diff --git a/_doc/notebooks/lectures/adult_cat.ipynb b/_doc/notebooks/lectures/adult_cat.ipynb
index c9795b4..ba9c306 100644
--- a/_doc/notebooks/lectures/adult_cat.ipynb
+++ b/_doc/notebooks/lectures/adult_cat.ipynb
@@ -433,7 +433,7 @@
       "cell_type": "markdown",
       "metadata": {},
       "source": [
-        "La variable *fnlwgt* repr\u00e9sente une forme de pond\u00e9ration : le nombre d'individus que chaque observation repr\u00e9sente. Elle ne doit pas servir \u00e0 la pr\u00e9diction, comme pond\u00e9ration qu'on ignorera."
+        "La variable *fnlwgt* repr\u00e9sente une forme de pond\u00e9ration : le nombre d'individus que chaque observation repr\u00e9sente. Elle ne doit pas servir \u00e0 la pr\u00e9diction, comme pond\u00e9ration qu'on ignorera : cette pond\u00e9ration n'est pas li\u00e9e aux donn\u00e9es mais \u00e0 l'\u00e9chantillon et elle est impossible \u00e0 construire. Il faut s'en passer."
       ]
     },
     {
@@ -487,7 +487,7 @@
       "cell_type": "markdown",
       "metadata": {},
       "source": [
-        "La fonction [get_dummies](https://pandas.pydata.org/pandas-docs/stable/generated/pandas.get_dummies.html) est pratique mais probl\u00e9matique si les modalit\u00e9s de la base d'apprentissage et la base de test sont diff\u00e9rentes, ce qui est fr\u00e9quemment le cas pour les cat\u00e9gories peu fr\u00e9quentes. On veut utiliser [OneHotEncoder](http://scikit-learn.org/stable/modules/generated/sklearn.preprocessing.OneHotEncoder.html) et [LabelEncoder](http://scikit-learn.org/stable/modules/generated/sklearn.preprocessing.LabelEncoder.html) mais ce n'est pas tr\u00e8s pratique."
+        "La fonction [get_dummies](https://pandas.pydata.org/pandas-docs/stable/generated/pandas.get_dummies.html) est pratique mais probl\u00e9matique si les modalit\u00e9s de la base d'apprentissage et la base de test sont diff\u00e9rentes, ce qui est fr\u00e9quemment le cas pour les cat\u00e9gories peu fr\u00e9quentes. Il faudrait regrouper les deux bases, l'appliquer puis s\u00e9pareer \u00e0 nouveau. Trop long. On veut utiliser [OneHotEncoder](http://scikit-learn.org/stable/modules/generated/sklearn.preprocessing.OneHotEncoder.html) et [LabelEncoder](http://scikit-learn.org/stable/modules/generated/sklearn.preprocessing.LabelEncoder.html) mais ce n'est pas tr\u00e8s pratique parce que [OneHotEncoder](http://scikit-learn.org/stable/modules/generated/sklearn.preprocessing.OneHotEncoder.html) n'accepte que les colonnes enti\u00e8res et [LabelEncoder](http://scikit-learn.org/stable/modules/generated/sklearn.preprocessing.LabelEncoder.html) et peut traiter qu'une colonne \u00e0 la fois."
       ]
     },
     {
@@ -517,7 +517,7 @@
       "cell_type": "markdown",
       "metadata": {},
       "source": [
-        "On utilise [OneHotEncoder](http://contrib.scikit-learn.org/categorical-encoding/)."
+        "On utilise [OneHotEncoder](http://contrib.scikit-learn.org/categorical-encoding/) du module [category_encoders](http://contrib.scikit-learn.org/categorical-encoding/)."
       ]
     },
     {
@@ -750,7 +750,7 @@
       "cell_type": "markdown",
       "metadata": {},
       "source": [
-        "C'est assez compliqu\u00e9 \u00e0 lire. Le code suivant ne produit pas toujours un r\u00e9sultat correct si ``drop_invariant=False``."
+        "C'est assez compliqu\u00e9 \u00e0 lire. Le code suivant ne produit pas toujours un r\u00e9sultat correct si ``drop_invariant=False`` ou si ``handle_unknown!='error'`` car le nombre de colonnes change en fonction de ces options."
       ]
     },
     {
@@ -998,13 +998,20 @@
         "X_train_cat.head()"
       ]
     },
+    {
+      "cell_type": "markdown",
+      "metadata": {},
+      "source": [
+        "C'est plus clair."
+      ]
+    },
     {
       "cell_type": "markdown",
       "metadata": {},
       "source": [
         "## premier jet\n",
         "\n",
-        "On construit un pipeline."
+        "On construit un [pipeline](http://scikit-learn.org/stable/modules/generated/sklearn.pipeline.Pipeline.html)."
       ]
     },
     {
@@ -1097,7 +1104,7 @@
         {
           "data": {
             "text/plain": [
-              "0.8438056630428107"
+              "0.8447884036607088"
             ]
           },
           "execution_count": 17,
@@ -1117,7 +1124,7 @@
         {
           "data": {
             "text/plain": [
-              "array([0.00524581, 0.00929932, 0.01159703, 0.00559554, 0.00632061])"
+              "array([0.00514186, 0.00920545, 0.01121818, 0.00554595, 0.00619057])"
             ]
           },
           "execution_count": 18,
@@ -1133,7 +1140,7 @@
       "cell_type": "markdown",
       "metadata": {},
       "source": [
-        "On regarde l'importance des features."
+        "On regarde l'[importance des features](http://scikit-learn.org/stable/auto_examples/ensemble/plot_forest_importances.html)."
       ]
     },
     {
@@ -1172,23 +1179,23 @@
               "  <tbody>\n",
               "    <tr>\n",
               "      <th>age</th>\n",
-              "      <td>0.224329</td>\n",
+              "      <td>0.226922</td>\n",
               "    </tr>\n",
               "    <tr>\n",
               "      <th>hours_per_week</th>\n",
-              "      <td>0.114420</td>\n",
+              "      <td>0.113115</td>\n",
               "    </tr>\n",
               "    <tr>\n",
               "      <th>capital_gain</th>\n",
-              "      <td>0.106778</td>\n",
+              "      <td>0.107595</td>\n",
               "    </tr>\n",
               "    <tr>\n",
-              "      <th>education_num</th>\n",
-              "      <td>0.061716</td>\n",
+              "      <th>marital_status/Married-civ-spouse</th>\n",
+              "      <td>0.072686</td>\n",
               "    </tr>\n",
               "    <tr>\n",
-              "      <th>marital_status/Married-civ-spouse</th>\n",
-              "      <td>0.060291</td>\n",
+              "      <th>education_num</th>\n",
+              "      <td>0.067473</td>\n",
               "    </tr>\n",
               "  </tbody>\n",
               "</table>\n",
@@ -1197,11 +1204,11 @@
             "text/plain": [
               "                                   importance\n",
               "name                                         \n",
-              "age                                  0.224329\n",
-              "hours_per_week                       0.114420\n",
-              "capital_gain                         0.106778\n",
-              "education_num                        0.061716\n",
-              "marital_status/Married-civ-spouse    0.060291"
+              "age                                  0.226922\n",
+              "hours_per_week                       0.113115\n",
+              "capital_gain                         0.107595\n",
+              "marital_status/Married-civ-spouse    0.072686\n",
+              "education_num                        0.067473"
             ]
           },
           "execution_count": 19,
@@ -1227,9 +1234,9 @@
       "outputs": [
         {
           "data": {
-            "image/png": 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\n",
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\n",
             "text/plain": [
-              "<matplotlib.figure.Figure at 0x1faa98ade80>"
+              "<matplotlib.figure.Figure at 0x1b30224e978>"
             ]
           },
           "metadata": {},
@@ -1247,7 +1254,7 @@
       "cell_type": "markdown",
       "metadata": {},
       "source": [
-        "On compare avec [XGBoost](http://xgboost.readthedocs.io/en/latest/model.html)."
+        "On compare avec [XGBoost](http://xgboost.readthedocs.io/en/latest/model.html). L'\u00e2ge semble la variable plus importante. Cela dit, si ce graphique donne quelque piste, ce n'est pas la v\u00e9rit\u00e9 car les variables peuvent \u00eatre corr\u00e9l\u00e9es. Deux variables corr\u00e9l\u00e9es sont interchangeables."
       ]
     },
     {
@@ -1314,7 +1321,7 @@
           "data": {
             "image/png": 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\n",
             "text/plain": [
-              "<matplotlib.figure.Figure at 0x1faaa0e58d0>"
+              "<matplotlib.figure.Figure at 0x1b3025408d0>"
             ]
           },
           "metadata": {},
@@ -1349,7 +1356,7 @@
               "Pipeline(memory=None,\n",
               "     steps=[('onehotencoder', OneHotEncoder(cols=['workclass', 'education', 'marital_status', 'occupation', 'relationship', 'race', 'sex', 'native_country'],\n",
               "       drop_invariant=False, handle_unknown='error', impute_missing=False,\n",
-              "       return_df=True, verbose=0)), ('catboostclassifier', <catboost.core.CatBoostClassifier object at 0x000001FAAA0525C0>)])"
+              "       return_df=True, verbose=0)), ('catboostclassifier', <catboost.core.CatBoostClassifier object at 0x000001B302590C88>)])"
             ]
           },
           "execution_count": 24,
@@ -1371,7 +1378,7 @@
         {
           "data": {
             "text/plain": [
-              "0.8624777347828757"
+              "0.8631533689576807"
             ]
           },
           "execution_count": 25,
@@ -1390,9 +1397,9 @@
       "outputs": [
         {
           "data": {
-            "image/png": 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\n",
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\n",
             "text/plain": [
-              "<matplotlib.figure.Figure at 0x1faaa12b0b8>"
+              "<matplotlib.figure.Figure at 0x1b302ad06d8>"
             ]
           },
           "metadata": {},
@@ -1409,6 +1416,13 @@
         "ax.set_title('Importance des variables - CatBoost');"
       ]
     },
+    {
+      "cell_type": "markdown",
+      "metadata": {},
+      "source": [
+        "Les mod\u00e8les sont \u00e0 peu pr\u00e8s d'accord sur la performance mais pas vraiment sur l'ordre des features les plus importantes. Comme ce sont tous des random forests, m\u00eame apprises diff\u00e9remment, on peut supposer qu'il existe des corr\u00e9lations entre les variables. Des corr\u00e9lations au sens du mod\u00e8le donc pas n\u00e9cessairement lin\u00e9aires."
+      ]
+    },
     {
       "cell_type": "markdown",
       "metadata": {},
@@ -1438,9 +1452,9 @@
       "outputs": [
         {
           "data": {
-            "image/png": 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\n",
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\n",
             "text/plain": [
-              "<matplotlib.figure.Figure at 0x1faae6585c0>"
+              "<matplotlib.figure.Figure at 0x1b30522c5c0>"
             ]
           },
           "metadata": {},
@@ -1463,7 +1477,7 @@
       "source": [
         "## GridSearch\n",
         "\n",
-        "On cherche \u00e0 optimiser les hyperparam\u00e8tres sur la base d'apprentissage. On la m\u00e9lange pour \u00e9viter les effets impr\u00e9visibles d\u00fbs \u00e0 l'ordre de saisie des donn\u00e9es."
+        "On cherche \u00e0 optimiser les hyperparam\u00e8tres sur la base d'apprentissage. On v\u00e9rifie d'abord que les donn\u00e9es sont bien identiquement distribu\u00e9es. La validation crois\u00e9e consid\u00e8re des parties contig\u00fces de la base de donn\u00e9es. Il arrive que les donn\u00e9es ne soient pas tout-\u00e0-fait homog\u00e8nes et qu'il faille les m\u00e9langer. On compare les performances avant et apr\u00e8s m\u00e9lange pour v\u00e9rifier que l'ordre des donn\u00e9es n'a pas d'incidence."
       ]
     },
     {
@@ -1474,7 +1488,7 @@
         {
           "data": {
             "text/plain": [
-              "array([0.8502994 , 0.84336609, 0.84121622, 0.85181204, 0.84889435])"
+              "array([0.84784278, 0.84136978, 0.84336609, 0.8519656 , 0.84935504])"
             ]
           },
           "execution_count": 29,
@@ -1495,7 +1509,7 @@
         {
           "data": {
             "text/plain": [
-              "array([0.84262245, 0.85135135, 0.84935504, 0.84643735, 0.84812654])"
+              "array([0.84154767, 0.84520885, 0.84689803, 0.84597666, 0.85426904])"
             ]
           },
           "execution_count": 30,
@@ -1532,7 +1546,7 @@
           "text": [
             "Fitting 3 folds for each of 6 candidates, totalling 18 fits\n",
             "[CV] randomforestclassifier__min_samples_leaf=2, randomforestclassifier__n_estimators=10 \n",
-            "[CV]  randomforestclassifier__min_samples_leaf=2, randomforestclassifier__n_estimators=10, total=   3.5s\n",
+            "[CV]  randomforestclassifier__min_samples_leaf=2, randomforestclassifier__n_estimators=10, total=   3.7s\n",
             "[CV] randomforestclassifier__min_samples_leaf=2, randomforestclassifier__n_estimators=10 \n"
           ]
         },
@@ -1547,46 +1561,46 @@
           "name": "stdout",
           "output_type": "stream",
           "text": [
-            "[CV]  randomforestclassifier__min_samples_leaf=2, randomforestclassifier__n_estimators=10, total=   3.6s\n",
+            "[CV]  randomforestclassifier__min_samples_leaf=2, randomforestclassifier__n_estimators=10, total=   3.9s\n",
             "[CV] randomforestclassifier__min_samples_leaf=2, randomforestclassifier__n_estimators=10 \n",
-            "[CV]  randomforestclassifier__min_samples_leaf=2, randomforestclassifier__n_estimators=10, total=   3.5s\n",
+            "[CV]  randomforestclassifier__min_samples_leaf=2, randomforestclassifier__n_estimators=10, total=   3.7s\n",
             "[CV] randomforestclassifier__min_samples_leaf=2, randomforestclassifier__n_estimators=20 \n",
-            "[CV]  randomforestclassifier__min_samples_leaf=2, randomforestclassifier__n_estimators=20, total=   4.1s\n",
-            "[CV] randomforestclassifier__min_samples_leaf=2, randomforestclassifier__n_estimators=20 \n",
-            "[CV]  randomforestclassifier__min_samples_leaf=2, randomforestclassifier__n_estimators=20, total=   3.9s\n",
+            "[CV]  randomforestclassifier__min_samples_leaf=2, randomforestclassifier__n_estimators=20, total=   4.0s\n",
             "[CV] randomforestclassifier__min_samples_leaf=2, randomforestclassifier__n_estimators=20 \n",
             "[CV]  randomforestclassifier__min_samples_leaf=2, randomforestclassifier__n_estimators=20, total=   4.0s\n",
+            "[CV] randomforestclassifier__min_samples_leaf=2, randomforestclassifier__n_estimators=20 \n",
+            "[CV]  randomforestclassifier__min_samples_leaf=2, randomforestclassifier__n_estimators=20, total=   4.5s\n",
             "[CV] randomforestclassifier__min_samples_leaf=2, randomforestclassifier__n_estimators=50 \n",
             "[CV]  randomforestclassifier__min_samples_leaf=2, randomforestclassifier__n_estimators=50, total=   5.7s\n",
             "[CV] randomforestclassifier__min_samples_leaf=2, randomforestclassifier__n_estimators=50 \n",
-            "[CV]  randomforestclassifier__min_samples_leaf=2, randomforestclassifier__n_estimators=50, total=   5.7s\n",
+            "[CV]  randomforestclassifier__min_samples_leaf=2, randomforestclassifier__n_estimators=50, total=   6.0s\n",
             "[CV] randomforestclassifier__min_samples_leaf=2, randomforestclassifier__n_estimators=50 \n",
             "[CV]  randomforestclassifier__min_samples_leaf=2, randomforestclassifier__n_estimators=50, total=   5.7s\n",
             "[CV] randomforestclassifier__min_samples_leaf=10, randomforestclassifier__n_estimators=10 \n",
-            "[CV]  randomforestclassifier__min_samples_leaf=10, randomforestclassifier__n_estimators=10, total=   3.6s\n",
+            "[CV]  randomforestclassifier__min_samples_leaf=10, randomforestclassifier__n_estimators=10, total=   3.4s\n",
             "[CV] randomforestclassifier__min_samples_leaf=10, randomforestclassifier__n_estimators=10 \n",
-            "[CV]  randomforestclassifier__min_samples_leaf=10, randomforestclassifier__n_estimators=10, total=   3.7s\n",
+            "[CV]  randomforestclassifier__min_samples_leaf=10, randomforestclassifier__n_estimators=10, total=   3.1s\n",
             "[CV] randomforestclassifier__min_samples_leaf=10, randomforestclassifier__n_estimators=10 \n",
             "[CV]  randomforestclassifier__min_samples_leaf=10, randomforestclassifier__n_estimators=10, total=   3.9s\n",
             "[CV] randomforestclassifier__min_samples_leaf=10, randomforestclassifier__n_estimators=20 \n",
-            "[CV]  randomforestclassifier__min_samples_leaf=10, randomforestclassifier__n_estimators=20, total=   4.1s\n",
+            "[CV]  randomforestclassifier__min_samples_leaf=10, randomforestclassifier__n_estimators=20, total=   4.5s\n",
             "[CV] randomforestclassifier__min_samples_leaf=10, randomforestclassifier__n_estimators=20 \n",
-            "[CV]  randomforestclassifier__min_samples_leaf=10, randomforestclassifier__n_estimators=20, total=   3.8s\n",
+            "[CV]  randomforestclassifier__min_samples_leaf=10, randomforestclassifier__n_estimators=20, total=   4.3s\n",
             "[CV] randomforestclassifier__min_samples_leaf=10, randomforestclassifier__n_estimators=20 \n",
-            "[CV]  randomforestclassifier__min_samples_leaf=10, randomforestclassifier__n_estimators=20, total=   4.1s\n",
+            "[CV]  randomforestclassifier__min_samples_leaf=10, randomforestclassifier__n_estimators=20, total=   4.5s\n",
             "[CV] randomforestclassifier__min_samples_leaf=10, randomforestclassifier__n_estimators=50 \n",
-            "[CV]  randomforestclassifier__min_samples_leaf=10, randomforestclassifier__n_estimators=50, total=   5.3s\n",
+            "[CV]  randomforestclassifier__min_samples_leaf=10, randomforestclassifier__n_estimators=50, total=   6.0s\n",
             "[CV] randomforestclassifier__min_samples_leaf=10, randomforestclassifier__n_estimators=50 \n",
-            "[CV]  randomforestclassifier__min_samples_leaf=10, randomforestclassifier__n_estimators=50, total=   4.8s\n",
+            "[CV]  randomforestclassifier__min_samples_leaf=10, randomforestclassifier__n_estimators=50, total=   5.3s\n",
             "[CV] randomforestclassifier__min_samples_leaf=10, randomforestclassifier__n_estimators=50 \n",
-            "[CV]  randomforestclassifier__min_samples_leaf=10, randomforestclassifier__n_estimators=50, total=   5.1s\n"
+            "[CV]  randomforestclassifier__min_samples_leaf=10, randomforestclassifier__n_estimators=50, total=   6.3s\n"
           ]
         },
         {
           "name": "stderr",
           "output_type": "stream",
           "text": [
-            "[Parallel(n_jobs=1)]: Done  18 out of  18 | elapsed:  1.8min finished\n"
+            "[Parallel(n_jobs=1)]: Done  18 out of  18 | elapsed:  1.9min finished\n"
           ]
         },
         {
@@ -1655,43 +1669,43 @@
               "      <th>3</th>\n",
               "      <td>10</td>\n",
               "      <td>10</td>\n",
-              "      <td>2.755744</td>\n",
-              "      <td>0.855717</td>\n",
+              "      <td>2.605636</td>\n",
+              "      <td>0.855318</td>\n",
               "    </tr>\n",
               "    <tr>\n",
               "      <th>4</th>\n",
               "      <td>10</td>\n",
               "      <td>20</td>\n",
-              "      <td>3.061685</td>\n",
-              "      <td>0.857836</td>\n",
+              "      <td>3.344591</td>\n",
+              "      <td>0.858420</td>\n",
               "    </tr>\n",
               "    <tr>\n",
               "      <th>5</th>\n",
               "      <td>10</td>\n",
               "      <td>50</td>\n",
-              "      <td>3.970899</td>\n",
-              "      <td>0.857928</td>\n",
+              "      <td>4.481414</td>\n",
+              "      <td>0.859771</td>\n",
               "    </tr>\n",
               "    <tr>\n",
               "      <th>0</th>\n",
               "      <td>2</td>\n",
               "      <td>10</td>\n",
-              "      <td>2.662768</td>\n",
-              "      <td>0.861675</td>\n",
+              "      <td>2.837100</td>\n",
+              "      <td>0.860723</td>\n",
               "    </tr>\n",
               "    <tr>\n",
               "      <th>1</th>\n",
               "      <td>2</td>\n",
               "      <td>20</td>\n",
-              "      <td>3.075118</td>\n",
-              "      <td>0.863426</td>\n",
+              "      <td>3.114079</td>\n",
+              "      <td>0.861675</td>\n",
               "    </tr>\n",
               "    <tr>\n",
               "      <th>2</th>\n",
               "      <td>2</td>\n",
               "      <td>50</td>\n",
-              "      <td>4.610395</td>\n",
-              "      <td>0.863548</td>\n",
+              "      <td>4.669397</td>\n",
+              "      <td>0.864961</td>\n",
               "    </tr>\n",
               "  </tbody>\n",
               "</table>\n",
@@ -1707,12 +1721,12 @@
               "2                                         2   \n",
               "\n",
               "   randomforestclassifier__n_estimators  mean_fit_time  mean_test_score  \n",
-              "3                                    10       2.755744         0.855717  \n",
-              "4                                    20       3.061685         0.857836  \n",
-              "5                                    50       3.970899         0.857928  \n",
-              "0                                    10       2.662768         0.861675  \n",
-              "1                                    20       3.075118         0.863426  \n",
-              "2                                    50       4.610395         0.863548  "
+              "3                                    10       2.605636         0.855318  \n",
+              "4                                    20       3.344591         0.858420  \n",
+              "5                                    50       4.481414         0.859771  \n",
+              "0                                    10       2.837100         0.860723  \n",
+              "1                                    20       3.114079         0.861675  \n",
+              "2                                    50       4.669397         0.864961  "
             ]
           },
           "execution_count": 32,
@@ -1739,7 +1753,9 @@
       "cell_type": "markdown",
       "metadata": {},
       "source": [
-        "## Features polyn\u00f4miales"
+        "## Features polyn\u00f4miales\n",
+        "\n",
+        "On essaye m\u00eame si cela a peu de chance d'aboutir compte tenu des variables, principalement cat\u00e9gorielles, et du fait qu'on utilise une for\u00eat al\u00e9atoire."
       ]
     },
     {
@@ -1777,7 +1793,7 @@
         {
           "data": {
             "text/plain": [
-              "0.8415330753639212"
+              "0.8415944966525398"
             ]
           },
           "execution_count": 34,
@@ -2056,7 +2072,7 @@
           "data": {
             "image/png": 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\n",
             "text/plain": [
-              "<matplotlib.figure.Figure at 0x1faa8fdf978>"
+              "<matplotlib.figure.Figure at 0x1b3056a1048>"
             ]
           },
           "metadata": {},
@@ -2073,14 +2089,16 @@
       "cell_type": "markdown",
       "metadata": {},
       "source": [
-        "Ce n'est pas facile \u00e0 voir. "
+        "Ce n'est pas facile \u00e0 voir. Il faudrait essayer avec [bokeh](https://bokeh.pydata.org/en/latest/docs/gallery/les_mis.html) ou essayer de proc\u00e9der autrement."
       ]
     },
     {
       "cell_type": "markdown",
       "metadata": {},
       "source": [
-        "## ACM"
+        "## ACM\n",
+        "\n",
+        "Ce qui suit n'est pas tout-\u00e0-fait une [ACM](https://fr.wikipedia.org/wiki/Analyse_des_correspondances_multiples) mais cela s'en inspire. On consid\u00e8re les variables comme des observations et on les projette sur des plans d\u00e9finis par les axes d'une [ACP](https://fr.wikipedia.org/wiki/Analyse_en_composantes_principales). On normalise \u00e9galement car on m\u00e9lange variables continues et variables binaires d'ordre de grandeur diff\u00e9rents. Les calculs sont plus pr\u00e9cis lorsque les matrices ont des coefficients de m\u00eame ordre. Le dernier exercice de cet examen [Programmation ENSAE 2006](http://www.xavierdupre.fr/site2013/enseignements/tdnote/ecrit_2006.pdf) ach\u00e8vera de vous convaincre."
       ]
     },
     {
@@ -2232,7 +2250,7 @@
         {
           "data": {
             "text/plain": [
-              "PCA(copy=True, iterated_power='auto', n_components=2, random_state=None,\n",
+              "PCA(copy=True, iterated_power='auto', n_components=3, random_state=None,\n",
               "  svd_solver='auto', tol=0.0, whiten=False)"
             ]
           },
@@ -2243,8 +2261,7 @@
       ],
       "source": [
         "from sklearn.decomposition import PCA\n",
-        "from sklearn.preprocessing import StandardScaler\n",
-        "pca = PCA(n_components=2)\n",
+        "pca = PCA(n_components=3)\n",
         "pca.fit(rows_cat)"
       ]
     },
@@ -2276,27 +2293,30 @@
               "      <th></th>\n",
               "      <th>axe1</th>\n",
               "      <th>axe2</th>\n",
+              "      <th>axe3</th>\n",
               "    </tr>\n",
               "  </thead>\n",
               "  <tbody>\n",
               "    <tr>\n",
               "      <th>sex/Female</th>\n",
-              "      <td>-129.498913</td>\n",
-              "      <td>60.845568</td>\n",
+              "      <td>-129.496963</td>\n",
+              "      <td>60.787399</td>\n",
+              "      <td>28.384800</td>\n",
               "    </tr>\n",
               "    <tr>\n",
               "      <th>marital_status/Never-married</th>\n",
-              "      <td>-106.132225</td>\n",
-              "      <td>-11.378134</td>\n",
+              "      <td>-106.132540</td>\n",
+              "      <td>-11.462856</td>\n",
+              "      <td>-53.652512</td>\n",
               "    </tr>\n",
               "  </tbody>\n",
               "</table>\n",
               "</div>"
             ],
             "text/plain": [
-              "                                    axe1       axe2\n",
-              "sex/Female                   -129.498913  60.845568\n",
-              "marital_status/Never-married -106.132225 -11.378134"
+              "                                    axe1       axe2       axe3\n",
+              "sex/Female                   -129.496963  60.787399  28.384800\n",
+              "marital_status/Never-married -106.132540 -11.462856 -53.652512"
             ]
           },
           "execution_count": 40,
@@ -2307,7 +2327,7 @@
       "source": [
         "import pandas\n",
         "tr = pandas.DataFrame(pca.transform(rows_cat))\n",
-        "tr.columns = ['axe1', 'axe2']\n",
+        "tr.columns = ['axe1', 'axe2', 'axe3']\n",
         "tr.index = rows_cat.index\n",
         "tr.sort_values('axe1').head(n=2)"
       ]
@@ -2319,9 +2339,9 @@
       "outputs": [
         {
           "data": {
-            "image/png": 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\n",
+            "image/png": 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8OQEBASxatIjk5GR3uIf/ztpSu3Zttm/fTmpqKkFBQdSvX5/169dz00038Ze//IWnn36a3Nxcrr76alq3bk1WVhajRo2iatWqgDOkDx8+3H1OwcHBF+w5EhG5UBTSRUQqmdBAvwsSzkvPO166X/zUqVOsWbOGdevWUVBQwPDhw9mzZw8JCQmkp6fTrVs3atWqRU5ODkeOHAFg3rx5/Pvf/6ZVq1Y8/fTTvPjiixw9epTo6Ghycpy98yEhIQQHB5OYmEiDBg1wOBynHbtmzZocOXKElJQU6tevT4sWLdyPfeyxx7jlllsIDQ2lVq1a/31OQkNPq714Ckfd1EhEPJVenURELlMOh4Off/6ZDz74oMz1JQN6VlYWH330EUOHDuW5554jLy+PpUuXMnv2bAICAsjMzGTSpEnExsby2GOPce+99/Lyyy/j6+tLdHQ0aWlp7N69m44dO3Lo0CEAwsPDCQ4O5sCBA7Ru3ZoNGzYAEBAQQEREBD///DNw5gWosbGx3HXXXTRp0gSAESNGMGbMGMDZXx4bG+sO6MVhvPR+ii9WFRHxVHqFEhGp5EpOcViSl5cXycnJ/Oc//3HPE56VlUVRUREADz74IKtXrwbggw8+YOHChVx99dV0794dLy8vunbtyksvvURsbCw7d+5k3rx57N27l+joaH755Rd27twJQL169Th+/DheXl7Url2b+fPnA3Dw4EGys7OpW7cu0dHRLF26FHD2nTdt2tT9R0Jx7cYYAOrXr0+vXr2oXbu2+1zONnWjMcb9uOLPIiKXArW7iIhUciWDarFjx46RkJDAsWPHCAgIIDc3l8mTJ5OUlMQTTzxBZGQke/bs4aeffqJ9+/YsWbKExx57jO7du7v3kZ6ezosvvkhOTg6dOnUiISGB9evXc+WVV7Jo0SICApyzysTExLBo0SKKioq45557ePHFF7n99ts5duwYt956KzVr1qRr167u/fr4+DBo0CD3976+vu6vU1NT3XOflzwnjYqLSGWjkC4iUsklJiby3XffkZWVRb9+/fD392fAgAH4+/tTo0YNEhMTSU1NJSYmhm3btnHq1CkAbrzxRhISEjh8+DARERFERUUBkJubi7+/P/Hx8SxbtoytW7cCcPPNN3PgwAF69epFUFAQw4cPp2nTpvzpT38iPz+fw4cP07lzZyZOnMjatWtp0aKF+8LQ6Oho7r///tPqttbyyy+/8MEHH7B161aOHz9OUFAQvXv3pnHjxlSpUuUiPosiIheXQrqISCW2a9cu3n77berWrYu1loULF5KUlER4eDgzZ85k69atPPfcc2zbto127dqRlZXlnj7xuuuuY86cOYSHh2OM4YcffqBp06b4+/sDcM0111BUVMR7771HUlIS/v7+bNq0iapVqzJkyBCmT59OdHQ09evX56OPPsLHx/krJyIigjvuuOOMWktfqGqMISAggPvvv5/IyEiqV6+uEXMRuWwopIuIVGLLly8nPT2doUOHMmPGDD788EOCgoK48847AYiMjOSGG25g586d3HnnnRhjOHz4sPvxe/bsAeDuu+9mzJgxHDlyhKSkJBo1asQrr7zCpEmT+PDDD2nfvj1DhgwhLCwMgKuuuoqxY8eeta7i6RRLKhnQi0VHR//ep0BE5JKkkC4iUklZa9m7dy8bN25k7NixxMbGMmXKFBITE1mxYgXgnO4wPj6ekJAQ/Pz8uPbaa/noo49ISkoiKyuLkydPcujQIbp27cprr73GsmXL6Nu3Lx06dACgW7dudOvWrczjlzWvejFdxCkicm4K6SIilZQxhqioKLp3787bb7/tXt66dWvGjx/PJ598gr+/PxkZGWRlZXHo0CGGDh3K8ePH2b17N/369aN3796Eh4djraVjx4507NjxjOMUh3EvLy9dzCkicoGY0vPPXori4uJsfHx8RZchIuJxsrOzufXWW+natSvGGH766ScefvhhoqKiePfddzHGMGDAAOrVq0f9+vXLHPUuqXiqQwVwkf+dMWa9tTauousQz6aQLiJSyR08eJAZM2aQk5NDq1at6Nq1KzVq1DjnY4qKis4YGReRC0MhXc6HQrqIyGWq+CZHuvumyMWlkC7nQz3pIiKXgbICuTHmV9tbRESkYiiki4hcBhTIRUQuLXp/U0RERETEwyiki4iIiIh4GIV0EREREREPo5AuIiIiIuJhFNJFRERERDyMQrqIiIiIiIdRSBcRERER8TAK6SIiIiIiHkYhXURERETEwyiki4iIiIh4GIV0EREREREPo5AuIiIiIuJhFNJFRERERDyMQrqIiIiIiIdRSBcRERER8TAK6SIiIiIiHkYhXURERETEwyiki4iIiIh4GIV0EREREREPo5AuIiIiIuJhFNJFRERERDyMQrqIiIiIiIdRSBcRERER8TAK6SIiIiIiHkYhXURERETEwyiki4iIiIh4GIV0EREREREPo5AuIiIiIuJhFNJFRERERDyMQrqIiIiIiIdRSBcRERER8TAK6SIiIiIiHkYhXURERETEwyiki4iIiIh4GIV0EREREREPo5AuIiIiIuJhFNJFRERERDyMQrqIiIiIiIdRSBcRERER8TAK6SIiIiIiHkYhXURERETEwyiki4iIiIh4GIV0EREREREPo5AuIiIiIuJhFNJFRERERDyMQrqIiIiIiIdRSBcRERER8TAK6SIiIiIiHkYhXURERETEwyiki4iIiIh4GIV0EREREREPo5AuIiIiIuJhFNJFRERERDyMQrqIiIiIiIdRSBcRERER8TAK6SIiIiIiHkYhXURERETEwyiki4iIiIh4GIV0EREREREPo5AuIiIiIuJhFNJFRERERDyMQrqIiIiIiIdRSBcRERER8TAK6SIiIiIiHkYhXURERETEwyiki4iIiIh4GIV0EREREREPo5AuIiIiIuJhFNJFRERERDyMQrqIiIiIiIdRSBcRERER8TAK6SIiIiIiHkYhXURERETEwyiki4iIiIh4GIV0EREREREPo5AuIiIiIuJhFNJFRERERDyMQrqIiIiIiIdRSBcRERER8TAK6SIiIiIiHkYhXURERETEwyiki4iIiIh4GIV0EREREREPo5AuIiIiIuJhFNJFRERERDyMQrqIiIiIiIdRSBcRERER8TAK6SIiIiIiHkYhXURERETEw5R7SDfGTDPGHDXGbC2xrIYx5ntjzE7X5xDXcmOMmWiM2WWM2WyMaV3e9YmIiIiIeJqLMZI+A+hZatlI4EdrbWPgR9f3ALcAjV0fg4DJF6E+ERERERGPUu4h3Vq7DEgrtfgOYKbr65nAH0ss/9A6rQaCjTER5V2jiIiIiIgnqaie9NrW2kMArs+1XMsjgZQS2+13LTuDMWaQMSbeGBN/7Nixci1WRERERORi8rQLR00Zy2xZG1pr37fWxllr48LCwsq5LBERERGRi6eiQvqR4jYW1+ejruX7gboltosCDl7k2kREREREKlRFhfT5wAOurx8Aviyx/H7XLC/tgczithgRERERkcuFT3kfwBjzCdAVqGmM2Q+8ALwOzDHGDAT2AX9ybf410AvYBZwCHizv+kREREREPE25h3Rr7Z/PsqpbGdta4LHyrUhERERExLN52oWjIiIiIiKXPYV0EREREREPo5AuIiIiIuJhFNJFRERERDyMQrqIiIiIiIdRSBcRERER8TAK6SIiIiIiHkYhXURE5H/kcDgqugQRqaQU0kVERM4hNzeXgoICAIqKik5b5+WlX6MiUj706iIiIlLCyZMn+ec//8mKFStITU1l/vz5nDp1CgBvb+/Ttt20aROzZs0CwHnTbBGRC8OnogsQERG5mPLy8jh58iQ1atSgqKgIY8xpI+JFRUXs2LEDLy8v6tevz+eff87mzZu59tpryc3N5YcffmDKlCkArFq1isWLF9OvX7+KOh0RqaQ0ki4iIpWaw+GgsLAQgJycHGbMmMHSpUsB58h4cUA/ceIEAH5+fjRr1oxdu3aRkpLCwoUL+e6770hLSyMmJoZDhw7x008/UVhYyJYtW3j00UcBMMZUwNmJSGWlkC4icoGlZuexKSWD1Oy8ii7lsmKtxeFwnNF24uXlhY+P843jgIAAHn30UW666SYA1q5dS8+ePWndujX9+vVjzZo1+Pn5ERkZyf79+2nfvj3PPPMMQ4YM4cEHH6RNmzb89a9/Zdy4cXh5ebFixQqaNm160c9VRCo/hXQRkQvoy40H6DR2MfdOXUOnsYuZv/FARZdUKZUVxovbVkqOaBcVFfH1118zZswYhgwZQmFhIV9//TW33norAMHBwYwfP561a9fy5JNP8re//Y38/Hzq1q1LdnY2eXl5VKtWjeTkZFJTUwHo0aMH2dnZTJkyhQYNGrgvKhURuZAU0kVELpDU7DxGzN1MboGDE3mF5BY4GD53s0bUfweHw1HmNIelw7jD4WDp0qVMmDCBN9980738hx9+4L333sPb25suXbrgcDioU6cOwcHBHD16lCZNmrBs2TK6dOnCiBEj2LlzJ7t27aJu3br4+vqyb98+6tWrR05ODgEBAe79vvDCC0yaNIlq1aoRHR1dvk+CiFyWFNJFRC6Q/ek5+Jaaks/Xy4v96TkVVNGl4dChQ+Tn55e5zsvL67SLOgsKCti5cyfTpk3jk08+cS9fsmQJH330Ed7e3mRlZTFu3DistbzwwgsMGjSI0aNH8+c//5kqVaoQEhJClSpV2LdvH9u2bSM+Pp5x48axbt062rRpQ3x8PGFhYYSFhfHLL7/QokULsrOzGTp0KDNnziQtLY0uXbrQs2dPdxtN6akZRUR+L4V0EZELJCokgIJSo74FDgdRIQFnecTl7dChQ7Rv35677rqLgwcPnrE+JSWFefPmMWrUKFJSUtizZw933HEHTz31FJs3b+a9997j3XffBeC9996jVatWtG3blu3bt/Ppp5+yatUqWrZs6b5o9OTJkwAEBQURFhbGkSNHSExMJCcnh06dOrFjxw6SkpJYt24dAIGBgaxcuZIGDRpwxx134OPjQ1BQEDVq1KCwsJCAgAC6du0KnDk1o4jI76UpGEVELpDQQD/e6NOC4XM34+vlRYHDwRt9WhAa6FfRpVUIh8PhHgW31p4x+8nmzZvp1KkTTz/9NHXq1Dltu5SUFJ544gkCAwMJDw+nqKiIatWqcfDgQfr168fw4cNZuHAhCxYsYO7cuQQFBTFp0iS6d+/O9ddfz8svv0yjRo1YuHAhS5Ys4Y477qBq1aoA+Pv7U7t2bVatWsXo0aNZsWIF9evXp2PHjtx1113utpaRI0cSGBgIQM+ePenZsyfgHM0fOHAgO3fu5Jlnnrkoz6WIXH5MZbj5QlxcnI2Pj6/oMkREAGdv+v70HKJCAip9QD948CCbN28mMTGR3r17U7du3bNum5ubS3JyMlFRUXh7e9O/f3+WLl1KaGgo06dPp3PnzuTm5uLv78+//vUvdu3axbBhw2jQoAHgHAkfNWoUkZGRDB8+nD179vDJJ5/g4+ODn58fmZmZjB492n28kydPsnXrVp555hluvPFGkpOTqVKlCpMnT+bzzz8nKSmJ4cOHk5GRwbFjx2jcuPE5z7W4pcXb25tTp05xxRVXXIBnUC5Hxpj11tq4iq5DPJtG0kVELrDQQL9KHc6nT59Oq1atmDt3Lh9++CHt2rXDGOOeM/zaa6/l8OHD7Nq1i6SkJG677TZmzpzJv/71L0JDQ+nVqxf9+vVj4MCBhIaGMnjwYOLinHnF398fcM6gsm3bNoYNG0bDhg0JCQlh5MiRNGzYkJUrVwJQq1Yt1q9fz7Bhw9xTK4aEhLB7926Sk5N54okn6Nq1K1OnTuW9996jU6dO7uPcdddd7vMJDg4mODjY/X1RUVGZ7Ssllymgi0h5U0+6iIicoXjO8ZIXRBZ/vWbNGhISEmjYsCF33303c+bM4dNPP8UYw8qVK5k3bx7XX389X3zxBVWrVmX58uX8+OOPbN26lcWLF5OWlsaMGTO45ZZbqFq1Knv27AFg8eLFPPzwwwwaNIj69evzzjvvMG/ePHr16sX8+fNZvXo10dHRfPvttyxYsIDXXnuN/Px8OnTowLXXXsusWbPYsWMHUVFRDBs2jA4dOgDQsGFxCvJpAAAgAElEQVRDxo4dy0MPPUSLFi3c51PWrDGg/nIR8QwaSRcRuYwVh3E4PZwaY87oIS9eHxsbC8CVV17J119/TWFhIT4+PtSoUYO0tDS6d+9Obm4u/fv3p1WrVqxevZqUlBT8/PxwOBzcd999DBs2jFdeeYUqVaqQlpYGQFpaGq1atSIuLg5vb282b95MdnY2R48eJSIigiZNmnDgwAG6dOnCTz/9RJUqVXj++efx9fUF4KqrrmLSpEllnmfxOZY8Ly8vjVOJiOdSSBcRqeQcDgcFBQX4+flx+PBh5s6dy1VXXUW3bt0wxpwxcpyXl8e2bdvYt28fU6dOxcfHh1GjRtG2bVuOHj1KZmYmnTp1IiwsjOPHj7No0SKSk5PZtWsXb7zxBtWrV8fX15emTZtiraVu3bpkZWUBzmCcn59PYGAg1lpq1arFsWPHyM/PP60FBeCbb75h6dKl1KtXjyFDhlCnTh1yc3MBGDhwYJk95MU3OSq+sVExBXIRudQopIuIVDLFo8ZeXl6cPHmSFStWcMUVV9C5c2dq167N/fffT1BQEAA5OTnMmDGDtWvXUqtWLV577TUyMzP529/+RlhYGE8++SSHDh1iwIABbN++naCgIFasWMHf//53/Pz8sNby+uuv07p1awYOHEijRo0A56j73r17adKkCZGRkVStWpXZs2dzww038OGHH9K7d2+MMQQEBJCRkcGJEycIDQ2lqKjIHbCHDx/O8OHDTzu3wMBAGjVqxL59+2jcuPEZ/eMK4yJSWSiki4hcoqy1WGvPCKYlv/f29mbt2rUkJSVx9OhRoqOjOXz4MPHx8YwZM4Yff/yR77//nt69e7Njxw769+/P7Nmzady4MTVq1KBbt24A/PWvfyU1NZXQ0FBOnTpFZmYm4eHhBAcHM2zYMG688UZ3TcYYwsLC2LhxI02aNAHgk08+Yfz48bz++uvExcXRq1cvAB566KHTLsIsPapfPDJevK5WrVpMmDDBfSz1j4tIZaWQLiJyCShrnvGy+sZ3797Nhg0b2LdvH0OGDMEYw5QpUzDG4OPjw+OPP05qaioHDhwA4M033+TZZ5/l5ptvBqBevXocPHiQiIgIatWqRWZmJtWrVyc8PJxNmzbRrl07rr32WtLT0wkPDyc6OpqVK1fSqVMn/Pz8KCgooEqVKrRt25aMjAx37c2bN2fKlCmnhWpr7a/OknKukfHS5y4iUpnofUEREQ9ScsaRkvexKB1IT548yfLly5k4cSJHjx4FYNu2bQwfPpxly5aRmZnJ888/T2FhIdOmTeO2227j/fffp1mzZtSpU4eioiIKCgooKCg4bd8NGzZky5YtXHnllRw4cMB9l85mzZqxYcMGdu/eTUhIiPvmQ8V958VhukqVKgCMHz+eQYMGnVa7t7c31lqKiorK/KNDRET+SyPpIiIV4HxaVUqG2B07dpCQkMCdd97JQw89RH5+Pj4+PhQUFLB8+XJef/11mjVrxocffsjevXtZsGABM2fOpG/fvtSpU4dTp07x008/0blzZ0JCQvD29iYlJYXrrruOr776iptuugmAiIgId7vKnj17SE1NpU6dOrRu3ZqDBw+SmprKpk2bqF69OtZaBg8efNZzLHnH0ZLnpBYVEZFfp5F0EZFyVDzFYem7O5eefQQgKSmJOXPmEB8fT35+Pr1792bFihUArF27li+++IKsrCzq16/Pvn37ePPNN/n4448pKChg3rx5gHMEe8iQIVhrufLKK1myZAnR0dEEBAS4Z1ipVasW1atXZ8uWLTzyyCPk5ubSr18/br75ZoKDg+nevTv169enR48eREREADBy5Ej+7//+j8jISHr27Ok+h+JzLIsu4hQR+d9pJF1EpByV1TeelpbG+vXrSU5Odgfil156iUWLFhEREcGDDz5Iq1atqFKlClu2bKFTp07Ur1+fatWqceTIERo1akRKSop7RPrGG29k+/btbNu2jQ0bNjB37lxq1qxJUlISiYmJVK1alcjISKZOnUpqairR0dFUq1aN7du3c8cdd/DCCy+wYMECGjdu7L4jZ0xMDDExMe6avby8sNbSpEkT98WgJc9RREQuLIV0EZFytGPHDr777jtCQkK48847ycjIYOjQoeTl5dG8eXN69erF0qVLSUhI4PPPPycyMtL92KuvvpotW7YAztFvPz8/kpOTiY2N5d///jcHDhwgJCSE8PBwFi5cSGRkJA6Hgzlz5uDl5cWRI0fYunUrAP379ycxMZGUlBS6du1KmzZtCAwMBKBOnTru/vGSSrerFIfxstpYRETkwlJIFxEpJxs2bGD06NHum/ns2LGD2rVrU6NGDaZNm+bebvXq1Rw6dIjIyEhOnDhBQEAAPj4+NGvWjMWLFwMQHh5OYmIi11xzDe3bt+fo0aN88MEHtG/fntmzZ/Poo48SHBzMqFGjeP7552nTpg0vvfSS+26c0dHRzJgx46y1OhyOM0b9zxbEFdBFRMqfQrqISDlZvHgxoaGhTJ482X03zho1atC2bVsATp06xRVXXME111xDcnIygPsmQwAdO3bkkUceYevWrezZs4cjR46wceNG7rvvPkJDQwkPD2f16tV07dqVP/zhDwC0bduWb775psx6invjy7pwU8FbRMSzKKSLiJQDay25ubm0b98ecI6Ex8TE4O3tzf79+wHcc4QX94K/8MILdO3alU2bNtG2bVs6duzIuHHjePjhh4mNjeXZZ59139GzRo0aREVFMWLEiDOOXRzGi4N38ei4griIyKVDIV1EpBwYY6hZs6a7JzwwMJBvvvmGESNGMHLkSFq0aEFBQQGJiYk89dRTzJo1i9GjRzN+/HgiIyPp3r07AAMGDGDAgAFn7L9BgwakpaVRUFCAt7f3aQFcYVxE5NJnzjZ11qUkLi7OxsfHV3QZIiKnSU1N5a677qJnz54UFRWxevVqpk6dyqFDh5gwYQKFhYXceOON3HXXXVSrVu2s+ymexlEj4iKVgzFmvbU2rqLrEM+mkC4iUo62bt3KrFmzyM/Pp1+/frRu3fqc25dsVdHUhiKVk0K6nA+FdBGRClBydFwj4yKXF4V0OR/qSRcRKWdlBXJjTJmzrIiIiIBCuohIuVMgFxGR30rvsYqIiIiIeBiFdBERERERD6OQLiIiIiLiYRTSRUREREQ8jEK6iIiIiIiHUUgXEREREfEwCukiIiIiIh5GIV1ERERExMMopIuIiIiIeBiFdBERERERD6OQLiIiIiLiYRTSRUSk0rDW4nA4ANyfRUQuRQrpIiJySbDWnvZ1WSHcGIOXl/NXW/Hnffv2sWfPnotSo4jIhaKQLiIiHs1ay5gxYzDGuJeVDOPFcnJy2L59O+PGjePkyZO88cYbtGzZkttvv51vv/2WnJyci126iMj/zKeiCxARESlWPEJeHMIdDgdeXl68/PLL9O3bl6ZNm1JUVMTOnTtZuXIlsbGxdOjQgZSUFIYNGwZAVFQUGzZs4ODBg0yaNInOnTtX8FmJiPx2GkkXESkHqdl5bErJIDU7r6JL8TgpKSns2LGDvLy801pYwDlC7u3t7R4lLyoqAuC6665j3bp1AHz++ecMHjyYpUuX8o9//IMpU6ZQt25dTpw4QUxMDP/85z9p164deXl5PP7447z99tt8/fXXpKWlAZxxTBERT6SQLiJygX258QCdxi7m3qlr6DR2MfM3HqjokiqUw+GgqKiIwsJCAN577z1mzJiBn5/faS0sAKmpqbz66qu0adOGPn36sGzZMgBatGjhDunffPMN/fv3Z+bMmdxzzz0sXbqUHTt2cNNNN+Hj43yD2MfHh1deeYVp06bhcDh46623GDduHKCQLiKXBoV0EZELKDU7jxFzN5Nb4OBEXiG5BQ6Gz918WYyoF4fx0iHYy8sLb29vd4Bu2bIlOTk5TJw4kS5duvDwww+zY8cOANasWQPA+vXreeihh5g4cSKpqal07dqVLVu2UFhYiI+PD7GxsQB06NCBatWqceTIERo0aMDBgwfdtVStWpVrrrmGQYMGcdtttxEQEOCuR0TE0+mVSkTkAtqfnoNvqRDo6+XF/vRL86LFkoG7oKCAVatWMX36dAYNGsSMGTPIy/vvHx/FYbz06Ph3333H7bffzvXXX88nn3xCq1at2LlzJ4mJibz55ps0atSIJ554AoAffviB+fPn88ADD/DMM8+QmZlJSkoKrVq1YteuXfj4+ODt7U1iYiIADRo04PvvvycmJobatWtz6NAhrLV4e3uzdu1aOnTowHXXXceiRYsYOHDgRXjGREQuDF04KiJyAUWFBFBQamrAAoeDqJCACqro9zHGMGvWLHJycvD39+e+++7jueeeo169eqxdu5bk5GRefPFFjhw5wuzZs4mPj8fHx4e///3vNG3alJ07dzJp0iQeeughYmNjiY6O5tSpU/j7+xMbG0vbtm2pW7cuEyZMACAjI4OOHTvSp08fmjVrRkhIiLuW3Nxc8vLyuPPOOxk7dizVq1cnISGBLl26ULNmTbKysqhfvz7Hjx8nLCyMVq1a8eWXX1KrVq2KevpERP5nCukiIhdQaKAfb/RpwfC5m/H18qLA4eCNPi0IDfSr6NLOqXhGFWttmVMbnjx5kmbNmtGmTRteeuklAGbOnMn3338PwMmTJ0lNTWXgwIEYY+jfvz8bNmwgISGB/Px8/vjHP7r3FxAQQEhICHXq1KGwsJCIiAjy8vLIzs6mQ4cOLFu2zD0jS2JiIgUFBTRv3py8vDxWrVpFjx49yMjI4KuvviI4OJiRI0fi5+dHbGws77//PuB8ByAoKIigoKDTzq/0KL+IiKdSSBcRucBubxlJp5ia7E/PISokwCMCurXWHcJLTnFYrPjr0iH21KlTHDt2jHbt2tGkSRMSEhKYO3cuS5Ys4bvvvuOzzz4DoGHDhvTr14/PP/+cn3/+mU2bNpGUlMSBAwfo2rUr2dnZBAYGuqdUrFmzJgcPHiQnJ4egoCAiIiJYvXo1jzzyCAkJCdxyyy0cOXKE3NxcXnnlFZo3b87nn3/OVVddBcDdd9/N3Xfffc5zLUl96CJyqdGrlohIOQgN9OOausEVEtBzc3PdN+45duwYzz//PJs2bQLOnOIQnKPM06dPZ968eXTr1o24uDji4+MBuOKKK1i6dClNmjShRo0aVKlShdmzZ9OwYUOGDBnC0KFD2bVrFwDjxo0jOzubt956i7Zt27JlyxZatWrFihUrSEhIAJwj7gDh4eHs3LmTjIwMwDl7S/E2L774Iq+99hoLFixg+/bt9O7dG2stPXv2JDw83F33ue46KiJyqdNIuojIJaz0yHhBQQGffvop7dq146qrriIsLIzRo0fj6+sLOFtXXnvtNdatW0e9evV4+eWXqVWrFqNGjeK2227jrbfeYvPmzYwdO5Y333yTevXqYa3lyJEjREZGEhERwdNPP0379u0BWLhwIcuXLycrK4vMzExeffVVwsPDcTgcLFmyhAkTJtClSxdee+01UlNTKSgoYNy4cdx888388ssvBAcHAzBnzhzAOS96UFAQrVq1Ou0cywreal8RkcpMIV1E5BLhcDjcPePF4bR4ZLyYr68v33zzDevWraN69eo89NBDfPrpp1SvXp2//OUvzJw5k+PHj/Pqq6/y8ccfM2bMGCZOnMgNN9xA3bp1ufrqq6lTpw7z588nMTGRqKgorrnmGvLz8wHn9IlLlixxh/SIiAj27NnDn/70J6Kiohg4cCANGzbE29ubgoICAJ566iluuOEGCgoKaNGiBVWrVgWgefPmZ5xfyXMppiAuIpcjhXQREQ9VVFR0Wmgt3VddUFBAfHw8K1asIDU1lccffxwfHx9SUlLYunUrN954I3Xq1HGPhBtj+Prrr7n99ttp06YNoaGhvPLKK6xZs4amTZuSmZkJOFtc6tSpQ3JyMrt27cLLy4uYmBgA2rZty1tvvUVERARfffUVubm5PPvsswQGBjJ06FC++uor4uLiePnll92j5N7e3sTFxZ1xfqVHyNU3LiLyX3pFFBGpQDt27OC9997jxIkTpy0vnuu7WG5uLl988QVDhw5l2LBhHDp0iG3btjFr1iy8vb0JCAjg/fffxxjDU089Re/evRk3bhwBAQHExMSQlZXFjh07aNOmDVlZWQCEhIRQu3Zt9u7dS1xcHNu3bweco/H16tVj69atVK1alc2bN1OzZk0AunfvTu3atUlOTqZv375MmjSJK6+8EoCYmBiefPJJrrvuOndAPxeNkIuInJ1CuojIReBwOMq8yDE1NZVly5aRlJQEQHp6Ovn5+RhjePnll5k8eTIA8+fPZ8aMGcTGxnLHHXcQFBRE06ZNefHFF2nZsiV79uzhyy+/ZOPGjTRo0IC9e/eyZcsWwHnDn6ysLPLy8mjSpAlffvml+/iJiYlcddVVREdHs3btWsA58h0bG4ufnx8nTpxwt60AxMbGsnr1asaMGUPfvn2pX7/+aedT+m6jIiLyv1FIFxG5CLy8vE5r58jMzOSnn35ix44dVK9enVOnTvHjjz/y5JNPumdLyc3Ndc9D/v3333PDDTfw2GOP0a1bNwIDAyksLGTChAlMnTqVZs2a0aVLF9asWUPDhg3Jz893H69Ro0bk5+eTnp7OH/7wByIjI/njH/9Ir169qF27Nq1btyY2NpZXXnmFwsJCjDH06NGDN998E19fX8aMGXNa+C7+g6OsQK7RcRGRC0M96SIi5SwlJYWFCxdy6NAhevbsSZs2bfjLX/7C0aNHadKkCevWraNHjx7uCylPnToFwPXXX8+iRYsA5wj1tddeC0BeXh5+fn6kp6fzr3/9i7S0NADuueceioqKqF69Oo0aNeLNN9+kevXqjBw5Em9vbzIyMqhWrRrvv/8+y5YtIyYmhiZNmrjrfPTRR0+r2+FwEBMT4+5HL6becRGR8qeQLiJSjlJTU/nnP//JFVdcQc2aNfnmm2/4+eef2b17N6tXr+bUqVM8/PDDbN++nZ49e1JQUEB6ejoAnTp1co+q16hRg0WLFtGxY0f8/PwoKCggMjKSOnXquOcnz8/PZ9++fZw4cYLHH3+cd999l+DgYGrUqMHUqVPd0zAGBgbSq1ev0+osvtGRLuQUEfEMCukiIuVo69at/Pzzz4wdO5bFixcza9YsqlWrRrt27QDw8fHhD3/4A6tWrcLPz4/g4GD27dsHQHZ2Njk5ORw9epQhQ4YwePBgnn76aQ4ePEhwcDDjxo3jk08+YfLkyTRo0IDXX3+d8PBwgoKCCAoK4rnnnvtNtapVRUTEcyiki4iUo6SkJA4fPsy4ceNo1qwZU6dO5ciRI3zxxRekp6cTEhLCli1bOHr0KLm5udx44418+umnHDp0iKpVq1JUVER8fDy9evVi/PjxfP/998TFxdG5c2cCAwO5+uqreeedd8o8dnHPuMK3iMilRyFdRKQc1a1bl86dOzNx4kSqVKniXj558mQmT55M69at2bt3L5mZmWzevJk+ffqQmprKhg0b+NOf/sS2bdto3Lgx1lqaNWtGs2bNzjiGtdZ9k6OSFM5FRC5dpjJMlxUXF2fj4+MrugwRkTM4HA4eeOABAgMDiYqKYvny5fTo0YMbbriBDz/8kH379vHAAw/QtGlToqKi8PPzO+f+NDoucukzxqy31p55hy+REhTSRUTKWWZmJp999hk7d+50t6pERESc8zEOhwNjjMK4SCWkkC7nQ+0uIiLlrHr16jz88MNlrjtbGNfMKiIilzf9FhARuUjKugGQl5eXRstFROQMGkkXEblINDouIiLnS78xREREREQ8jEL6Za4yXDgsIpcXa22ZrUMiIpWJQvplIiMjg02bNlFUVAScOY2bftmJiCdyOBw4HA73axc4X7fUyy8ilZ1CeiVkraWoqIiioiIcDgcAK1as4MknnyQjIwNw/pLLz89n69atbNiwAWOMgrqIVKjiMF7ytcjLywsvLy+8vb0B5+vbtm3bmD59Oh999BGZmZkVVa6ISLnShaOXuOK3fEuOKhlj3L/Qil199dX4+vqSnZ1NaGgoP/74IyNHjqR27dpERERw7733cv3111fEKYjIZaaoqIiNGzcSExND9erV3cvLurB248aNJCYmsnDhQvr27UtaWhpTp06ladOmtG3bloKCgotZuojIRaOR9POUmp3HppQMUrPzKqyG4rd9S48yeXt7n/a27+bNm3n77bd58MEHmT59OgDR0dEUFBRw+PBhHA4H77zzDgsWLOCzzz7D39+fsWPHukfZReR/5wmvFZ6m9OuWt7c3//73v0lISACgsLCQvLw8Zs+ezT333MPgwYPZvHkzABMmTODVV1+lb9++tGnThh07dtC1a1feffddHnroIWrWrKl3AUWkUtJI+nn4cuMBRszdjK+XFwUOB2/0acHtLSMv+HEyMjIIDg52XxRV3HdZrOTX+fn5+Pj4sGzZMr744gvCwsIYMWIEPj4+LFy4EG9vbwYMGMDEiROJiIigZ8+ehIaGsnfvXiIiIkhMTKRTp05EREQQHR3Nvffei7+//wU/J5HLycV6rfAE1lqMMRw/fpwrrriCK664gsLCQnd7SknF3+fn55ORkUFeXh4//fQT8+bNo3nz5owYMYJq1aqxbt06hg8fTkJCAm+//Tavv/46cXFxJCYmcuuttwLQpUsXnnnmGVJTU/H39+f666/n9ttvd9cjIlJZaCT9V6Rm5zFi7mZyCxycyCskt8DB8Lmbf9coWVFREQcOHCAxMZFBgwbRs2dP2rRpw9/+9jfgv+0qxb/YikeJFi1axPvvv0/fvn2Jjo5m4sSJ/PDDDzRt2pRvvvmGzz77DICnn36atm3bsm7dOlauXMnXX38NQKNGjUhJSSEzM5OOHTvy1ltvsXz5cj7++GP69eunX3Aiv0N5vFZUtJIj1Pn5+WzevJn09HTA+Tr10ksvUatWLfdrjI+Pj/t1q2Sv+Pfff09cXBzNmjVj/PjxZGdn06JFC+rVq8eCBQto06YNX375Jbt372blypXMmDGDNWvWsG3bNlq2bOnej8PhoGfPnmzYsIEnnniC6OhoRo0a5a5HRKQyUUj/FfvTc/AtNSrk6+XF/vSc896Htfa0X3Zz585l+vTprFy5kk2bNvHEE0+wfPlypk6d6t5m4sSJ3HDDDVxzzTV89NFHgLM3c8qUKQwePJjt27fzzjvvEBQUxKBBg+jTpw+bNm3ixIkTLF++nPHjx1OzZk2GDRtGTk4O6enpXH311ezevZvGjRsTERHBtGnTSElJYf78+YwbN47du3f/zmdL5PJ1IV4rPI0xhlmzZjFt2jTmzJlDy5YtmT17NuAM7V5eXlx55ZUkJycDsHDhQjp37kyLFi0YOnQoGzduJC8vjx9//JHnnnuOnTt38vr/Z+++A6qq+weOvw+by96oDAUEBAcIqOE2Qw33KO3RtNKGWzM1R6W5R+XCkU/qo5mrXOVCTRQFNygyFFABQUT25nLv+f1B9z5iVvb8cmTf1z9wL/dyP+eg53zO93y+n++CBTRq1IgJEybUqidPS0tDV1cXtVrNjBkziIqKokOHDtSvX5+qqirt5+Xn55OYmMidO3coKyuje/fuVFb+fS+EBEEQfosod/kDTlbGKH/pkKKhVKtxsjL+1WsfvN364PcPj/CcP3+eV155BXNzc9q2bUu7du1QKBQUFRVhbm5OdHQ0KpWKHTt2YGBgwLBhw5Akifbt2xMTE4OLiwvW1tb06NGD4uJiADw8PEhMTOT+/ftER0djbW3NsGHDOHr0KN988w25ubl4enqyatUqysvLmThxIt9++y29e/fGycmJl156CQcHhyexCwXhH+HPHCueN5ryOs0k9AeVl5dTVFRE165dAYiPjycvLw+VSkVKSgpvvvkmcXFxANSvX5+tW7dSr149du7cyeTJkzly5Ah6enrMnz+flJQUmjVrRlBQEBYWFpSVlVFYWIiFhQXu7u7k5eUxduxYoOYiID09HWtra0pLS7l27Rr+/v5UVlby+eefU1RUhJeXF6NGjcLQ0PDp7jBBEISnQIyk/wEbU0MW9WuKkb4OZoZ6GOnrsLBvE6wU+r+arKRJxjUnPI28vDx27typPZGVl5eTlZWFl5cXqampBAcH07x5cz744AOKi4u5cOECX375JWPGjKFbt27Ex8djbGyMqakppqamlJfXjMw1btyY+Ph4oKaUpbKykuzsbAICArh+/TqffPIJX3/9Ne7u7qSkpODj40Pfvn3R0dHBwsKCkSNHcvHiRfbu3cvUqVOxsbF5GrtUEF5IjzpWLOrXFBvTZ59Aao5Vmvas6ocuJjTdoR5O0MvKysjJyaFZs2bUqVMHIyMjWrZsyfLly7G1teXy5cu0adOGvLw8ZFnGx8eHb775hhYtWvDVV1+RkJBAXl4eM2bMYN68edjb2zN69GhWrlyJpaUlurq6ZGZmAvCvf/2Le/fuMXjwYHr27Imfnx9RUVGYmJgwfvx4zMzMAHB0dOTbb79l//79LFmyhAYNGjyFPSgIgvD0iZH0x9DTrx6tPWzJyC/Hycr4kSfdnJwcEhMTsbOzw9vbmxUrVnDp0iW+/PJLTp06xebNm9m2bRuyLOPh4QGAQqHAyckJJycnFi9erB0NcnFxAWDx4sUYGxtja2sLQFZWFiqVitzcXAC8vLxYsGABAM7OzhQUFJCbm0toaCi3b98mPz+f8ePH07hxY+0JTlP3/iDNCftR7c8EQXh8j3OseNIqKiqQZRljY2NycnJYsWIFffv2xc/P75HtWdVqNZs2bcLS0pKVK1dSWFjImjVrCAwMRKFQEBERwZAhQ7C0tMTQ0JA2bdqwYcMGjh49SufOnYGaWvTMzEzi4+O5e/cu27dvx8PDgxYtWnD16lXat2/Pyy+/DEBxcTFZWVmYmZnRvXt3+vXrh7OzMytXriQsLIz9+/djYWGBn58fderUAeCDDzLEKY4AACAASURBVD741XaK45YgCC86kaQ/JhtTQ2xMDbULaURGRlJeXk6/fv04fvw4q1atwtnZGS8vL7p3787o0aNZsmQJ/fv3p2XLlvTq1QuFQsG9e/fIy8ujQ4cOyLKMq6srVVVVGBoaolar0dHRwc/PDz09PQwMDLC1tdWWsHTv3p3CwkIyMjIAaNiwIe3bt6eqqgpTU1O+/vprbUL/3nvvPXI7HtUBQZzkBOGvozlWPA0Pd4JSKpVs376dli1b4u3tjZ2dHTNnzkRfXx+ouYs3b948zp8/j6urK59//jn29vZMmzaNHj168NVXX3HlyhUWLlzIkiVLcHV1RZZlsrOzqVevHvb29uTm5jJgwACGDx/OhAkTaNiwIUZGRuTm5nL16lWMjIzw8PDgxIkTpKenc/XqVby9vRk9ejQJCQmYmZkxY8YMAMaPH89bb72Fq6ur9rg0cODA39zWB49d4rglCMKLThzl/qQzZ87wzjvvEB8fj42NDcnJyRw4cIBz584xd+5c0tPTmT9/PpIkMXLkSJo0acL8+fN54403ADA1NSUyMhJfX1+MjIywt7fX9i7XnHRcXFz45JNPGDFiBIGBgbRr146YmBgAPv74Y7p06QKAnZ0d69atw8DAAFmWtQk6/Pfk/TDRAUEQ/p4etRrnw52g9PX1OXToECtXrmT69OmkpKSwePFiVq1ahSzLbNq0ifv37zN37lxMTEz47LPPqK6upmPHjjg7O9OkSRO6du2Kjo4OSUlJqFQqmjVrRlVVFQDNmzfn8OHDvP/++wwYMABPT0/s7e2xtLTkzJkzDBs2jLKyMpydndm+fTtDhgzB2toaW1tbPv/8c6KiooiKiiI0NBRZlrGysqJ+/fq1jksPT7R/cFsFQRD+ScRI+p8gyzIJCQk0btyYRYsWYWhoyI0bN9i7dy9BQUGYmprStGlTBg8eDICJiQnZ2dmEhIQwfvx4Vq5ciUKhQK1Wk5eXh4ODA8bGxmRmZpKdna29tSvLMsOGDSM4OBhLS0vs7e21MbRo0eJXMcGvT2CSJImTmiD8jalUqlqlKQ+PHCuVSi5cuMDp06fJzc1l3Lhx6OnpkZ6eTlxcHJ06daJu3brakXBJkjhw4AA9e/YkICAAGxsb5syZw9mzZ/Hx8dG2TFQoFNStW5ebN2+SnJyMjo6OtkSvRYsW7N69m2nTpjF9+nTMzc1RKpW0atUKWZaxtrZm7ty5zJo1S3s80/D29tZ+/3s9zcVxSxAEoYZI0v8ESZIICQlh48aNjB07FqVSSdu2bfH39+fw4cOYm5vXen1CQgL5+fls27aNiRMnMnLkSF577TU6d+5MSUkJDg4OBAUF4e7uXmvSpuYk5enpqX3uwZH2h2MSBOHvKTExkYiICN544w3tvBGoSWIfTNArKio4dOgQR48eRUdHh48//pjs7Gy2bt2Km5sbxsbGrFu3jlGjRjFx4kRiY2OZPn06BgYGeHh4EBUVRWJiIgEBARQVFQFgZWWFg4MDt2/fJjAwkBUrVgA1o/Gurq7ExcURGhrKlStXtHfpOnbsyMWLF7Xvh5rVQ4cOHaqN1c7OrtZ2PKpjjDhuCYIg/DFR7vInubi4EBkZyRdffEFQUBAnTpwgMTGRjRs3cv78eTZu3Mi8efMoKipiwYIFdOnSBUtLS+bOncvIkSO5evUqAHXr1gXA1dUVf39/DAwMfvdzRf2lIPx9qdXqR5af5ebmcvLkSVJTUwHIz8+nqqoKSZL4/PPPWb16NQD79u1j48aNNGrUiF69emFmZoaPjw+zZs3Cz8+PW7dusXfvXmJiYmjQoAG3b9/WHmsaNGhAUVERlZWVeHp6snfvXu3nJyUl4e3tjYuLC+fOnQNqku5GjRphaGhIcXFxrV7mfn5+bNmy5ZHb+FslKuLYJQiC8L8RI+l/UllZGbdu3eLOnTtkZmZSr149jh8/zk8//cTEiROpV68evXr1wtDQkLCwMExMTFCr1dSpU4c6derg4+MDIPr6CsI/yMOJamFhIVevXiUpKUnbL/zYsWNs3ryZyZMn4+PjQ0VFBeHh4XzwwQeEh4fTsWNHRo0apf0dZWVlfPnll6SmptK8eXMsLCw4e/Yso0aN0i78AzXtWauqqsjPzyc0NJT9+/fTu3dvcnJy8PPzo3nz5siyzJw5c6iurkZPT48uXbrQpUsXkpOT+eyzz2qVp4i7eoIgCE+HSNL/JB0dHXbs2MHZs2fx9/enX79++Pv74+/vr+1YoKFJxDUnNFmWRXIuCP8w6enp/PTTT2RlZdG1a1cCAgIYOXIk9+7dw9PTk/Pnz9OlSxcaN24M1CTfAO3bt+fgwYNAzbEjKCgIgMrKSgwNDcnPz2fVqlXk5eUBNV1RVCqVdmGgJUuWYGFhwdSpU9HV1aWgoABzc3PWrVvHyZMn8fDwqFVS93BHKLVajYeHh7YeXUOMjAuCIDwdIkn/k4yMjPjss88e+bMHb2eLkSZBEHJzc1mxYgUKhQJbW1sOHTrEpUuXSElJITo6mrKyMoYPH058fDxdu3ZFqVSSn58PQOvWrUlOTgbA2tqagwcPEhwcjKGhIUqlknr16lG3bl0WL15MSUkJVVVVpKWlUVxczLhx41izZg2WlpZYW1uzfv16bRtGU1NTXn311VpxalYbFS0OBUEQnh8iSf8faRLyB7uoiJOaIAgPiouL49KlSyxcuJDjx4+zdetWzM3NadmyJVCzCFBoaChRUVEYGhpiaWlJWloaACUlJZSXl3Pv3j0++OAD3n//fT788EMyMzOxtLRk8eLFfPfdd6xevZoGDRqwYMECHB0dMTMzq9WL/HGJQQRBEITni0jS/0ciIRcE4Y+kpqZy9+5dFi9ejK+vL+vXryc7O5s9e/aQn5+PlZUVV69e5d69e1RUVNCpUye2b99OVlYWJiYmqFQqLly4wKuvvsoXX3xBeHg4gYGBtGnTBlNTU5o0aUJYWNgjP/u32rMKgiAIfw8iSRcEQXhCnJ2dadOmDcuXL6/VwWn16tWsXr2a5s2bc/v2bQoLC7ly5Qr9+vUjNzeXy5cvM2DAAK5du0bDhg2RZRlfX198fX1/9RmizaEgCMKLSXpU26y/m8DAQPnChQvPOgxBEIRa1Go1Q4cOxdTUFCcnJ06dOkWXLl3o2LEj//nPf0hLS2Po0KH4+Pjg5OT0hxPLxei4ILwYJEm6KMty4LOOQ3i+iSRdEAThCSosLGTnzp3cuHFDW6ry8GqcD1Or1WLVYEF4gYkkXXgcotxFEAThCbKwsGD48OGP/NlvJeNizosgCIIgzgSCIAhPgVqt/tWqnDo6OmK0XBAEQXgkMZIuCILwFIjRcUEQBOHPEGcNQRAEQRAEQXjOiCRdEARBEARBEJ4zIkkXBEEQBEEQhOfMM61JlyTpFlAMqIBqWZYDJUmyBrYD9YFbwGuyLOc/qxgFQRAEQRAE4Wl7HkbSO8qy7PdAv9CpwDFZlhsCx355LAiCIAiCIAj/GM9Dkv6wXsCmX77fBPR+hrEIgiAIgiAIwlP3rJN0GTgiSdJFSZLe/eU5B1mWswB++Wr/qDdKkvSuJEkXJEm6kJOT85TCFQRBEP4J1Go1KpUKtVr9rEMRBOEf6ln3SW8ty3KmJEn2QLgkSYmP+0ZZltcB6wACAwPlP3i5IAiCIPyKLMvaRFxXV1f7vOhrLwjCs/ZMj0KyLGf+8vUesBtoAWRLklQH4Jev955dhIIgCMKLIjs7mxs3blBVVaV9TpIkdHV1ayXoAIcOHWLcuHG0a9eOY8eOPe1QBUEQnl2SLkmSiSRJZprvgRAgDtgHDP3lZUOBvc8mQkEQXhS5JZXEpheQW1L5rEMRnhK1Wv2rUpXExETCw8OR5f/efL1x4wZz5syhe/furFu3jsrKSm7evMn333+Pj48Pn376KU2bNn3a4QuCIDzTkXQHIFKSpFjgHPCTLMuHgAXAK5Ik3QBe+eWxIAjC/2RvzB1aLzzO4PVnab3wOPti7jzrkIT/J1mWSUhIICIigpKSErKysjh16hTFxcXa1+jo6GhLVioray7OLl68yMKFCwkICGDKlCnk5OTw888/Y2Fhwbx588jMzGTu3LkUFBRw9+5dFAoFPj4+2NnZPZPtFAThn+2Z1aTLspwKNHvE87nAy08/IkEQXjS5JZVM+f4KFUo1FdSMqk7+/gqtPWyxMTV8xtEJ/4tPP/2UXbt2YWJigp+fH+7u7hQVFXH48GEkScLb2xsdHR0OHjzIv//9b/Lz8+nduzcfffQRbm5uuLq60r9/f8aOHcuZM2fYsmULffv2Zdu2bezatQtPT09mzpxJnz59OHPmDKdOnSIpKYldu3aJZF0QhKdKzIwRBOGFlZFfjv5DEwD1dXTIyC9/RhEJv0dThrJp0ya2bNkCgEql0v780KFDJCUlcfHiRc6dO8e6detwdHTkypUrfPHFFwwaNIhPP/2UgoICnJ2dWb9+PYcOHUKWZZYuXUrv3r1p3749tra2ALi4uHD+/Hmqqqrw9PTkhx9+YP/+/ejr6/P222+zevVqVqxYgbGxMadOnXr6O0QQhH+0Z93dRRAE4YlxsjJG+VBdslKtxsnK+BlFJGio1WokSUKSJO1zmu/v37/PuXPnGDx4sPa1Ojo6qNVqYmJiMDIy4t69exgaGmJhYUFAQAD/+te/CA4O5q233gLA2tqauXPncvr0aQoKCnB3d9d+RmZmJmq1GicnJxwdHenTpw8NGzYEaurWPT09OXr0KGfPniUjI4OqqioCAwMRBEF4mkSSLgjCC8vG1JBF/Zoy+fsr6OvooFSrWdSvqSh1eUpkWSY/Px8zMzP09PRqJeQPtziUZZnY2FjS09PR0dEhLy8PoNZ72rdvj5+fHzY2NrRp0wYXFxfatGnD66+/jpubG/fv36eqqgoDAwM2bNiAvr4+3333HcXFxYwaNYri4mLq1atHRkYGlZWVGBsbM23aNGbPno0sy6Snp2NkZMS3336rjalDhw5Mnz4dFxeXp7DHBEEQ/usPk3RJkroATsAxWZZvPfD827Isf/MEYxMEQfh/6+lXj9YetmTkl+NkZSwS9CcsPz+frVu34uPjQ2BgIGvWrGHatGm1XnPr1i1iY2MpKChg6NCaZl4nT55kwoQJtGnThuLiYrKzs5FluVYyb2Jiwtq1a7l79y5JSUlERUUxduxY/Pz8sLW15fbt21RUVGBgYMDu3bt57733cHV1ZdmyZaSnp3P9+nX69u3LqFGjqF+/PpMmTeKjjz6iadOmXL9+HS8vLxo3boxCoSAkJISQkJCnuu8EQRAeJD3YiupXP5SkeUAb4BLQA/hKluUVv/zskizLzZ9KlH8gMDBQvnDhwrMOQxAE4YWXkZGBra0tRkZGVFdXo6Ojo02mJUlClmWKioowNzenqKiIVq1aERoaSlFREcuXLyclJYXp06fj7OyMiYkJ1tbWTJ48mTZt2jBr1ixefvllTp06xahRo/j+++9p2LAhFy9e5Nq1a3Tu3Jm6devWiic4OJiRI0fSoEEDvvvuO7p06UKHDh344Ycf2LNnD8nJybRv3x61Wk2/fv14+eWXSUtLw8DAAEdHx9/dVk0Lx+d9YSOlUklBQYGY2Po3IknSRVmWRQ2V8Lv+aCS9B+Avy3K1JEmfAVslSXKTZXkCIP3+WwVBEIS/q/z8fMrLy0lMTKRTp06o1WoqKiro0aMH69evJyAgAD29mlNIRUUFt27d0tZ1r1u3Dn19fTw9PVEqlaxfv54FCxZgZGTE9OnTGTFiBD4+PnzzzTesXLmSgQMHYmpqSnV1NQBt2rTB1dWV27dvc/36dZYvX46Liwvt27cnIyMDADs7O6Kjo3F0dMTZ2ZnWrVtz8uRJRo0axfvvv8/o0aNp0aIFAI0aNdJulyzLjyxdeVSN/POanD988bBw4ULKysr49NNPMTQUd4oE4UXxR0m6nizL1QCyLBdIktQDWCdJ0k7A4IlHJwiCIDwVmiRcoVBw6dIlVq1aRVBQEJGRkQQHB2NkZIRCocDFxYXs7GwA3n33Xe7fv8/FixcpKChgzpw5DBw4kEWLFtGtWzfGjRuHv78/RUVFDBo0CKgZ9X3vvfcIDg7G1dWVsLAwXFxccHV15fTp03Tp0oX8/HxKSkqIjY3lww8/JDQ0VBvn6dOnGT9+PBUVFTg6OtKvXz/atWsHwJQpU/j444+1rzU3N9d+L8vyr8pnHvS8JuTR0dFkZmYSGhqqTcAfjrVOnTqkpqZSUFCAg4PDswhTEIQn4I+S9BRJktrLshwBIMuyCnhHkqQ5QL8nHp0gCML/Q25JpahFf4hmxFilUtVa8GfRokUolUqmT59OdHQ0ISEhmJubc+XKFW7evElycjIJCQlkZ2ezevVq2rRpw/nz58nOzmbatGmcOXOG5cuXExAQQNeuXbl+/TpZWVmUlJRQXFyMjo4OVVVVNG7cmJdeeokZM2bUiis0NJSwsDA2b97M/fv30dPT4+TJk3z44YcolUokSUJPT4+goCAOHz6MtbX1r7ZNU3rzqGT84VHy54ksy9rYNJ1sNKytralTpw4GBjXjYnfu3CE6Oprbt2/TtWtXfHx8cHBwIC4ujuzsbJGkC8IL5I+S9AGPelKW5RmSJK1+AvEIgiD8JfbG3GHKQ11devrVe9Zh/Sn/n4uMwsJCqqqqsLS0RFdXF6i9CqemVEUjPT2dsrIyCgoKiI+Pp127dnh7e7Nnzx42bNjA5cuX6dOnD/n5+WRlZWFqagrUJJGjR4+mc+fODBgwgI0bNzJlyhRef/11tmzZgre3NwcOHMDMzAyVSkW7du2YPXs2np6eZGdnc+XKFfr27UvPnj2xtLRk6dKldOjQgRUrVmBmZgaAvr6+Nk4DAwNtgq5Wq5FlWbt98Hwn47/lUQl6cXExycnJ6OrqcuPGDVQqFfr6+syZMwcdHR0sLS3ZunUrb7/9Nl5eXhw6dIh79+49y80QBOEv9rtJuizL5QBSzRHkX4CbLMuzJUlyARwBsb62IAjPnRdhpdHHvcjQTP6XZRm1Wo2uri6SJHHq1CnKy8sZMOC/Yy25ubnEx8dz48YNDh48iJ2dHdOmTcPJyYn4+HiUSiU5OTk4OTlx+/ZtQkNDMTY25vTp04wYMYJhw4aRlZXFxo0buX79Os2aNeOnn34CwNHRETc3N2JiYvD09MTZ2Zl///vfvPbaa9jb29O3b1+sra1Zv349jo6OLFy4EEdHR4KDgwkKCgKgXbt22tKVx/G8lqg87OHR8QdVVlZy/fp19PX18fb25siRI2zYsAETExMsLS1p2rSpdiGl0NBQFi1aRF5eHj/88APbtm2jfv36DBo0CD09PW0ZkiAIL4bH7ZMeBqiBTsBsoBj4Hgh6QnEJgiD8zzQrjWoSdPjvSqN/hyT99y4yzA110NXV1SZ9mlFYSZJqJYLXr19n69atrFmzBnd3dyorK4mPj8fDw4OsrCzu3btHVVUVxsbGDB06FBsbGwwMDLhz5w7GxsY4OztjYGCAkZERurq62tHrtm3bsmrVKtLT0+natau2p7iJiQlVVVXaPuUNGzYkNTWVhQsX8vPPP3Px4kV8fX2RZZmAgAB27NjxyG3XjI5rusX8XfxezbvmuezsbPLy8rC2tsbBwYGdO3cyf/58HBwc8PHxYdCgQbi7uxMbG8vo0aMZOXIkZWVlxMXFkZubC8D333/Ptm3b8PX1pW3btsTExDB8+HDMzMy0veUFQXgxPG6S3lKW5eaSJF0GkGU5X5IkMXFUEITn0oMrjcpqFZKO7t9qpdH0vDL0kLW1yhUZ8UiSivmLL2OgLGHs2LHa9oG5ublERESQnZ3NypUrCQoKYvny5ejr63P//n2Ki4sxNTXF1dWViooKevXqRbdu3dDT02P06NFs27YNT09PkpKS6NixI2lpaVy4cIGIiAh2795NvXr1uHHjBtHR0fTs2VObiN+9e5fXXnuN6upq3nnnHcrKyigqKmLChAnIsszcuXMZOXIkGRkZBAcH07p161rbqBn5f/ji4nkfHdd0VnnUaqmax8XFxdpSnZKSEiZPnkxUVBT16tUjPT2dNWvWoK+vz/bt27l06RJZWVnMnz+f6dOnc/DgQWxtbWnZsiUAhoaGKBQK7t+/D8CMGTO4evUqNjY2fPLJJyQlJaFSqbC2tiYjI6PWZwuC8Pf2uEm6UpIkXUAGkCTJDlD//lsEQRCePKVSSUlJCUePHqVVq1Y4OztrVxr9aFcsBrqGz/VKow+OHGse17M0ohqJmkOuRFVmEsqqEhq90oNzp08SGxvLzJkzWbBgAXFxcfTv358mTZpgYGBAREQEffr04fDhw2zevJm6deuyZ88e8vPzuXLlCv7+/hw4cIBly5ZRt25dysvL2b9/Px4eHigUCioqKrhy5Qpvvvkmbdq0wc/Pj6ysLMLCwti0aRMqlYqXXnqJwsJC9PT0iImJITIyEkdHR1q2bImTkxNQ01nF3Nxc2/7w4baBkiTVqiV/3mj+Lr93EaFUKrX18klJSYwfP57s7GxsbGwYPXo0vXr14uLFiyQnJ3P58mXu379PQEAAubm5lJSUcOTIEfz8/FAoFDRs2JChQ4eio6ODiYkJubm52np7Ozs77t69C4CLiwsbNmzA3t6ea9eucf/+fe7evYu3tzcKhQKVSvV0d5QgCE/M4ybpy4HdgL0kSXOB/sCM33+LIAjCX+vBRC8/P5+vvvqK3r17o1Ao2LdvH0ZGRjg7O6NUKrUrjW7fvZ/M5Hh6+nX73drgp+3hpFWTEOrq6pJ58zotCk9yICYN+1Z9qDK3xuJ2LGcjIygrK0OWZW7dukVWVhZNmzZFV1cXX19ftm7dyqpVq5gzZw6nT5+mrKyMBg0aUF5ejkKhwMjIiLS0NGbMmMHZs2extbWlf//+7N+/nyVLllBeXs6dO3do2rQpPXv21PY9X79+Pe3atePmzZv06NGD+fPno1Ao0NHRoVmzZjRr1qzWdj24jzWPn5f9/iiPmoD6qHiVSiWbN29GV1eXtWvXUlRUxLx58+jZsycWFhbMnz8fX19f0tPT6dChA926dePy5cu0bduW6upqbG1t6dGjB1lZWXh5eREYGEhYWBje3t61PsfFxYWUlBQ6deqEnp4eJiYmZGZmkpmZyebNm1mwYAGJiYmMHTuW+vXrU7duXerV+3tNihYE4Y89VpIuy/K3kiRdBF6mZhGj3rIsJzzRyARB+EfTJLEPJk8PJk5WVlbMmjULgHv37uHs7ExJSQnh4eEsWbKEw4cPY2NqiKogi7ycmlHIp1XjXF1dTUVFBaamptqRzYdrrDUtCbdv386ZM2eoqKhg9uzZfPTRRxw6dAhra2uG9B3AsaMLmfHBB5yNzEZfX187UdTMzIzbt2/j4+ODrq4u7dq1o7q6mkaNGmFpaUlGRgampqbcvn0bY+OaMh9bW1tu3LiBWq3m+PHj2NraolQqMTIyAsDZ2ZmjR4/i4OCAkZGRNsHW19enS5cuXLp0iWPHjqFSqQgKCtKuMApo7wY8nNw+b8n5g+0ONR4V47Fjx/juu+9ISEigcePGLF26FFNTU9auXYubmxubN28mPz+fUaNGERAQQL169Th69ChjxoxBpVKRkZHBrVu30NXVxcjIiLy8POzt7VGr1Vy7do0RI0ZgZWXF5s2beeutt0hMTOTatWuMGzcOV1dXUlNTUalU6Onp0blzZ4KDg7G3t0dPT49///vfj71tgiD8fT3W0VOSpM6yLCfKsrxKluWVsiwnSJI09EkHJwh/tdySSmLTC8gtqXzWofzjaZI7tVqNSqXSJuUamoRPk6CrVCqOHj3Kd999R3FxMbIss27dOt58803s7e0xNTUlLS2NoKAg7O3t2bt3LyqViujoaN566y3gr0/S79+/T2VlJbIsa5PxO3fuMGnSJPbs2QOArq6utuOKZkVNgJiYGPz8/Bg7dixnzpxh4MCB/PjjjxQUFNC7d2+uXr3K0kXzMTM24MhP+/Dz89NOTszOzsbKyoobN26go6ODjY0NUVFRqFQqrKysyM/PJy8vj/Hjx3P69GkcHBwYPXo0WVlZlJWV8e2337Jx40a+/PJL+vXrR7du3fDy8mLQoEEsWLCAjz/+GGdnZ3R0dLR/lxs3bhAeHo6BgQFz5syhcePG2n36cEnIs6T5W/xW2Yfm30BlZSWXL18mLy+Pffv28fLLL9OhQwcyMzMBKC8vZ+DAgYSHh2Nqasrq1TVdhwMDA/H09MTd3Z3AwEBMTEy4cuUKeXl5HD9+nMmTJ3PmzBk6derEiRMn6NatG+fOnSMqKgpA28KysLCQsLAwFAoFgwYNYs2aNRgbG6NWq5kwYQKLFy/WLl7k5OSEp6entm2mZhsf/j8jEnRBeLE8brnLJ5Ik9QMmAabAeqAS2PSkAhOEv9qL0Df7RRAREcG7775Lx44dWbFiRa0e2BoVFRXs3r0bPT091q9fj5ubG/369WP58uXo6Ohw6tQpwsLCqFevHmVlZUBNC8CYmBgsLS0ZM2YMU6ZMoUuXLsTFxeHq6vo/x1tdXY2enh737t1j06ZNvPTSS7z00kscOnSIvXv38v7779O8eXPtxYShoSHXrl0jOjqaEydO0L17d7Zs2UJaWhrOzs6sWLGCOnXqsHTpUkpLS9m5cycdO3ZEV1eXWbNmcf36dRwdHUlNTaVBgwYEBARw/Phx+vfvT0xMDEZGRuTn51NaWsr58+cBaNq0KSdPnuSbb75BrVZre5gPHDiQ8vJyfvjhB0pKShg1ahQhISGYmppy4MAB0tLSGDJkCM7OzoSEhCDLMra2tr8a8Qfo2LEjHTt2/J/3419Nc8HyqD7pv1frvn//fiIjI0lKSuL69eu0aNECMzMzLC0tycvL4+uvv2bs2LF0796djRs38uabbxIVFUWLFi0oKCjA1dWV4uJiKisrMTQ0xMPDg+TkZOzs7KioqKBJkyYUAW9fdAAAIABJREFUFBSQmZlJeHg47777Lq+//jrz589n8eLF2k47+vr6WFhYMG3aNKZPn/6ntv15r+cXBOGv8bhJenvgQyDml8efyLL83ZMJSRD+ei9C3+y/iz9afj0xMZE333xTm5gcOnSI06dPc/36dYYNG0a3bt2QZZl//etfLFy4kJkzZ7Jw4ULmzZvH8ePHAbC3t2fevHnUr1+f0tJSCgsLqVu3LlFRUdy9e5cWLVpgbm7O3Llz8fb2rjWC/bixK5VK9u3bh5eXF46Ojvj7+3PmzBmcnZ2BmhFyhUJBTk4OO3bsYM6cOXTt2pX27dujp6eHv78/TZs2ZdeuXbz11lt069aNL7/8kkWLFvHVV19pa8v37NmDnZ0ddevWZfz48SQmJpKamsobb7xBSEgIpaWlKBQKbGxscHR05MCBA8TExFBaWoqxsTGdO3emdevWtGvXjjNnzlBSUsLy5cvp1q0bAG+99Zb2TgJQa/TV0dGR/fv3a7uBPO8jsQ/Wu//WokWpqakcOHCAyMhIevXqRd++fdHX19cuBqRUKgkPD2fevHl07dqVTp060bBhQ5o0acLdu3fJz88nOzubq1evsn//fj755BPy8/PZvHkzt27domnTpmzdulWbpDdu3Jjw8HDGjBlD48aNad++Pa1ateLVV1/VrhLav39/unXrhomJCfv372fz5s0oFArtdmg63QAi+RYEQetxk3QroCWQAjgBrpIkSbLmfrUgPOf+7n2zn0cqlYorV64gyzLNmzfXJlC/t+JjQkICq1evpqKigvDwcE6cOMHJkydxc3OjV69eTJw4ERcXF3x9fbG1taV58+a0adNG26YuKyuLOnXqYGtry+XLlwkICMDY2Jhbt27h7OyMrq4uGRkZODo6MmfOHAYPHkxgYCB169b9VSwPdlVRKpXo6Oigp6enjV1fX5/IyEhiY2Nxc3PD0NCQHTt2kJSUxIEDByguLiYgIAAdHR2OHTuGsbExDRs25JtvvqGsrIykpCQuXLiArq4up06d4ssvv+TmzZu4uroSHx/PunXrePvtt0lISOCNN96ge/fuLFy4kDlz5rBmzRpiY2OJiIhAX1+fdu3a4eDgwIQJEygrK+Pnn3/G2tqa4OBgAgMDeeWVV7C1ta21fQ8enjWlHw+XpRgYGGgTyT/jSdQ+37lzh7i4OC5fvkx6ejqfffYZdnZ2tV7zYOzp6emEh4dz/vx5BgwYQPv27ZFlmbCwMPLz8+nevTvNmzfXvk/zXicnJ5ydndm+fTsHDx4kKCiIlJQUvL29ycrKory8nMLCQm7dukVGRgbNmjUjKiqKn3/+mR49euDr60tcXBwFBQWYm5vz0ksvkZBQM0Vr3LhxDBw4EDc3t1pxV1dX069fP7KzszEzM2PFihW1fi5GxgVBeJTHTdKjgQWyLH8jSZIxsBA4DQQ/scgE4S/0YN9sjWfRN/v/s8z7s6IZMXw4MdPR0eHevXvUr19f+1ilUhEfH8/Fixfp3Lmzth2fhpGRES1atECSJGbPng3ApEmTOHr0KDt37uT8+fMcPnwYX19fPDw8tCsoOjo6cvv2bfLy8qhTpw5Nmzbl/PnzdOzYEUtLS+Li4ujSpQulpaUkJycTGBhIkyZN6N27Nzk5OQDantzV1dXo6+v/KlnNycnh3LlzZGZm0r17d1auXMn69espKyvD0dERBwcHLl++zNGjR2nevDkKhYKff/6ZzMxMgoKCqFOnDiNGjOD06dPcvHkTOzs7PvroI6ysrNi4cSMrV65EX1+fRYsWERsby6BBg5g4cSKLFi3C1dWVHTt2kJGRgaenJzExMVy7do3mzZszZMgQtmzZok04H07wNKqrq9HV1X1k7/H/TwL4qFaEmtHf/2+ivmHDBvz9/fn+++/ZtGkTzZs3x9fXl06dOmlHmvPz87GysqK0tJRly5bRtGlTunXrxn/+8x8qKir4+uuvsbS0JCsrCzc3NxISEti7dy96enokJiayfv16kpKSaNasGY6Ojtja2pKQkICPjw9OTk5ERkZy584dhg4dqu05fv36dTp16sTatWsJCQlBX1+f7t27U1ZWhru7O3PmzMHe3h6AoKAg7YqpJiYmtRJ0TamUnp4eGzdu1Pa2FwRBeByPm6R3BoolSWoBGAG7gJwnFpUg/MU0fbMnP1ST/jQT5b9DTbym3EMzGl5cXMyqVauYOnXqrxIySZLw9/fn1q1bAIwdO5aqqioKCgrIycnh9OnTTJ06FXd3d+17GjRoQI8ePYiKiqK4uBgHBwd27NhBeHg4H3zwASqVipSUFABatWpFVFQUb7zxBnXr1kWpVJKVlYWvry+enp4cOHCAyZMn4+HhQUVFBba2towfP147an7r1i1ycnLo1atXrZgBkpOTOXDgAJcuXWLYsGHMnDmTc+fOoaurS0hICLdu3WLDhg3Y2trSuHFjysvLgZrRW6VSSffu3enYsSODBw+mrKxM2/6uvLycxo0bU1paql1F8vz581yOvUKliSNpyVeJjIzE09OTkpISvvzyS+7evcvdu3cZPHgwo0aNIi4ujtatW9OsWTPs7OzIzc3lxo0b2m14sOuNZps0dwHgf0/IHyyD+aPFhaKionjppZe0j318fDhy5MivLso0cT5cO65SqdDV1eXs2bMYGRnh5ubGkCFDmDt3bq337dy5k02bNjF69GiMjIz4+eefmTZtGvv27SMiIoKPP/6YsLAwvv32W3x9fXFwcCAlJQU9PT3u3LnDggULkCSJlJQUdu7cyeDBg7G0tMTc3JyuXbvy/vvvM2DAACIiIvD29ubgwYOo1Wqqq6txcnIiLCyM+/fv06xZs1p3Kl599dVa26jZnodp/iaASNAFQfjTHjdJDwHGUVPqEgO0AqKAz59QXILwl9P0zX4WI9nPa038jBkzmDJlSq2a5AeTcRMTE7Zt24a1tTV2dna0bdsWW1tbbVKyb98+IiMjadSoEfb29hw/fpwdO3Zga2vLoEGDOHDgAGPGjKGoqIjExETq1auHk5MTBQUF3L9/Hzc3Ny5cuECnTp3o3LkzcXFxfP311wD4+fnx+ec1hxg7Ozv09PSoqqoCoG/fvvj7+wMwefJkbTIUEBAA1Ew8/fzzzykqKsLPz4/r16/j4eFBZmYmjRs31k6QrKio4ODBg5ibm7Ns2TKuXr1KVFQU8fHxVFRUUFFRoS1Z6dOnDytXrsTMzIySkhJ8fX3x9vZmz549nD9/njFjxmBsbEy/fv04cOAA8fHxREZGUlypIrO4mlYtAtExsSK0Y2dMTEwwMTFhzJgx1K9fv9aFjIuLC/DfDh7W1tbMmPHfZSmeVBeV3/q9J06cYN++fdy6dYsZM2bQvHlzhg4dyldffUXXrl0pLS2lXr16KJVKbVnNwxM5H77A0/zc3d2dlJQUgoOD2bt3Lz/++CMpKSna1U/79++PjY0Nc+fOpbq6mu7duxMeHs7u3bs5evQoXl5e2s8ODAzkypUr3Llzh0uXLnH16lVUKhXr1q3D2NiYMWPGYGlpibOzMxUVFdy/f5+qqio6d+5MUlIS1tbW6OrqEhoaSmhoKECt/u/w3zKfh+8iiFIVQRCehMdN0scBQUC0LMsdJUnyBmY9ubAE4cmwMTV8Jknxs6yJz8rKIjMzk+zsbCZNmkRYWBgdOnQAYO3atbRr146QkBBUKhXJyckcO3YMGxsbXn/9db777juysrJYuXIlw4cPR6lUAv8dkW7YsCFXr14lJycHLy8vUlJStG3jmjVrRkJCAjk5OfTr1w9Zlpk0aRItW7bE0NCQnJwcdHR0CAwMZOfOnaSmpnLjxg2cnZ1JT0/nlVdeIT4+np9++ons7Gw++ugj6tSpo62Fb9CggbZ8qK6FIXbmNaVLu3bt0i64M3DgQDp27EhpaSmTJ08mICCAgoIC7ajssmXLWLlyJfb29lhYWHDu3Dltbb25uTnV1dW0aNGC8ePHY2VlxZ49e6ioqGD9+vV4e3tTp04doCaR7dmzJx9++CEKhYJdu3bxzjvv4OHtw+6qJthUVKIqLcDA1pUrxoasHtwJSZIIDg7GyMhIO3FQk+w9uLDRg4//Fw8vmvQosixz+PBhzp49S506dYiIiGDevHnY29uzdu1amjRpQosWLRg7dixLly5l7dq1bNq0iejoaCwtLWnWrBkKheJXyWplZSXXrl0jLS2N9evXo6enx7Rp02jRogWnT59m7dq1mJub06VLF1JSUvjiiy/w8/OjVatWWFhYsHjxYtLT0wkKCmLhwoVYWVmxc+dOWrdujbW1tTbZLioqwsnJiXfffZfXXnuNDz/8EDMzM06fPs3Ro0cJDQ0lJCSEVatWsWzZMtRqNVOnTkVPT4+Kigpat26NhYUFarWamzdv1trfD37/8FdBEIQn6XGT9ApZlit+GRExlGU5UZIkrycamSC8QJ5WTfyDCZkmudi6dSumpqbY2dlRVFTE3LlzMTIyolWrVnTs2JFz584REhJCdHQ0c+fOxcnJSbuE/Jw5c0hNTUWpVDJ27Fjt52gmW9avX5/q6mrS0tLw8vJi48aNlJWVYWZmRrNmzTh06BB2dnacPHlS+97CwkIqKyu5ffs2AG+//TalpaVYWVnx2muvcfnyZXJycggNDcXFxYX4+HhcXV3ZuHEjs2fPpkOHDrzxxhtsOnqZtz/dQ0H0D5gHvMqXb3emtbMRixYtolWrVsyfP5/Q0FDGjRvH8OHDWbVqFTt27MDIyAh9fX2uXbvGpUuXsLa2prKykqlTp3L27Fm2b9/Opk2bqK6uJj8/Hy8vL7Zt24YsyyiVSho1asStW7cYMmQI9nWceHvE++ii0tY5t2vXDmtra3bv3k1segGH1p+lWr8aZChNiKA09zZ9o5eTnX6TESNGMHLkSIyNjX81+vygx00Kk5KSKCwsrLXQ0IPJ+W+VZURFRbFixQo6dOhAcnIyly5dori4mIiICMzMzJg2bRqlpaVs3ryZsLAwNm3axM6dOzE3N8fR0ZG4uDjMzc1ZtWoVFy5cwM7Ojrlz51JYWMikSZOws7NjwoQJZGZmMmzYMOLi4rh69SpKpZLt27djb2+Pra0t69atw8PDg9jYWCZOnIiTkxMtW7bk8OHDWFhYsH//fho0aMDYsWO5dOkSycnJtG3blh9//JHZs2dTWVnJwIEDiYyMpHHjxtp5Czo6OpSXl2NhYUHDhg3p0KEDI0eORF9fn8TERL7++mt0dXVp1aoVLi4utfa3SMgFQXhWHjdJz5AkyRLYA4RLkpQPZD65sAThxfIkauJXrVqFt7c3L7/8sva5h5dj19XVpby8HH19ffz9/XnjjTeIiYnhm2++oVWrVgQHB3Ps2DGgphVi/fr1CQsLIzY2lsWLFxMREUHTpk1Zs2YNULOy5xdffMHu3bsJCAhgy5YtmJiYkJGRQWBgIKWlpeTn5+Pg4IC3tzcXLlyoFY8sy1hYWDBlyhRsbGxQqVQYGBjw4YcfAhAeHq5tcxcYGMjatWu1Nebz5s1jxYoVuLq6cvzUGSYu3YhZmyGU3c9AFX+ayd/b81HDPDp16oS9vT1lZWWYmpqip6fHuHHjeOWVV4iMjMTb21vbeSUjIwM3NzcuXryImZkZJ06c4Ouvv8bY2BgTExNSUlL48ccfuXPnDg4ODri7uzN37lyu5sGCPefRt67DMYXlI+cXyLJMXQtDqqqVgISyIAsA0yad2PDpAOrXtftTpSvV1dW1upQ8anQ9OTmZy5cvY2Njg6WlJTY2Nhw8eJDVq1eTnJzM4MGDefPNN3FyctKWDhkYGPCf//wHHx8fPvroI1JTU8nOziYhIQGFQqF9nWblzOPHj/PDDz/QsGFDNm/eTEFBAba2tqxdu5aIiAj69etHYmIiffv2ZfPmzTRs2BBra2saNGiAvr4+mZmZpKen8+OPP5Kens6wYcMYMmQIeXl5rFmzhnbt2jFv3jzi4uIwMTEhJyeHoqIi7QRaFxcXkpOTady4MZs3b8bCwoKKigqaN29OQEAAaWlpWFtb8+mnn3L37l2mTJmChYUF0dHRLFmyBB0dHe0dFIVCwYgRI7STPYcMGfLYfw9BEIQn7bHOELIs95FluUCW5c+AmcC/gd5PMjBBeNH09KvH6Smd2DK8JaendHqsSaM5OTnaxFVDM2EwODgYX19fAG2pynfffceMGTOIjIzUjpg6OztTXFyMpaUlurq6dOvWDScnJ2bPnk23bt207eMAbQcRFxcXGjVqREpKCu7u7ty5cweo6U/+zjvvcO7cObZu3apNGhMTEzE1NUVHR4e8vDygZpLoDz/8UKv9nyYmV1dXTE1Na00kVKvVnD17Fj8/P7y8vLC0tCQ2NlYb24QJE9DV1SUiIgJrJw/0DIxAVmHWvDvK3AzUeXe4m1dMdnY2BgYGuLm5aUfrPTw8sLS0ZOfOnXTq1AmAbdu24eDgQPfu3VEoFJSXlzNkyBBSU1OZNGkSO3fuZOzYsaxdu5a8vDwSEhI4ffo0Pv4tWHauEB0HLyr0zSmvUjFp52VyispRqVS1JnTamRuzeIA/Rvo62Df0x7Z5CMtH9cHNyeE3E/TS0lKioqJYvnw5y5cvp7CwkBs3bnDgwIFakzs1CfrNmzfJyqq5ADhx4gQLFiygY8eOrF+/nsTERK5fv86sWbOIj48nNzeXqVOnArXbL3p5eWl/n42NjXZxpOzsbE6dOqX9O0RERJCdnc2yZcsoKSnh8uXL3Lx5EysrK+bNm0f79u0ZPHgw/fr14/jx43zwwQfY2toSHx9PaGgoM2fOpLKykhkzZjBo0CCcnJyws7Nj4cKFmJmZkZWVpV011tLSkuTkZJYuXUpeXh69e/dGkiSGDBlC27Zt8fT0pH379qSnp2NkZMT69etp3bo1ZmZm3L17l+zsbMLCwnB3d8fc3JxPPvkEPz8/oKa95oQJE3jvvfe0zz38/0sQBOFZe9yRdC1ZliOeRCCC8E/wRzXxD3fYSE5O5ttvv2X48OHaVoeaEXLNUuWzZs1i1apVLF++nEGDBqFUKvn8889ZvHgxPj4+5Obm0qRJExQKBWq1GnNzcwYPHkznzp155ZVXyM3NBcDa2ppr164BYGVlxZEjR5g5cyZeXl5UVVURFhaGgYEBb7/9trbdomainUKhoLKykiVLltRa3TMkJEQb84NJaXZ2Nps2beLYsWPUq1ePCRMm0KRJE1QqFbdv38bGxgZbW1uuX79Ot27dUKvVGBsb4+npyeXLl5kQEopallHmpGHsHogyL4O7EVtw6zie2/E1K5gGBQUxfvx4Zs6cqS1rOX78uDYmPT09XFxcGDRoEAMHDmT37t14eHjQvn17zMzMUKlULFu2DEBb6qKvr096XhkGevpUqmoWSJIkCUM9PTILK7V18Q96nAnLmkWYgoOD+eSTT0hKSsLb2xsfHx+g5g7Gnj17SEtLw9fXF3d3dzZs2MD27duxtLTk5Zdf5p133qFPnz7aTjGvvPIKERERrFixgjNnzpCTk0NaWhp9+vShpKSE6dOnk5qair+/P9bW1uzatYtJkyZhb2/P4cOHSUpKAmoucPr374+fnx+Ojo64u7vTt29fWrZsyYYNG/D09OTbb7/Fz8+P2NhYTp06RUhICLq6uhw5cgR7e3vS09O5ePEiM2bMwMDAgMjISO2chKZNmxITE0OzZs3YuXMnJ0+e1Na4u7q64urqyokTJ9DT08PBwYE9e/aQk5NDdHQ00dHRZGdnExAQwPfff4+zszNt2rQhKCgIBwcHZFlm4sSJj/y/9uDF1INEeYsgCM+LP52kC4Lw/6dSqbRdLx61BDvUlDd4eHhgZ2fHwYMHmTVrFjk5OQwfPpzRo0dTXV3NvHnzmDVrFo6OjhQVFWm7ocyePZutW7eyYMECoqOj6du3L4aGhlhYWJCdnY2dnR0zZ87UjtTeu3ePwYMH07NnT1auXElJSQk2NjZ4eXmhr6/P1KlTiYyMpG3btlRUVGBsXJOMyrJM27ZtAaiqquLIkSMEBwfTrl07ysrKuHv3Lmq1Gg8PD/bu3cvBgwdZunQpkZGRXLp0iQULFmBmZqYtaXF1ddX2NXd1ddW2Y9QkVA4ODuTl5eHsYE0HXyei8wowM9RDzyeY6tRjbP5mHaNGjQJqLhA+/vhjWrdujampKUOGDKFVq1a0atWK9PR0dHV1MTMz0+7z8ePHazuqaC4qHlyBVDPq7Gyt+NPzCzQXZ5rfr2mbqPmc6OhoysvLUavV5ObmcuLEiVrvj4uLY9u2bcTGxjJixAgaNWrE0KH/x955BkR1rl37YoYOQ2/SQRlAVIoI1liwJ/YaNaLHXqKYGHtiFEtsxB6N0TcmUWOP8WgUNUZFVCwgForSpJcBpEqZme8H3+wDxpyW5KTt648TZJ7ZBcl67r3ue4WyfPlynj17xsqVK9m3bx8ffvghJ0+eJDc3F4lEgrOzMwUFBSxatAhLS0ucnZ1JTEzk3LlzBAQECJNUdHV1KSsro0uXLri5uQnHWFVVhZ+fH7GxsbRr14633nqL8PBwtLS0kMvlFBYWEhISQlZWFrW1tRw5coScnBxUKpXwBKd379588803fP311xQWFjJ8+HBu3ryJTCbj+fPnNGvWjIqKCvr370+/fv2wsbFh2LBhHD58mMTERLZv346bmxv29vbI5XJcXFyIioqiW7dudO7cmTFjxlBRUcHhw4d59913MTMza9Lg+fJYUQ2iGBcREfm9I4p0EZFfiFd5hBunWv7UyDZN4IlarebKlSu8//77VFVVERwczM6dO5FKpURHR7Njxw5kMhmtW7cmNDQUb29vZDIZ1dXVeHh40KZNG8rKyjAxMaFjx44cPnwYgOLiYsFXbG1tTXp6Orm5uQwfPpxr164BDTaGESNGsGXLFg4fPoxKpWLZsmU4OTlRW1tL8+bNadu2La1bt/7ROdTW1qKjoyPYbXbt2kVwcDCDBg3i/v37mJmZsXjxYqysrFAoFOTn51NdXU1SUhLV1dVYW1tjaGhIRUUFmZmZguh3cXEhOjpa+KyysjI+/fRTNm3ahFQqpaWjJR4OWrz5t3Y4WxpxqHkJK1asEI5RIpEQGhpKaGjoj+6TRvQ33hRpvtZ4tjX8WMz9u/0FL09VeXliS2McHBx4+PAhjo6OJCQk8PjxYwoLC3Fzc8PZ2ZmBAweSnp5OYGAgQ4cORUtLi9TUVHr27ElxcTFWVlbk5eUhkUjQ19fn6dOnHDlyBHd3dxwdHZk1axYbNmxAX1+f8ePHY2Vlxddff01GRgYXL15k7NixBAQEEBERwfnz52nZsiXV1dUcOHAAtVotNFMGBgby5MkTNm/eTFRUFGq1moyMDObMmUN9fT19+vRBW1sbXV1dWrduTXJyMkFBQdy7dw+VSkVAQABeXl7o6Ojg6enJ7du3KS8vp76+Xqi+19TUUFNTw+nTp7l58ya5ubkEBwfj5OTEokWLWLNmDQBjxozBzs6OiRMnYm5u/pMTcP5ZAq6IiIjI7xlRpIuI/Ew08eASiYTU1FQWLVrEkSNHgFePvSsvL2f//v2Ul5dz7NgxzM3NOXjwIDY2NqxZs4aNGzfi6+sriEU7Ozvs7e1xd3dHX1+fVq1acf36dfr27Yu5uTn379/H09OTmpoaYmNj6dq1Kw8ePMDU1JSsrCzatm0rWFpMTU0pKSlBoVDQrFkz5s+fT8eOHenUqRMAQUFBBAUFNTleqVRKXFwcRUVFuLq6UlZWRmlpKYsWLSInJwdnZ2dWrFiBg4MDLVu2FKqaL168oKCgQPCoe3p6UlVVRVlZGYMGDeLRo0ecOXOG+/fv4+DgwO7du7l+/TrTpk0DwN7envLycm7evElaWhpXr16lX79+wrH6+/ujp6eHTzNjdHV1mTVrFrNnz37lPdIIZi0trSajDhvznwi5Ab72BDgYoXgBzUx0hSr5Tz0V0WyeMjMzWb58OYmJiZiamnLo0CFMTEyoq6vDzs6OwMBAYVxgUFAQtbW1tGnThjVr1qCrq0tqaio1NTXo6+vz0UcfMXjwYDw9Pbl8+TIXL16kqqqK+/fvc+fOHby8vJg4cSKvv/46hw4dYuzYsejr6+Pk5ESzZs3Iz8/H0dGR8vJyNm/ejLGxMW3atKG4uJjk5GQsLCyIjIzk66+/Zs+ePdy5cwdfX1/q6+uxsbHB1dWVmpoaHj9+jLa2NtOnT2fmzJmcOXOGvLw8BgwYQHh4OB06dODkyZMkJyeTl5dHTk4OXbp04cGDB/j7+1NSUoKWlhb3798nICAAfX19Vq1axeeff46DgwNbt25FLpejra1Nhw4dOH36dBPfuLm5OfDT9hURERGRPyq/TiqGiMifFJVK1aQ5sKamhpUrVwqCzN3dXahgAyQnJzNp0iQ6duzI+vXrqaqqor6+ngULFiCRSPj+++/x8vJix44dQEPT4CeffMKRI0cEq4etrS1OTk7k5OQIn/H48WMAWrduTUxMjCBUtm/fzp49e4QGydLSUrS0tHBzcwOgT58+9O7dm7i4ONRqNQ4ODowaNUqwm0CD2MnNzSUyMpLjx49TXFzMtm3b2LZtGyNHjiQ+Ph4jIyMWLlzItWvXWLRoEW+++SaWlpbMmTNHmJOur6+PhYUFZWVl1NTUYGVlhUQiISsrC0NDQ9auXcvq1avZunUrt27d4vnz50ilUkpLS4EG8ZWXl8fcuXM5d+4ccrmc+fPnY2RkBMDw4cMZMGCAYENpbG14GU2D609Vsv8VGpsKQHZ2NvPmzeOH83/H18kMG9OG+eBaWlrU19cL74mLi6Nbt274+/szfvx4AM6ePYuLiwsHDx7k2LFjwuYuOjqa4OBgpFIp69evJzU1lcWLFzNx4kT27dtHQkICEomES5cucfToUSoqKrh37x779u1j06ZNXLx4kczMTL744gv09fUJDg4mLS0NpVJJVlYWNjY2yGQyzpw5Q6tWrUhPTyc1NZWnT59SVFQnau/0AAAgAElEQVSEv78/lpaWJCQk8OLFC7p06YK5uTkPHz4U7C9Xrlzh9OnTwveamZlhbm7OgAEDCAgIICQkBFtbW6ZOnYq/vz9xcXHCPVy3bh1ubm7ExsaSmZlJSkoKqampLFmyhLVr1zJy5EiqqqqEezRlyhSio6M5fPgww4YNa7Jp1cyUf9U9FgW6iIjInwlRpIuI/ARKpZKlS5c2mX4ikUgEQaZWq9HT0+PQoUOEh4czf/58lEolISEhXLnS0F8dERGBq6srR44cITIykj179giWFXd3d0xNTQkJCaG0tJRnz57x1Vdf0bt3b7KzsxkwYAA7duwQYuk1Xm1vb29htKFcLufcuXNAQ1S5trY2KpWKBQsW0L9/fwoLC6mtrRUiyQ0NDcnMzOTcuXOCDUBjydFw6dIl+vXrx65du4iJiUEmkwne7u+++45+/frh6upKamoqAwcOZPbs2SQkJFBSUoKxsTEvXrwQpsE4OjqSmZkp2G3S0tJ4/PgxxcXF7N27l8mTJzNx4kRGjRpFXl4e3t7evHjxAmhIo4yNjeXWrVvs37+fefPmYWNj0+QevSzWfo61oaKiosm9f3ldjbg3MzPDwMBA+P7vv/+e4cOHExQUxKhRo4TN1KZNm1i6dCnR0dEcP34cgLy8PGJjY4mMjCQvL4+qqioAUlJSmlTedXV1adeuHcOGDcPW1pZz584RGRlJRkYGH330EdOnT8ff3x+FQkFCQgIymYwJEyaQnJzM3bt3kcvlXLhwgb59+5KZmYlCoSA7O5vbt29z8uRJrl+/zq1bt4iNjRU2CZ07d0alUqGrq0tQUBCBgYGcOnWKwsJC9PX1GTJkCPn5+VhZWfHJJ5+wZMkS7OzsuHr1Kj179mTv3r1kZ2ejUqnw8PDAwcGBiRMnEh4ezhtvvEGvXr0oKChg2LBhGBsbs3r1aiEhVhOq9apq+KsaOzX/BkVERET+zIh2F5G/PJrmvcYTSNRqNVKplKioKIKDg/H29kahUHDt2jWioqKwt7dn1qxZ3LhxAwMDA65evcqgQYOQSqUYGhqSkpKCv78/ubm5jBs3DkdHR2bOnMmNGzdITEykc+fOpKamAg22DolEQlJSEr169RKq3gYGBjx8+JABAwZQXFxMRkYGwcHBBAUFCSJ4/PjxXL16FaVSyYsXL1AoFIJdBKB79+50795d+G8dHR28vLy4fPky8GpR+9lnn7F27Vr69OkjXI9OnTpx4sQJMjIycHFx4cGDB1y6dIn33nuPPn364OHhwe3bt+nSpQsSiYTc3FwcHBzw9fXFwsKCUaNG4ebmJoxplEgkGBgYEBQUxJQpUwgODubmzZu0bt0aJycn4B+e98abiJerpf/JnPFX3XfNGkVFRfj6+gqJqS/3DERFRXH37l0qKyv54IMPsLCwoKioCKVSiaGhIYsXL8bf35/Nmzezfv16Nm/eTG1tLXv27CEpKUkYGRgWFsaxY8d4/vw5I0eOpFu3bqxcuRIfHx8KCgpITEzkiy++IDg4GAMDA65cuYK3tzf5+fk0b96cSZMmcejQIWJjY/Hw8MDFxQU/Pz9mzZpFdXW1MK7w5s2bHD9+nI4dOzJp0iQePXpEREQEx44do3v37pw4cYJ9+/YxZMgQUlNTUavV3L9/Hw8PD+rq6jA0NKSkpIRTp06hra3N119/TX5+PiEhIXz00UfU19ejVCoxNzdHqVQyc+ZMKioqmDBhApmZmbRv357w8HAcHBxo27YtMpkMHx8fVCoVYWFhr7xvL08A+rn3V0REROSPjijSRf7yaISA5k+FQoGBgQGGhoa0bNmStLQ0ACE2vWPHjkRHR7Nt2zbmz5/PsGHDsLS0FPzQvr6+JCYmkp+fj1wuF6qyzs7OXLx4EWjwZ2uaIq2trQHIzc2loKCAN998k5qaGpRKJRs3bsTOzo7Jkyfj6emJWq2me/fuQoCRiYkJ+vr6QtBMWVkZBQUF1NbWIpFIWLVqFfHx8dTW1rJmzRrBklBTU0NBQUGTyrTGU92nTx/WrVvHiRMnsLW1ZdCgQTg4OCCTyUhLS8PFxYVbt26hp6dH165dKSwspLS0lOvXr9O7d28CAwMZNmwYgYGBREREsHz5cs6dO4enpydr167FxMQEaGj8a4xm8spP3Z+fg+YeNBbfjde1srLC2NiYjIwMPD092bVrFyqViunTp3Pq1Ck+++wz2rRpI8ylt7KyIikpicLCQtq3b8+uXbtYuHChcH0eP37M7t27uXTpEjk5OYwZM4Y33niDdevWMWnSJFQqFZ6enly6dIkLFy7QrFkzrK2tKSwsJCYmhsjISJycnGjevDmzZ8/mypUrlJSUUFNTw8mTJ2nVqhXXrl3D1NSUKVOmcODAASwsLIiIiODmzZs8evQIQ0ND7t+/T2ZmJk5OTvj4+HDr1i18fX3x8/Ojrq4OfX19iouLCQ4OZtq0aezatYs2bdrw/PlzYmJi0NXV5dChQ1haWmJhYUFQUBAGBgZMmjSJgoICunbtyqZNmwCYM2cOQ4YMwc7ODplMJojuxvdUMzFHFOQiIiIi/xpRpIv8Zamrq+PZs2dER0djbm5OfHw8Bw4cwNzcnNDQUKZMmULr1q1JTEykrq6O0aNHExQUxN27d7l37x7x8fFMmTIFPz8/Dh06JKzbrl07du/ejYODA/r6+hw9epSuXbsCcP/+fSFW/saNG0CD4HNycsLU1BQzMzPeeecdvLy8cHV1FUb1ad4P/2h+rKysxN7eHk9PT+rr67l27RoJCQl0796dJUuW0L59e0aOHMnq1avJz89n3rx5WFlZ4eLigoGBAU+fPsXGxuZH4+kmTpzIiBEjUCgULFiwgJ07d7Js2TIcHBy4fPkyPj4+tGjRgvT0dHx8fOjRowc9e/YUvOhz585lwoQJODs7C8c8efLkV94DlUrV5LN/akLHv4tGAL7sO3+VD13TaHnixAnGjBmDpaWlsCH74YcfmDt3LhKJhJ07dxIWFsaAAQOE99ra2hIXF0dFRQVXr17l2rVrbN++HR0dHdavX098fDwtW7Zk2LBhQIO//sqVK2RlZbF3715iYmIE8S6Xy9m1axft27cnOTkZuVzOW2+9RVVVFfv37+fZs2fcu3ePO3fuoFQqGTp0KDk5ORgbG1NeXo6WlhYJCQnk5OSQnZ1NVVUVVlZW1NbWoqWlJYQEdenSBSMjIxYtWsTs2bOpq6vD1tYWU1NTYmJiWLRoEUFBQXh6erJ582b69evHyJEjKSkpYe3atfTt25enT5+ye/duZDIZDg4ONGvWTHgioa+vj4eHh3CNfkp0i9NWRERERP49RJEu8pflgw8+4PTp04wYMYLKykr09fV59OgRcXFxhIeHY2xsTLt27YiMjKS2tpbS0lIWL16MXC5n5MiRXL9+ncTERAICAli3bp2wrsY2YWhoyJgxY1iwYAF9+vShqKiIsLAwpFIpHTp0YMOGDahUKoyNjZsErrz++uvCa43NQxOkk5yczIULF7h58yaJiYns37+f2bNns3XrVsLCwrC0tGTZsmV4enoCDdX5qVOnkpaWRmZmJvfv38fPzw8rKysSExPp2LHjj4Sxxv9uYGBAQEAAeXl5NG/enNdff52wsDCSk5NZvHgx77zzDkOHDsXHx0cQ6Gq1GlNTU0xNTZtc65fFuIaXhdzPFW8vN4aWlZWhUqm4cOECBw8exMXFhRkzZuDp6cnKlSupqalhyZIl9O7dm2PHjnH58mWio6MZOHAgHTp04OHDh/j5+QmNudXV1RgYGGBvby9YjDIyMnjy5AleXl7cunWLqKgo5HI5FRUVjBs3joyMDBQKBWvWrMHR0RFXV1eKi4vx9vamc+fOmJubk5uby/Lly9HV1eX27dvcu3ePjRs3UlxczMmTJ/H39+f69etERUWxbds2TE1N6dmzJ++++y5btmwhLy8PqVTKp59+yjvvvINMJiMmJgZTU1Mh8TMhIYGUlBRmzpyJVCrFwMCAlJQUzpw5w7hx4zhw4AByuZyEhAQOHjyIm5sb3t7eBAUF4e7uLsy7b9GixT+9hyIiIiIivwyiSBf5y2Jvb099fT3Lly/n8OHDTJs2jaioKIqLi4XwFAcHB8rLyykuLiY9PZ34+HiOHj0KNDSFZmVlMXjwYGxtbZkzZw4vXrzg008/RSKRCI2QW7duJTs7Gy8vL6ysrICG6PWBAwc2OR61Wk1eXh46OjoYGRmxceNGzp49y/Pnz5k1axYTJ06krq6Ozz77jMGDB/Pll18C0LZtWx4/fsy4ceP4+9//zuPHj/H09OTZs2ccP36ckJAQpk+fzooVK7h27RqhoaE4OzsLnviXKSkpYeHChWRmZtKqVSsmTJgAQLdu3YiLi2vyvRYWFsJrTQLpq/i1hVx9fb1wzb/66iu6deuGr68vS5cupb6+nrq6OiZOnMiNGzdYuXIl//d//0f//v05f/48gwYNAhrCj0aNGkW/fv2EVFJ9fX10dXW5desWnTt3FkKcNH0Ejx49on///hw9ehR/f3+aNWvG8OHDkclkGBkZ8fbbb6NQKDh16hStW7dGoVBw9+5dTE1NMTExYcmSJUL1f9q0aWzdupWqqioKCwtxcXFBJpMxfPhwLCwsuHbtGpGRkSQnJxMcHMzjx4/R0tLiyy+/JDo6ms8++4ycnBySkpK4fv06AQEBZGZmkpuby9y5czl16hS3b9/G2tqaffv2cfnyZS5cuIBKpcLc3By5XA40NCbfunXrn46UFBERERH59RFFushfFn9/f2GcX0lJCT179mTPnj1C1VSDVColNzeXZs2aYWFhwerVqykqKsLKyoqsrCwkEgnr16/nwoULwuP+xMREoEF4u7m5Cc2gGurq6khNTeXOnTukpqbSu3dvzp8/z7Zt2xg1ahRjx45l6NChTJs2DalUyuLFi9m3bx/Tp0+nTZs2TbzkLVu2JDY2lmnTpmFkZERmZibQEGL04MEDFi9eDDSMBMzNzQUaNgk3b94U1tAIRS0tLezs7IQ576+icVW8sZD7b0Yb/hJkZ2ezadMmxo4dS11dHatWrUJHRwcHBwdMTU1JSUnBwsKCgQMHEhAQwPbt24Wmyq+++kpYx9PTE3d3dwYPHszGjRspKipi8ODB9OzZk4ULF2JqakpCQgKGhoaEh4djY2ODlpYWlpaWfPLJJ+Tn5zd5qvD8+XP09PQoLy/H2NiYkydPoq2tzbFjx9i8eTMTJkxAV1cXpVLJwIEDuXDhAiYmJvTv3x9dXV2cnJxQKpXMnj2byspKXFxc0NLSokWLFowaNYq+ffuyefNm6urq0NPTo7q6miVLlhAdHY2FhQXl5eWUl5cTGBhISEgIPXr0wMfHB319fbS1tenTpw99+vTh6dOnfPjhh03uZeOpOaI1RUREROS3QRTpIn9ZWrRoQX19PVVVVfTt25eIiAiKi4sxNjbmzp07FBYWMnDgQNRqNUlJSbz11lvMmzePW7du0b59e8LCwnByckJLSwt/f3/8/f1/9Bk/5bX+4IMP+OabbwgNDSUlJYVp06axdOlSCgsLWbFiBYcPH+ajjz5i4sSJJCUlUV5eTk1NDbNnz8bd3Z3y8nJhLR8fH2EMo729PY8fP+bZs2fo6OjQq1cvevXqhY2NDV27diU+Ph6AwYMH06dPH+AfFdKXRXZj4d64itr49b8ScIqKGrJKqnE0N/hRIucvha2tLR4eHhw/fpy5c+diaWlJTU0NDx8+5Pbt2wwYMKBJmFOzZs3Izs6mb9++FBQUCOu0aNGC6upqQkNDcXFx4eOPPyYmJoY1a9awZcsWvvzyS7y8vHjttdcAWLZsmfBelUpFTEwMp06dom3bttjb2zNixAjs7e3x8/Pjxo0bPHz4kNdff53q6mq2b9+Oq6srffv25dixYxQUFCCVSikoKCAhIQEzMzPi4uLQ1dWlsLCQDz/8kJs3b/Lw4UNu3brFqlWrGDRoELdv38bCwoLw8HA++eQTLCws+OyzzwSvfIsWLYQKuVqtZurUqU3umWhhEREREfn9Iop0kb8slpaW6OjocP/+fTp06MDy5ct59913BT/5nDlzANizZw+2trYAjBw5kpEjR75yvZdj4BvzspjV2CUWLVpEdnY2kyZNwtLSEoDg4GBWrFjB/v37kcvlHDx4kFu3bgmjFW1tbZtYVdzd3Xnw4AEAo0ePZtiwYYwbN46lS5cyZ84cXnvtNeRyubC+Zg0NxcXFxMfHEx8fT1xcHHV1daxYsQJ3d/efVR0/FZfNwuPx6Egk1KlUrB/WhoF+Dv/1ej+Fpio8aNAg/va3v9G5c2eaNWtGfHw86enpeHl58eGHH7J8+XJkMhmRkZHMmDEDc3NzioqKKCwsxNraGgMDAzw9PXn69KkwCtPY2BhoGEGpSTptjFKpFMKe9PX1sba2Ztu2bbi4uKBQKJgxYwazZ8/mjTfeoFWrVujp6WFiYsLw4cOJj49nxowZfPLJJ9TW1uLs7IyxsTFOTk44OztTXFxMZWUlWlparF+/HqlUirOzM1paWlRUVLBq1Sp27dqFmZkZrVq14rPPPkNHRwe1Wo2hoSH9+/dvcqyaySovf01ERERE5PeJKNJF/rLo6OgQHBwshNKMHTuW/v37/8ju4urq2uS/lUrlj6rL8J8JnoCAAMHfbGRkRLNmzYQQnxYtWlBVVcWRI0dYsmQJWlpafPfdd6Snp1NdXY2pqSmZmZmUl5cjk8lwcnJi+fLlVFZWYm1tzdWrV5t8VocOHYTXL4++i4uLY9u2bVhZWdG5c2f69++Po6Mj+vr6//a5vApFRQ0Lj8fzok7FCxo2LwuOx9OphdWvUlF3d3fHw8OD9evX07lzZ7p168abb76Jra0t7du3x8nJidDQUPLz8zE1NRWuyYoVK5oEF126dAlo8Li/XF3evn07crmcXr16NbH4PH78mHv37rFmzRquXLnCvXv3SE5Oplu3bjx+/Jj8/HwCAgK4cOECQ4YM4cqVK3zxxRdUVVUxdepUampq8PPzQyaTcfnyZQwMDKipqWHfvn3o6OiwePFi8vPzadGiBYMGDcLOzk4YY7l06VLgx+E/P/WEQ7SuiIiIiPxxEEW6yF+aHTt2AP+wo2gE+j+riv8S3uvmzZtTV1dHRUUFZmZmGBkZUVBQQH19Pba2ttTX19OlSxc2bNhAWFgYY8eOpVevXpSWltKnTx+6dOmCTCYDGpobp0+f3mT9f3eaip+fH3v37v3Z5/MyWSXV6EgkgkAH0JFIyCqp/tVsL+PHj2fo0KEEBgbi4uKCsbGx4Bvfs2cP58+fx8TEhPbt2yOTyVAqlbz//vtN1igsLCQ2Nha5XC5szjQ/G506daJZs2ZoaWmhVCpJS0vj9u3bHDx4kJSUFCIiIvDx8RGm6ahUKgwMDDh37hwlJSWUlJQQFBSEi4sLNTU1pKam0q5dO9RqNTU1NSxevJiFCxcyffp0unTpwvTp0zlx4gTXrl3j6NGjlJSU8MMPPyCVSgWRLvJj8vPziY6O5ubNmwwbNoygoKDf+pBERERE/itEkS7yl+e3CFbRWG0ePHhAhw4d0NXVJS0tjaqqKkxMTJgwYQLDhw9n7NixmJmZCYFHGhpPVQF+FKf+W9sYHM0NqGvUfAhQp1LhaG7wq31mr169mD17tjB+8ujRo01GQWpmlmuQSqUolUrUarWQgvr06VMOHjzIpEmTBJGumbtubGzMJ598wooVK9ixYwdbtmxhzJgxGBoaUl9fz3vvvYevry9bt24lODiYLVu2YGRkxMcff4yHhwdqtZqioiLkcjlGRkbk5+cTGhrKokWLiIiIICcnh1GjRtG2bVuaN2+Og4MD06ZNo7CwkA4dOlBTU0OzZs34+OOPhXP4K1fGFQoF9+/fp66ujvT0dLp3745cLmf37t0UFRXh7+/P559/TlpaGqNGjfrZM/hFRERE/teIIl3kL89vIWg1VpuysjIAwsLCkMlkQoX0vffe+9F7fqo6Dr8/sWZprMf6YW1Y8JIn/deqokODbWjr1q1Aw7VqLNA1lpaXbUqNn4poLC7W1tacO3eOlStXUlhYyKRJk3j77bepr69nzZo1rFixAjs7O8rLywkPD0elUuHv78/kyZMZPnw427ZtY8qUKXz88cd88cUXZGVl0bZtWyZNmkRAQAD9+/dn7969dO3aFX9/f8zNzdHW1ubJkydIJBIcHByE6rqhoSHLli1j/vz5P7Jh/Zlp3HBsoichPj6eGzduYGZmxpAhQygqKmLKlCkYGRlhbGzMgwcPCAwM5LvvviMjI4O33nqLoqIizp49S1VVFaNGjfqtT0lERETkP0YU6SIivxEaq41SqWySzgkNlXFNhVfDb10d/08Z6OdApxZWv9p0l1dVRpVKJUqlEh0dnSZff1mMa2tro1aruXLlCu+//z5VVVUEBwezc+dOtLW1iY6OZseOHchkMlq3bs2ECRPw9vZGJpNRVVWFXC6nTZs2lJWVYWJiwsqVK9m0aRNlZWXY2NjQt29f/Pz88PPzQ1dXl507d9KjRw/09PQYPHgwS5YswdbWFm3thl/BoaGhgn3pgw8+aHKOBgYGQv/CP9uo/Vl4ueF4iHk2j374lsDAQFJTUykuLsbKygpzc3MOHz7Mo0ePeP/998nIyMDZ2Zn9+/cLlqANGzYIab1/5msmIiLy50QU6SIivyGvirCHP090uqWx3i8uzktLSzExMUEikZCamsqiRYuEue5SqfRH17O8vJz9+/dTXl7OsWPHMDc35+DBg9jY2LBmzRo2btyIr6+vIJhtbW2xt7fH3d0dfX19WrVqxfXr1+nbty/m5ubEx8fj6elJTU0NsbGxdO3aldTUVIKCgnj77bcBmmwSBg0axDfffIOuri4AxsbGREVFYWdnh66uLmq1mvbt2zc5Zs0G5F/1FPzZeFXD8QmFHd9u2UlJfhZ79uxh165dvPXWW0Imgb29PV26dCEpKYkuXbpgb2/Pp59+KqxZVFT0m5yLiIiIyM/lz/0bX0Tkd86fXXT9XFQqleAbB6ipqWHlypXCdXN3d+fw4cPC9ycnJzNp0iQ6duzI+vXrqaqqor6+ngULFiCRSPj+++/x8vISnmJUVlbyySefcOTIEVJSUoAGke7k5EROTo7wGY8fPwagdevWxMTECNaT7du3s2fPHo4ePUqPHj0oLi4Gmk4E6tChA4mJiYSGhgoNyc7OzoJobzxLX8MfaYOmmaevVCqbhCD9N2gajhujrVLy7rvvsnXrVtzc3LC0tMTDw0MI7TI3N+fOnTtkZWVhbW3NkCFDmDx5MuvXryc0NJR33nmHysrKn3VcIiIiIr8FokIQERH5XaBUKlm6dCkJCQnC1yQSCVKpVEg31dPT49ChQ4SHhzN//nyUSiUhISFcuXIFgIiICFxdXTly5AiRkZHs2bNHsKy4u7tjampKSEgIpaWlPHv2jK+++orevXuTnZ3NgAED2LFjB61ataK6uprCwkIAvL29uXPnDgByuVwIjurfvz/a2tqoVCoWLFhA//79KS0tpb6+vkkirIZXNSg35o8gzDUbibVr1wpPLzQ+f6lU+rM3na9qOK7IS6Uw5xkHDx5k2bJlZGVlUVlZya1btzh06BDHjh1DrVZTV1dHUVERW7ZsITAwEIVCwWuvvcayZcuEZGERERGRPxKi3UVEROR/ikasNhatarUaqVRKVFQUwcHBeHt7o1AouHbtGlFRUdjb2zNr1ixu3LiBgYEBV69eZdCgQUilUgwNDUlJScHf35/c3FzGjRuHo6MjM2fO5MaNGyQmJtK5c2chAEoTJJWUlCSEFgEYGBjw8OFDBgwYQHFxMRkZGQQHBxMUFERMTAxpaWmEhYVRUVGBUqnE2toaiUQihEwBvPbaa0IiaWP+F8mrvwYv90ZoNhJTp07FzMwMaBhbefPmTZKTkzl79iwDBw5k7ty5/9XnvarhePYbfkQqLrN161bUajW1tbVUVlayc+dODhw4QLNmzXB1daW6ulrYRLw8klRERETkj4go0kVERP6naASf5k+FQoGBgQGGhoa0bNmStLQ0AM6fP8+tW7fo2LEj0dHRbNu2jfnz5zNs2DAsLS2ZPXs2AL6+viQmJpKfn49cLhcmuTg7O3Px4kUAPD09iY6OBhDGWebm5lJQUMCbb75JTU0NSqWSjRs3Ym1tzcSJE/H29gYgJCSE7du38/XXX7N48WLBL+7h4UFaWtqPhOzLDa3/q+TVn8OrGpVf9sVnZWVhYWGBoaEhz549Y+bMmRw+fJjIyEgmTZrE559/zpQpUzh48CAeHh4/Sjz9d3lVw7FxeQbfffcdHTt25OjRo7Rp0wYdHR08PDwoKSlh06ZNdO7cGWtra2Hzpwkd+7P0d4iIiPz1EEW6iIjI/4S6ujqePXtGdHS00IB54MABzM3NCQ0NZcqUKbRu3ZrExETq6uoYPXo0QUFB3L17l3v37hEfH8+UKVPw8/Pj0KFDwrrt2rVj9+7dODg4oK+vz9GjR4WJHvfv38fb25v09HRu3LgBgJWVFU5OTshkMmQyGXPnzsXHx4fmzZsLa/bo0aPJsXfq1IknT54A/2j27dq16ysnhzR+/b9OXv0pCgsLUSgUeHl5vXIqTmMhW1ZWRnp6Om3atCEvL4/JkyeTlZWFlZUV3bp1Y9myZVhYWHDjxg3UajUtW7bEyMiI0aNHA5CSkkJsbCz9+/cX/OqvSuhtjGbijoaXG44nTJjAhAkTmrwnKSmJVatWUV5eTteuXRk0aBDwj83fLxE6JiIiIvJbIop0ERGR/wkffPABp0+fZsSIEVRWVqKvr8+jR4+Ii4sjPDwcY2Nj2rVrR2RkJLW1tZSWlrJ48WLkcjkjR47k+vXrJCYmEhAQwLp164R1fX19SUlJwdDQkDFjxrBgwQL69OlDUVERYWFhaGlp0aFDB6ZOncratWsZO3Ys77zzjvD+gQMHCq/z8vI4ePAg97DVLrcAACAASURBVO7dw8DAgOXLl+Po6IiXlxdnzpwB/jPv+G+RvPqyMK6rq+PLL7/kzp07HDx48JUivaqqimnTppGRkYGrqyvHjx9HoVBgZWXFunXr8PHxQaFQ4OPjw9ChQ2nZsiV6enqkp6fj7u6Og4MDBQUFWFlZYWtrS3JyMqWlpZiZmf1ILKelpWFtbY2xsTHFxcUsXbqU0aNHCxuen+LlWfeenp58+eWXv+zFExEREfkdIYp0EZFfmD+q//jXxt7envr6epYvX87hw4eZNm0aUVFRFBcX4+bmhr29PQ4ODpSXl1NcXEx6ejrx8fEcPXoUaGgKzcrKYvDgwdja2jJnzhxevHjBp59+ikQiITc3F09PT7Zs2UJOTg5eXl5YWVkBDQmv77zzDvX19cJ4RIVCwbp164iLi0Mmk3H8+HEKCgqorKxk0qRJ1NfXM2bMGK5evYpcLkehUAD/2USeXyt5tbKyUkgtraqqEnz10CBiGwtjHR0dvLy8uHnz5k8e/9mzZ9HV1eXkyZPk5ORw9OhRUlJS8PHxIS0tjSlTpqBUKoUZ8i1btsTOzo5Hjx7xxhtvYGNjw4MHDwgJCRFe5+TkkJ2dzcGDB8nOzmbmzJn4+/szf/58+vTpw9SpU7GwsODMmTNERET8y3MWK+MiIiJ/NcTpLiIivyCn4rLptO57xn12i07rvufbuOzf+pB+N/j7+wtTNkpKSujZsyfHjx8nLi6OkydP0rVrV+zt7ZFKpeTm5tKsWTMsLCxYvXo18+bNw8rKiqysLCQSCYsWLSIjI4MuXboAkJiYiK7Mgvis55jaONCpUyfh+5OTk9mwYQORkZEsW7aM06dPA7Br1y60tLR4//33iYiIQKVS0bp1awYPHszVq1fZtm0bUVFR5Ofn4+bmhlQqFfzy/y6aRkh9HQkyPW30dST/VfJq49GGCQkJzJo1S3j997//Xfi7+vp6rly5woYNG5g5c6YwptDW1pbKykpKSkqarKtptDxx4gTdu3fH0tKS1q1b07ZtW+Li4lCr1Rw8eJDRo0eTlJTEqFGjePDgAQA+Pj7ExsYKa3388cccO3ZMGHf5/PlzVq1ahZaWFv369SM0NFSwqBw6dIisrCwKCgoICAgQNkAiIiIiIv9AFOkiIr8Qjf3H5TX1vKhTseB4PIqKmt/60H4XtGjRgvr6eqqqqujbty/x8fEUFxdTV1fHjRs3+Pbbb4EG4ZiUlESLFi2YN28excXFBAUFcfToUd5++220tLRo06YNGRkZBAYGAnDi7jP8Z26h35RFeA+eJWyO/P392b59uyDAi4qKKCgoAODzzz8nNDSULl264OLiIgjLzZs3U1tby969e2nevDk3btxAR0eHZs2a8ejRI+EY/10G+jlwfWEPvpoczPWFPf5p0+hPrdu4+u3t7c3//d//AXDq1Cm2bdtG165d2b17N8nJyZw6dQodHR0CAwNZvXo1KSkpODk5oaenJ8yC13yOSqUSUk01IycBnJyciI+Pp6KiAmh4EqFWq3n48CH3798HwMvLi9jYWJ49e0ZBQQFqtZrs7GySkpKYMWMG2traVFZWsmDBAkaNGkXfvn05c+YM3t7eWFtbc/nyZc6cOYO/vz/Gxsb/9vUUERER+asginQRkV+IVwWxaPzHIg1CT0dHh/v37+Pq6sry5ct59913CQgIICwsjLKyMgD27NnD8OHDARg5ciSbNm3izTffxNXVldraWnJzc7G2tsbe3p6cnBwUFTWEbT5EcdxFapRqaqsrmTz/AxQVNbRr1w4DAwMWLlyIvb09Li4uKBQK0tPTCQoKEsKHamoaNlLfffcdarWaFStWYG1tjY6ODnfv3hWOXzOP/T8R6dBQUfd1MhMq6Brf+MvhP6/yu2dmZvL1118THR0t+LLbtWtHXFwcVlZWmJqaMmnSJKZNm0bz5s15//338fT0JD4+ntOnT3P//n1sbGywsLAgISGhSTiUpmE0JCSEmJgYYUZ9UVERly5dIjs7m4EDBxIeHk5NTQ0WFhZMmTKF8vJyJk6cyNdff8369esZM2YMZ86cYe7cuQQGBhIfH09RURG+vr48f/4cgLZt21JQUIBKpWLq1KlkZ2ezd+9e6urqMDMzE85NRERERKQB0ZMuIvIL8Wv5j/8s6OjoEBwcTHl5OUqlktGjR9O/f38hvVND47ROaGgYPHfuHBs3biQ3N5eRI0eycuVKbG1tSU1NxUrelud3/46eY2t0bd0pu/0NNaW5xD95houLC5aWlsJaTk5OJCQkoK2tjY2NDSdPnqRz587o6TWIZ29vb65fv87w4cNp3rw55ubmwnz1SZMmCeL254b2vGosYF5eHklJSXh5eWFra8vf//53vvnmGwoLCzEyMqKgoIDx48czfvx4oYo9b948SktLhWumpaXFnj17iI6OplevXtjY2HD27FmGDh2Ko6MjaWlpSKVSYXOgVCpJT0+nrq6O7Oxs3njjDbS0tKiqqqK2tpb169czcuRIbt68yahRo+jQoQNjx4790f0pKytDqVQilUrp1q0b0dHRhIWFcfToUeLi4nBycqKmpoakpCQkEgndunUjJyeH6OhoXn/99V/kmoqIiIj82RBFuojIL8Srglj+G//xnwXNhJEffviBM2fOsHz5cnbs2AH8Ywa3ubk5VVVV3Lhxg+LiYvr16/cj60NZWRlHjhxhypQpjBkzRhCYrq6uZGZm0uFFCWotCeX3zqDv6oueUytMuoymjYczcXJ5E990ixYtuHbtGmq1mnHjxhEREcGgQYPIzs6mbdu27N69mxkzZnDmzBlee+01PvzwQ2QyGWq1mm7duv1i1+bJkydcvHiR3Nxc2rZty9WrV7l69Sp2dna0b9+eCRMm4ObmRnx8POPGjWPOnDns3buXyMhI+vbti5+fH7GxsYSGhqJWq4mPj+e1117j4cOHXLlyhb1796JSqVi/fj1JSUlAQ1jTsWPHePbsGR07diQ0NJRHjx6xZMkSZDIZYWFhBAYGYmFhwalTp/j22295/PgxJ0+epG/fvrRr146YmBiUSiXbtm3jxIkTjBkzhoEDB7Ju3TqhsbO8vJwnT57g7OxM+/bt2blzJ2fPnuXp06csWrQIAG1tbYYOHYpMJhPGXf6ZZ5k3fnIhIiIi8u8iinQRkV+QVwWx/Nm5dOkShoaGBAcHN6mGal7r6OhQXFxMbm4uEomE2NhYYmNj+eqrr5g2bRoVFRVcvXpVmAYSFhbWZP07d+4glUqFJtH6+np0dXXx9vbm3LlzGGnDwG7BnHvghJG9B1oyS7bOGoKhVEVQUBB79+4V1nJycqKqqoqcnByCg4P5+OOPuXHjBj4+PrRo0QJoaIj08fFpcgwacdU4JfW/JTk5mWXLlmFqakpAQADOzs588MEHmJqacu3aNdavX4+ZmRljx47Fz88PExMTbty4QVpaGllZWTx8+BAfHx8uXryIRCLB2tqaoqIiABwcHDAyMmLy5MlIpVK0tbUFC0tlZSXm5uaMGDGCH374gfDwcJYuXYqenh7e3t507tyZ6dOn8+jRI/Ly8ujUqROOjo6CyG/fvj3nz59HKpViZmbGu+++S48ePSgtLcXJyYm3334bKysr9PX1ycrKAhqSSTXHN3XqVPz9/YXrYGxszJAhQ37Wtfy98VNiXBTnIiIi/w2iSBcR+YV5OYjlz8YXX3yBq6srr732GgAzZsxAV1eXo0eP4u3tLQjZa9euERkZKTQnVlZW8v333xMeHk7v3r1ZvXo1ERERSKVSTp8+zYULF/j888959uwZzs7OPHv2jLq6Ourr66mrqxPCbjQjFH18fPjiiy8wMjJi9ltDiZs6Dd0XKehItdi7/AKWCxbQqlUr5HI5dXV16Ojo4OrqypdffimsYWNjI4TgNEbzFOBlcfVLWDLOnTsHNHjvNVy9epV3330XU1NTzMzMOH36NHK5nPT0dE6ePImnpyctW7bk6dOnNG/enKqqKtLS0oiMjKSkpIRjx45x/vx5/va3vwHw6NEj5HI5BgYGvP3222RnZ/P06VMGDhxIbm4ukZGRmJqaMmTIEMGrXldXx4YNGzh+/Dh5eXlEREQIzbl1dXW0a9dOaJxtHCwkk8nYsmULu3fvpkWLFujr6xMfH091dTUGBgb/VIj/Epue34Lq6moeP36MlZUVLi4ugtXnVWK8vLycmJgY0tPT8fX1JTAw8JWz6kVERERe5o/321FERORXR9PY2LiZT/P69u3b3LlzB4Dr16/Tr18/7O3thWAZiUTCw4cPWbduHTKZDCMjI27fvk1OTg6tW7fGysqKjh070rNnT4YMGSKsq0kMffLkCfv27aN79+689957Qjropk2bAMjIyODBgwc0b96c9PR0srOzkcvlfLBsKboSNfq6OkIDo6mpKSdOnBBEOdDkteZcX0YikfwqIkqtVlNRUSFYZ2pra6moqGDdunVEREQQGRnJ6NGjSUtL4/bt27i7u6NSqVi2bBnu7u506tQJa2trLC0tUalUfPbZZ2hra9O5c2fee+89fHx8SExMJC0tjTNnztCrVy/S0tKQyWRcv36d+Ph44uLisLa2Jj8/n4ULF5KTk4NSqcTCwgI3Nze0tLR48eIFUVFRfPnllygUChITE7G1tcXFxUVo8G3c9CqVSunevTsKhYKdO3cya9YsDAwMhHPWbNRedZ3/iDx//lwYBwoN569UKomNjeXbb7+lurqhWbyiooLp06ezYcMGkpKSmgQyiYiIiPwrxEq6iMhfGI2AgqZhMa+qImv+3tPTU3hPXl4epaWlhIeH89FHHxEdHU3Hjh25d+8eL168YMGCBZSVlZGXl8ejR4/o1q0b5ubmgu/cz8+P3bt3A+Dm5oZSqaS8vJzx48cTHBzMrVu3kMvlLFq0iBUrVtCqVSuUSiUjRoxg5cqV7Nmzh4SEBEaMGEH79u2xtrbGxMRE8DnDv67W/q8Ek+aaWVtbc+/ePdRqNbq6uujq6pKTk0NxcTFJSUmcPXuW4uJisrKyaNWqFZcvX2bDhg3U1NXj6C6n4HkVJXnZODs7s2PHDi5cuMClS5e4dOkSb731Fo6OjqhUKmpqahgwYADbtm3DxMQER0dHpk2bho+PD/X19ZSVlWFvb8+RI0c4deoUtbW1GBgYMHPmTKZOncrKlSsZPnw4J0+eFBpTNdYZaCqwa2pqOHPmDCqVirfffrvJ9X/Vz9LvGc19+mc/M3Z2dgQGBlJeXk5dXR2jRo3Cw8OD2NhYamtriYmJYdWqVZw6dYr6+nrh6YmIiIjIf4Io0kVE/uSoVCrq6urQ09MjLy+P48eP4+XlRUhIyI/SKaFBcD169Ihnz54JldolS5YQFBREQUEBpaWlgj/cyMiI6upqgoODmTZtGh9//DEdO3ZEpVIJ/mM9PT1at27Nw4cPMTIywtDQkPz8fKCh+bOmpobi4mIsLCyor68nIyMDQAgQqqysxNnZmaFDh/LgwQPs7OzIzs7m0qVL9OjRg4kTJ3Lx4kVcXV0JDw/n2rVrlJWVYWJiAvxvqrVqtZoXL15gYGAgVEtfrsZrjmP06NF88cUXrF69GoVCwfnz56mtrWXq1Kk4OjoyZ84cZDIZHh4e2Nvbo1QqSUrNoMKsOan5uvTefI3RjuU8evSIMWPG4ObmxtSpUwkJCaGqqorS0lIqKiowMTHh7t27lJSUUFVVRVhYGGvWrMHV1ZWcnBxSU1M5ceIEXl5elJSUCOLUyMiIAwcO/NNz1ZyXpjpuY2PDihUr/jCV8cZ2ppetJ43PQaFQoKOjI/wsNWbr1q0ArFu3jpqaGoqKioiMjKSqqorg4GDmzJlDfHw8/fr1o66uDrVajY6Ozh9qwyIiIvLbIop0EZFGKCpq/vBNn40rgZWVlVy/fh1DQ0M6d+6Mra0t48ePRyaTAQ3e2s8//5yYmBhsbGxYs2YNz58/Z/78+VhbWzNv3jxyc3OZMGECjx8/RiaTERUVxTvvvINarebOnTuYmZmxfft2oqOjOX78OAkJCbi5uXHo0CFevHiBvr4+V69e5cWLFyiVSoyNjXny5AmVlZXCnO+TJ08ydOhQysvLKS0tpXPnzmzZsoXJkycTERFBz549+fzzzzly5Ah2dnYsWLCAdevW4eLiIoz3AxgzZgz3798nPT2dNm3a/GrXWPMEQiqVkp2dzYYNGwgMDGTcuHFNNj319fWClz4uLo6wsDCeP3+OtbU1SqWShIQEAgICWLZsGU5OThgYGCCRSIiJiaF9+/bU1taip2/Ac9t2mLUbhlqlpFZLyue382jfsTOHDx0QxkdWVVVhaGiIqakpH330ER4eHqSmplJZWUlsbCwjRozA2tqa27dv06FDBwICAnBwcMDBweGV10qpVDYR48nJyRQXF9OpU6dXerA14ra2thZdXd1f7dr/J/xUI2djIa6x90ilUnR0dLhw4QKxsbFcvXqVJ0+e0KlTJ9asWYOdnZ1wTSQSCR4eHqSkpKBWq3Fzc0Mul1NbW4uhoSG2trYkJibi5ORESkoKlZWVmJmZAX9cH76IiMj/HvE3hYjI/+dUXDad1n3PuM9u0Wnd90Jq5e+VxlaVxkgkkiZe2ZiYGPbt28eJEye4e/cuV65c4cMPPwQaJrNcuHCBkJAQdHR0GDt2LDY2Nnh4eODu7k5ISAjjxo0jNzcXhUKBgYEBlZWVlJWVoaWlxc2bN7l79y737t3jtddeY8aMGezfvx9vb29sbGyYPXs2YWFhKJVKJBIJFy9epH379rRr146qqipCQkLw8vLi2LFjwvE8f/6cCxcuEBwcjK+vLwUFBeTk5JCSkkL37t3p06cPRUVFTJo0CT09Pezs7AQbRklJCSUlJWRn//x7p0nbBH4UtNP4CYSZmRkGBgbC93///fcMHz6coKAgRo0aRU5ODgCbNm1i6dKlREdH891337F8+XI6dOggTLfJy8ujoqIClUrF06dPUavVtG/fno49+iDVkqB8UYGWRIparcbUzZfS8kqWLVvG/v37mTFjBmvXrqW8vJzDhw+jr69PVFQUb775JsePH6dDhw7CGMn33nuP4cOH4+7u3uRnSSNoNX9qRLhEIhGae7/66ivh71QqFYmJiRw+fJjnz5+zfPlyfH19GTNmDOXl5T/7+v+71NfX/+TfvcpqU1BQwKlTpzhw4AApKSlMmDBBsA6pVCpyc3P59NNPmT59OklJSRQWFrJ//36g4bw1/7acnJwoKytDoVAgl8t59uyZ8O/Rx8eH6Oho3nzzTTIyMtiwYQMnTpxgzZo13Lt3D/jPA7FERET+eogiXUSEhgr6wuPxvKhTUV5Tz4s6FQuOx6OoqPmtDw149f/QNQKqMSkpKRw7doyIiAiheW3Pnj18//33nDt3DgMDAxQKhSBiN27cyIz/x955B0R1pvv/MxSR3nvvIFJExIJiV0RBFDXR2EsssceYGAv2a+zXghHF1TWxrBo1iS2IXRErvdkAqYIU6TMw8/uDO2dRMbt3d3M3m998/okzzJxz3sN7wvd93uf5PjNnMnbsWNauXUtcXBwFBQWYm5tjbW0tdIs0MzMjMTGRqqoq/Pz8hPfr6+vZunUrBw4cYMaMGWzcuJGkpCQOHz7M2rVr8fb2xs3NDZlMxpMnT9i8eTPXr1/H3t4eY2NjsrOzcXZ25vz58+jr6+Pr64uVlRXa2tq8rm6grb4p6VnPqKiooEuXLmzatInr169z5MgRPvroI6ytrbG3t+f7778nNzdXSHWJj4//X9/jlh1AS0tLcXV1pb6+HplM9l50/Nq1a2zZsoXVq1ejqamJgYEBpaWlNDU1oaGhwZIlS7h79y4BAQFs3LgRaI4w79u3j+joaFJSUqitrWXOnDkMHjyY6upqRo0axapVq6irq6N9+/aUlpaipKSEu5M94urXyMT1/zMZpEikUg786SDW1tZcvnwZBwcHwsPD0dLSQkdHhxUrVhAdHU1gYCA2NjZvpd58qNOp/OctRa3834WFhejp6QkFkqtWrWLGjBmsWLGCHTt2MHnyZIyNjXnw4AENDQ2cOHHiN+kgmpeXJ1x7REQEXl5eHDp0qFWhXlZWxi+//MKlS5eEnZZhw4YxYcIEYmJi2L9/P/PmzWP69OmkpqZy+/Ztzp8/j6+vLz4+PkKTrfHjx1NVVcXPP//M7NmzMTMzY//+/bi6ugKQn5+Pp6cnL1++FJ45Z2dnzp49i6GhIStWrKCmpoajR49iYGCAtbX1e/dZgQIFClpDke6iQAGQV16HqpIS9fxVvKgqKZFXXvd/mvbSciu8Za7su3/Qa2pqePToEY8fP+bjjz/GxMSE1NRUVqxYgaWlJfr6+qxYsYKIiAgOHDjAmTNn2LlzJ4Dg5iGRSJBIJG8d28HBgeTkZFxdXdm1axf9+vVDV1cXDw8PHj9+jJGREXp6eri6uhIfH4+lpSUlJSUcPnyY2NhYFixYQPv27YmKiuLatWssX74cf39/hgwZgomJCQDdunXjxIkTLFmyRPBWl19Dx44dycrK4mxCPl+eSqImX5Wq23F4DxqDra0t0dHRdOzYkYSEBNLT0xkxYgRffvklUVFRDBkyhOHDh7N161bhXB9CLiBbiu+WCx4jIyO0tLTIycnB1dWVb7/9FqlUyowZMzh79iz79+/Hy8tL8FM3MjISoq5dunTh22+/5csvv+TFixfY2tqSlpbG3r17iY2NpaCggDFjxjBkyBC++eYbpk2bBjR3O42JiSEmJgZzc3NMTU0B8HR3oZdbCokqIjTUVJBIldgY7oWDlSlz58791TG2tpD7tULOyspKkpKS0NTUxNfXl9TUVKZMmUKbNm0wMTGhsbGR+vp6dHR0iI2N5cSJE5iamtK+fXuGDBmCqqoqffv25cWLF5SWlgpj+EeQ7xTJ50dmZiYzZsxg586dtG/fnqSkJCIjI+nevftb3xGJRNy+fZvNmzejqalJ27Ztyc/PZ/LkySgrK2NsbMyuXbs4ffo0+/fvR19fH2NjY1xdXbl37x7+/v6YmZlRVlYGNOfbp6en8+mnn2Jra8vq1asxMDAgNzeXhoYG0tPT6datG4WFhdTW1qKvr8/w4cMFEe/k5MT27dv/4fugQIGC/39RiHQFCgArfXUk70QXJVIpVvrqv8n55OkF7wqod3Nl5WRkZJCens6wYcOYPHkyYrEYFRUVJBIJN2/eZMOGDYJveE5ODj///DOHDh1i1KhRWFhYUFtby61bt+jevTv6+vooKyvz8uVLOnTowIEDB3jy5Al6enoYGxsjEokwNjbm4cOHXLlyBRcXF7y8vEhNTaWkpISff/6ZcePG4eXlhUwmY/PmzYwaNQo9PT0mT57MpEmTyMzMZM6cOURHR+Pn50dJSQnjx48HmsVjUlISAH5+foL3NkD37t3ZuGkz1/5nV6NRx5y6ojMs+ct9YhdPxcjIiFGjRmFtbU2nTp0wMDBAU1OTBQsWsGDBglbvszx3vCXvvga4fPkytbW1QidNQ0NDXrx4AcC1a9eYN28eSkpKREZGMn/+fEJCQoTvmpqakpCQIKSu3Lx5k127dqGqqirsLrRr147w8HAA9PX1uX79Onl5eURHR3Pv3j0KCgoYO3YsLi4uREdHs2jRIgD69+9P//79P1gv0bJQteXcam2M8nklkUh49uwZVlZWgtNOZGQkBw8eRENDg/Hjx+Pr68vmzZsJDw/niy++YM+ePfzwww/k5ubi4OCAp6enEKHu37//WwW/WVlZVFVV/U2RXlNTQ1JSEvfv3weaawqMjIyE62w5Bl1dXaHoNScnh+vXr/PgwQMWLlzI/PnzBYEun+uDBg3i008/Ze7cuezbt48uXbrQs2dP7t69CzTvDllYWAjRbw8PD06dOoWJiQmVlZUcOnSIkJAQwa/fxsbmrWu3sLAgNDQUZ2dnbGxsuHz5spCLb2FhgYWFxVufb21h+FuhyHtXoOCPgUKkK1BAcwOijeFeLD6VhKqSEhKplI3hXv90FF0umN6NXrYWzXz+/DkPHjzAwcEBLy8vPv74Yz7//HMCAgK4d+8esbGx9O3bFzs7Oy5fvswPP/yAkZERYWFhnD59mkWLFrF161YuX75McHAwrq6uXLt2jVmzZqGurk5FRQVSqRQTExN0dHRITk5GW1ub1NRUIiMjBf/uAQMG8PTpU3x8fIR86sLCQjIyMlBXV0dVVZXNmzcTGRlJjx49ePr0KQsXLqS6ulooKIVmwX3w4EGUlJS4ePEinTp14ptvvuHevXuMGzcOaBZGZ8+eFe6Bj48P9+/F4zGweVdD1dAaTbfutFFtQ4VEmSlTpjBlypRW77Xci1suTuT3uKUoevPmDVKplJiYGI4cOYKtrS0zZ87E1dWV1atX09DQwNdff82AAQM4efIkV69e5c6dO4SGhtK1a1dSUlLeSoWQN+yRu7DU19eTk5PDkydPcHNzIz4+nlu3buHi4kJ1dTVjx47l1atXwnmsrKzo1KkTAQEBeHt7Y2xszOvXr+ncufN743u3SZZ8vO+Kvl9Lo3j58iWrVq3i/v376OrqMnz4cMaMGUNlZaWwsPD39wcQHGL09PSQSqX069eP7OxssrKycHBwoLa2VvBMb9euHZcvXwaad2PKysooLi4Wuri2JC4ujqKiIrp168aKFSvIzMzEzc0NT09PQTCLxWIePHjA1atXMTIyYty4cejp6WFkZERWVhZ9+vShZ8+e2NvbC4sz+bhramq4d+8eiYmJnDx5Ejs7OxYvXoy9vT2urq6cOHECAEdHR8RisRAxd3V1JTExEQAbGxuys7Pp168f1dXV7Nq1671xqKioEBoaKrx+t1j2XaH8rxbnLYtii4qKCAkJ4c6dO6iqqioEugIFfxAUIl2Bgv8h1MeSACejf6m7S2tivKysjIcPH/LixQsGDBiAnZ0dq1ev5sKFC5ibmzNp0iQ6dOhAmzZtSE5OJiAgADs7O3R0dCguLsbR0ZGXM0D8bQAAIABJREFUL18Kf/T79OlDWloaqampPH78mFOnTnH8+HFUVVXJzMxEU1MTS0tLDhw4QHl5OTY2Nmhra5OWloaGhgYDBgygsrKS9PR0QfA4OTkRHh4uRB1FIhH6+vrs3r2bzMxMIiIiyMjIwNPTU8gHFovFODs7C6KnQ4cObNiwgZqaGqqrq1FRUaGoqIhLly7x5MkTCgoKsLe3F4QeNAunHy/EsOiWGAAlVTV0/IchVVV6a1fjb6WrNDY2oqSkRFFREd999x29evXC29ubpUuXCh1MJ02aRFxcHKtXr+ZPf/oTwcHBXLp0SehAOmDAAD766CMGDRrEgAEDAGjbti1t2rQhPj6e7t27Cw17LCwsUFJSIjU1leDgYE6cOIGvry/m5uaMGDFCaOo0Z84c7OzscHR0FK41ODj4rflhaGjIsmXLhNctFx8fsgqUk5+fz9mzZ7lz5w69e/cWFjRylxktLS1WrVqFpaUlDx8+ZN26dZibm2NhYUFDQwN+fn7U1NSgqamJRCLBzMyMkpISlJSU0NfX59mzZzg4OBAYGIhYLKa0tBRoFubyaLitrS1WVla0bdv2rZQbuWi9e/cu9fX1SKVSXr9+zbVr14Trl0fm4+LiOHDggOBFPn/+fKKiorCxsSEjI4PZs2fz0UcfcfXqVQAqKiq4cOECeXl5+Pn5YW5uzvDhw/nkk0/eOraTk5NwzSYmJlRXV5OTk4NMJsPBwYE+ffrQ1NSEmZkZampq7N27V9hpaI0Pucd86Pfzr6TlOXV0dIS6j3bt2vHdd9+hr6/P4MGDf9NrUKBAwW+LQqQrUNCCd6OV/ywZGRn88ssv6OvrM2zYMCoqKpg9ezYNDQ20b9+e4OBgrl+/Tnp6OidPnsTS0lL4rqenJ8nJyUCzoFBTU+PFixe4u7vz3XffkZycTENDA0pKSrx48QJLS0uampr4y1/+QkFBgVDg2NTUREBAABcuXODAgQPMnj2bRYsWoaWlxaFDhygsLGT27NksWbIEiUQinL9z585C63q5WAKE1vVPnz4lMDCQsrIy6uvr0dPTw9DQUChKdXFx4dmzZ5SXlwvFqbGxsYSFhbF9+3Y0NTWxsLAgISFBOKdMJmPIwL5ITfOFXQ1xU+N7uxq/FpXMz89ny5YtfPLJJ0gkEtauXYuqqiqWlpbo6ury7NkzDAwMCA0NxdfXl127dnHq1Cm6desmuJdAc2TVwcGBsLAwNm/eTGlpKWFhYfTr148vv/wSXV1d0tPT0dDQYM2aNZiYmCASiTA0NGTPnj0UFxfj4eEhWCQC9O3b962xtrQ4FIlErXqstyb2SktLOXfuHM+fPycwMJC+ffsiFouJiooiOzub3r174+/vj0QiQVVVVbCB1NfXJzU1lbCwMJSUlNDQ0CA+Pp6FCxdSUFAgRM/lv2d/f38mTZqEuro6BQUF5OXl8fDhQ6ZPn45MJqOmpgZoriWQR5t1dHTYtGnTByP6lpaWpKSkYGVlRXp6OmlpaZSWlmJnZ4eNjQ0lJSUcP368ubuqhTWHvz/KzcsXiYiIwM7OjuvXrwvXV1RUBDTvQl24cAE3NzdcXV0ZPHgwERERGBkZUVJSwrVr1/j000/x8PDA2NiY3NxcbGxsWLJkCba2tohEIvT09ITGWvKeAq9fv0ZLS0uwnHyX/+viT/k8aWhoICkpiaqqKjp37oympiZWVlYkJydjbm7OyZMnWbhw4f/ptSlQoOBfj0KkK1DwG/H48WOWL18uWLXJW6sbGBhw4MAB4XN3796lsLAQS0tLqqqqUFdXR0VFBQ8PD65cuQI058/KI9fypkK7d++mqKgImUzG/Pnz0dPTEzpz2tvbY2dnx7Zt29i9ezc7duxg9OjRgpBzdnamXbt2lJaW0r59eyES9/r1a+G6fH19BVtBe3t7zpw5g0wmw8zMDE1NTQoLC9HR0UEikfDkyRM8PT3R0NCgrKyMkpISjI2NWbJkCUpKSlhYWBATE4Oqquqv3jN5c5l/ZlfD1NQUZ2dnTp06xbx58zA0NKShoYGUlBTu379PSEiIME5dXV3Mzc3Jz88nKCiIV69eCcdxcnKirq6OCRMmYGtry7Zt27h37x7r16/nv//7vzl8+DBubm4EBgYCMHP+F+SV1/G6ukHwH4f36w+kUik//PADACNGjBDGDe8vPhobG7l16xaXLl2itraWjz/+mK5du7Jnzx4SEhJwd3fnwIEDVFdX4+rqyunTp4V8fzm5ublERUXR1NTE2rVr2bZtG9988w19+vThL3/5C4cPH8bKygoXFxc+/vhjbGxsqKurY9KkSRQVFaGiosK6deuwtrZm0aJFWFhYIJPJOHjwoJDioaenJ+wIyBtJ5ebmsnLlSjIyMtDV1eXo0aPCfJF37Bw8eDADBgzA398fsViMl5cX69evJy4ujvikDJ7VqqFh5ojW8FU8LAELc3MaGhqoqqrCzs4OmUxGUVERvr6+/PnPfxbGLL/Gffv2oa6ujo+PD7a2tmhqagoiXyqV4ufn9979VlFRISwsjNDQUMzMzFr9vfyztFyg/a388aysLGpqanB3d6dt27YkJSWxZs0a6uvrhYLlmTNn0r59e+7evUt2djbBwcHCvFSgQMF/LgqRrkDBb8SVK1eEqOrTp0/ZuHEjBgYGQs6vvPmMt7e3UKCora1NU1MTUqmUrl27Mm3aNFJSUsjOzubVq1ckJSUxYcIE9PX1hUi1gYEBu3fvZvXq1UydOpWLFy+Snp6Ol5cX3377LcnJybx584ZVq1Yhk8lYt24dR44cYcOGDcTHxxMeHo6Ojo5giSinqKgIR0dHysvLsbS0pKGhgefPn+Po6IiKiopwzfK8XYBBgwYxZMgQtLS0kEqlLFmyRDieqqqqIFhbS9+QI3/vH93VUFFRYeDAgQwdOpTJkyfTvXt3zM3NSUpKIjs7Gzc3N1auXElERATa2tr88ssvzJw5E319fUpLS4UFhrq6Oq6urjx9+pT+/ftjb28vpD4EBAQQEBAgnFPuRqMiEtEok7Ex3IsQbwsh3enEiRM8ffqUr7/+msLCQtavX49UKsXJyQkfHx+gWdx+//333LlzByUlJSF6v2bNGsLCwrCxsREa6Bw+fJisrCwAzpw5w9atW9mwYQNVVVVC91M1NTWUlJTYvn07Z8+excrKCmVlZVJSUsjMzOT27ducO3eO0tJSCgoKsLGx4eHDh2RkZGBubk5TUxMXL17EycmJMWPGMHHixLfuc0th2bJRk62tLWfOnOHChQvY2tqyYsUK4X4qKSlx584dwWll48aNrF27lsTERHJzc5k1axbTpk3DyMSMdP0u6Nk1i2iptIkvTjzmyMeONDQ0kJWVhZ2dHfX19Tx58gQzMzMaGxuF+62kpERwcPB7qURyWivals8d4G+6A/2zyOd4y2ZX0JwKl5ycTLdu3Xj+/DlffPEFFRUVODg40KVLF2bMmMGdO3cICAhg/vz5fPPNN0RFRdGxY0f8/f0JCwujf//+nDt3DlAUkCpQ8J+OQqQrUPAbIBdKXbp0AZqju05OTigrK5OXlwcg5Ow6OTnh5+dHREQEvXr1IjExEX9/f7p168aGDRuYOnUqbm5uhIaGcvr0aTp27EhlZSWTJk1CIpEQHx/P7t270dbWxtPTk3HjxuHi4oK2tja1tbU4Ozvj5eUlpDJ069aN48ePA82iQCxuzv8ePHgwmzdvxtHREXNzc7Zv387o0aPR19enpqYGZ2dnwR/9s88+EwRrdHS0MGZdXV3hHigpKb2Xs/tr9n//ShwcHHB2dmbjxo10796dXr16MXr0aExNTenSpQvW1tZMmDCB4uJidHV16dq1KwCrVq16y987NjYWaBZT7xZBynPFy2slfHkqiTpxIyACZCw+lUSAk5GwyKitrRWKIsvLy1FRUWHcuHFERERw9uxZZDIZcXFxxMbGMm7cOKytrVFTU6O4uJg3b94waNAgzMzM0NLSQllZGbFYjFQqpbGxkR49ejBr1iy2bt2KsrIyaWlpgjWkRCJh/fr12NvbC6khU6dO5csvv6Rt27Y4Oztjb29PmzZtOHXqFNHR0bi5uWFgYAA0z4+FCxdy8OBBbt68iZeXFzdv3iQ3Nxdra2t27tyJhYWF0Kipe/fuQnS9qKiIx48fY25uTt++fTE1NUVLS4tnz569JRzbtGlDp06d6NSpEytWrOD+/fuEjZ1C3Mr1KGengAga8tIw7zMBtJodWuRpRQcOHBBcVFqKXTktG361XBT+1nOwZaS8NUpLS0lPT6dHjx789NNPLF++nLNnz5Kfn89//dd/cezYMa5cucLIkSMZN24ce/fuZevWrfj6+vLgwQNiYmI4deoUVlZWzJkzBycnJ9q0aYOtrS3u7u5Mnz6dlStXCp7sChQo+M9EIdIVKPgNEIlEGBkZ8fDhQ6RSKdra2pw+fRpVVVWqqqrw8vJCIpGQmZnJwoULOXLkCMuXL2fjxo1UVVWRk5PDnDlz0NfX58cff8TExIQBAwYQGRmJt7c3ERERlJWVYWxsjLm5OQ4ODrRt25b27dsTFxdHUFAQ+vr6JCUl4erqSkNDA48fP6Znz54kJyejq6tLXl4eHTt2pLy8HGiOiNfV1bF9+3aqq6sJCAgQ3CusrKyEnGOpVPqeHd2HInb/zoYt48ePZ/jw4fj5+WFra4uWlpaQN75v3z4uXbqEjo4OXbp0EXYwli9f/t5xZDIZKioqgvCSCz+5c0x+RVWzx75IPn7RWx77tbW1FBcXC5F3FRUVGhoamDJlCrt27eLp06c4OTmRlpZGmzZtMDQ0xNraGh0dHdzc3LC2tmbbtm2UlZVhbm7OmjVr0NXV5eHDh3Tq1InMzEwh9WP06NFs374dLS0tUlNTmTZtGiNHjkRXV1eob7hy5QoqKirk5ubS1NREu3btaGpqYvHixWzevBmpVMrz58/p2rUre/fuJTs7m/LycoqKirhx4wZTpkwhKCiI7du3s3HjRrZv3y40asrMzKRHjx64uLgwf/58Tp48SWVlJaNGjaJXr16sXr0aDw8P8vLy6NChA3fv3qWiogIlJSXOnTuHmpoa2tra+Ph78VUbdWQyKcrquuj1GIuSoTUnD+zkeVYGL168YPPmzVhZWf3qHHjX3ee35l0npxcvXggL8ZYL1oyMDL744guuXr2KhoYG5eXlHDt2jHHjxlFaWoqenh7nz58nKyuLnTt3YmpqysyZM4WC3OXLlzN16lThvBKJBAsLCzQ1Ndm6dSsbN25k6tSpTJo0iZEjR/6f3gMFChT861CIdAUK/kW868IREhLC2rVr2bRpE01NTRgbG7Nv3z6KiooE0VVeXs6lS5cIDw9n5cqVNDQ05zOHhIRw5coVli5dyq5du4iIiKCmpobIyEj69u3L5MmTcXV15ejRo5SUlFBQUICDgwMODg6kpaURFBSEp6cn9+7dE6L5u3btIisrixMnTrBs2TIqKioQiUTY29sLYwgJCXnL//tdPpQm8HvcUu/fvz+zZ88WmsqcOHHirUi/3LNcjrKyspCKIxaLkclkqKurU1pays6dOxk+fDg+Pj7vCT8rfXXETY1UJ8Wg1FaTqkc/UySupaTvIbDuhoaGBteuXRNsJ+/cucP48eOFzqT79+/nyy+/ZNKkSeTk5PCnP/2J8+fPM3fuXDw9PenVqxdz584lLS2NiRMncvToUczNzRk/fjyhoaE8evSIgQMHcu/ePRYuXMj169fJysqif//+9OjRA2iuaZBIJDQ2NlJZWYmmpibZ2dm4uLigpqYmXIeOjg779u2jvr6e/Px8iouLqa2tJTc3FxUVFTp16kRubi4DBgz4uxo1yd1lXF1dOXz4MAsWLMDExIRx48ZRUVGBWCzmm2++QU9Pj/bt27Nnzx48PDzIyMiAglQkb0ppRIZJ1zAGa2ZjrW/KqOFhZGRkMG/ePCIjI9HU1PxN59GHvPZb8urVK4qLi/H09KSkpISNGzfS2NjIkydPGDVqFE5OTm8tWP38/Bg0aBCHDh3CwMCARYsWceTIEYYOHSrUMrRp04b169e/N0+HDRsm1LpIpVIuXrxIWFgYPXr0wMjIiAcPHvDVV1/h6emJo6OjQqArUPAfjEKkK1DwD9DU1MSKFSsYO3Ys7u7uwNtCVSaTYWFhQX19PefOnaO2tpY9e/YwevRoIiIiOHjwIDNmzKBTp05MmjSJiRMnoqamJhSA2dvbo6urS9++fbl27Rr5+fl89913xMXFkZOTQ0hICPPmzSMwMJC7d+9SUlKCg4MD7u7uPHjwAGh2V7l48SJz584lODiYpKQkpFIpixcvJjg4mBs3biCRSFrNv/2Q7d9/UitzTU1NduzYATSPp6VAh7/a58l/Ls9lbmxs5Pjx43Tu3Bk3NzeMjY1Zvny5UPRaV1fH+vXruX//Pra2tqxZs4ZNI3wY/t/j0HHpgtnA6QyzbWLvzm0421pia2uLTCbj1atXmJubc/XqVWQyGUuXLuXq1askJibSq1cvIToN8OOPP3L27Fnu37/Pw4cP2bFjB7a2tlhYWHD//n2CgoLIysri4sWLzJgxg4EDB5KYmMizZ88ICwt7K+oPkJiaTsazbIaPGIWJiQk5OTlkZ2cjEokQi8VYWFggFouJiIhg8ODBaGpqMnz4cKRSKTdv3uTZs2eEhoZibW3N+fPnW23UFBQURF5eHvr6+ly9epVly5YRHR2Nr68v+fn5WFtbo6qqSkJCAjKZjMLCQnJzc+nfvz9z5sxBW1ubNWvWcPr0aUaOHEn7du6EDh9Jj+Bw3GxM6dejC8r9+5OXl8eNGzeoqqqiuLgYBweHf3qu/Fp6SstFWV1dHSUlJcJOUn5+PuPGjUMsFmNra0tQUBDjxo0jOzubhoYGfv7551aP2bZtWwYOHEhkZCQymYxly5aRkJDAt99+i6enJzKZjLCwMA4dOoSxsTEaGhqcPHmS0NBQ+vbti0QiYd++fYjFYjw9PbGxsUFFRUWws5RIJAr7RQUK/gAoRLoCBb+CPI2jZTqHvIHMrVu36Ny5M+7u7rx+/ZqbN29y69YtLCws+Oyzz4iLi0NbWxs1NTVGjRpFp06d0NDQ4NmzZ0KjoDFjxmBlZcWsWbOIi4sjKyuLHj16CEWZcv/tzMxMoXgRQF1dnZSUFEJCQigrKyMnJ4fOnTvj7+8vWCDOnz+f6upqIYqvpKTE9OnThbEFBgZ+0AHi9xgZ/0d4Nwr6ocVHy2ijqqoqFy9eFBr+TJ48mePHj6Orq8usWbM4dOgQpaWlrFu3ju+//56VK1eyY8cOhg7qj5mNE6tXTkFWX8WsWTdJT0/HysoKb29vGhoaEIlEqKmpcfv2bdq1a8f69ev54Ycf2LJlC3l5eRgbG3P37l0iIyMZNmwYHTp0ICEhASsrK8LDwwkMDMTS0lJw8SgpKaGqqgpdXV20tLR49OgRL1684LvvvsPOzo5Zs2aRUafF8k27aXpTio7vIL6e/gkpKSmsXbuW+vp67OzsWLt2LadPn0YsFpOVlcWIESPo168fpqambN68mf379zNt2jQeP378XqMmJycnQkJCKCgoICMjA1dXV5YuXcqPP/6Iqqoq4eHhhISEEBERgZubG2/evCEzM5Nly5ahr69PSkoKYrGYL7/8Ent7exISEujYsSPdu3fHQEeT7h621NXVYWNjw7Nnz5gwYQIfffQRnp6e/9A8lS/I/t7FZ2NjIyNGjMDX15cff/wRNTU11qxZQ58+fdi0aRNbtmzBx8eHy5cvM3LkSIYOHYqzszN6enpCs6vW6NKlC3v37uXs2bMsXryY2bNnExwczMiRIxGJRIwbNw51dXU2bNhAQ0MDHh4ewkIzKCiIoKCgVo8rk8mEBeXfyo1XoEDB7xuFSFeg4FeQiwD5f1+/fo26ujoaGhq0a9dOENOXLl0iPj6ebt26cefOHXbu3MmiRYsIDw/HwMCAmTNnIpVK8fb2JiMjg1evXuHq6ipEOuVtxaE5NeDOnTsAGBsbA80dP1+9esXo0aNpaGigqamJzZs3Y2ZmxtSpU4WUjr59+wpe3C3bkjs7O/PixYv37AD/6H/E301TeFfUSSQSHjx4wO3bt3n9+jXz5s1DRUWFly9fkpKSQp8+fQQ7v+LiYkQiEefPnyc0NJSOHTtiaGjI2rVriY+Pp4OXJ5WVlRhqqVGnLMXS0pKcnByePn2KSCTC2NiYEydOUF9fz7fffktVVRXfffcdubm55Ofn880339C/f3/Mzc3x8/MTdlnevHlDSEiI0EBo69at3Llzh+DgYAwNDdm1axcuLi5kZGSQnp6Ot7c3kyZNIj4+nqUrIkh2HIOafUdqki/TJBOxL0PExKnTWb5kMe7u7sybNw9o9uUPDw/HyMjorSZA8nmUlJREUFDQW42awsPD0dXVpby8nK+++ooVK1awfft2AgMDOXnyJAMHDgSa53FRURE+Pj7MnTuXS5cuCZ1rk5OT2bZtG2lpaTg6OnLnzh0KCgpwdHQkJSWF+vp61NXVcXFxoU2bNkKzqfLyckpLS3F2dv7VOfCux/m7c+DVq1ckJyfj4ODwVuoX/LUe4eLFi7i4uPDgwQPOnz/P+vXr8fLyIiEhgdOnT2NmZoaBgQETJkxAW1sbAwMD6urqPijS5dfk7+/PTz/9RFZWFuHh4YSHhwvPMjRbdMptOj80NvmYWiuK/SM/2woU/P+AQqQrUNAKEomE3Nxc7ty5IxRgfv/99+jr6zNhwgSmTZuGp6cnGRkZSCQSPv74Y/z9/Xn48CGPHj0iKSmJadOm4ePjw9GjRwWR0KlTJ/bu3YulpSVt27blxIkT9OzZE4DExETc3d3Jzs4mLi4OACMjI6ytrYUGQgsXLsTNze2tjpXy78t5N+ovEono2bOn8Lk/2h/xjIwMrl+/zpgxY9DW1hbel+94yKmvr+fixYtcvnwZJSUllixZQnFxMUeOHMHBwQF1dXWioqL47LPPWLhwIYmJiSxdupQ2bdrg5OREXFwcGRkZdOzYUeiSqq+vj6mpKTk5Ofj5+bFz504AsrOzycvL4/bt26ioqHD8+HFiY2PR0NCgpKQETU1NDAwMSEpK4pNPPmHevHlER0dz9epVVq5cibq6OpmZmbRt2xZonhs9evQgNjaWqKgo9uzZg66uruBB/uLFCwwNDUlJScHf35+hQ4fi5+fHivWbqc28Q1sbT2rTb6DtOwRVJSXcOnbDycmJhQsXcurUKbS1tQkLC6NPnz589dVXaGlpkZWV9VajJhUVFYyNjdm+fTvPnj2jR48etG3blqKiItLS0ujXrx93797ll19+oWvXrri6uqKnp8fr16+5desWDg4O5OfnI5PJ8PLyEjrVamlpCX7f8p2dgoICoU9AbW0tbdu2ZcyYMWzYsIHRo0dTWFiIVCpl5cqVQlHmh6LqLXdRCgoKePjwIdevX2fFihUsXLiQ5ORk9PX1Wbx4MTY2Nm/NGfkiz8vLS3jmgoODOXDgAPHx8bRr146+ffu+V3Ds4ODAjRs3ePPmjeCU0xL5czds2DB8fX1p164dgFCc/e7i+e/ZAVKgQMEfjz/GnrYCBf9iVqxYwdChQ3n+/Dk3btygvr6e1NRUdu3axcWLFzl69KhQRCcWiyksLGTJkiUkJSUxatQoTE1NycjIwNfXl9zcXOG43t7ePHv2DA0NDcaMGUNOTg4DBw5k+vTpzJgxA2VlZbp27cqmTZuA5u6NCxcuZOjQobRp04bBgwcLYkEehW+ZWw1vRwr/CCJcjlQqFez0WvL69Wtu3LjB8+fPgeYIq1gsRiQSsWbNGvbs2QM053kfPHgQd3d3hg4dira2Nu3atWPVqlX4+PiQnZ3N2bNnSUhIwN7enpycHMERxd7enjdv3tDQ0ICLiwtnz54Vzp+ZmYmbmxs2Njbcu3ePrKwsIiIiBMtLPT097OzsuH//PmvXrsXR0ZH4+Hisra3x8fERPMm7du2Kjo4O2dnZeHh4kJWVhZKSEkZGRuTl5VFSUoKXlxfGxsZMnz6dgQMHIpPJqKysJDU1lfLy8uYuncbGgh2mk501DZWltDF1RNpQg7K6NhKpFH8vd2pqahgzZgyzZs0iKiqKr7/+mv79+7Njxw4eP36MtbU1nTp14uXLl6xYsQI7OzvCwsIIDg7m8OHD3LhxA0BwC9LV1WXw4MFUVlZy7NgxoWGRo6Mje/fuxcnJCVVVVcE+MT4+HmhuhGRiYkJ2drZw7WlpaXTu3BlHR0e8vb0ZOHCg0B02ODiYzZs3c+HCBfr06SPUErSktrZW+PesWbNIS0vj4cOHTJw4kR9++AFfX1+uXr2KkZERR48e5ZdffqFfv37viV75s+Xp6UlaWprwvpmZGWVlZfTo0YO4uDhSU1PJzMxk165d3L17FycnJwoLC4UuvVKpVOh/AH99Rs3MzOjcufNbi0u533tLlJSUUFZW/kM9zwoUKPjbKES6AgWtYGFhQWNjIxEREXTs2JEdO3bQp08fJk6ciFQqxcLCQugQWlZWxvPnz0lKSmLdunXMmTOH+Ph48vLycHFxwdTUlLlz5/Lpp59ib2+PkpISRUVFuLu7s2PHDpYvX86lS5cE9w9DQ0PB+lBOa4L8f+v5/Lq6gcSXFbyubvhX3KL/c5SUlN4SY5WVldy6dUuIJtfW1hIbG8uCBQt4+vQp0Bw9j4mJASAmJobevXvz2Wef0bdvX7S0tGhsbGTbtm3s378fDw8PAgMDiY+Px8HBAbFYLJzP0dERsVhMeXk5gwcPxtLSUhCspqam+Pr64u7uztq1a4VGMhcuXODy5ct4e3szYsQI/Pz8WLVqFWpqasTHx6Onp4e2tjZPnz5FWVkZZ2dnrly5gra2NhKJhJycHE6cOEF0dDS7du3C29ubH3/8kSVLlvDy5UumT59OaGgobm5uZGZmUl5eztSpU4WdAm1tba7GXGSguxGNL+4jra1ERVzFxnAvbEwNcHdThvXXAAAgAElEQVR3JycnhwEDBrBu3TpmzJgBNDdq8vHxYf/+/SxdupTLly/T1NTEo0ePmDBhAhkZGfj4+LBq1Sph1yYjIwMlJSW8vLxwcnLi+++/p7y8HHt7e7y8vHj27BmJiYlCKkdZWVmzgwvNglpLS4v09HTU1NRwc3PD0NCQNm3a8NVXX3Hr1i3y8vLIzs4WnGH8/PzQ1NSksrKSmJgYDhw4ICyG582bx5YtW5BIJAA8ffqUuLg43NzcqKmpoWfPnowdO5YuXbpQXFzMxIkT2bBhA8eOHRN2SOTIn63AwECOHz9OXl4e8fHxvH79mo4dOzJs2DAmTpzItGnTmDp1KklJSWhqatK+fXuio6Px9PQU5q6ysvJbaXOpqanA+4vs1vzeFShQ8P8niv8bKFDQCh06dBCs3crLy+nXrx/79u1DX1//rc8pKytTWFiIubk5BgYGrFu3jtLSUiH6qaSkxMaNG4mJiRFyZ+XiRCaTYW9v/14eLLzvO/7PNmGRd8RUVVJCIpWyMdyLUB/Lf+hY/w5evnzJuXPnKCwsJCgoiI4dOzJr1ixevXqFi4sL9+/fZ+DAgbRv3x74ayS1Z8+eXLhwAWi+3506dQKgoaEBNTU1ysvL2b17N2VlZQB8/PHHNDU1oauri6OjI5s3b0ZXV5evvvoKZWVlKioq0NHRISoqihs3buDk5ISLi4twnVOnTuWbb77B2dmZUaNGcfjwYczMzLhw4QLbtm2jR48enDx5kqioKEpLS9HS0uLIkSNkZGRQWFiIt7c3J06coLGxEQsLC86ePcujR49IT09n1apV5Obm0rFjR4yNjXn16hUDBw5k0KBBLFu2TOhKqaenh4uLC4WFhWhpadG+fXt2TOpLjJ0Sc2d2RkO52XWke/fuREZGEhMTg4WFBWPGjGHq1KnEx8dz8uRJLl++jKmpKSKRiOzsbH788UdevnzJ+vXrEYlE9OvXj8rKSvT19YXcaCMjI4KCgoiIiKCxsZElS5bQ2NhIp06d2LlzJ/7+/kRGRlJUVERDQwNdu3Zl4sSJDBs2jGHDhgEIOfKAEKF3dnYmJiYGMzMzrl69ypgxY/Dz82Pp0qVkZmZiaGjIgwcP+Prrr+nUqRN37txBLBajqqpKQEAAiYmJTJkyRWhaBc1R7N27d1NeXs7p06eJjo6moqKCGTNmCOkm8mewW7duVFRUsH//fn7++WdCQ0OFFJVRo0YxatSo9+asvNkXNO+2REdHk5KSQmlpKdra2gwfPhxnZ2eh+ZMCBQoUvItCpCtQ0ApOTk40NjZSW1tLUFAQW7dupaysDC0tLR48eEBJSQmhoaHIZDIyMzMZN24cCxYsID4+ni5dujB//nysra0RiUR06NCBDh06vHcOueBurXjzX+mu8rq6gS9PJVEvkVJP83b7ux0xf4+8rm4gr7wODWkt+3bvRENDAyMjIy5evMijR4949uwZd+/epba2lqlTpwr+8BKJRGjQFBAQIETVDQwMuHDhAt26dUNNTQ2JRIKlpSUWFhZs2rSJ6upqxGIxubm5VFVVMW/ePL799lv09PQwMDBg//79gmtGRUWFIP7u37/PJ598Iog6Y2Njnj9/zunTp1FTU0NNTY0XL15w8OBBduzYQW1tLZmZmSxatAiZTEbv3r05deoUtbW1XLlyhcjISMaNG8eQIUMYM2YM3bt3R1VVFV1dXby9vamoqMDb25tDhw7RrVs3YTFpZGSESCTi4MGDXLx4EWNjY7p16yY0ahoZNoTDhw/zxRdfMGvWLExNTQkNDWXnzp0kJiby6aef0qdPH8RiMfX19YK3uqqqKsbGxjQ1NbFmzRrCwsLe+j3duHGDLl26CAtLKysrDA0NuXv3LklJSXh5eWFjY4O6ujoJCQnY2NgQFhZGXFwccXFxrc7/d9/z8vIiKiqK4cOHU1JSwpEjRzh//jz5+fnCTsmyZcvYvXs3EydO5Pjx49TV1aGpqYmvry/btm0T7lFhYSHQXHQpkUiEjqhPnz4VOnS2PLdMJsPZ2RlNTU0WL17MypUrW52vH8obh2Y3pvHjx2NpaYmuru4fxj1JgQIFvy0Kka5AQSsYGhqiqqpKYmIiXbt2JSIigs8//1zIJ587dy4A+/btw9TUFPhwRA14Lxe1Jb91nmleeV1zR0z+ms/dsiPm75GWkf/KF4noZ8ZxIHI7V65c4ciRI+jo6NC5c2egOT1g8ODBxMXFoaamhp6enpD6UF1dTV1dHa9evWLmzJnMmDGDzz//nIKCAvT09Ni0aRNHjx5lz5492Nvbs2HDBszMzNDW1kZbW5tly5YhkUjYsmULwcHBeHl5UVtbS9euXbl+/TrW1tZvuXE8efKExsZG7t+/j7KyMl988QVisRhjY2OuXLmCSCSiqalJyClfvHgx1tbWfPTRR1y5cgUtLS3y8/ORSCSoqKgQEBDApEmT6NWrl3CO2tpaoqKi6Ny5M66ursTExGBpacmUKVPQ1NREU1OTsWPHvnU/5Y2arK2tqa2tZenSpSgrKxMbG0tgYKDQWCguLg5XV1c0NDQEZxNo9pwPCAjgzJkz9O7dm7q6Ov7yl7/QoUMHDhw4wODBg1FSUqKmpoavvvoKQ0ND2rdvzxdffMGxY8fo06cPX3/9NStXrhR2o+bOnUtjY2Or6R3vPhPGxsZUVVWxZMkSKioq2LJlC/n5+VRWVgLNedwhISEsWbKElStXUltbS0lJCUZGRpSVlVFSUgIgRNzl8+b8+fNs2rQJfX19OnToQL9+/d7qDNryOmpra4U6E/nipSW/Jrzf7dCrQIECBX8PCpGuQEErqKqq0rlzZ6qrqwH45JNPCA4Ofi/dxc7O7q3XTU1NrRay/TsjZ1b66kjeKbiUSKVY6bfu3/zv5t3If21pAcUvXrL2v77B19uT/fv3U1xczJkzZygvL0dfX5/k5GRevXpFfX09ffr04fjx4xQWFqKpqUlTUxMPHjwgODiYrVu3EhMTg5+fH927d0dLSwtPT08iIyOB5lzpY8eOERMTw/Lly4Wc4qVLl1JQUMDGjRvR0NAAQENDA5FIxNmzZxk+fDiampp8/vnn6OrqEhoayoYNGygsLKRv375kZWVx/fp1bGxsWLp0KRKJBDc3N3R1dUlNTWXEiBGEhYVx/fp1oStoz5492b9/P7GxsfTq1Yv4+HiePn1KWFgYERERbNq0icmTJzN06FCWL1/+VtpNS6EpRyQS4ebmhrm5OY2NjTQ1NbF+/XpWr15NYGAgc+bMIT8/nxEjRlBQUCBYKMbHx6OhoYGvry9NTU0EBQVRWFhIfX09/v7+JCQkkJWVxaBBg8jIyOD8+fPcuXMHU1NTRo8ezbFjxxg6dCiurq5Cnjg0F4ympqbi7e39N+eEr6+vkD6ioqKCjo4O5eXlwmJMRUWF/Px8TE1NUVNTo0OHDuzcuRMPDw9evnzJkydPqKiowMXFhYaGBmpra9HQ0GD48OFv2U22pL6+nszMTG7fvk2HDh14+PChcI/fFegKFChQ8FugEOkKFHyA3bt3A3/depcL9F+Liv8eLdEMtdTYGO7F4ndy0n+vUfR3I//KOsZo2niw9Jtd+Dn+tTvqnj172LNnD76+vuTk5FBZWUlSUhLh4eG8fv2ax48fM3LkSFJTU3F2dkYmk+Hh4YGHh4fQ5EjuVy33j79//z4lJSUoKSlx7tw57OzsKCoq4vPPP+fevXs8efIEa2trfH19KS8vp6amhsuXL9O3b1+OHDmCvb290OX07t27dOrUifbt25OSkoJEIkEqldK5c2cuXLhAmzZtGDNmDBEREVRVVTF79myio6N59OgRenp6qKqqsnDhQvbt2ycUU/bp0weZTIanpydRUVGoqqq2Ouc+tDtjaGiIsbExqampdOjQgZKSEiH94sGDB1RUVFBcXMzMmTM5f/48n332GaqqqlhZWaGlpYWxsTEXLlzgp59+YuHChezZs4fKykpWr17NyJEjKS4uRllZmYSEBAYMGEBISAjp6ek0NTVhZ2dHYmIi/fv3B8DW1pb4+HhcXV2pqqoSegK0hqOjIxKJhJqaGrS0tNDU1MTS0hJ9fX22bt2KiYkJR44cYcGCBQCsWrWKFStWkJGRwYQJE5g4cSJ6enr07t2b3r17C8eVe5jL54Kqqirff/8969evR09Pjw4dOuDl5YW5ufl7C3IFChQo+K1RiHQFCn6Fdws44T+zG2eojyUBTkbklddhpa/+uxXo8H7kv62tF/Wpsez+r2U42dty8+ZNBg4cyLZt2/jzn/9M5LdR9AsdSTc/bzxdm+0pP/30U+Dt3OZ3HXJailt5LnF8fDzt27enf//+7Ny5k6ysLCorK/Hx8aGyspKEhASkUilmZmaIRCLMzMwwMTGhtLQUkUgk5MIDDBkyhFu3bvHJJ59QWVnJw4cPcXR0RE1NjcePHwtFjVZWVnz//fesXbuW/v378+c//1koJvb09GTjxo2C8G+J3ENdvmiUF3E2Nja+54QjR1VVFRMTE27duoVMJmPQoEFMmDCBly9fEhoaSlBQENeuXePChQtC0euVK1eYP38+vr6+jB07llGjRpGVlQXAjh07WLduHdra2shkMubPn09+fj4GBgaIRCJevnxJeXk51tbWmJmZ8eDBA0Gkf/7552zatImoqCjWrVsnND5qDXn6WXJyMl26dEFdXZ3U1FSioqI4d+4cFy9eZOTIkQQEBADN6Tlbtmxp9Vgfeqbl8yQ8PJxRo0YpouUKFCj4t6MQ6QoU/Ar/iYL8Qxhqqf2uxbmc1iL/GyJ3U5N5mydPnjBlyhS6d++Oubk5ORhz/lQSL3KU2PXkKbN9C/ikTwcMDQ2F9u/wtjATiUQUFxdz6NAhYmNjsbS0ZMGCBXh6eiKTycjKymL48OHo6Ohw7tw5evXqRWZmJpMmTSI2NhaJREJVVRXW1tbU1dWhp6dHVlYW/v7+REdHC+OoqKjg2bNnGBkZCakrjx49IjExUYj4mpmZsXz5cqGY0d/fn8zMzLfuR0sxLm/QJI/8y1/fuHGDNWvWEBMT816Od8vvAULajpWVFfPnz2fOnDn07t2bjz76iODgYO7du0d+fj4nT57E2dmZmpoaoqKimD59Ok5OTmRlZXHq1Cm2bNnC7du3OX36NPX19VRWVjJ69GjWrFlDZGQko0aN4uHDh4SEhADNxZ8tFzGDBg1iwIABf5e7iTz9TG6RGBoaytChQzEwMGi1KBsQdkveLeT80DMt/4z8fitQoEDBvxuFSFegQMHvjlYj/z3chZ/LZDJeVday+GQi9ZIm6hCBVMqaPd9jrw0hQf2or6+nuLiYpqYmnJycOHv2LBcuXGDLli3cunWLR48esWHDBrS1tbGwsACaawzy8/MBCAoKYufOnQQGBpKWlsaqVatISkri0aNHpKSkoKmpiUgkwtTUlOfPn/PRRx/h4eHBokWLMDc3p6amhoSEBADGjRuHpqYm2dnZfPHFF0JnTZFIRPfu3d8a+7v55K2lV71b1Kivr4+uri4//vgj2dnZVFZWMn36dExMTBCJRMIxb9++TWBgICEhISQmJvLzzz9TU1NDly5duHfvHv369UNXVxd1dXXOnDnDrFmzKC4uxszMjI4dO3LmzBlevXqFr68vDQ0N1NTUcPjwYerq6qivr8fExISlS5dy4MAB9u3bR3BwMMOHDwdg9uzZb41TWVlZWHC0HO+HkKefSaVSDA0N3/qZ3AKy5e6ISCT6XaafKVCgQMHfi0KkK1Cg4HeJvoYqhlpqiMVibt68iZ6eHh4eHoJALXwjpo2yMvUNYkTKqojLC6lOu870abF8160rQ4cOJTExET09PZYsWYKRkRGvX7+muLiYuro6MjMzqaurw9jYGA0NDaqrq8nNzaVbt24A9OjRg++++47Lly9jZGQkvLd161bB9lBDQwN1dXWePHkCwP79+1m2bBnl5eVMmzaNmTNnAs3CWy5WWyM3N5f09HQSEhJ48OABY8eOJSQk5INpK7m5ucTGxhIXF8ewYcPw9PRET0+Pb7/9lsDAQO7evYtYLGbWrFn88ssvPH/+nMDAQFxcXCgqKmL06NFYWFjg5+eHv78/tbW1Qp68trY2ZmZmNDY2kpyczPPnzykqKkIsFlNZWYmysjJNTU34+/vz6tUrMjMzGTZsGLm5ufz000+Ym5tjbGzMnj17BOcjOa2lmvxv3I1a+z78PmtBFChQoOCfRSHSFShQ8LtELsbkhYhlZWU4ODhQUVFBRUUFixct5klCFkraRuh1/wRlbUNUDW3wtNHk+PHj1NfX8+rVK6FRkaurK7W1tbx584ahQ4eSmprKuXPnSExMxNLSkr1793L79m2mT58ONLuPBAUFMW/ePBYvXoxEIsHd3R1VVVWcnZ2pqqpCW1ubQYMGMXDgQCFto7Vc6Nai4idPnuTYsWPk5+dTW1vL8+fPGTp0KOPHjxfsJQ8cOEBqaip6enr06dOHgIAAGhoa2LlzJ/n5+XTs2FHwIM/OzqakpITCwkIGDx7MvXv3WLduHQUFBaiqqhITE8PUqVOZN28ed+/eZeTIkZw9e5a0tDT6/T/23jss6ivt/39NB4beewcVFREVC5bE2GKPPWqM0URNYix5NLbYk1hjYtSNvWU39hJ17cSKCiIiKEVB6R1haAMMM/P7g2c+AXX3u89vn924T+Z1XV4XMMzMOefzGbzPfd73++7Vi2+//ZazZ88SGRlJfn4+Xl5e7N+/H09PTzIzM1m0aBH+/v4kJydz+/ZtNBoNhYWFfP/997z99tuMHz+exYsXU1VVhZ+fHwMGDBAKc1+8pv/sPfG/zd8K/o0YMWLk98QYpBsxYuTfhlar5dKlSxQXFzN+/Pi/GRwVFhYSHx+PSqWie/fubNq0ieLiYu7cucOMGTNo0aIFixct4EOJM3N2nKbgzDq8p27lsy8+J/r0fqBBW2xra0t6ejq1tbXY29sjFovJzs6mdevWrFq1CoCnT58ybNgwIUusUqlwdGxwkRk6dCj79u0jKChI0Hrfvn27STdJN7emnVsba6EN3xs04WKxWJBm3LlzB39/f44ePUpNTQ0rV66ktraWhIQEBg0aRFpamuDT/t5773HhwgWqqqrQ6/UcO3aM8PBw4uPjmTBhAllZWWRmZuLq6krPnj1xdXXl+vXrXLp0iR07drB+/Xq8vb3Zu3cv+/fvR6PRMHbsWLKzs5FIJDRv3pzAwEBGjhyJi4sLS5YswdHRkZ9++okrV67QuXNnDh06hEKhYPz48Xz11VckJydjY2Mj2FS2bNmSEydOvLQWf8uW9N+N4Tq8KBUyFA0bMWLEyOuGMUg3YsTIv4wXAzSdTseTJ0+Iiopi/Pjxr5Q6XL58mTlz5uDr60tAQAADBgxgwYIFHD9+nNOnTwu/d/36dfbvX4ZtaRlZxVn8dUpbqsuKuH6khpycHNzc3HB3d+eXX36hrq5O6PyZmJhIx44dOXXqFLdv3+bJkyeMHj2a/Px8WrRoQU1NjfAeNjY2XL16tcn4GgfoBgyBOfymtTbw4hwNGnFPT08h+67RaDA3N+f+/fu0a9cOgBs3blBZWcnMmTM5deoUCoWC/Px82rVrx/PnzxkxYoTgelJaWopOp8Pc3Jy33noLuVyOUqlEo9HQv39/evVq0Oh369aNX3/9ldzcXN5++23at29Pv379qK+v59y5cy/JRhwdHTl79izW1tbU19cjl8vp0KEDp0+ffilLbpi/Yb6Ggs3Gv1NTU4OJickru4z+b/HitTDwYnBeV1eHXC5HJBJx4cIF4uPjmTFjBgrF619c/fcwzP912BgZMWLkn8MYpBsxYuT/NyUlJdy8eVPQf1dWVgo2ePCyVlgmk9G8eXOuXLkCvFqPvHPnTlatWkXfvn2FICM8PJzjx4+TkZGBuZ0zV27HcPb8RebOnUvfvn0JCAggLSmebt26IRaLycvLw83NjTZt2mBra8vo0aPx8fHB3Nxc0HmbmpoSFhbGRx99RMeOHblz5w6tW7fG3d29yXgaBz0ajUYIlo8dO0bz5s156623mgSjhgC0pqaGhIQEsrKy2L17N1KplIULFwpa7vLycrp16wY0aNtdXFzIy8sT1s/QwTMpKYmsrCxWrlzJyJEj2b59uzCO0NBQzMzM6Nq1KwEBAcTHx/P+++/j5eUFNDT5iYyMJDw8nDt37uDn58egQYN48uQJxcXFmJubM2zYMD766CNGjhyJTqcTuoDq9XpCQ0PJyspqsjFpLNkxrMvfKtLMy8tj3759lJeXc/LkSVq3bs2ePXuEhlD/LAbnmsYOLq8aS1VVFSkpKcTGxnL37l0yMjLw9vZm6dKluLi4kJWVxdWrV5k7d+5/jPTlRYcfAy/O/1+5ITJixMi/ltf/L5ERI0ZeGxpnKaEh+CkpKQEaihlPnjxJUVERubm55Obm8sknn9CtWzfCwsK4fPkyer0eJycnamtrKSwsfOm1Afr27cuaNWuYOnUqX375JXfv3sXc3BwLCwt+uhRN+JpfmfnDEc4nl1Bh7U9RURFlZWVERkZiampK+/btGT58OMOHD6eyspKlS5cybNgwxowZw8WLF5kzZw52dnaMHTuW4WPfx8S1GSWVtXTq1In333+/SdMqQxBaU1PD5cuXuXv3LgBOTk5MmDCB8PBw1Go1arWatWvXEhISwqRJk9BqtZSXlzNv3jwOHTrE7NmzGTFiBBMnTmTPnj38+uuvfPfdd8yaNYuYmBgkEgm+vr7k5OQQFBQkrKenpydHjx5lw4YNZGVlUVlZyfTp0/Hy8mLRokW0bNmSoKAgLl++zKZNmxg2bBhTp04lMjKSUaNG8dFHH7Fnzx5WrVrFypUrGTJkCA4ODqxatYpBgwbh4uLCzJkz6devH9AQeMvlcsRiMU+ePGHr1q2Ym5s36RRqCAANmVqDs8tXX33FiBEj6N69OxcuXACguLiYhQsXEhoayq1bt5BKpezZs6fJPfTPIBaLkUgkTYLQkpIS1qxZw5AhQ/j0008pKSmhrKyMr776iqNHjzJnzhy+//57XFxc2LZtm3DvtWrVSnjN15HDhw+ze/duKioqgN/W/8UNSWZmJnPnzqVdu3Z8/PHHZGdn/x7DNWLEyP8Cxky6ESNGXsmrtMSNJQMVFRW4urrSvHlz6uvr+fHHH4mMjOTs2bMsXLiQTp06MWrUKL7++msKCgqYPXs29vb2eHl5YWpqSmpqKo6Oji/phD/44ANGjhxJSUkJX3zxBX/605/48ssvsXVw5vv9JzENGYDWwgm9ST5j+3Vl9JC36dWrlyBTmDlzJhMnTsTT01MY94cffvjS/H6Jy+GLo3FIRWLq9TrWjQhhUBvXJnINAxKJhKioKMHpxNvbm+zsbPbu3cvq1atJTU3lzp07zJo1i9TUVMaNG8eePXsoKysjPT0da2trVq5cyWeffcb8+fMZMmQIXl5efPTRR6xZs4b169fj4OCASCQiPj4eT09PUlJS0Gg0dOrUifz8fLKzs0lNTWXbtm0kJiayc+dOIiIiyM/Pp6amhurqanx9fTl79iwtWrSgTZs29O3bl2PHjnHnzh0++eQTevXqJcxp4MCBhIWF4ezsjEajQavVNslIW1hY0KZNG4AmjX1++uknnJyc6NOnD8uWLcPd3Z2xY8fi6OjI/Pnz8fT0pHv37ly6dIlmzZrh6elJUFCQUPxqyOIbdP+NebH51N/LAGu1Wi5evMiePXuoqKhg6NChTJ06lWvXriGXy/nqq6/Izc1l4MCB3L59G09PT2prawkICAAabDH79+/PwoULuXLlilAw/Huh1WrJzs7GxMTkJVccaLAENTMzQyqVUlxcTGxsLAUFBfz444/07NmTBQsWoFQqOX78OOXl5Rw5cgR7e/t/yIfeiBEjryevZ8rAiBEj/xYM2eJXYSh0BKivrwfg8ePHbNmyhffee4+ePXvy+PFjPv30U27fvs2sWbMYPHgwx48fZ9y4cfj5+SGVSpkyZQrjx48XGvnY2Nhgb29PcnIy8FsG3YBaraaoqEiQc1hbW+Pn50dIeE+qHt/h+eVtiE0ssOwwFM+Ri5jx5SoOHDjAwoUL0ev1WFlZNQnQDfM0SAMASiprmXcsntp6qNLoqK2HL47F87yqDoAnT55w+PBhvv32W9RqNdAgw7ly5QoXL17E1NQUlUpFQkICmzdv5tNPP2XIkCHk5ubi4uLC7du32bhxI2KxmFGjRiGVSlm2bBnOzs60bNkSJycn3njjDdq1a4dYLCYlJQVzc3OsrKx49OgRAAqFAqVSibOzM6GhoULjn7S0NM6cOUNaWhoqlYqwsDAGDx7M/fv3uRsbh6m9Gx/PnIOzszPQ0EFz5syZmJmZsWXLFkaOHEnnzp1p3749q1atQq/XI5PJXspIOzg4EB8fj06nY/z48Vy8eBGA9evXs3z5curr63n8+DHe3t6YmZnRo0cPjhw5wgcffMDjx4+JjIxEIpHQqlUrwaLSycmJiooKYmJiAJpk6KGp/EkkElFbWyt0N32RsrIyvv/+eyZPnsz69esZOXIkdXV1rFu3juLiYnbv3s3atWvJyMigoqICJycnfHx8qKtruMa+vr60adOGU6dOERsbK6zXvwudTicUEUPD5+DKlSvcunVLeLwxRUVFLFy4kMzMTOLj43nnnXcoKytjwYIFVFRUsGHDBiorKzl37hzTpk3D19cXS0tLY3MmI0b+gzEG6UaM/IF50Yc7Ly+PkpIS1Go1K1eupHPnzgQFBbFt2zaqq6vRaDTs3LkTf39/7t69S1BQEO3atSMxMZHw8HBsbGxITEwEGo7djx07xltvvUVMTAyffPIJN27cAMDT05OnT5++ckylpaXMmzePd955h9TUVEaMGAHAO/174/XRZhwGf4Hc0QeJqQVSJz98na2B3zL/0DTAaaxZNjyeXapGJhajq6uhJush5XdPIlKXk12q5tGjR8yfP5+bN4RMHVEAACAASURBVG9SXl7OkiVLUKvVzJkzB3d3d+zs7LCzs0OpVFJZWcnVq1fRaDTY29uj1+spKCjA19eXkydP0rZtWyQSCRMmTKCurg5nZ2cUCgVZWVnY2Njg6+uLq6srz549o7i4mObNm9OtWzeys7MRi8Vs376dkydPcvz4cbZt24anpyfXrl2jsrISMzMzZsyYwfz585FIJFi36cVdj5Gc0QQz4VgGp+IamjLdv3+fHj16sHXrVjQaDffu3WPq1KnExsayceNGtFotmzdvZtiwYbRt25ZDhw6hVqsRi8Vs2LCBpKQkBg4cyI0bN3jy5Anjx4+nsLCQ1NRUzM3NycjIoKSkhG3btqHRaDhx4gQff/wxt27dQiKR4OHhwa+//gqAnZ0dz54949KlS0DTDL1eryciIgKdTodarWbUqFF0796dOXPmsHHjRuG6GjZaSqWSuLg4CgoK0Gg0WFpaIpfLKS4upqqqivDwcDZu3EhWVhYWFhY4ODhQXl5OWVmZ8J5ffPEFO3fupLy8/F+i2zbIwxoH4wZelKqoVCqOHj3KvHnzGDVqFKdOnQJ+28iYmpry7NkzcnJyCA4OxsnJiV69ejFo0CAGDRpEVFQUSqWS7OxsAgIC0Gg0L22AjRgx8p+FUe5ixMgfEI1GQ3p6OtHR0Tx9+pQ+ffpw4cIFNm3axOjRoxk3bpygb5ZIJCxYsIDdu3czbdo0goODm0gVgoKCuH//PlOnTkWpVJKVlQXA8+fPSUhIYMGCBQDExcWRl5cHNARrd+7cEV6jcXGms7Mzhw8ffmnMduYK1g4PZu7ROGRiCfV6PavfaYWNWUOg97f8uA3BV3JyMocOHSIgIIC+g4eT+cu3aDUaEIvR67Rkn01GM6E1zQL9GDlyJKdOneLevXtkZmYSEhLCnTt3BG/w7du306VLF4KDg2nRogUKhYKLFy/SpUsXbt++jVKpxN3dHYlEQnp6OlqtVsgi19fXk5ycTGVlJdbW1nh4ePDw4UMGDBiARqOhS5cuJCQkUFRUhL+/v3Da4erqyqpVq5oEk4Y1K1RVM+9YPOq6etQ0bEa+OBZPuL89UVFRrFixgnHjxgGQm5srdPo0ZKtdXFxYsGABfn5+TJs2DY1Gw/jx4+nQoQP37t1j7Nix3L9/nx9++IHevXvTt29fli1bJmyGVq1aRVpaGjNmzEAikVBdXU1kZCRTpkzh5s2blJWVsXHjRtzc3OjZsyd+fn7o9Xo+/fRTNmzYgImJCSKRiNGjR/Po0SOOHz/OhAkTGDBgADk5Ofj6+tKzZ0/B7rGqqgqlUsmaNWt4+vQp165dE57Xvn17AgMDhc3d06dPcXBwwM3NjcjISHJzc3F0dESr1dKuXTtGjBjBsGHDXjp9+d/gRUeZxhw4cIBt27YhFov5/PPP6dmzJ6amptja2vL111/j4+MD/LaRcXV1xdLSkqysLDp37oxYLBYKej09PamoqECj0dCmTRs2b97M/PnzAcjPzxdcgIwYMfKfhTGTbsTIH5AlS5YwePBgsrKySEtLY+rUqbRo0YKioiIcHBw4dOgQfn5+zJw5k969e3PlyhXu3r2LVCrF19dXKF6DBn9sQ1bc1dWVpKQkMjMzkclk9O7dW/hnaLwDDf7jP/zwA9DUqq9xZt/gsW3Inup0Orr42bFjQgf+NL4dkfN6MjTU46VCv9TUVA4ePEhMTAx1dXUMGzaMyMhISkpKOH/+PAcOHECmq6V3aCC6ikI8+k3F1MED+/oSrl48y6lTp1i+fLlwUtCsWTMyMzNZvXo1Li4uZGZm8ssvv1BYWIiLiwsPHz6ka9eu1NTUsHv3bo4cOYKZmRn9+/cnNjaWvn374uzsTEpKCnPnzmXlypU8fvyYfv36IZFIaNmyJQqFgoqKCmG+rVu35sSJE7i5uQkuL8+fP6e+vl7IjhpcSAzdV2ViMSJRw/fqp/fQ5CSTXaomMTGxiazE2dm5yc/MzMzo1KkTv/zyC++++y5//etfiY6ORqPR4OPjQ3R0NFKplHbt2nH06FGePHnC3LlzSUhI4Nq1a3h7e6NQKMjIyGDUqFF07tyZ06dPk56ezqNHj2jVqhWFhYX06NGDn3/+mc6dO7N69WpqamrIy8tj79691NTUkJaWRu/evbGxseH69evMnDmTjh07MnbsWIYOHYqjoyN79uwhJCSEoUOHcu/ePSZOnMiyZcvYtWsXbm5uHDt2jOXLlxMfH8/QoUN54403ePfdd4mNjSUkJIR33nlH8LU3bOo+/PBDpkyZ8j+Shfw9mZgBvV5PbGwsFy5cYOzYsYLtJ0B2dja7d+9m2bJlbN26lU8++YSnT5/y9ddf4+rqir+/P1KpFJVKxdWrV/nhhx+EjV5OTsMJibu7O/Hx8UBD4y1zc3MSEhL4+uuvefr0Kb1796ZFixZs2bKFqqqqf3huRowYeX0wZtKNGPkD4urqilgsZv78+eTk5DB58mTs7OwA6NixI8uXL2ffvn0EBgby888/ExUVJRTWOTk5NZGq+Pr6kpCQAMCYMWMYPnw448ePZ9GiRcyYMUNoR294fcNrGHj+/Dnx8fHEx8cTFxeHRqNh+fLl+Pr6NsmOn3qQy7xj8cjEYjQ6HYt7eeBYl0dC0mOat+9Gx+BmrFv9NefOncfDzZWpH02mbdu2iEQiTpw4QYsWLXByckImk3HixAkKU+PpFdqMuRPCOME9Ii7GCwWgcrmcGzduYG9vz9SpU0lJSWH79u1CVtzNzY0rV67g7u7OgwcP8PT0ZOnSpRw8eBCtVsvEiRPp2rUrp0+fFqQqISEhtG/fHp1Ox6pVq5g4cSIikYi+ffvSt29fUlNTWbp0KfCbrMMw/xs3bqBWqxk5cqSwHqWlpSQmJpKens6V6zcpzjdD0bKhMLQq6QY6ezfcbUxxc3MTTjAAWrVqxcGDB8nNzeXu3bv06NGDffv2ER0dzdGjRzl37hwrVqxAJpMRHBzMrl27OH36tNCIaeHChfz4448UFxejUqmE+6NDhw6MGzeO6Oho0tPTMTExoaqqisjISHQ6HaGhocyfP5+MjAy8vLx4/Pgxa9asYeXKlYSGhpKZmYmbmxtyuRwzMzMGDBggbOQM9OnTh7feekvY7N28eZN9+/ZRVlZGXV0dPXv2JDAwkCVLlgjFoi1bthQsHwcPHvzKz4PBdrIxje0lXyxibbwxLCkpQSaTYWlp2eT5IpGINWvWUF5ezrRp03BwcGDChAl06tSJqKgovLy8CA8PRyaTMWbMGK5fv05YWBhSqZS7d+8SFhbG/v37uXLlCj4+Puj1etzc3AS3Fk9PT65fv86AAQMwMzPD09OTx48f8+6777J48WKys7Px9vbGxcXllXM2YsTI648xSDdi5A9IaGgopqamQIO218XFRWji4+/vT3V1NYcPH2bhwoWIRCLOnTtHeno6arUaKysrsrKyqKiowMLCAg8PD5YuXUpVVRUODg5cv369yXt17txZ+PpFD+q4uDg2bdqEvb09Xbt2pX///ri7u7+U1bxzL54pC/+EVqbELLAzupoqpk1Zga+tgizscXxmReWfzlEafRELj1bklNXS/bmevlotqampREdHM3jwYFJTU/H39xcKTIsL87ERVdKv91ucOHqYZ8+e4ejoiJWVFYcPH0an01FQUEBcXBzl5eXExcWxZMkSYmNjcXFxYeHChUgkEtavX4+VlRXz58/nwYMH1NXVYWlpyfbt27l69SqBgYEEBgYCDcHb1KlThUysoaDV398ff3//V16vx48f8/PPP7Nnzx6GDh2KUqnkxx9/JCgoiIEDB9KyeSDp+XdIryxALlMglclY9tlELBUNa21ra8vy5ct5+vQpUVFRpKenM2zYMNasWcPhw4cpKiqioKCAvLw8Dhw4QGpqKm3btiU/P5+ioiLS0tKAhqx7SUkJ+fn5mJubU1tby/79++nZsyf+/v74+fnx6NEj7OzsyM7OJisri8DAQDp06EDPnj2pq6vD1NQUiUTCrFmzWLRoEa6urpw9exYHBweKi4upq6vjzTff5PDhw1y/fp3g4GBOnz6NXC5n9OjRTdbF0tKSwMBAQkJCCA0NFTaCrq6uDB8+/KV1fJVjzIs+4wZelEzV1NQgkUiQyWRcunSJ+/fvc/36dZ48eUJ4eDjffPMNzs7OTVyRWrduTVpaGr169UKpVGJubk5SUhJqtRo/Pz+Ki4txcXHB0dGRoqIinJ2dUSqVFBUVATB9+nQ+++wzYRz29vbExsZSXV3NmDFjUKlUQEODrR9//BFoqM3w8PDAw8PjlfeSESNG/nMwBulGjPwB8fPzQ6PRCLpopVJJYWEh9fX1ODk5UV9fT7du3Vi3bh2zZs1i3Lhx9O7dm7KyMvr27Uu3bt2wsLAAwMTEhGnTpjV5/cZZyMa8KE0JCQlh165df3es9+/f5/M5X1BXIadOXYXmeTYSM2ukZhaoe87CUqunBlA/j6E2Pw2Zoy8imQlrdh6Akmeo1WoCAwNZt24dEyZM4NGjR+h0OkxNTSkqKmLXrl2EhISQnZ3Nt99+y507d5DJZJw6dYp27dqxePFizMzMGDlyJIcOHcLLy4vy8nJKS0vR6/XMnDmTrVu3Ym1tjbW1NTt27BBs78zNzRkwYICQGW+cmTU0A2pse1hSUsK1a9eoqKhg+/bt9OvXj/nz5yOTySgvL2fgwIGMGjWKZ8+eUVNTQ9++fRk8eLDQsTT6XjRjJ33OzMtr+Hhod65du8auXbtYsmQJW7ZsYfz48Xh6eqLT6TAxMaG2thYHBwcePnzIkydPCAsLQywWo9frKS4uRi6X4+PjQ3Z2NnV1dUilUpo3b45SqaSqqgonJyfUajXp6ekoFArq6upIT09HLBbz/vvvM2XKFFavXo1IJCIiIoJBgwZhamra0HwqLY2oqCgGDx7M7t27OXv2LBqNhqysLIYPH46DgwPLly9HpVLh7e3NBx988NK9ERwcTHBw8CvvG4MsSCQSCZnyV+nDX/WzwsJCbt++TWVlJZ06dWLlypWcPXuWBQsW8Nlnn5Gbm8v27dv5/vvvGThwIIMGDWLfvn3MmzevScDv4uKCWq3m+fPnKJVK2rRpQ2RkJGPGjGHJkiVER0czZMgQYXPi7u5OWFgYn332GTt37mT27Nl0795d6I46ZMgQ3nnnHeRyOf3793/lnF9sqmXEiJH/XIxBuhEjf0AMhWQJCQl07twZuVzOs2fPqK6uxtLSkokTJzJixAjGjRuHtbU1Dg4OTZ5va2vb5PvGARH87zaE+eGnEzwq0WPT/xM0pbmURx1DYmKOzDkQmURMTU0VYpkJIokUbbUKU/+O1GQ8oDLxOnvLkujSpQt//etfSUlJwdvbmxs3bvDo0SMcHByQy+U4Oztz69YtdDodHTp0oG3btkybNo1WrVrx9OlTdu7cybp16zhw4AA//vgjXl5efP3117i5uWFhYYGFhQVffvkl0NTq8e91wCwrK6OsrAwfHx+SkpLYsGEDa9eu5eHDh4wYMYJ9+/Yxd+5cTp48yb59+/j444+Jj4+nf//+WFtbY2tri1wuJzAwUMi6jhkzho0bN9Ii0J8Afz/EYjF79uyhqqqKn376iYqKCjIyMnj48CHl5eWkpKRQXFzM8ePHeeuttwQds6urK1u3bqW8vBy1Wo2JiQkajQalUskbb7whuKpkZmZiYWFBWVkZCoUCDw8PnJ2dKS0tRS6XY25uzpQpU3j48CFSqRR7e3tSUlKIj4/H2dmZgoICjhw5gpWVFQMGDODAgQO4ubkJRaV9+/blzTff/H/6fL+4IczOzhbkXEuXLuXEiRPMnDmT999//yVJy/Pnz4mJiUGv1/PGG2+gUCh45513hEz3o0ePOHDgAIsWLWLdunV88sknBAQE0K5dO9q0aSM0vpowYQIPHjzgzJkznD9/niNHjrB69WpCQkKIjo6mvLwcaDhVOnToEAsXLuTtt99my5YtLF++HGdnZzZv3gw0+Le3bdsWPz8/4XNnWIMXT5i0Wu1L3UZf9bURI0b+MzEG6UaM/AGRyWR07NhRCB5mzZqFhYWFoKudO3fuS8/5W9lx+NcFBMUVNZy5n4HUpRkAEqUNUhsXpFIpXZxFJOv1iGX/Hbho6xFJpBSf2YDCJQAz31CG9AslI+0Jy5Yt4+OPP6aqqgp/f3/Gjh1Leno6p0+fJiYmhi5duqDX60lISKB///5s2LCBCxcuEBoaSrdu3VAqlbRu3Zo//elPrxynYZPyqs3JgwcPOHfuHLW1tcyYMQMzMzM2b95McXExGzduxNramvT0dB48eEDbtm2RyWQMHDgQa2trKisruXTpEgMHDhQ8w1u1asXt27cpKysjLi4Oa2trEhISOHbsGFVVVcybNw9nZ2cWLFhAREQE1dXVJCUloVQqyc/Pp7Kykvr6eioqKjAzMyMnJ4e6ujpcXFxQqVSCXMXNzY3MzEwsLS2xtLQkISGBtLQ05HI5JiYmyGQyTExMCAwMRKfT8eTJEzZs2EBmZiZWVlb88MMPiMViAgICqKysJD8/n/z8fFxdXcnJyUEmkxEaGsru3bu5c+cOf/7zn7l165YgF9HpdMjl8ibOPy+u74sbopSUFKZNm8amTZto1aoV8fHx/OlPf6Jr165NniMSiYiMjGT9+vUolUpMTEzIysriww8/RCKR4OTkxJYtWzhx4gQ7d+7E1tYWW1tbTE1N2bx5M927d8fFxYXnz58D4OjoSFJSElOmTMHLy4vly5djZ2dHUlISBQUFFBQU0LJlS8LCwtixYwcA48aNo3Xr1sLJggFzc3M6der0D30+XiXTMWLEyP8djO4uRoz8QVmxZgPOQR0pVFXj6ekpZAXhN0vExjSWZfy7yCmrQaa0QlOc2TAGuSnqp7FIbd2Iv32FwRYZ1CVfo/rWz8jMzDFv0Q2rgPZQW0FHL2vee3c0eXl5qFQqli1bRqtWrTA3N0er1TJ8+HBatmxJXl4eLVu2JCEhgT59+qDX62nZsiWff/4548aNw83NrYl+/FWuHiKRCI1Gw08//cTMmTMFaUZeXh5ffPEFz58/RywW079/f6RSKV5eXpSUlLBixQpcXFwoKytj/PjxWFpaYmpqSm1tLSKRCHt7e9LS0oiIiMDNzY1Tp07Rvn17lixZQkpKCp999hmzZs1ixYoVpKam4u7ujlQqJTc3l2PHjiGXy5FKpWg0GhQKhRAQhoWFIRKJhKLCd955B19fX3Jzc8nJyaFHjx5CI6KioiLy8vKor69HJBLx5MkTVCoVlZWVlJaWkpubi7u7u1BX4O/vj0qlQiwWo1QqKS4uJiwsjB49euDq6kpQUBAqlYrp06cjFovx8vLi/Pnz7N27V3jfxh7i1dXVREdHs3nzZn744QeKi4ubrHvjJkxWVlZ4e3uTm5vLX//6V65du8a7777Ld999h06nE5pyVVdXc/PmTd5++23+/Oc/Y2Zmxq5du0hMTKRHjx48f/6c/fv3c/DgQaRSKdXV1URERJCRkUFubi6VlZVERUUJUq3MzEw0Gg2enp60bt1a0Mb7+voydOhQIQgPDQ3l3r17wviDg4ObBOgGjP7mRowYAWMm3YiRPyS/xOUw71g8UhHU62Ht8GAGh7gJj/89f+d/Jw9zVEj8OlOXcBXVnaOg1yGWmyBx8EPX/WOyHkQSblJPq8HhvDdmJPPnzgapCQF9grkXdZsLFy7w3XffsX//fnbs2MF7771Hy5YtcXd3B+DcuXN/870NgdKLcoK/tS4nTpzgzJkz9OjRAz8/P3Q6HYcOHaJZs2asWbMGnU7H+fPnuXbtGlZWVtTV1bFp0yYWLVqEj48Pjx8/RqvVCvr5X3/9lZycHKqrq5k7dy4qlYra2lrMzMyoqalBp9NhZmaGs7MzT58+pba2ltjYWMRiMVZWVrRv357r16/z3nvvceDAAaqqqtDpdCQlJREaGkq/fv24cuUKADY2Nri4uJCdnY1WqyUvLw+9Xs+9e/coLy+nrq4OhUIhjEEsFuPo6IhKpaKqqoorV64QHBzMN998I1hYOjg44OPjg0QioaamBnd3dxwdHVEqlcjlciorK6mtreWjjz7i3LlzREREMHv2bLKzs/nhhx94+PAh/fv3JyEhgeTkZFq0aEHr1q2FDrB1dXXExMRw5coV7O3tee+997C2tsbOzo7k5GR69epFjx498PHxYfbs2cBvJx1VVVVER0dz//59jh49ire3NzKZDJlMRmBgIMuXL8fd3Z1WrVoRExPD8+fPBY/4bdu2kZKSQm5urtBQqLKyUpCrNEahUDBx4sSX7qv/12frdfjsGTFi5PfHGKQbMfIHo6SylnnH4qnR/JYRNjS+sTNX/I4ja0pJZS0r/5qIxNQS215TqUq8Btp6rMLHIlFaY2Frz/wPx9HGw1p4zo6tP3LkyBEeP37MBx98QLdu3XB1dSUkJAT4zWqvurqadevW0a1bNyGr/GJgJBKJUKvV7Ny5k7t37yKXy1m7du0r9fgikYjly5ezbds2wsPDhddLTU0lJCSEyspKlEoloaGhpKSk0KlTJxQKBQqFQvA/r6ysZPHixRQUFLBx40Y++eQTbGxsWLFiBTqdDj8/Px4+fIhcLkckEmFqaiporw3vZ29vT25uLh07dmTYsGEcOXJEmIdKpRKC8ocPHzascUkJer1eaEVvKAZNSkqisrKSuro67O3tUalUyGQyxGIxcrmc2tpa8vLyGDVqFNnZ2Tx48IBHjx4RERHB0aNHsbe3Jzw8nNLSUiwtLUlPTyciIkJo8iQWi7l16xYpKSlkZGSg0Wjo0KEDUqmU1atXCzIelUolFNMaqK2tBeD27dvs2rWLDh06UFFRwcyZM9mxYwdeXl6kpKQwY8YMRo8ezZUrV6iqquLatWv88ssvODo60rNnTzIzM2nfvj1bt27F1tZW0KBrtVrhpKVXr14MHz5cWK+ff/4ZS0tLwVZUoVAwZ84coanQq3ixXuP3DsBLS0vZu3cv06dPNzY4MmLkNccYpBsx8gcju1SNTCymht+CdJlYTHap+rUK0h/lliOmIaCRO3gj7+Hd5HG1ph43a5MmlndWVlZ8+OGHwG96ZcPXJ06cICAggNatW2NmZsaECRNwdHREr9eTnZ2Ni0uD1j0rK4vZs2ezZcsWYmJihAAwJiaG1atX8+mnnwo+3YbguLq6muDgYKqrqxGJRFRVVSGVSnFzc+Phw4e0adOGVatWcfXqVaysrOjduzfPnj2jpKSE5s2bC1KS1atXY2lpiVarZffu3UJA5+TkREBAAA8fPsTNzY2ysjKKi4tJT08Xss0qlUqwTXzw4AETJkygvr6eDRs2IJFIsLS0pLy8nObNm7N48WJat26NhYUFYrGYtWvXCpaBXbt25dChQ9TW1hIYGIijo6PQ3MjDw4PmzZtTV1dHVVUVeXl5mJubExwcTGpqKtOnT8fb25vs7GwuXLiAQqGgf//+xMTEIJFIMDU1JSUlBZVKxf3795HL5WRmZlJdXY1cLqdVq1Z89NFHTJo0ieLiYnr16sXPP/9MYmIixcXFeHt74+npSVFREYcOHaJr1674+flx4MABTp06xeLFi5HJZERFRZGWloaVlRX5+fnMnz+fqKgoCgsLcXR0ZODAgbz11lvs27ePs2fPAiCVSvnll1/YvHkzFhYWrFu3joMHD2JtbU3z5s0pLy/nrbfeErLy27dv59atW5SUlAgSqsanLo3dfP6dvJipf/F7wynOV199xfLly/+tYzNixMj/jNc2SBeJRP2AjYAE2KnX61f/zkMyYuT/BO42pmhe0FVrdDrcbUx/pxG9zC9xOXxxNJ7a+t/GqdfrQa8DkQiRSIwekaBJ1ul0TYKkFwsNRSIRN27cIC4ujri4OLp27UpUVBR1dXU0a9aMJUuWsHDhQnr06MHNmzfx8/PD3Nyc3bt3Y2try7Vr1zh69Cg6nY5hw4bh7u6ORCJBq9UCCO4mly9fpqioiG3btpGfn4+npyfJycls3boVd3d3LC0tyc7O5uTJk/Tp04fIyEi0Wi1t27YlNjYW+C3bb3DyqKysxNTUlPv37wt+3ZaWlmRmZqLT6ZDJZAQFBREbG8vp06eRSqWCtWJhYaGQeX7zzTc5c+YMJSUlxMXFceHCBVJSUrCysmLEiBFERkZy//594fnu7u4sXrwYS0tLRo8ejUaj4c6dO4LVZEVFBXfv3mXGjBkUFhaSlJSESqUiOTkZiURCVlYWcrkclUrF8+fPUSgUdO7cmTZt2rBu3Tr0ej3NmjXj3r17goSloqKCNm3a8O2336LRaNi7dy99+vShT58+hIWFUVdXJ8hqrl27xu3bt7Gzs2PYsGEoFAomTZqElZUVGRkZLFu2jKFDh1JQUABAdHQ0ADNnzuT48eNMmjSJ2NhY9u3bh7OzMyEhIUKBbWZmQw3E1atX2bNnD0+ePKFXr1589tlnmJiYkJqaypMnT5g8eTIuLi7ExcVhampKs2bNhPvQEBj/q60QG/ceyMnJISIiggkTJrz03mVlZZSWluLh4cG8efMIDQ1l1KhRtGzZ8l82NiNGjPxzvJaFoyKRSAJsAd4GgoB3RSJR0O87KiNG/m9gZ65g7fBgTGRiLBRSTGRi1g4Pfm2y6AY5TuMAHf47ay2WIBI1/NnS6vQcjM6kpLK2SaEhNMg4Ll68yI4dO8jLy0OtVhMfH8/OnTvZv38/er2e3Nxc7t+/T8eOHWnbti2nT59G+9/Nj7RaLUqlEqVSSXp6Oo6Ojqxfv57jx49TXl7O5cuXheY2YrEYjUaDXC7nwIEDTJ8+HZ1Oh5OTE48ePcLb2xuRSER6ejru7u74+/tjY2PD7du3kclkyOVyxGIxCoUCkUgk6LhFIhEBAQGCPAfAwcGBzMxMkpKSkEgk1NbWcvjwYeRyuSCDsbGxQa1WN/E2l8vl3Lp1C6lUSmlpKT/++CNHjx7FxMSEsrIy7ty5YUPSrgAAIABJREFUQ3JyMqamprz33nuEhYWhUqk4e/YsMTExVFdXo9Pp8Pb2xtbWVijA1Ol0rF27lr179wqt583NzVGr1VhaWuLn54ePjw9isRhzc3MqKyv56aef0Gg0lJWVcfPmTaqqqggNDeXKlSvk5OSQnp6Ok5MTGzduxNvbm/DwcNLS0liwYAETJ05k165dfPfdd+Tk5GBlZcXgwYP55JNPCAkJITMzk5kzZ9K2bVvMzMw4deoUOp2OZ8+eAQ0boEGDBnHjxg28vLxwdHRk0aJF/PTTTwwZMkTo5hkXF8fZs2eJi4ujoqKCXr160blzZ3bu3ElsbCzOzs5Mnz6dfv36oVKp2LNnD2fOnAEaahg0Gg3x8fFcvXpVcKr5V9HY8Uar1XLo0CHOnTtHVFQUIpGIq1ev0qNHDzp16sTu3bspKSkBoFOnTly8eBGNRvMvG5sRI0b+OV7XTHoYkKrX658CiESig8AQIPF3HZURI/9HGBziRri/PdmlatxtTF+bAB0a5Dh63T/mbrH2XCJrD19lpFcduqI0Jk2ahKmpqXCMb25uTlFREZMmTeK//uu/uHz5MkuWLMHS0pKWLVuSmJhIXl4eI0aMYNasWaxduxZnZ2cuX77Mrl27sLW1RaFQMHbsWCIjI5kyZQoZGRnU1NTg5OTE22+/TUpKCtnZ2VhZWREWFkZMTAzh4eHs2bMHMzMznJyc0Ov1ghd9ly5dSExMxNPTE4VCQVpaGo8ePcLMzIzq6mqqq6uRyWSUlpZy9+5dtFotBQUFeHl5kZ2djbW1teD6YthMODk5YW1tjVqtbrJZ0el0SCQSpFIpZWVlWFlZIZfLhfd5/vw5Op2OMWPGsHjxYqqrqzlx4gRvvPEGv/76K1evXiUvLw9oCAYrKiooLCwEfmsSBA1da2tqalAqlUilUvR6PSUlJZSUlJCY2PBnu7S0lLCwMDQaDcXFxWg0GuH5vr6+ODo6UlhYSLt27bh06RKpqanY29sL6xQSEkKHDh1YunQpcXFxjBgxgvLycoqKiliwYIEgW+nSpQvdu3cXZD1HjhyhX79+QIOkRSKRYGJigomJCS1atGDXrl1CZjw3Nxe9Xs/Tp0/5y1/+QrNmzZg0aRLNmjVYgIaEhAgWigbKy8txdXWlsrISgGPHjvHll1/i4uJCq1ateOONN/7HfQP279/PkCFDWLduHR06dGDIkCFNHjdkyHNycoiKisLMzIx+/fpx4MABrl27xrNnz5g8eTJ2dnYcPHiQ999/n0mTJgEIa244NcrPzzd2JzVi5DXldQ3S3YCsRt9nAx0b/4JIJJoCTAEEfagRI0b+cezMFa9VcG5AKZdQq/3HgvSym3+h+vFt9rbpxVvOdWzcuJFp06bx6aefEhERwcmTJ4mIiKBFixYEBQXxl7/8hfv373P37l3y8/MpKCggPj6eBw8e4OrqyqpVq3j77bext7dn8+bNqFQqioqKOHjwILa2tlRVVWFubk5AQICgcV65ciUTJkygTZs2BAYGIpPJhKDdycmJnJwcAgMDycnJQa/XEx0dTVlZGdnZ2VRWVqLT6bCxsUGr1aLX6wVpiFqtFuQ0tbW1QpfS4uJiiouLEYlEKBQKKisrcXR0pKSkhPr6ekxNTVEoFNTW1uLs7Ezz5s2JjY3FxMQEPz8/YmNj0Wg0iEQi2rRpI/if29vbU1paytWrV7l165ZQHGqQi2i1WkpLS4W1t7KyoqysDEDIoqvVasE+0hBIuru7C6+1ceNGxGKx8F6GOZ85c4YLFy7Qu3dv5HI52dnZ7NixAxcXF54+fcqlS5fQ6/Vcu3aN4OBg3njjDdasWUPbtm25dOkS7du3Z/Xq1Xz88cdkZmayaNEiUlJSUCgUtGzZkk6dOrFixQqaNWvGoUOH+PzzzwGYOHEia9asITY2lrFjxzJ69GhEIhHDhg1j2LBhTe41Q4Gvvb09er2eCxcuMHv2bHx8fFAoFIJj0MaNGzl16tQrrRWb3LtlZZSXlxMdHU14eDguLi6CVGbNmjW0atWKuro6kpKSGDhw4EudRC9dusTmzZtxcXFBJBKRn5/P5MmTKS4uJiAggClTpnDnzh2qq6vp0aOHcA0NDZ38/f05ffq0ELQbMWLk9eO1lLsArxLwNflfW6/Xb9fr9e31en37F7shGjFi5GVKKmt5kFVGSWXt7z2UV2IYX65KjYnsH/vTJDG3RSQS4xg+Gks7F0pKSjhx4gTvv/8+mzZtQiwW06xZM/bu3Ut1dTUVFRX8/PPPpKen8+zZMzIzM1m6dClLly7l8ePH1NfXc/jwYSIiIggICMDT05Oamhrkcjk1NTWUl5eTm5vLrVu3qK6uJjs7m6VLl1JXV0dCQgIDBw7Ezs6O7OxsbGxsSExMJDs7W3BgUalUZGVlUVNTI3TzNGSoq6qqEIvFVFVVoVQqadWqlRBQKRQKMjMzsbZucLLx9/dn//79tGjRgtraWjIyMoRsrampqdCU6vnz5yQnJ1NRUYFIJKK2thaJRIK7uztyuZyUlBS0Wi179+6loKCA2tpaNBoNDg4OggSndevWwno3lkaUlZUhk8madPE01AYYOmTq9XpqamooKSlBJBJhZWWFTqcjLy8PV1dXQXdfW1vLihUrcHJyQqFQ4OrqyldffcW5c+do06YNX331FfPnz+fy5csEBQXxwQcfkJyczJIlS3jzzTd5/Pgxb7/9NnZ2dqxbt46IiAgWL17MtGnTAAQ5zpkzZ3jzzTfp0aMHJ0+eZPLkyfzwww9Cw6PQ0FBhjjqdjqioKFasWMHQoUPp2rUrkyZNorCwEIlEwooVK9i1axfnz5/H1dWVwsJC6uvr6dKlC5MnT+bzzz9n69atPHr0CGjQ2y9evJhOnTrh6+vLli1bKCoqYufOnRw5cqThfpZIuH79Ol26dMHLy4ugoCAyMzOpq6sDEAqMCwoKiIqKYuTIkaxduxatVsvGjRspLS3Fx8eHuLg4oKFTaVVVlRDgNz5lcXNzIyUlBTe336xXjRgx8nrxugbp2UDj8zd3IPd3GosRI//x/BKXQ/iaXxm/M4rwNb9yKi7n9x5SExqP76P9MWhfIXdpcGvRCf8A5E5+IJVRr9VgJhcJWdnc3FwyMjK4c+cOLVq0ICUlhW+++YZbt27x66+/cu7cOc6ePUtiYiIPHjygvr6e1NRUdDodDg4OKJVKLly4wJMnT9BqtZSXl6PVarGwsEAmkzFv3jxatGiBTCajoKAAqVQqSD28vb0pKCggJSWFsrIyCgsLSU1NpbS0FF9fX2QyGWZmZojFYiwtLdHr9VRXV6NWq7GwsEAul1NcXIyHhwdBQUHIZDJatmyJhYUFSqUSiUSCSqVi7ty5ZGZmotVqiYiIEIplz507J1gC2tvbY2Zmhl6vp7y8nLi4OGpqagQ/dINWukuXLigUv52qpKeno9PpUKvV3L9/v8l1aBzoNZasNL5OhmJVaAhONRoNer2eyspKRCIRcrmctLQ02rVrJ2TdN2zYIASmOp2O999/X7By3LJlCz179uTdd9/l3XffpaSkhOzsbGprazE3N6ddu3bo9Xo8PDwQiURERETg7e0tyESUSiVr1qzhp59+4rPPPsPCwgIXFxfkcrkg4Zk6dSqdOnUiLCyMo0ePAgh680mTJpGYmEhtbS1nzpwhLy8PDw8PYTPy3nvvYWdnx4ULF/j888/Zv38/w4YNY/Xq1bz77rsAnD17lmfPnnHo0CEePXrEjBkzaNeuHaNHj+bGjRtkZGQAUFxcTEZGBnZ2dnh5eZGbmyvUJDTeEF2+fJn169czZswYzMzMWLt2La6urri4uFBUVAQ0NE/y8fFh1apV6PV6UlJSuH37NgDOzs7U19cLpzVGjBh5/Xhd5S53gQCRSOQD5ABjgLG/75CMGPnPpLEvusF28XXyRS+uqHlpfHq9DvR6wckFDP7STQ/ZZNYuoKmhR30cpUUFREdHCw12nJ2d6dq1K8nJyaSlpZGamtqkY6gh4B08eDA///wz5ubmQqZSKpUKNoMGXXmvXr3Yu3cvOp2OqqoqysvLUavV2NnZ4evrS2pqKhs3biQzM1MoKvX39yczMxMXFxfS09N5/PgxVlZWTJw4kRMnTpCRkYFSqRQKMz08PJBKpaSnp/Po0SNMTU3RaDTExsZiaWkpyFzc3NwICQkRgi5DECeTyViyZIkQ8OXn52Nubi4EwgqFAo1GI3TfrK+vRyKREB0dTU1Nzd+8Rgb5DNAkqJPJZELm2RB8Nw7QoUEKY2lpiYmJCaWlpej1eqRSKTqdjps3b2JmZkZtbS1OTk588MEHxMTEYGtrS1paGoGBgcTFxREdHc3s2bNxdnZGJBKRlZXFxx9/TFlZGcHBwUyZMgWRSISfnx8SiYRvvvnmpTnk5eWRmpoq6N0nT56MUqkkIyMDHx8fJk6cSHBwMEVFRUyfPh0HBweCgoJo27atsOnp3bs3eXl5ZGZm4uvrS2ZmJmFhYUgkElJTU9m0aROjRo1iwIABdO3ale7duxMTE4NarSYtLQ2ZTIaXlxeAcB/26dOH5ORktm3bxjfffINEIhEy582aNaO8vFyQGf3yyy+kpaUxZswYrK2tWbJkCT179hTmaGiGlZeXx7Fjx7CxseG//uu/+Pbbb2nbti0ymUzYjFy7do2hQ4dSW1uLqenr4+xkxIiR33gtM+l6vb4emA5cAJKAw3q9/tHvOyojRv4zMfiiN8bgi/57olarqampIaesBm1RBmW3DqIpywdAJBI3cXIB0NZUUfHgApWJV8nbN4vCI0sY7avFRlbPuZ+3kZqaiqOjI3V1dULh5enTp8nIyEAmkwk+3e7u7oJHukqlwsrKShiPi4sLHh4e1NXVCXaHUqkUX19fDh48iI2NDfX19Wzbtg2xWIxUKkWj0fDs2TPKy8tJSUnBzMyMyspKVCqVkIFXq9UolUqhYFEikQjSDgsLC2GOT548ISUlhcrKSp49e0ZSUhLQECT37NlTyFwnJCRw+PBhbt++3cRqsr6+nvPnz+Pk5AQgdCVt/LhB02z4WWMrSQNisbhJsWPjwLvxeA1FqdA0g/5ioWRNTY2gv7ewsKBPnz7Y2tpiZWWFq6srzs7OqFQq9u3bh6urK0FBQTx9+hSANm3aMHbsWLKysigsLGTVqlUMHDiQ8+fPExwczPz58wkNDQWgVatWZGZmEh0dzZw5c3jzzTfZu3cvALdu3WL+/PnU1dWxbt06mjdvjpmZGcnJySiVSurr6xkzZgzDhg0jLi6O2NhYbG1t8fT0/P/YO+/wKOt0/X+mT2Yy6T2hJgFSCAkiVUIIAQUVxFVBRBSXtQuoC64ixd7WtdcFERsKiCBFBJYmRWoSIAWSkEB6rzOZ/v7+yHm/ThDdc36ru57jfK7Ly2TKO28Z4P4+7/3cD1VVXTdy4+LiOH/+PD179iQsLIyVK1cCkJ+fT11dHWq1moqKCq677jrS0tJobGzEZDLR1NRERkYGBw4cIDMzk4ceeog1a9ZQX19PdHQ0s2fP5sMPPxR3Lq677jokSRLDqmprazl16hTZ2dkEBATQp08f/vCHP/DSSy+xbt06li9fzrRp0zh16hRJSUmMHTuWlStXcv78eSIjI3nqqac4ceIER48eZc6cOSgUChobGxk/frywUHnx4uW3x29SpANIkrRVkqR+kiTFSpL0zH96f7x4+d/KbyEXXZKkbvaKhoYG1qxZQ0tLCzGBPiiDY/AffiOagAgAnOYWGne8Q926J2je9zEACgU0bX8HZ1MVwZPmg9vNe0sfICAoFEunlTNFRaQNGUrv3r158MEHMZlMKBQKBg4cSK9evYTobm5uZvXq1TQ2NqLVaikqKkKj0dDZ2cn58+epq6vDbreLiMPW1lY6OjpwOp3U1dURHx+PzWbj2muvZfjw4aKKHRkZidlspr6+nrCwMAwGAzExMWg0GmpqatBqtahUKiRJ4sSJExQUFNDZ2Ul9fb2wmuj1egICAoSlRM64tlqtbN26VVRYAWbNmiUWCrJwliSJ2tpakcgCXdV0WYTL3njPOwpyRd0Tt9v9k9VVT0FvtVov2Xjo4+PDmDFjxDacTidKpZLRo0cTEhLCrl27GDx4MIWFhXz88cd0dHQwePBgSktLqa6uFsk7c+fOpaioiMcff5yFCxdy7tw5pkyZwqlTpxgzZgwnT57k/vvvZ8qUKWzZsoXbbruN5cuXs3//fi677DI+/PBDTpw4wfPPP8/o0aPx8/PjsssuIzo6Gj8/P6KjoykpKUGSJNauXcvVV1/NiRMnWLRoEQcOHMBgMBAUFCRE+oABAyguLhZNmikpKcTFxbFv3z6WLFlCUlIS7e3t7Nq1i+zsbDZu3IjBYKC2tpaRI0fy5ptvMm3aNEJCQnjuuee49957xYCpkSNHsnbtWjZt2kRqaqq49hEREZSUlJCRkcEbb7zBggUL8PX15dZbb+Wee+7hyy+/5MiRI4wbN06ktDz11FNs3ryZ2bNni+uhVCpFzwB0VfCHDBlyyWvsxYuX3wa/VbuLFy9efiHkXPSFX55Eo1TicLt/1Vx0t9uNJEndvMvy0CEZuUEzPz8fX19fHkm/ij8vewGf6P5o4kbSfnwTSq0B35HTaTu2gea9H+E37HoUOgPmM/vpLD5MYuoQcisLaYmdgMNQhL38NF/lVKNpt/D2228THh6O1WoVle6goCCampqorKxEr9fj4+ODv78/2dnZYt/a29tRqVT4+voKG4ePjw9Go5G4uDhsNhs333wzK1as4Ntvv6W2thaXy0VYWBiDBw8WTaWNjY0YjUaqqqqEjcRms2G323G5XPj6+tLU1IRCoaBXr150dnbS2dmJ2Wymvb1dCOjAwEDRdKnT6VAqlSL15ZNPPsHtduN2u2ltbRXn2XMMvfyzjMPhEFYTz+t1MUqlUiw+5N/l13V2dqLVasWCwTMDXd5ebGwsa9euJSMjg/z8fAwGA0ajkcbGRiorK7FarRw8eJBevXqJRlNJkvj666/59ttv6dWrF5dffjn79+/nr3/9Kz169GDLli3MmTMHo9GITqejtLSU5uZm4uPjueGGG/jiiy8ICwvDYrHw5ZdfMmnSJPbv38/69euZOnUqbreb/v37i4hIrVZLjx49yMvLo6WlhZycHB544AEkSeLAgQOcOnWKzs5OampqyM/PZ86cObzzzjsUFBSwaNEi1q1bx1NPPcXTTz8t7ky43W527dolUmsUCgUmk4nKykoGDx7MhAkTgK6Fzrx58xg3bhw5OTmkp6czf/583nnnHXJzc9FoNOLch4WFce7cOTHkyuVyicXW5MmTmTx58iX/HHpO4vW8jjKed0S8ePHy2+Q3W0n34sXLL8fk1GgOPJLJJ3OGceCRTCanRlNc2866Y+UU17b/S9u+lFXCU5CbzWZ27tzJiy++yBNPPMHChQt5+eWXKSgo4LvvvsNut3NrZiqTEwMZHNIlKs35e7AUfkfDpr9ir7+Ao+E8nUVHUOl98U0ex1/e/II63zhQKGjN3YGl+AjOjmasrfXU11TRo2cvoqOjcblc5OXl4XQ6aW1tFcJVrpT7+PhgtVoxmUyo1Wo0Gg1msxm73S4q352dnRw6dAi73c7WrVu54447uuVi2+12qqur+eKLL8jJyRFDhQwGg4jWMxqN4rPa2tpYv3490FX5NpvNpKWlAV0e79TUVHHuZC+y3PgpT+ZUqVTi8z3xFF6eAt1z4uU/i9yTxabn++W0F7VaLaw08n7IcZGSJOHv749KpeLkyZP06tVLZKQ7nU7q6+spLy/nxhtvBLqq8FFRUQwdOpSoqCj8/f0JDg5m2LBhPPDAA2zatInq6mo++OADlEolRqMRjUZDcnIyN998M6+++iomk4nQ0FDmzJlDfHw8+/bto3fv3hw/fhyj0cjll1/OkSNHeOuttzAajRgMBurr64V/Pjo6WthdrrjiCq688kpGjx5NWloabrebG264gerqahQKBTNmzGDIkCHU1tYiSRLr168XuevQtTgJCQkBuiZ/ygtTk8kkKvHyICGVSsWJEyeIj48XdqsrrriCPn36cPnllxMRESHO8RNPPMGyZcuErchzmql8nT3vUnlem/9pPrsXL15+W3j/BHvx8jsh2FfHoB4BBPvqWLLhFFmv7OPP606S9co+lmw89ZPvc7vdnDhxghUrVlzyeZVKJaqubW1trFq1ivvvv5/HH38cm83Gvn37WLt2LT4+PpjNZvLz8wkICODW2+5gQNowSkrPM3ToULZt2czuPXtwNFej0OjR9R5M1Jx36HHzk10V9Pw9uMwttB37mhVbD2LvbEeyW7FVn0Ub2gelVo+15BggUVVVzYkTJ8Tt/Z49e4rKYkBAAL6+vrS0tOByuXj44YdJTk4WTZtut5v29nYh3qHLE+7r68vmzZv585//zMmTJ6mpqcHpdKLX6zGZTKIyP2zYMJRKJfX19axfv57a2lrMZjMWi0WIK08rSXt7u6hKd3Z2curUD9fipyZVGo1GAgICulVc5WtxMZeqqP8cPj4+qNVqYbnQ6XQ0NjaKZtPa2lrCw8NRKpXCby+nt8hVdvlY5M+3Wq0YDAYGDx7M4sWLCQoKEsOEJEmipKSEY8eOMXr0aNatW8eTTz6Jj48PDz74IIWFhRQVFZGSkgJAVVUVBoOBIUOG0NHRwblz5zh9+jS9e/dmx44d3HLLLUiSxIcffkhubi7R0dEcP35cLMTKysooKiriH//4BxEREWi1WtLT09m5cydxcXHceeedlJeXYzabOXjwIFFRUXz99deUlpbi7++PJEmkp6dz/vx5CgoKePHFF0lMTOStt94iNjYWq9XK3r17xfmUq98A33zzDRkZGVx++eXMmzePMWPGMGjQIHGdn3zySQ4dOkRsbKx4/z+reMuLAa8g9+Ll/x5eu4sXL78zimvb+ej7C90e++jQBW4d1ovYsK4Ui4tvkZeWlrJ7926mTp1KUFAQLS0tIjVkzpw5bN26lT179rBt2zYOHz7M2LFjSUhIQKFQYDQaiYyMZP/+/VgsFoqLi7Fr/TjlCMd64RQ+sUN4/d2lPHH3NOoLTqKJOoxCqaKz8DvqmirwG5SFs6kSpY8f2sh47NVFVK9ehKRQdhnVJQlXez2SywluJypDAHqdFocSMcWzvLwcvV7PlVdeSUFBAXq9npqaGpqamjhy5AjFxcW0tbXh7+9Pe3s7FotFVI4jIiKIjIzknnvuYc2aNZSWlhITE0NYWBiFhYU0NjZSXV0tquJy9VS2oMgCefHixSxZsgSr1Yrb7RYVa6vVyq5du8T5vlR6ikKhQKFQoNFosNlstLW1XfLaXipO71ICXRZ2si3D398fp9OJ2WzGbDbj7++P2WwWzaCeHnlZjF+8gJBz2AMDA9FoNLS3tyNJEj179hRWn9OnT3PmzBlsNhs2m41t27ahVqvRarVUVVXx9NNPU1JSwu7du7HZbFRUVBAeHs7IkSNFT8DChQv57LPPeOqpp3A4HGRmZqLT6di4cSMFBQX87W9/o6GhgV27dnHw4EGGDBlCr1690Ol0DB8+nMGDB7N3714xTbW+vp6RI0eyfv16br75Zt5//30CAwNZvHgxRUVF7Nmzh02bNpGRkUFRUREKhYI+ffpw7NgxrFYrY8aMITMzk0GDBqHRaJg4cSJr165lz549lJaWkpKSwp/+9CcARowYQVRUFAkJCURGRnb7Myb/39Ou5MWLl9833qW3Fy+/M3LKWy75eG5F649SPerr69mzZw+1tbXo9XqsVivvvPMOzzzzDLW1tahUKsrKyjAajRQWFrJ7924GDBhAXV0dqampnDhxgqeeeoqvvvqKiooKRo0aRVRMT/afOIW5tgxL3QWsHa3Mmn4D+adycNstdBYdwm/kdJR6E7a6c7T+430c9WX4XX4dIZPmEThuDm6nHSQ3qDQo1DrcDmuXYAf0SjednRYiIyO54447hLUhPj6ehIQEMTmzqakJi8XC1q1baWhooK2tjdbWVlEdVygUIvGltraWxx9/nPr6eqqrq2ltbeX48eM4HA569uwpYhsBkWMOXcNk5MryY489JtJP5Kmcl8Lz/Gs0GiHc3G73j+IO5eqy/NilLDCXQpKkbqkecmylvE+dnZ0iXUU+Jvl98usBAgICUCgUwrcvH5vnYmHGjBnYbDZxzo8fP45SqaRnz55s2rSJvn37EhoaitPppKSkhKysLHx9fZEkiRtvvJHPP/+c06dPs2vXLlpaWigtLeXdd9/l3LlzqFQqLr/8cmJjY0U+fEJCAjNmzOCBBx5g0aJF3HnnnbhcLrZs2cLKlSvx8fEhLi6O4uJioqOjyc3NpaWlhY6ODrKzszGbzfj4+JCcnExbWxsZGRnk5eWRkJAg7Dt9+/aloqICp9PJsGHDGDJkiLirMW3aNJYtW8aUKVNYtWoV7733nnguNjaWzMxMIdAvdadEXpB58eLFi1eke/HyOyO1x6Uj1/xs9bz22ms888wzImVj5syZvPLKKxw9epT8/HwaGxuJi4ujrKxMjFcPCAhAqVRy9OhRQkNDOXr0KCkpKWi1WhFVWFdXx4pPPmfiLXdzvqICe915nM3VSC4nLXs+ROcfxm3zl6DUGdGE9MS3/0j802eiC48lcOJ8FCoNUmcbljMHaT20Bpw2JGsHCrUWydZOiE5i4vhxXaJW0VX9LSkpQa1WYzAY0Gg0mEwm3n77bRoaGmhubiY6OlpUk+Upn9HR0cI7LieS5OTkUFVVRXt7OzabDafTyeWXX86SJUvo3bs3jY2NGAwG4fWW00Jk77v8+MVe8J8aIiNntQNYLBYh/hUKhRB1co67nIcu83OWh4ufa2ho+FGVXRaTcoOr577KzYrww+RRebEhe8YVCgVmsxm1Wi0Saz799FOMRiOBgYFERETQ0NCARqOhtLSUWbNmIUkS9fX1mM1m9u/fzyeffEJDQwM6nY59+/aTPEddAAAgAElEQVQxatQoCgsLiYyMZPHixezZs4f09HT2799PamoqVquVwMBAAgMDMRgMPPDAA2RkZFBeXk5ISAhBQUG8/PLLPPTQQ/j6+vLOO+/g7++P3W7H7XZz5MgRysrKuPfee5k2bZqYGBsSEoLFYkGr1ZKTk0OfPn3EIKA+ffrQr18/kZ9+8XlMTk5m2rRp9OvX70fXwfO1XouKFy9efg7v3xBevPzOiAs3MWtEz26PXdMbNny6HIvFgiRJbNmyhWeffRZ/f3/mz59PeXk5lZWVrF27lri4OAoKCli2bBkjRoxg3rx5dHZ2UlBQQHZ2Ng0NDUyZMoXbb7+do0eP0t7eTmt7B6kjMhh73Qxq7HoUBj/0vdPQRsQhOayo/ELJHDkEUOAyd1X6O07/A3v9eep3fYAqIILO4iNowvqg75WKPNTIJ/ZyUKpprK+noqQQh8MhxLTVamXdunUiXrGkpIT29nYUCgV2u526ujpR5bbb7TQ0NFBaWiqsLkqlktDQUHQ6nUgfKSoqorOzky1btvDee+9x+vRprFYrQUFBQuBKktTtjoSn2P3vVkg9Xyf71T3F3cUVbeiq2nt+lkqlEsfnuV96vb7bZ3k2+npaMOAH77zcSCqnoshYrVYkSUKj0RAZGSmaGseNG8c111yDQqGgsrKS+vp6rFYrtbW1bN++nQULFhAaGkpLS4uYbmqxWLBarbzwwgviTkZRURHNzc0kJiayd+9e7rjjDh5//HEmTpzIjBkzaG1tJTY2Fh8fH4KCgqipqWH79u089NBDPP3000yZMoXXX3+db775ho8//picnBwqKytFY+f58+cJCwujrKyMjo4Ovv76a1pbW6mrq2PDhg1YrVbOnTvH2LFjycjIEJnroaGhPPnkkyQkJPzkdf2pfgJvldyLFy//XVTLli37T+/Dv8z777+/7M477/xP74YXL/9rGDsgnGsGRpIS48/DWXHYig+Tm5uLyWQiNzeXzZs3k5ubi91up76+nokTJ2Kz2dixYwcjR45kx44dtLa2smLFCmbPnk1xcTHnzp3D5XJRXV1NQ0MD+/fvp7KykvSxWVTHXkPb6T1IOiOB4/6ErSwba1kOAfFDsNafR9d2gQtF+UgaH6zaAAz9RqBQd4leU9rVKHUGbJWFuFpqsNeV4ra2g+TG0VoLLhcKhSSSM6C7ZaCzs1NkgdvtdvG7nOQix0XKInTUqFFcuHABt9sthhG5XC4cDgchISE4HA5cLhetra0iZs/lcqHT6UTcYmBgYLcIQxlPIf1zYs1TkGs0GiH45OPyjESUuTiRRa1Wi33z3O6l0l3kbcmDmOTPlSeNypNPlUolvXr1orm5GbVaTVpaGi0tLdjtduEzh67pnuXl5eIcTJkyBbvdjlqtxmq1sm3bNuFr12g09OnTh8bGRiIjI7nvvvvo0aMHtbW1DBgwgNLSUjo6OsSE1gMHDtDe3s67777LV199RV5eHlOmTOHYsWOcOnWKxx57jPDwcHx8fEhISODw4cMUFRWxYcMGVq5cSWJiIgAnTpygpKSEv/zlLzidTlasWEFLSwuvvvoqmZmZ7Ny5k+rqamJjY1m0aBEmk4mQkJBu35efu45eMe7l53jiiSeqly1b9v5/ej+8/LbxVtK9ePmdEhduYlJiMMtfeYadO3dy6tQpXnvtNcrLy3n77bcZMGAAjY2NHDx4kKysLNG0OHv2bFwuFx0dHbz11ls0Nzdjs9kIDg5m5syZGAwGcnNzmTBhAhkZGXy3fx+uhguog6JxNFbQWZqNq72RP915N1+/+yw3XDuR0SOGsW3bNm78w/W47Rbajm/G2VqP5LBhry3GnL8Xe3MFnZUFKFQalDoDKFWofYNAqxN+bZfLhVqtRq/Xi9hCu92OJEndxt6r1Wr8/PxEcobL5RLV5IMHD2IwGH4ksuRmSNnqIaNSqUS+uYzFYulWsR4xYgRAt2FEssj7OcuDRqPBz89P/C5XvS8ltC+2XLhcrm6fdzGyVcOTmpoa8bOPj484Js9M9NLSUqDLlnP8+HHRXNrQ0IDRaMTf35/JkyeLRY9KpWLYsGFERkaKKayZmZkMHz4ct9tNQEAAoaGhKBQKkpOTcblcbNy4kTNnztCnTx90Oh2zZs3i6aefJiAggO+++47S0lKSk5MJCQkhIiKCHTt2MGPGDCRJ4uWXXyYoKAjo6qnw9/enpKSEuLg47r77bjZs2MBnn33Go48+yvz580lPT+fgwYMsWLCAIUOGMGbMGK677jo+//xz9u3bxxtvvIHBYKCqqooNGzbQ0NAAeL3jXrx4+fXxinQvXn7HGAwGxowZQ35+PpGRkQQFBXHZZZdhs9nIzc2lpqYGm83G9u3bOXfuHB0dHYwZM4bTp0+j1+vJz89n1KhRTJ8+HY1Gw9ixY5kwYYLwS3d0dLB02VNYW+tQGvxRaHS4bBYkt5s+EYHs27yG2sZmTp46hVVSEzviKrBbaT30BZ1l2ah8gwgYOR1tUDQKCfyGXIs6KKqrcdTtwmluQem0CkEIXX5pu90u7Cey+DYYDOK4nU4nNTU13arRsofa6XTS0dEhtieLbYfD0U3oy5YWuarqcrlE9Vl+vczx48cBRBa7/H5ANFx64un99rxD4HK5/mnOuYz8ObJlxdfXt1v0o1wx97SveGZwR0REiHPgOTnU85zJPnX5P5PJRExMDGvWrKGpqQmNRoNCoWDhwoUcP35cNGVqNBp69+6N0WgUE1K1Wi1ms5mpU6ficrkYMGAAM2bMQKPR0NzczMSJE1m4cCGTJ0+msrISt9vNsGHDKC0tRZIk+vbtK+JChw8fzuOPP86hQ4d44IEHmDRpEklJSRw+fJglS5bw/PPPM336dJYtW8aJEyf49ttvsdlsZGVliesp37GQv1vy1NcXX3yR1atXU1ZW9t+6Dl68ePHy/4s3gtGLl9858mh0eXrmrl27+Prrr7FYLDz11FO88sorbN++nQkTJlBUVMSQIUNoaWnBYDCQmZnJyZMnKSoqIq5ffzbu2Et1bT1Tp05l/PjxzJo1i2OHvuOP12Xx7sqPCRk9HUmjp6cljtVr13NeGUFQ8jU4e13L8Of+gU6tRKH3JWTiPPR9B4t91IT3xVp+GkP/K9BGDsBSsA8AndKNTRSQFRj9/DC3tQqLCvzgCTebzV3b+q9YQ4CePXtSUFAA/HRF22q1CuHq6+uL3W7HarWi0+mEzUPGU5hrNBrx2W63G4VCgdPpJCAggJaWHxJ2PCvwMhcPIpJ/99z3i5+/OA/dM0lGPn7Pyq/8evl5ef/kn8+ePSteazKZutlg5P1wOBzodDqRAV9eXk5FRQWSJDFhwgTy8/Opq6tDoVAI60tHRwcNDQ188803aLVaMa1UrVazYcMG8vLymDx5MsXFxWzduhW73c6ZM2eEH76pqQmdruvuyYwZM1i+fDkul4uIiAj8/f1FPvvVV18tmkSvueYa3G43wcHB3c5dbm4uzz77LDk5OaSkpHDLLbeIxUJ1dTUbNmxAkiQWLFhAdXU169evJy4ujri4uG4LHi9evHj5NfCKdC9efufs2rWLHj16kJSURH19Pc3Nzbjdbux2O9OnT6euro78/HyWL19OW1sb48aNIyAggGeeeQY/Pz/CwsI4diIH/bBpHN66D1tzDRgCuemmm0QDXmdnJzdcM5l7HrkPa2MFTy3dT2nSLExaPxx03dKzO904XBL63mm0fL8W7dmDKI2BGOKHoY2IR6FSY68vpbMsB41Gi8NuxfZfgqwLCfNP5IfLglSpVBIQEEB9fT0AxcXF4jWyCJUrqBEREcLG4uvrK6wacvVcpVKh1+uxWCxoNBohcOVKs8lkoqmpCUDkkUP3KaI/hafnXKPRCLvJxQLdczsX22DkY5a343m3AbqaH+vq6sRnyNsePXo0p0+fprm5WRyX3GQrC3M55x1+WAQYDAaRAQ9w9OhRcb50Oh0+Pj7Ct56ens6xY8dob28nPT2d5uZm6urqaG9vx+12k5aWxnfffYfD4WDOnDkcPnyY/v374+vrS1RUFOnp6UyaNImysjIGDhxIWVkZAQEBbN68mcDAQHr37o3T6RTnxFOcy959lUpF//79mT9/PsXFxSiVSvr3709paSk33HADI0eORKlU0trayrx583jttdeEHey+++77yWvnxYsXL78UXpHuxcvvGHkwzeTJk/n000+58sorSUhIYOvWrSIK8Pnnn2ft2rXodDrKyspYt24de/fuZe3atTz11FMMGJiGzxW3UrdjeVdSizGQE80aqhpaiI+PZ/r06aSnp/Pggw+iNdcQ3z8WVFrczVVIoUYkFN38vaZBEzAMGIWjrpSWfR/RWXwEdWAkbpuFhs1/Q+V2gBCbEnLSyz87TugSaLJwhu6i13O4j8vlorKyUjzX2toq9k+r1dK7d2/Onz8vJmwmJSWRnZ2NXq8XsYRy5d7z8y/FpSrhcsTixT/L5+lSg4RMJpNYAMgNnxcfW3BwsJhwKgt0hUIhzkOPHj1oaGgQ75UFrXxHwMfHB4vFIia5QneR7ufnR11dHW63m+bmZpHg4uPjQ3R0NBaLhQsXLvDxxx+jUqkIDg7GYrEwYsQIsrKyeP/995EkibfffpvnnnuOO+64gw8//JCWlhbuvfdehg4dCnTdfaioqKBHjx50dHRQVVXFmTNn2LZtG0qlkkceeUQsImS7U3V1NUeOHOHMmTNkZmYyZMgQDhw4wJtvvkm/fv3QarW8+uqrzJ8/H5PJRFRUFI8++ih1dXVcccUVvPTSS/j5+VFVVUVTU5PwvXvx4sXLr4VXpHvx8juiqamJTz75hLlz5wJd4jE4OJiamhrmz59PREQEK1euZO7cuTzyyCMsWbKElpYWkpKS6NevH/3792f37t0cO3YMjUZDS0sLCx97HMOQ2wid8gjmvN34j5hGUFRvNIFRREVF8c477/Dee+9RXl5Obm4uqampREeGcbquAl34AJDc3WwYboeNjtzttH2/Dm1YH5Q+akJG3ohkq6GtuZG2ti5hrFKpusTrf00d7eLSYlitVosqc9++famqquomouVzIaNQKAgKCsJsNmO321EoFOj1elFJLi0tRaVSCQGdnZ0NIDzrnjaSn8JzUXAxRqNRCHNfX19RoZbfA92r7ZIk0dLSIh67WKBLkiTy341GI5IkCa+9xWIR2ywvLxe58p7nAroEu3znQN6m53k1Go1UVFSgVCoxGAzYbDaamppEA2tGRgbffPMNgYGBDB8+nNzcXEJCQigrK6OxsRG9Xk9iYiK5ubnExsYyffp0XC4XU6dO5cYbbxSNrm63G6PRKOIPfX19iYiIwGazYTQaqaysJDc3l7179zJo0CDGjBlDR0cHs2bNIjo6mtjYWCHcly1bxiuvvALA8uXL+fzzz7nvvvsIDQ0lMTERp9NJWFgYPj4+FBUV0atXL1wul7dh1IsXL/8WvI2jXrz8G2nssJFb3kJjx88LuH8Fl8vFoUOHePHFF5k5cyaZmZl8/vnnQJdgW7RokfBBu1wukpKS2LlzJxUVFRQUFKDT6Whra8Nms/H555+zbds2SktLheXj7NmzjBo1itbWViZPnsyQyy7DUleGNioBhc6IveE8dpcTOuoJDQ3lrrvu4vjx49x333189913APSL7cPoCDd6jRKTTo1aCRqVApNOjdZlwb8uF7e1HX1gOGFjb+VPwyNx2TvR6bTCOy2qydKl86g9U1E8hXBlZWW3Zkm54hoYGEhaWpp4zGw2Y7VahSCVBbvL5cJms2GxWIRA9WwiVSgU3USuzMVpIBdXwz3TYDxFdmdnp5gOKov6i6vp8j7K4lNGp9PhcrmEwJcXEUFBQTidzv+WH16u8Mvb12g0SJJEREREN+//+fPn0Wq1pKWlERQUhNFoJCMjQ3zWV199RXt7O21tbRQVFaHRaEhKShKvj4+PZ/HixZw/f549e/ag1WpRq9UEBAR0S6KRz7XD4SA3N5e1a9disVjQ6XSEhYVRUFDACy+8QHFxMQsXLuTw4cMcO3aMsLAwHnnkERYvXkxaWho2m42Ojg5uv/12XnvtNWJiYli+fLnIfJeHUgHEx8dz4sQJkpOTUSgUzJ8/nxUrVlBVVfWj8+fFixcvvxTeSroXL/8mNuZU8siXJ9EolTjcbl78QwqTU6N/se27XC5uvPFG3nrrLe655x4GDBjA5MmT6d+/P1dddRXp6elERUXRu3dvCgsLCQgI4J577qG8vJz4+Hg+++wzOjo6mDJlCi+88AKLFi1i6tSpqFQqHn30UcrLyzl79iytra2kpKQIwTh40EAaDmZT5mvE6mNAaWnipRtSkWz1nDp1ikcffRSAnJwcqqurAQgODsb6/fcceCWTC41megQZcLvdVLZYiQn0wfWXLK4Ync4nn39AqFHFzddfS0pKCoWFhUI4eeaNe8YZyuK1zcOf7pkVbrVaSUtL48CBA8APolT24suvl99zKR84QEJCAmfPnkWpVKLRaETzpFKpFNVWTxuLLHLl7UqS1M2W0unhrzeZTN1y1nv16iXSUjz3TRb98u+envSIiAgsFovYfmRkJEVFRWJokNwQ63K58Pf3x+l0YrPZUKlU+Pn50dbWJnzd8nltbm5Gr9ej0+lEA6dOp0OtVmM2m8nKygKgsbERp9PJ+fPnmThxIsOGDWPv3r3k5eVhs9kYNGgQTz75JDqdjuXLlyNJEo8//ni3rPdLLXRkSkpKmDdvHgqFgtDQUAoKCrj//vuJi4sjOzubNWvWMGLECJYsWcKmTZu4/fbbMRgMPProo4SHhxMfH8+1117L0KFDycjI4Oabb+62/aSkJI4dOyZSgmJiYti5cye33nor06dPZ926dfj7+4vFkxcvXrz8GnhFuhcv/wYaO2w88uVJrA43VrqE4MIvTzIqLoRgX93/aFuXGqIiC8Camhp8fX1JSUnhvvvuY9iwYUCXQCstLSUqKorIyEiefPJJiouLufHGGyksLGT//v10dnbyyCOP0NbWRmFhIdHR0cydO5eCggLMZjPx8fGkpKTQ2NjId999xyeffMJtt91GUlIS27Zt48AjmbykOUXthWJSg1y0t2sYP34848ePJywsjDFjxnDy5EkArrvuOq688kqCfXXdjj/Mvysm0eGjJiw0hLeefgSz2Uxubm5XZdVjqmdCQoJIZpG5lFf7YjuJJEndGkY9/eqypxt+sMio1WpMJpMYhCQP4MnMzKSkpAToPhXU5XKJqvrFdpaL7So/5VVvamoS+97e3k55eTnQJcIlSSIyMpLq6moSExM5d+4cnZ2dKJVKAgMDRWRje3s7VqtVHIfZbEapVGKz2UR0YkJCAnl5efTs2ZM+ffqwdetWOjo6sNls6PV6Ojs7mTp1Klu3bhUNo/Jgo+TkZMrKymhpacHtdhMdHc24ceN4++238ff3JywsjMjISI4dO8aZM2eora3Fbrdz5513olKp+Prrr7nnnnsICwvj1KlTOBwOVCoVLS0trF+/nt27d9OvXz/mzp1LUFAQbrcbt9uNWq0mNDSUdevW4XQ62bFjB4sXL2b48OEkJiaSmZkprExZWVls2rSJ9vZ2/v73vwOwadMmVq1aRVhYGJmZmaxYsQK3201ZWRklJSX8+c9/ZtCgQeTk5Ijv06JFi8RdiqysLLEY8eLFi5dfE69I9+Ll30BFcycapVIIdACNUklFc+fPinS5EitzcapGa2urGARTU1PDsGHDsNlsxMbG8uyzzxIZGcn27dsZNGiQSLhITk4mOzsbpVLJ1Vdfze7du7HZbPj5+XHu3DlGjBjBunXreP/990lLS2P16tUcPnyY22+/nX79+nHFFVdgsVjYtGkTu3fvZtGiRZw6dYpgXx0P3zObP/zhD8ycOZNFixYxd+5c0tPT6devX7eEjfDwcPFzU1MT3x0+xsEj2VQU56PEzRNPPEFERAR+fn7k5+cTEBBAU3MLTvsPora07PyPztGlBPmlzmltbS16vb5b7rknSqVSVKWdTmc38S6L6+XLl2O321GpVKSkpAhfutzE2drailbbZc+Rq9meTaDR0dGYTCby8/NFRV2tVoupnJ6C3nPfJUkiLi6O6upqysrKROyg/Dly5Ru6qtFyxbyxsZHw8HDa29tJTU0lJydH2DUKCgooKSnBx8eHzs5OEhMTUavV5OXlIUkSPXv2FJGMY8aMobGxkezsbHQ6HYmJidTU1PDcc89x44034nQ6WblyJVFRURw5cgRfX1+WL1/OqlWrmDRpEmazmZUrV3L48GF69uzJpk2bOHr0KBkZGfj4+LBs2TLsdjvz58+npKSEt99+m3nz5mEymcRx+fn5sXz5ct5++23S0tIICwtj3759jBs3DqPRSG5uLllZWajVavLz8wkLC+P8+fNUVFRQV1eHr68vgwYNYtCgQYSHh/POO+8QGxvL5MmT6d27NwaDgeHDh4vzHhoa2u06yHdKfm4QlRcvXrz8q3hF+v8RGjtsVDR3EhPo8z+uzHr59YkJ9MFxUZXX4XYT5a8T1bpL/YMvi89z586h0Wjo0aMHR44c4dlnn6WwsJChQ4dyyy23cOWVV5KXl4evry8hISHs3LmTlpYWJk6cyL333svmzZt5+OGH2bJlC8OGDePgwYPodDqWLl1KaWkpISEhmEwm9u/fz/33349Wq2XPnj3079+fhQsXcvDgQaqqqrqywV0SdS0dPPvsc0i2Dnr06MHSpUsxm82Ehoayb9++bscgT9uE7osM6LLA/HnZ82TXufDtmYwqOJ0XZ2XQt29fRo0ahV6vZ8OGDQQEBmEJTUDpH0nbkS/B6cTaael23i6uov8z5Irypd6n0+lwOBw/GhxkMBiQJInk5GSOHTsmPjcgIEAIbXkyK3RV2OXhRtCVyy5nfisUih9V4p1Op6jEewp0OR7Sx8cHSZI4ePAg0NX0KaeMaDQa1Go1kiRhMpnQ6/XExsaKPgB5ceJ2uzl8+HC3czd58mSCgoLYsmUL7e3tnD17lrCwMFQqFZs2bSImJga3201sbCw33HADxcXFnD59mtLSUvbu3cvMmTPR6XS88MILLFu2DH9/fyoqKggODqZv3764XC7mz5/Pgw8+SF5eHmlpaeTk5HDHHXcQFRVFQkICdrud9957T9y1+Otf/4rVaqVPnz5MnjwZrVbLmjVriIiIID09nZ07d7Jy5UoGDRrE008/TXZ2tmjm/eijjxg4cCCffvopiYmJREdH89lnn/H++++TlJTE1VdfzaBBgwDIyMggIyPjR9+BixfInlzs/ffixYuXXwNvGeD/ABtzKhn1wi5mLj/MqBd28XVO5T9/k5d/K8G+Ol78Q4polNRrlLz4hxRC/XxEIxwgxtjLvPvuuyQnJzNlyhR27tyJy+UiOzubW2+9lfz8fFJTU3nyySeF0Dxz5gzQdXs+Pj6e2bNn079/f5RKJcePH2fcuHGiCbKhoYGqqioSExPRaDQUFRXR0dFBe3s7er2e6dOns3r1aj755BMGDhzIhAkTSBg/nZ36KyjtO5WbPy+hQhmOXq/n7rvv7jY509Nb7MnFC5EecQlUDLwNU/rt0GswLt8wFm0qpLHDxsMPP8x9991HZmYmFRUVKJx27PVl4HTgmeIi2yBkfk5A+fj4iOd/6nVyE6bcyBkbG4vJZAIQ1eqjR4+K3yVJYvfu3ULQOZ3OboNu9Ho98fHxKBSKblMq5QQU6F7xlySpW6Mk/DCp1Gaz4XK50Ol0KBQKYmNjKS8vR6VS4XA46OzsRK1W09raytChQ0lLSxNNsrGxsWRkZKDVaoW33WKxoNVq2bVrF42Njbz55puMHTuWzMxMkpOTcTqdDBw4UCTc9O/fn/j4eBITEzEYDKIinpiYSENDA0ePHsVkMjFlyhSeeOIJoqKiKCwsZOnSpdx///2UlZVx7bXXYrfbaWlpISIigmnTphESEsKxY8doa2vDYDAQHh5ObGwsI0eOZMuWLfTt25etW7dSU1MjKt0dHR0UFRXx7bffcurUKdFjkJSUxPjx49mxYweJiYk8+OCDAMyYMYM9e/bw1ltvceONN3Y7v3KkpOf3yJvg4sWLl/803kr6/3J+Sa+zl1+XyanRjIoLoaK5kyh/He0N1WzevJmjR4/S1NTEjh07iIqKYsaMGWKAy5dffsnOnTsJDQ1FpVJRVlbGxo0bKS8v5/nnn0ehUJCVlUV9fT1NTU2UlJSwZcsW8vPzOX78OO3t7RQWFtLc3Iyvry+33noru3fvpqioiMDAQOLi4ggICODs2bMEBwdz1VVXMXLkSG6//XZuuOEGFixYQEBAAKGhoTR22Bj1wi7sKgMKtREcbvFdCzJ2CUFZ2Px3bQCeNiCF4r8sGkoVFxrNaNxdVeny8nIs5g4U57KRnB6pOMZgMDeKz/Ns+pS5uFLu2ZzpdDrRarVCgMqDb+TGTPlYgoKChM/74uxz+TVy5nd9fT0OhwODwSAsMhMmTGDnzp1CiMtZ44WFhWJbss1ETlPxHKxkMBhwuVxER0dTW1uLzWYTx/TSSy9x2223YbfbGTBgAC6Xi9OnT6NSqdi1axcdHR3itcXFxTz88MPU1dXR0tKC2Wxm165dvPLKK+Tn51NQUMArr7xCXV0dDoeDqqoqBg0axKpVqzh37hx/+tOfWLx4MampqZSWlhIeHs7f/vY3WltbuemmmygtLaWyshKXy0VTUxPbt28XwrempobLL7+c3NxcGhoa2LFjB9HR0fTt21dMKT169Chjx44lJCRE+NlzcnKwWq10dnby0EMPdfvuPProozz44IPExsZy5513cttttyFJEnfddddPft/kxePFVhWvbcWLFy+/Rbwi/X85/79eZy//GeRGyY8//pgFCxZw7733Eh4ezpQpU3j99dc5ceIE9957L5mZmaJRMSIiQjTVhYaG4nQ6mTNnDlqtlh07duDj48O2bdt4+OGHSUtLIzo6mubmZnzRcVkAACAASURBVFpbW7n77rspLCzk3LlzDB06lPfeew+XyyViEU0mEx988AF5eXl89NFH6HQ6DAYDCxYsALpPqbzQaEZ9UYzgv/pdi/LXYXPYcLTU42i4gL26iFZ7Bzd9Po8eMdHcdNNNWCyWLhHldqI0BqA2hWKrPYfO3Yks2X/K6vJzFhilUinuWuj1eqKioigtLcXtdotR9ZMmTSIkJIScnBymTp3K9u3bMRqNwstuNptFXri8TZVK1e2uQlBQkFgcKJVKkdoiZ73Lz8nbgB8q654e7PPnz4vqvtPpJCAgQKSLyI2hjz76KDqdTjT0RkVFkZeXJ45p9OjRjBs3jnfffZcNGzYwb948ysrKUKvVbN26lbFjxzJy5Ejuuece7r33Xh566CHOnDnDV199hdVq5b333mPVqlV89NFHDBo0SGSht7S0cOTIEWprawkICMBsNhMSEsJ3333HmDFjOHz4MC+//DL79++nqKgIu93O8uXLSUxMxGQy4XQ6ycjI4Pvvv+fNN9/kueeeo7y8XFT5V6xYQVhYmFiAqVQqRo0axZEjRy55beXvrTxl9n+6ePTixYuX3wJekf6/nJ/yOscE+vzEO7z8FujRowcWi0WkRvzjH/9gzJgxtLS0YLfbOXToEP379we6rCunT58mOjqaJUuWMGrUKFauXEljYyNvv/02xcXFYtz6n//8Z1JTU/H19cXX15ehQ4ei0+mIjo7mjjvuIDExkcTERFQqFTt37uTRRx/F5XKRkJDA4cOHu41Tv1jg9Aw24rzIwvKvftdC/Xy42lDKG68/QfCQa9Do9Vw/OokhsdfSp08fbr31Vpqamrr2RSHho3ASoLHTqNfi8LAF+fn50d7e/qOYQ+jyantW2Y1GIw6HQ/jFnU4nnZ2dVFRU4Ha7hYUlPDyc48ePiyjHr7/+GpfLJRZM8rRRu92OzWbrNqG0sbFRPLd58+ZuYlsW6QqFAp1Oh9VqFYktNTU1qFQq0tPTKSgooLGxkdGjR3PzzTfzwgsvMGTIENasWYPVaiUsLIzZs2eLBYNWq2XWrFnMnTuX5ORk5s6dy9///ndKSkp46aWXOHbsGHv37hXHetNNN9GjRw/efPNNCgsL2b59O9dccw179uwRgvvBBx/E6XRy1113oVar2bhxI8OHD8dqtYpm4FmzZvHll19itVqJiYmhpKSEvLw86uvrxTnQarWYzWZiYmLIyMjg7NmzbNmyBavVyoEDBygpKUGv15OQkMDf//537HY7arWaBx98kEmTJolG40tZlGQPv/x9lc/tr2lXuVTCkhcvXrz80njLCv/L+Smvs7eK/p9HkqQf+aVlBgwYQGRkJE6nk+rqapYuXcr8+fNJSkrC5XJx4sQJBg4cSHV1NVVVVSxYsIDIyEiuv/56HnvsMfr3709TUxNLly5lz549pKSkoFQqxUj2Pn36oNVquf3225kyZQpGo5Fp06YxcOBAHA4H+fn5ZGVlkZSUxLXXXsv48eNJSUkhJiaG1tbWSyZX/JLfNYfDQXFxMatXr6by5AG0ko33n5jL2DArJcd2s3TpUmbOnInT6cRoNOLv79+Vze50UlNVgeR2d2vq9Expkc+3LKAcDke3OwJyFKGctKJSqdDpdMIHLmeHy5YQg8GASqWif//+KBQK7Ha7SF+ZNm2aqIB7+t3DwsJE1VvOG4euBlHPRlc/Pz98fHxwu900NjYSHByMn58fhw4dws/Pj8DAQDFwZ/DgwcycOZPevXujUqlISEjA5XJhMplITU3lm2++wel0smXLFs6dO8fGjRtRKpXMmjWLBx54gLa2NhYsWMDzzz8vvPEffPABra2tBAcHs2rVKgIDA6mqquLTTz+lvb2dxsZGUlNTueuuu1AqlYSHh5OUlITJZKKtrQ2lUsnevXux2+3ccsst2O12+vbty0svvcSCBQsICgri5MmTTJo0iQ8//JAzZ85w8OBBIiIiuHDhAo899hjvvPMONTU1vP7667z//vvMmjWLhQsXsm/fPmbPnt0tCehSyAOkfo0qucvl4vjx46LXw/O75RXoXrx4+bXxVtL/D+Dpdfamu/xn8My+lv/x/rl/yJ1OJ7W1tcydO5eDBw9SWlrK/v37mTx5Mt9//z0fffQRzzzzDF988QVLlizhuuuuExVfgLlz59LW1saXX36JwWCgpaWF6OhoBg0aJMRKcHAwJ0+e5KabbmLnzp3cdNNN1NfXU1VVxWOPPUZiYiJvvPEGR48eJTo6WlTuf45f6ru2dOlSvvrqK2bPno0kSWjUaiL0LlZ9sILx48dz3XXXkZ2dLcS8w+GgoqJCnGun0ylsEp2dnd2abWUx7tmMKVfIVSoVISEh2Gw2DAYDNTU12O12/Pz8xFCe1NRUcnNzRbW9o6MDhUJBREQEBQUFKJVKTCYTkiSxbds2NBoNOp2OrKwsDh48SGNjI/X19d2GFgUEBNDU1ITNZhMed4PBwNChQ0XFfNSoURQVFXH69Gk0Go2ITDQajSgUCjZv3kzv3r25cOECkiRRX1/P9ddfz2effUZhYaFo7u3Tpw/p6em8/vrrfPTRR5w5c4brrruOvLw8IiMjWblyJYsXL+bll18W50j2w588eZL+/ftz6NAhRo0ahSRJGI1GnnnmGSRJonfv3gQHBxMUFITFYuGOO+7g008/JS8vj759+5KSksL333/Pk08+SUNDAyNGjBBZ7yNHjqSxsZEhQ4bwxRdf0NDQQEFBATExMQwYMEBcq4kTJ4prdnEa0K+J7FW32+28++67WCwW/vKXv1BZWUlCQgLwQzRnXl4eFy5cYNSoUSJdx4sXL15+abwi/f8IFw+F8fLv5eLb8G63m0OHDmGz2fj0008ZOXIkf/zjH4UQiIyMpLW1FbfbzalTpxg2bBjLly/n8OHDXHnllaxevZqioiJ69eqFr68vixcvZs6cOfTp04eTJ08SHx+Pj48PJSUlJCUl4evrS2hoKOfPnyclJQVAJGtkZWXx2muvcfDgQUwmE0lJScIzbTKZyMzMFPv9c7FzMr/Edy0yMhKlUskf753H0JJK9v3XcCRJkjh8+DB6vZ5evXqxceNGXC4XWq2WgIAAWltbxTZ8fX1Rq9VUVFQIsWkymWhvbxd2HbnyqVarhcBqb29HoVDQ0NBASEgIDQ0Notrtdrs5f/48kZGRYqCQv78/kydPZv369SiVSnQ6HWazGZVKJaryTqeTvXv3EhQURHNzMx0dHRgMBmFlkRtJDQYDycnJHDp0CJVKhc1mo6amhl69enHDDTewbNkyLrvsMlpbWxk0aBA+Pj707NmT77//nt69e7N161aRpd7U1MQ111zD559/zlVXXcXhw4fZuHEjAQEBYtJnW1sbVqsVt9vNuHHjWLNmDV999RVhYWE8/PDDxMTE8Mknn1BQUIDFYuHo0aNcf/31pKen4+vrS9++fXnttddQKBQcPnyYtrY2Zs2axdatWzl9+jTHjx+nrq6Ov/3tb9x2221Mnz6dmTNnUlpaytdff83QoUMpLS2lqKiIzMxM7r//flQqlRh+FB0d/SMx7ukl/zUpLy/ngw8+YMqUKaSmpnbzrev1enJycgAYOnSoWCBWV1dz2223YbPZGDBgAImJiV6R7sWLl18Nr0j34uUS/FQKxKVwOBwsX76cY8eOYbPZ+Otf/0pERATz5s0jLi6OmTNncsUVVwA/WDBUKhUmk0k0/t18881cuHCBhx56iJiYGFGRLSgoICAggHnz5ol9ys7O5rLLLsPtdpOTk8PAgQNRKpVkZmZ2s9asXr0ag6FrgqePjw/jxo275P57+mv/XbfwBw8ejE1SM+qFXSidNhraOvn7ig/w0WlJTk7mxIkTqNVqYmJiqKmpweFwUF1djcFgwGw2o1arhRDWarXYbDa0Wq1IRXG73YSFhVFfX49arRbPKRQK4QkHqK+v73b8breb+vp6xo8fT58+fdi/fz/5+fns3r0bPz8/JEkiLS2NoUOHkpeXx5kzZygtLUWlUuHv7y/2Izk5GZPJxKFDh1AoFLS3t+Pv78/EiRMZPHgw+fn5jB49mkWLFnH33XeTkJBAZWUlZ86cYdSoUTz77LOsXr2axsZGrr/+eoYMGUJ9fT179uxhw4YN3HXXXbS3t7Nq1So0Gg0nT56kvr6e4OBgDAYDJpMJq9VKaWkp/fv3x+VysXPnTsxmM/v27ePs2bOEh4ejUChISUkhJCSEiooK4uLimDRpEtOnT+fChQts376dAwcOUFdXh0qlorq6mpycHBwOBxqNhpSUFIYMGcKECRMAMBqNLF++HLVajb+/PwDx8fHEx8eLRZOnAL+UGP81vocul+tHC2mdTsepU6cYPXo0bW1t5OXlMXDgQHx9fcX0VYD169dz4MABPv30U1599VWysrJYuHDhL7p/Xrx48XIpvCLdy+8WWYTLwnry5MkMHDgQuHQKRHFxMbGxseI9mZmZbNy4kZMnT9Lc3Mwf//hHampqeOSRR3jjjTe44oorcDqdXHPNNWIbZ86coby8nKysLEaOHElsbCxut5tevXpRXl5OY2Mj0dHRpKSkcODAAW6//Xa+/fZbrrrqKhITE+nRo4fwE99zzz307t1bbHvp0qXdjksW6J7HCz9udvtPeGsDI2KoaGwnzGxBqdWj8g3C3lqLn0bLnXfeyZo1a2hqahJebpVKRXR0NNXV1eIxORdctpV4etTlwT1ylVtuEpUkSUQsarVa8TMgohiVSiUtLS2sWrUKm82GXq+nqKgIg8GAw+HgwIED9OzZk8rKStra2oiIiKChoYGGhgasVisajYba2loSEhLo0aMH0NUo/PTTTxMSEsL9999PYGAgX331FTH/j73zDovqQNv3fYYZei+DVGkKiIgCVhQrYK+xxxaNJbpojC1qoq6JLZoYdZMYWzTGrEkw9hhjbNg7gooCihTp0sswMOf3xzBnAc1+m9+X/TbJzn1duYLMmTllDjPPec/zPq+rK9XV1VI1H7TWk759+/LkyRPef/99SktLSUpKoqamhiVLlnDr1i2psXL79u14eHiQm5tL3759OXr0KL6+vlLjsC53vF27dqSmpjJnzhxSU1OxsbHBzs6Ot956i6CgICZOnEhlZSU5OTkMHjwY0J7vR48eZerUqZibmzNv3jwMDAz47LPPcHZ2RqPRMHbs2BfeWzs7O2praxvcldFVyhsL5X+HGK9vOdNRf70lJSUkJCTQqVMn7O3tOXz4MKtXr6a0tBR/f382bdokvS8FBQX4+flx69YtNBoNFy5c4L333gO0g6Qa/43p0aNHz2+JvnFUz38NBQUFbN++nVu3bmFubs7OnTsBbUXt3LlzpKSkSEL29OnTvPPOO7z22mskJydTWlrKsGHDuHDhAgDXr1+XqqWbN2/m6dOnXLx4kc8++4zY2Fjy8/NxdHTEwcFBamr86KOP6N+/P0ePHqWmpoa2bdty/fp1ZDIZSqWSoqIi0tLSEASBkJAQrl27houLCzNnzmTo0KFMnTqVK1euSCIhKirqBR95/Xzvxvyemt0qBFMEAznqvFQATLxDkSmMiF68gjNnzlBUVISnpyfPnj0jIiICJycnnJ2dGwjpmpoaZDIZNjY2UhVchyAIWFpaAv+4OFEoFJL1RJesUn9okFqtRqlUEhgYiLu7O2PGjMHX15e+ffvSoUMHKisrJaG5fft24uLicHd3580338TGxgZLS0vJQ56UlETv3r3Jycmhf//+tGzZklGjRrFy5UoqKipQKBRYW1vzzTffYG5uTl5eHvfv30cul5OUlER0dDRbtmxBrVazceNGQkJCqK2t5dy5cwQGBmJmZiY1B4eFhWFgYEBubi5mZmaEh4dLF3PW1tbY2dnRq1cvKisr6dKlCw4ODpSVldGhQwemT59OWFgYWVlZdOrUiRs3bkjZ5j4+Pixfvpx3332XvXv3MmnSJMaPH8/hw4dZvnw5LVu2BF4ec6lr5tTxW1tXfqkhu/56dTn1AGPHjpUsK1euXGHlypUUFRXh7e3N+fPn2b59O1euXOHRo0ccOnQIS0tLLCwsePLkCc7OztTU1JCXl4ePj480yEon0OsnCenRo0fPb4lepOv501G/WlqfW7dukZycLA1+0VUlAXx9faVBLElJSZw4cQJ/f38iIiLYtGkTeXl5jB07VroFfuPGDWxsbDAyMsLe3p74+HhcXV1ZunQpd+7cwcvLi6ZNm5KWloZarQZgzpw5JCUlsXHjRuRyOX5+fpw7dw4ADw8Punbtio+PD6BtDD106BCiKBIcHMzUqVPx8/PD0NDwhemU9fmjjCv3VFpi7NwcTbXWemIW0AMDE0vGjx7BN998g1Kp5PLly6jVai5cuEBKSgqXL1+WbAu6KZo1NTWUlZVJE0IVCgWgFeS6VJb6SS61tbVSVR3A2toahUKBgYEBrVq1IjAwkGfPnmFnZ0dwcDDm5ubMnz+fTz75hF69euHh4SFdEJiZmZGenk5WVhZNmjTB39+fOXPm0LNnTz766COuXr2KjY0N8+bNo02bNlRUVHD58mVKSkqkJJjCwkISEhJISUmRRKSFhQW3b9/GwcEBMzMzVq5cyf379ykrKyM/P59mzZpha2uLnZ0dGo0GX19fFAoFgwYNYvjw4dIdGrlcjpeXF5GRkbz//vucOnWK4cOHk5OTQ7du3dizZw8FBQXU1NSwcuVKtm7dyo8//thgAm7Lli157bXXaNWqlWRV0Wg0tGjRgu3btwP/nuzxmpoavvvuO5YsWcLAgQN54403pDsNunXq1qtrGi4sLOTTTz9l6tSphISEMGTIEM6ePQto/151F9hKpRJnZ2eys7Nxd3cnNDRUEvxDhw4lKSkJQRBwdHTkwYMHNGnSBAsLCx49esSYMWO4dOkSMTExnD59mi+++KLBxYAePXr0/JboRbqePyy/JFZ1KR46war7Ar569SpBQUF4eXkRHh6On58fMTExZGVl0bp1a1JSUpDL5ezZs4e0tDTMzMw4deoUBw8e5Nq1a0ycOBGVSsWePXtwcnIiNzcXAH9/f7y9vRk9ejTh4eGYmJiQkZFBq1atSEhIkMSFLn9bZ8sYNmwYp06dAsDFxYXx48dLKRK6ba9vF3iZXeX3Uhn/tdiZG7F7+1ZsmodibijDQumKm4M1z548QhRFbG1tqampoUePHtK0TxMTEynjXC6XS4JcdxFkZGQkXZhpNBqsrKwwMzPD0NAQhUJBdXU1xsbG1NTUUFVVRffu3TExMcHY2BhLS0vS09O5dOkSNTU1tGrVih49evD8+XPmzZvHiBEjSE9Pp2vXrsyaNQsnJydu375NUlISy5Yt4969e7i7u1NVVYWxsTFbt27l22+/paKign79+pGUlESrVq149uwZ2dnZVFRUSE2lugFS4eHh0rauXr2aLVu2IJPJSE5O5rPPPsPMzIx+/frRs2dPDA0NGT16NAYGBgQFBWFqasrWrVspLy+nV69euLu7o1Qqyc3NZf/+/ZiYmNCtWze++OILNm3axPLly/nuu+9ISkri2rVrtG/fHlEU6dChwwvnlM43rrOR6O4m/DvPverqaqZNm0ZJSQnLli0jOzub9evXS4L42rVrjB07Fl9fX2bPnk1SUhIA27ZtQ6PRcPPmTYYPH8727dspKiqif//+0uAjKysrrKysSEpKwsPDA41Gw/PnzwGwt7fn1q1bODs706RJExITE7G2tsbAwIDY2FiioqJ488032bFjBxs2bCA/P1+K2tSjR4+e3xq9SNfzh0ClUhEfHy8JNmgoYOsLhpycHNatW0dUVBSvvfYa9+7dA7S3pdPS0lAqlcjlcvr164ejoyMbNmygadOmFBQUkJ2djZ2dHRcuXODBgwd07dqV06dPM2rUKJRKJX369GHTpk1kZmYSFBQEaKtvFRUVTJo0if79+xMWFsaNGzdo3rw5I0eObDB9UhAEKVfb2Ni4gae8fpZ3Y17ms/2jM7C1C7Hzu/HV6x25tDiSqO6dKSkpQRAExo0bh7u7OxEREVhZWSEIAj179pQaFm1sbFCr1QiCgJmZGTKZjNLSUoyMjCSha2trS0hICHK5HHNzc7p164afn18DIb9p0yYWLFiAQqFg8uTJLF68mOrqam7dusWYMWN4+vQpt2/fJjc3lydPnnD37l3s7Oyorq7mwoULZGRkkJiYiJWVFceOHePrr7+WUmgyMzPx8PCgtLSU9957j8ePH+Pg4IBGoyE3N1cawFNRUUFOTg4pKSl4enri7OwsZaYXFxcjk8mkpBlTU1OCgoLIy8uTLv48PDyora1l/vz57N27FwMDA4YMGUJMTAyffPIJH3/8MceOHePUqVOEh4dLotvNza1BM6fuIrIxv/W590tWlfrrNjU1pXv37vTr14+QkBBGjx5NYWGhdGF88+ZNXnnlFR4+fIhSqZQsYG3btsXe3h6Avn374unpydmzZ+ncuTM3btwAtKlAFRUVZGRk0KxZM1JTU9mzZw/Z2dncuXOH0NBQQHvhrFvfwIED6dWrFwBdu3bl+PHjHDt2jHnz5jWwTOnRo0fPb4lepOv53aGzqzSujh87dkwS3BUVFTx58oTk5GRkMhmHDh1i+vTplJeXc+HCBW7dusWaNWtYvHgx3t7eADRt2lS6Re7o6EhRURFjx46lrKyMI0eOSLF2/v7+NGvWjEWLFjF+/Hh8fHx49OgRoP2CdnZ2Zt68eVJDqIeHB19++SXh4eG89dZbHD16lMGDB2NoaMjcuXOlBJf/id+TZ/y3oKBMRVx6EQVlql9cxsHShCA3a+zMjfjb3/5GZGQkGo2G4OBgycpha2sr2YNAa2V5+vQpoH0f7e3tpYsfpVJJkyZNEASB8vJyiouLMTAwwM7OTprKumjRImlolIWFBWfPnqWkpIQBAwZQVVWFXC6nS5cuFBYWNvA3V1ZWEh8fz/z58ykoKGDOnDmMGzeO/fv3S+K7qqqKWbNmERgYiIGBAXK5nPT0dEBrswgPD8fJyQlTU1MGDhyImZkZcrmcUaNG4e7ujqurK82aNSMzMxMfHx+6du2KXC5n3Lhx+Pv7SzGRISEh0gWeh4cHmzdvZvTo0dJxlcvliKJIQEAAwcHBUtNs44hNXWW8fra/jvrZ8/8/aDSaF/6Oda978uRJCgoKKC4upry8/KXP9/T0lIS1TCajsrISX19f4uPjOXLkCBs3biQyMpJ9+/ZhbW1NSUkJQUFBUkynjY0N5eXlqNVqAgMDefr0KSqVivz8fO7fv8+tW7ewtrbGxMQEuVzOxIkTef78OdHR0YDWx75t2zYAevToQbt27Rps38ssdXr06NHzSwiCIBMEwUD4FV/0epGu5z+CrpJWXV1NbGws8fHx0mM6u4pusAggTaccP348I0eO5ODBg3z22Wd8++23gPY2dUFBATk5OVRWVvLw4UMqKysxNjbG1NSUsrIy0tPTadu2LQBeXl4kJSVhZ2fH7NmzOXbsGHfv3qWoqIhevXphZGTEm2++yZQpU+jcuTMnTpyQEkHWrVvH3//+d9zd3aVtNjU1ZdKkSXTv3h2lUvnCfv63cehOJmFrT/Pq9quErT3N4TuZ/3R5nZDTpYDY2dmhUCikyrkoijx48IDIyEhpIqiuYp6amopGo8HCwoIPPvgAJycnQCvmq6qq+Pjjj3FycuLJkyekpKQwcOBAnJycqKysxN/fn5CQEARBYNu2bVRWVuLq6kpWVhbPnz+XRK2Pjw9+fn5ERkbSvn17lEolarUaMzMzvvjiC5YvX46joyMFBQVMnTqVtLQ06QLC1tYWQRBYsWIF2dnZ+Pr6YmNjw8SJE7GxscHExIQZM2awcOFC7O3tKSoqoqKiApVKxdatW3nzzTcJCAhg0qRJfPLJJ5w8eZKOHTtK/QtKpZIBAwa8UNHVfQ/o9uGfXQTWz5QvKChg/PjxnD59+p++Z2VlZZJ1S9dsWh+dRUaj0VBdXY0oilRXVxMTE8P06dOlY7lx40by8/M5e/as1CMCEBAQwO7du3n99deZO3cuzZo1A7SV8KqqKl5//XV27dpFUlISH3/8MU2bNsXR0ZEDBw5IU2Fv3rxJUFAQPj4+REdH07JlS6Kjoxk7diy9evVCJpOxc+dONmzYwIkTJ6Spq4B0x6vxOaqjvqVOjx49enQIWgwEQWigsUVR1IiiWCv+0i3zl6AX6Xr+I+gq2gYGBty5c4cDBw5QXl5OZmYm9+7dY8CAAYSEhDBy5Eju3r2Lo6MjLVq0IDAwkP379zN06FBJaIG28bOiooKSkhIGDRpE7969OXbsGNOnT2fatGmYm5tz8eJFWrRoAWgH/ZSVlVFcXIy/vz8zZszg5s2bPHjwAAMDA44cOYKPjw9hYWFs3LiRGTNmSF/Ifn5+jBgxQvJE63iZXeX/alri74mCMhULY+5SpdZQqqqhSq1hQcxdCspUDYRc/WP1vLyauPQiCiu0/vLq6mrc3Nw4cuQIhoaGmJqa4urqytOnT7G2tpYmX6rVajw8PHB1dWXHjh34+vpSVVWFmZkZwcHBFBcXY2xszLx58xg9ejShoaEUFhbSvHlz0tLS2LBhA15eXtTU1LB//34OHz6MRqOhX79+0l0UpVJJVlYWI0eOpH///qSmpuLl5YVarZaG8RgZGTF37lzpAsPa2ppevXrRo0cPFi5ciEwmIyUlBQMDA8zNzamtrSUjIwM3NzdUKhXDhg3jxo0bBAUF0atXLxYvXoyhoSHu7u5ERUXRuXNnvLy8AK2l480338TV1bXBsfxnqT71l3vZ90P9eQB2dnbI5fIGjZrQ0KZy8uRJduzYIVWtdRfVNTU1kiXtypUrDB06lLZt2zJx4kTu3r2LoaGhFFk6ceJEDh06xK5du+jSpQsff/wx+/bt4/vvv0ej0eDv709hYSEDBw5kw4YN7Ny5k2+++QZPT08CAgJ48OCBdPyPHDnC8+fPadq0KU2bNmX8+PH07t2bNrATxgAAIABJREFU8PBwSdxHR0dz9+5dfvrpJ6ZNm8bIkSMBcHBwkI7Nyyr/LzuOevTo0dNYhOsQtdSKoqhptHxPQRC2C4JwWhCEcf/KOvQ56Xp+M2pra/npp5/Iz8/n1Vdf/cWR3rm5udy9e5fi4mLCw8PZvHkz+fn5XLlyhejoaPz9/Vm4cCHBwcHEx8czevRo7t27R3R0NBs2bAC0fm5bW1tSU1NRqVTY29sjk8nIyMggMDCQ1atXA/D48WOGDh0q2R6KiopQKpVYWVlJY+GtrKz4y1/+QlhYmJSTrlAomDlz5i/u68v2Tf8lriWjsBK5ICCKGnSfYQqZjIzCygaTSnXH69CdTOZsPYbmeQYmzTviGr+bJubaYTilpaWUlZURGhpK3759mTNnDg8ePODy5cts3LgRa2trBgwYwLFjx/jss89o1qwZfn5+FBQUYGFhQU1NDdu3b8fX11cSyQcOHCAmJobS0lK2bNlCcHAwoaGhXLt2DVdXV27evMnEiRNp3749SUlJyGQyamtr+eqrr5g3bx65ublYW1vj6OhIZGQk58+fJykpibCwMERR5Pr167z99tvs3LmTixcvYmpqiqWlJT/++GODxuCSkhLOnDlDREQEtra2dOvWjX79+jU4lmlpaYwbNw43Nze6d++OKIqSqKzPy869lwn3ly1XVlbGnTt3yMrKonfv3qSlpUn9GeXl5VJPRf3zvVevXtL2ANy9e5fZs2eTk5NDhw4d2LlzJ1ZWVgwZMoSEhAQuXbpEZGQkqamphIaGYmdnR0pKCk2bNqVr1650796dJk2aMHnyZLZt28aePXsIDQ3F09OTAQMGAGBpacncuXPx9/fn7bffZuXKlXTq1InS0lLs7e2loUzNmzdn2rRpdOnSpcF+KhQK6a6Mbrvr75PuDp6ePw8FZSoyCitxtTHRT+TW879CEAQDAFEUJY/bS0S4gSiKtYIg2AJLAH/AHIgEDICuwHfAFSBGEIRcURR//Gfr1Yt0Pf/f6DK5dV90Go2GpKQkrl69yquvvvpSQXDq1CnmzZuHl5cXzZo1o1+/frz99tscOHCAI0eOSMudP3+e5cuXU1xczIMHDygsLJRuc2dmZuLi4oKrqyuHDh2SIvWePHnC/fv3ad++PYcPH+by5cskJSUxcuRIsrOz8ff3lzLLmzVrxnfffQdoxYyhoSEdOnRosK31PbyN9+W/sUL+Ml52jFxtTKgRReoXGdQaDQVZaaw78j3BLX0J7xDKqFGjmDLjLyw8X0VpeiJVT+OwdQ7kTqGCZnlPOHLoIKIo0r9/f/r06YOdnR0rV64kKSmJfv364eTkJFW4y8vLyc3NxdPTk+rqarKystixYwcymYwbN25QWVnJ9evX6dy5MzExMSiVSmpqajA3N+fJkydERUVx+fJlzpw5Q3R0NE5OTqxbtw4PDw/69OnDtm3bEEWRQYMGsXDhQjQajeR9VygUrF+/nvv37yOKImVlZSQnJ1NWVoajoyPvvvsuf/vb37h27RrGxsZ06dKFwYMHSyJSl9yiE8P1LwBdXFw4duyYZGX5Z2K8rKyMMWPGsHPnTsmnX5/a2lru37/P06dP6dy5M1ZWVpSXlzNlyhTy8vIwNjYmLi6OoUOH4uPjI6XQyOVyMjIyOHfuHObm5owYMYKCggKmT5/OlClTCAkJYfHixQwfPlyKPMzNzcXf31+KdczNzaWwsJBp06Yxe/ZsbGxsePr0KcbGxhgbG7Nq1SpAGz9ZVFTE2bNnCQ8Pp7y8nHPnztG1a1ciIyPp1q2bdBG1atUqSkpKaNq0qbSP2dnZqFQqqQ9AZ5eqz5+t90PPyzl0J5OFMXdRyGSoNRrWDWvFwNYu/+nN0vM7ps4rrvtPU9+WUl+c11u+NxArimK5IAidgZmCIMwAXgWKgUVAhSiKVYIgvAoEA9bACKA10EIQhHOiKFb90jbpRbqeX6SgoIALFy4waNAg4uLiKCsrIywsTHq8cdVJoVDg5+fHmTNngJcLiu3bt7N69WqioqIkIRIWFsaBAwd4+vQpTZs2JT4+np9//pn58+cTFRVFs2bNuH79Ol26dEEmk5GVlYWLiwtBQUHY2toycuRIPD09MTc3l3ywJiYmtGvXjtdff5327dtz5coVAgMDpQmQ9be9sXe3/u/1X+b/nJcdI6G6nDEuRXxy5DJWPiEIlkqaJB+l39DTGFrYYtEqgs1mrhgaGnLp+m3kshbIrRyRGZpSU1aIoU0T7Ay170VpaSne3t4kJSVhZGTE+fPnOXjwINbW1vz888+kpKQwevRoSkpKUKlUpKWlkZycjEajQaVS4eLigqWlJdevX8fCwgKNRkNRURFFRUUYGhqSnZ2NRqMhJycHOzs7ANzd3TEwMKCiogJDQ0N++uknampqKCoqwsDAQDpHZTIZDx48oKqqirCwMDp27MiRI0eQyWRcunQJMzMzZsyYQVRUFM7Ozly6dIkuXbrg6+uLgYGBdIGjmzqro/4FoM4eA//zxFgzMzNyc3NJTEykVatWXLlyhTZt2uDg4IBarWbOnDncuHEDW1tbYmNjWbRoEfv27cPY2Jiff/6Z4uJiJk2aRG5uLm5ubqSlpXHr1i3eeOMN+vTpQ3FxsdTH4e7uTlxcHB9++CHPnj0jNTWVDh06MHDgQFJSUpg7dy4LFiwgLy+P1157jWPHjhEbG8uZM2f44IMPUKlU/Pzzz/Tp04eMjAzs7Ozo168f77zzDo6OjkRHR0sZ802aNJH2dcuWLdLPNjY2kn9cl59vb2/PqlWrpL6QxgJdz38H9S13VWj/thbE3CXMx15fUdcDSFYVAf4hwOtE+Qt+N0EQDIFRQG8gBfibKIrZwG5gBnAAUAE1gCngBdgDvsDFupcxBIyBJOA28KYoisX/03bqRboeCZ1o0ImE8vJyyV+alpbG+fPnad68uZRL/d577xEfH49KpWLVqlX07NkTR0dHVCoVubm5DRoodQI4KiqKtWvXcuDAARwdHRk0aBAuLi7SdL+mTZty9epVjIyM6Nq1K3l5eRQVFXHx4kUiIyMJDQ1l2LBhhIaG8uGHH7Js2TJOnDiBr68vq1evlqZMjhkzpsG+dejQ4YVKeWP0gvzXk5iYyMmTJ7GxsWHIkCEUFRUxa9YsVCoVrzT3Z+DYUPIy05hx4B52gxYht9DG47198B5Dmvlx5eZtypr5YmBqhWCgoLYkB5m1K2diz7Dz+CWiR0Ti7+9PbGwsiYmJPH78mI4dO9K3b1/Ky8vRaDSUlZVhbm5OcXEx+fn5qFQq5HI5MpmMvLw8XFxcpKFFCoVC8o3PmjWLI0eOEB8fj7OzM35+fmRlZfHkyROCgoKwsrKShv1YWlpia2vL22+/Tbdu3SgvL6ekpIS8vDw6dOjARx99RG1tLaGhofTu3RtPT0+CgoKk1JfAwED8/f1fyBfX/dz4zsz/ZFXRVduLi4u5ffs2giAQFhZG586dWbZsGQ4ODty7d4++fftKf2/Pnj3j8uXLqFQqoqOjWbp0KWFhYdy+fZvOnTvTvHlzWrduzZYtWygrK6Nt27YYGRmRmZnJmTNnMDY2xsLCgiNHjjBjxgxSUlLo168fn376KZ06dSIhIYGlS5fy/PlzIiIiiImJITExkatXr2JiYoIgCKjVaq5du0Z2djZOTk5MnjyZN954A2tra5ydnZHL5RQWFnL9+nU8PT2ZNGnSC8fhZVYz3UW3XC6XPOh6/nvJKKxEIZNJAh1ebrnT899LY6sKgCAILkAg0AtQABtFUXwCDAT6AX8H+gJLgVnA92gr4geAQrTV82BgBTAOaAXMEgThet0yacB1URSv1K2vJXDvnzWS6kX6fymNrSrQsCpaWloqCZeamho+/fRTLl68yPHjx1m8eDEdOnRgxIgRvP/+++Tk5PDmm29ib29P06ZNMTExITk5GaVS+YIVYtKkSQwfPpyCggIWLFjAJ598wtKlS3FxceHMmTMEBATg4+NDamoqAQEB9OjRQ0pbAZg9ezYTJ05skKwyZcqUl+6jLj/9lyrlev533L59m3feeQc3NzdKSkpITEzE0dERW1tbdu7cCWjfgw03r1Nb/hy5hT0aVQWCwgiFTI65oyeX9x7E2jaM8uTrVOc/RWZmDaJIZcYDFk4ZyfdbQ4iPu8Prr7/O7du3sbKyQqVSERsby9KlS0lMTESlUmFoaCh5xy0tLamtrZXupvTs2ZPjx49z+/ZtFixYwKNHj6iurmbq1KlS6k96ejoDBw5k2bJl/Pjjj3Tu3JkOHTpw69YtvvrqK15//XUpHaSyspK9e/cyZMgQevbsSevWrWnWrBmCIEhNj/Ci8H6ZQG98YVz/Md3xk8lk1NTUkJCQQGpqKk2aNMHHx4dZs2Zx6tQpVCoVzs7OREdHY2JiwrNnzzh58iSZmZm8/fbb7N69G6VSyfPnz6XKd0JCAgkJCaSnp5ORkcHPP//MwoULiY2NpbCwEFNTU9LT09m7dy+Ghoa88847jBo1ijZt2nDz5k1kMhlOTk6Ul5dTXV2NTCbj3LlzzJo1i9mzZ0vJO8nJyYiiSOvWrRFFEZVKxY0bN2jatCkODg4IgsDy5cvZunUr69ato7a2VvKj645DY1Gut5rp+Z9wtTFB3ShtSK3R4Gpj8h/aIj3/TgRBMAGMRVEsFARB+FfSUwRBaItWfIcCnwKngY2AM7AF6AwsEQRhMRAGJImi+L0gCA+BqYIg9AAuoBXjAOVohbq/KIpHgU116+kAvA9sAH4ClguCoAbcgPuiKDasKDZCL9L/xPySWICGdo+amhrkcjmPHj3ip59+4sqVKyQmJrJ7925mzpzJpk2bmDNnDnZ2dixduhRfX18AsrKymDp1Kk+ePCE9PZ24uDhat26Nvb09iYmJdOrU6QVhXFlZSV5eHiYmJgQHB5OdnY23tzf9+vVjzpw5PHr0iLfffpu5c+cydOhQAgICJIEuiqI0LbDxfv4rvnG9QP9tOX36NHZ2dnz66ackJyezbt06bG1tpTzpiooKTE1N6dqxLdWF2YiiBk11BYKmBpVMQ8Kt61Q8jady32JkhsbIDOSo855S+fgmYo0Kc682PHjwQMofnzBhAosWLQIgPz+fXbt2YWpqiq2tLVFRUXz77beUl5dja2uLhYUFMpmM7t27s3PnTry8vDAwMKCgoICWLVty9OhRWrVqhVwup6ioiJKSEvr378/q1avp3LkzDg4OjBs3jqdPn7Jo0SKysrL44osvWLt2Ld27d2fXrl306tVLqszXF9XQ8FxTq9XcuHFDEtlDhw4lJCREWq7xefnkyRNpSE9wcDDJycm89dZbFBcXS3nv48eP5+DBg7z55puMGjWKdevWMX/+fExMTNBoNFy4cIE9e/bw888/c/HiRcaNG0dmZiY3b97k8ePHvPbaa6xYsYKTJ08ik8mYM2eOZIvx8fGhbdu2PHz4kIKCAiorK1mwYAGrV69GrVZjb29PcnIy1dXV3L17l8TERFq0aEFmZiYHDhxg7969eHt7c/78eUaPHk1qaiqGhobY29vj4uLC48ePCQsLo2fPnvj5+aFWq+natSubNm3C29ubgIAAPD09pc8OvSjX82uxMzdi3bBWLGjkSddX0f8c1LOqCKIo1gAzgYfAkfoCvc5j7oXWX/5EEASZKIqauor5RCAD2IbWflKNVmSLoih+LQjCJWAaMLnutU3rXjYXyAGaAteAVXW/zwPaA3fr1v0+4FK3/guiKGYBXwuCkIq2mTS+zjLzT9GL9D8xjb/csrKypDi79evXc/z4cYqLi5k5cyaTJk1CrVazfft2Bg8ezJdffglASEgI9+/f59VXX+Xo0aPcv38fX19f0tLSiImJoWfPnkyfPp0VK1YQGxvLhAkTcHd35/Hjxy/dpsLCQhYuXEh6ejotW7Zk4sSJAHTr1o07d+40WNbW1lb6Wec5/Vf2U8+/H1EUqaqqkixEuuqugYEBGRkZqNVqMjMzuXbtGo8fP8avuQ8pf1+CKucxhsqmTBo/nkFjRnDibgalDy+jqSxG7uKPwqkZlY+vgyBDZmqDUPBY8i/fv3+fkpIS3NzcGDZsmJQQZGZmxsWLF1GpVJiZmSGKIkVFRYiiSNu2bfnqq684fPgwVlZW2NjYMG3aNM6fP4+LiwuVlZX4+fkhCAL+/v6sXLmShIQEysvLeeWVV4iIiOCHH37A1NSUfv36Sedgv379XtpUXP9c3Ldvn5TVP27cOP76179SWFjI+vXr+ctf/kKnTp24ffs2ycnJPHr0iLfeeosvvviCffv24e3tjb29PWq1GiMjI7Kzs7l8+TJbt27FysqK4uJiampqeOONN9i0aROenp7s37+fdevWSVNSRVGkc+fOVFVVcfXqVTQaDTExMZiamjJ//nzs7OwICQkhKCiIPXv24OTkRNOmTVEoFMjlcjw8PAgMDOTkyZN4e3tTWFjIokWLiI2NJTc3F7VajUwmo2XLlvTv358dO3bg7OxMTk4OAwcOZN++fcydOxcDAwOSkpJ4/vw5U6dOJSwsjAkTJjB27Fh8fX358MMPadasGRqNBkNDQ86ePYu/v7/+zpee/xUDW7sQ5mOvT3f5gyIIgqkoihUve6yxVUUUxfWCIJgJgqAEOgHZdZYSb2ABcBx4gtbCokIrsN3QVsIviaKYXSf8rwMd6162BK09xQVIROs9/1AUxXxBELqjtbQ8BC4LgnAIUAOPAd2JlgLcQSvGE+v2SRBF8fKvOQ56dfMnRK1Wk5SUxFdffcXKlSu5evUqf/3rX2nVqhXLli3jzp07DB06lEOHDhEbG0tcXBw7d+7E19eXVq1aNfCSt2jRgtu3b0vpE7rUhOfPnxMfH8/QoUMBuHPnDgkJCYA2Z/nu3bvSa+jyh3WJGN988w2XL19m27ZtDRpRAWlEue55OvTRaL8vBEHA3t6e+/fvA9oBMydOnMDf359jx44xfPhwunbtys6dO3nw4AE1ZYV4WoKrcxNcjdVkxl/i/eVLqUz4CU15IaKqAnVmIjJ1JXJjCwTAojiFDRvWY2VlhVqt5vr16yiVSvLz8zl48CCPHj2iZcuWPHz4kOzsbIyMjDAwMEChUFBdXU1QUBCffvopnp6eDB8+HGtra8rLy4mKiqJNmzYUFRVJOfgTJkwgNTUVc3NzTE1N2b59O35+fmzbto1BgwYxcOBAqdlTt/8ymUyyq7xsaFVlZSXl5eV4e3sTFBTE0qVL+fDDD3F1deXIkSNcunSJTp068ejRI3x9fcnOzubQoUOcPHmS6OhoEhMT2bJlC2lpaeTn5zNhwgR27NjB2bNnJYvJ/v37uXbtGkOHDqVPnz44OztL03l1Q4TS09Np3bo1bdu2xdjYGJVKxaRJk9i0aROZmZkcPnyYpk2bUlFRQXx8PAkJCcTHxxMbG0ufPn2QyWRkZ2ezfv16vvzyS7y9vXFyciIwMBAjIyPMzMw4f/48Hh4erF+/HqVSSVRUFNHR0fzwww+0a9eON954A5VKxdWrV/Hy8mLUqFGsXr2a1q1bk5GRQe/evZHJZGzZsoWePXvqK+h6fhPszI2kicZ6fv8IgqCo+/8M4OM6G0vjZQRBEDoIgrBaEIQtgiAECoLQCTgEWALN0KaqgLb67S2K4kEAURR1469vofWIRwJLBUE4h1aMpwFt65YtBCLQCu0f69b9qSAIR4AstN7yGmA28C2wBviLKIp/qXv+TlEUv9UJ9Lrfibp9+FePib6S/ifk3Xff5eDBg0yYMIGUlBSmTZvGkiVLyMvLY8WKFezfv581a9YwadIkHj58SGlpKSqVilmzZuHl5UVpaan0WgEBAZw4cQLQDgC6f/8+aWlpKBQKIiIiiIiIQKlU0rVrV0mYDx48mKioKKDh0KL66IRN4y/jxh55Pb9fXnnlFf7+97+zdu1aamtrMTc3p02bNnzxxRdMnTqViooKxo4dS4sWLRg9ejTh4e0IDQ3l66+/5ujRo1haWtKjW1dmzpnHypV/5dG9u7iX3qPYzpyc6mLcnJSMGDGCadOmoVarEUWR8vJyTExMqKysxN3dna+++opu3bphaGhIeXk5gYGBCILAxIkT2bt3L1euXKGsrAxXV1cmTZrE4cOHiYmJYd26dbRo0QIzMzM0Gg2tWrXi/PnziKLI+PHj8fDwwNLSUqqU1z9fX1Y5b3yuVlRUkJubS/v27fHx8eHJkyeANt//zp07uLm5YWFhAcCECRMwMTEhJiaGy5cv4+bmhpOTE/3796d///5s27aNSZMm4erqSm5uLnv27GHw4MG4urqyZs0azMzMGD58OHK5nPDwcNRqNadOnSI4OJhp06bx448/Ym9vz4MHDzAyMsLU1JRXXnmFAwcOEBkZKfnR16xZQ+/evVEqlXz00UfMnDkTjUYjTUiNjo4mIyNDSsnp0aMHU6dOZe/evbi6urJlyxYqKiqoqqoiPj6e119/nYULF/LKK6/g7OyMpaUlDg4OVFdXM3PmTLp3745MJpOy42tra+nZs+f/xamrR4+e/xD1Yw4bxxqKoqiu+/E+0A2tyK5s9BLNgHeAS2jzxrPRWk0AqoAdwEhBEDzRNnLa1a23H/AG4AQMFEXxC+CLugr6UaA7EAfYCIKwGmgCWKG1qlQIgjABrajPBS6Kolhdt83ZwN5f2FfZyxpUf83EUb1I/xPi7OyMTCZj0aJFZGZmMnnyZClern379qxYsYLdu3fTvHlz9u3bx9WrV5k2bRoAjo6ODawqXl5exMfHAzBq1CiGDRvGq6++ypIlS4iOjiY8PJzmzZtLr697DR3Pnz/n7t273L17lzt37qBWq1mxYoXkEdbzx8XOzo7Nmzezb98+qqurWb58OUqlEqVSyYcffsjs2bN57bXXOHr0KCqViuDgYCoqKqSIRFNTU9566y3U6mqSHyRQVFSEQ1kppkYKNLW1VFdXU1paSk1NDa1bt6Zv3768//77qNVqAgMDsbe3JyYmhi+//JI5c+bQtWtXKbLP2tqaVq1aceHCBU6fPo2bmxutW7dm9OjRuLq6YmxsLO2HrkLerl072rZti4mJCXl5eSxfvpyhQ4fSunXrlw660Wg07N69G2tra7Zs2UJxcTGffvopbdu2xdTUlPPnzzN+/Hjpb2Pr1q3k5OSQnp5OTk4OEydOxNTUlP379/P9999ja2uLv78/zZo14/Hjx6SlpXHlyhUAIiMjWb16NVVVVXh5eREXF4enpyfnzp2TjsfcuXPZunUrKpUKhUJBTk4OxsbGCILAlStXGD16NObm5nzzzTdMnjwZc3Nz3NzcGDNmDNeuXSM1NRUzMzOMjIyora3l2LFjtG3blhYtWuDj48P8+fPZu3cvOTk5XLx4kdDQUFxdXQkKCiIxMZExY8agVCpxcXHhxo0bkki/dOkSXl5e+Pv7S/0loC0A1Ed3fH9pCJoePXr+OOgaOAVBMAKGAzaiKG7+JzGHcuAvQDhasa1EK5IL6h6rRSvuRwAPRFF8v9HzATxEUbwgCMK3wGvAM+BAXYTiY+CvaBtAn9flmoegbRQ1R1tdzwd+ACrQJrk8EEUxB6DOU777l/a1bpkG+/Uygf5r0Yv0PyHBwcGYmGjvEpmZmeHk5CQN8fHx8aGiooJvvvmGxYsXIwgCP/zwA6mpqVRWVmJlZUV6ejqlpaVYWFjg5ubGsmXLKC8vx8HBgfPnzzdYV8eOHaWfG3+53rlzh82bN2Nvb0/nzp3p27fvCwJJzx+bli1bSoNo6uPl5UV1dbUUU6hSqdi3bx99+vTho48+YuLEiVhbW/Pee+9x/fp1fHx8MDY2pl27dqhUKkpLS0lJSWHhwoWIokh4eDivvvoqvXv3ZsmSJTx69IjCwkI0Gg1TpkzBx8eHzp07S03Noiji7++Pn58fU6ZMeaHS3fhOTk1NDfv376d9+/b4+fnh4ODAO++8I+VsV1ZWsmrVKq5du4a7uzvvvfcejo6OLF68mAEDBrBx40bu3LnDunXrWL9+Pe7u7qhUKr7++mscHByora3l/fffZ86cOfTv35/Dhw/j5ORESkoKn3/+OVVVVYSEhHDp0iVKS0tp1qwZFy9eJC4uDpVKhY+PD2fOnMHIyIhOnTphamqKjY0Njx49omPHjkydOlXyrt++fZvIyEisrKzYt28ft27dwtPTk06dOkkDl9asWcOZM2fYvn07cXFxTJkyhc6dOzNq1CgmTZrEO++8w4MHDxg1ahSpqakkJSVhYmLCsGHD2Lp1Kz/88IMUc9q7d29sbW05deoUvXr1IiAgQOoNaNKkiWSJ+1fRC3Q9ev5Y1KuOS8JUJ1hFUVQJgvCNrvJct/wktJGGdsAHoigeB1oAfYCVaPPGz6Gtej+us5UAiIIgtAB211ljBKC2riKfh9ZrfgFtssqXwATgrbp1P2i02WZ1r58KfCWKYoIgCHZobeDPxJdMAtXt50s88f9yZfzXov80/BPi7e2NWq2mrKwMa2trachJTU0Njo6O1NTU0KVLFz744AMCAwMxMTEhIiKCoqIioqKi+OCDD6Rb8cbGxkyfPl2ahggNfeP1afzl2rp1a3bs2MHatWsZMGCAJMT0/Lmo33Ogw97eHkNDQ+7du4ebmxsuLi5EREQwd+5cRowYgaurKzKZjNatW2Nra0uTJk0ICAjg9u3bKBQKFixYQK9evcjOzqZ58+acO3eO5ORkgoKC+Pbbb4mLiyM+Pp5Dhw5hbW3NsmXL6Nu3r2RH0YlynVWltra2wTmrq4zrzlmFQsGJEyfYsmULS5YsISUlhbVr17J582apYp6fn8+qVauwsLBg+fLlqFQqunXrhr29Pebm5vTt25eysjKmTZtGQUEBjo6OLFiwgPLyctzc3JDL5XzyySdYWFhINhhAuhju1q0bLi4uhISEkJ+fT0lJCU2aNEGtVuPp6YlSqcTV1RUrKyuePXtGjx49yMvL4+jRo0RFRdGzZ086duyIhYUFtra2CIJVq4B7AAAgAElEQVTAkSNHuHjxIhqNhoEDB+Lh4cG7775LZGQkmzdv5vjx4/j4+NC3b1/s7Ozw8PCguLiYu3fvSs2m3t7ePHz4ENA2c0+ePJm///3vDBkyRDqe7dq1Y/HixbRr1076rKgfffpv/A77j6HRaF7ai6BHz5+VOj+4gSAIDW4rilo0OvEqCIKxIAiegiC8JgjCUiBAEITvBUGQC4Lgjdb/vQYYDGwQBMEH6I/WWhJb11x5EmgqCIKTIAhLBUG4IWgnfD5FW203qRPfug+XVCBQEAQTURQrgZ/RetQN6rZJVt8LLorij6IoLhJF8VNRFHVNdGVooxjzdPv7sv38LY7lv4q+kv4nxM7ODoVCQXx8PB07dsTQ0JAnT55QUVGBpaUlEydO5JVXXmHs2LFYW1vj4ODQ4Pn1U1XgxUmH+kqXnvq8zAqiUCho3749JSUlRERE4OPjw7Nnz9i8eTOxsbFYWFgwYMAA6e5NYmIidnZ2dOzYkR49ehAREcGMGTOorq5ucGEniqJ0lwj+EXlY3zrROAmo8fmqi0S8ePEiBQUFzJ49G7lcTnp6OgkJCfTo0UNqwMzL01odjx07xsCBA5HL5SgUCs6ePcvp06fx9fXl1KlTlJeXs3DhQqysrIiLi+Obb74hISFBmlCamJiIg4MDQUFBJCcnc/PmTXr06EFISAgBAQE8evSIsrIyZDIZAQEBmJqa4u/vz3fffYepqSmff/45crmcgIAA7OzsJM95t27dKC4uJigoiIyMDM6ePUv//v0lj75CoWD58uVUVlYyfPhwpkyZQkpKijTFNDU1FRsbG4KCghg8eDCvv/463t7e9O3bF19fX2QymdQ4q0Op1PYKNKa2trZBHGX98+OPhu4c+qVJsI3/nZmZiSAIODs7/59tox49/w4EQZDrKteCIDRHm+29WhTFz+oqxrUveU4nwAYYCTxHm4wSgtZbfrpuMUPAGhgNtANc0fq+nev+7wA8FATBQhTFUrRNnL7AWSABuCKK4ilBEFKAOcBHgiDUAoq6C4ELgD9IE6x2iKL4ad32vdQbXudHB0l/iyrgK+r98lcdvH8DepH+J6S+QAKYM2cOFhYW0jTO+fPnv/CcX8oahz/ml6ye/zx/+9vfAK3g2bVrF99++y1JSUlMnjyZ+Ph4lEols2bNoqysjKKiIlxdXRs8X6PRSB7mxudnYmIi586dY8yYMdJdH9CK+PoCvaqqihMnTnDq1ClkMhkLFiwgJyeHffv24eXlhYmJCZ9//jkzZ85k7ty5xMXFsWTJEgCePXvGpUuXSEhIIDQ0lMzMTBYsWCBFNo4bN46oqCgKCwupqanh888/59mzZ6hUKmpqasjKysLExAQ/Pz/kcjn+/v44ODjQo0cPTp8+zZEjR6itrZWq18uXL6e6uprq6mo8PT1JSEjA29ub5s2bExMTI03nNTQ0xMfHB7VazZAhQ7h37x6bNm3i4cOHWFtb4+joSHJyMj169ABg9+7dyOVyRFFErVbz8ccfExsbC4CNjQ0bN27EwMCAkSNHEhER8cJFuqGh4Qvv7T+b+vlHpP75tWbNGjw8PBgxYsQL+6ibKQHaC7dly5YRFhbGiRMnCA8PZ9u2bXpPvZ4/FHUWjyFoPdmxwF8FQVhXJ1BD0DounOu85fZoh/d0RFvBflsUxQd1zw8DNtdljA8BooBdoijeFwShCVrh7o42AtGYf8QiJoqiqBYEwRmt3eUK2kQVMyAAeE+XzgIgimKSIAh/BV6p24ZYIEsUxUzgWL3lquv27wV7Sr1lfve3wvQi/U9KfYFUfzon/OP2s36Kn55/NxqNBgMDA6ysrBpMhh0+fLj0uKmpqWSRaBxxqLNWNT4/CwoKOH/+PB06dCAoKIjCwkLMzMwwNDRk5cqV2NvbM2PGDA4fPsy+ffuIiIjAz88Pa2trlEol7777LnFxcezbt4+4uDjCwsLw9PTk8OHDxMfHS9nlhoaGWFpacunSJS5dusSkSZMYPX4ye7/6GgGBiooKHj58SJcuXbCwsMDGxobCwkKys7MxMDDAwcGBbdu2oVAoyM/Pp6ioiPDwcCwtLUlPT5f2r3379nz//fd4eHhgY2PD1KlT2bRpE7dv32b48OEcOnRI6uuYOXMmLVu2xNjYGHd3d6lPxNfXl6KiInJycvDy8iI9PZ2ysjLMzc0la4ZCoWDGjBlER0dLdpv66AS6ziKkE6SN+aN+XugEdHFxMatWrSIsLIyBAwc22J8FCxZI/05ISODo0aPU1NSwc+dOhg8fzsqVKykuLubw4cPMnTuXvn378vz5cynBR4+e3yN11g0ZQKNUlWDAB7gHXEU75OcQ2mzwbsBFtB5xS7QiPRuYj1aoTxUEYW3dMj7AjbrXLAUuoxXaoBXmWYAf2gSVYLQRhlmCINgJguAGxKCtpn8iCMJztKku19A2dTaYJFrXzPm3l+zjCxXz30M1/H/DH/OTVs+/hE4gNaZx7KEePf8uGp9n9fsZdIKpvkXiZRGH9V+juLiYCxcukJiYiIWFBRUVFRw7doyIiAhiYmIAbfX8p59+AuCnn36ie/fuzJw5k06dOrFr1y4mTpxIZGQkn332GQEBAYSHh0v53SqVCplMxooVK5g9ezYKhYLU1FSpEfPIj6fp3KMX5QZm1Hp1wiWwE05OTiQmJvL8+XNcXFywt7fnq6++Ijg4GAMDA9auXUuTJk3o1KkT1dXVnD17lpCQENq2bcv06dMpKSnh+PHjWFpaSo3YGRkZHDhwgMzMTPLy8lAqlbRs2RJvb2+ePXvGvHnzcHNzw97enjNnztCzZ086depE586dOX78ODKZjO+++046djKZTBLc/v7+kkD/pf4SQRB+UaD/3ikpKSE7O5tr165J6Tgvm75cW1vLo0ePqKio4OjRo9y7dw+ACxcuMGDAAEA7/XXx4sV07NiRw4cPU1xczO7du6mqqpLu5FhbW7N06VIpglZ/51HPf5L6PupGHmxRFEVdk2V9q0d7tML5MXAT7eTNDnWPP0ObdCIA7qIoxgHxaCdxRqONLWwBZKL1ces+NJ6hrXLrhq5UovWMh4qieBKtqN8lCMJptA2i4+u2ayva4UOzRVEcLorifFGbV/6C2K7zxzf2mf/uK+O/lj/mp7Cefwm9ENfze+PX3L1JT0/n2LFjZGVlERUVRXBwMG+88QY5OTkoFArS09Pp06cPfn5+eHt74+rqyrp161AoFFJVs7S0lIMHDzJq1CguX75MaWkpI0aMYMSIEVRXVyOXyyV7ipWVFT4+PqxZs0ZKpklISGD27Nm89dZblFZWs/7Lw8ht5MiMzSl/msDeEzCsTz/On/mZXbt24eDggCiK1NRowwiaNGnCkydPaNOmDTKZjCVLlnDo0CGaNGlCTk4OISEhDBo0iMrKSj744AN69+5Njx49qK2t5ccff2T79u288cYbtG7dmu7du1NTU0ObNm2ortYGJXh6erJ27VqcnJxo3bo19vb20vEbNmzYr3o//uiUlZWxatUq9u7dy9KlS2nbtq3kvZfJZOTn53P37l1KSkoYPHgw/v7+7Nmzhxs3bpCXl4exsTEHDhzAy8uLsrIysrKyCA0NxcTERMpvDwsL4/Lly0yePJmsrCxp3U5OTtLwqvpN9nr0/Dups6A0R5tGUgANBuY0qCoLguCINu2kJ1pR/RFawW2AVoDnCIJQhdZuAvAe2omaGWgr4LaCIFihFecX0EYUDgLaoI0mNEbrSwfIQVsEblr3bzVa4a4bFLRFEIQ7aMX7/bpGT+q88BfqbbPwS5Xwut//oavk/wp/nk9oPXr0/CnQaDTk5uayefNmsrOzsbe358cff2THjh0kJydLY+pFUWTdunU8fPiQjIwMjhw5QsuWLYmNjSUxMVGKElWp/h975x1fRZl///fkppJOeoU0ElIgEAKEoKFIQHoRVkWKIkV6VTqKSEcpAjYQAWkKi/QmndAhjYQSQkijhJSbdtOf3x+TO4YI+939rbvCes/rxYtbJjPzzJ1758znOZ9zSlGr1YwaNYr4+Hj27t2LEIKcnBzS09O5ceOGEuo1duxYAgICqF+/PqdOncLX15fY2FjeffddAkJfxci8LmUP7lCadgNRXkJJahx5hSXUq1cPLy8vXFxcqFu3LmZmZmRkZODt7a2EDbVo0QInJyf09fWZP38+zZs3Jy8vj4iICDp16qRU5LVNiyYmJowZM4bQ0FBGjRoFwJEjR3Bzc1OaZ21tbRkwYACvvfaaQtC117SXfJb3d9DaZtZ2VNGOs7CwkKSkJI4fP857772Hs7MziYmy69revXtp164dK1as4OLFi1RUVGBnZ8eNGzfYunUrv/76K/r6+uzbt09xHrp3757yeanVakDOgFCr1ejp6REUFMSWLVsAiIqKAlASeHXQ4Y9GDWeVmlM1AtnKMKB6mTrVrireQogqSZJ6SJL0lSRJpkBrZJnJVGA+cmw9yG4p2i9VDrJU5SwwFHgN2IHc9GmJ3PjZRwjxrRDiMhCBTMRzkAm6K0D1DcNt5OZPrbzm70KIAdqxCCHOCiGuCiE0/6j6/+8fuZcbOpKugw46vFDQ09MjMTGRq1ev0rlzZ548ecK3337L4sWL8fPzo7S0lBs3bpCZmUlsbCxHjx7l8ePHREVFkZ+fj56eHiUlJQwcOBBTU1MyMzOZMGEChYWFnDp1iujoaMLDw6lXrx7p6enUqVOHadOmYW5ujq2tLbNnz2bWrFlcvHiRO3fucO7cOR4+fEibsKZI5jboWzthYOOCQV1XKorUZN5PolevXgQFBfHJJ5/QtWtXnJyc6NGjB19//TUNGjTA2NiYd999F2tra/T19bl79y7dunXjzJkz+Pn5sXfvXho3bvyUbaFKpSI3N5eQkBDq1ZMLUqGhoUyYMAE3NzfleGnJqxY1pUP/LP7sa2HN7WvHU3uftDK92tV/rc3m5s2b2b9/P7169WLhwoVcvXqVRYsWAbBp0yZWrlzJL7/8woIFC9DX18fV1ZVGjRqRk5MDyJax2hkYe3t77t6VOUz9+vW5fPkyIDfaVlRUcPPmTb766it++eUXvLy8iIqKIjAwUCHpf/bx1OHlhFaCIkmSoSRJr0iSFKR9r4ZcRUhyOA/IOvC3gI2SJG1HtjQcgRweBHI4jw3gAJggu6WYACVCTtE0A9yAy9XL3wdchBBJwM9AVrXTSi5QTwhxHzgjSdJOSZJ+QXZdUSHfLHyNrGnX7u9qIcS+Gs8razwW1TcdvwsB0hHzp6GTu+iggw4vBMrLy7l//z6XL19mw4YN3L9/n7lz55Kenk5QUBClpaWcOXOGJUuWMGTIEJYvX879+/f5+eefMTIyIi4ujiVLlijktLS0lMLCQtq1a8fDhw9xdnYmODiY5ORkbt++jY+PD7NmzaJ///6KzaMkSVRVVfHKK69QVFREeHg4Dx48wM3NjRHvvkOd1HgMmnfHwqMJOfEnqGdWRbs2EbRq1UrxFZ88eTJXrlwhOTkZAwMDvLy8OHToEF26dMHU1BQbGxtSU1Pp3Lkz48ePJy8vj1deeUXRQWuRmprKgAEDcHNzo23btgghfmeXqt3nf4WQP8t95M/SUT948IDdu3fzwQcfKPv1rPFUVFRw9uxZkpKSMDIyIjU1VQlj0/5dr1692L9/P9OnT6dDhw4kJiZSt25d1Go1HTt2ZMaMGTRu3Bg7Ozv69u2LnZ0dNjY2SiCUvb09mZmZCCHw8fHh5s2bgCxlOXz4MK+99hqWlpYEBgaSl5dHy5YtWbt2LdbW1qSlpSk9CaDTpevw/4ca8pRKIBhZYpKMXMG2QvYWdwZSJUmagyxbSQDMhBB/kyTJGFkHrrVougXUQW76/AW54t4FaCxJUoYQYrgkSeHIBJvq9VlWV96nIktYAIoAk2p5zfvIDaWJQKz4LWhIIeRa/BNyFR3+D+hIug466PBCYM6cOfz9739n4MCBFBYWotFosLCw4IcffkCj0TB69GjS0tLYvHkzQUFBpKSkYGZmRnh4OBMnTlRSN62trZk6dSo///wzQgjc3d3JysqiWbNmJCQk8OjRI6qqqrh//z6HDx+mTZs2VFRU4OXlpVRqi4uLadasGUOGDMHHx4f169fTuXNngoKiefD4Cb3fbkKIf19mThlPZWUlTZo0wcnJiU8++YSQkBAePnyIp6cnQggGDx5MZmYm+vr6eHt788UXXyhjbtmy5VPHoCaBdnFxYf/+/Yqu+l8hfmq1mpSUFDw9PTE3N0cI8bucA+1rT548ITExEUdHR3x8fP6tz/B50G6rsrLyqcZ1Q0NDZZZAm/yalJTE2bNncXR0pHPnzujp6bF582a+//572rZtS1RUFMbGxuTk5GBjY6Osy8vLCy8vL+7evUuHDh0wNzfH1NSU6OhohgwZQs+ePcnOzmbChAk8efKEsWPH4uLiQmJiImFhYdja2hIVFUVWVhZ+fn5K0+msWbOUY9egQQNmzZoFyA3Kx44dY/HixZSVldGtWzdee+21/8jx0+HlRWVlJUePHuXJkye88847z7XolCTJHmiELCs5DYxBdlNpiZygmQgsQrZKDAK2CiECJElaCUwCEEKUVDuj1JckyUgI8USSpCpkGUqcEGJa9bY8gV3VGvNK5BuAx4AauVHURQhxu/o5wArxW2JoBjW8xGuNQdJVxf9Y6Ei6Djro8ELAyckJPT09CgoKyMrKoqysjOPHj3PhwgWysrIICAggMjKSuLg4Tpw4gSRJ+Pr6kpyczJ07dzAzM8PDw4NHjx5x4sQJVCoVFy9eJD09nXr16vH666+Tl5eHSqXi4cOHFBUVceTIEcVn3NfXl6qqKiorK6moqMDFxYVDhw7Rrl07PvnkE4QQBAUF8dVXX7H96885ZmPD48ePGT16NAATJkxg8+bN2NvbM2jQIOrVq4ckSXTs2FEZY22CDE8T85oXb5VKpRD0/wt5eXlkZmbi4OCgVIczMjKoX78+8DTBv379OsnJyfTp04cvv/ySzZs34+Ligr+/P+3bt6dNmzb/359hzfHUDJXSbr+221TdunUpLCwkNzeXxMREli9fTnl5OY6Ojly6dAlJkujSpQvffvsts2fPpmPHjmzatIlDhw6RkpJC3bp12b9/P1lZWbzxxhsEBQVx584dqqqqsLCwwNnZmTt37hAREUF+fj5169alZcuWlJWV4eLigqmpKRkZGQC0atUKFxcXLCwseOutt3j77bcBuVm0NoQQGBsbEx4ezs8//6wcZx10qH0jWlVVxZ07d7h48SLvvPPO87JIXgOWIjus3EH2+14A9BZCdKux3KvAx8hEvqEkSdbIKZnGkiS5VHuFpyM3dBoiWx96IDuwXJQkqTuydaIPsB05RCiR3yrmd4QQb1Rvq6bloZaga/dDj2oFTs3XdaT8j4dOk66DDn9xZBeWEpOWR3Zh6Z+6H02bNsXExAQnJydUKhVjx46lcePGZGRk0KtXL0JDQ4mKisLAwICePXsqEoj4+Hjy8vIoKioiNTUVe3t73NzcaN68Obt27aKqqoqoqCgiIyOxsbHBysqK6dOnM3ToUHbs2MH333/PpUuXGDVqFD179sTf359vv/2WyMhI4uPjmTJlCr1792bYsGG4urryxhtvUK9ePezs7Jg6dSqBgYGA7OQyefJkBg4ciLe3NwYGBsrYtG4vWtS2mfy/oJXugEwCajdPZmdnc/jwYR49egRAo0aNaN68OWq1mgMHDjB16lRAJgxHjx5VdPanTp3iwoULzJs3j3v37rFixYp/+vN6nn2jdjxaQp6bm8uZM2fIz89n/fr1BAQEMGnSJCWlc+HChZw9e5Z69epx+/Zt+vXrx9q1a+nUqRNRUVHcuXOHli1bUloqn5/NmjXD1taW/Px8jhw5wty5c5V1aZNti4uLMTExwdzcnNjYWIqKihg7dixdunTh/v37dOvWDTMzM6X/AMDNzY3WrVtjbGz8OyJV+3hr33dxcdER9L8YsrOz+eWXXwCIiYnh3LlzT72vUqme+k4bGBjg5+dHcXEx8NwZsfeBacAbQoiPhBAlyDaFSJJUr/r/IGRnliVCiFDkxs9QIAm58dOpel0xyI2c2yVJWo1M4quq/2m9xz8UQixAbvaMA9Lg97rx5x0DIUSVjpD/d6CrpOugw18Yv0Rn8NHOWAz09CivqmJxn0Z0D3b5U/bFy8uLsrIyLCwsKC0t5eTJk/j7+3PmzBlOnjzJ48ePcXBwUMK4mjZtqqR9Xr9+HT8/P4QQFBcXExgYyJMnT6isrGTYsGFER0djZWWlhAANHz6c8vJyJEli2bJl3L9/n4iICHJzc/Hy8uLUqVOsWbOGiIgILCwseOONNzhx4gQhISF4eHjQunVrxo8f/7s0zmf5cQP/sud4zfWkp6ezbNky/Pz8GD58+FPVaG1YUXp6Op9//jlfffUVjRs3ZuzYsWzYsIFWrVrRvHlz9u/fz+zZs6mqqiIhIYExY8bw6NEj9uzZo1gVBgUFMWDAgKf2IyMjg/j4eC5fvkzDhg3p1q2bMubaYywvL+fBgwdcvnwZa2trjh8/TlpaGiqVigsXLhASEkJwcDBHjhxh0qRJfPnllyxYsIDw8HASExPp0KED4eHhCvEPCQnh6NGjaDQa6taty+XLl+nevTtGRkZcvHiRoKAg3n///admKjw9PXn48KFyXN544w3KysowNTVl7969vzvO2kRbLWrOcNTE/5JVpQ7/GrS/N9pzoKioiOzsbEDuGzl9+jQNGjSgvLwcgHnz5hEXF0dpaSnz58+nffv2ODg4UFpayuPHj7G3t1fWXaNafRj4COgtSdIjZP14BrLTigdyQ2cL5Mr4KUmS7JAlKuFCiCOSJF0Bdlb/PxH4BOiErEmfJoTIr97kllpju8BvlosvBSRJ0q+hg/+fh+6XRwcd/iC8KBXpfxbZhaV8tDOWkvIqCkorKCmv4sOdsf+R/a9diXwWbGxsyMrKYubMmZSUlFBYWMjJkydp3769koTZoEEDqqqqiI+Pp6SkBC8vL5YsWYKBgQEajYaSkhKGDBnCrFmz6Ny5M5988gmSJDFgwAD09fXp06cPKSkpvP/++3Tv3p1WrVrRtGlT5s2bh76+PsbGxjRr1oyMjAysrKwwMzNj0qRJuLu7Y2dnR3x8PAsXLmTjxo3s2bPnd5XkZ7mP/CNoCUDt41NzPWZmZtjb25OXlwfINoyRkZGEhITw3nvvce/ePdzc3AgKCuKNN95gx44dtG7dGldXV4qKiggMDKRz586sWLECMzMzLl26hJubG2ZmZoSEhPDrr79y4sQJVq5cSceOHVm3bh3R0dHMmjWLsLAwvv76a/Ly8nB3d1duEJKTk9m6dSs7d+4kNzcXgPHjxxMZGcnly5exs7PD0NCQ6OhoFi9ezLlz5xQJk4uLCx07diQ+Ph4Af39/YmNjMTY2xsbGhvT0dAD8/PzIysrCzMyMiIgI9uzZww8//MC3335LgwYNePz4MSDPUlRWygXAhg0bcvjwYRwdHQEICgoiJCREOa5aOdPzzkddw+dfG886N2pKVwoKCnB2dsbPz4+KigrWrl3LN998Q5s2bThx4gQajYZ+/fqxZ88eNm7cyLJly4iJiVFsU5OSkoCnbFK1cpLvga7I3uQ+wEhkF5YMoG01KU9C1o3fQLZQPIZM2gFWAK8IIfoIIe4LIdKFEN8JIc7UIOja8TwVACS94Ce91nqy+vEUZH3+XwY6kq6DDn8AfonOIHzRcd757iLhi46zJzrjz96l/xPpuRoMahFKAz090nM1/9J6njXrqSVNly5dYsqUKVy8ePF3y9SGgYEB3t7eSJKEs7MzU6dOpVWrVtja2uLs7Iy7uzv37t3DwMAAHx8fvv32WwwMDDA2NmbVqlVs3rwZc3NzKioq0NPT4/XXX8fIyIhPPvmE1q1bU1JSQlVVFVu2bCE8PJz3338ffX19mjdvzvTp00lPT+fdd9/l559/5pNPPuHs2bOsWLECExMTTp06xZYtW2jSpAlDhw4lPDwcDw+Pf5rUPW9mWOtkUpPYp6WlsXv3bpYtW4ZarcbCwgIbGxtFymJra8uqVau4ePEiHTt2ZPbs2Xh6etK1a1csLS2VoCNLS0uePHlCcXExkydPZv/+/Rw5coRGjRqRm5uLh4cHKpWKtWvXcv36ddavX8+iRYs4efIkiYmJeHp6MmDAAHbt2sXSpUsJDQ1FpVJx4MABhg4dyrlz5zh79ixLliwBZLlSSUkJCxYsICgoiLCwMOrUqYOtrS0VFRW0a9dOOV7NmjUjJSUFgICAANLS0gCws7NTQoI8PDzIyMggPT2d1q1bs2TJEqKjo2nZsiVVVVU4OTkhhEBfX/+p2YXasxs1j72ent7v5Ag6/LXwLK99LWqeG1qJ2u3bt1m9ejUDBgygXbt23L59m1GjRnH+/HnGjx9P9+7d2bVrF/3798fLywt9fX2GDRvGO++8w7Vr14iJicHa2hpbW1vFMegZ9qImgB0y6b4G5Akh7iJr03sgE9Mc4HNke8XRQoi3hBDzq6vxaiFEaq116j2LgNeWqrwospVqMq6nJeRaaK0nq58mIc8s/GWg+6XSQYd/E//NivQfCVdrE8prXazKq6pwtTb5p/4+NzdXae7btWsXH3zwgfKeljS5urpSWlrKkydP/ql1Lly4EHt7e5o3b46enh7e3t7UrVuXuLg4YmNjuX37Nj179sTY2JjAwEA8PDzYt28fS5cuJTs7m8rKSh4+fEh5eTkVFRX069ePkSNHMnjwYD766CMiIiLIy8vjvffeIyQkBEmSsLKyUpw9Jk2axJEjRxg/fjxr1qxRGk1LS0sZNGgQJ0+eJCoqim+++YaQkJBnku9nvfY8Mh8bG8vFixef2t7MmTM5fvw4+vr6jBgxgpKSEpydnSksLCQvL4+mTZuyZ88eIiIiWL58ueIZb21tTVZWlkLmHRwc0Gg0pKenU9g07hEAACAASURBVLduXVq1asXEiRNxdHRUmnS3bNmCRqNh7NixHDlyBHd3dxo1aoQkSTRo0IAbN24ox3fx4sUAtG/fnp07dzJu3DgMDQ356aefKC4uJjQ0FI1Go4w1ICBAkRxZW1tjZWWlnAf+/v6o1WqysrLw8PAgMTGRsrIyHBwcMDQ0pKSkBBMTE1auXKlUwoOCgvjb3/7GgwcPyM7O5tVXX/2nbpJe8EKhDv9l1J7t0p5PGo2GTz/9lLCwMPz9/fn6668pLi6mvLyc7777Dm9vby5fvoy/vz8hISEkJCQQHh6OtbW14o+fmprKzp07ad++PVeuXGHkyJGcOXMGAHd3d5KTk5+3W9bIzi1/R/Y+/xlACHFSCBFcTchjhRA5QohrQohSAEmSVP/A4vCF1I3XIONP8c9qMl5VUxdfvXwdSZJmS5L0DbItpT1/Ieg06Tro8G9CW5Eu4TfCq61I25gZ/YO//HNhY2bE4j6N+LCWJr32PhcWFvL48WM8PT0pKytDX18fPT09MjIyiImJoXnz5lhaWnLp0iVAJqlXr15lw4YNlJSUAJCVlfVP7ZOXlxfl5eUsXryYOnXqsGbNGhwdHSkrK2P37t1IkkRiYiJFRUU8ePCAkSNHsmjRIhISEpg/fz7Jycncu3ePBg0a8OqrrxITE0NaWhpffvklQUFBeHt7s2bNGubMmcP58+dp27YtIFfNioqK6Nu3LxcuXGDu3LlP2elFRkayePFijh07Rvv27dm9ezeWlpb06NHjdySw9vPKykpu375NYmIi3bt3R19fX9E+jxs3Dmtra7p3706fPn2YPXs2rVq1IjQ0lNu3b7N9+3aGDx+Oo6MjlZWVZGdnc+XKFZKSkli3bh0uLi4MHDiQ2NhYPD09OXbsGGvXrqV9+/ZYW1uTk5NDRkYGDRo04P333ycmJkaZdr9//z7r1q1DX1+fZcuW0bx5cx4/fsxXX32Fp6cn7u7u3L17ly+++ILAwEBatWoFyCTno48+Ij09HX9/f2xsbIiJiVGaO7XuLs7Ozujp6XH//n08PT0xMzMjLS2NJ0+eYGtri4uLCw8fPiQoKIh169YhhKBv377069cPkCueoaGhynE8f/48Bw4cwM7OjlmzZuHh8XIV1LSNtrVnTnT476C8vJyUlBQuXbpEcnIykZGRHD58mFWrVvG3v/2N/v3707t3b/q+M5hHBeWs++IzhBCMGDGCRo0aPaUl9/f35/r16wwfPhxTU1NlJignJ4e4uDimTZsGQHR0tDIzZGNjo9h6alFdNRbAQyFEv+fte003lVquK5XP+5s/G5IkWQgh8mtryKv3XdRaVg9ojGwV2RuoAMZUN9C+ATQANgOvIPu42wkh/rmLyksOHUnX4aVBdmEp6bkaXK1NXijy++9WpP9MdA92Idzb9qnjqp0O1tfXp6Kigo0bN3Lq1Cm2b9/+lJQgMDBQ0YKHhISgVqspKSlBCMFnn31Gy5YtadasGR988AHe3t7PbMrT6rG1xMXGxgYDAwPi4+Np3rw5derUITk5mWXLlrF371709PQIDQ3l2LFjvPbaa/Tr148VK1bwyy+/UFBQwKeffkphYSG9e/fmp59+okWLFhgbG+Pu7g7A4MGD6devHzdv3iQ6OlrRLrdq1YqysjJ8fX1p27YtP/74I/Xq1ePBgweUlJTQoUMHxo0bx9/+9jecnJzw8PDg3Xff/R3ZunfvHtevXyc0NBQ3Nzc2btzI6dOnycvLw9fXl1dffVWRfxgYGBAaGsrDhw/p168fderUoaioiLlz59KmTRscHR3ZsmULrVu35vbt2xgbG1NYWEhcXBxFRUX4+flx8OBBrly5gpOTE2vWrOHQoUMsX76cgoICBg4cSPv27Tl37hwbN27E3t6eAwcOkJ2dzZtvvomdnR0TJkzgwYMHDBo0iPj4eOrUqcO5c+eYMmUKhoaG2Nra8t133z1FiOPj44mPj1dcLQICArhz5w5hYWEYGhoSExNDkyZNAFl6kpCQgKenJ8HBwdjZ2WFiIn8vzp8/r6yzdpAT/L5Zs3fv3vTu3ftfO8H/BNTsMagpw6k9npoWlTr85zF79mx2797NoEGDuHv3LsOHD2fGjBlkZWXxySefsH37dsLfGsOQfgMoz0mnslRD+pN8Ro8ejaenJwUFBcq6AgICOHToEADOzs4kJCSQmpqKgYEBHTp0oEOHDtjb2xMREUFsbCwAPXv2VJqca1ix1q4aS8gKByF+Czai1uMXsjoO6AkhKiVJ0ke2iVQjO9FU1FrWH9n7vRky8T4PmAMHgZ3AbmAAMBZYjJygOl8IcUiSpBigNbKf/K//haH96dCRdB1eCrxILiS18c9WpF9U2JgZPbWvNaeDtQE8v/76K9u3b+fAgQO4uroyb948JEmib9++LF26lMjISFQqFSkpKQghyM7OZty4cRgbG9O3b1/y8/N58uTJU+EzIFedaxIVAwMDGjVqxI0bN7h48SIFBQVMmDABNzc3xbd6yJAhjB8/nj59+qDRaNDT02Pjxo1kZWVx4MAB0tLSyM/Pp6KiQtGCFhcXY2lpibm5OW3btmXXrl08ePAAZ2dnQNZ5p6SksGrVKsaMGcOuXbt46623yM3NZdiwYURGRtK+fXvKy8vZvHkzvr6+XLx4UakKg0wCtE2Zx48fZ8SIEfj4+LB06VKWLVtGhw4dnhonyFPg5eXlCqlzcXEhMjKS77//XmkqLS0txcHBAWNjY65evcrbb79NdHQ0Pj4+NG7cGB8fH6Kjo9m1axcRERF4eXmRlJREaGgojx494tq1a/Tu3ZubN2/Sv39/fvzxR3x8fKhbty7t27cHYMyYMeTl5WFjY0NxcTFqtRpHR0csLS25evUqbm5uymdVVVWFnZ0d69evx8DAALVazd27dwFo166dIrcBOHHihHJ8/P398ff3f+rc0964Pc9V5UWGdsZg7969yo2P1r7xWeT7xo0byuxSQkICPXv2ZPTo0S/duF9WaGd2pk6dSkZGBkOGDMHGxgaAFi1aMGv2x2y7XYmelTP2XSdTlnmLqCOryS6Uv381pSqenp7ExcUB8Oabb9KnTx/eeecdZsyYwdixY3n11Vdp0KCBsn6Q5Wda5OTkAJhLkjQWWcJhAMwRQiQjhwu90NBq3WtU9AXV+y2EqJAkKQ+oI0lSZ2RSfQE4XC3TGYJcKf8V+BBYJoQ4I0nSYyBaCPFL9frbS5LkjOxQ41y96UdAChCIjqTroMOLgZqab62k5MOdsYR7274wRPhZFekXCdpqdU0rsefhwIEDHDt2jPj4eJYtW4a9vT0PHz7k/Pnz9OzZk+XLl7Nx40YGDRpE06ZNlTAYFxcXkpKSyM3NJSwsjLS0NDQaDXv27KFly5bk5+f/LtY+Ojqao0ePkpKSwtChQwkODkalUrF9+3ZatWpFz549lWlmqTqxsqioiA0bNqBSqfDz88PPzw9fX1/y8/NZtmwZJiYmysUxLS2NqKgo1Go1Tk6yjfDAgQP58MMP2bp1K0OHDuXKlSuMHTsWtVpNYWEhMTExTJo0iStXrtC2bVtycnL45ptv6N+/P40aNaJ37940bdqUa9ejea1rL6ZP/YiE65fQ09Pj+++/p7S0lM6dO2NiYsKIESNo2bKlQspv3brFwoULuXbtGuPGjaNly5acPHkSjUaDmZkZPXv2ZMGCBcycORM3NzfOnj1LcHAwkyZNwsvLi5ycHM6cOYOnpyeTJk2iQYMG+Pr6IkkShw4dYty4cdy/f1/5TJYsWcKMGTOIjIwEoF69ejx69AgnJyfs7e1Rq9VYWlri6OhITEwMLVq0IDQ0lNzcXBwdHXF3d+f27dtPEc+QkBB69OjBjh07aNGiBd999x3BwcEAbNu2DfiNfGsJuha1ybj28ctAVGtXvrXfoxYtWmBhYYGxsTF5eXmkpqZy7do1tm7dSo8ePRg0aBCmpqZs2rQJtVrNuHHjmDBhAidOnGDMmDF/1nD+ctDmMACYmpri5OSkyPG8vb3JLyykMOsspi3eQJIkNMlXKVc/IulBDpaWlqSlpVFQUIC5uTlubm7MmTOHoqIi7OzsOH369FPbCgsLUx7XThiNjo5m1apVABbAPeAAkF4t7XihIEnSNOAHIURmzddrVvOrpSotkaUozsCnyKFMbyI71SQCE5AbY9cBM5GlLY2AV4Fo4AwQhZywCvAAWRLjjNxIGwl8gxziVA8o+sMH+4JCJ4zT4YXHH+VC8p+GjZkRjd2s/nSCXjs4B2RCUVMLq/X0rY2EhAQ2b96Ms7MzH374Ie7u7gqZa9u2Lb169aJ3797ExMRw4MAB7t+/z9q1a7l//z4BAQHExMRw5swZ0tPTuXz5Mubm5hgYGHDixAm2bdvGggULuH//PgDp6els2bIFExMTQkND+fHHH7l69SqdOnWirKyMIUOGEBwcrHhZp6SkUFRUxPz58+nduzcXLlxg2LBhrFixgg4dOlBeXo6rqys2NjYkJydz+fJlfH19uXfvHpmZ8jVGCIGjo6NSmQ8ICGDhwoWMGjWKrVu3Ehoaip6eHtu2bWPbtm1UVVXx9ddfc+zYMQoLC6lfvz5qtZqGEd0p9O7A5l0HaDl8AVfTCpg/fz79+/dn9OjRdOnShXfffRd9fX1MTU0Vu0AbGxsGDx6sTLtbW1uTkpKi2CsGBQWxYsUK8vLyOHLkCBUVFURERAAQERHB+fPnOX36NFVVVWzatImKigrWr19Ply5d+OabbwgICMDZ2ZnKykqlebYmQdBWAH19fcnIyKCoSL7WBQQEcP36de7evYu1tbUyw+Dv7/9MW7p3332XgwcP8vHHH9OpUydFNgS/JS4+Cy8DGYffrDG1qKqq+l11/O7du1y6dAmNRsPKlStJT09n9+7d9O/fn7S0NPr378/Vq1dZt24dDx48ICUlhTFjxhAQEMCoUaMoKip6SkKhw38W2n6XwsJCrKyslO9lRUUFDg4OSKIKYzd/8i/tInPdKCQDQ+p4NMFMKqVjx44sWbIEc3NzAIyNjRkxYgSmpqbK+v+vcC8tgoODWbduHUCGEGKvECLpzyTokiQ5SZLUVJKkPpIkjZXkFFMtBiAnlCJJkqEkSebVj4MkSZpYHbTUEjmISR+IB0qQU0/dgUNCiPnIspaW1VaSryCnqQKsB7QeqbHIFXKAh9XrqY/cRFsiSdIvyC43cfxG5v/noauk6/DC42XWfP/RqKys5ObNm9y8eZM2bdo8NZ2qRc3gnLy8PExMTDh//jwpKSmcOnWKQ4cOMXLkSD744ANsbW0Vwm5gYMDKlStxd3dn8uTJyjqqqqpo06YNe/bswcLCAm9vb7Zv387ly5dxdnbm1q1bDB8+HH9/fy5fvsyDBw8oKiri7NmzeHl5UVxcjEajIS4ujpKSEtLT01m9ejV79uzh1q1bdOnShX379vHzzz/j5eVF06ZNsbGxwczMDIArV67QvXt3mjRpwgcffEDXrl3x9vYG4KeffmL37t2MGzeOS5cu4evrS1VVFebm5kycOJFmzZoxdepURSNdUVFBdHQ0cXFx+Pv7k5qaikqlonHjxuzYsYNNmzYRHh6OSqUiPz+f/v37k5CQgEaj4YcffsDe3p4qIfhi9dcIAxPKSzVkn9/Jejd/HJ2cOH78OPAbySsvL8fAwICUlBQ0Gg22trZcunSJX3/9lSlTpuDl5YWBgQFffvklbdq0oVevXkybNo2ysjLMzc0pLy9n0aJFLFy4kICAADZs2EBaWhr79u3jhx9+oF+/fjg7O1NSUsLZs2dp3bo11tbWqFQq0tLSeOWVV9i7d6/SBOvk5IQkSdjZ2ZGSkkJ2djbOzs40bdqUzMxMsrOziYmJwdLSUmmaex6e1wj5MuisawbU1K7u13xeVlZGfn4+tra2HDhwgOvXrzNjxgwAdu3axfXr11myZAk3btwgLS2Npk2bUqdOHbp27UqTJk0wMjJi69atDBw4ELVarcwsNG3alMePH6NWqxXip8N/Ftp+l7i4OKV/4t69exQXF2NhYcGQ997Fyr81Cw7cwMjEHGFiweI+jQjwlmWV2qwGLbSEXHuuvAzNwFpHFSFEVY0G1LeR9eOVyM4yNkBu9Z/sAwKQteJfI4cqfYwcpBQAHAGaVi+7EiiqXnchcAXQerRfqV4uAGgL7BNCfCNJUhfg7Wp5yx1gdPXyOUAZ4CyEeCBJ0jhkH/nrwI0XuWH2j4aOpOvwwuNl13z/O3jw4AGpqam0aNGCK1euMGrUKEDWV/74449MmzaN0NBQysvLqaysxMDAgDlz5tCyZUu6du3KW2+9xbBhw0hPT2fdunXMmzePJUuWMHnyZDZs2MDkyZOfiq93dXUlIyODyspK0h7noq7Qx8qgCjc3N7Zv307z5s1xcHAgLS2NlStX4uvry6BBgwgLC+PGjRtcunQJHx8fKisrGT16NCqViqioKB4+fMi2bdu4efMmc+fOVVIpz5w5g5+fH25ubvz000+Kf3ZBQQFqtRpra2uCg4NJTU1Vbj5OnTrFjBkzKCsro7Kyku+++w4hBNOnT8fDw4OgoCACAwOprKzk7t27ZGZmsnz5curVq8eYMWMYN24ciYmJZGdn0717d5KTk/H19eXjjz9W5DwODg7cuXNHsWwsKiqidevWqFQqvvxyNSYuhlh2GkNB9CHyTm7A2MIWB98Axo4dS0lJCbGxsXh5eTFz5kwuXrxIaWkpwcHB5OXlERsby5MnT+jWrRvh4eE4Ojpy5coVcnJyKCwspKKigvv37/Pzzz9jZ2dHr169+Pvf/87kyZNZvnw5x44do3Pnzvj6+nLy5ElGjhyJiYkJ+fny9dDe3h5LS0vi4uIYOnQoixcv5u233yYrKwsfHx8iIyNJSkqiY8eOigRo6tSp6Onpcfv2bTp16gT8Rj6epxd/GUjJ86D1p9c+Bjnu3cbGBkmSuHnzJmPHjiUtLY1GjRrx0Ucf4erqysqVK7ly5QrNmjXDyMiI4OBg7O3tsba2Ji0tjcjISAwNDRVZV3BwMHPnzlWCsQ4fPszgwYNRqVSKdaarq+ufdhz+SjAwMKBFixbK92T8+PGYm5tjYWEBwJQpUwDoHdFUkS1a1zF47vn/os8KSZI0CrgphFC02zUbUJGVFJXIoUllyLKbxoCtJEkFyIS9CTJhBrmC3aj6cToykfcGdgGtgFVAuSRJ2cAMoAoIBfYik/sOwKzqbbSSJOlDZDmMCnBBrsLvlyRJTwhRIEnSPO0MgxAiG/ihxtgUh5v/dehIug4vBV50zfcfgZpR8NoLw/bt26msrMTf35+FCxfywQcfMHjwYABmzJjB+vXrKS0t5eDBg9SrV4/Bgwezbds2Hj16RMuWLRV3k6CgIFxcXAgJCcHW1pbQ0FBOnz5NZWUl48aN48qVK/Ts2ZN27doxcuRI9sU9VBp1S0uK6WJuTFlZGVZWVuTk5FBZWYmhoSGOjo689dZbREREkJ6ezldffYWtrS3z589nxIgRCCEwMjLi6NGjgFyNsrKyIi0tDU9PT3x9fVm0aJFyDO7fv69IStLT06lfv/5T4SIqlUrx0B49ejRvvvkm8JvEIiQkhM2bNxMYGMiXX37JqlWrePPNNyktLWX//v289957bN68mcWLF3P58mU8PDxITU3F3NwcIQQeHh5kZWUpswuvv/461tbWhIaGPmVBKPRNKIg+CFWVIEkUZNzm8OYfebNXV27cuIGhoSF5eXm89dZb+Pr6cvDgQXr06IGvry/e3t5cunSJqqoq0tPT8fDwIDo6mtLSUpKTkykpKcHCwgJDQ0MkSaJ9+/YkJCRw48YNrl+/zs6dO7G1tSU5OZlbt25hamqKi4sL3333HdnZ2bi7u2NhYUFCQgI9evRgzpw57Nu3Dx8fH5o1awbIGlztbETNc65BgwY0aNDgqfPyRScjNZGTk0NKSgqenp5YWVk9cxm1Wk1ycjLnzp3D19dXmTFwc3Nj3rx5vPLKK2zfvp1XX32VmTNnsm/fPvr3709iYiJvvfUWK1euVByPpk2bhoGBAebm5mRmZmJlZYWhoSFpaWm4urri7u5OZWUlOTk5jB8/ngULFvDzzz/j5OSEn5+fIjfS4b+D1atXA/LvhdbxSQvt7ErtRvoXGdXykWDgjhAipfo1LYGNQtZ2a60ePZBJcwCyDOVs9WrSALfqZZ2Qq+bJyA2aGdXrBznptGf14xwgD/ASQuxGroYbIJP4M8jJqXlAL0mSMoAI5Kq8GpnMOwNmyBr1T4QQ6dXrnaIdW20JUE0byr8KQQedJl2Hlwgviub7j8Dq1av59denm9NruqpoCXthYSGGhoYkJSWhUqno2rWr8t7o0aMxNTXl5s2bhIWFcfLkSR4/foyXlxfNmjVjw4YNVFRUYGdnh76+Pvfu3VOCNRo3bkxKSgoqlUqJgp8wYQJCCKysbXjj1WCSlg/g9tejKM7P46eEAuwdnXBxccHOzo6GDRvSpUsXrKysmDhxIj4+PhgZGZGfn4+FhYXSuPgor4gyI2uysnMRQmBvb4+JiQnZ2dm0aNECS0tLpkyZwojRY2kRHsFX361HCMFrr71GnTp1njouKpWKyspKmjRpQqNGjYiNjaVDhw4EBwezdu1a9PT0qKysZMECWe7o5OREfn4+06dPJyIigrCwMLZs2YKnpyf37t1Do9Hg5OSEg4MDx44dQ5IkJeRn27ZttG/fHpVKhYuLC8ePH6dLly6sWrUKQ0MDuHeB/PM7KE+NRc+oDkGaOFLvJGBjY4O7uzuWlpYYGRnx8OFD2rVrR1lZGY6OjnTr1o2mTZuSn5+PkZERDRo04LPPPkOj0eDq6srs2bMZMGAAN27cICMjA0mScHR05N69e7i4uFBVVcWOHTv46quvePToESdPngSgf//+WFhYKDc/EydO5O2336a8vBwHBweGDBlC27Ztn5JWPCv+/Fmvv2iorRevidLSUnbs2EF2djbw+7GcP3+ewMBANm3aRFxcHJMnT+bEiRPcuXOHDz/8kLlz5wJw6NAh+vTpA0DXrl0pKioiIyODQYMGERUVRVpaGjdv3lQkELa2tlrHDiwtLYmPj0cIgYmJCdbW1sTExBAeHs5nn33GzJkzWbVqFa6urk854ejw38Gz+guAl8K/XhsCVCMIyBvoj+wvroX2vUJAmzA3CjgE+CM7ycySJKlRtV2iDbIevAJIBRYKIV4RQgwQQgwGzKq16InIJB4hhBq5ym4jSZK+JEmvITeKdkIm4yXV6/oOudnzDLBACFFZHVj0kRBithDiQg2CjlQr4KgmxAsazvSfxot9Ruqgw0uMrKwsxblEC+1vTKtWrQgICADkqk5SUhJbt25l5syZnD179qnEzvLycjQaDcnJydja2irrsLa2pn79+iQmJhIWFkZVVRWxsbFUVlYSHh7O1q1bOX36NJ6enjRp0gQHBwcaNmwIyC4fCQkJDBo0iLNnz+Ln54darWbWrFkYmlpgGRCBiW84VaVF6FvaY1m/EaUVgiZNmuDo6EhurixZlCRJ0U8nJSVha2uLu7s7xcXF7L6eTsSy0yw6kcHZ2w/5Zl8UgGLVmJ+fz6FDh1CrLNl1u4THHp3YWdqIvTGZTJs2jYYNGyKEYPfu3bi7uxMQIMtJ7O3t0dfX5/z586xYsYK9e/cyc+ZM1qxZo8RuN2nShLKyMho1akRFRQUnT56kc+fOCnnThu5kZmby6aefMmfOHHbu3Mn58+d59OgRdevWJTAwECEEw4cPp6SkhKKiIh49esSSJUt4o3dPJowajkF2Eu52FqQmXGXTpk1cvHgRQ0NDli5dyuDBgykoKMDGxgZnZ2fMzc1Rq9V8+OGH2Nvb06NHD0pKSmjevDkgJ7g+fvyYiIgISkpKWLlyJdu3b2fr1q0MHz4cKysrpk+fzp49e0hLS2Pu3Lns3bsXkK0cZ82axbBhw3BycsLMzIywsDASEhJQqVSKs09NPI+QvChE5XlkXCtVqUnAc3NzOXr0KKdPn2bDhg106dKFVq1akZWVRVVVFZWVsoTV0dGRJ0+eMHHiRL7++msl0VZPT4+wsDByc3PRaDTo6+sr5zjIxPvWrVuA7LU/bdo07O3tlfWam5uTlZVFcXExnTt3xtHRUbnpOXXqFG3btkUIofQ2dO7cGVdXV7p27fofO346PBsvyvn9jyBJkqqajD81jVVNVKuqdd/6QBKQBbwuSdJRSZKi+Y2Y6wPTqx8/BCyEELOEEB8B54C3qz3MWwKxQogyZAlLHUmSjKqr7wDFgI8QIhUokiRphiRJI5G9zZ0BQ2SXlo7Vy88UQlQIIb4TQqwQQiwWQqwVNcKHJBmqZ43v3z54/2N48c9WHXR4SaANAdKSh6SkJH788UfS09OfWgbAzMyMtWvXAnJVvVOnTiQkJFBeXs6nn35KbGwsFRUVZGdn07BhQ0WWASgExdjYWCFgNjY2NG/enP379+Pg4ICXlxdqtZrLly9z8OBBEhMTyczMZN68eQghiImJwcrKitDQUAwMDHj77bext7fHx8cHf19vbF8bgs1rw6jSFFCpyadSZUBlaTGFhYWEhoaSl5fHnj17kCQJQ0NDMjMzefjwIS4uLlhYWFDPw4u3e3cj88BqcjPvUpr7kAW7r5BdWMro0aOZNGkSFhYWZBeWckq/KUb+7VA/SiHr4h76vR5Bs9DmXLlyBUmSWLNmDVu3buXatWusXLkSjUbD9evXuXXrFsuWLcPIyIjAwEBmzpzJwYMHcXR0pGfPnvz000/k5+dz/fp1hBBcu3YNCwsLUlNTadasGWZmZly/fp2OHTsyZ84ctm3bxvjx48nLy8PHxwdXV1fFCz48PJy7d+/y6NEjDA0NycnJ4fKFKAry1dQxMWHixIlUVVWRn59PcXExzZs3p3v37pSWlirNtFrZg0qlwtTUlPz8fGJiYoiPj8fAwIDk5GSio6NxdXXFxMQEPT09Lly4QJs2bejSpQsAsjy0MQAAIABJREFUzZs359ChQ3z22Wf8+uuvdOvWTSGPW7Zs4dq1a4p2PyQkhJMnT7Jp0ya6d+/Orl27/jtfhP8P1CTjNRvyakttcnJyOH36NPv27VPIVvv27Zk9ezbbtm3D2tqaJk2aMGLECKKionBwcFBmYUD2qg4KClKq3r6+vhgYGFBUVETdunWxsbHh9u3bdO/enU2bNpGRkUFcXBxBQUFK1XzMmDHk5OTg7OysuOD06dOHJUuWUKdOHd5///2nwpkMDQ0VC1RjY2OaNm3KsmXLWLNmjdIcrcP/Pp5zw6n3HLKqrTiLajKuJbZtJEk6I0nSVWBlNfGtRNaEjwO6AfMkSTIXQiQCBZIkmSA3ZcZKkmRRvYko5Ao6QF1kog0y4bcALGs0Z5YgE3mAwYADckV9BjBJCFFcXRV/RwjxmRDido3xSTWq/8oYqxUrlX/Fyvi/Ch1J10GHfxFaS7pnVSa1/yoqKvD29sbOzo6DBw8+JcsAWV89f/58QK7u5efn8+mnn7Jo0SLCw8PZsmUL+vr6XLx4kYYNGz4ly6gpi9mwYQORkZHcvXsXExMTNmzYQJ06dZAkiaysLIQQ7N27FxMTE7p3766Q+qVLl7J+/XpGjx7NvHnzuHDhApmZmTg5OdHAy4PZHephpA8G5nUhO4W5nb1pFdZSqS7Onz+fTZs2MX36dKZMmcLbb7/NqFGjCAoKorS0FGMzS2xDXse8SWdMG76K8/tfYe7qR0pWAUVFRUyePJlWrVrx6fyFqCrLoKqKvJMbQNLDc+BiNCWlTJw4kRkzZpCdnc2YMWMYNmwYSUlJ/PDDD1RVVREZGYkQgo8//pj69etTv3593NzcCAkJwdDQUCFfq1atoqysjB9++IH69euTm5uLSqWiRYsWZGZmsn37dlxcXNi8eTOdOnXCyMiIjRs3YmRkxLhx41i+fDlxcXEUFhby+uuvM2DAAM6fP49araZu3bqMGDGCvXv3YmNjo5DvrKwsvLy88PPz49GjR9jb21NSUoJGo+GLL77AzMyMJ0+eMHPmTN5//3309PSwsrLi3XffxdjYGCMjI9RqNV988QVjx45VbCi1559GoyEzM5Pi4mISEhIAOQl0woQJBAUFcejQIdq2bcuWLVvIycmhbdu27N+/n61btwLPJgz/DTxvuzU5iiRJVFRUEBsby969e5VqdUZGBn379mXRokWsXr2aFStWAODm5sbjx49Zt24dkZGRhIWFIUkShYWFAJw+fZoJEyawZMkS1Go1vr6+XL9+HZBnIB4+fKhow52cnNi/fz9TpkzBw8ODrl278s477xAZGal4wVtaWnLgwAF+/PFHxYLP0tLyKcKt3WcttN/X4OBghg4dSpMmTZ5yYdLhfxd5eXnKTVpycjL9+vVT3qsm4k+RVUmSzCVJGi1J0rRqMn5IkiT76mWmA5OBcORETpCr5JlAshAiDbkBM7z6vVzkRs0UwAhZogIQBKglSXIFrvIbYVcD1jWeA4wEfqne32ghxNjqivzl6oZO7X6rat9wVJNxbfVfR8j/P6Aj6TrowLPJg3aavPZ7KpVK8R3XepILITh58iSvvPIKISEhjB07Fjs7O8XdpKYso6CggIYNG2Jubo5Go8HHx4dGjRoprgNhYWGKLCMnJ4fS0lIAPv30U2bNmsVnn33GxIkTmTZtGv7+/hgbG/Phhx+SmJhI06ZNycrKoqKiQgnr2bZtG35+fkRGRmJsbEx5ebnSGKmt7Nf2z27jbUXU1Nd4JbQJQ/318DPVYG1tjZOTEzNmzKBx48bMmTNH1rBbWTF37lwGDhyoNIpePHuS4idpFMYeAyF4tG0GecnR1LczZ8WKFXh4eLBjxw6uRZ3kwfENFMQcRTIyRc/YjLLyUtDT425yMg8ePGDz5s14e3uTnp5O9+7dWb16Na1bt8bS0pJu3bpRVlaGqakpFRUVqNVqGjRowIkTJ8jPz8fR0RGNRoOhoSGLFy9mzJgxZGVlcefOHfbs2cPw4cMZOXIk06ZN4+OPP+bzzz+nuLhYSVI9e/YsycnJrFy5EktLS7Zv344QgrZt2+Li4qI4eRgaGnLw4EFllmH//v2sWbMGPT09Ro0axYEDB9BoNOzfv589e/bg7e3N48ePOXr0KDNnzmTGjBl4enoSGBhIeno6Pj4+iq9z7SqzSqVi//79mJiY8MEHH3Dp0iUApWF0xYoVdOrUiXr16lFcXMx7773HpEmTaNKkiaJh/29eL2tu61lNqPfu3eOnn35SiHNkZCQDBw7ks88+Y+HChSxduhRA8WTfv38/n3/+OUePHuX69ev4+vrSsGFD5XuidR/SepDfuXMHQ0NDWrdurXjkX7t2DZBJuTaAC6Bz586K4824ceM4f/48MTExSrN2Tfwj7f7LYEOpwx+P2teM0tJS5s6dq9ykeXp6sn37dmV5SZIaSJK0TpKkKEmSPpQkqQ6yTGUxsjtKO+AmsqYcwBRZztIP8Kp+7RFy86c2lTMZWXsOsiNLcyGEVrs1WpKkoUBf4DiylaJADlUC2eFlcnUVHgAhxBUhREaNff5H1X9ddfwPho6k6/CXxj+qcminyWv+FhUUFPDll1+yYMECQkJC6NSpE48fP0aSJObPn8/SpUs5d+4cK1euBOQqubOzM56enri5uREYGKg0b2obyurXr09paalCUuLj47G0tFTcTXbv3g3AL7/8gpmZGd9++y2bN29mx44d9O3bl1dffZWNGzcyYsQIunXrRnR0NImJiXh4eFBcXKxo3K2trdHT01P8s2tKBmr7Z2dlZWFjZkREq1DU2Y/Jzs4mOjoaS0tLzpw5w507dwgMDGTy5MlYWloyb948Pv/8c8rKyjh58iSmdUxw0aRgXNcRCxMj9A2N6FZPcHjPTg4fPkxMTAwqlYoe3bpSV52EXnkBRtaOaG6dpUpIlNR/BY2xHa5N29CwYUP69OlDo0aN6NOnD0ZGRpSXl5OTk4NarcbBwUFp2ExMTGT8+PEsX76crKwsbt26RVJSEiUlJaSmpjJ58mROnTrFxYsXMTc3Z/r06ZiZmXHu3DkKCwvp3LkzAf+PvfOMi+re2vY1Q++996bSREARFRvG2GLsJpZYEpOIGmssiYnd2Ii9xYIl1hiJvUSNWGNFqdKR3sEBpMO8H8jsA0qS85zn5DzxvPv6wvyGGWbvPf9h1l77Xvft7k6rVq0YPXo0ubm5mJqa0q5dO/r06UN1dTX379/H3d0de3t7wYEnMzMTuVzOqFGjsLOzY8eOHSxevBhLS0uePn3Kjz/+iJWVFV27dmXWrFns27ePZcuW0b59eywsLJg/fz4//fQTDQ0NlJeXY25ujpqaGqdOnRKCjuAfqasJCQl4eHjg5uYmxJN/+OGHmJmZ4ePTaFvs4eEheMbX1dXRunVrQTL179TlNi1WX/1+ljexr1PoxqOjo4XnBAUFMXr0aI4ePSpsm0K7ffz4cX744QdBstXU09/V1RV3d3fu3btH27ZtSUtLE7rXTk5OlJWVUVBQQHl5OR999BFr1qwROuxubm7C3+nevTvLli0TnG5GjhzJxIkTAVBTU0NdXR25XN5iQf4maJtF/jrq6+tZuHAhz54J9Wyz7wxFw+Lo0aMsX76czz//nPr6enr16sWNGzcUT5lNY5d7JI2pmh8DZTQW1ym/DWheA/QlEoktMJZGb3Ir4OxvNovRNNooKuKcnwHtf7udQOMwJzQW4HU01n1r5XL5BRqlLipyuTwXQC6Xl8vl8opX9/WV7vhr3X+Rvw7xv4zI/zf8T7scCQkJfPTRR3Tu3Jm1a9dSUVFBXV0d8+bNQyqV8ssvv9CmTRvB1uvly5fs2LGDH374gaSkJBoaGjA1NcXGxkZIvHR0dBSGGz09PXnw4AElJSUUFhayfPlyduzYwYoVKzA3N+fFixfk5uby+PFjSktLhWL+0aNH5Ofn4+npKUgd1q9fT1BQkGCjFxYWhq2t7Wv+2fr6+oJ/dlVVFaNHj6Z3797o6+vz9ttvY29vT58+fbCyagzw+PLLL/n222/R1NSkZ8+eNDQ04O7uTmpqY+Pl4sWLhIWFUVFRQVRUFFu2bMHLy4vBgwczasgAPvIz5V21aD4Z3JPMyLuEhITg5ORE586d0dHRoXPnznTv7Mfisb1xNNGmOjeZlznJyA2sqauuYPuJn4lJek5wcDBHjx4lNDQUi99CgyZNmkTnzp159uwZLi4uuLq6cv36daRSKTo6OhQVFVFQUEBhYSG1tbXk5uZy8+ZNDA0N0dbWxsXFhVmzZrF06VLs7OwYNmwYnp6eqKurI5PJyMjIwNbWlszMTJKSktDS0sLJyYm0tDTatm3Lw4cPMTIy4vTp08THx2NsbExgYCCmpqbMnTuXQ4cO0atXL7Zs2SKke8bGxnL58mUh8GbZsmUYGhoSHBxMUFAQe/bsobS0lJ9++onz589TWFiIkpJSs+I3PT2d1NRURo4ciZubG1lZWWRkZAhSnpSUFKBRb11dXU1ubi7KyspYWVlRVVX1L6VcZmVlcfnyZdasWcOIESM4ffp0M8tQBRKJhMrKSp49e4ZMJkMikXDkyBGmT5/O5MmTWbx4MV999RW3bt0iKSkJNTU1NmzYQGhoKIMGDQIanYcUzj5WVlZ07tyZ69ev4+Pjw+PHj4XXksvl1NfX4+joSGZmpiBZ8fPzw83Njbfffpvx48dTXl7eLDV17NixbN++HQB9fX3c3NyaSU9elaq8Ca4fIn8dinXz6smokpISt2/fJjExEWj02T916hSff/55s4aFhoYGN2/exN7eHiUlJTQ1NUlOTobG+ssCuP6bw8l2Gl1a2gC3AcffXi6bxq56a7lcniqXy4/I5fJVvz3eg0aJiiFg99vjH/APb/ONwMzfhkALgAa5XP6dvNE2EblcflMul8/5s2MgFuT/d4iiOJH/Surr61m0aBFjx44VHE2aftE27XIYGBggk8lYs2YNvXv3ZvHixXTv3p3169djb2/P0qVLmTBhAmpqaoLu2tHRET09PXr16kVYWBjp6ekcOnSIX3/9lbS0NN59911mzJhBt27duH//PgUFBejr66OsrMyxY8cYOnQorVq1YuvWrRw9ehSpVEpNTQ3Q2CXU1tamuLgYLS0tTE1NycvLw8nJiYyMDMGKsEePHjx79uzf6p9tZ2eHRCLh4sWLGBgYEBkZyeHDhzEwMGD8+PFIpVI8PT2Ji4ujsLAQW1tbfHx8CAsLIzY2ltjYWMLDw2nXrh03b97Ey8uLZ4/uMG7cOE4cayzWSktLSUlJQVtbm/r6eq5cuUJeXh7KUgnIG6jJSUDTrTsoqaCspkmlRJPZs2dz7NgxunfvzsmTJ8nOzmbixIno6enh5OREeHg4CQkJODs7s3PnTqytrTE3N8fDw4Phw4cL2uP6+noMDQ3R1NTk8ePHPHnyBDc3N+rq6rhz5w7t27fn4sWLlJWVUV9fj4uLC9euXUNLS4uYmBh0dHQYM2YMZWVlREREMGXKFObOncvLly+Ji4ujrKwMFRUVpk2bJvigjxw5kq+++or09HQSExNZt24dEokEJSUlZDIZS5YswdHRkYCAADw9PWndujULFizA0dGRsWPHNlvXhYWFxMbGcunSJQYMGEBycjLPnz9nwoQJXLt2DR0dnWauJMrKykRFRWFubo6enh5KSkqkpaXh4eHBn/Hjjz9y7NgxsrKyqKioICUlhUGDBjF+/Hjat2+PVCqloKCAuLg4IZRn//79/Prrr5iZmfHOO+8wc+ZMjIyMuHfvHgsWLGDo0KEsX76cnTt3cvToUZSUlJg2bRr9+vVDX1+f6dOn07VrV7744otmn2VVVVX8/PxYuXIlFy9eJCsri6SkJObMmSPIzxRyF11dXT799FM++eQTNDRaTiVuaGgQ/h807faDKFURaY5inSh+FhUVoaGhgaamJm5ubkLD4vLly9y/f5/OnTtz9+5dtmzZwueff86wYcMwMjJi2rTGME0vLy9Fo0aFxk63YsGlA2/9djuexmFQaCyuASwkEokpcJRGfbkSjfr0XBqtDuMB5I3hRdd+u52t2A+JRJIIOPzWFZconFSa+KqL/A0Ri3SRNxrFl+2rX7qKLkfHjh1xdXWlqKiIW7ducfv2bSwtLZk6dSq//vqr0OUYNGhQsy6Ht7c3OTk5jB07Fmtra6ZMmcKvv/5KXFwcAQEBQrfS0tISqVRKfHw8vXv3xsHBAYDS0lKOHj1KTU0N+fn5hIeHs2rVKrKzs6mtrUVZWZmOHTsSExPDjh07+Pnnn7l+/TpBQUEUFxcTFRXF5MmTMTU1Zc+ePaSmpuLq6sqhQ4fIysrCwMAAS0tLLl682Mw/WyqVkpeXR3R0NNDonx0fH09GRgY9evTA19dXGHCztLTkk08+aXY8Fy1axNmzZxkxYgQvX75EXV2dmJgYLl26xBdffMGlS5fo378/z58/Z+rUqWRnZ5OTk8PLly955513yMnJQSaT4eDgwKFDh5g+fToXL17Ey8uL0tJSOnXqhIGBAfPmzaNPnz7k5ORQXFzMl19+yep1wTzLLKT+ZQlSNS00HXyoyE7kk/cGMKBfX6qrq7l8+TJZWVkMGjSI8vJyYfjS1taWzz77jLi4OM6ePYuZmRndu3cnPz8fLy8vfH19uXnzJvfu3SM9PR13d3fCwsJ48OABY8eO5cWLFzg4OGBra0t8fDwODg6UlpYyePBgHjx4wPjx43n06BGjR4+mXbt2SCQSNm3axEcffYSSklIzydSSJUuQy+VUVVVRWFhI+/btaWhoTG1VXB1RoKenx7lz5zh79iz29vaCW4iamhopKSmUlJRgYGDAe++9x5MnTxg6dCg9evRgwYIFmJub4+npyccff8z69euBRpeR9evXM3LkSG7fvs2YMWOE17K0tOT8+fOoqakJhanC5lDxmYHGolhJSYl79+7h7OzMjz/+SFVVFcuXL6d9+/aCbeCWLVvYsWMH77zzDt7e3lhYWLB48WKsra25efMmwcHBODs74+npiYODg5Cs2b17d77//nsAVqxYQW1tLVevXmX37t0AjBs3jri4OEJDQ1FWVub69eusWrUKOzs79u/fz1dffYWxsTFjxozBzMwMaCyQmqKuri78L2hJB/9q919E5FVqa2tJT0/n7t27LTYsPv74Y6FhUVtby/vvv4+fnx+PHz8mPDycyMhIPv74Y9q1aycMbAN06NCB7777DqCWRueUEYBC/+JFo1zFHuj0232FNGrOZTQGBK2nMUk0ucnm3mhyG0ljamezIlwul99o8jihKBcL9L83YpEu8kbzV3U58vLyaNWqlXDp29bWlqtXrwKNMoK7dxs9vxXx3zk5OeTn5zNq1Cgh9bB79+7cv38fZWVlioqKMDQ0FPTlAPfu3ePly5fY2tpiZWWFra0tcrkcV1dXfvnlF6BxCC4+Ph4vLy/8/f0FFwt/f3+OHTvWzD970aJF+Pr6smzZMlRUVITt3r9//+8eP0VxqShULC0tqaurY/HixRw/fpxPP/2U69evEx8fj5GREVZWVsTExBAfH4+mpiabN28WgnIcHR25cuUKNjY26OjoYGZmxk8//UR0dDQODg4oKytz8uRJNmzYwNatW0lLS8PW1pZevXqxceNGcrMycbE2ISnrGYUnFqFqbIt/KwvkZQWEhITg6upKdnY2DQ0N9OrVCw8PD5YvX055eTkbNmwgJyeHuro6unXrxq1bt5g5c6YQ6ASNaafPnj1j48aN+Pj44OnpyZ49ezh//jympqacP3+e69evM336dBITE0lPTyc5OZmQkBBiY2P5+OOPee+994Ti9pNPPqG+vp59+/ZhYGDA1q1bkclk7Ny5E6lUipaWFmFhYXzwwQfC+rSxsRHWi2JAcf78+ezduxdVVVVSU1PZsWMHDg4OPH78WOgEr169WhhUfRU7OzsiIyPx8vJi1KhR+Pn5oauri42NDV9//TXwD89xhaxD8X6/anN48+ZNnJ2dMTMzw9bWVni92tpatLW1uXfvHkOGDAEanUoqKioYP3684Pl/7do1Bg0ahLKyMjo6Ojx8+JA+ffogkUgE2ZWXl5fQ7S8tLUVZWRknJyfs7OxwdHTExMQEU1NTIiMjSU1N5e2338bT01N4zXPnzv3uen4VsQAX+Vf5vYbF06dPWb58Odra2nTo0IGff/6ZmpoaXrx4wRdffEGrVq0YOXIkd+7cIS4uDh8fn2apyl5eXgq5SwNwBFgrkUguA8bARrlcXi+RSH7lt/RNuVxeSmNhruC84oaiAH+1Gy5v4jcuFuFvNmKRLvJG8ld3OaysrFBXV+fEiRN0794dgIiICFxdXXn+/Dm//vor0Jg0aGNjg56enpC+efv2bbKzszlw4ABJSUmsXbsWDQ0NIbSmvLwcbW1tvLy8hI58v3796NevHwABAQF8+umnREdH8/z5c/Ly8nj69CkffPABRkZGmJub/65/dkso7CJbuoz/qtbW29tbsJUrKSnhrbfeYsKECWzcuJE1a9bwyy+/sGvXLvLy8ujduzcWFhYYGhpSV1fH8ePHMTExQS6Xk5mZydq1awkNDaW+vp78/HzOnDnDxx9/jL+/Pzo6Ojg4OCCTyTA3Nxc0zNOmTeNpZDThT57Su4cnRvo6FBUZcvfuXa5evcqECRPIysoiNjaWnj17UltbS0ZGBtu2bSMjIwMLCwtycnKQy+XcunULJycnNm/eLAyJamhosG/fPq5fv07btm0pKChg06ZN2Nvbs23bNhITExkwYABt27ZFRUWF2tpalJSU6Ny5M5WVlSxatIiHDx9iZ2fHsmXLMDMzY+HChQwcOJCNGzcSGRnJmjVrCA4Oxs7ODrlcTlFREZaWlsIQp7GxMU+fPsXCwoL6+nrmzZsnHP9evXpx6tQp+vTpw7Vr15g1axYBAQEMHz5c8NtWXDlSvH8HDx4EGjvgEokEd3d3cnNz2bZtG23atKFnz57NvMILCwsxNDSktraW06dPU1hYyPnz51FRUSE5OZkVK1bQqVMnSktLCQgIAEBTUxN7e3vOnxfqA9q0aSP8bGhooK6uji+++IJDhw7h6urKpk2biI6ORlVVFV1dXcF1SE9Pj6KiIiG1c/Hixejo6NCuXTvhs2ZqakqvXr3o2rXra2tWMcgpasVF/kpaaljcvn2b4uJiHBwcsLS0xMrKirKyMqExExkZyYkTJ4DGOaHMzEwGDx6MmZkZ06dPp6qqil27dinWrbJcLn8mkUim0zgIGieXywsBfrM2PNN0e1oqyF/9KfLfh1iki7yR/NVdDk1NTUaPHi3IMgoLC5k5cyZKSkp06tSJdevWAY3619mzZwvP79+/P0+fPsXf3x+5XI65uTlOTk4oKSkJoUYKuYmLiwsdOnRg8eLF9OjRg4iICPz8/OjcuTPr1q1j0qRJuLq6snDhQpycGt22DA0Nsba2Zv78+a8dE0UxrihcFF3E/0kh4+zsTF1dHRUVFfTt25f169cTExNDTk4O8+fPx8zMjD179vDZZ5+RnZ2NkZERs2fPJjg4WPBpV3xR5ebmYmhoiFwu55dffiE8PJwePXqQm5uLRCLBxsaGyMhI7t27R0VFBZMmTWoMDMrJwtHOmuqKMo5cOIuWlpbgxmFkZMSLFy/IyspCV1cXHR0dKioqsLS0ZM2aNZSXlwspn3fv3qV169ZERUWhq6uLkpIS165dY+/evWhra/Ptt99ibm6Orm5jvsfixYsZNWoUISEh6Ovr8+GHH3L8+HH09PSYMmUKBw4coLCwkJUrV3L48GGWLl3K5s2b6dmzJzY2Nnh6emJpacmZM2eIj4/H2toaLy8vYdZA4W/v4+MjSF6UlJRITk7m7Nmz1NXVoampSZs2bXBzc6N///6cPn0aHR2d195LRaGuKNrLy8u5e/cumpqaBAQEYGZmxrhx49DR0QEaC3NF8JGSkhLLly9n6NChLF68GG1tbRYtWoRMJmP69OmEh4dz9+5dtm7dypw5c/D09BSuoshkMkEOo7AYTUtLw9HREVVVVRISEigrK+PFixdcuXIFmUxGeXk5enp65ObmUlVVhba2NgcOHEBLS4tevXrRu3fv19ahg4MD4eHhdO3alZqammZXEBR6fhGRv5KWGha7d+/GwMCg2eOUlJSEK2OGhoasXLmSwsJCjI2NyczMRCqVsnbtWq5cuYKLiwsAcXFxSCSSut8K7lT+YYEo0FSyAmJB/v8rYpEu8kbyV3c5cnNzcXV1ZfPmzWRlZdGmTRuMjY2BxkLx3XffbbY9TbWvxsbGREdHI5FI0NbW5vLly8yfP58FCxbQtm1bamtriY+PZ/bs2Rw5coSvv/6a9evXY2Vlxdtvvw00Ro+35M3s4OBAcXGx0OFtWoD/O7qKRkZGqKioEBERQadOnVi8eDHbt28nNzcXLS0tJk6cSPfu3Tlz5gzjxo1jx44d+Pj44OTkJFgijhgxgpKSEp48ecKwYcOIiooiLy+P8PDwZt3458+f07FjR6Dxi65fv37s37+f/Px8qqurUVNTY8+ePcTHxzN58mQSEhKYNm0agYGBPHv2jJEjRyKTycjPz6dHjx5cu3YNuVzO4MGDGT58ONnZ2Vy5coWuXbsSEBCAlZUVVlZW+Pr6Ultby6NHjzhz5gxFRUXMmDEDJSUlMjIyiI6OJjAwEEtLS+RyOXl5eUgkEi5cuMC7776Lr68vRkZGrFixgvv37+Pm5oZMJgMaO86WlpakpqaSlJSEVCoVTrCqq6u5c+eO4JsfGhrKypUrUVZW5sGDB3h4eDB37lw6d26cFxs0aBCDBg0SpCqv0lSqogi+Sk1NJT8/XxiUffjwIUuXLuXLL7+kqKiIDRs2cOfOHVauXImDgwNqampER0czefJk1qxZI+j+J0yYQOvWrcnIyGDz5s0sXboUIyMjlJWVSU9PF2YvTExMCA8Px9Gx0Yhi27ZtzJw5k6qqKsaPHy/o0Jd0sCkuAAAgAElEQVQsWSIUPA0NDXzwwQfN9kVxgqnojp84cQJVVVXkcnmzAv33NOYiIv9uWmpYFBcXo62tzaNHjygoKODdd99FLpcTHx/PBx98wKxZs7h//z7+/v7MnDkTGxsbJBIJ3t7eeHt7v/YaioK7peHNpgW6yP+/iEW6yBvJX93lgMaCwMHBQShImtJ0UBWaa3yHDx/OsWPHWLNmDfX19Whra+Pt7c3+/fvZsGEDdXV1BAYGIpVKUVNTY+3atS3uY9PL+tBYhK9atep/eeT+GBUVFTp27CikNY4ZM4a+ffsyc+ZMtLW1ef78OX379qVPnz5s3ryZgwcPsmfPHsaOHYu7uzu2trYArw2kPnjwgNzcXNatW4ebmxu7d+8mPz+fU6dOCcORMTEx1NXV4e/vT+/evTl58iS3bt1CS0sLuVzOypUrGTVqFK6urqSkpGBubo63tzdyJVWeRsXw+Zdf08bRDmdnZ5SVlTEwMMDd3Z3KykouXbrEmjVrkEqlLFiwgNzcXI4cOYKjoyMaGhrs2rWLqVOnMnv2bCIiIli4cCGqqqo4OzsLA8O+vr6CrtrAwAAzMzPS0tJo3749W7ZsEY6fnZ0d0dHRDBgwgMjISPT19YHGYKrvv/8ePz8/PvvsM9q1a0fr1q0BOHLkiPCeNy1CX5V11NXVUVVVRUZGBjExMWzevJlBgwYxdepU9uzZg0QiQVlZmRkzZlBUVERWVmMGyYULF3B2dmb8+PE4Ojpy7NgxjIyMsLe3p6GhgU2bNtGzZ08WLlxIRUUFfn5+JCQkYGdnx9mzZ4HGIVeAp0+fCp+Jjh07NnOTGTVqFCNHjhRmIlpCKpUKJx2/d7VHIe1p+phXb4uI/JW01LCYM2eOcKV1+vTGwM/du3cLA8wjR45slrXRlJYsSxWI3XGR30Ms0kXeSP4TXQ5FQdBS9+6PutZGRkZs2bKFI0eOUFNTw5IlSzA1NcXU1PR3hzibSlWaFvz/F5f1Fb7viv02MjJi69atHD9+nKSkJD766CMCAgKwsLAQotJboulQqo2NDQEBAWzevLlZZ3THjh1CNz4tLQ01NTWysrIICwujpqaGXbt2MWDAAE6cOMHt27fZvXs3QUFBuLm5kZ6ezpJ1m0mzfgsdx/eY+8sLVhmr4qqiwvLlyzE2Nmby5MmcOXOGo0eP0rt3b9q0aYOuri7GxsYsXbqUiIgIvv/+eyIiIujSpQsODg6cOXOGqKgofH19cXBw4PLly1RXV9OqVSt27twpyJvi4+MZNmwY6urqQuqnkpISrq6uZGZmUlZWJsh0oDEwat++fcKxaepG9Op9NTU1hIeH8+TJEy5dukRxcTHbt2+noqJCCGNSeNkfOHCAiRMnMmHCBJ4+fcquXbsAyM7Opr6+ntraWiwsLLCyskJXVxddXV3U1dVJS0ujf//+bNu2TTj5cHd3JzExkYKCAgwMDAgICGDHjh1A44nJiBEjsLe3F/Zp06ZNzd5zhaSnafe/pc/KqyciLc1MvPq84uJinj59iqmpKe7u7mLBLvKX0lLDon///q81gpp+HuAfsyGvrl9xfkLkX0Es0kXeSP6TXY5/pRjw8PDgm2++ee3+3xt6+7v9A3/1SoGent5r3fGmj33VJQSa71NgYCAHDhxgxowZWFtbc+vWLfr06cOGDRuEbvz48eNxc3NDR0eHM2fOkJiYyJgxY4QTguHDhwMgk8mIjIwkIjaeyPxa1I0qqYx/yMuY68x7+YJAd2uqqqq4cuUKQUFBXL16lZ49ezJ16lRheyoqKtiwYQMpKSn4+Pigp6fH/fv3mTp1KjU1NcK2Ozk5UVNTQ0lJCQMGDODs2bMMHjyYgoIC2rVrh4+PD3K5nBUrVlBXV4eysjJ9+vShT58+JCUlsXjxYkHDDf9wWWmpO6ykpMSGDRt49OgRAwcOZOrUqVhaWlJaWkpZWRnLli2jZ8+ehIaGEhgYKAwfK04cEhISyMzMZNGiRSxbtkzw5VfYb16/fp1Tp04RGBhIx44dWbFiBevWraO0tFRwQQoICCAmJoakpCQiIiIED/iCggJMTEwYPXr0n64VxT69uh4Ua//PinGFxCgiIoJLly4xdepUIX3U2NiYjz/+GGdnZ8FmUUTkr+LVhoWiQP+j7wtxXkLk34lYpIu8kbwJXY6WCvI3Zejt945HSwX5P3PspFIpW7du5cSJEyQmJv5pN37SpEkApKWlcerUKXJzc+nbty/e3t5MmTKF/Px8DC3tqM5JQMXOGxVjO0CCUn0NmSWVdO/enYsXLwKN70OHDh0ABK17SUkJ27Zto7i4MZjv/fffp76+XghHCg4ORk9PjwULFqCkpMSLFy/Q1dVl165dgk1hq1athO395JNPmhXgDQ0NODs7C3HzCiQSCcnJyTx+/BgHBwfatWvH+++/z5w5c+jSpQuxsbFER0ezY8cOZsyYwdWrV1m5ciXbt2+ntraWCxcuEB8fT3V1NbW1tQwZMkRIJL1y5QojR47k4sWLgvMMwA8//MDEiRMJCQlh586drFq1Cg8PD+7fv4+ZmRlubm5UV1eTnZ3NggULuHHjBjKZjLfffht1dXU8PT3Jzs4W7EZfLcpbKrIV+/rqvr+69svLy7l165bgtjN69GhiY2NZunQp1dXVjBgxgoSEBEpLS9m2bZvgNvPP0NDQQElJCUZGRi2eSIiI/DO0tHbEtSTyn0Is0kXeWP7uXY43pSD/n/C/+XKqU1KnQ5/hDHlfAyNttWa/a6n4LygoYOvWrWhpaWFsbMylS5cIDw8nOTmZe/fukZFfwsXAIdQWpqPh4Iu8oY7qilKsDTRw7tKFpKQkoNER5+LFi3Tu3Bk1NTVqa2uxsrLC0tKSdevWUV5eTk1NDenp6ZSVlTFjxgx27tyJvr4+hoaG7NmzR9BYa2tr079//2bbrvBNbypfkUqlFBUV8fDhQ0HHb29vz7Jly7h48SIWFhZMnDgRJSUlVFVViYqKwtvbG6lUir29PXl5eTg4OODs7Mz9+/fp0KEDJiYmxMbG4u7ujpaWFocPH8bY2JjNmzdTUVGBlpYWrq6uPHjwgN27d3P+/HkePnyIvb098+fPR0tLCxMTE4KCgoiOjkZDQwNnZ2dWr17NokWLWLduHT/++COffPIJjo6OggTswoULwn69eoLbkhTsVSmLwn3m+fPnnD9/Hi8vL/r27QvAuXPnuH79OgEBAcTFxbFs2TIWLVqEXC7HxcWFDz74gJcvX3Lnzh2mTJnCiBEjMDMzY/DgwZiamr62hppuY1lZGatWrSI4OFgsqkT+ZcS1I/J/iViki7zRiF2ON4PTT7OYfzISFamUmvo61g7zYpC3tfD7lt6z2NhYnjx5IjjCHDlyBF1dXcERxkxfi0mjh7Hvp5/R1dKgVEObwc5qGGmrkZf3gsrKSvLz8wkKCmLy5MnMmTOH7Oxs9PX1WbduHUePHhWCg1avXo25uTk6Ojro6Ojw1Vdf/VP7VVVVhVwuJy0tjdDQUB48eMC8efOwtbVl2rRpVFdX4+HhgbKyMjdu3CA2NpYRI0bg4ODAxo0bWbp0KX5+fkRFRaGpqSkU4ampqbi5uXHkyBHCw8MJDg6muLiY8+fPo6+vT25uLt9//z0aGhooKytz+/ZtoPGK0okTJ3j8+DFbtmzBwMBAsPzcuHEjBw8eZPLkyZibm7N06VI0NDRwd3fn+++/Fx6noOlnKyIigvr6ekHe03Ruoulja2pqiI6OJisrC29vb6ytrdm/fz/r1q1j8ODBpKSkEBERQXV1NZ06deLy5ct07doVQ0ND7t27x4sXL5g0aRLt27cXgsQ0NDRYtGgRn332GTdv3mT37t1kZmayePHiZifBr66hqqoqTp48iaqqKkZGRowfP15waBIRERF5ExCLdJE3GrEg//tTVF7N/JORVNU2UEXjVY75oVEEuJi81lFvSkpKiuAI4+7uzp49e8jLy2vmCKNamkV3GzW+HOtFbKuxXDgdyooVK9DS0qK+vp5Hjx7Rv39/1q9fz5UrV2jfvj0BAQFoa2vj6enJ9u3bW3ztliQbr8qXamtrOX78ODo6OoSEhGBjY4OGhgbnz5/HzMwMXV1d7OzsePjwIcuXL8fPz0/Ynz59+hAcHExsbCzbtm0TXkdVVZVnz56Rl5dHhw4dyM/PJz8/n+vXrxMbGytYjTo5OXH58mV8fX3p3r075ubmQKP3fkBAAM7OztjY2FBbWyto4ocOHUq3bt0wNDR8Ta6iKNAVBXhdXZ3wU1lZmSNHjpCamsoPP/wgbGtycjKJiYnY2Njg7u5OTEwMCxYsAMDc3Jxr166xceNGPDw8KC8v57333qNt27bs37+f0NBQ+vTpw40bNwSf+wkTJtCjRw8sLCwwNjYmJiZGKNTLy8vR19enY8eOPHr0CCcnp9c++0+fPuX48ePcunVL8PGXy+U8ffqU2bNnixp2ERGRNw6xSBcREflLySypREUqFQp0ABWplMySyj8s0v9ZR5jKl2VQks6EMe9T87KUJ0+eMGLECGJiYnBxcUEul+Pu7i5E1zdFoSNvSVf9Z247KioqXLp0SZDJbNq0ie3btxMWFsaQIUOoq6ujsLCQr7/+mpMnT3Lt2jVSU1Pp2bMnTk5OeHt7Y2tryw8//MCNGzeIiIhAX1+fuLg4IWFWVVUVKysrkpOThYRZiUTCqVOn0NHRoVOnTrRq1UrQ32tqajJ37lzB9vFVK0RFJ/n39rup73pTevXqJdh/VlVVsWnTJi5duoSjoyO6urpMnjwZd3d3Dh48iIqKCteuXWPmzJkMHz5ckPE4OztTX1+Ph4cHBw8eRF1dHQsLC+bNm9dopSmXU15ejpKSEkZGRhQUFFBSUoKxsTEPHz5k5cqVVFdXY2VlhbW1NUOGDGHs2LEMHz6cqqoqDh48iLKyMqtWrcLFxQVzc3NevHiBlpYWb7311u+uMxEREZG/K2KRLiIi8pdibaBBbUPzXI7ahgasDTT+8Hlefl3YuH03n06ZhrOD3R86wihCc37PgQZa7o4rdPBNHVjg9Ss0ivCjO3fuCOFHimCfpKQk3NzcsLS0REtLS5CgPHr0iHnz5tGlSxesrKxYsWIFDg4O5OTkUF9fz8aNG/Hy8sLR0RF9fX3Gjx9PQ0MDCxcupG3btsL2yWQyjh07JkhK+vfvLwQgmZub069fP8aNGyds96uDuC0V5C25ryior69n165d/Pjjj9TX17N69WratWtHZmYm9fX1pKWl8ejRIy5fvkxsbCxBQUGoq6uzatUqTp48yd69e3FwcMDJyYmIiAgCAgLQ1NQkMTERLy8vVFVVycjI4MaNG0yfPp1vvvkGT09PwdHl8OHDuLi44OLiwt69e3ny5AkmJiZcu3aNDRs2sHXrVjp37iwksspkMjw9PYmMjOTq1avN9sXGxkY4gamtrf1D/3YRERGRvxtikS4iIvKXYqStxtphbZn3mya9tqGBtcPa/mEXXaFhl7q8x6OYG3Spz/qX/NmbEh8fz40bNxg9ejQ6OjrC/a96dFdVVXHp0iWuXr2KVCrliy++IC8vr8Xwozlz5hASEoKtra2g7963bx/vv/8+ZWVl3Lx5Ew0NDSIiItDT02PixImcO3eOsLAwDAwMCAwMxM7Ojrq6Os6dO8enn37K6NGjqaurA8DNzY28vDwhYRZATU2NgQMHMnDgwGb793ve5C0di5SUFBISEgTpT1MePXrEzz//zJIlS3B3d0dVVRVtbW3kcjmZmZnEx8fz4MED/P39sbKy4q233mLo0KHU1NSwY8cODh48iJubG59++imJiYkA2NnZER4ejpeXFyYmJpibm1NUVMR7772HRCLhzJkzZGRkYGtrS2lpKV5eXjx+/Jhz584xceJEzMzMUFVVxcfHBy0tLcGv3czMjODgYEGOA/Dy5Us0NTWRSCR4eHgIA+ZigS4iIvKmIRbpIiIifznvtrOii7MxmSWVWBu87u7SlKYadiRqqHu8TYyKlMB+gc2e93vFOLTsOlJUVMTNmzfx9/fHy8uLkpIStLS0UFVVFcKPgoKCOHPmDEeOHBHCj3R0dDAyMvrd8CNtbW0ePHjAmjVrSEtLQyKR4OTkxIwZM9i4cSMNDQ34+/tz5coVxowZQ4cOHejevTs7d+5ELpeTk5NDZmYmpaWl1NTUNBvY3LNnz2v7lpeXh5mZGdeuXSMjI4MJEyYALRfjlZWV5Obmcv36dbKzs/noo48YMWIEUqkUY2NjWrVqJST3Kp67d+9eAgMD6dq1K4CgCzcxMSE5ORklJSXeeecdvvrqK0ELL5FIKCkpwcbGhmvXrlFdXU1MTAzm5ubU1tbi7e1NXl4e0JhxMGbMGNLT0yktLSU0NJSysjI+/PBDkpKSmDZtGrdu3SI/P5/a2lqcnJywtLQEoHXr1sjlcuzs7JDL5fTs2ZMpU6ZgY2NDQ0MDkZGRwlWI0tJS2rVrR01NDTNmzMDY2Jh58+ahpvb7a09ERETk74Q4dSciIvIfwUhbDS8b/T8s0OEfGvamKEsgo7ii2X1N9eKv3t+0kyyTybh9+zZxcXHo6elRUVHBtWvXmDVrlmDTqAg/Arhy5YoQftSrVy+0tbWpq6tjw4YN7NmzB3d3d7p168b9+/dxdHREKpUyf/58ZDKZ0L2VSCRMmTKFwMBAysvLOXr0KNbW1vj4+ODq6sqyZcuorq4GEIZIVVVVWbp06Ws2hw0NDdTX11NfX8+lS5eEQKH4+HjB1QUgKSmJ/fv3M3PmTGJjYwHYunUrQUFBPHv2jE6dOnHgwAGGDx/O5cuXCQ0NxdHRsZnkBxqLW0NDQwChow+NAV1PnjxhwIABFBUV8e233/Lo0SNWr17N2rVr0dbWZvr06YSGhvL555/j4ODAoEGDkEgkrFixgvnz5wvvj0IOpKuri4mJCWZmZnzwwQd88cUX5OfnU1xczPvvv4+RkRF79uxhxIgRrFu3DltbW+RyOT/99BMSiYTU1FRcXV2pra3lyy+/ZNWqVbz33nv4+vpy8eJF1NXVWbt2LXZ2drz99ttiN11EROSNQuyki4iI/K1oScNeJwcbQ80/fW5GRgbnz58nJyeHvn374uvrK4QftWrViocPH9KnTx88PDyAxuRR4H8dfnTq1Ckh/Ojrr78Wwo++++47wsLCcHFxoU2bNsJ2BgUFNdvuhoYGHB0dcXR0fO0qQNOC3dzcHE1NTWQyGS4uLkRERJCbm4u5uTk7d+5EQ0ODTp06sWTJEr7++ms6dOjADz/8wPjx4/Hw8EBJSYmVK1dy69Yt/P396dChA2ZmZqxfv57Q0FB2795Njx49uHDhAn5+fri4uFBcXIyhoSEeHh6cPn2aOXPmsGbNGvbu3cvkyZMxNTVl3LhxKCsrU1paSnFxMX5+fkgkEg4cOIC7uzu+vr7ClQ9lZWVcXFw4c+YMABYWFqiqqlJbW4umpiY6OjqkpKTQvn179u7dC8DFixfZsGED06ZNo1WrVhw6dIgnT54QGhrKkiVLUFFREZJIZTIZrVu3xtXVFYABAwYwYMCAP107IiIiIn83xCJdRETkb8W/omGHRjnLli1b0NTUbDH8qKKigkmTJhEbG0vfvn2pra2lpKQEgC7/hvAjPT099PT02LVrlyCp0NHRaVE7rki+VejM/8hKtK6ujqVLl/LLL7/g6+tLeXk52dnZgpSkoqKCHTt2UF9fT9euXcnIyOD06dP06NEDPz8//P39qaysBKBbt260bdtWOFY3b95kypQprF69mi1btqCurk5BQQHV1dVMmTKF4uJizMzM2L59O++++64QGGZnZ0dRURFaWlro6+tz/PhxBg4ciJGREcnJyVy5cgUTExNWrlzJkSNH8PDwoLKykvv37+Pk5ISRkRFyuZz8/HxsbGx49uwZJSUlmJubY21tTUJCAg4ODvz8889ERUURHh5Ojx490NDQwMbGBiUlJXr37s2AAQOEEyqAnj17tngM6+vrf/fKi4iIiMjfFVHuIiIi8rfj3XZW3JkfyKFJHbkzP5B321n96XOio6MJDw9n4MCBVFVVceTIEUJCQvDx8QEabQUHDBhAVlYWampq6Ovrk56eDjT6cDcNP3rw4AFz5sxh1KhRTJ8+XZCspKamoq2tzerVqzl48CA6OjoYGxvz1Vdf8dlnn6Gnp4eamho1NTXCdtXU1DBkyBCePXsG/EPu0XRYtba2lvv377N582YGDRpEjx49CAsLA+DHH38kKSmJo0eP4ufnx4sXL0hKSsLS0hI1NTVycnLQ19dnz549XLhwgYyMDE6dOkVQUBBaWlooKytTUFBAQkIC8+bNQy6X4+joyIABAzA1NcXV1RUjIyPU1dVpaGhAS0sLiUSCmpoarq6unDhxAnt7e+zt7RkzZgwADx48IC4ujmvXrnHo0CHKy8s5e/YsBgYGBAQEIJPJkEql9O7dm5qaGs6ePcv06dNZsmSJECilr69PamoqNjY2FBQUkJWVBYClpSVxcXGoqqqSn5+PtrY2s2fPZurUqQA4OzuTmZlJt27d8Pf3fy3Vt+GVqzDQmDQsFugiIiJvGmInXURE5G+Jkbban3bPm/LPhB9FRUWRn59PVVUVgYGBHD9+nJycnH9L+NG+ffvo0KEDu3fvxsHBgWnTpqGsrIyysjJVVVVERUXh6urK/fv3OX36NE+ePOGtt94iKCiIhoYGgoODKSgo4MCBA5w4cYKdO3fi7+/P8+fP0dTUxNbWln79+pGcnCycjOjr65OcnEybNm1o3bo13377LefOncPMzIyioiKsra2pr6/n+fPndO/enQ8//JDg4GDOnDmDqakpLi4urF27Fjc3Nz755BNUVVU5c+YM5eXlfP311zx48IAVK1Ywa9YsTE1Nhf19+vQp3bt3FzrtQ4YMIS0tDU9PTwwMDHj48CGtWrUiNzeXyspK/Pz8GD58uPB8mUyGuro60dHR9OnTBy8vL/T09AAEfTvAjBkzXjvWgYGBlJaWCsf91eJbDDgTERH5b0Es0kVERP4r+GfDj2QyGZGRkQwbNoyioqL/UfhRQ0ODoK1WdHAVHusPHjxAU1OTdu3a8ezZM2FIUSKR4O/vz9OnTxk5ciTp6elYWVkxcuRIrl69yty5c9m2bRuOjo4oKytjZ2fHgAEDSExM5M6dOzg6OgpWhhoaGujq6gpdeTMzM5KTkxk9ejS+vr4EBQXx66+/oqamRqdOndiyZQsODg7Y2tqirq7O4cOHmTRpEv369WPx4sXU1dXh7+/Pjh07MDY25v3332ffvn24ublx9+5dfvjhB6RSKe+99x4lJSV8//33eHp6UlNTQ0VFheA0U1VVRUJCAh4eHjQ0NLBv3z4sLCzYv38//v7+2NraCoOpSkpK6Ojo8M0336Cvr4+KigrTpk0TjvGrlpCvSlW8vb3x9vYWjq2IiIjIfytikS4iIvJfQWBgIAcOHGDGjBlYW1v/r8KPFLpxaJ6++apzDCAU64pBxdatW3P27FkuXrzI8+fPiYyMJCwsjM6dOwPwzjvvEBYWRkhICL/88ovw99u2bUt2djaAYDn44sULPD09mTt3LvX19WhoaHD37l2KiooA0NXV5dGjRzQ0NLBy5Uq+//57EhMTMTAwIDc3FysrKwICAnB3d0cikRAWFkbHjh3p2LEjFRUV9OvXjxEjRpCVlUVkZCQ+Pj5YWFgQExODl5cXa9euxc/PD6lUyt69e8nLy6Nv3774+fmxdetWvvvuOz744AOioqLo1q0b0JhOeubMGW7evEm3bt0YNWpUs+OkOI4mJibNjje0XHS/KmcRERER+f8FsUgXERH5r0AqlbJ161ZOnDhBYmLin4YfNTQ0CCmUeXl5hIaG0qZNG3r16iW4kDRF4f2dnp7Onj17UFZW5ssvv8TPz4/8/HxkMhmdOnXC1taWpKQk1q5di4+PD506dRK62tCond+5cyejRo1iypQptG3blpycHGxsbASv9O+++45du3ahp6fHsGHDGDduHL169aKqqoo+ffogk8koKyuja9eu3LlzBw8PD/T19Tl27BiqqqqEhIQQFBTEiRMncHJyorCwkLfffpv27dsLEpNOnToJ2nkvLy/OnDlDQ0MDbm5umJiYCP7rNTU1ZGRkMHny5GbHY/78+axZs4Zly5bRs2dPwRrSwsICZWVllixZ8k+/d2JHXEREROR1xCJdRETkvwY9PT0mTZrU4u/q6uoEmcrLly+5c+cOmpqaBAQEYG5uzrhx44Qk0srKSvbv38+DBw8wNTXlm2++QSaT8fnnn2NiYsKsWbPIyclhwoQJxMbGoqOjw507d5g7dy6qqqoYGxsTEhKCg4MD0DiYum7dOqqqqjh16hS+vr5UVlaSlJQkuMfs3LmTwsJCEhMTKS0tRSKRUFRUREVFBf7+/ty5c4cXL15QWFhIUFAQOjo6zJ07l1OnTmFoaEj//v2xt7enoqKC6upqzMzMAGjXrh2PHz9m/vz5HDt2DH19fcaMGYOBgQGZmZlAY/e/qKgIVVVV3n33XT777DM+/fRTMjIykMlkrFq1CkdHR8GVRiqVYmpqyrfffvvacTY3N8fIyIiysjJ0dHRa1I2LiIiIiPw54oSNiIjIfxVyuZy6ujpBQqGgqaOKQkMeEhJCaGgojx8/5saNG0L399q1a1y5coVevXqhoqLCmDFjhEFLR0dHevXqxdixY8nJyaGoqAgNDQ0qKiqQyWQoKSmhp6fH48ePqampoa6uDqlUip6eHikpKXTp0oWYmBhWrFjB7t270dLSwtDQkKSkJIYNG4aGhgZ2dnb4+/sjlUoFS8mvv/6auLg43NzcWLBgASUlJdy7d4+BAweSmJjIwoULkUqlPH/+nISEBD788EM2bdqEj48PeXl56OjosGvXLsrKylixYgUGBgY8f/4cAAcHB4qLi8nOzqZNmzYcPnyYdu3a8fnnn/PTTz8JUhYlJaXX5D6KoCXF8fbz82qRR84AACAASURBVCMkJEQ44RELdBEREZF/DbGTLiIi8rejqLyazJJKrA00/tDhpaUubUtSleTkZJ48eUJ6ejpBQUFIJBJ2794tPHbGjBkUFRUJNoDBwcEsXLiQ3r17A42+4NnZ2VhYWGBqaopMJkNPTw9zc3MiIiLw8/PD19eXwsJCzM3NsbW1JSEhQbBbVFZWxszMjPv37zNx4kRqa2uRy+V07tyZOXPmsHLlSnR1dXnx4gXffPMNycnJzJ07l0WLFgGN3fCQkBC++eYbUlJS0NTU5KeffkJFRYWAgABKSkqorKzE0tKSwMBALly4wOjRo5kxYwaRkZF89dVXtG3blg4dOlBVVcWvv/7K0KFDkcvlQmDTiRMnBAcXU1PT1wKXfg9RMy4iIiLy1yB20kVERP5WnH6aRZc1vzB2z326rPmFM0+zmnlfN+2Qv1qgv3z5klu3brF582by8/MBiImJYd68edy8eROZTMaiRYuoq6sjJCSEgQMHsmvXLtzd3bG0tKS+vp7a2lpqa2ub/W1HR0ciIiJwdHQkKyuL1NRUtm3bhomJCU+ePCElJQUjIyNsbGwAcHNzo7q6mkePHnHq1CneeecdqqurAdi7dy9HjhwRCuyMjAwKCgro2rUr4eHhyOVyEhIS6N69OykpKVy+fJmoqCguXbrExo0befbsGWVlZcjlcgoLC1myZAmdOnVi/vz5fPfddwwcOBBtbW3S09OprKzExMQEa2trqqursbCw4Ny5c+Tm5tKvXz9mzJiBmpoacrm8mcUiNGr2X70aISIiIiLyn0PspIuIiPxtKCyrYt6PT6mugyoaC/N5JyPp4mwsdNSbFs9xcXE8e/aMIUOG8OGHH1JTU4OysjK1tbXcunWL1atX4+7uzsGDB0lLS+PcuXMcOHCAkSNHYmlpSUVFBbdv3yYgIAADAwOUlJTIyMiga9eunDlzhsDAQMGJ5OnTp2hoaPD8+XOkUinjxo1DJpORnZ1NdnY2oaGhpKSkYGJiwqpVqygqKuL999+noqKCTp06oaSkxIcffsjs2bPx9vbm3LlzuLu7k5aWRlJSEocPH0ZfX58nT57w8uVLgoODqampYePGjVhbW2NsbIybmxuZmZmkp6cjlUrJzs5mwIABFBcXc+PGDUJDQxk1ahQdO3bEwsICDQ0NNDQ06Nevn+BY07lzZyorK8nLy8PExOR3kzhFv3ERERGR/1vE/8IiIiL/ceRyeYud2qwXVagqNe8dyGV57D14hEePHlFTU8PQoUO5c+cO0Jh8eerUKUpLS7G3tyc9PZ3g4GAOHz5MbW0tP/30EwDr168nKCgIuVxO69atCQsLw9bWFg0NDWQyGQ0NDZiamqKnp0dUVBQff/wx1dXVjB07lt69e6Ovr099fT23b9/GyMiI/Px8bty4QXV1Nd9++y2pqalIJBJ69uyJqqoqY8aMwcTEBBcXFwwNDbG1tWXs2LGCI8yCBQuQSCQUFBQIHe/ExEQGDx4sxN536NABBwcHunTpQmpqKmVlZfj6+jJnzhx8fX2xtLTE3NychQsXcuzYMdLT09HQ0KC+vh4/Pz/q6up4/vy5YCWZmJhIWVkZAO3btxcKfZG/hlfXtmLNK94PERERkT9D7KSLiIj8x5FIJK91b4uLi0l68isFjy6jbNsOZT0zXtw5SnXqY276tMbVxhhvb29UVVWJioqiS5cu2Nvbo6urS15eHk5OTmRkZAga6cDAQGJjY4mJieHJkyecPHkSIyMjUlJSiI+PR0tLCysrK/bu3UtxcTG2trbo6uoSGxuLh4cHvr6+XLlyhTlz5uDj40OHDh2QSCT07t0bMzMzwsPDyc7ORi6Xc/z4cdasWdNMw56Tk4OxsTG5ubk4OTnh4OCAXC5nzZo1SCQSLC0tefnyJbNmzWLjxo14e3szfPhwIe7ew8ODgIAAoHE4c968eaxZs4bk5GQCAgLo06cPQ4YM4c6dO4wbN44rV67Qt29f6urqGDJkCNOnT6djx45s2bKFIUOGYGJigpaWFgA3btwAWtb0i/zvURxXxaDunDlzWlzzIiIiIn+EWKSLiIj8x4mLi+Pnn3/GwMCAIUOG8OLFC6ZNm0Z1dTWdTO2IVFVBnhNLQ3Em20O+Z+Lb7YXnenp6EhUVBTQOOKqpqZGamoqrqyuHDh0iKytLGOo8f/48lpaWNDQ0COmZeXl5REdHAzBkyBBu3rzJ8ePHWb58ObNnzyYhIYE5c+Zga2uLnZ0dy5YtIzg4mJCQEE6dOsWmTZuQSqXk5uZSX19PTU0NWVlZ3L59m9WrVyOTyTAxMSEqKgoPDw+OHTuGlZUVenp6GBsbExYWhr+/P/fv3yc8PBxXV1eMjIzIyMigqKiI/8fefcfXeP6PH3/d2XsPkYmERAYiJHa0ZqjY1UW1VLU6lNp7b61RtFYppaUoiqqtNEYSSSQxkkgie4jsee7fH3HuXxAdny81ej0fj/NIzn3WdV/n5OR9X/f7el82NjbUrVuXmJgYNm7cSFZWFpcvX6aiooIff/xR6QeVSsX06dNZuXIlHTp0QFdXl5kzZyqLBG3YsAEDA4NHvgciQH+8avan+ufgwYPR1a1O08rOzubo0aMkJSURHR3N+vXrlVVpBUEQavNUznVKkjRDkqQUSZLC712Catw2UZKkm5IkXZMkqevTaJ8gCE9OWFgYY8eOJSYmhsOHDzN//nx++uknLCwsOHToEHu+XcuFuQP5oJUN3hYqhnbxo6CggMrKSgA8PT2JjY0FwNbWltjYWDIyMnB1dSUzM5MNGzbw448/8v333zNixAjMzc2ZNGkSP//8M2FhYXTo0IH9+/fzzjvvMGfOHGxsbDAxMWHevHncvn2byMhIpk2bxvvvv4+1tTWpqaloa2tTt25d8vPzGTp0KN26dWPNmjVKgJ6Wlsbu3bv54osvGD16NJmZmWRmZmJtbU1JSYlS6nDkyJG0a9eOPn36YG5uzqVLlyguLlZW8bS0tASqVy+9fPkyADo6OhgYGPD7778jyzIVFRVKyoS5uTmff/454eHhXLhwge7duyv9rA7QHzX5UwTo/5wsy7WmsUB1f5aWlnL16lXu3LkDVAfm6rMhMTExShrU559/LgJ0QRD+0tNMSFwuy3LTe5dfACRJagwMAjyBbsBXkiSJ+l6C8AI5fvw4lpaWrFmzhpkzZ5KVlUVFRQUtW7YEoLi4GEsjXYJfbs3tpEQAjIyM0NDQUMoWRkREEBUVxe+//05mZibh4eGYmJhgaWmJtrY2W7ZsoX79+nTu3Jm+fftSUVHBL7/8QqtWrQgPD8fe3l7JYV+8eDFbt26loqKCAwcOcPjwYUaOHEm3bt3IyclBW1ubefPm4ejoSGJiIllZWcydOxcLCwuioqIIDw+nY8eO6OvrM3/+fL755ht0dHSwtbXF0dGRZs2aYWZmBsDUqVNZunQp9vb2tGjRgoyMDAwMDPD39yciIoIBAwZw4MAB2rZty7Vr1wAwNjZm/PjxvPrqq+QWlROdXkReSaWST66vr48kSbUGkCCC8f9VzYpCajVTVm7dukV6ejqSJFFSUkLv3r1p164dY8aMYcaMGahUKhwcHEhKSiI9PR13d3dMTU3p1q0bXl5e//buCILwHHrW0l2CgR2yLJcBCZIk3QRaAuefbrMEQXgcZFmmtLSUgIAAoHp1SldXVzQ1NZXVL9UjwG5ubvj5+TF9+nQCAwOVeuStW7dm8eLFvP3221haWuLn50eXLl0ASEtLIyEhAW9vb9q1a4eBgYGSw96qVSucnZ0xNjYmPT0dZ2dnzMzMWLt2LSUlJfj5+REVFcW1a9eIi4vj1VdfZebMmZw4cYJbt25hZGRERkYG+vr6REdH06lTJ8LCwvj111/x9/cnJSWFZs2a4eTkxP79+0lISMDZ2RkfHx/8/PyQZZm0tDTOnj1LamoqKSkp9OvXD4DOnTsrCyzZ29sTFBTEkCFDgOoqKz4+PuwLT2H818fR1tCgQqViUT8fejW1V/pWBOOPl/ogKCcnB0NDQ/T09Dhz5gz79u0jJiaG1NRU6tWrx4oVK3BwcGD58uU4OTlRVlaGm5sbXbt2JSgoCFtbW2JiYujYsSONGjUiLS2NunXrinQjQRD+0tMcSR8lSVKEJEkbJUkyv7fNHkiucZ/b97Y9RJKk9yRJuiRJ0qWsrKwn3VZBEB4DSZKwsrIiOjoaqB4hP3z4MB4eHhw8eJAffviBbdu2MW3aNPLy8ti+fTslJSXMmjWLH3/8kdOnT1NYWEinTp1wcHCgpKSEmzdv4uzszKlTp6iqqmLw4MHs2LGDXr16oampibe3N+Hh4fz888+sX7+ec+fOcfnyZXR0dLhy5QqFhYXo6+sTERFBUlISo0ePxs7ODi8vL7799lsAEhISiI2NpVu3bkqZRm9vb1566SXat2+vVEt577336NSpE25ubkRFRWFoaEh4eDimpqZAdYWVTZs2kZ2dzbBhwxg0aBBQfWDSs2dPZs2aRbNmzR6qupJTWMb43RGUVqgoKKuktELFuN0R5BSW/Yvv3vMnJSWF3377jfT0dKUi0KNUVVURHR3NkSNHAFi8eDGtW7ema9euzJ8/n6KiIoqLi9m6dStjxowhLCwMPT09tmzZQlVVFSkpKbRv356goCAMDQ0JDQ0FoGHDhly5cgUAV1dXwsPDgUenIQmCIKg9sZF0SZJ+A+rUctNkYA0wG5Dv/VwKvAPUNqxQ6zeZLMtfA18D+Pn5iW87QXhO9O/fnx07drBw4UKqqqowMjKiWbNmbN68meXLl1NZWanUJ9fV1eW1117j6tWrNGrUiMjISObPn4+trS3m5uZ89tlnykh4VlYWFhYWjB8/nrKyMubNm4etrS2enp7s2LGD9PR02rRpQ3x8PIWFhfTp04eFCxcSHx9PdnY24eHhfPrpp3h5edGgQQN27NhBx44d+fTTT9m9ezdlZWW0bNmS0NBQJk2axN27d0lISOC1115DT0+PCxcuoFKp0NDQwMPDg9u3b1NQUKDkj0uSRGBgIIGBgY/sG5VKVWsVkNt3StDW0FBqxwNoa2hw+07Jn67I+l9SMzccqg+s+vfvj4eHBwsXLmTBggXs379fuW/NPlbPR8jMzCQgIAAtLS309PT46aefqFOnDo0bN8bBwYE2bdrQqlUrZUXbIUOGcOzYMUJDQ/n555/p378/o0ePZuXKlUoFHV9fXyUwt7e35+TJk7z77rsiSBcE4S89sSBdluVOf+d+kiR9Axy4d/U24FjjZgcg9TE3TRCEp8jS0pKVK1eyfft2ysvLmTFjBjY2NtjY2LB58+aH7q/OYV+9ejXx8fEsXrwYfX19LC0tuXHjBoaGhpSWllJUVER4eDg3b96kcePGVFRUcPToUdauXcvNmzfp0aMHHh4eVFVVERsbi4GBAfn5+cTFxWFsbEzTpk3R0NCgfv36mJqaMmfOHJo1a0ZOTg6HDh3izp079OjRg59//png4GCys7Np2rQpvr6+yLLMnDlzUKlUaGlp0bVrV7p27crNmzeZMWPGfUGhOne8tmD8UXXLHcz1qXggR7pCpcLBXP/xvCnPGXXNcXW5TXg43SckJISAgACGDh1KaGgo4eHheHp60rRpU+bNm4ezszOlpaXo6elhZWXF3r17+eqrr/Dz82PdunWsWbOGbdu2oVKpMDc3x8nJCUmSqFevHklJSQDo6uqSmZmJhoYGVVVVFBUVUV5ezuXLl4mJiaGwsBBvb2/27t0LVFcTSk6uPllcs+2CIAi1eSo56ZIk2cmynHbvah8g6t7vPwPbJUlaBtQF3IALT6GJgiA8QV5eXsybN++h7ergS5IkZaJoRkYGFRUVzJo1i/bt2+Pi4sLu3bvJzc0lKCiI8PBwMjMzadu2LZaWlixfvpzXX3+dnJwcoqKisLGxoUWLFuzfv5+MjAzGjRuHu7s7d+7c4fbt28yePZs33niDQYMGkZ2djampKQ0aNGDx4sWYmJgwceJENDQ0yMvLw8TEhG+++YbTp0/j6upKw4YNlbaPGDHivn1RqVS4urri6up63/b/pV62pZEui/r5MG53xH056S/yKHpJSQmnT5/m4sWLxMbG0qdPH3r16oW2tjaSJN0X5JaVlREREUF6ejrt27cH4Ntvv+XcuXPcuHGD4OBgGjduTPPmze/73Onp6QFQt25dmjRposyHMDAwwMHBge+++w4bGxvl/oWFhRQXF7NlyxbefPNNrly5QkVFBc2bN6eqqoqRI0dy5MgR2rVrx9SpU5Flmc6dO9O1a3WhsoCAAGU+hiAIwl95WhNHF0mS1JTqVJZbwAgAWZavSpL0AxANVAIfyrIslmcThBfQgwE58FDwlZubS3h4OHl5ebRu3ZrTp0+zY8cOJEnCzMyMgIAAwsLC+PLLL/n+++9p1aoVd+/eZdmyZdjY2JCSkgJUB0e6urrMnj0bgIqKCrS1tTE1NeXHH38kJiaGsrIykpKSKCgo4JNPPmHt2rWYmZlhaWnJhg0blJJ5RkZGBAUF3bcv6uoqNYPvx72aZ6+m9rRxteL2nRIczPVfyAB9y5YtODo60rFjRzZs2MC+ffto1aoV3bp1o7S0lNu3b2NpacnVq1e5cuUKmpqaODs78/XXX1NaWoqpqSk3b97kvffeY+rUqezatYu3334bHx8fSktLSUysrhZUUlLC1atXOXDgAPb29vTs2ZPvv/9eWZG1RYsW7Nmzh4MHDzJ06FDOnz9PREQEI0aMwMPDg7S0NHr27KmcCQJo2bIl58+fR0dH50/3saqqSoyiC4LwtzyVIF2W5bf+5La5wNx/sTmCIDwFDwbktYmKiqKsrAyVSsWhQ4cICQmhqqqK3r17M3r0aJYuXaoExuoUGF9fX959910yMjLYsmULmZmZjBw5khEjRjB69GjS0tIwMzNjyZIlHD9+nDVr1mBqasrChQupU6cOxsbGGBsbM2XKlH+8P0+apZHu/yk4z8/P55dffsHKyopOnf5WRuJjp073kWVZef/VgWtISAglJSXY2dlx8OBBVq5cibu7O4CSmjJ79myWLVvGjBkzlDMrAQEB6OnpsWHDBrZu3Yq/vz+NGjWisrKS6OhofHx8qFevHr/88gsA5eXl7N+/n/z8fFq2bImxsTGamppkZ2cD4O7uzvTp05k7dy7Lly/H1NSUDh06AGBnZ4eTkxMrV6586D3X0dGpdf9qEgG6IAh/17NWglEQBEERHx9PTk4ODg4OSlWXZs2aERERgZOTE1u2bGHChAnEx8ejo6PDSy+9xM6dO0lJScHQ0JDKykouXbpEUFAQy5cv5+jRo7Rs2ZK2bdtiZGSEt7c3X331Va2v/eBExOfJo8r7mZiY8Mcff1CvXr0nHqSrz5QAD+WOP9g29e0NGzbEzMyMyMhIKisrcXd3p6SkBF1dXWXlzjZt2rBixQo++eQToDqtaM2aNWzduhV7e3vs7OwIDQ0lICAAAwMDZWEhHx8fZVEpbW1tZs6ceV8btLW1KSkpUfquSZMmfP3110qNezX1cyYmJuLi4vLQyPj/ks4kCIJQGxGkC4LwzHJ0dKRt27asWLHivjSCjh07smbNGpo1a0ZCQgJ5eXlERETQr18/cnJyCAsLY8CAAURHR+Pm5oYsy3h6euLp6fnQa6hHPR9MT3keAq2aCxjVbP+DbZdlmfDwcOLj49HW1qa4uJiysjIl8P1fqVQqKioq0NXVJT09nd27d+Pu7s7LL79c65mSsrIyrl69SlJSEuvXr0dLS4tJkybRsmVLMjMzKSgowM/Pj9zcXGV/9PT0lHQiqA62S0pKlP0qLS1lzpw5pKVVT3NSn0XR0NDAwsKC9PR0SkpKcHV1xdvbG29vb/z9/Vm6dCmmpqZUVlaipaXFunXrlKotauoAXaVSKZOCAwMDadeunXKbGBkXBOFJEUG6IAjPrJdeeolvv/2WTz75BHt7e86cOUOXLl1Yvnw5W7ZsYcOGDQwZMkQpkQfw3nvvPfL5ahsdfx5GPmtWhKl5QFFb2+Pj47l8+TLe3t40bNgQDQ0NNm3axDfffEPr1q25dOkSrq6uFBYW/uMgXT0yrqGhQVFREb///jsGBga0bdsWW1tbBg8ejLGxMVCd971582YuXLiAjY0N8+bN4+7du4wdOxZra2sl9ejtt98mOjoaY2Njzp49y+jRo4mJiSEjI0N53Zqj1VZWVhgYGJCWloadnR0GBgbo6elx8OBBjI2NiY6OVmqa29vbK0G6vr4+69atQ1NTEysrK+W51YH5gwF6TRoaGkqfq/dPEAThSRNBuiAIz4ScwrKHJkVqaGiwatUqfvzxR27cuMGwYcNo27YtdnZ2NG3a9JHP9ah6489yMP5nK1DW3Bf1z8rKShITE7l06RJHjhxh6tSpbNq0iZMnT9KoUSMOHTrEkCFD6NChA7t27WLcuHH06dOHFStWcOHCBdLS0rC0tHxkW2o7u1DzunqF1Pj4eDIzM3FyciI9PZ1Lly4xY8YMjh07xtGjR+nbty+xsbG88cYb7NixAzc3NywsLHj55ZcB+Oijj8jJycHS0pKioiIKCwvx8/MjPz+fffv2ERwcrATou3bton///lhaWnLu3DllxdaFCxeybNkypXa+h4cHOjo6vPHGG/ftk62t7f/y1giCIDwVIkgXBOGp2xeewvgHyguql7w3NTVl2LBhtT7uUcH4466s8qRs376dQ4cOERsbi729PWvXrqVOnYfXgEtISOC3337DxMSEw4cP89Zbb+Hs7MyoUaMwMTHh1VdfxcTEhHHjxjF27Fhyc3MZOHAgBw4cUEpFGhkZAdC2bVvi4+NJS0vDy8ur1oOD2vo0Li6OsLAwkpKSGDlyJJIk8c033yBJElpaWnzyySfk5OQoFXWWLFnC5MmT6dy5MwDOzs6kpqZiZ2eHjY0Nd+/exdTUlDp16nDlyhX8/f1p0aIFd+7cwdbWloULF/Ldd9/xxx9/UFVVRXh4OE2bNqV///688cYbSrUdgIEDBzJw4MBa+/hRNekFQRCedSJIFwThqaq55L16Rc1xuyNo42p1XyWT2gLyZzEYrxn0FhYWIkkShoaGAFy6dImNGzfy8ccfo6ury9GjR+nQoQNz5syhqqpKuV9N+fn5zJ07l8LCQvz9/Tl79ixeXl507NgRHR0dGjduTN++fYHqajgfffQR1tbWODo6EhMTgyzLGBgYEBUVRefOnbGysuLEiRNKPfEHg9eioiJCQ0MJCwtj0KBB2NjYcPXqVaZNm4a9vT3m5uZMmzaN6dOns3HjRvbu3cvKlSsBSE1NpaqqioqKCioqKu577vr16xMZGUmjRo2IioqiqKgIU1NTPD09CQsLw8rKCnNzcyVtacCAAfj4+LBt2zZMTU2ZMGECLVq0AFAq7zx4gFFVVaV8Rh488yAIgvC8EUG6IAhP1d9d8v7fDMhr5l7/U5IkMWvWLHr27MmiRYto3Lgx06ZNU26rqqqirKyM3377DS0trYfOEqhfu7KyEh0dHY4ePcrNmzc5efIkAHl5eYSGhiJJEs2aNUNfv3rV0eLiYo4cOULTpk1ZunQpSUlJBAQEYGpqSmBgIBMnTqRhw4ZERERgZGTE9evXAYiNjSUmJoY+ffrwzjvvUF5ejpaWFhUVFZw5c4YFCxbg6enJli1bSExM5MCBA3z77bcMHDiQunXrUlxczNmzZ2nbti3m5uZoamqSnJxMu3bt2L9/v1JFxs7ODkmSsLa25tatW+Tk5FC3bl18fX1JTU0lJyeHK1euYGRkpOSgN2rUiFmzZtXaz7XVGxeTOAVBeJE8e8NQgiD8pzzNJe9zc3MpKCigqur+NdNqThSsjbq8oPryoNLSUu7cuUNAQAAJCQnKdh8fH6ysrIiLi6Nt27bcunWLXr16MXHiRH7++WeysrKU11ZXs6lbty75+flAdX3voKAg4uLikGUZKysrMjMzgeoqKCqVirKyMs6dO8d3331HZmYmSUlJuLq60rp1a5YtW4ZKpUJPT0/J6b9w4QJ79+4lPz8fFxcXkpKSWLJkCdu2baOiooI9e/YAsGzZMkaOHIksyzRq1IiTJ0/i5OSEvr6+0j4bGxtMTU2JjIxk+PDhlJaW8vrrr9O5c2fMzMzo0qULLi4udO3aFTs7OwAmTJjA0qVLsbe3p1u3bsD9wbZKpaKqqkqZ9KsmAnJBEF50YiRdEISn6t9a8l6lUinpEeoAfPv27TRv3pxWrVoB1cF3Tk4Ov//+O7GxsQQFBeHp6fnQ4/4sxzklJQUdHR1cXFzQ0NBg+fLlHDp0iBMnTnDlyhUSEhIwNzenb9++TJo0iaNHj1JVVcWXX37JpEmTCAkJYc+ePRw9ehSVSsWKFSvIysqivLwcHR0dIiIiyMvLo7y8nDp16nDu3Dklv3vQoEEMGTKE9957jzfffJM9e/awfft2jh8/jp2dHZ9++ilBQUFERkYqNcNdXFwwMTEhIyODBg0akJycrATAL730EtHR0Vy9epWwsDB2796NlZUV8fHxXLt2DUNDQ+zt7Vm/fj05OTk4OTlhYmJCdHQ0wcHBTJ8+nQMHDuDm5oafnx8Arq6uuLq6Kv2loaGBLMs0bNiQhg0bPtSfz2JKkyAIwr9BBOmCIDx1T2rJ+5o5yzWDPZVKhYaGBleuXGHPnj2Ym5vTp08f3njjDcaPH09UVBRt27Zl9+7dJCcnExQUdN9Ibn5+Prt27cLAwIAlS5ZgY2PDypUradCgAVpaWoSEhDBjxgxMTU1JTk5m//79NGzYkO7duxMREUFcXBxQXe+9Y8eO5OXlYWZmRrNmzZRUlqCgILy9vTE3N6dFixZMnDgRU1NTSkpKMDQ05OTJk1y+fBldXV3y8/MpKCjgo48+QldXlx49ejB48GDi4uKIj49n165d2NvbKwcqXl5eREZGAtWj37q6uiQkJODh4cF3331HSkoK5ubm1KlTh4MHDyqP/eGHH9DQXkClfwAAIABJREFU0CAjI4PIyEiqqqp44403uHbtGsnJyQQGBtK8eXNlkmrdunVrLYmp7n819Xv04HZBEIT/MhGkC8ILorYShs+Tf7rkvToADwkJ4eLFiwQHB+Po6Hjfbeq64uXl5Rw+fJgjR45w584dhg0bRuvWrdHU1CQxMRFbW1v8/f356aefyMnJYceOHRw9epR169Zx+/ZtDh8+THx8PE2bNmXOnDnIssz777/P5MmT2bx5M7/99hvTpk1j27Zt2NracvfuXUpKSrCyssLU1PS+VU1LS0u5evUq2dnZ6OrqYmxsrCyMo6WlRVlZ2X2lA6F6xH/jxo1IkoS9vT1hYWHMmjULHx8fysvLWbt2Lba2tlhYWLBx40ZlAuW5c+dIS0vD3t6egoIC9PX10dLSwsvLixMnTgBQp04drl27RpMmTQgICCAzM5P169fTsmVLfvzxR4YPH46xsTETJ05k+vTpNG/enFmzZqGtrY2mpiZOTk5s3rz5ke/TP5nwKwJ0QRCE/08E6YLwAvizEobPs5KSEqKioggLC6NBgwZKbW34/6OvTZo0wcvLC0NDQ/Lz88nIyMDNzQ2AdevWceXKFb744gsiIyPp1q0bsiyzfft2XFxcmDBhArdv3yYvL4/169dz+/Ztjhw5Qvfu3alfvz7jx4/n/Pnz6OvrM3XqVFavXs3UqVOZPXs2TZo0wdvbGy8vL/T19fnll19ITExER0eHli1bkpWVhZOTE05OThw8eJAePXoA1SUlZVkmKyuLrKwstm7dSmpqKklJSXTt2lVJvakZ3MqyTGBgIFevXmXnzp2oVCpcXV356quvuHnzJosWLcLCwoKWLVsC1St7GhgYKCuywv2L8LRu3Zrhw4cTFRXFrVu3yMjIIDQ0lLfeegtdXV2ioqLIz88nMDCQV155BU1NTfz9/dm/fz/a2tpUVVXx9ddfM2rUKHR1dZkwYQJt2rSpNU9cBN6CIAj/GxGkC8Jz7u+WMHwe5BSWcfpCOHfTEjA30mf27Nloamri4eHBiRMnCAsLY+zYseTl5ZGTk8OZM2ewsbHh9u3b2NjYUF5ezrJly/jjjz8oKioiKysLX19fdHR0eP/999mxYwd79uwhNDSUnJwctmzZQnp6Ounp6dy5cwdPT098fHzw8/PD09OTgQMHMm3aNLZv346vry96enrMnDmTzMxMHB0dKS0tBcDc3BxTU1Nu375Nfn4+jo6OWFhYACiTLNVBupmZGQYGBuTl5SkTOp2cnPDx8cHa2lrpi5rBbUVFBSdOnCAmJobu3btz9epVnJyckCQJOzs73Nzc0NTU5Pbt2wAYGBgAKLng06dPJzAwkPDwcFq2bEmbNm1YvHgxw4YNw8PDg8mTJ9OgQQMAHB0d6dWrF4MGDUJTU5M7d+4wYsQIYmNj0dPT49ChQ9y4cYP9+/czffp09PT06NOnD5cvX661xrsgCILwvxFBuiA85/5uCcNnjbpCinpC5t6w20z4KZKyW1fICTvCl8sW4+7uzsyZM2nQoAGHDh1i9OjRtGvXjv79+9OzZ08cHR1xc3Pj6NGjaGhoMHjwYL7++mvOnTtH48aN2bp1K/7+/ty6dYvy8nJu3LiBtrY2AQEBpKens2HDBqytrfH398fT05MPPviA9u3bc/36dRITEzl27BgGBgbEx8fj6+tLnTp1MDMzIyUlBV9fX8LCwnj99dfR19enTp06xMTE4ODgQGJiopKX3a1bN2WSJoC7uztffvmlcn3o0KF/2VcmJiZ8+OGHyvV169YRFRUFgJGREYcPH2b8+PFMmDABHx8fCgoKOHjwIGPHjmX79u1MmTKFZcuWYW9vT9euXQF4++23efvtt5U88ISEBBYsWED9+vX56quvKC0tZejQoSxatAhXV1dmzpyJtbU1+vr6/PTTT/j7+yu11tu0acPJkyd59dVXRV1yQRCEx0QE6YLwnHuaJQz/LnVAXjMdQpIk5Xr12YArlFVCua4pFeWlLDidgXdFJQkJCTRo0ABHR0fKy8u5ffs2FRUVGBgYMGnSJPLz8zl16hSZmZmMGDGCLl268MUXX9C0aVOys7Np2LAh7du3Jzg4mHPnzmFhYcEbb7xBcnIyP/30E507d+bQoUPs2rULS0tLTp8+zWuvvUZ0dDR9+vTB1taW3377jf79+5OamkphYSGOjo44OTmxatUqALS1tfH09KS4uBiVSqWUJJRlmXfeeUf5vWaFGLVHrZr6Z/r378+OHTuYMWMGFRUVpKamoqOjw+bNm1m+fDlJSUmcPHkST09PWrduzeLFiykrKyMmJobw8HAcHBwwMTFh8ODB1K9fn4kTJ7JgwQJcXV2ZP38+Y8eOpaCgAA0NDY4fP87ChQtxdnamsrISgIKCAlxdXSksLMTIyAhHR0fi4+NFgC4IgvAYiSBdEJ5z/1YJwz+jDtbU1UM0NDTuC9hqBuTqcoGFhYVMnjyZiIgI0rNzkQM/BUMbqgqy0bVtgI6mFho6BoSGhnL37l127NhBnz59yMrKQk9PD3d3d1atWkViYiJWVlbk5eVx/fp1PD09KSwsZNOmTQQGBvLqq6/i5uZGnz59GDduHHFxcRQWFuLk5ISNjQ1ubm6YmZmxb98+pXb4mDFjWLlyJW+++SalpaXMnDmTXr16kZWVRc+ePbGysiIwMFDZPy0tLd5//30AwsLCGDVqlLLfUPvCO2r/JGdbPeptaWnJyJEjmTNnDu7u7ly/fp0VK1awbds2Nm/ezMSJE9HX10dHR0fp7xEjRpCXl4eDgwNXr15l+PDhbNmyhe7duzNnzhwyMzMZN24cAA4ODuTm5hIXF0fz5s3Jzs5WXh+gRYsWHD58GH9/f3x9fSkrK1NSfx5cBVQQnqTy8nKl9v//ZREyQXgWiSBdEF4AT6qEYW1qjoqrA1hra2s+++yz+/45VlZWoqVV/RWTlJTEhx9+qNQQP3HiBMePH0dfX5+vvvoKI8s6dPryd6iCsuSraBiYkRmyF+uKZDZc+B03NzcluM7NzaW8vJzY2FhefvllYmNjMTc3JzMzkyZNmhATE0Pv3r358MMPcXNzw83NjdLSUmbNmsWCBQsIDw/njz/+wN7ens6dO5ORkcHw4cOJi4tj5syZNG7cmAEDBlBWVkZaWhrt2rVjxYoVXLhwAR8fH+rVqweAk5MTgwcPvq9vVCoVzZo1e6jP/unCO+rR9QfPPtTs3+zsbMaPH0/Tpk0xNjbmxIkTXLp0iXbt2pGSkoK1tTWSJFFZWcny5ctp0qQJ7777LhcuXGDo0KHUqVOHjz76iPXr19OjRw8sLCyoW7cuAPXq1ePmzZtoampSr149tm3bRv/+/dHR0SE9PZ1XXnmFvLw8xo4dqyyCNHv2bAARoAtPVM1APC0tjdGjR/Puu+/SuXPn+/4+CgoK7pssLQjPI3G4KQgvCEsjXZo4mj2WAL24uFj5/cHVOGuOiuvp6WFqakpZWRkVFRVcuXKFoUOH4ufnR9euXQkLCwNg5cqV9O7dm5CQEM6cOYO+vj4pKSnExMSwa9cu7mamMLWTM3raGlCQSemNc3R1M8PYyIB69erh5uZGy5YtOXToEGPGjMHa2prQ0FCcnJzIz89HU1NTScG4cOECr7/+Ol26dFFGxvX09HBwcGDixIkYGRlx4MABxo8fj56eHleuXMHAwID3339fSWNxcXHhu+++o127dkD1kvbBwcFKgP6ovvmnI3h3794lKyuLioqKh56nZj+rHT58mPPnzwMQExODLMs4Oztjbm6Oj48PV69e5eTJkwQEBFC3bl0KCgrIzc1FQ0ODMWPG8Oqrr7JhwwY+/vhjevbsCUBRURFWVla4uLgwceJEABo0aEBOTg75+fm89dZbODk50aZNG7y9vRkzZgyGhoYMHz6cefPm8f3337Nr1y7Mzc3/0b4Lwp9JS0tj/vz5xMbG3re95mrAtra2GBgYUFhYCFR/bw0ePJgWLVoQHBzMqVOnHvobFYTniQjSBUFQ0lTU/9Dc3d2JiYkB7h8FlmWZixcvsnz5csaPH09BQQFOTk7k5uZSWFiIrq4uw4cP59KlS7z77rt89dVX5OfnY2hoyM6dO1m4cCGXL18mNzeX4cOH89Zbb2FmZsZnn33G3tUz2fuOF23crHAz12TCyOpygOfPn+fIkSO4ublRXl6Ovb09HTp0oKioCFtbWyRJwtzcnGXLluHr68utW7cwMjLi888/59y5c0yePJnXXnuNKVOmULduXVauXMm5c+dwcXFh5cqVrFq1CkmS8PDwYOHChQwePBhdXV3lLEDNfX/Q3x0hl2VZOQNRM2g4c+YMJ0+eRFtbW9mmrlqzdetWPvjgAzZt2qTctnPnTqW+ub29PWlpaRgZGWFgYICPjw9OTk5MnjyZsrIygoODKS4uJjk5GTc3N1q3bs2hQ4f4/vvv+fzzz7G1tQXg/PnzODg4sHbtWpKSkhg5ciQeHh4YGBhQVFREnTp1WLhwIWvWrOHChQts27ZN2feAgACl3KXw35BTWMaV5DxyCsv+z89VVVWlHKwPGzbsvoB87969TJ48mT/++EP520tMTGTPnj388MMPVFZWoqGhgampKampqQBs3LiR3r17c/HiRWbNmsXMmTOVgQJBeB6JdBdB+I+pLW9cPTKlDjrr1atHbGwsHh4e7N27l8jISD755BOio6OZM2cODRs2xMPDA11dXSwtLamoqCA5ORkfHx/27NlD165dSUhIwMLCgrNnzzJt2jR+/fVXkpKSmDJlCnp6ehw4cID+/fsD8PLLL7N69Wquhl6gqjifO7k5ymTFl156iSZNmnDjxg10dHTQ0dHhzp07BAQEYG1tTYsWLdixYwfJycnk5+dTVFREWloagYGBzJs3j9OnTzNw4EBatWqFJEl06tSJTp06/Wnf1BZ8/9M0jpq52Q/+VLt+/Trbt29n06ZN9O7dG0NDQ9asWUPjxo3p2bMnDRo04OTJk3To0AFdXV10dHTo06ePMnFWnZ5iZ2fHtWvXaNu2LSkpKZw5c4bRo0eza9cu0tLSCAoKorS0lA0bNmBra0tISAjm5uZ88MEHfPHFFxw4cAAdHR02bNhAbGwsmpqabNiwQWmnnp4ePj4+D+2XyD//b/m/rsegDrbVn5ndu3dz/fp1nJ2d2bp1K7Iss3TpUszMzLh48SLt2rWjvLwcWZb54Ycf2LZtGw4ODhQVFVFSUsKQIUNwcXEhNTWViooKzpw5Q0REBGvXriUrKwtHR0d0dHSeSF8Iwr9BBOmC8AKrbcJibSkZly5d4saNG1y8eBEfHx+cnZ2JjY2loKCAH374gVdffRUTExM2btyIv78/U6dOVR5ra2uLSqUiLy+PxMREtmzZwpw5c3BxcWHp0qVERkYSFBREt27dAPD392fChAmkpaWxY8cOjh07RlZWFk2aNKFLly5MnDiRnj173rdKZ0FBAS1atOD7779HT0+PvLw88vPzSUtLY9SoUWRnZxMXF8frr79O3759qVOnDrIs07p1a1q3bv3Q/j5qgus/SVdRj4w/+Bzq56/5XDk5OZw6dYqCggK+/vprunXrxoQJE9DW1iY/P5+ePXsycOBAEhISKC0tpWvXrvTq1YvKyko2bNjAsmXLmDFjBiEhIXh4eHDnzh0iIyPp1asXUH1QdeLECUxNTVm/fr3ynmtqahITE8Prr7/O3r17mTJlCkVFRbi6utK+fXv09PTuG2k0NzdXFlNS7+OD+/bghGDhv+GfrMfwqAO5Bz8vFy9epFOnTpibmzNixAh+/fVXLly4QJcuXTAzM8PY2Ji7d++Sm5tL79696d69OwUFBUyZMoWdO3fSqVMn3NzcuHHjBvHx8bi7u6Otrc2mTZvuOzslCM8rEaQLwgusZoBeXFxMYWEhMTExfPnll5iZmTFkyBA6dOjAjz/+yDfffMO6desYMGAAJSUl/Prrr2zevBk/Pz+Cg4PJyMjAysqKxo0bA9Wrgarrg2tqapKXl0edOnU4fvw4e/bsITs7m6NHjxIQEADAkCFDiIuLIz8/n6FDh2JnZ4evr6+ygJB6IZy+ffty/vx5ZsyYgSRJnD17lnfffZcNGzawdu1aJEli9OjRODs7Y2NjA8CMGTMe2Qe1VXz4p7njtQX1teWM37lzh7y8POrVq0dMTAzLli1j0aJFREVF0b9/f7799ls+//xz9u7dy7fffsvIkSOJiIigZ8+emJmZ4eLigpGREV5eXqhUKrS0tHjrrbdo3bo1x44dU3Lizc3NCQ0NxdLSEgALCwuSk5PJzMykc+fOSnuCgoIwMjKiqqoKBwcHNm/e/Jf7+mdBlfDfVdt6DFqSRFJOERaGOrUevD14sJqbm8uxY8fw8PDAy8uLkpISMjIyaNKkCVZWVnh7e3Pjxg0KCwtxd3enTp06JCcnc/fuXQwMDJg4cSJxcXE4ODhgbm5OZGQkDRs2ZOfOnVRUVNCsWTOOHDmiBOjnz5+nrKzsvkpMgvA8EUG6ILxgqqqqUKlUlJSUsGXLFuzs7OjXrx+LFy/m1q1baGhoMHDgQPLy8pg/fz7Ozs5069aN7777jgEDBgAQGBjImDFjyMjI4NNPPwVAR0cHY2Nj/vjjD/r164e+fnUddmtrawwMDLh+/Tq9evUiODgYPz8/jIyMeOWVV9DT0wNg+PDh2Nra3pfD3KFDh/vaLssyCxYsIDU1lc2bN1NSUsLIkSMJDAzEwsKCNm3a/Ol+1zaq/TjKsdX2HFeuXOHQoUOUlZXx8ccfY2BgwKpVq8jOzubLL7/EwsKCW7dukZKSQtOmTdHW1qZXr16YmppSVFTEqVOnGDZsGFVVVVy7dg0vLy/Mzc3R09MjJSWFRo0aAdWrh44dO5YPPvhAORipqqrCy8uLtLQ0jI2NcXFxYfLkycp7oqZebOjBflLvU21BuAjMhdrUth5DpSzjZGl432cmKyuL2NhYrK2tcXd3Z+XKlYSGhrJ8+XJlrsWOHTuQZRlXV1cA5UCySZMmODs7M3/+fNq0acP777/PlClTKCkpITo6mkOHDhEfHw9Ap06dyMjIoH379pSUlJCamkrPnj25fv06bdu2pbCwEBMTk/vO+gnC80YE6YLwAikuLmbGjBm0atWK1q1bs2jRIl566SVeeeUVSkpKsLS05MqVKwwaNIiKigru3r3L1q1b+eijjygoKFCep169etja2vLuu++yfft2ZWn4QYMG0a9fP1asWEFqaip3795l1apVODo6IkkSFRUVfPnll9y6dYuGDRtiaGioPGfbtm2V3x+Vy6zeVrduXSZNmvTQ7Q+uUlrTPy1zqA5W/+px5eXl7Ny5k0uXLpGfn8+mTZtIS0tj3LhxNGnSBGNjY4KCgjh79izOzs5kZ2ejUqmwtbXF2NiYxMREvLy8MDAwoLy8HKjOIVfn1drZ2ZGfn68czFhZWREbG0vHjh2RJImqqirefPNN1q1bp5SUO3LkCI6OjkpQbmNjo1Rrqa3Pavb1P+0nQYCH12Mor6piVFNddm2rPpju168fx48fZ/Xq1Tg6OtKoUSN69uzJqFGjWLJkCf3798ff35/g4GAMDAzIzMwkNzeXwMBAtLW1MTIyoqysjHbt2vHhhx9y9+5dXFxc0NbWJj09ncaNG1NZWcmpU6eIjIzk7t27REZGMmTIEJycnNDS0kJTU5Nx48bx2muv4ejo+LS7TBD+z0R1F0F4gRgYGNC+fXt++OEHbG1tMTMzw9DQkIiICEJCQmjQoAHe3t7KaWgnJyfy8vIwMzNDX19fWbRGT08PDQ0NOnTowNy5czl+/DjDhw/H0tKSnTt3kpSUhJmZGW+++SYaGhq8//77jBgxAm1tbczNzWnWrJkSoNdWFeXvjNaqq82oaozeqVNMHsfouKam5t8KWPfs2cOBAwdo1KgRgwYNQqVSsXPnTho1asSiRYuYOnUqGhoanD59GgsLC2USLYClpSVxcXEANGzYkHPnzgHV6SqamprExcXRq1cvTp06hbu7OwcPHqRJkyZKjXT1JNbs7GyaNm2Ks7MzUL2Y0OjRo+8LRGrrZxAj48Lj06upPb+Pf4nvhvmzvIM+3y2eRHR0NJaWlty8eZNffvmFCxcuMHfuXJKTk5k/fz6SJPHBBx/g7e3N/Pnzef3114Hq0fOzZ8/i6emJrq4utra2ZGdnY2pqyubNm/noo4/Q0NCgvLyc69evU7duXaZNm8acOXNISkriiy++YPTo0QAsWbKEl156Sfmsq/8u1H9DgvC8EiPpgvCC6dmzJ59++ikxMTG0bt0aDw8PIiIiuHXrFo6OjuzevZu0tDTs7e05evSoUkscICQkhB49egDQunVrrl27Ro8ePVi2bBmyLGNiYoKJiQlLlix56HX/anT8n6ot5/tR1AsnFRcXs3r1atq1a6fkwtempKSE9evXc/HiRXR0dFi0aBEWFhb33Ue9PzNnzmTdunVKzXSA+Ph4fH19KSoqwtDQkObNmyurcxYVFZGZmYmzszMFBQWEhIQAUL9+fQ4fPkxwcDCGhoZYWlqSlJREUFAQn376KXl5ebRr107pf7WkpCTeeustHB0d6dixI7IsY21tXWt/CcKTZmmki4WhDhePxOHl5cWiRYvQ1dXlxo0b7Nu3jxYtWmBkZISPjw9vvvkmAIaGhmRkZNClSxc+/fRTVq1ahYGBASqVitzcXGxtbZW1E9LS0ujYsaPyeqNGjcLBwQGAYcOGMWzYsFrbVdv3j1h5VHjeiSBdEF5AXbp0Ye7cuXh7e9O7d28mTJiApqYmvr6+tGjRgs8++4yCggJkWWbMmDEAzJ49G3v7/19ObevWrUB1WkjN7fD/637X/Cf4bwWJNV9blmX27duHq6urklIyePBgbGxsUKlUpKSkYGdnh5aWFsnJyYwePZrVq1dz6dIlCgoK+OSTT7h06RILFixg1KhRODk5Kf/sJUmiuLiYJk2aUFZWXRO6sLAQIyMjXF1dCQ8Pp0uXLhgaGlJeXs7NmzcZNmwYderUYfr06fj5+ZGRkUG9evWQZZm3335bqefs6urK8uXLlX168ICi5oQ7e3t7Dh48iJGRESCCceHpkySJLl26sHnzZj7++GMqKipo166dMnHTxMTkvvvHxMRw584dduzYwWeffcYHH3zAwIED6dSpE4WFhdja2tKyZUtcXV2VydBQ/bf+4DwU9Zk19d9ozTYJwotGBOmC8AIaPHgwffv2xcDAAAcHB2xsbKhbty6yLDNnzhyOHTtGZWUlrVq1wtzcnKqqKt57772HnufPaob/G/8Ua6tbXvO1JUni1KlThIaGEhYWRtu2bQkJCaG8vJxGjRoxbdo0Jk2aRIcOHTh79iwNGjTA2NiYjRs3YmFhwalTp9i1axcqlYoBAwbg5OR0337p6uri4ODAkSNH6NSpkxIo9+jRg7Vr1zJlyhSsrKzIysrio48+AmD06NF899132NjYMHjwYJydnZEkia5duyrPqw7Aa47+1QzMax78aGpqKq8rCM8KJycnzp49S1FREVu2bOHkyZPExsayefNmWrVqxdWrV0lNTWXUqFEsWLCArl27YmZmxty5c0lPT1cW5VLX+nd2dlbSudRq+44Ro+PCf4n0IuRr+fn5yZcuXXrazRCEZ0ZVVRVLly7Fzs6Ot956i+LiYgwMDP7ycc/64jRZWVmEhoaSlJSklC3s2bMnMTExeHp6sm7dOvbu3UtycjLLly9n4sSJVFZWsnjxYmbPns3du3dZsmSJMqo9ePBg6tevj6+vrzJxU03dF6dOnWLRokV4eHiQkJCApaUlX3/9NdnZ2WzYsAFJkujYsSMtWrT4y/ar03IE4XlXXFysVC86ffo0VVVVDBgwgIMHD3LkyBHs7e0JDg6mb9++VFZWYmhoeN+BqPrslK6u7p+9zAtLkqTLsiz7Pe12CM82EaQLwguutsD7wZX/njUVFRUkJiZy8eJFLl68yDvvvIO+vj4zZ84EqiedOTg48M477xAaGsqxY8eYMWMGxsbGHDlyhN27dzNz5kxyc3P55ptvaNeuHUVFRURFRbFo0SKWLFlCXFwca9asUV7v1q1bj1ziPjExkW3bttG4cWN8fX1xcnL60/bXVptdEF4kpaWlLFiwgJCQEJo1a0a/fv1o3rz533rssz4Y8G8QQbrwd4j/IILwAlOXK3zQv5Wu8r+aPn06r7zyCsnJyUrdcXX5w0WLFuHq6sr+/fsJCQnB3d2djIwMoqKigOrT5iUlJSQnJ+Pp6UnXrl2ZNWsWiYmJSu53v379SEhIYNiwYXTv3p02bdqQlJQEVPfZg1VlnJ2dmTRpEr17974vQFdXoHlwsENDQ0ME6MILTU9PjxkzZnDo0CHmzZt3X4CuUqmUS22e5e8eQXiWiPOugvACe14DRTs7OzQ0NBg3bhz5+flMnTqVsLAwYmNjWb16NY0bN8bb25uQkBC6d++OSqWioqICqK6ioqWlRWZmJgDdu3dn2rRpzJgxg4yMDKC6Dvz27dvZu3cv9evXx8vLCysrK+DhPispKVFSYWqbLCvqjgv/ZbVN5Hxev3cE4VkjgnRBEJ45vr6+ykI9GhoaODg4kJCQwJYtW7h58yba2tqMHz+ejIwMdHR0cHZ2Zt++fVy4cIE333yTqqoq0tPTqaioQFtbm7Vr15KcnIyZmZnyGhYWFrzzzjv3ve7t27f57bffiIiI4ObNm1y/fp3hw4fzwQcfoK+vL0YABeEBIiAXhCdHBOmCIDxzGjRoQEVFBUVFRRgZGSkLI5WWlrJ79240NDSIjo6mqKiI9PR0xowZw4wZM4iOjqaqqoolS5ZgZWWlBBDNmzevNV9WnaaiUqnQ1NRUlhwfPHgwLi4umJiYiCBEEARBeCpEkC4IwjPH0tISbW1tIiMjCQgIQE9Pj5s3b7J06VL279+PhoYGo0ePxsHBAWtrazQ1NVm1atWfPmfNyhJq6pFxdcpK+/btad++/ZPZKUGavXu/AAAG3UlEQVQQBEH4B0SQLgjCM0dbWxt/f3/y8/MBCA4Opk+fPpibmyurGD5IPYlTU1NT1FcWBEEQnnsiSBcE4Zm0evVqoHoE/MFVCNVVax5c2EjUIBcEQRBeFOI/miAIz6xHpaiIiiqCIAjCi06c/xUE4ZklUlQEQRCE/yrxH1AQBEEQBEEQnjEiSBcEQRAEQRCEZ4wI0gVBEARBEAThGSOCdEEQBEEQBEF4xoggXRAEQRAEQRCeMSJIFwRBEARBEIRnjAjSBUEQBEEQBOEZI8my/LTb8H8mSVIWkPi02/GcsQKyn3YjXmCif58c0bdPlujfJ0f07ZP1PPWvsyzL1k+7EcKz7YUI0oV/TpKkS7Is+z3tdryoRP8+OaJvnyzRv0+O6NsnS/Sv8KIR6S6CIAiCIAiC8IwRQbogCIIgCIIgPGNEkP7f9fXTbsALTvTvkyP69skS/fvkiL59skT/Ci8UkZMuCIIgCIIgCM8YMZIuCIIgCIIgCM8YEaQLgiAIgiAIwjNGBOn/AZIkDZAk6aokSSpJkvweuG2iJEk3JUm6JklS1xrbu93bdlOSpAn/fqufP5IkzZAkKUWSpPB7l6Aat9Xaz8I/Iz6Xj5ckSbckSYq893m9dG+bhSRJRyVJunHvp/nTbufzQpKkjZIkZUqSFFVjW639KVVbce+zHCFJku/Ta/nz4RH9K753hReWCNL/G6KAvsDpmhslSWoMDAI8gW7AV5IkaUqSpAmsBroDjYHX7t1X+GvLZVlueu/yCzy6n59mI59H4nP5xHS893lVH8BPAI7JsuwGHLt3Xfh7NlP9N17To/qzO+B27/IesOZfauPzbDMP9y+I713hBSWC9P8AWZZjZFm+VstNwcAOWZbLZFlOAG4CLe9dbsqyHC/Lcjmw4959hf/No/pZ+GfE5/LfEQx8e+/3b4HeT7EtzxVZlk8DuQ9sflR/BgNb5Gp/AGaSJNn9Oy19Pj2ifx9FfO8Kzz0RpP+32QPJNa7fvrftUduFvzbq3qnrjTXSBER/Ph6iHx8/GfhVkqTLkiS9d2+brSzLaQD3fto8tda9GB7Vn+Lz/PiI713hhSSC9BeEJEm/SZIUVcvlz0YapVq2yX+y/T/vL/p5DdAAaAqkAUvVD6vlqUR//nOiHx+/NrIs+1KdevGhJEntn3aD/kPE5/nxEN+7wgtL62k3QHg8ZFnu9D887DbgWOO6A5B67/dHbf9P+7v9LEnSN8CBe1f/rJ+Fv0/042Mmy3LqvZ+ZkiTtoTodIEOSJDtZltPupV9kPtVGPv8e1Z/i8/wYyLKcof5dfO8KLxoxkv7f9jMwSJIkXUmS6lE9gekCcBFwkySpniRJOlRPvvn5KbbzufBAPmkfqifswqP7WfhnxOfyMZIkyVCSJGP170AXqj+zPwND7t1tCLDv6bTwhfGo/vwZGHyvyksAcFedFiP8feJ7V3iRiZH0/wBJkvoAKwFr4KAkSeGyLHeVZfmqJEk/ANFAJfChLMtV9x4zCjgCaAIbZVm++pSa/zxZJElSU6pPqd4CRgD8WT8Lf58sy5Xic/lY2QJ7JEmC6v8F22VZPixJ0kXgB0mS3gWSgAFPsY3PFUmSvgcCAStJkm4D04EF1N6fvwBBVE9oLAaG/usNfs48on8Dxfeu8KKSZFmkaAmCIAiCIAjCs0SkuwiCIAiCIAjCM0YE6YIgCIIgCILwjBFBuiAIgiAIgiA8Y0SQLgiCIAiCIAjPGBGkC4Ig/L/27tA1qyiM4/j3pwtuDAQRQVBWJmgTRNCkoIjV4ZplRU12QUQQw/YHCKJFYV2wiCIMLO8cAxG0GF0yaHAYNDyG9wbz0N3De7+fdDnn4fKc9uNyLo8kSY0xpEvSDiR5kORLku2+e5EkTR5DuiTtzAvGEzolSfrnDOmSBifJ8ySbST4muZ5kLsnnJAeT7EnyNsmlrvZakndJ3id5lGQvQFWNnBApSfpfHGYkaXCSHKiqb0mmgQ3gHOOR4peBdWC+qm4kOQGsAAtV9TvJQ2BUVc/+etd2Vc32cAxJ0gSb6rsBSerBrSRXuuejwLGqepJkEbgJnOz2LgCngI0kANPA191uVpI0PIZ0SYOS5DxwEThbVT+TrAH7kswAR7qyWeAHEOBpVd3uo1dJ0nB5J13S0OwHvncB/ThwpltfBlaBu8Djbu0NcDXJIRhfk0kyt9sNS5KGx5AuaWheAlNJPgD3gRHjO+mngeWqWgV+JVmqqk/AHeBVV/8aOAyQZCXJFjCTZCvJvR7OIkmaUP44KkmSJDXGL+mSJElSYwzpkiRJUmMM6ZIkSVJjDOmSJElSYwzpkiRJUmMM6ZIkSVJjDOmSJElSY/4AWAMZLwNs1wcAAAAASUVORK5CYII=\n",
             "text/plain": [
-              "<matplotlib.figure.Figure at 0x1faa9290160>"
+              "<matplotlib.figure.Figure at 0x1b309837a58>"
             ]
           },
           "metadata": {},
@@ -2330,16 +2350,405 @@
       ],
       "source": [
         "ax = tr.plot(x='axe1', y='axe2', kind='scatter', figsize=(10, 10))\n",
-        "for t, (x, y) in tr.iterrows():\n",
+        "for t, (x, y, z) in tr.iterrows():\n",
         "    ax.text(x, y, t, fontsize=10, rotation=10)\n",
-        "ax.set_title(\"ACP sur les variables\");"
+        "ax.set_title(\"ACP sur les variables - axe 1, 2\");"
+      ]
+    },
+    {
+      "cell_type": "code",
+      "execution_count": 41,
+      "metadata": {},
+      "outputs": [
+        {
+          "data": {
+            "image/png": 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\n",
+            "text/plain": [
+              "<matplotlib.figure.Figure at 0x1b31cf87470>"
+            ]
+          },
+          "metadata": {},
+          "output_type": "display_data"
+        }
+      ],
+      "source": [
+        "ax = tr.plot(x='axe1', y='axe3', kind='scatter', figsize=(10, 10))\n",
+        "for t, (x, y, z) in tr.iterrows():\n",
+        "    ax.text(x, z, t, fontsize=10, rotation=10)\n",
+        "ax.set_title(\"ACP sur les variables - axe 1, 3\");"
       ]
     },
     {
       "cell_type": "markdown",
       "metadata": {},
       "source": [
-        "On voit quelques variables \u00e0 supprimer car tr\u00e8s corr\u00e9l\u00e9es. Un petit peu plus de temps, quelques zoom et on pourrait supprimer quelques variables."
+        "On voit quelques variables \u00e0 supprimer car tr\u00e8s corr\u00e9l\u00e9es comme la relation ou la situation maritale. On voit aussi que les deux genres homme/femme sont oppos\u00e9s. On voit aussi que certaines cat\u00e9gories sont tr\u00e8s proches comme Prof, Masters ou dipl\u00f4m\u00e9s. Il est probable que le mod\u00e8le de pr\u00e9diction ne p\u00e2tisse pas du regroupement de ces trois cat\u00e9gories. On utilise [bokeh](https://bokeh.pydata.org/en/latest/) pour pouvoir zoomer."
+      ]
+    },
+    {
+      "cell_type": "code",
+      "execution_count": 42,
+      "metadata": {},
+      "outputs": [
+        {
+          "data": {
+            "text/html": [
+              "\n",
+              "    <div class=\"bk-root\">\n",
+              "        <a href=\"https://bokeh.pydata.org\" target=\"_blank\" class=\"bk-logo bk-logo-small bk-logo-notebook\"></a>\n",
+              "        <span id=\"0d66f54f-4334-498e-9f50-cbcb989c9523\">Loading BokehJS ...</span>\n",
+              "    </div>"
+            ]
+          },
+          "metadata": {},
+          "output_type": "display_data"
+        },
+        {
+          "data": {
+            "application/javascript": [
+              "\n",
+              "(function(root) {\n",
+              "  function now() {\n",
+              "    return new Date();\n",
+              "  }\n",
+              "\n",
+              "  var force = true;\n",
+              "\n",
+              "  if (typeof (root._bokeh_onload_callbacks) === \"undefined\" || force === true) {\n",
+              "    root._bokeh_onload_callbacks = [];\n",
+              "    root._bokeh_is_loading = undefined;\n",
+              "  }\n",
+              "\n",
+              "  var JS_MIME_TYPE = 'application/javascript';\n",
+              "  var HTML_MIME_TYPE = 'text/html';\n",
+              "  var EXEC_MIME_TYPE = 'application/vnd.bokehjs_exec.v0+json';\n",
+              "  var CLASS_NAME = 'output_bokeh rendered_html';\n",
+              "\n",
+              "  /**\n",
+              "   * Render data to the DOM node\n",
+              "   */\n",
+              "  function render(props, node) {\n",
+              "    var script = document.createElement(\"script\");\n",
+              "    node.appendChild(script);\n",
+              "  }\n",
+              "\n",
+              "  /**\n",
+              "   * Handle when an output is cleared or removed\n",
+              "   */\n",
+              "  function handleClearOutput(event, handle) {\n",
+              "    var cell = handle.cell;\n",
+              "\n",
+              "    var id = cell.output_area._bokeh_element_id;\n",
+              "    var server_id = cell.output_area._bokeh_server_id;\n",
+              "    // Clean up Bokeh references\n",
+              "    if (id !== undefined) {\n",
+              "      Bokeh.index[id].model.document.clear();\n",
+              "      delete Bokeh.index[id];\n",
+              "    }\n",
+              "\n",
+              "    if (server_id !== undefined) {\n",
+              "      // Clean up Bokeh references\n",
+              "      var cmd = \"from bokeh.io.state import curstate; print(curstate().uuid_to_server['\" + server_id + \"'].get_sessions()[0].document.roots[0]._id)\";\n",
+              "      cell.notebook.kernel.execute(cmd, {\n",
+              "        iopub: {\n",
+              "          output: function(msg) {\n",
+              "            var element_id = msg.content.text.trim();\n",
+              "            Bokeh.index[element_id].model.document.clear();\n",
+              "            delete Bokeh.index[element_id];\n",
+              "          }\n",
+              "        }\n",
+              "      });\n",
+              "      // Destroy server and session\n",
+              "      var cmd = \"import bokeh.io.notebook as ion; ion.destroy_server('\" + server_id + \"')\";\n",
+              "      cell.notebook.kernel.execute(cmd);\n",
+              "    }\n",
+              "  }\n",
+              "\n",
+              "  /**\n",
+              "   * Handle when a new output is added\n",
+              "   */\n",
+              "  function handleAddOutput(event, handle) {\n",
+              "    var output_area = handle.output_area;\n",
+              "    var output = handle.output;\n",
+              "\n",
+              "    // limit handleAddOutput to display_data with EXEC_MIME_TYPE content only\n",
+              "    if ((output.output_type != \"display_data\") || (!output.data.hasOwnProperty(EXEC_MIME_TYPE))) {\n",
+              "      return\n",
+              "    }\n",
+              "\n",
+              "    var toinsert = output_area.element.find(\".\" + CLASS_NAME.split(' ')[0]);\n",
+              "\n",
+              "    if (output.metadata[EXEC_MIME_TYPE][\"id\"] !== undefined) {\n",
+              "      toinsert[0].firstChild.textContent = output.data[JS_MIME_TYPE];\n",
+              "      // store reference to embed id on output_area\n",
+              "      output_area._bokeh_element_id = output.metadata[EXEC_MIME_TYPE][\"id\"];\n",
+              "    }\n",
+              "    if (output.metadata[EXEC_MIME_TYPE][\"server_id\"] !== undefined) {\n",
+              "      var bk_div = document.createElement(\"div\");\n",
+              "      bk_div.innerHTML = output.data[HTML_MIME_TYPE];\n",
+              "      var script_attrs = bk_div.children[0].attributes;\n",
+              "      for (var i = 0; i < script_attrs.length; i++) {\n",
+              "        toinsert[0].firstChild.setAttribute(script_attrs[i].name, script_attrs[i].value);\n",
+              "      }\n",
+              "      // store reference to server id on output_area\n",
+              "      output_area._bokeh_server_id = output.metadata[EXEC_MIME_TYPE][\"server_id\"];\n",
+              "    }\n",
+              "  }\n",
+              "\n",
+              "  function register_renderer(events, OutputArea) {\n",
+              "\n",
+              "    function append_mime(data, metadata, element) {\n",
+              "      // create a DOM node to render to\n",
+              "      var toinsert = this.create_output_subarea(\n",
+              "        metadata,\n",
+              "        CLASS_NAME,\n",
+              "        EXEC_MIME_TYPE\n",
+              "      );\n",
+              "      this.keyboard_manager.register_events(toinsert);\n",
+              "      // Render to node\n",
+              "      var props = {data: data, metadata: metadata[EXEC_MIME_TYPE]};\n",
+              "      render(props, toinsert[0]);\n",
+              "      element.append(toinsert);\n",
+              "      return toinsert\n",
+              "    }\n",
+              "\n",
+              "    /* Handle when an output is cleared or removed */\n",
+              "    events.on('clear_output.CodeCell', handleClearOutput);\n",
+              "    events.on('delete.Cell', handleClearOutput);\n",
+              "\n",
+              "    /* Handle when a new output is added */\n",
+              "    events.on('output_added.OutputArea', handleAddOutput);\n",
+              "\n",
+              "    /**\n",
+              "     * Register the mime type and append_mime function with output_area\n",
+              "     */\n",
+              "    OutputArea.prototype.register_mime_type(EXEC_MIME_TYPE, append_mime, {\n",
+              "      /* Is output safe? */\n",
+              "      safe: true,\n",
+              "      /* Index of renderer in `output_area.display_order` */\n",
+              "      index: 0\n",
+              "    });\n",
+              "  }\n",
+              "\n",
+              "  // register the mime type if in Jupyter Notebook environment and previously unregistered\n",
+              "  if (root.Jupyter !== undefined) {\n",
+              "    var events = require('base/js/events');\n",
+              "    var OutputArea = require('notebook/js/outputarea').OutputArea;\n",
+              "\n",
+              "    if (OutputArea.prototype.mime_types().indexOf(EXEC_MIME_TYPE) == -1) {\n",
+              "      register_renderer(events, OutputArea);\n",
+              "    }\n",
+              "  }\n",
+              "\n",
+              "  \n",
+              "  if (typeof (root._bokeh_timeout) === \"undefined\" || force === true) {\n",
+              "    root._bokeh_timeout = Date.now() + 5000;\n",
+              "    root._bokeh_failed_load = false;\n",
+              "  }\n",
+              "\n",
+              "  var NB_LOAD_WARNING = {'data': {'text/html':\n",
+              "     \"<div style='background-color: #fdd'>\\n\"+\n",
+              "     \"<p>\\n\"+\n",
+              "     \"BokehJS does not appear to have successfully loaded. If loading BokehJS from CDN, this \\n\"+\n",
+              "     \"may be due to a slow or bad network connection. Possible fixes:\\n\"+\n",
+              "     \"</p>\\n\"+\n",
+              "     \"<ul>\\n\"+\n",
+              "     \"<li>re-rerun `output_notebook()` to attempt to load from CDN again, or</li>\\n\"+\n",
+              "     \"<li>use INLINE resources instead, as so:</li>\\n\"+\n",
+              "     \"</ul>\\n\"+\n",
+              "     \"<code>\\n\"+\n",
+              "     \"from bokeh.resources import INLINE\\n\"+\n",
+              "     \"output_notebook(resources=INLINE)\\n\"+\n",
+              "     \"</code>\\n\"+\n",
+              "     \"</div>\"}};\n",
+              "\n",
+              "  function display_loaded() {\n",
+              "    var el = document.getElementById(\"0d66f54f-4334-498e-9f50-cbcb989c9523\");\n",
+              "    if (el != null) {\n",
+              "      el.textContent = \"BokehJS is loading...\";\n",
+              "    }\n",
+              "    if (root.Bokeh !== undefined) {\n",
+              "      if (el != null) {\n",
+              "        el.textContent = \"BokehJS \" + root.Bokeh.version + \" successfully loaded.\";\n",
+              "      }\n",
+              "    } else if (Date.now() < root._bokeh_timeout) {\n",
+              "      setTimeout(display_loaded, 100)\n",
+              "    }\n",
+              "  }\n",
+              "\n",
+              "\n",
+              "  function run_callbacks() {\n",
+              "    try {\n",
+              "      root._bokeh_onload_callbacks.forEach(function(callback) { callback() });\n",
+              "    }\n",
+              "    finally {\n",
+              "      delete root._bokeh_onload_callbacks\n",
+              "    }\n",
+              "    console.info(\"Bokeh: all callbacks have finished\");\n",
+              "  }\n",
+              "\n",
+              "  function load_libs(js_urls, callback) {\n",
+              "    root._bokeh_onload_callbacks.push(callback);\n",
+              "    if (root._bokeh_is_loading > 0) {\n",
+              "      console.log(\"Bokeh: BokehJS is being loaded, scheduling callback at\", now());\n",
+              "      return null;\n",
+              "    }\n",
+              "    if (js_urls == null || js_urls.length === 0) {\n",
+              "      run_callbacks();\n",
+              "      return null;\n",
+              "    }\n",
+              "    console.log(\"Bokeh: BokehJS not loaded, scheduling load and callback at\", now());\n",
+              "    root._bokeh_is_loading = js_urls.length;\n",
+              "    for (var i = 0; i < js_urls.length; i++) {\n",
+              "      var url = js_urls[i];\n",
+              "      var s = document.createElement('script');\n",
+              "      s.src = url;\n",
+              "      s.async = false;\n",
+              "      s.onreadystatechange = s.onload = function() {\n",
+              "        root._bokeh_is_loading--;\n",
+              "        if (root._bokeh_is_loading === 0) {\n",
+              "          console.log(\"Bokeh: all BokehJS libraries loaded\");\n",
+              "          run_callbacks()\n",
+              "        }\n",
+              "      };\n",
+              "      s.onerror = function() {\n",
+              "        console.warn(\"failed to load library \" + url);\n",
+              "      };\n",
+              "      console.log(\"Bokeh: injecting script tag for BokehJS library: \", url);\n",
+              "      document.getElementsByTagName(\"head\")[0].appendChild(s);\n",
+              "    }\n",
+              "  };var element = document.getElementById(\"0d66f54f-4334-498e-9f50-cbcb989c9523\");\n",
+              "  if (element == null) {\n",
+              "    console.log(\"Bokeh: ERROR: autoload.js configured with elementid '0d66f54f-4334-498e-9f50-cbcb989c9523' but no matching script tag was found. \")\n",
+              "    return false;\n",
+              "  }\n",
+              "\n",
+              "  var js_urls = [\"https://cdn.pydata.org/bokeh/release/bokeh-0.12.14.min.js\", \"https://cdn.pydata.org/bokeh/release/bokeh-widgets-0.12.14.min.js\", \"https://cdn.pydata.org/bokeh/release/bokeh-tables-0.12.14.min.js\", \"https://cdn.pydata.org/bokeh/release/bokeh-gl-0.12.14.min.js\"];\n",
+              "\n",
+              "  var inline_js = [\n",
+              "    function(Bokeh) {\n",
+              "      Bokeh.set_log_level(\"info\");\n",
+              "    },\n",
+              "    \n",
+              "    function(Bokeh) {\n",
+              "      \n",
+              "    },\n",
+              "    function(Bokeh) {\n",
+              "      console.log(\"Bokeh: injecting CSS: https://cdn.pydata.org/bokeh/release/bokeh-0.12.14.min.css\");\n",
+              "      Bokeh.embed.inject_css(\"https://cdn.pydata.org/bokeh/release/bokeh-0.12.14.min.css\");\n",
+              "      console.log(\"Bokeh: injecting CSS: https://cdn.pydata.org/bokeh/release/bokeh-widgets-0.12.14.min.css\");\n",
+              "      Bokeh.embed.inject_css(\"https://cdn.pydata.org/bokeh/release/bokeh-widgets-0.12.14.min.css\");\n",
+              "      console.log(\"Bokeh: injecting CSS: https://cdn.pydata.org/bokeh/release/bokeh-tables-0.12.14.min.css\");\n",
+              "      Bokeh.embed.inject_css(\"https://cdn.pydata.org/bokeh/release/bokeh-tables-0.12.14.min.css\");\n",
+              "    }\n",
+              "  ];\n",
+              "\n",
+              "  function run_inline_js() {\n",
+              "    \n",
+              "    if ((root.Bokeh !== undefined) || (force === true)) {\n",
+              "      for (var i = 0; i < inline_js.length; i++) {\n",
+              "        inline_js[i].call(root, root.Bokeh);\n",
+              "      }if (force === true) {\n",
+              "        display_loaded();\n",
+              "      }} else if (Date.now() < root._bokeh_timeout) {\n",
+              "      setTimeout(run_inline_js, 100);\n",
+              "    } else if (!root._bokeh_failed_load) {\n",
+              "      console.log(\"Bokeh: BokehJS failed to load within specified timeout.\");\n",
+              "      root._bokeh_failed_load = true;\n",
+              "    } else if (force !== true) {\n",
+              "      var cell = $(document.getElementById(\"0d66f54f-4334-498e-9f50-cbcb989c9523\")).parents('.cell').data().cell;\n",
+              "      cell.output_area.append_execute_result(NB_LOAD_WARNING)\n",
+              "    }\n",
+              "\n",
+              "  }\n",
+              "\n",
+              "  if (root._bokeh_is_loading === 0) {\n",
+              "    console.log(\"Bokeh: BokehJS loaded, going straight to plotting\");\n",
+              "    run_inline_js();\n",
+              "  } else {\n",
+              "    load_libs(js_urls, function() {\n",
+              "      console.log(\"Bokeh: BokehJS plotting callback run at\", now());\n",
+              "      run_inline_js();\n",
+              "    });\n",
+              "  }\n",
+              "}(window));"
+            ],
+            "application/vnd.bokehjs_load.v0+json": "\n(function(root) {\n  function now() {\n    return new Date();\n  }\n\n  var force = true;\n\n  if (typeof (root._bokeh_onload_callbacks) === \"undefined\" || force === true) {\n    root._bokeh_onload_callbacks = [];\n    root._bokeh_is_loading = undefined;\n  }\n\n  \n\n  \n  if (typeof (root._bokeh_timeout) === \"undefined\" || force === true) {\n    root._bokeh_timeout = Date.now() + 5000;\n    root._bokeh_failed_load = false;\n  }\n\n  var NB_LOAD_WARNING = {'data': {'text/html':\n     \"<div style='background-color: #fdd'>\\n\"+\n     \"<p>\\n\"+\n     \"BokehJS does not appear to have successfully loaded. If loading BokehJS from CDN, this \\n\"+\n     \"may be due to a slow or bad network connection. Possible fixes:\\n\"+\n     \"</p>\\n\"+\n     \"<ul>\\n\"+\n     \"<li>re-rerun `output_notebook()` to attempt to load from CDN again, or</li>\\n\"+\n     \"<li>use INLINE resources instead, as so:</li>\\n\"+\n     \"</ul>\\n\"+\n     \"<code>\\n\"+\n     \"from bokeh.resources import INLINE\\n\"+\n     \"output_notebook(resources=INLINE)\\n\"+\n     \"</code>\\n\"+\n     \"</div>\"}};\n\n  function display_loaded() {\n    var el = document.getElementById(\"0d66f54f-4334-498e-9f50-cbcb989c9523\");\n    if (el != null) {\n      el.textContent = \"BokehJS is loading...\";\n    }\n    if (root.Bokeh !== undefined) {\n      if (el != null) {\n        el.textContent = \"BokehJS \" + root.Bokeh.version + \" successfully loaded.\";\n      }\n    } else if (Date.now() < root._bokeh_timeout) {\n      setTimeout(display_loaded, 100)\n    }\n  }\n\n\n  function run_callbacks() {\n    try {\n      root._bokeh_onload_callbacks.forEach(function(callback) { callback() });\n    }\n    finally {\n      delete root._bokeh_onload_callbacks\n    }\n    console.info(\"Bokeh: all callbacks have finished\");\n  }\n\n  function load_libs(js_urls, callback) {\n    root._bokeh_onload_callbacks.push(callback);\n    if (root._bokeh_is_loading > 0) {\n      console.log(\"Bokeh: BokehJS is being loaded, scheduling callback at\", now());\n      return null;\n    }\n    if (js_urls == null || js_urls.length === 0) {\n      run_callbacks();\n      return null;\n    }\n    console.log(\"Bokeh: BokehJS not loaded, scheduling load and callback at\", now());\n    root._bokeh_is_loading = js_urls.length;\n    for (var i = 0; i < js_urls.length; i++) {\n      var url = js_urls[i];\n      var s = document.createElement('script');\n      s.src = url;\n      s.async = false;\n      s.onreadystatechange = s.onload = function() {\n        root._bokeh_is_loading--;\n        if (root._bokeh_is_loading === 0) {\n          console.log(\"Bokeh: all BokehJS libraries loaded\");\n          run_callbacks()\n        }\n      };\n      s.onerror = function() {\n        console.warn(\"failed to load library \" + url);\n      };\n      console.log(\"Bokeh: injecting script tag for BokehJS library: \", url);\n      document.getElementsByTagName(\"head\")[0].appendChild(s);\n    }\n  };var element = document.getElementById(\"0d66f54f-4334-498e-9f50-cbcb989c9523\");\n  if (element == null) {\n    console.log(\"Bokeh: ERROR: autoload.js configured with elementid '0d66f54f-4334-498e-9f50-cbcb989c9523' but no matching script tag was found. \")\n    return false;\n  }\n\n  var js_urls = [\"https://cdn.pydata.org/bokeh/release/bokeh-0.12.14.min.js\", \"https://cdn.pydata.org/bokeh/release/bokeh-widgets-0.12.14.min.js\", \"https://cdn.pydata.org/bokeh/release/bokeh-tables-0.12.14.min.js\", \"https://cdn.pydata.org/bokeh/release/bokeh-gl-0.12.14.min.js\"];\n\n  var inline_js = [\n    function(Bokeh) {\n      Bokeh.set_log_level(\"info\");\n    },\n    \n    function(Bokeh) {\n      \n    },\n    function(Bokeh) {\n      console.log(\"Bokeh: injecting CSS: https://cdn.pydata.org/bokeh/release/bokeh-0.12.14.min.css\");\n      Bokeh.embed.inject_css(\"https://cdn.pydata.org/bokeh/release/bokeh-0.12.14.min.css\");\n      console.log(\"Bokeh: injecting CSS: https://cdn.pydata.org/bokeh/release/bokeh-widgets-0.12.14.min.css\");\n      Bokeh.embed.inject_css(\"https://cdn.pydata.org/bokeh/release/bokeh-widgets-0.12.14.min.css\");\n      console.log(\"Bokeh: injecting CSS: https://cdn.pydata.org/bokeh/release/bokeh-tables-0.12.14.min.css\");\n      Bokeh.embed.inject_css(\"https://cdn.pydata.org/bokeh/release/bokeh-tables-0.12.14.min.css\");\n    }\n  ];\n\n  function run_inline_js() {\n    \n    if ((root.Bokeh !== undefined) || (force === true)) {\n      for (var i = 0; i < inline_js.length; i++) {\n        inline_js[i].call(root, root.Bokeh);\n      }if (force === true) {\n        display_loaded();\n      }} else if (Date.now() < root._bokeh_timeout) {\n      setTimeout(run_inline_js, 100);\n    } else if (!root._bokeh_failed_load) {\n      console.log(\"Bokeh: BokehJS failed to load within specified timeout.\");\n      root._bokeh_failed_load = true;\n    } else if (force !== true) {\n      var cell = $(document.getElementById(\"0d66f54f-4334-498e-9f50-cbcb989c9523\")).parents('.cell').data().cell;\n      cell.output_area.append_execute_result(NB_LOAD_WARNING)\n    }\n\n  }\n\n  if (root._bokeh_is_loading === 0) {\n    console.log(\"Bokeh: BokehJS loaded, going straight to plotting\");\n    run_inline_js();\n  } else {\n    load_libs(js_urls, function() {\n      console.log(\"Bokeh: BokehJS plotting callback run at\", now());\n      run_inline_js();\n    });\n  }\n}(window));"
+          },
+          "metadata": {},
+          "output_type": "display_data"
+        }
+      ],
+      "source": [
+        "import bokeh, bokeh.io as bio\n",
+        "bio.output_notebook()"
+      ]
+    },
+    {
+      "cell_type": "code",
+      "execution_count": 43,
+      "metadata": {
+        "scrolled": false
+      },
+      "outputs": [
+        {
+          "data": {
+            "text/html": [
+              "\n",
+              "<div class=\"bk-root\">\n",
+              "    <div class=\"bk-plotdiv\" id=\"3f418ba9-33fe-4cf2-acf8-f0c96c6e299c\"></div>\n",
+              "</div>"
+            ]
+          },
+          "metadata": {},
+          "output_type": "display_data"
+        },
+        {
+          "data": {
+            "application/javascript": [
+              "(function(root) {\n",
+              "  function embed_document(root) {\n",
+              "    \n",
+              "  var docs_json = 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\"renderers\":[{\"id\":\"38939086-ec52-4f4e-a6bb-449a28ae5021\",\"type\":\"LinearAxis\"},{\"id\":\"c1639b56-3178-4674-9829-a3eed7d523c2\",\"type\":\"Grid\"},{\"id\":\"d76177b3-2b23-4ee6-af84-55cc21053efb\",\"type\":\"LinearAxis\"},{\"id\":\"4637b330-230d-4e1f-b520-3d02b3b4ea32\",\"type\":\"Grid\"},{\"id\":\"2540e286-4a5a-4f9d-b902-3f8ba32dc967\",\"type\":\"BoxAnnotation\"},{\"id\":\"20b42fcc-c685-45f5-a398-d2c150033a19\",\"type\":\"GlyphRenderer\"},{\"id\":\"a51ebe5f-b08e-46a0-9ada-0cec1c074bb0\",\"type\":\"GlyphRenderer\"}],\"title\":{\"id\":\"49050800-b806-4d68-8a28-95cb4c867c36\",\"type\":\"Title\"},\"toolbar\":{\"id\":\"fe871c35-ebcd-4753-804b-474501026ca0\",\"type\":\"Toolbar\"},\"x_range\":{\"id\":\"862961f9-7854-4d30-b8f7-dcc2e4a04f38\",\"type\":\"DataRange1d\"},\"x_scale\":{\"id\":\"d7100c98-11b8-4187-9517-aa006176492d\",\"type\":\"LinearScale\"},\"y_range\":{\"id\":\"40bef37c-d658-4d29-b679-67719eecaad2\",\"type\":\"DataRange1d\"},\"y_scale\":{\"id\":\"d51075a2-35eb-4757-8817-baae3bfba23d\",\"type\":\"LinearScale\"}},\"id\":\"f3d9ea1f-e98d-4747-a9a8-802da5f5a22f\",\"subtype\":\"Figure\",\"type\":\"Plot\"},{\"attributes\":{\"angle\":{\"units\":\"rad\",\"value\":0.1},\"text_alpha\":{\"value\":0.1},\"text_baseline\":\"middle\",\"text_color\":{\"value\":\"black\"},\"text_font_size\":{\"value\":\"8pt\"},\"x\":{\"field\":\"x\"},\"y\":{\"field\":\"y\"}},\"id\":\"5c904294-e4a8-4e6a-8112-9dda4a1b2e32\",\"type\":\"Text\"},{\"attributes\":{\"angle\":{\"units\":\"rad\",\"value\":0.1},\"text_baseline\":\"middle\",\"text_color\":{\"value\":\"black\"},\"text_font_size\":{\"value\":\"8pt\"},\"x\":{\"field\":\"x\"},\"y\":{\"field\":\"y\"}},\"id\":\"9d8b62e1-7e6f-4e31-92b0-6d4e7237fa4c\",\"type\":\"Text\"},{\"attributes\":{},\"id\":\"3b9a8103-53c2-4ab8-ab89-822e142a40bc\",\"type\":\"WheelZoomTool\"},{\"attributes\":{\"dimension\":1,\"plot\":{\"id\":\"f3d9ea1f-e98d-4747-a9a8-802da5f5a22f\",\"subtype\":\"Figure\",\"type\":\"Plot\"},\"ticker\":{\"id\":\"c2ccdd38-9197-413b-a184-7ee1701d8c8f\",\"type\":\"BasicTicker\"}},\"id\":\"4637b330-230d-4e1f-b520-3d02b3b4ea32\",\"type\":\"Grid\"},{\"attributes\":{\"callback\":null},\"id\":\"40bef37c-d658-4d29-b679-67719eecaad2\",\"type\":\"DataRange1d\"}],\"root_ids\":[\"f3d9ea1f-e98d-4747-a9a8-802da5f5a22f\"]},\"title\":\"Bokeh Application\",\"version\":\"0.12.14\"}};\n",
+              "  var render_items = [{\"docid\":\"596ebb5d-fa11-41df-922b-a0dabf680d3b\",\"elementid\":\"3f418ba9-33fe-4cf2-acf8-f0c96c6e299c\",\"modelid\":\"f3d9ea1f-e98d-4747-a9a8-802da5f5a22f\"}];\n",
+              "  root.Bokeh.embed.embed_items_notebook(docs_json, render_items);\n",
+              "\n",
+              "  }\n",
+              "  if (root.Bokeh !== undefined) {\n",
+              "    embed_document(root);\n",
+              "  } else {\n",
+              "    var attempts = 0;\n",
+              "    var timer = setInterval(function(root) {\n",
+              "      if (root.Bokeh !== undefined) {\n",
+              "        embed_document(root);\n",
+              "        clearInterval(timer);\n",
+              "      }\n",
+              "      attempts++;\n",
+              "      if (attempts > 100) {\n",
+              "        console.log(\"Bokeh: ERROR: Unable to run BokehJS code because BokehJS library is missing\")\n",
+              "        clearInterval(timer);\n",
+              "      }\n",
+              "    }, 10, root)\n",
+              "  }\n",
+              "})(window);"
+            ],
+            "application/vnd.bokehjs_exec.v0+json": ""
+          },
+          "metadata": {
+            "application/vnd.bokehjs_exec.v0+json": {
+              "id": "f3d9ea1f-e98d-4747-a9a8-802da5f5a22f"
+            }
+          },
+          "output_type": "display_data"
+        }
+      ],
+      "source": [
+        "from bokeh.plotting import figure, show\n",
+        "p = figure(title=\"ACP sur les variables - axe 1, 2\")\n",
+        "p.circle(tr[\"axe1\"], tr[\"axe2\"])\n",
+        "p.text(tr[\"axe1\"], tr[\"axe2\"], tr.index,\n",
+        "       text_font_size=\"8pt\", text_baseline=\"middle\", angle=0.1)\n",
+        "show(p)"
       ]
     },
     {
@@ -2353,7 +2762,7 @@
     },
     {
       "cell_type": "code",
-      "execution_count": 41,
+      "execution_count": 44,
       "metadata": {},
       "outputs": [
         {
@@ -2378,7 +2787,7 @@
     },
     {
       "cell_type": "code",
-      "execution_count": 42,
+      "execution_count": 45,
       "metadata": {},
       "outputs": [
         {
@@ -2436,7 +2845,7 @@
               "      <td>False</td>\n",
               "      <td>0.007642</td>\n",
               "      <td>0.0</td>\n",
-              "      <td>0.007992</td>\n",
+              "      <td>0.009549</td>\n",
               "      <td>25</td>\n",
               "      <td>...</td>\n",
               "      <td>7</td>\n",
@@ -2456,11 +2865,11 @@
               "      <td>False</td>\n",
               "      <td>0.138880</td>\n",
               "      <td>False</td>\n",
-              "      <td>0.037857</td>\n",
+              "      <td>0.056000</td>\n",
               "      <td>False</td>\n",
               "      <td>0.203497</td>\n",
               "      <td>0.0</td>\n",
-              "      <td>0.277878</td>\n",
+              "      <td>0.293875</td>\n",
               "      <td>38</td>\n",
               "      <td>...</td>\n",
               "      <td>9</td>\n",
@@ -2479,12 +2888,12 @@
               "      <td>1.0</td>\n",
               "      <td>False</td>\n",
               "      <td>0.364649</td>\n",
-              "      <td>True</td>\n",
-              "      <td>0.569333</td>\n",
+              "      <td>False</td>\n",
+              "      <td>0.489167</td>\n",
               "      <td>False</td>\n",
               "      <td>0.277167</td>\n",
               "      <td>0.0</td>\n",
-              "      <td>0.295065</td>\n",
+              "      <td>0.311410</td>\n",
               "      <td>28</td>\n",
               "      <td>...</td>\n",
               "      <td>12</td>\n",
@@ -2504,11 +2913,11 @@
               "      <td>True</td>\n",
               "      <td>0.754975</td>\n",
               "      <td>True</td>\n",
-              "      <td>0.920000</td>\n",
+              "      <td>0.900000</td>\n",
               "      <td>True</td>\n",
               "      <td>0.984138</td>\n",
               "      <td>1.0</td>\n",
-              "      <td>0.959132</td>\n",
+              "      <td>0.953226</td>\n",
               "      <td>44</td>\n",
               "      <td>...</td>\n",
               "      <td>10</td>\n",
@@ -2532,7 +2941,7 @@
               "      <td>False</td>\n",
               "      <td>0.002210</td>\n",
               "      <td>0.0</td>\n",
-              "      <td>0.006588</td>\n",
+              "      <td>0.005256</td>\n",
               "      <td>18</td>\n",
               "      <td>...</td>\n",
               "      <td>10</td>\n",
@@ -2554,17 +2963,17 @@
             "text/plain": [
               "   y_test  pred1  P1(>=50K)  pred2  P2(>=50K)  pred3  P3(>=50K)  pred4  \\\n",
               "0     0.0  False   0.002997  False   0.000000  False   0.007642    0.0   \n",
-              "1     0.0  False   0.138880  False   0.037857  False   0.203497    0.0   \n",
-              "2     1.0  False   0.364649   True   0.569333  False   0.277167    0.0   \n",
-              "3     1.0   True   0.754975   True   0.920000   True   0.984138    1.0   \n",
+              "1     0.0  False   0.138880  False   0.056000  False   0.203497    0.0   \n",
+              "2     1.0  False   0.364649  False   0.489167  False   0.277167    0.0   \n",
+              "3     1.0   True   0.754975   True   0.900000   True   0.984138    1.0   \n",
               "4     0.0  False   0.001904  False   0.000000  False   0.002210    0.0   \n",
               "\n",
               "   P4(>=50K)  age       ...       education_num       marital_status  \\\n",
-              "0   0.007992   25       ...                   7        Never-married   \n",
-              "1   0.277878   38       ...                   9   Married-civ-spouse   \n",
-              "2   0.295065   28       ...                  12   Married-civ-spouse   \n",
-              "3   0.959132   44       ...                  10   Married-civ-spouse   \n",
-              "4   0.006588   18       ...                  10        Never-married   \n",
+              "0   0.009549   25       ...                   7        Never-married   \n",
+              "1   0.293875   38       ...                   9   Married-civ-spouse   \n",
+              "2   0.311410   28       ...                  12   Married-civ-spouse   \n",
+              "3   0.953226   44       ...                  10   Married-civ-spouse   \n",
+              "4   0.005256   18       ...                  10        Never-married   \n",
               "\n",
               "           occupation relationship    race      sex capital_gain capital_loss  \\\n",
               "0   Machine-op-inspct    Own-child   Black     Male            0            0   \n",
@@ -2583,7 +2992,7 @@
               "[5 rows x 22 columns]"
             ]
           },
-          "execution_count": 43,
+          "execution_count": 46,
           "metadata": {},
           "output_type": "execute_result"
         }
@@ -2606,7 +3015,7 @@
     },
     {
       "cell_type": "code",
-      "execution_count": 43,
+      "execution_count": 46,
       "metadata": {},
       "outputs": [
         {
@@ -2672,11 +3081,11 @@
               "    </tr>\n",
               "    <tr>\n",
               "      <th>P2(&gt;=50K)</th>\n",
-              "      <td>0.76</td>\n",
-              "      <td>0.85</td>\n",
+              "      <td>0.82</td>\n",
+              "      <td>0.87</td>\n",
               "      <td>0.75</td>\n",
               "      <td>0.81</td>\n",
-              "      <td>0.96</td>\n",
+              "      <td>0.93</td>\n",
               "    </tr>\n",
               "    <tr>\n",
               "      <th>pred3</th>\n",
@@ -2704,11 +3113,11 @@
               "    </tr>\n",
               "    <tr>\n",
               "      <th>P4(&gt;=50K)</th>\n",
-              "      <td>0.97496</td>\n",
-              "      <td>0.939005</td>\n",
-              "      <td>0.926902</td>\n",
-              "      <td>0.926081</td>\n",
-              "      <td>0.900521</td>\n",
+              "      <td>0.969863</td>\n",
+              "      <td>0.939031</td>\n",
+              "      <td>0.919761</td>\n",
+              "      <td>0.913337</td>\n",
+              "      <td>0.90276</td>\n",
               "    </tr>\n",
               "    <tr>\n",
               "      <th>age</th>\n",
@@ -2824,11 +3233,11 @@
               "pred1                          True                 True   \n",
               "P1(>=50K)                  0.999997             0.927754   \n",
               "pred2                          True                 True   \n",
-              "P2(>=50K)                      0.76                 0.85   \n",
+              "P2(>=50K)                      0.82                 0.87   \n",
               "pred3                          True                 True   \n",
               "P3(>=50K)                  0.972606             0.881992   \n",
               "pred4                             1                    1   \n",
-              "P4(>=50K)                   0.97496             0.939005   \n",
+              "P4(>=50K)                  0.969863             0.939031   \n",
               "age                              36                   64   \n",
               "workclass          Self-emp-not-inc              Private   \n",
               "education                   HS-grad              HS-grad   \n",
@@ -2852,7 +3261,7 @@
               "pred3                             True                 True   \n",
               "P3(>=50K)                     0.900088             0.838751   \n",
               "pred4                                1                    1   \n",
-              "P4(>=50K)                     0.926902             0.926081   \n",
+              "P4(>=50K)                     0.919761             0.913337   \n",
               "age                                 65                   67   \n",
               "workclass             Self-emp-not-inc              Private   \n",
               "education                      Masters         Some-college   \n",
@@ -2872,11 +3281,11 @@
               "pred1                          True  \n",
               "P1(>=50K)                   0.97892  \n",
               "pred2                          True  \n",
-              "P2(>=50K)                      0.96  \n",
+              "P2(>=50K)                      0.93  \n",
               "pred3                          True  \n",
               "P3(>=50K)                  0.833428  \n",
               "pred4                             1  \n",
-              "P4(>=50K)                  0.900521  \n",
+              "P4(>=50K)                   0.90276  \n",
               "age                              55  \n",
               "workclass              Self-emp-inc  \n",
               "education                 Doctorate  \n",
@@ -2892,7 +3301,7 @@
               "native_country        United-States  "
             ]
           },
-          "execution_count": 44,
+          "execution_count": 47,
           "metadata": {},
           "output_type": "execute_result"
         }
@@ -2910,7 +3319,7 @@
     },
     {
       "cell_type": "code",
-      "execution_count": 44,
+      "execution_count": 47,
       "metadata": {},
       "outputs": [
         {
@@ -2934,8 +3343,8 @@
               "  <thead>\n",
               "    <tr style=\"text-align: right;\">\n",
               "      <th></th>\n",
-              "      <th>5953</th>\n",
               "      <th>10408</th>\n",
+              "      <th>5953</th>\n",
               "      <th>3059</th>\n",
               "    </tr>\n",
               "  </thead>\n",
@@ -2954,8 +3363,8 @@
               "    </tr>\n",
               "    <tr>\n",
               "      <th>P1(&gt;=50K)</th>\n",
-              "      <td>0.00231258</td>\n",
               "      <td>0.00219724</td>\n",
+              "      <td>0.00231258</td>\n",
               "      <td>0.0280105</td>\n",
               "    </tr>\n",
               "    <tr>\n",
@@ -2978,8 +3387,8 @@
               "    </tr>\n",
               "    <tr>\n",
               "      <th>P3(&gt;=50K)</th>\n",
-              "      <td>0.00299048</td>\n",
               "      <td>0.00288558</td>\n",
+              "      <td>0.00299048</td>\n",
               "      <td>0.00561586</td>\n",
               "    </tr>\n",
               "    <tr>\n",
@@ -2990,32 +3399,32 @@
               "    </tr>\n",
               "    <tr>\n",
               "      <th>P4(&gt;=50K)</th>\n",
-              "      <td>0.00586112</td>\n",
-              "      <td>0.00608453</td>\n",
-              "      <td>0.00801143</td>\n",
+              "      <td>0.00567877</td>\n",
+              "      <td>0.00718187</td>\n",
+              "      <td>0.00838786</td>\n",
               "    </tr>\n",
               "    <tr>\n",
               "      <th>age</th>\n",
-              "      <td>20</td>\n",
               "      <td>22</td>\n",
+              "      <td>20</td>\n",
               "      <td>22</td>\n",
               "    </tr>\n",
               "    <tr>\n",
               "      <th>workclass</th>\n",
-              "      <td>Private</td>\n",
               "      <td>?</td>\n",
               "      <td>Private</td>\n",
+              "      <td>Private</td>\n",
               "    </tr>\n",
               "    <tr>\n",
               "      <th>education</th>\n",
-              "      <td>12th</td>\n",
               "      <td>Some-college</td>\n",
+              "      <td>12th</td>\n",
               "      <td>Some-college</td>\n",
               "    </tr>\n",
               "    <tr>\n",
               "      <th>education_num</th>\n",
-              "      <td>8</td>\n",
               "      <td>10</td>\n",
+              "      <td>8</td>\n",
               "      <td>10</td>\n",
               "    </tr>\n",
               "    <tr>\n",
@@ -3026,8 +3435,8 @@
               "    </tr>\n",
               "    <tr>\n",
               "      <th>occupation</th>\n",
-              "      <td>Other-service</td>\n",
               "      <td>?</td>\n",
+              "      <td>Other-service</td>\n",
               "      <td>Sales</td>\n",
               "    </tr>\n",
               "    <tr>\n",
@@ -3038,8 +3447,8 @@
               "    </tr>\n",
               "    <tr>\n",
               "      <th>race</th>\n",
-              "      <td>Black</td>\n",
               "      <td>White</td>\n",
+              "      <td>Black</td>\n",
               "      <td>White</td>\n",
               "    </tr>\n",
               "    <tr>\n",
@@ -3062,47 +3471,47 @@
               "    </tr>\n",
               "    <tr>\n",
               "      <th>hours_per_week</th>\n",
-              "      <td>35</td>\n",
               "      <td>15</td>\n",
+              "      <td>35</td>\n",
               "      <td>25</td>\n",
               "    </tr>\n",
               "    <tr>\n",
               "      <th>native_country</th>\n",
-              "      <td>United-States</td>\n",
               "      <td>?</td>\n",
               "      <td>United-States</td>\n",
+              "      <td>United-States</td>\n",
               "    </tr>\n",
               "  </tbody>\n",
               "</table>\n",
               "</div>"
             ],
             "text/plain": [
-              "                         5953            10408           3059 \n",
+              "                         10408           5953            3059 \n",
               "y_test                       1               1               1\n",
               "pred1                    False           False           False\n",
-              "P1(>=50K)           0.00231258      0.00219724       0.0280105\n",
+              "P1(>=50K)           0.00219724      0.00231258       0.0280105\n",
               "pred2                    False           False           False\n",
               "P2(>=50K)                    0               0               0\n",
               "pred3                    False           False           False\n",
-              "P3(>=50K)           0.00299048      0.00288558      0.00561586\n",
+              "P3(>=50K)           0.00288558      0.00299048      0.00561586\n",
               "pred4                        0               0               0\n",
-              "P4(>=50K)           0.00586112      0.00608453      0.00801143\n",
-              "age                         20              22              22\n",
-              "workclass              Private               ?         Private\n",
-              "education                 12th    Some-college    Some-college\n",
-              "education_num                8              10              10\n",
+              "P4(>=50K)           0.00567877      0.00718187      0.00838786\n",
+              "age                         22              20              22\n",
+              "workclass                    ?         Private         Private\n",
+              "education         Some-college            12th    Some-college\n",
+              "education_num               10               8              10\n",
               "marital_status   Never-married   Never-married   Never-married\n",
-              "occupation       Other-service               ?           Sales\n",
+              "occupation                   ?   Other-service           Sales\n",
               "relationship         Own-child       Own-child   Not-in-family\n",
-              "race                     Black           White           White\n",
+              "race                     White           Black           White\n",
               "sex                       Male            Male            Male\n",
               "capital_gain                 0               0               0\n",
               "capital_loss                 0               0               0\n",
-              "hours_per_week              35              15              25\n",
-              "native_country   United-States               ?   United-States"
+              "hours_per_week              15              35              25\n",
+              "native_country               ?   United-States   United-States"
             ]
           },
-          "execution_count": 45,
+          "execution_count": 48,
           "metadata": {},
           "output_type": "execute_result"
         }
@@ -3121,7 +3530,7 @@
     },
     {
       "cell_type": "code",
-      "execution_count": 45,
+      "execution_count": 48,
       "metadata": {},
       "outputs": [
         {
@@ -3131,7 +3540,7 @@
               "         metric_params=None, n_jobs=1, n_neighbors=5, p=2, radius=1.0)"
             ]
           },
-          "execution_count": 46,
+          "execution_count": 49,
           "metadata": {},
           "output_type": "execute_result"
         }
@@ -3144,7 +3553,7 @@
     },
     {
       "cell_type": "code",
-      "execution_count": 46,
+      "execution_count": 49,
       "metadata": {},
       "outputs": [],
       "source": [
@@ -3154,7 +3563,7 @@
     },
     {
       "cell_type": "code",
-      "execution_count": 47,
+      "execution_count": 50,
       "metadata": {},
       "outputs": [
         {
@@ -3203,52 +3612,52 @@
               "  </thead>\n",
               "  <tbody>\n",
               "    <tr>\n",
-              "      <th>5953</th>\n",
+              "      <th>10408</th>\n",
               "      <td>1.0</td>\n",
               "      <td>False</td>\n",
-              "      <td>0.002313</td>\n",
+              "      <td>0.002197</td>\n",
               "      <td>False</td>\n",
               "      <td>0.0</td>\n",
               "      <td>False</td>\n",
-              "      <td>0.002990</td>\n",
+              "      <td>0.002886</td>\n",
               "      <td>0.0</td>\n",
-              "      <td>0.005861</td>\n",
-              "      <td>20</td>\n",
+              "      <td>0.005679</td>\n",
+              "      <td>22</td>\n",
               "      <td>...</td>\n",
-              "      <td>8</td>\n",
+              "      <td>10</td>\n",
               "      <td>Never-married</td>\n",
-              "      <td>Other-service</td>\n",
+              "      <td>?</td>\n",
               "      <td>Own-child</td>\n",
-              "      <td>Black</td>\n",
+              "      <td>White</td>\n",
               "      <td>Male</td>\n",
               "      <td>0</td>\n",
               "      <td>0</td>\n",
-              "      <td>35</td>\n",
-              "      <td>United-States</td>\n",
+              "      <td>15</td>\n",
+              "      <td>?</td>\n",
               "    </tr>\n",
               "    <tr>\n",
-              "      <th>10408</th>\n",
+              "      <th>5953</th>\n",
               "      <td>1.0</td>\n",
               "      <td>False</td>\n",
-              "      <td>0.002197</td>\n",
+              "      <td>0.002313</td>\n",
               "      <td>False</td>\n",
               "      <td>0.0</td>\n",
               "      <td>False</td>\n",
-              "      <td>0.002886</td>\n",
+              "      <td>0.002990</td>\n",
               "      <td>0.0</td>\n",
-              "      <td>0.006085</td>\n",
-              "      <td>22</td>\n",
+              "      <td>0.007182</td>\n",
+              "      <td>20</td>\n",
               "      <td>...</td>\n",
-              "      <td>10</td>\n",
+              "      <td>8</td>\n",
               "      <td>Never-married</td>\n",
-              "      <td>?</td>\n",
+              "      <td>Other-service</td>\n",
               "      <td>Own-child</td>\n",
-              "      <td>White</td>\n",
+              "      <td>Black</td>\n",
               "      <td>Male</td>\n",
               "      <td>0</td>\n",
               "      <td>0</td>\n",
-              "      <td>15</td>\n",
-              "      <td>?</td>\n",
+              "      <td>35</td>\n",
+              "      <td>United-States</td>\n",
               "    </tr>\n",
               "  </tbody>\n",
               "</table>\n",
@@ -3257,25 +3666,25 @@
             ],
             "text/plain": [
               "       y_test  pred1  P1(>=50K)  pred2  P2(>=50K)  pred3  P3(>=50K)  pred4  \\\n",
-              "5953      1.0  False   0.002313  False        0.0  False   0.002990    0.0   \n",
               "10408     1.0  False   0.002197  False        0.0  False   0.002886    0.0   \n",
+              "5953      1.0  False   0.002313  False        0.0  False   0.002990    0.0   \n",
               "\n",
               "       P4(>=50K)  age       ...       education_num  marital_status  \\\n",
-              "5953    0.005861   20       ...                   8   Never-married   \n",
-              "10408   0.006085   22       ...                  10   Never-married   \n",
+              "10408   0.005679   22       ...                  10   Never-married   \n",
+              "5953    0.007182   20       ...                   8   Never-married   \n",
               "\n",
               "           occupation relationship    race    sex capital_gain capital_loss  \\\n",
-              "5953    Other-service    Own-child   Black   Male            0            0   \n",
               "10408               ?    Own-child   White   Male            0            0   \n",
+              "5953    Other-service    Own-child   Black   Male            0            0   \n",
               "\n",
               "       hours_per_week  native_country  \n",
-              "5953               35   United-States  \n",
               "10408              15               ?  \n",
+              "5953               35   United-States  \n",
               "\n",
               "[2 rows x 22 columns]"
             ]
           },
-          "execution_count": 48,
+          "execution_count": 51,
           "metadata": {},
           "output_type": "execute_result"
         }
@@ -3287,7 +3696,7 @@
     },
     {
       "cell_type": "code",
-      "execution_count": 48,
+      "execution_count": 51,
       "metadata": {},
       "outputs": [
         {
@@ -3336,13 +3745,13 @@
               "  </thead>\n",
               "  <tbody>\n",
               "    <tr>\n",
-              "      <th>5953</th>\n",
+              "      <th>10408</th>\n",
               "      <td>0</td>\n",
               "      <td>0</td>\n",
-              "      <td>1</td>\n",
               "      <td>0</td>\n",
               "      <td>0</td>\n",
               "      <td>0</td>\n",
+              "      <td>1</td>\n",
               "      <td>0</td>\n",
               "      <td>0</td>\n",
               "      <td>0</td>\n",
@@ -3353,20 +3762,20 @@
               "      <td>0</td>\n",
               "      <td>0</td>\n",
               "      <td>0</td>\n",
-              "      <td>20</td>\n",
-              "      <td>8</td>\n",
+              "      <td>22</td>\n",
+              "      <td>10</td>\n",
               "      <td>0</td>\n",
               "      <td>0</td>\n",
-              "      <td>35</td>\n",
+              "      <td>15</td>\n",
               "    </tr>\n",
               "    <tr>\n",
-              "      <th>10408</th>\n",
+              "      <th>5953</th>\n",
               "      <td>0</td>\n",
               "      <td>0</td>\n",
+              "      <td>1</td>\n",
               "      <td>0</td>\n",
               "      <td>0</td>\n",
               "      <td>0</td>\n",
-              "      <td>1</td>\n",
               "      <td>0</td>\n",
               "      <td>0</td>\n",
               "      <td>0</td>\n",
@@ -3377,11 +3786,11 @@
               "      <td>0</td>\n",
               "      <td>0</td>\n",
               "      <td>0</td>\n",
-              "      <td>22</td>\n",
-              "      <td>10</td>\n",
+              "      <td>20</td>\n",
+              "      <td>8</td>\n",
               "      <td>0</td>\n",
               "      <td>0</td>\n",
-              "      <td>15</td>\n",
+              "      <td>35</td>\n",
               "    </tr>\n",
               "    <tr>\n",
               "      <th>3059</th>\n",
@@ -3432,13 +3841,13 @@
               "      <td>40</td>\n",
               "    </tr>\n",
               "    <tr>\n",
-              "      <th>14757</th>\n",
+              "      <th>7720</th>\n",
               "      <td>0</td>\n",
               "      <td>0</td>\n",
+              "      <td>1</td>\n",
               "      <td>0</td>\n",
               "      <td>0</td>\n",
               "      <td>0</td>\n",
-              "      <td>1</td>\n",
               "      <td>0</td>\n",
               "      <td>0</td>\n",
               "      <td>0</td>\n",
@@ -3449,11 +3858,11 @@
               "      <td>0</td>\n",
               "      <td>0</td>\n",
               "      <td>0</td>\n",
-              "      <td>25</td>\n",
+              "      <td>23</td>\n",
               "      <td>10</td>\n",
               "      <td>0</td>\n",
-              "      <td>1564</td>\n",
-              "      <td>37</td>\n",
+              "      <td>0</td>\n",
+              "      <td>40</td>\n",
               "    </tr>\n",
               "  </tbody>\n",
               "</table>\n",
@@ -3462,58 +3871,58 @@
             ],
             "text/plain": [
               "       workclass/State-gov  workclass/Self-emp-not-inc  workclass/Private  \\\n",
-              "5953                     0                           0                  1   \n",
               "10408                    0                           0                  0   \n",
+              "5953                     0                           0                  1   \n",
               "3059                     0                           0                  1   \n",
               "11821                    0                           0                  1   \n",
-              "14757                    0                           0                  0   \n",
+              "7720                     0                           0                  1   \n",
               "\n",
               "       workclass/Federal-gov  workclass/Local-gov  workclass/?  \\\n",
-              "5953                       0                    0            0   \n",
               "10408                      0                    0            1   \n",
+              "5953                       0                    0            0   \n",
               "3059                       0                    0            0   \n",
               "11821                      0                    0            0   \n",
-              "14757                      0                    0            1   \n",
+              "7720                       0                    0            0   \n",
               "\n",
               "       workclass/Self-emp-inc  workclass/Without-pay  workclass/Never-worked  \\\n",
-              "5953                        0                      0                       0   \n",
               "10408                       0                      0                       0   \n",
+              "5953                        0                      0                       0   \n",
               "3059                        0                      0                       0   \n",
               "11821                       0                      0                       0   \n",
-              "14757                       0                      0                       0   \n",
+              "7720                        0                      0                       0   \n",
               "\n",
               "       education/Bachelors       ...        native_country/Vietnam  \\\n",
-              "5953                     0       ...                             0   \n",
               "10408                    0       ...                             0   \n",
+              "5953                     0       ...                             0   \n",
               "3059                     0       ...                             0   \n",
               "11821                    0       ...                             0   \n",
-              "14757                    0       ...                             0   \n",
+              "7720                     0       ...                             0   \n",
               "\n",
               "       native_country/Hong  native_country/Ireland  native_country/Hungary  \\\n",
-              "5953                     0                       0                       0   \n",
               "10408                    0                       0                       0   \n",
+              "5953                     0                       0                       0   \n",
               "3059                     0                       0                       0   \n",
               "11821                    0                       0                       0   \n",
-              "14757                    0                       0                       0   \n",
+              "7720                     0                       0                       0   \n",
               "\n",
               "       native_country/Holand-Netherlands  age  education_num  capital_gain  \\\n",
-              "5953                                   0   20              8             0   \n",
               "10408                                  0   22             10             0   \n",
+              "5953                                   0   20              8             0   \n",
               "3059                                   0   22             10             0   \n",
               "11821                                  0   24              7             0   \n",
-              "14757                                  0   25             10             0   \n",
+              "7720                                   0   23             10             0   \n",
               "\n",
               "       capital_loss  hours_per_week  \n",
-              "5953              0              35  \n",
               "10408             0              15  \n",
+              "5953              0              35  \n",
               "3059              0              25  \n",
               "11821             0              40  \n",
-              "14757          1564              37  \n",
+              "7720              0              40  \n",
               "\n",
               "[5 rows x 107 columns]"
             ]
           },
-          "execution_count": 49,
+          "execution_count": 52,
           "metadata": {},
           "output_type": "execute_result"
         }
@@ -3525,20 +3934,20 @@
     },
     {
       "cell_type": "code",
-      "execution_count": 49,
+      "execution_count": 52,
       "metadata": {},
       "outputs": [
         {
           "data": {
             "text/plain": [
-              "array([[ 1.41421356,  1.41421356,  2.23606798,  2.23606798,  2.23606798],\n",
-              "       [ 2.        ,  2.        ,  2.23606798,  2.44948974,  2.44948974],\n",
-              "       [ 1.        ,  1.41421356,  1.41421356,  1.73205081,  1.73205081],\n",
-              "       [ 1.41421356,  1.73205081,  1.73205081,  1.73205081,  2.        ],\n",
-              "       [ 5.91607978,  7.28010989,  8.30662386, 11.18033989, 11.26942767]])"
+              "array([[2.        , 2.        , 2.23606798, 2.44948974, 2.44948974],\n",
+              "       [1.41421356, 1.41421356, 2.23606798, 2.23606798, 2.23606798],\n",
+              "       [1.        , 1.41421356, 1.41421356, 1.73205081, 1.73205081],\n",
+              "       [1.41421356, 1.73205081, 1.73205081, 1.73205081, 2.        ],\n",
+              "       [2.        , 2.        , 2.23606798, 2.23606798, 2.23606798]])"
             ]
           },
-          "execution_count": 50,
+          "execution_count": 53,
           "metadata": {},
           "output_type": "execute_result"
         }
@@ -3550,20 +3959,20 @@
     },
     {
       "cell_type": "code",
-      "execution_count": 50,
+      "execution_count": 53,
       "metadata": {},
       "outputs": [
         {
           "data": {
             "text/plain": [
-              "array([[24878, 30060, 27902,  8008, 23771],\n",
-              "       [18056, 18362,  8757, 13177,   314],\n",
+              "array([[18056, 18362,  8757, 13177,   314],\n",
+              "       [24878, 30060, 27902,  8008, 23771],\n",
               "       [  920, 31176,  5206,  7415, 15308],\n",
               "       [17303, 18592,  2019, 20325,  7542],\n",
-              "       [15608, 13506, 25150,    93, 11384]], dtype=int64)"
+              "       [26376, 12434,  3856,  7152, 12997]], dtype=int64)"
             ]
           },
-          "execution_count": 51,
+          "execution_count": 54,
           "metadata": {},
           "output_type": "execute_result"
         }
@@ -3574,7 +3983,7 @@
     },
     {
       "cell_type": "code",
-      "execution_count": 51,
+      "execution_count": 54,
       "metadata": {},
       "outputs": [
         {
@@ -3710,7 +4119,7 @@
               "<=50K                    False           False           False"
             ]
           },
-          "execution_count": 52,
+          "execution_count": 55,
           "metadata": {},
           "output_type": "execute_result"
         }
@@ -3725,12 +4134,12 @@
       "cell_type": "markdown",
       "metadata": {},
       "source": [
-        "Il faut ocmparer la premi\u00e8re colonne avec la quatri\u00e8me, la seconde avec la ciinqui\u00e8me et la trois\u00e8me avec la sixi\u00e8me. Ces exemples sont voisins. On voit que les exemples sont tr\u00e8s proches. Il n'y a qu'une seule valeur qui change \u00e0 chaque fois et il est difficile d'expliquer les erreurs."
+        "Il faut comparer la premi\u00e8re colonne avec la quatri\u00e8me, la seconde avec la ciinqui\u00e8me et la trois\u00e8me avec la sixi\u00e8me. Ces exemples sont voisins. On voit que les exemples sont tr\u00e8s proches. Il n'y a qu'une seule valeur qui change \u00e0 chaque fois et il est difficile d'expliquer les erreurs."
       ]
     },
     {
       "cell_type": "code",
-      "execution_count": 52,
+      "execution_count": 55,
       "metadata": {},
       "outputs": [
         {
@@ -3757,8 +4166,8 @@
               "      <th>TR-24878</th>\n",
               "      <th>TR-18056</th>\n",
               "      <th>TR-920</th>\n",
-              "      <th>5953</th>\n",
               "      <th>10408</th>\n",
+              "      <th>5953</th>\n",
               "      <th>3059</th>\n",
               "    </tr>\n",
               "  </thead>\n",
@@ -3777,8 +4186,8 @@
               "      <td>NaN</td>\n",
               "      <td>NaN</td>\n",
               "      <td>NaN</td>\n",
-              "      <td>0.00231258</td>\n",
               "      <td>0.00219724</td>\n",
+              "      <td>0.00231258</td>\n",
               "      <td>0.0280105</td>\n",
               "    </tr>\n",
               "    <tr>\n",
@@ -3795,8 +4204,8 @@
               "      <td>NaN</td>\n",
               "      <td>NaN</td>\n",
               "      <td>NaN</td>\n",
-              "      <td>0.00299048</td>\n",
               "      <td>0.00288558</td>\n",
+              "      <td>0.00299048</td>\n",
               "      <td>0.00561586</td>\n",
               "    </tr>\n",
               "    <tr>\n",
@@ -3804,17 +4213,17 @@
               "      <td>NaN</td>\n",
               "      <td>NaN</td>\n",
               "      <td>NaN</td>\n",
-              "      <td>0.00586112</td>\n",
-              "      <td>0.00608453</td>\n",
-              "      <td>0.00801143</td>\n",
+              "      <td>0.00567877</td>\n",
+              "      <td>0.00718187</td>\n",
+              "      <td>0.00838786</td>\n",
               "    </tr>\n",
               "    <tr>\n",
               "      <th>age</th>\n",
               "      <td>20</td>\n",
               "      <td>21</td>\n",
               "      <td>23</td>\n",
-              "      <td>20</td>\n",
               "      <td>22</td>\n",
+              "      <td>20</td>\n",
               "      <td>22</td>\n",
               "    </tr>\n",
               "    <tr>\n",
@@ -3840,8 +4249,8 @@
               "      <td>12th</td>\n",
               "      <td>Some-college</td>\n",
               "      <td>Some-college</td>\n",
-              "      <td>12th</td>\n",
               "      <td>Some-college</td>\n",
+              "      <td>12th</td>\n",
               "      <td>Some-college</td>\n",
               "    </tr>\n",
               "    <tr>\n",
@@ -3849,8 +4258,8 @@
               "      <td>8</td>\n",
               "      <td>10</td>\n",
               "      <td>10</td>\n",
-              "      <td>8</td>\n",
               "      <td>10</td>\n",
+              "      <td>8</td>\n",
               "      <td>10</td>\n",
               "    </tr>\n",
               "    <tr>\n",
@@ -3858,8 +4267,8 @@
               "      <td>35</td>\n",
               "      <td>16</td>\n",
               "      <td>25</td>\n",
-              "      <td>35</td>\n",
               "      <td>15</td>\n",
+              "      <td>35</td>\n",
               "      <td>25</td>\n",
               "    </tr>\n",
               "    <tr>\n",
@@ -3876,17 +4285,17 @@
               "      <td>United-States</td>\n",
               "      <td>United-States</td>\n",
               "      <td>United-States</td>\n",
-              "      <td>United-States</td>\n",
               "      <td>?</td>\n",
               "      <td>United-States</td>\n",
+              "      <td>United-States</td>\n",
               "    </tr>\n",
               "    <tr>\n",
               "      <th>occupation</th>\n",
               "      <td>Other-service</td>\n",
               "      <td>?</td>\n",
               "      <td>Sales</td>\n",
-              "      <td>Other-service</td>\n",
               "      <td>?</td>\n",
+              "      <td>Other-service</td>\n",
               "      <td>Sales</td>\n",
               "    </tr>\n",
               "    <tr>\n",
@@ -3930,8 +4339,8 @@
               "      <td>White</td>\n",
               "      <td>White</td>\n",
               "      <td>White</td>\n",
-              "      <td>Black</td>\n",
               "      <td>White</td>\n",
+              "      <td>Black</td>\n",
               "      <td>White</td>\n",
               "    </tr>\n",
               "    <tr>\n",
@@ -3957,9 +4366,9 @@
               "      <td>Private</td>\n",
               "      <td>?</td>\n",
               "      <td>Private</td>\n",
-              "      <td>Private</td>\n",
               "      <td>?</td>\n",
               "      <td>Private</td>\n",
+              "      <td>Private</td>\n",
               "    </tr>\n",
               "    <tr>\n",
               "      <th>y_test</th>\n",
@@ -4000,33 +4409,33 @@
               "workclass              Private               ?         Private   \n",
               "y_test                     NaN             NaN             NaN   \n",
               "\n",
-              "                          5953           10408            3059  \n",
+              "                         10408            5953            3059  \n",
               "<=50K                      NaN             NaN             NaN  \n",
-              "P1(>=50K)           0.00231258      0.00219724       0.0280105  \n",
+              "P1(>=50K)           0.00219724      0.00231258       0.0280105  \n",
               "P2(>=50K)                    0               0               0  \n",
-              "P3(>=50K)           0.00299048      0.00288558      0.00561586  \n",
-              "P4(>=50K)           0.00586112      0.00608453      0.00801143  \n",
-              "age                         20              22              22  \n",
+              "P3(>=50K)           0.00288558      0.00299048      0.00561586  \n",
+              "P4(>=50K)           0.00567877      0.00718187      0.00838786  \n",
+              "age                         22              20              22  \n",
               "capital_gain                 0               0               0  \n",
               "capital_loss                 0               0               0  \n",
-              "education                 12th    Some-college    Some-college  \n",
-              "education_num                8              10              10  \n",
-              "hours_per_week              35              15              25  \n",
+              "education         Some-college            12th    Some-college  \n",
+              "education_num               10               8              10  \n",
+              "hours_per_week              15              35              25  \n",
               "marital_status   Never-married   Never-married   Never-married  \n",
-              "native_country   United-States               ?   United-States  \n",
-              "occupation       Other-service               ?           Sales  \n",
+              "native_country               ?   United-States   United-States  \n",
+              "occupation                   ?   Other-service           Sales  \n",
               "pred1                    False           False           False  \n",
               "pred2                    False           False           False  \n",
               "pred3                    False           False           False  \n",
               "pred4                        0               0               0  \n",
-              "race                     Black           White           White  \n",
+              "race                     White           Black           White  \n",
               "relationship         Own-child       Own-child   Not-in-family  \n",
               "sex                       Male            Male            Male  \n",
-              "workclass              Private               ?         Private  \n",
+              "workclass                    ?         Private         Private  \n",
               "y_test                       1               1               1  "
             ]
           },
-          "execution_count": 53,
+          "execution_count": 56,
           "metadata": {},
           "output_type": "execute_result"
         }
@@ -4035,9 +4444,25 @@
         "pandas.concat([train_nn, wrong_study], axis=1)"
       ]
     },
+    {
+      "cell_type": "markdown",
+      "metadata": {},
+      "source": [
+        "## Ethique\n",
+        "\n",
+        "Le mod\u00e8le qu'on a appris est-il \u00e9thique ?"
+      ]
+    },
+    {
+      "cell_type": "markdown",
+      "metadata": {},
+      "source": [
+        "## S\u00e9lection des variables"
+      ]
+    },
     {
       "cell_type": "code",
-      "execution_count": 53,
+      "execution_count": 56,
       "metadata": {},
       "outputs": [],
       "source": []