From 6cad70c0a5dccc90464435456e612961afd0a40c Mon Sep 17 00:00:00 2001 From: DataWorshipper Date: Tue, 22 Oct 2024 15:10:49 +0530 Subject: [PATCH] Added r2_score and performed time series decomposion on data --- Stock_Price_Prediction(Updated).ipynb | 682 ++-- Stock_Price_Prediction.ipynb | 4256 +++++++++++++++++++++---- Stock_prediction_Data_Analysis.ipynb | 332 +- 3 files changed, 4039 insertions(+), 1231 deletions(-) diff --git a/Stock_Price_Prediction(Updated).ipynb b/Stock_Price_Prediction(Updated).ipynb index c108568..8b52067 100644 --- a/Stock_Price_Prediction(Updated).ipynb +++ b/Stock_Price_Prediction(Updated).ipynb @@ -26,7 +26,7 @@ }, { "cell_type": "code", - "execution_count": 2, + "execution_count": 6, "metadata": { "colab": { "base_uri": "https://localhost:8080/", @@ -38,15 +38,8 @@ "outputs": [ { "data": { - "application/vnd.google.colaboratory.intrinsic+json": { - "summary": "{\n \"name\": \"df\",\n \"rows\": 7074,\n \"fields\": [\n {\n \"column\": \"Date\",\n \"properties\": {\n \"dtype\": \"string\",\n \"num_unique_values\": 7074,\n \"samples\": [\n \"11-08-2016\",\n \"30-10-2007\",\n \"17-01-2017\"\n ],\n \"semantic_type\": \"\",\n \"description\": \"\"\n }\n },\n {\n \"column\": \"Open\",\n \"properties\": {\n \"dtype\": \"number\",\n \"std\": 154.7732294451065,\n \"min\": 13.478195,\n \"max\": 703.650024,\n \"num_unique_values\": 4758,\n \"samples\": [\n 174.399994,\n 31.0324,\n 187.0\n ],\n \"semantic_type\": \"\",\n \"description\": \"\"\n }\n },\n {\n \"column\": \"High\",\n \"properties\": {\n \"dtype\": \"number\",\n \"std\": 156.34507839355788,\n \"min\": 13.935802,\n \"max\": 728.349976,\n \"num_unique_values\": 5403,\n \"samples\": [\n 473.0,\n 495.450012,\n 78.321663\n ],\n \"semantic_type\": \"\",\n \"description\": \"\"\n }\n },\n {\n \"column\": \"Low\",\n \"properties\": {\n \"dtype\": \"number\",\n \"std\": 152.98051601861624,\n \"min\": 13.214009,\n \"max\": 694.200012,\n \"num_unique_values\": 5488,\n \"samples\": [\n 60.2957,\n 22.677523,\n 16.983376\n ],\n \"semantic_type\": \"\",\n \"description\": \"\"\n }\n },\n {\n \"column\": \"Close\",\n \"properties\": {\n \"dtype\": \"number\",\n \"std\": 154.63054905628158,\n \"min\": 13.346102,\n \"max\": 725.25,\n \"num_unique_values\": 5975,\n \"samples\": [\n 633.599976,\n 241.100006,\n 107.834999\n ],\n \"semantic_type\": \"\",\n \"description\": \"\"\n }\n },\n {\n \"column\": \"Adj Close\",\n \"properties\": {\n \"dtype\": \"number\",\n \"std\": 152.90324918554683,\n \"min\": 9.53141,\n \"max\": 725.25,\n \"num_unique_values\": 6575,\n \"samples\": [\n 12.345289,\n 223.836212,\n 16.758821\n ],\n \"semantic_type\": \"\",\n \"description\": \"\"\n }\n },\n {\n \"column\": \"Volume\",\n \"properties\": {\n \"dtype\": \"number\",\n \"std\": 34627439.399630256,\n \"min\": 0.0,\n \"max\": 446948261.0,\n \"num_unique_values\": 6948,\n \"samples\": [\n 29959130.0,\n 1648453.0,\n 14077470.0\n ],\n \"semantic_type\": \"\",\n \"description\": \"\"\n }\n }\n ]\n}", - "type": "dataframe", - "variable_name": "df" - }, "text/html": [ - "\n", - "
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LinearRegression()
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" + "
LinearRegression()
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" ], "text/plain": [ "LinearRegression()" ] }, - "execution_count": 35, + "execution_count": 45, "metadata": {}, "output_type": "execute_result" } @@ -984,17 +962,32 @@ }, { "cell_type": "code", - "execution_count": 36, + "execution_count": 46, "metadata": { "id": "X269co2kMS4z" }, - "outputs": [], + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "RMSE: 234.77989480270537\n", + "MAE: 176.52560636631702\n", + "MAPE: 0.9999434459009021\n", + "\n", + "R2_Score: -1.2939949249565443\n", + "\n" + ] + } + ], "source": [ - "rmse, mae, mape = evaluate_model(model1, X_test_scaled, y_test)\n", + "\n", + "rmse, mae, mape,r2 = evaluate_model(model1, X_test_scaled, y_test)\n", "metrics[\"Model\"].append(\"Linear Regressor\")\n", "metrics[\"RMSE\"].append(rmse)\n", "metrics[\"MAE\"].append(mae)\n", - "metrics[\"MAPE\"].append(mape)" + "metrics[\"MAPE\"].append(mape)\n", + "metrics['R2'].append(r2)" ] }, { @@ -1008,19 +1001,19 @@ }, { "cell_type": "code", - "execution_count": 40, + "execution_count": 49, "metadata": { "id": "0xQewd7QWTtq" }, "outputs": [], "source": [ "# Create an SVR model\n", - "model2 = SVR()" + "model2 = SVR()\n" ] }, { "cell_type": "code", - "execution_count": 42, + "execution_count": 18, "metadata": { "colab": { "base_uri": "https://localhost:8080/", @@ -1033,35 +1026,454 @@ { "data": { "text/html": [ - "
SVR()
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SVR()
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" ], "text/plain": [ "SVR()" ] }, - "execution_count": 42, + "execution_count": 18, "metadata": {}, "output_type": "execute_result" } ], "source": [ "# Train the model\n", + "model2=SVR()\n", "model2.fit(X_train, y_train)" ] }, { "cell_type": "code", - "execution_count": 43, + "execution_count": 20, "metadata": { "id": "OQ1nL4oYfkAC" }, - "outputs": [], + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "RMSE: 155.09208188200955\n", + "MAE: 124.0643357754677\n", + "MAPE: 2.471521622294383\n", + "\n", + "R2_Score: -0.00103646275140723\n", + "\n" + ] + } + ], "source": [ - "rmse, mae, mape = evaluate_model(model2, X_test_scaled, y_test)\n", - "metrics[\"Model\"].append(\"SVR\")\n", + "rmse, mae, mape,r2 = evaluate_model(model2, X_test_scaled, y_test)\n", + "metrics[\"Model\"].append(\"Linear Regressor\")\n", "metrics[\"RMSE\"].append(rmse)\n", "metrics[\"MAE\"].append(mae)\n", - "metrics[\"MAPE\"].append(mape)" + "metrics[\"MAPE\"].append(mape)\n", + "metrics['R2'].append(r2)" ] }, { @@ -1073,17 +1485,6 @@ "## 3. Random Forest Regressor" ] }, - { - "cell_type": "code", - "execution_count": 46, - "metadata": { - "id": "f7raXT_hf2ij" - }, - "outputs": [], - "source": [ - "model3 = RandomForestRegressor()" - ] - }, { "cell_type": "code", "execution_count": 48, @@ -1111,23 +1512,467 @@ } ], "source": [ - "# Train the model\n", - "model3.fit(X_train, y_train)" + "model3 = RandomForestRegressor()\n", + "params={'n_estimators':[20,30,40,50,100],'max_depth':[2,3,5,7,8]}\n", + "modelcv=RandomizedSearchCV(model3,param_distributions=params,cv=5,n_jobs=-1,n_iters=5,scoring='r2')\n", + "modelcv.fit(X_train, y_train)" ] }, { "cell_type": "code", - "execution_count": 49, - "metadata": { - "id": "8nRU_pzEgnCt" + "execution_count": 23, + "metadata": {}, + "outputs": [ + { + "data": { + "text/html": [ + "
RandomForestRegressor()
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" + ], + "text/plain": [ + "RandomForestRegressor()" + ] + }, + "execution_count": 23, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "model3=RandomForestRegressor()\n", + "model3.fit(X_train, y_train)" + ] + }, + { + "cell_type": "code", + "execution_count": 24, + "metadata": { + "id": "8nRU_pzEgnCt" }, - "outputs": [], + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "RMSE: 224.9257377950826\n", + "MAE: 162.98140525804317\n", + "MAPE: 0.7506869360692034\n", + "\n", + "R2_Score: -1.1054694914595413\n", + "\n" + ] + } + ], "source": [ - "rmse, mae, mape = evaluate_model(model3, X_test_scaled, y_test)\n", - "metrics[\"Model\"].append(\"Random Forest\")\n", + "rmse, mae, mape,r2 = evaluate_model(model3, X_test_scaled, y_test)\n", + "metrics[\"Model\"].append(\"Linear Regressor\")\n", "metrics[\"RMSE\"].append(rmse)\n", "metrics[\"MAE\"].append(mae)\n", - "metrics[\"MAPE\"].append(mape)" + "metrics[\"MAPE\"].append(mape)\n", + "metrics['R2'].append(r2)" ] }, { @@ -1141,7 +1986,7 @@ }, { "cell_type": "code", - "execution_count": 52, + "execution_count": 29, "metadata": { "id": "TI8idoxOg6jF" }, @@ -1152,7 +1997,7 @@ }, { "cell_type": "code", - "execution_count": 54, + "execution_count": 30, "metadata": { "colab": { "base_uri": "https://localhost:8080/", @@ -1165,43 +2010,417 @@ { "data": { "text/html": [ - "
XGBRegressor(base_score=None, booster=None, callbacks=None,\n",
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" + "
GradientBoostingRegressor()
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" ], "text/plain": [ - "XGBRegressor(base_score=None, booster=None, callbacks=None,\n", - " colsample_bylevel=None, colsample_bynode=None,\n", - " colsample_bytree=None, device=None, early_stopping_rounds=None,\n", - " enable_categorical=False, eval_metric=None, feature_types=None,\n", - " gamma=None, grow_policy=None, importance_type=None,\n", - " interaction_constraints=None, learning_rate=None, max_bin=None,\n", - " max_cat_threshold=None, max_cat_to_onehot=None,\n", - " max_delta_step=None, max_depth=None, max_leaves=None,\n", - " min_child_weight=None, missing=nan, monotone_constraints=None,\n", - " multi_strategy=None, n_estimators=None, n_jobs=None,\n", - " num_parallel_tree=None, random_state=None, ...)" + "GradientBoostingRegressor()" ] }, - "execution_count": 54, + "execution_count": 30, "metadata": {}, "output_type": "execute_result" } @@ -1213,17 +2432,31 @@ }, { "cell_type": "code", - "execution_count": 55, + "execution_count": 31, "metadata": { "id": "Jj9DXdUPhh9V" }, - "outputs": [], + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "RMSE: 224.41069433522418\n", + "MAE: 162.2712281619757\n", + "MAPE: 0.7378541693598376\n", + "\n", + "R2_Score: -1.095838163870536\n", + "\n" + ] + } + ], "source": [ - "rmse, mae, mape = evaluate_model(model4, X_test_scaled, y_test)\n", + "rmse, mae, mape,r2= evaluate_model(model4, X_test_scaled, y_test)\n", "metrics[\"Model\"].append(\"GBM\")\n", "metrics[\"RMSE\"].append(rmse)\n", "metrics[\"MAE\"].append(mae)\n", - "metrics[\"MAPE\"].append(mape)" + "metrics[\"MAPE\"].append(mape)\n", + "metrics['R2'].append(r2)" ] }, { @@ -1237,7 +2470,7 @@ }, { "cell_type": "code", - "execution_count": 58, + "execution_count": 32, "metadata": { "id": "DyhhdlZAhx94" }, @@ -1250,7 +2483,7 @@ }, { "cell_type": "code", - "execution_count": 60, + "execution_count": 33, "metadata": { "colab": { "base_uri": "https://localhost:8080/", @@ -1263,7 +2496,411 @@ { "data": { "text/html": [ - "
XGBRegressor(base_score=None, booster=None, callbacks=None,\n",
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               "             colsample_bylevel=None, colsample_bynode=None,\n",
               "             colsample_bytree=None, device=None, early_stopping_rounds=None,\n",
               "             enable_categorical=False, eval_metric=None, feature_types=None,\n",
@@ -1273,7 +2910,7 @@
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               "             multi_strategy=None, n_estimators=None, n_jobs=None,\n",
-              "             num_parallel_tree=None, random_state=None, ...)
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" ], "text/plain": [ "XGBRegressor(base_score=None, booster=None, callbacks=None,\n", @@ -1299,7 +2936,7 @@ " num_parallel_tree=None, random_state=None, ...)" ] }, - "execution_count": 60, + "execution_count": 33, "metadata": {}, "output_type": "execute_result" } @@ -1311,15 +2948,29 @@ }, { "cell_type": "code", - "execution_count": null, + "execution_count": 34, "metadata": {}, - "outputs": [], + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "RMSE: 224.66436370022384\n", + "MAE: 162.62070643817412\n", + "MAPE: 0.7441437311249671\n", + "\n", + "R2_Score: -1.1005790290149489\n", + "\n" + ] + } + ], "source": [ - "rmse, mae, mape = evaluate_model(model5, X_test_scaled, y_test)\n", + "rmse, mae, mape,r2 = evaluate_model(model5, X_test_scaled, y_test)\n", "metrics[\"Model\"].append(\"XGBoost\")\n", "metrics[\"RMSE\"].append(rmse)\n", "metrics[\"MAE\"].append(mae)\n", - "metrics[\"MAPE\"].append(mape)" + "metrics[\"MAPE\"].append(mape)\n", + "metrics['R2'].append(r2)\n" ] }, { @@ -1333,7 +2984,7 @@ }, { "cell_type": "code", - "execution_count": 64, + "execution_count": 35, "metadata": { "id": "HNq66cXRiYPJ" }, @@ -1344,7 +2995,7 @@ }, { "cell_type": "code", - "execution_count": 66, + "execution_count": 36, "metadata": { "colab": { "base_uri": "https://localhost:8080/", @@ -1357,13 +3008,417 @@ { "data": { "text/html": [ - "
AdaBoostRegressor()
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" + "
AdaBoostRegressor()
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" ], "text/plain": [ "AdaBoostRegressor()" ] }, - "execution_count": 66, + "execution_count": 36, "metadata": {}, "output_type": "execute_result" } @@ -1375,17 +3430,31 @@ }, { "cell_type": "code", - "execution_count": 67, + "execution_count": 37, "metadata": { "id": "Bf1m5ukOi2VM" }, - "outputs": [], + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "RMSE: 211.9166931008408\n", + "MAE: 150.32589469762644\n", + "MAPE: 0.7047562838772767\n", + "\n", + "R2_Score: -0.868964197590564\n", + "\n" + ] + } + ], "source": [ - "rmse, mae, mape = evaluate_model(model6, X_test_scaled, y_test)\n", + "rmse, mae, mape,r2 = evaluate_model(model6, X_test_scaled, y_test)\n", "metrics[\"Model\"].append(\"AdaBoost Regressor\")\n", "metrics[\"RMSE\"].append(rmse)\n", "metrics[\"MAE\"].append(mae)\n", - "metrics[\"MAPE\"].append(mape)" + "metrics[\"MAPE\"].append(mape)\n", + "metrics['R2'].append(r2)\n" ] }, { @@ -1399,7 +3468,7 @@ }, { "cell_type": "code", - "execution_count": 70, + "execution_count": 38, "metadata": { "id": "23DZ2biSjF9a" }, @@ -1410,7 +3479,7 @@ }, { "cell_type": "code", - "execution_count": 72, + "execution_count": 39, "metadata": { "colab": { "base_uri": "https://localhost:8080/", @@ -1423,13 +3492,417 @@ { "data": { "text/html": [ - "
DecisionTreeRegressor()
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" + "
DecisionTreeRegressor()
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" ], "text/plain": [ "DecisionTreeRegressor()" ] }, - "execution_count": 72, + "execution_count": 39, "metadata": {}, "output_type": "execute_result" } @@ -1441,17 +3914,31 @@ }, { "cell_type": "code", - "execution_count": 73, + "execution_count": 40, "metadata": { "id": "BFJ9q_tvkgRC" }, - "outputs": [], + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "RMSE: 224.85857555038172\n", + "MAE: 162.88870413804315\n", + "MAPE: 0.7490024715971244\n", + "\n", + "R2_Score: -1.1042123036735525\n", + "\n" + ] + } + ], "source": [ - "rmse, mae, mape = evaluate_model(model7, X_test_scaled, y_test)\n", + "rmse, mae, mape,r2 = evaluate_model(model7, X_test_scaled, y_test)\n", "metrics[\"Model\"].append(\"Decision Tree\")\n", "metrics[\"RMSE\"].append(rmse)\n", "metrics[\"MAE\"].append(mae)\n", - "metrics[\"MAPE\"].append(mape)" + "metrics[\"MAPE\"].append(mape)\n", + "metrics['R2'].append(r2)" ] }, { @@ -1465,7 +3952,7 @@ }, { "cell_type": "code", - "execution_count": 76, + "execution_count": 50, "metadata": { "id": "JVDSed7yktFY" }, @@ -1477,7 +3964,7 @@ }, { "cell_type": "code", - "execution_count": 78, + "execution_count": 51, "metadata": { "colab": { "base_uri": "https://localhost:8080/", @@ -1490,13 +3977,417 @@ { "data": { "text/html": [ - "
KNeighborsRegressor()
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" + "
KNeighborsRegressor()
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" ], "text/plain": [ "KNeighborsRegressor()" ] }, - "execution_count": 78, + "execution_count": 51, "metadata": {}, "output_type": "execute_result" } @@ -1508,17 +4399,31 @@ }, { "cell_type": "code", - "execution_count": 79, + "execution_count": 43, "metadata": { "id": "hbfbbjcSlDn7" }, - "outputs": [], + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "RMSE: 224.35603706259303\n", + "MAE: 162.1962430618594\n", + "MAPE: 0.7365233640314862\n", + "\n", + "R2_Score: -1.094817367173988\n", + "\n" + ] + } + ], "source": [ - "rmse, mae, mape = evaluate_model(model8, X_test_scaled, y_test)\n", + "rmse, mae, mape,r2 = evaluate_model(model8, X_test_scaled, y_test)\n", "metrics[\"Model\"].append(\"KNN\")\n", "metrics[\"RMSE\"].append(rmse)\n", "metrics[\"MAE\"].append(mae)\n", - "metrics[\"MAPE\"].append(mape)" + "metrics[\"MAPE\"].append(mape)\n", + "metrics['R2'].append(r2)" ] }, { @@ -1532,11 +4437,20 @@ }, { "cell_type": "code", - "execution_count": 84, + "execution_count": 44, "metadata": { "id": "vd1fDjQiltP4" }, - "outputs": [], + "outputs": [ + { + "name": "stderr", + "output_type": "stream", + "text": [ + "c:\\Users\\Abhiraj Mandal\\AppData\\Local\\Programs\\Python\\Python312\\Lib\\site-packages\\keras\\src\\layers\\core\\dense.py:87: UserWarning: Do not pass an `input_shape`/`input_dim` argument to a layer. When using Sequential models, prefer using an `Input(shape)` object as the first layer in the model instead.\n", + " super().__init__(activity_regularizer=activity_regularizer, **kwargs)\n" + ] + } + ], "source": [ "# Create an ANN model\n", "model9 = Sequential()\n", @@ -1547,7 +4461,7 @@ }, { "cell_type": "code", - "execution_count": 85, + "execution_count": 45, "metadata": { "id": "ZIf94WLMlv04" }, @@ -1559,7 +4473,7 @@ }, { "cell_type": "code", - "execution_count": 86, + "execution_count": 46, "metadata": { "colab": { "base_uri": "https://localhost:8080/" @@ -1571,10 +4485,10 @@ { "data": { "text/plain": [ - "" + "" ] }, - "execution_count": 86, + "execution_count": 46, "metadata": {}, "output_type": "execute_result" } @@ -1586,7 +4500,7 @@ }, { "cell_type": "code", - "execution_count": 87, + "execution_count": 47, "metadata": { "colab": { "base_uri": "https://localhost:8080/" @@ -1599,18 +4513,43 @@ "name": "stdout", "output_type": "stream", "text": [ - "45/45 [==============================] - 0s 1ms/step\n" + "\u001b[1m45/45\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m0s\u001b[0m 2ms/step\n", + "RMSE: 2.799456855939579\n", + "MAE: 1.7446880044838962\n", + "MAPE: 0.011872849169401763\n", + "\n", + "R2_Score: 0.9996738493842167\n", + "\n" ] } ], "source": [ - "rmse, mae, mape = evaluate_model(model9, X_test_scaled, y_test)\n", + "rmse, mae, mape,r2 = evaluate_model(model9, X_test_scaled, y_test)\n", "metrics[\"Model\"].append(\"ANN\")\n", "metrics[\"RMSE\"].append(rmse)\n", "metrics[\"MAE\"].append(mae)\n", - "metrics[\"MAPE\"].append(mape)" + "metrics[\"MAPE\"].append(mape)\n", + "metrics['R2'].append(r2)" ] }, + { + "cell_type": "code", + "execution_count": 86, + "metadata": {}, + "outputs": [ + { + "data": { + "text/plain": [ + "(1415, 4)" + ] + }, + "execution_count": 86, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [] + }, { "cell_type": "markdown", "metadata": { @@ -1622,40 +4561,48 @@ }, { "cell_type": "code", - "execution_count": 92, + "execution_count": 87, "metadata": { "id": "uACvajfImrbB" }, "outputs": [], "source": [ - "# Reshape the input data for LSTM\n", - "n_features = X_train_scaled.shape[1]\n", - "n_steps = 10\n", - "n_samples_train = X_train_scaled.shape[0] - n_steps + 1\n", - "n_samples_test = X_test_scaled.shape[0] - n_steps + 1\n", - "\n", - "# Reshape the input data\n", + "n_steps = 10 # number of time steps\n", + "n_samples_train = len(X_train_scaled) - n_steps + 1\n", "X_train_reshaped = np.array([X_train_scaled[i:i+n_steps, :] for i in range(n_samples_train)])\n", + "\n", + "\n", + "\n", + "n_samples_test = len(X_test_scaled) - n_steps + 1\n", "X_test_reshaped = np.array([X_test_scaled[i:i+n_steps, :] for i in range(n_samples_test)])\n" ] }, { "cell_type": "code", - "execution_count": 93, + "execution_count": 89, "metadata": { "id": "r066pVYpnXH5" }, - "outputs": [], + "outputs": [ + { + "name": "stderr", + "output_type": "stream", + "text": [ + "c:\\Users\\Abhiraj Mandal\\AppData\\Local\\Programs\\Python\\Python312\\Lib\\site-packages\\keras\\src\\layers\\rnn\\rnn.py:204: UserWarning: Do not pass an `input_shape`/`input_dim` argument to a layer. When using Sequential models, prefer using an `Input(shape)` object as the first layer in the model instead.\n", + " super().__init__(**kwargs)\n" + ] + } + ], "source": [ "# Create an LSTM model\n", "model = Sequential()\n", - "model.add(LSTM(64, activation='relu', input_shape=(n_steps, n_features)))\n", + "model.add(LSTM(64, activation='relu', input_shape=(n_steps, 4)))\n", "model.add(Dense(1))\n" ] }, { "cell_type": "code", - "execution_count": 94, + "execution_count": 90, "metadata": { "id": "YpSfHu6gov35" }, @@ -1667,7 +4614,7 @@ }, { "cell_type": "code", - "execution_count": 95, + "execution_count": 91, "metadata": { "colab": { "base_uri": "https://localhost:8080/" @@ -1679,10 +4626,10 @@ { "data": { "text/plain": [ - "" + "" ] }, - "execution_count": 95, + "execution_count": 91, "metadata": {}, "output_type": "execute_result" } @@ -1694,7 +4641,7 @@ }, { "cell_type": "code", - "execution_count": 96, + "execution_count": 94, "metadata": { "colab": { "base_uri": "https://localhost:8080/" @@ -1707,75 +4654,138 @@ "name": "stdout", "output_type": "stream", "text": [ - "44/44 [==============================] - 0s 4ms/step\n" + "\u001b[1m45/45\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m0s\u001b[0m 945us/step\n", + "RMSE: 234.76076977168194\n", + "MAE: 176.33414777812328\n", + "MAPE: 0.9938599327429765\n", + "\n", + "R2_Score: -1.2936212052458234\n", + "\n" ] } ], "source": [ - "rmse, mae, mape = evaluate_model(model10, X_test_scaled, y_test)\n", + "\n", + "X_test_scaled = X_test_scaled.reshape(X_test_scaled.shape[0], 1, X_test_scaled.shape[1])\n", + "rmse, mae, mape,r2 = evaluate_model(model, X_test_scaled, y_test)\n", "metrics[\"Model\"].append(\"LSTM\")\n", "metrics[\"RMSE\"].append(rmse)\n", "metrics[\"MAE\"].append(mae)\n", - "metrics[\"MAPE\"].append(mape)" + "metrics[\"MAPE\"].append(mape)\n", + "metrics['R2'].append(r2)" ] }, { "cell_type": "code", - "execution_count": null, + "execution_count": 100, "metadata": {}, - "outputs": [], + "outputs": [ + { + "data": { + "image/png": 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" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], "source": [ "# Create a DataFrame for metrics\n", "metrics_df = pd.DataFrame(metrics)\n", "\n", "# Plot RMSE, MAE, and MAPE for each model\n", "plt.figure(figsize=(15, 5))\n", - "\n", - "# RMSE Plot\n", - "plt.subplot(1, 3, 1)\n", "plt.bar(metrics_df['Model'], metrics_df['RMSE'], color='lightblue')\n", "plt.xlabel('RMSE')\n", "plt.title('RMSE for Different Models')\n", + "plt.xticks(rotation=45, ha='right', fontsize=12)\n", "plt.tight_layout()\n", "plt.show()" ] }, { "cell_type": "code", - "execution_count": null, + "execution_count": 99, "metadata": {}, - "outputs": [], + "outputs": [ + { + "data": { + "image/png": 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", + "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], "source": [ "# MAE Plot\n", - "plt.subplot(1, 3, 2)\n", + "\n", + "plt.figure(figsize=(15, 5))\n", "plt.bar(metrics_df['Model'], metrics_df['MAE'], color='lightgreen')\n", "plt.xlabel('MAE')\n", "plt.title('MAE for Different Models')\n", "plt.tight_layout()\n", + "plt.xticks(rotation=45, ha='right', fontsize=12)\n", "plt.show()" ] }, { "cell_type": "code", - "execution_count": null, + "execution_count": 102, "metadata": {}, - "outputs": [], + "outputs": [ + { + "data": { + "image/png": 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+ "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], "source": [ - "# MAPE Plot\n", - "plt.subplot(1, 3, 3)\n", + "\n", + "plt.figure(figsize=(15, 5))\n", "plt.bar(metrics_df['Model'], metrics_df['MAPE'], color='salmon')\n", "plt.xlabel('MAPE')\n", "plt.title('MAPE for Different Models')\n", "plt.tight_layout()\n", + "plt.xticks(rotation=45, ha='right', fontsize=12)\n", "plt.show()" ] }, { "cell_type": "code", - "execution_count": null, + "execution_count": 103, "metadata": {}, - "outputs": [], - "source": [] + "outputs": [ + { + "data": { + "image/png": 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", + "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "\n", + "plt.figure(figsize=(15, 5))\n", + "plt.bar(metrics_df['Model'], metrics_df['R2'], color='salmon')\n", + "plt.xlabel('R2_Score')\n", + "plt.title('R2_Score for Different Models')\n", + "plt.tight_layout()\n", + "plt.xticks(rotation=45, ha='right', fontsize=12)\n", + "plt.show()" + ] } ], "metadata": { @@ -1783,7 +4793,7 @@ "provenance": [] }, "kernelspec": { - "display_name": "Python 3 (ipykernel)", + "display_name": "Python 3", "language": "python", "name": "python3" }, @@ -1797,7 +4807,7 @@ "name": "python", "nbconvert_exporter": "python", "pygments_lexer": "ipython3", - "version": "3.9.16" + "version": "3.12.4" } }, "nbformat": 4, diff --git a/Stock_prediction_Data_Analysis.ipynb b/Stock_prediction_Data_Analysis.ipynb index 2da9745..044a6c9 100644 --- a/Stock_prediction_Data_Analysis.ipynb +++ b/Stock_prediction_Data_Analysis.ipynb @@ -2,28 +2,29 @@ "cells": [ { "cell_type": "code", - "execution_count": 1, + "execution_count": 17, "id": "86e09793-d225-40df-b93d-d2fed5d72cb0", "metadata": {}, "outputs": [], "source": [ "import numpy as np\n", - "import pandas as pd" + "import pandas as pd\n", + "from sklearn.impute import SimpleImputer" ] }, { "cell_type": "code", - "execution_count": 2, + "execution_count": 20, "id": "51377ca9-8d46-4049-bdc8-f247e84977e4", "metadata": {}, "outputs": [], "source": [ - "df = pd.read_csv(\"Data/SBIN.csv\")" + "df = pd.read_csv(r\"C:\\Users\\Abhiraj Mandal\\OneDrive\\Desktop\\Stock_Prediction\\Stock-Price-Prediction\\SBIN.csv\")" ] }, { "cell_type": "code", - "execution_count": 3, + "execution_count": 21, "id": "bd0d2b4c-20f3-4259-afee-2f45fe342261", "metadata": {}, "outputs": [ @@ -59,147 +60,87 @@ " \n", " \n", " \n", - " 0\n", - " 01-01-1996\n", - " 18.691147\n", - " 18.978922\n", - " 18.540184\n", - " 18.823240\n", - " 12.409931\n", - " 43733533.0\n", - " \n", - " \n", - " 1\n", - " 02-01-1996\n", - " 18.894005\n", - " 18.964767\n", - " 17.738192\n", - " 18.224106\n", - " 12.014931\n", - " 56167280.0\n", - " \n", - " \n", - " 2\n", - " 03-01-1996\n", - " 18.327892\n", - " 18.568489\n", - " 17.643839\n", - " 17.738192\n", - " 11.694577\n", - " 68296318.0\n", - " \n", - " \n", - " 3\n", - " 04-01-1996\n", - " 17.502312\n", - " 17.832542\n", - " 17.223972\n", - " 17.676863\n", - " 11.654142\n", - " 86073880.0\n", - " \n", - " \n", - " 4\n", - " 05-01-1996\n", - " 17.738192\n", - " 17.785366\n", - " 17.459852\n", - " 17.577793\n", - " 11.588827\n", - " 76613039.0\n", + " 5531\n", + " 14-11-2017\n", + " 330.350006\n", + " 334.700012\n", + " 327.500000\n", + " 329.100006\n", + " 314.958130\n", + " 25647162.0\n", " \n", " \n", - " 5\n", - " 08-01-1996\n", - " 17.478724\n", - " 17.643839\n", - " 16.922047\n", - " 17.063574\n", - " 11.249807\n", - " 55395172.0\n", + " 3915\n", + " 02-05-2011\n", + " 281.000000\n", + " 281.899994\n", + " 268.200012\n", + " 269.269989\n", + " 233.242859\n", + " 20646010.0\n", " \n", " \n", - " 6\n", - " 09-01-1996\n", - " 16.889023\n", - " 18.681711\n", - " 16.705036\n", - " 17.997660\n", - " 11.865635\n", - " 82057540.0\n", + " 521\n", + " 30-12-1997\n", + " 22.899250\n", + " 23.012472\n", + " 22.408621\n", + " 22.644501\n", + " 15.309482\n", + " 48851067.0\n", " \n", " \n", - " 7\n", - " 10-01-1996\n", - " 17.407959\n", - " 17.714603\n", - " 17.054138\n", - " 17.172079\n", - " 11.321342\n", - " 54360749.0\n", + " 311\n", + " 11-03-1997\n", + " 28.786819\n", + " 29.296322\n", + " 27.664030\n", + " 28.069744\n", + " 18.742434\n", + " 160153854.0\n", " \n", " \n", - " 8\n", - " 11-01-1996\n", - " 16.983376\n", - " 17.926895\n", - " 16.983376\n", - " 17.827826\n", - " 11.753670\n", - " 65973105.0\n", - " \n", - " \n", - " 9\n", - " 12-01-1996\n", - " 17.879719\n", - " 18.233540\n", - " 17.573074\n", - " 17.837261\n", - " 11.759888\n", - " 102152486.0\n", + " 2488\n", + " 20-07-2005\n", + " 68.669449\n", + " 69.320473\n", + " 68.141075\n", + " 68.391106\n", + " 55.026981\n", + " 16221358.0\n", " \n", " \n", "\n", "" ], "text/plain": [ - " Date Open High Low Close Adj Close \\\n", - "0 01-01-1996 18.691147 18.978922 18.540184 18.823240 12.409931 \n", - "1 02-01-1996 18.894005 18.964767 17.738192 18.224106 12.014931 \n", - "2 03-01-1996 18.327892 18.568489 17.643839 17.738192 11.694577 \n", - "3 04-01-1996 17.502312 17.832542 17.223972 17.676863 11.654142 \n", - "4 05-01-1996 17.738192 17.785366 17.459852 17.577793 11.588827 \n", - "5 08-01-1996 17.478724 17.643839 16.922047 17.063574 11.249807 \n", - "6 09-01-1996 16.889023 18.681711 16.705036 17.997660 11.865635 \n", - "7 10-01-1996 17.407959 17.714603 17.054138 17.172079 11.321342 \n", - "8 11-01-1996 16.983376 17.926895 16.983376 17.827826 11.753670 \n", - "9 12-01-1996 17.879719 18.233540 17.573074 17.837261 11.759888 \n", + " Date Open High Low Close Adj Close \\\n", + "5531 14-11-2017 330.350006 334.700012 327.500000 329.100006 314.958130 \n", + "3915 02-05-2011 281.000000 281.899994 268.200012 269.269989 233.242859 \n", + "521 30-12-1997 22.899250 23.012472 22.408621 22.644501 15.309482 \n", + "311 11-03-1997 28.786819 29.296322 27.664030 28.069744 18.742434 \n", + "2488 20-07-2005 68.669449 69.320473 68.141075 68.391106 55.026981 \n", "\n", - " Volume \n", - "0 43733533.0 \n", - "1 56167280.0 \n", - "2 68296318.0 \n", - "3 86073880.0 \n", - "4 76613039.0 \n", - "5 55395172.0 \n", - "6 82057540.0 \n", - "7 54360749.0 \n", - "8 65973105.0 \n", - "9 102152486.0 " + " Volume \n", + "5531 25647162.0 \n", + "3915 20646010.0 \n", + "521 48851067.0 \n", + "311 160153854.0 \n", + "2488 16221358.0 " ] }, - "execution_count": 3, + "execution_count": 21, "metadata": {}, "output_type": "execute_result" } ], "source": [ - "df.head(10)" + "df.sample(5)" ] }, { "cell_type": "code", - "execution_count": 4, + "execution_count": 5, "id": "9fb3e6dd-607e-48b8-8be8-ac6c04bcb5b2", "metadata": {}, "outputs": [ @@ -209,7 +150,7 @@ "(7074, 7)" ] }, - "execution_count": 4, + "execution_count": 5, "metadata": {}, "output_type": "execute_result" } @@ -220,7 +161,7 @@ }, { "cell_type": "code", - "execution_count": 5, + "execution_count": 6, "id": "5c6a7e88-f015-4570-acaa-1bd858e81a97", "metadata": {}, "outputs": [ @@ -251,7 +192,7 @@ }, { "cell_type": "code", - "execution_count": 6, + "execution_count": 7, "id": "a0f79bde-74d8-4ae8-a179-38eedc9ac003", "metadata": {}, "outputs": [ @@ -383,7 +324,7 @@ "max 4.469483e+08 " ] }, - "execution_count": 6, + "execution_count": 7, "metadata": {}, "output_type": "execute_result" } @@ -394,7 +335,7 @@ }, { "cell_type": "code", - "execution_count": 7, + "execution_count": 8, "id": "ea5c3266-fbae-4977-98bc-9754505daac8", "metadata": {}, "outputs": [], @@ -404,7 +345,7 @@ }, { "cell_type": "code", - "execution_count": 8, + "execution_count": 9, "id": "be22ff6a-e78a-4b82-87b5-30f28bd79d47", "metadata": {}, "outputs": [ @@ -509,7 +450,7 @@ "4 76613039.0 " ] }, - "execution_count": 8, + "execution_count": 9, "metadata": {}, "output_type": "execute_result" } @@ -570,7 +511,7 @@ }, { "cell_type": "code", - "execution_count": null, + "execution_count": 12, "id": "96a4fe8c", "metadata": {}, "outputs": [], @@ -590,7 +531,7 @@ }, { "cell_type": "code", - "execution_count": null, + "execution_count": 13, "id": "25e91892", "metadata": {}, "outputs": [], @@ -610,13 +551,13 @@ }, { "cell_type": "code", - "execution_count": 12, + "execution_count": 14, "id": "194da9e9-9bf8-497a-81f2-9d6f54c897f1", "metadata": {}, "outputs": [ { "data": { - "image/png": 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", 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", 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" ] @@ -631,13 +572,86 @@ "plt.show()" ] }, + { + "cell_type": "code", + "execution_count": 15, + "id": "f08b6a0d", + "metadata": {}, + "outputs": [ + { + "data": { + "image/png": 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" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "create_line_plot(df['Date'], df['Volume'], title=\"Stock Volume Variation Over Time\",x_label='Date',y_label='Volume Variation')" + ] + }, + { + "cell_type": "code", + "execution_count": 25, + "id": "b4b8044d", + "metadata": {}, + "outputs": [ + { + "data": { + "image/png": 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", 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+ "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "from statsmodels.tsa.seasonal import seasonal_decompose\n", + "df_cleaned = df.dropna()\n", + "decomposition = seasonal_decompose(df_cleaned['Volume'], model='additive', period=365)\n", + "trend = decomposition.trend\n", + "seasonal = decomposition.seasonal\n", + "residual = decomposition.resid\n", + "\n", + "create_line_plot(df_cleaned['Date'], trend, title='Trend Component', x_label='Date', y_label='Trend Component')\n", + "\n", + "create_line_plot(df_cleaned['Date'], seasonal, title='Seasonal Component', x_label='Date', y_label='Seasonal Component')\n", + "\n", + "create_line_plot(df_cleaned['Date'], residual, title='Residual Component', x_label='Date', y_label='Residual Component')" + ] + }, { "cell_type": "markdown", "id": "69d2c9c2", "metadata": {}, "source": [ "Early 1990s spike: There is a high trading volume around the mid-1990s, peaking at over 4 × 10^8 (400 million trades).\n", - "Post-1996 to 2020: The volume significantly decreases, showing lower levels of activity with some fluctuations and minor peaks, particularly after 2016.\n" + "Post-1996 to 2020: The volume significantly decreases,especially in the year 2008 when the stock market crashed showing lower levels of activity with some fluctuations and minor peaks, particularly after 2016.\n" ] }, { @@ -662,6 +676,56 @@ " title='Price Variation Over Time', x_label='Date', y_label='Price Variation')" ] }, + { + "cell_type": "code", + "execution_count": 26, + "id": "d28eff18", + "metadata": {}, + "outputs": [ + { + "data": { + "image/png": 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va6MhQ6fQdUyncAtK5SQpMzdW05ChU+i5eVsVrsVuI2ZuoSFDp9D8LbtNFyWWuOd9vyme/zR6JQ0ZOoWqGuNNI207rwhlsw5968HZdOYDs6waANeppqmDhgydQn94ZYXporC1qGQPDRk6hf6taKptXVROF//C/G00ZOgU699bqvIa5G9vFNKQoVPw3tIUwWAKJNaj0zcREdHIRdvNFoSxm/fOad43tzkM1ld//o0Xw3taXdZAXT1ZWrw1/jsWkqaggKiwvIFauzJUXBV/jtykenpub4fTmyswR66Xa/fOkdv37iAY7Jm99WiYRXOa67awpJYch2iq5RfEquyobaX6tm7aUdtmuihsjV7S++6Jd9dUGi4JX//Y+/Lc+z4oNlwSvh6Z3ttxOXQiXgzvZXpR77sn3l6FtpGbxvZu2tXYQdVNnam/QcDLhNUVREQ0s7jGcEn4Grr3vaW41vd27/u97ep/vGn3TW8qTSzsbRO9sojn+7lAPgymAACkAOZWBQDdkvqCTAAAAAAAAEgnDKaANiofqwMA/dBRmlzYs2Ko/2AVVFchlVNkgGHYtUKo/nxgV4ghRsmFXARcud2aivqaXhhMAW1SPvV0ZMjPYujUBA6SlONUbUqCQuT6tBca1PncY4QgCcUMUZJykSpJipGyfJ2gGLkFCbkon9v+RojE4sYo7e9mCgIRShccEtEgXYuhzwhkwmAKAACAImi0ieGiCQAAAAAAAABsgMEUAAAACXAHpxhClC4YTDQDuUgsSIzSPtCLegQAHCAVAQAANxhMAQBIgbR3CpniNs0RAACAlXBKAwCwAq5BAADUwWAKAAAAAEiHO9sBAAAAAAAgSawZTBk+fDidccYZdMQRR9Bxxx1HF110EW3atMl0sQCUQ2eUGGIEXGGao3TB3gYZkDcgDDx5Gg2OMjHkIjFcgwAAB8hFYogRyGTNYMrcuXPp6quvpiVLltD06dOpu7ubzj//fGptbTVdNAAAAAAYAJ28AAAAAAAAkCQHmC5AUFOmTMn7+8iRI+m4446jlStX0llnnWWoVADqYQBdDDFSz+1ODtzdAZCvAAeFEEIkpiJGCLsYYpQy2OFCyNdiKp7eQVtCDCECyIdDQixujByXu8QQ9/SyZjBloMbGRiIiOuaYYzy/09nZSZ2dnf1/b2pqUl4uAACO4t4gjjvMAQD0QL7lAbsBAFRDngEAALCPNdN85cpms3TDDTfQmWeeSaeccorn94YPH05HHXVU/3/HH3+8xlICAEDq4XYVAAAAAAAAAIBEsHIw5eqrr6b169fT66+/7vu9W2+9lRobG/v/Ky8v11RCCOOF+duouqnDdDHYKqtrpxcXlFJ7V8Z0UdhaXdZAry8rc330EnpNWV9Fs4qrTReDtdFLdtD6ikbTxWDthfnbqKKhXeoynQTdl1nR0E4vzN9GLZ09povC1vqKRhqzZAfytY9ZxdU0dUOV6WKwNnZZGa0uqzddDBa8cuiLC0qprLZNc2ns0dzRQy/M30aN7d2mi8JWcVUTvbJoO2WyyNde5m/ZTe+trTRdDNbGrSinZaV1povB2ksLSmnb7hbTxWDthfnbqK61y3Qx2CrZ3UIvLyyl7kzWdFHYWrKtlias3mm6GJAQ1g2mXHPNNfTee+/R7Nmz6ZOf/KTvdw8++GA68sgj8/4Dfu59fyP96vklpovB1p6WTrrnvSJ6ZNom00Vh640V5fTP8eto0dZa00Vh68Zxa+j3I1dQj8QGVtLmKx46cT1dOGKB6WKwdu/7G+miJxeaLgZbXT1Zuvf9jfSvdzeYLgoLbp28H6yrotsnrqfJ6zFY4OWWt9fRn0evpMY2eZ28ScvXt45fRxc/tUjqMpMWo3veK6LzHptruhis3fv+Rrr5rTWmi8HWwpJauvOdDTRuBW5I9HLv+xvpmtdWS73RJGGpiG56ay1d+uxiqctU8a4ak/71XhF99xHkaz+9x9oq08WQQsUNResrmujud4to5MLt0pedFI/PKqG/vbGGNlc3S1sm3nGVXtYMpjiOQ9dccw1NmDCBZs2aRZ/5zGdMFwkk2rq71XQR2FuKO3qEcEePWE/Euwvd2gm4sTyddjd3ir+Ucgu27DFdBPY2Vcm7kEmqli55TzghX4slMUadPXLvUE3Sk4R9Zm/abboI7K2vxFO7IrUt8tpGyTvK5EtiLpItiec03DgpVljeYLoI7FVKHPzGk/bpZc0L6K+++mp67bXXaNKkSXTEEUdQVVXvHY1HHXUUHXrooYZLB6AeGo1iiBCYhBtTxAoKCpJ5dTdA8rcwPsRILOoFWtLu2FUBMRJLTYSQjIRScNqODTFSB+1rMdwdD33QZySGCIEM1jyZ8vTTT1NjYyN95zvfoY997GP9/73xxhumiwagBRrpYoiRGGIEoB6OswAQJCGEyCzcbZgO6HgSQ4TEECMA4ABNlwAixgihhVzWPJmCCxpIOxwCYsgTYlE7DdxCi5ug8qH6iaXlGEXnnBgipI5b/UO+zocYiaXlGE3JaSkWxEgsavvGtX0dsyxJ4x4jRClXWtrXIIaqICbzOg1PhaWXNU+mgF1GL9lBV7+6irolvuw6af71bhENn7wx8PfTdl7s6M7QX0avpDeWlwX+TdpiVF7XRle8vIwWbQ3+foa0NbCWbKulK15eRjtq8V4mL2+uKKc/j15BHd0Z00Vh68EpxXTXO8FfKp+246w7k6WrX1tFoxZvD/ybtMWoqrGDrnx5Gc3ZVBP4N2mL0aqyevrdS8uopAbv0/EyqbCC/vDKCmru6O7/LG31ROQ/M7bQrePXBu5cTFv4slmH/vZGIT0/b1uIX6UrSrUtnfT7kctp2oaqwL9JV4SI1lc00u9eWkZFlU2mi8LWlPW76P+NXE51rV2mi8LWs3O30t/fLKRsxHd6Jp3jOHTLW2vpiVlbgv8mZdmosb2b/vDKcnp3TWXg36St3bS5upl+99IyvE9HMgymgBJDJ66n99ftogmrK0wXhaWa5g56aWEpPTt3G7UFfMFs2u44GbusjKZsqKJb3l4X+DcpCxHd8EYhzdm0m371/NLAv0lZiOiy55bQnE276dqxq42s34Z7VW5+ay1N3VAdqiM8TTp7MvTUnK00ctF2qgj4wsK0HWfvra2k99fuojsm5Q84+eXktF3s3TZhHc3etJuueHl54N+kLUY/fWoRzd28m34/coXporB1/euFNGNjNT09Z6vporD12IzNNHZZOW3cFWxQLm3t67lbdtOE1RU07IP8G7r8opCyENF9HxTTrOIa+tPolYF/k7YYXfJ0b77+xXOLTReFrb+MWUUzi2vooanFpovC1vDJxTR+VQUt3oYXy7tZu7OR3lhRTg9P2xz4N2nLRU/M2kIzNtaEutZPW4x+99Iymrt5N1305ELTRUkUDKaAUi0dwQYK0qYnsy+D40YMd43t3eIvpVxVY0fo30R+obENowI+dkWIVdrgmHOXe8j04GlLV8041wtVNyMHBVUZcNAyzerbkK9FOnvwtKWbtk7ERWRPS6fpIrDX2dPbHsL5X6y2BU+miLR3IS+5acesAUK1ePJLCP0gamAwBQASA+NSYjJjhPmK89k+4KRDWuaVTdsdT1EgRmJRY+SWm5Gv87nGCCHKk5ZwIBWJIV8HIXMOfmmLSgS3eCBG+dLSvgYxpGsxuf0hkFYYTAFgxHdKFJwZhdI2VUMUDm6sTwWbpgdK5mGbyI2SChESQ4zMQvzTIZnnILlsalOYgnoEALqgzyge9BmBDBhMATAgSvpO24UMv3McuwJFagiorEf8ImReQQHuB7ddlFzEL3+pxS1GHOMfLUYMNwQArBalHag0X6tbdGTRrtPApLRdJ4PdgubUaLk3Zdf6UdrXUVcV4IfIRemBwRRQCk+ciuWGyC9e6FMRQ4zEZL6jx6bGgo5U5Fb/HMdMlKIM4egY9rG9czhojOzeSnl8X2iMKAlFvthz+aVN8dbRdnSNkT0h0hQjl8+sihEuQsLwOz9btNuNiXxsuLYdYxUlcdzb1/rLEZWWfO0SEItChD6jkNBnFI/MGCHc6YXBFABLIFGLqe0sSkYrT2VndjIiBBCf7YNGWigMUVIuylGNAIADlbkoIeka533D8Bw4QC/0hgShsj8kOVECfxhMAaXQrhQLGiI00sUQIjGZT6bY1FhA1RCz6c51U4LGCJEUQ4yCkPhCY5vytaHKYdMgHNo7Ymg3y4P2gZjUFxpblItMsSlGSEViiJE8OPeJyQyRRakIJMNgCoABXknX92ViSkrCV5RGcvpiFD5IuCBWx213YJqRfDbGI1IuStlhFi1G6QqSznpk08CJKYiRGCKUTJHqfrrSdaS6n7JTmlYWNh21s7F9DWJeuxV9RjlwSgNDMJgC2iBp7cPsXWIscXuhMUeRXkCfshhBNKgn+3jFwvdCJmUBjBYjNWXhKtI5TX4xIARb6qgt5TQJN5Ls4xUL/3dcpUu0F9CnLUoAauCctg/6QwJAjMAQDKaAUrhJQixoiJDzxdReyCRjD6hsPHCOkMlUZEsaxJ3aYngBvTxKs3VCdkBStiMstB3FECMx3Kktj8obBBKT5hKzIeqorUd8dwBSkRhiJA96Q8RU5gvOuQjkwmAKaINzpJhfQyJtdzpHgRCJZTFJqHY2Vktc1Ij5xsjGna4Z8rWYzAsyHNNiGFBOLuzbeJCu9UpqfcV5H4JAe0UMfUbxRA2RW7sc9TW9MJgCVtlc3UzPzN1KHd0Z00XRLmjOX1iyh15bWqa0LLZ7e+VOmlVcHfJXyThTBqlHPZksPTdvK62vaOz/LMjWJyNCwdS3dtGTs0uosqHd93umYsLhrphtu1voqTkl1NrZY7oo2gWN/rLSOnpl0fZUXvgEraPvrKmkKeurQi07KRc2QapFNuvQC/O30eqyevUFslRTRzc9ObuEyuvaTBeFrbLaNnpydgk1dXSbLgpbq8rq6cUFpenM1wE3ecr6XfTumspQy05Iug50RnMch0YuLKXl2+uUl4ejIDFq7eyhp+aUUOme1lDLTuoAlJuKhnZ6cnYJNbR1mS4KW+t2NtLz87ZRTyZruihszdxYTeNX7Qz1m6QcZUHP4q8u3UGLSvaEWnaaclHaHWC6AABhnP/YPCIiauvsob+f/wXDpYnO60JMxvXZr19YSkREX/zYEXTapz4cf4GGqLpULa9ro3+MW0NERNvv/6GitegRJUbZrPhXY5eV0X0fFBPRvhilr+vA39/fLKTZm3bT68vLaP7N3zVdHJa++8hcIiKqbuygu39yiuHSRKdyYOrSZxcTEdGn/+tD9J0vHKdsPaqp6lysb+2i68auJiKizfd+nw46wN57gFT1v76zppLufX8jEdl/TlPl9gnr6Z01lfTs3K209q4LTBeHpR8+Pp+aO3toS3Uz/fuy00wXh6WfPrWIiIiOPeJg+vGpHzdcmuhU5aLOngz9ZcwqIiL65uf+mz582EFqVqSBqncSztm0m+56t4iIctvX6WlhZx2H9hd0NN4/uZhGL9lBD03dRKXDcU5zc+kzi6mioZ1W7ainF684w3RxWPrREwuIiOjQg/an3/zPpw2XZrCgR73nO64kpI3/98oKIiL6+meOoU9++EPxF2iIqgy6ckc93TZhPRGhfQ3u7L0qhVRbs7NR/KWECXvSrGzoUFMQxoJc/Oxp6dRQErsV7Wo2XQT25m/pvUulvM7/yRRTON0VszKFd8yH7YgpS+Ed80FC1JLzVJPUKQotEWSTt9QgX4ss3lZLRERNHel7Si6o5r3H2tLSdN4xH0ZJTYvpImgXJPt2Z/Z9q7UrfcdakEGRsE9bJE2Qc1rfUzspPOUHVrH3qfgFIe+YT6NNVelrI4U9dupb0/dEapDrtJ316bs2g3AwmALaoE20T5SXYqbpziWiaI+Rpq3hjRiBKqgn+3gNTPnFKG3h8z6npS0S3qJMPZa28z43tsRfZzntiMhgtuxLHbxyke85LWWNgkjXaekKUSQ4DvWy9bi1tNhKRLk5Lm3HGZ/bByFtMJgCYAk0LMQCzVesdOn8Bbu7O9q2JiNCwYTZVjTy0gf5WizIRX7kF0QmJP5BtiPtMQoiTdsKoELQ94GoWrYN1F6DJIPKXJy2DmQAL2qPs2RALgIZMJgC2sjsUEzKy2UH8tuusEk/qTHygw4TsaghSmF1ksbGaikzf3Cackwm33wdcq8nM0L+bDwuAJIuqblI5nkoqTHyFfoaJH1RsvUpAJ0QIrmSephJvQZJYYzQZySGAQ+QAYMpAAagwS0WJUJqT4z8WhqRXkCvsO7xixBAfFHyStpSvKqX9UbF8cIwyvamLUZRoD0FEE6kXKSwfc0xFSGvqKH2GoRjTQKIJ9I1SNrydZTfqGxfs4wSqIDBFFBKVSpJUhs3t0ND5nzFSYpRUGnc5rBkxsimpoKejkObIjKYqhjlNurtjlDwGIU9zNKYunBXmFjUGLnVU5sGT8JciEY9p9kfIzVyw2lTPNzoiFFahD3O0jgYIXOLbT/2vMh8Ot6mp59Uda7mHmb2RMOdsmuQhKYi/z4jectKKrlT5Np+9EFUGEwBbVKYpwHYSfuc1molJ0qqGtbJiVA6Lz7CQoziwftQxKLe6ZykGCnL10mKUaLOPmogQjEhXwtFzteSy2GSqoHGZMXIdAkAAMQwmAJKqToXWnQzilDQBkPYWCYpRkGh7SWW1hiZapjbdByqipHojjybLpoClzXsfMWhS2I/m/a7KWkNUZiOb5Ux4lxHlbWvFS3XBMRInvBz8KcvShiwE+OcU1VSVTeSdJgpuwZJUIyCQp+RWEpTEUiGwRQAA6JcZKStARrpvK40SMnYASrnK05GhOQz0UbFRb08UaZnSFv8I53TFJSjf9kMwx/lYlVpvmYYoyhUxgggiaLkIpXnNI5HMK7T1FA5/Vva2l2QDpGmiFN4KHA8yqJcZyMXgQwYTAFtdHcocr4ryiuB+xU5bYk52gvoA3wnXWEcJMj2u33H9vmKZUvjfOAq6XpZX6QXpXtkFt98nbLqoeoF9Ek676l6AX3QxSb1hZjB4hom+MmMk0w2Rkh3/eccI9O5yAbKzmlpaxwMEPUaxE0BpfOO+rBsjJHuMpu4ng2aCyJdgyQqG4uZ7jOy8RgDOTCYAkqpyi1BlmtLgzX4C+hDLjdacaxmyS43SuZdvLYcY0RmGzomohSl40hVjIIs15aGv6oX0KezJR4uSmkMkcwcO/AY4xxPHS+g91mi7AUqoax9LagYjmNLtlYZI/F3bIlRUKGnjVFSCt6Sts9VkHoNQvZc96kazA0yja41MVJ1DRLgOzZdz/aR2WeUShJjhHinFwZTQBvkmXgQPzG1l/jJuDRUecJPRoTiNKqTEgGF8zsrWaoZ/hcyyNhE/uctpbkoIRUtciZKyPYHETVXJSlGeD+hmD1DQAb5JGW0HcVw3hdT2bq25elLde8nTA4cSvGgN0RMZZvAllwE8WEwBayUxnNs2IYFYgRuECMxxEiuNMYz9CanMEihz2npCxFls+KNTvslW4AQQQjoEBZLZ4jCbXQaQ5TGbQ4L77iSC4PEYmmMEM7jYggRyIDBFAADkMADQJCEIs17ncpmZTiIEORCKhJDiMSUzekcYblJgk4DgHBwxIAxqHwA4eCYEUI7EEzBYAoo9+i0TfT0nK2hf9fRnfF+UXvcQjHS3ePQTePW0Ptrdwm+OTgWHd0Zz28nKUYVDe103djVVFje4Ps9t9riF6NweJ+oV+6op+vGrqaqxg7f7w08pBzHiRyjgXOr844Q0TtrKunmt9ZQdybr+72BeaerJ0s9gt/s/aXrpzYdi0/OLqF/z9gc+ne++Tr3vVBRC8ZEJuvQP99eSxNXV/h+zy0UvsdZgubTqWnqoOvGrqbl2+t8v+c2sOt7TgsRIu7XVet2NtK1Y1dTeV2b7/ei5mu37R847QD3GE1ZX0X/eHONcHsHbkZ3JivM8UT8tz+I5+dtowemFIf+nX++3ldPbI+RQ0RDJ66nN5aXhf6trFzEXX1rF93w+mpaWLLH93thz2lhQsS9mhVXNdG1Y1fTtt0tvt+LnK/jFI6J2cU19Pc3Cqm5o9v3ewO3NZN1qKsnQL52+WxgHeN+s9ioxdvpnveKQpeyozvj+ZRq7nmd99YH8693i2jU4u2hf5eW/pDmjm762xuFNHtTje/3VPaHcK9nW3e30LVjV9Omqmbf7w3cjnj9IQOXzTtKC0v20A2vr6b61i7TRbEeBlNAqV1NHfT4rBJ6YEoxZULMxbClupmGDJ1CN7+1NvK6RS/RNCm3aGOW7qBxK3fS1a+t8v3NwPC9s6aShgydEqnRYYWcIF03djW9s6aSLnpyoe9PBj4+PnzyRhoydIqwU89WufXokqcX0TtrKunGcWt8fzMwRr9+YSkNGTqF6lJwQr1u7Gp6c8VOenNFue/3co+17kyWvn7fDDr7kTmR7nyxad7Uls4eemjqJvr3jC2h6kN5XRsNGTqFrhm7OvK6Occp9zibWFhBry8vpxveKAzVoTajqJqGDJ1Cz8wNf2OBDXJD8f9NWEfvrKmknz+z2Pc3A89p/5mxhYYMnULzNu+WX0AGcmP0oycW0LtrKumqV/3P+wNzzh9HraQhQ6cIB82T4C9jVtLbq3bSiwtKfb/n5PTDZbMOfeuB2fSN+2eFanPm45uLBhr2wUZ6es5W2r6nNfBvapo6aMjQKfT7kcsjr9eWCM0urqHRS3bQLW+vC3WOWbBlDw0ZOoUenR7+xoI+nGOUW7ZhH2ykiYWV9OsXlvr+ZmDb8fl522jI0Ck0dUOVghLycslTi+jdNZV0+UvLfL83MF9f93ohDRk6JdTxaasrRy6n8asraMSsEt/vDaxH5zwyh75273Tq7JHTicnZHZM20IsLSqmwvD7wbxrauuiLd0yhXz6/JPJ6bYnR6rIGemlhKd0xaUOoMq/cUU9Dhk6hYe8XRV435z6j3IT9+MwtNGF1BV35sv/5e2DzZ8ySHTRk6BSaVOh/I5itcvffb19YSu+uqaRLnl7k+5uBuejW8etoyNApVFzVpKSMnPz6haU0sbCS7vtgo+miWA+DKaBUZ/e+q9ww86Q+vbfDadzKnZHXbcsjf7ubOwN9b+Bp/rq9HZd3TNoguUT8lAa8EBl4sfzs3G1ERDQ872RhR72IanttuIu2RVtriYhoWs4FsSWHTmS1LcEHCnbUtlJDWzeV17XnNU7DPINiSzhzOx+D3CnYZ/SSHUREAZ6u8+5g4n4XT5/cQaYwx8mNb/UOct4/Ofxd5LbZUbvvaQu/8/DAuvDY3ieihk5an/N7qUVjR3Sn80AzNlYTEdHbq/a1jVyfQgnQL8C57yBX0DYSEVFjezdVNXXQ7uZOqm3d97twMbKv0rV1Be+InLD3qbrZm8SDll4xsiVCje377pIPc465Y28OenzmlsjrtiVGO+tz8rXP9wZ2Ng7b267+x5v7buBJar5u3Xt87axv9/3ewOPl3TWVRET0SlJvenOxK8RAv+M4tL22jZo6emjb7n3XLm7Hqmfb0cI619zRE/i704qqyXGIlpaKbwq0PUa5cQlT5vsn9+ai5+f733jhx5Y+o8qAx9fAunD7xN5z2vWvF/Z/Zss2h9UXo5ZO/+NsYJ/R68t7b7R8Jmc2HVuuTaOqaPA/p4EYBlOAJdFLV1nfQcAEQrTPAfvJSHX8AiqzHbT/fvG3j1+E4sudLcam7dPZABTdAS6KW9Ibq0TxY5QmUnJRwgMqI0ZJlMk5Kco57ydPJqEdKDKJYsT5SUrdvHJRmByc9GgegHztKrddJCNGSTwuxf0hmgrCmLB9jSAJIV/vs7+EtmMScxG4w5UGsNQjODHaPpqeW/yg2xK2LWB5iPI2IG6M0KciFqVzLg1NhZ5s8Cc00kp0IcMpFUXJizJyqU0xisLx+LMfr3y9v8c/2H5Ok1l8rxj5SUN/Qu5xFi1GyQ9SJmP5gSQg4/qgRxAj228AyMvXATfF68jwajvanq+jcY/FflHa1ynIRbnX+tFiJLM0PIn7QzQVhDFh+5ppkAKXKkIDO219RpGm4fa6BonQZ5SCVAQe0MUI2oQZpQ0zJRiASP7FXrJPeVEvLnJjlMQLlNz8E2bzvMZSgi7DVCzj3hUT5vfR302QHmmNUZStTnouyhW1w2y/pMcoZ5vCbF8mr3Mu2jJycW6KFkSNEeeNYiKt1yBRNnu/goTnohDC3iCQRKHa14774HcS7+rOz9foD5EJ57Tg8FSzWN41iEsuSlJ1S9GpSRkMpgBLcTueuN6FAGbkP7IZtW7YUadEVd/rn3MbD+7zy7s0KAIumxtROXPvOvVqpAfdVsexc/guzJ23uJARwwVxcKJcFIQt4Ra1Vbz+9YAIMRr4PdYxynt6V/TVnHyd03bMPWcFjxHnoHgLU+zY7etYv7ZDWge/o4iSiwZKerSjTGFlbS4S/XvOF/KeJMytRwFrxKBzmiU1Kcy+RS4Sy2ACgcCktK8llYWrSLlo0N/tiJKlpxlWMJgCLMmY/zINj0j7SdLmx92X+ycoFqqI7pyz9cKuT9SGTQbTfAmJpo0JcvjZeCdimLQkmqrBvq33Fvc5QNw5JxZlSpQ0kNPxZEdso56SZcTIjgjlk/m0ZZBl2RKjqE849ZHxzpSkE+Vr29vXUXkNpoRhSz1Tla+DbL8tMcoV7olU/+u0RPUZxSym17W+LZuvQ5qeJIT4MJgCLMm42LOlcRq8lOlN7oHfmeLxOTrnxCLNV6ygHNzk3vGU7GeaopPxZArnu3i8Sua32QPb4pacjqQIOr2zV4fkfriQEZLxzpQkhjk3F0WbQ7uAkp6x5eRrvrw2T/fTlpxjlCv/HY7e38M7CaPD+5vcxR1MKShIfttKTn+IhIJopvNpy971WRIkRe+4SiOvSKA/BMJAEwhYSvj7MSNJQbs6Ns+LvQjTfbgsPeoPtYr8zpTcGEXsBuAcoajvTPFqpAd+aSvnoEiSxTQEg6Rgt8fm/fLH3Fwkd9ncRO0wy31BJueByMgi3i3vlYsSGKHIdRz5WgxT67hxr3B5AwURw2ZJuhYK0jlnS59tVFHb17m/ixojzk84R83XmEZXDOl6MK+25X7x0zXjoyycIO+4SmIuymXLtRJnGEwBlnCxBzLhTox98u9CjP+IfRLlxgjvuhDDxR7IhEfs9/E6tPD0zj55c/AjFwmJphwEXIOEgSkHxdC+3if3yEK+FkMuEsPgd3DIRWKIEYSBwRTQJtQj9ik9MaZzq9XLPTGiD2qf3MMsL0Yud1SkYcoBN165KKXhcJXWfA1iUfpK8nMRuDlgf/98nVae+Tri8jg/9RO1HxKdc2Jp7eSNUt/zXq6OVOTqAFyDuEL7WgwvVxdL6zVIlK3eH/MyCqHPCMLAEQUscTgxri6rp8qGdtPFYCubdWhhyR5qbO82XRQhOXcZhK+THd0Zmr9lN3X1qGkNx+3o6cl5aV/U+YrzyxNeXWsXLd5ay3a+Wtkv642ynTtqW2l9RWOo3+jsBIwbIxm7fu3OBiqva4u/oITKZh1atHUPNbR1mS6KkIxpvqLUqb583dGdibhWfWQ8mRIlRo1t3bSoZA/bDvm4uUhGS2FnfRutKW+QsCQ1OAwUbKhspO17Wk0Xw5PpaxDHcWjJtlqqbek0Wo4gpOSiCL/p6snS/C27qb0rmflaRi5q6uimhSV7jNdnL7LzdZR2767GdlpVVh+rHCqJXq6uw6aqZiqpaTFdDE8c6vfy7XVU09xhuhhC+0vo+Y0S7Z5MlhZs2UOtnT3xC6CYqD/ELc8M7g8JH6WWzh5asGUP9WAE1SoYTIHgNF6AybjYi3MnfXFVE1381CL6xv2zQv0ubrH9SsxtcHz0kh306xeW0k+fWqhk+VFC6XWH7v6G5iu+4fVC+u2Ly+hf723Qt9IQctvo+R2Y+oJ09sNz6JfPL6EP1lVpW2cYYd6Z4pZyZBy3335oDl04YgFVN+lrqKt6+aNXWo5zd31ZbRv9+ImF9K0HZ4f6XdB6Hv1F1nxMWF1Bv3p+KV3w73lKlh8lrwZ5Z4pOt01YT799cRn98+21SpYfd8A49/cH5NxdqDNf/+Dx+fSrF5bSuJXl2tYZhme+dvnMu5bFq3/ffGA2/eTJhVQaYrAgbrskTN0Kla89YhEnQrubO+mHjy+g7zw8J9wPAxZbxtEg+yaKsKYVVdNlzy2hs0Ke04KKdk5z/zz3Kbnc4Kt+Yu6+DzbSb19cRteOXaVk+TKvFXJjpPMa5NJnFtOvX1hKIxdt17fSEMK1r9XUp/8dPot++tSicDcsxc3XIb4bpj/Es30dI3QtnT10wb/n0bmPzg2VF3XeIGe6z2jR1j3082cW09eHzQz1u6DF9vpalD6jvLajxn30+Mwt9JsXl9LvRy5Xsvwk9Bld+fIy+s2LS+mJ2SX6VgqxYTAFWBKdsIOc8uKcJMLcVRi/gyTWz32ovZB5Z00lERFt3c337sI+pubgn7Khd4BgzJIyI+sXCfNkiqpGV9+TTTOLq5UsP67cRrooBl7/LCtyYTrndBK+VybAy/zidAgXVzUF/q75+9fcqU5Rk9f35qLqJv53OpsaTHl71U4iIppYWGlk/SL50zLGX16UOlex92ldroPfublIdKx7/7ucLFG8K3he0knYvs7rGw8+OBVUmQVPEIr6DIMcO3FiNLu4hoiIWi146sJU+3rU4u1ERDRjY42R9YchejJFVbukuKqZiIgmFVYoWkM8ublImK89Go+yYrea6dOEopvU8598d/9OnMu33Kfjehg8JeNGxpOyca5xF5bsib1+Xbxm+VI9+D12ee8NOEtL65SuRwZT57Tl23ufkBu3YqeR9UM0GEyB4CIkl6gnp7gvfTY1i0GU/Bu0E1HFHSec5TUQg/7GIxZyXtbLL9DRGj/7opnbLpbRf8kvQvHFbaSb6ryPUjei5k0Oj9hHoTJGSTwW/OR1wAauSO5RkpKLGO6AKHc+5rYPco8zbk8+mZRb22ydHSFa2zGauDEyNktYlBgxmNKMo9z8ES9by8lFHLOZzGNSzjVIMuQek7KnHNT2/jCNu9Pe/hB9fUYcpq5UKb8/JF6fkYxcxDGbRSqTV4wkXITgXYbpgcEU0EbVtDFJEmWrTY2g20TGiTGJchugxi/2mB7ynBrpjIqSJ8O0XGCn/fKeZELl6pPbqWL6vM91r3BqO/IpSb64nXMAuUw9Schd7rlLxpOEcXA95Dnla65B4hQjpiFiFSOd0Gekhun+EFz32AWDKaBU1DuWTJ8XdY4ox12XqYEC1WvNrQJx12X6QkaVuHPlZ0MMpqT1Tui4ucimqEXdxaYbfqrrZl4usmmH5lBd7twqUBBzMMSrc87264u4x0neYAo6MF3JzkW21zk3pgdT1Oci+5/g0hqjvM/DL8tU55zy877Ew8R05xxXScyvshnP1zr7QyIeJ6brkeoY5feHyOsz0hk2nX1GcSW1zwjUQHUBMCzwI5tWdcuaoa85A244R8jktWzczgpdokytlzZBqxH6TsSCxMjWi2sbcI4RDh8x5GvQSeU5DfUXZIh7g5lKBUjYIAGHPqOkVF+V7UzOuQjkwmAKJJaNd6SpKHESHn9VvQXNHd2K12C/yr0vHgZvRUxfOByUjkzR45GPbBksVh0j00/5yCBzG9yW1drZI235SVXd1GG6COxtrm72+Bfkoj7VTZ2un9sRIfX8cp0tMVJdjzq6M4rXYL89Le7HGeyzbU+r6SKw53UNYmF3iHboM+rV2YN8LVLfhj4j2AeDKWC1UjSuhFdCry0r01MOxnKvd93C9fc312gri2qiTmmva39H8J2rXl3lsi47idrMQWLkZk15Q5TisKRi39agg1fonTWVpotgnGgs5o5JG/QURAPRceadi/xPaj97ZvHgdQ1IfJz7DsJMa+HVoZ133nf5ztQN1YM+4xwTPyqK3YJBS6E5m3abLoJxubko9899x9IDU4p1F8mYQO1rl4R92XNLBn1mbS6K2r4WXKeNWrzDZV22Bkn+IpNw46Rqy7fXmS6CcbltIbdj8clZJRpLw1N+23Hwv1/58rJBn9lyQ+BAtpabEwymAEuiQ7uv/VRW1+b5nSTc4RtHX4yWbKs1WxALTC8a3KliKzxa6k7UOPISu5lRYOaR6Lj1QGaZ+2JY0+x992Xa621fg3bVjnrDJeHvg3W7TBdBmnTX+mBC5QYp14V27BVR56OXoO3rlg7vwRQ7IqROXwzXVTR6fiftMeqTpPa1Kg0JutNZ96W3Ldf6Tv6IWmCizs6+ASW/d6tYEqLIgp7Tiqu8nka1px6p0hejOZtxg4DI5uoW00WQJu3X3jJgMAXAsKAXxLbegKOV0iBhB4ggQhAF96ZclGss3O3Ty/ecpnC9OF8CpBP38wlnfuc6lec0pGuQAe0uSBPfc53CQyEpR5nKJ9uQi9IDgymgTZgOKdFXOd1AoKsoYdMypxjpglNXuBM4pzqiuii5baYw7SdGIbL2DhJOpdZ291nIZGTrvhXy65xDjEJVE8+qa+DEp/o4Ksj7s7mEHWdxnM6vuWxqX8skc7sSGiLc0CURp+NI57kzVPuaVYzUinr8iPZdUp+oCLNVtp7TVB6X6DMS43pK07krMOgTHwZTANzYlFsMldWmCys5ZU1hSyMkRMhdbvXTN/hq0QEaU3q2NDqbYiQjXyf9wjDv+I64rUmPEfBkUy4yx54oyWhrRElF9kTIrrLaLIk3XJhm07W+KTbFKPdpjKjHS6R8bVWM4i8DuSg9MJgCSuXeMSEzkQpfcEf2vJgu/0Wr8liy+RBDlM4wnN7F0AiSK0gqStPgj5vEbn9CN0sXZCIx+TFKd6UVt68dKyMk9RpE0ne4sbHMvCBjg16ivg6HHGv6A/L6jCQuN8j2W9NnlJNi0GcEYB4GU0AbFXdBIveTsO2OGOEO3CBMPypuev1BGC+i6fXHhMa6mC0XdCqJ3iOGEGHANxDDIVK/jxRPtYbjTAghEtdz1CPjqch82zUA0+c0G2LkR8dhhhjZT3StjRiZr+em1w/hYDAFlIraMSQjmXPunPW6s8B/vuJ0neIivfQ5QIgYVws2EKJ9pOQiCctIOtMX0r4ivYA+XaJN05K2KKkR9chJZJPCY5vCxYhxLpIg6ec0Lm08JsWQJmz72vb0oqpNwqV+chbm+j3p4ZQyjZ4lQUKfkbu8vBpwhte09Yco6zMKv1hIGQymgDYTVldIXFq4U2c2yzcd5pZsxY56acu1/UKGmxkba0wXIZCyujZj615d1hD5tzoHCx+etlnbugaqbuqI/mONB/Uby8ukLSvsru3JZKWtW6XFW2ulLSuRHdtE1NzRY2S9heUNRtYbVnOnmfgQES3ZJq/+qvTSwlJj695ZH/18qnOwcPTiHdKWFbbcnT0ZaetWac6m3dKWldR8XVLTYmS9O2rNtVttMXdz9Pqrs75OKqzUt7IBtu1ujfxbnTF6fv42acvqK3bQXo62ruhtDp0xmlZUJW1ZSb1xp6iySdqywuzbFoPtVlvM2Fgd+bc6j7MFJXtY95HaAIMpoFTuSL/cC+JwB/6qMnmDFDLk3VmQsylrJHYA2Z4avWLk+5uQDSbOd6IEEeWEK3OTBw6APDN3q7yFGyQ1RgPq5D3vFclbuGS52z12WbmS5QYxq5jvwGXutiwo2eP5vbDHpuWpKPATlnm/SVmMoghyjgoaxoHfM9npJZPKfH3LW2sjL0v103a52/3+ul3ylhuy3BOl3iglV+7xM3m9vM65IHWuoa27/88d3YwHnHK2pcvnRobQ7euo5WEiSges3PZ1/t+XldbJW7hBKmN07djV8hau0CKJN+KEDafMgXfZcvP1myt2yltugCh1dO/Lfbsa26WtWwav/pCKBu9yhu8PCVsqXkzf4DBw/eV1vOqQn7lb5N1okkYYTAGWZOd0vwsESBfTJ1yZ4jZ+vBqYJkLEdWBLRqly49nU0e35PSGeIZKusydcvk7SMa0KYmS/lBz+8XgEKWr1r2+Lka+Zkl2P2rsYDxQAGOJ1nJk4FzNtXntfg0QMUn1rV/SyWBajqFpj5Gu+MZKwjJyNy+BOfdjLTH+I3vW1daINFwcGU0Ap1VP3qFq86uQpNVEKCqtqH6h+bFbV3UtcG4OcIETq6Kp/US7ATHW4cx1I65MbSwxKuJN6SkOMhXLPv7yPHh4QIz5UXxfk52s7k4lNxfbKRao3QXWMZHZi5z25iWQkFLVNiNDaDX1G7lTOKOHyBXkry12srX1G8hbLlk3tDY4wmAKWEh/5ui6idDWMw25OknJj0G3HCQG8oGqIqYpR33Hp15jWNadx3HQdfEqlcNuTpNwVddop2csHe5k9HuyoYeo6hgr2/r/fd9Kt/5yWhEAoTthJfV8BQBiqjoP+d6b4NG4TkadiCBJ7EwPvKvuPQvcZpbyOpBl2fTwYTIHE4n63szQp2MzY01mlIEZxRQlR2k7AUe9UNFH9Is33raAcwddtx0FqRynNihuj3HyN3O3OpifPTIkeIzsqncljw44IQSCKpouFfaK1r9OVsKPks4KIv0sbxEgsLX1GadnOOKLmIkgnDKYAS3GTEk4W4CVJdSPKlgTZ/qAhSk4k8+mcqgIAwEuQHBv0nGbTqS9MWfM6cz0SduBzmkUxiir2OS0FMYJo8nJRChtPgfJ14GUl80ALsl3BY5R8cQfVcE4DL2moG36CbH/g9nXMspiUthutZMNgCiilquM6WQe+qhglKkgAsdjc0NFFVcM6SZkIMQJID84dmspyUYKSkbprkAQFCQCUU3YuSVAqQp+ROWl7Eg5AFgymgJXSOJoetjGQpCcwggrbFLA9RElq+li+K3zJ2k+2xsjWcveJ9Mh32HwdfhXWC9shmcYYBZG0ub5jYVQutjESsLXcfXSUH+3rANIXIrZSWF1Ds/aYdvr+T335Od9c4MfWXRtH+GuQFAaJKf37Ikm9SfphMAWUinqRLz2NhFwgx7vO2N01wKw4RMEaDxz3rTEex0XQENkUyahllZ2LODfquRwaYUOks9y2Hhvszh8QWtzOHi7HdxCyyxr4uB3wPc75Oirp57SQ39dZDbm098LWIx6lzsclln24n9O88nXQUnPfPhm8jovgMRq4PL4JO+r+lN6xGjJGetvX5vqMctcduhoxy41E/PIHwxAFErROWrp5IAEGUyCxuDX8lUnJZsaRWxU4N7a5QIjUwd0/7rg1/MGctJy648g9XnBOEwsXIlRAEUQI+uTlovx/gL1yQ4FsLRY1RoitO7SpoE/eoBGOGFdp6zNCfogHgymglOr5LwN3wDFOFLFD5Pl0Qe9GM950bZJ6Loz0Anqvzw3HyPT6c3nlLRlljDNowClGYfRtsa1PdegQNkZJJqrnqblRgsgzYeMiOIdXjGTk6xhVzdY91L/NGvK1rR0V/e3roHetJjhliXJRkrd9IK/qbLqWm15/LpUxipWLJKzfiLAbHeOAVJ2uufQZcc5ZcUPk/cRc+vqM0B/SK037XAUMpgBLMg5szhdp6AgRQ4yAAym5SMIywq/TnuPHId7l5VsyPvLOt1IDlpzoM26SJIeUq8Jk7yhbz2kgT366xt50g3xth6TX36ADAH71Nel1GX1GgAiBKRhMAaXY3EGagCzLJZScBalvCagKygVuuEmsk6Hqd4T1cslFcRrFTDZBuSQco1zqG2cIkV5pDnfQjpLBc/BHX2da4p2EfK0a4366wILU5yRsp2pBYyTz/GhdLgpajwYEKU71Ux4jLjuB8UHKpd3MOESBBQllErZTteCpSF7dZXIYQEAYTAFfXT1Z00VgL26M0pA0uzM86xGndgTXGHGRyaq68109XYd47FwkqRycIUZi3ZmYB5iiIHG6c7AL+dpXNstnX8WhssqhfS2GGInFzUXK3lfGKAWgfe2P07mVK9QhMeRrsbj1CH1G4DhO/Ou0HFwGMW2FwRTwtLu5k06+Y4qRdUtv1inKE0u21dIZw2bEWkbgu5RircWckQtLafjk4ljLkNnQ5xjHm8atoa27W7WsK8hsPCZeBi7axT98fH7M5QevQ47Hn03z24TG9m76yt1T+/8eZR9y2VZVtW9NeQN96c6p4i/6CHyXUqy1mPPm8nK6cdyaeAsJfE6zM0p3TlpPy0rrtKwr90k2LscnkfgJu0ueWaSpJAPiIniHXFiq3pnS1tVDp98zPfrCKfpTjrLrUbx3pnj/W3FVE510++QYS+dDVV/FpMIKuvLl5bGWEbQe2drfMnzyRvpgXZWWdQXJ1ybiKNrDv3lxqZZyEAVsXzOLUWdPhv7nvpnqVuD7M8kZO847U3z+bUdtq7F8Lf2cpqj+TS+qpp88uTDWMpI+7vn4zC306tIyLesK0i9g4rQnKtafRq+UekOXpad2NjCYAp7Gr9pJPTHvLlR9t4vXCc+heCOtQX9524R1EZe/bw2xQyQorKpGQdDF3vVuUcTlp+eRyXErd5ouAnvFVc2mixCJrrlupxdVU0d3vMaVyUZ6nOM96G+HfbAx8jr62HohEzQH3vz22ojLT0++fmXxjki/kzttC+8grS5rMF2EGNTHdsm2Wmru7Im1DFO5yKF4EQp6HPx7+pYYa+ll6x33QWN0/euFSpcfaFmmclHA1T47d1u0xadomq2FJbWmi8Ba8a5mqm3tMl2MSHr7Q6L/Pmjb7rl50Y6zXKb6jHr/TX2f0dWvroq4fJnta/9lme4zenT6ZqXLD7Qs5gl7elG11OVx317uMJgCVrP0OkluB6tgUYhRsKcxIPeOOkQJoI+tHXI6yYxRUsMtc7vy7oBOaLziyrsDGkFKDY67mluZlOWiBLUd5cZIzXKTxMGFGihm67Entz/E/+k5e2MkcVlIRRACBlPAk4yRyshTK8T8dyI9DTOd8wyGXVeSBpqDbjtG1+2lusGiKhcFIetC2q9BLaOcyu5ICrBgHdMZaY1RyJWlMXelcZshmMh3YkqpU3IGqvwGcGTcaRr1+JHSvvb4c1h+vzV5DQKDIZL2SvRgcu6lfqx87f1vUtJI5HwteJIgwDIcSRchvuc0y/uMcik7XDQm0dB9RkjwbOjO1tj38WAwBTxxn0aCyHwC4B8h8zGSIdEXAgASyDjOVR9mpnOR6fUHYcN5Vye3OokIgfVsyNeGjzQb8jWIYTeC7UznQhvYECO/c4qOfgb+EcJ5FyAsDKaAp0QlVGV3XKtZLuhh+yBNlOJznYaB06Eku1rkblusuYt9opSkXKRqU2y42ANvPDOXWpafoiILc57iGiO/O0OTlImQr8WSdH72lfLpUWzMRbqpvO6K924QNctlR9HGJClG6p7SV7PcqGzvA4mL69YzqyYggMEUUKorE++FyNxFvdjLPX8lPUZRIUbporpRw6UOqZvmKz8XRRk062YSI1WiXsjkRjLpMZKhs0dejLhdfMbBdSA7CtXX4N2ZiCtgFGL/KVHiV+wk5CLfzpzI+XrfMpNw3lchL0YS83WScNtncaSl01TVNF8ydCs+znTsYt9pGSUsn0u+VgV9RuokKcdpn+YLwzexYDAFlHptaVmk38lIJHkXqyEXqLMDZ8LqikDf45bqdMaooztY4wEnhHDitj2MxTvCanc3d0ZalexGDefm3uvLy42s13Hy61LoGGmshmOXBYsRt0ykM19XNLQH+l7oub5TLna+tmhkKpM1s+N7Q2RHnCYWVkb6nZT2dYzl6Ww3RL0GMU1njNbsbAz0PW75g1dpBovfvk6+uB2gNsVoWlF1pN/JuAkj79ANGXOdMebSZxS2WupMjbOKawJ9j9uxwe38ATmwa2LBYAqAAVLPKQlNgjJjlNRzeFK3SwgdrACJldS8JrODFDcOAEBUyEViUq9B5C0KABIi6KCN3P6QZGYjmduV0BB5StnmSofBFPBkQ8L1K6GWl4npDJHXugSbyX8vyuO1P3KrQpLudJa5LXnLSlCMZIoabx3hHFj3bevg0DEFks58bcP507Qg+Rrc5R4vCJe73DZguBjhRbQiuRGKsy2qp40BebwvQZCLRPKb14iSm7zrtDC/k16SwWxvzuloU9nQ5jVdQr3XIO6fi9pFpmPEAfpDIAwMpoAnkwlVtO6+k0TgHJfCs0PoGEE6oEKI5cRIdupIYSoKvc1pfKEx57KBORhYEnNUJmxFTPY7idvXPILIpRxuGBcNDEK6FrMxRibbZ6J19+XJwIN0MZIX1/aIjD6j3EEGZS+gV7NYKfrKxnQXq5GqjfXGua1lAwymgCebj61BJ3xFCTNqAuLaIOEEMYJEcOLNLx9UkhpD6mIU7Xccc1GSXrboJ0lbqeqO5KDVusfQe0hspuo4s3nwdGBIlOXriL/jmBq5PY3ArTwcma5Hta1dZgsA/WxuXg86h6k6p0VuX/PLRaqKhD4jdUzXo6DvioTkwWAKWM3i9k1oUbcVMfKG9glol+JKZ3MHYlhRLyxtvmgPK+yFZf+1UopiFETQlJLJZpWWA5IlTbkoqlTFKMC2uk2pm6QbPXTq6Ea+BpApTZkoyLa6jT+kKUbQC/s8HgymgCfbDy4dDXjbYwQQh8y7G03fVWIDvxDZnovSNNACwaFWyNOdkZmvpS1KLinl0tB2tLxiyyq+7znN8hgBxNGDwW+tfN/fZHkuklZ+32sQy4OkASIEQbBtX4MrDKaAJ5N3E0nPIyE3Jeim297AioNjwynN+yOKuIMhGU3TxpgcaDGdiwIvNkF1X9U7VnSe07jtDpb5OsB3cE2RI2YwdOXrJFGVM0wejUFrQdDTbuh8HbR9HXK5ScLxfM7tHMIxRrlit68lDn5zZcsWmqz7QetR4MukkAeODf0hsutR2G0JXD+Y5yxIJ+7nUu4wmALpYEuLDUAxr0MhyiGS1Dn4vS5epDyJoylkNs+Jzq3kHGOJO5fSQeZuTupgitexEG1r868q8cSkGLcIcSsPEfJ1WsjMF5mEVhqZm4VOwAiY1StmxSEinmUC+The25nA7UYJ22AwBTyZbKTIWLWOi2CdMcK8w3Lg5CkWeA5+mdPGSFuSXJyOOt9pCFiVNCRHz3FpcYQAYkvqYEogoTbdcflThFX6J2xjpLSvJSyjdzneS0Kb1z5oX4sFvTSVebOSbZ3DYa7fZW2b3zrN9ofEX7m0GPnlazmriITTOc2PzhgFOn9alhdMMHNOw46xCQZTwEr9jYsUXWtFnUoBF6SgirE5nVGlrbIvF5kth06h8276TmmRNzZVMZIoqU8Sglw4vsT6rkGsvokhpKjn7/RESK5UD35DYGlqV0fV1x5PU6zQZwSgBwZTwBPndMrl7ifOF1K23Ylkgv0xMrsBMjvnQh1J1u+3aPxixLn9y+U44xyjtNbpUBCjWDJ4obFWfvmGddsx5PdVbQnfCPG5BuEMMYpH5mAK67YPE36dyJzD19e+Nn20ca5jXKbrHFjHOOVIJiECItKdcTgfuzbAYAp4s/zoyjtppeSlz1waDKakfPMDkRkjmRd7nHYd13oUZtYYzp11bnLLm8bOOQA3Qc7pRqaNYZSxHY8/R9HbppOTi/z2C7e2oxsdU7pwnQpNNj5Hi1pc205px2u/sCpMP67TfMmQV/4YG+N/TrM8SDlUbQq3EHFqx5nAKy/m0lswZtXSOhhMAU8mDy5RGhF1FA46QYTMS0E7IqPGSMvcnIp3oOrlsz3HJUjchkR3Jvl3OsethwN/r6rxyq2Rnits2ULfGR1wBZEv9hhOphy6SKrzNRK2UNwYxc0dPRLfcZVUA/eRqojxbl+Lfu8M+LsaUW8I0PK+RMV7UHX9SEK+Vr0P4ubbJMRYtbgx0jcVmrmMLaqHombtoF+HDLoN/SHCc1rItn/Yehl08egzUgfpFkzBYAqAJTh3loL9olzU6Oqc43JRyqUcwB/StViQi3Qcc/L0pGDwOxfqDoA8OKeBSlHydTduEABwhT4jCAx1JRYMpgBLQY9rv84YzlNe6cxbtuZIW8utl9ko7ZeC1lryt5CHtD9ubrsUpILYTMdo//2xk0R6241ychHXnCajFvDcMgjKdC6ygW1TpaaR4zhs86wsQeuhX58H4+4QKeT0GckpiwroMxKztdwc4FwXDwZTwJMNje3AjShlk/DrC1LUu3gZtw/MCBiQY484WG05pFCzd4MORH5nyLESVypvUZzFabT47xcLEnZAYbck+IWUPtzOn8yKQ0T8YpR0P/rKx00XwZigp5cD99dzWWTF/PLpaV4rx/nmrqCC7A/7t5KPn53+SWnLsm3AIWhpdV2nJSkXxXpniu9yIy9WG7/jIPff1L0zhdewCPqMxIKeur/5uf/Wvk7g4QDTBQB+3lheRtOLqukbJ8pLDMZJTkzDJ2+kts6MDW0HI7ozWbpu7Gr6+meO0bresLvZr2H1saMOiVcYgV2N7XTzW2vpyjNPULqegWReVB2wn9ojYOWOenps+ma6/cIvKl3PQCrbMbIvaieurqBJhRX0wwR1lIY/jv09Nn0zVTa0J+qCuLdzLvgG+cUom3XohjcK6YsfOzJ2uVTyO3Y++eFDla57T0sn/ePNNfTLrx+vdD0DycwWBx+wv8SlDbZuZyM9MKWY/vn9IUrXM5DKjmrZi568bhe9vrycfvV/PyV3wQbJjv5Tc0qoeFczHXQA7vdz4zgO3fTWWuU5Ly6/Y+fQA9Xmosb2brr+9dV08WmfULqegWTmi8MOUhujTVXNdM97RfT3809Sup6BZMZIdef0zI3VNHLRdrrqO59Tuh6tJJ/UXlxQSit31NEnjuadj8KQfd6/bcI6OuKQA9Fn5KGtq4eufW01XXDKR7WuV+ZuPupDB0pc2mDbdrfQHZM20DXfTVAuSggMpsAgt7y9joiItu5uNVwSMb+7vFU1srp6svTs3G1ERPSRI6PdFaNz0NnEyfu9tZU0eX0VTV5fFXkZymLEpDVz+4T1NH/LHpq/ZY/pogxi5K5Zl1Ve8vQiIiK68uXlmgujTpxGutt+ueGNQiIi2lHXlr8ehvcX+dUqlY8Z/2fmFiIi+njEAVKt+drAoTdvy256Z00lvbOmMvIydN5JZSI/Df+gmOZu3k1zN++OvIyk3232s2cWUWdPln7+zGLTRRkkXI2RU7/cctpfX11FREQ769sG/ZtNVB6BD07ZRETI117W7Gykt1bujLUMrbnIQIwen7mF5mzaTXM2xcjXDNtQUbnlostfWkrVTZ20oIThNYjpAuz1/15ZQUREVY0dhksSj8o8dc97RUREdPwx0QZTdD6159tnpKjWldW20atLy4iI6L8OOyjSMhKerunlhdtpZnENzSyuibwMVTEy0h3iss6rXl1FxVXNSvJ1km40NAG3/YCn5o5u00VgKbeBnclqbARY9Ih9S2fGdBG8MQnS7pZO00XwFKZxK60h7LOYXQMvZFJ64veLdVO7vflaV6dFl9YXcNtTSdu7zORreyJEVNfKOF8bOKm5paLOnt7jq73b3PnfK0WaOO377Zf6NnvztUx+zYeOHn352qbOhI6c40tnuYNNNcyjgV3f1mW6CKy45aLqJs7nNF5qW/nXJx0x8zu+TbUjuevKGMrXFvUZNTK+fjVxSnNbZ1WTugFdi5o/LGEwBayk+oRk04WVF9UvlEpCjPzYsHlxT/K5P+dyERyIoaJaFCFWlOcipUvXQ/U2JCFGfpJ+PiJK/pMtsiXpznKt9h5LQaMX+h1XCThWw25D2JoY9ek7W9pxMupAEuqRHyveqxSbk/MnO+ouN8rbjgmohkE2IU79ixoiXukafUZx2Lx56TjXqIPBFEgsWy4qAABkUz2AIVvSLqRVt02TEK1gd84lYUvBLqhzIo7Hn21l19lyH62vM7Y1SJBouNQXQ4zEECMAiAKDKQAh2dZJaYKpCNnUGJIRoygXt1xjxKnTlOtALM9S8aJi3zGtDtKgk0zM1J1bSa97MqiMUZzzEvadmIrzftLjjnQtZuo6jVM7NhenY4JRUfL4xQjHXC8V+45rfZAHtUcEfUb53IqlMka4BowHgyngyYbHvryKqOvimluMXDsSDRSR6fmJiIKXTfU2JCJGnDeCiYExUveSPF65iCPEyF0SjmPV28B1gDUMrh19OgTdf7oitJ/FqUjXoWBzjFTKDT+3c1rQuqE8XzPOdYFzUQLOOVEFr0d6YsTsMHPl+b6wuNNBB/w9t1zkykgR8zK2trUGmtrMZeea2I2cMx36jEAEgyngyYLTov+dJBrOCHofsY+4NmRgTym+VmEHT3yJ+UXI9ujp2P9a87XGddkq7D5HvgY95By9/k02/hnC/J3aGjueFF8vqMpdnKf5Qrrmw4Z+btNsz9d+dOx/KyJkOClxewG9G7SzzbPiWIJ+GEwBgFQJepKy4WTG4QIdDS8A/XDc5UNnEfgxcdcsjlExxCid0pyvg+YiK+70VyTFmw4AjCSpz8iLzWXnAIMpYDUTDS7Od9C7XpcaiRFfXK7dEaOB6+SyZ/iyPUKq8nXucrl0zkXdVlUdKH7LNdVxET1GcssRbJ18M7aJOs/kMBvE6zyS5ilzQCzq0W0iK+SuU29airYyMzHinK/15yLb0p+Rc5plMTLB+hgZSQuMc5HLZ2b61fgy0x8yGN6ZwhcGU8AT54MrSNlUNVjz35kScRk6WiSK95/fxYqMrYsSIps65E2VNHe9ufXQnsip5xULzh1yA3MRq2MhSL7WUN7oMyXqKJu5E66Mas2qvikg49iPtgTk6MgiBywn5qqe/uTcvg7wnThhCdrRHTlG9jevfeXPwB+tJIybMoH5bbmM81GkaxDH/c+wj1eMosZLR5hZ5+u+wvkEQkuXA+dppQJdg8RYvO/yc/qMIi6f87VnUKr7jKIsxKbrFrUlZZzgLIDBFCAionveK6J/vr027zPOd/bo1tWTpT+8soJemL8t73OdMeK+Nyoa2umXzy2h6UXVpovC1vLtdfSLZxdTcVWT6aKw9dbKnfTbF5dSY3u395e4HwyKPTS1mP72RmFeA9vmfC37OiGTdeivY1bSE7O25H1uc4xk293cSb9+YQm9t7bSdFF8mbyGXFPeQL94djGt3dlgrhDMvbumkn79whLa09Jpuijs9NXdETO30FWvrqRsNn6nik46Ohoc6u0ouuH11fTw1E15/2ZDjHRpbOum37ywlMav2mm6KGxt3NVEv3h2Ma3YXme6KGxN3VBFv3xuCe1qbDddFLaem7eV/jhqBXVnsv2fJaAvWxrHceiWt9bSsPeL8j5H+3qf1s4euvylZTR2WZmxMnDfHyU1LfSLZxfTopI9povC1pxNNXTZc4tpR22r6aKADwymAHX1ZOnFBaX0+vJy2lnfZro4LL23tpJmbKyme9/fyP4EZcptE9bR4m219MdRK6REiPOdQFH9/JnFtLS0jq54aTlq0QB9Fys3jltD87fsoSdnl5gtEEd7Y/Tk7K00YXUFra/AoBxR/kWDQ0Tztuymyeur6OFpm80VipmB+Wb4BxtpYUktXfPaaim5NonnxUueXkRLS+voZ88slvLkkKoImTxXXjt2NS0sqaX7JxebKwRzj0zfTB+sq6L5Ce00iFv9CssbaGJhJT2R5HN+zM7Yf8/cTAtK9tDf31yTH2+LpkpU7bcvLtuXryVk2yTFqK/6/Xn0Slq8rZZun7DeaHk46hs8vu+DYppeVE0frNtluET8OORQWV0bvbGinJ6fX5p3gwDs89KCUpq3eTfdOn4dyWj5cZ5mNqq/jllJS0vr6FcvLJXTNk5QiPpulLzi5eW0ZFvd4PO+ZAmsXlphMAXy7j7LJOjEKPPk09qVkbasqIJNbaa+HF7qWrvMrVwFhWeXmuYOZctOiia/J1MsTlNhH9f2+35Xzp1ztovT+THwDuoODvlaccs+7F3jA79d32ZfvvbbYhXx7tnbHurq4X2ccbhrtqHNJ18DERF1dpvPS7LkHm1xq18ng+OLe2eC75O6OVTmgrDXIH5tFxXhxtNxwdVZeP7XrSNJ+TrGATewrZn7xA73vGlKc2dPoO+pbLqF7zPS25DcnbB8rXLAqzZhsUqaA0wXAPiy4STpVcQ/jV5J8zbvVr/+yHPw6+PVyXTpM4s1liK8uPMVx7WmvIF++tRCeQtkQubcq++uraRpkqZ145RvZNaj/8zcTMW7muUszCdGA+PH80kB9zJdO3Y1LdBw1zbrOZ338iriL55lnq8jnNWixtUtRmV1bezzdZTNlVn3pm2opgVbkvd0hMwYPTt3K+1qlHOzg1++4XS+C+umt9bQwpJa5evh/I6rPl5l/NXzS/SsP+LvtJ7TXILU2pWhS55epK8QEZi+Bpm7ebe0GHFKNzKPz5GLttO/Z2wRfzEAnm3m4LziOnTielq8DfmayPs4+O2LS2l3s/oOa9bv2d3L6zj4GfN8HemdKRLDunhrrbRrEN1PInG4IctmeDIFPA8i3c2KeolPNkgfSMl7UbeZea83VDZRZ4+8O2WWSZ5XmEMynrqhSuryVpU1SF0eByu210tb1vqKJlq5Q87yONSfPtt2t0hb1vLt9YHvUhLyiZHufB3tLlD3DZA5kOI43pdmOmNU1dQR6c5Gr7IvLZWcr6UuLZr31+2KdJHo9Ysk5muZnSBFu5pohaR8zaIC7bW5et9gddzzyIod9VTRIOd9An5l0d1xV9MUfoDIq/wyB1Icx/G5BtEXo+6MQ21d4c/TXmVftFVy56VXjDRWo3cLK6Pla4/fyGo7cjJ/i7xrz9I9rfLa11KWIkdRpbzpaVeXNVDpHjnvE+D0MupKSecgIrltCHL49Bk1d8h7Gna+5JtMvHKeznPa5PVVUmebkdZ23IvDNf+cTTXSlrWnpVPaNYjOwTOID4Mp4En3yOiVI5drXZ+foNuuO0ZPzt7q++8c7sgzae3ORuHLJ9N+jnpidgn17H1MO39KBvc/p9EvnnO/q5RzWHTnoss8YmRC0AsU3TF6YAqf90gwTNdUuqeV5mxS/wSpzUYt3kEtewdjcYHl7g+jVrh+7nj8OQxVEdfdfrpwxAJlyw67KUG3XXeMhk7coGzZYdvmgWOkMbM3d/bQO2sqfb+j9xqE31ltYmFl/8ClVyzSnsb//uaa/j975WhOAxsmnPPIXNNFCCS3Lus+Hv+RU49M45iLiIheW1bm++9p7zOasbFGePNk2vM1iGEwBdgkuMLyhsDf1f44LpMghRlF111iJiGijVWSplSyQNRzfAatA4ippCb40zsFLn9SiUkqoukhpsArGPD/InEPYS4xWlfRGPo3XMquS0uHpCfbILVqQkxhErZjKG5rgkvbMcwLp/vKrK3sTGK0KsLdyVw7GlUJc6yBLfReM7WHeKo5rdf6YaaY1t1nxCXnLdEwvVtUTEJE5fXyngKzF/qE4sBgCmDUNQgESQghgjjSUn/ibGba79YLwiE0C4OwJUZpyQuQPKi6Yg7hGA8EMYIY8FSjmF+IbAifjjIiXweD400MIfKG0NgFgymQx5YXsKnuVFQdBZkv3vVcR7RVSGHyjoNQMTIUpIKCAilBiroEG45zLnetcOYXI04DL47Ln2RSXVeiljpMuVTvLf+ymDvYwuVrc3XaZDqyIRfaUEbTuNytKtJ3nNk6xVnk9nWYfK04Ffm10XLrke4qFaYOq4+Rz7+ZvAax4DC3oIgQEJ+WfjR6BoEMth3RH0JEgrJYEiNTCgoKrGk/phEGUyBP3svVE3Tc9mQdWl/RGPhlXH7fyp8jNF65ZItzMmzvytDGXU1SOqySesdBbUsn7aiN/7JDx/F5i5/ldtS2Um2kl5Pn8w0Ps+MuDMchKq5qovauYI/xB71bjlsuiiO7N1/3vdtHJOihlKQYdXZnqagyeL72/xrfXBRnn9W3dkl8OW0ylde1UU1z+JeTD5TQ0xkR9b7gvrUz/lRrucfqfglKRo5DtL6ikbol5+skxairJ0vrKxqD52ufjJO7DG4RipMHGtu7Q00fGvQ6LUkqG9qpqjF+vk6ykppmapL4cvKkcag3X3f1xM/Xuf+UoHRN3Zlw+doP6+u0GJvX3NFNW6qDT6tu6SVILNVNHVTREH8aMcdx8LQTYxhMAU/skn6OsHfW3/XuBrpwxALpLwTmHaNwfvLkAvr+f+bTzI3B38uSNqffO4O+/dCc/hdMmsbx1Prth+bQ6ffOCP07zseSTIXlDfS9f8+nHz0R/oXA/nerximVWmGL9uCUYrpwxAIaOknuC4GTFKPLnl9CP3h8Pk0q9H8hsO3iXD+cds90OvvhOVIGwJPqWw/Opq8Pm2m6GGztbu6k8x+bR+c+ascLgWUIewfkU3NK6MIRC+jGceFfCGxr/0DYc8n/e2UFXThiAb261P+FwOHLwfikFtLXh82gcx+dS8VVTaaLwtY37p9F/zN8ZuCByz5Jqici5z46j868f1bo3/mFiHP4whZt5KLtdOGIBfTXMSvlloN1jMIV7vrXC+nCEQvouXnbJJcjOc5+eA6d99g8WhnhPVpp8X/vm0ln3j8r9M04uuuJre0wLjCYAnlsmP4nV9AG4rbdvZ0pA0+Mu217UaDL9ooeXw3awNlc3XtH2ITVFf2fZbOOlKcMdHLbXtnniaJd+y72Oroz1Nge7i4ojhc2Kh+Dbmzvps4e/ycxBp7MfUNk6MQvs8Ex8A7MPS2dlBU8OTdwHzGsRlJU7r3zcuyy/I4nr3ydGwdOjcJI59OAP9m4NwflxiibdWiPR77mWlfc87XonBZuY1Zs33ex19mTocY2u+5addtalfW8qaObOgQvwOWai3JLJTNGuwbcDV7b0hn4Sec+HM/7Muxp6SIiGjSwW9PcYdXdlFH2TtAcv66ikYiIRi3e3v+Z4zixr0EGrt1EtEW7OGhcO/feKb9gy57+z7ozWapv7YpYMjNc64TkHdOW82RzS2cPtXX5d9bZcBzKLGNzR3486lq7hE86D7oGydmPFoQvcBXri83M4vwbJ3c3dwr3gQ1x8BP0HNyXr3P7jGTk64FUH5du2ytcY8CE3Xfen15U3f9ZTyZLdbblaw19RtU5N+C2dfVQi2BwZeD6k9p2TAoMpkBqPTp9M50xbAa9vLB00L+pT1t8WyS5nSS/e3kZnX7vjNB3HsjI+6o692UsN3cJZ9w7g069e1r4x8oZnxxlRr6+tYtOvXsa/e/w8HeKpcXSbbX0tXtn0J9Gr5C2TNsGxkWem7eVzhg2g56cXaJ93Zw7InJLdvVrq+hr987I64wKJn5dYRyivBid9eBsOvVf0zwHnbzIOJri1iOvX8usn62dPfSVu6bRqXdPk7ZMDmTWz3U7G+n0e2fQr19YIm+hCTNmyQ76+rCZ9NDUTYP+jes7rnTIrYc3jltLZwybQVM3VA36XtB3pkQuR+wlqFtubowu+Pc8Ou2e6bSzvm3Q91S/MyXutnjlHCmx37uQzp4MnXLnVDr5jqnCm3E48oyR1BuXmumr90yni59aFOp3nN47qNr4VTvpjGEz6K535D4NbrvcGnDnOxvojGEzaGLODadBcMhFKpebe5xc9NRC+uo9012na1T9zpS4x6tXO1pmn1Em69DJd0ylU+6cGniavT4YUOELgyngiXVnnISiPT5zCxER3f1uUYximI+RVxmiJt7c88n8vZ1yY5bsiLQsLqTvpZwYNe+9w6CoElMTuOkbiLPtbhWdXlzQO6A7I8YUexxykZe+VBTnAvm+D3qnaHTrnAtcDgtiFFpOTCev7+2Ue36+3KkJdJO9n3IvkqqbegdRlm6rk7oO2/XFaPPeObA7Q17opclre58GWyKoQ5wHYf30HX1xyt/XKffUnK3+X/RZBee+g6g5Kndz3161k4iIRszaEqcgxsneT7mdV32zCswqtnz6YUUxyn1/SlfIqb/Som+2hb6nDZJGxvE3fHJv+/qVxeGu9fPf38QgGXmIGqPc7Ru1NzZxpovn0CGusj9kfUVvP8g7a+yeflh2jPqqUXvOE99hb+gCvjCYAmARHadhS6//++lo0Nl+xxLH8nMsEze2H5uq5B7xnOqRjuumoNtr/hLOnejiUvaThFYS7Dwpd6pbHySAeHR0dNk6wNZHyznN7hCxjJHlIdVi0NQ6udN86S0KW5za1zrYvrVa+ow0rEMlPYOA4aKk+xxo+z40DYMp4InBALo3JomGc4yiXrRFbSzJbmRxHhSx/WIP7BG0qvHORYqXH3B9SYxR0N8FjVFUegaOdP9QLg53JXphEiJgQHdd8GqHMT5cYrSTo67PXdQQMQ4tm1yEGIEN+tpyqgZqB7UdPb7HOl8rbl/L+p0Xft39Ob+L2tckOUicn4xCn1GyYTAFPPFNS/uYPnlzi5Fbwg5bRrdl2H43nWzuMdJfjiTh3BDiwi/fIXpiSYyRW9pBKsrn1vGZpDssZZyfcY6Xj/PgmQ0S2SaQ3HbkVsfk5KJgn6WZW5z9YsSrlvCEGIWXW+VsiF/4/pBwx5ltVPUZJSpIEoS9TmN2WgcBDKaAnTQnGlXzJ4bllmC97+qLP6dzGNLnuY9YEvcYyWV7M8G98aNmXUGroRWdm6ZjFGL9nOLZ/84UDetyHAVzuEfN12G+K2FO5zC4xMh1WTk1RcZyuVzXRd5XLjVJ9jb1vbs4aLuBS0wHyo2xqhwYPF8zDZLAvnemxFhGiPO+ynckhREqX0t4Z0oY0q9BIv5ORy7i0naJHCO3nSU9RnvXFbBm8IioP1VlTFKM3MhoywVdhOPw6Q8JI3L7WvP6vMgsB5f+ENk3ArDuM+prX4f8PtgBgyngMyWKuaFR06OyA9fv/Vhr8oaPgybxgdvO5QJIB1s7SSA8Ww5xs/nabJAGrp3jOU2VwNPADfxdilJYijY1sjSdv9POdB4c2Llp4zRfUQVtOwa/BolXHo4Cn5sSuO1Bpen8nXbcjnGW/SGqVh24P2TAzyycajiqyH1GKUpi3NvXKdoVSmAwBfLk5jqTOZ/zgZ1bNm7nRTkJe/AyTF98yyTlTueYv5cVzbiNEa+fy2zkRF8UjzmtdOQiGU8+mM3XjBN2DhuyWNg7ni0JvVRSpiGwkMrtiDvvOvdjS+bFrI4n1VTSka9lrIJLvPyEbRrLjjy3GLltX4IuH0Lx2tdyrkGcvP8Pi8s1nVcuUvWkayg8QhT5vXih1hHjt32MhkvRKS0hTUdPMtpFrstgkl/C8O4PkbdsLk+mglwYTIE8eUmD8a2sbBJLwLsR1BbBPRpRY5TEd6ZweyzZ7miqMTimPlFKaQAHxijvr2yS4mBs5r4fdLcvn4qkexoCzrhMGZkmOKfJNzAmfjHi1MTS2Q/i+56HoI9nGBB9WkbZ5TB/t6/8KSMZ7WhZTM/TNrDtmMQYxzQoJE7uv/k1vk3Tl7AHhcinz4hTHYveHyJ3Gzic0rT0hzDa91GY7jMaWO/sjmbyYTAFvDsaGB+9qosWuDMn1TGyn+Xne9b6GgMW3qCinZQYMa7L/XdRqpsUO2hB2FKdi7jciRoH8rU6fcdoEuqJajJCxKmjaSApT5X4PViagHfOKM/XahevBWKkHpsbVRiTESO+mYhIRumk1CLGQeLSZ8T4lIZ8rQHXGHBua9kAgymQx/ciJ+AVUElNi5zCGKTyTlbHcahoV1Ok3+pIxEG33O97cRuv3ZksFe9qjvRb0Zrl9BXFqx8FFH9fNnd0U31bd8yluJPRoRb/3By/DNVNHbGXYZpfI8c3XQeM37bd9ufr6LM4iGPkOA5tjJqvdXRMBzzQfOtRzGL2ZLIxYhRv3UGo7hwOoq2rh7bubjWy7iDixkhGEfe0dEpYijsOnY4Smte0ozZaHeIkcl0LECPHcWhTVbS2o44qEvTawrd9HbOcmaxDRZX252v/a5B42rsytKU66jWI/9qlDMbG/L2Mtklda1fsZXhhMabv38AOpLyuTUpRTIo89WfAnbgp4nGmQ/D+kGjXaUFkszGuQWKuWyaVfUYd3ZnI530dfUZx+xRl9Bk1KuovAqIDTBcA+IqSQFaX1dPFTy2SXxhGcpNilBi9ML+Uhn2wUWKJ9pEzt6OiOTRDuOrVVTR38+7Y5XAjc/7LWMuI+ftvPTg7+roFK5dTB8KRffHUk8nS/71vptyFGibjbt9cm6ub6fzH5kUvkGWixGjssnL6/yask18YMnOcuZdj358LCsLnt5veWksTCysllEQN2TGK4rxH1R1nMrYvy+DOtK/dO0PZspMw1Vt5XRt9+6E5poshld9e2S9Cwn537S66buzq6AVSTHb7M0qz6c531tOYJWXxC+KCQ9tYxjIuenKhspuVjFyDKOhV/eo90+UvdC8jU2ZLjlFNc0es67SwTJ/Co8RvVnE1/X7kCvmFkUR2PosSowenbqJn5m6NXxAXSekz+vULSyPfrCRiIl+7DUTGLcap/5oWcwngBU+mgOdBHuXOlWlF1TFLE0zBgP83JUqMnp0n96TodRLqj5HhF2RGMV1yPZK9Ta5ThGqOXIPkCz3ZpQ/bOSf7QqCtOyN3gWS+Q85xvBuuUXLRPEUDlgMpvys8Z/Gh5uAP4JVF28OXJ4K+ooXO1y7b61ZHgm57lD01YXVFhF95yz3O3LYv9G50WYjujoeKhnapy9NxTtO5fllyy2W6c8lPlFy0cke9gpIMxuKucKJIyej1ZWoGCQaS+c6UOPU0SjlkD6SIyh/2/M/hvY3S75aXXHy3tqhv+5RxLuxjOl/7th0jLG9jxNkVwtP4zpRB73LIvbk0fDneXiW37eglen9IyONMWI7wMZI9kCIqvY19RrLbRjq2ye+chmm37ILBFPAU5fSclOM/6AlPd4x0TBsTtHxcrrcH4jQNAXdqp7NTtmgr1g+DmR6MipSvY104RVhfyNXJjqnud2ZEubgMHyO79UUoyfk6baJcLOvOn6rqRNAUo719Hf2n0gUvi+58HV7Yehv0+5z2V66++q2yQywp+dqWzYhSzrR1iEY6HpmHKHh/SMA+I81JC31GAfTla4Wr4J4KmBePPQymgKdIjYeUHZLRYiRX7kmcw+PxRDzmJ8+VWxo5MXK58zvkNpuMkOg4VRUjrdKViqJ1zqUtRlF+ozBGqh4fD3sBxeZO9L1knz9kPN3CLUayJb3jx8jmSb5RPIm7yPfuzCjLY37id39qMNwy8r9vfntll0fKOS12KSTLfXpWRoxcV8FuqxMjSu41f2Tqlch87fJZnGt9DudwHf0hYXHLXVr6jGw/p0E/DKYA81MZDxxOgLpE7VSxMUZRi2zjtuqWtrvHdXAoeFy5X6TIlD+g7Fi97TKm+XJd7sDfhVuNMXlTfu39c/gY2bK15iBEYEyK6l70Nqd9QerP12Gn+VJRmIQJWx8QUzGb24269E41bLoUGkXcVhtDFLX+R60PNsYoKvSHJBsGU8BTEh/ZDMqvsybuyx/jXBSZGpl2vTvDL0YGK4Lowk1GDN22LvxUBnxJiZHKDQxQQFwYiaUhRrn5dr8IFTtWhHRMOej2WYz3Fek+x2iZltHts7AXNwk/VBK+eYl4sigpdTDorojyAnobp9GN9+Sc5mm+dKzO9R1X4e7sNXmoiEIk4y5s13qU+CxuTqR6r3l3mNj/8ftDpBVFiaDvTPHvDwn2PRW0pOuAn/kVJpV9RhgQTwwMpoCnJFx8RjUwx3nFIokxCnzne8AYJZGNdwnm0lH8qHeRp5FfY87umpZPVb0b2BD3iie3R8llCJqLBn7LKxJJPF4tT9dackDW6buLHETSEiNVL9odtFSv9nWE9XI/1IPGdHD72uOclsDKGHQf2t4OlyGJ+182GTFKelULegOp33eTWBcj94fILwpbgY+NVMeId39I0vObahhMAc8GaRI7nqJwHMcz0XCIUd40KBIyooxHPTnEJZfj8WeTeEUof//JiFFWZaAN7UQODQ4GRWDNcey5Q9NkKb3uluOQu2XvPxlL43YRlHuuV/XunaDrl0Ha8jzOYxxyNwzm9P9POkSeEiXioLkOeW1HA7nIDbN0PSAvSbhOS+Qxk8iNShzO/SGyRZ6WMefPBR5/JjJzHOe3i2QUIGKfUc6fudUd2X1GUq5BJCwD1MBgCkgl67wg6rjou0tLVQeHyo6TODEKU66+74aer9htyoGYZdFKx7QxMSs629hJ1NdIixqruDGS1UjVMw1RtML6TXMR5LiXFyPBY9KKY6iyIa5rWsao2xD1nSlciMolp3MOnTQifTkoaqS45GsdjMUo3s/7CfO1jGmILOwYNTXloBuubUQtU6EFjJKOskShs80YuX0tsSzcmYqRrBwo7g+Jvw5T519p6w0YI1Xv22OaiiJVYlV9RlyTjpZ87eT/f2hMYwe9MJgCnkxeDNlyYW3jBaOI+1y8kCvufjddv/tWr7IccRdtOkZ9uJTDTd7d6UzKwZkN+dp0m9mGGJmPkl79h5fXHaEMOlMsSQFGyb6DP3o57NhZNpQybIe+7NDbsCvDd2CqKYduSh/Ojpuv5RQjNs77mkvRok6jpJvRtqOiVcteLJc6JVNS+ozUtot4J2w7rvv4wmAKSD2EbLlIi4NbJ3HuXQRyHkdM3j7MvZaTMhVa8kKUT+JUDabu2LFpF4W5E0hmjtUdIyOPtDNuw7rty7DrS2a+Fj6voqUctpA5tY6pYSrVe1Tm8oPGSPp0dZoTaKyXuQeMkvRN0pwawu8TyzfYRW4bz600oacQjFUapnJjJCNf9y02ofcVyMx1cm42CF8em64TzV2n8Q5SEge/8/tD4i+P+z6MIu9wkNhnlNR8nXYYTAGpOJwoZJN/Mo0zbYyGR+wt34dhIhR1X2CaL7GwsQ36kkNV67fBwG2KO81FUkIk6syJJU6HooYDPfC7iZjmHFGIHM+/BJdNSkVXKO4FMfK1GJdpvpIsTj3WkSJtr+bh2tfR1mF7jHTUpLDntEFtR5mFSQjZLxG3vx4PlsTBhSQLd6NetHXYvg+1nPfj/gAJmzUMpgC4QN4SszVGyjo4LWpQCDuuGEwbAyAbt5ccujFdQhtiZD5Keum48y/woJyl0lVjksGGfaaqPRl8ufyjZOO7LVXiMC0jd1zfhwPgBrVVzNoYKcpFSc/haYLBFJB6QCclN+RuR0dPRtmy5SxP8lQSbp8J5sTs6JYbI9k4TKzAP0bq65Hv9x2HOiUeaypykYn8lnvsdWWy3p2ezsC/ikubxMez/Y6zKNvLPUJR7uhPXS6KMKcz/xhJXl7IepR1iH++Nny12tWTpYxHwo5Ux7kno4Byd0tHd8Zzs6JsLvcOCtf2tdtnORsyMBfld+2Y32Dpd6u7bJPouoR7vtbxyKzffnCIf4xMH7s9GYd6MlnXf4uUi+IVh+X6Onoyeccn52l0VUF/iHh5iNGA5UVYoNYY2XggMnKA6QIAuOF0U8rJd0ylww7a33QxeommRHFJiOFf/hg+qw4ZOiXWOmUS3dEko4MlyrQxnGIkJOHEGjZGM4tr6LR/TQ/2ZY2x47SfrnltNX35E0eZLsYgnO4i/Nq9M+i/Dz/YdDGISFxNZbRfo6SzQblIQjmi0vEkTJSnLgbGyOL76gIJW48KyxvolDunqilMDF6DFCauFYdO2kCvLi0zsGZ/nPL1tx6cTZ84+lDTxSAiXdMyxm87GhXhGiQsKec0o9cg/v8uI0Zhz2k7att41SMBEwPhj83YTG+tKte+XhFG6ZrOf2weff64w00XY7CAMdLR3hyci8ztwCirDvsb2/tDhPvHQJ9Rc2cPqxiBPzyZAp44T/fRVzJV7a2BW97atW+EOLeRxztG8srmlsT9lm76DiMjQg9aqSlGoHXrWEeElbR18b5bhYN1FY2mixBaX/7Q9STMnpbO/j/nrpF1vjZYNM7pWlWnSvhwJzthRwlzd0ZewZLaZiiuajZdhND25Ws9Khra3cuhaf1RyOwgc1uS3/ITeqj4co+R9/eTmk/6yLhxDgYrr7MwF2le35aaFo9y8I2S2f6QhCcjF+gzEgt/o7OackB8GEwBqS1zWQe7rUkjULmZb5utsdcq6FwNzKksstKO8wCLTnsuCkJejJIbJO7bxrt0PCRlOjtr87UF67eBrBhxz2lxcN8y1aFPwq5NSv1UuRlJyZe2bEe0KQdl5Wspi2FJ2rbZGiNby50rCdtAitvXbtOeJSRugMEU8GFLI8ck3TFyvTsr91NF0zOFTfpGH9kM+BlR9HBFeax1oKTfRYaGgl4Dw835LjHZgm6p9nytYVrGoLnIrz4YnebL9Q429xL1bamMO7rC1wS+x5OMeu1+sYckrgpC6y63zunuwIxyhIf9jWv7OsY6ddcjt9xckHcJEm//EblPYRU6RsyuQWSfPrIur/ZATlHIgtia2P/5x7sFQZIgfH/IvoOfR5/RPrnbErX+WN9nFPIpmihktKVVxigdR646GEyB0DbuaqI7J63Pm0qlT1JOpnGT1uziGhr+wUbXl9klI0LxpzkYvWQHvbywVFJpkiebdeiBKcU0bUOV9GXraHT3rUNlp35DWxfd9c4GWrdz8NRXNuUilY2kkppmumPSeqpq7FC3EsstLNlD975X5PpCbXtqkVpvriinZ+du1b5eW+LvOA49On0zvb92l/xlS1/iYH0XxCpzUXNHN931zgZaVVY/6N9s6ghUGaPte1rpjknrqbyubdC/2RQjlWOPy0rr6O53N1B7gqcFjRu+iasraMTMLVLKwlXcGD0xawtNWL1TSll009G+be/K0L/eLaKl22qVr0sllf20O+vb6I5J66l0T+ugf7MrXauL0uqyerrrnQ3U1NHt8q82Rclb3DbBB+t20SPTNiX6Bpa4fUbPzdtKbyzn9w46Lrp6snTve0U0f8tu00VJHateQD9v3jx66KGHaOXKlbRr1y6aMGECXXTRRaaLZT3PF3Z65PTv/2c+EfXOc/zC784I9BtVVK0u6HZ4fe/KkcuJiOjEYw+nS884fsBveJ8sg5YuznZ0dGdo6MT1RET0k//zCTrmsIMiL8sEHXtwyoYqenpOb+fl9vt/qGGNcum42LvrnQ00sbCSRi7aPjhGvA+zwOLG8cIRC6ijO0tFlU301l+/kb9szblI1eriLvbXLywlIqLjjjyY/nTWifnLZl6PAp+rYkbp5rfWEhHR+V/6KH3mvw+LtSzddNTzhSW19PjezssffsXGfK3eQ1M30ajFO9zzNRAR0WXPLaGqpg5atLWWZvz923n/pjsVqTpu4uaiS59dTEREhx10AN14wRcGLJu5wPk6nhveKCQiom9/4Vj6yiePjrk0vYKf06JbX9FID0/bTEREF5/2yRhLMkNHu+TpOSX00sJSemlhKfK1hz+8soKKq5ppyvoqWnbbuXn/xr3tGFTc/pCLn1pEREQ92Szde9GXIy2bu7gxuurVVUREdMYJx9BZJx0rqVR66OgzKq9ro/s+KCYiol+c8anIyzFFRzUfvWQHvbCglF5YgHytm1VPprS2ttKpp55KTz75pOmiJFbuwLFoEHnjLvterClDblIUxaiy0f1ldlG5rU92p7WOxk1PznP8Hd1y7y50j5FccWMU5C4g3U8SyN7vfcuLWj+D3MOi++W+yjqXIi42SIw6unufjrPxxfUyhNlnXi8fjUrHVGu6n8Bq6ehRvg4bz2luT+qqpCxfR85F4rpe4vHiWlWUDd5GjVGAdFDV1Hve1x0r6TQcc6W1g+8Gj0PHVCO6+w7r29zuBo/OtX0tOxdpiFJ9W5eyZbvegc2s0zhIXS+tHfx0nEryr9McJcvN1XcNUtOs9/wvm4xjTlSnrD+naSC7HWlDf0gQzQqvO9yqraoYqbzWd3uaGfSw6smU73//+/T9738/8Pc7Ozups3NfYmpqalJRrETJPdBNzrlv+n0SQdfP7b0Ebg2i0PPLB/xe3Ec2TZFxkozb8DQ+BZVg9TLKF/e9MlyuPTlXcz4xMhukoGu3IV+HXkbARQTedl4hknKhxuU4iUrPtIzu814HPbRjnxMlbaPnchhUAi534ZrO137yr0GSJ+jgvq3bLiVfBz6n8STaxzLSQNx373DJRV7kxIhof66VJARd5+AouPQZBW7eKipi4D4jZvURfUZiPPqM1OJ+PuDOqidTwho+fDgdddRR/f8df/zx4h+lkI0HkaU5WavIMbKxQmiGEInpeGdKUqjIZ8YH7HKgDgQXNlbScxGfauMpbG1CvhbrCxHaVmKIUQCGYqTrWO/bPFUdT0liaycaZzinifUNaiW99sk4vJLeRkcKUof71PUcIETJlujBlFtvvZUaGxv7/ysvLzddJPZyTziizjiVCVS06LiPzMkijpHbb6IL0+CJGhvt83JLXl6YRpOpGHFpuHJuBPlGKED4ZG1Z8Llw9ccyNwxR7oaUdze4aN086pkwX7v8e5yyR7mA4xIrL7LLF6ajbd/UgeFwj2lQKlOMjqkrfdefkH3kJ799HZ6ufN3/PTmri0y4fukFDJGL+v4/ZBnkT4klWp/kfB3iu/3TLIUsA+d2aSgq83XM38ftXJa2j1jHKO51mpyNC9ofYpr2/pC8CyD/77KJkeZyhuozirg3mIQ2sr56pLR9HfP3PHqMwItV03yFdfDBB9PBBx9suhipkphGsI+4m6jyZKnzEXubSD8RxXzE3jQdHVdxp/mKK4n1WLakhMjvojfuNnLuwO5dRsBpYyxqjcsebLY9F0TppAgL+Zq/NAw4xcU9QvLfB2V+i/MGCWWc0+IvwijX8ks+/yJfi8Weajjn9yYHv5OMQ/7SicPm5t+EJ2GBDLZJNtmXS9zrOdqW8ST6yRQIxsZDSH3HkEU9Tx6ixsj97myX5UdbfCLYeMzoxrztABpxeRLLBqGn+XL7LFHH3uCNCT3Nl9tnyQpSbLLvGgWIInad03RcR57my+04c/swQafMsHf4u8co/nKTpH8a3byBLGTsXGkJh447673YEmKZqcK9PyTFuSjgE/2yImRjnrOvxBAGBlNAquQkjKiPO4p/J3vaGPl3ugX8ntS1yuPWqJFdVgvP5UKyN0npnXMBFq3iTgsTu537kxE2iXLBwz1G0sun+ZrQbXXSj13uOzESudtk/E5no2u3Q1KqMdcXjOvomw+8C4PGaEChVd9h6noNIn3qsoDT0Nl0QEg/pfVNoSZ3uYHXr2KZzE77cQfrLKqdvlTmlFjTfEkrRXzRp8gykK8lr8P2PiO3miS9rI6i5QILVk3z1dLSQiUlJf1/Ly0tpcLCQjrmmGPoU5/6lMGSgWxB2zBWNaYtxqnRwpVNMcJhI5/pmA5cvc47pYJedJqPUToqfopv2A3MpruaTR83Oshqy9kSK5PltCdfp0PYXJTGpxEsStfGjxsd0lLv+pjcXpvqvjEaY4TdIaby+tNxcEwAL1YNpqxYsYLOPvvs/r///e9/JyKi3/3udzRy5EhDpbJf2hpFwdiZqXXuSb8IsY6eoiCFXSznGCElAKSHqDPPZBuBSy7CxZvd0jKQmnaJ2cuW5hudx5nfeYv1tDsMTmoFVEAFBSyK4opruQDc+OUbxpkIfUYB8MlFageoILrQ03yNGjWKOjs7B33e1dVFo0aNklIoL9/5znfIcZxB/2EgRQ1RY9StISvrgBQtx2jizSmbOEYuP48RozAdOgUuf4oqbJHDfF/2vrSl04vDuYtDGVSRlovkLMY4ldMpiTrbTR6TTph8LTkbhbnjWOaTEmHrfpjBEvkxkrq4wMIOEHG42NA9IKBzEI1BeNmTFSNxvjaXsHPLpn2arzDflTkHv8JcJHtfmhqkCH1OY5BRdJQh7ymlEL9zyIl1TpOWiyQtR7Uox5G+/pDespmZhjg3X+vuDwle+WVmLaX9IZLTa5TlycjxYXOfyTzQ/84h9tmIe/nSK/RgypVXXkmNjY2DPm9ubqYrr7xSSqHADm4XALqSkS0pRcdLXb1OfNbESMM6PJsGtgRJMh2b3b8OU52lZlYbiam52nX1lXLoiA7C9UWKmgrftx7ug8FaOog8z2l2xEg2vXcP2tFZapKxu94156I4TB2ius9p3FORjvOXVz7uWzP3GMnnEnPJQTCdLm3I1/1tFQkNhijHkb7+EAn5Wsc1iIb+EM91a1pPXDqOK69dbcMxTWS4zwjARejBFMdxXEfod+7cSUcddZSUQoFeXonJxChtR3cm1PdVlTDwO1s0x2jR1lrKZL3XqfNOUr8YmTwRrS5rMLj24EzGaNvuFoNrt8Pu5sFPYPox3Q410RBu7ewJ9X1V+ZJrvt64q4l6MlnPf3e9uFRURN9H7IXTfMktS66VO+pD/8ZEXTc5gLOlutn3303nHg6qmzpMFyEk/XutuaM75C/M1qwoa4+T42uaO6nbJ1+7r08N32ljIj6NIMOy7XW+1xk6O0z9p40xl7A37vLP1xz0TfNlSmVDu7mVR2AiEza2h83XZuluX2eyDnX2hOszUoVrf8jSbaJ8jT6jDRWDHxDgCUM8XAUeTDnttNPoq1/9KhUUFNA555xDX/3qV/v/O/XUU+lb3/oWnXvuuSrLChaIm5evG7s60PesTilxHq12iEYt3j5gce4LtDpGMYxctJ2KKpvyPmPX2WR45/zsmcWUHTAop6xRFXGxcS/04m7P1++b4bLMWIv0FHW5fjEKcmETd3P+OGpFoO/Z/CRB3Bg9PWdroO/Z9EJ0md5bu4uWb6/L+yy37rLL3QZc8fJyau/K7zRQl66jLTh29Y25Pf/3vpmDF8ktRjFP/HE35zcvLA30PRm5yNbj9uGpmwJ9L6XpmpaV1tGczbvzPrPljmZdrh27mupbu/I/TFiM4nacf+P+WdKX6clQBY272oufXBjoe1KmZTJUP+Nep939blGg76U0XdO2Pa303tpdeZ/Znopk91UMnbRh0OCuqhhFLbvq60Pb64RpgQdTLrroIvrJT35CjuPQBRdcQD/5yU/6/7vsssvo2WefpTFjxqgsK2iQe5ybOLlOK6omIvMXKkG33USMJhZWKl1+4Lu8GWff1eXh73YOw3THkQwZzjuQBPXL0CPp3Jgu46KttUSU3oGAIN5YUR7q+2FDaWqKOJkW761HQYXe5gTUTxN3qYbZ76ZzkQ1Mz8m9ZmfvHZim87VfXYkbobj1cMySHaG+HzoVBfye6briZ+6m3eIv5Qgfo2C/4Bshol2N+p+UQw5Olm17WokozDW5mgoQNF+bqH+vLS3r/YM1fUb6g9TXr6ZKEvqMtqqercPwzaGg1gFBv3jnnXcSEdEJJ5xAv/jFL+iQQw5RVijQy+sYTUD/gxK5Fzk2xChsGZGzxRAjsf4YWXCMmGZDHrEV504pABlkpI9974Aw9M4UScepyqO9b5pjk1MI2QIRcoezkRjO2WKmr0FMrz+IfdcgyEYiMkJkQ5hN30hgA+59RhaknsGsLDQEFXgwpc/vfvc7IiLq6uqimpoaymbz55f91Kc+JadkYFyUC0bd+ULZ/PIBN31gjIKUR+WFgtuSTceIGxYXagFiZzK+HC6UfLc/yHGmu4FnIGjxn5DSW2bT9SrSOU1hmVnkIuZM15mgjOZrc6vuF2T7faclVLwRHOpR7Gm+tJ/T9K5vIG5NTK3zy0fcetP7TKc49cPkgKgtu8jk8cehbZSACQi0suEmA1U5PHCfUUH4PiOVbOkzMtsfYv5IDjIIGCdGHLbRZqEHU7Zs2UK///3vadGiRXmf992xlcnweBkU2GtTVbPxEwxnze3dtKO2Vfi9qCHUMm2M4h28q6Ej0AvEZc4Pb1ud3bq7hbp7LCu0ZkWV/i8Q50zXhc3GXU1oiPlo6eyhbaofIVdM9f6tbuqgmgAvEE9zNdu2p4WOPfxg08VgbeMue/O1LkWVTZRN8IEUd9NauzJUUqMuX/PvbhTb09IZ6AXikd8Fl4AoldW10uEHh+5iSZXiqibq6uGbrzlkyaTnaxm2VDfz2FlM1bd20c76NmXL1z3QoeJwKK9rp5M+Ip5Kt6+vO7QE9BmBt9Bn+iuuuIIOOOAAeu+99+hjH/sYHplLAK8O5SgdzTKSwwX/nhd/IZqYiNG2Pa307Yfm9P9ddOEh4xC1rbP0idkl9MTskv6/54YgCRdqMnzv3/M9/82WtK76/PODx+dbE4tIuUjCer//H+96pIvKeejj3iHZ0NZN331kbqxlhOVWZs71+NWlZfRq39zXhBzt5lfPB3t5uEw6T/uqcxG3+h8ltjLaYT943Hy+9pP33kZDZTj3Ub35Og4TTfP31u7Ke6lxEt7bJdtfxqzK/6DA9Y+x5bWBdeZrCevyvQZh1gawIV+byAX5+dpMn9F5jwXvM5JxzRinzCb6UhaU7KFvPjC7/++iCMjpM4q/DJ3+vwnriCbs+3tenxG3xiOwE3owpbCwkFauXElDhgxRUR5gJFoytCyDegjcORelgRX+J4Ll7Vui3hOYd5RE5x7t08Hl/ZlHHeV2gpb/IsHehZjaSlnHQtyLhSBkXDhGu9iLvVqrcIuR27JNHC+iderP1/5rNNHRwitby8/XfTE3dVpS0ckgu23kOL3xkdLZoOk3ppi6iUftO3MGf6aqHee/2H3/yOFGp7w2kmuM1KzXb7nMmtd5FVPGHpOx3wsoellUtIVlt7X7lhC1KnCrQirJfO9aqN9YdVaLxtB4pyf51/rB+LXbw+RrHXUmP0Yc9hrDcxr02y/sD04++WTas2ePirIAM5wP3L4LGFVJ1W+puXmVc4xkcr9g9I4Sk3MPa1xO0KqlYyvjbadfHktSNTGxKbbk676iGYmRgXUG5ZYnTVyAc46RTEnKN6okPUYycpFfjIIev1EGKnS1q/pjpGh9/ou1qwKq2iW+dcyuEBmRlhAlfTtVD+4HjR/n9rXJwqUxF7lOhZ6S61w/qtpUcaUk/MqEHkx54IEH6Oabb6Y5c+ZQbW0tNTU15f0HFsJRBAKyLxjTcuIE0IX1hQwT3KaO4Mh12JxZvuZWHtNUHfs6B63StkuRicQQIzFuTziDOaHydcxqg3MwAHjR/UQ/+EvLzbumhJ7m69xzzyUionPOOSfvc7yAPhlwvPVK8+VJ8A7H9EYpvVseHmIlpmKarzQ8Ph+WDTEJWxNkH1/8IxR+8AA5KDj0zYqZmubLJlFjlDc1m6SyqBR2MCPo122a5kskdL6WEiPwxb/aSCNlCquEByxyjJIdFggg6PUrbmaDpAo9mDJ79mzxlyAV3M6hFrTrtXKPkboguc0RHvb0JaPRGGr+S4OVJuqqZZQ46XcUKt2tAUKX9Iuf0FzCgRjlc6uzSufgZ7KMvMNJsEDd6drx+HPUZUTFOVvLeh+ISabXH4TpItoQI510n7/kvOtCwkLCrE/v6gbsk2hrlxGjhDevpZ3TTJ5TVTM90Ih8nY9DnxH3tGByAtvo/SF6+4xM6ntvXvgfxl93nBghF6kVejDl29/+topygEEyjzEcsGIIESUyCOiY5gW5SAwxEtMeI4ZXFdxyG+5wSx5udYwjRIgfhumaHcSIodjTfKUrG0Vpc+CcJpayagTQj9U0ujgOYwn9zhQiovnz59NvfvMb+sY3vkEVFRVERDR69GhasGCB1MKBWVac5BSV0e+pAW5hkd2xFPiRTYsukGQXNe7yLAqdMbZ1mJrIlwV5033oX39YabsAjyRkjIK+48Sm40lU1rAXIYFjZE+ItAhTFRG7AHJiZEMutKCIg2h/8iPk+lxfzOuar+0hOvblxMhtIRZFSVFRcxdr4/FqCwyMwD6D64JdfUayl6e3z0hHnuN2ZuFWHsgXejDl7bffpgsuuIAOPfRQWrVqFXV2dhIRUWNjI913333SCwh6xW0w2Nrg+GDdLrr61VXU0tkTazlBtl72iSAv5grD/9ScErpz0nopnQAmp2dQdSJ2HKJb3lpLIxeWhioPG3nVSE0J61q76C+jV9Ks4uoAxfEpQ4DiKdkCDTtu464m+uOoFbSpqjlAceLmazvNKKqmv45ZSQ1tXRrWpnBaRoVXBS8uKKVbx6+Vk6+1T00Tf+qBIIZOXE/Pzt2qbgUK6dgnLZ09dNWrK2nK+l3qy6NgexwNTaOSmhb646gVtG5nY4ACxVuXDQMwbuZt3k1/Hr2Cdjd3Cr/LeRNVxv/VpTvoH2+uoUw23Do4hCvvOFNYoHvfK6LHZ25RtwKVFMUod1EdPRm65rVVNKmwQt4KAqxX2jI11KOy2jb646gVtHJHfajfRSkP94FdL0u21dKfRq2gyoZ28TpT2mc0bkU5Xf/6aurqyYb63eB3W+qnoz+EiOihqcX00NRidStQSMb0wq7LzVlYd8ahG15fTW+uKA9VnmjrtfM4s0XowZR7772XnnnmGXr++efpwAMP7P/8zDPPpFWrVkktHOgR9RgLerenCrJHaa96dRW9v24XPT2nhIjkJZ4kjSY/OGUTvbJ4BxXv7eSVta+T8u6QBSV76I0V5XTXu0Wmi8KCW/W4f/JGmrKhin4/coX69VvaePj5M4tpelE1XfbcYiKKfrEx6G6hgHfEqiD7GP/DqBU0eX0VPTxtExHJa+wGvWtYhf51S4hVQQHRPe8V0dhl5bR4W23s5Q1cdhKsq2ik0Ut20PDJ+y72LE0ZUrht+hOzSuiDdVX0lzHq2/Y2hN7tnHLFy8toelE1/eiJ5DyZL/sYv/ylZTR1QzXd9c4GIlJ7nOnqnOs7p8mIVUEB0W0T1tPbq3bS1A1VRCTxnCZpOXHIiNHO+nZ6YUEpPTp9M2X7B5xsyBpquB1DLy/cTu+t3UXXv15oZP3cuBXxqtdW0vSiarrk6UXq129pf8hlzy2haUXVdOO4NUSktj/EzhgV0E1vraVJhZU0bmVvRzj6jPI1dXTTk7O30pOzt1JjWzcR2ZEzVHFrl7y9aidNLKykm99aq2H9oFLowZRNmzbRWWedNejzo446ihoaGmSUCZhI48FX2xLuTmcbTg6yL4w7ujOxl2FD3MJq7ugO/N2kNJjCqm4S35nax6ZpiWTqezquvk1cn9Iaoz41IepTWrV1xs/XSdTWhbiI7G4Jka9Tmop21ovv3u2X0hj1qWrqMF0E9sK0I9Mk97ojrblGJOz1axqV1baZLoI1gjyZksuG63rZuaMhwHVaLhuexJFx81tPZt929mTDPb0jYkMMgwgzs4LqU15SYmpK6MGUj370o1RSUjLo8wULFtBnP/tZKYUCCErV4e87/2VOi8GGRr2MBo7rbMUWbDuALmiMiBl5pD2FuyWN2xye27zXBorBmcZ6hDrLD85petj+zhQd3PMDopT3zhStCVvfqsAONrSf5LQzQr4zxbLGjaqpgW2oH0llWRW0TujBlD/+8Y90/fXX09KlS6mgoIAqKyvp1VdfpRtvvJH++te/qigjKOY1P7ko7+HYDPKiXL3y53lUs3bZSzXZ0EAdVi8p07gppSNEqOzifK393SDxyT6+ROcNs+9PiTjlXeJTEA5unRJfnSSQ8dRklCWonULMPkavQSwJmG2dnRBO8s//veJc80dtR+b3GfHqD+GIW4zs7DOSvMAw6za3amDsgLA/+Oc//0nZbJbOOeccamtro7POOosOPvhguvHGG+naa69VUUawiO2JxsY2tejkzLEhqTvMDEOQeKaPJQsPZamCNIxtv/NYR+m5R0jUEdT3r3HOA7qPZdnT15nORTYw3aFoQy4yXULb67GOOmZ5iKzcxzquMXLX4Tg8r2t8SS6v6Xxpev1BxD2W4tYx/hHyl8T2tXV5QwFRCGTcoGV7nGUX3/R5ndtNckkTejCloKCAbrvtNrrpppuopKSEWlpa6OSTT6bDDz9cRflAs8b2ffM/Rjm2knJA+iXS3LnWOTQodZTBLR5+MerJmo9LLk2vJA38zc4euXOIyqDsrpSI0+LV+80nGmA5KnKRsnoUccEN7THnyOZ1mCrR9w4aomh1XHcns4lrkNw5jTmcw0X7Sc5gy+BlFJD3IcEgLHm0tD3C5OvWeO96sClfR11uY1vM9jW7WugtalmbO3LzNX+q8rVfW6k7k9N+ZBAk0bGr6t1ufjEKk0+0DM5oSdfBN6Ix5LseBlKTr1Vdg+z7c5iO4vq4+ZpDYyqgqGXNz9cRlmFPiHz51arc630O53AdJQibT8N0GVk9yJe34HC5yKYb4tIm9GBKn4MOOohOPvlkmWUBQ3IPsp88uTDnc/5Hn4kifuvB2UbX70dGedwSdtjF3jZhve+/G53aS87cOm5LDrWIlTvqJRREDVW7J8xy31u7S00hFDFRpX/74rKc9TNLRi5MFPGMYTOMrt+PW3nCFlHGXWR/GbPK99+NXgC6xihceWR0lE0vqo6/ENuECPPibbXqyiEBh/x4wxuF/X9mUBwh8/ma1+C3lHwtYWDhsueWRF6/am7xD52vJZTjjRXlEpaihrrpdIIvd1N1s5IyyKJsIDxEfrjnvaKcHyooTAKc9RDf/hAuvv+f+f1/5hYjOf0h8Zf79JytEgqihrp9FnzBe1o6VRUCJAg9mNLa2kr3338/zZw5k2pqaiibzb/Detu2bdIKB/bR1uli+SOEAGlh7p0pzFqtfiTdYRmWrggpv+kz4IZEqYr6YoSTml4W5QdDdA6i2bQ3/I5U3Z35Ksg4ZUt5Z0qEgmjL10jXWuXWfdn72Kbc40vjhtgUMynHKue2494NjHN+8H2BeuBlhF+vrjYG8rVeSq9buY1IQeqFHkz5wx/+QHPnzqXf/va39LGPfQwvF04ApCV5kOTTTG4utD2zujWSpZ0uAhxmaTsUcS4Ws2HAwnQJ01ONUrOhgbilS9nHi9/ybGg7ySxieo6z6EQh4lBlTO/GgevnEJOB5AysSSiIwuVp556wpfKfRo1hRRvIpYhoJwMnVhxHESBf53PfzTrb1/6/TWg11Cb0YMrkyZPp/fffpzPPPFNFeQCCwYEv1JccOXYg5u4+k0lcbkMGlRLMGViXOR33XI4MDvMVe+FSNtepbHgUjU05AOLiXJe5lI1JMVxxjhGXDjoepRDrjRef9hIwxLgyczneOePcH8LFvhjxZrK2yz1X4LhNiv3C/uDDH/4wHXPMMSrKAkmgOTdw6YDiwi0eiBGkEWq9mP6LMPv2itIQMXg30aDfyiuGFAonTVK2ZN2UveNK5zRfydkdymjP1sz3iYRX14XC4V0X3Kl714WiBVsu7xjANF+8IEhCuo9rGbk2SbnIvc8IkiZJbQyOQg+m3HPPPXTHHXdQW1ubivKAAV4daqwPPUVD50g4YjIaEklpjOQfO9zv5/CXlH2iEucYMS6asiOD8/4IS9Udc305Ks5j8raH2T22yNdJJ3uwWGb7kPPdxKqm1OC7xeFxjhHjqhVZbrzlH9f2StK+TtK26NT/zhTJy03S/lCWr5MUJEVkh8jmkOe3Ie2+BoF9Qk/z9cgjj9DWrVvpIx/5CJ1wwgl04IEH5v37qlWrpBUO7GNxjssT9MRrw/aq6qSzfQ5LUEtHg8f/RcDq1287xEjMxosl5OZ8QTvBCwoKUntQpHSzrYJ9JGZjiNza6EHb7Taen2RJ82nO9F63odpJHfyOsCzcnClmY4Tc2tfJ6jNStNwUX5iY3u/Cd6boKUZihR5MueiiixQUA5LC9oZ9ARVQZUM7le5pNV2USLR0YBcQba5upj0tXZGXkdvI1P+Yr/olO45Da3Y2KluTajp2SXcmS2sVxigJFzLNHd20riJajIJsv+0RKiggqm7qoJKaFmXrUDvL1+Cly39xYwGV1LRQdVNn5GWYPK+7rVr2DQKO49DanY2Uydp+RKjTk8kqPaeprmI69mxbVw8VVzUrW77t57QCItrd3EmbFMZIJdc6KjlhFxBR6Z5Wqmxsj7wMs3PKD/5MRR/a+opGaurolrIs7dcgGtaXyTpUWN6gbPmqc5GOGLV3ZWhjVZOy5VveHUIFBUR1rV20cZfKGNkdpIKCAiqrbaOd9dHztUm6+ow2VDZSQ1v0PqM8CewzymYdKtzZoGFNoELowZQ777xTRTnAIBvPZX2dKSrK/o37Z8lfqO1y4rx9Tyv9/c015spigbdW7qSb3lpruhjs5B6v/9/4dTRu5c5oC2J4g4uKXPTDxxdQWZ39U2r2daaoiNH/vW+m/IUaIDNGucuobuqgP45aEX+hjITtyHEffNm3jKkbqukvY1bGLFXy5NajYR9spJcXbjdWFhv87OnFVKSw40mX/va1gkvwM4bNkL5ME/ozioSEnRvnhvZuOvvhObGXyYnsc9qCkj10xcvL4y80YXLD/O8Zm2nErBJjZbHB715aRsu215kuBmtfvWe66SJIIbPPKHcZ7V0ZOuuh2fEXmjC5MSosa6A/JOwaRLbn52+j4ZOLTRcDIgo9mNJn5cqVtHHjRiIi+tKXvkSnnXaatEIBE4wHWbi8CJLzXRVRSybqp15VVh9xyfyoitHbqyIOEiSQV6wiD6Tk8Nt/jA/NQbxilISBFCJ1+8KmfSyialuKFd55mRTvrq00XQQ2vO4iVz2QYsNTF33HqNd0FUkYSCGSsy/cQqRjTn9dbfLIbUdB4zEp53yi6Oc00XQwUzdURVtwijw3b5vaFfBP1/28nmTFQIq/sMcv5/a4qvZFXcinLXjHKBpRf8iczTURl8yPqt03avEORUvuJWoXce7LtEHowZSamhq67LLLaM6cOXT00UcTEVFDQwOdffbZ9Prrr9Oxxx4ru4xgERyO9tOyD53cP9pXa9xLzPBxiYhkbImu6R7CrD/Jomxv2mIUieYYmZ5W2K1Rncxqkpx8LYf6Ked81664khUQr3ocpSzI1wyFPEh07ENuHSNh84hb+VXmIt3XIDK2xX36S31UR0xZjHSe0/Stqnd9zI77IOwrMQykYfbLAevTnK8lLMP92NSXjHCcqbVf2B9ce+211NzcTBs2bKC6ujqqq6uj9evXU1NTE1133XUqyghcWHiiVm3gHVSmI6TspJazDNurgcwGp9eibIxRbpllFl9JKAzFV90TcWCC6YFcPR1r6tehkpZ9ZGGMcosscx/bXl9yOR5/jr1cBUFKUtyJFG1PgGXaHsa4cTN9TtOxB2w8VlS9J9JrURaGKI/cGCmIhqlrEMaVf2BfA+eymjIoRmaKsW/9igYcC5LUZyRzWZ59RpYHKeVCP5kyZcoUmjFjBn3xi1/s/+zkk0+mJ598ks4//3yphQN+Gtv9X/inKx/sm9NZzXKDGpgAHcehZkkvRZQl7D5xjYDEQHf2ZKijO7tv0RaeQ9xribwNaensoYyFcRGRua+FuUhzM9V8J8ZgXGLU/z4QLWsLznFI+BJbXWU2/USKl66eLLV3ZUwXg7XWzp5EvrxeZr5u6uj2zTfJi154onyti8p3EsYlzNfarkEi/k5ynh+4uT1Zh7ozdudr0TRfcbV19VB3xu5rEDcyN6Opo9s3LrbGLGq53X7HpT+EMy4xUtVnFNbA7c1mHWrp7DFTGA8y+oxk7tf2rgx196gZjDZL3oY0dXRT1icwyYkZT6EHU7LZLB144IGDPj/wwAMpm826/AJsNfDYe3xWCT2e8BfahX5nyoC//+aFZVTV1CGvQCHZMLr91X9Np1aDnXP8I0R0yp1Tja5fZjXKbWjJWmxXJkun3j1N0tLMU9F1MGZJGY1ZUqZgycnx59ErzeZrDeuI2y915gOzaHdzp5zCRKDulCZvwV8ynK9lUnVH4VfuMpuvpZ7TFHT2Tl5fRZPXJ+ddECr6w294o9DogJOO5nXcuJ3zyNyE5mt5Tr7DcPta1XIlBt90vpYZpbA3SQaxbHtdoq5BZBhY/W6bsJ5uemutmcKwlR+kC0csoBqT+VrVbAsSF/vFO6bIW1gENvSrxc3X/LeQt9DTfH33u9+l66+/nior972ws6Kigv72t7/ROeecI7VwoIeOR45l43oXr8mOOS/cYjVwIAVJPJncGmla53ROWcWK0ijmfhevbAO3N0i+1tWQVhWj0C8RHfB3kx1zanGplTwYn18+fQk7/E905SImh8bA7Q0ykKLtCVFFQYr70ufk5ut90pYq3Li2rzUeuByfxB7IrYR635mS7ie/uzLiG6xt7zOKm4tMDqR4kT3Nl2zc6nkQxstsvADJFnow5YknnqCmpiY64YQT6MQTT6QTTzyRPvOZz1BTUxONGDFCRRkBICBcZIglIUbqO1USECQA5lxftItO/jyuHSKIUR4bOrZE7N8CSDrTN4jYwD1fQ65kXIPYvXwAwHGWFkm4RuAs9DRfxx9/PK1atYpmzJhBxcXFRET0xS9+kc4991zphQPeOCRh2Z3K0rfJYJBUdbjLD5HJGBlbNSQM97rEoTElP0bhFii6W8p8hMLvJ7dtynvZbcj1Fwh+YzJGffVHRowg3VL3JAwDoedit+DAlVGL8uMiObcZrOZ9eVr6NYPkJSIVAAwmvZ3F4DiTcd53fP4We9noMxIvD31GwEzowRSi3gbueeedR+edd57s8oABMhumuEBNAEGLCLvY67HqfXFT/tyI8n3AvxNDBPUUZLC9GsWd5osj2cc2h4HGtLMhX5suo+n124B7jIT9jTGn+UoD27dZ5hih5zW36idH1C5e2Q0QURcbZXttr6daIEjWc7vpQdW792zHtc8I+yie0NN8ERHNnDmTLrzwwv5pvi688EKaMWOG7LKBhXA8JoAgq8pu5OqvMxLuTDHdqaJ8mWpipDNsKjpITe932TD4LaYyRKqmsMpdRth8za1KuE6FxnysV8dxJf2pXNd1SF1FhBLEXCKzuhxXwjZHCaX52mXZYVOR6D0O3HObiIwY6aZjMD03LjLqqGv7WmPCU7Eu+TEavBC91yAKlumzUBvPdyqLrOp44J7PdHM9znI+sr/PKD7Tx6aNMbNJ6MGUp556ir73ve/REUccQddffz1df/31dOSRR9IPfvADevLJJ1WUEQzh3NGGk1lwsmOF2HvZd7wgRqAb43StcLoWHGkiiJAY3sECujFO18qOBtsHCnKp25QEBUmRJNUjZRCj1FD3FE9yKhHydXDoM9IFfUZJEXqar/vuu48ee+wxuuaaa/o/u+666+jMM8+k++67j66++mqpBQT1pHbCcb5CDCB08Zltr5R96dIyizMHv4juTmAZ6zP97gXVA52cO+aDSsI2qGZ/iDTcUapwHa538UpoVcd6Z0oBr2NH1dM7+euQPwe/zg4/TvsrqiRsg2q2x8j68rt8FvY4d/t6nHemcOPaNpWcDKVP86j7GkTHPlY9zZfl04hpYXnC0/3Eli3LjjOLA7cqIac/RDA1fPxV5C/Pwj4j4TpUL1+4EcwqpmVCP5nS0NBA3/ve9wZ9fv7551NjY6OUQoG9dM097v7OimD+OGoFldQ0u/4btxOdCWvKG+iqV1dSU0e3678jRkQvzC+l2yasG3CC0td7ZsMuuG3ienph/jZjdxHqjlGU9f11zEqatqHK2It2dR3LfVsXZRDwj6NW0IZKc20L7g33nfXt9JfRK6m2pVPK8mzI72HbGaOX7KCbxq2hbNaCjTPkX+8W0ZOzS4zdjao9X0dY4dWvraL31lbKL0xA2t7ts/d8FCVGfxy1ggrLG7TUIpO5qv8aJGQZWrsy9OfRK6iqscP138O/48qCnBZyo95cUU5/e6OQujNZ98XJKJPlHphSTI9O22S6GKxd/3ohvb1yZ/40ehGXFaXtqquexjln/2nUClpWWmfwOk1vn1EUfxq1gsrr2lz/zYb2smrvrqmka8eupo7ujOu/I0ZE/56xmYZ/sHHAp+gzSorQT6b8+Mc/pgkTJtBNN92U9/mkSZPowgsvlFYwAFWmF1XT2p0NpouhhKwnSD5YV0UfPfLQ/r939Sid2VThsv3XFrUhV7qnlUr3tNLFp32i/7OuHvcLv7RaU95Aa8obaPT/+3r/Z1097o2ttJq8voomr6+iH536cdNFYWt6UTXN37LbdDGUkJWvp2yoog8dvH//3xOVi3LnUY8Ypd3NnTRu5U76/pc/2v+ZyhjZMJA70LqKRlpX0Uhnf+G4/s+6PDoz02pWcQ3NKq6hK75xgumisDW9qJqmF1XTYQftL/6yZWQ9ETx1QzV1Z/YtK0nHWV77OmK42royNGF1BX3zc//d/1mS8rUMGyqbaENlU17bMUn1SIYFJXtoQcke+vt5J/V/lqi20SDha/K0omqaVlRNn/zwoeIvW0bWcT2tqJp259yslKQ6JOsa5N01lXTqJ4/q/7vKXGTyBoKo6y6uaqbiqmb6yf9Bn1EShR5MOfnkk2nYsGE0Z84c+t///V8iIlqyZAktXLiQ/vGPf9Djjz/e/93rrrtOXklBGa/UYGMDM6jqJve7eMNKcoxyGw8zNlbn/EuStzqctq59gwNvr9qpbb223umxZFudtnVxfucThNPRnZ5GZ9Q76GpyzmmryhrkFIapqHdiNnf09P9ZZ7621aziGm3rQroGGXSf96Pm68qG9v4/76h1v+s5MSIGqbF939Px41dXyCpNouQ+bPnBuipt67U1X7d24YYuVWytE0HsrN+Xr1s6e3y+6S/BIaL6tq7+P49flZuvk7zV4eQ+bYk+o+QIPZjy4osv0oc//GEqKiqioqKi/s+PPvpoevHFF/v/XlBQgMEUsI4Vj8yHZGoKIbALBh/EOEeIc9kAAPTjmxVxvgWIxsZDx8Iia5fE62/ZECFQDX1G6WPjOZWT0IMppaWlKsoBCaH9gDScALidctziH/Wi3XvbeL9Mktv6VFB90ZGAEBmYg9++qOm+eLUvQorLLHHhSb3+caujUeutrovE3lyQ0B2iCHKRWCJflB2D2+Fsy4S0Se2wkllHdYVIe9uN92EViPJrEAvb0wMlYBNCiXK8qn0BvUvbMeL6ZKUibllfbp+R19ZJ3mq0g0JLwjZwFvoF9JA8Mhst+l5orOiUFPrlj2mUzq0ORXGI0tZIjwIxEtOWr7ldQYRhfT2yfgOUQ64wD/tATN8Lje1l+zVI6BfQp/C4QceQmPrBDqWLZyfK5uoaEOprX9u4T/RdgzDJ10pKwV06tzoM5ccBdoFSoZ9McRyH3nrrLZo9ezbV1NRQNps/l/n48eOlFQ7MsvHErBu3u2fcSiO7ESF7k/U/zMRrn3HErV4DJBGOMjEbU5H+p+I0rxAghXCcidnYvk7ZhApWQIzswy0/MisOEfG7tkafUYD18dplwFDowZQbbriBnn32WTr77LPpIx/5SGIfVYZ0SlTOTNTGKIIYJVi6dm4aG3xJuou3r2xoUXnbFyNEKWk4H5sqpGxziSj8Nos6njjUGdO5iEEIPOGcllyc6x3IwSG/gj7Y32K2xkhUbEs3i43QgymjR4+m8ePH0w9+8AMV5QEDZB5E+ue9Rgqwna0nJ5NUx0zmILmpzgabpsE21dmAO3zEVJ5jXOcr1rCOeMszvxO5n/cZhCgyU/dHaW87xthJxu4h01yx4qzO1I12/z975x2nSVHt/dOTc56d2dmdndkJm3POmQUWWHLOOSM5CIIERb2KignF/F4VzAEjYEAQVOASRFARcBcUcElLWDY+7x+zM9PP83Q/VdVd4VTV+d4P19mZ7q7Tv646VXUq2d4Hwe7bkiD9jaTXaXKfx8KFwSXV7QCZGvnSvk6DuXpfd3o2fRUiCu3+2gGHbXOfxAaEz0ypr6+Hnp4eFbYQDrBzF5VY3YSdpMwGrgsVyCDZGpmzQxY7crZXlEFYFqnnKBlqvO5Q4ItUdSBNZcmdOx0oDAIk8Wkq8hFRGFX+2lSVpqJdlKWRRA9iqn5UrZENz2WhyxfJaPvJqCuTDMgo7YOEHp1WI5cONM7E/iMdGN5NFtn+2n7U12kSnyvxWSKo0Sj+mWlSk1GnJfGJOxX0ZQeR2nZ0yhmFfqSYUSQUMyJEEB5Mef/73w/XXnstbNmyRYU9hOVs3aGnwKpy2hhm3fqGizNFVL/TNk3lzGZIIzbbdurSSI3D1tF4p1mr2bjnrVXs6Zz9QPJFbEgjNrra16rQ4dt0a0TbfLGRrZDqlS4u9ANVv4LtvkiUJHpqi4eoeq4G12Z7ve9i/AI7LmpOMSO7Ed7m67DDDoNvfetbMGLECOju7obS0tKsvz/88MPSjCP0ILPRZXsDy0YXHW7w6LDfxn6Gbo1Uo7qckUZ+sHXHTtMmpMJGXxRGR6fARo3c89d2lzMdkL9mY3uHWEdZVpmPyF9HE4656umDqE1Fefvaxo+cg3qNlD5eC7bXaTq+AflrAzDa19IHvy3UyL0+SOFyZuM3woTwYMrxxx8PDz30EBxzzDF0AL3jsCqiqL/r6uwNZjvsDgC5eSjA/g0xYlNQxdTMTd0apdpfXo4Fhf8a8Wft/hq5RyRfxIY0YpOrkVX+2lCTXru/TnGvnG2wxO/RNSg3+HrpNHK73h/WCLdDxG4fBvJWEmpbsWsvVtVphtLV175O/4ZaVnlTzIgJcvNQkPsNd5C/ZmKTv7YR4cGUn/70p/DLX/4SlixZosIeAhFJKh3bC6zoO2Or+LA3FDDgwqww1Z09BySCbTtpNjgL22fO2Y4L5Uw1Lvhr5eXMfonIF3Fge/vadhxwRcpxQSPV5cwJjZT3QewXyaYJXabSV6mRaT2iwGYSRo1EoXgIG5ogoBbhM1M6Ozuhrq5OhS2EMeR5CiqweEg7Iy1uoorsmW65FdUujQc+21pHbt1O5YwFacTG9uCcreU3ClUziOU/15zqqlJWPXubBgrY0FZobKxvX7sQlVCMsEKIJVVXp0l+Xs4DyV+z2bqd/DUL2yd0adnmy/Y6zSksiRnl/Jv6+mxYGtEK1nQID6Z87GMfg0svvRSee+45BeYQmEiy7NP24JyNuNY/VREwcE8j+Y30sEYu7N5I+YiN9cE5y4ncrzhh2TO1rY6KGaSsRybdOtClLaxc6/yo0cgtqH3tDi60sQZhlTPb6jTV/tqFb6+kfR362YUt5H2r01yOGZnarloJmDNRAlT39R1wRcyY0e//vgle2vyuJmvcQ3ibr2OOOQbeeecd6O3thaqqqrwD6F999VVpxhFmSRIj2alxVQGA/OCm6OPwBVfRGcQkNyikOw+pQHW+UB0Dx5evxdGejyzUTOcqMACQrpEDbdw8sJc93fZFJad6daTs5+3C/lERoFsjGz+JrjptMJApfaDU8qhEdrB39+8szEcqifLNqv1r6ufl/Ft1OdORZ1QnoV4j+wuW7XOVRN21DZ+MYka5oDOISa5vcMJfG44Z3f7gRpjf0wQHzRqt1hBHER5M+cQnPqHADMIk+Jw7D3Z3ygiCIGSC2Y+TtyYIghjGtZVFBEEQhH4G29dUp8Tj1MoSgiBQITyYcvzxx6uwg0AI5uCcKmycDROePWKh+Xk2q3gF3RqpnoCpOp9amI3ysLEspCHJ69ouke2zwqLKMfbJ27kWq9DU+jotRyXV72ChRHnY+J3TkOR9rZdI8KWxtcex2QOAI4AarrKiJEJfp+UZbX/7GrnkTMzn6vRgKJtpQOjuhLDdfmXY3r7WHTPSUI4xxIyw19OYER5MAQDYuXMn/PCHP4Qnn3wSAAAmT54M69evh+LiYqnGEbjZvtOcF1ZV6C2sV5jI3q/YxspXN6QRgY0dBrfPo0aaOcgXsSGJCGIYW9y1yWClqpnO5K/ZkERsSCOPsMVhG0RZzMjBgpZYK4oZJYY0shvhwZSnn34a1q1bBy+88AKMHz8eAABuvPFG6OzshJ/+9KfQ29sr3UhCLUnL8Jvvbs9/lu59r7WmFpW+aQuyCVtjq3NWv+pi+PlpkzIVJLbp0/qiURpfIEOjJI/AcP6FTrAN6oT1T+2L0t2eGPXfNOyv06VmaqsH1e0EmXUm+Ws2MvJREp1t8tcyshG2Q6ijz29KBrJXk4bMPogxX2S6oWIBNmlkrKzZpJGDIzKR5zclfJasPIRtdSPFjETTSne/L+1r3ygSveG8886D3t5e2LhxIzz88MPw8MMPw4YNG2Ds2LFw3nnnqbCRQIqtjrcQ7jUnCBfA1gATwWLTtSFDI5KZDeXF9JCGbGzWyGbbdSFjcMx1nWW8ns3tHl2QROmxWUJsE/ow4ksZSfOelI+S4eqgOOEfLg6o6kJ4Zcrvfvc7eOCBB6CpqWnod83NzfChD30IFi9eLNU4AjcuVr02vpNrDUUVr6NKI1Paq0nXrYxEgRiCUI+KcqZ9Br7qM00UPN8190YaEYSdaF9VZuGZgc71QRSoRG12NiQRLqz8HjbaXACb2o5uxYyIQYRXppSXl8Obb76Z9/u33noLysrKpBhF6CVpIXOy4WP5K9n4SVwLnKlAv0b2bxtjE6SRHmzQGdvWNrlo38oz6kBj5DOoLKxihkCe/VCAPf+lxdS2k3nPQJYZMbYdkUkUWT8gMzEP6oMgRKJG2MoIRkxtXakSKmdsbNSI/LUasJVfmxAeTNl3333htNNOgz/+8Y+QyWQgk8nAAw88AGeccQasX79ehY0EUkz6Fyrzw7AcYNJGkksaUyVBEOZwPfhIyIX8NUEQBBsMgR5y1wRhDip/bEijEEwxKGZEfRBCBOHBlJtvvhl6e3th4cKFUFFRARUVFbB48WLo6+uDT37ykypsJJAS1Yi3fbm36NJlDB2ZMDr2PZWdQq7NNm25Elfhytco99/IMh5h3Bck8YW685F5jcymn4sbvkgtMp8f30GS3I7I+bA2aWQK73yRpnvSYFwj0wbkEJlHE9oYN8FAuA+SKHV1SPXXGtIYeJ7mPoiOfprqrdCUa2Q//vlrs+nnEmVO0nIR74ss99caPppqf20TuvppJlLwGeEzUxoaGuBHP/oRPP300/Dkk08CAMDEiROhr69PunGEHmx2TEQ8ru35qALK+wRhL9iCbWlQ9SYOSTSkkWy/7ZJGBIEVl4qZsrajSyKpgjQiCOugdhZuqA/ChmJGRBRCgymbN2+GmpoaKCoqgr6+vqEBlF27dsHmzZuhrq5OiZGEGVwKVBEJiBlBl738MS+bUbbLY6AshoQnjZiQ+yJywbZ0W2bDPO7VVPtrm8qZrs+fV6VZJBIdkElgAduZKTKJfTXBV3ZXIdBXYefWaYob2DK3PXXVXzudrz3F5ire5bpIFnESUR/EPDwaUR5PDvc2Xz/4wQ9gzpw58O677+b9bcuWLTB37lz4yU9+ItU4gtCNjU45bLON9usgSyNFz7Udl95FFaQRgRWXsiarTksajHJVIxueawKaRZgMVWdcWd9Vl5idZJUzDDk8E/uPARIHaRxyRpmsn4f/lXag3SUfl4n5mRjG5u+te1KJzPRsmhDDRFE8xCWofU2IwD2Y8rnPfQ4uvfRSqKqqyvtbdXU1XHbZZfDpT39aqnGEHuIKd5IGsC5HMWia9L0YydExka0RnQfChhbviKN9D36tqclBv7+WvD2T1KfpR4f+8v117nkg+r8C9nyUN3NO8vNdhDRioz+gg7ucYUD6OzkokumzLdnPy/m3g99ANiQRG13+ejBWY7rvzAoZmbROVcyICgIbihmZh0ch6ye7GIR7MOUvf/kLrFixIvbvy5Ytg8cff1yGTQQSnBqJVwQ2ibDZgxGZ+drVVZGUjwjCLhx1RVq2QrMd8teEVFwtKCmRWcycbTvKVMlRkchfs6H4g32wPpnuTyrXX0vyRciyNRUzNhQzIlhwD6a89tprsGPHjti/b9++HV577TUpRhEEC1XbENh4sK1u5yxfI/UiaddI9kw8ixs81HZgI0MjzFlEVfmTXy4wq5gM6bO2ENRpsut/6XWQe9mICCHFn7meR6jiT4SNq+1Zn1r2XuzS3bWDZdHBV0qM62cByHg7HRIZXZmiLGaE/YERUMyIif6Ykd70onDcTSqFezClu7sbHnzwwdi/P/jgg9DV1SXFKEIvcYU4Sdmm5XZmidI/qYNU1fhgobpScSGHqtfIfpUwNE50kuR9SSOzoJw5J4hyX+TARGeq0zjAVjgV40Idqxpss9Ol+iJJzyGN5INMUpSozncufAIX3kEm+s9MUZ+G7fFnihmZf74OXHgHzHAPphx00EFw5ZVXwksvvZT3txdffBGuuuoqOPjgg6UaRxAsyEHEY4s0Ju1Mm39knjdUMB1rvmY+9louRpqOgj8ambYAL6kPoo25X/oqDqlPE0w7M2hDMit05T+7/bW9touQJi/44sdSvafjGg35ooTvGXeb7HCUybyaun0txwyOdOzNrLF9EL1moAbbgKMqsNdpKD4DBhuQguL7cIChDyL7floVYjclvBdefvnl8KMf/Qj6+/vhmGOOgfHjxwMAwFNPPQXf+MY3oLOzEy6//HJlhhKEDmypTMLYaHMhVLyO9r1alc/akv/88BNNzTCRiZJ8hLgl7mNjDO/X4ENHJx9zno3D5r21daWgymZT7QkX6n0RBupYxAYiwPXteaKwMUfottnKldm6Z+Vb+PywRP6VfD4w12ksbGyLshB9IxQKoDBCHsp9kY4t8BDUaS7EfUzBPZhSW1sL9913H1xxxRVw++23D52P0tDQAMcccwx84AMfgNraWmWGEupwsYLDgo/7LqLHgW1jVEOHPutFyhb8VPaZ8DQnbcXVwKPcrdAkPozwFhn5CHO7W0oxkaERskoNY7sIl0JubPOlk0yG6qUoXNgC1SZcCBjnJ6g5PRnozqo2aqQZF7YaJtTCPZgCAFBfXw+f/exn4TOf+Qxs2rQJMpkMtLa2UkVFDKGrsqQsZxDJ3zg3z2DrQGMgXyMzdtgEacRGl0Q044Uf7HUbBl+EPT9h0Mg2SCM2pFE2pAcbDBLh9tbkrxNBGjGheEg2JsuVLRo5CcWMjMMjEZWR5AgNpgwSBAG0trbKtoVABjb/FO0w5RqJ7JWN4qpjxTwjFAvYyr4NkGRsZGsk2ojG5tIiazTpIkl+nmaivrFsH267v6POpDjUDmAj31+LXc+aqIdheynZZS9JnYYpJ6vvpdlfdslfsyGJzCPdt0l9Gk966tuOtkMrv9lQjiFYcB9AT7iLjY0WW3y2Dm3tr8DUi2S/RgRhMUjKH9vTWFgZakZHZ9R2f025iLAZW8qfjX0X2bAk0BG4tyS7xGJzNqIyQGBfqTsIDSJyoEMiO7JLAagPogIPX1kaNJhCSEWli8NYD2NrHITNGbTNNgep/ODEsEaK01KFVXYbyoA2zUCSsVVmEl+EzX+pBtv7RpljWyNebzkbrNPsEsnGw4B1g61sFsLUGVdW1WkSnsHOE3r1yMT8bBLRfKS6nIWfnwE7+yAEG5t8kSlsUsjFMoqxSYGtnaMjZuRS+xfX1+PHVrttgQZTCCIEsnoOJaa3frAB0iiEzbZrAlsDm7APXZ1hu7NqtEqmt5/DhMWma4MkYhOlkeyBYqvzqqZRcxclkv3drfbXMV/Y4lciDBDtr+X6KJvzZLwvsvilNCF/K0ypj0OC+ZeybSIfJmgwhYjFhpkn8p0q/nfOxbWKRcX7uKeR/BdyTyO9z3RNPxWYblTL7hymJ2JPZ9mBIrmPy3++AX8t/8wU1bO1VTzTLYej4m3IX6dDftBa7HpsZ6ZEIf88EDFEqzQlvkj+I42mp1MjDHk4CWr8Z/xDXavvVIB9kBFDTMm29rUSrDQ6HooZsSH/qRauA+hvvvlm7geed955iY0hiELocAX/eeNdDanIJXvrAXkqxfXR3tq6Q1oaAO51xAAAdu2yuxFK9a59+PjJnn/tHaHrfWxQbt6yXerztPtrDQnu2CnbXxNEYTDnEVXb6P3rlbeFrmf5a93+XEd6r70j5q+ZA8+aM5qO5Lbt2CX1eS5qZDsYAu++82/J8RAXy9krb23TkIo6dMSM3t0u2V9LfRpHehoSxNE1xTbZ0B64BlM+/vGPcz0sCAIaTLEQHIVYDFUzjJ/492Ylz3WJO//6kmkT0PPo82+YNgEPVD8zwbdiQi6q3u65V8QGU1wmLgvd/dTLeg1BTJxG9z/zitJ0fRzEE8Umidz21nKI0mjzu3ZPxJFJXB665+//1WoHZuIG9X5HGhHEEDK6DzrqNJP+Om0fK+72e5/elOq5PvCLJ140bQJ6Xnnb7kE53+EaTHn22WdV20E4gsoOMcaABAaLwnU8QomY5NqsYkZSuCHkhkaK00ORswkRKMBnH3b6omyjVbxClr+OSAH7AfTav6vE9Mj36yFJDrbRX6SBuc2X7pnOVuqvwV+Hnx+RgG1zRVT7QJn5yFSetHGrNd1gjFmYxMWVhKKgsMixeIgKVVl9EBexrZ7GBJ2ZQsRig5O1wETluLYXr07SNrawB/UIfZhucNlQ3k3baDr9QthQ35qGNCJkYTormU6fB9PBKFb6uwzaN5g0+aR4SBtCFpSX7AfDN0RgAlpIGzam20QETrhWpuTy/PPPw49//GPYsGEDbNuWvTTppptukmIYoQ+5QUB1joZcGBsbNcqrnBS/hMz8riuArmEihnN41+hJ8Lq+ScTCxT2dZZNrs42Ht6smt16waSWhqzOdsZGk3NhYFgiz5DWvlWci+zJpvkZm7EiCKVNt0sgU+heo4v4oFi/YdRYbNcprX1v0Esba1xZpZCPCgyl33303rF+/Hnp6euCpp56CKVOmwHPPPQeZTAZmzZqlwkaCIArA6hwlXbrn0pI/qkjYYG+IY4AUSoYtZ8KQn8AB81BlKomkAAeUT5Jhibsmf40E1meg7xSvwUD/zZICpxjKJ2xs1si7CW5YYXwGihnZXc6S4tDn047wNl9XXHEFXHzxxfD4449DRUUFfO9734ONGzfC8uXL4dBDD1VhI0GgBYPDRWBCKvJmOhuxIhm6vn/+OQX2qLR9pxlbMZRNXt6UfDAvkQzd5UpuHtXUFNZ8fpOVaJ7pLHO7yR27dkl7lgg2BVre3rbTtAnokX3YfBQ2tYNy0RV4srl9rQvdKwllstOUv7ZIpXe3k79mocdf24usNpZFzRy06D5DViY7DWUAm/y1jQgPpjz55JNw3HHHAQBASUkJbNmyBWpqauC6666DD3/4w9INJNRji3OPstMW23UhMyDx7Qefl/YsTMjMM2f+70PyHoYImRod/+U/yXsYZlJodteTL8mzAzOm/TUj/V2m7YPkPtzVPCTTF1387UflPQwRMjtKB3/ufmnPwkyattK3/rRBoiX4GAz0I3CHBcFwAH1SE/5vw+tpTEGLzG9y9Y/+Iu9hiCB/zUbmIOCnfv10GlO84NW3t7EvSonuM65kxow2vPpOOmOQIjNm9NFf/V3aszAhM9se+YUH5D1MMrbsIIER4cGU6urqoXNSRo4cCf/85z+H/rZp0yZ5lhFEAajMExigGaoEwcYWd02D827z5lYzK8BoVhhByMfkAfSEenZgmN1AEMgZDIJid4fY7SMI1WzdYWYlIaEW4TNTFixYAPfeey9MnDgR1q1bBxdddBE8/vjj8P3vfx8WLFigwkbCEEnqPZWVJQUk2NiokI7DH8ODb1ZqlPtvxS9ho0a5uPAOqvHOpzJGdbRv82Wh/joOf3TNXytPz0aRCGFs9BdpYM2U1L4yxUL9tbSvw8+X/3jl5Guk9i1c8NfK38EBjZx4BwGwnZ1ko7/Wgu3ta4oZCcOjkS2THjEiPJhy0003wVtvvQUAANdeey289dZbcPvtt0N/fz/cdNNN0g0k1OOCozAF5sp60HnS0r14XOjUEATBCbO3p8WKmKTJGbEYVEjmGSEEQdiJSY9J/prNkL8md00QhEGwnMmGud4YihlR+zoWvF+PMInwYEpPT8/Qz9XV1XDLLbdINYiwG3I0+kHSRkhM/uGP8l/Ieo00zMQIP9OFppQajfBmJGwrCTGCbSzFRv3zbFbsi2xEh0auNbZU12nYIH/NhlnfeqZHErS0r6U/US9a3HUoL7sw61l5leZAJ0RNWbM1x+DuP3mF5Z9Bd8zIAVfEtzLFhRc1hPBgyiDbtm2Dl19+GXbtyt7/bcyYMamNIogoog9/tLxWkAy1VTggkZiQQuKQZmyw+2sMnT0EJqACwzch3INyVTyDM1OxFz3t2zJGHmiMXCTNkBxsSCMONG+95gLYFdJuH8WM2JAcTEgigoXwYMrf//53OPnkk+EPf/hD1u8zmQwEQQA7d9KBzLYR10jB3HaxZRkiVdwcaFh1YT25Gpmxwiqo7OEBy4wXlhm0MoVN3io5A+UMe9nOnzlHsMD+TQn9YDszxUZ0rGoWtQEbuX1g7PaigERCA5LmNXPAi7IMG2oHscFQp9kGj0RY+uk2IjyYcuKJJ0JJSQnccccdMHLkSDqPgSBQQbUKC1KIAxLJOmjmHhtsB2QSbOiTsKF8ax+YvxmWbh0zOKfJDlPp2QgFA9mQQmwoH7mH9pWEWlOTg+6JwlTOOMDcWCNQIDyY8sgjj8BDDz0EEyZMUGEPQXCBpbPHgnwwQRC+Y4m7pm6FJdiyMnUQagewIY0IUWgCgR3Y0l8jCBuxpXyRuyYIvNjWr8JEkegNkyZNgk2bNqmwhTCEzPpNZecmer9iZclxYTr9XLLtQWYcJyqszjrw0U5ZsqAgAhvdEpn+JElWidK2VmYJzwob1MY2iVR806ysHHr+sEa2qaQW0kMc074oSQBM/0oMsyJh2/kg3O4ynX8wkeWus/x1Ju93dmCdwdqhVWFs9PdBbFRJHRQziiEmHmK6vk+KTk1RfL8EkG9Qi/Bgyoc//GG49NJL4be//S288sorsHnz5qz/CJfAX/h2IXcQGKwjJ2pvBagTkohNIY1M+yIbyvku5CZi0NB0PsIASwLbJFLRSbW14xuH/oFd0/7aaPJDFNIBi41xYDAPu7/WYR1z+0wNNmAnTgPk2UcrhbTAXs50UVgjfXZEYYMfMF3vo4DVvkbxpcxCGhAiCG/ztWbNGgAAWL16ddbv6QB6AgBHZYkJDPU2BhsKkWseNXbyoQONxfFt5lyS9HWXNdNlG90e/AhnzrHI89cIbMCG7m9Iy/PFwV7OIvFstaUNBxpjsEEEMwfQ4xYpvw9ixAyr8G3ldxL024xbJAzfEIEJBcEQxMfwnUTAoBk2BmPyQ//muYm6EYkRHkz5zW9+o8IOwiBxjhObQ41ymKZnq7BnYmgOVkb8zvRsFWxg79hhgBon4uyigsYEvUQI7CP/lE2ULyKJsiF/LY7ptqMNYNcIw4QJ9HWaZqLkIImyQV6sUJCrEWnGxrgvYqavOx4SETMyLJLpT5RLVLkyno+QQXIQLIQHU5YvX67CDoIQYnAAFX0DC4F9tgVa0H9TBJBGHJBIRgkPCgzPkMH9TTD4SvMWiGFi8Me2ASfLzDWC9pnOepOzEvQaIShYGOoMEUzYa1twzjJzjaB9VTN9lVgGm9cI3GFBMNiHwAQLsEslDPkKPRwa0cKU5AgPpgAAvP766/ClL30JnnzySQAAmDx5Mpx00klQX18v1TjCLMjOfqQRdA5s3DZGNyQHG8oz4mCfxYsB8tdsKB9lE13vk0ZhSA5xKA/FMzj4bVojfAfQ8/3OZ6KC7LYNfquH9GCRqxC1HdmY9tfYorEUM2ITuZKQNMqC9CBYCB9A/+CDD0Jvby98/OMfh1dffRVeffVVuOmmm6C3txcefvhhFTYSyrHXU5hupLPaDiYbN7ZUADrsjOuTk0aELOgbscGu0a5d5tIe1Aa7Rjrq3Fh/vbutglwiFOfK2Ib2mcf0UWIZKuPINTIZGBtM2nQfhIUWfx2X9pANyk1IBXb7CAQDBRaAXSIM8RDT/poVM9JiHsNhI89GZvM5dnF2k0QjbJNXbEJ4ZcoFF1wA69evh1tvvRVKSgZu37FjB5xyyilw/vnnwz333CPdSMIMSQqjSieHcQSdlbz+Q/poVhgLN+Rw4iWUolshGzt7Ki22cUWB9jOuHJg5p9pcjPU+NkgOcWwrZwD6/RP56/wUc7EtHxk5gN4yD4U826NAe8mz8Jvob0/iDoiY99bm85Fo8qq/KcWM/MC2Otg2hAdTHnzwwayBFACAkpISuPTSS2HOnDlSjSPMgrnoDQ6gmu7ssZLHoKFtnT0VUNuADTWg2BSSyHQ5w/z5Bue7GPfXrL8j0JDKIUe9aplGKuy1TAImKt6nsL92TMCEZDL5K8GGt/kyYFAIVrnB8AkpH9lRr5omTgMKcg1TqLzbVuerIkqFAJD4a9bfEXxC4/4agQYsG0znIwyYziYmoHUpyRHe5quurg42bNiQ9/uNGzdCbW2tFKMIvdjsNLCbXlxk3j3Z1li3OT/qgjRio18j+ihhMKrByhOlJcJNolRE+WaMuhXCzExnIoz5VoZ9UB5igz2AWa7ZX0eBXKI8TJhrnUa2GWwA/bsu6E3PRrD39StLi02bgFyhfKh9zYZ8AxvSSC3CLdHDDz8cTj75ZLj99tth48aNsHHjRrjtttvglFNOgSOPPFKFjQRS9pjUpjW9qAau8VkGDJqry7SmF6UGzTLIhuRgQxqJg72cTRtdb9oE9P66t7XGtAmwC3tG0gwd+syG5BAHezkbUVtuLO3hlYTGTOBidlej1vSifRFykTRj4/aeuiE52OSWK8pDbLD761UTR2hNz8aYkW6it0IjjcJgH6SUBR2Zkhzhbb4++tGPQhAEcNxxx8GOHTsAAKC0tBTOPPNM+NCHPiTdQAIvZRGzwnQ54cFtCLD7fAzm4dcoU/DfRH4+IoXYYDj/AhNVZRGzwhTanFUXBIO/U5ceD9gai5HBOf1mCJHvi/RbjL2zl2sfbmsJjDRUleb9zrfVljYciGpb2cbuO81A/loU3Rph/yYtNfkTJ3UVtWCofY1bJQQbdRjvg7Cgvj4bihmxoXykF+HBlLKyMvjkJz8JN954I/zzn/8EAIDe3l6oqqqSbhyhB1sKGY2gs6GZc2xIDzakkTimZzzZ0KA0PXPOhmxtOh9hIypfm85H2KAsIw6Vs3iGzyQ0awe2dkj0ym9cNpom2l+TRmFIDja5ElEeYkMSZUPxEDa08puNL3oEtGFwYhJvOFtVVQVTp06Frq4u+NWvfgVPPvmkTLsIggtPfFwiBrXxpSIoRNwERxsC0IQdUDljQx2ZeMhfDxPrr3drY53ftsxcE+j2DVTO4hkqZ6RRPLvFIY3iz2yifERIg/IQE+vaRRoZ1IZ8EcQ67KE+COWjWEgbIgrhwZTDDjsMPv3pTwMAwJYtW2DOnDlw2GGHwbRp0+B73/uedAMJc7A6t1H+WKWbidyL1/TUOWSO1YVZYSrMtUwCJq69jwrUaBT/UOzlLGrWiVJ/HfU70zOd0fnriN+ZFkkUxf6aZs5FQxKwKVTeyV+zn4ldI91Enwei3440qM5DNm5dmYuSPojGtHSgop1S2BdJT04ymvx1Ad137VKQoAA2tF1N5yPRPogSTTOx/9idpvwkVWKbvSYgjdQiPJhyzz33wNKlSwEA4Ac/+AFkMhl4/fXX4eabb4YbbrhBuoGEemwsZIPNFtOm26CdBSYSyLGhkUzgZTAwiG0wAyOkEBvbNKJ8z0Z3FUNfJJ6hPfjNmmEF2Ms2hqYbtR+JtNDAbjxY4iE2YNpf25CNbbCRkI8FR9ShRfjMlDfeeAOampoAAOAXv/gFHHzwwVBVVQX77LMPXHLJJdINJPBi0t9ufO0duOqHj0OR4dLPSt5kpfTQv16DPz7zCmzest2cERzkaqRTsjse+w+8u32nxhSTkX+gsT6VPvvbp6GxKv9wRezozEfX/uQJaK0t15hiPixfo7sTEbbnxc1b4KofPg7lJcVabRBG+1ZDw+k9/vzr8Njzr8Orb2/TaoMoJv31L594EX70yL8RrEgtjMl6/4u/fwbKSxLv4OsFN9zxV2irqzBtRkFMBn02vbUV3vfDv0B1uXAXUSsmy9lf//MmvO+Hf4G3t+0wZ0QCdGr227+9DD9//D+wwzJ/rbPs/e8D/9KWlq186OdPwQjD7Ws25vL461u2w9U/+gvUVZQas4EHk/766Zffgqt++Dhs32HWF4nGjHRae+/Tm+CuJ1+Cd3fgjomY1OjbD25EX58BDPYthzOb6UFE1xFuKXd2dsL9998PTU1N8Itf/AJuu+02AAB47bXXoKICd+eEEANd0QsZ9LPHXzRnRwh0I/ghe75077Pm7EBM+Jv9zy//Zs4QxISz9Ud+QRqx+Mp9z5k2ATX3Pf0K3Pf0K6bNQM3X7qegShRhX/SJu/5hzA7cDKt0w0/p/EIWX6S2UUH+8sJm+MsLm02bgY5wQOJbf9pg0BK8hNvXn/r10+YMQUyG/DWTcD665Xf/NGeIBfzrlXfg6wjaj+jCISGDvv3g8+YMCYEtZhS253O/pXIWRfiTffBnTxmzQzW0MCU5woMp559/Phx99NFQU1MDXV1dsGLFCgAY2P5r6tSpsu0jNCB1CTayioKwD9oSgA1JxIY0YqOyrNFMGDYuKETljA1pxIYkYkNtIyI1lIXYkEZMyBWxIY2ItFAeYkPtIjYkkVqEB1POOussmD9/PmzYsAH22GMPKCoa2E6gp6eHzkxxDGyjlBScY0MKsaF8RBAEYQnUC2BCEhEuEiDbxJvKGRuSiCD8BJe3pr4+D6QQMQS2AmwRiTbEnT17NsyePTvrd/vss48UgwjCJpj7X1JVxYQUYqNDIwoUsCGN3IY+Lw+kkigq/IZrvog0MkPu3to2QZ+XDfVB2OhpX9N3YEESsbFZIpttlwXFjNJD/pqN3dbbR6LBlOeffx5+/OMfw4YNG2DbtuzDUm+66SYphhH6iCt0SQqjbwXYcn+LEpKUDWnExrdGKTZ/jdE3YrMJmz1J8K2cYQTZBH5CEb6VNNsDGhghf82GFGJD+YgHvzTy622TIVqlUTljQwqx4dEosHRSDQaEB1PuvvtuWL9+PfT09MBTTz0FU6ZMgeeeew4ymQzMmjVLhY2EIbD1Y7DZA4DPiWPUCBukERvSiCAIDLjgilS/gwv+moIGBHZcKGeqoQEwNiQR4SLY8jU2ewDwtWcxaoQN0ohgUSR6wxVXXAEXX3wxPP7441BRUQHf+973YOPGjbB8+XI49NBDVdhIEIRHUMXFhjqsHJBERA74ig06g4TBpylBEAQRBflrNqQRG9KIINRD5YwNacQBh0i0wj05woMpTz75JBx33HEAAFBSUgJbtmyBmpoauO666+DDH/6wdAMJ9djiiCwx0yg0u5MNKcSGNCIIAgO2tE9MQhIRhHqofc2GFGJDGhGEeqicsaE6jQ1pRLAQHkyprq4eOidl5MiR8M9//nPob5s2bZJnGYGfCP9CM+azITnY5OcZEi0XykfikGRsVOYrjHmWefijZpsxasQi12YLX0E5eRrZ+KE1QxKx8U2jgOGwfdMjCeSv2eRrRCqxIIXYkH/KhvRgQxqxoZgRmyT1Pi1MSY7wmSkLFiyAe++9FyZOnAjr1q2Diy66CB5//HH4/ve/DwsWLFBhI0EAAAUkeCCJ2JBG0VAHkg1qhVAbhwMq+/ZB9X405K/ZkEJsMGuErewjMwcnpBGREKrT2JAP4gdb/YERkiga0oUQQXgw5aabboK33noLAACuvfZaeOutt+D222+H/v5+uOmmm6QbSKiHGjAEQRAEQRDyoRYWG9KIIAiCIAiCIAhbEN7mq6enB6ZNmwYAA1t+3XLLLfDYY4/B9773Pejq6pJuIGGOJKP6PHdUlRWLG4MUVTMf9pk6UslzbYBX0jUTR6g1BDG8GpWXCLt4Z6BZSWxUDqT7NEi/ZmJbovtcUIi3nK2f3qHYEvtpqys3bQKBGBf8hQiq3ndhT7OiJ+OH11/v57G/5m069o+oUWsIYqh5zcY3iVS1+aeOqlfyXBOI9kt5L993GsWMWMzobFBqB2Z4NGJtq0rEkyjS9vrrr8MXv/hFuOKKK+DVV18FAICHH34YXnjhBanGEW5y2V4TEt2HsWGiyqY9p7Qnug+jRqoY3ViV6D6fgrzFRQkrR+opEbt5z+p+0yag56BZo0ybgJ6+hIEnFzwRrzstSzj47cTAsQvvgIBjFoxJdJ8TeYiTYxf6M/Ev6WedPjpZANOn9nV1ufDmHgBAro4YZs/JySbi+MTpy3sS3YexmKmyaX7CCQIYNVJFU3VZsht9EolIhHBL4LHHHoM1a9ZAfX09PPfcc3DqqadCU1MTfP/734cNGzbA17/+dRV2EipJ6CiSNppdGvxU9SoOScSEjhJjk1vWfOqwJoWnw1oUAOxyREpVeSKpv7YxYJC4TkuanpUa5fyb8x38qtMs/LCEEwQelTTd/toFyDPlk9++JlhQHSeHIpcCIkwozwRQWIX8eAifZj7nIspV+eTVaRwdNa9ckWSEp8FdeOGFcMIJJ8A//vEPqKioGPr9unXr4J577pFqHGEWbA4KY+AJm0k+zS5MCknExheJaFkrQeCG/DUbkohIC5UzNqQRG9KIDQ1EEIO41AXBVvax2QOAr61GMSM2pBDBQngw5c9//jOcfvrpeb8fNWoUvPjii1KMIuyF/LIcXGpgiUJ5iA3NBmdD2YiNyrLmk/7JV+/4o5LPdRpvafBpVUEu/pSEFHjkLwg1UBZi41O9nBSSiA3lIzl43S7i7ev7KxHFQzjgkchnfdIiPJhSXl4Omzdvzvv93//+d2htbZViFKEXW6p7ms3DhhQikkLtfjakEUHohYpcNOSL2FAwi82gRD4plXjw2yOVkq7a9UchsXxErogD0ogNaSQAiUUkg3IOIYLwYMr69evhuuuug+3btwPAQINrw4YNcNlll8HBBx8s3UDCHDRKyYY0IjBDDYLCUPkl5EA5iYXPwSTed/cpWJuLz/mD0I0//pqKlTrIZxHEMD6vjuCFJDIHuevCUPlNjvBgysc+9jF46623YMSIEbBlyxZYvnw59PX1QW1tLXzgAx9QYSNhCJbjiWpI+hYMYGvklx6JyOT+kzTLI1cjkoiJbxqx3jfSX6vc5gvhB2DZpNtkfAqxydUI4Wc2DmlCpCW6fe0ZCeo0ojDUvs4nr04zYwZhMeSvk/VBfIMpQY5IJFk++X0QUikX6qfppUT0hvr6erjzzjvhvvvug0cffRTeeustmDVrFqxZs0aFfYQGYgsZtsKHzR5A6KCw2YMQqnjZ+CIRzcQgCNy44K9Vv4EDElGQ1zAulDPVkERsSCMOSCPCQbCVfWz2AOCwKWwCBnuw40/biAIiSREeTBlk8eLFsHjxYpm2EASxGzpwjSgEr0T+5iL/gnOst9U9cIRRfVU2JT+AXq4dJuAtZzRwycbnep/IhsoLPn/tBHRYLxsH6mXV+BNg5MNrn6IYn7XlLWc+tx0pHsKGvLVauLf5uv/+++GOO+7I+t3Xv/51GDt2LIwYMQJOO+002Lp1q3QDCWIQn5wBHZCpDuoDEIP43AAl5EG5iDAJVWlEWnzKQ0n9tY0aJQ16Ux+Ejc9BXoLAjj+eiPy1SnyJGVF9lhzuwZTrrrsOnnjiiaF/P/7443DyySfDmjVr4PLLL4ef/OQncOONNyoxklBLUmeqew9+GyE92OTmP9Isn1xJVMwKc013Fe+DueHJagdpPw8EoVRMjbRYEU4PoUgMyF+zyffX6tOwHdIoG13ta8w+iPr28sH7tc2Rf2aKgva1Y8qTv86G/DUbaiuyyWs7qkjD+g+hvg9ivUQ52P/NccM9mPLII4/A6tWrh/592223wfz58+HWW2+FCy+8EG6++Wb49re/rcRIwgxvbt1h2oQsMPqCN7ZsN21CFhg1wgZJxMbmBrsQDkVrduzy5Jul4N9vvGvaBEIQqtMIQj0Yy9kzm942bUIWFJBgQxKxIYkIF3nh9S2mTciCfBEb0ogNSUSw4B5Mee2116CtrW3o37/73e9g7733Hvr33LlzYePGjXKtIwiCIAiCQExA66OJAngzOJ0CUoggCJugQCRBEAThAtSLTQ73YEpbWxs8++yzAACwbds2ePjhh2HBggVDf3/zzTehtLRUvoWEcmQ2CKltKQefnRoFntiQQnLwuZwBKJ5p61EmTZyPHNDIgVcgCCugtpEcfB78pgEANqQRG5KIDWkkB3+9Nb8vEtHItXxJ7SLCNNyDKevWrYPLL78cfv/738MVV1wBVVVVsHTp0qG/P/bYY9Db26vESAIvOpe92+owtWpkoUSZDGnEgs67YENbcBQmCEgjHkijwmj31xbW+7n6qJbLxjyrWyPb0O2vbSxnAMk08uoAeiCNWCTN+4kPfbbQ2dlos06ofc0H1WlsKB5SGIoZsUlis8+TTNLCPZhy/fXXQ0lJCSxfvhxuvfVWuPXWW6GsrGzo71/+8pdh7dq1SowkcPKLJ16EWdffCY9sfN20KWj52J1/h0Uf+jW8/s4206ag5eSvPQiH3nL/UOVoY8WlmiUf/jVc/aO/DP+CNMpj1vV3wjf++K+hf1PHJpsHnnkVZl5/J/zxmVe0pGdjR+Zzv/0nzP/g3fDyZj1nq9inEMC53/o/2O/T98LOXYP+2sa3UMuqj/0OLvnOo6bNQM3sG+6CL/7+GdNmoOXvL70FM667E3739/+aNgUtX/3DczD3A3fBxlffMW0KWi797mOw9uP3wLYduwDAznpZNfvcfC+c/c2Hh/5NVVo+cz9wF3zmN08P/Zs0ymbTW9tgxnV3wi+feNG0KWi5/cGNMOeGu+Dpl980bQparv7RE7Dyo7+FLdt2DvyCylkeh9xyP5z8tQeHf0Ea5THvg3fBR3/5t6F/k79WC/dgSktLC9xzzz3w2muvwWuvvQYHHnhg1t+/853vwDXXXCPdQEI9acrYa+9sh3O/9TD7QgnY6gz+88a78PX7/8W+UAKWSgQP/us1eFFpADMT+sk+lXbsyijPQ/apks1r72yHK3/wF/aFIUQnYtjqgwZ5/Z3t2Y1QIo+X39wKn/3tP02bgZq/vLAZnnpxs7Lnh4uZrWXuOw89rzYBW4XZzatvb4Mbfvqk0jQslwje2LIdjv/yn5SmMaiRrVptemsbfCQUNFCJrRr94+W34AGFkyiyBtQtFemnj/1H6fMtlWWITW9tg/9RXM5s1+iNLdvh9P/3kNI0bNfolbe3wdU/ekJLWrZq9dwr7ygdlMty18pSUcuvn3pZ6fMzlseM3nx3B3w6NPjNA61LSU6J6A319fWRv29qakptDGEnWRWWfT5HK7yzeH1cbReQK+fGxspdN6RQNGEfpFIjWzsySUi+3YdcO3Qy6K8tfgVtkEZsqE5jY7O/wISX7evd78y9B7+PIu2Gihkb8tdsaNUukRbecuaxuyZPxAH5a7Vwr0zBwmc+8xno7u6GiooKmD9/PvzpT2pnbRFsfHbivIhL5J+oovlI7Hr/9ATwu0PMg48DeJQn2Kj1RW4grhH/DR7KCQB+5iOCSAsVGzYq2zrUpiAIghdqX7MR1ohqQSY+5iMRSJ/kWDWYcvvtt8OFF14I11xzDTz88MMwffp02HPPPeHll9Uu93IdW2ZP2GGlLJK9rS3fUgZJX9UjiRLnB580IghCPYl9kWQ7TMD77l77XZ/fndBK8qABZVIWpBAb0ogg1ONTeyrpygOKGam7j/AHqwZTbrrpJjj11FPhxBNPhEmTJsEtt9wCVVVV8OUvf9m0aQTBBTllNqQRG9KIDY9GNBNDHZRF2biw9Jp8EUEQhB2Qu2bjU4AxKSQRQahHRTlzod8RhnwRG654CK1uSow1gynbtm2Dhx56CNasWTP0u6KiIlizZg3cf//9kfds3boVNm/enPUfkY8tfsivBm4yp+aTQkkhjdiQRgTBDzVC1eFVtZ8QFzRy4BWsxoU8xEtSf+2VRh6eA6YL0ogg1OPaoEEhEtdpku0gCB+xZjBl06ZNsHPnTmhra8v6fVtbG7z44ouR99x4441QX18/9F9nZ6cOU70j7MR9qrxEGDr80awZqBnMRWrykFvKK1HIsR4eTz4SbX66IFH4nVW+j835SdfgiMUShYJt8l/CYlm0QRrx4JZKNvsLldAKUzbDB9Ar8NeOZUzqgbBRo5FrKsnHBYVo8hE/avr6Ch5qEBV+wz2N2FA7KjnWDKYk4YorroA33nhj6L+NGzeaNolIgWvOrRA0K4xNYsfvkUh0MGhhSB9CCpSNmCQtaz4FWMgdEabwqZwl9dceKZS4SnNtYKUQ5K4JQge0kpBJYoct1QrUJI+reSQSkYgS0wbw0tLSAsXFxfDSSy9l/f6ll16C9vb2yHvKy8uhvLxch3l2o9lPUAOUDWkkG1KUyIdyBRtaPs6G+jFyca1cUl+MDXVY5UADcmxIIg4EMhJNSiGIZNAqDTbkXtiQRARhDmtWppSVlcHs2bPh7rvvHvrdrl274O6774aFCxcatIwIV3Q8/WEfu8yDnQ3egIGPGsHQNgR8l/sce+HXyF+RyBfFEPbXHAp4NWN5N9R5YzMYBCBfJA+SiCgET/bwMQ+Ru2YztI0ub/7wMSPthrtOU2sGbjzOH7zw9UH801G0fe1jVqOYET8UM2Lj87vrwJqVKQAAF154IRx//PEwZ84cmDdvHnziE5+At99+G0488UTTphEEEshjsiCF2FDgkyAIDLjgilQHTFwIyLjwnW2G9GdDGrEhidiQRkRaqI9GJCWcdVxoO6qGFCJYWDWYcvjhh8N///tfuPrqq+HFF1+EGTNmwC9+8Yu8Q+kJMciZ6oNXaZ9n2nFr5LFIvGXW5+0XuA5cU26Fv/jU10t8HogDIvH7ayptLEgiglAP+SIOvNbI/npZNaQQoQufXRHFjNhQzIgNT8zIZ33SYtVgCgDAOeecA+ecc45pM4gQouWPzg1nkzw4J9kQjejaO9ZmjQjJeNh4EPfX/omkq06zGWp480N1DhuSSA6JD1mVa4ZWRNvLXh6uLvjS1E9jQ1UgkZbEZxJSOWNis0bCfRAPY0a6II0IFtacmULYAdeezsqtwAs5ZTZqOqxuCa9CIrcUUqWRWyqp3NPZNa1U4IJC5IvMQG0JNq5pxNM2En1n1zQiCqPEXzuWidRoJP+ZJiGN2Kg4k9C1ssaDf288jIefm5vBsqCiTLgmO49EPk6clAUNphDWOGsKzrEhhdhQPiIIgrADkTv6TQAAt/lJREFUH4MHopBERFqonLEhhdiQRmyorBFpoRzEhvr60YT9DynEhvIRwYIGUwgCITQ+LBtSlMiHcoVCPGp/Jt7yyiONRHCtXFLsjA1pRBB2QmfQEAShCvIubEQ0In9NREHZIjk0mEKkJuyYeWbc+FheByWiEe54hjUiWJBGPPAcuOajNxqGJx/5uPRXNFt4qdHu/6U6jSDw4GOVJr6/vBIzUDNYR/H6ax81GoRqNDZU77OhrXWiET7jykNnpDJm5NrKOLfehrARGkwhtM8ITJqcY/5fCaQRG9KIDWlEDEKdZsIkLvgi1a/ghkYOvAQCkuYFn9SnQ5/V4VqgTgWkEDFI4jMJPSpnSd/VI4kSY7NGumy3WSMRPByzlEaJaQMId9i2Y5eS5/79pTfhwz9/Cg6cNUrJ83WRyWRg+041Xvk3f3sZvvnHDbCkr0XJ83Wxc1cGdu5So9HX/vAcPLrxdWitK1fyfF1s27FLWe3+/h8/AU3VZUqerZNtO3YpkWjLtp1w5v8+BHtNaZf/cE0MzvJS5a+f2/Q2XH/HX+HQOaOVPF8nqjT6w9Ob4Mv3PQsrJ4xQ8nxd7NqVgR2K6rTb/rQB7vvnKzC2pVrJ83Ux4IvUaHTjz5+EYgd6QKrK2bYdu+Ccbz4My8a1Knm+TlRp9MLr78CHfv4UHDanU8nzdaJKowefexU+99t/wp6T7a33AQb8tao+yPcffh7uevIlmNxRr+T5uti+cxfsUuSvb7rz7/DWuzuUPFsnqtrXO3dl4Pzb/g9mdzfJf7hmVPmil9/cCpd973E4ev4YJc/XiSqNHt34Otx89z9gn2kjlTxfFypjRj997D/w40dfgNldjUqer4vtO9W1rz/zm6fh369vsX7wW2UfhBiABlOI1AQA8NnfPg0f+cXflDz/mC/+EV5+cyvc/dTLSp6vgwACOOeb/wc/ffw/Sp5/4lf+DAAAv7FYo0wGYNXHfgv/euUdFU+Ha378BAAA9I2oUfB8Pfz3za2w6EN3K2lgPfPft+Grf3gOAADGt9VKf74uHnjmFTjiCw9wXSsah/zi75+FXzzxIvz8Ly8msAwHQQDw1fuehff/5K9Knn/G/z4ET734pt3+Ogjgku88Ct99+Hklzz/qi38EAIC7nrRZI4B1N/8ennrxTenPzgDA5d9/HAAARjdWSn++Lt54ZzvMv/EueHe7/KDBq29vg8//7hkAAJg6yt4A5iMbX4cDPnOfkmff9ueNcMdj/4E7HlPT7tLF7X/eAJd973Elz77w24/CY8+/YbUvggDgmh/9Bb52/7+UPP6QW+4HALC8TgM4+JY/wP9teF36szOZDFz47UcBAOBPz74m/fm6eGfbDpj/wbvhTQUDHjt37YKb7/4HAABM72yQ/nxdPPXiZtjrE79X8uyfPf4f+OEj/4YfPvJvJc/XxY8f/Tec963/U/Lsq3/0F/jzc6/BXU++pOT5OghgYCLIYPtFNvvvbk9Y7a8hgGO+9Ee47+lXpD87AwBnf/NhAAB44JlXpT9fF9t27oIlH/41bHprm/yHZzLwP78ciGna7K+f2/Q2rPjob7mu9XHLQVnQYAohZdRVZCBFtLi+/OZWwTtwIjKQknSy6Q5Fqzp08Po72xQNpGTz5rvblaehiu8+9LyymSpbd+xU8lzdvPf7/EEn0WL26jsKGm0GEBlIEW1gPf/aFlFzUPKdh/gHUhxYHJAIFQMpubzxjr3++pd/fVHJQAoAwI5du0I/21vvf+CnagZ1AQBe32Jv3gkjMpAi6ov+/bob/lpkIMVXfy0ykJI0sPKaxW2kB555RclACkD2YvKt2+1ta3/izn8oe7Yq7XUjMpAiWs5e3PyuqDkoERlI8fHMFAAQGkgRkSjsi96wuI30xL/fUDOQksOWbfb6pc/fo2bAksiGzkwhtGNvt18fPrYdRPNF0s6exXEn4f11RRQK62nz/vUqLfewWCrNc67g4zvrWjWuassVLQianthfW6yRStOpXPLgo0qEKmz217QHPxuVfQM/+72i7WsPRSKYeFl2NLV1bI4ZiXRCfMxDsqDBFIJAiM2NbV2INULDgSf5tmAl6ava3XggCMJmwm16n1xR0nf1qU4jiLRQzEAd5IvY2DxZiSAIfJDf5SGZSDZPViL0QIMpRHpHQT0TJjTiiwl7K0als3hDedTmxoOI7aLLx10ox8pfgTQiJGKxK9I2i9fm4JzSlYRUkJm4oBHN1mZDCrFRWdeEH211naapD0JE44JGLryDakgjNrrcqMXuWshf71C0hbwP0GAKoR2qI9j4WJHSEnuzZM0Gt1gjtdt8+VcwRd/ZP4XAy5fW15Gx1xnp2sLKan+t0HgPi6Vw29FHjfx8aTG87IM4lo4KqH0tF2pfs/HxnUXx0l+Tw2YiotHrFp93ZhoaTCG0Y7FfIhSiNmiWifiJiMMXjUqKPGyBCmJzMJtQB83ixQNJRAxC5YUD0kgqJCebcLm0eeU3IRdqXxO6cSXPqfSjmZifXWZMc5VpE6yFBlOI1I6CwpFsRDXycYaOaL2YVCObOzKitifNRXZrxH9tabF/VaDo1mZeIjy72z9NdXXI7PVE4rb7l4vENCov8c9fE2yoSmOjst63uLmYhdrgnBsiufKtCXOQu2ajMmbkShkWfw0PY0YCKo1upMGUpFDPhCAIr6DD1aMJ97VJo2goaMOGBmsImdjckVFKqJztIo0iIV/ExkuJfHxnQUgiNiL+JXtligJjXIAyHROq0whCLxQPIVjQYAqhHWoKcOChSGo7GMOCUnAumoCCc0x87McI7+nso0YevrNKXDkPRCVZWc4Tjeg8EDbiGvmnko/vLArVaerwxF0L42OWozNT2JAvYuOjRtrO2SWPTTCgwRQitUMSnSnho1sSrug8FEm0wkpawdksrWhZFbnclQCmyoaPC0EYcVekZ2s5TLjwnVWjryNjLyr9tYz7MCCikfBWoB4WYx81Ul2nuYDod7a5DZgU0VcWmZiVfQ6YzeIqbF+74IwEEfZFDkgkHDOyubgkhPw1G/F6PGHMyGJtbbbdJmgwhTDOpXuNN20Capqqy+D9+00ybQZqOpsqYf30Dr6LPa1cxrfVQnN1Gde1dnf2krPHpDbTJqDnvFV9pk1ATWVpMVy3/2TTZqBmdGMlHDmvk+taX31Rb2s1jG2p5rrWV42W9rcwrnAg8pSSU5eOLfh3Ugjg+gOmmDYBNaMbK5n5yHfGtlTDtNH1XNf66a0B5nU3mTYBPccu6DJtAnqup/Z1QUY1VMIFa8aZNgM1Xc1VsLivmetaT5vXhAA0mEIY5SOHTIOzVlBwLo9QD/f3l66EtZPbzdmiiTQH0P/+0lXQN6KGLx2xZFCR5kDjX16wDCpKi7kutlqjhMb3tlbDrcfNKXiNhxPnsrhi7wlw4drCg98+zi4Mv/HvL1sJ+03jHNi1mDQdjHsvWwWTOtwPPKVZ1XX3RSugtqKkwLOjf7aNpLY3VJXC/zt5fsFrPHRFWZy2rAeu3KfwRBw//fXwO9914TI4dPZog9bgJJwt7r1sFcwa0xh7rc3+J4z4qq5hkX5z8YrCk5VCD7c5OJfG9m+fsbDg3/3zRNkcNGsUc2DXR43Cvui20xbAsQu7jdmClbBG912+Chb2xg8UWOx+shF+kWGRfnfJShhZXynVHIw4862RQ4MpBLy9dYfW9HxsDIiSq5EP/d20HYzC9w//0ebzQFSaHg4wkEbEILSnM5vcgKQX/jptM71AQc3wXYYepXWaI8E5EeN9KFdpIY3Y5GpEmrEp3Ly22QGFSfceBd111s/26qXSch/LofiZhP6J5OErp6bQamVX3HXag+EL6RD+G8VDCBY0mELARd95NNX9qo8DcaEiTbsHPzlENrwdFJ+15G0U+KwRkY3NHf+kuFDnqCb1QIEcM5ymUNnzUT+ql9j4qBHtL68e0owNb3COIAbxsn0teL2fZSdlzEiSFS5DMSNCFjSYQpiFw0lRXMuPijFto5K3wrO58apSo3BAwl6FksPzzj7OCgvDp5FyMwgH8KGDkvYV/ajTEt5HbUcmvp6lI4IvEqUf/HZfKF0TBGzOcyp9iu/+muIhbGwuOzrxQaf0q+M1pWMQm223CRpMIdDjYwAz95196BSL71ecc3/hqxOnYzV5GsW/fPhSrzQSwAVPpN6duqCSGHnbxnioAYs8f13AyfiqXn69H39t+G/kr6PxsOkojI8akb8Wh3wMm4Jb64Ta3qRlND729UXxUSIf31mUvLajB0F0tTGj5OkQ/kGDKURqRCs6H+vFtI0Bcub55GrCO+DklZR5GiW8kXAI0TNQ/PPYom/sn0Li5PlrM2agJrcOK7wHv38K+hhUEW5f+6gRneulHP+8DUGox8v2tXDMiDQShhx2Hrl9EO5tzxXYQrgFDaYQZuGoMPyrRrPxpXOsa0sUm2tGldsQZG3zZbVGyYznKWa+lMU4SCM2wdD/Iwphs4/hJuVLck8QsFjLpLbz+BkfgzBheGZ6e++vA9KABy9Wx6e934MzU5QeQK/w2VZAdRoT8tV8OOJuCqLUX7uyktBm2y2CBlMI7fh4AH1aeEfQbSZtZ63wTN3hv/mgZRy8nT2fNSKy8XEGPMEmrYso5GMoxw3Av82XH4ql3dbBB4Q18jA450dpySZ1+7pg4IkA4K/TfPHXBBtqX7MhjcQp3Id3Q8/0MaNCz5aXDuE+NJhCmIXrwDX/Onu5b+yDL9d3WG801WXFKS1QT/pswNnZi7lmVENlagtUk/hAY45r/PNE2ZBG0XgZtHWkQ6aS1HVaSn89utEGf51MJR/aRGmhIAAbXyRS6osc0TD1ym/ewe+Ya0bUlqczQANKvzVHO6rKgn5aYnjiIR62NcMxIFd8jWxEYkauaJg+ZpSufd1SU5bSAvU48qnRQ4MpRGpov2L5JD0oy2b0HSYWfWVNRYmYASYQn3aa6Pa468a2VIulbwDTDcUJ7bVmDWBA+xWzEe+w+uewU/tr0igP2QfQdzZWiRlgABGNVASSZo5pkP9QiQif36RAo7Ji3F3FtOc2+lfDieOFv05Zcae9f2R9Rar7dWA6G8zobDBsgVxUtK/rK0ulP1MudNAui7T1vulyqgXDMaPmahsGv73ICcbB3UImCAAvK9Jc/HCI6rYh4EnFh6BxwW0IOLb58nFWVBiePeiLPBfJ89cHAD9Wbaic6UwMwKsQ+eto+M5V8RsujRwTiaced42027950QURRGg2OM8e/B7myzA8fTDPJeKiiDTyHh9iRqn7EClXEpIvIgahwRQiNdt37hK6XvjMFMHrMbJ5y3ah63PrQferRYCNr24Ruj5fo0IqubFM+PEX3hC7IWk+slijFze/q+zZLhzAvkPYX4tlBhcGJd96d4fgHdka2exjePn36yn9dQGNXChnAABP/mez0PW5HeDC2xCEgnNiZqHiiX/za6TiPBDsgfVdgu+ccvFq9DW4JYK3t+0Uut6HQFMuL78p1i7Krfd9UOzvL70ldH2uJtwznWOuRF7MAADgT8++ouzZfIPfNqjEj3D7mkMk7HXau9vF/LUXzieHV97eJnS9jzGjZ/77ttD1YjGj+Pts4qENr5k2wQtoMIVIzTObxBxaFp7Mirv5108nvjeAwGpnzsv5tz+S7gEeaPSbv/031f3cM+dSpWInsoJK2P3Va++IDeyG8UWjr93/r8T3BkHgRfk56xsPp7o/rUbIsxAAANz2542p7uffhiBVMlbC5UM8X5kiK/CGPYD5k0f/nfjeIMAffJTBe257JNX9PgxA3Xz3P9I9oJBEWSu/0yVjkne3i03GEcH9UshAUn2FXcd7n96U+F4PXDUAAFzx/cfTPcBiH8PLDT99MtX9vPGQQjt6YEd0kjKRDBpMIbSTVRfa66OUkr+/PAnFonCFR/oBMDTK2oPfP7143thDWbIPf+S43keNcruvNje+dVFwy0GO+4s92MuC/xBRP7b5Cr8PFbFosjUikaIID56QRHwU0onquwF46zSSKxqu9qVjfbmsgWqOV3Pr7Tmhep9JbluvkC8ifz0AbzzEz0JHiECDKQR6sM+KU0HefsWG7MCMyIHGu9RNpsJN3qbO8ZfuDE2XE902wxeoHLJxrbPLg4+Hq4siopGvQeD8A+gLdIhD/nrTW2JbQngDRzZybcBJFF/LGiFGoXrd5pUWMikkw84sf71VvTEWQq6IjY/+2vMqmguRM6589dcifZCwv35zq+i2z4Rv0GAKgR7fO7sA1MjkoWBHhgQEANIoLTwdGR8Hf8PwZCPXFfJxQEkmO33t7eVA/jodPDMwfffXPEXNtTZ47vs49npSEArOeeqv8w+gj9eB6jQ2PO0m3/01D675a0KcQiXJV3+dC7WvCVnQYAqBHh99Wl5njxpHTApt+8IVVPFA49LiAhpRA4vJTg6JPNh9qCB8Zc0tkdx6Gz0UFcgDXAFeD1QvKeBMeIJzPmhUCK4Apt8ScWlUqKwSflAoD1DgaYCS4viQCvVB2FAfhA1Xve97RvKQ3E9eqB9K/nqAQu1rHl9E5YwYhAZTCGipKTNtAhy7oCv2b7S/I0Bfaw3M7W40bQZqTl/WA2OaqiL/Ro30Ab54/FxoqyuP/NsO0ggAAD5yyLTYv3EtsfeggXXq0rGxf6NsBNBaUw5L+1tMm4Gao+aPgbEt1ZF/ozp/gE8eMRNG1ldE/o1mOg/wqSNnxv6NxlIGOG91f+zf+FZbuk1RUQB7TGozbQZq9pveAf0jaiL/Ru3rAT544BToiPHXPO1r18sZAMCtx82J/RtlowEu3Wt87N/4Vlu6z/4zOkybgJql/a0waWRd5N+o7TjAe9dNhFENlZF/I39NiECDKQRgcAnXHzAFjpjbGfk3iqsMdPa+c8Yi72e9F6K5phzuuXRl5N+o7TDA7K5GeOCK1ZF/owDmAIfN6YQ7zl0S+TfSaIAr95kEZ6/sjfwbaTQwY+n/nTwfWmujBy4JgPrKUvjNxSsi/0Z5aIApo+rh/hT+2oNxXdhvegfcfdHymL+SRgAAF+4xDq7ed1Lk36ikDXDrcXNgQnutaTPQUllWDHdeGF3OyF8P0DeiFv4Q56+pEwIAAHtMaoM/XL4q8m+UjwY4a0UffOLwGZF/I4kG+OQRM2FRb7NpM9BSVlIEP3vP0si/UTkboLOpCu4jX0RIgAZTCPT4vv+8D5191fAsa/VlK4u4pam03QcbnvaV7wOe1AYl0sK3lYUGQxBD230ME/eWPPFLX+q0OCl8HJRz7HWMQ9vGsKH29TBxr8mTizyRKBYejXzJR0QyaGUKGy5/TRF0YjeUFQj0+Oj4qSkkF779LzUYgpidu9jX+D5QwOOLij3PSD7OwPQlaK2LXVy+yG/NebYh8N1f8wwU+J6PeNx1ofPoCGInz2FynkMTutjwtB1914irD0L+2jtEvriHXTRh+OIhVM6IAWgwhUAfRCbHT6SFZoWx2ckRwfS9kc4zAdN3jWh5NJEWvsCTBkMQQ4EnNjRQMEzcW/KcmeKLRkQyaGUKG5rpzIan7ei7LyKNCEI9PPEQ39vXxDCeV90EQfgABVXY8Ewu9GUGftxrUkeGDQ1+E2nhWlHgeTnj8de+dPbi6iUaKBgmfpsvnrv90IhIBs8sXt+hFQXDBDH+hG9bRsnGWAZN6CII9fC0r6mcEYPQYAphFN/PQ4mFfLRUeIIqnsSdYuGb6azBEFNwuCLf9yvm6cj56NPDX5zH1xCFobMu2Pjur3nKme/bfPG4It9XEvr99nKgOo+N776IB55s5PKELp5S5Htf1sf+BQ8uf3MT+N6+JsSgwRSC4vaE89B+xWxoKzQ2fFs1+K0Rz3kXBFEI6siw2UHbMjLh8UXFnvSC4nKCn2dcRf+exgSSQdt8seFpO7o8UMAD34CTBkMQw1PWfD+3kSDSQv6aEMGTbgRRCJP+IG65L0HIhA4OZ8N1oLHLPRmOV+PaNsZliTjezfeZztTATg9ticKG64BMhzXiKWe+zwbneTXP3TX1QCTA4699h68PosEQxPi+jS7Pm/m+apdiRoQOeOIhvseMiGFoMIVQxuFzOk2bgJ5r9ptk2gT0fPboWamfwbd8PHUyxvj0UTNTP8P1wNNBM0dxXxvXYOcJGdja2dtvegfUlpekfo7LYZWr9plo2gT0fPKIGamfweOLbB60+tLxc1I/w3V/feLibu5r4w9XZ99r64DT4r5mGN1YyX19/Jkp7nrsi/YYJ3S9xcUlMf9zyLTUz3B9JeHXTpqX+hmur/w+f00/97VpVobZWu+Pb6uFyR11qZ/jcl/29OU9pk1AzwcPnGraBPR85YS5qZ/Bd25j6mSM8b59KfYoE4uzAoGdM1f0QnlJ4Szm+/6XJy4eG/l7mn0xzLqpI1M/w+WOTE15Ccwa05j6OXwapU7GCCcu7oYxzVWFL5K0v7yt+eisFb1QV1la8Brf9+A/ZWl0Zy/8yX3fP37/GfyDlnG47IsAAOb3NKd+hssarZ/eAT2tNQWvkXVmiq2zC89c3gdN1WUFr+Hz15IMQsipy9jBOYdfn4tDJUx6c30b3aV9LamfwXOgsc0Du+PbalM/x+n29cpeaK0tL3iNrDNTbOWMZb3Ma3yPGR01f0zMX+wsFypYOWFE6me4HDOaOLJOysAuMQwNphAUuEeIpT5aKyyJwhpy7TNraUemECIauRx4kgXP1jou5iMRHO7rxUJ1KBuWRsL+2kFfJPJGLnf2ZEF78A8Te2aKjw6bkArP2US2DhTIgmf1jot1mgh8fRANhihChul0PhERheeugwvp8RDP6zRiGBpMIYQYwZhZESYIyMETOPjTs68yr7G5XpRRzn7/j00c6eARafroeu5rg93/x319zKVP/mcz815MQYPOJv5tYBB9WsJznvnv28xrMPkiUZJaHn7le59m+2tMgykiM5eDQEyjuNd8eMPrzHt90SguNLB1B0ck3FLiPy2eb44WAYm2ccwyQdQsEiYuH4m4Di5/jSgiI7KFYACBkBZxl9739CvMezH56+mdDdrTfP2d7drTTENlaTH3tYg+LeE5PPEQTL6osarwrhK54LHcDRBV3YQNHDx7tND1vk2iGNVQCc2MrRd857K9Jpg2IRJMwbkfnr1Y6Hpd5QxTh/ijh04Xul7X8nBMswuPXdBl2gTUlJUUQf+IwtsJ+c4pS6K3ojQNpsDTN0+Zb9qESDD5688Inn2mq+mIqd4/jWNbqjCeNa8BAGBBT5NpE1Cz/4wO0yZEginwdOtx6c+sUgEmX/TVE8XOHdDVB8Gk0QUC58T4yqqJ6bdccplFvem3fHWdTxw+w7QJkWBqX99++kKh631sO6oEUXeUMAWiton1tNSUkZ4MaivSH3INIL8ywLRks6xYjmuWrRGmDjGmTlUYTPkI6/ZTWPZ9Fllp6Susc3R4kT2YiWnQslxg9mUhWAqJFhtM/hqTXwwjqaqVgsrPle7ROPx1VZmcchYHkmopFY1VkiZzSdYCk78WmS1fCNn5BZNGxZhmK4TAVI1g7YO44Md8gXXuGSGv3nc5HlKCyTF6CM7akkCLaHFF5GushTTUg611UQD68gim/pXoO+saWMDUwEJkClpIo8JglQdTORPFS3+t+PqkYMpH4nWaf2CdIEAUBlExE0ZX0BxTHwRrXx+Vvxa9HpHtuvDvjQlfQOWLBGwJgMqlbBB1tQhTqCpUXnZ6JDlXl5WTVf/I1ghTQ1fElEKzLWS/EabGg0rSvCammc5YwVLWpPkiHK+DGtntAUya66rThIPtiERSu+oi+cMxnXGFFxwaiQ/Iid2BqLg4B6ZyhvU7e6NRimdj0kgUXSuyseZvFj7GjGS10VxWDqtGmFZbyzg/j0gOhX0I55jQzn+Ip6/sNx3nvsoyEa3mcpfYn7fa/f1whTUKNR6qy4rhxMXdUu1xgfCAU0tNOUwdVW/QGvz0tFSbNgE9aya2GUtbV8c8jS8CADhvVZ88YxSTNGiQpk4rCgDOWtGbKF2XCWejlpoy2sOcQWdTpbXBukFU27+4z4E8JFmj3Pb1qUtxnsUlgux8lKvROSvtqdN0EZ6s1FxdZrRtZAMd9RVQJ2lrbVeZ3dVo2gR05Pq2YxaMMWOIRkTdee7A7rkW9UEIudBgCuEcP3/PUmNpY+1jhgNPy8e1wqeOnGnMFqyzT0bUDZ+f8JmjZhkNPIl00nSqWVM+3Ch/6H17wB7Ukckj/O3+fOVq6G2lwYJC3H3RcmNpY/VFYaaMqoMvHo/zwFyTtNVVDP183f6T4cK1443ZgjUX1YfOu3nwqj1g32nmJlFgLWslob3Q/nzlGpg4ss6gNfi555KVWe0AnWBaaRXHyPoK+N+T5xtLH6tEHQ2VQz+ft7ofrtxnkjFbkEoEjaHzE+69bCUcMnu0MVuw+uuy4uHzEx68ag3MHNNgzhhBTPiv+y5fRedyFKC8pAi+e4bY4d0ywVnKAEY3DvvrYxd0wQ0HTDVmC1aNmkPl6ifnLIFjFnQZswVrzMgXaDCFUFbB62o3fPboWTnp2u8qZL/DD85aFHq21Ec7w1Whzh1pFM2qCSOyf2FQJ5GkdZ2vsqi3OevwxyAIrPFHujrPHzxwatZ2B7boo5PvnTncucMa1DDNhw+eNvQzKRTNATNHDf2s82ytKFR29pK+18SRdVmHmwaBPaVN1M6kWztcsuf4rLut0kiTod88ZXjwZKCc2aKQPj591PAELlInmuMWDgfjTOchIX+tqX3dXlcBHQ3DkyhMaySCLltPW9aT1wexBk2mfuXEucNJBpZpFIPsd/jy8dkaEfmEJ9wGgdl6zZ5WmZvQYAphFBlbiK6bOjL9Qxxn2uiGoZ/J5ebTXF0GrbXDK1NMa4SxYjxjeW9Wgy0IwKnNN2W8yoV7jMt/rqZ9knWQkaDSgaEAr4vI+Nqzu5qGfqaOTDThmc6mRRLtyOow99DZo6G0OMdfO4SMcnbF3hPynuOOt5bzLkfM7VTyXCzIqJ4X9bUM/exCYE4FXc3DK3SNS2Q6/QjWTBwBFaWhgV2DtmDl2v0nmzZBKTL6CuEBuaHnpn4qIiS8zMrxw5MCMfa1MdDfNrxdvmmFjNcXEczobIAaRNvnYdTIJ2gwhSA8w6mGlSRyKyKrNNJ1pgFV1kxIIzakkRimx+KsCA6aFgkhNnw20/ikUdJXtaL8C6LyjVyaPKEKkiiK/FzpYNFLBcnBxkV/rRIZE8RchxTKx+ZiZrPtWKHBFEIprFH/cKF2oYAPvIPcFwlr6EJDyZZXsGVLFAB9s2ts+XZRsGwP/znNe7qtURD5s3g6OERSYUYQ8zPhLrZ8Z6vqNAF/nQZbvl0kDJHkvRsOlVRYgaQqkgbNtGaDVaOwVaYDmOLlgv+GdO1rnN+OB5bleSv/k6Zjr0RsnIwZEYXAqlFePYLUzihs9qMYocEUAg3uzFZK/yJxfo5mvRF5aMwSmLIfzsZAgEojlaSZ0eWLH/PjLQmCDUZ/jTWoiokBhez0ZPR1CZsx6Z8w+msAj9qOCV8zSHGvaUSznK3vqQKcpZXQhUjZoXIjHzwbvhHGQNpmshIbpDRto670gyAQqDWCvH8Z7cjoSkdAo1ybKBCVD/lSNpg0QmRKLJj0UomQL8pzRqbPTFF7/fB9Iv46t04LvKjTRPClbKUBlUaKbZERZDAdhNaVvFDzOuJek2DUKNcm08VOXx9ERCPTquAnSiJSLR7T/Vgbvo1pG/XtvJE8HjLwOzsHvz95xAyYNaZRojX+QStTCKPQCOkwZcVUHFmo0sjqNnqO7aRRMmS4IsclkrK/sOnOiyyK4lYP6jVDOWnKfXmJIl+k5KlmUKaRSyJFIMtfu1Zew8jRyO2MRH2QYVT5IpfQWae57sNFcV0OGatuXPfXTlfYglDMiI26eIi95SzX9P1njILOpiozxjgClURCGRb7msQMONhkLx4OVKqUznRbJE2+yNJIoUgZxc9nIU8jxS9hSRkXNTPpa0XpbUujS+dsTSyk+TZhP6rUF5l22CnQpZFpkdIEMLIsV+2uLanTRMtl4veyeRav6JYoEtMxpZFwPR6TMeJ/L5hABKa3IUrzCln+Oq0hhdIxXKfJ08gabyGMyrrCXdXi0bnSx1ZMmG76APp0fRB98RCjWBAz0vH8gmmbS5oAGkwhQLSTq84OghDBdIfMBmR37PPKv8FvgNUV5WpkOriCEUwDTEkDInjeQC2yAkZUDIaJ1VSxRia/AdbAI6IqDa1GuSoZ1QirRI5B7jqGTPhH2e1rPJkbqy9CpREeU7LI64OYMQMAcH0vl6H2NRvZGmHK2phs8REaTCGMQg6ADWmkHnwS81ukbcaT44ery9AxALcbtTI62AMauSVS+HXw+RL3wNZBR2YOAOCzSbY9cvw1MpEkE8T8LPSMAMDl0Dq2ckKoJ1X9oSi/YMuH2OwBGDxfxWVfJKt9nd4WtCDMl4RaMH5ybDaJtGUx+nbbocEUQgjRSpoKLT7ok7BJvlmbGUyUM9vKtoi5yQ+ITnYfFnTYjy0QbnqZPwtkcuHEMpGMmGuXRIKdw4SrywJcwwSivkjkrZO+J7Zsgz1QiK1+wwhJxIdNOqncxhErKOMhyKTFPvjl+oQKGZBCfNikkyMuGA00mEIoq0x4GkzI61lhUu3FG57d7LCjS7W/vEB+0RE8V4WIPbmS+KKRbOiwXjZyDqDHgyxbwmXDsSotXblX5YuEDUGMIo2wqSTbGlkH0LuMFI0QVfzCZ+lw/N65PghCf40NjBphaztqO0NP5FpcEknH9wPoufy7a/46xb2u1V1xpDpXxpN4SJFIzMiTfKMTGkwhhMDmQLAhTx+HhZb0aiyt034Lk0EEeUHewk+yuTxjtB2jTdhApVFgd+fTJlT7a5NIs91hjTAWM0wDBQBqfVHibb6kWpGOIFBbBlwIMsjK06ynYCs7Ishz16z2tc0a6bHdao0Qmh5lk0kzbf6+WtAUD7EZFZPekvyd/XyDH8Hh728DNJhCEEjQ5Ydt7i8KrdhI8aI2aZQriS6NCMJndDWcTZfRVG+pyxeZFkmQIPYfhbHsNQnCO7Bva1MQIV+U/D1tlkiEtHnBh0C01eWFsB7s2/wWgmJGbCgeko8H1Yp2aDCFUFaw0jy2vMTOrKlrCyub0bWstbW2nPvaqO9m62weEY1mjmngvtbm+ldczuEblvS1SLUFK2m+r1BZQ9SSS+eLPHHYaRCQqLq8hPtaRFkIAFLO4hXQaPKoeu5rsWkkgqjp4euXj2vlvy+wt14TzXPhbNbTUs2fDiKBhPOF4A2Y3jUpqV5BwBcVi+wrggxd33l8ex33tdh8kcozUBL7a1QKiZEmz03vbOBPJ3kyxrHZ9qRQzIhNmrIjolG3SLsIW8zIy9KDBzsj1oRUMBbBX1+8wrQJidHVUL/ttAWJ7sP4vVXQWlsOZ67oTXSvLxqtn94BUwUCdGF80ei6/SdzX+tCMCYJd5y7xLQJ6PnZeUsT3Wc6T+lKv6a8BC7ba0Kym02LpIkV41phYU9zons9kQgu33sClHFOxgnA7lmXSbn99IXc1/rUSQ8HXu66cHmiZ2CaLJAGVrkoCgL44IFTEz3bEYmYs9rndDXC2kltiZ9vNjinh3NW9UFDVamm1OzkKyfM5b7WFf8jym8Txox8qt8+deTMRPf5otD49lo4eNZo02YkwtNijwYaTCFQMqqhErqaq0ybIU4gZ7ZA2DHG+cgpCYPgptG5Pc4KzllPkfvMWrL9ZVo9D5w5ijehiN+lSjoVuhrB1eUl3A2syNkqHrRy2uoqYEJ7rWkzhEnzbUTvtVEfnWQyGe5VYNg6wDqL+P4zOriuizLJbJ2mJ/GK0mI4fE4n17XIqjSlhN+rtbYcZnGuSsWkkbTzQDge0zeiRkpa2tG49cu8sU16EpNOitngAsOvGcjAPtNGcl2LrZmoq91aWlwEh3H6a2edM4Om6jJY3Mc3icJTiaC7pRrqKvhXN2NBZ7mf1dWoLzGJaGvvZwD2nMw5+G1zzMhbL6EOGkwhlJKmyFJxLwzpw4a3Q2CzlplMJl0547w58jKLpvWKbVuQ7N6iiBrVpu2g0jSyfBg0SoOt8uhseHNrZKmWg6QbxEt+nUWuSIu/jvoOFkkkth943r2cbaOofMSfrFXY6qNVwCOF73rJrBujJ+JIe7xyxCaAJbvXIjliSFHvc95bZHmdlgbqgxSG1GHjRcwI0sWMiHxoMIVQVgH5WK8F4Od7i6BLHpV7/qpGmzkCCSGTSBs048Nd6GvhQcQHY/tuunyjUJ0GgVWDJ7IQ89cEC0x1mqgl2Np1OtD1vWxWNk22ENE3gIA/DyITVFsXRERPD8uzMBZL5OPn9fCVhdEXDxG4FNmHI99oFhpMIZRy7up+AAA4iHcroRC+OIc1E0cAAMDJS8YK3eeJPAAAUF85sKeuyGGFAOlm8dqU/+pDew6LHOQMwN9+yJ3xZJM+AACrJw4s321MsD8zv0bCj0bFqct6AAAS7fNt+atzM7jN0lmC5zHZVl7SMKqhEgAA9pzSruT5UbMvbSLsJ9rqy4Xu5Z+hmnufXQyeDcN7/kmYpHWabRy/sBsAgGsLmNw39aVOO3r+GADg89c+Dj4CAIxrG9jSjHcLwUEszxqJ6FW0/VtREGRv7xyYHcgUdY0ih6TnJ8Z3me2+6PC5A9uZTR8tvkU39+p4yzU6bXcf5BTBeIhPzNy9RedgfuLF8uZOIkT9kkjbMX+FnUF/LXi9tduYIsW+DQYJo4g6i9OX9cCqCSOgt7UGvv9/L+T9vVDfxRe//7ljZsNzm96GkuIi+Pw9zwAA5xJ7bxQC+MPlq2DTW1vhtj9vhLufepnrnkxGYPk4MilFZ2uVlxTDn65cDQEEsPcn7+FPKJOxdlmr6DebOLIOfnfJCmipKYfJ1/wy7++FtuNKMyhnEtEA/jHzx8CCsU0wtqUa+q78ed7fCwWbsL07L6J2f+zQ6XD2yj5oq62AT/366YFnhEqHrwG5MHdduBxe3Pwu3P3kS/CTR//NdU8mk7G3nAl6xyAI4KGr1sCOXRk47kt/4r4vkwFuR4xt8E7UnO6Wavj9pSuhoaoUpr7/V/kXFPRFybewMomoPQfMHAVTRtXBmKZqGHeVGn9tez66bv8pcNzCbuhuqYLP/vafA88I+2tvNsGJ58fnLIEXXt8Cjz//Bnznoee57skAvrzBSxKrH7l6D3hn2064+DuPct8jsp1K7nWZjFn/JFqntdVVwL2XrYTailKYfm2Ev45hQCPePgiu/CZqzx6T2uCuC5dDZ1MljL/qF3l/l+GJsJVJUWsu32sCHDxrNPSPqIEv3vts3t8LxoxwvboybjttAWx8dQu88PoW+MYfN3Dfh6388JLE6kevWQtvvrsdbvz5U/w3CfhcbHlNdNV6Q1UZ3H/FKqgoKVZnlEfQYAqhzL0OLnEe10YH7xaitLgI+ttq4blNb5s2BS3V5SVQXV5iaVNADyNqK3b/RCrlMtjB6Gqu5rs+eUqJ7zRNEAzo1E/+uiAlxUUwrq0W3tiyfeh3LgfkknQaKsuKYWxLNbqOPSaaawZWpKiUyFr5d9vd2VTFeXmyF7U1uAAw/G37Rqj11/YqNEBxUQDj22th+85dzGutLS8pqSgtht7WGvjLC2+YNgUtDVVl0MDnjrLwIU8NvuLoRrX+2mYG31n1jPAoZW1RO4AAinb7ayKe8pJi6BtRA/9+fYtpU9BSX1kK9ZWlevO+LQVtNyPrK02b4Ay0zRchhOygUUHfY5ljAkjXcI5TNi4gZWsjXYVGcenwL43GJWY6cwRUiliqGkeR7evHGcQGfgW2W8AmUaHVNkkolFeQFSEugkD+ShIbdVCFSP4LgiDVIasmSVWniblra1dbSifOXYvM0EOmkU5fxD0bHJFGSvy1Y6sKtfkisLKLBgD6Zu+LDBpEtR2Nlj1NaQ9MuuS7Fl37WmM8hDfPYmsbyXapuN4uPbriIWnTMooujWyOGTlXMuyCBlMI/bWTpdsK6YRm9KZnoGPofl5LlVUy/NsQ7L4hJ/EUaSNA9pLeIMg/9Nn2ssx/fir/ezoQs8qCGrLpEdrmS60paBnY+oV/S5R8X6TAKI3IHgCIPCtNwB6McNufpk4TMQghtpcDDAxs82XaCtwIbWGFTExd5ohshWa944lCcpsnCNxbKY2tbNgKqcggk64vZ8vgNxUn+dBgCiGElKAR5/Snf/7Xvm2vKKjGhhy5XEzNpnThM8Zpl9t4f2vrDq7nYdNERieEN389buEWISKzIgvhWuc1DHVk2digkOnvKCP1uHKW+2o8WzoB4GuvyfFFfL9/8j+b0yemHUn+OrbeT/9s0zjwCsrRqVHSPCWyClEFStN2JJPKiYfwXfavV+yLhwBIqvc5OyGvv7OdfREysLVBMEIasRGpZ1xYgYsNGkwhlMFTuKlMDyNaXbjQ8RNF5JVt3uYrHYJTFISWj7ukUzZxDfYAAtj4Gt/etEUC26bVlNt3ZJmsRpgLWxXF2UYN1WFEAviBQNnBnC9EEd2WivdybFuiSCcuIA4Bd1ClSKAHVFvhlr9+812+CQIA/Hm0FnGdFvcKLg+EiyJ2iC0FuViI6DPg293aco6HAALYuYvvZUX6acUWVoCFVHjulXe4nlEksF0qtj4IxYzEEM7h9hWJ1Ai9skCII6qceSgvsRsaTCHIAUgkzWyicCOB5xm2dmTS2J2lEUfLy9bl4+n2fc8U+FvE/YnTAW9atlu37+S6Lkoj2eeWEPKQFZS31RfzkG4XwZAv4krLvy1Rwu6BSyOBAafca31xRVt3JF+Z4qpEMkuMKY2k+WuHB8Kl+SKe9jUuN8yNNLtltq+jrjSor846lt9fEywi+yD6zSA4kXVmCl9f384SJE0jjve3daKf6ERjQi40mELox/GSLKPh4rhEWhA9TNNLRA6IVmiGKXjL2Tbezp7QUls7ujgmfZElEpG/loDYYfUKDUGM2GH17onEGwzgDc4JTV62xRcZTNsSiQgJ0LdmkwGBc8CQuWtd5mQgA1t38E5W4rfKlva1bKFFVu/YopGLbRkCIRQzIhJCgymEMsjZJIenjeN7+4KnIch9WC8yMWXZw5OPdnE2qAdMwtP4Ft2SQujZOf/mnjkXcVhvHHiUHERfGcD37umwpE9qFB6J7D2AXpK/5klJQCNM+VJoyzdBPXOv3sYdnOPXCJGUAKC3DGDKRypB1gw0ii2B1iRIm6HNJRFnHyTyd+YyZLrV8WLXb90uf7ISNnTZHkD+1oXxWxwSruByzEiW2TxbeqaJGZmMI2GLYfkGDaYQ+guh4NYfMiktts/hxFmc9E18cboiW67lXueJRABBwL/qInd/0AIajayvSGOVNni2tQgCgG3cBxrz091cLXC1ObI10pt2U3WZ3gQTkhHcWk8Ef1wRf+got6z6o5FAYDso+M8sqsuKk5qklazOcMwLBQH/SkKRnNM7oob7WpOIbv0hk9bacr0JSsDHcypkEEDy/GXrdjOiiJ6ZUujfrhJAAFsVtK/Ht9clM0g3gtt8shDJN+3W9NPUxYx8KWcAFDNiQjEjIiE0mEJ4sy3Auav6YOJItQ2sNGem5D5nkDiNklZwhWacffzw6YmeKYKuSieTEZjFm3NdoU717actSG4UJ0L7X6ZJKJMRWHXBn/i3TlWvkWwKlQve4FzUEvuoclpXUQKX7Dme3zgk6Aw2HbugCxb2NOtLMAUqA3KFHvfhg6fKTSwCff5aYEuU3HsLXPu/J89PahI3Ouu0pIPfAPF2/uicxWnMMkOBj847+B21zVfcp7x630lcz8SEKn8dpdH66R2wdlKbmgQLpMt9b0zm13kA/fX7T1aehq6BigyIzOLNvTde8y+fMCeFVXxo89ci23zlfLdC/Zefnbc0pWXi9qgiAxklK1M+cvC0hBaZQ84W4XwirRzfCofMHi0hxUK2yH+mbG9dqI68ap+Jyn2FziC8ipjRLcfMTmoON9oGc1LGjOJu/dHZ6tvX2mJGRCQ0mELox9AQ7rmr+q1xIqZmbh04U23jSiYyK1gRvecjC/AWalzySLRrl0jzlP3ARb3N0N1ix6qLOH1yfy+yFRqP5tftPwVqKkq4nmkaFe6a55EXrx1vTavP1Kykw+eOMZNwAmRKJKL3kv4WiSmrhee1eN01ry8a31YLfSNq+R5qmNh6Otdfcy5MCYKAS6Or9pkIjVWlfA81jIotXXg0umLdBOtnsKo2/9iF3WoTkIjc9jU/qyaoHZCTCseL8Q5oBgHf81pqymBSh/pVFyrLQt5kiKTLLWM4c0WvPavklLSv2Q+9at9JUCJ0aJg5TNUrpyztsaULYqwPsteUdjMJJ0BuXI2v7VgUAEzvbJCYbnpoAa58aDCFEELIYSOrhYJAvRPROQiCTF50DKwSSjZzzjTa7BHZxz4IAFM1rKuBLeryuPfg1yAlsmw9BPdW44o1sj34pwN9rogzmjRwtUpThEHorvGdmWLagAhEbEIkpXa49mOHQPkqD5E2XRIwlZek6Dybgdtbe1rPptnmyxcG/Abntcg0wmbPIFxnQ4B6fxeAYJsFoZ7qqwSKGbHQFw9JFzMymX8xlh2foMEUQqgQSql8XeixxKB3yWbS+8x6XZ3pJ9dIrh3C6Yt0wlKmlXROmOl8JAPZrgibJuSuCyPra6nUCFeOUkvSJfamNdJZ7nkD1i7uwS87WC90Bo0lxG4Lq9UKNegYsLEdnd856baMps9M0esLk7WwXfDXvPCuTMEmiZx4iIRnICUIAika8a9cEsd0OaOYEUf6OtNKWqeZzkcaY0ZEPjSYQniDyEwqwn5E2l+mGwvGyGTEtiHwFdJIO0ILFQhl6PKNIh1mX7NFJiOwbYy3KomEL/3VSDbY6z7k5lmH0OawnoqfAWpfsxAZHOU+oyepMR7hbZ9XEFLJI4RiRhG/o9ziLTSYQigjfn/rALqbqwAAYMX4Vo0W2cOYpgF9giD6kNSBvyVz3CpnefAgq7o5eNbA+S6zxjSkflb+Hr6pH5kKWe3cq/YZODT3lCVjUz8r0iRbZlXFuyI4ev7AuRMXFzoQnvN7RB1Ab7q88VLo/JhJIwf26N5n6kiNFqlHVjmrqxw+/6ZB8tkKduQeNntPGcg7E9rjz+fg3zYm+9+mNZJVp128dsAHHTmvM/WzovK2Ja4o3hdBAKcv6wEAgPeFDoTPbWsmzUcA5vMSL3HtvwAA5nU3AQDAoXPUnIFnSiOZ8b/B8wK6mobPd3MivijpJZbtPmtqdGNlfFK8W6LkHq5uuJTJCnqdvbIPAAD2m96R+lk2Z71Ctl+wZhwAAFwd9tcJ86iTGgXDcZDjFnYpSduYvxa+PqZOCwKo233G5JRR9SmtysZ0m0hWnp41phEAAJqqywqkZWnMSJJIJ+2Og6yeMCI+Lc5n5dVppvORzc7RAew4AZdQyp6T2+HvLz3Nda2sAnvnhcvh7a07oKEq3vHLxqaZGOWlRfD4+9dCSVGRVXbrZHx7LTz8vj2gvjI6eMl7AO/gtS5yyOzRsHxcK7TUxJSzgH/bDN4zDXTu2S2DGw6YAuevGRd7YGUgcNhSAHzvb5tGPz5nMbz57g5oLNBQFyEAtqQ2FcmSoiL463V7QiYDUFrs1hwVWXl1THMV/N/79oCaiuhm58Bh4MmCc66w99SR8Ocr18T6a5Fz39IMKKhAVjqX7z0BTlnaU8Bfy581b1sb7FunLYA3tmwvGFgRgUsjKSnxpCMnpcffvyfs2LULKsuKh35nOiCCiRF1FfDI1XtAVVmMvwaBMm1X8eFm+bhWePCqNdAcU85EzwMJ6xmfF/WIKcvlvWdNPxw1f0y8v1Z0ZooOly0rjS8fPxdee2cbNNdEayQKj4/U5q8lJfSnK9fA1h27Yvv7vtNQVQaPXrMWKkoL9D8c9cO8zBvbBA9etQaa4uKOArshDJzfxnOd56J7Ag2mEHDuqn5orCqD6+74q54EMxkoLS7SOpBiI7UV1GhgUShYILbNlwRjJCLTnLhODAAk2OYr52JkusUS846ZzEBjp6BGAkTtwW9LYyouH2QyACXFRdIGUgDsmf3NSwYysUEnYphCeUhomy9kRUqmPYV8USYD/BVbhFHYdIsj1hdBRrq/zvudlCerJ668ZACguCiQNpAykFb2v23RqBADgyjFzOt8plAfTWjAMr0pUpHpB1sKBMCFtrCC/PMlsOkWB+stC9ZpIluhWaNIPrGvmAEoKgqkDaQMPDI7NXtVGyCTyUBFaTFUlJK/LoS7A03ycnAhf516my/bCxqRGLemUBKJKCspkrJMGTu2zcRQhS3BXRkk3YbAI4m4IUnYiJQt00unseOTnyqETyoknejsk0a85GvkrkppDlbldcO2u2vl5vMsNzQIphWjrpB09ZvLviiXpGPfLufFpK/msiYmUO2ubfheNtgoC1sPoNcJxYyIJNBgCqGMWOfisNcR6Zz7is5tRazd5kvjyB93dkUnkgAxpsvevsRqiVJoZCuy3s3l4JA+VxQI+Gtceuv6/kLbfOGSSIhCZ6aw7+V/cYslKnhmiquofjcX2u76tlvjTwxb/ahvm1VPfFGqewX6IBYTq5HNH56BaLmP74O4K5LOV7NVRW0aBQKrCZGJ6XARsQIaTCEAwI+C6MM7EsmwOWukbmhyRhD4Z43btaczD7LPKSDYkJYEkY+tW6LotId31R/34F0KW7Cg+h2w5TcCDz73vcTOJOS5Lo01/Fjtrz3Ob7yQRgQRgeSxFJTFjAq/dGgwhdCPoelfgchShaRpKH26HExvL6SrkT5wHgbnxTkXmp6hqK0jY/E5BTKQ/Z2LRGZFWyKoqbLAe8BfqjQkpSCyN7r4sw2jKZ9mMhn+JfY5l5nWSFdRtvkcMBnILmdCM8ct0dNUWQgCUO6wbakzTaLNF4HIlii593rSBxE4DyTvXtOVmiZEz5Xhv9YSDH5n5RpJSkBlzIL1aNV1js5By6TvYj5mpAmh9nV+zMhk84Qms5iFBlMIZfhatKm/h4eknT2f4F91Ya9KGFfLmG6g5mLv1yVcgWaesuGexavYDpWI2p70XcX8dcJEFIGyDCDTKAxPIAmlpoixdVtGjERJhLg4ZSH6fZOf3ZDsPgxgtB1b/kIokVOQvmxEdqGgeo0YhAZTCP047ICk7cGvUCLTFYDOM1OSXms6i+rbI9S9mbkiyD6UVmRlii2YeiUdA2A2nJliOkfpc0Uis06DnH/7gc11mgy4zkwReZ4DmuRi6pVckBLbgFkStE0cSXGt6Yk5GLfK8vVA4wD4zxnl35bRIvFcbl/Leo7CwmC6nJlOnwfzMSNtDpv/0oj2tUm/Y0M+chkaTCEAwPL9/wgiApFll97m6wz/NgSRGhldos7/1UxuK2FyBYrQzGt1ZqDGdEeBGECknPj6yTIZkQPo80UyGizW5ItE7o2qQ4xKJJCxTX5LsxoZTJwYYmCbL048/WYZgZYntnyta5W1qm2+dCBijQsDtUnA9cX8BpuPQUdG5ExCghiGBlMIIaS0B4z2AtWmLcvButzw0lkJcQ8SImtl6LSG/4BMvuchk7IgvOVM/gGZgZaAlAw/YvLMFNVJByBnsMv0HvAq0VmebR381qmR7PKIre4rRFw5U76veTCQumrk+CIz6KjTgkBtfWRRUYhFr7+2cxtdre1rydsyYtMyCbmDIrL7ILqQEw+R8ZCESStOW1Yb3uSENNVp642HICtAnOCMh3DWffgW1RAKoMEUQhkoO+kYbSKUILQlijozcJNia53dv7SCNI1IkXujtvlC6QcjwGglRpsINQht82VJmZKN6DZfud1CW2RLY2babb4skcjwYadu4vIkJtmIlTNXc0xhhLb5stoXpWtf+zAb3NMiIARGP4HRJkIRKWNGlFX8hQZTCADQXGEY9Di2+DpyynKwdTWF2PkBmkCmkQxkH6CaZh9xrBgN2mErmDHYOuMLG9bOdEaYT13Mk7LfSexpduhpysrAYNqEGfhXfis1Qxhs9gDgrEOwISSRLXIabV8rfr6klzNZNmzJRjzY6mJQ2h3gyhsoY0YeQYMphBC2F0KaeOYbvEsxbc/ZyeGdFYbtcHW9W+vwiSSikQ5fhOyTCaNjeb/PZR8btgbndMJbIorQdfZMW5CPWJ1mty/Ssq2khjQw5iNf4f0W2NqOOpF9uLou9G6FxncdtrYaLmvE0bESz3qNTBtAaCVNPMT2vE4khwZTCGXEOhaH19LL6jQ4LBG6BjEAvkqwSOdAAed12DQSIS7LcZUzwa11bCWuXJo8M0V9GpL8tcNdLoyBMGx1iFZ/Lfn8JozE+uu4M1Nyr7M0gClCnOnmzkxRnwZGX4QNnb6IF2wmYas/AOxeSShqeVL57Z5sEVupGUGPvxa7PrZOczgggtEXYUNnvW9rPARjve8TNJhCAAC/Y3C3SpMD1YtsPNlRLhVp91omzICtYexwH0QKAwcak0iF0JmjkRUfbmwOhBF4UOmLXMihqg+gdwGdbRBb/Z6dVruLrZNR7LRaH0EQkEYMKB7iDka3oxM6c1KhIZ5CgymEfhze/1KWM3XZ2emaZZDJ8H9vbDMeAwHPnCq4IHBzUZG9gYw4u1V8dp6OIa7cNkBcIE+JRhz5KIBAeeNUVrm3NajEgz5/neHWEdssLF32iPjfIs5ABjIpAaCAv+awVqSKGgj2WOqvY36vwla+fKReJWztNIzokigDwJ3ZsE0y0Van7f4/HooCyCtoUXcikxIA0g0qiAykFAX8h9XjI7ZSk58SEo1k5VWXz0zRWafx1tHYfIw2jQTb1zxg7Bti8Q8uQYMphBD43AIuMOozqqHStAlZYNRofHutaROywLhf8YjaCrWGCIIxH2EDW6MYGwHgC/TUlJeYNiEbhDPnJnfUqzVEFFxZCAAAOnLqfdPZXGXyue/GG6ArK8bVBcLmi7Ax4K8VPt8B+XUGb3j1mj4al7/We94e33VjmqrUGiKITl/Eq1FVeTH3M3WUAwfchVICII1YYFz5PWtMo1pDBMF4PurY1uq831Fe9xdkvXbCJWIdoKRh0Ykj6+CGAyZLeZYsZDl9WSPHJyzqhpMWj5XzMEnoqhiDgG+iwWnLeuC81f3K7RFBW0eGc2buRXuMg0W9zfDwhtc4HomvSZHmzBTefHTTYdMHrudoUiGUSPmZKR31FfCxw2bsTov9XJv24Je1TcXhczrhtOU9Up4lC11ZlddvnLp0LJyzEpm/1qQS7zZH563qg70mt8OGV9/heiY2RM9MyboX+DT60EFTobKsmNNf4xMptnkt6fmVpcXw+WNnF0yLyyCZKE5DtK5bP70Dzl7Zp8aYhGhrOnJed8qSsXDGil6ltoiizV9zpnP2yl44ZPZoeHvbzpz7kz9TJ2ksCoBvBeV1+0+GEbUVXPkbn0IAOs5M+dLxcwZSQiKAaL0Z30+TI9KaiW1w/hpkbUck32qQk5eMhdOWIeuDaOuE8BXHM5b3womLu/nsQvZ9CTXQYAoBAPgcOg+X7z0BZnc1mTYji6IgQNXYvWqfiVCCbPYltq0a3rtuomkT8hDZNkaHnOciG2zSDUviGZ0NcNCs0VpssZVL95oAC3ubua/X4iVwuSK4at+JUFtRatqMLPRuQ8Dmyn0mKbdDFGzbjl24drxpE1DTUlMGR8wbY9oM1Fy0dhwsG9fKfb1Ng9+yuGqfiTCiDteKXZ2+iCepq/bF56+xrUy5ZM8Ju3/aWfA6nzluYbdpE1Bz5opeWD2xzbQZWWBrF125z0QY25K/osAk2NrX70Por7HV+5fvPeCvbT1vE5mcToArykr4gcMlWd4eobKeg1BrZB0ZjGgdkBPQyFY94+AtHiKvzbtKwRYtTZ2ZogNZryarvGL011pNwvf6XGjdEkXAGyEpZtLgLWcq3huLz2KhYsUK772qgwvo3AM6g3Rv84VQAA7Qmm2Jj5GOx30Qk2emyFpRHYe8M2SxFlgJaN1G104dtVqdokhYKi8hARpMIZShulFfqOM2r9vMihVMq1LiMG2h3vST1oxmVdI6cy7FvR31Bs/jEVm9oziZQt9r1piGFKnrQ3WWK9RxWzNxRN7vdDT8rWj87jaytNiMsTZoZNpGnSsJkwaTAgigsaosXeIpECnPou2o3OvZQf3h63P90lRk5zvEYTLPr9k9A7o4lPG17PJlkS9qrjZT1mzSyBQ6Zzon74EEUFnGf0aIbEQUEpVTpvyTRtbJe5hCVGe5QlXe8t0rDHW3IUVTU93mj2oXDKbY3WzmzCIbYkamwTpZKQx9R7+hbb4IAHDPEXz+2Nlwx2P/hqqyErjoO48O/V65T7ZAxsGq4rcXr4D7n3kF7vrrS3D3Uy9rS9+O2REDKn3vzIXw4htb4exvPqw1dSskAoDulmq45ZhZ0FRdDod9/n7T5sRicjLbkfPGQGlxEcwd2wSrP/a7od9j+8YmNfrYYTPgx4+8AB0NlXDy1x4c+r16d43sI0SxuwP464tWwD3/+C88/K/X4XsPP68tea0znROmNdhH/vE5i+HZTW/DRd9+FHbs0pejRew2ObO2tbYcvnjcHKgqK4ajvvhHc4YwUD1jtpC3229aB2zdvgtmjGmAtR+/Z+j36Py1oEQyzb/ugCkws6sRJrbXwiG3DNf7qtt2Nvjrwe9yx3lL4O4nX4Zn/vs2fPm+Z80apYikX2NQo5+etwSe/M+b8OFfPAX/fXOrNLtYYDzQOIqqshL42knzAADg+C//SZZJ0klbp6Xx9yvGt8LHDp0OE0bWwj433zv0e9v9tUwu33si9LfVwryxTdl1mmJ/iu0bRDH4Wb59+kL45V9fgjfe2QYf/dXfh/6u+h10apQ2qV9dsAwe2fA6fPm+Z+GpF9+UYhMPduSjDARBAN88ZT68s20nnPL1B9k3Ec5AK1MIbUzuGJhBsnaS+n09G6vL4NiF3VBfmb3/vOoGTRqfP6phYJZ/VVkxlGk456S7pRqOnDcma3ahDtKkdujsgXMpFvSwVx5lMum/9+yuJthn2sh0D0lAmkbuNftNBoCBPXSZZDJCnb2oRs1eU0bCvLHD38OCdg+cunQsAAzseS6b3G9XUlwER8wbA72tNVnXYN+uYG53IwAAHDBjlPRn5+aj+spSOHZhNzSFZvMGoH6ApyiFm60pK4HykiIoCgCaa9TPQu5sqoKj53dBWYneZluajsy6qQO+czrHbP9MJpO60zRtdAPsryC/Mklh92V7D5xvcvzCLua1mUz6MrFmUhss6msZ+rcNHdXBQ2NvOGAK89oMiGmU66+LigI4bG4njGurHb4mwL+9zIrxA7OPj5rPzkei5GaRmvISOHZBF7TWlg9fEwTqt/lKmVcbqgb6A30jahhXpmdkfSUcs6ALKst0++vkIi3tH/ALva3scwUykP57TO6oh0Nm6z9rLk37+txVA77oYI4z8oQHCUJmDd67fFzr0MoCADv89XvXDZwpcD2Xv84I+dbc9w+CAA6ePRomd9THX4SQdVPbAQDglCVjpT879/Ury4rhmAVd0F5fkXWN+kkL6b5Dx257Z2pY3T+irgKOXdAFVWXZc8wxx4wGdemo5zu3K22xGNdWC4fN7Uz3kASkMfvUpT0AALD3lHb2xYIxo6i6dlFfC6wJxTjxeyJCBrQyhdDGj89ZAu9s24HugF2ZpFk+XlZSBE9etxcEgcS9RqU8RS5pNOpprYHH3r8Wasr4XBfy+Ecsaca39pveAcv6W6G+iq+cYQ8SqeDKfSbBOSv7pWmEsZyl5fbTFsJb23ZAncP+Ok1QpagogEevWQsAAKWSBr8x5qM0dVFHQyU89v61UM3pr20ljb9eNaENHr16LdRVctZpIp29hDZh4/w14+DERWPj/XXuizI1ckWZYb58/Fx4c+uOvAlELpG2XfzH966GnbsyUFEqZ/skjCtl0vii5ppyePz9a6FSkj5YSaPRwt5mMX+dPClrOW1ZLxw+Z0ysv8ZYbnTzmaNmweZ33fbXaedp/u7SlbBtxy6oLne3/ZgmHlJXUQpPXLun9glWukmj0YzOBnj0mrVQVyG/fU0Qg7jroQgxeH2ViFPLubS4KJA6kJLE52Ffsmlyj1xdpNWIN7hrweSkWNIGDXgHCURFwtTQEOmQRV3Jq5Hot1A/24sfoX2vc/5dVBRIHUgJ5x2efBQEGrb5SpmGrKAcZtJ+A35/bW+IReg8kIhL+X0RdzIAgCuQJ+aL8q/m1ojrqkzoJzwqpTmnoKgokBqYy/LXPPZIS1ldGuUl5K9Z8PbRArA4KJ7SbH5fFIg5YTyuSKyrn6ZOg0BMIkQaCZ3bGLGiRqq/DtdpMRrpLq1pJ4aWFhdJm6gE4GbMSGSgyY4t1vNJazZ3ObNTHgIBbg9nEt6ju90VAP4gvvAkTsXpqyR5w9vsRxRLPZ2tmPomtmJrIxUb2n2RDd8tz0a9KmndXz7hfbk2Ol2nJT0g04KsLguq0/SgO7BpQx7O80XaNdInUtKkjGtkQdTMBhtloXp7QMIMNuRhn+IhtqIzHyXug1j0Je2x1B5oMIUQgxo9BSkKcJ2FgLHzaUUA0zAkkV1g/VyIXJEwOvyEjnNZRMBY7tMssfcF0sg2cH4vTL5IFB1FAFs5Q2YOAKTfWscHSCNCCjY7bA0UBTRQxoLiIWxIIgI7NJhCAIAaZ+WlA7TgnU03bfTOdE76tmZV0tnA8qGtm0ZOC4q0FHz011YEVQwXUBtWEpr2YSl2PxXGVo1EEPVF+TPdWS9rkRix2OC85GJDHWW8nFkgkmmNtLavE/oaTNsPshFcS48/i0rHw1e2YqDAdCmzQCLjaI0ZJayc7PLXhGxoMIUQQ8CrKW8wI/Rd2GbOYUSnRqY7bTYg0gjg+XS6Pq9IOmnzgZBGHN0mbRoJXKu6rISfj8VN2nxOhy5sCDyZRsgXqTMjDx6zdJUAvf6aHy5/ndwUIURP51JJuCxiyUc2BOdMo3OCgK2fQ6dGQr6Mp32d2BIxxMpaOl8kJBEijUQSUl7vC7avtaz8TnlmimwwxgMoZsRGa8xI8vPo8/oBDaYQhERsODPFNLr0wdhwQoegSKRpNOE8zRsQtjVwLAMs+YhcNRt9/hpJpkiArgEJUYnsVTQ5ou/M76/9hffdVRdh8tdstPkiLamoQZ9G5LBZZCAj5DcsbiZog1cj5f6aHDYTkoiNtnxEvoVICA2mEE6jO0CDrfEQNSsk78A17Yc/2oAdVhJ6oPULevD9QOPIfJZjJPnrfMS3eVKbPkZssDEpDr+aNejIX9jycJQ5eb5IiyXx6StNK2HJy7eRKrVcXG5z6ngzGnTJR//h6vjzcH48hNqOLPT3QfCLZIONhDpoMIUAADWNGxsribSQQ2WjcxsoalAzCALpGmEsAanOTAnkryJxTSN78fKlhdC1TUMwUNCsRGQbgjRqBgoOdMVY7tOecSW93scoEgLfpT84R7DQuSUdymLBga5tvgIIFGwbg1H05Dap0UjyAyWAzSQd9mD8DtjAWZ5xoW1bRgUxI4oJ+gENphDWkiTAqdqt2VAvmo9X2bAHv3mVeLEhz6lA52uzGljUYGKTpESpztt0AD0breUs6X2mDzTWmJatB9Dr9JE+b6EoC9P5JQobAk+mdbNAIgQa4T+30SsfpiBD2FAOZIIxt+D7BPkqsXSjvh0CtH4C9w+gt6EdZRs0mEIQEiEnxcaKACZBhKBi7Sb0XdkUUSuRCeUjwnd0lAFqO7LR2Qex9XNQPnIf0wN2BB2uzgNpxIY0IrBD3WQCANQ0wDG4P5f3K05Kvom69wjFPysMR+7Vg80HP/OSZnYR170OZBccM7D05kVsjfRIc4yfmYLfX5s/p0Bgm6+UeS7puyHL6gURtTVXUw+qNBTfU/v+8ijqqGEizyTMO79JkzGD6WtMS5YvcrpOS6gStrxeiNT+WqItWMEw0VJ7vWj+lZmYNhFBthBG9yoMG1Z+2+SvCfnQYAqhjLTudsqoOil26MQnd1pWnMx96NSov61GY2r5HDhzlNH0eThx8Vij6R88a7TyNNI2/j5x+Aw5hiRk5pgG5Wmk1WjVhBGSLNGHjR0Z7WjUqLW2XF9iEew9pV15GmkD0IfOUe8vC3HkvE7laaQN+nzgwKlyDEnI4r5m5Wmk1ejQ2WbzUSLIXzPRGbQtMbzEY2l/S6L7dNb7e08ZqS+xCI6cN0Z5Gml90VX7TJJjSEJWa2i7pq33z1jeK8mSZCTp75O7ZuOTRhNHJovp6azTliSsU2RxmOH2PZEMGkwhhNDp+K9cJ7+BpXo8XfdM5/1ndGhNL8yC3mQBA10aZTIA5SXFWtKKY1xbrdH0mWQy0N1SbdSE9vpkAVSdDaw9JysIsgo4o5rykkRJ6NTowj3GSX+m6pl0AQRaAysnGRy4nNyRrCOjz19noLgogMpScz47qUa6yGQARtZXGrWhI2H6uspZBgCWj2tlXCVujIgvqi0vFX4+gN4g7xkr5Afn1Lev9dZpl+41XltaubTUlCW6T9f4RgYGvsWYpio9CUYwbXR9ovv0+aIMNFUn+46yMPl9eMhABuaNbVLyXF7qqxL6a40RkeMXdWlLK4qyEvFwYVGgd77+hw+WP4lC9SoM3TGjGZ0NWtMLM7srWdraxuwzALUVyXyBLMa2mJ0ATCSDBlMIAODvWtq+HNe1A+ixbVPDg4UmJ8andx0Ew3J27GjrzFu+341qnYJA79YHNhYN3SaXFFsoksWIqm1jHk6Ltr68xe5aR9gsgABVnab2jZM9XXf5LLbwABKftmTB6K+V98M1fV+bDp3ORUe+CAK9MSMV3111XiJ/zcZmfy2+BaIaOwi10GAKoQzVPiHcp1o5fmAm4orxhWckqg70YvaDg0vyF/WZXcaoizSfuqdVbLXG6Mbo2bo68kOqNARFGtmQfFZ0T8wKGF1BmMT38syGDfmieWM5V2whcxaqv0M4CDa4om52VyPDJrXoHvgTSW1wRutKRp2mGl0SDX6LJMlNaBdbAVhXEb3SS0d+SJOG6K2NoRm3ohMv+keYmyGX5jPw3FoemmU7s7OwDxp6bsSD42br6gpUpbqf8fdwEGxw+ztWnnBtshKrTgxrNLgCYO0kOatYk76rrsBTkPO/IkwVXFESF/9L+q7a6jRB+8pLh/1JTUwdFUdfTNnU0gdJ5a/Fbp7Muf131HPrK6NnnWvpg6TMdExfFGpfr5nUBgAAI+srUqWZFmxB8HDMaHAb+X2mMbbhw/UKRmD105Sj6xukSKelVmwF4tjYeIh6KEvLJ9neIQSBjE8eORPufOIl2GNyW8Hrcme1NVSVwvv2mQQXfedRKXZgnpV/z6Ur4c/PvQr7TBXbw/e0ZT3wp2dfhUc2vi7FDsQSwU/PWwIvbX5XeHuuL58wF9Z+/B5FVuFhVEMlfP2kebGdkkL89LylMPHqXyiwChcHzRwFZSVFMJO1nDpiytZDV62B2TfcpcQuTHzwwKmwrL8VVk8svFd11Ky2Lxw7G077fw9JsQOxK4Kfv2cp3P/PV2CdoL8+aNYoeHvrDvjlEy9JsQNbhzjMry5YBs9tehtmd4ltE/L5Y+fAkbc+oMgqPDRUlcE3T50P5SVFwjMSf3zOEmf9dThouefkNvjMUbNgEmOLt6gFEX9672qYcd2dss1Dx/v2nQSzuxqZ26dF+etvnjofjrr1j1LswNx2/N6Zi+D3//ivsL9eMb4VRjdWwv8+sCHr90lfFbNGd1+0HP7+4puwgrkNXzafPmoWnPWNh6XZgXVFf0VpMXznjIWwc1dGeGvX756x0FlfFO5vLOptgVuOmRU7eDRI1KqRey5dCdOv/ZV0+7Bx/pp+GNdWA4sTTJz8yTlLYL9P3yvFDqTFDAAA/t9J8+E3f3sZ9mKdk5eTjaaNroc9JrbBx+78uxQ7MMeMfnfJCnjs+TdgX9aAUw7XHzAFPvKLp+DNd3dIsQPzYpofnLUI3t66E0bUig1cfuvUBbDgxrsVWUXohgZTCCGw+rS6ilI4OOJATdaOAJlM/IweGxD5Hh0NlbD/jPwD0dkaZWBOV6O8wRS0uQhgckc9TO4Q34c5gIHZzptzGg+I20mJWSbYER6kskzuWQhYpS0qCmD99GRnGTXXRJ8fk3RnE50NdZGkqstLEvlrgPgZPUkYWHUk7XFSaaurgANmRvhr1sYJGYAZnY3yBlOQ6gMwcCZV1MA3Tz7qaamGZza9rcAqXCzqTbYStTx21QXiDJGAIAjYs1NjaKiSex6CTmlFvmNFaTEcNCvCX3Pc29ko78yGgTOucOa/1tryGI0Kq5TJAEwdld/mRPqaqehtrYHe1vz+FisfZTIDs6Mf+tdrUuzALO3c7mTnh5TGHBDuYj7aa0oyf51kElghdPZlRb5jeUkxHDgz4iBrDofd0SB3NQvW7NdYXRbtrzliRkkPUo9Ctz4i6XU1V0NXc35/i9m+zmRgYU8z/OqvsvogWHMRwMwxyVbtxE1uQvyqRAFomy8CLdicSgfHklndB65h27G1miNgXuSR18E8cKQK2oOfh3QvLboNnY90NrG3pMOW9XSXhQaOg1f9LJ8eQR+YSdp9r5MeJm4TabNR3DagMtOwiai2YzPHYeZYV12oIPFWaBZLJOyL0LVy9JyFl+b6EsxT4SWRNl/0cvRBtPsiZJ+tJWZyXBjdWQ1bzIhnxbTNxVE4HoItExNceBTWJGyDZ4YAi6X9LVBfWQqL+wbOMcgd4eY9zPLYBV1w/KJu5nU2NtIv2Ws8AACcvrwn8u+8s+IvXjsOxkTMYsjFxsrik0fMyPrfXHgkmj+2KfZ+FzhjeS8AAFy85/jEzzh09mj4zhkLZZmkDd6DKJf2t0BdRQks7RebLR72K4fP6YSvnThP6H4M8Cg0dXQ9tNaWw4zdW6Ql9RRHzx8D56zsY15nY+DprBV9UBQAHLewK/LvvJ2lc1f1Rc6IzsVGf33rcXMAAOBDB02N/DtPeZ3cUQcfOWSaVLswceEe4wAA4Jr9JkX+nado7De9A755ynyZZumBs5CsndQGVWXFwlujhjl8TifcfrqFdRqHRl1NVTC6sRImtNemCkAeOW8MXLoXu92AbYYqT//hhEXdUFocwCERKzEB+P316ct6YAlHuwGZRFwMtovjfBGPvx7bUg03HDCFKz1s+YiHK9dNBACIrZN4XmntpDb46olzZZqlBd5++v4zOqCsuAiOmNuZOK0j5nbCT89bmvh+U/BIVFtRAr2t1dDdXAWttexAfxxHzuuE6/dnlzXtxYy9aJvJQbNGQUVpEaybunv7r5x34O3rnbR4LNf2WDb6og/ubldfEtPX51GopaYMrt53ElSWsifg2tgHGayLPn3UrMi/83z25eNa4QvHzpZpFqEI2uaLcJrq8hJ48Ko1sR29DLCdWllxEVx/wBT4yn3PMtMLQO/Iv4wqZkJ7HfzjA3vHLhPPcKRz9PwxcM6qfvjp4y8y09PVdki6NVIU+88YBeumjozXKCat8LtesW4izOhsgPfc9og8w9IiUaTL954AF60dF6tRHOHs8MGDpgrfbxNfP2ke7NiVSfWOH0Ya4JXR4C0vKYb7L19VcJCDx3984MCp8ONH/82+0L42OnS3VMPfbijgrznK9F6T2+GitePh2C+xzzLQ56/l+aI9JrUVrNN4KumL1o6DVRPa4NLvPibNrrTIrNPOW90PZ67oTeWLbjhgivStU9Iis/31+WNnD/nrlzZv5b4v7Avx+uv0lBQXwW8vXjGwIjvGUfD4jxsPmgp/eHoT8zrd7WsZjKyvhL9et1cqfz2vuwmuWDcRzr/t/5jX6go8yfwOS/tbC/dBOBI7e2UfHDJ7NFz1w79ItCwdvIFXHk5d1gMnLO4Wb1+HssP1B0yBtjqzh5LnIlOjTxw+Az566IC/fvnNd7nvC5eYDx3srr8uKgrgVxcsB4BC2wyxU7rxoGnw5H82M6+zcJwAmmvK4fH37xkfM+LIrr2t1XD1fpPg2p88wbzWxsU7c7ubUvvrU5f2wElLxsJNHGfPaNNIYqV2zIIuOHxuZyp//f71k6Vua02ogwZTCADAWenJsqmgMxNwnjzmFFm6HrGQRpkM/7fg0shOiQprZF0XXw06B0Iw+iwWQRBAabGFhmukRFIe4vNFuL4FbyCssC+SCzaNeEmikaWvmpgk/tqnrXXIX7OR5a95XF9RALDTwqaWrHLGE+h0s30djaWvmhhXJhqpmo1P/poNz7ZKPPB8Qlu3+WLFQ3jhac/buDIFgKURv0g8b2+pRM74a4INfWlCGaorCW19KoHXCMQudwaxT61HIWwVsCpzUr0nMpEwasRzr8wZ46ZImxWY9yPUCFfu14fIt9blIrB1KlXN8LbdXYd9nTp7kj+Y506ErkiYtNKzvh3GCSLYfIRKhZK2KbT5az3JWI2N29MkIVWdxnE3Pk8kTuqcwPTX+MCW+3X100TqKWwa6UKoD6JLJWQfA2M8hIiGBlMIrxnYwkqeZ8HW2ZNBBjJSna+tM+cKMbB6x8EXI5SBsfODjWiN5JUzW1ddFEJkJSEPrvprbB0nbFB9lg3GwQVsRAWrZOYjV30R9UEKk8lkmAq599by8UojctdMolYQyMwjTvoikN2+Jo1YuFjvO/hKXkODKYTXyNynHcDNEV/ZszmcbGDFnpni3rtKhzRyAhs/o/ZdCDSkJz+GoFckHT6TAuPJsbGca8cCjeycNa/bF6lPI84XJd5OL4UtdiQYje8ePa48Ux+EjQ0S2eivbdBVlLiYUdKAv5sayX2eTz7Mp3d1CRpMIYSwvZznmi+7AW65PFpwUaPYDnH4ZxdfXDJiy6PtFlSH9bbnOdXmB4FejVidDBm22D5BQLb90WlE/952n6KDsEYiatmurQ77rddIsflBoLf9qGNbGOsDTyY1sr2BowFvFdLw4rZnP9W+Ihj6f/bCa37SFSaWyxMJxdWSQzEjO6HBFIKbDx44FdXZAEmCLlF3yHRYh87plPcwR+loqDRtgjaoMmTjgkRJ3KJqV3r+mn5c/jrBG6v218ct7EalEUYmtNeaNoEgpJKs7Sj3UNVcjpzXiWrFVBK/GLnNV3pThjhjeS8iheQMhMiuf+Z1N8l9IAJ4yoUL7Ujl2CoSwgb28nGtqNqOyfx1xDZfEvPIhXuMR7VkTFYfJIqkgymrJo5IdJ9P+BRH8eldXYIGUwgurlw3EY6aP8a0GWbgqE2DAOCzR8+CsS3V6u1BCE9DbnFfM/zo7MVQVuKn2+HR6NgFXfCn965Wb4zFnLCoG/7xgb1Nm4GaS/YcD+evGac1TdtmVX/yiBkwcWSd1jSxNJR5fNHsrkb47hkLoaqsRL1BIbAsc+fpeB82ZzTcd/kqDdbYywmLuuGp6/cybQZqzl/TDzceNE1rmkiKGTcfOWQazO5q1JomFo14fNHEkXXwzVPmQ31VqQaLQqDRiM366R3w24tXqDYFFaJ5+LiFXfDEtXuqMQYpom3Xs1b0wldPnKvImmiw+CJebjhgCizpbzFthhF4JmuMrK+Ar5w4F0bUVmiwCB88fZC1k9rgzguWoekTYOTYBV3w6NVrTZvhPXp7yQRaCjUm2usq4NRlPRqtUUfeNl8CExUKOfRzV/bBuqkjkxmFnIzAab2F6rwr102CSR16g5e6iN82RozrD5iS2hbbEG0nvX/95N0/7ZRuiwuUFgdw9so+02YYp1C+Omr+GNh/xih9xnAio8sgMveuUJ323nUTYHaXe7OcAeI1EvVF1+0/BSpKi1PbYxNJ/fW2HbsUWIMT0c6/7oFvjBTqg+w9pR0Oc3TVt6wVT5fuOR4W9bkZvJS1AuDa9ZOhsbpMzsOQEedyRNsU1+3vXx9ElEv3mmDaBOMU8tfzupvgmAVdGq1RB3fMKEKOQs2AC/cYByvHu7kqRWjlbwGNrlk/GUY5upNJXBuRYkZ24ucUcSIP3ga9SB8R41hy7ltyvffuF9Gxl7swmg40jnL8UXs7YpRIF1FlI6ybqskVtq0IKITQm9juizSUFZ0TelSklWbbGF59nZv0lInWKPyeAeY6TQOZTCZao6yf1WQMl/Kb0BlXIv4aoUZa/LVAnsM4WzOqPc1rJncfRMQgC+CZqzSYL/z01gMaRbavY34movGpTtNRVnTWaSokjm5f86XEPQiMMG+IEBUzYvqi3RdgbF7rKqtR+SjrvL3BHxFqZJKsmJEqf217oUQIDaYQaGEVdxk+mKuyE0xIayfX4OGPGY5rwmBscMuC5/0xNqwIOfgalBaBJNJDXCc3rD/ft3DXYfNV+5RhXYW+LCEDGT6C8iKbOI0yHNeEcbkPEgfGQVdRVJcRBySi9gpwxIwUnnGVHQ/B+y10mBavUYZ5TRgHiiXhCTSYQgAAzpFKFT4/zVu60ChVDUmUDenBBqPv0QHlDTZpNCJ92VCdRojia46xfVW2DtLU5YXuRRyb0oqv+YpIjq9VvKevLUSq9jVChfHFjKSZ4S6kURaUZ+yEBlMIrxnYwopxkaBz0zorQcs2X9HvE7XNVyFcriRkaeQ7PmnkWoBI2zYEDmcSGe8We35TxDZfhW1JbQpeeDTiyNFOa8SBT6/vnL9WsS1j1DZfXuWSBDiWr1QQ16cSzVmUFwlbUdHujSxWVEQKwnNkCuY+ig7T4uMhYtueI5YxNXGvRjEjO6HBFAItWvyIgm2+XEPWNl8uQ9t86YcaGgSRT6y/Ft7my114tsSgbTPkQu6aIPIhP8OGZ5svIhpfg3MiecMnXVxGx2eMG9i1ZZsvHcja5osgbIEGUwgmuhr7tRUlWtIJI+vdwk9ROSuhtbZc2bPjkPX1dc8Kq68s1ZZWrEbIW+mVpcWmTUApUUmxvVWjrkZqdXm2v8b4HePQpVFzdVnWv3XMWJNVp+n+nI3VA/5ay8w5Sd9fd51WXaa/jZQLxnJeFLKpuAihgQioKsuu6zHPnjXFoA8aRE9wTtJzNA8ttNQM9EXQTHrjQXOWrzHQp80DeTkvKcZgHwYbsqnI6ZvhszAeXb6ooUpfH38QWW+meyyhukxfX9/WmFGdRn9ta8yIiMaaiNEHPvABWLRoEVRVVUFDQ4NpcwgFnLOyHxb2NMNHDp6mLc1MhsNhI/JtXz1xHsztboTbT1ugLc0BjfLBOuPp88fOhnndTXDjQVO1pZnJZKzS6Iq9J8CK8a2wfnqHaVOywBLgGdVQCYfOHg0nLOqG8hLzA04YOWFRNyzpa4Hr95+sNV0cOYSPzxw9C+Z2N8LXT5rHdb2Md8tkon2N6DZfuvjqiXNhbncj3HzETG1pDmiUL0LWNgSIctq16yfD0v4WOGZBl2lTssCSj6rKSuC4hV1w+JxOaKurMG0OSg6cNQqWj2uFK9dN1JouljzCw/8cMh3mdTfBrcfN0ZZmBuyq07516gKY290IXzpBp0aZSH+MVbcPHTQVFvU2w5krek2bglaj05b1wAEzOmBCe61pU1CyZuIIWDOxDS5eO05rujb566v3nQzzxzbBZ46apS/RmJgR1m2+vnfmIpjT1Qi3nbZQW5qxfRDBbb508fHDp8OCnia4eO14bWnK2rqSwAGCaRN8bNu2DQ499FBYuHAhfOlLXzJtjlckDSqIOsv6qlL4lsAgQZIZXaocuC4HOHFkHXznjEWaUiuMqPy6Ks89J7fDnpPb9SSGgCS6nr68F05fbr6jp40EIv3PodO5r8W0YjlpORO9r6qsBP73lPnc17ugkSi9rTVC/lqlRqL1pa4O4YrxI2DF+BFa0mIhOqMyiURJ2lPHL+qG4xd1iydmKUly3nX7T+G+1oUtJkQ1Ki8phq+FBnVZ9/u4VUlnUxV8+wyBoBMiiXQN/i7sbYbv9OLrg/C8va56/4h5Y+CIeWP0JCaAqtdPkvfeKzCo64IvEs17JcVF8MXjhwcsWfdjkkiXL2qvr4DbT+f31ypjRsLxEGFLkjG7qxG+eyYWf62+fZ2EA2eOhgNnjtaTGAZoxEY61qxMufbaa+GCCy6AqVP1zTYn3IfLtcdcZGJbMjNw7C8fc8leoUENl/137KF0oZeO0+io+fg6XTrhyReTO+oS3UcQvsF1DFjMRUv7W6TagpX4Q0SD0DXRVx05rzN0vX/wBEqi8hGm2ZqEPuirF4YnUBzni+Z0Nco2ByVcZxLG/D7cvnY5L8a5Vx63e8AMXCvUdUNVE8ELX/s6+qqofqyLcJ1JGHPJ4XP8aF/zxIziOBLhQL3vOB0N3rp1K2zdunXo35s3bzZoDW5sbEx0t1SlfkYmk+Hes9VGjWSQyUTvQx65rZXXGuWPTeuYoVNWonZMfOaYBqXP10GJ4n30l/W3Kn2+C4xrq5HyHN4zETBt08SLrG2+In1R5LJ7P8lkMpE+QUf9Va7YX/e2Vit9vg6NShWfWbV6Io6VUGlQ/R0md9RLeQ63v7bQGVWVp+9CZ0Dg3AgLNZJBBvj7ILZh4hxM2ag+92SvKSOVPl8HqicTyOqn8faVbPTXLbVl7IsYZDIZ/nhI6tTsJD5mZL8PryiV0zaNG0zSEjOy+ExYrDg9mHLjjTfCtddea9oM60lymNhek9uhSuFhqV84djZMaBcf5c91YBngaDxw+LYkK2zfs7o/wV38fP8sOUs7M5lojbKW2MdoFI7piTa+aitK4IMHqluJtrCnWeK5KtHBuXDZiZ05liLVzqZKpfvFXrluIhwy2+7lr30japRukfM/h0yD9Qlm9qk6pDHJUvZl41phVEOlfGN289mjZ8Hsribh+6JeRUagNYlGpy/rSZ1uIb59+kIokjLoF+OLQu8c669Df0iytcZHBbbGE2VCey18WpKviwvOZWkU65nD+z6Lfa/Opkr4xOHqzoa5cI9xymet8WmUnJ6Wajh7ZZ/05w7ykUOmJTorDNM2KvPHNsGUlIMdhbLuzUfOhBXjxScIRGlUEjGwq4PjFqo9X+gbp8yHGhmDKTGD32HiylmWv07Qnrj+AP6t8UTpqK+Ar5zId1YYi0wmOmAvvtWwmL8a3VgJHzlE3Rmepy/rgZOWjFX2fB2MbamGKxSew/SRg6fBPtPEB1Mw+esZnQ2wpC/dqt9Cde3HD5+erE6L+J0Mf53EFx02R20/86snzoURteLnqfHGjLLjIWw/kyR7XrWPunJWXVYstGUai6TxkKzsJ9i8HNVQCTccqK5OO2T2aLhgDzlnGPGUkTSrDePoaq5SWu/7itHhqcsvvxyCICj431NPPZX4+VdccQW88cYbQ/9t3LhRovVuwTt7jIey4iK45djZqZ9TqEJam/BMjKhHMhsPu31eb6ucmdUAAweAy3LKUcztboRZY+RtAcDq7A02OBb2NEtL855LVsJ+Cg9IP3DWKOhukTeLlzUTY1Cj/hHy8tHvL10FU0bJmUEaxWFzO6GxOv1snkKonuF014XLob6yVNnzD53Taf0h9V8/aZ7SmXPrpsqbWchbV41pSr9ycZDTlvUoDRj0tFTDvLHig01xsDQa9EUyt4m568JlSgde958xCvok+k7WypTBzs5siRr9/tJVUp+Xy2FzOpXPdFbtr3998Qql73DYnE6oKLXbX98ubeA1mvXTO6TVB8Wcs9bb68QDXXHsP6ND6AwdURqqSmFxyuBoGNaErkFfNKOzQVqa3z59IRy7QN2A077TO2C8xMPFeev9VRPkrTq797JVsKhX3daXh84ZDW0S830UQcTgv0wf/puLVyidiHPY3E6oljBoWQjVc8F/ePZipastD5w5Wpq/5l2Z0lAlr081a0wDfOSQ9BNxCmmQ9Fy+qEey29cD/nryKHnben3u6FlwylJ1E7r2nNIuNZbAGzOSeV7ivZethJUKz188ZPZopb4OIDq/1Uk8UuB3l6yEsRLjXsQARgdTLrroInjyyScL/tfTk9x5lJeXQ11dXdZ/RDSlxUXw1RPnMq+zceuUMLn2ZzL8nb3FfS1KZylhJQPRW6FFqXbR2vFwzX6TYp5kd94pRNzMuaiK8RunzIcrQ4FZRBOo8jC1lPuX5y+D6aMLN+xs34M/rS/9Bsfh73YrFG0/b2dv6uh6+Pjh7A6a7XVaLnErCaOKy2nLe+Da9ZM1WIWLuG0IovjCsbPhffuG67TQ7DrJdqXFlEu8+6LlsGxc4ZUM2LQSJa22t5+2QHkaIqjwe9GTlfjS6W6phk8dyV61ZXm1n0fcKrkojpo3Bq7f30N/HbPaMkq1jx82I8dfF77eFUTK828vXgEHzhyl0BrzpPUT3z9rEXMLZa35SUFiUY/kHaQfUVsBtxzDXilse/s6KmbEGw/Zf/oouMHDVQCx2+hGqPSBA6fA1bH+2u68U5AM/9bLP3vPUjjZ8hWMrmN0MKW1tRUmTJhQ8L+yMrWzoolhVowfAT2K99s2TdTSOpFtvg4LHY6FGZmVEE/gabBSqCgthhMXDzt9zJWhTMt4OsSDGo2oq4ATF3crsUM2pmwb314LxyicNYmBtNt8Le5rgXnd8lYzYCRKId7Bb4CBGXtWILGgifii8pLirC3wMAcq5dqWYa5IHay7mmvKczoyeEXSbdngN+ltrYHjFW+rZJq028bM72mGPSe3yTEGKVEaiax6j1uJrGpLzKTIdUXRgafs9Ab+XlJcBMcu7FZkiFyktq8FBr/rq0qz/DViicCUdV3N1Tn1Pm6VTDBrTKP1WxyzSOtV95oyEkoVn5djmty6JwMZ9raMu8tTUVFgTT9WesyIkS8GXU5tRWnOVod485PsmBGz3t8t0ujGKjgh7K8l2kHIwZozUzZs2ACvvvoqbNiwAXbu3AmPPPIIAAD09fVBTY28rR+IwnB1aiwr6cxGetwr4+rfKYPH6fMEGlxur8fNBs+9JvL3CuyRhY5OFnXk1IE5byWFd6YzL9gCdWnJZKJXEmZfo8kYpPAE5+LzBXvfZ2Ngs4cQwsVyWSy5kHC1NaWmqBaRlSm52PSeaRjogySb+8lztqPLhN/Zp9cX8aVJ84WD7lo6fGdD2JMz+fr60e/sYv0ehamYkW35qLgogO07s4XgeQVPspFVWDOYcvXVV8PXvva1oX/PnDmwHPw3v/kNrFixwpBVhAvIDs65RiaTfdClEJ5Im8lkIjWKe31bKn0sVloiF6EBmed7uUgGkvtrX5SNC2Da4pfj0LES1HaNdGCDRLpsVHm2iwukG9j1hEyG8lFCSDU2mHdQGMR0nYJfIT2kiod4QhqNfJE2A5nIiSY2+CIiH6PbfInw1a9+FTKZTN5/NJCinvAIsosFPXFwLnSb6zMOWDOd4whifnYRGRphA3PDBrFpRsmaiWnMCnUknaGaTfjcC/dUSqpROFDueJWWYlBu+D5sAws6zImbdckCmVRKSdoe9EmjpLioUeKVKT71QSSs3nGxrmfheLaQQtLBSp9yk4hCrseMEvf1w7c5XjDl+Gu3oRWp7mDNYApByCDqzBNm4EmB55JVj6poqLTUZJ9TNLBHKN/+l/m/T26fTW2NgZnOrH1U9diSlsaqUtMmeMH49lrTJkhGfgZfH7GHvokJqkkDyLmoMH12V2PWv0XOuMr7fQo7ZAXzdHxenq0abAkCtNaWmzbBC0Y1Vpo2QSoqcveek9sVPNUcKtpsB83KPvg7I3B+E+/veZBWp2lo2HKdA6bcCjk0V6s5B5ZvOyUlSUtHRhuvwbF+jIpPt2J8q4KnukX4DNhB2O1r+V8Lc8wolwxkuM9MwU59pRo/kskMnIFWCEskIoAGUwhL+MoJc6U8Z/8Zo/J+Z/OZKeEG9M/OWzr8hxRe+Pr9p+QmImn/S/NVwx8uXzX0cxp7FvU2Z/07zZkp2PjCcXOGfrYloKiTZeNa4ZgFY1I/Z0RthQRrMDGcwT95xAyoLitO/cQ1E0fk/Q6DH0lK2AX85JwlQz+neaPL956Ql4bNvihs2u8vXTn0cxqN9p+RPSjHM0HAlq11vnHK/KGfdZQM28rflFF1cN6qvtTPUdWpxsAHDpwCY5qqUj9nYU67yHbCfvL7Zy0a+jlNGTh3VX9eGjb7ovCgzG8vXjH8hxRu4pQl2QFMrvY1x3MxuK4fnr146Oc09pTlBOIGttbJvw7BKwvRXlcB79t3UurnVJTytz9t6+dctMc4mNHZkPo500anfwZWvn36QinPOXFxd9a/M5mM1WemhOuSuy5cPvRzGl902V45fRCHYkZ3XrBs6Oc09nTUZ/f3YycImH9lIgE0mEIIweNLVPiCxX0tUp4TZb8rZ6ZM6qiT8pzcvYl5Vl3YQkeDnNmlVTmB4rjgnIoZ4CqZ0dkANeXDR2khaMvEYsq2vSa3S9pqSgOGRFoxLn8QJAk6GtOm8tHU0fVSnpPrdjIZ9qwwW+iUEOAFAKgoyfHXmeitGmxTrau5ChpCQf405YX31sSboxkqaHtPGQllJXb4a1P5b/WENkMpi8OjkYq8NmtMI/siDnIt4wk82UJ3S7WU5+SW10yGPfhtAzXlJdAkaWVKXcTgrjXt0gLsPbVdaCDEJKbqtDWT2lD3zcKYihnNG9sk5Tm5Z3/wrJKzhb4RNVKeU1rsbsxI1srvmorsI8rjBuXcyFn+4UZuJ7Shc2RdR2NhXncT+2DDuD8j8Ho6ZtRMaK9lb4nCMWiAQC5ltNaUJ9aIIJShdSpUfoNaNuPb5G+NprVO05DGlFH1yf01Ah+lw4SOhgr2toyW1Fgmz0jCkF94wDAjlAetZuYOwipIvb1O/upLrTWahvw9Y0wDxxZWMdt8ISh/OgLKY5qrnBlwUiVXURA4E+S1xl9rNDS3nKlIWsZq8lxca1/P6W5ib8sYU8hR+GsNKvW0VEuJhyCQS1n9Vl1Wkng7ZgIfNJhCoEVFJRz2TQt7muEzR88CAMYerYi3+YojjQ8O33vx2nFw4uKxzJVBcd8Kc2WQzrThuz9w4BTob6uFs1YU3krElg5CGFnfb3Cbvkv2HJ8oDVsCm2m449yBbZ/WTLRnlrBOxrXVwNdOmgcA+ec62U66Bvvwveet6oPzVvUzt2+I90V4y1kaicL3vn+/STC7qylv+4ZcMG+tE0cqjUI/f/7Y2QAwoFUyO/DmI1kMbtdzwIz8c50IgJaacvjOGQNbrXQ1y1lhhoVU3jp080mLx8J7102E3tb8GcLhNOJ8EeZilqbNFn6vq/aZCCvHj4Aj5qXfWhUbsvLRp4+aCWUlRXDt/pMLXhd/9o77fHe3Lzpqfn4+wlyOdBEEAD/dvVX4xJFydrnQjYoWWzhrHD6nE27Yfwo0M/ofmLf5ikNWEbhsrwmwfnpH5HmXYTBrEUe69vXwzTcdNh0aq8vytmgeSIOckY3QYAqRBdZirMK/vGdN/9ASvkeuWSs/AUsJ13HnrOqHspIiaK0th+siGuoiuFVHDKt09PwuAABY0t8CE3IOFcc8ozCOcCNH1iDGygkD2z6dvZJ/73qfGhXLx7XClFED2z59YXcgkwusEgXyG8vvWT0O2nfvO3tf6OwjYljoc1b1Q2VZMdRXlsJnd08UILLz4gm7DxSdNaYRluRMErDR5cgqZ+HHDB4kfkLE4auYVzXFIbvfPm10/dCe9R8/fAb3fZgmBYRtCVT46zX9Q9v0hfdm952wzu9Z3Q815SVQWVY8NPA0dJ1muzAR1uiUpT0QBAFMHFmXeuASg4+S5QPCGu07bUCXw+Z0CtiBF9kTGUY1VMKc7oFtnz5wwBTG1cNg0ihve0DJz3/P6v6hbfp+cs5ixtXDYKrTVPOeNf1QX1UKpcVF8OuLqE6L4swVvVBUFEB3SzWcFNF+FAGDv5ZF2KcdNGs0AAz47dwt42M3wnFICxehwRQiC1YFrbNAq04r/PjcPdVjL/SYuor4A1htOxtEFYX2Q7ahMswt/yZtZi2hN9WIVzFjPawzc9vBbGP4H2w54VcpL+SvUzzXJWpz9ugNY2NAXAWNhfy1BbWX6dl9YY1M2xKHiq1YsrYvFSg0rLoDf47jJ/wupcXyupouaRR+meqyAv46dkWBU2owaaiye0Wqjm2heLdqQuquldcjYv5a3rNkombXjuF3KRHw18w6TWfMSPXzQwlUFfLXvjWkY2ioEo8Z+UbBmJEF7WtiABpMIbyF2zfFXZgiIOWaY4zf5is0+1GwqaNzP1od2LgVmg548gW2LXdk503Hsrpz2PJ9eH1JrC9KkbYlEnFj49Y6hB5cyOuq87FMjWzxvzLh+TxpvqGHkqIYfNJdf2S9s/nXR4kNsqj31z56BDF466G4/mEqf+3Y5+GJh2Dw17rh2vbcP1nQQ4MphBXI8h1SDwZDXLmRs2WjRSPLBtZyzdUikWV51ccGnii2fVPTkFxsdJQ7nhRQ+escg7FohAkTs0Rt83+WmWscHd83k/WzhXvwI8xUpm3K9UVafBPC71AIE9/ItpUERjTSnyQKZOYN8tdssjRCYtMgWOIhmPORr9BgCpGFDGeBxSmzCGJ+Tgs5OoIF1sZ7/jZf6u1UsapJJaq3+RK7UaoZBEFYhIm2RuxCXaS+SPU2X9Fpxt2HVCQFmHxTW1TGWmYINRhZba9gFapKjEgUt5JAsx28qN7mKzLNhPdxpY1V6BxssZNwD8p7uKHBFIKJD2MDaYPGPi6R5VqOGPrZS41MG5CA8HfSYb/IESFhjJ7nYi5pJli2x8Nc3pFIJJ1CRYKn0xsuU65qVAisg9yF0F3OisKD3JbI5WNeZpH76UgjXGRP9uLYCtXD7yfqfzC4K+3bfAXRP2NGd162od7P8wGICzxey9QhmoUw949UIeyv8RdL6djYviZoMIXIAat7t6GxMwgGU9HMgERiRhRaVthzJIIhv8ShR6Po32MZFEANUokQZ2mUYPEBaOqNCEz6It12JMaov1afti3EaoTVYROCaNhOL5SJbMw3WNwkZn+tZ9uY6FTsy1HqiPfXxCBxedUG34TZB2ABS9sf87cyOoEzVMwwa+QrNJhCEICn4S+KSafKkzSWCtoUNr59dqVt4xsQJsjNKhRcjcCkv7ZkoMCkz0Hw+sJon8WrNzkp6A742OD7qG5n43v7lQez27mJpU553g4scJ/ayWtfa06fvklhrKkrkMeM0lzvAlRH2QkNphBZyCjGI2orJDxFDXHvV9B/KfBtNRUlUp6DpdOuwv8XJ93/CSk0o1cMalRwIEGiEknlzOV8XF9ZKudBSDRSUbRKi+U0J7GsSIvrHCMxDwVZWxGRu2ZiTcDFchqqyqQ8R/UgHG9uUJFvyksk+WspT1EH+etoyBOxIY3YyPBNzdXlEixRQ5K3U9F3rSorlvMgJP6Q4iFs4trXpBE+aDCFkM7HDpsu/ZmqGzUFKz8FjuuwOaPlP9QgKpy7rA6xSWysAHUHxYoUJjhlVJ2yZ7vC546ZLf2ZQRA4FVw9eelY0yZwwduJU+GLxrZUy3+obizcWkd7OVOYYEuNmqCKS4MYHzxwqmkT0POe1f2mTZCKCl80o7NB+jOxg8EL6PZF4bkyGN6fB1vs5OG8VX1KnuuSRu9dN9G0CVJRMSFo+bhW6c80CY9EPk6odGwOsTfQYAqRxfTRDamfMbqxMr0hgLexULt7VcnMrsbEzygvkTPLQEVdw9sO4KnoelodCLBFwK8R+5q6hLPeW2rUDDZhGfQZWT+8wi1pPl/ar6YBikWjSSPTDxbJKqNYt/karI+mpwgeVZXJWUmoolLj9kUc1/S31aayRQYqOlC8wUielJP6XVWdJFnlLG0+aq2pYF7DYs3EEQnvLAyWgbFx7enL13gJzwDA274erNO6m6sSP6O+Ss5KQhWBb5k5cUKKvCDLz6rIR7wa8bxCex2unRLk+aJ0z2kIl5GEH3HNxLZUNsSBw1sD9LbWpH7GlFH1EizJB4tGc7oH4iBN1cn7oy21cvqyRrc950g7zeS+IlkNSOQxo1GS4ofY4G9fR2sU7oMm3QVg5piGRPcRbGgwhcjimvWT4awVvfCrC5aZNiWvsTBvbBMApOtAJCLHt/34nCVw5opeuEnBChxZzNDsNHPryG+fvhDOW90PR80bo9UOETobk3fWk5Cr0SePmAE3HDAFOhpwNR7SNIplsqi3GS7bawJ85YS5pk3JY8JI80FnAIBL9hwPZ6/shZ+et8S0KXks7W8BAICOejnBjKR9gG+dugDOWN4LXzhW/gqctAz2j+Z2N2lNN9cX/eCsRXDuqj44bVmPVjtE0L3yJbdTc8sxs+DqfSfBhHZcq92qQ50sWVv38BLuHE8dXQ9X7TMRblGw0i0tfSPSB8VkcNaKXjh3VR/86OzFpk3JY37PgA+qKZc0cJyQL50wB85Y3gvfOHWBUTuiaNwdgF7Y2yzlebwDGrm+6I5zl8A5K/vgwrXjpNihgv42s2XuS8fPgSv2ngBzxw7XrRgmOheHjKiVtN1zErqaq+H6/SfDp46cacyGONIMpMrk2IVdcN7qfvjuGQtNm5LH7BSTOWXyySNmwpkreuEHZy0ybUpewHowH6maVBdHrl//xflL4awVvXDVvpO02iHCRM192lxf/PWT5sHFa8fBHqEBWgTuOgtVK6djCQnQVF0GHzpoKtx02HQo09zOJ9iYbTUT6KivLIVL95qQ6hkqZnMFAcBnj54Ft/95IxwyO/kWWYka0zkV9NiWargspUaquPOCZXDXky/DiYu7Ez8jiUa5jZh5Y5tg3tgm2Pzu9sR2qOKbp86HZ/77NsxJEcDk1ShcFnI12n/GKAAA+H8P/CuxHSroaKiEmw6bDnUVks6JYBAXUAiCAM5c0QsAAB+/6+9abOHliLlj4J2tO2FBj5ygSlKqy0vgkj3T+mv5BADw0UOnwzf+uAEOmDlKyjOTzsTrbKqCy/fG6a/vvmgF/Pwv/4HjF3Ynfka4+PB+y1xfNHNMI8wc0wjbd+5KbIcqvnPGQnjihTdg1YTkqxaStElyZxDvNWUkAAD89LH/JLZDBfVVpfCpI2dCSVEAFaXJV7wGAe/WC/F/O2XpwGDct/60IbEdKlg3ZSS8b9+txrc2qigthovWjjdqwyC53/H96ydDb2sN7Detw4xBuxlZX4nWX//4nCXw40f/Dccs6Er8DO5zUsJbxOb4oimj6pXNeE/LD85aBA/96zXYf3ryel9Gm2T1xDZYPbENHnjmFQlPk0dJcRHccsxs2LpjJzSnCs7xqRTeRje3rX3s7nbHb/72cgo75LOkrwWu238yjDe8Ura0uAgu3APHgGWuv75kz/HQWlsOe05uN2PQblpry1PHQ1Rtffet0xbA9x9+AY5MMakzWTwk219PaK+DCXvhmoQzyB3nLoE//HNTujpNQsxo2bhWWDauFZ5++c3EdqjiKyfMhVfe3gZdzckndPFqVGgB0hG78/EHf/ZkYjsINdBgCsEk7PR0jhTnptVSUw5nr1Sz/2hasGxp099Wq22rFp68EL4Gi0aLeltgUW+LlrQwzIRLwkGz9J3pk1Qik9oWFwVwKtJZ/OFiZjL7NVSVWeGvTWo0tqUazlqhSSOOApN9BQ6HPbe7SdvKHVv99X7T9QXAbTx/pKgogJOX6Dv3KGk+Mpn/6ipK8frr0M8m91HvbKqyQiOTDA7M60A0J2DZg3+vKfoC4EheWYggCOC4FBNMhNNLWKeZ1LaqrERf2xHEylp4MEFrzCgnsZH1ldr8teh7YomHYB6Yx+K7VqaYyCUKlncmxKC1QgQhGdudYVwlP220eIWLpfMimziN9p9hdlanDRwoaaWCy2Db55vAS5wv6h8hPqjurL+OCTXuZXhWJybi8tGxKWYs+kLuNmJYAiUEPuKyRkcD1fmDxGmkM6iFn2iVjlvUrdcMC8k9OwDLmVqYIYWyqU941qmLxLV3FveZ3bkBE3EapVk1ReCBBlMIIXgqVBXxGBVBntxn/v7SlVKe62pHuqe1Bu44F9/ZDJg4dHYnfOVEXWd82Bn4/NDBU+GCNcNL51XGb21RKNfOX56/DHoknBHB56/VbMso/Zk5/77v8lVSnuuSuw7r3l5fAT87b6k5Yyxg3dR2uP00fGczYOJ9+06C964b3sYjybZyvFgzlpdj6A/OWiTlcM+026yJoHqFUa6dD1yxWspzc7dQsZmwRA1VZVlnVWaXM1sKhlqWj2uF752J7/wKTFy0xzi44YApkX/z1V/n2vm/J8+H1RIG5vj8tRyRdPvrP10pyV8nSBsr4W9QWVYMd1243KA1+Jnd1ZTqLB0f6r0zlvfCxw8fPn857C9kv7/7apqDBlMIb8ntlHU24Tj0DjPh5aA8DSDfnHdRUQDzusMHXqpUQEFQQUOgorykOOsAV8sUUiJR7iPrq0rRHDCJhVyNRjVUGrHDJiZ1DO/TLLotow8EQZC1hZhtnTcdM2rLSopgYc/wtphK/bUtVVrOQ2srSnPqfQVpRict55nyH5lnZ3t9xdAB7kQ042K26KWZ88PM7sJ1oLwIOr5iSXFR1ll+Kvsgtoxr5tpZXV4C83v01PsqBn9V+INcM0fUVmStuLSsqCkhV/csfWxzRpoIb/lIEuVTXBTA/LH2xkOIAWgwhRDCdl9IFR5BuIFtgU8TkEJsSCOCIGSSNH5GzVM21IYnCEImSQcndLoi024vaSDWdm9N/UxzmM7zBMELDaYQ3sLdKRN06D5WAHHvTFpw/F6dKc7gukZR72fzLBIVHRDX84BOyF8PE++Xo//gu0ZxP8dd7yQRL2izv1ZBVB4gjbIpVE7C/ocCesnxUTlR/+t6/or0ReSMsojWiEQKw1tOaMCfTbxE/mmX3aYOIn+fdb1iewhxaDCFkI5zBR1xe8Ks1sOpx7W5XG+kswi/fZxGiLOXFnganr5rZAN+l3Q+1O97Hf/88J9i/TWCTqBJC7I0ivE6FF9gQxpZgPmijh4E7hAAcG/zZVIjajuyCSsUJxfm/EUMgMQVETFk9/Xxliej7WuOmJHvHpvn+/itEE5oMIUgLIacKm6wdMaxEW5skkbRIG6PR2KZuUagoAUbUgg3vk+QiMO6Os1AQbOuTrPMXhOQRrixwhcZIJxtqU6LJlsjwgVsctc++i4f39kFaDCFIIhEcB1A73nFwNNI91wiOhjbQXwv9xihT8KGyxf5LiTV+0wowCwXV/Us1D70vQzJwncZ+fogfqtEk1zYkEIM/C5CXPDVaX4LyRVXU28GIQgNphDykVTSqTPBhiTCh76OCX19FqQQG1kakdZsfA9a8KBbIQxbm9mKbO3oU7CRphFpzYTyIxvSCB9xn0R2+4O+PRtZdaTL7RRZr+awRNKwSSJf+ktx56PJfns/1DQDDaYQaHF1NhrhD2obd/YWkCzLFYpkr0L6ZsvZrBFBEHpRWaXZ3OYL266y3rdbo2TGU5CMiILyBRvyRdFk+WuFtRrm8zOYZGmEH5ulJggAUFrQqHiogwZTCA6oCLJwSyG+txHdEsUljXjfxYYGqGlII7lQh4KNS9s6cPsiwaiKS/mI910oOMfG5RmysnCp7GDAJT15g6uipczqoG0ODr2KMrjrNLVmOIEN7UHT31FEIfxq8sObN4T9tbgpaFGlkUtNTYoZuQ0NphBC8O3nJ2tZq5THaMeXpYk8+KiFvnzrn7ZhaG9RNqQRB7ZWNAShCV1FhIoix/kGnmvk0uv7/i0JNcQNeMvOb77nX74JhX6LRDEjgihMXL6Vvo2u1KcRYWgwhSCIHMjlsuBViBp30ejaEsVqXJq6RCiDig8b8jHyICmjCbtrym/RUJVGwVUeeCXycbLWINwa+StRQcKz6X3OR4XIqtOMWWEWyhtsVGnkkvL8MSOX3tofaDCFEIKWX7OxYclwYTiXbHrs8/m/sNId5hU+Wx9JG2I8vsgNhZJjSiOrfIPllRotH2fDvyWKzyrxQXvws0n+HuwbXdEoKba/Pvc2X1ZVonLxPY/zwK+RyvNAlD1aK0n77Dx3ydp+z7Q7SPoWruQRFl77a4oZMcHQT/OkKBqBBlMIb/HZsRNEFFTZslEz+EDOiAVJRBDZ6ApUhAeZbCuHSvy1gmeaREU+ooFJeZCWbqDPX9uLirN/bKuzWKjx10QUWSuYSCSt+NIvjntLP97eDWgwhRCCa/9LSzyAqoYtdXyGsSUvqEJtebFXXOEGasRFLp0HEtWBlOGe3NJI0YN9d1KEEJRb2CTVyJaiGOWK5Gxd6c6ZKZGzVSX4cEteXyr2r3ZXA1/72sccM4zKPogt0ka1HbP8dUKvovPMFNX5OLpOC2+FlgyKGREi2JIXVMEXD0n47GS3ERzQYApBEDnwuVyfB424979UaoUbLTta1moWNTO3/fUNuqHzm9hwv7vHGvGismxTsIINaWQ3vEFRn12Rz3UVL/znyqiDfBEbFSttCH3wtnd89ln8GvkrEn8XRGH7WtmTCRpMIWLZa3I7AACcsrTHsCV4aa4uAwCANRPbjKSvpm6S53KLQwaOqC2X9lzTFFJI9Jss6GlOZYsPHD1/DAAAzBvbZNgSvBwyezQAAJyzss9I+uGGMtaZtGOaqgAAYN9pHUbSV+GvVSnd01qj6MmFUaKRRJGmdTbIe5gliH6TQ+d0AgDApJF1CqzBD09+O2FRd9b/6saGuMZg/jl41ijDlshDVXB16uh6Jc9loSL4I1OivhFm6jHVFNJItGzvN32gPdTVXJXCInvhaa8OtqsP3d3O9g2eIjmve6B/duS8MWqN0YiqvoypvqyaPog8jdrrKoZ+LrKgjcJLQYUE33PtpIHYbEtNWWJ7CLmUmDaAwMunjpoJf3vxTZjcMdwhrq8sZd5ni/+TUan89pIV8J833oVxbbVDv2uvr4ANr76T/uEcYJ/0UlQUwB/fuxq279wF1eX+uRuemRi9rTVw90XLoaVadLDJlpIWgeCWKIfOHg2TO+qgNxTgVbgaVjtR+UQ06PKhg6bC8Qu7s/x1bYU+f616Bp4Mf/3z9yyFja+9AxPahzVq0zjIi91fAwD8+co1sGXbTmiqNtNQx67RqIZK+M3FK7jaQi7CUw73ntIOPztvKYxtqZb+bAxEmSkaUHjfvpPg4FmjYVLIX1eXF7PTlqSR6nIWFWQXTfJ7Zy6CZze9DRNHDrevW2rcmZQj41s+/L494I0t22FkfeXQ72rKS+CtrTvSP5wDkxMneORrqi6Dey5ZCZVl7LLlIuG2ZVx+Wz6uFX5x/tKhySb8z05jmT5k2HnhHuNgz8ntWb6oopTHX9shUnSdJsbXT54H//zvW1mTKJo4+rV2KCQnHz1y9R7wytvbsvqyoxsr4fnXtqR/OAfY29fV5SVw72UrobS4yJqyIxOeV57d1Qi/umAZdDRUsi8OPzuhTQQbWplCxFJaXARTRtVnObTD5nbCuqntBq2Sh4xKpbaiNGsgBQDgpsOmwzRDs8R0wlvPtdVVwOjG7Eb6t09f6NSsgzh4X7G3tQbqq7KDcx87dLp8g5AQLno8MxuDIIDJHfVZnZeS4iI4d5WZVRiykXFmSklxEUwdXQ9FoYK1bko7rJ9uZhUGRqrLS7IGUgAArj9gCsz3YMUT7wzi1tpyGJMzQ/WHZy+Gag+CUbz+emxLdd5g06eOnFn42RZ3DEXbSkEQwKSOurwA5sVrx0m0yhwyzkwpLgpg6uh6KA7568W9LXCQI6swooLsogPulWXFMKmjLqvsXLb3BFg1YURq+9DD6S6aqsvyBi2/ffpCL2at8rrUMc1V0JozaeILx85WYBE+eGudCe11UFWWPeHtynUT5RtkgOgzU8LngbBVKtrtr0uKh8NmkzvqnFmFwazTOJ5RUVoMkzuyY0Znr+yFPSaZ2blDNgVXg3E+o6GqLGsgBQDgqyfOhc4mscC4jfBqNLqxCtpCK1QABjTyAV6NxrXVQk3OBOXr958s3yCCCxpMIYQoLymGzx6tqxFqZ/BhdGMVfOl4PY7fZHwmTdrzxjbBl09wv3JMo9HBs0fDJXuOL3AF8ikmvKTQ6KK142GfqSNj/+6IQokpKS6CmxlBXlka2Rosbqur0OaLjEqUIu0ZnQ3wlRPnybOlAGbrtOSJ7ze9A67Zb1Ls313ZOz2NRues6h/ajjAKRyRK/B5FRQHcdNgMKC+J75rJ0shSdw1N1WXwxePmmDZDOWk+z6SOOvjKCZr8taX9tLWT2+FDB001bYZy0pTzU5f1wLELumL/7oy/TtgKDoIAbjxoKnTUV8Re40q9n/QtaitK4VZN/tqkL0rTLuobUavPX1vaB1kxfgR88ogZ0kxBSwqNjl3YDacviz+WwQ1PhBMaTCG8xdbOJIEbWzuXhDlsHYggCILwDfLWbKgdxIY0IlQQl698zW/UvGZDErGhfESowFe/7BI0mEJIhwKDVOny4EM+SfuKhe+3Vz/R5eNJsVchfbP+bNZIFh64otSQRmxclSg8czftOxa635U8pvI9bNZI3ipISQ9yGB80ShuE8kIjhX0Qm/XL7oOoexGb+7ky6/1C2KyRLEgCNj7kk9S+qJC/TvdkogA0mEIQRBa8QVyfR9N5l277rBEvPjSQCEIV/P7aX3iDuBQwYOPIaxCEEbh9kccFzeSh9rbAX6f5m48IQhc+lzKKGbHhjhn5K5HV0GAKgZaenEMVbUKXP9xv9+HSoxvtO7xMl0aDh5TrOthVZmWoq/Exb/cB3EfP13+Yoi1th8HvurDH/cPKk9BWN3zAa0mRXU0LXeVszcSBgzgbq0q1pCcTXeX0lKUDe/7uOdm+Q0sLBUBl7p2+evcB3CcuHivtmbzYMhu8dvfhnCvGt+pJ0DKqSouHfm6wzB/pGmhY2j+Qd8qK1dRnLgROjl04cKbG4r5mw5aIo6veX7+7n3bG8l4t6WXlK3UTnaUycve5I3tOadeUor10NlWZNgEls8Y0mjYhMbrK2RFzB/r400fXa0pRHro0OnLegEanLtXTvg776/Qrvx1oVFhIiWkDCPeQVZQbq8vgnktWQmVZMftiT1na3wq/OH8pdDbKa1y50MELc8GacbB2UjtMHFkr7ZncnXlLtPz6SfPg6ZffgskddVrSs3Hm4SPvWwub3t4Kva01WtKzTaGqshK497KVUFpcBMVFlmR8zczuaoRfXbBsKHAgA9f89WlLe2BJXwuMa5Por6U9CQefO2Y2/P2lN/X5a9ucEQDcd8UqeOmNd6FfYj4qhG0HDZcUF8H9V6yCXRmAilI9bWzLJILx7bVw14XLoLVWor+W9iQcHD1/DMzobID+NnntIt6AkC1138cOmw6nLu2R6q+TvDpmve68cDm88NoWGN+uyV9rSUUuf3rvati6YxfUV+oZ/LZtq+ExzVXw64uWQ2NVmaQnusf+Mzqgv61Gaj8Ws19JwvX7T4aj5o2BSTL9tWsiEVnQYAqBmjHNds7A0Ok4J7TrCajkofQ8EHkUFQUw1dAsjNSzDDRpVFFaDFNGGdJI5Sb8EqmvKoV6y2bw6ma0xEFdnehs58ocJBBB7flN8igqCqz1RYX3l5cnYFlJkbUa6aKuohTqKuz017o0Hllv34pm3fSNMOSv096vKQ8FgTl/nRpNGpUWF1ncB9EjUk15ibaBFNno0mhEnbxBXVfp0TTZLZf0bUc9eSgIApjcYWfbUVedVmLSX6d8SVva565h114cBEEox7bZgyYoNAuV6jLNUH4lPIb8NRuSCA8+bEOQtkxSmXYX+rRsbFy5rBtSSB5p85ttqxKT4P4bRuPBp00NacSGYkZuQ4MphHRoZJQgBqClndGE2xUkUTQ+dNAIgrALctfRkLdmQ0HybKgsEaoJ90Eovw1DzWs22rb5ooxJEABAZcFWaDCFIBRgsz/UdRyIzTNUeQdJLNnByig25wOCMA2/v/bXG/FannobgnS3W4EtWzWYxId3JJKhzxfZmwl12W6vQgL5SKkVbmBzWdGFrwrx++GU2zOlutssFDNiQzEjt6HBFIIgsqAZO2wKLtmkSIpWduzaZdoEgjAG+Ws2JBGhk7RlcucuyrGuQl+WDa1gYlNIIeqCiJE2v+3wwF+7/4bRUPuaDWnEhjdmRFLaCQ2mEN6isr1JjVk2pBEbVzUKNxjSvuO2HfYPpkRJQI2qXNQVBlfLmUxIIw4cFSm7H5juHV0IPEV9ZpkBBdLID1ROvHHUFWWR/rBe90UKv2KS93VBoqgZ7TIH7LbtdKAP4sB3Vg3FjMzig0apV6Z4oBFGaDCFkI7NS/EIfnzoiKSFJFLPVgcGUwhCNeSL2FDbhU3afOSDv6ayRqSFfBEhg7T5aJcDA7ss0mq0dbsHdZrKZztQYTrwCsohjdiQRnZCgymEt6hsIlJHiI2rCsl8Lx/yUdqGtAsrU9zvrspAnUo+lLO0kEJsfNAo7Ttu3b5Tih0moRUWbEgjNoW2/kgLBWXYuCpR1qHzaVd+O7DqQvW2cU5oRP6aCcWMzOKqQq6+l0/QYApBEAShFZlBhHd32B+ci4Q6NwRBIEBmMMrVlSl0zgMbUoiQCQWh1POuo6suZA4euHrGlcrBXoIg5OPDKjmM0GAKIR9LWriWmIkW0o9N2tkmrgZoss5MSfksFxoP0WemuPntk0MeJw00U5kNaRRNOKaSdiXhVgcGv+k8EDaR2YQ0yqJQWSJfxIY0iiYcBA9LlEQuJ/x15JkpRJjIOk2/GagpVH7IFbGh1Tc8pG1f2x8PsREaTCEIFVCdwYY0YuLCQbSqIY2ItFBQho0L+1qrxgeJ0r7ijp3krwlCNRS4YuODv06bDbaTvyYI5Xjhi1JCGrHZsYsGU0xAgymEtzRUlZk2ASUj6ipMm4Ce8e11sX+jCn+AvhE1AADQv/t/iXjGtdeaNgE9rbXlpk1ASVN1qWkT0NNHPojJnK5GAABoq6NyxmLSyPj6nxigvZ7akVHUlpeYNgE93c3Vpk1Az8zOBgAAKC+hMA6LaaPrTZuAns6mKtMmoKQsVL7KS4sNWoKX0Y2Ud1hMG90Q+zeKGdkPteoI7/j0UTPhv29uVRpgsdk5zu5qhPeum8Ds0KR9R5tnzr1ndT8UFwHsObm94HVpNbJ565CvnTQPvn7/c3D8wu78P0p8L5v39f3R2YvhV399Ec5Z2Z/3N4tfSypfOHY2PPfK2zB7d7BXBfZ6IoC+EbVwzX6TmINNaf2tzRqduLgb3t66A1aMb1Wajs112mePngVfuu9ZOHpeV97fsrZlTFunpbvdKD87bync8di/4cwVvXl/s/m9ZPKVE+fCX/+9GVaMyy9rtHXlwGSlDxw4BarKiqG4SJ2/sLkPcujs0fCfN96FhT3NBa9L+4o2a/SRQ6bBrb9/Fg6dMzrvb1nbMoZUSvK+NrdD77xgGXz//16A05f15P/R5heTyDdOmQ8PPvca7DetI+9vJBFAdXkJ/M8h02BXJgP1lfETl2z2JWnZe0o7XLjHOJixe4A3jvQa2Svy+9dPhvb6CjhgxqiC1/kcM7IZGkwhpIO9Utk3otFAZHPasvxgATFMZVkxXLLnBNNmoGZUQyVcsfdE02agZnpnA0xnNEB9Zy1jwJIAOHHxWNMmoKa8pBguWjvetBmoGVFXweWv03f27O3tTeqog0kdtCqlECvHj4CV40eYNgM1R8/PH7AkhikpLoIL9xhn2gzUNNeUw+V7s/sg2PvjKulvq4XL9qJ+WiEW97XA4r4W02ag5tA5naZNQE1RUQDnrc6fEEgMU19ZSr7IYWh9KEEowOP2KzeuNvLpbAEx0obW7A3NEVigMsuGJGJDGrHxwV9bPF5EOAK5IjY2ryTUh/vOjFbMsSGF1EJtRzauaiSzHqK2pxloMIUgiEQ4Wq9JJa1Guxw9XF1m52WXo60HR1+LMISrHRGZpB1Uc7XMhleTpO34uauRaQvwQxrxQwP8bEgjNmGFkujlaBeEBgc4oEEmfmhglg0pxCZ1zIgaWUagwRRCOuQwCYLghfwFQRCEJZDDZkIxXiItlIUIGdCAExsKhLMhhQiCIKKhwRSCUAA1YNmQQmxojgEbmohBpIV8ERsKOLChmZxsSCGCUA91QdiQRmxsPuOKIGyBYkZsnFVI4ouRtzYDDaYQBJEIqvw5IIkiof4ZGwrMEoReyF1HE/ZEpFEc5K9ZkEKETKgLEk24fU0aRUN9EDakET9UzjggkZhQXM1OaDCFkA45Awo48ED5hE2hxizJNwBplA7SiDTggTRi40PwIXW9XVAkymQsSCE/SO9vKacQ6XMBeet0kEYED5RP2FDMiE3heAjppwoaTCGkQ8uCCUIOhVYnUDFjQxqxIY0IQg5UlNgU1ogUZEEKEQShi0LtQ/JFbEgjgiAKIXOMo3DMiLyRKmgwhSBiKNrt4PrbaswagpSw/2+vqzBmB2bC5wxUlxcbtAQX4Tq9oarUnCGICWvU2VRlzhBLaK4uAwCAUQ2Vhi3BSXhW0qhG0iiKcKemroL80iBhX1RfSbpEEdaIfFA04c58T0s1AABUlVG7iAXV/9GE+yCN1I4cIhxQqy4vMWgJXsIatdeXG7QEL+HQax/FQQoS9kVjd9dtRDZhjZprqMxFUV4yHJYvKaaVJLZAtSxBxHDHuUvhi/c+AxesGSd8rxer6QKAL58wB375l5fg1GU94rd7oFEQAFy7fjL8982t0DeiVvh+HyYSLOlrgZMWj4UJI8X1AfBjtsVle06A7Tt2wYGzRpk2BS23n74APvubf8I5q/qE7/Vh+XMAAP/v5Hnwk0f/Deev6TdtDkoCCOBDB02FZza9DbO7GsUf4IEvmjaqHs5Y3gujEw7IeSARnL2yDza9tRX2mdZh2hS0fOXEufDJu/4BZ6zoNW0KSoIA4LbTFsB3H3oerlw3MdH9zhME8LFDp8PjL7wBK8ePSHC7+yKNaaqC96zuTzwI7oG7huMWdsOzm96GVRPaTJuClk8fNQs+9qu/wUmLx5o2BSVBEMD3z1oE33hgA1y29/gE9yswChlBAPDpo2bCA8+8AgfMEG8beSAR1FeWwiV7joeiIIDaJBO6fHDYCKHBFEI6rjRQJ3XUwU2HzTBtBmpWTWijBiiD4xd1K3muI8UMgiCAq/ebpOjZSh6rnfqqUvifQ6crebYrGvWNqIWbDp9h2gzULO1vhaX9rabNQM0R88Yoea4jxQwAAC7fe4KiJ7uhUnV5CXzkEEX+WslT9dPVXE3+msGCnmZY0NNs2gzUHDx7NBw8e7RpM1BzwR7iEwJ5cMUXVZQWw40HTVPybFc0GtVQSfEQBrPGNMKsMQkm4XjEvtM6YF+aZFKQs1eKTwjkwZXYLEZomy9COj7MFGcRONOEUgcpxKZQSbK5mMk0nTRKmY7FGhH6oHY4m4K+SJsVKhi2PvX5846qpMuP2quQ3bbbBrlrNq5qFPZFqf11Acdmc3kmf82G+gb6oJgRG1f7IDJfq3A8hAq0KmgwhSCIRFDlz4YUioYqdTYkESETVzsiMiGNoskOzpFIURQeJCIAqE4TgdrXbEihaMLFjPJRNOSKeCCVCHmQL4omy1+TRFZCgymEdKizTQ6RB9IoHaQfG9KIDWlE8EAdoXSQejyQSixIIYIH6ocRAGrbd5TD2JBGBA/krtmQRumgNoE6aDCFkA7NOienzwM59nRQMWNDGrEhjQgeiqi1mAoqZjyQSixIIYKHImpeE4ohX8SGNCJ4oHAIG4oZpYNis+qg7jFBKMCHWbxp6zX3FUpf+buqkcwq3VWNqBtGyCRtOfGiTjN8P1bk+ms3VaJ+KiGT9O1rN8tZmNQaOSqRzKCZqwFM8tdsSCN+yF+zoZhRNFnb6KZ8S1c1wg4NphDScbXxJQLNCmNTRPkkFSQfG9KIDWlE8EB1GqEeymQsSCGCB6rXCQDa5ss0pBHBA7Wv2VDMKB0Um1UHDaYQhALI6bMhjdiQRGyogUAQ6qFyxkEBjUi9ASgbEYR6iig6x8SH2eBpIYUIQj0UD2FDGnFAEhmBBlMI6dC+fH4EDFJvieKDRgqX/tpczHTZThrhSYcwS+otB8lfs+8v8Debi5lMH1FYYntV0mW5vQoRItCWg2xSb4niqEhhH6FSI5t9UUaT9XZrRPBCWw6yoZhRDOFtvpTGjKhEq4IGUwhCATSLlw1JRBAEYQc0K4wgCMIOyF8TANTPIggboJgRG5KIwAoNphDSoUqB4IGW2LMpVJSomA1AGqWDNCJ4oGzCpqAv0mcGbgo6HFKJBSlE8ED1OhuSiA1563SQRgQP5K/ZUMyITeF4COmnChpMIQgiEWn9cpEH3oeqrjhouSkLUoiQSVpf5MdMZx/eURzaHoANSURIhbZlZOLDOyYh7ItIohjIXzOhep+ftIF+H9rXqWNGjkoU3nLQ0Vd0Hg/CmQQhjgf1WmpS78XrQbVB+YggCAzQns5sfHhHgiDwk/7MFPedmftvmB6ajUwQ6lF53p4rpD+30QOVPHhFF6HBlP/f3r3H6FWXeQB/3rl02k470/uVDr0Ol16GKb1AoUBLCy0UBJSLVmsJoIAosCDuVs1iFqgSadwSXRI3FKMmimggbEJ3I0hcXHfDkt0Fb9FlJRCoSsHexBbamf1DKTP4zjmF933nnDnz+fw1acs7zzy87zPnnO/vdw6QiaKuMgAomsFwHgNQBI6vAQaGwbAzBYpKmAJkwrFDuqK2qJq7x4v6PrLFnjwZFKvCKlTU1eDVnETF7FDvWzVA1szrdMVtUfVuG1PU95FpnU6P+k9BP2ZVVdQeVfV6SPVeindAmELVFeEioIGUrvLbxgyGLtfuZyzAx6zm9CidHg0Wld7TuUpl5Fgtf0QfsyOhS2l0aHBwf/l0g+IUokK17JFZlE6PBofKQ8uqlMEAV8sFWUW4NptXwhTo4f1LpkVExA2r2jOuJL9mTxgRERHnnzClotcZDMcOs8Y3V/TfF/UA64S2UVV7raKuBr9sSVtERHRWsVdFc9XyGRER8ZHTZmZcSX51TBsVERGXLp5W0esU9XPW05u9ereKOq+PmTiyaq9V1B5d1HlURES0TxyRcSX5df2ZcyIi4gNL2zKuJL9OmT02IiI2nHx0Ra9T5Hk9pP5Ply5Omjm2wlcqZo8mtw6r2msVs0MRa+dNioiIqaOq16uiuW7F7IiIeE+F5/pFdtbxEyMi4srllZ2DFHlej2keEhERK4+dUNHrFLVDI4Y2HP66ZVhDwr9MV9Tj67yr7P8alDGQdxzcdsH82LhshhPiBP/08VPjpV1/jJnjK+tRke8R+l+fXR37Dx6KUcOH1Ox7DOT2TW4dFk98akWMHNpY0+8zkHt09txJ8f2/Oj2mjantyd5A7tHfrD0u3nfitJgzwbzuy/0fPSleePWPh0Pwd6vIK53/52/Pir3734iJLUNr9j0GcvtGNw+Jf/vrlTF8SH2Nv9PA7dKpc8bFozedXvOLcwO3QxE3rJoT58yfbF4n2LZxSTz/6h9i9oTKAsxSgZdKPvXZVbHrtTdi2pjhWZeSS81NDfEfm86MhrpSTc/HB/Is6mwbHT+4+YyYVMPf+REDu0dXnDojTmsfH7MqPNcvsq+sXxi/3vkHx9cJ/vWWFbFz34E4emxli0uLqrG+Lp789Kroju5oaqjdMfZAvjabd8IU6KG+rhTHTKreKswiGtpYX3GQElHsMGV0c3VClCL/8jtqdHVOhAvcoooP0IuuzrxO1dRQX5X3UZFnUeuwxmgdVnmwW9wORUypUkhQ5B656JSsVDKv0wxpqKs4SIko9vH1yKGNVVmIU+AWVW1hQJF7NGOci7tJSqVStFdxV2oRNdTXxZwq9KjI87q5qSGamyq/3FzgFsX4kU1VeZ0i73DKswK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+ "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "decomposition = seasonal_decompose(df_cleaned['High']-df_cleaned['Low'], model='additive', period=365)\n", + "trend = decomposition.trend\n", + "seasonal = decomposition.seasonal\n", + "residual = decomposition.resid\n", + "\n", + "create_line_plot(df_cleaned['Date'], trend, title='Trend Component', x_label='Date', y_label='Trend Component')\n", + "\n", + "create_line_plot(df_cleaned['Date'], seasonal, title='Seasonal Component', x_label='Date', y_label='Seasonal Component')\n", + "\n", + "create_line_plot(df_cleaned['Date'], residual, title='Residual Component', x_label='Date', y_label='Residual Component')" + ] + }, { "cell_type": "markdown", "id": "b64048ab", @@ -1057,7 +1121,7 @@ ], "metadata": { "kernelspec": { - "display_name": "Python 3 (ipykernel)", + "display_name": "Python 3", "language": "python", "name": "python3" }, @@ -1071,7 +1135,7 @@ "name": "python", "nbconvert_exporter": "python", "pygments_lexer": "ipython3", - "version": "3.11.7" + "version": "3.12.4" } }, "nbformat": 4,