{ "cells": [ { "cell_type": "markdown", "metadata": {}, "source": [ "# Introduction to Machine Learning Homework 3" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "## Instructions" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "This homework is due before class on **Friday, May 2nd**." ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "Important notes:\n", "- Please submit the notebook with the output.\n", "- If the answer is not obvious from the printout, please type it as markdown.\n", "- The notebook should be self contained and we should be able to rerun it.\n", "- Import all the libraries that you find necessary to answer the questions.\n", "- If the subquestion is worth 1 point, no half points will be given: full point will be given to the correct answer. Similarly if the question is worth 2, possible points are 0,1,2. " ] }, { "cell_type": "code", "execution_count": 1, "metadata": {}, "outputs": [], "source": [ "import numpy as np\n", "import pandas as pd\n", "import matplotlib.pyplot as plt\n", "import seaborn as sns\n", "pd.set_option('display.max_colwidth', None)" ] }, { "cell_type": "code", "execution_count": 2, "metadata": {}, "outputs": [], "source": [ "import warnings\n", "warnings.filterwarnings('ignore')" ] }, { "cell_type": "code", "execution_count": 3, "metadata": {}, "outputs": [], "source": [ "from sklearn import set_config\n", "set_config(display=\"text\")" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "## Question 1" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "**Total 26 points**\n", "\n", "For this question we will use a dataset with the medical details of patients for predicting the onset of diabetes within 5 years. The target is the last column of the dataset, where value 1 is interpreted as \"tested positive for diabetes\"." ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "1. Import the csv file \"HW3_Q1.csv\" into pandas dataframe, check the number of rows, check the data types, view the first 5 rows, and check class distribution (1pt)\n", "2. Plot a heatmap of the Pearson correlations between each pair of features (with annotations). Which pair of variables has the highest correlation? (1pt)\n", "3. Split the data into train and test, leaving 20% for the test set. Make sure that the target distribution is the same in train and test set. Set the random_state to 0 (1pt)\n", "4. Using pipeline with randomized search do data standardization, data balancing, and then apply XGBoost (6pts)\n", "- For data balancing test no data balancing, oversampling and SMOTE (with random state set to 0 for both).\n", "- For XGBoost, for learning rate sample uniformly from the interval between 0.03 and 0.1 (including 0.1), for the maximum tree depth, test the values from 4 to 7 (including 7), and for the number of iterations test the values from 300 to 900 (inclusive), in steps of 100.\n", "- Check in total 15 parameter combinations, set random state to 0, do 5 fold cross validation and use f1-score as the criterion for model selection and tuning.\n", "\n", "What are the best parameters found?\n", "\n", "5. Visualize the original training dataset using TSNE, coloring the classes in different colors and with 70 as the number of neighbors, and visualize the training dataset after employing the resampling method of the best estimator found in step 4, also with classes in different colors and 70 as the number of neighbors. Set the random state to 42 on both. If the best estimator did not employ any sampling method, use SMOTE (2pt)\n", "6. Check the recall of the best model found in step 4 on the test set (1pt) \n", "\n", "For all the interpretation approaches below use the test set. \n", "\n", "7. Check feature importance of the best model obtained in step 4 using permutation feature importance on the test set, permuting each feature 30 times and setting the random state to 42. What are the two most important features? (2pt)\n", "8. With the test set, for two most important features found in step 7, plot partial dependence plot separately for each feature. Explain how the feature impacts the average predicted target value. Plot partial dependence interactive plot for these two features. Approximately for what ranges of values of these features is the lowest average predicted probability of being tested positive for diabetes? (4pt)\n", "9. Find the first point misclassified by the model. What is the probability that it belongs to class 1 found by the model? Use LIME to see the explanation for this prediction by using only 3 features to explain the model, with 200 samples; also, set the random state to 42 when defining the explainer. What are the features that LIME uses to explain the prediction? What are the features that contribute to the wrong class, i.e., the class predicted by the model? (5pt)\n", "10. \n", "What is the most important feature in the testing set according to Shap. Explain in one sentence how the values of this feature impact the prediction (3pt)" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "### 1.1.Import the csv file \"HW3_Q1.csv\" into pandas dataframe, check the number of rows, check the data types, view the first 5 rows, and check class distribution (1pt)" ] }, { "cell_type": "code", "execution_count": 4, "metadata": {}, "outputs": [], "source": [ "import numpy as np\n", "import pandas as pd\n", "import matplotlib.pyplot as plt\n", "import seaborn as sns\n", "pd.set_option('display.max_colwidth', None)" ] }, { "cell_type": "code", "execution_count": 5, "metadata": {}, "outputs": [], "source": [ "df1 = pd.read_csv('HW3_Q1.csv')\n", "#df1" ] }, { "cell_type": "code", "execution_count": 6, "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "The number of rows is 771.\n" ] } ], "source": [ "print(f\"The number of rows is {df1.shape[0]}.\")" ] }, { "cell_type": "code", "execution_count": 7, "metadata": {}, "outputs": [ { "data": { "text/plain": [ "num_pregnancy int64\n", "glucose_conc int64\n", "blood_pressure int64\n", "skin_fold int64\n", "serum int64\n", "body_mass float64\n", "diabetes_pedigree float64\n", "age int64\n", "target int64\n", "dtype: object" ] }, "execution_count": 7, "metadata": {}, "output_type": "execute_result" } ], "source": [ "df1.dtypes" ] }, { "cell_type": "code", "execution_count": 8, "metadata": {}, "outputs": [ { "data": { "text/html": [ "
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" ], "text/plain": [ " num_pregnancy glucose_conc blood_pressure skin_fold serum body_mass \\\n", "0 6 148 72 35 0 33.6 \n", "1 1 85 66 29 0 26.6 \n", "2 8 183 64 0 0 23.3 \n", "3 1 89 66 23 94 28.1 \n", "4 0 137 40 35 168 43.1 \n", "\n", " diabetes_pedigree age target \n", "0 0.627 50 1 \n", "1 0.351 31 0 \n", "2 0.672 32 1 \n", "3 0.167 21 0 \n", "4 2.288 33 1 " ] }, "execution_count": 8, "metadata": {}, "output_type": "execute_result" } ], "source": [ "df1.head(5)" ] }, { "cell_type": "code", "execution_count": 9, "metadata": {}, "outputs": [ { "data": { "text/plain": [ "target\n", "0 500\n", "1 271\n", "Name: count, dtype: int64" ] }, "execution_count": 9, "metadata": {}, "output_type": "execute_result" } ], "source": [ "df1['target'].value_counts()" ] }, { "cell_type": "code", "execution_count": 10, "metadata": {}, "outputs": [ { "data": { "text/plain": [ "target\n", "0 0.648508\n", "1 0.351492\n", "Name: proportion, dtype: float64" ] }, "execution_count": 10, "metadata": {}, "output_type": "execute_result" } ], "source": [ "df1['target'].value_counts(normalize=True)" ] }, { "cell_type": "code", "execution_count": 11, "metadata": {}, "outputs": [], "source": [ "#sns.barplot(x = df1['target'].value_counts().index, y = df1['target'].value_counts())\n", "#plt.tight_layout()" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "### 1.2. Plot a heatmap of the Pearson correlations between each pair of features (with annotations). Which pair of variables has the highest correlation? (1pt)" ] }, { "cell_type": "code", "execution_count": 12, "metadata": {}, "outputs": [ { "data": { "image/png": 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", "text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "plt.figure(figsize=(12,6))\n", "corr_matrix=df1.drop(columns=['target']).corr(method='pearson')\n", "sns.heatmap( corr_matrix, cmap = 'viridis', annot=True );" ] }, { "cell_type": "code", "execution_count": 13, "metadata": {}, "outputs": [ { "data": { "text/plain": [ "num_pregnancy num_pregnancy 1.0\n", "glucose_conc glucose_conc 1.0\n", "skin_fold skin_fold 1.0\n", "blood_pressure blood_pressure 1.0\n", "diabetes_pedigree diabetes_pedigree 1.0\n", "age age 1.0\n", "body_mass body_mass 1.0\n", "serum serum 1.0\n", "dtype: float64" ] }, "execution_count": 13, "metadata": {}, "output_type": "execute_result" } ], "source": [ "corr_abs = corr_matrix.abs().unstack().sort_values(ascending=False)\n", "num_diag_elems=corr_matrix.shape[0]\n", "corr_abs.iloc[:num_diag_elems] " ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "After sorting, the top values occur when the feature is correlated with itself; as such, the actual top values are available subsequently." ] }, { "cell_type": "code", "execution_count": 14, "metadata": {}, "outputs": [ { "data": { "text/plain": [ "num_pregnancy age 0.544751\n", "age num_pregnancy 0.544751\n", "serum skin_fold 0.435989\n", "skin_fold serum 0.435989\n", " body_mass 0.392147\n", "dtype: float64" ] }, "execution_count": 14, "metadata": {}, "output_type": "execute_result" } ], "source": [ "corr_abs.iloc[num_diag_elems:].head()" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "age and num_pregnancy" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "### 1.3. Split the data into train and test, leaving 20% for the test set. Make sure that the target distribution is the same in train and test set. Set the random_state to 0 (1pt)" ] }, { "cell_type": "code", "execution_count": 15, "metadata": {}, "outputs": [], "source": [ "from sklearn.model_selection import train_test_split\n", "\n", "X_train, X_test, y_train, y_test = train_test_split(df1.drop(columns=['target']), df1['target'], stratify= df1['target'],\n", " test_size=0.2, random_state=0)" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "### 1.4. Using pipeline with randomized search do data standardization, data balancing, and then apply XGBoost (6pts)\n", "\n", "- For data balancing test no data balancing, oversampling and SMOTE (with random state set to 0 for both).\n", "- For XGBoost, for learning rate sample uniformly from the interval between 0.03 and 0.1 (including 0.1), for the maximum tree depth, test the values from 4 to 7 (including 7), and for the number of iterations test the values from 300 to 900 (inclusive), in steps of 100.\n", "- Check in total 15 parameter combinations, set random state to 0, do 5 fold cross validation and use f1-score as the criterion for model selection and tuning.\n", "\n", "What are the best parameters found?" ] }, { "cell_type": "code", "execution_count": 16, "metadata": {}, "outputs": [], "source": [ "from lightgbm.sklearn import LGBMClassifier\n", "from xgboost import XGBClassifier\n", "from sklearn.preprocessing import StandardScaler\n", "from sklearn.preprocessing import MinMaxScaler\n", "from sklearn.compose import ColumnTransformer\n", "from sklearn.model_selection import RandomizedSearchCV\n", "import scipy.stats as sp\n", "from imblearn.pipeline import Pipeline\n", "from imblearn.over_sampling import RandomOverSampler\n", "from imblearn.over_sampling import SMOTE" ] }, { "cell_type": "code", "execution_count": 17, "metadata": { "scrolled": true }, "outputs": [ { "data": { "text/plain": [ "RandomizedSearchCV(cv=5,\n", " estimator=Pipeline(steps=[('scaler', StandardScaler()),\n", " ('sampling', RandomOverSampler()),\n", " ('classifier',\n", " XGBClassifier(base_score=None,\n", " booster=None,\n", " callbacks=None,\n", " colsample_bylevel=None,\n", " colsample_bynode=None,\n", " colsample_bytree=None,\n", " device=None,\n", " early_stopping_rounds=None,\n", " enable_categorical=False,\n", " eval_metric=None,\n", " feature_types=None,...\n", " random_state=None, ...))]),\n", " n_iter=15,\n", " param_distributions=[{'classifier__learning_rate': ,\n", " 'classifier__max_depth': range(4, 8),\n", " 'classifier__n_estimators': [300, 400,\n", " 500, 600,\n", " 700, 800,\n", " 900],\n", " 'sampling': [None,\n", " RandomOverSampler(random_state=0),\n", " SMOTE(random_state=0)]}],\n", " random_state=0, scoring='f1')" ] }, "execution_count": 17, "metadata": {}, "output_type": "execute_result" } ], "source": [ "pipe = Pipeline([\n", " ('scaler', StandardScaler()), \n", " ('sampling', RandomOverSampler()),\n", " ('classifier', XGBClassifier(use_label_encoder=False))\n", "])\n", "\n", "#############\n", "\n", "param_grid = [\n", " {'sampling': [None, RandomOverSampler(random_state=0), SMOTE(random_state=0)],\n", " 'classifier__n_estimators': [int(x) for x in np.linspace(start = 300, stop = 900, num = 7)],\n", " #n_estimators alias was used instead of num_iterations to avoid alias warnings.\n", " # range(300,1000,100) is also valid\n", " 'classifier__learning_rate': sp.uniform(loc=0.03, scale=0.07),\n", " # [loc, loc + scale].\n", " 'classifier__max_depth': range(4,8)\n", " }\n", "]\n", "\n", "#############\n", "\n", "random_xgb = RandomizedSearchCV(pipe, param_grid, cv = 5, scoring = 'f1', n_iter = 15, random_state=0)\n", "random_xgb.fit(X_train, y_train)" ] }, { "cell_type": "code", "execution_count": 18, "metadata": {}, "outputs": [ { "data": { "text/plain": [ "{'classifier__learning_rate': np.float64(0.08447097256648954),\n", " 'classifier__max_depth': 7,\n", " 'classifier__n_estimators': 300,\n", " 'sampling': SMOTE(random_state=0)}" ] }, "execution_count": 18, "metadata": {}, "output_type": "execute_result" } ], "source": [ "random_xgb.best_params_" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "### 1.5. Visualize the original training dataset using TSNE, coloring the classes in different colors and with 70 as the number of neighbors, and visualize the training dataset after employing the resampling method of the best estimator found in step 4, also with classes in different colors and 70 as the number of neighbors. Set the random state to 42 on both. If the best estimator did not employ any sampling method, use SMOTE (2pt)" ] }, { "cell_type": "code", "execution_count": 19, "metadata": {}, "outputs": [ { "data": { "text/plain": [ "SMOTE(random_state=0)" ] }, "execution_count": 19, "metadata": {}, "output_type": "execute_result" } ], "source": [ "best_estimator = random_xgb.best_estimator_\n", "best_estimator['sampling']" ] }, { "cell_type": "code", "execution_count": 20, "metadata": {}, "outputs": [ { "data": { "text/plain": [ "Text(0.5, 1.0, 'Resampled Training Set')" ] }, "execution_count": 20, "metadata": {}, "output_type": "execute_result" }, { "data": { "image/png": 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" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "X_resampled, y_resampled = best_estimator['sampling'].fit_resample(X_train, y_train)\n", "\n", "from sklearn.manifold import TSNE\n", "\n", "fig, axes = plt.subplots(1,2, figsize=(16,8), sharey=True)\n", "\n", "tsne = TSNE(perplexity = 70, random_state=42)\n", "X_tsne = tsne.fit_transform(X_train)\n", "\n", "axes[0].scatter(X_tsne[:,0], X_tsne[:,1], s=50, c=y_train, cmap = 'viridis')\n", "axes[0].set_title('Original Training Set')\n", "\n", "tsne1 = TSNE(perplexity = 70, random_state=42)\n", "X_tsne1 = tsne.fit_transform(X_resampled)\n", "\n", "axes[1].scatter(X_tsne1[:,0], X_tsne1[:,1], s=50, c=y_resampled, cmap = 'viridis')\n", "axes[1].set_title('Resampled Training Set')" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "Scaling was not mandatory for this question." ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "### 1.6. Check the recall of the best model found in step 4 on the test set (1pt)" ] }, { "cell_type": "code", "execution_count": 21, "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "Recall score is 0.5925925925925926\n" ] } ], "source": [ "from sklearn.metrics import recall_score\n", "\n", "y_pred = random_xgb.predict(X_test)\n", "\n", "print('Recall score is', recall_score(y_test, y_pred))" ] }, { "cell_type": "code", "execution_count": 22, "metadata": {}, "outputs": [], "source": [ "#random_xgb.score(X_test, y_test) this yields the f1-score" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "### 1.7. Check feature importance of the best model obtained in step 4 using permutation feature importance on the test set, permuting each feature 30 times and setting the random state to 42. What are the two most important features? (2pt)" ] }, { "cell_type": "code", "execution_count": 23, "metadata": {}, "outputs": [ { "data": { "image/png": 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"text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "from sklearn.inspection import permutation_importance\n", "\n", "perm = permutation_importance(random_xgb.best_estimator_, X_test, y_test, n_repeats=30, random_state=42) #scoring could be set as well.\n", "feat_import_perm = perm.importances_mean\n", "\n", "fig, ax = plt.subplots(figsize=(15, 5), dpi=200)\n", "ax.bar(range(len(feat_import_perm)), feat_import_perm, align=\"center\")\n", "ax.set(xticks=range(len(feat_import_perm)), xticklabels=X_train.columns)\n", " \n", "plt.setp(ax.get_xticklabels(), rotation=45, ha = 'right')\n", "plt.show()" ] }, { "cell_type": "code", "execution_count": 24, "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", "
variableimportance
1glucose_conc0.145806
5body_mass0.048602
\n", "
" ], "text/plain": [ " variable importance\n", "1 glucose_conc 0.145806\n", "5 body_mass 0.048602" ] }, "execution_count": 24, "metadata": {}, "output_type": "execute_result" } ], "source": [ "pd.DataFrame(zip(X_train.columns, perm.importances_mean), columns=['variable','importance']).sort_values(by='importance', ascending=False).head(2)" ] }, { "cell_type": "code", "execution_count": 25, "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "The two most important features are glucose_conc and body_mass.\n" ] } ], "source": [ "ind = (pd.Series(feat_import_perm)).nlargest(2).index\n", "top2 = df1.drop(columns=['target']).columns[ind]\n", "\n", "print(f\"The two most important features are {top2[0]} and {top2[1]}.\")" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "### 1.8. With the test set, for the two most important features found in step 7, plot partial dependence plot separately for each feature. Explain how the feature impacts the average predicted target value. \n", "\n", "### Plot partial dependence interactive plot for these two features. Approximately for what ranges of values of these features is the lowest average predicted probability of being tested positive for diabetes? (4pt)" ] }, { "cell_type": "code", "execution_count": 26, "metadata": {}, "outputs": [], "source": [ "from pdpbox import pdp" ] }, { "cell_type": "code", "execution_count": 27, "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "obtain pred_func from the provided model.\n" ] }, { "name": "stderr", "output_type": "stream", "text": [ "100%|█████████████████████████████████████████████████████████████████████████████████| 10/10 [00:00<00:00, 105.29it/s]\n" ] }, { "data": { "text/plain": [ "(
,\n", " {'title_axes': ,\n", " 'line_axes': [],\n", " 'dist_axes': []})" ] }, "execution_count": 27, "metadata": {}, "output_type": "execute_result" }, { "data": { "image/png": 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"text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "Xy_test=X_test.copy()\n", "features=X_test.columns\n", "Xy_test['target'] = y_test\n", "\n", "pdp_res = pdp.PDPIsolate(model=random_xgb.best_estimator_, df=Xy_test, feature=\"glucose_conc\", \n", " feature_name=\"glucose_conc\", model_features=features, n_classes=2)\n", "pdp_res.plot(center=False, plot_lines=False, plot_pts_dist=True, engine='matplotlib')" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "The number of data points present is arguably scarce for \"glucose_conc\" values below 75, which tends to culminate in inferences in those spaces not being the most robust; however, above roughly 80, it seems that higher values of \"glucose_conc\" are associated with higher average prediction probabilities for testing positive for diabetes." ] }, { "cell_type": "code", "execution_count": 28, "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "obtain pred_func from the provided model.\n" ] }, { "name": "stderr", "output_type": "stream", "text": [ "100%|█████████████████████████████████████████████████████████████████████████████████| 10/10 [00:00<00:00, 100.13it/s]\n" ] }, { "data": { "text/plain": [ "(
,\n", " {'title_axes': ,\n", " 'line_axes': [],\n", " 'dist_axes': []})" ] }, "execution_count": 28, "metadata": {}, "output_type": "execute_result" }, { "data": { "image/png": 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"text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "Xy_test=X_test.copy()\n", "features=X_test.columns\n", "Xy_test['target'] = y_test\n", "\n", "pdp_res = pdp.PDPIsolate(model=random_xgb.best_estimator_, df=Xy_test, feature=\"body_mass\", \n", " feature_name=\"body_mass\", model_features=features, n_classes=2)\n", "pdp_res.plot(center=False, plot_lines=False, plot_pts_dist=True, engine='matplotlib')" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "Although that were eminently few low and high body_mass instances, the overall trend appears to be lower average prediction probabilities until body_mass reaches roughly the value of 25, after which the average predictions begin to rise considerably. " ] }, { "cell_type": "code", "execution_count": 29, "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "obtain pred_func from the provided model.\n" ] }, { "name": "stderr", "output_type": "stream", "text": [ "100%|█████████████████████████████████████████████████████████████████████████████████| 10/10 [00:00<00:00, 105.04it/s]\n" ] }, { "name": "stdout", "output_type": "stream", "text": [ "obtain pred_func from the provided model.\n" ] }, { "name": "stderr", "output_type": "stream", "text": [ "100%|█████████████████████████████████████████████████████████████████████████████████| 10/10 [00:00<00:00, 105.26it/s]\n" ] }, { "name": "stdout", "output_type": "stream", "text": [ "obtain pred_func from the provided model.\n" ] }, { "name": "stderr", "output_type": "stream", "text": [ "100%|███████████████████████████████████████████████████████████████████████████████| 100/100 [00:00<00:00, 105.87it/s]\n" ] }, { "data": { "image/png": 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6p8kfDGlVRaOWlrm0vKxRbm6SAgAAADpV6wnonaXl+nRllaYPTteMwelyWOO77bB/ZrIuPnCYTpnWX+8uLNXHS8vl4Twcu7CqRp+e/ma9Xv1hkw4dl6cj9ixQWpIlrrEDc1L0h5Mm6bxDx+ilr1br9W/XqbGJcHwAAAAAQM/7yxsLlZ1q037jC9t8fcLoAbrl0l/opofeUIib8QAAu4jMzEw98sgjev755/Xmm2+qurq6VR+LxaLp06froosuUkFBQaf7nDRpkjZv3qylS5eqpKSkw74mk0mTJk3Sscceq3322afLx7EjGcJh/uUH+opb5qzs7SkA6Ca3HT6it6fQp1W5+NAcAND3WUwGOWxGmYwdL3iXpGAorPJ6n6pd/h6YGYBtLCaDctOsSk+O74ZOSXJ5A1pUUq/i+qYdODMAAAB0t4wkiwrT7OrntCvVHv/5X3tC4bDWV3u0tLRBRWUu1Xq4ZgkAAADEw2I0aPKANO07NEMZydaExjZ6A/pwSZneXViqOg+fqWDXZzEZtN+oHP1iYqHy0+wJjW1s8uv1b9fppa/WqJLPNAAAAAAAPcxqNuov5++jCUOy2u3zygfz9cB/PurBWQF939fPXdvbU+hTZp5xd29PAW3g97RzwWBQS5YsUXFxsWpqapSUlKScnByNHz9eTqezS/usqanR6tWrVVFRofr6evl8PtlsNqWkpKhfv34aNWqU7PbEriP3NEIpgD6EUApg10EoRccIpQAA7EwcVqNsFoMMhs7DKdzeoIprvPIGQj0wMwDb2C1G5afb5LDF//TsykafFpXUqdrNjc8AAAA7m1SbWQVOuwqddmU5ElsE157iuiYVlbq0tMylsgZvt+wTAAAA2JUZDdK4glTtOzRThQkutvcHQ/p8eYXeXlCikjoW22PXZzBI04dk6phJhRqWm5LQWH8gpDk/btTzX6zS+nLXDpohAAAAAACtpSZZ9I9LZmlwXmq7ff72/Gd69q3venBWQN/GYv9YhFL0TfyeoqsIpQD6EEIpgF0HoRQdI5QCALCzMRslh90ks7HzYIpQOKzKBr8q633iDTfQs1LsJuWn2WSzGOMes6nWo8Wl9Wr0BXfgzAAAALCj2M1GFTrtKkyzKyfFJmMcgYKdqXb7tgRUlLq0ocbDezsAAACgE8OzkzVrWKaGZTsSGhcKh/X92mq98VOxVpc37qDZAX3L2H5OHTOxUBMHpic89ovFJXr285VavL6m+ycGAAAAAEAb8tKT9Phls5XtbD+U9Pa/va33v1rSg7MC+i4W+8cilKJv4vcUXUUoBdCHEEoB7DoIpegYoRQAgJ1VktWoJItBhjgWOTX5QyquaZLHF+qBmQFoLsNhVq7TKrMpvnCKUCis1VWNWlbeIF+QS2UAAAA7K4vRoHynXYVOu/JTbXGfD3bE5Q1oefmWgIrVlW4FQpwvAgAAAO0pTLNp1tBMjS1ITTgwbsnmer25oFgLNtTumMkBfcygrGQdM7FQew/PkimOYPzmNlS4VOPyqrHJL1eTXy5PYMv/m/xqbAqoweNv/ZrHryY/Ad0AAAAAgMQNL3Dq0Yv2VUqSpc3XA4Ggrrn3f5q3aF3PTgzog1jsH4tQir6J31N0FaEUQB9CKAWw6yCUomOEUgAAdmYmo+SwmWQxdX5zWDgcVnWjX+V1PrFuCehZRoOUlWpVdopFxjhv5vQFQ1pe7tKqShd/swAAADs5o0HKTbGp0GlXQZpddrNpu/fpDYS0sqJRRaUNWl7eqKYAIYQAAABAWzKTLZo5NEOT+6fJkmBY3PqqRr35U4nmrq5SkAu12A3kpNp09IQCHTA6RzbL9r937UggGFJjUzTAwuXxy9UU2BJg4dm6rSkg19ZQi4atIReuZq8HCPcGAAAAgN3S5GHZeuA3e8tibvtaj9vj1aV/fF4r1pX18MyAvoXF/rEIpeib+D1FVxFKAfQhhFIAuw5CKTpGKAUAYFdgtxiUbDXKEMeTvvyBkIprvXI18fQhoKeZjQblplmVnmyO6+9Vkhp9AS0pbdDGWs8Onh0AAAB6SlayVYVpdhU67Uqxmbd7f8FQWGur3Coqc6mozKX6Jq55AgAAAC05rCbNGJyu6YMylGxNbLF9RYNX7/xcok+KyuUlEA67gVS7WYeNy9Nh4/LlbOfJs31Bky/QIsgiGnLR2ORXg2fra81f90Rfb/QGxF3LAAAAALBzOnhiP912xtR2X6+qdemiW59RcXldD84K6FtY7B+LUIq+id9TdBWhFEAfQigFsOsglKJjhFIAAHYVRoPksBllbSf5uaU6t18ltT6e7AX0ApvZqLx0q1Lt8S9ArHH7tKikXhWNvh04MwAAAPQ0p92sQueWgIqMZGu37HNTrUdFpS4tLXOpwsX5IwAAANCc1WTQlAHpmjk0Q+kJLrZ3NQU0Z3Gp3l9cqnoP9xpg12czG7X/6BwdPaFAuU57b0+n24VCYbm9zYMsAmrw+LcGWUQDLLaFWLg80b7bQi68fh4EAAAAAAC95bTZw/Tbo8e1+/qGkmpddOszqmvggVDYPbHYPxahFH0Tv6foKkIpgD6EUApg10EoRccIpQAA7GqsZoMcNqOMBkOnfQPBsErrvKpz8+8h0BscNpPy0qxKSuCpfCX1TVpUUq8GL3+3AAAAu5pki0kFTrsK0+zKdljjel/XmQqXT0VlDVpa6tLm2ibxYSwAAACwhdEg7Vno1L5DM5XvtCU01hcI6dNl5Xp7QYnKG7w7aIZA32E0SDOGZenYSYUanO3o7en0KYFgqFWQRWOTXw1bQy6aB1hsC7lobL6tyc9DBAAAAABgO/z26LE6bfbwdl9fsrJYv/3T8/L6uN8Oux8W+8cilKJv4vcUXUUoBdCHEEoB7DoIpegYoRQAgF2RQZLDZpTNYoyrv6spoOIar/xB3pYDvSEt2aw8p1UWc3x/s+FwWOuq3Vpa1qCmQGgHzw4AAAC9wWoyKN9pV6HTrrxUm8zG+M4VO9LQFFBRmUtFZQ1aU+kWbwEBAACALUbmODRrWKaGZCUnNC4UCuvb1VV6c0Gx1la6d9DsgL5lz/5pOmZSocb3T+vtqewyPL6AGpsCzcItYoMsIoEXMa/5I2M8voC4+xoAAADA7spgkG47Y6oOmtCv3T5fzV+p6x98jVBA7HZY7B+LUIq+id9TdBWhFEAfQigFsOsglKJjhFIAAHZlFpNBDptRJmPnT9cNhcIqr/epyuXvgZkBaMkgKSvVouxUa1x/s9KWp2+tqHBpRWUjH5gBAADswkwGg/JSbSpw2lXgtMsWZ5hZR5r8Qa0ob9TSMpdWVjTKS9gZAAAAoP7pds0amqkx+SkyGuK7TrvNwo21enNBiRZtqttBswP6lvw0u0bmpSjFblay1aRk65b/O2xmJVlNka+Tt35tNm3/e1m0LRQKq9EbiIRVbAms8MvlaRlkEdi6vVnIxdYxPq4LAAAAANiJWUxGPXDeDE0eltNunzc+WaB7nni/B2cF9D4W+8cilKJv4vcUXUUoBdCHEEoB7DoIpegYoRQAgN1BstUou8UgQxw3ULp9QRXXeOX1c+MR0BtMRinHaVWmwxLX36wkefxBLS1r0Ppqt7i4BgAAsGszSMp2WFWYtiWgwmE1b/c+A8GQVle5VVTq0rJyl1ze4PZPFAAAANiJZTssmjk0U5P6ORNeSL+2olFvLijWt6urRJYwEGU1G7cEVVhNSra1DLIwKanZ18lWs5JtpkifbWOw4/gCQTXGBFVEQy4aI8EWW0ItGpr8amwKqMETfa2xKUCAOgAAAIBelWI369GL99XwgrR2+zzx8pf692vf9OCsgN7FYv9YhFL0TfyeoqsIpQD6EEIpdi9Wk0EWk1FuX5AFTLsgQik6RigFAGB3YTZKDptJZlPni9zD4bAqG/yqqPdxfgj0EqvZoLw0m5xJ8d9kWd/k16KSepU2eHfgzAAAANCXpNnN6peWpEKnXWlJlu3eXygc1saaJhWVNaio1KUqt78bZgkAAADsnFJsJu09OEPTB6XLbjElNLasvklvLyjRZ8sr5AsQBA5sL4Mk+7ZQC6t5a5BF9OvkFmEXW4IsosEXyVaTbAn+HSMxbu+WIIstQRVbAy62hlo0bAu0aP761tCLbaEWbi/3cAEAAADYPtlOux67dJbyM5Lb7XPX4+/p7c8W9uCsgN7DYv9YhFL0TfyeoqsIpQD6EEIpdn05Dqv2GZKu4dkOpdi2fOAWDkvVbr+Wlbv03fpaNfA0tF0CoRQdI5QCALC7SbIYlGQ1ymDoPJzC6w+puKZJbh83SwK9JdlqVF6aTcm2+G+ULHd5taikXrUeFhACAADsThxWkwqddhWm2ZWVbI3rfV9nyhq8Kip1aWlZg4rrCD8DAADA7slmNmrqwDTNHJIhpz2xMLh6j19zFpXq/cVlcrHgGuhVJqMhElDh2BZgYTO33rYtyMJmksNqVpLVtDX4wiyTcfvfa6NtwVB4a2DFlpCKSICFZ0uIRWOTXw2RkIstfVwtXicECAAAAMCQvFT97eJ95Uy2tvl6IBjSH+5/RXMXrOnhmQE9j8X+sQil6Jv4PUVXEUoB9CGEUux88lNtGp6drIxky9ZwCZ+Wlze2+RSzvQel6+BRWTJ2cEOqPxjWJyur9O362h04a/QEQik6RigFAGB3ZDJIDrtJFlN8N01Vu/wqq/MqxLt2oNc4k0zKS7PJajbGPWZ9jVtLShvk8RM4CAAAsLuxmYwq2BpQkZti65ZFM3Uev5aWuVRU6tK6ajfvEQEAALDbMRkNmlCYqn2HZSo3xZbQ2CZ/UJ8Uleudn0tU6fLtoBkC2NFsZqOSbdHgCkezUItkq3lrkEX06+Q2vsaO4/UHtwZbBOTaGmrR0DLkYutrrm0BGFtDLVxbAy+43gEAAADs/CYMztSD5+8jm6XtB0E1ef367R3Pa+nqkh6eGdCzWOwfi1CKvonfU3QVoRRAH0Ioxc4jy2HRsWPzNCDD3ubrC4sb9NaScgW2floypb9TR4/NjXv/8zbU6b2iim6ZK3oHoRQdI5QCALA7s1kMcliNcT091x8IqaTWq4YmFrcDvcUgKSPFopxUq8xxhsoEQ2GtqnRpeblLfu6iAwAA2C2ZjQblpdpU6LQr32mX1RR/0Fl73L6glpe7VFTm0sqKRvmDnGsCAABg92GQNCrXoVnDsjQoMymhscFQWN+sqtSbP5VoQ7V7x0wQQJ9lMEjJFpOSm4dZ2MxbgyxitztsZiVtDbJwNAu1SCTAHIlze6MBFi2DLJqHXLia/JFwi+ahFx4fn6cDAAAAfcH+4wr0x7P2krGd8P6aercuuvUZbSqt6eGZAT2Hxf6xCKXom/g9RVcRSgH0IYRS7BxG5Th0wp55nX7QVFzn1dM/bJbBIF2535BWT8SucfvV6AsqyWJSlsPSavycZRX6bn1dt84dPYdQio4RSgEA2N0ZDZLDZoz75qU6t18ltT4FWdwO9BqjQcpxWpWZYpExjlAZSfIGgioqc2lNdaO4AgcAALD7MhikHMeWgIrCNLuS2nk6UCL8wZBWVTSqqMylZWWNcvtZfAEAAIDdx8CMJM0alqkxeSkJj/1pQ63e+qlYS4rrd8DMAOyqzEaDkm0mOazmdoMsHDHbt/WLjmlvURa2XyAYioZWNG0LtwhsDbfYFmSxtb31a1fMa34FCP8EAAAAusWJ+wzRVcft2e7rm8trdeHNT6umnuBQ7JpY7B+LUIq+id9TdBWhFEAfQihF35fjsOqCfQbIHOcHRAs216vS5dPBo7Ij25aUuvTxikrVeKKL8h1Wk2YOydCMQenatrYpGArr0a82qMbj79ZjQM8glKJjhFIAALCF1WyQw2aMa4F7IBRWWa1XtW7+HQV6k8VkUK7TqvQ2wgXb4/IGtLi0XpvrmnbgzAAAALCzyEiyqDDNrkKnXU57/OeV7QmFw1pf7dHSUpeKyhpU6+F9IwAAAHYPOSlWzRqaqT37OeO+l2ebVWUuvbmgWPPWVhMqDKBH2C3GSFiFw2ZSktUsh61ZgEWzUAvHtmALmykScpFk3f6QS7TP6w+qwePfGmQRiIRVRIMtmodeBCJ9t/2/0Rvg3xMAAABgq4uO2EO/PKD9NTXL1pbqt398Xu4mXw/OCugZLPaPRShF38TvKbqKUAqgDyGUou+7cO8BynfaIu3l5Y36cVO9qtw+WYwGFTjtmjEoXbmp1kifBm9AqTazJOnrtTX6aEVVu/sflevQKRMLtO1z8p821evNJeU75mCwQxFK0TFCKQAAiDJISrYZZbcY4+rvagqouMYrP09qAXqV3WJUfppVDrs57jFVjT4tLKlTtZvwQQAAAGyRajOrwLkloCLLYe18QByK65pUVOZSUalLpQ3ebtknAAAA0Jc57WbtMyRDew1Ml80c3+ct25TUevT2zyX6fHkFn70A6NOMBinJapIjElaxNczCtnVbi2CLLeEXW8IsHFu3WUyJ1UgkJhpkEQ2w2LItEBNg0V7Ihdcf7O1DAAAAALrNjadO1hFTBrT7+rc/r9Hv73tFwWCoB2cF7Hgs9o9FKEXfxO8puopQCqAPIZSibxuZ49Dpkwsi7XeWVuiHjXWt+hkN0qkTCzQy1xGzfXNdk574dlOn32f20AwdMCJLkuQPhvXnj1crRKXe6RBK0TFCKQAAaM1iMshhM8oUx5O8QqGwyut9qnKxsB3obSl2k/LSbHEHy0jSplqPlpTWy+XjxjIAAABE2c3GLQEVaXblOmwyJvik57ZUu30qKnWpqMyl9dUe8XEDAAAAdmV2s1HTBqVr78EZSk0gUFiSat0+vbeoVB8uLlMj124B7KIsJsOWMItOgiy2hV1Egi8iQRgmGQ3bf70CbQsEQ62CLLZ9HQ2w8KvB0zLkIhAJxAhysykAAAD6CLPJoHvPnaFpI3Pb7fPeF4t0xz/e7cFZATsei/1jEUrRN/F7iq5K7JMXANiNjStIiXz9c3FDm4EUkhQKS68uLNP/zR6kZKspsn3uutq4vs8362o1Y3CGkixGWUwG9Uuza2Nt03bNHQAAAH2fPxhWrTuoZKtRdotBhg5u5jEaDcpPtykt2aziGq+a/CRFA73F1RSUq8mtDIdZOU5rXE+Y6p+epMI0u9ZUNaqozCUfae8AAACQ1BQIaW21W2ur3bIYDcpz2lXotCs/1dblJ5lmJls1c2imZg7NVKM3oGXljVpa2qDVlW4FWKQAAMBOySDJYTMpzW6R026W025Wmt0sZ9KWdjAUVmm9Vz9srFVVI8HG2L00BUL6YnW1vllbo4n9nNp3aKayU6xxjU1Ptur06QN13KR++nhpmd5ZWKrqRt8OnjEA9Cx/MKw6j191nq6dIxgk2S2mVqEVDlvz4Iqt26wmJdnMcmwLvtj6ut1i6vT77K7MJqPSHTalO2xd3keTLxATUrElyCIQDbBoGXLRou32BsTjLgEAANAdAsGwbnj6ez1y0UyN6pfeZp8jZo9XeXWDHn/py56dHAAA6BJCKQAgTv3S7JGv562v7bCvNxjS9xvrtN+wzMi29TWeuL5PIBTWmiq3xuZvCcHIclgJpQAAANiNuH0h+QJbbio2mzp+ykyS1aShuUmqbPCrot7HE2+BXlTTGFCdO6CsVKuyUyydPtXaaDBoeHaKBmUka1m5S6sqXWJNIAAAALbxh8LaVOvRplqPjAYpN8WmQqddBU57lxdvOGxmTRmQpikD0uQLhLSyolFLy1xaXuZSU4CgNAAA+gKTQUq1m+VsGTixdVua3axUu1mmTq49jchxaObQDBWVuvTF6mptruOeA+xeAqGwfthYp/kb6zQmP0Wzh2Wqf3pSXGOTrCYdPbFQh4/P11crq/TmgmJtjvOeHwDY1YUlefxBefxBVTV2bR8mo2FrSMW2cAtzJLRiS7hFNNgiNvjCHBlj7mJ45+7AbjXLbjUr22nvvHMbQqGwGr0BNTb5o0EWTX65PFu3bQ25cEUCLra8tiX8YssYH9eZAAAAsJXbG9DVT36rxy6bpcJMR5t9zjluH1VUu/TaRz/18OwAAECiCKUAgDg5bdGSWe7q/EkIy8sbY0Ip3L5g3N+rtlkSucPCBygAAAC7m0BIqvMElWQxKMlqlMHQ/g3GBoNBOU6rnElmFdc0ye3jBg+gt4TCUkW9TzUuv3KdVqU7zB3+/UqSxWTU+AKnhmUla0lpgzbUcnMzAAAAYoXCUmmDV6UNXmlznbKSrSpMs6vQaVeKrWsf91rNRo0tSNXYglQFQ2Gtq3ZraalLRWUu1TcFuvkIAACAJFmMhi3hEknRgIlo8MSWEAqHzSRjJ9eT4mU0GCL/3q+pbNQXq6u1qtLdLfsGdhZhSUtLXVpa6tKQzCTtOyxTo3JT4hprNhm1/+gc7T86R/PX1eiNn4q1vLRhx04YAHYDwVBYDU0BNWzH9Qer2RgJqHA0C7VoHWTRfsAF2mY0GpSaZFFqkkX5GV3bhz8Q2hJWsTXAIjbcwi9XU0CuyLZApO+2kIvGpoCCpPkDAADsMqpdXv3uyW/190v2VbrD1mafq351iKpqXfrih5U9PDsAAJAIrqoBQLwSvO+jsjE2uMJmNsrjj2+BYPNvxaV1AACA3ZfHH5Y3EFSK3SSLqeMTUpvFqCG5yap2+VVW5xX3aAC9JxAKq7jWqyqXX3lpVqUmdX4JLtlq1l4DMzQ8x6FFJfWqiCMMEQAAALunKrdPVW6fFpXUy2kzRwIqMpKtXdqfyWjQsGyHhmU79ItxedpU61FRqUtLy1yclwIAECeb2RgJmUhLsshp2xY+EQ2cSLaaem1+Q7MdGprtUHFdk75aU63FJQ1cQ8ZuZ221R2urNysv1aZZQzM0vtApkzG+m4GmDM7QlMEZWl7SoDcXFGv+uhru5wGAXuQLhOQLhFTr9nfeuQ0GSXarSY5tYRY2UyTYwtHs621BFo4WoRbJVpNslt47t+vrLGajMlJsykhpe8FhPNzeQDS0YmtYxZbACr9cnpZBFlv6NjQLunB7CV0FAADoSzZUuPT7f3+nv16wj+zW1vfSGY0G3XrZL3T5nS9q0YrNvTBDAAAQD0IpACBObl9QTvuWspmXatXmOm+H/QPBsGo9fqXazDIZDcpJsWpDTVNc3ysvNXoxvtEX7PqkAQAAsNMLhaV6T1A2s0HJNmOnT8nLTLEoNcmkkhqvGpo4lwR6kzcQ0oaqJjlsJuWlWZUUx8KDjCSrZg/NVml9kxaV1KueG6YAAADQgXpvQPXlLi0rdynJYlKhc0tARXaKtctPWe+fnqT+6Uk6ZHSOKl0+FZW5tLS0QZtqm1h4BwDYLSVbTdHACbtlS9iEzay0raETTrtFNrOxt6cZl8I0u06ZVKiDR/n09Zoa/bixTn7SKbCbKWvw6n8/l+qjFZXaZ0iGpg5IlzXOv+FRBam6pmCUNtd49OaCYn21olIB/oYAYKcTluTxBeXxBSV1LZDTZDREAioctmhYRfLWr2O2tQi+2PZ6vOFIu6Nkm1nJNrNy0ro2PhgKbw2o8KuxKRATYOGKhFdsC7YINAu9CETCLXyB+B5CBwAAgPgs2VCjW56brzvPntbmubDNatE9V5+oi259VuuLq3phhgAAoDOGcDjMpyJAH3HLnJW9PQV04LRJBRqV65AkLdhcrzcWl8c9NsVqUiAUVlMcF6mddrMunz0ocrPoP77ZoLIGnkS2s7nt8BG9PYU+rcrFwjoAALrCaJAcNmPcN0fWuQMqrfVyQyTQR6Qlm5XrtMb9NxwOh7Wu2q2lZQ1xvZ8EAAAAtrGYDCpItaswza68VJvMxu1fKNvQFNCyMpeWljVoTZVHQd5rAgB2ckaDlGLbFixh3ho8YYl+vTV8wmzaOQInusLlDejbdTX6bn2tPH6uP2H3lGQxavqgDO09OF0OW2LP+Kp2+fTuohJ9tKRcHj9B4QCAxNjMxriCLBxWs5KsJjls0VCL5K1fY8fxBYJtBFkEmoVZbGk3NvkjQRbb+rqa/HJ7A1w/AwAAaMMx0wfp2hMntvt6aUWdLrzlGVXWunpuUkA3+vq5a3t7Cn3KzDPu7u0poA38nqKrCKUA+hBCKfq2/2fvv8PjOM9z8f+etjPb0RYAwQqCJCCJalSzRFIiZdnWcdzS7NiJE58kJ7KtlOPYjvM7/jlyiROnOHGc2LFj5+ScWHLikpNYJiVZlixbVAcpghXsJAACu4uyvczs7Mx8/wAIAiTK7hJlAdyf6+KlnZ2CB7oGwOzM+9zvtjUBvP2GxvHl/zoSxaGB9Jx+DVEAfu221WitdwMAsoaFv/7p+Tn9GrQwGEoxM4ZSEBERXRuXLMDrEiGWMHOKZTuIJAwkcvz7S1QNBAD1fgUNflfJsx8VbRunhrI4NZThwCUiIiIiKpskCGj0q2gJaFgVUKHK0jUfUzctnBrKojuSwamhLAyGqBERUZWRRAGBscCJoPtS8IQyFjwx+s+vyeOTRSxVlu1ANy3kTAt504JetNHkUxF0K2Udxyja2N+bwEvn40jqvJdMK5MiCrh1bRA7NtaizuMqa9+cUcTTx6J48kgEiZw5TxUSERFNJgiAR7kcanEp4MI7RbDF5dfyWLjF6OtSw/SpMjnjckjFlUEW44EXY+suh1sUEY7loDPwioiIiJax33pTO37zTR3Trj/dM4iHP/sYsnlO8EtLD5v9J2MoRXXieUqVYigFURVhKEV1k0UB//PeDfCqlwdrvn4xhX3nYkjkr31QRp1HwTu2NmJ9rXv8vZ+eieFnZ2PXfGxaeAylmBlDKYiIiK6dAMCjitCU0gaJZPQiwnEDBYu3AYiqgSQCIb8LdT4FQonND7pp4Xg0jQuxHPiTTERERESVEADUe11oCWhoCWrwzsGMmkXbwbnhLLqjGXRHM8gYHDBPRETzyyUJkwMm3FcHTvjUpT9rdNGykTct5E37cujE2H9zY+8XrKmDoZr9KraEfAj51LK+pmU7ONQ/Og5iKMMB37QyiQJwfbMf97bVoSWolbWvadl4/uQQfngojHBCn6cKiYiI5o4sCvCoEryuycEWV772TnxvLODi0j6lTKZB5SlaNjpPD2FPZw9ePB6FOc11PxEREdFS9se/dAvefuf6adcfONaDj/7F92AW+eyRlhY2+0/GUIrqxPOUKsVQCqIqwlCK6tce8uJXtq266v1ouoCfnY2hO5op63iiANyyOoCORi82NXgxsQ8pkTfxjy/2smlwiWIoxcwYSkFERDR3FEmAVxUhlTDQw3YcDCYLGMlwli6iauGSBTQFVAQ8pTdKpHQTR8IpRNLGPFZGRERERCtBUJPREnSjJaChpswZ1adiOw4uJnQcj2TQHUljhLNEExFRmdyKeFXARHAsdOLSsluRZj9QlTOK9njAxKWQCd20JwROWCja1z5WoM6jYEvIh9VB9+wbX6E7ksbz52Loi7OxnlautnoPdrbVYVPIW9Z+tuNg//k4fnBwAGcGyxtLREREtNSosjg5tGKqIItL700ItbgUcOF2Lf3r+/mUyBp4+vWL2NPZi7OR1GKXQ0RERDRnJFHAF37jTtxzXfO02zz94nF89qs/BLtfaSlhs/9kDKWoTjxPqVIMpSCqIgylWBruWh/Egx2hq97/f4ejOBJOl3UsUQD+/2/ahCsnxS0Ubfzfzn4MpNhgtFQxlGJmDKUgIiKaex6XCE0RIFx5cTmFfMHCQNyAbnI2DaJq4XaJaA6q8KilD7oazBg4Ek4hkWejHxERERFdO69LQktAw6qAhgavq6TPl7OJpg10RzM4HkljIMlnHkREK5kAwKtKoyETEwImgpqMgPvysksSF7vUa+I4DvTiaLjEaOiEPR4ycTmEwoa1wMO1/KqMLSEf1tW4y57J+kIsh31nYzg1mAUHmdFKtSqgYmdbHbau8kMs8zr5+EAKPzg4gK7exPwUR0REtMSJAuAeC6jwqmOhFS5pLLhCHguyuBxscSnwwj3htbLEP0eU6sTFBPZ09uCZrn6k+YyYiIiIlgFNkfD3D23H9etqp93m23tew1e+/dwCVkV0bdjsPxlDKaoTz1OqFEMpiKoIQymWjk0NHrzthkYEtcsz2f7ji70YzBTKPtZH7tuAwITjpI0ivnMwjH4OzlzSGEoxM4ZSEBERzQ9JBHyqBFmafUCk4zgYyZgYTBY4kJioigTcEhqDKlS59IFTvfEcjkXSyJnWPFZGRERERCuJKoloDqhYHXSj0adCKrN5dSrJvInuaAbdkQzOx3KYg8nfiYioSojCaOhBwD1F4ISmIKjJ8GvynPw9WUy244yHSlwOmLAmhE7YyBetqp61z62I2NTgQ2udp+zGvWjawL6zMRweSPHvOK1YtW4F2zfW4ra1wbJ/hnpHcvhh1wBePDMCiz9EREREc0qRhNEwC3UsqOKKYItL4RUelwT3hNfjYReKVHZ422IyTAs/OxrG3s5eHDg7VNWfQYiIiIhmU+N14WsP78TaBt+023z5W8/iO0/uX8CqiCrHZv/JGEpRnXieUqUYSkFURRhKsbRIAnBDsx83tfjRElTxVz85X1Ez3wfuXI31tW7kChYO9qfw/NkYChZ/NS91DKWYGUMpiIiI5pemCPC4xJJmtTWKNgbiBnIGm9mJqoUAoNanIOR3lRQyAwCW7eDMcBYnB9MwOaCZiIiIiOaQJApo8qlYHdTQHNDmZAb7vGnhZDSD49EMzgxl+VyEiKiKKaIwHjIRcCtjQRPyhOAJBV5VgljCvchqZtnOFQET1ngARW5sWS/ai13mnFEkARvrvNjU4IWmSGXtm8iZePF8DPv7kjD5N5xWKI9Lwt0banDX+lp4XOX9DA2nDew9HMazxwdhLKPfK0REREuZgNFZuq8Osrj82jMWZOF1SXBPeH0pDKPc6+q5EonnsHd/L57Y34tIPL8oNRARERFdq9V1Hnzt4Z2o82vTbvMnX/4Bnn3lxAJWRVQZNvtPxlCK6sTzlCrFUAqiKsJQipVpXa2GouUgkjY4m8gywlCKmTGUgoiIaP6JAuDTJCglNrTHsyYiCV6TElUTUQBCARfqfErJjR1G0caJwTTOjmQ5Iw4RERERzTkBQMjnQkvAjZagBvccDLY3LRtnhnPojqRxYjCLXIGhiUREC0WVxUkhE0FNQcA9ebncZutqZFr2WMCENRYwMXk5b1orNlxBFIANtR5sDvngU+Wy9s0VLLxyIY5XLiSQM/n3m1YmlyTgtrVBbG+tQ41HKWvfjF7E08ciePJIBKk8x1AQEREtdZIowK1cCrK4HFbhccnj77ld8miQxcSwC5cE71jIhXyNYbD7Tw9h7/5e/PTIAAoMvyIiIqIlpmNNDf7+oe3wTHOfsmAW8Ydf+C4OdvctcGVE5WGz/2QMpahOPE+pUgylIKoiDKUgWj4YSjEzhlIQEREtHFUW4FHFkhraTctGOGEgnecAYqJqokgCGgMu1HhLH9ScMYo4GkmhP6nPY2VEREREtNLVuhW0BDS0BDUEtPKa8KZiOw56Ynl0RzPojmQQz5tzUCUR0crkcUlXB05oMoJuGf6xZVW+toanaqAXrw6Z0Mde58feLzKJd1YCgNVBDVsafah1u8rat2DZONCXxIvnYkiwsZ5WKFEAbmwJYOfGOjQH1LL2LRRt/PTkEPZ0DSCaMuapQiIiIloKFElAa4MX93WEcM+menhc5QXHXZLOm3im6yL2dPbixMXE3BZJRERENI/u2tKIv/zvd00b1pXO6vjwZx/Dub7hBa6MqHRs9p+MoRTViecpVYqhFERVhKEURMsHQylmxlAKIiKihSUKgFcV4SpxkHkqX0Q4bnCwNlGV0RQRTUEXfFrpg49GsgUcCacwkivMY2VERERERIBPldAScKMloKHeW14z63TCSR3d0QyORzOIsEGPiAjAaHiATx0Nl7gqcGJs2a/JUK5xht3F5jgO8qYNvWiNB06Mhk7YE0InLPAW5txr9KloD/nQ6C+vsd6yHRwJp7HvbAzRNP9u08q1OeTFzrY6bKz3lLWfbTt49VwMPzg4gPPD2XmqjoiIiJYKVRZx18Y67OpoxA2rAxUf52w4hb37e/Cj1y8ikeUzYyIiIqp+b71tLT75nm3Trh+KpfHQI99CdCS9gFURlY7N/pMxlKI68TylSjGUgqiKMJSCaPlgKMXMGEpBRES0OFySAK8qQhSFWbe1bAfRpIF4ln+3iaqNT5PQFHRBU6SS9+lP5nE0nEKmYM1jZUREREREozRZxKqAhpaghkavWtLn0NnEcwUcj2TQHc2gN55nEzIRLUuSKCCgjgVNuEfDJUaDJpTxwAmfKkOag9+ri8myHeimhZxpjYVO2MgXJi5b0E0b/FW/uGrcCtpDPqwOahCE8s65k4MZ7Dsbw4VYfp6qI6p+a2o07NhYh+ubfRDL/Bk6cjGJxw8O4PDF5DxVR0REREtJU0DFro4Q7msPod5XXnjcJUXLxgvHI9i7vxevnhyExZtrREREVMV+ffdmPPTfrp92/fmLw/jQZx5FOstwXKo+bPafjKEU1YnnKVWKoRREVYShFETLB0MpZsZQCiIiosUjAPCoIjSltJkSs4aFgbiOQpG3D4iqTa1XRijgKnnmU9txcG4ki+5oBgXLnufqiIiIiIhGyaKAZr+KlqAbzX615OvXmWSNIk4MZtEdSePMcA5FDqInoiXAJQkITAyYcMuTl8cCJ5a6omUjb44GTeRMC7ppjS2PhU6YNgzel1hSfC4Jm0M+rK/1lB2I0hfP4/mzMZyIZhgyQitWvVfBjtY63LImUPa18PmhLB7vGsArZ0cYykZEREQQBOCmNUHs7mjEHa21kCu8zzac0vHkgT48sb8XvUOZOa6SiIiIaG589F034RfuaZ12fVd3Hz7yhe+gYHKSJqoubPafjKEU1YnnKVWKoRREVYShFETLB0MpZsZQCiIiosUnSwJ8qljSIGLbcTCUKmA4bS5AZURUDlEA6v0uNPiUkmefNi0bJwczOD2c4UBmIiIiIlpQogCEfCpaAhpaAho0RbrmYxaKNk4PZ9EdyeDkYAZ5k43ORLTw3Ip4VcDE+PJY+IR7Dn7nLbZC0R4PmLj8zx4PnMibFoOCljFVFrGpwYu2em/ZjfWDGQMvnI3h0ECaMzLTiuVTJdy9oRZ3rq8p+2/CYErHnkNhPHdiCIUir3eJiIgI8Gsytm9uwO6OEDY0eCs+zqHzI9jb2YvnjgwgZ3BcJxEREVUPUQD+9P134r6tq6bd5rlXT+JPvvwD2GyPpSrCZv/JGEpRnXieUqUYSkFURRhKQbR8MJRiZgylICIiqh4elwhNESAIszez5wsWBuIGdDb4EFUdWRQQCrhQ65VL+nkGgFzBwrFoCr3x/DxXR0REREQ0tTqPgpaAG6uDGnyqfM3Hs2wHF2I5HI9kcCKaQVLnvWgiujYCAK8qXRU4EZwQOhFwy3BVODtttXAcB3rRhj4haCJnWhOWR9+zOMSIMHofamO9F5savGU31qd0Ey+ej2N/bxIGG+tphVJlEbevDeKe1loE3UpZ+6byJn50NIIfHY0izWtdIiIiGrOhwYPdHY3YsbkBPq2ye2w5o4ifHO7H3s5eHL4Qm+MKiYiIiCrjkkX83e/cg5s21E+7zfd/dAB/+3+fWcCqiGbGZv/JGEpRnXieUqUYSkFURRhKQbR8MJRiZgylICIiqi6SODpDlyzN3sjuOA5GMiYGUwXwjgJR9VFlEU1BF/zu0gcbJfImjoSTGMwU5rEyIiIiIqKZ+VUZLUENLQENdR7XnByzP6HjeDSN7kiG17tEdBVRGP3dE3DLCKgygm5lQuCEMhY6IUMSSwt/rFa24yBvWtBNe0LAxOWgibxpIV+0eK+PyiYKwLpaD7aEfPCXGS6VNy281pPAS+fjyBaseaqQqLpJAnDT6gB2bqxDo18ta1/dtPBc9yD2Ho5gKG3MU4VERES01CiSgNs31GF3Rwg3rg1CLHEygyv1DmWwt7MXT73eh+GUPsdVEhEREZUn4FHwjx/aiQ1N/mm3+eq//RSP/fDVBayKaHps9p+MoRTViecpVYqhFERVhKEURMsHQylmxlAKIiKi6qQpAjwuEUIJAxMKRRsDcQNZgwOGiaqRV5XQFHTB7Sp9tspISseRSAopzrBHRERERIvMrYhoCWhoCbjR4HNVPIB+ouFsAd2RDI5H07gY18GH5ETLmywKlwMm3AoCY+ETwbGgiYCmwKdKc/L7ZTFZ9mjgRM60oE8VNmFa0Iv2YpdJK0BLQEN7o6/sYCnTsvH6xRRePBdDLGfOU3VE1U0AsKXRi3vb6rC+zlPWvpbt4OUzI3i8awA9I7n5KZCIiIiWpHqfC/e1h7CrI4SmgFbRMSzbwasno9jb2YsXuiMoWryjRkRERIujqcaNf/rde9Eww3XNZ7+6Bz964dgCVkU0NTb7T8ZQiurE85QqxVAKoirCUIrqtr62spuy16onzpThpYihFDNjKAUREVH1EgXAp4pQZLGk7eNZE9GEAY49IKpOQY+MxoALrhJ/ph3HwYV4DscjaTatEBEREVFVUCQBq/waWoIamvwqZLG0a9uZpPUiTkQzOB7N4NxIDpbND7VES4kqi5cDJ8YCJkbDJy4ty/C65MUu85qZ1uVgidHQiSuXLRR4U46qTMjrwpZGH5r95Y2vsB0Hx8JpPH82hnDKmKfqiKrfulo3dm6sxXXN08/8OZ2u3gQe7xrAsf7UPFRGRERES5UA4PqWAHZ1hHDXxjqoSumTGkwUzxh4+uBF7OnswblIem6LJCIiIirB5lUBfOVDO+DVlCnXF4sWPvaX30fn0QsLWxjRFdjsPxlDKaoTz1OqFEMpiKoIQymq2yNv2bTgX9NxgM8+fWbBvy5dO4ZSzIyhFERERNVPlQV4VLGk2SJNy0YkYSCVtxagMiIqlwCg3q+gwe+CJJY2A2zRtnF6KItTQxkU2aBHRERERFVCFIAmv4qWgBurAipUubJB9BPppoVTQ1l0RzI4NZSFwXA2okXlUSQE3JcDJ4KaMh40Mfq+ArXE4MVqZhQt5CeETEz+N/o+P4/TUhbUZGwJ+bC2xg2hhHvME50ZymLf2RjOjuTmqTqi6hfyubBjYx1uXh2AXOI93UvODmbw+MEBvHo+Bo4MJSIiooncLgn3tNVj93UhbG4qPwTrku6+OPZ09uKZrovI6BwLSkRERAvntk0N+OJv3j3tpGu5vIEPf/bbON0zuMCVEV3GZv/JGEpRnXieUqUYSkFURRhKUd0WI5QCAD7zI4ZSLEUMpZgZQymIiIiWBkEAvKpY8kD/VL6IcMJAkTM0ElUlSQRCfhfqfErJzQC6aeF4NI0LsRz4k01ERERE1UQAUO91oSWgoSWoweuSr/mYRdvBueEcuqNpdEczyBgMXySaKwIAnzoWNOG+OnAiqMnwazIUaWkHTjiOA704VdjE5PeYN0ErhUeRsCXkw4Y6T8lhqZf0J3TsOxfDsXCa96VoxfKrMu5prcUd64LQypzVPJLU8cOuAfzs5BBMPrchIiKiK6ypdWNXRwj3tocQdE892/hsDNPCz44OYE9nL14/O8xALCIiIloQb7plNT79vtunXT+SyOChRx5FeCi5gFURXcZm/8kYSlGdeJ5SpRhKQVRFGEpR3W5u8ePN7Q3wuK591q1yMJRiaWIoxcwYSkFERLS0uCQBXlWEWMKgYct2EE0aiGf5956oWrkkAY1BFUFP6U17Kd3E0UgK4ZQxj5UREREREVUuqMloCbrREtBQU+FA+iv1xvPojmRwPJrGSNack2MSLUeSKCAwFjgR0GQE3KMhE4Gx0ImgJsOnymU3pFcb23ZGQyWKE4ImChOXLeimzeZ5oimokoi2Bi/a6r1wlRiCfMlwtoAXz8Vw8GIKRSa60AqlySLuXF+DuzfUwq+VF8aWyBXw1JEInj4aRbbA0DUiIiKaTBIF3LquBruvC+HWdbUVf3YPx3J44kAvntjfi0g8P8dVEhEREU323nvb8Ltv2zrt+t6BEXzwM48hmeZ1CS08NvtPxlCK6sTzlCrFUAqaMyMjIzh69ChisRjy+Txqa2vR1NSErVu3wuVyLXZ5SwJDKaqfX5Xw3m0tWBVQx9/LFiw8e2oE9jz9Oj00kJ6X49L8YijFzBhKQUREtPQIADyqCE0pbcBw1rAwENdRKPK2A1G1crtENAdVeNTSwxeHMgYOh1NI5NmQR0RERETVy6NIaAlqaAloaPC6IAjX3gg/mDbQHc3geCSDgaTOpnNaMRRJuCpgIuC+OnBiqSvaYwETpj0eMDH+rzi6zrDsxS6TaMmTRAGtdR5sbvCVPSFIWi/i5QtxvNaTgF7kzyOtTLIo4JbVAezYWIcGX3nj8XTTwjPHB/HEoTBGsoV5qpCIiIiWsqBbwb3tDdjd0YjVte6Kj9N5egh7O3vws6NhFHjtTkRERPPk99++Fe/Z2Tbt+qOn+/H7n/93GAX2rtDCYrP/ZAylqE48T6lSDKVY5t74xjdWtN9DDz2Ed7/73SVt++qrr+Jb3/oWuru7p1zv9Xpx//3347d+67fg9/srqmcufP3rX8d3v/vdSe99/OMfx4MPPrhIFV2NoRRLgyIK+LXbW7Buwg3Xly8k8PTJ4UWsiqoNQylmxlAKIiKipUuWBPhUsaTZMWzHwVCqgJG0yWYdoirmd0toCqhQSwydAYBwSkfetGDZDmzHge0AluPAHlu2HIy/nrxuiu3Glq2xbYmIiIiI5pJLErEqoKIl6EaTT614tseJknkT3dEMuiMZnI/leB1LS5YmiwheETARGAugGH1fhlspr2m8GhWKUwRNXBE+YfIHmWhBCQKwtsaN9pAPAU0pa1/dtNDZm8RL52NIG9Y8VUhU3QQA1zX7sHNjHdaW2TBatGy8eGYEP+waQF+Ms4USERHR1DY3+bC7I4R7NjXAXWag3CXpvIkfH7yIvft7ceJiYm4LJCIiohVPEIDPvO92vPHm1dNu88KB0/hff/ufsPgMgBYQm/0nYyhFdeJ5SpViKMUyN5+hFKZp4stf/jKeeOKJko5ZX1+PP/mTP8HWrVsrqulanDp1Cg8//DBse3LaKkMpqFIuScBvv2EtQhNmHfjW/gGcG8ktYlVUTRhKMTOGUhARES19HpcITRFKmm1WL1jojxvQTc6AQVStBAC1XgWhgAuydO1NetfickDFaEjFxMAK23EmB2FMeD1x3eRQjClCMsa3u/w1JoZkTDwuERERES0fkiigyaeiJahhlV+DSy49mG06edPCycEsjkfSODOURcHiRSQtPgGAxyWNhky4lQlhE5eCJ0ZDKObiZ2Cx6TMETVx6z+KwGKKqtiqgYkvIjwava/aNJyjaDrouJvHCuRiGs+Y8VUdU/TbUubGzrQ7tjb6y9z1wIY7HuwZwIpyeh8qIiIhoOVBlEXe11WF3RyOubwlUfJwz4ST2dvbi6YMXkcgW5rBCIiIiWslcsogv/tbd2NbWMO02P/hJF/7ymz9awKpopWOz/2QMpahOPE+pUgylWOYmhlLU1NTA4/GUtN973/tevPWtb51xm89//vP4yU9+Mr4siiLuvvtu3HTTTfB6vRgZGcErr7yC7u7u8W38fj++9KUvYcOGDeV9I9fAsix8+MMfxpkzZ65ax1AKuhb1XgW/c/dauKTRwVrJfBFfeaGHs+gQAIZSzIahFERERMuDJAI+VSqpgd1xHIxkTAymCuCdCKLqJQpAg9+Fer8CsYTQmZVgppAMa0LwxVVhFzamCcW4vHx1KMYUx7Ux6esTERER0dwQADT4XFgdcGNVQIOnwhkfJzItG2eHc+iOZtAdzSBX4OztNPdEAfCrE0Im3MpVgRN+TYYsLu3PdLbjjAVOTB00kTct5IsW7zMRLSP1HhfaG31YFdDK2s92HHRHM9h3NoaLCX2eqiOqfk1+F3ZsrMNNLQFIZV4HnIqk8YODAzhwIQ7+aSUiIqLpNAc13Ncewq72EOp85YXKXWIWbbzYHcGezl68dmqQs5YTERHRNfNpMr76oZ1oWzV9gNY3vrcP/+c/X1qMB49ZAAEAAElEQVTAqmglY7P/ZAylqE48T6lSDKVY5iaGUsxlAMPevXvxN3/zN+PLjY2N+NM//VO0tbVdte0zzzyDv/7rv4Zpjs5KsH79enzjG9+AJF37wK5S/Nu//Ru++c1vAgDWrVuH3t7e8XUMpaBrtbXZh1+8uXl8+fmzMTx3JraIFVG1YCjFzBhKQUREtLxoigCPS4RQQgN7oWhjIG4ga7Axh6iaKZKAxoALNV5lsUuhK0wMybAmBF9cGWZhXRl2MU1IhjVF2MaVQRwMySAiIqKVoMatoCWgYXVQQ0C79utg23HQG8vjeDSD7kgG8TxncKfZyaJwVcBEwD152adKSz5E0LKdKYImJgdQ6EV7scskokUSUGVsCfmwttZd9u+78yM5PH82htND2Xmqjqj6BTUZ97TW4vZ1NVBlsax9++N5/LBrAPtODaPIm39EREQ0DUEAbl5bg13tIdzRWgtZKu+a45LhlI4n9/di7/5e9A3zGp6IiIgqFwpq+PrD96Kpxj3tNn/+T09iz08PL2BVtFKx2X8yhlJUJ56nVCl5sQugpcc0TTz66KPjy4qi4M///M+xYcOGKbd/4IEHkM/n8aUvfQkA0NPTg6eeego/93M/N++1Xrx4Ef/6r/8KAKipqcFv/uZv4tOf/vS8f11aOY5GMrhldQ5tDR4AwN0bavFabxJZznxFRERERCuIbjooFC34VBHKLAMcXbKIDSE3ElkTkaQBi/0FRFXJtBz0xw2MZEw0BV3wabyNWC1EUYCI6mlAmxSEMSn4YpYgjLF1E4MwJq67HHxxdRDGdF+T4+SJiIjoWiTyJhJ5E8ejafhcElqCGloCbtR5lJJCGK8kCgI21Huwod6Dt17fiHBKR3ckg+5oBuGUMQ/fAVU7VRavCpwIajL8l5bdMryupf/Zy7TsKUMmJv4rWLx4J6LppYwi9l9M4Fg0jc0NXrTWeyCLpTW5tdZ70FrvQTipY9+5GI6G07xfQCtOUi/iye4h/PTMCO5aX4M3bKiFTy3tGmN1rRsf3N2Gd9+5Fk8eDuPHxweR5xgoIiIiuoLjAF29CXT1JuDXZGzf3ID7O0JY3+At6zgNAQ3vv38L3n//Fhw6P4I9nb147nA/rz+IiIiobENJHR/955fx1Q/tQMDjmnKbj//WWzCSyODlrnMLXB0REdHysfRHNNCC6+rqwuDg4Pjygw8+OG0gxSVve9vb8P3vfx8XL14EAHznO9+Z91AKx3HwN3/zNygUCgCAD33oQ/D7/fP6NWllevrkMD5Yvw6CMDqT7BvW1+DZ0yOLXRYRERER0YKyHSCl21BlBx5VnHUGuxqvAp8mIZwoIJUvLlCVRFQu3bTRM6zDp0loCrqgKdJil0RVRhIFSFUYknF1KMYVy/ZYwMWE4IuJIRkTgy9mCsm4dJwrQzIsx4HDphciIqIlK1OwcGooi1NDWWiyiFUBDS0BDY0+FaJY2bXPqoCGVQEN929pQDxnojuaRnckg554ns2yy4BHkRBwXwqbuBQ8oYy/Dmjysvg8ZRSnD5q49D5nVSeiuZI3LRwOp3BiMI2N9V5savBClUv7XboqqOHdt7bgTe0FvHAujtf7kjD5+4lWmLxp46dnYnjhXBzb1gSxY2Mt6rxTN2Vcqc7rwq/evR4/v201fnx8EE8eDiOeM+e5YiIiIlqK0noRTx2J4KkjEbQ2eLCroxE7tjSUHIp1yc2t9bi5tR4feeeNePZQP/Z29uJIT2yeqiYiIqLl6Hw0jT/+v6/hb3/7bqhTPJORJRGf+/134vc+/+/oPhtehAqJiIiWPoZSUNm6uromLd97772z7iMIAu677z489thjAID+/n6cO3cOGzdunI8SAQB79+7FoUOHAADbtm3DAw88cFXtRHNhMFPAc2dGsDqoAQC8rqU/oIyIiIiIqFJG0UHBsuB1iVCVmWevkyURa+s1pPNFDCQMFDlLJlHVyugWMnoePk2CT5UgiQIEYfSejzj2XwEYe2/sfVx+LQiYNayGaC5cCslQFruQMdOGZFwVinF1SMbEddaE4IuZ1k0MyZj0miEZREREFdOLNs7Hcjgfy0EWBTT7VbQE3Wj2q1Ck0mZtv1KtR8E9rXW4p7UO2UIRJ6NZHI9mcGYoy4b+KiMA8KkSApqCoHv6wIlKz4Vq4TgO9OKVYRNXh0/w9CSixVCwHJwYzOD0UBYb6tzYHPLB6yptyFutx4W3b23C/Zvr8cqFBF7piSNv2vNcMVF1KdoOXutNYH9fAtc3+7GzrW58jNNsPKqMd97agrfe1Ix9p4bxw64BDCT0ea6YiIiIlqrzwzmcf+ECHn25B3e01mFXRwg3rgmW9ZzYo8p4+53r8fY716N3KIO9nb146vU+DKd4DUJERESzO3R+BJ/99wP43K/eMWXQvFtz4a8+/kv44KcfxcVIfBEqJCIiWtoYSkFli0Qik5ZLDZa4cruXX3553kIphoeH8U//9E8AAJfLhY985CPz8nWILtl3jh9GiIiIiIgucRwgY9gwig58qjjrLLJ+t4xNqoTBZAGxLGfaIqpmo+EUVsX7XxlcIWA0rOLq92bfZjToYuKyMMV7GA/EmLgNQzJooVRtSMbYf8eDMKYIyRgPu5hlneVcDr+YuG7i12BIBhERLRdF28HFpI6LSR2iAIS8KlqCGlYFNLinmHGpFF6XjG1rg9i2NohC0cbp4Sy6IxmcHMywaXaeSQLgnyJgIuhWxoInZPhUGdIs9zWqnW07yBdnDpvQTRu8PCOiamc5Ds6O5HBuJIc1NW60h3wIukv7xO1VZbyxvQE72uqwvzeBl87HkdSL81wxUXWxHeBoOI2j4TQ21nuws60Om0PekvZVJBH3X9eIXR0h7D8fx+NdAzgdzcxzxURERLRUmZaDl86M4KUzI6j3uXBfewi7O0JoDJQWjHXJupAPH3rr9fidB6/DKyej2NvZixe7I5zwhIiIiGb00yNh/N3jR/CRd9005fragAd/84lfxkOPPIp4KrfA1RERES1tDKWgsqXT6UnLfr+/pP18Pt+k5TNnzsxZTVf68pe/jGw2CwD4tV/7NbS0tMzb1yIiIiIiIqKpmZaDRM6CRxWhKTPPGCqJAlbVqgh6ZPTHdRSKHERAtBw5GA2uGe12cia8uzguB1eMBVpgcnDF5JCMsfcxU5DG5W2mD8kQRt8DQzJo4Y2HZFTWMzunnKtCMSYvTw7FmCYkY8pQjLH1U4ZiXL1sOaONmrzyICKictkOEM0YiGYMHOxPos6joCWgoSXohl+t7DG8SxZxQ7MfNzT7YdkOLsRy6I5m0B3JsHG2TIokjAVLXA6Y8I/9N+BWxgMnlrqibSNfmCJoojj2XsGCYTHchIiWFwdAXyKPvkQeTX4V7SEfQj61pH1VWcT2jXV4w4ZaHB5IYd/ZGAYzhfktmKgKnRsLeFkVULFjYx1ubPGXdH9SFATcubEOd26sQ/dACo93DeBgT4L3VYiIiGhaI5kC/t+BfvzngX5c3xLAro4Q3tBWD5c88xiSiSRRwPbrmrH9umbEMwZ+9Hof9nT24nw0PfvOREREtCJ9/6XzCAXd+LXdm6dcv7qpFn/9R7+E3/3cvyFvcCI1IiKiUi39URZUsmeffRZPPfUU+vr6kMlk4Ha7EQgEsHnzZtxyyy24//774fXOnn6uqpMf5BqGAY/HM+t+hcLkh7g9PT3lfQMl+tnPfoYXX3wRALBhwwa85z3vmZevQ0RERERERLNzAGQNG4Zpw6dJs84u6lEltDV5MJwqYDhtciAjEc2ryyEZzhXvLo5SQjLEK7YpJyRDvGKbSSEZAiCAIRm0cARBgCQAEgSgCkMyxsMupgzFuBxmMfr68rZXv549JOPya4ZkEBEtZbGciVjOxNFIGn5VHguo0FDncVV0PEkU0NbgRVuDF2+7oQn9CR3d0TSORzIrvnlWk8XRoAm3jIA2GjARGP+nIOiW4a6GFK5rVCheETRhXh0+Ydq8aiCilS2aNhBNG6h1K2hv9KEloEEo4Z6GJAq4dU0Qt64J4kQ0g31nY+iJ5xegYqLqEk4Z+F5XGM+cHMY9G2tx29ogXFJpDaLXtQRwXUsAfbEcHu8awIunR2Dx2oSIiIim4QA4NpDCsYEU/vcLF7B9Uz12dTRic5Nv1n0nqvWp+JV7N+FX7t2E471x7N3fi2e6LiLDQFciIiK6wteeOo6GgIYHb1s75fqOjavwuT94Fz7xxf+AxYBvIiKikjCUYgV5/fXXJy2n02mk02n09/fjpz/9Kb7xjW/gV37lV/Arv/IrEMXpHy4Fg8FJy+FwGG1tbbN+/XA4PGl5YGCgjOpLk8lk8A//8A8ARgc1f+QjH4Es8zQnIiIiIiJabEUbSOQsuF0i3Iow48BgURDQGFQR8MgYiBvIF3jDn4hWhmoOyZgquGKqkAxxim2uCskY22aqkAzxim0YkkELpRpDMkYDMnBV8IVdyrorgzCmDclwYI0dZ+I6o2jDcthIQkRUqbRRxMmhDE4OZeBWRKwKaGgJuBHyuSq+rlldo2F1jYYH2kMYyRZwPJJBdzSDvnh+2YQZCQA8LulyyIR7isAJTS5rJs1qpc8QNHHpPf4tJiIqXTxv4pWeOPyqjM0hL9bXeCDOEpB8SUeTDx1NPvTEcnj+bAynBrPL5m8rUanieRN7jw3iudMjeMP6GrxhQy08rtJukKyt8+Dh+zfhPXeuxROHwni2exC6yec6RERENL18wcIzxwfxzPFBrK1zY1d7CDvbQwi6lbKOc/26Wly/rha///at+NnRAezp7MXrZ4fBWypEREQEjA6/+vPvH0S9X8UdWxqn3ObuWzbij3/7QXz+608scHVERERLE7v1VxhN0xAIBFAsFpFKpVAsXk4FzWaz+Od//md0dXXhc5/7HFRVnfIY7e3tePLJJ8eXX3/99ZJCKQ4cODBp2TRNmKYJRSnvBtJM/vEf/xGxWAwA8Na3vhVbt26ds2MTERERERHRtcsXbBSKgE+VIEszDwrWFAmtITdiGRODqQI4wRYR0cKaGJJhTXp3ccwWkjEeaIGZQzLEK7aZMiRjbJupQjIuBWwQzSdBECALArBIPbeO4yCeNxFO6YikDSTy5uIUQkS0DORNG+dGcjg3koMiCWj2a2gJaGgOqJBnmChgJvVeF3a21WFnWx0yRhHd0Qy6IxmcG8mhWKUfnkUB8KtXBEy4R19fCp7wawrkEhuIq5XtOGOBE1MHTeRNC/mixeYIIqJ5kjaKeP1iEscjaWwO+dBa54Eilfb3dn2dB++v8yCaNvDC2RgOD6Rg8fc1rTC5goWfnB7BvnMx3LY2iO2tdaj1lDa2r8Gn4te3b8Av3L4GTx+N4qkjESR5P4GIiIhm0RfL41sv9+Lbr/Zh2/oa7OoI4dZ1tZDKuEekKhLefOtavPnWtQjHcti7vxdP7O9FNJGfx8qJiIhoKShaDv7XtzrxlQ9ux5bVNVNu89b7bsRgLI1vfG/fwhZHRES0BDGUYplTFAXbt2/H9u3bsXXrVjQ2Xk72Mk0TJ06cwJ49e/Dss8/CGRv5cuDAAfzZn/0ZPv3pT085uPr222+HKIqw7dFE8x/84Ad4xzveMW2IBQCcO3cOnZ2dV72fy+UQDAav9dsEABw8eBBPPfUUAKC2tha/8zu/MyfHLVc+n4eu6xXtK1oF2JJrjiuianNplqfi2IyDREREREQrjWUDybwFTRHgcYkzNvYKgoB6vwt+t4xw3EDGsKbdloiIlreVFJIhXrENQzJooQmCgDqPC3UeF25oBvKmhchYQEU0Y8Cq0oZnIqJqZ1oO+hJ59CXyEAWgyadiVXA0pEKVS5uJ+ko+VcYd62pwx7oaGEUbpwYz6I5mcHIwu2DPoWRRGA+bCI6FSwQ1GQH35cAJnypDXOLXLJbtTB80MfZP57M/IqKqoBdtHAmncCKaxsZ6LzY1eKEppf2tbfKr+MVbVuGB9ga8eD6O/b0JFJhOQSuMaTl45UICr/UksHWVHzvb6rAqoJW0r0+V8Qu3rcbbbl6Fn50cwg+7BhBNGfNcMRERES11lu2g83wcnefjqPEouHdLA3Z1NGJ1rbus46yq8+C339yB33ygHQfODGHP/l48fzSMAu/ZEBERrVg5o4iP/vMr+Prv7kRLnXfKbT7w8/dgKJ7Gfz3TtbDFERERLTGC43AOjuUskUigpqZm1u1ee+01fOYzn5kUpvCpT30Ku3btmnL7T3/609i373IC2Bvf+EZ84hOfgCRd/QA3Ho/jox/9KHp6eq5a9+///u8IhUKzfyOzMAwDv/3bv42BgQEAwCc/+Uncf//9V23X1dWFj370o+PLH//4x/Hggw9e89ef6ODBg+jq6qpo34RvLRL+9XNaD1WH1jo3bmrxY2O9BwHtch6Q7TiIpAo4H8vhQF8Kcc4QsGx85sHNi11CVRvJFBe7BCIiIqoSogB4VREuubTZ6hJZE5GkAYvjBYiIiCa5FJIxVXDFfIRkiFdsw5CMlcOyHQxnDYRTBiJpHdkCQ8OIiOZCg9eFloCGlqAGr+va55Yo2g7ODefQHU3jRDSDdIUhjy5JQNCtjAdOjIZPTF72qkt/LgzTsqcNmrj0jw3JRERLlygA62s92BLywVfm361cwcKrPXG8fCGBHD//0Aq2OeTBzo112NgwdfPGdGzHwWvnYnj84ADODmXnqToiIiJarrY0+bD7ukbc3VYPt6uyUNdUroAfd/Vjb2cPTvYn57hCIiIiWirWhXz42od3IuidejJpy7bxyS/9F/btP73AldFy8+K3P7HYJVSV7e/7i8UugabA85QqxVAKGvfcc8/hT//0T8eXW1tb8c1vfnPKbcPhMD74wQ8ik8mMv9fR0YH3vve9uPHGG+H1ejEyMoJXX30Vjz76KEZGRgAAbrcb+Xx+fJ8f/OAH8Pl811z717/+dXz3u98FANxxxx34whe+MOV2DKWga/H+21vGX39r/0BJ+wQ1GT9/YxPW182e1Os4wJFwGk+dGELeZIfdUsdQipkxlIKIiIiupMoCPKpY0qypRctBJGEgmec1BRERUbW6FIAxVUiGOCHc4qqQDEG4OmBjhm2mDckQhLH3GJIx31K6iUjaQCSlYzhbAB86ERFdu6AmjwVUuFHjVubkmH3xPI5HMuiOpjGcHQ1JdysigpqCgHty4MTl13LJs8pXM6M4XdDE5feKNv+CERGtFKuDGtpDPtR6ph58Pp2CZeP1viRePBfnhCO0oq0OatjZVofrm30lPdOZ6Gh/Eo8fHMChPjaDEhERUXlUWcQb2uqxuyOE61oCFR/n9EASezt78fTBi0jmCnNYIRERES0FN6yrxd8/tB3qNM+/jIKJP/iz7+DIqf4FroyWEzb7T8ZQiurE85QqxVAKmuThhx/GiRMnxpcfe+wxNDc3T7nt66+/jkceeQS5XK6kY+/atQuWZWHfvn0AAFEU8fTTT1/zgOBTp07h4Ycfhm3b0DQN3/zmN7Fq1aopt2UoBV2LR96yafz1Z350Ztbt1wQ1vHfbKnjKTObNGBYe3d+PaIY3O5cyhlLMjKEURERENBVBALwuEaoilrR9Ol9EOGHA5EylRERENIspQzLGwi2mCskQr9imnJAM8YptVlJIhmnZiKYNhNM6oikDhsXwXSKia+VRJLQENbQENDR4XXPydyStF6EpIhSptM/f1cpxHOjFK8Mmrg6fYN4EERFNpdHnQnvIj0a/WtZ+lu3gaDiNfWdjiKSNeaqOqPrVexRs31iHW9cEyr6u7BnO4vGuAbx0ZoTXakRERFS25qCG+9pD2NUeQp2vvLC5S8yijReOR7B3fw9eOzUEixclREREK8aO65vxZ79+JyRx6mduqUweH/z0Y+gZGFngymi5YLP/ZAylqE48T6lS8mIXQNVlx44dk0Ipjh8/Pm0oxbZt2/D3f//3+Nu//VscPXp02mNKkoT3ve99+LVf+zV85CMfGX8/EAhc86Apy7LwxS9+EbY9OrD1/e9//7SBFAulo6MDGzZsqGjfL780MLfF0KKpccvTBlIk80VkCkUIEOB1SQi6J/8q9qkSfuPONfjXzouIpBlMQUREREQrh+MAGcOGUXTgVcVpb/pf4nfL8KgSBlMFxDKcmY6IiIim5ziAA8CelNO9eAMMBQFjIRWVhWRMtU05IRniFdvMFUUSsabGjTU1bjiOg1jORCStI5zSkdQZUkpEVImcaeHMcBZnhrNwSSJWBVS0BDQ0+bVZPzdPx69V/zAB23aQL84cNqGb9iL+NScioqVuMFPAYGYENW4F7SEfVge1kj4fSaKAm1cHcPPqAE4NZrDvbAznY/kFqJiouozkTDx+NIqfnB7GGzbU4q71NXBPM8voldY3ePF7D2zGe+5ch72Hw3iuexBGkcGWREREVJpIUsd3XuvD9zr7cNPaGuzuCOH2DbWQywjKUmQRu29qwe6bWjCUzOPJA33Yu78XF4ez81g5ERERVYMXjkfwxf88hD/6xVumXB/wufE3n/hlPPTIoxhOZBa2OCIioipX/aNNaEGtXbt20nI8Hp9x+w0bNuDv/u7vcPToUbzyyis4deoUEokEHMdBQ0MDbrzxRrzxjW9EU1MTHMdBX1/f+L6bNm265np/8IMf4MyZMwCA1tZW/PIv//I1H/Naud1uuN3uiva1peE5roYWyzu3Nk0KpMibNl48H0dXfwrZgjVpW48i4oZmP+5prUXNWECFWxHxSzevwldf7OGMAERERES04piWg2TOgsclQnPNPGhAEgWsqlERdMsYiBsctEhERERLguMA1qUXl99dpGomh2RIogCvJsGvSfCoEsQKQysEQUC914V6rws3NAeQNy1EUjrCaQODGYOzjhERVaBg2eiJ59ETz0MSBDT5VbQENazya3DJ5c1OvZiKtj0aMlGYEDJRnBA+UbBgWPx8T0RECyORN/Fqbxxel4QtIR/W13pKDn7a0ujDlkYf+uJ57DsXQ3ckw8AkWnEyhoVnTg7j+TMjuH1dDba31iLoVkratzGg4r/v2IBfun01fnQ0iqeORJBmqCURERGVyHaArt4EunoT8GsydmxuwO7rQlhf7y3rOKGgG79+/xb8+v1b0HVuGHs7e/HckQHkrxjvTURERMvHD17tQSjoxn9/oH3K9c2hIP76E7+Mhz/7GLJ5TjZMRER0CUMpaBJVVSctG4ZR0n5bt27F1q1bZ9zm4sWLSKfT48sdHR3lF3iFcDg8/np4eBgf+MAHZtz+yu/nG9/4Bh577LHx5f/5P/8nbrvttmuui1a21jo3NtRdDiYZyhTw6IEBpKZ5aJozbXT2JdE1kMK7tjbh+mYfAKDeq2B7ay32nZs5HIaIiIiIaDlyAGQLNoyiDa8mQZ5lELBHlbCxyY3htInhVIEDf4mIiIjKMDEko2g7MDI2YhkTogB4VQl+twyfJkEpY5axK7kVCa31XrTWe2HZDoazBsIpA5G0flWQLxERzc5yHAykdAykdAgAGrwutAQ1tATck4LTF1qhaF8OmhgPnJgcQGEymIiIiKpQtmDhYH8Sx6NpbGrwYmO9F64SPwOtrXXjfbetxlCmgBfOxdDVn2IQH604BcvBS+fjePVCHDe1BLCjrQ5NfnX2HQH4NQW/dPsavP3mVXjuxBD2HApjKF3auEUiIiIiAEjrRTx5JIInj0TQ2uDF7utC2L65AT61vHaZWzY24JaNDfjIu27Cs4f6sbezF0d6YvNUNRERES2mbz59Ag0BDW+/c/2U6zevb8SffeTn8dG/+B6KDFMnIiICwFAKukI8Prn5PRgMztmxX3311UnL27Ztm7NjA0A6nZ4UelGKRCKBRCIxvpzP5+e0JlqZbmj2j782ijYe3T+AlDF7ir9pOfj+oQh+VW5BW4MHALBtTYChFERERES0ohVtIJmz4HaJcCsChBlm6hYFAY0BFwJuGQNxHfkCHwQQERERXQvbAdK6hbQ+GhqhKSL8bhl+TYL7GhqeJVFAk19Dk18DEERKNxFJGwindIxkGTBGRFQuB8BQtoChbAGHBlKocStoCWhoCWoIaqXNUl0KfVLYxBThE6YNy+FvcSIiWtqMoo1jkTRODmawsd6DTQ0+uJXSPv+EfC78/E3NeOOWBrx0PobO3iSMIu9T08piOcDB/hS6+lPY0ujFzrY6bKjzlLSvqkh48MZmvOmGJrx8dgQ/7BrAheHcPFdMREREy8354SzO78viWy/14I7WOuzqCOHGNUGIM4w3uZJHlfH2O9fj7XeuR+9QBns6e/DUgT6MMDiLiIhoWfmr/3cI9X4V91zXPOX627duwCc/+FZ89qt7wEdgREREDKWgKxw5cmTScnPz1BdV5XIcB08++eT48tq1a3HzzTfPybGJqs36Om389Ws9iZICKS5xAPzw2CB+/94NEAWgxq2g2e9CJF2Yh0qJiIiIiJaOfMFGoTg6U7cizTxQQFNEtIbciGVNDCYL4IR0RERERHNDN23oZgFDKUAWBfg0CX5NhleTIImlD+a8UkBTENAUbAn5ULBsRNMGIikdkbSBAmccISIqWyJvIpE3cTyahs8lYVVAQ0vQjXqPMmXYo+04Y4ETUwdN5E0L+aLFwXZERLSiFG0Hp4ayODOcxboaD7aEvPCXGPYU0GQ8eF0j7ttUj9d6Enj5QhwZw5rniomqiwPg5GAWJwezWFurYefGOlw/YaKfmUiigB2bG7BjcwMO9SbweNcAjvan5rdgIiIiWnZMy8FLZ0bw0pkRNPhcuK89hF0dITQGtNl3nmBdyIcPv/UG/M5brsMrJwext7MXL52IoGjxZhkREdFSZ9kOPvXofvz9Q9tx/braKbd58/YbMBzP4Cvf/unCFkdERFSFGEpB4xKJBJ577rnxZVVVceONN87JsZ966ilcuHBhfPmd73znnBz34YcfxsMPP1zy9l1dXfjoRz86vvzxj38cDz744JzUQnSJX738q/V4NFv2/km9iAuxHDbWj84S0OBlKAUREREREQBYNpDKW9AUAR6XOGUjzSWCIKDe54JfkxFOGMjoHPBLRERENJeKtoNErohErggBgEeV4Nck+DQZqiJWfFyXJGJtjRtra9xwHAexnIlIWkc4pSOplx4ATEREozIFC6eHszg9nIUqi2jwuuCSRBjFywEUOmdwJyIimpbtABfiOVyI59AS0NDe6EOdx1XSvm5Fwn2b6nFPay26Lqaw71wMsZw5zxUTVZ++uI5vHxhAg9eFHRtrccuaIOQSwy1vXleDm9fV4OxgBo93DeDVczGGpREREVHZhjMF/MeBfvy/A/24fnUAuztCuGtjPVxy6c8zZEnEjuubseP6ZsQzBp56vQ97O3txPpqex8qJiIhovummhY//yyv42sM7sbbBN+U273vbXRiKZfDdp/YvcHVERETVhaEUy1SxWIQgCJAkqaTtLcvCF77wBeTz+fH3du3aBZertIeoMzl9+jS+9rWvjS9v2rQJ73jHO2bc58rwiDe/+c34xCc+cc21EC2EiQ9NY7nKwiQG04XxUAqfyl/VREREREQT6aaDQtGCVxVnHSDgkkWsb3AjkTMRSRjgRNtEREREc88BkDUsZA0LSBbgkgX4NRk+TYJHlSDOECY2E0EQUO91od7rwg3NAeQKFqJpHeG0gcG0AYtdKEREZTGKNvqT+mKXQUREtGQNpHQMpHQ0eF1oD/nQXOIMy4ok4o71NbhtXRDHwmnsOxvDQMqY52qJqs9wtoD/OhLFs6eGcXdrLe5cVwNNKW18Y1ujDx958xZEkjr2HArjpycGYXJ2ciIiIiqTA+BYfwrH+lP43/su4J5N9djd0YhNTVM3oE6n1qfivfduwnvv3YRjvXHs7ezBM4f6kWW4NhER0ZKUyBbw0W++jK//7r2o9alTbvN7v3Y/huMZ/OTVEwtcHRERUfVgp/MyNTw8jI9//ON497vfjV27dsHv90+77cWLF/HFL34Rhw8fHn9P0zT8xm/8xoxf41/+5V/wlre8BS0tLdNu8+Mf/xhf+cpXkMlkAACKouBjH/tYyWEZREtRtmAhoI3+eq10TPTEwdRSiTMDEBERERGtJLYDpHUbLtmBVxVnbXSs8SjwqTIiSQPJHAcBEBEREc2nQtHBSMbESMaEKABeTRoPqVCk0mcdu5LHJaG13ovWei8s28FQ1kAkZSCS1pEtWHP4HRAREREREU1vOFvAcDaGoCZjS8iHNTXuksL4REHAjS0B3NgSwNnhLJ4/G8PZ4dwCVExUXdKGhadPDONnZ2K4Y10N7mmtHR9rNZvmoIbfvrcVv3zHGjx1OIIfHYuMhmQSERERlSlXsPDM8UE8c3wQa+vc2NUews72EIJupazj3LCuFjesq8UfvONG/PTIAPZ09uLgueGKx5ATERHR4uiP5fCx//0K/v6h7fBMMbmwKAr41Id/DvFUFge7+xahQiIiosXHUIplbGBgAF/60pfwD//wD7j++uvR1taGVatWwePxwLIsxGIxHDlyBF1dXbDty1PFiqKIT33qU2hqaprx+N/5znfw6KOPorW1FVu3bsXatWvh9XqRzWYRDofxyiuvIBwOj2+vKAo+97nPYfPmzfP2PRNVg4GkMf6gtMatYChbKPsYIZ9r/HWeg6mJiIiIiKZVKDowLQtelwhVmbnBUZYErKnTUOMpYiBucAYtIiIiogVgO0A6byGdH73PqSki/G4Zfk2C21V5gLUkCmj2a2j2awCCSOkmImkD4ZSOkWwBvNIjIiIiIqL5ltSL6OxL4Fgkjc0hLzbUeSCLpQXxtTV40dbgRX9Sx76zMRwLp/k5hlYco2jjhXMxvHwhjltWB7BjYy1C08xGeqWgW8F77lqLd25rwbPHB7H3cBgjmfLHaBEREREBQF8sj2+93Itvv9qHbetrsLujEbeuq4FYxsSCqiLhLdvW4i3b1mIglsUT+3vxxP4+RBP5eayciIiI5tKJiwl86tFO/MUH7oI8xYQbLkXGn//hL+DDn30M5/qGF6FCIiKixcVQihWgWCzi8OHDOHz48Kzb1tfX44/+6I9w++23l3z88+fP4/z58zNu09zcjI9//OO45ZZbSj4u0VJ1ciiLjiYvAOC6Ji+GzpX3wNOvSmir94wvD1YQakFEREREtJI4DpAxbBhFB15VhDTLoACfJmNTk4RoqoBYxlygKomIiIgIAHTThm4WMJQCZFGAT5Pg12R4NWnW67iZBDQFAU3BlpAPBctGNG0gktIRSRsoWPbsByAiIiIiIqpQzrRwaCCF7mgGmxq8aKv3wiWXFk6xOqjhV7a1YCRbwAvnYjh4MYWizXgKWlks28GBviRe70uio8mHnW11WFfrLmlfTZHwczevwlu2NuGlMyN4vGsAfTE2fhIREVFlLNtB5/k4Os/HUetRsHNLCLuvC6GlprRrk0ta6rz47Tdfh998oAP7zwxhT2cv9h0Lo1Dk8woiIqJq98rJQfzF97vwyfdsm3K936vhi3/0bjz0yLcwGEsvcHVERESLi6EUy5Tf78cv/MIvoLu7G2fOnIFpztxk09LSgp/7uZ/D2972Nvh8vpK+xoMPPoj9+/cjHA7PeNw3velNeM973gNVLS3FnGgpeP/tLYikDETSBUTTBoYyl2feOxZO401b6uFxSbhjXQ06+5LIm6XdRBQAvOOGpvHB1wXLxkBSn59vgoiIiIhomTEtB4mcBY9LhKYIEITpmxpFUcCqGhVBj4yBmAGDD/6JiIiIFlzRdpDIFZHIFSEA8KgS/JoEnyZDVUpr4JqKSxKxtsaNtTVuOI6DWM5EJK0jnNKR1Itz9w0QERERERFNULBsHI+mcXIog9Y6DzY3eOFxlTY8r97rwjtvbMYbtzTg5fNxvNqTgM771rTCOAC6oxl0RzNYX+vGzrY6dDSVNpZRlkTc2x7Cve0hvN4Tx+MHB9AdZmMIERERVS6eM/F41wAe7xpAe7MPuzoacXdbPdwuqeRjiKKAO7c04s4tjUjlCvjxwYvYu78XJ/uT81g5ERERXasnDvShIejGQw9eN+X6xno//uaP340PfeZRpLPGAldHRES0eATHcRitvswVCgWcO3cOAwMDiMfj0HUdoijC6/Wirq4O7e3tCIVCFR8/Go3i3LlzSCQSSCQScLlcqKurw7p169DW1jaH38ny98hTpxe7BJrBI2/ZNO06y3YwlCkgkjYQTRfQElBxY4sfAHBmOId/f30A1iy/bf2qhHdsbcKmBs/4e529STzRPTQn9dPC+syDmxe7hKo2kuHgfyIiIppfsgh4NQlyCbNtO46D4bSJodTlsDkiIiIiWlwuWYBfk+HTJHhVacbAsXLkChaiaR3htI7BdAEWH5MREREREdE8EQCsrXGjvdGHgKaUta9RtNHZm8CL5+JIG3y+TitXo8+FnW11uKklMD7JT6lOR9N4/OAAOi/EwY//RERENBdUWcQb2uqxuyOE61oCFR/n9EASezt78fTBi0jmCnNYIREREc2lj/38Tfj5u1unXd/V3YePfOE7KJjWAlZF1e7Fb39isUuoKtvf9xeLXQJNgecpVYqhFERVhKEU1W2mUIrZ9MZ1/MtrF696362I2BLyYlODFx1N3kkNc7pp46sv9iBt8MPJUsRQipkxlIKIiIgWilsR4HaJJTUxGqaNgbiOXIGzzxERERFVE1EYDRzzazL8mgRZEufkuJbtYChrIJLSEU4ZyHGgCBERERERzZNVfhVbGn1o8Kpl7Ve0HRzqT2Lf2TiGs2xWo5UrqMm4p7UWt6+rgSqXd19gIJHHD7vC2HdqCOZsswoRERERlWhVUMN9HSHc1x5CnddV0THMoo19x8PY29mL104NwualChERUVURBeDz778T925dNe02P3n1BB758uOw2aJLY9jsPxlDKaoTz1OqFEMpiKoIQymqW5PfhWa/ilUBFU1+Fc1+FZpS2kPO4WwBX3mh96r3W+vc+PU7Vl/1vuMA3zsURnc0e8110+JgKMXMGEpBREREC0kSAa8qQZFKm0ErlikgmizwYT8RERFRldIUEX73aECF2yXN2XFTuolwykAkrWMkWwAvB4mIiIiIaK7Ve1zY0uhDS0Araz/bcXAimsHzZ2O4mNDnqTqi6qfJIu7aUIO7N9TCp8pl7RvPFvDkkQh+fCyKXIHBlERERDQ3RAG4aW0NdneEcPuG2oqDtQcTeTx5oA979/eif4Tjx4mIiKqFSxbxd79zD27aUD/tNt97aj++9K/PLmBVVM3Y7D8ZQymqE89TqhRDKYiqCEMplp6gJqNpLKii2a+iye9CrUe5arvTQzl8+/WBq94P+Vz48PZ1k94r2g7+83AUx6OZeaub5h9DKWbGUAoiIiJaDJoiwOMSIQizh1OYRRsDCQMZnYMSiYiIiKqZLArwaRL8bhleVYIklhZENpuCZSOaNhBJ6YikDRQse06OS0REREREBAB+VUZ7yIe1tW6IJdyznuj8SA77zsZwaoiNarRyyaKAW9cEsGNjHerLnJk8VyjimeODeOJwGPGsOU8VEhER0Urk12Ts3NKAXR0hrK/3Vnycg+eGsbezF88dHoBuctwKERHRYgt4FHztwzuxvtE/7TZf+fZz+Pae1xawKqpWbPafjKEU1YnnKVWKoRREVYShFMuDSxLQ7FfRPBZU0RxQcX4khx+fGrlqW48i4uP3bwQAOA5wcjCLp08OIZ5nw/5Sx1CKmTGUgoiIiBaLKABeVYRLLm1mimTORDhRgGXz9gkRERFRtRMAeFQJfk2Czy1DLfGabzaO4yCWMxFO64ikdCR13tsiIiIiIqK54VYkbG7worXOU/aMyuGUjhfOxnAknAZvYdNKJQC4vtmHe9vqsbpGK2vfomVj36lh/LBrAP0JfX4KJCIiohVrY8iLXR0h7NjcAK8qV3SMnFHEM10XsXd/L472xOe4QiIiIipHc60bX3/4XjQEpr//8Jmv/BBPv3h8AauiasRm/8kYSlGdeJ5SpRhKQVRFGEqxMr2lvQGRtIEzwzlkC0yzXS4YSjEzhlIQERHRYnPJAryqWNIMdEXbQTRhIJHjNQwRERHRUuKSBfg1GT5NgleVIJQ5+/B0cgULkbSOSFrHYLoAi4/aiIiIiIjoGimSgLZ6LzY1eKHKUln7xnMmXjwfw4HeJEymU9AKtrHegx0b67ClsfxZyTvPx/D4wQGcimbmoTIiIiJayRRJwB2tddjdEcJNa2sqPk7PYBp7Onvxo9f7MJI25q5AIiIiKtnmVQF85UM74NWUKdcXixY+9pffR+fRCwtbGFUVNvtPxlCK6sTzlCrFUAqiKsJQCqLlg6EUM2MoBREREVUDAYBXFaEqpc0+l9GLGIgbMC3eSiEiIiJaakQB8GkSfJoMvyaVPQPxdCzbwVDGQCStI5wykDMZPExERERERJWTBAHr69zYEvLB6ypvNuVsoYhXLiTwyoU48qY9TxUSVb/mgIqdG+uwdZUfklheQOWJcAo/ODiAgz0J8GkQERERzbWQX8V97Q24r70RjQG1omMULRuvnIxiT2cvXuqOwmIwHRER0YK6bVMDvvibd0ORpx5zkMsb+PBnv43TPYMLXBlVCzb7T8ZQiurE85QqxVAKoirCUAqi5YOhFDNjKAURERFVE0US4FXFkgYm2raDwVQBIxlzASojIiIiovniVkT43KMBFW5XebMQzySlmwinRkMqRrIFNrAQEREREVFFBABrakbDKWrcU8+8OJ1C0cb+vgRePBdHUuezeVq5at0K7tlYi9vWBuEqM5yyL5bDD7vCeOH0MBs9iYiIaM4JAG5YHcDujkbcubEOrmmaWmcTS+t46vWLeGJ/L85H03NbJBEREU3rzbeuwSPvvW3a9cPxDD746UcRHkouYFVULdjsPxlDKaoTz1OqFEMpiKoIQymIlg+GUsyMoRRERERUjTwuEZoiQBBmD6fIFyz0xw0YnG2OiIiIaMmTRQE+TYLfLcOrSmXPojqdQtFGNGMgnNIRTRsoWLx2JCIiIiKi8jX5VGxp9KHRV95Mypbt4PBACvvOxjCYKcxTdUTVz6NIeMOGGty1oQZel1zWviMZA08cjuDZ44PIm9Y8VUhEREQrmccl4Z5N9djd0YhNTb6Kj3OsJ4a9+3vxzKF+ZBlOR0RENO/ed98mPPxzN0y7vndgBB/8zGNIpvMLWBVVAzb7T8ZQiurE85QqxVAKoirCUAqi5YOhFDNjKAURERFVK1kEvKoEWZq9EdFxHAynTQylOAM2ERER0XIhAPCoEvyaBJ9bhlrh7GRXchwHsZyJcEpHJK1ztmIiIiIiIipbrVtBe6MPLQGtpHDliU5EM9h3NoaeOAfB08qlSAJuWxvE9tY61HqUsvbNGkU8fSyKJw9HkMyb81QhERERrXRr69zY1dGIe7c0IOAu73rlEr1QxE+PhLF3fy8OnhsGu4WIiIjmzx+8fSvevbNt2vVHT/fj9z//7zAKHB+wkrDZfzKGUlQnnqdUKYZSEFURhlIQLR8MpZgZQymIiIio2rkVAW6XWNLAXsO0MRDXkStw5msiIiKi5cYlC/BrMnyaBK8qld34NZ1cwUIkrSOS0jGYKcDi4zoiIiIiIiqRT5WwJeTD+hoPRLG8zyg9sTz2nR3BycEsw5ZpxRIFYOsqP3ZurMOqoFbWvoWijedPDuGHh8KIJPV5qpCIiIhWOkkUcNv6GuzqaMSt62rKvu6/pH8kiyf29+LJA32IJhhQR0RENNcEAfjM+27HG29ePe02+/afxie/9J+wbN6NWynY7D8ZQymqE89TqhRDKYiqCEMpCAAeecum8deOA3z26TOLWA1ViqEUM2MoBRERES0FkgB4NQmKVNrD/VjGRDRpgM8OiIiIiJYnUQB8mgSfJsOvSZAlcU6Oa9kOhjIGwmkdkZSBnGnNyXGJiIiIiGh502QRmxp82FjvgVLm55No2sAL52I43J+CxXvatIJtavBgZ1sd2hq8Ze1nOw5eOxfD410DODuYnafqiIiIiIBaj4J720PY1RFCS427omPYtoPO00PYu78H+45FUChy0hUiIqK54pJFfPG37sa2toZpt/mvZ7vwV//8owWsihYTm/0nYyhFdeJ5SpViKAVRFWEoBQGTQykA4DM/YijFUsRQipkxlIKIiIiWElUW4FXFkmbFNi0b4biBtM5GQiIiIqLlzu0SxwMq3C5pzo6b1E1EUjoiaQMj2QJnLyYiIiIiohkpooDWei82N3ihKeV9NknmTbx4Po79vQkUmE5BK1hLUMXOjXW4YZUfYgnPgyY61p/E411hdPUm5qc4IiIiojHtzX7s6gjhnk31ZV/7X5LKFfD0wYvY09mL0wPJOa6QiIhoZfJpMv7xwzuxsTkw7Tbf+N4+/J//fGkBq6LFwmb/yRhKUZ14nlKlGEpBVEUYSkEAQymWC4ZSzIyhFERERLTUiALgVUW45NJmm0vmiogkDBRt3nYhIiIiWglkUYBPk+B3y/CqEiSxvAaW6RSKNqIZHeGUgWjaQMHi7GVERERERDQ1UQDW13qwJeSDT5XL2jdXsPBqTxyvXEggW2DoMq1cdR4F2zfWYduaABSptGdCl/QMZ/F41wBePhuDxedDRERENI9UWcTdbfXYdV0I162avvl1NqcHktjT2YunD/YhlTPnsEIiIqKVJxTU8PWH70VTjXvabf7s609g78+OLGBVtBjY7D8ZQymqE89TqhRDKYiqCEMpCGAoxXLBUIqZMZSCiIiIliqXLMDrEiGW0GRo2Q4iCQOJHK99iIiIiFYSAYBHleAfC6koNdhsNo7jYCRnIpLSEU7rSOm8ziQiIiIioqmtDmpoD/lQ63GVtZ9p2TjQl8SL5+KI59mURiuX1yXh7g21uGtDDdxlzkI+lDaw91AYP+kehFFkuCQRERHNr1VBDbs6Qri3PYQ6b3nX/5cUihb2HYtgb2cvOk8PgvlaRERElWlt8uOrH9qBwDT35IqWjT/+4n/g5a5zC1wZLSQ2+0/GUIrqxPOUKsVQCqIqwlAKAoCgNnm2iiQHFi9JDKWYGUMpiIiIaCkbbTIUoSmlNRdm9CLCcQMFi7dgiIiIiFYilyzAr8nwaxI8qgRBmD3grBS5goVIWkc4pWMoU4DFR35ERERERHSFkM+F9pAfTX61rP1sx8HRgTSePxdDJGXMU3VE1c8lCbh9XQ22t9Yi6FbK2jetm/jR0SieOhJBmuO/iIiIaJ6JAnDz2hrs6gjh9g21kKXKArMHE3k8caAXT+zvQ/9Ido6rJCIiWv5ubq3Hl/7H3XDJU4dc5vUCfvdP/w0nzkUWuDJaKGz2n4yhFNWJ5ylViqEURFWEoRREywdDKWbGUAoiIiJaDhRJgFcVIYmzNxXajoPBZAEjGc4sR0RERLSSiQLg0yT4xkIqKh0UeiXLdjCUMRBO64ikDORMa06OS0REREREy0ONW8GWkA9rglrZQXmnBrPYd24E50fy81QdUfUTBeCmlgB2ttWVHfJSKNp47sQg9nSFMZhmyAsRERHNP78mY+eWBuzuaMS6ek/Fx3n97DCe2N+L5w4PQOdzByIiopLtvrEFn/3V2yFOM7Y0nszioU8/iv5oYmELowXBZv/JGEpRnXieUqUYSkFURRhKQbR8MJRiZgylICIiouXE4xKhKUJJA3nzBQsDcQO6aS9AZURERERU7dwucTygwu2aeqaUSiR1E5GUjnDKQCxXAB8GEhERERERAHhdEraEfFhf6ykpcHmii4k8nj8bQ3ckw88YtKJtafRi58Y6tJbZ4GnbDl45O4LHuwZwfjg3T9URERERTbYx5MXujhC2b26AV5UrOkZWN/HsoX7s6ezFsd74HFdIRES0PP3S9o34yDtvnHZ9fzSOhx55FPEU7xEsN2z2n4yhFNWJ5ylViqEURFWEoRREywdDKWbGUAoiIiJabmQR8KoSZGn2QbyO42A4bWIoxeZAIiIiIrpMFgX4NAl+twyvKpXdIDadQtFGJK0jkjYQTesoWLwKJSIiIiJa6VRZxKYGLzbWe+GSxLL2HcoU8OK5GA72p2DZ/HxBK9eaGg072+pwXZMPYgnB5RMd7kvg8YMDONKfmqfqiIiIiCZTJAF3bqzD7o5G3LgmWPFxLkTT2Lu/F08d6EMsY8xhhURERMvPh996PX511/S9Rd1nw/i9P/035A1zAaui+cZm/8kYSlGdeJ5SpRhKQVRFGEqxfHgUCW6XCFUSIYoCBACW7aBoO8ibFrIFC3wuv7wxlGJmDKUgIiKi5cqtCHC7RAglDD40TBsDCQM5w1qAyoiIiIhoKREAeFQJ/rGQCpdcXpPYdBzHwUjORCSlI5zWkdJ5n46IiIiIaCWTRQGtdR5sDvngVqSy9k3pRbx0Po7O3gSMoj1PFRJVvwavgh0b63DL6gDkMkNezg1l8PjBMF49N8KxZERERLRgQn4V97WHcF97CI0BtaJjFC0bL5+IYk9nL14+EWVgHRER0RQEAfjUe7bhLdvWTrvNy13n8Ikv/gcsi/fXlgs2+0/GUIrqxPOUKsVQCqIqwlCKpUkWBWwJebEl5EVLUEWtR4Fcwgx2ab2IwUwBFxM6zozkcDGhL0C1tFAYSjEzhlIQERHRciYKgE+ToEilzYoVz5iIJA0ONiQiIiKiablkAX5Nhl+T4FGlkkLQSpErFBFJGwindAxlCrD42JCIiIiIaEUSBWBtjRvtIR/8mlLWvrpp4bWeBF66EEeGIcy0gvlVCXdvqMWd62uglRnyEknq2HsojJ+eHEKBIS9ERES0QAQAN6wOYHdHI+7cWFdxQHYsreOp1/uwt7MPFwbTc1skERHREidLAv76N+/GHZtD026z92dH8Gdff2IBq6L5xGb/yRhKUZ14nlKlGEpBVEUYSrG0BDUZ97XVYesqf8nNZjOJ50y80pPA/r4km9GWAYZSzIyhFERERLQSqLIAjypCLKFh0LRshOMG0joH7BIRERHRzEZD0EYDKnyaDHkO7k8DgGU7GMwYiKR1RFIGciavTYmIiIiIVqKWgIYtIR/qva6y9itaNg72p/DC2RhGcuY8VUdU/VRZxB3rgrintQ4BTS5r31TexJNHInj6aBQZg2NriIiIaOF4XRLu2dyA3R0htDX6Kj7OsZ4Y9uzvxbOH+pHVeT1DREQEAB5Vxlc+uB1bVtdMu83/+c+X8I3v7Vu4omjesNl/MoZSVCeep1QphlIQVRGGUiwdOzfW4r62Okji3Az2nWg4W8D3uiIYzBTm/Ni0cBhKMTOGUhAREdFKIQqAVxVLnk0ilS8iHDdQZFIdEREREZXI7RLh12T4NAluV3kzsc4kmTcRSesIpwzEcgXwCpWIiIiIaGVp8LrQHvKhOaCVtZ/tODgeyeD5syMYSBrzVB1R9ZNEATe3+LGzrQ4hn1rWvrpp4Sfdg9h7KIxhjiEjIiKiBbauzoNdHSHs3NKAgFup6Bh6oYjnjoSxt7MHXedHwK4lIiJa6er9Kr7+8L1YVeeZdpu/+ucf4b+e7Vq4omhesNl/MoZSVCeep1QphlIQVRGGUiwNv3hTE7au8k+5Lq0XEcubyBgWdNNCwXJg2Q4cjDajKaIAlyzC55IRcMuo8yiQpwi2MC0H39rfj76EPs/fDc0XhlLMjKEUREREtNK4JAFeVYRYQrCdZTuIJg3Es7xmIiIiIqLyyKIAv1uCT5PhU6WSrj9LUSjaiKR1RNIGomkdBYuPF4mIiIiIVoqAJqM95MOaGjdEobzPGGeHs9h3NoYzw7l5qo6o+gkA2pt8uLetDutq3WXta9kOXjw9jB92hdEb488RERERLSxJFHDbhlrs7gjhlrU1FT9z6B/JYm9nL5480IvBJMfGExHRyrUu5MPXPrwTQa9ryvWWbeOTX/ov7NvP/sKljM3+kzGUojrxPKVKMZSCqIowlKL67WitxRu31E9670Q0iyPhNM7HcsibdlnHEwA0B1S0N3qxbU0AflUeX6ebNr7yYg8yhjUXpdMCYyjFzBhKQURERCuRAMCjitAUsaTts3oRAwkDhSJv3RARERFR+UavPyX4NQl+twyXXNp16Gwcx8FIroBIykA4rSOl814fEREREdFK4FEkbA55saHOA1ks7/PFQFLH82djOB5Jw+Ytb1rB1te6sbOtDh1NvrL3PdgTx+NdYRwfSM1DZUREREQzq/UquHdLCLs6QmipKS9o6xLbdvDa6UE8sb8X+45FUCiWN+6eiIhoOdi6vhZf/p3tUBVpyvVGwcTvf/47OHq6f4Ero7nCZv/JGEpRnXieUqUYSkFURRhKUd0Cmow/uHf9+KwPuYKF73SF0Rufm8RWWRTw9hsacVOLf/y9Q/1p/NfR6JwcnxYWQylmxlAKIiIiWslkSYBPFSGVMIOE7TgYShUwnDYXoDIiIiIiWs5csgC/JsPvluFxiRDKnOF4OrlCEZG0gXBKx1CmAIuPHomIiGiF0mQRflWGJAqQJRG27cAo2sgUiigUbfAqiZYLlySircGLtnov1DLD72LZAl44F8frF5MoMp2CVrBGnws7Ntbh5tWBkp4XTXQ6msHTxyLoGc4hktRhsJmTiIiIFlh7sx+7O0K4e1M9tGkaameTyhXw9MGL2NPZi9MDyTmukIiIqLrtuL4Zf/brd057TyCZzuODn3kUvQOxBa6M5gKb/SdjKEV14nlKlWIoBVEVYShFddu5sRb3b64HAJiWg396uRfD2blvDHvX1ibcvHo0mMKyHfzVT87DsPjwcKlhKMXMGEpBREREBHhcIjRFKKkZMF+wMBA3oJv8bEBERERE104UAJ8mw69J8GkyZGluAios28FgxkAkrSOSMpAzrTk5LhEREVE1k0UBW0I+hHwu1LgVSGP3+yzbQcFykDOLSORN9MbzSOom2IdPy4UkCmit82Bzgxcel1zWvhmjiJcvxPHqhQR0NtTTChbQZNzTWos71tWUHfJySSxbQDihI5LMI5LUMZDQEUnqiKZ0mBb/6BAREdH80RQRb2irx+6OEDpWBSo+zqn+BPZ29uLprotI5ThpCxERrQzvvGs9/ugXb5l2fXgoiQ8+8iiGE5mFK4rmBJv9J2MoRXXieUqVYigFURVhKEV1+6271mBNjQYAeO70CJ4/F5+Xr6OIAv5wVys0ZfRB42MHBnBmODcvX4vmD0MpZsZQCiIiIqJRkgj4VKmkJkDHcTCSMTGYKoB3c4iIiIhoLrldIvyaDJ8mwe2qbFazqSTzJiJpHeGUgViuwNnBiYiIaNmpcSu4pSWIOo8CAHAAzHSn7/RwFkfCqQWpjWihCADW1rixpdGHoKaUta9RtNHZm8BL5+NI6RxHQCuXJou4a30N7m6thU8tL+RlOrbjYDhdGA+rCCf1sfAKHYNpAxZTkoiIiGgOrarRsKs9hHvbQ6jzuio6RqFoYd+xCPZ09mD/6SGGOhIR0bL3P97cgQ880D7t+tMXovjw576NXL6wgFXRtWKz/2QMpahOPE+pUgylIKoiDKWobn943wb4tdGHfl9+/gLi+fl7GP7zNzbhphY/AOCp7iG82puct69F84OhFDNjKAURERHRZJoiwOMSIQizh1MUijYG4gayBmedJiIiIqK5J0sC/JoEnybDp0oQxdmvUUtRKNqIpHVE0gYiac7WSkREREtfk0/F1lUBBDUZtgOIAmA7QN60ULQdFIo2NEWEf6y5+FJgRX9Sx/6LCTYD07LU7FfR3uhDg1cta7+i7eBQfwovnIthKMNB9rRyyaKAW9cEsH1jHRoqbOYshWU7GEzpV4VVhJM6hjMGw9GJiIioYqIA3Ly2BruvC+G29bWQJbGi40QTeTy5vxdP7O9Ff4yTOxIR0fL1//vlW/C2O9ZPu77z6AV87C++h6JlL2BVdC3Y7D8ZQymqE89TqtTcRCoTEa0AXvXy7HDzPTvDxOO75MpuxhERERER0dKhmw4KRQs+TYIizdz055JFbAi5Ec+aiCQMzgxBRERERHOqaDmIZ4uIZ4sQMHpv3OeW4Nfka7pf7ZJFrKv1YF2tB47jYCRXQDg1GlDBGZGJiIhoqdFkEe2NvkmBFJmChfMjWZwbycFyHCiiAE2REPK5sLnBB69Lgu0Aq4MakroXJwYzi/1tEM250RA6A/UeF7Y0+tAS0EraTxYF3LY2iNvWBnE8ksa+szH0JfR5rpao+hRtB529SezvTeL6Zh92ttVhTY17zr+OJApYVePGqho3br1inWnZiF4Kq0jqiIwFVgwk84hnzTmvhYiIiJYX2wEO9iZwsDeBgFvGjs0NuP+6Rqyt85R1nKYaNz7wQDs+8EA7Xj87hL2dffjpkQHoJidwISKi5eUv/+MQ6v0a7u5omnL9HVs34JMffCs++9U9DJEkIqJFx1AKIqISFYoONGW0OczrkpEy5m+QbEC7/Os5z5tnREREREQrgu0AqbwFVRbgUUWIwszhFLVeBT5NQiRhIJXn5wYiIiIimnsOgIxhIWNYiKAAVRbg02T43TI8LhHCLNes0xEEAQ1eFQ1eFTeuCiBbKCIyFlAxmGHwGhEREVW/rasCqPOMzmAvCqPP9Q/0JTCSK4xvY9oOTKOItFFE3rSxbXUQ6ljI1+YGH6JpA/E8m3tpeRrJFfDyhRj8qowtIR/W1bpnved9yfXNflzf7MeFkRyePxvDqaHsPFdLVH0cAMciGRyLZNBa78bOjXXY0uhbkK+tSCLW1HmwZorGUd20rgqsCCfzCCd1pPIMnCQiIqLJUvkinjgcwROHI2gLebHrukbs2FQPj1peG9O2thC2tYXwh++6Ec8c6sfezl4c643PU9VEREQLy7IdfOrRTvz9Q9tx3draKbd58/YbMBTL4Kv/9tOFLY6IiOgKDKUgIirRSK6A1cHRGRzaG73o7EvOy9dRRAFbQt7x5QQf2BERERERrShG0UHBsuBVxfFB6tNRJBFr691I5YsIxw0U2b1HRERERPPIKDowMiZGMiZEAaMBFZoEnyZDlioLqABGg6DbGmS0NXhh2Q4GMwYiKR3htMHgZiIiIqo6XpeEtTVuCBhtGhYAHA6nJgVSXCmc0tHjUbA5NNpQrEgCmgPavIRSNHhdCPlUKKIA23FQsBzYzug/03KQNy3kChaMog2LU+vRPEsbRRy4mMDxaAqbG3xorfNAlma+733JhnoPNtR7EEkZ2HcuhiMDKQbY0Yp0fiSP8yP9aParuHN9DTbUuVHnUUr+WZpLmiJhfYMX6xu8V63LGcXLYRVJHeGxwIpIQke2wM/2REREK93ZoSzODp3Ht17qwZ2ttdjV0Ygb1wTLOoZXU/DOuzbgnXdtwPloGns7e/DU6xcRzxjzVDUREdHCyBcsfOx/v4KvP7wTaxqmDqX81bffhaF4Gt976sACV0dERHSZ4Dh8ukhULR556vRil0AzeGBLPba3jqbO5QoWvvZSL9LG3D8we8cNjbh1TQAAYFoO/vIn59hYtgR95sHNi11CVRvJMGyFiIiIqBQuSYBXFSGKszf4WbaDaNJAPMtrLSIiIiJaeG6XCL8mw6dJcLukOTtuMm8inNYRSRmI5Qrg3XIiIiJaTJIo4PomPzY3eMcDKYayBew7NzLrvook4L91NEEWBTgA8qaFZ04Nzfl4gB2tdWj0qXAcQLjitqLlOCgUHRhFC5mChZGsgYGUjrxpz2kNRNNRJAFt9V5savBClcv73JDImXjhfAwH+pIwLX4yoJVNAFDjVlDvVVDvdY39G31d61YglfBcaSGl8uZ4WEUkoWMgmR8PrjCK/BtERES0UoX8Ku5rD2FXRwghv1rRMYqWjZe6o9i7vxcvn4jC4ph7IiJawlbXe/H1h3ei1jf130XbdvDI3z+On7x6YoEro3K8+O1PLHYJVWX7+/5isUugKfA8pUoxlIKoijCUorrVumX83s4N44M2knoR3+sKoz85N+mqkgC89fpGbBsLpACArv4UfnB0cE6OTwuLoRQzYygFERERUekEAB5VhKaUNuNV1rAwENdRKPKWDxEREREtDlkS4Nck+DQZPlUqKWStFEbRRjStI5I2EEnrbEQjIiKiBRfUZNy5rhZ+VQYwen1yLJLGhXhu1n1lUcAb1teicWxAse0Az50ZQlKfu2enkijggc0heK8ICbt01TTdVVlPPI9jkRR0NgbTApEEAevr3NgS8sHrksvaN1so4tULCbxyIYGcOfeTyRAtdaIA1HpGAyoaLoVVeEZfB9wyxCsTixZZLFsYDatI6ggn8pfDK5L83E9ERLRSCAC2rg5g13WNuLO1Di65tPExV4qldTz1eh/2dPaiZzAzt0USEREtkI41NfiHD26He5p7ZgWziI/8+XfRdaJvgSujUrHZfzKGUlQnnqdUKYZSEFURhlJUvwe21GN7a+34suMAZ0dyODKQxvlYDmmj/IfdjT4X2hu9uG1NEEH35Q8NumnjH17oQbbAB+hLEUMpZsZQCiIiIqLyyZIAnyqWNLuV7TgYShUwnDYXoDIiIiIioukJALyqBJ9bgl+TKx5MeiXHcTCSKyCcMhBJ6UgZvOdIRERE86+1zoNbVwfhYPQ6J5oxcPBisuTG+I5GH65v8sMBYNkOjkfTODOcnbP63IqI3ZtCSOkmMoYF23GgSCJEARAFAbIoQJVFuF0SVGn0uszB6NiHtFHEoYEkhrOFOauHaDYCgNU1brSHfKhxK2XtWyja2N+XxEvnY0jk+XmAqBSyKKBuLLBiNLTi8uuAVl5AzHyzHQcjmdHAivBYYMWl14Mpg7OgExERLVNel4TtmxuwqyOEtkZfxcc52hPDns5ePHuoHzk+PyAioiXm7o5GfOE37oIsTf1sPZ3V8aHPPIbzF4cXuDIqBZv9J2MoRXXieUqVYigFURVhKEX1EwC8+5ZV6GjyTrk+W7AQy5pIGUXkTQuFog3LGR0cO3GAh9clIaDJqPe6oEhXN5SZloPHDvSjJ67P83dE84WhFDNjKAURERFR5TwuEZoiQChhJiu9YKE/bkA3OcMhEREREVUHVRbg02T43TI8LrGk69pSZAtFRFIGImkdgxkD7E0hIiKi+fCG9bVoCWiwHAeSIOB4NI0TZcy+uiXkw9Zm//j+p4ayOBpJzXmdiijABq5q2JVFAW5Fgl+V0exX0ehX4VGk8fWJvInOvgTS19iwI4sCBAGwbcDi0DQqUZNPxZZGHxp9aln7WbaDIwMp7DsXQzTNUBWiSrkkYTygot6roN7jQoPPhXqPAq9aXYEVlu1gKG1MCquIJHUMJHQMZwzwTw8REdHysK7Og10dIezc0oBAmSF2l+iFIp47PIA9+3vRdW5kjiskIiKaP2+9fR0++e5bp10/OJLGQ498C4Ox9AJWRaVgs/9kDKWoTjxPqVIMpSCqIgylWBoEAPdvrsf21lrM0VjZSRL5Iv7jUAQXkwykWMoYSjEzhlIQERERXRtJBHyqBHmKkLsrOY6DkYyJwVSBg/CIiIiIqKqIAkYDKjQJPk0u6fq2FEXbxlCmgHBKRyStI8+QNiIiIpoDggC8ZUsjPC4JtjN6LfOzsyMYyZXeBN/R6MP1Tf7x/U8OZnAsuniDhpt8Km5dE4RHkeBgdDxEXyKPzr5EWcdxSQKCbgXrajyo8yiwbAcFy0HRtpExiojnTYRTOoPDqCS1bgXtjT60BLSyQ+xODmbw/JkYeuL5eaqOaGXSZBH1XhcavMqk4IoGrwvahHCjamBaNgZTBgYmhFWEEzrCSR3xbAH8U0RERLT0yKKAbRtqsbsjhFvW1kAUK3uWcHE4g737+/DkgV4McZw+EREtAb9x/xb8zoPXTbv+XN8QPvzZx5DOGgtYFc2Gzf6TMZSiOvE8pUoxlIKoijCUYmlp8CrYtakeHY1eSBXe3JoomS/itd4EXutNosiRGEseQylmxlAKIiIiormhKULJs0sXijYG4gayhrUAlRERERERlc/tEuHXZPg0CW7X3DW1JPMmwmkdkZRRVtMoERER0UQ+l4Q3tTdCAMYbWh8/GoFVxtCr65v82BzyQhQECAC6BzM4MZhe1DDZBq8LO1rrIWA0eKNgOdh3bhhJvbRnurVuBdc1+dHsV2fcLmdauBDL4dRQhuEUVBKfKmFLgw/raj1lj8vpjefx/NkYTkYzbEAnmmdelzQppKLe60K9ZzS8wiWLi13eJIZpjYZUXBFWEUnqSObNxS6PiIiISlDrVXDflhB2dYSwqsZd0TFs28Grpwaxt7MXLxyPwLQYbE1ERNXr479wE971htZp1x/s7sUffuG7KJgcF1ot2Ow/GUMpqhPPU6oUQymIqghDKZYmtyJic8iLjfUeNPlcaPC5IJfwMDytFzGYKeBiUseZ4RwuJpi4upwwlGJmDKUgIiIimjuiAPhUEUqJA/viWRPRpAE+UyciIiKiaiZLAvyaBJ8mw6dKFc98diWjaCOa1hFOG4imdZgWH5USERFRaVoCGt6wvhaOMxrekDaK+PGpobKOcX2TH+0hHy5lzJ4ayuJYNLWooRSiANy+tgZrgm7YzujysUgaJ4cys+7b7Fdxy+ogPIo0vu8lhmVDAKBIIi69bdoO+uJ5dA+mYRR5g5JKo8kiNjX4sLHeA0Uqr8F9MG3ghXMxHOpPgZf+RAvPr8po8CpjoRWXgyvqPArkMn+e51vOKF4OqxgLrBh9nWfgOxERUZXqWOXH7o4Q3tBWD02pLOg6mS3g6YMXsbezB6fDqTmukIiI6NpJooDPv/8O7Lxh1bTb/OTVE/iTL/9gUe8z02Vs9p+MoRTViecpVYqhFERVhKEUy4cmi/CqElySCFkUIAiA7QCmZSNv2sgaRT7sXuYYSjEzhlIQERERzT1VFuBRRYjC7M16RctGOFFAKs/rMiIiIiKqfgIArybBp0nwa/KczbTqOA6GswVE0gYiKR0pg9fHRERENL32kA83NPvHwxf6kzpe7Y2XvL8A4Prm0VAKAHAAnB3O4vAiNr0IY3VsWxPEhloPLMeBJAglhVI0+lRsWzM5kMIo2rgQy2EkV4AkCnDLEhr9Kpr8KibetTw1lMHRSHo+vzVahhRRQGu9F5sbvGU3nCXzJl48H8f+3gQKHLBDtOgEAEG3jIYJYRWXgitq3QqkOQqmnCupvInIpcCKhD4WXpFHOKlDNxmyREREtNg0RcTdbfXY1RFCx6pAxcc52Z/A3s5ePH3wItJ5cw4rJCIiujaqIuHv/sc9uHFD3bTbfPep/fi7f312Aaui6bDZfzKGUlQnnqdUKXmxCyAiWo70og2ds3oQEREREdECMooOCpYFrypCnaVJT5ZErK3XkM4XMZAwUOQgXCIiIiKqYg6AjG4ho1uIoABVFkcDKtwyPC4RQgnBbFMRBAEhn4qQT8WNqwLIFoqIpAxE0joGMwZsXiYTERHRBB7X5Cb4cgOtZFGAa8Ks8LbjoGAt7riCS5c7mjz6vQlj0RGz1eV1SdgS8sKjSONBFsPZAo5F0hjJFSZte2Yki2a/iltX18CtjH7/bQ1exHImBlL63H5DtKyZtoNTQxmcGc5gfa0HW0I++NTShj8G3Qreen0jdm+ux6sXEnj5QhzZgjXPFRPRdBwAiXwRiXwRZ4Zzk9aJAlDrVlDvc6HeMxpYcSm8IuiWSwpnn2sBt4KAW8GWZv9V6+LZwmhYxVhgxaWwikhSh8nnb0RERAtCN208d2IIz50YwqoaDbvaQ7ivPYRar6us47SvrkH76hr87ttuwPNHw9i7vxf7Tw/xWQERES06w7TwR//nFXztwzuxvvHqz6YA8O4Hb8dQLI1v73ltgasjIqKVhKEURERERERERETLhOMAGd1GQXLgVUWIs8wk5XfL2KRKiCYNxLOcFZqIiIiIlgajaMPI2BjJmBAFwKfJ8GsSfJoMWaq8OcXrktHWIKOtwYuibWMoU0A4pSOS1pHnzKdEREQrnkeZHEqRKTOUQhKFSWGytjN7+MNCqXUrAIBLfb55c+Zm/Y31XtSPNfdIgoC8aeFwOIXEFDPJCgAiaQMnBtO4cVUAkiBAEgRsqPNgMGOgyO4eKpPtAOdjOZyP5bA6qKE95EOtp7RmM7ciYdfmemzfWIvXLybxwtk44pwBmaiq2A4wkjMxkjMBZCetk0UBdR4F9d7JYRX1XgUBTVmUemu9LtR6Xbiu5epZ2YfTxmhYRVJHJJEffz2YMmDx7x8REdG8CCd0/NurffjOa324ZV0Ndnc0Ytv6GsjSzJO7TOSSJTxwyxo8cMsaRBN5PLm/F3v392Iglpt9ZyIionmSypn4w39+GV9/+F40BLQpt3n4fbsxHM/g6RePL3B1RES0UjCUgoiIiIiIiIhomSlYDsycBY8qQlNmfrAuiQJaajUEPRYG4joKRQ6CIyIiIqKlw3aAVL6IVL4IwIDbJcI/FlKhXTGbeTlkUcSqgIZVYwN6EnkTkbSOSMq4avZvIiIiWhm86uRhVukyQykUSYQmX74+cRxn0YOvRAForfNClUU4GA2QKNrOjNc7kiBgfa0bkiCM73MsmkZymsb+S3cbz8dyWFfrQb1Hge0AzX4VAU1GLMdAAKpcf1JHf1JHyOdCe8iHJv/UA/KvpEgi7lpfizvW1eBoOI19Z2MIp4x5rpaIrlXRdjCYKWAwc/XfKZckoM7rQr1HQYPPhXrPaGBFg1e56m/4Qmnwq2jwq7hxTXDS+7btYHAssCKSyCMyFlYRTugYyhhw+KiOiIjomtkO8HpPAq/3JBBwy9i5uQG7r2vE2jpPWcdpqnHjAw+04wMPtOP1s0PY09mLnx4Jw5glzJGIiGg+ROJ5fOyfX8ZXPrQD3mnCGf/XQ29FLJnF/qM9C1wdERGtBAylICIiIiIiIiJahhwAWcOGYdrwaRIkceYZo72qhLYmD4ZTBQynTXC8GxEREREtRfmCjXyhgMEUIEsC/JoEvybDq0oQZ7kmnkmNW0GNW0FHox9G0UI0bSCcNhBN6zAtXj0TERGtBOrYrKrC2CWFXmYDiluR4J4QIFuwHGQL5QVblMOnSqh1u5A2ikgbxUkzsmuyCJcsoiWg4fom/3i4hAOgL5Gf9vpGALC+zg2XdDnEImda6I3nS6ppOGOgzq2M/z+s97gYSkFzYihTwFAmhhq3gi0hH9YENQjC7Nf/oiDgppYAbmoJ4PRQFvvOxnBuhLMfEy1FBctBJGUgMkXAjCaL4wEV9V7X2L/R126l8kDLSomigOaghuagBqyrmbSuaNmIpgyEk3lEEmNhFUkdkYSOWLbA53dEREQVSOWL2Hs4gr2HI2gLebHrukbs2FQPT5nBVdvaQtjWFsIfvtPEM4f6sbezF8f74vNUNRER0dROh1P4X//aiS/+1hsgS1dPWKbIEv78Iz+PD3/22zjdM7gIFRIR0XLGUAoiIiIiIiIiomWsaAOJnAW3S4RbEWYciCsKAhqDKgIeGQNxA/nC4s7USERERER0LYqWg3i2iHi2CAGAV5Pg1yT4NBku+eoBOqVSZQnraj1YV+uB7TgYyRYQSRsIp/SyZ0wnIiKipUGRBFiOAxkCBIzO1F5Cv/skXpc06RokV7CQL8zfzKotATe2NvvHlwuWjYxhQS9aEAUB9R4XFEmA41wO2uhP5nE8mp72mKosotGnAhgNpLBsB32J0gIpAKA/paO90TfeUBvyqTg9nC33WyOaViJv4rXeOI65JGwJ+bC+1jNrYPMlm0NebA55cTGRx76zMRyPZNj8TbRM6EUb/Ukd/Un9qnUel4R6r4KGS2EVnsuvr+XeQaVkScTqWjdW17qvWmeYFiIpHZGkjvBYYMWl18k8Q56IiIhKcXYoi7ND5/Gtl3pwZ2stdnU04sY1wbKO4XMreNcbNuBdb9iA85EU9uzvxY9ev4h45upwLCIiovmw/8wQPv/dg3jkvbdNud7jVvHXf/TLeOiRbyEynFrg6oiIaDljKAURERERERER0QqQL9goFEdnSJSlmQfhaoqE1pAbsYyJwVQBNkfeEhEREdES5wDI6BYyugWgAFUW4XePBlR4XGJJsyhPRRQEhHwqQj4VN64KIFsoIpIyEE7rGMoYvJYmIiJaJlySCKNoQxtrTi0UbciiCKC0UFcBQFBTII1dczgAsoUizHm8WPBfMeOrSxJR5xEBKOPvWY4DSRBQsGycGc7iQiwHozj99xTQFNS4L++fMy0MpktvurHGvt9LQRhe18LPTk8rQ7Zg4WB/EsejaWyq92Jjvbfk5vI1NW6897bVGM4U8MK5GLr6Uyjywp5o2coVLOQKFvriVwdW+FXpcliF14V6r4J6rwt1HgXKFLPRzjdVkbC+3ov19d6r1uUKRUSSOiIJHQNjYRWRpI6BRB5ZY/5CsIiIiJaqQtHGC6dH8MLpEYT8KnZ1hLCrPYQGv1rWcVqbA/i9t23Fh/7b9XixO4q9nT145eTg+OdfIiKi+fL0wYtoCGh4+OdumHJ9Q60Pf/PH78YHP/0oUpmrP/MSERFVgqEUREREREREREQrhGUDybwFTRFmbbwTBAH1fhf8bhkDcYMD1oiIiIhoWTGKNoy0jeG0CUkAvJoMvzYaUjFbiNtMvC4ZbQ0y2hq8KNo2hjIFhFM6ImkdebO0plUiIiKqPrYDGEULl4ZaOQA0RUSpeQxuRUKt53KYQ9FykJjnGc1juQI0WYRPleFWJIgTLnEcjAZlDKYNnBvJIVsoIlOY/f5fnUeBR5HG90/pRaSNYsk1SaKAbMEaD6OwHAduRULe5L1Hmh9G0caxaBonhzJorfNgc8gHt1JaGEqDz4V33dSMN25pwEvn43itNzFjaAsRLT9pw0LayON8LD/pfQFA0C2Ph1U0jIVV1HtcqPUokMTK7ytUyuOSsTHkw8aQ76p1ad1EJKkjnNARHgurCCdG/8u/wURERMBQ2sD3Oi/i+/svYuvqIHZ3hHBHa13JwXYAIEsi7tu6CvdtXYWRtI6nDvRh7/5e9Axm5rFyIiJa6b79szMIBTW8e0fblOvXt9TjLz/2S/iDP/t3GIXS7+MSERFNh6EUREREREREREQrjG46KBQteFVx1ofoLlnEhpAbiayJSNKAxTG3RERERLTMWA6QyheRyhcBGHC7RPjHQiq0a5i9WxZFrApoWBXQAACJvIlISkc4rSOWm98mVCIiIppbedNCcWyWU8cZDaSQy2g4DWoy/OrlYVrZQhEjucKc1znR+VgO52M5iALgkkQENBm1HhcafSpCXhcAoNGvImdaOPz/sXffcXLU9f/AXzOzszvbr9dceiUJofdAEvh9RRBQVCygoFIUvl8U5fu1oaCiWGgqKohYEERAOqHXhJCE9N4v12+vb69Tfn9cssklu3t7l7u9vbvX8/Hgwc5+PjP7Hti7nZv9fF6f1uzSNQqtvcEahgEIAtATSQx4kn5C1wFIyeOYJQHDnM9BBFU3sKczhH1dIdQUWDGr1AGnIve/IwCnYsLH5pTivOlF+KjBiw/39yDIEGeicc0A4I2o8EZU7OsM92kThd7Py4OBFcV2GSUH/u22yhAzBMYPF6ciw6nImFHuPKrNG46j9bCQit7HEXh8USQ0rvBORETji2EAW5p82NLkg90i4ezpJVg0uxTTyo4Ofcqk2KngykUzcOWiGdhS142la+vx9qYWhAcQ6khERJSt37+0FSUuBUuOr07ZPn9mNX7y35fih/c/B03n33lERHRsGEpBRERERERERDQO6QYQiOqwmAzYLGK/g+AK7DIcigkebwy+CL8oJyIiIqKxKxLXEYnH0e4HZEmAQ5HgVEywWySIx7DaaYFVRoFVxuxyJ2KqBk8gBo8/irZgjBM9iIiIRoFkKAUASRBgErNfMbXCpcAkCtAMA5IgoCeSQCCam3tsugFEVR3RYBydoTg8/igmFtowsdAKiyRiSpEdbkXGuiYvQvHME+3dB0IpDt5K9EUSGMhVjGEYMB12H1IShQHtT3SsdAOo74mgvieCKpeCmaUOFB8IaemPIks4d1oxzppciI3Nfiyv7UZXiIkqRNSXbgBd4QS6wgmgI9SnzSQKKLT1BlaU2A8FV5TYZbiyDMoZagU2MwpsZsypdB3V1hmMJcMqPL4oWg6EVbT5Y5zIREREY14opuGNbW14Y1sbJhXbsGh2Kc6ZUQKXdWCf2fMnF2H+5CJ889L5eHdzC15e04BN+7uGqWoiIhqPdAP42b/Xo9BhwYlTS1L2WXjKDHz7mv+H3/z1jRxXR0REYw1DKYiIiIiIiIiIxrGYaiCuabCbRVjkzAPpTZKACcUK3BEVrV5OnCMiIiKisS+hGegJqegJqRAA2BUJTkWCQzHBbMp+IuqRLCYJkwptmFRog24Y6ArF4QnE0OqPIsDV0oiIiPJSkzeCGrcVBzOqKpwWNHkj/YYqFNlklB6Y9C6id+dWf3REwhh0A/BFVWxp9SMc17CgygVBAErsZswpd2J9kxfp5piaRAE2WYIBQDhwrGB8YNctuoHkNZQBwCyJSGj6MZ0T0WC1+KNo8UdRYjdjZqkDlS4lq/1MkohTJhbgpBo3tnuCWL6vG82+6DBXS0Rjgaob6AjG0RGMH9UmSwKKbWYU22WUHAir6P1HhsMyMkO9SxwWlDgsmD/B3ed5XTfQHoglwypavRG0HnjcEYilvZYgIiIareq7wvjHino8vrIBJ08uxOLZpVhQUzCgEGur2YSLTpmIi06ZiMbOIF5Z04BX1zeig39LEBHREIirOr7/j4/wx2+cg6kVR4cOAsAnLzgR7d0B/OP5lTmujoiIxhKGUhARERERERERjXOGAQRjOmKqAbtFhNTPF+dOqwk2i4R2XxzdXAmOiIiIiMYJA0AwqiEY1QDEYTGJcFp7AypsZhGCkP0A1MOJgoBShwWlDgvmV7oQiqvw+GNoDUTREeRkDiIionzRGYojpulQDoQqVLkU2M0SgnEt434zSx2wH5hMKgiAJxBDV/joyai5tq8rBKfFhKnFNgDAxAIr2oMxNPREUvY/OCHWMHrPI5LQEElkPvcjmUQBZqn3v19vsIWBaIKhFDSyOkNxdIa64VJMmFXqwIQCK8Qsru1FQcC8SifmVTpR2xnCsn3d2NsZzkHFRDQWJTQDnkAMnkDsqDbFJCYDKort5gOhFb2PrbKU81pFUUCFW0GF++gwH1XT0ebvDaxoPRBYcfBxdzA+IqFcREREQ0XVDayu7cbq2m4U2c04d1YJFs8uS/mZmElNiQM3fPw4XPuxOfhodzuWrmnAB9s9DG0kIqJjEogk8J1HVuKhm85FWYE1ZZ/rrzgXHT1BvPL+lhxXR0REYwVDKYiIiIiIiIiICEDvgDdfWIPNIkKRM6/6LIkCKgstcNtMaOmJIabyy3EiIiIiGl9iqo5YQEdnIAFJAOyKCU6lN6TCJA0uoAIA7GYTppWYMK3EDlXX0R6Mw+OPwhOIIsJJm0RERCNG1Q3s7QxhXoUTBnrvj51Q7cbaRi+iae6NTS+xo8ql9JmAubsjiIQ2+CmZkXj21wNWc+p7fAJ6A7c6QzFMLOydgC8KQIXT0m8oxUHBuDrg8CzLgUAP3QBEofd+JCenUr7wR1WsafRimyeAGaV2TC6ywSRmvk9+0NQSO6aW2NHii2L5vm5s8wQYLkdEQyaq6mj2RdGcYiV1m1lCsV1Gic2MYocZxTb5QICFOfm5m0smSUR1oRXVhUdPgIqrOjy+KDy+KFoOhFX0Po7CF2EIPhERjS7doTieX9+C59e3YE6lE4tml+KMacVQBhAYJYkCzpxdjjNnl8MXiuP1DY1YuqYBe1v9w1g5ERGNZe2+KL79yEr86caFcFrllH2+e+2F6PaGsGpTbY6rIyKisUAwDINffxDlidtf2zPSJRDREPnJhTNGuoS81hVUR7oEIiIiIuqHSQQcigRJ7H8ynW4Y6Awk0OnnCkdEREREREDvBFDngZAKxTx0q5Z6Iwl4/FG0BqLoDnPCBhERUa4pJhFnTi5CoVWGgd5whyZfFHXdIfijajKcwm6WML3EjqnFdsAABAHQDAMNPRFsaPalPX42gRMnVhRkVesGjzf5OF04hUsx4YxJRXAcuF7xRVV81NCDQOzo73NnlzlwXLkzGSixvzuc8VxSmVZsx4IqFzTDgCQI8ARi+LCue0DHIMoVsyRiWokd04rtA57Y3R2O44PaHqxv9EFlOgURjRCnRUoGVJTYzSi29wZWFNlkyFLuAysyicQ1eHxRtHojaD0QVtHqi6LVG0UwxXUJERFRPlJkEWdOK8bi2WWYVekc9HF2NnmxdE0D3tzYhACDm4iIaBBOmFqM+649E2ZT6u+pI9E4/vvOJ7Cz1pPjysaHFf/67kiXkFfO/uKvRroESoHvUxoshlIQ5RGGUhCNHQylyIyhFERERESjh9UswioLEIT+wymiCQ0tPbEBrdZIRERERDTWyZIAhyLBqZhgVySIWVxbZyOmavAEYvD4o2gLxJDgZDciIqIBM4kCrLKUMoQhnRK7GafWFMIqi8lgCk034I0moOoGLJIIs0mETZZgHAikAIBGbxQr9ndDy/CZbTGJOG1CIaIJHao2NJ/tmcIprLKIJdNLYTH1noumG3hzdwciCe2o45xQ5cbUYlvynLa3BbCzPTigWk6sdmNKkS0ZSrGrI4htnsBgTosoZyRBwJQiG2aU2mEzmwa0bzCmYlVdD1bVeZOhNUREI00A4LaaUGwzo9hhRrFNTgZXFNrkrALrcykYVQ8EVET6hFV4fNGU1yxERET5oKpAwaLZZThvVgkKbOZBHSOW0LBsWyuWrmnAur0d4FcAREQ0EEuOr8JPvngKxDR/4/X4QrjhjsfQ3ObNbWHjACf798VQivzE9ykNFkMpiPIIQymIxg6GUmTGUAoiIiKi0UUSAbtFgiz1PwjNMAx0BxNo98f5hTgRERER0REEAPYDARUORYJ5gCsup6MbBrpCcXgCUbT6YwOaWEtERDRWiQJgkyVYZQk284F/H7F9cJXw57e0QhvAEKoCq4z5lS6U2tNPLDkYWAEAO9uD2NLix9xSd8bjFtpNqCywJLf9ERUtPbEhuc+WKpzCpZhwwYzS5PO6AbywtRWpXm5BlQtTi+zJkI2tHj/2dIRS9k3FJAo4e0oRim1m6Ebv/59V9T1o8UcHd0JEOSYAqCmwYmapA26rPKB9Y6qONQ1efLi/B/4or9WJKH+JQu91TondjGL7obCKYrsMt1UesqDNoeINx9Hqi8JzIKSi5eBjfxRxhgEREVEekEQBC2rcWDy7DCdNKoBJGtx3Ap6eMF5d14hX1jagpTs8xFUSEdFY9dmzp+Jbl81P297k6cENdzwGr5+fLUOJk/37YihFfuL7lAZrYNHdREREREREREQ07mg64I9oUGQBNrMIIcOAM0EQUOw0w2k1odUbQzDKFYqIiIiIiA4yAASjWvI62WIS4bRKcCimfq+1MxEFAaUOC0odFsyvBEJxFa3+KDz+GDpCQzORlYiIKJ8IAJRkyIQIm9nU++/DQicsJinr41nNIoKx9PexInH9iO0YukNdmFCgoNqtwKXIcFhMODzTVdcNRBM6ekIqjITQbyAFgGRg1cHQhv6YRAG6YWT1WX9iRQGA3nCKSFyHAGBykbnP64XiatqQiYRm4PBLFQFC1oEUAGCVJdjNvUPVBKH3Nf2xxACOQDSyDAAN3ggavBFUOC2YWepAqcPS735A73X/OVOLcMbkQmxu9mN5bTc6gvHhLZiIaBB0A+gOJ9AdTgAdfdtMooBCW29QRbFdRonNjGKHGcU2ecBhPUOlwGZGgc2MOZWuo9o6gzF4DoRUtPqiB8IrImjzx6DyRgkREeWIphtYX+/F+novXFYTFs4oweI5Zagpsg3oOBWFNnzlgln4ygWzsG5vB15e04D3t7YiluCYHCIiSu/pFbUoK1DwxfNSL7o7oaIQd//vZ/A/dz6BCO/VEhFRFhhKQUREREREREREWYkmDMRVDXaL2O+KzmaTiEklVnjDCXi8MWhcjIiIiIiI6CgxVUcsoKMzkIAkAA7FBIdVgsNigkka/OqjdrMJ00scmF7igKrraA/E4AnE0OqPIsqVQomIaBSwmMTecInDQiYO37bKgw9zSkUSRETi6QfdHgx0SCUSMaAlEghGNBysSNUNGAYQyhB0kYoi995zO3icWELPGDhRaDdBFAV0+ONZh1AdPBezSYDdKvV5vc5Q+kny8QM3+AwAhoF+7w8eVatVhmI6dH7BuIpwnJNnaHTyHLi+LrLJmFXqQJXbmtV+JlHASTVunFTjxg5PAMtqu9HYEx3maomIhoaqG+gIxlOG6siSgGJbb1hFsd2MEvuhxw7LyAxVL3FYUOKwYF5132AwXTfQEYz1DavwRdHqjaAjwGBPIiIaPv6IiqWbPVi62YNpZXYsnl2Gs6cXwzbAz8qTp5fi5OmlCEYSeGtTE15e04Adjd7hKZqIiEa9P76yHSUuBf91Yk3K9jnTKvGzb16G797zLDQO8iQion4wlIKIiIiIiIiIiLKmG0AgqsNsMmC3iBD7GfxfYOtdJdLji8EXVnNUJRERERHR6KMZgC+iwhdRAcRgM4twKCY4FQmKOfuV3o9kEkVUua3JiXLeSAKt/ig8gWjvyqdEREQ5ZhIF2MyHB0wcHTohiUMXOJGNOSVOVNqym1R+JFU3oMYNIH7sA3ZtlgMhEQdOP65lnhXpsJpglUVYzRK6AnEEotmFPAgCUOwwo9BugnFgOxjX0NgTSbtP/ECwlW4YkAQBZin7UAqTKKDIZk5u60ZvAAYnfdJo1x1OYGV9D5yWAGaWOjCx0NrvPfOD5lQ4MafCibruMJbt68bu9tAwV0tENHwSmpEM7DmSxSSi2C4fCKo48I9NRonDDKs8+PsdgyWKAspdCspdChYc0aZqvcGerd5DYRUebwQtvii6g3Hw0oWIiIbKvvYQ9rXvx6Mf1uO0KUVYPKf0qCCl/jisMj55xhR88owpqPX48fKaBry+vhHeDIGTREQ0/hgG8POnNqDQoeDUGaUp+5x5wjT839c+hrv+/GqOqyMiotGGoRRERERERERERDRgcdVAQtNgN4uwyJkHoJskAROKFLhtKlp7Ykj0M5ieiIiIiIiAcFxHOB5Hu793xVGHIsGpmGBXpKwnuqVSYJVRYJUxp9yJmKr1ThrxR9EWiCHBmaFERHSMRAG9wRKHhU4cuS0PIMwgV2QptyEY6fjCKiwmEWZZhCQAaj/30RRT739Lm1mErVhBQjMQiKqIxHTEVB0JzYB22Oe7SRKgyCKKHTLsBwIwelMpgFhcR6s/BvVAf6u57/8n3TCg6sagAkMcFhNKHYdCKWKqjo7g0ZNWiUarQEzFuiYvtrf5Mb3EgalFNpiy/F03uciGyUU2ePwxfFDbjc0tfga2ENGYElN1tPhiaPEd/dlvk6UjAivkZHCFxZT7a0aTJKKqwIqqgqPDyuKqjjZ/9LDAikjysZehn0RENEhxVccHezrxwZ5OlDktOG92KRbNKkWJ0zKg40ytcOHmS+bhxouOw4odbVi6ph6rdrX3uSdARETjl6oZ+MGjH+GP3zgHM6pShyB9YtHx6OwJ4uGnl+e4OiIiGk0EwzD4VwZRnnh+a+tIl0BEQ+ST8ypHuoS81hXkCtlEREREY4ksCbBbxKwGpGu6gXZ/HN1BDs4iIiIiIhoMQQDslt6ACociwTxEkzR0w0BXKA5PIIpWfwyBGO/jEhFRXwIA5aiQCbHPtsWU+9Wuh0JPKIGWnvwKSRCF3lXs0g3sEgSgpliBVe57X84AoOsG1AOBFDp6/9/17iPAdljYxIE8CoRjGpoPC5Pd4PEm+xwMp3BaTDhjUiGclt41kPxRFSvruxGKa/2ey8xSB+ZVOKEbvefVFoxhQ5MP4UT/+xKNRrIkYFqxHdNK7FAG+HvRG05gxf5urG30MeCZiMY1h0U6KqyixG5GkU3Ou5CzSFyDx3dYWIWvN7zC44siEOX9FSIiGhhBAOZXu7FodilOnVI06O8AOv1RvLauEUvXNqChIzjEVRIR0WhU4lLw4I0LUVlkS9vnN4+8juff3pi7osagFf/67kiXkFfO/uKvRroESoHvUxoshlIQ5RGGUhCNHQylyIyhFERERERjk90swiILELJYtTkc09DSE0NM1XNQGRERERHR2GUxiXBaJTgUE2xmMavr8WyEYipaA1F4/DF0hGJcrZmIaBywmERYD4ZOyBJsZqnPtlUeus+ZXFM1AwlNR+LAv1XNQFw1oCafG50fdLIkwKmY4LKZ+oRNDIQvoqLdF0/53+DIcIqFU4pR6jDDMHonyays70arP3OYh0sx4eQJBSi0yslQivXNPtR1hwdVL9FoIgrA5CIbZpY4YD8Q6JKtcFzDqroerKrzMsCFiOgwAnqvL44MrCg+EFiRTYh+LgVj6oGAigg8vihaDoRVtPqiiGQR7kVEROOb3SLh7OklWDynFFNLHYM+zua6Lixd04B3NrcgzEBqIqJxbWKpAw/euBBuuzllu6br+MF9z+GDdXtzXNnYwcn+fTGUIj/xfUqDxVAKojzCUAqisYOhFJkxlIKIiIho7DKJgF2RYMpiwJdhGOgIJNDpj6dd8ZGIiIiIiLIniYDDYoLjQEhFNtfl2VB1He2BGFoDMXj8UUQZLkdENOqYRAE28+EBE0eHTuTbBL5saXpvqISq6Uioh4dPHHo8HkZHmSQBTkWC1SzBbBIhSwJEUYB0xP9W3QD0A//NOgNxhGJav+FTB8MpJhQoOG9aMQz0TgjtDMWxqr4HcS39tcEZkwpR6VJwsIzucAIfNfRwkj2NKwKAareCWWVOFFjlAe0b13Ssa/Bhxf5ueCMca0FElIkoAAVWORlWcXhwRYFVhphnAWvecBwe34GQCm9vUMXBbQb7ExHRkSYV27BodikWziyBUxnY3xUHReIq3tnUgqVr6rGprnuIKyQiotFi3qRC/O76s2GRpZTtsXgC//Pzf2PbnpYcVzY2cLJ/XwylyE98n9JgMZSCKI8wlIJo7GAoRWYMpSAiIiIa+6xmEVZZyGr1zFhCR3NPFJE4B1cREREREQ0lm1mEQzHBaZWgpBlUNBjeSAKt/ig8gSi6w4khOy4REQ2OKKA3WOKw0Ikjt2VJHOkyB0U3DKgHAyZUvU/QxMHn+gtUGG8kETBJvaEUkihAFAABAgwYEAUBmm4gHNcQVwf+H04UAKddQrVbgW70btf3RLCh2XvU/wezJGJOuQNTi+0QABgGIAjAyvputPpjQ3OyRKNQucOCmWUOlDksA9pP0w1saQ1g+b5utAX4M0RENFCSKKDIJqPYJqPYYUaJrTesothuhnuAgUG50BWMHRVW0eqLos0XhcoLYCKicc0kCjhlciEWzSnDggluiIMMGW3sDOKVNQ14ZV0jOv3RIa6SiIjy3cK5Ffj5l05LG1btC0Tw9Z88hoYWhhgNFCf798VQivzE9ykNFkMpiPIIQymIxg6GUmTGUAoiIiKi8UESAbtFgnzkcoxpdAfjaPPFOZGAiIiIiGgYyJIAhyLBqZhgV6QhWx00pmrw+GNoDUTRHoghwQt6IqIhJQBQjgqZEPtsW0xDFzyUS8bhgRNHBE0ktN42TrjLP4osYkKxArMkwEDvezSq6mj2ReCPqlB1A7IkYGKBDUU2OdkHAPZ2hrC51T9yxRPlkUKrjJmlDlS7lazCnQ+3qz2I5fu6UdcdGabqiIjGF1kSUGQzo+RASEXvPzJK7GY4LKaRLq8PXTfQGYyh9UBgxcGwilZvBB2BGL9nJSIaZ4rsZpw7qwSLZ5ehwq0M6hiabuCj3e14eU09VmxvQ0LjgjJEROPFJ8+YjP+9fEHa9tYOH264/Z/o8oZyWNXox8n+fTGUIj/xfUqDxVAKojzCUAqisYOhFJkxlIKIiIhofFFkATazmNXA2oSqo8UbQzCq5aAyIiIiIqLxSRB6A+ScigkORYLZJA7JcXXDQFcojlZ/FJ5ADIEY7wUTEfXHYhJhPRA6cTBo4uC29UAAxUAnK+cLtU/YhA5VMxBXDaiHBVDQ6ORQJJS5zFDkQ9cQmm5AMwzIooiDb9mDgRQGgH2dIWz1+DlRkugIDrOEmaUOTCy0pV2ZMp2GngiW7+vGzrYg+KNFRDQ8LCYRxTYZJQ4zim29YRUHgyts5vwKh1M1He2BWDKswnMgrKLVF0VXMM7PCiKiMW5OpROLZpfhjGlFUOTBfUZ5QzG8sb4JL69pwD4PQyWJiMaD6z42G9ecPytt++66Ntz0s38hHInnsKrRjZP9+2IoRX7i+5QGi6EURHmEoRREYwdDKTJjKAURERHR+CMKgN0iZj3ZzRdOoNUbh8ZR6kREREREw85iEuG0SnAopqwD5bIRiqloDUTh8cfQEeJqnUQ0/phEATbzoYCJVKETA52AnC803TgUNqEeHj5x6DFHJI1tVrOIEqcZdouETG/jcFzDjvYAGr0RXgsQZaCYREwvsWNqsR2yNLDQuPZgDB/s68amZj+Y90NElDtWWUTJgYCKYrt82GMzLEMUADpU4qqONn80GVjReiCwwuOLoiecGOnyiIhoCFllCWdOL8Ki2WWYVeEc9HF2Nnnx8pp6vLWxGYEIPyuIiMayH3z2RFx86sS07Wu21uHWXz0NVdNzWNXoxcn+fTGUIj/xfUqDxVAKojzCUAqisYOhFJkxlIKIiIho/DKbBNgtIsQsJrmpmgGPLwZfmNePRERERES5IomAw2KC40BIhWmIJkur+oHVOgMxePxRRFUOWiKi0U0UkAyZODJ04uD2QCcV5wvdMKAeDJhQ9T5BE4kDARQMF6CDLLIIm1mEciBkJZRQIUsCEpqBZl8EHaE4IgltpMskGjVMooCpxXZML7HDOsDVjf3RBFbU9mBNgxdxplMQEY0oh0XqE1hRbDej2Nb7ON/+TogmtL5hFb4IPN7ex4Eov6clIhrNqgsULJpdhnNnlaDAZh7UMWIJDcu2tWLpmgas3dvBEFIiojFIEgX86prTcebs8rR9Xv9gG372p5f5OZAFTvbvi6EU+YnvUxoshlIQ5RGGUhCNHQylyIyhFERERETjmwDAbhFhkbMbcBWMqmjpiSHBQbRERERERDlnM4twKCY4rRKUAU6Ky6QnEofHH4MnEEU3V+QkojwjAFCOCpkQ+2xbTEP3OzGXjMMDJw4GTfQJnzCgMXGCBkEUkAyiVXUDGzzeZJvVnF8TL4lGA1EAJhbaMKvUAYfFNKB9IwkNq+u9WLm/B6E4Q2GIiPKJAMClmFBsNx8IrZCTwRVFNjOkIQoHHSrBmApPMrAiglZfNBlYEeZnDBHRqCGJAk6YWIBFs0px0qQCmAYZkOTpCeOVtQ14ZW0jWnvCQ1wlERGNJKtZwgNfPwezJxSk7fPYi6vwp3+/n7uiRilO9u+LoRT5ie9TGiyGUhDlEYZSEI0dDKXIjKEURERERAQAsiTAbhGzGlyl6wba/XF0BTlZjYiIiIhopMiSAIciwamYYFek5MTTYxVVNbT5Y2gNRNEWiEHlZGgiGmYWkwjrgdCJg0ETB7etBwIohCH6HZdrap+wCR0JtTdoQj0sgIIolxhOQXTsqt0KZpY6UDTAlY0Tmo71TX6sqO1mEBwR0SggCkCBVT4sqMKMYpsZJQ4ZBVZ5yO7DDBVfJHEgoKJvWIXHF0VM1Ue6PCIiSsNtlbFwZgkWzy7FhCLboI+zdk8Hlq5twHtbWhDn730iojGh0GHBgzeegwkljrR97vvHW/jP6+tyWNXow8n+fTGUIj/xfUqDxVAKojzCUAqisYOhFJkxlIKIiIiIDmczi1BkIavJHuG4hpaeGGIJfqFNRERERDSSBAGwW3oDKpyKBNk0NJNMdcNAZygOjz8KTyCGQIz3k4loYEyiAJv5UMBEqtCJfFt9OFuafihwQlUPD5849JijgCifHQyoyBROIQDg25gotVK7GbPKHCh3KgPaTzcMbG0NYPm+brT6Y8NUHRERDSdJFFBolVFyWGDFwcduqzzS5R2lOxhHq683sMLji6L1QGBFuz/KoDwiojwyvcyBxbNLcdaMYtjMpkEdIxBJ4K2NTXh5TQN2NnmHtkAiIsq56mI7HrppIQodlpTtum7gx79/Ae+u3pXjykYPTvbvi6EU+YnvUxoshlIQ5RGGUhCNHQylyIyhFERERER0JJPYO6HNJPU/KcQwDHQGEujwxzlAnYiIiIgoT1hkEU6lN6TCahazCp3LRjCmwhOIotUfQ2coBp1/BBCNa6KAZMjEkaETB7dlaWhCcnJNNwyomoGEenTQROJAAAV/B9JYcTCcAugbUGGWRFwwsxT1PWHs7QxxhW2iNNyKCbPKHJjgtg74untvRwjL9nWjtis8TNUREVGuyaKAIrsZxXYZJQcCK4rtMoptZjiVwU0wHi66YaAzEE+GVXh8UbR4e//dEYhB4x89REQjwmwScfrUIiyeXYq51e5BH6fW48fLaxrw+vpGeEPxIayQiIhyaU5NAX5/w9mwpgksiidU3HLXU9i4szHHlY0OnOzfF0Mp8hPfpzRYDKUgyiMMpSAaOxhKkRlDKYiIiIgoHassZD2BLZbQ0dITRTjOwelERERERPlEEgGHxQSnVYJDMUEShyagQtV0tAdjaA3E0OqLIqbxbwGiscitmOBU5AMhE2Kf0AmLSRrp8gbFOBg4cXjQxBEBFJx8RePRkeEUc8qdOK7cCQDQdAP1PWHs7ggiFNdGqEKi/GY3S5hR4sDkItuAr7mbvVEs29eF7Z4gw5+JiMYwi0lEsU1Gsd18ILBCPhBaYYbNnF9/X6majvZALBlW0eqNotUbwY7WAFT+vURElDNlTgvOm12KRbNLUeKwDOoYqqZjxXYPXl7bgNW72nnfi4hoFDpzdhl+efXpMKUJAg+EovjGTx7H/qbOHFeW/zjZvy+GUuQnvk9psBhKQZRHGEpBNHYwlCIzhlIQERERUSaSANgVCbKU3SDaNl8MnYHEMFdFRERERESDZTOLcFpNcCgSFHloJjyomo5tngD2doWG5HhENPLsZglnTCpCgVUe6VIGTO0TNqEjofYGTaiHBVAQUXobPF5IooDLj684KnxGNwxs8/ixu4Of+UTpWCQR00rsmFZsh9mUeqJAOo09ETyxvgX+KMdxEBGNN1ZZTBlWUWI3wzLAz5PhFIgm8NB7tVizv2ekSyEiGlcEAZhf7cbi2aU4dWoR5DSTkvuzs8mLHz+2Bs3d4SGukIiIhtvFp0zED644MW17W5cf1//4n+jsCeawqvzHyf59MZQiP/F9SoPFUAqiPMJQCqKxg6EUmTGUgoiIiIiyYZEF2M0iBKH/cIr6zgiCUa6YSERERESU72RJgFPpDaiwKxLELK73M3l3bwe6wwypIxoLlswoQaHVPNJlHEXTDwVOqOrh4ROHHnPkDdGxK3LIqCxIvwLr+/s60RmK57AiotHHJAqYUmTD9BIHbObsw+B2tQfxzzXNw1gZERGNNg6LhGKbGSUOM4pthwIriu3yoCclH4uEpuNb/9qIziCvB4mIRoLdIuGcGSVYPLsMU0rtA95/Y20nbnpwxTBURkREw+2a82fiuo/NSdv+7upduO23z+euoFGAk/37YihFfuL7lAbLNNIFEBERERERERERpRJLGEioGuwWsd/V3ZyKiaEURERERESjQEIz0B1KoDuUgCD0DmZ1KiY4FQnyIFbhrHJZGUpBNAZYJHFEAil0w4CqGUioRwdNJA4EUOgMnCDKiWKHnLG92q0wlIKoH6puYE9nCHu7QphYYMXMUgdcSuafLQCYUWqHKICfeURElBSMaQjGIqjvifR5XgDgUkzJgIpiuxklBx4X2swwiccWPpqOLIk4vqYA7+xoH5bjExFRZqGYhte3tuH1rW2YXGLDolmlWDizFA4luylpJ0wtgV0xIRTlooZERKPN39/ejVK3FZ88Y3LK9jNPmApBAMO7iYjGCYZSEBERERERERFR3tINIBDVYTYZsFvEtKso6/xWg4iIiIho1DEMIBjVEIxqaAVgkUU4ld6QCqtZhJDm+v9w/FuAaGzoHbBoZPVzny3jYODE4UETRwRQaJx9S5QXLLIIsZ8JjPx5JcqeYQD1Pb0TiStdCmaVOlBsTx/+lNAMDM8UYiIiGmsMAL6oCl9URW1X3zZRAAqscjKsothuRrHNjBK7jAKbnPZ73myFY5zITESUD+o6w/h7Zz0eX9WAkycXYtHsMiyocWf8PZ9Q9RxWSEREQ+2+Fzbj/AXVcFqPDj+Nxrl4ABHReMJQCiIiIiIiIiIiyntx1YAAHQ5FStkejGo5roiIiIiIiIZaLKEjltDRGUhAEoEJRUrGldZUXcf+7lAOKySi4RJVdTT5IqgpsB3TcQzDQCCqoTuYQCjGewVEo0UsoSMc0+Cypv7c1w0Ddd3hHFdFNDa0+qNo9Udx9uQiVLiUlH22tvqhMfeFiIiOkW4A3eEEusMJ7Onoe+0mCUChzZwMrCix9z4usZvhTjGx7Ujt/ig2N/mGq3QiIhqEhGZg1b5urNrXjXKXBb++4ngocuoxPe9uaUYoynAhIqLRauFxlSkDKQBg2Zo94BoCRETjB0MpiIiIiIiIiIhoVLDIYsrnE5rOiSZERERERGNMgU3OGEihGwbWNnoRSXCFNaKxYl2jD5GEjmnFdkji4FbQFQQBLqsJLqsJ0bgGf1SDP6Iixt8VRHmt2CGnDaQAeifMB+O8/0c0WEU2OW0gRUzV8eauzhxXRERE441mAJ2hODpDcQC9AaOyKODyBRWY308oRWcwhl+/ugthXg8SEeWtJXPK0gZS+MNxPPDythxXREREQ+nq82emfF7TdTz20qocV0NERCOJoRRERERERERERJT3RAGQpdQTUnxhrqZARERERDSWFDtkVBRY0rYbhoE1DT1o9kVzWBURDTfNMLCl1Y8dbQFUOC2ocltR4bRAllKHVPZHMUtQzBLKXGbEVR3+iAp/REUkzoAKonxiM4sod5vTtjf7ItjTGcphRURjzwnV7rRt7+zpRJChz0RElGNOiwlXnlKFCQXWjP32tAVw92u74Q0nclQZEREN1MxyBy49oSpt+93PbUZXIJbDioiIaCidObscM6pS31t6e+VONLd5c1sQERGNKIZSEBERERERERFR3rOY0q+Q6g0xlIKIiIiIaKwosmcRSNHoRRMDKYjGLFU30OSLoskXhSgAZQ4LqtwKqlwKLKbUKy72x2wSUeI0o8RpRkLTEYho8EdUhGMajCGun4iyZxIFTChWIAip7/0FYirWNnpzWxTRGDOlyIZCa+rgl45gDKv29+S4IiIiGu+q3BZcdUo1XIqcsd8Huzvx4Hv7kND4VxsRUb6ymETcuGQaRDH13/Vvb2rG25uac1wVERENpWvOn5m27dEXVuawEiIiygcMpSAiIiIiIiIiorxnkVOvihqJa4ipXOGUiIiIiGgsKLSbUFmYOZBibZMXjd5IDqsiopGkG4AnEIMnEMMG+FBsN6PKpaDarcBmHtyQF1kSUeQQUeSQoekGAhEV/qiKYFSDwblORDk1oViBLKW+76fqOlbVdUPV+YNJNFhmScDcClfa9qXb2sF5vkRElEvzKp349IKKtNeABz2xugHPr2/JUVVERDRYXzi9BpUF1pRt3YEo7nluc44rIiKioXTStBLMm1SUsm3Z2t3Y39SZ44qIiGikMZSCiIiIiIiIiIjymkkEpDSrKvjCao6rISIiIiKi4VBoN6GqUMnYZ32TDw09DKQgGq8MAJ2hODpDcWxu9aPAKicDKvpbYTcdSRRQYJdRYJehGwaCUQ3+iIpgROUkXaJhVu42w26R0ravb/LBH+O9P6JjcVy5CxZT6km/2zwB7O0M57giIiIarwQAi2cUY8nMkoz9ogkND7y9F2v29+SmMCIiGrS51S58/PjKtO2/emYTfOF4DisiIqKhdvWSmWnb/vH8yhxWQkRE+YKhFERERERERERElNcscupBs4ZhMJSCiIiIiGgMKLBlE0jhRV0PJ80R0SHeSALeSALb2wJwWCRUuayodisospkHdTxREOCymuCymmAYBkIxDYFIb0iFqjOhgmgoORUJJc70P6v7OkNo9DKIiuhYFFhlTC22pWxLaDpe3d6e44qIiGi8kkUBly+owPwqV8Z+nYEYfv3qLtR38f4PEVG+s8oSvr5oWtr2V9c24IPtnhxWREREQ23uxEKcMqM0Zdvqzfuxs5a/54mIxiOGUhARjZBIKIhYJAJnYREkKf3qH0REREREROOd2SSkfD4Y1TgphIiIiIholHPbTKgqtGTss6HZi/3dnJBAROkFYxp2dwSxuyMIqyyiyqWgym1Fid0MUUh9XyETQRDgUExwKCZUFloQjvWGUwSiKuIq70UQHQuzSUB1Ufowqu5wHJtbfTmsiGhsWlDlhpDmM3DZ3m54Iwx8JiKi4ee0mHDVKdWoLsgcRrrbE8Ddr+2GL5LIUWVERHQsvnTWRJS5Ut/Xb/dGcP+LW3JcERERDbUvL5mZtu0fz3+Yw0qIiCifMJSCiCiHGvftxgv/eBDrP3gXvq6O3icFAZU1k3H6+R/HxV/8KorKKka2SCIiIiIiojxiloS0k0e8YQ6aJSIiIiIazdxWE6oLLWknywHAxmYfarlCJhENQCShY19XGPu6wjBLAioPBFSUOyyQxIEHVACAzSLBZpFQAQuiCQ3+iIZAREU0oQ9x9URjmyAANUVK2p/FmKphVX0PmENLdGwmFvQGM6XSE45jeW13jisiIqLxqNqt4MpTquFSMk9XWLarA39+vxYJjReBRESjwQkTC3D+ceVp2+96egOCUY7nISIazWZUunDOcanntm3a2YhNO5tyXBEREeULhlIQER2D2h1bsPHD99HW1NAbLjFxMk5d9F+onjztqL4vPvpn/PP+X0DXVBjGYTfPDQMt9bV4/m9/xCtP/A1f/J/v4pKrrs3hWRAREREREeUvi5x6gLqmGwhwJTciIiIiolHLZTWhuihzIMWmFh/2dYVyWBURjTVxzUB9TwT1PRFIooAKpwVVLgWVLgWyJA7qmIosQZEllLnMiKs6/BEVgYiKcJwBFUT9qSqwQDFLKdsMw8CaBi8iCS3HVRGNLSZRwPxKV9r2pds7oDL5hYiIhtn8SicuX1CR8e8u3TDw79WNeGFDSw4rIyKiY2G3SLhh0dS07c+t3I+P9nTksCIiIhoOX1oyM23bP55fmcNKiIgo3zCUgohoEJr378Uf7rgVuzauPartn/f9HOdefDm+/uNfwaJYAQBv/Odx/P3unyT7HBxgaRhGn8GWsUgYf//NHWhrrMO1379zmM+CiIiIiIgovwkAZCn1BDV/WAWHzRIRERERjU4uq4QJ/QRSbGn1YW8nAymIaOhouoFmXxTNvihEASh1WFB9IKBCkVNPku+P2SSixGlGidMMVdPhj2gIRFWEohrvWxAdodBuQoFdTtu+oy2AtmAshxURjU1zyp1pP9d2t4ewsy2Y44qIiGg8EQAsmVmMxTNKMvaLJjT8/q29WFvXk5vCiIhoSHz1nCkosptTtjV3hfCHpdtyXBEREQ21iaUOLJ5flbJtZ20rVm/en+OKiIgonzCUgohogD5693X89gc3IxoOHRUqAfQGTSxb+iya6/bh9gf/BU3X8Lff3NEniMIwDFTUTIa7qBgBnxet9bXJYxmGgVf//XdUTJyMT1x57UicIhERERERUV6wyELaSWrecCLH1RARERER0VBwKhImFCkZAym2tvqxu4OBFEQ0fHQDaAvE0BaIAc0+FNvMqHYrqHIrsJsHN5TGJIkocogocsjQdAOBqIpAREUwqoEL0tN4p8giKgosads9/ih2tHOiPNGxclpMmF5iT9mm6gZe2d6W44qIiGg8kSUBn15QiXmVzoz9OgIx/ObVXajvCueoMiIiGgqnTS3COTNThw7puoGfP7UBkbiW46qIiGiofWnxDIhi6u9x//H8yhxXQ0RE+YahFEREA9C4bzfu+b9vIBGL9QmZONzBYIl92zbhr7+5AxOmzkAsEk4+f/bHLsGVN38fFTWTkvt4Ozvw/N//iJce+wuEA8d89N6f4+RzL0BlzeQcniEREREREVH+sJjElM/HVR3huJ7jaoiIiIiI6Fg5FQk1xZkDKbZ5/NjVwUmpRJRbXeE4usJxbG71w62YUO22osqtwK3IgzqeJAoosMkosMnQDQPBqIZAREUgqkLjLQ0aZyQRqClWIKb5/A/FVaxp5ArZRENhQZU77c/ah/u70Rli2DMREQ0Pl2LCVadUo8qtZOy3yxPAPa/thi/CzyQiotHEZTXhunOnpG1/6oN92LS/K4cVERHRcKgotOK/TpyQsq22sQPL1+3JcUVERJRvGEpBRJQlwzBw//f/OxlIYRgGTlv8MZz/qc+jatJUxGNR7NuxBUsfewT1e3YAAN578WkUlpQnj/Gpr96EL33rB0cdu6CkFNfcejvmnHQ67v7ODdB1DZqawLOPPICb7rg7Z+dIRERERESULyQBMEmpB896w2qOqyEiIiIiomPlUCRM6CeQYntbADu5SjoRjTBfVIUvGsD2tgAcZglVbiuqXAqK7eZBHU8UBLisJrisJhiGgVBMQyCiwR9VoWpG/wcgGuWqixSY04TParqB1fU9iPNngeiYVbkUlDstKdv80QTe28MJYkRENDwmFCi48uRqOJXM0xLe39WBP79XC1XntR8R0Whz3blT4bKmDm+tbw/godd25LgiIiIaDleeNwMmKfW93H++uAoGL+WJiMY9hlIQEWVp7ftvYv/ObcnBktffdhcuvOLLffpMmT0Piy/5LH51y7VY+/6bAIDuDg8AYPq8E1IGUhzu9CUX4opvfBtPPPBrAMAHr76Ar9/2S0gm/romIiIiIqLxxSyn/nIDAHxczY2IiIiIaFSxW6SMK6QDwM72AHa0BXJYFRFR/4JxDbs7gtjdEYRiElHlVlDtsqLEYc74Oy0dQRDgUExwKCZUwoJwXEMgosIfURFXOZqTxp5Sp5xxcuKmFh96uEo20TGTBAHHV7nStr+2o4PhL0RENCyOr3LiU8dXQE4zcQ0AdMPAE6sa8OLG1hxWRkREQ+WcGSU4bWpRyjZNN/CzJ9cjruo5roqIiIZasdOCi0+dmLKtua0Hb69kABEREQHp7wAREVEfH7z2YvLxeZ/4zFGBFAdJJhO+ddfv4SosTgZYCIKAS750XVavc9nVN8DhLgAAxKMR7N6y/tgKJyIiIiIiGoUsptQTO8IxjYNniYiIiIhGEbtFwsSSzIEUu9qD2OZhIAUR5beoqqO2K4zl+7vw8nYP1jT2oMUXgXYMq/zazBLK3RbMqLBjWrkNZS4zlAxBnUSjid0iodRlTtte3xPG/u5wDisiGrtmlTlgN6cOgNnfFcbmFl5rExHR0BIAXDCzBFecWJUxkCKa0HD3a7sZSEFENEoV2mV8deHktO3/fHc3djR6c1YPERENn8+fOx0WWUrZ9s8XVx/TdyFERDR28JtsIqIs7dm6Mfn441+4JmNfm8OJCz/3ZRjGoYvu404+I6vXMVsULDhjYXK7pa52QHUSERERERGNdiZJgCSmnrDmDXPlRCIiIiKi0SKbQIo9HUFs9fhzWBUR0bFLaAYaeiJYWd+Dl7Z5sLKuGw09YcS1wa8KqcgiSl1mTCu3YUaFDRVuM2xmDuuh0UmWBEwoUpILeRzJF0lgQ5Mvx1URjU12s4SZpY6Ubbph4OVt7TmuiIiIxjpZEvD5k6uwaEZxxn7t/hh+9Ow2rKvryVFlREQ01G5YNA12S+oAvD0tPvztrV05roiIiIaD22bGp86cnLKtvSuA15ZvzW1BRESUt1L/dUBEREfpbj+U1Dxx+qx++5+66L/w1IP3JbfdhZlvwB+urHpi8rHf2531fkRERERERGOBxZR6sLpuGPCF1RxXQ0REREREg2Ezi5hYnDmQYm9nEJtbGUhBRKObZhho8UfR4o9CEIAyuwVVbgVVLgVKmlXF+mM2iSh2mlHsNEPVdASiGvwRFaGoBq5FRvlOADChWIFJSn0NkNB0rKrvhmbw3Uw0FI6vdKUNeV5d70VbIJbjioiIaCxzKyZceUo1qtxKxn47W/245/Xd8Ef43S4R0Wi1ZE4ZTpxYkLItoeq488n1UDX+bU9ENBZccc5UWM2ppxk//vJqJFQtxxUREVG+YigFEVGWjAEOiKiePB0Akit/hEMBON2FWe2r64cu2EWRq98QEREREdH4ki6UIhDRoPP7bCIiIiKivGczi5hYYoWYZnIcAOzrDGFTCwMpiGhsMQygLRhDWzCGDc0+FNvMqHIrqHYpaVeV7I9JElFoF1Fol6HpBoJRFf6IhmBU5X0SyksVBWbYzOkDWdY2ehGMcxAz0VAod1pQ5bambAvFVLy9qzPHFRER0Vg2oUDBlSdXw6lk/tvmvZ0dePj9Wqj8g4WIaNQqdVrw5bMmpW3/61u7sJeB00REY4JdMeHTZ09N2dbjC+GldzfluCIiIspnnOlMRJQlV0FR8nH9np399jcrCsqqJ0IyyTAMA417d2f9WvW7Dx3fedjrEhERERERjXVmk5AM9zuSN5zIcTVERERERDRQ1gOBFOlWawaA2q4QNrb4clgVEdHI6ArHsaXVj9d2teOt3e3Y3haALzL4+xuSKMBtk1FTrGBWlR0TixUU2EyQOPqH8oTbakKRw5y2fXdHEC3+aA4rIhq7RAFYUOVO2/7Grk5EVT2HFRER0Vi2oMqJr51RkzGQQjcM/PPDevzp3X0MpCAiGsUEAN9YPA3WNIGT2xt68Ph7e3JbFBERDZvLz5wCp1VO2fbvV9YgFldzXBEREeWzwS3DQEQ0Dk2dMx9dba0AgNefehQz55+Ysb8oinjw1ZUAgJ7OdpjNlqxep9PTjC0frUhuT5k9d5AVExERERERjT4WU+qJa6pmIBjlCopERERERPnMKouY1E8gxf7uEDY0M5CCiMYfX1SFLxrAjrYA7GYJ1W4FVS4riu3pJ/BnIgoCnFYTnFYTDMNAOK7DH1ERiKhIaJwARrlnMYmoKkw/LqIjGMNWrqJKNGSmlzjgtKQe/tnkjWB9I6+5iYjo2AkALphVgvOmF2fsF4lr+N1be7C+3puTuoiIaPhcOL8Cc6tdKdtiCQ0/e3I9NIYPERGNCRZZwucWTkvZ5g9F8exbG3JcERER5TuGUhARZemU8y7AmvfegGEYeO/FpzHv1LOw+NLPZrVvYUlZVv00VcUDP/o2NLV3dRx3UQmmzGIoBRERERERjQ+iAMhS6slrvvDgVxElIiIiIqLhp8giJpVmDqSo6w5jfRMnxxERheIadneEsLsjBMUkosqloMqtoNRhgSik/z2ajiAIsFsk2C0SKgssiMQ1+CMq/BEVcZWTBGj4iQJQU6xATHMdEE1o+KihB3w3Eg0NqyxiTrkjbftLW9v580ZERMfMLAn4zAmVOK7CmbFfuz+KX7+6C43dkRxVRkREw6WyQMEXz5iYtv2h13agoSOYw4qIiGg4XXraJBQ6UgcNP/P6OoQj8RxXRERE+U4c6QKIiEaL8z7xaRQUl0IQBBiGgQd+dAv+eMf/oq2pYUiO31Jfi9uv+xy2fLQCQO/AoQs/d/WQHJuIiIiIiGg0MJsECGkmXnjDao6rISIiIiKibGUTSNHQE8a6Jm/uiiIiGiWiqo7a7jA+2N+Nl7d7sKahB82+CFRdH/QxrWYJ5W4LZlTYMb3chjKXGYrMIUI0fKoKFVjSvMd0w8Dqhh5E1cG/p4mor/mVLpjE1D9z6xq9aPZFc1wRERGNNW7FhOvOnNhvIMWOFj9+8MxWBlIQEY0BogDcuHgazKbUf2tsrO3E0x/sy3FVREQ0XGRJxJWLpqdsC0fjeOq1tTmuiIiIRgPTSBdARDRamC0Kvv7jX+GX3/xqMpji7eeewNvPPYGJM2bjihtuwZn/7+IBHVNNJPDui0/ho3dfx4YV78HQdRiGAUEQUFpVg0u+fP0wnQ0REREREVH+saT5Yjua0BBNcNA6EREREVE+ssgiJpVYYcoQSNHoDWNtozd3RRERjVIJzUCDN4IGbwSSIKDcaUGVW0GlU0k7IaA/FllEqWxGqcuMuKojEFHhj2oIx7Qhrp7Gq2KHDLct/RC0ra1+dIa4oh7RUCmxm1FTYEvZFkloeGNnZ44rIiKisaamQMGVp1TDYck8zeDdHe14eNl+aLqRo8qIiGg4XXJCFWamCSMKx1T84qkN4K98IqKx4+On1KDUbU3Z9vxbG+APMvSUiIiOxlAKIqIBOG3xx/DV7/4Ef/v1HcnVew3DQMOenYjHYoM65oM/+x5gGMkwCgBQbHZ85zd/gtVmH7LaiYiIiIiI8pkkAiYp9SQ2X1jNcTVERERERJQNi0nE5BJr2mt5AGjyRrCmwQuOVSUiGhjNMNDij6LFH4UAoNRhQZVLQZVbgVWWBnVMs0lEsdOMYiegagYCURX+iIpQVOPvaRoUm1lEuductr3ZF8GezlAOKyIa2wQAJ1S507a/vbsToThDh4iIaPBOqHbhk/PLYZLSh+LphoHHVzbg5U2tOayMiIiGU02RFVecOiFt+x+WbkNzdziHFRER0XCSRAFXLZqRsi0WV/HvV9bkuCIiIhotGEpBRDRAn7jyWlROnIqH7vweOlubk89PnnXcgI9lkmUUl1Wgq60VgiDAMAwUlVbg/+7/C2bMO2EIqyYiIiIiIspvljSrfRqGAS9DKYiIiIiI8o7FJGByqZIxkKLZF8FHDT2c6ExEdIwMAO3BGNqDMWxs8aHIJqPKZUW1W+l39eJ0TJKAQruMQrsMTTcQjKrwRzQEoypXvaSsmEQBE4qV5OIbRwrGVKxt9Oa2KKIxbmqxHW6rnLLN44/ho3pvbgsiIqIxQwDw/2aV4NzpxRn7heMqfvvmXmxs8OakLiIiGn6SKOCmJdPTBhJ9tLsdz6+qy21RREQ0rM5fUI3q4tSLKL/83mZ0eRk0TEREqTGUgohoEE5euAR/ePkDrHjtJSxb+iz2bd+ECVNTp8T1p6x6Ijo9LXAWFuH8T34en73+m7DaHUNcMRERERERUX6zmFIPXg/FNKgaZ0IQEREREeUTs0nApFJrxlUzW/xRrGYgBRHRsOgOJ9AdTmCrxw+XYkKVS0G124qCNBOV+yOJAtw2GW6bDN0wEIpq8EdUBKIaNCZUUBoTihXIaa4FVF3HyvpuqHz/EA0ZiyTiuApn2vaXt7UxVIiIiAbFLAn47AmVmJPhcwYA2vxR/PqVXWjqieSoMiIiyoXLT67GlNLUE5ODkQTuenpDjisiIqLhJAjAlxennv+mqhoef3l1jisiIqLRhKEURESDJMtmLLrk01h0yadhGEba1T/688X//j/IFgumzp4HycRfy0RERERENP7IkgBRTP03lTes5rgaIiIiIiLKxGwSMLnUmnYSKgC0+qNYXd8Ng5PiiIiGnT+qwh8NYmd7EHazhCqXgiq3gmKbeVDfYYuCAKfVBKfVBMMwEI7rvQEVERUJBofSAeVuM+wWKW37hiYf/FHe1yMaSnMrnTCnuQbf3OxHXTcnCBMR0cAVWE246pQJqHBZMvbb3uLHva/vRoDXeEREY8rUUjs+dVJ12vb7X9yCdl80hxUREdFwO3duJaZUuFK2vb5iO9o6/TmuiIiIRhPOfiYiGgKDDaQAgONOPn0IKyEiIiIiIhp9LKbUf1NpuoFAhAObiIiIiIjyhSwJmFySOZDCE4hiVX03V2kmIhoBobiGPZ0h7OkMwWISkwEVZXZL2kDQTARBgN0iwW6RUFlgQSSuHQio0BBT9WE4AxoNnIqEEqc5bXttVwgNXk6OJxpKhVYZU4pSr1wcU3W8trMjxxUREdFYMLHQii+eXAWHJfN0gnd2tOMvy/ZD480eIqIxRZYE3LRkGqQ094yWb2vFq+sac1wVERENt6vPn5nyeV038M8XVua4GiIiGm0YSkFERERERERERCNGQO9Ky6kEIionshERERER5QlZEjC51ArZlD6Qoi0Qw8o6BlIQEeWDmKpjf3cY+7vDkEUBFS4FVS4FFS4LTGL63+WZWM0SrGYJ5W4gltB7AyqiKiJxBlSMF2ZJQHWRkra9OxzHphZfDisiGh9OqHanbXt/bxf8XLWeiIgG6MRqFy6bXw5ThuBRXTfwz5X1eGWzJ4eVERFRrlxxWg0mFNlStnlDMfz6mU05roiIiIbbGbPKMKu6IGXbO6t3otHTk9uCiIho1GEoBRHRCIjHogj6fVCsNtgczpEuh4iIiIiIaMSYTQIEIXUohTfMgbRERERERPngYCCFOUMgRXuQgRRERPkqoRto9EbQ6I1AFIByZ29ARZVLyfi7PROLLKJUNqPUZUZC1eGPqghENIRi2hBXT/lCEICaYiXtCqoxVcfq+h5eCxANsclFNhTZzCnbOoNxrNjPyQJERJQ9AcB/zS7FwmlFGfuFYyp++9ZebGzw5qQuIiLKrVkVTnxiQWXa9ruf3YzuYCyHFRERUS58ecnMtG2PPr8yh5UQEaVXV1eH2tpadHZ2QpIklJSUYObMmaisTH/9OhxaW1uxY8cO9PT0IB6Po6ioCJWVlZg7dy4kSTrm4ycSCWzZsgUejwc+nw9OpxOlpaVYsGABFCV9QPxIYygFEdEx8Hu7sWXVBzBg4JwLL0vbT9d1LFv6LFa+uRTb161GOOhPttldbsw8/mSc9f8uxsKLPgnZbMlF6URERERERHnBIqee+JBQdU5iICIiIiLKA6YsAik6gjF8uL8bmsFZqERE+U43gFZ/FK3+KNYDKHGYUe2yosqtwCoPbgCVbBJR7DCj2AGomoFAVEUgoiIY1cBPhrGjssACxZz6PWIYBtY09CCc4P08oqEkSwLmVaRf7Gbp9nZoTIIhIqIsmSUBV5xYhdnljoz9PL4ofv3qLjT3RHJUGRER5ZLFJOLGJdMgpllA5q2NTXh3S0uOqyIiouF2wtRiLJhSnLLtg3V7sK+xI8cVERH19f777+Oxxx5DbW1tyva5c+fiq1/9Kk444YRhq8EwDLzzzjt4/PHHUV9fn7JPYWEhLrzwQnzpS1+CxTLwecCRSAR///vf8frrryMQCBzVbrVacd555+H666+H2+0e8PGHm2AYHBlElC+e39o60iVQljpam/DofT/H6rdfg6YmMPfUs/DTvzyVsu/OjWvwux9+C21NvR9EqX7tHlwV2F1Ugi/d8kMsvvSzw1c85cQn5+U2fWu06QpyxWsiIiIiAkQBKLSnzkzt8MfR7o/nuCIiIiIiIjqcSewNpEgXJgcAnaEYPtjfzclwRERjQKFVRrVbQZXbCqfl2Ne50XQDwaiGQERFIKqCHxWjV6HdhKrC9KsybW8LYEfb0QPniOjYLKhyYXpJ6onDOzwBPL6OE8WIiCg7BVYTrjplAipcmSdLbGv24743diMQ5fg+IqKx6ivnTMaF8ytStnUForjqnnfgDydyXBUREQ23+649E6fNLEvZdt2PHsX2fZzTOFRW/Ou7I11CXjn7i78a6RIohXx6n2qahnvuuQevv/56v31FUcQXv/hFfOUrXxnyOkKhEH7xi19g1apVWfWfMGECfvazn2HixIlZv0ZjYyN++MMform5ud++RUVFuOOOOzB37tysj58Lx/4NMhHROLNu2du4+3+/jng0kgyYCPR0p+z7/svP4g+3fweamoBhGBAEAYIg9AmmOBhIYRgGvF0deOBHt2Db2pW46Sf3JNuIiIiIiIjGokwT23z8gpuIiIiIaERlE0jRFYpjBQMpiIjGjJ5IAj2RBLZ6AnBaTAcCKhQUWs2DOp4kCnDbTHDbTNANA6FYb0CFP6Lxs2MUUWQRFQXpJy+2BaIMpCAaBi7FhGnF9pRtCU3HK9u5eiUREWVnUqEVXzy5CvZ+gufe2t6Gvy6v47U6EdEYNr/alTaQAgB+9Z+NDKQgIhqD5tQUpA2kWLO1joEURDSi/vSnP/UJpFAUBeeffz6mTZsGVVWxY8cOLF++HKqqQtd1PPbYY3A6nfjMZz4zZDWoqorbbrsNmzdvTj5nNpuxcOFCzJkzBxaLBW1tbVixYgX2798PAGhqasL3vvc9PPDAAygqKur3NXw+H77//e+jtfXQ79zq6mosWbIEpaWl6OnpwfLly7F3714AQHd3N2677TY88MADqK6uHrJzPVYMpSAiGoDt61bjl9/8KjRN7RMw4evpOqrvtrWr8MCPvw1NTfQJnigsLcekGbNhd7oQCYfR1lSPlrp9AJA83rsvPAWLYsV1P/h5Ts+PiIiIiIgolyym1EF8kbiGmMrBTkREREREI0XKIpCiOxzHB/u7oHKiAhHRmBSIqdjZHsTO9iBssoQqt4Iql4ISu3lQiyuIggCnYoJTMaGywEA4rh8IqFCR0PhZkq8kAagpViCm+X8ejqv4qMGb26KIxokTqtxpf99+UNuNnggnihERUf9OnODCZfMrYBLTX8PruoFHP6zHq1s8OayMiIhyzWqW8PXF09K2v7ymHit2tOWwIiIiypWrl8xM2/aP5z7MYSVERH2tWrUKzz33XHJ70qRJ+OUvf4mysr5BOvv27cP3v/99dHX1zuF96KGHcNJJJ2Hq1KlDUsejjz7aJ5Bi6tSp+NnPfoaKir6BbldffTX+85//4M9//jMMw0BbWxt+/etf45e//GW/r3H//ff3CaS4/PLL8Y1vfAOieGhczlVXXYUnn3wSDz/8MAzDgN/vxy9+8Qv84Q9/GIKzHBoMpSAiylIiEcf93//vZCCFYRgoqazGxz77JZxy3v/r01dTVfzh9u8kAykMw8DcU8/CVTd/D7MWnHzUsbvaWvHio3/G0n89Aug6DMPAa0/+A6ef/3Ecf/o5uTpFIiIiIiKinDGJvRPdUvGG1BxXQ0REREREB/UGUigZAyl6wnF8UMtACiKi8SKc0LC3M4S9nSFYTCIqXQqqXQrKHBaIGSa3pSMIAuwWCXaLhIoCCyJx7UBAhYaYqg/DGdBgVRcpMJtSXxPouoFV9T2Ia/x/RjTUJhRYUeqwpGzzhhNYtrc7xxUREdFoIwD42JxSnDM180qd4ZiK+9/cg02NvtwURkREI+bqsyahxJn67wxPTxi/e2lrjisiIqJcmFrhxMK5lSnbNu9qwoYdjTmuiIiol67reOSRR5LbiqLgzjvvPCqQAgCmTZuG22+/Hd/61reg63py35///NgXhPf5fHjmmWeS2y6XC7/61a9QVHT0PRVRFHHFFVfA7/fjiSeeAACsWbMG69atw8knHz1n+KCdO3di2bJlye1TTz0VN910U8q+n/vc59DS0oKXX365z77nnnvuoM5vqKUfSURERH0se/lZdHpakqsQnHfJZ/CHl5bj09f+DybNmN2n7/svPwNPY12y73999kv46V+eShlIAQDF5ZX4yv/ejh//6XHIFksyyOLJP907vCdFREREREQ0QtJNcDMMAz6u8EZERERENCIkEZhcokCRpbR9vJEElu/vQoKBFERE41JM1VHXHcaKum68tN2D1Q09aPJGoB5DMIHVLKHMbcH0Chuml9tQ7jbDauaQppFW4pThtKZf72hTqw89vI9HNORMooDjK11p21/Z0c5rcSIiyshiEnHlKdX9BlJ4fFHc9uxWBlIQEY0DJ00qwOI5R0/uO+iupzciFOUCMkREY9GXl8xM2/boCytzWAkRUV/r169HbW1tcvtTn/oUqqqq0vafO3dun2CGVatWobm5+ZjrWLZsGaLRaHL7iiuuSBlIcbirrroKDocjuf3kk09m7P/ss8/22b7xxhsz9r/22mthsRwKlDs8NGOk8RtcIqIsrXnvjeTjGfNPxM133g/ZnDotdPU7ryUfT541FzfcdlcyoCKT489YiOt/eBcMo/fL450bPkKnp+UYKyciIiIiIso/ZlPqv5ECUQ1cXJGIiIiIKPckAZhUYoVi7ieQorYTCY2T4IiICFB1A03eCFY39OCl7R58uL8Ldd1hxNTB39yxyCJKnGZMLbNhZqUNlQUW2C3pP5toeNgtEspc5rTtDT1h1HaFc1gR0fgxu8wBa5qQuL0dIWz3BHNcERERjSaFVhnXnzURs8sdGftta/bhh89sRbM3mrEfERGNfg6LCdefNzVt+zMf7sfavR05rIiIiHJlQokdS46vTtm2a78HKzfWpmwjIsqFFStW9Nm+6KKL+t3n4osvzniMwdi4cWOf7fPOO6/ffRRFwemnn97nGH6/P2VfVVWxatWq5Pb8+fMxceLEjMd3Op1YuHBhcnv79u3o7u7ut65cYCgFEVGW9m3fnHz82eu/lTFkYv/OrcnHl3/1pqwCKQ5actkVqJp06MbPrk3rBlgpERERERFRfjObBIhp/k7yhrm6IhERERFRrokCMKnUCmuGQApfNIHltV2IM5CCiIhS0A2gNRDDuiYvlm73YNm+TuztDCIc1wZ9TFkSUeSQMbnUillVdlQXWuBUJAzg63caBJMkYEKRknacgy+awPomrqZNNBwcFgkzSlJPItZ0A0u3t+e4IiIiGk0mF1nx9XMmotyZerG1g97c1oafv7wTwZiao8qIiGgkfXXhZBTaUwdPNnUG8adXtuW4IiIiypWrFs2AJKa+z/voC6tSPk9ElCuHBzVUVVWhqqqq333mz58Ps/nQte3hxxgsj8eTfKwoSlZ1AMDUqYfm/2qaho8++ihlvy1btiAUCiW3TznllKyOf/LJJycf67qe9vi5xlAKIqIs+b2H0oRmn3hqxr6+7q7k47mnnDng15p/+jnJx52e5gHvT0RERERElM8sptRfdGi6gWBk8BMViIiIiIho4EQBmNxPIIU/GUih57AyIiIarQwAHaE4NrX48erONryzpwM72wMIRAcfRmoSBRTYZUwssWJ2pR01xQrcNhPSjKelQRIA1BQpMEmp/8MmNB2r6ruhGQypIhoOC6rcENP8YltZ14OOYDzHFRER0Whxco0b15xeA7vZlLaPrhv42/L9+Muy/dB0Xs8REY0HZ0wrwtkzSlK26bqBnz+1AZFjCBQlIqL8VV5gxcdPrknZVtfchffX7MpxRUREhwSDQbS3HwphnjNnTlb7ybKMmTNnJrdra2uPuZZAIJB87HCkDo1Oxel09tnet29fyn5H1pjtuc6dOzfjcUZK+jtPRETUh0k2IxGLAQBEKf3ATACwOZzwdff2dRYUDvi1rPZDH2C6xhs9REREREQ0dggCIKcZ1O4Lq+DwJyIiIiKi3BEFYFJJ5kCKQDSBZbVdiKkMpCAiosHpiSTQE0lgmycAp8WEKreCapeCQlvqVTr7I4oCXFYTXFYTDMNAKKbBH1ERiGhQObnumJQXmGGzpL8uWNfkRTDGMQxEw6HSpaDCqaRsC0RVvLunK2UbERGNbwKAj80pxTlTizL2C8VU3P/GHmxu8uWmMCIiGnFuq4yvLZyStv3fy/dic1132nYiIhrdrjxvOkxS6vXsH31hJZg7TEQjqb6+vs92dXV11vtWVlZi69atAHoDJbq7u1FUlPm+SCYWiyX5OHZg7nA2jux75Dmlez7bc62oqIAoitD13rE6DQ0NWdc2nBhKkScikQjq6urQ1taGrq4uRKNRiKIIh8OB8vJyzJw5EwUFBcf0Gl1dXdi6dSu6u7sRiURQWFiI8vJyzJs3D2bz4L7oPxZ1dXXYs2cPvF4vdF1HUVERampqMHv27GM+tqZp2L9/P2pra+Hz+RCPx2G1WlFUVIQZM2YM6JcU0UGFJWWIBHuTj1r278O0ucen7VtSWQ1fdycAwNfThaLS8gG9VlvToQ8Jd1HqdFIiIiIiIqLRyGISIAipQym84cGvlklERERERANzMJAi08TTQExlIAUREQ2pQEzFrvYgdrUHYZMlVLkUVLkVlNjNae8ZZSIIAhyKCQ7FBKPAQCSuwx9R4Y+oSGgcVTsQbqsJxY7044d2dwTR7IvmsCKi8UMUgAVVrrTtr+/s4DU5EREdxWISccWJlZhVlnkVz1ZvBL9+dRdavLyWIyIaT647bwpcVjll2/62AB5+fWeOKyIiolwpcljwidMmpWxrbvfirQ+357giIqK+Wltb+2yXlZVlvW95ed95uq2trccUSnH4vP1gMIhgMAiHI/O9loOve7iWlpZ++4miiNLS0qzqkiQJxcXF6OjoyHj8XGMoxQiqq6vDU089ha1bt6KlpQVGPxFTxx9/PD796U/jnHPOGdDrrF69Gv/85z+xY8eOlO12ux1LlizB1772NTidzgEde6ASiQReeeUVPPnkk2hra0vZp7y8HJdddhk+85nPQJLSD4JLJRAI4F//+hfeeOMNeL3etP1qampw6aWX4rLLLhvwa9D4NWnGHLTU7QMAvPnsvzKGUpx41iLs27YJALD1oxU49+LLs36dSDiEjSvfT26XT0j9hwAREREREdFoZDGlTt+OJXRE4hxUS0RERESUC4IATOwnkCIYU7G8thNRTn4jIqJhEk5o2NsVwt6uEMySmAyoKHNYIImDC6iwWSTYLBIqCiyIxjX4oxr8ERWxBD/PMrGYRFQVWtK2d4Zi2Nrqz2FFROPLzFIH7ObUQznru8PY2MyfPyIi6qvIJuOqU6pR5kx/DQcAW5p8uO+N3QjFtBxVRkRE+eDcmSU4dUrqiXmqpuPOJ9cjznv/RERj1ufPnQaLnPp74MdfXAVNZ6AzEY2scDjcZ3sg89qPDIw48lgDNWvWLKxfvx4AYBgGNmzYgIULF/a734YNG7Kq4/DnrVbrgOazOxyOZChFJBLJer/hlHoWAOXEnj178Prrr6O5ubnfQAoA2Lx5M26//XbcdtttWb2BEokE7rnnHvzgBz9IG0gBAKFQCC+99BK+9rWvYevWrQM6h4Ho6urCLbfcgt/97ndpAykAoK2tDX/+859x8803o7u7O+vjb9u2DV/5ylfw1FNPZQykAIDGxkb84Q9/wE033TSg16Dx7YwLPg6g98PlneefxM6Na9P2PffiTyVXcXnub3+Ermd/0+aZv/wekWAAAGB3uTHnpNOOoWoiIiIiIqL8IYmASUo9ocAXTuS4GiIiIiKi8UkQgEnFCuwZAilCcRXLarsQ4QReIiLKkbimo64njA/ruvHydg9W13ej0RtBQhv8Z5FillDmMmN6uQ0zKmwod5thNXOo1JFEAagpViCmCQKJJjSsru8BhykTDQ+bLGF2WeoBt7ph4OVt7TmuiIiI8t3kIituOHtiv4EUb2z14K6lOxlIQUQ0zhTbzbjmnMlp2//57h7sbPLmrB4iIsotp1XGp86ckrKtozuAV5YN39xRIho9IpEIenp6BvXPUIQjHHkMs9mc9b4WS9/7Icdaz6mnntpn++mnn+53vv/q1auxf//+Ps+lC6U4vL6BnCfQ91zzJZQidbw25VxhYSHmzJmDmpoalJWVQVEUJBIJtLe3Y8uWLdi6dWvyjbxy5Ur88Ic/xN133w1RTP9l+a9//Wu88847yW1RFHHmmWfi+OOPh91uR1dXF1atWpUMrOjq6sJtt92G+++/H5MnTx7S8wuFQvjOd76DxsbG5HMOhwPnnXcepk6dClmW0dTUhOXLl6O1tRUAsHPnTvzwhz/EvffeC6vVmvH4jY2N+N73vtfnB9ftduPcc8/F5MmToSgK/H4/tm/fjlWrViGR6J3osmfPHtx666148MEHB/wDTePPaYs/hpKKKnS1tUJNxPHzm76MW+9+EAvOPPeovhOmzsD/+8xVeOPpf6Jhz048/Isf4obb7ur3Nd569l949i+/TwZaLPz4JzP+nBMREREREY0mFlP6v2+8YTWHlRARERERjU8CgInFCuxK+q+JQ3EVy/Z1IZLghAUiIhoZqm6gyRdFky8KUQDKHBZUuRVUuRRYTNmvHnQ4s0lEidOMEqcZCU1HIKLBH1ERjmnjPmyhqtACi5z6vp1hGFjd0IMoV08lGjbHV7kgpQmFWdPgRas/luOKiIgon51S48Yl88rTfnYAgKYb+PsHdXhjW/oFBImIaOy6YfFU2C2pvwPY3ezF39/eleOKiIgolz57zlTY0nwOPLH0IyRUfgdMRL1ztzdu3DiofU844QSceOKJx/T68Xi8z7Ysy1nve2TfWOzY7qEvWLAAM2fOxO7duwEA27ZtwyOPPIJrr702Zf+mpibcc889Rz2fro7Dz3Ug53lk/2M9z6HCUIoRVF5ejuuvvx5nnXUWampqMvbduXMn7rzzzmRgw6ZNm/DSSy/hsssuS9l/6dKlfQIpysrKcOedd2LatGl9+l111VV46623cPfddyORSCAQCOCnP/0pHn74YUjS4L7IT+W3v/1tn0CKE088ET/60Y/gdrv79PvqV7+Khx9+GM888wwAYPfu3XjwwQdxyy23ZDz+H//4xz6BFEuWLMG3v/3tlGEWLS0t+PGPf5xMoqmvr8fTTz+NK6+8ctDnR+ODRbHiq9/9KX59y7UQBAGhgA8//caVOP+Tn8dnb/gmSisn9Ol/9Xd+hO3rVqGpdg/eePqf6G734Jr/vR2VNZOPOnb97h148sF7sfrtVwH0DuxwuAvw+ZtuzcWpERERERER5YTFlHpwVCimIaGN9+H/RERERETDSwAwsUSBI0MgRTiuYXltF8IMpCAiojyhG4AnEIMnEMMG+FBsN6PKpaDarcBmHtywJ1kSUeQQUeSQoekGAhEV/oiKYExDPwsfjTlFDhluW/oBcFs9AXSG4mnbiejYlDksqHanXqwpHNfw1q7OHFdERET5ShSAj80uxdlTizL2C8ZU3P/GHmxp8uWoMiIiyicXHFeGBTUFKdsSqo6fPbkeKsfnEBGNWTaLCZ89e2rKth5/GC+8synHFREBmDB7pCugPGQ2m/tsJxKJrPc9sq/FYjnmem6++WbccsstyWM/8cQT2Lt3Lz7zmc9g9uzZMJvNaG9vx/Lly/Hvf/8bwWAQAGC1WhGJRAAANpst5bEPP9eBnOeR/YfiPIcCQylG0PHHH4/jjz8+q76zZ8/GL3/5S1x77bXJN9Irr7ySMpQikUjgscceS27Lsoy77roLkydPTnnsCy64AJFIBPfffz+A3pCG1157DRdffPHATiiNurq6PgEZEyZMwJ133glFUY7qK8sybrzxRnR3d+Pdd98F0Huen/70pzFx4sSUx+/u7sbatWuT29OnT8f3vve9tKEaVVVV+PnPf46vfOUryXSYN954g6EUlJUzzv84Pn/jrfj3H++GIAgwdB1vP/cE3n3hKcw+6TSccOa5mDJ7HkqrJqCwuBR3PPwkfvPt67Br0zqsff9NrFv+NqbOmY9JM+dAsdrQ09GG+j070VK3D0BvGIUgCBBFCTf95B443YUjfMZERERERERDQ5YEiGlW7PGGBnaTjYiIiIiIBkYAUFOcOZAiktCwrLYToTgDKYiIKD8ZADpDcXSG4tjc6keBVUa1S0GVW4FLGdjKQgdJooACu4wCuwxdNxCMab0BFREVY32OhtUsosJtTtve7Itgd0cwhxURjS+CAJxQ5Urb/uauDkQSeg4rIiKifGUxifjciZWYWebI2K/FG8GvX92FVm80R5UREVE+KXNa8KWzJqVtf+TNnaj1BHJYERER5donz5gMly31Pd+nXl2DaIzjNIkoP1itfcOa4/HsA9IPzglPd6zBmDNnDm699Vb85je/gaqqAIA1a9ZgzZo1afe54oorsGnTJuzatQsA4HQ6U/Y7vL6BnCfQ91yH4jyHAkMpRpEJEybg9NNPxwcffAAA2LdvHxKJBGS57xfrGzduRHt7e3L7wgsvTBtIcdAnPvEJ/Oc//0FTUxMA4MknnxyyUIq33noLxmFLSVxzzTUpAykOd/311+P999+HruvQdR3/+c9/8O1vfztl3z179kDXD30Bd9FFF6UNpDiovLwcp512GpYvXw4AaGpqQiwWy5u0GMpvV3z9FlisVjx2/13QtN4PGU1TsX3tSmxfuzLlPoIgwDAMGJqGvVs3Yt+2Q+lyB38+BKF3cpYoSrjpp/fi9CUXDvOZEBERERER5Y7FlDqQQjcM+CNqjqshIiIiIho/DgZSOK0MpCAiorHFG0nAG0lgW1sATosJVQcCKorSDLrtjygKcFlNcFlNMAwDoQMBFYGIBlUfWwkVkiigplhJjlM4UjCmYm2jN7dFEY0z04vtcKYJ1Gn2RbG2gSvcExERUGSTcdWp1ShzZB7fvLnRi/vf2MN7O0RE45QA4MYl06DIqefRbKvvxr/e35vbooiIKKfMJhFfOHdayrZAKIpn3lif44qIKJ/Nnj273znn6fQ3NzwbNputz3YwmH1I+pF9jzzWYF1wwQUoLy/Hb3/7W+zfvz9tP0VRcN111+Gyyy7D5z73ueTzLlfqEOrD64tEItA0rd/57weFQqHkY4ZS0KBMmDAh+dgwDPh8PpSUlPTps3Hjxj7b5557br/HFQQB5513Hh5//HEAQHNzM2prazF16tRjrvnwekwmE84+++x+9ykrK8Nxxx2HrVu3AgBWrFiBb37zmyl/2AKBvmmN1dXVWdV1+H/Lg8dhKAVl67Krv47jz1iIf973C2z88D0AvT+TB8MnDndwEEe6wRzJwArDwORZx+GG236JWQtOHtb6iYiIiIiIcs2cJpQiEFExxsb0ExERERHllQn9BFJEExqW13YhGOOkBSIiGr0CMRW7OoLY1RGEVRZR5bKiyq2g1G5O+119JoIgwKGY4FBMQCEQPhhQEVURV0f/zawJRRbIkpiyTdMNrKrvHnNBHET5RDGJmFOeetU0AHh5Wxv4E0hERFOKrfjCSdWwmTNPVHhtiwePflgPjddvRETj1sePr8CcqtST4GIJDXc+tYGfE0REY9ylp01CkTP1RPFn3liPUCSe44qIKJ9ZrdYRDTmorKzss93e3p71vm1tbRmPdSzmz5+Phx9+GGvXrsWaNWtQW1sLr9cLSZJQVlaGE088EUuWLEFBQQGCwSC6u7uT+06fPj3lMQ+vT9d1dHZ2ory8vN9aNE1DZ2dncruqquoYzmzoMJRilAmHw8nHoijC4XAc1cfj8fTZzjZY4sh+K1euHJJQitbW1uTj6upqmM3ZrUgxderUZCiF1+vFjh07MG/evKP6OZ19v6CLRqNZHT8SiSQfi6KYNomGKJ0ps+bixw8+jub9e/H+0mexfvk7qNu9HYbWd9DmkSEVR7K7CnDS2Ytw3iWfwUnnLB7OkomIiIiIiEaExSSkHfzvDas5roaIiIiIaPyYUKTAlSGQIqZqWFbbhUCM1+VERDR2RBI69nWFsK8rBLMkotJlQZXbinKHBZI48IAKALBZJNgsEipgQTShwR/REIioiCb0Ia5++JW5zL1hG2msb/bCF+W1AdFwmlfpShsMs77Rh8ae7Ma/ERHR2HVKjRuXzCvPeP2q6Qb+/kEd3tjWlrYPERGNfdUFCr5w+sS07X96ZTsaOrJfeZqIiEYfkyTgi4tmpGyLRON46rW1Oa6IiCizSZMm9dlubm7Oet/D56s7nU4UFRUNWV1Ab3D9qaeeilNPPTVjvx07dvSZNzx79uyU/VKdazahFB6PB7p+6HvIiRPTX/PnEkMpRhFN07Bu3brk9owZM6AoRydYBQKBPttHhjakc2TAxd69ewdR5dGCwUN/wGZbS7p6UoVSzJ49G5IkQTsQBLB+/Xqcc845GY9tGAY2btzY5xjZhmUQHal6ynR88b//D1/87/9DLBJG/d5d8DTsR6enBQFfDyKhEDQ1AQAwyWZY7Q64i0pQPmEiaqbNRPXkaSN8BkRERERERMPLYko9WCqh6QhGuRozEREREdFwmFBkgdvGQAoiIhrf4pqO+p4I6nsiMIkCyp0WVLkUVLqUtBPC+6PIEhRZQpnLjLiqwx9REYioCMfzP6DCqUgodaUfH1PbFUJDTyRtOxEdu2KbGZMKbSnbogkNb+zqyHFFRESUT0QB+PicMpw5pTBjv2BUxX1v7MbWZn+OKiMionwkCsCNS6bDbEoTerevE//5sDbHVRERUa5deFINygusKdteeGcTfAHe8yWi/OJwOFBWVob29nYAwPbt27PaL5FIYPfu3cntKVOmDEt92Vi9enXysSAIOPHEE1P2mzp1ap/t7du346STTur3+Nu2bct4nJHCUIpR5M9//nOfxJfPfvazKftZLJY+27FYDDZb6i+yDhePx/ts19fXD6LK1PWoqpqsJVtH9k1Xj9vtxpIlS/Dmm28CAF599VVceOGFmDlzZtpjP/fcc6irq0tuf+5zn8u6LqJMLFYbZs4/ETPnp/4QISIiIiIiGm9EAZDTfPntC3PyGxERERHRcKgussBtk9O2x1Udy2u74Ocq6ERENI6ouoFmXxTNvihEASh1WFDtUlDpVqCYpEEd02wSUeI0o8Rphqrp8Ec0BCIqQjENRv+755QsCaguOnrxm4N6wnFsavHlsCKi8emEanfatnf2dCEYY5AzEdF4pZhEfO6kKswotWfs1+KN4Fev7ILHF81RZURElK8uPbEK08sdKdvCMRW/eGoDjHy7QUFERENKEgVctXhGyrZ4QsUTL3+U44qIiLJz+umn46WXXgIAtLS0oKWlBVVVVRn32bJlS5958Gecccaw1phOPB7H22+/ndw++eSTUVlZmbLv/PnzYbfbEQqFAABr167FVVdd1e9rrFu3LvlYFEWcdtppx1j10Bhc5D/lRDweR2trK95++23cfPPN+M9//pNs+8QnPoHFixen3M/t7vvFVWtra1avd2S/lpaWAVac2uH1eDyerPc7sp5M5/GNb3wj+UMbj8fxne98B0899RS6u7v79Kurq8O9996LP/7xj8nnLr30UpxzzjlZ10VERERERERE2bOYhLRtXoZSEBERERENuepCCwr6C6TY3wUfAymIiGgc0w2gLRDD+mYflm5vw3t7O7GnI4hQfPCfjyZJRJFDxqRSK2ZV2VFdZIHLKkFMf3ssZwQANcUKpDTFxFUdq+p7oHOiCtGwmlpsQ4E19bV6WyCGVXU9Oa6IiIjyRbFNxg1nT+w3kGJToxe3PbOVgRRERIRJxTZ89pQJadt///JWtPaEc1gRERGNhMXHV6GmJHVA0dL3t6DTG8xxRURE2TlyTvcrr7zS7z5Lly7ts3322WcPaU3Zevzxx+H3+5Pbl112Wdq+JpMJp59+enJ7y5YtaGhoyHj8QCCA5cuXJ7ePO+44FBUVHUPFQ8c00gXQIU899RQeeuihjH0KCgpw9dVX49JLL03bZ9asWXj11VeT2+vXr8e0adP6ff3Dk1MAIJFIIJFIQJbTD1rLxqxZs5IBF4FAALt378bMmTMz7hOPx7F169Y+zx1MgknF7Xbj/vvvx9133401a9YgHA7joYcewkMPPYSCggJYLBYEg8E+x3A6nfjyl7+MT33qU8dwdkeLRCKIRgd3s1dPxCDKliGth4iIiIiIiGgkWeTUmajRuIZYQs9xNUREREREY1tVoQUF9vTf7SU0HR/s74I3kshhVURERPmvKxxHVziOza1+uBUTqt1WVLkVuJXBjZmRRAEFNhkFNhm6YSAY1RCIqAhEVWgjcEusstACq1lK276msQfhhJbDiojGH7MkYm65K2370m3tDIYhIhqnphbb8PmTqmDLcL0GAK9ubsWjH9bz84KIiCCJAm5aMg0mKfWYnFW72vDi6vocV0VERLkmCMDVS1LP0VQ1HY+/tDrHFRERZe+kk07ClClTsH//fgDAc889h4svvhiVlZUp+2/btg3Lli1Lbp9++umYMCF1SJvH48GVV16Z3F6wYAHuvffeIal77dq1ePLJJ/vUcdZZZ2Xc59Of/jTeeeed5Paf/vQn3HXXXWn7/+Uvf0EsFktuX3755cdQ8dBiKMUoMm/ePNx88839BkyccsopEEURut77LfYLL7yASy+9FBZL+rCD2tparFmz5qjnw+Ew3G73MdV96qmn4t13301uP/XUU7jtttsy7vPqq6/2SYoBesMeMikpKcEvf/lLfPTRR/jd736H1tZWAIDX6z2q77x583DrrbeipqYmy7PI3s6dO7Fx48ZB7atUTYO1esbQFkR5JZGIY8VrL2L98nfQXLcPsWgE7sJiTJg2E6cvuRAnnbN4pEskIiIiIiIaMiYRaVdf9Ia5KjMRERER0VCqKrCgMItAih4GUhAREWXki6rwRQPY3haAwyyhym1FlUtBsd08qOOJggCX1QSX1QTDMBCKaQhENPijKlRt+GcUFthMGa8RdrQF4AnE0rYT0dCYW+GE2ZR6wtjW1gBqu7iCMRHReHTqRDc+Mbc87XeqAKDpBv66fD/e2t6ew8qIiCiffeaUakwqsads84fjuOvpjbktiIiIRsQ5x1VgakXqENQ3V2xDa4cvxxUREWVPFEV89atfxY9+9CMAQDQaxW233Ya77roLZWVlffru27cPP/3pT5Nz5kVRxNe+9rUhqyUQCODFF1/EhRdeiOLi4pR9NE3D888/j7/85S9IJHrH3TidTtxyyy39Hn/27NlYuHAhli9fDgD46KOP8Mc//hFf//rXIYp9vzd46qmnsHTp0uT2zJkzce655w721IYcQynyiMPhQFVVVXI7HA7D7/cnf1C2bt2KG264Aeeccw5uvvlmFBUVpTxOZWUlzj777OQbtLW1Fffccw+++93vQpKOTtHt6enBnXfemXydw8Xj8WM+r8WLF+ORRx5BV1cXAODdd9/FggULcMkll6Tsv337djz88MNHPX94sksqwWAQjzzyCF599dXkD3U6W7duxbXXXouLLroI119/PaxWa5ZnQ9SXpmnYt20T2prqAUFA5cQpmD53Qcq+Ozeuwf3fvxkdLY0AAMPoHVzSWl+LnRvX4K1nHseU2fNw/W13Yeb8E3N2DkRERERERMPFkmaArWEY8DGUgoiIiIhoyFQWWFDo6D+QojvMQAoiIqKBCMY17O4IYndHEIpJRJVbQbXLihKHGaKQfuJgOoIgwKGY4FBMqIQF4biGQESFP6Iirg59QIUii6gsTL+ITVsgiu1tgSF/XSLqq8AqY0qRLWVbXNPxKicZExGNO6IAfPy4Mpw5uTBjv2BUxb1v7Ma2Zn/GfkRENH5MK7PjkydWp22/74Ut6PRHc1gRERGNlKuXzEz5vK4bePTFVTmuhoho4M466yxceumlePHFFwEAdXV1+MpXvoLzzz8f06dPh6qq2LFjB5YtWwZVPTTu/LrrrsO0adOGrI5EIoG//vWv+Nvf/oZZs2Zhzpw5mDBhAhRFQSAQQGNjI1atWpWcIw/0BlL85je/QWlpaVav8c1vfhN79uyBx+MBADzzzDNYvXo1lixZgpKSEni9Xixbtgx79+7t8xo/+MEPIAziO8nhwlCKPHLRRRfhoosu6vNcNBrFtm3b8Pzzz+PDDz+EYRhYvnw59uzZg/vuu++oxJeDbrjhBmzYsAHBYBAA8Pbbb6O5uRlf+MIXMH/+fNjtdnR1dWH16tV47LHHkj8MVqsVkUgkeZyhCGswm824+eabcfvttyefu//++7F582ZccsklmD59OkwmE5qbm/H222/jmWeeQTwehyiKkGU5GUZhs6X+Yg4APB4Pbr31VrS2tgLoTbr5+Mc/jgsuuABTp06Foijw+/3YsWMHnn/+eaxfvx6qquLFF1/E9u3bcffdd8PpdB7zudL4EY9F8fRDv8Ub//kngj5vn7aisgp87sbv4IJPfSH53M6Na/CT67+AeCwKwzAgCMJRHwaGYaB2xxb86Cufxjd/8Tuc9V+fyMWpEBERERERDRuznPomWDCmQdWHfxVIIiIiIqLxoKLAjKIMgRSqrmPF/m4GUhARER2jqKqjtiuM2q4wzJKACpeCapeCcqeScWXrTGxmCTazhHK3BdGEhkBEgz+iIpo4emGZgZIEoKZYSRueEY5r+KjBe8yvQ0T9O6HKnXbQ6Pt7u+CLMsSZiGg8UUwiPn9SFaaXpl7h/qDmngh+9cpOtPkzL+pHRETjhywJuGnJdIhp7kO8v7UVb2xoynFVREQ0Ek6bUYo5NalD7t5bswsNLd05roiIaHD++7//G5FIBG+++SaA3jn1S5cuTdlXEAR8/vOfxxVXXDEstRiGgZ07d2Lnzp0Z+02dOhXf+973BhSMUVhYiF/84he47bbb0NLSAgBoamrCo48+mrb/HXfcgZqamuxPIAcEwzA4A2CUeO2113DPPfdA13u/eJ4/fz7uv//+tP3Xr1+P22+/HeFwOKvjL1q0CJqmYfny5QB6gx3eeOONIUtReeKJJ/DII48g27fc//zP/+DRRx+Fz+cDAJxwwgm45557juoXj8dx4403Yv/+/QB6QzB+8Ytf4MQTT0x77Mcffxx//etfk9sLFy7EHXfcMYCzSS8SiSAaHVyy5Lt1Pohy+hUqKD+0NTXgl9/6Khr27Ez7fhYEAR+74su47gc/h6aquOmSc9DR0pT8ecq0n2EYECUJd/z535h36lnDdh40vD45r3KkS8hrXUEOqCAiIiIa62RJgMsqpWxr7IrCH+E1IRERERHRsapwm1HsNKdtPxhI0RmK57AqIiKi8UUSBJQ7Lah2K6h0KZAl8ZiPGVd1BCIq/BEV4fjgAiomFitwWlOvV6TrBt6v7WRoFVEOTCq04pQ0EwS6Q3H8blkdQ5yJiMaRYruMq06ZgFJH+vs5ALCxwYvfvrkH4biWo8qIiGg0+NKZE/GJE6pStvUEY/jSve+iJ8gwIyKi8eCBr5+NE6eWpGy75vt/w5769hxXRAet+Nd3R7qEvHL2/70w0iVQCit+fdlIl3CU9957D4899lhynviR5syZg6997WsZ540f5PF4cOWVVya3FyxYgHvvvTdt/0gkgvvuuw8bN25EV1dX2n5TpkzBRRddhMsuuwySlHqMfH8ikQj+9re/4Y033kAgEDiqXVEUnHfeebj++utRUFAwqNcYTqm/eaS8dOGFF6K2thbPPPMMAGDLli1Yv349TjrppJT9TzrpJPz+97/Hfffdh61bt6Y9riRJ+OIXv4irrroKt9xyS/J5l8s1ZIEUAPCFL3wBEydOxJ/+9Ce0tram7ed2u/HNb34TZ511Fh544IE+z6fy+uuv9/lFk80vliuvvBI7duzAypUrAQDLly/Hrl27MGvWrIGcUkpWqxVWq3VQ+4rNgwuzoNwJ+X344TWfQk9HGwzDSIZIHO7gc68/9SjKqmvgLipJBlIYhoHyCZPw6ev+ByeetQjuohIEfV5sW7sSLzz6EPZu3QhBEKBrGu797k34/Qvvw+50jdDZEhERERERDZ5FTn1PQdMNBLjqGxERERHRMSvvJ5BC0w18WMdACiIiouGmGQZa/FG0+KMQBKDMbkGVW0GVS4EiD25AmtkkotjZ+1mvajoCUQ3+iIpQVEM2U9dLnHLaQAoA2NTqYyAFUQ6YRAHzKtKP+1m6vZ2BFERE48i0Yhs+f3IVrP1cI76yuRX//LAe/IggIqLDzal04qIF6RdNvPu5TQykICIaJxZMLkobSLFi/V4GUhDRqLRo0SIsWrQI+/fvR21tLbq6uiCKIoqLizFr1ixUVaUOZ0uloqICb7/9dtb9rVYrfvCDHwAAGhsb0dDQAK/XC5/PB5vNhsLCQkybNg0TJkwY8Hmleq0bb7wR1113HTZv3gyPxwOfzwen04mysjIcf/zxg56fngsMpRhlLr/88mQoBQCsWrUqbSgFAEyePBm//e1vsXXrVqxatQq7d++G1+uFYRgoKSnB/Pnzcf7556O8vByGYaCxsTG57/Tp04e8/rPPPhunn346Vq5ciXXr1qG+vh5+vx8WiwVlZWU4/fTTce6558Jut2Pfvn19Jvunq+edd95JPpZlGRdffHFWtXzyk59MhlIAwAcffDAkoRQ0tj34s++iu92TDGwpKCnDORdehqpJUxGPRVG7YwtWvfUK4rEoDMPAk3+8BzXTD72vFpx5Lr573yNQbLbkcwUlpTj7wktx9oWX4u93/wQvPvpnCIIAX1cHlj7+CK74+i1H1UFERERERJTPBABmKXUohT+iwuAAKiIiIiKiY1LmMqMki0CKjiADKYiIiHLJMIC2YAxtwRg2NPtQbDOjyq2g2qXAbhncMC2TJKLQLqLQLkPTDQSjKvwRDcGomnKiot0iocyV/jqhoSeM2q7woGohooE5rtyZNpxmV3sQu9pDOa6IiIhGymmTCnDxcWWQxPSLBaqajr8ur8PbOziBjIiI+rKYRHxjyTSIaRadfWNDI97bkn7hWCIiGlu+fP7MtG3/eGFl2jYiotFgypQpmDJlyoi9fk1NDWpqaob9dWRZxsknnzzsrzPUGEoxylRUVMButyMU6v1Cqrm5Oav95s2bh3nz5mXs09TUhEAgkNyePXv24AvNwGQyYeHChVi4cGHGftu3b++zna6e2tra5OOampqsU2CODKCoq6vLaj8av/Zt24wVr7+UDKRYeNGncOMdv4FF6fue+9w3voOf3XglPA11iEUj2LdtEwCguLwS/3vPn/sEUhzpmltvR1e7ByteexEA8NpTjzKUgoiIiIiIRh2zSUj+7XQkb4grMBIRERERHYsylxmlGSaaarqBVfXdaOeKaERERCOuKxxHVziOLa1+uBUTqtxWVLsUuK3yoI4niQLcNhlumwzdMBCKavBHVASiKjQdMEkCJhQpae/N+aMJrG/2HcspEVGWXBYTppXYU7apmo5XtnHCMRHReCAKwEXHleGMyYUZ+wWiCdz7+h5sb/HnqDIiIhpNrjprEspdSsq2Tn8U9z6/JccVERHRSJk9oQBnzCpP2bZuWz227WnJcUVERDSeiCNdAA2cLB/6YlrX9SE77urVq/tsn3TSSUN27MH46KOPko+tVivmzJmTsl80Gu3TL1uK0veP8nicK0VRZu++9HTy8cwFJ+Nbd/3+qEAKAKiomYQf/O7vECUTBEGAYRgQBAGXXn0DbA5nv6/z1f/7CWSzBQDg6+pA/Z6dQ3cSREREREREOWCRU99yiqs6wvGhu5dBRERERDTelDrljIEUum5gdX03PAEGUhAREeUbX1TFjrYA3trTgdd2tmFLqw9docGPVREFAU6rCdVFCmZV2jG5RMHEYgUmKXUgRULTsaq+B5puDPo1iSh7C6rdaVcxXrG/B11hBjgTEY11iknE1adN6DeQoqk7jB8+s5WBFERElNLxE9z4r7mpJx8DwC//swGBCP++ICIaL768eEbatn88vzKHlRAR0XjEUIpRJhwOw+8/dNOxsDDzjcpsGYaBV199NbldU1ODBQsWDMmxB6Orq6tPSMaSJUvSBk44HI7k4+7u7qxf48i+LpdrgFXSeLN93ark489ce3PalUUAoHrKdCy69DMwjEODOU5eeH5Wr1NYUoa5p5yZ3N6/c9sgqiUiIiIiIhoZogDIaQa++8JqjqshIiIiIho7SpwyytyWtO26YWB1Qw9aGUhBRESU90JxDbs7QnhvXyeWbvdgQ5MXbYEodGNwgRGCIMCumGA1S2n7rGvyIhDj/TmiXKh2KyhzpL5290USeG9vV44rIiKiXCuxy/j62ZMwrcSesd+GBi9ue24b2vy8n0NEREezmSXcsHhq2vaXPqrHyp3tOayIiIhG0pRyJ86bX5WybdueFqzbVp/jioiIaLxhKMUo88EHH0DXD60oOnPmzCE57muvvYa6urrk9mWXXTYkxx2shx9+GJqmAej94jxTPdXV1cnHra2taGlpyeo11q5d22d7woQJg6iUxpO2pobk49knntpv/4Uf/2Sf7ZLK6tQdU6iZduhn29/DL6KJiIiIiGj0sMjpbzd5ufIbEREREdGglDhllPcXSFHfgxZ/NIdVERER0VCIqjpqu8P4YH83Xt7uwZqGHjT7IlAPGx90rPZ0BNHs43UCUS5IgoDjK91p21/d0YGENrgAGiIiGh2mldhww9mTUOIwZ+y3dFMrfv3KTkTiWo4qIyKi0ebqsyejJE3gnacnjN+9tDXHFRER0Uj60uIZadv+/vyHOayEiIjGK4ZSjJB4PJ4MXchWZ2cnHnnkkeS2JEk4++yzj7mWPXv24MEHH0xuT58+HZdeemnGfTZu3Ijzzz8/+c+vfvWrY67joNdeew1vvvlmcvvSSy/FtGnT0vY/9dS+4QCH/zdKJxgM4l//+lef50455ZQBVkrjTTx2KInaolj77T919jwAvcEqAKAmsp98JVsO3TxSE/Gs9yMiIiIiIhppFpOQ8vlwTENc5UBbIiIiIqKBKnZkDqQwDAMfNTCQgoiIaCxIaAYavBGsqu/By9vasLKuG/U9YcTVwQdUdIZi2NLqH8IqiSiT2WUO2MxSyrbazhC2tgZyXBEREeXS6ZMK8OVTJ8Aqp/4sAABV0/HQe/vw6If10Pn1KRERpXHK5EIsml2atv3nT21AOKbmsCIiIhpJ1UU2XHBC6gW599S14cMN+3JcERERjUcMpRghDQ0NuOaaa/DSSy/B7+//i9/Vq1fj5ptvRmdnZ/K5yy+/HKWl6f/I/Nvf/oaWlpaMx33zzTfxv//7vwgGgwAAWZZx6623QpLS3wwdjMbGRjz77LMIBNJ/qRaLxfDXv/4V99xzT/K5yspKXHfddRmPffHFF8NqPRQQ8N577+G3v/0tYocFCByura0N3/ve9+DxeJLPzZ07F3Pnzs32dGiccrgOrWLQ1tzQb3+rwwmgdzAoAHga9mf9Wm1N9Yde112Y9X5EREREREQjySQJkMTUoRTecPZBfURERERE1KvIIaOiIHMgxZpGL1c+JyIiGoM0w0CLP4q1jV68vN2D5bVdqO0KIZLIfhGcaELD6voecK4jUW7YzRJmlDpStmm6gZe3tee4IiIiyhVRAC6ZV45L5pWn/b4UAPyRBO58aQfe2dGRw+qIiGi0cSomXHfelLTtT39Qi/X7OtO2ExHR2HPV4hlp/9Z49IVVOa6GiIjGK9NIFzCetbS04P7778cDDzyA2bNnY9q0aaisrITdbocgCAgGg2hsbMT69evR2traZ98TTjgB11xzTcbjP/nkk3jssccwZcoUzJs3DzU1NbDb7QiFQmhtbcWqVav6HFeWZfzsZz/DjBkzhvxcA4EA/vCHP+DBBx/EvHnzMGvWLFRUVMBiscDv96O2tharVq3qE1pRXl6Oe+65p0/gRCpFRUX4xje+gXvvvTf53Isvvohly5bhnHPOwZQpU6AoCvx+P7Zv345Vq1YhkTg0EcZut+Nb3/rWkJ8zjT3VU6bD191782bFay/iiq//f/buOzqq80D/+HOnatR7B0QXHQw22OACrriv7dhxHMfpccomu7/dbPomm752itOcnqydxI7tOO6AOwYbRO8gOggJgeqojaRp9/eHjAz2zEgC6WokfT/n5GRm3nfuPJPdg+aW97n/HnO+3W7X717aoLoTVaqtrlJCUuSTzu/W2e7T1jWrup8Xjhl39qEBAAAAwEJuR+STHmHTVLOPuzMAAAAAfZGZ5FRBD4UUG495dczbbmEqAAAwGExJNa2dqmnt1JaqJmUmOlWU5lFhaoKS3ZEv/zJNU+srGtURDFsbFhjBZhWmRV0csO5oo2pa/RYnAgBYweO06f3nFWp8dlLMeccafLpv2V7VtES+6R4AAKd89OKxSk90RRw7Vteq3yzfbXEiAMBgyk1L0NK5oyOOHT1er5Xr91qcCAAwUlFKEQeCwaB27typnTt39jjXMAwtXbpUn/3sZ5WQkNCr7R8+fFiHDx+OOSc/P19f/OIXNXv27F5t82yFQiFt27ZN27Ztizlv1qxZ+tKXvqS8vLxebfe6665TIBDQb37zm+7CCa/Xq+effz7m+7Kzs/WNb3xD48ax6B89m7XgYu3eVCbTNPXUnx/U/CXXaMykKTHfk51fqOz8QpXOPr/Xn/PIL+9XW7NXkuR0uzV59txziQ0AAAAAlolWStHaHlKI2zECAAAAvZaR5FBBRvRCCknaVOlVBYUUAACMSA2+gBp8Ae2oblZqgkNFqQkqTPMo3eOUJAVCYW085lVtGwvgAavkp7hVkBr5er7WzqBe21dvcSIAgBWyk1z64PlFyk6KvHD4lM1HG/Xzlw+oPRCyKBkAYKi6cHyWLpqQFXEsFDb13cc2q4O/JwAwotx56QQ5HbaIY399tkxhk4szAQDWoJRikBQWFupTn/qUNmzYoD179qi9PfYFYx6PRxdffLFuuukmlZaW9uozrrnmGm3cuFHV1dUxc1x55ZW644475HbHvrDtXOTk5Ojiiy/Wtm3b1NzcHHGOYRgqLS3VTTfdpCuvvLLPn3HzzTdrzpw5euyxx7Ry5Up1dkZvEs7MzNTSpUv1vve9TykpKX3+LIxMV956l/7x+58rGPCrs92nr3/kVn3iq9/VJdfd0i/bDwWDeuSX9+m5v/xOhtG1kOuSa2+R0xn7ZAUAAAAAxAOXw+jel3k3ry9gcRoAAABg6EpPdKgwI3Y5/aZKr442UkgBAACk5o6gmjtataemVQkOmxKcdjV3BBTmOmTAMjZDmlWYFnX8pfJadQTDFiYCAFhhQnai7jivUB6nPea857ce11/LKsQ6MQBAT9ITnfrYJSVRxx9944B2Hm20LhAAYNClJ7l04wVjIo5V1zbpxbd2W5wIADCSGabJIa7BFg6HVVFRocrKStXV1cnn88k0TSUlJSk1NVVjx47V6NGjZbfHPmgZzcmTJ3Xo0CF5vV55vV65XC5lZmZq9OjRGj9+fD9/m9hM09ShQ4d0/Phxeb1eNTc3KyUlRZmZmZo8ebJycnL65XP8fr8OHjyoo0ePqrm5WX6/Xx6PR+np6ZowYYJGjx4ddaHMYHp6Z/QCEcSHJ373Mz36y/tkGIZM05RhGMouKNIFi6/WJdfdoonTZ/d5m9UVh7X+9Re14rGHVVNVoVP/LLs9iXrgyVeVVzy6n78FrHDz9ILBjhDX6luDgx0BAAAA/SwlwSZXhDbuYMjUvuo2cQAKAAAA6FlXIYU75nmszZVeHW7wWZgKAAAAQCyTc5M1PT814tixxnb9bk0Fx8gBYJhZUJKua6fmyhbjGE4wFNYfVh3W6+W1FiYDAAxl/7V0suaWZEQcO3SiWR/7+RvyU3gHACPKvddM0d1LJkUcu/9PL+rpV7ZaGwg9euuRLw12hLiy8L+eGewIiOCt+24a7AgYohyDHQCSzWZTSUmJSkpKBmT7eXl5ysvLG5Bt95VhGBo/fvyAl2G4XC5NmTJFU6ZMGdDPwchz2yc+ryN7d2vty893F1PUHq/Uskf+pFHjJvW5lKLD59Nnr1/UvS1J3ReafuKr36OQAgAAAMCQYBiS0x75gqum9gAX2wIAAAC9kNaLQoqtVRRSAAAAAPHE47SrNDc54ljYNPXcrpMcIweAYcRmSDdMy9P5Y9JjzmtuD+gnL+7TnuoWa4IBAIa8yybnRC2kCIbC+u5jmymkAIARJsXj1C0XjY04VtfYomVv7LA4EQBgpHvv7SsBAFEZhqH/uP/Xuvkjn5FhO/Of0JLJU/u8vYTERKVmZHVv++0H+vhXvqslN91+znkBAAAAwApuhxF14Zy3LWhxGgAAAGDoSfM4VNRDIcW24006WE8hBQAAABBPZhakymGLfBnmpmNNOt7UaXEiAMBA8Tht+vD8UT0WUhxr8OmrT+6kkAIA0GtZyS7ds3BM1PGHXtunvVVNFiYCAMSD2xaOVVKCM+LYoy9skD8QsjgRAGCko5QCAPrIZrPpQ//+Nf3kiZe15OY75ElKlgxDYyaWntX2cotGyTRNmaapiTPm6Id/fU5L3//h/g0NAAAAAAPI7Yh8iKkzEFZHgLs0AAAAALGkehwqyoxdSLH9eJMO1LVZmAoAAABAT3KSXCpO90Qc8/lDerm8zuJEAICBkpPs0r0Lx2hcVmLMeZuONOob/9yl2hZKiQAAvWNIuveycUp0OyKO763y6qFX91kbCgAw6Dwuu963cHzEsaaWdj3z6lZrAwEAICnyXgsAoEejJ0zW5779E336m/er4kC53J7YJxuiWXzj+3Thlddp9kWXauzkaf2cEgAAAAAGlt0mOeyRF895fQGL0wAAAABDS4rHruIeCil2VDdrP4UUAAAAQFwxJM0uSos6/uq+Ovm4WyUADAsTcxJ1x5xCJTjtMec9u/W4HimrkGlaFAwAMCxcOS1PM0elRxzzB0P6zt83KxTmjwsAjDQ3LyhRWpIr4tjjKzaqvZNrMwEA1qOUAgDOkd1uP6cyiaXv/3D/hQEAAAAAi7kdtoivm6apJl/Q4jQAAADA0JGSYNeozISYhRQ7TzRrX22rhakAAAAA9Mb47CSlJjgjjlU3dWhDhdfaQACAAXFhSYaWTs2RLcbxm2AorN+9cVhv7K21MBkAYDjIS3XrrgtHRx3//YvlOnyyxcJEAIB44HLY9P5LJkQca/N16smXNlmcCACALpRSAAAAAAAA4Ky5HZEvwGrrDCkQ4k4NAAAAQCTJCXYVZ8UupNh9oll7ayikAAAAAOKN22HT1LyUqOPP76oRNzIGgKHNbkg3TM/TvNHpMec1twf0oxX7tPcEC4YBAH1jGNJnloxXgtMecXzHkQb9fdUBi1MBAOLBdeePVnZqQsSxJ1/erJa2TosTAQDQhVIKAAAAAAAAnBWn3ZDNFnkRndcXtDgNAAAAMDQkJ9g1Kish5h0295xs0R4KKQAAAIC4ND0/VU67LeLY1qpmHW1stzgRAKA/JTrtunNuocZmJcacV1Hv033L96q2hQVhAIC+u25mgUoLUiOOdfiD+u7jmym7A4ARyG4zdNelEyOOdXQG9NiyDRYnAgDgHZRSAAAAAAAA4Ky4HZEX0YXDplraKaUAAAAA3i3J3XMhRXlNi3af5O6aAAAAQDzKTHSqJDPyIuXOYFgv7qmxOBEAoD/lJLt097wiZSa5Ys7beKRBv3jlgDoCYYuSAQCGk6IMj+64YFTU8V8v263KujYLEwEA4sXVc4pVEOXY07OvbZO3hTJUAMDgoZQCAAAAAAAAfWZIckUppWhuD3K3BgAAAOBdktx2jc6OXUixr7ZVu05QSAEAAADEq9mFaVHHXt9fp5bOkIVpAAD9aVJOkm6fU6AEpz3mvGe2HNej6ypkcj4UAHAW7DZDn10yXi6HLeL4pgO1enLtYYtTAQDigc2Q7l4yKeJYIBjSIy+stzgRAABnopQCAOLMrbOK33liGHpy67HBCwMAAAAAUbgchowoi+m8vqDFaQAAAID4lui2a3RW7EKK/bWt2lHdbGEqAAAAAH0xNjNRGYmuiGO1rZ1ae7jR4kQAgP5y0dgMXTMlJ+axm0AorN+9cUir9tZZmAwAMNzcNKdQ43OTI461dQT0/Se2UHwEACPU4pmFGp0T+W/EslU7VNvAzQ0AAIOLUgoAiDPmaUeRop/eAAAAAIDB5XZGvmNDIBRWG3eCAwAAALolumwak5Ugmy36Uf+DdW3aTiEFAAAAELdcdkPT8lOjjr+wq0YhFo4BwJBjN6Qbpudp3uj0mPOa2gP68Yq92nui1ZpgAIBhqSQ7UbfOLYo6/ovnd+pEY7uFiQAA8eTuxZMivh4Kh/W3Z9dZnAYAgPeilAIA4pBhGGeUUwAAAABAPLEZktMeeUFdky9ocRoAAAAgfnlcNo3O9sQspDhU36atx5ssTAUAAACgr6bmpcrtiFzWvOtEiw7U+SxOBAA4V4kuuz5wXqFKshJjzjta16b7lu9VXavfomQAgOHIYTP0mSXj5bBH3q9YW35Sz62vsDgVACBeLJySp4mFaRHHXn5rt6pqvNYGAgAgAkopACAOUUgBAAAAIJ65HdEX1HnbKKUAAAAApK5CijHZHtljFFIcrm/TlioKKQAAAIB4lpbg0LgoC5YDobCW766xOBEA4FzlJrt09/lFykh0xZy34XCDfvHKAXUGwxYlAwAMV7edX6wxWUkRx5p9fv3wH1utDQQAiCv3LJkUdewvz5ZZmAQAgOgopQCAOPObFesGOwIAAAAAxOR2Rr5rQ7s/xAVZAAAAgKQEZ8+FFEcafNpMIQUAAAAQ92YXpckwIv+2X3WwQd52ypoBYCiZlJuk22cXKMFpjznv6c1V+vu6Y+IWYwCAczUxL1k3zS6MOv6Tp7errrnDwkQAgHgyd0K2po3JjDi2cv1eHamqtzgRAACRUUoBAHEmt7B4sCMAAAAAQFQOm6IurPP6uPAWAAAASHDaVJITu5DiaKNPmyq91oUCAAAAcFZGpXuUneSOONbo82v1wQaLEwEAzsXCcRm6ujRHtihlQ5IUCIX125WHtHpfnYXJAADDlcth02eWjJctyjmD17cf18tbqyxOBQCIJx++fFLUsYefWWthEgAAYqOUAgAAAAAAAL3mdtoivm6appoopQAAAMAIl+C0aUwPhRQVjT5tPOa1LhQAAACAs+KwGZpRkBp1fNnuWgXDpoWJAABny24zdOP0PM0dlRZzntfn149W7NP+k60WJQMADHd3zh+lwnRPxLHG1k796KltFicCAMST6WMydN74nIhja7ce0t7DJy1OBABAdJRSAAAAAAAAoNdcjsiL61o7Qgpx8S0AAABGMLfTpjHZHjliFFIc87ZTSAEAAAAMEVPyUuRx2iOO7atp0x4WLAPAkJDosusDcwtVkpkYc96Rujbdv3yv6lr9FiUDAAx3UwtTde3Mgqjj9/9zm7xt/N0BgJHsniWToo49/MwaC5MAANAzSikAYAA0NdSrtalR7b42BQMBmWZYTpdbTqdLKekZSsvMlt3BP8EAAAAAhhaX3ZDNiLzAzusLWJwGAAAAiB9uh00l2R457NELKSq97dpQ0Siq3AAAAID4l+J2aEJ2UsSxYNjUst3cpRIAhoK8FJc+OK9YGYnOmPPWH2rQL189oM5g2KJkAIDhLsFp06cXj4s6vmLTMb2xs9rCRACAeDOxME0XTcmPOLZ5d4W2762yOBEAALGxIhoAzlFnR7s2vvGKNq9+Vft3bdPJyqMK+ntuLM3IydPoCaWaPOs8zbrwUpXOnmdBWgAAAAA4e25n5AV2obCplvaQxWkAAACA+OByGCrJSYhZSFHV1K71FFIAAAAAQ8aswrSoJc1rDjeoro2iZgCId5Nzk3T7nEK5HbaY8/65qUqPrz/GcRsAQL+6+8Ixyk1NiDhW29SuB57dYXEiAEC8+dCSiVHHHn56rYVJAADoHUopAOAs1VZX6vHf/FRvLn9G/s4OSZJp9v60REPNCTXWntS2tW/o8d/8VHnFY3T9XR/T1bd/SHYH/zwDAAAAiC+GITmjLLJr8gW5SAsAAAAjUlchhUcOe/TFDdXNHVpHIQUAAAAwZBSmJigvxR1xrLkjqJX76y1OBADoq0XjMnRVaU7UgiFJ8gfD+u3Kg3qTf9cBAP1s1qg0XTEtL+r4D57YqpZ2iu4AYCQbk5usy6YXRhzbffC4Nuw8Ym0gAAB6IXb1KwAgon/8/uf63A2X6LWnH1NnR3t3GYUR4wTGu50+1zRNnTh2RH/83//Wv916uY7u29PvmQEAAADgXLgdRtR9Hq+PE+UAAAAYeVz2rkIKZ4xCihPNHSo72qA+dFoDAAAAGER2w9DMwtSo4yv21Mgf4gc+AMQru83QLTPzdc2U3JiFFF6fX99+djeFFACAfpfksuvey8ZHHX9m3RGt21djYSIAQDy6e/Ek2WyR91keenqtxWkAAOgdx2AHAIChxDRNPfDlz+nNFc/INM33FEtk5uYrf1SJMnJylZSSpoTERDkcThmGTaFQUP7ODrW3taqpvk51J46r+thhBTo7JXWVVJimqarDB/Tlu2/Uf//mb5oy54LB+qoAAAAAcAa3I/JCO38wrHZ/2OI0AAAAwOBy9qKQ4mRLh9YebVCY9WoAAADAkDEpN1lJrsiXVR6p92n78RaLEwEAeivJZdcH5hZqTGZizHmHa9t0//K9qm/zW5QMADCSfHhRiTKTXRHHjje06ZfP77I4EQAg3hRmJurK2UURxw5W1OqtzQcsTgQAQO9QSgEAffDUn36l1cuflmG8c4fgC5Zco0uu/RdNv+AipaZn9ml7oVBIR/bu0oaVL+mVJx9VQ+0JGYahznafvv+vH9HPnnpNmTl5A/FVAAAAAKDX7DbJYY/cyu1tC1icBgAAABhc3YUUUYrbJKmmpVNrjlBIAQAAAAwlSS67JuckRxwLm6ae38XdjAEgXuWluPXBeUXKSHTGnLf+UIN++eoBdQYp3QcA9L/zx2boksk5Uce///gW+TqDFiYCAMSjuy6bIEeUmx88/MxamZxjBgDEqehXSgEAzlB3okqP/upHMgxDpmkqOT1D3/nTk/ryA3/URVdd3+dCCkmy2+0aP3Wm3v+Z/9SvXnhTl95wm0zTlGEY8rU06W8/+8EAfBMAAAAA6Bt3jMV2Xh8nywEAADBynCqkcMUqpGilkAIAAAAYimYWpMpui1zQvO6oVydaOi1OBADojdK8ZH3yotE9FlI8ubFSP3lxH4UUAIABkZLg0CcuHRd1/PHVB7XlUL2FiQAA8Sg7NUHXzhsdcayiukGvlZVbnAgAgN6jlAIAemnlc08qFAzINE25PYn67p//qalz5/fb9t0JHn3hez/T4hvfJ9M0ZZqm3lzxrHytLf32GQAAAABwNlyOyBfhtnWGFAix0g4AAAAjg6MXhRS1bxdShLh9DQAAADCk5CW7VZjmiTjW1hnUq3vrLE4EAOiNi8dl6gNzC2OW7PuDYf38lf16fEOlOGIDABgon7h0rNI8kQuSKmpb9ZsVeyxOBACIR3deMl4uhz3i2F+fLVOY88wAgDhGKQUA9NKmVa9IkgzD0C0f+5xGjZs4IJ/zya99X0kpaZKkYMCv8q0bB+RzAAAAAKA3nHYj6p3hmnwBi9MAAAAAg8NhM1SSHbuQoq7N31VIEeZCIQAAAGAosRnSrKK0qOMv7a1TRzBsYSIAQE8cNkO3zsrX1VNyZDMin8uUpMY2v/7nmd16az93pgcADJyFE7M0f1xWxLFQ2NR3H9uszkDI4lQAgHiTnuTSTQtKIo6dqGvWi2/usjYQAAB9RCkFAPRSbXVV9+OLl948YJ/j9iRq3qVXdD+vPnpowD4LAAAAAHridkS+iCtsmmryBS1OAwAAAFjPYTNUkuOR2xn91Gp9m19vHa5XkEIKAAAAYMiZkJ2sFLcj4lilt12bjzVZnAgAEEuSy66PLhilOcXRC4Uk6XBtm7765E4dqGm1KBkAYCTKSHTqo4vGRh1/ZOV+7apotDARACBe3b5ovDyuyMegHnl+nYIhSlEBAPEt8l8xAMB7NDW805SdlV8woJ+VlffO9jvafQP6WQAAAAAQiytKKUVLe1CstwMAAMBwZ7cZGtNDIUWDz683KaQAAAAAhqQEh01TcpOjjj+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" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "Xy_test=X_test.copy()\n", "features=X_test.columns\n", "Xy_test['target'] = y_test\n", "\n", "features_to_plot = ['glucose_conc', 'body_mass']\n", "\n", "inter_plot = pdp.PDPInteract(model=random_xgb.best_estimator_, df=Xy_test, model_features=features, \n", " features=features_to_plot, feature_names=features_to_plot, n_classes=2)\n", "fig, axes =inter_plot.plot( engine='matplotlib', plot_pdp=True)" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "The lowest predicted probability of being tested positive for diabetes (roughly within 15%) is most likely to occur when the values of body_mass and glucose_conc are below/around approximately 28.63 and 84.33, respetively; notwithstanding, a low average probability of being tested for diabetes is also likely to ensue when only body_mass or glucose_conc alone report low values (if it is body_mass that is low, glucose_conc should not reach 155). \n", "\n", "Mind that there were few instances within these ranges, and ergo there may not be sufficient evidence to confidently support the results. " ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "### 1.9. Find the first point misclassified by the model. \n", "\n", "### What is the probability that it belongs to class 1 found by the model? \n", "\n", "### Use LIME to see the explanation for this prediction by using only 3 features to explain the model, with 200 samples; also, set the random state to 42 when defining the explainer. \n", "\n", "### What are the features that LIME uses to explain the prediction? What are the features that contribute to the wrong class, i.e., the class predicted by the model? (5pt)" ] }, { "cell_type": "code", "execution_count": 30, "metadata": {}, "outputs": [], "source": [ "import lime\n", "import lime.lime_tabular\n", "\n", "#defining the explainer\n", "\n", "explainer = lime.lime_tabular.LimeTabularExplainer(X_train.values, feature_names=X_train.columns,\n", " class_names=[0, 1], mode='classification',\n", " verbose=True,\n", " discretize_continuous=True, random_state=42)" ] }, { "cell_type": "code", "execution_count": 31, "metadata": {}, "outputs": [ { "data": { "text/html": [ "
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num_pregnancyglucose_concblood_pressureskin_foldserumbody_massdiabetes_pedigreeagey_testy_pred
1686104741815629.90.7224110
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" ], "text/plain": [ " num_pregnancy glucose_conc blood_pressure skin_fold serum body_mass \\\n", "168 6 104 74 18 156 29.9 \n", "\n", " diabetes_pedigree age y_test y_pred \n", "168 0.722 41 1 0 " ] }, "execution_count": 31, "metadata": {}, "output_type": "execute_result" } ], "source": [ "Xy_test=X_test.copy()\n", "Xy_test['y_test']=y_test\n", "Xy_test['y_pred']=y_pred\n", "Xy_test[Xy_test.y_test!=Xy_test.y_pred].head(1)" ] }, { "cell_type": "code", "execution_count": 32, "metadata": {}, "outputs": [ { "data": { "text/plain": [ "array([[0.9359639 , 0.06403607]], dtype=float32)" ] }, "execution_count": 32, "metadata": {}, "output_type": "execute_result" } ], "source": [ "data_for_prediction=Xy_test[Xy_test.y_test!=Xy_test.y_pred].head(1).drop(columns=['y_test','y_pred'])\n", "random_xgb.best_estimator_.predict_proba(data_for_prediction.values.reshape(1, -1))" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "or" ] }, { "cell_type": "code", "execution_count": 33, "metadata": {}, "outputs": [ { "data": { "text/plain": [ "num_pregnancy 6.000\n", "glucose_conc 104.000\n", "blood_pressure 74.000\n", "skin_fold 18.000\n", "serum 156.000\n", "body_mass 29.900\n", "diabetes_pedigree 0.722\n", "age 41.000\n", "Name: 168, dtype: float64" ] }, "execution_count": 33, "metadata": {}, "output_type": "execute_result" } ], "source": [ "incorrect_pred = (y_test != y_pred)\n", "\n", "index_inc_pred = X_test[incorrect_pred].index #attaining the indexes of all wrongly-classified instances\n", "\n", "first_incorrect = X_test.loc[index_inc_pred[0]] #fetching the first incorrectly-classified instance\n", "first_incorrect" ] }, { "cell_type": "code", "execution_count": 34, "metadata": {}, "outputs": [ { "data": { "text/plain": [ "array([[0.9359639 , 0.06403607]], dtype=float32)" ] }, "execution_count": 34, "metadata": {}, "output_type": "execute_result" } ], "source": [ "y_pred_prob = random_xgb.predict_proba(X_test) #calculate prediction probabilities for all instances.\n", "\n", "all_pred_prob = pd.DataFrame(y_pred_prob, index = y_test.index) #placing these in a dataframe\n", "\n", "first_incorrect_pred_prob = all_pred_prob.loc[index_inc_pred[0]]\n", "#finding the first incorrectly-classified instance's prediction probabilities\n", "\n", "first_incorrect_pred_prob = first_incorrect_pred_prob.values.reshape(1,-1) #converting it to an array format\n", "first_incorrect_pred_prob" ] }, { "cell_type": "code", "execution_count": 35, "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "The probability that this instance belongs to class 1 is 0.06403607130050659.\n" ] } ], "source": [ "print(f\"The probability that this instance belongs to class 1 is {first_incorrect_pred_prob[0][1]}.\")" ] }, { "cell_type": "code", "execution_count": 36, "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "Intercept 0.4767040925692059\n", "Prediction_local [0.25712666]\n", "Right: 0.06403607\n" ] } ], "source": [ "exp_lime_pipe = explainer.explain_instance(first_incorrect,\n", " predict_fn=random_xgb.best_estimator_.predict_proba, \n", " num_samples=200, num_features=3)" ] }, { "cell_type": "code", "execution_count": 37, "metadata": {}, "outputs": [ { "data": { "text/html": [ "\n", " \n", " \n", "
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glucose_concdiabetes_pedigreenum_pregnancy
0-0.2459710.091675-0.065281
\n", "
" ], "text/plain": [ " glucose_conc diabetes_pedigree num_pregnancy\n", "0 -0.245971 0.091675 -0.065281" ] }, "execution_count": 38, "metadata": {}, "output_type": "execute_result" } ], "source": [ "cols = []\n", "vals = []\n", "for i, j in exp_lime_pipe.local_exp[1]:\n", " \n", " cols.append(X_test.columns[i])\n", " vals.append(j)\n", "\n", "pd.DataFrame([vals], columns=cols)" ] }, { "cell_type": "code", "execution_count": 39, "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "The prediction made was 0, yet the true value is 1.\n" ] } ], "source": [ "prediction_made = pd.Series(y_pred, index=y_test.index).loc[index_inc_pred[0]]\n", "true_value = y_test.loc[index_inc_pred[0]]\n", "\n", "print(f\"The prediction made was {prediction_made}, yet the true value is {true_value}.\")" ] }, { "cell_type": "code", "execution_count": 40, "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "Features used by LIME to explain the prediction: [('99.00 < glucose_conc <= 117.00', -0.24597139881708852), ('diabetes_pedigree > 0.61', 0.09167462650800355), ('3.00 < num_pregnancy <= 6.00', -0.06528065855651176)]\n", "\n", "Features contributing to wrong class: ['glucose_conc', 'num_pregnancy']\n" ] } ], "source": [ "print('Features used by LIME to explain the prediction:', exp_lime_pipe.as_list())\n", "\n", "print()\n", "\n", "contributing_features = [X_test.columns[idx] for idx, weight in exp_lime_pipe.as_map()[1] if weight < 0]\n", "print('Features contributing to wrong class:', contributing_features)" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "The three features displayed by LIME were glucose_conc, diabetes_pedigree and age, and those that contributed to the incorrect prediction (0) were glucose_conc and num_pregnancy, with a contribution of roughly 0.25 and 0.07, respectively." ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "### 1.10. What is the most important feature in the testing set according to Shap. Explain in one sentence how the values of this feature impact the prediction (3pt)" ] }, { "cell_type": "code", "execution_count": 41, "metadata": {}, "outputs": [ { "name": "stderr", "output_type": "stream", "text": [ "ExactExplainer explainer: 156it [00:41, 3.72it/s] \n" ] }, { "data": { "image/png": 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", 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" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "import shap\n", "explainer = shap.Explainer(random_xgb.predict_proba, X_train)\n", "shap_values = explainer(X_test)\n", "shap.plots.beeswarm(shap_values[:,:,1])" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "The most important feature according to Shap is \"glucose_conc\" and it seems that lower values of this feature (in blue) contribute to the prediction of class 0, whereas high values of this feature (in red) contribute to the prediction of class 1 (testing positive for diabetes)." ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "## Question 2" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "**Total 17 points**\n", "\n", "In this question we will use the MNIST digits dataset. However, to reduce the dataset size, we will only classify the first five classes. The question must be solved with pytorch and lightning." ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "1. Import the csv file \"HW3_Q2data.csv\" into pandas dataframe, check the number of rows, check the data types, view the first 5 rows, check class distribution (1pt)\n", " \n", "As the images have been compressed into a flattened format, restore the data to its original format with dimensions of 28 pixels in height and 28 pixels in width by transforming the data and labels to a numpy object using to_numpy() and the data through reshape(-1,28,28)\n", "\n", "\n", "2. Visualize the first image of the dataset (1pt)\n", "3. Split the dataset into training, validation, and testing sets with proportions of 60%, 30%, and 10% respectively. After performing the split, print the proportion of each set (1pt)\n", "4. Construct a TensorDataset for each set with the resulting tensors. Set the torch and numpy seed to 42. Instantiate a DataLoader for each TensorDataset with a batch size of 64 (2pt)\n", "5. Define a fully connected network with one hidden layer containing 64 nodes, and include any other required layers. Specify the appropriate loss function and initialize an Adam optimizer with a learning rate of 0.0005. Set up a model saving checkpoint and early stopping to stop if there isn't any improvement in validation accuracy after 6 epochs. Prepare the function for printing and visualizing the metrics per epoch. (6pt)\n", "6. Train the fully connected network for 50 epochs. Set the torch and numpy seed to 42. Plot training and validation accuracy and loss. What was the validation accuracy in the last epoch and why did it stop there? Is the model overfitting? Visualize the model architecture. (5pt)\n", "7. Evaluate the best model's accuracy on the test set (1pt)" ] }, { "cell_type": "code", "execution_count": 42, "metadata": {}, "outputs": [], "source": [ "import numpy as np\n", "import pandas as pd\n", "import matplotlib.pyplot as plt" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "### 2.1. Import the csv file \"HW3_Q2data.csv\" into pandas dataframe, check the number of rows, check the data types, view the first 5 rows, check class distribution (1pt)" ] }, { "cell_type": "code", "execution_count": 43, "metadata": {}, "outputs": [ { "data": { "text/html": [ "
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" ], "text/plain": [ " 0 1 2 3 4 5 6 7 8 9 ... 775 776 777 778 779 780 781 782 \\\n", "0 0 0 0 0 0 0 0 0 0 0 ... 0 0 0 0 0 0 0 0 \n", "1 0 0 0 0 0 0 0 0 0 0 ... 0 0 0 0 0 0 0 0 \n", "2 0 0 0 0 0 0 0 0 0 0 ... 0 0 0 0 0 0 0 0 \n", "3 0 0 0 0 0 0 0 0 0 0 ... 0 0 0 0 0 0 0 0 \n", "4 0 0 0 0 0 0 0 0 0 0 ... 0 0 0 0 0 0 0 0 \n", "\n", " 783 label \n", "0 0 0 \n", "1 0 4 \n", "2 0 1 \n", "3 0 2 \n", "4 0 1 \n", "\n", "[5 rows x 785 columns]" ] }, "execution_count": 46, "metadata": {}, "output_type": "execute_result" } ], "source": [ "df2.head()" ] }, { "cell_type": "code", "execution_count": 47, "metadata": {}, "outputs": [ { "data": { "text/plain": [ "label\n", "1 7877\n", "3 7141\n", "2 6990\n", "0 6903\n", "4 6824\n", "Name: count, dtype: int64" ] }, "execution_count": 47, "metadata": {}, "output_type": "execute_result" } ], "source": [ "df2['label'].value_counts()" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "### As the images have been compressed into a flattened format, restore the data to its original format with dimensions of 28 pixels in height and 28 pixels in width by transforming the data and labels to a numpy object using to_numpy() and the data through reshape(-1,28,28)" ] }, { "cell_type": "code", "execution_count": 48, "metadata": {}, "outputs": [], "source": [ "data = df2.drop(columns=['label']).to_numpy()\n", "labels = df2['label'].to_numpy()\n", "\n", "data = data.reshape(-1,28,28)" ] }, { "cell_type": "code", "execution_count": 49, "metadata": {}, "outputs": [ { "data": { "text/plain": [ "(35735, 28, 28)" ] }, "execution_count": 49, "metadata": {}, "output_type": "execute_result" } ], "source": [ "data.shape" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "### 2.2. Visualize the first image of the dataset (1pt)" ] }, { "cell_type": "code", "execution_count": 50, "metadata": {}, "outputs": [ { "data": { "image/png": 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", "text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "plt.figure()\n", "plt.imshow(data[0])\n", "plt.colorbar()\n", "plt.grid(False)\n", "plt.show()" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "### 2.3. Split the dataset into training, validation, and testing sets with proportions of 60%, 30%, and 10% respectively. After performing the split, print the proportion of each set (1pt)" ] }, { "cell_type": "code", "execution_count": 51, "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "0.5999720162305863\n", "0.30001399188470684\n", "0.10001399188470687\n" ] } ], "source": [ "from sklearn.model_selection import train_test_split\n", "\n", "# Split data into training, validation, and testing sets\n", "X_trainval, X_test, y_trainval, y_test = train_test_split(data, labels, test_size=0.1, random_state=42)\n", "X_train, X_val, y_train, y_val = train_test_split(X_trainval, y_trainval, test_size=(1/3), random_state=42)\n", "\n", "print(len(X_train)/len(data))\n", "print(len(X_val)/len(data))\n", "print(len(X_test)/len(data))" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "### 2.4. Construct a TensorDataset for each set with the resulting tensors. Set the torch and numpy seed to 42. Instantiate a DataLoader for each TensorDataset with a batch size of 64 (2pt)" ] }, { "cell_type": "code", "execution_count": 52, "metadata": {}, "outputs": [], "source": [ "import torch\n", "from torch.utils.data import DataLoader, TensorDataset, Subset\n", "\n", "torch.manual_seed(42)\n", "np.random.seed(42)\n", "\n", "# train_set = TensorDataset(torch.Tensor(X_train), torch.LongTensor(y_train))\n", "# valid_set = TensorDataset(torch.Tensor(X_val), torch.LongTensor(y_val))\n", "# test_set = TensorDataset(torch.Tensor(X_test), torch.LongTensor(y_test))\n", "\n", "# or\n", "\n", "# train_set = TensorDataset(torch.tensor(X_train).float(), torch.tensor(y_train))\n", "# valid_set = TensorDataset(torch.tensor(X_val).float(), torch.tensor(y_val))\n", "# test_set = TensorDataset(torch.tensor(X_test).float(), torch.tensor(y_test))\n", "\n", "# or\n", "\n", "train_set = TensorDataset(torch.Tensor(X_train), torch.tensor(y_train))\n", "valid_set = TensorDataset(torch.Tensor(X_val), torch.tensor(y_val))\n", "test_set = TensorDataset(torch.Tensor(X_test), torch.tensor(y_test))" ] }, { "cell_type": "code", "execution_count": 53, "metadata": {}, "outputs": [ { "data": { "text/plain": [ "torch.float32" ] }, "execution_count": 53, "metadata": {}, "output_type": "execute_result" } ], "source": [ "torch.Tensor(X_train).dtype" ] }, { "cell_type": "code", "execution_count": 54, "metadata": {}, "outputs": [ { "data": { "text/plain": [ "(torch.int64, torch.int64)" ] }, "execution_count": 54, "metadata": {}, "output_type": "execute_result" } ], "source": [ "torch.tensor(y_train).dtype, torch.LongTensor(y_train).dtype" ] }, { "cell_type": "code", "execution_count": 55, "metadata": {}, "outputs": [], "source": [ "torch.manual_seed(42)\n", "np.random.seed(42)\n", "\n", "batch_size = 64\n", "train_loader= DataLoader(train_set, batch_size = batch_size, shuffle=True)\n", "val_loader = DataLoader(valid_set, batch_size=batch_size)\n", "test_loader = DataLoader(test_set, batch_size=batch_size)" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "### 2.5. Define a fully connected network with one hidden layer containing 64 nodes, and include any other required layers. Specify the appropriate loss function and initialize an Adam optimizer with a learning rate of 0.0005. Set up a model saving checkpoint and early stopping to stop if there isn't any improvement in validation accuracy after 6 epochs. Prepare the function for printing and visualizing the metrics per epoch (6pt)" ] }, { "cell_type": "code", "execution_count": 56, "metadata": {}, "outputs": [], "source": [ "import torch.nn as nn\n", "import pytorch_lightning as pl\n", "from torchvision import datasets, transforms\n", "from torch.utils.data import Subset, DataLoader, TensorDataset\n", "import torch.optim as optim\n", "from torchinfo import summary\n", "from torchmetrics.classification import Accuracy\n", "from torchmetrics.regression import MeanAbsoluteError\n", "from pytorch_lightning.callbacks import ModelCheckpoint, EarlyStopping\n", "from pytorch_lightning.loggers import CSVLogger, TensorBoardLogger\n", "\n", "import matplotlib.pyplot as plt\n", "import pandas as pd\n", "import numpy as np\n", "import os\n", "import json\n", "import sklearn\n", "from sklearn.model_selection import train_test_split\n", "from sklearn.preprocessing import StandardScaler, OneHotEncoder\n", "from sklearn.compose import ColumnTransformer" ] }, { "cell_type": "code", "execution_count": 57, "metadata": {}, "outputs": [], "source": [ "class Model(pl.LightningModule):\n", " \n", " def __init__(self):\n", " super().__init__()\n", " self.model = nn.Sequential(\n", " nn.Flatten(),\n", " nn.Linear(28*28, 64),\n", " nn.ReLU(),\n", " nn.Linear(64, 5)\n", " )\n", " \n", " self.loss_fn = nn.CrossEntropyLoss()\n", " self.train_acc = Accuracy(task=\"multiclass\", num_classes=5)\n", " self.val_acc = Accuracy(task=\"multiclass\", num_classes=5)\n", " self.test_acc = Accuracy(task=\"multiclass\", num_classes=5)\n", "\n", "\n", " def forward(self, x):\n", " return self.model(x) \n", " \n", " \n", " def training_step(self, batch, batch_idx):\n", " x, y = batch\n", " logits = self(x)\n", " loss = self.loss_fn(logits, y)\n", " preds = torch.argmax(logits, dim=1)\n", " acc = self.train_acc(preds, y)\n", " self.log(\"train_loss\", loss, prog_bar=True, on_step=False, on_epoch=True)\n", " self.log(\"train_acc\", acc, on_step=False, on_epoch=True)\n", " return loss\n", "\n", "\n", " def validation_step(self, batch, batch_idx):\n", " x, y = batch\n", " logits = self(x)\n", " loss = self.loss_fn(logits, y)\n", " preds = torch.argmax(logits, dim=1)\n", " acc = self.val_acc(preds, y)\n", " self.log(\"val_loss\", loss, on_step=False, on_epoch=True)\n", " self.log(\"val_acc\", acc, on_step=False, on_epoch=True)\n", " return loss\n", "\n", " def test_step(self, batch, batch_idx):\n", " x, y = batch\n", " logits = self(x)\n", " loss = self.loss_fn(logits, y)\n", " preds = torch.argmax(logits, dim=1)\n", " acc = self.test_acc(preds, y)\n", " self.log(\"test_acc\", acc, on_step=False, on_epoch=True)\n", " return loss\n", "\n", " def configure_optimizers(self):\n", " return optim.Adam(self.parameters(), lr=0.0005)" ] }, { "cell_type": "code", "execution_count": 58, "metadata": {}, "outputs": [], "source": [ "early_stop_cb = EarlyStopping(\n", " monitor=\"val_acc\",\n", " patience=6,\n", " mode=\"max\",\n", " verbose=True\n", ")" ] }, { "cell_type": "code", "execution_count": 59, "metadata": {}, "outputs": [], "source": [ "checkpoint_cb = ModelCheckpoint(\n", " monitor=\"val_acc\",\n", " filename=\"best-hw3\",\n", " save_top_k=1,\n", " mode=\"max\"\n", ")" ] }, { "cell_type": "code", "execution_count": 60, "metadata": {}, "outputs": [], "source": [ "def plot_performance(metrics_path):\n", " if os.path.exists(metrics_path+'/lightning_logs'):\n", " versions = [d for d in os.listdir(metrics_path+'/lightning_logs') if d.startswith(\"version_\")]\n", " latest_version = max(versions, key=lambda x: int(x.split(\"_\")[1]))\n", " else:\n", " latest_version='version_0'\n", " metrics_df = pd.read_csv(metrics_path+'/lightning_logs/'+latest_version+'/metrics.csv')\n", "\n", " # Since the logger saves training and validation metric at different times,\n", " # when it saves training, validation metrics are left as nan, and the other way around as well.\n", " # So below we just look for non nan values\n", " metrics_df = metrics_df.groupby(['epoch', 'step'], sort=False, as_index=False).last().reset_index(drop=True)\n", " # epochs are recorderd as starting from 0\n", " metrics_df['epoch']=metrics_df['epoch']+1\n", " fig, ax = plt.subplots(1, 2, figsize=(12, 5))\n", "\n", " ax[0].plot(metrics_df['epoch'], metrics_df['train_loss'], label='Training Loss')\n", " ax[0].plot(metrics_df['epoch'], metrics_df['val_loss'], label='Validation Loss')\n", " ax[0].set_xlabel(\"Epoch\")\n", " ax[0].set_ylabel(\"Loss\")\n", " ax[0].set_title(\"Training and Validation Loss\")\n", " ax[0].legend()\n", "\n", " ax[1].plot(metrics_df['epoch'], metrics_df['train_acc'], label='Training Accuracy')\n", " ax[1].plot(metrics_df['epoch'], metrics_df['val_acc'], label='Validation Accuracy')\n", " ax[1].set_xlabel(\"Epoch\")\n", " ax[1].set_ylabel(\"Accuracy\")\n", " ax[1].set_title(\"Training and Validation Accuracy\")\n", " ax[1].legend()\n", "\n", " plt.tight_layout()\n", "\n", " return metrics_df" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "### 2.6. Train the fully connected network for 50 epochs. Set the torch and numpy seed to 42. Plot training and validation accuracy and loss. What was the validation accuracy in the last epoch and why did it stop there? Is the model overfitting? Visualize the model architecture. (5pt)" ] }, { "cell_type": "code", "execution_count": 61, "metadata": {}, "outputs": [ { "name": "stderr", "output_type": "stream", "text": [ "GPU available: False, used: False\n", "TPU available: False, using: 0 TPU cores\n", "HPU available: False, using: 0 HPUs\n", "\n", " | Name | Type | Params | Mode \n", "---------------------------------------------------------\n", "0 | model | Sequential | 50.6 K | train\n", "1 | loss_fn | CrossEntropyLoss | 0 | train\n", "2 | train_acc | MulticlassAccuracy | 0 | train\n", "3 | val_acc | MulticlassAccuracy | 0 | train\n", "4 | test_acc | MulticlassAccuracy | 0 | train\n", "---------------------------------------------------------\n", "50.6 K Trainable params\n", "0 Non-trainable params\n", "50.6 K Total params\n", "0.202 Total estimated model params size (MB)\n", "9 Modules in train mode\n", "0 Modules in eval mode\n", "Metric val_acc improved. New best score: 0.972\n", "Metric val_acc improved by 0.009 >= min_delta = 0.0. New best score: 0.981\n", "Metric val_acc improved by 0.004 >= min_delta = 0.0. New best score: 0.985\n", "Monitored metric val_acc did not improve in the last 6 records. Best score: 0.985. Signaling Trainer to stop.\n" ] } ], "source": [ "#import logging\n", "#logging.getLogger(\"pytorch_lightning\").setLevel(logging.ERROR) #removes the gpu, tpu, hpu, etc. message\n", "import warnings \n", "warnings.filterwarnings(\"ignore\")\n", "\n", "torch.manual_seed(42)\n", "np.random.seed(42)\n", "\n", "model = Model()\n", "\n", "csv_logger = CSVLogger(save_dir='hw3-model-csv')\n", "tb_logger = TensorBoardLogger(save_dir='hw3-model-tb')\n", "\n", "trainer = pl.Trainer(max_epochs=50, callbacks=[early_stop_cb, checkpoint_cb], accelerator=\"auto\", logger = [tb_logger, csv_logger], \n", " enable_progress_bar=False) # speeds up the code and removes the dataloader messages\n", "trainer.fit(model, train_dataloaders=train_loader, val_dataloaders=val_loader)" ] }, { "cell_type": "code", "execution_count": 62, "metadata": {}, "outputs": [ { "data": { "text/plain": [ "10" ] }, "execution_count": 62, "metadata": {}, "output_type": "execute_result" } ], "source": [ "trainer.current_epoch" ] }, { "cell_type": "code", "execution_count": 63, "metadata": {}, "outputs": [ { "data": { "image/png": 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evJixY8cyY8aMIvuPHDlCUFBQua8P9r4ep97cHDp0iJCQkHKdt7y1FBQUcPjw4SLBlGEYJCYmOpuXAlx44YVceOGFWK1W1q9fz6uvvsqUKVMICwvj2muvBeyfQP7nP/8hMzOTX3/9lccff5xhw4YRGxvr/FRXRERcR/dAugeqC/dAqampfPbZZwBF7mVO9uGHHzJp0iTn/c+BAwdo2rRpiceefMyZeHl5Fek75nC60eMl/fe4ePFimjdvztKlS4s8f2rj/wYNGmC1WklMTCwx3HIwm81MnjyZhx9+mFmzZvHGG2/Qv39/Wrdufcb3IqKRUiJVzPE//VOXYX3rrbdcUU6J+vbtS3p6unO4rsOSJUtK9XqTyVTs/f3999/88ccf5aqndevWhIeH89FHHxVpGLlv3z7WrFlT6vN4eXlx/fXX89NPP/Hcc8+Rn59fZNh6Rf/Z9OvXD4APPvigyP5Tm0A6rn3qdb/77jsOHjxYZN+pn6CeiWPaxKlNOtetW8eOHTvo37//Wc9RURzXOrWWzz77jMzMzBJrsVgs9OzZ0/mJ28aNG4sd4+vry5AhQ3jkkUfIy8vj//7v/yqhehERqQi6Byo73QOdUB3vgT788EOys7N5+umnWblyZbEtJCTEOYVv4MCBWCyWYoHlyXr37k1gYCBvvvlmsSbpJ4uMjCQ2NrZIgHT06NEy/U6YTCY8PDyKBFKJiYnFVt9zNKc/U90Ot9xyCx4eHtxwww3s3LmTO+64o9T1SN2lkVIiVax3794EBwdz22238fjjj+Pu7s4HH3xQbEUUV7rpppt46aWXuPHGG5k+fTqtWrXi+++/58cffwTsn4ScybBhw3j66ad5/PHH6du3Lzt37uSpp56iefPmFBQUlLkes9nM008/zS233MKoUaOYMGECKSkpPPHEE2Uaug724euvv/46s2fPpk2bNkX6MbRp04aWLVvy0EMPYRgG9erV45tvvin3tLCBAwdy0UUX8cADD5CZmUn37t35/fffef/994sdO2zYMBYuXEibNm3o2LEjGzZs4IUXXij26V7Lli3x9vbmgw8+ICYmBj8/Pxo1akSjRo2KnbN169bceuutvPrqq5jNZoYMGcLevXuZNm0aTZs25Z577inX+zqdxMREPv3002L7IyMjGTBgAIMGDeLBBx8kLS2NPn368Pfff/P444/TpUsXxowZA9j7cPzyyy8MHTqUZs2akZOT47yZu/TSSwGYMGEC3t7e9OnTh/DwcBITE5k5cyaBgYGn/ZRSRERcT/dAugeqbfdA8+bNIzg4mPvvv7/Y1FCAsWPHMnv2bLZs2UKnTp14+OGHefrpp8nOzua6664jMDCQ7du3c+TIEZ588kn8/PyYNWsWt9xyC5deeikTJkwgLCyMXbt2sWXLFl577TXA3srgrbfe4sYbb2TChAkcPXqU559/noCAgFLXPmzYMD7//HMmTZrEVVddxf79+3n66acJDw8nLi7OedyFF17ImDFjmD59OklJSQwbNgxPT082bdqEj48Pd955p/PYoKAgxo4dy9y5c4mIiCj1qppSx7myy7pIbXG6lWfatWtX4vFr1qwxevXqZfj4+BgNGjQwbrnlFmPjxo3FVhQ53cozJa1yduoqHKdbeebUOk93nfj4eOOKK64w/Pz8DH9/f+PKK680li1bVmwFlpLk5uYa999/v9G4cWPDy8vL6Nq1q/Hll1+edkWQF154odg5KGFllnfffdeIiooyPDw8jOjoaGP+/PnFzlkaXbp0KXElOMMwjO3btxsDBgww/P39jeDgYOPqq6824uPji9VTmpVnDMMwUlJSjJtvvtkICgoyfHx8jAEDBhj//PNPsfMdP37cGD9+vBEaGmr4+PgYF1xwgbF69eoSV1f56KOPjDZt2hju7u5FzlPSn6PVajWee+45Izo62nB3dzdCQkKMG2+80di/f3+R4073+1ran29ERIQBlLjddNNNhmHYV0h68MEHjYiICMPd3d0IDw83br/9duP48ePO8/zxxx/GqFGjjIiICMPT09OoX7++0bdvX+Prr792HrNo0SKjX79+RlhYmOHh4WE0atTIuOaaa4y///77rHWKiEjF0j1QUboHOqG23wNt2bLFAIwpU6ac9hjH+73zzjud+9577z2jR48ehpeXl+Hn52d06dKl2IqCy5YtM/r27Wv4+voaPj4+Rtu2bY3nnnuuyDGLFi0yYmJiDC8vL6Nt27bG0qVLy/R7ZhiG8eyzzxqRkZGGp6enERMTY7zzzjun/Vm+9NJLRvv27Q0PDw8jMDDQ6NWrl/HNN98UO+eqVasMwHj22WdP+3MROZnJMM4wLlBE5CQzZszg0UcfJT4+vsIbMIqIiIhUV7oHEimd++67j7lz57J///4SG8iLnErT90SkRI7hwW3atCE/P59ffvmFV155hRtvvFE3YyIiIlJr6R5IpOz+/PNPYmNjeeONN5g4caICKSk1hVIiUiIfHx9eeukl9u7dS25uLs2aNePBBx/k0UcfdXVpIiIiIpVG90AiZderVy98fHwYNmwY06dPd3U5UoNo+p6IiIiIiIiIiFS5My8fISIiIiIiIiIiUgkUSomIiIiIiIiISJVTKCUiIiIiIiIiIlWuzjU6t9lsHDp0CH9/f0wmk6vLERERkWrEMAzS09Np1KgRZrM+uzsT3VOJiIjI6ZT2nqrOhVKHDh2iadOmri5DREREqrH9+/dr6fez0D2ViIiInM3Z7qnqXCjl7+8P2H8wAQEBLq5GREREqpO0tDSaNm3qvF+Q09M9lYiIiJxOae+p6lwo5RheHhAQoBsoERERKZGmo52d7qlERETkbM52T6VmCSIiIiIiIiIiUuUUSomIiIiIiIiISJVTKCUiIiIiIiIiIlWuzvWUEhGRmsFms5GXl+fqMqSWcXd3x2KxuLoMEREREUGhlIiIVEN5eXns2bMHm83m6lKkFgoKCqJhw4ZqZi4iIiLiYgqlRESkWjEMg4SEBCwWC02bNsVs1kxzqRiGYZCVlUVycjIA4eHhLq5IREREpG5TKCUiItVKQUEBWVlZNGrUCB8fH1eXI7WMt7c3AMnJyYSGhmoqn4iIiIgL6eNnERGpVqxWKwAeHh4urkRqK0fYmZ+f7+JKREREROo2hVIiIlItqd+PVBb9bomIiIhUDwqlRERERERERESkyimUEhERqaYuvvhipkyZUurj9+7di8lkYvPmzZVWk4iIiIhIRVEoJSIico5MJtMZt3HjxpXrvJ9//jlPP/10qY9v2rQpCQkJtG/fvlzXKy2FXyIiIiJSEbT6noiIyDlKSEhwPl66dCmPPfYYO3fudO5zrPjmkJ+fj7u7+1nPW69evTLVYbFYaNiwYZleIyIiIiLiKhopJSIico4aNmzo3AIDAzGZTM7vc3JyCAoK4uOPP+biiy/Gy8uLxYsXc/ToUa677jqaNGmCj48PHTp04KOPPipy3lOn70VGRjJjxgxuvvlm/P39adasGW+//bbz+VNHMK1atQqTycTPP/9M9+7d8fHxoXfv3kUCM4Dp06cTGhqKv78/t9xyCw899BCdO3cu988jNzeXu+66i9DQULy8vLjgggtYt26d8/njx49zww030KBBA7y9vYmKimLBggUA5OXlcccddxAeHo6XlxeRkZHMnDmz3LWIiIiISPWlUKoC2WwG/x7O4IdtiRiG4epyRERqBcMwyMorcMlWkf8vf/DBB7nrrrvYsWMHgwYNIicnh27duvHtt9+ybds2br31VsaMGcNff/11xvPMmjWL7t27s2nTJiZNmsTtt9/OP//8c8bXPPLII8yaNYv169fj5ubGzTff7Hzugw8+4JlnnuG5555jw4YNNGvWjLlz557Te33ggQf47LPPWLRoERs3bqRVq1YMGjSIY8eOATBt2jS2b9/O999/z44dO5g7dy4hISEAvPLKK3z99dd8/PHH7Ny5k8WLFxMZGXlO9YiIiIiUl9VmcCglm03xx9l2MJU9RzJJTs+p8HvFukrT9yqQ1TAYPOdX8q0Gvz90CY2DvM/+IhEROaPsfCttH/vRJdfe/tQgfDwq5q/KKVOmcMUVVxTZd//99zsf33nnnfzwww988skn9OzZ87Tnueyyy5g0aRJgD7peeuklVq1aRZs2bU77mmeeeYa+ffsC8NBDDzF06FBycnLw8vLi1VdfZfz48fznP/8B4LHHHuOnn34iIyOjXO8zMzOTuXPnsnDhQoYMGQLAO++8w/Lly5k3bx7//e9/iY+Pp0uXLnTv3h2gSOgUHx9PVFQUF1xwASaTiYiIiHLVISIiIlIauQVWElJyOJiSzcHj2Rw4nsWBwscHU7JJTM2hwFZy+GQ2ga+nG36ebvgWbn6eFnw9SthXeFzR/W74elqc+9wtdW/ckEKpCuRuMdM8xJfYpAxik9IVSomIiJMjgHGwWq08++yzLF26lIMHD5Kbm0tubi6+vr5nPE/Hjh2djx3TBJOTk0v9mvDwcACSk5Np1qwZO3fudIZcDueddx6//PJLqd7Xqf7991/y8/Pp06ePc5+7uzvnnXceO3bsAOD222/nyiuvZOPGjQwcOJCRI0fSu3dvAMaNG8eAAQNo3bo1gwcPZtiwYQwcOLBctYiIiIhk5BYUBkxZ9tDppMDp4PFsktNzz3oON7OJsAAvCmw2MnOtZOYVYBhgMyA9p4D0nIIKqdXDzewMqnw93PD3OinA8igacBUNwyzOwMuxz8fDgslkqpC6KpNCqQoWFepPbFIGcUnp9Gsd6upyRERqPG93C9ufGuSya1eUU8OmWbNm8dJLLzFnzhw6dOiAr68vU6ZMIS8v74znObVBuslkwmazlfo1jpuTk19z6g3LuQxFd7y2pHM69g0ZMoR9+/bx3XffsWLFCvr378/kyZN58cUX6dq1K3v27OH7779nxYoVXHPNNVx66aV8+umn5a5JREREaifDMDiele8MnQ6cFDYdTLFvKVn5Zz2Pl7uZxkHeNA72oXGQN02C7Zt9nzeh/l5YzCfubWw2g6x8K5m5BWTkFpz0teg++2MrGbn5ZOZaix6bV+Dcl1dgvy/LK7BxrCCPY5nn/rMxmcDXozDgcoRVHsVHbl3euRHtGgWe+wXLSaFUBYsK84OtEJtUvmkPIiJSlMlkqrApdNXJ6tWrGTFiBDfeeCNgD4ni4uKIiYmp0jpat27N2rVrGTNmjHPf+vXry32+Vq1a4eHhwW+//cb1118P2FcbXL9+fZGm7Q0aNGDcuHGMGzeOCy+8kP/+97+8+OKLAAQEBDB69GhGjx7NVVddxeDBgzl27FiZVyMUERGRms1mM0hOzy0WODkeH0rJJivPetbzBHq7OwMmR+h08vf1fD3KNKrIbDY5RyWFncsbLJRvtRUJtjJy88k4TcCVeUqwlZFzSiBWOIrLMOyjxDJyC4DTjwbr1DRIoVRtEh3mD0BcUrqLKxERkeqsVatWfPbZZ6xZs4bg4GBmz55NYmJilYdSd955JxMmTKB79+707t2bpUuX8vfff9OiRYuzvvbUVfwA2rZty+23385///tf6tWrR7NmzXj++efJyspi/PjxgL1vVbdu3WjXrh25ubl8++23zvf90ksvER4eTufOnTGbzXzyySc0bNiQoKCgCn3fIiIi4np5BTYSU3OK9XFyfE1IzSbfevYR3A38PZ0hU5OTwibHV38v97Oew5XcLWaCfDwI8vE453MZhkF2vrXEkVsZRR7bn2vZwK8C3kH5KZSqYNFh9j/QuOQMbDYDs7n6z+EUEZGqN23aNPbs2cOgQYPw8fHh1ltvZeTIkaSmplZpHTfccAO7d+/m/vvvJycnh2uuuYZx48axdu3as7722muvLbZvz549PPvss9hsNsaMGUN6ejrdu3fnxx9/JDg4GAAPDw+mTp3K3r178fb25sILL2TJkiUA+Pn58dxzzxEXF4fFYqFHjx4sW7YMs7nuNf4UERGp6bLyCkrs4+T4mpSew9m6BljMJhoGeDkDpybBjrDJh8bB3oQHeuFVgS0XajrHLAMfDzfwd3U1Z2cy6tgahmlpaQQGBpKamkpAQECFnz/faqPtYz+QbzVY/UA/mtbzqfBriIjUZjk5OezZs4fmzZvj5eXl6nLqpAEDBtCwYUPef/99V5dSKc70O1bZ9wm1iX5WIiLnJiuvgJ2J6exMTOdQag6GYRQ2zzawGWBQ+L3NwMC+3z4t68TztsLvi7zOsY+T95045uRjOekctsL9OF5nK/ka9vOWdN2Tvzc4lpnH8VL0c/J0M59mWp09dArz98StDq5KV9OV9j5BI6UqmLvFTIsQP3YmpbMrOUOhlIiIVGtZWVm8+eabDBo0CIvFwkcffcSKFStYvny5q0sTERGpFWw2g/hjWfyTmMY/ien8k5DOP4lp7DuWddZRQrWBv5fbaQOnxkHehPiVrZ+T1C4KpSpBVJg9lIpNSqdfG63AJyIi1ZfJZGLZsmVMnz6d3NxcWrduzWeffcall17q6tJERERqnJSsvMLgKY2dSensSLD/u/B0zbgb+HvSpqE/zer54GY2YTKZMJtMmExgNtn/nrY/NmHC/tVsAgq/OvcXto1xPO98jfN19mPsLz1xTrMJTJx0jZO+mk56/tRaHNcwFanL8Tr7a4J83Gkc7E1ANe/nJK6lUKoS2JudJ2gFPhERqfa8vb1ZsWKFq8sQEZFKkJyew8p/krHaKDI9Sv13zl2+1cbuw5knjX6yf01IzSnxeE83M9Fh/rRp6E/rhv7EhAfQuqE/IX6eVVy5SPWiUKoSnGh2rhX4RERERESk6iSn5fD9tkS+25rAur3HSpweFuLnUWRlMvtjH+e+QG+NbHEwDIPD6bnscIx+SkxnR2I6u5LTT7sqXJNgb9o0DKBNQ3/ahPvTpmEAkfV91BdJpAQKpSpBq1B7i/u4JK3AJyIiIiIilSspLYfvtyawbGsi6/YVDaK6NAsi2MfDueJZRm4BRzLyOJKRx5YDJa/46u/pdiKwCnb0Aqr9PYCy86zEJdt7Pu1ItAdQ/ySmcywzr8Tj/TzdnMFT64YBxDT0J7qhv6ariZSBQqlKEFnfBw+Lmex8KwdTstXsXEREREREKlRiag7fb0tg2dYE1u87XiSI6tosiMs6hHNZh3AaBXk79xuGQVp2AQdSspwhlePrgcKvxzLzSM8tsE9JSyx55oenm7mEkVYnvjYM8KrWo4JsNoODKdnsKJxyZx/9lMbeI5mFK9IVZTZB8xBf2oTbg6fWhaOgmgR718pwTqQqKZSqBG4WMy0a+PJPor2pnUIpERERERE5V4mpOSzbag+iNsQXDaK6RQRzWYdwhrRvWCSIOpnJZCLQx51An0DaNQos8ZisvAIOnRRSnRpeJablkFtgY/eRTHYfySzxHBaziYYBXvZRVqcEVo2DvGkUVHV9rdJy8u0jnhLS2FEYQO1MTCcjt6DE4+v5ehBTOOWudUN/YhoGEBXmpz5cIpVEoVQliQrzLwylMugfE+bqckREREREpAZKSM3m+62JzhFRJ+vuCKI6NCQ8sOQgqqx8PNxoFervbElyqrwCG4mpOSWOtjqYks2hlGzyrYbz+7WnuU6In6cztGoSXDy48i/jFLgCq429RzPZkZBubz6eYB/pdTAlu8TjPSxmWoX60SbcHjy1LpyG18DPU6OfRKqQQqlKEh1a2Ow8Sc3ORURERESk9BJSs1lWGERtOCWI6hHpGBEVTsNAryqvzcPNTLP6PjSrX/JsEJvN4HBGrnOk1YHjxcOrrDwrRzJyOZKRy5b9KSWeJ8DLzdl8vckpgVU9Xw/2Hc3in8Q0diSkszMpjdikDPIKbCWeq1GgF23CHY3H7V+bh/jiXo2nGIrUFQqlKklUWGGz8+QMF1ciIiI1xcUXX0znzp2ZM2cOAJGRkUyZMoUpU6ac9jUmk4kvvviCkSNHntO1K+o8IiJSPodSsp1T8zbGpzj3m0wnjYhyURBVFmazibAAL8ICvOgWEVzsecMwSMnKL9LHyh5WZTm/T8nKJy2ngLSENHYkpJX62j4eFvuIp4YBJ6bghfkT6KPG4yLVlUKpShIdZh8ptStZK/CJiNR2w4cPJzs7mxUrVhR77o8//qB3795s2LCBrl27lum869atw9fXt6LKBOCJJ57gyy+/ZPPmzUX2JyQkEBxc/B8PFWnhwoVMmTKFlJSUSr2OiEhNcTAlm++3JvDd1gQ2nRJE9Yiox2UdGjKkQzhhAdU7iCoLk8lEsK8Hwb4etG9ccl+rzNwCZ1h1oEhfqywOpmRzJCOPZvV87COfGgY4p+A1CfbWv7tEahiFUpWkWT0fPNzsK/AdOJ592uGtIiJS840fP54rrriCffv2ERERUeS5+fPn07lz5zIHUgANGjSoqBLPqmHDhlV2LRGRuuzA8Sy+35rId1sT2HzS1DWTCXpE1mNoh3AGt29Yq4KosvL1dCM6zJ/osJL7WhmGob5PIrWEJtFWEjeLmRYh9k+3Y9VXSkSkVhs2bBihoaEsXLiwyP6srCyWLl3K+PHjOXr0KNdddx1NmjTBx8eHDh068NFHH53xvJGRkc6pfABxcXFcdNFFeHl50bZtW5YvX17sNQ8++CDR0dH4+PjQokULpk2bRn5+PmAfqfTkk0+yZcsWTCYTJpPJWbPJZOLLL790nmfr1q1ccskleHt7U79+fW699VYyMk5MSR83bhwjR47kxRdfJDw8nPr16zN58mTntcojPj6eESNG4OfnR0BAANdccw1JSUnO57ds2UK/fv3w9/cnICCAbt26sX79egD27dvH8OHDCQ4OxtfXl3bt2rFs2bJy1yIiUpEOHM/inV93M/L137nguZU8s2wHm/enYDJBz+b1eGpEO/6a2p+PJ/bipt6RdTqQKg0FUiK1h0ZKVaJoxwp8yelc2lYr8ImIlIthQH6Wa67t7mP/6Pos3NzcGDt2LAsXLuSxxx5z3ix/8skn5OXlccMNN5CVlUW3bt148MEHCQgI4LvvvmPMmDG0aNGCnj17nvUaNpuNK664gpCQEP7880/S0tJK7DXl7+/PwoULadSoEVu3bmXChAn4+/vzwAMPMHr0aLZt28YPP/zgnGoYGFh86kRWVhaDBw/m/PPPZ926dSQnJ3PLLbdwxx13FAneVq5cSXh4OCtXrmTXrl2MHj2azp07M2HChLO+n1MZhsHIkSPx9fXlf//7HwUFBUyaNInRo0ezatUqAG644Qa6dOnC3LlzsVgsbN68GXd3e5+QyZMnk5eXx6+//oqvry/bt2/Hz8+vzHWIiFSU/cey+H5bAt9tTSzSzNtkgvMi6zG0YziD2zUkVAGUiNRhCqUqkaOvVFySmp2LiJRbfhbMaOSaaz98CDxK19Pp5ptv5oUXXmDVqlX069cPsE/du+KKKwgODiY4OJj777/fefydd97JDz/8wCeffFKqUGrFihXs2LGDvXv30qRJEwBmzJjBkCFDihz36KOPOh9HRkZy3333sXTpUh544AG8vb3x8/PDzc3tjNP1PvjgA7Kzs3nvvfecPa1ee+01hg8fznPPPUdYmP2DluDgYF577TUsFgtt2rRh6NCh/Pzzz+UKpVasWMHff//Nnj17aNq0KQDvv/8+7dq1Y926dfTo0YP4+Hj++9//0qZNGwCioqKcr4+Pj+fKK6+kQ4cOALRo0aLMNYiInKv9x7Kczcq3HEh17jeb4Lzm9ql5g9o3JNRfQZSICCiUqlSOFfg0fU9EpPZr06YNvXv3Zv78+fTr149///2X1atX89NPPwFgtVp59tlnWbp0KQcPHiQ3N5fc3NxSNzLfsWMHzZo1cwZSAL169Sp23KeffsqcOXPYtWsXGRkZFBQUEBAQUKb3smPHDjp16lSktj59+mCz2di5c6czlGrXrh0Wi8V5THh4OFu3bi3TtU6+ZtOmTZ2BFEDbtm0JCgpix44d9OjRg3vvvZdbbrmF999/n0svvZSrr76ali1bAnDXXXdx++2389NPP3HppZdy5ZVX0rFjx3LVIiJSFvuPZfFdYRD19ylBVM/m9bmscERUA39PF1YpIlI9KZSqRI7GfLuSM7DaDCxaCUJEpOzcfewjllx17TIYP348d9xxB6+//joLFiwgIiKC/v37AzBr1ixeeukl5syZQ4cOHfD19WXKlCnk5eWV6tyGYRTbd2pPjT///JNrr72WJ598kkGDBhEYGMiSJUuYNWtWmd7HmRrInrzfMXXu5OdsNluZrnW2a568/4knnuD666/nu+++4/vvv+fxxx9nyZIljBo1iltuuYVBgwbx3Xff8dNPPzFz5kxmzZrFnXfeWa56RETOREGUiEjFUChViZrV88HTzUxugY0Dx7OIqF+xy3qLiNQJJlOpp9C52jXXXMPdd9/Nhx9+yKJFi5gwYYIzUFm9ejUjRozgxhtvBOw9ouLi4oiJiSnVudu2bUt8fDyHDh2iUSP7dMY//vijyDG///47ERERPPLII859+/btK3KMh4cHVqv1rNdatGgRmZmZztFSv//+O2azmejo6FLVW1aO97d//37naKnt27eTmppa5GcUHR1NdHQ099xzD9dddx0LFixg1KhRADRt2pTbbruN2267jalTp/LOO+8olBKRChN/9EQQtfVg0SDq/Bb1uaxw1bwQPwVRIiKlpdX3KpHFbKJlA3tfqVj1lRIRqfX8/PwYPXo0Dz/8MIcOHWLcuHHO51q1asXy5ctZs2YNO3bsYOLEiSQmJpb63JdeeimtW7dm7NixbNmyhdWrVxcJnxzXiI+PZ8mSJfz777+88sorfPHFF0WOiYyMZM+ePWzevJkjR46Qm5tb7Fo33HADXl5e3HTTTWzbto2VK1dy5513MmbMGOfUvfKyWq1s3ry5yLZ9+3YuvfRSOnbsyA033MDGjRtZu3YtY8eOpW/fvnTv3p3s7GzuuOMOVq1axb59+/j9999Zt26dM7CaMmUKP/74I3v27GHjxo388ssvpQ78aoI33niD5s2b4+XlRbdu3Vi9evUZj3/99deJiYnB29ub1q1b89577xV5Pj8/n6eeeoqWLVvi5eVFp06d+OGHHyrzLYjUSPuOZvLGql0Me3U1F72wkud++IetB1Mxm6BPq/o8M6o9ax+5lA8nnM+N50cokBIRKSONlKpk0WF+bE9IIzYpnQFagU9EpNYbP3488+bNY+DAgTRr1sy5f9q0aezZs4dBgwbh4+PDrbfeysiRI0lNTT3D2U4wm8188cUXjB8/nvPOO4/IyEheeeUVBg8e7DxmxIgR3HPPPdxxxx3k5uYydOhQpk2bxhNPPOE85sorr+Tzzz+nX79+pKSksGDBgiLhGYCPjw8//vgjd999Nz169MDHx4crr7yS2bNnn9PPBiAjI4MuXboU2RcREcHevXv58ssvufPOO7noooswm80MHjyYV199FQCLxcLRo0cZO3YsSUlJhISEcMUVV/Dkk08C9rBr8uTJHDhwgICAAAYPHsxLL710zvVWB0uXLmXKlCm88cYb9OnTh7feeoshQ4awffv2Ir9jDnPnznWOFOvRowdr165lwoQJBAcHM3z4cMDeEH/x4sW88847tGnThh9//JFRo0axZs2aYn8+InXN3iOZzhFR/3cozbnfbILeLUO4rEM4g9qFUV8BlIjIOTMZJTWpqMXS0tIIDAwkNTW1zI1fy+P1lbt44cedjOzciDnX6iZPRORscnJy2LNnj3NUiEhFO9PvWFXfJ5RGz5496dq1K3PnznXui4mJYeTIkcycObPY8b1796ZPnz688MILzn1Tpkxh/fr1/PbbbwA0atSIRx55hMmTJzuPGTlyJH5+fixevLhUdVXHn5XIuThwPIupn29lddwR5z6L2USvwql5CqJEREqvtPcJGilVyaJCNX1PREREyicvL48NGzbw0EMPFdk/cOBA1qxZU+JrcnNzi4Vt3t7erF27lvz8fNzd3U97jCO0EqlLDMPgkw0HeOqb7WTkFmAxm+jd0hFENaSer4erSxQRqbUUSlUyxwp8/x7WCnwiIiJSNkeOHMFqtRbr5RUWFnbanmSDBg3i3XffZeTIkXTt2pUNGzYwf/588vPzOXLkCOHh4QwaNIjZs2dz0UUX0bJlS37++We++uqrMzbBz83NLdKDLC0t7bTHitQUyek5PPz5VlbsSAage0QwL17diciQmrHAhohITadG55Ws6Ukr8MUfy3J1OSIiIlIDOVZxdDAMo9g+h2nTpjFkyBDOP/983N3dGTFihLNvmMViAeDll18mKiqKNm3a4OHhwR133MF//vMf5/MlmTlzJoGBgc7NsUqiSE21bGsCg176lRU7kvGwmHloSBuWTuylQEpEpAoplKpkFrOJVs4pfOkurkZERERqkpCQECwWS7FRUcnJyaddCdHb25v58+eTlZXF3r17iY+PJzIyEn9/f0JCQgBo0KABX375JZmZmezbt49//vkHPz8/mjdvftpapk6dSmpqqnPbv39/xb1RkSqUmpXP3Us2MemDjRzPyqdteABf39mH2/q21KwGEZEqplCqCjim8MUplBIREZEy8PDwoFu3bixfvrzI/uXLl9O7d+8zvtbd3Z0mTZpgsVhYsmQJw4YNw2wueuvn5eVF48aNKSgo4LPPPmPEiBGnPZ+npycBAQFFNpGaZtXOZAbO+R9fbT6ExWzizkta8eXkPrRpqN9nERFXcHko9cYbbzhXv+nWrRurV68+7bGrVq3CZDIV2/75558qrLjsosLsI6XiktXsXESktOrY4rBShWw2m6tLKJN7772Xd999l/nz57Njxw7uuece4uPjue222wD7CKaxY8c6j4+NjWXx4sXExcWxdu1arr32WrZt28aMGTOcx/z11198/vnn7N69m9WrVzN48GBsNhsPPPBAlb8/kaqQmVvAw19sZdyCdSSl5dKigS+f3d6b+wa2xsPN5f8kEhGps1za6Hzp0qVMmTKFN954gz59+vDWW28xZMgQtm/fTrNmzU77up07dxb5dK5BgwZVUW65RYfaR0ppBT4RkbNzd3fHZDJx+PBhGjRocNq+OSJlZRgGeXl5HD58GLPZjIdHzVhRa/To0Rw9epSnnnqKhIQE2rdvz7Jly4iIiAAgISGB+Ph45/FWq5VZs2axc+dO3N3d6devH2vWrCEyMtJ5TE5ODo8++ii7d+/Gz8+Pyy67jPfff5+goKAqfncilW/d3mPc9/EWZ3/X//SJ5IFBbfD2OH0PNRERqRomw4UfRffs2ZOuXbsyd+5c576YmBhGjhzJzJkzix2/atUq+vXrx/Hjx8t905SWlkZgYCCpqalVNuw8/mgWF72wEg83MzueGqy56iIiZ5GRkcGBAwc0WkoqhY+PD+Hh4SWGUq64T6ip9LOS6i4n38rs5bG8s3o3hgGNg7x54eqO9G4Z4urSRERqvdLeJ7hspFReXh4bNmzgoYceKrJ/4MCBrFmz5oyv7dKlCzk5ObRt25ZHH32Ufv36VWap56xJsDde7mZy8m3sO5pJiwZ+ri5JRKRa8/PzIyoqivz8fFeXIrWMxWLBzc1NI/BEarltB1O59+PNzpkK13RvwrRhbfH3cndxZSIicjKXhVJHjhzBarUWWzkmLCys2AozDuHh4bz99tt069aN3Nxc3n//ffr378+qVau46KKLSnxNbm4uubm5zu/T0tIq7k2UkrlwBb5tB9OITcpQKCUiUgoWi+WMy9OLiIicqsBq441V//LKz3EU2AxC/Dx59ooOXNq25NUqRUTEtVzaUwoo9kmlYRin/fSydevWtG7d2vl9r1692L9/Py+++OJpQ6mZM2fy5JNPVlzB5RQd6s+2g2nEJaUzuH1DV5cjIiIiIlKr7EpO576Pt7DlQCoAl3VoyPSRHajnWzP6x4mI1EUuW2oiJCQEi8VSbFRUcnJysdFTZ3L++ecTFxd32uenTp1Kamqqc9u/f3+5az4XUWGFzc61Ap+IiIiISIWx2Qzm/baHoa/8xpYDqQR4ufHytZ15/fquCqRERKo5l42U8vDwoFu3bixfvpxRo0Y59y9fvpwRI0aU+jybNm0iPDz8tM97enri6el5TrVWhOgw+5S9uKR0F1ciIiIiIlI77D+WxX8/3cKfu48BcFF0A56/siMNA71cXJmIiJSGS6fv3XvvvYwZM4bu3bvTq1cv3n77beLj47ntttsA+yingwcP8t577wEwZ84cIiMjadeuHXl5eSxevJjPPvuMzz77zJVvo1SiC0dK7T6cSYHVhpvFZYPURERERERqNMMw+Hj9fp7+dgcZuQX4eFh4ZGgM15/XTAsZiIjUIC4NpUaPHs3Ro0d56qmnSEhIoH379ixbtoyIiAgAEhISiI+Pdx6fl5fH/fffz8GDB/H29qZdu3Z89913XHbZZa56C6XWOMgbb3cL2flW9h3LoqWanYuIiIiIlFlyWg4Pfb6VX/5JBqBHZDAvXt2JiPq+Lq5MRETKymQYhuHqIqpSWloagYGBpKamEhAQUKXXvvy13/j7QCpv3tiVwe1PP+VQREREXMOV9wk1jX5W4grf/n2IR7/cRkpWPh4WM/cPimb8BS2wmDU6SkSkOintfYLLV9+rS6JC/fn7QCqxSRkMbu/qakREREREaoaUrDymffV/fLPlEADtGwcw+5rOzhYZIiJSMymUqkJRhc3OY9XsXERERESkVFbuTObBT/8mOT0Xi9nE5H6tuPOSVrirR6uISI2nUKoKnViBL8PFlYiIiIiIVG8ZuQU88912Plq7H4CWDXyZfU1nOjUNcm1hIiJSYRRKVaGo0MIV+I5kkG+16dMdEREREZES/LX7KPd/uoX9x7IBuLlPcx4Y3Bovd4uLKxMRkYqkUKoKNQ7yxsfDQlaelX1HM2kVqjnwIiIiIiIOOflWXvxxJ/N+34Nh2O+fX7y6E71a1nd1aSIiUgkUSlUhs9lEVKgfWwqbnSuUEhERERGx23oglXs/3kxcsr3VxejuTXl0WAz+Xu4urkxERCqLQqkqFhXmz5YDqfa+Uh1cXY2IiIiIiGvlW228vnIXr/2yiwKbQYifJ89d2YH+MWGuLk1ERCqZQqkq5mh2HpusFfhEREREpG6LS0rn3o+3sPVgKgBDO4YzfUR7gn09XFyZiIhUBYVSVSwqzD5lLy5JoZSIiIiI1E02m8H83/fw/I87ySuwEejtztMj23N5p0auLk1ERKqQQqkqFhVqHym150imVuATERERkTpn/7Es7vtkC2v3HAOgb3QDnr+qI2EBXi6uTEREqppCqSrWOMgbXw8LmXlW9h7JdI6cEhERERGpzQzDYMm6/Uz/djuZeVZ8PCw8OrQt153XFJPJ5OryRETEBRRKVTGTyUSrMH+27E8hNilDoZSIiIiI1HrJaTk8+NnfrNx5GIDzIuvx4tWdaFbfx8WViYiIKymUcoHoUL/CUCqdoYS7uhwRERERkUrz9ZZDTPtyG6nZ+Xi4mfnvwNbcfEFzLGaNjhIRqesUSrlAtKPZuVbgExEREZFa6nhmHo9+tY3v/k4AoH3jAGZf09l5LywiIqJQygWiwuzNzuOSMlxciYiIiIhIxVv5TzIPfPY3h9NzsZhN3NGvFXdc0kqL/IiISBEKpVzA8enQniOZ5BXY8HDTX84iIiIiUvNl5BYw/dvtLFm3H4BWoX7MvqYTHZsEubYwERGplhRKuUB4oBf+nm6k5xaw92imhjCLiIiISI335+6j3P/JFg4cz8ZkgvF9mnP/oNZ4uVtcXZqIiFRTCqVcwL4Cnx+b4u3NzhVKiYiIiEhNlZNv5YUfdzL/9z0YBjQJ9ubFqztxfov6ri5NRESqOYVSLhIV6gil1FdKRERERGqmvw+kcO/HW9iVbL+nvbZHUx4d1hY/zxr4zwybFbZ+Akf/hcg+0KwXuHm6uioRkVqtBv5tUTs4V+BL0gp8IiIiIlLzLF0Xz8NfbMNqM2jg78lzV3bgkjZhri6rfA5sgGX3waFN9u9/Bdx9oPlF0OpSaNUf6rVwaYkiIrWRQikXiSoMpWIVSomIiIhIDbNqZ7IzkBraMZzpI9oT7Ovh6rLKLvMo/PwkbHwPMMAzwB5A7VsDGUkQ+4N9A3so1epS+xZ5AXj4urR0EZHaQKGUi0SH+QGw92gWuQVWPN3UAFJEREREqr/th9KY/MFGrDaDK7s24cWrO2IymVxdVtnYrLBxEfz8FGQft+/rdB1c+iT4h4FhQNI22LUCdv0M8X/Asd2w9m37ZvGAiN72gKplfwiNgZr2MxARqQYUSrlIw4ATK/DtOZJJm4YBri5JREREROSMktJyGL9oHZl5Vs5vUY+ZV3SoeYHUwQ3w3UlT9ULbwdAX7SGTg8kEDTvYtwvugZw02LvaHlLFrYDUeNi9yr7xKPg3so+wihoAzfuCd1DVvy8RkRpIoZSLmEwmosL82BifQlxShkIpEREREanWMnMLuHnhOhJSc2jRwJe3buyOh5vZ1WWVXtYx+1S9DYtwTtXr9zD0mACWs/yzyCsA2gy1b4YBR3cVjqJaAXt/g/RDsOl9+2ayQNPz7CFVq0uhYScw16Cfk4hIFVIo5ULRYf6FoZT6SomIiIhI9WW1Gdy9ZBP/dyiN+r4eLBx3HoE+7q4uq3RstsKpek+emKrX8VoY8JR9ql5ZmUwQEmXfzr8d8rNh3+/2aX67VsCRWPt0v/g/4Jfp4BMCLS8pnOp3Cfg1qNj3JyJSgymUcqETzc4zXFyJiIiIiMjpTf9uOyt2JOPhZubtsd1pVt/H1SWVzsEN8N39cGij/fvQdnDZCxDZp+Ku4e59ogE6M+H4Pvj3Z3tItXsVZB2BrR/bN4DwzieOb9Lj7KO0RERqMf0f0IWiQu3NzmOTNVJKRERERKqnhb/vYcHvewF46ZrOdIsIdm1BpZF1zN7EfMNCwAAPf7jkkdJN1TtXwRHQ/Wb7VpAHB9aemOqXuBUSNtu31S+CZyC06FsYUvWHwCaVW5uISDWjUMqFogtHSu3TCnwiIiIiUg39vCOJp77dDsCDg9swtGO4iys6C5vN3tdpxROQfcy+r+Powql6Dau+HjcPiLzAvl36BKQnwr+/2AOqf3+xTyfc8bV9A2gQc6IXVURvcPOs+ppFRKqQQikXCgvwxN/LjfScAnYfziQmXM3ORURERKR62HYwlTs/2oTNgGt7NOW2vi1cXdKZHdpkX1Xv4Ab796Ft4bIXK3aq3rnybwidr7dvNqu9ZscoqgPr4fAO+/bHa+DuA5EXnhhFVb+lq6sXEalwCqVcyGQyER3mz4Z9x4lNSlcoJSIiIiLVQkJqNuMXrSMrz8oFrUJ4emR7TCaTq8sqWdYx+OVpWL8A51S9flPhvFvBUo2bsZst0KS7fbv4Ifv72L3yRMP0jCSI+9G+AQQ3P9GLqvmF4OHr2vpFRCqAQikXiw7zY8O+48Sp2bmIiIiIVAMZuQXcvHA9SWm5RIX68caNXXG3mF1dVnElTdXrcA0MfNo1U/XOlU89aH+lfTMMSNpWOIrqZ/tKfsf3wLp37JvFA5r1OhFShcbYVwUUEalhFEq5WFSova9UnJqdi4iIiIiLFVht3PnhRnYkpBHi58n8cT0I8KqGo40ObbKvqndwvf37BjEw9EV776bawGSChh3s2wX3QG467Pn1xFS/lHjY8z/7tnwa+Dc60YuqxcXgHeTqdyAiUioKpVzM0excI6VERERExJUMw+DJb7azcudhvNzNvHtTd5rW83F1WUVlHYNfpsP6+dSoqXrnytMf2gy1b4YBR3edCKj2/gbph+yjxja9DyYLNOlxohdVeGcwV8ORbiIiKJRyuegwPwD2Hs0kJ9+Kl7tW4BMRERGRqjf/9728/+c+TCaYM7oLnZsGubqkE2w22LzYPlUv66h9X4erYcDTEFDNVwSsaCYThETZt/Nvh/xs2Pf7iV5UR2Jh/5/2beV08AmBoGaurrpimUz2RvCe/uDhB55+hV9P971/4b7Cr1rVUKTaUCjlYg38PQn0dic1O5/dhzNp20jNzkVERESkav34f4lM/247AA8PiWFw+2rUk+nQ5sJV9RxT9drYV9VrfqFLy6o23L1P9JZiJhzfB//+bA+pdv8Pso7YNznB7F40pDo1yDpj2FXCa8waWCBSXgqlXMxkMhEV6sf6fceJS05XKCUiIiIiVervAyncvWQThgE39GzGLRc2d3VJdtnH7VP11s3DPlXPDy6eCj0n1u6peucqOAK632zfrPlwcANkp7i6qopl2CA/y95rKy8DcjMKv6ad9DgD8tKLfl+QbX+9Ld/++5V9vGLqcfc9Jag6TdhV5PuAosd4Bdk3TbWUOkahVDUQFebP+n3HiU1Ss3MRERERqToHjmcxftF6cvJt9I1uwJOXt8Pk6lXcbDbY8iEsf+zEVL32V8HA6XVvqt65srhDs/NdXUX1YS2wB1RFgqz0E19LCrKKfX/Sa2wF9vPmZ9o3ks6tPrObfbqlXwPwDQW/UPBtYN8cj/1C7c/5hmiEltQKCqWqAUdfqVg1OxcRERGRKpKWk8/4hes5nJ5Lm4b+vHZ9F9wsLh6lkbDFvqregbX270Na21fVa36Ra+uS2sHiZl+ZsCJWJzQMKMgtDKjOFmSdJtg6eaRXfqY95MpItG9nZQKf+sXDKr/CEMv5uPB5N49zf88ilUChVDVwYgU+jZQSERERkcqXb7Ux+YON7ExKJ9Tfk/njeuDv5cIpcdnH4ZdnYP08+9QsDz+4+CHoeZum6kn1ZDKBu5d9o8G5n68gz977KyMZMg8Xfk2GjMOFXwv3Zx6GzCOAUbZ+YV5BpwRXp4RWJ4db7t7n/n5ESkmhVDUQVThSat+xLK3AJyIiIiKVyjAMHvtqG6vjjuDtbmH+uB40CnLRP0KdU/UeP/GP6/ZXFk7Va+SamkRcwc3D/jtfmt97m9U+tfV0wVWR/YfBsEJOin07Env283v4Fw+uTjeV0MPPHtCJlJNCqWqggZ8nQT7upGTl8+/hDNo1CnR1SSIiIiJSS739624+Wrsfkwleva4L7Ru76N5TU/VEysdssQdCfqFnP9Zms4dRzqDqdCOxCr9a8+zTDY+lw7HdZz+/m3fx4MoxIsvD116ryWL/6nzsVvjYXLjf7cQxxY51PG8+zevdSjhWIVlNolCqGjCZTESH+rN27zHikhRKiYiIiEjlWLY1gZnf/wPAY8PacmnbsKovIjsFVj4D6961T9Vz9z0xVU99b0QqltkMPvXsG23OfKxhQE6qfXrgGQOswv35WfYVDVPi7Vu1YSpdAHZymOU81nxKwGU5aZ9b4ZRNH/sUR3cfcDv5+8J9px7jeM7tpGMs7grPCimUqiaiwvxYu/eYVuATERERkUqxKf449yzdDMC43pH8p0/zqi3AZoMtHxWuqlc4Va/dFfapeoGNq7YWESnOZDrRCD6k1dmPz82wh1SZR0oOrvKz7VMHbQX2//4Nq33qoa2g8LHtpOetJ/Y5n7ee9Bpr0WMxzlCYUbgyYgFYcyvkR1PhTJaTAqsSQiy3koItR+B16r6TA69TnqsB4ZdCqWoiKlQr8ImIiIhI5dh/LIsJ760nt8BG/zahTBvWtmoLSPgblt0P+/+yfx8SDZe9AC0urto6RKTiePrZt3otqv7ahnFKwFVSgOV43lY81CopADvtsYX7bPlQkGMP2/Jz7CPF8rOLfnU+f+pzOfYVFg1bYf1W+zTJvEoelGIyFx/Jderorl53QESvyq3jDBRKVRPOFfiSNVJKRERERCpOanY+/1m4jiMZebRrFMAr13XBYq6iT86zU2DlDFj3zklT9R6Enrdrqp6IlJ/JBBY3+1ZTGAZY808EVQXZhYHVqSHWyYFXdgnHn/pcCccb1sJr2iAvw76dTsdrqub9n0YN+hOs3aIKQ6n4Y1lk51nx9tAKfCIiIiJybvIKbNy+eAO7kjNoGODFvJt64OtZBf8EMAzYsgSWT7P3ngFoNwoGPqOpeiJSN5lM9jDezcM+RbKyOMKvUoVYWRDeqfJqKQWFUtVEiJ8HwT7uHC9cgc9lq6CIiIiISK1gGAaPfrmVNf8exdfDwvxxPWgY6FX5F07cCsv+C/F/2L/XVD0RkapzcvjlVf1zBYVS1YTJZCIqzJ+1e+zNzhVKiYiIiMi5eGPVv3y8/gBmE7x2fVfaNgqo3AvmpNqn6q19+8RUvb4PwPmTNFVPRERKpFCqGokO82PtnmPEJavZuYiIiIiU39dbDvHCjzsBePLydvRrE1p5F3NO1XvMvuoWQNuRMOgZCGxSedcVEZEaT6FUNeJsdp6kZuciIiIiUj7r9x7j/k+2AHDLBc0Z0yuy8i6WuM2+qp5jql79KPtUvZb9Ku+aIiJSayiUqkaiQu2hVGySRkqJiIiISNntPZLJhPfWk1dgY2DbMKZeFlN5F9v8IXx1h32VJ3efwql6kzVVT0RESk2hVDUSHeYHwP7jWoFPRERERMomJSuPmxeu43hWPh2bBDLn2s5YzKZKuth+ezNzwwpthsGQ5zRVT0REyszs6gLkhPp+ntTz9cAwYJf6SomIiIhIKeUWWLn1/Q3sPpJJ4yBv3r2pOz4elfT5s2HAd/dCXgY0PR+ueV+BlIiIlItCqWomKtQ+WipWfaVEREREpBQMw2DqZ1tZu+cY/p5uzB/Xg1B/r8q74LbPIO4nsHjA5a+AWf+kEBGR8tHfINWMo9l5bLJCKREREbF74403aN68OV5eXnTr1o3Vq1ef8fjXX3+dmJgYvL29ad26Ne+9916xY+bMmUPr1q3x9vamadOm3HPPPeTk5FTWW5BK9MrPu/h800EsZhOv39CV1g39K+9imUfh+wfsjy/6LzRoXXnXEhGRWk89paoZR1+pODU7FxEREWDp0qVMmTKFN954gz59+vDWW28xZMgQtm/fTrNmzYodP3fuXKZOnco777xDjx49WLt2LRMmTCA4OJjhw4cD8MEHH/DQQw8xf/58evfuTWxsLOPGjQPgpZdeqsq3J+foi00HeGlFLADTR7bnougGlXvBnx6BrKPQIAb6TKnca4mISK2nkVLVTJRjpJSm74mIiAgwe/Zsxo8fzy233EJMTAxz5syhadOmzJ07t8Tj33//fSZOnMjo0aNp0aIF1157LePHj+e5555zHvPHH3/Qp08frr/+eiIjIxk4cCDXXXcd69evr6q3JRXgr91HefDTrQBM7NuC684rHlJWqF0/w5aPABNc/qpW2RMRkXOmUKqacUzfO3A8m6y8AhdXIyIiIq6Ul5fHhg0bGDhwYJH9AwcOZM2aNSW+Jjc3Fy+vov2EvL29Wbt2Lfn5+QBccMEFbNiwgbVr1wKwe/duli1bxtChQ09bS25uLmlpaUU2cZ3dhzOYuHgDeVYbQ9o35MFBbSr3gnmZ8O0U++OeE6Fpj8q9noiI1AkKpaqZer4ehPjZP3XSCnwiIiJ125EjR7BarYSFhRXZHxYWRmJiYomvGTRoEO+++y4bNmzAMAzWr1/P/Pnzyc/P58iRIwBce+21PP3001xwwQW4u7vTsmVL+vXrx0MPPXTaWmbOnElgYKBza9q0acW9USmTY5l53LxwHSlZ+XRuGsRLoztjNpsq96K/PAMp8RDYFC6ZVrnXEhGROsPloVRZG3c6/P7777i5udG5c+fKLdAFokIdU/gUSomIiAiYTEUDB8Mwiu1zmDZtGkOGDOH888/H3d2dESNGOPtFWSwWAFatWsUzzzzDG2+8wcaNG/n888/59ttvefrpp09bw9SpU0lNTXVu+/fvr5g3J2WSk2/l1vfWs/doFk2CvXlnbHe83C2Ve9EDG+Cvwumiw14CT7/KvZ6IiNQZLg2lHI07H3nkETZt2sSFF17IkCFDiI+PP+PrUlNTGTt2LP3796+iSqtWlLPZufpKiYiI1GUhISFYLJZio6KSk5OLjZ5y8Pb2Zv78+WRlZbF3717i4+OJjIzE39+fkJAQwB5cjRkzhltuuYUOHTowatQoZsyYwcyZM7HZbCWe19PTk4CAgCKbVC3DMHjg079Zv+84/l5uLPxPDxr4e1buRa358PWdYNigwzUQNaByryciInWKS0OpsjbudJg4cSLXX389vXr1qqJKq5aanYuIiAiAh4cH3bp1Y/ny5UX2L1++nN69e5/xte7u7jRp0gSLxcKSJUsYNmwYZrP91i8rK8v52MFisWAYBoZhVOybkAoze3ksX285hJvZxFs3dqNV4ej6SvX7y5D8f+BdDwbPrPzriYhIneLmqgs7Gnee2rvgTI07ARYsWMC///7L4sWLmT59+lmvk5ubS25urvP7mtCUMzrUPlJK0/dERETk3nvvZcyYMXTv3p1evXrx9ttvEx8fz2233QbYp9UdPHiQ9957D4DY2FjWrl1Lz549OX78OLNnz2bbtm0sWrTIec7hw4cze/ZsunTpQs+ePdm1axfTpk3j8ssvd07xk+rlk/X7efWXXQDMuKIDvVuFVP5Fj8TB/563Px78LPhWwTVFRKROcVkoVZ7GnXFxcTz00EOsXr0aN7fSlT5z5kyefPLJc663KjlW4DuYkk1mbgG+ni77YxIREREXGz16NEePHuWpp54iISGB9u3bs2zZMiIiIgBISEgo0vrAarUya9Ysdu7cibu7O/369WPNmjVERkY6j3n00UcxmUw8+uijHDx4kAYNGjB8+HCeeeaZqn57Ugprdh1h6udbAbijXyuu6V4FTeZtNvjmbrDmQqtLoeM1lX9NERGpc1yedpS2cafVauX666/nySefJDo6utTnnzp1Kvfee6/z+7S0tGq/Wkywrwchfp4cycglLjmDzk2DXF2SiIiIuNCkSZOYNGlSic8tXLiwyPcxMTFs2rTpjOdzc3Pj8ccf5/HHH6+oEqWS7EpO57bFGyiwGQzv1Ih7B5T+PvicbFwI+34Hd197c/PTNNYXERE5Fy4LpcrauDM9PZ3169ezadMm7rjjDgBsNhuGYeDm5sZPP/3EJZdcUux1np6eeHpWcgPIShAd5mcPpZLSFUqJiIiI1EFHMnL5z8J1pOUU0C0imBeu6ojZXAXhUNohWF4YWPafBkHNKv+aIiJSJ7ms0XlZG3cGBASwdetWNm/e7Nxuu+02WrduzebNm+nZs2dVlV4lHFP44pLVV0pERESkrsnJtzLhvfXsP5ZNRH0f3h7TDS/3Kuj3ZRjw3f2QmwaNu8F5t1b+NUVEpM5y6fS9sjTuNJvNtG/fvsjrQ0ND8fLyKra/NogKczQ71wp8IiIiInWJzWZw38db2BSfQqC3O/PH9aC+XxWN/N/xNez8DsxucPmrYFbjexERqTwuDaXK2rizLnGOlNIKfCIiIiJ1ygs/7eS7rQm4W0y8NaYbLRv4Vc2Fs4/Dsv/aH19wD4S1q5rriohInWUyDMNwdRFVKS0tjcDAQFJTUwkICHB1OaeVkpVH56fsUxu3PTkIP63AJyIiUulqyn1CdaCfVeVYsjaehwpX2pt9TSeu6Nqk6i7+9Z2w8T0IiYbbfgO3mteXVUREqofS3ie4rKeUnFmQjwcN/O03AnGawiciIiJS662OO8wjX24D4O7+UVUbSO351R5IAQx/RYGUiIhUCYVS1Vh0YV8pTeETERERqd1ik9KZtHgjVpvBqC6NmXJpVNVdPD8bvr7L/rj7eIjoVXXXFhGROk2hVDUWFWrvK6Vm5yIiIiK1V3J6Dv9ZsI703ALOa16PZ6/sgMlkqroCVj0Lx/eAfyO49PGqu66IiNR5CqWqMUez89hkjZQSERERqY2y86xMWLSegynZtAjx5e0x3fB0q8IV7xK2wJpX7Y+HzgKvwKq7toiI1HkKpaoxx/S9XRopJSIiIlLrWG0GU5ZuYsuBVIJ93Jk/rgdBPh5VWECBvbm5YYW2I6HNZVV3bRERERRKVWtRhSOlDqXmkJ6T7+JqRERERKQiPfv9Dn78vyQ8LGbeGdudyBDfqi3gz9ftI6W8guCyF6r22iIiIiiUqtYCvd0JCyhcgU9T+ERERERqjff/3Mc7q/cA8MLVHekeWa9qCzj6L6ycYX886BnwC63a64uIiKBQqtpzNDuP0xQ+ERERkVph5c5kHv9qGwD3D4xmROfGVVuAYcC3U6AgB5pfBJ1vqNrri4iIFFIoVc1FFfaVik3SSCkRERGRmm77oTTu+GAjNgOu6taEyf1aVX0Rmz+APb+CmxcMfxmqcqU/ERGRkyiUquacK/BppJSIiIhIjZaUlsP4RevIzLPSq0V9ZozqgKmqA6H0JPjxEfvjfg9DvRZVe30REZGTKJSq5hwr8MVppJSIiIhIjZWTb2X8onUkpObQsoEvb97YDQ83F9yK//Ag5KRAeCc4f3LVX19EROQkCqWquVaFPaUS03JIzdYKfCIiIiI10YodSWw7mEY9Xw8WjDuPQB/3qi/in2Xwf1+AyQKXvwoWt6qvQURE5CQKpaq5QG93GgZ4AbBLK/CJiIiI1Egb96UAMLxjOM3q+1R9ATmp8N299se977SPlBIREXExhVI1QJRzCp/6SomIiIjURJv3Hwegc7Mg1xSw4klIT4Dg5nDxQ66pQURE5BQKpWqAE83ONVJKREREpKbJK7Cx7VAaAJ2bBld9Afv+gPXz7I8vfwXcvau+BhERkRIolKoBnM3OkzVSSkRERKSm+ScxjbwCG0E+7kRW9dS9/Bz45i774y5joPlFVXt9ERGRM1AoVQM4mp3HavqeiIiISI2zeX8KAJ2aBGEymar24qtnwZFY8AuDgU9X7bVFRETOQqFUDeDoKZWUlqsV+ERERERqmM3xKQB0bhpUtRdO+j/4bbb98WUvgLcLpg6KiIicgUKpGiDAy53wQPsKfGp2LiIiIlKzOEZKVWmTc5sVvr4TbAXQZhjEXF511xYRESklhVI1RJSanYuIiIjUOClZeew+kglA5yZBVXfhtW/DwQ3gGWAfJVXV0wZFRERKQaFUDREdap/Cp75SIiIiIjWHY5RUZH0fgn09quaix/fBz4X9owY8CQGNqua6IiIiZaRQqoaILhwptStZI6VEREREagrn1L2q6idlGPDtPZCfCRF9oOu4qrmuiIhIOSiUqiEczc41UkpERESk5nCEUl2aVVGT8b8/hn9/BosnDH8ZzLrdFxGR6kt/S9UQjp5Syem5pGZpBT4RERGR6s4wDLZU5UipzCPww0P2x30fgJCoyr+miIjIOVAoVUP4ebrRqHAFvthkjZYSERERqe72Hc3ieFY+Hm5mYsIDKv+CP0yF7GMQ2g763F351xMRETlHCqVqkBMr8CmUEhEREanuHFP32jUKwMOtkm+745bD1o/BZIbLXwWLe+VeT0REpAIolKpBogv7SsUlqdm5iIiISHVXZU3OczPszc0Bet4OTbpV7vVEREQqiEKpGkQjpURERERqjk1VFUr9Mh1S90NQM7jkkcq9loiISAVSKFWDRDtDKY2UEhEREanOcgus7DiUBkCXppW48t7+dfDXm/bHw+aAh2/lXUtERKSCKZSqQaJC7dP3jmTkcjwzz8XViIiIiMjpbD+URp7VRj1fD5rW866cixTkwdd3AgZ0ug5a9a+c64iIiFQShVI1iK+nG42D7Dc1cckaLSUiIiJSXW2KTwHsU/dMJlPlXOT3OXB4B/iEwKAZlXMNERGRSqRQqoZxNDtXXykRERGR6qvSm5wf3gm/vmB/POQ58KlXOdcRERGpRAqlahhHX6k4hVIiIiIi1ZYjlOrSLKjiT26zwdd3gTUPogZC+ysr/hoiIiJVQKFUDdMq1DFSStP3RERERKqjoxm5xB/LAqBjk6CKv8CG+bD/T/Dwg6GzobKmB4qIiFQyhVI1jHOkVLJGSomIiIhUR1sOpADQsoEvgd7uFXvy1IOw/An74/6PQ1DTij2/iIhIFVIoVcO0cq7Al8cxrcAnIiIiUu1sdjY5D67YExsGfHcv5KVDk/Ogx/iKPb+IiEgVUyhVw/h6utEk2L4Cn5qdi4iIiFQ/mxxNziu6n9T/fQGxP4DZHS5/BcyWij2/iIhIFVMoVQOp2bmIiIhI9WSzGWxxNDmvyJX3so7B9w/YH194H4TGVNy5RUREXEShVA0UFWafwheXrGbnIiIiItXJnqOZpOUU4OlmpnVD/4o78U/TIPMwhLSGC++tuPOKiIi4kEKpGig61H6Do+l7IiIiItWLo59Uh8aBuFsq6Fb735WweTFgghGvgZtnxZxXRETExRRK1UAnpu9ppJSIiIhIdbLZ0U+qoqbu5WXBN3fbH583AZqeVzHnFRERqQYUStVALUN9ATiamcfRjFwXVyMiIiIiDpv2HwcqsMn5qhmQsg8CGkP/xyrmnCIiItWEQqkayMfDjab1HCvwabSUiIhIdRMZGclTTz1FfHy8q0uRKpSTb+WfBHt7hQoZKXVoE/zxuv3x0NngWYE9qkRERKoBhVI1lKOvVFyy+kqJiIhUN/fddx9fffUVLVq0YMCAASxZsoTcXI1uru22HUylwGbQwN+TxkHe53Yyaz58fScYNmh/JbQeXDFFioiIVCMKpWqoqDA1OxcREamu7rzzTjZs2MCGDRto27Ytd911F+Hh4dxxxx1s3LjR1eVJJTm5n5TJZDq3k/3xGiRuBe9gGPzcuRcnIiJSDSmUqqGiw/wATd8TERGpzjp16sTLL7/MwYMHefzxx3n33Xfp0aMHnTp1Yv78+RiG4eoSpQJtqqgm50f/hVXP2h8Pmgl+Dc7tfCIiItWUm6sLkPJxrMC3K1mhlIiISHWVn5/PF198wYIFC1i+fDnnn38+48eP59ChQzzyyCOsWLGCDz/80NVlSgXZHJ8CQJdzCaVsNvj6LijIgRb9oNO1FVKbiIhIdaRQqoZq2cAPkwmOZeZxJCOXED9PV5ckIiIihTZu3MiCBQv46KOPsFgsjBkzhpdeeok2bdo4jxk4cCAXXXSRC6us5r6+E3xDodWl0KQHWKr3bevh9FwOpmRjMkGHJoHlP9Gm92Hfb+DuA8PnwLlOAxQREanGqvff7nJa3h4WmtXzYd/RLGKT0hVKiYiIVCM9evRgwIABzJ07l5EjR+Lu7l7smLZt23LttRoFU6Ls47Bpsb3J9+oXwTMQWvS1B1St+kNgE1dXWIyjn1RUqB/+XsX/vEslPRF+mmZ/3O8RCI6skNpERESqK4VSNVhUqD/7jmYRl5RB75Yhri5HRERECu3evZuIiIgzHuPr68uCBQuqqKIaxuIBI+fCrhWw62fIPgY7vrZvAA1i7OFUq/7QrDe4e7m2XmDz/uPAOfaTWvZfyE2FRl2g520VU5iIiEg1plCqBosK82PFjiStwCciIlLNJCcnk5iYSM+ePYvs/+uvv7BYLHTv3t1FldUQHr72XkqdrgWbFRI228OpXSvgwDo4vMO+/fEauHlD8wsLR1FdCvVauGTK24mV94LLd4Id39hDN7MbXP5qtZ+uKCIiUhG0+l4N5liBL04r8ImIiFQrkydPZv/+/cX2Hzx4kMmTJ7ugohrMbIHG3aDvAzD+J3hgN1y9ELrcCP7hUJANcT/B9w/Aq13hlc7w3X2w83vIrZp7JKvNYMv+VKCcI6WyU+C7++2P+9wNDTtUWG0iIiLVmT6CqcGiQu0r8MUmp2MYBiY1whQREakWtm/fTteuXYvt79KlC9u3b3dBRbWIdzC0G2XfDAOStxdO81sB+/6A43th3bv2zewOEb1OjKIKbVspo6j+PZxBRm4B3u4W54eGZbLicchIhPqt4KIHKrw+ERGR6kqhVA3WKtQPswlSsvI5nJFLqL/r+ymIiIgIeHp6kpSURIsWLYrsT0hIwM1Nt18VxmSCsHb2rc/d9pFRe1fbA6q45ZCyD/b8at+WP2YfWdWqvz2ganGxPeCqAJvjUwD7qntuljJORNj7G2xYaH88/OVq0R9LRESkquiuqAbzcrevwLe3sNm5QikREZHqYcCAAUydOpWvvvqKwMBAAFJSUnj44YcZMGCAi6urxTz9oPUQ+2YYcGz3iVFUe1ZDeoJ9Vb9Ni8FkhiY9TqzoF94FzOXrbLGpsJ9Ul2ZBZXthfg58fZf9cbdxEHlBua4vIiJSUymUquGiwvwLQ6l0+rTSCnwiIiLVwaxZs7jooouIiIigS5cuAGzevJmwsDDef/99F1dXR5hMUL+lfes50R4Axa850TD98D+w/y/7tvIZ8KkPLS+xh1QtLwG/0FJfytHkvEtZ+0n9+jwc+xf8GsKlT5bttSIiIrWAGp3XcI6+BbHJanYuIiJSXTRu3Ji///6b559/nrZt29KtWzdefvlltm7dStOmTct8vjfeeIPmzZvj5eVFt27dWL169RmPf/3114mJicHb25vWrVvz3nvvFXn+4osvxmQyFduGDh1a5tpqDHcve9g06BmY/BdM2WafLhczHDwDIOsobP0EvpgIL0bBWxfBz0/BvjVgzT/tabPyCtiZmAaUceW9xK3w+8v2x0NngXfQObw5ERGRmkkjpWq46DB7s/O4pHQXVyIiIiIn8/X15dZbbz3n8yxdupQpU6bwxhtv0KdPH9566y2GDBnC9u3badasWbHj586dy9SpU3nnnXfo0aMHa9euZcKECQQHBzN8+HAAPv/8c/Ly8pyvOXr0KJ06deLqq68+53prjKCm9ilz3cbZQ6cD605M9UvYcmJbPcseWrXoWziKqr/9tYW2HkjFZkDDAC8aBpaylYK1AL6+E2wFEHM5xAyrlLcoIiJS3bk8lHrjjTd44YUXSEhIoF27dsyZM4cLL7ywxGN/++03HnzwQf755x+ysrKIiIhg4sSJ3HPPPVVcdfXRKrRwpFRShlbgExERqWa2b99OfHx8kQAI4PLLLy/1OWbPns348eO55ZZbAJgzZw4//vgjc+fOZebMmcWOf//995k4cSKjR48GoEWLFvz5558899xzzlCqXr16RV6zZMkSfHx86lYodTKLO0T0tm/9H4OMZPj3l8KQ6mfIPgY7vrFvACGtnb2otsaHA9C5LFP3/noTDm0Cz0C47IWKfz8iIiI1hEtDqbJ+8ufr68sdd9xBx44d8fX15bfffmPixIkV9klkTdSygX0FvtTsfA6n5xIaoGbnIiIirrZ7925GjRrF1q1bMZlMGIYB4PzwyGq1luo8eXl5bNiwgYceeqjI/oEDB7JmzZoSX5Obm4uXV9H7AW9vb9auXUt+fj7u7u7FXjNv3jyuvfZafH19T1tLbm4uubm5zu/T0tJK9R5qJL9Q6HStfbNZIWHziV5UB9bBkZ327c/XGWvypKV7G9zNA+FIoL2H1Zk+JDy2B36Zbn888Gnwb1glb0lERKQ6KldPqf3793PgwAHn92vXrmXKlCm8/fbbZTrPyZ/8xcTEMGfOHJo2bcrcuXNLPL5Lly5cd911tGvXjsjISG688UYGDRp01r4KtZmXu4WI+vYbyNgk9ZUSERGpDu6++26aN29OUlISPj4+/N///R+//vor3bt3Z9WqVaU+z5EjR7BarYSFhRXZHxYWRmJiYomvGTRoEO+++y4bNmzAMAzWr1/P/Pnzyc/P58iRI8WOX7t2Ldu2bXOOxDqdmTNnEhgY6NzK0xurRjJboHE36PsAjP8JHtgNVy+CLmPAvxEeRi79LFu4IO4FeK0bvNwJvr0X/lkGuae0VzAM+PYeKMiGyAuh61jXvCcREZFqolyh1PXXX8/KlSsBSExMZMCAAaxdu5aHH36Yp556qlTncHzyN3DgwCL7z/TJ36k2bdrEmjVr6Nu372mPyc3NJS0trchW20Q5p/Cpr5SIiEh18Mcff/DUU0/RoEEDzGYzZrOZCy64gJkzZ3LXXXeV+XynTs8/05T9adOmMWTIEM4//3zc3d0ZMWIE48aNA8BisRQ7ft68ebRv357zzjvvjDVMnTqV1NRU57Z///4yv49awTsY2o2EEa+ROH4jA3OfY0bB9VgjLwKzO6Tsg/XzYMl18FxzWDgMfpsDidtgy0eweyW4edmbrKvtgoiI1HHlCqW2bdvmvHH5+OOPad++PWvWrOHDDz9k4cKFpTpHeT75c2jSpAmenp50796dyZMnn/GTvbrwqZ6z2XmyQikREZHqwGq14udn/9AoJCSEQ4cOARAREcHOnTtLfZ6QkBAsFkuxe6Pk5ORi91AO3t7ezJ8/n6ysLPbu3Ut8fDyRkZH4+/sTEhJS5NisrCyWLFly1lFSAJ6engQEBBTZ6rrNB1KINZrya8h1WMZ9Aw/uheuWQo8JEBwJtnzYuxpWPA5v9oEvb7e/8OKH7NP8RERE6rhy9ZTKz8/H09MTgBUrVjibdbZp04aEhIQynassn/w5rF69moyMDP78808eeughWrVqxXXXXVfisVOnTuXee+91fp+WllbrgqmoMPtNb5ym74mIiFQL7du35++//6ZFixb07NmT559/Hg8PD95++21atGhR6vN4eHjQrVs3li9fzqhRo5z7ly9fzogRI874Wnd3d5o0aQLYG5kPGzYMs7no55Eff/wxubm53HjjjWV4d+KwaX8KAF2aBdl3ePpB68H2DeDovyd6Ue351T5tL7wT9LrDJfWKiIhUN+UKpdq1a8ebb77J0KFDWb58OU8//TQAhw4don79+qU6R3k++XNo3rw5AB06dCApKYknnnjitKGUp6enM0CrrRwjpWKT0rUCn4iISDXw6KOPkpmZCcD06dMZNmwYF154IfXr12fp0qVlOte9997LmDFj6N69O7169eLtt98mPj6e2267DbB/AHfw4EHee+89AGJjY1m7di09e/bk+PHjzJ49m23btrFo0aJi5543bx4jR44s9f2bFLU5PgWALk2DSz6gfkv71vNWyM+BxL8hJNq+2p+IiIiUL5R67rnnGDVqFC+88AI33XQTnTp1AuDrr78+az8Ch3P55O9khmEUWQmmLmrRwBeL2URaTgHJ6bmEaQU+ERERlxo0aJDzcYsWLdi+fTvHjh0jODi4zB8ejR49mqNHj/LUU0+RkJBA+/btWbZsGREREQAkJCQQHx/vPN5qtTJr1ix27tyJu7s7/fr1Y82aNURGRhY5b2xsLL/99hs//fRT+d9oHWa1GWw9mApAZ8dIqTNx94KmpbtPFhERqSvKFUpdfPHFHDlyhLS0NIKDT3wydOutt+Lj41Pq85T1k7/XX3+dZs2a0aZNGwB+++03XnzxRe68887yvI1aw9PNQkR9H3YfziQ2KV2hlIiIiAsVFBTg5eXF5s2bad++vXN/vXr1yn3OSZMmMWnSpBKfO7WfZ0xMDJs2bTrrOaOjozEMo9w11XWxSelk5Vnx83SjZQM/V5cjIiJSI5UrlMrOzsYwDGcgtW/fPr744gtiYmKKfDJ4NmX95M9mszF16lT27NmDm5sbLVu25Nlnn2XixInleRu1SlSoX2EolcGFUQ1cXY6IiEid5ebmRkREBFar1dWlSCXaXNhPqmOTQCxmtU4QEREpj3KFUiNGjOCKK67gtttuIyUlhZ49e+Lu7s6RI0eYPXs2t99+e6nPVZZP/u688846PyrqdKLD/Pnx/5KIS9IKfCIiIq726KOPMnXqVBYvXnxOI6Sk+nL0k+rcNMildYiIiNRk5rMfUtzGjRu58MILAfj0008JCwtj3759vPfee7zyyisVWqCUTtRJzc5FRETEtV555RVWr15No0aNaN26NV27di2ySc3nGCmlUEpERKT8yjVSKisrC39/ewjy008/ccUVV2A2mzn//PPZt29fhRYopRMdZu9lEJeUoRX4REREXGzkyJGuLkEqUUZuAbHJ9g8CS9XkXEREREpUrlCqVatWfPnll4waNYoff/yRe+65B4Dk5GQCAgIqtEApneYh9hX40nMLSEzLITzQ29UliYiI1FmPP/64q0uQSvT3gRQMAxoHeRPqrwVmREREyqtc0/cee+wx7r//fiIjIznvvPPo1asXYB811aVLlwotUErH081CZH37yodxSRkurkZERESk9tLUPRERkYpRrpFSV111FRdccAEJCQl06tTJub9///6MGjWqwoqTsokO8+ffw5nEJqVzUbRW4BMREXEVs9l8xqn0WpmvZtukJuciIiIVolyhFEDDhg1p2LAhBw4cwGQy0bhxY84777yKrE3KKCrMn++3JWqklIiIiIt98cUXRb7Pz89n06ZNLFq0iCeffNJFVUlFMAzjxEgp9ZMSERE5J+UKpWw2G9OnT2fWrFlkZNgDEH9/f+677z4eeeQRzOZyzQqUcxQVam927mi8KSIiIq4xYsSIYvuuuuoq2rVrx9KlSxk/frwLqpKKcCg1h8PpubiZTbRvFOjqckRERGq0coVSjzzyCPPmzePZZ5+lT58+GIbB77//zhNPPEFOTg7PPPNMRdcppRAdZl8RcZdW4BMREamWevbsyYQJE1xdhpyDzYVT99qE++PtYXFtMSIiIjVcuUKpRYsW8e6773L55Zc793Xq1InGjRszadIkhVIu0jzEF7fCFfgSUnNoFKQV+ERERKqL7OxsXn31VZo0aeLqUuQcbN5/HFA/KRERkYpQrlDq2LFjtGnTptj+Nm3acOzYsXMuSsrHw81MZIgvu5IziE1KVyglIiLiIsHBwUVGLBuGQXp6Oj4+PixevNiFlcm5OrHyXrBrCxEREakFyhVKderUiddee41XXnmlyP7XXnuNjh07VkhhUj7RYX7sSs4gLimDi1uHurocERGROumll14qEkqZzWYaNGhAz549CQ5WmFFT5VttbD2YCmiklIiISEUoVyj1/PPPM3ToUFasWEGvXr0wmUysWbOG/fv3s2zZsoquUcogKtQfSCROzc5FRERcZty4ca4uQSrBzsR0cvJt+Hu50SLE19XliIiI1HjlWiavb9++xMbGMmrUKFJSUjh27BhXXHEF//d//8eCBQsqukYpA0ez89ikDBdXIiIiUnctWLCATz75pNj+Tz75hEWLFrmgIqkIJ6buBWE2a0EZERGRc1WukVIAjRo1KtbQfMuWLSxatIj58+efc2FSPtFhfgDsStYKfCIiIq7y7LPP8uabbxbbHxoayq233spNN93kgqrkXJ0cSomIiMi5K9dIKam+IgtX4MvILeBQao6ryxEREamT9u3bR/PmzYvtj4iIID4+3gUVSUVQKCUiIlKxFErVMu4WM80LexzEJqmvlIiIiCuEhoby999/F9u/ZcsW6tev74KK5FylZuezK9neHkGhlIiISMVQKFULOfpKxSmUEhERcYlrr72Wu+66i5UrV2K1WrFarfzyyy/cfffdXHvtta4uT8rh7wMpADSt5019P0/XFiMiIlJLlKmn1BVXXHHG51NSUs6lFqkgUWF+sFXNzkVERFxl+vTp7Nu3j/79++PmZr/dstlsjB07lhkzZri4OimPzfEpAHRpGuzaQkRERGqRMoVSgYGBZ31+7Nix51SQnDuNlBIREXEtDw8Pli5dyvTp09m8eTPe3t506NCBiIgIV5cm5aR+UiIiIhWvTKHUggULKqsOqUCOFfjikjOw2QwtWSwiIuIiUVFRREVFuboMOUeGYZwIpZoFubQWERGR2kQ9pWqhiPq+uFtMZOVZOZSa7epyRERE6pyrrrqKZ599ttj+F154gauvvtoFFcm5OHA8m6OZebhbTLQND3B1OSIiIrWGQqlayN1ipkVI4Wgp9ZUSERGpcv/73/8YOnRosf2DBw/m119/dUFFci42FY6SahsegJe7xbXFiIiI1CIKpWqpqMIpfLHqKyUiIlLlMjIy8PDwKLbf3d2dtLQ0F1Qk58LR5Fz9pERERCqWQqlaytHsXCvwiYiIVL327duzdOnSYvuXLFlC27ZtXVCRnIvN+48D6iclIiJS0crU6FxqjqhQR7NzjZQSERGpatOmTePKK6/k33//5ZJLLgHg559/5sMPP+TTTz91cXVSFnkFNrYdso9u69w02MXViIiI1C4KpWqpqMKRUnFJWoFPRESkql1++eV8+eWXzJgxg08//RRvb286derEL7/8QkCAGmXXJP8kppFXYCPIx53I+j6uLkdERKRW0fS9Wiqyvg8eFjPZ+VYOpmgFPhERkao2dOhQfv/9dzIzM9m1axdXXHEFU6ZMoVu3bq4uTcpgU2E/qU5NgjCZ9CGfiIhIRVIoVUu5Wcy0aOALqNm5iIiIq/zyyy/ceOONNGrUiNdee43LLruM9evXu7osKYPNhSvvdVE/KRERkQqn6Xu1WFSYP/8kphOXnEH/mDBXlyMiIlInHDhwgIULFzJ//nwyMzO55ppryM/P57PPPlOT8xrIEUpp5T0REZGKp5FStVh0YbNzjZQSERGpGpdddhlt27Zl+/btvPrqqxw6dIhXX33V1WVJOaVk5bHnSCagUEpERKQyaKRULXZys3MRERGpfD/99BN33XUXt99+O1FRUa4uR86RY5RU8xBfgnw8XFuMiIhILaSRUrVYdJh9pNSuZPsKfCIiIlK5Vq9eTXp6Ot27d6dnz5689tprHD582NVlSTlp6p6IiEjlUihVizWrd2IFvgPHtQKfiIhIZevVqxfvvPMOCQkJTJw4kSVLltC4cWNsNhvLly8nPV1T6msShVIiIiKVS6FULaYV+ERERFzDx8eHm2++md9++42tW7dy33338eyzzxIaGsrll1/u6vKkFAzDYItCKRERkUqlUKqWiy7sKxWbrFBKRETEFVq3bs3zzz/PgQMH+Oijj1xdjpTSvqNZHM/Kx8PNTEx4gKvLERERqZUUStVyjr5SanYuIiLiWhaLhZEjR/L111+7uhQpBcfUvXaNAvBw0y2ziIhIZdDfsLWcYwU+Td8TERERKb1N8ccBTd0TERGpTAqlajnH9L1dyRlYtQKfiIiISKmoybmIiEjlUyhVyzWr54Onm5ncAhsHjme5uhwRERGRai8n38r2hDQAujYLdnE1IiIitZdCqVrOYjbRsoG9r1Ss+kqJiIiInNX2hDTyrQb1fT1oEuzt6nJERERqLYVSdYCj2bn6SomIiIic3eb4FMA+dc9kMrm2GBERkVpMoVQd4Gh2HqdQSkREROSs1E9KRESkaiiUqgOiQjV9T0RERKS0nKFUsyCX1iEiIlLbKZSqAxwr8P17WCvwiYiIiJzJ0Yxc4o/ZF4fp2CTItcWIiIjUcgql6oCmJ63A57jJEhEREZHithxIAaBlA18Cvd1dW4yIiEgtp1CqDrCYTbQKVbNzERERkbM50eQ82LWFiIiI1AEKpeoIxxS+XcnqKyUiIiJyOpvUT0pERKTKKJSqI6LCNFJKRERE5ExsNsPZ5LyLVt4TERGpdAql6ojoUPtIKa3AJyIiIlKy3UcySc8pwMvdTOuG/q4uR0REpNZTKFVHOEZKaQU+ERERkZI5Rkl1aByIu0W3ySIiIpVNf9vWEU2DffByN5NXYGPf0UxXlyMiIiJS7WzefxyAzpq6JyIiUiUUStUR5iIr8GkKn4iIiMipHCOltPKeiIhI1VAoVYc4+krFqdm5iIiISBE5+Vb+SbDfI2nlPRERkaqhUKoOiQorbHaerJFSIiIiIifbdjCVAptBA39PGgV6ubocERGROkGhVB0SXdjsXCOlRERERIo6MXUvCJPJ5NpiRERE6giFUnVIdOFIqd2HMymw2lxcjYiIiEj1semkUEpERESqhkKpOqRxkDfe7hbyrDb2HctydTkiIiIi1cbm+BQAuiiUEhERqTIKpeoQs9lElKbwiYiIiBSRnJ7DwZRsTCbo0CTQ1eWIiIjUGS4Ppd544w2aN2+Ol5cX3bp1Y/Xq1ac99vPPP2fAgAE0aNCAgIAAevXqxY8//liF1dZ8rULtoVRskpqdi4iIiMCJUVJRoX74e7m7thgREZE6xKWh1NKlS5kyZQqPPPIImzZt4sILL2TIkCHEx8eXePyvv/7KgAEDWLZsGRs2bKBfv34MHz6cTZs2VXHlNZejr1SsRkqJiIjUGGX5EA/g9ddfJyYmBm9vb1q3bs17771X7JiUlBQmT55MeHg4Xl5exMTEsGzZssp6C9Wao8l5l6bBri1ERESkjnFz5cVnz57N+PHjueWWWwCYM2cOP/74I3PnzmXmzJnFjp8zZ06R72fMmMFXX33FN998Q5cuXaqi5BrvxAp8GiklIiJSEzg+xHvjjTfo06cPb731FkOGDGH79u00a9as2PFz585l6tSpvPPOO/To0YO1a9cyYcIEgoODGT58OAB5eXkMGDCA0NBQPv30U5o0acL+/fvx9/ev6rdXLThX3msW5NI6RERE6hqXhVJ5eXls2LCBhx56qMj+gQMHsmbNmlKdw2azkZ6eTr169SqjxFopKrRwBb4jGeRbbbhbXD6DU0RERM6grB/ivf/++0ycOJHRo0cD0KJFC/7880+ee+45Zyg1f/58jh07xpo1a3B3t09Xi4iIqKJ3VL1YbQZ/H0gFtPKeiIhIVXNZInHkyBGsVithYWFF9oeFhZGYmFiqc8yaNYvMzEyuueaa0x6Tm5tLWlpaka0uaxzkjY+HhXyrwb6jma4uR0RERM7A8SHewIEDi+w/04d4ubm5eHl5Fdnn7e3N2rVryc/PB+Drr7+mV69eTJ48mbCwMNq3b8+MGTOwWq2V80aqsX8PZ5CRW4CPh8XZ5kBERESqhsuHyZhMpiLfG4ZRbF9JPvroI5544gmWLl1KaGjoaY+bOXMmgYGBzq1p06bnXHNNZjabiArVFD4REZGaoDwf4g0aNIh3332XDRs2YBgG69evZ/78+eTn53PkyBEAdu/ezaefforVamXZsmU8+uijzJo1i2eeeea0tdTWD/ocTc47NA7EYj77PaiIiIhUHJeFUiEhIVgslmI3VMnJycVuvE61dOlSxo8fz8cff8yll156xmOnTp1Kamqqc9u/f/85117TRTmbnSuUEhERqQnK8iHetGnTGDJkCOeffz7u7u6MGDGCcePGAWCxWAB7C4TQ0FDefvttunXrxrXXXssjjzzC3LlzT1tDbf2gb5P6SYmIiLiMy0IpDw8PunXrxvLly4vsX758Ob179z7t6z766CPGjRvHhx9+yNChQ896HU9PTwICAopsdZ2j2XlsslbgExERqc7K8yGet7c38+fPJysri7179xIfH09kZCT+/v6EhIQAEB4eTnR0tDOkAoiJiSExMZG8vLwSz1tbP+g7sfJekEvrEBERqYtcOn3v3nvv5d1332X+/Pns2LGDe+65h/j4eG677TbAfvMzduxY5/EfffQRY8eOZdasWZx//vkkJiaSmJhIamqqq95CjeRodh6XpFBKRESkOivvh3gA7u7uNGnSBIvFwpIlSxg2bBhms/3Wr0+fPuzatQubzeY8PjY2lvDwcDw8PEo8X238oC8rr4CdifZpiJ2bBru4GhERkbrHpaHU6NGjmTNnDk899RSdO3fm119/ZdmyZc7VXxISEoiPj3ce/9Zbb1FQUMDkyZMJDw93bnfffber3kKNFFU4UmrPkUzyrbazHC0iIiKuVNYP8WJjY1m8eDFxcXGsXbuWa6+9lm3btjFjxgznMbfffjtHjx7l7rvvJjY2lu+++44ZM2YwefLkKn9/rrT1QCo2AxoGeNEw0OvsLxAREZEK5ebqAiZNmsSkSZNKfG7hwoVFvl+1alXlF1QHNA7yxtfDQmaelb1HMp09pkRERKT6GT16NEePHuWpp54iISGB9u3bn/FDPKvVyqxZs9i5cyfu7u7069ePNWvWEBkZ6TymadOm/PTTT9xzzz107NiRxo0bc/fdd/Pggw9W9dtzKWc/KU3dExERcQmXh1JS9UwmE63C/NmyP4XYpAyFUiIiItVcWT7Ei4mJYdOmTWc9Z69evfjzzz8rorway7Hynpqci4iIuIZLp++J60SHFjY7V18pERERqaPU5FxERMS1FErVUdGFo6N2JWe4uBIRERGRqpeYmkNiWg4Ws4kOTQJdXY6IiEidpFCqjnI0O9dIKREREamLNu8/Dtg/qPPxUEcLERERV1AoVUc5RkrtOZJJXoFW4BMREZG6RU3ORUREXE+hVB0VHuiFn6cbBTaDvUczXV2OiIiISJVyNDlXPykRERHXUShVR5lMJlqp2bmIiIjUQVabwdaDqYBW3hMREXElhVJ1WLSzr5SanYuIiEjdEZuUTlaeFT9PN1o28HN1OSIiInWWQqk6zNFXKk4jpURERKQO2VzYT6pjk0AsZpNrixEREanDFErVYVGFoZSm74mIiEhd4ugnpSbnIiIirqVQqg5zTN/bezSL3AKri6sRERERqRqb9h8HFEqJiIi4mkKpOqxhgBf+nm5YbQZ7j2S5uhwRERGRSpeek09csr2fppqci4iIuJZCqTrMZDIRFaYV+ERERKTu2HogFcOAxkHehPp7ubocERGROk2hVB2nZuciIiJSl2wqbHKuUVIiIiKup1CqjmsV6hgpleHiSkREREQqn2PlvS7qJyUiIuJyCqXqOMdIqdhkjZQSERGR2s0wDGcopSbnIiIirqdQqo5zhFL7tAKfiIiI1HKHUnM4nJ6Lm9lE+8aBri5HRESkzlMoVceFBXji72VfgW/34UxXlyMiIiJSaTbHpwDQJtwfL3eLa4sRERERhVJ1nclkOjGFT83ORUREpBbbvP84oKl7IiIi1YVCKSE6zN7sfFeymp2LiIhI7XWin1SwawsRERERQKGUAFGhGiklIiIitVu+1cbWg6mARkqJiIhUFwqlxDl9Ly5JI6VERESkdtqZmE5Ovg1/LzdahPi6uhwRERFBoZRwYvre3qOZ5ORrBT4RERGpfTY5p+4FYTabXFuMiIiIAAqlBGjg70mAlxs2A63AJyIiIrWSY+W9Lpq6JyIiUm0olJIiK/DFJauvlIiIiNQ+zpX3mgW5thARERFxUiglAESFqdm5iIiI1E6p2fn8WzgavFOTINcWIyIiIk4KpQQ40VcqVs3ORUREpJb5+0AKAM3q+VDfz9O1xYiIiIiTm6sLkCpis0JeBuRmnPQ1HXLTITeDi1ISud3yD432F8Cy+oXHpNu/5mVBi4vhwvvAzcPV70RERESkTBz9pDqrn5SIiEi1olCqujIMKMg5KTw6NUw6KTRyfj3DMflZZ7xcS+BBdyAfWFvCAfv/hNgf4Mp3ISSqEt6wiIiISOXYfNLKeyIiIlJ9KJSqaDmpJ4VD6SUERid9n5teQuB00jG2goqvz+wGnv7g4Q+efuDhB55+GB5+fL0jjWMFngzrEU2D+vULn/O31/LLdEjYDG9dBIOfha5jwaTllEVERKR6MwzjRCilJuciIiLVikKpijarzVlHJZWZu2+RAMkZKHn6F9/n+N4z4KTnTjrWzbPEMMkEfPDmH6zde4zgZp0Z2aVx0QNaXwZfTIQ9v8I3d8Gu5TD8FfCpV7HvVURERKQCHTiezdHMPNwtJtqGB7i6HBERETmJQqmK5ukP1rwTQVCR4OjUIKmkY/xPOdYXzJYqKb1VmB9r9x4reQW+gEYw5iv441X4+WnY8Q0c2ACj3oQWfaukPhEREZGy2lQ4SqpteABe7lVzTyUiIiKlo1Cqok3ZChaPGjm1LTr0LCvwmc3Q525ofhF8dgsc3QXvjYA+d0G/R9UEXURERKqdTfHHAfWTEhERqY7Mri6g1jnN9LiaIDrMH4C45BJGSp2sUReY+Ct0vQkw4PeXYd4AOBJX+UWKiIiIlIGjn1SXZsGuLURERESKUSglTlGFoVT8sSyy86xnPtjDFy5/BUYvBu/gE03QNyy0rxwoIiIi4mJ5BTb+71AaoJFSIiIi1ZFCKXEK8fMg2Mcdw4B/D59mCt+pYobD7WvsU/rys+Cbu2HpjZB1rHKLFRERETmLHQlp5BXYCPZxJ6K+j6vLERERkVMolBInk8nkHC111il8J3M0QR/wFJjd4Z9vYW4f2P2/SqpURERE5OwcU/c6NQ3CVEPbK4iIiNRmCqWkiOiwszQ7Px1HE/RbVkD9VpB+yN4E/adpUJBXCZWKiIiInJkjlNLUPRERkepJoZQU4Wx2nlSGkVIna9TZ3gS92zjAgDWvwLxL1QRdREREqpxCKRERkepNoZQUERVqD6XKPFLqZB6+MPzlk5qgb1ETdBEREalSKVl57DmSCSiUEhERqa4USkkRUYXT9/YfL8UKfGfjbILeV03QRUREpEo5Rkk1D/ElyMfDtcWIiIhIiRRKSREhfp7U8/XAMGBX8jmMlnIIaARjvjylCXpv2L3q3M8tIiIichqauiciIlL9KZSSYqJCHc3Oy9lX6lRFmqBHQXoCvDdSTdBFRESk0myKTwEUSomIiFRnCqWkGEez89jkCgqlHBp1hon/UxN0ERERqVSGYbDlQAoAXZoFubQWEREROT2FUlJMdGFfqbhzaXZ+OmqCLiIiIpVs79EsUrLy8XAz06ZhgKvLERERkdNQKCXFRBWOlIqr6JFSJ4sZDrf/oSboIiIiUuE2/397dx4XVbn/AfxzZmFgYFhE2UQEQ8UdFfdySXP3ammaqWlu10zTzJuaWVqmmblUKl37iZaZqdfsest9SQ01zMQlcUsNFxBc2GEYZs7vj2EGBgZEhTkz8Hm/XnMZzjlz5jsz3Hz48Dzfc+MBAKBxgDucFBzuEhER2Sv+K03FmJbv3bifjazcvIp7Inf//CboH7IJOhEREZWbWHM/KS9pCyEiIqJSMZSiYqq5OqG6m/HSyeVyBb7SyGRAhzfYBJ2IiIjKjfnKe+wnRUREZNcYSpFVoeYr8FVwKGViboL+KiyaoCdfss3zExERUaWQo9PjfEIaAKA5r7xHRERk1xhKkVWmJXyX71RgX6minFyBfsuBIRsAl2oFTdB/X8sm6EREVZ02w3i11quHgNPfAw+uS10R2anzCWnQ6UV4uzoh0MtF6nKIiIioFAqpCyD7ZGp2fsmWoZRJg75AzZbAtn8C1w4BP00FruwD/vEFoK5m+3qIiKjiGPRARhKQfhtISzAu4067XehrovG+Ns3ycf1XAV7BkpRM9q2gn5QnBEGQthgiIiIqFUMpsqqerZfvFWVqgn58JbBvnrEJ+q2TwPNfAnU6S1MTERE9Gm16ftBUKHCyCJ0SgIw7gKgv2/mcNMZ/HzT+gAsbWJN15n5SXLpHRERk9xhKkVWm5Xu3UrKRqc2Dq0qCHxWZDGg/GQjpCGwdC9y9ZGyC3n4y8OwcQOFk+5qIiKgMs5vyA6fcMs62FeSAm29B4OQeYPlV42/cp9JU7OuiSoFNzomIiBwHQymyysvVCdXdVLibocWVpAw0k/Kvjf7NgPGHgN3vACfXGpugX/0FGLgGqFFPurqIiCqjYrObrARPGXcA0VC286ncAY2f9bDJ3R/QBABuPoBMXrGvi6qEexlaxN/PAgA0DfSUthgiIiJ6KIZSVKJ6vm64m6HFpTvp0oZSAOCkNjZBD+0GbJ8MJJ4xNkHvuRBoOQpgzwgiotLp84DMpOKBU3pixcxucg8whlGc3UQ2ZJolFerjBg8XpbTFEBER0UMxlKIS1fPV4Ohf93A5SaK+UtaYmqD/OME4W4pN0ImoqsnTAjmpQHaK8WtOKpCTkn9LLb4v+4FxZtMjz27yLwicOLuJHAT7SRERETkWhlJUorq+pmbnElyBrzTu/sDwbcWboA+IBJ7qInV1RESl0+cZryRnCpGKhUup1sMl0768nMd/7jLNbvIHVG7l8lKJbI2hFBERkWNhKEUlqutjXHJxWaor8JXGWhP09QPym6C/xyboZH/S7wBJfxoDCUEAkL/kVMj/H9M2i6+l7TM9vug+POHjiz5/KccAgCAzzpYR5Mavhe8LckCmMP7/tTIxGIDcjJJnJj0sXCrr8rhSCYCzO+DskX/ztPzq4llon4dxVhNnN1ElZzCIDKWIiIgcjOSh1KpVq7B48WIkJCSgUaNGWL58OZ555hmrxyYkJOCtt97CyZMncfnyZbzxxhtYvny5bQuuQurlz5S6lZKNDG0e3KS4At/DFGuC/gVw9RCboJO0su4Dt08V3G79YezdU5WZQytF/n1ZKdsUhUItWaH9pYVfRe8/xvOYtuVpC4VKKcWDJW1a2ZfBlcbJzTI4MgdLHtaDpcL7Ve6VL+wjekJX72YiPScPzkoZwvzYy4yIiMgRSJoybNq0CVOnTsWqVavQoUMH/Pvf/0avXr1w/vx5BAUFFTteq9WiRo0amD17NpYtWyZBxVWLp9oJNTQqJKdrcflOOpoHeUldknWmJuh1nwP+O6lQE/QFQMtX2QSdKpY2A0g4Ddz+oyCAenDNyoECUL0uoFQDEI2bRNF4X0T+V9HK19L2FT3mSc8jmg97+DGmbQbAoC/YXhJRD+j1gD734e+po5CrSg+OSgyWPI2znORswkxUnkyzpJrU9IBCztCWiIjIEUgaSi1duhRjxozB2LFjAQDLly/H7t27ERkZiYULFxY7Pjg4GJ999hkAICoqyqa1VlX1fN3yQ6kM+w2lTML6AAEtCjVBfxO4sh/o9zng6i11dVQZ6HKAO+cKwqfbfwDJF2E1kPEKAWq2MP5MBjQ3zuqrzH16RNEYTol6wJBX6L7B+L2oL7StyP1H3pZXEIY9dFt+DSVus1KrQlUkWPKyHjopnaV+14mokNgbDwBw6R4REZEjkSyUys3NxcmTJzFz5kyL7d27d8fRo0clqoqKquujQfSVe/bX7Lwk1pqg3/wdeP5LNkGnR6PPA5LjCsKn26eAO+cBg674se41jcFTQHNjEOUfXvWuBikIgFwB4z8rKqmrIaIqqKCflJ3/EY2IiIjMJAul7t69C71eD19fX4vtvr6+SExMLLfn0Wq10Gq15u/T0tLK7dxVQT1fY0+G0zdToNMboHSE6fClNkGfY5wFQVSYwQDcu5LfA+oPYxCVeMb6Vc7U3sbZTzXzZ0AFtAA0vsWPIyIqR4/SgxMAVq5ciRUrVuD69esICgrC7Nmz8corr5j3r1u3Dq+++mqxx2VnZ8PZ2fFmAebo9LiQYPwDWniQp7TFEBERUZlJ3rlaKNLvRxTFYtuexMKFCzFv3rxyO19VY5oCf+L6A/Rcfhjv9mmIzvVrlOtnVGFMTdD3zAZ+j2ITdDISRSAlviB8un3K2BNKayWwVrkbf44KL8PzDGKfMiKyqUftwRkZGYlZs2bhq6++QqtWrRATE4Nx48bBy8sL/fr1Mx/n7u6OixcvWjzWEQMpADh3KxV5BhE1NCoEeDjmayAiIqqKJAulqlevDrlcXmxWVFJSUrHZU09i1qxZmDZtmvn7tLQ01KpVq9zOX9k1DHDH4kFNsXDnBfyVnIlX153AM3WrY07fhuZZVHbNSQ30XQaEdiveBD18OKBwkrpCqmjpiQXhk2kZXta94scpXAD/pgXhU80WQLWneIUzIpLco/bgXL9+Pf75z39iyJAhAIA6derg+PHjWLRokUUoJQgC/Pz8bPMiKtip+BQAQPNano7xhzMiIiICIGEo5eTkhJYtW2Lv3r14/vnnzdv37t2L/v37l9vzqFQqqFRcrvUkXoyohe6N/LDy4BWsjb6GI5fvoufywxjaOgjTnqsHbzcHeH/NTdBfA64eNDZB3zkDqBEG+DU1hhF+TQDfxsarYpFjyrpfaAneKeP99NvFj5MpAd9GBeFTQAvjz4Jc8smjREQWHqcHp1arLTbjycXFBTExMdDpdFAqjVd+zMjIQO3ataHX6xEeHo4PP/wQzZs3r5gXUsHM/aS4dI+IiMihSPob2LRp0zBixAhERESgXbt2WL16NeLj4zFhwgQAxllOt27dwjfffGN+TGxsLADjQCo5ORmxsbFwcnJCw4YNpXgJVYaHixLv9G6AYW2CsHDHBez6MxEbfovH9tjbmNw1FCPbB0OlkEtdZunc/YHhPwDHVwFHPgWyHxhnTiWeAWILHecVYgyo/JsaAyu/poDGj0u27I023bjsrvCV8B5cL36cIAOq17fsAeXbiFdOIyKH8Dg9OHv06IH/+7//w4ABA9CiRQucPHkSUVFR0Ol0uHv3Lvz9/REWFoZ169ahSZMmSEtLw2effYYOHTrg9OnTqFu3rtXz2nOfzoIm556S1kFERESPRtJQasiQIbh37x4++OADJCQkoHHjxtixYwdq164NAEhISEB8fLzFYwr/Be/kyZP47rvvULt2bVy/ft2WpVdZtb1d8eWIljh+9R4+/Ok8/rydhgU7LmDDb/GY1asBejTyte9p8zIZ0H4S0O51Y1+hxDNA4lkgIf9r2k3gwTXjLW57wePU1YsHVd5PATI7D+IqC10OcOec5ZXwki8CEIsfW61OQfhUs4Xxs1K52bxkIqLy9Cg9OOfMmYPExES0bdsWoijC19cXo0aNwieffAK53PjvVtu2bdG2bVvzYzp06IAWLVrgiy++wOeff271vPbapzMpPQe3UrIhCEDTQE+pyyEiIqJHIIiiaOW3usorLS0NHh4eSE1Nhbs7l2k9Cb1BxNY/bmLx7otITjf+5bRNSDXM6dsQjWt6SFzdY8q6XzyounsJEPXFj1W4GGfcmJb++TUDfBoY+1jR48lJA1JvAqk3jKGhKYhKOg8Y8oof716z0BK85sabCy8FTkSPz97GCbm5uVCr1diyZYtFu4MpU6YgNjYWhw4dKvGxOp0Od+7cgb+/P1avXo0ZM2YgJSUFshJ65Y0bNw43b97Ezp07re63NlOqVq1akr9Xe/5MxPj1J1HfV4Pdb3aUrA4iIiIqUNYxFRuo0GOTywQMjqiFPk388eWhv7D68FX8du0++q34FYNaBOJfPerDx93BlkipqwF1OhtvJrpsYyhSOKi6cw7QZQG3fjfeTAQZ4F23UFCVP6vK1dvWr8T+GPRAxh0g5YYxdDKFT6k3jbeUG4A2teTHq70LZj+ZmpFryu+iCERE9uhJenAqlUoEBgYCAL7//nv07du3xEBKFEXExsaiSZMmJZ7PXvt0cukeERGR42IoRU/MVaXAW93r46XWQVi08wK2n76NLSdv4uezCZjY+SmMfaYOnJUOvMxN6QLUbGm8mRj0wP2rxllVpqAq8QyQmQzcvWi8nd1ScLwmoEhQ1QTwCq5cfapyM4HUW0BqfEHIZAqcUuOBtNvWZzsV5eIFeAQCHkFA9dCCIMqjVuV6v4iIyuhRe3BeunQJMTExaNOmDR48eIClS5fi3Llz+Prrr83nnDdvHtq2bYu6desiLS0Nn3/+OWJjY7Fy5UpJXuOTYJNzIiIix8VQispNTU8XfD60OUZ1CMaHP53HqfgUfLrnEjbG3MDbPevjH80C7Lvf1KOQyYHqdY23xgMLtqcnFgRUprDq/l/GK8Cl3wYu7So4VuWeH1IVCqpqhAEKJ9u/nocRRWPgZnWW0w3j9uz7Dz+PIDcuufOslR88BRrDJo9C37P/ExGRhUftwanX67FkyRJcvHgRSqUSXbp0wdGjRxEcHGw+JiUlBePHj0diYiI8PDzQvHlzHD58GK1bt7b1y3sieoOIMzeNs2w5U4qIiMjxsKcUVQhRFLH99G0s2nkBt1NzAADNgzwxp29DtAiqYj1/tOnAnT/zl/+dNn5NOg/oc4sfK1MCPmEFy/78mgB+jQHnCu7RpcsB0m4VBE0phYOnG8YZUHrtw8/jpMkPnPJDpsL3PWoZr2LI5vBEZMc4Tig7e3ivLt1JR/dlh6F2kuPs3B6QyyrJH7+IiIgcHHtKkaQEQUD/8Jro0cgPXx2+ishDf+FUfApeWHUU/cMD8HbPMNT0dJG6TNtQaYCgtsabiV5nbKBu7lOVf8tJzZ9pdRbAhoLjvYILmqmbZle5B5RtOZsoAtkPjI3DzcvpblgGUJlJZXghAqDxL3mWk2etig/PiIiIComNTwEANKnpwUCKiIjIATGUogrlrJRjcte6GNyqFj7dfRH/+eMm/ht7G7vOJWJ8xzqY0OkpuKqq4I+hXGm8cp9vI6DZS8ZtomgMigo3VE88Y9z24LrxFve/gnOovS2bqWt8jX2brC2x02U9vCal2nIZXdFZTu4BxrqJiIjsxKkbDwCwnxQREZGjqoJpAEnB190Zi19shpHtg/HBT+cRc+0+vjhwBZtO3MD0HvUxqEUgZFX9L5yCAHgGGW9hfQq2Z903Xu2vcFCVfBHIugdc/cV4Kws335JnOHnUMjYYryw9v4iIqEo4lT9TqnmtKtYagIiIqJJgKEU21bimBzaNb4vdfyZiwY4LiL+fhbf/cwbfHLuOOX0aok0db6lLtD/qakBIR+PNRJcDJMdZBlVZ9wo1ES80w8kj0Lhd6SzdayAiIipnmdo8XLqTDsDYt5KIiIgcD0MpsjlBENCzsT+6hPng66PX8cX+Kzh3Kw1DVh9Hz0Z+mNU7DLW9XaUu074pnYGA5sYbERFRFXT2VioMIuDv4Qxfd/7hhYiIyBHJpC6Aqi6VQo7xHZ/CwX91xrA2QZAJwK4/E/Hc0sNYuCMOaTk6qUskIiIiOxV7IwUAEF7LU9I6iIiI6PExlCLJVXdT4aPnm2DnlI54pm515OoN+Pfhq+iy+Bd8e/xv5OkNUpdIREREdsZ05T2GUkRERI6LoRTZjfp+GnwzujXWjmqFOjVccS8zF+/+eA69Pz+Cw5eSpS6PiIiI7AhnShERETk+hlJkVwRBQJcwH+ye2hFz+zWEp1qJS3cy8EpUDEavO4ErSRlSl0hEREQSS0zNQWJaDuQyAU0CPaQuh4iIiB4TQymyS0q5DKM6hODQ9C4Y3SEECpmAAxeS0HP5Yczd/iceZOZKXSIRERFJJPbGAwBAPV8N1E68bg8REZGj4r/iZNc81Eq8168hhrcNwoIdcdgXl4R1R69j26lbeKNrXYxoWxtOCmarREREVckpLt0jIgeh1+uh0/ECTlT5KJVKyOXyJz4PQylyCHVquOH/RrZC9JW7+PCn87iQmI4PfzqPDcf/xju9G6BrAx8IgiB1mURERGQDpibnzRlKEZGdEkURiYmJSElJkboUogrj6ekJPz+/J/pdnKEUOZQOodXx8xvPYPPvN7Bkz0VcvZuJsd/8jg6h3ni3T0M08HeXukQiIiKqQHl6A87cTAUAhAd5SlsMEVEJTIGUj48P1Go1/4BOlYooisjKykJSUhIAwN/f/7HPxVCKHI5cJmBo6yD0beqPlQf/QtSv1xB95R76fH4EQ1oFYdpz9VBDo5K6TCIiIqoAl+5kIFunh0alQGgNN6nLISIqRq/XmwMpb29vqcshqhAuLi4AgKSkJPj4+Dz2Uj424yGHpXFWYmavMOx/qxP6NPGHQQQ2xsSjy6e/IPKXv5Cj00tdIhEREZWz2Px+Uk1reUAm48wDIrI/ph5SarVa4kqIKpbpZ/xJ+qYxlCKHV6uaGiuHtcCWCe3QNNADGdo8LNp1Ac8tO4QdZxMgiqLUJRIREVE5MV15j03OicjecckeVXbl8TPOUIoqjVbB1fDjxA5Y8mIz+LqrcON+NiZu+AND/n0cZ26mSF0eERERlYNY85X3vKQthIiIyqRz586YOnVqmY+/fv06BEFAbGxshdVE9oOhFFUqMpmAgS0DcXB6Z0zpWhfOShlirt/HP1ZEY9rmWCSm5khdIhERET2m9BwdLidlAOBMKSKi8iYIQqm3UaNGPdZ5f/jhB3z44YdlPr5WrVpISEhA48aNH+v5Hkf37t0hl8tx/Phxmz0nGTGUokpJ7aTAm8/Vw8HpnfF885oAgB/+uIUun/6Cz/ZdRnYu+00RERE5mrM3UyGKQE1PF17UhIionCUkJJhvy5cvh7u7u8W2zz77zOL4svYRqlatGjQaTZnrkMvl8PPzg0Jhm+uyxcfH49ixY5g0aRLWrFljk+cszZP0Z3JEDKWoUvP3cMGyIeH48fUOaFnbC9k6PZbtu4Qun/6Cxbsv4I/4B9Ab2HOKiIjIEZwyLd0L8pS0DiKiysjPz8988/DwgCAI5u9zcnLg6emJzZs3o3PnznB2dsa3336Le/fuYejQoQgMDIRarUaTJk2wceNGi/MWXb4XHByMBQsWYPTo0dBoNAgKCsLq1avN+4su3/vll18gCAL279+PiIgIqNVqtG/fHhcvXrR4nvnz58PHxwcajQZjx47FzJkzER4e/tDXvXbtWvTt2xevvfYaNm3ahMzMTIv9KSkpGD9+PHx9feHs7IzGjRvjp59+Mu+Pjo5Gp06doFar4eXlhR49euDBgwfm17p8+XKL84WHh2Pu3Lnm7wVBwJdffon+/fvD1dUV8+fPh16vx5gxYxASEgIXFxfUr1+/WCgIAFFRUWjUqBFUKhX8/f0xadIkAMDo0aPRt29fi2Pz8vLg5+eHqKioh74ntsRQiqqE8Fqe+M+EdljxcnPU9HRBYloOVh78Cy+sOorWH+3DW5tPY+fZBKTnVK1UmoiIyJGY+kk159I9InIwoigiKzdPklt5XvhpxowZeOONNxAXF4cePXogJycHLVu2xE8//YRz585h/PjxGDFiBH777bdSz7NkyRJERETg1KlTmDhxIl577TVcuHCh1MfMnj0bS5Yswe+//w6FQoHRo0eb923YsAEfffQRFi1ahJMnTyIoKAiRkZEPfT2iKGLt2rUYPnw4wsLCUK9ePWzevNm832AwoFevXjh69Ci+/fZbnD9/Hh9//DHkcjkAIDY2Fl27dkWjRo1w7Ngx/Prrr+jXrx/0+kdbmfP++++jf//+OHv2LEaPHg2DwYDAwEBs3rwZ58+fx3vvvYd33nnHorbIyEi8/vrrGD9+PM6ePYvt27cjNDQUADB27Fjs2rULCQkJ5uN37NiBjIwMDB48+JFqq2i2mQ9HZAcEQUDfpgHo1sAXu84lYl/cHRy6lIx7mbnY+sdNbP3jJpRyAW1CvPFsmA+6NvBBbW9XqcsmIiIiGH9xKGhy7ilpLUREjypbp0fD93ZL8tznP+gBtVP5/Oo/depUvPDCCxbbpk+fbr4/efJk7Nq1C1u2bEGbNm1KPE/v3r0xceJEAMaga9myZfjll18QFhZW4mM++ugjdOrUCQAwc+ZM9OnTBzk5OXB2dsYXX3yBMWPG4NVXXwUAvPfee9izZw8yMjJKfT379u1DVlYWevToAQAYPnw41qxZYz7Pvn37EBMTg7i4ONSrVw8AUKdOHfPjP/nkE0RERGDVqlXmbY0aNSr1Oa15+eWXLUI2AJg3b575fkhICI4ePYrNmzebQ6X58+fjrbfewpQpU8zHtWrVCgDQvn171K9fH+vXr8fbb78NwDgj7MUXX4Sbm9sj11eROFOKqhxnpRwDmtfEipdb4I85z2HjuLYY90wI6lR3hU4v4tcrd/HBT+fRafEv6Lb0EBbuiMNvV+8hT2+QunQiIqIq63ZqDpLTtVDIBDSu6SF1OUREVVJERITF93q9Hh999BGaNm0Kb29vuLm5Yc+ePYiPjy/1PE2bNjXfNy0TTEpKKvNj/P39AcD8mIsXL6J169YWxxf93po1a9ZgyJAh5v5VQ4cOxW+//WZeGhgbG4vAwEBzIFWUaabUkyr6vgLAl19+iYiICNSoUQNubm746quvzO9rUlISbt++Xepzjx07FmvXrjUf//PPPxcLvuwBZ0pRlaaUy9DuKW+0e8obs/s0xNXkDBy4kIQDF5IQc+0+riRl4EpSBv59+Co8XJToXL8Gng3zQed6PvBQK6Uun4iIqMo4FW/sz9HA3x3OSrnE1RARPRoXpRznP+gh2XOXF1dXy5UkS5YswbJly7B8+XI0adIErq6umDp1KnJzc0s9j1Jp+buUIAgwGEqfBFD4MYIgAIDFY0zbTB62bPH+/fv48ccfodPpLJb66fV6REVFYdGiRXBxcSn1HA/bL5PJitVhrZF50fd18+bNePPNN7FkyRK0a9cOGo0GixcvNi+LfNjzAsArr7yCmTNn4tixYzh27BiCg4PxzDPPPPRxtsZQiqiQOjXcUKeGG8Y+Uwep2TocuZyMA3FJOHgxCQ+ydPhv7G38N/Y25DIBLWt7oVsDHzwb5ounargW+48gERERlZ/Y+BQAXLpHRI5JEIRyW0JnT44cOYL+/ftj+PDhAIwh0eXLl9GgQQOb1lG/fn3ExMRgxIgR5m2///57qY/ZsGEDAgMD8eOPP1ps379/PxYuXGieAXbz5k1cunTJ6myppk2bYv/+/RZL7QqrUaOGRV+ntLQ0XLt27aGv58iRI2jfvr15iSMA/PXXX+b7Go0GwcHB2L9/P7p06WL1HN7e3hgwYADWrl2LY8eOmZck2pvK9/8KonLi4aJE36YB6Ns0AHqDiFPxD7D/QhIOxCXh4p10xFy7j5hr97FgxwXU9laja5gvujbwQavganBScGUsERFReWI/KSIi+xMaGoqtW7fi6NGj8PLywtKlS5GYmGjzUGry5MkYN24cIiIi0L59e2zatAlnzpyx6P9U1Jo1azBo0CA0btzYYnvt2rUxY8YM/Pzzz+jfvz86duyIgQMHYunSpQgNDcWFCxcgCAJ69uyJWbNmoUmTJpg4cSImTJgAJycnHDx4EC+++CKqV6+OZ599FuvWrUO/fv3g5eWFOXPmmJuklyY0NBTffPMNdu/ejZCQEKxfvx4nTpxASEiI+Zi5c+diwoQJ8PHxQa9evZCeno7o6GhMnjzZfMzYsWPRt29f6PV6jBw58jHe2YrHUIqoDOQyARHB1RARXA0zeobhxv0sHLiQhP0XknD8r3v4+14WoqKvISr6GtxUCnSsVx3PhvmiS/0a8HZTSV0+ERGRQ9PpDTh7KxUAEB7kKW0xRERkNmfOHFy7dg09evSAWq3G+PHjMWDAAKSmptq0jmHDhuHq1auYPn06cnJyMHjwYIwaNQoxMTFWjz958iROnz6Nr776qtg+jUaD7t27Y82aNejfvz+2bt2K6dOnY+jQocjMzERoaCg+/vhjAEC9evWwZ88evPPOO2jdujVcXFzQpk0bDB06FAAwa9YsXL16FX379oWHhwc+/PDDMs2UmjBhAmJjYzFkyBAIgoChQ4di4sSJ2Llzp/mYkSNHIicnB8uWLcP06dNRvXp1DBo0yOI83bp1g7+/Pxo1aoSAgIAyv5+2JIjleX1IB5CWlgYPDw+kpqbC3d1d6nKoEsjU5uHI5bs4cOEODlxIxt0MrXmfIBgvW921gS+eDfNBmJ+Gy/yIiOwYxwllZ8v36tytVPT94le4OysQ+153yGT8t5SI7FdOTg6uXbuGkJAQODs7S11OlfXcc8/Bz88P69evl7oUyWRlZSEgIABRUVHFrppYHkr7WS/rOIEzpYiekKtKgZ6N/dCzsR8MBhFnb6Vif9wd7L+QhD9vp+GP+BT8EZ+CxbsvoqanC54N88GzDXzQro43G7USERGVwan8pXvNankykCIiomKysrLw5ZdfokePHpDL5di4cSP27duHvXv3Sl2aJAwGAxITE7FkyRJ4eHjgH//4h9QllYihFFE5kskENKvliWa1PDGte30kpGbj4IVk7I+7g1+v3MWtlGysP/431h//Gy5KOZ6uWx1dw3zwbJgPfNz5VxQiIiJrTE3Om7OfFBERWSEIAnbs2IH58+dDq9Wifv362Lp1K7p16yZ1aZKIj49HSEgIAgMDsW7dOigU9hv92G9lRJWAv4cLXm4ThJfbBCE7V49jV+9if1wSDlxIQkJqDvaev4O95+8AAJrU9EDXBj7oGuaLRgHu/EswERFRvtgbDwCwnxQREVnn4uKCffv2SV2G3QgODoajdGpiKEVkIy5Ocjwb5otnw3whiiLOJ6ThQJyxWfrpmyk4eysVZ2+lYvm+y/DRqNC1gQ+eDfNFh1DvSnn5WCIiorJIzdbhr+RMAECzQE9piyEiIqJyxd90iSQgCAIaBXigUYAHJneti+R0LQ5eTMKBuCQcuZyMpHQtNsbcwMaYG3BSyND+KW/jMr8Gvqjp6SJ1+URERDZz5mYKACComppXtCUiIqpkGEoR2YEaGhUGR9TC4Iha0Obp8dvV+zhwIQn74u7g5oNs/HIxGb9cTMac//6JMD+NeRZVeC1PyLnMj4iIKjFTP6lw9pMiIiKqdBhKEdkZlUKOjvVqoGO9Gni/X0NcScrAvrgkHLhwByf/foALiem4kJiOlQf/grerEzrX90HX/Kv5eaqVEASGVEREVHmYrrzXnP2kiIiIKh2GUkR2TBAE1PXVoK6vBq91fgoPMnNx6FIy9sXdwaFLybiXmYutf9zE1j9uAgAUMgGeaidUc1Uav6qd4OWqhJfaCV5qJ3iqlajm6pR/jBO81Eq4OyvZVJ2IiOySKIqIzQ+lOFOKiIio8mEoReRAvFydMKB5TQxoXhM6vQG/X3+AAxfuYH9cEq7ezUSeQcTdDC3uZmjLfE6ZAHiaAiu1kznU8lI7wSs/uCocYnmpneDhooRCLqvAV0pERATcuJ+N+5m5cJLL0DDAXepyiIiIqJwxlCJyUEq5DO2e8ka7p7wxu09DZOfq8SAr13jL1OFBVi5SsnJxP/++8abDg8zc/H06ZGjzYBCB+5m5uJ+Zi6vILPPze7goLQIrU6hlDLKKh1meaic4KRhkERFR2Z268QAA0CDAHSqFXOJqiIioLDp37ozw8HAsX74cABAcHIypU6di6tSpJT5GEARs27YNAwYMeKLnLq/zkO0wlCKqJFyc5HBxckHAI1ydT5unR2qWDvfzg6yUrFzczw+s7meaAi5jmGUMuHKRlpMHwHiJ7tRsHXAvq8zP56ZSmJcTGpcXFpmF5Wq5zFCtVEAuF6CQCZDLBMgFgUsNiYiqENPSveZcukdEVOH69euH7Oxs7Nu3r9i+Y8eOoX379jh58iRatGjxSOc9ceIEXF1dy6tMAMDcuXPx448/IjY21mJ7QkICvLy8yvW5SpKdnY2AgAAIgoBbt27BxYVXSX8cDKWIqjCVQg4fdzl83J3L/Jg8vQEp2TqLWVim+6bgyhxi5QdcKVm5MIhAhjYPGdo83Lif/dg1ywRAIZNBLssPqwqFVhbbTdvkAuQyGeSFHycXLI4r+riC/UW2y4znKv74/O3FHl9ku0yAi5McriqF8eYkh9pJwRlkFcxgEJGZa/zZy8jJQ3r+1+LfG2cPAgLcnRVwUymgcVZA46yEm7Pxvruz0rzdzVnBmRtEFYz9pIiIbGfMmDF44YUX8Pfff6N27doW+6KiohAeHv7IgRQA1KhRo7xKfCg/Pz+bPdfWrVvRuHFjiKKIH374AcOGDbPZcxcliiL0ej0UCseLeByvYiKSlEIuQ3U3Faq7qcr8GINBRFqOzjKwysyfkWUOtQrvM37NM4jFzyUCuXoDoC/PVyUtpVzID6kUUDvJoc4PrMzBVaEAy02lgFolNx9rEXAVepyyEvT80ukNyNTmId0UIFkLkYqGTIWPL7StojgpZIUCLKVFkKVxVphvbiqlOchyd7Y81tVJwRmARFbk5hnw5+00AAyliIhsoW/fvvDx8cG6devw/vvvm7dnZWVh06ZNWLBgAe7du4dJkybhyJEjuH//Pp566im88847GDp0aInnLbp87/LlyxgzZgxiYmJQp04dfPbZZ8UeM2PGDGzbtg03b96En58fhg0bhvfeew9KpRLr1q3DvHnzAMB85fG1a9di1KhRxZbvnT17FlOmTMGxY8egVqsxcOBALF26FG5ubgCAUaNGISUlBU8//TSWLFmC3NxcvPTSS1i+fDmUSmWp79eaNWswfPhwiKKINWvWFAul/vzzT7z99ts4cuQIRFFEeHg41q1bh6eeegqAMehbsmQJrly5gmrVqmHgwIFYsWIFrl+/jpCQEJw6dQrh4eEAgJSUFHh5eeHgwYPo3LkzfvnlF3Tp0gW7du3C7NmzcebMGezevRtBQUGYNm0ajh8/jszMTDRo0AALFy5Et27dzHVptVrMmTMHGzduRFJSEoKCgjBz5kyMHj0adevWxYQJEzB9+nTz8efOnUPTpk1x+fJlc+3liaEUEVU4Wf5VAT3VTmV+jCiK0BtE5BmKfjUYv+pL2G76Xl/CdoMIvcFg5fH52w0i9PoStpu+15ew/SHn1+kNyM7VIys3D5lavTFcA6DTi/kzynTl9p47yWVWwitjsGUKsNxU+fucCoIuawGXaX9Zgi5RFKHNM1iEQgWhkpUQqcRQSYccnaHc3g/AeHVKUzDkplJCozLdN37V5Ad8oghkaHVIzzHWkq7NQ3pOfu05xvuZucZUNDfPgLsZubibkfvYdQkC4OZUMPvKFGiZgi5Nfm3G/YW/VxZ6DGdtUeUTl5CG3DwDvNRK1PZWS10OEdGTEUVAV/a2F+VKqTYOOB5CoVDglVdewbp16/Dee++ZA58tW7YgNzcXw4YNQ1ZWFlq2bIkZM2bA3d0dP//8M0aMGIE6deqgTZs2D30Og8GAF154AdWrV8fx48eRlpZmtdeURqPBunXrEBAQgLNnz2LcuHHQaDR4++23MWTIEJw7dw67du0yLzX08PAodo6srCz07NkTbdu2xYkTJ5CUlISxY8di0qRJWLdunfm4gwcPwt/fHwcPHsSVK1cwZMgQhIeHY9y4cSW+jr/++gvHjh3DDz/8AFEUMXXqVFy9ehV16tQBANy6dQsdO3ZE586dceDAAbi7uyM6Ohp5ecY/lkZGRmLatGn4+OOP0atXL6SmpiI6Ovqh719Rb7/9Nj799FPUqVMHnp6euHnzJnr37o358+fD2dkZX3/9Nfr164eLFy8iKCgIAPDKK6/g2LFj+Pzzz9GsWTNcu3YNd+/ehSAIGD16NNauXWsRSkVFReGZZ56pkEAKYChFRHZKEIzL4Crz79m5ecaQKjM3D5naPGTm6pFl+pq/3CxLa9yflas3HlNof6a24GtmrvFYU9CVqzcgN8tQYUGXKeBSygVkaPXmwClDmwedvvgMtyehUsjMIY0xPFKaQ6SioZIpcDIvsSt0jEohMw+unpTeIOYHaLqCIC0nD2k5OnMIl266n5OHtPygzRR0mfbr9CJEEcbgS5sHpD5+TU4KWaHwyvg+me67KOVwVsrhrJTBWWG8r8q/r1LK8vfJ4ayQWewzP0YpL9f3j6gsTEv3mtXy5M8eETk+XRawIECa537nNuBUtp5Oo0ePxuLFi80zcQBjKPHCCy/Ay8sLXl5eFoHF5MmTsWvXLmzZsqVModS+ffsQFxeH69evIzAwEACwYMEC9OrVy+K4d99913w/ODgYb731FjZt2oS3334bLi4ucHNzg0KhKHW53oYNG5CdnY1vvvnG3NNqxYoV6NevHxYtWgRfX18AgJeXF1asWAG5XI6wsDD06dMH+/fvLzWUioqKQq9evcz9q3r27ImoqCjMnz8fALBy5Up4eHjg+++/N8+4qlevnvnx8+fPx1tvvYUpU6aYt7Vq1eqh719RH3zwAZ577jnz997e3mjWrJnF82zbtg3bt2/HpEmTcOnSJWzevBl79+41z54yBWkA8Oqrr+K9995DTEwMWrduDZ1Oh2+//RaLFy9+5NrKiqEUEZFEnBQyOClk8FCXPjX4UZiCrozcvIKAK/+rMdCyDLqMwVfhIMx4fFbukwddrk7yQqFR/sykQiFR0dBIYyVQclXZZ88tuUyAh4sSHi6P/9mZZpWZZl+Zwi1TmFUQYOkKzdgqfdbWvbxc3Mt8/FlbD6NSyKBSFAqxTIFWfrilUhTaVkKwpSoSgJn2WzzWfD4GYVUZ+0kREdleWFgY2rdvj6ioKHTp0gV//fUXjhw5gj179gAA9Ho9Pv74Y2zatAm3bt2CVquFVqstcyPzuLg4BAUFmQMpAGjXrl2x4/7zn/9g+fLluHLlCjIyMpCXlwd3d/dHei1xcXFo1qyZRW0dOnSAwWDAxYsXzaFUo0aNIJcX/CXc398fZ8+eLfG8er0eX3/9tcWyw+HDh+PNN9/EvHnzIJfLERsbi2eeecbqEsCkpCTcvn0bXbt2faTXY01ERITF95mZmZg3bx5++ukn3L59G3l5ecjOzkZ8fDwAIDY2FnK5HJ06dbJ6Pn9/f/Tp0wdRUVFo3bo1fvrpJ+Tk5ODFF1984lpLwlCKiKgSqaigKyvXSsCVPyvKWsjk6qSAnH2SSiUIgjmUqaEpe4+2okyztorPziqYtZWdq0dOnh5anQHaPD1ydAbk6PT5NwNy8rdp848x78szLn810eYZoM0zmK/CWdEEwRSEWQZWzkoZXuv8FHo29rdJHSSNU/EPAADNg2xzFSUiogqlVBtnLEn13I9gzJgxmDRpElauXIm1a9eidu3a5gBlyZIlWLZsGZYvX44mTZrA1dUVU6dORW5u2f4oJorFZ9QX/QPU8ePH8dJLL2HevHno0aOHecbRkiVLHul1iKJY4h+3Cm8vGhwJggCDoeQ2Ert378atW7cwZMgQi+16vR579uxBr169Sr0S38Ou0ieTycz1m+h01v8oXDQM/Ne//oXdu3fj008/RWhoKFxcXDBo0CDz51OWKwSOHTsWI0aMwLJly7B27VoMGTIEanXFLaNnKEVERKUyBl1O8GRLF7tkOWur/C9FrNMbQyptnqEgxNLpLcKtovvMIZfFvsIBmCkEMx5jCsBMx5lyMFFE/jkNSC1y0c60bNsEYySNB5m5uH7P2HslPNBT2mKIiMqDIJR5CZ3UBg8ejClTpuC7777D119/jXHjxplDnCNHjqB///4YPnw4AGOPqMuXL6NBgwZlOnfDhg0RHx+P27dvIyDAuJzx2LFjFsdER0ejdu3amD17tnnb33//bXGMk5MT9PrSr3zUsGFDfP3118jMzDSHN9HR0ZDJZBZL6R7VmjVr8NJLL1nUBwAff/wx1qxZg169eqFp06b4+uuvodPpioVeGo0GwcHB2L9/v3mJZGGmqxUmJCSgefPmAIwznMriyJEjGDVqFJ5//nkAQEZGBq5fv27e36RJExgMBhw6dMii+XlhvXv3hqurKyIjI7Fz504cPny4TM/9uBhKERERUYmUchmUchk0Nno+URSh04tFQq/Cs7uMM7rC/B9tCj85Fo2zAv+b9DQuJ6WX68xPIiJ6ODc3NwwZMgTvvPMOUlNTMWrUKPO+0NBQbN26FUePHoWXlxeWLl2KxMTEModS3bp1Q/369fHKK69gyZIlSEtLKxbuhIaGIj4+Ht9//z1atWqFn3/+Gdu2bbM4Jjg4GNeuXUNsbCwCAwOh0WigUlnOPB82bBjef/99jBw5EnPnzkVycjImT56MESNGmJfuPark5GT873//w/bt29G4cWOLfSNHjkSfPn2QnJyMSZMm4YsvvsBLL72EWbNmwcPDA8ePH0fr1q1Rv359zJ07FxMmTICPjw969eqF9PR0REdHY/LkyXBxcUHbtm3x8ccfIzg4GHfv3rXosVWa0NBQ/PDDD+jXrx8EQcCcOXMsZn0FBwdj5MiRGD16tLnR+d9//42kpCQMHjwYACCXyzFq1CjMmjULoaGhVpdXlif7a9RBREREVZYgCMam7c5K1NCoUKuaGqE+GjSu6YGI4Gp4um51dG3gi5qe5T8rjOyHQi5Dk0APvNAi8OEHExFRuRszZgwePHiAbt26ma/aBgBz5sxBixYt0KNHD3Tu3Bl+fn4YMGBAmc8rk8mwbds2aLVatG7dGmPHjsVHH31kcUz//v3x5ptvYtKkSQgPD8fRo0cxZ84ci2MGDhyInj17okuXLqhRowY2btxY7LnUajV2796N+/fvo1WrVhg0aBC6du2KFStWPNqbUYipabq1flBdunSBRqPB+vXr4e3tjQMHDiAjIwOdOnVCy5Yt8dVXX5lnTY0cORLLly/HqlWr0KhRI/Tt2xeXL182nysqKgo6nQ4RERGYMmWKuYH6wyxbtgxeXl5o3749+vXrhx49eqBFixYWx0RGRmLQoEGYOHEiwsLCMG7cOGRmZlocM2bMGOTm5mL06NGP+hY9MkG0tqizEktLS4OHhwdSU1MfuVEaERERVW4cJ5Qd3ysiIutycnJw7do1hISEwNnZWepyiB5ZdHQ0OnfujJs3b5Y6q6y0n/WyjhO4fI+IiIiIiIiIqIrTarW4ceMG5syZg8GDBz/2MsdHweV7RERERERERERV3MaNG1G/fn2kpqbik08+sclzMpQiIiIiIiIiIqriRo0aBb1ej5MnT6JmzZo2eU6GUkREREREREREZHMMpYiIiIiIiIiIyOYYShERERERERGVsyp2oXuqgsrjZ1zyUGrVqlXmywe2bNkSR44cKfX4Q4cOoWXLlnB2dkadOnXw5Zdf2qhSIiIiIiIiotIplUoAQFZWlsSVEFUs08+46Wf+cSjKq5jHsWnTJkydOhWrVq1Chw4d8O9//xu9evXC+fPnERQUVOz4a9euoXfv3hg3bhy+/fZbREdHY+LEiahRowYGDhwowSsgIiIiIiIiKiCXy+Hp6YmkpCQAgFqthiAIEldFVH5EUURWVhaSkpLg6ekJuVz+2OcSRAnnFLZp0wYtWrRAZGSkeVuDBg0wYMAALFy4sNjxM2bMwPbt2xEXF2feNmHCBJw+fRrHjh0r03OmpaXBw8MDqampcHd3f/IXQURERJUGxwllx/eKiKhkoigiMTERKSkpUpdCVGE8PT3h5+dnNXQt6zhBsplSubm5OHnyJGbOnGmxvXv37jh69KjVxxw7dgzdu3e32NajRw+sWbMGOp3O6pQxrVYLrVZr/j4tLa0cqiciIiIiIiKyThAE+Pv7w8fHBzqdTupyiMqdUql8ohlSJpKFUnfv3oVer4evr6/Fdl9fXyQmJlp9TGJiotXj8/LycPfuXfj7+xd7zMKFCzFv3rzyK5yIiIiIiIioDORyebn84k5UWUne6LzoNC9RFEtdb2vteGvbTWbNmoXU1FTz7caNG09YMRERERERERERPSnJZkpVr14dcrm82KyopKSkYrOhTPz8/Kwer1Ao4O3tbfUxKpUKKpWqfIomIiIiIiIiIqJyIdlMKScnJ7Rs2RJ79+612L537160b9/e6mPatWtX7Pg9e/YgIiLiiS5BSEREREREREREtiXZTCkAmDZtGkaMGIGIiAi0a9cOq1evRnx8PCZMmADAuPTu1q1b+OabbwAYr7S3YsUKTJs2DePGjcOxY8ewZs0abNy4sczPaVrux4bnREREVJRpfCDhxYkdBsdUREREVJKyjqkkDaWGDBmCe/fu4YMPPkBCQgIaN26MHTt2oHbt2gCAhIQExMfHm48PCQnBjh078Oabb2LlypUICAjA559/joEDB5b5OdPT0wEAtWrVKt8XQ0RERJVGeno6PDw8pC7DrnFMRURERA/zsDGVIFaxPwUaDAbcvn0bGo2m1IbqVCAtLQ21atXCjRs34O7uLnU5ZAU/I8fAz8n+8TOyfxX9GYmiiPT0dAQEBEAmk/x6MHaNY6pHx//G2D9+Ro6Bn5P942dk/+xlTCXpTCkpyGQyBAYGSl2GQ3J3d+d/UOwcPyPHwM/J/vEzsn8V+RlxhlTZcEz1+PjfGPvHz8gx8HOyf/yM7J/UYyr+CZCIiIiIiIiIiGyOoRQREREREREREdkcQyl6KJVKhffffx8qlUrqUqgE/IwcAz8n+8fPyP7xMyJHxp9f+8fPyDHwc7J//Izsn718RlWu0TkREREREREREUmPM6WIiIiIiIiIiMjmGEoREREREREREZHNMZQiIiIiIiIiIiKbYyhFVi1cuBCtWrWCRqOBj48PBgwYgIsXL0pdFpVi4cKFEAQBU6dOlboUKuLWrVsYPnw4vL29oVarER4ejpMnT0pdFhWSl5eHd999FyEhIXBxcUGdOnXwwQcfwGAwSF1alXX48GH069cPAQEBEAQBP/74o8V+URQxd+5cBAQEwMXFBZ07d8aff/4pTbFEpeCYyvFwTGW/OKaybxxP2Sd7H1MxlCKrDh06hNdffx3Hjx/H3r17kZeXh+7duyMzM1Pq0siKEydOYPXq1WjatKnUpVARDx48QIcOHaBUKrFz506cP38eS5Ysgaenp9SlUSGLFi3Cl19+iRUrViAuLg6ffPIJFi9ejC+++ELq0qqszMxMNGvWDCtWrLC6/5NPPsHSpUuxYsUKnDhxAn5+fnjuueeQnp5u40qJSscxlWPhmMp+cUxl/ziesk/2Pqbi1feoTJKTk+Hj44NDhw6hY8eOUpdDhWRkZKBFixZYtWoV5s+fj/DwcCxfvlzqsijfzJkzER0djSNHjkhdCpWib9++8PX1xZo1a8zbBg4cCLVajfXr10tYGQGAIAjYtm0bBgwYAMD4F72AgABMnToVM2bMAABotVr4+vpi0aJF+Oc//ylhtUSl45jKfnFMZd84prJ/HE/ZP3scU3GmFJVJamoqAKBatWoSV0JFvf766+jTpw+6desmdSlkxfbt2xEREYEXX3wRPj4+aN68Ob766iupy6Iinn76aezfvx+XLl0CAJw+fRq//vorevfuLXFlZM21a9eQmJiI7t27m7epVCp06tQJR48elbAyoofjmMp+cUxl3zimsn8cTzkeexhTKWzyLOTQRFHEtGnT8PTTT6Nx48ZSl0OFfP/99/jjjz9w4sQJqUuhEly9ehWRkZGYNm0a3nnnHcTExOCNN96ASqXCK6+8InV5lG/GjBlITU1FWFgY5HI59Ho9PvroIwwdOlTq0siKxMREAICvr6/Fdl9fX/z9999SlERUJhxT2S+Oqewfx1T2j+Mpx2MPYyqGUvRQkyZNwpkzZ/Drr79KXQoVcuPGDUyZMgV79uyBs7Oz1OVQCQwGAyIiIrBgwQIAQPPmzfHnn38iMjKSAyg7smnTJnz77bf47rvv0KhRI8TGxmLq1KkICAjAyJEjpS6PSiAIgsX3oigW20ZkTzimsk8cUzkGjqnsH8dTjkvKMRVDKSrV5MmTsX37dhw+fBiBgYFSl0OFnDx5EklJSWjZsqV5m16vx+HDh7FixQpotVrI5XIJKyQA8Pf3R8OGDS22NWjQAFu3bpWoIrLmX//6F2bOnImXXnoJANCkSRP8/fffWLhwIQdRdsjPzw+A8a97/v7+5u1JSUnF/tJHZC84prJfHFM5Bo6p7B/HU47HHsZU7ClFVomiiEmTJuGHH37AgQMHEBISInVJVETXrl1x9uxZxMbGmm8REREYNmwYYmNjOXiyEx06dCh26e9Lly6hdu3aElVE1mRlZUEms/wnUS6X8xLGdiokJAR+fn7Yu3eveVtubi4OHTqE9u3bS1gZUXEcU9k/jqkcA8dU9o/jKcdjD2MqzpQiq15//XV89913+O9//wuNRmNea+rh4QEXFxeJqyMA0Gg0xfpRuLq6wtvbm30q7Mibb76J9u3bY8GCBRg8eDBiYmKwevVqrF69WurSqJB+/frho48+QlBQEBo1aoRTp05h6dKlGD16tNSlVVkZGRm4cuWK+ftr164hNjYW1apVQ1BQEKZOnYoFCxagbt26qFu3LhYsWAC1Wo2XX35ZwqqJiuOYyv5xTOUYOKayfxxP2Se7H1OJRFYAsHpbu3at1KVRKTp16iROmTJF6jKoiP/9739i48aNRZVKJYaFhYmrV6+WuiQqIi0tTZwyZYoYFBQkOjs7i3Xq1BFnz54tarVaqUursg4ePGj136GRI0eKoiiKBoNBfP/990U/Pz9RpVKJHTt2FM+ePStt0URWcEzlmDimsk8cU9k3jqfsk72PqQRRFEXbxF9ERERERERERERG7ClFREREREREREQ2x1CKiIiIiIiIiIhsjqEUERERERERERHZHEMpIiIiIiIiIiKyOYZSRERERERERERkcwyliIiIiIiIiIjI5hhKERERERERERGRzTGUIiIiIiIiIiIim2MoRUT0GARBwI8//ih1GUREREQOjWMqoqqNoRQROZxRo0ZBEIRit549e0pdGhEREZHD4JiKiKSmkLoAIqLH0bNnT6xdu9Zim0qlkqgaIiIiIsfEMRURSYkzpYjIIalUKvj5+VncvLy8ABingUdGRqJXr15wcXFBSEgItmzZYvH4s2fP4tlnn4WLiwu8vb0xfvx4ZGRkWBwTFRWFRo0aQaVSwd/fH5MmTbLYf/fuXTz//PNQq9WoW7cutm/fXrEvmoiIiKiccUxFRFJiKEVEldKcOXMwcOBAnD59GsOHD8fQoUMRFxcHAMjKykLPnj3h5eWFEydOYMuWLdi3b5/FACkyMhKvv/46xo8fj7Nnz2L79u0IDQ21eI558+Zh8ODBOHPmDHr37o1hw4bh/v37Nn2dRERERBWJYyoiqlAiEZGDGTlypCiXy0VXV1eL2wcffCCKoigCECdMmGDxmDZt2oivvfaaKIqiuHr1atHLy0vMyMgw7//5559FmUwmJiYmiqIoigEBAeLs2bNLrAGA+O6775q/z8jIEAVBEHfu3Flur5OIiIioInFMRURSY08pInJIXbp0QWRkpMW2atWqme+3a9fOYl+7du0QGxsLAIiLi0OzZs3g6upq3t+hQwcYDAZcvHgRgiDg9u3b6Nq1a6k1NG3a1Hzf1dUVGo0GSUlJj/uSiIiIiGyOYyoikhJDKSJySK6ursWmfj+MIAgAAFEUzfetHePi4lKm8ymVymKPNRgMj1QTERERkZQ4piIiKbGnFBFVSsePHy/2fVhYGACgYcOGiI2NRWZmpnl/dHQ0ZDIZ6tWrB41Gg+DgYOzfv9+mNRMRERHZG46piKgicaYUETkkrVaLxMREi20KhQLVq1cHAGzZsgURERF4+umnsWHDBsTExGDNmjUAgGHDhuH999/HyJEjMXfuXCQnJ2Py5MkYMWIEfH19AQBz587FhAkT4OPjg169eiE9PR3R0dGYPHmybV8oERERUQXimIqIpMRQiogc0q5du+Dv72+xrX79+rhw4QIA41Vcvv/+e0ycOBF+fn7YsGEDGjZsCABQq9XYvXs3pkyZglatWkGtVmPgwIFYunSp+VwjR45ETk4Oli1bhunTp6N69eoYNGiQ7V4gERERkQ1wTEVEUhJEURSlLoKIqDwJgoBt27ZhwIABUpdCRERE5LA4piKiisaeUkREREREREREZHMMpYiIiIiIiIiIyOa4fI+IiIiIiIiIiGyOM6WIiIiIiIiIiMjmGEoREREREREREZHNMZQiIiIiIiIiIiKbYyhFREREREREREQ2x1CKiIiIiIiIiIhsjqEUERERERERERHZHEMpIiIiIiIiIiKyOYZSRERERERERERkcwyliIiIiIiIiIjI5v4fmMsr6h4dD8UAAAAASUVORK5CYII=", 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epochsteptrain_acctrain_lossval_accval_loss
013340.9428640.5536590.9716440.146150
126690.9767720.0993180.9695920.150054
2310040.9852610.0561490.9809720.095715
3413390.9902520.0334800.9853560.081325
4516740.9926770.0277040.9833040.090345
5620090.9917910.0265180.9833040.106006
6723440.9930970.0228870.9829310.105744
7826790.9931440.0270540.9822780.104788
8930140.9940300.0227060.9821840.109626
91033490.9936570.0200750.9819050.117632
\n", "
" ], "text/plain": [ " epoch step train_acc train_loss val_acc val_loss\n", "0 1 334 0.942864 0.553659 0.971644 0.146150\n", "1 2 669 0.976772 0.099318 0.969592 0.150054\n", "2 3 1004 0.985261 0.056149 0.980972 0.095715\n", "3 4 1339 0.990252 0.033480 0.985356 0.081325\n", "4 5 1674 0.992677 0.027704 0.983304 0.090345\n", "5 6 2009 0.991791 0.026518 0.983304 0.106006\n", "6 7 2344 0.993097 0.022887 0.982931 0.105744\n", "7 8 2679 0.993144 0.027054 0.982278 0.104788\n", "8 9 3014 0.994030 0.022706 0.982184 0.109626\n", "9 10 3349 0.993657 0.020075 0.981905 0.117632" ] }, "execution_count": 65, "metadata": {}, "output_type": "execute_result" } ], "source": [ "metrics_df" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "What was the validation accuracy in the last epoch and why did it stop there?\n", "\n", "The model stopping evaluating after 10 epochs.\n", "\n", "In the 4th epoch, val_accuracy consisted of 0.9853: a result that did not improve in the six subsequent epochs, leading to the early stopping.\n", "\n", "In the 10th epoch, the val_accuracy was 0.9819." ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "Is the model overfitting?\n", "\n", "Both the accuracy and loss curves mirror each other to a certain extent, despite the slightly more pronounced volatility in the validation curves. The curves follow the same trajectory throughout most epochs but, toward the final epochs, it can be perused that the validation curves begin to shift to the opposite direction: this divergence of behavior likely alludes to the possibility of overfitting if the model continues to be trained (ergo, early stopping was germane), as the training loss and accuracy continue to improve while the validation counterparts deteriorate. " ] }, { "cell_type": "code", "execution_count": 66, "metadata": {}, "outputs": [ { "data": { "text/plain": [ "==========================================================================================\n", "Layer (type:depth-idx) Output Shape Param #\n", "==========================================================================================\n", "Model [1, 5] --\n", "├─Sequential: 1-1 [1, 5] --\n", "│ └─Flatten: 2-1 [1, 784] --\n", "│ └─Linear: 2-2 [1, 64] 50,240\n", "│ └─ReLU: 2-3 [1, 64] --\n", "│ └─Linear: 2-4 [1, 5] 325\n", "==========================================================================================\n", "Total params: 50,565\n", "Trainable params: 50,565\n", "Non-trainable params: 0\n", "Total mult-adds (Units.MEGABYTES): 0.05\n", "==========================================================================================\n", "Input size (MB): 0.00\n", "Forward/backward pass size (MB): 0.00\n", "Params size (MB): 0.20\n", "Estimated Total Size (MB): 0.21\n", "==========================================================================================" ] }, "execution_count": 66, "metadata": {}, "output_type": "execute_result" } ], "source": [ "summary(model, input_size=(1, 28, 28))" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "### 2.7. Evaluate the best model's accuracy on the test set (1pt)" ] }, { "cell_type": "code", "execution_count": 67, "metadata": {}, "outputs": [], "source": [ "best_path = checkpoint_cb.best_model_path\n", "#print(\"Best checkpoint path:\", best_path)" ] }, { "cell_type": "code", "execution_count": 68, "metadata": {}, "outputs": [ { "data": { "text/html": [ "
┏━━━━━━━━━━━━━━━━━━━━━━━━━━━┳━━━━━━━━━━━━━━━━━━━━━━━━━━━┓\n",
       "┃        Test metric               DataLoader 0        ┃\n",
       "┡━━━━━━━━━━━━━━━━━━━━━━━━━━━╇━━━━━━━━━━━━━━━━━━━━━━━━━━━┩\n",
       "│         test_acc              0.9834918975830078     │\n",
       "└───────────────────────────┴───────────────────────────┘\n",
       "
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