From eafb7b9ab9afacceb291a139189392bf6bd31423 Mon Sep 17 00:00:00 2001 From: noah Date: Mon, 3 Apr 2023 18:08:57 -0500 Subject: [PATCH] GridSearchCV for SVC, and finalizing report --- Schrick-Noah_Learning-Practice-9.ipynb | 281 +++++++++++++++++++++++-- Schrick-Noah_Learning-Practice-9.odt | Bin 0 -> 69387 bytes Schrick-Noah_Learning-Practice-9.pdf | Bin 0 -> 62055 bytes 3 files changed, 258 insertions(+), 23 deletions(-) create mode 100644 Schrick-Noah_Learning-Practice-9.odt create mode 100644 Schrick-Noah_Learning-Practice-9.pdf diff --git a/Schrick-Noah_Learning-Practice-9.ipynb b/Schrick-Noah_Learning-Practice-9.ipynb index 03a1508..d617e76 100644 --- a/Schrick-Noah_Learning-Practice-9.ipynb +++ b/Schrick-Noah_Learning-Practice-9.ipynb @@ -14,7 +14,7 @@ }, { "cell_type": "code", - "execution_count": 6, + "execution_count": 28, "metadata": {}, "outputs": [], "source": [ @@ -25,7 +25,9 @@ "import seaborn as sns\n", "from sklearn import preprocessing\n", "from sklearn.model_selection import train_test_split\n", - "\n", + "from sklearn.svm import SVC\n", + "from sklearn.model_selection import GridSearchCV\n", + "from sklearn.metrics import classification_report,confusion_matrix\n", "\n", "%matplotlib inline" ] @@ -41,12 +43,13 @@ }, { "cell_type": "code", - "execution_count": 5, + "execution_count": 17, "metadata": {}, "outputs": [], "source": [ "# a\n", "accidents_df = pd.read_csv('accidentsFull.csv')\n", + "accidents_df['Injury'] = (accidents_df['MAX_SEV_IR'] > 0).astype(int)\n", "accidents_df = accidents_df.apply(pd.to_numeric) # convert all columns of DataFrame\n" ] }, @@ -61,21 +64,28 @@ }, { "cell_type": "code", - "execution_count": 7, + "execution_count": 18, "metadata": {}, "outputs": [], "source": [ - "# b.\n", - "## Normalize\n", + "# b. and c.\n", "scaler = preprocessing.StandardScaler()\n", "\n", "accident_cols = accidents_df.columns.values.tolist()\n", + "accident_cols.remove('Injury')\n", "\n", - "scaler.fit(accidents_df[accident_cols]) # Note the use of an array of column names\n", + "# split into training and validation\n", + "trainData, validData = train_test_split(accidents_df, test_size=0.40, random_state=20)\n", + "\n", + "scaler.fit(trainData[accident_cols]) # Note the use of an array of column names\n", "\n", "# Transform the full dataset\n", - "accidentsNorm = pd.DataFrame(scaler.transform(accidents_df[accident_cols]), \n", - " columns=accident_cols)" + "accidentNorm = pd.concat([pd.DataFrame(scaler.transform(accidents_df[accident_cols]), \n", + " columns=accident_cols),\n", + " accidents_df[['Injury']]], axis=1)\n", + "\n", + "trainNorm = accidentNorm.iloc[trainData.index]\n", + "validNorm = accidentNorm.iloc[validData.index]" ] }, { @@ -89,12 +99,15 @@ }, { "cell_type": "code", - "execution_count": null, + "execution_count": 21, "metadata": {}, "outputs": [], "source": [ - "# c.\n", - "trainData, validData = train_test_split(accidentsNorm, test_size=0.4, random_state=26)" + "# c. \n", + "train_X = trainNorm[accident_cols]\n", + "train_y = trainNorm['Injury']\n", + "valid_X = validNorm[accident_cols]\n", + "valid_y = validNorm['Injury']" ] }, { @@ -108,11 +121,205 @@ }, { "cell_type": "code", - "execution_count": null, + "execution_count": 29, "metadata": {}, - "outputs": [], + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "Fitting 5 folds for each of 25 candidates, totalling 125 fits\n", + "[CV 1/5] END ........C=0.1, gamma=1, kernel=rbf;, score=0.772 total time= 33.9s\n", + "[CV 2/5] END ........C=0.1, gamma=1, kernel=rbf;, score=0.762 total time= 46.2s\n", + "[CV 3/5] END ........C=0.1, gamma=1, kernel=rbf;, score=0.769 total time= 42.3s\n", + "[CV 4/5] END ........C=0.1, gamma=1, kernel=rbf;, score=0.762 total time= 36.2s\n", + "[CV 5/5] END ........C=0.1, gamma=1, kernel=rbf;, score=0.761 total time= 34.8s\n", + "[CV 1/5] END ......C=0.1, gamma=0.1, kernel=rbf;, score=0.999 total time= 5.6s\n", + "[CV 2/5] END ......C=0.1, gamma=0.1, kernel=rbf;, score=0.996 total time= 5.8s\n", + "[CV 3/5] END ......C=0.1, gamma=0.1, kernel=rbf;, score=0.998 total time= 5.6s\n", + "[CV 4/5] END ......C=0.1, gamma=0.1, kernel=rbf;, score=0.995 total time= 5.6s\n", + "[CV 5/5] END ......C=0.1, gamma=0.1, kernel=rbf;, score=0.997 total time= 5.7s\n", + "[CV 1/5] END .....C=0.1, gamma=0.01, kernel=rbf;, score=1.000 total time= 1.1s\n", + "[CV 2/5] END .....C=0.1, gamma=0.01, kernel=rbf;, score=1.000 total time= 1.1s\n", + "[CV 3/5] END .....C=0.1, gamma=0.01, kernel=rbf;, score=1.000 total time= 1.2s\n", + "[CV 4/5] END .....C=0.1, gamma=0.01, kernel=rbf;, score=0.999 total time= 1.4s\n", + "[CV 5/5] END .....C=0.1, gamma=0.01, kernel=rbf;, score=1.000 total time= 1.0s\n", + "[CV 1/5] END ....C=0.1, gamma=0.001, kernel=rbf;, score=1.000 total time= 4.4s\n", + "[CV 2/5] END ....C=0.1, gamma=0.001, kernel=rbf;, score=1.000 total time= 4.3s\n", + "[CV 3/5] END ....C=0.1, gamma=0.001, kernel=rbf;, score=1.000 total time= 4.2s\n", + "[CV 4/5] END ....C=0.1, gamma=0.001, kernel=rbf;, score=1.000 total time= 4.3s\n", + "[CV 5/5] END ....C=0.1, gamma=0.001, kernel=rbf;, score=1.000 total time= 4.4s\n", + "[CV 1/5] END ...C=0.1, gamma=0.0001, kernel=rbf;, score=1.000 total time= 26.5s\n", + "[CV 2/5] END ...C=0.1, gamma=0.0001, kernel=rbf;, score=1.000 total time= 25.9s\n", + "[CV 3/5] END ...C=0.1, gamma=0.0001, kernel=rbf;, score=1.000 total time= 27.3s\n", + "[CV 4/5] END ...C=0.1, gamma=0.0001, kernel=rbf;, score=1.000 total time= 25.9s\n", + "[CV 5/5] END ...C=0.1, gamma=0.0001, kernel=rbf;, score=1.000 total time= 26.6s\n", + "[CV 1/5] END ..........C=1, gamma=1, kernel=rbf;, score=0.923 total time= 1.1min\n", + "[CV 2/5] END ..........C=1, gamma=1, kernel=rbf;, score=0.913 total time= 1.3min\n", + "[CV 3/5] END ..........C=1, gamma=1, kernel=rbf;, score=0.917 total time= 1.1min\n", + "[CV 4/5] END ..........C=1, gamma=1, kernel=rbf;, score=0.916 total time= 1.1min\n", + "[CV 5/5] END ..........C=1, gamma=1, kernel=rbf;, score=0.912 total time= 1.1min\n", + "[CV 1/5] END ........C=1, gamma=0.1, kernel=rbf;, score=1.000 total time= 3.4s\n", + "[CV 2/5] END ........C=1, gamma=0.1, kernel=rbf;, score=0.999 total time= 3.3s\n", + "[CV 3/5] END ........C=1, gamma=0.1, kernel=rbf;, score=0.999 total time= 3.4s\n", + "[CV 4/5] END ........C=1, gamma=0.1, kernel=rbf;, score=0.999 total time= 3.3s\n", + "[CV 5/5] END ........C=1, gamma=0.1, kernel=rbf;, score=1.000 total time= 3.4s\n", + "[CV 1/5] END .......C=1, gamma=0.01, kernel=rbf;, score=1.000 total time= 0.3s\n", + "[CV 2/5] END .......C=1, gamma=0.01, kernel=rbf;, score=1.000 total time= 0.4s\n", + "[CV 3/5] END .......C=1, gamma=0.01, kernel=rbf;, score=1.000 total time= 0.4s\n", + "[CV 4/5] END .......C=1, gamma=0.01, kernel=rbf;, score=0.999 total time= 0.4s\n", + "[CV 5/5] END .......C=1, gamma=0.01, kernel=rbf;, score=1.000 total time= 0.4s\n", + "[CV 1/5] END ......C=1, gamma=0.001, kernel=rbf;, score=1.000 total time= 0.6s\n", + "[CV 2/5] END ......C=1, gamma=0.001, kernel=rbf;, score=1.000 total time= 0.6s\n", + "[CV 3/5] END ......C=1, gamma=0.001, kernel=rbf;, score=1.000 total time= 0.6s\n", + "[CV 4/5] END ......C=1, gamma=0.001, kernel=rbf;, score=1.000 total time= 0.6s\n", + "[CV 5/5] END ......C=1, gamma=0.001, kernel=rbf;, score=1.000 total time= 0.7s\n", + "[CV 1/5] END .....C=1, gamma=0.0001, kernel=rbf;, score=1.000 total time= 4.6s\n", + "[CV 2/5] END .....C=1, gamma=0.0001, kernel=rbf;, score=1.000 total time= 4.9s\n", + "[CV 3/5] END .....C=1, gamma=0.0001, kernel=rbf;, score=1.000 total time= 4.4s\n", + "[CV 4/5] END .....C=1, gamma=0.0001, kernel=rbf;, score=1.000 total time= 5.0s\n", + "[CV 5/5] END .....C=1, gamma=0.0001, kernel=rbf;, score=1.000 total time= 4.9s\n", + "[CV 1/5] END .........C=10, gamma=1, kernel=rbf;, score=0.928 total time= 1.1min\n", + "[CV 2/5] END .........C=10, gamma=1, kernel=rbf;, score=0.918 total time= 1.2min\n", + "[CV 3/5] END .........C=10, gamma=1, kernel=rbf;, score=0.923 total time= 1.3min\n", + "[CV 4/5] END .........C=10, gamma=1, kernel=rbf;, score=0.920 total time= 1.0min\n", + "[CV 5/5] END .........C=10, gamma=1, kernel=rbf;, score=0.918 total time= 1.1min\n", + "[CV 1/5] END .......C=10, gamma=0.1, kernel=rbf;, score=1.000 total time= 3.2s\n", + "[CV 2/5] END .......C=10, gamma=0.1, kernel=rbf;, score=0.999 total time= 3.1s\n", + "[CV 3/5] END .......C=10, gamma=0.1, kernel=rbf;, score=0.999 total time= 3.0s\n", + "[CV 4/5] END .......C=10, gamma=0.1, kernel=rbf;, score=1.000 total time= 3.1s\n", + "[CV 5/5] END .......C=10, gamma=0.1, kernel=rbf;, score=1.000 total time= 4.1s\n", + "[CV 1/5] END ......C=10, gamma=0.01, kernel=rbf;, score=1.000 total time= 0.5s\n", + "[CV 2/5] END ......C=10, gamma=0.01, kernel=rbf;, score=1.000 total time= 0.5s\n", + "[CV 3/5] END ......C=10, gamma=0.01, kernel=rbf;, score=1.000 total time= 0.4s\n", + "[CV 4/5] END ......C=10, gamma=0.01, kernel=rbf;, score=1.000 total time= 0.5s\n", + "[CV 5/5] END ......C=10, gamma=0.01, kernel=rbf;, score=1.000 total time= 0.4s\n", + "[CV 1/5] END .....C=10, gamma=0.001, kernel=rbf;, score=1.000 total time= 0.3s\n", + "[CV 2/5] END .....C=10, gamma=0.001, kernel=rbf;, score=1.000 total time= 0.3s\n", + "[CV 3/5] END .....C=10, gamma=0.001, kernel=rbf;, score=1.000 total time= 0.3s\n", + "[CV 4/5] END .....C=10, gamma=0.001, kernel=rbf;, score=1.000 total time= 0.3s\n", + "[CV 5/5] END .....C=10, gamma=0.001, kernel=rbf;, score=1.000 total time= 0.3s\n", + "[CV 1/5] END ....C=10, gamma=0.0001, kernel=rbf;, score=1.000 total time= 1.0s\n", + "[CV 2/5] END ....C=10, gamma=0.0001, kernel=rbf;, score=1.000 total time= 1.0s\n", + "[CV 3/5] END ....C=10, gamma=0.0001, kernel=rbf;, score=1.000 total time= 1.0s\n", + "[CV 4/5] END ....C=10, gamma=0.0001, kernel=rbf;, score=1.000 total time= 0.8s\n", + "[CV 5/5] END ....C=10, gamma=0.0001, kernel=rbf;, score=1.000 total time= 0.9s\n", + "[CV 1/5] END ........C=100, gamma=1, kernel=rbf;, score=0.928 total time= 1.1min\n", + "[CV 2/5] END ........C=100, gamma=1, kernel=rbf;, score=0.918 total time= 1.1min\n", + "[CV 3/5] END ........C=100, gamma=1, kernel=rbf;, score=0.923 total time= 1.1min\n", + "[CV 4/5] END ........C=100, gamma=1, kernel=rbf;, score=0.920 total time= 59.7s\n", + "[CV 5/5] END ........C=100, gamma=1, kernel=rbf;, score=0.918 total time= 1.0min\n", + "[CV 1/5] END ......C=100, gamma=0.1, kernel=rbf;, score=1.000 total time= 3.2s\n", + "[CV 2/5] END ......C=100, gamma=0.1, kernel=rbf;, score=0.999 total time= 3.0s\n", + "[CV 3/5] END ......C=100, gamma=0.1, kernel=rbf;, score=0.999 total time= 3.1s\n", + "[CV 4/5] END ......C=100, gamma=0.1, kernel=rbf;, score=1.000 total time= 3.1s\n", + "[CV 5/5] END ......C=100, gamma=0.1, kernel=rbf;, score=1.000 total time= 3.2s\n", + "[CV 1/5] END .....C=100, gamma=0.01, kernel=rbf;, score=1.000 total time= 0.3s\n", + "[CV 2/5] END .....C=100, gamma=0.01, kernel=rbf;, score=1.000 total time= 0.4s\n", + "[CV 3/5] END .....C=100, gamma=0.01, kernel=rbf;, score=1.000 total time= 0.3s\n", + "[CV 4/5] END .....C=100, gamma=0.01, kernel=rbf;, score=1.000 total time= 0.3s\n", + "[CV 5/5] END .....C=100, gamma=0.01, kernel=rbf;, score=1.000 total time= 0.3s\n", + "[CV 1/5] END ....C=100, gamma=0.001, kernel=rbf;, score=1.000 total time= 0.2s\n", + "[CV 2/5] END ....C=100, gamma=0.001, kernel=rbf;, score=1.000 total time= 0.2s\n", + "[CV 3/5] END ....C=100, gamma=0.001, kernel=rbf;, score=1.000 total time= 0.2s\n", + "[CV 4/5] END ....C=100, gamma=0.001, kernel=rbf;, score=1.000 total time= 0.2s\n", + "[CV 5/5] END ....C=100, gamma=0.001, kernel=rbf;, score=1.000 total time= 0.2s\n", + "[CV 1/5] END ...C=100, gamma=0.0001, kernel=rbf;, score=1.000 total time= 0.3s\n", + "[CV 2/5] END ...C=100, gamma=0.0001, kernel=rbf;, score=1.000 total time= 0.4s\n", + "[CV 3/5] END ...C=100, gamma=0.0001, kernel=rbf;, score=1.000 total time= 0.4s\n", + "[CV 4/5] END ...C=100, gamma=0.0001, kernel=rbf;, score=1.000 total time= 0.4s\n", + "[CV 5/5] END ...C=100, gamma=0.0001, kernel=rbf;, score=1.000 total time= 0.5s\n", + "[CV 1/5] END .......C=1000, gamma=1, kernel=rbf;, score=0.928 total time= 57.9s\n", + "[CV 2/5] END .......C=1000, gamma=1, kernel=rbf;, score=0.918 total time= 1.1min\n", + "[CV 3/5] END .......C=1000, gamma=1, kernel=rbf;, score=0.923 total time= 1.1min\n", + "[CV 4/5] END .......C=1000, gamma=1, kernel=rbf;, score=0.920 total time= 58.9s\n", + "[CV 5/5] END .......C=1000, gamma=1, kernel=rbf;, score=0.918 total time= 59.8s\n", + "[CV 1/5] END .....C=1000, gamma=0.1, kernel=rbf;, score=1.000 total time= 2.8s\n", + "[CV 2/5] END .....C=1000, gamma=0.1, kernel=rbf;, score=0.999 total time= 2.7s\n", + "[CV 3/5] END .....C=1000, gamma=0.1, kernel=rbf;, score=0.999 total time= 2.6s\n", + "[CV 4/5] END .....C=1000, gamma=0.1, kernel=rbf;, score=1.000 total time= 2.7s\n", + "[CV 5/5] END .....C=1000, gamma=0.1, kernel=rbf;, score=1.000 total time= 2.6s\n", + "[CV 1/5] END ....C=1000, gamma=0.01, kernel=rbf;, score=1.000 total time= 0.3s\n", + "[CV 2/5] END ....C=1000, gamma=0.01, kernel=rbf;, score=1.000 total time= 0.3s\n", + "[CV 3/5] END ....C=1000, gamma=0.01, kernel=rbf;, score=1.000 total time= 0.3s\n", + "[CV 4/5] END ....C=1000, gamma=0.01, kernel=rbf;, score=1.000 total time= 0.4s\n", + "[CV 5/5] END ....C=1000, gamma=0.01, kernel=rbf;, score=1.000 total time= 0.4s\n", + "[CV 1/5] END ...C=1000, gamma=0.001, kernel=rbf;, score=1.000 total time= 0.2s\n", + "[CV 2/5] END ...C=1000, gamma=0.001, kernel=rbf;, score=1.000 total time= 0.2s\n", + "[CV 3/5] END ...C=1000, gamma=0.001, kernel=rbf;, score=1.000 total time= 0.3s\n", + "[CV 4/5] END ...C=1000, gamma=0.001, kernel=rbf;, score=1.000 total time= 0.2s\n", + "[CV 5/5] END ...C=1000, gamma=0.001, kernel=rbf;, score=1.000 total time= 0.3s\n", + "[CV 1/5] END ..C=1000, gamma=0.0001, kernel=rbf;, score=1.000 total time= 0.4s\n", + "[CV 2/5] END ..C=1000, gamma=0.0001, kernel=rbf;, score=1.000 total time= 0.4s\n", + "[CV 3/5] END ..C=1000, gamma=0.0001, kernel=rbf;, score=1.000 total time= 0.3s\n", + "[CV 4/5] END ..C=1000, gamma=0.0001, kernel=rbf;, score=1.000 total time= 0.4s\n", + "[CV 5/5] END ..C=1000, gamma=0.0001, kernel=rbf;, score=1.000 total time= 0.6s\n" + ] + }, + { + "data": { + "text/html": [ + "
GridSearchCV(estimator=SVC(),\n",
+       "             param_grid={'C': [0.1, 1, 10, 100, 1000],\n",
+       "                         'gamma': [1, 0.1, 0.01, 0.001, 0.0001],\n",
+       "                         'kernel': ['rbf']},\n",
+       "             verbose=3)
In a Jupyter environment, please rerun this cell to show the HTML representation or trust the notebook.
On GitHub, the HTML representation is unable to render, please try loading this page with nbviewer.org.
" + ], + "text/plain": [ + "GridSearchCV(estimator=SVC(),\n", + " param_grid={'C': [0.1, 1, 10, 100, 1000],\n", + " 'gamma': [1, 0.1, 0.01, 0.001, 0.0001],\n", + " 'kernel': ['rbf']},\n", + " verbose=3)" + ] + }, + "execution_count": 29, + "metadata": {}, + "output_type": "execute_result" + } + ], "source": [ - "# d." + "# d.\n", + "param_grid = {'C': [0.1,1, 10, 100, 1000], 'gamma': [1,0.1,0.01,0.001,0.0001], 'kernel': ['rbf']} \n", + "grid = GridSearchCV(SVC(),param_grid,refit=True,verbose=3)\n", + "grid.fit(train_X,train_y)\n" + ] + }, + { + "cell_type": "code", + "execution_count": 38, + "metadata": {}, + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "\n" + ] + }, + { + "data": { + "text/html": [ + "
SVC(C=0.1, gamma=0.001)
In a Jupyter environment, please rerun this cell to show the HTML representation or trust the notebook.
On GitHub, the HTML representation is unable to render, please try loading this page with nbviewer.org.
" + ], + "text/plain": [ + "SVC(C=0.1, gamma=0.001)" + ] + }, + "execution_count": 38, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "# Best options:\n", + "grid.best_params_\n", + "print()\n", + "grid.best_estimator_" ] }, { @@ -126,11 +333,12 @@ }, { "cell_type": "code", - "execution_count": null, + "execution_count": 42, "metadata": {}, "outputs": [], "source": [ - "# e." + "# e.\n", + "grid_predictions = grid.predict(valid_X)" ] }, { @@ -144,11 +352,21 @@ }, { "cell_type": "code", - "execution_count": null, + "execution_count": 43, "metadata": {}, - "outputs": [], + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "[[8270 0]\n", + " [ 0 8604]]\n" + ] + } + ], "source": [ - "# f. " + "# f. \n", + "print(confusion_matrix(valid_y,grid_predictions))" ] }, { @@ -162,11 +380,28 @@ }, { "cell_type": "code", - "execution_count": null, + "execution_count": 44, "metadata": {}, - "outputs": [], + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + " precision recall f1-score support\n", + "\n", + " 0 1.00 1.00 1.00 8270\n", + " 1 1.00 1.00 1.00 8604\n", + "\n", + " accuracy 1.00 16874\n", + " macro avg 1.00 1.00 1.00 16874\n", + "weighted avg 1.00 1.00 1.00 16874\n", + "\n" + ] + } + ], "source": [ - "# g. " + "# g. \n", + "print(classification_report(valid_y,grid_predictions))" ] } ], diff --git a/Schrick-Noah_Learning-Practice-9.odt b/Schrick-Noah_Learning-Practice-9.odt new file mode 100644 index 0000000000000000000000000000000000000000..aca6a8c0f077e4c1992e1fb187973d506690e394 GIT binary patch literal 69387 zcmb6A1CS*__b-a>wr$&-wl!_rwrv~JwlS?~+jdXewr%_N{Lek-y%+Jl@5Zf&+L4(% zSFV){nZK%4DK7;AiV6Tg0stE=L8`h#Ot2IH0N~&K-2||)urYD=us1QVx3{)1GH|xA zvt@9#HKw;SaI$csx3f2~HMTQyu`#iArgt`Rcb5PE8SI<>|6By$rJr`TrWR%{j{h@^ z6BC1lje(ho6N8Y2vyFkh6T|<1V(kAw>}+ReZEs*}V*Ov}aQ_3Hy`!C(qluG~p@HLn zq5MxA?d|Mc?7ye#@?YpM{{u%;YdZsHlmEBeoSY4uUH%`W{7>Be>E*xA?LSfdo7R7) z`cJwvFfuZ+Hu<)v-T$5)BqZej_|dl-{?7&bU9vH-wJ7H@NBiBLP zyTIWf4m;Ek0||v6EoAYq?~TnlxeH~grr>;*7w7Rr$Q!xARhm}^ZP29H8P-G?A0QA7 zB|RGK9E95@D>cZRa;L!A`}<;dSif^FD4$3FnkHsyc{3cg_&|5Nv*uDeXv;g<-1E}N z(`9b(W{V_AKa1&7?zElT$$S=#)6zZlxN&tBtQ;ERLgLyKW zJCZObO9bQ-KV8wBq5XOM&Ff7vT>vBO6Udeq5-+I+_S*WkTXbCd zo|Ku2LFO+((uQJwl-+YPLAXFyUXkPy5HraNyVrH~!FL~BX)hoiPD9(ex0xCE2{iF5 zvPB?!Vf!{A5;)Hh4a>2O?Kf16-zF%bC@KmY8eyVY{`$|T% zp0?k}aNKzsw-rYzBvz**gs#Km7FQc!Uq?Hl!Ar2vA^P*5P37mhqE- zpoC(D@uA$D#{$#9evUKBl4J}@#9UE2QY}Zbn2;Jc94aA0I0&0(?1iwk1}fXOxXZb^ zo~!t7iQHRZex&i*o)Vbs#+Ll1tM^-G=5e5zW(<#}%U$U0YyQEx`C3cx+`CslyW#Og zBl9TH&`NxcW2Gy|ftxrym0ebZF;0HnNQf8KdD3^Q#BXp5omG+P4=Mr957XGZJ zD_@JfPF3M<;fqjOUbtbS=8A^Wv+TzP-X`MmhwbTMGl^)1dUIXPeoR2r* z`Bux>D|Zwl)gNh?74lAZzWm>Hz`eK{n5HOUZAPq}*IG^~YS0yQ8HudSwt{~gvY!El ziv}0>eW2a}ivx8QR?;@9I$xCjMX3?bF&v@M8249;VQK4{_|l$v(h{|;d-S2v{2BpM zpIKBS^elfR6V;noi}0Nx&xy5a!Y9>!fyx^9Yd`9Tz!Pj=(4`4&VL3VOM_;|1IaH>g zU}PG@=V}0=P5Ep|URHq&oMcv{nbc$h@SOale^y7~p&Y^BsR5c4L|YxH9X*{f*TkeX z5~lZsp>WWZ0T{1Nr1C&c${J4HII*bqTl5BD0c=$9n?Sm?{Q^6F{|-3LOnu4Y!hZ9^05 ziTYcsg)3<}@_eP@kSB>rrALOiBSYHw+^h-!PYI0&QAA25$o}!V;$x%#h>KX5mP)&n z9{4+3YX{X31)lAv7Y^cu2Nh~s$%gyo0b)d?i2iNcfSD!UN8Mhb5pkg{japyJ`Qv9N z*Sup>qxETe**rIxHaa(baRP^)q>0gB2<3??+i05owM5M#^JfA7&&qO*j zt~o5!JMUOi1~K27&da~C#IVPsV-i3=L4gpp%)`T?dopH6dD=KJW8vXHT0Q!9C-l6j z9daP$n$WoMV@I)^L6t1=dy=pwQwQcQ-H{go^2mP*p}L+a9oWlU+T{{6!mM4G&da-MW73l8E@e z#s9itz1?uA(>{IsRQZcbSa2p<&3tlS=az!^H+4iFZK8?xP+fP{{f3RcyZt_rHjh5y zl0X8PqUUOpAYzLum4OT6Ba$v5&Ll?~`GY@!bkVYltDC;d#Mi@@qj^0@=^lvk& zwhdxcD z`;-kl z-KB^jx`eL1V?%Pte+LaojgUnt@9`mWFl3bxRC2p!-i%PA_xX7aI%B#qdL5aWFOI8KqhAVk=dol2#5!e0M zpUX3Q;L-!jB{wiA-n}a`va>h(q?V-Z#Ly@@w&dAnUvtz7n2Jl|AI@qO{j?R|K!&h9 z44b^-%V`-`9)9mk06w4_&t??PVYnzb1ML?Tzc`k5>mb*7aoHqvr+*oZK8gv8Wd~5b z6ISnl;0Q&Eq)QRunRUthlTnFRdvESX)nJv$`bo)__;^atN?S3n}iTSc8@(LD>zcU39j>Ylt2`WuE zOAs>u8g&b8#KYVt#rPVV<~c^7+0J4t_v>FBkgT`fEHOIrAL-1hI&ptS?LaUtt{&l~^8?@mgN!Tx(@(x%Cgp0!{4e7c5my>Ok+YO;9rf4q+_nrKj%z4t!9Ys62vZ4P73HE4H<_qH_Zw5H@{rd@gSw=L^SY zX2*)($DN`;CC1$NU50sI3|TGV}%J?4J#F~7d+hYdmT{0h+wN`6-^{FaFvNH3S=rn9K3hS zj5gJTNry4up6h}sVvdN!SW4RrRddJCPq#-Nvsb=FDu1;|-=9Fykhsd(R}7Xg)z}af z19y<9pN?$Fa|Qce!8vke(u@Ka2QCG!1#TSbrB(vxoODy}RnmT*Y~XjwfhJM1xM$a`dQT7`GRDTFMDRoav93EzP)K&--xDY@x0fIiOTw?!~ zlOhRO_dp5-YMX2t9Cs&&4AoGwmE#$bmPB?EblFK6f0G$kH+F({jI&h&Qh?(#TpTxyz9pH(=o&nS)v_E)%}Sj}FsE=>9G>I3*^w&!%C zIg}0pp#Q5#l2GY4{tY%Eck(}RT9_GFCeB`dj%qcUZXz!t$EuSZ&FV#uK+lgOTa0yDCs>kDaI0|mr@yPM%M z{=y00^&f;rp)f|$FZNcxHT}sI-HXZD9T`wVdj;VRlqwieg(Z_l?)*IXbtdGn6GTs& zIbi&Tx(5!CtCXfJrVg1YhtvkHl1KMW^Lf1$YAqLZs4M8f35l_8{*#-rE48PGOv3=b z-UpRV1RpXV`-Rm&T~)HOC<&CeKJ|oNy7-PG;ZR6FOpy=-k~kg$JSm4GKI?3@RE@+E zc&o6s1i_83jEXNKF1U6W;#HD?4wG14(cqX{pEabCp-$8vg#^Q<_8wf|D;qK!Xy!*1 zwBtbU1~=sHcCm9d?Y&xvr309d6i5Iub*kKK36dn;bo~w;!-ErOQN8{1UMp(Y02_R# zk0pBwj_!KPo3yxv?w%%R` z3i;inBe7*b%IfM?57&B|pvo)0xiPMK^QLd2?j z8hb^n;INnYZ$&UJt-~Kut%17ChpI;pV6_{67=t4Gm>);b;(&s~X^C6gmQzo7`^{@J z-FnP*8=%D8I%Q#*t((e^8{YitH5O313sVIxPUx)@etl%5J0YM8K;}aD0cnNfc{qH| zgF&F1k(%9`cbB-y?xk~gdwZLV?mic4E#z+mUxi4qv<#cOFL6Y|B}*@eNe~nj3b*BT zp=A_d3r{ZT8ryFPVK`XOX{=HAUfY&GuNpDa95SpGx&a!xu_cOm=12#W$ra&{9_`;2 zHks-vIiotHj|=2~Ki z&v1-SExt>#`Vv#pSbq%*fpv{iY67d;CKf(W(Wc4VQOdD;RdJBZ3Rs-Lvvl&GUq8fx z^5+^-gfgPM1}FUIm0+8CuvS>8dzn{ONDYuEk7^K9jl=s+J0V+g^s zSZa8uxnJD=K{p3GKB$xy={M-IXDo6W5Q_P%xSo{=WaAt7E;UH@afyyu{Az7hm3=WT zS&zqeTcK0gC#OQQu3UMYZyA#6H8Fg6>6H5ek$BCc<3cb~4xgwI@4nX(>)k8xCB*RA z8CqNyt5Qq*S1Hukm`~065D;J2N2w``Q#V#+j)pM;B1a@<#wXsefqe&0iI+Q#2)ohzf~=Vow@+r2Zb+waM9{F-bI!iqe*`}L@b%Ly=YS&I)X9HxQlUSPLsB_W;S|ankacBl z)L>ASCxK@XDKIjA*i(>j9LJpYwps>UvwMpRPPAR)UiE>oF*Bua`@_C5$D@pKTTJ~)%Y2=u|iQtpX) z!kYis-26n0r4!9C^ZC^K-_RMnw2#dYMHH=2rUmGZo3?tmb`)bLkXC@*HIS?=v zM_|dP6P1uhC`(uty}b^Mgcj>c5rin3qY&ln)jIrgGn%LTmyYm1p zlhH!a-4qh`T&7!A2kMi*%FP(3Xi z2j+&A!&q`G-X$uHyrnB_nDKt7tge@7Hq9bM74|=Mll7xH94O~Yaz`e+N)D(57~v|9 zwr2}eLgfhGMJ6A*4YsKuOH%OWk;eYG^6=&-{URe=59e3gC&8a$WTJ>>^!ZS_4K?~~ z2yQ5u8R&aQjptAxox~_A8tjc|Xn97A**`1g|7gzN6)&Wz<={_S(0(i&nG%P+p_M`5 z35}mRt|{O^GyEvp>H4aqVy!4{y`qRZJBTMwzB_^<)<$SK;x&Hy6&T{KumYq$D;|qk z8o#n?P*xHazRlMj%C=8~mC@l$K5Qyum{zh%)jR0zPc%cD;W2;2x|69opoWf)hyJ~V zbPhdiZEkgX`MH(X<$-j%AA~<_;`8Mj&`whQVh%>(!88ww49y|p0}99m+8<_0{OSLT zg>TcFP_+FiqQmWSR)5_Z$9R?PLO8zEC4Ctw zO+IHeLL8RoUcD%PGsSfQ$4TOzoI~!{*~U1#fzFoWh}($~Vn7SfyQ(eX!gu0Al0%(n z1z={>w%6e!i68k3P^Z^k!VAowhyQkQQ(N@p%)hFr@WAx~I#JyV_YfdVHeHeU323OE=vrJ;5ji8=DnA6cS(5wJwnKOZZ$4S3cGkJonu?UMkPF#s zee4FTXb6JMovbTpH0$BOl*Y5(8gnoFMK>fAsl#}CXhM9WOt`obYeKxEOkjN?(Ly%0 zdoWt4urZ6p(m)E&sGnak60O1#CyPk}-5K5ym*DWl#T%hHgO2Ic2I<5WyB*b}_@3`~ z%Z&eivIJGaM;xz4^ zqPl(=#9?djim7g~!>&e;c!dgT81=46JC+^G`Sf ze3-wMhT8DMwX{|n0(kUXAKH5L*m20Q^~EIv73hCb+_M^iR!H^=bZ5?yT9;r7 zzh%Kcq6!up235T0kR#$L!}@#K>ik{1{#WCojtd<2fX);bI}q>P;|Y){B#!xm%X(M} zIKf2>uQO*m-*A=-QTP^1f#1L31+G%`2Cnk(kiB8|O|`MA6d|Fxp8h(}AR~1oBztqm z(!24>UPU=P_8C4ikmbfFr)@Mbj7bu~Qnv~XRFC0SqP8*G&Thl=jSHct=Z_oMh*YoS z8`f>JGaX4?#0>Hj6#W_OSa(O6Y7MxV+NYzQwK0a>y=zumlhAUX&{+XF`?8#X1@ z5oJn?KHSZQy+-qr=rQ?ke#*ql8-GRE2~n#W+Og3sbl6;9NU?O64d9BQJNo^`@WtkQ z?Iz1pVeGLJ@>BPV|6ej`<_V7q^*eXnJ@el(ivJR_PA1OI7Pe+i|FTJ)T3T+z?6AI9 z)yw@}DK#tF+vmj);>*)y0U(8(7n$iu+e1cEwY)IzZ<6@>bD)Y`L9d|WB6TJwa}+Dy zFD~gN2>d-<7WYe%7kd^5Ajf|P6sNjW@rSb$%SWr1y1jqQl}6TW#$uC$b$V3Z+@6Tar|4-=m*#e>9&Y}Lwsfgg_twtx zVR2QhTsV8MY-#tH$E^2>Gd?1LLGa_^{m`E9v&)6=hR0j>Ofk?uyJC=bQf=K_HemiZ zV>oNwC!m=9Db(~*(clan1ePFpTc>=Fn@+OAKQ?<29 zC)>A;=S|Uv=E#19H|;gMPi}0)C!sd?3e{Vezq^B$;vIh9y31?1@m1p@Kka^Ioi-G) zpg_=z{vLLn1`fpt6;h}5kuAuOtF6ssqOZ3z!XWp)RQ^)`h9W{-t}w;`>PE}x;<4@; z-m^mo&-B*z-Lhm-OJayT>{HpB>gjd!&z$FnlSAv(z}S)I&J7o*g8jQal%WSPPdNT1 z92)e%onoEVkXPb)ME~o{g36B*KkURPg+;6COq??*ASJm9>BBWqlL%kDb*q!cx>>Cu z9s;_yt<@qDV!QLpT0K-2nWbm}!F{4j^^P9K+bh6{yt@Ua@zw}t&Y}B85%Dgjx00B- zUifg$z0W?dk_lp)DY51c$}zB5L|r6nMiiH*M;N1AEak@NMS;!xWBo!At^oqD`SX@% zrrz`R&Pk1S0)Yf)j>=I6x9Vg;vJc7;`@zQTNC$xs_(SrTQoyyAI z@s|Pv`Vt)U$}p4&P+>C`U}K(Gu{%QEOrS&a|LL|_U@cuwKUN1biutsKgjbU|vW+-tl`AsN`IekTy{c`O`?< ze+(z#KLit!m8<|5VJ>Nm(SSnZ!J9&2^ckGdpA4LJM#=Tx61(FJuMdrt7u9~4En;(F zAw+xVXyn1sEH&28)xUc5vT3P9)SMrv;V_dcs0Y~6;!Yp^HGYH(;pKtgFRr~7Fv15B zV({hf!eHI&&bpAkS<%AJ&vZIkYv0^v~5ri7PQhp8WP^j$Csn=VD)<$ z3Kyh`f4%AXnhVigUF0(ZR-tX;+kgm_X7M3>9D4iy9!M7i#dJupOTRpecGr>*j=(ZS ztE6wwI550-gs2vypc|-O5!sFuf;K55SV)1DIQffEhs@737rGJR_V;B#?D>slrOu%p z5MqoP{AT|BoT1zTaAOihEy5j0XzV7bwcw(<2g28KrPik+nO69bpJ$NjHx-c9nl&Le ztrO=l=P&6pV4j&?WKNv>rk4hJ+Go9QLW=72JG9ezH#GDkCPnsPNSGo6W* zoE79<4AiVK|KCpx`9~Vd0UTXQ6;l*dG@Iep(FS*G_tMM}^S~@eTND=g`xCMqBVT5LZaz4F zK(EZM7E>w@fo{aHsN3Ed7+jq1*BF%)1w>M;G*<71;AC64bFCiB15q-h)Kkr@=57_ZB z%PVhF|HS?{oG*n6?ay~Y$vE;fF=EXY{)HS$oPwr4YqP5A*-`TFx0H09ldI_E$v}*z z%!y@qI8rKON@#FT16ikmw9jHcc&S2UL}>z5j7TCvvjy^Kt`)|N6``*^F!D+}hO}aw zD21q+`u%SyVHP#A>_dag&%oGB+3FdG(zK72x~8L3c_%^tkHQ%1eOZ^+5H;)F zs3Fabede*18XXxv=4ac4UONSU`Ku$=Y#LFg3$QK^wT*GuR*1}J@!*}^bQ2`tNHl4%Q2#37uSyxmD{ogoMO~Z zfA8I(WWN*JV2A1?TRl37sQi6JEDkkL=F({fgBG>JssT+#V^E>!xLG137F1oXJ){fX2j7e>o#;yZ#D zhgsmIOH)UW_}7RgLS~tiBK>*27R3Vfe>inC!X;~k%gSKfLrfn<3Z2%X94)!o z5(ZX@Io2GksX?&BPiy8~)v#K`MV-)PL$={&HG2hTh@CX@+^yU<*>Bd7tDnYp7AZHW z_YE`XRF-+kjGX+^9X46qm^~};T3tLB@Aic{B{Ww~{XsS?B4hvK9mscxsL!bu3cWZ_ zJ{;$%fgi&w!KyhQb$FVF(59q{m1?3yYwa&8^(aq55mJdIngAfrKe75KZ2}HeiIS~V zktuVt0=?M<%)HnDNPg+$i>vh({mD;g{ViV1I>I`PgaWIWQ;|XtCvhWI4 z2I4kVg^J0#6dK874BY|aEH%Rx6jhutH}TV{dl~fr>tL5qqOl&)meKg0e$D8LIWR*2 zflAd<`d0E2L!eRhA?&XpAh*=WSD6tNjT; zx3;c@V7f%bjh)Hj`miFkH{!p7aeBKA8`>P~$D5Q(ok+5=&$Lx4!vS1>n72||zdi)3 zbrkGQN156vRW)g<{^;Q@r~h1nNYTaNRgU+n?AFw#vBKSAR^2{?uj+Mxtby5p%MQ1-lA4QZ<>eL}mW>NasW<`^F3nP=U@nO_sJ?^|5~0fsXSvP3x`-@w>u; zP_iC@%JK11K_{7Xt;{NqpC(^R(0YYKTqZ9`#c=O!ax%|sOUdh8Y{X9bGi+7Zefgcz zD}oc4Z{wGH5zh5**#a*Lzt%PPG85OwIG+?g{i3l4B-f_4UldxWhX|{u9P3&k4n&V~ zPD-m1#YpUBTn!HR7g%Dq+Ht1f_^xM4ja%hgW^YZb` z|J7T)KnkJ$e&7(w2;gr5EP(4gK?)brCO%^kEfT!b9LXc(E8T_MOk9c`K$Y>TQHBaV zFMnF=X2(w)!9irD6!IyqMf4G=bUNQ3r8xz8(vO(VmX~a{2Tl;i){HU z2CoGtx3@DoarB5d6M|Q|QVU6jb5`9)>XWfiE!eZ6s{l`1n+&ff5pq)f^lo@`B1$Tz z6t;~${t4lU{U>|8P6lvUZeO$u>j*wQgSVyOE|SUfzUrT;#zQh=GIzDI=J8NPKQ$E@ zwC}fju;%qA)~;7X##>zlbU=Ccpc4(+y!VVd!kyEX2c?NFD3B?NZV>@{{E|d618E#g zd-e^DIoj)OZa0qwCF!3S&jgeAgTXr2Ird@_3ya_LY!W=(3@6s&Ld2 z7<$&PY+eSJCNfgq%U@rzeD4_lkeTRFK8Ya|0MN|zzmeJhK2*`E$mf=;2>|@NzhN6d z-onV)<@*c*!w<&)uZxLU@PE}rm^hd@IhlnR*_c>am^e5%MCt8q%_8Jw#o(Z^{~1HEA^@sjN~QXi%vNt&`JXef_dBxE(@&Ec$kC#ZG*h&%LhP6N!en#P`0|d`tkMz;vW|m zmzt_3BQp^I0s#bxWNI2hK5opw525_kWf%S00)Pg!AOkM z)Kmg~Ut9nwDJeRg=Kbf#TOx%Vuzyn0d>|Oi=;)|yHWwIRc6K%=C+BLj69x_r41k4| z{&IJenvxP45(4C3QE}ekaVIG$DVxg&2XJ(BbUK>!`Bq{&vl&1@S9i0&zo4b%dA-#M zkXKT|;q`c)pPzqsGzH?HkT6@JQ4b9R!=T*)0DQB$yu7T|>xM@_fB>MOp|P_!t5xgj zbhsk{lvPyBCbM2{55~g7Apw|N&L!pLR)T`P-}43%_*T;3V2IFf?N&!H!2H6(AGzF| z++4qhQx(AU^t8RJ>*TjFT`#Z!=9ZSSnQV0I>`$)`XMnt-qJ#bYq{KuNEG#I%x87r7 zVpdjG*zGn!0eE=XR7%ChCMFwgE-(OR7Z(b-oUHV8kGDq~!1UZ)CX0olsOS*?*E>m;m(%SmcABOPV8K8f@T>ITQA~se|Ru&u}B_+koT>mZ6a4Z3ce`DiA zi9*5mAc~5LfS#eDq51jyZ>i*Rc!2!BgCadGZN1y?>sxYwzLgcXiWD`Yi4F<2GXA`l<@TQY_{F_b_rnrkwl8K)6>lk4`yy|96+&jdVWE{ zx5?5I6F~sqCi~XfQnlXH!~__Cf`WpMuF`6$>fqo2sHeeVj)j%ATDLPJHx~ggIXQ`q zjjdLt{ac^aD-X~6!`TvG`|z+hKi_euFQl(e2w?B#rlzXO=lAKYpnwDz&tR33kU07F^TEME z0HfEVwTQ?dv)QD+-xd!K&;G%ITrQuEq9QQhJ3NvT6JcOrXz1v`{5|dtM@C0OLqof~ zp5Ot8Q@IQzBu=OErFC^ofb0AFq?D9@PVx411*G2_2=;A}Zxb;vFhKZ=M50TGiw6e> zD=RAldUgjRzuA5VxvGW+6yQ6^kx)>$J@1dddjsj8%ocseoLCHQX;~StzsXoiM0hwZ zpZD|JA2~pc_scEO&rn<*_nNjgY=CN&wgh=10xpNVk`f5O@8co0rsn#4O|Y`E0{UJQ zrNqU}zgH_47Z*T{m15~SZ=?DoCadF=d#xMZakB|5)=F{J<-{tcL z4zOCRz+%+zx!h>S!NvyYU#vF1zrTOSWWHi4pvHEC3pt{}=|~nk8XR!8R84^#!R>nf z{Q1ERuwJeSh>f-TUQD8+qX9Jzd!pa#Nl#BtaWOgI`r+YVXJ@6!M$5^G8Swn_;^5$5 zv(eUAR0IZi|M-9c1$Occm?W%`RGUk2xfFm5B!uiMwh{y8%B*Vfq(lW3Lht9jiZy6Nv(pDtvr8Z<4}H}T;9^?7Yf-D5SjHDDxRMLl=3wtfCiO{jn>c|C!rWY zX(oISKM+IOC;gND(G)B29shVRK9Y9nB6gg<2s%98qKGQ~D1UQiWqD>-xi2i`9_9{= zYcnYW?|9#ZBjHv>(XFA2Mb6>$rL*=$C#HjYp5l2ta|b0|p!6sOm1t2Oe^7}J$UOZN z8kmm1C=MI|&||)f1R9WbQGVml1nvF5)#e8p_>OKKAqcTIYEV-&wQ(A3CISUU(C0%Z z;!)!guL})I2lfXAY3wL70nYfDE-NVVn4gP4Gar;rAuzy;(n+o2c=Yx~)HuihTbBsS zC923-@{|Pn`k1aGi@=kLp6BGJkn}O=L9Ue)3Bu%3v&s&;d|Vcbk%uuonwBPS_d}yF)Fe(!R$8^)?;g9n{C&T#VcmyPvG;6NTGVGamgMzA zJ4w$eRPB+6JSa(UXyYRhv0pVjpo2?K_*D7vNr$2vQ#5V4YCd0qu{nr60!kY@q$LH$ zoxlM9EL3PXP*@pO_qLlp638Qtzf9-wjn9v4XC{wMLuv{d-v@ID#j7dB!>jXy8Vah* z>7fArV(P<-x2dUIU849;k>I@SOBykw>&n;w@pLW^dM6ioiYBhba{cZ`F~!JIV#hv_ z;S{ls*VZgCMS)<@``!7o_@t?Cbfx*oRrih6aPao`orzzAw$0fgAmCODNIvOp6_Npf zD}0^tGKF~;^+T>D-8MEp$AY;VWojp@q&q$gDb(R{%|k{_;4VcVfMXDPJ8i5qC3%?^ zww07JZ(Ex7z;afG3l~SEo)D-dWqc<5W*HFR8TX4e6)AonhPsvmep|D6xtC@)vj`M~7s$a|#4AP|Asq#v3<~@` zRp3|k1rUx5iGXXCWy;;`a^ZDJHe+l89Iwy=A5eSMXN*?c<|uV{i$l?%Po} zgsq1ah{@(;Q!pX#)z6v4v zTqki$KxtN0&%*Z_1zY}%Z-J4W!p5+AAUq5L@GFv%wWok@XyjIm-8?V$#2|2?_Aa_$vW{+8V1lqQ7z!oT5&64%cH~wYuH_Jw z+8oqGN=G#Pkjo4$iD@;OC>v(_h1n{LoSaN}3-JEE2t!rjISQFwatQ-;`E7A6Fr&6=JTQ_xa`D1xjJQB1aDg0wb z#Tk&7LMHqfrKBLIhSa54SH(YKM_h`P51}T`ADC&fx|Hr9q+Qo$R2dN5rYim=#PXzL zfqy`N(Yd6^Bowc$rU*OzX;YnXJ{Ryq1aQTCdLrP3UHaffGgme=$o@#rz7 z!V^Pmu_M7E8dlu4y?Yzv%Qsv0%0#?ym1CwlBOzHpmkiLaYwoXo{wv;WLH5`tS@`;t z{xVfQto>Z0qVqEva-}+-m_%m$cm{%GIh{L*#dOm#do8o>CvI_(Mp>j%WDW)n0mCic z#w7hOS-vsiji5+b?&VEI)SVZ3)$*e|L>wC+%kKaY5;Ce%Rtwk1*jM0Lqx}lhS-B z$e$I!0vldyIWJs4`3gmaQ=+vmONN$3W;_SU#ZW{_q(?l3en+IMdxa6)&42(ft*^W| zEsF~9QANZ=L`~5HZuegnM*(G-|wFk zrRQB)F3sf={RcN|q`dIx=E2Mf%FO#t3+NWY-ql5L4e|wp%Vr%BS$@o#{_y}kAQv|_;|DljAfNvWz2FBF^$NylG ze@FqYQQ#l`&}xQjq@<&}u%!JTF!K+Ne2)>s#czxGnAtE=n8 zh4^NFd$dhBR)cG)AZ67K`%i?n0QsXcknN|c@8_>}Y?$vZfi*pXDZO%P81&l5j*S0U z1jYu@&IQ$L%9kn|An&}?|EXZ(aC=R9ln=>)@%N#K!NdQdUAcF`RnXe%F%Ovy@s!{G zR5Q-i(f74wUwu7zXGR`{v!+Hw1Uc(;J(v8AXzyZO8XNii=y1pxs5ss8lGATK+7-@m zGcq&R7JOpD!zsCOmX;POpFX9OL}UYb^at!&zoM;HR?6MhBVUId8{&f*yMIM3YrA1s z{_GFf-hfUB%FN8fTC;xGDybsv?@${EsrUBw-a9{UU-q28$W;6ZzEgENk7m2&Nx+a= ziqhtr<%-Mi`Bz*_M<`A2r^cew23*;kd|&xy1QFiQo6glyWZgUckjC| z{7dkhPt5F@*?XD669%=3yCgXm8l&YN^bL;C$mZ}oVCuc3!!>y91Jf5;ixzx>je;#N(ly9_C zLSIhos!sHKqgXPC1))S14TOdu>lvbeIm&#huO9KE^_BI9z)p+ z^H%0XG#1IbI8#%TX^kYw7x-DET&}^*gFO+k5L>QQU*@1?4$s}%QoZsJuG#I@q;GX< zuBOX4JkqQp2L==uY$Ec6N=h*`_=cz1EiI}2)t}09nS(IwuiHS>PeV=Jxf&F1J2or@ zuoqOUt_o8k5QO;N^E#I>mv~!?4LPQ>I>ZGA#9gY>Cwm5p#Hc7kwGDX*>sVQ-igDM> ztcgoP^!bL+AkJ`BL~Ihvit7TKhQ+Ajc%^3-wH4(D$H*`~9i4xWPRdnONalhNgnqPi zr5I29rI#@3wG3SIZ|a`g>NNlAQ0JdT;&~}d%uC64W$ZrGDn=n&?$16RcbXJXLol3v zKu1cGa82pC6RZN(`{PSk+;|@!efw3B?p#ZFx>)Y6MKM)5{u4>}&WpLk9kZ6brg9Y$ zdV1{z)1?q;Ik`b)Wku(-Rl(e`#H$4ms#cftQ&iZsM_oZ7(vY^0qJbSHLa}5mO8&t* z*8`lhg(jCHsq|d_=Evb?b^;DK>lwcV7rHMG1$B9UXN*neu*xgb+a%N?qOsg=t_K+2 z;#-giNJahl5fc;jxFMX1%2g%cdetH#&uYK0HIU5jB>ZQNbGiVI*t$R@kZ-Wp^T&@* z0(SOTsb~W5G2p)_s3|;EPAfB9c8P5 zHHv1vp z9{w!5Nt%>ik1^|%^F%LUchD0mQIpk&%zq!3WPQ-w?77nh3xb%M8d}iI_`v5YOu2tw zfymU&zJ+&$-H{KqRssahr+QK?IhVHG?PiQ6 z(L}jW5W|&49U;SF%Np3jPA@h*gU;!??0T;2wn!)#1aourrCL){Rg;FKhVI5uOo)C8 zKdaUqlBs<9EvV&5Nc27lH~D9?2c@T%*Ho<+*JT+M>Nvx}!yY2n5FJ4vX(4fobBje9eG{yjj9WcNlnXuTBM8( z9&(2km`5+w(>34Y)mhch{-{-3dVFf;gz-{A0dl<1WVKoKM+BQvJdBuivd`pJ#)YMv z{Ez#?dYZ0c6|J-R%YezllELcXK_#m{C_)u^^B9z5oXeVaREXU89zvqoLz@WiO>D z#ocC;x$&7|KSxh@CreR_f7 z;1D2I4AVb6h;M8XPLP}x!$tuW9f+ELbC1vCqPq32Zy+T(`Oa+@3nC%)`C&PD_OBp$ zR6@M6if2(Cjo$J~_qH>yoZOeY96YT?{XeJKD7-1ub4SRtw>D7zDw+GFkrLD1<>!** zk$L0r`fK*p!ntG8i!CGLqupMwu&{8kv6vp+o^Zx?k)F2fnT%EO6}+zr;adVo81~tx7Rb8o0a!*F6GTRz_xaJ`TDhOLmHy* zIo5zifb8{7AHZr)nv0sg%nau{Y+%1CCx);J36XISP+%a=%Un6Ty1FG!oucD0d$ngB zG(LGnr74|W%C1+F=!ovwIZw;db>ljl4li^?3X*mTcwO$$KUlf3L#mh;=3yXYWX>=! zKB}ClWdiXP_NS1)yGQ~75fQ_q?%ImNUsNW>?W$ z2zYn9JAu)V|8F#QyF#7<7}O&w`v)ZMj$1;{>bw*cRc|gY=sCh65KT{IQ?Px&!TIm* z?Lq`aqco-r+Poy9{Ync~Q6ZDL9_h3O90uV4SA;FagU3r|1ExzbDI9yg4pZo3Q zqfWOyKY97i6tx)P_OboTpw8}Yu}vxfVuCTP7q}CQjl~9A{Hs|a|Ls;M4|{WyLZ*F2 z5?1K1q}0@UdU}Bmy zZR6wZZtpxbdx$$YIIQfcsWIso6;;%72sqt;zCAP5z~2Fxgqmthazr(>PvW7&H3Dh^ z>loL=O{E&sQ?ujAeQ;MAgjs)Ckk%}*^ZGp`ujH|5!iIte>bmI66A!m?!h5Y1E(TX4 zahk@*83WO;c+N$y)!uB(Jw3E)>rW86+S^N``{v5>%HaWtkQN6N0@p#y@okoQUf!Kn z=cvis+oQ$ugZsq4s~PRN^2DWAC+>K-Fp%+p0H;DVe$UhEj=KtwC@;OjHA8>0f&Cd( zfgC0l(%@OSGRHaJI`_+!~t>Mdk#L$rXVf7Gj;zUGa0-)OQTr;<@VOH~nvBpuX^i2IH5Ti7kZ##0r zO{QMDh z3+Z)zlu=RrGBU3*X8Oo^xH#%QKT{SReNaq2t6^el@RXz9qRvB$9+Gk(?2?&V7bBAtic!gwvdI%o)#&~LLbozf3}tW4+H zRgPnEZ4VwU_&a$X11Y*13MD`DU?JM`^VrxMXY;1p1@xsl)t@r;d^)n87E@GI6&99p z%iOy#^U1!w6(?|V_17?avahdeh~TI#BW6_;PVgSPCF!7wE79KIwir^Bk6`I`PcJAS zFIiZ9xOil^8|cyGlaov0Gfc`(Jjwq-p#|;ou1DXDkCB?Xv0yi|{0~jHFq~-i-AP1U zU7dEWY#Q4l9T~r>m}+=A4#><)w2@t|5_$#)7tGysbQmDaB+oS>;$!GOr}cbURr)M7 z)Wedik~W+3`1dU)Yu&Y= zl!b_+A8>LIv3HHs;~Ii$HN7Ox-SinT&(6-yHz#mbQhqKQPeatW%mMIN&5fA?HbiGFqBX|3|--u4wVq2hA1I{^eYHz$wjdAhui1yCQ_8SF$;cB>u&U z#oo|}X|KdBea9pKYE^%;J-t0Z_`>{dd{Gq;jD%UOyx{_8bzqAdE}OKgEMjHgRlU3y z&m_&uXY>IMn-Zb)M00WX!d&}zV~tiKeh3og1)FjMo;-L4rF|=-EzboUT2Kzj) zAi%zXht{k)dUbEm7q$Tb&%XcoBp-$|b{t}sCj_EnPpWbdQ zBUiTn=BgRvF7$!&Q9M5!`WEO@7WVD!xAYRg?KBXgo<7+ehzV@s+cd6r++AsQIF;>G zbFViJd6<4|i^A5m`;*`3i>|DCZthgYUZ~0oma*f5^LG7r3pH{)QHNQfYz~>^L+%MP z_bIK?(o$9;K9ktt+Y*vp@Q%pAQsBE)nsT{gIyrJ6k!pE5KIxmVXi{Sg^R$gvQ&oq% zzn$pUU<_AX+g~N&8yn+vOj~VBI12biKY)y|)mw1k3@!FNjQ}NJVPVlhgEt#A-t`0d zH5i+9s^0E~*P%N{*Vh1`__B2*UZ6JDXuqX;85ey^%%Yca2FU z+Ht%EM~ziTf}@nD&ccNBik7c)II*FDvEg3j(A9bV8qwm@2}l(GATxCh#mie+1kCMM z6Fh{9B{@EP1Q}kItov&rKkv5xWRbSoR??i`}JZATLr?t|km$}X~ zX|Uq?uV_p(e%e^;>EmKe1+OaU6_?GeTznvsbU&Yx0EW^KORt3?y;h&4hMDfouYlQ4 z@7wDpy6Y|mf|2!Vi@#CHkb~p6YdTUa^YrAj`i1<*k9jIk@z>J`gM))(IgJ(EnKg~f z?SDVUEworU%&F}65B{;Xv}Aktc+%t2DG{Bty9QSMMq!hO!hniFeu z>(}JF+5{J(5|~fb+4G5jbyo);Kbd(742%7>+dH@8$%96fKs2pZGgb~HzDk=HOW~=! z6x5}plyB!RmFQTD(q>9p(F@EzbIYc)xa~%S85?cP%6TTIB+Vb{f$HTZMnI6PsTtoPG^;;;ySlj1N)&&Xr9Z@YbxX|wdoa11ZJy24g~yIxa5M!nZE|+zWcGC z%(RA4>03d|$kb&S#Ao3l`IAlbHM883ZD)Hn{j^zjhoX8BDp8KA$cF8bYBA?10m#+i zU|}2HA^%)5H#0M{v?P45|1&ftq(u?^r$;!UmNP`xXjT5HQo9bAm6!s`d>A~esl(%3u@>L|x^ z#{k}0ok%7rXr1_|RTZ$uR>`P4@wjvarsHyJ>d2k1GNXOUYEM51b+yYHelaxMEl$== zP0{{zYp~<;Pv4)ZiOI{qOMlUVf`g#iatjJFspXGu@ANOW}h6-3~o?FDHXcbqUtuf4V2Z?Dd zWMy{#jfGD04wku2s!%R@1W!+o0^pea`3t9cS5$TLm#2qb^Zk@dDku1J=_u~BUDh;D zxIcMwK_6d6@cBTAh&% z-Aw>Q3+B#jZ~GlO9A)HnD`$nuptP=#-AdF3!DJCK4}KJYF|LNJ(p%%oD-A($d~6V0 ztUJ2<7D`BH3*VZj#>y=v1&`!z`EN_J10OC+e1>kLc^CMQx}8G6XjCoNj0X0`#!{>I z@Sh>`*o0b}xuRch`!@yqhSLQ$j7$v(a6g_pR8%HJE6soNc->bK&zNSq^^xs012qpl zH4h48F*au1$W#SX=05(})fK_JAoJEUGEU?6IycY`-CETvv8{#W?Kgbv=|f&}TD+;} zTBMK1M1;ky)oAO+K2+XI<@>jmZ3DTnnMVOYY;0}4*l%}FmSS25HmPvpUuQJ5WcPhx zLeS8VWe$%+KS?Dqg5A#ry`m2e4wu@)Xc3i8cZUF5V8G^rDgM=N^e#F5)HWzMIJMdJ zLUo-T%d_~ti4cG*AIQrebUu;HcLZE!^U1$Bo+FhZ|Bez_rc$(<==41>FgHJFfeylR zd8k+EH3p`zcp!ADNRzC4aZYo=c(_Hx@aM@5}Cy#se;WJ_ypf}g(- zdI8a&Gtpx;Y_9x84doLbe{~wh1LPYVn{Vze_vb60m^s>VJz!K7h};iHFA_XPaB>26 z%!W(m>pJpoMjxMtk1&OzaB>c*&NCJHdiXa;H_{`CAb&rGSZ@KeIHRI(sQK=W`^V+9 zRdCpdc1=OC-OtXju!Zg272Gcpg!x)O?rY^xnC3U3ZT^)8V0JH@ zoH$GMWWCe4oisURTK;Mfr=fIpQaO&t+)ku?ou8j~Ihx18C10?(TBt6eVQ|w@c>E1O z`C38-u9Fq_r9r-=!UoRerNRs6ZL_@ha%CHvo7PSzcUEnl;UM!9_`yd-)%95>R~(l)Fzq^{uaJ*pSO2fo~kD?M;5^Tz{)-AwuZ^$zk5QoPOlPGJtfoL3mrSKnI! zt^t65M>E5dr1qeoXlXxXU(pSR*-_YT;qoPYkg5f5|HeT0hc2t49twe(hL+OUR5__c zExh;e9+koC|0rB!3{hm#=vO=tp@|s$LLQE|V>DGycDA z7L*lEmq5DXm}&hsa-tTl;r-{-3C5yeH9MbgNxFouo-Y$#XUjp;Hf&?@cVRjUEbzg! zlcku+g=_k+&%2if!;dBOLTH_G^uw^)*Az@bafH0KQK>4rLlLy4gqCmTbL3SbUncW+ z8JOz(WQ=2!8i)K`IMpwr3wFwDxIF{ADdBKO|6d)dirX4NT!iA z`xoBrd)WQ?lb;wY)ii06&(=IUzwfzK5W_pGF9eYUvKv_me=+ZDa2|68?^0xHED zMi!&*5_3MyYK#*f;|@N(?6n^MHx$h_dpgyv(gJV)PJ}^mva>h$4jH`~B`hfvCy#V5 z0T1}h58}VR?8$}eCCRfoDR4%1tZx`j#^hr5U7MbOt=E6xw5xCp5$^ZMtxazI{Zag(H;q~;W^WlSI zPt72=xzu<7{OK|opW0Z+zpBQ1emj5H8F5tf;MF!ABV7u6hop*X%D`~;TLxr^Udy8* ze5eHZ$=R9V(no^VKKZ+|?}JF)^sPMG7^wQwj@t5oczo-?b0vnX`Y+ zuwlWq#l(%@-k_5utXkxOsx5HoGSMdjVO0$CSl(2wpe?MZDHa!!oV*y_%0Os@e}7e? z+vI9sCQ#jfLMm}(kt-PA7?N2LY<|CHI{K~xEbvpz^|+yUsE#;Ry5M{Z^OMulaE{Rf zW!WE(-|Bs^Ao?90?#0gma3$9^a8Ux$9}aIrvv6mbYJ`T&L+i9UwFwKigL5sNUu96M z%yrSX3uMsj>=R%d_JGJ%Dc70t`6%tR2~hc3Vx!l(xzVIv-Y2dqmj={_!YfU-xQ@Rv z@DMIa-XEVB8Uq;Gxn_S3T8F6S5l~0#2LzkQ?}-lEfs*nWFteOw-7Cvcn`uU%`qs2tUNrpzi z`0VZuYdtiu<@5GnciHag*!_IK)KDVo4r3WL+JvQ!(HgkOe*{}PI)v5ZdF zKfkaTMBs&PeN1ZqsDW&0c@9O6Y>laIyU^E?B}RQvaZ!}&Jg-N33eRt~Q;3<74YvZp z3sq0_zomG#djHjpK!AF*{}m(4r3x$u$LkF(&XRmusktzs0~T)sHO-yw;7=(#Wgp@~ z3AIFvf0m*++WqA&)KSMSy?v=-YVPTzK32$ph74+6sK$oj834_6xiqJ4d^UJ@W7(?gtDl|funzEnsm6vcHx&!7;)jS)gxvM?u(x-`C@!iu8PuC>|JZZXGI^*Kt<#x~$B{k#x z(5q(liHV`;11bb`qe|VEg{xv2&|jn!$t~21x25uW)4%;&*vKdzX7DnwW_sR*F6@p8 znlAtId28wNxrf4?(K%5idW^VeS`8P} zDY(gY>>T$4YSE;rE{ya5h!nt)Xu>HAiAq7D>uh` z^T>#!06>auZ1iC2`ASOolY>pBqS8L;vv}r%>!kbsUoRqdDnJyYD0QrN20mFyW+O)< za+c^M@^=aO@(OAImHPq>_-8FC&y1u&l?gasD!-cxb`^O-p82ki z|G@@)n(CC7znjTm+|u~nEKQ22-$)Sh%S5u!%X{gDCzhwxVf^{sy?T)R$#TVV$_xNP zH>|$^F1`NKm5b5Z`VjC$jKr`vSpRg9vG(bc%fc7|H5Vm#pmJag#{vQYCf!DVS<9Es z@7Di5E-&1n0kYC5oz>=c9I2R?$?9Th8zhN)QNeRptDRj`W&Ud9j48YXj}29df*)-Q zpCYEhXx-{rQ*#H>_HNi%ZKjqGToA0nn%wK@p>VNVCZEgqVvj|10~M>n>}=zZquYnT zh}N59x1|*fVqIO!o0H5yj$1g&tgM%aexeSh1}MX#+J(Pr>cC-fxU2e)9<6fkQ35IY za@*Hbp$nW{Qj=WWs(%KXVhc%4HlNII*|2^Nb&}Yo~}^j2Xa{lyTNOXQ|qG=Qe3qw zHxwLt8oHV3@GI@6^VJ(x9i%#s@`9R)`T3^bHX*+eGePyHIWzt4&4Du*t9w65K%Vkk z?t9#>pR~fga@MTJO}8}RuTlDHX7(bY$+^BJCr8PH%$pRfwa4OJ(9*z&@Qsx3^Igs0 zi=`GfM$Nun6~L9#)AixH)-fF08d`EVPBSq%Uwzo)`Gzi2QyUjgdbH^B z{lP5zhX4jRn1Q6nOFC05BB;sXY5XK}AleN^(DGDizXj*A`skQxZ2@S5W{HE{Ht{ye z)t@0_lHHq-C4G~3Ae^8q=UWU_n2Yu%i*?QTh7JJ%)~6y-+aa%ZwmG;5bVFH6mIu@c z5!IRv_7kIU4&{uI|4}_s_KLNHdVogSc-b%Vf{+an0yOc{0{Y;v0JzzL%5`q#sl7v) z4f5%krlw|0jEZ}~uO`ACGe)Zr+Dg5jC^sViMR3vE#||sl9W@Rsq*rgEo8uVTy|nlC zT0MGd&P;_vLXgw>-I^AA_6)R9O~o&D8^Hl0r^n?QTNTFuV@WfzBqTY5s+UYGOF?SQkO^!RPzOR0;BG zoguHUjO*ynm4Q5v7kRQ8Lwp^PBPDoWI`iMAYXPtu%4aJhI~mZ_OO5>!;tPhG=Y7HU zaH3R0;YIm;_kc$b4?@Cu10UV3)zvjW^}3`(U78d_Sa^6bt3P7Sn zB#yvfBS8zad%$*7{QU>(9i&+<$T-IzaGG$cgv0Z1wh=+@bKqOuK=}U0lvjH4!u(a zU=%s517+hbu<42Knx!G}{cdtT5Nqu~@C8jnw{*OK{bmAkAkc7hX;0W|<0qFJ@s3r% z>-Ii10aopbt5EH&0i$YRURF`Ajq9W1XA-gRq!I!^%?4)1=v_T{gjSj_4^jyqTpxC+ z4FA0HAP~zw1~+9?qLu)9njF&VZVR`LTAR?pqCv64=^D4@D?Om<$__xCZJ9_fH}B86 zsQ4rdnDGHDMnIJhB&|@g8~rFs_}gB87z!;78g1q{?h5GtfTH)DT?Ghk4EIOn_UZ!A zl(d?izhz&%?|9km?N&N5!6_m2-E^_dV0FDPp2_+4H5uY*4>)a>a|@T3m%-583u}lv z)s-v`?x~fNfOtHoq5VBF0|&`d-USb>!FAI~z4LO)#xy7QrsT|Ik#qk8qTBJ0^ZEE4 zuBX>wY+X1lx3$YUW|EepV?GCs0FGlu-YZsTdjh|5lv%y-J~Yna(`&r#5l4#g*6bw z`)!~DiJDub$^MLsgy6?AkcHaWA&rd~0-g#F!7TS8NQv;`{DoF3G>~+hG*{2`o>!TI zYeES%nz#*^F3Lzry@p6FwRAC%eFwc4|3X4S-WC826=t4*xCK0QEqSSIDhE+N24J&w zTiqo$pR#kcG&FwGxbU>&<@!bf(L*9H-kq+968+_GJ_rpX9W3Oy#)GqwTPA6h*{qL-^$f5B$w^5d+tjFDTp1J$0JTCufS#D?$5VSaSU8W8 zJWP-)HVS=%cXGzPUz`Xh;(0#K4R@<{>X|Cg5712xH3uEjI|TIGQWA%DhSQtfZ;rA< zwg45rfBX>?Iu@!7-ZwVCf#Q>RJ}imV1_~n4-#a@UzEtPzq$&njdHGtaOQ$4$k&hCH z5RkhxyFL!=sWAa@;8LBJsE9NW2sWlp{#pM$%iU1iQpPO_5<-5ACY}=m?cK2$022hH z^YGbKP&ilu=~s{DjDC+e2CUhC1!jx))8d9c2BG5UyKV|ul+&{uZduc}lqY9P4Fvri z{XAX2yXQNX!8Qo4O++l^l#rAaQ?>CqbC6&P4))*^FE_U%ud#f{wbC2KUA* zqV_oS*Oa#J*1y*Wef7^b0EAKEF+E`|BNY|V!*DSeP3k!fQSJA8txk6Z?0fhYAWICh zP%AqR0vqu2Q|;=IExcWApDDv4W091<`%%^hd$^%7h#rBPaOG((CqSD0i1Jy=t`P+?qAxmTHq*rzNYUv{c}lZ zV?*}L#NPcQq~Jz5Z@WH*T*+r(o|#3(h2sQ!5=lMz256E#V0axNt6+&eA~K0w6BNNG4xurODDi3cTPNMA50c-3}v@y#H%+>Yx%<-f*3 zzK8FKc_Zt@K`}2)`fs?+H&4D&NN*|Dt+m|MIm3&ClUTWNPp-=!>$9GAH{aM$U$KTJvi?bckk7 zgRfw}JZn3;+7+^D7@79r8+V$s_B#m|_xvlR)XVm+r*_3ctH> z%A>pxMmRWLTy5jsJv>~1sC)<2{ANxqyJ|CCz#d5|4;|}%W2%zZJbR;Ij(xN{98Gn+ z{VtLk$9NLOW23+A96~p=y!c+5Nnx!(*gS4lnsI2Pcp=sp_VSxcM7yEL z<`mip%9SGSxRd?G_)`KlajYuv<;w|sjqf@hivTSsyKf%oq!t_${HB}2{2hrue7&cS zheC-=CO6HNCx5|QM4~ZLHtlgNvLH0%CvI*UO1P`M{olFupK|6;6)zE@LDR>6*Tr6h zjJ7yEW>9c9&h%>}9T+ExpRd-(ed262ti`ZXvn)Q5gVy-9^bN(YpLc*vu^k3NX@(+h zCij?5_OIdVU)q%<^TvgX7}kJ5&(Ljkr>c)cz^ysA ziQB|U!G139J0pdRVYHN^O0Cmn&)T9Z63BSarZ{mH%9$raX{kjXs~`C=1)RK6fuK%j z`&Rrs&?L?)M6Bk3`rlql-7NsW$ z)BD0cj`DL5tZjD+1oB$$*%ts4H6v%iJUwoSiSjV3hzM)H zA%gE}n6X#BR;b+!%qYxu>IR(zowVA#^{mvg7vR`W8W);E1`T;5w@0A}EK{Dm2gWVk z;_zHD4(N>S@6yxq8DH)?ybJjp^F`_fD#wHh0>me0Nc#os4*v5?E@Jzh^Ji?j9&{E} zNiE0Ka(vwET9Q~8=}>)Wok9srKs<$@I?uZ^bzEz^j;>vgZ{ZG8e#lYH(Y~168(RK+ z(xYY*%s@rU1@AsxfTF6qgk@VET=|HBMIIF9*9i}$BaW^k9>G2$ghfbBOcdn0d%*Kr zu=j&n#H-|JVcM6BG|(B<*~FK2f>OdUh%r)93RHN~PSSUXqXeJ@WLu7O6rl_a2UiZf z;P-;pQoImHN!HS~*p{#Ko-k_egS9MExKI#H+2)^V-=-FI)L0Lf&Q-R4;qXb(-r1-D ztj;l?|B@P96f!bu7+9K_nVI;u>QK!t8nVojdbwN*Eu7{QDwc@ z`2IhgP$p`t#6&{w$e>l7d3GXIqX5H)cs>+&O)RR=w)8ywj zciGFGwghsYEBp(`pUt7X+u~%WKf*T4y)NlJwDYBgkGcUy^$G+CP)`m7w zzI;cUyH#4qj7>#5d;NAS(#au}FvWdimAmni;Z4$j_$xfi9qu_lV=PqAr1^dM`xRy2 z%dg>@L{6=J8E9^GL{W-r1ay*g{Suy{{=Y8`y`0}ph$RL4`E_gOmq7nPqQE!geU{pTM@Yb(PH1`<)bMk)~V*zOCer_J#viq|;yXII7fe5yrNZglf zgiD==uJ?xgN!<9r$0_b034yREv5MHwWFA-E`I4tAO}v3SoHcsVV^m0K9qm!jDdMIl zzm}1(ReTBgc$OKFf`r8Hz!MD*=^A-S_S;mrJ-zx&YuK=2ds`QQL1JNRvwDR*)Wm%g z7IdCQLwn{VODM5s%E6^`;p<#uL;Q-L!e^_eb#E<9cF)j#DYotc^jr=u|D>I7-o15J z#>&9qix@7T%-3Q#dx7qBo#^_VLWb@8M-@#p-#22jG9#M%FB+?+Muc^IE`J5TDdL}1 z^ptQx2p~OJ1-05RJ{|@}8R(d|4n`KTJrCi6d5QBk<*S7J+JCU&|9|%sHipnGd;|V; z`mf}#5(1$2k`DAx{U6;`|L-0uAyA_K&y}KLWB<=j0?_7G%qo8KgRpxXM){f*MppdF zzXmD~F3{ACvHp*%{C_u4eFI6e1Mu0 zNYYaF-*%e-^b-8FeX11l6F5Bx9$N$I7)Y%cRBm*Hv=Y%Ja>r^dHCu;F(Z&=@igGHE{sfZ*k$t%0sAP?TX`kQxj%!Px|dKnVh|4G;{kcD(P7 zlSDcJ;1_LS9<dGXF;ng`qD4jV{(o`N{-yC&jb&DVwLe8?E{B zO74$UAZZe zSsq|+#>dCqxzN@ls3<8>AxL)RR%$ad@~-zZz~|*91oUK7va)vb$iVviABravDf_6j zuVjaGFd~`a+b3XWXa8@m?Cf^HT(#q{JB2y5JOZ+l;PZ{Fs*GoBQ9x&*&MxzLZ=n7j6a;7zF89;(?7do0lX^b40|3n$87ONZ zn8e*+G&*tm{^@1B@=JU8Vt$k{qod2qI}yI>`$u*s%i^MxCIC}_kQGk~$HBzu z#_6M{Vbrep(vhSBTG}W=#aieYfsyi{0B5B z<;orWn=K?sTA;4|326nYO;}jiFd3QBg%*I0^i1nFb#ww*Xsz|qVAE81^BomsHrm0Q z)@6yZjP|EXZTZdW$}M*QAntYCy_2Lh+uQ(30H9+TGp)PW#s@u(WY1yITv%1bCL(fg z*M>OC;NGw}0o3Kd!bOX!J{x5-I4HyhX?~{C>gn-gGksRB9l&nVbwou)oy2(&M@>24 zU~670j*O3IWfiS9I~(fx`;j8T{5R6~-hkf(n8AxPOwfn|0>Tp;-Ir7c>|Vky(7>GH zM_LDXPw(fluQ)edhfL>dnhx1>twu)$C#w2BxU;E<2O8f&*TGY3ZS!i`k>vg z&TS~BC;pZ6;pO9?;CQw0Bdp`{;U0!27G>rQYNWt_t*A58)6ea!J4eJ+)E7>O#Rv1m z(^F)m5;p(gY{06dr2Baz6xKudJ9{gee8&w7yYu2Xe{zgX_}*7c?(KWIYjP2k`W4EP z2-^1?9=re@sqg)tk4MNtUId_b1R($MYl1&oeB9L#M>+oioqg@?8HMGfy*55)iz+h@ zKb_WMWnNv&vc;w>@KKEBLD&_DjiPUG6N3qH#bq{X)o~sS;Ui`TdS9RoaT~$FRUD`X zHY;>lp@+Du^^*Aht7(DrO#|qNy@!8)pkr)xs`*OOrkQiyT5NizgE$~70$UkkU`Ri9 zB)`Ure&UVEqrgIInP!?F=PSj=kbwdip0FoDh z%A1zoy1hcHCJKR2F+{VtiUVEWKlmFQRX+qY<`z{J#QVG|zO>3s&+_PXew!%QCP#U8nwZ+cj?~0h}7-gFAZPiS^U6u5cDp#Xv2cVFIpZ++$0W0h+PLP+jlUI* ziZ*r8ZY6akJ1Q>HQ;5y!*1GQ96TRh$DUU^(qaj6BT;3691M@ZX2s0Nn26=T4U@CZ8-ea?qS#@mA8T2+Sg z-8qDd(c5lZI<#;K1$Wxkb49NR1>v!r(m4%hxi1q@(W?bE+QAL<8I^g`c_Uxa3z1Z@I}$VXmxq`&$=Z^BOl8e=dtRnw^vAx z>A<QiT&bG{Orbga^HF#?rm{N%wG5;i9J~Bney__ z75?7i*d_1z!PsfvxXw!|GVwk~7B;pR3Cg9+*TUR&+u8jv&e5BL4dZ_(d?d4RcQ{=s-^nAyW+qVk?6U4XetQOw(~#3@>dxpW1wZfB#Y{fBITfNw}E>WhhvDW93K->5$(NI;9*&4={)aO&t_mkVapx?1sbcQ<#sjLbjtdNd(X9P5_*Meq|kn6!g(O-bHIW5 zTmv$KpZ^{|$wf_mv}4{dIIKPT)ZYF>Yp1(iR>a;C%-fc>M3uN`y{9|3icbnF9tdit zI*^MVU%oF`d*Tl%X$~8%_9=nghLR$c()==E!{e#zPZuJ^`m0BV$+Z@GZvFq(oiKQ1 zT^Hj|pGNk6Fvc!i(TLMXG~9UQ-8q%AOs6w z^N@~~Hviw0vhS5BPg^p~9LzV}Ug@Q0ZR}f5{h+p<6=+cWl5gLJ=fda{9KDLnF&sVo zsim%n`6@UmaRQPv>_;d~Z!PL2G&r^PKU2Zn12|umf1zVBsgr-)F$HIke%AJNlK6?} z(V;@()Qu5VeA`?}BS8lZ;zWKTOYyam7NRT=_Y+;MHMXkVP%>6Vtrh*ufR6%=SXy(w zCBsAQgXI6jQzerLynXXpSM8ChH7eFNA8sl3Y073$c9^&$+>mOm!h=`A>-fWTeLDb)d3!G^z~*PGAgR&7B`}TAI@G0TWEkAynm_G;D9Xl_?u2s zHrc1O2Bdn?jCQrUq~u|Hdz*%ptfjz^o+$Hf{2fSD^>ki5zbQXWtkmz#?Js;X&->fI z^@WdzS5=QE%-u3MrDKL?H}gZv+r}Hd0mbpGtDb6go|E^Nh*H1N>JV#WaOJ7yA9@{> zN`CfQdae0%Xvj?S>702EjMltm&S5YO5|?5CSBdlf^vM5;fuplE-sZJOP7!TwuSS^| zVjdfBf7;lJmH+p~-NDG2L^lp^PYZT>mj!V8mLcgy?v-FLC29GO_~+6UkuspwKu9gFBYrPw<@{eGrI~LnJ~#xV~2^y_kH%KS0gWt z(;~edEQ~V--nw49nN`z#|DUaP^LdR2ZeEo*x;eOaPeu(fP3tJN9B+ajHL zDDR7q6TwR6V;(VESFYR|BK2??1kU5-7=U0E*6f(q@ec^7aUk-eX?Iy-{jqj+=1x|a zQ*x6abNZWXGrsJrOgi@eekFRez>fEFy?XsuOOZNV63q0U)rU7l-a53>kg#szA37fW zuTieCUYPwi%G+-Ldk-2;udPt``_YPFXqah}KHd`7^H$jr$*&3l%!_k1X`e+xadn3D zbrQ{8Mus$L*0)dLh2Ot_cP{z%psL zH@5KXH$vL6uD^djl1F}tFh^7%?gvJeHKEo#FHebBT+|3SEI)(DB=e&|{}%+h&7WpD z12BXUZ&?3}e+*#>>NY|(1qFrY-P#XhtJ@|3d`Clv+0}o8FsD%;92A&sr zojWjD1nbccLpb5jzis({E;BMR^8dI@0o?(t2qM|KN96NvZ+>I%zKura_v1)3Jm!~& z8u&UlRL+(S%r)QbvmYjKE5xQ(g*=;KT3YS{S3F<^i1ZV91xm*=J{+%rU?ub+@wz5^ z^Ja6Q(FJtGLH{k*ss+luR?oW{yPAxG0&_=4N8n(X#BKq}%g<-ftde*WU98iH0}1KU ztg~GKE~CH)6hTl&#}oMU0UJx*Rxdsu;CKflsZSGyYGEESW}iQQ5EX6ya$~>N9R>mX z<&0SrVH^Bw!+7$DP@&PGP-z%r8{9W|%8 zmQPCX?DK=k2(n~{(u=N+E16G zMc_qPl%GFSZioOu3&eW;`gZ+KbSjSv^xuhzR2IW-U>E9qFbnt7W~qgYj0~NGf4jrKJVLF=2F zbDNE3ff>jF-jaCWi9pYH7y&052|sGvz<}jyXV6rso`C&2q7QI7boKB67Oe~v6fkXn ze~C0VH365&aAH2>w)XZsfw5$Oe#7fg)=(5^cTtrx)0|Rdh1I8N+I6z-K9`D^C6k?&a zc6RlyCm9ly(97G~y<2BppHBQyfXAY1(@3WH);efaFom(Tx7Vz()NpoomXkyCQOFbn z{-8Q_wnA@lVDR|d*&=$df<6FGOW3xpGa@1)5R>W2$tZ20PrLK`OK{Wv{(hL}SzcbY z1#x$O{{;g5wQX_naUhWuta*6QE6DNX`WVdcvtcG4t4U~T>O#I!F7OV53MJxko-Q-c z(9i%`F2qmxS8?${5EgZCNC;FY0q0P6_vZD<8dz;m%wG4d78ZNJu@q3-5Mp9tRaI3m z)Xy%M%R4)urO54kd*s>n66=jjSy@?cZ*SeRYbz5|=`WE$VlMmjXV=!I=H@_DeEaL; z6#`D{f5xGSi5l+iw}Z)?P{5@Zm6-P$%qj>B$Q#)tBXjelxH#v%Nd^drmT&McxLuEz zLC8a7(sj89Q0__b1Kn4j33HwXH z=JMh0*?shrrDaM=iZ*cB)CW;5CME^~-fF(xW47x5BJ3TbEQy+R-Lh?Vm#tOoa#eTP zwry9JjV{}^ZQHhO+dS*r&fBXeZVnHlfQj2ZDvb1ep!=`3F4A3XmB z7zJtt@DVR7qXF^r^Mitd3JnciTwDb4_xFEzd<44Ve^dvgx3?FFIt7w2fv8T@|3H6% zxXi1K)_WlI6vSjACAYl1-EcT6Ee#JOH#e66$rMP!1Y$%XnH-NMwmLm**PAX^>rFvS zCewflQw{vUUR%=u(bw1K;^G1#DV>3o&c6PBAaS?V`Fv@}R8Uw*$js8xcC}8JCJ`(o zBEqPC73efo)z#4d!Ic8vmw`&u>3R#+15_g51=Rv!ufV$xmcs2)RaA5Ye46o|xqxrD zb2Bq)z#amkIzcD0`MZG~0L(=5xIaSlg@nffl6kAO+f^vyLDgF9h=JNzZzBEY5BPs@ zrKP2%{}Fq823;qohO)A=GUak$BcSze_XdHSU0@#c`^_%6FS%q=Nl8hCR_h%QAPbVj zpuN^;xeU~9&$kCy0V^x3WCrbnucxTLMwGxI1a>Cb@4uuzj21Y6WP%K00*3$@-@UN^ z3>r7K@GZ@;y;$yjK=3q(xUh^+)o(q2IZ1E`43PgOUjGI0#mDyq0r}4l2e_A#nX|Ql zjlQ{+Bcs!QZ~o6vYtRT_02~Ac9C%QXSGfrA&qPj2Nf;a)9H@-w=;-+P_@tzyz$7Xl z)0Uf?`_G?0K*}xrV7?uYrwYUuczAdO1OxzE9v>h7A4pPuetCI$eSLj zKhP=X=jYeg*Z24L&(F^v9v;5FzJTZX{{C(s);0O>(plHF3+;af8%=eQjhSTb*WcgC z*9a{ZO&PyJGX|dN=_K39tD%N5nGx*-yiAQ$OfJ^VKgIiGWHR|`?SZBH){x{RtERCIJof{aq z&1rJj;*GNJ7#Hso&xth{3=Q~F7r4uu-f5X*?AiTl4wZL2tJl0mpMU?#)ODXa#Y8pu z4D+tCe82tx`&NMB6^J_cIq*_Wt^N78SOD!O(q%f5Wt$JfF%L;Lay{&`jtlHRY5w

ju(lRHBVAH>JWp#GGpDF${BUre2|~ zFiZ{Lq7D;tr*}j{+dUqos=nIhT66Oj~2 zRto;XcvAKBlGHDC@rB$jKS$sbZ8B%f_TF~A;&mYCaOdaU1h}lRpp}bY)^sr=Hv%ii zz*=h%gwpD@QxhzKDiI2S9w%RGS-XKu@VH zBORC2NbCDTmbCCG1wl)#DO)Y~S}jXsLR%;G*~ZkO)95)=U2EGov&aa2I#BW%j%mEc zE3Diup=P?Ui|!3gJpbYFR#c9SF#jAfRJPCZwpZ^+s2p2hY3 zmBo;so*SL`IO4n`k2(SlaNkU3rxeQTAUd#9G3c_EbVb?k=QRYEGO4oPX>g`GZvd=; zwQWM|`1L^LIO)>QXqH%-%!VYWSrG}iqPk#Q{Af0)yqjQV6w@Wvj)#TvVh9M$8tiDI zw^GB9msy>w1l|r}jzrki#w;4p2DpV_-Nv#5vqsPt@DS1s6_8ImcmymWy=_}w+ntvc zN*ahYT3`18=|fhwat)dXt9Eb!n&RVFpjWWKp38dfM0`(_iv9e5N>}s)(NF-+|FPfD z1{ml=JaIKgo6b*uO=P7MkMy1GSdnb^Vd$rtp9tpOIk0{{<&ttu$&Td0bum+Uo{JyX zANh*KJ>Jd+4UFz3OlNj~vAyPcH5K=n+x5DciWUuj7O>4nBk3N+W`@2bc;Cy*5zTC15#M!+wiXot78V$VK+5J>H;La$D1FI#zderRO)(Lp39lX_3ltE$~J-+ z55+kT$CBsXCMAAMrH1sj%yMlMwZ$KCs7#`**1C_@u?kmsbIZHD#x6a;n-i$F}k}vNbsA7q4tMS^kH%)t|*%l z!}wS#ck&-~BM<=6z5yhR*@1gS+8a8te)3S+e#|>y!~}eC7>k zIW|RFOC|N`+SBWg+d}KvEE|%YXw+gWpekz;HrNlIj$O?o-10Ap3`cUCoae0)Z}G64 z*;Gg*?U!9ANcl&tOW0Z!FHJR@>02Dji(NA%${DX?d0v zTiT?@_7Q30G%jhdOluAbU%YM4iZddcB zS3e~4I{Dn_Y=plD_&1XCN`pR6JZfy*XCEVXb|-z@eKtCm$2Z?v+1KMQJ$#q=9x(1k zlugJsgXA$po>P|C{Q4Y!5p(tJf(HCJ6$ED3{7<%9BtoF6iz4Eri+9b960E{jYv!<$ z-~H7w6o9$Lk@Y*<#>Durmhlwh#1#aaV#^pCy&@wOGaD;m^ZM+&B4>kP2hPyaBY{kr^>|C2r`|H)g*oePP-_){Y;P&cHe$%R zuqSKLn#jWaYUttgp-UOuR%U6>4bXVc>nr7HG;GrtO16IZgJU%=yZB=yFeF5t;fSPG z=2nw?EuMF&_-~@BvhBIB!J#|KzAXwVodMhVuVM2sGwJpaN1pfeBc4qwzV%u_Q%R2- zS*hNyf9bH{q>OZX7g)}v;Ypr{Djw0}s-Gt>-Tl(D41{7vpCn}M@S9uW4?2ggjQFlT zuiMu$lkbcdoBQ4UYeU0lciF^4>AM?iKlxU+?FW4l&a%tC`meJSvW)MYKUOIoeL`@i zVD=BnH@NSs({9@SMp|q)#$>E`ZESrV2|6&Jcw>7xJuQOB@eikUZ7#|lB4bo&cQ6nb5;xlN1_7zt1e=$Ao5P^9Zesv^k!|a`1PjoP7pg4oZVblt$$!n+18cF6pxd zm-k}UO?lkqvnSoIgtd{R%-?M{sd0OUsXwU_v`RYL_*)~zIE^Nx-};?!2)rE&4>NxX zlZ2)`OzaEU@N~H}g>l{GR~U`=QMXT^7{`!VQeM@^7t;R4ZgBVChV|WI^@t`~B`9*z zoF)lHDX6VAU>gI%wM7$jZhL}9G!b0cc01VCBwGjRF{be?!&k#t*EIZU2kH~(Y-ZJd zfD+foWsS2UfEyrJ-1gx~hH3qqATGv)PpPt}FG?$EPV#AEB_;MbZbbk6^Y_l2xRNy^|Ar=@QR0`djm(lB zxyxc`i=Nolo5?awB#sxMOfl1hEO~Hrnp>#49(T2VxPj2{e3(vslqbTiNuyOH2VYaK z?_&k*3zxuw{B)3LH%h6$?O$Foou~E9l1|{60Zdr0G%)!5> zOC=lZgtDh7to>kT6BPA_Q*NktXsnrWk2%I_qia+`zFhTxcMT}HGqxeoM5 z4TVp{IQAR%S$kCkfenOIJZb7bNVCz(kyw+Sv8(9?HCNu$G|BHvd^EzP6e0G15HLE^ zyy+4Q^41>6rU)a+bU>O!ax9rXRQKMid2F!4mL$6l&GhapDoH2i;13doXqr9@D41hw zu8Uwc1i7=1UU5>?F4k5w@YWcVh@ypCan<&XzqkcpOEXkAe2EW~@F1LnA5mMJYMhrS z*MW}9)a266(^s;rIje_Bl#S%o4dozeV_=%!LOLYW#y0PqfH4zy7p!1m!ZXq%oNSsM zSCaf*T~KK-55p=r6A=nhD{mMRJkn!94TCZVG$D&xv^E6zg5NOD_gtTt*ece*!v7Oq zX96&>5O8(kuUS&fQ^AF&2+teM;?|?M{F|-A+l(WrmY|q`GbwGiRKYlAGNmJQc0Vr~ z|EYcQ=p`V4)<66BTA-r4zKqgiOtTZFo9 zxZcj^?bV$0egz8X3i7k)=lBS+G#eGp*T z*B({g(ETbAf>dEs)uZ7A?Ta+6AzM;w%AA-n6CQep4PnZptLQx1U>rEO<%WiSOTV4KPeIzbt1 zPN}RpzP<~S2+P^nKl|Z_t2x*SCixz9)(Mxd;U?^SGrT8O z$w_qAJ|88V?dCTOvI{&TM@RS_iM7d_N~GjE-LCv^6x0e1CS5zMihQ<-%`}FDDScOb) zGZeJYa0Z;GnQn_rj|_x*M54iryZx}9Kn-|7R31I30G^h~2|qAG(tFmTC;;*F!=5+!>)M5b>hn!pX^*6 z2w$AQRXgQoC5q-x3YUmrF&1n(3vq~z8v9i5siXrY4(PFdl6(%9Sb*3w( z5jEC8G*iV3n) zBapAioOX*fKLe;}8>c@;u@rsfIjTb)BVgb-J=+SSmXX+XtSXp>xV{KG=zm1iL2&8K ziIpiNNub~ZIa&`1uYDsBB$N8;J+qu^Yp-0LY{)D@3qU4T=0}oSvE*SU8zlwcQH=)> zK=aUqznly@g51icLpVWIYvwGJGw8My&^`MV{ARBS&Sjy#h9;9ts?W&OTVsWvA$rOY+sc#d+Q_Gd*_jRXAi zuacyji7l&O%+Pp^!E053B3e)$Yf`Lc++d3K&>N~OlB@|eOzt69jpG%0OvbwMTBj&% z!EVUIlz?rDFHf5@$N0Bh7SBVO0IG1ynlji{i(lpcKhZ9d+zpxn(<)(ys@;c`7M=P zJVtr@Xh;=@#?yi-kVYssBqh1-J$-Sa`V_OH<;x3kJoUBW+onTtxB3_!PHKr=Clz|_ zb&?9Z{sgOUjoqs7M#R?-tF|mI`?`dcSrvA9np|CHsBi^GbMt%^shb+}#sgT0vn(O$ zw?b_h|5IpypDN+*A9Fy~jJ;N<>zgCOVF$IXltH*DsC@l&3!{W3fNDCYZ4o+&DDd-D zUfQW73tFx8@QvsoX?GT%L$9=HpQ%brs4KPNvYBE#Rk4_WnDgC%k!gbRQ`^wI6gw#i37u8s@p?H?GzM#73Sy50&h1PDm5UX;5&3 zhDj!-DF48CUr8)ah8F-2{Q;DiD44(m^)U!eB^W*|lJ##t+Lc3HMTJIpTk6_w#52A>%*>F~SBYgapfZZ6G^h7brjn{;jxc zBhdB*tg+OHpn?dO<9qcAiP=vrdRw!bgg$XA5iso^R55gq`w^j7ZEi zoAvbMLFYSCtioc{{B@S8gF_aIt&s|iTfu@LB#9J9Ff35?tP1Gcv;u|W$V5yl0daqr zU4?kUEXNaHf}F{P6k*7VeV7qngNm7%t;1}BnPn9Jcg zGT+rK%i|y#(16I5#R%FR^8o`m$qT3un$=TV*Rnh38|QrYv$g-hBIK_q9}E?uO4(+i=mKJi@yH=;XyzNs zU=~N`F3sF{#61Kl@RJEIEx`Z85E{V5QKK~5_mgQLGAa=1b{j0t0Ci2fMW4naj$p{6 zgK~$*J@=uab{~kYJ_w1D!CNG&vZR8w)Jt|XKfV2}JP(yM@rhUyh8j{)ra_mtdtBGl zEulc|!=XcNFLU_}5%VqaaPzHi!20v;+OP1cYx;zzzu-%kT*QZTD0gSQT8^!WgJX+t zdGCv(%i)r~t6%BUP+)0)eeG@erSe+pLDIQ8CD$k7*(B>t_qpm`)l}qqy_`s8^*S=I zvXkcq81lS6Ki!hl_bI^_r(3X3D| zL4DEaX`kpxh~5sg>_4s5Uq671X0;V};NQ)9&2gQqF78<&*1lsY+{?q4H_$QSN#`_mFvmIujsp)a|f@ z?6g>Zgxd}*dZ9uK!bBg)e)Ehk1$(m_#sb*PZ@pMf6V^$D(;htsE=US<(j38!3=r;u z3L)-ZlYEkErMx4}n&xl&{+OSnP-+u4;u8A_VT!dERg+@Jzt=&E{~@tW#*wU7Xl=)@`B?}SVa zq=|K-1;bE3>2ys*5ZM}m!M>DX0#L5REt5+zr#ykxK;pd0qNDKd#MIiv4tZ#%@%5V( z_~j<{sKLOD1^1jQfjAa%N_oxLEXWFiPP&mmhGB3ci1aI#fPpE9_yUVi>>pxNMcAH~ z){t&smR{nT87u*;l;W3h34-z-Jq34Q3!rwl5lXyQEZ`stXmBC*0-^!}hFN35BmrUz zp0W=7pWQX4LhE_qu$GN3ijGWVx?Yn-Gq5F+qyK{8v!vc6s0NSxD#2-8B%5ZzSN@V% zb2d~I$BG{<-9kJeSb^9y_*dtG%C-Km+KyGXZ;bu)sYi8wy|};OBeSAr&vlhmer9c^ zzYxjH5rkdL&A~D3J7Om2YPvAF_v)#_{=yEqjoKC8kM)+Hd1fl|B)a*ZgC&9yqHp%& zg|lzbC5DT(n1AJ)FTbmajSV%AfZ}BGQfD={H}7O@nm06(cAI=iQsV*=7E|OWSHHZwV1>@a2eT z4yO-!{s5e*jbjuC@rdP!d@D{>Ilp0Ko^KwW#jA@F-)cRy7epeNjamvAbqxuOJvn!? z#u<{cn$CwT#e18X@WngDOs%~$i|L%u)GeTBpX9~{dDxNRT~rKVh1JgvtAmx6$$}ap z2_blz#|B|F1?nnZnXQc=DMfjg#8}W}(!jG&5+cQ$AesLX?#OjCdjHe+ZY{A2FO2Gx z_+Xdz++M&U4N1(-pLjI411nu-_Q$E7+$m{;1N%DiRmorj^CH1f<@9$Sh3Rh^5o!mH zoQ9<_8yo2;+1rh@0uu3bz{ZU~fY4RXk4+lOLDPT?WTN7x4GN3AHBAm`07Yi@!m^Xz z@ZRz;^g%GS9^awK9Q4R76-x1>gnnZ$3{6GB*Vt8`#+9^FYu6|t%k+bGV)n2x%Kf~} zKLREN71j(w@5)Czp2nxBJ zZ~@uyJXTVT37VQsY6$9b(({lf1EA@2B;Ean;>)wXVgu5Ba_(dOuoe%7E# z*w1E17~xGCO%y>E)mSl@K@X0qUK$t_79w}#P9=NAi>>{IDzz}WPXF>-#dr2z;O_5& z*xH(kdVGe-pE#M<`uqxSNiIufxq+}haZ@IUA+xU-ekwDw5*-l|dG}?^I%Mi}_62l! zoo(DfuTlmZBxMgnXUqZhHZmzqZo#&M^dy|?J&25ND(V}-S#j)69y)h(Vk<+zMQj*u zA4#gyb4jCWe=EaBjADg<^SeY3X;i6w0B~5~S*!kaPL4~cj43uXi8v6~vnTj%|1pGw zbS~Lp7TX#LsL@PwtO+SmnM0;N7W8+(Wa^LX@mIa6={vR<5ti9gQw{>K+NxzBSuXve zI?Kc(k({7hV@o&0cy%H@i#M=afm`zDoCNf%<)6)%Xh#>zk*}UCH4vECxWnMy^|aCxkI9orUmX!SIJ)_l53Lk$<|N7qtk*zst_^IlJM15GH*`F;2c|(K8&${Z49ka7b(Z zeTMZdU1pQaPBCXL2!7Jo5lt+*k>?TgRMx6UZsqONxgNqEV~Xu0H1a?lN5q0?l@P_% zpG++~(eTQ~5tO}<^3ck%{~Y&0JX-g?G8(~gFmjQPk)4laSpC60X_@y$SU#+a@X!g0 z-5r2D=CUI=xn29@K6)cK#ZS&>b(*b8{t;?ogx=l35^!#d$>NBod#-o2yszq7B0KOj zgjW6f6%k^`R+t?9Q}fj;|KK%J;xtP7t$BJoo0<``JNIq|mnOeCAo z$Li_1KE%FxkanBc<3)r!V#eLFKv;3B-2ECZw0g(++!o>eEBNcsF;r>oI%W9py+60^ zqT?if_h@7FPox0Ve*r;=^G!bXseMs2iQ&yyQq&>`U=5gEgTNlXBE5-5$s#^~dyf4+dJ18w8O$?@ zW4!kmvZgp{QN~2770&@rkWU~XMv_uv1{1wf-q3L1?Gq?G(6 zE+Wy81im6|P=QI6TN~(52E$x85FcXTPFTC<%UZr&K_{uk1tRF;iwzpWP`yZvSXF0+ z--=ox?qIjFEK{~*Dacry8bJYVg}Q)8nRj{a_f^?z`vyi+(gZ zz-i4gHsf?4A=!L*Y=l%_4>!VV3$DfDIT|eh-5-|5T8|D8w!9#wh)&hV=8y$i@aIa2 zrj5fN>!2-W%85n*UoUl2|EFQ;9aE?9%Bp+N*MT;uZf>}rLi4Y2;%qEEOXb5q22hX6 z)lCeA>g&l0S+zeM66`1#EXBayvkqAXdAf5sR1#RJ5X{Sf^QqI>%(J6Hf~}o_xH3bh4 zB1Uwkc1&>9OA1IAkPk#BwdV4z#W~t=5)c!C{u}j=xmZ?vM78U;~WGk4-JY|7D(Gi(4isir%~jnz!mY1Fvj;$l}w?TS3DXg`wZNCN#H`34^5$lQvbxn`3q?tcS`(P#==H0$Bx8j$-4z0Vaz&`8E%vyIM zVsoH?o^r#pD?WuO+p?Y;HRE1Z|FLPaP{rrvzbNr{pI-ID$-W5V2iNW;~D#byZfm^;oCASSX%hqyHTG%1mnAd zWmgu$%ZGZx^LyIT?db_S{bQOt!m~j4;MYOyj{)H9@&DTv@XJPQenMqJMrPbxm#^Oj zkRCKIe{j=x8EhLY36&W=MQ^sQ$C*-JiOPs=E3HVSzwv)sqd4k%>l?K64}4nUDyM8m zxPCL7zC`NCoxMH0Man9t|K&e-`)Rs7hB~DFsgKTJ;nLH37%fYz;pxa%tJ+fhC*{Y& z*^`LSxM6fR9iUG>-s4wmbU4_hvLI*n9Z5CdeLSwDu0=A=eMy31Wx%&A-1nUHLgX zhs``P<>R+zs}#0(NuT-|mxI-+jMHBzSFXDYgORS2bIJ1tjVzxiiEGFSr=p0 zc!w?Y2BFXh?~%8M7gOnk`!p{!9JQ?hx6nRzrkj1ej1t=1+|hs9$`W_k`>g<~!wf}H z>ne+ModkWOI+GQ0EtHl~k2p4Yx=l}oKjaq{wd4jzZy$jZtY0Bd&AZbs1{srTgM-Za zjF*20wVh%&Uzm~|DxgV399~Y44;~Lu7RzSNkJhG-1O{+aGrOrYYJOu{f&nU4n#h~u zhdJDF{;Tz*{2$=J`P^Rz3UuDga&y_y^zsm{6Z2Me<(@JE>z*?d++AEs0vvC?V< z@#|wu{u|3Z`onvaF0Z8&5v`kwb8A%fs8*a-_&ph!Pr%_FORH#loZ@ztp?&U5ct()5 zhu(HdvOvvuNZYzWo5Fqwkrv5v$)Y;D(#SJdZxG%c_?O7JB^+hBrecXe zn3;OhV{m9y_YxbS zISgerLmv9i{HjyD*06*@LWX2^teZrpL(PJCLh||#j>NCaSa*rZ&f&MXe1y1SOthNa zSH49Udmp%$F$}CCcE}*N=m9Q?EBg49Dut_5hq8Oy{ofhK`Ry(|bsf1d{6PazkF9DRk>F!9CqiS;_nEbEyvaD~cllS($+NH0;ux~E| zR*=pw=<1h5iGpj}xA9K*HM)Jvcz@3!rk6rexUPruy&O^KH{>BdSkE({wsH}t$f?Uv+NoQcEuiR=)BXuqX)QO z9zlET#V3~*B2t&bo~nSSqJ}QCN%kfPb(J^9@!~Egut{hfwzK^)%I?4{pjM}I%r7mH ztXX80=HoyNB6Mtm-1m~8dB-sw(K8LU=RMhLQ1lJSh1dz9X{4Pqku=3qi8VYA$>=|o zlPUqSnrJYCY{59;DKRHfDb;lo;=R)x|GJ}+D~}sVC0MiKn+GX``)fri&6bMLB+PoO z5$0o#VH<*RslwE6$t;Es^W@=5qF&Hmb=Rq<8`|j{Kf@`eQgfx;T^5Q3LyInu=e$$6 zV-EwjY3c_Tiss2ET=7!IEnnBTl~bom`dnM?!K{YLm*6J*CK$B$l#LVnek3wS3rW<)X2CRDSPU{@DaxTEjUt%sp!7g*6s>sGuer;mn?JKpYOzzY1~G6Hhw?@s zq23+oXDEO=7Fxh8;rt3ken&-`6iB9EWA4SG!iunhg=r*ZU3`9HBw|=>(R{+*+K6XQN*lx7#8VepQhS_GuTe^7Mj?rz$A83v7bccMrxiz0DBu-P zb0#uymx?B7AJ>o2JUC^{80L$L4?67C{4PsSERX9-=G~(Wi7nH z!P*Q*VHS6pl6xr$jBd$8p9X9t%85fdy%|&LNyNrd^;x|d*__SG2ZtR^r~F-PMq2RU z7|~t2CH<0IzlAT5r5Hl~Q}(pnyL?@){lxCQ`mnBhb%Yz%>+RLr)eC#KImH&B&U*je zuI}NYa?3o@9?os@eq(l!PqP0W+AKOJHZ4_j?}HRN9TvV~IO3)F!XMewfAu$bhDt>Q zL57*<>_9tU;qiL;q}7~u`B?ywBuYXg$q`FU(x*`bwX<`@tm!Mx`HR6DIa2I|SJ5b? z3wwx8ds=^b@!H!(PS0{)S|VGzjU%EiM$mOTJLM^sHwpLlUss`dOwD$Rb?@E}Q(o(& zdJfZzYWDR+lFv;FmvC9-kMsdM$@$<82`h6J)Q%SlWvHFD13e{F2^Qj>#%R0pbSy7C z2K5^qap=jk8%?xAq`B#)X;aG2TGt$?uSC+0FBt*y zf}n%PrKy}_jPzppmdWm2aX+%2OhkWxil-tSJ`U8ZPXO1G5^OtJG)s z01VCbz|6vTsNTZTyu#H06-KY0$&C$~DX#Qq&>l1ximPR9jFP7_Nqiz5Zq6uEXssJ_ zY(CwH+GV9O^N$Uh=JyvY>9SLA&;ce`(v@^6*IKREY!a9XZUB?9QjwV+OV5Vc##G2m zVE4iWhYkf`qlR{nnzCL{(DWutY92(Xvk=FQ8}JL&@P{0;$Wf}Rx|BdzaFhv3%Gtoo zqfaDG;)FOXj-A6?-Y<0#cT<={b7i-&11&SWp9&*SBq6qJVVt?f7~WmaVc6L6_;=2E z_(6_P3y=kj35mu5&Y)z2<@vrHOjZe~Az>RBu?|y5zJ8%$8J;^GSbabtu<(JGBR+_c{Lxv?C|>j z`!!EV7Sb+`xt-1ASMHBB$!_pgKFJN#1FfawF zVXx@6X4(ahS75R)RAoK6m&NH4uJI2wd)vC}{-Qx1Yu0nLzX zC%jI7A??W3sdcnCy2<0{sly~EjZf4;MbP^sTzVBH4^HeYLxmGTH$bYer$e(8moj0g z!0SV1n5i#iyb~7kaBHf2 zFpA+2!o~-NQkvUC0wVx+!2tB}mmB+PsNnd3Ohj1-j9Q%t;Z8L-}%#3cSJ8hS-Aff)P>sQJNS@|BZYas!YS2DVHU8=}@LT6B;M zZA~TM+Bvv~wt9I9U6_9G9@0GFfskQf^5tg`!aEz~cY<+s?uU*ZSeT5tjlFHOjUf#e zBN8ZR;I$hd&c=NR2@9wNQOqzS68{RTV-(<*+I%_tm>t?=$%o+c+&Qzo{&GDdG`bx?7E#Bi?8VMEBum}2zuab9w`1BH zWz4|lp_gk?GsMKc?2W{$V(9HF1Ln7|)G~i|kxx9%XFK*A%LYyLUmcf!mZ#A(a?e-m z0Nx;r?PzD+1*D-Tu#uBJ+EiKQ&-|h-;n+`nSbdtGgk5C!UbuUr|AM?uZt6qrbz$B= z5w0HJ2{|^ALDuDR2e5fKRv8>zRYyTjJr&MPAC|8~-R}c6FQ1|>o%wGD>X5imcUaKc z8GGMN>WRneoorNdt!TAjjEA-7wfB$?t}Y3#g<}U8x?#Yu z{x$iujiU@B5N+#_rFL#| zch=_^?iVr$$H*b0{I}+7muFRq{@TL<{+o$qqVHjX_NmU5HncsThQ|6WBNbAff?Hshypf z4n)i>WbrS(<|))|r;2kzv;;f5K*WLF?+XVe(_l7X&Zl1ds;GpB6l;v^F-Q$zlZM60 zLM=5j{>*V*EqDxTRJphDewvs`k|PV*Rbg(cKZmeLf$VW463MJx3t~?J1*CLEz_7y5 zm7Hw!;DAmTbrzWz;O>*@PbLI#H&y>6Q(yG6!yUvWdX$KXKn3`sOa!_KA;=C8y_V;^ z>|j9YAm+lLUJvY;fd*3-&p@6yr84KTkL4C?T{B=)$dg4Dj#wTL@z_x@r*i|IqExs6 zQu{`-lHuSzBwTnb)?+B*PSlYIV<3ef)h2PguQ{vJlu$XiYUha6p{Y_Mbn)In4ogCD z55{p1mZAbKB&TI zOpc*R)c)y0EY>F_;WsB;QmC(JoJ7X$H8CCWB7Vy^iW$FZ*trF!iC~A2!lv}Zs5M~j z=Q(b$Q`a*Ch@oLVGb^gL7q#A4usoL1-6(I)8SDC*!MaSda=ggX-*Gs*a!S1{t@kk} zI|ceZq(2cQF5Y;Z&aZb5(*H(1qYWMJb^o@%gk*|ZHuy?n8R`yW@fPgt{O+0_;}?zK zF8?BS_WoAxuIu$UO}TDUy5ygU`EGnT4(UysZcyEj{kiod@zIq;Sc;s$A)?*HhPl~= zx3Vlib%hvQH!uA5-TV+x##NA=4WH63#;$EMkmdZ?zJExaWvj=n2+2UyJzfB$4t|Ki zeFlb;;H=G!dk!Fza^Zk&*l0vYofmXpTaqV!Oa0@qxhpiX&H|R4Xf#0-bwVr&DbH%` zmL-B_cvDUm1r=b)|Jve}m7H`ssCK#|HUj?d%kJpUPakSO_#MD8{j1yX;nSuNf+PIF|BO-*)0)q zIv0jvab_EuptSGw#C8@ZQO;W&YenmZ9c7!u16XEV;jz7R;aAUZE#}&^J=7YKrpQia z9!i}yD^nD1K4=oTzIBmunN<3+IbK(w=ZvzM7FdYpL}}VSlir zq|{?!T&`?TQ9N(UTiNv*Pu21$Jf$~LvT&WIROm*<&}|yFab2`-qK-vk5NDl@D|}k{ zb~Z?$9bAqwb(&6QmD-ZRI&Vb&*3@CNM4){>ej!6v{Co*-9G|peAUwj6{lZvUx2Bz^ z_0sC}VJ>cC7(h@YkZRJqUt=|9U`;P74l>g+XkafnqEG3+mW_&vn>E7s* z-^m<$j05)giXlE7_E~U%Rh~(gwpb&d7w$UqfwFce&LIlK&>L}`ae@<@={aUlU~5`r zdU>l6iO2xXglaoYV<0${C;KhR%^oPkn#ildO3}=zQ?dcqLVc&6Sy6i5N1UhQal|WY z5+Y#)Qelvs*8FV7M5$+~sq?H-f!b+naK{RaOdC(++X2!m4&&c_syDT)vENA}^{1k& zA96AyZi!zj8o&Vj-K>fu=`fS|VG7Zc+WgShC-0woy0F3%n9xw32I|zN(J8{DRgwlf zIxBO@WC4bMqhQl3Hq-}$b_zQI`;iNXOyOF5aBMArJb=Q^VkULch)tFKW}eYf|J?;-4%+jz}O3Exm0k9b!n?WNv> z!!OYe35-6*o0rhvrHnt896mt-OK9Zp)%J?<`EO*`)XLw)^87bE+Y`F6Al})}r@dbz zciELczX1jhTU#sPkEYmPjMeWIv>#ug$8_`X2g}hN)HxkITjS|-@BemeEE+GrZja*& zJ6VgmX`dTWucbD-NMyaMiVtmduE;Ivb&YLp5k0ogZjx+Ebk9xE!8@tZMBCg-{> z7uQwIbj#B;tU?a{0pg%0h>o!st%@t361Ony=tE?6i+TiY+S=oqlRVSCIDU(Fsjgvl z+>^Ga@ji8`RnU2psfPC}5=Rh>bbDHP56F4lv+q?E27y)Y*G!hggxNYch~OqV{k%oz zsVm0=G4sR!XKjjpS41&Y&_2W1Qq@=B|dTFl|`A#01q( zIN6xtGvfnytx%b1w(X)=7%#Lr?wPBM>1>&b&7ifq`(Z`@JfG554NK$}z7{`Cnz0b9e7 zHen#5pUJ6nwv;R&gQUv!d}3yKG>F47k`|mtXyPE0%26X86{{UjzU^=CNLxy4!elG2 zF&P@fV97wmd_pyfLrJr#wpC7U8(&6;+Mi=>ovLEoPujk_5%4Fye$m-Hv2jb2((FoB zlZZ*)jNoi!o>VvG$s|_(!>@x2B|xg~1M2T2LX95jjx}NH*g>$;@Xeh%RNkeA`cqT{ zMyhExKMNglmOcUA-T$iWE5IUImNjvAx53@rVQ_bMcOTrfad#bD8+V6+!3KBN!5Q40 z<-Fbd-aU8kzV~hRSKU?F6@NyhL}jEzB%;zZ7`wq4@h6xaU^_=XYVA!aPw)-sk*vcd$!jYu`-P0t;5*m{hqS@Crxg=|H(>vFhvdm zpGQ~?qfIDWhPGlHw+VkC-5%z8ij`pEb1)2?tSfYnXX_FPNBao+5B#v5M&hG&fu{To zr)AMU)&gKH)I_}h8aP@41hs|YQUpTHwv|vwD#(K8U9lldAYF&s#H5>frIu+*4Bnm5%;iTx?m0RW=*zM_~GHzP|`|jZ<|JvtA=Z24)+nN*<$^!1LR5jTEX96ZC`c zOr)7Q)}*Vy(GPKBM20OSG;=Dl3vph1vE`gkaW4>^fv@DiJt25nf$vlL7wBn@JEnP} z8pH36L`-FpSW8El@keC}-%k>9%po9{eO;u**(x9TBP}DOfW=K7S+QlKtyS0R+1@); z=CGYH0U7OT)dRpCO+zSGWSk%|V7W>J#u>in?OtsZPJC#-k{C~KHYTX4$-k(N zng(db)s6aD8Ztq(ja5xp!=9Y|Go#Wo;gpwJ4}H4N{VTkg*1o#_J=w_nz-VM<{2@n!Js-g5P8z?OYv zkBF9I;`$4>LudEN2U&7@fWj#pR#pJ`RPUF$Gemp#Wu_NfG4v;j2w{-XR5(U&@`-v} z58@m#EQ1Ag>pI;Q%vKuLxH9?r>b)jT!|Kia(fHo_j&}Ki3Qte=e5%zrR0soPI!>sLer1 zZ~r+b-+FrtYI}R0v6DW$#8-RoD`~X`3digT_P^|W&(iWvH1*rgKeYe3MYraD)2!9w z>z0K@b2KVxb424?`}FG#!Q_@Is$ZSWOY`T_-AYr3Tb-Jn%U3V`9vTZjQy)+7i{%r1j)xzHH_9p&fNxHQ*wPxv z6YjumjU4us@|>0_bC#ULR!?Mg$(Nl|~jP%*K+jGchgpj^wUR+wT=p)^MjR z8JhPcBndk(!UabQXyLfR!x1!fC)RgnsTFmO3QJIosjs^)QfabH7%JC9>X{zv@s*e0 z{VhvUj8(K2#pZ)M1%|z%CE>J${Et>N)P~g+ND8J6;54C3m{k#-V=6T!WkwIAS>6Z4 z3s$8KlYGDVl+BiMXZ6abwikAJ(PB@^qH;Q7v@gM8wJWb8P>h5zT5lDfC}c*xXlr?> zT{lMV#HGp&teaQ$Rv$Oj6N*srYLlLTp!I@}j5n zVQ4LZ{qp=wyQnAJuoH)gGPX+rfn_q%6;19k?$nmq+*0LgjY00)3|TU<^&Uq@RE%aP ztY2gLntQ$yWS1`8dz{mN}KNIMx!vPPBN zDP>7(4H};wUlYRJ_s-3tc?Qd#e+^6@ev@*0bg_Obj4N=k(~bJt6eQTMa*MISlZTMG zAU{?UeRt@JbB=OFzFAJo?>_PtUHwPnaGbmG-AtA{?wj0^v@)8EZAL)2TNP>E08hH| z)PYvqzR9Grac0L(2hUIojH?HFYhv78#?+34gs-MFk5G)Son!zpqPagmmY0I3e}-(P zHm-#PUrosPtb+x*yYh$yveg|)K^)ofel82{syWM2u!4N{!1hpOlX}|?chVKf)SVFi zBrPN@fl0C~-=~R$v5rldHY;`#q^i?%J*3Z#Va~IP=W1sso zO0JP@xjI~tnKccD#t>F11|l&MWNozdplg*Z8fEK>&a6n6Qp zUtt|d2Tr6MHG0;radeJF7F{BC6mvHm4-!BJ)F;-B5k&D~5oB{(hJA^!E$Tr^ln_^H z>8R-6moUx;+KkukDLl>>KEKM5+i4cM4v*T$RU-e;m6Y|g7X1D#Fh@9_4JT1wj<@0t zPvFd9Z}F4gW*snfOtB|JEoTq#t1PgGvz+Qd6^0$M zRx+*C>p)~q=<=xsJb>WEvwg)HZrUO4l+ zV`%*uVvtY?ZdT+qolIKX%`kiXz94vnzC}Kqt@1m_rb5Vgj|E_M>!;S1!2v!6hg^u; z5be*Q#T!D1(#|IAR0Dd^8z)FuzXCIF)OQA_c^bE}Qf`@1Tc`Vpklje3~5usZvnO>=<)of=18cy|k9J z5WLHu?M4xs9PIUIs>89}2`(GVlu_9pCI)w31Q74i7iVyta%k7`bbW?^n?TP*>CV8_ zYmO~B9RCe40&lip-RnqRAq$2JC9t>F~g@RMkIv3orXK{?N~o4 zMk#IJeoIz@88hPy6K>~VUzUj!XQ^$|lTr*Em^zgRgRH>q_A>C+InecoEgtQpB|u05 zU_t{cr@}ICpzckg=5ol%TUpAd8&e-eD}-6pq@TcP?83|;5A&y5sTl{ER7p3LQ{6^0 zWddL*%)NhvSW*b}^^b%6otl!*=;LTp#2fJdF|?^%Hvw#v&IXd@$c#yPX?+8N!S!54 zEuk2#vKSq79Q8^y{Izs=f~OW)_ZJRe6mbZQtc9B}yv1?T5-HEmw-c=;#tQmEb_aMl z4cnEXDCFI)ECF4?4CTp{;Ea|j&jr~p=7Z9rw$)Q$U6P}gnE(-|+ZOiY5Gi&OUeyVg zYCyPj2Az*q)#!dv0`g>s&aCb(54iO%Ms zsXzlI>q3@6hUeQ%xNWS!&GYu?v^8kxtJPvB+IDg07M*G1S|v@(si>8AFZGam+5mP>b1UUC&VvzwC^-sZ`V;d0_sUt~KYG zI;P2N0AyF=&ZadhrSoGSq!Aa<;uXiO*UxKcYMyW@o5|kkaA}zDLNc&x@MQ4|?L@?d zCHPgMYCv0;OiL`bA(RMo2mC&UO>Qsfp@NvuGK&7jjb6@tY@7qZIW+-gdV93&=ZfPx zaxT0IW*`N6p8?TRXlw-maVf-bjBt?0u~@c^_+L~6K>Lz#S{2%F5AkW;7{ zzMOcdl0L(>yFQ8+C@)}FL=O@VOx-@+MSpSv-%b7K&9rDz*d7rdarJ+zR z+i8)(wcW7l6}Agp6A&p06rQVG+1pQ%4qrzwNg@6;(zf|?bg3IkDEB+vY@NDV@pyuQ ziX&MJFqPC#7hU1^bO!rH5QgGG(S6*vL46ip0dvbLvb#nm3Qn0S7$_xV(+27`zSUxs zTpipg^*UNri-~AqAS6TrIh6eKO?wU8B%qSQzSNqcI~GE*BRP}~7@|*F@p2``%LaqH z6C@2xYl=lfc?GA-BfqQG7Cmv{poPu+k$)yY#ZSh{k?}1E7FyrWtQu|Fcom1^Ij(?e zXK3{e>O{L6%>iYEa(vixbNL)?!HmLBhem3uQrMAXxh}Yu(()~n+w?apZLXSgLaayZ zaI#8z^DSis7??cWS|)iZrS7STsABPx$%oj>cKM{Z~fX)tAMX=aL=`4t$Egh_3Fk$5tQmL>uWz`VPxJb+$$uE-3~nX1d* zIQgww`qMH+lD~ZZ0su-!`aqpzMA9$4Y?KOibcn-cWjaHbUN%1af{pG;L|hb>95%#g zQ7%(Jwh%6uBUurxKOzPoj3U*6AB*5XTaiqw2QUU8jIK-;LWET&F~e|-Rw$gLB`Tg* zsPwjoO2LFU*Ud0+L8L25!kD7?r>6l}0#Ewld|JvBsC8!TVMIYbJ9#qG7_ed8i{{%F^Xp7l}BC;kh=x3@ykmbdK6p2n@r)?ndy->dw%vqV|YMk(@~IqBZl>|@5M zwXxEywlB2j9xb5{Dv8mR*wt4S&?z_Q?r2PKky+V4mrmr3nz%-DeLpJw@@ihBhb>>O zUzO8a5o)g`7+Ugp$uYmW!1V_(p7^{JDRzHo_vZ!jzXzrDyb}d%#>0`#_!7yj)8%e@ zLv!8n)`_rAgthyo-d@@E_Svp<9hu{JZ1@8hxb&bbeC;9t%v{kHkafF!jv*0`&ZG3> z))3Gy_jA^Fm^GbgQOeExu*Q-Zo87<@_y-H`BE-NjWM~P``){!aoc&Jw1Zbx)=v0YW zON>S~AqrJ-wo0%GYICfc1R%;$FH6}Q&fyXM%X9|W4y45#4s-nezi^MXdD#pL2&^@% zS(BkLo7py#Oj;e-kRvt^&Vs)%7^T{;IaCiztE{a zO-fJ5AB)H~B;qKhgZ*}Va^F$i?aQ*%;+E{(Tg3BbJ@;vWXrEtPG=zA}4*saW`5@2- z2x@0znhcdRw;wsJUm`(bXI{CONRyaX>R)jKbmdoH;p(D{f^rCeQ?4xZ!trX>i!#Ad z8h+4{XHD7SuB0S+jq+3siJaz{nx~PvThB@+muiJP_LgN@vzc@@2KlB@z%tyn-7$1; zT&fgQQ>u-SbEu1SE3k>*ZPZjunxrF@!5+e?Unj;rxH#NZD%4S*P&~ZqwSDn4NSj=# zuQOY-DTgCVSd46QpdmIvCML?u(C4J`?YI@&{6}#e8m9P_5C6^q5K}ebaQXw+k;anl*6hqHpUQI;5UyRnigta0=hxEof}jFpC9S1aUcb% z#~v!2RgnwJFLGs9}Vk-LJI#eHleOX$hg&aPLH9E!Y*W^T@v@O5 zq3{Q4M=V0d2C0KfG!B_6j$Z`C7uz!k=$1s5Z~AM18D$EQ@cwdnoD6Sq(&81T2uwo6 z@5Vm^uNhG!L@k?Gsfrz`WR+B~@Tg`lm?#gTg>i&(*!4ei_3Sjf<P+$-FDD-bLlJMo5R38NPhGo9U@} z!*a)RE~fj2igzCF-J(&98GnZ$BGKA=&NbV)1?1JM)yB09kD3d(>v(+V599pW5Btmy zf&7c)T7$P1eRQKv(c-kFKI8@Veh5Q-;*5J`Nt?pn;iM_mX}ad3qV=joOl_yC!FA6Cvn}^_=&$m$qML*AK$Ts?+5 zM&CQQForCoRBI8eZ#G|ktds40nhZt-4fJHwsS{FOLjwB%w7vad6mQ*ZX$y#Qe#@>STkX4eiQ}ZGmfFB z#jkD|&AY1KiaV}P5J^#S!MP-CIY{IKS!Y4iHE}zflP6XVWu9L zx2zL>DBkH{KD#ztx_KFj3em_Q6&+hjIGrR6SC*n#hWu=VVeHENtPk@gr6tuev(GS8 z^{bDj2CrFc&I#u$sOg?7#6NC{DG`%yRf5UZ=RPFh%8wy#rI}h%f`_Eb`XGoTJRe9- z*W|`tni7-e1?DKms*Jt`+wqw*gPkCHu;WV1KEaZCKF(Ay8&|ZDi&ms-P1Sd5X#iyO zXxH-f0cSIAJFs0m?Id?!@XwvhB4)|JFr!W@(sG=BHQhCz{VE2jjpOm3OT6k&IN%h; zgDpaGVJY56r%VxIaGqq9H@;LW4?zVfAV8%u*qNg}o;aW>f3Zi7hYjca9pP(f3Bx%6 zPR_vsEAYlRhyj(|rf)O)y5``236Q+Jpi&EX6X<21s{zZA>$p3+f4*# zNQA$JsfQtr`AeQBhE(z_HCgaLx~8#_?g<6wK*a+uJgM0z>@sQs$|8LyVTS-`p2X$kP(W z+5Vs-E%QR;XTrb^gu)av?xVGWDxjR6WUSdJ&N#HM1h*yEBn;av?4StKj?)%38B|D) z=x50s`+`;joWge<@}fh*q~=>Y`X#_^b0KJYVwf)MnyCrqiybMv&@dh6{4I>fZ%$(1 zp9GmHt=}fCcPs;x?B4@f6eBm(a2ye>HCKGkJ&b za@Vc!Q2xf-FA8lB^8HGA%B>C_=1;9g5nqG8@xJ;2&!&b=-W1PUr$F0~SAlT>H+Q@J zFjqxsEq6@B-%R-m;kgY(jAroJ*5N*#*S=c5_I6oc5LT`S7~&x27`D4|-wQsJHc@%i42ZZ46@d;Syj5JKnNfML9gBH`$H(I23b*>KZkc}%=@&o&L)Z!H@@U^ zXgXRL!m+ftD}63Ll@Wy$EE$Cx>&`vQVRPd{O4=Hp*6;{QP%C7SQAf|!-XZStAjPZ% z4O#X2VNK;#ab1-Le(=ctsg}kl9O~3BJWPO7v>+d~)2hx@05dDhEsFwi2AKrosS93N zpSMx*tG0?8+fpRPZASv(XgIrb1dLC{X|U04jxd-Nh`6{;YP2C;S$(5QhxKVVb74tM zELjREwzipJ{S?FLucVeJ$&e^Fyu3Ci4GXPeog~^m{FGUi+T+9zXfkjV^fnh;{qTPPMB6vVM4)Fu3%4!vP5?#A$b2G13NWbK;nh$wtsV?}*|#Zp(~>9ARa)CD zhe>(dkc3NK??XGb(##`*9M5&FYJ68ZbCJ%5qiur1du1eeI(p$QEcyH#;C5pkG$Efb z+l2NtH#fhU6tKd`QqNwgUHuqnC;uDahsn?BjuSEPa=aWB2lkjKS_Sp2-r$LkC+m}& zjE1}|HmvsnRl~d9@%?-0sG_Ob=!p&2-13^YUijTMBx8bp?ix{?VK8;7cJ+o!C zv01A}f4|OJ+uU45@xs5KvKz||FYu$AzBR5(yf@*}|H#NRZIux;6z(d2?z%PztpVq> zYv}pTJj;EkBDA^SjF(IU@7_8Ak*<^McdG(VA4s8CX;{vocrXViBET)5hIdjv`b%i= zj9!PjoJTu+rzreg4f@q&OoAaCL}(6+8$EsIMCPj*ynWbACJoeS? z(G6vI$-=4*p8uJ{QO+PkSw#uL4$m?iVh$`OBBo~(?hZEi7~yYZmW!AjdZ~5`%wx-0 z{{qg{{x6KeVwT15h6^w{VO3SyA+DQnJDdhcC3GD+0A1T22zgHWC>ISuhQnQFMq1A;nC$lFoRS2mFY?wMTLadbt>n>_#DNw zs($bwTdQ0O>k{B6r{Srs{6?7SlBNr}KG!>*0Ov*!R^Jg&|9(Cfcqi&qi_q<4d6&}@ zum3vNU!J%t_C@a~hp>#8&P^&~TkJ5I(xpTJtNNxd%d9(+S67mu0rsbjOc9tTsiby^ z$`Docx>;ZyqjifiECUvSH#zNzyOkMu$SiAc5+ZIyG*7SQN-!F{0v{$inXQ!bAW zh20Fd6{l7a9a?y*J6c;0xnqtSO`nbpykPcqGOF5^C~*nkb%Sr&MdKQ@x6Q{$TlMH6yCkD=T;ZR|90 z&4!MiX-}kPOC_hfLTTiwzI0ScC^pRP$SG7Zs8K*>lOy6+e-VgCqgd)%6h?fVXKvK2 z)L~awQ5H}TiBmGA46?wJAyh2V+5SR-SSxpD!z-SdRhUR-ROaenv6TYxHHTiAL%XZ{ zY@|)^D*IJR+{OF#dMu#LoA!n+57p6l<4wbO&rt>KW{r6I&En)Ex_2&|(dnv;*KBiO z!DSC<%3u^KwsqS>pc70E^k*z@v(y#0*cmMmMCb}I1Q?Kp)Tz|mb1ZGdtW@9_wUL$G9 z@*zbc(@fvS76&UWSQ=U}33X_1S?3{A;&u=Z*^8X-ywt`ia2wp3w%}GZI^tZF$}=mt zV0=u9e{m!8wd@&H#SOXMqCw&>+SF*^u$1(Ri#Gjm>pSHlu zrsN*iWy58Uv6S5K`JOT#Gnz|X3vw3Q=DJmYoS!d(i_sODuRFd) z96|`yBjIE`A>U$1gP`=HTN9(At+u1C=TxJxj3Y3)g$toUoO00QTKwKpR`|sm%_J9v zP%nlV7Ic1YbB%H;LLZN&qJX$3h-5IGW2eM&!i%i(b zCt9Uki?}Goz_dT)UmsR13=|+}Va@NTUQ1KDkjaWEre!1N+TUf21Nk9cqbX4^7Pfl^ zg1Cgpw?a@+1Al=MSu0_D`WF^3CDMAJ%PUSdN;fgm&*YKluW!UJM^$;>Y^tGE5|dq`=HKb9 za!{KXxdXVSE@BCejpa+mQ5nL7&zb83Q3M3$s@UvwyiuVnHs;{*T zWvB-ELHkW2!-m{`lYr}DP6G))rOV%fN|#^!XbP?K&h<$wj|n~Vv?xIj=Tr>kC+R){^tUG6n>KNqFyZtv}` z1G;Bas(9}E990Ibu;q=Qj2c32%B#jdkABlGR8f5*>2F8gF(7HQjE8oW1Rcv zmnt`3&U{f~uo0Ckwi<&{3Bp-Y{7bpG6q~$kHekwt`k^D5sK>`Ko>^#UI9STKs8G z9luQ?+#17zUiafk0z6zIWC@0aO*D8pVLK`7IJMk%c1eHOuv%W5z%Oie9uS#o<^$k0!L2eUu@20IIf@uFlQx9}xZhJXJ8D zLU6xg21_BRH(&=Sa6KvBSm>=8hDX|BnSXrw4JONu#t*G3vEUy&!%e4xWe$VW2igJ? z!X*t`3|cIh^*~7$LQc$p{3l-nsj6P&D=hMe5bdFk3<=Ks-OnVwc0 zTwA+|&^=oZ!KdJWg}rlcr-}4m{u}gZsmd0thRHV+1ZO_r#t`mJ^Is)!*fw{NkGqH6 zT>fJs^t0czL=yAQ{ie@O)CZ*Tt!CNRlQHC{>Wzl?CkJ~kkIq-Ks@$=6TZBWIxSj?%*Kb{~lfc)U4E$U;pFvQ6CkP?H4k-5xX^FBSQ9R-}-?va~Rnz+yXW}A- zPu`s*=07&2C%-D$0J!M@-g_x;>l{Ogh#bC?@akNtR65{qw zBlAFFZ@t~s#>`<-&ma1xIL$ar>y6AswF?wEzuV1|FrQJ8$G@32&&+rp>S*00RoT1) zm@2^2+0y(vCjYr~4fJ$gmS{+5t(Y_6ko11$=stiY>Sh`~N8hp^E8N#?27&y!oh ze^BZ+Yek?gK4AKqrjU7@M7zQ5NM;PR>B_ItTz$oMMzuLYvsKRNFWnDAbyc+%84%*JTfTs7Eh)w>bAoQp~99`h7% z0$}lk1T1$^Ig8S?pwQQ58mPvEVv~RHtP^O%HkC`)n zIG&x^jJK7X!1=!F9hTh9qbR4uY`e|EpU@``E;MGfbV^$hkW9{hF($k1VsZ(;gqe8YFnBRzlF5Glb zzbu03;#af#!*8hRR5w9Ec*EH2f&adJR*{RXSH1qt_C^P~D7`Mhz-Mwdd%?WQKOtGE z6bUm6*tKZFDOU2`n)5%1MWbjiDj)&vMdJA$Jc1?Cl4aVV)x)F6LDl=YS=XeoMf#N2}3ft>fci-BGGQh?r+#H*LnbRmnjk*)k zEA(Y4@?y6X;x;V8d}ZY3BIj-rWG+y{JZ->*4rvWh+TND$V^aO>&!4Vgc9N;m$#LFF zEC~C0w53@`49ttC6v*RlG>dN%4Yt4vBOdF&$EYQ`1Jp zX?cA9E?{z~@j;U(!yTn9NR{!4SBWB~C~t}0B^qI z_fdBmx5}zKR)xT;sN}DcYex+5-{&Qv*bi?B;A*}dSPS=!SfwX^gV~Lr&t2GovEFGZ zxzRF#*q7fGuEc|dE-9IcMHOo@^g|0BLcMcMdrm5@AzY^+rN+Y?#Wkhq6ZZ&9%Af#A zURc%5i94IMVNM+9AVc`&h;DhZ)nhTwj_lJquj5b>Y)lsK9E5vo2QKWcxo1?ApL)8*Tyg^F{m3^(`T<|;|dE-&Ddy}#7re-ZEh zM=cKIb27rG@iU{VuID_}-~VM`=ss5L!%2zA-R<=;35RJ&UO|WoX>cl0!W_J{i?}Vp zbrEyQ)C+V3!zF)tb`kXrvcN>8u&fGaG$N zPxwQ>f13ETaenCR0j<{+tNBij+C~%}$bO@=ih?Yf?%hFjK$x49HXO>uATy7evZCPk zi{Ekwjm@Zx$=Cmk0o$9pk4m*s!_Z`JhNa*Swtdypm#cx$K17>A=nG#|&RPlCUn1$i zuWibcnNSI=XN;`0sc34VyCZK{QPWdy94DKxljs6t6X~!giSgk9U$#=7ybFg$AJ{Qp zCyC}CZJtgDU-gLu8fsIF3i^}+JhDo|Bps&M-GA%TSZ@B*bUWA|z|;M?;aOL9N3tHY zdLjE{qfq$0{q2PCw8$_2-Ydf6ZZp6<{<*T3&M=C9m}ys;X-xA@=|UREu$_Qd&IO;4F;xu)f~X)xz5v zpn%Z1f;>infslwCR+RZe>wNW6F$s{k<{4r7BoKEr;fUGqMBd(r@=AUUE{mK~dzE|b zmzud6BQc+TZ8g_z)-SmK;+w{<-!A#Ue10b2W=GrUZ|yAY5rUVZ`NmvUQENyfP29d& z@=e9txJ-}8%BX{>)PLb&pK+@Uonk6PJ{BA(m*fQl0d-%svz0E4D#7@IWM7&ZR^AF)a4__f~ z??R|gg|@?)D4L-Ipvzek>l= zp0{cpH=@nC_3lXRcYH4>#;}j4DC^W zB~F8jv3lH4_AJ-Mlvu0$bs~o>n69)rtoNGPPaWTatlh5D$-zk?rtc4wyKz7%8pFpb zxoy}@d4s7MHi=qT*>=rKXPcgBi)DQ=Ia#hYZ0mj2^eIP5)E4Ql*j1*5v0S_!L8E|uI^ zsi*&lhL?T=O8Ra|o87?48<^7>)c1ywAQ(7bVpSpF0)*HjY={6Bx;@De0n8R~`HOHm zr$a>Na|V1wT+e*RtZn@82%z;D?&K}Xr_=>eU_O=EpHVTaNLV}~;I3E-BwW2=F8vC; z4@m%$XV$7Tb+a$PePLv=5C;nSSj5HVD@5a}c2wbgQdYY;dj3!Xx4P6_g#6}Mj~dh^ z1R7D)w9?S37>XeA!7t4^0zMAo+y%DLg}#SF;-(>U2;U-yd5cX&tp*@m!TTCRF~JW} zQOy|T8i_7=J#!4{xwU{@c%(IKts{k2y{ovOLF7`kQ*B`rI4P_-ngbmYuRlf{xmicG zP#F_>QGPpwq*Ua?mguvPes6-wnFPb z&^_K*P0nK(RBjm&ryM9;suYYj>LMZ8M##6Wf){g;l%Z*Aq_m(NRXH3c#tmKaGIEiV z!8TB{>STU}H@*zYxHx7}Fm|GQULDKqknqj2g|ubQLio8AiVxwCwiC+SZ-gfc$Ojd^ zE^Igwm%?G+BE9GT9kk>sYb*tzmLvUTBtA~ig@ds8QH-KCm(z}2&!m2W$-*hGEJ}0! zU4q?Xr)p2xTTYcex;$r|KO{+fj=xBnAk={1VslZ#9QgpfmTqEHTT?ozhq;5C5CX@* zP838=zil?k0=tAHHJ=puI|ZJv&YT&ZG)@og7x--0s$>-Q{YqQ994w(tUU^0d7v;dyDd2D2s`EB!9T$NwE%i`*mdWLs0Nm9Qoz%T52D|R0j!FRO`ME6qm2@?Otw#VR{`jg zFq3|@XV+-IXIWS1Xnyo+N_4v&1#qH>-wxw}Elfg!_4PxG>#=DT;OOM*{NH&2b@>FPIA8K)|F zv}&fXi#3qjcDqINVkrx(K`ufQQg>KFh;f&I<(fNDV|?yApZ)>((AnDS3Zbkx8M zbo=Z-ffxRge)xWquem7+P5Zmp5r;bKQT|U6nfdoSt=8nj8x}nR?eaJhhLgpF=r3$o zB|ad007b5@B}-Zrmb+@QU(EW_fK78K79O zBp?M(YR?XIiKv1~IQhJUr^~^X5|O=@n)ft5;s!NEh`sC@9aC6e<+?P81J>A60WWqG z;+5PwtN7>qFe!#DRxo)!76xck4MTN51c94QwWI*mUh#S~VoT!CK6mt{-9~mwSqE+V zw@QVWaxj7ZRf@4VoHdx9w-i*_96G3ZIw_jsSv{lv_oze?>7VhksGDVw%<)`*f-PW% z2nMyjldk`gP9?A7YN_77QaaNZ9rObt92oU+*MdhIS@3?%^WsOioxRbn)}$&iha6_vaZo+CRPNL z3q6qc1+yPTe)NZ|zubNdZ)4QRadIISX;>a1Rq)sO*LmHb_%h~8g-qwq#b^Fw1EtJr z>%onZP{sokWJJuf+O=qPKppHmUqE*JQKJzqgnY2j8APuTh-mB?)#DrpF){lBKAxF+ zr};UxvSf)@f~2npCKTx^Dko-f?A%f!v-K{3V2}Avj>YHvmyeu@mc-}M;QmbW%ohZd zu*`m=)IjTOKD1TMgxDH`52K8GMaJ#mA2=jjC&;2;(^f^*OQ3VGh;Q42b)=|pMVjQ} zx+U5CJpeWEeR3S#<9MMtHOO#E^Ri>Pt7EqF1jWX7^%LuUWQd;xIPw!WWaUQE$LN^B zungB7@~Z0=U{2%MCxf0S%Vemo`cPyQNl04kF`*Vb1E_lR6hvyo3n=vvCA93rBO*7b z!u-e8(1(~urf_%Yj}4}WlFiK;4xO_pROovppbCY@5|fwbzalWqj52aUv{3K%DuAd+!yoZ#T5`K?ed&G5f8U#1ewRBo!Yq8I9 zcbp#17OvHL*6ROR$ulfI!*MapD2w}X4egcNT3CD63%1;gYdO%%Wc6aWFy4)DufOMU z#LN0I3ipx0tn(tueH)fj-dsuf5sm|l|G3%q|4JESABS)q;%;AT*nY7;^iKq!C?Ms^1HVP#P=A%)IRwkfk>)gM@?V?+6asW+%C z`_sJ{6is1~DlaEbuY`P&g5$@hwTmy1B+XH?HYefCf;oOu2D-*e19(Nf?Pi}Y-v)~@ z(=&~ka&FU{Tll~C!QzT*!P98;)o$AQ>XkAJ@zi+cj~7QoEJF!nV`72*Iz07Tq(t`} z<3}}1C?M>A#IcNN)KqX&`N2j6C-!LIvP1<@RH96+a+W{pLIV$HMx#i?_FD&9VE2OpKV;?ID=v}4wMlGRw@m%-_OyKUt)f#zjV1K>ViEAD*ON6aFr&3pSJA@L{SeU&1v*Aa0m30+ zftt1e(oZ!G8BhR4Qo#sIVXadGyWcJ{m$b?m2PV%55XW~?r$=)a771nFa)p-_B+e)4 zLj=?X@`W604^$#6wf{=`e-zdKivG_z-oFs>Yd=8!KWF2%mCb8D zy>S1FLva`w7?6#&5RJe7`A5L~Jdqby6K0TBkYKVmcCfZEcX4I(w708Hk$3n>j1u}F z5IWexO75=9L#;5cG0_oy3o=hgK#mZRN8RpMk55$tl&Z(j0B7^Pn2@T|Bhtw{?c*&_ zk38@ULsLqv3AK^AZQdw`)Tt#*V^9qaxp9R_@>FcUX%XwA1!khh(JlrT^%SlK0^Klm zlycvz%erU1xL6a4&~2uXYgDvbKl`DhZ2@#1Jp58ofie=)@vj_N*f|=zn*aZBWAkrNTwIM^-Tud?`a3s; z{|4u;eEy&E=I5D-&G2Ul~4|Bz+>N@$4_8D9tS66EXOP7C_ zq{Lw%nF%ZiNGmG{2;AS2?EGxDF0Nj7=6|F6>uLTHx!o#)9(g(-Ab%a7iT+biXZe%_ z)~2p*pDloih54TXE1U5Dz7l8UX5-;u6Jh3L!n literal 0 HcmV?d00001 diff --git a/Schrick-Noah_Learning-Practice-9.pdf b/Schrick-Noah_Learning-Practice-9.pdf new file mode 100644 index 0000000000000000000000000000000000000000..f4665ad5032c6f39896f296e5d78f3383f9a6f9e GIT binary patch literal 62055 zcma&NWk4KD+cua42*EA5dxE>WyZhko?(P0ReayS7$RLJ9y9R9POdFO)m8IUCrAiSQK(8845$3 zgsh# zL4S!PTVk2pUv7_%W)19LWXVrY1_D-g;yJH(jvwtzBld`2I-WMgIX4yuPEbU{W7)?% zS<@$=F@Bkvx4p|{+|e^QxY+D;I2c%jY}O)Y8Edn6w1Tc5dfEn2(UK`60zw`1HK;Ex zpM^uTG=EXmABK0Dr^r#)t854&6?cF{8WpUNo(*wq;*c zkUmv)muyT%wdzm0xvrR1?3jM8#yrpc2wr3UP#-z`i`{j6wm{ZghTEOfuhRu-nQZun z@yrMkv7XHRF}>!2QD|>Z+16g1K=QeNmx4s3BGG?oxiix?cBS@D zwr1*$u4c^W`Fn)$l@|OlrG*J7vsnj0>)+FOg(i^!?un{n1bu$&L-I&e8H%2wku#$JSNaHh7gW#GN z?E=H0Av+7ZAo8qhsh|51q==G4(_(KA?V321e2IRjLF10iFPhpROskr%QabZci-v|1 znYN=u$ULoV<$pwc^Vv{6cxu`tNC!rJVn|CGZ&La>rNRPnKf=V9QwCh?;)l3F$vbl3zMk( zyCn4WCoHir`MT29@=J^0OhXA{%8Isa!fUj|P$REA!Yv|m!0 zF0(F$rd1^a(R1rlPNxL9@BDh#Lm@?96)z7nMRZlL|NKo`7FxND;SN63m6iBIM6r?j zaJeNBP@aO`hg`Ud#(|*8Z1$(cMh6r07zPMKNillD|mMBXF)Ha=(R6ygC(kGMjjb3?= zr2bQVQ65G^(2n7->>ipmVHN^$j0F0+>vJ`+OOY03A6w$8V8hK>tODyJo8ljq6f*_1WLqm3;e8yBQ96mcq zK>6|ODve}9cS?4ZMk_JvB84)_c8znk#jCOp#V#4lRW<&Su{;F@LsCON_gw$=qEpn8U zMUTSeIafm_6ehtQQv#n`RGz^zK3#V@^?Jhsbvf1V;7SeZ--|jc!Pz!=wNYPcCeeK4 zu2EbNVW7A~RdsAntjkTAx5p+wf5C>fo+na9^0k7tR;T@*CZU5*Mk|mbji>Qj9c1h> z#ZngcB~Ez6Qu@x?k78aE*{MOD!Y?%a7lN*>l-&tDEwJ5OECFSw>f>qAa8c#$^8MN2!s#- zZ)R`$9|Zt>dKC@uuUg^t0}B%?_v`I{F0%iBBn8L+FG(REzr=yqK3;X&EJQt3OmA2n zcyxyKi~i^xKQw=Xe9*T=vgWOmo5Zh=?2XiQT85gLq?AeCzUa-a9Mh0LY0)%1$#!Ly zqukR)Wy#M^_p^Ht;<5nscY+2l0&a}OsN?dOF}#cW+vEGobznq^JO(Np7D91QR*<#z zP-1bUvM5{tFUC-o5R|qvUy-F&8Aoom9U_0buK*HbF$!q$jw<^HAdgz(u@B@O2-wY; z!YlhTv1qUOiuxrgmT>b|&MGLME1CP*rq;8F&c`Tx$#{O_7@8Fy%)g%`)R1YD(4O%0 zofR$%v(GHBTGPA57~|53lW!x3e~lNoiSOP!-J zh?HZ1r(tJAaMRXHA{aN}%GS9~{u zW~OGVApb%XGf6Nxddx%Jnwh^QSWe4VazO{7i!9dy_PkO$9s7=tHv#(#wTml9@<8c+ z6!r6{Pfr~C*`a6{MLE=D_5EcJJf3vh`Lk^g8A4Dj^y%~)SK0B#hMY6Sq7D)mALnx< z374O^+S6(mm@l6ExCJ*5>re!BL39Bx%pO-hZ(i1s4VyZ%**@oI@(ZItsQo_*jSoUu z`$ZAUL3fsw%g&+_&RDed(#+iu6!-FJ90wj0WEl))Jo%@U1J4^w$L?XQxONgSuTW^TR|N4kmI z6Nv?oUL`DTLSkuJZHrygwxnF@dZoOJY-3u9T&||%QB;Z(z5B-NcX3%^3^POUN#Z^Q zs7rBZt_@Jf96cx1#$&l~L>V0o!!Y|$`dD#k-@N1JKQU7gGF(-guk*LcqbrTM!L!d3 zO~AKihtDqHv+E)5a(=$&IkxlK&HVKJyH>8NiD@`*Vul(K;%HAaHv`H+O7#-WO0!<3 zgcSAn589hyXDe@Ad_7#>~I=hT`N`W(q#EK2=Ujss7cfa7;cC*5ADg?^(uq z$LCe{WYz}Tgk+>O)Q@qKm>6+k^Qnsik zo?l4^yJy`MarDX$Z*JfCvXoo9{bjgsZGCii)3PpQ5nwlZ23&>@$~HThUv1WMZ8S<% z2?ZK%`7Ol}n%`c1IvbqPWzm@kWV6HkJ-@ABOxhgYv*7;XXj#A`;=n+Ka0{PWvm}#3IH$F=Ia)WD z_XJ^hZ!ThD#(bi&3^X^&~l&$*Ev?P8U)w`8mbZNa&)*oCuauIQ3HoOBfn+U~p(B3qJUG#@r_LgI`vv$zm{G57lFUTepcHqeU1 zUbN6d!4!!(86YdQQfG_3!?D9cdWSB}%01c}@!k>tEg$SEzCEF|BSm%{|8m_CrDtD&uhJ#zrw#BE**^JPe>=(uw_#~h|H4#2 z-{TB~2$PsV+u=Xv|3P>IzlI=H1dX?iqWUuow7(g8B*z`5fbY?WYh|72j={`;ZdUM} zUu4T=*tNT9-<7>cT0Yl{746pL-F_trtO?_8-MoIbcnXGy26ulTJ1x(nCoXS#QamE# zu{Qkb-PO9BpX{FPd1B8UXl1-jVHD%H75jIJ7>RdspJZiDEwuSKC<|@MeA1xItGzOV z``{>~#a&QK7({Z9&)!Z$3YrF~sQ3!*)d>sB$^A7VgMx7q_uz%MWe@s4W)(4%hnfYg z-%azbJDEms?_g=7!n%lQCGUB4U&x&>eVA<0=_4U;Idqi08FfDGk2UQ)?PrHaQ;Q`R z(siaE>{IFZyDnRvm|+0#?A3DSO^5O>Ekmr?3BQ09OMOOtPjnSuXJUOIwz%t%duyc3 zgyoy*1&6_tW~tMxozIXzcb0r>@l|U4+pawIW;1t_!c6bIKgEYu#ftIg<55ZZZ7bhj zJXNdo6Z__!%5%#};_(9tW>BWnXy)tWOW{lM_6z(};}6(#dJY2w7pA{b)%fD}p^Z$@6=l@NzYF>_Jj9QAu)@CNIjH+(N zuCG5!+ZkDyF=|?w0*;=YlZjEv%*w*jm4t9O)rweVl%f5cj}DqfiTN3(T<3 zkSUGC#a)qk*0!?}*2b~MF~@qG?50Cw#96^?3rzbcjwV0#5tCG{EjT|iU#bMhQ+h`3 zbL(k<2a3Yx@nH*H-6+}WLmSF?hlRZbGV3bu>SzWx7zAOM?Sk9{t-d@zFh1~motq8@ zJl{nORaY|&cD_7k4SiNE5?X2Xh#x9dEf#sc+s%_x$l^dcj~9G4biTjbOE5DtlN(EC zhB`l9Zk3Y|6BAl#c8M6uV6_lg>F~=M8XS}wT=jp59n!8d7hY*``!Y0NXCYdqMnknb zngOM)qcgm<)a*j)u+lcP)#i0U;;_`zwG|A5KvHGUIkwduhCo`S*V@08FaCw3O22*B zR88%pskAg)^2EeMLSJ8>9D{xv&iQZ(tsH}1%g5T1lE@*mkyK&*4&RKS^mLp-*)#@b zTzq^4ud@wtsx(FeWNj_2!L4XaS`q|!_;lR{Ys{@M1nl(3=Z6#0i;Ig4-F9#Gt-Fie z4Ba|&q^)L`-Sn6*UqVJlMogTK78(*P#6D- zgv9&gp`oD!SY!f2=h;fVgom3G3+J2T<%GSxJ-MQS0-@*2KZKgk(?NtokFE(ytCat{>C zVv5oT7W={+#Stpz!xDuRE@s0Tbsf?B5-k1bL2{O7jQ+wa^+=r28-RuWVn%fq5Yfy0 zlOhgYihxvZBR#11tcN1*lN5oT+=gdJZ_NNjoP-oXhTMi$Sg+FvMVzS=!L-~47x0~N zim`W6*=TYb1VO!b-4tUaQrYry8;`-g&HWT(0#eygavMvbyFi6md)5UrN#V!re&!Ew3!lcFUrNoG+(7uqMrKO7%1dB}>qdOs@GsjAc zaZ8EuQK3PRqM>Ang@%gNo1&j#px1nr7Sogx)1gB1Aw`SG5Hk%I`)ZEvgpbagEiL9I zCFV(mc0r2vlJR&@)k(6BEZ5CQvQ8-1EnojwsA35o06SNvVMK|MC0ZgUfzW^t6X%~( zL2r{z5E7**(23PE-v~qQFUAEaSFy=}D*|Pv!2xALHDeGjfvi9V~72y~Y|1u@7}l!iF#(lFC=G zZN50_lQB!S>0?10R#SZqBE?L!bx}Ef55ZTb^0u^)S%N-`U__U9=yZTm`e10LvK*B> zFRzaC9h0gkt-Q~ZELWMCm_ywY^-e0atK?{45uxz%Uv@zMl{@KdbS~;IbX7SU&7|OY2 ze7)5195qX66WNvF?_qEf7K|5(q>Iw!166;X3+;~X%<&I*%~5wIHy_=Zr@~rvNhEg< zVQZ7ktr^ZwbPX{n)K!Q_v!L}263t>0c!%v#I(t#LuH(6S5O1<|H5@zKHv`f~bA_gd$Tk-JQ-4y1cvj`%5Tj^UIzCM`?QNu|X=$lj0 z22Pg5%`M%fne!a5MgexP1Gp*9z`PgVd217JyZiphB_~K$SW5D>h!X4Pa-)Da<0dAR z@}@Ln@(qkln^-2id=QN9Sl_RwrFF73OsI+%DcaV+P1KvZ7}0C-ZefoYacoYZx&_U9 zz{$xC`Z!|TE&A2?*-(cm20E8O5U{K&V}37D#1O9U&simmR~xNHRxDFV5}l!g1!rR$iOe>n!rtBSvbl%JUYDr0;2ROh6AdFHA-Zn)}@X#U)W z!zh*EVcB@yVZ%XslUbEZ?-gB)XwI2)pNvW$X56f9YFaRp$$G<$usuGA47|7+r1mOG)H*c- zukv;rJk075>cc(4jU4%UbvZ5>m8h_BludI6i|LPj~=tA&fZoP*Nbj(CN*w+>Gc z1rD`8ql7j(A&4lp%p6=9*6E@Q7t7x=HSh(ufKm>wYn!}3UuVHr;jx-{gira%P^?g| zf>nG$R>#NMw2vN^MJt^cILe>uE8;+XWxqC_H@|NnzFebR!_m=2<`C}xSyX>Ymnu@K z{QPTzLP>*1C_l}moz1=_FTeRQ==>*QV;TGaZrYV$inD0T&`UXAJf_FH;&R$ljz6HI z_@K|goZK(VTvW)+(6f|&vibTB*FdO`m5yxUo#i{|<$ZuwT4+1-^p%ap>*=hQ;pA|N ze>>53HV3yOxGu>gFQ_f?k9?ki_6j08G?P|svtuqC@2-Ea-=5^OoN7{vGttD_Iz)C0 zi67K$@28K6lt;whvG3DHyjijqIS#S$PY3;)a-x0mcsCti?>z!O{ECLltj|K5fx=%; zrh__mLMGC8dnR<@yWs9+d&mSZlVbhboeZ7#R;#Bczs zd0&bxw&1+VOOO(^B*Riyhpv!j(SKihLhg>BIQdaSYhQG!jBZ%dg_`N~Ip?SEbB+)x zWO8vtq;7(FzvvXH-+s8&R}=*ti6!O|Fha&k&zy=*n_pPdL{hv}V5h zCYyWiLE7WZZ9C1DT7NW|yzl<{?U->a)Mg@H3gPDJ?zzvhD#q9_9yN6=-QZyt_m|m` z{JeMw$i<%#K^QXmCq$3+vrFtk93hCil-Kj`mW^0`C;;TZ3{k%Vd5WQty;xs)tFxQI z+1_WX(cIAGXtz@zRLu99sceGZzSOnIHV>pbQl9vg7tA?Q`pPUTD;@vcpJ(J^zI!(L zHcGxYK*O&`u%$8M46+Ct_^s4%R-@irwo2u`x3eoarDq-ks?qfGvGK0vZKAnEme6$rMLi<)yN0Z*A09%ClvA8*J~kH%U2k6ZT4L z@igl!`Ax6jjUFYIfA`6l5n-Bm8z4#G?}Y#lvbC-FUk`#$cqJ6F#M_cd=npOG{{9{R z>vnYRzs%}eU!spiS;j(3TfV#pd-aP+&|ABF#*V^)&2c9i<|yxwwR*sBx8i`-$#SqaPCEZYMSV z7aS%uE>G9|t2Y8%x#c%SWUF8XgH}u&wwdiSjq`9MBLWk_7X!D(EF(y?qMUal$fH^J z`0w0dEF?Vj>q-tEdv}MGs+g>O?s(^IZDAckK&iNFTC3nJc;D^IVs&$3Y^)W%Eg#f? zFV86^aUF+q@8O-I``<`&S9h;RFvO2hw>hr+8Oi|na^L20-rLg?*=r#FNx=2-azvnN zfx~KYZsz(9TR+s-65+*r_oT7X{w%98(+wz{F(zCZS|51WtDVmN@mceRh#&3kOvP&b z$>~|Tx(&75$6W!^Rq$8QmE+&aK?hqgCe)nTj+uRXB_Cm&<^_F(U8fJse}csdnwR0_js7$-qZ2;{ za5}7pH4cw*N1P9OeaW1g?=qgV)wEw~Y;25s@+b7q8-17`Tj^L0OoJTG)mf~5XY9<) zZgMMTrjOw^*k4>-qL-jRFBice`Ktja?Dd&u)4qKkw|#;k0rDnsvAwhJ$q87bvqDNw z8|78n+?@S6Gk!D`13xSnGvvYv>~se`cQm9_9EaMi?Sj{+Y8CP%N&1F!vUTDR5otQS zB2paW7S`_`5k6QB-nQL)5_4t#qVKj(1Z&m#{~QTPsNla&Cr?8m+xR|K@YPNgrnVj0OcL!UKb>K5lRB=*WiI0#C zL5TN(-73TJ`2HdpnP5I{rTObx`yG@pD39)2b}pAz*`y;;(sjie%$f!=q9hl%PjBtt zsVZ>GYD{;%+?t<)lB{V)k$hh(J;6+ym_s82fpX*XuDSu1tfwL9~SSAbdCW5DS5%G3Mm)%3St z(!Q>27nS97mln>DIf|;GD?jySAPj!4{xAv4u{VTFsEjMs#7*OJy-T~K^4^(t87myr zg_PJxa^hL`hn2}2;;u*s!nJ5>R`Yf)|NN)Z#nBTHQ^MvJ(Vy_hswphuzN4IpX0=+Mv z+gtnc(l^(qHqhqW8}IS_;G_bY^aJ)qaLPn%q0bGmFkCAPbT=UvLKVWo92Cy8byx@=K!HZ5ccvht1!jjjfIP_Rl zug-aomNf+b($a=>3zV_pCI|fd)Hq_Gm}~u7izRsT%jp89>xZR6^vBg^XqoD;#82PB z^@EedS_Svt)qBGI9#9bT(4rcgWMSf8_WRQAYge1nGdNrtWs+x%o}|RD2={~ON6}Ja z!GE)4D9|a3wd^s8iO0bh_Rz3Kops|_Yxe|3Tf?!770~uqLl&g}6y?JpOGZqxD!KXD z12ooZ8`Su{=b;6Cj-F%tuj5eAu13$f}f(nHko(ewhqc;J6T5gIA zeOKi&DnaT^m}IQfyaHEjEOaUTNtex-zGXGwqw8fW8hLjnM(fW3G%Squ_?;A;e>0Ec z9OGMlha=&!{S`dLG%bx#+&agur~r|6b)lHD9flK8TzrK3Rfz6Pdkb?22ild%*5Ro$ zpP23DJb4Z&tRK7*?~2dyxiNy}^>B08U;F7rxsOuUe8{6mu4fE#jXKU(bRNlvC)UTaP1sQ!j8JHITbATgTDI2Y1heOqLg zO!Xy|LDOnUh6!KAitk-iPpM1ThY)O8nHqX%(dQ!Wp@~4ynUD5QuvRvkBehbYG^js9 zAsA^I47#yhXMB{Fl162^qZ|caAMzHQ1b6_LgMT!=h|t)V2i~{GWFeh$bSb@Ton8nf zZbH|COj;X3dAz$5vyNHz-Ce%P5c6C64obeM)XDn!!idv>Q38yF!(ru}c5_Fm7@4y3 zt34eadp;qW*qBoX0*zfF3(Y>T3JQTZ+=0lqNnN4?pVeW2{OFj*^ihxg&cz&Pcb%mf z1ngG%TI~CqEDit65fX-o=-U06NjXpg_x(*z;pfjYs4;K17u>&<2O04k3Xn>M{;sxS zCB9emeciBx3RJdtiFpZl_C|j8W=+jM6+=4Lhatk%QXT@4b3+eDsNTwG<+YKwP&}TvXqqJ z=|tt7o11a(+DPAQzB@%|8rnH(ofF7cR}TK!u^w?WSa5r@`deuZ`|HozhG3UMXIiLV zFk@eIq5}pJ4_URSEl`t-B~E>`*NB5cx*QP>$g@9q{cY4M#T`)a=ky?rF+a|yT$(zW zwL4t-LCvyCeDm0gnakz!Jt{}o=qg&}y@EcyrTN~_OM^93fw=X~DRB8I)e)%0Uv zRH+(sXqQDQc|ft8KVX^X2nhb2o>hutLaqy`t3KbVhtldTEp&;9i!P*{!P(TH(MNGN z<#`kcx?h6V%{qmurKSu19jg_Q;*zYSKDVj}%j(7%nqt!)1T&V-UbT#IwBA?3q0y&* z7zW$^yo1^V#}VWz0r7dWR4tBB49EmW{<*7$>bDS<-?}uhCLKk-2*-wf2VKYx@b{N4 zk9DU3C-dbu04+Xebtc)v!0sJQ!yVStFoZlPZK+^=*`%=-6KSJ29R z=?+#u%p3UT)?dC1ae9<#BMrGsfclmG@Q*OF>P2P7d3fSkE~XZ%Ydi&}>wv=^EqmS} zT`-LU_%$o5S3CE2;>Z64N8M&(PPBN;q5s50Kg45kUWK<DZ z^S+rdTd;vVJnQM+l}xkxVCZjm#d?d?sYxB_S&O_sG;Lltc|)q?OaUS9k%%0obq@SE zyTs+lm!kbV631yd?H@XBgiS!8ha!1qs2k+WxBmQI`!35q-x?oLd^03&&52L^8|5=e zn0EA=bW_v`dHnCEXHyjDb85;cX^C(qkLOC;R`mV0oVhb0(NL>6B}~Y<$b^_I85OF# z437{}IZGq7n~9$@SL*3bimJ|Rr!~{c&dcnL|JX{|-77P1c{J5R&JzQ3<{i^ou8@Svt z8PKW1UKdzeVrQ<@_LfXgn;=}0N*pwCr^LIR z-yVjzP1Rdeu?V>Ftlq%BZhG#eq`axQ1lDKb^3CrSj89zt8O*&BFr6&lZTP7#{3}6_ z%AoN#`!2MhXkxNm%CeWrv#%aTz0=?CI?6v~XJquY69@O(>1t^Uh`IKsmN;ai1ak-t zqMYRNOqR^}&;}o^Z$v<3r?))k2|sAChG02L)95(;?`&w<5D$T4D6VR&O}oLU<^i`( zoXEGhbvx^p7I~ny>&3htN#A;QFUF12BD2MpCX|oJt(!T922+!#bGsX8m?= zTOkHulzZfrDBDQ*ak$vNms{F6g$)f2sUV{R0P!W48B)Jm$EKG)EXg=NvZ#sP*g)Rk zALgQIP;wbw4mTk^GQtN}E6{x@$#;l%#Wo5}KJT0|LUdcU2EbJ#nBUlWRuMPBlE-95 zLv;zhR7utXTY-$;dZJtU65i+P%zRbP=<=8|5Xna;1*`I20B^3P1K#F{yg4Ni@ayhJ z3zT;qeBPlTCs8D_JZD#1tOnb#W827tS0u=0V+zKRyh5d}+bNA9T8$n*#ZBb0YqmvR zR~rG_;&INT#alL~bexSC4zw7w!pwW5t}PEJY;$urWV1Z+nq)GYidbUs@?tC)e1zx_ z=0&D_6Hd_U06@*WH#m=W%1qv=JYL`#T9dFTM)+L7W$fKnSrY+zdv{ajKYW!tKfhQ^ z#05_tNT^m5R^Ac+zOk~ZTjxQ_-i+eaalfX&Oi=3@qry0O2P+|dU5bTwN=6ZJ@Xfko zNpWfS*SqEz1i}@!J2^kU)x<-rW7Q(*yXl60-fG-O*2g_WlXC&UUB4uAgK+WKa<)AD z^VY0oQ{RdD>I>tQ_*34|Ob&kVAEuCj0JBU`hL9fQ-hWvl74shHLb8|Fm+WT3rCj;P zz}o#TAP@!wVYcgbBr|%z9~C`BE;is_T{$^!z$W-R-K}Qf|Lf)D1HXX^i;84A7~_f7 zHBS6aNvQ!nW?|o8{!|nmi`Pd@RTHGV#elMa{E22;#r?uJ((RW&d z*y!7%vYP91v;i)?^*=L!xC$p`A65aI)+7;kJ#q{!aA}nNY085d71P{#cf~J$D@W*& zmn%wiL=MnPiZo8?XD85^Gu`T|l2D*oO(U=$1%xH(HRS-(hl~(MS_Z|>pW7GbW>RCh zqNbwqmM_naZSU&Z^2{*cgORUriD>r*aM!d9k50{g*pI0av^911JOx_s;tE|y;A}8%*+gm8?EQ> zz%wElJ{lU<&)|U`wqP zKwC-pUe++nMx8Io6z;7f2CR1Q+Wl!Xg^d{aE%sPChhV#HEd9CjbgEfI&FwZa9`*P% zMDRLVCRzTXY8R<)Ee&4_Dh`(}7=Dd&HEV;zR-!r4K}xUv3bxhO&?D(=6RDbUoGA31Iqp71rTPe5(|iw!?p%tRZh*w&;19If$EjQ&k_M~ zk1O?Wf>2QV#qmQ^bO^cY-;$p-zlIZyNmh8c8^k_|Ry;VGu8A)1AC7C@qxcpAqJqOt zuk&`_#-0e{bxd6=Gt=@6X(k6B#vUVVg6;dfU(UPuDGGShzQhh`Xg0c#^YtPX63OuUiVv zs{VK9$J{TKsbE&}e>_ky{Lj`;6*LyFTG0=GK+TLY@aNY)1z}C9{056rGjR9vFs=9n z+ya`e)+5+jEX-zU21zLoq-`5kSP1ux=x|!%i(7e^tTAg`PMh!13;?uEQ(O8Rr3&4} ze0c%FE7jk{{ivCkEN!3euO_I@qNL3idI3>H7Kb+9A`fy2m{eMVpREAnlZ;#@vfIQ4 z*wtXBW*c7_7Vm28eCun$WQjEYmARSSZPpxg@(i@f^0f-|vBZSCDPc+<%oKodu;M*1 zS(oade{#ZjW54Ofe*(tozBonxUoGWUR}>WJHqd~fA3Y!cq~;`OLAIuLXxDLO0IEf%ALd#njgtrR#mBSc1w_giI7 zm~nC1R(5vnmV4(wDzYxW>~qQXoKR8$Qf5ThAeR85U``V3F#|x1Ro6ir=1LMZi5;>F zDjtF0?h^O0<%db#TSk;jrZZ4>?je#TR8PJKMCW@Kh*f2XgX-ioj|VxOPIlp}ktsbpj>0AEhozDBF#pKf z(lnR}6)R66hB)j>-GRNHN!ljNI;c^CI%|4=E-t>*Z1pz>&dWmFYU16tWpx|De>K=afE_Z)n_0p!$45ig756r)rwM8_|q?yvzoQ z&hL64J{!<8GtX5Z!H_?R@hCg;EDnw#=sf&x;+Zqn=?cu)BYHCIR+%uSf2B`6#BbGP zn=7TduRg}4p8%bP-`>oS7_bJ1hqfko2~rjQcsL0N4B_Z0MJD>dK-HaSf!F8%YRnH| z;iJHE=6_CUG?L*ZNm~ckor%?V^p-oI`Gu%6*V--&Do+yegkxu7$Br^G8v#SpTn9`& z6U$?mG>`*#opjmXCMfMW(Lz1^>ug?^KyaypP$l5=#$EUJrzV?4CHp2ZZGa}wKZEUa zrtJ|mZm|DzJ#W7ptJ?{T7I&rP8)y&I`_oXJMxIN2Xm0$)!n6*Ds7IFbwwy+gL^HO$ zdf(qc^fBN8$umQ6rfywSq;LR?c=!Vj)wTTg){`7RLF#L&3eq4Y8PXC!NPCa6EodD) zRvAzn^l^IXb^SXfPM913>atYF|A)iT=rdB8NYWyEDVZz%Ysk|o%VIJFdCbk&5t~cm zv3LzJSOgF*e@m8j-`^fT^f+CTEy^rp7(WWAFd`V+ksu9P0g##YoO;bH#y%oh=w6X-I+E!)Ryl@WRsK%WHa)tEm4+QDewB%Zr=EVMcV4x{sE zeSLmz256APV^}aaez9FhjY%2Yb_TLq%XSpAU=XR@P`l&&pum1iid%WCH1Ga&IfT{i z1>hzQ%irIC*!fVE&#@c`{*^u@59J1|_W|a?_PNWUt@P@+EcI>1n#NqOs3aT(y6|h< zqpkpKw^ZTfGqBptGQ7sshOFP6Mwp02+JKQLQx4FQz~iv)#f5jF1#Ytv3!u3Gm??)u+gpa-`1tqlobBEIi+%>@nnp0D#&W=#dMUNid%%yl z($9%4x48LS@8{H>oHBMk=Qg=n_)oB>^n(wxIP`!R*u4y*nU|Y8evx+WcLMeNNy^t) z-FIMDH4oHvN$G2sp%wDlx~1XZ(0DEK6`DP}-Oi!F%G0d|Orzy`Z@-GE7}1&CE#h@n zGbTP#sN&pP>}za#JwSxSKKZ-+QHkmmnt~i2 ze;X-pW?%R~!+aRX%GDGCc-Mzz<+HCdWebAyL7-u12un~=GiEIf@JG~LM`f-b?vH%j z_NUfYS21S62{rjh%nd55Nn|r3|L&M2YrqCekr`@bHB#1z>}dF06Qb*eHe)^v(&tr& z%$>~EtUAI%yILkAG| zCNR+l8uz&%TtO1-npD(Ro1UV|h>#DH>{4D1dH#Dl^{49ds_}N>1s16egBF1cA7_BY z{_{`fJm>aO+5-*PICBsP6mZ=M7ZH~y5t;`$xdc!d&=pD>0Kxd(-_7S$;cz=jT=79B zcQxb*2{t(G%-ZR^udX)~F=xS-S8x?mfx5j5La+ERF`?2iDnfxr_2O54DXI-5t_B3H z(L;cTZU7XnOo9uk;6}d=xB^tl#y{73^Y?Sw2-^OG=glAQSWBC8ecKWsk7x;jhf~pk z;1Toel`4$0S^j=wU+4yMAN^uU%|0vNL7M*C*2y1JVu9X>9nf*6mjor{e2kjuPAWA@jN+#mB*P*?)k;;b*1A zlvUv*eyb0L-C{icK>w9gh4G7yh}AO9!R1}Y6D)_#j4nf(hZ-Nd#{~NG6cC8S+S!fk zIBx4^*zrDtEd%I+EReW z_o4rHerqx^T*iin_vcFaDhuL01nspPO=+PF&a6y>bYhObmwf4I7KX3*g34%E#4 zC^wy5FdAU8nb`HZtP{=w^GuWViAdqZ7%Z6T!dP z$jP}VG-5yJM2dSw}wm{aQSRZhn509Sl|CXyIvlKjOT}UcDIq z5TC7N#Use(u+lvZ&I$NgLP@JZPS4WjhBFhp`ZBpuRT!na(fD@TbKY{9r|vtNM}aAddY#t z@wl6+l|Tc0)>^Lm*)sg&_U!5=hb=N9o{fdW%kT>lN1L0;F*FM@@mb>T1>>pg9JcOV z6b_&X&i`%70~Xwii`{tUHB8rOX;VMo&|N=-nTU(~b$Mm?dspL>w}~hjhyjm&eLpD) zJ%*kEgVIC@S`fDa?y-;tJbTUFd1XzcI zsnQU{?LTXbP2B)(GgSeoC^PSY<6iA~cLUIUQz_sUf%pxGCPlG&ytN%~HUPUDc2zr< z<9`};t!PZ7K}1-G?n1^fMREf(4fo~o zc>Lz4_zp5F3qaSv_&>~&ayR$q!fTo6gCpveoxz+iLP&s%pS? zb>_bkYn_tEu%0(qZ`~?jlh0~5D?dq}o=2{tnh=YQu%fNj~V z`wVzsqd(^7ybepZPmF4xoemU+vNEM8bm##6sq9P^b+GcIcx##jJt|eMW@&$1@Z~GO z8th+zlOF_Jne<-l05niy{1+PjF_^JbfydCmCMB!MlpY7at_jOKihob6Y^%~i$WTXP zvk$~ZD1!`xe$P@@-`j|ks3-7|U?3$3F>&_pV_1sBNsy?)C&8NLzeWGB6CODZ?kzzM z`iA{KSG4TSy0NoAgvtn?2gU(34sIs(64GGhB{%k$(-H}~WUpaD|A6(u zZxf^*ApfD^^@;2l?+CzPQz#Q;8GQ@{@*qR|NcN7`^EB!BSVqzt&FbA;VJRtXBb?|3 zR53FtTd|yyCf;;%8+mr+3bUde^p)qr80{nZM%pyVQ;Sb09 zbk9F(bfbItSk#Al-K zuhT*7st|eeGct*G4>tF9Y~#Umjm|glF|w05!YU=jayI0(!bZjHUp_8ZRmbvMW48Rb z6!buFABc%YLl{7I*DMxyuN-DKyD7#R%|SgBq+%m`TDMEWJ%|7=-uJ2>iYN=)22(*= z^a&Ou<4mp9%8GnlP_Jj*nX^p-sjlmWIo0i>=jM^p0_ml1B&1_lUdphQ1r?UxXjx;q7@j@#d%e323Ix1Kuzi} zhhX!>ir$(a;SK@#hO8!JmADV*NQlU?)42uPz?T$=hK2X1dL-5hFJ0?XX+>Nz80UCe zeUOmOi7}?C%G-I8C%+a`irvS5INu9LryW@F@7M>^#nARH$m}A!sr#gr7i$uS(T`3T zDg8}^T^g35@(AUA|DM*5FGcp)N82g7s;*zlWCWUU|E;y{U|9-_DeLa?qx@j|PPt|l zA51FEO?svD)46e5g2hmqXx&w1s!+Aihn8u8)Lu6}1UR zjHPsgm;c?QWgg5UGoqzXL-iBuPJDH+pd0?r5Zwm7R@ANr9;Ei-3(Y8AVRe$*7rDtL zAs2$&{N@Y|@9HK#)=n<^auO@E1bnPR{N#S^kmH=66=6grjxL?e`;sDNH9_fJ!*+7- zSHY%4>(beuUv7S|*sJR@d8D_3sS4}dt~A2!6?d-rNk8}$m-^1@7PhA}7*E-!QiRh^ zz1MWoOjwF0fs=E@1+tw4=y#kA*9^FtMjD&g1TEB_BeM88Y!d>E%6nyr9176_{?B!+ zlebPywf56|BxRpGY&DxJJWQRH^W$Svz$fnV$e1gNMlU~+I_=k`-!IYVAAM&zCenL^ zS~Rxb=3qEj_cw(`IaWZ#WtN)I-PHCYqa{!>X|NurSIMd}?_}F9-O_;G6K<#bzz*|H z_}t%{GC|A9zEJ5t9)YmWNk&H8Jvj{%4e#*J!19DdPRb{$Q(YlIYssA173$YzvGCbS zZ!CTG-yf~CQD2r}Ce{21DKlJgU%k%6FUZoC7M5}-h#roN!C}O$q5=+>8@@&T_xz!R z+Xv`&RK%qHOByMX8kOYbPHWlDSBTSXd!V+MZJ@Q`X%8UScv@ANg6sgYn3xKNXmX;~YM!aXVtJgkU2E-M~- z&l~*x*{Z7ItdO=11w4Y``Sv`A(-OGv9Z=JR)C7Kzm)Y$#se=2Uw9#o39J)ZadfM2m z(nhG4uHy=*a7O=lxcK486OBIH=SnG1b{iE%fB(QI-l1vs_2%iWyO61J=j%({AoaZi zvvu(Fh{zn6=4#2hkZ1cVH*L%1*|lX=v+~}zm?j7Q44WzU!?|HNxU`qJm(+Zs!_dqR z!VsFzpG%)JQLQm!S{e%bx|brEWyEQHG8%YBfm4>DwhS6+77oPhbD)V~X)4t;4_pGG z2caS*Jbay+sVAbt%#~%GYK_|yrpu-MwK%D~%6*0Zi?MeOtmN7LMJKjxbK*>F+qP}n znj{n3#)K13%!x6vZQFV~Gv|BG@4kE9yElLARQKLp-Cecnvs~-yXdE^`vI)YeJhP|b zcV0FfyyGhViS5`d&w>u9*AKPT%338skR%<{szz4T^n3512d(cv56u9sN*<;w{@_{p&e0c-{^Pd6XSg%n{>7=#pY6z&gm_;(+Dj^zsr>WpPVga;uzKxyXw zfLj{`j>yx)1d__X3e;D<|kk$ge9rh$0w=iC}Bk-Q^U7*PlpFZu>A-=Gu-8%uS4*2Mr`AOs@J}b9f16+z#H1F`mgo#$5Mjz2^;3d<$$gPXJT#CD&gsr%zm?unIVRq?|NzW(&J( zlFW90{Bl4@!XI{`;_B-9hxBsM@F#Sr!=p70*+x47fw&)%>J>mStQ}Af5HJdB+a7@a za5#2VLPy&5RI=Kwld-$}O24%i9XjpmkswUPA^!;r5RAlueHEc&c(Mz$qNIJEUs}ShB4u~E3p_xl1!Q)Dz)%3l9zei?G65az9$TYe z?2~|4kyLJ%sviPD;FJ}5oo@iknkpoHxl+k^TWQgg>eTJxKDqRZsQuJnS1v%vj$eVN z$^4M&{sx77J3@r?>;~%>(%_)KJ&kFDf^YC~TY{nQm;n%uRp;x_ST102&%Fq8GYMq* zo*oiJSy{ys0p|G*+wEi|0-w>Gr%rkb&)ZA%Z@ua`S1kYIJpuF~4ot^@j=qk|yF~&p zrVZ|10j%NAu)eS2cUZnVFE5ew$Ft>ZEQaWv7XTXXNMl-^t;F-I zML7lC1BewG#$oM4C;R*U0RSzvKrBY}kNCM4-2|9}e&07ffCgmnwk_B%^>?kUFm#&$ ztVaUKsa$J&IyCSZtOr6m>v2)Mbr=)vj0Lm*6(pP)dUglL+U8f`K# zXNeGR1pkqN0lkz0SOT&*er!0nIH5WrAn*kc*)gk!B3K#t4?X}u<+sykL7V>5RzG;( z*C>JN4pxILwkf8aNP0QrocI)@mEjU+=u{%Iz5Pjil^QfKMDTZ|qLNa1 zJ29xBixI%SM%F}ex?-tT_V3F80z_#;?n(rIEHr?b@iX8jY9T=?3eYs=a|Hx1eHyNW z1pQ7pm&Fg9$C^vsta6oZpJNL^amVGos)zufJg#9tu9)bXv`~{7 zQ(6uht6^-`r!3&3Zm31w z1!Teur9%j#t>%1WPGz-EAm0{dZdJst-8Jff2yWNKD>CQrg+0kmlRAm&mmYuAUY;YUTg?Ojw?OQ-;3Uh zbh^(P(cqJCrew|-vv@M8;ZI3Ys8E;*_EZ5QZ3)%)R7M*hk3;yfa^$@dZE<6{tx6eQo0mDXy_}4dB z3io@NLOwwkOSS@EycV6x1RhA?K8ngRwVarp#5K4akXH1@-N?F@r}04=mVZa@;2g!> zZvRObBwS_bgS{rEd+J(OS z^o3Vt+V@|`hrpQe=@ULqPpwtp7Gk=^4RQ|iV^X38_ zKLZO;|9y0MTMTdwyXNLuU`WLY5?#Ewgd;9`A=8C z%}GZwj*-M44*(31BnUAPc2wh+6VU(A7JxDU(f&vunxaV1pPT-b66LJ~n$ZH}gZ{Wv zs;dBk1mrC2KllAWg-Q{Z9n}&H&juyB)r-NqRDeObGA*OVc7T~jc^;jZPpy6wE+WUrmU6I{o0 zqOJRS!!?EmCp!A!tl{rKn2*t?2gp7zFW!Ga1%I?MBBlM%_+Gm!@Khs=xh{T=9+%nD z;OYEG*}NgAebveV<9tG+mM2%l==}VPu9JfgKTh+pe>Jk3$zCx9MQ9APj!(!wF9y2j zqF1Qdaf{+5Fv0V9g5$@)X#O({m;AOxlDJa~zT$>yRYBU?RrOX#KLk{WraR>ay+q2U ztJdoTvy+=1?OQi^co^(Dn%bm(_FsWggdE8N7CrxO2!W=EsHn<61NaTXv3y-gv}KUX zFWXUJUYo8T_J`Ux3A0+lwv;xfRC3y3_;VsR>_(BUjfLy)vv$kNkB67FHyiNxC|>|$ z-+=g+&CY0=^E3@d!yLV&CawHhJwDA1mr|-#St;B)e;W2;2y4lAt%?Onzd9A5-8n;H zzICaQf7XOp4O3l_>FLh|`B+OX03HDvc!_v`;$EOX|CD+$@!GaDblL(+k+i~AYmw~= zVs!OJNw0A}pD%P#wI1bAz7jq$#3eVitvWc5-5M=j3;;AK0JGI;ahCW?ltSlPNu=-& zaR^__4jxK|Vb5Pu*N<>^Tl-rYv62)WoB(eIJd34~QA5?ER7c|V1>K(WKmuMng;455VPd8IXErG4vBIpmg-^8w7gLEcPV+hEO;&jsO5 z0*z;(69;Gfyj!=Hr*tgn`Z{X#Z0z0hml9xTZ2nn;g2#X~Fbg1%Y$qE7`X)>3_2Mul zV;`V(G07RZ?-kB8#WY-u-r@+i%iWHvO+lOfa$IoXpJ!b^s|=^QR`mvZj(qe+_IIF5 zL(f40sM2`Y%JAIX6Iq^U<0*oV?uifyu-4E9{I%_WNQ;r8F5VOu_knPAMy{89_LpKB zPgjE`X+1v70OXuO{)Z?9*7Ye6EfE2x$F(+(ze6Cf{lN#j|L7#anvq2#Y7zjB3kW|B z`^!23>^?xBTQ-xMteMB+@@|!{$QBJakCQN2YqiZo>0=6$qqnTs1Unuam#bzzVsDo^ zJ69fTPM2I1n;-(@W&Vl`0rD=tPa!|7XdgE9!J}%Z0C^_?075B4|0PbuGI&lCfVnLI zV4s1E_m{;2&Qk=az_#lhAF5FB5-IWru69SH`}_L%bz7XnhXC5(U?c`TQ?vJ@<6uvZAh}wFI*^9EeAiBy zN;x6D_Rp@J`*lBrw49uY9e@*qXd;JiVh51aL^zSfHDIi*jccr{i=SXMUlqdbvWvU;bC21>wS>)tuFR~o;m!Ti!>UD+(DUt3(^320G2eGfZRb?VC%pTc>sqrnupxs zi{RFvG4cR4X|xu(1F6tfsVVXR2WhkixdS@?);E3ReMr)A3~~o>fh}u8H`9bi!-QYVuBtoV0)x32pgR47-58+Q zCa+Q?13u(OP~h&Xk2Q`62|5A+SabY@h%^KMD;jVB{}1nv_4@IH%Xd<)h28(M)yu~Q zEPu9oVPj)t`}bZij12!e{hv)*85sem{!hEKR;rB+AG0E^?o+kV&16lA*Mbu14-DnE z!UWJsy0z0fD;%ue+Nx2|IMP7dp^kV_z>hyYsrAR^fDAJ&nD!Ubj2=-L zRLXUKirbD0owjSrK}cEN95K5MffNBzI=6B;?0XYW3w#|;0DtC&{2KnG4SGS{1w)pt zVQ!qCHvXVXIf>>*qGz7ZtfxM&ed#jlo^8HW$9vt_ONLHYq>s;R2?I2q$V|EUrN5M&uwSbnb9)jD1NKV!(~x`5DU!Rv zqG6;G*JFj}`;OLO2mSyxam*s^wQm@hqj2ZJ)N4S@kkI!iLUh;;Mfm?n=KoKU?XAtB$~s)kT&Y zHB%ApD1+^P4Gt$zZ~)57;V9?ZU~Jv8v4xiDh!7-01r}?cx7G%op!*^Muk2OVgT*4_ z5K|v8sfivg^XusZ=v7!r39Cv-Ds7KDn5;ENt@~lzuI*F@k8X#Q3FV+>6)LtWB>RY6 zKWibWVS^<`ikB6wMLWz*jwmz4TJUK*4YWaioffuNi{DrzACWY+>c;qaw0)lqeovla zke6n~%Gt_~9jhoSq|as8n|_&0quUgyG4LSoB zN-;|)bl4#5ma54?n;OsQ+Asn{4uiPqmwWjV!Kk$nqxOwY$YYD885#l#4D3of z4u7>bm91d2&A?#jSv7$pU{)X3=Sfh-8cjzQ>8A;zW6!nK>_3Fz4QCu{*N)?Sg?SJu zVu^~lqRvTtR*7?=Q$fuT^j=FWp3i4O&-Ic$MPwMBT?|%UBE_O#af9iEigY^fF@zdr zEo_Gxt&;+(VE6j+6P@(4deM>F4@w))2f7MHtKmFslghgNdb@Jq!KGL9Ua!woH~9wy z%i}(%y7}7HD((c<3(7d##j$+B^cn}*VC!ZEFufV@KlOH~Zyg}MVqW@>b}0~p`PkJO zq_RS4F=JU6B}L`f#2DUH3~UU1qZ6ubgcoYASqghqe=c>=ptV2n&ip2yI4Lx+_BK?AuT#5$&n|VWoYvPy4C2&L8>hBajITOrC-E6JmXl9>N z0GXRI!Z{&z>sETs=CA4j(M+G!hSBzGOq=s|*sh1#i?f-H>HQEN>tvO^FAcO}p5}h? z8{dtof&*7coCbC9BA7_|a$dG`nut*-UzqwUVkEWPk`_VtNgzp=N~})1D#A?nE!*E|7=kCKalgw{{?c6 zrApatvmy?hzoBy8Z;VIMcQNP>P31L#!QRN<%-IIuLp#$y-@1v`8cIos2OalCBSkuv zZoceYmS8OyUi)18fxuY@7;YmqQR$;hIltcB@7?RAzZYXYJ>5+d^Vnpr_mjsS^pp@t@rcck~iLmR#;E}tc5?+0}yu!+R`{dz3>>Nx2=l=Vdkl5Gn$!$7^Rc}pmkfPIN zBqW%~u;;}nuF+sOM@jD!{LZ34HOZ~zm7*q+Eb)Q!NmpJ;bo?u|0EBIaZcJBr6Bp9K z7`X@gD0)A|gz5?O8Ixx8scoasw+dan+x9HlLo^0rjl{yBRFOM}4D><2ljKa?5-wun zNU*yFhb<72xDE;z|HS7gc7>@$PB>0;55mQ|lbeJf-dM`?^&_%;!eh<=i}(G*rh7aW zTOF=z&Vvan!uq|S=$I2y^WdtpA=N>Vz#c6Y5_HV~)p7{5sbOT673`x5#vKPliD|F3+?Vs;HMSTERMq(7el|;TEAWE6yHATTGJ34 zjght=(|2c6Uv6DHCMPc>MTiqk!1r=u7R(opCE1`swC$>tYwz>p^k$OL+Na^FWl|+_ zhQ&y+QJu6eTZE(kPJ@mj>aOgy;I?e)BEi>dc#9}e@dIppH(B0$f)UekWZkYou>tUn zIr&U#UjrdRSPr<2P6g{g0!A-I*P~H#^EI6zOUx|DJW#>zOY1pfJR3!CsPL>-M1>Mio5|K`b3VJM zb?O@#&rjz%6;<;BMc8l8Yw9$2^fJOnTX4ky+O!`tHc|?95S>x;&$WUdPL#q6tGBEr zLk*J)x$>aA)BhZboaj~!x`7SNiv=CVoe1nfDafH6{y?qtmc~@H>!wu9UXktxcH7KT zqbXAQmxm|DZhepH0NU(ObrEg^w_FOiJwH(pz9w|rAR3$P5{EFh88UbNi21%w!g*uT*6)KtMzLzbiM}}%r7~{Wn7^}YIjr3EJ5+BTD{Wap< zJ^Z^Q1%5JRb6!zkd3<=uc)|d6lDn}GErOC>Izda#4fuaUiw_X^Kno5wmj8goKO61+ z53u;yX7B$bW{oY5SgtUjf^W3v2p-d|IK@SiLI%`qYdB+I9^^aEk5v7(zIuw|L4{7M z!6jHkC&%E9X4Z?o_1Z(IH`mSR1c$BX?}jwQ;lU=T*3+IlBABdBS!Nez&m&3bPC0yW#L;@aurp5D<6)P4q@JE4y%6vN| z5*76?xoO^J1_meP`WBP>3yAR)kee*E&rt`FGd@|Ag_rpQr!y?un3I?XBhgtl06!bQ zQ?KJoZ;?kwxS+WQ_%B~M)LRbJ2QbR;sTM5Mlc-uSac|uHSk|=r7wlC zNdgL+h1%bSb4%@InhDEtf64(jK@HQUB~qx!;|2`N4TGu3&xF^iqM;VaM+O-pMF^mw zy2wJe6I1Sq5Z3?AjOgRS;hVy$f-)Nwtn8}73>%f)aP$`bVb{B7F3fOrzGz~@$0uq~ zZ9yqgNd5_>r7%!6Yy_?a4l1ohf}nO93R*^+78c+WRIRv=vG{PD>&4EK)sAAWI`zNN z{y$qsva&J!hxR%CwIKdO`%E8N$N!P`Q>7x88Bj&<-_SJOHrK+O$+{U3y)s4IKt6Pg zQ)jgU>!*7$V&+6%!=jc5TF~$slSK-(rxRSv$roH-Oa=yEFp{rEH|E~letdoamlE^( z1dpQE8>@6l_YmeciVRs^AI9?-^VreD!|5y++(-MEO?cpmFPGL}fpEcyM7fz-M^1%U zxJ5ocx&neh;k`k_fa%!MuNe)ELEXi3PzaD12p7o+1R`M!mwG)4o9d>_m6kZVflAuo zm?h5Q8l9vHwvkR>_ou@QIN)O5g9R}?z#`}bU!m^V*53KE?2>utQ}USHv6b{g!&E54 znOYhoA8GTm_w54q#f5QAarBYRz zC?X=S4L;1~k#KW;Sk|FTbrq3o4snY;`#mX7aUB@7mYDJ`KvG2~%#o2g&@ksvEfhK* zGD3Df@md)V^;o>gOD2#w5oT7P1_MJPQ=m@5%=tDE8vOq(*(k+}2ua<1NGD2pL zX45C4Qscek>GQGQ}Bc{3(tSNLC^gz%`0}2+#pG`{hr6{1_aDVm77lqMtECasg zdL2%xT>vy-RVq+D8VU|%+YoD)6r3SK7|ZZP{N%g8{3V1`mH?CX&3oM;!j2DVVH z`lCAkzqTs>L(U(N&&v8A$Y=WB%bzg)-_$=DQVL)tuRvT@GFzNUbPe`+%OZ%nC zpD66NQfF>#^3GJ}`ec<%#z_@hqWrMF)~I>*dIlC0NcY4U5+Vbk8AHB2vH*41`SkwT z8J;)aiM`j;5}XnSt+9ATHn&e;IUW$BwBA`Yi)5Uy&?9yoCIVBL!Q5yt7&BJdfE%}= zb^lp!1P>0*U2U&8t5`p}5fM>eWhcZUk|O!s5^DlkCJX8@3gXyK0?*%u$N%b z7=}al)ymFGhL#wy^`M-BoOZZc8l_v}M+lp);iJCv;~m_((sscwbh~X*-}etF&w34# zu%@A+C}=x2e%7DRdrMKMrWrsVs*JV)+YO%lo@6nNzw~DFIu|ZlJ3jj?Yo()m_>ROp zZ$2(V&%n%;{=%_-H~Jf*hr^Mp)=s%jjVaRmi`mL^TeP~x4GF#S8&I8=dvIo#T_s`B z!%YcdKn3XQ_7R_ZhCh0^RAA3Q*xAvmP~a(oxqRoR<#EN~|AKyhruTykzA*g{GWg%O ztY`WV2L2oR{cEpWMnV>LmVdRG2$`4}IR16OOvu6v*mCthwQ^2VJig4>;0(};3@O&i z9+=S^n4WOK4OLkuP?|m(q?)E;jd0%)Tg@RV7)hm)3Ts42B**etX`&VlJ}J+s@yKOg zbD#5_bDaB~dz?RKKCk4QzqVI7>CF2z)&FFS4;!rFQJ^pob=*+kTmd)S0FbB8&K_sJqfU+Uwy#s?OPq%C(Dz_fp?nQK|V;+Zv#TeGV$Y$EZ$Fj_AeJMqOW8^@6b@r zuBvc;96niGm7-=BeA}x;pG>%9RrGFu%Wda~dE&)+B>KL1M0`7!HY6WeCSJ6i9p5HT zP6wm9Ds05|{^cb18kU)D|1EzRl-X8C>uYhprqNnJknuD6q`JBr8h2@IOHIwBB%mtM9FaMoeXo{w+kupoLn&G|T1M)wm7S zmr0z=`xfg_5D~vbSddNnbQ=l@e^_B81@cu9ag&{L)6mw731p%39-a{2toasRNA(vr z4n~^{PU}*pctW`ZC@EJ-b4HREQpqP4>bgqU&s0-$kN?cd8tN*9&f^k7S#S~D&`PT8 zI(r^@f*Bk-sufg!OH%P=dgmQaVWWntKuRWxJ2&fxLxHu0n+9ZCT*rE3JW=bW+qO?z zbw|Lf+riywYb!5k-KitIa|(pDs*!2ubJoywPmD++*5&~lI@*QR{X`8?T(?%fK=WwkH(h+rMjTz+3o=pEmDdS@S$lW9>f^zdwR5fl{#} zIz%+;43_Ixq)`K9LL6$1v=At&VAzheS;fuBjLA0dD{MxXlWu2kv<&A-S4o+)?+|!w zcFAn4S}%{IBKYJ+JK21lk%iTKYtv7@5?Fir@{5vWr*OtU9=E`5jLD}A;|*^FoBd69 zU&d)g_2+8umxhw4($V~Hj$MvR8kJ62)0mt|OL~*LslFsnK)bye(Ah)nzA|tnB3ZUa zhwHoW4WCRa`2z0HGYK5^7OS{_4p6F;niQB(lZJM$wsH$5<#6#IIVKzf5V-GguNB{dSb>_-Tp;}DZ0)GYmRP#haTGgb}4QH z-k-PSSSg7}YJTFFsPjosNJS8hehBfk$;>~=a|J`H7l*zi9-4HUA6AAs>uJUjLxN~z zR$Yg(7kPchCv>DPPM0VR}8#he^%x0R?1S-VcY+_cd1B{V}1AwE6+$)bHjZYCsm>0 zEA*JR_<-Ri(dFgX_e>*)05p6&Jk?llV+~j%3&Ualg+VQ_3|EVI2YPa<*DRrIG`sbqC)F0VbLR}E1N&!2lE`EJn^)~(SSSmEp;77Oy_oL(sUMq^+ioQ*f+>ax zpebdP4q8D1OjmMMH|CLc`L*W|wxP}4<7Y^#>)j1z9qqz5UNVwXz+YiGZ!BUT`$iRN z;2PFW;=`}U=Z2A8gg|_DvXiKn+M=C4LoD_f(Nd6E4e@1qT>myFlG7Rd%#K$1ra_QB z!pfD3c3AH|rl^|bw7YYIq{0T#u}xfB(_1c_3eHJ(*S5xGaNbcg*Xmi?9rZeNdY-bo zOIFXcMF0>|k6zSPgkC4mMf1?%{Ck-vsI9XXXh7@B^Vf9pp>Zk-vNCx3PNaknCuNQq z`vQu3zCEq&xR>{p`-)v5QV0t!^$b^XOM%9RMLbi}+pbZGLmpgn;u_&icy$hxn0|>H zWb|YT*Jg4BFm=7m9=DP^RO7bm9YWKKoA~)NmfBn(+>K6RsBL7h_v2thf;^L79mLfc^=0s$i zX0rAmT;+{*`-AJlPC@GE;|9Vk7R}_Tk>gSCp+PI+<2pJsIsGk$i#x1|;uq42sN)^+ zT62)RiSM4{Xiof_t)xi2bZzjcb@~}=304g+Rbz$h1Quf+Yu$b}hy@8J2r=Q1pv)Zn zW7)H0(#WV-9lKdK+Cy(_ zN3Ffm6IE2G%Av<0?YM-p?QfV?OXD8n#&S4$RqtOzaK1=Bisvuvu|b8l+v0~~8M)3+ zi?IF5r%wO%$t;~a&oOL`0?ECxG~h^`+h8Pkax?h}ayGq;Y6bd;^JhjCBbPnNx|uO1 zUrq%a7HlNOH`@zxb*!k>t8f8U^pj4bD2p&)+D3G&^it3eh~}ldYxvkt$BPMiJUXvV ztyt835Aw+QtSTymc* z)fxJqp|zJXz3kFd^1f-$IM*n4!#F)Wms73uX7}$iH%h`&By<>utyCRnk)}Xf#Hitx z&}XEho!Oun+YpXOA0_hUC2|r?ugTDt*x-u;%eD;vhy zV#6I1=0T0g5%=4XItShD<@{odObh0BhZ(x7@*9h9)QI#jTO}vi@VE+_&o?BdM-*78 zj%1K@Yv}3eqOIpk%#V>xz+M%{szzcwdh8#n7sp$ z=z`qfVUX-F$xRl;n-vQ8$GhVzU-!ExFf6`s9ObefNc?=~Ck%pE*#9O!|6?R$V*B!+ zl21(k*c1TfgFodcMD1*yg-x7{94+jf?HuVp4rL8&0L3E&KK?$-TG$x6I4RoM7}(MZ z+F2U|YED=im^l%C0W<(V6%@2{*P>-)WhbO%{=!Je$iT({`1r!2LoeZMU~OR}U~6V= zLdXD3FW_YKQNRN59pK83`+XdJTmwxnWMKcVniqe+RdP15Q6*#tT=a1VKzU0OLZ%O~ zU-6@i#XqI1nEr9V{tq(X&lqR5VRTuc@RpvUpuuxkR>Gkneh5U*R+JH&(1sH-0fvr@Sr(o3=Vg_0xo zQB$;Ln~;%9zFNSeSy(pHh1LjThTVtFEwtZdBU`!bT9H$zU zyD`^2kk2$myW%a^zpKv~EQ<~4^*-wB$O*60OK&`zT zqeZQDUNBw1Y>YH!0n&NwHkU`8WtUU$|KDt^O#j2A^lzH@cYTtNGmP|t22Lg))A9d9 z7Z#3A&O+t}jvv!4ZSb!)2lU_4CQe!mglqsMo)zH!VP$3e)BZSSX6N{Kn~jZ~Q0MQg z|A!(8|4=NT)`_y6imk;*c~inabN|0k1M~mxcW3_p^1J_AEo5S4X8B+Azu7h`edXC% zhPL_UQ8MNP4zsfa1JiNiczdX!U}<1sI*wq{;O9?3%(=$E65^=wv7i@9BYEDPAx825T*7HiruDRTelA`cG^Pb;N4&BU?5g#(YWiaJ-3L4r0@C2EyxFL? z7{b^47l+`_f?)F)+XZ)O38i?B^KStAVmgm{b$GuT0b{t8H?`{Nb^0tTh#k`6x$osa4dO;W~EIjmfpxl0Uf zO;m2%(jQ^a=``DdU*6Aq&&gaBdnbrZrvy3&ycc@=WX>pzA3#`GpDJmv-?rYzR1c7= zL3R*1B=6#z29t(@Es=>TjbQ|*`1nYwNt9oO2Q9DI7hlnS;gb(A@&sUzJS$7mJ%-0V z4=U~KGByYgk~{J=?pj=-OA~bpD_BtE_(!h@%Nl;qA+)|MiZEolEKdW^n9emD3>w9+ z_2-C;d!9ul?}OX{^?;l+99k9MUqgy8(^Wp8a|H3NCZsj~9C{d*U-s%I-=8hvVak2D6#A zD!@NGGesqm*AqB|(!amE2U-W>n<9fcnno@Zs#`L9fjjakjpi4TDw>%SSxpO(I+}GU zRVs~2vnDkRxf)oxk;8X^i0#M`n7J8w`5#1dzY5*)JFus^YJPr89mCKchLZLGMFF)S zPy4Qll(O?i3Q4Jhzr z;L!DUTDN4n@ZJ>hc6ze|Ev=%ZN`~y6xET5UdB^ro{<&XQQBmFfp`VYotU>lx$5c<( z+CS6n4N!o8-bShBIu;zx*h&aWQn~bQmd2+nkS{|f$d$w>Ey4}lj92k$d;?rlovZ@fWDnsm|-gmia zcJID5>n6M{SOG>CNiI>X+reO~(^yP5zN0Ed3kTW#ex2Worr)H$ua5u$ zY{_=QL6_iy8GcVwF4ad?JAO?XC-gYUj-sUWq(pU>WGN{}Z9?ir^R-RqXTGgl=1A5$ zW61+3glViS49mRN^J_;FhZS_U6qi!FE(oDO za4WOtE2~-_qgO%FX*agmde#z!gEp|!H5~;S2D)SmGgA6H=v2v;8F5>qB7uR5&tgKV zj`p4ZWK|1`@yCVO+4xnQe0U0_8|Pd>^oCCoAp% zbHYoi)KUG~#0pHOgBjUM39`KO9#FjD{S|Cz#pkIa=yqicYiQ9RT1D;XneX-ASB1Pd z7P0Cl657h}P^6A&PRNnFc9exrN8MdIDB7L2ug$$lHJt>mUX*L=wJ@}Q8a8RVGiVTY zCr`wns08mG=7${tyYNFO+)Dz(TX5#O5yY9eFf?fwqa$ao|KtKpCiyQ>AIG45&IURd z4M-TP&(P!rmgVfo!OO{bahr{3<;U4bzvk zzZQzl#3vgGi(T?e3Rlg5Nun+ZbQfw+z-Fp-i97J@GyfBb9(^UB$O_;XHk{F}Zy3BA69-D;J*( z=#^wF=XaxPT!yh!@w5eyAyaLItXb_34cqC<&57Obo=Q}0wcC*bHL&4ZoWb3Hl0%KAt}YP(yLLl z&vEB%F_&^|?j2$252OKl&%{U`ytWB)C7OJJ8*7$-p^b#V!M)(V;m$tLtAQ_jZJ!tx z#C@`nmk}n3e|P=67i79y=vx>h0uw^2%vQjKJnNtk9|8z>W_|!Wf)8qY(3Z{q=J42% zoZ0@8Fq^i9p9%JlI+TzACO^rzhA;YheG40F&*y5(-_XB!AwTAkjO-v*Px>c=spfRI zvg3BPR8IPo#e9ALCOZBp9tZ^McM4DqY*(q~#NOD#cHZaezAcHga&9VvWTpncN&!aw zFhWpYjqY)L&lhsj&EHD60UD8=s6T@!x1~b)^mBGn3TBT8YcnaXzSgAm1zeN`^hpq?7KNRS*m1k|uQowg(BJe$kl zYV~sU4&q=}28oh~iOdstjJ^Vuyk+0bydv5CafJYB*n0Fshkk3pX?vknG}~-qe9m1) zSjh33fs&)>taS0vjY)Lw(3qKtMn@r@%2+b3B71Cf^mna>j>25jHe%Q|KmN_G01W~| z`r3s(&c*<-|&3KH_IcW5|U+Wz& z`!ROj=h>}i6_DVZ&}UE4XIv05+~pOmuG^u}%LEH>KGmHNjOrI&KTq^8s++X9ho6Tx z%2LACUgxGE&Z$*(mBvd)b;54?{48P!%8HAvl4<`bGZ3xl|&`@z5WnOJ6hzeq2thd%ZabiF7~s)OEU? zpK;xvF1I;I$ywa*=>K|J^SCH@K4*8uWaW81_8#;cC%WZr+;*+BZPuN3x~@8IuL|li z4j-=JS#MbEENL+`?!WNxg^7mXaflaTC${c0W^P`Q_41h+`js!M`eRlM%!Y`Zku59Q zvP{^kxRJKnuA+Cfr6Y6^+r$cW2N(+4B5?;yxSDjxvrFMT$Yg>O?xh3>SMFV(8rzsT zDwLr__6m&?Bh1q8gbgF`TvgPzP~&KmM?<-W{yLekZSycMY1Ox(_&KM`7q)w5`;)kScQ$ux`=PORQfo2#%WfA!h zu^BAFOlzOCqKcpDCZIW4YSiFTBSh8+%R%{Y8u{byKS)*mUg2bR?K(IL4rWg)r=5=2SLB4+YuGKdp>O^;5SIkb3c%eH(% zje8^=A$uY3rV}rX-9a4wOsk**&c!s=ee2k5tdXrvXy&cuaDN)?eYPsB{dUFVCJ>O3 zv;wwpPLzr9)|XAXE#B!3QlqH@UZ8M1<>|A%5_iB}heiUgMw-6)LklqhEm=%sGZ$g} zX(JfHns>unJ~Zx?_ux*T0Kw8n{xArcVCSJrC}Epd-_z&!b`U&4pEu$2Mk2zKg`gfb zch-Zar1zGPS<6^B9pa&OPUel6n2zI4UX}Rp=R2U;%z|lNWxBUXlX;&4rRJwllh11F zwK~m~*QN}$HA5!rD=f~{OGMJE5uWFm!^w1PSgui;xm9$iEgi}K-`ROQ}O&SB*;miHSEY}19+AG9ncGUKs;!_ zb%3JKL;dPkO0dp_pd{J>{H+Aj~u3v z65~k~l&sEZg)}IXOxqGi>w>Ib>W1dfve~6t8fGW^o)SN!08|4_nLnsj?4!&Z?aRqU zzhS|-wO7rLoAxe&C7YKQY$?fh8E>jCuK3(R&YEn-nfNqWspcW zWNA9gZTHL!YI!&1^2@c+NcqTO`u7cX`}<@*zt;B@mYP~J1iqK8y5`k4w?MBw*^2Cv zlN{xzsO)o|O6~@Wv8CiW7skD0F@!Y0hLl__S_GQSE=q@?)W>K=a&+#;0Ry90r;qJ0 z6LvHSPD_!hv@hUwyP>CCY;I=@4scn1kek3W_)eRH$3(8YB)!&bX3e+h>dMt@8Z_24 zmPkhh=&ZfgO!Hzg$vzrCcwm<52ou5fXx!OgbO!^)D2=Haz9I2SZ&oYl^N3_*cXb;Sv7{^qbMBDj@ca$H#zz89avG`k*7O_E-0s9m_ z>T6x;pz#&)$O33LYB;oMB_l{l2&`8-$P0Wd-Vct-kfTC$_;ObyOqUPliL!+4sdcN_d zGsnSoR=3&LSG1c87e!?=&N(@LF;@zV@s`q<=zQ*-#Ib8P8EMRLz3IXdQGR=zeDr%i zzUT7;?2eO@E&jl}yMPsQ9fOP@o#bcdz^)!MU@^AQwvCJ5M1kzG96lD&-mN*Nd4e5; z&aJ!AW! zK*x}p)}ummmu>3Ragk<7M13`84lvW4r}wwNB78+K6+0N!-T@hc2t)u^N^pu8RCtt} z9+Idwtq?M5QZVAJX^W*Gu8cQ_KyBccz_+h!v`cO2EInu~A8)(Lz{pi;t}enmYXM%X zJ?Y>xWR$+g@cr~+mP0usscFMA?uYHt` z{w+e4L1oFReGi=2s{L;`u9e@Xp`vWLD2h9wxNHk6UCj=zCE`5acQo0QTQ-$7Wt}xJ zyWtMHU==5dQaI@u*@VpvFr=qb6iF?xNvS%UE%u62(L-Cyd&pE~H@A+Cw(MP0Bz_)6 zP_eKmF%04&sHuf93eFS7-dPRdh__0yB1ZL_OCm}uCVi^}s;Z<`kb+aAkSgzg6VmhN z8=psHuHkQg2~V|PbwW?@4=q>SP%j@#q%z&wp^6|hcONg^9rZ^s2Uj0o+^B$)UETA@Apg|x8 zj?)^kCcrv~7)P8H(VBrjj*eg5GDty(Ilr(!T?Ru#9b-v7ye3wYM=6UR7b}EhEhl6g zNKo4tu&S>qwM7w;U{7Ee29FB zw@(5Wz5WDGuZZ_T^fF%`1&U*Z)vrp*tt8$5AHvQt$`YPi&|S7|tIM|SsxI4Rmu+|1 zwr$(CZQHJ?e((LhduQ&N4NK77Iyk!UhVQG)+s$CXLQ?noS-$P}FvWW&r2`82O-YC3 z=Vwp!?UpNq_iupNXO;XJ2{TReJ?Q=mRJNX@CdioLg-m?uKQgV#wg#YsEzr`S#CF;N zvkF2K1QfkA(t5FVd7W~jfAC1?=|!0N#i?qtA4k)K&4exi9DN4bv-{tj?mR~ydDAzS zD_zllwk1rVcuz%6l;vfNzML*x7kLA*0dY>XKz6zeYW=9<`HH(4*AeD;a*rN#UhXpm z*dSU$`V+c$kJ>Repn;=IJf?Su?yH8&3;|1YyI^{iwfgG^hLu3#$ua$7)ox)paTnP8*1a4)>AK z+Yv3@yIZT;)B|HV+4%lhY!(zHI?C;~c)bUU;XYMNG3qtwV5Ybxi=`U^2%EW^ALyL5 z8y3g`D|_Y#J7_hA4`ViHHhKrBE(bI`BVYfIT7Xv=cve2V2uM(TQ1pEHeo0X*M#Z?x zujCjm{ryr0qAbykHK&EKEB{mT1-k=`q|>#$Ov5cv^>))5ZAnX(CJIJ{tHrnX&2q7M zNlWzKxk)w-s}<0Fce}UbwD$#rY0>C@Kn}}}a{N+BioDV?;lq*h*<1;jC7x#24!NH; z?QUsKC%iowBzmuY)p5n6>!QS}nQ7YO%5x8eDT zdf5>^346^Dv=Mib!GndCC1%VOOuLYF0>DoW!toWu+uCB5Z?cpCh(&Yh$%iqn%(}5@M>xvK&YAjayG}=^*L+br@F=25Wtx$vp~@* zbr7ZujVxOiv_g!RY*poZ88NtGPo>l8{Y=Lgw`AnGq7PJ5>uHFCR1DVue8C15I>I>P zZ+8uQpFK|Q%h97}U^SLo4usNo?m%lA{mKh*;B!r;DOdF~IHs`@2LoxxftL(Tw2Sx` zkc=V>8%53M5KW4mO9R8jmCeOzT4GnO2K!S6-g-j~l?mbd9iE`q!5=|_f`j`x0HrJy zT@ARqKhvC3%1@wNpoA-yn7I&#%fur`*N&p0g0|Ta5j4@-v`)ekq+JvNgU}WXCmZE$ zl%wVc*!b*p(LkQ;@M8esh1daK^{mmFUJa$dszScNbxLE3%w^Qd3v7Ppz}$ceH%D9T zUqQDsM_VmcGIFbI6<5`t-A$40fU;h{Cn8uk?5N$ZRlF4=DLhA!M*Ua3&zRe~VRlEi z7@Q8aKb#YG>m%dPpuGX3>{G(|RCl8peN5OAU0Fsy6)#l9Qty3#(cF#IeY-7AN9TP9 zz~)u9Ytb}ZFsE|!EF_(?-V0R|5|kVYDd(9>R>NyBk3iKAwp)RX#Q{B^HVK{|b!AKM zv~>sADP3)}7`XT3+_q+i?BZIt{WP@ei*${BBQL9GI+KKQJ|6=Uc|3cE;C*n~-(ug_ z@jYc^bKLV3!ln&^^yFB}7x(Z)CRMY_d@UXugbC8c2QCtr#`EKU)j|fOh}T8I0ns^O zR26NchGZ_tt1aY!;_)aJtTB}0n1h~Tu*a>4* zRl|d^eD9Mm_2f{jyBbVwu!n>!s#^6j+N$w5xB^4744Y76wy-lDOx4im^(La_JHd=< zmE`U^CMDY+NKvmClmhO7#f+0Fs;N`MT|v5|^TbUrCxI5_`p5)`GEUqMbw}?}2=GZh ziZ_|gBS1gDz9($Q15n2~W9M1_QoJ9HHTDhWypCXv?xFui#64kJJke zl!2~8`Gy`b$8;S>25z8&(s_9x0rXFI$rhk-SajQNDA?sAp9|Px=O2J1kX>%m09EYS zQH73dx)fS=y#c^nmp-DVzc?pIIkQ6u;lbJ^72L_&Lj;VW=iCri9%ljyn5?3E_ewYr zF^E%5qEY8%%T97imh0t8BPENkp|E`+>l-k=!lJ zfHQ7_!)cwQjBzWT+xPJRW zX8JRiurodk%R$W|No;Pep%jlu;1i$d+ zAk${G=UD8q(vcbye9^aI?5?+GxyMd%N^!FQ0a{!B7nv`CyrL0J7JLNONd}hXTNhEJ+Em8EL*TvC*L}f#D1v5xV zFBvl^osO+H8=}udj}0qmPS1q`8m!OO27NIQfKaa(S`cBNF3=ZBa7-8S#uUA^4?j33 zfYe~Mg)SXJ&>MZXJ{(8S6q@Xh*fuyty@DPaLJ(d+PExKGP7sD(^e;y#S;c9zAXRj8 z1;=I6$vUQ^Pr7^E2RkqI*5E^KNv!UE3IVVRTnpx4QRU3DE^S3x2VL5G`?DeZ0(LQq zI|ehILaOom3;+2^1Qb}-@Z^+~@JCALxKcD8QWdKk8m|hwYjvXo98WbRr30tmRljOX z4n|uw9)FfKS^-gFjdhjhQ*{Zvh?)nVRMUK4U1l)W?jS$FwurK%7kfEVE}S178$|d& zDYDnLhSOxF)%b+gp|{hNg*cfLn@Egm;`}It8!N$?}4t0%Gk@AT#fNM7Ksd#dGaB?w{b0NR< z6U>v2j}-w4W;N?)N6c(0`3JVJE+S^|7rlbMavMwhmplD;w2L8FokM zs!hMFTuBboTONL_`R?vvn44SZL{GL*&bTCNoXp2ISZc!9~K)A^rq{`kHdBRIj$E!rnP2mwnM4EzF@U z)b+I!gpS+*LY-a*QYmk&S(4ARGI%WJQurV|AhsmyA^}XHYGX2O&lWY;Yq81UeO<=ha^h7&Ugeuv@Yp1fFq@kwvlQzTdjWG^Y_NrQZF`KL59P%g9 z_%+!39XS%qE$vEDPnuQx#HFqr$pRf|+(deh#fzBYd@3Uh=!3^5b+WFmuWh6{m?8)M z5P%;L8(6x1x4b#xg>yG7n8VyWVVG?+AQq0CDWavID;9Lq@q``I#0SjL@J|!rT~wrkFI%iVBB8#9o5U)8&rH& zeIFED$D8&=)|ShUR1M4V!JH3qnhV3!pi2Ym+;oXZ%I`m`B03Zrjn&=u(7|5taEx!q zF`fOsk~t{yOjy(=gW!*_NDgzUh# zvZGMpb6Supy6c4yQL`prUnMWPJrji2*#}oUbOB(LE^GP(y*WLSf8#{vr;p51jo!ss zGJ6az?LLQ(E&av>k_-`^H>^#Gs*o3@7!yZ*UIt{7d84k5id5G3O@#fXKJis|x1ok; z=(d3nnxPY<2Dr@W)bVYp5_f@sQeXRlxKU(g?G{|kL~Z2D);%sDnUy$Vn&^Y*rDj-b zvm?Tuj09hXzTF-wCr+wQemX8Of=CuRFLyL zH*fHK9rut`NhQHe7&{uwoWIP%@!s^o@}j?2LlAvk_X+ThUki5PaUs8E<2^p_xbc?f zh?5{6K~FpaL5ikhczWr&&7xu!)GzeMG~Bpg`mJQ0#xT(=MLD|9k`SE?={N+O?lLOg z(xFrB7R!8n#Se#PC~xPQ9em8!Ggz>r;W1We%9v?YQ0c2bcL)*h z84}Hy*tt#WGb3!q%?6azfuRP^X@g6dg$7>2GH#c2I^RiNH8#HApe;R221do-jZzjJ z%{P9sQoTJBslL7_H7uCKH<{s}sEQIR1!rET5YOpP;P3l!lo!7(H6zqqc%al4q-3l@XqvB&d-ncmmN z#Lb`a!n_dIqb(3`m49#qs6$LGb2%>zW)!z+Mn(iPlK1D&b}?rUSTTcsn!HC%36gw)=#My2!u9E>O_|%L=jgi%XA#W2Zt*1J9mWhAv+tiB+xF zwnR$-L{N46Av*Pk(5+m6s&r{l^kF#=TLwR!q-L(2*9tE+Z*9V4!#1_I?IiMUAZ_k# z&Z*HtA#Lr~>*3=HGVb8p#xZv*fg{5;C2X`-@v&%<%Gt@x15+2=!SDGjg{6yIerPEu z18`h-=VOy7Y-8TiXbzby{tae}#4I)L`;}p{0<_IhY_|?sGmrT0>+D;0GU%!S0PCa& zXt?h?$2>lPk^%)(3?kduTUUEVEwmIL29|D>T$pI_#4!S-A|PqfYSY9t5S%FcQB=h` zD)f3x+Yvx`^M^-yAZ1jMbD!J($cy9N68nI{Y; zn^6rqFEaOSk0YK&m*dfZ^{PRZ3&9ND$o_pZTwjc$21chUS&N%uuuY7I=C*;@8I%T7 zbU2qrks71>@!=obM6qnM?27{8yl>pbBM!N4?P(a?n;FY)6TlTBSh`Oc-Ulm1xM^Jv zi?fmMx&t*AHeL2FGYT^zha+uWUlmzj#zzxPGxqB*yr0@bV`NcO>VmN*g3nsZPNDZ> zYgVaLL^IKRjr%ulr+L~{txQq9qct-1zsoi1a@es->j-GEc*cUhMnR9Kg7Q{u>98J6 z`XVhu3)dID`2oO6)3t&yNbI?x?1(JH4|8z&X)^$|GqNtb{)24$FDtA z9$>2?t>ckk;F~fwG-Yc_gU1@Is73pgMwt_{5hicXv7mUCTv!Sz)@N=?xg@Z0=AR0w z^T0@N^z85LJ^fOK(PGbJv!=^ET#dOHoWRIC3PT zIEi7T>VR7$$N&bzl#;Prm&KUwIDcN0v7y|zVG(K@ZQB4K6JEFNha?C&S~pd9^^Yq^ zc(iPPSWIj|#_xSIeIy}rSf@Vi1Kf-Oc7EQuA|x5Wl~`ZADFs?-x@1NDFHzzNN{7hH zQJ~divrYoMF8AY)>*=;9`p!IC+I4^ABxBDT+Rgmcj3fIMMzw-@lef4>r`E&{#l-PO z=*>aSbBL@7Qz=)ghvSAC@u~}D&tdQdDty21{wT?=mw7=WNtc*-%?V(FG+17Y+?Pvm*ve&%ZXbyhj3iCEfhdUj1L? zodV)EIl3AZ*^9YUOBJp4hQ-N)7Xh0A!?c5s8lP8!Cs|2b>f$}`-_;+%AK-l~^PbF& z5%5mp%i3v@v<=mwG9M&mIBT4RC;Da4iOOi;+lH(nTA5SFD@{d3WI+uke_;Q%Rs$sL z@d5Tk>?iIvl}L-+EWoIfX5)w=sWjEJ4HfAS$XB{D1nDoi{@mJpJO4PkqE|$g>hyZ; zdm47O)UtOCceOkoi73B*|I_6r*+H{+yJ5eNwPw7el6+Ewe*s(r3j+N47oyA}5=Zq6=nZn7@2?o;1fGA=OR zpU32YQ*KkPjH7G;C8lo(r6W1Z=73j9PigJGm=Dyl44f8nA9Vd1`vWgSR&~kag<|on z#%k;xeU^`=Z2p_@p$u;Buk3{}6=d0rUS3}MTNJ#WdlW6a<&*D0{pwX--cg&+Kv>g!Q z3)9H~dkVu-0)|J9mz~^+tjZY1*6s#uTmmVf&PUihth@JSi1Qw%;dXwUGH0;9UrtF_ zO%;x@cFcaAm$_RnH{`jWO>j2Jt~Z~Q!bGHTsIN?|US`pqlw=;g?F?qfN~POoe@xdD zO?9mqm0A)F; zywja7`MLQ@u|P7bGsRY}b1mXYxC$1@r)-;4w;P56EdGe}iD;WtV}KH`^7Rc+KWL&cU1@>ZuSit13b zEr5#u*g}Oq40xz`nrSAADio_CeMYM;A-2)d;c`LSVq>-E_e;i1e-;&lX-u+3>-4bU z_Udl5XtZmA8B}%a%Uu8K^}X#2`~8U15&|Ym{*vcWahByMONe7*-~Qz-G90=tZU;lz zji|*LB4wvoJ7mRya zI_@X8+^(+zF53>kcr9;WmX9QE^-Q=?GJcuHNVhHq5bp64-#QRC?r}DRFtW2x;{1_s z$kDF(bnZU>EoIrWDWE zdb4CQJB%y-;+rG8Q8JFMHHgs~(IUbf&>MHU^TZs%#-gU5`^58S80A(mh$Q-IYM)K_ zBb|qJtZ-@;O?HMYN*E>;uZlk8`4FAPy|?DL`5dnbLnY+u_c2K#TJY@&2%iI!$iPzU zrNK2nIN9WS9(p*t-4_bk&5jF}d%b6|Jp1DXPxAL1##663ye)`PDzj*bzTLC&ewz`D z!uFs8slAyP%^1a*!t;OJ^j|Rx9p*vxp(daHl!|8AwyOR3v25JDTYbf7k$%r%of#?m0&jc zt~YPSoCc%IlILv6lC0J?e5wl7;6`O+lmlO@DTQ;2Zr@C#1yQzB9}MftVycv-YlfcX zN)Q9?>CToDuFNHQ z*gp-78;&~b=9&{%dv^yNF8CPdvIK48PDZpjDY$}*Y3^4k#jVaU%5|Gda|&4V_TiHl z{~QuY#_o>L>Fl$Yn~evZBT+g=3*u&4D@vx9ujcj+2yW(f&o~(>(rkJD>qOG>uZpha z#MAcST#|#T!o<{tI~q&dg^?AgXSFal>kw=?9)10H?fGZk1e-+$Y`W|v`tu@rP^%2t zJi{Q|+iwaw9Pe}=EH~A>AmHu{P*L!rz1wpr?&5TS%KddV?&I-}IV468NIG@unKPHmIr1oOA0|@sp~QYOti)4ad^3MH7k)TT zx8nst?m$SU9cJ!&1+f-f0k`WSaH*mylK>$q=0|4Y$c~(Z&Rl2uz=9TiYcoDgpZShZ zMK9#kVQ((_`z@IHMau4+Yw`s+u!D$p&-A5Kv-#38F5HNT{u;l`iCVHp2+i_>O(-u~ zkMlsX_Ua8N$qu2zGTKGNS8g;|^J{Nc;P+-dogjx|V* zHA+eAN+Z%ut2AtUz;&<`P>)1`OIt%y9@yA)7x3>cUA0i!+;sPcdlGnBt0s#KwH%b$ ztJ!t_vGj_fI~)wPG)_PlQ7kR1rggp=2B6mIOQsRRXAu`7h27v(^pGMVQ&=t zaJtTFY=Tsy^bhipIAZdcIUD?;l5I3zB}yd}!Uwi9`igweVx_V;$-i9;g-?HWQN1O& z^Mgs{m-oINoSB{dI+}MZ$#D*tN(dIe%_QgoG^@#To+X`Xgz_8O2e^NhVwoXKWlGmU zjFuzr&O5rloIlM>R^6=ojmqz*fas9F9$Rn5>3z;2(&|Lprt2B;O0J$D`Wn;bcfCw0 zXv1ZfoZ{|vU75Ch%9(%`EsgQ?z7Hmv*&3ymZ(FkRc5`IyNpEv(!&XG=hjrOyc07>r zGfI89PSd9?$#fWb#eeUYAd`AV(2-aO0HeZWJ!2JppD6=^^YQ3JRVT-wM4ECbSUs)A za_G^PVV0{C(7B%$R{Xnu!@5aAlqzlHlVvR*F0J8O$0~GEl0n@{dbVWIf*Ehbsly?k z)ApQcquMjFXImt;Sh9bP!`-{zw^#F@ZsMEIvn9`|96;x%4ppC}zBn*WGlzWO_E!;Y z>T8?rFNs=pOH|e+f2>v8jT>)gfSkLZsWqAbFKwcmp7>1Xltyb_*DA_ARs3)FmC^(Z zRyk!SXTA@wwrqB1T=)FhG1M}triy0DsjAhfvqUN&0-1BMX-p}#3bHjs3LLh8v_gK} z69^?}72Ll!Oqfk6rj`tjYQH#4+gf*dsKk;huxy1)WI7kPvVBrl^{L>j zR(a{$s=nCJNN9TG3PD{8-=S@mJp8X>wGc0Q{cVdG((vwn&iJ0uOCLeZbm{FB9c zJE)3WL=QA}M^iTD>lXYc=dxz?EKgZ-3-~zW2RBl-0boC=4;KI^X*UtF-wb%57}E9z z#I!7dFp~snw^7xMp&lUgEFt)Wt2yBPOf4e&9GWxDZ#Wjm2E*|S)(0?o8g)&X(3S*H z#kojX?eGEv{)hQyKAN|8AYPA)@w_Ki?x)r5%V4kTXIHe)e@+|MSCWG{z1;cQ zES;^KYwj?ED{8^6#q}32eZ_TW+q0bCi+G!lbxF()={g1J0l~)^wZHR)GY#l5GlcT! zIWx4g)Si`@#@?4PB@;6}Z6magbN)0PgbLCZ{Zau0o2@)}BDUEhVibhObT9 zpiZ08!zF|IJK((61cJx$xm@8-?>)x3_OHHp1T3BxaJZR!npBhAu&67${?KaeUw_!5 z^gFeZr-ICYvp}9*;461mo1aWw&2dn$F+PQ;@y1$l_V(zh(Y64jb8%Udnn@dgf1{6A zB|0LXsryWc7g|0OcP>1ed;F{(H#1MG9_Q~*^O-VFVDUoXp+zckqSb?Mgu#O73Td^Ty9(+$+~h*g+fo_6|^3QK)00Y*;zT zW$BcHhsFYFLd|hzh-Hvw{?>89=pOpfh0PoZmwuN1mO>A@@k@_siBoMrN`ieob-&`~CuvOcn%@ zP(^oJ_>p9u-MkcTRm4z#A;jZ{ex*bZM*UT4oE~aXpY#Y_Fk2HzAD3G=SgallecTmk zpSm3mdn)u<2n=ML9`{H=-Qb{aGzaU2wBA63ezw0IDE|4KCU9r2&F1Zazps5d8ua+0HFv{*fyly2Sx z=reh|Eb$=5tXMsy7KyA<%DDJrohr+X>D3K4Erq=K<>?Ll z3Y)9u#yUqq$tEVf522D~Q;8U+st(V-K~ghocN0-}6G3MScMZM4b*P!Jf&*0{X~8E$ zGq1JRUg3(fRK(`lu)@j3!vkroMoY`%^tp!4l8TxVg`d$h{mpcpr6qNe5y)sV6jV6U z?eI+vlIGE^oLHD?EX)qt)D5grR>AWt^*Ie?Z6!#)6;`vOy(odd@^jisDm2VZE#l2Z z8ECAmt+lpzt;_G)4qPkB?*H&vE)^s`uc_jn*qWm7U@AJ zR_E{B`bMkhR>j!3mV(Q~AnSxvmMN#u6a=3PD^eiwoR4Im{7t!7uHVGW%v{Q>U)RK9)i0%b zGx+#ersS5o##xgSu|W-DMr~tlb2eCh@k`Kv2r;r_q0?)OG(mQGVxwe`x%|pn&W2W?Rs|N+8YgQ&qB1RELVki}cM(?B znHZ88F(MBPx=r`A+pG-7a6^8aegnQDArd?X!qz~3h*Xa#;T?P#&K#@0SLpbFE!p9( zE-cfQi~I=WSm@N-hXND>Q`cG)W~L`Y=!v2Cvzh?mWE-5q!X(NV6y(`3bLEK^U&|gR zCVWHKlU_~fkU24WVh7QJFV#VB2_0cUEh376o>sR2-U-D`MDA5FNy_Ii9-BhXxs39L zjK*SwFGOtFVP($44S|;!bXf?q%g*8>Ow+GMvO7n)iunx7F;Wg5^8iYAc-gai>4=vRdoC%K+#VrI)eCz3Tm!lf`7*Go?NaWpsV zxl!Y4VA8Idm4lFkRDS5&95{8YWZL{#snTLgC>L?prJOsP$4^k*BeFf+@a-(Xv+$N*h=e)C-133*Ykc5O}5}j!vull_E-QzhvahTl;DZ*6-}E>Yvrm2#KIu}F6`h;Xoko{S$OjGWMvlrBY8mB9Z3SoG?X;N;_orCMt6rCzuvV9GEG=}K zexGtsH#&TmC^j+S`m!?4EH8XsygrTVw0)Zq(e2er;P~+TxObXk0h9${M*hyQ=nx>U zqcXGar-lHB+H1n|w9NFpG2#;&2~?5BG9EKN78hTjE-~dg{}<-MKSt+&nPv3M>IGL|U}MZU&HEgW+jUz;3E%8kd@El%Y41EF?!3$CfsL?l%>*PlWK z2d%O0;C%|f){-TK@ePvBZj z+x?hP>___6M$t`5XL;Hub|>-5Qw@Z{n$}#B&f46&hZ}UCNpqmJ#GPS-M4D~NokvBG z%>uO{$JxX3c-7j;3y16r+Vv;4z|U7rxq{0yTf9<^a3yD$5r!$1lUrL=k{pXq_an4) zyUuyM1-4*Rd(+G|edapyHJoMgKeb9MxaY&{&BRH%vMk#mN9N;L_UhN_E%WMFMpb(n zkzKyd``j+Fi>+X8geEcel|CmrxZU@(I||cX4!W=I%_uY8Foj*&%KY9?O@5yRheh5H zQ+}V?_Oo5ikFOSjKUha=zK#V39PawTj-OPCB zfw5<*VwH9~n`Rp#K)NqTnyps^E5|KFz6zW~7h9a!>T za0)v|qkm@9zxfpZ&nfhO#Z$1d{U3Y^wr?H<-|eN3k%CXZLt4GoByQ$lh48k`M2%Af$cxX zPR~a7kM6%Z|EB-#>)-m!EZ^h%hP?a@f91b@`Jc>=e-^y|joI<7=KmnLF#b=JBjf)U z3U*-0fvBrKEp)8(EWv5YZU7 z_yDmGDFBemv5n@;&pwM5Ruu`2rk-*b(Hb>yJz*VI3yJP!4PnUb4Gk5l*RBo8BVCi3 zqNHLSPia*{i2Nzh&UJ|R0wTgM173RB!C3_t^(cb z9o#e?Eid+x)gGDfhfkh;SYTZ*{i{z9F*syGu9ka=8J=m--k2mpO@Yz5L7$sqvR90m z7y(rMPPN&105|(GB#X3qo+4km@Alq|-dA)4f2dTyMiNb(_n+OXJpCT#RJZ8RU)HZH z$}eC2Y08US;@dl+@#I%a8Gb9+YWosY9g7IIRXGa z#qe-YQGR9U8QBH?Dp)jibn}m4{AR`|ZyGzZX<1J(Rc)tTX2s~pvDq)4=durw0Nj3U zh#1?x{&=+=t6McNiNn#C*tRG_K$n99RJ<#RKCx<(mop!*%(QMA-?5} zeSCJ}o*YoK4Uj25pnH6n&~M5{MF%E@F_PCt=+x1*d$cdpJ>g~YR$Rll!Z?;8o+}kM zFHp;m@9o|Y22TvBoUA&J@IBk4fFMh3#=h~nH1BOeR=dPJ(iK64#mF3ZF;Uyd#R@JS z0FM7cbSTyNs}#T5n66r9Tb9r^O8UXY`EA+lk@t<>S_rOj&5Mv{gR(IX zJ?U4^cv|!DBtGUW%Wn#xwBjt6sEGHeLAmoJ7=0Uto1*^F(T~7I>r+uaQ98aU$@?K9e}t(M5g9-F zM0F1tvO$cEADBhab7v*{b|uP)xI+(>E*6w%vS<~#ifHt%Rc1(Q{bHram5Jly^Xc%V zGtN;W$JyDP)_zA?f}@?dy>rJjTtKk+c@8a~*3?uHO9_XneU|o@YuPOSKIjN#|13Qf ziV9t+gD*+eRVLPTY?FO$HjiF1Fktq| zF{a`|W#^%9?V+{(tRdpqShi)ZO=D^z3f)8ET|JYSUq_X&-SKKBjn{UYIDHk`ES-D= zj?*E!7lrrhLh;%nOqz-xF#9x_0ABGM=ZAgsK*V~)MH>MvCl*m@C^`jP+2)Yw=aVPz z2`EU6OF^|rn`cNh8*zerlW%;WzA%7L^U{jy!esAcjYZ$^S#1zU49}88=W%#>H!zNq z!v&Yu1TaxrV#Fuj2N@E$tXl#|j6igJ1srVbhF zVwM!IZTj@|D){L|K)})@X%V+9*phAxdf=+AT%lmjJ}$t5fX8C;6Oj>#S-4X3kW_ir ztx?@w*j}qp4PD{oOkm=vu6WH#tA?*fHwebzxR3I{>hjPXf_ z2;pYwA^b&SHA&90o-E7xB6g4=&aK#{f-2L$u;MlZ&sxnN4knzg;4;e#A# zJj~YUco^E!!uuD#P`;dqpTzeOuoz0{ta*7cdFPpUOtk#!&%7V%S3Ix*y^0v<(U*Ht zkb?!FKeK^C1A0)^N`=RD$KVSkdPFF~y&~a5jdDe3N`)GV4erCwz{Rrjz+VvD(9H3p z&iLReiIy#xLGXfSh|FgadeMcU>6!a9R!M`c&rH2FgURauc z#~>dB$$hD^5nHkJ=9yljA#Upg>EF`!g_1i!M07PV>oYG|Ix ze2~&A5XPk}OGx0k34jLOmc0U!3nigdE%O>3MyOu}j+zoeZOS0%+CpIpIY~W{)s#K1 zsCroUQyMizCpo6#+Hzt8EUJh0QoQr)_ie}i*%O^Rtf$SA;FdwfWGlxJ+11BE-k43D zox0Z>XRxjH7%2^%P0dtn3Nh(oalAy?+5rP%*MjMTI*@WAd?a|l0%eHfBURVTtJ-)K}6lowdFD+R&HI61q;(eQ1|(K|B@96+r|9)1n?2Hbf?8ftK%%7U!kr! zj;{Q35gKx;U!xg(Kl21FIhAki3zXlTr7|z-#~g|>R8+*chAf_q3!$9aHlCV?=h|t_ z2WM8R`<_99p9#L4M#te{)urFcljo2Ls9hefocBcUXzs2}MEK^OtI2R&7n`awbKSE= zG4a50R0|!8oPonM3C#`@CSlSYOOLX-fzVp9RaQhsbq~)Pz?wLgMZK$)JXV>}-92>< zS3|KfQ_#E!p~*o6!D5&leM~k^!Ct+67Y(49(OF|;^7w&+BRN6Zf=Z(tB9z$JPK85( zt);>2I$97dsm^IRyx_&yKqRcYQ9;Jbur@@)*qWfeut|s*!iGRNtA;!cja^r>d>OuR zowVLvbH?Lf^qlG9PfKMDgJE+e4Yj>fc)jmu8OQfN13(OL@mcIhXQS?|9WW~f(BAnFmh{igM@SDx3N#`?YHsh1C z;Wuo)fP8*0Ui+(2${Q@uwGSh^iwOxZFcz@`7E8VOYdclaoy?!$TCUlSANMy07^Gq{ zENao3z1q<&VgM^Xpqg--Gk2p7ISOg1I@lv8RU6sCVAmocvc=$ZZ3TgjcI>6&NVm{lDdFa zZrvQ_98E33P+99`F2{KkdOjU~JdsRkYqYd?w(4UzEOxzC1V^Nr&NyRrI(+4|g38jp z%xrsJti6V5B&~}4jOD#RR0-X6JFNV+jARSZDJJ7t@7jv-jJeL&bg+O1B^f(hIcMk) z*+TyHMa!LST-{%}OI&?SpbTI;Sm$N+@?-7t z^JNNcoTANo)oZL0z0TEjN0Rm-%G=wOWXU*#W`#vu_P4C7oa|fZ!0vRJVx*aNR2}_3 z|Iu16hh^ko^h9aHsC1cNczW7SpbV{QJN{j6uG>yLn)SWFI@E-=q9Sd)+fFRnq&vY* zAYGtahi$AfoQvKv6u{M&ki1paqQalsI;Mx@+}Fqo1tpXxiZ{K3g#@L?u>5l9k`$LT zE0Zk#Kf447H<-binMd;@w}x}=GHMFLC&buAYACxdy{v)Y&NEP5H@y(F*pI!qv_c)z z2Z3QD%+jeIrR9%&Gx_Pqn1?sG*J{+U4e>(pzXY+&HEq2hy0>JxQpYJbYCAs;1A{d- zx!%@vsMX#}TS7b!Uy@YpzitC1rX0VY2@LXjG(Abet#h$u1(oO9?E=1WyfLk&c-WOK zTh^^Pk{WsOP#&vl>G@8GNRc`l3>y++MtCcUmF%Ec8i?tUB#LOlQUtsn3b5&b=LN#k z08{-5T^sSU}I|!j5$B@%Bk&p^(7U*H}#!%eO+0L>C_FiEaR>1VR zYziEA2q~B48D{n3m&(+-+Zb}Xu)3fvet*R=sEBzbDNvd?pBs@KysA@KOhobXoXad= zcw7`cw0X;uPO7h|eE_nW@Di}9Ant=Tw@3<|a}DILa;DIAjatXoHc`L~S<5IIPrE$2!xU^^ zFcd0*k7%OEpR;8!u@4z`*#+x?OUJ9Oey+z${ji;dgW$!!?xU*+^CEvRQM5WOgfI?Z zY{|b*O^#38iG@rAv_>(T`=J#l&fqk@A}on1A;ar^c(1GIt6^+#d$~VxwwAWU#NvD( zKT(ZA<8|*fd$9K4?0&$j-ED9=9+gF{FQb+veS<5E|3>&K;-vcXa}qkcdfBpFrc9XI zo{hR+s+T|`iQU{dY@!>H(ZqP(u1<|wA+47n4>r79rbwBxO~4!#nL$`Z%$R38K%R_= zonRX{4~aD0b_OCiqk0HJk1Rw6U#59K;7*3^B!Dvm-cbN;pep-$DWBs#=y65#jfpd7 z9s;|-aT0>eR6(V%PZ(0@9e6-Atgjv_l6bmjQQE7~I9&O)?z5Cy?MUDiHrpa*lT7tg zy@@87WlJSpIj%7Lr#3>e2b906A=A;I%BHtiqgMyr6K@jl56X_5=p?n+^pnyu`;kV@ zvsfK(jS_6$J2AV^eKl#i=)R7Q-$Pp-pvWRkRJC0`z z*kcEu0RRTDRXebByY2|s5YFrs-^O)-0@!VA+Yx{xoM>CVWEK~kzcZOlcNqX+NYUO4 z#T|FN+F(>$;pe+4N&Z8j1ARrx_}sA_F|Qh&doe~Zjzye~#zhqfW!<1QdnXVKn|-hL z%ZS1J(vN$0h(3j^YFSO+%WRQvOZifh%0* z&IY-hKp#}n0(QGVs^7ONY(c?ule(ghd;qibH=-`^fI^bzxylo@ZaDJmYvQ-V#2~J2 zoDwn+(Whd~pm=Z}gQBfad}{M8QVK3z%v8`utZ zasxfku!h*}Jv|h#uy(dYVBGB212%HxepJXO!eP!-K$Zo?S967oDW8O3QWRi-U;%M1 zv&_O{O)@hd$lyje?+)2SPe2itnk8ro4U8>$h}w8wM+pSr%4*9zh8gznwBblwsN$KG z`;4~8VKcVl2v$EGNFUrJaVgtq`)lAFOPjeaH)SG$iBpgZFj8kp{|KlxhQ|O#GuiJP zpLmxYCv#Rb=j63oxy&_bXLhmJsC_tS+m2gmX)}{&WK0_ROLg1(lW8;jWNGw}j) zB(j0+^_PYKu%K&fol(|1J+EZh>!TM*u2jfBCG>{$=IlUA=nSgNLhL!f1>t=ldQ|A+ zR3c&7t&O{>rt!%Q=3~=4B19}&F=wS6)dw>PP^i?EY}NN?dtI9iP>&4WAM1R#JG4~e zc-~G7(LYW$gIy&)wU~PT45*ANR}ALYsH+vtUDR@19A~f2M9{0H3Y3o&Gcg6%ODvy* zR$$Sz?Sx}pItq4Rg{^NFbo)MSTpO@*Nnky;>NR0;Pz>s`0-I(vnKm7ft3#UDgBJC| zgwMbrSvMaC*;_wHV8OQOMPcPyALkP3TCg`}IQ2oWp4$u7VF|IuxANNp<#5+b0jwUy zVu@_PPdc>qZcDK%Eq;5R=6Jz)K^|O`O<7hn>lHL@Z{y zY}<=ekaehn=YH(XL?Y{?_v(zQD5W{)ei7Jw;eYF|_}FVFhCMZ5$<1;_ehNdCO~e{- z!l9=O>D5!gqLOC4859;cXI#00-VP5N&P_u&d2|w9>9h7hYj$yGr+U!4_xSORzO?( zAG-j@Bf1=b_)vUbZR{@2^7)-V;uU^|NzKtq><<30Ec#di*7f>f4D18fodtAV2i;o% zu#DjY5GE&FNK`b*pKKR#k095sa(i*$n_Rsh)21a!l6ak`>P|mbO|-h3?}?_OeymN zTv$8`egY1aUuFzMuhY3`*0K`(ySJkjOQyd9M;p`o2P?H&W_Hh4pvWi#_n6sTVe!L4 zp>DIb*{yta!jQse%T-P*+JoSsOc1EbQyWyn!HrHR2pKW?3lC9# z!KvfY-2JcGz5*<&?Q35_0RagC0qGKu8fJzeB&0@Z9S})%grQ498l*+KyQDAOB_So< zQWAoMbV>-w{|sL5&x`l_zW?(*_nYS#_MCOr-fOSD*IMTQ=bd-+I$^=)CN-hb_9lpM zf4eZsCqdX+FWAq{Vk>z8sf>HXNqFsBkiA{_?D_)I3XA{F^AgYAO~WonE0EO{M|+S9 z?qNUmu>pbTwWuwN?jzy&#TjYZz%8Oh@!X}ElyDzP;ZHK#ScI8&0&Pv&!v5PY74n2t zwm?aY7NmjUK3iQ^cKZA$4fR)J9{iE>N0&-Kj639ESr&Myw~|VO6^tIFNLb08ZH}a z-Jf^A%>7AwQ=j~}=W?c&#n5GJZHo%L@|t9y*`dnhhRX!xS=yjYhL)NT*nU5jAD%9^ zotWgT__&~=X3-+PtoDq1ef1|Y@?$WhK|B1OFa(~Cm*!L+%Icy(4#Iby6Cs1}-f(}h6u(UKva;CQt0QOS z)*J1l{@`8^_ak1ev0yrpa3xj=<;T%;wc(#bvNPQIB|82nlr>h2z4At+uVP*}7eHpK zAB2ro&*c(%U)aQ7EqSQAP2M^kA%AIz&s8`E724D51LC#|5|QccMf4j!Ox14@TGgAZ zP0-^eV|*%HrX+OHs;4^s(vzFdo?4~)tQb{S8%*3EECc?|7)2^QP(e!TBoPG9twd!j~7sY^%wi!q* zm%=?ZK%0R~NACkxLJCKC=1@#rUSVL`n&WVf97INa&)%9fBVX!RFod_Q&I!MVc6_hB zP1?NsMHk=Y&3d+*=)T3*(JPfD>whi; z&r`nGk0GnhG2;H=%?Hp8{DSZsOhh#O$aZ{+i}UPL4mWn{2C*f3QHdd zmU`QqgJ0W^ao!aYjJA40D&K;Ms039&)oyA7k4u|xtEY3M;^GuT7>ev4)VFAMzKu1h zt2xH&Db{$z8y8eWJG$s%*@LoYIW)adfYjnlrZx8U!S~~fM=UYC2y%`cNjJl-vV&k@ zcQbJ4-x;IC*>eAMxd%^8%_;Wg8>^B&H3gQOLE|=W!$*XD_i3_&WF(6&XXkn$WJxk4 z%AFQ0^67&!6YVFQZX8CCd%ND>Uu*a3u&y8inx$2 z=Y?09Bz0?C3yI=-Y$2-_tPxn6Y5*T*o{z(Qou-Y2_ZauPVM30wndXYo;nQ`w%D6X? zLCCw?!$I9q^$UN5Ef~uT7m`~j*(XalDP)5`iDE}2R%nnVWAi+?F>0viA7)>onKDq) zfRU(wgRAof#~0}aPx7ArOW#hQZd3DK8S)r3ngNeT{VB-V5wQM5=@WfsgoR8`cASsJ z0`9DJVAsAqGF(3hx}!Z9+gTH+gPQpH7ySG&8AX^Y$x#3+%axcNGQWPqT-8UCCVXY zAi=yR%GOI2Q{|%CMKz3M3_WZX&0wsPpl7&sUD>?UhvQ)b?@-aSbbxRaAAf zW#hG+ted&=1ao&8=$G&)mJD{(S19pTomY7sXpf#x*Sa6|xR>juR`xxE3gtP7EP4vJ z%Y4qT=Yr2N&jb%lOqoO{2=2}VjWqGaQmg0 zh%mWzuN!N)W}?8QV6X3>=ZKK^iDwLm>5zMOO$m1M{T=%z%!;+sg{WxhcEOmPH6JC` z-U3C-d?7vJi5L6jTTyqF7ZXfpZR{~dbT3rcy^b&}v!qE4fmrsm8Cd6P`C7u*#t>Ww zrBC}YaxP=$piuS@1HDb>SW0RSx2!{$7WXQnXFateysN)wtUBJenTcGa}H@vweP}N_Zv0gXv z+2CZTn;d^&<=Ey?2Gi28B=5Z`XQL6Bz(nC9{bM@*fF!DCs_R|}MBf3Vd%{Yw>|RLo zy3$_B1E|w(qGVO`9!IZQIx@6 z7fdz%e#%!YjvNrV;Jf)tc_iGoXSi77pEp`59`M!%RwhjegUEKrJyQ3HS;2iGf>G3u z9rPcFh77hxzY~r3n3UpyDGthoN@0!0SBX_Er-*v_DQj&|JL<{N-Gp{VIUbqGT8%`l z6lRNC&LAGX&_xbNoxoag96xdR@ARc?P3aWB>pYFHnOJ{%w=ae&)rRlG62Y$aQTE32 zbsMZ0|Ev!S!XhC`)%i;%!7&x;axdBA%pcQF=7I|aDb|h;tK8hI#5Sm730+-pANq{^ zaTiO}`(e~~f^NF6K`QmJ$C4fV8}9_Zvy?_@G|JTp_Or_ig>{=DYa}9tF=Yqoa|$IJ zL_hHNUht)H(8chk0haa)TLw#Zy`=|vK9$R=AQ`q6sZ2@rZ*rDgAoBiGQR zQb69bc-N%L=%ixJqy3n}E=@5t(K#`U*6WoQrkcP;h#UF_ctNRw ze>T&Y2}1VSz>T@$w<<2H&apy%gK1;WaQn9l52a%xZr>9(@88wB72@N}31!*G>Ta3r zYzlyWh9%v+NL+Wo6`T1{UfKD*fz_?gs#1=!4t_W?L7s`{!W0X~F&r(lE3|MB9>z-ed1Ud5N zadr}d#ST^~XL!sT^KW~v8V`?-?cW&x9$eKFQqan42UaePp3`7th1GNr;bn*Wvs`~h z{pj|z(;y{@$lOa>%WSYCRQ+gn!}WCBuYjd@Xy}P1!?1QusGz`OJdr-!5pm|j+Bu}! zrHr||?Ii7VDYuOk4zt*J-t(IYxWHGz+=nmiluvbR8p*1{4^Lx!@!DA`9qZ(J#cy71 zc9DHj?66($HE_zyf5`qIJXQLX|C+9dE@kV*mSPHZHYQy+DR+C%gF;$eb5=f_oU{!J z!;q7ZgRM2`3J9vefo zFx6G+j4!@DXFON0y7^lAHQg<4wx*7xth%&n;LBAKs+Xz@*K?{zb~Eu=yyF7aT2DdW z1C052Gcx6)y8OCaJ2k`jpA~5;YA&if<`QNIs>(*rvOie-8jrSKzt~tfcjv2!3E-!1q7y`0^^@SyiM6`Six9fZ&ReAcsHNf? zpChWR)iEV4oU3zL%z%G^xWXer1(}@=h}Ii}D9ny**;tXU*9nVO22pqH4F*u&S-K^I zs7TJ>Zn-FwZh5Ylb|gvWYR*zI2Fig=TQzha#gox_3#|Oz&stq!Vq0#h*xOzqMJ}pL zH)NS-sW>qAA>LAPq6uO;n47B2>1$FB7L1@7`^DEi9FY(^sV{*98`PAeqjcnYFM6*n zMD%cxslrpKDt2)>-Y_-whum|b7gBkn{+wl87|9o!70|qhVwZlmqa z6O^@F@3xxl#(kxYSNA!!#+*>v!J8wyfz8ZqZ$qnCP+=6LDQXgJOMFBmj1o@F1B16I zD91RZjxrSQQY=jh5c%x~(px;eXTV{|P8`d$HI-6HM7d0?Q9={{4nO2;EHbJ|41T#-V65G7pxG zd0bzNyhh9#J*&rAjk+Dki6s2Gw|9?ewzOj3?46>(W~702Noiu;7aYY>)~P4)ke#|O z_o-{(UiXv;xv8tj)}~-=?N`RAd*!(YM6R`z&v1nZASnGKcHe()8o7jV`^74oZ<_RA zKq$L-hg+|a-v;%%LZ^<@8*pX%#TGGUUo)zRg3?!!)mSNp6o<+lVI%`MR-XP2JzOzy zv>0OoAnKrqW~}mXsk<<&Sfd;F$SCQlwtPRA`0a+$GJYa?=Wt1Gl3CWfT@fr%^o{sd za12g@*M_|T)8Z^saKtOJmOZY~C-fYJ!tS+c8#w7yERt!LdI!i(xytO-G!hb}xz#vT+$~~gzA_c!3F2Ba0S-4?&P4f7$$y$mj27Bvb{mRL78J_w#V>Zsn zmKYzaI6tMahlcV9wjM;~H#N+A%E?YagVzoBJPv3X;)t)OTOBM;5EB(db%4FOYD&^5~X@Q;~Px8W;<(L%JBMwLj-Z0MYHJYw8DJsyVZVONBy&lvDgsgt;) zmv&rppfbg}_iC0$qkbS$+7W!flJbp?iBd0O8N%AVA^MFb^)tZ?1xCUXxQ^xf>ugDk z;VbMigwKrQXJ0Tm;eB6~->4FwlQqh{x};s^vEKiE_cb=V_C=AD$0i}AjI#5vxj03X zaC=1f)NVSTYO=FW5p_C1$59mB0oRb>NyrAitMhi@MMskqoy>({r7|W7)W^6;oA`YC zrh>#>*>rV6<$Ju@84e6<->0BT1$T4$EgrsRCs&R9%>)N;@+7V~xFvOPdfbe@7bK*cA+ukI6K4e^p-89hk zwH0y4v_bVWsQjKz`U3dg{#~&T4M@wY4sjRb6Lys)zJhE=tTXrJWgL3kPHn^tA2)@2 zR2}Is-;NTG*O7GCCq&s!mdBsOg-GFzCu14$cn^M44qJ$~xO~}gM9WZQ5wRj@L&k1O z-QW=4!wR=oml!D|{upQB>0Roocyo%rH#o;Ba-W1}H&o<+y4ANuMa6M%=jEf%oZA2{DUTw_T(oV=9LDEc1T}t1LTHZZ!3HB|su%spk z!lcAj_yi8_Og`=1K}}h`D=~G&sT+p(%xd*UCYp-gc7Q!sb-6xTKB6{7b;4zRvNvlU zlQAvP(%W!UVkM@NHaAzHXtc}M&DzN7tyHL#7r(~xo?%mJgv3_#`GK#MQd{aNZmZ6e zj{Gi#9i6#@)9mxTBFTuypCuh>pAm>%Y9bVGk!+Y`noxEiyzNBjbYfP)zsW;(+E`hK zdt|=6MO%kyX1wjtt}qi9?ac4Ce{*ynb#P7MTLor?!f0!A6Umg?h^H+DcHk_e)Ut5} zXZ&Nhc)7wmMZ5GXF7-9cYF3t*@j-Vgjq57p7%OR;zZyArCzjdf*Sd0j9D6W#)%wB` zjxFd&h}#A1BTsc&ouGc%Ao|?nCit zXW_OPfz{gs;|LWMS1rM!YS9#vb@>J^-{b2`npz)1?oWi$o6;n#-Mz4mGiiOamNuZA z6g@JKh~p^n)t8p@6#_|$7r%(3bW5^G?d>ZUdQ}xt9>xRGyr6yu&bq6{&k-u5eh=`S z3aeE%e_0)+w$l^}ut6_f(# z$p2qpDSl(Gg#6B435EQR?3H1iX3HQV?|pk*9>?nsXWLt(B|_LpeWiJBi4YQnx{)k> zlDf%hcjU03q?wJ^w>U?4v||vOZyT4ek-5u-zm~{qwdzcM0M?T1TxiIgVvUp^sTh1a zaJo0)FLT3qzoN5wF+q#~KvLAbw~b<-=$ib4ir|=4=85F{lzmpKecRfgl@lB4)18=Q4#AcY0aP8!>3TO!AZ~B*_nFCwY;@0*~o5$kfBy?mIbTE;U;`a&u@yKQ#u z$F2c+h6N1GAs>RI^dDxF?jN7f1T?Wd{C0H7V`I$kp91^8=h^%X%JAO@@;~Akpg;&d zGSsy;_{q2V6Nm5oZKkNyz;A&UyA&{X5=h*e=!37zlf~!p>-Cae<}XoDW%Cp1)!i*u=kr77Y-R zGt{-xq(2L6`m=baKl21YFQWIK{%k{l<}9J<&zwS_yGfec02#vni^I_K@ga!>n5ND3 zfo#$Ta_2`f;qoY1pv=T|&=5+^A4Yl9)HUeMY)njk`~U%i%OlP7*-&O&50%+}%~haE z{S|?dmMA1Zi!BV7hQmQ1K7QaD4+eo?fhwd!`TQ zL4p1-*q?8pKMVrA0Xd)of&k-!rGb_Y80*X=FmEZOHHuA22)G4;fS@1<0LbF!1#yA+ zSV16G_Fopn&Jv}Eiw2Sb#A`oa^e{d?0AHm?|3k(nC;*h|vy=2@f69O(USJE*um8xv zyy)uqHyNLxARmw|f0Kd0yujt*oD2#A%K2|H^kV+4FPIlV#-5V_%fbf)#d*Eo`$E8c z=jR6l@&4Wy0v0%L0}R|?{oWV+n{R;LZ@vK+L&5WYz<}L4zouY5Uf$pQ;1l3Gzb-I< zAsx7y{M}zZ0siwg0ETM*^M1fUz%Kyj`@$fC=WT!mf!Unb69oTmLlF88G6B%}JqHT{ zuXE!;fsH%w2OvXZhyUgq6b44Kc%PFA{N@KR6EuSQZ+d(JKo3 zw+}LAdgk