D406GEzESw97E8dX5UVXTuwITgVzgdIx9fh71JCOMOzDmAacArymlMjAeE+0MXIVRNhKBKVXrhVLqX8DtGI9rHodRvpZXfW428J+qef8ToyyetpvVGA6UUv8jz+dh3E30KfA+0Kjq8/usqsy0w9gue/P51XVPavXoQp3yrLWuBFawvbzXJw4jmdZVARy8m++dA0zXWq+pE7MIWIhRtkU9XJRn94rkWcmztbg9z74KnKWUOlEplayU6o1xITdOa11SK6bk2T1wc56tqsN2YHuDgeRZybO1uT3P1iX12QZwW65VBp9SKlMpdSPQEXi91t8l10qurSa5dkeSa/eTm/Js1fI8B/xPa71hF/OUPCt5tprkWUhTxru4AkqpOUqpf9b9UkPy7IHyzqxMIFBn2jNa67eqf9Fa52AURMA4ODDGB/1VKdVaa70W+KPqzyt0rfGjlVLHAccAI7TWX9aK8RY7CgCnaq2DVd/rinHyu2YPy38ixp1R92Lc2fwEcCxwJcYBCkYSAGO8Tdh5fM78Wn/PwXiML4TxGOCutKj6d81uPrMG42CvLR44qbqBSilVCrytlDpYa73blyHuo4sx7s4dqLVeXxVrNTuPJfoI8JvW+uzqCUqpDcD3SqnuevfvEauv7BwDTMEY63YNcErVHWwopfKAD5VSg7XW02t952Ot9Zha8e/HSHi9qu40Rik1DeMR4EswTrgDgMla6+drzeezWvNYUvXfOVrr1btZB4C+wKJdPE1yDvCd1nqrUmoSRlk5F+MktK+qy8zavfx8EKMc7k469Y83m8/28l6f5cBVSqlMrfVWAKVU86plrKjvC0qpNsAgjLtd6jMPY7+Inbkpz+4tybOSZ6u5Os9qrV9Qxp12X7H9RqgvMI6vuiTP7prb8+zjGENt1L77WfKs5Nlqrs6ztUl9tsHcmGvPxmgwA6Nx7Wyt9e+1/i65VnJtNcm1VSTXNojb8uzFGENS7vBkUx2SZyXPVnN7nl0O3IzxHrwkjOPqU6XU6Vrrz3ac5f7l2QPlyaxCoH/Vz+EYJ5v/U0rdXftDSqkLq3r8SjAOjuoDrtMe5j8MyKuTJOvzY3WSrPI30FgptdtH+LXWf2ut51LVm1r1/wxgmtZ6btVP3QqprvO7qj1da71Ga+2rfbIw0Xe61p3WGAe3wtj+ZhoA/FmdJAG01tOALdW/K6USMHrEP6rdc4+xbwMYCWR3aped6p+ZteJ/rnd8Sd2nGAf/4XXm802d348GvgOKai1TMfAn0K/qM3OBE5VS9yqlBijjRY/7qynG3Qk7UEoNBNpT1TCkjd70z4DTlFJxDYhXt/zV/yGtO2itd3oEei/np/YQ5z2gHOMui9bKeNy8+k6PXSXnczAqDx/t4u+5GNtS7MyNeXa3JM9KngXJswBKqXMxLi7uxLjr8hKM/fxaPfOUPLtrrs2zSqmrMcZFv6z64qdqnpJnJc9Knt2Z1Gcbxo25dhLG+p6A8WTEB8oYMql6npJrJddKrt2Z5Nr955o8q4zh/B4CRus6Q2jXmafkWcmzkmeNZXhHa/2E1vqHqmP4ZIx3cN9Vzzz3K88eKJ1ZQa31rKqfaVrrZ4D7gduV8SghSqnTMHrppwNnYtxhUf1I4J4KTCawaS+Wo6DO75UYO3uXiVIp5a06kFKBrsCsqoNqAPBH1d9q74fqJ7DS6syq+ve6y7A71Y+/ttnNZ9rU+ly1LbV/qUrYJUCzfYi9N5rWjVVP/HSMR5Ofx0iM1T8VGI8Dt9pDjNplp/qnelzeZhhje9aoSppbMU5ktW2u83sWxh1wgTo/Q2st0+sYj7CehZGcNyul7t/PhBlH/XcUnVsVd6pSKk0Z4wN/A6Rg3G1SLYixHevjrfo7bC8LrXfx2f2Rz87lmappBbv6UlVj13kYx/IajLt4yoBv2Xl/VDsHo0Kzq79XsOd84FZuyrNmkjwrebZaVObZqmPnWeBprfXDWuuftdZvYIzlfqFSqk+d2Uqe3TVX5lml1CkYZegWrfXn9X1mDyTPSp6tFpV5th5Sn20Y1+VarXV+1fpO1FpfWLVe9+3FMtYmuVZybTXJtQbJtbvmpjx7O7AOmFzruPEB/qrf9+UYlTwrebaaW/IsWmuN0aHXo55tvV959kAZZrA+f2MkqIOAPIzkOFNrXfM4qVLqqL2c11bMTwLVvse4i7naklr/Hwo8A7wJXFQ1rXrcyi7s+OhpF4w7E3L2NrDWep0yHgk9pSrODpRS7TBeSnd/nT81rvO5eIxHA/fmZFKtnJ1PIHWTTzb1j8dZO34BRs/wPRgHSF0b92GZ6trEzuvqxThx5tX5bN3e6TyMl9XV3XZQ9RJLbTxu+iTwpDLGOT0feBAjGb24j8uaR53e6qoT7FkYJ4z6HlM+l+2PzOZgjM1bn2ZUnZyqysxKjPFjzRqDdzF19nPVnTLt2cN20Fp/o5RqiXHnTpHWer1SagHwdd3PKuPFjr2o52WZtaSx874VuxatedY0kmf3SPKs4UDOs1kY+2tuna/Oqfr3IIwxxqulIXl2X0R1nlVKHYpxZ+KLWutH9yew5Nk9kjxrOJDzbO15Sn3WGlGda+sxB6Ohfq9Jrt0jybUGybViV6I1z3bGeLInn53lA0ew8zB89ZI8u0eSZw1RkWfr+3o909LYjzx7oDyZVZ/uVf+uq/o3np17Rc+v83v1i8rq9vp9D2QopU42b/FqXInx2OQ4jBe29QcuY8dHK++p/rDWeiWwFCPxAzUHxJnAhP2I/zQwXCl1bD1/ewBjm9UdJugYpVRSrd//iVHoZu1D3PXs/AK4Y+r8/gfQt+pAAEAZLxKsSV5a61KMxxE719N7P0tr3ZBEORPjUc/aPcP/xOjk3dPJ6HugG7CwnmVaUvfDWut1WutHMMYO7Vo1eVflsT5LMB6Brm0IRpK7BeOkW/vnLeBkZbzjBOAXjG3dovYMlPEIbJOqv1d7CvinUmpo3YVQSsUppYbtxfLWNgHor4wxqaudAsSyFy8x1FoHtfEY+Pqqyk8XjOOprnMxtmndMVhra4txfIm9E5V51gKSZ3dN8uyBn2dzMO64qvsEVvUQEqvrTG+L5Nl9EbV5VinVDePCZiLw7wbGlzy7a5JnD/w8W5vUZ60Rtbm2LqWUwhgCatV+xJdcu2uSayXXit2L1jx7JzsfM/OAn6v+/9c+xpc8u2uSZ6Mrz1Yvo8J4KnOe3nEISdjfPKu1jugfjCRSgPEY2yDgSOBGjETzRa3PXYNxMN+BMVbmE8CKqmkn1/rcSuAHjPE2+2H0TCuMHVYE/AdjfNbzgZdqfW818FidZbuoav5Je7Ee04Arqv5/G/DZbj57LsZ4k9VJcxywDehe6zNtMB47/Nce4noxGhJKMV5uOBSjkI6vinFenc+vxuiV/gljXMvLq7b/p7U+M6RqvWsvjwaurfX7SIzxh2/HSJAvYLywrmZ7AQkYPe/zMAr2eVX7LAcYV2teh2Mk9LeBEVX75yLgY6DTHspO7m7+3g0jWX2F8bjnFRh3Vkzc3bpWTc+qWp/pVct9FEYP/Fjg3KrPvAQ8XLXMQ6q2fxjjBZXV+1Bj3BkwEDhkN8t6bNVnG9Wa9krV8sbW8/k+VZ+/sOr3JIwkvQLjpY7DqvbRFoyy6an1XU/Vtt2G8YLL46rKzQ1V83iy1meXA6/toQz6gQUYY9WeiFG+s4F36nzue+D7OtMeBU7FOKZvxyjH9+wiziJq5YRdfGYzMMqKXHUg/+DOPNsVOAPjHS4aeK7q96NqfUbyrORZybPGZ57EuJtvTNV6XY5x192M2utV9VnJs7s+VgpwSZ7FuOhdh3EMD6m13oOArrU+J3lW8qzk2R0/K/XZBvzgvlx7BPAF8K+q4/N0jDvTQ8CJtT4nuVZyreTaHT8ruXY/f3BZnt3Fd6cCn9SZJnlW8qzkWeMzP2HcyHhsVTn6tmo7n1LPsuxXnnU8Ee5xAY3Crmv9VALLgP8CyXUSwmNVO74I4yVxA9k5UR4LzMdolNFA26rp8VXfX49xUK4CHqyTQPYrUWKMjRkA2lf9/gNwzR6+c3lVIazAGL5neJ2/t62KfdFebEMfxsllflXhz8foiT28ns+uBh6v2u6bqwrm+0Barc8MYc+J0o9xssquivc0RiLaYXsBPYDfqtZzSdVBMYtaibLqcwPZfjIrxXiE+QkgdQ9lZ5eJsuozwzF6/8urys7zdZZvp3Wt9bfmGC+721y1/KuBd4ButcrHNIxHJsuqtv+ldeZxE8bjp0Fg9W6WMwbjUevqxOevmu/Lu/nOQmBCneUdV7W8AYyy/iyQUs93PRh3p8zAGIu3HOOOk7trb/OqdR63q2Wo9bmWGBdaJVXrMRZIqPOZqcDUOtM+qtovFVXxL9/F/HtV7adzdrMMvTESaNs9La/bfnBhnq1nnat/ptb6TFskz0qelTwLxl1ad2AMSVBWtT1fBhrX+Zzk2d0fK67Js2w/riXP7rhckmclz0p91sIf3Jdr2wKf1FqO9RiNpIPr+ZzkWsm1kmu15NqG/uCyPLuL709l586stkielTwreRaMJwtXYpTtUoynzE6o53P7nWdV1QyEiBhKqVnAAq31RU4vSyRRSj0NdNBan+T0shyIlFIPA/211kc7vSxCOE3ybP0kzzaM5FkhtpM8Wz/Jsw0jeVaIHUmurZ/k2oaRXCvEdpJn6yd5tmEakmd9FiyPEMIajwJLlFKdtNYydvM+UEolYjzteIbTyyKEiGiSZ/eT5FkhxF6SPLufJM8KIfaB5Nr9JLlWCLGXJM/up4bmWY+5iyOEsIrWej1wKcYLBcW+aQ3cp7We6vSCCCEil+TZBpE8K4TYI8mzDSJ5VgixVyTXNojkWiHEHkmebZAG5VkZZlAIIYQQQgghhBBCCCGEEEJELHkySwghhBBCCCGEEEIIIYQQQkSsiHpnVlaGV7dt5bc15tL5CbbGcxVlczx5yNA6du9LB5TrUip1RdSvaWqGTzduYW+e3bww3tZ4gOSDKKJi7C2vALoyYHtMpexPP9qBA6VY5+dqrRvZHthGUp+NMlKfFQeYYqI/z4KRa9u0src5Y9n8RFvjuUrUX4Uh+T2KlOOOtgOp00YXu683ZSQ40VC7qtNGVGdW21Z+fp/UytaYxzXvZWs8N1E+e4uXDgZtjecmdu9LJ8wITnJ6EWzRuIWfp8cfZGvMp7ocYms8kHxgGQc6XHzNW9oeM7h2ve0xPbGxtsd04jj5LvDBGtuD2kzqs9FF6rPiQDNFfxL1eRagTSsfMybaW0c4sUUfW+O5iRuuN3Uo5EBQaUy2wkz9vdOLYAup00YXT1ycrfHC5eW2xgMcaa+QPGudXdVpZZhBIYQQQgghhBBCCCGEEEIIEbGkM0sIIYQQQgghhBBCCCGEEEJELOnMEkIIIYQQQgghhBBCCCGEEBFLOrOEEEIIIYQQQgghhBBCCCFExJLOLCGEEEIIIYQQQgghhBBCCBGxpDNLCCGEEEIIIYQQQgghhBBCRCzpzBJCCCGEEEIIIYQQQgghhBARSzqzhBBCCCGEEEIIIYQQQgghRMTyOb0Ae+PxG1sxc0oKaVlBXv5xSc308a9l8eUbWXh8moHDi7hszCZ++Cydj59vXPOZVYviGDtpKQd132bKsvQbUsRV92/E69FMeD+Dj55rYsp83R4zq1klo59cRXqjIFrDt+9lMf716FtPJ2K6YV86VX6iyeRbm7HyhyQSMoP8a8IqAKY/ncVfH6WRkBEC4LCbttBuSCkAv7+QyYKP0/B4NUPGbKbtkaWmLYtb8oEb8g/AqMfXMvDoIgpyfVw5vIslMa6/Yx4DDt1MQX4sIy84CoDzLl3CcSPWUpQfC8CbL3Zm1nRr1teOdayPx6N5ZvwCcjfHcM9lnS2PJ7m2YfalPhuoVDx9c0uWzU9AeeDq+zbQ89ASU5fHLTnIDfUgN2xXiSn21pOjWvP7lFTSsoK88MOimulfvt6Ir95ohNen6T+8iEvv3ECgUvHsLa1ZNj8Bj9Jced96epiYa91SftyQZ52I6VT9Uq6JxJ5IndYdxwnYf71p93q6Jc9GW0xLn8xSSh2vlFqilFqulLp1f+dz7Nl5PPjuyh2mzZ2WxG+TUnnh+yW8MnUJZ1ydA8Cwf+bzwpQlvDBlCTc/u4YmrSpN68jyeDQjH9rAnee34/IhnRk6ooDWHctNmbfbY4ZDilceaMUVw7txw4gu/ONfObTuaM5+2xU3bFu37EsnYkYKs/Js138WcNrr63aa3ufiPC74ahUXfLWqpiNr67IYlnyTwr8mrOS019fxw91NCYf2fx3qckM+cEP+qTb5owzuOL+9pTGmfNOSu24cuNP08R+057r/O5Lr/u9IyzqywJ51rM+Ii7NZuyLetniSaxuWa/elPjvh3UwAXvphCY98sIKX721OONzAlajFLTnIDfUgt2xXiRn9zKrTHn1WHve/u3yHafOmJTFjUirPT1nEiz8u4vSrNgMw8T0j177w/SIe/GA5r97X0rRc65by44Y861RMJ+qXck0U3Zxoo5U67YEXrzY7rzedWE835NlojGlZZ5ZSyguMBU4AugLnKqW67s+8DhlUSnL6ji2lX7+VydnXbiYmVgOQlhXc6Xs/fpHOkFPz9ydkvTr3LmPj6hiy18YSDHiYOj6NwccVmjZ/N8fM2+Jn+YIEALaVelm3PI7MpgFLY7ph27plXzoRMxKYmWdbDthGXNre9UitmJJM55OK8MVqUlsFSGtTSfY88yo4bsgHbsg/1RbMTKK4wGtpjIVzMyku8lsaY3fsWMe6sppWMGBoAZM+bGRbTMm1Dcu1+1KfXbs0lt5HlNRMS0oNsXReQkNWYwduyUFuqAe5ZbtKzOhmbttBCcl16rTfvNWIM0duxr9Tro2n1+HFNdMSU4IsMynXuqX8uCHPOhXTifqlXBNFL6faaKVOe+DFq2b39aYT6+mGPBuNMa18MmsAsFxrvVJrXQl8AIwwa+YbVsSxYGYS/z6pI//5ZweWzN25IfXnL9MYemqBWSHJbBogZ2NMze+5m/xkNbO2AuOWmLU1aVnBQd3KWDIn0dI4bti2btmXTsd0kKV5FmDe2+m8fVI7Jt/ajPJC45RRstlHcq1ylNQ0SMlma0atjdZ84Ib8EwlOPmM1z739E9ffMY+k5EqnF8dUV45Zw2uPtCYcVo7El1xrTq7dVX22fbdypk9KJRSE7LUxLJufQM5G8zps3ZKDnM57dhwnbtmuEjPqWVqn3bgyloW/J3HDyZ25+fSOLJ1rNKS271rGjFq5dvlfCTts/4ZwS/lxuszK9aa55JooqjnSRit12gMvXjW7rzfdcmy6ocxaHdPKzqwWQO0xq9ZXTTNFKAQlhV6e/noZl43ZyINXtkXr7X9fPDuB2PgwbbuY99icquf4rR3TCm6JWS0uIcSdL63kpXtbUVZibe+4G7atW/alkzEdZmme7XF+Phf/sIILvlpFYqMgPz9cNUxbPWWovrLWUNGcD9yQf5z27WdtueyMYVz3ryPJz43l0n8v2vOXDhADhuVTsNXP8gXONKJIrjUv1+6qPnvcOVvJalbJtcd35oW7WtC1Xyler3kHrFtykBvqQW7ZrhIz6lncdqAoKfTy5FdLuPTODTx8VTu0hmOrcu31J3Th5btbcnC/Urw+cza4W8qPG/Ks0zHtJNdEUc2RNlqp0x548cCZ6023HJtuKLNWx7TmVnpDfU2bOy22UuoK4AqA1i32fnGymgU47MRClIIuvcvweKAwz0tapvGo69TxaaYOMQhGL2Kj5tvv7M5qFmBrtrXDGrklJoDXpxnz0kp+/DyDaRPTLY/nhm3rln3pVMwIsM95tlHzvd//iVnbhw7ofnYB4y9vCRhPYhVv2j6fkmwfiY13Huq1IaI9H7gh/zitID+25v8Tx7fm7sf+cHBpzNW1bzGDhufTf0gB/lhNQlKI0U8s59FRHSyPLbm2xg651or67FX3bqz53A3/6EiL9hX7t/T1cEsOckM9yC3bVWJGPYvbDio59IQClDKGvVEeKMrzkZoZ5Ip7N9R87qZTOtGinTm51i3lxw151smYdpNroqjmWBut1GkPrHjgzPWmW45NN5RZq2Na+WTWeqBVrd9bAhvrfkhr/bLWup/Wul+jzL2/s+XQ4wuZ+2uSEWhFLIFKRWqG0fAaDsMvX6cxZERBAxZ/Z0vmJtCiXSVNWlXg84cZMqKAGZNTTY3h1pigufHR1axdHsdnrzaxOJbBDdvWLfvSmZgRYZ/zbGrG3ufZki3bK68rJieT2cmodLYfXsySb1IIVigK1/nJXxND055mvgA5+vOBG/KP09Iztz+ZfeiQbNasTHZwacw17tHWXHhYHy46sjeP/LsD86an2NKRJbm2xk651uz6bHmZorzMqKb/+VMSXp+mTSfzLvzdkoPcUA9yy3aVmFFvn+u0WZl735Qx6LhC5k0z6gHrV8QSrFSkZAQp37Y9187+ORmPT9O6kzkju7il/LghzzoX035yTRTVHGmjlTrtgRcPnLnedMux6YYya3VMK5/M+gPoqJRqB2wAzgHO258ZPXx1G+ZPT6Iwz8f5fbty4U3ZHHdOHk+MasUVQzvj92tGP7225hG2v2YkkdUsQLM25r4fIxxSjL2jBQ+9txKPFyZ/kMGapXGmxnBrzG79Szn69DxWLYpn7IS/ARj3vxb88aN1B5cbtq1b9qUTMSOEaXn22xuas25mIuX5Xl45rAODr89h3cxEchbFohSktAgw/IFsALI6VdLpxCLeOr49Hp9m2D3ZeEwcZcMN+cAN+afarWNX02NwCakZQd6ZtZC3H2vKpA8yTY1x872zOaTPVlLSKnlz/BTefbUTh/TeSvtORWgNWzYl8Ox/DzE1Zm12rGMkkFzbsFy7L/XZgq1+7ji3PcpjjDd+87NrTF0ht+QgN9SD3LJdJWbUM61O+99r2jJ/ejJFeT4u7NudC/6ziWPP2cpTN7Xh6mEH4/NrRj21GqWgMNfPned1wOOBzKaV/OcZ83KtW8qPG/KsUzGdqF/KNVFUc6SNVuq0B148pzixnm7Is9EYU2kLB0lUSp0IPAV4gde11g/u7vP9esbp3ye12t1HTHdc8162xnMT5bOyr3RnOmjuMGdiO7v3pRNmBCdRFM6z582WJtrXPNvxkHj99PiD7Fi0Gk91sa4TYVckH1jEipej7YGvdUvbYwbXrrc9pic2ds8fMpkTx8l3gQ/+1Fr3sz1wA+1LrpX6bHSR+qw40EzRn0R9ngXo2zNWz5hobx3hxBZ9bI3nJm643tSh0J4/ZHrQKHzhTASYqb+nSEd/24HUaaOLJ87eDrBwuTlPOu8TB9orJM9aZ1d1WktrDFrrb4FvrYwhhBBuJnlWCCGsJ7lWCCGsJXlWCCGsJXlWCBENrHxnlhBCCCGEEEIIIYQQQgghhBANIp1ZQgghhBBCCCGEEEIIIYQQImJJZ5YQQgghhBBCCCGEEEIIIYSIWNKZJYQQQgghhBBCCCGEEEIIISKWdGYJIYQQQgghhBBCCCGEEEKIiCWdWUIIIYQQQgghhBBCCCGEECJiSWeWEEIIIYQQQgghhBBCCCGEiFjSmSWEEEIIIYQQQgghhBBCCCEilnRmCSGEEEIIIYQQQgghhBBCiIjlc3oBals6P4HjmveyNWbOVYNtjQfQ+LU/bY+pgwHbY1YO6WlrvPiFG2yNBxDclG17TCdsO6GP7TFjCmwus7N/tjeeQzYviOfJDgfbGvP8xattjQfw4QmH2R4zvDnH/phlZfYG1NreeEA4r8D2mE6spxN0MOj0IkQlJ+qz5y9eb2s8gA+H9rM9phvqXZ7kZPtjJiXaHtMN+1JYa9n8RE5sYe81yqSNc22NB9h+PnGKG+okymd/85sT29WR9QyFbA5obzinOFGnTf0109Z4ACUn2t9eSnyc/THtVl5ue0hf82a2xwxt3mJ7TCdyuzczw/aY5NY/WZ7MEkIIIYQQQgghhBBCCCGEEBFLOrOEEEIIIYQQQgghhBBCCCFExJLOLCGEEEIIIYQQQgghhBBCCBGxpDNLCCGEEEIIIYQQQgghhBBCRCzpzBJCCCGEEEIIIYQQQgghhBARSzqzhBBCCCGEEEIIIYQQQgghRMSSziwhhBBCCCGEEEIIIYQQQggRsaQzSwghhBBCCCGEEEIIIYQQQkQs6cwSQgghhBBCCCGEEEIIIYQQEcvn9AI0RL8hRVx1/0a8Hs2E9zP46LkmlsT5+t/vUFoRQ1grQmEPF7x6Oo+c/h1tMgsASI6roLg8lnNfPtP02P7YMI99tBh/TBivT/PLtxm882QL0+PUNerxtQw8uoiCXB9XDu9iSQy/P8jTt3+L3x/C69H89Edb3vy8D/932mxOOmopBcVxALz2cV9mzm9lSszr71rAgCNyKMiLYeTZhwFwyfVLGHBkDsGAYtP6BJ66pzulJX5T4tXHrnLrRDyPCvPy7V+QU5DAbWOPJzmhnHsu/4GmmcVkb03m7leGU1IWa0osvz/IE/dMrCk/v8xsw1sf9+bIQau58Iy5tG5RwHV3nMzSlVmmxHMzq8rQ9NvT2TA1jrjMMCd/tXmHv/39WhJzHk3j9OkbiUsPU7Ley9cnNSWlXQCAzJ6VDLy3oEHxr79tDgMO20xBfiwjLxxaM/0fZ6zk5NNXEQp5+OO3xrzxfLcGxdmdcVNnU1bqIRxShEKK60/rYVkssD//OBUzMTnIDQ8so02nMrSGJ2/vyOK5KZbGdGI9PR7NM+MXkLs5hnsu62x5PHBmPd0gavOsC+tdWc0qGf3kKtIbBdEavn0vi/GvR0fec3p/uuUcJnnWGlZt18dvbMXMKSmkZQV5+cclADx4ZRvWrzCuZUuLvCSmhHhhivG3D55tzMT3M/F6NFc/sIF+Q4pNWY5qbimzbojp1PnEzvV0ah3taO9yK6vKT9lDJQR/q0Sle0h+Ow2AbWNLCU6rBL/C09xDwu1JqOTtz2yEs0MUX1hA3MUJxJ4Xb8pyALRoV8atTyyu+b1Zq3LefqYN498yt632hrsXMuBIo951zZmHAnD40Zs5/6oVtGpXyo0XDmDZ36kHfMza7Mg/14+Zz4DDcyjIj2HkOUcAcMFVSxl05Ba0hoK8GJ68twd5uXGmxwZ35PZqI85fx3Gnb0IpzcRPmzP+HXPa9i3rzFJKvQ6cDGzRWnc3e/4ej2bkQxu47Zz25G7y8+y3y5gxKZW1y6wpbFe+9Q8Ktm1Pfrd+ekzN/2885jdKKmIsiRuoUNxybmfKy7x4fWEe/2Qxs6amsnhOkiXxqk3+KIMv38hi9NNrLYsRCHgZ9cgJlFf48XrDPHPn1/w+vyUAn0zqxkcTDjE95pSvmvP1R60Zde9fNdPmzMxk3HMdCYc8XHzdEs66eCVvPGtNo6Dd5dbueGcMX8Ca7DQS4ioBOP/4efy5uDnvTerFecfN5fzj5/LSZwNNiRUIeBl933E15efJe7/lj7ktWL0ujXsfH8oNl/9mSpxIdyDn2vanldL5/BJ+uzVjh+mlm7xk/xZHQvPgDtOTWgc58YstDY5bbcq3rfn603aMGjOnZlqPPrkMOjybkf8aQjDgJTWtwrR4u3LrBd0oyreuIbea3fnAqZgAV92xklm/pPPg9Qfj84eJjQtbGs+p9RxxcTZrV8STkBSyNE41p9bTaZJn95/b6l0A4ZDilQdasXxBAvGJIZ79ZhFzfklh7TLzGlHqY0fec3J/uuUcJnn2wMuzx56dxykX5/Lo9a1rpt3x0pqa/790b3MSk43z9JqlsUwdn87LPy4mb7OfW88+iNd+XYTX2+DFANxTZt0S04nzid3r6dQ50472rkh0IOfamBNjiT09jrIHSmqm+fr7ibsyAeVTbHu+lPK3txF/TWLN37c9W4ZvoPlttRtWJXDdaX0AY53f+mkm06dkmh5nylfN+erDVtx0/4KaaWtWJPLATT257s5FpsdzKmY1u/LPlK9b8vVHbRh17/yaaZ++3Y53XuwEwD/OXs25ly1n7COmHyKAO3I7QJsOJRx3+iZuPK8vgYDi/hfn88fPmWxcm9DgeVs5zOA44HirZt65dxkbV8eQvTaWYMDD1PFpDD6u0Kpwu6E5pusKJi7oYNH8FeVlRu3W59P4/BqtLQpVy4KZSRQXmFSr3iVFeYXRgOvzhvF5rV+3hXMyKC7csdF4zowswiHjUFi8II3MJtY1Xttdbu2M1yithEGHrOPrX7c3YBzWcw0TpxsnhInTO3F4zzW7+vp+qFN+fGG0VqzdkMb6TdbdKRKBxnGA5tom/SuJSd25se3Ph1PpPboQZUqUXVs4L5Pioh0rtyeeupqP3+lIMGDkv8ICc54kjAROnDediJmQGKR7/0ImfWLcaRQMeCgttvZBdCfWM6tpBQOGFjDpw0aWxqktcupethuH5Nn94rZ6F0DeFj/LFxgXadtKvaxbHkdm04ClMe3Ke07uT7ecwyTPWsPK7XrIoFKS0+u/qURr+PnLNIaemg/A9EmpDBmRT0yspmnrSpq3rWDJnIY36lRzS5l1S0wnzid2r6cT6wh2tXdFpHEcoLnW18uPStmx5uofEIPyGdN83XzonO113sDPlXiae/C2s3Y/9xxcQPa6eLZsNL9TYMHs9J3qXetWJbFhTeIuvnFgxqxmV/5ZOCeD4qId13Fb6fbf4+JDlrZNuyG3A7RqX8aS+SlUlHsJhzwsmJXGocNzTJm3ZZ1ZWuufgTyr5p/ZNEDOxu2NkLmb/GQ1s2bna60Ye8E3vHvZJ/yzz987/K1P603klSawLi/Nkthg9KCO/XYBH8yey+xfUlgy19qnsuzkUWFevv8LPnvuPWYtaM7ilY0BOPXoRbzywOeMvuwXkhKsfzKi2jGnbODPadYNS2dnubU73rVnzeDFTweg9fYKRnrKNvKKjCSdV5RAevI2U2N6VJgX/zuej1/5gNnzm7N4uX2NupEimnItwPof4khoEiK9y84xStZ7+fa0xnx3QSO2zLLmadgWrUvo1nMrT7z8M488N42OXfItiVNNa3hw3CKe+WI+J5y9ec9faAC796VTMZu2Kqcwz8+oh5fx3OdzuP6BZcTGW/vkkhPreeWYNbz2SGvCYau7I7ZzYj0jgeRZ60RbvauuJi0rOKhbGUvmWNsA4ETeq4+V+9Mt5zCny6xToi3PVlswM5H0RkFatK+siduo+fa4Wc0CbM027+l8t5RZt8Ssza7ziZPradc6ulm05lqAym8q8A0yYuttmop3txF3sXk3C+zKUSfmMPUb97VDWcHpPPuvq5cy7usfGXL8Rt55qaMtMaM5t69Zlkj3vgUkpwaIjQvR74itZDU1p33fyiez9opS6gql1Cyl1KwAe79Sqp62G6t6Ti9+41TOf+UMrn3vJM7qt5A+rTfW/O247sstfCrLEA4rRp7YnQsG9aRzr1LadCqzNJ6dwtrDFWNO5awbzqZL+xzatsjny+8P5oL/nMEVY05la0E8V5/3uy3LcvYlKwiFFD9OaGZZDDvLrZ3xBh+yhoLiOJautfckHtYerrplBOdefSadO+TStpW1HQ8Hqv3Ns8Z3d55mVZkNblMseDGFHv8u2ulv8Y1DnPZDNid+voU+txYw7T8ZBErMb8T3eDVJyQFGXXEEr4/tyq33/wlYd5DedHZ3rhvRgzGXHMzJF2TTvf/O624Wu/OPUzG9Pk2HriV8834zrj2tN+XbPJx1xXpLY9q9ngOG5VOw1c/yBfZe7DuxPw8Ukmf3XTTWu2qLSwhx50sreeneVpSVWHtXsBN5ry6r96dbzmGSZ3fvQGg7qO3HL9IZcmqt65P6YpqYZt1SZt0Ss5qd5xOn1tPOdRS7d6DUaWsrf7MMvOA/1misL3+tjJiz4lAJ1t705/OHGThsK79OlPe0m8HpOtBbL3TiopOHMnVic/5xlvVDkEZ7bl+3KpGPX2/Ngy/P5f4X57FqSRKhkDnHpOOdWVrrl7XW/bTW/fzs/XBOxl1NlTW/m31X0w6xSozGovyyeH5c0pZuLYx3CXhVmGFdVjF54UGWxK2rtMjH/OnJ9BsSfUNNlJbFMm9xMwb0WE9+UTxh7UFrxTdTO9OlvTmPIe7O8JM30P+IHB67swemXlHUYWe5tTNe94M2c2jPtXzw4PvcddkP9OmykTsu+ZH8ongyUozO14yUMvKLrRkDtrQslnl/N6Vfzw2WzP9At795Fuwts8VrvcZTASOa8MWwppRt9jLhn43ZluPBGwOx6cawAZndAyS1ClG0yvwhlLZuieO3n5oBiqWL0tEaUtIq9/i9/ZW3xahwF+b5+e27DDr3KNnDN/af3fnHsZjZseRmx7JkfjIAv07MokNX67Yr2L+eXfsWM2h4PuN+nsOtzyyn5+AiRj+x3LJ41ZzYnwcKybP7JlrrXdW8Ps2Yl1by4+cZTJuYbnk8J/JebXbsT9ecwyTP7taB0HZQLRSEad+mctQpBdvjNg+Qs3F73NxNfjKbmHdntFvKrFtiggPnEwfW0+51FLt3oNRpq1VOKCf4W4CEu5NRVS32ob+DlL9QRtEZ+VR8XE7F29uo+NTcUYIA+h2Rz4q/kyjYav1oBm4QKXWgqRObc+iwbEtjuCG3A0z+vDn/Prs/N1/Uh+JCHxvXmPO0pOOdWftrydwEWrSrpEmrCnz+MENGFDBjsvnvyYnzB0iIqaz5/6D261mxxXiJ9sD261m9NY0txdYN+5eaESAxxXg5d0xsmN6HF7FuubUvw7RLavI2EquGEIzxB+nTbSNrN6WSkbr9ybMj+q5h1XprD+y+g3M44/9Wcd+Nfagot7Y33K5ya3e8V74YwJm3nsc5d5zLfa8OY/bi5jz4+lCmzW/D8YOXAnD84KVMm9fGtJipyeU7lp/uG1m30VXvyrKFnWU2vXOQM37bxKk/ZHPqD9kkNAlxwmdbiG8UpjzPQ7hqxKTidV6K1/hIahU0fRmm/9KMnn1zAWjeqgSfL0xRgTWV09j4EPGJoZr/9zm8gNUWvvTT7vzjVMz83BhysmNp0c44l/QaXMDaFdYOMWH3eo57tDUXHtaHi47szSP/7sC86Sk8Osrap8TBmf3pBm7Ls9Fc7zJobnx0NWuXx/HZq00sjmVwIu9Vs2t/uuUcJnnWGk5s19m/JNOqQ8UOwwoOOraIqePTqaxQZK+NYcOqWDr3Nm/UFbeUWbfEdOJ8Yv962r+Owjp2l5/AjEoq3i0n4ZFkVNz2m2mSnk8l5ZN0Uj5JJ/bMOGIvjCf2dPOvs486aQs/yRCDpnGyDtS8VWnN/wcduZn1q60cAcUNud2QmmH0pzRqWs6hR+fy04TGpszX2jeiWygcUoy9owUPvbcSjxcmf5DBmqXmv3AvM3Ebj581CQCvJ8zEBR34bUVrAI7tZv0QgxmNA9z0xCq8Ho3ywM9fp/P7D2mWxgS4dexqegwuITUjyDuzFvL2Y02Z9EGmqTEy07ZxyxU/41Eaj0czdWY7ZsxtzW1X/sRBrfPQGjbnJvHEG4eZFvPmB+dxSL88UtICvPntVN59qQNnXrwSv1/z4POzAFj8VypjH+5mWsza7Cq3TsWr672JPbnniu856bAlbM5P4u6Xhps274z0Mm6+5lc8Ho3yaH6e3paZs1txWP81jLx4Jqkp5TxwyxRWrMngtoeONS2u21hZhn4dlcHmP2KpyPfw2VFN6XFdER3OqP+Cfssfscx/NgXl1SgvDLgnn9i0hj0XffM9f3JI71xS0ip58/PJvPtaZ777ujU33D6HsW//SDDg4YkHemPVXebpWQHGPL8EMO7MmfplFn/+bF3nvRP5wKkc9ML97bn5saX4/WE2rYvjyds6WRrP6VxrF7esp92iOs+6rN4F0K1/KUefnseqRfGMnWC8a3fc/1rwx4/WXjDakfec3J9uOYdJnrWGldv14avbMH96EoV5Ps7v25ULb8rm+PPy+Gl8nSEGgbadyznyHwVcMaQLXq/m2ofW4zWxD9gtZdYtMZ04n9i9nk6dM+1o73IjK8tP2d3FBOcG0AWaotPyibs0noq3t6EDUHqjMXy2r5uP+NHWPWxQW2xciN6HFfDs3da9W+nmh+fTo28+KWkB3pr4M++8eBDFhX6uvmUxqemV3PPMXFYuSWbMyD4HdMxqduWfmx+YyyF984x2oK9/4N2XO9LvsBxatClFhxVbsuMY+3B30+NWc0Nur3bHEwtISQsQDCqef7AjJUXmPA2mtEWDJCql3geGAFnAZuBurfVru/tOisrQA5V5jd17I+eqwbbGA2j82p+2x9RB+18cHBhufnLbnfiF9g8xF9xk7aOnkaL8HwNsjxlTYG+Z/WP2WIqKN1g7qLIF9jXXOpFnz19s73s7AD48wbxO8L0V3mz9kKg7xSyLnnco7oonOdn2mOHiYttjeuLsb6wMl5fbHnOK/uRPrXU/2wM3gOTZ+n041P7d6ES9S/nsvfdPxds/AoMnyd7374F76tBOcEOeBWdy7aSNc22NB3Bc8162xxTWsPt8AqCD5j9hvSeOrGcoZGu8meEpFOk8aTuwQOqv9ncqlpxof3sp8dF/o0po8xbbY/paNLc9phPr6URu92Zm2B5zUu7L9dZpLTvLaK3PtWreQgghDJJrhRDCWpJnhRDCWpJnhRDCepJrhRDR4IB9Z5YQQgghhBBCCCGEEEIIIYSIftKZJYQQQgghhBBCCCGEEEIIISKWdGYJIYQQQgghhBBCCCGEEEKIiCWdWUIIIYQQQgghhBBCCCGEECJiSWeWEEIIIYQQQgghhBBCCCGEiFjSmSWEEEIIIYQQQgghhBBCCCEilnRmCSGEEEIIIYQQQgghhBBCiIglnVlCCCGEEEIIIYQQQgghhBAiYklnlhBCCCGEEEIIIYQQQgghhIhYPqcXwGmNXpphe8zl7/SyPWb757XtMeP+XGlrPJ2Vbms8xyhle8iE7xfYHtOTmmJrPFURsDWem3xwRG/bY256Nd72mI3+18n2mGraXNtj2i1cXGx7TE9cnP0xG2XZHpOtefbHLLU/pN2U14M3yd5z2IfDB9gaD2DwJHvreQC/9LD/2NShkL0ByyvsjQeEtm2zPaYT9VlPUpLtMbUD+5NK+0O6xUmHjbA9ZuV3tofEf4/919WemfZeb9qe2x2K6QQVE2N7TF1WZntMV1AK5bd3f5acZv8zF31+zrc95pzT2tseM7hqje0x7RYusr/tAOWO54RCTrQd7II7trgQQgghhBBCCCGEEEIIIYQ4IElnlhBCCCGEEEIIIYQQQgghhIhY0pklhBBCCCGEEEIIIYQQQgghIpZ0ZgkhhBBCCCGEEEIIIYQQQoiIJZ1ZQgghhBBCCCGEEEIIIYQQImJJZ5YQQgghhBBCCCGEEEIIIYSIWNKZJYQQQgghhBBCCCGEEEIIISKWdGYJIYQQQgghhBBCCCGEEEKIiCWdWUIIIYQQQgghhBBCCCGEECJi+ZxegIboN6SIq+7fiNejmfB+Bh8918TymKMeX8vAo4soyPVx5fAulsVJnbiFlB+3goaioZkUntCYmDVlNHp9Hao8TLBRDJuvaYtO8JoSz+8P8fh9E/D7wni9YX6Z0Za3P+pFclIFd9z4E00albA5J4kHnjiKktJYU2LWdeq/1nHc6ZvQGlYvS+LJOzoTqDRn/ardcMufDBicTUF+LNdcfDQA7TsUcO2oufhjwoRDirFP9mTp4gxT49Zmd7m1q8zWNW7qbMpKPYRDilBIcf1pPUyPcf1dCxhwRA4FeTGMPPswAC65fgkDjswhGFBsWp/AU/d0p7TEb3psN7GjzN5w70IGHJlLQV4M15w+GICklAC3/e8vGjffxpaN8Tw8+hBKihu2L5Of2UTsrBLCqV7ynm0PgCoOkfroBjxbAoQb+ym8uQU6yQsBTfLz2fhXlKMVlFzWmMAhifsdOxLyrBPnTbfEBPB4NM+MX0Du5hjuuayz6fO//s55DDhsCwX5MYw876gd/vbP81dw6b8Xc+6xx1BUGGN67Gp25Ha3adGujFufWFzze7NW5bz9TBvGv9XC1DjXj5nPgMNzjPJzzhEAXHDVUgYduQWtoSAvhifv7UFeblyD4iy9y0feT178GZq+n1cCsPo5H1t/9KA84M/QdLo/QGxj2PKNh/Xjtl+OlC5V9P6wkqQuukHLUJsb6l3+2DCPfbQYf0wYr0/zy7cZvPOkueWntqxmlYx+chXpjYJoDd++l8X416PnOqy2xOQgNzywjDadytAanry9I4vnplgWz+596SZ25YLrb5vDgMM2U5Afy8gLh9ZM/8cZKzn59FWEQh7++K0xbzzfbb9jeB/LxTNzGzrNS/CV5gCon0rxvl2IWhsg+GxTdGejLun5vgTPR0U131WrAgSfb4busP91BafrtE7kICfyj1PX8U7Uo+2uXzp1rRDt7DqH2dV2sOpuRcHPCn8GdP80DMD6sYqCqQoU+DOg3X1hYhpDxQb4658e4toY303qoWl7Z8Pqs3acT3bHLdfxbqnrRdP+tOzJLKVUK6XUj0qpRUqphUqp682cv8ejGfnQBu48vx2XD+nM0BEFtO5YbmaIek3+KIM7zm9vaYyYddtI+XEr6+/rzLqHu5AwpxB/djmNXl3H1nOas/6/B1PaL420bzabFjMQ8HDzvcdx9ehTuHr0KfTvtYEuHXM4+9S/mPNXMy7+9z+Z81czzj51gWkxa8tsXMEp52/g+rP6cs2pA/B6NEeduMX0OFMmtGHM6MN2mHbJVQt5780uXHfZMN5+/WAuuWqh6XGrOVFu7Sizu3LrBd249pSellVGp3zVnLuu67vDtDkzM7nmrEO59pzD2LgmgbMuXmlJ7EhgdZ4F+8rslPHNGXN17x2mnXXJaub+nsHlpxzG3N8zOPPS1Q2OUz48lYK7W+0wLeHTrVT2SCTvxYOo7JFIwqdbAYifXABA3jPtKLi3FUlvbIHw/ldInc6zTuQft8SsNuLibNauiLds/lO+bsldNwzYaXpW4230GpDLlk3Wxa7N6tweaazOtRtWJXDdaX247rQ+XH96b8q3eZg+JdPMEEBV+fl3vx2mffp2O64973CuO/9wfv+1MedetrzBcZqcEqL7C5U7TGt5UZC+n1bS5+NKMo4Ms/YlowOr8Ulh+nxsTO/8YIC45trUjiy31LsCFYpbzu3MNSd055oTutHvqEK69C6xLF44pHjlgVZcMbwbN4zowj/+lUPrjtssi1fNiW171R0rmfVLOlec0JeRI3qzbkWCpfHs3peRIpraDqZ825q7Rg3aYVqPPrkMOjybkf8awjUXDOWz9zo0KEb42CSCDzXeYZpuG0Pw7kboQ3bsPAoPTyL4UnOCLzUndGsWNPE1qCMLnK/TOpGDnMg/TsR0sh5tV/3SyXV0kh1tB3adw+xqO8g6RdPp+fAO05r9n6b7x2G6fxQm7UjNxpdVzd/iWkL3j4y/NbQjC+w5n+yKm67j3VDXi7b9aeUwg0HgJq31wcAgYKRSqqtZM+/cu4yNq2PIXhtLMOBh6vg0Bh9XaNbsd2nBzCSKC8x9Wqgu/8ZyyjskomM94FWUH5xM4h+FxGwsp7xLEgBlhyST9LuZ66soLzfuWvB5jTus0DC4/zq+m3oQAN9NPYhDB6w1MeaOvF5NTFwYjzdMbFyIrVvMv4trwfwsiuvcnaE1JCQEAUhMCpC3tWF3JO+OE+XWjjLrlIVzMigu3HF/zpmRRThkpLbFC9LIbFLhxKLZxdI8C/aV2QWz0yku2nFfDhqaw5QvmwEw5ctmDB6a0+A4gW4JhJN2PPXFziyhfFgqAOXDUomdYVQkvOsqqOxpVGR0mg+d6MW3vCEnX2fzrBP5xy0xAbKaVjBgaAGTPmxkWYyFczN3Ok4ALr/xb9547mC0eX0AYkeW59pqPQcXkL0uni0bza+LLJyTsVP52Va6/fe4+JApZSi1n8aXuuM0X9L2/4d30d6YM8FLoxPC9f9xP7mn3qUoLzNi+nwan19bmg/ytvhZvsA4P24r9bJueRyZTQPWBaxi97ZNSAzSvX8hkz4x7iINBjyUFls9sIm9+zKCRE3bwcJ5mRQX7dhZdOKpq/n4nY4EA8a+LSxo2HWu7hGHTq5zLLTxQ6vdP4Xg+aGU8FAzGumcrdM6kYOcyO1OxHSqHm0nN6zjLthQn7XnHGZX20FyX/DVeUDHW6tOG9oGKCxjx/lkV9xyHe+Wul607U/L9pDWehOwqer/xUqpRUAL4G8z5p/ZNEDOxu0Hde4mP136lJkxa8dVtown46NNeIqD6BgPCXMLqWifQGWreBL+LKSsXxpJMwvw5VXueWb7wOMJM/a/X9O8aTFfTuzC4uWNSE/dRl6BUVHMK0ggLcWantutW2L5bFwr3pwyncpyL7N/S2fOb9YN9Vfby88dwv2P/sal1yxAKc1/Rh615y/tp2gut3VpDQ+OW4TWMOH9Jkz40P5H9485ZQO/TG5qe1y7WJ1nwdkym5ZRSX6uUTnLz40lNcPcnFfNUxgknGGcDsMZPjyFRud2sF0csTNLqDgiBU9uAN+Kcry5AYKd9v/pFyfzrBP70i0xAa4cs4bXHmlNfGLI8li1DTxiM1tz4li1zLqhEGqLhNxuNztybbWjTsxh6jfWdYjW519XL2XYSRsoLfFx21U7P/lnltXP+Nj8lRdfkuaQ13bO5zmTPHR92tzGSDfVuzwezbNfL6R52wq+eqsxS+Ym7flLJmjSsoKDupWxZM7+D8MbqZq2Kqcwz8+oh5fRvkspyxYm8eKD7anYZm3jslP70knR3nbQonUJ3Xpu5V9XLKKy0strz3Vl2eJ02+JX8/xURvBec84xTtZpa4vmHOQEp44VO+uXTucDp9hVn3XqHGZX2wHA+mcVuV8rfEnQ+ZXtN2JVbICFZ3vwJkGLkWGS+5gf267ziVuu491S14u2/Wnlk1k1lFJtgd7AzHr+doVSapZSalaAvX+CQtXT+x0td60FWsRR8I8mNH9kOc3+u5yK1vFoj2LLFa1J/S6XlncsxrMthPaZewtAOOzh6tGncN6VZ9K5Qy5tW+WbOv/dSUoJMGhYLhcfO4gLhg4mLj7E0JOzbYl94ohVvPLcIfzfmcfzythDuP7m2ZbFiuZyW9dNZ3fnuhE9GHPJwZx8QTbd+xft+UsmOvuSFYRCih8nNLM1rlOsyLPGd3eeFq1ltq7yo1MJZ/pIv2k1ya9uIdAlHu1tWN51Ms86sS/dEnPAsHwKtvpZvsDehpTY2BBnX7Scd17qZFtMp3O703aVa2vn2crw/jXe+fxhBg7byq8Tsxq+oPvgrRc6cdHJQ5k6sTn/OMu6J/Db/jvIwO8qaHxSiE3v73g/XdF8hScOEjuae7C66RwWDitGntidCwb1pHOvUtp0sr5hLi4hxJ0vreSle1tRVhJ9owB4fZoOXUv45v1mXHuaMQToWVestzyuE/sykkRj24HHq0lKDjDqiiN4fWxXbr3/T8DeZKQWVaBjFbqdOe/VdLJOWy3ac5ATnDpW7KxfOp0PIsFe51m973VaN5zDWl6n6TUpTMaJmi0fGAXK3wh6TgzT7cMwrW4Ks+I2DyELRo6z63zilut4t9T1om1/Wt6ZpZRKAj4FbtBa73RG0lq/rLXup7Xu52fvH4/M3eSnUfPtPe1ZzQJszW7Yy/0iSfGQTNY/2IWNd3UinOQj0DSWQPM4Nt3WgfUPdqHk0HQCja15nLS0LIb5C5vQr9cG8gvjyUgzDqqMtDIKiqwZgq/XoHyy18dRlB9DKOhh2pRGHNzbngayo49by7SfjRfn/vJjCzofbF1FPNrLbW15W4wLpcI8P799l0HnHvaN9z/85A30PyKHx+7sgaXPfUcIq/IsOFtmC/JiSM8yGirSsyoozDPn4ruucKoPT57xNJYnL0g4taqR1asouawJ+U+1o/COlnhKwoSambMMTuRZJ/alW2J27VvMoOH5jPt5Drc+s5yeg4sY/UTD3z20J01bltKkeRnPvfMLr3/+A1mNy3n6rV9Iz7DuTmgnc7vTdpdra+fZGM/+HcP9jshnxd9JFGy1JtftydSJzTl0mPU3EjU6MUTulB0vQXImeml0gvlPNbqp3lWttMjH/OnJ9Bti7dAhXp9mzEsr+fHzDKZNtP8JEzvkZseSmx3LkvnJAPw6MYsOXe3LeXbty0gSrW0HW7fE8dtPzQDF0kXpaA0padY9NVAfz9RSwkPNv+nGiTotuCMHOcGpY8XO+qXT+cBp+5Rn1f4fw3afw+xqO6gt8wRN/vdGe5MnBnxpxvTErsb7s8rXmB/TrvOJW67j3VLXi7b9aWlnllLKj5Ek39Vaf2bmvJfMTaBFu0qatKrA5w8zZEQBMyan7vmLBwhvoTHMii+3ksQ/Cig5NL1mGmFN+hfZFA03787d1JRyEhOMQhYTE6R3j02s25DKjFmtOGbICgCOGbKC6X+0Mi1mbTmb4ujSs4jYuBCg6TUo3/KX7lXbujWOQ3rlAtCzTw4b1lv3eGe0l9tqsfGhmqG2YuND9Dm8gNXL9n9otn3Rd3AOZ/zfKu67sQ8V5dF/h56VeRacLbMzpjbi6FM2AXD0KZuY8aM1Q29VDEgi7gej8hD3QyEVA6tyQEUYyo1hA/xzS9FeCLXe/5sInM6zTuxLt8Qc92hrLjysDxcd2ZtH/t2BedNTeHSUNS/jrW3NihTOP+EYLjltGJecNozcLXFc/68jyM+zpvHIydzuNKtzLcBRJ23hJ5uHGGzeqrTm/4OO3Mz61dY8XbhtzfYbS7ZO9RLfbvtteToMuZPNf18WuKfelZoRIDHFuCkjJjZM78OLWLfcymNTc+Ojq1m7PI7PXo3eoUbzc2PIyY6lRTujcb7X4ALWWnx9Yv++jBzR3HYw/Zdm9OxrXG82b1WCzxemqMDGGxfCGs/PZSa9L8v5Oq1bcpATnDhW7K5fOp0PnGR1fdbJc5hdbQe1O6gKflLEtTP+H8gDXXVfVvl6KF8LsS3Nj2/X+cQt1/FuqetF2/607J1ZSikFvAYs0lo/Yfb8wyHF2Dta8NB7K/F4YfIHGaxZat2dP9VuHbuaHoNLSM0I8s6shbz9WFMmfZBpepwmT6/CWxxC+yD3olaEE32kTtxCyndG0irtn0rxUea9UyojrYzR107D49F4lOan6W2ZObsVfy9txJ2jfuL4YcvYkpvIA08MMS1mbUv+SuHXyY145uNZhEKKlYuSmfBxc9Pj3HzXH/TolUNKaiVvfTyBd944mGce7c2V1/2F1xsmUOnl2cd6mR63mhPl1q4yW1t6VoAxzy8BjLvmpn6ZxZ8/m3/H3M0PzuOQfnmkpAV489upvPtSB868eCV+v+bB52cBsPivVMY+3M302JHA6jwL9pXZmx/5ix798klJC/DW5F9454X2fPx6G2579C+OPXUDOdlxPPSfHg2Ok/LYBvwLyvAUhci8ZDml52ZRdnomqY9uIG5KAeFGfgpvbgGApyBI2j3rwWO8S6voxoblJKfzrBP5xy0x7XLz/XM4pM9WUtIqefOr73n35Y5M/qq1bfHtyu2Rxo5cGxsXovdhBTx7d0crZg/AzQ/M5ZC+eUb5+foH3n25I/0Oy6FFm1J0WLElO46xD3dvcJzFN/spmOUhWAAzj46lzTVB8n7xsG21Ag/ENdN0GLP93ViFf3qIbaKJb2n+WBduqXdlNA5w0xOr8Ho0ygM/f53O7z+kWRavW/9Sjj49j1WL4hk7wXjVxrj/teCPH629KHZi275wf3tufmwpfn+YTeviePI2a4d1tXtfRopoaju4+Z4/OaR3rpFrP5/Mu6915ruvW3PD7XMY+/aPBAMennigNw0ZPcL7YA6e+RVQGMJ/7npC/0pFJ3vxjc2DwhC+O7egD4oh+IjR0aP+qkBneaGZOXdEO12ndSIHOZF/nIjpxHnT7vplNF8r7I4d9Vm7zmF2tR2suFVRPEsRLIC5x3pocbWm8FdF+WrAAzHNoO0dxs1YxbNhw/MelA+UB9reGcbXwJRkx/lkV9x0He+Gul607U+lLRokUSl1OPAL8BdQfavl7Vrrb3f1nRSVoQeq4ZYszy7VN4ijxVa808v2mO2ft38QYN/fFjxTuztZ9jeohZattD2mE2XWE2//HaGe1BRb4/2W8yGFlVsOqDEJD5Q8621k75MGAJtetfZCrz6N/mf/RZCaNtf2mG7gibN/X3oa2fueJIDw1jzbY04ufetPrXU/2wM3wL7m2lRflh6cNMKuxQNAJdvzcu3aBk+wvw70Sw8HGptsrncpnwNDHWnzn4rbY8iQ+cNK7oknyf7jRJfv27tKzfBd5XtRn2fBmTqtr10bW+MBlL1se0j899h/Xe2ZucDWeE7kIEc48DIoT4I9I+zUFi6z971MM/X3FOm86G878GTqQf7j7Vi8Gp40+5+S6/Od9cNs1zXntPa2xwyusrmN1gGe5GTbYzpR19MBe4cqdsoU/Um9dVrLnszSWv+KG15WI4QQDpE8K4QQ1pNcK4QQ1pI8K4QQ1pI8K4SIFpa+M0sIIYQQQgghhBBCCCGEEEKIhpDOLCGEEEIIIYQQQgghhBBCCBGxpDNLCCGEEEIIIYQQQgghhBBCRCzpzBJCCCGEEEIIIYQQQgghhBARSzqzhBBCCCGEEEIIIYQQQgghRMSSziwhhBBCCCGEEEIIIYQQQggRsaQzSwghhBBCCCGEEEIIIYQQQkQs6cwSQgghhBBCCCGEEEIIIYQQEUs6s4QQQgghhBBCCCGEEEIIIUTE8jm9ADtQCuWPsTWkDlTaGg/goAvm2h6z+yxle8wFfcO2xvMEg7bGc4ryem2PqSvtP07Ku7awNV54pr25x01Cubm2x2w8Isf2mB+tn257zLNaDrY3oLL/XOIEHbL3/AUQXL/B9phOnE9cIaztP2+WbbM3HvDTNYNsj7n1qnjbYzZ60d7c7mnXytZ4AKFlK22P6c3Ksj0mDlwrlJ50sO0x+fw9+2O6RHiz/fXL+NPtb7K5Z94ntscc036ArfHcUgfSoZDtMcNlZbbH9MTF2RpPlbvjmgitbW8zDRcU2hoPYFZ/++uXL6941/aYl7c+3PaYdgsXF9se05uSYnvMkAN9GcrnQBdSoP7J8mSWEEIIIYQQQgghhBBCCCGEiFjSmSWEEEIIIYQQQgghhBBCCCEilnRmCSGEEEIIIYQQQgghhBBCiIglnVlCCCGEEEIIIYQQQgghhBAiYklnlhBCCCGEEEIIIYQQQgghhIhY0pklhBBCCCGEEEIIIYQQQgghIpZ0ZgkhhBBCCCGEEEIIIYQQQoiIJZ1ZQgghhBBCCCGEEEIIIYQQImJJZ5YQQgghhBBCCCGEEEIIIYSIWD6nF6Ah/LFhHvtoMf6YMF6f5pdvM3jnyRaWxuw3pIir7t+I16OZ8H4GHz3XxNJ4AKMeX8vAo4soyPVx5fAups13/b1hin8BXwZ0/Mjo19z8fJiin0B5wJsOLe9V+BspggWadTdrtv0Naf+A5reY3w/qxLZNTA5ywwPLaNOpDK3hyds7snhuiqUx7V7PrGaVjH5yFemNgmgN376XxfjXrYtpVzy/P8hTd3yL3x/C69H8/Edb3vysT83fzzzxL6469w9Ou/o8ikriTI/vJnaXWaty3p5YsZ7P33QQs6ekk5oV4PHv59VMn/B6UyaOa4rXp+kzLJ8L7lzLlnWx3DikF80P2gZAxz7FXPHIqgYvQ23RdA6LlHjgTH3EifW0+3ziNh6P5pnxC8jdHMM9l3W2PN6p/1rHcadvQmtYvSyJJ+/oTKDSa2oMvz/EE/dOwO8L4/WG+WVGW976uBdHDlrNhWfOpXWLQq67/SSWrswyNe7X/36H0ooYwloRCnu44NXT6dQklztO+pkYX4hQ2MPD3x7Owo3WlF87cu0NN//JgMHZFBTEcs3FRwPQ7qACrh01l/j4IJuzE/jfA/3ZVuY3PTbYk4NuuHchA47MpSAvhmtOHwxAUkqA2/73F42bb2PLxngeHn0IJcXWrCPYc5xU86gwL9/6BbkFCdz6wvFcfdpMDj1kDcGQlw05yTzy9lGUbIu1JLYbOFEHAhg3dTZlpR7CIUUopLj+tB6WxWrRroxbn1hc83uzVuW8/Uwbxr/V8DrJ5ze3ZckPaSRmBrhu0kIAfniqObM+aERiRhCAY0avp9PQQgCyF8Xz5R1tKS/xojyaq8b/jT9WN3g5wD11ICdiOrFtnTo27a53uYXd+9OJ6zArY477T0fmf59OcmaAe6fMqZn+/RvN+PHNZni8mh7D8jnjjtWU5Pt48aourJ6XzKFnbua8+1easgzVnDg23RDTynP17kRTW7RlnVlKqTjgZyC2Ks4nWuu7zYwRqFDccm5nysu8eH1hHv9kMbOmprJ4TpKZYWp4PJqRD23gtnPak7vJz7PfLmPGpFTWLrO2oXzyRxl8+UYWo59ea+p80/+hyDwL1t+9vVKZ9S9Fk2sUAFvf12x5RdPidoUnFhpfrahYAeUrzKmE1ubUtr3qjpXM+iWdB68/GJ8/TGxc2NJ4TqxnOKR45YFWLF+QQHxiiGe/WcScX1JYuyz+gI4XCHi56eETKK/w4/WGeXrM1/w+ryWLVjSmUUYJfbttZHNuoqkxI40dedaJMmtVztsdq9ZzyJlbOP6ibMbe0KFm2oJpKcyanM5j383DH6spzN1+Km7atpxHJ89vUMxdibZzWKTEA/vrI+DMetp9PokUduRagBEXZ7N2RTwJSSGzZ72TzMYVnHL+Bq46pT+VFV5ue3whR524hSlfNDM1TiDgYfS9x9Wcq5+8bwJ/zG3B6nVp3PvYUG64Yrqp8Wq78q1/ULBte9m8/ugZvPRzP35b3prDOqzh+qNncMVbI0yPa1eunTKxDV993p6bbv+zZtr1o2fz6guHsGBeI445YTVnnLOUt1/vZmrcanbkoCnjm/PV+6246cGFNdPOumQ1c3/P4OPX23LmJas589LVvPFUR0vi23WcVDtj6ALWZKeRGFcJwKzFLXh5fH9CYQ9XnTqTC46by4tfDLQkttOszrNO1YGq3XpBN4ryret0rbZhVQLXnWbc3OfxaN76aSbTp2SaMu/ep+cy8F9b+PSmdjtMP/SSzRx+RfYO00JB+OTG9pz+xEqadd1GWb4Xr8+8NgS31IGciGn3tnXy2LSz3hUJorXtwInrMCtjHnrmZob+30Zev7FTzbTFv6Uyb3Imd0+agz9WU5RrnE/8sWFG3LSWDUsS2Lg0ocGxa3NiX7olppXn6l2JtrZoK4cZrACGaa17Ar2A45VSg8wNoSgvM+6M8/k0Pr9Gm9/PUqNz7zI2ro4he20swYCHqePTGHxcoXUBqyyYmURxgfl3ACb2UXhTd5zmTVI1/w9vg+rfPPGKxN4KFWP6YgDObNuExCDd+xcy6ROjZzgY8FBabO3Dik6sZ94WP8sXGCe2baVe1i2PI7NpIAriKcorjJO4zxvG59VUH/7XnP87L3/YD63Vrr8eHSzPs06UWaty3u5YtZ5dBxWTlBbcYdrkt5swYuTGmrtTU7OC9X3VdNF2DouUeAZ76yPgzHrafT6JIJbn2qymFQwYWsCkDxuZOdvd8no1MXFhPN4wsXEhtm6x4omPuufqMFrD2g1prN+Uuofvmi8pxugkSIqtJKfYmhte7Mq1C+ZnUVy8Y8W8ZasSFswznnKbM6sxhx250fS4NfFtyEELZqdTXLRjB8CgoTlM+dLoTJryZTMGD82xdBnsOU6gUVoJg7uv45tp258O+GNRS0Jh43J94arGNEortSR2hLA0zzpVB3JSz8EFZK+LZ8tGcxqq2g4sIT5t7+qsK35JpUmXbTTraow2kJAewmNiunBLHciJmHZvW6eOTSfqXREgKtsOnLgOszJmp4FFJNbJtVPfbsrx16yraT9IyTLyQGxCmI4DivBbcFO+E/vSLTFrM/tcvSvR1hZtWcu91loDJVW/+qt+TE8pHo/m2a8X0rxtBV+91Zglc63rfc9sGiBn4/aLxtxNfrr0KbMsnlM2jw2T/w14k6DdS/Z0BjixbZu2Kqcwz8+oh5fRvkspyxYm8eKD7anYZl3lzeky1KRlBQd1K2PJHHueWLI6nkeFeeH+L2nRpIjxUw5m8YrGDO69ltz8BFautfbOhkhgR551uszaxc713LQynsUzk/ngv63wx2ouHLOaDr2MBqota2O5+bgexCeFOOfmtRw8sNi0uG7Zl06xsz4SCew+nzjJjlx75Zg1vPZIa+IT7bk7eOuWWD4b14o3p0ynstzL7N/SmfNbhiWxPCrM8//9muZNi/lyUhcWL7e+4UhrxdgLvgENn87uymezu/LYpMN47vxvuOGY6XiU5uI3TrMktpO5dvWqFAYdtokZ05pzxJANZDXeZktcO6VlVJKfa3Qo5efGkppRaVksO4+T686YwQufDyAhrv6L/BMPXcoPf7a3JHYksDrPOnlcag0PjluE1jDh/SZM+NCeIdSOOjGHqd9Yn29nvtWYuZ9l0qJHKcffsY741BC5q+JQSvPmvzpRmufjkJPzOOKq7D3P7ADhRB0oWutdTh2bdte7IkE0tx04cR1mZ8zNq+JZ9nsqXzzaFn9smDPuXEW7niV7/mIDOLEv3RKzNrvO1U6vp9nnMCufzEIp5VVKzQW2AN9prWfW85krlFKzlFKzArp8n2OEw4qRJ3bngkE96dyrlDadrNsZqp5+Het7/O3XZKSHLt96SDtesfVDe1bQiW3r9Wk6dC3hm/ebce1pvSnf5uGsK9ZbGtPJMhSXEOLOl1by0r2tKCux/m4rO+KFtYcr7zyVs68/my7tc2jfKo/zR8xl3Kd99vzlKLHPeZaKfZz/ztOiMe/ZuZ7hkKKk0MeDXy3gwjvX8OTVndAa0htX8vzvs/nfpPn8392reebajpQVm3fsuGVfOsXO+ojT7D6fRII95draebZyH/PsgGH5FGz1s3yBfQ1USSkBBg3L5eJjB3HB0MHExYcYerI1DY1h7eGqm0/h3KvOpPNBubRtlW9JnNoufuNUzn/lDK597yTO6reQPq03ckbfhTw+6VBOfPpCHp98KHf9Y6olsZ3MtU/9ry8nn7qSp1/6gfiEIMGApZd6Uc+u42Rw9zXkl8SxdF39jRkXHj+HUEjx3e8d6v17tLCyTuvkcXnT2d25bkQPxlxyMCdfkE33/kWWx/T5wwwctpVfJ5r7PsK6Bpy/hRt/ms813y4kqVGAiQ+2AiAcVKyZlcwZT63kso8Xs2hyOiumJVu6LHZxog4UzfUuJ45NJ+pdkSJa2w6cuA6zM2Y4qCgr9HHb+HmccccqXrqmi+Xb1Yl96ZaY1ew6V0P0tUVbeoWjtQ5prXsBLYEBSqnu9XzmZa11P611P7/a/8fqSot8zJ+eTL8h1j0ml7vJT6Pm2+/+y2oWYGu29WNfOyX1BCj6wZ5YTmzb3OxYcrNjWTLfqFj/OjGLDl2tvbvBqTLk9WnGvLSSHz/PYNrE9KiLV1oWy9zFzTi0z1qaNirh5Qe/4N0nPqJRRikv3j+e9NTobVTe5zzLvg2P45a8Z+d6ZjStZOAJeSgFHXqX4PFAcZ4Pf6wmOd0YUqB9j1KatCln00rzHjd3y750mh31ESfZnd8jxZ5ybe08G7OPebZr32IGDc9n3M9zuPWZ5fQcXMToJ5abt/D16DUon+z1cRTlxxAKepg2pREH97a2gbW0LIZ5fzehX68NlsYByC0xGqjyy+L5cUlburXYwsk9l/LDYuNdL9/9fRDdWmyxJraDuXb92mTuHH041185jJ++b8mmjdHXUFeQF0N6ltG4lp5VQWGeRWOgY99xcshBmznskLV8eP/73H3JD/TpvJE7L/oRgOMHLmVw97Xc/8Ywtg8AH52srNM6eVzmbTHKaGGen9++y6BzD2uvNwH6HZHPir+TKNhq3fEBkNQoiMcLHg/0OzeH9fOMnJPSrJJ2A4tJzAgSEx+m45ACNkVBx4ETdaBor3c5cWw6Ue+KFNHeduDEdZgdMdObVdLnhK0oBe16leBRmpI8a1+R4kgbrUtiVrPrXA3R1xZty+16WusCYCpwvJnzTc0IkJhiNPzFxIbpfXgR65Zb9zLMJXMTaNGukiatKvD5wwwZUcCMyfaP92+lirXbu2aLf4LYtvbEdWLb5ufGkJMdS4t2RkdHr8EFrF1h7ksT63KmDGlufHQ1a5fH8dmrdgxrYU+81ORtJCYYjRkx/iB9u21k+ZoMzhh5HuePOovzR51FTl4iV40ZQX6htfs1EliVZ92Q98De9ex/fB4Lphnz3rgyjmClIjkjSNFWH+GqkS42r4ll06p4mrTet7vhdsct+9IJdtdHnGP3+STyWJFrxz3amgsP68NFR/bmkX93YN70FB4dZe0TGDmb4ujSs4jYuBCg6TUon3UW1IFSk8tJTDAunGL8Qfocsol1G6zNO3H+AAlV78aK8wcY1H49K7ZkkFucQN82xjukBrTbwLqt1iyHk7k2Nc0Y5UIpzTkXLuHbL9vZEtdOM6Y24uhTNgFw9CmbmPGjdUOz2HWcvDx+AGfccR5njzmXe18fxuwlzXlg3FAGdF3HecfO47YXj6UiYG2jVSSxIs86dVzGxodqhjGLjQ/R5/ACVpvw4vM9OeqkLfxkw7BFxVu2N4QtmpRO407G0KYdjywke3E8lds8hIKw+vdkGnU80Ic9daIOFP31LieOTSfqXZEmmtoOnLgOsztmr2O3svg3Yztmr4wjGPCQlGHte7ed2JduiVnNrnM1RF9btGW1YqVUIyCgtS5QSsUDRwP/NTNGRuMANz2xCq9Hozzw89fp/P5DmpkhdhAOKcbe0YKH3luJxwuTP8hgzVJrX9IGcOvY1fQYXEJqRpB3Zi3k7ceaMumDhr8PaN3tYUpnQbAAFp8QpvGVipJpmoo1GhTENIPmt2+/A3DJyWHCpaADUDQ1TNuxirj25twh6NS2feH+9tz82FL8/jCb1sXx5G2dLI3nxHp261/K0afnsWpRPGMn/A3AuP+14I8frUlcdsXLTNvGzVf8XHX8a36a2Y4Zc1ubGiPS2ZFnnSizVuW83bFqPZ8a2ZG/p6dQnOfjqn59OOum9Qw7ewvP33QQNw3vic8fZuRTy1EK/p6RwkePt8Lr1Xi8mssfWUlSunmV1Gg7h0VKPLC/PgLOrKfd55NIYUeutduSv1L4dXIjnvl4FqGQYuWiZCZ83Nz0OBnpZdw8choej0Ypzc/T2zJzdisO67+GkZf8TmpKOQ/c+j0rVmdw20PHmBIzM3Ebj581CQCvJ8zEBR34bUVryr72M/q4aXg9moqQlwe+OcqUeHXZlWtvHvM7PXrlkJJayVsff8s7b3QlPj7IyaeuBGDaL835bkIb0+NWsyMH3fzIX/Tol09KWoC3Jv/COy+05+PX23Dbo39x7KkbyMmO46H/9DA1Zm12HSe7csNZvxHjD/HEdd8C8Pfqxjz+/hG2xbeT1XnWqTpQelaAMc8vAYy7k6d+mcWfP1v7dE1sXIjehxXw7N0dTZ3vR/9uz6oZyZTl+3h0cE+G3bCBVTOS2bQoAQWktaxgxENrAIhPDXHopZt5cURXlNJ0GlJI52HmPbXgljqQEzHt3rZOHZtuFK1tB05ch1kZ8+VrO7N0eiol+T5GD+jPKaPWcvjZmxk3uiN3H90bX4zm4ieW1gwbd+uh/dhW7CUU8DBnUiY3vrOA5p0afvOAE/vSLTHBunP1rkRbW7TSFg2SqJTqAbwJeDGeAPtIa33f7r6T4snUg/ym3hiwRzpg3UuDd6m+wSot1n2W/TEX9A3bGs+TbP843OHiYttjKp877swMHNXT1nizZj5HcdH6A2r8lv3KsypDD1TD7Vi87RzIeU68DOqj9dNtj3lWy8H2BnRiXzpA+ewfflEHA7bHVF7737vwXeCDP7XW/WwP3AD7mmtTPZl6UNyJdi0eACre/icBA92s6yjZla3d7V/PRi/am9u9nQ6yNR5AaNlK22N6s6x/P8BOgtbexVyfkqPsaaSobdrnN0d9ngVn6rSeBPtHe3Di2u+eed/bHnNM+wG2xnOiDuQEHQo5ENT+6zBPnL0dYDPKv6UwvPWAujA6UPKs8ls/5FokeHmFTe90qeXy1ofbHtMNvCkptscMFVn//s26nKiP7KrtwLIl0VrPB3pbNX8hhHA7ybNCCGE9ybVCCGEtybNCCGEtybNCiGhhyzuzhBBCCCGEEEIIIYQQQgghhNgf0pklhBBCCCGEEEIIIYQQQgghIpZ0ZgkhhBBCCCGEEEIIIYQQQoiIJZ1ZQgghhBBCCCGEEEIIIYQQImJJZ5YQQgghhBBCCCGEEEIIIYSIWNKZJYQQQgghhBBCCCGEEEIIISKWdGYJIYQQQgghhBBCCCGEEEKIiCWdWUIIIYQQQgghhBBCCCGEECJiSWeWEEIIIYQQQgghhBBCCCGEiFg+pxdgB1qjgwGnl8J6WtseckFf+2N+sO43W+Od0+pQW+M5RQeD9gdVyvaQsX8sszWep6zc1nhuEjimr+0x/d/9aXvMs1oOtj1myxlJtsZbP6jE1ngAnrg422Pi99seUpe4oP7jEhpt+7laFxfbGg/A8+tc22M2+tX2kHy54Q9b453SwtZwjgnl5Di9CLaI/+J3pxdBmEhXVtoeM1xWZnvMMe362x5z3NpfbI13UevDbY3nFOWzv8nPk5Bge8xQUZGt8bQDbXpuoQP251knXO5ADnpqtb1ttDe0dUcbrUq0P+dhc84Dh9qid0GezBJCCCGEEEIIIYQQQgghhBARSzqzhBBCCCGEEEIIIYQQQgghRMSSziwhhBBCCCGEEEIIIYQQQggRsaQzSwghhBBCCCGEEEIIIYQQQkQs6cwSQgghhBBCCCGEEEIIIYQQEUs6s4QQQgghhBBCCCGEEEIIIUTE8u3qD0qpZwG9q79rrf9tyRIJIYRLSJ4VQgjrSa4VQghrSZ4VQghrSZ4VQgjDLjuzgFm2LYUQQriT5FkhhLCe5FohhLCW5FkhhLCW5FkhhGA3nVla6zdr/66UStRal1q/SEII4Q6SZ4UQwnqSa4UQwlqSZ4UQwlqSZ4UQwrC7J7MAUEoNBl4DkoDWSqmewJVa62usXrg9GfX4WgYeXURBro8rh3exJWa/IUVcdf9GvB7NhPcz+Oi5JhJzH7x400HM/j6DlMwAj30/t2b6xDeaMmlcM7w+Te9h+Zx/xxrm/5zK+4+0IVip8MVozr9jNd0PKzJlOapF07aNlHhg/7HZol0Ztz6xuOb3Zq3KefuZNox/q4Xlsc0QyXkW7ClDfn+Qp2/7Br8vjNcb5qc/2vHmF30AOO3ohZw6fBGhsGLGvFa8/NEA0+NH0/kk74FyyqeF8KQrmr6XAEDBsxWU/xpE+RTeloqMO+PwJCt0UJP/UAWVS8IQ1CSc6Cfl/2JMWY5qTuQgAI9H88z4BeRujuGeyzpbHi8xOcgNDyyjTacytIYnb+/I4rkplsVzosxmNatk9JOrSG8URGv49r0sxr9uz/40Q6TmWie2q1P7MprqXU+PasusKWmkZgV47oeFNdO/fr0x37zRGI8P+g0v4OI71zP1sww+f6FZzWdWL4rnyYkLad99mynLEk3bVWI6d940Q6TmWbB/u0qebbjX/tORud+nk5IZ4MEpc2qmf/dGM75/sxker6bnsHzOvmM1K+cm8catHYwPaMWpN66l7/FbTVmOatG0bXfFiXLrxLW85FnruOE4cSKmVfHeG30Qf/+QQVJmgFsnzwVgwpOtmPFBYxIzggCcfPMaug4tIBRQfHDLQaxfmEgoqOj/zxyOGbnBlOWoFq378vq7FjDgiBwK8mIYefZhAFxy/RIGHJlDMKDYtD6Bp+7pTmmJ3/TY1aJp2+6xMwt4CjgO+BJAaz1PKXXk3gZQSnkxHofdoLU+eX8Wclcmf5TBl29kMfrptWbOdpc8Hs3IhzZw2zntyd3k59lvlzFjUiprl8VJzL101Jk5HHdRNmNv6FgzbeFvKcyanMH/Js/FH6spzDUO3uSMIKNfX0RG0wDrFifw0AUH88KsPxu8DNWibdtGQrxqdh+bG1YlcN1pRseHx6N566eZTJ+SaUtskzxFhOZZu8pQIOBl1H9PpLzCj9cb5pnbv+b3v1oS6w9yaO+1XDbmNAJBL2nJ5jT81RVN55PEk/wkneEn776KmmlxA7ykXh2D8ikKnqug6M1K0q6NZdv3QXQlNH03gXC5ZvM5ZSQc48PX3NPg5QDnchDAiIuzWbsinoSkkOWxAK66YyWzfknnwesPxucPExsXtjSe3WUWIBxSvPJAK5YvSCA+McSz3yxizi8prF0Wb9syNNBT7GeutTLPOrFdnYgZbfWu4WflcvLFW3jy+nY10+ZPS2bmpDSembIQf6ymINe41BryzzyG/DMPMDqyHrykg2kdWdG2XSWmc+dNkzxFBNZpndiukmcbHvPwMzcz/P828sqNnWqmLfotlTmTM7l/0hz8sZqiqraDFp3LuOfruXh9ULDZz5jje9Pr6K1496bFay9E27bdFSfKrd3X8pJnD/y2A7fFtDLewDNyOOL/snl3VMcdph916SaGXbFxh2lzv80kWOnhlknzqNzm4eGje9HnlFwyW1Vghmjel1O+as7XH7Vm1L1/1UybMzOTcc91JBzycPF1Szjr4pW88aw1N+FG27bdq9YqrfW6OpP2pWXoemDRPnx+ry2YmURxgdeKWderc+8yNq6OIXttLMGAh6nj0xh8XKHE3AcHDyoiMS24w7Tv3m7KiGs24I813mWZmhUAoF33UjKaGv9v2bmMQIWHQIUyZTkg+rZtJMSrZvexWVvPwQVkr4tny8YDpjIKRG6eta8MKcorjItRnzeMzxtGazhl2GLe/6YHgaBRngqKrbmQiqbzSWxvL56UHXNl3EAfymdMi+3uJbSl6t3BCvQ2jQ5qdAUoP3gSD+w8C5DVtIIBQwuY9GEjy2MBJCQG6d6/kEmfGHcaBQMeSotNaj3ZBSfybN4WP8sXGE/7bSv1sm55HJlV5+kDRQNyrWV51ont6kTMaKt3dR9UQlKdOu2Etxpz+sjsmjptWlZwp+/9/EUGR47IM2UZIPq2q8R05rxppkis0zqxXSXPmjDvgTu3HfzwdlNOumZdTZ5NqWo7iI0P13RcBSo8KPOqs8ayRNm23RWn63p2XMtLno2GtgN3xbQy3kEDi0hI3bm+uiuV2zyEghAo9+CL0cQlm3fjaDTvy4VzMigu3PGpqzkzsgiHjG6ZxQvSyGxiTqdgfaJt2+5NZ9Y6pdShgFZKxSil/sNeJj6lVEvgJODVBixjxMhsGiBn4/bhl3I3+clqZu2J3Q0xN62MZ/HvKdzxj0O494xurJibtNNnZn6bSdvupTWVVjO4Yds6sY5OO+rEHKZ+Y08DtokiNs/aWYY8KszL933OZ8+8y6yFzVm8sjEtmxZySKfNjB3zJU/e+g2d2+VYEttuTh6bpV8FiBtsdILED/Oh4hWbTi4le0QpSefH4Ek17+rfqfW8cswaXnukNeGwyS0Zu9C0VTmFeX5GPbyM5z6fw/UPLCM23p4nwpzSpGUFB3UrY8mcRKcXZV/sV661sz7rxHa1K6Yb6l0bV8bx9+9J/Ofkg7nt9M4sm7vzNv31qwyOPNW8ziw3bFeJeUDV3SOyTuv0dpU8a57sVfEs/T2V+07pycNnHsLKedvbDlbMSeL24b2589g+/N9DK0x7KgvcsW3rcqJOYse1vNPb1QQRmWfBPceJG9r1fnmzKf89vifvjT6IskKj7aDXiVuJiQ9z14D+3HtoX4ZevnGnGw4awg37cleOOWUDf07Lsmz+0bZt96Yz6ypgJNAC2AD0qvp9bzwF3AzscqwdpdQVSqlZSqlZAazrhTRDfXf3aPP6VlwbMxRUlBb6eODLvzj/jjU8dU2nHeKtWxLPew+14bKHV5ga1w3b1ol1dJLPH2bgsK38OtG6k4BFIjbP2lmGwtrDFXedxlmjzqFL+1zatsjD6wmTnFjByPv/wUsfDuCua34ADvxC7NSxWfRGJfgg4Xjj6r5yYRg80OzrRJp+lkDJe5UEN5g3PJ4T6zlgWD4FW/0sX2DfhbfXp+nQtYRv3m/Gtaf1pnybh7OuWG9bfLvFJYS486WVvHRvK8pKnHkKdz/tb659in3Js3r/6rNObFc7Y7qh3hUKQUmhj0e/WsTFd67nv1cdtEO8JbMTiY0P06aLeUPmumG7SkxrY5osIuu0Tm5XybPmCle1HYwZP4+z71jF89d0qYl3UO8SHvp+Dnd/NZevx7aksty8m5rcsG1rc6JOYte1vOTZ6Gg7cFNMu+MdfkE2Y36ezehv55HaOMAXD7QFYM28JDxezX0zZzHml9n8+GpzctfGmhbXDfuyPmdfsoJQSPHjhGZ7/vB+irZtu8d7VbTWucD5+zpjpdTJwBat9Z9KqSG7mf/LwMsAKSojok8huZv8NGpeWfN7VrMAW7OtezmbW2JmNqug/wlbUQo69C5BKSjO85GSGWTrphgev7wLI59aRtO25nZ2umHbOrGOTup3RD4r/k6iYGvMnj8cQSI5zzpRhkrLYpm3uCkDDtlATn4iv/zZFlAsXtUIrRWpyeUUWjTcoF0c2a7fBCifFiTruXhUVc2ibHKQuMFelE/hzVDE9PBSuSiEr4U578xyYj279i1m0PB8+g8pwB+rSUgKMfqJ5Tw6qoNlMXOzY8nNjmXJ/GQAfp2YFbWdWV6fZsxLK/nx8wymTUx3enH2yf7k2v3Ks559r886sV3tjumGeldmswCDT8hHKejUuxSPR1OU5yM107hr9ZfxGRxh4hCD4I7tKjEPnLp7pNZpndqukmfNl96skr5VbQfte5WglK5pO6jWvOM2YhNCbFiSSLueJabEdcO2reZUXc+ua3nJs9HVduCGmHbHS260/emZQeds5pVLDwZg9vgsuhxVgNevSc4K0K5vEevmJ5HV2py2Wjfsy7qGn7yB/kfkcMfV/QHrRpWJtm27x9YqpVR7pdRXSqkcpdQWpdR4pVT7vZj3YcApSqnVwAfAMKXUOw1cXkctmZtAi3aVNGlVgc8fZsiIAmZMTpWYDdTvuDwWTjPmv3FlHMGAIjkjSGmhl//+38Gce+saOvcvNj2uG7atE+vopKNO2sJPB94QgxGdZ+0qQ6nJ20hMMCpBMf4gfbpuZO2mVKbNbkPvg40Xj7ZsUojPG6aw+MB6H1p97D42y6cHKX67ksxH4/HEba8keZsoKmaF0FoT3qapXBDC18acjixwJgeNe7Q1Fx7Wh4uO7M0j/+7AvOkplnZkAeTnxpCTHUuLdmUA9BpcwNoVCZbGdIbmxkdXs3Z5HJ+92sTphdln+5lrbajPOrFd7Y/phnrXoOPymT/N6NTesCKWYKWHlAyjgTUchmlfm/u+LHDHdpWYB07dPVLrtM5sV8mzVuhz7FYW/WbMP3tlHKGAh+SMIDlrYwlV9Wflro8le0U8Wa3KTYvrhm1rcK6uZ9e1vOTZA7/twG0x7Y5XuGV7h8NfkzJo1sm4xk1rXsmy31LRGirKPKyZk0yTg8wbbcAN+7K2voNzOOP/VnHfjX2oKLf2Cdho27Z7M4rwe8BY4LSq388B3gcG7u5LWuvbgNsAqnr9/6O1vmB/F7Q+t45dTY/BJaRmBHln1kLefqwpkz7INDPEDsIhxdg7WvDQeyvxeGHyBxmsWWpto2q0xXxmZEf+npFKcZ6Pa/r35Yyb1jH07C28+J8O/Gd4L3wxYa55chlKwaRxzdi8Oo7Pnm7FZ0+3AuD2d/8mNcucMTajbdtGQrxqdh+bALFxIXofVsCzd3e0NI5FIjbP2lWGMlO3ccvlP+HxaDxKM/X39syY1xqfN8ToS3/htQc+JRj08t9Xj8SKO1ai6XyydUw5FbNDhAs0m/5RSsrlMRS9VQmVkPtvo7IZ091D+i1xJJ3hJ/+Bcjaftw20JvFkPzEdzatIOZWDnPDC/e25+bGl+P1hNq2L48nbOlkaz4k8261/KUefnseqRfGMnfA3AOP+14I/fjxgGgD2OdfakWed2K5OxIy2etej17RnwfRkivJ8XNy3J+f+ZwNHn5PLMze149ph3fD5Ndc/tbJmiI2FM5LJbFZJ0zbmjjQQbdtVYh7w582IrNM6sV0lzzbcC9d2ZvH0VEryfdw4oD+njlrLkWdv5rXRHbnj6N74YjSXPbEUpWDpHyl883xLvH6NxwMXPriC5Azz3uUSbdt2V5yq69l5LS959sBvO3BbTCvjvXldR1bMMPLs3YP6csKN61g+I4UNfyeCgoyWFZz1kPHKlyP+tYn3Rnfgv8f2QmsYeOYWmh9cZspyQHTvy5sfnMch/fJISQvw5rdTefelDpx58Ur8fs2Dz88CYPFfqYx9uJvpsSH6tq3SexiwUCk1U2s9sM60GVrrQXsdZHuiPHl3n0tRGXqg5+i9na05DrDBcQ8kH6z7zdZ457Q61NZ4rlLfYKcW8yYn2xpvesl4CoO59q8oDuRZNXy/lnN/BY7tZ2s8AP93f9oe04nzScsZSXv+kInWDzJnqJZ94Ylz4OLSb/9QI+ES+7et8tr/vqvvAh/8qbW2PynQ8Fy713nWk6EH+Y7b7+U8UOigeY2EkezLDX/YGu+UFv1tjSeizxT9yQGbZ6s+P4QIrdMq397cC2wut+TacWt/tTXeRa0PtzWeU5wos54E+0cnCBUV2Rpvpv6eIp0nbQfigPLUanvbaG9o6442Wl+zprbHDG7Ktj2mE3ZVp93lmU0plVH13x+VUrdiPIaqgbOBb/YluNZ6KjB1X74jhBDRTvKsEEJYz6xcK3lWCCHqJ3VaIYSwluRZIYQw7O42jT8xEmP13QZX1vqbBu63aqGEEMIlJM8KIYT1JNcKIYS1JM8KIYS1JM8KIQS76czSWrezc0GEEMJtJM8KIYT1JNcKIYS1JM8KIYS1JM8KIYRhrwbQVUp1B7oCNS+u0Fq/ZdVCCSGE20ieFUII60muFUIIa0meFUIIa0meFUK42R47s5RSdwNDMBLlt8AJwK+AJEohhDCB5FkhhLCe5FohhLCW5FkhhLCW5FkhhNt59uIzZwDDgWyt9cVATyDW0qUSQgh3kTwrhBDWk1wrhBDWkjwrhBDWkjwrhHC1venM2qa1DgNBpVQKsAVob+1iCSGEq0ieFUII60muFUIIa0meFUIIa0meFUK42t68M2uWUioNeAX4EygBfrdyoYQQwmUkzwohhPUk1wohhLUkzwohhLUkzwohXG2PnVla62uq/vuiUmoikKK1nm/tYgkhhHtInhVCCOtJrhVCCGtJnhVCCGtJnhVCuN0uO7OUUn129zet9WxrFklEi3NaH2ZrvI/W/2ZrPICzWg62PaYjtLY/pn9vHhw1kVL2xsM9edY/eZbTi2AL5bO5zAIbDi+3Nd7FS9bYGg/grSP72x4ztHmL7TGd4G3d0v6gK+wPaXeuVV4fnvR0M2e5R6GcHFvjucmINvbW9V5cM9XWeABXtT3C9piO1C0d4ETdgID9IR2p0yqF8seYPtvd0UEHNq4DnCi3F7U+3NZ4t62wv+3/f/2Osj1mKD/f/phFRbbH9GZm2BpPFXhtjQfuaTvwNmpke0wn6tElZw60PebIK/rZGk8fb38bW/yfq22PWTygte0x48dn2x4zkuyulvL4bv6mgWEmL4sQQriN5FkhhLCe5FohhLCW5FkhhLCW5FkhhGA3nVla66F2LogQQriN5FkhhLCe5FohhLCW5FkhhLCW5FkhhDB4nF4AIYQQQgghhBBCCCGEEEIIIXZFOrOEEEIIIYQQQgghhBBCCCFExJLOLCGEEEIIIYQQQgghhBBCCBGx9tiZpQwXKKXuqvq9tVJqgPWLJoQQ7iB5VgghrCe5VgghrCV5VgghrCV5VgjhdnvzZNbzwGDg3Krfi4Gxli2REEK4j+RZIYSwnuRaIYSwluRZIYSwluRZIYSr+fbiMwO11n2UUnMAtNb5SqkYi5dLCCHcRPKsEEJYT3KtEEJYS/KsEEJYS/KsEMLV9ubJrIBSygtoAKVUIyBs6VIJIYS7SJ4VQgjrSa4VQghrSZ4VQghrSZ4VQrja3nRmPQN8DjRWSj0I/Ao8ZOlSCSGEu0ieFUII60muFUIIa0meFUIIa0meFUK42h6HGdRav6uU+hMYDijgVK31IsuXbC+MenwtA48uoiDXx5XDu9gSs9+QIq66fyNej2bC+xl89FwTiWkCK/fl8zcdxOwp6aRmBXj8+3k10ye83pSJ45ri9Wn6DMvngjvXsnxOEi/d0t74gIYzR61nwAl5pi6P3dvWDeUHYMT56zju9E0opZn4aXPGv9PK8phmieQ8C+4pQ3bGzGpWyegnV5HeKIjW8O17WYx/3dp1tDLmr7dlsm5qPHGZIU77etMOf/vrtRRm/S+dc6evIy7DuGkwb7Gf3+7OJFCiwAP/+GQTvtj9j3/D3QsZcGQOBXkxXHPmoQAcfvRmzr9qBa3alXLjhQNY9nfq/gfYC9FaZq+/bQ4DDs2mID+Wkf8aBsAt9/5By9YlACQmBSgt8XPdxUNNj222SMq1N9y7kAFH5hpl9vTBACSlBLjtf3/RuPk2tmyM5+HRh1BS7LdsGaK1zDod08pc+9Z/OvLXD+kkZwa467s5NdN/fKMZU99qhser6T4sn9NvXw3AxLEtmfZhEzxezVn3rKTbUQWmLAfIdZhVnKgfmCmS8mxd/tgwj320GH9MGK9P88u3GbzzZAtLY7rhOHGqzFq1nt/c0pLlP6SQkBnk8olLAfjl6SbM/TCDhIwgAEfdlE2HocVsnBfPhDtaGl/UcPi/N9P5uCJTlqPaqf8yrnG1htXLknjyjs4EKr2mxqjLDe0V0nZgHTv2p5vq0R4V5rX/fE5OYSI3v3w8lxw/i1MGL6agJB6Al77pz/S/W5sSy+8P8vRt3+D3hfF6w/z0Rzve/KIPAKcdvZBThy8iFFbMmNeKlz8aYE5MX5Cnb/2GGH8IryfMT7PaMW58X+666ntaNS0EICmhkpKyGC6/55+mxHSq/HhUmJdv+4LcggRuff54hvRZycUn/UmbpgVc+d9TWbK2kanx6oqmevQeO7OUUq2BMuCr2tO01mv34rurMV5GGAKCWut++7+oO5v8UQZfvpHF6Kf3uCim8Hg0Ix/awG3ntCd3k59nv13GjEmprF0WJzEbyMp9OeTMLRx/UTZjb+hQM23BtBRmTU7nse/m4Y/VFOYah0KrLmU88u18vD7I3+xn9LE96XtMHt69ebvcXrB727ql/LTpUMJxp2/ixvP6Eggo7n9xPn/8nMnGtQmWxTRTJOdZt5Qhu2OGQ4pXHmjF8gUJxCeGePabRcz5JYW1y+ItiWd1zA7/LKHLBcX8ckvmDtNLNnnZ+Fscic2D25cjCD+PzuLIR3PJ6BKgPN+Dp4E5dspXzfnqw1bcdP+CmmlrViTywE09ue5O66/tornMTvm2FV9/2o5Rd86umfbfu/vX/P/SaxdQVmLdhaKZIinXThnfnK/eb8VNDy6smXbWJauZ+3sGH7/eljMvWc2Zl67mjac6NiTMLkVzmXU6ppW5dvCZmxnyfxsZN6pTzbQlv6Uy77tM7pw4B3+spijXOB43Lo3nj68acdd3syncHMNT53fnvql/4jGpDVSuw6zhRP3ATJGUZ+sKVChuObcz5WVevL4wj3+ymFlTU1k8J8nMMDtww3HiRJm1cj0POT2fvhdu5av/7Ni5MeDiHAZenrvDtEadyrn4i2V4fFCyxcdrJ3Wi4/C/G1yvrZbZuIJTzt/AVaf0p7LCy22PL+SoE7cw5Ytm5gSohxvaK6Tt4MBvO3BTPfrMoxawenMaiXGBmmkfTj2E93/saXqsQMDLqP+eSHmFH683zDO3f83vf7Uk1h/k0N5ruWzMaQSCXtKSt5kXM+hl1KPbYz5721fM/KsV9704vOYzV589g9Iy814L51T5OWPYAtZkp5EYVwnAqo3p3PnyMfznvF9NjVOfaKtH780wg98AX1f9+z2wEpiwDzGGaq17mZ0kARbMTKK4wNq7Umrr3LuMjatjyF4bSzDgYer4NAYfVygxTWDlvuw6qJiktOAO0ya/3YQRIzfij9UApGYZf4+ND9d0XAUqPCilTV0Wu7etW8pPq/ZlLJmfQkW5l3DIw4JZaRw6PMfSmCaL2DzrljJkd8y8LX6WLzAumLaVelm3PI7MpoE9fCtyYzbtX0Fsamin6b8/nE7/0fkotX3ahmlxpHeuJKOLETsuPdzgxtUFs9MpLtyxQ2XdqiQ2rEls2Iz3UjSX2YXzsigu2tXFg+aIoRv4aYq1d7abKGJy7YLZ6RQX7VhmBw3NYcqXRgPVlC+bMXiodeexaC6zTse0Mtd2HFhEQp067U/vNOW4a9bV1GlTsoxY87/LpP8/cvDHarJaV9C4bTmr5yabshwg12FWcaJ+YLKIybM7U5SXGWXW59P4/Bpt7qXeTtxwnDhRZq1cz9YDSomrk2d3xR+vazqughUKTG47APB6NTFxYTzeMLFxIbZuacBQBnvBDe0V0nZw4LcduKUe3Si1hEO7reWr6fY82QuK8gpju/q8YXzeMFrDKcMW8/43PQgEjfNZQbGZNyvsGNPrrfv6N82Q/qv4fuZBpkV0ovw0SithcPd1fDOtc820NdnprNucZmqcXYm2evQeO7O01odorXtU/dsRGIAxJqvrZDYNkLNxe4NO7iY/Wc2srai5JabdNq2MZ/HMZG4/uTt3n96N5XO3N3gum53EqGE9uenonlz+8CrTnsoC+7etW8rPmmWJdO9bQHJqgNi4EP2O2EpW0wpLY5opkvOsW8qQk3mvScsKDupWxpI59nS82BVz7ffxJDQO1XRaVSta5UcpmHRpY8af1pS/XkmxbBns4rYyW61bz60U5Meycb11d7WbKZJzLUBaRiX5uUYjVX5uLKkZlZbFckuZdfo4sSPXblkVz/LfU3lkRE8eP+sQVs8zjsf87BjSm22vC6U1rSA/27y7Wu0m5efAEOl51uPRjP12AR/MnsvsX1JYMvfAOH/tLbeUWSfW88+3s3j1xI58c0tLthVu76DcMDeeV47vxKsnduL4+zeY9lQWwNYtsXw2rhVvTpnOu1OnU1riY85vGeYFqIcb2iuk7cA6TuagaKxHX//P6Tw/fiBaqx2mn37EQt685RNuO3cqyfHmll2PCvPyfZ/z2TPvMmthcxavbEzLpoUc0mkzY8d8yZO3fkPnduZ29HhUmFfu+YzPn3qHPxe2YNHKxjV/69Epm/yieDZssfaVAVaXn+vOnMELnw8gHFZ7/rAFoq0evTdPZu1Aaz0b6L/HD1Z9HJislPpTKXVFfR9QSl2hlJqllJoVILJPIKqeMmf13VxuiWm3cEhRUujjwa8WcOGda3jy6k4169ixTwlP/DCPh7/5i8+fa0FluXnJxu5t65bys25VIh+/3poHX57L/S/OY9WSJEIhZ04SZoikPOuWMuRU3otLCHHnSyt56d5WlJXYc+euHTGD2xTzXkylz/UFO/0tHFJs/jOOox7N5aT3NrNmSgIbp1v3eLsd3FRmazvq6A38NKWlvUFNZGaurZ1nK8PmDb1hFbeUWSePE7vyezioKCv0ccsX8/jn7at45ZouxjrWs571bY8DhZSfA5OldVpdvs/LEw4rRp7YnQsG9aRzr1LadCrb53lEMreUWbvXs8/5W7nqx8Vc+vUykhoF+OGh7cP8tei1jcsnLuWiz5cz/cXGxhNaJklKCTBoWC4XHzuIC4YOJi4+xNCTs02bf33c0F4hbQfR1XbgBDvW89Bua8gviWfJ+h3fo/T5tK6cdf85XPS/09lalMC1p043NW5Ye7jirtM4a9Q5dGmfS9sWeXg9YZITKxh5/z946cMB3HXND9Rb0WxAzMvv+Sdn3nQuXdrl0LZFXs3fhg1cwfcz25sWywmDu68hvziOpRa/E2t3oq0evTfvzBpV61cP0AfY227Yw7TWG5VSjYHvlFKLtdY/1/6A1vpl4GWAFJUR0Wkud5OfRs23985mNQuwNdva90S4JabdMppWMvCEPJSCDr1L8HigOM9HSub2IQVadtxGXEKIdUsSOKhnqSlx7d62bio/kz9vzuTPmwPwf/9eQe7mA6dxPJLzrFvKkBMxvT7NmJdW8uPnGUybmG5pLLtjFq31UbLex/gRxjFZmu3ly3824+SPN5HYNEjTAeXEZRhDCLQ8chtbF8bQfPC+N0pFCreU2do83jCHHrWJ6y89yraYDWVlrq2dZ1P9jferPluQF0N6VgX5ubGkZ1VQmGfdUzRuKbNOHSd25ve0ZpX0On4rSkG7XiUoj6Ykz0d6s0ryN20fjqogO5a0JtbdpWw1KT8HBlvrtJ7M/W47KC3yMX96Mv2GFLJm6YHxnpy94ZYya/d6JmZtbyPoeU4eH1/WbqfPZHWowB8fJmdJHM16mHNTS69B+WSvj6Mo36gPTJvSiIN7F/Hj101NmX993NBeAdJ2EE1tB9WirR7do91mDu++hsEHryXGHyIxrpK7LvyB+94eVvOZL6cfzKNXTDQ1brXSsljmLW7KgEM2kJOfyC9/tgUUi1c1QmtFanI5haYONwil22KZu6QZA7qvZ/WGDDyeMEf0Wc2V951mapz6WFl+DjloM4f1WMug7u8T4wuRGF/JnRf9yAPjhpoWY0+irR69N09mJdf6icUYl3XE3sxca72x6t8twOcYj78esJbMTaBFu0qatKrA5w8zZEQBMyZb+6ijW2Larf/xeSyYZqzTxpVxBCsVyRlBtqyNJVRVV81ZH8PGlfE0amXeE4N2b1s3lZ/qx4AbNS3n0KNz+WlC4z18I6JEbJ51SxmyP6bmxkdXs3Z5HJ+92sTCOM7EzOgc4Nzp6znzhw2c+cMGEpuGOOWzTSQ0CtPi8HLylvgJblOEg5D9RyxpHQ7soWzdUWZ31LtfDuvXJLE1x7oXvFsgYnMtwIypjTj6lE0AHH3KJmb8aN3de24ps84cJ/bm917HbmXJb8Y6bV4ZRyjgISkjSI9j8vjjq0YEKhS5a2PZsiqetr2KLV8eq0j5OWBEbJ5NzQiQmGJc6MXEhul9eBHrlh9Q57A9ckuZtXs9S7Zsvwd86eRUGnUybsAqWOcnXNV2ULjBT96qWFJbmnfTQM6mOLr0LCI2LgRoeg3KZ90Kaztf3dBeAdJ2EE1tB9WirR794tcDOO3u8znjvvO4+83h/LmsBfe9PYzMlO1PFB/VYxUrN5l3A0Fq8jYSE4z2zxh/kD5dN7J2UyrTZreh98EbAWjZpBCfN0xhsTkdwKnJ20iM3x6zb9cNrM1OA6Bv1w2sy04jN9/64ZatLD8vjx/AGbefx9l3nsu9rw1j9pLmtnZkQfTVo3f7ZJZSygskaa1H7+uMlVKJgEdrXVz1/2OB+/ZvMet369jV9BhcQmpGkHdmLeTtx5oy6YNMM0PsIBxSjL2jBQ+9txKPFyZ/kMGapdbeweGWmFbuy6dGduTv6SkU5/m4ql8fzrppPcPO3sLzNx3ETcN74vOHGfnUcpSCxb8n88XzXfD6NB6P5tIHV5KSsXcvgN0bdm9bt5QfgDueWEBKWoBgUPH8gx0pKTowniaM9DzrljJkd8xu/Us5+vQ8Vi2KZ+yEvwEY978W/PGjdRUKK2NOHZVF9u+xlOd7+fDIFvS+rpBOZ5bU+9nY1DDdLyrmqzOagjKezGo1pGF3sN788Hx69M0nJS3AWxN/5p0XD6K40M/VtywmNb2Se56Zy8olyYwZ2adBcXYlmsvszffM4pBeuaSkVfLmZ5N497UuTP6mDUcO38BPU1qYHs8qkZZrb37kL3r0qyqzk3/hnRfa8/Hrbbjt0b849tQN5GTH8dB/ejQkxG5Fc5l1OqaVufbV6zqzdHoqJfk+bh3Yn3/cuJZDz9rMW6M7ct8xvfH6Nf/3+FKUguadyuh7Ug73Ht0Hr09zzv0r8Jg48pdch1nDifqBWSItz9aV0TjATU+swuvRKA/8/HU6v/+QZmaInbjhOHGizFq5nl9c35q1MxPZlu/jucO6cMT1m1kzM4ktf8eBgtSWAU54YD0A62YlMuOlxnh8Rpk67t4NJGSETFkOgCV/pfDr5EY88/EsQiHFykXJTPi4uWnzr48b2itA2g4O9LYDN9ajq11zygw6ttiKRpG9NYn/fXSkafPOTN3GLZf/hMej8SjN1N/bM2Nea3zeEKMv/YXXHviUYNDLf189EjBnaM7M1DJuvfRnPJ4wHgVT/2jHjHmtARg2YCXfzzzIlDi1OV1+qh3RcxXXnz2dtKRt/HfkJJavz+A/z55oSaxoq0crvYsBC5VSPq11UCn1vdZ6+D7PWKn2GD39YHSavae1fnB330lRGXqg5+h9DdUw0TiAa6SweWD+j9b9Zms8gLNaDrY9plt4M619uW1d0ws+ozCQY2uhdSzPqn0OJfaC8pn4xucIddHCFbbHfOvIvR0C3jyhzVtsj+kEX/u2tsecuOKxP7XW/eyMaXeuTfU31oMzztjPpd0/oRxzX8QstrM7t7+wYqqt8QCuanuE7THdcg3mRN3gu8AHUZ9nwRhmcJD/+P1Y2v2ngw48Se7AseJEudVB824g3Ru3rZhvazyA//Wzf2jmUH6+7TGdIG0He/X9A6LtwNvI/vcKOVGPLjlzoO0xYwvN62zfG9pj/7vo4v9cbXvMkkN3HnrWavHjf7c9phOm6E/qrdPurpbyO8bYq3OVUl8CHwM1Lw7SWn+2u4Ba65VAz/1bXCGEcAXJs0IIYT3JtUIIYS3Js0IIYS3Js0IIwR6GGaySAWwFhgEa41lCDew2UQohhNhrkmeFEMJ6kmuF+P/27js8qir/4/j7zEwqIY1QQgdpCiIgIEURBeuq2Pu6q+vaFfvacHVtu2v7WdDVtfdVV1dFBERFUURFmiC9hRaSkISQAklmzu+PCVWszD0zzHxez+NjGMJ8bjnzveeec+8dEW+pzoqIeEt1VkQS2k9NZjUzxlwNzGFbgdwiMZ4LISLiLdVZERHvqdaKiHhLdVZExFuqsyIi/PRklh/IYNff6qZCKSKy+1RnRUS8p1orIuIt1VkREW+pzoqI8NOTWWuttX9ztiQiIolHdVZExHuqtSIi3lKdFRHxluqsiAjg+4m/29Vsv4iIRI7qrIiI91RrRUS8pTorIuIt1VkREX56MmuYs6UQEUlMqrMiIt5TrRUR8ZbqrIiIt1RnRUT4icksa22pywUREUk0qrMiIt5TrRUR8ZbqrIiIt1RnRUTCfurOLBEREREREREREREREZGoCkR7AXZgwPj9TiNtfb3TvEQSaJnvNO/UNoOc5gE8VzDZeeYf2x7oPBPj/vHMwfVuLzyyNug0L5H4Gjd2nhnauNF5ZiIcT57t2s555vg1E5xnHtGyl/PMaNTZ+qXLnWcmAltfT7C42GmmCbjv0idCzQMwyclO8y7ea6jTPIB3V33pPPO4Vv2cZ0ZDonxOosJabF2t00h/k1yneeD+nAii025dH8f+3q2v0zyAxxe/5zzzonZRGDuIAo0dxA/XfehoyXjjK+eZrsdlojEmM3bNTOeZURk7SHC6M0tERERERERERERERERiliazREREREREREREREREJGZpMktERERERERERERERERiliazREREREREREREREREJGZpMktERERERERERERERERiliazREREREREREREREREJGZpMktERERERERERERERERiliazREREREREREREREREJGZpMktERERERERERERERERiliazREREREREREREREREJGYFor0AuyMvv5brHlxGTtN6rIWxr+TxzjPNPc3sO7SCi+5Yg99n+eDVXF5/1Nu8eM4cOWo2/Q8sprwsmUtPPwiAsy9ayIAhRVgL5aXJPHh7T0pLUiOeDXD1/QUcMLyC8pIAFw7rFtH3fvrazsz8KIfMJnXcNXHG1tc/fDafj57Px+e37HdoGafdvByAMY+25rP/NMfnt5x1+1L2Pbg8YssSjfbj5bb9MdFYz0QRjW3bqHE9V965iHZdqrEWHrypM/NnZnqa6Xo947W2u8q8/6o2fDUxk+y8ep78ZMHW1995Oo93n83DF7AcMKyC80etpa7W8ND1rVk0Ox3jg4v/tpr9BlVGZDm2cL1to1FnQbXWK663azT60BBfNeinPDdpOtVVPkJBQzBoGHlCT0/zvNqfD13dnmkTs8nKq+PRj+dufX3MM814/9lm+ALQd1g5596yiklv5fL24/lbf2f5vDQeHDeXjj1qdns5tkiU9qM6641obNcRZ63kiJPWYoxl3H9b8s5LbTzPTIQ2G41jWFJKiPten09Scgh/wDJ5bC4vPdgqIu/9wrWd+e7jHBo3qePWD7eNHXzybD6TXgiPHfQ4tIyTblpOZVmAJy/qxorZjRlw8jrOuGNpRJZhezonkt2RKPszET4n8TQmk+hjB/GW6elkljEmG3gK6AFY4Dxr7ZeRev9Q0PDvO9uweE46aY2CPPL+PGZMzqRgUVqkInbg81kuvXs1N57ekZK1STwydhFTx2dRsMibyZZ4z5w4pjVjXm/H1bfP3vraf1/swEv/6gLAsact54zzFzP67z0imrvFhNdzeffZPK57qCDi733gKesY9oc1/PuqLltfmzclixkTmnDH+BkkpVgqSpIAWL0wja/ea8pdE6dTvi6Zf57Zg398+i0+/+4vRzTaD3i7bXclWusZC7yus9HathfdvJRpk3O4a+TeBJJCpKSGPM1zvZ7xXNtdZR5+WinHnVvCvSPbbn1t5hcZTBmfxeMfLSA5xVJeEu7mfPByEwCe+HgB5SUBbj6rI498sBBfhO5Pj8a2dV1nQbUWj2ptNLar6z40xF8N+jk3nN2dirIkz3PAu/057NQSjjm3iAdHdtj62uwvGvPV+GwenjiXpO3q7NATSxl6YikQnsi667xOEZ3ISpT2ozobP3W2XadKjjhpLVeduT91dYY7/jWbbz5rwpqCdM8yE6XNRuMYVrfZ8JczurKp2o8/EOL+N+czbVIW82dk7PZ7DzxlHUP/sIbnrt42drBgShazPmzCLeN2HDtISglx3LUFrFmQzuoFkW9LOieKb/E4dpAImRqT0diBMnd67wgs3095CBhnre0G7AfMi+SblxYlsXhO+ABeU+Vn5eJUmrSoi2TEDrr2rmbN8mQKC1Kor/Mx6Z1sBh6xwbO8eM+cOyOXjRU7nuTXVG37c2paEGsjHrvVnK8y2FgegRmjXeh6QAWNsut3eO3jF1vwu0tWkpQSXqnMvHBbnTGhCQccW0xSiqVp2800b7+JpTMbR2Y5otB+wNttuyvRWs8Y4Wmdjca2TW9UT49+Gxj/Zviqjfo6H1Ubvb2R2PV6xnNtd5W574AqGucEd3htzAtNOO2ydSQ31NnsvHAdLliYQu+DKre+lpEVZOGsyA0ARGPbuq6zoFqLR7U2GtvVdR8a4q8GxRKv9mePAZVk7NSf/eCFZpx0aeHW/uyWOru9z/6Xy5ARpbudv71EaT+J0mZ/RFzV2TYdq1kwO5PNm/yEgj7mTMtm0LBiTzMTpc1G4xgGhk3V4X5XIGAJJNmIjVV0PqCC9J1q7acvteCIXYwdpKSH6NSvgkCKN4PKOieKe3E3dpAImRqT2X2JPnYQb5meTWYZYzKBIcDTANbaWmttuVd5zVtvZq/u1SyY0cirCJq0qKN4TfLWP5esTSIv39tOU6Jkbu+cixfy3JhPGHrkGl56orOzXK8VLktj4ddZ/O24/bjnlH1ZOit8FVfZumRyW27e+ns5+ZspK0z+sbf5VaK9L11JlPXcmYs6G41t26LNJjaUJnH1PYt49O0ZjLxzESlpwZ//h7vB9XomSm13nbl6SSpzvsrgit915toTO7FgZvgK3Y7dN/Hl+CyC9VBYkMyi2ekUr4ncHROJUoMSZT135nWtjfZ2ddGHhsSoQVtYC3c9N4+H/zebo05b53ne9rzen2uWpvL91xlce8ze3HhSVxbN/GHO5+/lMuT4yE5mJUr7iXY9iJZ4rLMrFjWix/7lNM6qIyU1SN+D1pPXYvPP/8PdkIht1tUxDMJXmY8eO4fXps9k+uRMFszc/buyfkzRsjQWf53F30fsx/2n7svyWd5lbU/nRPErXscOEiFTYzLeSKSxg3jL9PLOrI5AMfCsMWaGMeYpY8wPehjGmAuMMdOMMdPq7G/r3KWmB7nliaU8cXsbqiu9u0rZmB++5uWdQ4mUub0XHu/CH485hEnjWnLsqe4en+S1UL2hakOAUe/M4rSbl/HYJd2w9ke27S72wW8R7X3pSqKs5y78+jrLr6uz0di2/oCl0z6VvP9qPped0JtNNT5OvWCVp5mu1zNRarvrzGAQKjf4eWjMIs4ftYa7LmyPtXDE6evJy6/lsiO78vitrdinbxV+f+QWJFFqUKKs5y78bK3d0+rsFq760JAYNWiLa07rweUjejLqvL055uxCevSr8D4UN/szXGcD3PvePM69ZRX/uGivHbbpgumNSEkL0a5b5B4xCInTflRnvenTRmO7rlzWiDeeactdT87kjn/NYtmCDILBCJ3k/YhEa7Muj2EAoZDh0qN7cPaA/ejaq4p2Xaq9y6o3VG8I8Jf/zeLEm5bx74axA6/pnCiuxeXYQSJkakzGG4k0dhBvmV5OZgWAPsDj1treQBVww86/ZK190lrb11rbN8mk/OoQf8Ay6omlfPJ2Ll+My9nthf4pJWuTaNqyduuf8/LrWF/o7bPwEyVzVyaNa8mgQwud53olJ7+W/Y9ajzHQsVclxlg2lgbIbVFL6Zptbb9sbQo5zWt/4p1+uVjZl15LlPXchV9fZ/l1dTYqNagwhZLCFBbMDj9u8/NxeXTaJ7JfuPmDTMfrmSi13XVmXn4dg4/egDHQrXc1Ph9sKPXjD8BFt6/h8YkLuP25ZVRu8NOqY+Sujk6UGpQo67kLP1tr97Q6C2770JAYNWiL0qLwVYgbSpOY8mEuXXt6ewwDd/uzSX4dA48qwxjo0rsKn89SUbrtsTOT38nloAg/YhASp/2oznrTp43Wdp3wdkuuOK0f1/+xDxs3BFizwrvvy4LEarOuj2Hbq6oIMPvLxvQd6t0jmrLza+l1ZHjsoEOvSozPUlnq7SO+QOdEcS4+xw4SIFNjMt5IpLGDeMv0cjJrFbDKWvtVw5/fJFw4I8hy1b3LKVicyltPNY/sW+/CgpnptOpQS/M2mwkkhRg6opypE7KUGUEt21Rt/XnAkHWsWu794wJc6XP4euZNCW/HwqWpBOt8NM6tp/dhpXz1XlPqNhuKC1JYtyyNjr02RiQzmvvSpURZz13wvM5GY9uWlSRTXJhCqw7hqx17DSynYIm3J/+u1zNRarvrzEFHbmDm5+HHsKxakkJdrSErN8imasOm6nCX59tPM/AHLO26RK5Dmig1KFHWcxc8rbXR2a5u+9CQGDUIICUtSFqj4Naf+xxYzvJFaZ5mutyfA44oY/YX4YGN1UtSqK/1kZkb/o6BUAi+GBP578uCxGk/qrPxVGchKzc8iNO0xSYGDS/h0w+aeZqXOG3W/TEsK7eORpnhWpecEqL3gRWsXOxdbe91+HoWNIwdrGsYO8jI/eF3FEaazoniWlyOHSRCpsZkvJFIYwfxlunZpR3W2kJjzEpjTFdr7QJgGPB9JDO696ti+EmlLJuXxugPwm/93D9b8c0n3uyQUNAw+uZW3P3KUnx+mPBaLisWpnqSlQiZ1985k333LyUzu5bnx3zMy092pu/gYlq1q8KGDEWFqYy+p0fEc7e4YfRyeg6sJCu3npemzeXF+1ow/rUmEXnvxy/ryvwvs6gsC3BV/34cf3UBQ05bx9PXdebm4b0JJFvOf2AhxkCrrtX0O6aYm4b1wR+w/P7OJfgi9JSEaLQf8Hbb7kq01jPaXNTZaG3bx+/oyPX3LSQpKcTalak8eGMXT/Ncr2c813ZXmfdc3I7ZX2awoTTAWfvvw++vKeSI00t54Oo2XHBIV5KSLNc9VIAxUL4+iZvP6IjxhZ/dfP0jKyKyDFtEY9u6rrOgWutVrY3GdnXdh4b4q0E/JievjlGPLQDCdw5MejePbz/z9q4Br/bnvZd0ZM6XjakoDXDu/vtxxrWrGX56CQ9f04HLDu1OIMky8v+Wbn2MyNypjWmSX0uLdpH/XqBEaT+qs/FTZwFufmAOmdl11NcbHrurM5UV3l4FnShtNhrHsNxmdVzzwDL8PovxwWdjcvj64+yIvPdTl3dlYcPYwQ0H9OPYqwoYdOo6XriuM387rDf+JMsf7l+4tdbeNLgvmzb6Cdb5mDWhCVe8OIeWXSLzaFedE8WveB07SIRMjcnsvkQfO4i3TGM9fEiiMaYX8BSQDCwFzrXWlv3Y72f6cu2AwBGeLc+u2Hrvr25JVIFWLZ3m1a9Z6zQP4LkVk51n/rHtgc4zd/mwU685fnD1V/YjKmxpFFZ09/zqOmty7QFmmKOlC/M1buw0DyC0MTJ3N0r0jV8z03nmES17Oc9MhDoLMNG++a21tq/z4N30a2ptNOqsCXj/6KGdJUof2pfu7VWoO7O1kXnU9K/xzoovnWce16qf88xEkQh1FqJTa/1Ncp3mAQTXR/5Ox1jk/DhmvHxI0a49vvhj55kXtYvC2EEC0NiB7Ilcj8tEY0wmYcYOEsSP9Wk97TFYa2cCe1xHWkRkT6E6KyLiPdVaERFvqc6KiHhLdVZE4oH7y1FEREREREREREREREREfiFNZomIiIiIiIiIiIiIiEjM0mSWiIiIiIiIiIiIiIiIxCxNZomIiIiIiIiIiIiIiEjM0mSWiIiIiIiIiIiIiIiIxCxNZomIiIiIiIiIiIiIiEjM0mSWiIiIiIiIiIiIiIiIxCxNZomIiIiIiIiIiIiIiEjMCkR7AXZgwQaDbjONcZsXLdY6j6zZO99pXprTtLBz9zrUeWbRpX2dZ+a/OMd5ZuGZ3Z3m1b851WleIrE1NdFeBCdMwP0h1dbXO8907YhWvZ1nPrLic+eZI/c+zHlmVFRFewHiUyLUgmhZcU0vp3lt/z7NaR7Aca36Oc9c9EIf55ldzpvtPFOfzfhiMho5z/TVbHKfmZXpPNOGQk7zTGqK0zyAi9od6DyzfmJb55mBw1Y6z4zGeJd4Q+fU3rGdHNeDGXPd5gFHtOzlPPPcBSucZz7btZ3zzFiiO7NEREREREREREREREQkZmkyS0RERERERERERERERGKWJrNEREREREREREREREQkZmkyS0RERERERERERERERGKWJrNEREREREREREREREQkZmkyS0RERERERERERERERGKWJrNEREREREREREREREQkZmkyS0RERERERERERERERGKWJrNEREREREREREREREQkZgWivQC74+r7CzhgeAXlJQEuHNZNmRHUd2gFF92xBr/P8sGrubz+aPOIZyQl1fPQTWNJSgri91k+/aY9z7/dhz+cMJ3fHbyQ8o2pADz9xv58NbtNRDJHjppN/wOLKS9L5tLTDwLg7IsWMmBIEdZCeWkyD97ek9KS1Ijk7SwpJcR9r88nKTmEP2CZPDaXlx5sFfGc9y99iaraJELWEAz5OOuZk+nSrISbj/qMtOQ61mxozM3/G05VbXLEswFadajmhgfmb/1zfptNvPhwO955IbLrOuaKl6janLx1Pc9+6iT+ftKHtGtSDkDj1M1s3JTCGU+eEtHcROOiHmwvL7+W6x5cRk7TeqyFsa/k8c4z3maC2/VMhHWMVqaXx8yXr+3EnI9zaNykjps+nAnA2AfbMOXV5mQ0qQPg2OsK6H5oGfW1htdu2ouC2RkYH5z816V0HlgR0eV5btJ0qqt8hIKGYNAw8oSeEX3/WMlMBInw2YznzPbZZTxw2Idb/9w6s4JHvulH80ZVDG23grqQj5Ubsrj5k0PYWJsS8XxX/cvtudqX2eOLyJxUAkDFwXmUH9mM5BXVNHuuAF+dxfoMRX9ow+a9GkU8O5GO1YnA1XYdefMs+g9aR3lZCpeefTAAZ/5pAUeMKKCiLPz5f/5fXZn2pTf5Lo7TI2+dQ/+DiikvTebS0wYDcN7IBfQfUkx9nWHtqnT+77YeVFUmRSzzyr/Opf+QcOYlpwwC4MDh6zjroiW06VDFVb/vz6LvsyKWB9Hfl+Bdu/Xdux7zVQ1k+wk+lQ+A+bQa3wsboKCO4KPNoWvD8are4ru/FLOoFkKW0PBG2DMjt63jdbwrUWnsYM/Ny8ur4rprviQnZxM2ZBg7bi/eebcbZ585myOPWMKGinBNeO75/fhmmjf9zHg6V/j8xiasnJRGapMgJ4xZu8Pfffd0JtP+mcMZX64kNTcEQOn8JKb8tQl1lQZ8cOybawlE8LQhnratZ5NZxpiuwH+2e6kjcKu19v8ilTHh9VzefTaP6x4qiNRbKhPw+SyX3r2aG0/vSMnaJB4Zu4ip47MoWBTZCZ66Oj9X//0oNm1Owu8P8fAtY/h6dmsA3hzfndc/2DeieQATx7RmzOvtuPr22Vtf+++LHXjpX10AOPa05Zxx/mJG/71HxLMB6jYb/nJGVzZV+/EHQtz/5nymTcpi/oyMiGdd8NJxlNekbf3zrb+bxIMfDeLbgpaM2G8efxg4k8c+7R/xXIDVy9K5/IQ+QLg9vfDpV3w5sYknWRe+cOwO63nDfw/b+vNVh02hcrM3E3axwEWddVUPthcKGv59ZxsWz0knrVGQR96fx4zJmRQsSvv5f/wbuV7PRFjHaGV6ecw84JQihvxhLS9e3XmH1w/50xqGXbhmh9emvBruqN00YSYbS5J4/A/7cO17s/BF+J74G87uTkVZ5AaLYjUzmryutYny2YznzOXlOZz4xqnhTBNi0jkv8NHSjrTPLufBqQMIWh9XD/iSP/eZzgNTB0Y0G9z2L8Hddk1eVUPmpBJW3tYNGzC0uncxVb0yyfvPakqPz6d6vyzSZ20g7z+rWX1Tl4hmQ+Icq2NBPNXZie+3Zswb7bn61pk7vP7Oax1565W9Ip63K14fpye+15Ixr7fl6tu/2/rajK+a8NyjnQkFfZx7+QJOPXcpzz7SNaKZ7/2nDdfcMWfrayuWNOLOa/bj8lvmRSxnh8wo70sv223oiEZwfGP8/1i/9TXbPongbXn4Hyzd4XfNp9VQZ8OTXptC+P+0luChjaBFZIYT43W8K9Zo7CByXK+nq7xQ0Me/n+rD4iW5pKXV8chD45gxIzzZ/fY73fjvW3tHNG9n8Xau0OnESrqdvZHJf9lxLLRyrZ81U1Jp1LJ+62uhevjsujyG3FtCbrc6NpX58EVwxibetq1njxm01i6w1vay1vYC9geqgbcjmTHnqww2lvsj+ZbKBLr2rmbN8mQKC1Kor/Mx6Z1sBh6xwYMkw6bN4U52wB8i4LdY60HMdubOyGVjxY4d+5qqbX9OTQt6vAyGTdXhfRkIWAJJ3q/zFu2alPNtQfhANHVpG4Z1Xeokd7+B5RSuTKNojevOoeWwfZYwbk4nx7nuuKiz7urBNqVFSSyekw5ATZWflYtTadKiztNM1+uZCOsYrUwvj5mdDqggPbv+538RKFyUTtdB4XVtnFdHWmY9BbO9GVgWb3ldaxPls5komQNaraZgQxZrKhszZVUbgjZ8ujVrXXNaNKryKNVt/9LVdk1es4lNnRphU3zgN9R0yyDj23IAfDXB8P+rgwSzvRm0T5RjdSyIpzo7d2aTH5xvxpu5M3LZuGHHdZwxNY9QMFzv5s/JpknzzRHNnDM95weZK5dlsHpF5O/K3CLa+9LTdtszFRrvNBzYLgna7GJ9DbApBEELmy0EDKSbyCwH8TzeFVs0dhA5rtfTVV5pWRqLl+QCUFOTxMqVmTRpUh3xnB8Tb+cKLfptJiUr+IPXv74nh37XlWG2K6Orv0glp2stud3CbTc1J4QvgmUx3ratq+/MGgYssdaucJQnu6FJizqK12y7m6VkbRJ5+d4cDHwmxJN3/I+3Hn2FaXNaMn9pMwCOHz6Pf9/5NtedP5mM9Mh2hHflnIsX8tyYTxh65BpeeqLzz/+D3eDzWUaPncNr02cyfXImC2ZGfnDTAo+dOYaXz3uDE3t/D8CS4lyGdlkOwGF7L6F5ZmXEc3fl4KOLmfR+U0/e21rD6LPf5+Xz3+TEPt/v8Hd92q6ltCqdlaXZnmTHIE/qrMt6sCvNW29mr+7VLJjh3YkqRHc943kdo91+XPnshXzuOaIXL1/bieoN4V5nq32qmP1hLsF6KClIYeWcDMrXRPbxYtbCXc/N4+H/zeao09ZF9L1jKTPGRLzWJspnM1Eyj+60mLGLf3ghzYnd5jO5oK1nuS76l1u42q6bW6WSNr8S38Z6zOYQ6bMqCKyvo/is1uS9tpr2V35H09dWU3Jqy4hn7yyej9UxKC7q7M6OOXk5j774KSNvnkVG41rPcmLhOH3Ycav59ou8qGS74GpfxkK7BbBD0iHVh//U1fjPWkPolEzIdHuBdyTFynaNMo0d7AbX6xmN7dq8WSV7dSxjwYJwLT/umIU8/uhYrho5lYwMb+peIpwrFHyURnqz4NZJqy0qliVhDIz/UzPeOaEF3/07M6K58bZtXX1n1unAq46yZDeZXVxk49XVnSHr44JRx9MofTN/u+Ij2rcq492P9ubF//XCYjj3pG+5+Myvufepg7xZgAYvPN6FFx7vwil/XMKxpxbw8pPeTWiFQoZLj+5Bo8x6bn1yMe26VLNiYXpEM859/gSKKxuRk17Nv84cw/KSbG4bcwjXH/45fz5wGp8uak9d0Pu57EBSiAMOXc9zD7T35P3PffZ4SiobkZNew+Nnh9dzekF4QOOIHovj+q6sXfCkzrqsBztLTQ9yyxNLeeL2NlRXenvCFK31jPd1jGb7ceXAsws58oqVYOD9+9ry9h0dOOu+xQw4dR2Fi9O599j9yG21mQ59KvAFIrvy15zWg9KiZLJy67j7+e9ZuTSNOd9EtuMbC5kxJuK1NlE+m4mQmeQLckj75Tz41QE7vH5hn28Jhny8t2jP7l9u4Wq71rVKo+yY5rT65yJsqp/atmlYvyH74xJKzmpNZb8cMr4qo/lTBay+wbttG+/H6hgUF3V2e2Pfas9rz3bBWvj9BQv40xXzeOiu/TzJivZx+rTzlhAMGj75IN9Zpksu92W02+1W82vBB8H/tIKNIfxXrSPYJxVauhpOjKyY2a7RpbGD3eB6PV3npabWccvNk3ni3/tTXZPEmLGdeeW1HlhrOOf3s/nzn6bz4EMDIp4b7+cK9TWGWf/K4ohnfnihSShoWPdtavh7stIs4/7YnCY9amk5cFNEsuNt23o+mm2MSQaOA974kb+/wBgzzRgzrQ7v78CRn1eyNommLbfNtOfl17G+0Nvb66uqU5g1P5/+PVdRVpFGyPqw1vD+pK5061jsafb2Jo1ryaBDC51kVVUEmP1lY/oOjfytncWV4StRyqrT+XhBB7q3LGL5+hwuefVYznrmFMbN7cyq8sh+Qe6u9D2ojCXfZ1C+3pvvrSrZup5pfLKgPd1bFQHgNyEO7baMCXPdPJc+2ryss9GoBwD+gGXUE0v55O1cvhiX43leNNYzEdYxWu3Hpcymdfj84PPBoDPWsWJW+G4IfwBOunUZN3wwiwuemk9NRYCm7Wsiml1aFK6tG0qTmPJhLl17en/HbTQyY8VP1do9rc4q0xsHtS3g+5I81tdsm0Qa0XU+B7dbwfUfDSP8rCZvedm/3MLldq04OI+Vd+zNqpu7EMzwU9c8hcafr6eybzYAlf2zSVnq1eMbE+NYHUu86tNGe7uWl6UQChmsNYx7py1d9i73LCuax+lhx6ym30HF3HdLT1zUu2hwuS+j3W638H1che2XFn68YI4f2z0Fs3DPHbuLle0aLRo72H2u19Nlnt8fYtRNk/nkk/Z8MaUNAOXlaYRC4THaceP2omuX9T/zLr9NvJ8rVBQEqFwV4J0RLXnj0FZUFfp598R8qot9NGpRT4v+m0jNDRFIs7QeUsP6uZEbR423beviMYNHAdOttbu8x91a+6S1tq+1tm8SkX38jvw2C2am06pDLc3bbCaQFGLoiHKmToj8xEdW4xoaNTxCMDmpnj7d11CwNovcrG3PZD1o/xUsW+Xtwahlm20nwAOGrGPVcu9uSc7KraNRZvj7VpJTQvQ+sIKViyP7xZSpSXWkJ9du/Xlgx5UsKc4lJz28XQ2WPw/+ljen7xPR3F05+HdFfOrRIwZ3Xs8BHVexpCj8fN8DOq5i+fpsijYmzPfTeFZnXdWDHVmuunc5BYtTeeup5h5nhblfz0RYx2i1H7c2rNvWIZs1vgn5XcO1trbGx+bqhu+OmJyFL2DJ7xK5yayUtCBpjYJbf+5zYDnLPfyi42hlxpgfrbV7Wp1VpjeO7rSYsdvdfXVgmwLO7zWTSz84ik313p0wuuhfbs/ldvVXhB9HEiipJWNaORsH5hDMTiJtfniAPu37jdS18OocMjGO1THGkz5ttLdrTpNtV1YPGlrIiqWNPcmJ5nF6/4HFnPyHZfztqj5s3rTnPoLu57jalxD9druFbRbAzNwUvqS+JoSZtxnbds+d/ImV7RpFGjvYTa7X012e5aqRUylYmcVb/9t766u5OdvOYQcNWsXyFd6sa7yfK+R2reOML1dxyserOeXj1TRqEeS4t9aS3jREqwM3UbogifoaQ6geCr9JIbtT5B4DGG/b1sV9wWfg0SMGbxi9nJ4DK8nKreelaXN58b4WjH+tiRdRCZUZChpG39yKu19Zis8PE17LZcXC1IjnNMmu4S8XfIbPWHw+y6SvOjB1ZltuvPBT9mpbirWwriSDB54dHLHM6++cyb77l5KZXcvzYz7m5Sc703dwMa3aVWFDhqLCVEbf0yNieTvLbVbHNQ8sw++zGB98NiaHrz/OjmhGk0Y1PHDyOAD8vhAfzO3MlKVtOaPfbE7bfw4AHy/oyDuzukU0d2cpqUF6Dy7nkb9689iXJo1quP/U8UB4PcfN6cSUJeHvoji8e8I9YtCzOuuqHmyve78qhp9UyrJ5aYz+IPxdaM/9sxXffOLdwdb1eibCOkYr08tj5rOXd2Hxl1lUlgUYdUBfjr6qgEVTs1j1fSOMgdzWmzn97sUAbCxJ4rFzumOMJatFLec8uCgiy7BFTl4dox5bAISvRpz0bh7ffubtxR/RyIwxntTaRPlsxntmaqCOQW1WcttnQ7a+dstBk0nyB3n62PcAmLWuObd/dnDEs130L7fncrvmP7wUX2UQ/Iaic9oQahRg3XntaPrySkwQbJKh6Nx2nmQnyrE6xuzxdfb626ezb5/14fPNdyby8lNd2Lf3ejp2qcBaKFqbziP/2NeTbFfH6evvmsW+fUvJzK7j+bGTePmJTpxy7lKSkix3PTYNgPnfZTH6nu6Ry7xnNj33LyMzu44Xxn3GS//ai40bkrj4L/PJyqnltodnsnRBY0Zd2idymVHcl+Btu/XdVYKZtQk2hPCfvprQH7KgsQ/fo2WwIYj/5mLsXsmE/tEMOyIDc+96/OcXgrWEjsiAjpG7YyBex7timMYOdpPr9XSV132fYoYPW86yZdmMfmQsAM89vx9DD15Bx45lYA3rihrx8CP9I54N8XeuMOnqPAq/TmFTmZ//DGlF78s30OWUXd8tnZIVoscfN/LeyS3AQOshNbQZGrkLYeNt2xrr4UMSjTHpwEqgo7X2Z591kWly7QG+4Z4tT0KLwkOA64bv7zQvbd5ap3kAwaIS55nrLujrPDP/xTnOMwvPjNzJzy+x8M0HqS5aucc9D+M31VkzzPsF244JuH+euq2vd56ZKOvp3K4etuyxR5Z/7jxz5N6HOc+MhglVL3xrrXV/INtNv6bWRqPOindWjhrkNK/t36c5zQOwdd58kfdPWfRC5Aacf6ku5812nhmN4/RE+2bc11mITq0NtGvjNA8gVOzN45x+ii/L/Xdh2lDIaZ5Jdf9UoPoVK91nTmzrPDNwmPv1dD3e9ZX9iApbqrEDD+ic2jumt9sxNjtjrtO8aDl3wQrnmc929eZCrljzY31aT6uEtbYa8Pa2JRGRBKY6KyLiPdVaERFvqc6KiHhLdVZE4oGL78wSERERERERERERERER+U00mSUiIiIiIiIiIiIiIiIxS5NZIiIiIiIiIiIiIiIiErM0mSUiIiIiIiIiIiIiIiIxS5NZIiIiIiIiIiIiIiIiErM0mSUiIiIiIiIiIiIiIiIxS5NZIiIiIiIiIiIiIiIiErM0mSUiIiIiIiIiIiIiIiIxS5NZIiIiIiIiIiIiIiIiErMC0V6AaDN+v/NMW1/vPNMkJTvPTP12qePAFLd5gK2vc57ZbPQU55mV4zs4z8y7vdpp3tLqkNO8ROLr2M55pl1b5DzTpKY6zwwWF7sNNMZtXpRc0ekQ55kb3s13npl7Ua3zTKrcRzpnwATcdrGDg/d1mgfgnzLXeaatc99mOzyz3Gme7eT+mElhifPIzudMd5654PH+zjO7XjHTeSZRKO1R47hfsvao1k7zAJq/XO48E8fHMABb7LgO1aa5zQN86enOM5OOXOM8s+jCAc4z899f6TTPFCY5zUskRef3c56Z/84y55l1HVs4z/QXb3SaF4zC2EGgfVvnmS8c39l5Jmax88hobFt+ZFpBd2aJiIiIiIiIiIiIiIhIzNJkloiIiIiIiIiIiIiIiMQsTWaJiIiIiIiIiIiIiIhIzNJkloiIiIiIiIiIiIiIiMQsTWaJiIiIiIiIiIiIiIhIzNJkloiIiIiIiIiIiIiIiMQsTWaJiIiIiIiIiIiIiIhIzNJkloiIiIiIiIiIiIiIiMQsTWaJiIiIiIiIiIiIiIhIzApEewF2x9X3F3DA8ArKSwJcOKyb53l5+bVc9+AycprWYy2MfSWPd55p7nlu36EVXHTHGvw+ywev5vL6o95mJqWEuO/1+SQlh/AHLJPH5vLSg608zQQ4/pyVHHHSWqyF5YsyePDmrtTV+iOaMfLWOfQ/qJjy0mQuPW0wAOeNXED/IcXU1xnWrkrn/27rQVVlUkRzt3DdZsG79pN0fzH+r6qx2X42P9kaAN9nVSS9WIZZWcfmh1tiu6Ts8G9MUT0pf15F/dk51J+StVv5TZtUcd3ln5ObvYmQhbEfduF/Y/emY7tSrrhgKmmp9awrzuDvDx1IdU3ybmUlOhc16Mrrv6X/wELKy1O45NzhAHTYq5zLrp5JWlo96wrT+eed/aip9uazCdCocT1X3rmIdl2qsRYevKkz82dmRjTjytvn0n9ICeWlyVxy0kAAMjLruPGf39GsZQ1Fa9K457p9qdzozXq6Pp6A+7oXjTrr5XEz9YEiAl9XYbP9VP2rLQCByZWkvFSKb2UdVf/XilCXVAB8CzaR9nBx+B9a2HxWDvWDM3Yrf+TNs+g/aB3lZSlcevbBAJz5pwUcMaKAirJwjX/+X12Z9qX3bSleuepfJiXV88Ct40hKCuL3WyZ/1Y4X3uzNn8/8hgF9VlIf9LNmXWPu+9dgqqpTfv4Nf21+lPqXLureyFGz6X9gMeVlyVx6+kEAnH3RQgYMKcJaKC9N5sHbe1JakhqRvLym1Vxzwzfk5GzCWsO49zvwzludyWhcy42jptKseTVF69K5528DqKz0pg/kot++M1fHsOyPC8n6PFxLNwxuSvmwFviq6sl/ajFJ6zdT1ySFted3ItQo8qfS0fqcJAJX/YMxV7xE1eZkQtYQDPk4+6mT6NK8hJt/9xnJgSDBkI97xh7I3DXetF8X/dmRt8yi/+CicM078+Ad/u7Es5bwpyvmc8bhh1GxwdtzMJ/P8vA7cyhZl8xt53f1NAuiU/eemzSd6iofoaAhGDSMPKGnp3mu+iTR+JzESruNd66O1a7bkOuxxKSkIPf/7QOSAiH8/hCTp7bnxdd70ThjMzdf9SnNm1ayrjiDOx84mMqqyPXboz0u4+JYPfLGGfQf3HB++/tDtr5+7MlLOeakZQSDPr6Z0oxnH+sescxo991d9YFcbVtP78wyxlxljJlrjJljjHnVGBOZM7gGE17P5eazOkbyLX9SKGj4951tuGBYd64c0Y1jzymmbecaTzN9Psuld6/mlrM68OehXTlkRDltO2/yNLNus+EvZ3TlkqN6cMlR3el78Aa69a70NLNJs80cd9ZqRp66P5cc3x+/z3Lw0UURz5n4XktuvXz/HV6b8VUTLjl1EJedPpg1K9I59dylEc/dwnWb9bL9BA/PYPNdLXZ4zbZPovbWZoT23fVHPelf6wn1S4tMftDw5PN9Of/KEYy88WiOO3I+bVuXc9XFX/L0y3248Jrj+OLrNpwyYm5E8mKV13XWVQ2aOK4do64ftMNrI6+bzrNPdueS84YzZXJLTj59YcRzt3fRzUuZNjmHC47an0tH9GblkvSIZ0x8pyWjLu69w2unnrecmV/n8ufjBjPz61xO+dPyiOdCdI4n4L7uuc4Db4+bdYc1pvrOlju8FmqXTM2oFgR7pP7g9aqHW1M1ug3Vd+aT+kgxBO1u5U98vzW3XnXAD15/57WOXP6HIVz+hyEJMZHlZa111b+sq/Nz3Z1HcNENI7johuPou99q9u5UxPTvWvLn64/nwr+MYPXaTM4Y8V3EsyE6/Utnx7Axrbn1ir47vPbfFztw2ZkHcvlZB/L158044/zFEcsLBg1P/asnF513BFdfdgjHjFhCm3YVnHrGfGZOb8af/3AkM6c345Qz5kcsc3uu+u3bc7Uvk1dXk/V5MQU37MOKm3vQ6Ltykoo2kTt+DdXdMln+t/2o7pZJ7oS1Ec+G6HxOYkU8jR1c+MKxnPHkKZz91EkAjBw+lSc+68sZT57C45P6MnL4VM+ynfRnx7Tm1iv7/+D1vGY19OpfQtHayJzv/ZwR5xZSsMRNVjTq3hY3nN2dy47bz/OJLHA75uX6cxIr7Taa4mXsYAuXbcj1WGJdnY/rbz+Ci687jouvO45+vVbTrXMxpx3/HTO+y+fcK05kxnf5nHb8nIhlQvTHZVwcqyeObcutVw/Y4bWefUoYcGAhl54zlEvOPoS3XukU0cxo991d9YFcbVvPJrOMMa2AK4C+1toegB84PZIZc77KYGO5t1fCbK+0KInFc8KdwZoqPysXp9KkRZ2nmV17V7NmeTKFBSnU1/mY9E42A4/Y4GkmGDZVh7drIGAJJFns7o2F/SJ+vyU5NYTPHyIlNcj6oshfFTx3Ri4bN+x4BcGMqXmEguGPwvw52TRpvjniuVu4brNetp/QvmnQeMcSYtsmY9vs+ioC35QqQvlJhNpF5iqD0vJ0Fi9rAkDNpiQKVmeRl1tN65YVfPd9eGB1+qyWHHhAQUTyYpGLOuuqBs2ZncfGjTu2jdZtKpkzKw+AGdOaMXjImojnbpHeqJ4e/TYw/s1w26mv81G1MfJXXM+ZnsPGih1r0IBDipn4bj4AE9/NZ+AhxRHPhWgdT9zXPdd5Yd4dN4P7pmF3qrWhtsmEWu+ilqb6wG/CP9daMGa38+fObPKDNptovK617vqXhk2bw/sy4A8R8Iew1vDtd60IhcJtbN6ipuTlVnuQ3ZDvuH/pqu7NnZH7g89JTdW2P6emBSO6rmWlaSxZlBPOqUmiYEVj8vJqGDBoDRMntANg4oR2DBzs3XHTRb99e672ZXLhJjZ1yMAm+8FvqOnSmIyZZWTMKqdiQLhPUjEgj4yZZRHPDovOeVi0xePYwc4ykmvD/0+ppXhjI08yXPVnf6xv8OervufZR/d20mbzWmym/yHljP9PU+/DGriue9EQjTGv7Xn5OYmFdhtN8TR28FO8akPuxxINmzZt67f7/SGwMLDfSj6ctBcAH07ai0H9IzveFe1xGRfH6rmzmrCxYsd1PPr45bzxUmfq68LZG8ojW9+j3Xd31QdytW29fsxgAEgzxtQB6YB3Ld6x5q03s1f3ahbM8KYjukWTFnUUr9nWEErWJtGtj1eDDNv4fJZHxsylZfvNvPdCMxbM3L3HFP2c9UUpvPVcG56f+CW1m/xMn5LDjCm5nmbuymHHrWbyhBY//4t7iGi1nx/YFCLp9Q1svqcFgTcj35lp3rSSTu1Lmb8oj+UrsxnYbyVfftOWIQNX0DSvKuJ5McbTOhvNNrR8WSYDBq9l6hctOWjoavKaeXcnbIs2m9hQmsTV9yyiY7cqFs3N4F93dWRzjfcH/OzcWspKwgf0spIUsnJrPcmJmXoQp1wfN3+Mf/4mUh8swldUT821zbZNbkXYMScv59CjVrFofjZPP7w3lRvj/pEsTvq0XvcvfSbEY3e/R8sWG3l3QjfmL9lxEPCIoYv4dGoHT7LB/eck2nXvnIsXcujvVlNVGeDGi354NXgkNGtexV6dypk/L5fsnM2UlYavLC8rTSMr25sLtKLRb3e1L2tbppH37kp8lXXYZB+N5pSzqV0j/BvrCGaF84NZyfg3eje4GyvHkyiIi7EDaw2jz34fLPx3+j68NX0f7hs/mEfPep8rD/sSn7Gc++wJnmRHsz97wEHrWF+cyrJFkX2k4Y+5cNQKnv57W9IaBZ3kRWu8wlq467l5WAsfvNqcD/7j7m54L/sk0fycbM91u40BcTN2ECttaAsvxhJ9vhCj/zEm3G8f1435i5uSk1VDaXl4wrm0PJ3sTO+ftOJyXCZaWrWtpPt+6znngnnU1vp5+tF9WDQ/x5OsaPTdo8mLbevZnVnW2tXAfUABsBbYYK2d4FWeS6npQW55YilP3N6G6kpvO4a7uqjaxRUjoZDh0qN7cPaA/ejaq4p2Xbw98c/IrGPAoSWce/gAzj5kIKlpQQ45ptDTzJ2ddt4SgkHDJx/kO831UrTaz84CL5RRf0ImpEW+5KSm1nHrtZN4/Ll+VNck88DoQRx35AJG/2MMaWl11Nd7+jTVqHJRZ6PZhv7vn/tzzPFLeeiJj0lLr6e+zrt96Q9YOu1Tyfuv5nPZCb3ZVOPj1AtWeZYXDbFSD+KV6+Pmjwl2S6XqibZUPdSalNfLoTYU8Yyxb7Xn/JMP5fJzhlBWksKfrpgX8YxY4qpP66J/GbI+LrpxBGdcegpd9yqhfettd5ecefwsgiEfH33u3SMoXH9Ool33Xni8C3885hAmjWvJsadG/k7x1NR6br7tS558rJen3ym5s2j0213ty9r8NEoPb0nrhxfQ6pGFbG6dDj5vLgr4MbFyPHEpnsYOzn32eM7698lc9srvOLXvXPq0XcPJ+8/l/vGDOPqh33P/hEHceuwkT7Kj1Z9NSQly2h8X89ITXTzPAuh/aBnl65NYPMfbC4u3F63ximtO68HlI3oy6ry9OebsQnr0q/A8E7zvk0Tzc7KF63YbbfE2dhALbWgLr8YSQyEfF193HGdeeApdO5XQvo1Xd4X/NJfjMtHi81syGtdx9QUH8czofbjhjm+ByDfeaPXdo8mLbevlYwZzgBFAB6Al0MgYc/Yufu8CY8w0Y8y0OmJ/BtIfsIx6YimfvJ3LF+O8maXdXsnaJJq23HaVfl5+HesL3TX4qooAs79sTN+h3t4a3GtAGYWrUqkoSyZY7+OLiU3Zu7ebjhrAsGNW0++gYu67pSfg9oTVS9FuP1v45m8m8HQZKeesJPB2BYHXyvG/s/v71+8Pceu1k/h4cke++Cp8a+7KNVnceMdhXPqXY/jk8w6sKWy82zmxykWdjWYbWlXQmFuuO5CRFx7Kpx+1Zu0a705YSwpTKClMYcHscHv5fFwenfZx8x0V5aXJ5OSF90tO3mY2lHpzh0us1IN45+q4+XNCbZOxqQbf8sjf6VdelkIoZMJfXvtOW7rsXR7xjFjyS2rtDnXW/vr+rOv+ZVV1CrPmtaDvfqsBOGzIYg7ovYq/PzoEF/0gV5+TWKl7k8a1ZNChkR309PtD3Hzbl0z6qC1TPm8FhD+bObnhq2Vzcmsi/oiULaLRb3e5LysGN6Xgph6sumZvgukBapulEmychH9DON+/oZZgY+/bUawcT1yIp7GDkspwf7WsOo1PFrSne6sijtlvIR/PD9/1+uH3e9G9lTfftRSt/myL1lU0b1nNoy9N5pm3Pyav2SYeemEyObne3DGwz/4bGTCsjOc+m8ENDy9mv4EVXPdA5L6XcFeiNV5RWhQ+L9hQmsSUD3Pp2tP7/emiTxLNz8kWrttttMXb2EEstCFwM5ZYVZ3M7LnN6dtrNWUb0sjNDl/kkptdTXlFRL/2bJdcjstEy/qiVKZ8mg8YFs7LwVrIzI7seXQ0++7R5MW29XI6dTiwzFpbbK2tA94CBu38S9baJ621fa21fZOI9Z1muere5RQsTuWtp9zc3r1gZjqtOtTSvM1mAkkhho4oZ+qELE8zs3LraJRZD0BySojeB1awcrG3X4ZZvDaVbvtVkJIaBCy9BpR58mW1u7L/wGJO/sMy/nZVHzZvit5z1L0QjfazK7UPtGTzC23Y/EIb6k/IpP70bIIjdvdWfsvVl0yhYFU2/x2zz9ZXszPDBwJjLGeePJv3P4zrK608r7PRbENZ2eETCWMsp/9+AWPf9e7RV2UlyRQXptCqQ7hj2GtgOQWOatDUSU0Zflz4i+SHH7eWqZ948+z/WKkH8Sgax81dMYV1EAxf5WTW1eFbVYdtHvkTyJwm207yBw0tZMXS+L1ooMHP1tod6qz5tf1ZN/3LrMabaJQeHpRITqqnT481rFyTRd/9VnHasd9x633D2Fzr3RPIo/E5iWbda9lm22OOBwxZx6rlkTzxt1x57TRWFjTm7Te39XOmTmnJ8MNXADD88BVMndIygpnbRKPf7nJf+ivCjxAMlG6m8cwyNvZtQmXPbDKnlgCQObWEyv2yPcmOleNJFMTF2EFqUh3pDd/XkppUx4COq1hSlEvJxnT2bxd+mlf/DqtZud6bthut/uyKJZmcddRhnHfCoZx3wqGUFKUy8pyDKCv1ZpD1uXvb8vvBffjjkN78/YpOzPoyk3uv3v0vlP8p0ah7KWnBrY9RTEkL0ufAcpYv8roeeN8nifbnZAvX7TYGxM3YQay0IS/HErMyN9EoPbyOycn19O65lpWrs5g6rQ2HDV0CwGFDl/DlN20imrvLZXE4LhMtX07OZ7/9w/28lm0qCQRCVJRH8iLj6Pbdo8mLbevld2YVAAOMMelADTAMmBbJgBtGL6fnwEqycut5adpcXryvBeNfaxLJiB1071fF8JNKWTYvjdEffA/Ac/9sxTefeFcgQ0HD6JtbcfcrS/H5YcJruaxY6O3BNbdZHdc8sAy/z2J88NmYHL7+ONvTzAXfZfL5hKY8/MY0gkHD0nmN+eCNyH+Ir79rFvv2LSUzu47nx07i5Sc6ccq5S0lKstz1WLh5zv8ui9H3dI94Nrhvs162n6R7ivDP3gQbgqSeVUDd73OwjX0kP7YeNgRJGVVIaK8Uau/25jvIuncr4rCDl7J0RTaP3/seAM+80ptW+Rs57sj5AHz+VVvGf+ztiU2UeV5nXdWg60d9Tc9exWRm1fLCG2N56dl9SEur55jjlwLwxeSWfPhBu4jnbu/xOzpy/X0LSUoKsXZlKg/eGPmJ0Ov//h09+5aRmV3HCxMm89LjHXnjmXbceO93HH78aooLU7n72p4Rz4XoHE/Afd1znQfeHjfT/r4O/+waTEWQjLOXs/n3udgMH6mPl2A2BEn/ayGhjslU39WSwNxNJL9eBgEDBjZd2hSbtXsnVtffPp19+6wnM7uW59+ZyMtPdWHf3uvp2KUCa6FobTqP/GPfiKxrDPO01rrqX+bmVHP9xZ/j81mMsXw2tT1fzWjDcw/+l6SkIP+4aTwA8xY35aGnfzC2sfv5UehfOjuG3TmTffcvDX9OxnzMy092pu/gYlq1q8KGDEWFqYy+p0fE8vbpsZ5hhxewbGkWjzzxIQDPP92DN17ryo2jpnL4UcspLkrj7r8NjFjm9lz127fn8hiW/+Qi/FX14DesO70doUYBSo/Ip+VTS8j6opj63BTW/Nmb/mU0PicxIi7GDpo0quH+U8O11O8LMW5OJ6YsaUv1mCSuO+IL/D7L5qCfO98/OKK523PSn71jxra+wXsf8fKTnZnwXtuI58SSaNS9nLw6Rj22AAjfLTXp3Ty+/czbu7dd9Emi9TlJxHa7k7gZO4hGG3I9lpibXc11l32Bz2fxGcunX7bnq+lt+H5hU265+lOOPHQRRSWNuPOBoRHJ2yLa4zIujtXX3/Yt+/YuCdeCtyfw8tNd+XBMW668aQajX/yE+jofD9zZm0jeaRftvrurMRJX29ZYDx8cb4y5HTgNqAdmAOdb++PPXsk0ufYA33DPlmdXjN/9nTi2vt55pkly/8Xsvgy3t56aVPdX59UXrnOeGY0vuakZ7/7Ki9Tb3X4J69czH6eicvUe94zJ31RnzTBXiweAv8teTvMA7FrvHymwM5Pq/iq+YHGx28BdPQg9DpmA+8eQbXjX+6vqdpZ7UeQfQfhzxi1/8FtrbV/nwbvp19TaTF+uHRA4wuXiERzsfkLRP2Wu80xb577NBlq5vULSZkbh0S2FJc4jg2Xuv/dh4eP9nWd2vWKm88wPa1+J+zoL0Rk7KL5wgNM8gOYvz3Ge6ct2f+d+qNhtHTJp7u94tJvdPxrT1ro/bhad3895Zv77K53mTSl8hQ2b1+1xJ0Z7wthB8UXeDOb/lPx3ljnPrOvozUXfPyVQvNFpXnDRUqd5AIH27ieobar78fbgfG8frbsr0di245bev8s+rZd3ZmGt/SvwVy8zREQSmeqsiIj3VGtFRLylOisi4i3VWRGJB15+Z5aIiIiIiIiIiIiIiIjIbtFkloiIiIiIiIiIiIiIiMQsTWaJiIiIiIiIiIiIiIhIzNJkloiIiIiIiIiIiIiIiMQsTWaJiIiIiIiIiIiIiIhIzNJkloiIiIiIiIiIiIiIiMQsTWaJiIiIiIiIiIiIiIhIzNJkloiIiIiIiIiIiIiIiMQsTWaJiIiIiIiIiIiIiIhIzApEewF+wFq3cfX1TvOixdbVOs8MbQy5Ddy40W0eOG+v0ZJ25HLnmeNXz3Ca1/+I9U7zEompDzrPDFZWOs8MZGc5z0wI0aiz1vHxC8g8aonzzMPmljvPHLeP80jnTEoKvr06Os30F5Q6zQOoj0Lf0gTcn7q4Plcw5e77s/VlZc4zo7Evu1zyjfPM9e91dp7J79xHRoNJChBo2txpZv74NU7zAOqj0Kf1ZTZ2nhnavNlpXiAn22keQKiyynlmNMa7mr8wy3lm0eutnebVj9R9AV6JRvtxf+YHq4e4PVcAaPfUaueZrgVXul9Hk5bmPDMaYySL/tzSeSY37vplVWARERERERERERERERGJWZrMEhERERERERERERERkZilySwRERERERERERERERGJWZrMEhERERERERERERERkZilySwRERERERERERERERGJWZrMEhERERERERERERERkZilySwRERERERERERERERGJWZrMEhERERERERERERERkZilySwRERERERERERERERGJWYFoL8Du6Du0govuWIPfZ/ng1Vxef7S5MvfQzLz8Wq57cBk5TeuxFsa+ksc7z8RfJrjfttFoP1ffX8ABwysoLwlw4bBuEXvf+69qw1cTM8nOq+fJTxZsff2dp/N499k8fAHLAcMqOH/UWj5+K4c3Hmu29XeWzUtl9PiF7NWjJmLLkyhctKGRN86g/6BCystSuPScQwH4y+3f0LptJQCNMuqoqkzi8nMPiXg2eNdmdzbylln0H1xEeVkyl5558A5/d+JZS/jTFfM54/DDqNiQ7El+PNWDn5IIxzDwbj1n35JG8adJJOdaDnpn4w5/t/TZFBbcl8awzzeQnGMBWPLvFFb9Nxnjh71vrKHpgfURWY54lte0mmv+8jU5OZuw1jDu/Y6883ZnDhyykrPO+Z42bSu46rJhLFqYG7HMkTfOoP/gdeE6+/tttfTYk5dyzEnLCAZ9fDOlGc8+1j1imTuL18/mlX+dS/8hxZSXJnPJKYMAOHD4Os66aAltOlRx1e/7s+j7rIhmjrx1Dv0PCmdeetpgAM4buYD+Q4qprzOsXZXO/93Wg6rKpIjmbhGv+3JnXh3DGv1fIUnfVBHK8lPxWHsAkj7fSNor6/GvrKXigbYEO6cCYCqCZNyzhsCiTWwelkn1xd6vd7yIxuck2rXWRb9r5KjZ9D+wONyfPf0gAM6+aCEDhhRhLZSXJvPg7T0pLUn1JN9Zvz3KdTYpJcR9r88nKTmEP2CZPDaXlx5s5UnW9qJxvvDcpOlUV/kIBQ3BoGHkCT13+z1/TZ0NzKgi/bkSqLcQMFSf15T6/dJ3exkSUby0n1jIbJy8mb8Nm0SnJqVYC6M+OoRN9QFuHfoZ6Ul1rNnYmOvHD6eqLnJjB1fePpf+Q0rCfdqTBgKQkVnHjf/8jmYtayhak8Y91+1L5UZv6p7rsYNo9S8bNa7nyjsX0a5LNdbCgzd1Zv7MTE8zXXw2O2SW839DP9z65zYZFTw0sx9fF7bk9oGfkeIPUh/ycfvUA5ld8tvzPb0zyxgz0hgzxxgz1xhzZSTf2+ezXHr3am45qwN/HtqVQ0aU07bzpkhGKNNhZiho+PedbbhgWHeuHNGNY88ppm1nbycdopHpettGY18CTHg9l5vP6hjx9z38tFLuennpDq/N/CKDKeOzePyjBfx70gJOvrgYgENPLOPxiQt4fOICrn9kBc3b1MblRJaXdRbctaGJY9tw6zUDd3jtH3/tx+XnHsLl5x7CF5+2ZMqnLSOeu4VXbXZnE8e05tYr+//g9bxmNfTqX0LR2jTPsuOtHvyYRDmGebmerY+vpe8TVT94vWatYf2UAKn5oa2vbVzsY+3YZA58dyN9n6hi7p1p2GBEFiOmRLrWBoOGp/61Hxf96UiuvvxQjhmxmDZtK1ixPIs7bxvEnO+aRmCpdzRxbFtuvXrADq/17FPCgAMLufScoVxy9iG89UqniOduEc+fzYnvtWTUpX12eG3Fkkbcec1+zJmeE/G8LZm3Xr7/Dq/N+KoJl5w6iMtOH8yaFemceu7SH/nXuyee9+XOvDqGbR6eycbbdxyUDrZLpvKmltR337EvYJMNNWfnUX1e5OtCLPGiTxuNz0m0a62LftfEMa259Yq+O7z23xc7cNmZB3L5WQfy9efNOOP8xZ7lO+u3R7HOAtRtNvzljK5cclQPLjmqO30P3kC33pWe5UH0zhcAbji7O5cdt1/EJgV+VZ3N9LPx1lZUjG5P1VUtyLh/bUSWIdbEy9jBrkS6/cRC5o1DPufzFW049qUzOOnVU1lamsPfDp3Eg1MGcMKrpzFxSQfO6zMzopkT32nJqIt77/DaqectZ+bXufz5uMHM/DqXU/60PKKZ23M9dhCt/uVFNy9l2uQcLjhqfy4d0ZuVS7ydPHf12VxWkc2Id09hxLuncMJ7J1ETDPDhig5ct/9UHp3ZlxHvnsLDM/pyXd+pu5Xj2WSWMaYH8GegP7AfcIwxpnOk3r9r72rWLE+msCCF+jofk97JZuARGyL19sp0nFlalMTiOeEPb02Vn5WLU2nSoi7uMl1v22jsS4A5X2Wwsdwf8ffdd0AVjXN2HCUd80ITTrtsHckp4TsEsvN+eEfAJ//LYejxZRFfnmjzus6CuzY0d1YeGyt+7Ioiy0GHrObTid5diehVm93Z3JlN2Fjxw6uY/nzV9zz76N5Y6112vNWDH5MoxzAv1zO3b5CkrB82xnn/SKPrNTUYs+21ok+SyD+6Fn8ypLcO0ahNiPLv3O1vF7yotWWlaSxZHJ7kqKlJoqAgk7y8GlYWZLJ6VePdXuZdmTuryQ/q7NHHL+eNlzpTXxfeZxvKUzzJhvj+bM6ZnsPGDTvW9pXLMli9olHEs7aYOyP3B5kzpuYRCoZP7+bPyaZJ882eZMfzvtyZV8ew+h7p2MY7vm+oTQqh1rvoC6X6qO+ehk02P/y7OOFVnzYan5No11oX/a65M3J/0J+tqdr259S0oKd9Wmf99ijW2TDDpurwegYClkCS9XS7QvTOF7zwa+pscK9UbJPwg6uC7ZKhzkJd6Ae/tyeLp7GDRNAoqZb9W67lv9/vDUBdyM/G2hTa55QzbU0+AF+ubMNhnSI7oT5nes4P6vuAQ4qZ+G44c+K7+Qw8pDiimTvkOx47iEb/Mr1RPT36bWD8m+E7k+rrfFRt9PbBedH4bA7MX01BRSZrqhpjgYykWgAykmspqt69cyQv78zaG5hqra221tYDnwInROrNm7Soo3jNtoNQydok8vK9bXDKdKN5683s1b2aBTO8GwCIVqbrbRvtfenC6iWpzPkqgyt+15lrT+zEgpk/vLPls3ezOeT4cvcL5z1P6yzERhvqvt96ystSWLMqw2muKwcctI71xaksW+TtbeWxsC9diPZ6xuvxZN3HAVKbWzK77Xhiv2mdj9QW215LbRFi07q4+0pWT2tts+ZV7NWpjPnzI/dIwV+qVdtKuu+3ngee/Iy/P/oFnbt5d+FHonw2Y8Vhx63m2y/yPHlv7UvxgOd92l3x8nOyPZe1NprOuXghz435hKFHruGlJyI6Rh6TXLQfn88yeuwcXps+k+mTM1kw09vzoWjVd2vhrufm8fD/ZnPUaes8z/spSV9UEuyYCknqz/5aidR+vM5sk1VB2aY07hr+CW+e/ga3H/oJaYE6Fq3P5ZAOywE4otMSWmR4e7cmQHZuLWUl4YswykpSyMqt9TwzGlz1L1u02cSG0iSuvmcRj749g5F3LiIlzdtHm0Tjs/m7Dot5f1m4L3D314O5vu9UPj3lRW7o+yX3f3vAbr23l9V5DjDEGNPEGJMOHA202fmXjDEXGGOmGWOm1fHLr2oxu7gwzeurVJTpvdT0ILc8sZQnbm9DdaWb2XiXma63bTT3pSvBIFRu8PPQmEWcP2oNd13Yfod1nD89nZS0EO27ubm93TFP62z43/7wNddt6ODhq/l0Ymu3oY6kpAQ57Y+LeemJLp5nxcK+dCFRjmEu1zNYA0ueTKXzZbt45MIuMne1bHu4n62129fZ2mD1L37j1NR6bv7rFJ58rBc11d48e/6n+PyWjMZ1XH3BQTwzeh9uuONbdrlTIyBRPpux4LTzlhAMGj75IN+T99e+FA/86j5tbWj3HgPk9edkey5rbTS98HgX/njMIUwa15JjTy2I9uJ4ylX7CYUMlx7dg7MH7EfXXlW06/LL+xi/RbTq+zWn9eDyET0Zdd7eHHN2IT36VXgfugv+FZtJf66Eqsua/fwv73niduwgGu3H60y/L8TeTYt57bvunPzaKdTUJXH+/jMY9dEhnNFzDq+f9gbpybXUBeNu0jUqXPYv/QFLp30qef/VfC47oTebanycesEqTzNdfzaTfEGGtVnBB8vDj4w8o+tc7v5mEAe/8Xvu/mYQdw+etFvv71mrt9bOA/4BfAiMA2YBP3j+l7X2SWttX2tt3yR++e32JWuTaNpy22xwXn4d6wu9HQRQprf8AcuoJ5byydu5fDHOm+8XiHam620brX3pUl5+HYOP3oAx0K13NT4fbCjddvCZ9E52XD5iELyvsxD9NuTzhxh08Fo++8j7LzuOhhatq2jesppHX5rMM29/TF6zTTz0wmRyciM/+RrtfelKohzDXK5n9UofNat9fHFiJpMOy2TTOsMXJzdmc7EJ34lVuK07uanQR0qz+Hosyy+ptdvX2WT/L3vmud8f4ubbpjDpo3ZM+Tw6E/bri1KZ8mk+YFg4LwdrITPbm6stE+WzGW3DjllNv4OKue+WnoA3M8valxJpv6VPm+z77d8z6uJzsj2XtTYWTBrXkkGHFkZ7MTzjuv0AVFUEmP1lY/oO9faxUNGq76VF4TsGNpQmMeXDXLr29P5uk52Zkjoy7lpD1dUtCOX/2OPv91zxPHYQjfbjdea6ygzWVWbw3brwo+gmLOnI3s2KWVaWwwXvHMup/zmFsQs7s7IiK6K5u1JemkxOXnhiMydvMxtK4+vz4fw8vjCFksIUFswOP1r+83F5dNrH2zbr+rM5pFUBc9fnsX5T+Lz4hE4LmbCiAwAfLN+LnnlFu/X+nk7hWmufttb2sdYOAUqBRZF67wUz02nVoZbmbTYTSAoxdEQ5Uyd4+yFWppcsV927nILFqbz1VHOPs6KX6XrbRmdfujXoyA3M/Dz8uIVVS1KoqzVk5YZv0Q2FYPKYbIaOKI/iEnrLyzoL0W9DvfsWs2pFBuuLf/uARSxbsSSTs446jPNOOJTzTjiUkqJURp5zEGWlqRHPiva+dCVRjmEu17NxlxDDJlcw9MPwf6nNLYPf3EhKU0uzQ+pYOzaZYC1Ur/JRVeAje19vH5MQDZGvtZYrr53GyhWZvP1f7+/M/DFfTs5nv/1LAGjZppJAIERFuTcnqIny2Yym/QcWc/IflvG3q/qweZN3V5VqX4oXvO7TbuHqc7I9l7U2Wlq2qdr684Ah61i1PD4fA+qy/WTl1tEoMzzXkJwSoveBFaxc7O05UTTqe0pakLRGwa0/9zmwnOWL3J77mcogjW9bTfUf8qjfJz7POyE+xw6i0X5cZJZUp1NY2Yj22eELswe0Xs2S0hxy08J3ZxosF/b7lv98t09Ec3dl6qSmDD9uLQDDj1vL1E+aep7pjvv+ZVlJMsWFKbTqEN6XvQaWU7Dkl10M+Vu5/mwe03ExY5Z12vrnoup0+rdYA4S/S2v5bk7CevoNY8aYZtbaImNMW+BEYGCk3jsUNIy+uRV3v7IUnx8mvJbLioWRH/xTppvM7v2qGH5SKcvmpTH6g+8BeO6frfjmE+8+XNHIdL1to7EvAW4YvZyeAyvJyq3npWlzefG+Fox/rcluv+89F7dj9pcZbCgNcNb++/D7awo54vRSHri6DRcc0pWkJMt1DxVsvYX2u6kZ5OXXkd8ufq989LLOgrs2dP1t09i3VwmZ2bU8/9Z4Xn66GxPeb8eQYav5dKL3d2V51WZ3dv0dM9i3z/rwer73ES8/2ZkJ77WNeM6uxFs9+DGJcgzzcj1nXptO6TcBassNHx+aSedLN9HmpF3X0cadQrQ4spbJxzXG54fut9Rg4vDJX5Gutfv0WM+ww1awbGkWj/xrAgDPP7MvSUkhLr5sBllZm7ntrs9ZuiSbUTcMicAawPW3fcu+vRvq7NsTePnprnw4pi1X3jSD0S9+Qn2djwfu7I1XV5nH82fz+ntm03P/MjKz63hh3Ge89K+92LghiYv/Mp+snFpue3gmSxc0ZtSlfSKXedcs9u1bSmZ2Hc+PncTLT3TilHOXkpRkueuxaQDM/y6L0fd0j1jmFvG8L3fm1TGs0T/XkvRdNaYiSPYfllJ9VhNsho9GTxRjNgRpfPtqgh1S2HhH+K7NrPOWYqpDmHpL8tQqKu5oRajtr7tiPtZ50aeNxuck2rXWRb/r+jtnsu/+peF1HPMxLz/Zmb6Di2nVrgobMhQVpjL6nh4Rzdyes357FOssQG6zOq55YBl+n8X44LMxOXz9cbYnWVtEo77n5NUx6rEFQPgOiUnv5vHtZ7t/d8SvqbMpY8rxr60j7bVS0l4rBWDjHa2w2Z4OmToXL2MH2/Oq/cRC5t2fHsQ/Dv+IJH+QVRWZ3DLxUI7rtoAz9p0DwMSlHXl7XreIZl7/9+/o2behTzthMi893pE3nmnHjfd+x+HHr6a4MJW7r+0Z0cztuR47iFb/8vE7OnL9fQtJSgqxdmUqD97o7cWNLj+bqf46BuWvYtSUbeewt0w5mJv7f0HAZ9kc9DPqy4N3K8NYDx+SaIyZDDQB6oCrrbUf/dTvZ5pce4AZ5tnyiFsmEF8H/l2x9T+4Kzs+ReELUMavnuE0r/8RK5k2a9Me900ve0KdDXRs7zQPoH7ZCueZgdbuH4VYv9LbZyv/QDS+DCkKX+wVjeNXNI4nR80td555zT4Tv7XW9nUevJt+Ta3NSsu3A/c6z9myAZiaX/edBpEQjTobjc+mr0mu0zzjc//dB/Vr3T8OLCp1Nuj+rtHS9zo7z5z+u7vjvs4CZCU3s4OanuZk2bZKdT+BWL/c/XdPBVp6/z1iO6tfs9ZpXqCF+zs8gyWlzjNtnfuLOn3p3t5hsCslr7t9XPP8kc9QtWitxg48EI32Ew0FI3s5z2z3lCc3PP+oYEmJ0zwA43d/VaVJc383Z2jjRueZy+6O6Nz3L7Lkxmt22af19CzCWnuQl+8vIpLoVGdFRLynWisi4i3VWRERb6nOikg8cH/pn4iIiIiIiIiIiIiIiMgvpMksERERERERERERERERiVmazBIREREREREREREREZGYpcksERERERERERERERERiVmazBIREREREREREREREZGYpcksERERERERERERERERiVmazBIREREREREREREREZGYpcksERERERERERERERERiVmazBIREREREREREREREZGYZay10V6GrYwxxcCK3/BP84CSCC+OMqOTmQjrqMzYzGxnrW0a6YWJNaqzylRmXOXtiZlxX2t3o87Cnrc/94Q8ZSpzT8xUnf0Z6tMqMwp5ylTmFqqzP21P2pfKVGa0MhNhHXc3c5e1NqYms34rY8w0a21fZe75mYmwjsqMv8xEkCj7UpnK3JPyEikzUSTC/kyEdVSmMve0vESSCO0nUTITYR2VGX+ZiSBR9qUylbkn5cVTph4zKCIiIiIiIiIiIiIiIjFLk1kiIiIiIiIiIiIiIiISs+JlMutJZcZNZiKsozLjLzMRJMq+VKYy96S8RMpMFImwPxNhHZWpzD0tL5EkQvtJlMxEWEdlxl9mIkiUfalMZe5JeXGTGRffmSUiIiIiIiIiIiIiIiLxKV7uzBIREREREREREREREZE4pMksERERERERERERERERiVl79GSWMeZIY8wCY8xiY8wNjjKfMcYUGWPmOMprY4z5xBgzzxgz1xgz0kFmqjHma2PMrIbM273O3C7bb4yZYYwZ4yhvuTHmO2PMTGPMNEeZ2caYN40x8xv260CP87o2rN+W/yqMMVd6nHlVQ9uZY4x51RiT6mVeQ+bIhry5Xq9fonFda13X2YZMp7VWddbzzLivsw25qrVxQnXWs8yo1FrXdbYh02mtVZ31NFN11gOu62xDpsYOvM1WnzbyeRo7kN2iPq1nmQnRp1Wd9TQ3fmqttXaP/A/wA0uAjkAyMAvYx0HuEKAPMMfReuYDfRp+bgws9Ho9AQNkNPycBHwFDHC0vlcDrwBjHOUtB/JcZG2X+TxwfsPPyUC2w2w/UAi08zCjFbAMSGv48+vAHz1erx7AHCAdCAATgc4u92u8/heNWuu6zjZkOq21qrOeZ8Z1nW3IUa2Nk/9UZz3NjEqtdV1nGzKd1lrVWc8yVWe9azMaO/AmU31abzPjutaqzsbXf+rTepqZEH1a1VnPcuKq1u7Jd2b1BxZba5daa2uB14ARXodaaz8DSr3O2S5vrbV2esPPG4F5hBuhl5nWWlvZ8Mekhv+sl5kAxpjWwO+Ap7zOihZjTCbhg+3TANbaWmttucNFGAYssdau8DgnAKQZYwKEC9caj/P2BqZaa6uttfXAp8AJHmcmCue11nWdbch0WmtVZ72TQHUWVGvjheqsd5nOa63qrBOqs/JraezAu0z1aT2SQLVWdTZ+qE/rXab6tB5IoDoLcVRr9+TJrFbAyu3+vAqPi0e0GWPaA70Jz8B7neU3xswEioAPrbWeZwL/B1wPhBxkbWGBCcaYb40xFzjI6wgUA8823Kr7lDGmkYPcLU4HXvUywFq7GrgPKADWAhustRO8zCQ82z/EGNPEGJMOHA208TgzUajWepejOuuNuK+zoFobZ1Rnvc1yXWv/D/d1FtzWWtVZ76jOekN11tss9Wm9Efe1VnU27qjWepuVCH1a1VkPxFut3ZMns8wuXvP8CqBoMcZkAP8FrrTWVnidZ60NWmt7Aa2B/saYHl7mGWOOAYqstd96mbMLg621fYCjgEuNMUM8zgsQvgX6cWttb6AKcPXM9mTgOOANj3NyCF990wFoCTQyxpztZaa1dh7wD+BDYBzh29nrvcxMIKq1HlGd9Uzc19mGLNXa+KE66yGXtTaKdRbc1lrVWY+oznpGddZD6tN6Ju5rreps3FGt9VCC9GlVZ73JiqtauydPZq1ixxm91nh/i1xUGGOSCBfIl621b7nMbri9chJwpMdRg4HjjDHLCd+KfKgx5iWPM7HWrmn4fxHwNuHbor20Cli13RUUbxIunC4cBUy31q7zOGc4sMxaW2ytrQPeAgZ5nIm19mlrbR9r7RDCt5kv8jozQajWekx1NuISoc6Cam08UZ11wFGtjUqdBee1VnXWQ6qznlCddUB92ohLhFqrOhtfVGsdiOc+reqsZ+Kq1u7Jk1nfAJ2NMR0aZjNPB96N8jJFnDHGEH525zxr7QOOMpsaY7Ibfk4j3Ojne5lprb3RWtvaWtue8L782Frr6SyxMaaRMabxlp+BwwnfBukZa20hsNIY07XhpWHA915mbucMHNy+Svi21QHGmPSG9juM8DOEPWWMadbw/7bAib+6/hMAAAYVSURBVLhZ10SgWutNnuqsRxKkzoJqbTxRnfUu02mtjUadBfe1VnXWW6qznlCd9S5TfVqPJEitVZ2NL6q13mXGfZ9WddZTcVVrA5F4k2iw1tYbYy4DxgN+4Blr7Vyvc40xrwJDgTxjzCrgr9bapz2MHAz8HvjOhJ+NCnCTtXash5n5wPPGGD/hCc/XrbVjPMyLlubA2+HPMQHgFWvtOAe5lwMvNxzclwLneh1ows8nPQy40Ossa+1Xxpg3gemEbyGdATzpdS7wX2NME6AOuNRaW+YgM+5Fo9ZGoc6C+1qrOuutuK6zoFobT1Rn1aeNgGjUWtVZ76jORpjGDlRnI0B9Wg+ozsYX9WlVa3eT6qxH4q3WGmvj9vGlIiIiIiIiIiIiIiIisofbkx8zKCIiIiIiIiIiIiIiInFOk1kiIiIiIiIiIiIiIiISszSZJSIiIiIiIiIiIiIiIjFLk1kiIiIiIiIiIiIiIiISszSZJSIiIiIiIiIiIiIiIjFLk1nymxljgsaYmcaYOcaYN4wx6bvxXs8ZY05u+PkpY8w+P/G7Q40xg35DxnJjTN4vfX2n36n8lVm3GWOu/bXLKCKyPdXZn/x91VkR2W2qsz/5+6qzIhIRqrU/+fuqtSKy21Rnf/L3VWfjiCazZHfUWGt7WWt7ALXARdv/pTHG/1ve1Fp7vrX2+5/4laHAry6UIiJ7INVZERFvqc6KiHhPtVZExFuqs5IQNJklkTIZ6NQwI/+JMeYV4DtjjN8Yc68x5htjzGxjzIUAJuxRY8z3xpj3gWZb3sgYM8kY07fh5yONMdONMbOMMR8ZY9oTLshXNVxxcJAxpqkx5r8NGd8YYwY3/NsmxpgJxpgZxpgnAPNzK2GM+Z8x5ltjzFxjzAU7/d39DcvykTGmacNrexljxjX8m8nGmG4R2ZoiIj+kOqs6KyLeUp1VnRUR76nWqtaKiLdUZ1Vn41Yg2gsgez5jTAA4ChjX8FJ/oIe1dllDsdlgre1njEkBvjDGTAB6A12BfYHmwPfAMzu9b1Pg38CQhvfKtdaWGmP+BVRaa+9r+L1XgAettZ8bY9oC44G9gb8Cn1tr/2aM+R2wQ+H7Eec1ZKQB3xhj/mutXQ80AqZba68xxtza8N6XAU8CF1lrFxljDgAeAw79DZtRRORHqc6qzoqIt1RnVWdFxHuqtaq1IuIt1VnV2XinySzZHWnGmJkNP08GniZ8a+nX1tplDa8fDvQ0Dc9aBbKAzsAQ4FVrbRBYY4z5eBfvPwD4bMt7WWtLf2Q5hgP7GLN1Uj/TGNO4IePEhn/7vjGm7Bes0xXGmBMafm7TsKzrgRDwn4bXXwLeMsZkNKzvG9tlp/yCDBGRX0p1VnVWRLylOqs6KyLeU61VrRURb6nOqs4mBE1mye6osdb22v6FhoJRtf1LwOXW2vE7/d7RgP2Z9ze/4Hcg/LjMgdbaml0syy/591t+fyjhojvQWlttjJkEpP7Ir9uG3PKdt4GISASpzqrOioi3VGdVZ0XEe6q1qrUi4i3VWdXZhKDvzBKvjQcuNsYkARhjuhhjGgGfAaeb8PNa84FDdvFvvwQONsZ0aPi3uQ2vbwQab/d7EwjfTkrD7/Vq+PEz4KyG144Ccn5mWbOAsoYi2Y3wVQdb+IAtVy6cSfjW2ApgmTHmlIYMY4zZ72cyREQiTXVWRMRbqrMiIt5TrRUR8ZbqrOzxNJklXnuK8LNWpxtj5gBPEL4j8G1gEfAd8Djw6c7/0FpbTPgZqm8ZY2ax7RbS94ATTMOXCwJXAH1N+MsLvyf85YMAtwNDjDHTCd9KW/AzyzoOCBhjZgN3AFO3+7sqoLsx5lvCz1v9W8PrZwF/ali+ucCIX7BNREQiSXVWRMRbqrMiIt5TrRUR8ZbqrOzxjLW/+A4/EREREREREREREREREad0Z5aIiIiIiIiIiIiIiIjELE1miYiIiIiIiIiIiIiISMzSZJaIiIiIiIiIiIiIiIjELE1miYiIiIiIiIiIiIiISMzSZJaIiIiIiIiIiIiIiIjELE1miYiIiIiIiIiIiIiISMzSZJaIiIiIiIiIiIiIiIjErP8H0qUQiAVug6IAAAAASUVORK5CYII=", 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", "text/plain": [ "
" ] @@ -783,7 +792,7 @@ }, { "cell_type": "code", - "execution_count": 204, + "execution_count": 24, "metadata": {}, "outputs": [], "source": [ From c56f3517c6eb1cf6afffc4ab07c2d570cbaa0616 Mon Sep 17 00:00:00 2001 From: Jong Shin Date: Thu, 16 Jun 2022 14:19:38 -0400 Subject: [PATCH 22/36] new parameter search --- notebook/simulation_benchmark_OF_vs_RF.ipynb | 434 +++++++++---------- 1 file changed, 217 insertions(+), 217 deletions(-) diff --git a/notebook/simulation_benchmark_OF_vs_RF.ipynb b/notebook/simulation_benchmark_OF_vs_RF.ipynb index 7ec501cf37fb9..78b696ce4c67a 100644 --- a/notebook/simulation_benchmark_OF_vs_RF.ipynb +++ b/notebook/simulation_benchmark_OF_vs_RF.ipynb @@ -631,16 +631,16 @@ }, { "cell_type": "code", - "execution_count": 14, + "execution_count": 22, "metadata": {}, "outputs": [], "source": [ "from sklearn.model_selection import RandomizedSearchCV\n", "\n", "params = {\n", - " 'max_features': ['sqrt', None, 40],\n", - " 'n_estimators': [1,5,10,20],\n", - " 'max_depth': [1,2,5,10,None]\n", + " 'max_features': ['sqrt', 'log2', None, 40],\n", + " 'n_estimators': [i for i in range(100,1000,100)],\n", + " 'max_depth': [5,10,15,20,None]\n", "}\n", "\n", "df_cv = pd.DataFrame()\n", @@ -668,7 +668,7 @@ }, { "cell_type": "code", - "execution_count": 15, + "execution_count": 23, "metadata": {}, "outputs": [ { @@ -703,41 +703,41 @@ " \n", " 0\n", " 40\n", - " 20\n", + " 700\n", " None\n", - " 0.756\n", + " 0.898\n", " RF\n", " \n", " \n", " 1\n", " 40\n", - " 10\n", - " 10\n", - " 0.721\n", + " 200\n", + " None\n", + " 0.879\n", " RF\n", " \n", " \n", " 2\n", " 40\n", - " 5\n", - " 10\n", - " 0.710\n", + " 900\n", + " 15\n", + " 0.872\n", " RF\n", " \n", " \n", " 3\n", - " None\n", - " 5\n", - " 10\n", - " 0.710\n", + " 40\n", + " 700\n", + " 15\n", + " 0.864\n", " RF\n", " \n", " \n", " 4\n", - " 40\n", - " 10\n", " None\n", - " 0.709\n", + " 100\n", + " 15\n", + " 0.835\n", " RF\n", " \n", " \n", @@ -746,14 +746,14 @@ ], "text/plain": [ " max_features n_estimators max_depth mean_test_score clf\n", - "0 40 20 None 0.756 RF\n", - "1 40 10 10 0.721 RF\n", - "2 40 5 10 0.710 RF\n", - "3 None 5 10 0.710 RF\n", - "4 40 10 None 0.709 RF" + "0 40 700 None 0.898 RF\n", + "1 40 200 None 0.879 RF\n", + "2 40 900 15 0.872 RF\n", + "3 40 700 15 0.864 RF\n", + "4 None 100 15 0.835 RF" ] }, - "execution_count": 15, + "execution_count": 23, "metadata": {}, "output_type": "execute_result" } @@ -765,7 +765,7 @@ }, { "cell_type": "code", - "execution_count": 16, + "execution_count": 24, "metadata": {}, "outputs": [ { @@ -800,41 +800,41 @@ " \n", " 0\n", " 40\n", - " 20\n", - " None\n", - " 0.954\n", + " 900\n", + " 15\n", + " 0.997\n", " OF\n", " \n", " \n", " 1\n", " 40\n", - " 10\n", + " 700\n", " None\n", - " 0.917\n", + " 0.997\n", " OF\n", " \n", " \n", " 2\n", " 40\n", - " 10\n", - " 10\n", - " 0.850\n", + " 700\n", + " 15\n", + " 0.997\n", " OF\n", " \n", " \n", " 3\n", " 40\n", - " 5\n", - " 10\n", - " 0.763\n", + " 200\n", + " None\n", + " 0.995\n", " OF\n", " \n", " \n", " 4\n", - " 40\n", - " 20\n", - " 5\n", - " 0.682\n", + " None\n", + " 100\n", + " 15\n", + " 0.946\n", " OF\n", " \n", " \n", @@ -843,14 +843,14 @@ ], "text/plain": [ " max_features n_estimators max_depth mean_test_score clf\n", - "0 40 20 None 0.954 OF\n", - "1 40 10 None 0.917 OF\n", - "2 40 10 10 0.850 OF\n", - "3 40 5 10 0.763 OF\n", - "4 40 20 5 0.682 OF" + "0 40 900 15 0.997 OF\n", + "1 40 700 None 0.997 OF\n", + "2 40 700 15 0.997 OF\n", + "3 40 200 None 0.995 OF\n", + "4 None 100 15 0.946 OF" ] }, - "execution_count": 16, + "execution_count": 24, "metadata": {}, "output_type": "execute_result" } @@ -869,7 +869,7 @@ }, { "cell_type": "code", - "execution_count": 17, + "execution_count": 25, "metadata": {}, "outputs": [ { @@ -911,98 +911,98 @@ 40, 40, 40, - "None", - 40, - "sqrt", - "None", 40, "None", "sqrt", "sqrt", "sqrt", - 40, - 40, - "sqrt", - "None", + "log2", + "log2", "sqrt", - "None", + "log2", "sqrt", + "log2", + "log2", + "log2", + 40, + 40, + "log2", "sqrt" ] }, { "label": "n_estimators", "values": [ - 20, - 10, - 5, - 5, - 10, - 20, - 20, - 20, - 5, - 20, - 5, - 1, - 5, - 5, - 10, - 1, - 1, - 20, - 1, - 20 + 700, + 200, + 900, + 700, + 100, + 400, + 400, + 800, + 800, + 100, + 500, + 600, + 600, + 800, + 200, + 600, + 100, + 200, + 100, + 800 ] }, { "label": "max_depth", "values": [ "None", - 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" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "px.parallel_categories(\n", + " df_cv_of.iloc[:,:-1],\n", + " color='mean_test_score'\n", + ")" ] }, { From 5e8f1a6a506bf77fc99cdb59d81fe02f8a301e20 Mon Sep 17 00:00:00 2001 From: Jong Shin Date: Wed, 29 Jun 2022 14:47:19 -0400 Subject: [PATCH 32/36] Added binning figure and changed unit of the size to MB --- notebook/simulation_benchmark_OF_vs_RF.ipynb | 195 ++++++++++++++----- 1 file changed, 147 insertions(+), 48 deletions(-) diff --git a/notebook/simulation_benchmark_OF_vs_RF.ipynb b/notebook/simulation_benchmark_OF_vs_RF.ipynb index b08166fb9d14f..a1ed78b3f8de7 100644 --- a/notebook/simulation_benchmark_OF_vs_RF.ipynb +++ b/notebook/simulation_benchmark_OF_vs_RF.ipynb @@ -720,6 +720,26 @@ " df_cv = pd.concat([df_cv, df_tmp])" ] }, + { + "cell_type": "code", + "execution_count": 28, + "metadata": {}, + "outputs": [ + { + "data": { + "text/plain": [ + "(10000, 20)" + ] + }, + "execution_count": 28, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "X.shape" + ] + }, { "cell_type": "markdown", "metadata": {}, @@ -783,6 +803,22 @@ "df_size = get_tree_size(df_cv, random_state=random_state)" ] }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "Converting bytes into MB" + ] + }, + { + "cell_type": "code", + "execution_count": 36, + "metadata": {}, + "outputs": [], + "source": [ + "df_size['clf_size_MB'] = df_size.apply(lambda x: x['clf_size']/10e6, axis=1)" + ] + }, { "cell_type": "markdown", "metadata": {}, @@ -792,7 +828,7 @@ }, { "cell_type": "code", - "execution_count": 19, + "execution_count": 29, "metadata": {}, "outputs": [], "source": [ @@ -800,7 +836,7 @@ "from sklearn.preprocessing import PolynomialFeatures\n", "from sklearn.linear_model import LinearRegression\n", "\n", - "def bestfit(df, x, y='mean_test_score', clf='RF', degree=1):\n", + "def bestfit(df, y, x='mean_test_score', clf='RF', degree=1):\n", " dff = df.query(f'clf == \"{clf}\"')\n", "\n", " # poly = PolynomialFeatures(degree=degree, include_bias=False)\n", @@ -814,18 +850,17 @@ "\n", " y_hat = np.polyfit(dff[x], dff[y], degree)\n", "\n", - " return np.poly1d(y_hat)\n", - " " + " return np.poly1d(y_hat)" ] }, { "cell_type": "code", - "execution_count": 20, + "execution_count": 40, "metadata": {}, "outputs": [ { "data": { - "image/png": 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", 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", "text/plain": [ "
" ] @@ -839,36 +874,89 @@ "source": [ "fig, ax = plt.subplots(1,3,figsize=(6*3,6))\n", "\n", - "x_vars = ['mean_fit_time', 'mean_score_time', 'clf_size']\n", + "var = {'x': 'mean_test_score',\n", + " 'y': ['mean_fit_time', 'mean_score_time', 'clf_size_MB'],\n", + " }\n", "\n", + "for idx, y_var in enumerate(var['y']):\n", "\n", - "for idx, x_var in enumerate(x_vars):\n", - " sns.scatterplot(data=df_size,x=x_var, y='mean_test_score', hue='clf', ax=ax[idx])\n", - " ax[idx].set_xlabel(x_var, fontsize=18)\n", - " ax[idx].set_ylabel('mean_test_score', fontsize=18)\n", + " sns.scatterplot(data=df_size, x=var['x'], y=y_var, hue='clf', ax=ax[idx])\n", + " ax[idx].set_xlabel('mean_test_score', fontsize=18)\n", + " ax[idx].set_ylabel(y_var, fontsize=18)\n", "\n", " for clf in ['RF', 'OF']:\n", " tmp_degree = {}\n", - " tmp = df_size.query(f'clf==\"{clf}\"')[x_var]\n", - " qlow, qhigh = np.quantile(tmp,[0.05,0.95])\n", + " tmp = df_size.query(f'clf==\"{clf}\"')[var['x']]\n", + " qlow, qhigh = np.quantile(tmp,[0.00,1.0])\n", " x = np.linspace(qlow, qhigh, 20)\n", "\n", - " for degree in [2]:\n", - " model = bestfit(df=df_size, x=x_var, clf=clf, degree=degree)\n", + " for degree in [1,2]:\n", + " model = bestfit(df=df_size, y=y_var, clf=clf, degree=degree)\n", "\n", " tmp_degree[degree] = r2_score(\n", - " y_true=df_size.query(f'clf==\"{clf}\"')['mean_test_score'],\n", + " y_true=df_size.query(f'clf==\"{clf}\"')[var['x']],\n", " y_pred=model(x))\n", - " # y_pred=model)\n", "\n", " # print(f'{tmp_degree[degree]}')\n", "\n", " max_idx = max(tmp_degree, key=tmp_degree.get)\n", - " model = bestfit(df=df_size, x=x_var, clf=clf, degree=max_idx)\n", + " model = bestfit(df=df_size, y=y_var, clf=clf, degree=max_idx)\n", " ax[idx].plot(x, model(x))\n", " ax[idx].locator_params(axis='x', nbins=8)\n", - " \n", - " # ax[idx].plot(x, model)" + "\n", + " if idx == 2:\n", + " ax[idx].set_ylabel('clf_size (MB)')" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "#### Binning Figure\n", + "The `mean_test_score` is quantized into N number of bins and each corresponding metric variable is plotted with respect to each bin" + ] + }, + { + "cell_type": "code", + "execution_count": 45, + "metadata": {}, + "outputs": [], + "source": [ + "df_cut = pd.cut(df_size['mean_test_score'], 10).to_frame().reset_index(drop=True)\n", + "df_cut.columns = ['bins']\n", + "df_bin = pd.concat([df_size, df_cut], axis=1)\n", + "df_bin['bins_mid'] = df_bin.apply(lambda x: round(x['bins'].mid,2), axis=1)" + ] + }, + { + "cell_type": "code", + "execution_count": 46, + "metadata": {}, + "outputs": [ + { + "data": { + "image/png": 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", + "text/plain": [ + "
" + ] + }, + "metadata": { + "needs_background": "light" + }, + "output_type": "display_data" + } + ], + "source": [ + "fig, ax = plt.subplots(1,4,figsize=(6*4,6*1));\n", + "\n", + "for i, v in enumerate(var['y']):\n", + " sns.pointplot(data=df_bin, x='bins_mid', y=v, hue='clf',ax=ax[i]);\n", + " \n", + "sns.histplot(data=df_bin, x='bins_mid', hue='clf',ax=ax[3])\n", + "\n", + "for i, l in enumerate(var['y'][:2]+['clf_size (MB)']+[var['x']]):\n", + " ax[i].set_xlabel('mean_test_score', fontsize=18)\n", + " ax[i].set_ylabel(l,fontsize=18)" ] }, { @@ -1081,7 +1169,18 @@ }, { "cell_type": "code", - "execution_count": 23, + "execution_count": 31, + "metadata": {}, + "outputs": [], + "source": [ + "# Replacing None value as string so it shows on plotly\n", + "df_cv_rf.fillna('None', inplace=True)\n", + "df_cv_of.fillna('None', inplace=True)" + ] + }, + { + "cell_type": "code", + "execution_count": 32, "metadata": {}, "outputs": [ { @@ -1120,15 +1219,15 @@ { "label": "max_features", "values": [ - null, + "None", 40, 40, 40, - null, - null, - null, + "None", + "None", + "None", 40, - null, + "None", "log2", "log2", "log2", @@ -1136,7 +1235,7 @@ "log2", "log2", 40, - null, + "None", "log2", "sqrt", "log2" @@ -1170,18 +1269,18 @@ { "label": "max_depth", "values": [ - null, - null, - null, + "None", + "None", + "None", 20, 20, 20, 10, 10, 10, - null, + "None", 20, - null, + "None", 20, 10, 10, @@ -2133,9 +2232,9 @@ } }, "text/html": [ - "