diff --git a/bert_Task_A.ipynb b/bert_Task_A.ipynb new file mode 100644 index 0000000..a769d58 --- /dev/null +++ b/bert_Task_A.ipynb @@ -0,0 +1 @@ +{"metadata":{"kernelspec":{"language":"python","display_name":"Python 3","name":"python3"},"language_info":{"name":"python","version":"3.10.13","mimetype":"text/x-python","codemirror_mode":{"name":"ipython","version":3},"pygments_lexer":"ipython3","nbconvert_exporter":"python","file_extension":".py"},"kaggle":{"accelerator":"none","dataSources":[{"sourceId":8206602,"sourceType":"datasetVersion","datasetId":4862682},{"sourceId":6070,"sourceType":"modelInstanceVersion","modelInstanceId":4691}],"dockerImageVersionId":30699,"isInternetEnabled":true,"language":"python","sourceType":"notebook","isGpuEnabled":false}},"nbformat_minor":4,"nbformat":4,"cells":[{"cell_type":"code","source":"#pip install keras-nlp","metadata":{"_uuid":"8f2839f25d086af736a60e9eeb907d3b93b6e0e5","_cell_guid":"b1076dfc-b9ad-4769-8c92-a6c4dae69d19","execution":{"iopub.status.busy":"2024-04-24T17:59:43.020109Z","iopub.execute_input":"2024-04-24T17:59:43.020798Z","iopub.status.idle":"2024-04-24T17:59:43.025012Z","shell.execute_reply.started":"2024-04-24T17:59:43.020764Z","shell.execute_reply":"2024-04-24T17:59:43.023817Z"},"trusted":true},"execution_count":6,"outputs":[]},{"cell_type":"code","source":"import pandas as pd\nimport numpy as np\nimport tensorflow as tf\nimport keras\nfrom tensorflow import keras\nimport keras_nlp\nimport matplotlib.pyplot as plt","metadata":{"execution":{"iopub.status.busy":"2024-05-09T12:30:35.987166Z","iopub.execute_input":"2024-05-09T12:30:35.987703Z"},"trusted":true},"execution_count":null,"outputs":[]},{"cell_type":"code","source":"df = pd.read_csv('/kaggle/input/memotionnlp/updated_train.csv')\n# Determine the minimum count of samples for each label\n\nreplace_value = {\n 'negative': 0,\n 'very_negative': 0,\n 'neutral': 1,\n 'positive': 2,\n 'very_positive': 2\n}\ndf['overall'] = df['overall'].replace(replace_value)\nmin_count = df['overall'].value_counts().min()\n\n# Downsample each group to have an equal number of samples\ndf = pd.concat([group.sample(min_count) for _, group in df.groupby('overall')])\ndf = df.sample(frac=1, random_state=42).reset_index(drop=True)\n\n#iterating over the dataframe if ocr is null drop the frame\nfor index, row in df.iterrows():\n if pd.isna(row['ocr']):\n df.drop(index, inplace=True)\n\n#defining X_train and Y_train\nX_train = df['ocr']\nY_train = df['overall']\n#changing into numeric values\nY_train = Y_train.replace(replace_value);\nY_train = np.array(Y_train,dtype=np.int32)\n\n#changing into list\nX_train = X_train.tolist()\nX_train = [s.replace('\\n', ' ') for s in X_train]","metadata":{"execution":{"iopub.status.busy":"2024-04-24T17:59:50.888569Z","iopub.execute_input":"2024-04-24T17:59:50.888931Z","iopub.status.idle":"2024-04-24T17:59:51.242927Z","shell.execute_reply.started":"2024-04-24T17:59:50.888902Z","shell.execute_reply":"2024-04-24T17:59:51.241939Z"},"trusted":true},"execution_count":8,"outputs":[{"name":"stderr","text":"/tmp/ipykernel_34/2563875163.py:11: FutureWarning: Downcasting behavior in `replace` is deprecated and will be removed in a future version. To retain the old behavior, explicitly call `result.infer_objects(copy=False)`. To opt-in to the future behavior, set `pd.set_option('future.no_silent_downcasting', True)`\n df['overall'] = df['overall'].replace(replace_value)\n","output_type":"stream"}]},{"cell_type":"code","source":"#reading the validation data\ndf = pd.read_csv('/kaggle/input/memotionnlp/updated_val.csv')\n\n#iterating over the dataframe if ocr is null drop the frame\nfor index, row in df.iterrows():\n if pd.isna(row['ocr']):\n df.drop(index, inplace=True)\n\n#defining X_valid and Y_valid\nX_val = df['ocr']\nY_val = df['overall']\n\n#changing into numeric values\nY_val = Y_val.replace(replace_value);\nY_val = np.array(Y_val,dtype=np.int32)\n\n#changing into list\nX_val = X_val.tolist()\nX_val = [s.replace('\\n', ' ') for s in X_val]","metadata":{"execution":{"iopub.status.busy":"2024-04-24T17:59:54.646670Z","iopub.execute_input":"2024-04-24T17:59:54.647021Z","iopub.status.idle":"2024-04-24T17:59:54.760365Z","shell.execute_reply.started":"2024-04-24T17:59:54.646992Z","shell.execute_reply":"2024-04-24T17:59:54.759358Z"},"trusted":true},"execution_count":9,"outputs":[{"name":"stderr","text":"/tmp/ipykernel_34/453516099.py:14: FutureWarning: Downcasting behavior in `replace` is deprecated and will be removed in a future version. To retain the old behavior, explicitly call `result.infer_objects(copy=False)`. To opt-in to the future behavior, set `pd.set_option('future.no_silent_downcasting', True)`\n Y_val = Y_val.replace(replace_value);\n","output_type":"stream"}]},{"cell_type":"code","source":"# Use a shorter sequence length.\npreprocessor = keras_nlp.models.DistilBertPreprocessor.from_preset(\n \"distil_bert_base_multi\",\n sequence_length=128,\n)\n# Pretrained classifier.\nclassifier = keras_nlp.models.DistilBertClassifier.from_preset(\n \"distil_bert_base_multi\",\n num_classes=3,\n preprocessor=preprocessor,\n)\nclassifier.fit(x=X_train, y=Y_train, batch_size=32)\n\n# Re-compile (e.g., with a new learning rate)\nclassifier.compile(\n loss=keras.losses.SparseCategoricalCrossentropy(from_logits=True),\n optimizer=keras.optimizers.Adam(5e-5),\n jit_compile=True,\n metrics=['accuracy']\n)\n\n# Access backbone programmatically (e.g., to change `trainable`).\nclassifier.backbone.trainable = False\n\n# Fit again.\nclassifier.fit(x=X_train, y=Y_train,epochs = 25, batch_size=32, validation_data=(X_val, Y_val))","metadata":{"execution":{"iopub.status.busy":"2024-04-24T18:00:27.732638Z","iopub.execute_input":"2024-04-24T18:00:27.733024Z","iopub.status.idle":"2024-04-24T18:31:41.354823Z","shell.execute_reply.started":"2024-04-24T18:00:27.732993Z","shell.execute_reply":"2024-04-24T18:31:41.353848Z"},"trusted":true},"execution_count":11,"outputs":[{"name":"stderr","text":"Attaching 'tokenizer.json' from model 'keras/distil_bert/keras/distil_bert_base_multi/2' to your Kaggle notebook...\nAttaching 'tokenizer.json' from model 'keras/distil_bert/keras/distil_bert_base_multi/2' to your Kaggle notebook...\nAttaching 'assets/tokenizer/vocabulary.txt' from model 'keras/distil_bert/keras/distil_bert_base_multi/2' to your Kaggle notebook...\nAttaching 'config.json' from model 'keras/distil_bert/keras/distil_bert_base_multi/2' to your Kaggle notebook...\nAttaching 'config.json' from model 'keras/distil_bert/keras/distil_bert_base_multi/2' to your Kaggle notebook...\nAttaching 'model.weights.h5' from model 'keras/distil_bert/keras/distil_bert_base_multi/2' to your Kaggle notebook...\nW0000 00:00:1713981666.164333 123 graph_launch.cc:671] Fallback to op-by-op mode because memset node breaks graph update\n","output_type":"stream"},{"name":"stdout","text":"164/165 [============================>.] - ETA: 0s - loss: 1.0980 - sparse_categorical_accuracy: 0.3531","output_type":"stream"},{"name":"stderr","text":"W0000 00:00:1713981741.827578 121 graph_launch.cc:671] Fallback to op-by-op mode because memset node breaks graph update\n","output_type":"stream"},{"name":"stdout","text":"165/165 [==============================] - 101s 460ms/step - loss: 1.0979 - sparse_categorical_accuracy: 0.3529\nEpoch 1/25\n","output_type":"stream"},{"name":"stderr","text":"W0000 00:00:1713981769.916096 121 graph_launch.cc:671] Fallback to op-by-op mode because memset node breaks graph update\n","output_type":"stream"},{"name":"stdout","text":"164/165 [============================>.] - ETA: 0s - loss: 1.0638 - accuracy: 0.4251","output_type":"stream"},{"name":"stderr","text":"W0000 00:00:1713981845.659316 123 graph_launch.cc:671] Fallback to op-by-op mode because memset node breaks graph update\n","output_type":"stream"},{"name":"stdout","text":"165/165 [==============================] - ETA: 0s - loss: 1.0636 - accuracy: 0.4251","output_type":"stream"},{"name":"stderr","text":"W0000 00:00:1713981849.695281 122 graph_launch.cc:671] Fallback to op-by-op mode because memset node breaks graph update\n","output_type":"stream"},{"name":"stdout","text":"165/165 [==============================] - 112s 522ms/step - loss: 1.0636 - accuracy: 0.4251 - val_loss: 1.1674 - val_accuracy: 0.3552\n","output_type":"stream"},{"name":"stderr","text":"W0000 00:00:1713981855.844890 120 graph_launch.cc:671] Fallback to op-by-op mode because memset node breaks graph update\n","output_type":"stream"},{"name":"stdout","text":"Epoch 2/25\n165/165 [==============================] - 69s 416ms/step - loss: 0.9500 - accuracy: 0.5516 - val_loss: 1.3227 - val_accuracy: 0.3626\nEpoch 3/25\n165/165 [==============================] - 68s 411ms/step - loss: 0.7687 - accuracy: 0.6695 - val_loss: 1.4515 - val_accuracy: 0.3619\nEpoch 4/25\n165/165 [==============================] - 68s 411ms/step - loss: 0.5731 - accuracy: 0.7652 - val_loss: 1.6482 - val_accuracy: 0.3484\nEpoch 5/25\n165/165 [==============================] - 68s 411ms/step - loss: 0.4598 - accuracy: 0.8146 - val_loss: 2.2283 - val_accuracy: 0.3059\nEpoch 6/25\n165/165 [==============================] - 68s 410ms/step - loss: 0.3529 - accuracy: 0.8604 - val_loss: 2.4398 - val_accuracy: 0.3228\nEpoch 7/25\n165/165 [==============================] - 68s 411ms/step - loss: 0.2671 - accuracy: 0.9041 - val_loss: 2.6290 - val_accuracy: 0.3133\nEpoch 8/25\n165/165 [==============================] - 68s 411ms/step - loss: 0.2069 - accuracy: 0.9223 - val_loss: 2.7577 - val_accuracy: 0.3160\nEpoch 9/25\n165/165 [==============================] - 68s 410ms/step - loss: 0.1932 - accuracy: 0.9288 - val_loss: 3.1627 - val_accuracy: 0.3113\nEpoch 10/25\n165/165 [==============================] - 68s 412ms/step - loss: 0.1499 - accuracy: 0.9440 - val_loss: 3.2031 - val_accuracy: 0.3214\nEpoch 11/25\n165/165 [==============================] - 68s 410ms/step - loss: 0.1365 - accuracy: 0.9519 - val_loss: 3.5491 - val_accuracy: 0.3005\nEpoch 12/25\n165/165 [==============================] - 68s 410ms/step - loss: 0.1190 - accuracy: 0.9603 - val_loss: 3.1021 - val_accuracy: 0.3174\nEpoch 13/25\n165/165 [==============================] - 81s 489ms/step - loss: 0.0931 - accuracy: 0.9668 - val_loss: 3.5901 - val_accuracy: 0.3295\nEpoch 14/25\n165/165 [==============================] - 68s 415ms/step - loss: 0.0850 - accuracy: 0.9702 - val_loss: 3.6421 - val_accuracy: 0.3025\nEpoch 15/25\n165/165 [==============================] - 68s 410ms/step - loss: 0.0638 - accuracy: 0.9787 - val_loss: 3.7766 - val_accuracy: 0.3531\nEpoch 16/25\n165/165 [==============================] - 68s 410ms/step - loss: 0.0673 - accuracy: 0.9770 - val_loss: 3.5494 - val_accuracy: 0.3437\nEpoch 17/25\n165/165 [==============================] - 68s 413ms/step - loss: 0.0597 - accuracy: 0.9818 - val_loss: 3.7081 - val_accuracy: 0.3538\nEpoch 18/25\n165/165 [==============================] - 68s 410ms/step - loss: 0.0598 - accuracy: 0.9776 - val_loss: 3.7913 - val_accuracy: 0.3302\nEpoch 19/25\n165/165 [==============================] - 69s 416ms/step - loss: 0.0538 - accuracy: 0.9801 - val_loss: 3.8598 - val_accuracy: 0.3477\nEpoch 20/25\n165/165 [==============================] - 68s 412ms/step - loss: 0.0543 - accuracy: 0.9806 - val_loss: 3.9545 - val_accuracy: 0.3255\nEpoch 21/25\n165/165 [==============================] - 68s 410ms/step - loss: 0.0485 - accuracy: 0.9810 - val_loss: 3.9841 - val_accuracy: 0.3241\nEpoch 22/25\n165/165 [==============================] - 68s 411ms/step - loss: 0.0433 - accuracy: 0.9840 - val_loss: 3.8706 - val_accuracy: 0.3356\nEpoch 23/25\n165/165 [==============================] - 68s 411ms/step - loss: 0.0370 - accuracy: 0.9854 - val_loss: 4.3654 - val_accuracy: 0.3241\nEpoch 24/25\n165/165 [==============================] - 68s 411ms/step - loss: 0.0433 - accuracy: 0.9846 - val_loss: 4.2128 - val_accuracy: 0.3484\nEpoch 25/25\n165/165 [==============================] - 68s 410ms/step - loss: 0.0502 - accuracy: 0.9810 - val_loss: 3.9010 - val_accuracy: 0.3417\n","output_type":"stream"},{"execution_count":11,"output_type":"execute_result","data":{"text/plain":""},"metadata":{}}]},{"cell_type":"code","source":"# Access the training history from the classifier object\ntraining_loss = classifier.history.history['loss']\nvalidation_loss = classifier.history.history['val_loss']\ntraining_accuracy = classifier.history.history['accuracy']\nvalidation_accuracy = classifier.history.history['val_accuracy']\n\n# Plot training and validation loss\nplt.figure(figsize=(10, 5))\nplt.plot(training_loss, label='Training Loss')\nplt.plot(validation_loss, label='Validation Loss')\nplt.title('Training and Validation Loss')\nplt.xlabel('Epoch')\nplt.ylabel('Loss')\nplt.legend()\nplt.show()\n\n# Plot training and validation accuracy\nplt.figure(figsize=(10, 5))\nplt.plot(training_accuracy, label='Training Accuracy')\nplt.plot(validation_accuracy, label='Validation Accuracy')\nplt.title('Training and Validation Accuracy')\nplt.xlabel('Epoch')\nplt.ylabel('Accuracy')\nplt.legend()\nplt.show()\n","metadata":{"execution":{"iopub.status.busy":"2024-04-24T18:31:58.169710Z","iopub.execute_input":"2024-04-24T18:31:58.170075Z","iopub.status.idle":"2024-04-24T18:31:58.825112Z","shell.execute_reply.started":"2024-04-24T18:31:58.170046Z","shell.execute_reply":"2024-04-24T18:31:58.824189Z"},"trusted":true},"execution_count":12,"outputs":[{"output_type":"display_data","data":{"text/plain":"
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"},"metadata":{}},{"output_type":"display_data","data":{"text/plain":"
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"},"metadata":{}}]},{"cell_type":"code","source":"from keras.models import model_from_json\n\n# Assuming you have already trained your model and named it 'model'\n# Serialize model to JSON\nmodel_json = classifier.to_json()\nwith open(\"/kaggle/working/25epoch_model.json\", \"w\") as json_file:\n json_file.write(model_json)\n\n# Serialize weights to HDF5\nclassifier.save(\"/kaggle/working/25epoch_model.keras\")\nprint(\"Model saved to disk\")\n\n","metadata":{"execution":{"iopub.status.busy":"2024-04-24T18:39:02.823747Z","iopub.execute_input":"2024-04-24T18:39:02.824126Z","iopub.status.idle":"2024-04-24T18:39:11.626085Z","shell.execute_reply.started":"2024-04-24T18:39:02.824096Z","shell.execute_reply":"2024-04-24T18:39:11.625091Z"},"trusted":true},"execution_count":15,"outputs":[{"name":"stderr","text":"/opt/conda/lib/python3.10/site-packages/keras_nlp/src/models/task.py:82: UserWarning: `Model.state_updates` will be removed in a future version. This property should not be used in TensorFlow 2.0, as `updates` are applied automatically.\n return id(getattr(self, attr)) not in self._functional_layer_ids\n/opt/conda/lib/python3.10/site-packages/keras_nlp/src/models/task.py:82: UserWarning: `layer.updates` will be removed in a future version. This property should not be used in TensorFlow 2.0, as `updates` are applied automatically.\n return id(getattr(self, attr)) not in self._functional_layer_ids\n","output_type":"stream"},{"name":"stdout","text":"Model saved to disk\n","output_type":"stream"}]}]} \ No newline at end of file diff --git a/bert_Task_A_score.ipynb b/bert_Task_A_score.ipynb new file mode 100644 index 0000000..5f389e1 --- /dev/null +++ b/bert_Task_A_score.ipynb @@ -0,0 +1 @@ +{"metadata":{"kernelspec":{"language":"python","display_name":"Python 3","name":"python3"},"language_info":{"name":"python","version":"3.10.13","mimetype":"text/x-python","codemirror_mode":{"name":"ipython","version":3},"pygments_lexer":"ipython3","nbconvert_exporter":"python","file_extension":".py"},"kaggle":{"accelerator":"none","dataSources":[{"sourceId":8206602,"sourceType":"datasetVersion","datasetId":4862682},{"sourceId":8220466,"sourceType":"datasetVersion","datasetId":4873339},{"sourceId":37056,"sourceType":"modelInstanceVersion","isSourceIdPinned":true,"modelInstanceId":31193},{"sourceId":38736,"sourceType":"modelInstanceVersion","modelInstanceId":32703}],"dockerImageVersionId":30698,"isInternetEnabled":true,"language":"python","sourceType":"notebook","isGpuEnabled":false}},"nbformat_minor":4,"nbformat":4,"cells":[{"cell_type":"code","source":"#pip install keras-nlp","metadata":{"_uuid":"8f2839f25d086af736a60e9eeb907d3b93b6e0e5","_cell_guid":"b1076dfc-b9ad-4769-8c92-a6c4dae69d19","execution":{"iopub.status.busy":"2024-04-26T12:44:22.464149Z","iopub.execute_input":"2024-04-26T12:44:22.464541Z","iopub.status.idle":"2024-04-26T12:44:43.534634Z","shell.execute_reply.started":"2024-04-26T12:44:22.464510Z","shell.execute_reply":"2024-04-26T12:44:43.533410Z"},"trusted":true},"execution_count":1,"outputs":[{"name":"stdout","text":"Requirement already satisfied: keras-nlp in /opt/conda/lib/python3.10/site-packages (0.9.3)\nCollecting keras-core (from keras-nlp)\n Downloading keras_core-0.1.7-py3-none-any.whl.metadata (4.3 kB)\nRequirement already satisfied: absl-py in /opt/conda/lib/python3.10/site-packages (from keras-nlp) (1.4.0)\nRequirement already satisfied: numpy in /opt/conda/lib/python3.10/site-packages (from keras-nlp) (1.26.4)\nRequirement already satisfied: packaging in /opt/conda/lib/python3.10/site-packages (from keras-nlp) (21.3)\nRequirement already satisfied: regex in /opt/conda/lib/python3.10/site-packages (from keras-nlp) (2023.12.25)\nRequirement already satisfied: rich in /opt/conda/lib/python3.10/site-packages (from keras-nlp) (13.7.0)\nRequirement already satisfied: dm-tree in /opt/conda/lib/python3.10/site-packages (from keras-nlp) (0.1.8)\nRequirement already satisfied: kagglehub in /opt/conda/lib/python3.10/site-packages (from keras-nlp) (0.2.3)\nRequirement already satisfied: tensorflow-text in /opt/conda/lib/python3.10/site-packages (from keras-nlp) (2.15.0)\nRequirement already satisfied: requests in /opt/conda/lib/python3.10/site-packages (from kagglehub->keras-nlp) (2.31.0)\nRequirement already satisfied: tqdm in /opt/conda/lib/python3.10/site-packages (from kagglehub->keras-nlp) (4.66.1)\nRequirement already satisfied: namex in /opt/conda/lib/python3.10/site-packages (from keras-core->keras-nlp) (0.0.8)\nRequirement already satisfied: h5py in /opt/conda/lib/python3.10/site-packages (from keras-core->keras-nlp) (3.10.0)\nRequirement already satisfied: pyparsing!=3.0.5,>=2.0.2 in /opt/conda/lib/python3.10/site-packages (from packaging->keras-nlp) (3.1.1)\nRequirement already satisfied: markdown-it-py>=2.2.0 in /opt/conda/lib/python3.10/site-packages (from rich->keras-nlp) (3.0.0)\nRequirement already satisfied: pygments<3.0.0,>=2.13.0 in /opt/conda/lib/python3.10/site-packages (from rich->keras-nlp) (2.17.2)\nRequirement already satisfied: tensorflow-hub>=0.13.0 in /opt/conda/lib/python3.10/site-packages (from tensorflow-text->keras-nlp) (0.16.1)\nRequirement already satisfied: tensorflow<2.16,>=2.15.0 in /opt/conda/lib/python3.10/site-packages (from tensorflow-text->keras-nlp) (2.15.0)\nRequirement already satisfied: mdurl~=0.1 in /opt/conda/lib/python3.10/site-packages (from markdown-it-py>=2.2.0->rich->keras-nlp) (0.1.2)\nRequirement already satisfied: astunparse>=1.6.0 in /opt/conda/lib/python3.10/site-packages (from tensorflow<2.16,>=2.15.0->tensorflow-text->keras-nlp) (1.6.3)\nRequirement already satisfied: flatbuffers>=23.5.26 in /opt/conda/lib/python3.10/site-packages (from tensorflow<2.16,>=2.15.0->tensorflow-text->keras-nlp) (23.5.26)\nRequirement already satisfied: gast!=0.5.0,!=0.5.1,!=0.5.2,>=0.2.1 in /opt/conda/lib/python3.10/site-packages (from tensorflow<2.16,>=2.15.0->tensorflow-text->keras-nlp) (0.5.4)\nRequirement already satisfied: google-pasta>=0.1.1 in /opt/conda/lib/python3.10/site-packages (from tensorflow<2.16,>=2.15.0->tensorflow-text->keras-nlp) (0.2.0)\nRequirement already satisfied: libclang>=13.0.0 in /opt/conda/lib/python3.10/site-packages (from tensorflow<2.16,>=2.15.0->tensorflow-text->keras-nlp) (16.0.6)\nRequirement already satisfied: ml-dtypes~=0.2.0 in /opt/conda/lib/python3.10/site-packages (from tensorflow<2.16,>=2.15.0->tensorflow-text->keras-nlp) (0.2.0)\nRequirement already satisfied: opt-einsum>=2.3.2 in /opt/conda/lib/python3.10/site-packages (from 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pyasn1<0.6.0,>=0.4.6 in /opt/conda/lib/python3.10/site-packages (from pyasn1-modules>=0.2.1->google-auth<3,>=1.6.3->tensorboard<2.16,>=2.15->tensorflow<2.16,>=2.15.0->tensorflow-text->keras-nlp) (0.5.1)\nRequirement already satisfied: oauthlib>=3.0.0 in /opt/conda/lib/python3.10/site-packages (from requests-oauthlib>=0.7.0->google-auth-oauthlib<2,>=0.5->tensorboard<2.16,>=2.15->tensorflow<2.16,>=2.15.0->tensorflow-text->keras-nlp) (3.2.2)\nDownloading keras_core-0.1.7-py3-none-any.whl (950 kB)\n\u001b[2K \u001b[90m━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━\u001b[0m \u001b[32m950.8/950.8 kB\u001b[0m \u001b[31m15.6 MB/s\u001b[0m eta \u001b[36m0:00:00\u001b[0m00:01\u001b[0m\n\u001b[?25hDownloading keras-2.15.0-py3-none-any.whl (1.7 MB)\n\u001b[2K \u001b[90m━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━\u001b[0m \u001b[32m1.7/1.7 MB\u001b[0m \u001b[31m40.4 MB/s\u001b[0m eta \u001b[36m0:00:00\u001b[0m00:01\u001b[0m\n\u001b[?25hInstalling collected packages: keras, keras-core\n Attempting uninstall: keras\n Found existing installation: keras 3.2.1\n Uninstalling keras-3.2.1:\n Successfully uninstalled keras-3.2.1\n\u001b[31mERROR: pip's dependency resolver does not currently take into account all the packages that are installed. This behaviour is the source of the following dependency conflicts.\ntensorflow-decision-forests 1.8.1 requires wurlitzer, which is not installed.\u001b[0m\u001b[31m\n\u001b[0mSuccessfully installed keras-2.15.0 keras-core-0.1.7\nNote: you may need to restart the kernel to use updated packages.\n","output_type":"stream"}]},{"cell_type":"code","source":"import pandas as pd\nimport numpy as np\nimport tensorflow as tf\nimport keras\nfrom tensorflow import keras\nimport keras_nlp\nimport matplotlib.pyplot as plt","metadata":{"execution":{"iopub.status.busy":"2024-05-09T12:25:51.217620Z","iopub.execute_input":"2024-05-09T12:25:51.217921Z","iopub.status.idle":"2024-05-09T12:26:07.825022Z","shell.execute_reply.started":"2024-05-09T12:25:51.217897Z","shell.execute_reply":"2024-05-09T12:26:07.824145Z"},"trusted":true},"execution_count":1,"outputs":[{"name":"stderr","text":"2024-05-09 12:25:54.547648: E external/local_xla/xla/stream_executor/cuda/cuda_dnn.cc:9261] Unable to register cuDNN factory: Attempting to register factory for plugin cuDNN when one has already been registered\n2024-05-09 12:25:54.547732: E external/local_xla/xla/stream_executor/cuda/cuda_fft.cc:607] Unable to register cuFFT factory: Attempting to register factory for plugin cuFFT when one has already been registered\n2024-05-09 12:25:54.721397: E external/local_xla/xla/stream_executor/cuda/cuda_blas.cc:1515] Unable to register cuBLAS factory: Attempting to register factory for plugin cuBLAS when one has already been registered\n","output_type":"stream"}]},{"cell_type":"code","source":"#reading the validation data\ndf = pd.read_csv('/kaggle/input/memotionnlp/updated_val.csv')\n\nreplace_value = {\n 'negative': 0,\n 'very_negative': 0,\n 'neutral': 1,\n 'positive': 2,\n 'very_positive': 2\n}\n#iterating over the dataframe if ocr is null drop the frame\nfor index, row in df.iterrows():\n if pd.isna(row['ocr']):\n df.drop(index, inplace=True)\n\n#defining X_valid and Y_valid\nX_val = df['ocr']\nY_val = df['overall']\n\n#changing into numeric values\nY_val = Y_val.replace(replace_value);\nY_val = np.array(Y_val,dtype=np.int32)\n\n#changing into list\nX_val = X_val.tolist()\nX_val = [s.replace('\\n', ' ') for s in X_val]","metadata":{"execution":{"iopub.status.busy":"2024-05-09T12:26:13.547475Z","iopub.execute_input":"2024-05-09T12:26:13.548143Z","iopub.status.idle":"2024-05-09T12:26:13.703715Z","shell.execute_reply.started":"2024-05-09T12:26:13.548109Z","shell.execute_reply":"2024-05-09T12:26:13.702627Z"},"trusted":true},"execution_count":2,"outputs":[{"name":"stderr","text":"/tmp/ipykernel_34/3956033500.py:21: FutureWarning: Downcasting behavior in `replace` is deprecated and will be removed in a future version. To retain the old behavior, explicitly call `result.infer_objects(copy=False)`. To opt-in to the future behavior, set `pd.set_option('future.no_silent_downcasting', True)`\n Y_val = Y_val.replace(replace_value);\n","output_type":"stream"}]},{"cell_type":"code","source":"import json\n\n# Assuming '25epoch_model.json' contains custom objects used in your Keras model\nwith open('/kaggle/input/modeljson/25epoch_model.json', 'r') as json_file:\n custom_objects = json.load(json_file)","metadata":{"execution":{"iopub.status.busy":"2024-05-09T12:26:18.954400Z","iopub.execute_input":"2024-05-09T12:26:18.955356Z","iopub.status.idle":"2024-05-09T12:26:18.967310Z","shell.execute_reply.started":"2024-05-09T12:26:18.955317Z","shell.execute_reply":"2024-05-09T12:26:18.966488Z"},"trusted":true},"execution_count":3,"outputs":[]},{"cell_type":"code","source":"import shutil\n\n# Specify the source and destination paths\nsource_path = \"/kaggle/input/distilbertclassifiermemotion/keras/./1/25epoch_model.keras\"\ndestination_path = \"/kaggle/working/25epoch_model.keras\"\n\n# Copy the model file to a writable directory\nshutil.copyfile(source_path, destination_path)\n\n# Load the model from the copied file\nmodel = keras.models.load_model(destination_path)\n\n","metadata":{"execution":{"iopub.status.busy":"2024-05-09T12:26:22.794565Z","iopub.execute_input":"2024-05-09T12:26:22.795263Z"},"trusted":true},"execution_count":null,"outputs":[{"name":"stderr","text":"/opt/conda/lib/python3.10/site-packages/keras/src/saving/serialization_lib.py:727: UserWarning: `compile()` was not called as part of model loading because the model's `compile()` method is custom. All subclassed Models that have `compile()` overridden should also override `get_compile_config()` and `compile_from_config(config)`. Alternatively, you can call `compile()` manually after loading.\n instance.compile_from_config(compile_config)\n","output_type":"stream"}]},{"cell_type":"code","source":"Y_cal = model.predict(x=X_val)","metadata":{"execution":{"iopub.status.busy":"2024-04-26T13:10:08.672810Z","iopub.execute_input":"2024-04-26T13:10:08.673362Z","iopub.status.idle":"2024-04-26T13:12:54.270059Z","shell.execute_reply.started":"2024-04-26T13:10:08.673324Z","shell.execute_reply":"2024-04-26T13:12:54.268734Z"},"trusted":true},"execution_count":6,"outputs":[{"name":"stderr","text":"WARNING: All log messages before absl::InitializeLog() is called are written to STDERR\nI0000 00:00:1714137018.897344 107 device_compiler.h:186] Compiled cluster using XLA! This line is logged at most once for the lifetime of the process.\n2024-04-26 13:10:18.903529: E external/local_xla/xla/stream_executor/stream_executor_internal.h:177] SetPriority unimplemented for this stream.\n","output_type":"stream"},{"name":"stdout","text":"47/47 [==============================] - 160s 3s/step\n","output_type":"stream"}]},{"cell_type":"code","source":"Y_cal = np.argmax(Y_cal, axis=1)\nY_cal","metadata":{"execution":{"iopub.status.busy":"2024-04-26T13:12:59.236028Z","iopub.execute_input":"2024-04-26T13:12:59.236902Z","iopub.status.idle":"2024-04-26T13:12:59.247588Z","shell.execute_reply.started":"2024-04-26T13:12:59.236861Z","shell.execute_reply":"2024-04-26T13:12:59.246764Z"},"trusted":true},"execution_count":7,"outputs":[{"execution_count":7,"output_type":"execute_result","data":{"text/plain":"array([1, 1, 1, ..., 1, 2, 1])"},"metadata":{}}]},{"cell_type":"code","source":"from sklearn.metrics import precision_score, recall_score, f1_score\n\n# Calculate precision\nprecision = precision_score(Y_val, Y_cal, average='macro')\n\n# Calculate recall\nrecall = recall_score(Y_val, Y_cal, average='macro')\n\n# Calculate F1 score\nf1 = f1_score(Y_val, Y_cal, average='macro')\n\nprint(\"Precision:\", precision)\nprint(\"Recall:\", recall)\nprint(\"F1 Score:\", f1)\n","metadata":{"execution":{"iopub.status.busy":"2024-04-26T13:13:02.262246Z","iopub.execute_input":"2024-04-26T13:13:02.262648Z","iopub.status.idle":"2024-04-26T13:13:03.388891Z","shell.execute_reply.started":"2024-04-26T13:13:02.262619Z","shell.execute_reply":"2024-04-26T13:13:03.387755Z"},"trusted":true},"execution_count":8,"outputs":[{"name":"stdout","text":"Precision: 0.33533457667518096\nRecall: 0.3373394806074341\nF1 Score: 0.33394178427747817\n","output_type":"stream"}]}]} \ No newline at end of file diff --git a/bert_Task_B.ipynb b/bert_Task_B.ipynb new file mode 100644 index 0000000..2c047ca --- /dev/null +++ b/bert_Task_B.ipynb @@ -0,0 +1 @@ +{"metadata":{"kernelspec":{"language":"python","display_name":"Python 3","name":"python3"},"language_info":{"name":"python","version":"3.10.13","mimetype":"text/x-python","codemirror_mode":{"name":"ipython","version":3},"pygments_lexer":"ipython3","nbconvert_exporter":"python","file_extension":".py"},"kaggle":{"accelerator":"none","dataSources":[{"sourceId":8237003,"sourceType":"datasetVersion","datasetId":4885733},{"sourceId":6070,"sourceType":"modelInstanceVersion","modelInstanceId":4691}],"dockerImageVersionId":30699,"isInternetEnabled":true,"language":"python","sourceType":"notebook","isGpuEnabled":false}},"nbformat_minor":4,"nbformat":4,"cells":[{"cell_type":"code","source":"pip install -q keras-nlp","metadata":{"_uuid":"8f2839f25d086af736a60e9eeb907d3b93b6e0e5","_cell_guid":"b1076dfc-b9ad-4769-8c92-a6c4dae69d19","execution":{"iopub.status.busy":"2024-05-05T08:35:58.736475Z","iopub.execute_input":"2024-05-05T08:35:58.736782Z","iopub.status.idle":"2024-05-05T08:36:16.439680Z","shell.execute_reply.started":"2024-05-05T08:35:58.736743Z","shell.execute_reply":"2024-05-05T08:36:16.438638Z"},"trusted":true},"execution_count":1,"outputs":[{"name":"stdout","text":"\u001b[31mERROR: pip's dependency resolver does not currently take into account all the packages that are installed. This behaviour is the source of the following dependency conflicts.\ntensorflow-decision-forests 1.8.1 requires wurlitzer, which is not installed.\u001b[0m\u001b[31m\n\u001b[0mNote: you may need to restart the kernel to use updated packages.\n","output_type":"stream"}]},{"cell_type":"code","source":"import pandas as pd\nimport numpy as np\nimport tensorflow as tf\nimport keras\nfrom tensorflow import keras\nimport keras_nlp\nimport matplotlib.pyplot as plt","metadata":{"execution":{"iopub.status.busy":"2024-05-05T08:36:21.046355Z","iopub.execute_input":"2024-05-05T08:36:21.047055Z","iopub.status.idle":"2024-05-05T08:36:35.211167Z","shell.execute_reply.started":"2024-05-05T08:36:21.047022Z","shell.execute_reply":"2024-05-05T08:36:35.210324Z"},"trusted":true},"execution_count":2,"outputs":[{"name":"stderr","text":"2024-05-05 08:36:23.476685: E external/local_xla/xla/stream_executor/cuda/cuda_dnn.cc:9261] Unable to register cuDNN factory: Attempting to register factory for plugin cuDNN when one has already been registered\n2024-05-05 08:36:23.476813: E external/local_xla/xla/stream_executor/cuda/cuda_fft.cc:607] Unable to register cuFFT factory: Attempting to register factory for plugin cuFFT when one has already been registered\n2024-05-05 08:36:23.634080: E external/local_xla/xla/stream_executor/cuda/cuda_blas.cc:1515] Unable to register cuBLAS factory: Attempting to register factory for plugin cuBLAS when one has already been registered\n","output_type":"stream"},{"name":"stdout","text":"Using TensorFlow backend\n","output_type":"stream"}]},{"cell_type":"code","source":"df = pd.read_csv('/kaggle/input/memotion-dataset/Memotion 3/updated_train.csv')\n\ndf['humour'] = df['humour'].replace({'not_funny': 0, 'funny': 1, 'very_funny': 1, 'hilarious' : 1})\ndf['sarcastic'] = df['sarcastic'].replace({'not_sarcastic': 0, 'twisted_meaning': 1, 'general' : 1, 'little_sarcastic' : 1, 'very_sarcastic' : 1, 'very_twisted' : 1})\ndf['offensive'] = df['offensive'].replace({'not_offensive': 0, 'offensive': 1, 'slight' : 1, 'very_offensive' : 1, 'hateful_offensive': 1})\ndf['motivational'] = df['motivational'].replace({'not_motivational': 0, 'motivational': 1})\n\nfor index, row in df.iterrows():\n if pd.isna(row['ocr']):\n df.drop(index, inplace=True)\n\nX_train = df['ocr']\n#changing into list\nX_train = X_train.tolist()\nX_train = [s.replace('\\n', ' ') for s in X_train]\n\n# Combine the columns into a new DataFrame\nY_train = pd.concat([df['humour'], df['sarcastic'], df['offensive'], df['motivational']], axis=1)\nY_train = np.array(Y_train, dtype=np.int32)","metadata":{"execution":{"iopub.status.busy":"2024-05-05T08:36:47.939737Z","iopub.execute_input":"2024-05-05T08:36:47.940384Z","iopub.status.idle":"2024-05-05T08:36:48.450996Z","shell.execute_reply.started":"2024-05-05T08:36:47.940353Z","shell.execute_reply":"2024-05-05T08:36:48.450213Z"},"trusted":true},"execution_count":3,"outputs":[{"name":"stderr","text":"/tmp/ipykernel_34/4201297922.py:3: FutureWarning: Downcasting behavior in `replace` is deprecated and will be removed in a future version. To retain the old behavior, explicitly call `result.infer_objects(copy=False)`. To opt-in to the future behavior, set `pd.set_option('future.no_silent_downcasting', True)`\n df['humour'] = df['humour'].replace({'not_funny': 0, 'funny': 1, 'very_funny': 1, 'hilarious' : 1})\n/tmp/ipykernel_34/4201297922.py:4: FutureWarning: Downcasting behavior in `replace` is deprecated and will be removed in a future version. To retain the old behavior, explicitly call `result.infer_objects(copy=False)`. To opt-in to the future behavior, set `pd.set_option('future.no_silent_downcasting', True)`\n df['sarcastic'] = df['sarcastic'].replace({'not_sarcastic': 0, 'twisted_meaning': 1, 'general' : 1, 'little_sarcastic' : 1, 'very_sarcastic' : 1, 'very_twisted' : 1})\n/tmp/ipykernel_34/4201297922.py:5: FutureWarning: Downcasting behavior in `replace` is deprecated and will be removed in a future version. To retain the old behavior, explicitly call `result.infer_objects(copy=False)`. To opt-in to the future behavior, set `pd.set_option('future.no_silent_downcasting', True)`\n df['offensive'] = df['offensive'].replace({'not_offensive': 0, 'offensive': 1, 'slight' : 1, 'very_offensive' : 1, 'hateful_offensive': 1})\n/tmp/ipykernel_34/4201297922.py:6: FutureWarning: Downcasting behavior in `replace` is deprecated and will be removed in a future version. To retain the old behavior, explicitly call `result.infer_objects(copy=False)`. To opt-in to the future behavior, set `pd.set_option('future.no_silent_downcasting', True)`\n df['motivational'] = df['motivational'].replace({'not_motivational': 0, 'motivational': 1})\n","output_type":"stream"}]},{"cell_type":"code","source":"Y_train.shape","metadata":{"execution":{"iopub.status.busy":"2024-05-05T08:37:14.196211Z","iopub.execute_input":"2024-05-05T08:37:14.196545Z","iopub.status.idle":"2024-05-05T08:37:14.203183Z","shell.execute_reply.started":"2024-05-05T08:37:14.196519Z","shell.execute_reply":"2024-05-05T08:37:14.202171Z"},"trusted":true},"execution_count":4,"outputs":[{"execution_count":4,"output_type":"execute_result","data":{"text/plain":"(7000, 4)"},"metadata":{}}]},{"cell_type":"code","source":"df = pd.read_csv('/kaggle/input/memotion-dataset/Memotion 3/updated_val.csv')\n\ndf['humour'] = df['humour'].replace({'not_funny': 0, 'funny': 1, 'very_funny': 1, 'hilarious' : 1})\ndf['sarcastic'] = df['sarcastic'].replace({'not_sarcastic': 0, 'twisted_meaning': 1, 'general' : 1, 'little_sarcastic' : 1, 'very_sarcastic' : 1, 'very_twisted' : 1})\ndf['offensive'] = df['offensive'].replace({'not_offensive': 0, 'offensive': 1, 'slight' : 1, 'very_offensive' : 1, 'hateful_offensive': 1})\ndf['motivational'] = df['motivational'].replace({'not_motivational': 0, 'motivational': 1})\n\n#iterating over the dataframe if ocr is null drop the frame\nfor index, row in df.iterrows():\n if pd.isna(row['ocr']):\n df.drop(index, inplace=True)\n\nX_val = df['ocr']\n#changing into list\nX_val = X_val.tolist()\nX_val = [s.replace('\\n', ' ') for s in X_val]\n\n# Combine the columns into a new DataFrame\nY_val = pd.concat([df['humour'], df['sarcastic'], df['offensive'], df['motivational']], axis=1)\nY_val = np.array(Y_val, dtype=np.int32)","metadata":{"execution":{"iopub.status.busy":"2024-05-05T08:37:30.135140Z","iopub.execute_input":"2024-05-05T08:37:30.135480Z","iopub.status.idle":"2024-05-05T08:37:30.276182Z","shell.execute_reply.started":"2024-05-05T08:37:30.135453Z","shell.execute_reply":"2024-05-05T08:37:30.275217Z"},"trusted":true},"execution_count":5,"outputs":[{"name":"stderr","text":"/tmp/ipykernel_34/2455014672.py:3: FutureWarning: Downcasting behavior in `replace` is deprecated and will be removed in a future version. To retain the old behavior, explicitly call `result.infer_objects(copy=False)`. To opt-in to the future behavior, set `pd.set_option('future.no_silent_downcasting', True)`\n df['humour'] = df['humour'].replace({'not_funny': 0, 'funny': 1, 'very_funny': 1, 'hilarious' : 1})\n/tmp/ipykernel_34/2455014672.py:4: FutureWarning: Downcasting behavior in `replace` is deprecated and will be removed in a future version. To retain the old behavior, explicitly call `result.infer_objects(copy=False)`. To opt-in to the future behavior, set `pd.set_option('future.no_silent_downcasting', True)`\n df['sarcastic'] = df['sarcastic'].replace({'not_sarcastic': 0, 'twisted_meaning': 1, 'general' : 1, 'little_sarcastic' : 1, 'very_sarcastic' : 1, 'very_twisted' : 1})\n/tmp/ipykernel_34/2455014672.py:5: FutureWarning: Downcasting behavior in `replace` is deprecated and will be removed in a future version. To retain the old behavior, explicitly call `result.infer_objects(copy=False)`. To opt-in to the future behavior, set `pd.set_option('future.no_silent_downcasting', True)`\n df['offensive'] = df['offensive'].replace({'not_offensive': 0, 'offensive': 1, 'slight' : 1, 'very_offensive' : 1, 'hateful_offensive': 1})\n/tmp/ipykernel_34/2455014672.py:6: FutureWarning: Downcasting behavior in `replace` is deprecated and will be removed in a future version. To retain the old behavior, explicitly call `result.infer_objects(copy=False)`. To opt-in to the future behavior, set `pd.set_option('future.no_silent_downcasting', True)`\n df['motivational'] = df['motivational'].replace({'not_motivational': 0, 'motivational': 1})\n","output_type":"stream"}]},{"cell_type":"code","source":"Y_val.shape","metadata":{"execution":{"iopub.status.busy":"2024-05-05T08:37:35.100060Z","iopub.execute_input":"2024-05-05T08:37:35.100863Z","iopub.status.idle":"2024-05-05T08:37:35.106961Z","shell.execute_reply.started":"2024-05-05T08:37:35.100826Z","shell.execute_reply":"2024-05-05T08:37:35.106014Z"},"trusted":true},"execution_count":6,"outputs":[{"execution_count":6,"output_type":"execute_result","data":{"text/plain":"(1481, 4)"},"metadata":{}}]},{"cell_type":"code","source":"# Use a shorter sequence length.\npreprocessor = keras_nlp.models.DistilBertPreprocessor.from_preset(\n \"distil_bert_base_multi\",\n sequence_length=128,\n)\n\n# Pretrained classifier.\nclassifier = keras_nlp.models.DistilBertClassifier.from_preset(\n \"distil_bert_base_multi\",\n num_classes=4, # Adjust num_classes to match the number of labels\n preprocessor=preprocessor,\n)\n\n# Adjust the model's output layer for multi-label classification\nclassifier.layers[-1].activation = keras.activations.sigmoid\n\n# Compile the model with suitable loss and metrics for multi-label classification\nclassifier.compile(\n loss=keras.losses.binary_crossentropy,\n optimizer=keras.optimizers.Adam(5e-5),\n metrics=['accuracy'],\n jit_compile=True,\n)\n\n# Access backbone programmatically (e.g., to change `trainable`).\nclassifier.backbone.trainable = False\n\n# Fit the model\nclassifier.fit(x=X_train, y=Y_train, epochs=25, batch_size=32, validation_data=(X_val, Y_val))","metadata":{"execution":{"iopub.status.busy":"2024-05-05T08:46:00.501550Z","iopub.execute_input":"2024-05-05T08:46:00.502237Z","iopub.status.idle":"2024-05-05T09:24:02.479231Z","shell.execute_reply.started":"2024-05-05T08:46:00.502202Z","shell.execute_reply":"2024-05-05T09:24:02.478207Z"},"trusted":true},"execution_count":11,"outputs":[{"name":"stderr","text":"Attaching 'tokenizer.json' from model 'keras/distil_bert/keras/distil_bert_base_multi/2' to your Kaggle notebook...\nAttaching 'tokenizer.json' from model 'keras/distil_bert/keras/distil_bert_base_multi/2' to your Kaggle notebook...\nAttaching 'assets/tokenizer/vocabulary.txt' from model 'keras/distil_bert/keras/distil_bert_base_multi/2' to your Kaggle notebook...\nAttaching 'config.json' from model 'keras/distil_bert/keras/distil_bert_base_multi/2' to your Kaggle notebook...\nAttaching 'config.json' from model 'keras/distil_bert/keras/distil_bert_base_multi/2' to your Kaggle notebook...\nAttaching 'model.weights.h5' from model 'keras/distil_bert/keras/distil_bert_base_multi/2' to your Kaggle notebook...\n","output_type":"stream"},{"name":"stdout","text":"Epoch 1/25\n","output_type":"stream"},{"name":"stderr","text":"W0000 00:00:1714898797.211902 181 graph_launch.cc:671] Fallback to op-by-op mode because memset node breaks graph update\n","output_type":"stream"},{"name":"stdout","text":"218/219 [============================>.] - ETA: 0s - loss: 0.4964 - accuracy: 0.8415","output_type":"stream"},{"name":"stderr","text":"W0000 00:00:1714898888.525016 179 graph_launch.cc:671] Fallback to op-by-op mode because memset node breaks graph update\n","output_type":"stream"},{"name":"stdout","text":"219/219 [==============================] - ETA: 0s - loss: 0.4966 - accuracy: 0.8417","output_type":"stream"},{"name":"stderr","text":"W0000 00:00:1714898892.951813 180 graph_launch.cc:671] Fallback to op-by-op mode because memset node breaks graph update\n","output_type":"stream"},{"name":"stdout","text":"219/219 [==============================] - 128s 468ms/step - loss: 0.4966 - accuracy: 0.8417 - val_loss: 0.3941 - val_accuracy: 0.9392\n","output_type":"stream"},{"name":"stderr","text":"W0000 00:00:1714898899.610526 179 graph_launch.cc:671] Fallback to op-by-op mode because memset node breaks graph update\n","output_type":"stream"},{"name":"stdout","text":"Epoch 2/25\n219/219 [==============================] - 85s 387ms/step - loss: 0.4828 - accuracy: 0.7830 - val_loss: 0.4033 - val_accuracy: 0.9136\nEpoch 3/25\n219/219 [==============================] - 87s 399ms/step - loss: 0.4573 - accuracy: 0.7231 - val_loss: 0.4487 - val_accuracy: 0.8758\nEpoch 4/25\n219/219 [==============================] - 89s 406ms/step - loss: 0.4207 - accuracy: 0.7029 - val_loss: 0.4780 - val_accuracy: 0.8690\nEpoch 5/25\n219/219 [==============================] - 89s 407ms/step - loss: 0.3788 - accuracy: 0.7014 - val_loss: 0.5768 - val_accuracy: 0.8980\nEpoch 6/25\n219/219 [==============================] - 89s 407ms/step - loss: 0.3400 - accuracy: 0.7100 - val_loss: 0.5662 - val_accuracy: 0.8947\nEpoch 7/25\n219/219 [==============================] - 89s 407ms/step - loss: 0.3010 - accuracy: 0.7166 - val_loss: 0.5370 - val_accuracy: 0.6880\nEpoch 8/25\n219/219 [==============================] - 89s 407ms/step - loss: 0.2507 - accuracy: 0.7404 - val_loss: 0.6362 - val_accuracy: 0.6806\nEpoch 9/25\n219/219 [==============================] - 89s 408ms/step - loss: 0.2060 - accuracy: 0.7239 - val_loss: 0.7369 - val_accuracy: 0.6705\nEpoch 10/25\n219/219 [==============================] - 89s 408ms/step - loss: 0.1690 - accuracy: 0.6706 - val_loss: 0.8635 - val_accuracy: 0.4504\nEpoch 11/25\n219/219 [==============================] - 89s 409ms/step - loss: 0.1330 - accuracy: 0.6347 - val_loss: 0.9225 - val_accuracy: 0.4997\nEpoch 12/25\n219/219 [==============================] - 89s 408ms/step - loss: 0.1106 - accuracy: 0.6076 - val_loss: 0.9363 - val_accuracy: 0.5125\nEpoch 13/25\n219/219 [==============================] - 90s 409ms/step - loss: 0.0905 - accuracy: 0.6460 - val_loss: 0.9026 - val_accuracy: 0.3903\nEpoch 14/25\n219/219 [==============================] - 90s 411ms/step - loss: 0.0731 - accuracy: 0.6580 - val_loss: 1.0026 - val_accuracy: 0.3761\nEpoch 15/25\n219/219 [==============================] - 89s 409ms/step - loss: 0.0616 - accuracy: 0.6584 - val_loss: 1.0610 - val_accuracy: 0.7306\nEpoch 16/25\n219/219 [==============================] - 89s 408ms/step - loss: 0.0513 - accuracy: 0.7010 - val_loss: 1.0904 - val_accuracy: 0.4828\nEpoch 17/25\n219/219 [==============================] - 89s 409ms/step - loss: 0.0472 - accuracy: 0.5943 - val_loss: 1.2005 - val_accuracy: 0.6158\nEpoch 18/25\n219/219 [==============================] - 89s 408ms/step - loss: 0.0403 - accuracy: 0.6746 - val_loss: 1.2218 - val_accuracy: 0.6273\nEpoch 19/25\n219/219 [==============================] - 89s 408ms/step - loss: 0.0361 - accuracy: 0.6357 - val_loss: 1.2809 - val_accuracy: 0.7164\nEpoch 20/25\n219/219 [==============================] - 89s 407ms/step - loss: 0.0364 - accuracy: 0.6646 - val_loss: 1.2275 - val_accuracy: 0.5530\nEpoch 21/25\n219/219 [==============================] - 90s 409ms/step - loss: 0.0323 - accuracy: 0.6833 - val_loss: 1.2663 - val_accuracy: 0.7704\nEpoch 22/25\n219/219 [==============================] - 89s 408ms/step - loss: 0.0306 - accuracy: 0.7397 - val_loss: 1.3972 - val_accuracy: 0.7535\nEpoch 23/25\n219/219 [==============================] - 89s 408ms/step - loss: 0.0269 - accuracy: 0.6829 - val_loss: 1.4778 - val_accuracy: 0.7670\nEpoch 24/25\n219/219 [==============================] - 89s 408ms/step - loss: 0.0259 - accuracy: 0.6567 - val_loss: 1.3595 - val_accuracy: 0.4895\nEpoch 25/25\n219/219 [==============================] - 89s 409ms/step - loss: 0.0219 - accuracy: 0.6189 - val_loss: 1.5016 - val_accuracy: 0.5760\n","output_type":"stream"},{"execution_count":11,"output_type":"execute_result","data":{"text/plain":""},"metadata":{}}]},{"cell_type":"code","source":"# Plot accuracy vs epoch\nplt.plot(classifier.history.history['accuracy'], label='Train Accuracy')\nplt.plot(classifier.history.history['val_accuracy'], label='Validation Accuracy')\nplt.title('Accuracy vs Epoch')\nplt.xlabel('Epoch')\nplt.ylabel('Accuracy')\nplt.legend()\nplt.show()\n\n# Plot loss vs epoch\nplt.plot(classifier.history.history['loss'], label='Train Loss')\nplt.plot(classifier.history.history['val_loss'], label='Validation Loss')\nplt.title('Loss vs Epoch')\nplt.xlabel('Epoch')\nplt.ylabel('Loss')\nplt.legend()\nplt.show()","metadata":{"execution":{"iopub.status.busy":"2024-05-05T09:28:02.095678Z","iopub.execute_input":"2024-05-05T09:28:02.096610Z","iopub.status.idle":"2024-05-05T09:28:02.733565Z","shell.execute_reply.started":"2024-05-05T09:28:02.096572Z","shell.execute_reply":"2024-05-05T09:28:02.732642Z"},"trusted":true},"execution_count":12,"outputs":[{"output_type":"display_data","data":{"text/plain":"
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"},"metadata":{}},{"output_type":"display_data","data":{"text/plain":"
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"},"metadata":{}}]},{"cell_type":"code","source":"predicted = classifier.predict(X_val)","metadata":{"execution":{"iopub.status.busy":"2024-05-05T09:28:38.505834Z","iopub.execute_input":"2024-05-05T09:28:38.506721Z","iopub.status.idle":"2024-05-05T09:28:48.446393Z","shell.execute_reply.started":"2024-05-05T09:28:38.506672Z","shell.execute_reply":"2024-05-05T09:28:48.445403Z"},"trusted":true},"execution_count":13,"outputs":[{"name":"stdout","text":" 2/47 [>.............................] - ETA: 6s ","output_type":"stream"},{"name":"stderr","text":"W0000 00:00:1714901322.392694 179 graph_launch.cc:671] Fallback to op-by-op mode because memset node breaks graph update\n","output_type":"stream"},{"name":"stdout","text":"47/47 [==============================] - 9s 130ms/step\n","output_type":"stream"},{"name":"stderr","text":"W0000 00:00:1714901328.363189 181 graph_launch.cc:671] Fallback to op-by-op mode because memset node breaks graph update\n","output_type":"stream"}]},{"cell_type":"code","source":"predicted[:5]","metadata":{"execution":{"iopub.status.busy":"2024-05-05T09:29:46.167051Z","iopub.execute_input":"2024-05-05T09:29:46.167729Z","iopub.status.idle":"2024-05-05T09:29:46.173822Z","shell.execute_reply.started":"2024-05-05T09:29:46.167679Z","shell.execute_reply":"2024-05-05T09:29:46.172771Z"},"trusted":true},"execution_count":16,"outputs":[{"execution_count":16,"output_type":"execute_result","data":{"text/plain":"array([[0, 1, 0, 1],\n [1, 1, 1, 0],\n [1, 1, 0, 0],\n [1, 1, 1, 0],\n [1, 1, 1, 0]])"},"metadata":{}}]},{"cell_type":"code","source":"# Threshold value for considering a class as present\nthreshold = 0.5\n\n# Convert predicted probabilities to binary array\npredicted = (predicted > threshold).astype(int)","metadata":{"execution":{"iopub.status.busy":"2024-05-05T09:29:43.258246Z","iopub.execute_input":"2024-05-05T09:29:43.258954Z","iopub.status.idle":"2024-05-05T09:29:43.263766Z","shell.execute_reply.started":"2024-05-05T09:29:43.258916Z","shell.execute_reply":"2024-05-05T09:29:43.262759Z"},"trusted":true},"execution_count":15,"outputs":[]},{"cell_type":"code","source":"accuracy_arr = []\nf1_arr = []\nprecision_arr = []\nrecall_arr = []","metadata":{"execution":{"iopub.status.busy":"2024-05-05T09:30:02.906101Z","iopub.execute_input":"2024-05-05T09:30:02.906946Z","iopub.status.idle":"2024-05-05T09:30:02.911095Z","shell.execute_reply.started":"2024-05-05T09:30:02.906914Z","shell.execute_reply":"2024-05-05T09:30:02.910088Z"},"trusted":true},"execution_count":17,"outputs":[]},{"cell_type":"code","source":"from sklearn.metrics import accuracy_score, f1_score, precision_score, recall_score\n\n# Evaluate accuracy\nhumour_accuracy = accuracy_score(Y_val[:,0], predicted[:,0])\n\n# Calculate F1 score\nhumour_f1 = f1_score(Y_val[:,0], predicted[:,0], average='weighted')\n\n# Calculate precision\nhumour_precision = precision_score(Y_val[:,0], predicted[:,0], average='weighted')\n\n# Calculate recall\nhumour_recall = recall_score(Y_val[:,0], predicted[:,0], average='weighted')\n\naccuracy_arr.append(humour_accuracy)\nf1_arr.append(humour_f1)\nprecision_arr.append(humour_precision)\nrecall_arr.append(humour_recall)\n\nprint(\"Score of Humour Detection\")\nprint(\"Accuracy:\", humour_accuracy)\nprint(\"F1 Score:\", humour_f1)\nprint(\"Precision:\", humour_precision)\nprint(\"Recall:\", humour_recall)","metadata":{"execution":{"iopub.status.busy":"2024-05-05T09:30:15.830434Z","iopub.execute_input":"2024-05-05T09:30:15.830808Z","iopub.status.idle":"2024-05-05T09:30:16.275979Z","shell.execute_reply.started":"2024-05-05T09:30:15.830778Z","shell.execute_reply":"2024-05-05T09:30:16.274935Z"},"trusted":true},"execution_count":18,"outputs":[{"name":"stdout","text":"Score of Humour Detection\nAccuracy: 0.8548278190411884\nF1 Score: 0.865940098046731\nPrecision: 0.8776957763569244\nRecall: 0.8548278190411884\n","output_type":"stream"}]},{"cell_type":"code","source":"# Evaluate accuracy\nsarcasm_accuracy = accuracy_score(Y_val[:,1], predicted[:,1])\n\n# Calculate F1 score\nsarcasm_f1 = f1_score(Y_val[:,1], predicted[:,1], average='weighted')\n\n# Calculate precision\nsarcasm_precision = precision_score(Y_val[:,1], predicted[:,1], average='weighted')\n\n# Calculate recall\nsarcasm_recall = recall_score(Y_val[:,1], predicted[:,1], average='weighted')\n\naccuracy_arr.append(sarcasm_accuracy)\nf1_arr.append(sarcasm_f1)\nprecision_arr.append(sarcasm_precision)\nrecall_arr.append(sarcasm_recall)\n\nprint(\"Score of Sarcasm Detection\")\nprint(\"Accuracy:\", sarcasm_accuracy)\nprint(\"F1 Score:\", sarcasm_f1)\nprint(\"Precision:\", sarcasm_precision)\nprint(\"Recall:\", sarcasm_recall)","metadata":{"execution":{"iopub.status.busy":"2024-05-05T09:30:32.977950Z","iopub.execute_input":"2024-05-05T09:30:32.978702Z","iopub.status.idle":"2024-05-05T09:30:32.995911Z","shell.execute_reply.started":"2024-05-05T09:30:32.978668Z","shell.execute_reply":"2024-05-05T09:30:32.994765Z"},"trusted":true},"execution_count":19,"outputs":[{"name":"stdout","text":"Score of Sarcasm Detection\nAccuracy: 0.8143146522619852\nF1 Score: 0.832233811714529\nPrecision: 0.8520476208714886\nRecall: 0.8143146522619852\n","output_type":"stream"}]},{"cell_type":"code","source":"# Evaluate accuracy\noffensive_accuracy = accuracy_score(Y_val[:,2], predicted[:,2])\n\n# Calculate F1 score\noffensive_f1 = f1_score(Y_val[:,2], predicted[:,2], average='weighted')\n\n# Calculate precision\noffensive_precision = precision_score(Y_val[:,2], predicted[:,2], average='weighted')\n\n# Calculate recall\noffensive_recall = recall_score(Y_val[:,2], predicted[:,2], average='weighted')\n\naccuracy_arr.append(offensive_accuracy)\nf1_arr.append(offensive_f1)\nprecision_arr.append(offensive_precision)\nrecall_arr.append(offensive_recall)\n\nprint(\"Score of Offensive Detection\")\nprint(\"Accuracy:\", offensive_accuracy)\nprint(\"F1 Score:\", offensive_f1)\nprint(\"Precision:\", offensive_precision)\nprint(\"Recall:\", offensive_recall)","metadata":{"execution":{"iopub.status.busy":"2024-05-05T09:30:45.618798Z","iopub.execute_input":"2024-05-05T09:30:45.619136Z","iopub.status.idle":"2024-05-05T09:30:45.635430Z","shell.execute_reply.started":"2024-05-05T09:30:45.619111Z","shell.execute_reply":"2024-05-05T09:30:45.634494Z"},"trusted":true},"execution_count":20,"outputs":[{"name":"stdout","text":"Score of Offensive Detection\nAccuracy: 0.47805536799459825\nF1 Score: 0.4788907509171567\nPrecision: 0.4965658072724013\nRecall: 0.47805536799459825\n","output_type":"stream"}]},{"cell_type":"code","source":"# Evaluate accuracy\nmotivation_accuracy = accuracy_score(Y_val[:,3], predicted[:,3])\n\n# Calculate F1 score\nmotivation_f1 = f1_score(Y_val[:,3], predicted[:,3], average='weighted')\n\n# Calculate precision\nmotivation_precision = precision_score(Y_val[:,3], predicted[:,3], average='weighted')\n\n# Calculate recall\nmotivation_recall = recall_score(Y_val[:,3], predicted[:,3], average='weighted')\n\naccuracy_arr.append(motivation_accuracy)\nf1_arr.append(motivation_f1)\nprecision_arr.append(motivation_precision)\nrecall_arr.append(motivation_recall)\n\nprint(\"Score of Motivation Detection\")\nprint(\"Accuracy:\", motivation_accuracy)\nprint(\"F1 Score:\", motivation_f1)\nprint(\"Precision:\", motivation_precision)\nprint(\"Recall:\", motivation_recall)","metadata":{"execution":{"iopub.status.busy":"2024-05-05T09:31:03.034840Z","iopub.execute_input":"2024-05-05T09:31:03.035829Z","iopub.status.idle":"2024-05-05T09:31:03.052350Z","shell.execute_reply.started":"2024-05-05T09:31:03.035793Z","shell.execute_reply":"2024-05-05T09:31:03.051362Z"},"trusted":true},"execution_count":21,"outputs":[{"name":"stdout","text":"Score of Motivation Detection\nAccuracy: 0.9189736664415935\nF1 Score: 0.9326510418363153\nPrecision: 0.9474439839524889\nRecall: 0.9189736664415935\n","output_type":"stream"}]},{"cell_type":"code","source":"accuracy_arr = np.array(accuracy_arr)\nf1_arr = np.array(f1_arr)\nprecision_arr = np.array(precision_arr)\nrecall_arr = np.array(recall_arr)\nprint(\"Average scores :\")\nprint(\"Avg accuracy:\",np.mean(accuracy_arr))\nprint(\"Avg f1 score:\",np.mean(f1_arr))\nprint(\"Avg precision\",np.mean(precision_arr))\nprint(\"Avg recall:\",np.mean(recall_arr))","metadata":{"execution":{"iopub.status.busy":"2024-05-05T09:33:48.171384Z","iopub.execute_input":"2024-05-05T09:33:48.171982Z","iopub.status.idle":"2024-05-05T09:33:48.178623Z","shell.execute_reply.started":"2024-05-05T09:33:48.171946Z","shell.execute_reply":"2024-05-05T09:33:48.177749Z"},"trusted":true},"execution_count":22,"outputs":[{"name":"stdout","text":"Average scores :\nAvg accuracy: 0.7665428764348414\nAvg f1 score: 0.7774289256286829\nAvg precision 0.7934382971133258\nAvg recall: 0.7665428764348414\n","output_type":"stream"}]}]} \ No newline at end of file diff --git a/multimodal_Task_A.ipynb b/multimodal_Task_A.ipynb new file mode 100644 index 0000000..cea2957 --- /dev/null +++ b/multimodal_Task_A.ipynb @@ -0,0 +1 @@ +{"metadata":{"kernelspec":{"language":"python","display_name":"Python 3","name":"python3"},"language_info":{"name":"python","version":"3.10.13","mimetype":"text/x-python","codemirror_mode":{"name":"ipython","version":3},"pygments_lexer":"ipython3","nbconvert_exporter":"python","file_extension":".py"},"kaggle":{"accelerator":"none","dataSources":[{"sourceId":8237003,"sourceType":"datasetVersion","datasetId":4885733},{"sourceId":6070,"sourceType":"modelInstanceVersion","modelInstanceId":4691}],"dockerImageVersionId":30699,"isInternetEnabled":true,"language":"python","sourceType":"notebook","isGpuEnabled":false}},"nbformat_minor":4,"nbformat":4,"cells":[{"cell_type":"code","source":"pip install -q keras-nlp","metadata":{"_uuid":"8f2839f25d086af736a60e9eeb907d3b93b6e0e5","_cell_guid":"b1076dfc-b9ad-4769-8c92-a6c4dae69d19","execution":{"iopub.status.busy":"2024-05-09T11:38:39.246122Z","iopub.execute_input":"2024-05-09T11:38:39.246505Z","iopub.status.idle":"2024-05-09T11:38:56.135021Z","shell.execute_reply.started":"2024-05-09T11:38:39.246466Z","shell.execute_reply":"2024-05-09T11:38:56.133947Z"},"trusted":true},"execution_count":1,"outputs":[{"name":"stdout","text":"\u001b[31mERROR: pip's dependency resolver does not currently take into account all the packages that are installed. This behaviour is the source of the following dependency conflicts.\ntensorflow-decision-forests 1.8.1 requires wurlitzer, which is not installed.\u001b[0m\u001b[31m\n\u001b[0mNote: you may need to restart the kernel to use updated packages.\n","output_type":"stream"}]},{"cell_type":"code","source":"import pandas as pd\nimport numpy as np\nimport tensorflow as tf\nimport keras\nfrom tensorflow import keras\nimport keras_nlp\nimport matplotlib.pyplot as plt\nimport os\nfrom PIL import Image","metadata":{"execution":{"iopub.status.busy":"2024-05-09T11:40:33.005266Z","iopub.execute_input":"2024-05-09T11:40:33.005650Z","iopub.status.idle":"2024-05-09T11:40:33.010959Z","shell.execute_reply.started":"2024-05-09T11:40:33.005619Z","shell.execute_reply":"2024-05-09T11:40:33.009982Z"},"trusted":true},"execution_count":5,"outputs":[]},{"cell_type":"code","source":"df = pd.read_csv('/kaggle/input/memotion-dataset/Memotion 3/updated_train.csv')\nimg_folder = '/kaggle/input/memotion-dataset/Memotion 3/trainImages'\ntarget_shape = (224, 224)\nimages = []\n\ndf['overall'] = df['overall'].replace({'negative': 0,'very_negative': 0,'neutral': 1,'positive': 2,'very_positive': 2})\n\nfor index, row in df.iterrows():\n if pd.isna(row['ocr']):\n df.at[index, 'ocr'] = '.'\n\n#X_train_txt\nX_train_txt = df['ocr']\nX_train_txt = X_train_txt.tolist()\nX_train_txt = [s.replace('\\n', ' ') for s in X_train_txt]\n\n#X_train_image\nfor index,row in df.iterrows():\n img_path = os.path.join(img_folder, str(row['image_id'])+'.jpg')\n image = Image.open(img_path)\n image = image.resize(target_shape)\n images.append(image)\n \nX_train_img = np.array(images)\n\n# Combine the columns into a new DataFrame\nY_train = df['overall']\nY_train = np.array(Y_train, dtype=np.int32)","metadata":{"execution":{"iopub.status.busy":"2024-05-09T11:40:41.384782Z","iopub.execute_input":"2024-05-09T11:40:41.385476Z","iopub.status.idle":"2024-05-09T11:42:09.948988Z","shell.execute_reply.started":"2024-05-09T11:40:41.385443Z","shell.execute_reply":"2024-05-09T11:42:09.948175Z"},"trusted":true},"execution_count":6,"outputs":[{"name":"stderr","text":"/tmp/ipykernel_34/23834866.py:6: FutureWarning: Downcasting behavior in `replace` is deprecated and will be removed in a future version. To retain the old behavior, explicitly call `result.infer_objects(copy=False)`. To opt-in to the future behavior, set `pd.set_option('future.no_silent_downcasting', True)`\n df['overall'] = df['overall'].replace({'negative': 0,'very_negative': 0,'neutral': 1,'positive': 2,'very_positive': 2})\n","output_type":"stream"}]},{"cell_type":"code","source":"plt.imshow(X_train_img[2355])","metadata":{"execution":{"iopub.status.busy":"2024-05-09T11:43:14.542803Z","iopub.execute_input":"2024-05-09T11:43:14.543193Z","iopub.status.idle":"2024-05-09T11:43:14.937860Z","shell.execute_reply.started":"2024-05-09T11:43:14.543149Z","shell.execute_reply":"2024-05-09T11:43:14.936883Z"},"trusted":true},"execution_count":7,"outputs":[{"execution_count":7,"output_type":"execute_result","data":{"text/plain":""},"metadata":{}},{"output_type":"display_data","data":{"text/plain":"
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g0R3kvGyzmF0tBlDQtSQJhX3Vsr/uTXWfrYRek0Z2i69cjp7vttE5P+fC+u3XmVXrcmlVp+zcI9wruIhjWqjzvNyKOA1ncFSJ12UB4pASuPCFSnXYC8u5x43selG2Ohk3EhCgFTyqOUlgSl4SWsczR1HTIeCHh5L8eNLtCmoChM0MY4rG1xzmKTeoXAves0Js67d9UDarlkoHqbaalKKqYR6m1AhwMMi3ki87GNtqGT5m+ZXr7jwgOwePB0nL73rqeSc0FV5ZzDWXGHLrRO7uZVYShMF8fllaIoCpTSeDoblVJyTdByidrMW5TSDKoy2bqappUZ0Tol2Y0qUqUVbdviXCDkOgYWx/fsPAzbtl0+3osjOjdm/TPn8d27eUYmgpXLPnf3WuT8O5WUjL0Ptj5oW8fKeERhDMPhEO99eN/O0UTWd+dMQb7Xsr3RPStfG/l6CH3NGJY4fznyKvXt75BM8ZlUl/25UYvHloxdul9vT9ExXiqstzxfqAZdGHRhJCngKdp3BUjB6fSfp5FC5s89LZicVsG17Fl5e5Q+xvNPc2zhWiWG9sgcR47Iue7PKDlRZdmeU7bKQM6C2UDSq4VztYq50HQixtIvekx0TuTyjNUPaw+zAS16sXXndjSxA6okcPSxq7tmyfg+qG89sIrg5LyAk/c46wS0nQTcOmsTAXXJnuJTQlxJ76Oy1EjzziF6oY8pKa7W+CzTtoIQuBoJqqwDUxSUZYnWmrpu0/kuUP5Ik6MjQec40kkkKdgzjXsK505PF3DppiCNUzy/B1KeLshYBdrYSe2RGcvpfC6jJYBaMq9pfD1obSQbvtGJYYiEPgJVJy3kfZYbn0Qr+vgTJVRPt+6ClLlsDb8fdYuBuZX9spjAOXfsyR2LHtYea5DKRckHtUdVzZ2mPbKk45eutVM949vp+8MAailYyQ9o0/VZuMsMpHznvpt7sQmwaPBCNJwnpOCB6ExgigKNZP2OhBmvgpG6Ix6yqE+hxnmE1uP65t87AFMCkXRNpn5LV548mfPztsxWFVVIkdDF0hFRgnGu+962Nt0vl6Ti/br8fQGgtO6Im1IQ3dazF9ZKMlIAMp9IgKqKIJO9odaaQVUxGA4wxuD9JHDHHms1Uo6hu87okAkjA0dVmE7deiKBVVjbn+scqOYl0f5c+kQPVDZOOVDNPSpbt773rDTWViR/rWXNyrv7ucXokyNGPv9xLS0wQUsA8aS2DKDS2L0PMQqkf9028UF6D/s6iGMqrNEHFTrM22MNUiwsmOUtrxv0oNbzWntEQPlT13y32YQAKJyNY6koCyFYUkupCHvGBQIp6fpVCHxUqkBpL8Q0SFLyUwQvGWxjCtLu66kbclB4p7vzwRP6qExHBxB9r8GOkHZ99UG95r1L0kVSPzqHs5a6niUC6IIE1YFXkLag80xLkknst3j4eedEMjLRBtj1Yx586H5CoTCmCPfo3KyromA4HLK5vcXa2jrGFNy4cYOmrqnrmqosAjMi4rL3McYovGMQQ8vSJKCUKfcor9Pn2CtrdZLY06xFiSfu0CRdz9lFiOPnU8Bu5Ozl3rZX2mOR58j3v0iZIh5qJHdhV/8pndOb7z+97UGvp4I0nU6cW2TfruniMQcpHkKzsh9PAVLdWn3/rrgeF8l7y1ClIYsEWGtUMDB32bbDRg2SUpSWtDJ4rUMNJo1ycbKyaP+luvqOAOd2qo7oAD3QOrn1JUZ68/pQ6XqOa8/HJHfLTxJEAKy+SipXY+VcvUiOqE6CSnaNDIDyvwQ2fk6D4MGruXNPGp8T1nVc80Z3fU90RivKsmA8GrK2ukpRlty7exdnW5QCE1TCzimcstg2gksHrHJ70zkfqO7JSvV6gVcKh+BDAtCUrzD8P3uNnBlPakINLiaQ9fF5CmttmpWojpIVl3swZp9yKZSOJ/ahn+R/vFs5v9+/LV8+C6rLU3P1C2zSQ9vjDVIPa4kRP53ERSRk7wFGPcot3y2niXfcwvNbKwS1KAymqDBFR2yVMilOxwUO0zpPoTVKG8pyCEpTAU0j501nM4nRcTapCqMdRf4VAhHdqtvG4rxFKakpJjp8UcGcBM8PsxXOqzrngUolokO2K1WS7BJHr/LPwS5kOoLmXC69R4kqt7eIhNpai21b2rrp7Bq5zWzZ50QpRZ0i0ogOhTVB8ibOA0J6wTlqQ5JUyjJQfOel+l+4y2hQsbGxzoUL5xlUA269/Ta2rZniQoZwkZLapmXmZqjwni4xJlAURvoY+y8PyvDUJ5V4wif14L0wz3hEZsB7j06gTbDlybm57SjJs6oDrjTWYW610WhTiCbBg82AF2VQSnTi3V2/e1qn4s32FJFpWxyL3EnlUdpjDVIxz9aJ7WHc8sL5PHRj5O1R7316buN0xLQ7dnqZ6qEOE/n9XeTcQ8ZtpbHeSRC+8rSteH8pE+xLTmFbh3Ng7YyoXIpCQFUNksrJ2VZUXcE7SgJS5dnRFgPxufN9PZ0k1X83tXjM+6XSxfwVSgmvPX/qopovSlIKpfqOHrkBOYKdtQrbNri2Fc/HU9pXlRKF6nxV2vh7rJPkoppKei/7hfAXebFMG1EY8bjUSUgThkGhKJRmVFUMR8OUqNVbizIFRilG4xFN3aCApqmxzuJam+bemhqvozen74FCTwE3B6KLe8z3GJGkkj5x7Dr93MKd5rB6XhEoeRKD7URpSdwbn40ScNY6eISe8Pg/Be0BbMLiJ5XCoUH5JXu3ryI/TXu8QSq5vC5vkes/dcn0jDN72ACe5CH3wFs/4kpeaiCesyp32/zb3yUL7xP2t3OgjACGj+7QCmzraBqHcaIW0VpjrQdr8U1HSERKMpRVJQXmjKGZTbFty2w2XQApUe3Fd9aJAY+Sy0ntgV6LC1x3+K07KXF6S9UaIbt7d063TvJj88b92K8coLr16HHBPd+F9Dvh6qUcZyfg9UlqVPF1NrJY/FDjEPWZWviLHHD8k7AAo01S4Xnvsa2NClsGlZRRN1oldZ5kA4eV0YjaGMmy3s4EpIJXIoBtGvyCylZnnwNxC+7yDwKq3FssB6j83776M7tXjwVZJLLZDIAilEPJqhsHUBfHl+CWrx51Zz+u7SHMcMfVhVMXgShKv99FIPVwD5HcFvCw5uf+/W5q/QUT1D9FiffQtJa2aQBL27QorRmMR5QDjSmHmCBJOU9w3QUyI7Pz4CzURzVCTD2DUEguqvvKspTkqGHxOmdp20aCVvFL5jkTAbJ3mGdIOpBZwnyI/jBtmvDmiZvvAREdGMmxyCVGRwZNdALJnSeSy7jv8uy1rU0OET745/e36/wKXLLRQx9kXes0rjKmiqI0ODSx/lbuNKFI1sOk7gKZ77IoGJRVkGYt0+MjnG1p6xk4i8aLBOU9BpE2yrLg3Nmz1HXNcHBIXU8lC0YWNuCsJSUQTyJcDh7deyqtY4bcBYCf96KLayb/fRlIRceH/iB2LJ6oTftgo5RCGSPqvqgpsF78IINaW2mTjeqf3tbhT99uCWTFJDP5WIkkFdXSeGF0VYyjewQG/7EGqYeh8aNKO+m6U8DUaYHvnbaH2VS+XceJh6v9RJ3hnHD7OnDnVTWgKEtW1ze6LR0pXfJcU2hVELnjNkhK09kMa1tsW0vBOJxk5g7jmINUlAykJ6fjuh4a/zUHVH4eoAIHGDdZb331pOz+M+O/ix53neQU1ZoxuFmO27SJzQn3nZeaugEne57vEXClxKHA+05iUiD1sOKrZMTEZ9+10hRFgXcWG8m2lwDXXs4771NMltGa8XhEURhs21IYKbXusjIaeSLW5M3nu+8elWxS+fvl4zEPWFprCUyek6Rc5gGZru1JUCQVaP78sOq68Q7qvkhYfa9Pix6df9q52wUNQ29O0/+Im6hTkcewg3jNkhs+oD3WIPUo7dR2prBcT+Wy/ghA9U7tUQ+/r/z/3Q3ui5vPAJ628YyGJaPRmLWNdVZWVrl45QqFKTDKMJlOUUozHI0oy4qiqBgNxyELguHo+JjJZMrt23c4Ojpkf3+H48Nd6nqC9l20fi4ZOxeN4CDUK3Sts1rPH1iqEp0HqN5bZsf6tqsl58b/1PJ5j0A0r+6z1iVgiiAVsxY45wIwKAqzmM0if5dlz4vSmGDGPFAFIuxjGl+V1Ha6D10JiJQHg7idW4sAEQrlwDUW27TYRmxoynvKoqAyBcOqZGtjg7qu0XhGg5JmZrqUuz0C1h/V8JYkaUeFv3DhMlVfDkZRGp4fp16ArRfwcXRMVJa2P+tBX7LzAFpjdAFKahS3vgO0qFL9bpCkHtg63O4Bd9+jVSUtIDwajXusQcpaiz7Nu55CZ7ygYPk2OPcTu/EOF/KJjhNdT76tey8eC3dNIKFYXV3j3LlznL9wgdW1dS5evkJZiIpub+8A570kNg1/4/EKxpSUZRWSmTac2T7HZHLE/sEet26+xsH+DgeH+9R1zXTa2aaidJVLWZHUdqqi1Ns0BrHP+cbonTUPSr4P7T3bwpzKjyAoijrQd09MYxQe4vuKrFhYUFJDxUDdGBhtQ7qpSFyzbN0nqLlif6RwoUg3scaU1rp7hnf4VCNlrpxIgqdsdBT4AKISuyX3KYwRyShKuZ5MklIhlEhRFQZnVcg6IVVtVVEkUO8cS/L5y76H31uvAqBEdfFiAHMHSkpis8Kg52MXdM5JigrLODxZnHG6WZQRkagACTBXgkLiGGE6SUrSShHc9fv2qj+tTZ2gRZhbQaHlkma8PmYDIewp0ro4TXusQUo2+kOcIk4BULCEQe/fYv7II9m6sstOesSD++a7PiTJYv6ckx+35Ky+YX75YunimZTSjFdWOHv2LJcvX2V9fYMLly6FNDkFg+EOtrWACpH5JeOVFcqyYjgYhdQ+no2NbaazCYeHexjdcG9gUBqOj4+wtk154HLJqu/BmM9F36YhY7MIUA9T/y1O7XLVYtyn+TzkLuW5kthnhDMSWOsiAPg5dZTDK51kCTneD9jN/2LWA5dUcNEWpVOOxHl1Vzd6i2siU26FfICd7cxZJ+XTA0jpoHp0zhFJv0iCUBgtwESMf1WY4JmpotosjesSkApcgHLgUFjfMREOCcJNGg4fXO99CPpNABXmxfm59/fBMw+Jb4rPzvajn9+cqc8CQlG6c6FPHiU61UB0T8UFP5ZYphY+LyMXvRlVEO1R3X6UH1R+n1P24LEGqba15PJEUMKTrwjxwlGpKin0NybZscQ9h2vn+Oz34A1O2/wJnx9+1fJeP2zHyG+2FW68qoacOXOep57+IFeuXGM0GjMajyjKClMUWKuY1TWTyTSpP5xTgMaUFePBkMIUbG+fxdqGppmwubnC/t59bt++wcHBATs7uxwfH1HXDZPJMbPZlOPjYyaTidhu5glar/+dLeahTMO3MY3Rd6NjFLqA41w16awLoNR5t/VsVmSzGNar9y7ZPGJgb8w84WJhwgBSIIQ4qg0FOwSY66ZBaUPTtKDVomF/QaoJ69x72qZG4alnZYptK8uS4XDI6soKg6qUeCd8LwO7947WttRNzWQySUGzRVGkfVUU5gEgJZ+9UhgvbvM2GzPnpOyITc8UkLKtpXZtul8ETp9uHcWlHKIXYTqjFr3zctVVJCt5QlsV0j/Nv0n/7jzKln3ftkfZNlFe9/O0OB//hQC+k9tjDVK2bUMOuNAiSMWIfgKS61OUsJCTxbgcktZp9JKxDPfJpKhlW255+3ZWa3wu4E8Hnh0x7IOcCls5mop7mzTREeFsxYphGAzGrK5uUA1GmKKkbT1KexlrpVEhsFEMqjpxoUoJF14UJSiFcQZjFFtbZxgMK4qy4OjoiPX1LY6OjpjNpuzt7XF4eIAp9gAhvNZGYhSeSWTWfOq2z1xeIxjko5EYkbkhPXn04kfFUvaRDHxcB1idk4Rlftn5xEhltwxSGT6mnXI4J1nlvc+Jc8eLeueTSg5A63BeUDe6LKA3PSsBYhxHOaaUClkrJL1R27YJAE1Voo0OCVZjYuBujMOdaK2laVrquqYNeR4hk1x6EmpcmXOgpcCoKJ9FaVWUlbFarlex4rADLerF2Afn5Tlaq5QvLqyUjsMP/86ZpLrehPHrZxXpgCgTtBIxjm/jiRJD6PiSBTYPWousVjc1c6d+W23BySw+I3Q+02ovkZ2W3y8/SSklGc519qykqu+GQ+4f19B3Qe6+2XSGiwbnfJB7IesxG0BumM6WrsoWTiBGRRlco42AlHC43XXdXbK0Lw/t7TtZbvGl/OIK9otn9pjG+Mje97CVlA8SY1QyBR5HEdzCAnHQBu8LPCXD0Tobm+cxZoC1cHQ0oawsRVnSWhcIhEl6fK1LlC47d+LgIaU0aFNx7vxllHJcvnSVpmmY1bMkOd248Rb37t3j5s2b3Lp5Mzhb7AZpw2UvB3ibAFckisicxFeWOYrSdGKuI8DF8esU5eni6I4eN26feGbg1LMD+SQNRYkif0a3d8O9iOe71Kc2Oltk93XhdxVQyDtP27RdjjtlMCV4NChxP9foIEl169h5j/UOp3zgQ8QNMC4x5zyzuqZtW/BQDSq0kSzgRcqyLkTGeWEMnFdMZw3H0xmHxxNmTUttLSYwCnGlJWe+iJgRhcJIKADdEcr0s5bnWKvwOh7XtDhsK4Acy4UkJaRXAvg27oOIyNnaWbprwx7x4F0XIxY9CHMVvwRHx0uEoejdMa691AVhgtManOuBZo7/fAckYzEuafEd82QQESpUx7OkH1LRFQd+ielNzX3RWods/LJvIn10cW4d4EMVBGXQp5TPHmuQmhxNaLQOCzvmHlOhjEsXKBjF9UikXCAeMc4CBViHdUICRysrlFXFSjVMm7u1rRiilZwTiR8qZlRYvqI6daRfvidObB0S5b57io4bF5ocjeJhyn0AIQK2hcwHUbiM/Vb4YAvxSOSHLCxjtMSzoDB6hPOG2dSj9YDBYIWmDUQTg3UaZRXWKTwF1aBK4F4NR5RlidKFZKBwDvEWVKCLUNLcUA5KyoFnhGe8MqOuZ1SDMWfOXeLipavcvHWTvd0dXnnpRabTCdN6StPWQd1ku4zsWodxcqmeUiTwTWspy4KiKHFEFZJL45VGVmliqREdaoMnLzkVbfFCzZ2NdqEoPXW2mpPdx31Gl4XrjjY4ybgta8uGWLMoSTlJJS/PBXFsaC3NTDJVeBTKlFReUwxGlKMVzGAYVK9i+FeIzalxjpltab3HKSiNDtKoogyA1bRNGpemlTLzrW2w3lEiiYC1KVHKok0FqqBuPbPGMq1bpk3LrLWotk1ctW09RhuqItSwUiGXXihJIgK4koC6uFEiIxHGS2e8mlcetGJQatqQmd8rE3zdDXXb4q0VCbwnRWRiQ8be50DknRMgsbJPihhc7iXtl/PisGVCuRPrxZbngyNXBLgUGKxi9orMOBHAUvUP9CUoxUlkZWmLnrFRquu86uTPaN1l6HFelnonxKa+5t/T3ZykhCoQJlSY/i5LilKKwWCAMUKHnZe9GSlXZOiUV1TFgFJXlKY61Xs91iDV1i3eRGBSEHOn6UXigAdjhKdp4+YBqErZwK2lCUBVlAPZiMEw6vFYKwAVLQodfISmlliwFhbYo7FG+V6K6gef77F0nhBYH/qhorShOi62L411Czlx9Cq+gzzAKyXR/67EYzGmpCiG1NNjKaeADhwsoaqppizERmWKLruECrZAyUzdSSzR46oKNYqMMVRVQ9s2mKJkdX3K5tY2w/EKO/fvs7ezy/7BHhzs4yYO61ucii7IQfqJNCdsSKUA6wORCO7toYBhnCOf78psQ0N0OdeJqHofhtFFTjuoyCLQBFWdzNPyLCELsT/Oo7xDWRu7j/XRi0x+j+mpgKTms62VPysSkbOA1xhTURQDdFHKGPtAvLwAYOsdrbPJAUBpDUZeTJtCCLtvMiBpaW2LDWXTRSIQTljpIql5rfU0raMO+6ixjsKKN57WCqysyiKkHFaQamZ5a6UsjFOydpdtk8TpZ5KIBl9ofNt546ENyhS0STps0/7IIK6/z/JjQSqS+YnMbYcWWqmgVo7AQ6DVnb2RxKjI/oprSisZg27X9V8wB6h5CpaPw3xT+b+BXuXnRc9PFfdEfi81d32gLyr7N7yRMMCB94/jkFTvSsIoihCkb1tAWTGZeBekblBeUagCo+XvNO2xBqnNjc3ENROxicUFoCDorsXg25omECBFWUiZiZmbYZ14EuHBO0XMZRoYOUDoYeQQeutlnmuOYBLcgJcHZZ7cTjCBLLyXT0lvsqNLFmq03USPuQiycfPUdROApEHrEmMqrBUJZWtzk+FoTYhSsAE672itD9V2xZZQlGWqu6NNKRU4jdg0lNL9lNWhn86XsSd4ZVDaUxRDSquwJVy+fJ0LFy5x+fIVXv3my7z44tf55jdfZDadYa3FGE1ZGAmQDd5pQT1OVVWogWJFKWyQdqbTqfS3KIiqvOTO3Bv/jvuO0lTH6/reOSpu2LnrTxdr5wNB0Ek9FNkHTwRRL0TWh7ir1mFri2sDgBl5lnU+SK2iAksCyZJknxEpImEDEsBq01VMjqCvgl4ruXmnMYixQjkTpZPWohOKgsweCLmmI+wguBCfsWyfZLfqmDNk3TmjwCnJIal1iG0yOC3JkT0ar3RiBOTa5VABPkk9hYk1uiRdlKiM5WqtNKUxFFpjnSWaZ/NbJiklMsRL3uGkY/n1y9qjUZPFa+McxD6r7HgEqHyIVN7RpffMOOcIcGnHxE8m0I++vfRh7bEGqeFwRFl0Bfc6JOlPX0ym6UKJbOFahDgXRYH3njrYaHIvLBdEYiIXQUZEegbwPjr2uJA0F/2CAA9vnf1ChRt1rpy9s4KktGTSVXdGlMCkjLjtiE8gKN43YoT30fgpMTdawXi8QlmWZCMc+hM+adm0MS+fgJTpEnCqyMXlfcxKfUByClBKY0xBWYqqTimH9xVaKc6eO8f+wT57+7sU5Q57u7vBnuOFuzeaQmtMSFnkg2pOKZVsR8nOlGfkDtJdPoadsTxS8272OmDK5yq69WdJSFXfHb4fu5VxPTkFS4QtP02nTS2SR3S9Dty3VymbRIdu3T17HHoCp2gvit2ITE0oi+K675Fwx/HqBwynGSR63UH/ldL+8ZHuZS7imQQSt9RSBi3sp1zKiFKa9uC1F3Whim7hqkv+2m3UpNKLg6XyB2QDF6WPXn6+7E8rFQBMo5QNRLl74+iadFI7CZge9lv/rHcKU9kDsvWxrA9At645YW7SeTEGKveKzNdItH3nkPjw9liD1NraKmXR5fjqNkM/diqCVNs2IZGpDJ0JaibnHHo6DRJUvzpqJA4uuQhDT4ZaVOKmDdWto0jATuLe+q3Pxcv1y+OyFApNZ3+Lj4sSQvfMuHi01rg2JDNNJTIKvJ8K4VOgMBRFRT2xGO3Z2NxkOBx2AJ6/KCFTRGEoypIiSFKmKLKKsbn7cdb3GEcT76TERjgYDCgKQ1kV4iHnLGVhuHz5GsPhCPDcun2LF7/2NSbTY+p6xspY1kJVaUlw2tTijGABrEhS3otkF/pknZWKtJ5ULj33Xus8FJfJUcI8yO8uSRBdOfMISrmaiWz+VBiDkNYn/CvjEZPNxjHTibP1tsUHaYrEJ4XM5l6JyswJd5OIRrxL+KyJmByVrp0SO8ZceVxwt45JZFXaWz5U5ZUqwCo4NkSvRAkLESYte1dPSOIoXnnRZtLFPYFyBJfuRQIcOfkegx+ZLAI3Fx10AuOlfXyXMCt9P5a5e2cMDYHx0iaor4tUSTYvgV4WpTBj1i4wOd2eV/0HfZu4kg+A4nTS+rf/QPknT5zQqTP7Zy6AeQgwjzSp+03spadpjzVIVdWAqjQdZ5c4uc5oCCT1z2wm+uUY6R9Bqm1bYsClDRmpfchKnZcv8okqhAPZwM+vRelP/BLP7ROsB7VlXjnzWRTkzoGrTyqFjoNTmSjnfcbz9oBcOMKikFx7ZVGFZK+axrYUzrG+vkZVlVmqGR+AR3K3DaqKsqoSQOlsQ59USqVLKSP0JZajT7/pEhPVeN5hCs3W1hbj8ZC6qdna2kZ7xe7uDvv7u0wmE7yzkrzVyhgLoyGZGZwX283KymrnndY6sCpt+P74B5qj6XLeqWzeVS4xhc0XxliIfU9+WTp3QPD2CpIfPi0Plc1hpvqXDBXaiB0pcrc6ZIVQ0d4TAM8nNibhhA7EJkZPaRVhSq4R7YLGtj5V21UKikJLX7wDnNwfwQSjFZJo1+KyuKXu/QmgGxnJ+O5EvjIwgCLGRwDqjRMB9KJUGo/FsYlenfnTo00v3K/HYOTyyty0ROYkejTGXIS5FKW1piiD92pgcE/V3i2gSn3NgOpBYs6387g5+hZbfGwqvaEXJc54vayd/LflNG5Ze6xBypjoZUI3Yj1dRxigQLbbVgBNXCVFbx2DT6PhO4/WTyq9XHoKHGVa5Gkyug2Uf0yAxXIi9aC2XE3UtXnVR3TFnj/L+/xe3bF4XDgeiV8qAneoUClwUZKHFr18aDkQlZkEtWyRpp74fF6iicqn36Lmq1MVhPQ13mE0FKZgOBxw4fwFqrLi+OiY0WhEVVXcvn2bpp7iXE0MrI1efG1riQ4hEURlTjJuN2B4xxBn4JW+q/7cJrCK7yp/J6n5ls6jCkAFdCq4IFkRNzZBMhIirsXLnLS6ks2kM4znLsXpkSqkLaJ7z47Z7yQqrTVO2U66wqNN3AidR1es56ZD/0hSVtwmYT3maBTVaWkpdHtmvsNqnppnY5f3u/scHqG65+T21zhnizfJmI3svHyNzxNdrXUo5KgyxqJ7lV63eedt0flGpXmZP+c9a4GG5uM/L8El0FF9CTICVA50yTHpuwGkokoOIhh1BKZv9O5Aolts+ZISQmZbR2tdSqvi8Et9+RMg5PfL1DqRu1Pd+k9Lq3vmg1s+gScSOA8EdV9Q6vWAymf98T737OkvNueCW7GWuBjvkFILSrKeb25uMRgMO5AKxD7+VYMBJqhd40LtdTMH/awLKtg+oudQDOY3ociglC6vwhx2iVovXrjC1uYZzp45x87Ofe7fv8fXv/o1dnbucePt15hOG+pZLQyIMpSVSd5pHSXsVHGxz4H0EtURKv8vznPQ6Ikdz4lno4q5yZTMRyCUsYpwf/58b1zS5k0MTqcqUyq4QhMBzFOWBmVAlV5ACQl0LaoBZVFQak2hQId1ID3y4bxQokPFMfZBtg9hC1ay0pehP1YHr0wlaY8IXoFgUcqlsiBRknLO4toGpXyoOeWy8etAMZAoeXYI6ehlSV+2H074LBKYE32eDsyII6wVCaomcvJzV6t0h36L7uUmMbNZ/4UjDBUBqq7w5DzvoeiYF9Wpi7/dFldQfyW9ly2u245edimofPq9kzJFeyIJFEQVLpJpZLBinsnTg9TplIKP0D7/+c/zyU9+krW1Nc6fP89f+St/hW984xu9c378x398geP+9/69f++Rn9Vam0qYxwj/Xt6yRBzdooSUOC0XYlzCb5kHbF9c7dsslhlTT/fH6c7jIecR6FqicZGLmZ/8nGuJn6NuXYirtR3QE743TUtVVYxGI8bjscQ8zRHtHpe5ZBPmi3n+L3UtOzdlWyACF5EKxX8AAa7RaIXtM2c5f/4iVy5f4/r1p7h65RpnzpxjPF4JJb+FzzZFIbWSyiq9swuxYLnNKYJTdFTIwSkS1h5g5b+n9cAD5m/xWLfOsnlKee50el6kksYYirKgqioGg4rBYEBVVZRlQRncf6N0owMIaRXBqvuLT9Qq2sEyQqw60JDPKtmkejYnLQDWef5Fm1QOAJ03X/SaU6jkvt31q8vOnrecPOZLRoXbR+eYqO2I2Si6lE0+2Zlzqp6F/c4txc6hRIX3VtGY5zuYU4gXpNi8svWcdXaeBquFtzl9W76vvzNtmWYkeXnmEl6PPs3tn0gjlqz/h7V3XZL69V//dX7+53+eT37yk7Rty3/yn/wn/Lk/9+f46le/ysrKSjrv3/l3/h3+y//yv0zfx+PxIz+rns3AFRlwQKzWq7XuLTwf7BM54XTBABxtF87RFWYLrU/86XYxpEUpBN9l3HAXqpXsQt4T5Z3TtHwS86sWVQkxY0SuHIncjWbeiUTUnSZdLe/ccfyxlMRs1rK9NWZjc4O1tXUGg0HsWA+gklPE3IKbV3H1wSnfyQQQCosekh1QaQGu+GLOCRNRlgMGA001KNlY32I2nVEVA+7euYVtZ3gsk+kxx0fH6Ewak351GwxUl4U8EurE48fR7QOVgFyUUCM4ZfMciP284lXGYN6pIhK/0DcltkUZgFCSMIt7UyjKoqTQhkqbFAtmPejCYEqRpIxSPZVeVG76AFodEY6/x7Xjk9QVrxMHAslqLk4sDnGuEFWkNmA0RJuUtW0AMZFoMBH0uvL1JkiAXgnHHSu4xrnIl8aDdksHGZ060asuA4i3oTowpDx7+azM31vN/cWqvCoAdJq3cJfCGFrl0tp9YPvOYcq72uISVSpPKQBdsc85b88e00ZynFCB8+mYO7Fnn6a96yD1T//pP+19/5Vf+RXOnz/P7/3e7/FjP/Zj6fh4PObixYvf1rOapgHvAkgRNq1KQBUXl3BTnaQFgVgl7q9zCIicaG/AdeBJFWBMcNCgv4tU3CzdR5URoPzzqdrchiXbKMRnexJ3Eh0nos0pdkKIY963EFyJSql4nI/FB2E2a4JLt+bChQtcunSJ1dUVUQfGhRVAyoQ4ksWF2gU6dn+6l7E+cr3x3TSZS3sCFI9rZW7a1iZCpgvJCQiashigRwVXrlxjfX0dXXgGo4qyNLz88sshD51jMKhCCqdQFTdlNlB0jgvdhHZZuzPuPxB6VGcr6zhIcUWOICbjDjnximAdr+lJlGmKMsDvSZxyT20UpdFURUFpCpRSks3DGFRZUBhNoYMKTgk0afH+IGiqkl0KAvioDiCTdBekHZ/ZZVwoCR8ZQo+PznQCrN4lxk8BLqCUQvZmoTWFFqZGA2gd8ThpJlCd+lExt+bzpa9irFW33mwPgnzkSAKP6JMj/zJWsfd9iUQQnaly71ZttFQq7klpgUmZt9mEsZ+LqX/ft9xuHZnY+RZ/05ER0ArlgooPAnMA3uU5PU8vVb7nNqm9vT0Atre3e8f/p//pf+J//B//Ry5evMhP//RP85/9Z//ZidLUbDZjNpul7/v7+4CopbSK3A1gOqKcFkkGUvK1swtFrrrTreZEtZsYrRRO6WylhUHvRdv5jLjMAVXsxynFW4gb8QHnz+20TmpJVwPLYxuEwAv370Pf4s3a1gLi2bS5ucnW5hZlJaq+HET6RmXS+BHGDt0fQwhqk0i483Gn38lOguwcPNJ0hveTS+XeRaEZr6yijeZSfZmd3XscHO7xxptv4iYTWusYKHEO0UHV55XrjYtnnhPs9z2+XD6U8fe+40SQkJZQQp/WQ2ajyulwWivxqwp5FjM1kxZtQWE0RSH6f22ViDMxd1qMm867Hr0I02HV+zzf4lJHdfYDyRzgMgIes3mE2fI+W4PxRXzaQzreiw5YvLDbAiAqxvx11/dVQtlAKdK4y33C3k9MRbzP/EaJu6L/rumdlw1EmLxoOohJbiOI+YUJnP/8DltiPOeY0/Rx8RnvDQCqbl+HNZ7vybxfau66TgORtlBHD94PIOWc49//9/99fviHf5jnn38+Hf/rf/2v89RTT3H58mW+/OUv8x/9R/8R3/jGN/gH/+AfLL3P5z//eX75l3954XjcFDakX/G0QNxgKp0TjRDijUNPwooqQFNotNNo73qulDGdiIlph3SXpNTl9q0TJanQ2SQJnWJiFOJmLC/QvW8uTSWOVzT6kch2p/uMO5cz45iYWMTNSSdVluuubVtWVtbZ3NjmAx/4IBfOX6EwOhXpU8qjlacotNhBypLoTJG4dN0FOmqj00L13gTbkhPO3ls6daoYqdOmDGNbDqpA4DRN04Qs2w4TwSYE6dazFjBcunQVrxxb2xvs7Oxw69Ytbty8SVGWoArKskBrQ9tqvLdBGooAGyWi7l8Z6sxaoiLYiIq3A6pu86XPUW+fEet5aVEWazdXkalQeARRg9djYogcElDkMcH9WwdvCG88xnhMAVrLnHilgvOPp5MdfchvGd/PJyKv4ppTPgVpd9WSxXElcsu4WPhQ0al/Qv81KBttYoiDhREQjRKN1VrWtHVJFRhcH3AnAEn8Iio80XKIo6MntyVGD15tTAA+hVL9ey7cN2s+jJiPFtJk2wpejx5J4HtSGqc/NS1IRg8hW4nmxr/EkJJoQ6JBHQd0qh68pyD18z//8/zxH/8xv/Ebv9E7/u/+u/9u+vyxj32MS5cu8ZM/+ZO88sorfPCDH1y4zy/90i/xuc99Ln3f39/n2rVrc2f5FHzYk28CwRMVXWaIzs6M3JjRGhtiexY46shN6JgjD1SeDLPPrCXaE4/7ZSLNaVoOttn38AIkLqd3fh4rtfSm2buFzBBKQSBjw8GIzc0tNjc3WV1bxTnJEZeMzyq64ApIxQDpJFlldkFx8+8GSAhZiJjxPvP26dsRo81Qhaj/whRSEdX5tCGc7eyJpihRqqAoCjY2NnGu4cqVa3ivuHP3PrZ1zJglqaCnK58b6/7wdxJHN3aRIVAL5+bvmc5P07Uszs1niyVMagBOjyO5U4dgX+8tzkuSU9m+EWDFDiQJF0LWiG6RyJyRe9FFtrbru48EJmOMurRHcU668U8EJ71MFraRqXPz88X7iyAl6vCOnaTlcum6f/P+WId3kj0bpDXfgZTRmjasHZ8D8sJNFrn/3vOiIBvjJn0WvhHOjirAOLXzGsp3su3712d20Li+voPIGEcuB/lFLWxQiAcGj5S0Ono9R2KYaShOOTDvGUj9wi/8Av/4H/9j/vk//+dcvXr1ged++tOfBuDll19eClKDwaAz3Gct2p4iELmkRsr0ppm+qPBdPRzvHLkYbYzBOIfxJnCQJ6h+Alcg2qYoquSiU/9jNw2+Zxs6TculwQXilohB74rUn7iwfEppSZ9o0AFUUZTpeoVmPF7h3LnznDlzlvX1dXbuHyUwiBKbCeUbypAgFjrOVusuoHc+20SUfltru/6oeF0fpBJR00ZSJXlS7FaUoKM9cTgcoo1C64atzW1Gw4oPfegjKGV4+eVvUtcz6rqWAM3CpHipaCMS0OwCE+NALYJUf36iDa4b/5iBIouTyn7tzV9/yjqgcgGoJJst4sYbbKnO4p3GuxbviwQ+0dCktUNrjzZBgZBJ9D23+rieAyERJ40oyYa1oIKtKIyAdaGkyPziViEcZF4FFMcwSE9dXFVYn1rJu6jchumjALo43nNjqeikdu88Kjree50kKROYSqlmMD+LqkMbwp7IZsxntEPCUkJWeu8X7xXAK91ZzY1Fb/8uWxEPbvOM9bLxOR1leTQa1F3VaYk6W+uSyQ6uOSqJ09kiicvtEVH7XQcp7z2/+Iu/yP/+v//v/L//7//LM88889BrvvSlLwFw6dKlR3rWYDAIMRry3Ho2De7orVQFTZupc6aIQXg+7ODjoyNscGMXIqUZVEMGgyFVWWZTIfcS7j6CVVT1+IxjkHlRfn4J6kBoTjdB+UT2jOz5OfSXiTFdpuOu8J5LUfc+bLbCdEbQCDDWetpW+rm+vsG1a0+h0dTThrpu0thVRYEyhrqucc4xm80YjUYd+HtPa1uKqsQYQ1mWqYBeLnGZmHMxZLn0OEKFBDIuQFR63mKdD4xFZAQCETVazvNIuiDvMEXFyuo63/vcc2xsb2M9vPbat7hz5zbT6YTWeorSiEY12BfatmU6m7EyHncVZRFvwphEtyqLNA/RgyyOcazrFGdGJbsFXdaNTMKILvdR+vG+m0uvhPjiXSoVI6Ypj9IepR1KW7xvgxRp0IVClcgaUxatFU1jqRvLYFBSGENZDtBmH8EZg9ISH6eU2FlmM5lTZ62oaXXIg2c0piylZIdzzJoGh+y/qqwwpgjJbUVJ1zSiFo4l573zSYVufdhnmaSvtICkUkGFFlNFZfJCUBhn610lcATEY1AXOK9oA7YkLz8VJcK4n+JnhbeWGKCnAuAVRiT3whSURUFVFkwnR1Jjy3nKUjEoFaLqi7FsPu2nTk0sVFkEseB5+AjA1N0jrAsvziRRIl+gCT7u83llKSn7S2SqMuqCwHfOjHfPjgx9lxMp1yS4nkCgo4OEjxoOK4yklxhIrYuQl7MEBdYvOmEsa+86SP38z/88X/jCF/iH//Afsra2xs2bNwHY2NhgNBrxyiuv8IUvfIG/+Bf/ImfOnOHLX/4yf+Nv/A1+7Md+jO/7vu97pGeZkK4E6MpK+y5rRLdYcq43FL8LOz8R74yrl9xzwmnbqC5UnQtm0ruruSDNh0hSj8I5xb5AX5LK+xn7kp+fb5KonptnfLrzuuSb0fW+qgaMxytsbGyA0qmUORDApZAgXO9TUb8I3GnjBIknEYlsfGPTC6oiFy03nXqB6LoOhKS46V2B5AGpOluPd6ALcZLY2NzCOscHPvBBmpD66tatm6SCgoEjTjaoAC5amxhIJe+XBnC+LRqQE/Hz3fecmUxzmCQoFdZXfM9InMNoKC+1JAnu20XMzB05IR8qJMtwOCLh6MY9qnWNKVCoIBEHqS9k9Yi56lwg3HEeIoPWla1Jpa2SBKxUpgKns9UWRX/Nyli6jCyS+t1lyJCbxOoYD9o/Pt1bdWAXO5gxA3lTKtrQ5G629xsp5VEk6smz0YtNFmIqqFyQjIvA956Tr4MU99ctkoe2dFZGZ8KKXcq0duNx0g3V3FqMM8Hc0OZARdrTXdc7O2x368V3EjlgMZZKsgTNu7Sf3N51kPrv//v/HoAf//Ef7x3/O3/n7/Bv/pv/JlVV8au/+qv8rb/1tzg6OuLatWv8zM/8DP/pf/qfPvKzZAGFjaAg6TXyFhZlzNNXFKKmiqp+k6mlfDCCxiA9FVQpccsGiMoASIUF5HrP7mFWmtx+8tFHabnqYJ6DSkQRRefw0S0aeQfdE7OrahDUcAZnPbYVKaYoSi5cuMzly1c4c+YsWmmpr1UIgYvqvXlJsq5rSl9K/r4AVrN6hp95Dg8PU+qiqhoE54wmQVHeIunsiFNH5JI0sUxlk52nFNRNi/MtZTHg3NmLfPaz21y6fJm33nqL3/zN3+Du3TvcuPEWg4FkaYjq5OFo2HmyxdgxrZKU3WcUOu/Qfl+6eUqAkzaqS9x/p7aJEyvqJGttqvckWR2kFMlgWFIow7goKbWm0ppCibZAvPEF2JqmxuLw2uCRQo9lUYX1rbAO2sZJHapQXFErSYm1Wo3wzlLXsxQMK+VrFJgCUziK0qKNoWlajic1g5GjKCOXbChLTWtjNo7AeChN66wAqg0ZJuhUgDFuCsQFyBOcPOYIZ/Ti7Uhe/DfAW3a+KP8t3luiGrOnts/HPl9JiaHtAE2Z4NkYE+5mzGB65jLt1/u0JQeZE3/vzkPkxZ5maP73nNYs2CmJMNgBviQCPj3D/p6o+x7Url27xq//+q+/Ow/LFlwsUDY/YEK4ujISYt8wRJawlwzVkzZCulcUsfO4jXhvefBySarrIungI0pS6cr+rZNDhjw/xpfkJUtyiUvUkFGtB4EjDMyfqEU84nZecubMWVZX1zDapB6L3SnLeaeUqPMiF+2jnk7GOtr08iq41trkrOCcRYUyHktbAuX+WsqJUypFvvBr5ODkN2MKRqMhly5dpiwr3nzrTYqyDGEMAhV1U1MWJYNqGGKBugwcXZ6//GmKxbkMXOmcxNsB2hwoZecnoqFlnXnrUd5JTShCyXcrRN4qTTRLOx2T8s6Pgko00/uortQ4FWpOBfWL99A4j1Gd7UrCN4L61CmJSTMGXZQo51GmRZsCrJS0j+fHWlYuiVTCGMX9FhkbfLcPOoKWLfBsdPqSNmld9M6M/U6z0mWSiFLZ/PpQvSNL0CXunWBSSfs+yfoZQWa5RLGMDL4vMOzUJEgt+dRnjuffOzlDqP74ZPJax9wGSf407bHO3QfzoNR5is2r93KAigZ6H/Tm8c8F8TT3PIkAJAveh6h4tbiBFjq25PgpxfzlNwsP8vS4EOlfFxmfE/d8DGIi3hQYi5RzT27DSDaD8+fOs7a6htIaF7KJl2WZifMirVRVSVmIO/esnhF11IpQHM7olENNdNMqqQ6sk4qdunuJE8ZvjrCEndGH+/mBFuN5VDWUpWFldY2LRcn6xiY3b93EmILbt25zfHwUHCpmyVuxnrXBzbiLD+oYkvwvsTLd3PQWRVS7ZWEKGcxGCVjrmJrISKLZsLxscK/3XuyFDS0OTYNBeXHpVjgJts0IdwzK9Ur1ACTaDlrnpPKvE+aksQ6nYgyToIz1Sop+eslOokyJKSqs8+iiFcBqHb5tBdCChGadgGAnZZMcbPK92SWeilz9ks2StlgHJfOrpAOm/AiBsVzGRsznAZm7LopS8fxIbNNzOvCLcV0RYx8EQH1QfP+3nCmO7ZEpV2CcRVWaHYvjlnmNPqw91iCVotSJXK/CubmcepBUfTF2RyQpUSvoDKSsB53cnoPnoHNSAjk4PSh84godmfrhoY4T6tESTmQceS4d5YtH6Hgwbme2qBykonddLO5orWU6nWGtoyoHRFuFs0IMp9MZd+/eY1a3NLVGacN4vMagqqgGFSsrKwzUkKoqRV1WlphpcBLQUqW0dRZTSE2q8XiUbFOzmVTFVTFz/eJbP2RUIlmKQKUgVSbuQKAwUuaDULZ6/+AAbQyDwZDv/d5n2d4+w8p4zDe/+U1u377FW2+9QV23HB9PsG2D957RcJDGM3oBdirbSKpO7m803HdgtHhuFxgLxoDyYU0ZIYPJtoLHWvBYWuXQXmEQhwvR7hti1VOlC9AFaIP3Bmc1bbB7yyhJeXVdlGBF2nGhv03wOPBoMJJVohwMKaohuqhwTUPjoHXg0OiioqgGFOUApQ1eiUqxx9AEO6Y2YU9BSNukMKFPKtpO5/R4ERw8gb55SZK7qGHNwKm37xb9+ZbM1NKjSgVTgIpzF6x4SknmDCN5EsU+67qLvoua6oFOl3EiStA6BvRLJmGhUdG5S4vC9zTtsQapXL/cA6Y5kJo/Fs/PxdJcD73sHkmyStfOkag58Jjn5NJGe4R3O+WZiXNNz4qM4dL31knFJ9nPVQhulWS9+/sH1HXLwcExs5lw0mvrm4zH45QRxANN26ZqvZIaSV7QtW2oDSUqHomjarEW2vYUKs+EyGQUKrKqAf27NwUfDbAdodJaSRCnk3Q201lNVYq34fr6Bt57ZrMpk8kEay337t0VW1DwQlSQ1Hw+Aknqdz7W8fOD3kundZXNGNEAHl+1U7/mbHkkAmKsFxuOCarS8BfqS8WM7zH7nkM4WWUMkiVfheFSiCeGybRsccGEvhI9GZRITaYApXFeheKRgWRrhTYFxpQp9EApgwoGX1H3ypx6mapu70Q7EblT0rykGb/5NMQxC7lP47NsDWXvlEbx5FNPknByutC7V9LWdPFjp2kPeta71eZt1o/ai/n3jS06fvTGIjBg8zQUdZpjD2by8vZYg1R0K4du4RijcS4z0uEfwUjXcc461h1SSnQj2UaKthSFTwktl4JUth6E5z/lYu6pHHKJqv8eHjIJai6JK/lm6vL1xfLsklKmi0FqZlMmR1P+6Mt/nADs8HCGUobNrW3Onj3LmbNnuP7UU2xubeIUbKyvs7q6ymAwSGNmrcVbi23bTII1SRLxXgzny+1RS+Ypx4Bkz5hjuZNKyGO9o1RSXwnjaeuag8PjkM9Os7m1yerqGlevXmU8XuHs2XO0bcv9+/e4ffu2pBUqDFU1wFpxIkh1sujPSwc+i4RB1l6ssdXf3DG9UHJYDGo36yx129LaNgS1yviVRcGgKCl0wchUFFpTaiO5+wJXKhknFK3XKKvwLZRVSVWOwBtxpW8d3htQBcpUaOUoYtZ0ranKUt7QiUrW4zHlAGUqWg+z1jJrHBYtkhQKUwyoBiORVIdjBsMh1orKtGlajHa0rRRJdCKeiBSST3U2x3Hv9IM1VJp/sRN353TKQLqbkDOKp2CK/CKgxUS4RndSsA/na5PbuDWd/fdBz3oYM/Ptt25nZJ9yBnXJ+bHL+Xnz7UG9TircnM7kkpSOc63QukCH2ExJcv1dIknlKVt6em+dEWZItpeF5vuuqgvSFISS1sjgB8klp49Ls6CnPsZDy2tTPez94ASA8nnOuz4VzD3R8vOdi27pPh2TUieO6WxGPWvY3T3AWiEsbQtKGaazmsPDQ+7eu8vO7i5ra2u8ffMmF86f5+zZs1y+fJnhcCjFD6uKlarClBJomudcjKAfF22em7AbJ5VtnshB+4RPKpvEKFx1oQFie2mtqNKKUkBiZWUVZ1vwntmsFqI/HHDu7DmUh+PjQ958802Ojo5wtg2SS5afLZXzmJ8LlexTfSM9IUg65kgk618kIyrZRuV3kYzQBSZ494nzh8xv03icshSlkxx9hQ5OFKI2Eekp2ia1qPIayVDR1I3Mad2wf3jE4dGE4+lMgCNUnzXe472MkXeO1oVEvEozrRumdYt1ClRBNRzjmdFMa5rWUTcWZR1Na8XZQ2mUhqKoMEWZxtJ5h/UCWOiQaQKI9Rvj/oimuXmeLhHLSHR9tMFGBiwS4/7aV9lfrgKch40o2UXVcZSWkqQXvDaU1kl9GdfEgklNQUx+u2hVe4+Aag5w+z8JjUjjsCgS9c5NDFhauwBdbtDc/t2XkEKSWdV5QQatdRIq8nNP0x57kOqp+7RCuUUV1zu5Z06Y4uZxKpvghVv3j0Up6ttZjqfuf0bgu+v69ivnsiq1YVMlp4bWMZ1OmU1n7Ozs07aWprUYM0Arw/7hIfd37lMUBTdu3mS8Mubc229y/dp1rly5QlVVrK6uMhqN2N7eZjweU1QVdVOnZMBKKcbjcQgQJbg25/2f4/YC54wKROAERnQuCRbeCfCiCNKwYbyyQj2b0TYNs1mNd57BYMjZM2dZGY9x3lIUBa+//jqT4yMJZlVih5xP19RTF/d6rHtjboLNIsYrRfflXOKK2RxUJLBKCLYLWQ1a53GhcJ9tLK23GF/gQ/Zt8U71YMBrsGEJKi9FDVtr0W3N8VFN27Q0sxm7+4fsHx5RT6coJcHSZQGFAXyLD8UCWytxZV4ZxtOayXRGYz0OTVmNaBpHY2fUraNsxPOwaS3eR8DQmKIM2fMN+IYYwNx6j48agLBvddqvvhOcsvFdZNQiwe1D0okcf5o/WSc9wMokDfk5k0J0IKaZCl3UyTqRgZT/MVsj0fmg5wGX3um9bRFIlv9IAKtc6lzsVS59dWDU34DL1X0ZCKWM6CRwjynTYlzladpjDVKRgHjvu9xfKRV8pzOOklBUuySVgYoLUWcg51NJCrFrOFTMmk10nAgJWbOAyYRKdIQiN594fFfF85TvBv3NOa/Kk2Md/5cfj9xQDKZtW+GoJ5MpUZhSyjCZTDk4OAypdiRWypiSqoK6dimbQiwP76zl6OiYo299i7t37vLiiy/y6quvsrm5yeXLl7n+1FNcvHiR6888TVEUrK+vM51OaZqG6XSKNjokew3pOXNgP2EsFvXsyz93IbDyv7a1wWtPC1evC9p2hnOO3d1dhsMBq6vrXL9+naPDQzY3N6nrGU0tlX1R4sIeDUaRoM3r1pcGVgbJNWX9yBLZdplPiiSFWduVgXBeym80TUPbttSzBtc0tE3Lm/fvYRuLa5yoopSMYeuh9VJN1yuFLyL5FilMeU+pYVa3EkcWgpUlTknuU4T3sES7k6fQmtU3b/L6W29zdDxhVtccHU8xSjE0QrxXVlcYDofM6pairHBO1H11PZExLBSrK6sUWuGaWmLQgjrRBY/ZSPx9Nn752PYIWs/Dc7kyqtvrfYKrlp/en7twA0kWEFVT4UmqSwlWBIeQ+WDVZS3nsd5LoMolnNNdEP95OGPfX+YdTY3PzcN5nHEhy0QX+xhzeWod1PHfbZKUX0I8coLdie66NxEd6mu098m4u3CfKJ3knENvtWdWxexjPCNxVqd/uzmOkvmn9Y4uxix0nE706mvalqZpyROj1nXN5HiC1hXz3jb9jAXB2xFw1tLMGrzz1HXNcDTkeDIREFaK6XRKNRqyurrCyspqIsgRMFM6ppBGpSeBLh3PBD1zNoicUHUCWXJI8FF69IlTN0WBsy215IAKklpHgERAkRx14r01/7RFKpfWU8aVRBCQqsdxHHtXBUFRgVcp/VLdtkzrlqa1TGe1OLTUDd62OOuCvbWkGBhKo9FGoUyBVxqnNK4weK1QpUnvbFvxVBsPS5FgXaf6Vl4ATEFQ+Yldr3VBPde0VKVhOBoybVpUaynLCqOkdHzTWI6Pp0ymM6azGcezBpxIZG1Ir2RDYVJjDMSSOXg0wfsxiTD9Me1LT77T/qpu1pckNmdhUUFvr+YSj0qsTbxjd05iYpWaOx73Q8ekPGhfR8rxXrfTAeCSsxY0Qw8Gqpy2RHVfuk2iPTntlGvn86HObYgT22MNUlr3jddJFNcq/Qah4FphUmLRFMzrJU6qCH/OgwslCuJgS+G3KEOFzRU2lQphlQuSVPiYHco4nFM0pVIRwx6hnpvUqAbrOKcOTORUeaC4f9fUs1oKRRJjaCyTyZSjo2PKwhJza4lNymKdiO9lWVKWBaYwsqV9dItuaRrF/t4ek8mEe/fv8tLLLzEcDnnu1Ve4du0aP/ADP8DGxgbj8SqT6VQkhLalLHuRUvLadH3uvefCtxOkKkUIMxBHh+ixN5tNU4n18Xgo6rNgd6nbGW+8+Sa3bt3i+PiYphEwaNpG1ow2mR2p+79MTcYkzfHJTdOEAOb+uowtql6jTaltPJPplPu7O9zbOeDoeMbhkY0aT0oNw0HFsx/9KOe2trl47gKr4zHVYMDqxgblaMhgPGawvkYxqBiujCmLUpwhvHhZnj2z3cX5gbi42xbfRmcX6fOsqZlMp8xmM3Z2dpjVM2b1hLfefJPdvT2OD4+ZTqYc7R2wt7vL/v4Rb914m5l1zDwMgELDeCR5+wpl8GtAQQjsBeXFcV6JqyngQ2b3uOaXSan97Ojz87HY+ui3FA97e7Q7FL/H+l3pepXvsT6DeEqa+563SHcioOeSZO+8Jcce3uZVfv3xSFn2U7LpmLGio6lRm3Dapz/WICULuctkLW64XU66pO5TEu8TvUqMKQh+2MlDR/68xEnJReF+Tgy0cePgSaHoWWXW0B35J3IbaT5VApS874sEeU5uypjIbgf47B853yPccS56R4Btg52hbRqaYJOpaym9gdJMpzOxV3mS0tBaSz1rJBGplngnBRLXohTKaIpSkm8WphCiXtc4Z5nNao6Ojnjl5Zc5PDgA77l69Srb29tsbqyjTcGwrEJVvk41h1oioyiV7FILP/o8MLNTCXVlRzqw1npErLjcNDUAg6pCa0U9s7z+2rd46623xH7mvQCyMSwYdmN/SDzOktYRVu9FXWiMZPOQyz2z2YymqTk6OqaeWdrGUc9ELWi9Y211nY3NipXVLUajMevra6yNRqyMRjzz1NNsrK2zvbnFcDiirCpGq6sUVUUxqKjGYykjPxyISsoUuNZijGF1dUXGLIn0ASBCTTXfNrgAVk3T0LSWw8MDmralbmdce+ppjo6OsE1LPauZHE7Y3bnP0dEhN2/eFAeLpmF/9z6zyREH+3eZTRvu7U6wzjOsDCujkkElSVuVVuK8YVtcUItKTTEhcN1Yzzs7ZCre5FETV0Pco3MkOL9B3FpxSy6hlUmSWvLDvLSQLcGFkzvtif829Hx+4aNa/CUdj84kC+Qmf59UAibeZXEQeqCbut8NpJq/NqJ6+usrZeVzrH+nTs44M9cea5CK6rvEbSVVXkTpTJUX4kqSa3m4ppcWSXt0AISeWTbeM6ZGUio7BxaoaA+g6D4s0enOvdFDfp97WqI1MQdbx+3Fz9FbK0oVdV1zeFjTNJKDrW1bUXf5TqvmrDgftNajdZAUfShgF3MdVkIAjTa4VsqKW2dprcU5zxuvv8HB/gFt0zKbzJhcPmZcPcNwNKaqhlj6YbgCkZHZyIYqfPHd7ktguqBuJXK9IbdAAK2qKvFOiGBTNxijGQ7K5A341ltvcevWTY6Pj6UseyHAEkGF+afkvMT85k0AJd+j/aKqqkz9eMx0WnNwcMjh4YzppKWeWcqyZGV1zJnNbdY3Nnnq6Q+ytbXFxUsXObO5yep4hYvnLzIejlldWaUcDDFFSTUaoguRdItBhTIGE0qoaK2xdQNAVVUPXE+0rajjbJuymtf1TFzjneXK3h6z6RStNW1jqac1uzv3OT465M7t20ynUyaTKa+9/k12du7y6itw584u93cmOHvIoDLACNSIoijxWux93kNrxe0dHclYxvj5mAh4bj56U9MP5I0gE7dlqImYXZitnWXcRiZO5UxoDlARCJfZJFV/OaRjj2CW7vo6X7dsDu/mJbkcFvrIlN0znejnKoyHY2T7a6HPQg+TCltFGTfmkVoEKblNmNkcyE7RHmuQ8k4GRgBZRss5ibAvVIkyhiLowpUWdZ4QXh8qyApomUJ05mWhMYWiLAeB8w2VfDNVW3++YpaJCIwnNAV5+YF08AEtz7U3vyjBo32XO1A2egt0InYEp0JrVFGK2srBbNZwPJkxm7V4pF6T0SXWaVEBOot3YLRIm1ppvG2DTaRlWJYo5bGzKY1X1CjqxqKLgpW1dcpygCo1u/f3ONg7ZPfODvt3drh04TwHt25x5sxZLl+9ysb58wxWVmhj9nPvxeBPqIDluwzqBNtESqejJPbCOB3lyFivEa88tW1prU1ZAbTyospqG5p6RlWVFMOS1998gxtvv82Nt99kf28Xo6AopFyDgE9nr4j0ThuNLjTOO3zraWsrhCwwPpGAaScqVWMGKKWpG9jb3edg/4Dbd3ewbYPyLRubZ7lwYZPr1z/AxuYG58+f4/Lly2xtb3Pt+lOsra+zvX2G0XiNsqwoTNGLSwHwrUMZjS5MRzyz9apDhhVrHRHC4/rLbT4+FrXUopLTwGg4QNTPmtF4lda2DIdjInF2Qfpqg/dkXc94863X2bl/j5dfeolbt27z9ls3uXXzbQ4P9rh54zV2jg9wdo/N9RUGg4r11VWsMjhVYL3HAAPEHqiVktI6ztLWU3zIoj4YDCWFWdPifNCcFBqsp3EObx3eekzGrWty6ShqJLqdpSDQBSmWGE0BMc7PWUfbtChlxC4XpHbvuoiteSenZFujU7+9U6Fqmat7T8jyHeOanxYgJcx7qFOmnICTin3rq1Lj83IvVhUBKNG7UG7GlOiyQhUlXoX4J6VRyqJMKCGkFIUZUFZjTDFE6/LUY/B4gxRxEKPoGfO2qTBIXckNpSTdvgQquuQK3XM11zG4tatW20lO8sy42Lq1rVAqN77S4ZbvTTkxEr9rD5CWVAdSPnKC2c3jMXnX6OPZESeQRWa0loWiDdGLzIUyFa31FMGG48JLxYUay6AoFDiHa1rsrMYVEvA5q2dhHBR16zBlSTUYobTBoKhnLYoW3cLevR1K4M2yYHJwKJvaGFadQ1dlYhSckq3SpjihzmVb4CikgMrHKd+4PrjVB5BKElkDzrZBmrLYFmazCffu3OLG228ym0zwtqUsTFf7KWz1bCplDnUocx9zJRINwsEFHVGH6tbTYpnVwjxY6zg+FuZA64piOGBlVHL56nXOnrvIc8+9wMbmBmfPnuXs2bOsra1x7vwFRqMRq2trlNUwBGHHKVapPI21vks5E0mwFwnFZeMTs2lIlgfdI6idNkJlIjrBM1b+dFFQKEVRVp2do6pkdMZjUVe2LWjY2NyiHAy5cGmHy1fu8Oqrr3L37m2mzZSjw2OOjydMWrDKoWc2aJ+6uLGYGtErJWm7wg8qFGiM8xSLJUaGyypLePFuPQcRptOPxNns5jk36MdUSDpztPLEtSX3yb3TTozBzMh+Jwn2gSzXaHfahKz5rqfRqzHr/Bw5CZn5l/yoAv1RqqtolSSoKFEFWhYlo6i8UGEd9Olh5zASTSnC1OtgGgn0VRdhHA3GVGhToHWxqEp/QHu8QSpkLjQhLYzCgLdIPrsCbSqKoOLwXoiXC3HqqgyDlXnomMJgykq4pCRJ5Ys9n/aoR2BBhs/VDN0xSVjj1cOrqKhE9OQ5iv4m8NEeEx6vvEIK4YWqwuEc75wkhy0Ug6LEKI2NqYmUEuKmFMYbXCv9w0ChDYOyojIl3juOjw5prMXPZhTBnXp3by8kMpWg0qIcAgXjVlEOYDZt0R5Kp9m9c5/28Ih7r7/G2toa5y9d4PlPfopL169x5vJFVtbW2Bhu4LSUD6+njcQKZSjvIBllo3u/sw7tRNKUrOtgXUvT1NS2JRala+oppZHsAbiWejpjerzPV//4y3zjG9+gnh5jNKyMh0FdKRkhPIRNF2fCY7RkgNd1LVJrIWtP3JSDZGoKybXXtNy9t0/TiBu5SAGKy5c/wMbmOk89dYlnn32ep595hs989kdZWV2jGozmVzlSXE4cVaIaRitNU4sU0zQNhS+pzKAHUm0o5hkLgMYcigBVUQkAaRVKtdiUHSNeH2PrBHwsTdvgnEebugO7LDhTVxXVcMTllVXA89GPfX+SwL/61a/wxuuvs/Z/neXNN9/m7bducPfuTY4mM3YmB4yGA0aDgRRv1AG8AlDpskRZjdY1Wjs6dS8UQkHlr9BY5/BW1M/eOkxYFz6sH53NZQwLiLtaK2R+jRYNjO6cqpLKvGnRSlOWVfJ2tS6GFyxnOpWKskqUrEjg2QGV6h2LvcyWwcK6wHfMayz63anu4hj5IEHGcdPJGuLDIKp4ver0BjkJi4xYDMaPNn+P7FddVOiiQpkyCQkidHm0URRGqiiUxYAy5IFUugwS6MPbYw5SgUArjVFgioIiFLQzRlR5Sps5fsYHjyvdid4+Zp2IJeWFY8j1zp16hHRO5EBIpKHf0npJHIuC6Hb7kKby/+WA1/usQkUEjfIBcMMlcVEZ1eXVw4O3Prkgi5qzQIirXFMWRRc3ozXeerR1Ej/mwYeKvL5uxYPHaJQqsL5mf3eP6bShKCtmsxmlMbiiwIdqr5PZMZOjQ27dfJv9yYRzly7z/Ce+n4uXLzF8pqAcDSXljPfBq1IntadrbYqn8aFMhKubkAFcUZUlqBA0GzhhpQMj4x3GlJSF4XB6zOH+PjfefpPbt26JY0BTy0acS7EVFSQL6y5KeYjayYZYMkUocdE6ZrOGyWTG3v4h3sFwMOKpp65z9coVfvCTn2Fre5vts2fYPnOGtbV1RuMVtDad67tSvUrGKYt5K0RSGZUKN5YDYcTqWZ0AqWmaHijF+J5oF1OVrF/nHI1tsW1LFaUSH2JajJag3UaS70pCYS3xblrLWgm8VNu2GA9lqWnqGo+nLKuQrLnkyrXrrG9us751hju373Dr9m1+6//3m7z19lt8/etfZ1pbrJtRqgpfKIpKkugCzOoGhaeoKjnmLJPjYyAwqDo6DUWpO26ROU4x7qwljOXiBuy7nidpKZEDlY4tu9O8598cx0r3o+r/vAyM4u9hrS8+Txi3Zbal7sLA1AY7UQSoeO+l79DXWaR+z8Ng10HVnRdfS8V9lLMW8e+7wSYVJlkHb7uoNjKZ114sFR15A+U9MTsvBP4mgdRi7rt8chRdJvPEfSxZZ3FNyDH50p12CoSKz1+y1fLEpIT3ksDj+KzI4Sp0KJuRUigh8TgJpEwp2QAyNYfRJvnfhHqrQny0plKaApFqTAR3J+XKnfPMasesbtFGak3pssQNglOFtbT1jOPjI3Z27nNUN2zfus3a+gbaw7kzZ1jTGlOVmMAcKBODtaHJ1RSucwZxXuxUvopcXJeOJdNapSwBTV2zt7fHa9/6Fvfv32dyfBwyVHTXRmebyGPHIOzIhaeihZHwt22ScsRO0zKbNUxnDW3rMKZgbX2DD3zggzz//HP8y//yn2Vz+yyj1Y0017ECsgCTScdEBS2MRLSLKCMcrENUwUVZ0rYtTV0nIGpDJeL8nfJyLXEwbciz2FqLCaAoJTo6daC1jrpuGAxE5Xh8PEkOIZHgSDyYSG2xCrIJuQW1NmyfOcf2mXM89fQz7O3tce/ePSbTKcPxCq++9ga2bSQ3YN2ivKYqROxRSmyehVEUZYEOYF3XdZDedLZLEvldbD2qPLfP5gBp6eV+Ti1IRqwzNVw/+P6Btzx9SwDVl27yn8mO9X+fv2Lu6o4bnntkZMrngGruWT7/IhcQieR8hoq4VhJdPWV7zEFK/o0eezHRqVdKqsQWBWVZBL21R9K3ObTquNUoSTknOcUkDqqfmNUFH38f8CoSfsGvHASkRXWfikgWOJwURf9Qhd/yjBNLz1MiKSpT4G2L8iKpGaW6jASEMhNpcUim6uFwGER3jXKORJa9qPQmu4dUyvD0ufNcvnSRixfOMxoNmM6mvPr6a9y8c5d7OzuSPRwF2tO2gG0ZDAY01nFw2DIoADViY30FXRqsazF4pnt7/MFv/gZvvfISb778Eh/7xMe5cPkSl595OnBgnqPjY6wNTiEhlIAgPRaDMpWzaIVkY8NujvYEraUcS2stbVPz+uuv88brr/GlL32J3b1dptNJ8OYzFGUpkkiwOUWA0mH+OsKtKMoBnob9/QMBfeeYTmtm05p79/doW49C86/+q/8KH/7wB/mhH/os6+vrjMcrrIzXZG6bmWQp15qmqYN6zaOUqJKm02nKbBCdSKKXoPee4WCAB+rZLGW2iEGzuY0lnt+2bQqsjtLW/fv3GY/HDKoqpbAaDocACdRGoxErK6scHh5weHjI1tZWyvQyHyejlGIwGNC2LTs7O9L/MK5Ga6qqYjQacf78eX7u536Ovf19/vJP/zS/9n/9X/zWb/4G33r5ZbA1Z9cNF86dZWtzHTud0FqH8o76+Ajb1AxHI8kMozo7tCJWfAJUcGLxOatHxuH3xyf/Ld+D8b1i5hWVeQP7kFYsZ3D7ALVMkvs2WlB1+7ljpyAnp7j1IlA/vOeddqmTpwJzkdZGNtYxTZJSYd6+G9R9UZLSXWZi5z1FkKTiX5DO8TqWAe9PiizybK6zBZz/JaEq3aTryzJ+Q2X/U3ixh51yzT6Ms8vPk8Bf8TjDRQ+zmBuOsGFVKkaotdTzKcuCpByxoILTgQyGY1QUrA6GXL1wngtnz3J+e5vhqGJWz6hnE5q6ZjqZMD06Tpy98i7YhqyAXdswnVVUpYbVIWVVsLIyZlCVFFoxPTxk/17BrariwoWzGDwbGxuUA7ENamcxXmwFYdLT4Gqj8VJOGYdLxdXSuwamzhhNU8+YTSfcvn2bO3fucHBwwCwQd5MTIu/RJ7LAsk6s98EeqiiKUvLiOcfBwSF1LQB95fJ5zp27yPe98H08/fRTPP3M01LGvSjBR3WiT84PcankhRYjgcyJX/wepay4SjpvUGnGmKTu67LQZ2s+PDOmu0ppmrK1l3uoxUB4l2kp4v0lufPiNREs8V3Gj9hXKZuyznA4xLYt9+/dBW8ZVSV79++wd+ctDo+mUlm5UN0coZAQvyyOzWfB7wS+kG7/Ra/apN1QcQt3eyw6BeTjvAzo0/oKIJ2OZ0smT5PUl2jiLD9Cy/qMn7vL3LFTtage6AkzmZ4no3Wn6BZq/rxEW/t0Nh/f7u90XX6sQQq6BVMYk+obee+lGJ+RwN1uzF1Iy9IhenSp7PTLqivKlRELeRagkJID2aJPRs/YJ0jiedc6AflhklROTJZt/vhdKSV1gYLh2IbsFzrY3YwxeCveTkIANUVpKGp5t0E1SBvdzWqsdzTTGQZHoTznts9xcesMn3r+Y4xGA4bDAdWwwDrHxsoKynmauubgeIKz4m7aELj2uqbBg2upCoCGM5srVFXJeHuLgRYvwaOjI47v3+ftyYRhodi5dRNjLZtnttk6e5ZyOKQyUv/IEQAC8KHwZCQSs7YRVWiW/BMvHn5VUbB7/y5379zmG9/4Ondu3WL/YD/ZeWwoxaKsRRlxlMhTuOTj7lxIMVVLdoT1tY2QqeKQGzdvoZXmhe/7fv7CX/iL/MRP/BkuXr7EaDRiNF4FuhxL0TFBaliJpBs1ApG4V1WV1l4OQhJr1SaOfh5corNEXddMp1PW1taSVNTlcmxRSrG1tZXuu7m5mQBw2VocDodUVefZp7VmNpvRtm06nvd3bW0tPa8McVvx3aP2oqoqPvShD3Ht6lV++i/+RX71n/2ffOn3fo9f+f/+bd6+eY+7d3f4ng9fpyorCqMxs5moPJVk2XfezRHc0O+gsNLBVSqmVZ8H+wWgyjj+CMZxTJ13ScuSMru7PqNxUvPZ36O1gERLUWNe8jmdlmb+ipPaw54ae9b7LaCT1lFtnCdL0MmurLTuVTR4UHvsQUoGpCsN77xPNqnIJSaQ8lqMi75zXY2Luf8XvVNUL6u6qLV9Oq8rNbGYmUtB5jgRJjxxfA+fnC5bRqc66D53Teu4KDRYg9Me5UP5c6VoQklvj4zTcDBgOrP41knyXC3P8t6lzBRFaRgNBnzg6lWuX7jIR566hrMNTSPZtL1tKWzL5njE5TPb3Ll3H13X1FqjvKb1itY7KcNQFngcs3rGrVs3qQrDyBSsVUNGZcWZlRUGoxErqysUTct0Z4c3XnqJo52ztEfHbF+4wHA8Zri6ikMy0Td5lnBC4l7VJbCMlYZ8KOXQti27OzvcuHGDmzducLC/F6SDkmhfyCUU5z0mcOvifCN2ldFwRNO0zOoZeE3TtLx94w537+5w//4uH3v+41y/do0f/4mf4Hs++j1cuXKF4WgcAmpbCFnPtTEoNEr5kCU8bO6QIbpNNh3TI6K5Smk4HCbvvaqqEnDdv3+fthVpLv7NZrN0TXzPvb09QFR5OdGNElAEn3xcptMp3nvOnDlDXdccHBwk+1UEu7ZtJfFqkLRAgDGqI6MzSFQ5eu+TI8Z4bZUPffgjDKoK37b8/u9+UWKt7uyzvjriysVtBuNxsME14MVjLRG+jINPLqCJ0nqira+n4gubbF56mJeqcokxJVH1kt8wvufS1nvOQ7f90ib9XTjYaTAj4/oIAKWWfJr/PWe9kx1uXoTyueTUSUs28P/LNFKdKeW7wHGi9/IJqfvZeKMBXQFea1HTJHXAHLjkC31BNI3SU8bZzHFjufScVAvxfz4/eJrVmovEuTiePYTYDZXePYp7aVEFjtV7kkeWnBs4QJQIk168G621mKpgVFVcOHuGK+fPc3F7i8nkiONjz+GRpD/SrmVlULK9vsZoUNI4h0PjQ2ClbVq0VpSFgEbbNuztzRgUBbaqGIwcA+9ZO7vNysqY1bVVIYaTCbu3bmGcY1SWrIxXKJVGjUaJsXBETtwmkIplAEyh8E5yxiklklfbWg4OD7l//z57e7tMJxOM6Thl77paYOKl50AFrhkTAF9SG3mvaK3Ey1jruH9/j53dA/b2J3zoQx/hY88/x2c++1nObJ9hfWNThHfnsa3N5sokUO0WY7cmYt6/lZWVBZA6Pj5O0lMu8UgmkUPu3LlD0zSsr6+zsbHBcDhkZ2cH7z3r6+tpLe/v7yeJajQaMRgMkgqxKIqUtT6q+JqmkZRI1rKxscHR0RE3b96kqioGg0G6t3MuAVDsc1yD0IFYlP5iJpTBcEBZVFy4eIlhVTEsDXu797l56xZHx1J4snUOXYg786SpBSAjMYyso1IZd5jtvehYERnOfD92Oy4R2vxcWReBqcvogQ9qX5fu36cHfWCJerm5/j2kLZCKbF+/K031wSgcSg/u/Raenf5NJ3cfElip/PPJf6dpjzVIRcKsgqgy75mnVAi6AxInFZJEaCW56LTRXQXZBGwmiaaRY0pibGBgvPchli+Le4jPlsfNSVJKpJVTclPzjhMRrPwc94Q3qS6RpHsyIgUEdJQ6QlIeQSvNYDBEKXFGqKczuVZrXD3FtS3aO9ZXxly5eIHrFy9w5ew2Yw2rayuo9TF3791l7/CAvft32BgNGA3P89WXxFCOV5QUtChx4NCKymjJ9OBaWjvDjEaMVkdsjCs2xyMubK6xvrbO5uYW1gsAOYDjI/aD6u9wZZWtC5KholoZo4cVpVJSlyhITWWQijSkIGBvLU09Y2/nHndu3uTm229T10LciqJMkrZ1YquMXnzeewnMT4yexjnP/v4hVTlgZWWNV2++xs7OLjv39njuued44ePfz5/9yR/n6tWrXLv+IclaoRT4NkhPRdr4nepWJ7WI0roHNLPZjI985CNJTaaU4vj4mC984QuUZcmZM2f45Cc/yebmJm+88QZ/9Ed/xO/8zu8wGAzY2triX/qX/iV2d3e5f/8+/8P/8D9w+/ZthsMhW1tbbGxsJCBRSvHZz36W5557LtM8KO7cucPdu3fZ3t5mOBwyHo958803OTw85OzZs3zjG9/gH/2jf8RHPvIRLly4kADOe8nVOBgMmEwmKSXUvK0n98KsKskNaa1j++w5NrY2uHLlIuOVFb7/k5/kf/27/ys79+/w1Rdf59K5bTbWRjgVkjuLqxM+xLN1duXun6iBUMwB0ElOSSqUMEkewhIOYO2cJBW8VqMtM2cmT3ac+DacKZT6jjhOLJis5s/N/s3P8bGPKiRT9h6lbCZBdWYWWfen69tjD1JRLeZBuBrXN3AK6suwKxWHdQ7pda4uyETXedRXic5IU0s/9iZx4cMp1+eyzbOE+Vu4RkBbovJ94OCbkJ8vqnKEEwueSThowbctWItWhFQ1K6yMBgxKQzubMBiUVGVBaRSlBoVjWA0YmJJhWVBpzdQ6KSzuQ4yLR2xi1qK8Y1hWrI5GnNnYYHttnc3xmLXRkJXhgHFVhrRIitZJrSTVNMwODvBNizaacV0zdo6BWoGiwJAzp8FzMnC8MaCzqWuOjg45Ojrk+OhIpM3gPJIIp5aURinVlMpsltmsOuuZ+YbGOg6Pjmlay9Vr1/je7/kefvAHP8GVK1fZ3NymMEXiVFw2N1HKTUxNIjgdtz6dTtnf32c6nfbUSNZaZrMZ9+7dA+Dw8JDnn3+elZUV3nzzTe7cucPR0VGSsA4PD5O0cnR0xN7eHnfu3El2oPF4TNM03L17l2effVYCgouOHMxmM/b392mahqqqGA6H7O3tUdeSSX8ymXDv3j329/dZWVnh8PAwAVxd1z0QzNU68yqeuCbDCpdEuc6A0Vx96mmUKfnI9/4xr39rwEtf/wrT2YzCgHKdI8i8raenHwnB+I/SVNjoC5KU72LO5iXF0wDFO7NHyZXdpyW/nlIieSftUe8sTIEK8av9TB6ddui7SpIK6hpIFUWjq2ikXlGiiBRe+ZAoNrioaqOTZ2CUpJbpUCHRGCE8c2zEPEgpFn93UVR/yHvlE5jrzxd06UFh6UM9IlFXaFGBhE1VN41kOwi/SwZ48NZhXSsxR61Fe4vCURjN6mjIua1NNsZjhoXh+GCXwq9QFCuUSornlcqzMhpSjsasDisOjw3HjcV5yTRhvMyDOPm1GO3ZXt/m4tkzfODqFc6vrbE+HLC9tsZwOGJlWGEKSZdinRc1nbVMdnc5Vvsc7u+zfmabzdmMTX2OcjjADAYyh3F+o+0jAlTTMJ1Ipu7d+/fZ39ulLAu8N2kuo7pDKRUywctE9+uPiVrOAZOjY46Ojrl3f49BNeBHfvRH+LEf+zF+4id+HII0651FXOhDFQqC1BRsJ84GJx0XJXQ5p21bjo6OuHfvHsfHx71A3LqumUwmHBwccHBwQNM0/OiP/ijj8Zg//MM/ZG9vj6qqWFtbYzQacfv27aTGGwwGGGO4desW58+fZ2VlhfX1de7fv89LL73EJz7xCY6Pj9N5QOpHtDtFT9nRaERd1xwfH7O/v59Aand3NzkrHR8fp/OjdJbb0/L1HPdXjEPS2oB3+ELzzAc/zNXrT3Pvzl2+9Pu/z6uvvMLB0YTJ5JjNjRVKYzBKsp6IklbNkfP+Tsu37DJinx9Qip4rf3JBn+tzTADwaA4Lf4qbUqAkn6r3fXrapZrqq1Uf1h5rkDIhFQ2Z3ttaCXj0kYEKYn2UvkMGuG7ggkpPhwwVyW0bJB7HZWCRVAidTUraXJxU/DdX9/nul0dlfOY3dmwdXvng1RfKMzt5XxsSYjZNg/NFZkP24DymkqwF1lo0IkVVhWZQGoZViVYOXMNscsAxLdgZRwe71NMp46pgFGp0nd/eprWO/eM7zJougNWIyMagqhgOSj5w9Srntze5ePYM51ZXWBkMGIdaVYVymEBmNGCQRKNYR+thVtccOElk6mzDcG2F1bNn0ZWAW9M0wf7USkoj52hmU2aTYw4DYT88PKAoTNCQhJpYTtRUKI1RKsRhqeAV2oGUR2Fdw87uPm+++TZXrlzlqaee4l/5V/8VLl28JOmCtCTXzFdDcov3XfJZFXTGHjqpam6+47/x8+7uLjs7O1y8eJGmabhx4wa3bt1CKcXu7i7nz5/nk5/8ZAKQr33ta3zwgx/kox/9KD/zMz/DvXv3+OIXv8gLL7zAs88+y6uvvspsNktgdPv2bVZWVhK4RMntpZdeYjKZUNc1H/zgB7l48SI7OztMJpPkYHF4eMhkMkFrzWg0SoCU4hYzm9T8e8lyjJ6yKgNmQ9s2WOv4xKc+JaB69zZf+fKXuPHWmxgzZTSoKFfGMo4qSBSBSMZ90R/YxXHOVY/93/vcfh7Mmzua+DiJWVvmgv5tQ9gcd6ugSybwyHePhGzxunm139wVGXELD18Y4pCWTSm07jMjJG3UooT9oPZYg1SuksndQfPKoxDHMTOe0nHPebXepEsNajlFf1DF0ES6R7xrIirZA1V+XiCKyj+ai2j+bvOicdrYidj5+FbkNjprBYRQRbegfEgPpaT0eF7avFCSt6wwGuUd3jZ429A2mlp7ZtMJbdNQFoZCK4yGzbVVjiYTSnNXYq3ahirUY1JKsTKoWB2POL+9zZmN9VQbaVyVDLRCa9DKhsBLqZAsYkiQyGzI4nAoaq9qWOFsy2h1LdkOatum5LLOh4wUTUNT19TTKbPZhNlsSlmupBglGwMxQ2EIpXVwX+8KJ3YhCjGD/ITDwyPOn7/ABz74IZ599nspTJnUqUL0csuDmjNDqACSZAb9PijNE0fnHEdHRxwcHFCWJc459vb22NnZYTQa0TQN4/GYa9eucevWLabTKbdv3+bKlSuMRiOuXbvGwcEB9+7d44Mf/CDPPPMMr732WgK0vb097t+/z/Xr1xOBjc4S9+/fDy72DZcvX6ZpGg4ODjgOmTqOj485PDxkOp0yHA57btt5hotl9uL8t3jM2pBEx2iiQuTSlcvYtuFj3/d9vP3WW9y4cZPJrEErjVuJduKgSiUnsPnYpuEXxjXtmaxPqIV9lu+3fI678x6i7vsOePe986Y44XVPODt79kNOVEmTlf3RjXFi1k7RHmuQio4TccNHN1GfuYaKGjmzU6Ho6p4EkEKjlUnqQxWzf0MgtBEkFCBJQn222GFO3RfxLHI6SgJrowtrDlQLHkDpHqr3ed6bp3fMi4dRDHgUZw+RMttWkptWw1A/KegqldJURYF2Hoyi8FAoJTYnBdo7jg73GQwHbA8LqspgSoW1IslUhcK7GbaGD1y/ymg05Nbd+zSzltmkYS2omVZHK5zZWmdzfZUPXb7CoNCoukbZEuXBWo/3MgeoUsbWeqnFZz2llszb1bDiuJ5xeHRAU08Zra1RGMPK5gbjjTVcG1IVhbgZj6etpzTTCZOjA2aTCXU9w7kh2kiOQhcKDTptg9ow1hsTiUiF7M1CjKd89atfZzgc85EPf4Sf/df+NZ577nnGo1WsFRftoqwAxWw6xWjJi1iYrthhCj5V3drwQbqPyZKHwyFlyNAQU/9477l37x5vvvkmv/u7v8vrr7/OK6+8wksvvZQcFbz3fOUrX+GVV15hL1RKjoG3Up14lsBLa82v/Mqv8Morr/D222/z1a9+lZWVFV544YUUazibzZhMJmxtbXH16lWefloKHh4eHvLiiy/y1a9+la985SvcuXOHc+fOsb29jTGGc+fOsba2xurqaldqZa5F4J13RXYO6rpBKRjoElNUKF0wmx1z5vx5/j//+l9n1jhMMeKLv/0bzBrHytqqSP3a4FRIMhySE7tsH0Zb4zICm/Zaxnkq8gwj8fCcvbu3f78D6r537RE9runElqvjHmw/Cmx/Jo36ZerWzHHiUcDxsQapwki5c5CgPh/Uet6DbS2tbkO5dGHLSxNc1Amuq8on+4VzjiLYbFIiU+97i1V47k5/TsZRLahsPF3Nr0Ck0AqvMq15UnN037M79O8394DI1bngAmtDxmcT9L6SMHYQCtfVDEarKCQxawwYta0E+haFQbdBkgqZn6tCUicpA+PVcSqNYIzCOIXTkoBUG01VGkbDis31VfYPJ0ynNaVSjIqCrdVVtldW2RivMC4Mg9JQaandpXAhS4bD+ow5cEqqxca/QNENnkprVNvSTibs3b1D09Q0synFaIwqTCpWKPFsnrap2d3ZwTsrWba13Mu54HWUEaLWOVRQFVvbSkHBquTw8Ij9g0OOj2dcv/Y0n/rUp7l+/SlJD2RKnG/BOvBRGpd4Pde2mEKSvwpRBgE/cZFvbZuYopi7L6ZD2tvb4+7du0k6OTw8pK5rVldXuXr1Kmtrayilglv9XvLYGwwGrK6uArCyspJSKkWp5+DggJWVFS5dusR4POZTn/oUbdvy6quvJs9HpSSOaTgcpqrKH/3oR3nxxRe5e/cus9mMS5cu8Vf+yl/h+PiYaDObTqfUIQFxfOfYcm9VWc+ZSjRjLqNGwHsV1PcyH8aUjAYDPvo9H2VydMSL3/ga9eyYg8Mjis0NyqrAe0kuXTeNZLP3IX+gPDkjkCqBZHzmgu0ks0/nmy5P+quWSGSnad07+rSXQw/n7rX4O57MQ1hiARfuHwDCMxcyE1smBfaSkdJ97Jj0eQ1O1yFFN1Z5NQmZz6zfXvZx9KKO+TgfGF+WtccapKqqoixLKSPRy7qvaBqbXJGVAq08g9UVydMG4K0UUrMtTdtIrIZSyfgrBm4rhRNjtH4glDbOwJxutafuy/8lqPvmlH25GiQHrOWLfhloieHWWSFCpdZghFAbXVDoIdaKx9jGpvjCtW1LYSROZTadUWhNFVRIGqiKkmFVMhqWFIWkTto8s0UzmzGbTimqAq8cFigqg6kKylnNaFBx8cwZDg6OmU0mDDSslCXnNzc4u7HO+sqIFa0ZlyUrKxXoFo/DWnHq8F6D9hiM+CY6JLi4lVgubElZFJSDito77OSYW6+/zmhtjfH6GpeuXaMajylHQwkkVOLVWc+m3LzxNnjL+tpqirFq2waUxhSSYNc65FiQoCaTGaPRmMFwzN37O9y7t8N00vDhD3+Un/u5n+PixcuMRmOpdWQ9EFNuKcpCssDXTc1gWOEVNE0bHAmU1Gi0ltm0ZjAaUGqTiHtRFOzt7XHjxg2++c1vsrKywng8Tp51165dYzwes7W1xdtvv82NGzd49dVXefrpp9na2uLs2bM45zg8PGR7e5vBYID3UrI+VxF+5jOfYWtri8985jP81//1f80/+2f/jOPj4xR7VVUV6+vrPPPMM1y6dInnn3+e+/fvc+/ePZqm4eMf/zh/7s/9Of7Fv/gXfOtb3+L111/n+Pg4xVLldqhc5ZOr9qBTK0ZX7m4/KdrG0jR1IoSmKPnkp36Q61cv8S/++b/g7bde5+79W5JRoyxp6hmNtUxmM+pG1L+DYbDFelKduNji8+IzpXJCtE/rhSwdeTYOE4K80YvehSc2n6AjXdEBEHPUgfS7SOLyJQEV0aSxXCrqNPs5kEWmLAyIJ2ROXyZd5p8z1TNe7PTZPCZAR0wHrZXEPqkPzoX0ZEUq2hljMk/THmuQKisxuscR1cZIqg0by2GIWssYsbFUsbKpcnirQvlyUYvlC03p4Mc/z0mFxZW0A5nh72HqPlC9asoPUt8tU+8tbypMOuiQ/slZh+TjlqrEmxub4CXp53QmAZlNLXFTynspBIgk7zQaKuMxsYqw8gJIrsVicdoya6ZCcMuC0mgGVYlRnlIrVkcD1gYVR4OKoixZrSo2xkO2VkZsrIxZLUpKgHqG1S1eBylOaXH6sOC9xXlNURiGgyHOiQPI0fFMMo0bE7J2iOqmBY6bmh1tGKyusnLuDGo0gEHB5OiQyfEhbVvT1DVNPQOlgpGdYH9SNDZ4IgbGzhjN1tY2zsPx0TF37tylri0/+7N/LRD3baqB1GNq21bWYlEmzryuZyitGQ6GNHUDqsuwkLxPFQxHgxDbBmVZJjD5yle+wm//9m/z9a9/ne3tbS5fvszZs2fZ3t7mQx/6EOvr62xvb/Pqq6+yv7/PJz7xCQ5DsPLGxgarq6u88MILnD17lvX1dXZ2dhgMBnziE59IqrgzZ86wsiL2uZ/4iZ/gAx/4AOvr6wksLly4wHA4ZHV1lfF4zGQyYW1tjStXrlBVFefOnQPgIx/5CJcuXeLDH/4wKysrbG9vpyDkzrW8Y8hyqaVpmrTOc5d1lHhaFpWsI9lvEjIxXF3j/JWr/LV//a/xB7/7O/yj/+N/4+7OLkeTCRfOSxqt0XiFg6OGWV1TDQPhdFYK7p1iV4XdulyKmNuvPhRXfP+1Pq2Ch5uS+tf21X2P8lzVPb53rzzs41HaYw1SJqj7rPdoFw31Xabq+K9WOqkGJU4oGLedS8a8rnUbJfeyCgK6nB0yWMpkLFH5ZQCVTFmRJSLg1lL13SMOgBegVIQS4dZCtMMFz53haMRqa1GhHHxMqppKhSPjoIMjRWEURahLJe8XHAxC4GRrW1rboAspzV4UkoNL4Sm0pjSaUmtKbRgUmmFRMKpKRlXJQInnD9bisaL6VEKcdJBcJZDWhXimyG066tkUrxVeG1RRgpYgbN80WDzH+3u0tsWMhxJHo2FyfMx0OsFZKaVhrRVjrVJ43XGuHXMQjymGwxGT6ZSjo2OauqUsB3z/93+cp59+muFwlOLNnHVhA3YqYuccppA11zQNSnl0AKHotqwIThph1eQZUmIc0p07d/Des7q6ysWLF9nY2ODKlSusra2xvr4uEvLGBoPBgLfeeovJZMJwOGRtbS2p8yLxr6qKq1evUpZlChAeDodorXn66ac5c+ZMyn4es10URcFoNEp2rQhCo9GItTXJ5L61tcXq6iorKysp/qosy560FMd43gEoP5YcLoIKWyR+Kb0Dopa3rsEUFaPVNZ7/2PMc7O+yurYuzjxty/kL59CmwJQVXmmcV6nCc1QbPhBOThCJOo3HvD3Kd3aq9xVOKfLiQL1fHpHGzNvGFwB5jvYFaEz/Z/5X9TD71mJ710Hqv/gv/gt++Zd/uXfsox/9KF//+tcBmE6n/Af/wX/A//w//8/MZjP+/J//8/x3/91/x4ULFx75WVU5oKoGwWbRUBQhhQukcdFa6tAMQnJMYwzKWYl18hLPQs93n2BfDdOcAZUYl2z3+QSbVA+g0jHdAyLvo/ovI5C5t1H220kt2j+UknxwtmnwbUueG3BtdZ2yGHB4OME5z+R4IuYTJ5nFRfL0VEYzLA2royGjqmBgVIh1cBzPpqgAUtPZlKZpMGWJ1ogDQtvQzqbMjo9wTY12loFWDI1hrRKJarWqGGoV7FDSN0so6x7gv21bXOtopg2uddjWUc8amrbl8PAIXZSYsmLrzBmGozErK2vYAJy7t26hqpLDZspge4Nidcybb7zGrdu3qGdTUQU1M4qqJJYnadoG58X2FJPvNq3FuprNsuDw3jEvvvRNLl66wtNPP8OP//hPsLa+iTYVkuAUWltLBVetk/2RkORWF0oChL2naZs4sRRFgcdT17Wol5VJto7hcMhf/at/lc9+9rM0TZMAJ2YM39zcTPFU586dIyZyvXz5Mh/84AdTyqGo5ptOp6ysrLCyssLFixdDQluX7E5VVXHhwgXOnz/fOR05x2AwoKoqVlZWsNYymUy4cuUKly9fDsUPy+SYYYxJyXCXefTlmoFoI7PWJieN3IkCkPnc3WN9bZXxeERTN7Rtw2w2Y1CWFKbkw9/7LLOm5ae++U3++a//Om+/9SZ1G1RbumA0FgcZF1Tij9xUn/HoeyHKfs2LSqbJfR+0TpkYvr8T7needV92j3naGP9UB5OpQ5G++Ufv03siST333HP86q/+aveQLJL9b/yNv8E/+Sf/hL//9/8+Gxsb/MIv/AJ/9a/+VX7zN3/zkZ8jBjudUvssuodKUyEWSmX57SL3rqJEFGUqJSrCWBkWJXpcUUFIMkvnfdDJ6h5nsFSSCj+I30RnlVJERwzfOyaXRxHn4RMZAVURUkAV4pknxvmQfcF1pcQzhjABtvJQFoZBKTn7qiImPSWpoAojvYuR9yqTCtq2oa5nTCcTXNuEeCvDoDBStl1JNmoVEoIa5WkBFQ3RAaRwPjEJLtx3Vk+p64bJ5FjATIlKbTQeAz7VY2rrGtc2NLs7FL6ByZA7d+6wt7MTJLTMPhIqCrdtqMHkC4zRlFWFdQ3Wwf7+firn8cwzz/C93/scq2trKeA1znk0GntFImK5XTMFqgbGNrneenrHtZKy3mVZcvnyZdbX11Oi2NXV1WR/jRklrLWpL4eHhwBsb2+nZ0Zpplsn/fie2JqmSUCTe+PF6/OSH1HyipLewcFB8kYcjaTsfczF17Yth4eHlGWZEtvG/sxmM2azWS/Le54s1wNlWbCzs8udO3e4eOF8sCV1avlyMOLMufM8/30v8OKLL7K7u8f+4RF4iQ1EK3QhsVY+ZKF5JGFnjuPPxybSibi33k9C1Lz3cPbL3De1UMlXhevnxa3eOjrprtllSW5SnbNHfmVf0/Xw9p6AVFEUXLx4ceH43t4ef/tv/22+8IUv8Gf+zJ8B4O/8nb/D937v9/Lbv/3b/NAP/dDS+8VFHVsszpaASUfAEdCJRjxpKkkaEaggJCRVnVdKp+CKPvyBs0vXIGoiEJWaUqly6FKQyv+FkFdMgK4DLt/jOHvchjqtm2YXf5CMud4mEIlEo64b2taGe4rasojj5D1VUTCsKsZDSYVkAng755hMJwyqktIYYoQ9QR9vraUOtZqOjw6xbYtRMCxLhmVJVZhg43LgWrRgCg0S12axwYYrdilJEKyISWln9ZTZtOb4+Ii6aambluPJMaPxGO8dw9GIajCQoGWlmNoZbnKArQpuvPUmh0dH2FYyayjE3qSMkZIcjRBGU4Q8g4MBTetpZy13795NzgrPPfccP/iDn2I8XgmZ002StE0hatSc066qqpudbH3k0kIyxkcGRSsKJdvx6tWr6fromReln5i9IRJ0pRQ3btxgY2ODs2fP9lbGvF0z2oPi55jZPHoQ5h6GeR4/EPBZXV2lLEvu3r3LwcEB9+/fTzao0WiUnCAmkwnT6ZRbt26xsrLC5uZmCuxt25a9vb2UqSI+JwYEr29sMByILey1b73GzZs3OHfubAA0KSjvPFTlkPMXLvFDP/QZfu/3fp8bN29zb2cXBRRGqg3owjCdToWhDOs87cdT7KrONd7Rl6SEkY1ewcmWfcp7v2ftAfRCqe6EpAgiozEZOEVGcanC8ATtUf4cH+7bXZ8/5xHfifcIpF566SUuX77McDjkM5/5DJ///Oe5fv06v/d7v0fTNPzUT/1UOvd7vud7uH79Or/1W791Ikh9/vOfX1AhQidux4qmfdVwBJ3glRLsMFIod4mxU/W5Ta00XqtUW0palH2QBZ/SJc2ZGBXigp53BcCrmN+2O1WpOZVBXz1ympYM0iFNjEToOnxrOTw8Ynd3j929QyaTY8qiwLZNKENepCzSw6pkNKgYVCVagW1qvLV4DZOmxQDlUDMcDLDB49HZhnoyoZ7ORJJxVhwpjGF9Y5XVtTGDQYlogMTVXyktHnxecv0WdAxCJCRaS2VlpQy6NMxqsTsdHBxyXE+5dfsW2miOjg7Z3NxifWODYjCkVYqDWcv0WDFVcOf2LeqmCZIKUo8oeGSJ2k08+9pWgAot0lRrPd/85rcYr6zy3HPP8/GPf5xnn302jbMx3ZgXIQ3Q8fExo9EIpcSdfGdnh/39fT70oQ9RVWVy7wbxnDs4OOSb3/ym1OiqBmxsbCT13GQySRLO6upqAh/nHHfu3EnqtW9961spY8TVq1fZ2Njg9ddfZ39/nzt37qS19MILLzAYDNjZ2WFjY4ONjY0kuVhruXv3LpPJhJdffpn19XU+8YlPJIDe2NhgMplw9+7dlMvvN3/zN1M28ygpPfvss+zu7vLmm28yGo3Sb4PBgPv376d3yPt1cHBAURSsra1x//599vf32dndZX19nQ888wG+/vWv8wd/8Ad8+MMf4ty5c0Fak73S2JZqOOTqU0/x/T/wgzTW8g//j3+Ecy0ro0o2YMjMn7Ql6rRuE8iamQP0zltRmKnaWsl/6aJr8fuwvQNQeK/aO3GagPcApD796U/zK7/yK3z0ox/lxo0b/PIv/zI/+qM/yh//8R+n1P6bm5u9ay5cuMDNmzdPvOcv/dIv8bnPfS5939/f59q1a6nYWBTnRRewJDrb51ILwZUz/JC3qI6Jzhdz6kPJu0woyZ6p+U5Q9/VAaom3RO6S+05bHtArnJHuNqPyIavARLIG1E3wJgt6+sBZGqUojKQ4MiF7sW0b8fyzCtoWV4l0Nigr2uAxiRNpx9lY/0hTVSWFVwwGlXwO94wqPO0BH5w9lKKIbJ3vspen+lBBBYdSDEZDps0MMzHUzQw385hQ76koC0ZaY7Wi8S2zxjHxlulkQuuseOLF+QkMhSfUn0LR2q4EeIwr2T84ZG19i+vXn+L8+fNsbm4G7z8Z70iwovrr4OAgMTiTyYRbt25x69Ytrl+/jjGGyWTSm7Ojo0Nu374dxqlKgBEzS8QkrefPn+fs2bOJmbl//34qjXH79m329vZo2zbFKN2+fZvbt2/z+uuvJ+nr2rVrrK6ucvfu3eRannvaHR0dcffuXV5++WXOnz/Pxz/+8STtxNRHMbPE8fExX//61ynLkrNnzzKbzSjLkq2tLW7evMk3vvENtre3WV1d5fz58yltUrRV3b59m/F4zMrKSqojBaJl2d3dZRwCmKfTGTs7O9y6dSvFi62urgojGkvKKMVovMLlq1d56vZt0BrbOprWolRQDEaVfNiIp/OZ7VT/cb56gclB1JDjGV15vzX17WDUg69MNGuO9s1p9npfkmniEenduw5Sf+Ev/IX0+fu+7/v49Kc/zVNPPcXf+3t/L+mtH7XFJJnzLXqpOevwEpeaLRbJYiCefDFo10s+OsgAi0yKCqpDLbES4qZs0kR4xLYisqw7UfRN9iiVHwvJYOmrYSJhnD/WUwM+rIX3kPpQHkLBwaIsmUxm7O7uce/+HqBQ2iQVUqs02igKoxkUBVVQ5zWzKUcHBzSrK5QDB20jGdI9bKyty1h6i3WO2WQCzlEYw/r6GjaUQV1ZW2G0MqIalBJPZTSubiVXoBO1m1EGE7zenHccTabUbcNkNgtjK2q5wlRsnN3EDEvK4ZBJLURzZ38HDHjl2FIeyhJXKlpnaWyLs22wHQp5Ul6CeEHhnBQ9LErNtBbvsOlkQmthOquZzlouXbrKX/pLf5mLFy9TliXWStBCSjWF2PV2dnb45je/yQc+8EGUUrz55hv8zu98ka985Y95/vnn2Nzc5LXXvpUq29Z1zd27d3nllZdTf86ePZeynB8dHVHXNcPhkI997GO88MILgADj17/+dYbDIWfPnuWLX/wih4eHSQOxu7vL7/7u7/LNb36Tl19+OaUzunDhAmfOnOGNN96gLEsuXLgQmArDysoKf/RHf8Qf/MEf8H//3/83H/nIR/jJn/xJ/vAP/5BXXnmFT33qU2itOTw85N69e9y5c4ff/u3flpIk167xrW99i8PDQ6y1vPzyy3zxi19MOf5++Id/mOl0yuGhALJSKkmX169fT7FVb7/9Nnfu3GZ3d5ennnoa21peLb/FwcEhzjl+93d/n4ODQ65duxaye0hFaKsUqip59vnvY3V9g3/wf/wD7ty6zdHhISrUAxuPxymAX4X4q9NIPbkLfa6xibZsrTQ2SKMLBOBPvGWQ0WnxHmg+UEu+PdQFvcekz/kT5sOcqUjnGfvTtPfcBX1zc5OPfOQjvPzyy/zZP/tnqeua3d3dnjR169atpTash7XeC8+ht+p97gao46OjYnaJPSqCj4r3nr8bSBqfJVJU9nlx4t+rlaxQoeYRPjgoGE2R6uFo6lq8x8qyM+Q7L2W4i6KgKOVf7yR7+Gw6pZkJITCIByDOMywrXOFomhrrWpy1on4qC4bDASGJhQhzOmwSI2DoNXglQGFCMt9UHgORVJX31E1N01oJyEQyBRRlicNTDStWVldAK44OD/HK07Q1dVNLvNhgiFEeowyDqpQsEoFrcN6BbfFei03RSYxSUUis3Ww24+BwymRac/HiRa5cvcyVq5cpiyJUqe0816Cb++l0yu7uLrPZFKU0Bwf7yWa0t7dL2zbcvn2bM2fOoLXmpZdeom0bnn76KZqQAPj27TtMJhMODw9ZXV1Ntp6tra1e0OlwOOT+/fu8/PLLNE3D1tYWV65cwTnHW2+9xblz5xiPxzz//PMp2Hdvb0/eLWRPjzanyBzFFEjnz59nbW2N27dvc+vWLW7cuMGLL77I6uoq6+vrFEXB6uoqH//4x3nqqaf4xCc+wXg8FgloPOby5ct89KMfZXt7m/F4zN27d5MU8tJLL1GWJc8//zznzp1jfX09gd+Xv/xlbt68yf7+XkrxdOf2bYbDAZcvX+b27VtsbW0CJAZB6wJjhOlaXV/j7LlzfPgj3wMY7t37GsNhgS4MypgAUo+g7UtEvZOkopNQ+EE0A1mmjPeDtk8F0ckn29sivenAwfevIwqISTfaOz/RxDnGuceIR+oY9lvnEU2yf/Uo8ymB6j0HqcPDQ1555RV+7ud+jh/4gR+gLEt+7dd+jZ/5mZ8B4Bvf+Aavv/46n/nMZx753tHBIRn9egDTxUmRUDyUXQjeb7Gcdybg9+6RnCqiATWY933IzhDF/od69xGXxPJFc1J6kIdNYkyvghK50VsbsmFIPSbx2pIcck0To/ltWmeR+JVVRVWWlIUJJeRrphMvtialGRQarMdbx3A0BDzKeWa1FIKTQOmS0RAaK+XqiYCkHMqAKjS+kTXunKNCktkS93ew1ykvHmeHx5LyZtY2KKPZ2NygLErKQcnK+iqq0LRtjdLQ2Jq6mVEUooY0XgpaDgYDtLVYOiJjQyyZ0xqHeNQVpYDZdDbl/v0dZrOWa9eu8dRT17l69TJFYWibhmpQBGm9nzUhgtR0OkNrnRx7VldX2dm5z+HhAbdv32I4HDIcDvnqV7/K+vo6P/VTP8lsVnN0dMw3vvENDg8lW8Ply5eTivHcuXM9F+2VlRVefvllfv3Xf51PfvKTnDt3juvXr/PGG2/w2muvcfXqVba2tnj22WeThBQLGHrvQ9yWSsHDMdv5dDrl2rVrbG1tcePGDW7evMnNmzdxznHx4kWeffZZqqpia2uLz372szzzzDP80A/9EGfPnuXu3bvcvn07eflFF/M7d+4wHA4ZjUZ87WtfYzwe85f+0l/iwoULCaQODg74nd/5Hd5++20ODg74y3/5LwOeGzfeZjgccPXqVb785T9kc3Mz9NfRtsIAaKNRRrGyusYZ53j+Yy9weDjhD/7gjxiOBpiyTA5QktbLLRDZk5pSWTq0XN2XMa6254K+1M3gT6QplUHQEjPD4gV0NDT72t1v+fXLjnZSW96JjG1PKr8/QZD6D//D/5Cf/umf5qmnnuLtt9/mb/7Nv4kxhp/92Z9lY2ODf/vf/rf53Oc+x/b2Nuvr6/ziL/4in/nMZ050mnhQq6qKsiizTAFdvAlEbybJyhBdeI1RUtIb4dq7lB5dnJSJgaK6D4I6cOMp51c2IfNq2JMcJ+L5uSovzyEWfz8pOWfvMTk4xj0SuJZom1tZGbO5ucZgoKXelvUMqwFUHu09K+MxW1vrbGysMioVuj6SrNLOMj06orSW8WhMa2bMlATnosA2FtfKX1mUODRDDEUSujy6KHAKLB6rPE57CiX5AbUHGot4Wor6b2U4oqwqaicqlGk9Y39ywOy4Yedgj7KqKKsKZx0WSzGqRB2rVSgjL6muZnXNtKkplMJrqU6ciJPv9LBN0+BVy3BliHKeum44ONjHe8VnP/Npnv2ejzIoK4qiEPVvYAq01skRwhhDWZaMx2O8t8xmU+7evYPWijNnzvDqt77F6soKl65c4hsvfo233nobgLat+cf/5B+zsb7JYDBkNBpzcHDISy+9xNe+9jWMMXzyk5/k4x//OB/5yEeSl2ZRFBweHvLyyy9z4cIFBoMBt2/fZjqdMh6PeeaZZ9ja2sJ7z8rKCpcvX2Zzc5PDQ3HUiEQ1SlB3797lS1/6Ev/P//P/UJYlly5doixLnn76aa5cucLf/bt/lz/8wz/kS1/6Ej/yIz/CtWvX2N/f5+joiJ2dHV577TXu3LnDaDRif3+fl19+meeee47z58/z4Q9/mHv37vHWW2/xxhtv0LYtf/zHf4xSis3NTYl7Ggz44R/+4ZS5Y3trm/v37vF//qN/yO07d9jb32NtbZ21tVUODw+pKgFC6zuvuqZpcc7z7HPPcePm25hKpPbWeurDY8oQVF4W+uEEm06i0EFyyO3ZXZiK6iQpF1J3vY/bghu56ucRfZT7LLUr9RVOgRSp7osimCJ6vThVe9dB6s033+Rnf/ZnuXfvHufOneNHfuRH+O3f/u2URuW/+q/+K7TW/MzP/EwvmPedtBjfYYzFOhNsSvOpjEJAb3B1NSYgiPM4ZXvnduPXn4TIOQl9ixFOc+6bLJGk4rEAHl71lY3p9BOcJ5ZzGkscXjPwQ2uUkyc4L0A+Gg0pSxMcSCQmSisNtmVQlYxHI8ajIQMDrp2Ky7hCkrcqjauGkrC3abCtZG0QG5/EiUheNcUAQyERUbTWUpVFF0MU9eNB1aSdqPpI+mxRWWrlhEkoDGVZpOzxB8dHVNWAKnDmVSHSX5fIV3Iq+qZhNpsyqWtxcgzgJeoHmasc+qMhPrc5lEXJ9evXOXfunEiiZi4btvfJDhMN/8PhMAXZ3rhxA6UURWHY2bmPdS1nz5/BWslFJyACR4dH4BVVNesF804mk4X119lFHGVZJm/Ao6MjXnzxxZ5ENJlMkgrPWpuklnnGp21bdnd3qesakP3UNA1vv/02zzzzDNvb26ytrbG7u8trr73GCy+8kOxpRVHw2muv/f/J+7Mgy7LrvA//7X2GO+XNObNyqKy55wHoZjeaJkAQJAg2BZIyHZKof9hk2OGJthmOsBSOcMhhP1gPtsMvth8YtkOW5QjTsuQIM2RLlBgMgnTTINkYKADd6Km6umuurJzHO51h7//D3mufc7OyG90gGmSJB7hdN+9w7hn23mutb33rWxwfu7xRu90mihzlezQaBckjqdnqdrsMh0P29va4c+cOWmsODg5QSnHhwoWw8JVlGXJpURTRbrfpdh31/fDwkOmZae+oeF0DfzpRFDmSycKCSyX4ppulMURG6qs+3pJczfua4kRtkR4jY9Wn5PfaLx8THfyeH/6oewtedQXw/Wltqz35pyREqBY/e+KzFfD1kbYfuJH6B//gH3zo+81mk1//9V/n13/91//Uv5U2UtJGSgmUKKI4Rhc+kVmLTCJfgd9opGitMIWDmYwpPKTnFjMp+KszVMYjJPVg+KzUmL0IXzppiR54TYUZdpLl9wCZ4oNupgQHuDblcRS7xn0+mZsXBa12m6npGdrtDgM1JBsVrqNuFFFmI6Yn2pyZnWGh2yZWhl4+IFWGhoJRf0iUl2TNljt1W9JsNVFaM8wysiKnMCVKu7YfjYkmUZKioohRnqGVIk0ilIbSuhqtKI5ptjvEBWjrFDNKa8jKktGwzzDPGA6GaKA7McEwz7AK7q2vkzYadIxhZWmJyclJZqZm6Pd69I+P2T88YjgacDwast3vsz8a0p2ZcuKuZeFIMFpDrBGFiyRJsEozHAzJCycnNTM9z8zMHC+++BkWF5dImy2kMy9oF8WVBW+++Sb9fp9HHnmEsixZXFzk6OiIGzdu8E/+yT+h3W4zOTnJo48+ysLCPN2JCS5euMgzTz/jCCejjP29fe7fv8/OzjZ7e/t0u5O8/PLLnDlzhm63GwgSksBXStHr9bh48SL/1r/1b7G1tcXOzg5/+2//bc6dO8cTTzzB5uZmoK1vb2+zvb3N5z//eVqtVqi3km0wGPD++++ztrbGL/zCLzA1NcX9+/f5vd/7PaIo4oknnuBXf/VX+fa3v83f/bt/l/X1ddI05Xd+53doNpt89atf5fOf/zwXL17kwoUL9Pt9vv3tb3P16lXeffddvvnNb7KyssLa2hq/9Eu/xHA45PDwkH/0j/4RN27cCLDh5z73udDb6g+/+lWGgyFf/OIXeerpp1g9ezao1bz55ps89dRTdNodIu1Uzy2WRqNJmjS48sgjbGxu8mM/9jm++9pr7OzsEMUxUZwQpw00JXwU9QlJF0QVihKMnHJF/lZrSmGifoyV/sMM1IPv1fZrT/uAHX8tQCrjpzL+vDIiqvYLH34GD57j+Cuu3s8oPKyqEVfwgfORY1Qfnbb/UGv3FdZSWOsZY2WgLke+y65L6KdO+VwgPZyHa02EiSJ3eRXoOCJJE9JGGhKugTQh9VB4GroxKK8WG7qB1u5auPknclJuPHlVhZq+njU2PHeBketOK0bKK4QR9q4q70205kLCUynitOE602YZOopI0wbtVguNohHlLM7N0mqk5L0eU502Da1oRIpUx6TdCVSRo4sC7SfhYa9HI08YFQlJp00Ux2SloZToUGtUpIkihY5AaUsaa8cwVHjFCWeQUJ7ybZTjVXjYVEWOtk6kaRYZZmQZZTmRgVRFzExM0up06E5OMjc9S3digsmJLpEFW5Ss39/kaDBgryg5soaRgqbkHiPJLYKKXaRnrVOvwNe95XlB73jI5NQcCwtLTE3N0Wp1cKrovnjXVAWeg8GA9fV1XnvttRChrK2dpSgKnn76GRYWFrxskRsfN27c5OmnukxNTfPt73yHvd09NjY2mZ6eZnZ2FmMs/f6Ar3/965w5c4bZ2Vmefvpppqam3F1XKrRvj+M45KuOj48pioLp6enQNffo6AhwOblLly4xMzPDcDhkZmbGdQ3wUYoU1k5PTwdYcHZ2lo2NjVCXtLq6SpZl/ORP/mQgRVy5coVOpxP6TJ05cyYwBRcXF8MxtlotFhYWOHPmTKjLGo1GzMzMcObMGa5cucLy8jJzc3MMBgNSr7ZRliXz8wucO38+0NiFiCL6glqJ+oihyF0NU6vVZmZmlrNn13jrzbfJ85IojikKw6A/JEn8GKipj3jvy08tN5atRyGyvCCKc6LSaS2CIssNWeaKynUUO7ZsDUKW+V/9oao5D5xsrTFud1RtTlcLRwhEbPXuWCqgtnbIwiOQXvWPRhT+q19SDok4uW75H1OSt7B4N7gSP3DqO8KEjn3uu9KilBy8XGPXAV3WKHcOhr8ArToMlsI4hWPpsgpOXUI0zNJUlM9VCDO18v2UfAW7xTp4KU1IGw1vpDQu46+CHL8Kl/4Ew8u3nK8HSZWH4odDGFTuprvyjfprtajJWkxNssRgsUo9cEuD2QqD0P1WnKaUeUFpRigdk3jIL1aKMkk4Mz9Lt91mdLhPM45oaGhoTTOOSLtdiuGQfNAn8hDYYe+YNE9olCnNUZfYpBhTUliLUcoxqCLtpJOU85JSL6MUIdPDKbWDJi9LjFFOqBeD1hFxErlrn8SM8ow8L6CwaKNIVczs5BQTk5NMTc8wNzVDp92m0+5gi5JsmDHoDzg4PGR7lJE1UkyzQW4NkdIQOYKE0goda5RVmBK/IGmwiqKw9HpDVlYmWVw4w+TkDI1Gi7K0rkuxcl2MBerJsoytrS3+8T/+xyEn9YUvfIFut8tzzz3HuXPnWV1d5f333wt088cfe5KJiUlu3bzN3bt3uXPnDi+99KOcPbtGWbpuu9/85jdDbdS5c+cYjUYhshZDAAS5pLIsabVaQTfv3r17DAYD2u02Fy5c4OLFiyEnNTc3R5qmwUgZYzg6OmJlZYXz511/rJmZGXZ3d4NK+pkzZ0iShC9+8Yvh+eOPP87k5CTnzp3j/PnzTE1NhZzY0tIS8/PztNttD9V1mZqaCtctjmOWl5e5cOECs7OzTE1NMT097eZpHLN69ixKKVZXV1lcXGRycjKUTFhrg5EKcKjVFMUoiOJOTc2wsrJKnKTkRUlTaYqypBjltFXqFEesCQ34ZB5VqEUlgZYVBVFeEGtpWKnJMmek8rxA6zj0DgsLcpjD8qS2IHxYPqYeVNQQlcoYyWsf9CVxZuvvSUpC8u3CdPZrT00oW53cZd1prnngkfI5YGOC0IEIfWuvT2pr5y4ohPusu7xyvT+qoNRDbaSGuesJJNXgxsN1KEI/GPF8y7JE52Aj7Vhs/m6LUoXytVFRHAf5JKtEnUAmhLsDNgxGf3tV7TbXSBQhqA6DIoCJLpLyrzmlpppHh7TE9kCe0t6TqQ1E7+REKkLpiFg7QgHGUvpjjNOG0zU0lpnJafSkpZnEPHnlEaa7XQa725TZCJsN6cQxaaTppCm20cC0WhSjIXmWcXR0hDFOBqaf5yQ+P2f8QKv0By3YEspKF9E34Qg0YAvOSBGhlSOp6CQiaTRpJrHX7CspipJhf8h0u4tpdliaX6DZbtOamGCi0SLRCRQWVTimoclLyrwkNwYbRagkwWqFUT7y9A9RNrMW39wywZqcbFiyv9djefksjz32JEnsFC+g8N6vK+WWxfaRRx6h2WyyublJFEU0m02vJj7P8vIS09PTdLtdWq0W+/v7LC8vc/78eVot1+a92+2ytnaOT33qU6ytrbG6usrS0hJpmgZh15WVFaampgK7L0kSzp8/H3I9nU6HKIqYm5sLenlxHNPv90OLj9XVVYbDIUmS8CM/8iPMzc0FuaNOp8PTTz/N6uoqCwsLQYD585//PEBQvBDVc9HzW1hYoNFoMDMzE74DsLKywosvvsiZM2dot9tBgUMp5Sn8ilarxfLyspfqyoIYrkSJQn6SuWuMCYrrkXc+gUC0cJ69xvGbNDPTMzz++BMsLS2ztbVNaUqnS9logM0oywJtjRuVKgr6lqWP8CMPlYeaOOO7fLu77zr/Ij0uHZJijEFHpwNm9VdPAwY/CCw8Fd37SJs98bxeenMS4LNj7YMePI7xZJJbi+LwisSHSrs1SCnXu8sZNv8ecn+qKIzaHj7K9lAbqbJ0nV3rFlmS47X0nS/mdQMRwOh66/W6bZCkKNS9kAqTrnDp6sfCj469djKSGntRnkuoLbCgjMrwZbnRtQ/K3+IIeQmnSGtPBsEViFoPexqLTQwTnQ5pHDHZbjE/O8NUp8NxOSLrR2SUJEqRaEWaJI4xF8cM5bpqNxkt+LYoru2B8KtU8PhsnTyH0ESUwA81KEB6OlkPp+rYkSW0dcSKJHIPUlfEnTRT0maLZqPp2IE4o24dbuDghCgmVlDGMdZLHhGMvb9m1vgWDhD5iWRKPz5Ky8z0DIuLZ4JzA0LqGL9/okb+1FNPBQMitPEzZ5ZotZqesj3r4NZ2i+npGdI0YXl5hampacqyZHV1lbm5uSBKm2UZWmsajUaoN5IxDK7bbl0jUMhDwv5bXV1lNBoFzbxWq+UEguOY+fn5YDistaGwVwyQ/O78/HzQ8RNRW2EMAgGhaLfbAeqsw33SbLGueC7nUBRF+B0xevK+1jpEh3Id5PdOssoCkmErtXKARqPJ/Ly7D51Oh4PDQ7SOaDQSdJZjS3GmoHL7a2PDOwTueKJwrRyaYdGRW3RdtIWPosam/tgmY+ckUfekATrNmH3vJfzkpz6uSZNZ+WGUkrqhOuVTgQFRrYEV3uTXr5OTp+7UfoTtoTZSWZ6TJr7zpnb9eYy1KGP84lQJdOZa+UHoknrGlEEV3Hq6dpDkQcgUPOh8lA5qqCJ3HymFL8D4DRm/OeG7PqxQpmaAbG3QKUk++o6XmDAEbIjOcNJAAjcq9/5wOCLWEa20CUqRaM3y8iLddoeluTlW5uccJbcYMtTQK0bEZUmiVVBBbyQRB/sRcb9Pb9D3rSdijIWirEWtgNVOokZwakWFFnzg6PfGSUlbC7/YYixJFNFKUybabZ+vkwZ47qF9US2WsAg2Wi0mlCLTMExjsiT29HTrPGWvxmFxfYbKEpLEGbd8lFEWhiiKuXjxMk89+VQo8FVKh+kUGF3GsrS0FDrWghs7e3t7KKWYnZ1xBdGjEWfOLIZFWfIyn/vc59BaByFaay0zMzNcvHiRH/uxH6tdoopBJsZgcnIyvC8dbYFgNJ555pmxyywGJIoipqamgvxSURSkacpjjz3GaDQKxkMMkmx1IySQ2/T09ANtLKIoYnJykunp6SCC2+/3ybKMLMtI05SiKNjY2CBNUxqNBktLS6GgV4xOt9sNLEYxPBJRnYyw5PdFaNdaS7fb5ZFHHuHcufPcvXuPvb194lbM1NQMw70hZZn5iysuZ83JNRZrSrCuALjhRW3lmoGl2RS5L1fgXQpR6yNuHz8y+v7iqY+6748mFFU7lPrzE3P7g02dOBY1WPVj/O5DbaRMUIfWnmaeACrAIWOq09ZgrcKYcaxXLHqdSiqFvIJPi9HSFozWqNIZDHvCQFVV2X4/+Ggi3LvI+yNVsFynjFcRE4CLVsSFV8KYsTJsbRVaW0NJgSlKt6iXLpKypnRq5rGm02oxPdllcWGeJNKURc5oOGA4dIrV7ci1nk+SmCR2On5JEpP7JnnWn6cpnaSEcReqWqhCOPg9Nn8+Frfw5h7bdn2VdDBwWiliHVF4XUBTGHSqaaQpURKD1t5sO5hGaU2UxLQaCTbS2Mh3V6Za4A0Wpdw4sHhaty29hpxicXGexcUF5ubmwt2TzrkWR2EX5XehjNdbcsjinOd5eEh7i7G24/6aifqDfB8Ye61uUGIPQxdFwWg0otfr0el0xqKRPM8DHCbRk0QheZ6zvr5Os9mk0WiEBV+Keo0xwVj1er0Q2Uk01W63A7VciBlyDnKMzWbTyRB5IyJ6fyIkOxgMuHr1avicRIO7u7tBVPeZZ56h2WwGKFOgwpPGuq5QXjeYoooxPT3tjLJxrTuEEu+gL2ny6dB8N+1cTjX2cyBNYtI09vfbYI3Trmw2GqRJTKy9LFJRPBAl/eC3ByeWFMJ8Mns/7U31wEsV4FMhUIKkfPg1+XjH/VAbqcKULtYQDbo4DgNZBu5JiEB04kLdw9jmwv/wndpD48TFNSrUO7ntZFKyArbGjVRtKFjrCAZChVCqBioJlFdFS5LNOVHhU0VW1tHprTFQ+tbv1oCnhzuvMKHTbjEzPUXeOyYrcjLfAiXLRjSbKYqI2MspRT4/F8XuXzFEYqRKPKVb6xBxfvSh5yNXH9Hqwom0xjoOkZhGESnl1CKMe2ilSOOEKHWdeXPfPTEvS6yCKI5oNhvkCgpVTZZ6/sy1VnBJ8NIYoPA5myYzs3PMzs74ZL27FVqrkLdEom3v1cs4kbEmZIQ8z8myLBgpIBgQ+awYGzEGYsjqfZbcvckYDod0u13SNMUYw/HxMffv3+fs2bPBCInIbKvVwlrLwcEBrVaLdrsd9nv//n3m5uaYnZ0dW/iBYKSOjo64e/cuExMTQS+z0+nQaDRCHVav13PohD9PMabdbtcbeLc/qYva2dkBoNfr8c477wSx2KWlJVqtFhsbG+zt7dHr9bhy5UpQ5jhpmKReTAgYdY3LekSXJAmTk5N0u12noFIWrumklc7aMq/cHJK0c6Q1sc9ZJ0kU5LCwzkiBdS1rvGiyKYsQYZ0yxB94+Xsv3h9p6oRdB7DuE7WS48bJLWWq+rfC9t0/alzg+6PXf37w9lAbqYDNJ6lnltjgfcVRRKQjGmnqooIodtpuuvKwMb5hYoAtPIasNFpFPukuD6GfuyjLUcgr6rf2tJWQ07IC1DEeGvvR5ZhtnjWoTWgfogLk575tELq7a2aIsr4nVSXoqJRy2ngUoCxps+N+zlrKLGc0yti8c5ei32dpdgaVZ5S5axIok0/saGkMWe46oYo6eKS1Z09CUZbOZPpoU8cOqhNqq/XG6gMQ7HA95DSzsnBOQBYRKU2ktFOyKJ3BpXDxUhrFtNIGnVYblUSU1jIaDekPBuzt73N4dESmIe52iCJNrKGkqDkj9dyBItIuX5JnIw4Pj1g7N8+PffbHmZuTthj4+yrOjVPr0FqFBVsMkhifTqcTFvt79+5x9+5dzp07R7fbZXp6OqhU5HnOwcEBN27c4OzZs8zNzTE1NcXR0RHvvvsuZ8+epd1u8+6777Kzs8P6+jo/9VM/xblz5wD49re/zd/5O3+HX/7lX+aRRx6h2+2Gzz3xxBMYY/j93/99Ll26xCOPPMLbb7/N+vo63/zmN/nyl7/MT//0T5PnrlOwEBqUUrz66qt861vf4n/73/43nnvuOS5evMj8/Dxnz57lhRdeCH2i1tfXuXnzJt/+9rfZ2NigLEueeeYZ1tbWuHLlCkBoVy/nev36dbIsY25ujizLOD4+5o/+6I9oNBp0Oh3eeustbt26xWOPPcb58+dZXl4OUZo4AEmSBKN4WgG8EDgAFhcXOXv2rDd2Jf3eMW1bopUFU2JLgzEKk3sCRqKJlHIdqtOURpKSxBFl6Zy/sihRQKvdJG2kxElM7ufJB7pnSgmDO6QPfiCG6gO2H2R0dcrO8bBR9ZI45Kpy0D+qgfo4huqhNlJaayIdeU80Ii5jjLHEcele9xBMHLneNgqR4PE303uweuyCVdGXOmGk6pCeQwFr/zJ+8eW/Y0GUUg7LsvVqgnqNtkB+gPX1FVZDYKVJvFVbcL2BcRJP7tjazabbhTEcjzLy0ZC9nR3aacLe7g4N8AW/lkgpksirdfjvuI7EjM0mwZPFs1U1mOsktPq9Ggrb2ljXXnbKYj2jylIWbhHB57hQiiSKHRxocSQH6xs6mpKiLDyBphY9U7X+CHdCyf3Tvq2D+0yeFzQaTc6dO0ez2fKRk6rNR7efsiyIiUKO52QRtvybZRkbGxtcvXp1zKBJjmZmZobBYMDOzg4zMzMhVzQcDtnd3Q3iy+vr62xsbHDz5k1efPHFMVWJPM/Z2dkJHXxv377N1atXWVtbI03T0ERQ4DlpvSHfrSMN8v7x8TFaay5evMjSkmMo5nlOv9/n4OCAXq/HYDAIz6VzcP28j46OGAwGAY7b3d1ld3cXpZyaxvT0NIeHh0HlXdrcy6Pf7zMYDMbGmpA6ZLwFqN7DfvLZOmIidWSNRgNbZu6eEREbizWF/5xIGoG2FQSvFWEuIZGcL4J2zq8O0LcxpoL36+uIlbEe8BE+0Jh94FaNwfo4rvbl9hzO+xPLXblfDjaqhiTVz/l7mZ2PG0HJ9lAbKTE+Ao+4ger+jbWPpBoN0iQhTRKwPi8Qg400ulAkiYO0KqNEWHQBCIsoGGUdW047wwEEOvpJqA98LBTCYF8kCN7oANagjEHZqKqj8l67REIqEBRsaJ0uiSmXkyodUcS4mqAkipiZ7PriZRgcHDI4PuL2jeuMjg/pJJqFyUnajZQYSyOJidstEixaWUxZEOuYOIr9BBG4xUEuRVkSUUlSJUkSaPsfZxMHIG00iP31LoqCorSMBiOKPAdjSSMHh7UbTWKlybOMkTHk1jAyOXlROB3GOA7kDn+3XGmCdSGRSy+6gmKlI3SUYIwzMsNhycTENM99+jkmJiYpCuOZXXKsAIbhYBAYdQKzudtkg3efZRkHBwd861vf4nd+53ew1rKwsECn0+HGjRvs7Ozwi7/4iwF+O3PmTJAw2t/f5/bt20xMTDAYDHj99de5c+cO7733Hl/4whdYXV1lc3MTrTXPPfcc29vb9Ho91tbW+MY3vsFXvvIVXnjhBVZXV8OcEBiwKAomJycpy5L9/X1mZ2dDBHj9+nXeeecdwPWD+w//w/+Qoijo9/t85StfAfDtNLZCG5EkSXj22WdZXV2l1Wqxu7sb6q5ELumb3/xmIEG89NJLofZKWnS88MILNBoNrl69ypkzZ1BK0e/3g0CvwKpSByY5pziOGY1GD1x/yYUVRcH58+fJssz1zipGdBoxaa5Q5YiSwufRfGddC2WeY9IEa8tgqCIHnbjcd+mMUSo520hjygJTFGNAyb+om1JiZD78TOv+ePVd9X0bKHjIjVQUxSS+xUSkI4qiDINVoqwkTkgSV3viPCjjCsqUQlnrCtF0HGC/kw+UK0QzuJoCpTXKGJ+bqjBaTVVtLfwHd0uVNyjCFHMekPPcfB2WNQ7m80wI56GP56tAeeahMyaBgCHfKUta7QYtn9hV1lIUOUcHe+ztbDl5IltyfLBPlI/oJwndZoMYiLEkSUQaxyRx7KHLiiBgBAq1FXHUXWP1QBRV3wLNnLrf54kepTO9aZI4k2IM+SCjzAoGxz0XSRlDHCd+gXIKGnlZkkcKoxVRGtNst5mYnKQ9GjLC1vT6qjb32rnGPvLVgQmqcucsNBoxnU6L2dnZQOeO4whnoJ1DoL2OXL32rh4BQLWoSg7p/PnzoUh1enqa+/fv8+1vf5tnn32WRqMRCAITExMhqhDjH8cxzWaTubk54jjm4OCAd999l8HANbBsNptsbGwQxzGPP/44SikODg746le/ysrKSpBAstZy/fp17t+/z3A45ODggO3t7cDgEzKEMYZHH32Uubm5QC3XWrO7u8vt27e5ceNGUDS/ePEiw+GQ7e1tdnZ26Ha7XLlyJeSh7t+/z/7+fjBgaZpy9+5d3n//fd577z0ef/xxnnrK9dna3d3ln/2zf8bdu3fZ29sL5/upT30qRFAyDsVICfznpke1AIpBBJifn6fX6zkGZQSddoO2VeiyQZk6pmJeFPT7Q6fvp6vxH0fadacuCsrCQ3rWwf2RoCfU9Pz8PB3bBHmpjX3U958/eoB6/0lCe/Xflf8EtICAWdajqQp1+uiQ5kc1XA+1kZKC3TiO0CoaG7DaF5BFURwirrL0UJvgw5FF68h7zdLK43S4T3yIgL0yfgPHK7MY+3wdz/Xjm+plBeYkebMCCGQ7NcfjGQvud1xU1G42PXuvwOQ5x0eHHB0ckCaueDYb9Dkuc4okJqXrGH1x7FhNsYMytJIF1z3GZJlkkigXHdZho4+6WeuUQsAZKXDF1qPhiHyYMRwMXKEyikhHofNyWboW9EUSQRwRxw3SRoNWu03abFCakpEaNx7OoKpAd4eqaR24hS9NE9otl8zXkfPGtXJQoDGli9CUIvJUZ0ngB+izdv5lWTIYDIJhkvNtt9tB2+/27dvhPYlGRQA5PhGVivE6Ojri9u3bIdoQA6KUCuSLsix566232N3dHZMikv5QzWaT4+Nj9vb2wvELAUJackiBruTOjo6OuHXrFn/0R38Uin5XVlZCI8Pj42OmpqZ48sknQ32TMPqEFt/pdAJ0+Qd/8AfMzc2FbsOHh4e89tprYV/37t1jeXk5GMm64nwdXq2Qk4oZWc9VTU5OVudSOJp6W0NiEwptyIuCvCg9saJEUc2DyN9vR4xwDD6Zj/VZLnns4JCehPvUGB3qgTn9PTf1AOpevUaVUqjm5sfb/cfd6pFUcOAD3PBh3xl//heKOBFHMVGUoHQEnOj7gqMMa+81a62xxg8a5RrpYStJjyhyiXtdy0lB7YLWDIzyUZjQssVI1bHp8cC4MmxauY6/ypTBO9G+ZsqG2hCL6xAINVpZyKmEwlkIlNn2RJup7hStZpNiOGJwfMzWxgb3bq2zcW+bc8szdDttup02rSSmEUc0Ik0jiWgmcYjA4kSTjTJGw6FTtPYK2WNJUh9dyiIiR6PDtBnfAnXBv2HwzEzrpGdMUVIOM4ZHx5SjHJWXTrrIgjUWkxg63a5zJiJN3EwhjrFxQpSm6CRx8F9RMByNKCLlG9wZlPK0b2+kjFHiDjIYDBkMMs6eXWVpeYlOp01e2HCsTkW7DN6hKaqFUxZ2oWgLFXw4HPKNb3yDP/iDP+Cb3/wmzzzzTIioLly4wJe+9CX+3//3/x1ru7G5ucmTTz7JcDhkamqKfr/P/v4+v/Vbv0We50xOTnJ4eBj09Pb29rh37x47OzskScLt27dZXFzkl37pl9je3mZra4u33nqL0WjExMREWPCzLAuG7qmnngr5oH6/z97eXpg/vV6P4+Nj9vf3McZw+fJlnnrqqaD9d/v2bRqNBo8//ngoyr17924YI5/97GdJkoTV1VUODw/Z2dlBKUW32+VnfuZnODo64n/+n//nQNt/6aWXmJ+fZ3p6mnv37rGxscHt27eZn59nYmIi9MAS2E8pFQgVdYMuJBAx9kLKGBy5rsuLMy3aSQOT+vrJ0tBsphS+dCNNG66lTyMljjT5aESejcjzEU5toSpCVfjmoh9Rf+5fpK0eQYmhUmHdBFl7T7Ncf+GIE9KWI9AQTlBWLXb8fcY9EDfI/UM9GBHUoymB9pQPw06DZ8e+a2sLdi2S4tSb5CnmY56YRlh94q2FkwiulDMMkXZNBzVgfb1MNhoy6B2Tj0bYsmSi06bTbBLHrotuGsekiY+eIu0TxeNRSN3gj13vE5FmUHNQAkPUrkntsOsXRPn6o9JYyrwkG2V+sTA04gRKVxuV506WqChNoMXrJMFGERlO9cIonKWPNLaumOl/TmSuTkIyo1HGcDBieWWFbreLjiKvpuFgvlq58oM3+8QmC2eWZaGoV6IlgcY6nQ6XLl1ie3ubg4MDdnd3Q8feNE1D80RhDUoPtG63G1pYCNwj+aUoiuj3+4FN12w22d/fD23ot7a2mJ+fD61EWq2WZ6UVwXhJnufWrVuhDYcUq4qau0g5WWu5c+cOSjlZpXotlhjrqakp2u12gO6Gw2HoHzc9Pc36+jrr6+v0ej0mJia4fPkyZ8+eZX5+nqIogmGtU8/rc6MOmVVOW/W3fDaKIrrdLsWw5xygMoHYd+qNnPNaFClxVGKMdZGUiFErXBRVll7BpSr58Nh3iGo+Xlzw8bf6OVZr2ScP9dWOYDzXpGp/f8DnP9Je/0LAfUrjlLUBW+UEjHEdamNT5VCsBVM6UgK6drG124eOqoWszhCThTjUSWkdpJgUnKiZcluwSfW1TeE7/PrPa/0gcFt/bSym9/mwEOsrDC7BK+y8ZpJgipxB5uCy/vERx4cH2GJEGsHC7AyNJEZbS7uZ0kwSOo2UWDuyhRgoVwdlPIRhK3gvaKTpsOiLQGeo/q/BoN9rWU+SFAuUWcEoy+j3eqiiJFaadmfCUef7Q457fbTOmRiNaDVS0maTqNWgUNDLRuTGkGNRaeJKDCK8eK+/jN6zlntbSKGztRwd9jk6GvL8j6wwP7+Ia0le1qR8LJGIkFo7ZuNkjNQXSGk3sbW15drPr64Gxty1a9d49tlnOX/+PKPRiOvXr/Pqq6+yvr5OkiS89dZbwTGYm5sLkYp0wz06OgqMuunpaS5cuBDguv39febn51leXubRRx9lf3+fvb09hsMh77zzTiiQFRhuOByGOq40TZmammJqaorf//3fD8y/p59+muXlZRYXF1lYWOBHfuRHaLVaDAYD/viP/xhrbShUFo2/TqcTDFo9z1YUBVNTUzSbTZ544gm++93v8tprr3H37l1mZ2f57Gc/y7lz55ifnw/UeClKNsaMkVTqxbz1PE29NrJet7a8vMzw+JDNOzcZdjVNlZJgiGI37mk2nRqJsV71JHZrAjZco9KTI+q/76boD9NQ/NlvHxQdfe/v/QUmTkhuoCgKrLHBOxRVCWMtZVFQqIpmHsQovZmp8GVngGKhY5/AWz0/we/DCad+IHECgmpC9VIdGJC8zgkvUH7L+oXWerKFcS9aD5FZY4njiEjHUGSUeU7/uKDIMsdEKgqKzC3q05MtEl3SbCSkUQSmIIk0iW/5Hmnl2rg7vBGLm+Qi/VIag861E9i0ri0KXlIqLwqIKomaKHIOg2jlSk5oPLnsIlcVuVbs/VGP0SgjLwo6SYNmktKZ6JCPchSaw16PYTZic2ebdp7RKQu68Sw2jkI/K6NAJTFaO7FeZYV0URnfmqi8c1iMZTjMGA4LVlbOMjc7N5bjKMqituD5w/cKDMaYsQJcyY9I7mRpaYlLly5x/vx5bty4ESCv6elpZmZm+NKXvsSdO3eC2OrExARvvvlmaEehtabb7fKLv/iLIafz+uuvs729jVKKs2fP8sQTTxBFEaPRiDfffDMYhPPnzwf1icPDQ/r9Po8++migk+/s7HBwcODurVfBWFxcpCxLrl27Rr/fD1HR1NQUFy9eDMrrIqT7yCOPBG09gTsfe+wxOp0OnU4nMCCttUxNTXHp0qXwufn5eZ5//nkuXrzIxsYGSZKwsLAQip4fffRRlFLMzs4ChOLmk3OlnguVyP8kgSeOY1ZXV9nZuMdoNHSPyMN2NiYC55D5uESDz8c6R0X5wWKMK/4wNTJRkFQbm7w/nO3DTKOi0hMU+G0M+TjtCx/ntyWirEdTtX1bv1BaC3Un4oMci4+yPdRGSivlddncQCpL11oCCN5yWRpKXVKWmkj7pLn2H/A1ErZ2UWXxcQW/Hs6q5SVdhFAzPiH8rVc7UeG0/gVr8YV9NnwGicZkV/I5VX1Pq4pJVpauDborsHVQXVGMMGXJMMvJh0PKPHfGpixpNlI6nSba5iSxq6bXRlQlvLKEdsoOum4stSJSjpBSlL5Q1/qCVmOgVBRlgS5jlFcukLoh6oMQb6y1PXG5PPnAWgfz5TllaYhase++20ChMYXBKkVeFOwdHDCyllxDPDWBVgl5WVBgHNwXKZfH87Rhi/UMsAq+FKjW4vT88rwgz0tmZ+fodiexxoZ7K5HTSTKOKO4LwaFenyMGa35+nitXrvD000/TbDbZ3t4GnC7dxMRE6Hq7u7sb5IEkcmg0GrRaLSYnJ/nUpz4V1B6EiFCWJSsrK1y4cIEkSRiNRuzu7gKugHZ+fj68fvfuXdbX1zlz5kxQgmi320xMuE634CKDycnJQO6QSKbVajExMRHEZGVeJEnC2bNnQw2WGNaVlZWgfD4cDgOJQVQv6hHX5OQkZ8+eZXV11TMp43A8i4uLKOUKpgeDQainEjgVP37qDMuwHtRek7ksIr2iEl8Uith3nlaeNeomuIf/laLwJRdhURdrZEVtxHhxaz+bZa7Xxv7YxP6QTeZ8NTvsqV8N+/4wkkR9sTlxbcYNVUV+qv9utY/TN3E8BW0aQ53Ug8zFk/Vrdfmqk8f3YdtDbaSiKKEsTRB6LIsCayBSCUq5dumj0dDVM5Ql3W6HNI1JEqddl2cuB2L8PpTSpI0Gie8uK4V+kt8KF9XfUwdxVcdTX4AVakz4tTROaVvaVdQ3yT3JPrHWG1TtYLGixJQFg8zBcdZaB9e1Wuz1e2SDIf39HV9zZcAa2s0mSwtz9A92OdSQDfs0Oh1mZ6ZoaE2iNHGsAtwXoZwRLUtcTZQhThISC3FeUI5c7ZKxFqU1hXWQal4kgaEmW4ANcaIRkY6cIRQHwWpGgwGjUcbezg4Y13IkSZukzRZGaXSa0lQRabtFL8+4de8ObG0QtRo8FivaU12yRDE0JaWCQZ4xKHPyOPJyR9BIG5SmoD/oEft6Lplo0n8sjiMuXrzgoonCLZjKR9RCn498T5y6FNDExMTYeTuWoIPmhAhgjOHcuXOsrq7yzDPPBDq6LOp/5a/8lYAECDtOFmgxVrLwfvrTn+app55iOBwGYVpjDGma8tJLL4VFWL7z2GOPceXKlRBV9Xo9ut0uCwtOm1CiwOPj42AUf+3Xfi2McWEbiuGti+F+7nOfG1toJPKSsS+NFff39wMECNVCK1p/0oKjns+rF+7Ka3IM8OBCJ9+vF1dLZC8OQ7fbDZJHsdbYMqMsAOvb2liwyuXmdBRRjnJMYp2Se3/o8qzWiRTnWU6e5WRZTl44B1kMXIC55fiUCooT9WMNkUb4vDdN8geVU/dxAEXtS1zKE4u/XIvTahnleELUhZAfTrdXZVmgbOSRHF1Dn7RfNxxaUr8/8lxYrIGpa/5CGKlKMcIEi155CJLflMvt3q+o5u5iPmjRP8g7qJyQKpISzzvw+VTtt6gmplLW94iqbr61ykMPnnFYi8So/4wMHlRQYFAW5/n7f4siRxsnr+REM91Ad4rmCXEUEWs3SZ1y+rgXJFFflR4e95RkDtUFeU2ttYGR8F2ObWyQGgzuMxiDUqKcMCLzRbuxctBV7JVClLO1qDgiSmOIIwoseZ5x2D8miyBLFL1sxLDIXTRVGwNhFajNtHBIVrlrpyGOndq1W2S18FFAVwxN63NzxpQoNZ4vkX9lIZXaJoGvhEwg8BcwplzujssGyK0epYkBk2ss6g4y7iXqkdeleBcqI3My2pPFSn5LxqqQDOR46hBN3WhIrVJ9Ozl/hJgh/aGEdSe/Vd+vMYYsy0KuRxYxOTcxlHU19nrk+WGbGPw4jsdguYBU1D+LzNVqsZZ8cICtTyAq8lqVFvBzyFZz+fRl2JOUah9Q4T9U/eo+ooX6QDJF7c/q+p/83niutToaW1+o3Bp1csf+WtbRkw8LxcYizY+xPdRGKvaFvLL65DrC2vLERVA1T6syTlUnWwfrVdGSJ0XIDfCLnfIGTamPcJEfvOvul/T45BAD6X7HTw5bE5K1OOjOH1vkYTjHrjYUo8yt5Na4aNEbqUYUhUr5NI7pNJu0G6lTl9BOo0zo9vIYPy6vFg/Ykwu9N1hef9V/3sNnRVFJTNVshDRFNGWJUQpbOomgft/BOba05BYOjw7JsxxTlkhHT9KIuN2k0e1g8oxhUbB9sE+UDRhFkGMorMFohVauELOwou3hjlKkl8TUu2M2xBGoVI/VKUnuTSuvKmK9kTUlRZETxwmNRjNEA0LtzrKMVqtFs9kM3WTFcEl0IdGOKHIL+SBJEmZnZx/oozQcDgPLTXJVQq9OkoSjo6NwDDLGj4+PXesSLw4LBLhNfhMILdlPK8Q+abyAEJHVoxq59/XPRlFEr9fDGMOZM2cYDoccHR0FgynH7uoWXW7n8PAwGFmBNLMsQykVOglLhCQGPMDL1CKXMP2q15vNZjB8WOfUubo3l2usVGF01aizFq2JMHHl6/pFWRwh+b1T5vzDsdWgvvqrHxZOfdQ9n7gmD8KPH20/D7WRSpOENG0g0gZaO9l856hW3BulNVGsXYjqiRGmfoXEczTWG4sKu1XKN8mwxuXAcMWh1toK6gtu0Ymtdp+dgaxiEXwUJdEcUCX3rXa0V38W2i+2sdY+OtLOKGQjtLXeaFmsVyhXUQw4iaNGmhLhClZFTUKiqlAbpnVoXFj3Eh1GXzH6nOdbBhfQGOPqiPw1yPLcF8p6eMFDnsL6K7xILd4wNpOUhfkFbGm8Vp9iVBTsHR76Y1DYSFFqRRlFlDaiVIZemaEyy0hbjFYYDZkpQxNGaQbpfklVHUGVuw/WunxUHKeuGNirIijtaqGsMehYFizp0gqNZhMsQWooyzL29/eDp7+yskKz2QzNCweDAcfHx6G5oCzEd+/exRhDo9FgamqKNE15//33OTw8ZHt7O5Alnn32WXq9Hrdv3w4L9JUrV0JXW1GtkJqrOI7Z2tpic3OT1157jW63y8zMDC+++CKtVisoTUxMTPCtb30LYwxra2vMzs6Spimj0Yjj42PW19dZWFhgcnISrTXr6+v883/+z3nyySeZmpriD//wD9nZ2WF7e5vp6WkmJiZYW1tjamqK2dlZvvvd72Kt5ctf/jJ3797ljTfeCFqAly5dCgZGasReeeUVNjc3OTg44MqVK1hr2dzcDFqH0mX4M5/5DEtLS6FbsVzPD8q9aB0xOTlFq9UCHFnGWM8CFHKUHyXay6hFUeRKEaKq/i+UtPgIG1UxWeuFCg/7dlp0CTUUsvZO5eyPvVo5g+p0p+EDCRwfsj3URsqpRcgCKp6VVxKAKioNmKwKz6EKk4GxBXocBqP2WR/G17BjMVQBMjsB84n3pcJ/pQ28hNQnjJSPmK0JMR5YL4DpiR9xFJEXOWVeuIVU4AmXQHMeoXUecRJHRKQVaUThhXcFxvFYtTEh9BEDUYf7ZJH3Vyt45UFxQRhPSmHFO69fQ1UJvrpzc553q9H2ecGS0dDVSo08xFVaQ9JqUmrlekRZjdWa3LchyaxxeoZoF01h0VaH+yFb5elW3ltZGqLYETVcJOWZidYlxCXO9mcbclPuHKpeSVIzFEVOJ7Lb7TI/Px8iiPv37wcIUMbd5uYmxhimp6dDPdKtW7dCW4tms0m32+Xxxx+n1+tx//79YJQuXboUVC2mpqaCjp1AgwcHB2xtbXH9+nUmJiaYnZ3l4sWLtNtt7t69GyDJ9fV1rLXMzc2FnJH0krpz506IJprNJru7u7zxxhssLy+Tpilvv/02m5ubbG1tsbi4yNTUFFAx8d57771wjPv7+6yvr4cISPZrjAmsx/v373P79m22trYCFHnjxg2Oj48ZDocsLS0xHA558sknA7NSCnxP5lnq911rFRwQmePGgEpOzm81ZrjkefiOOD/gW8a771TECR7ybZyp9+C7H/StD96fvFs3UN/v9lAbKdnqNr1K6LoBJW03Ip2idYwIh8oCHSC/oJ1HZWx8VOAWLdHvk4yn5SQPp7oRqtqPGChZ4z3d2+meSnteQQ6s2D6MF6F1qujuMy6f5Fq8Z4MB+WhAq+GUF5qNBjkGW1ivPaYc3JfE6CTCFgV+3rmC3ij2Ekh1r8j4iA9QrhmhiqIA1QSiiI8cjTEoo8GW2AhUUVTtEuLYTXqtalPAXy7joBeNdq03/HXLWjlFUTIsMvrDAb1+D6MMpbaUqYY0JVIptHxjQ+uMl4kURWYpjWttD+L5WVfcK3dZATrCWsNolHlj4FqsJ0kavieQriihK+UUrw+OD2ikDRqNJq+//jo3btzgW9/6FouLiywvL/NP/+k/ZWFhgX/v3/v3uHPnDlevXuWf/bN/xvz8PL/2a7/G1NQUWmt+67d+C4DPfOYzTE5OopTiK1/5ClEUcfbsWd59993QG2pvb4/vfve7KKWYmprimWeeCYbk6aefZmZmJkRJd+/e5fr16+R5zi/+4i/y/vvvc+3aNf7xP/7HlGXJzs4On//853nhhRdCP6mDgwMmJyedJJTWHB0d8Sd/8ie89957TE9P8+yzz3Lz5k3efvttnn32WdrtNuvr68zOzvITP/ETIf90cHDA3NwcExMTfO1rX+P+/ft86lOfAmBtbY0sywKsJ2ruX/3qVzHG8Mu//MsBPs2yjO3tbf7kT/6EdrtNo9FgOBwyPT0dyBn13NRpueP6fJTIMU7iSuZKxw6+lzGhFCpSvvbPtZ7ROsbiW8SbisWHUgEkD+jLCbj8z/+mwppSfykgPx96MjWYTlFbO6o1r3r9Q/byMYzWQ22kjDUheV9XR3DMmiosCd5RIE3YsagnbMGQVIaqSjrXW2oQDNU4cYLxfdZuelgkJbLSAvxJZFYNdgfxQS2mCYunawroCAi2LIlUivHQXak0pVJBfw9riSKXgzKlcdAdeDhOBdKJVsrn4jS+QKt2rXyk5A0OJQGrV0KW8JGY4P7VqVekDKjl3xTEOgomXMR64yRBxTGmVPSLjFFZYIqcUuGKdX1vrVK7jFPpA2frJatVUJuQ1iZuk1yDGByAoihJkjatVntML6+OldfAWRcJekaSLLSSi+r3+xwdHZ1a91HXs5NcjLTvuHfvHmVZBop1p9NhbW0tQGHSGqNeEzQcDsdEYeW6Ss5IjM3i4iL9fp9er8fu7i7Hx8dsbGxw7dq1IIckbENZ8EUcd3t7O8ypra0t9vb2fA6xH/T1hsMhy8vLgU0oBA+ZM4PBgDfeeIPp6Wm63W7oVuCufcFgMODOnTv0+/1wzFprJiYm2N/fZ3NzM3y31WqFGiyJtICxKOo0NpmLBBs0mk3327XIP9xgmap1mNCLEDvn1YEMxvoVQElXBGncSWXwHrj7f543cZ4/LE/xYG7/A/fm51a1ilX34OT3Pm509VAbKUc/d1To0rgaqYrBRYDlKiHUmqzPSUhKFlP/+TocIIuryCzJvh8wRjWrFP5XM1Q6fMEG2ySEGFGnUOHmip316g9ahWJDJX1wTEmsVBCJLZRbvJ3xcXmmOIpJtCYvSgfzhUc0FkkZ62qllDa+nb2pifRGtchTYBOD8jp4H1T3IANXrpnS2s12rUiSyJmnWvSapAmxVmATGPTpFzl6BESaqJVSYlGU5ECpLIVEnhp0Erl9AxhvXAT+1KIkUt2sPM9ptxtMTHSJ4xTtI0D3WXF2XM5NzKzLv5mxSSaEiMPDwzG6taiYt9vOCO7t7RHHMa1WizNnzrC1tcW1a9dQSgWa9PLyMs888wxLS0scHBxw79690GIDXO1Sv99nOByOXes6U+/MmTM0m03OnDmD1ppWq8XXvvY1tra2WF9fxxjDvXv3eP7555mYmAhwmLDw+v0+m5ub4R7fvXuXjY2NYIj39va4evWqo3VHEZcvX2ZycjKQKoBgBP/wD/+QS5cu8dhjj3H27FkmJiaw1jIajTg8POTatWusr6/z7rvvBuP93HPPcXR0xBtvvMHi4iLz8/M8+eSTtNttpqamAtQnBqrOmqxv8lq73abdbtFqNbE2c+xHrU4wUN2YDALEOvKdAJQnEVlMiBY0ELmRaK0bcpX3+RBu4/mj8GrlrX/vPaj681r6ovbGyXzUx8lNPfRGyvg6pyq5eUJCv7bJohno13o8L6P9Aq4FpvK0S4k0dM0/d7i6m5T1gP+B6Mz7WdUwrh2XFcCwmiySjo38fuRfpUAZi/L5G2VKIjyxQYwpbuKFSEm5/FUcReiGJdFRIE9U0aWntVuwGLSJsFYRWXckEVJDoR/wXI2vIzuZvwufqV8FrZxR891JGmlKrCKscTBqYV3tkrHQz0f0s4x+noMyKGLiVhuDUxPJTUFhDTkGjYsabeyNlDewymqM7x/mJJFcy/hIR1iLr8lJ6XQ6DzDFNMp/1zPKfO6z2WgRx64uqtPpMDU1xeTkJGma0mg0QlS1ubnJ7du3ee+997h16xYTExPcunUrRDpXr15lY2ODnZ0d5ufnWVxc5MqVKywvL7O8vMz+/n5oKLixscF3vvMdJiYmmJ6e5u7du6RpStNHB3WSxv7+PhcvXgzaeUK/XllZCdqAw+GQzc1NXn31VdbW1lhdXQ35LGETTk1NoZRiMBhw//59BoMBS0tLwUCcOXMmFOUK61DqxbIs49FHHw0U/N3dXV599VV+4Rd+gSRJAv1cJJImJyfZ3d1la2uLw8PDoN4OBCZjr9ej1+sFGSdhEX7YJgYobTRotztMTU5he5tOJcVWaIAbvw6+C7CVjkA50WpjcbVUfi7jiUAo7YabeKsPq406ZfvzdioPtZGyPt4WxYg6xdZ/wP1T+6/bqihHYL16UvckcaIK6Wv1D9Z58SHMH7OJqvY79QMefxKiNHkjGFc7fmwSVfnPlEXhCRJCNqoZCVsZYjHGWit05OjZUTROOVYewlDaAhqlIof4adeu/mQrCnfSNTYkDu77oGpzW79qSgW4MdYRsXb1K4W1KF8sWVjDKM/IysJ7ql5tWoPBsTJLCy6mwUek1hM2/HpRyy8SjKdbSZx6Bl6cVZMmaQ2SlGjLOw+2dq+UIk5cThMI8JUYqFarFeA5iTi2t7c5Pj4GYGdnhzRNQ85ld3eXo6OjwGATtQahtA+Hw2AUdnZ2AtV8b2+PTqdDs9lk4JswjkajsJCPRqMAQ0p0I4oSZ86cYW9vj/39fe7evftADZIUE3e73QD3DYdDlFKB+CE6fBMTE3S7XddU1Lf2kP0tLCwE+HFra4uNjY1w/OCMT5qmrK6uBphRGh0CIQKUR6XJOS44e1ou6uTfURSRJgmtVovsWKJhGxw6g0KH6RdwjDDehdU33kxHBRTEhgXgX+zt5Cn+aU75LxTcV0UCEVqPqyWH5d64OqKT0ZXkXOq1J9KG/qSRUtbnaLB4ahpudaxM2GlbdQ9UzQDVFPxO0vpqRipSLprTykVTGkVZ5JRFzrA3AGNcVBTySjrAUu6c4kCgAGg0UhKtSbwKdMixeS8ycugGJlbOUCnROLMV3KeriiqLNyBeV1BrkU6yYcEDyJUi1haUJvI9vzQKbRXagI4TZ6DKgkG/Tz8bsd07pJ+PSNoN8tg1OByUuaOiazCJwtoIpSJXd4UzdFhLxHheqboFzvvVLllHlhVoHdNIU59ngPrd1EpjrUTKDvpsNZu4PEVluKIoYmZmhjNnzvDuu+9yeHjI+vo6N27c4Nq1a6Fg9f3332dvby9ER6PRiLm5Ofb29njnnXeYm5uj3+9TliVvvvkmu7u7rK2tYa0NkZL0dlLKqV9sbGwE5Yter8fh4SG3bt0K4rS9Xo+joyPOnz/PzMxMcMbKsuS//+//+2DcRqNR6D3VarW4fPlyyEOJrNHjjz8OQK/X49y5c8zOzvLYY48FOLMsyxCBnT17lsXFRc6dO8fXvvY1vvKVr4RxoZQKxufHf/zHwzHv7e2FY+33+7TbbRYWFpieng7NC8XQSS5N7sHJre6sRloHRfb17ZtkoxxrKh1Kl4e1GN8aJqiq1eD4UvKtWoU6QZQKzUD/Rdi8iwZUc0CurIUTS9x4muTU/X0A1Pf9sP0eaiMVR642xJSurbssCCe3CgasvSjQn8/fyCKsawtxMFJuL9WNDPkjt6MHxqmPgqgvlNYbuEBBd69VUV5lpNwccDBWIDoIBl6WZNmINIpJIgfdRVqTeCNbBMjSGV9jnReqoviUQVWdp3iKLlBwR2VMRdsP31XVNa2fRz2Jb4yhrH1G6cjBfJHGKNfMMM9zSlsSxS63VFhDlueM8oxRkYHWNDttLIZCGUa2dKoVPsxTypUgSLRlODmPxidJqOL35yq1dMJmDLBrzTtWSsaCRbIS9THlEvOuWeLU1BRra2thEZ2bm+PixYu88MILofHgwcEBWmt++qd/GqUUWZaxtbXF3bt3OTg4CL2kBEoUcsJf+2t/LdDMkyRhZ2eHO3fucOPGDdI0ZWFhgdnZWRYWFnjttddCf6gzZ86E+iRh4S0vLzM7O8sLL7zgWY3JWDGzqKKLenmn06HVajE9PR3O4eDggDzPSZKEy5cvMzs7Gzr6Su2W1IY99thj9Pt95ufng1CsREDWWobDIXfu3GF2dpalpSWWlpbY29vj7bffDhDkzMwMc3NzQUm9TnIZv+UqRID1LYlj2u02oCnLCnUxxmlDimVyr9mgNgKC0nhY0KMUMrYqntBDGkqpB56MOXgPvvvgX6fuNlyi8fXm+zFQ8JAbqSROSOIUUzjoqU6OkE0gwfH4/ATMF/l2Hbpq6RBulrXB6FhLtaBZ6wqCxUOs3RB16qNmpGrWUiHGsxZJ1X5f+RxTpBS5V5bIRkPSVttp7imF1VGF1UuRrn+YvMBiIEmDkZVL4eD0yityf2lfPAy6VGOFsFBdSvBqy/5cjMf4vQS9yz3495WrLSbSkWtmqCyjLIfCEieGUjnliFE2YjgaMsozonaLdneCshhhypzRcAQ6BhWBRLtx7LQMpVEhVJ6utVWkWwur5Kkx4Aq3o9pd8uuVrbw/VxtVBlhWJh+4zwhZYnZ2lieeeAJw+aqzZ8/S7XZ5+eWX2d3d5X/5X/4Xtra2GI1G/I2/8TdotVq89957/OZv/iZvvPEGcRzT6XTY2tri537u57h48SJf/epXuXTpEl/84he5efMmm5ubfOMb3+Dg4IDXX3+dra0tAJ588kleeuklnnrqKd58801u3LjBrVu3+Kmf+imeeeYZ5ubm6PV6DIdD5ufneeaZZ3j55ZcDs1BgyyRJaDabTE9Pj/0t9V/7+/shp6WUYmdnh4WFBRYXF1lZWQnRTbPZDPBis9kM79UNjBAo9vb2ePPNN/mJn/gJnnzySWZmZkI9l+TIHnnkkUCi+CjbSSWNJEmZ6HSBiLJ0dU9OkNqCMkClxmHtuG5eiMr8OlAfSLK0fHJG6oRX/QPcZG/BoNRDpw/4RmVkTttbtfadvCbfbwQl2w/cSF24cIGbN28+8Pp/8B/8B/z6r/86X/jCF3jllVfG3vvVX/1V/sf/8X/82L+VJAlJnFDGpdc3i9HajMn81ItOT0ZTAncJ+cAXk1OlNHxuyLqlXVKrEu9EMnatMzaK0rfs8OQFvz5qQFlHdlDeSNXiqeDB15HvRFdyRbG1RMrliCgLitEA1WwSx5pYg4oUrbRBP0mxRe60+byxzcsSUxS0EulaGiP0B6t8jyxFMFJaCzHeQWvCOXCPithRQZWqauNB1VtKlU6hw0QRWIWNIYr9e2hUorHKcDQ8JitLhqbgKB8xLAsy3LmWZc7BoM/IFJAkLveloPRhkzbu3kRE6MjfI2txPPkaLOtJE8pRTQBNaRSGSkFEJk/QiPPGTquIshTduGrszMzMMBwOeffdd9nd3Q1EACFQSIQjyuQ///M/z/379wMVPU1TLl68yK/8yq/wl//yXw4t5ycmJlhcXCT23r/Qts+cOcPU1BSdTodPf/rTfOlLX8Jap3W3vLwcGgr+t//tfxtEaGdmZpiZmQmG9C/9pb8U8k2f+cxnsNaJqLbbbay1IScm0ZDAanJtPvOZz/DMM8/w/PPPh2aMU1NTARKUTYy1Uop2u83S0lKg+Utuqd6u/ty5c6HFR1mWzMzM8K/8K/9KUNGQ4zo+Pg4yRyKb9GGwn2xxiKQiilJ50N1WLS1qBspagw7zXTrvGqSw3uWBZR44GbI/P9v3tDR+E7j6w9//kA88+KufYDD5AzdS3/jGN0I+AuC73/0uX/rSl/hrf+2vhdf+nX/n3+Fv/+2/Hf6uD/CPs+maWGzorBsMjyMMhNbhSggCLnoyAVt2D2lk6JdgnL81LnkivkLwFnw+pK5OoLE1o1V7bgzalE6lPBijk0aqth9TBpjP5W88RdxaTFFgTeknkrOEceRbd3hJJDEkEuGUxlB4FQdUrTAXfNGzMBnB+jYl4mVFkQoKFVprtLVY42qGrDGUSqE9QyyKIndJJYAtS2cYrVfSU5YSi1YWq6GwBZkpGOQZozJn5FXN5U4UOOOndOSOSwUPwkU8VvTXdNA9tJhQyO2iKw1W+6vu/7XiCY9ht2GTqBkp3ETymu6DAskJky6OY2ZmZkJnXNHOk3ze2tpaaDwogrMTExO02+3Qdbeeb8nzPBgA0fgTgsLc3Byrq6tBB086AFtrWVhYAAgMOcmbCfwmm/RrErklIBgk6RslEKDkGIVaLqy+TqczpvMnm5y7dA4Wodm6IyBSTp1Oh+np6UD2EJ3CtbW1cO0kX1ZXRBfR3ep+jRuL+t860iRpilUaY73Toqx3XgSJr81LD82Hpp/GdS+Q+SCjCGnp4cfQWK0WEsnXjuUHvpCf3KGtvS6RX530VOWbxhccdeJvUGr8kyo4psqDPmLoBG0ZPwJ5r/78ZF7qtNKB07YfuJGSSSLbf/1f/9dcvnyZn/iJnwiviXf1UbfRaMRoNAp/CxPIr/c+0nE+cqQjbBzTSBvEcUSr1aSZJiRp4ov6EuJEOzpzDmhNaS29wYBRnlHagrzM0ETe0/KeP37RChAZ6CjxNs4EKNGa0j8KsF5LzzolhKj0rTQ43fNz+S5vGHOn+JAkDRQ5FoitITIFxbBHOWpSjhJ0mqAVlBpajRRlSt8EssT6thNREpP54l9VFjSSFBUpTKRC/ZWLGpTLH3loMs8cFb3daWCVwSqDUU73bjjM6PX79IdDdJSQ5wVlaelMOOaZVU7ZoSwKdJw6skYcU1i3gCqBBZsx+aigl2XsjQaMbIltNVGRLzxut4lxQlcypKPI544Kh9ZouSdjRkcRJQ1ZY5wvbBSWGKwLiUIHXl1BOY7/IZPOGbIoaqCtZTQchlYbi4uLIe8kC7uokUvupQ45zczMBOFZKUqVYxCjIMZAjMqP/uiPBoq5tLCYmZl5YHLXnULJ95yEvKQlveSgRqNRyKnJ1mg0xoyWRDyysMjrnU4n5H9kE2q5MPzE8ArzUY5RGjUKqSNJEtbW1sJ3BKaut36p58zyPA/nIecnhcRiZOtq8O67Cc12B6tiSjRR0kBHFqUL8rwI1zDF6WKWZYmyBbG2aFugypxEu4g7VZAoS4QhHw0os1EwbLZ2LWSBqrINguJ81Gjn9E3MyenMRodoCBFInHSnRwiVU+y7G596JHWHTe6vBVt92pF5cpKkEaJdHcXeMBsgCjqnMi7kc/J4gIn9IdsnmpPKsozf+I3f4G/+zb85tij/7//7/85v/MZvsLS0xC/8wi/wn//n//mHRlP/1X/1X/Ff/Bf/xQOvm9JISMP4zZcWHIS/PxgOcEMoKFYo70Uon0+p55ls7VesC/uxoq/nFl1lSpwSe1kZKS/Xo0wZoiG0riKz4OhU3aYkQosxgUoeJRFF4ltvaIXCYMocPFQpwq5+ta4NAi+IKdAcrudMLtCLKmnEiTNokci9GCKtnLHQCVmekfoeMqXHRY2xlIWhtAWlsVg0Sdogih292xgHzRXGEhsvI+XDNesLbgtKSozrgRM5gDNqNiBJsEns6OcehsHfA7cg+EjVGyflF4nKH/bRYrjPauxhrYscGmnDFXGq6ttAFYXZqhvraJSFeh1pCCiRjlzrujGot7jIsiwsvrKo5nkeapnKsqTX67G9vR0MiRSv1g3N0dFRUGSQyHV1dTUw5vb29rDW0ul0gnp4vSWGECjm5+cZjUahaHZ2dpZGoxEWFPmsNFucnJzk1q1b9Pt9rly5Qq/XY2NjgzzPieOYRx55hOPjY/b29gJJQuC9wWBAkiQMh0PefPNNNjY22NjYwBjDxMQETz/9dBDslSJhay39fp/RaBS+PzMzw8HBAaPRiHPnzjE1NRWc3ZPe+UlNPzenXPFtWTp5pLwoyIvcjbko8ga55vXj56ofg4I0VJqapoq4OEGg+kGggDV7cRJtEff5wW38hx9c9uyJz1QO2gMmq9bnLix68i0rNWbjpTq1UMy9Zu0DDtvH3T5RI/WP/tE/Yn9/n3/j3/g3wmv/6r/6r3L+/HlWVlZ47bXX+E/+k/+Ed955h9/8zd/8wP38rb/1t/ibf/Nvhr8PDw9ZW1urmDwPGKo6OUBuilxGcW1OqH57uA/w1eeE3E11b3zJn/W/YHxLCCsPGdASSZlaJFWiy6Jy2n3nTy2EBaXQqs5R8/korOuvpBRJGlM2ElqNlDhyua+yzMN+Kokjv2Bbv79gnBy0Jx5XXhSUOOHUOBQxA6VjzMVaYZRTSk+zmCx2XX2LQhZNS+ELqZU2GKtImwVRXpK45twUpaUw7mGCMY0oTeGayNmS3JYUykLscktxu4mNIso4QhUuvxQur79/4SpZMVzygm8MIjBGwDRljGhZYkiThGazERTTnaPid+NhRWOt7+CbMxj0OTw8ZG9vjwsXLtDtdkMeRQyP1BYBFXnFGAaDAZ1OJwjCZlnG0dERc3NzIbLZ29vj2rVrNJtNWq0Wc3NzweuUiGFnZ4fr168HFl+z2eRzn/sc8/PzRFEUVCUuXLgQtPDE65bvHx4eMjs7S6/X44//+I/59Kc/HcgTYhRFumhjYyNIEl29epXNzU2uXLnC0dERb775Jr1eL7SUPzw85OrVq6GbsMCWw+GQqakper0e/9//9//x7rvvcv36ddrtdhDjlWsyPz+P1prRaMTW1hb7+/vs7OwEwd179+7R6/X40R/9Uc6dOxfIFCcXwPqiKG6fc0PcmC3LklGeU+beSGkdHCEphB+b18EpEofV1taWT3I7qbJeNwhQrXngqge/9/4+/JjDBHjgdaXkeFQ9AnhgqxyG6u86ceK0KPDDtk/USP3dv/t3+Ut/6S+xsrISXvt3/91/Nzx/5plnWF5e5otf/CLvvfcely9fPnU/0qn05CZN2Fy9U7UgAC5nohy0VMZRWEDK0qC1iwLc/fDBeMBYXW2FjiIfFqtxyNZWsB/GYHGK3MqKwJfAfNUAV06l0hlCH0EriaRUVXQbeYPl/l9jF9YiuijStFpNksRBG0XpakdiHaO1yx+VpT/QumfkwXQLTk090iRRjIQ7DuKwJDV5IJUkYCOMMiRJSpJkxHHiYEudiVtJnrvMUV5Y4sYQdETLd5EqypIod9FeKy9cbVccQRSBdZGYAYg0aSMhiSPiVstJH2Epbe477dbPpebcVZfM2yH/jn3w/BVVXymAxCs31Bc0uSfyC1opRiPHaPuH/+AfkGUZYDl79ixzc3M8/fTTTExMMDEx4Q3ZgJs3b47lgfI859atW6ytrTE/P8/m5iZ37tzhq1/9Kj//8z/Pk08+yT/5J/8kqIFLi/d+v8/q6iqXL18OhuPq1avcvXuX7e3toKD+T//pP+WZZ57hxRdf5Pd+7/fo9/t88YtfHFOlEFUI0fATdfJXX32VdrvN9PR0EMCVyG8wGLC3t4dSVTv3g4ODYPAODw+5ffs2cRxzeHjIxsYGV69e5dKlS6F+y11ON74F2ut2u1y5ciVEle+99x7dbjeI1yZJEowVuOaQ0s5epJX29/eZnp4O0WS9/KS+DhhriZOEzuQkVkXkpSWXPJrPlWrlvlNBGso/HFHHUCnjuxKVjw5V/WC2ChH587gpBH78ZPb/iRmpmzdv8ru/+7sfGiEBvPTSSwBcu3btA43UB21VHY5CW/2A91SnlX7Q47RNiBjGC9E6WyY1U7XveCNkvaq3GouoTnvUfqP2b1g2lRr/F1wbC6UQzNtR7SuKurWuD9MDxXJUPlh9aFthBCjl9eoEGq2IFjLolFZYq8PkDJ2Qay1SlG9f4R4O48+LgtjnBIrSRSFaKfJCGIa1Xj0C3SlFFEeQ+Hova8GUob0HHsZ0pQCVtyfryYMz5HtPaO2dkfq9CIGXd2CUcuK8w+GI27dvA44Fd/fuXfr9PktLSyjlClQlatjb2wu5nDRNMcZwfHwcap2kRcXt27fZ398P8kNbW1sMBoMAce3t7TE9Pf0A3DcajQIkaIwJ6hVSd3V0dMTBwUFg0gnsF0URe3t7HB8fMxgMwuPw8JDd3V3KsqwaBPqxcnh4iLWW+/fvh4JbyQsJHKiUotfrBRFaUVgXmEfgO8mp4ceXKJzv7OyE1/b29mi324HxJ+c6OTkZyBzg5JZmZmZCHku885OJeWMMOopoNlugtNPhq8F64f77jggVYaiChceGVi3X4kbIJx9LhR+q/a4/mB/GL3/gVo/hPsntEzNSf+/v/T0WFxf5uZ/7uQ/93Le//W0AlpeXP/ZvyKAU5plogxVFES6eLKAyYI0pcamsGptHyYLuBkDsa6YqWHDsVyvU0DihV0zp64M8XVUYHSGf4vYTFsOPgM3W8yH4xV3gG2PGcfeKPi7RpO9OXHPARJ+vLi2TpCmUJWWusKWhNA6rj3xhs0uWujoSrWOiOCWOU5LShgRokiTYYYYpXW5pkI1A61C5X5qSoizJ8py4kdJIU4xtosocawqKsnB9oCKNTpJANacsKIvS6TJaG+q1DMblkATKlZkir33EaVOfYMaTOOoQh7W1tiXIglcGIVhRSRC5IFkwR6MROzs77O/v0+v1Qht1yfVEUcTW1hbb29shIrh//34gETz66KMh91Mp+1fHMBqN6HQ6PPbYYxRFERTRBTI8Pj7m8PCQg4ODwKJ76623QhGu6P7t7e2R5zmrq6scHR3x1ltv8cQTT4zVOuV5zrVr1+j1evzhH/4hd+7cAWB7e5ter4e1lr29PbIsCwXJ4sjIuKxHOVEUcf78eQaDAbdu3WJubo5ms8nly5fDuVy7di2sG9PT0xwfH4f8n9auYWSv1+Odd94hz3M++9nPjgnkivMUSB++AHpmZg4VxeTGkpWlg7eVRsc+5yc5W+vg7wAL+y7VQQVdO+2+isjzwzcUP8wY7s/D9okYKWMMf+/v/T3+9X/9Xw+DHuC9997j7//9v8+Xv/xl5ubmeO211/gbf+Nv8PnPf55nn332Y/9OfRJYa4Nn6VrKV5078d6386JORFFKxIR8bghRnnBRhDUmJOVdMsd4++P3YXxXWST/5FuWy/79YipdaiNVGamTyd6TlfJicOV4B4MBeZ6HBnhKKeIo9nBn5bWWpZ+kVkgXOniAZekSxgpoFIU/N1uJ7vrPSaGuO0cXwbi+XFEofI6imChy97e0rvNuluW4OiR3DqUpyeKcOI7QcUSjkVIUGbGvMcmKnNLnzeR6BBkaf1za36e6dmLdAAsiG3K2vs6lYumNd/4SwxM04XwLjjhx97syDD4aiFztkHSFXVlZCYSI+liS+ieJELa2tlhdXaXZbHLx4kVmZ2dD3kjEVIfDIffv3w+sWKGkl2XJo48+ysLCQg2KdpBZnuccHx8HGveLL74YmhNKBDcYDALsdffu3aChJ6oOm5ubDIdDms0mm5ubbG9v8zM/8zO02+1AkRetwPv377O7u8twOKTT6bC7uxs680pkJftrNBoPwG9y/NJ3SvpwXblyhfn5eS5fvsydO3fY2dnh4OCATqdDlmWIEO3MzEzQMJQmiXfu3GFpaYnj4+MHGhuOU8HdrI6iyI1/YxiNcnKvKhF5RyTWmiRJKRuuGabSTulc+kkFP0ZXOc2a6uYntp3MSI2/N/afT3hTJ/6tv3WaoVanPD/52kcz8J+Ikfrd3/1dbt26xb/5b/6bY6+nacrv/u7v8t/9d/8dvV6PtbU1/spf+Sv8Z//Zf/Z9/Y4syoJ9C0YfRRGYKmyvUjsuL2SM87rD+wEiEwKDtKX2g76Weg3V52KgxHAJM0xySHKQVlhBymvwPRhJ1eGV+msSSYlXKJ65JOnFO5eF2zHqKqMdoD08lGVdY8A8z8FaCg/DBbahGDN/3iE6tG7hdxJM0mbbGSgdxUg7g6IsGWWZ+w1POXYetLtPKtI0sxRT5qTaXZPCGmwUYeMkGBrjHQq5x1qcBFUzUPUxrqp/hO0HAocKXj5+j5VSvhdZWTOK4ZZR/ZAra5Ci3Onp6VCkm2VZcCLc9Y9Cy4ksy9jZ2eHo6IiFhQXOnTsXpIbu3bvH8fExCwsLgZwwNzcXxsWZM2dIkoQrV64EarpsMsb39vYAmJyc5LnnnmN7e5vr16+H4+n1eoAzDJubm6yvr3Pr1q0g2STswDiO2dzcDJGfKI0LdH50dMTGxgbvv/8+7XY7wIs7OztsbW3R6/WC7JPIKgn8Vo8EBQk4ODjg9u3bvPXWW0FyaXFxkTt37rC7u0u/3w+QJxCKhoWyvru7y/b2NltbW+zs7NDr9QKEeHI+1Z1Bie5KYxmO8gARS8fqJIpoNBxL1dVTRiFYNwGtV0GRxti6oTqdZ/eD3E6aoZNm+JPcquVq3Lk+8eapx1F9djzBoZR9YB38oO0TMVI/8zM/c2q+Z21t7QG1iT/NJouCq6lQjEZZwODxuHOSJKFXUJV7kT1U6udVJEFgyRmo2Z0i9HASJUrrYT6hqioska2xgKxfNHEMvVhyZjVvL+SCappjYpwElpNN8H5ZQOI4Jm24As8iKzx9PCbLJLTwBlbYHtZRubMso8hzIhRJFJNGEXHa8F6idgt3WTo9ROuQNGcQE+IoIYrKMJGV1mRZwShzTQpHWenyXV4dAike1presE+zkdJtt2g3EtI4QicJOk2J4tiZeW88rY+SUx25GqWyoodXCW752/+ntji5CLEWSXlItE6cEGNVV5w4bTPWsL+/z//xf/wfTE5OcvHiRf76X//rzM/PB9hpZ2cntMKQxX19fT3IEdWbI379619nY2ODZrPJk08+ycrKCsYYbt68yR/8wR/wK7/yK/xL/9K/xGg0GoOxy7Lk6OiI119/nd///d/n+eef5/Lly+zu7vLuu+/y6quv8o1vfCPICS0tLXHmzBk+/elP88ILLwSR1jzPef3119ne3ub9998PeaXDw0P6/T5JkgSl9meeeYYf+ZEf4dy5c9y8eZOjo6NguNbX15mfn6fVarGzsxPgTClmNsbQbrfpdruIuru1lpdffpmf//mf59y5c+R5HnT65ubmePnll2m324FA0mw2OTo6Ctfxscce4/z58xwfHzM7O8vm5mboCBwicZ9bqyMVzsFz4/rwuEeRF2Sjkasl0srVGOqIVqtNp9tFJ64zb4lr1WH8uIvixBEq+OFEUmObPWmQPnkDJdtJQ/Xgc/mc1FPpkDOX1yrJuo+XzXqotfuqZH6NkSaRkTc8IrZabSqsU6I+ERS+lShWeAAw5JMI7pT1TD2PAzjjZOtGifC8Ls+kvUF06+m4lylb3XDJ+zLZJDFc9xLHWGkKL5RrxibnaZtEWFXeysOhdrwlQjgbKwxK66DQILzqIpSidGSJoiwQ0qTD+akMiFaoyBnJJNakkVsc6rIy4VJ74U+rK/UQV/yrJCRETrpKQwmwo+QAwsuhXiq0g69fL1EtqY2QWgQGDtpVyrVvn52dZXFxMcgNScQyGo3Y39/HGBPaV7TbbXq9Hpubm7z99tuh7YQwAdvtNlpr+v1+yDeVZcnW1hY3b95kaWmJhYWFsXyttTZIHsVxzHA45I033uD+/ftkWcaFCxdC195+v8/+/n6oKWq329y/f5/Nzc0QoVy8eDF0FRbCxvT0dIBCp6enmZ6e5vHHHw8QnLQfWV5e5syZM7RarbHxJWQMob+LOrqMWemhNTk5ydHRUWjs2Gg0glr7aDQKhdMyJrXWLC0tkSRJqJ2qk6Dq1OZ69ISMKWt9SYFrIzLKcs/s057YU1L4dvDUIPJ6JIXAfTa4TCfTmT+4zZ6E+06vxfowSPAHt9UIKYzD6+ET4juG9af6UD2iqpCNP8NI6oe1iecWx66RXb0nlDQvjOOYSKtQa+TWTuWUKXxDwCiOau0oVLVahnjf5Z2s/9cUBRhDZH2kAUiBX+S1+5QyRLVMSKSkJsptgtmfZBqKgZLePtJGRKA9qCrwXXsM9xMKlzuJiIKxDet/WJnBNf5TDoNPU+IoJopj1904K8iMY4ElcUzk281jrO8BpYMUlevb7hbwwXBEfzggL0vy0hXmOnYgRLEWm4GlxFhDmsZ0202iOEJFEVrqiZSPpMqSUilMpCESer5rjmjA8TlkpohEn1UemlSVlYEQPClv4OrAjI40cZK4tvVau8iYKsISWq30ZPqP/qP/iPPnz/Pkk08yGo24e/cub7zxRugJde3aNaampvjX/rV/jbNnz5IkCXfu3OG9997jt3/7t4MI7F/+y3+ZdrvN2bNn+drXvsZ7770XWmRcvnyZP/qjP+KVV17h5Zdf5qWXXuKv/tW/GsZ2HMe88MIL/PRP/zRvvvkmt2/f5r/8L/9LHn30UT7zmc/wH//H/zFxHPM//U//E7u7u9y5c4ef/dmfZXl5GWstt27d4tatWzz33HOcPXuW5557jlu3boXmhjs7O1y8eDEoRYj+38zMDFprBoMB29vbrK6u8pM/+ZNcvHiROI555ZVXODw8pNfrBQbh9vY2jz/+OCsrK8HQiJzS1NQUe3t7HB4ekqYpV65cYWVlhW63y/HxMW+++WboHDz0Sh9TU1M89dRToXNxr9djf38/qFMEGPdEbtcNACebXHriRF4aCgOR92SyvCQrDHlpMThEwRJ5uM+ExodK+a68NRIvteH4iW0fwQ59osZKPfi0HhN9XAr6R4X64CE3UjB+smP0ch8uieGpck/Vc60jt7B7Vlwkoq7WRVEYExh81riOuKYssGXpFBnwxqEWNPjl20UAiMdhArtO7nA9yjlJpBDjVDdSAm0KdVfyTlIx7xjaTs3P2RBRafBQp/LkjTgCP+kGwwFFnGBM6s7FG2Xt9Q5t6ZmRRVmDSmsljd5glQaKAka5cUW7FqLYhijWyaVpkkaDZqtFp9tlYnKSdqvhuskniYP74gSjFRFQWn+90S6i8hGwxuWsRMOvQu+kyFCuKcDJiaOqNxVOd7CWU6q8YztGuNH+2osIKlS5kkceeYT9/X2Ojo64dOkSMzMzXLp0KSTzRU3h/fffxxjDO++8w4/92I+FuqQnn3yS+fn5kAvqdrusra1xeHjI/Px8IGmAc8ouXLgQKNmNRoOLFy+ysrLCxMQEs7OztFotms0mP/mTPxmMxsrKClNTU1hrOX/+PGVZhtYacRwHyC7LMlqtVohiOp0OFy9eDHmxlZUVGo0G+/v7zM/Ps7y8TKvVQinFpUuXAtwpBm16enqs2LbRaAR1jDzPw3fPnj0bdA/lc2tra+F7kgubm5uj0+lQFEVoByLitnVUoS7NBO4+O+KEiAo7tmqcQOKjKNct3rXDKT1RQiIX14HXRVLVuJDxVF+yfwibrUxRfbx/YodwKrr3ASHUaV//Pt+rbw+1kaobHhjP7UT+ApzMN41BfbYmmqoEWmIsx4SVItzSR1KODUZpfBLVQwsQFlHtDVdlpPQYTOVswYNuh6ods/xdb8ookZQktiVPobVyjCSBGMVqjm0uuaS1dlJGpqQYZaSJ6/KbRi5yCpNAKd/U0Dj5qfpkrNVlCd28MJY8t5Q+0azjyklwUF9E0mjQaLVoT0zQ7k7QbjYYZZkrqozdwygnVqtKJ81klWtMF6JDf2wqQJa1QxuzWh80ATxQqXC5t6Ks5bLqSGKlzCF5oVarHRikURTRbre5ePFiyN88++yzzM7Oji3Mzz//PFmWMTExwdtvv836+npoOxHHMZcuXeLMmTMcHBwEEsGTTz4ZutrWCRUigSSq3lLM+tRTT9Hv90NzwHa7zQsvvBA6BS8uLgZobGVlJZCNxEiIUG69rkrOT86lLEsWFxeZmpri6OiIbrc7poixuroalDcE/hOIUa5FkiQsLCyEOdpoNIJ8VF3xPUkSFhcXGQ6H5HlOs9kMTpo0aBSD1u12K1ShttVzvHIPHXxXOXJRBHES+/teVlCzHQdSHEzoiRPqNLmlH5qJGvvNP7tfl3VNFtSxV3/g20NtpCoP2Dh2mVdLLn0dhLuGXu6HGowjg02P917S4rEHSo+LLrR1KuKUJZQl1sN96MQ3gKgMUux/J3Qp8sdgcArkYqBOi6TqzyVqqkOY4AyY0HwljxFHmjSOPaRJOMf6PmVfcZJwdHTE8dERt2/cpNNqMzczy+XzF2hOdGmmKdY4EVk7zJwxNjaQJJyB0mgVE8cpjbQg9pp+xjgqugXi2ClItDptlGf3TU3PMDczzerKCt12ShJpysNDiCKiJEE3G9hIU+QxKs8pRhmlh2lqGTIPqJ6AN6qQ6oSxOTFoan8PhiOOe8dhMXNNDivyiuTWZAFNkygYKSl1eP755wOZ4OzZs2FBjeOYhYUFpqamAPjsZz/LlStXODw85OzZs2Ehb7Vaof4NCEK1UntVp1ZrrVleXkZIM8LkE9FWoYhLFNRsNpFGiZKvkfYY4RoMBkGZoi7qKmO0rkI+PT2N1prJyclAUxfIemJiYswwyLmdRAfEwRJGLjjafT3vKvVm9TYiMg8kqqu/dppHHsdxTX3GMugPQ8uVonROZ1kUzoApBbYkz0uK0jk6yvencXqXyueHcPNA1NMRVAH+7EzVD/s3a78n65g4eeG/gliN59m/3+2hNlIVzbVW81JjyIXqcmmP7okQEoXUcw9K4LjgRrkuuBI5BcjPiOSRi7JcniMK9TzqlIc7IO/92AfP4YOen5x84i3WoyhHq3c1RO78zNj3A4EBh61necbR0TH7+wfs7O6RtTMiHTHKMjrWuvxUUWILr6bun8vkzPPcRR9yTv46C0Ti4f9g+JXPoyRJQrvtoKjYq0qISnNpnRhxksag4kB4iSOXK5NwSU7lJIJXxadywU+/bnU1AZcTLMmLnNL4xLwIwGOptyqIIo1ScYCV6vsV+Z9Go0Gn0wkLvRgLWUjFWEl3WXEyJL8oi6qol5/W4gIY624ri7qMh/q5yjyQ3Gd9PImRg0pBvU7ckEhRHCIxMHmeA1VOFAjfkfOMoojd3d2gxSfjQGrEpH4rjuMgdSZlI/VCYDkvuU4n50Rd+b2+nSQXybUQMolERqV/RCGpJC1t/LphRf/S1wzWHD+RVxvT+zwx5upjVByeoNB/YhEI67f17XPsKdkl+ZqMhQ9b9D/UHlTI00ff5De9A+hfUkqNoVRyeif3XC/7+GjHOL491EbK1QWVlGVO4RdVGbyFMVjvocZRBLFrXhdFzrMsSxfij3XytRZTGieAXlry4dB5W36hNmVBWWReJkhhyxxL5CIyrTxcZgIdqG74LI4S7/L3H055lu2kFyILmVIqQCv+sN3iYssweVAQJZFvmeOgvizPGfYH3L59h+3tHTbWNznudMiynLXVNdrtjmsFQYbNYJRlFMOMfDj0k1UxKr3iua0KgwdDw3BkKUpIGoo4VaRpTJI4bzmJXYfX2ZkZ2u0W7mq4huxpknI8GLB3fEAbQ9xoQpwS64h2M2J03HN6i0mlSj52jSA04A1TW7nFucjd/U2SJCS6lXILX8P3ZsqznNHI1TvFURpqprSupkYUaRetJpUhgWoRlGaFYkDkNWH/GWNotVqcOXNm7L7LQixGoy43JJHaSf278fHvIhmhdgsTtCxLjo+Px9QXBG47Pj7m+PiY6enpUNMFBNUIySu12+1wzPK527dv0+v1uHDhQjCQe3t7oX6v2+0yOzvLt771LW7fvs2NGzdoNpt0u11+6qd+isnJSTY3N4PTcvbs2VAwLL21JKqqK6PUz1uuV4DyPOuvzmgVoylbYUr6w0G4uALx/wABAABJREFUt5J3Kq1T6bcatC9AL0pDXpTkhQl/F0UZFmLrERulslCvGBbpBydwzZbY2r+qGrv1l70nW2kiiyxbhSNUaaFTiAp+DtQNZx2+luvjv/7xNm/cJXOh8POipvZfdxYrdrAbp3EUB1bwxw2qHmojpXUUpF9cP6OyWtiNEy7NixxwHTXDwNcKZU54PrVozPqFftR3RYV5lpF4mrJWrjo9UgoK33hQGSLt4LYyd5GWMXZcXduHWScXmtMiKWtt0FurU2vrOSo51yhyxBB37AWlkfoqHwFQ7TPLMg6PDtnZ3Wd39yDQxS3OIA18Ia6xjkXn1C1GDPt9N6mNpbB4engU1BqscaBHmkZ0JlJa7ZTJaSdlE8UxzXaLZqvJ1PQUSaxd5GJjUJCkCabf5/joiEFREKUp7akZXz+VEHuRTwlw69GpeHQhSkWcTe/xWnff4zh2yu6miqKSNAZc918jtPuae6c8ZhjQDInialCTUmqsuaA4Sf1+PxAYjo+PKcsyqDtEUcRrr71Gs9nk8ccfDzkWGSey8AGBgl2P4ET/rygKOp0OZVny/vvvMxgMQn2UvD87O8vs7CwbGxuBxJFlGYeHhxRFQbvdZnFxMRi67373u2RZxuTkZPh9MbbtdpvXX3+de/fuMTExwfT0dDA66+vrbG1tceHChZB7u3btmuvRlKYcHx+zvr4e/u33+6GpY6PR4P79+8zOzmKtDYK/9bzryXxT/bXTYKQKvvVsv9KQ5U6o2BkGBxo7aqgL/bVPKpfGOMNkTCgqL0uv9aclijMoVTiH0Fh0yFM96EC5YzRhnrnjCqPsgWN/YFM10+TzYqf91mnb6Xnv7/2TJ35+bH/KLWJ+XzqgJYwZUzG+NqRWoigkQFwZD2Mm90O3h9pIOY+KkIeqU7rBDY6yLL0Mv/XQ2Ok4rrWuBsqWjihgTUk+yhj2+gxHQ1pJShxHNNPYF+Y6j1VaSivtCAuikGz9hFBKeYkhApbNKYbppPESj1A8xbpXWdcm01qK5pxygqOuO5w9inSALSxQlCWD4ZDjXo/jXp9YO8wdpciKIkxkMV5F6etJRiPX3sBYjM/lqUQUG3zUFmmiRNHpNOl0W0xNTflmaBGNVoNmq8lEpwMYslEfmWRR7DoJD4dDylGGShKiRosEX2KgXQRVWMnxqUqm6uQ9rC5qMChQqVb4N1Fa+bIFS1HIuDH+ttT3PA6LVItOVWRd9+QllyLip0mShAV5NBoFeO+NN95gamqKy5cvB4WF+v2VDrXCXqvDa1IYLAy8siy5d+8eBwcHoRhXilnX1tbQWnP9+nU6nQ5PP/00eZ4HZQljDGfOnAljTRQrzp8/z3A4xFobarSiKOLGjRu8++67vPTSSzQajUAjv3fvHu+99x5pmvLEE09w584dbt26xfLycvgd0fgTpYiDgwN+7Md+DKUU+/v7QelcIkjJo502T2UO1O9D/Xl9c/PPVPJi4b5WeSelVDBAxhg3B4KRkohORoMN64rxiILLAZ8yJu3phuKjbiHHoz4c3fuhbB7yDIl2uQ9+/ajwPhjD/JQ4C/qUe/UXxEiBaGuZEAkZY0JdlCzi7uEYPmVZeatVtOJ3ai1l5gVT84Kjg0MODvZpNxt02i3a83NE2hEDtImItYOCXN88BxdKTZVLj0jR7Ef1G8bPTeAfcMa4DtGEpKUPKdw5O/UNx8zTQVxXKdeCJIljpxwRJ2hlaTSbdKcmMdYyHI0YZlkQm3VN4SpF68hZY4xfkLWOaDSbnFnskhVNkjRhenaGiW6X2fk5ktSrgWhQkabbncDakjxWpEnsemIpp5mWpil31jfIypJGp0uSF8R5QWuiCzrioN8fz/Wdltuz48WOdSUJuVRiwOMoZjgccXx8hLR6AfWA135yk0VH6tjE4wenCLK5uckrr7zChQsXWFtb4/79+yGimJ2dJY5jfvM3f5OlpSU+/elPB/07ycs0m82Q5wFCa/iJiQm01kGQ9saNGwF2e/3119nd3WVvb4+rV6+S5zlnz57l6OgIrTWvvvoqExMTPPfcc9y/f5/19fVQYCsGMcsy3n77baIoYnl5OQi5XrlyhSzL2N7e5ubNm9y6dYs33niDPM9ZWFgILT++853v0Ol0eOGFF8iyjNnZWf7T//Q/5fj4OCi8b25u0uv1uHv3Lrdu3eL4+DhIRYkmpYy1OmGkrpF4Gvx5Mg9V1wuVSEqiTFDBMSMQcAj5JyAU9oujWd+XyxECiFPxwWNFjMwPp9j2z2Kr8nnVdvoF+QtNnKjSSZWhGmPOUSU8g9xRjYFUj05cjZQb1FVC2tXSDAclGsNw0ELTRJO4uqo6Hu69LIP3zD+mYaofk+QXRKuvDmXWoQ5jSoIUiYcG4jjCWBc9BCOlFUma0Gy1aDYbpI2EzHv34NpojLKMUZYRixKDrij6qmYixGeKfW5narJLaQ1ps8Hk1DTtiY5XrnaF0qXPkWnlpqsob1jrce04Ik1SyrIgz5ykVVkUmOGQVmfCJWchqDuJM4d1r33w8B/H4WsXmCiOKIqc4XBU4Xneuz51Qgl8oU43ZPJ6WZah6+zR0VGA+JRSoShVyBZ37twJHXBFdUIWQnBRk7DroJIBy7KM9fX1sZYdU1NTJEnC3t4eo9GI6enpMQNwdHTEO++8w507d1hfX+fZZ58N97betDHLMjY2Ntjd3Q3Eh6Io2N3dDY0YNzc3mZ2dpd/vh+Oy1kXD+/v7oaXGwsICSZLQ6/XC8dbJTUdHR4HJeFrO7TQSRIDwamSQ0z5Th8oFbi2NcdCx3M4wbyt4ykFa4QDAnlhP6iiIxGUfNMk/OjI3traPx+9/njd/0LXrqB54/2RNWf3x0baH2kgFqNaH3ycX84pV4pQSpKWHDERdi7Yi7aX7Ua4OClu1abeG/lGPYjQkUWCnJqHTZqLdcdI+vl2vtZYCg2sfb4IoqxzLRz4tpcbUsMVQ1d+XvIPVYG3kj0OjI4XSroGb9V6ckeuhXRXX9HSX4aDP/eOBTxAb+oMBkY7p9Qe0m03azSZpkmDTBPIUKeD1jXux1tCMY1IarOhlJx7bbtPqdEgbDRpNRyIwOEahMaVrdS/5QU8wiaIGaeqYcda6yDFSiiIvGA1HTEzNoHWM9uwIa8XxENShUjiXKyz/SiQ1hqVb56w0Gg1GwxFHh0fh+si1DYtcDX93a5gNDkTduxfIT5h9t27d4t133wXgy1/+MjMzM6HTbRRFfOYzn2E4HPInf/InrKysMDk5GQpvDw4OWFxcpN1uc+/ePQAuX74cGISyr3fffZejoyNarRY///M/Hyjn586dC1R0aRHSbDY5PDzk//l//h/u3bvH7u4ujz/+OM1mk2azGQxls9lkZ2eHb33rW4xGI5rNZmi+eO3aNdbW1lhdXeWNN94gSRIee+wx4jhmcnIySD3dunWL+fn5YKjEEA6HwwBFNhoNJicnWV9fd6xOb2iFCCJGTAzaadCfaFhKndYYtOsNu7yW564LclEWCLUgDKDabu0JeM6YAittd3BohKjGOHhYWKDfaz6L43N6jujPHMr7vrbKQD1ocuoz8Xs9vvf2cBspBA4wYXAL5Bd7aX5nhJznHMVCfXZJU2V1SA6njQZpmrhcReENnTE0kgbdzgQ964o+e8fHRMpS5BmNJEaTYLXybdldLkoa+TkaoMdj9ceLqWSy1Gm5QtttNBohv2FMQVFkHBweEPuJnqSJlxuKAyYMrl163O16hYOS9fV9RlnOca9Ho9EkSVJ6/T5xHNFWLZJGw2EgRYkoTVhHi0SXjq5OFDGdJigdkbYaJGlClMTOPJqSsizIhkPKMieOpGGjgx4Ji4khjiI67RY6iuhOdBnmOXm/TzYYYUpbLQ64FuAKd3nddfegyomFTJyTegQILkJupA2Ojgau5UUN/h1n343dkFDkKlGuGCggMMpEZfz27dtsbm7y7W9/m7W1NV588UXu3bvHxsYGGxsboUFgnufMzMzwf/6f/ye9Xg+tNV/60pe4fPkyk5OTgTQh4zpJEi5dusS//C//y/zO7/wOo9GIy5cvs7W1xdWrV7l69SrWWj71qU/R7XaZnp4myzKGwyGzs7MsLy8zPz8foD4ZR2KwRCrp+vXrHB4ecuvWLTY2Nvj617/O/fv3Q2uMJEm4ceMG3/jGN7h+/Tp3796l0Whw69Ytjo6OKMuSmzdvBmkmGb+bm5uMRiOiKOLNN99keno61I1NTExwdHQUel4JqUSo+BJh1pmMJ6n1p21OV3EPG/K7NbhYID7whKcypAfceiJ5qTrcJ2hMjcZQC3/q0V0Yi4yTeuoLdGWoToZef45iKvXg0w+DOj/2Tj9k+xfCSJ2E+kwdS1bUYCsnRusSnY5LWVd0kIlgTKXTF0cRjUaTIht6qrvrvqqwlEWO0RoTmTDSgoEC52UIPKQI1NKPel5QRXtudxV8VSWP3YQZDIekxhAnsWsgCKgoCtGk4PlJnNKd7NLrDVA6oiwto2xEnmdkRc4oG1EULYy1RHGCTUrKOBbhd9cvy9hw7XQcuyaRkSZKE6LEPZfGi662rKAsC6e8Hmmn2ef/V5RVq4xG2nBK1M0WBkWkRkERXScJNnhtNpidEFG5CzPmmo5BSB4KNdZFWHESOxjXDilLZyiVj8fsKZPHUuWh6vdHxp8snALnSdHvrVu3wrja39/n9u3b9Pv9oG03Pz+PtZZ33nmH4XAY2lKIzl2apiHHIvVL8/PzJEnC17/+dQ4ODlhYWGBvby+0sBADJEoOMi+mpqaYmJgI53QSRhTpp8cee4w8z7l37x57e3tsbm6ysbHB9evXOTo64vz58xwcHHDv3r2Qb5LfFN2+siwDo09EeGVuSTG61FN1u90Q9Qn9fXFx0dXk1eSN6kaoXj/2QcZJ7o+QRYypyZNxYpG1NXjRO/l14oQMoug0VmEIKurz88FUjbhJ4Xht3RzVnCMlkPqfEwMFSDqBcA6nfOJPb7VO3R5uIxXydmbMUAFV11zrCQO1oklHzXbQUZLEgVmUpimR1uTDEUWe0e8dYcqcRqzpLi54bLtPkQ/JsyGDQd8JzWonWOtysZ4woZ3gq9ZORNXi8O2PdFon4AthjUkPofv374eOrM2WYx02Gol3Dx0E4ZogugUZFLamXD49O4dFs7xyiyLPGQyGjEYZjXREr9+n2WjSbmWI3FIURxjf5iArcgrjKL2JgliBThx1NxvmNGmSqpQkdnIzrWZCHEGWZ0Tae6MoGp5wsLd3wOHBAXu7ezTSlHZngm53gqTRQEUR/UFGXg5ppw0EqvFa8q6jbxgKyndMrSaL8w3qC4Ny9ddK02o6pYdimDEaOmN4ctOAqRC/ABXXaeLymsCvSikWFxc5f/48cRzzP/wP/wMbGxucPXuWGzdusLGxwfnz55mcnMRaG5oG/tqv/RozMzOcPXuWO3fusLm5GQpphSZ+klW4trbGwsJCEGxdXFwMHXh/7/d+j2eeeYZPfepTzMzMsLq6yi//8i9z/fp1bt26FeDHev5Ga81oNOLWrVtkWRYaIJ45c4Yf//Ef59/+t/9tZmZmuHfvHnfu3OG3f/u3eeGFF3j55Ze5cOECt27d4jvf+Q5Xr15lNBqRpinPPvssn//85/nKV76CUoqf/dmfZWpqik6nwyuvvMLOzg43btzg//6//2/effddFhcXeeKJJ/jVX/1Vzp07F5o+ikq7wIKi0CFO5sk8Yd1B6Q8GbG5tUXiyj0RFdbTPQkU3l7yrKX3X7RKtLLG2JJETOi6loN87NqfFPFXs/ufJ2Hz/m3N4qTmCJ2G9T+Y8H2ojVXmxD+K6bvhUUY2LpKrIxkozP1W1nhdShanV/0gOI01SbGKINAwHhrJweZbSuNokJeK0wXP3q1sd5vsIjkadPSbHLZTcupSMeJJO/yym0agMcJwkRLFTFxfqZ4AjS0uz1aQ76WC/o8NDjg4PXT3U0CXl86LAlMapnscRZRT5anwHcYhTIN2JjSmxBkpbQpp6OE95Q6lIkwiIQk5HCCygGI2GjIYjstGINE5oNFsuF2YVrbRJrz+kLOuRkwoRTx3ZDuTi2gRyEbMKl956toVSmjiJAUVRGp+TqeX85F6o8UziaRI8lUHUwUiJ5p3QzKWXVKPRCA0QjXG9lqTD7vnz51lYWGBtbY2Dg4PQNl2kjeS3pH4uTVMWFxfDYi31TJOTkyjlCnenp6eZmJhgaWmJTscVau/t7XFwcBDGlIyzKIqYm5sLEk1TU1NBBLfVamGt5cKFC0FzEGBvb4+1tbXwAAINfjQasbi4yOzsLN1ul6WlJYbDIQsLC0xPT9Ptdrlw4QKTk5Ps7e0FivrCwgJLS0uhH5UYJrnG9TlykjRRj27lb2lL3+v1HONW5qOqjxUb2BOSv1RUdZUVmcKvHcaE2kB53SpOlEacsICnbbWo7iScZvkkl/2PuanTWIxy5hWa8b1O9/vdHmoj5Ypkg4zr+AJSW0QFmhKDFOnIV5z7RHgU0Ww4wcoizzF5gS1M8NhRkKYJWivazZRIW7IswtiSoszJCxd1KIEgPFnDufKegmptgPu+l62y1knUCBVXCjrrHq94j612I0RNUewNbupaTyhPq5YRVJbO25/oTNBMm1y4cJ57d++5pL1nl/V9V9SiLGlFTqLINFLf5sAEBqNMaGMtNs+dd2kMtuXEfWNP4ohjjSkTNLYqfMUNbmutqxPq9xkNhszMd+l2uzSSFK0ijIHNnV3X7l56QYkXLKBcuKZ+yfAzW8kiVGExEmiitaKRNrBWUeSGXs8tqqh6hb7cjOq+iEirMMtgXIZISBXSYn5lZYUvfelL7OzscHx8zOLiIt1ul09/+tNorTk4OOA73/kO9+/f5+LFi5w5c4aVlRXee+899vb2WF5eptvtBn09rXWIfkTcVggCwvBbWFgIuawLFy6wurrKYDAIsk3T09P0ej2UUoHsIOPswoULoYZKDBI4luHk5CTnz58P8kbSW+vKlSvMzc0xNzdHq9Vieno61GMlScL8/DydTocnn3zSjb2JiUC0eP755+n3++zt7XHhwgW2trZCWxCJHnd3d5mbmwuQfMg5nyBM1OdOfS0YDAb0jnscHh56gotHNWpxjjA3q3vrRo0pTc1QERxcJ9U1npM6MVTGNhXGlZgeVXtPjju8Uh/GH7LXP4PttIWrfjo1GPMHuT30RmqszXhNBsYai1FV3ZR7lBijUMrlC4KeFxD7BSjPnOxRpDWNNKUswBhHS5dwt9Vq0Wwkjq2mFIUpSZWjeetY++STDri29QWvHwezFa/dad61A1NKjJQIgiZJhMVQllloSQI4A02lXm51Rb1PGwlpI2V5ZYU8811lBwP6gyGHR8dMdLqMsoxuu0UUxyRpGqLVKBpQmNoKblxvHmstRnmNaYVraWIUGBzZwtT6mNqSPB85BYuiAAWNRoPuxATdzgSxjrCRIo2N62nlOShWuCi45UEIFA94nMFQqfpS5K+NUwhIkii0b+j1egxHw7AYuU/rMPkqw+VeqAuryusS8bZaLdbW1kLrieeff57Dw0Pu37/P1NQU3W6Xs2fPopRiZmaGsixZWVkJbSi0do39pBhXWJ6yyeIMBChMoqbz58/T6XQwxjAzM8Ps7KyTubJVfdHExASLi4uUZRmUxOXYL126FNq2Ly0tMTk5GZiCU1NTobPv5OQkrVaLhYWFIL6rlKLVarG0tBSaJkoNmTGGxcXFYAQkMpqZmQlSSqurqyFqStM0GFDJA9bzsDL33b05QVCoRVTGGFfkfHTo6fLWw98nwxeJwNw6ITGCsQWBqevHWhRpisJWOcw6u89HZh9OnOBDtk8mp/MD2U4BhD6hFNQD20NupKpCVfGcQ+5BoEAvGFnlrPyA9B6ZreUWEIUK/L48A02hq8hMQxLHaBUzHDqvy9REXZHILhSWugjDtQbxN/h73N26lx6gyBqtVikVlKu1BmtLclXJ+liBHYxg5t7n8/NG64hIR3S7XSYmu3Q6HdcWoXCKFI5IkQNOxbquFF8t/L4mzFhX04TT9cJ64rupIkdjTHjdn6ErljZVPVqapjQbDRqNNECCcRSFnlQugrJexFciqVpEFS5eOOWxSEoxbmx0Tc06y7KQk6oMj+xuPKMwVidTey4OhHTNFcdieXmZqakpoihicnIyQHLgIjNp9NftdkMOampqCq11iFrqBIF6DkyYf2IcpVsvEI5BaptkE/q3UL9lztThPnBFxBK9SwQpBqfRaNBsNpmamgrGuizL0N5DjFCj0QjqGHJuErnJtZKiXbkmAmfWyRIy5uvEhJOiuSc3+V6/32c4cC0/YjyFvN55pva0Ik5ITsp4yL8aEzpAX/ZURO80AyU/UuVHqy+dSpz42KHIDyp0OQV7DJuqoRM/PAMFD7uRKkuIYxR4yEuHwk+L8ezpkqJwQqhR7ll2NHzhaOYUv0sHUTmlhQKdJCigKEovLxQ7792UjPKcqakuzUaD0uSVgdIKFcki4g2osUF53LUpSD7kbMa3ejK4HlVJfU5VDzJClM9l8roJ7vJQykOOyjqYM/VYv7XQ7nRYXFgku5xR5CVHR0fsH+zT7XQ4nD5kpt1AxYkzBlqjI5d0LiUKBbSxDIZDDE5HsCgLL8/kalJkQjvc2sVAFuvYfoXzqnUU0253nVeeJFBatFUkUUyn1XZU+poxUiceEJTYxia7FDnX1wyncK5C/k4rHNzoIwhrS4zBK1AQrqsz/OOSPPKoG/A0TUM7DSCIptZ7TMn3kyTh3Llz4V7K/qQte711howFoT+LaK18RliFCwsL4XNyDN1uN7wm9VMCJ9fzbNK7qq72YK0NOTUxnpKjkvxVWZbs7e0FKrtcS611oL/v7e2htWZhYSHkieTY8zwP+3r//fc5Ojpib2+PMz6ntepboMhxQUX5F6NcNwz1aGt/f5/j3jF5XvjeUarOd3gArrOmIkSEdIGtEAJHuqJGmqjt7Ae+fXxj9eBRVI7qn36roPMHSABqHM84zdx9v0fyUBspi8jl+8bikpZQQqbwiX4k0V912S2LgiLLKPM8tIN37dB8JGBLijxzqgmRIwAYn1SNlFP1jcaEJX1S3y/EWlmnPGGshyzAmChQWMM51OCBk96ieJSnJetdPkgMknVFvDakMd3n5Kh85ODUiCOKwoAtPauxyfz8PPen1imKguPjI/qDHkfHR/S7E6imJbU45Wgshdc2K/31VDgHwGAxVlOUZdALdDfDERVQvg+U9cQLQGnf9sG6AmRZAKwxKF983Ww2QXuRWYkKa55oiOusdecvkgJjF/nBPEC1QMNgOCDLRm6sBLjPjs80W+n0hTKHmqES0sRJanqaphjjZHmEYSpQ89HRUSDECDQmkbPce/lXFujDw8MQeUqR98HBQagtEpmj+qItxkAULLTWodau1+sFA1Cp6ttgDKXr8Pb2dmgVr5Si3++zv78PEM5PYED5vbIsGQwGHBwccPfu3ZCvGwwG9Ho9ZmdnUcrBrUdHRxweHvLWm2+xvbPN3Tt3WDt7luXlFSZ9JNpsNsf0LOVRv951jThjDL1ej9FwVENchHZTg63CrFEhileCPJy6soqhq4PNJ+do7WsnEEGq2eH2deJDgYDxEQqFq23cQJ105KTzTIUm1I/Z1g7/Q4ztKdehWmn8R06rsxGoSz7pD+qjnt3DbaRsiaXE+dDyEEafxVgVnkvC35oSUxQUeUY2GlJkI8o8Q1uDssZr8Lm2HNloRKQbRGmKjjTKgJG6qigm0hGUflITzBQKXJtqXxxoygKjoCxclHbaVod0ZBF052iDl15feKx1OoGFN4BRXCtaVZXXLfJGztt3DMDRoEdRliRJTKfTpt1qc3/9Hnmesb29ydHREbt7u8x1J8AaVKNJbg25NWRlSVaWlDgihi0tmW8ep0oVjJTT9HcFto6K7yFCU2IcTxyFptFsotBEceyiF+s+o2OnrzfRaRMlMcd5hsVRwoPvWhv4yhsXVdPvszXjVFsCEOhCnI9e75jBcDD2qXHIxv1iXc2kbghEX7HeKkPelxYcm5ubgdAgMNT6+nrILUrOp9Vqhf1ImYEUESul2Nraot1uMzc3F9pqXLt2jampKebn5zk4OAi5VjmPyclJyrJke3s7QGyrq6sYY9jY2AjNGUW2SI7bWsvGxgabm5u8//77dLsVNLy1tcW1a9eC7FNRFKysrHDmzJkA7Q0Grlh6Y2OD1157jSRJeOSRR9je3mZ7ezt8V0Rq19fXefWP/5g7d+7w1ltvcunSJS5euMjjTz4RSBkSdYmckssPynyxgOuv5pxCw8HePv1er4Lswgw9YaisZ+dS9UiSldTdZ4VoKlnjBmLgmp6KfVUGYPztE0K4kqYN+l41qxiG4AdAmqe9aKv5UK0I0mX85Gw4GQ2d2BEnjlNJ4Tw1Z0DQiop3a23lSFpVPYRUFn79IwafD7WRIjJYVZKXI7I8o7Q5pS2Ddp5GoSNFFGvi2GnEaQXD/jHHh/vs72zRPz7EmpJGmjrhWAVFNsQaQ6uR0Ehj4igiLzKiSDM9OUUzbbreKFa7Lr4YTGEoVUnijYUOIbHDzsXrPQlR1OuhxLut18PUPycQYF1I10PouDXJyTDpqGI8Il6hMVjrO5FqSNBYUxLHKWkjZW5uhiwbcuu25rh/xJ17ORPNBtnMDK2VVfICBmXJoCgogNbkJKMsJ8tz4lYrFD6SpBCnRLEr6M0K1/5DWdfKwyjIS0fZRzspJYmIIh37fJmnr0eKdqeJSiP6RwVuAQKjfLWUUmi3injRYL+A4CeDkWVISBCKJIlRKvKJ/pRmK+b969dYXHQwWRQ5uNbBlVUUSqRQJKFmTe5ZkiTcvn2bq1ev8vTTTxPHMffu3QtqCS+++CJbW1v8r//r/8pzzz3Ho48+ijGG27dv89u//dshl/PSSy9x4cIFnn/++RAhlGXJ5uYmb7/9Ns888wydToe3336bmZkZlFIcHBywubnJb/zGb3DlyhWee+45fvd3f5ednZ2g4DAxMYG1luPjY9566y3m5+dZXFzkp37qp7DW8sYbb/DSSy/x+OOPc/fu3SBmLDDdN77xDcA1axQCyGAw4Bvf+Ab/8B/+Q55++mlWV1d59tlnw3iV6L/ZbNLv97l58yZf//rXaTQafPGLX2R9fZ0bN24EpQlRR7996zZPP/UUzz/3af5/v/RXuXtvnaOjI2xpHDRflu7WenX/SjvP1SkK7G1KQxRp8izj3bevsnHvPiYv0Q03rqxXPRGboBSuGN23RtGRb0fvIXtbWjCuxi7P8tDhV6sIrbTv3PtgXCABhCzsdcfKf8Idr5ViGesD+CrfNQZy1+FJkbg4EQEpFNqKhJN/aIUOQV+NZVyz0kpVkaSqv+8WoDB/XEE0xGnDCVUnMcaIPJRPdVgDROECBDGFOEJF+oNM5AduD7eRUhaUwVjX8K8O/VlrsEqD9jfML3xKOS2vbDQkGw4ospHzNHzxqQJKU6CsrSXunSKyiiIaScOpjQcvXYwAgZQBEghXkJHANnUP/KRBOpmU/6DPBQajFAdb8WRsGHlVvZbfobFY7XXmUK6/lWDt2jGzXL6iSZG7Qs/jvoOCMmOqSMq4SKkRRVhdYr03q6zFZBnoyD38YKx0HMAqjVUWU4NUdBxX1HAvY6RVNcHjOCJGSBnKeZxyUtrRygOCYqsTHq+iqmZjaC2AYzk2mil7uzscHh3g9NgqONZF3xan6FgZDjEsQjjo9Xrcv3+fS5cuEUURt2/fDhCeqB3cuHGDpaWloDCxu7vL5uZmiJK2trZCT6W6ckq/3w8U9SiK2NzcBJzi+sHBAdvb29y7d49ut8ve3h53795lc3OTiYkJ5ubmwm8dHh6yvr4eCpF3dnaCBuDq6ipzc3MOGhuNQgQ3HA45PDwMkkn9fj8Iz25tbXHjxo2gM9jv94PMUrh+HgYdDoccHBzQaDQYDoccHx+zv78/1hU4z9zvnVtdZXp6ksXFRUBxf2PDQaI6qkgNfqKOo3G2wtg8XFaWJVubWxweHDmQxc8rYXkGw2JlODljVwkqu8/U00+mlFyVjDEpVBlfcmX6iRNZQWPVPB9DEq2LeNzoFmPlj0IczZrBC+db37yBkyGu/HHocDyWMNlUVQ8WdlPbXbXrGjzqLa5ERVW9o9unzJ2TGITsUPLj1p5y7B+yPdRGSimD0n5d1OC4yu5hcYsyWLewKf8ZaxgMemTDAWWRk/roKlYWZayPwGQw425KaUK+wxkkt1hW0IFbxKqckBssWmmMMmhdtROpt+CWCVNPYJ/GDDrttdNyl6cCAPXPGFd46+AMt/QWeU6R57RaDebnZ3n8scfZ29tld3eX/mjI3tEBW3s7OJFMxagoyPKCYWGIk5QkTUkbDdehdzSiRGG1pjAefJX+UxpynNHyUhAfcJwW5aHXqhjbhM9bb/etGt9FndlZsfpqEeWJvy2W6elpdBSxfv8+m5sbDIc9ojhF65g49qrsRe7vjw33VkgsQusuiiLU+/R6PX7rt36LL33pS7z00kth0ZcC3nv37tFut5mZmeFXfuVXgkTQ4eFh6EE1HA4D/VqMxWAwQGvNjRs3KMuS8+fPs7u7S57n/NzP/RxTU1PMzMzw8ssvk+c5nU6H8+fPc+7cOf6v/+v/YjQa8e//+/9+OJ5ut8udO3e4efMmr776KhsbG/z4j/84ANeuXWNiYoJWq8XLL78c8lM3b97kvffe49y5cywuLvLlL3+Zs2fP0m63efvtt0nTlCtXrgSixsbGBmVZBgUOIMgkDYfDEO21Wi0mJyeZmZkBXLffGzduMDMzy1NPPsWly5fpTHR8dOOOJdIV69FdK0OzkYY7rSzkWcH1GzfZ3trxEB1hnZbFWVXVkM4RoeaA1iZYGFs4pikexTiJin28TSDIKk1RZ8BWn/g4+3P7UFbOSFw0M76/D9zx+O9X22knqT7g9R/s9lAbKYHVdG2xD15ECLXFG/IGyxhGnpJqSkMjjnyEpcE4LzPy+zlZ4Q4yWCvvKnhJYZE8cYQ1z60unXPSSJ3MSdWff5DxegDbrv95AjKsv1b/vbpwaafTZmFhHqUqXbfMyzGlqROgldC9NJbIe6yFjy5KLz4LviFizfOtzsESelCHyYT/XM0DBQ+l2ur9GvgB1RSvFpzTDJX7jOxYlM2ttbRaLUpj2di6w+FhjyzLSdDEsYIITpuoJ++ztTa02vjWt75FHMf86I/+KJcuXWJiYoL19XUODg5wElB79Pt9Ll26xPHxMa+//nrQzFtcXAzsTYER600UX3nlFcqy5L333qPb7RLHMTdv3uTevXv0+32WlpZIkoRutxs0+BYWFpidneX4+Dgs/BIVtdttZmdnx45lYWEh0MsltzYcDimKwuUpd3dDHizLskBjn5iYYHZ2loWFhUDwkLYf6+vrfPvb3+bGjRvEccx7773H/v7+GOFkd3eX/qDvIrtr1xj0+2xub/LCj7zI0vLKmKirsCyNNc6ghHlTc86173KcF/R6xxRlTsMX44/fzfrwGKdYSy6qPhfr49haqvH8p1qoP54Z+vBNHGvZtT359sf4uQ8ySqe9dmKufc9df7zr9XAbKevyBUHyCO/r+BE73tTZLYjGGAb9AdkoozSGOGkSu94RLqdhDehxCZyTAzUMYPfqA4NftvGBzVgkVS+khNMNouzj1LqL0y6Hhap1wIN9dk4eE1Qty9M08aoabkEoioKj/UOGoxFbW9tMTHSZmOg6dXkLo6wMnXmNT+6HOi4cLi2MKu27Fgurz8EplWLEA0GVtY7hFFhONXWpD7gUCllkKtJIeEepmkFTAZNvt9ugNbu7h+ztHTpattRPncJvOS3qtdapgxwfH/PP//k/Z2lpib/1t/4WU1NTofXFzs4OAJubmwyHQ1ZWVrhz5w5//+//fSR387M/+7O0222KoggOjERQm5ubvP7662xtbRFFEWtra6RpyjvvvMObb75JlmU88sgjtFotHn300SAkK5JEu7u73Lx5k8FgwLlz51hbW6PT6RBFEc8++yyvvPIKb775JpOTkywvL3P58uXQh2p/f59er8fGxobLD1kb2m4cHx+jtWZycpJLly6xtLREs9kMxifLMq5fv84rr7zC+++/T7PZ5Lvf/a7rOlBjPd6/f5/Dw0NG2YjXXn+d7Z1t1tfvce7cBT716YZzNj2rVGad8fNU7rsWA+MX4nJUkI8yjntHlGVOq9XkBLH21HtbjRJqxmj8faCiqltc+Ukgaf3ZbYJ2yhLwMW3B9/+74T98ZEP4QU79advDbaSQglfHXJOoSruVscJL/UjL85wiG9Hv98izDKwNPaaMcb2OoPLIpZnbOOU18soVpc/pPGiM6tfe7adqLy6RiywSp+nBnYyCTnv/9NHw4aPjZORWLw4Wtk6z2QyJ+a04od/rc7C374xsaWi22qSNCItrw9HPc3Lfx2uUZZTGJbdN4ajxqKqGLSvy6jjkmMaOuR6hSLDlFgKtNdp4I1w32j6CckZeyg2qN+sLjzN4FQspSRMaxjIauTqgw8MD4iQlTRs+knSQrRik3qDnas28wkL9mhpj2NzcpN/v8/Wvf53HH3+cc+fOcevWrdDRVlqy7+/v0+12+et//a+HotuDgwOKouD27dusrq4yMTGBUq5maXJykp/+6Z8G4Pr168zNzXH37l3m5uZ45JFHAFcLJXkqIDDulFKcOXOGKIp4/PHHAUeKODw8BJxqxRe+8AWeeeYZvva1r7G9vR36W2VZxsWLF0NkJ3Dk0tJSkE+6e/cuWZbRbDaD2oY4Y3t7ezSbTR5//HG+8IUvoLVmc3MzkDL+m//mvwnz4dKlSw4SLQvfRbckSZ3S+73791hZXeXFF150gsfaibxiq3optK5iGqXY299nc3OL3nGPonAUfmtyqv5QMifkIQ5IRRwQEQC5zzJXDa4cY2y2fawo5ZPdXP7q/8/ev8daltz3feinqtZa+3ne/e6ZnmnOm6I01Igi4UiySIuxRCNSJNs3kB+AYgF2EF/FiYx77QiwEEt50IgNw3YCOEAQQDGQXN8b49qybImxLEqXtkiNxBmOhkMOOdPzfnTP9Ou89tl7r7Wq6v7xq6pVe59zerpJjsx2XIOec87ea6+9Vq2q+tXv+/v+vj9/+DVCzAruqCJDOEF2pgyqOvqghKAcOs03YDnveiPVDZ5Y3TO85jvqpyLmHEmMIVJ0E0TEordylFGIA7SD+zqP5VZQX/ypAvSYB4uXj/kG7p7kJ2b3eztt+X5zUkav15NFbzLFOc/OzW2slcq9Vb+PVpI71rQuKQrYoD7hk76fQCE6WwCi4YncBBUDS/7wtamsj2UjELwv6cisB0J8UCmUWoY4Mwg1Ta7uPaNjjSKfCuOtrUvujvMubUAIl2itTUZrud+ARIu+cuVKqoy7s7PDwcFBKloIMJlMqKoq6fuNx2NeeOGFVHU31waMKg4PPPBAYsL1+322t7eTkkWUzIpyTXmBTIDRaERd16ysrCx4vFpLHtq9997L6dOn+dKXvpQ+E+Nhkak3GAwSFBhLa8Scr1g0MZcwijDocDjknnvu4YMf/CAxLyu2F198kaZp2NzcpCxLtra2JF3DOXq9imvXboQcresMR2Osc+g0JsRYOOekVIwOqjDhuezv7bO9LVWKbZDeSuOLhWGQFtS07i4hKN1mpTuBD5un6Ol/uxiozFIvvr6Exqnl949r2ZRRS+c46vS3PNU36Nrd1UZKvJRCdldhAdFKoxAZIlEm9xDyo6b1jPlsSl3P0ArKUBgxrwEleUXd4hMnXJ446Fwm26IXdQOXr0+SP7sgb13XiWF1CEb8A2p5Do1SakGsMyaOSq6LZjweUc/m1HUjpeVnU1kUTSmxmKnAPgBlVaUCgj7RUsMCoBenhXqPmR1hFjk4bES8A3v08XJ+OUbsmErfHb/Pq6j8J+9pEyWFKubzKS+88AJbW6fZ3DiR6jHFwpGEMYA6KkYpY+CP/JE/AsDbb7/Nu+++m3Kk+v0+3//9358gtFi1d3V1laIo2NjY4MEHH2R1dZXV1dUFJYaoYPHv/Xv/HidOnEhMuVdeeYUPfvCDbG5uMh6PE9MvNyrxua6urobCf9tJK29tbQ0QAdb777+fzc1Ntre3aduW06dPs7q6ynQ6TQSHixcvcubMGcbjMVprrl27xtmzZzl79mzS4ItGOI5nYwwXL17k0Ucf5aGHHkopGLmRr+uae++9l0cffZSLFy/y2KOPUFYl6+sbPP/813jjjTdAKVZWV5nN53ig8B5dGJwXg2yqAFE3TTLWr73+Cl/7+vPs7u5Qz2YUWpMVEcieX/iHsPuErt1tKvMUERPWBh+Mo8Mlz+Tftfev3bGR+tznPsff/Jt/k6eeeorLly/zj//xP+bHf/zH0/vee/6r/+q/4n/+n/9ntre3+b7v+z7+/t//+wmWALhx4wb/2X/2n/Erv/IraK35E3/iT/B3/+7fXSjIdnst6MoFLbrksseds4psPI9rG+q5lIQQOnlIMA1xEsl7IH1m2WhEKCASIKInpoOy+nFGpoPXMvHbGG9Zousuv/Ze937UIh8/nl9Ofs5ooJavb3nhTXlbznHi5Akm+wdMJlOB9pyj14t5KeKFeA/amABpWvIoULzaeF0qohHJ1e2UHrqM9RgMkL8WCDL5nasIbwhp0Psog7RopIgQBWrhPWPEELdtw8svv8zjj3+EmEeVPu/lO6qqWvC6IxTc74tqx6OPPooxhsuXL3PlyhWuXbvG+fPnOXHiBI899hjz+ZzpdJpU0Xd3d7l27RpFUXDq1Ck2NjZYX19P5em1lqKFZ86cSZp4UbrIOcfW1hanTp1KquKDwSB5baurqwJxeWExzudzZrMZp06d4vTp0+K1BFiu3+9TliVPPPFEiolFFuAbb7zBYDDg9OnTnD59OtHNI+kiiulGYdloJJcTlKWkTMkDDzyQNnRRQWJtbY2trS1WV1dFs7Eo6Pf7nL/nfFoTev0+KJHkwlkKr1PMMs5fF2KZAFevXuXtt9+irue0bSMMU2W6/MXkUSzCfSoNzjxh26e4qsRWM8UR7gzBeL/bEtCQ7q/7O0aD78z1W/a8uvmcz6njrumb24TfsZGaTCY8/vjj/PRP/zR//I//8UPv//f//X/P3/t7f4//9X/9X7l48SI///M/zw//8A/z1a9+VSRugD/zZ/4Mly9f5td//ddpmoY/9+f+HH/hL/wF/vf//X+/o2uJnpQ2ee2koIMWAB5JBxIZpPlsxnw2S0ZKEje7mBWKVKZ8uUVIURZSlyZjTn5YvrZ8l53DMXC0UToOAjyKTPFeg+w4dl9emygJxmYQTT5Zez0pAnny9EnKcgePCswsKMseMfmwrkUNoqjKoLARvMzwv85QhWiQ73IqiGtGlnHfQSkuZPMrKT3iusKNi/ffwbDJ7iXIIxInVPps1AeRxGdYXRlhbcuLL17i4OCAqPmXYJ8AM1ZllTYosT/btqXf73PmzBkef/xxer0ely5dYn9/n1dffZXNzU3uu+++VJZib2+PF198EedcqqZrjOGDH/wgJ06cYGNjgzbE+JQSrb1z586lUh3RSHnvOXHixEJ9ppWVlcSci3Cj957NzU3quuaNN95gNBqlEvKRkRlhyieeeAJrRcMRxJPb399PhvLUqVMMBgOuXr3KiRMnePjhh7n//vtZX19Pccxo5GIMq9frJbFdpRQPPvhgmgv5xjW/Z62levP5c+c5f+68XEvbsn8wEUKOBVMUwUCpzlg5l9Qfrl69muJlrm1BB9ZmNneUimOyCxMkaF51kDWQDBSKxC6MNI7bhs7+gFsHXWYW+ZuCJY8zVPlravHvI9bTOzVYd2ykPvWpT/GpT33qyPe89/ydv/N3+Gt/7a/xH/6H/yEA/+Af/ANOnz7NP/kn/4Sf/Mmf5Pnnn+czn/kMv/d7v8dHPvIRAP6H/+F/4I/9sT/G3/pbf4tz587d0fVEiSJrbOdFKUVMslP4IHHkmU0PaOp5kAjSIirrQoDfd3GA2IfeddVQI+4foT7rbNhddZ7U4o6hMxIxbhAZTblixHGezbcC/ls2VPF740IQYaV4DZHIEZlZbVCsPnXyJIP+kNFozHxepwTUXq8PXtG2ci9tr6VpWtqmFS1BtcivNEVWVycsCgILHmYwRkMVDj0Ew+aBhW4yLhv2WxAnvKgMVKbg1OnT7O7u8fzzX+XGjes0TSd+6rPriWLCuX7fdDrl7NmznDp1ivF4jDGG7/iO7+DChQv88A//cKJ8A4kE8RM/8RMLUkpFUSQV8MigAymrsbKywunTp5O23wc/+MHkkcXFH7p4WFSYiGQfay3f8z3fk57pYDBgMBikPr9w4ULarMQxWVVVioV93/d9X9LNi9V880KGUVw36gZOJpMENeaiuvFfHsfa29uTmFLwnHo9IaxY52hrmwxXjDOZokg7Hx3TGKRkAc6LIot3julkypUrl7l8+W1MYSi0pjQGo0is0dy/z9dy0ZmUzVDS+vQejE7oi8B9ttvgfru00DdHQek5ceKb/ZJbrky3aQjvZH37lsakXnnlFa5cuZKYSCByKh/72Mf4whe+wE/+5E/yhS98gfX19WSgAD75yU+itebJJ5/kJ37iJw6dN0IPsUVmEgRoKpImsteICgyIFpz1Hts2WNsmYwaEYOtyuQfp6eNzJCTrnCON06LLnXtTMfkz96KOo5wvnu9oj2q5JY9EPpU+s2yockXt3IOK1xnhJOc9RqlQdFEmq1B5dYh3dOePZAnvHM66FMvpJkyEYX1S5ohLRPR6u/vwWf933pBAMYduOLyeG6nuc+k+4+RNnlt3ztFoxH4ojLe7u8v+ZJ/1tfXwFS54dUqYi6HFftJaMxqNUvwnwqT9fp+tra2OfZZ9LiqVx/eigYixynjeOGaqqkqaehGai1Tv+KyAoOxuErU7pjtE8dkoXBtjjxGWW84HioZPKZWMZzR8Ed4sy5LBYJBISDnkPZlM0Fqzvr6ePpdvjtImKBA44rxQSlE3tcjsaJUIGW3oE2OMxJ8LQ+XLDMWQOay1SCHt7+2zu7vD/v5eUJDwlEUBrhUvPgyPBaBKqTQGu21mtqRnY0w8qTxFovvEv9mWWwh1+C3inP8Gz55OecQmOiEXh7/vuE337Rqqb6mRunLlCgCnT59eeP306dPpvStXrgTJk+wiioLNzc10zHL79Kc/zS/8wi8c8Y4YKKMNJsQRoieV9hPOS/kI72iaGmdbShNLdvi0nCUYIMZKvBAq8iBw50nJZC1VsfAQjopjxclvjFlQh84nb378rbyoo41VPjDfGwLMf8+vbxm67DB3OetgOKQ/GHLi1DbT6QznPH3n6Tci9skccB7bWpq2oeqXgcQiryslLCznkJhV2AHHHWy+w1tgToVbVMfE/VRcXGKuivd0zumioUqkCSUyUgRjtbG+zu7uHgcHB7zyysucPXee7/3IxzBGaoyBeNUHk2n63vF4nIoNxmuO/3JSTCQTRCMUyQPWWiaTCePxmKqqQlE+USKJXtHOzk4qAhhZeS5bsCOEFkvIQ1f2YjqdJuZlrAF19uxZ5vM5dV2n78jPG0txeC9af7PZLJVxj9+htU7xrShma4xJScSrq6s89dRTzGYzvvd7vzedLyqwj8djJpMJN2/eZGNjI5F0Yrz23XffxTnHcDSSWlCzGfsHBzTBsJ04scXq2irGiIEtQpqI957C9Li+v8cLX/8ab775OtevX6VfSkmWsiiYz0Rjc2kEEbdSC3MZ2aCEWgYhJhrGoBfI3/tMbf6bhtL+4FrcVN7RZ474Q2Xzd+Et1W0sl7/3G0GI7gp238/93M/xl//yX05/7+7ucu+99wJd7kLyppRaSPxU3gfl8wbvBdozRgUY0AZYKgrCSoKq8rKYOecSFJJ7GGk0quM7voMOD3tSwKEd5u16S/k5E3RGl591FHHi8Oe6xTReW3wt0peLolhYyGKRwBjnqOsGhaYopLR952m6Lial4vUJMUJigMclJ3f3lD4Xj+vi3McM8hjtyjBAjojJZXCIjvCW96ngYky+ffPNN/ieJz4i/eK8GECtFthr+/v7aXzkNPDYD1GRQSmVRFajAbp48WJSRgehiMdSFhsbG8l7iqoTMRk4tslkwvb2diIqfOlLX2JnZ4ednR3uv/9+iqLgrbfe4saNG1y/fj0pUTz66KOsr68zHo957rnn2NnZ4ebNmzz22GNcvHiR7/zO72QwGCRv0DnHs88+y9WrV3nttdc4ODig1+vx0z/901y5coXPf/7zjMdj1tbWuHDhAnVds7Ozw+c+9zn29/f54Ac/mPQErbWpZPwrr7zCc889x0c+8pF0rTEBeTqb4rxnb3+fZ7/8ZV599VXGKytCfV9dZTQesbG5QRnypXTaaMmz3tvd5aWXXuTau1fZ392jNAUKT+uFcIGPkSwVCmmSDJTM5w5VWUY6VMAFYzWYjJ8Th+m3RctnwULLDKnK5smt2u2alAz3+ZZH6L6lRurMmTOAaHadPXs2vf7OO+/w4Q9/OB0TJ2dsURolfn659Xq9tEAsNpXgnrijXjDsIjEhxQyzmlEmsvpcUOulc4OPWkBzIxV3T0cdl8Nmy3EWrbuk3vz4Ze9mmSl4K4JF9s23vUNZPnfsu2iwciMVYynCGPMURUmvV+K9DUrTJaBT+QnZtXfGT76v81ijlmH00JZ3Z94tvpYw/yWDv3Dy+MN300Nl0EMyzNn3+QBDWmfBOcpqQK8vAf4bN2/w1ltvYq1NsFf0uKpeiQpSPFevXmU2m6XSF9EjiEZrPp9zcHCQxvazzz7LeDxmdXWV06dP0zQN77zzDqPRiLIsuXLlShrnsb5TZNldu3aNXq+X4LwocXT+/Hnquuazn/0sb775Jm+99Raf+MQnGI1GPPfcc7z11lu89dZbjEYjNjY2uHz5Mg899BDnz5/n137t13j99dd59dVXU/z4oYceSrGvGCv72te+xosvvshTTz3F9evXGY/H/Jk/82e4evUqn//85zl79iznz59PEkrXrl3j937v99jZ2eHP/bk/x5tvvsmXvvQl2rblxIkTfOhDH+K1117jySef5Pz58xhj+MIXvpDKfKysrIBSzOo5X3zqKX73d3+XBx54gM2tLS5cuMCF+y6Eqs3iIaXBE8bL3t4uL7/8EtevX2cymbC2siLIRxs0ISPdwpPWi2wILkB9pLhoFg4IBsohQqvZPuq22+0zeOFWK/7hUMHi51Ryc+7cinZISzbv/LHmLyEfMXhy603l0dd/XPuWGqmYS/Ebv/EbySjt7u7y5JNP8p/+p/8pAH/oD/0htre3eeqpp/ie7/keAD772c/inONjH/vYnX2h9UwPpqLFV9coRBVhPp0xGvYwyjA5mKABow39Xg+FlCCPpSWaRlx5guJ5UepEM434fMTtY6LkUcy5CJkYE+pNFSbh9TH7X3D4JkF8cTGI58pZY4sLvTpk9DrSRYwxxWTDjDnHokeXw3nRMOV06nhN8X3rJK9eVCQUWAKTssC6KUpJLautzQ1AceXKdc6erYXh17YYXVIWFUrLJK/reaKoe+eIGn5xhxrIk/JorcM6aJGKYTbFsgIrkQ4ClCB3btDjvXcGS6nYRwZQoA1Na/GeANtt8OBDD/H225eZTGZBlXyL0WjIbC5KEf3eIPXnV77yFd555530bNu25b777mNtbY3z58+zs7PD9vY2r732Gs45zp8/z6VLl3j22WfZ39/He8+VK1fY2tri9OnTKY60s7PDysoK3kvi69e+9jX+5b/8lzzyyCOcOHGC1dVV3njjDZ577rkEIVtr+eAHP8gf/aN/lAsXLiS1h8cff5wzZ85wcHCQPPZYYv6jH/0ojz/+OFVVcc8993D69OkEuUWNwHfeeYdz585x4cIFfuzHfowbN24kKLFt20QYWVtbY3t7m+3tbS5fvswP/dAPUdc1Tz/9NDdu3GA6nfLSSy+lGlivvvoqX/jCF/jYxz7GaDRiZ2eHd955B+cc//4f/WHW1tfoVX021tc5c/p0IlO9+MILnD1zmpXRiFObJ9BG44NwqnWW7ZvXefXVl/n9p59mf3eXQmuqspBNalN3BUJVsj1Y51l0qQgl7qGxLTao/qe5ojzz+UzWFX00inK77WjWLp0xiLAZt7Yv8Ty2FZTHGBUqiutQ9iZUaEjxan+srVk+r8whYUtbayUv1Eu8tChLelVPSCwEAxVcTBWIUxFlyJGGeO73zUjt7+9z6dKl9Pcrr7zCM888w+bmJhcuXOC/+C/+C/6b/+a/4aGHHkoU9HPnzqVcqscee4wf+ZEf4c//+T/P//Q//U80TcPP/MzP8JM/+ZN3zOzzHmwrNFpnXVCh91kJaCkxr5RCFYGFJyHweIawq1d4rxcXcXI6tk5e1lFejFxLZFQtisLGoHIXy1r0jG6F0y57Zsvv5d8d21HHLxuq/BzL15J7V0k5Ihi/GJxOWokBk+73+1RlSdO0h8qRdBPZJYwkxZEICISKFOD83sL1OR9guu5+Y8yge1ZqMch9qEXSREayCBCxV53KxtraOtvbb3Ljxk12drYZDIeMRqPuKauuj2J1WWNMUvaO2nuDwYDJZJI8qZjfdOXKFaqq4t1336VtW65evcorr7wCSKw2isLGFuNWb775Jmtra+lZxTIfsaru9vY2o9EoeXQx9rOyssLa2hqbm5tAt7GJZTWi0YqfzReRGzdu8MYbbzCdTllZWUkxOK11YvHFkvHR47t582aCBdu25fXXXyeSL2IJ+TfeeIODgwP6/T7TqSSGj0Yjdnd3uXHjRir/cf78PZRFmRTj4/VXZSmb0UDQQQX43Tt2d3a4cf0G74T+NUaKaKrwjH1g5OWqIWKgFstbRGktoZnnDpVP12Gjqsc3iW3lcy+9tjByZX7clhcUYmWStbxIKOqCvLdnoMJFpWtL95+tO5L8bFi88uRDZevn4TXufTVSX/ziF/nEJz6R/o6xop/6qZ/il37pl/grf+WvMJlM+At/4S+wvb3N93//9/OZz3wmQUcA/9v/9r/xMz/zM/zQD/1QSub9e3/v793ppeA9tI1Lhso7H6r/Ce3cI9IsqpDiZFLu3S3ASt7HvVgoWR62WVLdM3of0eB0O/XjOj16U8stJk4uL+K5YcyN0nGGZ8GI3CEIfrShW/x74ZgwHoX+LRO7KA2lKyirChWoupEd532LtUF2B1GckAUCQAcFEE2hwq4KZOH3S3AcHWwQjU+cX8TPpF+PnnGHoI4lAwUCaRJ2e8PhiDNnSi5deoWd7V1R7S5LNjc3pbKwJ+0Y4/ljQuq1a9cSrBaD/bHdc889rK2tcfHiRYbDIefPn+fzn/88N2/eTMKvSgkJ4LHHHkuFE+N3TKdTLl++zGAwSHp6b7zxBpcuXeK7vuu76Pf7PPvss1y7do2maej1eqmK7XQ65dKlS3z0ox/l5MmTnD59mqeffppnnnmG3/3d36UoCh5//PGkchEhRiBBcs899xzj8ZiHHnoIay3D4ZDTp0/z+uuv8xu/8RvJ0/r4xz/OpUuX+JVf+ZWUZ3Xy5EmeeOIJ/tAf+kM8+eSTXL58mV/+5V/GWssf/sN/OJUf+Y7v+A729va4dOkS/+j/+P9w/8WL/Mf/8U9LLG085uL994vShTGcDUnDdT3HuRajpZCl91JI8uVXXuHrl16hr2FQiSpKqTW9qqL2DucQGaXkqIhnZZTCqE4s2vucwSeGzCt5zTobWMKeOxfBe//a4oZz+T1Q6qgF42g/LW4ED60Z8eiwYTNHqOwsz8lbGavbaXdspD7+8Y/f0gIqpfjFX/xFfvEXf/HYYzY3N+84cfeo5n1koQGIB6UAE6ioiTChQVEQdxNx6YrokoYsBydS1w97HER3dukaFkUrwzmUSkSJSEyIUGF+zmVjFD2VHH7L4b74XjzWp/yu27NYd0LQIPRLbqRMYSh9pEDL1/YHfQbDAcNhD2N0yH0R+FQ6SKxKDHRrrbJZdKi3w6u3GYA94tbfax4kYxgnWlEktuFwKPk+X3/h6wwGAz7wgQ+kk+aaepubm8zn88RI3dzc5J133knJtKPRiPF4nOCw4XCYPIqzZ8/iveett96i3+9TFEUiWiwnWw+HQ06ePMl0OuXq1atsbW0lRl0umxSVKuI4Ozg44Pr162xvb6OU4uzZs3zkIx9hNpthjEmySPP5PH1PDmdvbm5y//33c+XKFSL548aNG2itU8HEkydPUhQF8/mc119/nd3d3eRxRdgw1tm65557GI1GvP3221IW/uJFnnnmGaqq4r777uPBBx/EGCOVha9dZzabBhbhnHffeYeDgwNGoxHnz55lGMgd3nlq26C1SCK99vIrXHn7MtPZjMGgjyk0tm5QlbAAa4AAe3WzNc+bWhxDxyEeqSR6/H1h7rMwIN9rvi3DX3cUr/qG2hHn/ybs7Defd/Xe7a5g992qpWq4vhsIRmua+RzXNjhr8U4qxy7uwMPv0cKT7Rw8LKsIJ2jwCLgvj4PkbTkfKdfsW44FLe82liG6ZfhOvDuBEb8ZXPxWTSlhMmljEj5uCtE77PWqQJKAXt/T6/fo96vkdYrop0gnecTj0qEyr1Zy3V0h42MgiG/RfR15mtS/kh5gQtxKoLoDXn3lVc6cPiMJt6Uo7Of5QKurq+zv7/PCCy9gjGFjY4MXXngBpRTr6+sLsNt4PE5syeFwyKlTp1IV3NXVVUajEdvb24dinjFJdmtri+vXr7O7uxsUwl3KnXLOcfLkScbjcWJjei+U7+3tbd566y289+zu7nLx4kXm83lKHo6GRPQLB3jfVY/e2Njg3nvv5eWXX0409r29Pdq2TUrrp0+fTkSbWFZ+bW0NpYQ5eePGjaQZePbsWQaDAc8//zzj8ZiHH36Yz372s2itk3r6cDjkX/yLX2c6nQo1vhGtw+vXrlPP58Ia9T7FQaLyi7WWuq556803ufruVeq6gUEPoxStsyhfYEIVZ+9zgxF2WaEUu1LdfFuY6yEuE2Ev+WTCBjly4f9mxuu3/Ix3d7u7jZQXGrm3NiSRWnAeg2L/4IC6noGzVIX4TGKEAlwXTqEDkSJqc0Xrlap3huMOC8J2FT3z+FAeO+lyq1xgP03TTjnGBxYZgIvqFcstvpbDg913futbOquWnvAoirLEmIJCFdR1S9NKwcS1ueivDYdDirC4FoXB2iaQJNJNpFhWIo0nGBNAoSKkSRcn+GZbCkFk/3fWYm14plpTKM2pU6dRyvD0019iNB7zke/9Xs6cPSMK5E2diDQnTpxgf3+fr3zlKzz22GM89thjfPnLX05aeLH432/91m9RVRUXL15ke3ubg4MDHn30Uaqq4nOf+xw/+qM/ykc/+lH+0T/6RwuSQ6PRiPl8Tr/f5wMf+ECq2BsN3nA4xBhDXdc8+uijbGxscOrUqUSc+NrXvsb58+c5ffo0b7/9NleuXOHpp5+m3++zvr7O448/nsZPVEH33ieyzwMPPMCFCxcS2aFtW65cucJkMuHGjRucP3+ev/pX/ypXrlxhZ2eHN998k62tLX78x3+cBx98EO89v/qrv5pgvE9+8pP0+31OnTrFww8/zMbGBqurq8nIPPLII2xubvLuO9fEk1vfYGtjkxvrm+zu7HIwOWB3Z5eHH3wI27T0VlaEoOMabt64wbtX3uGLTz7JG6+8wrgwaOfAWnpFgfKeejanDXA7XqVxpYNwhV2YjyHh2Vk8TjZYAU1IASp4X6G+P2gQMc63497DqzRXuy09x15oNPiHzkM332+33dVGKul2ZTukqB7Rti1N3VDoLtgXl9poSFLUYsGDCefOOnkZogPSgho9uNjn+e+5fE6MSeWkimU44ah2nCd1NKHiW2SsYh8snE/+MtqIES8U1glGr5Wh6lUMgghqVBc3RiGb3+w+tU4DPHqtsdRGbsgW7k3B7QXgjjum85qy20vBYGutxCRMycrKmNlszmQy4fr167z11ptsbG4wHAwPJelG0dRY/vzUqVO0bcv6+noqavn8888TmXqRXh7LpucVbaOkUkz0hsgyU4zHY86ePUvbtmxubtK2LSsrK7Rty3w+Z3d3F2NMUr6oqipBcVVVsbW1hfc+XVOstKuUYmVlJTGwgEPjM1bhNcZw/vz5lHC7srLChQsXkhe4s7PD6uoqm5ubnDp1Cq01DzzwANevX+fGjRtsbW0xGo145JFHOHnyJGVZ8sgjj6Q412AwYDQa8aEPfQfOOjY3Nzl9+gzT6YyilLyxlZUxa6urSWVCKYkr3rxxgzffeIN33rnC/t4uvbKQgqfeUxiDc556XgdofGm8eCSWndaRI+ayYkmSKxyffl2OA93eInzUYt3Fmv8AzNQhjLNbD486dsEw5Tv4OHcXjPbx69mdtrvaSEEYJM7jbaBtOwfeBTx7yqhfQqwN1HnvaZdOxvpaXBQXO3TRk+rcfxmQZMcdxrEj1DebzRcWgWXo77h22CipdE0Cr8G32puSHJCOBp8MrwoECKVl9+kdZSFK1+trqwyHfcqqoNcrUUpo57HGFAR/LKtknIfTujEf2XgcN9aPuuI0wY7uz8Mni9HH+WxGrz9g0B9y4sRJjClp25q33nqTz3/+81y477600Mdzy6IpC/Xp06fZ2Njg+7//+3HOce7cuSTO+pnPfIbt7W0eeughfuAHfoAnnngilXe/9957k8p3LKSYP+vJZJKUIB544IHkPcWx8/Wvf5033niDJ598kq2tLe677z4effRRTp06xRNPPMH6+jpbW1usra0xnU758pe/zOuvv86bb77J008/TVVVfPjDH06SY9GIAbz++utcvnyZJ598EoATJ07w8Y9/nPPnz/Ov//W/5sSJE5w5c4YzZ84kSnqEDSOE9wM/8APs7u4muC/WxZpMJkwmE/7sn/2zOOe4ceMGVVVR1zV/9N//9wFFUzeURcm999zDyVMnpWrwuTPMplPapsFZKcsx6A946cVLfPHJJ3n50iXapmE8GEArBKmqV3IwnbO/f0Cvb0RkNo6GZGU6DyqOJXnWXaxZGUFaXFCh8HQM4ogC5MPuTr2Foz/z/huqbw5RzzfP6o7OdSfG6t8OI5V2QIE8EfJ0vLUoSsJ2Ke0UQBCsSH2OlWOVUqhAVZV4TEa9pIPoYlJurJG0bGzicRGWi5I4dV0f60nBoue27L0d5TprrbBWJQjzW9yzQpRUmXiUFyHPlM4ULklDl5dRSI6YSnT/sAMLF6jJDBDZzl1lEyZM+kXyxJ3c4GGDnt7JDKQ2Bk1Q7g5Cp+PxCFDcd9/9WGv5wu/8Dt/3/d/P1uYWw8EoSRoVRcH6+jo/8AM/wNbWFltbW0kiKeaEeO/5+Z//eeq6TkrhUVnh3Llz/MiP/Ajnzp1Da81jjz2GUkIJjwKwJ0+eZDgcMh6PGQ6HSfg1tpWVFR555JFUODGmgQyHw1QmI3p7QCrx/p3f+Z189KMfJaqqnzp1Kmn+xbG5srKC1pof/dEfRSmp2By9s0ceeSQJ2ebwYIy7RahzMBik/ojxMiApasS/h8Nh9zlFEnY9eeIEq6sraGPoVRU+eLyE54a11POar3/lqzz9e0+hnKfUGqOgqAqM0pSFoTSaQimqosQUsZJBWBOcC2oqqhOLDgzfLjcqkH60wiMbM1Fc76C/o+ZfbnSOWpSX534eA/uDadkOcemLc4Rp+RPLzuitTnkrVt/tGqq73Eh1VGwXdkXiVVnJiXCx+i5SMC8sjhEv1eFNiUct4rIRf4VF5o3srhbjRj4zUrLLXUzGjQHxGGTO2XvLu61l45X/3T3U+BkVdnDLg+1b02KeVMTlFQG+hAWMGkKfatUZ/HR9i9nnQqBQIf8kz2onwXrJuMS4VLi3273D5CHH60owxuJxMQm6sY7Ikuz1+oDmzJkzvPX227z00ktcvnyZCxcusDJeTYuJGLQxjz32WDIGkTQwnU5T/tD58+fTd0V6elT8/vCHP5y8l3vuuScZg7jIRzLEYDBIOUq5sG2sCXXu3LlEyohJuzHlI/f8Tp48mRQxllGC5VjpYDCQmk7nz6exPp/Pads2qZ83TZMYiTEZOMZggWQc43dGo5QnsccctZz+LsCAl1wvvSIFKJUWDUhUYok2dctkb483XnudV156Sajk2qCRgqaF1uGfogiKL7ESs3eSs0gWA04bz/D7AioSysr7xaSIhU3scnjguNcWx+ri+yq4ZH9wxInDHpBMn6OwwEWcT+XHE9ZMjjZIC2e6Qy/zLjdSArt5FwgUPpSIn03x3mOMTICyCNJHHKaaak2aLDIQNV6FZN8M8su9JfG+IlV8USUiQnBNo9NiMJvNmM9nzOfzhR1k/pl4DZ2hc4cedv73HwRdNdgMnHehuKNAgN4rnJUNgUKleFus4qqV7tTmNShlwIcEYKPRxtA6gWM8npC+JnNAK1Q4r/wtV+KPqch7RzcDcSYBhOejaVpLLMFSmpJ+r8fDDz8MSvH222/zz//5P+fSpUv8P/8ff4Ve1QtjSxbe06dPE5l40YBEmajlzUUs/hdb9C6i15SXcYnwmVJSZTfCgU1WfdZ7SUmIFX7Lskxxz8jSs9ama+v1ejRNc2gcxrEMHPpMPjajJ7ezs8NkMmFnZ4cTJ04wHo8ZjUYpRhbloaAb4/FcMVcw9kuu9q61Bg/agBn02N3ZYzqdsnVyi6KUuVTo4JUbw5uvvs5v/Nqv8vzzX2V3d4dTJ04AHte01LMp88ah6KGVYjjo0bZWCiASx3EodFoYFKL4X5iCwhQLxCZFJEGZYLgWhtH70lTamv3BtEMb9KX3iE6j6q7v1uc77CkdH0u/dburjVRa2JFxqxCvpm1aGVha6shoFVg5qtsBdDtslTo0daJSSc4/tsNEhziQsjIVvhONzY2PeFF2oVxBPGd+brfkkeW7q3yxy43T+xGPSv2LQInRWMv3yyTNxWmdlXuOC6QO0FFSpQgdJgYrO38Y/Ed9MyqfOLd3f4eQh/RdR0+I6P3lk0fuSwzN+vo6p06f4t13r6K14cqVK1JLabySjs+NExwN1cbz5r9HwxaPi3WWcqXz2Ef5tcUyNZEoEWG63d3dBVX1CBlqrROle39/P33fZDJBKZV0/aI80c7ODm+88UYihtx3330Lxqqua37/938/KWpEBmDMu8pbRA7y+4RObDmfczFuqwnG0kZZMhPmtcf5ruzJ9atXee3V13j22S8z2Z+kciTeWRrnmTlP27RUhShUmMJgWw/LqEP6NTB2tZaNkhJouxsri8SJ9IzD3wtQ2RGewvIG87jjwhvhwPcX94sIQ/dCB/MdPpguK2cZ84snOoI4cStj9H8JuE8RdpSEiY/CWct8NhPXvyioypLCRPkc0qKnYl6EJlDPI61c/vPqcI2jRUJEpxsnZ/RpB6tUV2kU6OritC2iZ7XY7cdBhfEZ5hP58PW8H/Eo6S0Zex28JBIoIrJrrQ3eVVfuIQbgy1D+HB+SgMNuNI9DhVG9cF/LsOCdtOO6YNFQHd7ZpfsKVZ3F0MJoOOLc2bM47/jsZz/LlctX+P1nfp9HH32UtUe7BXk52TpuUpa9k+W4ZZSWktdY0HCMvy+OC/FC3njjjbTZefDBBxmPx8znc1599VWef/55PvzhD3PixImkTK+1ThWAn3vuueTNPf300yiluHjxIk888QQf+MAH+PrXv87XvvY1fvmXfzmRLn7qp36KqqoSg3AymfBLv/RLqdzHY489xv3338/DDz+cSWbJfc9ms1T7Kpb6EMNTdOK94bV6Ppfk5LIHHmzjKMuKXr+Hd57GNrRtQ28gdbS+8uUv8+QXvsD/+S9+nUFp2FxfZzQc0jYNvrE0jaWuWwZVZ+xaPN7JuHMOUUUPYyNCfWnDoRa1LSNhKD1D75O98wqUPzy2bgXxHfXencJg35Kmcq9oyYC/52dzOP/OiBN30u5qI4UiYcwOB0omc93UQikudMDyYyzJpKUqRYy8eE2h0lD3yxHPKi0a4buVVkk6LB4vi9RiOWz5vcU5i9Yk6RU5p1uA95zrPK7lxS/byC15W9kFfKta8IgkVGwwWhYWZ8XTcM5iCo0xmjkO6wSiMgEWggDlRS9A3C8kwkXQSkpWONmQhf6NTyq7RwWH8IhbG7TDxik26VPH+sY6WotyuTaFGC2tGI6kbPqFCxfY3t7mM5/5DHt7e5w4scX6+kbyfqIxsLar5Cxd6Je+a1nglzDRWYDA4nPNPZBYx+nll19mb09qX21tbdEfSMXca9eu8cILL7K1tcXN7W1++7d/m/P33MO9997L8197np2dXaxzXL9xXeoynTwhOVNra9i25fq1a7z00ktM9id89KMfZTgcsrKywmg0YjKZJE29siz53u/9Xm7elDIgg0E/9UOEHG3b4ukIJPK4owhpeCJa45wVgoJ3KN1VvybEPYvSiGpEI9BxWVXs7+6yffMGn/0X/ydf/9pXcfWMzRNnWFsZY7znwFmmtmF91Idhj5XBELRAZ00Qi22dwH5t2+CaRoSlAeM92jm0dyjnJNAduQzq8EhKY9UfMcJ8HJdHx5f+jRikpYUt32IvHhN+y73HrPml3/MzJg/qW3C1sd3dRorwsAlGSIEjZNGXsZKnQYUCZZ1b3u3cu13AEb5v9rMbUMsGYdnbEn2wHO7r9PrE0BxWT+48opyckZ9T3lPp+ONhvmOGx52MmtBNKuCiUfVYoL0wcTP5Hrk+mxbTIqhSeLrJGAPM3ntsiHHFZ9cN6w6STdhDhs7L85LjfVgEZAe7fHNHG6YOU1fZdXmGwz7WeqbTmkprwKAUVFXJ6uoKp06exDvH889/lbNnz3D16rsLdHAgPPcIgXZjJn/OYqTitQlhRJx4lbxupVTmSS9Cfs45bt68ydWrV7l27Rr7+/sCs9qW/f193n33Xa7fuMHBdMqXv/IV5nVNWUkZkIPplOFgyP7+Pjdv3uTixYushDpNTdMkgVfbWu69516Bz0IV5lguZG1tjX6/z4ULF+j1Kg4OROC23+8txG7qtk11uqI4szzrMAZUt63w+FRc1BjZHPgokB9imLShx4xhb2+Hdy6/zde++hyX33qTQntWhgM2VlZo51PcXFPgGAz7GK0Z9QdhXQhK+t5Tty1NU9PUmkbJMyi1MAC18mgXynp4n8Zbp+QV5mo3YhcmTXotfzOuHUe6GnHcZ3/57velozh6zh/T8rlEDjMuX8Hh6zpknHKob/nqVBzPi3P38Pd03+dTkOu9211tpDwt1jU432C9eCveO9BQlgVlVaKNEn/cKqkB4x06LIapWJ0xmAT1pXUMiOKo3QDtDJHFOUUkTrggOineUqSHS3wh6pC5QG03RkgIxsRFyyPTyITv66awtQ2i0C6lOFQYECq/SJZg8eXRfczcOJKYkR0fHRiVveCcTfI0OId3ltn0gKap6fUqqqqkLIuFAeqCh+SsS9wo0GhlUNoEg25RQVE5wil4RPAXReEdrQp094XdWrzgSIzP2IFpicmeoRaJJ6UDTT6MAY/F+hao0JoQ/4BBr+RDH3qMM6dP8su//Cs89fTvgfL83/7kn+Teey8wGAyCLI/oFUbjk/ozXqXSWfxKB2hYRI21Ul2dLecWQyYBQpY8uxll1ePmzW2++NRT/Af/wY9y+sxZtrd32NnbZ38y4d13rzIYDpjPa575/d/nS898ia0TW6yurLB1YosXLr3AM1/+fQajIc57VsYrXLtxA7zv7qWtmc1n7E/2ee2114IY7k0eeaRkY2OD2WzGwcEEgIsX7+eBBz4g1O4wJqMwq5S4ifG4EHfCYVAUGnyQyfLWSll4bWidB+1DFecWV7eUlQn9MOeZp36PL/7O7/DiV5+l1IoPPXiBMyfXGQ/6tDPPWtGyotdZG47olRVlUaQtjjcGB0znc+r5jHo2Yx5IVmVZMhwPGFYFpplh6pqBhr6GmYZ+WdIzGm9bnJU5YCIV3gsTUPIx9SFD9d5rcTaPw4ck5MDCh9+L5SrUeel/lQySBIKd7Oq6uXOEZ3h8W1xclDIURYUuSpQxKFUQx71SoQfikqZI1dOlgGjXL7fb7m4j5V1nmJDAKgqKshCB0yJCK6T8J/G4PFrLglEYIyrX4amJ89AZCYg72bjDWYwTQEzkk4U2Hi+7bBfyo+ZY2wA+GbB4zs5IgVJR4dwkr0qMIek7orHKB80CoBBr46S/F3/6HJvQiCdyhGPoCQumCiQS52VBiR6hPACctXJ/oSSF5JCRZkB0+Dr/U6WBq5QwpvAKS5dXprxHhe/R2uAR9b/uX5g0IbnKo9LCH/uwm9K5BxV26EonlqE2mrptsNbJhkZFT1ZmmJALhrTNGqdOnaSez/nKV5/jiZe+G601999/MW1clDIBunNhI6IXDFa0vfH5daypDOZz8RkvxrgmkwN2d/ew1jKva/b29rm5vc2NGze5eu06u7t7NK1ld28fbQoeevhhXrr0Ipcuvci9F+5lfXODoiqw3jGdTXnnnSt471hdXU3DYXVtlf39CW++9SbTyQHee4bDIbPZPMF5xhRcvXqV7e1t6qZmOBqwurYaRwywCGn62Om44EllYyGOU61xSuaBU3GjIaiIdxbjYDY94Oq7l3n50gu88tKLGO8Y9ftsrY0YVZq+9lBp+vQY6VXGvQFlUVCEshXi5pXBSBU084K6VzDvFwlarXo9qqrAOItxLYPC0C8Mg9LQLwtKY1J8NcawEhzofTIECQTwxIkbBuKyR5UDghmbL44PDxDmWoQHFUSCQjx1R+hYNDvxGmMScoRRu+IaPp0rOXQqO0O2We18RxXWN9lUxM1eV3FbhWoBaSFBozHKpJNJfSrobvjW7S43UpamFQ8lBvOVgl6/oixNgJ0CnVkr2cl7h/NQGSiMpiyLLkEyGB8ZhCy4rEp1r0EH64UPJk8KYhVeQ9s2NE2d2FXyXtxRqwD/ADi81yFeJQ843k/bxjiHw/usTgzxuhTOZ4bqOG9q6bU83pWQ6SWMPJJRALzy2FCR13sfFM4d1jqmoT7RYNDLdtQsnjNOWGJwukDrgsKUtL4BWvFstMZ7i209UhpHFn7TNBhU+Je6PSxu4kmpILio6Bb/BXBWCXwk32MoyhJtCg6mE5TSlFUByuN8i/YqeDmG0XBAYTTf8R2P8fUXXuS3f/u3eejBh5jOZpw9e26BDi4xyBqlTBgDceMiE1nGTPAllU4bHW265xFzzXI6+o0bN7h+4wZ13TCf1+zvT7hy5V1WVt7gzbff5uq169RNy9Vr1+kPhvz4D32SGzeuc+nSJX7iT/wE99xzD9PZFPDUTcMLl17k5vZN1lbX0yL9Xd/1Xbz55ps888wzXHv3Kk1dMxyOQu6YoiwrjJFqvTduXmc6n0o5942NANvJhCiyfKfo/buwiC8A7eFZKaNx3mF9SJDFh58WaGmalhs33uH3n/4dvvTF3+HZL32JjUHBqfUx57ZWKfAYWvo9TTkY0t9aoUA2niYSnLRORmo279M0c5q6H9iUYYQE+mlrWwrbstovmPVLXFMx7vXolxUaJPcqyC15F73fEMMyueyXLPA6zAOXvygzmU6cLY7R4EWFHgypx2ENiJ0ajJpfJCtEwkfcCES0RCmN860YjHCMAvFs4sb4iL1tuooI0wQYWysdxkKJ0TKPJXwn7ExF3GTLtXeeVNpXBgN8e37cXW2kUB5j6P4VGmeFNYUOihG+65iF3UL2RJZjB0e6Fgo6DmZ4KYya+BBVTPjJzhFpu3EnWhRioKJRq+uOPWdSsbJuh5QrDMRr7X4uUtVv85l/Q00RBqcpcNrjlQShvXOBvVgn6DO/1jyucgikDt5ismNhA+Di7yrGG+X3CCXIpAenw++otBNP15BDCnHXoRa7KIEnoUKw7FSjoQuQiZd8Lq0UZ8+cYTI5YHtnh89//gu8/tob3HfhAufP38OZM2eTkZIcJNPdN4vPzbYxBqPwXioVt1a+o+r1kvp3ZJvFIopvv/UWv/Vbv8Xe3h733HOel155mevb2+zt7bG/t8dwOOTa9etoo7lx8ybn773AH/vR/4CLFz/A+voau3t7PPjgQzRty4MPPMDmxiYX7r2PSy9d4srlK1y7do2NjQ3+0l/6S7z80svcvHGDRx55lIODA1577XWqqmI4GvIDf/gHOJhOmM4POH3mNF7BdDoLNan6QYlF7tta8SxjnNKGsi2tsxQ6VHx1Nj2YaLjr+YxSKbSHr371WZ5/7ln+v//v/xfXL1+mZ1o2VkasDksqHJVWFErRV55CQYWlUNKfpQ6GEE9rwaLoKUdhNFVVYrVOib1RvMsqhS4LNsZj2rqRPKuqpF+VjAYDNtfWaFvLO9evU9uWet6iCEnqzmaeVkezT17ych7GEW3Bo7oDWOy4c4nXohb+9kT1FxbRvNzLWryapXMesUYutSXzu/D38nu3ane3kaJzabURppmNsiaHOjsef/x5OqZcevU9vpsEy8VzdEamW6C70vImSwJepCvD8nlIxmvZw8kXPOfc0hNfvObbzUXIj134vgRnBIWOQCl3ANlOP+bE5Nd4NINpcXguxm8Wjzvq2oXymlcPznaGkBbH+BqwlG4SkgyO+L5DNx1+j7vY8XjMxvo6p06e4JVXXmc6nfHiiy9Q9XqcOnU6ESaODkR3F5P8iQSnhI2GMWhj8E0YL9qglUr1piaTA/b29qiqkrNnP8DBdMp0fgXbtlRlyZkzZ3j36rtY55gcHLCyusKDDz3MxuYG/VCCpCxLBv0Bm5ubnDhxkpOnTvLOu+9y/foNrl2/ztbmFhcvXsQ5x9bWFvfcew83rt/kypV3hL1XlJw+fZp5PWNWT0M+FiF1YjF5uYOsu5LmMYFbNF0D29PF/EEV6UJ4Z2mto53PeeFrX+MrX36Orzz7HOOeYdQrGA8rhlVJoRSlVpQKSqBQsqgVKiTnxp07i6kdxmi8KnCIl2etxQbyi5YDGPX7HAwGtK1NChalMQz7fVZGI7Z3d3GtpY5eNGqhknSs9t15OOLiqHw8JEPUjbnl/dXSCnZobN2qLcDs8cvzc3l/eOir5W9d/tzyeQ+3xVeX19Wjjjm+3dVGSkEiPzhb4Av5Z02JMRKfkIC86tbGBRuk0g49/X0HCXSSgW4DXBDjTDp4VNKcc0ynU5RSC8rZuZGSr1ZL5140TsveXszhiAxCZd5HNyrrs1wtO+a+xDywQx9b8qQWYErvwFtySSeVTdZgD7vjVSSPBLKBvIpXKsAo0TjkmEV2bqW6suFHdFUH7+Y5Wj6eGKXl+d17771sbG0CinffvcZ/+999mp/4iR+n/FOG8+eFFWdbS6/fp9cLhSEJSalLi4H30p+mMAt9pbXGF4GZGsZSay2D4ZC/+Bf/IufOneWhBx/gf/mlf8DLr7zK6VMn+d7veYIf/IHv5/eefobtnV12tndwzrO+vsF4bQ1rHS+9/DL//Ff+Ob/2z3+V+x/8AB/60Hfyf/+LP8P993+A++/7AP/tf/ff8sYbb3D92lV++I/+MB/5no/wRz7xATbWb3LlnXcYDgeA45VXX2V75yY3t2+wuXWC9Y0TrK+NaZomVdvVWtPv9YnMT5DYj2tblNEURgvpyVrapqbf69PTlRyrFb3RmC9/6Wm++uUv8wu/+Gl2b15nrV9yYm2dk+tj7jm5ybjfZzwYUHmHwVMpJxp9SqSQxJPK4iOtw3rQZRGgXA2BhVu3LXXTSDkPoAp6gcpDZQqZ402Dn89Z7ffpbRUUSrN/cMD1mzvM64ambZnN6/RsO9JV9uB9Zn6CMYvDNEoBftsU+13wsKBb41hYExLhTPG+XPxdbaQgisMqjFZY3cmsaOUkXpvsfWDdxB12XDzDeVSHsd32d+c74fDKwmIcd8hN06QERgk+L2bb5/8O358+ZKByT6pLhNXHXvqRLL7s92OTDunuw3mH9otVgXOlhXity97Y0UYq0pHlf8nroouPxZ21S/uHvJ/ibrTbZHQGbrmf4vHd81ZLz2n55+F+kP8LE1RWno2NDay17O3t8sILL/JPf+Wf8YN/+Ac5c+YM586eCxsYl64hL5gop+t4XPiYR9V5xrnWnbWW8XiFkydb1tbW2NzcpNfr88ADDzAar7C6usqZs+coqh6nTp9mtLIinkJYAPv9AbZtOX36NN/zkY+gtebk6VNcuHAfm5sbjEZjtNJ87GMf4wMXL7Kzs83jjz/O/fffT1X1GI1G3HPPPQxHI4pCPLaV1RX57HAEMR6lukTkGDxXSrT2ImPTti2FKtCFTl6wFCR0OCtKMZP9fV596RW++DtP8tyzv49xLav9PpsrA9ZGI1aGQypjKLXU2zZKfhZaUyDfZ7RKJeHjDsSoKGkW9P+0BqfwLijSOItyghRoFFoZBlWPdmCZWhGjbeZzgWVLw+baGv1eD5Rhd3/CwWxGY6WuXZJUysbvrdpxfvy3U+tuYXHt7P5QR7l+33S7y42Ul+Co1jhtggJCoHiroHQeiAFHgTuHBk40VLfd0xKDiom2Ce7JFupYNVRrSSzOs+3zDH0dBCyXDchxRiRnGCrdeRb5Ld3KOB31+oJhyRG/zOuL15Rfe/5a/D0XLM3ZXuEb5bxEtmAGEcVQcvBKE0pxhJHSSuF0hO/84rlzzyTfBGTXmh9/yMLHOFhmNCOlejabcfLkCfr9HtvbOzz77Jf51//q8xht+O7v/m4+8IEH07OPN+Bc5yUdhnpUSObthFnjGIlSSVsnthiNx4xHIymAOK95/PEP88G2TeKsB7OaEydPcVLBcNBL92rKAmctDz/yMPfccw8/+mM/RlmW9HoVG+sbQQFF8af/9J8Sood3DPp9elWPoiwZr6zw2GOPidBtUEGPLE9TBp07JbWv8pIj8X5jrCZKZxmjMYh36pVGY8BbUZnQhptXr/Evf+3X+O3P/f/42lee48TmOoOtNVZ7BSfWxqwO++IteUnALRQUWlEGo1SEfzr8RGm8UhjtE/HBGE2hDeggheUdyhm0sygnkspGG0Z90f6zBwe0ztEcTCj6A3q9itUTW8yalmowRF+9jtrdE48qPPtIHojSW5EU1c2DY0IL/rDG6Ldbu5Mwwjfb7m4j5WXHZpTCKlA4MU46pyrH9SZSfv1iYp7Kdjvpf7d9AWlhz8tz5B5ULGWgVJSDKSkKWewEqowK0Qatu8cRd+CyWAl5oIMGdXZcG+7jOIO0/DP//ah4UY6NqxTY9hmmn+vVxcJ6UTHhqPha/m/B3h6KAcY9gk+7cYcPXAaVjE1k/nrVxZeWvdrcM44kDDE63e0fG/NSKqleZ29IykIpZSfqumY4HPLYY4/wzjtXuXLlXX7jN/4lX/7ys7z22mt893c/wXd8x4cWSlQc1br1yiG1tjoPKu7Gi8KwsbZOO7ZBQSUSKvqU1kkVZCNJ1EUrzCpJt3I4HP1QOqU/HNEfDAPjTDZ3/arEeSGmba5vCMvOCrFASAweYwrW1lZpalE97w97YePS0loLLZS9CqMNhTLpiWqlqNuGel7LwqtgMOhjtMK7VsglSqN1ye7Nq2xfv8pnf/03eenSS/yrz/1rmr09hqZE1w0GqQ01NBUrVZ+NUZ9KKyo8JR7jAokK2ToaH0vIQPTRe4UwLLXSiYBDSF8plEcVGkOJsQILtgp0v2LQq1CFYda07E9nYFuoPaY/YFAaTqyvYZ2nDDWxpkphG0mNcd5jkLxBozud0cPt6JjUt1tTcSOc8L1F7ynNr2/hDdzVRirp75EAJMheg3zRyjxS1fVx3L8f6unb6ORFpt3h9yKpIOUP6BhXEegx6sbptDB1XoBzJEp6hA2s7ZQI4sIcr1wdaWHV0uu5lxZ6MMeWE7U1OzS8n6tnAAmyjGUXiqjXd0wfdZBauA4fT929n7PrCF6lUGNj5d543x7lg9GLx4WaWguwaLovlT3/ReJE+sniZ7MuTJbEZ9cqnrHUlGqalrpuuHr1XXb3dhmvjFlZWeHkyZNsbZ1IpTw6Yk6+a+7G8eIue1FKqderKKNHGa6rKAqUdpKfphVGIwmrPho4J4w1J4UmjRGoudBSOSDdXrjFslfhvadtrWwI4jVoTVWWNI0oSchY9YCW4oIJrZCz5b3ogycYEY+iKGSuesmBstZxcDDj3SvvcOXt13nm6ad55eVXeeuNN1mtSkZlgXYeA/RMQb8s6VcV/bIU6rmzaO/Ryid5M03XT5FarfCEJLnsPXF1VNi4ohUqsGl1gI+1MhRKM7TyLObzWqjyFlSQBhv0+6Ib6Dz9qqINFZWzQS6brJBWEDtocdXxC571t1dLu/pDl3YkcvPv4L6uKcLgCvRO10Y1BIlHxczntESrfFJ2+VAd1HTn/XvYk+q01+q6Fj24AC9oXSwsQnGxzGGzyIYSz0QSXmUBzkgI6BSU1UovLQvd2Rd/foNNLca+IvSXw339voh+xnuN/QEsxN9icquPAWIXNhUBEuqkq8RbVFqjAqXXaDAuelM6Fa3UShJB5fxgXRfX0ip4grDYzxksm57/kXBf14PeO6YHNdODA6azGdoYSiW6jCdPnmB9fZ0XjWJnZ4fPfvazvPXW23zxi0/xyU9+knvvvYdHHnk0PWNrMy8zjDghViiioC8enA1xLKMoygLnEAHVcFEmJaRHKrHEdzQiAQTS3/NQngIfFl8DdfDwbWsDmacI7DyJvcR6X23bhk2UaGFqUxKT5xVQlWU4r8JbT+NbylBWwzknWo/OUw16S8Kynr2b7/DulSv85m/9Fi++eIlXXnmNl5/7Ks28Zmu8wkBrekpRGc+o1+PUxganNjZYGw9R9RQdixYqUZExDjFWWovhIt+QKoowFmWYBajZWRReFkKt8UGtxnlPbR1WKRwKP+xTFYa2bTmoayFaTA8o+0NG41XatVWKqsfNG9s455nsH9A6YQxqZ2XM5h7yLebbt4sblW+n4gYv/pWHUDJQ/H25jrvcSIVnGiaDDUbKO0vMfYnFNNKxx50rbgLuYIB0O+MuPuT9ItzXtm2C8+LEtdaGRDoSfV4t5TFYl+X7LJkhpRXK62zg3HqILMe5lu87J37kfRE7ZJkIkrMSY37XUSUr8p9LV5Q62jvfeQfZ+wLrxeHvI1pHbk8WvSuVUM+c8BG9SRVWq/j7e2Lq6TvkV+ehqUWZIi56PjLEjBjOU6dOMRgMaJqWnZ0dnn/+q6yvr3Hl8ttMp1M2NzdZW1tjbW19IScOPMqbYL0l47FbIMKIiD+y/iyDDBM+RvJ8ylHShcGgcd7TWPGA0uD30YCL8XXW4qLAKwqldTf+ZBLhQwpFPoN0VA5gcRzZVvKe4kalKAq0Amtbpgd7HEwmTCb7vP36K7z11ps8+YXP8+Zbl3nnnWv4uqFnDOvDETQNyrWMB0PWxmPWV1cZ9Qf0ywrbzlFOnkWE7rp5HjY/ZB4VQWJLazwu5N6GORicwjRAtHijaEttw+YTj1FQFYbGapy3eNvivRXtv7Kgsi7IgpUUhcE2LkiHuVD+g4UF5sj16NvEQB3VbjljFt70R714RLu9m73LjZRHx1LO1mLbFtdavLWycBzhYxzutm/c+sdFW7yDxXIMMeDdNE0KhOdGylqJ86AQI6UWSzMsQGdLTpHSKsARnabft7wtwIDdF8R7lB227AyXK6/Gvllui1BcZ8R8XCxIIFLyMuOLHQ5OOFbiji7Cd+EEUZtskf7efX8qx3JUpy0hcelLPeA8dVPjQokSvMcFg2fCLv3c2bNM19ep65orV97h9ddep20azp49y83tmzz88MPcd999rKysUJYFkXgj3yV0aNs2Yb2MkFoM7KsFI6UQgoVSKtXxIsRaYhJwvCXrhO4fOgbvo2KIp4mxpdZTFYV4r6H/2shIRMZ3YUSlvGnrZAAO9RkEiFviMcKEK8B72qbmxrV3eOfy21x5+22++pWv8vprr/Gvfuu32N7d5+BgzoNnzjLuDdgaj5ns7VHPG9ZWxmysrrG1vsG4X9ErNI0x0ncuiMKGZ69UJgYbN6lhw6ON9I1D43CSCJ6U6LsNjy4KPArVaqyf01grca5gpOpWY72mcS2E94rCiHZlr0cZ9CubtsGF56fTdvmIMXfkQLybm1/6/Vb/3rvd1UZKx/2jEwPVNHOcbcSTcgZlFtY1yUNY2m3HFiHkO1nvXchUB4kXidp5gBS8TvlDVVVRlAUoyXehqZnN55RFSeUsKEkoNBEKUaQs/ETLjjWvQBI+nQflEnT1frWIpceWV36NZAlYgtOOMADRCKvOiQqegyUGY318QOHpGA3KkiRUlOo2HrJIxmsUlQAgCWvGL0rSZLnHqeLns+tcwjYOe3dyQCx1vrOzg3eOlfFY9BmbhmY+p1eWfPfjj/PuuatcvXqV1159ncuX3+arX/0KH/rQh3j44Yf4wz/4cTY3NlnfWA/1nSr6vb7oIzoLxiAOWriC4F0pFFURBXLlPecczbymKKV2WmutLLxGJ1bZoKrkuFaEgdu2pd+rKI3BKEXd1DTzGldWaSMluolQFpV0JfKabcOmMPSKC3HSXr8XnwoH8zm2tSgjYxWleOH553nnymWeffYZLr3wdV568QXefPsdmmZOpR3nT6xRFAV9SvCO69ev0ysLVsZjTp86xfrKmEGvEm/Ie8b9Aa4taL1HY9E4tJZEXGVUune0IVJ9lYmQm1SD9g68U0FlqPPITRnVMUSiCuWldL1yFAZ6lcFrj28sSolmqHcqkFwkVllVpSjNWIeNOY1Be3N5lUnp3XeTW/UNtdww3f693dVGKmwtE7bsbCuTPMJwXi1AfWGJ6n4u4lp3/u1LsZrlf3Ehj16GDHwHli75VS0WuYvjNz/3QuvcgswjkHuNaMVxpnYZ9lsmNRybL5XBY/mxLkFCh89/3DnkFv3CUPXLe0zfGZHuduJTC0bGd3bFZ16YCjBW3I10xmwJMk3v3crId6Pmve5PK4HJjNasrKxIgUvg3XfeZX9/n+3tbd5443Wca1ldXePEiROcO3+OE1snWFtdZXNjIygyWJQpAtQZxla69vi8wn26TO0aEswVPb+48Jpg1JzxeCvxpnj/iSKu6NQWIryKSDdJd6oucT3fCISrcoFuL4hloKcHtqq1La+/9hqvvPIyv//sl3nztVd4+43XuX5zB2MU50+vMuj16JUVqlEi2dd4yrJgOBywurrKeDgI8wjJd3KdUUn1C1RmnKJLFf9lWLEygNPdfPFdn8qmTMXu60qGeMmdMkZjnMJ4BY3As9IvOsWkjdESv4teqHN4rQKxIxtD8cuJGzFpWUWeb/P2Xhvk47ymO7uxu9pIKd8ZJ2vb4EUJfiyDanEpRINyLO3Gbx2f6BbuxY7tMPjOSHXJmz5BYjFHKn5H0zS0SjGfzxMcGA3GYDBIx8Yy5s7Jbq5bsjJvUHUSS0f2zzH3lRuc4z4L0TZ0pIf4M95n9KRivaxjz5MbOB/0lD0QlZOXHlP35fk58ucWjbnDZ5CeYgHyP/z5dE618OP2mnh783nNbDZL42Z7+2Yo9lcxHo9RSjGbzRgMBvT7fU6fPs10KqrjL7zwIv/iX3yF/+Mf/RM2Ntb57g9/Jx/9yPfy8EMP8eHv/E5WxitS/t16TCmSP0qLWnvsH9/WeKVRobqz8p5hr5INUNsk6FOU5KO1l3W6VxhUVhG3bVvm0ylVr2LQ71HPZnit6fX78nXeE+FIBdimxrYtvaoKYqwapzXOOvZ2drFtS9u09Ad9yqpiOBoxPZiwu3OTf/bPfoWnv/QMX3ruOc5srnJ2a53xsKAqC05urtM2rZy77FPokp7psTIYsDIace+95+kZQ3uwT79fUGnYubYDtqVA2HIp1zDQ+1SoTSXueNDLC78rQGkPXiDP5Q2S10i5eizKaMqqlPXEOlqg8RbjnJQSaWvUbMacgsaKCk1RmK6Ao9a4NnhiAGFTcLe3BMX/AbS72ki1bc3uzjbTgwn1XBYObSIDDCBWchVvSyuNKqDQIjljjAmLZSzKF+m03Vq5vCDH5n3Q/0qxKACVCBLRSDVNI/ElpSjKirppUEpUlJvWMpvXzOY1/X6fwXAk0GBh8AgE2Fqh2CqlaFPQ3qZSEKYokufYwY9RwHSRNRiNTBStTbGDZFw7ox2V3AkEkJzVl58vljWP+oTxPJHVl8sopTwvrQSyVFA3c6xtsa1O2oApyByPRZhjWqlQw0fg1Vk9RxUFuiglx8wLLBUfXryWTnleFg2lJGhuFuIpWWxMKUxh0EFJm/R6x86ytsX5qMcoIyaq4OffWddCU15ZXeHee0W1YXd3D4CbN2/yO7/7e3zlq1/jS7/3FJsb69xz7jxnzp9nY2ODs2fO0AvjwoRFz8RYk7NgQgwpoQkyxuPGwnuRIdJFitRlXqlsfqrSdBJCZXhWtsliX93e32hQRspm1E3LbDZnZ2+PyWTCa6++yrVr17hy+TIXLlzgzNmzfPJHPkVRFAz7fQb9PsNexWq/ZNyvGPZ72FZiSfPZDI0SbbyiwGgpCXLi5ElOnzzJyuoa2lumzRyPxMqSp0TQ7dRgBFFHK58EptFR9T6UZtFRsDl4hHGj6bISPCGe5mLMOHhEWqlQvbdF2RavPG3bMN/fxZo+VpmQChDnnVxmrDOWNsSLLn0HS0cHdWmnFR9ZVD1fQrQXD/RhDcxhd5+lDcQUj3TefLXL0Iv41jI0GdaQqqqSkoh1Ud6MtOmMEmQ5CziP1x+FxBzX7moj1TQ1O7MDDiYTmrqWcas1ZSgqGH3o2CGFMRgjk1Frs1Ceu/vnsocXFyRLGxag3DsRr2JRmNaYzhOKRqppGlAKU5TUrQTeNzY2qIPWWdu2DPp9Tpw8hTYFRalxCDzQtBatxSDEPClUC6qU3JdCMHxnY7kSl65Niip2rMK4cJahlIJQjgmGKi7oYYCHnJbIUowDK0/WjbT7KDCb92OEMHPlhCima8KCEetTOe9pVE3V6wW5nM7riZRzfBsMr8E4T+sts9mMotej1IailIVEykEE6+OjEK2UCtCFkZ2tJ1yL6YC0EBRQCK29MEXy3FxkkYUFxnkXxoOnKANUi6MJIrvGmHCPCuvkuPF4RL9/H+fP38PkYI+bN7e5dOklXrz0Mjvbe6z1Sk5tneCxRx7hO77zQ9xz77181+OPs7q6yvraOr3BgLIs6Y+GAnU6j+rJc5IbcCgrO3+xqKFvnUOrgoWVJ3SuVp5eWaSFqigKie/Wc5KavDGxK2WMe8f+3i77+/vcuH6TN9++zLVr13jq6ae59NIlvvzlL/M9TzzBhz70nfzgH/kkvbKQUvTjEasrIzZHfVYHfYb9HvVcUJDZdEq/qqjKnnghuqAwBSdOneS+++9nZdzH1nPq6QHeztOmT6A9jS6kr8VIRchTFn4fvCltCnSY96HDiMYJ78P8kT6z1mKdC0YqxLjC3CgU6NagW5GdamzDdH8PVXkoZOE2IdYXHbiyEEUPRaczmcZcPtgDFBBR//hWlM5SmaGKn+8Qnc6YmSC23X2JSkYT5TIkIoM0c6RB5egHC00hRrjq9WQOe4GQfUAaBA7uyGC5kYrrQNzg3grFydtdbaRs06B8i3ctCgu4JD+v6BL7or5sltn3TbmqcSE2RuOcCcbKB9mXNgycjn7bH/RprWNvd59ZUxOrZUY4MMJl+/v76cFGWf+YLJsb1NyDsbZNMbnozcTPAN3Cnn0+CsPG91KSYXZvbSulRGRy6iSMG43NdDpdNDzGHFJCP6bzgscjO1bx0hy+luspqFCFlnIVsxqnZZIWpggT2EksAIKnGCZt5hGJ5xxYcRGiDPCXV5KH1il2E0ZJaOFcC4zDYEhjraP4PcuTLFGwncPXdXpO3ns8DudbnLeMRgOqqmAw6PHgxYu084aVssRbSz2f8+Rv/yv+Vd3wD8sepijoVT16vZJBv8/9Fy8yHIwYDceMVsb0+j1WVlapqpJeVbG2vk6v16M/GISijoayKkSCKHrTaUXyopcX5oS3jrqes7O7zf7OLgcHE27cuM7BwZTdnR1msxnz+Zx3332X3d19rl+/wcF0zrxu2N3bZ3t3l52dfZ778leY7E/47c/9Fh948EHuu/8i586d5dqVM7zwFYm7tY2wGGWHrWnnNZN5zfraCYbDFVZX1tjY2mJlbRWjBcp0CIvXty3WOYH7vUUriWrG8ZAz+cpeD2NEvd0YMcixim4Uv/VxCHgFugixwQBzBiPmw5glLOqSN2YwOEkfCYPQJ+8smKUlb2fRb1maGrd479ulqaPWzvj3+3Txd2ykPve5z/E3/+bf5KmnnuLy5cv843/8j/nxH/9xQOItf+2v/TV+9Vd/lZdffpm1tTU++clP8jf+xt/g3Llz6Rz3338/r7322sJ5P/3pT/Nf/pf/5R1di5AkxDhFaE/gsAhbyc4qvSaf6uIacXuSTnhnvZzHn3I3VqCtNhkfpTW+EQ2/OsSgZrNZ8kKiMsV8Pqff78vnvMTVcgjtva/l+NdScmVmjI4iUuRU+LTBU50r372nFjyzPHfqPa91iShhrcO6VuR4XLyuEJAOq4ICCIUgm7bpigmmjXOEbPO0gM6TTv8yWEeeXVSrDjvH5D+RwcDhnrMxtjwh4+s+fM4t9b2cKC6qBVVZsba2xspgiLKOtd6AZl6zs73N7OCAg3rO/u5+3AhjlKKqStp5zWAwZDAcMRwKM3C8skpZlVRlxfr6OlWvx2A4lJLsRUFRRQg6g3NV2CgkPUZwrWVez9jZ3WFvZ4eDyT7Xr19jenDA7s4u83pO09Rcv36D/b0JN7d3qdtQi8l7YRkazcFkwvVr17j0wtcYj8ecO38Pq6srrK+vhUq5iHH0nRcTZZp6/T6D0ZDx2hrD8Yj+YICyDTrAx7GGmYtFBr3HOo/WcWYTvCwtFbdDNWFTFuigUSi5SyooIonBoqNfJGKJdg6LQ7k4FgKEGNyPKGSrY+26I8a6CuOdaLDCmE2hVxXHTDemkhd1/BT6tmnHh9e6Ozj6mNs3yXdspCaTCY8//jg//dM/zR//43984b2DgwOefvppfv7nf57HH3+cmzdv8p//5/85P/ZjP8YXv/jFhWN/8Rd/kT//5/98+ntlZeVOL4W2qTFaFo9YUlzUiwnYsAo0dZUmYlShALLVJpqv+L9b7Xe6id40LW3bJEMTq6xGUdnZbMZsNkMbnQLudduCUkwmk3S+KNy6s7OTFn3btnitmc1mmXeTwUnhX1kUSJn64JFlcB90CZWwCNEtG7V4T/FfUUhROAU0QTkjXnOE8WKezsHBAcaYRAK5Vcuieigl8KF1lslkwmg0hl6PIpRGkMKDofChkz6dzGbs7O3TWAdGFh6DxF7i83POC1wTYxfeiXJF2u2SDFl+76BSWZeIred9lmIYQRlDQSonToRkssmngNJIdWhr5XO2bVNezep4SKUMlTac3ziBDt719s1tJpMDdvb3mU6n7E8m7O3uUc9r9q5fZ9tdpclSAAR+dLStxZQl2pgUw1JaBwiQzEh1vqNAuPJ709gwdufYdo5rG1w7w4cS5r1eD1MY2sbRNFZyhML46vdE425jZczu7h67N27wq//0l7Fty4UL93Dm7Cn2du9jMOijgHpeUyhwzjKfTtjc2GBjfYP1zU3W1jY4c+5eTpw+w9rmJvP9XbxtKMqS+UzRWEvTtlLuRflQ9TcYCqH/oUspgVJWFaYs5Z8pUUpLPqVzEleyQbYsqEKAsCa1tbQIa1HmlA2MSURfsTAUZUWhPYVSOK2x2QYvPv8OZQ3QoV80QEcZo/jat5tX1cWobjXH/RG/y1xfWnhvu92xkfrUpz7Fpz71qSPfW1tb49d//dcXXvsf/8f/kY9+9KO8/vrrXLhwIb2+srLCmTNn7vTrF5qNu7EwUXLGaXL7A/Uzk4TLAEFYHgp3MjDymJNzFnkYIkoT6eetbWXXrxRlVaEDPr1QcTcM6tlsluA/UYs2C1p5ncAsHZEjQGDedV6CnFJqaYlNzIK2dAYsniOPNUVWklCTO4/rOGbf8rnvpCml6PUq6npOXTchAOswWnJNPB6nNA5B+Jy1zOczJpMJrXP0RmOKYDCsa/GesJwuO8hLeEv2evdewO3Df+k9FwK8AWsnW4A6ZmJ8zS0YN+scpoieqxhJk8kyOduCAYNm2O9RGIN3jlIpVkcjNtZWmdc10+mUg4NpKB0/lw3D9IDJZErTNMzrOa5pcXWNbUP805iAL4T/8j7wGStbqxRvM0UpXhuestSossI28Tl7ej1JStfDkrZ1zGYt+wdTmtZSGC2VaLVGMcZ5z6uvvs6LL3ydr3/1OVZXxpw7c5ayGuBaIcsICUbRK3sMB0PGozGDwYDBaMTaxgYra6sMV1ZQtsG3Nb3egGY6QUhFJLgwal9G+aaokSk0v0gk0fighu51IDKEp6a8D7G9EDdSXiS3rGwotEfULcJGRhCEIBatPKWHNkhQxZbHYpwN1XplaVhofmnFOdp4fRv4VUfM76U9fjisi9Gn9JjUls3v++RJ3Wnb2dlBKcX6+vrC63/jb/wN/uv/+r/mwoUL/Ok//af52Z/92UzXa7HFiRnb7u4uIDi1NipBMZHVJ4ZKpYU2yaQcCaiCwD55T3Nb/SdGqk3EAujKdUT4ywVZFaWlNHjavWdJuJFRKMm/bSIiRDgQCOKgccHotAJ9COor/MKiG706+VuCpjFWtWikMjhLLQnGth3LK7Jz4vcu10e6Y0PlZUmQUuuapm0SzKm1Fvq1UlilsF6kdqSs+JyDgwOs95T9oSQ1ey/vAyiTaOnpcaouX+q4x5og4sxIEaCl1K/x4QVDpOLv8YbiBgFSTaHsQBQhjqYkocDZVqBMA/2qFMUHL0X2omfetuLZzOuWtmnY299nfzJhe2eHQm8LHd5bXNNQe0fbhBiLMbTO0lpL69ru2oKhFS9W9PiELKIYjVYoCkNZGqqyh9GKpo6sR0ev6lEWBb3eiKZ1zCpBEDQ1ymiJ0RQFZVkwrxvefPsyr7z0Mi88/xU+/oM/yKlTp6iqPnPbytjSUsGgrCoG/QGj4UhYroMBK2trjFZWGI5HuNkBtp6HYH2IK/k4x00iCqhgnHSgx8fYb1wBwpNOrD+IyIoXDMaDJN1JsrIxBdYhdHXBE6XflMFoT1GUlDgKB851GpodYSBskkWaJMX+8nGSLzVH//5tYKBSy8MDh99TAUJOIc8jIT2/cPzttPfVSM1mM/7qX/2r/Kk/9adYXV1Nr/+lv/SXeOKJJ9jc3OTzn/88P/dzP8fly5f523/7bx95nk9/+tP8wi/8wqHX27rGlCY9dKNJApsGiGkSBIRGqZBHsdQ5cUN8hyEpIhswj0VB51n0+308sLa+LuyigIl7H5QbghGZz2aJXRevZx4C7726BiVKBzGuZJ14WrZpsS5oh5licb3EJ+ahUrGmU2CuFVHoVuGsFXWLcN2RAAKwv7eLbW2CFnOl8xzay2nt72Wo4tiNxIThaMhkso+zLZPJPigYr44lMTYE/g0Kr6VMRaGl7IHyUvogfp+1YqRMIYw9IQqQFgcVj42etVuE8pKBSiyb8H76d1gUdBnAyP+WZ+uY13XaWGhtqCqJkeAlbmm0ojSKEg91w8HBhLoRYkBRCAuzQDEcD1HasLW+xuRgws3xmLXhkGkgM8xmM6YHAs1prekN+7TWUtuGeSOQsSaI+AbvSutQ/ylA4sNhn7Iq6fd79INnd/PGdep6zmw2TR5XbzBmNm9R7gBlG9r5lMJVgQXp6Q+GGK1pm4aXLl3i1z/j+N7veYLhoM/Jkye4+k7NzmSHYVVR9SpWh0OGfUnW7Q8GjMcrbGxsMl5dZTAa0Uz2xUj1+5jEupRNqWyoDEURGJwhp1DmvMdZh1IOq0VyygevKt6L0kGVPaRuJBhXgdalqGZ4MNbhNWgnhMfCK8rS4ZSj9I7WKlSWJiGqE1VYG+bJ147ki+zHMZjOXdCOnOoq+/mtMa7vm5Fqmob/6D/6j/De8/f//t9feO8v/+W/nH7/ru/6Lqqq4j/5T/4TPv3pT9Pr9Q6d6+d+7ucWPrO7u8u9996Lsw4fckByJ6lz5GWHFP7IiABhV+0XDUP0PL7Rrs0NVWTEKaUYjUZoU6BC/RzvxTuMRk4Qy2AoQhxBiAGeum5SnCmH3aJKuPauUwYPNxrzO5YHShebiztOlxwAF669aVqsVSjVMJ3OwkLaicd2pUe6XKhoxO7Ek4rnKDLNv9lsFu69FbJJ8G5iUFor3cn/OC/B9CNkoVQaEPHvsHAtvQax/32K14SOIidiHHXdyxBagm2C8ZXdvIe6GxddQnRcREP5ipDrhHO4pgHng6CpCgPTYcLnjDLUxlAZSbWwhQFX4G2JK4Xuro1m1O/TuJbSaowROFiq5XZsQ63D5ifAM4X2GBylhl6hKUpDVWi81Vgjia9aiTSTbR1FgArj5wOlMsDvogU4PTjg7bfe5vrVa6ysrrKyMmLnRhFgSboNRIDGqqpHr9+nHyj3sc9yTz1+HSC5bGg6oDYzUt4nGNw5ya/yZLmUaUwokoZiPH8YI+m8QSNTUBqP1uJRaSWKHjrUpYu6iWVRUBYFbVEI0uJlYMXinHG85CSK5GWFkjnfllZrcRpl68wxhx8FE6bXbm+9eF+MVDRQr732Gp/97GcXvKij2sc+9jHatuXVV1/lkUceOfR+r9c70nhZ14DXYWB0kE7qxbRWq2SYFt3QbNAv4/a30XL+fx4LUkpiO+vr6zjvOXHiJB6F9V4Ulp3n4GCaNNJMWWED+aLqCe24Dgmy2hTM6prGWkliBLQpqHoaWxTgXaqjE+/ZebfoIahuokXNaK00RhcSfPYK1zS01jKfh+Ra1wqs1orUVIy9FYUU/dvc3KQsy1CttoMLb7fFa5O8EoFlt7dvsj/Z4+Tpk6Clv4peH6UNFunr4XDI6uoqrXMUVYXWJkCEco8R6hEnKt+ZyP867l6kodsQy8g2AkuTR5Fj7flmJHR4GkcRVoaiKtC6yvLImvSeCgHSojBUVUlVldA2YB3KOQZlgTaGqurTNA3TWYNvalwrMFc7m1FPp9jZDFfP8dbimhpbz3FOEozVYID2DuOFIEAw6p1htmg0xsnvzllu3NzBGM18PKJdWaHXqzjY26FtG0kK1gqlDaWGVgtKUWpFqYWsJIPPMp8KHHtiY4XpdMrLL73CU099iTNnT3Pu7AluvPsW8+k0WYMmpESUZcnKyiqrq2uBVt9Dyo2EZ+UkJwcnmyvlY3RZgddor4SJR2cInHUC3ylP01qcl3yqMsCTCzt/H1mh4L1CY4hytBqBJiMhy3mF0Taw+5DSIN5RaE1VFgz6ffGiIWz8XMq3y70psivw8Y9vR+MUmlr4LS6qHUJy1MUvk7LutH3LjVQ0UC+++CK/+Zu/ydbW1nt+5plnnkFrKXVwJ03qsriwo6HLmRFfAu8VMflNxUUqdVTeWT4W6OROMOAF5hfdDiF6F/kCTvSAgv5YGctuu1i0Tne/h5yjWI8qT6bNv9f7MGkDuysfAPGYaESjB1aWFb2exIEiDT7mXDVtk4gb1omifNu0TCZ77OzssLu7K/GClRVWVlZSqfCoqnFnRl4WhLaVeElVluzs7jKfC0sUpWichekMj6JxXmr7KKFiaxcJAWJkBW4URQkbKNEpT8pLkT+vXRgTsX8iKUWSln3Y5SbKeIDEfFgQY7/mfRx/xs2Pxy8YOUkclx10hGvn8zYZPq2GVEVJaYKx9ZIL5LzHqVpYi00jdbJCInSBp1SiyI0vKYzBNQ1zJRCiD16Zty22rWnmc5x3ofaTjBfrJL/Nakk4ds4yCGonvbKgMppCAa7Btw0uQGVoTTOf0sxbmtkMjacwmrqeY4rg+QC6KDixtcn+5IC9vX2effZZ3npjg37PCASnC4m3zWtoW4wpWFldE52+8UpIa/A08zn1rKae19SzGttKmZvoO0VPCeXxVhb/iNwpD97Kc/VaZMYiFd86UG0n+aQIjM1opJzHWU+MnWolxtIEgxyZp/E5xphmnPeDwYB53eA9TKdTsd8uFjyMHjIBuIQulyLaqbCW3WkM4n1qh7dti78l2DvbzN3KIN2JsbpjI7W/v8+lS5fS36+88grPPPMMm5ubnD17lj/5J/8kTz/9NP/sn/0zrLVcuXIFgM3NTaqq4gtf+AJPPvkkn/jEJ1hZWeELX/gCP/uzP8uf/bN/lo2NjTu6lq4zSJVEZa2QkeZVXEA6CnpsaR3qThZ+svxEbvn9eQxn2UhFxYZInJDifgJj5fBYYQwu/h6IDZE5GI1GPE/83sgedG0bCj62SeQ0z3WK1xNhk4iVR+PStm1SUJAdv+yqYwzGe8dsNmN3d5fr168zHo8BFth9uaG+nZYGqPcJPiyKIlH569kMp4Rq3HqP9Z55ayl6fYoQl0B7ah8gJi85MQQmYGfEJf/Fhbwa5aQGVFyEbJCzKsuOlddBgyTXW6HIeTV530YDJR+XhUaGn5w7yRj5mEztaJoahUpjoCxEoULF3Xxr8cphUZK86hwem+A2AxRaBSUD6cdmPhNvxgYRWCsla1zbYptavOtYm8IH0obWOGtwtsFZy3AwkPFRGAoTvCNnwbXgpLSMdRrb1tjAJtQKCqOYzSRGWfgyxWVWQmzROs/LL73Mu6Mhjzx0USr/amGrtgqwcvxoOArkiQHGFDhnqW1LUzfpn7MuQLMxd45ADRfDTDBC8hBETsspJ8EkQkzYBdUQJ/0t8S2fRF49LiV8R9BFI/NWh2O1CoSlbBGJyABBqqzX60nunynE4C3PA1iQQ+peUwn5+7ZoEYw4tLk/5vDMYzrKFuVhl9tpd2ykvvjFL/KJT3wi/R1jRT/1Uz/FX//rf51/+k//KQAf/vCHFz73m7/5m3z84x+n1+vxD//hP+Sv//W/znw+5+LFi/zsz/7sQszpdltUJtZKL+j1RfovHpwC7TWaEPtQaqGfO+bWHX99J5kUaitFBlzcVcUFfG9vj6KsqPoDCmUWHiJ0Rq2r3GpTmY8I3/R6PWG31TWTyYTt7W329veZT6co7ym1Fi8swHHRSEaliBg36vV6Scg2ZxBG/L8sq7DrJ2nR3XPP+ZTzpZQE2zc3N5OX1uv1JI50W6NO+r8wwmRr5rJgr66ssrE+kfwXJfWZiqLg+s4us7pmbzaj7Pep6iHeFDgUNR5TVpiolwgh0VfkoVzwYFUwRrZwYJ2UV7eSBOp93BiYhUuMz0Vif9mz8gnooGP8yT1pZL1s24bJ/pymrhkMBklDUQdSRtvI4l5VBb1eQVUVNPMpdl7j5qLg4JxjMBTViH5ZhlpOIl7q2pZeWaJGw8SIbGZTtHNM9/dlzGgoeoaq0vRLAxgGw0HypNqmwWjFYFDR1J6mlZIXsuhrtLcUSmSAMBILc64F5amMQvUK/MoI5yQ2dXBwEGDhmtGgjykkqddoxdbmGteubXPz5jZvvfE6vbJgPB5JnxnD1sZGqO6MCOcqxXzeYOcz2nrOdD4LicQNODDKoFVBoaBQBUaJDJF2Hq8CfBmel20dujCoosWaCocK+WAtrmmFWu4lV6wICbpFUaCNpiiqYPCElKEC4mKVw3klahQu97aEqVh4T1VVWCsKODtVKeSkOrppOaoXXb47XHz+QJs6ZFEWEanMeEWPME0URZcD5A+tv7fT7thIffzjH78lrPNekM8TTzzB7/zO79zp1x73bakfkpFKRidkiIcA+ELQ/Jhz3erdo45Pysuqg4KiTFAUaFVKBaimM6IpVgYivxKuUQf3zlmb4IH5fM50OmUymTCZTKhD3sxsNqOp65SD4SDART7Fe6IBjYSHGFeKyuy5KGzytvBJy0tiKIpBXwxdNJRRpmkBdrzdbV+CRYTyW9dzlFJJ3qcJ+TNFVVFWFTsHB6hWyBveI/p4XmA/C+iCxf5vbajt5bDxvlBYHanZsk5IfD9TpkgGJ16mSnOvi+uF9/ziDjp8eTd6wk7eL50zvh8hokJrirDBcm0L3lEYTasV+ECSUYpCK4lZ0qJUBTGXLHhgzvvErrTBI67rOcrIpsWHmmVSANAHjy/AX1EeyFlkT+JxhQ4wqs/mVtCdCx5qRBAkSb0JXeAkfuUs2gkFXhuDLsoEk9WzOaVRGFOJmGzI/xNv3EIoYtrUNW1d087noZCpxKLkejQ+m2NGx01ql4YRveSoBq+8p2k8rRcl+2Ze09TzRFQxWjZGZWAYVlXFeFyFZxmkpAgEiVCWM4rSxo1KSnUIkGdZFBRlsXB9MgZ8Ggx+acxFw3WLFXZxMPkjXr+dz97OoUcthdFeHTHfI6Jwq68J/hW36ZQBd7l2X6QxawWqS6EXOMOBZKMrPFJ4LfX7UfZoye1+7++WQG/blkENXa4nlos3pqTX64NS6KJOKsyRUaS1hgBvpVLdXoxWNCzOOnZ2tnnnnStordi+uZ2MYDREo/EKRgnlPnpScdGOsaZ4bDQok8lkwUhFxQuhaMuFuABlGs1C/lr0GnMvErgtSaSUcxXiSsrDwXQibLTxmLLXk75QMFpZYWV9jd3pTMq0V33mbcusbXGtxyuN04aqJ7p+1jva1jGfzVNMqg1GyrggTOM8BDFMMVQ+9bNfStaNu5/EiPSZnNZ7GGRjOu3EogieM77bXHovz0sXFNpQKBWUKDyDYR9tFG1rQ+xQvn9vd5e6blhZGWOtsP1MWSZzk6r0tg110zCrZ2AsSpc09VzW1Fbo5t472maO04qmUNT1TFIKQJJysQwHPXyh0Qhsjoa6CbJUdc1s2rK7N+PdqzfZn8wYjEpa65jPG/rDGvDM6hptDEVZMh71GPYLDoyjKgqMVowHQ5RS7O7sMD04oG0aKV5azznY38XO57haYlYE0oHRGl9ovDaURqr+VkWIn+FCdWMZpzYqjhiDbwwHzZS6sexPJkwPJkz296mnM5yVzUEVmKObm5usrKwwHq+kRVc2OyJPlVPcA21P5k5g2MaUjKpX0bQNhRH5JBXxwYXhExeeuCOCiC0vQoFLY24hXnFox3TE8d8CA5W9nL5h+Tiv0nEJbQh/LROSbrfd1UZK1L9brJMBIFRpgzIGoxCVcK1CvCJuAaICW3xocZDJ/2LQPMWAwnlwHZAaH1DcrWktNFMbisIVZYEHqgChSdBV4VqHU22ICUisQWtNGQa+VlpgiFC40WiNLnu41jHZnwhDSwWVZR3jGUUqDxBLBJg8Fqa6QeOsZTYVlQId7yOLrXRNhlNOO++SlfN6V516RV69V7opBqm788b8LBc8ToWoJXsvnmZRFhgvBkgbI6EGbVDKSMVZFNoUWKdwoaaSNiWmKAOLKzzDyPS0XQK30lIexStD07YchMVJoajKXqiaKuw5cbO64WGUPDtvPT7U1Ixq6x0xxtM2IiAbN0/RcAAhziSn7JuCXlmx1h9SonBNS93WaKBUmroVgkDpSqBL/tWpcrEYeiurp9C1+31UWdDgqb2VuoFWICYZZ0riUNHI+ii11YB3stHz4lH0ykLKd4Qx0zaNyH81TZwtWO+ZtQ0Whzed3p0xUvLWWxu8GIe3DWWhwChUv5do9xCYqUqMYxkEW30z52D3psCfbcOoMFSlZjTu0852sb7F0+KUxqtCRIO1wobk5aZtmc7m1G3DbDbDonAo5k7ROs90Npf5pzTDlVXKomA0GArMDZS9AZiCacgFFI82zgxhNRZavNDENNQ6aNTK2hKrEoBIejln8U5IH877zGsC70Pcki6e5pNbEgbhwt+5YYvYYXTvYwpN2hGlNS7u0H1Ac3woMSOnWjx3d/a4fiTtEkCl8ID3nlBGM6m9AMK+NYaq6iUoPd53LI9ks9zQW7W730g5i3cGr2MxMynHYVQ0XBBziqRl2eexHAHRhsU4kjwMFwbZcqglLkwRLhIadC3K4bgEv3TkiADjeS8TLJQJ9/hEdoBYN8nRelk8Y36S9556XkuGvVIYU3QahSGWVUQlA9XVgbJqkWmT136KBIu4iMbPdrlCXV2unLmXawJGiDCnnx+VV5QmutbBy3U4HcrGa5X0+YwOsjUqkCCc9Ir87kFLvZ4mQlXGBCkeI30adrPRIdQuZaMk4+68Ad/S1DW2lfMkaEjpALN6XJuzJXVQmg9GKSpjs8i4bG2ETx1FYWRzJG+mkusKYeX1i5JBVWGUkCNaZ0VnUmkR2w3klbgjigoR0MGFPjyDqtejqEqUMbR4GuewSC0yhH4hEGnydsNJg+dPiMmo4DmXhUlMWe9c8G6C9FcYz84L9OpC/oMPbqIJddmjEoqwFAjl3TU66EGK0oNLMLfAbRrlLL5tmM9rXNOIsRsNMFpRVQVKOaxtABvqHnhE0MGLN+0tjbXMGmHG7u7vY52nddCqAuuhbtqUyzQYjej3+mysraXiqTqMqXnbUhpRtOiWep+0QZX3oZaX9EG+MfPepn5O+ZCuI+jEDUucLrniTSzNsZix6Zd+P8JAhT9T7CcZp+XPxt/iB7pvOgw0xg1Ndr1x3VGBKYvP+idbQ42iKEpZ31QGZQbj5P4vYaSQIHCeLCkSKSa41zLRtL49AFRFrykOpPAQl72C6KXUdU3TShKuIEmeej6jbMtux1kUKBVzPRCPIHhSOlxroUUzzTuHdeCsY9Dv0w/5Yb1ej6qqGPT7RNHQTq7HEYO2KmDfZfCkfKhjFWtDxWsX6rpNRJKFfCJI2LponPlFOPBQnx2d/3DUscYYgQmbhtYG0otWKQcmprjoUozSfN6I96RFJ830+5SDAft1TescrRdB0dp5Gusk9lcYKbiGwpNrExoppoehVZI3ZEN8K5b11irkzThRZu88a4mJBM6BxCICW8sXceq5pAaSqMaKVOJdxR23gr7u0zclA1VKnpKYFABaRNlAGVGHcFaK71VlSVVInK5pLY1zuFBCvehVqLKg1Ypp23LQ1PSaOT2v6DlFrzKBSh/U51W38fK2lVpMWgXWqRiDwujkSdm2pZ7PUUo061TQwGvx6NJQ4IKhEDkrWbEcRRhWynuUbVFeU6qYcu6xbR1UIwxloSmMYrq/K3EoK8a8LLRo/dVzJvu77OzcYHfnOj2jca6g0B6vK0pEqLhuGw7qGfvTKbP5nMl0ilcGZQq5RmPoFSX9Xp9hf8DaxhqDfp+t9XWsE/UVGxi10/kcV5VUqiQK5cu9uPA8WzFGTqE9UjFZy3OzFsmZKgq61BiSF5tL33jfLfDRRvj4RvdX9jP3pLLXk9fkb/EZn17NpJFv4xsy/ElJmRKlxXjHTb0KHpNP9ySFXiU/T6X7VMmju712lxupowxPWB2USm/Hjl1sXRcdsZ4eG3bIPYakn5e930ZB2MJgqx5SsNAtBOgXgqWqy7HwIdajlU7Jy71ejyokzUYXG8AFQxU3tzHInkQtXVekMPeSjqKKLzMNVXrNH9sP3bWrQ+c46rypRZDfK1ksWXqKaunQANVVvR7VYEA1GuGMoW4tB3UjSgKtlB6PRImoqKGUPXT9cdNitMHoANcqnRii0dOObMG4i0weaVxkvE/TzMd+yvo5kmjiJla8h5hKLYsazuF1Bxs6SPTtVJ4Ev+C1yj+XnjlRNBXxbltnaWzLvK3RqqBUS0LG6hiljIWlKr6UQzzx+O4hdTvxxQUtP6rr0e7703GOFAP1wdus5/MgYaalTIZX7E4nzKcTtq+9y83tmxzs7cGgh3Il81DsEF+As1jvsKGyrvde1OBNSVH1sKoIIrM65K9J3bJa1RxMp8mriP9yncq4SKvQz37hX0AjUMGAy72WRYEtC9k4a51EfW8d0sxgwIVHkg2kFOfJXkuHLHtNS8cuvLuY03d8O+KCu4dLhAATopIuXHUHK5W+rcsrvL12VxsprbsYySETJPjN0uR5r+ZDNdOliRwGfL4oR5JEUj8P39PUNS5AcE3VJjw2Ds6c8RXC8uFbAjwZWFrj0UhiTtFAhdIY8enGyWPDdS9Af1GKJcS84r+40OXJx3kOVQ71JTRBsQBFfDMtMS2hG+Th+sn+9MEwKE+oPlww6g8YjFcYrKxipgdM53Nm2zuiYzizKWalTJndr8BA3pNYlEpL/KPf64m35QMLy+ggGyRzTCfYpntu0QuJi2ocL/GZxDih1kJxbhvZcJgwPuV3jfZeAvxNgy4iK82FuIcWtXyloBWP21pLaUqi2nfUF1RGkpc9AnVZ5yQO09RMplMMffqF4fAi0wE0ydykcelTLCU+lEgeiS8s7Ne9z+bYEbt75PMBTxXDnB3hUXgtUGTTNEwPDrCVpSor6lbReM+1d95mb3ebq5ffYrq/i6vnqM012l4PCRI6bFVSGIFuU1Vdrej3B/QGAwajFZoQQrIyyPDOsruzg1JwMNmjrCpJxO0VMvwjOUhrlCPNVhs3RVYS3p0T6E+KLYZyH0pYmVpBVYq+oNYKEwxz7uscZUOOtGP52n/kAYef8221b2h6Z3dwxOeVysrXLxx05192Vxup2BERrlrolG+g4+M8yh/uMr162ZOK9NnIdIskA4G2bGC9RYq3WThPNBDRuEAX64nHlGXZ6dtl3lCC7XzUDFss1xwJD7n3FeNVR5XZyL8zenfRRU96Y1l867gYVHwtfxZHHSNsORX6JjwupVIiI2EhJxiHoiik+myvR8/Z5DV5Kywul1G2JQbjQnG76MVK/oxCGJZGm07ANRBRCt0lA4s3FJbzoD7gAl1b3pCYonNxl5g/V413Guud0PkhxROjfJB3UsZFBafSNY0YMyP5TVobWld3eXjKgHLiLYSdfdzYkHmAMRWhCcxRuf/OUB21bN3RRs5Hz6/77KH+Iu7DwjPOvWO6ORUSLwBDa1uaRliBzknl593tbfZ3d3n95Rc5mOwx2d2m1FAZTb8UAVshTzXMi4J+v4ciVMPu9ykLIa6UVY9+WeIbS+Mss4MD5jMRzd3f38d7x7A/oFdVVL0eG+ur9Ho9hoMB+OjJyvVrv1iBwDmHa0Fbi3IOExKG0VJwMYo/dzqMt7AxqR029HdPO0yYOnREtuG5nXaXG6nDcNNxsZPbbXH33O2WD39nR5xwC7BfVIGAbCD7WNbCpIG+fK25BuDyd8UYVPxwbpyWr2/Z4Bwl1xSJDrkhOdpALfZJflz++jfT19FAiSE87PXmidaywIeYo45GOyyK0fgoYYolSDUaFOkNophsB/kJpq4jM1KJZL5bvMSsvzPyRPg7FVZUmcGNEFw0uGoBHSGOLeusmEzlEzsxL8rpEmwVF3+fUhZionLanC0bq8Ai64xC7g2GG0smJYOY3mNh9Nn/clQg9ms+JL33QfVFxRfS9UTF9ChM1FWpbsFDPW+4eeMG169d5a233mI+O8DWM1YGfVSvoq5rIVOUBbiWJlPvKMuSPuBK2aAURZk2L95bmvk8UdB393bkuwfzEP+t6IXKCqPBoOuV9Ew6MWYfrLFIk0lfRO9fKUVhFHiRPIslQQj3e6ip7mnwLUIu/k209+PK724jlXkPSqmFMgvfSPP4sCh1rK082TV+VyoLHwxW0zQpwTYmu0aiQqe51y30yx5J9Kbie3HC5sZQKZUM4IKBjMSJJXgylqMfDAbpsznkt2x4DseWjjaEx/bdMYbzPTq8S8IOsQofJ6uzOKVS4L6Zz5lPD9BlwWw2p67nIsDmxSgUpVRdlVhQyD+zQpk2upD0S+8Dg0vgLGMUSpmgMGDEmAQ9NklrDgtwlBdqbUgdsJ3UUusSsy1soNGFRgcFceVcUCYIz0spnDMi1WM7A6dkNce6lrZsk2eijaFvKiCIy9Y1rXdBrFihTHimxgiJoQwJpOH13OBGany+6Kpg1NMDWXqex9osv3RceCmyDn1EjMPOI8GC+SYPH/KK4jxquX79Bm3TcvPGTa69+y47N28ync4ojGHjxAnWRkMGVUmpZNw3dc1kb4YPKhprq6usr28E6S+YTA6Yz+ccHEyYzWvm85rJ7o4IKddzxoM+ZVmyubWZ5u14PKJXVaFGVbegpP2/EkNUGINunXjVbYs3LbosRRFDhxSEEP8EFaoZZCC/z8/679px7e42Umo5nqIy/PwbcJX9IhyRXs4W9DwJFrqE2bquk5JDFJmM15bvZI86b/778mK/COsd5RF1MGGMQUWPLq+8u6yvt0yWuKNuOsazOupeDh/XLX4RWo0lORY+r8igNZ/6memUWV1LCZNAcxZFd1kIrLNiiFqBulRgfHbKIGH3710IdKul8JgPpSeQ8FNU33Y+QGcdjThtaMLnZDesAkQZ41rynizcCs8iLGuMptAKV5hU5sI5n7xvow1lKYw+UdKwabHHyMbMS/0IlBENwy5udcTzyXG69DwUacocMW0isYNscU3jmQzuI39NDlTxNd/5aMvzoMujEUPTNMImJOTajMcjqsKwOh4yGvTolwXGW2Ji8nw+x7YN834fNx4Hgdc+SinqWuZm2zY09Zy2aVA4qtJQmiGDYZ9+r8/WyRNpHakqkaEqopyVMQv95rXBGIGgi9ZhlOhmag8mAMpGa8rwuULrAPd1j6RboQ4/o6ynDj+Mu6wdt0bcCeJ1VxupnBSwUHfmGzxfnIxHGQnoOnYZ6otF5+bzOf1+P2nmRe8ojzctG6a8pMYyjBg/k793OIYktahEDsim16PhjOfKlSrivRxlTLrrOzxBlo+7FfacG9XDfbm4GiriYJaJrBE6f8xDitdvZzNmbctB21KHqseEHLFCGxw+6Pa1YTGKlYZF884YhbVioJR3KBXKjYfv9S7mJfng2ahAN5fkVBvFW7Prz4sIyq8Kp4V+nI8VrBUGoZYEZlPIdVVlSWk0Dpc8xvgc+2WfqqoYDoccHEwld6j2UtrcGDAGXRhx30yok1RoKQRqNDEDtTMyEanriBNp7V2C6dLvceeWPp1/dgnuiwMyvO4hKMv7pSfetRgn7SA/SRq2TUtRFIxGIwbVKr3CMOqLgSqNxuBom5rZwYTZdMZ8dsCoP0hKHcPREK01s4MpU6Cp58xnBzRtS6E9Vb9Pvz/gxIkTjEYjTpw8EeJ/tlOS91LepNsQymiN868sKyoLVSEUW62gJMhdFQWVMWg8vaKg1AbNomd763Zcj90d7ag4d/7enbS720hlxIlb7h5vt6Xd8aKRykte5AanaSSjfTKZMA1KDqPRSMgOQc089/K8X4QPo6RQLnMUjVaE+2JScF76PU7q/JrjtUYPKi9pH+G+5Xs5dPuZgVo0KIe79aj41B1BffE84adWpDiL8CWkrEb0SNBa1ASalmlT01pP67yUSfUahyhZzOtZ2jkbXaC9SlCfwH2RTBAfdkgItzYofURFkix8HTcIBHtgpMKuXG9k1onCgBP0Rzw6FO18hrcWWosqC4wqgx6foeqVYjyVKDjYtg2bnVqYgitijDyiHlHbVpiHxmDKEqel9ItTwmZzXmA2r0gEEPFGM4ZfgvwWn13yat9rYUxoQ/qz21ABKW+REOmKpVGcl/yvfNwoGftVVQkrzsOwP6AxJQe9CfVsStvUTFtPrRXzgwmjfo9eWbAy6qfvrZuWWS310KyV3DIp3yEkirKq6Pd6NPUchaM0FVVV0e+VaEQRo6lngejkkIKgIWneSN5dTPjOjVRVVVgPg9ZBUaGKkkFVYMqSsioDBA39qgremaH1PpUSOdqLCs8hhibvQjt1q83rNxLDvquN1CGvIsIR3yjcdwtPahm6irGouq5F7DXUVMqhnPz6IjySvik7bw7D5UYqPzaHDhO0mR74IlS2XOMqQoC3ghuP6ofOAsou8nYH2J0OxBwCyWdmvAYVSAHOBsWMupH6Ugk0MVjfwUVtKxpwmKD1lkRUFS7Ek+K5vfdBqiYwAVN943BN0SvwUWxVIDqvTCeNFEo/xOO8iztmLyXLrXhSzsi1REGApOpAF4es6xrvQCvDoD+kCBp0TduGHDyB+HQh0ltolcrbO98tbp3/Ej2p0J8LMajsGJ/3f9Z87omp7PEc70nl3pqPKED02rLvjtC8CYZAftc4Kzlizokkk1MOjccCBo/yFW7Q67xsFzyg+BzDMyWkqIg8jwjaRii3KgvKoE2Id7i2Edq6d8l7Etq4QQXF5RxeB9FlLGxIDdEmSW8VxlAVRar/VRai0ai1lkTg95gPdzFv4rZDbP+XgftyI7BssL4hQxUn8hGL93KnOufY2dlhb2+Pvb29hXIdsOhZSF0piFTuZTJGfmxOZ89hugg5RK8r5szE8g+5UYwGM3pfRVEssA5zT2oZ8ut+j0b5zhLvluNnx3b0Yu9mkF93Hpcx6ZTvyCCzuhHFCSTnxXqSqKz1Lc62OGtDWYsGUxjaVkp61I0NzLdAB/cqQEyFQIS6AHTkcnf3hCSGojxKe0rK5EXUTc28DrWfwibBB622thZpH+08ThucKQKxw9C0Db4VQ3hwMGF6MGVnZxfbWJTSmLKksZKkvD85oGktVa8v8KRSqQIzTUPTtjS2DYaqS8uIdqF7Loc3AGJ+YHmz03mb+XPLzd8xzzv0V4xHoVQXk8sgIB2EeGPCemE09XzObDpld/smu9vbHEwmFFq86VJLRd3C6EQBt1FbsGlCTplLHrf3wuwbDgbgLJURAV7rbEp8V8GTknEiXlA1GKQihyoYKRWfrQelhElaFAWVV4ydFrktZegZgZZ7RYkFWqfoFSVVUVAoTQsBIv537Xbbv2VGCsgRvzt1LY+MMy96H7mxmk6ngdU3T2yquEi1bZtKWnSQZDdBo8HJva743vLfR+06lOqOjTBNTi+PUGGeh7VsEJd/7376cH0q2eujuvK9jdF7tTxutUiuAMJu2mOtwytJoIw05dZ6audorKMNP713oAJ85y1ta6ToXFlhCzHsbevC8mkkjqN0R4hwTqIGCog75rhn8aJuLmHxovNYghfTWln4XDQITmjlzmUelu9y65qmEcV2Jf5J08rCOp+LBqRCUde16BOaKXXTJk/J4cVIO4tT4FuBQiMdXmm9IFtzq81aN7S7Td1iTOoWT++IzVyE+uI7XVRMHTpXHL+i3i9j1IbcwiiKKzlsHQuwKAuqXo/BcEhbz5kdTILqiCR0uxA3dEFfURTpxZNSfoi1LbWtgxJIoIoXRcpF1EHJPM4vpcRzda5LkYhVlpXSGCXkDhve114U7nWE2IOIcRcpv52N812I8d1G+0bXirveSOUL+ns23+0AFz+yOCiOGyLLBmMymbC/L/Go0WiYaizFRWgR+tMBOujiTtGA5PTz3MBEI7AMH3ZU8hh09gsQQYT6YuHD3EhJNxwNZXY/o6d3fN/ejoFahki71w/38uFTyVLnglfprE/iuDYsSPO6ZdY0zJuWpm0F+CsIcRHpg7JqpFyEadC6QMpzaLSpUGicigaqy91RuXJ0d8ESo9BgCkWsDRO9mbZtaZTGE4ptugx2dS4UjpW/G9ukAnhRlaBtW4mtzGsRAEYxq2scoigNOhkd6z3WNjRBvaHVSpJ3g5HS4bnHXLKjMZhFU7KwRVjamMXXDj3vpYkSnKbF91RY2v3y8w7FSkNMqixLtNG4usW1Lco7SmPwvQqFCxVxodfrMxyNWFldZTaZsHvzJtYKYUYMVYByAwkmGkG8pV8VeOeY1Qcp3w0kyb4sRZMwGmtRnQ/kE5X1kfIL81CHkiEqwK3Ge7QgjXjrQr03JUnby4KqXnXP5m6G+O6g5WvQ7caw73ojdZtHLvy1TAoA2aV1CbiHF9e8UyPsFA2UQHMcMiK5QctzoRZ09RIRojMu8bvj98XzRYMTF6AI5+FF9TqeO34+LxWxfP/L39cZqMX1JKBGC57dce2wEsZiADX1YfQ2IFsYZBkQOrrGu5a6bmWxt46DuqbOGHZCmPML/1CgOxdHako1LfPZjEZbCCVTtDKYoqN6z2ZzQMRTy9JjTIHRZVI+jwuqMR5PidDIRdHdOktRFpRtie1VOGsEhtLgrEoSSFiXxEdn8zmNapjPZqKyrRXG+pC/pVFK6p81bYsDGu8pywqN4WA+xze16DwqUEbTDyQO5316XhEKjv/S4hBZk9nz9c5hlSf6XfmmKcak4rPXUUJjabwc7Wm75JHm17A8FpumkSKHVY9+UWIGihNbW9TzeSAnTYKX61lZWWF1dYXxeIxrWyGUNJ6mVRRlT/opJMDLJk4HAkdFqQVaLQxZ4r1CBSPlbNhYNC2qMJheV69La/H2fbS5SryjqCJiVCTohPhjUHAX2DduZGyImQEqIz+95ybi33TLNrcJqZJfIkzfJWynw49Fge603dVG6nZb15E5MUJ20MvEhqNIEsseSAxw16GkdW7wcuNxXI2l6CUta+blDzP/bP65nO0ni4bk3iyzD/NzH0eYOG4nc5ig0b1+1LHHnXe5LxeNGItzM2xYlVcJZozGP/a5DcZJPqqSd6qN7F6lnIUU7RNcLDAmrUjtoFwwUpE5KEarns9RCJuL8JoqTBojKERFQCuJYWASOBY3JUVRUBZlEP61GA1WK6mn5BxeWTFSiAixw9J6cEbYfSWiBh/rEoF4UN6GUujaYABbz/E6xHYKg6EIiiSdEkKEF5VaFBfuCAyOTgk9lKRxomuYe0xpfPj4uzryeS88wyPelz7KytYEDDUSRuqQ99bUDaNRD1OVjIZDqrII86sR+A/o9SqqskKF/mqaFtlriShzWZaJhAHBqGoDRUGpAe8obRFIIgJDRoUImToxp04IMtYHFYl87Me6TUocLWGfyl5EzivJ3z58Fu/Thihuzg7ZJd+VsmBpbohNyDd8cb2IMPnheRzXvIWvyBCMZGiObZmXnY2HCF2qYKRRKpTayY1Yd97j1tDl32/V7mojdbs3GSep8128yAXKcFxkjDFJbkapuEPsFttIRADY39/n+vXrTCYTmqaVwRxgqbIsGQ6HrK2tLdC+leryobpYUncfKeDuF4Vsc28nTxSOC3283rwURzRQvZ4woOq6pmma5IUd72qrzGuKHiGQxY6OM6TQ7U5zLyr32uICGi409XF3TtkBF1rT2hm7e/vosk9RKOpmIsKgSmFUAYViWPSogCECgeFFcV64dVHBOnhaLpYUF8p4XVtm8watDfN5Q1lW9Ad7rK9vMhgMpSqry5671ghNQ+ol2RDHsiH/qdfrSYmUFN9q8SFfy7Ut7bzGtgJlNXWbIMkaFYodSuJn2esnYzJvGpS1aFPQeEBpZm0NWiC93mhIfzCgPxhQVBUOn8ZhYww+lq0xRUgslhwy61pMEVTfDSnOp6oyeeDxeeaSX0VRLXhZ8f0Em+U7ZxUW3WCgqqqHUkoKJ4aFOhqoq1evJvLD5niV/qBk1KuoQ+5hU09RwHAwYDQUWP3mzRvcuHGdmzd3cE7R7485f+4cW1ubFGWW/oGUrqmqAt/M8E5YeXGcWuvEqfFQ9aInZkIlbU3TSrzR60hBj4X+CLJHCtciFbGRQpS2aZjN55j+QPo9Qr9WNCcdClSE6BUd8V9l0yNLB1BqYQ5Gz7VLwpZzLMzRtLMk+0xmILi1icqbUoFH5BxVKCIbPfVksDxY79IGa9mDWo7r30m7q43U7d5spNB2EEeXu6TCABAVaiXJkaiUpJtDc5Br8uUeWXcdeWA8fq7X69GVjzgaNrsVRpu7zd3nFLGS6J088qOgzPfykLqd2+FrXzZax+2i8muXcuRiAOMOzMfJi0eZ+DkdiiLqVJNGaRXK+Cm01xgIm754X2KkFD4ZKaUdynp02gjIBG9baFpLuz9BmzkH0xmgaZpW9N60CbtFtxTaCfex3GcJCwliwuEGHSoE0DvSYEwCVs6HeFWE1sJ4RRKKVTTkwVu3LlRBVVBmu/IUI0medmcsyK52+ZqP2+clb5du/nRvdsdkD3vhmedfkODfeLb4mvMhJig3HuOsZVHQLwsO8Hhn6Vc9lIJe1UsVAayXfCbvPRuba1IfajSiKAraNpZoUSG1QAgNbdPStjWz6UFQ73CUVRVijd3YNUaMlDIaHT7rljoq32wWxhMT1Brb0FonhRVRNM7LOmKtsGxDHDEr/Jx3FtFohccq0OLSsznkOykZe7e5Z/8GW+dJy7/uahMMko57jzMtbEzfu93VRuo9W/KESCwr6CZ0/lCdcxRlSWFKlDY0TcNkMkkTMe4g83yjZQ8o/t40DfP5PH1GakMt5kotQ3HL7nAeyzoK2+2gE4gTf9ko3E472kDd1kcPnSffZd/q+mUXltZw8VicS1NThQXemELUpPEBiiP8HYyUy6V4VFisHToYKQl+e9AOpWXRta0NhkDRtDVNY5nN6nAPAf6rG4bDEWVZUQal9NxKxc+T/4ub3gBDKhVzcIKRcg6LqFu46KoDWAvW4VxLjBYl+FhFCFQMLMphceAVOkIs2TMzIU/HFAazsGF4733z0eNlMYaYL0DdXwtXsXjO/EyZZ5DmindyH2G8GC0QW1kVrI7H+LbFNQ2DnnhhvaqiVwrc13gpZOmc58yZLTbW1xiNRhRlKRBg6F9rZdPi8Mzrmqaes7O7Syzg2B8MpTRKYOfiSXlSyugE06lgGpxfNFB4UIUHJ5WkXS2U+Pm8RjlP4zzT2UzKrZSVeGUuPOes9xZ7dtkQHbHwv68G6XAT+JAO5jtio/YNLBu31f7tNlKhyY6t685ooKLR8AEztq1U21RavKEIrcX4kgTZZ+zt7bGzs8t87rDWUxQh0z3LcarrOkFwAp8ooVJnRugoWAy6nUaM4+ST4pBiuo8L0OF4Wn7cMq39+La4877dppQQO+L95PlieUzNx3LiwUhJmXSBXYRiHQgKSkodzJuWg1nNlXfflcVeGxolZqj1itZLgfSoqe1snSjo3kZI1CVigeReiSdlA719d2dPmGFty97+hLX1dQbDEePxmJWV1dArInfj4/KhfYqoywTuYEyF1KwqjKFoDK6wGKWxRvK3vG1S97oAAdbWBZUEL1yDYHhjTENKNouskzJhmQjQi8QmO6aoOUZR5L1aDPDH57YcoxV75dPcARLlXvCkfAPWjaCkFq+7sW6tRTkx1vKdPoi5eozWjAYDbF2jfMg5Q9iVvV6f0himBxMODmZcu7bHEx9+gocfusjGupSAr2dTkSXTmunBNOWsxWTtoqyY1w2TgwnTWU3V67F5YpPhoAyQXyAcaYlnWu1JBTTD2HLeCQIcY6TKozXCSESAYV+UuMbKBiSGFpQUrYzVbI9a2jtf6j2f2JGff3+a6v6LhiogGOk+EtTLt9SI/ltqpMKinf7uoAvp4HjMImYqi5sEnF1YaGPRwTi56lqUlOfzOdaGQH4GN+UeVYxnxIV6WTvvlndwDFR2COtNu93DntStPKo7g/veu0UjBIvu/FHXTxzIirTgORcC/0pIEBEya9qa2XzOzs6uGCJjaJXpjBRK1CZUiLm08xRvdFZOHg2UTz8hll533jOZTKiblnpeU/UGaK2ZTqdUVW9x8xB/Rq8qesNh0qZEVYJ0UWBeKhS+EH0Mp1Sq3AqhAB9I0ihhsY4Lv+pyc1zwZNKypJRAUrqrFZbiBCoK23bfE59L+ukJunrd3fnsuCPHWDRQEZTMrumIEbGADkTFjwUEAp88qdygSZ+R8pv6/b5s1oKnhRJvt21F4WVtfZ2Tp07TLwvq+Qzb1Inhp1TnbQt8DEVZUTdS8qSZzmisYzRvqCq7BFtG77zrywhTLiTkZv1ltMbgMV60Fdu4d1nqm8Wfi++kY33Xu8t9vPRob9us3X7L10a6FJfgUsV1dBHxlT77Ftuof9uMVHRFF1tcnHQ2oSO0Ew0TQNOEAnpO8pSGwyH9voh8Rm2+/f199vb22d8/SLvy+B355M5jVwcHBwIdBXpsutrMUzrybo5Z6I9rR3lSRxmsOzVAt9OU6ijvufeX/552YBoisSEZDkQ5Qu5DoDetCybTOde3d3j51VdxaFRR0aJxKhgo5GeUecU23SISLKANcUPxqjrPuaoqlNbs7O4FIoUFXdC0DTdubmOKktW11Q7GVN31EanzirDLVmjTFWk0RYkpy2CYbCiJbnDa4ouCsAKhixbTtpL4a4VlZ4N0kw0QWYrdgHhRhUkkmKKQxGIVcuZi0J/WpsV+YbGLhgq/wMry+SKcGbNo0NJnw78F72ppRUpjLeVpkRKN8/NaJ9eXE5ls21CHek9Ga0ahQnUsKKq1xjvPjRs3aNuGe+49y8UHP8DFBx/kxrvvBOUJWVW1NgwHQ0SAuZH4FJ6q38NjmM0b9nZ2YDrFlIVU0y1LlNEYpC8XkBYrpKs2EoTCOBMahdxzURqcVRR4dK/Ct05IFUrJ54gJADlcfOvmj/k9vvJ+I38JmFTZsz0Ef0t7H5aWf3uMVIQYuuceLX3YNSZI4rjF3idYIsKAcXI451K9qFy4tdeTxaYsVYIEj4pVHRwc0O/7AP8t7jDfqx1FdIh/L0AymbHL4cHl1251vuX+uJMW4T4gSTAded7wbKzziLirFwNCWNCCTlr8V9ct02nN/v7/n7w/i7Fu2+68wN9sVrP3joivOe297pvsKivtwkaV4qFKaYzANyUksF8SjJSQqTQvKSSnBMI8YRLJiO4BHuCFxg+gRDwADwhSSCiVSDhTZCIXD5W4yi6nM31977mn+b4vInaz1ppNPYwx55p7R8Rpru916VDz6DsRsZvVzDXnaP5jjP+YSQZwgWikvDNgiEYUVY3zFEu8ee6pgaii4jNF8BhjmBctAkU62k7zzPF0YJpPhBiE/NSunlKu94Fcp0J+oi2k3kioczRZxmZhjlAosK0VNggfYD+mWpcVoqw5U7o+p1QFbDXt7SosipIvPY68dWTbGj+fAgvl818v4T15vawzHqy5nB89lD6+1WQsx14/vCq7nKUWLoZICpGwzNzf3XF1dUU/DEwnq56ywsIxcn+/JwPvv/8eu+0Oay0nNSSLV++9x3nHMgsEbOsxwPc9u+trligZj8dp4u7uXuvApMDYd11l8hDOx6gGRPlXyliydmA2VXHFJEZCNmLwYoy2tVfy38efhsxd9Swf+VT+ojvzOzXkSVol311BSflnqlzT9fk5ZNvnHV9qJfWUh3EZVcnohoBKMPnYWDfg+lpRUoeDNE8LYSFnoWzZbCTW5L19VEmVlOz9fo8xhnEcNS7z8JztPV1e02NK9XLDX3LyPRaTupy7y/G4UPt8i60oqQJztvG2h4qq4Z0rm85aTIJsrP5TJbUETqeF+70QjRo3E40IrUU9qoQUtoIogJI0UTCRIhSqwlKlFYJY9xJol+/HGJiXmePpqM870A09FYKvGzGfXbexBu3VobQ6FoNVpSv1T9TC0kZlGEmq6Eflt0sJq00b87JInVUUxg3x4ApUqnAjawF3KVEQmp746DP+1NF4UEYxrsvY1JOxqsb4qR5ze/4zSG8VwcWYS7UHWpBGhjGy3WzovafwU5b1EkLg/v6e3XbL+++/xziO5AyHw5EwzeKFKy9gL1W4zPOkdWqJEBNdP7Bzjpgz02nizd0txuxJMdEPIylnRmNqCxyJa0p86Tz1XguoraTgE8SgiDFKPC1T44alkFeMHe3e3Bgrdaou/r54SM2W/C64LU+MAmQbWxKD9Lm3n6klK9/Z8aVWUp93GMyDB3+ukHSDWYtTM9kYUzvuTtNUezNZ66RfzXbD1dW2FnJedtK99KSc82y3Upz6WI3U5XjMI7vsLQVoMsZ5n6qnPKnv5ihKqgj2FsY8h0LF442aqNJmCqGeh+CBoqyEKmghRLFATc5Em4jGEgzCXUcmFSg3a/FlLtacqQosUzljAZTvT4Snc5ZxdNKLyRiO05HTfGKJgT5nrDG4WgWSV28vIRWdOWOyKKGipOSjjXtvrNxaDWdI/ycD+K5TzyJVOMnMkhVGsLDY6lWVWFqBSkMI5JRwxjD2PTkGorV0ZhUun2e0ymaFq89ZRNoYqHyQT7VjqqlTjMT2vQYan3SvLcvCnKW78otnzzA5M+v+k7IOWOaZw/GEcDEGvv67v8v93R0ffPOb9N5xtdtK8pIRtvglCG2Wc8IWMsdE1/VsdldsdtecjkemIB2g39zdMYwbtvOCtBlJalDFZi50XmJpumlwpSDYGWwqhNDCs2idwzhbp0tavHz6s/hOx3W+U0OSP1avqRVdNd78HR7/B1RSRSjk+pcYoKuiOrcEm6QKykSLcC/1TkVBgfan6TqGoa+NDbuuq/RIl1Be61G1BcGX41JRnQW5dRRvqVVSlwSmn5qw8EVn8gt8pSjFcr+X1vblyFkUhoW6YdcnVoQ6xAp3FSWlGWWs8nEtui9UPrJ5THMujMCKrZ2aFW4UeMjSdV6gPSOsEJJ5WGA2Gn5E0y6s5qrN6sVRqGIaCKT8NHa9DoWpbbFMsygbrMHnDozEN3JGvapYn0vxRGS+RWA6Z+mcx/qMy4mW1nVd7zKBZ4kTOUupz8U6Koqr3SvFEy2/f/rCaPaeKqqcs3qBVKMrhsBcuBkBtLty2YNhEcMnhihJEzEyzzN3d/d861sfcjgcuL+9ZTuOjEPPdJpIIWDHgagGZHlu2RiM8xI39IKGbMYN0yS9yOZlwc8zYQnqMT91j81aUtjLOoPLknAVrSGHZv6/DRgsP6XQqnFdXPx1vr+boyiiKk+KwWVodu7nz0/8POP/YErqkbQJIy5qMafbTb1aRWv2nTEVJarB2hACfd9XnPvq6gqA58+fq8IaeP36NSethzhP0DAKgQVpf855OngR7OXzZ8qHtTNvOU6B08q91PTds1t+6El9nvjX2TxWAfb5bLoSByh1Yq3XV0ZRsjX7jNIoT36PuvFsgUSsJWjrhaSwnXxuFb3S/kE9L6AwAmgN/tk96Z1VgZKRZAhnJelj3GwkrOQsIQZhGWdNX7eXq8vI+eRXhX2K+rSljknUVtnYORtlr9BD2PK89HBZeeeyl35I0WMWh/UipK3ObRH0iSydbEOElOmcJ3cdyRhsDJgYqlKBVUbWxImihKCSrn524kR5r10a6x+rLrfrfZVZL9mt1uCUtilnyZo97PccDwfs0DNayzzNHPdH9vd7YZm3juPxyOFwJMbIm9tbfuM3foNvffAB282W6+3A82c3eGe4Q8h7Xz5/JtyIGhfCWLp+I8XhRhJQBuN49933ubu/5f7+nln36TAMUnPmrIYetQTEmMs7JcUIJuK7Edt1uNFwPwcIkzbAzKogv7CeKoDA+Wtf7BC/v5EziqOrXDFne7i9vMcS136/4/8wSurMUzDyP9n0ahU2dTv5AsYQXFkmP6VVQRSG5hJPKsJ/u90CcHNzwzAMjOOItZbD4VALgFsOvZKMUTyty/Yc5bra0UJ9rZfSEuAWJavfeAD5XcaoLuMGT8zkmQdlzOffDkWRFrjvMuV+9a5K0N/We8hJaFUwDq8C2NrC/oE0EjRZ4lZW2CnEMVLBb9ZrwK4gYnv1Unu5CtOUEX6/wstXDIascFeuvtoqWYwkUNiqJXUDo4oKqYWpMZlqXsr9yiPJzTyv6fEVLbEGk41Y+daJsLdOGLV1TlNKa3sLZU8oPZbquvhC0rDxcuqtFWXeJE5wocQ+ZS0Ymp5pakwVg9BgpPuwoa6ZaZrY7+9xecvV9TXzMnO/v2c6TWRg3HTM08T9/b1QP80zp/2euATGcWC5uSKGhc4ZvJXGhrtR2npsNxsWJAt0HHtySmoAyXVtdE875zjs90ix9yKGgjN459X9TzUBJurzzzkzLwspZQbXYZyUrSyHI4fjgbv9PafTSdfIeQ3Zo3NXV0jzdB75whdVdr+f0bD2cXFlFNjCPIES/X7HFz7qX//rf51//B//x/nqV7+KMYb/+r/+r8/e/2f/2X/2DGoyxvAzP/MzZ5/55JNP+Pmf/3lubm54/vw5f/7P/3nu7++/rRtYs0ra11rZYFTgrbdaijovi2ur8NbXnHb03Gw2jONY09HHcWS73XJ9fa2szDc8e/aMZ8+erSSXTeFtUTDFKyvQ3yXrerkOOFdSl8Hqx6mZHh7jEu57SjGdP6/2tS/4LKrXGJvrfCLgroqhCK7SRyjGWK3UoqRyLn2aVnt9VQvlp6nN/ipm3tzXWbsU/VcLowsEdzH3FTMs192ct8B3RhVSxeOrQqoTWf/JtQjLubB0O8QDlMyvWKBFVbTOd3jf1fIF3/f0wyAFp/1aZF4g0ZhWRbVyJa7P56FKOXOF1lfPvKl13kUgtZ+hfuZiITTwZzsFpvnIuacfFb477A9MpwlrrbC+HPZM80SMAafe1WG/r5+/u7vn1etXvHr1Ca/fvOHNmze8fv2a21v1imYpnO77EWkUKjyCzknbliUEYkyyp3c7rq6ute27stBfJKV03kstVGNoZmBeFo7TJDIF8J2UMhxOB+73e07TpB6RrIHG9bh4Eo2P9oRiujBnn3yOj7pfDz72hKZrnm3xmNX2r8+2td3WU35eofHUNT8cX9iT2u/3/PiP/zh/7s/9OX72Z3/20c/8zM/8DP/Jf/Kf1L+FFmgdP//zP883vvEN/of/4X9gWRb+uX/un+MXfuEX+M//8//8C11LNfJXb3R97+z3VeDmLD2KzuMlBnBY5RFNau0N2uemeEZF0VxdXbHb7bi5ualKzHvPdrutFqEU+8a6yIGz4t6Srv1Ult1jCRiPJU4krTUx9hxauxQIZXxR2K9O8AML6uE1i9dTiEdzRbVSKt6qq8/BGku2qAeQCUFIYI0xpJDV0pbMLmvBO0gWTCfxhGQs2XjJBLRWIT9IQZkr0gr2GYMyjjSZhjJpEgxSSC/GldtP4l4GWKlxUOZ0uYlmHk3rt6mQUViovC8JG6JAhAvQgHHkvJCS1OgZg7ZjEc7CItCcLkyXM946SX+OkW6QurvSlXZZpCfVPC+E+cRQPPDqdWaaSN6nPk/03jUNhGIIpAIR1tf0jpW7DtBvyLzWysVyfvWwhepKnlmMpWFh4NXr1zgD9nu+wnE5EU8HpmWitwPWW47TgTe3r5inIykGvHcIT6NkBmag6wZurq/YjAPgOE2B12/u8eOA9R6MwXnPYEyFzoOyh3R9z3a7I4RZyXChUCgVg8eR6+3GKF7i8XTkcDwRjMX1A90S+N3f+wZf/+Bb/P2vf50pZqL1ZOuqUZKzPo2yTPLq6WeQmGGui/VTXKf29TMTHfMQpP6M0cjEBqGo7xpD1mzLXDXpxd4qkPeaIfTw2F9gfGEl9bWvfY2vfe1rn/qZYRh4//33H33v7/ydv8N//9//9/wv/8v/wj/4D/6DAPz7//6/z5/+03+af/vf/rf56le/+rmvxTmz9nEBqi2igY5i2FqljxFrwJDs6oVYjQmUgk0Al1K1jp1BLPm0Nrfzfi2kFKwbTXl19ENPRoWd/mdSsebPLX1jCiSpMErjHaXUNOIzAiGlKCS4NXVbhXFZv61XCE/3p2q9qqeSGxRxO/v+ClHB2UYwILQwbi0oPWuYWD4jT0piPOc2oMFUoyPFSNKnuhlHrq52bLYDcwwsytFQYLGM0B6V67PWniU71PPnNTHAVLxFIKmkHkJOJblCO7Sqt3Vm7tZ9K3G7IntXkV/SdFvvqvHS6vMWEV89Fb2elIV0VrpGrIKmdHX2zpGSI5lA1/UYXRdrXy5tBxIS3klmY6pWcNZ2I1V1rN5WpsJwxdhYi60bpW1F4RaGkOIvlfVX1jCq3tDXzh0HueGWgqkkVUxh4ThP7KcTJe4RUsTGwBQmTtOJ02kixAXIeO9w3mp25shms2HYbOiGAed7lpBxMROSNFhZvTuDca7usZIhWfqHGX1mKzG0JLtkfd5JvaIirEX/ZvaHA3YJuJg5zTNzCNKUM0HyjmSyPBM0M7UqplXll3LfzHnyTfVcL32p8roqterFGlNr8mpiB63uadGB9gEpcF1/X5e/rbD42QNVGVRP1iAYIhugYcu35km589j4rsSk/tpf+2u8++67vHjxgn/4H/6H+df/9X+dt956C4Bf+7Vf4/nz51VBAfwj/8g/grWWv/k3/yb/5D/5Tz44XvFMyri9vQUQT8cXxmcgCa3Jml+lNCXW03cd0YqF7+zarmKtHXU4VwQLYvEqMzqWmr23LAsvX77k6upKGdMzyzIT40Imsd2OOC+pxvmYYRFSU8ke6+iVdcLZVSkWj6tAgVKdj76n3pNJRCd9jKwJjVIqiRXuLH5V5q1VSG3jxVZpXWbilZ/tZ1tPSv5eBacc2zAMhmHYMM9hhaJiqsq56zpiSkzLrDUjmZzXLsMGQ06G5XQi4UjG8pX33qcbNvzdr3/AR69f89HtbaUIsg5hKIgR7wescXgnvYIehtJKykTjbYq5WhkdUgLrPN539P1A53u1oC05SyzIIZRHRhUIbbKB1so4J96PQb3yDBhLIhFTJudS7Oy0g6wQ6IpxUlg6wFptjOksnbNq0ctzTtax3V5hnXjmrhswrsP5HhsicwjSmwtpyue1AaBzpW8W1OL1JJ2DvfM4Ky0nJHtuISyxdrzFOqzzzDEJe/ySsIg3mlKEnLEpk/socKWzxBAIyyyZk2YVUDFGptPpApaF/bJg9nt+55vf4Ob6mu1mw5xnwrwQXwU+efOa1/f3hGWi957tdsRbgeW/+tWv8vLFC956+x0pF8iwP87geja7jlJgTRJ+QOsscRY+xdPppPMRWZaoBqwTslnna03TEmLNQjQqawCs91jv+darT4jZgu84LQu2G4jWMSeZs5SNNKxElEr1m3JJsREPRBSUJWVH0wBDlUN+TL1o598SF1UfKiP91JAOwQJxF6slV5+nLOdK1Cx1FLpO9PgoBK0cnMV4UqkhhoM6AsJ56ipVmnisuZElj3laj4/vuJL6mZ/5GX72Z3+WH/qhH+K3fuu3+Ff+lX+Fr33ta/zar/0azjm++c1v8u67755fhPe8fPmSb37zm48e81d+5Vf45V/+5Qevr2JThi0Lvljuak2UjLMy2W32HW0WW5aH76w0OwvzXC2EMEvrjRJvAqmSr9aUHtxqD59S7Z5SwnptSqeKyBpLdrl6VSXe0SqYs7gI6kCn1PxTaxRRAjYbUlqVSFtQ28ZlWoz90vN66mdrxZVrM0Z4C1cYlQurs3gIayzm3CLUIlcDWIF+yrYTW0Pur/OesR+4utpydzrg7hECVkvpOAexGBr1cTwCo7bZfhcarGnjbUzxhFSg0XpSjYIr83J5LMMaQK7e0wqLZfXMc31HvmSwmDbdubGgDeu8ri1jbJ3LmjiRVcl2PcNmg8+Scdba3tVCLgk3qvCrVasGjzB3NDRSzfdJDR9imevVlaxC0jsnXWrLneRmJnKugtja9eFlMiFF7k9Hxu3IwCAiWxXcZjtwc7MhTOCtYzP0YoQqk3kGQky1/YbzIlit9RgV9oWCyiDG5zRPHA6HWgu1LDPGCDG02hDreiqecXn2Box19MNIzOAPR3LMLDkLBO0cruuxqiSyMasXhRFFVT3PlRu9/L+FW8/WbX7wy+OjdYMKgJALsrC2TzmXps2+r4dYZSvGFiBCnQO91pykPrE9glkvoqIYn3XNF+M7rqT+zJ/5M/X3P/En/gQ/9mM/xo/8yI/w1/7aX+Onf/qnv61j/tIv/RJ/6S/9pfr37e0t3/d937fiJFXPrIFaW4opWYX7Ay67xhPIykqck0JqICnjRUkpb1jf+cZdfaiknHU4F5WN2pFcqrU3UoVuyJoaZs1KtSOXvwaTi5K5HG1iQrlmEVa5WQScffcpT6q8dpkS336nHW0Mr+1q3I5yD7Uhm34e2s+qkDZGPNmE9hJUSE4hg5wT3klr7+12ZOg7hRvO9Eq1wpvDP6WO1J86f6cCYBWCbZIccpNb1GBzReDls2Ov/xeBizJnrPfc/mu2v1x8bmV9A/Wosrz0asWRzjWul7IITOc8fT9gk7SLUE7uKlQvlW4L3RhViu3tlgLoYusXL17SqgX6qUBanUNBC5LG5qS7raj8aozkdSbWB5iJOXOaJ5YYpASALHEqZxnHnqvdhuDVQ3SOTrPpTLNXe9dr40JVukagVGImpSBKMkuh/TRLVmEpXk4pKHRdEJfm6RYY26wGinWOru+JgPcdIUdSTLWMwjqPrb3Byv3LWm+LyxNAjUOdr9CnV3Qz8sXvZTHV5/Pwo63pdj4eptnXPdteVr3Wh57duWxo19oXU1Tf9RT0H/7hH+btt9/mN3/zN/npn/5p3n//fb71rW+dfSaEwCeffPJkHGsYhgfJFwCnwwmbV+VT2qpXwQtVcl1mugHrBGfJLstavDl0HSEvvHnzRo6jUJT3nu24wSBUOqXo17pVwHedFGDGLIWo1jpKXIoEMcczpdkqiVaBtDVR1UtrMgXL+0WYlm6q7WgVVvt7UbitN1Xmrr2GlkWjjAI3lGO153pYqNxaZoW+R9MR7PlzEWtcrLvceIogbNgvXz7n9f09XefVEpVNZBVWKsIjayv0TxuXW2T1/lYF5Z1bEx9SJptEtg9x9Mu/Vw+LKuUf2b7rHAKl+Lges5qoTeKCleSHJbR8fko9hShDoV5ykDxdP2BCxsSVQ048Jpqi5PV6ck18KPtkjR9ejnPFVebQ1IzFso76rsPkJK7xIynxRq2JVgQLdJjY398zPbtWSqKyDjzPn98wdI797S1hkZbz3ns61zFNJywWkwz2maHve8Is5LLTdCTlQM7atkNRk7vbW5Zl5jSdVE/KOu6Hjr7vpJNxjPXSJZHHYa1Atyga0nU9GccwbghMhOXEtASmZV4zWTVn5XGwTnVKU3C+GlTfidE89Gop5eYtc/6Zy+9Uw4bPqV8uv/tpx/708V1XUr/7u7/Lxx9/zFe+8hUA/qF/6B/i9evX/O2//bf5yZ/8SQD+x//xfySlxJ/8k3/yCx27bVd+WXcEunHg0fcu4zGFuYFMbfl8PB5rckSpl6rZdSlV3LbEVUCEfVJYMCwBMsQUIBlMPFeUl79fpqwX7H5N8rAPFI9sGqucgE+vnkuv56nPttfSxq0+7Tvt9ZRjtK+tkGBuoBORTtLCUDexzQrtFIFasvwsu+2WYdDW3lkApFoYWs+RzxxrOLc/L32o1XtslSWa2KK1TsWSbqz+S6+1XsMjG+/JGatvXEKGpqqw1WkqHgqVBaMUN1tVYKYxdoyuCWMtJtkGLFoD/635cHbu6gmt1ynPob324umuM1vuvyQFWTW6knMCw4V8ZrUXg7p4X+3d55ylI4Gyo1dFn3NNTjro2gxRYkrJRubTJAoKyzhIe4/5tGCtwR8dMQnvpsRxZV5PpxMhSNuPErPTpXRODdXEiesjOfM2BBKwxiFdnyV+vWiYYN06jbt8tjjESHjas/kuj8abPh+PXc3nvcLHlNMXP84XVlL39/f85m/+Zv37t3/7t/n1X/91Xr58ycuXL/nlX/5lfu7nfo7333+f3/qt3+Jf+pf+JX70R3+Uf+wf+8cA+GN/7I/xMz/zM/yFv/AX+A//w/+QZVn4i3/xL/Jn/syf+UKZfQAhBWJ0q5LhcevemJWhu3zmMlEgKa2MeEYSS3r16lWtkdpsNhq0zmIVGnCGxvosQgJlzRZiS+8lyJ5jXpsH5fU6W8VUkg1KTKvAfpep7EVhiTdm6Dpf7+9S+X7anLSK8TFPs33tKWXVxrUur/FciJ9fUz2/saKolCeNVknp5zrvefn8OdfbKzrXs8RZ08xLfE0UXlEmZ97MekWP/n7myTXz413J7NP1kSR7y5iVmurBMJcQx+cYjxympHdXaahKCCDEWQuNV/jOWCvMCJ3HzKKYnHeQnfDIRSEMzCmLN2ieEg+6lu2qdKQVRZkr2wjmc4UPpaHfimZI+UYixEVSruP5qYondTlSjIRFKIpCEEMvp0wI4jWZYSBEYas/HU/47CBm4mmm63pOhyMWw9CP7O8P2uwwk7LQHDlv6Ly2oa8BfUvnO4ZeYEPnnTakFE6/GIKss1TU0rlRIktP5IB0TZjY7w/sj9rfLK2956oaqoqq/GIvjJc/KHX1Wcrkqe/8wYwvrKT+1t/6W/zUT/1U/bvEiv7sn/2z/Af/wX/A//a//W/86q/+Kq9fv+arX/0q/+g/+o/yl//yXz6D6/6z/+w/4y/+xb/IT//0T2Ot5ed+7uf49/69f+8LX3zf9WeFswWyuvRKSsfSklLb0gqVUSjoBSY0utBOlAJQ7zusc8zLIp9xFpudQMgpS5+fAtnZjAROssJnEkSxmknWXgOsnl57LwW+Kx7S5b9yLwJ7nzNLXCoLWOmVymdqIWvzubYO69KLuvSOPg32aj/7QKEVJVWvw2B0c0tH2lQch3os7z273Y5x3NC5HhMWTBRWaqzFOMmSyxhyEu/MmlaAXvyW12O38yG/lzXjm/nJzb9zQ+B8tEr+/L5ba/rse6Yca/1+cS5MSQwpnp0pmYVWePwQlo6ovzsvCQTeOezYkU6GeIjkHNYsxKSQqhEPq3qJuTBemLPM05J5JnCgXFwRuOVeDNS6rnYqXGll7xyxPNTixqmrWA2E1nVD+S5DICwLnesAgak763DWE5ZAmMVTOaQ9sz2Rl4z3HZthQ2c94zhy3E/VePCdQMPeCe/mdrPRjEOL7zvGoWcYejUKY+14kLTbtpR/aLwpC01WJkvTzST9sTCWlGGeF6aTZCWXHBVrzLqMVD6cL8/177wuit/XeHCEx4yiXE1CqhvJaiiu4ynIrriG7b/v3PjCSupP/ak/9amwz1/9q3/1M4/x8uXLL1y4+9jw6kG03tIlXHWZGHDpRbWfd64wEMjnWu4+5xzWWPndO62fks1bkKB6Xt2AxdPJWQSxY4Xx2nhPtd71XtrY0KViengP+dE1celJtb9feg7t+y1XYBmtUrpUYu17lwrp7HuU86gVWiG6Irw4g7ZQyKkkl4yDpoRbvzKca3qhKV5FFQDqYVxk0TVGavW2QL3Z5nyrV2yL/G7+5bPndjbK9T85cr2I8z2Um8LI88B0URwojFeMljXLb1VSJYBPTvTeMOfANJ+IiyVXT6qInmZNNHNTjJ5yztXrX4VPMTbK6y1SVOfESG2ijVZ58tZkmfqsWU8qa4KqOHPOxBAJS6B3HWTJYuytx2q7m5TEm57nmSVDOEU6bdl+2O7kvWnRLD+nzSYluanvOsZxpPNeIcSBcRyEnHaeWZaZ/b2kVKckBLjJmDM2j5W1UTIdY85yny3ctyz1mcoaa597Ufx5/cnqaf3+VRTtkqtq51K1nP2WV1vi04d54vfv/PhSc/dJQkUPnMNY5e/ye8vY0H4WGrjNOc1oVtjJWHa7K3KGaZoplCppXiocZULCWcBZos1gcoWejBHvS1KZPRaDY/WKWiX1WOJHmzBxCUldtsGQ/jVLnZf2u+VnYbto413l/acgqk+LW5Wfj8Vm2uSO+nmD1nGoMMtIVp+4otAo8FTQLqMkpNaC6xi7jr7z8pWYSTFjTQYHa83FyjBuTK7JUq0ghXVbns27QlZOE1FKjUdrJLQQ4OUoiu7SuDib00dET2uzGnIJkrEW8ekasJZhuykPRw2oyGkSb2Gz2XB1fU3feZ7f7PjkG1/nw2XiNB0Qx72J2ZnzC6gGD+3eybUHUr3OohzO1pewiZRjJo3hlHii14L3fHHOsydiVvVsjKFzArdNx5MkK1kt7t5uGbqOt16+YOg6vDXsb/ecTjPTHnpvsHkmLDO579htBqU82jIvMk+7zYar7ZZnV1d4RS+ct0J5ZCxeE1DGYRS2j5iYp1nmL629Sazv6tpKSVp3eN/VnnEhJGJIUpepnuacF2zKxPYBPLrNvj2PpBiC67pbDZJimFXvmYf2gry/xnjPntH/j8aXWkldCu/L8VgspvxeRoV0soiJkhbrnOPq6prT6VgJU5Na7lmPXWE1ExX3B2tjFSwlA8oYU+sH2vO2SugSrnysJ1NbJ9WOlCJLmJu/z+NzreXftgy5hEQvsw0/bd4f+/2STPbyGG0crs55EeRZaJGqACzPSzviWqRnT2cNrnS/RQSbNSULzVQv6VIZqXNbTktx4lrI6bE43aUwfhTCZD14XY/53GZ+SuG33swjMy13WPpQVa8Kkfj6u/eeYRjJKATedzx7dsXxzSuJVRpT2TbkXKY5PhXSO7t+U5KEyidNM6drPEwMjya9Xtdp8e4yF8c7O/PFL+ppGGMwGv9dllAFrHPi8WzHkecvXgiEHwLLaSGFhBkNQ9ex3W4Yh0H+9SObzchuu2UOwix/tdtxtdux2+0Unpd5bPn4BOL3tZQlKRFtiqEq1GS1026GGApZramKPCpMKIxahuJ7tarBlOdxplN0BTdUU19MT7QGKOeLKz/2OanXMmeb5PIhna+Zh+PbU6qfZ3yplRTwqCC8FC4FOmshwMvvSLq3LESv7BDvvfcuH3zwAbe3t7UttbVWIYBE0vhUefA2WUkL1rT1cmyQjX1GA/OEcCy/tynm5fqWZan9ddpjpxQJcXlUED722jnEuVI8XSqrNh39MQ/1EkZt378U5uWe6nFQWCelmpTQJFiKh+M9WEdCWMc7a9h0Bm+k8NEbTQk2htAI1NZ1KtCFaeRAq0SLJ9Vep1jWa0yqMEAIH+G5h1q/V/5vxAp9mOateuDicRTB/piSqm1IrBWvylotjDVaOmXAWsbtlmEzcp2FS7LrOl7cXHP/6mP80NW1mDLaBgWyNepz6nrOBQgyFf4EcXJzaxOZ8+stXmBRglKwHgkunBHmtl7SJXx4Po/izeI9MSZOp6kah77r2O12PLu+IcfIm1evMQnCvEjN1M6zGUeeXV3z8vkztpsN2822EkInEsZZrq6Fe/P66qreT4tsOCvMLqYfzuLYsidDvQ+MIWGICeFMXIJ0ic5SULwsgWlaWIBkLMFYZbKRxbAaAUUxmHO3vy6i75In01oMZV0Uj8uU53N57svXLrXgd/5av9RKqvNdjUPB457VY9ZxC3m1UE5lE3eWvu94+fIl+/2+dps1RjL/WpGS1Duxi63vSxHh+fkqC0gjzNuf7cg5S8C1UbgppXodK3uGVv6nwLKsntRjx24Vx+WctNmErUIv7e5bZXU5h63Hcelh5It7PbtH9ZhCFOaOVkkZ46EhVjUYwpLonWM7DAzWs5hAtmmFanVqE1lLctqstOa8zWsGKsSL3oM1ypZgBfY7b0f/OITHxTEvk9EfQH4Pvt8YVeacxZ0CH9tV+etXMNbiO2nCaZ2rhK0l/bxNBzeIQSCMBxlqRIVqsZusaeTWVSFVvaZmBktmoVULoEBMSQ2xEAMhCiXWueVQ5qmk3Tf3aQwYS07S/8phCSEyG0lAcM6xGQdJmAiBcdwwjROd7+i7gTQkXtzcsB033FxdcbO9YugGxmGUDFuTzxI5XDWwEhmhQyrXadRjLes+JUmeMJyvaykDMARsLagusB4qF0JYCAmisUTr1AjT53qGoxbPSV7IjyqITx8tZHu51h5fs60SfMRbenyZf8pxLl8zrIwtkmGqVDFcuGqfOr7USuoyDtV6Io8prseUWCu02+dordOMslHpUVYI44EhkSLFiq4Cwp2nlJOQNHT9yuU1wBo7a5VUG995qKSoG2xZJsqmf8zraQXc5XwVK/HSmyvJHO17xdNqx2Wc6/K+2vO3nlfOwkhf2qaIkjI4l9VJUA8CMDnjjWXwHm8t3liiWQWywKtZvdwCGVI1lAjjcl3Ns2ufRevVmjWQvwqO83u7VL6Xz/XheEpQPFIdU09efjdq9ZdvFQEvqdNd19H1nWSNNtZwVQKfct25zkm5f7uq2eqRNtdTZKFZ4bviXYmiQtvgFNf4Yl08MgVGFWkir0TD2kpDOvMqiqB/O1uMJ2G2kAxQ6Ru1220Z+oHed1JQbA3kpHFlIT2Vh1UUrF5rc4UybedZs3VKimJOSTwp5QIFFEXR2C/Fu8wKC5rKQNIQS2BYlXY7KZ9bR7RXnh8qq6eMqqeVlCrSfL52vth4ROk96pV99vhSK6llWVj8Q1qfSyHdplufxZKaz4siEmGdU6iexPX1NSclwiw9bLyXNuPGCgP1ssyN4NNzeleD78MwiHUfcl16rfdRiGXnea4xo0Ko22Yslo63bUzJe6dW9EhhXbiEEC/noiiaSyVyOcq1tHNY0uRbhovHYjRPJWSs7wvxZVTy0iUEctkU1mKtF8jNSKuMKUY8MDpPj2EwRmqBnDQFXIxQWWETWfnqHh2PvFzYL2Jan42zks3Zxozsp3hRn3c8nTgh40xMnckIUR59twrBaToJewLCbl4IfFNKzGERcmJN2THGqZeqwudM47Tj0phrpGmxgk0hbbwwOMgEgJBxNkg3XaN1WdUQfGL+1KCIIZJJOCtx2RgMd/sDKWf6ruNj9zHH45HdMHJ/f8/hdOK4zIQYpB28kueiNXdd71UJRciRnErH7Zl5dmfMLpdGWiu8nfcQTZURKSWmeQbrcaPHdT2dN9q6Z8tms6XveiE8zvHCt15vOZ/9YZoXG87IP+CxqstmVaq3l+tyeKjY1vGdve4vtZKKKZ5R/MC6YVpYqm0s+CCWcCZIpW4nKemlfF84vOZZYlKle2tOmVQpjtYGf0lpmmzyFKqdZVkESmkCFS3UWJRBW7h7Ca8ZIyn2JcbWKimxRFeG4cvvlvssEMZjSuqx0Xp27WsFAmnnsJynQIfnm32d93o99d95QF7iI0URR7F2Ezhj2I0b3n7+kg8/+oScM6+nI11nhbHcWWEYn2ZhfTZtkkuhOF0t9pxZYTUegg8tNGpLth2rkfOYt3rm6jwxTL2mVfnJM6N6FGceUP2d8oHVy2o+k2lasxiZy2LFrydq15/mQyrGevmsCoFsPadqUjlmvGD7WHkMc841ESE1XlQ5vcScSvuQ83mtXJjZ1MakkFlCrP9O0wzKZD7NC6a0hrGWoIkKIQSSK33gJFutliUagFShuNL4tM3cfDhWj0vIfCNR6amMlUJg6xzeWHJFGszq7YWo0LIROBBTu3qR11YxjQZorrWcv1Vpq6G31tmt++t8z+Wz9ba6g2d3R8ZgxIqpxza6UXLdo6XdUOlg3aiy3O6hpxPaPh1peHx8qZVUCIHgVmFYhG+hMmoFcSv4n4L9xKK2YpxrjUwRure3t1hr2Wy3ssGTsDUXPD4E9YDmGeuEuqVg2jFGvHValLier7XiinIqwrHQMLUZf5eez1rbZaQ9iLxT328FaflZkiQegxsvR+vZtQu/FCKXhIPW07qMbZ3PrypNhaPavloUzxKhugGDyZaktEm9tby8vsF8j+GTTz6BnPn49p7t1nG93YKXFhIxlRjXyj0Xa9NFU5kbcqbSB51BneXZNGn8RekuF4XYxWA4EwxwZhS1z+IBzKYCAFNYM1YjQ5TPmjCBsZpIYarOqJ/RYy0hqFKz9TqKEK5ZdjpSWuNsl6NmkcZCvLTWDuaonn+KysBhsa7UvwnEapQhI8aozkGq1yu3prWE1GgfpdlkZ+W9mIUSKWdJSuiWyLxEjtNMSNKVIIaA73p815EUiXDIMULX0+e1TjEVLmhT1nBgmopiL3Pg1ZFvs/A0q08N4lL7FEMgAS4rZ6fvSNZLm0eVO85LvNDMixhj9mKNpbXOrcKqFEOluSxD/aM1tmttYIPOlC+IjNJELdb1X5HA4rlRMgBzbUdSllZeNVW9FFtorlI+ex1K/NLWAul2vbXr/zI7+bPGl1pJtdlX5WfL0FAmqoXIWgF6OZE1uUItFMn2k9fv7/c4J1a7bE4hkDVGYCeB7SLH46ny90mbas0YMkXZUC3SVngVZVgW4TiOZ1DdY8OodW0M2Jqgdq4Y2oXx2MK5PP6lQK0N4S6EbutRtMZA1xVG6ocC+cxSzWIESouOjEeobYoFH0IgZQmgO2MZ/chbz57x9vOXxGXh6x98wKu7E5txw9Z32M3AkhJLSio4Z2JMYl0vZbNC5z2yiTO2acxozZrRZ9RLuYRHlxSqkmo9x3Vi6q2dzeXlaL3o6jk5h4p5iWu0SqoZUdtkFIYHWbOuzpnXJIoQRFGVLsniLVm14Yt3mcV6ZhWM1bMPUXqBGRGuOa1ebgiRGNL6TI2h5TxyVhITUpKHbFiTksq9FeWRM8QCF+ZMp8fLUTLnUk5MS8AtC1NIdDHjPJzmgDOGzXZHfBZYxomuU4jYuSpMi59QINHSALVkPJrG+c0kStNLDJp5Kv20TqejtLc/nOpa74cB33UCBTonSSnKPBFiwLrCIlM6M6tKbk9at0NROLoGivLgKe9u/Wb52cqDs7WmSupJJ/8SRnjqNbTnWOUJVSXVtOYpnt1Ta//bGV9qJdXi3K3HVN4rm6j1UqpQulAA7XGyKiGTNOHXWE3/FsYJ0wh7oUMqvX2yxI1ywgZ3ZlGXjWlYhUGrqAptUxlFSX12DCRXRObs1Ue+dxkXeEphtdd0Ni/NPLfnaV9/zOs7O0dGGCIKPKDejc1S+4R6QlUJZuXyc5mxE7z/q++9Bxhe3vwOtnd4s0JyY98TonDbLWZVrjk31UHNZhb4TwSxrw00V5jtMY/7ck4u51LO9YiweHRO0Oe3Ql/Vk2oDzupFybHArkV49XuFFV39MbGmy3XW+a9WkhzrwRWhUPZar6YAqUKIWi5QTW69hsbqL8qgwGQrXHYpwFZGkKzHyHrt1H+WEBMhqHKUJSJGl5NY0LjZ4J1jsJbeO1zXNYpIXYfinJpCylwUpa2CvALPxdjIq8KZl5lZvShjTTVqimGT9DlkVcgpJ+FUdKvCvmQ9XO+yeOG5UQyqVMz67rqWHjyxOvlPKaj2tXrEZk80mPv5380fRg0Wa+yq+B7TZHyaYf3FFdeXWkkJd587YwqH1fqv8QQdNcCb1jYZZxl4+t3peARjGIYBYwx910MWPq43b27pB6lF2e62mtZaampMhUKKFQuGcRzpC8z2yEN9THhdQnJPjdWi+XQX+rF5+CxlVX6W7MbLGNVTXsJnXjOFlWA9jvNeLPUEmCBsFKKbMDERj0eScVjf83/64T/E97//PSzzwt/74Jv83offIpoTxjturnYCsww9+8MBAxyN0tkUNmtVaMaIndr3Hb7rtHGeJLyMw1AD35JNmcHYtaHhxVzW3znfzOW74n1ESi8j0M7HDWVQMV7Vlpf09xLHbKbV1P+b8zfq/JuSN/CoCMnNUerfxWo4e0jn37tUvOth8lp3+vByq5cUkwjuXGN68hwKbyZACoGMwftesjwzTDFiloX7aaLfbvAYYRu3kjize/YMbwzPdztJ7cgJqynjMTV92YwBa3Cdo+t6uq7Xy8+EGFWfyaSlnAmaHHE8HdkfDvIMU6L3UjC93W6wvif7jiWv/H3ZgPWWvusIQ2IzDpglEBaFSREQVRJgDF4Lv2Na44i1OWnjqP9+x7o1G7OjIHqPjvWBrnKrNeo1uaPG2j97738740utpFqoqSgfOBeUrbdyJkxyPhO8xcoXb0ibxGWpJC/elDFJLaLC9qxB29qRthDISsv4FOV335CVPibgLwO2j8V0nhrFWmp1Q+sxtq+1996e61KxlNfaayhzWKCuT1NGn6qoBAGqdVJYoSPCmAoXuOzkg1Yy6qwBmyBNC6d84Hp7w+g63nv5NoejCJBDXgjGEHLGqVdU4nXqOK33d3azmc5LY8VilIjhYmofsVxCBsXQfhLCe8IzKWtN27Ub1rWLepLpTAyYqhCMoQoBU2Wt5Oyl5vMlNlF/z0XtPXJFuRxS072zfrN6b+teOBtlIvX4uXzfXCqwVoHm9XI4P2ap/RLve4U4DdB5V2ckpIj3jmwsIcESM713ZGvJxtKNPWPXcXV9jcmJvCykeRIkxBqtdTOCerg1EaV4VgDOuDqHKWey0k2dphPTPLGEhRRFolvvFObrMN6RnIWYyUYUW6wKxuI7afMTM9gQtDuxJFAYilwydY6iPrcCldpm7s7X1OVzeXrksjZaL03XAQ+eGRc/Hzt4q5RM+6ipE5vb75sCmzSemnl0aT42vtRK6rKwFB4X0GeB7eZzwLnQrUpqIaXMPBe4SBudJVlg1jpNd+1WQWMaQtKUCEaD1kmYmaV2Lz9YcS2k1CqEx+qRLsd6L9I6/DHlcKmwS8yhfe8SqiqvtQXQ7XfaOX5KGX7WdeectbavWJQWB1WgZBI5ZrwyAvkI8TRzOMykm5f03vOVt98RJXU88q39G6YUWVLEWmnv4TQuYSUZTI3kXJVE2Vl97xmGns12Q9LnVVLQoYGTbbN9m/W0/tMjpgTKZVcUVOlJlCWtbc1+1KQI22jBqqRotnmTHarJc6vSqspL2PYp66xRDNXDKt7VBdxXz3x2X7XxOyX9fIU61y+v6xeFS8/FWPsv5VzZLEotnBgFYshlJ3GwvuvUADSEFJRo2BFSZgpRkiW082+/2bDdbrl+/gxCIBwPTCRyCFIMbjIOg/VW2+igjB1rRqwrbPPAEgIpJA6nA8fTkel0Ylai2K7rxVPve3znwXmSXZV6SLFhpbd02TOOPSEn7GwwUWaiFJCjHmXKgi6QSuJKBCzZiXJ5DOKraQuNo/hws7VPeV0PTyuoi9da6+yJYfTkpqVzoqzF9u/mIjN8drxNxpdaSbVxEDgPYj8lRMv3yr+SFFCUVcHyYSVlFR6/K8nS8x7XedDvZCQpwilMZK0laqJG66V559Q65ME1XqZrP3XdT8+DedCN9jFlcZmK/xi0145LtolWgF2mYX/+i0W/UyR+U7So829tllRdl9n6jsF2vNxccbo/crzbc/vRR8LMkBPPhg3f8/IdXt294W5/4OPDPXkYyH1PWBZSjGDQhnZi1a4FwGsblq7vGYZRlZRCrXqf3jkkovDp3mPZ+ylnTIpIVlkTl6R4Dg/7eCVsPX4R+I+N89cfGgiFAHWFZldVVxTVg4dxdgz5WbIi167FKyVq6WfVPjOnCSe2KF7tJGxAGyDq+3blh+y6QfZN32trFIc3Bf48NzRiCByPB17fHzD7A289f8bVRjj6snVgRYHlFCXrFkQLOmE6yDkzLzMmBpWXWeOQAsGnLJmLKSUOxyPHw5GPP/6YJSzEEOWzzjGMI8Mw0PWdEkSoR6lG3TxNzPNMSjJfzlmGcWDJmSEsLKcTxKQcgJq5maXNDFkUUiGoXV2U9vfLZ5brz9ZbNcXr/Rwjw7o21MOuVkhdcMVQKUpmLfheo2uX6+s7M770SupSsH8eC98YcxZfKTUTxljJ+OIhwWoRXL7rzixkYwy4c4+oPV+rSF3bkry5xsey+D6PR7KOh7G3x+6/Tbf+rPlaYZhzSPWpY3wWBLheKbL2dUM0W0zeNSVVHIwzeOMZfMfVZotbEvk4M02zpP92no3vuNlu6YzFxMzpeDqDJiu8ZuW5dk32F6yFsdZo6qy3SqNTEhmE4dsaQ2xYCdo5fuBJ5awZoBdzYszZvMp8rLBPK5LOrNuCBeWSGNF+vhhVzXnyGQPXg/HYy+1r7f0U+CarC1aMuAIz23pfxTFoPQTqdZb1WfZByWYVr6TDWSl899aTMcSUsPqsvHPElJlD1P5MkbHvcc5yna6ISWC2eVlIy0KYF4w+9+JYkoWsFiPZuNZZXCxQ/Uq8HELkcDhyOB44HA9ranzfCQ2V9/r9NYu43qcphfnaUViVl1M4ufNe978aE6XGiTXT0VCQFEvObQS7yJPHnuDjxoapCuf82RYvvVYPNrqlXMNDXtsLOFif+8O/v/PjS62kzMWmb4XuZXFv22TwMj5TAtvWCqQzaI1S13W1OLBYhABhCTV7B6SvVRXUzXFr3xndmF3XPY7wXii2b2MiKlvzpfC8PEerdB7z3No5fCou9hg8+XmvX1CzwidnCGjNGZmEcMs5rNSVeUOPo7eOjfP0my2bbPnk9S1LTBjnyeMGay3PNzvuDwfiPJOstFuZZ6GRgoxzHu86rrQ9Q9+PKwylzyrMC8NmZOh7+r6vnnnxvFLKTwjzNSs0qRCKDTFpWQPCzlMEejNnTSG2NH3U+W0gvqIYyLYKfqPW93pRKvzUo1oVzdkTePhMzp6regcK95Vz1fetkedUXWLVSRjtz1hiPqYKv7KXYK07FK92kEaNw4hzXtkilAViXoiqrE4xcDgc+NbHH7PfH1iWhcPpyFsvXjCOO/r+QIiR4+0dOSyk+chu6Bm8o/eWlCIxLNwd7kk5cZVmxjCyiRv6ridnOE0zp4N4UHf7PdM0c39/X7Pz+qFc64DvO+ncWyFRtF0MHE5HjqejxLAMZCOds4fcsYsjx2mSsgii0CTFkvZukLY+Fm8NeLmuEJq5bvbQ5x05P/57+9qld97k/9XXWj3Uyro/iPGlVlJwLjBbodlaOZcJFW3CRPl8bTholKjTSBLENE3s93vevHlDRlLDjTtvc9GerxZCXlhZIn/ygwXXjseUyheYCIrlVo71mDf1mDJqz/d5IbxvV0kZLjdOVr43FfBVsGnrBDWF59NEngM5JDwGYx3dMJKMYcmJ6+2Om9OR3XbL5AyTyWfnKJBT33f0w8hms9U4QGa/3xNDYJomBiXVHfpBsr+0MLZQgZ97O+vxcy5p1GuRZtsgryghU+qwzp7HedLBOq/1Ff1CO/+FsPPhdaBKhtwW7DbrMRdL2dTEifOb0jq4B89TFWnp8tu8Xltf6Vpf50nurRg8pZjcq8AvBa/OidcUk967c8ogETkc9uwPB27vj5xOMzFE3twdcK7j1Zs3eAvLPOBjgBAgTJjrHQwDY+e1YDYyLwsxBdjDvCycpgnvOsiZ0zwzHSdOxxOH01GhfL07q4TRzmGUDs1YqxLeKouErKV5nip9WVYlZRzSZqaT2GcCWBZp8ZEzITZGSCVhzc1rD8fZHqpr4vIzxVMrT+LyICiakasHtS5OGgTPPPbt+kqurtdTCem/v/GlV1JlXEJl7b/L1y6z+gQf72ultHWSWRRz5HA48Mknn/DJq08wxnJ9fc12t9XsnhKYP+cFjBcKsKSnr97cw5qZyySGsyLRz7z3p+fjKW+qfe0xqO8Sury83s8Dqz66Yi8C+7JBEpFELoWhWrXurMVEyCkxHY6YkGGO+ATeWTbDSAKWFHm2u2I/T9zsdrxJC0sKzfkL1m+FW20cuLrakRKEGLm/vyfEQIyZm5sbnPUM40jf9TjrqsA2mMpD197vYxBviokYw9kzMkUJXz4rHn8G60k4g2QK5NdcBBUOKv9L7Rw3Qu3i/E+JlZzFqKqCq0BRNEgBWiejign1tAqUWy5aiqsl07IUe3ddR68Ggfeddu+1pKAXmKRF/DQHPnl9y35/4PXdQdP4M4kDxlhurl7hLEzTgJknTAzYONN7WUPboSdngfLmMAtjRFgE7nNOUtmzKK15mplPE3OQ59Z3g8CB1mK9w3q3KqjGY5S0elkj0zwxL/NZnZklVwNp3AwSJztZQpJi85Sk/ksIeSVr09hVMTyhpi7eabyezzGegnwFDizP3Hw6hFcMLH3e5vEL/X2PL7WSmhdZjJIJZ2hZi1dPqaSgr2ziRVm0wvgsDTZJ0sTpdOKjjz7id7/+dT768GO890zTxHv+fSkgVNgCqNBOSrFKhDNBnxKaH9fcwbnF3I4S03hqiV4c4rtiwbRMHpfeZzvamNVnjVL+F7UuJZEVFqki7ezzzkgdiU2Ql0CaFuJpwnpPZ4QuqXeOwTs2fc/z62tIMzYFstkzAafTuuGLsqiQJ6YWD5fYlHeeoevpVHguYRF27k/1Lh+WAbRzmNWrWeX5+bqzprBmN5yIrM9Vaqaav2tkIZfTy4+inArbz2c9k0y1gtcztkiEOUt9N9acoQRllL5e5TOX3qC14sl2Wo/WDwP9MFTGDIy0sUxZmgTGnDlOM/f7PR9+8orTaeI4R7wz2M4wh8Sb/ZHf/ca3MMB8vcWFBRMXWCbGriOGgCFhcqDGRxgAAL/wSURBVIIUOJ5OzPPEHGalzkpqIFisl2w0SanXJJuxp++lXm7YbJRhwqtH5bSIVwp5U4qEZWE6nViCdO8unlBZA845dtstwxAZhsAcpAeV9QshRKYpaI1UkIQfDNK25ju7uxVh/kJC43Ff6g9mfKmVVIkXiYCQVOMyWoFaqsvhIUxV/jl3XpcRgzQXPB6P3N/fczyepAPq2FdOuxbyWDetSKFCuVOgwFSEz5nHtK6Uxzyaz1RQzaequHpEKH2W1/boMc88nYdeKVCJROWWHznWE5cvVnoiJ0ilZ2QLKZS5ySVdXMk5NSU8BVFwJmYshs5aHJJG3HcdQzbM2dJNk8YaC3yyKlsJlAuLQZvcUv+Zi+SZnDVj9qHnKP/kmleHJT/4TAXAztafGkePBJ9XBbW6Uga079M6atuH3MJsT88/j75vzn4Wq3r9aLO+c+u8NZZ3C70/eglNo82G6NgYScEWBzATc2KJUSG5mdNpZp6FJgtrMc5UuqL7/ZHTPLMNvVSCx0haFo6nE85A58STMVng3HmZOU5HYgjEEKWcxFm6YcBbh7PS4cApJFlaoHRa8F36xUnCjdfpUDqkGAlRyHdNYdFF17oRmLdT9CWVwnCt/TLGEkIGosxFLXQve65FP6qT/PhjzesWevrRf/oHzmTK+vg+fVw4/9+p8aVWUof9AUeuLTEKZ9xlVlWxOgvn1INgsGliAhmWeWaeZ46HA/f399zd3jHPgRATb97csttdCTPBODIMmjIqdnIt7i1wgjHCQlE6oZbYRrWgbRFUTymqzxjFgjZUZupyX3AhaC6UTJ2LR2JLxrQZkNrQrVG2BXKyFC/gcy5LVXwhSMtvOkeyTpgAFDopGWQxJyTJ39J3A9Z0YDrefPyaJS+E44LvLbtxI0WSSdo57HyPs0hRdobD/QEQo+Z4OqlANCzaQC/FSNf37HYbyTRztrKDy83W/33KRi2QIBUGwqjXoUSvBunw673HGVvTrtv6pjPQpli85TnnfOFNrWONW4k3ULLvPu05nI+CRKzZe9L6pDmR7pMHnpRp91G59+IZrsrHZihdBXwnaeeX8dwlRKYlcL8/8vr2jtvbW44nifFYb3Gdx3tLzJkYM2/uTixB6tK6wROyHOP1mzcc7u/Y377Bmow1iZAWQgwcjgfpXxaTsMH0Hd1mxPcdQzfge2EaGYcNm82GcdxwdXUtpQoKAVsr8iZkIASWGIQ2KSwkEr7zZGWoCClKS2Tb4b0VOaA9sHyXMK5jWQLGWOZlwcwLmXhhb+bm32Ovl+Uqf4uieqps4lOMU5A4WnOmxz59+f4XdMy+0PhSK6liLfV9witx6Nq2Y1U8xeorG9mVoGeWjptl0xm1EsM8EZcASSx17yzD0JGzCL67/QHjOzbXz4jZYv1AylZ6y3QDOSeJp1jZqCEEImBSFMvIoAvdqpenis3aKuRsg0mfj8cs7odm1aVCKhNxaSGXz7SKvf6eWi9qpTGql1E2hc5vPttD500kV9NaPh9zJBIrjOW07sKiRdEYQjacYiYTORDZuI7NTupiYgjM80w/7hi2A9vNhs18xB8svbUkaxi8Z3Ee72zNxJqXmWwknhJViBhr8J1j3Iw1UzOEANZIppUp2XR6C488ldwoj+JZFo5HEdLSh90A1q1Eo0aNlVI3a3IDtZXvKh9FjR89YkY/Hn/lzLNeldu5SMk0nzPnxkomk8805fqzxtJMubY1pii0svJMoyonrMO6Dms9xjiMtmnPJG3PIn3FTtPM3b0kSxyORwmNOKMJTbperVI/GSkLGYaB7dBxSomTsRznmSkn5tMJaxKWRDaJRJJyEyT2PPQDwzCwGbcMXc/Q9VjfaWr8QD9sGIYNfT9Wrj5T+mpZJ7EoDEtMnJaFkLK0IbEOjCRPpJSVaSLXDNE1FAGds5jsiX1XO0NbG4kxs4TW2Fh/VrDhkbVYHm/WDBldFdWQNvrsHlVgRo0KsxpK5bWzj2mcUlViOeGKCyoEUhJpztaajs/Lhf6lVlKn44TLQl3ktULdO4f3mkqrD5xcHZgVVVILNy2LBC5jxKBtApaZFCImZ4mJWEfupV/NNImVF7HcvJzAdgxjJuHAdPiuJ+ekFeUCYywhCF1LWLBaU1X6zjhryVaYu5O1tdU3vqR/r+LRNP8zrVC5MGNWi6r8nasQekxJieeSVbg2rn7N4soUKKkctjDFl2BSsb5pPtNuonOVmokkYg7YJFCezcIKUP7LWIIxnJLAPwcS/eDww5ZsPSEFpmlmY6/ZbXfsdjs205HOOoKxdAYG27E4h3eGJUhCyxxmYo4sMSg7OIzjlq73DJuhksyGGDBRk2gMoN5uZhXi7fya8nCqV1FgF6OCNVVP1yp3ZNnIgmfmcvAzYyAbFWpGFUZ+KFravy+z+4qiqh7equraxXJ2nGKB5zWwRRGVVWkVZVYtQaOtHqwKw6KoNHZmPdZ2GNdhipIyhfFcme9TZF4Cp3ni7v6e/eHAcZrAlDIAqF6CdthNRpIxxnFksxlIy0I2lmmeSWHhlERBWZKQgFhZb11n8a5jGEb57iDp6L1SHTknqfHyT5SUsFU48VYxSqwnZRNzjKqkkghfI0k2qTwTfQ4lCSenDEmWgLcG4y0pFyUl9xtCYgnzhYZoN+CFlrqwa8/ME30vm4sPXezQVUqsayXX/x4xmnPzS173Ro1NWnPxsUwNzD6uYh+ML7WSur+9583Hn0iRnfO8fPtthn5QBnGjBeet15QQuycRw0IKAunlnPDWabtpT9+PDMZJvQwWE6R/TUiZmAwpdyQG9sdMyAvH5Y7d9Q7fb+mvnpNiIOVANJY5JQ7zSUgv08JgOqFLcVoUTGSZtbOvMThlQXCh1MOct3M3Fcsu2L+pv2cNTqScquzJSjyXUlotfKi/l7Fa2WvmmMxVkaXCIqBvSDvsmAg5kObl4XLL9oEFVoRkNmAHB11iOU24HDEp4XAYb7G9JxlPMo7kLSEbPk6OU1i4m26ZrGECfvebH8C2Z/PyGV/5yldg7Pmd15+w7A8cTif6ZOiytAApwjU7iE6e2/X1NeMwMvYbuq4HVmaKS6WfWTv4ltRsSbYocKlmgJm2sFqEuQ0SQ1mCxMLyos0xvaO3RtofaAvy0t8oNTHBpBOeTWIxGWcyxhl5HtmetYwvHpfERxaWOAEJazPWK5NB8Yqr67tyBlgrfHPGSJuMJcySgUYixgUT1hhu10l2HMkyTQHvHKa3tcHgEi0eizGOq5uXbDYju92OnBMxJ4auV4VoiJNk8t3e77k7HHizv2PJEdd5hlGy55Z5EYJWA2PntZlTEsYX6xmHLXN3AhzW9VgsnQVSJKfA0Du8s2zHQZI3+oHNuJFMXRzOeJzr1HMauHn2gmEYtb7RkbPFZIEapZ2SEdLjbuDN/T3f/OgjphiYwyJJEfNCTAnfy9oiJYx1kmAeZ0KIymiRazKDI8p9qYZLcdGW8+YMIRJyV+mfVmxSUeTFwJDdXGPjteuLZg9Ww6qu1DM5ANX+JKekEKXSw1mjZTaCloQY9fqE/9BYK3G8oacb5N5TvaLqI6xx+s8YX2olBVY2fpgxxuA7WXjTtGhhoW70GEgxrJvZRFm4MZDigjWW3WaDcU754xIWEcrOSmFpSoswdGOJybCEzLREso0kG3BzwOfMHMRK7voR1/UY51hCxJHoWK2fEucpzdTEGrdk53FkQOmISE0QX9pWlCp/scBtfeiPpdtXyKZIWl2FJZ1a5Ghx2MtrK/S5pqSew1mF0iBraw3RlSvVkVwIF8JedmImawaYVYtQW3JQDEQh4EzO4/tOatdyT54T4RTJzpOM4XA6cppmlhDY7rZch5nr7Y67w0mKQVMgzoEcpSV5NlmZaGTeXOdwvZefzup7a+1be8PVeyquZnNPbVC7Ppf6p600QRW+y2vfrCJQWk9sJT5vvZxcv2sbMfTUqBBtTtSySwukFYY987hNgcrN6knlVNcPCERLCmdxyWqB57X7gLUdRvuxGWOlRqgf6IcR3/eStKC0QBlq0sEStCXGPK89zC6M96qIE+qJSMv2cRjXRAwETpe7S1inlEa9p+sc4zhIlmHX432nBNAaK/M9ne/pu4G+GyQ93nZVxEoGomalqsBPGGHDWBaJleWVOkpuQa465zXEJ2s9r3yOuRhB4n1kC8kJDC1btxiObRLTin5gWLMq6/pbDVhxWst7K9Rx6Rs9VFZNnLTG7luuU1Ykpe0l1RAs5LrW1oM/hgg8Nb7USmqzuybFzKv9K6Zp4vZuj/eCT6cUSTFy3B9Y5hPzdCTFiEFIS4fOM/aet956zs3VFTdvv81uu2Ezjuz3R+HeMp5xGLi6uuLVfkIalXac5sicT3R3RzbRctUNfPzqlpQj+8MtL57f8P3vfpXtZsAauHv9EZ3JdN1aTzUtc+3yOc8zIA0Dh35g6AftaSWWUDICH6bUZCIWTrUmWF2slbP4RKugmrEK3cafqt6ZsEIUeOpC11TLLaes/6TtqXHi+cmxyvH0O7lpR28SeBHg3ltctnRYaXhnLUsyRGeJ3nH1/AWbccvb4w3m9kR+fc/+k1vyNHF/PHJ3f8/d3R2799/i7b7jB7/n+7m9P/CNb37A3f6W+/lEmCaizWRnsM7Qj5JS3PkOjDBdYMF7h++8NM+zhY9OIdl6549trfPXCvyXGyVUuOyKsip/5wILFThPPb6kAjqXZ1HP/vD8F3pTPbJc23XI/9bs0mLQtKrOQG3gF/NaS9gKuRAEzpqmmSUaoKvoTenbNk0TsIPewCIetrGWftwwbqWNSlLS0agtKY7TxOF0Es6844FpOlWvMqXEpK5ZJQ42luk4YZIQPTx/9px33n2PcLiv69h3AyYnDvd3bDcDN1c7dpuO3jvpOeUczhb2C0/fbRgHIardjDshkPW9JuuowlOPOZGqJxHITDEyxcgcIyELBCnxNzHKrHVVUJeOxA5DNMJmXxCKtZTDYhCi5Oc314QYWWLkNM2kqEatPjnvXO2EXBOwdA5EcRXlpUYkBsxKyfTUkMtsIL5HkL72w63uy82/S1+phK0+r4KCL7mSurp5hndO8OecORz2zCEyx4DJkKLQ7acYydayHUc679htBobeM3aeZ9c7xnEAAzEm5lk9JmM03VT+LSGzxAQuk+aAy47nz1/y4q2XvPfVr3B/f8fhuGdZJpzi7vMSyCmyxIzzFmO9FO3FpAsAzRLqa6B7WQIxZIZSQ2KELSGx0j8JNJiodV1Qrafc/L8MkVOt1aS+0wMXCc3sabqDFrXTKrUsXmqb0WWMpIAX67r2XTJosHj1HFJO0n47R3KIam0GsguQLId8FGvdWnzfs9lu2V3dkLMjLonrF8+xOfPmk4/AGE6niU3ODL7jnbfe5sX1M67GDR+9eU1aAsRUO9kWaWGNrI+cMp3tMaxsCK5pfmhVccrX4mdurjUJZZ3rav9rZ9ynCqHlWX2R7bs+uvIzXyghquXNmqpO8bxXCzdjNNhva1+kmBR20rohU+dByGeXGGQdWKv8eol5iVwrGWtfinY7T9919F7EjVXjRVrUS6lH0H5LpWdTUfQly5SsHmhMgpCkjHeO3ThwfX3N9dUVrw73dZ7HccQbhOdv6OnHgWHs6Zxj8LbSMHn9txk3bDdbNpstm3GD850kYxXBDnVfNK4FOSbmaakGZ6kts5qiXvYJCm+tPoyMUh4BpaeaPi8rzPimc8wh4ELQuHmWVPW8HslgavlNMTILElDQCfnzqdrLT9NAT6w7s6bflGVsH8S7Hj/FF1vhX3Iltdvt6L3j9u6OaZ5Zbm/JROawCFyXM/Mi0J9znu3VFZth4PnNjrH3DL1nO3R4L8zLMUWWBXIugtfqxnXEqIsDwdOzyzx/8YL33nufH/zBH+JbH36LN29ec/vmldDpWMe8nIhRIAARAp6cwxpMVcHgjbjPUvcVSTlKJhECJbgStFcutZSyKoF0LuiK8NPfzcXr62hMHvIaawLZJGVT6pp7IFTNujhXEVychDJvtjlvWrsOZ1FSIQZiFgUikEEgu0i2gUNYwIDtOpwyE2yudqSQWY4LVzfXmBjZ7HYYa5nmiRQl7fet58+5ub5mt9nKvcQE2mJFJ7FucCnqTuRO3i+tsV2xTtsgsDG1APnBPFbIqy34Xb3ZAoXWbLjmmG3JxOcphtYj12Pk+qDKs2uhvlVhrUkU59CLvKZMGpUZpUDRBYo0mi5vNUopXnRYglrq0sMrxSSciqrUOu+lV5f3dM7hnVceTIUsY1pb1Wu7+hgFASnpjut0ioJKRC1TyHhv2e027HZbNpsNr6qjaxmGgd47QpjpO4/vJH2899KNoCipXpXROEqq+ajZfEJC7NcWLxo7a7BYWdk5VwVVIUrQOTDNdzVpojzBBpYTmG/N7gXIMWIx0rNqcTALw3pOsXncRZE3yqL9nbI3V1JZKoS6LoJ2D3+RUZV2Pcq3o+4+e3y5ldTNM7x9QUgwbq84TAun04lpmvBemo5trq4Yh57tOPL2y+fq+m/pnKQXeysPkRiJKRNTwNte0kvVXzbW4bueKc4cDidevv8+b737Hv/nP/HjfPV7v4fv/6Ef5MMPP+TNm9dcXW3BJIbB8fHHHxLSwnZ3zbb3DENHWiZyDMS4AOKRWN9Lqnu/WvoSuJbkj5jX0jvZ4Bajwcp2mLroC69YIxSb9+vn9edniUZT/0dZ6nIdRj2vho+uhsrc2oupbIDiTcUYmZaJkBZsyJhssSnjmUgm8mZacDnT9wO29/ixB2cwncONHc/eeZvdZkNaTpwmiUvd3d7Sb0Zudld85Z13ub275xsff0jMiTene7z1mM5DSizzTLxLul8dQzdWZndnrcYzyownsvbCSQ1Atgojzv5+fP60nsxagXJKXOyJ8eixGgX0qc8qZ6hFy1EaLbaelMY/UkubpMcOSbIel2VRuh7NRjQW5x3DKHHbm5sj+X7m7jhBWgR1ILAEqV2CjLXapqLr2IwDmEyMgRAk+YGsylYVizHgjfI1GikZKOUZFkMIkdMpQUp0Dp4/u+Lm6or3336HcRxJOXM8TRqjXIR/cRhwz1+QwszpODFYyd4dup6uk6SJzSBJM5vNhmEYGYaRvhfOxoSQ04pR2MJeiqNhSTFxOBw4HY9M01Rb/ti6J0o5hxSNpyDeeFDPSBhGzuskDQJjWmOkDYlXNr/tKMkq1lam9eoJpyQGgx6r7P/aE0yNkbKujckFxbxYq42iyesuWD9gHsiR7/b4Uisp53uGoWN7dc0SE8N2S0iZ07xUBeM7aVDWDwPd0OO1d42xWYVpsQcEw88ZqNCGeDpO6XGstcQM1zfPeO/993n7nXd4/uIl2+0Vz54vOO85Hu8JcSanwN39PTFFYXfW42VjydapMCmmnxazWlepZcIS6kIDZMGZVUmUgrunRrWOHrHc288Ul72MJ4Vg/WAV0zXwXrzCNqBbmvvVQs0CY+RCr0S1eqWuRjMGkUJ9aww4K+0aOi/ep77WDT0uZ66fPSO+jhxOB5Zpkmw5Y9gMI8+ur9ltt9wd9+SMMFIYqxa59BwSjsCkfHBrn1uZh9IXSuElU+Xp2Ry1kFk7WZee0RpfLALpYTuYzz0uzmeKh6hPJ6OEvVljhuWp1SXXelXqbRlqjLHtFVWXoDHaS61ju9syR8uwj9UzcM7gMXTZrB2RVdF03kHORC31KBmnreFj1cssSUIVoizCm9LKQhRXLTvYbCRmmJIqwSDEtDEQkxT5xwX1dHo65wGB+7puqNl7nSZRuNpp29T5qslDFHBtTSBIavQsyn5zViBf4OW6VjRRgnOqsZr1Ws5TLR95VoY1HgeaVRsMMVlikHL3pBdbksXONncxRtQTNE086ikp8pgB+6S39V3WWV9qJWX7nmG749lbGT+MfPTqDdl8wv44kRQL9sOIHwb8MEhrBwzTsuBsJpqMsR3eWXzfQRbr35oecGQsvhsYNlv6YeQUMtjID/zgD/Fj/8A/wA/84A+zu77Gdz3PX7zN9c1zbp7dcDrtub97w7TMvHnjIS6kHDktEacWtXOd1GnFIPEmPVffd/Rdx/3tXSUoLeEUGbJUHiJ4D2NEq0W3eliXikq+mh/9iUJGMUtWXFn/RYAk7UKaikIyYslbo+zlepoQw0pFlEqPJyMpv95BtuRoMc6D9RgPru/pNyP9doMfR+YY1fpz+K3Ddp633n+Pw3Rk/uhDjocjGMtmF7jZbvnKO+/wzosXHKYj+fdESXnjlFQ2cFwmjHE417HMAtWknFdmDU0awCQs0uF1nf/HFPk6p7kRbvLOWmTutKeDNe7RZ/GZ45FTt9yJJWkipkiK5X6qnBIF1RRpF0UlzO25/pN9oHyXWSz7fhgYxg3vGk/XH1iSIWh2mhSqQkyGzdDReUtKC85uGMdBoNJ5JoRFe3fZKvSc1gs669STMnqdItA9wo9nDJqSPvLOu+9wvd1ydXUlTRGjZNdN88TpdOJuf09Kkatxw7II08i2FyVlNA682WzZXV2LkvJSBuBUiRUlLpmHSWH/olULjZUhBGmSOE+lLYypDPNWMwxFkYjijTFUiFD2Q0LCnhmbXPVUBBrM5CjHdEgLoc57vHMVXpwmoWgLaanGdl0nRUEBuXYq0n35JFnA+XjMkP2DHl9YSf31v/7X+bf+rX+Lv/23/zbf+MY3+K/+q/+Kf+Kf+Cfq+09tun/z3/w3+Rf/xX8RgB/8wR/kd37nd87e/5Vf+RX+5X/5X/5C13J/mMA45pCISBvpfiNCLcwTIUmyg10WjIGh96TUkZOjc4bkoMdL3Y7XAkMc5A5RUk6gON8REljf8/KtK773e7+fH/iBHwZjmaaZ07IwjCOd73j51ttM045hHLjb3+N8x0cffIMQF6Y4M3ZScNz7DmMTOF+9joQlZanQN9o6xFDSVld4aa1kWiFAkwWSsCUm1HpORWFdKC0oUE+u2YRtXCUsAWEoB5M0ZVxHSivje4xSWW9irOe2RuDIajXmpIpAlFTXDVrL5iAZUjS4cUOynm0Pw7Mbds+e0W832L4nnoJQTQ2eHLUT82YDGrDPUaCU5XjCAdth5Pn1NZ+82Upr9rjGp3IW78kag8ligQuXW6jN78SzMmTlUjM5g3O66VtFdb7Z2/lbvRD1BqzV+pTzzryPjVXBFaTmcZu3eh00SqjhKMyCkK2Es+V4RXGVInf9v1ybcthZR4xJu+MZTVowbHc7sutI1rOEIM8/xToXQ9+DgdPhCCAegCodksBMpTdb8aLIqNGmMakk/kHU2iJjMtvR8+zmiuurK25ubhi0R1XX9bL/lFsv5cT9/Z5lnknzAjkJUawW544K6w2DtGPp/NqqvsxJpiGSb7yQlMULRmOUy7JwOB5ZFjHEjC0i1dSfq/FAVUxB5y3EhHOqpGxUZWw0jg25tO4wQhsmMHoncXYjGbjRGkysLQwbO6agHbBW/KvbDNKrzDRvPTnUMG4+1IYRmlulsU2/Y+MLK6n9fs+P//iP8+f+3J/jZ3/2Zx+8/41vfOPs7//uv/vv+PN//s/zcz/3c2ev/2v/2r/GX/gLf6H+fX19/UUvhcPpJMI9JZaUsH2P63tc12lPl0hIGROkS+ZpljiQK0Shxq4wkmbjWOPJqUMJkWTRGekMap3n+Yu3eOfd93jnnfdICSG/jAHnhN356vqKfugx1vDsxUtiTnz04beIwQgzhlciW+uBjM2JZBQ0MRKYjpnKsmxhrSHS+27lWlFeNuezxAWMxBLO4lKFGLMKUZWiOVVorh01DThrJmGTqFEszNqaBMimvK9KSqSzJJoozJb0XF6pZ5x15GRIAWw/kF3HxjqGqyu2V1f4fsB6TzRBevl0vk6E63twUlyZUyKFSJgmbIax67jebNmOowjBlLXBnCqqJDQ52UiRd1RPL6VznkKTJB1YoCuNVVU4rJ2tFRp7DOoz1mDSGqtovahLo+HsGVycpk0cLwrq8pnl1LaPX6G9NQb10Ntbj2KrQrVGGhBmACOJDTnDMCoqYb0UrKpiL1B1ziKMD0lLPhTuKyUNYsiv8cqVFUbqBnPN5tOfXrytYdNzc73j2fU1m81GEo5i1D5Ng0L5omxO00RYZnyGYejYDEJ/VNjX+36g6wY6X5pblvIQvRaosTyZP6O7rdT4GUkND4HTSRoZrrBgE4s1LfqwdmEoBMcxriz5JZ4l8eisELjB2ixYi9Vu0g7IMqdddBIbxtVnXZ+oaTzounqKotK1mc/X16OG0BOvX4KCnxWC+HbHF1ZSX/va1/ja17725Pvvv//+2d//zX/z3/BTP/VT/PAP//DZ69fX1w8++9SYpknrL2Tc3t4C8L//5m8JDZJTjrAYmRZRViwzKcBpWViiYQmWcZQ+Mld+g+88fe8xzolyyEAUhZERge66ntM08/rNLfvjkecv3+EnfvIneefd98FYfvt3/j5YQ7/ZiMD0jk2EiMP4nrfe+QrjZsebN7cs85G4HMlRlOd+XgTicIZh2EogPSXmGDgtE8PYC+EqRUnpBigWdpWTBbNeFRYVjOAsc6/IqlQWadaiUrLGCVamAwMsocBzsUI0Vd5pinJKidAQ22blCivXl8tOZbVAjfH4bqDrexWEEB3YccR0A8+vrhme3bB9+ZLsHQuZaA1ukIC3nSI2RGLO2L7He88yLZBUMXee3hneffGCu/0db9/suIsL03HGerkmZ7TdgnpHOUZhFQlCQqrpEuJLJQ00Pww+PTlqLKMqoFVB5UzNpPs0BfXocVl1pMzp6v2Wl0vsQxRVqs8W2qy/NX5IzvVuz88laeYxRvJsGO/vScC1tWRjZf8YSEkEZGE4n6eFaZrVcy7dfRMmC3TnjNW6PyHMtcYQY+A0nTgeDkzzLGdX6NEZwzAOvP/eu7z/zntcX1+TwsKShVT46uqad95+m3feeotwOvLmk4+4v3vDHAJTWHjx8jk/8L3fy9UwMPY9N1c3bEbN4jMegfk1A9e0+0TWrrVO6tlYWxJi4HA4cX+/5/bujmVZKJ5Kzkm4PDXeFKPslUgmKHweNVGrGAEmNR2ZVUlhpAxGcyvEllQkxVswncXQkZKjD0b3qxqcZT0Vwh3TcD6UcqnmiRdldWYAq4XUrkpzsWbLq995/2kd39WY1AcffMB/+9/+t/zqr/7qg/f+jX/j3+Av/+W/zPd///fzT//T/zS/+Iu/qCSxD8ev/Mqv8Mu//MsPXv/wo48x1tA5JxlIzrEss7BQZHHX5xRxSWhpDqcTkBg6R+g9MXrInRRvqhC2JhNSABJ5ydwfDhwOR8bNlucvXvC93/d99MPAaZp5c3uLcY4razlNM/08syhElrGMmy3GWt5+733iMpHjxOH+lnk6cfvmjdLdGLDS8dO6TDQGE7VmxWpNUrHQsrBoF89HlEkp1FuVVLuo8tkvymKeijXVMB+o5V2sVzKV/iU3aHdmpV1ZISZVTHVzUOMJRYOWolhjrdxrJVJz1V3IxmKck1jUuKEbBmLOzFHbsShThFy/wXphpOiHgXmWeriu85q12XG93fLi+oZ333qL+PoV03EPWerOOi9esnENzNMKboqHc55o+3BO9dd8vpWhtIqxeiyJHaXSgqFudrXQc3pwrIcp7cX8aM5UvJfmuyVxImcVtFlEcPWiii/WeFrWFPg2VmZ4qWMSaz9lOJ0mgQL7nmyswOnahLB6X9aQIhJ7UeguaZdbY5q12sZNVXOnmoKuRLwG2d/qKV3trhg3Auu9vr/DGcOmHyrM5LuOYRzZ7q5Y5onoFra7HVdX19zcPGP0nt45usIkYVwx/WQvFeyqzHkWFhirWXMFFs9WJnaeZ6ZpZpqmOgdlF1YPlnxuFFTXxtT5L1ZHZdFnpd4SeLh8L7H6aqyNQQFTatCiWemMquesXa/rkj13n85WVIZLHWSe/OMPZnxXldSv/uqvcn19/QAW/Bf+hX+Bn/iJn+Dly5f8z//z/8wv/dIv8Y1vfIN/99/9dx89zi/90i/xl/7SX6p/397e8n3f9338lsa1StB1sxlrELYE6LM2PnNkYly485bj4Z5x6NgMHTe7HZtxwL0Qj8zazPF4ZA6J0xT41kef8MmbO959/31+6Ed/lD/+4z/O4bTw8evXfPNb36Lre4z33N8fMM6xu5owThLFN1fPuHr2nH4zYnLAEvnG7/0ub16/Yn+aCZrqO9rSUtvhlGfszK4tC1l53ao53gjTGi5qBBxoS5siQHM+YzYHVriubKSirBrviMpu0bQ+R2FCAJOr12YK3MR6iVaJJrtuwDpRRMatcT9hXEBigtYzXl0z7Hb0my1zjCwp44FgLNFa8qDHiIlht2N3c803/u4nmJTorcNbqc155/lzEpk//of+CNP/6//J7fGuFoH6vgcNohcPZ/U88hlFkKBPqtiraakT0aB/KjrO1m4L6UkuRq4KS3Pazq2K+hjLM4OzUzdC7TJzs3yvwH3iJTcFqKuso41jyXeECHmeF47Hk7BKLIElSN+mlOD+bs88z5yC1P7NS5BYTJa4UFkb47ghZwjLTJhnlnnC9j3GeYlHWc1DSUJKa51Q/8RF4oIpRZwB7wV6vNpteHZ9xfNnzxnHDdZaPvn4YzbjyM3714SYmOYZ13k22x0vXr6NIZOWma+89w7vvfse77z7HiYIB93YjVqoq0wQajhYs3YkEDRA51e0pSjSpPEyA4f9kf3+wGF/FAVTqJiycmVqLCmW2G2KZVEglFAr1IfGoQpaUgwU50qxbyIXYlv9v/DpWU1Vt2oE1UosYlGIBS2hwIFy/IB62E/ERb/IKMv0uzG+q0rqP/6P/2N+/ud/nnEcz15vFc6P/diP0fc9//w//8/zK7/yKwzD8OA4g+LJl8N4YQ2OQQLhy+FA5zxD3+mmdWCTcL9ZyCYTMkxBe+RGyUya5hnnHJtxx9Ab7o9Hbu/2/L2/93u8ur0nG/i//AM/wQ/96B/mvfff5/c++JC744nNdodznpxhWhb8aSYrdmyNwESJzDBuySmQ08yLt95hs7uiHzecjkdOxyNhKXQnwnaRkxH6fiTWlIsvY1DrbpVcBjSmJlZX1mAqxmjgN6mOKz/PoT1JOV677rYdeEtA2btCuWIrfGBSApMk+aPQ51iJYZjiRekecb7D+Y5+3EgcquuaWKAswZyTepSecbNjGLf0/chJW6n0vicmOISF3jgS0JtMN/Rsd1ccj0dyCLy4eSaGSYw8u7nGeMcf/dEf4Xc//CYffPwt6HrM0OO3W4KCpU498XZIGrVcTw6BJ0etPbl4Oa+K5lyZ2Oo1nRfzPnF4Shzh848WxisCqrmoeuTVyJFXCqRurOFwPHA8HQkhEyPEBMfTwhQiszInxATTLJ10+2EhRsMyw7vv9vSdZ7sRhpecZH+SqS11JEFDTuy9P6sbMzo3fdfR9T0vnj/n6uqGvpeGo4cQ+OSTN7x4LvGx169fkcLM/n5PDIFhGLi5vsGQ+b7v+wGudjtVMqmuyVVBr75pbUBZlJShGioRI7WUMSqllWGaZ2nKOM3kTpCc1uAzJiHJFmsckeJNXiiVJ59hEgVlakuf1UZtnTIQ4wvnqqfsi+dXEBR1sWKKxJwqMSys8LwpCE2xhfmCCui7oKm+a0rqf/qf/id+4zd+g//iv/gvPvOzf/JP/klCCPzdv/t3+SN/5I98/pNooW1mFnhvDqQOjBNWdEkQsMU3JuWAScLaWywWjLjW4/EExpONY388cXt7x+9985tgPcO45Yd+5Ef4gR/8Qa6ur/GfvMYYw2azBYVa5iXg52VliHBahJug951k7cXM9uqGcbNlGEcOe22q+OYV8zRx3KfamiFR0swbsC2D9Kix+rq+syIWKxSXqfElCmyX1xRlcoGE0oPU66K8OiutKoQVvJCulnMKxSZGKKdAaaRiwhhlLFC9al2Hc8IeIT15OvXYQAwJ8aKsV4aJYcT3g3xOW7sbK1lbSwos2kDSk3He04+j0ElNE2GaSMuAST3bfsB2jq+89x7Pb67Z9AOL9Vjn6YcBl0pNVtt4cLVVzwg7z4R7swQxlY+tvF9gHlli54qq/P5UKcB5DdaacVkkRqV3emw7XMS3zhInitLSdV8d8SpQUXJYW4t5Y80YE08zpAxLxMwTGUPMhmmOWoIgbC3TSVKu6VxVPjmnmhTQzg0K+62dkKn9lLAW74VOabvdsRmFQHaaJumWvT+w3Wzw3nF/f8dyOrIcT8QQ8F4aEnrneP7iBX3XUaV7eWYFWMu6kwrUp/3M5K9MzZRtnnHZW/OyMOtc2U4zVat3tD572WOpeRZ6pAuo9nItGHXTV1C4ijI1PBookKztX0p8TZWTkedbMigrq3Ra76euH300Ro1h9L4r7F3h6dbEWb9c198jy/OxffB5YrDwXVRS/9F/9B/xkz/5k/z4j//4Z37213/917HW8u67736hcxynBe9zzVrzeIy1RCw5qnDPSbHzTGfBGXDRgJFCXg8sKXN/mNgfF3J+xccfveHu/sDt/sAf/iN/jB/+0T/M//X//n/j6vo5x8MJ5z3XNzdsrp9zfzjwwYcfEfOeJSRO0wzOMviOGIUI0nkLRqCOrhfS2d2zZ9IB+DTx5s0rTscjt69esUwn5vnE/l7qpDxa4GgNxincp60WcsrEHFXJQApBC/2kwI+cKzO0NGuTBWLV2juv/GkymXQJek2Ddw2eXTZatGBdEuu00uc4nJeamm6jRzbrzykmiAt5CkhzH4ffOLphZLvbcvXyLfrtjt3NDcl5QtBMO2NITti0jbUc50XuMQaSM3SbAec9p7t7/v5v/12++j3vM9h32bz3DkM/Et9+mx/63u/lk9s3/J3f+/uwODbDSMzCiRhjkkJfEKGdMiEGvDGVTRsKhHORlSdmP6C1LYkq8IxxGoM639LVK61C77KtfWyscRHa0eQady1ZdMJpl+tPAOc9NoTadbim00f1mrW9eQqxpnyXe7m5cQzDhufPX4JxDOOWcbvX+IjhOE3SZ8sbKV6dZ6yVezudonJewuF4T4yeuET6znM8bhiHEaOsEyDXbJEY3bIsOGfZbrc8u7lhDoElRWkzby2bYaDrPCHMTKcDp8OB+XRinifmeebrX39FWBZMjAx9x9Vm5FsffYQl88f/+B+VOXSOfuzxxjJ2g9RkOccyz5AzXTfILsgZYwQdiTFgkYLkJUSwlmfPXwj7/vHAx598UpO4csxEIzGjrEbNovWB0yzJOGEJkomatXMACGxNWUN1hWiW4rovBUhZI1KlINdUQ0ThwMawzaCZf6yGjgFvHBbH1jtVngJH1uavWfZZNqtu7zqvhkJbbK0tS2rdGJTkqHY8poxKFu3nGV9YSd3f3/Obv/mb9e/f/u3f5td//dd5+fIl3//93w9IzOi//C//S/6df+ffefD9X/u1X+Nv/s2/yU/91E9xfX3Nr/3ar/GLv/iL/DP/zD/DixcvvtC1RBW00oNJhLktwXkV0kYtCwmuyoNKagVKHVUWPrBp0pqSzHGaiClzfXPNi5cveOvttwgxcjweuL29k5jVMrMkI5mH84TtvFgurBlvykAj2LA6zRlDMqi31eH6zLDdYZwT7rN5IMyjKNuwQAk8F8u2WGhZLUJjMVXIyfWHtArF+hnb1cB18ZrWUQLp7YLKtT9SG0iuCRHNGbBi9UkhZPHxmvfNmYiWz3YDznV02x39ZsN4vWN7dU232WJ9Ryl+LJ8XI9BgnMxfNMo27Ry26+i8ZAqe9rdMhwPT4QAx4TvDth+4ubrmxfPnDB9+E5zErQwC46TYcJvpdct9niuY6tBk0ygi/Vet8uY+DawJEa2S+mxMpPWqqof8CHN1FUDluBU+bFk+1me7CpfVcwaJkfX9wGaz4Wp3RYhJ+etczTTrTieWsGCcZQkLfpoImr6/LAU6znSdxzpLCqKxxRN+WL9Xkn7K+TvfMQ6DnDcJ2uEU4iLnWrw6nU61tjqEhbu7e6bTEQdshgFH5nA8YJHu3d46OuUerEXUdvWYynNc4fBzwZpBim71ezlDipl5moW/kBL3yyuqYdri6FTnJhe5kIth13rY67XIb9CyQ6zxo6Ks8sN/JamKfEYoXJRX4SW1SCzfZEHr0yPZq6tCPK+xrOKgWXs0r7Wr+zEF1SYGfZ7xhZXU3/pbf4uf+qmfqn+X+NKf/bN/lv/0P/1PAfgrf+WvkHPmn/qn/qkH3x+Ggb/yV/4K/+q/+q8yTRM/9EM/xC/+4i+exak+7xC/wtRUYu+9PgBD6VEEUq3tah8miCALKmYiAbfAdJprJtM8B5zv+Mr3fA9f/d7v4f333+fjjz4C47i/23OYBJvfn2YOx4n7/b0kRzipuwopk5eoMJZ07ZQGjBByxkSI5XE6z7jdSTV/P0hB6bKwu7phWSZOhwNH5QZb5kUUVpaeVc5aJdIVRRZjJkVNmUasGmccpa19zaaqkNQFxJTX4CooZVTxoqqAiyowkfom/V2a5fXanZUzdKl6G0auyRrPdndNN4z0uyv6zYbts2uGq2tc3xO9eCA5iGAo6b8oaW2ylmQyyWVM1+GHgXGz5eRveb0/cHhzy37sYV7w48DVMPDO8xd85Z13uf763ydYS2clDmWBYGKFMsp2XzMeSyBardYzaGiFP3T6qnJu9dBlxuB5osPDdX2moHKBfyXd+rHPtUqqpjAXwaged0m4KApqjUcWixyurq64efaM5y9eCP3Racf2dJDvWsvhcJAu01ZqhE7zREhiPE2zMP7nnLTgFExaKZKsei4lTd05JxyURjJWnfP0fc9us6NPgVlb7ZT7jJoKf9jv2e/32k4FTqcTr1694v7ujt45tpuRFGZu7+6xwJvbO5xxbPqRmgCkBp4kr2jtkz6LnNe6Pupr0iFBDCdW/slpYl5miVGVzzYGWWGTL15DJe1tH3rrlddtoutKu++ac6l/uVpWDysngftyNTvrZ9bTrWTLRnvjhZxrrVo7TLPWS/G5LQZZcy3lb4EoH67Rx4yyz6ug4NtQUn/qT/2pzzzBL/zCL/ALv/ALj773Ez/xE/yNv/E3vuhpHx277RVd34vlphi2qf+JCsspQJZgPlk2UciJGBJLTjgjn7MaVBX32dB3nhcvX+C853A88P/4X/9XumHk2Yu3iFhCgtevPmFahCvMOovXCnhpKRDpfIexlhAFzrDGSeM4MiloJlm10Do2V53UjQCb3Y4wzxyPB477PcfDgf3dLWGRbKlCFEoWypVoAsk4aRZYWQQMS9asspiEG9CtnTrllrWYuByuthPIhKjisbpORYGJNyreqWxy6zxu2FAFd1FIVno0OW1g6KzDu45xs5NGeLsdrh9wm5Hs5fqDKloyooR1A6UM0QgUQmcw2eDHAbPZsttdsWx3TF1HnGb2r16zHI70m5HRb3nr2TO++u67fOWdd7lfZinyLshEsXAbJVAFBWXDr60Jnh6f7SE9PqT0AQPZamwBWDO1ZFMnUlUyT+7BFbO98HjbayzPaL3H8qzKuY21wvDhvBoIRuJ43mO9FFTvjNL7JIGYa5GqsvnHOdb2Hs47bYEiSqrsVTThzVohJe6HDpc9nnNIctHns7+/Z7/fc3NzzWa7YZ5m9ocj9/d7NkOvKe8SK+qc45NXrxm7gbeevxRlnzJLCmLAaSsOQ4nZyjwv2gdLcuDl+Sft7H06HVlmoUCSTMQ28eGh8ZfLvjqb++J9lPXS/vy0NZTrj9WLWY/++ZZfu8atprE79XaLdapZlxrjyudQyB/4+FJz9/XjyKBV5qWJWTVA1JTPydZ27oX+P4o5hEmJkKOSvUalOgUr/Xnp+k7rq4588OErNrtrNrtrrO8xWGF0jsKsIJtPOdTKklToMYasToBVAZOU80yz6Jx83/ceb6XYEQOh77HalM13wsy8zBOn04G4aOwiLCRjsClCloZs0n5arMKkCyxo+ZOz4OyKbidD3UiYpklZhphDK/OqBVYFnFlNAuMdruurtVqtZy91TN57hnEQYk/X0/ejJEnsdpiuw3Qdc05S7BiX6o1ZtRNXj0JgCiSkhek8pu8ZRmUU6DqIkflwIk4zeQk4Y9mNG17cPOP5zTPyYc/redI1YqvyXT2SdpU9LurXcSlYWtCwOUq+PG75TEnrt8qPeF7UWT62JsSsHtF6yqelUxWaZ9fWXm4Dc2ax9AsDemnVUZ5FTXJwYuy4ThCMGBP9kIlBaqxOp1M1ZqpyVyi+6ke7Cr4sro14VN5jcsaZTDB2jaFlCCEyz9K5962XL+j7nmWRtPlpXiQjVvdyiglnLfvDgWmZzzzlGBPJ6xyqp1BT8rNkv2WDFHrXuRWKqcKZF2NYeSj1nlbFwaqgHvOUz9xsU6+hnKuYGCvod/lM89m59DGuc/nYAnhkFK+t1rjVjW7ItXN2c11VUFwc3jRX+V1QZl9qJfXi2Qv6vjvb1AVnFz4xKeoNMTCdZizSP8ikKMIg5yqVDYVSNpO0ieJHn3zEkhKb2zd866PXvPX2u/zIH/3D3Dy/YRi2ZGvYH0+8ud/jnNE+SQs2O/p+xHu5tpgS3nhcP2ByqFBMRmJNyTiscVjXY51s5ng6kq1ne/2Mq5vnGGCeTizzzP7ujv1eIMD5uJcEgjAT5kAMkdN0FF4wpYNKJjNFpU4i41PrgluJ9Sjh59pY10As/XGy0uTYxhruNP4nDQKttkbwXprIDVp0OYwbVVJC4ilUTU7hE/DbDdlK/VOcJpYQWeagsJpac9lI4N8kgfq8JVlDzhY3jLht5ur6mnRzT7i6Jh73xOOR/atX+L5jfPs5L65uiM7zfe9/E/vxh3z89d+Ffk2prxlY5e7NuvMKvPmF/CTdvI8JqtbKNgqFGmOwGXK21ZtpP6t/iKfg3ANc31x8vrJst/ekwFauafOrgk0ZXr1+I8W5OXE8TczLwmmaqlcRYySR8X1PN/SM2w3TJJ5U3/faW0qYSk7zzHGaMd7TzYN4ImTmsFTbP6dMDIHTdGQJCxnpS+WMxXiLNQvBiHKSVh0TyzyTU+Ltt9/GYDkcjsyTNE1MQ8eSEyEsdFZgu48++Zi3Xr7E9R0+d9gMIcy1SB0t0o25CH+JfaHJFo2FJsZlmDmdjuwPe07TiaAtdyQe3T7bhom+ef7nSuTSg7r01s8XTmFMN3ZVqufjEYX24JXzz8sekzYpa3KFkuSqURHTCkdKOKDNGj1bRt+V8aVWUqWGAUohJjVDKqgrXuCxZV4E/1Zoz9YlKt+3WE3rlM20hMDd/R3GeULUILrJhLBototju90IJdD9fTWESttvV+oVatZMWTBCJ26sbTaALIqoCQ8pi3ItrT1KwV43bLC+A2Nx3cC42RGmXVVSyxKIS+B4OhI1wytpHxsoTBG5tm8o7aZL0knlmNPFu2laU9tWSWkDO2lf4ur7XtN+nfP0Q4/zXttwe60dK16RBGvFatUmiDkTtNke2aypyPqkShpDm84gbbolJimtFzq2w8i0TMQYON7v6bZ3bA9HjIGh67ja7dge7vHWkTTDrigSwdRXxQGtZfxpDsvFLpVbOPN4VkHVWtqr+miD5oXVvAoGTTOuHuWFJ3V5WWfp5wWC0gV4JrSKt6YvHo9CCOu7jmmemMMiNUDiRgnlDhm3LPQxkq3hdDwJCWyhzMoQo/A6FmQr51zrclJaGfElEzVwmiYW7TNVY365nT9FHzRFfhgGxnFDWMRrS00jwHLSjEB7h+NRePxCxPYDPluSXR4I3aoASvzzAjItXpXIhoXT6ajtQEo8s1xnYyQ8RkFlTLMYHpHuZR2gyTzm3Bip6yufK7yavNGsgctxlmDTrOe6z6quXJWUyInPdo8+fX/8/saXWkmRz4k0F4UbSqdMaU09E8NCDLOwOBhJkXbW4JzBFasZIRLVSBZLmHn96hNiksr67dUNzhum6Qg54rzl6mrHHAMphSrs5aFK3KS2slArMhUIxAhkIoW3AsonkAQLTXoIqcEQkBoM13scA92wYXstGDlhhhRJYWbWlhPHw0FhkFkKhVWBL0FaGZTmbNZ1yh9oa1Dba7zBGMPN9Y20MRg6VTIO50usQnr12KaGyjUKyyrdkLWF7y+vgilmkjJKhyUSDQTQTDFt9WEMXhtPJtaMxAp1GMnwK0rc+56hG8nbLW4+MS0z969fgbdsbt8hX20Zuo6b62uuD3uGrmMxjiDLqGZcARSCXqCJ/3zWDrx4vxEilwKjKKBLxSVrSAo827iUNaYpylxjUo/VWZVrLkJybW64wllntrxZFd/9/T2zoghzCATl0ytkp2X5+r6nn2dCzhwOR73GtaOxEKfmmg2WsyQQLFGguXkWhpgS1zkdj+dzryS3OSVyjNqsMRKWmU6JiTebLYd0z15bclgnfIJZ5zEbgfXv7u7Z7w/M84IdJcsvTvPZfZd/hZy2PLl2jr13xCxw4jQv3O3vmZdZ2nh4W5VxRXKahIlzg+QC7jtbN7LOKszXMpc3z7ckjNbn2BzvQpc9/lpePSPDaqwCgiwUJWV075XkoUfgvuayvytQH3zJldR8OuE6r251Yl6kDfWyLLqAJIgrzNdKvUOWFOacscngTPGowNuEN4ntZpB2Gv3A1dWO7W6D847j4cj/+3//DV6/vuX65jn3p5njNPH67p6vft/3cfPsGmPQNvQCl8QkFeohiocDnGG4prTHNFLAm3UVJWMknhYEEplMrNk1zlqs7XDO0A0jhoyj0NfEtceM/l3YJqoFqx0912wrW9uDu8Z7ck2Fu9EEBqN9aKogV0BeEiS66jkupWZrCU06N5SC2WzE05xCJJlMhOqhdb14XQ4VeCRiXirdT1Qy3TkmfBYKHSwYJy3gh77HhYHj/Z7kHP2HH8F8RdwMdNay22x4+623uZ0mDgofpcImoDE2W4LmLV5XEw0ewmUPh4FsyXnNUHsI7xTBBiavlnAL9xnWRpA0XkVRZE8VBFcBWb5cMpPruQvdjljKOQusZkzgdJxYYiCkyPGkRo6a3gJfQ8bi+oX9fiLGRNfP9L0U3y4Ks7tuwHUd1nlyFkLZaZrLhbIsMykGlnlRD9yJB6FwtJReJJwmRoUQ2O52bDdb8ZRPJ+7u7nSPw+k403nLOHhyzoSQeHM68a0PP+J3/t7f48UfuWbXj/TDsHpSqU3DN3WPZYQCySrq4b3H5UzIkdN04M2b15VAd+UkM7WIve0SsFJUPSHHGy/QtOsql8y+Nc5dvWKjJQ71qZ5riXzxtxyjeI/6CV2SBtYi8ZKpKNuUkkvxGLjYqEG+Kz06dHyplVQohYFqXcaQaqpqLO0XNEvMlAABhlQLCHJdCAkwKWOtsBh0Xtq9972n6yTDaZknPv7kY7CO/f7A/UmsySWBd5ZxHEWAqMArzf6c66rgBvW0lC9uFfRQIDm5LFOhmowRa7IuyqIohIRW0ts7jNPCTeubdg2pgXyoEBBQ00qds9ULkp+ipKQuK6klpefVSy1yu16TtdpUssQCAzHBHAoLNwolKjShTmJMygpNXhvS+R6bJf+DpN1Oi0OQipEhtSuxbGDVptZYeifUS8cwK5PHHtNZyazM4J1nt91ySolTCBXyKRmTte6JMl/U5/P5FFR1Xs7m6vwY7WfLcz5/NiX1WxpJrsSlrdXeHlVXNDUDsKaeszaspKqms28WFCrGJD2iFAWIQSh0qlK0FqN7K4TEskRCTCxLUE88a7NF9QaVSNhUmLf0uUqVFDjEKLQ/OFZ2FfX+shbrIxZ9570mTCw1iaKkAUlvJlnTpXxgXhbu93s+/uQTYSo3Buf9BRx67qlIUkfWvSMeTX0eis4cjwfh8Tt7kDK3bar5mfdf5/5iOegDOIcs11+LUmnXy+ptlZ+mPPzq8ULbyuVyzRW1JcqsGKGr1tLPNVBfWZ1ljVW7CTV0Hr/D3/f4UiupeZpI3hf/XharQm0esMljTSSnYiWrwjfnaaN1mHX7SguNDt9ZrE3c7+8JMTPHzOF4wnU9r+7u2V1d8/73fi/b3Yar3ZaPXr+hj4FuEDjMeV8bsS3LUgVg9sVLWeNBToP12cASRSt1nafzncR1tP4kxci8RNI8c0hRWhl0rhFUuuBKczlVhNW115tcbftV+USdJBMN06KCSrn+WnjqMnvJWItzS13ApfeQbHKv7QGajQAIXc5CACIGL03epUNqzNJEMYqCckbYCZLNxCybb46BPklsqiR/eGvpxhHnLae7V8QYuHv9mrBMLEPHyQvr+s31M+6XBTfPmJTJRtgiZIOb5joftyE/exRh27zSCMOczdlrMRU+v3NPqgikrJAfF8LvUU8qJVKSBIjcsFHU87VOHZwdIxvDon2/2iyys3iGc8JeD7In5sTpFDBYOu+Yp5lpnul6r3C3rg/11AtP5bIstOzvskYtQr0rbVecZruWObFOUtk//vhj7u7uyDlLWYU15Fkgu2GzIcVFPKzTkTe3b/jt3/7/8Cf+0B/lertj00k9osTI8sVzEYaJlK3UMpYSESQR43g8cnd3z5s3t8J6UkiVKQqq4cAsWZL5C66hxn6oDsqFYVKefWWsKM/vMw6dm/8lklAcG23GmU09X0aRJ1Vmq/5pra/mer9LXhR8yZVUXIK6qiL8ysYXi9qBydIbzKzplAZwVhoEWhTuU2XRmYXOBLre4L1kraUUJfNIN5NzlpQDaYEUpVvss2c3mmUI83zCedk0vuu0TiRDXLHdCiMVIajKsfR5MgZ81wNSDGlKbCYXK1nuqfR01+S3xikrMRWj7OKt1Wxqc7JUXH5YLTB13TNyTKmHauCnsmPK30XYAqF4rBhpUCiHrXG+lHPtuOpKoP2M2FV79gRRTjYosymJgi7mnGvBsBQSy64qxc3GOfrc4Y2Q0s7GCNv84olOUmtJhWFiTb+meFKse661sr/YLizbvBxb9UJ5OZ8rLPlZUpnXxJWaQEFe51ATYYqnktXLWs+1egdFyVR6t7P70PXXrA3rSrsaq/2ulBorSXv2Tksi/Lih6we6fsB3J1KiUm853z9ABkqGYTa6V7UEorW75XNRaXyUm9KsHmURyimJsXc8npjnWc9b4qmOcezpuo6QE9kmvHNkTaC4v9+zPxwYbzpJTlIkpizUB/8V6DSL0l+Wmfv7Ow6HPdN0kuJlY+Wnxl7LM33wDzXYmjW3Egef7892HZmyiThPky+ebyXtMq3X9FCPtKMqndI17cIjr1BhWTe5eVIPDijvFRaW77wf9WVXUjGoNZE1XVIywYz2YbJF4tvmIRiDd0ZjOwZvivVq8Mx4ExjHRKcJAilJbUZOovisd1pxvpBNZhh63nrrLYahJ5OZppMUrXorjQudZ15mXRNFia69Y6wGJ2UtSoaRxZzh5hTFFNckEZHMTmNEmQaQq/dZhH69d2gII9XlL7AKlxsLlWGipIwqtvUkJftOjiWEm2t3VrF8m946KUk7byW17b0e27o6D9lI4XFMAUImh6jGQWo2a9nwWaE+eYC28Vp709E7GPqBhLRxCL0nOksuacW5ZPIViDXXzrFFyK5+1BdVUOWxXXw3Z/VglRw4r5/Leo9WtfFaUpHACIVTNpkU1hhX60mdqcVMU+xNVVTlvXKdwqy/GgmlZMJqIS/GMCRt0OeSlBL0Pd1mi+97Zao/ksn4zkuZQTewNglsIL4sJKfWucoLV0WfUYMjpRq0T8ZoIpJV2FIUVoyBeZrY7/cs86KK0eG942rc0ncKzyeJRXddR86Jw+HA7e0b7m6e8eLqWpKaYlgnRY2v4gmVtSbdmYXxYppOvHr1Cfv9PdN0AmfI2UnsWL3vy+y+apheKJ/6/1ah51L6sKqK9b21/U1WY3AlfDV1H6xr7eHKrLrozBOnJnK0q7U43K0Ce+SI6w/z7SIOnz2+1Epq7MRqkr5AhtIfJiVDdIWJW9JjC8uyMaX/lHTF7Zy+nrN4Ui7w1Xd29Mo/djiemKbAqA34TotAFSFlxmHg6nrHW2+9rA0XhbLISM8iK0WtzvkK55QHKQwUpapbbfpqMZm1xipGYgoSY9MAMUDhQZPiX86MsTPPqVjqNHBdKjQw+cyVL0ZTVqZkY7SY0a6LuIw1PibnKYHiWBWYMq0aUzkMrfMYu8YCAPp+qM0MTZSgeQxBjQyzMrATqpJ1pcV56a6LxQ49tu8wnSfPykxNFl7DkBi7Dnu1w4wDcZ4Jx4O0VSjJBRb1WtbgtfK8f45R5kHZGkyZw2bSxEFlVbL6chGGqbRjKMczVXGLQtVCbVM8qlQVbTWryzO9sOBLPMoUd6a97MZTLL/GlMQTLgaKFaHY9T3dMDCMI77v8f1Ar8aZ7zp810lfKevkepPUTNl5YQ6LrM0SoC9zoScNIZBMJFtfSX0LI8K0LOQY6X0n3ZPnhWWW5CCDkEZ3zvHO2y/JKTGdhEJsmWe8EvLmnHn9+jWfbHd89Z13CRoLc+rZkXPtUF3bbZhixEkm6f5w4JsffIvb+zumZcabTrzCpvVK8ZJbY6/u/EapnKuEx0bx6m3dK6V0pBg/pliNBUYvDOefNco1xiRF8VZK5u3lNdV7WBNLSszPtLfRrKeyxqs2/Q6ML7WS6n1P571g5Ga13BPijSSTyUjWkHed1qYZTRQQS81bedjOGHoX6F3k2bNn9F4ojELMhCCwBzGR51KMSw3ijqP0uipxL8kOW1mujWLt5b1iwZe6JJU8VH/ZUAU8rCnFpQAWlLHFiEUq7UFMs74aa774A7n8XPN+Vstq/ezZsiqxHsy6UdqvNJClKCIV+O2GLDCI0ViLfo4khcbSs0k/lxOm9L3S85fi4jUBQObPFnWiKeh4D50nK3+iUfjMQo0r1AwyLfSsyuLMrD+f+3U+q41JxVtY71+s4Hz+OR7++tioSRtlSvU+CzwtqjM1Vvb5oZ8STeVYZ4rq8tKq0UNVGOX12p7CmEZh2bN2IW0hfVt6kNVAWjMNW6/izJegJnoAsTSCVO1j1ZvMOeGsUWZ8KYKXIGLC4ums5Wq3Y5lnlukkXlmS75T5OZ6O7A8HQlpjRa54rJQ9sSp3mRTlQAzSifd+v2dellqvh147qpCKMbgmwzx8Wu2cn43Sw/3BgyzPrH3SsubKrqwg4tmzzWeHKL/UdXFmLbXnWw2eagiJS0xSkoSysHJdKBfGT7NWzxJSvo3xpVZSz7fX9H2nGbZZam5SlmonK5vF9z2bzYbtdidt5q3AfAVrzjHgneXm6ppxgM0I7719BTny+s1rgu4F6MSjCUrkimG73bHd7hiGDSnBPAe1/oT4NWlxqrGSwGERr6RAerZS3Bt1eqq2IASp5ZDzhaaZGqqII8YIFZIEl12F8kwVog8Fz/ragx2y7oPG/W+hwPJaVVirNmmMJrnGmErO8xrn8J3AVhZYZpn/TuEfgU7UyFAC2aCbNiEFouWqbVAENzmScUTrYLcjHY7E3sMMzkQ67wgR7CKpzDFEphiYUmAmEZDnCAaTS8De1n5GgJrBKxGp6N9U51AUjMHYTEprcfk6X+v8V6qjFiZVAtgUEzYrA8aZUdwaAfps1HKOClEWKLaNc8W4QqXnGrgVcu3aEKaFktmZQ9BYqF6DNVJaMS+YbsYmSSI6nSaWZWEYBDrre4ml5rjClBURiKV0XhOctKBdUrnVgEqyFnpnaokEVVhmUlhYgnSuzjmRw8Kw3XA1bnj/nbc4Hg7E6cTRirHijED/pMSb16/Y9D3H5STP2IHxa7+okkwB4l10Xc+8LCxBSlr2xyOvbm+ZY8J2Pdl5sjGEkGU1mVIDWLSQ1aSKVPeSdoorWw4wSkqw7sS87sYz49BqfHutDY2EUOKBrHB1Pdf6bOv5i8KgmV8ALdNZF6u8ZhAm+hwj0+nI/u6OFBNXzonhm40YnFXBan2kK3HNx8djpLNPjS+1kuqtY3BelJQuAGvAZavEsx273Y6r62tubp7R+dKLRxbkEgLLfKTznvfefofN1jFuDJ1fOJ0OnE6TdhQ1tTePMRbvLRnLbnfFdtzibSeWb8y12y9ICwjd3/I952nXZ16xABmNYIuarp7TukGlgVyjeCpkIm060M1mquv/1LgI3taPaowHtbxzK9CabzcOXxG4BuicreKwZvlbgSxEkKqvlhVBFJqNCrOVzZSMPM+g6ewply7HcnAT9CpjJllYDDCOMA7MzmC8wXaWwQyksODCwulwYMqRbx0sdzkxJSkizurJWmOkz47R3LKmoLdCgKmoaPUus96RMSqG2rksc6MvVwWlr5tVZlSLNq/PO6fVqs5ZS520UZ0UTDtRXCkpPNYYDqDxy3JVq5Kq/1eDp32wpceVtcoxGYUeyFiDd2IMziEQjycwC7hZC8OlcDymWPsNFcXpjNUOz3LDhRJM0Aan919g7NU7c95VQmTh5hRuTYNAuFY92ZgzY+fZjSPPrq4YvRAMx9OJvTGEea7Gxf545G5/z2meGIYe30kJh1FvMaGNH53DgRDpBukBNS0L0xJYovSVcl0H1grtmqbqZxNJSQ02LR3A5srRWde5WeO5gqY3a6M8w9XOrMaJVePamFUepZSq91oNkNwYky0MnNSoUUOkdI0w7XlTqgZSUZSdlYzM6XDk7s0bYoxsttrtuDJVqPLzmvBSYo+N7HDGrl4mn9+z+lIrqc44Rq1BEgw5iBvu4GrcMI4jL996yfNnL3j58iVd5xWlkRqNaZo43N/Tdx3f//5X2F51jFvLq9sPmKYTh8ORZZHC13meCTFLzyRjMM5zvbtmu9nhnSipHHP1nnJSjBuDdUK75LWOqK6lqggaQaE/i5JaXzfCXJ5buZLrIkhai1Sw6ZroABU2WgOtNDvgoacFrHh8WfGX11KO2x6TlpBzvcZ16DWq0nUGiGIE5JL7aiBbtHYqClVOyQ2PqjuKklLjb7EGxpG8GZm9wXlL5y0b35Fngz8e+eT+ntf7O77hM8fOcdqOBLJmfopX21kn6c7GVd6ycr/Amv2XC7xnxACtkOj6BEv/JMq8G1OzUGVW1mzNIpRKfCxrSnxBxwrcK9CKKFCpY4tQN33VYqIMYqwKr7ms6hmX53D5pKSxohfy5JSE8NVKG5ZZGf/zElQxW6Z5Iut+ilELzq2pBLLOWoa+l4QQULgo63turU2j8TCNqSS2hQUlRk3KUUPH6U9PZuyk0eGL62vCuMHlzLw/4FLmdpGar5xhfzxwu7/ntEz43jP0I6YofkQxhxgllmwM1ju1oyT55jQvLFFQGtf1RMRICCEKhEjGGJUxxoFNathQYc9agqLs6xqOPfMsEu2e1Odl1tKEnJV9Xr0+m5LWXbb5qqqmKhSpaygKO4gBieezxpzK51uY0lhhkpnmmdM0Y/DEmHjx4i2haLNFTqgR10u2aXl+6WKNVcTI/P+NkoLROeGJcw774iVdL6zbL168ZLvZ8uLlCzbjhs1m1FTSxDQdCctImGfmq51m9mXyMjMdshC3Lgvee2kbEaWANKt7LjVBnpdvvcWLF2+x3e7AOoFfNGAcYyKp4D3D4/On3dGnjXUBrSCAAFHWCntE2eBPK6h1XMJS9SzN3xKbl0X8mHv+uMv+xW7wbEupwE1owa6SyKIQZkEUHE4TNnMtME2dI3jDgYhJCyYujNZjtLh32t/zyXHP35vuWbYj9v13CAGyxqq8c1p2IIIgJhEWUemISguV8ytu//7sUb3PBzOgi6saDuqqNjGHamU3/8q3i+d6dlnt75/zkVTuRudI2vWWJdBrv67BOXxK3N7da2mCYzNusM6yLDOn45E3b97QdT2bccMnH3+E846rcmwJfEmxdyhF95JSX+JZnfNaS5VZstCNeevwmy3Xmy0ffPBNltMJNJ48bDd4YyAlduOG7trz4uaG034PKXJ3+4bOOXznmGfp/Xa3v2ccR7q+47SX+FXnOs34i7jOE1Lkfr/neDxxUgE9zTMhJk5LYI4L1ntizpJkUlLvHp/ZJ+a7/ausDuEXfZiv23jJT57nYhQjuHroF29/ynFWcCVDDFpQLt5hipF5muiNoXNO6ai040I57rk1/cWu+2J8qZXUbjtwtRsZhhHvPV3X0/cD42bkxcvnbDdbnj1/Ruc93kvGUEwRSyQYWEym8wKVGNQDiqny/kn7j4SxbR8fUQh91wvct93gO4FCasFwFsVWoJ26UB4aFZ97FK4x3edVOFEUJ6uQM813njrWZ51n/Xs94mcpqjVG9TnuB9OoWvR7a9ZfbR6nc2hyq6gUojDqrZQYUollFTJTLdr2Xhg4lnlmv98TTWZTio1zUzRaYBNDhcqEHV0uwxYqocfm7zGdlS8+W+IBbczv4hhlCssjOMvK/JSRm+O3nvanPY/2reYxN8aQWamoYqzNRa12kRb+xxHvJbN1CYHj8Vi9n0VbWqzrSYFHTaSore11ToRNX+KXpWwBJK7knGPoe4HMKda4UoQZQ8nlkL0pRMLH3Y6x7+t5UhIWmNJZO6VEiIGcMp3r6nXkrB7SJPcUYtTYlMSGC+WYM6XFukJ37Ww+2AuPG4nt8ih7+7EndIZyPO4In32jvt946zlT080vl+lj55TrMZX7s/Idqoz0fQ/t/Z+FGL5ta/zB+FIrqT/0I9/PzdW1tIDQhm3CvN1xc3PNMI5sNl5IZ6cju6sdzno6O3CyCZMXjPeklJjnkxbVxto6YNxupM18zJLSGhIpW57vnvHsxVu8++57PH/+AucdaVkzhsoGtE6bMJoLgfw5xmPtGlp3X3428GCz2ctYN8LTSqYdT1k6T33/KYLTzzVM2dZl86xkri2WXjxBrwF0k5A4RTbgUU/KSGPFTpZzjJF5mZlyhzGWzbgRVnplDDC958Z76fyqZMFi5HSS9YnEY8p1pCTB7my7zx/wzRe/XETGW6VwOdZGeg8VYuslX8y+KjSJRVV48HOuu2y0Vi1Ti2T7fiAoxdibN2/YXl3RDT03Nzfsj0c+eX3L1l5huw4ze07TzAcffsjN9TX9OEiLnGXmNJ3Y7jZ17mKWZImgvaLExjB4J5C4JAgk4iLvu2Gg6zqePbvhg34EPCkuYtXbjOs8vus4nk4ADH3Pu+++xW7Ts0xHPvzwI77xzW/SjwMpRr75zW8KNdZmy3SUe73a7KTWK3qJgS5R2NNTYomJ+/9ve+8WK1t2nQV/87LWqqp9O30753Q7tmNDwBg7BkzSaUUgRFq+yEIJ8UOILOSgiAjTRkocIhQJ7AAPhiCBBDLmBdnhIQH8YKJYwcKx47ZM2g4YIxIbtWJ+Q9uxuzvu7nP23lW1LnPO8T+MMS9rVe3LaXe6z3FqtHbvs6tWrZprXsZ9fGO1xnK1TnBMgxvYVaw1N2l7XrT9rI6z8ihZzrEnZ/I6yDUJQxiFMU75MxGmCen9AmLrPCIACJw8JkLKSfxxuVzC1jVmiwWDZRMDAhde5edtOU3pjhZS991ziMP9A2htU+BQiytu3hhUlYKBx+A6dOsVFjMLVVVoagBBA4F9s94D3hHjzTnHoKhEaJoGbcvppl0/YHAeBIO9/X3cd999WCwWMNaiHwb0g8cwuFR4yO0mdMLHY4DbgJgKfhEl9wjGZn4MnEarChCr6hwBM7aMNt0HZ/09tqLG95z+O8VWzhnL6N6lGwOCdVbeh3INkEZMX+fjGlOUE+QTBC7HGGhbcX8qInRdB60t9GzOva1qZnawlm2iwADEkDm11mY/eXyWOAVxPCRBX6VGawEg1TRN5yjOyYVKAji2qEhJWnMaQeHP4znZsOY2tOZsgZ37rZN1JUibjRjjkGB9zNY0WsPUDVpB3O8FUbyqKjjnsFyusJjPWbGwFUIA1mtulWEEgy+dgGKutAhfrZRA9UQFRgTaMKDvuXeTNZqz6ELMbmOX7Wq5hB8GdNairmrYoyu4du06ur7HU08/JWfd47nnnsPR4SHW7ZoL9HWMnXD8xTuXMAVJxtT3HXrpyMuAu0ixw2iSb1vjtIRnvB+ff/vCxHgzpbUFMvTSyDUf92f53ZRjmTEeFl2IMVEpL8ZoxGkIRFFp4rMWrc9O2qtw4kbJKzaf5Sx+cFkhdkcLqXvvOsTB/j6U5P34wMV9SivMGg1r2DIi16FvT+GHGSpDqGvLAa3AGpDzhK4lBtX0A4J3QCDUs4bjHUTohx7DEKAMsH9wgHvvu4p5FFJ9j17ANqOAYiU4Fr5lgVMy/vMoIw5sx2cbvVZqXlOXUnHt9N/Te05p6q3a9h1TAXrWvTaeT9yTqa4EWUgl5hWvVVJ3FghQlKwJJen83EVVYHkqy+nSALqug7WEerEQwOAGdV3BG3b9hoSSz99hjEmID5yII/MY5yFOyDmCKlp+FxGzxOk8ZQGz6S6Kn8pzksYiwjsJp5Bfu0gfIkSPat5vIXBAP2aBIXCrmVjMWVW1tBTx6PsOSivs7e0xXJFYG9YyAgUROEs2lmNM/FtKRqBE6Yieh3KfOufQa42+5W7K1mr4TpD9wU0SjdFYrVYY+h5GKVy/dg3NYoGrV6/i5s2bgrDOa37jxg2c3H032rbF3mw/tUcBJM07lN4QLlvphwFd16d0+Ti2mA1XekpG+/95GBPZGlLFfthUVrcprxvrSzQSatlDw2fvXBddPJcUxE1opLErCylW5mOJA69hFoFpAJsPGF+75Nzc0ULqYG5xMMtpjYMEYSkQtCOADAANFVbQaLE6+QP0a4v5bM4aEnhhfRjQd6doXYfWdex2Upz80PU91uu1NHFTaJoZrt//AF79x16Nqm7gAmHdttzLqoBUKZkEeb+Z5XIBbduE294buX8ucPVN399mYX07Jnp2MV1MOiJby3eSMNlQzh1yeq7WBoQAooh7rgCj2TIlRrMwtkLTzOBtDa802r6F8QGhncE7TgWkwaFbrfAHTz+Ntu3hhgAdGOyXU3J5fCR7g9uACEJaKAR9IZTK16L1lwVavteIkRQaAM8D75UYmOY0P1Zw9MSdpIrPpdmmfNs4l0QQmCGpnQPbofH5KH1UWIvmWjELBec8/OARNNDMGtx7dB/m8wW0NbhxfIK26wAt7dn7Hk3T8B43Cqu2hTUazayB954bKA49p5UrCGK+gQoC9aHyPHLCgIY1BkEbBBXQdR26tsX69BR+6DFrKvQrfg4jNUYUAvdRMxxf7LoW1hpcuXIFL/uul6HrOzzxxNewWq/xzLPP4p577sFyucKVwyuoqwqr5VLmj1K/NWNyqnnXdVi3LXcWFuEd4p71hBJeakw0muvxOp7xkfLTEwt5+zVj5bA822XsLyp7OYkleyLOHgBbn0obbksQGGOxazv0XY++62FMU2TqZQUrGv8lPujzoTtaSCk4KOkzBCKQ68X/GjBQz9XxysANa5Bv0a7Y/0y+T835AGAYHIZ+hcEN3A5amGbf8yJwOwB2B83nCxweHeLw6AjdwLELL64B5zP0UdZ2AiRTOHOUS2zOHJfYLqTib8b+U5fa8FPabj2VgmtkPIyoPAgpoHpJS2pUzJiypkn6TkWhlQ9x0vLHIwWk7iJeo4WpkDEJ8JOIcoBeDuzQB/Snpxh6RsGeWXZP5f5Mm8I7okErTATQWVZtMV6FfB3JNclCG31bMXcB6XSPXLtnLPTICo1MbXTnzESyChDtmPSwyZJhtZg176qqsNhboKoaAGxVOOckRhEQyEmzRE5Zd96BiLP1Yi+qmLhgCvT/OB+F11amj9L77JbldeudgzFaOgIwBmNZfzV0HYIxsIaFSlVVmDUz7O/t495778MffOsZdH2PruvRrlusViuxkjnWEvdltJa09LEirSWG5gS+ilFLsvUvY44u6cl5OI8uEyc+S0mdvlaIidF1EfGjjHPnD5aDmb6hRrtGJeueUq8+N/CcJCsYE6fftimIR+TcJ890Rwupfn0DHa1Tc7FWajVilh3A+frOO/SDw3q1RgiEum5grIWtLIgA5z1OlysMIAwAyLJ//fjkFCfHN7FcLlHVFeaLA1y//35cu/9+XL1+HV//5tOgwSEESn11oqsoajC8kQWXzZjzHidRaaLHv+Pv6cb3kNToiHd2SWvqIgHF18fPYPL6poCKQvXWLLHo7isOU34rj7lwATGDDWOLIARYDWjL5Qioa8DWoKrm9XVekNAdhrbDKjjc7NYANLS2aI5qjmtUptAIGVxLlwyUHxDJWS9CliZ1LhsSfSQJsPle8TvjxfGTKh0xJ8smk9vuU3bjjfhzk8kcfeHGV4/urQy70Oqmxt7+Po6uXAEFoB8cVqsV+mHgs9V7hGHAjeMTNE2N+XyBvmvRE2HeNDCGEzmcdM2uKiuZmCq5RlXxXJz4YVLGZdCc7de7Hsc3buKuK0eYzWeoqzqtO4UAF4P5xqCqLG7evIngPObXZrhydITFYoHnbjwHAvD1r/8+btw8wZNPPo1XvuzlqKsKbnBpDbu+B5TC3mIObbi0pB/6BBTNsWaDgdhz40OANpdz816eCiiykXcG6bWNGFXhVYlKX+xtN1WmFIAtWe7YVJvkNUICLyEEhIF7tbXrNZr5AhaA0oU4IWxusOfppLmjhdSNZ59CX1epir0f+pQiGt1rSnPdUqCAtu0QAqE1Vg6/TphhgQCyFjAW3nE848aNG1iuVhiGAbP5AQ4PD3H/Aw/g6OgKmtkstU9n4cNBRHZBsaZhvAcUo3obKW67zE4uLZMLYz7E+j35sFUolb+n/y5pm6UW0QO0Hn/+PDfhZbLfVHEyojNklNmX7qFGv0CUEgsAcBsW+ZzhoAZMXcNUFUJloZsZEAheG0lVjlq5w9Ax7I8xgkavc3sWthzDSDOM1klpfYwM40LIKBlraVVlzTJbYRtrAOTiT/kCXcxLvMvUdVt8ff7aKPhxqS0HAKm3kvMOzXyBqmkw31ugmTXyOretKTsOsMWosFy2UMpgb8+k2VGSbcvGaRG8T0yXi7SncVskxYW54mLBmYGr09MEzNw0NYLzoODSZ53jeLJzA5anp1AEXLlyBVVVYT6b4dq1a1BK4dlnn02xqdVqjbqqEwhtKCxQrQ18COid4y7b3iMmk+R9z0JCGTmf6nLCKicxjF/jLZN3VxJEQHLZRp6V+EH8SYKKP8/NYIsxFu1ESks/KVzb9iQV9lTRhZhAcG5A17XwQ8+wZyaLk6mDc7vD83J0Rwup4xt/gEGg+Im4CjsEToCI2WKipkFBoesHeBI3EXhRXeDDNJstoNVMMMq4gv74+FiCvh51XWNv/wD3XbuGvYMDVHXDLdeNk0JaybARZhYEO42CQvBhVF19WRO/dPmVr49eY2yczDC3WE3PV0gBEAG1/fPnZQ6eRzE7L39fdE9l10npakgCQC7ma3OfoQT/I3A12lpoqZuLEFValBIQgWI3WFPx96gspOI68Z7ShUbICAck/qkoqLKAkoOOyXvbqLCsNo7y6FnzvGByv80szfzBNC+bX3DeUJJG7rzHfl1jf38f+4cHCTlg8B6Dd2LV6TTnCIR1y3GpVLdGXMOmTGy5QQmxA0CCCuIHjpmEOg2q3Ovz+RwAZxBqzVZWXdXwakDfDmmve+/5fBNhvVpJVl4Pay3qusK999wDgLD4/xYAEU5PTtG2LYbFQtqA+KwQSNJTTDl3rhBSmAhUjI3ni2JHU9pMrAKIpus7NkjKfZHjj+P1TNeVP/FLVMaiHO+G8d9sOaqkyIteAoiQ6jvOeDQ2gmtPP322gLqs0+WOFlJ/8OQTmAtoKSCTEZkdogaRZ1bbClAajgjOccGnJ4K1FRbzGko5kDJYLlscn5ziuRvPQpkaxtZoFgtcuesKvvu7vxv7+/sAFJpmDheAfvCAUuL3NQKLxF0vjWZ8K31mYHU75fjIppUyElaSAju1pLYJqPNoe4wpZCyy4rpt/44FnJf+Tor3zQw2Ma0UF1KCRZivI+R4HRmS1uYeRrMlVc9ncE0DV1WwNQDPqByzaoZ53cJAQ0czRQBYjVGwVqOqjAhlhrfifcMdgfnrt6/hZS2VFEBOkOT8XTTRZDPEld7K2NL3RasE+bORySaBDiQYR0XIvYNUPC/5/dipdhg8Fot93HPPfbjr7rvQDj2eee5ZdF2HtuvZOhocBsfKl7Eabg2suwE3jk8xbyyqpkE9a0DBI3idNXdiaCTn2OLhxBib9o8OBKUC/NDDO443X7vvPrhhgFVckB28x/7+At16jXZ5ilndYH+PQaH7rsNqucTy9ATeDTg9uQlF3B/uvvvuxd7+Hr71rWfRrlfoJVuv7wfMmgbBOQzDwNmL4hFZtWvclEQR5z1DJWlAQJBS083oEZvuhaQ/FF6QS3kbFJLCm24xjhAVQkul33FMLOQYj9ATwYdy/409Gcny3zYsYiHl5UGMKCgBCk5CKEPXwxoLNXv+1tJ5dEcLqeAHBO03gq4RJYCAlJWnpJ8UtC7ww+LyctZY8A5BSU1Ex+jOla6gLdfgVHWN/f2DlFprrIUxDL2T9mFyZRRIz8pIz5bLU+xIGunMuFRi7LEt/KaAmh6Ks1JVt31XYqIXEFFOb73MIQypg1vxnfFEs7q3EX5JFlcaFwoXDT+3qSqoAqpFKUaK0FoASyWexECbIpS1gjbSBVlF3s9CjCjuFUmXVtvLAi6eICAZkPJvwvZgN/8dFS55XhEm530rlfOX3FZRex7PYyI1/nx0WRljUFXcP8qDpK9XrpnyEv9Scra01nA+YLVqMZ8dSgq65aSh6OZTWbvPUGH8utbSFUBQQkLw7IEAsFjMEUKDo9Uhbt64gdYNqKyFF/eSrSxmTQOrFVqtOf7oHLq2Q7deY9bM+Dpj0TQz3HfvPVguZ1ivVjCCOFOmncfmmQSCGwa0fZtCCErQ1bOSmEyLNIdZyRsvP19+KWfg5FNTS21z8aKALMeVhRtfQWkjqG1fMf53YSkqJdmhREm+KagEbxViUTbYj6BGY93kHbcWt77DhVRTAbUBt2+WQxmziGJGl/OUamiCJ1DQGBz7Vhn2yEIbBec7OPLoe4Plco3Veo3eOTRzAci0FlUzw+GVu2BsBR8IVVXDVh7QFiQFmEpQJwhF7Y6ygCKEEXTk2aSESZR0XvKEJkmeuEBA3WriRNd1zCwKNIvzNlhp/V1EXHuR/hgLqA11NMdLQnSyK2ZyngI8SeKy1jDNDMpKCwUi6MAxeqsZF04RQJ4wDA61NtAArGXsPh3jVggICFCBY33kAwspnWGRNpNMzn7uc91+kXHEKSiVglKIo+gZdCFtVyySAXnWp+K+1dySnX8sKuJ2N2vBzGu7Dl3fJwBaKI2qtnCDxzPPHuOee66gmc/RNDWGXiFICrPSJgk557jtTURr0Mpkt3kICVJJK42joyucDq4Up6Ivl8nyUVCYzxocHu7hYO8Aq9USWik8/fRT6NoWN2/cxEwQRwCgrip8zx//41gul1gul9hb7LGAlcLkrutwKCgKPgS0XYfT01MM3iGAM+Q8BbggGyu5/s4wQ7Jdm+gyZyS1a0FhLG9RJEdrVyhP5R5KrtWtKz920G0jpVRy+cUorQZAPsDRAD8M3DE6fcULa1Hd0ULKqACjwYjRBNZ8NcEErkAPZEQDAog8uMSToKXVMQUSS4jbQ3viK5577iZWncPeYg91w5mABwf7ODg8wN7+PurZDNpUjIZsK8zmc4EGoZQCH4I0CIsZfgqAlg7ylFNspz+RztqQ27LIOPEg/13SVEhtBqm3XwuA23CTRgjmzOvi2KJP/1IHEEjFnUGYfkRxHimJcq9AsSsxSdNC6e+kkApwjdFQnoVT0BpBG2hrYRR38rXGoDYWB4sFlipg0XkcXjnCfH8Pe/MZjNXo+jWsBbSuUFu5ryJQkINZpLXnpISMymCs9MtKSOA6Ttj2eaHYMC8zEVXMBdcT5Qaa0fIKBUBrzOKKQfUUnyFWlqAZqZ14ItMeiV1t2T0dYZTEPRS4f1cIHsc3j7HuWjzz7HM4PjnBumvZdW40lDapCeEghZ3GAqv1SpC996GVwnw+x95ixmsEYhehMXCuT8DLpAjcgpxdrV3bcpFupeGGHnU1x9Wr9+G5Z5/hnlGee18dHO6jqhj+ShuNuq5xsL+P1elpKjhtV2sc37iJZm8vwV/t7e2hrmoYcCFvENdl3dS8DmCU8GEYcHJ6iq7rMfQDvAIcAnxajVgEHRivszgjcZ/oIjYXezhFnEitN889u9mZp3HnbgY6jusdY4fl51LbjhKDsjif0bJlD430Z5PWM8lZqPLYtVLStkylXnZxzwLEyWKCdt8PPaqhB+R82qri7tpgFyPHejX84JIVBvD+ugzd0UKKoe5j/xNh2IEBKQNkMTRSDZMStqIVM77YTVUpcS+A4XSWyxV6R5jvH8LaClprzBcLLBYLzuqrKpCStubaoKqb5OoKRKlvC0VBhSDhDCW9V8YbsxQc8fWcRr+pNW2zaLZZWNPPRxfi1EqL95wS491paH12E/XyOzP0ytkUmXyZIq0wbkMQrytdEl4asGmtY7PerPVLl2VoDa8UglIIguatARgoWK1RGYP5bIYFDZijw8H+HvYOD9A0DYxW6IcOyldQ1sDYmuF5QpwbPrgx9p+gccTC0UpFI0sOeLYqE8PYMm8jN6fMRoLS0vk+MUwXv7NEEfCB+6hFaxpQqT4pfW90/4kyE+J8Ku7HxoXoWv7NcYwQAparFVarFY6PT7Bcr9APnJ6tBLV8kIQC572g8SuBo1KYzWrMmhq2qniOjYbrO6QkCSJQTocU1yZb2RyMr6CVghsGKMxxdHTIZ7CpEYKHUsB8zuDSDDKrUVmL+WyGWdMkd1TXtpztZy0AhbquYTSDRHfrTpodOmlJUqVNaaR8Zb1ep8QJrwCvArwCa5xKQRVJPJHGyqGGVgQUMGnxzJeZs7JMrLxFpUPHPZjdpNOUcqVUOntn8YD4nfHsR/dmcuGJkErjVpIluOFyL65TMauSYatAuQN24n06QMHCKI3BD0kJI6IMRngB3dFCyihOPU6hYhK/F0nqrmKLnOsawN1fAXgCIIJMGdYYAoBu6LEaCCE43lDS/oKgcHR0BfsHB8wUfADBA1L7xPhfrC04l12NY99xZEpA6Y6ZJiw8P+L752/ZTmWWz0YK85bX2M03PnznWXjPf/y3RiOPoMQ5BBmLW6poDTIWAYPUXXFQflY3ODrYQ18rrPYsFgf7aGYzWBOFQEbn5vIBaVKv+IuU1tDECPcpZTkOIo6t1DgvMR/CH/JemTKFLW4+pVTCKgQALwwCUTESFy1Jr6QUSBDhRCGI0NfMADQzWg0DBM5+9N5h8A6DJ7R9h9V6hXW7Zjec1tKGxkIb7m5srOwVENquZy2ZAmZNg8V8JtiJnE1JYEBkgoJRKmn4AOCGAeQ8asOCJ4SA45vHqKzF1fvuxf5igYP9fTz7rT+AgsL+fIGjgwMcHBxAKbEMNAsi5xxOl6cc87IGdjaDNhapvECpzExJ7CKtoQzHnfphYGDpvk8oNHGuFHJN30Xn7vkSTX5fhkoL7rw7Z8fLphNZjS8d/a3Blj+I9xcR4PoBQzWga1s0e056ZOmR4pmVsTTQSz/TLaWcvf/978f3fd/34eDgAFevXsWP/MiP4PHHHx9d07YtHnnkEdxzzz3Y39/H29/+djz11FOja5544gm87W1vw0KwtX7u534ObtLk73IkemXSRHnygKhFZuaf4iXR1xu1XR2zVTj1thv64v1oMnMabN00UofFgWNOxtCpp5ESDaHUdvj7JdBYhjEvETwsN9vWzL4YBI3/3+I2LD87ve9lfkqN/aKfy9y73KhU/JyzvBtjZ6uguETl31AMuWOsRcqAEi3bGI2mqjFrGuzN52iqimujlKwORQYfWzvENOnofRwXFiutcldV5LGmoPlkTuSP/AOM5mNjjc54Pa6pNlL/VWaCxmGkOZcPKpUYE5dnyFkQIRabHRrNiBCBMGpLEVtVxHYVgUJyY8e5EBUbPjCO5WrdYbXm5qFd32MYHOJ5DcSF7yq6pyJDk6Sm2IU2eM9p4sMAozXqqkJTVQk6qqos6rpGI246IIMFW2s4gUKgzfp+4FqqYm1jrJPnKCpbIjCdy2jtBS+J12W7ls5cxxeOpokQibuVnC5dC0jLkeLvdG2xT1HcDyj0mXQdq4Q57T7z3OwtEqVmGDgrlpBaqPCZQb5hVAZweaX8loTUo48+ikceeQSf+9zn8IlPfALDMOBNb3oTloJ7BQA/8zM/g1/7tV/DRz7yETz66KP4xje+gR/90R9N73vv8ba3vQ193+O3fuu38Eu/9Ev48Ic/jPe+9723MhQAKDab5+SJmDQRPIhc0uaU4sye2Dqen1xDWQMY7sIaoND2PZarJZv6Vuf6DiIcHB5hsdhPB3VwXlweFtowmKaRxmlOFixnvBSV4NgUUGcx/EgXLmYUqud8Zur3TnGzW/jJfXm2/1xK8G78I6kXFz5ipAhpGd8gxdZxgIKyBrauUc0akBKNX1xoxhgsZnMc7O3hrsNDLOYz1KLFK0ScM4bGYveOkzUkRmKHINsr1rZ5/XVC7k7jK91358xJwtObrvs5nymTG6w8k44xusiVCiY0xoxkdx435+TusOIAh9YGdV2hqi2s5X3vHCcw9MOAVuCEuE2FExe6FyuWu9gyxiDj/rXdgOPjFW7cOMVzN46xPD1F265Hyk9cE26REptNekGS0CABsD09PUG7XsNqzuKbz5qERl7XNRaLORbzuXRwplTsO2sauL7HWtyVq+US7brFMLjC4zHtaaXTfmjbFm3foZf6S7amoxDL7S4us++/HeKkLP6dhU0WOuk6sNIRCCm7mUMMkppefDZVVSQBXVjc+YtHAnxk/SQB5eAi+kTLblEQwRqb3LCY7k2Ss7Rhw22nW3L3ffzjHx/9/eEPfxhXr17FF77wBfzFv/gXcfPmTfzbf/tv8cu//Mv4y3/5LwMAPvShD+FP/ak/hc997nP4gR/4AfyX//Jf8OUvfxm/8Ru/gWvXruHP/Jk/g3/8j/8x/t7f+3v4hV/4BdR1fenxhHQIx9o5H3KW+iWAvSdif3vKfNWIjahd8Oh6h/W6F1efFgh/jiM10smT+zZx0YHSBtpwKrq1Fay1XEwsmUJBrCmjIoBosSGQN/jzdpPFXM9CW07CcHLf8u+zBOE2q638Xd5r2+tnvbZxzYVXbHi9Rp/N+lyyS/l1pWCqGs18Dr23h7W+CQallSBxIBitUSmLxio4o0FaAYo1e+d6+EFBI8BoBdIW2gQoxW2yreyrdPCUGs19MfljK2ai56ZXOdBwxhNupyAabAgBXr7LS+F4jPWomGgh1lBEVEKKMUhQXK7hZA8GT66Ic1CNJAINbkDvBvRDD+dz+/ghEPqBMuNSiq1YBYTALWuCVwBxwstyuYJWwLypklAwYvEaY5jpSUxD2i7DS91S2665TkqC/5ypG6AsUFdWtHadus9aYzntPBBqOZPteo3T01NobTDfW6CyFSqT6/rYkyfxIsWZoavVGm3LHYqjcsCxNM72ZMarQIEKt/ALTdmZGJW5KIyiKzjuGIUojOTakOy/FEPKgilG6JnMdM9FS54oXZQsomRNcUjDuQG677BerzH00jBWhH3pURg9lVjvl6Hn260LAHDz5k0AwN133w0A+MIXvoBhGPDwww+na17zmtfgFa94BR577DEAwGOPPYbXv/71uHbtWrrmzW9+M46Pj/GlL31p6/d0HaM/lD9AqYEWjHfkWiq8K5AMGfmJmklse+wDwTnOUuLzVjAdxbUYRjZ8hE7hjZkDklZAL4OX+oEQ3Y9CpavrHEY/pbOEQek1miZebPt7PGeXc9/dCl36M7d47w2XYnwd+czwWyrVs9XNDLF+LVt7rGUbrWG1gSnmhxDgA+PLDY4tqRgsD6LdTxwjI9df7IeU5qFwb4zdgGOLSY77rUxGtoS9L7DZkMYRkzhGCRaIeyCKK2ZauRmeRl1XbIHMOBMPQMLCDIKPGSiCi7Il5eU1uWlmhGAm6XzAMDhJW+9GFrfWJrv64j5N2W6U16PvJR29SCqRe6T2KjI3CkhuwbqpJfMPGHoBlU1uv9wXCum+eT2JCG3HAmoYhrxlRcjn5xR3362s4S3S6O6yz9O+j78JI+sqWtF53PH8q4JfFp+PllKxR6jcmaUMK/Y2SeZtRp8YUhKHjjFdIK3XOKHkcs//vBMnQgj46Z/+afzgD/4gXve61wEAnnzySdR1jStXroyuvXbtGp588sl0TSmg4vvxvW30/ve/H//wH/7DjdeHQLCBQORlg8rEgaACz0AAtxQPIHQecAT0XrMNpcGwRaTQDYTOBXQDV5UrzcV8vB+Z2flAcJ5gjIJSglEm2mtd12jqGQDFLT66TgrdAqzRaUOVvu1o3ZTMfdtrF1Hp373IMjvrvlNLKws4JQHpzevK+71YSRPbKM2rBmxdQc/mMIs9QPFatD3HJfqhB7kAbu+bQYi5K7CScgUPOAMbCN5UUDYAxiMYD2XngGR1ykfPHtNEGDFq9rYLw9lCmyL3KHVpqSMaBgyRUQTeY8YYQITVIAjVzjkYZTIDlt+xZMI7B61raGOwd7APrQ2aPYfZfAFlDJzzXAMDJAbW9QOGAAwBMODzUXTckIxEgpIMQhKrxGjA3cWxZ2PEvRiz6YSsdHmFYwHshgGdCAsQJ0pZzXq/ifBIzqHvOihiwWeN4do3a3HX3Xfj5PQUN27exPHNm+idw97BHvbmC+gFL6I2rLRoy65T/nqH49NjLNfciiRITyUFSHKWKpQjXKrrxQtKxd5KAj7KmC2KZj7PWbkNROxyU4CiIn4EEVAxRb1sFROlmopJOgTXDyBSWNkV1qs1t3FBGkza97dSR1nS8xZSjzzyCH73d38Xn/3sZ5/vLS5NP//zP4/3vOc96e/j42O8/OUvxzA4WLDvuuj5IEIKSP5XZUCa4LyCIwUXCCbazpJuOwSGDokBZSAqLbx4gxz4EAKM7IsgWg37sq2AaYpA814wBEPStkg2VOnmm/77LAF1kXVTfn76uanwuaz1FtNjtwml6b2fL01HsuESQ+nwGI8vHoKs+YFf05rjjCRZZAMzbO84xgTNmXCIFgfFGiEF78An2AzQBDjSMEEBQaESwGBSIqcoa96j5AlVjDE+FBVv34ISEveNKu4b701SphCD/cYYeOeTEHPeJZe4KrlosWY+eFQqCg3pDkDcKSCuPwEpxVup2EV5XMQ6ZYgAoI1KliQnYLjC1ceF7hlZJT8gM1vukmuNZattcPCSwmyLGiNrrbhqOYXcqFwIrwjY29tDP/Spnke1Gu16jcpYuLqBMVV2kyqd1sZ7j7bjhA0ffLI0tq0a78VLLeetEW3u+/R9F330XH5Bk/tkC0qJT48oX8cvRaWfylvwa8EDEpsa5CeEAH3BvFxWD39eQurd7343Pvaxj+Ezn/kMvuu7viu9fv36dfR9jxs3boysqaeeegrXr19P1/z2b//26H4x+y9eM6WmadA0zcbr63UPGoAIX8M0drEAnI4MU6EnBQeFAYrRJ4y0jiegd4FjVdGNAwh0DrjKvu3QtR1ccLByoFLwUWlYW6GqmtSgLrpE2BVjs1Ngi6ACtm+q0iV4vntwU5icRbdkoSUGfPE9btVNWLowyk9MvQqKxs6wyBBSooCML94vNvkjpeFCwOA80HUYBgYJRXTbBeLYBymQ5zRqD8X1Qp5rrZQOsIaNp2ABO/SArqA0oKOAKmvOSrlZjDuPFWntRx+aCP6z5gOU68miuw9gFAUTU9KJC9NX6zUDKocAT4oxEKObSOaI3XFcgG0ri9l8gbppBLdOavWiO9Mwrp6O7m6lGG1CiOMblBqJKsVut2gpOsftcrwIemMsKlvBWu7wm5NI+Jm1wDJRAIZerKmug1acXq41I7pUVSVCmZsqWq1RW8uCUSkcHR6i63sY8xzj7zmP05NTWG0wqxvM55atTMNxaKUkO9E5LJdL9NL+B9YU6xOVzmLpJkrEC0e35oLf5pmJr8e/072kzQww9sbEPZk9AYWeVci1yM8CeQRHUJ1B37bo1mt470b7YxuvC2Uo5By6pZgUEeHd7343PvrRj+JTn/oUXvWqV43ef+Mb34iqqvDJT34yvfb444/jiSeewEMPPQQAeOihh/A7v/M7ePrpp9M1n/jEJ3B4eIjXvva1tzIczmIJ8huQXjqUXwtsOcUKeoqwD+CEiMEH9INH13t0fYALEMy3vPmiCbxer7FuWwamdQFO0tC9MBVtDWxdpeLfEKSHUT9krMCQ42dAXuSpENq2IS8SQKVGvy02ddY1KaYyKSg+637njeVWBNTlLpww7/JvYGxZyE9E6+6GAd5zH6Ou6xmChyTryHAvsZgmm+6QyhdyWq1zA2uHvWS29awp5lq4ked+60Nui52WDCBdM/7Q5u1UjtlE7V9rjaZpUFWcgBDjOFzSQVztD4bsCl5SyqVRJz8fo/jPZjPM5jNGh9jbQzNrUNUVWzvWJAuSAWo1F8PWNRfcGstqHal09jIDV8LQJBalxV2qVEpOiqQg2X1EqCqL/b09HB0ewruAbt1huVxBKWDW1CkG3NR1igdWlt2Htqqg5f35fIHFfI69+RxaKwTyWK1WWK3WWAlyRYzLxXWJcbD1ai2ZfSE6XZJl+nxitn9YtE25jXFYIJ77UlBByurEYpKsweiuzfc5hx/J2YmZkGwtczuk5ZLbGzlBiYkCKvKY6fguoluypB555BH88i//Mn71V38VBwcHKYZ0dHSE+XyOo6Mj/ORP/iTe85734O6778bh4SH+zt/5O3jooYfwAz/wAwCAN73pTXjta1+Lv/7X/zp+8Rd/EU8++ST+/t//+3jkkUe2WkvnkVK66NqsIuYQa9aSlReFEhE47VwZgDijLwSAPGf8cYdR0cQBvk/BBQfJNPKe66SUDwhKpcMY6z2MMQh+HNgOIYC0KpiQOttKuCSNNCS1KTgucv1tzuXm67fqyrvU+Aur59Kq51Q4IXnqUHq9CSSwPoxwH5mJ816yKxlElqsOSBoaUjpkyZmjIC5AKWkgtrOccwxvgyy0dXSlbWjS2ZpPoy/cflnjLdTx9EA05hbpXiqtdzr44t5KsFKB3XFKXrfWAhKz9ZThuhRBhFaANixwbFWhqpnJk8yjiXEaZKWKx89p6wSB8FHi2pOxximZrjK39iiUJunfpeK8xyJfY2CMBSrgmfAs1zuJJRWf1+iIt8gBemN0YVHycOrKoqlrLtpet9xuZBgYRLrv4X2AtZlhaq0Fpd3z+85ni18Oe06W+MMnGs/eyNLOivRY8YuOpPI4ZgE1Ab+Va9VUQiFbThvnWkn7DiXxXLk2Yi52PaPLV8GP4lDx9602SL0lIfXBD34QAPCX/tJfGr3+oQ99CD/xEz8BAPgX/+JfQGuNt7/97ei6Dm9+85vxr//1v07XGmPwsY99DO9617vw0EMPYW9vD+985zvxj/7RP7qVoQAADo7uwrxSogFLe2MUWis42aH3Ad0QYKsZgjbwwcKThgeDzQ6e0A4BvSf4oGDEjxebhAXi4sR+8OjdAPQtLAGmWiAKwFjvUdcN3AAEN0hH4B5zP+dTa0r3QM64Kq2oWxUM0Uyfpo1Pzf54zVltpLd9L6X53L6htrkVLiLaYObfHsVvDZBn0AoBnBkWi6xB7HqqrMKsBpz2qAUpISBAU07BJa3AIahcCxO8gyOgbddQxkMbj6bhRoARHRyYzGHkEuXhL4TPaG3OmjoSbi/3I+TPK0RIKEbTUEQJqdsYg3vvuQenjcVqabE8ucma7TDADR5+8LA2Fp4Ds2bGkEPzOWxVSbNCAxsYRmq1XgEU4IYB/eBGzG/k8irXhGL/ZE52iK04mmaGjjz6LhfIam24zhGB48tKwShgbz6HNQbfMATve5ycnGAxn0NpjaZuUtKFMQyHZMq6K6URNMNF7e/v4+p996H3Hst1i67rsFqtYI3FYrEvs6kYUBcM9dT1HVbrtVikeV3ZqiJ4BYTo2/1DlFdlSvmo1inuB0QrSCEm9RC4VQc7b5QMUYMQESAwbjKKsTBMHuuEODPxpMQ4vDFgXMGQ1rxr1zg9OUHbdjC24p57BRRUrLeMyv5l6JaE1GUY0Ww2wwc+8AF84AMfOPOaV77ylfj1X//1W/nqrZQyV2VWx9Mo0l0rZkJGQdkKpA281wiBgTdjSroLufo8aiuMeKxGim7shRMwYGb5Va6TgABIaniXswF9YFcf988rRrihLZ9PSfhg80yo4o2cUr0JpxOF4IZAUsjXJu+XApEXJnS25vO83B6bitmmIXIORcsn/SNZzTGDiANJ2looY1hxFzBMYwyMIm7foWKBLsTCUzBJsxeLKe4rIgHNVBJXYvDdzD4YZigLIWEilFdsG3CVSpZ7XLv4M5mv8qOlNi2/veDUKcXNAY/uugKogOAHrJYnIHA6eHRVRxbnA6CNlSaeRmoDRXgoxrIz2rDrVH4CABWt1eLM8Nrk1aTEFiHt4Nmy68E9umILFGMMp7ZTbioI4tYvVVWlPl9DP8BVFaPaS9IFY1yqhPbCe8CwxatY6NVNjf2DA8xu3MDgHNbdIOUmg9R+ORgXAVN1akXig1jgxXLE8hNKG1FdfuNekkZzWCoE8SfJxW1fnJWa/JIIN6VGPIfkRpNLkYuGNxWQfJ1UZck9Y+8rL5aqDww4nLWY3OaD5y9cOiZ1R2P3AUEC1VnXAJX9TJjhaK1QWQ1dVwjawjkF5whISApSOyVlTaVLg+JGEZva+4DQO2ivMJMmX7FfjpHurs5pYOAArJO4laJN5pNeSVKwsN9LotzibMrMR1dOeGByA4zmQ6X3yhuo0WGLZjlGPunzhNRW4beFyiFuPMc5Suno0QiQDn6TNxW0qRIKiK4r6MqCtAaMgraAsQQDDRMYqNbwW4ASaCBBftbgJEDtc52Hc4OAuGpBKhBBzhMAtuaB6NKMezKDqKqNJWbFQR5iJKQms0NFZmb088t3BAqMctL3UEqhntW4eu0qtCK4oceNG8+AAI7BugA3SMYfJH/EVmhmc85O1RphGJLCU1U8n86TeB2CuHY8XNch9TFLo1ZR10/PwGfQsDCsaiilEVxIsSBjDLdDQaw3427WRnPtVi0xqL7vpXhXJZSKCKfGwpXvYbQBNIOcOjewq6+usffMM+j7Actly6ntfc/WpWXrEYIiEoWUcw4+tpSJzJWAELsuRD9lNKhKL8ZEjFxWCYtKi6IIZnyLjkWKQmDiqdl6Nqduy7G2T0Bxp/Jp4l9cnqKQId+4iWQnsT5B/BFsCY4JxnlkpKDL0B0tpBoTUGtEySL+7Jh5w9aMAWPzKa3EF+phTQ0l/Wqc48667XrNKbvBozJzWMOIyZC0dNd7dN2A09M15guLWtcg73kBKMBqANbAGCU9iQiOCEMIcErBCM4fy1RKmzpQEHBaZBw4rSULLfHeEWfPDEquoCDwP5mEZfI/YhskYOxukw0TkOMqJPq+IkGGF0DSKW1zJ25zIwLYKuA2bIotJ5GZaCEgY9wjatsqMkUGKjUgwAMEDdIWzlq4uoKfM2IEDMEaoFYKc4rZRQSnIR1WVar3yYpBdCUH3guee00NOoC8hVGBkbOpQmWrFPfUMvaQrAolh1IlbVXJ8wSx6JVSqd0Hx3zGtSuKxALUvJ+jxGvbNs2PqWvUSmH/8ApW6zWa5QkGAK33aB13ovYKKb17b2+G/cMjLA4O2eqPmrDAHnV9j8F7qKoCmZ6LetPqIHkEdHxNqeR2j3iIbghQswrW1qhsg6aeYz7bgzUVFAzIA27wGPpcNBuLkrXS3PUVXNTf1BVQVZjPF5jNZtjfP4AxVlpZcGv7fhg4qaOqUGPOCOfO4eDgEERA13GK9Gp5iuXpKQCgnjeJjx+fnuLmyQnaYYAHAYZrp6QSIT4ZW5RyroJYjbyvsxeDVz//O56HaNVQOh983nLcS/ZJQGLwRvOdgo9MnhBxBpNrW0tckqLVF88q7zEKHs4PCXqK75s7CRCoQPJB9gyUh1LluJJMDzQ0x+iDw9B3WK+WHA+sLIAAAwsiByiFprZwA6G/ZNreHS2kjBbhkBhZSEw3MgctG4oLNj1A3IUVoKQNhxBrOGK/KWn3TkCs0A6CSNH3A+qGYVEQCFAc2dDSvtzIwgO8cT0AZk0iMGOBY9S0QrZgoq9XKZUOwsi4GZlFlH6RwlgIiGauFKV24WoS+Ii3SpoSRV2IrQFFsZ3JxXpcSiIohNQ0XjWNmU1MvDiY8bPFf5ZaKn9h+rdKzEwasxHA7j+NYAy80aCKfeekA2clgVApA0MKmqTMQALBeQq5R5MqLXMKAHl2E3sFhQDnNJQmGA+Q0cKgoxsQSCudlANZsGRJQdwkPDZFSU0o/stzEp/ZKM1NNIn3pVIZZkZJnRgMYwwyHFiAI2aspBTH3LRBPZuhbmaoqgYU+AxElAkGDfUsQAWIOc1RYUQAmREriBJRKEUUwAqatlxsa9mi0ooFMpEkcbgAFYjdbioKanYTghQGCcgnVJG6Rl03HGtNmb3shqyA3KUAgAqMyD7M56jrSlLae/R9h3qoU+IAKaDtO66RCp4FshT4xkQBkpOZtni0pNIalUlSmWIJwFSdjNlu3ufC7ghujTifyMkKSvYRieU48mBonZV1yvY87zViJUXAeZEy9HKpSRRsgTL3SfKqaCuS4+jF+VdK2qMM6PsW/TDnbudGcwPRwGUDtqoQZItehu5oIVUbj9ooAZbkgCZFfzK0+FZFngQFIg762gpA8AJ9o1iLkx442kjWEDTIExAUlDIIpOEcYbXs0NQOjQ0IzrEWorhSPliL2lboqwq6MghKwYEwUADIwADbLQbKP1qOe1H1Nd7UiZeXQkAECvhiLtwk6BgPmZj6JY5g8rFLskgUWCiFwnS8k0SBaEWV0PzR0ir/XT7DSEjFX9sEYpnPLIxEiSWpi8NrhHEjFuVCoTcafWUwNBYKPpmRBhqNqtDCY1BBJl8xE5bDrYrxqdTwA2JVevg+gIyBUQGKHBQ5GE2AsWJJR0HD96Fka6hocKR3QuD2HwoETbHmSEESu0W2yZ1iD57igIfAHXJNVUlq9RJf/+Y3cPP4OZy0a7TOoSeCNyKIg4KHAWyNxf4Bmvke6nqOdnnM2WzewztOIV6vOQ0b2oC0SSUacc5H+2Lyl4KUgXgAykArC6sr1NUM85mTHkvErr/Bww8OavAwRp7fci1VU9cgIhwf34S1jJQxny+wt1hgvlhIuQCnabhA6AYHU3tUmvu9IRACKcwXCwDA/mIB7xyWbsC6XcHWNplEpICT1SmOV6cYggMZKQxXxZlUKvVZSB4KjCOOZTx4alkFMFJHel+EVHRdqji3hTIGQJDhs/sZSTEHIAXO0V1Y/mRLnpKFrCigkfhebK0RQycUG2amz47XloDkXVHyeSg+Jb0fEDrC6fFN1JUFrhyBiJF33OAEf1GaX+JydEcLKSV9YWJrjrx1xA6JmquktZbMIbkHg0IC54wuq2SZgT8jle1G2l8P/YDWtlgsZtCwXAgobjpjMyRLNLNdCNACIRI39Wgs8kLUqktjqYxFJWsiaUjxoBBEqUJ0EyhKGfkASf8jkXApjTVaT1Rm+ZRbW4Y3ZUZb/p5aSucnWRTzG7+Ttl878olv8a3HJY6DjW5VQAHWgIyGQywylZgiQsHkWQwwKrhK90q2zGhc8WBJ8DKoVE+lveZeSCRoJlIPFN2I/EtETt6EcQJT/VNOEQ4IQacOqYW6zq4Wx03uQbl3j9Yafd/j9HSJbz71FFarE6xXJ3CSXKCN5RMie5LBZzk7MVBcx9xigaecXYDsiorxGZmdaZyDSuY8icMW8zhO6IkKDEsILtfILixrLeqm4bql9Tp1XJjP59BGp3o13uNx7XmdleJEkiCWYMLYFKBaay1bmdIUVcfCY+/hgs/lKLItUkuYvPPG63gZOjM+dNb1k6+64FLC5vks3ytYSzr//E/+oqgPjlLdRwrX2V/O3msuvenaFkPfC7ZiFtFBskQ3cE3PoTtaSDGzUMj4Z+UyhHRIuAhPJfSI5Hf1QbL8aAReSeKjYMQJzvipKkY5p0Do+h6Agt/fh1VKhBTbQJW1/FNV0gIEGAQV2HvpKpv4VGZOAFtDCErGnSnV08i/2addvsabA9Ecl4NQBnL9RHiUQiAbNIWNpmIfQfnvAkG19d6iIW6+NunjU7x/3v1kWNkJlk5lHnQsLCUobsViNQYQrDyPDx4e7LOHJEnEzCdekhhTyZpias2eZxzR3gnBI3jNIJtGCj9tgDIVlLHS6l5L/WqR/QcanVGtTYo/EbFly8KU64pMWtsgri2Zl5REwECtbdvi+PgYX//619H3a3jPKAuAJPWQJPMIY4Zij0OQ+AYraTpbekFqxZzL3WJVzsAbU8nIshUQZT9k2+aPZcEb7+sLJI0opGazGYL3ODk+5jNIhP2DfSgRylFJMgJtBKW2dK/V0MrAaCMZg/wTolByDtp7QLrx+tTafAyFlNdfFY9Q2lCTGdkmkAoPw/Ta0ZnI33IpMThSZKNVdYG7fpoUxayPssWuxteOx1uspQI4Y49j8ev1CkPfczF58ZwkkF18vz8SQmpMuYcK0t6PmkEgYq3RWHgS1HPv4ZwSrat0WXFUSxtmXlpaTVvLOF/r1QrtusXR4QGUYlgajnuRWFKspbG7gzWHAUAVK+31dsYPUMp4yvGdMSMfxXRU1nii7x9K9J7CFTc9EBuut7NIEj22QeqfJ6SmYy1/b/v3ts9uHc5ZGihxrMUQwRhOKlBgOK2+rtB7BxgO8LoQ4CDJEtHqTJZTjiblaNBYgPH3sZCJLhrGCOQMUa01jK1gqwBTkSAyqGQRpYMd96o8qkkJGwC5gKACnNEwhljYIsdpouUbeGOn+eK4nNiFROj7DqvVCbzngLXRBsGz2haRqvcWc1SVTTGJ6KpkTxzB+wHeDfCuBwS+yGqVDtcF+nWxRshj5tWEUtFFlplVtvIh2rnCfDbjfkXrtQDQZouy7Vqec6VhGp2aJTpJx49p9ZzObkGhxnw+Rz8M6IYBzgf0ArsEYxCgsG65loqXf9OU2RBUcWvcgkEVn3VaJ/lt0bbPF3s1kxqtW4rnk8DFbZEd8dblESyNQl433udWaazXK6zXKy7qtRbaGMzn89EzOl06Pc+m7yghBQizBh+0ZFuJa4m1LC2QSSQddlmLjNwqp/lKIFDqZrThzq5aa7RdC+9ZI/B1jRjHIIgGEy0yGVDwAcGEVEhL0VTZGHverJkhZwtxtJlFJY2bozTPN+9xNpWHZCrQomZ/WTSKbYLmPAF1WSEVtcJtae5TzTOuIRTj0UWooKA1Q/UhMvi8T0p3XLKaovBS0bKN8yIslXLgmhBRCTimSQCgDZT2XKiqU+4bMwdJYS6TQaKbKlrNgQClo5LFsbIoNOMUJL5YaGNR2YqoC060VkzmTkFaWjRcHxWflwpvJBfX5nb0nPSTa58isx4JqjP5LBVG03h/l+5mpEfJe8RKz6mYFOGcwDo5BxLEiaA1qspDBz3aE1EYAyiSNtiKqqsKru0Ybd05GOcAYxOkTzm127x7Y+TzvC7b6KyzuE1ATefj0v6+4j7ZvSzzXvIWuWXkT9G7oZRYUVSEOpCFEZVaFSaWFGKil+AfStsj71wBCKzH47ik2/POFlLbDoSY3yT+fXb1sSVlJEoYpN6jcwG9A3xQQGy9QfwBBbDLTlwfsRCxqivcuHkTq1WL9WqN2lbAAXK7eNH+tDZSkV5gDAZCUOyi1DTVoDaZdlzDELa/z8IR4EAnctt7bAqfMgPvMq47gFEYxjrX+defJYi2W1W5TuYiAQUgIVufRal3Di8WdGXRLBYwpydo+x4KFrAaZDSIAjx5eEmbTW2uC4tKceoMtJLMTQgoKxTYFcxrwuU9AcoxoLDSGqayqBN307CkABPE5cTZngCBAqMZKGQ3czkvLKkAI7BacUNEBkTIoKfee2BgYVdV3C6n7VY4PlbFPgqpN5atLJpZg6OjI8zmDbRRyFUrBCIP8o6zszx3vlYIXD+mucHgtgy2tG7IxzOJI6IUcNcQlA+SnlbEz6okvZ6Q+0lFgRLjvCEELJdLDHWNyti0vxUBvvZJSEeEg+gKtNZAqxqLxQLOewzOYdV1cN6hbVsEpWBDwOlqhVXXyXxvUdDis1HOgLtVOk+hU8k/euv3VDSe9RTaCCELUQUpOclnM1paqXPDFqtMqfEYx9cQ81DZm7God71eJ8XAC5jxWQrnWXRnCykEbGLkxsWJlpQa/5CC84wEwYdWWmhrdvSEEFLL8MpahBDjCCz566YCEXE/H8e+a4WcRgrFFpi1Bl5x7UKEbAHiQUW6fmS1qLOY9RbLo7DeouYTnSdTi2i0+eMsFd97FhVhrwutqQS2eo7r4rKW1HTM0w29zZqKGl8QQaWNhqottNUYgkcVGHlEWQ0E5B5JiGICqZ111JDz95aWZSxeLJ5X1o4Ua5LkAG2cFLDG4L2HksJgjkdF5P4StSJbzcxAOJ2YSwG4WDV6n8bzESeCu9l6aUBH3oubkRMjYquMQAFNNcNsNsPe3kLcfTyBgQICOVCQ3lrEJRYxpVyrXFie877k98jkoCzx49+Igi2jD5TKF/9JyF0N5DxpDS2YfOzNUBiGHloBRqnEYLWc07qukmIRvzsQ1wWpCF9W5SLhQITBOaDv4QDuQuxc+ngadbIEM20TY2edrfPO2tmW1AWMXAYQ+cCYpyBbfeX5iq9BEiVCLNnJ5zgEkrqpqcU0EUzFQIjYa+RAqAQBpV2vsJjNQHWNYeiTCxZKIXh3/rMJ3eFCCrKhi0Wg6C4AIrzHFPMqZvP4iAIMPsiUDinXS1XWwDuVMLq4xTa3t49YaEHiWUFgVIAc8NWK01cra/mApO+Y+ohjemmhJUfLYIurL1leqYcWP0NkFttM6dL/vQ30cUMIEHJbC4w3+VT4ld+xcdi2WFIJfbm47iI668AnAQURUpymxsjdFSN4u+DhSMEQoysoD8ZcRWk5SZ0VRDiLZh5dh/E7Y6xmtC4EkKRTK2JXXRJSluNB1kvHZ1A69SRKDVR0lkiGapyrEKSlhqQEJ+sM4lKeCHEiBM9Fse26hfeeYzhgyzV12SVCXdeYzaOQqljICnYeowW41KdNEdtsHK2NYrXYnyU33PCLZTcpz5cUR+u8Y2PyDgupeJ7lOkXQhuHGrDWpDpGFlEJdVal/EYix+mYzRoWPCixJoomyBpoUKssYm03D/bOCc+iHAV4pKO+5E7DjdSPEAt7MqMWxn590ixw5S1Bd5O5Kr9+qJRXP2Oi+Ko07hTxGn8lnRqvyfEYFTIkCLhenQRWKRfwuxcLOe+kmIWUM69UKbn8fFBoMfcc8qOLYfnSpXkR3vpBKFI85U0oXTR3qWFAFEgHjpLaCYktRzQfTDyDPRZWVNfDQ8MqkQt9ZM+NAoNbohh6d6xEQ4IKDd54r5G0FGIsgVeDz2YwHFWKtDqXU2VxbpGGMAlC64+LGkb9KZh/fQ946KjLZM0zpUlCl6884LEqrHECdHJizhOBlBNRlBFI5tvLveI+N55L/EXHRKrSCrix8p+Gh4BUwUIAKQKNrQGlor1Pb8sTogSSoUho2CTsSVxTEes1KRj64CARS4jZxAxw4PhlC4FhVCAjacMFl5BCiQlEoLDvZu/mZozuZSyEAJS6V3I5Dq9xtN4SArm9T/ZT3XB/InaIJCJyMsLeYY7GYM9hsCPDDAD/08H0HP/QgN0gNoEJTaTiKfTjCLTLRHINLGV1ilTJsPRXFvyRxkVBk9nHBdaDCstI6oZ4HHxHLGVtxNpvBWO6srRX3iTLS+UBrBVNZVE2NuV9gNp8DXcfdZIcBQSl0XQ/nPHcuUECypOP6pHWPNUsX2juj81Kei22JE8mSSsrnJWc5audnfN/4dZUVeuSQgpfMys1zFuP6+W++DsmThIiCQmy1L5dLfOP3fx/zmbSAWSxk7Qy6ob80L/gOElJATAUt2AaSc0KJaYvs6qOQd1f0t4bohpENZAzD3MQJteJ20FozOGUM4nrPdScqZriIBSb+8fKAEpDw/qJlAwi+mZ4y6Kyxb8Sw4rMq0XgwFlDbrI/pfc53o8Wvv9xmuoyQys80HtdZ97qMqw9ASm2mqC5qBcHVFmR0wIMEMUFJJ9acZRkt2HTIR98tyQFKjV6n+MWjAfH/ytRtDiQLOK0hcS6K5ZzUjHJupgkrMVYV94kS6132LBXOIRVjUDmJgltLhdHXWCmVMEagumKChOxl8hy7YnxDxe3pNQPSQjLBxs+89Y/J66UTK1tfRDT5XGbg7BoarzXAMUot5zC+F3tlxXOZkkhg0jpGiDRjDGzFMebBexbqHnAk/CHN6diqSaNOr1HcLKVtdWnaJqCSJXULt9t2edo/hUBEfqrRGKi4Lv0bEnGLheTb1lblFY2ub60hFn2Hk+NjrFYrdF3HykMsOr6Fh7ujhRQv7IRpyU+Ibj4llpQ27JcnQt8PkjocUABXp41O3jPgJQVUtoayzehwN3WNpq7Rti1W6xWW69Uo2MiuCcuBaGnrzbEF1qoRKLkGI8PjIsPcFpubNOanKbXR+KSZT6iUdl26psr7l3MWtaUymSL+nZofgrHEELZsTABnCYttltM2CypWz2/7fDnushlj+f74y6MspZSpqbRB5wb0wUM3FTw5AAEViJMlrOU4VPwelfHnCASGfoiqY5xLDa34qBqjoQI7v6JRFZVuHguDm0LJPColEDGWgVyVTl19WUj4NO9cO6cFHiiumbi+dJOsCO+5eDh4zl6kwG0xYjNA73p2V0sChFa5wLuqKlS2FigbL6nmHYahw9B1cEOP4B0qDTRGY1ZbDN5xnUvwAHH919nqS1zHuFdUUs74mRmyLBQafdwXMfAe224AyOn+otw1TcNejbrmlhFACtZ3XQcAqRSkkQzGaKHolNzSYG9vDwHAzdUJumFA2zMyetjAhcgUWb2K/OfWZRPP0BYB9W0RZSE3FVDJa8MLwmuhWPAEscAIDJsUF0NnMZVVqHKIKs5F5FOSsAIN5wesTh1Wp0scHR2hqiyOjg5TxwGt/oggTgB50rI+msO6icGIu48z/QKcNLLjAkbk3AsiRqcI7JsP3sNWBraueUMKw7bWoq4q9H2Ptm2xXq/lGxV0pWEkW8sLyoRzLmdFQTZGIdSmMaKtFg0mlkp6QyUXyGj/bLGo4mYthVSMpyXrIG5yKIFKosnOPNsVNx7zeZaUzNbEQiotu4vuP/k2+b8cF8WlA4NnFGtTVwiOY4YueMYsqyxUCEVMCgnnMX+vbCEaj7eMA7EgFSkpH4htI4h8atvihh6xfkmJ69DoYvSSzq4li49jYUCMuJHUrTvnBP1EJ600usi8WPUUgkB7MWRYcB7Bc3YraVbgGJmD3ZJEHvAMuBykLoq8B4Jnd59WqK2BUcy4GEkqCJMp8BoVNi1LnjqkRJ+4n0SiZxbIr1trk2jYpuzE+W+aBnVTp/R0Yy1I0u2HiPxhzFhAFZaClmy/uq5RSUyrHwa0XZf7I23ssMKSKv5OpVTRK/NtWFTPi+L0KRpbfSrb6flCNf1YSppISp5clgVZvH5shY2+TiGta1S2fPBwg8Nzzz2LqrK468oVBv4VJeGPBHZfJJr8ZirYj2K9jYUUB/eiDzZO6sjcFZdfbBfQiDYHYhForUFVWbTLJbq2w3rdMu6f1mhMAzKR6bJG7Z0HjIaNWgxhJKSmrZSnMSn+6rM3cdo0hVa3TeiVQioKhGnb+FJIgSSllcb3nPq3L6MJbr53uRTUy1wDjPcAKQVohd47OPIspIh73DjiVHBlDZRHKjfIo0pfjFQ0NHn+kYCKgkQVn1NSbkCEoDzgCF7H/lVsKRkYgHJDNJJxAVKQm+IhACNCCGSPgMlaYwSlQjNCA4mQcj7tWwUwpJEPIB84fqOiUsM3954TJJSkmgcJeMfECQ0WUpXsXwMkZW3b0tD030lXFPWMKJ/MtLUo7bXKWLZWS4WsQECI817XdUpLN7GOSvZ1dL9HD0FVVcmKSkkP4r2o6gq2s0mZ7Pu+KDiOjDyNciup8uLnaVWdSZe8p0LMbD3jNsSJENNLogeC/y3eGhRYg6OHznZT/lMUDtr8YqKAYehx87nnACLcd++9mM0aWGtxeHR06bP9HSGkRlJ/pEzwcShjC4wAwa6MiEjOyNNSrEj8mwL/m3vXSAsOw0W9dcOZUd965lkAwDPPPIP5okFd19CW8dqUMamtgY51LlnVSgIhCo1Y0wGwW4nfT44FeY6cFacmWv9laJsQKa2okglrrZ/Xedv2Hduto83PltdNrbVLfDHPlOZuu713eO7kJo7XS6CygDcgaAyKcfyMdEMJiAeRRCBR2kRZ7kQ4iLJ+RMk65Xq2katVyfMKIrUfBm417+Oe4wQPIrBrEXL8JWtPKyBIMW8AuyUDEXoJOMeGgEbaSLBw4gSCvu8kCWJAGJxkckureQ0o6BRjSqnwFEBeEodchyDCy0Ch0sDMasytAVmDfvAJGzLyprMAbmKNotKcwKC1lgQT5LkOPllms7oGKMBJe/eu67h2h8ZKXLKIFFBZC1/XBeYgYRhcOl9G0A76YUAVz49kCTbNDHXfwxNbUuu25XWY7M9NFWssP1JpwCWVr6miVyqJbNHk8hpVvD/1jiglrv4Ir1bcY/p9/BON2KhEi/CikOYrDp/T0M8puh2ZlFnhJgDacEZzbS1Oj4+xWi15fWdc+vCKV74CMwH8vYi+M4QUgLxdsoe0NHVLH61zsUCR+HBCgtjRhSEWk9a50DN23WUXQYWqrhEooO97nCxPBU+UAS+VdtDeijeOazxKaKEoBEpKhZbRHZQ2pIJSQTZSdjZkbSc/11ksvdywMT2+tNymGzrFRsQlAxpv1OlB2XaP6fubfxdjP2PMZ93/rH8D/BkfArqhx83TEyxXS7ZotAKMkTYVLDyCMAPWMGVus29VRqkQoabCtNxh+kwyXypZKjqvVvAIngtmjTfcftz77BpSPgtLAFCcmRZBb4kImrItkK1vHpvWCsoUmHuUd7/R0kKESLAheW9bw8JKsiHE1c2FuyS91ZQ23AlXazR1hUDAsl3DQSrG4hiFuSkRpnE3BnBKfnTJRdixEIrzSonHSfyW40vODcl1Vz4TEaHrOk5BlwLf6L6L+zu2KI9Cu+ta1LYCEVDVVVowI3ErAnc3dt6JkIomILLyknZE/veUtp2NbbTN+zDyeBDzJqU0Zz7qcYw2Xqcx5ifRMpoKqmlcShVzH/dS/ky2ovgcbucs5XbNr5CwDE7UMVrDeQ8/DLh58ybado35bI4bR4dY9P25cxTpO0hIxaktYlLERZdQHMxTgUDOY71q0XceNASQdYAO4JIQL7hk7FqprGTbgbiBV1NjPm+wt7+HbuDcsdW6RdutodS15IaxjvtU2aaBrSwWiwVbTFLMpgUVoKxd8Z5dDTFQnDcjb5rY1yppO9CIdVIERn3OCNXb2X88wDGWMQgacYxRxWviD3toSJj0di0u0jT2dNFhjTyz/Hxax4lALONm02tpciNlNNq+w42TY3z1a0+gW59i0VTcTtxUqQ1Y1/foA8ERECAdmIEURE47SbRjgMZ1HZQF+YZHRIExHKEkQYd7lw0hwDu+l/UVjFLQIXDgXxkoZQEyANiNx4kVnGCgdbZWYr3dum2hAMxnNYMaNw2aukFlLQAGTbZGY95YOB+wWg+8z5VGbTVmdYX9xQJDu8IQBlAYQG4AOQffdfB+QD2boQIwrw0qu4fOBSzXHTrPbTiMFbR3NzDz05oTj0RQsRuNUNczzGZz1E2FMBBccIALYs4yc1MKqKyRvm0dVqsVVsvTdB4jPJP3Ds888y3s7++jaWooDVSVASwnWjRNA4CbQZ6cnCAiuHvnMZ/Pcdc994g7O6CZNaiHGUgruBDQDQNgLaLbNnEVpdI2U+k1IPo0k79jYvHEPbotPlteE8975geCXK+0ZP1KnLtwY/Je4PerquJeUSFbROlsyOvRW2OMye5B6WGVAHVFwWIYqpisFbFN5VkJSLtR5FJypGoCNCHIWeGGipyC8dxzz8Bog/lsBucH1HWDy9AdLqRUwSXU6KXsIxVNFAHOCd7ewN1Ch4FApudaFihw80JKAWLf9wKoqRNwZwzI1k2Ng4MDrNdrtG2Ldt3CagNb1VCakbgDI49yqwQqFhXZXQBEpnuWS2yzjoJjaIWzIao0JRrzOZrctky8My7Mc4h8sKa/N8d9kRY5HuK2+5yVjHHufcGI8/0woOs7tH3HiPUqwChZW8P1MoESzvkoRmIo2iY5dhKt8/KL8hXbp1oVC61EK4aKykZMzIn4cGI9QyFoBzLct0mLb2aaB8XfnXLjEjJImeiixTphTyK7K41Sqe1HYytUxsA7h6Hr0K9X8H0PCh5VZaCCRdBAZQzIKFS1xeAJ1eBRGQ0XWMPmMo6xBarSGCmPd7R2BQOPzw9ecyvt4efzebJwkktr4g4GkLoIhxCEoUt7j7pOio33DqvlCrN6DqMNurZlBUArxlVMx4gtmCRyImvZ2K/F4OWi6R44U6E6h0bvxy8+4yhtCsLt959eV94+FqVf1q0+viyu8JbvLNY9Av6CYlcF4Tsho91fRHe2kEpMHNgWuAPk/CgSq4W1MEF7gQ8E4x1/VtksoMR68s5xtb1WaROyJqJR1xX29/dBRGjbFn3XY6UUFnt7qKo6jYs7jnoxmcvg7ZRKLQvF76jNxNdG5keaCJZzZwm7TbfZWRtzI5NKNtiIxUwE1fTeLwaNvisxBFYIeufQ9QN6x0jXShOMDjCaW3Yky1TccZHRM5LCONaXv2f7mm1SwdkSrpQIKSi2OkIAKTmkit1HyWLUnJ0HHfL6yrpmFSSzgTj25M6T9VJQqZGmEbexUbKPFbeUMUrDD1FItYyyQIE9CN6AlLgKjYGyFoMPMNqhMga991CxXUi5QWJC0sZMUWJW4/fz9Upx5iy0TjU1KZFnErOJ1kR03ceCaaWUJDZlrDjvA5/RvoO1Fn3fs+uxsrk9bLnPafwMtPGPF4MKJRSb57kMB8T3S0F1pnCS60rht40fbT/L2wRTVkco+iMoqW8j4Z3hJyllUF+G7mwhVWiyhLJVx1hTY6gODhBao3H3XXMMnjB4ghemFAK3S9BaoVIGla0w9D2IgtSSxP5TXMU/m81w7333QhuDk5MTLJdLrFdLNPM5lDbYWxxwAgUA57zcuxx7NsmjxhfbX29ukLNPByFbYllknXEt5ZoJYHMjbgizIPba5OsjkxhZdi+igNpGceTee3Sux8p1OOnYFTvAwEqrjrkGtHSJjQWbWdOLJQJK6mSYyk7Gmc56Xip+KSiJM3IChQKpAK/Y1aRA0GGA0gbKVwhe0tCtYcuBKkQrqHxSipp7VGICcZwN2cUTtVa2ubLmrMVtW2nOHDl+7lmsT26iW52iCgMqo7A/m8Mbg+AdlPSrms33MHiPdT/gYDGDR4+V1BqGYg9joxQCCQJJRptnSvajkn5uRmu2pJQCsA+lgb5v0TQzjqFVGtqwVdXMatjKwIdBulKzIgpwbKxpuCV8VVl0XYd116OuTzE4D2iFZj7DbLHgmJyssQc3xFQMfTvydoxWoFji830GW3bHGZ6C887PVIiMBNTElTgd09nux1hDig2LMeoSQYSNFnd4Hs+UsmIXY1hKBFTq6gLZC7JObuhB9EdCSEFcKOOXxu4R0ZACQcHAaIXFopEWHcAgDfh8bHyoGKFcS0prkK6kEXiW4sKJthfxv/quZZ921yUXhNIimQJJAJyKIeVFzdZNGG249ASEyd+lNRV/yfakvKXPcjlM/eFnHphivOMpf3GF0lluxeIK+T//DiB44rqoIXhoL8kGUKhCkAaClA5jNpYIMaisKGuHUXs885G3crJyvfM9QFw8GxTgPVtz0IHBbZWC8ZatbxNgkpWyqX6IJ1AYTM7citaUAnLKe3w9MPPQkgYbnEO7XmPoO3jnMLMaleGMrEABQSRdbS3mdQ0bWIjOmxqrPkDDjYo/KY5VFUNN2vNkeorrWemRfm6Ks+6qipsbDsOAuma8TC0ZeVoEp7UiTLQCo1FlJSwmE+RaMk6H1lpj3a4Bo2GqCqquRwgTzEzj85xDNHJcPG+a7uet+5vGZyD/zt8fY4Ab16XY2vT+kV/k56TIKyc8NT7mhgU2MTGjgOLfUUDmS2JCFkg8WpeYH+A7QUgJRUl9Vr4+gyga1Mbg7qMD6Zpq0fZcxe5dbEUPDIOHJw3vBgySHeSGHt4PiAuilcLeYg9t26FpGixPT9H1PZbLJep6hm7oYbWGjRZHwUCmAqq0cMqaqfNDO9s2M40+NBVG40u3b5GpAIzMmsczjo9NXTB/mHTes8hQmWlowWgENzgcvAechyfABIl5gGMtvCZ80iNUUazdyY4NSi3Xn+fI84+oq4wmIu2zPScb6MAuEGM0nKsApWGsZytE58QOZsTi+lOS7BHiE4NdKCKkjFKwWjP2HeNCsXarCWFwGLoWJ90acD1UcJgtGsxri0VjQQYInnPgq7rG/ryBD0BtK1zZ20c3AM+ctOKhiGsEcKJSoQAhMlMR1OU8JvWdMxkrrWHEolJVxc1C+x7NrAEhCAo6I6HP5zMOyEtWIQlCSESmYLQJg6apJSmJ8fmc95yyT4AyBlRX6F3saHC5TrHT5U1W7bcpsNItizNHBb8AxpYRd27gL2VrMn8mX7/p+uM7ZgF10fnN1h8K7SjfrbymtKTy6PgfKf8wcCNY/JGISSH6EqiEkEoJBwCgSBVmJk+KjVqb0UBlQGSgGm7/TgSs1z16H9D3Hl3XYrVcMYClMBG47AOvKou9vQWWy9OUodd2Ldq2xaKqWaOLGsSI4qHNtQmloMrNEbdbUGcq9TTe0NPNty31fFtsiQBOeRbhepmEiT9s2vZd6RkAEGSuDYPHBgV4BMAHeCIYo2AGAxsYAV8HhvYx4ppgZjopg6csrIBzamC2TEPhTZEx5hRfCgJBoxVUyKnqerDQdgCUhnUOygI6tYuRJ50Mgb2JogCFbEkZbRgZxXVcXkEErVl4+WHA0HE6+KKxmDcNjvZnqK1CY4jjuJqtvspqVIYFHqBwdLCP087DmlPueizZX1Fgam2SqxGqsOijpk8RE45AIQrZcRddrQz6jmul3DBwQXya14JJEwSYWSFIobNzLllQdV0nuKS+Z7RzrFdQ1sDUFaiyaNs2ZbqKFJcAytnru8GnXwABdSuJE1prrr9EoeymwWVLals8LwmlwjyKvCZus2iZl9s9WVKFMbbt9FMgaAtxFXL/NPZAyYcFHSVccs7uaCFFcTEKnyjklfg7MgqtMoPWqog/SaDI2gq8WIoR0gkInjW5tl1zF9CEWp7rmYw1mM1mqOsKfWcxuEFqM3rMJViezdyocpaGVXbVlBbVuI7qDEFF47epfPRt81VoO+fOa3QJJiNg/P2loLook+/Fonh+YtM8RmwQKyhw5NETwTruH0QBsJDSBGWyMqHPcL9c8jHV5HecO4V4UJGsab43K1nkWeFyzsF4B+UNfHDQQQHBiOtYje8NgKR5Jkk/qxiTAsDWibFw6JKw5B5M0ndqMDCKUO/Psb+YY28xQ6UIhjgWC0UIHqi0hlUAKQ0yCnvzOeZNm3qkZVdOfCZZjchjS34v8aMo+pN7Uiyo6M6D4Fy6iKIRtrjC5Rcjb6iRMhXjplVVpcaJfc+dYnsF2L5D3XfQfS0I6j7jPiaNJdvBLzSdFZsqrsDYvTt240UhHZOGo4Cl4p7TeJSaPlPiB5tj2wwBbHqqNhMuVLK0Ykyq/MLMrblG8HJ21B0upCIl5lzMWTqU4Cp70logYAJ04C6mwXmZfKn3ALuKrGJT1Q0DlidL9MGi6xnfi7uDcu2LpwBjDQ4O97FeHUJB4ebxTXRdh+Vyif3DK8k3ria4WhtaDTL6RATX/MMSANNmi/F3KcSIuOtsnMep9VQmTpT0kgotVYxBa3giDMEjhAEEBph1wcNqg0pZNLqG1RVqDRhtYW2diiOnfnwigtLnP9vkWOdGgZBzOppjvoa8F7edMG1loAwndShTwQaCVQZGGWz/dlFsiB2TsfeUVgqVNbBUw+kOQQVUmuv46rpCGBzIWiz257h6zz24ft9dWJgAch360wEwGqS4F5VWCkrqc5TWuPvgEDdXA2ZNg1Xv4HyQ1i5R+IzdPNnvw2OMjsvYgJFCkEahnDpujQGQ63qGYUhxXucchmHAarXis0gR0b2C1Satf7TKmqZJit9q1SGEAUPXAYYzaZxSWHcduqHnppImg7DeLjQVzlHwaKXEFS1W9GTcfI1mbMnJ/Riy62Lxu+mejTc/6wP5Q7k0IjaSzUyaU9AvJ/7vcCGlCgE1sUORiy05o4kPLpRU2SO6J3jyyA/g+pmoicmBH3qErksZRDEYqBSbtUpxELduGjRNlw6Ecw6x5UdJiTkVm64UUrcW35kE/1X+um2uvrNcduX7o8y/c4bxUguosWuk1E4iqKYcROIeUyF4cC4n4JSBh4cyCmQYwgVGQauQNVQ11hSTp+OctRmf+bGgS3NDiBGBdF9EJhSK9h6iVCltuOAXZfXWWM9O1gtlhsUwSIz+byQ2arSS35rRJECYz2c42N/D0cEhjFvBwcMlPyVHujQRg/EqPit1VaGpqtRxOjHMDe27sEOS33O7shaVOWstrOH+bbHAtYzVRkWu73sEz8It7tlSsYufjckTNrYlUUrakbCw012HrucW8qyIZNfqH4YFFZ/5lmLFNPaCjC2kQrEsPpLuP1G2RvdM7r74vrwRz5CYT8xbpuZW+uaN4Savkdw/Cqn4buSdl+Vzd7iQ4kNLIGYqwqTToytId1XB+DIGShvMmhpE7AsnP3BVfO8RSHHWn9d5I3cdFC2l3QKSO4L7e1HS1haLufQM4jTofhjgpZo7LZiMmLYcUqLcCDEKq2y5nM8ck7tv7CE4+/KJq2FrTCrn8291uU9dh7eH6y8L7UCAF8T7wTs43yMExxh6YKR6sgEz00A1hv3oMLloNM1pjEeNM6e2fPXUQZOsdIBbe4TAie1J2JVLGjj5WfkBbtAIIJhqBoKBth7GEoNRlF8p2kkAccwpCIIDEXsGpcapshYUAqNSWItKW04vV8DR0RHuvftuXL3nHqyOCV1w6JGtSZ/u7QGwK3XezDBrGjRi9RjtOQ4IgvSnGc1ECaszPgok4+WYrDEmWVLeO1jLALIMV5SRGLz3WC6XLNC0wWKxANUBVT0bCSaedyNJFBWMYbQVGgYMgwO6Dk4ptH2PQZBBcqeCW6PxE59Nl0lYmgqc6TUxbsfuY587fRdg0Xlcm+cyuYcnnpPEm+Lr/Kakomf3Xam6TcdZZsUy3/IZH1JqEVRSVi6XqHKHC6lya5TMMr9EcULA6OXGGuwtaoQAeO5zLG4EbmfgvUIgy7UnISCQA7xL9w2ShqtEIwWRaH82uRhYUxCtWARPFJZUMr8Nlx9G/z6LMuPEeENIAGCq8ZduurMY7UZgtdB4J57UdK/p/V8Mulj7is8QErhpEKvYi/WgEUBBYUAFTRpWOyjSsNrDeEYKVwLlUio+G09ZGnDb/PNAiokSidtMx/Vj5SqCWzF+ZJDsMwcNjcENgLawPgjzEN/ZpsaQnjkKvwTdA27UGQxbKHGdvXNAIOwv9jCbzbiFPIEZR4iuSm4cqZCTHYgIxrIrsa6rvOd17K8lc5HlvHgw8gRGNlYcBnHLazlH3CsrwvNEK7O0IoZh4FR9rTmxwo/TzsseaaPXRXgFknhX36OTmBQ38VY5mzNZ5eWKXk4YXZYu7zUZ06hWSty8qmAw2ZIaK6Jxf7CgkjEUPwB7noJYVQJQIvHdzFjLUUdhFve5AisfOfs0JppxnFQl9/Z3sJCKC7sahAEh+uUZRcKHuCA8Gc5z2q82GlYrOFJSG8V1Us4TZ/54wuC5nqYdAmf4wQFqQNt3WK3XuHlygtV6QDc49APXUTnn0LYtuo5heHwgrNs1lssljFTQczO3CCIbEAJ3D3WOM46ICMOQ23875zj7ECIYKbvhmMmFpHHFZz8Lu29bJl7025ea18ia8yHFVOL9RhraRGOL2t2lfPkFf5qO6zICesuL6cYahNPlEqsVZ2w55xkOy0m9GwLXwQXAYgAFBQ1eMxVjMMECQSGoAA9ugMcCRY8frxDi06dW5YvC/LcpJhGANcTRqwDlCdoHwNRwQQG6AimDyksjPiXtBgW1XwUvRcMBbd+jH3qG4vIeyodU5E4Sw0BgxO/BOxBUKtJdtR3adsC6dzBgZPK+d1xISwrKKZAmdOQwyH1zhKlkdpkRRoYW3XRdP0BTALzD4CTG5LlUYPAe3eBhQuDz5TxcICB4dM5jCITBB0aS7wdo5aGVwrLtoW0HU9UMAh3EbUeEdS9Zfc5hCB6D53MdQYMRCN3QY3AeXs5bBKuC4vY+8cGiQVgCiaT1BjPn2Pk5hoGmMecQ8mxx6LTox0Uk/EsyPwEAzOyj/IlnzofAP8R1noFIEPZV6hAOQNxqSK5vFlIBOugUk0qvx3FEqKsQeUoYx2nLsWH8GkkqvI+wWQCc8BSrIuBU7rUXn/s8UvR8RflLSF//+tfx8pe//KUexo52tKMd7ejbpK997Wv4ru/6rjPfvyOFVAgBjz/+OF772tfia1/7Gg4PD1/qId2xdHx8jJe//OW7eXwBaDeXLwzt5vGFo9t5LokIJycneOCBBzZaF5V0R7r7tNZ42cteBgA4PDy87Sb/TqTdPL5wtJvLF4Z28/jC0e06l0dHRxdec8ku8zva0Y52tKMdvfi0E1I72tGOdrSj25buWCHVNA3e9773pS6cO3p+tJvHF452c/nC0G4eXzj6TpjLOzJxYkc72tGOdvRHg+5YS2pHO9rRjnb0nU87IbWjHe1oRzu6bWknpHa0ox3taEe3Le2E1I52tKMd7ei2pZ2Q2tGOdrSjHd22dEcKqQ984AP47u/+bsxmMzz44IP47d/+7Zd6SLc9/cIv/MKoD41SCq95zWvS+23b4pFHHsE999yD/f19vP3tb8dTTz31Eo749qDPfOYz+Ct/5a/ggQcegFIK/+k//afR+0SE9773vbj//vsxn8/x8MMP4/d+7/dG1zz77LN4xzvegcPDQ1y5cgU/+ZM/idPT0xfxKW4Pumguf+InfmJjj77lLW8ZXbObS+D9738/vu/7vg8HBwe4evUqfuRHfgSPP/746JrLnOcnnngCb3vb27BYLHD16lX83M/9HJxzL+ajXIruOCH1H/7Df8B73vMevO9978P/+B//A294wxvw5je/GU8//fRLPbTbnv70n/7T+OY3v5l+PvvZz6b3fuZnfga/9mu/ho985CN49NFH8Y1vfAM/+qM/+hKO9vag5XKJN7zhDfjABz6w9f1f/MVfxL/8l/8S/+bf/Bt8/vOfx97eHt785jejbdt0zTve8Q586Utfwic+8Ql87GMfw2c+8xn81E/91Iv1CLcNXTSXAPCWt7xltEd/5Vd+ZfT+bi6BRx99FI888gg+97nP4ROf+ASGYcCb3vQmLJfLdM1F59l7j7e97W3o+x6/9Vu/hV/6pV/Chz/8Ybz3ve99KR7pfKI7jL7/+7+fHnnkkfS3954eeOABev/73/8Sjur2p/e97330hje8Yet7N27coKqq6CMf+Uh67X//7/9NAOixxx57kUZ4+xMA+uhHP5r+DiHQ9evX6Z/9s3+WXrtx4wY1TUO/8iu/QkREX/7ylwkA/bf/9t/SNf/5P/9nUkrR7//+779oY7/daDqXRETvfOc76Yd/+IfP/MxuLrfT008/TQDo0UcfJaLLnedf//VfJ601Pfnkk+maD37wg3R4eEhd1724D3AB3VGWVN/3+MIXvoCHH344vaa1xsMPP4zHHnvsJRzZnUG/93u/hwceeACvfvWr8Y53vANPPPEEAOALX/gChmEYzetrXvMavOIVr9jN6zn01a9+FU8++eRo3o6OjvDggw+meXvsscdw5coV/Pk//+fTNQ8//DC01vj85z//oo/5dqdPf/rTuHr1Kv7kn/yTeNe73oVnnnkmvbeby+108+ZNAMDdd98N4HLn+bHHHsPrX/96XLt2LV3z5je/GcfHx/jSl770Io7+YrqjhNS3vvUteO9HEwsA165dw5NPPvkSjerOoAcffBAf/vCH8fGPfxwf/OAH8dWvfhV/4S/8BZycnODJJ59EXde4cuXK6DO7eT2f4tyctx+ffPJJXL16dfS+tRZ33333bm4n9Ja3vAX/7t/9O3zyk5/EP/2n/xSPPvoo3vrWt8J7D2A3l9sohICf/umfxg/+4A/ida97HQBc6jw/+eSTW/dtfO92ojuyVceObp3e+ta3pn9/7/d+Lx588EG88pWvxH/8j/8R8/n8JRzZjnbE9Nf+2l9L/37961+P7/3e78Uf+2N/DJ/+9KfxQz/0Qy/hyG5feuSRR/C7v/u7o/jydxrdUZbUvffeC2PMRpbKU089hevXr79Eo7oz6cqVK/gTf+JP4Ctf+QquX7+Ovu9x48aN0TW7eT2f4tyctx+vX7++kdTjnMOzzz67m9sL6NWvfjXuvfdefOUrXwGwm8spvfvd78bHPvYx/OZv/uaos+1lzvP169e37tv43u1Ed5SQqusab3zjG/HJT34yvRZCwCc/+Uk89NBDL+HI7jw6PT3F//k//wf3338/3vjGN6KqqtG8Pv7443jiiSd283oOvepVr8L169dH83Z8fIzPf/7zad4eeugh3LhxA1/4whfSNZ/61KcQQsCDDz74oo/5TqKvf/3reOaZZ3D//fcD2M1lJCLCu9/9bnz0ox/Fpz71KbzqVa8avX+Z8/zQQw/hd37nd0ZC/xOf+AQODw/x2te+9sV5kMvSS525cav07//9v6emaejDH/4wffnLX6af+qmfoitXroyyVHa0ST/7sz9Ln/70p+mrX/0q/df/+l/p4YcfpnvvvZeefvppIiL6W3/rb9ErXvEK+tSnPkX//b//d3rooYfooYceeolH/dLTyckJffGLX6QvfvGLBID++T//5/TFL36R/t//+39ERPRP/sk/oStXrtCv/uqv0v/6X/+LfviHf5he9apX0Xq9Tvd4y1veQn/2z/5Z+vznP0+f/exn6Xu+53vox3/8x1+qR3rJ6Ly5PDk5ob/7d/8uPfbYY/TVr36VfuM3foP+3J/7c/Q93/M91LZtusduLone9a530dHREX3605+mb37zm+lntVqlay46z845et3rXkdvetOb6H/+z/9JH//4x+m+++6jn//5n38pHulcuuOEFBHRv/pX/4pe8YpXUF3X9P3f//30uc997qUe0m1PP/ZjP0b3338/1XVNL3vZy+jHfuzH6Ctf+Up6f71e09/+23+b7rrrLlosFvRX/+pfpW9+85sv4YhvD/rN3/xNArDx8853vpOIOA39H/yDf0DXrl2jpmnoh37oh+jxxx8f3eOZZ56hH//xH6f9/X06PDykv/E3/gadnJy8BE/z0tJ5c7larehNb3oT3XfffVRVFb3yla+kv/k3/+aG8rmbS9o6hwDoQx/6ULrmMuf5//7f/0tvfetbaT6f07333ks/+7M/S8MwvMhPczHt+kntaEc72tGOblu6o2JSO9rRjna0oz9atBNSO9rRjna0o9uWdkJqRzva0Y52dNvSTkjtaEc72tGOblvaCakd7WhHO9rRbUs7IbWjHe1oRzu6bWknpHa0ox3taEe3Le2E1I52tKMd7ei2pZ2Q2tGOdrSjHd22tBNSO9rRjna0o9uWdkJqRzva0Y52dNvS/w95Bw+BDhPMrgAAAABJRU5ErkJggg=="},"metadata":{}}]},{"cell_type":"code","source":"X_train_txt[2355]","metadata":{"execution":{"iopub.status.busy":"2024-05-09T11:43:19.005883Z","iopub.execute_input":"2024-05-09T11:43:19.006271Z","iopub.status.idle":"2024-05-09T11:43:19.012102Z","shell.execute_reply.started":"2024-05-09T11:43:19.006237Z","shell.execute_reply":"2024-05-09T11:43:19.011200Z"},"trusted":true},"execution_count":8,"outputs":[{"execution_count":8,"output_type":"execute_result","data":{"text/plain":"'LAGTA HA JAISE KOI ANDEKHA ANJAANA CHEHRA BAADALON MEIN SE PUKAR RAHA HAI PATA NAHI YEH BAADAL KAB HATENGE AUR WOH MERE SAAMNE AAYEGI?'"},"metadata":{}}]},{"cell_type":"code","source":"df = pd.read_csv('/kaggle/input/memotion-dataset/Memotion 3/updated_val.csv')\nimg_folder = '/kaggle/input/memotion-dataset/Memotion 3/valImages'\nimages = []\n\ndf['overall'] = df['overall'].replace({'negative': 0,'very_negative': 0,'neutral': 1,'positive': 2,'very_positive': 2})\n\nfor index, row in df.iterrows():\n if pd.isna(row['ocr']):\n df.at[index, 'ocr'] = '.'\n\n#X_train_txt\nX_val_txt = df['ocr']\nX_val_txt = X_val_txt.tolist()\nX_val_txt = [s.replace('\\n', ' ') for s in X_val_txt]\n\n#X_train_image\nfor index,row in df.iterrows():\n img_path = os.path.join(img_folder, str(row['image_id'])+'.jpg')\n image = Image.open(img_path)\n image = image.resize(target_shape)\n images.append(image)\n \nX_val_img = np.array(images)\n\n# Combine the columns into a new DataFrame\nY_val = df['overall']\nY_val = np.array(Y_val, dtype=np.int32)","metadata":{"execution":{"iopub.status.busy":"2024-05-09T11:43:22.104939Z","iopub.execute_input":"2024-05-09T11:43:22.105669Z","iopub.status.idle":"2024-05-09T11:43:39.008156Z","shell.execute_reply.started":"2024-05-09T11:43:22.105637Z","shell.execute_reply":"2024-05-09T11:43:39.007375Z"},"trusted":true},"execution_count":9,"outputs":[{"name":"stderr","text":"/tmp/ipykernel_34/2688884826.py:5: FutureWarning: Downcasting behavior in `replace` is deprecated and will be removed in a future version. To retain the old behavior, explicitly call `result.infer_objects(copy=False)`. To opt-in to the future behavior, set `pd.set_option('future.no_silent_downcasting', True)`\n df['overall'] = df['overall'].replace({'negative': 0,'very_negative': 0,'neutral': 1,'positive': 2,'very_positive': 2})\n","output_type":"stream"}]},{"cell_type":"code","source":"Y_train[:5]","metadata":{"execution":{"iopub.status.busy":"2024-05-09T11:43:49.197887Z","iopub.execute_input":"2024-05-09T11:43:49.198669Z","iopub.status.idle":"2024-05-09T11:43:49.205140Z","shell.execute_reply.started":"2024-05-09T11:43:49.198638Z","shell.execute_reply":"2024-05-09T11:43:49.204235Z"},"trusted":true},"execution_count":10,"outputs":[{"execution_count":10,"output_type":"execute_result","data":{"text/plain":"array([1, 1, 2, 2, 0], dtype=int32)"},"metadata":{}}]},{"cell_type":"code","source":"plt.imshow(X_val_img[715])","metadata":{"execution":{"iopub.status.busy":"2024-05-09T11:43:55.098384Z","iopub.execute_input":"2024-05-09T11:43:55.099033Z","iopub.status.idle":"2024-05-09T11:43:55.465552Z","shell.execute_reply.started":"2024-05-09T11:43:55.099001Z","shell.execute_reply":"2024-05-09T11:43:55.464686Z"},"trusted":true},"execution_count":11,"outputs":[{"execution_count":11,"output_type":"execute_result","data":{"text/plain":""},"metadata":{}},{"output_type":"display_data","data":{"text/plain":"
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"},"metadata":{}}]},{"cell_type":"code","source":"X_val_txt[715]","metadata":{"execution":{"iopub.status.busy":"2024-05-09T11:43:59.280784Z","iopub.execute_input":"2024-05-09T11:43:59.281682Z","iopub.status.idle":"2024-05-09T11:43:59.287317Z","shell.execute_reply.started":"2024-05-09T11:43:59.281647Z","shell.execute_reply":"2024-05-09T11:43:59.286397Z"},"trusted":true},"execution_count":12,"outputs":[{"execution_count":12,"output_type":"execute_result","data":{"text/plain":"'.'"},"metadata":{}}]},{"cell_type":"code","source":"from keras.models import Model\nfrom keras.layers import Dense, Flatten\nfrom keras.optimizers import Adam","metadata":{"execution":{"iopub.status.busy":"2024-05-09T11:44:01.885667Z","iopub.execute_input":"2024-05-09T11:44:01.886395Z","iopub.status.idle":"2024-05-09T11:44:01.890978Z","shell.execute_reply.started":"2024-05-09T11:44:01.886356Z","shell.execute_reply":"2024-05-09T11:44:01.889809Z"},"trusted":true},"execution_count":13,"outputs":[]},{"cell_type":"markdown","source":"### **Distil_BERT_Multi**","metadata":{}},{"cell_type":"code","source":"# Use a shorter sequence length.\npreprocessor = keras_nlp.models.DistilBertPreprocessor.from_preset(\n \"distil_bert_base_multi\",\n sequence_length=128,\n)\n# Pretrained classifier.\nbase_model_text = keras_nlp.models.DistilBertClassifier.from_preset(\n \"distil_bert_base_multi\",\n num_classes=3, \n preprocessor=preprocessor,\n)\n\nbase_model_text.layers[-1].activation = keras.activations.sigmoid\n\n# Access backbone programmatically\nbase_model_text.backbone.trainable = False\n\npooled_output = base_model_text.get_layer('pooled_dense').output\n\n# Add a dense layer with 1024 neurons and sigmoid activation\ntxt_features = Dense(512, activation='relu')(pooled_output)\n\n# Define the new model with the added layer\nmodel_txt = Model(inputs=base_model_text.input, outputs=txt_features)\n","metadata":{"execution":{"iopub.status.busy":"2024-05-09T11:44:05.503313Z","iopub.execute_input":"2024-05-09T11:44:05.503671Z","iopub.status.idle":"2024-05-09T11:44:19.867009Z","shell.execute_reply.started":"2024-05-09T11:44:05.503642Z","shell.execute_reply":"2024-05-09T11:44:19.866212Z"},"trusted":true},"execution_count":14,"outputs":[{"name":"stderr","text":"Attaching 'tokenizer.json' from model 'keras/distil_bert/keras/distil_bert_base_multi/2' to your Kaggle notebook...\nAttaching 'tokenizer.json' from model 'keras/distil_bert/keras/distil_bert_base_multi/2' to your Kaggle notebook...\nAttaching 'assets/tokenizer/vocabulary.txt' from model 'keras/distil_bert/keras/distil_bert_base_multi/2' to your Kaggle notebook...\nAttaching 'config.json' from model 'keras/distil_bert/keras/distil_bert_base_multi/2' to your Kaggle notebook...\nAttaching 'config.json' from model 'keras/distil_bert/keras/distil_bert_base_multi/2' to your Kaggle notebook...\nAttaching 'model.weights.h5' from model 'keras/distil_bert/keras/distil_bert_base_multi/2' to your Kaggle notebook...\n/opt/conda/lib/python3.10/site-packages/keras_nlp/src/models/backbone.py:93: UserWarning: `Model.state_updates` will be removed in a future version. This property should not be used in TensorFlow 2.0, as `updates` are applied automatically.\n return id(getattr(self, attr)) not in self._functional_layer_ids\n/opt/conda/lib/python3.10/site-packages/keras_nlp/src/models/backbone.py:93: UserWarning: `layer.updates` will be removed in a future version. This property should not be used in TensorFlow 2.0, as `updates` are applied automatically.\n return id(getattr(self, attr)) not in self._functional_layer_ids\n","output_type":"stream"}]},{"cell_type":"code","source":"from keras.utils import plot_model\nplot_model(model_txt, show_shapes=True, show_layer_names=True)","metadata":{"execution":{"iopub.status.busy":"2024-05-09T11:44:25.351528Z","iopub.execute_input":"2024-05-09T11:44:25.351893Z","iopub.status.idle":"2024-05-09T11:44:25.577771Z","shell.execute_reply.started":"2024-05-09T11:44:25.351867Z","shell.execute_reply":"2024-05-09T11:44:25.576831Z"},"trusted":true},"execution_count":15,"outputs":[{"execution_count":15,"output_type":"execute_result","data":{"image/png":"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","text/plain":""},"metadata":{}}]},{"cell_type":"code","source":"model_txt.summary()","metadata":{"execution":{"iopub.status.busy":"2024-05-09T11:44:31.935243Z","iopub.execute_input":"2024-05-09T11:44:31.935939Z","iopub.status.idle":"2024-05-09T11:44:31.976762Z","shell.execute_reply.started":"2024-05-09T11:44:31.935906Z","shell.execute_reply":"2024-05-09T11:44:31.975795Z"},"trusted":true},"execution_count":16,"outputs":[{"name":"stdout","text":"Model: \"model\"\n__________________________________________________________________________________________________\n Layer (type) Output Shape Param # Connected to \n==================================================================================================\n padding_mask (InputLayer) [(None, None)] 0 [] \n \n token_ids (InputLayer) [(None, None)] 0 [] \n \n distil_bert_backbone (Dist (None, None, 768) 1347340 ['padding_mask[0][0]', \n ilBertBackbone) 80 'token_ids[0][0]'] \n \n tf.__operators__.getitem ( (None, 768) 0 ['distil_bert_backbone[0][0]']\n SlicingOpLambda) \n \n pooled_dense (Dense) (None, 768) 590592 ['tf.__operators__.getitem[0][\n 0]'] \n \n dense (Dense) (None, 512) 393728 ['pooled_dense[0][0]'] \n \n==================================================================================================\nTotal params: 135718400 (517.72 MB)\nTrainable params: 984320 (3.75 MB)\nNon-trainable params: 134734080 (513.97 MB)\n__________________________________________________________________________________________________\n","output_type":"stream"}]},{"cell_type":"markdown","source":"### **VGG16**","metadata":{}},{"cell_type":"code","source":"from keras.preprocessing import image\nfrom keras.applications.vgg16 import preprocess_input, VGG16\n\n# Load the pre-trained VGG16 model\nbase_model_img = VGG16(weights='imagenet', include_top=False, input_shape=(224, 224, 3))\n\nx = base_model_img.output\nx = Flatten()(x)\nimg_features = Dense(512, activation='relu')(x)\nmodel_img = Model(inputs=base_model_img.input, outputs=img_features)\n\nfor layer in base_model_img.layers:\n layer.trainable = False\n","metadata":{"execution":{"iopub.status.busy":"2024-05-09T11:44:43.299960Z","iopub.execute_input":"2024-05-09T11:44:43.300840Z","iopub.status.idle":"2024-05-09T11:44:43.662177Z","shell.execute_reply.started":"2024-05-09T11:44:43.300801Z","shell.execute_reply":"2024-05-09T11:44:43.661388Z"},"trusted":true},"execution_count":18,"outputs":[]},{"cell_type":"code","source":"X_train_img = preprocess_input(X_train_img)\nX_val_img = preprocess_input(X_val_img)","metadata":{"execution":{"iopub.status.busy":"2024-05-09T11:44:46.319587Z","iopub.execute_input":"2024-05-09T11:44:46.320465Z","iopub.status.idle":"2024-05-09T11:44:49.036617Z","shell.execute_reply.started":"2024-05-09T11:44:46.320430Z","shell.execute_reply":"2024-05-09T11:44:49.035627Z"},"trusted":true},"execution_count":19,"outputs":[]},{"cell_type":"code","source":"from keras.utils import plot_model\nplot_model(model_img, show_shapes=True, show_layer_names=True)","metadata":{"execution":{"iopub.status.busy":"2024-05-09T11:44:53.605933Z","iopub.execute_input":"2024-05-09T11:44:53.606732Z","iopub.status.idle":"2024-05-09T11:44:53.784731Z","shell.execute_reply.started":"2024-05-09T11:44:53.606696Z","shell.execute_reply":"2024-05-09T11:44:53.783798Z"},"trusted":true},"execution_count":20,"outputs":[{"execution_count":20,"output_type":"execute_result","data":{"image/png":"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","text/plain":""},"metadata":{}}]},{"cell_type":"code","source":"# Define input layers\ntext_input = base_model_text.input\nimg_input = base_model_img.input\n\n# Concatenate features\ncombined_features = keras.layers.concatenate([txt_features, img_features])\n\n# Final prediction layer (adjust number of neurons based on your task)\npredictions = keras.layers.Dense(3, activation='softmax')(combined_features)\n\n# Create the final model\nmodel = Model(inputs=[text_input, img_input], outputs=predictions)","metadata":{"execution":{"iopub.status.busy":"2024-05-09T11:44:59.438820Z","iopub.execute_input":"2024-05-09T11:44:59.439562Z","iopub.status.idle":"2024-05-09T11:44:59.471674Z","shell.execute_reply.started":"2024-05-09T11:44:59.439530Z","shell.execute_reply":"2024-05-09T11:44:59.470914Z"},"trusted":true},"execution_count":21,"outputs":[]},{"cell_type":"code","source":"from keras.utils import plot_model\nplot_model(model, show_shapes=True, show_layer_names=True)","metadata":{"execution":{"iopub.status.busy":"2024-05-09T11:45:04.751492Z","iopub.execute_input":"2024-05-09T11:45:04.752242Z","iopub.status.idle":"2024-05-09T11:45:05.124086Z","shell.execute_reply.started":"2024-05-09T11:45:04.752206Z","shell.execute_reply":"2024-05-09T11:45:05.123003Z"},"trusted":true},"execution_count":22,"outputs":[{"execution_count":22,"output_type":"execute_result","data":{"image/png":"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kyuS582bp2nTpmnAgAHq2bOn3fEsWbJo/vz5KliwoBOicyxbtmwaOXKkOnfubNOeN29eBQQEKDY2Vj/88EOKzvfFF1/oH//4h9auXauhQ4emdsgZ0vnz5zVy5EitX7/+mbz+gy5fvqx33nlHb7/9tmrWrJlon3feeUexsbHq2LGjLl269IQjfLIqVaqkL774QuXKlbNpf+mll/TCCy/o1KlT2rNnj7XdGKM1a9YoR44ceuWVV6ztLi4u6tq1qyQ91q8jnrZ4EjRt2lTBwcF2f4mVtciUKZO2bt2qoKCgh5Y8Sel8JalZs2Z69dVX1b17d925c+ex5wYAAAAAQEbzTCaSg4ODZbFYFBgYmGSfTJkyaerUqWrYsOETjOzhsmXLphEjRsjV1dXuWI4cOSTdiz2lRo8ercyZM2vatGk6d+7cY8eJZ8uXX36pqKgo9e/fP8k+//znP9W1a1edO3dOXbt2lTHmCUb4ZFWqVEk9evRI9Fhi71OLxaIsWbIkWj864T55eXllmHgehb+/v11iOCkpnW+C/v376+TJk/r2228fPVAAAAAAADKoZ3KHtVOnTqlkyZION2mSpNatWyfavnnzZu3Zs0fR0dEqUaKEmjVrply5clmPf/nll9ZaxPXq1VPdunW1YsUKnTp1SkWKFNFrr72mrFmzSpLWrFmj7du3W8e6uLhoxIgRkuw3o+rTp4/y5cuXZLy7du2Sm5ub2rRp85A7YC9PnjyqV6+efv31V61atUr/+Mc/UnyOp9WhQ4cUEhKiqKgo5c2bVw0bNlSpUqWsx+fPn68TJ05IurdiMeHLg19//VVbtmyRJPn6+qp9+/aSpEWLFikkJESStGnTJgUHB0uSSpYsqYCAAC1atEhHjhyRdC+h1bJlS61atUpHjhyRp6enmjZtqueffz7Nru8MS5cuVd68eVW2bFmH/aZPn679+/dr7dq1GjNmjIYNG5as89++fVtr167V4cOHZbFYVL58eTVp0sSaDLx9+7Y++eQTa/+uXbvqueee0w8//KBr167Jx8dHL7/8cqKJ0Vu3bmnNmjU6evSo3NzcVLlyZTVs2FAuLqn/PVtsbKz279+vsmXLqnLlyjbHunbtqi+++EI//vijdRVwfHy8vv76a7m5ualDhw4ZMp7Nmzdr//79io6OVqlSpdS0aVM999xzqXLuBzmaryTVqlVL7u7uWrJkid588800iQEAAAAAgPTqmVyRLEne3t4pHnP69GnVrFlTL7/8svbt26cLFy5ozJgxKlasmObMmWPT988//9TIkSP17bffqmXLltq0aZMiIyPVu3dv+fr66vLly9a+ERERSZYpuHTpksaMGfPQ1ZthYWFasWKF/v3vfz/S3KR7yUpJCg8Pf6TxT5s7d+4oICBAvr6+WrVqlaKiorR06VKVLVtW/fr1U1xcnLVvUqUiYmJiNHLkSC1ZsiRF1759+7ZGjhyp6dOnq3bt2lq2bJkuXLigefPmqXz58tbkb1pd3xijOXPmaPHixSka9yhu3bqlAwcOqEyZMg/tmyVLFi1btkzPPfecRowYoY0bNz50zPr16+Xt7a3AwEBFRkbq6NGj6tmzp8qWLatdu3bZ9N2+fbtGjhyp+fPnq127djp8+LB2796tV155Ra1atbI79y+//CJvb28NHjxY586d06FDh9S2bVtVq1YtyY3cHsfs2bN16dIlTZ061e5XBZMmTdJ//vMfDRgwQF27dtXQoUNVu3Zt3bhxQ7/++qsqVqyY4eL56KOPNGzYMB07dkxHjhxR//79VaxYsSQ3DX1cjuYrSW5ubipRooR+++23NLk+AAAAAADpWlpVX36aNx+SZFq1apWiMXfv3jXly5c37u7uNpuBxcTEmJdfftlYLBazZs0aa/u+ffuMJJM9e3Zz7tw5a/uyZcuMJPPRRx9Z265fv25y5MhhypYta+Lj422uO2LECNO9e3eHsV2+fNn4+vqajh07mri4uET7JLXZ3v2GDx9uJJkePXo4vJ4zPMpme7169TKSzPTp023aR40aZSSZYcOGWdt27dqV6OaK169fN5LMG2+8YdOeVP8EV65cMZKMxWKx2RAsNjbWuonZ999/n2bX3759u5FkJJlTp04l2icxj7LZXsKY1q1bJ9nHy8vL5rW3ZMkSI8kULFjQXLhwwdr+4GZ7R48eNV5eXsbHx8dcvXrV2n7hwgVTuHBhkytXLvPHH39Y2z/99FMjydSpU8fExMRY2/v162e3OdvRo0dNlixZTJkyZcy1a9ds2j09PU3NmjWTfQ+SY/fu3cbLy8t8/vnniR6/evWq6du3rylTpozp1q2bGTx4sKlfv76pVauWWbx4carG8jTEs27dOrNq1SqbtqioKFO5cmXj5uaW6KaNCbp06eJws73EPGy+CerWrWskmcuXLyf73E/z5x0AAAAAAKnk2dxsT5Kio6NT1H/lypUKCwvT66+/rgoVKljbM2XKpGHDhskYY/PT+gTNmzdXoUKFrI/r1Kkj6V65hQRZs2ZVr169dOTIEa1YscImxmnTpmnw4MFJxnXlyhU1bNhQVapU0cKFCx/r5/jXr1+X9L8aounZpUuXNGvWLBUuXFhvv/22zbFBgwYpa9as+vTTT1P8OkipWrVqqV69etbHrq6u1g0Np0yZkmbXrVmzpmbOnKlFixapePHiaXYdSfr7778lSZkzZ072mHbt2ikwMFB//PGHunbtqvj4+ET7ff7557p586YCAwOVPXt2a3u+fPnUu3dvRUVFafr06XbjunXrZlMDN7H33ZQpU3Tr1i0NHDjQppRC6dKl9frrr2vnzp3aunVrsufkyN69e9W0aVONGzdOffv2tTseGxsrf39/zZo1S99//73mz5+vCRMmaNOmTapdu7Y6dOigWbNmpUosT0s8DRs2VIsWLWzacubMqf/85z+KjY3Vp59++ljnv9/D5ns/T09PSf97XQMAAAAAgHue2UTyyZMnU9R/3759kiQfHx+7Ywn1bvfu3Wt3rGjRojaPc+bMKUm6ceOGTXtgYKAyZcqkCRMmWNvmzJmj6tWr2ySu73fnzh299tprKlOmjObPn5/oT7VTIiwsTJJUvnz5xzrP0+DgwYOKi4tT2bJl7ZLrmTNnVokSJRQdHW2TWEwLiSVxEzYMO3jwYJpd12KxqGfPnurUqVOaXSOB+f9lVxKrP+zI+PHjVbt2bf3yyy8aNWpUon3S8n23f/9+SdLOnTsVHBxs83fmzBlJsqlf/qhOnjypl19+WUFBQerTp0+ifVatWqV9+/bpjTfesHv/BQUFSZI+/PDDx47laYznQQm1iw8cOJAq50vOfO9nMvAmkAAAAAAAPI5nMpHs7e2tkydPWpNFSRk/frxmz54tKXnJhcQSaclN7hYqVEidOnXSli1btGPHDsXHx+vTTz/VkCFDEu1vjFG3bt3k5eWlr7/+2nqdAwcOaOHChcm65v0uXryoLVu2yN3d3W6VYHqU3GTQw5KfsbGxjxVHYittU5J4fdzrPwkJK4VTuro7U6ZMWrJkifLmzauRI0daNxC8X1q/76R7dXEf5O/vr6CgIFWpUiXZ50nM5cuX1bx5c/Xt21f9+/e3tq9YscK6kaIk6+aMiX3xkCNHDmXLlk2nT5/W7du3M1Q8iUl4z6T0i4nEJHe+90uY0/0r4AEAAAAAwDOaSB49erSMMfrss8+S7PPLL7/ovffesyYVqlWrJunexngPSmirWrXqY8WVkDSeMGGCvv/+e2XNmlWNGjVKtO+gQYP0559/6rvvvpO7u7u1/VETycOGDdOdO3fUr18/m1Ic6VXlypXl6uqqw4cP2yVzb9++rVOnTsnT09O6OtjLy0uS/c/Zk/qyISFRmZDojI6OVnBwsP7880+bfidOnLAbm5Cku3+zsrS6/pNQsmRJWSwW/fXXXykeW6RIES1atEjGGHXq1MlmA0Qpbd93Cedu1qyZ3YrkIUOGyGKxqGTJko90bunec/Lqq6/qlVde0X/+8x+bYw8mMvPlyydJiW7wd/XqVV27dk3Zs2dPUfmQpzmeqKgoffzxx4l+UfD7779LkipVqvRI506Qkvne7+LFi8qRI4dy5cr1WNcHAAAAACCjeSYTyR07dtTAgQP16aefau7cuXbHw8PD9eabb6p+/frq2bOnJKlVq1YqX768vvvuO4WGhlr73r17V2PGjJHFYtH777//WHFVrFhRTZs21ffff69///vfSa5GnjRpkj777DPVqFFDY8eOtUmAfffddym65rVr19SvXz/NnDlTL7/8cqJ1ntOj3Llzq2fPnjp//rxmzpxpc2zixIm6ceOGBg4caK2HWqJECbm7u2vbtm02fb/66qtEz1+wYEFJ91Y8Svdq73744Yfy8PCw6bdv3z6blbZxcXEaP368JKlfv37W9tS+vjFGc+bM0eLFixMdn5qyZMmiSpUq6ejRo480vnHjxgoKCtKff/5ptwL73XffVZYsWTR58mSbJPtff/2lL7/8Urly5dI777zzSNd999135eXlpU8//dRuZe3IkSP11VdfqXDhwta2/fv3Kzg4WLt27XrouePj49W5c2cdOXJEWbNmtUtUP1iOo1WrVsqRI4eWLVtmlzT/+OOPJUldunSxaU/P8URFRek///mP3b9XUVFR+vDDD+Xq6qrAwMCHnicpKZ1vgtjYWJ06dcpaUxsAAAAAANwnrbbxSw+72E+fPt3kzZvXVKtWzQQGBpohQ4aYVq1aGTc3N9OuXTtz/fp1m/6nTp0yNWrUMFmzZjUBAQFmwIABpmLFisbLy8vMmjXL2m/BggXmnXfeMZJM3bp1TVBQkImLizMbNmwww4cPN5JMuXLlTFBQkDl37pzNNX7++WcjyRQtWtTcvXvXLuZDhw4Zi8ViJCX516xZM2v/rVu3mqCgIFOuXDkjybzzzjsmKCjIDB061Lz++usme/bsplChQmbSpEkmLi4ule9w6gkKCjI+Pj4pGnP79m3TtWtXY7FYzCuvvGKGDBli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","text/plain":""},"metadata":{}}]},{"cell_type":"code","source":"# Compile the model\nmodel.compile(loss=keras.losses.SparseCategoricalCrossentropy(from_logits=True), \n optimizer='adam', \n metrics=['accuracy']\n )","metadata":{"execution":{"iopub.status.busy":"2024-05-09T11:45:35.575023Z","iopub.execute_input":"2024-05-09T11:45:35.575936Z","iopub.status.idle":"2024-05-09T11:45:35.593138Z","shell.execute_reply.started":"2024-05-09T11:45:35.575900Z","shell.execute_reply":"2024-05-09T11:45:35.592449Z"},"trusted":true},"execution_count":24,"outputs":[]},{"cell_type":"code","source":"# Train the combined model\nmodel.fit(\n x=[preprocessor(X_train_txt), X_train_img], # Input data: text and image features\n y=Y_train, # Target data\n epochs=25, # Number of epochs\n batch_size=16, # Batch size\n validation_data=([preprocessor(X_val_txt), X_val_img], Y_val)\n)\n","metadata":{"execution":{"iopub.status.busy":"2024-05-09T11:45:38.474323Z","iopub.execute_input":"2024-05-09T11:45:38.474670Z","iopub.status.idle":"2024-05-09T12:17:18.586353Z","shell.execute_reply.started":"2024-05-09T11:45:38.474641Z","shell.execute_reply":"2024-05-09T12:17:18.585370Z"},"trusted":true},"execution_count":25,"outputs":[{"name":"stdout","text":"Epoch 1/25\n","output_type":"stream"},{"name":"stderr","text":"/opt/conda/lib/python3.10/site-packages/keras/src/backend.py:5727: UserWarning: \"`sparse_categorical_crossentropy` received `from_logits=True`, but the `output` argument was produced by a Softmax activation and thus does not represent logits. Was this intended?\n output, from_logits = _get_logits(\nWARNING: All log messages before absl::InitializeLog() is called are written to STDERR\nI0000 00:00:1715255164.633252 119 device_compiler.h:186] Compiled cluster using XLA! This line is logged at most once for the lifetime of the process.\n","output_type":"stream"},{"name":"stdout","text":"438/438 [==============================] - 98s 190ms/step - loss: 2.2874 - accuracy: 0.4014 - val_loss: 1.1421 - val_accuracy: 0.3873\nEpoch 2/25\n438/438 [==============================] - 73s 166ms/step - loss: 1.0829 - accuracy: 0.4506 - val_loss: 1.1950 - val_accuracy: 0.3767\nEpoch 3/25\n438/438 [==============================] - 73s 166ms/step - loss: 1.0052 - accuracy: 0.4920 - val_loss: 1.2717 - val_accuracy: 0.3193\nEpoch 4/25\n438/438 [==============================] - 73s 166ms/step - loss: 0.8960 - accuracy: 0.5484 - val_loss: 1.2264 - val_accuracy: 0.3680\nEpoch 5/25\n438/438 [==============================] - 73s 166ms/step - loss: 0.7983 - accuracy: 0.5991 - val_loss: 1.3056 - val_accuracy: 0.3640\nEpoch 6/25\n438/438 [==============================] - 73s 166ms/step - loss: 0.7427 - accuracy: 0.6333 - val_loss: 1.3529 - val_accuracy: 0.3653\nEpoch 7/25\n438/438 [==============================] - 73s 166ms/step - loss: 0.6839 - accuracy: 0.6663 - val_loss: 1.5755 - val_accuracy: 0.3553\nEpoch 8/25\n438/438 [==============================] - 73s 166ms/step - loss: 0.6385 - accuracy: 0.6800 - val_loss: 1.5739 - val_accuracy: 0.3660\nEpoch 9/25\n438/438 [==============================] - 73s 166ms/step - loss: 0.6186 - accuracy: 0.6874 - val_loss: 1.9326 - val_accuracy: 0.3613\nEpoch 10/25\n438/438 [==============================] - 73s 166ms/step - loss: 0.6023 - accuracy: 0.7044 - val_loss: 1.8338 - val_accuracy: 0.3607\nEpoch 11/25\n438/438 [==============================] - 73s 166ms/step - loss: 0.5818 - accuracy: 0.7046 - val_loss: 2.0331 - val_accuracy: 0.3527\nEpoch 12/25\n438/438 [==============================] - 73s 166ms/step - loss: 0.5856 - accuracy: 0.7111 - val_loss: 1.9239 - val_accuracy: 0.3533\nEpoch 13/25\n438/438 [==============================] - 73s 166ms/step - loss: 0.5581 - accuracy: 0.7246 - val_loss: 2.1010 - val_accuracy: 0.3693\nEpoch 14/25\n438/438 [==============================] - 73s 166ms/step - loss: 0.5435 - accuracy: 0.7286 - val_loss: 1.9594 - val_accuracy: 0.3567\nEpoch 15/25\n438/438 [==============================] - 73s 166ms/step - loss: 0.5391 - accuracy: 0.7309 - val_loss: 2.2546 - val_accuracy: 0.3607\nEpoch 16/25\n438/438 [==============================] - 73s 166ms/step - loss: 0.5580 - accuracy: 0.7323 - val_loss: 1.9690 - val_accuracy: 0.3700\nEpoch 17/25\n438/438 [==============================] - 73s 166ms/step - loss: 0.5195 - accuracy: 0.7469 - val_loss: 1.9041 - val_accuracy: 0.3647\nEpoch 18/25\n438/438 [==============================] - 73s 166ms/step - loss: 0.4969 - accuracy: 0.7541 - val_loss: 2.4457 - val_accuracy: 0.3460\nEpoch 19/25\n438/438 [==============================] - 73s 166ms/step - loss: 0.4926 - accuracy: 0.7551 - val_loss: 2.3284 - val_accuracy: 0.3660\nEpoch 20/25\n438/438 [==============================] - 73s 166ms/step - loss: 0.4970 - accuracy: 0.7587 - val_loss: 2.3084 - val_accuracy: 0.3753\nEpoch 21/25\n438/438 [==============================] - 73s 166ms/step - loss: 0.4858 - accuracy: 0.7641 - val_loss: 1.7911 - val_accuracy: 0.3673\nEpoch 22/25\n438/438 [==============================] - 73s 166ms/step - loss: 0.4836 - accuracy: 0.7679 - val_loss: 2.2403 - val_accuracy: 0.3713\nEpoch 23/25\n438/438 [==============================] - 73s 166ms/step - loss: 0.4655 - accuracy: 0.7694 - val_loss: 2.3907 - val_accuracy: 0.3693\nEpoch 24/25\n438/438 [==============================] - 73s 166ms/step - loss: 0.4634 - accuracy: 0.7717 - val_loss: 2.5499 - val_accuracy: 0.3520\nEpoch 25/25\n438/438 [==============================] - 73s 166ms/step - loss: 0.4624 - accuracy: 0.7780 - val_loss: 2.2440 - val_accuracy: 0.3687\n","output_type":"stream"},{"execution_count":25,"output_type":"execute_result","data":{"text/plain":""},"metadata":{}}]},{"cell_type":"code","source":"# Plot accuracy vs epoch\nplt.plot(model.history.history['accuracy'], label='Train Accuracy')\nplt.plot(model.history.history['val_accuracy'], label='Validation Accuracy')\nplt.title('Accuracy vs Epoch')\nplt.xlabel('Epoch')\nplt.ylabel('Accuracy')\nplt.legend()\nplt.show()\n\n# Plot loss vs epoch\nplt.plot(model.history.history['loss'], label='Train Loss')\nplt.plot(model.history.history['val_loss'], label='Validation Loss')\nplt.title('Loss vs Epoch')\nplt.xlabel('Epoch')\nplt.ylabel('Loss')\nplt.legend()\nplt.show()","metadata":{"execution":{"iopub.status.busy":"2024-05-09T12:17:23.740867Z","iopub.execute_input":"2024-05-09T12:17:23.741816Z","iopub.status.idle":"2024-05-09T12:17:24.304331Z","shell.execute_reply.started":"2024-05-09T12:17:23.741780Z","shell.execute_reply":"2024-05-09T12:17:24.303480Z"},"trusted":true},"execution_count":26,"outputs":[{"output_type":"display_data","data":{"text/plain":"
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"},"metadata":{}},{"output_type":"display_data","data":{"text/plain":"
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"},"metadata":{}}]},{"cell_type":"code","source":"predicted = model.predict([preprocessor(X_val_txt),X_val_img])","metadata":{"execution":{"iopub.status.busy":"2024-05-09T12:17:39.411745Z","iopub.execute_input":"2024-05-09T12:17:39.412770Z","iopub.status.idle":"2024-05-09T12:18:13.449153Z","shell.execute_reply.started":"2024-05-09T12:17:39.412722Z","shell.execute_reply":"2024-05-09T12:18:13.448227Z"},"trusted":true},"execution_count":27,"outputs":[{"name":"stdout","text":"47/47 [==============================] - 31s 439ms/step\n","output_type":"stream"}]},{"cell_type":"code","source":"predicted = np.argmax(predicted, axis=1)","metadata":{"execution":{"iopub.status.busy":"2024-05-09T12:18:16.507956Z","iopub.execute_input":"2024-05-09T12:18:16.508346Z","iopub.status.idle":"2024-05-09T12:18:16.513139Z","shell.execute_reply.started":"2024-05-09T12:18:16.508316Z","shell.execute_reply":"2024-05-09T12:18:16.512218Z"},"trusted":true},"execution_count":28,"outputs":[]},{"cell_type":"code","source":"from sklearn.metrics import accuracy_score, f1_score, precision_score, recall_score\n\n# Evaluate accuracy\naccuracy = accuracy_score(Y_val, predicted)\n\n# Calculate F1 score\nf1 = f1_score(Y_val, predicted, average='weighted')\n\n# Calculate precision\nprecision = precision_score(Y_val, predicted, average='weighted')\n\n# Calculate recall\nrecall = recall_score(Y_val, predicted, average='weighted')\n\nprint(\"Score of Meme overall sentiment Detection\")\nprint(\"Accuracy:\", accuracy)\nprint(\"F1 Score:\", f1)\nprint(\"Precision:\", precision)\nprint(\"Recall:\", recall)\n","metadata":{"execution":{"iopub.status.busy":"2024-05-09T12:18:49.353867Z","iopub.execute_input":"2024-05-09T12:18:49.355002Z","iopub.status.idle":"2024-05-09T12:18:49.754762Z","shell.execute_reply.started":"2024-05-09T12:18:49.354958Z","shell.execute_reply":"2024-05-09T12:18:49.753744Z"},"trusted":true},"execution_count":29,"outputs":[{"name":"stdout","text":"Score of Meme overall sentiment Detection\nAccuracy: 0.36866666666666664\nF1 Score: 0.3562656972387103\nPrecision: 0.3548495837595405\nRecall: 0.36866666666666664\n","output_type":"stream"}]}]} \ No newline at end of file diff --git a/multimodal_Task_B.ipynb b/multimodal_Task_B.ipynb new file mode 100644 index 0000000..cc5f44c --- /dev/null +++ b/multimodal_Task_B.ipynb @@ -0,0 +1 @@ +{"metadata":{"kernelspec":{"language":"python","display_name":"Python 3","name":"python3"},"language_info":{"name":"python","version":"3.10.13","mimetype":"text/x-python","codemirror_mode":{"name":"ipython","version":3},"pygments_lexer":"ipython3","nbconvert_exporter":"python","file_extension":".py"},"kaggle":{"accelerator":"none","dataSources":[{"sourceId":8237003,"sourceType":"datasetVersion","datasetId":4885733},{"sourceId":6070,"sourceType":"modelInstanceVersion","modelInstanceId":4691}],"dockerImageVersionId":30698,"isInternetEnabled":true,"language":"python","sourceType":"notebook","isGpuEnabled":false}},"nbformat_minor":4,"nbformat":4,"cells":[{"cell_type":"code","source":"pip install -q keras-nlp","metadata":{"_uuid":"8f2839f25d086af736a60e9eeb907d3b93b6e0e5","_cell_guid":"b1076dfc-b9ad-4769-8c92-a6c4dae69d19","execution":{"iopub.status.busy":"2024-05-09T09:29:37.650640Z","iopub.execute_input":"2024-05-09T09:29:37.651020Z","iopub.status.idle":"2024-05-09T09:29:55.990088Z","shell.execute_reply.started":"2024-05-09T09:29:37.650990Z","shell.execute_reply":"2024-05-09T09:29:55.988847Z"},"trusted":true},"execution_count":1,"outputs":[{"name":"stdout","text":"\u001b[31mERROR: pip's dependency resolver does not currently take into account all the packages that are installed. This behaviour is the source of the following dependency conflicts.\ntensorflow-decision-forests 1.8.1 requires wurlitzer, which is not installed.\u001b[0m\u001b[31m\n\u001b[0mNote: you may need to restart the kernel to use updated packages.\n","output_type":"stream"}]},{"cell_type":"code","source":"import pandas as pd\nimport numpy as np\nimport tensorflow as tf\nimport keras\nfrom tensorflow import keras\nimport keras_nlp\nimport matplotlib.pyplot as plt\nimport os\nfrom PIL import Image","metadata":{"execution":{"iopub.status.busy":"2024-05-09T09:30:02.964299Z","iopub.execute_input":"2024-05-09T09:30:02.964708Z","iopub.status.idle":"2024-05-09T09:30:18.042764Z","shell.execute_reply.started":"2024-05-09T09:30:02.964673Z","shell.execute_reply":"2024-05-09T09:30:18.041779Z"},"trusted":true},"execution_count":2,"outputs":[{"name":"stderr","text":"2024-05-09 09:30:05.607057: E external/local_xla/xla/stream_executor/cuda/cuda_dnn.cc:9261] Unable to register cuDNN factory: Attempting to register factory for plugin cuDNN when one has already been registered\n2024-05-09 09:30:05.607161: E external/local_xla/xla/stream_executor/cuda/cuda_fft.cc:607] Unable to register cuFFT factory: Attempting to register factory for plugin cuFFT when one has already been registered\n2024-05-09 09:30:05.760313: E external/local_xla/xla/stream_executor/cuda/cuda_blas.cc:1515] Unable to register cuBLAS factory: Attempting to register factory for plugin cuBLAS when one has already been registered\n","output_type":"stream"},{"name":"stdout","text":"Using TensorFlow backend\n","output_type":"stream"}]},{"cell_type":"code","source":"df = pd.read_csv('/kaggle/input/memotion-dataset/Memotion 3/updated_train.csv')\nimg_folder = '/kaggle/input/memotion-dataset/Memotion 3/trainImages'\ntarget_shape = (224, 224)\nimages = []\n\ndf['humour'] = df['humour'].replace({'not_funny': 0, 'funny': 1, 'very_funny': 1, 'hilarious' : 1})\ndf['sarcastic'] = df['sarcastic'].replace({'not_sarcastic': 0, 'twisted_meaning': 1, 'general' : 1, 'little_sarcastic' : 1, 'very_sarcastic' : 1, 'very_twisted' : 1})\ndf['offensive'] = df['offensive'].replace({'not_offensive': 0, 'offensive': 1, 'slight' : 1, 'very_offensive' : 1, 'hateful_offensive': 1})\ndf['motivational'] = df['motivational'].replace({'not_motivational': 0, 'motivational': 1})\n\nfor index, row in df.iterrows():\n if pd.isna(row['ocr']):\n df.at[index, 'ocr'] = '.'\n\n#X_train_txt\nX_train_txt = df['ocr']\nX_train_txt = X_train_txt.tolist()\nX_train_txt = [s.replace('\\n', ' ') for s in X_train_txt]\n\n#X_train_image\nfor index,row in df.iterrows():\n img_path = os.path.join(img_folder, str(row['image_id'])+'.jpg')\n image = Image.open(img_path)\n image = image.resize(target_shape)\n images.append(image)\n \nX_train_img = np.array(images)\n\n# Combine the columns into a new DataFrame\nY_train = pd.concat([df['humour'], df['sarcastic'], df['offensive'], df['motivational']], axis=1)\nY_train = np.array(Y_train, dtype=np.int32)","metadata":{"execution":{"iopub.status.busy":"2024-05-09T09:30:21.945491Z","iopub.execute_input":"2024-05-09T09:30:21.946590Z","iopub.status.idle":"2024-05-09T09:31:36.790200Z","shell.execute_reply.started":"2024-05-09T09:30:21.946556Z","shell.execute_reply":"2024-05-09T09:31:36.789374Z"},"trusted":true},"execution_count":3,"outputs":[{"name":"stderr","text":"/tmp/ipykernel_34/1009993135.py:6: FutureWarning: Downcasting behavior in `replace` is deprecated and will be removed in a future version. To retain the old behavior, explicitly call `result.infer_objects(copy=False)`. To opt-in to the future behavior, set `pd.set_option('future.no_silent_downcasting', True)`\n df['humour'] = df['humour'].replace({'not_funny': 0, 'funny': 1, 'very_funny': 1, 'hilarious' : 1})\n/tmp/ipykernel_34/1009993135.py:7: FutureWarning: Downcasting behavior in `replace` is deprecated and will be removed in a future version. To retain the old behavior, explicitly call `result.infer_objects(copy=False)`. To opt-in to the future behavior, set `pd.set_option('future.no_silent_downcasting', True)`\n df['sarcastic'] = df['sarcastic'].replace({'not_sarcastic': 0, 'twisted_meaning': 1, 'general' : 1, 'little_sarcastic' : 1, 'very_sarcastic' : 1, 'very_twisted' : 1})\n/tmp/ipykernel_34/1009993135.py:8: FutureWarning: Downcasting behavior in `replace` is deprecated and will be removed in a future version. To retain the old behavior, explicitly call `result.infer_objects(copy=False)`. To opt-in to the future behavior, set `pd.set_option('future.no_silent_downcasting', True)`\n df['offensive'] = df['offensive'].replace({'not_offensive': 0, 'offensive': 1, 'slight' : 1, 'very_offensive' : 1, 'hateful_offensive': 1})\n/tmp/ipykernel_34/1009993135.py:9: FutureWarning: Downcasting behavior in `replace` is deprecated and will be removed in a future version. To retain the old behavior, explicitly call `result.infer_objects(copy=False)`. To opt-in to the future behavior, set `pd.set_option('future.no_silent_downcasting', True)`\n df['motivational'] = df['motivational'].replace({'not_motivational': 0, 'motivational': 1})\n","output_type":"stream"}]},{"cell_type":"code","source":"plt.imshow(X_train_img[2354])","metadata":{"execution":{"iopub.status.busy":"2024-05-09T09:32:02.728340Z","iopub.execute_input":"2024-05-09T09:32:02.729066Z","iopub.status.idle":"2024-05-09T09:32:03.148787Z","shell.execute_reply.started":"2024-05-09T09:32:02.729036Z","shell.execute_reply":"2024-05-09T09:32:03.147761Z"},"trusted":true},"execution_count":4,"outputs":[{"execution_count":4,"output_type":"execute_result","data":{"text/plain":""},"metadata":{}},{"output_type":"display_data","data":{"text/plain":"
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F7bURxYgg8ilkmYU1nHreFW53kX7ruqLK6uSX1/16DYfkYmmM8UipZrAmjJJE6TAqtyY3vdbegg78T+do/bHQKUx7N4Th+hwOwb7kziq+TV1pP6FgBFL43viey+76ZxOaD96uOqIrLfX7aufjcKyj53OWswxjjh0NWz2c0Gqtfazey7Cgu8SmlW6G93I4tchiR2b8wEnUxKysSZli0uZAJJI0NUqhxJmnERBqfgAj54kjqiOsYMOeViddtDmHULD209ASmSj+n13UBwznYXWh58seSoaagYJj9qKjEVy1zT6fm87K3U+a+v7f69O3fXwYC7VvTueJV3dPWYq+NVx24ta4rBYEoqF29q8j12PSmhxA934nU7fo5UMK5kZCZRYrZMO1NQWyhvQmDdNslBMSVUYaXsmCA4S2TQKUtwyhZESDs3a+cuJy+HSNkTog7VbJmJuzdSFZJaYsa0V3THaywKy4mbdo5OG+Dldf0oT+nj/t7CuNcbKdNiwGTcXBfHruu7fXZfNjh3oUKREqYrhkHWGt+7bl/tKpxdRXX1HvWa17+147WS+raMreCoFnH9G35v1sauFZdzZrPpS12E1R80TSip6DIF8VV1Ct7XsQv31fPuKt+tMqyZPltPavdBmWpUFKI60IAVw/gigDLeTFSyXxLzyKAR1IReDeRqVqIoPpg3FqNjTJ4ck82Xc4h4xLsp+6x6S1GApEXgyM6/6sWAc2oPqDdvIDjos1n9mpSRSIpKlBYfHOJmeBG8CHm1IuU0JT/URInrEiN2lUZd+5TStBbTnF1RYNet8+74JLDwdZAPmHLyGXwqAk0tuUTUYNmyrKZQnJJKMkEuB6rWxB/z7NqQS50URG8p6LtOLdneG32284C5WijRbzXl6BVxZsSkYgllV09WbkyUFHR7bhUkCaLevCFRXHY4HE4sSzAlIWdTWCaNbV5CErw44qhoAstedGWfQEBoxeNxJDX4bTfmu7vnLyc1vHo9rsL/l0ed21SQEJk8KDA5MQzDlPBg9V5mDNm+ui7p6fLaq5bv7ut9O3zZfyllUs5ETdv5fekOX/7t1R7Vt2f8Z62kvhVJDNV7gd1NuBXol468xpO6Dmv+qGHP8svp0PX1ChEZBJcupURfTeDY9aQu39dWcr1sDV72qspRkwCZzPDd+hCsPsa7hizZoJlimXtxU4wgp61ATEnJCVRdEXw7ljMV1suWBi0KmskKo4GBW7iv2Ik5ba3m6RtVD7GBbtGxd/OIe4d3WXYLSJnTk1Pjk3RiiqwomlrMDUyw6tW13fWuduG+T5JEc51w+6RK6qM8dJu3bQrDpbnYOSiLeTm7Hve0V6QoGifFAwXNlI2BKaOyhWpOCzUlvLp0NQ5UvCe77q5bw6XF0l13pwyLXtlFHFbf5cre0+zQrHbUjtKux1GMHPOa600mgw2lpga+nMxyVdl8UjTkOji3emlXUYo63/Vzux54hd9fljP1Hq8kWCAT5O6dKadaEH/JI3N5SnoStnv2WyMff+/je15JXRUQu69/q6/zUeOjNuzHKx79RMftHl+Vz+5mqtbVrldUBeTug3VZUF7/Pa7ClbsxqVfF4aoVjZMpbdhRIR1H4xrUpVKwaecIPqBZyTmSx2zKSstDU4tvJiVol/FoeZQqJl8UNsqAbWqHeQlTQW8RoPU0UgWOEyTA4mDJg3fe4gvvfoFbhzfJQ+S9r/wOx6cnhNWKXJRTnaPdeFFlONmdw6qo6vyZNbzNFtvdL6+KC36cMPxmIWMpizoBk9X72dHaipKdbuG3whBBLkkxDlLJ8a82iU2olIKpne8yLbPuaEW9pMTM6KmrsmtFFI+q4oE2UdS8Py/bFA6nZb6S/a7qrIB1wnSLkiqKyZSUUPyvHYhSzFsvX+w6QX11TT5uDV4Fw15VNLY0LyvC62od6yRdUkhX70Mu/9o4h/Oe4MPlDFUiqCPmXIyXet3tvb167Brj3z6F9p+AkgITVJfjLrswy/YhqJ/RieKm1hFtNv0Ex9QNU7PxUspT5fduTUzFgStFSd0n3ntmsw7YWt9Xa422ysSKlSt1jiVBaKFqknKc4cipJBvsbuSmCQzD5XqK1Wo1ZaCpWkp6vcbVeh2DALY7erMZ8N6xXM5p23Z6fRuDAbDrAttaEoAcDVJTCNmsOCWx6Ga0PtDFEcaBJvZ4nNHRFE8qoww5oppxWlkFcjHMhZYWLw4nDs29KTMy3XzGfD5j7/CAedtxY7lHFwJt8NAITfDsLWbcvXmDg8Wc86fP2JydcfLhY/zekvZgn+//iT/GjXv3ufv2p1kuD2h8y7jqWZ9fcP78BacvjlmtVjx69IinT5/y6NEj3nvvPU5OTnj27BkXFxes1+tLa5xSou/7lyBW4BIjxVWFVj9XkzSuKrPquVWI0Hs/sVnknKd9vXsvTQi03tM2LX0p/E5JyxyDeEGc4JuAOG8KQEoyRIyFoUKp6FmH7d9hzFuPxytEhRFTAqLQD1POnsmx4hnkEpPsx6KoBE25KLgd66gqqLEom2wwHVnQQrzlnCtxJCkBL4N9nVhsKqOIBIPtfANe0All0OJxmXSIqkjOBLF4G3Dlub0c891sNhNV0VUDpFIiVVl0tQC8UrHlnKfkiLZtp2Nnsxlt2xYarIiITs9apcaqYwvN76SrqxkcTbDSir3lkhAK64y3vdb3A9GN9Ao5j5Mc053zXopZXh27xoMT2qYpcioVRETZFgPb+bx3dF03ydFPMr7HldS23gAuW6C7kNhVi2irhLbB7pTitbCNFkqXqzQo9boV892el8LJZ1O7667vxh4M7375vuv1d7HnLTVTvvT9dtNWRYwHsMajqvVez1UfrO0wgXB1vlLKhlvvZC/Z+es/M4PtuxumbYLHYhZelaCF+oiMkmhyptNMk0ZSioScCAXq84XDL2ueWCKCRXdR52lmc5qm5Wh+WHj8AsN4QSZD45HFHLecc3DzBovZnDsHR3TB03qPb4W28Rzuzbl/dMjhbMajr3yF02fPebxZMb91i+XtW/zRH/sxDu7e4/DeG+BaFEdc9eg4ov3IxekZ6/WaDz74gMePH/Pw4UMWiwXPnz/nG9/4xpS8slqtJt7F6sHWjL9a4Gt7Lb0U09i1oq/ulVcdV4+te+OqMN39jIiAVM/uCpOCCDXl2QlT9pvTIqFUJ5SODEGtcDqlbXCwKrFaeCYKEvO0b6bL6U5KdMqTs1Rfr8dMWR0IUrLsDJ6tblhNrqgQ4u4k7fw9OWduSnmvL+d62OSsy5ShuL2Vl+va6u/V+LxqSOwaILvnuHyurS6uxf7OBUQuw3rbpKjteV6unbpuFOPHO0LN7vXe4q1iLm7yjpxKKQtWjF+/+I6T9soI1KTei1zwfhcqrDBxlTPbefPeX4rRftz4HldSl8d1MMpHYatXGRX08nN76Ty7594qqcuCxf7envtV92ACfvuZvh+IMReLzIR209RYx1ZBwjilQFvSxIaLi3OGIRJC4MaNI/b397hx4wbDMLBarYry2nKA2T3t1mRkjHDh8hw45yYvdPf+q3VvAliJKbFZr9FsVDILEjMUdKDCR8tRmaUNITW4NJJQGhJOEykahOaAvbadLP5uNmOxXPLDP/yjPHjwBj/2Y3+Q+XJBu5jz7MUL1MH+m/fYBGEdHH45Y9Z23N27CSlCjjReCQ5mjaM5OyWfnvBLTx7x9OQYgDv7+9y6d48/+v1fwO3vcS6eURoSDpUAMSFt5Gj/AAG+7/u+b5qL09NTLi4u+NrXvsbx8THPnz/nX/2rf8XDhw/5jd/4DYZhYBxHxnF8yRCoe7Uqt6uxqm0N3GXS4mpl1zXdZb+4OqrHpQXGSVkZUyIVS7nyLQog3tumzBmtgjdlgkIrMn3ePBRYDomsyjzrFIqUhHlHO6BFHl9+5nZVr0jZ375kmu2ghVIcI3FTeBPEEbV8F024ekGtZHtTSSoFmZyy1zKZFDPqHUnMmwKgKcaCBggO9Z7sLPHi48ZHMU1clRV17XYNzcuyamvQVmokVb1WmF+VZ1WWTMqfLRtN2wSa4CcvZwfZtT3mLfGpxo6nU39zSHL53qVA4RUG1u78XPc9XjX+k1JSvx/jZYx6Z2E/wbju+FqQa+SkNfZxGUq07B6Z4J1d4skKH9ZgbNM0UwykBvmrULOfW0+wWlzeO3KxjutDNY7jzmvmUQ7DuPXkClw4n89onOfOYsF+zsxTZlxdAOCDY6/p6ArkGHNiPTa04gxWCoJ3nuA9y64jOINIfAg0TcvdoNxk5CY9+/MDlrcPuXFzj+Qduj8nzjvirGXwghOLMyybBbPgkdQjcYR+xcXjDzn/4AM2jx6hL16wHCOzfqBb9zRjhCHiMKZ7V4RhhTpyKUAR3dadHRwcsFgsaNuW1WrFxcUFy+WSp0+f8vnPf57VajXBQXUu62vn5+fAVpFUZVXH1XT13X23a6lfLRC+Gsfa9fBrPkutaYo7CgZNk5CSknhy6+CQ/fmCg64j9j2nxydTrG/WGDEvWnjwVAsllqmGmuGdq4BWo+ZRVeLkeVvShShI3oazJl7Y4kxJrr6PQXeuHCNOJg9OiounJRPG5q7ENau/pEqmxHAp8TUvlgYP4CEXGqWkmawfbeVfNjrl2veuM2R3P7Ndr238qXpVu0rt+pjUrix5mafTMn0by/YtkB9aar8qqqolmWRXWV79ZddYv+a3jxv1K18nI18rqe+RUWG6XSU1DHHy5KrisePchOlWWO8y7m0P6G6srfLJVWEJV3H2LYwJOqW11s9uPan6IG1NZR+sNcD+/j77bcedNrDf98z6novcI1jLgeVsRtc0LOZzVDMxzmhDIDhH0wWaEJh1HV3b4Z0jpjQlTtwgcjCuWPanHPkb3Dicw/4+Y/C8ICIHe8j+Hifjxto9nG2YLRbcWCzIayGtIuvn55y8/w2efOnLrB4+RM9W7MXIbL0hXKzwmwHCYAH4WYuGwqNW5iSmVOBMpsLo2mrg6Oho8mjeeustLi4u+OCDDzg7O+P8/Jz1es0wDJyfn/Ps2TNOTk549OjRJU+rrs3Vh3YbI9VLsUTgkpdVU+GvWuf1swZhWe1XwopmqyKZUDUUJ0IQYeaEN27e5MGt29xZ7rM+O+NRTDQIAWgceIHGb+MtQ04G0fpgiqYop5QzMWXiGEuriIGUIMVk6f9FSUW1+6pKCpgS/lQp0U2j34tFwRhzRWVirN6EQc9ZJ7U14fBJIw5j+a4ZhzV5tP6eHUQspvJJx0cJ25dRlFdAsbyspF6OZe9mGe6oDKXAgva3czLxd7ZNoPEmN3JKpBh3Jlh2klB27plr/rgKp1578Kvm4KPn5OPGayX1XTBqQNOUTiKEqjgokFsucIAlUtTaiQr7dF2LqpYaqcByucQ5x3K5ZBgGRGR6TUQ4Pz+fgucQifEygF+V39tvv81yucf+/v5Es/TOO++wXC6Yzxe0rTFf7O8tmYlwlEZOf/2LrN77Ci++2iGqzGZzghe8E9q2Ac3kGAnO4Z0QGm8ekDgoLOl+1pjCTpmzJ1/n7Ok3+PLZY4an389sPKP7vu/D7e3RdA1j3jAOyn6zRPFsZAWrMzabFbMcOX/8Ib/9f/5LHv7qr/Liq1+lO71gnoW9pmU4vyA+fkL/wSOaW7eZHxzRDyNjVIY+Mpt17N+4YV5pyvR9P8Go5+fniAjz+ZzZbMZsNuONN94gpcT9+/cnZvoaj9psNpycnHB+fs7Jycnk/ZydnbFarTg+Pp7iDzFGhmHggw8+4Pz8nOPj4wlefPjwITnnqf9UHa+CnlRNuI8i9DHSdA3z/QVv3bnL3nKPO7dvcXhwwP5yj3s3b7A3m3F7ucfN2ZyFeF58/X2OP3zM1xOEnHApEdcXpszCtsXEeuxJIoxOCjv99vo5m1eTL8FeWnqGmWGWVEmZUrNj0JWxfWCM+Gp9oo5T5iJnNjFNmZvVF7FuHeYJTpUL1J+K5IhqMjJhygVKTIWcEDxOSmJHzRKZ4MeXIbyPE7ZXY4e7P6+D+2K0+6qUaXC5EPxyWcPla+0ufdOYTOi6jq4NFpNy3rzYlArbC4SmKby72zncHVfCet+x8VpJfReMCt+8DCFc/xDswkEpXY0v5YkqaRiGS1lgdZPP5/MCG85LkoR5RNWr6rqW+XzGZz/7WQ4PD7l58yZN09K2Le+++1mWyyXz+XyiZ5rNOjrN7A8bnrx4zIvjJ3TP5ogq8/ncghWiNN4kR3YeL2bB1XCIkx0aGq2Wf2aIG1JO9M+F9eMDzh8eEd5+A7foCKG1HL804hggKTMEPybIIxcnLzh9+AHPv/4NNs+eo+cXtDHSqaP1njgOaN+TV2vYHwjAmA3WY4rBFG8VMwhqzdmuQqkZXtWDnc/n01pVD3kYBvb29litVty6dWtak81mQ9/3PH/+fFqres5bt25xdnbG8fHxpOBq080ai9qFC3fZR3bjWuKs0NWHwGI5Z7Gc8+DNNznYP+D+vTvcODjkYG+fB7dust/NuLPcY+kCPia+cnwGZ+dcLJY0KSIpMowDQaDzoVBNZdoUiQKjE4aipDTnHSWBJTp4j9ZidAwSrHs4a+k9VT5TFVUcR1LOjCkiKdOokkSmPkn1n5ZauZx18sjqTxXw2aixXM4T8XH1kMnGqhEKpGgktLsZH9ePVymqqwrqk3gPtm7bGrurSTKXz339uWoMe7sfA9670lyyJILVwN8r7ucl5fQJ41P6EamAxZm95nt8/HitpL4Lxq5FtY0BbYOhu8Nez8RoFujFxUURTpnVaoOI46tf/SoXFxd84xvvl6QJi0dVmOrOnTvMZjNu3rzJwcEBR0c3ODw8KN1ALfW1bTvefvtt9vb2ODg4mGCpe/fu0TTN5AnUAG1II7PNGYvf+S32vr5gb3+G5Ew3axmGnhQjXg02Szni1Eh0fPYTPGHCKjPW3lje0zRFgK1POPvql/jK2TO+8H2fYe9oyf7iJr1m+nHg/NkJHs+Nbp8w9ujFBf/mF/8ZT7/xNR799m9wlDM3ZjPCeFbiVAN+NseNHXmzgnEw704Fn6H1xjO4Wq1w3uJUlRNxNpvR9/3kLZ2fn3N6ejoZApUnsf6sr3vvWSwWAMUY2KbiHh8fA0yfAXjx4sUUW6zlFI8fP566KZ+dnbHZbHj27BlnZ2ecnJxwcnJCSmny7mbzGbP5nK7rODg6Yv9gn72DPe7du8dyMedof59529KFhv2mYeYc++LxEoibnof//tdYOMed+YwuZ1yMrC5WeDItgDiyKHOMLHj0jnXKxJJKn1Ii5pKhVjz/0DT4EPCF8zCEMJHOIoWXccqkhaEfGFNkPfSsgqd3jlXXkDQzxMhY1mK9WjOMkX7oWQ+Wud5jCRjegeZIUuMJrImIqbLpA11WOqwcIqKMTngV6vdJlc71iVOXY1HbZ91KT9q2nToYXAfjTunz11ze0BUzHtu2pQkW+51aoBROQoXpedxNHJMdvfy786D0lUq02hN1bj7peK2kvsOjWsJQPSqZaHa2mUFbr6kG4GNMxGjYedM07O+b8jk6OuSdd94mZ+Xddz/HjRs32NtbcvPmrbJxrR6rbVsODw+Zz+fs7e2xXC6njW3wY+Dw8JCu65jN5gXq6pnP51PmH7Kt8ZEEabOhPz9jc3qM63scGecFP/ZIivhSxxI04UtmWR57yzJzQsCYAsbNGi1Katm0SPD2ehxYPX/Oe7/6RfZOT3kzBGRvyWy+QGdz3KiEVc/5N97n/P0PePbbX2b1/AndumcRHEsnFl9KEU0Z72eE1hnhZnD4rqXBuhv70E5ZYRTLulq2VRHtlgnsQjJ1Xa96NLvxQ2DyfHa9n1rTtlsCUK+bUpq8NBHh4uJigh83m80EQ8YYiwdVjIi2pWkbDg6PaGcd3axlubek8SXrSywrLqaRMQkjDgkZcqRfnTNsVuRk7ea9Juatx2WhwZogZifk5NDGQ9syS4kxJdYoMRb4NEYTjn0kDQPJCT40+OAJ85kVVYvgfINzHstmtrls1TNG8CRmbUMKnjhvSWrxwnHWkmKkn3WMKZqiikrMMCDknEhppM+RMWdCjgYvKgxaOCGBLmfaHBkSaDIarXxNotPHwX1X37vumMs1ljtx3pIY1XXdS6UjFTr9aAUpU8mKE9P8FT6t15WSxlcVlCUGsdUrNe38yiVEfreK6/L4ZhQUvFZS3xWjWso1vbvWKVXBBNukiJwTfT9Mwq16Rzdv3uSNN97g9u3bfO5zn6XrZrRtx5tvvsnR0Q2Ojo6K8nGTpVaVVW3tUa3+qni2wrWh7zf0/Ya2bbeKVXYehpyJ63VRUie4sTec24EbR8iJ4B1iGAtBTAgPo6WqI4L3wR6moQcR1HlmJUlEc+a0H+lXK77xm7/J3vkFt95+i457tLM5M28p45xdcP61D3jy2/+B09/5OnF1xlxH5tIwF8cqm7BMmggeQuMKuZ1DuoZAg5OGbrZkTJF+2LwkGGossBZMX62fg61AqQbHrmVcvaPqie3WwogITWho2uaSB1b3SV272WzGZrOZYlH1XLVW6xJ9k3P4JrB3eGCFnGJs5GhGY0Jzsj5eKSMKGwWvCnFks17Rb9akOJasu0wXHC4bfCaAZiEFwTWeMGsN+kueRhPDAD0ZyZFYshxTthYpsXibM4/xPzqHR/BAgzfjQYSgnkbA4aEN0ATcvDUoMOXJsxgmWDAzJot5RTz9OLDerLkYezYxwmi9ymJWNtEgwQHoVGlzJkclJzXOyZ342u92XKdUdpMlauErgPdhUlJ1n32zsbDpmbQPUVE45XJd5HUZhJO/thuPU+BVCurjEdHf83itpL7DY1chmGCJ9P2AyEh1nefzOYvFnMPDI/b29njw4D6Hh4fs7+9z+/Zt9vf3ixd1xN7ePg8e3C8e0IzZbD4JtcmKgpc2a/17V+Cu12tUKcwTamnvlXliNpv2pher+Tl//ISTZ885OTnltmsIYkEFKf8s4yuRYyT7hCCkaC0g/I71t5wvDPbMShxGNGac8wQcy3bG+fMTzsf3+JX/9/+H+a27zG/extEi6xH92lP6D58wPH/Bg9Ejfk6HwOaCFDfMHLhlS5jNeNEGBh9Zy4BzA23IDDFbm/lhw1T0Khagv2oZW7JKg3eeWTcz5ZBNOVSo6+zs/FJG5m69GnBJGGkRKDVOVb03Vwh8dzMugekadf90s462bQpsI4zRINp+LApmotJRtKTWWRZlghQZNhtcjJz2Pfs+EMYRbTKjG3m+PmYVI03OHDQepwlJI2JMrSQSLifiYHEf74T9ZUeeN+Q8o48DY0ys1mvGsWScZgWJDP3FVBiVxg3Oe8bUErzHeYuVCkrrFZcHZBhxacNWchb2dREzbkIgN9ZzLDvPmGf0ywVnmw2bceSFu2DUTFTldD0wxMw6DnjncOp5Ogy4rAxu28W5PDSXnt1d+Oq68XGKRJWyntvy4bZtWC6X7O/vA3B8fMx6vQa22Z6XW8xTPP3tuZ0zQ0QVYorWAVm8FWJ7X+JtlGy/xBjHKU61g0J+cv1zXdbFt3D8J6Gk9MrPOmOX03FrpNQWQj5mVnV7mp0Xr15p96dsU3rt4tvjL6WTX97YFcYTkWJtV3d/Rgietu04Ojrg4OCAmzdvFiX1oMSTTEktlwbnLRZLZrMZh4cHk3dUA+fBh517rbe4pY+qt7lbf6NqNSUpx20tl16d5fIzZcbVmnHTMw6R0DUEEUP43bYXUa5xNpVJ+NvcySRcg29IYuzQOWU0QxOM+saL4GIkrtacPnzEcNGzeXFOoMWtR+T9F7jzFWG9odWSYp8p1rsivrDFdw1ZlSFFcu157oxcNaGkNGLcg3Z/Umpy6pzUaXROcOJrThkktt5VNkaOlJRx2KlsrRtFtwktPnhyytY5OKXpwReceTw11Q0L9lcvqUKHIlYjVuMKznmaYD9VnNUxiWxJX8seNUYsU8ZaYL+UkyUwxMhyf8nFYsaQRlK/JqRI6+a4nNDYl6y4IjBTQjQhpdbNlT1n+RJWkNSmpkDagktb5gtF0awkRuv95RTVgFeDnsGSa7zqxOpukNQ0URTXC3Co9acnixJF6ELAhYaZAm1r9WKitOroY2Q1KuI94j1riSiZ83z5qRa9yrl39d8nHTIZPbvxKMrzV2F3YOpVtiUd2JEjUKBaCi/jztpS6vtStv1TMgYvMefEmnFpcbjt3bHTKmXnm139ilcyLFR19/KvnJOrZRIfN763ldQO0en1onNLQrmbhLAlWN797xVTqlwxmaqAelk1ToeXzbLtPDpxdF46XBVSUtZrg9Fu3rzFwcE+BwcHvP322xwcHPLgwX3u37/PnTt3ODw8ZLFYcOPGjZJhN5ss9NlsDmXj9/2mCHtPrFDOOBQBy8R31jQNqE57W8Qy/ZxYSnDThEL2ap6MNI6+71EtzGm5sFGHBh0j/ckp/fmacTMyPzoiiLULCdKgasIsxUiOus1e8kyCP5YMq7brICVLSY4GdzoXwAlBHDOFfjPw4hsPWT98gnMNzehpRmV+OnLYzthvWrrOCktX40grDkLLwGiJEE3DZrXibLMB75FgPTyyNwhpvYk0PjAL7aWUYCoBbikyFbHED3GmkCWawKxza3VBpnzGYSDFSAppa5WXyfeFyy2mOAXr267derxYVlYIgTh5aqVzrC+FuSVGg0DXzqyOzbfMOj+lcOdCAS7OvNbGC5JbyImIor1DY4QYgcyn3/0MxJ7f/mLk5PyYvNng/Q1IkXFYk9OIoCy6zh6TbLDcBFU5Z5yL3hIiui7QdYUyTCHlxKYfGGMkpkSMAwiMeSCEpjCsdDjvrOg7ZUJW2jRhWPYsFWjOjEuzOFQc6kxBSWiYiWPwgeV8YQopeE67DX0cueh7pFBx6Zho+pGTIZXi5y0Ua2ZDtiaQmouf9UkU1FbCWIlWyXRNeScuZUrJkJMFqjol60D1oC6fsqIjWc3QclVPaybnSBwHSImmMy5N7x1BAyD0OloNW8pT3dxH8Wy89C31o97ceev3CAd+TyspLdaD+C29h4rY5i+dYnO2beUFgnOIQtaEV4ekra+s1WCqCgbbFOKExlnB6dSp1jtQz5jSpMMmzecgpsTFegUZsw5jNgLGruPo4JD5bMbh4eHk7ezt77FYLLhfYLyjwyPefPNN9vb3uX37Fgf7ByyXy2nDdrMaPyoV6OIYS/KFKoxjBClZQBQsumSrpQLtZYF+GKxuIkZ7cAX68wsTCN6R1TKzRs0MKSMymkDOisZIk0u319WG4ekLTr72kLzq6XxruL5Qev/Y1q8N11wLrmRORKT07jHhqk5IpQWHOMGHAi86RcQ8Mh0HBMcch0sJl5R2FJoEC5dp8xriQBQl6UiKPU0ruBDIQySNyriKEJ1RMGlLkxtc9nhxBC80bSDg8dJM1r44UByeDJJK7U/ccsh548AzElyLxgc83okVqqbEOCZ0tOLcpu2IfZziRsVHsyQC56j5+Yrto2qneh/Ma3K2aWt/IESsL1PZiLaHd9gcBFPQXibiV6eZtjB+uNkCfMAhnD9+zOb4hItnz4nnK+Y+EH0gOse679EcGceBnMteGy02lROFOljwfjR+RrGEkNoqwhXF5cX2gbRC6xtyTgwxkjQz5oTGyFBibSLGTDJ3AXWBQGM7O+dp3iaYym1ZKFCBFFEUnzMt2RIIPYgXXBuIXthzrrByCMP+ksUsMqwHVjmzzpkh1WSLjI/lfKURTJYtN139Jaatl0tRSiLeGB6cwyUmFhB2bODQWPZo0zTEZJmKY+kntVt0Xy+1vW49j6EA2TukGJoSvD335XNRlTFnxpisdqo8nLaHtnb5FYbHl4Cly6EDqCUAW2HKBEvW75ezMo5xqpX7JON7WknVljHOy6SkUCGpwTspGVOCYMWiwXkEiFFx6qbeMlNLiImLxSY4p0zjPd45gneTRe2dcX+NKW03WNkw4h0ZJceIyya8gg80XctsPuP+g/scHRzy5oM3WCwXLPeW3L5zh729Pe7eu8vR0RFHRze4f/8+y+WSw8NDS9v1gV33uwZbxxKjMI9jx5pGSeKmzeeDCa2USxNCUas/GUfSMLDoZiDCuF7TdC3Bd6hagsFIacyWhJnvcKLGjZfBJyWfb4jHJ5w/eoJuRlrfGJQgWrKkZDIUnDOuNinM6xoUSkqstYcoDfCEydq3JakkpwmieX2d7/A5m/BJ0GSYO/BENEGUTNJEzgNIVyC4wv+2Toh4Gm1pciBkD7nUEzln6dHqEfXTvEMRftNTV+67Mh5YkyuDYJJAUgLOWp5nJcdU4gAYHVQjjDGSYjZvzollQ3pvfGreTx5SFtujBsl6ggtGWadsa6Gcnwpgx9rQLifM3rceUc4LLng8xvjtotI4x8w5mgIPu5S52AxsXpywenZMvFgxc4HeB9R7hjiSc2RM0eIbouSolkARQdSUZoiCxxGco01K8J6uMWXuPHgxSq/QeLK3/ezdYMbfkI1rMFvMBBEcHtfOIFidmz171aSxB1EEJCvO7UBPmiyuCcWbKArKQQiO5IVYn1tVxuWMdkxcOOEsJi5S4qJPJdHCioKJGVdIkUs4rRgr9mzlVLxW2GlbY96gF4dk2bZD2QkLOOdp2tY6VOdEX5searZnYQcqq0rqkqdSkqtyTgazFug1bnqqmVNZQGx+7S5FimGEQb55p15tQlNlC3tu72FL71SzBLdJQPbhCkFP8qko3f9s6qREwHmHC4Yn50KWmhAyAi5M1m2F6RrX0oWWrmkZUr+F4dQEZW3RUS0JJ4KoCdyUInGIlgJeMGLAEgSc4+6De8znc1M+N2+z3Nvn3t27HB3e4M6t27xx7z6He/vcu3WXtuvoZh2LvQWhaWi6dgqud20RGM6KFoc4XqIpusyyvMW1FbOWKRBapTGK42jZTjmh0axoyYm46elPzzjdjDShoW1awphxDLQ54p0SuoZBR0a1gLKLmbw6x6nHJ2F88oLx0WPW33ifph+YtTOGfsRrbT1u8x4r+KlKFgsqZGc72LeNQVqyrfYXV5rUqSIaLWNJHJ0EPNa6pMmZJitdTvishFIBoyijmhAgCEOODGPGNXO8epIGGt/QuCWcZfQsoucDuQlk75HQAA7V0jxdlZyiJX5oRKW0U/T1AVTGkmxh7RDsAe77EbLStC2zbobgGNYDVeHkbDAcZBy+QGSAE0atHQR3hJhC1zQsu5n130qZNEbAjK6oljnXiKfpGgjCOo8MeWQzrNCcyDGxDMHWZYxQEivaxR55SKyeH/P0d77Koy99heff+Dr9xTmzBNp2jCh9XJOcpZvH4k0MOTMkZbPJNEHxztH5huAcKh7NFMaDkeAywWe6xjy4btbaflXzMFPO1oImjqU+amOZi0PPOGSCj2y6QHAB7xtcjT+l0UhyNdMEKxTvgjcLv8TOrL+ZRzQiKeGxOF12BpllMm7WsNcGpHWsNLNR5axv2YyRk3XPxZBYx7F4jcXDdqXwWClSQ+3FK/6Hx+HxBAlELIbHdoXNmxwHLlYrNus1p6enbHpj1RdfEp8qr64WD7sk3Pga6xOrC3POPDPnhPVqVQqXhX4cGcaRobbTgAknVHWFIQQuRZjk0g/7vdj0XoohVes7L4VcLisiK2yv5Ryvluu743taSdUtMAXfd2BqswDKZDlBpfRmUgg7bm3OhbVXLk/oxIvnzEkeYsliKqwIPgRuLEy5zGYzmq6l7ToefPpNlsslB4cH3L17n4P9Ax7cv8/B3gE3D29w8+iIxWzO0d7BhLm7pljRhR7pUl8s3aaKfmwKalGmEyygVuth8yHFstqizt45RDO5H3j27BincOPgyKxDMq4TpPWEwyVIwkmiaRRJJrBdzpAF169x/RofB7xmq3FJOj2suSirClVIUVIWrGeCGbbfg0vmoVnH27ecGJULGBVOKD+9KOJKmaaWZojFM7YsNsU3DYpHk0PVmfU/JtKYCCmTnfWwSi5RCVMFc1kM3su2B8Qs1WkPCohmyNtWJy44xt5qvJxYvCEUoymXgld1YskNRsFR4OrCnlBarqOKlH5L1oRYyrWisZaXuih8sL5MZX+KBxccQ7IEEHFWM6Q5ISFYB2MRXDQKc8mZ2A+cPH7K6ZNnnD97Rn96Rhp6XEo0IubdaUOyfD6EaN4qgriKRHiT3OLLTjJ0AyzuKGJtQIxfbyvUVJjYMRpnvZ9c8kaVJILEbNBwjDgZCV4JGXwwT7vuGcFgOyfuUlx4i8jpFIeuENh0T0CLkc0eBE+HpwdaHBs/FkMo0mBZcxHFixbeQSVruVZ5zAroCBhUmIrnpVZdbHBQ9YiyZfut12vOz86tYHyMaM51hiZDe9KD9SKA96Vdjw+TB2WQaClfKXIj7XoxIpP3o0g59mocaUc21jfqhNbkD3bkbj1tccNEeEle/WdTzNuUB0CyQBJSKKSWBYKo8aXsBHVCTtYnR1xgVIOZ+mT1G865aTOh5p01XQPRgt5nF6spzXNv1rGcz/ncD3w/N2/f4o233uTWnTvsHx7y4K03WO7vc3TjiLt37nGwd8DdO3doxBF2w5LJYhY5Z87WF1YrUy2SnEkubYPmV5TSq7Jj3A5IvXu8YuSdte5DY0Q0MwuN3cZqw3/4V/+GzckZ7771KdJ6xXh2xp037rA82uf2px/QzQJuFpBFZ3OaIy4qxEyzOaUdzpm7iLiME8VVdLKkntd+U5pNgaTKMu1KHKfADJdQ8N0HAimwiRkZDkcQIThoUHxpH+5qN1ip82HfeYhGdtrtdYCHQRkSjGNmtRkJ/UgXM1Eigzo29DiX8M4gE4dATiQiWUdLwXYQ1GJO3knxKZRGM7NmRtvNaHCMY2IzjIQu0HUzOjybvuf8xXMrIA4tJY5ucEjJrNuay4pEE4oKBB0ZRRk3PXmM5DHiQ0No25IZKHTzJaF1+Bb6vpCzOscw9MShR5qOxjma0OCGAYYBmoH18xd85dd+nYdf/jInDx/i+x7iiMSRVqHxni4syJKJJDZ5YMwJKYpOO/OGXEUvKAH/wnqOy6aIYGJlH6c6HZ3oIdrQ0EjJOls5wjCQUfqNxVyHeIF3niY0xnXpxYhUnSUM4bzF+cQXbzhP0JU9Q7tJAnbtCoe1akrhjgtE74ni6BvoU+KkaXmx2nDeDzzbjGxy5iJFNlkZMsaLVxJpKOZer8kUA4qoKc6udeQEaTAkoSqU9WrNs6fPWK/WlqY/DNYGxxWvqXyFnLdp5wYBQ9cEuq5hMZ/hfTBoL8bJyE0pTYZWRVzMSC+IS/Hct6p++2OryHbsyaKccipmhlCMk2vF0+96fE8rKa8BlwEtnTnrMw1miVIC7bZf8I2jxJqJhfNtKEHV0LSGb9fCyBSneIp3jrv37rFcLrl96zZvvfGAO3du84Uf+iFu3LzJ/QcPOCjsDd1ygW8CTdsw62Y0wUhVYy6bo7Z8jyWeRYHu/HZxpyrwjxhXFdVui4b6U2RrQWrBiwVLe/Z4AkI7m7E4PMTlzHhyytcf/Tuk73F9j7z/kNXenPTeLXIn5NbhDuZIcAbLjaO1uHjynPWTp2zWx3RpxDtL4RUUnFqdlBeDP9TiM670nlFn3o5WixKuKCXdYuBa8H2RyUO09S2QTfl7G02uR9QTC6Mqmxw56QcuXINKJgZHCpbtpc6EZy4s2RKUMW7QnPEa8WqWs88ZlzIuRYJ3tMEbl2CKbFZr0pgZ+4H5YkkTsjEvjBvGNLLY20caMaXvqjtWrVWrW9Kc0TSiyfaMjCOSzVNz3uPCijwOkJXgHBBABmNzQEm6opm1hNSB2r4PAM7us3WeRhydU1zb4lDOHn6DZ++9x6OvfJmL509JmxVNSkhOBDK1MWL2kCQzIuTR4p9jTsxDy2y/nfpKaWGPt1oz8xIJDg2O7IVRCjCr2Yq+pXYHNkVliiXj2obGCXMBQsYNmaG32qycM0MEl4TGWbF6Eyyb0WdHIk/KyLvS1LG8Yh68FgGxXQOvlujQhZZRhajQq5H0du2cpbSsZ4m9bsMqRo6HDedjYp0yXeENjA6GnImZAl/bHk5BwWcGZzV18Up24DCMnJ2dMVRKqWjPkRMpimS7nZ1tabwTmsbTts2UXOVL/L0aCBN7zU6dnXUHzqgrVEm7zk0xeGVyibaqqyIH03jJKZJXvXFJbv1nEZNy6sr+KkUuu0Z4MeN1q+IRv1VmudSvxJwmaE+zILLFaZ3IRCV0/8EDbt28yWc/8xneffezvPHGG3zhC1/g8OiI23fuslgsaJp2sqYTFi9A6ybJpLR9cPMYp3sNbQNOJnd8twJ8l4lgVwFdV8G+bfF+5VibkGl6nC/5V6qEtmW2XNI1DS4lXnz1azTDSBsT5ycnpFmDe/GUGJQhKOHGwhrFNY48bMjDQDi7IJ6fE4cLmjr7krYGVck9cGACwRUIQEoTeC1rVS3DIjSmCgOdsAMLQBeYSMoBFVJxUqGV8rFLCIU9dLFkKl6MPUPnES+kIjjxHnW2Z6agtoNRR3KKhOL9BRG8Jlw2JeW8xyVrux7HxHh6RvQB3zQczGYE5wjO4mIxRjJL1Cuu9Ts3KFvPKWdLJknRGLvH0QyCZIkXURyj69FSqBlCICfHMDrWmzUxZ9gEusWCLi+gW1q8i1I35SGIeaKNiBXMes/5k8ecfPABx48fES/O0XGYMgAd24Jr9ZDK/hkRcuE7dMET2hkx5hJr02I8FA9JKO3bjUrJTBmz8L04vLf+YlIonbJaZiLB4xw0TogaUZcY0rDNECus3sk5gnoyAcS8XLAYc3BSmBNqUUqF+2S70Qp85bDv2Yq3FiKqBLXv3PqOmcv0anG3i3HAiRIk0saEz5lBlY0mYlnPCR9wmEJwSpJEIpNqckW5lxQjm/XGyI9LKMLV7MHp+WDSA1Zz5mhDMKaS0OxAfVxCYSrkVzMZauxdXOGF2oJ1k+yAnddle58GUujuu9vEkW/x+J5WUrZWVkzpxONDIKH4HCGWCobiuosqHofD0TpH0kzUDJrICpt+w2y+YDmfc/f+PUt8uH2bo8N9Dg4P+IM/9gd5cP8+P/D5z3N4dMRivpgaCKYULTEhRcRZv5qU0+ViSwQ/AdVKzLHUSGSWbZjSlndpbnYLNYGJsmgXAtzNrtlljZjYI8o8WZZXATVcg3diLTPmMw6Xe/zBP/nHOL5/n19+/xGLJnCowjxH3GrDeH7C6XDG2XCOXwYIgraw6VeMY888BLN0vVnWfUo0WuNHMj30np37LI5jcVhKqQAGuOgOWlut3CrIhVKfVdo/SLW3a81Knjwv2WnslxGSOFabDecpcxwH2ju3md+7RXtzH7c/JzbOsp00k/OISml0yIhIJG/WZb2VuXc0WXGbNf35irPzc549fcr5+RkPHz60miPn+OyP/AhHd+/yxrufJbpAdLDpT8kIi1lg2Fj2FqkqqYTPCXJG0ojLxuQQMGHlBfPoxpFhvSKOAyfrFS9Ojnny/ClPjl/Qx5EUhHtvvsn9d97m3R/8g8yXByitQYAITRxxOeJSRMaBuF7xm7/y73j2ta8Tz09ZOOgWc8LQ4zJIyrhiRifFvp9aRmVWCOZ+WgJREWLGopHJwU8Q0yAwakJSgmheVtZM2zU0baCTWpdmBqRZ+FbC4RuPX3ia1hGwFOo8JuJgkPw6JoP7oqcbW4LzBk82DfOupcE8SvXgJ+mx45WUIapmgIw9nTg6hM4JWawNSe8cI9A1HZvQcNTNuSip6i/iwMUw8mKz5lnqkZwZc/XOSzzMJVJtG1Lgn1pOYwbsSMwWV657WfPle/Repo4FjQ90bUvTBHzwlwJKwm4dZFE+zubB2DwykIilsWk15iYFdcXZ8d6KgUPB1aXes1pG6TUf+T2P730lpXUhrOYftckOGHMAWlJtFZwqTjIes3rbJrBczglNw3J/n73DI/YODnj705/m6OiIN998g8ODffb3lnz+s+9ydHSDW3fvTjBeTqXUL1u1PhXiKK6L7rjaDjEIia11s00t2MYjpphUhQX1cifWT6KkYOttaYX8XIn7CKi40pguWSKJCosbR6R7t9m7eYg/OSNerG1Oxea2w1iuq9rLAlo2uMWGHG1jgXuNBmI4BNUSN6zWWYHrNFUIbsfT0S3cVxXY9jWp2N4lF0mlzmNRUHXNsfWu85rFuNwGkn2PWcfy5hEHd28TljNoPEOKVvxc4FnSSIw9QRWnmQAEzTQpoRuLF/TPXrA6PuHi+IRH77/P+fkZj588ZdRMclbUuzk749adW4S9Jd28Y9NvigIv8TTZnYuS9aRqDA4pImPExxFJCRdH8jgy9hvOjo/p12tOT495+uIZj54+5vjinD5FRq/EYY3mkftvfBqRgG9bfFkrVwSgCAzrNevjY06fP2N9fkoQaxvfijFSVI9VCuyjakLeq3mVSRyN9yQwOElsvY1/UqAUP1uijJb0bylJEiCacW2wf12YiqNdKSQ3RgvBB48blTFmBs3kHvNOMS4+NJPVhKcv4K+o4AsFkqWmm5FTNdM26VoptB627yxNGHEGTVsJr91rTZ/uqtcVGhpgjsLoaJwrWXrJvM0xE4GxyiC1+8uY0ZEKzCG7z/NuYGdCU7Yv1ZqzrjLuBzM8BVMaOp2nIndbAxbVCXHYyo165kJusIPWmAItyu4SWTKTkkrZkmKq7PtWju95JZVhEiI+F1qWZBkxrqQPeVW8RrPyxGojutmcbj7jzltvs390xJuf/hS37t3n5t17fO4Hv8DtO3f4/LvvsjebM28aCnrLmDM5JtbDQB4Ki0O2lF8njhQr/Y3gskGQKSeymvCz+y6L6Ji8nV2yx+pNXfWkdn+/LpFilz5lql0AEEeYL6YC0TFbdb9qIo8RyT3drUP2ydz7zNucfOV3OH76Icv5gllwzJqWtluwT4CZQAO5VdaDpx8ahERwwtx7NuOGkbHcoxgsVIRFohoVW6jF4hxuS+mzo8x2lRa7P5MJFNNZmVSguarVpAhgP2F/pfUCmY1mUtsyP9rn7qfe4dZnPsPsxiHaNVz0G/oC1wyMpGhK6nBmRsmBbwzWyon+6VM2xyd8+B+/wsnTZ5w8ecrXvvIVVhcXrPuePicGlNNHH/LGu5/hzQd3ufXpd1gsZ1yMPUkVlyMLaS0TT4BscRbNNW4Z0WEgr9fQ9zCO0K/ZnJ9x+uI5H77/PqenJ3z45JEpqWdPGJ3FW1caOX78ASdPP+SNtz5LTsLBvcMpM9IMN4PCzo9f8OzrX+PFhx8wnJywaAJzVbpqvudiBOzGSQUaFVoXDKZqPJuY6PsNru1whVQ3lSzEsTQ2VDFSX2kD7ayxui1nXpcPnq5rSutzXyindrwAEYbRhH8MkC/WrOKGfpOsM7BCU0pIkq9CuiiFQv3jC9rlHYSiJKz8sTBI5Gw8k9nSwT0B7wJerNaMZDWJIWdmGMy2CIEhBKITurHlfBxonUMydCKk1LOpwfLikTbF0LMMXnueq+ESnDF0ZFVcjDUFcqotBCU4Txsa5rN5yRq1VPsaV7fH3k3sMr5k/GbnpoyLvKuYSs0ayMRIP6W313hU6dAQKnt+BYZyYaNPlhj1CUNNn3h8jyupXIKBGaeC6mj4eUr4aFZMq9UqdLSdxwfPbDHn5r273L7/gD/0E3+Ku2++yTs/8P10iz3a+ZL28ICm7ehmM8Q5qy+qxbMpWfKFc7imIUcjaYxjJI0wDr1Zkc5SkIM4y8xRC3zmgos7L4jzUwbUrtLZpejf9ZYu10ZtPalpPnYsn+k4C58yXKwR5/GhYdSESsaHhjQOXKQe18xw+0ve+bEf4huinB0/59n5OSdjZOmULJGMxWZwCq1F3lQzkiKgDGIbqmkag1O0yrUdxbo1WKnZVOXZsJoohCmQPaHeVxc+lTDCttI/yzYvsFqQhhoZt0LKJUU4OMJizvzBPe5+9tPcefezNPsLRu/p00BWi7U0ccSNG6RfEcYR7xxZHcP5Bf3zEz78rd/m/PFTPvzye2g/QD9yOGT2fUteNEXZZeLFmv79R3zp//wlNs+eceedt2j2lha/0ozzM2O1GBJxGOnXa/qLc8Z+w+b4BXGzZjw/J6/X6DCg6xXnJ8c8f/KYk+MXxk6fBlwcuekaYmuQYpd6luIJY+LixQnd7DludmxlD94zT9EYMuYtJycnfPDwfaPQ0QRqbcZjzjRqydWiaRurpcTSvNCIZdF1Ti2mFxRCsPhvqT0igw/esvHmHfO9OYvlgr2DBaENhMasckSsk2zwzGYdTfCEYFdThayZ1XpgMwzsn95gs+k5P1vx/OkxZ2drnj5+QRwyL1YjswZanzlczogO+pxLuriQcQQKTOmsPMAVJSylM3BwDtd25AxDHknjgJa4FFh8rhVDR1KOVnvohAPvaWgIssBlZa8JkJSLGDkdTVFLVrqs5t1RaqumsM8UKbN4YEkKqs+OCFORu8WVyxcp9YW11EJqAClXKbCVIbmsZYrmAVVyWVcIdS8nYeklpVPPY2w3dolUiJC/XeN7WklVX2pKzVSDCHzKeLV4/VKEzjnmwbOYGc/d/HCf+3fv8MY7b/OH/8CP8uDTn+Kt7/9+JLSoC6ygtLM2iySVDKXq3Uwp07ZjUI0WU1FI0SrDnVpNiXOu7BW1Y4tgdYXh2btQiuCqS7/dTFcVUU2M2B3XeVb1b4MwChg6jhYgTViNUqm2zyIWPxOlaRuO3nzA8Ycf0tw6Yt2voM8kEkICsfgbhWLFu1LZn8xzSWrQX+M9rij1KXdJJzBugrYuw3vl4dStkprqZ66EaAuosTMJbJvmTe8VhWcZGtQE4+yE0DbMDw/Yu32L/bu3GWctY1k7qSI4ZXxK+BgJyeDisR9ZPX/B2aMnPP7SVzh7/JTnX3ufDmEmjrm32KILjl4zQ86cDpF8csqTL3+FeRNocuLozTcheOv75DcgDXEzMmx6VudnrE5OGFYrLp4/Ja7XDOdn5k2NI3m95uL0mBdPHnOxWlkctPU0wRFCw+g9sWQMLpuWeWjIw8iw3rBZrfG+sH07kODJbWC9uuDk5NgMEC2lAmpJGlrhtjqDZUpxxotnCEPGixLE0TolezfBwRYDVULjcY1nfrBg72CPvYM99o/2aNpQyH4tyahpfOGv65i1DW0waF7L89itN2z6gWa5YBwih5uedt4xPz6zeONZz7AeYUwkhUX1BDSTK/RcDaUCZZr8N/dJKuTnBBpHipbeEMdUjqudjh3BFx1QGFOEsgdK7HjsIh64aNf4ohTG8ky3JYEhVth159mfnl81JZWlKKiibNwOTl6hvSxSnnedtn815CbjDYNYKaGElFNJP6/P5CWQcWs97iIZslVUVUl9G/UT8D2upJxEUGNE9hlmwFxgIXDYeBbBc28+Y38+42C54NbN28wXC/Zu3uTmp97h9mc+w+d/5Assbt9GGI2yRp11GE3KZjPQiBVgztqO4Oz36gYPYy4PMrTFQl3O5lucW0vdForD0m59ESC+NfJNEcfYG1X+JYbia3zm6xTSpcydnazAS5/LCmuzkJWIn3s0SKmyF3LTctGvaXNm/+5Nbv7oF/jc4R7f+OKvsH7xnP70GEfESULygOQEQ4/mEU0RnwNOEw0Jn6yGyLGlVSl2mUEINUZWNIuoLw+emzTNjn81KbY0nQUaX+IGmo2g1gnZ10SZ0vZdQfBWl1LqpwSs2V4TCPsLmttHhLu3ALMmFxGzsbMyxAFHS4viTk8ZTs/4j7/yqzx672s8/I9fIj0/xcfEjXZGh6NF8GIZmyknnHd0TmiCY1itefYbv03/5CkPf/03eeNzn8V3LVmEcZNIQ+LizBgGzo+PuTg5ZlivSOfnljSRlYWzhJ+59zTAAzdnXDSWNBIcKThS4/ng7BgEHty9wzvvfp7PfOEHmN97A50tOT87I5Y+ZLM0smgCerjk5NkTLk5PiDladqsYc736HejGg1SW8QpPCraeKuQcEe9oW8f5sGGIkU0ccW0gzFpu3L3JYm/Bjft3mC07unmHaywolDRNpkWSBC6zIaG2o5g1Ld45ZiHgFgvmac4N39I0LbPZkpMXZ5yenHHj3/0ajx6+4He+8oTTF2f0/ch4fMaia9lfzOlwU/JSFmOZsDITi1WLFkVFiW+7kewMqs/eyPaceoI3Tyo4g0GdivH4qSWBdBhy45qWJQ63jJyFgX234SKNBicP0eqLooUlFCvARrVQZ5nb5AoMl2Ub6xaEHBNDLdwu0GoIxrlZCWmrTMhFDtWlNGLfzDCMRZbJDjPtJDWoLVISRmSgVIVudVWVqmwca/jgstf1rRrfciX18z//8/zDf/gP+a3f+i3m8zl/4k/8Cf7qX/2rfP/3f/90zE/+5E/yz//5P7/0uf/xf/wf+Vt/6299U9dqirc098Y9drNxLJ3jMDhudS17TcMbe3sczOccLJccHd6gnXWEWcdCoB170tkJY+sJXQezFmmb8rQoxIgEh6MWo1LYE4rL792UmeZKpbyT2tgPy5ap2YXiCn2KFOOkWEGFCmg3IeLjXOer6el1XGq+V+6hxoC880i2wuecjWlhHGp9iielgSElg+wODzj61NvkYcPm5AWbF8/QPEAekTyicSSfGQSVNxt0PIFhIMUNoXzvrGZd5mKI2T8HJQhdI1MVajBL2pknJdv+QNUTy1WMaa1jKVYwbI29gvFTIUYp15G6NlXxWRJFTVuxin6hDc6IhzGeOUlCyJnjDx9z9vgxT997j9Xjp8h6TVcSKXyMxWI1vN7cZhN0GccMh1ejBIonZ5z1Aw9TxLUNeE+/HolDYtiUGFjfG9N4HAiF6qnB4KFGMz4bA30QKfCTeQVGZNvShhmh8dy/94AH997k3r03Sct9xtCxUccYR2IcuVhfWAwl9Wz6ocDXAcnevCgn5Cxo8QpKwBCQkqkmqLOs0TEnxhyNRcEFsxhRq9+ZB7q9jv3DBYv9JcvDGaENuFZQl8EJTQgWU8QSGywuI4XjUZEGXBCa1pMG0GiZueoyeJgtZ+CEtz71Nt18HxfmPP7gCRfnK/qLERVYjxHNJWnEqzF8qCWGGAJvyhakxI8V0mjPp7Pi9AqtWRsZ29yGqtgcqTPoKxcjqVHonGPZtmjZAzoorvAquksVudtnvpaioDqxx9clgK2/U3nwpuQqMeNhN4SQsxXwplSU1YQI1a7AcAmr0JpEMblN5fa2z5/JmDxB9h/JgvMtGN9yJfXP//k/56d+6qf4I3/kjxBj5H/73/43/sv/8r/kN37jN1gul9Nxf/7P/3n+yl/5K9Pfi8Xim75WixGK3mgDy6bhjf2Oo6bhzqzl3mLBQdfxztEN9mcLDhcL5rMFOMdFiqShJz1/xvnX3iNenLK8cUg4OsAf7FGpo0PC+N1oLdMrWxuH2pW1DQH1Si6MBNURN91UmL1VLd3aeSuCdbawo0ZSNsZnL6VnTPUoPmLUjbCbVHHt5pg2tD0w89Dik0GiGWffpe+tLqUJbEZlTCZ4Z0c32L//gDt375BWF5w+eUQcNsRxY6wL/YbNh0/YPD+mPz5lffZVdDhn3PSFry+DxmIZWyzIKoyMNNX7hlBjSYV5g0x52N3UPRZkIsBUVwsTo8W7xHjYtPQMqlY9WMC4RKWn83jvCeJQ0sSFmNKIpqEwTAdmoSHksoohoIOQ+5En/+E/8ugrX+Hhb/w2PmX2EeazzoTN+drqWRRc11mwHyaGgYaGTqzr8MnZGWdPn/Loq79jUFnTstmMjGOi8ca0v+ha5k1LFzzz+cIUoWZCsbiJBZJTJpgoJ8X7luBa5t0eYW/B5979Ad767Pfx1juf45l6VllYJxjiQM6J1fkZ52lkfQyrfkPoWpp5Z/OTk3lV3tpcGKSkEwybxKbXYj2RTRrZ5AHnA9bPMeOD4n1gvj9jebTHzbuHzPeXLG8sSGSiJiIRFxzL/T2K/WKKCUoGnCks11qyRTtvSN5YGobVmhQTOjja2Yz9+T7fN/sBHrx9wRtvPeO9L7/H86fHfO2rx6zPL7g4OyOWWivpOtpywarws0l3yDJx2m1G84idd7TBuBE1qdWnpfI9nSd4650lztHnREpqTCyl+Pmgm+MLRZQqOKzViqStYDe9sM3uzTvGalVfJV+xoBBmYu2WqjgBkWC8mJhHn0qIYhwqYzukmKZuxlsZUmWGTkp7AtBLunk18lSNH7WYkq9EcL5V41uupH7hF37h0t9/5+/8He7evcsv//Iv8xM/8RPT64vFgvv37/+ervW5G3scdcKDw0OOFgs+dfOIw67ldjfjqAksnONQrIgxpJ7NszPGmNikyPA0MLQNp88f09484vb3fY6DT7/N3ltv0iyXeAmk7GlzJmgmi0cw3jYnwXiynDWqG/I2a09zzY7xZVEVxApEc7VmJsFaXeod3JeXPaSrr19t+Vzfu86iEYoF2I+QBBeFnAQ8hFDOlUyY4qw53jBkclybwpwt6N58hzYb87UP3upb3rkgn65Ipxccy7/h/OH7PD7+dVqv1jIlGc6fgbFQT0XNOKc0jUGqojCse1NQKgQXcM7jvc2NimOTRrIIYTYjqdWeCaaovGSiCmOGFKSk3brJ5FQp/xNBnVHleLFU/rPjY/rnz0kvXjCGgLgGFyKnpxfE1Zrhgw/JJy+ITz7kg1//dZ598AHx5JgmWO+u1pmSUEml9YVMzRPLY46ipH41KeouZ4MBfTt5h3uzDu1kYrgOAiENSLLi7lghlKyljIIyR6G0joAhJRgz0if2bt3h4O4dPvV9P8zi1k02GohqvZW6AjF3s45OEuN6xXh6TLu3oAl38HHN5uSE8w8eEhF6zbhg2XsFRzDhWDzcqMpGI4MkwqJlvr9g/8YBfu7xTaDbW9B0DWHWEmYNLjiy9GhRRq23ot1Ib0iEd7jWug40rvrbSsoj6ziyOVvRD5kYM5shg/Sshg1tMyP4lq7ZY3E4583FW+zfOGCz6vnB52ve//ojvvwf3mO4OCPHkRxHNnmk32RSY7VUy/nMyiNcydAVK7aOYpBeLryfPmF8geXZUlXIDhdBxBOTpWLHmJG2sz5hMZJSYhiGolCs11Yg4bV44hWuL+et7P85b1ts+K3NxZY1gymjdxgGYhx3YluFH1GV1XoocfFtA9Ca0LUbJNaqAGvhIkwxcl9aFdX7cuV+vHd8+1TU70NM6uTkBICbN29eev3v/b2/x9/9u3+X+/fv89/8N/8Nf/kv/+VXelN939P3/fT36ekpAG8d7nFr5nhwdMDRYsE7N4846Fpudh17IrQKs8HgKY0jaXVOKoSN2RlF/2ZYsznex3cB1zrjV5P7hGaGd3OCGgWOFekaG9fUi8dViIDtOhe/XMRw3rrBaoRmakleOE0qPKUoUgL8cL2i2oX5qsV19f2XoECtbjqWgp+BVAKwhQkiJ8VXUtDi3WlMpkCDo23nQMJrwocGp0qYHyDLAd3fkO48JF70jARLoS71Kpla3+kmjjaHQjKCWVGhH6Nh+irmaaqghVBUJRltlchUApCw9hNqmo2UzQrO2RVvaksnujuFWqZCnHmeY9+T+x4t+0odaILVi+esjk85f+898vFz8pMPOX/6hOH0BBcHgw1zYSef6HwMzjU2gR0IpHiCVrJZGkUWOKYsg7WYkZ12INkKSaUIitqfR3L9Dsau4ovVrxizQyWfvXlwg8Nbdzi8dRfmc6Iaa4IxdIhx9XlBFwscmfFc8F2LczAu90jDgDYNeRyt1qfMXpYiuDTjxJPFWOazF8QH2mXL4mDBwc19ur2OZtaw2N8z8uTGGQ2ZKLEodQ0OCQX6lmhay2PJRqV7cqXEiqOhEnGMxELCkdQMwjxGUs6EkAhhRmhautmMpm1JY+LmjQEfPJvNyNmLZwzrFZuzU+IwkDYGVSK2N31RDJS1VOfIWCwo6jY1vULoucBkSVNhqyk97HQLzSnWWyrGyDCOxcOmsGrkCUpVKBXt2/qm7XN8JYt3+n85TtkarbWpsxQ4XUxJWUsfwE0Z7RW9ZZugxCQrargAmKDyml28zRyu1yr1bvW7fIs11rdVSeWc+Z/+p/+JP/kn/yQ//MM/PL3+3//3/z2f+tSneOONN/jiF7/I//K//C/89m//Nv/wH/7Da8/z8z//8/zcz/3cS6//v370B1l4oRUrKjwMQqeJ+bBBSmuLk/NzcqlpIisijmXXsewC2nUc58zm7JRv/N//mtOvvcfh/bu8+//8CeZ37tPe+5TR0YwQ9gp7tRT+v2xeVczZNnhjTd1IlqEmWYvCAttkJZ3U7XhWO/PEZX1zbXLE7u8fpcQurUHdaU2DBGdWn7fNG7ySnBrpJ7UAtqVqtE3cWNqvFuHoBV2vCUnZS4HgGvzMM3/nM1yMmc2vfhE3ZOsCHJOlOHctzGbmVY4DMVutmVdLxY1q3Xa9b3ChxSFs+o11DM2ZHAQJgUYyNA7ftNAbph41l5iXUNmkpwpgtKBill02jCN9HMltsBRzESNlbTqa2ZzYD/QnL/j6r/06D9/7Kl/6pV+i2azYGzfsOc9ecCwO9kjjyMXFCa7EXObzGcEHQmhIyfrkxGxQpxUy6wSlTNBO1ol3jZRBEhPNuy1koZTLWyFUvmfCguhIphehV+U8Rhrvme/v8+kf+iHuvP024fAmvQhrlPOht1YabAorgWOxXNIGj8SB/vyUISXW4hi7ObM798jrC/JmzfNnTyCZ5zqmATSzv1wy5sSqHzi4fcRsOefwzgH7hwuObu3jGkG8JajgzfhIhRIoidECGSd0MlZ5zTifjRbJ2XfLJViPQmJEC2hsWbEOnCPGTBxGNkNCRmtn0YSOrjMkhMbhO8cX/sDn+fH/xx/i2cMnnLw45rd+7Td4/uQpzx8/ZX16Th8j48U5wXuaEOi6DucgE6GUJGj5aUN2BLtBzzFHchb6BBoC7XLOKsM6jXx4cszpZsOLzYbUNWTnGRSik2LAfPKhqvRD3NrEXEK1AWqBwOVEpfL+N68/tsrxEquNmJEu1UCb3tffzUU+cnxbldRP/dRP8Wu/9mv8y3/5Ly+9/hf+wl+Yfv+RH/kRHjx4wJ/+03+aL3/5y7z77rsvnednf/Zn+Zmf+Znp79PTU95++22OcmbpLTDtNBOGWPjElBxHJCc09mYiO524x0QymiM5SmlHnfFpJD/39Jrov/4NwpBpuhswP4CuMWUlVr2uOZGTwQCp8PLFZMwTQa0o1RXL1rZxmrpwJk1WW+GqKN1aPq9a3N2403XJFbvv7Q6rFBfLoCpsKUkgehMSo7Mi2ERJRNB6z2BxnBZX79VlY772kYzSO2st7z3kg3306JB8cMD6xQWbTbL4lwjezGNUhJ5Uupia9e0QXKr2YMGAsPidL7CCKVFnCqD8h1q3MCe5ZJZVa1AmuyBDaalh3WpHIApoNmaMoxs3mC2WEBrSekN/esbJoydcPH7M5vlzZkDrHDPvWc5aGueIMTF4mZSHE4HGMYoSdSwtJRT1JQuqKKZSCjsprNqnrNYd6bQTtKaHWOEptSEdpSZGTCCqMKaB6BpGZ4W0oQ1I2zA7PGB2cEAP9Ci92vqmEmQ38RoIzho7NrM5KY7GcNK0pDAwhoBrO/O8Dg4hRUKK5NU5MY70DvCetl2wd/OIxf6C+eGc+cGc+f68JESoJQk5QTz4IKhziNuBu+t+y7nQ/MgEIenUeqPAbdR5NO5LozVUNKcdSV2UvZiRgLgSM45kicwPZkg44t3v/xx3793h5PkxTx9+yMX5OcdPn5FTZpySU6rNI6aociFKnmoqoFZLWPqTJZSod6i31iubNHIRR06HnvMUWYtaU9TgGJIyJiEWuaCTa8P2Auw+z1vhUDPG616ZqAd35Iehfcolor9XjSkjY/e4j/nMK5K7dOf/9Ry/13jVt01J/fRP/zT/5J/8E/7Fv/gXvPXWWx957I//+I8D8KUvfelaJdV1HV3XvfT6Qb/hQMO26CwPxkI9DrgcETJBjEIktJ4gvuDImRQHNI4EhSYnuqGHNNKvLlj9hy/hz3tme3dw91pktjRPrHhsoyhJhTFVseIZYkQQOjxOKYoTbMGMNy8VYkkrANxu8lCyg+SK1XIdq0RVUJVVor52neKqBYCoMHhTQrhMLHkFlQw3q+KxmMdERSRCaGfW08dlBslkSQwp4bLiJRCJhKy4G4fk0xtw6xbn588YY6LLZd4lIJiS2hCtqaT3+ILXi3rj2MtAIcYMWcFZt+WBSMK8s4RlDWYsxd1JnUQqnmV4+QS3KYpZ8YMaAwSNZ9G2vHX/Psv9fWha+hcvOP/wMU+//DucfuMh/dPn3FzM6FrHPHr25x3BGTTpewG/TedV7611xDhOzrDzblJQ7KzD1I1UquhVagVSTfEFSoMHLb2HzAv32ZJJlFIUnhPSeVLwJGnQrkXmHfOjI7rDA1aa6dXYuxMG+cRhMFYFlGbW4EOgWyynDDDtZqRhoPeBdjYntB3ztjWOvxxJJ4G8WbFOG9quZW9vydGD2ywP9vCdMN9vmR3OSTpabVEVkq6Q6ZaWJhW2pWSXOfUFTiqlAltm4Z1M0ULMOlpiwjhus9NciZU4rzhvnmmNR2an9GnF6Sozn805XBxy7949xs1Av9rw5d/8jzz58DG/Of4Gq4sLNqu19c5SoVUjM5aM9bpR84InAe6sdCGhU+t5XECDJ3rhIo2cDBue9z3rnFk5Y9LQ4NmQ6V1iLFt3p359Z7ysfbb1gFeOqoeyo7jMppn21bWelL78u53vOsXFjttWjr168d3TfUK05+PGt1xJqSp/8S/+Rf7RP/pH/LN/9s/4zGc+87Gf+ZVf+RUAHjx48E1da28c2StM1VrgiJijtTioyGthVBYvNMG4y1LK6DAwDiONOBrn2d/bs7RbhPV7v0M6OUdkzvz7Mx2OQQQJHj+fE9PIKBBLB9em6xj6gRQzTVNZIWSbXlq6JW3hvnrP9s9oV9xEpvoqqK+OGou66l3txqQmhWVmKX0qihIKeFJUpxY1my21e5ZK3E2V/mIAB93+nEhi1EjTWrfVxgVUeqJT9pobHIbM5/7kH+WrYeRJ2lg7n+DJXVsyuTK9NyUSRFjjGBXapqUFi0mVCWln1nIhNB6feoYU2fSrkt6babpaCK04tayr2qJbypYWLF6oYjGf/dkSmsDKOdJmw5d/5d8zrNbs37zFB48+4PTFCU8+eMK43hDiSKeRDqUNQr8+Z5MLoSnGLCAlWJwUa+PujIKntg2ZfKNiJYtl2E/sAZMXpcUbrLheUa21gLaOVLw3o5rKRAWyJ0tAQotrHb4LDGlkPWxYa2IU27eqRg02cwI5o4PtX3FC084IR4HF/j6bfsDPnrPqjWEhp8h8PoccyeOarhHCuMfJ8VOavTlH925zcPcWi705voPQKINLDLEnqXWvrs9eyBbL8pUSn2y/7aROVxiJMhXbIgFXnueST5aLB6XFwyQjJLIOhXNR0YJojDHjkqePazb9iuAaujBHku3FvZsHZAdvnF3w/OlzXjx/web0lKhK1zW4XIt/S9FtLndRPOJKlJxKhmAK1j/qfBN5cn7O81XPizEziMF7vWY0w9k4MsTEoFuD51V5vZf8kuucLJhaEFlSxeUhMhHFX3ve7e/bxInrjs0l07bELqxsxCzakoCVrvvo73l8y5XUT/3UT/H3//7f5x//43/M/v4+jx49AuCw9Fv68pe/zN//+3+f//q//q+5desWX/ziF/mf/+f/mZ/4iZ/gR3/0R7+pa3U50xQrMItOVesqlQ2iZHuVILqhAg7vS/aMZoOcULoQSnv1zObkFM2O1aNHuNv3cAdH5Pkc17XIrLUHSLCuqug2Zbo8+DVjT6qlDyAm/K9TUs5VAfuyC/3KFPNvYqhAEuOvi6KM5e/JUp9gJ4OFpHgAcbMGJyyWZk2jI74NBsk4RT3kILimoUt73PzMO5w8/CrD+SkLa/tK9ILGnpRG3NiYlykCYyTHREymHKuZJ8ULrSzPkxJCJ0FG6WKLsyZyLheGDwTR+qjXKnzL2PLB4DCXM+M4snr2jBe/8x79k6c8ffKUi9Wa9enFVIMVfE33SBPDfUrZ6om8n9bUkmQs0L8L3E1zXw7UnbYi9nVlR1FdWa/tdNRPT+nH1fONWYsxplCSIULjLcEgjqhzZa8JtaFkkNIOJiVStB5mzgdC19HQMd8/NG9xtkDFkeNIcookQdOAm83wjUfWLX7W0SxnhHlHM+toFoLKSJQNUZLFazWZ8VCKYKGWWGzZvSt7ATI9QjYHJQ4ElIQiV44ptVTFi6lZh8YfN0yKjcIFGXMppM9GBTbKSBwzLjskmcLHO7rFgma2IrSd2ZZJa9YPrkDKk8WhO78qpazDPKkkwpgzmziyGuzfJqvBsgDZoMs+maeZ2H5vLWutV+RAfW/6+1qvi2kOP3Jct9cu/X69gqoJEZWgwDboFvucUIJKkHz1HL8HGfYtV1J/82/+TQB+8id/8tLrf/tv/23+7J/9s7Rtyz/9p/+Uv/bX/hoXFxe8/fbb/Lf/7X/LX/pLf+mbvtacjB8zqpYyGkqzwXkzp7aXisNIiolhiLjcE1xg3na0vkEagxOcQJsSMSdcSmyGNcMQeey/xFodyxen3P4DP0rwB4UcEhDwXYMLRojZzTtUoQttaafANo1mcp0VdQXum1AqRWOeilqvU1S742oa+q4Su5TtV18r1qdBjVbbMrpSvySyjUNFiueXcUlpksL6Au+Em+6I85SRvreHwAmDy4bTixIbCLcXvHHvv+D+/Vvoh3+CfrNm3W94fnbMi9MXXKxX9HHAaabJSv/0KfH0jIuHj8ijZU41wYg8JY6MaWTdX5Q28zBrW9QLGoQkcerFE7JCdiVWINssOKytQnaOKJDSiIzKer0uSSMNv/Orv06/2eDEs1wseefWLc7OzxnHgSZATj3nw6pY7ZZ0U4VrTmNZL0fnPb5pjHw4Z4ZorefzJHzUYnpUwVYhPkGzYa/bdS9FY7K7gWy/VaUWNdKPI+PYg2+YdS1dKxwsO3RYkdbnLBczRgejwFhqYrJY+nFU6Ncb8I4xdywP9ujmM/bv3Cc3M07XA5vzU4b1irPzY3LM5DGz6DwhCO2NQ/yiJTWO3Ao6cyyO9ujTBRebtXnqosVAMHYGsx1KdE6L5V++mi+GJFBLwGwFi/cylXK4TNO2SCOkYNl+m37DMPaknNj0K5wPuNBY6rw4nARUPEhgHQc0Qn+R6Ncj/cXA+qJn7BOrdW9eTmjAt0i2WihJVtIgyW1hW3FGYlvYTFBjRMkCvWZWKXLS95yNI+cx0gsMKENKjOtkz2GWiZppVy8oL+se3TlMXqGI6ntXVYFO/7v82idWGUU5FXpAUkpmNCVDAUAnWroaXfhWj28L3PdR4+23336JbeJ3O2IcabwBr9PCqZZmgzUR2U31BZpskqNaeq31JbKRotEi5WwN2BQlDj1nz5+xlsD8859nvlgwQy091ntS461LqUaQQmlUoR7d3WzbOdmGiXTaQNvYUbXFX57Hq+nnV19/1d/12k3ha3PeAtnJQays4TnTeiUkI+TtRGnJnD9+TB5HjrzRDnVeLUMwuJLnYAwbLm0QDYj3hOUCvXUb1BoCynCHeb9iGAeiA8nGh9e//z6bp8/42sWadHLO+ckZy+WS1nu896Q4Mo4jlhlvNT5JzBMc1LLCVJNlUybjD3S5wFkFPhtdsWyTo+/XxpvmXWltPtIkK8b0WWjGSDo7J4yF9olstVihwUlp5Vg6o5qnU0LrUlg+xlTaX0CLn1qj14SJCueJllhU2Z+VDkomdea261ZbZGC/VhTZtQ1t27Eek5GTjhvWJ8c8e/gQDQ2LGze48fY7hMWCMJsjTVe8+8I5J8bZmJHC9i1kdbh2RrNYsji6iQ8N7WxOH0pzy3XDuDmlH3oQrMNxjAwpMsSRk/NTkgxmfHlLgqnddq31Ro27OqZJVMprfrv/J29Kt96zkzK31k3aKQQ1/sxcOgxQkihURytgjbGkeTfGmTckumaJdw3NfGbQd1LSuVE4rYeBPpp340Iw76lA4RbXke1zXSHc4u5aMkxhRXEeCRCahqZtaJPS6YiqFiJZW3vnfYlJZ0hXmcOrYSLT+l/ypK4+4WU6aw+26QyfSGPspIy/yg0rX3yrhOxLT6UWk2FYD758nu/axInfjzGOPZ0ECDUOVCAATVRKHGd0DwTnScNgxaqxZGepxRdQYzJO2aq3Q2NJGv04cPbsKeN65OjiAg72mGkm+ACNJ7aeEWFIA97PSiqm1UlUBVgL9epmyKWtRP0vs01Br5DfRymej6MgeQkeLA9a4x2Nd2Tv8A1Ebx4VWE1OGxMhZWZZ6CTTqnL68CH96RlHObE4WDLbX+A6j2BFob6xouZxvbZaH+fRroWjI8JsRvDCPMCt6hnMWii8f8OXv8LF+w959tX3Od0MnK7X3FgsmDtHcA1DvyEOI741gtGuMfb2rOMEJanmkq5oHGg+A8lXX4TBWQ+s0QnPz864GHqOjo4IzuNVmDcdbdvBaHVh8fjEGus5IeUR74W2bWgaK2iNhfE+jWmnAaVjGEfGMdbySoL3JDF4J1IyKEVKq5ZqbJTlyaborga4zTXcQmOVJ00Emrajnc05vVjTj5HzfsPF82esVmsePXtKt7/PW2cnHNy8xf7N2ywPblgvqWaGDy0+lHiaCKNaZ91UlFS7gL0bt2i7GbFf03cNuV+T1jMePzznYtMza8DnzGoc2cQRP3rOjleEmaNdGvGs4BHv8CLWbFQqHFtgXbZQnmRXoMzqDdTvWsoi3BYbDyIlxdqges22J0QyKZZevzmiWjxUl1itNpydXXB0cJv5bMli/wDxHnDo83PGnFn1Pf0YGXNGQoPDkYaRbQcYmZTRFP8s8tgecVP0FJLhphO6bqRTmKtl/g4JU0hY+YPmTI5Wp2hhiivP8isBuPpsb38o5p3qznuT7plkwzXn0lf8funlYlRN8TPdkUM7hrdN0/Zz36IA1fe0knJ7HaFryaUn0xAtbhDHVJh9hcY3hEIS24igORsdkKOkxxas26kpHweDeNQbs7TLGe03rL70H2jW5+R5g7tzE2ZNsbJsIZJaUJ1sMRLNMjU4k9KVVAVSScPOOxliUqKdU9v0K1l6V/tJqeq1jOhXEyrsD/vRaWW2cPQYujcIKA6VTPDQICxd3sbIzs44/+pX+f/90r9ivuiYLzvcosG1gfZgwY07Nzm8cUBoG5rZgsWtu/jlTdx838gynX3ffhyJaST0K1rnWARPc/sWyxB45ws/wCMfOH/6nIuhR9NI083AOdq2tQQM53A5oXkk5QFpBC8BBRpvXVM7UVyGUCNJAqn0KsI53njzARI8L569wCvst50RE4+JeWjQrIxp5PzigqSZg5sHplzGOMEyLhrEGTLMxKixvAv0UeizFRarmNeQlMnzywXuiSIktLAYgGVc7AhvtDSStF1RF9B8HhNakjPp4oLz01O6+YJ523AwnzOqMa8/f/KY1ZPHvHj0CNoW2o5bb7zN3tFN3vzM5+n2DuiW+8xuHOHajrad4UOHuLZ0vxUW+zfougV5HJDDA8bVGefPnxA/+Brn/cBms2IRAy4sePL8GcdnwunqGYuDOTfuHOBbi9F1zYzGmddNrt9ZS4xKtoorX97fIuYJOyyRYhtfLowbKN5HC0u6jtA4xhRpxw1jjgxpYIhGCRTjgHhh/3COb4QsiVV/AdnjG8/B0SFNM2ccBNVzNpvIqh8IMdEVAzdRrM5y/3V1ZGedtnFwj3O+NCIcaAPMGjG8LIAOI0NVTspO25orXlD5efUpvyT2Zee1nXNch6Vc5yO9rEJedeTVUUyK3UP1uvN9a8b3tJLKXkwYaQ0mZ1Kyf7pj6RSSN4MaBKYtVjeWsyCSCx4XPBFFxPKQAkrIiYsPP8QHx9FbD2gPlvi9hTWOK5adlqQNyUXZaKXnuewIa71+XWPDjl6qcfqosS2oq8AIW8Wl22tVE0eAJhVIqViENSaQi6LyYmzQtVEcIiwXSy66jvefPCV2gThrkaDWJ2uvQ45fkG8e4GYtfjanOz6lufmAsH+T5dENfNsQ5o0F6wWDY7DMK2lb/HLJwd07nD9/Tnewx3B+gQ4DB01jyxP8ZE1brx/z+lxR6ipbOMnt/F5nvLYTcA7aJuCbhiCOIELnPWSD6AJM8KsvnZ0b56w6p1jSFlIpayRYATKOgKDiUfEGdVnQbmIlEUofqx2xthVCFearyQ1UHwLUTfVY05qoGUU5J/I4EmYl3lPwp5gyPkUkZStQdY7oPIpndbFGwozl0S3mhz03m5ZmCc1sPnWQTsnaNqjzON8gCN4lYr9hLMXVMWVSGvFeGceR8/OMc5mz9RlJEs080M69ZWZKYzEpL1sDrMylag2uVKDzspCu80KBCGss1JfEnlpHV+x8RCDnACgpO5yUTDTNBN/gQ1vIn40BwnJKxOLYjeJDMEguJvphMBnSdlNN0s7DV29r+47ItG41frP9pwazOjOgvKQtt2O+LNmvej6X4c9XCYOimF6ewJfGdUrkkyiqmthSf59WTalY6OX72Pke3wrF9T2tpFZjJI6D0Y2kDGqN1UIItKHFi8faPkuhPcEymmYdzhutfSJaUDcIfj6j6VrGcSCrw2tm6YRG4Mu/8sssHt2Dwz3uzlsOFjOcE9rQ0IaWYTAvbiZtUVKZKcpZ+usgipROpk2p4JvSbF+xE69zmZ0IocAKFSTKhbZld7eqbhkLJJdCD4UmMWWxJSekAnkCbCTSCDQCP/In/hjHb73F6Ve/wVwzSxG0vyD1A5vnLzj+xvs8lczxcM6Asg4N3Y03mB3d4XP/xY9x580HfOYHf4CDgz38bI8Uh4mpw4nDdzNuf9/niQInpyd89d//Kv2Lc3xwzJwwnzVINIg2xYgXZS4WR4lq3pJYpaoJA1WLtVRYJjORsK7PTsnAsg00zjPzzhIiUMgjaMaR2Zu1qLMeZFnE2LiLZ1mhYdS8NlIilVTqxWxG1G3mnRe7B0f9qVj7QIhsFWkdVehtfabi5RbyHVPMCs5aMYgIjQNyYnWxZlTIKtwsBcqj9yTvid7zfL3iw9NzvvibX+bG/QfcuP+Ad3/ohzi8fZs7zhPF0QAX69JiY9jgAU9m6HtenBzz3tfe4+xsRUowbkbQRBvgxbMzso40M0/MiZhGFssZXdfiDhypadCmtVYmFKaTQqMzpbW5rVg0PkSpXFNUA06K8g/OWteH0qI9RpCc8ZJJJb09FR4HL4IXR9ctWewdMAyZGJXNyrIALSPUYpux71lfXHB6/JzT58e0CLdvh7IvipG1o5RqGrYVdnkr5lUYh8QmZU6HgZPzFWd9z6CO7AMhlGc2R4ZhKPbplgrt6rhOJAim9F+SEzV7VF9WFsBLjDYvff5Vb9S4WF2DWiOglNYmIN7k1A7d38de55tRYN/TSso3MxoPrimNDxULEIsg4stDDmRrqZ1TmrwbSeZpZYyiiAQuZ3xp/Z2LeImSSOrxq3PiU8cHX/wi4pW0PmP56U/juhnSduhgLNVZWnSI5NUGmXdIG3AH+0Ss+t+JUf+EaIzKOZWeSPIyJs3V7asFVy5pxbVGA7WgcY7G3+XLHBjKUjAFKdlpzplHEhWJyTqmNoEhQ8ywytA6T9s6FrdvM3eBH/zJP8X6va+x+fr7MFzAqMxHxc0apBFCf84A1uzu4gTd9Dz7v9f0X7lFfvh17nz2M+zfvU13+6Z1bK2egRP8/pK9N+7zxo/8EMdnp5x80HKx2aBSup+SCBmCQk4RydnWvKS3+/pgiGWQ5SLsBZkSZrxALkLPIXgRnCgEKfyKxcsubQqM7yxNrQ00VTy/eMDVeJw8gfIg+3JuSrJEgXqzqjXjVGO/MG/NvAkR62LLlMZcg/CZVL7LFLCe7A9j8nDO+BZrXMCmtHiZOTHGaOnPas/CcrkkhECMiZOTEzQEFrfOCYsFnYOmCSiZcaQQvAoX6w1nJyd88P5DNqfPiZtzYn+BDp5GIyn2qEacNEQnjH5kwCERxjASOpsN5402zFPmL1t+prjKSrLd/IKUTNOtT2WKwWA3pTTsS4kcI6mUMzAYHOujAzWOSQf46Mmb0vcpC5JNyapG1hcr1hc9khIBpXWGoEhODJsVbWGp8b4x4LUgNjlnK94VcOLBN6jzrMfE2abn8dk5Z/1In6GZzXClZq1qj+C9wX1Y25j6fJcJuORNwfbv3TR9YKL+yldOYcdO7RELd8klUVJBnGtSxndCDPV6JR41MadXfO+a65qB4CxZxjkofKUppum4UGK6fYxXL/7S+J5WUq5padswuSGVZLFWoquWVG1nZKzWHnyn1XEsikFKvcVgFpZ1efA0LpPzhpQgbNaMceCDX/tVYw9fXyDzGWG5RLo5bjTsLEtLXq2Jz49xR3u45Zx22TIIrDXTuoaAQBTymMlDJDeGDmb3srmzq7hEd6A+FXBmUWrJZkqjUcY4HyaFRLJMOGtXDzTeaAhiRmIy1mnvGbN5AKda6IAaT7c4YLbc5wt/6k/x0P8SDz98joyC65VZEubzhrZtSM7Yopuu5fz8gvXqBU++9hXOFgtW730Zjv8Q8u5nCbMfJMxmSNtOJp/bW7D34B5+3vHw0UN6p1x8/WsANOII2Xo3+AguQRozrTcP0KkvdThM8F/eURwBJksd59iFVJ1mCLUI2A70UlMVzDPNmifuQ6GSWpQ4ilTxWZIbEHzwE5u3sUKYd5s14zI4S+TCp22mlBnj5u1nLMEiIpbSjGw97R0r1dqHW6Zebf9Qn/4KG+bCur0aRmKzQNo5RwdHuNkcEeH8/ByahqOLC/biaD2cgidnjxeL9TkcQ7/h/PSUDz/4AIYLNPbosEJHT9CI5hEnma7xJEmMbiTgcFGIYSSpB9fgZ+ZJeRHIhdpIEz4LuHZHQFelb8iIVP6wSWgWcqwUrTngEEmDFQ5TShmCelwpG7Yuy468iYhvcBkklpxLtZYlm/MBciQAnfMEsRrKYb3CtQ2+CTjXMRWtZstujIV4OojHuUB2nnUcOd0MPDk5K7HtwMFsxqjGVl+/ZuP8RFeVd1p27A7Z/Vnf3vE6a2ZdRQ4qPEjdp7KNaOm0k1++ynWRhmm6d97bNjXcAtZXT1oPrw1cQ2jQkuSUozW3NKJjoz77T15JnZxdEL25+KaUdrJOqPn921TJXCzYXVNkmm7Z/rQMu8RqWNmzkkszw+jYDBt+7ZfOif/+3zL8f38BqwxumPmWVgILbSFna0Z2+4j21g2+8Kf/FGmxYN22HBzdpg0z2nNLm5asNHsNEmTitQNKUbBZ+pW2fytOIcqIE6FtGrw4glgNSzWpRBViMrojsGLGUpbuGocLnjB68CYEvCpBoJ01dL5hFhrGi3M0Rf7/5P1JsGxJkp4Hfmpm5xx3v9ObY47MqKzMrEINGApgVbEL4CCAQEgKNsAKC6ywJRcEueEKwApLrsAdhVxRIOSuRSjS0gSlpaUbZJENECiwABSyMjPmiDff0d3PYGbaCzU77ve+FxEvihlJBmBP7rt+fTx+jpmp6q+//rq4e8L9X/slTlYLHv4//wfS86csJkVjT396yUnrTdev37ByHg6WvHF0yDpGHn3yMb/37ClyeMgv/7nf4d577/Hmn/jjEJoSxQBNQ3N0iF90SPBsNUNMRVMxQc7WBly15AkdtftWPSHiXlxp+3fJSzaBm3PgZa/XG+tQr/1WRG54qKpzSxYt+a0ZIizQY80l7pifmYTMJkmkmCzZlabaews+O4L3tKFhe7UlxoTH40NDF1rWMTGlxEYgdx2LwwNu3X2Dg1v3ePsHv8bhnXusbt1GVguy98TgyZp5/vwZWRyhCdy5fQtyhBR55603iZtLbp/cYn06Mk6D1bMBeUocHazousDxyYLQOJrG0XpPwFq65CEyMtJk0ODNKZJiZJ2BPrlsVDWHqFKLsDOmzL+ThFKsw3Tst0zTRL8diKMRpRrXGGnBBSuUzUqcJqJGIokxJqaU2QyJNizowrLkuBKbqwumsceROTpYQPS4NFFTLyYaLCbUm0xU2iDlEu2JqZtoCEhoCE1rKhTeIU0o/bHU5qlYc0T7joKoCWtKmVOq+ZoO37UtS0FvyEdcm/nVYVOIab8s+OsAbK86rke/Tqzs3NaAOSIUbdOalXXO0TYNq9UK7z0X2/4rP+VbbaTiZH2KzLjXgrIbRor6N/P914xUlSLad1sKCzClWEJawfkWLyb6Oa0v2WyvuDp7XmR3GpbFSMVsEEwWYRo3dNOADj20Rls3sczMqMnUFxAkJ6vqryQBKR5+gQdmD75GUlR40ApWTbgzWKJ+Jk8oFDq+qrUER3yh+xaoyuV5EXrJBDKtQOuURrLBIjmCF5pVi791QA7K5BKNV2KKpDRaYhwxajZGO3beM6WES5Ht+TnTes3DH/+EKWeakxNWd+7SrJa0i4UVbSaDS13JPGtO1k00146iO2CtkkZmAkX9PjfGTVbkS8cX3S012JNrz3vx6bstpDpC9tridRYDVQkDlp8qMJFK0Zgr8xOjmtfvVD9s//vVMgVnasVGv6/tPnwgp8ikpnAQVkuWx8fce+cdjm7f542332J1cpvu6JgpeCZMQT1i7cRV1LrxakZTQnKmaztjWYqhEilFWl9ySmqyVqtFx6JtCcERWiEEMQUOBU3mQacYcaJWvOzt+vnSNiWnWOa0zJ6BimNOchTDNcezaq07UrL3TSmjCXN8xGgrlWRTm49GTQzDwBQz05jxGsgu44sTOA6DUdhVaUKwjy0tWep1zVpar2QTls5i8zWX66vYcYs3J9AB1sWxXEhHMbYFhi+5rdqmnbJXyZfZkwrt3pjD9SWie/DwjXTB1yFnffl4+ftU+FvLuaAgWVrk1+pzXFGAqW3uv2p8q41UitHgBNjBIpXdpvshtM4QyFfkD3cXVaxYFe9mWZ3GBTrfEFJikROLbLhv6zwtpqje9COuaQnLJWfTSBNH3rl9m3zrhPXhkubWHcQ19K43CrSKdYitkk5ASZaVSZyuHZyT0mXWKYhj6AdEhOg8XdvShAYJAS0srGG7JU0TbQOuDTi3hxtpSe27wMJZAW+TJrxOhCj4tEXSBNOExnOSXvJwekofn3HLObIbUDdy3HRG4R4SqdS8TCmTVDlaHZD6gatp4vf+p99l8c/+OT/63/4Jv/pb/yZvvPdd7n//++gwoGdnNOsNXT+yGCeaZIr21UDFMrldCBa9Fibfy7CKL1qMr1q3MfsrIjPx4guft+/mlghq73LtFic7I0shYiCCdaQoToWYRh9uF0XN6IrMmTNkUlIcCclgrZQbcm7IBCYvDGSuPLz+xhu89YPv8+u/8ZscH9+haY8ZE4w5c9n3jJpJzuHblhAapmzN+Z49f47LRkO4f7REc2az2XC1vmLcblidLIo0ERwdH3J8tKIN0HaebuGBNLMyjdwwEKeMaCAHi95tDpszOEyjUfexKEGrPUKK0db5+1skldknxpnDRdmspeK1xUDlYlwTw1Co6RGyT4gqXdMx+sjlxTlpUHISFm2LOE9ORjbKqmZoFWJKpY2MFe+KS5ASkixxKc6kppq2LaUQZnirKsPsBBejJJSmgQXTrQSEm/OsvIy9KfXChK21Zi+On3UE9fJh5TFmLnX//32PqxhxH7w1UH2F8a02UvDixrOP3+5ftFrodq3g7SXDREJ3b5ZSJMWMTpO1l+iWdCVMXwbrJNu5gA42UdusuGxQ1WbocZsNurnCHy5ZhkNLyGexpL06RB1dU+R2SoIx78GWmV17Zs0WPbmiH9f4wDgM5JRJ44SmzOStM+fQ95yfnvH4009ZX5whw5qDVcft2yc8uH+f1eEB4dYREMAlZIr4nOjSOMMu5AHSCOdnXD3+mItPPiBpT/aJTexxTDiXuLy6NNbelIviQ2QSZ7JL3tP5ooKeFTdFhuenPPnDPyRdXBDPLyx6GgaGp8/R9YYOoXWeDmgKu8pYIqUOaa5tK9HFDaP0MiP1dQsLzSvdQXPIl7xHub8aqH2F+pvHdS26U5kNlO3Dirjae6xEXACFgm01QlUXEtuwRWgWK3onbDOkrqM7XPGrf+wH3P/uuzx47zuEoyOm4CGbfqP1pDJkONbeXmrq9CaUC5KtuePV1SWXV5dsNhs0JYIIy0XHwbLl+KDjtfv3OTpaoWmgaYWu82SNgLW0MXRLS+M8u10Nf2WLeVctjOyix5pbLNe8XAKD3Z3gu86Yta619VnlPbTKDZnBaJrGVNa1IYvQRWMELroVy8WKRpWxL/mtaEYqqljjyRLp1FRCVqP5x8ImzTkjyQyglOacuXDGffBIMpRnjBNTzozJGjTm4ozOAdNsbam+yo15YySiUDb1lPaKwvduabY3sWLoSovfn9GvPmp95quvm91adKXDtzFi3bXAof6uzsOrjG+1kdqdP33Bu5jDX8xYFQQY+GLPuL4y76wcOUZiimQF5xs6H2hDoBGPawKhGKmxH0lpYlGo604zzRTRYYturnDTCYvg2eY0b7SCQ9TTOMP40VwmsU18M047fb6cq5KGYbvem5xMTpk0TZBzae8sXF5c8vDhQ37yhz/i2aOHpNPH3D5c8c6Du7Tf/0Xc/XssurdwucFpg0wDpERIO/JIjhH6Hp4/5vLRJzz59H2iDmSf2PZbWsk0TtlcXUEGL74QBjwTbo54WmdMtDEka619ecnpRx8xnZ7hLi4sx+Ec4+kput2yEKERT+eEkC2vNhsoVwpgxTz5a1fuS+C9V10Q7M2b/XlkUNz193yZRFVdgDM8d9Mw7W24+7uUaBXQtXo1q7Pavc5RYU4/t5oHUHH4doGijDkhyxXLO3f54Z/8k9x++y1O3nqdq6uBKSrEtCNlSPlRg89EM8FZts87E18lKVenV1xdXdL3WzQnvBMWXcvRwYq7d465d/cuh4dLhv6CEISuc+Q8kTVZG3bNRuYpDfIs97JTeBcRa7Fuf+wRharR2t9sd+08QuPRDF1Q0pTJSYmjOZSxbpC4OX/mBXCuFPhC26zoOisb6NaDKdXkTE5YUbZaY8w6H7Iasy0V6C9l0Ky4bExDUjJRXjG5I/GuOGzWcHNS646bKhmnwH7zxlXmwc7o7Oafc4L3QtMUhX+J83yrDEFV9oz5dZHXXSXa1xs3hQRe+py9W/uf4CrDeM9I2bpgvv2vhZGaxp7JX9+p9raA3X1ii2HRhDnPA3zhdat1hq4RYhvImqzNQGjolkvGVPpBpRJ9uEzKJslytOwgeLSB3glRMtunjwh3TjhctExFY6w9OEDU2nM0mVmZwtU6IueMulyw95wNP0dBc7bWIFO0xR+caefd/B6qbNZrLk9PiZ99Rh9Hzn9/5IPf/Z9YrZa8/d673L13l9ffeI2jwxXOwdXVOeuLCy7OT3n06Sf0myvi1QWXz55ydfqcO11HUEU3a5rQGq48RZx4Vssl6yEzFLw9TYmpH0yN3Al3Vwf4psG3LcPlmvH8go8+/ZQmNCwWHWm7YZETXegIzoJNSdNcO+MbIThnDfpyxtzneo1/Vnj7/rzZRVGCvOAR3hw7dmm+ZpxeqhAyB0mWLzSxzlIDxw7iyVVVWr0pvos3xplr6WVgSImzcWJ5/x5vv/Um7/7pP8XRGw84+IV3GIPnLAlDkSKacjJJpbbjYNURUmTcbI1kMI0sGtvUF01HyA159Pzo40/5/LOH9JstC2cbZY6REDy3b51w+/YJx4crxiHgg4lc5DTOauw5pzmicgJN8FZwXXKP4oRusXjhXNa6pAqW1t/Blw3bu5qeIkUrE4hNMp2+KVrRsWZGKzIhkVkeHFhkM2aC7whhQRQYlyNtaFCZmHJi7Ec8Std4KtX6uvGQUqZgRbkyRRRnSEZoSrNNy/NNMdFHk1sasvVjqxB2SdrM4tJO9qWHqoGCpvG0TcNyuZw3/TrPxikSU2KMJnhszVh/PvDezVE5Qte8PJjbznvvCcHTdS2LxcJUaV5hfKuN1Axd37ivJhLrPTXR3vqAuF3bji++llrgpJoYxfTevKMVh3Ol0Vkp2uzIZAd4YeFBHUTJdM4kbfqLCxbbjRmiaMRiq7rP5cLWjahAP2WDc4C6XeRkG7MZqawZTUobQhHS3IlUeu9p25bDw0Pu3b2L9lvOnn4O45bp8oLNdk2+aLhw4M/Pac5P6Q+WOAf9sGG7uWJzdcn28ecM/YY4bEibK9w00nQNjdhxNWKsQCi9sLJ5/86ZGoM4U5fIhUTgk21WHggxIjXx7Y3qbI0Mhc4bCcTNwEWJf8WESy2hLl/qHL6KF/hF45qjI9cm0wsG6mWR1Jcdxwyj2F+lCLPkXcqnFsFwtDTds/nhMBUKT8LqrQYnRNeyun2HW2+/zf3vfY97777L4s5tUrcytX3NqAtmDB1kt1dIqyaUXBVCpQgkJ80EZ1Hren1F32/t2JwZ7hQjmjNN8PbTeJx0+KA0jckz5hytwWGO5OxmiM+5PWq0FKN8Y7PS/Z8aIVS4vtDvLadXiCol/LICd8WJR6LV1KUcQZOtYW+kpjhNBX60qMw7Y0xGl629fb2G5XPrFBDnSmNQo7qbIS0RWIxkVSaEWOZnjcBTMZgpl/7CdeqWLzg7P9yA/8ohVNSkaZpZM7I6rrUHY8ymdC9i+8P8hvNce3GvfJXxdeC+GtGVF86vr/PfaOmeEJr5u7zK+FYbKe/NcFTGG9TQlp0uGDvOftd1syfy1Rcsk/JUJoLQYH2NmpxpESsOdeb1tgCdR4KjIRMlollZBEsiP//kY5oH97nbDzAkwKNuJEbztPCNsfwqIF3D9lLouBMztTqNaRyJk+HoXdcVqZyMFjXltm3p2pbjk2Neu3OLq2dP+cebc64++4jLy+esUqLNmfjJZzz+8EMejT0pjYjA6qil6QJNF1i5zAolNw45OUQOV3RY0bPzDT4ZJq+uIaXMsN4izYquXVD7/4Dl9WKMbC4vzaNEOTw8pG1bkhdiHBk3V7SrFW3T0InOVG4TDDYGmxYGGzG+4C3uL6b9CGb/71cfuwLSnZF88fO+jvDvzQaVUDY5t0eQAFyuTDFT+s5aFTQCGceAp4/KZupZO097fMiv/Vt/ljd+8APe+pVfZeOEQZSzNJGcI7mAawPiFecTWR1DSgwok2YkGGU7iCO0Jnq63qxNlQVTAtls1oTGWZNJyWw2V0zDAV5MEL/xjuViiXdK8JmUHZojKZhoc0oRTRb1FsnMwu6zuV27bu8i1bmSYmeoFJRMcK5sxCb2Ow3RhGTVsWgWSOORhWc7jYwxEjfrkleeaLsFIEzDCI3Dkc1Qi2PRdeggpcB7KiULboanKjfDo3gxUoZ1GzOW65QMSp1CJDlX+nkZghCLunrS6vxC7duyb5SqasRetgHBzlPTNHRdR9M0hBCsm0M0WrybXCkwjjdqripqtPeG39BQ9iuxFKqkWEmfGenJ1FK6bsFyuZpzbF81vtVGatG2LBs/Ux8rbj/rS1VDVbwmkyWpLTz2ht68forgceqM1qo1JBcrGGw84rwVyGar6VGNqGb6mJkQBnFMriUOyvbJE45Pz2C9ZRWWZN8hrmEKykie28zvH5dzbjZY+56IqiWhG2+iqMF7tMBLSRVNmXEcrbOtDxzcukXbBL77/e9xsXCcxS3NtifExO2mwaeIa1uGfk3WiFNF44Qy4VsHosQ44lUIGehHfFY6gjUbxCPLFTHmUjBp7Dvv2+JFRsZoHu8ymEyVeMFrJA8FCkLpGocnQ4rEoSSm54Y7e/kdmGswpHiMOxtUXN6b0Qy7+fCqY5e43/URuubi1v1kLwJ21CS/XUnZe67W8H0WlDQKM0FNlktM99FykzLX51WF8glPFseAY03iTJRf/I0/yf133+Wdf+NP05yccOFt3sViAFStrkxKRO8olDznaAVTVRhGUKtiCYV6HQS6tkHiRNd2LJYLDg8P8LEnEDlYBI6OD7l164SDwwNWqwXBZyCCjoZiYRv4rNVXYHbvagTjipPp8T7sGXl2FGytRc+ya21DdUAKk6xSAcv1mrH6vSgl5xLNFATi4uKC5SIhy4BOnpwSwQeakMgh4xaLMrfyblqJtWv03li8ZOsPRVZSrZ1SGFOGJuAWS0ITCCIGj+sOCiZnpnHauSaF7emdQzWbasoNX6fmd17mgEm532rPQHLNSb2w032jQ6/dtu9UiSSqCjEhLjJOE/04EvK/BnBf2zZ0Nc+EdXyVvR+gcqFmQ3UtiV1vvMRIOaChyrgo0xTJmokp4UtzPu88uXikVrCWmOLEBIwipCSkKKzPzhguLpHtQHd4AM4asVl/J9vI66Sq1OQq6li7wO5/J+8c2Rvc52RfCcEmSkoRkYA0jsXBiq4NvPGdt1npSHP+DH36HN8P3A4NTYoE5+hzJCZhYiJmK3xsgrf3iyMBR6OONIy4DG3wczdc33Q4p/TTYGoXRT9RVU3PDcWr0ngr4HTBMY2jYfeaTUcxBARb/DFPWB2g4pzBmblAHIIZYiml9vspxrq5vRjL6Ewo+bKx7wfWSOr6uL5B1HlT94NdRP8Fn6N7Ffti0ksAVe1XBINJFWP+ZUhq/nsUh+JtbgXPEByv/9IPePeXf4k7P/w+vSpXUyQaaGrQVDaJCycgfsaCjQIuGAwXo9WpAT4YzIpY7khVaZrGIvOuQ5hwmlkuOw4ODjg6PmK1WrBYtHhJRl6IBvyYySgkifkC1TyLu2akdsoIViemWlm4O7OkRTZKapipzAaqdsLeXZ/yXzbShpYi/mqs1us1qKcNKySCJsv3eucJLhM6Z92Lx97IOlKEi8W0ALM4tBTiI0ZyiikxJWUsJJHOlRyMiMlgFVafT6mcnWk3q4oz7ZwrkJ3MUdZNhOAm424nouwKM9Sc2FnGc3cGXz4nv4Gxu2q2l2UtYGBKSBSGcaQZxsJS/Orx7TZSIdAGw5lFilZbmbRWQrOD/ESYJ/KudfVu7Fd4uyoQO414cUXOJZC0eP7RCmSnOJBSZBp6QgiWs1q2xRg6Ru+JqmzPzpmen8PzcyQcgSxQHWbvr21LrmwOy2U+uC8SnrVIw9qvOyesDg9x3mR5rIjDNihRRYLnwZ/+DQ5fu8tq6Xj0v/5vbD9/yLPT53Q5sUwRl0eTt2kheEfjYdNvSdlYWuoanAssuyUkZdpMRUhXaJYNiOfw4IgpKmlKDP1VyTnAYdchywUpjcQ0MY7WLMSJ4jubgkoiTjZxhzGW62Rtvb1v8LiiHpAJQUtu6zqr82VtTb7osS8b1yIgeRE+rLe/CuK7OW6+PpOLoS/uSd3Eq46gejIGc07OM3pPWq54+xfe47f+5J/g9ve/B7dv81gyUYSxLQ0a1SEJNEV0VJo2WM1fE9hOA9t+S18gqClbk78mBJqmIefIsB1gzORhwDnFkYnTQOy3eJ04evM2t28dc+/uHQ6WK5ogbDaXoBEnqcgexVJoa7+twy7QNEUuJxCCKURcW4laZJDIs0HPujt3uegoihiJowlF0DkLeYIYE1McGeNITJY7E8xgCJBi4uLsHFHPqjsiZEGTKXWa42nQX47WXXcuHHe2RnEmFp2dFaBXYzKmzDZmhiy0DSydm3Ork/dMqtb2ZxzRKVb8ssxTNxvu+r33UzuV7l4jsZTStZ+8R7zw3s9iyynv8kI/TyM1p1yKI5LnHHoipsgwDvR9/69bTsrqLLxUmGW34O125QlVA7VPauUFyHZ3n+w9VqMxV/TizENwat6VUS4duKJ0kTMhWKGvmxLTesPlo6ccnDzAd+blOR8I3s9FqblsV7Y2dUcp3Y8OtdKpE7OCBi+vZ7BEpn133wTaowOOXn+d57dO2F5csL28RFErqowZkWTFxTkxaWRKsXQ+NUgjYt1qhaqR5wrMWCM/a5GgsJP8qYXJUFBrc5Nr1OFKAz47aZSIhN0GlTKC5R2MOJJLJT/zNa0e+pzLm//fwR0vNVB6/Q+5dveebt5eEvimF/tVhvHLhkPM249Gqa6dVfOM43tShs00Ma1aWC157Rfe485773HvO9/B3bpFXi0ZnSPhiEWxzqnDJUr7FRNANcEak+4R5xFPafpp0br4HU0lhABxJKfE0G+ZphEnhlw04miaUKDnzBTH2QlUzaQ4UeuiNMc5ie+9m5EMi0xM784iAE/lj+RsZz1nZhhLnJZWImmGzZrWoHtRR471NUbz7vuBfuxJOeMaKxq2dh+uGLfGoo2c6PueoRgjcaUGUQS8p+0620ecm0sfEEp5gOK8sxosl8uPzZsaFTkx9ZVmhh2zRa7lc1QsYvbOsxODvT5P63RSdmUUsShjqOpslFJKpoKR7bhMbSZTFSyqEO03NWRehLtVp3rDmcPuTMlo+S6mL37DvfGtNlJtE2hb44FJ8b5mo6I1lKzwwEu8Cb2O2ta0Qc2EOOfLxa6vdITQzi8w9p3QtA6MEcuUjRLajxPN8hAXOpb9lv7pKR/83j/jF15/l8PDWyYB1HhCtyAbV7AU7tZcTPkefg+7L3mGGCPTNBkchk2EOE2kKc6b5JwLIOM0IeOGdtnR/eB7PProQ67iyNnpM1JyBIHtcIXGkWX2TNNIn7YmeCuVbWZR24jitWxUGhDxjM5oH14t72FJcYOzYp4YhyIK6op+YKA0mJRZvy+r4h3mnYojJzWWWJzIUwSNOwhJjZWVqWyxPSM+Y/TMBg9m8OGFoS/cqHPBIp0qk3YzCqoGqlLLX7WAeL5PzEjF2JNjZNEdg0LMk6l1ZGGx7Nj2I4/Waxa3b3P44AG/9R/8+zT378Hdu1x2LYP39M6b+6AezQ6frY2HLzVCijkbMU+4UucnmLipLyosKrb5Bec4PDxgulLGlHn+7Bnry0vaEDg8PGHZCF3bgCY2mzU5rmkb4c7JAeMwsu23HCwX4DyXk7VN987RtQucc9bLyQVC0xKatnjb1dGEaTKSRZom2ralbRrAIqDtdktMJrOzag+snisLQxpMCSIm+u2Ws/MLrtZXKPD6W2/RtR4Jwnaa8DFad2bfklLk4nzN5tK8+uAV9TKLUJ/cOpmvW6QUPydTb88kQghk5+ico1NHksg4ZUNffCBhefK2aUqxvuJGK5Y31MMTXFMiZyUVDcO6/CuMV7U7Y3nccs62JywXHTIMDKfD3A9ssVohWUl5muf2N01LN4e4fmOZnTuN1k3t5pim0jroFca32kh5TFaIOWKo40YKb8457WNDvHB7P5Kqt9MMu9UtsuDtuufJl0hGUJxC6z26CNbYLGVuHxwhGTZPn5FOz5DjW3D/EPVgtT7FZ5/FSNkl2ouXdPOYfRHWpRwL+6F9yX1kQNT0tH3xWHGeB9/7RVYHh4xXV1w9fMjjTz6mSyONKHHU0ifGcHmLfITSmJtZMV5cgUK9tQcv7EenWNK55OnqWQPdSf04ITmM0uypmYty8sXUDpx5+dZSRXAadjkNqWKVL+L1X1bQW2GIa9HQS6bDtVfIy2HE/fu+iFn4suLf3X32jRux2DT1E5qFGME1C8QFNiHQL4UsJ7z2y7/E3e9+l3x8xLRckNuGMQQm50hirdCtlmoP1qZGOOX81tyHCHOnKuO4F0fOCsyd8yarNUW2my3b7ZZxHNmmiAboO2W7WXN1cYY/WRJ8S66Fvm1LCL4U8O4KOac4AcI0TaRc6ovcNKMTWat8USFbOEdKyjBMJvWFEEJLt1jgvNB1bZH+SgzDRL/pWV9uyFlp25Zb7R0U5erqCt96mkXDmBLTFEud3WTqEjEaS3CaGMeRoZ+sjEIcTdfOUcCUDT6botU6TSkzpUisLYKckSp0jAxDz9nZOX65xDUNi8UCScnysONEHMZdDix4NF2fQzMIsOcg1UisQqX782yfFWkRVy1MrpHKzwvqK8ohX7AT2/iyx14+vtVGyukuKTtXA1wzPvWxl3vRX5ah0LIj6t7t+Z20Gio3f24lYDqs4FR8yxajax8tlwwZ+otL0sUlab3Bve5KiFLk+/ftZ4XxlF3NQz1mKYbSO7wEmCep7qLFOXjcnRuToDFm19Hrr7NYLPj8gw+43FzxPE4ci9IJ+JgJotZOZLbQFMKZGRfriFs2NMrv2hK8GMk5eV7j/tlQFajQAuBSs2NOgGaxjfKaJmd9X78jh0jE+mPtzsn++bl5vvbP6wvX+YsguTkC+7JZ8sVjP/n9RfeJSmnMKeSxCJiqEJoWmpZtFmLoaA4Ouf3uO9z97nfQgxWx7UghkJy3hpW42cDscqu7ELLSGEoyB4qg6f7PjltqG7SqlnzrYJtrjIxxRJISp45pHOj7DYeH1nbFCt4pUKCxuowIYNhlremJKWPsCoeRuG0dxTRZu41seaHlcmGGTGxOeOeNgdeEQl02hGOKiXGc6IeR7bbHh8BisSwGBh4/e0LCIvioRpxQzaUfVTTF+pyLoYpM41jgOo8UKC3nbBTzrLOSesymhJ60aPgV418hz2m9YeE9bclNxbIucozkGHEhlJov637wRaPCZPvGyHu/y9EViO/a81/Ilf68jNQ380nfaiN1zd24dh/XiBBf10BloRQ1zmkS5gWcoVHLbfnscJoL9diXSEEQH5DFAtdHxuw4aDsuknJ1ds6Tn/6EEXjtl75viVhN83tf+xZ1giUtistpLhJ0BSKT2uoCUK8zru9meLPAnpoZhwmXA96tCK+dEB68xq8ernj9Jz/gwXff5ckf/AHD8+eks1MaHK00NBoQCh1cHNk71BevvW6MWeiSNSX0GcPBS5W/1ItQLJE6N780lw0zV5kjsLYhqBm+DOKExns8QmCH28dkn5Ml7eDNvSjqZdDbH6Ww15U84Quv3csXmht9XeJmvzjz5qfuTIH9v3RWHH05FmWOpiEfHpHajo+enfLge2/zb/7b/zaLN94inNxCHtwn+cAggVzKAFp89SKsLKA4FdFbgt8agiq1Zbsrn29mrRgoyXOBqyDEaWLoN4xDb63qBRpnhJrFckFoAjlHgocQhKHfEpzSOIOlckozvVxESNnmpfctTdsR2pZxisa4i4lhzPT9ABlTxDhsd0QgEWIylZWzy4GYJvpxa7BY6RSco7JYLjk4OOTO3bu0XUvGiDnbYct62BaigX1mLseIOMTBOA702y2bzRZVIzFMKRbqutJPk1HNYyrQn3VazmK1aEZ8MZhviomrfksSb0a5WzBMI/12WxTflabmuaDUAs54ygvzRXUnlCsi1+ukxolxGguxwva9nNIrk3l+PuNlq+DVx7faSFXYzcaLUN7Legi9dLPau2v2PaTo11G1/ArpoihW1I3Voomdx+NLVbtgjc1QR54iXh2dCpvnp7jjJ7w29tC2iPe4LNZocYZo7Na1jY8SVe3BWteKmEVmqGf/vEiBEUPuEG3wmsne6sAWd+9yMk3EnInrDWsfiFcbGoSV97R5ss6yLhGdI3prDWKf5XGpkB+yllbtuz5IVQV7JiqKUBRG56j0BUdP7f76FGNV2Rn24memVVZXIhJ5wUi9zGjBF8NvX/T3XHtXYZUXZ82Xjq+E+7QWthpsKkRTz16uuIyJnpHVa/c5futNbr37NvHwhLxYkZqWJM7OQTE1rrDb0N25q+VDeUbzqmmU3dxVLe+g82M1IqAUh9drUOt0vC+XT01LMpdWGFOewAuhcaRoOTDQQlbYFcX64AlNY6rrUVEs1+lDw3IV5ohJccTJGhPWOeRKnk2CI4ky9iPr7Zq4nUCFk5PbLFYr2q5j228ZxpFt3zOVEg9TKDdxZi1z1nk3w5K5RFimnu4YRiHVOqjJxGGnZPFfVojFmc2azdnCokDnrEQixYlxELi6YihRqRdH43fybLqfO785h8r/+3BfnT+V5RdTZopTSTeUNXaD4PPzGV+EV3Hj/q9/XN9uI1UWOjBDXK/+Yr70BYqt+yS1XVeZBGpSP2g1JrpH2hAaL+ZdJaXzgaCey+2Wxrcct0vOPv+MXjLfu3yOOzlB20Or5dKauSmFvMicXyqcuHmSqggSwi5pT7EBuNnAyY2J4UKgRp5Df4HmkcWde5zcus3R975HGBJnq2Mefv6MAxe417Q002BGikjvlUGUoQKb1lHClLmjCW3anVXqhx0kJ4Vh6Zw9Np97mVkqhgjuQal1U6TmvtycRE7ZCC1zHc2NCOqrclOvNIy/YfUxe1NFS+Qke7frNdiHWL9qOJHSTyyYLqQkpF3Q3rrL+08e8ixF/thv/hne+KUfcvK99zjNwoQntQ0pCzmZoyBapXpkZlFSCl9zuT3r8KjbGV8wCrwY4GfVWFKiVilGKBs13QeyCE1wtI3NeS1wWYoT0+TJaYs2gdY1DMMw51Fr8j+X9dK0nUVSTcd2jOQpMU6Ro6NjDg4OWSxWpBi5PDtjszXmHSht03B0fMDq8ICma5jyyOmzUx4/ekp/tcHh+N4Pf5mD1YrQdTz88ANOT08Z00TTNrSrpRW4I7Rdw4TBf14CobFjzVW6KILVPFqNX9JsxeqqxFy66YKVBzhQJ+Qg4Ky+LGomOJimgTFNXGw2VufnHE3X0TbOoMJSt7WfTX8h5ihCttUoVdWZGCPjONIPpd6Qum+U2Pj/tEjqjwaPf9n4lhupIqAF1MTODH/Nz7qWFbj+yN75rGv55isMy1cqVw4VEwQVKXvqbkNQsbbmVSolOIdX0O1IuxC65QEXmwumZ47z93/M8p13WCy7wnAzCSQpC6BOtFybt9VcT9m8a7uO/bybqs5ilfP5yPbbV/phVpqwIGtgs10TnND4jrs//CW6dsnl//4jms1AGiMHdASUXIo4nSSERFIT2PWqxujL1UgZ9p9FSY4Za3clD6K2jknFuVCtAqql3qlusrkSP0wTUVRNZkYpSuhY9DEz5eTa7zm63H9s7/6aF7q2nPYi1r07X3Lfq40vJ01AVUYYUyZmIRyesEZ59OyUoe1YntzlvT/zZ1g9eMCFQl4scb5hmygRU6GaK/hchIf3IKPJlVyGlIhJDao2h8GVNiQWaVt0yg7uUzhYrsh3bvO9997j9PGC088TqzbRhToPsdrAYMn/0C1onEVd84ZKydFoYhitiDUh9FNG3MAwRkLT8uZ336DrFjRNh1Nl2G6ttUU0A+aAEBp8aAGbB94HFosFJycn5Ghw9qNHj6w/1bbnww8/YDtseee77+KaYPCfgLhE2y1wLhMCpE2er898oZ0ZhjFOBUkpO4sYq3QX4ZgDk0rvKsU0ADuFVQt9UaLYpgxOcAE6MWLKNE1oKq3jXfjSOVbzYjFGnHO0bTvXTU1TBDHxZXOehaGwKv+vO75eZPWtNlKUpG+NomZgRm8+q3rc+2bsxnN2O9h83wxXSXmPasiqgSqvM8lYS4AmMSpEKhu4ZEXiSMgLWgE/DqTNJetHn+GPD1m+8Rq4Bi11FTWSqB2Fi3t+LdzfQX0yd3YFdpv9vlHLtkEJgmS1eqhlgzhHTGuDJYNjde8B0kcOjm8T4jm5vyqRjOLUII6AEkpciZZ26FogxeJbGkyq5LqY947VSU0C76ITLUk/zXsts+dEsNYAwL6bZFQLdCSYbNV8sV5+XV9miPbvv7mY54iozqiXGK+bdPQXPvOrDNT87YRohEl82zFOI88uL5A373N0/z533nkXd3jIlQChQX1DirkYJ28GSo3hWo8y1WOVSlIxmIxcjmu+FsxwqXWB3gE2okrXtXBwyGuvPSDkkfHiKcuQaH3C+0QI3kgM3ls7+1ZKDV0uORTrHGCKDzJHDDFlcprMYGXwjbA6PALxJBViHExzL9W+S/YFRKyuiloTWQRXF6sV4WLNNCXWV1eM48jVxSUXl5fmKDYNoWkMJixrNjSWa/UibDa91WZVspJhGSgG8821ZVJLDUqKFSUVh6FKL1HUHrzztEGZpgnJUlh2xaGgvD4Z8zenzDWmUJk/dc+yZbzrv1RVQObOCCEYzO69yWhlYNqpWfyfM16IB7/ksa8e32ojVYkC18YfwYG4dgpl5ym5PZNmZGxhjqhEykYspRWAbQiD26NaDz2SlKVz+BwJ/YY7KNtx5NN//A/Jmji5fQvuvgXtCnyFqbQ0gisQRJmk1qrDji5OEWv8vRdJlUlcDRsVp1aImy0aTa15FY4Ji47u8ATGnmmzoWmXrO4+4Pt/6s9w9gc/4vSf/QGXfaTJmaAjk8skn8liZHTTmtMS5UAuLSemkIlOSV5mC+8K68yVPJTDClZVFYm2QaQ9HRf7P89oIKrWzDGX/Igr2ZgvkuPg1WG3Lxszg4qbxzY/4Y8UZdn7GGwbg0cJDFPkST/wydUVf+7X/jy/+Bt/ioOT28Suo3WedYYpJdpmiSRBo9Wr+UL7rzGUojOkqlJuu1IKkAsDsMB7Kg4vpfdSjaTK8R2tDjnuWv74r/06j++c0KaeZYg0LuGl5/atA+7fv8vB4YKu8yw7RxwHhk3PNE3EGEt+1jbv0DSI8zSLZRFWtnKLfjvy0x/9lGfPnnF6ekYcJ7q25cGD+0V66TbLtjOoLgTariF0HiTRtJnFcsXy4AAwaa3bh0e8++53+JVf/3XEC+2iYYoT/dgTixMXQkPwRtl//vCMy6sr+qkoVFQIV9yegSyohdTi9dKmQxKasc4GakYHVxip3tNi5z5SnWOBKZlw8jTNTQrJWpzN3fzYOUtVzsmgvq7rODw8ZLFYME1W95ZyRrxjGhPTlNgOQ3mTnZP1bR7faiMFzBd2n4Jeo6qdKOVLXnZjf9MbvwWT3SnFRnNWKlf4T7SoLhSYr/yMruzCIugQcTnTus7gsmFg1XhIiatnz+kfP+bq889ZHtzFhQVZ8hyl1Ulqnu5OoUEpDLqaEZfqm0jFe+wvqd+i/ASPiikzD6pMKRJCg7rJ3iYa66h7603a56e4Tz+jf37GlCNtweoTyYwRirrSvM0pY7Dzr5KJzoxUsST2SynGsqpLGNlCbQ2T1eFKRfzs0e5CHYNUNBk1GiFQBTV3K3t/Lb4KSeKl9+1HSPVGKQHQvWOpZ7bCa/OZnj9zBzrr/v06/zcb4Ow8STyn48DUBF7/zne4+8ZbHN+7j3eBjMcRkGwtKaqUjH1Htzdhd0bUov3CrpQ8H9FOx9JZrFAMU235fa3KpUTJq9WSg4MDDg9XdD7SSKILjfWjCsbwm6aEQ0jTaMy+6ixVKMIJbdvhQ0O7OGCKCT9ZO/acYRrt2nrncZ1jsVxyfHzColvQto0hDFIElAtciWR8MAX15XJRfJoCt3ULumWHOEc/buaIrKpXiBOcBLw0ltfpe2tsmksZSWH8OZeLknmJpGS3MOtVF3TuEG2QtaUCvHN49TQidFrQFinQdiotbcSuSVUPvzlD96N9a7qY5znrnHUdbprGugh7R84WndqLCyU+7+Slvq3jW22kalwDu/1lNlC7mTSvvCqQXMcXBWEV8nCYMKpg/aGyONJMo4BY++84ZRJIDoaCSDgHnkjQzGFYIDmh2y1HfkVI8PDRY66OP+LZyW1ee/092sURkQRuxzaqs3TfUFWmTyrMqro5zoSJYswqw7Dw73BirfQU5SqN6Bg5aVeo8ySB2G8JKXLwi9+lubykefiQ9fqSHBOLyvUtgrDVQ4+SEKckU+FFKeTzQphwhdVlx2/dXlXFDFQqUF+WokNolf4WldZ8SmnTgZE1XFHyDrKjo9s5qU7jl8NwL1ums9m5jufNd2nK1x7ep5dfs4zGXHkh7yTXXl096vqwkNtA9C0PL59xeP8Bv/anf4M3vveLHN1/HSTg1OGzN405haC+eNhaP8JUPPbOfTVQItnke8reajknV6LbIuBLhV6lVgcY3JwSmiLLxZLDgwOOj49pGAkucrISFp3De2Ece8YxMghITpCmIl9kK1GcA+9ZHRzQdku65SHjFBmnCBJM8PVyw8HhEYqjbRoOD1a88cabc451GAZTYSlt26vx8yGwXC05PDrC+4Z+3eMKDHiwOkC8cHZ5StRka9+ZcRbnaEJDGxZs+y1X6yumcZoFT52z3I5v7BoZo9euWyUx1e9Xgq1ZyirHBN4TGk+WUjfoGpIaUWMssJ13dh1LmvhLI3/VUg9VxGyrHJL1jWtIhfWbopJcTT5gUZZGVF9NfuhnN16+0nZjP0786vGtNlI3x0v84P9D7+SzGSmT5BKSWLRguaAdeSIVAxWdoL60FdBME0ycVnKySEoFpoGQHQduYnj8iI9//59y+0/9Nu2duzAqeI96j4SKU7vdhlTgARFrNLeP7+5vhlWCpSLbikLr5+OV6IBESgPeQ3ewIjQe1w/w2WPGccPFuCaGjGutlskVo215J8iSUDG5o1h7IkmeyQxebIHvcw3nDbEuSsWMFmKNIrMUv9LyWjv4CsTJLnItWoeyl8ObNcrmS399Dnypgdp/1l4Qh+41wNs9PD92za6RTXvDgbeEzxxt1ZHn6NbqxCbvOY2JqzTSvfUWd9/7BX7hT/8bHL79Lnp0i20fSQ5S41k0Ha04LtdbnBR5LrvYczFnNezlxM7zQnQXWRfTYY9JLXMogVhxdlzNiagSQqApEkZ5HIgx0XUHhIBJLU2RnCeCWKPE1jdoY45UCNYDq0JsTRGUVbXoq110tKE1qPn4mDhF2rajCYHVopv7plGMaRMsD5diQiUyTZExRuvT5AwKQ4SrqyuGacAHz+HJCTFOjNOAKkwIjW/p2gXLxQFTzPT9aJJCJeJxISA4GudJaGnamclZiYWVt0/tn1m/OZPFot2ubWEqfaay0ei9t3KVLEL2njEnk4Daj5C0Ohy7IcWaqSgxJi4vLy2C8p4Ykzlpwc3tbRRbL6HxiJiKR4qvpjj+f3zUMOGrnvPq49ttpCpBoP6556fue5vzHfJyIdY6bgBEFdUrj+1npKoXq9cIFObBlvqf0hrbkta6e48ccTg6TYzrK66ePGZ7cUq7voMsjxDJIEa4wPm9rqQliirx0X5vmfn7kSvmsLdD2m6pXudo0pXzJjriMIFZ5wTIjJdnDNtLhqnHuQxN+f475AiDhnZGJO/8y8Im253PuW5rB0rWg503zBrhGjRYjA+7D1R2U7+YSdPtq976tXcrt+eoc+8U6d6B1WumOr9mDl5rZFaPdI6I7LvVyGP/e1yzjaqFUQdz6eze+2UgiTCJsM7KlQhHD17j6M23uPXW2/ijY7RpiUMiZfOig1jr+BytZ9dcKK1QKef1+1couxqnev61soAqTFpPh1S5r70or84R5/DBOj1P0Yq3m7bFYer/2ZKLph4RPC4IoWhM1txXVvBiWnWmZlES/OJMZLlpCV1HzkrXdaZGrqZ44dKuvC74ooQRk+VBlbkppAIueEQg5oiOmaCB1a0jvHeg1lZedFd317iGOJnShEXj9l2dNzjES6l3Ki0/gLnwTMuin5ECdC86rZJtZuC8Gg5QI0AVyAUtiZKYikNgJCyd189upZR5p5BSYrvpyUulaVpSIZg4pKh6VLi8MC2d4NTxzcdSN1fpFz1Hbvz91eNnbqT+1t/6W/ztv/23r933wx/+kD/4gz8AoO97/pP/5D/h7/29v8cwDPzFv/gX+S/+i/+C11577Wt/ViJXrhnwCqcp55cb+Zfcp0phStnSTVX/rHySliNAbSE2mOJCzHHepEK2146Scd7U0qNar6RDJ6RxS3+R+NH/+//B0cff49f+4n+AI6DZISyAgEqpfVBmhpR3Ac1SFCv2v305MimUsWpABKKbyrnJtDric+JAIy4m3DRx8f77bB8/5vH/7x/SP36Mrp+w8CNNl+lcQrL9oKZE7XLGF2Au5UIWKZsGWGsTq9tyc/1WniFBncVr856hzxaymio22OartT4lzcSQNEFwQueK6rd4E6eVsi2KUGmD8+cVA5Xnq6fzX5bpqpt+/V2UMErNmqip35ulZ+4oUR0VmUOnTBpHa5eSMkerQxN6DS1X08gmGjTWq3Im8LxZsD044U/8O3+B1955l/at7zBgL9flwRx1xmiRa1NaXcxBmeyMq1Jq5arhlbphFWUDv5vDCctPOgBXPXl7fkzJxE7jhJeM71ruvnaf/hyIPbdv3+X89DGffPQJr9+/xWppOnpBBa87CDZPhdUmVnDstco3VaaeNXKMIow5EeMEwZTDAya1JGS61o7feeg3G6aUWN25ZV2FF550sWacIosmEJqG1WKJiBK842DRkWNg4RyPHj6mX2+hL3qZApuLnvXlSNaG1dEhq+6AYTQovdFstWApMZQ2MrU9fNZMwjwrFYfzRkUfp4jGgfGqtAlRZVFzXOJIwdCDmBMNmSDQBkdUJaZMkiJUTeXL7vY1zcrQjzx8/IQ7d+5wfBxYbwemaBGbK5XWNjczY7Lmp957YvS78pTdLvcVf3/dMZvUL3is/ri9b/bV4xuJpH7lV36Fv//3//7uQ8LuY/7j//g/5r//7/97/rv/7r/j5OSE//A//A/5y3/5L/MP/sE/+NqfUz353d83xhedq5vPedm50kotr0+pUNV+rMYcXRnFlznRLlpqlEqzNhW1GqKyOAJCo8IiR64ef452gfXjz+iOT2gPjtBpC66BhYl3liag9smlj9O8u6PsEm66I4XMLUoUnUZrR+8dgYSkkc2Tx0znF/TPT7n68AOGZ8/YfP4prNe0aaIl04jiXa0WyfNBWOQVZne97t9RSzdOKMdX08Kl0NiXs1baws8y48XLtBO6F33Z6mTHJtHSOgSi5llyyemuqWEFF7X4j7vlUZmX5YKhs4uqVB1I3auZ8+WUmsfs6pcUoRKzVLLZRMGim2zHK1hXXFKy/FkwmFacNckcxTH6QHf3Ht291zl6823aO/cYfMNQIKzQtTYPk51DawJZ2I0v0/3aYwMVagQWI7lqW3fno04Z54yhhlUxUT7H3rd8T+cIbYtvGrJay/KYMsMwoiVKUvFFqaKsgZJ3rPM9T9b11jc7mrYPwfTxMCg0i+yKvQHX+MLONlhMp9HkyJwj+Na+RxCrofKhHLcizmSHvHfoNEI24ec8RdIYIYKUlvM5CSlWqS2HSiBpLm147OQ6KXqcCho8kkt7mhpVi30B56z0wlpnWAt6pzafnVpUVtVpKLT3ujcYNd1mbJJ5iRhruFyz6gCa3qDVWNWGizFGGl80B4sqTlbbNObVNHs2LwnVXohybgy59qqbLy5/fpXR+apI6+XjGzFSIQRef/31F+4/Pz/nv/wv/0v+m//mv+Hf/Xf/XQD+q//qv+KXf/mX+d3f/V1+67d+66XvNwxDqTy3cXFxAdyAWfaGvnDj5UO+4jkv1W279tqyKNjBQA67sf+qVNCrPbyMoFjRnwpPH37KmCZOP/xDbr37XdqDJanvwbf4xUHpk6PkHKi9s1Sh5kP3wChu1gtJ8e512Bps41tazeg48Pz9Dzj95BOe/OQn9J98gl5d0V5dsRLh0AmdU4JkXMH6tERoZk+8tQIvas7iLOoYM9ahdJpssadEFrUGh6FBMGmdWKhdeWaf2eY7a+LVb6XFNSyKFuKcRW4F4jDOr+LLOalmimu/maEUiqGqs0dKbslEeAvMOp9Lu6K1lsiV86t1wQsVoyw72s6QekzrjimSVQgtBe4SpjgxusDQdhy+8RYH732f43e+S3t4yEYcoxrEd7xYWnH3VFqz5Iwv1H7ZV4Bnf3/YGWpjS1KgT3vImP61EN2inrkmAINIU7lfilIE3hG6Dte0kE1Ga5oywxCp4q/GuVSKxDm1T5a1Q8+kaSKFCd+a1mVteoj3JDWEwOBIndlQvgk41+Cdkvqe4WqLcw3ONTShK/6Z0DYdsRlJ07a0uTGljOA9qe8L7CjkMZKHCYne6Pga0OTICWJUpiREdaZsnkqkXaJSXzs7i8PlhMuGJtRoR8p5zc6ipJwSkg32E1e7A1SnyeZ+tRmCSSw5zEDFQmxJmD5gAlJxI6pzqglSUqaYiTGRciKUTgHOeTRHsqYSPdV1sFdXWGf9PHmuG48vMVdf4fx/0a78qo+/OL4RI/WHf/iHvPnmmywWC377t3+bv/N3/g7vvvsu/+gf/SOmaeLP//k/Pz/3l37pl3j33Xf5n//n//kLjdTf+Tt/5wUI8f+K46uM3s3nNgqLpNxOwnS54ePf/V+RIXJ8cIQsD1FRpu0l2XVlgw9YOfyNz7zxzlIms6gtErvdIZsR9/yUs08/Y/P0KR/+o3/M+vFjLj//jEW/pY2Rw+zwcSLGkdEZ085jhkpgbuzmvCsQmCsL3j7TF+9TCt09UZvdlWJlbJE6Z/JRteGIqhYJKvtMM/QCJePlnFJbTqRCDElYXmqWsymJrZtBxhyVFcNTgqPdc+pmvb9WazD4knO875SYh7mDFZ2oKWI4a2GCWpuTzbYnLxZot2CTEnG55M477/Lmr/4ad3/4KxzevkUWz7bvmUWKvbXecFkJCuLSrm3Ly+aU7FqIzFpu9YiF+b6dGa40leLclGhcFZq2NSh1Smho8E1H0y2ImujHiDjPrdu3OTg8ZrFa0siSNG6ZtlfmmKRMmgwKjipsr66scNUFcml42DTB2tlrIoRFUVep5cgKOaFJuTw9Zdps2Z6d0x0c0yyEcd2bg6CZTho0dFysLxljYp0m2pMTQpl3pnKei6ZgJpvpsM0ciFlZDyNjvmTd23OcKp1krB07xTmxyNNVJyEni75ztkNB6KQhZI/EWEgNxYwVm1cjdWucWIqxReY5mJ31d5scRZRXiWrPmxTEedrFEhETxc3F8DVNY4w/Kerz6kANtizh8IwK1HF9q3rxry81VD/H8TM3Ur/5m7/Jf/1f/9f88Ic/5PPPP+dv/+2/zZ/9s3+W3//93+fhw4fW6+XWrWuvee2113j48OEXvud/9p/9Z/yNv/E35r8vLi5455135g3omx9f/SnmkOgLIe8X2iy1CRgUlllwY2Tz2SOGt58Sz8+R5QE4IccJaQLiW3ypaUnJptD+Uc17q+7+rkWaRkYI5LEnnl5x8ckjLh4+4vzTJwynp8SzDaIJr2oLOwHRKK9zKwdXFqtafUcu0Ny1eV9wJMF04FS40ZSwPK149wKF3rtjM5nqep4T7rWg2uqwZBcNlPfJBf7LhS0495jaD4j246vZFu1Zo+JN7gxVrUuT3Yktb7ofo9n7Kbuq8krpoKS0LAeTVehjNA02hOgDbrHk+P59bj94wJ379wlNy1QgUJlbiduHz11jqf2ZbsyxamTnv3cEnvqVqtG3U2936rwVlScW58akpzzBOTT5Qm5oCG0HeSLnLeI9y4ODWYevFc+YJsbCcrMuysw9oqZxwHlPmEYIrUGfxTY6LGrz4oljLUAoNPgY2a7XTNueOE00KYEqOSZqs9zgPI0Ppb9UZsgTcbkiOZMgykmJUzIJoqyzvcgl35lyZoqJlAfGWNrIYzR+L+aYiTe27dxBVyi3d6KvAsbKTYlQzkPKMiMuM099b/7YGrXrEERIgsGQtkRmI1NhP3FCEwJka36q2eDm4MMshlx9jnlylFrP3SL4ImTuJYbqC5Ckn+f4mRupf+/f+/fm27/+67/Ob/7mb/Kd73yH//a//W9ZLpd/pPfsus7opf+KDZeVRiySGvrEcPWUzR++z9PFknuvvYFfdORND5Lw3goLc8bqIrRuYnvvVzdjrTVSissYji8NV5enPP2XH/Oj3/09nn/6KdPzU9qcWLGk00hDxqlpDoauQeKE5IwymWe8T4wVa3LnRAnOoDejgNtC9I0RRZy4wkSsm2Vh5hUjlpyzxaxWB5VUTbx0n7Up7BYgMEnpTUQ1VEBR7K6L391YXDKv3D3moDpmtfb6Slc3HEeV4Nmn0c/vVyDMSsvPNZbSTNLJGGTe0bZLNGUuzjZMw0BESIfHHL3xFt//U3+G2+/9Aqt799gCqKmKhBDw3pNKm/CqNuC9n6Ok/YhKSpRkt+0or1Hyr3sHdpNqcqsl00LSMWPvm4YmOHIeDaqVExqXiX1Lf/qYtltx595rLFYH+CbgJSLDdm62pykheJs/MbFdr4kxIb7BL5b4TiFWeoCpm7vgGTfRSA9dx/rsivX5BZ9/8ilBHHdOTmwzVsFnOx++bSBOuJxhSgxjz9XUExTG5ZLD1YqUMuOUmGJpUog1YVxvN6z7kc0w0Y8Gj2XtaUNLECFKxjsxo9WYoLMP+3HozgGya+NwIRDSroWMKzkjvY7P47D3rbqAWax8xVPEeIttcSkTc4HH1TpBNyKM00QcegQlOM+ibYilJKDIuVBzujuiENzcM74N4xunoN+6dYsf/OAH/PjHP+Yv/IW/wDiOnJ2dXYumHj169NIc1leOrw9vfs0h3+g1FQWfM4wTOM8tF+D0grP3P6R7/0MWrz2gvXUb1YTGAW0a20hcwb8xcoaJ3TCnvOZcjVRHv2xE3qNdiz86or1926CBcSAPPdvtmjFaFOM1ESooIoWVJZZoLmhfSQCbNJHmUj1ffkQgThVJlzl3FQr7qBq0XFz8vAtL5r8NUrPb1bjhpGyk+8wn845dST6nvDNW9drNfAwsMV/ik93lLZv3vjKE1uhvbwJcB0rqNl9IJeV9s6jJFwXAe6IIkzgm79kCgyonb7zJ7bff5fiNt/DLFTErU4xkhbZt5/KCWIxULd6s4sL7LRtebpzq7fLdaw5qDiX353WNK1yB2kruo1SkV9065wM+NGhojesiDu9bxgwyJZSJMSZjoBZWm3eO7BRfoLEcJ6ZpNLFgcUzDFqcNVjWbZziMovq93Wy5vLhg2/d0obHi1GTrpe2yyZXERBxGpu1gxIhhYhwGLs8vmIYBUhG2zSUqKVdyGEe2wwWbfmKYdrkla8Nh2psT2TggYvkh55wZw1pIPjs0O7TA5MyU4P1cbG/is7UwfTe/FIPjc/WfRIoyBVCo9baM1SLcmnRNcWYdhtYknoJzJkc1TeRo0agTKYzZHfIwb5gy33EDLbg20V++vX6je+6L4xs3UldXV/zkJz/hr/21v8Zv/MZv0DQN/+P/+D/yV/7KXwHgX/7Lf8lHH33Eb//2b3/t937Rv/3Zjy8SpP3S13wly8WGoPhkArTeNdw5WHJ5esFpv2X57h+S+4HlnTvG7ss9GlqQAMGh2YxD7UtTGN272pwdRW0HR4WArFZ09++yEsjLjrS+Ip6f008D5MgUDY/3mmmh0IF9UXoqLCSM+JGLblzW8l0cNF7wgtWeZGMhNd6iCtd1Rh5wO9bkfC6kmg6Dm2rllWl4arkWxSssZIdUCQGqpCIpFQsTy2pryiYySzMVyOvmHk15sNC3zQHds3C6H2sVKEpnHxixktUSsJjkVAI0eEaEEYhNwwahB7777rvc++4vcPTmO4xNx5gzU54QH+i6bo6WxnGcjU41Ui/knV4Cx+wM1973UDGJnyw7cooU45xhpqdqjTZLJCkC4hEXcKHFhbGI4jqcbxlLC/fERJqsSaCkXDx8h3pz7GNOpDgRx8HMosLUt3jtcAurv7JATudaqM1mw/nFhXXcXRp0F2MiTgOrlTUsVGDc9vSbjbVmH0emfuAiTvSNNxFkX+juBRoThO0wcLW5Yr2ZGIYdBKhirTgApgIHZsFkqYqjV7sQeO9mKNYcCCkEC9BQjDWgqarD6DXouFyWuclqPf2K5XjTjEYXhyiXyGuayEXZo1u0BO9pxFmucyxGSsAHN6ewU2V31APQvb+1zoWXjP3ppTfv2nPbXnHP+6OMn7mR+k//0/+Uv/SX/hLf+c53+Oyzz/ibf/Nv4r3nr/7Vv8rJyQl//a//df7G3/gbhed/zH/0H/1H/PZv//YXkia+bePrXCwr+FR8TIgT2nFiHHu2l8pn/59/wPKDD2lXK9r792lu3wbJiDOoK4vJMTk1LTfBKNJmj2zGq9Oy4WdiGtGDJavvvsUv3DkmDj1ps2FarxkuzomXl+jY4zZr2KzRzRWy3aLTROy3TNstY98zXK3JU4RpwqvgVVh4TxDoAJ8SLsWZio+UNhApk8YJ56KxwWbvceeJutrWvBRtWn1TKoyzZJX6lO+uykgtmLSP8iWfU+n/wddoqCx8TBWjZo/q8e2aR1q0Zuu1HmB5Dsw/9m5WgyZFGgopkJ9kQhfIXug1MWShz8LGexa373F89z7v/Mk/w9Fbb5EPDskUOrNYPUtomjnBn1KyCDSE2RhVWZwvMk7X7y806ZoPzFiou6tRmL9zkZovBDDLiUwlx6MpI6nS/oXkQoE7E1OJvDrXoGLt1q35JYTGzRdZColAp7G0cY9II4RpwcI5pmSdajVF4jRxebrh8vKCaRg5PDwiiOPJk2fESUEdQRY4J6QUOX32hM3mipwiQTwHyxXT1BeDFk0IuXQoRgXxjvX6gocPn7FZD0xRCY3gXEAllNIRhZQKG1LRWHb5mGYjFZpgGn1hP7rVAlp4mkbxTgwRyJEUq3oFM9GuklfrlCuzcHYIUUqbeWtcnbLSj9OsYrNsGivxUdBYjFTO9hpVk19yYrV713cffu4h0R9x/MyN1CeffMJf/at/lWfPnnH//n1+53d+h9/93d/l/v37APzn//l/jnOOv/JX/sq1Yt4/yvgmI6mf1+UTCk1VlTSNBM20qlw8fgrec/XxJxw1De3hIS4nkEpcKEcpRo+eoyit/r4WSixknOVvmkA4OqBbLiAl0jgQt1vGqyvS+godR9hcoZs1ur4kX12i48i4XtOv18h6zXR2jvYDcb01qZVoKs9eMyOZVm1SVcquKx5/ViWnbPCkKN4XiLDkq1yBP+z7eaxuqdTbkK1GRGvC22jSu6yMFq9TyiawVytWoMWd8IfMhnF+xt7GXqHR6//mB7HYpNRV7dWhiRhUiiihDaiDKWcmVSYRsg8c3LrN0etvcvDgNbpbt0k+zPI6Uqnu5Tzsi4nui8ruVDOuz/xZvXs+fmZYyZ5Qwse5ns6eIDpTY+b5WM9jrt58ud+gKI9rWiQLaMkpScYFsXYRdjBlo5UiE+Vwkswx0IzmiEaI44iKEMa+EBOcMTVjpN9u0az4JrBcLpGspH4ipxrJGk08jqPp7k2REDzira0HmowtWK+gzkCmQanjxPrSDJuozj3PKEoQFlibKN+s9FINTHFzamTmVHYNScv1qbVVGcghkaIHl5Csuxo7zD/w1AiqXpWdUorfTdJ5DlZmYBChmRuBFrJKbXlTSFwyF7kzX2NbAPrFcN+1sfeaL3roGx4/cyP19/7e3/vSxxeLBX/37/5d/u7f/bs/64/+Vg4R6LqAJticn9F2C+51C6bzS8Zx4oP/4f/Fd35n4HC5xLcNruvIzYIsiVg3HhFkns7V17eoYxLTHOy9w4UOt2xZNU0pThTQCHlC+x5ihDRCipAjevqcPAwMmw3bzZp+s+bq8VOGyzWnnz/i6uyc9fklV89P0aHH9wO3gnDkGw6bjuDEalViJMdEHPp5ITXBcPTGW72Vd84Mm7PFbV/FGGLm1CYmzQyK1WIBI8w9lRSlUYOYrM+VdZitatOGblikkffOVN2U5xrSPXjvJrBhQFg1TBY5yXymMylHxDmWRyv6IbMZemLbEH1A/CH3v/8D3vr1P8nB22/DYsVaQYL19nIxz52Wa4Gm977UEwWrOyvMtnnizMwI2DdQ8+9rR38dAS6T5IXJWCPOVDAinWVnHdk30GQOb91Fp4E0bAgu0zhltXBsU88WIeed8XYCwdvUEsAX0kvOyrhdI9NAzBN4b0ojTUOcJrbrNYvlkqPjY27fuk3sR84/e4yq0deXxydoIY8sliucExZLUx4JHjbrlpQSy+USLWSEvrfiVo9j7AfOnp3i8kTndVZHERdKp1s1BQdnNPe68atqYRUW5yvn0lfK2HxNgQO9c/gmzOcguYmJXNTWdRc51ctYZ5RC7bdmZQ5uJlkEgSgO9Y7grfR6Gaxh4nocIJrBDWDeXCyOlNfdxRZebpxeZqi+hv//TcZl327tvm/9sAhjShGyhfOiGVLkSDxDUq6ePOP8xz9BguNEMuH2HcJdqykxj2+mTbATo7VMSXK7FiK1VYDzQqyepeYiHFvhwaJAFlpwDeLvIDHSxAkXJ7ppZPn664ybDYu33uDi+SlXZ+c0j56QNlvk8oLlNBDixGZzSZpGxs12LlxsijaaFyEVVQY3JbxY7qttgjHiquwPlvBOCYYpMaTMkDOTb4jiSGKFvFUII7Fr7T0vmAonslPbs8iquq77kckexk4VX72xq1ePXHa5gvrjishcLqrUEjxRFQkNd157jZPXXufwwQMijqSY8coWXeQYUSBUxRIxlW9XoqiUrEaqaZoXIio7tBt5qjmalJfuHrtYau8c1O8iVSdScSGAU5SEVxPS6zyMmyuGvjfad4ah1EOp20F+putXIDAsaghFKDiJtV8hYWUWmlGfScnyWiF4lqsVq+UB3WJF61r8PUXxiHiWh4doTrRNIDSOaehJeWtFrGmi6VqCKm3XMWsFam8kGwWN2XpXeSE2npiLQozorDThXdi7xsybu9zI31SjNjMxAef9PB80WN5Sszf2q6a5vKJOr1zev4AHJRKWokRRsp5ixkq6ds6XNYKJ3o495DS7FCqlY3Cq+8T16c7N2/uT4muM6/Pomxn/ahopvfaLl/11fbzk6lT5HP3mLoCthcyUptlIoQmJkaNuQZOVq9Mzzn/yUzb9mvDgLiuE9s4Dgmbz8IgWRc1JnkI4lSo1o8VY2QRXKdCfKi7HuRWJJW/FYMTGQ+PxS1OXDeJoKrTVD6R+ZPX8lOWz56zOzvCfPCSu1+jpKe3FOW59ydmnA9tx5Gy9saJFJ5ysVrQh0PlAnkZLKE8DHiE4YSGOAGSvpdcOTFlICfopM8RIHyPTMhC9GHEC8EVOxiE7GZlyPl5GH2c/0ND9uwsMMicHCgx288UV4qMYqhKGScm/pJxAAi4EUoTQNNx9/XVOXnvA6u49tggxK7H0FiMlcozADuarTD7n3Az/WaJ8YZT9tJN82h9zO5eXftldnH3t29x4kzqLFHChKcILxtZ02bFYtqVs4IyYre/aEE3FHvFWFlBIM6I76MpRjRSF3VkihzjVWcs0JTPWwbNarTg6PCZ4qxNc+Q4ozQdDZ9Bh19ItGuI0cHn5lGnomeKIb1qcWB8ri8SLOU4F4kzFSAVHCo51n2bnQ7Odx+B2TRsrTGjDSg00m7akGSeDenNKptKPziQhiiRSds7mrAha8nZ+PwYp+VUpKhEVH1FxRfXFXuubQJOSSWcVpyiPI5KsvrCRCotjrWZqerhM7Rf2s28yDPoZjH81jdTPYnzRBf1ZjvL+vU6ICItFh0YllTYDC+e56x3PHj7k9Olj0nLBwXfe4f40cfjgAYvjE1KaQJPJqhTJnGqgEOZc0Ixx5UoayOSE6Yo5D90KNJFGb4SLrEx+R8qYPeLQwbKhud9x99Zdbk+Jd34wwjQiV2v6zz+jf/qExacfsT4/x3/2OdvLC8a+53wsembleEShbTqCWPQ0iuAyhDEX3TMtlNpIv5kY4kSfJtYJJu+ZQiAAjQoH5T2Cb5iSvT4o1tunUJz36xkrBb1GDdUTntmCahtJBfR2CIn9cyKoK+QM56yZXtkcppRwzYIuLNFNInQL3vjOdzk6uYX3njFloldycKZJVyjbWXWmne9Tyq/d9zJizl5kNXcTLg38VKF2lA3ek9RUIOqJcGKEAZuJzr5zIWxIiaBEPPiAaAvOMTGRfUdzcESKAzkOPHr2GNlc4YeExmw5yjFaPqqyLcWKZL2zlvNerCg8uVJYm8yQifN0iwUOiONAnLZ4F1h0K3Amury+WpMKFTvHgRwn+nFimibGlKzNjhM6OusILMKyXeBytM08YbVWCg3CQoIxGH1g0gRiubRZQLjap+rHqJBIkHdzI6uS4mRWTjMp+pJrtTbxgim5e4GUXaG220XaKXUVZzBXJRC9dn2laB7Gci1rxLsMhj602SjwKSuSMrHkwHyFFPccrhly3C2K/wOh0Tdn6b7lRup63qCO6xBGvXOXHP6qt5yvUwmlvs6p/zoV2tVbreye7DEGklNEk23iKjRxwk+Z7ecPURG6Bw9om4bFYoFIYVURTSZaPIk8R0W1b5Ob4awCBVUQbI4ULSmuzqNizLX5KPewMyeWIHdtwIcO1yl+qUhKyEFPECEsF0xdQ3d5gT885vL0Of16zfbsgjyO5KEnD4PlvpJ1aI0q+ELT9akok6uSYybHzJiUISl9UtZTJOZMzJmAMKkRMLJ4lo3lt5w6IqnI0vmy+G9c5BsLdtfQ0DxkawOxkxeyc3Ud4tt7x2vvb4xFh0guTLBmr6i5ihUX21+iJqFcf93Nuv06qNoM87r00R5Yd8NY7YxU+aA5Wb57z/3fqlLyIUptvmlNLvdqp/AmxeM9TbdEvEF325hxMROSzionKRXigtRzYgfkBDPsUqBozdR2F8F7U5/wxl2P02R6QF5IwXJ/GaWfRnKyhn5xGklxpJ8Gu0+EpAlNVgoRvNAEY8HlACmaETBJI4UMjTNlDedCWY+lpECqVdpftXvXuxjfmtPMM1wLWmr2kN11cQX3FJHZQM3C0dy4duX61f5wiO5yTuVzMxZNLUIAyfhkDVFjqfFCrejdlSlQj33fQO0t7xe301fa/L7ZUOxbbaSspbO7tvD2Hr123wuwhrz05vzcHejxzQ0pUY90lvzsc8IHU4hWjaC26O94z6FrePjj97n4/DHb03PCMLEIDc3du2gItiGHBvGwGSYAvBjDzovgfSi1Qzq3c3BF1sVagOSiit2UjVNJ1vLt2ompahEmxiCFECVWONWsWB4csPzOu9zOE4wTut5w9vQpV+fnfPz+B2zOzrh6+JD+7Ixxu2Vzfk4aBuK2R6JR12ujSS8gKUFSYnKM2TFkx/kwMaGk4HBJ8VnZAkvnkeWKo6aB0BBSQr2BgCF4fKgioQUCq+020HlzyUW8NmZrJpgKy82rlMVSdqOS+dpPgptBkEKxF/suhVY/9D3LGFHNeO+s6WGyx30QGm+GdFaSqA5GGfukil0nZmaDVaWhZkOl1djZZqmi5t3vOSVCVbNn77vna3ClRsufpGTzxoy+IGHB6lYgTT1jv+bskYcMMWUaNWM6zq06KJs95JwINDReSE6sW+00lShDaBYd4gOKZ5omhn6kkdaaQuvWumOrcL5Zo6iRJDZXjP2G7dUZbfCsuo5xO5JjZBomDlcHLI5aVosFgcjF2YCmiEYr/iUqB92BOV2+RXQgqjX0TAXao8yTWnQse2fRiyvbhc65wxSnGqgXIkUlB9XuyJYHm1JlIZbrKHvsP90TP1a7NqKCT1NxyhxRTRUjHKwYY2JMme3QM0XwMTFgJCOF/ZU8G8FaG1bn3LXxygZq//fPfsf8Vhup4k7Mt3V3b4lSZOcE1Y1lP6QVbt64fqFeBq28ylG9YjQ1++11MxFs46yaKJjgZsgK6riFMA0T06OnjB98xOVyxe2jQ9P4k0zMIxnoizx/kz2tC3gnhQmoM3W9+M7Xowuql19d/BsipWV/NtFTZo+ZVFThRNAgqDTo1IOUJHe7INx/jXD/dabLS8bHjzl/9Ij1+TnPPn/IsFnTX1yStz251GWlGJliRHVCNTFJYhJlFGXyztoZeEFcqeGJE1NO9OPAQhzZBxCjBm+3WxaLDpHG2E4V5ivSFrspYjJJZnRy8YCtPkYpm3Nd3sUYRLLR/LOSvcwit7l0j80Rxk3Ps88/p33zHbop4pe2+UmK1Pj2a9XXiQn86jxxSm1OMVZozZWUtSAWIeV5s9vFAqr789U2ZGsFYcbKxFSNeRe8twYoGqkCxkFM6qzpDtBpDf0SYo+WmiqXFZdLOYGIwXo5odlamHgRuraoTvhg6zZlVEqWURz9OJLilqE/LXlIQboOH8xsXq6vOD895dMPP+XwYMEbD25zuGhoFx3BN7SrA9rVis1mMmOeM9MYGfoRm0bWhde0FqWI2puxqIZGKwxXl4ruVvBNGHZeMTXKkr0QpTL3isNYlrw9pMztYPZzofMxWKiNxhHK8QYfUGeqLlbjVxodOikyajZHLKPILLek7Aga83vvH/yXjGtb6s9hfLuN1EwW2Btl/ene7XqTIg8zQ3rzYwX22LuvzqRv/kJU42DHkcTIDuY9FW9XlSYrxy4wTpGL52eMH3/G1WLJrT/2Q6Rt0CBM2QolBxWcegShEyMt1CLYLDO4t/vmOoMxu/OEUpfPPH/LTC6dO3baqrksXy9k71AfLNHuHOIbuuOWhQ8cvQ1stvD0GU8//YSL58+R1SGbi0uuzk6Jl1fEfmBzfmbFxn3PhCNLZAqZSYQJiL4I3jqLVkSstiaqMkwTMbRWN4Ij5UwcepOO8QYx1doRdXXzqHAYM+wk+zIVJSRRrfm8IlSqptieCtMKfNGFKrVdTGh0xL7n9NEjTi4vORlHK7JEcSnixM+1UddO9hfOFOZ5v9scLZeXxQzCrHZebRglsFLMSGv10mtYVa79HIEVanWRu0IE8aFE+ZDjaAFFVmNrquJCh4YF0nYw2vWvXTtStvwiTslZyDmRcyqdq00wVUIAFxgTKAmtHpsI/TDQbwZOT8+t0aD33H7tAY1r8DiuNhuen53x0w8ecufWIcsucNDdoW1bwmJFu1zRLpeIXM4khxgj4zBZZFIo47PRnm1RXSP1zuqg7F8VvbaCZ8MisjNSL1zWfaMmM6JouIaW2kJ71Emdl/YZipKmBN6IGSbQbM0/TRhYiM6B5JnZq9hGv1vHxVBVIzV/k68zfl4m6ltupOZylmqVqnxOXXh7cjpAqazX3dOBaye7Grx57yo3Xgon/myGYAlcAaLDvPJqSFUJORFSJqhjOcGokbjeEn/yPpdXa4Y/9n2aN1+jefN11uMVm6y0q3sE9XSpIY+JMSdyZ4W9yefZa3K68+SqysI1L3CvLUgtEvZ7xmluAJztXKesjDGboKbvcMGaOzpVYyxNEcHhTm5xa7niJCXe+PU/YXmqbc/2+XOG9RWPHz5kc3nB+uycq7Mzhu2Wi7MzhqFnGHrSxSnjNDBOG1oJBA+dN2HP3A+s+wEdJrQNZgyywYhD3+ND6YHVems37n3paFqgY2+k/kYVj8erJ6jJTjWx7lUGnymKulxOhJEs5ix7yuSk+NQwbXsefvght977mOPXXufw6IjG2YZiW6C/BsV80age+P7fu4lUZnMRV5wLUksOqHrppuemBeJVNKdrnrH3jrBakNLEMIzmlZd2FaFp8U5Y6xXjMLHdXDGNA8Nmzfvvf8CJn3h9tSRJS1KDvIouqmlBOivuzT6RU7QSJBxJs0XlwRADETMa/TDS9xMf/PQjLq82nJ1e0K6WtMsV3fERTZzoB+Hi8pLzi0sePVmTs/D6/S08EBbLJXfefJumtE3JYr2iombGmOnHVFpvhFLEa+SHmRUqVng+KwrtnXPdP+3zflMjk/0NXPZ+TEpsFz3XHcjYe0rGiZFXKgprOpdmrGtOctIEOZkzlEHVRJpDybF1pYuAFDg+YFYpYdBf7VE1f5dqd3d+6VfYoJ+fgYJvuZGCvYUqu7ly7X52F0D3n8fek2X2p3dRFpQ4uGqyffWF+aPoV4lWqX4zEUpB+ko0VYVBBWNMNRm6nOnXG+LzU7affU5uPO3d29b6A8FrwqvpltUOoGTZ1fYoM9SwCxbmM7BnoPcmcsEEimNnSd9q7IsWXxYhAlNZWLZfl2LIKszpgAa8bwoDz0RC5XCk7TqmvkeXS/rNhu3lFZuSuzo7PWXoN/TbDf7RZ2w3V1ydPcXHZK8nzRJAKWVGzQxkAkrQZDUpOeGT4IInSJh1CO24iqRS2VAsZWVMKZcLJb66n1rUwtE5mJ/3JS2QSzHiQUwNIG639Ofn9M+fcTj0RiNum0KZV2t98gqjxHGzSvzNOfeyGVhZi6YfJ3PyPqu1LK+5LGsRYjqBWnjiztv1SynOuaPziwsuL8559vQJl+dnbK4u+fz9D3n37gFvHN1FxZNUSNEKnb3bwaQWSRUVBzWaekzRDIk0BO9RPOqcKU/0Wy6vrthuBkAITUu3WNCEhqZpCMFxcnxMGice3H/OreMly2VXSB/MBByqDp/q3KJDwRQqcKQSpVSYTfYIEzI3D6Oc/f3rvfOTrzt5Nw2VGaUKHdaoDWRe97WFyj586KQaS9m9p7NebUhVUS/tbUqEXhUsshOactyhfIrqbs5UxZYaadc/9reCLx97CMA35MTDt9xIVeXieoLq//vnePdb5/934/oprn6Ncv30f1OjIkkWSdUiR71Ge00CPtuxuxxpsK65abNmmkae/uN/wuHlBa/dv8PB0THdYsk0jNYHp1RhgE3MXJhMpshgn+/2jJTuLSZ1e9g1u6AysouknDMKb43CMo4BvyfyWhageGuWKI2pSOdo7Kqs1t67SCR1Dx7QOeHwve/uVs52QxoGzp+fsd2u2Wyu+OgPfp+zJ4/46Ef/gs3pGf35RXm6gg/EGGGKbKZEEKXF6MDBO1wj+ODpckvQjM+heNMgFMKDCB4pXYPNy3V70SM5z/Ou9HwFSgM8BI+fp9bSBTuBfc/64Wc8+/GKO+99xxL8B4emoIHOG9WrjKp08IKB+gInKUbrFJtSnDviOi/EJOSUGMeRlJIZzibQtoGmDaCerg3EceRqu2G72TAOAz/+8U/45OOP+Bf/7J/x/vs/5eLsFNlc8Od+44/x67/wJpFAzI5ptFqeSrBRtWR+aEzsVZMVX/ej1TWF4FksV2QcU7SmfhfnZ5ydnuFc4N69B9x+7TUOb93i6NYJXddyuGh5484thn7DgzsHOJRV19GGwDSMjGdnqG9QF4hxJObIlBJJtBQmehTHkIsCvIJ62e0opUZqf1O5kYKa9w2Za+x2GI2U6Frn1+0M1M7BNnKNSSjm4lAWpXWhkC6KkXKO1vuiycns5EQs7+dybb4JUlCBgMGuU5m7tWC5vr4eR0mDkx27HNWXzcP5m+7Owzexa36rjVTSbOKc5Yrn6vyo7mmW7QyYzqKn5ddMyy2TqVB197cL0X3M+dXGK9PQy+dKgQByFoJYxBFl5+eoaIHq7Pi8BFqUlCMXH3zEmBLN3XscfP8HLF9b4LwiLuNdwgVrOZ8k4rGk9Gxkyqmo8itmkAwW3C/8S65ofe/WXzk3dg73FcZFGhqBxkmpfrfrI/U6CGRn/XhFFBeWcySSYzSYLE715OBXS9xywcHhAV2aOIwTq7vHbE6f8dqDOzz56GOeffIp4+MnyDCyWkYOFBaqtNOAxIk89HNnYd+YerV3fv6x/E1JMpfcg7pCPpBKVYa9h4sB32NjaRHHlaIaL3Z+26I8cJQz0/k5Tz/+hDcfPUJCoLtzx6Ce2gnsVaOpLzBSXzSC9+AdomYccpxIZTNrgqNpjPwgtc+KZqZhJMaRy/OR9dWap08ecfb8OefnZ/zT3/vHPH36hM8+/YQnj58wbHtOWkdST7s8YNu0ZBeI2fo+xUxp5leUQYpyeuOtfcvhwYq2bRBXC6GFEBpOTo7xriFNDucajm/d4+juXRaHR4Rg7eolRfJktVnLdgnZpIG0NJDMIgzTxGbqGWNkypntOBA1Ia2QsqlR9ONkTFXflBxhLbitq6IgGmVvkXIdriEvyN4llN1OX1i8+ca2rvOqqQtIEDWmYFXVt6aLrtSzFajah7I2raDdjI0ypUxUxU3RZLXYiVqNJYKuubKYlZx2xKlUjqxCmwpfveXdsErflFv/rTZSxhSq9Rdc79dSw/K8Z6Qqs0lqYL5njOYJpDP8BnUTV171ElTc+FUNlW3wpqPns0Fm1ShZYtuMVBIlOnDqcM4KVYNm+kePiQqL+++zuP2AcHQHXXUouRiqAseZlTbpFHV7hsWiqcROoqUmVG2dlUUghXgxp6nKAiunxSkESkFtUY6YbVrK9j0KgV2Lh+ocSBUFdY7c92QmK4gEYys1Lc47urahK9HwyZ1j4sU5tzwcNC1NVp71A7rdchgzJ95z6AS33ZDHkfEKTCg0GyPMizUWrLVA5VrlitEhZArmr7moYpd8QnEsaj2RwaCO2sxLSmxVYTWrf3IcBKFfrxkfP6Z//oz2+IguR5wLuBdm45cPVS1SPNdm0nWvVnZip96X1hLiGYeRmKaikCCEpinyS0YySSkxjSObzZp+u+Xi4oKL81M++/QTPv/sM549e8o/+af/lMuLCy4uzrg4v0Rj4vj+XSR0NIsVLrTgAwlTeM8qM+qRK7U/GRXdiyO0TZF/shYd4gzWO1gd0IYlmhucC6yObrE4OqFZrKwhZJxIk/WR0pjoQocmgTxR2ZcpZ+IUGTZmpGLO9OPIlCMEISchKgzZ1PlNa7DMXCtkYgeRlwld94cKA8ru7O9SAze1TnTOQV3DaSp+rpTcU4neSzTkHXsGykgebdgpzOQiYptU8d6Kd1HrKExheKJiUmPFwBrvOVtRt1YIuRxldfRfdVyPBb6R8a02UlMypQW0Shjt4vGXeZma8wsbwa7Rnc4Xfm5Zrl8/ktpRTl/hueWdXdHrb7KUrqPgfS76e6VlhTeqs8ECDs2OkISw7kmfPOTJ1f+KXyvp4+fc+u3fxh03sPCs88iUFHGWnm9mAA9QvzMyMz3f6l1EsKS3gPeGb+zUlK+fjX0SnKD4Co+VFTBNEyla0aVglfxd11gTxmBGS3MmOiG3gdwsqcWrqdQUZYcVDKeEDx53eMDd738fxLH0DfHsgvH8nK4fOeg6jpqANA2p72k0F3afzFGbOgzbFyHhjaVXpHyyKuozztsGXx2emRqolrtRQ1/KNdEyVxSiErS0HskG19zuOp6OA5fjwJMf/4hE4uDdt5HlEb5dWk+iV55lXzGvKomiZPU1J1Ky3E8qcE8IpkLhBMZ+yzhNPHn6lPV6zfPT5/z0pz/l4cOHfPTRhzx9+oQPP3ifaRxBlTt3b+N84Padu1xc9rgm8Of+nf8bf/yP/zJ3HrxBf/aUHCPDemNkCe+sVABFUyTFxOQU5wamaST1oH5tTSIJuNCxPLrFYnHE4eEh3i8YxsR6veX82TlxjHP7+KbxeG/n/2ixBG1BIylOaMo8+fxzYkyMY0JdYMqRh6dPueg3RAdTVibJ9EQa39G23qK+IgexExQuSwZ2ZQp7DL15ehS6ud7Awm5e17rd2PDlPdO8xpzU9hxSugOXiMqZ0Gx17FxjBiuLY1Kr72u8ME0RL4okI/1EF/BqzqQTYcoJpcii7dHUX90d//mNb7WRMn2wPYNUr3yNmF7y/JvjZUaqCJLM+ZpXjaS+jtrE/JrCjNjRuaHO7lRwfIOUTINPqAbFPLAFQpwS6eyK6dNHbPyS5XfeI0wTvgkkD1G0QHulTkpL5XuR/alGpmZG7DOoIBSa9wtG2UGp83dghg+dha9G0S7nVcrCaHywJHChLmXNkCxSBC1CuBTlDPMSixUgkg0eJEOKOM34xYJutWJ1eEjbteQQ8D7NTejsrRxd1xF8bUhnB1tzbuaF2o3qeWdVMsn0wF0hThQSn1MpwKjsPONiDOo5zSnipYB4hawQfGlhkjNXz5/SPr9F3lxBs0CahV0Ucbw4XjLv5MYfxZOvXrxN4wohgmSTXsqFABHjRN8PTFNk2/dcXF5xtb7i088+4+rqimfPn/HpJ5/y7Nkznj1/xmZ9ZdJMBc6MKeMV8GLtNLzn3v373Lpzh8XhEd3ygHFxZU0SnV0DESO3WJ0S5JSJ0eSHJhKusdnngpTSArsW1oeK3ZrOGVLClZYUisFW6mxu2Mbu8KExbUCUGK1gXUopxsXVmnU/MGkmokQxbcvgHYRA1iISW/gxO3SGHcRVqfzXPAspEewO9tvBZnIt2rhGMb95HdkFWNXpdVLEZeuLy0/Ng1Z42YlavZwTQzSc4RdBK6QNSUzuKThjBXrR0klgN51fyWG6dkK+ufHtNlIpWVEnvDxy2rtPX2K4XmZU9u+qm657hYtQHaemaV7l0OunUeMpY/lZ24mQwXuIZeIkD5OHqUCAjkij4NVzHFryJAyXPeOPPuD08TlycMTiF97lYNkyHXXELlBLghxFj0wFJ6nkUnabo2nmmSFqCsTntLZxLxwt2Tv6MlGlrEaH6dClFOf3DMHThoZ2uaQykcZxNF0+lCKDblJMZXcwppkvhkQZUNCEaGQ1bGhSwodAs1yyOipGqm0Ik31uLMKtAVgdrIrR3cE0SXJRk1BiNCtVYaik2SKOcu0lFm9UjdIenOX5TFWC0riuMBezEOOIdxmctzybyzQhsHRCQnjy8cdo2xCfPsW3K9xida2f0FdPG0GKAsV+1OSKkzWL09aoPhvlO00D49Cz2az55NPPOD095afvf8Cnn33Ko8ePef/DD7i6vOT09NTo5zlzcnLCweEB3/nud4vIbeT09JQpRgRjB7ZNy2uvv8nd197g4O59Dk5uE4eeZnlGIBMceKKxHuNQjA92zkUZ00Qnjq7tWBysEG8ageMwsO0nUnLkbBFF2zQ04gmKicSmkTROZI0kIqFxtMtA0xnDL+bExcUV6+1IcJ6U4fMnzzm7XLOOkYwnIUzBWR+wRUscBwTr1SRaEIZK6GTPMFW58boaxNy7fYJEfWjfz71JupgNWnWsKLkkkdKmw+G8s75zsFM2L9JSpUnb3vpVE232nraoq0zZ7WA89SbGXI7Rcne22cS9r3YTUH7JRLzx+5sxVt9qI6V5LyfFHq56wzi97PZ8X/k9v4fu/q7zal+U8eWjwCpU2aD6vjePTK7dtj0tg/g5sb8/m/cJCV7djolTbgiKRfuOVWjpJTJuz/nwf/n/snz8Dg/CwNH33+Pg3h1S15VJLXOEZOKYljMQ0zmaGX1KnjvhXj9rrpAlSvZlvl2/lREitEQXqMw5lDjpTj/MleaGlRo8pbkoNpc8mvPeKNCCERgocFtbGHNOiToyDGsYtrhxoIuxdDRVdBrACaFtZ1Vu1dKTqXYbVDPCFjVb9BYV1motKGIUDpaHtL5BaIkxMUzJCio1zawr5xRpAqIQ1eFxJSdjDoEqNN6zDJ6LqzXD81OuPvuMg+M7tEe3wcdZRUDnOWAbX61zqt62ZyeTZE+pnY61pB0z2763AueYGIcNw3bDk8cP+eTjj/n000/55//iX3B6dsaTJ08YxpFpigzjYAxA72lWS5tXi47gHP1mwzQOxGSN+yq0JUDwDW+/8y53XnsDOTwhHJ3Qbre0y1MaTQY75QHNEzEOZDWmoQtGXDluWtONHCZ0Mdk8dMGaRmYBbS0ntVgSxQSHdZqseFkz0jjAuhf74MB7kljDxklhFMfoPEkcaxWerEfWY2KrYvJaCL13aDD1/yk6RB0LHwhZ8Lpr5rgzNDqvQaiRbHEe5uhL501kpyqxew9B9uyL7nLBVONjP7luIWUi5FSEbSWZWLNgyECZ1lXSi5xx6mhU6IpCjFPwOBoBcYGRZIiKFVwZfX132NecUuu2urfnFcd13um+wkb9UU3Yt9tIlbO457PU7MHXf6+996h/7/++AXDdeNWOYjpP25ug9EtGbSmnRa6ovlPVe9AS/jt180aay3vvEvPW/qCVQJZMmracfviEPm9YvnGLo1srus6T3C00NGTvZ8OSM/MU01LdX5qgG7yIFDq8zkuRAgpKJV+oK/137PEqY1b/K9UZxVCVc1IKTqVQbymLKheoLeVsRAq1BnVzGFgMiQZjQuIyWSfiNEDpedXkjE/ZIK5kTLHqZWa0CLialNK8WeTdJqPOnIE+CVGE0XmWR7dwywOc68jbnnS1ps8bNCbLHzorI2jUID4VT8IRRXa1KFlxpdEj45rp8orLx49p376iiRMaWjsn3gy3yTG5ubOtlWiV8gqpaM9O5svmXyZOmWmKXF1d0vc9223P1dUZ6/Uln338MT/5yU94//33+f3f/30uLi64vLqkaVtCaIp0lMGiTWm22DYNAsRhYBh6Yoqlz9IuinPOcXx8i8XhMXQL/PKQZnVIuzjE54jP0YpOkxBd7YdlzlEjjmW7sPxytOhXvanmRRyxIA3eOZqmsTUgkDQWcdri7omzHKAXxJuDoChDNmZbdJ4xwyZmLobINipRHH1S0w8sDTdFhEmY5aASgtfiqik74YlCVaxr1qIeUJldwLJOi3NVDJBec0JlZ/B3914zUNXxpZwzyvqYnb1c94qdM6QlOlIMqkaFkGvZif3z4kzQAyWpI6Y8yyZVWzQfUz2geqDzXlB/mNfmngXe2zFePl6VbPGtNlI1/K1eSma3cOax//dL4L2dx3AzFq/QSf2Mfc91B7HY713spDCrGt+41HufuLspgJeI+P3w2ijfWt7XCnQhxPL5JYEqKqQcmYgk2YITWoXb2zXps5/w6P/+CeHDP2R877vc/rP/NuH2PeTOAxPrzMo0ZtR7pDF4JWOKFolIIpFdQqXqqAEqVnulDkewHw1orsKtxbv2UDNac/L+2uStua9yZgt+nl2ldRR6dVZ0qEYTrGA3sck9XkbaBrKu0fGSVZrQnDieIm4ckRjxKw8e+tSbJQlC6m0jlCHNMk+mfi1IaIgu06Nc6gJ/dEx39wE/+J1/iwdvvsXq4Iirzz7l7Mc/4YN//s9Zn57Trze0Dlon9Bhc65eBUZVRFSk1NwkjkERVDpuW8eKSf/A//H1+/eCEt49vM9wGv1iy6DrGcSpU7Ix3DctlxzCMc0+kaRrpt1u2WyM8bDdbYpyYppHz8wsuL6/4yU9+wueff8Znn37KBx/8lKurS87PLwjB0wRP07YcHR9x+87tmZY8OwoplaZ9Rtefo/lCpU7TaDmSUBhjOfPs7Ix76/sk9azuvkFoVsjoGdeXTFeXxOmSlAYyCY09KfW0OdMkz1IavBjUZO07lElAlg3etTB6NDumlGiCo207mmProDtNw7xqslojxSklppgYY+Lp1YbtFNng+fzJMz5/csrn2wghEFYLPn92ST9F6Ba040TjtkhMBIUTvyCIFdHPuVplJgW5VISQteQby17gFFNmcbncNusmOVO3CiuszdbvSZPtM96Va+GsBAKIaBHXzUSsZUve3901FftpHqyUjWVHQLQwa5FNUSMh0AbUe2II9ClyGQc0WcPIvu5fUv07QxfmPPQ+xFTXr7d5ILFS3vM1+1VH2vtbAS2yWV81vtVGikLNnBlqsrv/y16zP+YLXggX1x+Xa79qiHvtfW78vhmBfaGBmjdpCnHg5c+sXljxF4Eqb2Oen3pXXaoZAlo1wpQj02Zk++nHSIosvvuLtEnoDm6hyZmyt5T2Ed4zZYuhXOuthkaT4dS1grWGinPsr/PiUK7dtYstZwN1c+zumc8BXIO1tNyZax0cu1Nf6dRCJI0T/WYLU0KiIjGjkzURTNG8y4T1FjSmuLXvCM4VsoRpy00CgwhDE0hNYHl0i8MHb3D3u7/I4RtvEW7fJRwcsFQlI9ybIotnzzj7/CE6DvTjwDhOeFXaeWNnbuwXRXdyNE4YBLYxcrXdcrVe0969b4W23pN92Lk2mhm2PZvthnGc6Pue9XrN+fk5z54/Z311xaNHj+j7ns12y2a9oe97nj17ysXFBWdnZ1xeXrDdbpmmAZEGPzOYZTZQu+tiPxal2wWpxwG7InCpUT52fTabnr4fGKeEXxzQ4Ti8vWGDI/Yj47gmq8M1C4NysyPHLUmFGDPiAqENxGSND7cyIs0C17TW0TYJ02BGn2IocI7QWfSnWFuOPMEYJ6ZSvLqdEkNUJhWenl3y+Pk5k2a0Rg+uMExdsIgrm3JDA/TF+BhZxmZlZcgJ1htLFIKWnk0lGjc7lPEVExEphKKKW5SZXyd5gU1np25vD1LYQeKq19cbzOtxtlvXDJjUNzBNx/r+Wp9m8F5AaJzl4JqUrzna1yWh6v5Xf1vV77xX3QyklD3puuvuekUEXmV8q42U9966Z+4NC32/5EX7E0CLmCPVDlyPcvZH3n9pWdzzU254CF9HBf1GnPHyDy8Tqsq9Wk7ejiEEv8u1OXvO8SIQJ2XsB67e/wkXn39OePAmR0OkufNaabgWaE+W0DQQvLU2QDlYHJIjDNN0bYKZbqqWGK8elO7OzQxW7EeleW8C78OgL44KhVRvtRKYfKmrsktjHlrTtNbGg8ywHbk8vSD1ETck8pDIfSRNE5NLRA9TgN5a9bFsOlo8y6YhR9Ow61NiEscosF106OEB93/5j/HW93+ZH/zGb7EZJlKGvOzo3n6LxdtvsXrwgKsnT/jRP/knnD9+zPmTx4zDgOTMQTC4zHtPPw5GOCjRYPVIk3fkruOi73l2esa7v9ixWCxoGmNApmSFt+MwcLm+4Pz8nPVmw6NHj3j27BmfffYZP/3pT3ny5An/9Pd+j/PzC84vLgFbFyfHRyxXS1YHS9q2pWkCi0U7syttjmZiHG/MNbuuFSXV4qnnnI1Zp8WAFVgwOKvpuby85PJqzWY7cHxwwuLghFVuEPVcna/ZplNSEg5XBzg6go6ki8iQEts+sjhc0S0XXA0btmPiYpw4XJ2w6JaIePKQGTbTHFVPaaJpA4vVweycjVcbxjFxNSSyc0wZNn1izMqo8PHnT/nk88dEElY3Lkjb4PFE1zA5U68Ppa7rSk0Pz/qc7UhUvrSgdxSSQlYaNQkscCa4m3MxcCV9KhTGJ9drFMsuUA0/JVqtMHldaVXGiQIHVvtmF6m8Ntc1WRp8yo41bHowbl7PqlheUM3wts6RvNLVbsrzUrVImcq0Rahdr6t6QhUrvuam7za3a/vI/sP/Whip2l77hVEvBDe2+5fBfeWCzOSIvU1UanKdLzY8fxTa+f6oRIsvG3VCGqvI9LVzNEhsKm3HffCE0OCdY7lYom1H6joYI1scH/3hj7glAbn/Bqs7D2iWBzBuiXFkHLa4tsGFMNPdgTl35dQVDbSyuHR3UEomOzNTUgyHRT67OH6/sPSLztmrqieICn4yJQP6kfWjC558/JTmKtIMwpQCUQNRM4NaXqh3wjpnhqwm1ouwIBuk1TS0Rycsbx1z780HHL33Dt29OzTvvEdzdIt+tcQf3wIV1ts1eRpIw8Di3h1WJ8f84M4JTz/7jMeffsyTTz8jx8jBwZLForPW5WS8DyxXB7TLJaFrCSEgTYscHhLuvUlz6x6HR4fErDx5+pTLy0v67ZazszOeP3/ORx99xGefGRvvo48+ou97hmGg73tijHSLBfe7jnv375fGirbppZxI0YqSnRNWq9Wc7zLFiuvnff+qXFO10OuPTdM0r7vFsuXwaEVoW0K7ILQrrIW8It0Bq7v3eaDA0tP3l4z9mXnfCqvD2zQpEePE1aDkccNGhMHBNjnOPz9leryGtKRzLbfaQ24vDghdQ78+YxoyQxwZo9V/qWbWm5Gzy4ExJYuUNNB2C1bLFVcbeH42ggRSssaJfnFI8MHaYyZjniIGfU85GbpQWr2LgivirRXGq0YqihDYRXkeg+mdMP/2Yn3JhEJ+EfCuar1oUfzADFXNaavOBq321nDidhDf7oqZwSg3d4gPFvCUkMh5kzyrcKJDCV5YECyX5wSfDIbUrMYwzjVLjV1bKZnzWdOwOjD70Py1I9v9LmjJq+sD/qtqpPbGNWbeSzbHCve5YgB2fFDdeSzzy6+/fv/v/XbfX1doVr/wj727pR6efU4lGcRpsk6mrqpIlKZq3rzcTh0xZ548fYacPOLos89oFwc0bQtxNGVomXCttzrV+k9rbZXMKu1ub7OaSUpSJ3CNLve//4tf5qbBunn/y89dgaRKPZlLDpcE7RPj1cj6fMPRJAT1ZByRwCSZUYRJhME5thronTXuC84RnWfRLWnbBe3rr7O6f5c7773Dne+/x/L+XfK915kkMKi1Mhccw7AlqrVzbw+PaL3nzq0j8rIjLhqGtiHFiaPDAxaLjq7rcGLswqPjWywPD+iWS5P0aVvCwRGDXxK9MS+NgfeYJ0+ecHFxwaNHj3jy5Ak//elP+fzzzzk7O+PDDz80oVgRmqbBe89qtTKSQ9uaOKyqNQwcevohzfBSCMF6OemXnevdtciFSSZSEu3lsZTSfAxt27BcLY180bT40BaSjIkIh9URh3dhm7b4dcsUt2iydefaFZITKW9JOZI0EYNjSrAZE083Z5wPiZiWHLYHvH1HaJslITg2QzaV9TTRF9Zh2zX0/ch6O9GPo6kvhIZFt+Tg+DYpOYYhFyMaSTHjcbhSwD7jXEV6ManN7dotQFRnZ82V81P7TmmBgX2BBr0quUROKjW3Y8LDhS5kdU/ZmnKClNYxXN+DKtxf154a/GiRyy482SEW+6Zrt5+VwMpSBNXqlevvxZpuqnN0NVJVZdIqSLtzWq4Xj5VPnskgL4olvCxg0L37XmX8K2+keImRutbxdL6Iet2IaYE6bjzf3kZeaqD+qGM/d1jnT71v1tve85y8NyFUp8pUYJeuYPMCbDdrBMU5RxsakIYwbDn/6Y959vyMX/33/wPu/cL36EikpoW2Y7O5gKlh2ZwwpYmU0gzruKLU7oorVPmHmUQWiJLKkqliq1V9gfn87RvxLzp3N5/z4iZqn+HwSPakQRgHYRgdtw/u0C4UN0TysGEct6xbZQywaWFqV+TGJHCkaekOTnj7nfe4d/813vzVXyHcOsbdPaHXiSvNPHt+DmGBbw9x0xYBo9DTkNsVG98Qg+ewO+D26oCT77zHL6bJINjFwrYhzQzDYAZlsbQcjxPW2x4VwYUO1ywRafjwo4/46KOP+d3/5X/hH/7Df8iHH37IBx98iIiwWHTcvn2btm25devWCwYmZ6s7G8fr0J2ImKF0u7xTVURwrqgc6O5nfxanlNAYQYTgPCF4E0AugrT1OQ/u3eeN11/njTfe4NbtOzTtis36Cp1GVlMmHBzT3b3HG3dO6K/OyD+GcXPBtL0kSyKmiTzCwdGCw67lbBg4v7jgRz/5Mf/gH/8h//uPP+WTc+FkdcCvv/MGv/Nv/HG+95232F6cs7665MnTR2WuOt58+w2cN7r41XpNBl5/+x2O7rzBe9//Pnfu3mH1+UPGbZ5zbppBJyswFjECj3OWTUppl5O5EZiYISqol8+F9IEx74wQDwFrGtlgAsYeCJ758QZjOLbqKuGV/z95fx5sS3bX94KfNWTu4Uz33LluVakmlUYkNAACjG1swLagaXjm2cEzEY3DDnDYwR+2/rCDaPALaHfj8HN0EziIIBzhxu0GXrT92la/ttsYhJDASEiFpFLNUg23xjufc8+4987MNfQfv7Uyc++7z73nSiWgnlfVvuec3LlzZ65c+Ru+v9/v+2uJlLJVmjo1KyRBg3ScfEZ9hRTaEET6NztjJMWrQdm2RF+UjpLrGBcFJaC1wSqHijX4hppIjSQ4OCIxuKSoQvcdqawjz9WiRF5mst5a2nL0eEsrqeNQEM3nQWSb8tYJutU9FaUVF97rf+fXq5z6Y/F8+jdWXvNCKb9y4aZJ7cez9StYciREDTqyai17TcPutavcfOUixmrOb25Ii4roUWhC9NR1RSQKr10UyhQduzR40InPL6YHIKQ2E7JwpVh3nv/wbsYyRdXmtMgOhKCJQeEbaIKmwVKhicFT146pC8xQ+NEYNS5YOTHCbKxgxkNMUTIsB2yubHDq1FlW1zdgvIovBjQYXGGJGgaFwgeD94omFbbiXYJoSlzQ4GDP17SZX8pKW2+EKiRGqJWwrEddtCnOvgClDHowpGkC0+khn//8Y7z40kt84Qtf4MqVK0wmEwaDMsUdLd57nHNyn/PaiPNKpk862xb0tkacxN/yasrr+Cgl1W5rkyu6fkb5HJRSDIZDxuMxg8EQawuJWBqbYiEBjDQzNIMVyhjZOHWO6WDArChQzRSaGsrAzEM1dVRRU3vNtIpMZg3TacXAjiA6rm1v89qV61hbgqu4efMmFy++QdNI2uvl7X3W19c4feYkq6trjFdXuf+Rd3Lq/HlWTp1jZWOD0XjM9uEEkFbuMabkliAC3NjEhB9jsvhzjIg2ZC2fUagobCK5lUdOL5cnQXU1k4pUlCsZbrlQtjNEFSbVFrZCPnTwmNJi/mWGE92TO5mLdE5OLRFwMWvWHhQihSeiaQWBUXgTCUHjjcGZVIcVY9eCPkqMKqTrUhk56T3v+bzzeeVtC+DkscdbWkllIk9gXpOkccuNg+TzqjY42LPjuwc8fTZm6dh+9FYFpRYXTO/n1zIWb+ZihmZMcFOGXIwxGGsx1iYWcY/3Pj1kwqYQjGFzY5XmcML0xhbXnnocN9njng+8X4wivMA5EarpIbYcUBQluvHyIEbT0tCQFrVWpOw/JE2dmBQdKZMozgnM2/3eF4CLo6+oQOqzfFREr6hrqIKhVgX7waNdwB1OqfA0GlbXNxieXGfjgXs4ceEsq6c2Wd04wXAwYn20SuKTYOIlkN5MGuypdfRoxEY5ZnpYsbd1yGR/gmscVsNwMGAwGuBTFtpsJl6W1sKsYYzCVE4KK5N1q61i6EXRK63BSC+kcmWF/RtbXLuxxX/4+Md5/vnnefbZZzl79izr6+vcf//9LXRX1zVN07Qec14LWTl57ztIhv5azZCNsEXI8let8mrvx8LchxBaJdfGudL3lqk4GmA8GrG6tsZoOMIUhdBXlSXKFMJolY3uckxhCs7c+yAHe9vs765Q79wgzmbgFPv7+0wPD7HjMbPGMK0Mzkv27oNn1nEucGNnh4uvX2FWR9ZHA65cucGXnnqJ6czhXKCw8OCDF/jwh9/Hhfsf4f4HHuB93/adlKtrmNGIjVNnWF3fwF2+QUQUUh2lm0IMkvhgrRY+ZACjEQbNZKxmRR7ld2JXGaSD9EzzsfOyXBL8TqlU7xYTtVHEQkuYrJTErYzqMlxbsZKMxWwwQ9I16Yujyolf8m9qvdkSxeZeYlJorJKDlr4Xye4zqc4sKCkfkT50gegNFUhGbFoinqSovG/DIYuiNzG9tb/3z31hz6VbF8dbWkkdZyzzmjhi2+0+fxwP6qh4y51G/sQitLD0XHqCSGtNWRTyIFQVzjmCD4wGw7b4sXKOJkRqV7M5KHjnhXPsH+yz+8rLbH/5i6zcQCInRQABAABJREFUcy8r995PHI9pjOXmrEIbix1oQacT7BBjl+oPaXOLQeelGpOVSZs2fsu1LkB/WQAedwSlsOUA7wNbs5q9CNPBkHMnNzm5ssrD5+8hntyAE2vYzSG6NNixZYanIeKMYYrBu8TlpzShGOKNwRvDdBrw9RTlK2IdiJPAMBYEZaiqiqqpaCYNKysjjC1YGZXMqinT2ZThyBK1pcgEuYDKLb4xhKhRQYpEnddMJg2f/czn+dIXv8TlK5dRSvHoo4+2tUpXr16lLEtWV1eFbNd7dnd3JavVdo9uX1nluTSpRYhCSTlBCCnhQdZxhozbuVe9CEfPW8o/nXfpmJrV1VVpv17X2EKyGH0qxm1cwJoCY7XAYcGDd2mdaPRwnZHS2OGQmS1pDg+YOcXYjBiuOvYmE6pmwt5OzeQwUs0M0xqch8Martw8oPIaGwMHBwc4bVndXAEUV7dv4gdrnLzwEG//pg/wwIMPMlg7gbYFBEU5GFOOVlKRujCaqNS6xiCKxSqNC1Xq0Cvn3HlEKQ83kmJFsX0mcvavSnCfUwL/KcDqgCbB5hn6i7FlkFHI7wVKziMRyqqY6wlBajF1rxxDzq/zjdNtjN25ZMSQNPeSm5vK9WNOcJKsChVDOjeN0RZbSE+12nusa5iFQOE9swRtOhLDRf4eurT1ThqwIB964y5AqLe0kmotwHmH59bRaRoRuP3PLzvm4seXwIpHxVLu6vzTv8sw2yN2br8vW7jWCrQSnJdXjJSpgVxhCwn+KmnpPiwK7HBEVVXUkwO2L15EacPq6dOYlVWUMVKUGMWa8slzygmm3bz1Tif2Ti4zINxqmM+de9+TWrb96ClI86w0XmsaY7Bra6ydO8v65jk2Nza555FH0Gc2USfW8UNAR6LxMD0k1BU+RHxQNE7aiSulUbokak1UGufA+QCNxziFDQqLJSpht4hetLCO0t3XFqV4VcZjbIkxBdqUyXoUQRhbb0UEhfeR4Gv264oXX7jI008/w/7ePjEGVlbGTCYTatdQ11VLxpsn3jmXlIien+M5aK67NzmTL0OBEnuZh/FuF2PViYTU9TyrzE/ZNA1ade1OWkGV5lXWQmJCkCODKbGDMdooqGuMtvhDYQyJTQPTmhA0zkV8o/Be2EV8UHg0k6pBHQhMWNc10RaYRPlVRQVFycr6JidOn2PzzFl0MWjPzRQFpihRbW1hWlUJjmv5HUMS/arjQJ9DN5KXguojNYlBJSM0StZr9mpaPj5EsZnklVkiTUIkBCzI1GXJYNWkOGxMhblRnrO5JyLdK+Y9K7VwfrJMUhFx/8oSrK90bPkelTHS/iMV+SsvfbqkA7AcMvegivTyTvK6A5YqortQTnm85ZVUnJOYvfegh7/mv/t+dHuQWz4+F5juWZjLxpuRQNEPIi5zn6HzorTWlGXJeDRiMBikFhgNk4NDghdhhI0EH6hjDcmlV82M0sCKHVKsnmA/BP7r/+//y4Mf+BAfGg5ZqWqK9Q1Ob57GoamndbIWFWASwaycYbYo899d/Cl5WzHzSdxeeS8mSCxCfrd8Lp3OblMRFGw8/DY+8rYHGH30+7HlWARN3UAzIzY127u7NDoShpZoS+LqiFJZTFQUXlKOCRHnEbzfKcrCUCrNoLBYDQVR+hXpyIm1kfDNFRZdSMquLi2ba5uYUrjjQhTevJC8SqF3CjSuQUUNHq5fvcrVa1d4/Mkv8zuf/ARPPf0kjROFVJaiAJRSrK+tYowlBiev6BkNS4qiZDQa9hRP8mgX4L+6EY68hNCijW7XdtM07fdkb9Zam3oX6RZOzsdzTerRZCKDwaD1pHL8cjgaSVv3ogCEN88h6dK6KIleEYInBI8xA0xZsrKyBk3N2uZp9i5f5uDqNYweUNgh4+EaRhdED1aLYhmvF1RR00xraBqU0hRrJ2iQJI6pUqjhiM0zZxlubKLHq3KPE45mypIiwZOT2ZRZJS3plVJYo9DKgYfoa0EOiqIV+iKQVaram/deNEAiFdDGts9rfrmehMkEzDpKcXd+rkqko0GO9aBM8u6k75oOEaNFgYbEPB3Tsx3J9FuKDOO1caqk7bQxxBDxTtjwial7b6JwxkdU0GhrhWPSFAwKi4uRcVMwdQ1TV1PMamofOAzi/XkkziYw4NHI1S0Psjzhd9wT/reipI56/5YtCZJaOMbivu0xF4LJt4P7vl6o73bbVG9rFhpN0xCjNInzzuGdawVNm1jhPUUpacrDUrj9mulhThhnRSumW9d5/otf5O2DEeu2pFj1wiAEOGWSddQzydLiz3x+ilyQiNTa5gKIqOZmepm3eeekl/k5zYLBlAOIAe9qvNYEq6iDQ/mICo2UExSGqIYoDXY8oPLiDWQ4ElLrAy2wRubuIypiSrk3SjMoNTElpWATBYwxhJSpl2Oc0tZVQ1At0WcIyUBAU6jU2E9DPa3YurbFk196gq3rW8QQWFtdadnhM6w2Ho8JQTIEswdlrSWmrMG5pIclnpGaX7xoo1tDpp9kkT0ko+VatdZC4eScJIJ4j/cBrYLQZYXQKimiQIKrKysMylKgI5UZ2GnvuQjMzHISUsJOA9pgBkOG6ydEVtaBw4OKlaJkpDVljLi6Ec5JnZN2kM8ZjSlLqmpG4z0roxHr6xucPHMWba0wWago825KTFFSDEpG4xG1q3ETR0xtYbRSEAMhuBYRiNEkb7V7ArMPkxMGFCKgs/JaXNPd8pVfsiBXUdZGoUSZKxRW5+Uka1KDpKXnz/S+XVqFdKCaRrpEz59t9uZyDBli7isQY4pDp5YjUdgOjTaiFJVCKemzJnJQYtN1aknvQmJQycZImgfXm6N5OdYZsr1Fectey8ZbWkndcfSvX1yRubeWCcC5RIklhzxKsC4qqKNgwyVHlO9cQo2klm5AYk+pCt43jix5y1IKRZ1zuKahqirWzCqFldYFU1dzeLhH4x0Yy+nxgN0b13ji6nVOP/AQ49UN1EaDsYDRqSOwSt2CVauYctZTPrnsSakWIE8KqnVGb1Xgd+N19vcM5BTvwGwiD1aInjiZoFzABLBlIZ7NaFWSGcZD6Yo7neFCwEQR1iUWq4QdIiahEIIQ4UYC2hrKouwC1YWV+JJWiUYq5Ec+wSXJsoyIxRoiYDBKU2jbwmTVrOLalWt84XOPMXMTCmPYPHmSuq64ceNGa2ysrq4ym83Y39+naSS9PSct1HU9B5vmDM+2PKFNdpAJzN1dY5K02VMC2s+GpKByLVQu2s1Kzad0aOdcqsOSTFBrLevr64yGQ2HeNl2xakTan6jEXGqLUhaKClAn8VyUjE6eZLiyhpk4ZvszVsuSsVGMCLjpjFCW6MEgKSkFxkhX4cGQejph1jjWV1c5deokZy9cQJuCunFYKwaEtgNsKbVrK6tjDqeHON+IEWESPIkneE+MTjxr78lxqTySqun93T23WpEYRXIdU9qj7cPSUyLJwWtQCe6LWEWbgWdBQL70mCnEK4140I62MVzvmNkEzwSxMa9bldLtUyF3zBRX+b8I0YtCN0FYNqwSFgphy0i9uqKlsRqDoA8uysvQxan6Hibp+zMX4NzGTuAue+TnxpuupB588EFeeeWVW7b/vb/39/jlX/5lvvu7v5tPf/rTc+/9nb/zd/iVX/mVu/4uwZG7q+8vmMXReUe9+VELyiR7Vcky1b2HdhGG6icw9I+fLV5gKeY/9zMdN3gnVd2LSCSt7mp/z4u/4xyUf5TqBE9IdESFLWialAlYBzCK4cCglUf5QDGrOTkYc2J1gytffJyDy9d57/dvUKxtYMYFhdES5NdSIxMUEoSPgegkJVvFQJGEoNU2ZbV15zw39wt/K6Xm0uiXzZm0X5ftViuCUUyUlyyyQQE+EG3E6JW2C6kX5A6ntRRQ+oaKiDManduX1w2Nb9C+42KLShO0xJAaAhVT9hUMR0JXNLRjlDFoq4nKikErZifRpMB0UOAMqpDvci5ICxKl21qcU2dPc+LUCWk1YaVqZnJ4QIiR0WjU1jXt7u4QQqAoLNaaNHciYIzJglO1yRCyTkNLFBtT7CKGKKzhM9eu3cWsPZ1Y55uUOapT7V1eYsaY1vsaDodYaxmNRhRFmQqJBwyLQmIZCKxX116YwkPXCRggek+I0m5DRY/RBiUVvjSHE5qDA+LhlFVlOTVeYVoaGgMTPLOmwUUYDkY45TmspuwfHhCC51u/7Tt45ze9hzMXzrGysUY5KPC+IUYHzSHnz51m5/4LvPTyi9jSUJZFeuYEMNMq3Vt0Kt0oZU1kgyzbXbGtXmyNMZWfz744aX/2RHfvsQ1K4Y2mUakwv24wQWiKpkh91YoxDI1lqJMsQtytXO8WY49AKXYEBDm2lGm4QhRmmsIa0BI7M5lRBoUttFQg2kJa+sQoHZ2B0nuROxoYljQxsLJCkgmKUBhmwbN1MGW/CkyaiC0FJnUx4hIhhR0IgbTvtck5znjTldRjjz3WWlwATz31FN/3fd/HX/trf63d9hM/8RP8/M//fPv3eDz+mr6rL/zF9Z4vZusjn/N2R37j1llahKPaBziEW97vf2aZ4uofp5/VtphVdTujonWS4/x1EHNYNl11Vnix+36VreAoi1QpjVUFOnp0AJuCocYYDm7cIESNP9jHlkPUaLVtYR1TDUfQioCRnkV5flslIx5VRBb+UetvmbJfjOv1M/7ae6BEESgtuVCRKBZwmhwVLcoinX6JKf07prYOcv7pJNuuwT4pLO3T1ShNNKQ4hEsC3+FMwFLgaoUpLAYL1kIi+ZXgtsxDIOBT518xI5Ojq4TOihDZ3d/l4PCAEANKSTaX8xmu7eqgctxoWcH64vwspqXPr9Nl2+bXd98QywHzHJsiX8rCsbvvRGrzYsQqiT3F5H1JhqNqUVFCOkZOTsiy2zn8rGKyt89s/wDqhqHWrJUDfFqDRiMeWUyl5CHS+AYXHMZoLtx/L2fOn2W0MqYYFGhr8NERCYTQMBoPWV1bYzAcCOpQmF48L6QkEIXVoqRiEvIqKQPhqSMZtwo69dV6Mreu9/5dmJv9VHyr2rYiPgS0D5ggz3ZAUyCMEFbJ36KbBGpWQbfnlCVB9pqjyoawfG9ucKjTtuy0SUdfKWI2LUwrkiVzcra8k1oY0S0aq0VJRa0JpaXwnmndUDlH5VJXa1KftiTg1PKJuON405XUmTNn5v7+p//0n/LII4/w5//8n2+3jcdjzp8/f+xjVlVFVXWU/Ht7e1/3eR4HDe0rnf7DeVR22uJ+yzyo5RDj13ctt7sYqVkIwrMVAr5pCEFgn2EIUFdwsEf0E7yLNC9dxEaFXT8h1C4xCv2MtXhdYIuC1ByIHJYpo3gj0UcRIsdH8pafc095zcUMgzw2BhEPkcQGr4I0rIuSyeiRYuN+t1tbiNLWKkotiAoo48FJJl/OfPNRapwaGhpfU7kZvtpJStFQFAVFOWC0uootCsrhkJyRNRgMiSFyONmn0BZrLOPRUARO41BAPZvxq7/6r3jhhedxocbaxKf29U3Zmz7yvIdEKts/wVy3JfyBUyaTQ25cu4JSkZOnz4CvwEtsyqSaMCJy/1wtXXSjp7RWUtRnM6bb2xxevspXnnySm1evofYPOVWUcGKT2c41aVszGqIKQ+UjVV1Jm5LplKIwbG6e4Fs/8q28693vYmV9DWONCGwMwQs8ORyPOHFyk7c9cD8+OPb2dnDBt/Cp1lAYhcHig6L2ohClkFauXbLXOm697E/dOvrqq53VFvmIyBpuINEsyR7CTJGVlDCs6xiT55PqmqxBRZMSMORpiDF0CU2qM/yCkP23sbZIRhRTVmM+ppK0d4NvyXCV0QQiBkOh5TkvUHgV8RrJiNUaby2VMbjVSOOn1C5Q16GF+XRaPqFp0nOMPJBWgV8gOF4yvqExqbqu+bVf+zU+9rGPzQn0X//1X+fXfu3XOH/+PD/4gz/Iz/7sz97Wm/qFX/gFfu7nfu7Y36uYt2CU6v5uvSs1D6V17/Xgw6VWaf+480oqwyj5s7eLX/WFb7Zq+ue0eD3Z+mnhgv6xY+/NjBnmt1NGo8iIKEkWKaWoiCkoPquIrsYZy86lN2DjBOW9FaocAEqUlFISvCZZ3cYK2zNCtKlCJKRMKgVt9Xy+3sV5Omr0ldOcQm9xbCmEVKTgcgTTwi9CnimXHzumABTKpgcPBBZUQQSfCQkSlEQTH8Vy9ETQGlsUBNcQQ8BH6YgaPKjGYvHJY5IiXVGCkqFntcEqzeHBHhrFoBywdXObrWvXuHbtMru7NwnBkVMrjmM09ddDhnTo/Vzcp7/v3Y4OPkwGQ5z3vIqiYDwec2LjBJubm4xGQ6xReD+DFIS3SkuVUfBEF8S7cg0YgQ+j8jR1zfYbr7P10svsvPo6saoZKcvmaIwKkUFRcCNM2ImOm6FhdWWFFVuyu3cIE8/hoeOhhx7h4Ycf4u1vf5izZ8+gNEyrKTF4YXnwDudqbFEwXhlz+vQZrl273hqIMURc41pm9xA0ZKoiso4Wj0WnDW1oYQG1WvSWaAH6BdstIV4+QJM8DqKUfwQ6CiQXoQkRoyK1Clgl6eEqKa7M1ylMMNnszUZyipGSFG1OdU/PhYmZ9DYrKYHUxfiMyZeDoGNLNi1Fv9I9OyupkFrbb4xGHEwdk5mTrNKF+WlBplZXH884+4YqqY9//OPs7OzwN//m32y3/Y2/8Td44IEHuHDhAk888QT/6B/9I77yla/w7//9vz/yOD/90z/Nxz72sfbvvb097r///qX7ZgW17OHsb+vDZ3nxhIUP9KG7RYW0DLpb6i3dJqGiza5SmQ+vW0BHjTl5FHu/KNLD0NfOAAkSQKUAuE/JS4J5OxfwzYzYBFyI3HztNYqz51ibTTErKxAVzjUErSEWZPoUjG1p/i1ADC3ujVZzhkJ/7o5S3n3vs++x3jKnQaw5S86UUi3hpnQ4Nu18tAS5SqAJMgOCjygdCNoRfSBowHtCE3GukRiSjiijKGyJryPROWLj8Epq0ZSrcPgEq+i2XqiwlmFZphYWsH19FwUMNk9x7eolXnzheW5sXWX/YEeUVErxT3fqWKO/bjM0s6j8j4Kf7nzweRSgVVJ0sGBWUisrK5w8dZJTp0+xsjLGWo1zgniIwI9CjeQaQi0QoPMOq20b45pWFa++/DKXnnuOGy+9zNuKFVZtwXBllVFRsrYy5nK9S6gm3GwOWV05Sbm6hgseHxqUCrzzXY/y4Q9/mHe+81FWVlZQKjKdTnBNzXg4xLmGup7JOa+ucvbsOV555dXcIkvOq2nknJUhx5nER0kGD53H1E8Kku292qSF+zR/F9TcHMcoEF93BNWS1DYJp2vSM6aToooaIYON+ZtV6xXl7D9FV2SsEkGuI8uH0Bpu4jkJ1GeVxDYz64VRUsIckQxE4QIVQ68t4E2twZ3WFFrDoGDvsOLQVlS1yKJ+eU0rTlXHf9gcY0l+Q5XUv/pX/4qPfvSjXLhwod32kz/5k+3v73vf+7jnnnv4nu/5Hl588UUeeeSRpccZDAZtEPePayzCe/3Afh7LUtL78YNFT+wo5ZUFSt+jm/fujhjLEIW5iyB5YN1/OrWNJ4I1CmLA+8BIaZrouX7pdUbnz3Hm0uvolTEMR6i6AWUIpiEO5FENPqJD8gFze3cfWqH5ZsBXGW5t4y7JnTTZQ4qmnQdPTgHuspta50t1nphKOkFZRSwMwUtCiXKOYCOmDkmJh6TUIqNRCZRtWrmkcXt8FZg1ThSUMtiAcNWZGdYYCmM4fWIDawyrK2NeeuGrfOK//Bd2d7YIrhZoSXee8nHHUd7okVmUX8PNyMpIG0PbJj3d26qqWi7BqqqYTadceuMSZ8+d4uy506ATm0U0BBdaJnVlLYNRicQQPdvXr3H1jdf54uOPc/j6G9TXbvDA6fso0ZRitKO14kRZMqNhiCL6itkU9nZvcubMWf7S930f/7sf+AHe9e53UQ4K6qZiMnWS3LG6QmlLprMJjWtYXV1DKU11z4yVlVWqqkm1eV2prUJ4ISF5jXTzl4mVszHYxmXznLXqbCnQtzDBXUQrJFxaxVTWRYcEzCBx5UlLeKdFmRQk4Z3OMfvjOgGJQJccgSi6zihOnhQdhZM1UpNVmBQ/JBKjVHgZMh+hKKxOQUnsKycpmbLk5MqQxjU0tUvNJkloAzRofJSO1Tq7kccY3zAl9corr/CJT3zith4SwEc+8hEAXnjhhSOV1HHGbQVjz7NS3aalx5h7r3Xzl0N+R9VLtR9f8ARuB3W1Cu+Ic1o2YnYZ+xZadqFj55Xliqakpnpb8iKNlEboew6mh0z3dpne3MJUM7AFOtVcSZqOl4CyT/OCapWU0n0Gy4U6nYX5OM64xQslwQ4pkUJH2hTdli9MJWLPpMz6AEhbhZ+i+BERpj6YlGZr0NFjfBRBleATq6VGR6HxIeCVp6lTplzq14SCUNUE4wnWEFO92nAwIIbAjetXuXr5EpcvvcFscoj3nrIs2qSCO97suXnhlrldstddK7/578iF8p1nlYPquQTCOYd3nqZx7O/vs76xKsooGy1pIcYYUXkOjaGpZ1TVhK0bN7h58ybOewaDIeMTJ8SSDwGrEpxkDCNrGFOwXoyJwxJvDIrAaDjgnnvOce7cGc6cPgW9c8veQvYCrS0YDsfEqFhdXacoBlLHphVaGYy2GF2glZ17Xo4cijl2ifa+tD5RnJM3MhPdZ2V+YtensN1X1qZP3+9iajKZYlIKRZOIbVG542/2xfNx6ZIVcjwrKVVUymbN3oyiTZDSSQG2yzF20baYn6dk8IWMIPW8oqgVI2tZGZQMU4y4K6bW6KhoIl2R+G1g//74himpX/3VX+Xs2bP8wA/8wG33e/zxxwG455577vo7sgfS/7t3z7/mIVY6bZ8YYM6iX+YZwa1KaxmDQn9bm+qevbTeaw6WXDCGj4zp9JWg6inlCLk8UCnQxpNRdUkd16yvjam1YXtywNa1S+ivPsMjb3uAgbaULoJyQI2fVCite2SlCBSoFFha/H756R2D+mhJ/KpVbjGTaxp5sOgeGp2UU39N2PRbRIy22LuHKMCKQAo6glcECxQSpzMNBN/gnac0BqMMhSnk4dKeKsh7vvHpOwO+OgBtGIxXUCaAkbYPV65c5j98/N/z+Je+xI2rV9i+sUVZFpzcPE8TBPJZ0onndrOUb3cSkB0AqJJ0UnkRxyAQZ6dvjjWyp5RrpXSqS9KqY6NwzlE3NbPZlOvXr7F+Yo3uywKubuQGKS2ksylb8Oq1G7zxxqt89StPEZqKd7/33VwYjDitLS//9u8Tdg8YK8N4ZFljwMbBgFiUDE9doC5KpgF2dvYZDSxNNWE2PWA2O2DzxCbeauGcm82YhUD0kcGgZGN1g1E5Fi+wgZXxOkRDYYaifIeGoiwpioKmbsiNiElrDETxyFTnNdm/G/3JbVXkbe9qW1aYhJZOcaXcrj4CFQlRQEpLXFQYp2mUolDyDRbQOoGTMUGsycCIQfjWbTpeICmj9CwZreRldNtpWZZUTP5T7NaZgpRiKUoKeUbrqHDpMxvDAWjNbDJjWisOq4ZYFKAtDk0TAqZxzBrhGT3O+IYoqRACv/qrv8qP//iPzxFhvvjii/zGb/wG3//938+pU6d44okn+Af/4B/w5/7cn+P973//XX9PXyDdzjM66v2jjjm/v6iMRY8o/57/7qeZL4tNLSq4vE2+obOmFxMn2u1LFNWiUow9E7vzBmOyuDoPJARFJEile8aiB4WwDcxqppN9bly9zNt2dxmOVimLUerQC7FxRJXatiV3xaVai2gVuQnPMi+qf82L87M4FrMkc/BeUmETvU8qdszN5AKqR9/UWYQSlA4Cq5Csy17Q1ihN1IaiENw9eI3VkegNQRvJIIxKvKZkpRbKYLTCKwipk6l3jqg8FQpnDErB5z/3h7z6yit8/nOf58rVy0yrKRsn1tBGU7uajhPxa3R55uZ0wWhKs9C3iI9xMDlS7Oqp+h6FUtJsMa/nzRObnD59hgsXLnBiYwMVI75x0jImgFYFxoj14mvHwf4eB/v7HE5nGGsZlpbNM2dZH4xY0YbxcES1N6GeHmBKaZvi64raOQ72HbsuMIvw0ANv48K99/HoIw8zGg5oqop6OkNp01IzhcTcb4sSUwywQeFdpCgGaF1ANFLXphRGlygsBEMMvvXA+rclP16xdZ96dy7ZCbmdhmwSb7zdq13v/WcgETkrOjhRi6GXCIvkOc0QGVD5hGYoKLJ323qPSLA2wWnC0xfQNnt42ZOSRAlRTKqnrDLiIsdRycNS+ZJ1orxVipwtmC4TEyKl1oyLgpXBAJVPxRZgLLOAEP1GcE5K4d0xluQ3REl94hOf4NVXX+Vv/a2/Nbe9LEs+8YlP8Iu/+IscHh5y//338yM/8iP8zM/8zDfiNO442mUWj1BirQWVhNuCgO1DeHO1T72xTDgv/p0D/PPfuXxE5gVst33ZnunsEwxhBNDCa8HBFalAz2hsaQnGok1gNjtgcv0qzd4erJ+k3Bi3YGHdeFABjHTyhVTnoUjEncl6713EokK9tc5mAdY74u/8gKVE2652I5JqTbrQcXfd6QHPj3DvWHmGtFJYo0FZqQszAWUU0QuruU8QUvS+zXKySUFmCNA5T0zCeeY8Wit88Hzqk7/LCy+9wNPPPA1KvJr1E+tAZFZVkqmlDbnm7VhDLfHiW6/xVkUFtxo/R44FlKBb152V1Ge12DhxgtOnT3PhwgU2NtYAuvnCitVuLdFJF+mD3V0mhxOquhaIb1hy4swZVoohw6gZDUdErZlMpxAHRKvxdU0dK/Y45NrhhFlU/Jnveg8PPPgwjzz0IKOyoKlm1LMZRTmkGA7Ej4mJOzCR/hoDxkSsLTG6AAzBA0qhKFDREIOmZYjoW45z2F2WHD3Fk63Idp9b/atlGG1sj6ESYhLTVEs2oScZVQSJN8XYU1KKgRZ0xBrJE9XZXQoR5eVZhIi2cg8FPREoWCej1SSYr32lOJcyyXlK9YhtFmnS1DHm5DJ5HrUPlMYQCsO4LCFGXIxgC3mOvFTae6+otcPPYUZHj2+IkvpLf+kvLbWS77///lvYJv6kR15/t74hD75eIkhvVy9ljEkC+lbFBvOJFdnSJYTb3qsW7kvnFGMKZC4K8x78MO8JSmv1rKRksyfSSLGrClSxoYnCgFBVE/ZmFbtb1xiub7B64izWlAzskEmQNtkUA+n2aaCKQVKvrSJ4JQ3kjr6cu4b9um2ptkTQOSAV7dIRc+aS7txFWJFSbRM9EdGLTEjBgGyvKgRuUcrKolCGoDwNSuiNQqRxUowbvUiPGMDXDa5pcLVDGVGYk8mEJ596gmeeeYovPP5Fdvf3iIWhGA4xpeXA10I75BoGekCB6cUU7jzazK2shHsGf+6NnD2+r9U/y63pcyF7UzctzNeH+2LqabZx4gSj8RCMoSgHab2WKGVAGfysJjQelGHz1GlWT55gONBCemwUg8kUfTDh5KnTjGYN3LgpTfhiZH08ZGdWc/PmDW7sVsyipak9rm6ophOuVRXlYMjaezZxIVDv71PYAqMNtizIjOzORbyPaAqsHTEcruJmtfSA0uJlKRWEbUJFYWpPlEXdIgTVFxpzDpJs70TvrZ5T7zC0uYDatn+p9F0hrUkfSb2rJMMPJCMuw3W5Z1XM0kQpdAwQlbBPpbPRbX1L9z1GJ/SuhfsM2hpJxFA5GUMgQYHZVXsuogcFWtTCaU1pBeVQRjM0imA1zluiLfDaMJlNWo6kQVGgtWEym95xLb7lufvi3O+xFeati5RGVxM1D67kPdoAfPeJ/P+t3xlvTaZoM2dy0BjmvKz897wHlZfQwrfcVrIkq2sBguw+eOuDodrv6lz57EkEUvDWu1S4J8kArmnwsxmhquW8jTAkm8ZJPZA1eC01FCF172xhgH4kmVs90P7cLJvbZb/3rynbbrQKKinOtF2nbToL6Sgej87t0pGgbT9Xq52nBGXGFFk2Jkg7FCVZkcElCEWaZqFS/x0KhS0sznv2p4fc2NripZdf5ubeLrOqImpFNPJyQZgwsLrNkMrC7ThDVoBa3DA3S4sr4biOVHvIDPel+5kz+6C7nyEEfCqGbd+PQPJbBXWKEIWgNsSIKSxDbRlYxXhosTpS+ho9rWSfpABVpCXDNVpjTKpbCsJWYY1hUJasjMZEJYkRIYiSiVFJ3FIb2YYkH4gjojDGUhQlg3KIr4TCSRglVIL0ctlG76b0nKe5+V74XWVvKP+dfrnVf+8Ll/4dy6kXupVnIc1oUJLh56FLA0+GWccZSPIM54/cX1v575zm1GbPqsxA0Z236u9DJqONxChJVASpf4vkRIxUYJ/O2aRaKpR0zo5e1oc1BmUM/LegpKDzHFoFlX/G3g5kt/nWz+WNXvUeZpUEe1YwORAZY/u5kLZBT/hmd1nptOB7yqJdDF16q4pCz3Mnz0JxG69vyb75+vJ555Znsj20LxE0ET+Z4rWhCGCrBn1Yw94hHE4la68oYFBiY5Qi11FJHSNNDETXiOIIPavyGzLkIfZRHltUrsNIIep0M2OfITrK+1KsKKzuPpHDtth9mjOlpemdUqSqfXmjyEXNjcc1jqZq8FUtCsuWbaxvtDJmNptxdfs617a3ePG1V9ifCOu8LQpi6h4cEwQ2MAO0BzW38N6c0RpEiwL1jh+UH03d0MQaNRq28QtrbZv4I2wTM+qqZjabMZtOU7uLUmJ0ERrn8T4R9kaxy0fr6wIT64hVDq0itlA4Y6l94MblK1RXr+Kahjo6ajwoKYbeXNtgv4pYH9lcXeH8mTO88x3vFGGnFNNZA4WiHK5QjlbQ2nC4f4A1UJSpFk0bBoMxqytrnDixSV01hLoG1ZUzGKOFuSS1ulkyuXNy4DbT2I75Sqt8M3oGbf49P+hpb59lTMo2lUQJJez/WhNTIgO6s8tV0jYqWQ0KSSPvn1tfUYlykVYgViVVl2D7AKgg52VQxJBYaKIU7AbnpcNAEeU7tUHpgpCQBoNpmeabuqEJEbRlMB6DMXAM9qC3tJJydY3HoqwRHjet8CHQeCnSVMDA2NZjMUkptBZKhEYLi7XXiXpegVcCGpmYGgD2lFVuYJcJYXOKehaILuSU0S6TTKfCzpDeSyZ7t0yVRpnYnhv0HcEsaOcXmVG625ZjVNmAa4WSUACJl588DyU16IpIgZBKFhGil0p7Ey2FtayMRxxeusL2YJWN938IVU2IymMHA4LR1NG1GT66CWitGBSGJnohkOxb9guKWk5t/vFe9LCOrjFLFE8ocmsMmdRUm5PJVvMJpEJfn2Y15s9rhVI6FQLnec1eqgIdZW60xfncaNBitKUsh1RmQnC+R4gdGW2sUUXPa5deZ/9gT+ZGG4jSkNIYjUk0PfhIcA6tbOvl5utcljW66I0vepz9ecr1ZSG1nGjTx3uHValrrzhKsijb+6TA2BRfTOtctwJK7rVkjoWWQb2wJRpDdLFlw7dBjDVjFI2RnmQhFfjqzMYdA0p5wuSA5uZNDnd3aSYTysKCUoSoOTxwqLLg4fsfZuNMQ60MJzdPs7q2yXDthDyLMeCjwxQlg8FQBGnTSIsRLZ60QjJZV8YjVsYjRqMhxbDARUftqk6420J6e+kS5xopZo+ptUkEbXRLyKsUhBgESkZL3CXNYVY82bvvw/FkDyiSmotGtOrYanIbeKM0Pngp+k0HaGKEusETGY6G2MJiBwNBQ3wgKI9SAWwA54kxUOpBur9auCYVgohoqdUzKso9CdKny6Q4rVLCRpEfEhc9PoqM9UghfDCWYC2NUkwax6TyVD5SJ6b04ANeKWFv8Z46BFxTEdzxytff2krKNQQLhkT0aRXOBZrURl0DQ2PFSoiSkpwhiQCJ/qZLBfU60mhokjVhAxRBJUVFpwxI6yV1LQ2xwwFa5ZVkZ7ZmUErgptxptVVyKj30Yq2o2C8XpFVQiyiD6gs22o1p8Xd/QmzPQbKIctPqiEVjpDJPAsZoBliGxrBiDLPrW+wNV4h1BYUiGo9eGxAtNNGlYlqN9lI0WKDbXkoRegJwXlEtqx/rv9f//VaFJX1zlFIQdNsiXfnkxdIxe2cwNRsknfqPyRHrUv9bIZ/OG9XFIzslZdpXDNLHS8VsVQfK8RAOFJevXOLg8ACU1OHEoAjOo4oCgyZ6RYzJm7MmdbblFq+8va1HwMXL5mhuW4phaFS+Ge0C6ubo1u8AIIXmYvY2lRJSWKXE64jdvZM5sShliI6UiQY6dta+t4aoESPJJxb9IE+hUo4wneL2dpnu7+NnFYPBQDowR8W0adCjFe4/fx8nlcHZgrW1DUbjVYrxGqGuCd5TRouxBbYoqWup4cr2Y4aflDaUpWU0GjAclhSlpXIK19RSy6OFCV8biWf54Aipu3FMz7coKdXOAalNi06QcPcsqm7+uweyu3dJnkQvcJnKyh+ZdwVEZaQVTYikaLe0iXHiyTTDAUEpacJJIEZP0Km1hhIoXsUgDCg5S0933pbW+blJeEQIoKSmzeY+Y8koCkGUp4+BJkrZRNDgC4M3hkYpprXnoPHUPtCESEOCbZXE6w1AkDiu53jjLa2krBWsOhJwwUEweIIwCsQMj+WkhNweGrILrJAgZFYAQaXGXXkxZTaA0BXdBUlpaaG/OX8/C14S40H2bCLkRoOhl9aZCRiN6p1EHq33073VX+Oqt2Fu7S/BH8TzkKy8mKh8INdKSHq6Dprc8G+oNUNtuHk4JW5vc/jVZxi8/SGK0/dThUqyt3SJd57gYaUciSXZdMW2qHiLQJW5kBO8Hav87Uc7u92shOQpoLsAbxborUPVTVi8JVsL2oyldNToQSlhKS9T4edsNmsVwGAwwBQFk4N9jJE28rt7N7l0+XWefOZJXr/0OpPJpEfQGhNRm8dGSFUqWDGxWu/+6x3L4qVZSPdvR852nJuC3l86GX4uzCcJzx0/e2lJmOlUI6XaCjVJVonKEE1MWaUS95TiVI/xDpop9e4e062bxLpBhYCyhmlTsdPMqGNgdTTiwbc9xMs3brI1mXLj2jabZ/YBgw/gfSQkiN3XTfJ4LYWR2i6Jq8lMGwO2MAyGJYJERXyiLA4qYDB476gODoX8VUv2a4ZPc1LJdDpFyN8jzrm0jHpefFqn3dwvGBjJ/MymlMrp6jFTtCnhzESA+tykUFjJNQHNzHsK76ljoNASF1V48WZDxKhSwhwmdxbI1jMCESbotV33Som31EhPOq01ZSHtO1CKoA1eKZwGHwNORRprqdHsNY79OnLQBBpl8Ubq4pwP+BConaNJ6f39uNmdxltaSWW+NAcpmC03W2tpuaCSUkkRjHQT5JecMTcXHM0ZMDFzYkH2Y2LKwOsLnRaiyqjbwvnJgkup6vlIcx5EOlSWpVmwLJFWy27pcW7znFfWnqSifWai/JUJLkEeEAvo4InVjL1rV1i/cIZSKykUDBBV6lvkI8YOxEPoNdFrS96ZJ4td9nMZhAUs3Tb//vyVtsqgd639OZpTA2kC5o6/AEXGZCnnfk3AXFfb7EXo1Nvp+vVrXL58iWvXr3NwcIBLqejteaQ+T0ZlqE3dcg+XZY4uq4lbNu4Y11w4xqIXJduOKzqWHFNB2wJW9X6qPAdpl+RpmRBRPuCrmmYykRYdIdC2sI+B2jdEpTBlwcrGBuXhDNOIh5TLAtKJSKJERIRrKX2TJNs2e4l5osBoLYwfqrNXeniI/OtDalki95mIQG8LDSPLsqSua7m3qT6uGx2usewWxt6/fc8/xu6c5KVa+ZUj60EpGh+ovZf2GFquC2PaPllYLXFvZVrjtJ2P9N357ywnc3ggqmTAtriNxmuxtRwKh6KJkSbALAYO64qJi1SOtjWOUQrvXYJjRVm5IKUYxyvlfasrKVOgtYXgCNHjgpd0SmtAC+eYa3xypIT+JJX2pNqa2CqrTJdvgkyKUoIjqyCud3Rdj5w+8Wx+oJYJnDkhTbKc+nAW6cHpG71veuaB6v2UhTb/lbI9KlKxoNhohoCJnnp6yKvPPsP9F86yFt8liRMqMo0NwUWCBzuWxTybRlmYkoYlAGPohG5fWS0j710GZS3GsOa8pIV9ISRkKmPddydwF0fOYlpW19U0DcYYRisrArvUNY9/6Us8/fRTvPTSRerZDO8cZVnI+tDJ4m4abDmQDCh963X0r3VxDt7s8WYeu+VHNNJ3TMXEpKI0UeeVJ8rJBih8xHig9tS7hxxc2+bm5auQMvesNfgYqJoaZQ2D8ZgT58+xWjccaI02Q6w2+NkUlGTs6WJEVVVMpxOhOCqF6ouIkArn9RCixF1HI3LbeNUaE0BCX1QU76UobMuWUVVV29h0dXWVwWDAaDRie3ubyWQiyuy4cwZzcGRr14UO6Ym9V1ZgXokyigRmTYMmsG8NZjSgsBZ0AcEQnNTzKRSVUELMqad8ErldR3Kq5D4ZmwrWNY2x8kwpRRU8tQpMY5C4U4TaBybOcXV3KuUBGIrRCGMthTXEuiLUSHmAC8xckJjZMZfeW1pJueAJMWfz6xT0Mwn0EWfaBd9aWa5nNcSsqFT2eJB8/z4komiDGRmX9m6+u6l0uUxV2ckdhyTgetaToCPzSipktzdjxXG5kjrKyzjO6Kwmg1TDLwZwFVEnBaJBhQBagtkqQKhmHG5tMblyleq1N7D3XkAVFl07rC5QxvZaemuUkXmIUfrXKNXj6gqdwF8U/H2PYVn92e2ud1k85jhzdVTyRm8LMQaa1G9KOtCW7bVApCgKtre2eP3113j88S/x/PPPU9c1KGn1XhSpoFVrQi9dG+aptu5m3K0hs5h4cdQ+t/v7zl+CpNmrVJoeFSqoVHQqLTtUVBCQFi8holwkVI765h6HN7bZu36D1QjWWow1mBQX1KnYfLwy4tzZM+jBiJdfuczOzZtcvXKFE6dOMVpZaQlpjTFCIeQdxpZ51uYgt0FZsLa2hklxoGzCpV2JUZjRjZFsxtlkwmg85r3vfW/LuHHx4kWqqmJnZwetNSsrK60CO/7zuSCrj7q3MRKVbiG5PK+zpoLgGRjDoLDC8JMt7xApjcYoA6lztKA2ooFj6+h2Ssoo2jqpmOjHai/QXgiRSdNQB89hXVF5ge8qpZm6wM5BRaMMXltG1mApKKy0oA9K5jREySZepHq73XiLK6mQuq7SBrBb9C7m+yStu6NK1dspHpFhtgTdiqJJn8s/WjguBaFjKmTsCwmFSp1ZVWv59EeG/OaOhcRutJK6h1xX0KJ9S4TsskV/bEGSID3JTJR6h7xA23PMeLgSj0TcTYguUu3vU21tM7t6jdVz59CFQIHalMImkALAkmEZ5RUS/VJuYd7zpObmb0F4LvOeFt+fu7Ql8OGikFiWDXfLFM1tm39f4AphTMnxl9yEM4bAzs5NXn75ZV544QVeffU1nHOUSWDkglhrNU3Ta6JJxGd28N61HXVuiwr8zRhf15paGK3w1DrhB1LXA3TZgcREnyPWuwqB2Djc/iHV3j7T3V3WKNuuwLk2R2sldVGDkhMnThBtyXNffZm9/T22t7ZY3dgQiB8kCcCY5MWH3sklJZRJg23Byngs8arY87Iy5JYyGUNCQeqmYc1aHnroIVZWVtBac/36dZxzHB4eMhqNKIriFvlw2/mXb5KZad2qJQ5GTybleQ4JRq291CpN6oZV5xnG2D7CMYhQs1oTtaUrQsmES+k8YlZOUpQrhbyi1FQE7wPOS0LapK6pveOgqWm8E6hRKWYucFg1eB0IJmBcSdQKFWzq0Uav8IVEY3a88ZZWUtPgKZ1jMBiIBZVSbkMjNyFGT3COWBREk2JX9JVBL+srSkW3NNEDlGpbj7deVPIEWqEBJG6gVniF3iLtYiCpuBRJkUeJMAgh1yjI9x2buuYuR1agKiZFlZa7T1+oomTpCC+4eD8aKAgMomYcLfuvv8qLjynefc95hqfPsjIYEcsS7EA6mAJ2ILAfRKL0/E7zHOdiOe15HQHd3fF6joDI+oK8H+s6SsEd89uwtmivIScKrK6tM5kc8tk//EM+//nP8dnPfIYXX3yBw8NDxuMRhbVYYyQbTEsjxPaIqcliXdft8Y4z3kx47s2EEFuUSpEy+JLHnmG//ExFMIlVSwUFtSMeTKnfuIbb2iUeVpQnxhSlxfmaupoym05gIJBc9I5zZ06zcVrxH//zJ6l94JVLb3D63gusa8Xh9BCUZjga4honz2J+BlWGgSMEz3g04vSp0xhtUpv7tG4jwnNpLIO1ss3wHAwGbG5u8q53vYuVlRWKouDUqVNcuXKFJ554gitXrrC3t3f3axnaFusqY390P+bmN30g82+ConGRigC6oqyGRGMpoid6h68rBoXCmEhVN23mbUiNbWKiL0sobXrmU+uPKKhKjEGIlL3Hec/MeVwIzKKniREXAzXglSaWJQGFB3YOD1GTCcoafEqcmNUhsXtI0htAVd9ZVb2llVS0lgYotEYbjdJGqp+DZOq01lMKUgeSwOx5EDF26yFjwjpK/ULUMS2cvHc3+tljR8JJpC9QkOt15tytZE3kmNWiG3ZcuOs4ow9lqBZ7lw0xYY2SABfa77MI0/JAg58ccnD1KtXWNsVwjBmtJpgvtlmKZI8qx+AWPKfjKKhFuO9OXmX/+Is1VovHvLMHlbeliaKLN8Yonk9WKE1ds7+3z3PPfYUXX3iR1157jclkgve+5bYjiqcVVZcW3ydsvZ3SXAZ5fr3jzfScFke7pNMayEhETljqBDGp0Bqi8/iqpt47gNpRaoPW4n1XdUM1m9FMZ6hyCCHQVDOGZcGoHDFeXSEC165eZW9vnxMnxbPNiN4cpBrFAIypXCHGHJPKnlRGFXKJSkqKSUanTx6ZMYayLBmNRoxGI4bDIUVR8Oqrr3LlylVms4pRKn6+q0mj86BEXPSVVVyY1+QNpe/IuZd1EE6/qXPUISkp52hwaA+TqaBOfk5J5TWWEqXSTxMTJVKighfmDzHSmiDZhRUKF8FFTRUDUSMKP4q3VDsnV+R98kZj65UqLVRL8ZjT9JZWUozHzJqKgTEYa1EuEGNDaOou1byXnZIFckuRD3O+tY4Sl+qgQogqBc/TvkrrlrnCJIbs240srHP8tlt78iVS5JviOGRZf/TdO6qm6Mj9yZ6Uai9YWMBjUia5OFaUt44eFQNKRQakGh6t2N7dZefggP2XXsYoy9qF+wUU9C5xnen0+Qgxtvhz9qD6XlRfQS3GSxbhvjsJ1mWxqP7nj+ulLJ07RY+/LraWcgiBnZ0dXn31FX77t3+bF194gZdfvsjKyqhjZQiBJnrJEItGLPScbXYMeK//+zcqcaK7zjdPUWWLP6fUm4QQqPRstWiBUvi6oZlMOLh2A900rA6HaKNw0bF/sM/B3h6TvX3M+gDlHYe7u6w9YBlubnLvAw9w7foNvvLsszz0yNtZ39hg8/QZIkoKapPR5JyTMgukMSXpORiUA05sbEg2XIgdHIlqeR2VQdqR1DVFUbTraTAYsL6+zj333MP6+jrPP/88zz77FQ4ODlsldWyvPVvJUYqcWyWZhUE7VIL5JGyR57lJpSwWOPCOUNco5yAIiqRdBTTc3KtxCXbz+LnWMIqkpMhKCmxM/atiT4YoDdoQlMZrRaPEk5o5h0IzMAYfJIFt5nzX6VwOIHVRSjwpY3K84c7VUm9pJTW8cI7J1WvUhQUlDdWi8wQfsSYpEB2xymBR7aRF1cu2o53DW8HgludHCumU0mjTode5NiRb27cbYYlAkgUJMWohlEzmZ34Y8s+jgt7HES6ZAV36SSXhSFIYyvfcKoFKc+NARaRQGq0jUUXKxlHUDduvvEywBWvvfDeqHAjDMRYieDTEIPBhiHMKKscH5upq0mvxmpZ5Ecs8qmVxqGWeVCZJXRx3SpxYBhU2TYNzji9+8Us899xzPPfsc+zu7qCUvJchwZiUsrCVSH8mn7joVCrozgprmad51Ll+3R71EZ9/MxSVOOStVCMkg0gYfRIqETrOROcaqmrG/u4uygeGwyG1q6mqKVtb12lmFaXSDE1J4QIH17eob+4wGK3xrre/Hd8E/uixx3nm6ecIUfHt33USbSwhBmyuj4oCVwSfKhWTh1uWJWurq1J7lGoX83ukR6L/7Hnv2dnZ4Y/+6I/Y3NxkY2OD7/zO7+Tg4KDN6GvZJu56zubn7xYxRNeKRpOICFIfMmyqSSukVin6gHLC5JGZhmOMzLTFhdh5U8mIzN9bIJ5UibSQD0oLRVKCa7OsU0WRXORE1hxCOrcodGEEQvQoa7FaY63t5G1VC3MHie7pmOMtraSKkydxOzs0qV21SWmSIYCy0sRLxYhJ9DfiQYBYUylY2TkYKSjZLZqYFFQWgJoM78n7OsE4utcobHHMW8Xz7wmTed8bkO3LamOWJRjczVAxpZ/HDICGVmmFNvc1JVS0ak0ESkmkDAHbeA6v36BYP0GcTBGKFQOJ1DOTtmq61O3sQS16UX0ldZTncFSW3lFK+yjP5DhjWeJEPtf+ffHe0zQNL730El/5yle4evVqagCp2qC5tVbiIUHIaUPUaR56MU06IXg3lvc3Oi71tWYadh5AThLqCpT7rOzdF0EIwoU4m0wZhkBpLbPZhFk1Y29vjxACA2MZ2YIiwGxnj2b/AKYzLpw7z+tvXGF//5A3Xr/EaLzCh7/tWygGsrqzUI0h4ybpfNPLGMNwmKG52BqMqDj3nPYNlel0ysWLF9na2mJjY4NHHnmEg4MDfKrVUndAVRaHfKfqvjuvs5hrG9Xc3n1P1ceIC9I1Gq1QRYFTSLJEqunUJFJkoFEar8Ah7TMkPhXbb4nQMloUqLYTdUp+lMxCraXkJ6ErMSginqClXU3jfIvMFKXFWoFHAwkqdI4YhMtRtbDmncdbWkmpdzzK5PIlqXvwkZHSqKjRUVOYIUNjkOTKSPQ5wwi0jm1mSX+aQlpjOt1Aj1CAxJg9gAWYSrddiu44lgmhlHyThNbRZZR3Sh++/cjOuk40QLoLGBCktiUramJLziqvBk3ERMeqijRKsX/pEtoUNK+/hrn3PtR4TGwqgjaSfh4ipEDpItTXn7sMo2UBvczTOfKKliixvqf2ZmXACTtIp2iHwyE3btzg0qVL/MEf/AFPP/00dVNTFJZBWTCbzXDOSwp6UkY5IxDmPUtFR9j6JzHeVAgxdglH0XelF14lppWYDbCey6DFo3e+YXJ4iCkMZWHYn03Z2dvj0uVrXLjnHKdPn6JcWSMGxf5rlzi4cIXReINzD7+Ltx9WfPjDH+L1S69z6cobvO8D7+OeC/dx/sL9rUGgtHj30XceHkSMtQyGQzn9EBKjQna8ItF7ZrMZRVEwGAxomoaqqnj66acZj8eMx2P29/cJIbC1tUUIjtOnT6TpuFsDUqYmn14nUzq8J6sTybuNqYg2YMsSYy12OMC7msY5UDr1SDM4H/EBaqPxSjyYJoaUbefb2yGFvNJNICop2bHaEqMQBRMQJhCc0MFZiwvQREUTDU2MzLxDG6nhWhuPKMuS4WhI3dQ0TcNkNm3lrhTBG+B/4yzodVmy8eADVFeuMzs4xChFoQ3WDqSYT0ntlLgsCk2QdNjE1SgWX0ywcIImErQXWq9CrAm1oKCAIxXUnACQLzkiCSDBcRlyO2Jt30368S37JLivf+w2RpV36P9Uicolp6rHQGgatBMeQ9s0+MNDtl57jfW1dcanTqX+NfLw5EQTBbfMV99zuN25384jWkwx73tm/b8X9186N0eOLnW+nyaulGI6nXL16lWuXbvGzZs3sSmLTydmgvYrVKJqSq8uHTqbA7TQ7uJr7kyWzNXiHPT3XQZhHsfIOe4aWzyGTklLRFCJwy42TpKTUodcmYP5gvaY2nx472h8Q6MjjY7sHx4wqyvWVlfYWFvjxOoaUVsaF2gOpjT7E+qDKau24MTJk7z73e/i5u5Ntm7e5LXXXqMoh5w9d6EzgBIhWYTkVcmzUBQF45WxtIzIz4JSCYpNHmDPuMoj99GqqorLly8TY2Q6nRJjoCwLvL+1+Ls/xwKlz8uNVppE2hhV9rb7yQ15lxCFQ1FnQW80QUnz0ZRo2669oEWxOZLRHYJ4UuS8R4Vq1ZVkZrZ1WHTx+xwPyckOPniaEGhCYpIgth4zMVM3xXaN524LmU9yUSbdbrylldTEaN72bd/Gi//1s+wfTlFoVmzJeFhgbIGOURqZaYU2mVFMilajErZzeWh6MaMQcX1Bk9jVgTlfRyXlA/PCr7WM8wLtQ1kL568iUkSndQclwi0PxSIklr/nuNBf9tTmHo3Yf7V+FFFlhaMxStLv6+khOlohn/Uev7/HS1/+Mg+dPMnKffdRRE9Q0rhNK/E+SPNgrZ1LmujHoZYpkEXo73ZKpq888jEXIbQ+5Hi7catiy8W2se0npbVmd3eX559/ntdff52trW1Obm60QlhrQ4xdmrrundfcOSSvIiuuZV7kohJejI8tg1D7407JF8sSVG6n4Prf099PGNCLFHMSAzDMahwRVg1K2xQbTjHPxLPpXY1rahrXMHMNpQroqLi6dQMVAvfdd4F7T5/h5PoG+/WMSe2ZVIfU2/vMtvdQSnPu/Hm++7v/HC9dfJEbWzd46umn0abg7Y++k+FghDEWH11KDJKOwZJEFRkNh5zcPCmerklJSwkdMVrkQd00c16+Uqr1jL33vP766+08FEVBWQ6Swrr9fGfZkNvotHKlV/SePyPnjzRgzKwlQZ4vW5RoW4DRKR2cJLtUwo8kdhSAJtZtrZNPLeWV0igV0DGx7yDt6GNixvYZChShJN5mPl7w1KlOyhEkFUNJ+nkI0HiPThRItfNUdUPTePG6szEXbv9M5vGWVlJfeu4rnP8L383mO97J6MQptr/wBMo5BsBB7RiEwFgXEAO4kIhcU82SSjRjxI4iCVLWiyyowkjjNLPwYIqMOVpw5p/ZWm7fWzj/rrNqUlBHIF79h6Q99jFjEwt+Uu+cY8tWLcV1yd5M1xMIEpOKAV87tIZSa8YRprOarddeZ3r5MnHrOuXpkwSrCMHJA6cyZNAp10Xr8s2C5PIxF721/B35ob8bODGPGKV4uyikxunGjRu88sorPPPMM0ynU6w1DAeDFMeIiVEitgwTOq2BGEOqa7l1LNJDLVMK+ffuvLqaraM+29+3//P4135rtuSy43es8FGoh1Rsuw2ExFgASP1URDIeNUSr2dnd4ebONjNX46YVxtd4HGsrIx544F7GqsCEQNl4gg+Mo8dUDbFqiNMp5XDIqTNn+PC3fAsrq6t8/otfJkbNAw89xL0X7md1dRWI5AIhbQTSU1pRlCWra2usb6yztrbGdDbDR6kHUime1nYlTspKKdWyTeRr789LZps4/iTLD61yKUfyNEIurKdVJtnGzDZlK5e0lkSI1FQyF/mSmT/SsygJEyGFL9Ka051X3561Tt+jBe7WUf42Rrr3kr4PJ1R0IYrX3M5XlFqo6azGJ7duNplR1/J3QnoFFj4m0v0nA4i/SePipUtsTWaUJ0+xce99MBzhbUGNovaB2gdQFoUm+tjy8+mcsdJyc3QKKrRYeoYEVbI4ehbtHc5LpYUyZwEv2aayplS0wv0oqCr/3R93er87IXnFRIXSbo69l0wD+UdLUBmFxFPHQKGgiBHjHNXeHm5vF7+3iyFIk9no2qDv7TyBI+fsGNtuN44S0l+Lgup/HmjTzq9fv86lS5fw3mGN6dpua41uf+oWbiHOe3NZ+NwOxjvOdfXPbdl+X2/M6ai1tHgfW884eQWklhJGaYzKfkts12DXUVYxnU6YTCbUruFgOmF3fx9tNMPhgPX1NQaFRfmA9ZEiRAYeaRpZO2Jdo2NkOBrztre9jYcefpibN3e4euUKb7zxBgcH+9RN3cUBE/SUX8YYbGGl5mk4aoloMz9njNKVeNET73vq+dr7XvvtRis75rRCeq/d3nsjLt83Hyv3pIsJxpOSGaFLCip18kW1SiQX8C4edNGQ7b42RcNUnJNZSnd7BTqlpzIkGME5STCq64amSW1T2kvMkO9/A57U7zz2ONdvNvzdv/GjfNN73oe7usvBy6+x9ZUX0MqgrCUWFj+b4apKUiq1agkVA9KLSrqwBqJJz5nK3gDkW5frrPL4Wv2AZZ+7m2P1ExDuZoS2rW+HR+ekDQKt8mrryUh0QD41RTMGXRQ47yhCZGwt9bUrbL/wVU7dfx5dWmzTiAWmy6NO47bjthBJb9sfx1BKLEetpT7m8PCQL3/5yzzxxBM8/fTTAKysjtvGd9DVVPXvaOb4y8fUOmeh0nqat4u/5c8tiy19LevgzR75/HXskIDSDohW47SliY4mOoKyotBLi68dvqk5ONhnb2+Hmwe7VDs3CdND3vfeRzm9sY4iEuqaOK0oXcdYMZjV6MMJce9A+j5Zy6PveA8nTt/D//of/zOTgwN+95OfZGN9g9F4xIn1DWKCVrW1UhdVC+RY1zXr6+tsbm5yMJ1QNZWwgFgtsJ+9VTweFW86am7yuO3++X7S5fOptH1R6mglnYNJ2330ZBsge1A5yzCkTJDokwERMx1S9q7lKJmWKYL0zyJ7OSn+ECUOllq3Ejt108tFySGF2PaxckBV1YDA/hlC9yGifWi97DuNt7SS2tqf8dQLr/DkV16gjIoz91xAV57q+jZMZ1KIl7JVvFItHt3VDqX6CPIr/aH7C1F1rBP5R2zv3VL4qg8H9sctFdb9xXWX47hwX1qnrSXZJTZ01pSKURRW+0So9ADI4lZKqu+tMWgX0cpjAzT7exzcuMbm/p7wrdky9dGKvblabu3fTsAeRxAsE+yLiRfHnqOFoVoP2qIUVFXFwcEBr7/+Ojdu3KCua8ZjCbqHNq5Aq6A6SzG0nhQkLD5o6XemlqeeH/ecjwP1/UmNbCWrnhAT71yC/T5EYt1QTaZMp1Nm1QylIoNByerKCqPBEO8cJkaM1hgkllEEiNMKd3CIq2pU49ARCluwOl7l/e//Zi5ducyly5e5cuUKJzY32Vhbb72ePEeZAQGE7qgclDjnEuEzaCNN/+Dr90jzMeaP07/nijulYreyJv1ttGpj6NmLyfV4oFtxInEfaa4psi6mDL7YHjcz8+S/SWtVFJrqjoOSbTEpvnlKBEGiep6ReI3yny2seNZaagybuul1C7/zeEsrqesHM15+7UUe/f3PMdne42//8A8z1CXN9i7+yhWaySHTpkk4tMEq0Jn2J9I2yJPEbC0WQGodn0G9DIflkRdL/2d/HKWgsrJY2ES39Drr5k4exXEE2ZzwS+5+Zu1rCVbSLi3mG7NdJSfivRRZKC0ZbKUxmMZhAhQqUO1ss/PGgHu2rlMYjTpxqivaRM1db185LWb5LSr67GHcLqGgf53LlFpfYd29oOnS5K017O7usr29zVe/+lWuXr0qBLJlibWW6XRCtihzgkWOZcmDG1olJRIQJF3mzRGAf6pGhnuSYCQWorwTG0meIxcCYVYx3d9nsr/P4WzCutGsjVc5sb7GuCxpJjNshMIadOXRIRIC1AcTmpt7VJMpanWNIkGKK6Mh3/O938dnPvsZPv/Y53n54kXG4zEPPfhgKuxNUBUZmpPzHY5GDIZDqrrGeQ9GS9wpJUcc5Q3dyZC63ZrMsFinoFoYoxUqLYjTe4v0CaUBHxMzeWjfacs6sgcVfWp7L116TZJvGXZujXOVaKvI8i4lu8/hf4qWeLrdGOaEmo+95xsJk2ilGQ5HlEVBU1XUVUV0vqcQ7zze0krKNQpbFHz28ad4443LnN88zcMnT/Lohz/Ey5/7Q/YvV0z391jRivXVMXVTtVlI+SaZNE9GdcCeh5ZKpV0c887UXFyqP9WLyqG/09x+rXkZpe4A9Q0hmM0WY466KaXQUVpKZ/qjKJJEFJTKdp0m4EApCmPlAY/Cfm6BIZpweEB17Spbzz3L6uSQEx84CVFmL9en9ceiYlrmASjVpWvnwHV/W3tdC0psGTT2ZkGDly5dStQ3z7K3t8fJkyfnMv7Ek8rsIJnmqh+7zMXNuotN3ebc7kYAtufA0Qr5j0MZxizxNLjaESIYuhioQzjcVOMkaB4UF5/9KtdefIGRLTh36gQXTp5gpSyxRJqmRukSayz+YAoxYqNmVjU0h1Mm0wrlHCNtiU2NDp6HHn47Wzd3eN9738czzzzLa6+/ztve9jbOnjnHmVNn0LkyVSlMUVBaw+apk6yf2KB2tTCG20Iey2NkhN4yB0cYTPm91hijLxqSIIhZaWlS4xsW1YJ8UIxoSawPnceTtFp6lOcDEzFSWCnVze3kY4wpAVcEU1ZSRrdh8k5R9r8rdZsIvT5rPROsjc2SvGnfSMufQhmKwYhSW6HHSnOyc3hwx3l9SydOxKCwxnJte4cXX32DLz/3FV6/sYVaXYWVFeJoxH5wzBSEYYk3CqdIzi8kgE/6qEQhVtT0O1F2+ywONbfPvDdw1698PfnnEiHW37YsYeKo9/JxQ7KigsquenoQYmwTSZREtCEBNQkkSNCHeAgKaf1dxIiua8LkkIOrlzncugHepYfmDvBFT0Ed57X4mcV5WTYP/feOE9ReNmLyJnd2drl+/To3btxgNpsxGAwAWgXa1tD1r4/lggo6w+Go8152Hsv2W5yPZRDgMkv+GzViG8uNLRVOvtqIZK+FxNhRTWfcvHqN/a1tRmXJ+soKJ9bXKIwWctMEvQm6JBa7UYoYPL5pEj2V1AuR+CbXVtc4e/oMDz30EAcH+7zyyitcvnyFvf29OYNRKYUyGlMUjFdXGI/HiX1B4MgQOzLURQP0qOfyOPdvbtv8xMl5tfGA/loiKaY+fJp+TwY3Pci5D7H2f9daGHhMSuoxKT6qlep3k289q76B1VnYsff3wvwoejB5l0jivRfaqQiFsRS2YFAUDIqSsug6A9xuvKU9KRNLxqMhddhjd1Lxf/9/f5yXPvQBSg33nTnJ5tqQZy6/ihloNlaG+OYQFaGMwmSnidjYZfJBsibSrc2NwBbHba30RaXT844XHOUW/s3W3TduRCnXSytQZwggL77szisIpssI8iplNtpS0oddI1l+KElFbxxhMuG1p59is66490Pfihor1MDSof5HC8+jePv6cF//9+NmUc1d+dcomGOMKW224eWXX+b551/g8uXLrKyIUBPaHs9oNErQitSg5ISLeSWh5mDcbIku1m/dDppcTJy4XfZd/+cf15A2HQqsRutSjBylcFGIdq0yqCiM2ltvXOa1J5/iyvMv4Xd3uP/97+H85ianVtcY4lFE7GBAdJ5pU4NvsFEzKoeoEHB1RTWZMqwq6WWe4zDNlAfuv5cf+e//Oi+9/ArPPvcsn/70p5lOZ9x37/0MyqEU+CuJO2lrOX32HKfPnUMbgykMRVlycLBPjFHqv96kebwT7KyyOmkVVWrpM2ckd3COyt57breD6kHtoc2ylfyH1Lk4aqIOiZleWriLxyPMvzp2LTvSSbeQ3KLJkd/rK6oMFxIkcSKkIuGqqii0oRyPKY3FjFaAxD3IzTvO3VvakxrYIcGLOlHK4ELk9avX+NRjj3Flf4+6LFi/9xxqbYWb9YyKiNOKoDtoD2RihfkXbJSiX0lcn0fs+ktGzW1NP9uIZV8B0V9bC5vaJE/5N85jgkdZbke9v1xwJUtPBUJ65QXXFmDGnJavyJXOGfojeQqR1KoClZqiRUz0GO+o9naZbW9T37hOmE0TgHHruS9Lmpjzmuhb/l3q/rxiu/VBXzYnd56X2w+dmAeaRmh7Dg8P21haR/UkFDDa6LZmZtHT6XMUzlmZIbYxj0VP+DhjGUx61LY/jsSKSFo6RqOsRVlDEzwu1eYogBCZ7h9w+aWXef6xL7FmSs6dOMmJlTVKY4gp3mlRlLYghEBVV1Lbo0Ab6W7sXIN3jtA0UNdSPSpXzKAs2dzc5J3vehfveMc7eOmll7j40ku88cYbTGdTuW9pbQYfGAyHDEejuXU293Qv84Lu0kjq9u8L+J4MaiH2eaWUvSFRSp0iiiGkZKfsCSkpoo9RCoJDShqKsS0o7/ZLTCg9JGjuinMbFXoKqC+/emKqZfLob8+tkpTEIo0yqJiyXKNAlUYZiAI9Hme8pT2pQbHCZLqPxqANWGN49epVbly7zCMP3MPqxgOcfvgBJleucOO11zipAkOjKILcKBN7rnFQKCOxKE/Gh3uAn6K98dDXJXmfPojT3dU5uKAvJ+bei3OLozsm7bY5eyoenbkW+yuq9525RipDMUmT9Kj403WmQkahhdLSDlxrghPBbJQVyyxIhp8NkWZ3n9nWDaaXLzFaPUmx0X+2+3YWHTymVdvmROWHNHWg1EqnDCTVzmtm/WivawkEdpSH0Y9RHVdYZw+urmsODg44PDjA2gKl5gPqxph0Dh0bZP8c5Dg586o7n4Dwyd1OgRwVtF/29+L2Py7llEdQUroRTAbMI7WrUoEpgDR63L+5w2vPPMdTn/6vvG28wqnVMZtr6wzwhLrBlAVWabAFk+CZ1hVjZB1rrfBBuBFd0+DrBqoKrAFjQCmKcsD6cMyHPvQhhqMh//Jf/ks21jd4z7vfw/raBqUViCkEDzEwGg0ZjUcJ7+rWZvS3xjZvlzhxq2FEep+l27qEbdVuFDnTmc9ZQSjV+1xSBMSYGqbOf4F8RyI5UhGlNLmDWQtDy6WSDj9/rq2BrdrjxZ6c6EZPQfVeIQoBgChDLQS4KKIX5SlK0+Bc89+GksJFQpVhLA2lZdbUHMwq/tMf/CHPv/Iy/913fSv1yojpsGBSC6miNZIQYYJ4UCnikohlVUrH7idp5zG3rJaOuZs2L1c79ZMXRatPVJdIoRYXw9c32vWWX8wrq5ySPz/SUtaA0l1zQ+8pB6W83ThMiJRRM4qBeHjAK195lnvPvY2T91t0E7uux+1hVXoScoBYdU8LqTYjkpEOUVjk+FhSSgpyq7dOMaQj9ITKMuV1XIGtlEqJEVDXFVvbW2xt32AwKLBWlNRgILVgjWvEY1Kq7TnkvUtLUlj4FxVqG5SPzPWX6l9HPo/bbVvmKX2j407Lhnjq4Al436CMJcSIC4nsVBsaV7O3dZ1P/+ZvcuXZr2KrwMMP3cup1TFDNNZ7ITA1kYinaSq8SwSo1hCVpg5eKHZQNHv7+MkkdZhRrQQPzuFCzbve8U7W19b57d/+BHv7+/yn//SfWF/f4O0PP8zmiQ1iCLimYXVtlfX1dSJQVzXOuwQ5Z6Px7p7HpfeJniBQ3TE703OZrFkYWT5EeQ6VuCpJSaVrjzlBR46stZZ+XkoTXWqrQbcOlc4aKSuYFIYItIZFNhMVKlXmSCign4Ae0vWWxqZPaKw1CXXRqAiuEajXWENZFHjncMfoJQVvcSUVnWSOSMtqUlOvSK3g5WvXiSpwZf8AEzxxPBJuKxSNCxilKZRAXdmqaWfckG5eWkQKYpQYFmm/ztVNbnEbKCY1Vkx/q2VeV6egskclN1oWgyiP/gOyaEXfblbmfbrebN2iJeegxry1VZR9ICAneIhJJbCDcK2ZIN29Q9Owf2OL2cE+vqrQWEjKJSbN20J62UvN8ZpMPpof4kSb3b921TmbvfPq/z1/zUcJ62XeSSdYuu8LITCbzdjZ2WF3b4eDg4Pe/r7N5PPOpcaQGc4D7+ePr9L66d2JFvLLHtvdejxfq4e0TIge5zP9DML+TyCldosVHYLHaCPXGCLSSUIxnRxwc3uLi8+/gDqccHLjBOujFcZliQ2NJC7RwVmuacRbSP3aUFK3F0Ikek+YzaTYNwq0FHXfOAmsr6/jvOehBx/i2rVrvPLKK1y7do3Tp06xeWKjfQgHZUlZisERQmJLz9d1nLk7SrO0migr0LSrUunZ722jZ0wuHC8TCrSmXI4hGZ3gvq6wNz/JMWa3p6sDbRW56p1P++pOpDWwo5o/N7oQQMds0VOuSiXWDjE+pSGsKLYYo1BOhYCJoQfdHG8NvqWVlJ8cMFSaGk/jPTf2J9hSM1greflgn+vVFP1fPsE3P3A/3/roI4QrW1SHE+L0JhGF1RqCJAPo6GQiMxm+Ek9CKZl2cVolbpPlfM7M80lBkryUoMTWz3yA5M8inpuC1AFYBH8Teumg2Woh2zFpf9oDSZXNMqhPdZVQ7bJNHlSqshWLKwh9v1xiTAST3QLNJ535oaXmJ6YvzsWDHhsi2mtOasusadh59TV2XnqJYv0UJ972ENFYqhDASFPKwhRJUQkkRMydRqPMuw5t12BNqqkO+YHRxGTpoS2KFACOUkQYo0BwLaXNnPDvakiqStqM9+NETdOkZ1e3FvTOzk1efPFFHnvsc3z1q1/h0uU3cK4GLM6pVrBNp1NhUjCG4XCQ4mjpjrcPomqtYGknr1qlvyj0bwfjHUexLIv7tevjLpVhP3llcZs0cXRYaynLgVAIeY9zDqutMDYEsInY+ennv8qLTz/NY3/4Wf7io9/EX/qB72D20ovE6YyyjJRa1gfBE7yjmc0wwNgW2KBQUdMktn3jPWp7G86cguBQdogqLXVTo4zFDkdobdncPMOP/x9+nP/yW7/Fr/3ar/H4l7+Mcw33XDhPWRaUwyGjwYBRWaKDGFMaTePFUzf2LkL27cPT+0zs2n+0054KxrJRJkslrQWdlEzoKYtu4mXuo7TbEDnSIzDOoQifjMn04UhEaVCFxiiLJeBdIHgI3rWKCjqpkbOffZY/WhG0xmnVUsZ5rfDJ4wpIgfFgMOgMUDkpYgz4xGk4qSp8FA5Fl7udH2PcdeLE7/3e7/GDP/iDXLhwAaUUH//4x+fejzHyj//xP+aee+5hNBrxvd/7vTz//PNz+2xvb/NjP/ZjrK+vc+LECf723/7bHBzcOV9+cRQqEqmJeJH6RmGGJYONdcqNVdTKkDd2D7m0P+X6tMZunmR05hx+uMpMlxx4aEyBtyVeFzRo6hCpvbD35gJqpaQNtlWKUmtKpRmgGUQoosRldEgpoVq1DOsNQRQoAacSNp+FVhCBFby0W66Dp46BhkATg/SLiamLJlmQJ4y49eLU3KtvKbXxJJUZIyP4gPJehEwMOCINkUaJovU9r08UY4I+g3SfUVpae4fgpDiQgAmeYYwMnaecTNi7eJFLTzxBqGai/IMT5ayF404sLJ3S3cXj9FHmyaWXKByp59AhKfSgxBuJCkUi/jUWoy3GSPPrGKU7qvcB5zzeSwGoSpBTjh9lIds1ZhRi0RB8mxjx2muv8vTTT/H7v//73Lh+neAdxgjrhk0QnQKKwib6JJUoX5K6nw/2dcqrb81CC8EuG7dLy7+bBItF2HBZPO+o9Pa+0tdat3PovaeuG7TWFIUwnRutsVrIc3SIaB9pJjP2t2/y+GNf4Nmnn+GRtz/CAw89xLn7LmC0Au8oURTo1KVAhrUWqzQ29YfTaNCGwhqG1jAInqJpYDYl+oYYPcEofG5bEUQhnzt3nocefJj3vuebuPTGJZ544km2tm4wOTwU2CxKRd+oKBgPhqyMxrJGmS8rmBut26N6Qn6Zd589aNX+zNtyU8gQJQtOeMlTvFh3vlNEFJAPoX31PRyUQmndtu0Q+FgnERPTcQO2KLCDgnJYYssCU5huDfaWUjbqAtLiIyhRUF4rHAoXRWZ4ldjSTedNOd89R8E7acWSkl6igqqpOZxN2NnbY//wkIPqzr2k4GtQUoeHh3zzN38zv/zLv7z0/X/2z/4Zv/RLv8Sv/Mqv8LnPfY6VlRX+8l/+y8xms3afH/uxH+Ppp5/mt3/7t/mP//E/8nu/93v85E/+5N2eCoWKhFgRcSIUjMaMBgw3NhifXMeurXDlYMblgylXDyvMiVOMzt5DHK1RmQUlZUucSkoqiHfTZrcpaalslVDZD+heZQSTlVToBFNQEac8DZ4aUQhB9SoXItJTx3ua4Giip4pJUaWXi9L7xcdc2dS95jJr5l6dwsqU+0qplgkaL22jPaJEHdAocEpSzvP5aXlWJE7ns+AVbi8fHUYnJRUDwxgYec9wOmH/4ktc+vKXkpLymOClQDA9RFrLQ6SiQgV5kBwhcbyJkhLSSvGMVPsiKSqNUgatLEYXwsKtTfdwBVFQzvnkYSVveKFFiE/KWhjKfauolJKg+ssXL/LEl7/Mpz/1KbZu3JAuu4mBwqbCSKWSkrIGpdPceNcPvXUvnZVT3pbuz8JY9Kjyub8ZiRBHZTzeTuH1lVTHTUhiBxeos7DSu80qIynGEXQIaBeoDw65ee06f/S5z/PsU8/w3vd+Ew8/+nbOXDgvvae8Y4CmRGHzuShFWZRSABpT4F9pMIbSWsbWMAgB6xrCdEJ0NTE6gtFi8SclBYrTp8/wyMOP8OEPfQuXL13iy19+nGtXr7G/v48PEgezKMblgJWhKCmrLZn/bpmBMH9jsxLKnlEf/8jzCx0eMr89K6dAJ8xzYlPWa8IsnuRA7GXdKSUwc09B5dZCSgmM7qMoQFNaimFB0SopO6dTF1Vsjk8FJV6TU4hBG1NnXwVBZxkj59i4BucdzjlRWEEUVVASb565ioPZhO39XXYnBxxMD4+1bu8a7vvoRz/KRz/60aXvxRj5xV/8RX7mZ36GH/qhHwLg3/ybf8O5c+f4+Mc/zo/+6I/y7LPP8pu/+Zs89thjfMu3fAsA/+Jf/Au+//u/n3/+z/85Fy5cOPa5HISZpJOncmmtNQaNDYpROcYWEb0pltUb2zu8tnGasysr3PPed3HzlVe58fLLaKMYG8P6sMSUhkFTQnBoBaUxqOhF+WQfneSxJ8+orXdKgkgoljJc1cWH2kK5fPLiR4urr1SKY6V5pIWNk/udj5Ed8u5n3/OJ86eZ/panR7XHnrf2Ml3NMuGnWdwW+0hiSoOVVFgfA0UMlFWNnk5ROzvoomCwOiKUlmgNVeVQSmO1xaTYFqHDzTPs4SEp19jGiVQ00moFRddXub3yOeGgkueS4xM5vqQUrKysUNc1u7u7+OQd9b2DGzdusL29zac+/SmefOpJDg4OOXX6BKPhAGutWLNe2mDHdt5u9ULuNPp1ZH8aR5fy33He5d8HgwGzWUWM0DRC1ApgUrFmNZvhvae0li9/5at86lO/y9a1LU6eOMUP/g//A+Or2xy+eolCG0xRpELyBFclQnUi6NjrO5bOy2pF0AaqilBVUhaRFFvbZqf1ghQ4eOSht3Pyvz/Fk08/wSuvvMynPvW7fPP738/Khz7Ixto658+c5d7z93Bl6wZbW9tEBUabr3Xmer/rI7Yf8bHeglgWn8q7mYWShrn31XyLnPx+1cxauNkHJ40Te6fVypoQWgXZZdQKrheVwqdeW7m0ICQDWiNoj0oMGPlyYk/2SFPEFG/vybs7jTe1TurixYtcuXKF7/3e7223bWxs8JGPfITPfvazAHz2s5/lxIkTrYIC+N7v/V601nzuc59betyqqtjb25t7AdQqiDYnWWAhQuOJsxqqBmqP8oHpZMrV69tcvHKVV29sURWGsDJCb64xKw0THZkET4MiaosxBUZbiT/l1ZJhEXJLj6SkkuUTWyM5FdHFjsUiFwW3Ql8lj0flOFJnzcYMVtPd5Pb9nhUlry6LLeaYWO/v9v3eXPaFeetxtQHQJOTb604n2/Palo6ku0wE7R26bnD7+4TZBG2NxHkUqZ9NzkKiQ8USpJfbaAuaEgm6a+0giqybS3XLCWUF1TcFukC6966NPYEwvEu9U5cGHmNka2uL119/jZdeeokb12+0vaFU9oQQeDDfiTYLbAEuO+7406yo+jEsn+JNPmWF3OJd9DpX++Bpmpr9vX2uXL7Ciy+8yMmTmzzw4AOcPX+e4XBAMxVkRSvdW2Fp9OXuHJQWE6yoCM5JJp93ci8U7ZpPJ5gQBBiPRpw/f557772XkydP8uKLL3L1yhVmsxnGGAaDASsrKxhjaJpG1uXX7rAuXIRa8nt69T3r3tvL1kTngM+3COkfsd33Fs9POun64OlouZYbUxlezMony5B2W0iKKc7Te4l46u2XFOLc31kmZWjzmKv/TU2cuHLlCgDnzp2b237u3Ln2vStXrnD27Nn5k7CWkydPtvssjl/4hV/g537u527ZPrFQlpZQ1UTnUATc7gGHkxmhMBitsNGx467wfO156slnuOf0SfRH/yIXTq5z7wMf4vKTT7Fzc4cb2zts2JINW7BphT8MV3XmjE69pujRvmhJQgiqE6w6Kmx2/b3guuLlKbSR2BaAN1p6wEC6w63tQZLorUUjNzd5ZVFc7BAC9APa+TC9v/NvWcHdKtTp7XUr/j6/rf8kxYVtnQKxdUM4PODglYtgNWsP3C9zFRqC1p2JGBIdlRKoJESSV5x/ZuWpUlwqBYsjNDHBI/m7lcBBSnWsFDKtnhAgBE3TNIQQODyc4FyN947BoJR4SiITDSHwxS9+gS9+8Ut8+tO/j9aKU6dPYoymaTxVVbcPZlmWiYDW0jRNWzuVhchbfeSC5RyXmk6nLVficDgkxsBgYBmPR4xXVjBFIbx9ztHUoqCe/PITfOmLX+Kpp57if/z5/5H3f9M3YZRiOp1xuLcnSRntssqJJrTcmu3oSWFjDNEWzKqK2WxGVVVoH9qu2zlrtlNrcmxjND/0wz/Eo08/wv/l//x/YnVlzAc/8M2sDUaYwrK5ucm17e3EgJ5d+z+dJkRuNLmMsWXRk8rDNZIMkhGXdp2aKMXQKemux33eEkW3xp6ibQvfGpyZY1alrgnEFDtOz2C6n2T8Q5zlVgEeZ7wlsvt++qd/mo997GPt33t7e9x///1EE3E6tUImUiqNjYnEMgaU0ZTDIjVgU5iBZhZrvvj8V6kffZjV0xvc/4H34Xf3ufr4E7hpxUHlGGuh9VHOo5UwCEcx1fC6835CjMSU8dJCFPlpSporRMTKjKBDzytJMJ9PHkLm4MrGTSCmlHfdKqiApMH7pKBiCD2fYf4n7TqJt74xN9QRvy/btqic4txepdaURHCOm5dex6+OWaumKFtKkoO1+IDQBwWVmuMJLGqDxtuUSKETcJNpW1CYGCQ2kUoBWgM7nYtK8ETfOOzDfbmjqnMNSmk2N0+25++9Zzqdsr29zbPPPcezzz7D2toq1mjG47HU7CQlppSaExJtU72FTrn5+48q9vzTPvK55msEWi+qTwBsjLAZSH2StDZ3znFwsM9jjz1GCJ4/+2f/LA8+8CCnNjehacB7ciZlTi+/1aVIln4yYvLQqZmidx5XNzRVzdB3DAztkXpOimSzeu695168c3zggx+gqmt+67d+i7/6gz9EAEbjMeWgxGidePwQ+HnZLfsTvI2LEOxi8kvepz/iwnutcrM2PVOIUZzmUPWOkb2uoDrvKvSO131J8pxUrquSIVmHnQIUJZbgvmM+D2+qyXf+/HkArl69Orf96tWr7Xvnz5/n2rVrc+8759je3m73WRyDwYD19fW5l5x9xKucGxMplBZr23tU41EuMLAlw7JkMCoohxanAk+9/DKv3txiX0cuvPdd3P/+91KeOYUfDjj0nipEai8PXL4Z7Q1SKRNOq/SSAGKGFzLM11IsRZWYGRQmdO55VKoLPtIhitltjn13Oi2UmM8hhpb77ZbXLe+ltOcMozH/jB31DN7tc6hQFEAZI4V37Fy5zP71a8TpIcrVkulnFcpIC3EXAs4HlI8YD9ZrdFColMUXSMkcGoJE4lEqoJNBoltwMn2/7mJR7XWk+QshYIyhLEucEwG5sXGCsuyIYieTCVevXeWFF17ghRdfZG1thbX1NUbDxPcWO/5Aa+0cRdLiA3u7rLllQuVP81hMOOlfr0oN9pRSUpzpGpq6TvD8Po8//jgo+M4/853ce9+9rK9vEJtGjCut2o7G4j7lHz0FlcY81CW9zXzj8I14bTFIveQie0p+2nIyzdmzZ3n4oYf5wAc/hHeeT3/q01zf3saFwHA0oihK8ULohPNxRy8i8A0fi8XbR2Vmtsk33KqkdMpSNVbQgGx4mTbBaV41xBA7OrAsTxaueQ4aZP6VPbAQ0+9xPrJ8u/GmelIPPfQQ58+f53d+53f4wAc+AIjX87nPfY6/+3f/LgDf8R3fwc7ODl/4whf48Ic/DMAnP/lJQgh85CMfubsvtACJJ0prhuUA7R00tVhqxrK6sk604I1nfGKMsZoYG75y+RWu/tY1Vk9scOHkad7+F/8C1x5/mq1nvsL2wYyB96ymuE2RYYRMk59Qq4BkmxFC23cqlzuFCMonKyTf78QZ2FojPY9MIT6TWBkq3fC8fy+BALF2+h1hFzXK4rOSnLlbti3D3fufvRMsnxFK8fYjFhgRsdFz88Y1qldH3HziCVbf8U6Ks+eJ0aWsIcl0NFERnXhSBoNw4EZc7OovGi0LulSRrlQwqVElfBS5A4PQD3Xxpb6SOjzcByKbm6fQWtM0FcZoBoMBB4f7vPHGa/zmb/5nXnvtFWazCUqNcM5RzWZoI8kCo9GofVCrqmqPnxXX3dYgpV9ahPdP0+i3IunDfFlpOeeYzmZUdZ3ahNcUpSSXfOYzn+X5r34VlOLeC/fxkW/9COtrJwCdFIbEB8crY3lepoetYiEZGrI+VRsHjDl5I7lIwTX4ekY4PISqRnmHKQct6qCI7QJXSrWxr/X1dX7kr/5V/pd/++/41Cc/xRc+/3lOnzxJJGIKSzEYMJscEmPA2lvZO/+kxyKcvMxIWubR5x5PRplelEATtCcoD6bj+ovZuHWCSDGniBaM3Z7HCn24UPbuYy/t/rFjrDjOuGsldXBwwAsvvND+ffHiRR5//HFOnjzJ2972Nv7+3//7/JN/8k949NFHeeihh/jZn/1ZLly4wA//8A8D8O53v5u/8lf+Cj/xEz/Br/zKr9A0DT/1Uz/Fj/7oj95VZl87WtecLoZDV/cTFELLXxrQRmIdaCZ1jWsqXnnjDXSAR0+dZ3jyJOWpU1SzK4QYGGmLw6FbNr/edyhoeSHyw6QygwXo2EsVbau3cxYavQCpahdCTO/HVuyn26xECveVQs6o6eaBHsS3ZJrSypmDw1h4BI/7PPaUY0ekIJk9NvWd0VWF299j9403KC/cS3GqIWpDDN1coSG62MKkGi29rhIZEiop6DyXc7E7maE2YWXBemxVZ8x1UWIa5Hbu2SvywbO1dYPX33id5557lsPDwwQLutYCHZpCeuSkv/sJBNmjyhmCeZ+36ujDfIvKPsfgZChplUEnOJ131NMZL774Eq++9jqPPvoo999/H+vr613XYiUGlnOOgtwgrz2krP+eRyxLf4mFFSN4T6xr8A4VhC8udMtj/mFIz5sxmpMnT3L27FnuuXAPly9fZn93l6qq8GlN6Bbyu0092p+CW7zo2QILz8A8KpKRhvbtrPC07KUQI0BKb4LwmYYuQ1nFTjoB8/dNzW3pNFIr+fKf6Qj9+3SHcddK6o/+6I/4C3/hL7R/51jRj//4j/Ov//W/5h/+w3/I4eEhP/mTP8nOzg7f9V3fxW/+5m8yHA7bz/z6r/86P/VTP8X3fM/3oLXmR37kR/ilX/qluz2VpI1CC4dVsYEYCCpioxRW7jcz6V2iBxxOZ6Aig4Fp8/t/53d+l0cu3M+jf/3HWLlwH94OeHn/AH14yJrRqGZKcB6TboQ8atmN7rBXsdZyz9Wcbpk8Ksi5AiJ+M7SRU9ciEjvJx4zdPiHFYkgPd2ttxt497n3HUYomsyh/owxDRSSmuiitHINGUd24wYtf+hLD++5jfPo0cRiIyoAq0VahMfjKoaJYeCZdtImSZu4SWIAKXd0GnYqCVD/DvJISwRbbzL32HJVmd3enK0pFUtM/85nP8Ad/8Af85//8m5w7d5bxeMzB/p54SSjKwrTew2w2YzqdtsdYXV1t4ZKcnHHUeCvFpbLinc1mUvfiHMPhUDrrOvGInYfClgxHI0YrK2xtbXPx4sv87u9+moODA/7t//zrrKyM0SY1h4hAUeJilLpJ1xC9p1Q9ngKl0vrvCdssXEFKFkKKnThPnBwS6wq8wxpDUFqYHbNB0xOGPuZC8cg3f/P7GQ3+Jv/r//Lvubl9kwsX7mE6nQLCJuKDJ7iuPnBuLL2FXwtI/rWP7NG7xOYAt3pZQJtV13mlMhSkWLmSBKxExWaMFTjW+9RKo4srEXw7HVknKZ0NCtW3WFs6p2wdtOteLMq817Gm7K6V1Hd/93ff9kFTSvHzP//z/PzP//yR+5w8eZLf+I3fuNuvvnVUPrkVot2bKMB05vKLRGaIghkUhpXBkMJaVkcDrAKrIs3eAVev3eDTn/1DHnzoYe75pvcwmU6YXr3KjRefZ5XISGtKoWfDJM42cQbkJihyfVRWHrF94MRNkA9oMitKDv6rRGob2+ya1oPSC6ni6Zvav1NAue83wDJPSjaYvOccnqfaTRlEk+/Ju85va+2o9su6T8kxAgThXDNETKXQe7u4a1epr1zCXLiPaEucNigjHqIyWpS1cAoQe9mROkZ8yjXvqvJBji5z0Aq2Vqgl/3MuDuTnlJb3jqqa8cUvfZEXX3yB3/nE73Ll6hU2NzdZXV2lLEvqaibeFqlQMWXwAW1Mql/YOp9VOG/ZLm57qyiqzMyRhaFzDmNM8jIjg9JQFJJXd/XKFR7/8hP89m9/gg9+8Js5f+4c6+vrFGUBWlFVM5QPDLynMIbhcIhzntg0rcDra4Nbf1Op+Wb22NP6qGpC0xC8kxYUSvqltVmkSqG0QMrO14QYGIyG3Hf/faysjvjcH3yWqqrY3t7mcHKIC14Y+tGEYxKg/kmMPpTdT2SB+TXXlaOIl+QVYgBEUKmtB7mVSjaA0/VrI/E5FTwEmX8VWjbONgsyN0XtECM6izlZz63h3df5McJtjLo83hLZfUeOJrZ6oFVSAKbzNKoYKJUoivFwzHBQsj4aUihJmd66uc/N3X2++OSTrF64h4fvvYfN/XdgRgNeffkF6bOUaEaMgqg0Rklr7Cy2JUOm51VBcpk72C5bEFn16ESpkomI5+SWUu01xe4+L3rQGQWcG0vFn5r3uuSz3XfkfRaT0CP9Bd9uWfiWvqcCBE9UEeMjugEzOcRvbVFfu0Z55ixaG4FPVeIUM1o+GEAeDUk19zGx0qevDapHHdP3YRfw98WwkCSgkNgnYlsvtb+/xxe/+AU+//nP83uf/gNsYTlz5iTD4TDBWoUQeSL4fAcV3hqvyQkUy8aftELqK8/j7g/MKdwsCHOtVIZMB6XBGJmDK5cv8+wzz/DpT3+aj33sY3zwgx9kNBqhjDQZnE4PwTWMoqZItUmV90Tn5MHKApLFNdylpsv5ACEIr2QI+KbBO0/wKftTZdQgezaqRTm8EyqsQVkwOnua02dOcf6e82xvbfH6a68xnc0IBHp+3a2QOPk8/njv67JEnP696Z9PP9ElxpjWMW2yVmsOh5BqP0Ir4+QNJYa17mrYFLENOM15vVrRde7un/D83GU5lm/wgk1y2/GWVlKDNAvSEh6aEDooTQXqELh88yYTV+NjYHN1AxsN050DHGCV4sTaSZqm5umXXuLwt36Lr7z0Aj/y1/8apx+8l9HQcvOpJ9m5+BIrSlEoxVBpSuTG2agwUWMQDrB8l4TvShGikhIE3T2A+QZZQbFoOcAWHs3OPc5JElJRLz5HpwDTzj1lM69qsucTYmoRr3vH72X/HHe0+PTC9uxpBSIxOGgaBsBIa6aXLnFVKR54+BFKYwmFQUdHVBZdGpRX0MhxdMqG9KQC6ISXh+glXV+12f3kf0VZ+DlcXNixO/w9x4xeeOEFHn/8S/yb/+f/g729PWazGeOVYUs+W1WzBHXpHioh87+2ttbGZQ4PD9teU9ba9nW75Ik5y/Yt4k0NBgOKomjrwkAUWVmWrK6uMZvNeOPSJb74xS+yd3DABz7wAd797nfz4AMPUNfiufjgQWtMOUBFDWme2rqe/LscvJc4QU9rJWMvSBGoBPgjvq6TonLS7SBHaiPJHU8UTs4xKAeJ0cK3KMRHv//7efBtD/B/+7/+Ispo1tfWuXLtKt45BkV5dw/HH+PoZ/Qurqt+OcRcMX8UZROyBmmLnCKoNKft9ar8UKfgd5JTqhejSvfKaMm19Ql5iOnm9RVUq8G+hmX/llZSljTXaTJ9b1Kz1+EJEtCta2HjtYECjYqB6APeQOM8B7MZl69fx1vNlZvbnF1f58SDb2N27QrT7RtM9vYogwSPTYyY5GEZIoVWiW+uV7+TXOWoSal1baMPeTv/lkhgY1+49W9w3ha7dAp5oMUDib1Fmt3KfiO0NoU+iIoLySPKR1PQde9MHTwXU1zzmbT1ETHOxbhUtla1TpoXTAhE71GzCr+7SxgMqW9uY5WmODWW+QoO6Ywg5KStZ+dDKjD06LIXa8qs9EoaCfoQE5KaJdl86/mi6JTGwcE+e3t7fP6xx3j6qad47bXX2lona3up1KkoV+sClGrnsp9E0Peajirczfvm8+kSOPwca8P8HM9v63/nfGztVu9ocZ+833G8vHy8/nFzTKqfdi+eqG9jcNZaDg4OuHH9OhdfvsjpM2f44Ac/yOnTpxkORwTftb6wxkgWZhNb+DAbA1orlBLoXp4huZf5nodEOZITI+R2B/Ae3zRE76R9h3NgdLLs6UEQveMphY+5xCNw9vx5DvYPuXDvvezs77M3PUzrhsQAL2s8K2iA4Ltn6qj70ZvlNNfL3sniPs7B6IvQcX/N5XuQ3+8n7PSZKPprABKzxwJaojIUE4XJI7OqzK3XufKWnnHV6rBeqvvCPMxdQwsNdTLtuIbaW1pJlaRAeqpX8obs60ubDS0U8gHPbDplejBhhOHU2ga+rnDNjIPJIZNqxmHj2L92jdf2d3jws5/hPe94lL/8Z/4M9cEes2bG61/4EtY5rC2FASGCNQWlVgw1zJqACz6Z/wqMQhXdwo4RYq76jalFvTKgDE5rIWEkG4B9GpHu72zRKx3aGpPGu5aupFUuRrcueba0vAeV5sZnwlhoG5MVhZC16qLo6iSOWKzZG8zdN3USNMaIwI8KGi+t16vr27gAalqx9+xzrDzyCBsXLjANgcZXNK6hpKDQw9b6DY0nhIYQKwpToqwBa1ITNwMYgodm4lJth6aukzC0hqqKONcwHA5aJXHx4ks8/czT/E//7H9if3+f8cqQtbU1hsMhe3uSTFGWBXUdW0VitJaYWbLs+yTJeYxGo7m/+0ZBfwhruKRrZ+VVlmW6t/NZcm3KcM9YWByL9WD9n/n9ReHRP6e+UltUiCDCryiKRCXVJVF471uvyhjD5cuXmUwmPPnkk/zwf/dX+Ymf+IkEmYpo8a7BNY2wbodAnB3SVBWz6RRrNGVRYIjEKAkAwUtyg+rNhyQbKbzq7gdVg68rwmyKrypiXeGmE3QZMQODVtJcJxeptteJHNM7j3eOcxfux5Zj/vJf+Sv8wR/+IZ//wh9x4sQJnPNsXbtOUVqssW0xeAiS0OOdn8vwXD7mwcJFoRxiB2DDrQI/r6N+bDDfp6yQBoPBnFeaP7PoUQ1TTWBX+tDLDs7zk1WmCzjvqVIc1rfdAnpemU4qam6Nxna//F1dBmJvSljy+23GW1pJQQ8fhaQA8u+Al0ppiojSEas1BkU1m9FUFfVsSuUaGu9R1jKta6azKb/1qU/zyquvcno0YtNaHnjvN3F4Yxu/d0Azq6lmDTjPzDXkttYxRDQanzj92hR46Fp+pMZNitiyT6SL6IG2nSXbXmMrQJIVqXVLpyTdb+Pc4yCelkpKhu5zKEgw2Fw8ig7f7jwJ3XoRWYi1hZeIklaKnqADFwPBOSIBq8EWlrEpuTmdMrtxg52LLxOHQ9YffTumHBFNiTMlIURmvsFEOW9bCKt2gQEDQXlmjVjJwQThZxQWWpqmpmlq8gNjrWZtbZXxeMTBwQGTyYTt7W0++clP8pnPfoaIZ/PkBufOCTVXCB5jBKobjUaUZdnGXOTJ6hHFLLH8+ts6g8DfKpB60ExWFiHFAmLfc17iES0bd9pnmZd2nJE/N51OmU6nrQclfbO6FHStNcPhkBdffJH19XV+6Id+iG9JdY/pSlgU0IrO8JJtGRq63Ql1R8sfUkRsgsEzQuJ9wPbgXUiIOEK9ZI2BhHiEZNmnGaIwmjNnzlAUBYeHE4bjEREwiTILeskxoVN6bwb91eLdOc79WmTF72f13em+t97O3JwLEpFjcUF1JLMZGsz3ShoekmBXj44dguTDvGH9ZsHab3kltRCA6X72hbCOqNA18XN1Q13VVFVNHTwuRrSxuGrGZFbx1HPPMTk84FsefTsffORhzt97L2vnzjPRWzRXtzDRoTw0eDRgNRKTUsldVomAFlqWihxC0ul3yWTrntB+KUgngFpAPi2u9BU5MEqnoFpbTHVqu2sL0i1KpVSqO+pl5sXO8ve+Bx9qQ0YE8mczoaput+Upj/gQ8Thi9JTaYpGW0vupi+rhlSsMTp/C7+2iNqTFhsSXpFUHUbp5lqYQ3kWt8doJ43JKyIgqEp2wMqtoW6LYoihb6KgohiiluHnzJvv7+7z22ms89fTTfOlLX2JlZYWVlTGbm5scHh5SVbPWKyiKohXKuX1H8I5FYdsfi/DGIjTT92IWs7FCCKldR4TbKJ3jKq43c+RsxtXVVWIUr7goCoqiaI0YYwxbW1s45/j2j3yEhx5+pHfS6Z9llnO8OzaH/hAEL2JUyox1rvVqWqt+4eAqefk+QfI++NRcU/Y1WnNiYwNrLbNZhfcBbVKn2by+s9DtsdAscuR9TQI5f6R3e486Tn8dLHrZSyG+JRx+7ftx3rCd+02pbj2qTgbl022dsew1JQM4+NjJpHT/3wQd9dZWUnV2PpRkgpmUrJI7FGvkAi0pgagR3HoWoXINM+eYuYagYDhe4eRgwMg37O3vsXV9m3/9P/+/2P6h/z1/5tu/nfKht+MHq1y9tEVInWIdGh0junYJ/gJlUzEcIbEmiLJSGnSvrbgk08oNFdZxSZ0XnDLhvYqUJUj+YHvtIUaJqaXrhbxvbhQC5OYFqrfwspKLkRh8djiJQVJ7Qwu1kCCOFDNIXA8mZ2L1hii9QMDjoifgWRutYIPGzCqGrqFxgf2LL7OrFK9vrHPmO76D8b0rhKbBKYPTFh2lz1SoxRvzOGIZiCpgEOzdhUBZjsArZgcVo+GQ0WjYQlFV1bQJDFU15Y03XuPj/5//wM7OTS5cuEBRFITgefnli21d03g8RimVaoKaNhaR4aejxjKFtWhBZkiozyLufWo/r7XUi+nlsN6yeNQf18gKu65rtNasrKzMQZGZZuree+/lvvvu49u+/dtZXV1rYzfZDMqjvQbvEzt2aOPxxxntbqlGamgtHnCTCfVkQj2bsqaS9x8DqFzjJOteKSX9jnL2qVJYayB4rDXc/+ADDMcr7B9MOOUcpS4YDEqBH4Nv65HE3puHYvv3+2tRVDEhQG1rDLhlHd0yHwueVN7Wf7+F+5aso743m3/J6igC2hjK4RCbYss+5saLvlVAYhTLeYeQmNFTD7dOZt31dNwy3tJKygE65ZorJdZ9TunOTftKBcZH8J56NqMymvFwRDEo0dZAXUuR7bDExECZimd9U3Nzb58XL77M2toG77twP8XmSYrNk5i9ffS0IvqU3qloGYM7WyLfn3lLREZ6d+4tdcu/8uutSmouZtUaq6p7tdZkf4V0Czm2C3Je6SkQ8s+0TetMoSLtEeSBWAJxZAgnigJUbc+NCCEw0NIxdVJVuJ0d9l9/nZO7O3D6FNqMMUYUu0Gjo4ImP7g5hmAodSk8jSrQ1A0ERVEUAG0/oxw7yfGfZ555hmefe5aLF19qmSRijDjnmUwmrbDNwefZbIZkBYLW2aO6u9TyoyDB+Re3WOV3Gv2EhrsZy4L6yxIsFkdW9DInsZ2jrKTyfJ0/f56HH3mEUSr07bkeZDC+FaLQW7d3L8wVJOdMvB9FlMy+RjL82oUbRAD0k4MivZhbMtp08hK0Um3pgZyfwL1aG4gBH1WKlaWHTc9fl1xuB+PElhVl2bPfGxlDS7vezuhZ3LaYvHOUh9//eSQKsOD1ZsiuhTpBYD2VvaR5D6mdl77jfNRlLy61YyyDt7SSqkleUlJKBZ2i0kgGnbR3D6imYe/mDrFpWL2wwsrqCoPhkIPpVFrFK4haMuY21zY4ONzntddf5vOf+yNefParvOOn/4+s37vG5iP7mEuXMds7hMMJMQQMBTpaiI5ATY5jqOTTRBLEFzu1EFQkp3TmG3XLks6xip4XRKRdpP0ECHr7ZZGwaC11Flc6JzUfLBcLt1tHc5lD2QtTtz6c/d4w2hi01ZIyHjy4wNiWlNawX1VUN26w/fQznH/ve1g7uYk9tyJkl6qQjqhREQ+9WCA+QS6FoihKHA01DVs3t1FRc8+pezk8PGB/f4+1tTWstZRlyd7eHjdv3uTf/rt/x1e/+hWef/551tbWGI/HwsdXVUwmEzY2Nto41HQ6ZW9vj7IsKArbxqb8XXhS/bjAMuEwB/tF6fFDtHPH+kZ4TUdlX93u+8qyxFqbWBho25lkhVVVFfv7+7z73e/mIx/5SM/LSmtKJThZ5RgKQAQfEjfccelFF4dkllqt0DHiqgY3neLTeYrcFxLi7tLmPR6NajNaCRGlJaXeGtPCiSBxLBd96/3m7QYNZkk9Uiu8+wrqNjBu/mxPui8+k4vHByHkzokTfeNh0bsD2kSneU69o42p3h9S1Ku0EAsE1YYo+ooyK6icLLH0IhemQPXeOs54Syup3N3RKlFINgrkZpX8bhQMcvuGEKimM0pjWRkNOXfPec7dcx60IcTArKqZVRVVVbOzu8v+aEwMga3tHV69tsenPvF7vPOBB/jOD3+YK+EL7B5OafZ2GQZpCWKCR4eATXCYSXRHSsWWfDafM2TS2WRVtzd4QQGQjZzsHoogcKm1fIih8zZS0LhNZlCIpxcXF2T2hjq3U+UFl741NyU03mOQ47XqMAdq57y6dK4aVCJ9nVUV1ivGyqBVpCCwZkB7R7O3x/WvfJVZjFz486dRA6mEb5QCDMpqlLaYICwUBIE2JW3Yc2L9BCrqtlV7v45HKXjyqSf4w8/+IU899TTb21uMRiOqqmY6rRiPh8QY22xGgQVnhOAoy4LRaERRWIHklGI0Gt0Wylnc1k+vXhxz21qrlVugmP5xj4L8jqvMbqeUbneMHJPKGYiTyYSyLCmKAq01dd2wtbXD7u4eBwcHmKLg/0/en8RKt2X3ndhv7b3PORFxm6//XpPvZcPMZCeRSdKAZAhGgRRqwoFkQBAESBAkQICgmQRqQnAggJIGpCcaCdDEEw8MFFywLcuyYZdQoiCjxEZJMksiWSUy+5f52q+7TUScc3azPFh7n4h73/cyX5ZM26943ovv3hs3bsQ5++y911r/9V//FboAFQq76TvJwQErByOlH3ubunFBgBXiiyopR9I4kvb7xRsrUgs+6riVYl1kRQQf/HLfwSJ/JbHd7Ug54YNbmvT5WmjeNn/V1vX35vgdG4j/XGfjI6OderScZjNS7ft2TbeN1DJ/XjLUL53PddxavmlBbW6RgnL+cEQFtv8uHDBu2qjDLnfz5+93fKKNFBwGwUmNqoBOjJ7uBfrWORWlxEROieAcp5s1Dx7cZ7XZgMJut+f6esv1dkuaI1qU09Nz3n92xfPtyB/8wf/IygX+/P/qv8Cdn6MnG/bv26a5UghF8VoWhpqr0N9ST9QWEIcNvUEXB+TvNmZ8axJo1bBrkVQtnrNLvBnpNFjj9rEsto/Y9IoeAMuiihTrEVNfRHGlXtsBYjgmb5gnirXEKGJafZhK/EqEVDJuGrl+913Ses1r0wihQ4MzbTWkRla13kUTZEXl4LWtalFojrZAWzJ/ns27/8M//EN++3e+zAcfPGGaJs7PT7i+3jHPkWHoEGFZ1LbgZkophGAyP62RYSNTfFwjdbv+6WWv+fDzH96U2v05vk8ve+7jHC+Lnj7qdcdHozw3+DSlxDAMR5ujst+P7HY7xnGszxvt+3i8DkhAWwdl2fB+UBu1nGF737p55nkmTXN19vQwCevO3AqKxUvtYeURORpnrPt30bJIAb2s11EjJX0v0sLhFI+jqY93fC/I7mURzDFBZzm/l0CQLzNSH2mgaI5nKwdgMVqHzz/Qyo/fxrWWRbzcMLUx/Zhg6HJ8so1UHQknHi/C4Aze6wV6jKbaN609BxI8vVOunj/j6Xsbhr7nwaPHltsoSpmjNT58fsGLyyve/+Apc4xIEH7ty7/LW2+/z0kR/uwXP8+X/syf4bfee5e03dJpoS+JUBK9DwSsr5UrYASKo2ZhmKeR6tcWWok2Y2pHw+5bD5ZmOJSDt24UZrs4byEPKu6QF6iHVgmmpiZ9gzrbIJCjlgzL5K8FfOno9402/aGiX2zy5imhkulr1Lef9gQCXjyn3RpQdvs9u2+9RZwi+299m+611/Gvf4rtPJNyJLiBlTi886RdRktCQsZ3nq5bs92ZEOjJ5pRhWKEKf/AHv8dXvvK7/Or/5le4vr5mnmdeeeXhAoecn58tzQ3neWa/36Oqlc2XlzbiqqbQvd/vWQ0DmxpJvQzTt+F7ucE/fu3iANSkcikWYTs9urcfw/j8oAbq9uf/IMcxzfm2ooY951ivO/b7HRcXF+RS6LgFVx3tUC24alFUzrmGkXwvROwlx5HDoAanT/uR3dUVadpb0XBnPF7bmK3mbs4znR/MQNXtUdHafK+w3+0opdD3PaixO1MylENgcVZUWfKyNyG5Q1R8GPPvfXG3nZ+X57gOPzfDlFLGuUMNVFvPx/fsw46VfM9hPnaXlr9wrubaD0r1x+dxqOFqBd8dDQ260Q/v6H61/eYHMd+fbCOFFeu2mh4nh3xU47gZ/txUFTxeYfvigvedY54mXjx7Tuh6FNheb7m+3vLdd9/jYrvnyeUFsxac6xAXudxu+a3f/wNev3uH+ycbTh/cpwTPfHlB58PSpVQoRgAwfKzSXe18W5+k0oIrMSkg8zLt1h2TIopWzTptUY4ucERb44e2ITUkEzmK4G4g0XViN2hQDqF9XfDt6zKRXuKxFSn4qtBwu8Kdmlh1wZLOiYKXAuIs2i1KVwp+ntDdjuv332dzcsLJa69VdpOrGmNVGsc7BGvprcUKfUWFeY5864Nv8/z5c549e85XvvIVvvrVP+LZs2cfqs6fpom2DLXei5Z7MlVvu64G0y01YiI3chHfK5JqsNLxwjzW9Tt4v9VIOSi59uqxne9DkdP3Ov6nwH0f9TcfBU02x6Qx+Vp0BSxGve97QhcoKVE6i0bh4JUvDLTDCR2M/se6ghtXw7Lpl4NEWEpNUSbj1fJiUg6b4nKNt+BWrevptvEvNVrImpd7c8g/saypjxOhfr/LacZcuXnvv5dj1M7jxuXcet3tqNvdMlJ67EhViyEN/bntZC0Qp9zYE1oDREMQhOAbceZ4LdTeVChobrNiie7+Zx9JWZGeIzhHEF/hPsVVL3UhUIjJ7nQ+QFaevfseT959jyLCcHKCCwHxnnm2vNR7F9fsUuGFwtn5udXW3Alsx4n/67/7dd545RH3zk95/NnPMH3wAR9cXnA2DPRecDHiSybkYtGR6tJltjU/VFFSxelEBafeJklpclqKFlssuVTqp5Yq53KIqtqkE5XFSFlOqDVYb9z0Y/jhkLc6TvwaBb7+3KKq2gblWNGi1aN4OTDjDLs3ByHXhe9DQCUzu0JXJeIdSlBlXZQ4R+J2ywff+Br3T9acffEL+LCi6ltjbCwIvUeKvX+MkzUh7DzjfuQ3fuM3+O3f/m2+8pWv8JWv/PfEOHP33vliOGOMxBi5vLyk68INmZ/NZr0wusbRXtto7A3mcyILc/Clm8WxJ81Ng94WcJOSaos1ZzNUopD0UJ1/+30+yqAcQ1T/k46jfX7Ztl7i8Ld7O44jIQQ2mw1XV1fEGJeWHScnJ5ydnXGyOSHOM13XE7r+8J71bZ07RC7NSpfjDfJjHtLe1/A4EMWLI9V7N8eIz5muiqU2OFWwLsAcGSpbY0rRhJaM78LilCxF7VjKwNRU/HKyOReTfLphRG7fkY8DaLX1fATLvWRAfhBjeEySOZ5DQY5UaDg4EXr0/cs+79gRPe79paXCgcXGwl7bhGZvQpKLkn7Ne5elf97HOz7RRmotMGC5jk6M3ecVAmakqDmdUg1Grl6CA0o25eSo4ILJAWltAXA2dIRQKEnpEDQVtvOMxkhP4d/85r/nG9/8Fn/1z/1ZzhBWjx6xv7wgjqOJLarDS4fX2HhFy9dlWjgLo6FYD5ByE8UtqmS1G5s1k4vVCFGNlDSM35n/U+qntN/RaOALa8O8pEwTnZZF5dgiJ6txEGf9ZIpUg1MOnl7RYkZQQH31xkRMhkksl9RLj1KI84wT2Gw2rCTQqYMpE8RztuoZU2K+uubpV79GCj3h/gNWn/oMw+k52Q+ICUvgMUp7TpEnTz/gnXff4dd/6zd567vf5T/+x//Is+fPefHiBWdnZ4gTTk/XTNO0yA957zk/P2eJ8JyjaCHFyH4/AkoIHSF0S+RgLeapuaum7ny0qpbVdXOltbYHmtNCEGiLMuebvaYa7Kdw0KOrOQ+DbVuEvATkwAE2+9h7++IlszTkRI+jJzman4c3nkZjrvb9AJrYbS/IOSKi4AqFxBT3XO+v2Y5bwtDhO2/zpAX1pdUMymGsSkFKMaKRZkSzrYUaUVj032Cmo3GmbqbNU9faNkVM3VzmaGonWiwxXZeXloJzSifOVolaV+iM1fNpVrIq69UGL444zUgyR8xg5oB3nlDTBqX5foL1W1oW3Msi0u+/Ddv11u/F3ZxjNWqTZTJUp7aSUxyupjoc3oWKbhxQgONzONYebOVYbV7fPstjKG+JJBuyUaNidZhYcP0IWyth8dukGqaCLhO8dU9pZ/Vx+Z2faCPVCwwi9FIZflojKa3NHHSJL+wPqvclYo3TpBQ0JbPsdZNwQO/Nk1/VSaipkJNVCnuE77z7Li9evOC/+NEf5vGq504IzIAvSqy0zVw/t+k6HDaWI0NV+94opUY/HF5Rb2jBFlHWxoha4iEOGUr7ftlLq3jmAXKxl+iy+cnyHFQbtkCArhb/2lgZZl8ZfC2SE1ApSHGLAGhrk9CiszlZwWroAl4drlgXXBFH5xyhKG6OjE+e0r37LpdvfYf+9A69D8jK2QIoRrTIKfLi+TO+/Z23+Po3v8Fv/fsv89Z33uIb3/hG9ciVYTDvvus6UoxNVH1hPhlsV4kAJZNjNsKEKl3oreWAUCOdukidLIamjvKHjIONcx340phUh4dKi7BeDt3Y2BbbeKj36PY8OP5Qqff6I63UTZimnXebdg22uSVx0qb/8h6pKm54NyAU4mz9tRChkMhqj1QiSRPixfq4tVnXYGWO2qosb1+QYh2v3dKzqUlRUTflgzCv/XmpG111uKoOpTmcVSorRStQr615mmI6UDfZCm1LdRw012iq4LzlqpzZYFxp69N6KbkakYnDunuXtskek5s+bFi/93GzXlFqP6a2Ho1wtCzeg6HiUFwvtaf1jYfc7HZst+OwRyzxXfumbRwfcdYKh3zbcRTfJs0NZ8o+sEmoOVoeTyx1IWVZsx83lPpEG6lHwTN4T9dyQSnZplLyUpPkXKALni4EQjBPb7fbWsV5H5Ywv0iFZFTp1TqPdsXqMHJU1kOPOk8uBV8SeZ74b/67/44HqxWfOlnzubt3ebg+Y+eFGBNzHvFJcTkTfEY8VfDWfBctsbKmCt6fAN6MUo1OnPOUIpSSiMVaDYgPplbsm6toBa3eOfrgQU1YNZdsRlgLQYDOIV2Peod6o5M3ZQ5XAy0TzXV1UVhE5VfmfcWU7JFTFbS1SZuXje/guWkx73jAIVlJu5GSMa3C5FAp5Cys+hUIXL33AfOcee/imtPLkdUbb3L6uS8gpyfo6Snf/NrX+NZb3+Z/93/8r/mj//RHfPUP/5C+6w2+7cNRQraQU2R7bSwvb9aTZZuqUErJ1i9oGAaGSq+2qCZTcmNjQoqzCQJnh/cB5501OxQzJ5YjrMK7OVNytgQywtB15Bqx5doWYp5tiLoeYjp4lLt5YsqR8/MzghOC90TNUIqRAICmmwxqBc+3PPYjP+XoicO3LpnBdIV6LZ5UzPmJNefknMMHUM3ENHN+dkLfBZBEjDP7cceUIoUC+8iUZ6TP9KeB/rRjrxNZrc4oeI9TR1cCLS9aKjOV3kOZKLsX+DzjaymFrVtFs83LWl1BQXGUg9PkoCDQrRCFLoLMCT9OcHmBnqwo3IHgURVKlTDzUXFBKF5IQZlyYsqJnkDSxPVuSy+Bxyd3OcVEpJNEcpyY5z3EntB1rNYrm3ddYDfN5JyJKdtcW9pwf3ivOtySwy8NHhdcqdlzV0sukAUeLiVWIdCMJkVbN+8apRYVE7NWKnvRIT4sNU5SO7EWlyoaYvNWK0pjsF1Vi6jwnIlG+6XcADUEJiukmACtPaqO6j61MO6mhf256gf6LrDuVuaoKMxpJqVEHKN9nxPT+P0bS36ijZTPipeCF6kdc8W00NRV4oQtemshQZU2KfjgCT5Y3qTmeuIUF2KCquJUWPnALJ6EP3g3ta4qUnj34pLdbs+83dEppNPI2dkZaxFwgd4FDJ6rXmIx6SCDHWw1WvbI8IPq8x28lSMPpYXaFq7IwgYUkUVi/xBLLzzCAyy4uNOybMRSk5fNO6sfeUiStrdsnytilpbjjJcZCS0tQs2IJmN64Q44tggFoeBIomQKqGPtPPM0s//gCU+/8Q3iNPPK2TnXT+BpSvy7L/97vvHWW/zh177G8+tL/GZ1RDQ5ojhD9Xz5SIJDy+c0r3KB1zgoyDcYRSuUoYUFlV2ij+qVo4K2DaNuHtYOpUXPQkqFHI3bKU4Wmm4pSkpHen567NTe7i8mRxH08tTh2tqPt4zT8lgiZ5treuTESmuq2sYIKk273f/S3Ghcy5/UFu42PpYzTbngi+I9S9vAGpIvJ9lOT7TgSjK4r5WCS0uu13FWd1gX0hCQTKNLQC3qVdBc8CkjOUOx9aW1GY7dvmMsQ28EJmbd3cL6k1LJVsdozEJiaHWJ9l6+OpRCm3M1MnpJlKvLXTyMg9UT3cwOtXNUbfdKj6x2NQxtWGuEaU5WWwMVPSqCNnZe66FFjXTrfZTq3y0lM0Idi0YAY9lTmpO0bCPLjmHj6cUT1sEMrXME55fcqeWnigkBp0wq6YaG5fc7PtlGKhY8utRH2YZtm7x1zBC6qtqMHlotrE9WCzNpHPfkObLfTYtauQ/gXeCk6wl0zOqITZPKh5ojKrx9ccUz4BmCpsj27hmP1huK8zgfLM8hQC1CLbmYxy4FqeK0luOtExKWpo02ZY8X1MFA3aD1NHZdsyFqU7FV3Dfd8gaPSG0V3URuXTVa1IjqsJBk2bTqE4fPZ3HmjHlYzNAXzbgUcSWZ7p93uNAZdKeCZuNiRMU0/lQ4HdZcpsiL997nLfkfOHnylJMHD/jW82f8h7e+zf/+//Z/5+vvvMulKOf37vLKZ95kfHZBHid0nI5mw0czoYDFGBwbo0OS2bUUXQ3KCkio7wlazPho817r4rOhNtLLYsREyKUZKcc0JlJVBvHOVcV1SNmiXiszqIzPZeG3ifA9jtuXeuzBH97E7mkjLng1mK6Ys6B1vdicK9ZSRVoNWR3TuvG7oouX74sxUp06ciqk2aLIXMy5s7GpxkSpTLzFEiLaclIJ0yW3920GmsP2B9JSQMWgQXHNFCBYHpqUkZhwxSJQg6T1CN4+dvXq9baqUyxq8MHUTkoshipU0WgHh7Eoah2AqwH3dS44ZCHIHDbx2/fCzvhmoFW/W4qYytJiXTVXqDlT9PAArPda80trni2XgqqzOap5cV4Xg7bwPg6TxK7+4IAqdsug0tmbE9v+4tg4idSrtn+995xsNlYrJ0Kqws8xxkWzcp5r5BmjkU8+SqXi1vGJNlKrdWAI3ujf1cMvFX4xMURTPF4OR82T9IS+p1utLK5xniG2vkwtzAgmamrpSaCQnJCdkJyQihCzEgpcq3Iybilb5YemHbnr6Jxn8I5eOkJSSrGWAq2DDF7wrkYmajf6duDb9r6DV9w8SvutTRal4cKLYmdx9rzariMidFVjv730plHSxeNuzReVmgdTtV5dAtkJpTjq0oFaYKvJIsIkhbUI3ndkFXKGecn3OUoIZBxRHLPviM5xTWb0jrwZeH97yW57xa/9b/+Qp+PIe9sdL54/N75fKuT9xHh5RZmiWTteHjW97Gh09BtMpSNjf4Pt6JxBTwVKFop4BE/JwaJYqXR4bbmbQsY8VS1HdWYocwoYGuSW+ijLixVKFtsMxRRKFmX5dk4tad5uM4d7d+youBqB3Li3y5tACaWujUzKZjTFBXAe53rL46i9jxdH6DqKQkpKnoWSHZSOkI152ecNmhLr5NALIT0ryNZZCUZwS3JdWhQqciMSbZHcAsU2e9EcsqNIr2BjtsB9zdiolXl0QIkFxgxT9YByZUeKozaVt0S/szovjy7oS6eB4mDdD6go+zRyR04RcWStLp4oUvH6XHsqWdt0b/dMqpvRnD3a+R9uQrue4whZRSlOUY3Lq1tUZcSOQiKRpVgLICu8xPmyOLItWpHqyBYEX/s9OJydnwod3c1InPZHy+q/OflyvQmiS7502Wqak4ccnAj1kFm6FcytF1UjUBypZDTNTVXlxfPr22f1oeMTbaScd0edPaUuzqMCUzXcfXk9LB6DwTKgVdnAdwEpBanwRft7Vx+tRlZFTcLHKbOzotxS4ConLuLMZZxZCYwBThGKc+A8UrxFE+WYJWNN3OzDDpABaI2c2s+H8L4FNO1v2vxqsJ60mdT8tvo7Xw2SOwzHTa+uvuexA59ajZZYR9TFya07i0EHVQWjfq9dh4g/GLhSEG8noM6TnSM6z+Q8swjXOTMJ7MXxfL/j+TTxe9/5Dte5cF0g+UBwHp8KxETcj0iykOyj6pdu029f9prj1x6/ptWRLZuKCqrBjIw6KNbBtJEhioKBVrLUr6VcFsg0F4dqAMqBPOEshjUJrXTYAJQPbyTcfH7ZKG7cR3vy8LpjKnOFe+qGmLQQS645C0BKzcdaUYP5Tc7qX4pSMtVIubpZOVzp8EUImtE9pG2CCJLFoFihRvRqZABtY9n+YckFLuWEzfyI1ChoOft2kRRp26nNNVFHQJizOUqaihmoojWSqxGwNCjLLxGAlaY09qix4xCqSjoWsakZOqmLTrFu0EjN5Uot+Wibvd6OlOqJH0eGN0xRjfQWUngdkyMjZZWG1vpnGZMbE+L4Y2qqoKEt1WmtlYaLA3MzllpuyeE4RlC0FYQ0qkb1h2v0JbR7aCK8zYFtYgONii7SWp8cHERbk/8zN1I5RSK2+JwTQq2PEO+MhdrUgdvmUZUa8nbPGBNhnBb2lXiPOG96YPuJnBIpbRHpwXXIKlhlepzZlcisGRlsoqvCrlcuXOat6xfM/Qo/rBmGNc4FBm9V7JoiZMuae8B1HkcgLQbKDl3+PeDPN2AqqBFSK1I29KJ1+sDrYt/a8wGL+gIVBT9ybhXIdSPTCocoBsnlxWC2k6swQKt3KdbF08YYcrdG/cB+PxK1MFOQ3hss2Xdk55m946oU9qXwNM5sc+EiZt6+vOLFfs93L15At8KtNmxWGwaEueyIU2K7s8JpJ0Kz7x/naAKoLzNgN47mqCuVuCLk7CilLlXbtyjFNt+oh1ybJYOteDjUOiN8b3sjpqxfcsb7NcPQc352wuXlU6b91qAl1SqnWPOiuT4nQIVpvTOY7XAJzRg0w1SO/eJDxFKbcZbQwGBFxDZB6vyyfjIOJJBytA7JSWh/6CUg4tFsEG4Q2F2NXD29Ju8LurEd0JUb/pXN/WagXuIrLLbrsHsu572EJu17ak6oQpCdBnyM1p13jDBFJCl4Qb2n1DVkhsqMlEfoaiQQ1BtcJR5FiFooztujWI5FnEViChTrck9ArCN1NVTHke3NSOqmNdEFgK+i1pJrVs7IF9aUsVQjpeTqFB+nRI8Nt2C3zB5qvbN6U2vxPmB4kKPL3gI+haXx44FQyW2FiON6q+ZUIzWCFGM5NtUZ5z2xJF5cXpIwx7a1ommNMp1zy9dmrEpR3uPpR6/FenyijVSbvMaEEYrF3kehdQ1lqyfk6mQS75Yan1wNWCxHKg7V87KulNYFNufqIRSDEguK1ALrCMwO9ihPpz1BCyfAmQ+4DgbxxphxAcRXtlbBFYcUZ75S25zQG25yi5xEDgartRhg+d1hjbQ6Gzn+W5o3BEJeFlH7myX5C8tmplCnm1q0WTcyVz1jX6MpQzuMnl9UiKkwOmV2wfY279AuULxnVphyYpsKL2JkmzIvUuJqTjzbz3yw3bNPmeH8nCKB7AK73Z6YC5oLTqFvEAaHQtjbsN3tYtiFEFHhhvbccTFzO5r6hpWI2PVlBRGHFreQVlqfsFQ3k+LU2GCS0VDM6DszDqhCLhTJ4AvFZYpkVFoM1gxUwR2pVjgtlRItbSYfnrux35fq6R52esfh97nlkLwjaI10jzwUVwvAvQSc+Hq6SjoSPlYEnLNkvFOSgxKEbRq5nHckMlmOd712AvaztLltg7ys0Aqe2fdyeMZyM8dvVJP90hhlFg0FNQatxgxzhJitlVSLuVqBqbg6jw/EbY/N51KUFCM5VwacQHGOUtetFbm3AlRd5kjzkZzIonJjdliWzR1tEVOL7Nzyvc0hj5oriEqhVKfHZgbVSaSlz+p65UbInZfnHIhHnT3wAcWMb0YqLZ8DSUeO9p26ro+7IBwbKnMKheLaWqpK8iKod+TsrV5S7Sq995brq8S1G+hW1bj8E0GcaInBgknlpAyNrnTwJO2OigPnD9pjeG8wlipJYV42B2xCO6VIppRkbSeSEinEnA8TZzkRmETYifLBtIOS6FU56ztwsO48vXP0rkNcQooQVI2BkwWkNbs4XsjLWy/GZpF3Ovps156v68iirCoBK9q2l8p2LDeSnw1eOSQ8xCZu9dxMc9DMVYM1LHKsuZJWjFqa6KQwRctNadeh3qNDR/SO5IQLzVznxPNpz5P9nusUuVLlYox8cDVyNUXUBR6/8ZiYlf0UuXz6gmlKdMN60Y/LdaPIqjcW60cZKGBZLO252zDfgWXXYDmOpKesnq1UAojBmxWWkbLkGZNMljfo29jVqqFcIMXKVBGKSxRxZI2W5NZshJbilvocRfFqpRS+bipCLRXgUJB58Nn1BjX9uL+ZZtvEPB6nwYxryRWOBXG2mQTXGQmgGGSZat6PumnjrelloZB9IXdwGXe8GK+IUo2UZsAvaitLWMQhutc25s346BIztRFb/l16k6EWTdbccyMeOS2EDBojjDMyG+VcKwNUWxNQFw5rBgEyrX0OuTCPIzklQxOc1Ecw9RWp0WQNPVqqre0tvq7BFisdjoNrCI5SSR+NH1jE8r66uBdSCTRKbrzfarjNQGn9hIOTqkfOooXsniyGChVnkUvGugxIabfD9CyLOxgommBsvYplJtXTd9XhXJxVd2ABOuft/buAK5afPo6ejg3UMQT4vdrgHB+faCMVug7Q2jkyV2RALdR1FUFVG6jQBc7OzxHnuLq+rjfV5FKkKMmHJdGXinXrNUNmHuWUJpIoXpTeVwJF3aULIH2PrHqex5mSIrCn23dcFWN2narj3Anr0NPlgM/lwERylTVWJ2NrRX+cLBeMoGPJ7aMxEHu+6sveOISDUaM0TLt691RjLDdzAZYkrt5me79jOLEuiCZsawoEBpnM4om+Y/Y9stqgwZM7z0WcuZ5m3rp4zuU88mTcclkKYylco0SEuXeUbiAV4ZvvvYOqXdWwXjMMQsoWkaR5ptoKk5nSm0bnZQaqfX/7dd+Lqk4pFUIrLBXzUNl+LJTpxakQUGYQpQ+hGrtCnnMtMCmc3Tljc7qxyvycmcetQYClkbbruTUPyDf/vJ4b1A2t8TJvRtwvO5yyFIG7TG1k6Zmx2qVYCsE7oxA7j2KyP6mY8+a9be7ZKRJ8Na7FFEec4zLueD5ekrxFk4VydGaN9tPiugOP0UbOzPsRp3HZInUJQ9SMOMWcLi2VmFeT+ThcyrhpRrYjjOmoLlgsshBZmLttTVkZg4M4k8aR58+eMI57nPcUB9kLaDgSgjlElZ5DEXYrxJDqKNq+e4gO7adD5L24jeZNslD1VZbovVHwqXd6Cdma6VYzmNacEVvbCjmnSq5QsveUDMnVAt8l2SzLl7bOpY7TktPWZlDqNdf9Kcuhi7Q6Z3dOsMazTuj6frlnNiayrKdjKPF7aRK+7PhEG6k2CI2Vp1rXdcVJrUbHDFTX93TDYAsOlkXgxIEHKWERlVygP2dwYBatEJ81WxNnHqXIYcDFecQH5hTZoVyUzNM0gxPueIOuggQ6MQNKruB2ZeC1ybvQwakPhaOpVLenw3FIAB8viiP4r+aubM5bAhaqUeIQEWqNpI6n8gFhONS3t3OjwqUGLxSyCII3Y+8C6gJZHLHARYxcTBMfbHdczCNPpz17gblGn8V5cvBkdWSB7W7EScBLx7pf47w1UWxaYcs5q7w0ero9R4Abi+L7GaqFWmP0vgUzbZy9Br/aXmP3zxzdXO9XqSScgmTDV7wTNqueO6cnBOdJMXIVZ+uhpccJfreYvgYNqbglKtE6V0yjohkBO6/jK5Hq5CCyyDVVsAkvSqACjSKEGiE7DO5Z2jCAQUd1/EptgBdbgOUcU07sY7Rkfc1r3oTp2ow8xEj2+0Mx6GJs69xq4qPtXrTzNqHmUq/Yrt1gc3A5w5wgWX50gbHEatm0oiYNKm1oQs6ZFCPb6ytiijbXqlOGq/fiaI40eSB7vtToThekI1cDdbPSrd27m/eIei4HyM1uQCk1wqv3gBvzlaOuCEdDDTRGr6Zc71+VnJJWNybt/2qQbjlvDaVZjEg9uSME4kZugUP0JxiRrV7MMmYvg/S+b1741vGJNlK5ZDRnYip2YwW8d/iuY7U5oe96hmGFrzDRHBPjNPH8skZSzrE584hzJBGmlNmPE9eTRVI+dBYSC6Rq0FYhEPoO5z2zRlJOzGWmJ+BcRx6UrWZiTuT5mid5z1wSj7sVsT9BfMepcwzJeN1a5gOWJ8v0qfTj5vVplXwyYxSal4lh8kGd3ci6ex+H7F6MWNG2iOMtrTRvrv6iRWuqtYykMbMswFqcQ6mv9M5TgpLEE3FE1zN2K/ah57LAPs5cTnveu3rBi/2Oty6fsS+Za83oakA7T+o7MkLCBFdzUYMKqZTfCnc4XzfzUr1YDs7tsbF5WUTVjpcZqvb9cd6qzi4rTE7xKC6o+QphYVsVZzdJRShzNk3eKS/j5rPSB8+d8zVvPLjHowcPWXUd0zzztB/4ToLnUYnSoXRAoIivsFMliLTaHrHkv3MOL2akKgViuX/txi9OjYIy2nTJc41KPENl26wQxNtGlnSutHsrLxAvSNct0VXxRjyYsyXGu+DZpsz1PCO9Nau0CZKqV9TcHAOwIIGm5assW60sYyw156bKUuzrMOPkfHUcaNG+QrEI0UuC/Q6mCZRKPqjGoa5hjfbGrQMviolKb7e8++67jNOeftNRfCG7AmJyWqU6GgusLmaMS0m0yNCMmpDUBNFUjrlwBweSo1XosSjRlQQlk1MVbNWyONGLTRBjMWtR5pyrSkclcuhiBhFRQil4n/FZcd5ISxZIWc7K1ejHuUaAqHnJ6tAiGCmqzfHjuaU3v7aC5CZBdywue7s2sUHuITSx548XTX2ijdTZ+VlVQI7GMCsFvNGlkxZEM4FCyYmkhavrHftxYj9HQtfR+YD4gIowjiP7mNinvJAqIixslVBFVEUViRnJSi+W1M5JmPcTDlifD4BnTjMvcmYqmY3sceI47VfccT0djtmBlIxqlSnCJlvT6loW4QJT6IKhLwBQTd6aETvMpFYcaeum5p/cTd8WjpfL8SQ8QBClQRO1SLURCZr/WwTUC+LUIio/sJfABfD+OLGdJ55dX/F83HE9T4wSiMGjTkkhUJzDFNyMxp20gj/+UDuWNC91GqUx1PiwkfoomG+5rFsL5rin1vFzbTtp2mPklkFoL7aF6xZSBLUjMayCLbyYtHrEVYpIoUeYt3su9Bn74Ikxsb3aEidrsNmipiKO3N63xRDilnvVIimDh48hv+Od5PCzpVIcYOsjC5CVzvcL06r1LCspL5JXYIiB3QsqXFw/oBWEi4cS0TwTvI2Jee2W21yKU+uoGpzcIDKD++zDju5F23ELSzGtBWmyqB604lyVgmhCmiHMpt1nnrxJLTUR5XbeLU3WWnmUnIjzxPXVJSlHuiFU8lABCTZsZqbrNR+YfKqZdpcq+k1bfXUW2bnV8xU91DfZtRZbz+YTWBeENkRgfy/Y/K+dHLIWUor18w8fp22cBPqaY+x8h4Rgzl4lUCBuKV0Tm862r2Q7t2XfoQVQcoA828e1+7B8Xx1cZ3PYOXejrYud603Yr0XrH+f4ZBupO3eJ8wjOuq6mFOsNwRTDc8bnVENS4fnVFftxYpwTq9DRhw7xlj8YY2KMkTHl2mZCmFEixuo7DcFuaFYoCUHoQocUIUZh3k6UnDl5cIpSiGTmOLPNmQGh84G7mnjohF48Jx5rQUFj8hwgP1VZYPzmi9qUt1d4DpGD10pnPxoXq9uonik2IZcIoD6HHuomDrmQIyOptkE2Y9Cos00AtbSaDKmQlPPkMLBN8CIr7+73XO73PLm45DpNTCUxd4HsHXT2vkmOKdxSeXLYxliMkGHOhlYJGkv2NuICFea7HUW97GgJ22ODdmyoFqZfHTUnxq0q5bA5tgGVg56MEarUPOtVCLbJp7To0HlMuqcXx3S9I16PBguVwm6KzFM8YhJakr7UbSIgy9xtH24bTY0qlziqwp3L7tcS6Qe4aOkfVDXXerHGhX0XiDkbISjHWsNpCXiTuLEk+zHjtMlPeSloiWiZCV7xTlHJNhvFDJUs53PIR90wUDfYFHWsix7VjSm+VI+/WOSqsMBYDV4SLWhJaGkK9MpBHszeaxE2bVZQqwMbZ66vL8klmi6fs/NzrSyjwnrmqzWZLyglH2Ilp0tt2C1Qj6ZJ0QSHFzevIiSuneYi4+KWdWusS4fD48TjJDHm1vut/i3mKJnyjtD5juA9Q+irkTJm7THCIkfjYhJXB2essfekKlsoLA6qRUt1Td1aF63B6G2H8HgNHn/9uHmpT7SR+tRnP0ecd7z37vtcXFzx5J1ndEHZrB2992RxvPfkqRUlKlzvJlKyErn9PBNVuRhHSlG240jMmVSUOSXD3r1AMKw1OKvZXmXBZ4NxxPLk5ALTPjHGzLvvPKUIxJJZhcw6CPsh8H6eyE/fR08iD7sV2a053wyc3z1ht31KyjPOOeaUSClZ3Zd3rNdrU6oomdPVGgFynHEuGLwJ1uI9x8MiqRL7Qi3LEtC+2OLzBwDClUbFdXhtKsrVSAEpNjVwZ4rgzhud3Dmy90TMiOxTZpcT789b/uhqz9v7iRdJmXJmB8yhJ9ORgr3PUveBMRzbovd4WgFi021aKtsBijPhz3m2Yt6mKCKHib+wjurjdtQELMyi48WyJHVNgZOcBeggHCrkx912EeJs+byiVptidNseESGURGKmlEhWgbBic/6YeT8xTpMRd9RahKg6vAPRGadKJ0IXmpds8FtOivfB6v+ko+ko1Ks5yNcskU4bQjNoRbwJC3fOaMJeKP3ADOzHmXmeSDEaG7MapjkmUoxI6BDnWAWM6VoSab4gBMcQOtYxsI4r+vgCnTJjcshwgkh/5KZLzfECwSPB47oAmmrxc7b5J44QqpxWcQthQqr7rkQzEk6Imm0DD4E8KakkpmnETyM67ZH1gARnbXjqWGm23lEWnRecmgr70Dkev/KQEAIXl1senGxwXhj3W8snivU1c87q1KDCcilWYeJakC3CydlmKejeTxMpRYpEM/o+2IJECF1fC50DEapga6klvLaGTc2lGZCEuox3npO7jxnnmXmeifNUHU2jfFsawlltH86arzoOJIujgNu7w8/tOetmoLUGSm3+1NEvWtMAYiSP48i9oIzTZM5Z+yz4kFO48AhK+dhG6gcoh7Tj3/7bf8tf+At/gddffx0R4Z//83++/C7GyC/+4i/yEz/xE5ycnPD666/zN/7G3+Dtt9++8R6f/exnb+QBRIRf/dVf/UFPxTxud6vmCQHnjG7uPDFn5pQY59mMkJZKwS1MMbIfJ3bTRMwGdSxeZ71zVnogVRy0NvqTKpVkWUzzLgqUVJj2M+NuZr+PpjQtQvaOfSk8H3c8G3c8m/dcU9g5ZfRCCR713qI/EXzXWRRRf251Cta23R6+eTtgUEwpy+NYrVSrOnNrtme06maIqoe2PFxVQneg1XyJ1VoUHBEhOiNHpK5jDp69d7woiadx4r39lifjnqfTxEVOXGthco7k7W+KWL6lLPQPz1IEUiqtvbGQap7OojRj8qkTY4m0+0P1W/Wovcatx22I4Wbb67zoit14NC1CcWjoIQwQBooLZLFHwpPUEYuQ1VHwlDpWSONh1ihIPD6sUNeR1TOmwpS1avw1aLeWBIttitZH0ijdBmEZTd24fXp4/fLz4Tk5fk0jlYhHwwChR8OA+o4inpgLMWViSjXSkEOTwiU6aZt6wpWE14jXSNBIVya6MuFLxFctvhYFtN3vRl1Pw6Tqes2N9t/WdGUfOh9wzoqHjXbuakRvTL2oajlMKpUbtfWdEiXXvlKH+H9hahqEvoQueCd0nWdzskacZ55TPRGl5Ahq/ah8lTFzC9pXHRWtTf0q284HTwje0gMAmG4nS6mBGUa3yJvZ/MlqxKFSv6b6iFmYM0xJmWIhFcH3K1wwkYGCN7q6eFQCKoGsnlQcMRuPpKbU6tpvxuFAzxHMmRBRiwgBpVhLmyYGW7UDF0aryIHFVfn3pt+Yb6y74xzxD0KWOD5+4Ehqu93ypS99ib/1t/4Wf+kv/aUbv9vtdvzO7/wO/+Af/AO+9KUv8fz5c/7e3/t7/MW/+Bf58pe/fOO1/+gf/SP+9t/+28vPZ2dnP/DJv//sKbvtNRfXV+ymEdeB7wNhWNGt1zhxhGFFnGdimiitoAEhqpJTImbziMUJLnhCZTAVh2mMeq0KA9kWUvXkxAmzTosqg0UmMG5nEjApnK5XON9Tup7racfF9ppelW3acLo+4TplLsueB5sVLnmevXfJ/fv3ePDgPu9+5zukFBnn2ZiApTDLRHCePnSWF9AKNywoxoEV1Y7GyEuxLGuzc4KIYdameeGRWsHbqKe5CP3qlCzCFGcmVSYgh2DEhs2KqzhxHSe+vr3k6W7PNy92PKPnSjom31vhp+8rZNiAKSp11zIJWZtRPXh6y8bmGvLdJnrFP337ZWmYw0eyidrzzQC15z6KEqutQFg7Qujpwxr1VS1/nOqGqsRsXnQqhU4cvQRiMeXtpJmscijMlIB0a9RnsstMWKjk1TaXZnu9BToL9T+lskgteZQgSpByUDlowyUcoL7282ECoOJtsyfU6MKwoZIiqbC07fBUG1ILNQXL2UhO9vbFCA+DFAYprFRZKazKSMfEyiurYcCHHkdnLWVaDkeag1GhXlX2MZoj1gWatI7UDRf1VuagglpmmaKeuSgJZVsSkh1ddkziyE7YxgmXZs6LdRgwaFytdqcYtCYiSHALlLZar9jMG87vnONDYJqNDBUcOE0E5wne0wVZ7KuhnQbTN3Zbg56XqF2VLlRppQxQEFLl2AmdmAMbFWKpkUnx9X5LbYqtRgLWspgUvMMPp0gS1EMiVhgyUFxHFnN2BYgFOjEXU1ztWM4xGcOWUUOQzRm2vS7nwhSt35qrZQgq4LtVZTLL4kB77yg5k2o5BaX257oVQX2cEpCXHT+wkfr5n/95fv7nf/6lv7tz5w7/6l/9qxvP/dN/+k/5M3/mz/Dtb3+bT3/608vzZ2dnvPrqqz/ox9849jFyud1xPY7McTb9PS/EUphTwjlPWK2MDReTIcOq1bOoNHM54PZUHNYFj3cQAgtk4TFPv7VwR5VJLYuSasbIiBVWMBsUOhw9gaFbMbuZXVLeuZrYTcKjeyOyPuXs7JSr7RbJCb/ZkJzjepoowXrC0Kq2VdmNE8E5nFvVpLIuNX6tSNf+P5oI9msc1YPKWKQkrlaXW7JeKmGiSCtkFErXk0VIzjNpZqfFtPZKZhtHLuLIVZz47rjlIs48lcK1E0bniTXCNaezGpqyoN6Hm5hLTVUsSYgluDLac4VqxLawBg02zLzlWm5Dd+3ntiha1NSOY8N0AyOvQSgqtSWfJ1TpXzcEghOcF6bZlJ4lKl3nCcFZTkYtT+OkEIKxEZ1TC6685VIq+d+cGyeIBMR19lW6AwTjqMn1gojlFpTA0UjU8dRlSI/tlRztRIJYvyoRghhlW4oRi7R60VTFBXXe+q35YEZDLYfmncNJIPQrOlejuHovvLPEvjpXHRElJzVGnnd2/q5DfYeEHgkDubbASXiKejyeUqN6r36ZkybqVQwyFshekb5DoxCzoH2H+p59SnQpMedMUCsBIGdEG3yIQeKp6uJpIe5HtvuRfXVAQoUHXbHxoCEUWmwuOjGor2h1fAo5FyOVqBJjXpyG4AO2wpLNt5xsY0dwJaHFVC9880qkWsAaaZZyyAeBq9Byhd44avsDSx6tYPVSYKQp5y236BvD96j4skWESLNVxu5r9W4SLAFQ/Vy7r86iLeep0GT7nWGBrVvvbcN020D9IJHVH3tO6uLiAhHh7t27N57/1V/9Vf7xP/7HfPrTn+av/bW/xi/8wi8QwstPZ5ompunQluHy8hKAmAu7aWI/zcSYGLoOnBBzZkoJH4TQ97hkk8P52hhw6a3SDFR7SK2qN9zeqLkcjFQxpyjV0H6mqQo0L0SQUuVagE4dHZ51v6L4kSyOJ7vEdp74dBo56U/ROydcb69wpXC2WVcjNVOCNY5bYEaE7dU1CVj1Xe2Q3VKhS6yxuNHLRKjX6Ipb2EBS6WgVTSRTG6QhBhk4K9bL3UASmL1jLIltTjxJE9uS+GDec5EmLuPEB9OOXSq8EGH2QgzG2gM5VPW3c9QjI6qKZGlYRF0pddt11UhV+vAxEcRXGrZ4Dtj9rQewJG/b97cTth9ZaEj16nMkqRCwz3O9o+uCNQN0GZcASXTB0QUBMQV+stHWQ90YnKMyIIux3irxomC90KRGtrI0nWk39agMtEGIegD4DiaqzgMRDuyyaukroaI5zUGM6O5yQnOypoO1QKGkCKqor/keZ0ZDMViu6bEFB54MxLpsmoZdJdJoiwLsg72XqrqeUR9MzzD05DqLo3ic+uoUGOTclLztv2DnIJ3JTXlgsEL0NBfU98YszZkhZ2vkqFVMuTaidM1AFUWTwVepWMnJbj8yjjOlKCFUKdZixkydRQbNQCzGo+adzEgdnKqY8lJA7501ydRcyDmRczrkS0tE1dN6rmmzbAsqUnNCmJFqnA8zUk3jpPKCxVAGrco1pcRlDjeSUZNS0+pYGJbR3t/mWuWA2nuIIqFap+XU6vO2qA8C0rZATeewpky+n4Fq33+c44/VSI3jyC/+4i/yV//qX+X8/Hx5/u/+3b/Lz/zMz3D//n3+3b/7d/zSL/0S77zzDv/kn/yTl77Pr/zKr/AP/+E//NDzr775JtL1xLffJl1fkxBKKqQ0s0+FLnSs12vmZIQIdRXPztm0ydoNWDz3guQKfRShxzP0ga4LeB/IKbPfTcwkUkkGnTiDhQTb6LrZ2tp7L8gUcX3P59/4LO5ThfTFL/A//MEfcnV5yf/4wTuMEimd8lOf+RTrrLz31a/hMyaUm20Ji/fMOVth6KpHgLnkBZqxKKmSXZ0ZAN9U4ZtCswgh1wlbQNVZKw0OIb7ztgGp76yw1nu2KLuceW8cebLf8sG44539Fdc58lRn9qKMUtg5iMEx+Z7sPFlkIW4dowru+Lm66FyRQ0+3CkVkx6L15spRPRL2GudrS/oa+d02QMfGServVfWGyOzx15sGyoxULoVUJnIaCdlyDOu+Q3INieYtEhN9iXid8RniXEhJSfEg8qqqaJzI2wvi9QXxekvOo+Uw5tGIKyK4yRuUuhoW5yKntOQ6Uq0x6X1HCJ6+D8vGQYtYsfoXu5bDJlDsF4QuQLAoOU07So6UuEdTgpSYI+ADMiSS9GQJaOct06UdYIWuiGfOkV2MxKBsNonvfvs5j8opdz51H3EDooHgKhpQFcVLyZQIhUDpNmQ34NTj/MqMtAacrpEq3ySViSjqUI0onuQzxRWM5V9ImvFhoPiBy6h00bpdO9cRuhW4YPTu3MIFg7585VXPsbAfE9fbiRQVJx3T9YRD0SkthDv1qa4nt8iAtX0kVkgOlGm+thYg3jP0vfWcmhNpTkz7RBdqd+4wUdShVUKqaQhanpuD46YttLc14XzBpytC2hLinkBEFLqcq/CwICkdjEuczao3oVHEInipc0XAi0VYBTN2rSRBGtFhQUSgaGX9aWuFpEiwBrNOrGRB9KYBelnk9McK933cI8bIX/krfwVV5Z/9s39243d//+///eX7n/zJn6Tve/7O3/k7/Mqv/ArDMHzovX7pl37pxt9cXl7y5ptvMqxPOTnf0z17hkwTmvKSOm5EiNB1lbVnul/tBizRT2jVbK3grW4slXttm0iDMqxWJAERE1EU75G+q7BbQeKMEwjOQTKjd//OPU7WPX0Qxmni6ZMnXD57l6t54u2nz/mh80eo8yTvLGlPWeqyspeFAtsFo3hGNXihBXpFahEuUhOyNhldjQ6tbsU2CrtGX58HK5g9pN6TFlK24uUXyaKn93Y7Ptjv+GB/zfvjjq1mLlxh9hC9MGLvMS8p/HYoqq2c8xBBNVhtWXw0mr0BYYt4qtx4GY3a6ypkcttTuy0U274eQw+3o6hjQ2XwaIP8zFstJeGkmMebbcOU7OhLZnCw2Wzog6cLjmkXTWA3luX8ErBZr3l0tqEvmbXA0AeLTLCCTg+svKMLgX7oD0Yq+1rcqRbdi6P3Ae8dIRxxnppBVhbv+/h3uUIxbvB0XgheyM6h2VO6jpQcOQd2s6KuQ1YbZgaSdJTuBJVgMJx3VodDhjQjbk1wGZFztleF051yMgsu1PupYtqUwEyhxEKZC1l9JaOsUEnk0NcoMiClRzCD1ap67R2qZFPIFJfJDiu6DdneJwxG6FFnxf2t+LCGEpIUtByQkyo9ZGUWHlzHMGw4P7nDqjMGpZRi0ChAy6/hFmfPZYMMfa6q4mp5H++M2r8eBpOc0sIsMy47+mqkgrf4txRr92N7jpGbsiola4VZD9F9QRmCcuKSRfI+472NTxfK4qA4184FeucIziL21jCyFjIspBu/zJ0a5Au13skKgW0OWe4tVqeSlCsT1koRpFYzvixK+s8hTcAfk5FqBupb3/oW//pf/+sbUdTLjj/7Z/8sKSW++c1v8iM/8iMf+v0wDC81Xuuzcx6EwPvPnrObI+P1DvVGoc0pWXfIndVQTTUyUVVTtXZi3s56QKrYbMtbaK5gcDZWUIOrDJOF5GxzLp2H0NGvBnywvNE47iusIhAzLimf/dSbvPGpV3nttcd88fOf5Z13v8uv/Zv/lmfvPOXLv/81hjHw6tkpjzcDGiNTSpwPK1PC0EIse1JJ3BkGUGUcRwLWmiRjazmILG0dLLyvjmM1WFHNI1ZxON+B8+B90wFgXwpzKVxNI6Mqey28v99zHWfe2V3xbNzzbBy5IBG9I697ig+U4NkLZDW5HO8q87E1WTyqAWlpJ5SlmPKQbK41GRV20NrnCKlyMs2oYnkVqwuyPOFtT+22h1ZKuSEwe/yal0F+Rmoo5FIIJdGVjBehSzNBbdHcWXWcbdb8yOc/x/nJhtOTNduLLfMUud7u8d6q6hNWRvD6m29wdXXNdc2hZjXmXi+JQGEdtNYtdcs9Kzkf2Fhi+YIgzvIjxajMsNioZaNpbnRzuiaPQbjrzhRZnBCvVwtrMGchFbgaobgBVvfYloFJO1K4Q5EelRWKYa+hZKQkJE50eeLO2YZnzzqGM2F9D7q+EFxBExWmK1ymkTTvcRcjMQf86h6cWuua7B2Fqthd1hXrbbCnAgNIBplQlw02lEJrjqb9hhJ6yqpn9gPbMXEyJkKwrsI+qTVDbN7QysgbWQWVDhdWrDf3eOXxp/niD/04UiJSIiFe17anSvHW8LHgDYVQMcJJAWtjVUkuJdI5x7rvOT9Z0QXHvL1gHveM11uGTggOOleZk2lGtd7nbCiA9fGq/djygZFXELog3FtldhT2XplGu6zQQSs73tf6aw90g+C7gPoV1KsBg+zatTkKx0K+Bk8L3WB746F+z8p45pQZx0TW2iFAs/GYvD8wo7/P8YPo9/1/3Eg1A/VHf/RH/Nqv/RoPHjz4vn/zla98Beccjx8//sE+qxRcZ4lYXCC2yMcHYjZq6BxncsomUNo6/jkhdB390HF2bqwedcI8R+Y4k2JCtODFaJXjNFGiFToW1Go9qA3ScoQ0czac4J2jeG/1GCmzEqOTb1Ybgg+UlHjz9dd5cO8Omme++423+M5Xv8luu+e9i5k7Z484P7vHyXrFs3feoYwjp1Uct++CJUFTJk5TjTJKjVRkyW+4uoCMhuwa1kN2HSqmjIyzYuXkhLkoY8lczBP7FHk6jexLZpsL726v2abIlRb2IkyrlSWuHURfKbPF6qfAEvOiDilKU0lf5j56E1tngboNU/ctFqzYutSkLS1HdMBmfbMlHDbo73W8VJ+vwoAveTFQa2O8M2XnnHFa8Ekq5AGrteNOP/BDjx7x4M4d7p2fsbu7I86R/X6s2pEBdZ5+teLRK6+x3e9NdmtuorKZnpkgiXUwYkIfjHItYJTf6mE3PM8jRg3OkfZkUyCR5Z8WLJhawOQhe0caOpy3CDvtd2g2BlwujlyE69mTZUXp77EtK0Yd2HNC1p7EYJR5FQYst9VTkGnLuvfsrgrvfOcpz6+39KuB4AJ9XlVOm3JZ9pQ8sdldIs93SPZI2CAuk4MZKaNfDxT1aCvoQ0E6RDK4HiHSWslLZSFG15OcZ4cjbUfSd97lxT4xDCvYR3p1rLXKCjnYdkoUZQautyO7/cj19cx6dYc3P/VDdCS8Jvp8RXXtrHwCa9+R1Lr2xgp/pcr2U7E6qs471n3grKInaXdJmkbi/premXZi54oZwzyDGtVda0v1Vh5heb0WpZn0Wwieu+dnjPPEPM/Mk5EkvK90HIVpNrjPiSN0RlfP7gTwqIYaE7UIqByVNBidpzmOvrcaOdv3hKTw9rvvc7Xd8eT5Ra0/NQJQ8YUkVgdZ3E1n8aMM0h9bq47r62u++tWvLj9/4xvf4Ctf+Qr379/ntdde4y//5b/M7/zO7/Av/+W/JOfMu+++C8D9+/fp+55f//Vf5zd/8zf5uZ/7Oc7Ozvj1X/91fuEXfoG//tf/Ovfu3fuBziVp06ay2pRUSoXmvNE4VRnnVKvPLYFvUa8QOk8/DGxOTgh9B2JQnJ898zRZvVFOtflhtg68zqHB07rt5Wm2Asc0c+JOkAo4pwwpZYYh4DtP3/d4caQ58uor9/HuAb2HBydnrMXxzf/wB2zjSOk7Vvfu8OD+fd597x3mHOmCJ/QdXajtCsXauHMEW7YIsairuZ9W0Z4POTfvURcovjPpHYSJwl4L25x5Gie2cea9/ZZtzmxz4p3rK/YlE7uOEgKl6yneFOOyTWeDI8QSxOIcmvWGcWoSL8cQX6nRaYPvFohgubMHSKId2hiCHAzTxxP6vwk93F4sL11AWpsL4gjBG4zb3MZqpHrxnHQ9r925y+MH93l47x7TyY4UI9M4G27vPbhAP6y48/AR4zQzxsg2Rst/UuiZCMysfDH2nfO1/k0o1GaSTeOs2qpcEinNSy7KVUr/scE2GNg2zn0QknPMQ7/U+eRxjym9Q1ZPUcc2dWRZkcJdtrphrwNXcU3UjqiDabcWWDnH4IWT4Cm7SzyZ/TZaveGTyNCMVFlVXUblkhHVxN08cnI1cpI9nVshrlA6qxNK6kk6mAnSgyAqLiBiLe+9dsa51IwvNucSnglh1MJ+jGzff8bVdqJzAb3csxbPue9sX3DwzEcmZ+115mh1Yrt9pO9PePzwdQaX6Uisy1WlcigJWzcJi47NSNlaiEVq/sZZDjt4Vp3ndOXpvaDjNXnekcdreooJ/ErBl4grM+7YSGmpBcK1lUquzMJaJOtD4PzsnBgjMSXiPC9zvM3lOdpzTjwhbBA/kNigBFDPQdsm03RlLLa0mq5G1nIhgHOkoouRytuJLilbvay9+MRq/lDU60Eq7CXr7bhuCv4YjdSXv/xlfu7nfm75ueWK/ubf/Jv88i//Mv/iX/wLAH7qp37qxt/92q/9Gj/7sz/LMAz8V//Vf8Uv//IvM00Tn/vc5/iFX/iFGzmnj3vEXJh2e8YpMqXMdpyN/u1TbWKWmWImeEfogqn0iqUOfejMSJ2e0Pe9rVzvTB+uZHJOpAxzqe8FSAjG/qlSODlnNBdSgSlFfBfozk/IW8f1FDkbOmTds40j4RrmPdxZBc5PN/zIZ7/AG3cf8BOf+Szf/amfZJpG1qI8vv+AR/fuM5XE/uqSPit5tyPv9jx//hxNkeAOis6KUeA94EqFz1qtD1bDrs7jOiF5YXZiOnop8WzccR1nLuaZ53FklxMvcmJEGYHdJhDpmCXUXjiOoqYF5sSouh3ONEMVkGLthIrRYYFKn62YeoukYNEDO1RPLSJMSz5A0CpP1KpRzFAVb11Nix5IEbfFY28XEjaViduL5qPqpYoYtTp6b5ReFfpeFmM14ZhdQFanuNUpbjhFZkXo6KSnNU4kdEQJXIwTsUASz+Tsqp1zpDLgtDBhEXHALRBmkx9qRaOLoRdFepZ7bK1dqjHWI+Nek96TmPrKFANObEPyGuuYpiWXsOoGsnTMboO6E4IMBuGqo6ubEKr0umfTOe6uO1yY0DRx9d77VrQdesSv7UqioRuzKtc+Ib4wBXg4Z3p6kzZCyd4R1USKJzVqeqpwn4ogISGS8S4R8ozLiZWaQ9r5wKTCBMRQGCNMzy95+uQSnwvuauTUee64Hh882cETnxi9Y/KOVGybzsWDDpyfPqIrIz2Ru77DaULIRAIJx0wgYcXcBqE7ErVPnRNWXUcXhD4IK68EMmEluG7ADatqlLLVLzWh4KoTWYouLV4soG/3vZUDFrzzrNYbWquOlLVS4lPlWVj2ynLSwaJycRaZVifRcqxa6yxNUsqyp7V1ilgdXqtdy+JMLcMH3nvnffbXW3Sea9fdDhCiWM2XraEmQfVhI3X89Y/NSP3sz/7s98QSvx/O+DM/8zP8xm/8xg/6sS895jlyeXnNNM9LWGzCnlZxrrCoRHRd19L2lQYsNKpkIxG0MDumVAt9U1UeYKk3sNfpkreSSk5of1dQqmAD0gcInsvtFb2HzWZFjpE8RfygbLqBcPceBEeMEZcjd05OWW9OePzG60zbO7g5MV5cMF5eEqcdeYSsMyVXerJgzCAODO6FuqC1lkFBcyKqMDrhYp7YxZkn+y1XMXIRJy5yZNLCFcosZsyiawrlFpmWI12/qk9hMU/tfVKgGsibArB69G/77qanZQtLtRwZLDW3vYlzHr9L3dzU9syPNFC3E7ZLpb0efn4Z/Ry0RiHW7Xk2bLVuRIoUmDECdnbOIFQfKC5YLyInBjdrsdyKCuOUyeLIIuyr0oSXQFP+DWpQqdcDyaMxHFVZanUsIW61Wss1H8Gn7eJabKo4ogaLnIuvkUFhkKoOUebF8y1+oNCRS7CCWhyaTa3ce1cFRwsy7S1FlAO9nxBmxrxFWBnTrthc0QhJLWdTBsFJnUcCGhwpWZ1Pdp5ZPVEdE8GilNrOXavxdc5yaSFrzceq5Ve0KqEIFG/3LWbQOZOzslKHZjF1fVXrA6eGwli+1y1jHKQjdB1urs0mXWd9p1TIhDrjA6IBISDVCHhaQ0VrjJmzXaOplVs07As49Wg2R604AfWo79DcmRumpnGoC0FcobX3EHM5izg09SbmS5X6k0Is0wFK9wb1FfF2v3RRBaXdbKnzhqOv7XDt46pz6cRgRt91FoVXtZ4gQtemoTSkXG+syZc5he37PxGdea93O77z9ttcXl8xxRnEkUqipIkudCZh5GHoe4ahJ80WXdUtsfL8Fan5q3E/sdvu2V5vSdnqKLwHHzzrzQZViKmQ50Sck/WiqmHxnJJBKCkaLXblCJsBhsBb775N51/njYf3yFNizFt240zfd5wOJ5w8vA+dw1PQmGCOfPEnfwLNiTSOXDx5wuWTJ4gr7F+84PLJU/JkagCDC8YSKwaSteZmWvHiuViPm3EcGSWyFc/T3TXbeeK96yu2OXKdI1uB6GAOgdJUJUJfmZKL2ABS9f5c/SynYjuRVumZmpyWFj2ZKa0x0ALw0cjehbb5ltqaobYkWRQ1jvmCNe6SYhJJHE38+jhET9C6CQO3tMI+HDlxa1Gpq8ojIux0suLNzhwC72CLcK3C3jmi92jXE31PzI5JlH2ZmXKyxplRmOZo2W0f2CdjWnkN5BxQtRhKanTVvN+WklFaIt30CpuUTztaLqo5YceRFDhKCZTimGaQYtVIZz14yZBHu7EU/GptEReQsjX1nPYj4j39xmONpjPby2fEmIkFzk8cXa9cc03X9YSTU8a0JudAiaYA76Uw9A4XhBDA+YSGxH6yrtfqApM65uLYa41SarLe1GDAuULnAkEcASOyNGh7FohOKJ2rnWytxN4BpyfnDFkJqSDOo06sjYW3glRbK2LFxGHF0G2I41TzQLUvU4FMk/PyqHaWQyPQuv62/EyaE16MWEXcISVyIpHOFVauWM+rYq9R5ynOE7WrNWNtph9xYaWu6zaPFXLKFsX4qnCSM+NYc6wKw9AU7h05jajOdExVkikZJb9GXFIdw1LngFAI3sSHndNqoAKhM13FmGb288TFNLLxDuiX+4RqZT7WPPJLEIo/cUbq6bOnvP/BB0z7ycgOWP8kEIYQ6LqO1WpY+kmNbiKmyFwScy7ofiRcXFpL8pzZbnfs9iPTGE2DSpXhZGC9Hrhzfo4W2O8ncjQ6bSw1/B460zsrhf1ubwWdqpZHEuGPvv4NXCk8OjtnePgIH3r2hdqiO+NTBBUTmVVLrPoOk2/pV5z0D+jvnbA+Hdi9eMG73/wW2xcX7K6uuX5xXVssWHTXesyE0LFan9BvznAh8O6zC57vJz7Y7y3PpMrWB7alcJkjKVQf23XkIuRoRYxVvNAaNXZiVN4C2mj9eqhKR4zAQbFWB2Ze8gLUtSlpSt4Hc3W0qy6bcmuCkFWX6HCJuVJBHWTxFa8vxGjacyJiNV8ipjAhUltYW+K81PYoB8ac1MWl5DaOYBTvXGPCbCUJMVukLkDqBO3Buxmve0K8wmVLWEd6JufZ+4IGy8uMCSgd4Ikth5QDqrbRmfaAQ2ouphVcowaZamVuKaYIHzk2Uno0suXoOanfGYU8OW8EhJKrHl/G4RExdlcnK9TVyKTqEppCgQdW9d4UcGcUyYxa2KmnB1g5cjghFU9U+7yogoo35isFKUoshV2VKcp9Ry6OOZea7+2YS7/oIuajTdth5IUkHu9Ml8Jyr4VJI1ELu6Qk7yB0prOoQvQbVJVkJesW4Ugilsxc0kIbEDGKRCpKdiZbNTksanKFLD1ZhXFWMh1ZOsT3qFqUZnAraK1HTAW0dFAsqomqBqgVMaUPHyilI5WeqXQUjJVsGnnJOotLVYzAnEOcjUci49XXAn1jgY7qKzyszPQW86lpgqpWFKkkyGEplC5L+3atUbJCjnSS6XJmJTOdZFY60yXPMIPLEUpmVrH2HjGSvfV9mxGSWtfyhkwf/XPAUm5CLN/3+EQbqYuLSy4vryjROPteKv9fTZKk7zpO1htLajoh5doMwjlSLcS73u5Me6oo435kniIx5gUu9C4wdAMn6xNa/dR+NzFJxFIBUkkN5kHkmNBSasW54cDvvPsud9Zr3n/tNe6d3jGlZ5ROlOSUVTZa6DiNlj/zQucM5vA+0K9O6e9sWG96di/uMJUE64GyGriYInGKpNmMhgEojiEMhNM7bO4/gr5nez3zbD/z3d2eJKZEnoMxonYVFlIx+ZqCSdqgpSp81yoI5yzvJLdyJLUvsDQ5PWqeSA6G5TAv5Siiqs6+tnyKGa9GZmsV88f4oBm7itm7JolkStpFa02UE1QNThJxVuIixgTLpSzwzlI7Vf/LVe6m2dClJ1GtB0n5sKpKMKPtfSLohE97S+QXT9JAlMDslOxWJLXoBA2I+qUZn8mCuxtGqmon1R3PchVKy+UZccYhlVhQz5XjQTo0fak4EVrp3cX15sG4TNGI0NQRaumCrKCSamKBWGxcRDzQ1/tSwJ1QJBGxzbGoULpAlr7CZ24xUs53+GCsPLSQSjK4s4D4QHawT9mEk30guSqQqq5qH1pe1dWrM3FntY1WCuIyUylElKkW7IuECtU6kgxkClPtS6ZqWbikM6nkpQ5InMGLuRSKGLlgFgzSU0XCipxh1ohKR9EO71bmkGmuc6nJFVmZS1EruJ6oPdO0tbEv9NKTNTAXz1TMUQnijRRTLDfpnD132MzdggIZi9bV/E9hxtYmmBE1TU63lG8UZvv7kgn0OLXylgYltnFVJjqdGXTCabROxiURykyXTM4JLWSMGSwlU8Qkoyx75ypsecM+tbjww9jixzg+0Ubq3ffeZdzvqh4dtokWyxn0PrDqe9arFTElpjgv6taxKDEaa28/z1UyxP5WsxKcCbiWkhhCx2ZYc7o5tU25OHa7iWma2Y8RKUqPt83WK/78nGmcuL7cEcfM3s08/+Bdtpc73n/vGd/90k/wyqMHvPLwPptVx8m65zOrV+jFs532JjIahNWqt2LcnJeOoCeP73D24IwvPL7L1fNrtpdbzr7+Fvvtnt3lyOXVnmnO9KtTzu4/4vXPfZF7j17F9wPTf/pPyNe/zld/57f54NlT9tNEj7f6iZOBeZ6gCCd+Y5BlnOmoiui50TM4LJgqeaHU3l1YSN+aDdx2kw78vRpB1X1asPcRqm6gKlqy8Y200NqptxYZoJRo9GsfugUem5OpL4fa8VOkME2W3O363vJULKggZuPcUYM2ZU4VbnSO3nmmaWa+3oEeNBJt0cNw1rO5u+LeiePMT2ymF+zzKbGsSbpiFlOI36ltuplgbTYk0PUdUEgxgis1YGpRT6tlse/NcPsqqgtSczqGG5SlPYvt+g0mKhyIJrXWhqoT6E16KUZLkAcfjE0ogtMqNCy+qouDX50AMCVjwkFB+ldQzRQi477CRJLBeYucnKlxx1Dbl7jB4GmNFF/Y5wRlZrUycHdSoR8C3TCQUk8pDi2B5h/EnCAX5pKR3OEQRjq8U7zPzLlYzY5kvAS8DBTviXhe5IGUMvMc6TqPD47ge1Kxuqd+CLVQ2hPnwjhPiDiK79n6npxNBXztz0nAddnZ+eFZeSPIjHGi6xrF3eZ4EdDOoptJzUQIjuwzojD061prJaSqpUnnSGlmThM5mBp97gIlJ+vai0Ocxw+dqT1kY/+BIMOGzlcyjrOC/5wjSU3ain5jczt4urzGaUfpgtWHNidIC46R3m1Zuys6Z1HVQGSImT6PDBrpRREfSFXBh2K58UgtdD5AI7UwvSEtxzuBHL3qex+faCM17vaoKp33VhMgArUlhXPW0kKrlz3NM+MciTmRKstLpPa5UYCMU/O2g/eoutqryCju4kKNDpqnaBuJc56uH2rC0GpaoqSaFDGorOC43I586+33Ob/3FhfbLS+urtisek7XPcMg3DndEIJhtTmbx+mpiXrBWpFgbdTDesVaDQp8RR3TbmZ/uefkcsc4Jk7O73Py4BEPP/cFTs/v40LHZ0Jg3Gx4d57Y/97vMT59wlSstUDX9cypjYkx95q4KNXzY/Hm7WjQk/0v7Sda19QPHdVCvGxqWjO4JfN6Ky44hgorwaUpple4onXUbZGR0XXTojRx3LZjOf9GMJCDCoW1RDdoeL1eo0XZloNq9NKhtDpEJqyqeDJSKrtSWeZHxjFnqdClR6TDuQ7xXTXELa+5xJU3Bsyq/28+1yoljwG+Q0R1fH+OyCa1UeASrIpAqV65a8/VGkAF0WKGsrK80BYJmzPXyEZlOZEjNZds7dBFoTQB2aV1jP29OovcpxIRKZTga58xrUWxVci5KjyI0+W+t7YdRULVqitWu1evu6idg7H1LC9ZBIrHVDacXZ+1UHG3xkqr2K69rnhX25gooSraS+gp8aAMAdbsz8akXqNQmzK2sXMcdukasVWoENf6TkutYfaIGlUeB7nKFeUWiIhJmJVKiCr1XniTsTAUoWpIxpKYSyRXcNiLR0LHnD1SHN4PRsQQQx2KZoJTvCSKG2tjUythFgVfdClvaR2i2zmVl63rI3Ytcvi5Pff/F9p9f9zH9XaLc8Jqs2IInRmomMiS7KaJMMfIfhy5vL5mP82WByrZGhn2plIMQFEzdM7Tdz25ZMZ5puAtvHe9MfiK0VazWh2M63pWm1PbCKsqsrhoEGPocf2Kbn3K5dWOt975LmOKnJ+dcOf8hHXfc7oakLTj068/4oe/8GmKFqvNiqDeEXpfNyohxsmwZu/pz84Yzjz33/gMGgvpauT5xZZxSjx49Dr9vQd0n/o0JoHkePDjP8ar7/wY9z73WS6n0dh9HzxhHQL9as0UU8WohRA6nPNmzJsmHkesOFg2qAXxWw49YHgfOuQQ7bc1rfbepdScy8IOaobqIN+kNVpTzKDllGlJZeesRiyEYM3gYmS9XuOco5TCOI7EGFmtVjcWzzEbcOh7NpsNq9XA/TvnOIQXT18clp+znIK182iLrEBJpjNXE9emSuBIKoy5WPkC4ENAwsoUTogkNSAuLHSqxRocRmwZ31uGTA+R0vKQmxGUHt0DqW8mlXDipCbq5cAarAKKgFjU51rhp+CKVDhSjyI2h9JhDLREypFpnjEz3TG4laEXZbZoVKxJodJRSIzzFpFCv+4p3orzYzEYvhRzAMU7gu9sPFMB8YfeSSRrp65VtRtFc7K+gnXjd95DCFbe4Mx4xDzZWAiWo8QMtGpF/6qQLsEz7Sd2UySsCs4F+tWKVGZyTsRsBIZ+6C2y1KqCUYEZG6OaYxSjG1knXTE1eDxeLENkaEEC8QZXksliqhSFTHFaIXfQcJgvNbWKBEE6qQzkTC6ZKY/s5x1JZ1arFZ0TvO+ZdqBROekHcAG8Z0772shwoPMRdf0iFgy1zX2N0g1SbE64o7XQEQzVaJ20XiYqu8zHPylGCgHxjn5YsRoGOnGkaWbajZRSmKeJmBPjNBlbL5vkiHUADYQ+1E6SltfwteVAG7tSFOc7wnCC7zdoyuDGqrrcgSR8N7A+Pa+FdZHdswuDRZyjW60ZNqes55kpKsVds48JdjteXF6i2eCbH/3UPc46wf/QGwuN3BerIu99bxNDlWmabQKEHs0ZitAFpSYqWJ9u6DcgHeS0R5+/i1+d4LoB6T0PHt7lp3/mp3j/vfd4/bXX+W/+n/8PYoyMux2htlmY59nGJgQzUhwiJoumGnPn6D7c2liPw/rlOz08fRSQvOyWHm3HUiOkgyOuas9pUWKMaLLuvG3SN/kj5+weqyrTZPTcdl2qylzrPIClhYdzjvV6xWazYXNyyvZ6R5OYkgYJV0PixRpCtstfWr+UUjfAmk90xgwT6a0NhKOWSCSktqjPpUF11M+oNQw0tfMa7tSN1+phjo3UUR5KFtE6FnJKLZr1zi+G3rlcN9ZocE31CkQc3gWgtoZfIjdzAuy+5LoxHYyiSgISqnO9z47QN0U3zzTOQMb7SgaQQEpKLok4W58tcZkcB0qxZowhmM5g6EOt5SosbZ1LBIxyWvJMUXt/G6dI33UGnXsI3rMahuV65ziDJHCFaR6rcbYoB/X4riqmJEdKEymNzPOO4Hu863Gu1DY+Nu9C54kxU0pkjnugVOZgjdBbuUu9t6pCmfd43xHCYPkwLYzjFiuLTeQ82T2Ww9yWMJCzME9bmnqL1pq6pI6cDGtQSTVPNtH3ShBH5xTvLMYvOZNm2BFwXY8fVnTeWIq95MozfXnuqGmjtqtrpS/NEDtxS/T//YzUxz0+2UYKFjaXD4E+dAYvzMbOS9m40zHFI7jHjJQ4Z2Gz5jqXmo6cVM/Q+FTiPT50eN+bBL5YZGJQhHl7oTOqdsqFlMwQ4uycfNcRuh4XzKOaY0KxIuQcTQhze71lHkdDfepO3mjeQVpyNFNShd1E0aSVZh7Nm3GBfmWsKnVKzhPp+gW9AE7xcsp6s2J9es6P/diP48Tz73/zN7h48YLtdkvXm8J6rOPUQvQDrHR0vHz+Hu6Jfu+XfdTzzUDdgAVYBmVBU4xQYZt6u6/NOB3XR7V8U4yJrjP18K7rrHtr7SDaauOWWpxaU9d1Hc77eq5Hm0ydL3JUhHmIAGvsorpI9nhvZIhG6LDBsTxU34fl54OROhrx5higN4yUVIPIUdT0ciNlv3XeNEKqlCkitmFB6/5csOJQU9IPHsvPaisqFRqwaNOiNnSQUg1tQSUj0vh49rxz1cAjgBlF25iNJBEmB9mYi237c40ZVhmIRTKHeiRvTuVimAviwFcJLm2ekJoOYvChNiq0Gq1cir1O89Jtt3Wd1VL3EnGtnRNgoq3OgWpC1VHU4MdWM8Zyfs1gp+WeVGbVct+MRWjojTXgLLXBZKCUQor72qtJQSOqGS21vYf3OPFG/EixGjxjJZrT1sZR0ToHvDNnojixAl6t86JGzCnOZmC85RGd8zUjKqatebRSj1GN48eN9VydOTnSyLwtOHsb8vs4xyfbSAWDcqZ5tsB6xZJz2u32VizooLXU9KFqohUWyZE4zZRamNv7QPAOzbZAlAoBem8+rRbT8IuRMk9omilxIo4j+/2OeR4JnSVhXXLkODHttlxeXrDf79GiPH9+RRcc9++uefD4jFfu3eWLn/kUn3r8kJOuq8wgyxfUti3mzapjGDY4ETrfWQGKUtloAt4RhgHxgev9njmObLcTZ72y6pV1PkOLtXf+6Z/+X/CZz/4Qf/Sffp/f/73f53d+93etqV3doBtEdoC0AJGFEUelhX/ouB1Rtac5hq1ednxY0qctAmOWaUuLWSQggtaF0PJJ6/UagP1+X4kQhXmeTb9xjrzyyis8fPiAlBLX11fsdtuaFM+M42gecQhM00TXdWy310sPswMLUNouXXsLmVp1oQptyhGcWbdS17oIAzlHcsqcrgc2JxseP36TmK7JpWp8LH/bchjVCDYD1aIaPbQmMYt5DPllDluKne9uNzOOiWfPnzIMPcMw8ODBHbrOIx7bvLTYOqDRngOCP7RRKZBLjb7STNHaWjzHSpgxEsJq5ZmizcuYdgQ/EALMccQ5ZbM5YbXu6PqBzWmpEJfi/IBzAyWfMI6J9z+4IMbCPI92jjXXkmKkpMzKe1brnjv3zkBOUCJItHtUHJvVfYSeF89HpjGx248UjWg11qdnJ9x/cEaMO0pJlQna4aTD+VDnWubO+QkpZ/Y7Y/3utteEMND3NldShL1O9L1nM3TcXz9coswGyUptEWO58oAq7K53dn1xS0rmdCkTJydrzs9PUF1TSmKa98ui8M66IPRDWJwWJ/7gMNVSgqI2r1MutWg5M+dI0UTOmZPVOa4f2O4yKc3stpHN5gxXWcdoc9EtR2da0XJwEKVFUzYfK/ptRK+Dffq+BupPhJFqMN08z5XVp+QYmedYKebl4AlzpAYndhNyaUl2ExPtusAwdKTJqqoF0GwGKU174jQRpz15Ho1hpoWSIvN+S9zvmOeJOI1oSYhm8jwSPeyut5Ay55sV61XPet3zmU+/wusP7/PpVx/ymTc/xaOHd+mcI1MQdURNkKlK2HatoR8MOqj7k2BKGM3b1pJM1kkThWR5jzwS054VCQi1wV5hPXT85E/+BLvdlj/8oz9irqKnFh2oqcEvRkdujDlwg3Bw+540Y7UYGr6HgZIPv7d9YsMFLYpYkv7UhQI3VM299zf6RoUQbvSZWq/XnJ2d1YaZzZO1TypFLYLGIiSpucyc82EpNngFqRumXVPOxQxmMyTSDEmLRHzVM7Piay2C92tONitee+0h4k8RF1GNx4Ny9OAoirLhKHqk57cYp+MRrzCT5b15/4MLLi6uefHikmHwnJ2teO3V+6zWA/0Q6sZUSDEtkax3vcGZejBSpVjepeRo0mGa0Gwef0bZjxNXV3sur2fmWZm2c+335fBB6bvAgwd32Jx41ieQyylGzaUaqZ44D1xdTez2me12YpziUURnEZQTWG9W3Ll7wuufuk/orG0FksygF2Hoz9Higee8eH7NdruzTdwVVpuBBw/u8sabjyk6oxV1EQJOTFS1aCFla4SYi/L0ySVXV1u21zu8H+g7R4wHFuvp6QmnZxteeXzPIF2q0CFmYEsxh8Z5g5uvLra8eHHFk6cvrNAbZbUK3L93xmuvPVpUzcdpd3RPa+2UCzU3elhYzjks4aWkOBHTzDju2c97phS5uN4Sp8I8ToSV0HcdpXjGZEhDyclo8mL1cy0qXWB2bn0vbW0LTeC4OaPLVG2IzH/m8ck2UtmM0G6/Z5SR0Y0m0hgTyxpuMABq7q9gHnA1YKUWZ3ZdYLXq2WxWjGq/d0CZJ+bdFXuPqQ5vL0j7LXkeAchxYrx6zrjfMc8zu+s9HmUVII/XTHni8ukLTjcrXn1wh4cP7nD37jk//dM/xufeeJUvfvp1vvDwjLO+oxdrxCjFGuepKmmqatci9GdrBCHvxyVoMahRSSmS00RJBg1mEuoTMW5xk6AkxBntOO63BBL/5X/554lx5nd/9yu8/fY7Sz4qxrni9rVLKTaG5aOM0vHXogvZgoM9femxRGUfYahsnRzyUnY7zVI5xGCpI2iv/W0IAecc4zgakUWE09MT7t+/z/X1dS3+teZ4IgfWohk3j/eeeZpJMVbqeXVyspqn6JshMv3GUvF4ae2z1ZyGXEw30eR7asFxLoTuPud3Tvn8Fz7F2bmwWjfn6ejC9dZTHAJVa1y5jOKH7wntesCJ8od/+C2++/b7fPvbb3F62vPo0Tlf/OFPc+f8lNOzdc3BW86z1DcPYWUEmnY6FX0wBmuqRacGRzUA7oMnz3nru+/y3vuXXF2O7C4vAK3QpuPsdMWn33yNO/dWnN/t8SHRmJPiO0R69jt4+vSaq+uE6jNiNIkzK6zO1TFz3L13zquvPeDHfvwzrE+86Sq6qnOXIbiBOBdytkL9Dz54v3an8dy5e8obb77KT/zEF7EO70pOB+ag3dfEOO4QZ2UAX/3ad3nvnQ949+136DtYrQLTVPcJBw8fnvPaa4/503/q8/jgyGpRZztKsc9w3t7/xfNrvv71t7jeXtVoqXDn/Iw333jMj/7YFzg/X+M8TPNIa+VRSiGEjrOzu0Y/T4UY47K1tTqp3faa/bjn4uIFL64uud5tkbff5/LFju10SXcinKxqjnQ/MaZISjNaalTrEuqPax3bfwe4r7SpJ8YwFCyicnKYqMeO7Muc2v+fter4/+qhIMFZ8jwXo7RiG1vfW/1HUaO1ppKNXuocfT/UP1dytIlvm1MtyMuJ4OD1+3d44/E9Hj+8z3q9IsbInR6uztfsxxlFWA0dd843zNNZ7UdleLyXzNnpCu+Fc9/x6Tde4U/9+Od4/bXHnJ+f8vprr3K+GbizGdisLMmb5qkqC2PwGqam3ui/aT8BwrwbTfLJOYMetVjezVl9RtZSF0gi5z3zLMzTzoQDsFyJ6zr6zYYf+/Ef53/9F/8C/+d//n/hO9/5LpeXl1XkUq2hWhOaXAgTh+jqhoGq35dcDkaKBaFqt+vm8T1CrKZHh9wkrdtQOEolRJhkS8d2u0OEys5b0XUdT58+ZRwn5jlWMUzPfr9fiBTLuWMRlPeBvh/o+54X19fEqmIiLRIvBfEO3/c4Z7mFFLOpwHfe8vj12i0acXSdqR+IduRUFnVrcYX1OtN1vuZBXzK3XzZyqofOyx89fOZ317cNweqJSplAZ0QSQy+sVo71UOFLKowMNdo+yDLdPBcrDoZDhNhYhJuTnkev3OW7b1/y7Nk1nrfYXpnM2ND39L3QD57NSW+bcLDcnJHEDBFwktluWdZhmmc8nW2Gmq1jtTPJnr6DzcZxchLoB2O+mTGAvhPiBKsVhGAySRaBJnLyhJA5OansP7F5a80kLURQ9UZjx5T+t7uHxHkCiRSdKeqBiA+O9abn8eO7vPHGQ+7dt55dBb84yiJQspIzhCB1jUTWawdEctxb1B87ulA4Pw08uLcidJ45rfAVSmuRSQid0c9V0byq9+xws8r9E0tlpNfYzRP7aeKPvv5t3v7O+/yn8evM057LUVlt7tMFYb3uSYlKxqlsz6JHpRE3Y/QGJmt1Id3RLCx6kOU6jqRuR1V/YmSRwDYXC60NerFkdSVTWMbTqJWWGUWco+u7pZ6ijZtzldrdBfLQ4UU4PznhU4/u88rD+6xWHSll7p0M7PbnzHMC5+g7z+lmqMbEclhoRomsBivyfXwe+exnX+dLP/45Xnn0gJOTDefn5wzeMTgsiV0KWTNl2e9tBze9NjvJHM0zyylXKaJWiJpJKRrUJ0p2VgWvmshpBueI82gUaDfgQ49zHhcCjx494k//xE/w3/7rf4Nz7zCOYzUEBjDXUg8OFPRmmKhf67StvyulTvB6fKSRqgaqwTiLsaBtiC2Ckht/AoA3g5FSI0R07Pd7RJx1yu17a4/i/VKo2nD7lNLC5muX2XJtFpFZzd08H8F90sgRLDTqVj9krRRY8g6LF9kKZF1t40CtpWmApSghKK7Vwd2+RqEW6t4auUqdNnTSIrbD3980XM3ImKiC1uR/As04x8J+W253hVWd94f7eej2ckBmXYM2uXH0Q8fp2YaYAt4PvH/3BXGOXLyYWPXertUVuk5YrYLVALq2wdoYh5CNOIAuZJSDL9PmWiNmKCFA6KrWnDdjgCpdZ4NiGn023o1Or7XbctexUPIzQtcJXeeWUVTtLd+YldPTFevNgEhBNRmJSk1DcBg8p6crzs83DIMzQkbtJGwgnUW/KStdEEoR+t4RAkY80VwFhDPeKX3vWA3WR84HX1u43Ly/7bE4EAs0fvPWTKUwzZHdFMmx8O53PmD7JDFOO4bVHUSgC4GcTSlHlvdRjprBtRHheEa2fcLOQw4n9DGPPxmRVF30xkRTxENwnq4LiPPGGdJaS4AYa6vvuHN+xjiO7Pd7rHxCGHzg/t27vPb4Iad9z93TDV/89Bt86vF9Ht07Z70arMeQaywdUzUPVSMwBJMP6r0jxplx3NH3pt0X44ivUNLu+pKcrvD7SL9asdms2V9dQyms1gMlGeNKgseJeV3iTflhmubFq7fFpqRpIubIOO3JYrkBDVSpkkyMEzJN+PAemzPl7MF9awuNMF1e8ujBIx7/+c/wf/iv/09885vf4uLyyjZ07ynFoMYmHnljuurBaMnRZNOb87q+un69ZbAUcxS0WBuNtj34I8PkjogbUNdNsGgkpsSjszNeeeUV/uAPLsk5LR2cY80pNQ/OVLyNYp9SMnpz6Or9iebt1vOIKXF5dUUaZxrP0nZSxfuOoV9bhKkwz4kyqKksqOUvtNbKGARZmWtObMOp7VRQISWhKx8m+x5HUC23tZih2t9b3WEeIFWN/ujvP+QQoOQ8k9NMipPlIHIixmTGA8gpVePa1Y6wepT/lCVf55b2K5XRJgqutQf0nJ2uceL57GdfZbe74mtfe8awElLpud4+52Hp6YfTZRY09KCUKktUimkLeqEbAienG0CJaSbPU/XhzeCWVKpmpaEmKWamcabz69rePBKcsll3qEacKKoztW2wRbZ1I1ftEXpzzBRiRWhyKaxWjs1aCEHJac9YIvO8o+vWnJ/23L274e7dU3KDRTFBYNR0IC23lQnaoVqIcYeWmT7AatVVB9vur3PmnOacmMYR7Rx0/sCaU+p8NA9j6TtVDBbEmbMegrGDXe/5kS98lrunZ3TS8eX/1+/z/sVzVtM1xZsQt9QGm13f4YtYmQRaUZQjo8SRPWpGs61RrRHT0ez7KBr6nxwKumqdoMY2O9B8pW5QVE23iq/WyveG7+Yqg9N3HY8e3udzn36TH/rsZ3jtwT3ONytev3/Oae9YB2tm5qQm8OtOvPKKk4RkKyqlKPNozBpXkoEiTvDeJJbymPEkgld6V3CayGkyaM6B6ztKY2f5xvACh6/9m7xVWjiD+pyIMX6KaZvFmEglWXsBL3S9zTAtBpPYI1WHyzYa58wLvX/vDvfv3+U7332bEDq6vhbzNn0vbno+WpPCbVIeWG3uw69tX+XA4mtGKueyFEKrfFgs5aC4cPSbmsjo+57T01Pu37/PMAxM07QQQFJKS04qBJNKijEZIyvFw4Z7i7YegqlLt9YYyE0d9lby0ERsW4S5RJp1bmgV2U3JyBIh1A6q9b6VUmoH3w6OUs9y5B53wSLxRupod+0QV9hnpsl0JI3o6eoclWrglTgnI0XUMF2o7T5q+wvz9WpUY0PLOO4Yx4lxZ7lXm3N+ydsZyai3aKDd97q2uk5Yr40kcXq6qtGsGdtpGknJSCK5mKRSY8WYPmqrW0zLprvIYVXiRtW2oNWCtahQxBQ0FrHUNgdbTVeNDpw7XKsV7wo+y1HEWedvlUbLKdN3wmbTcefuOfMYSXOi6xyrVWdR1jrQ9xbhmyhvvgF7WzbVyBnmMyhork5aXvamFrI3rUnTnVzcUstTp8w0GUHMtIotWl/1vTE2nUPqeOWSUQTvV5xs1rz6+BF375yzfTG1hWzlBrXkwN1Yo7r829bgzdi+FkBXB1a0vJTJZx+jN77/KOLVy45PuJHCCmxrobwLUsN3MZmPkonpkLz0uUmmZFJK5kEDq1XPp998jT/94z/Kl/7Un+ZHPv9ZTvrAUEb2L54wX19Ykp5SoTXT8yrMpOrxtEW4213jnTAMHS6tCZ2HkolxtsaG67Wps3tQjcyzCTT6EPDrFdnNdvOCwQWSBec6ggsm9ojQiV8icd8pQiYI7GMkzRNBPWEI9K5Hs5I1G804J3SeKN5K8Fxl+qGRVx4/4LVXH/Pl3/4PVsPS2o+UfBjrW/DTAd5qynNSNzm3bDZL3qpiVIIsFPe24IyFl03kUoTGqhfqxtsitraDAi4EVus19+7d49VXX2WzWZNSZBxHdrsd4ziSUsJ7zzAMlJKZpqnmpOYbhqlBgd67Gm33tFyLQRpHVyhSW8D4JQneYJZD2xAqOywz5WwyNcV6RzUIMufM1dUWZKCUsERLona/AM7PThYix4GCUh2Pozqx3XZvifRafN4Kj60GB8b9xDxFNJVqpCqbNdTOw3XDN11bu8bt9opnz57z5P2nAHTdQKhe92oInJ6e8ODBPZwEfHCHMSiF0NkYvfrqPe7cObUEvQBkxnFfDTfWXZiC98HqfEoTDDZqdC7RaO6ltlJPRnlHtOZcS613slwPGJXbB1kg0FZT1QQ+RcCHGogI+ODwKEV9bU/BIYqk6t+lyMl64Ox0xePHD3j6/lOu5onVKnByMnD37gknm8BqgP1Y+6JJI060CLjgJGP1VNXglEJOs+WVq4SL1PnjRawlS3A1B2e/tyhs5sXz51xcXJKylY6sVmsePrjPajg1/Uo1RKD1xBvCwGaz5o3XX+Xxw4dsLyL70ViipRb4ajHYWg402pvQYp1/iixrQ45zS9rEEG5GT20PaK9bJOmO0gLf6/hkG6kDxA8Yq0dLQcls1hsQ4cXFi4MvILXTTDIvTVC6PnDn7IQvfO5zfPqN13n86D4fvPs2T/JMl3aU/TU67dBcO1dWo4QqZ+enrFYDJ6cbYpxJaSaNW/rNmrtnd9mszYvcNsPVdcR5IkVj0mzunHNy9x7zNBt0lCPFCX69qgrfVC9HiCVDLDil+mMmp0IxXa6zk1Mcyt47xrizxo6dY90NqOsMUtQV/Wqk33hc8HTO3DRJmTffeJMPPnjCZrPCVBrGm56gmBGyyKmCSyIW/TSqbVUrkAqrmQ5hXpiULhjG7pwzuZwKpaBW/Oq9dfttckdeqrYi1k/J1RzPenNCv15x9/59vHNcXFwsidhnz17UKLosLD8RYbVacXp6agnlltvLZYmMXSULeB8I3qLInFr9kGnN2SDYAhyGFev1hr6rqhbzRC4rg2lKhtoaJHgTWzWjYfmu7XbLd7+75/mLJ9y5u2az6SllhsqWm+YdzsNPfelPcf/eHR4/fmCWWgslpeVexJTYbnf8zu/8R7a7kd1uYr06w/sOcVXWyHmePX3G1dUVfbfGux7BL0G17TR2i513NV51XFxc8fZ33+Z3fvt3yTmz7tdLYBI6z+c//zn+3J/7X1ZI29f7b1HffkrkpORkvc46LzRDuNkYfVtcIZcJRQmdJ7iA955pSnTB2/tihmme4yEfVqHLshgpQAqlFgs7J2zWA6pWU2TzzT4/F6PYl+IsQsqm7iDO2L3eCeJgHi3SW606nFNSZ8WuZ6dn/PiPfpHfeP6M58/f5803P8352QkP7t+j7weKWg5MtRUIz7QGhq46AK6y5ZzTmhO07ralQOd7Wz/cbHVR1JQ2vDdo+umTp/zmb/wWv/d7v49zAV+1Jn/6p77E5z//Q7zxxuu1PMMRnOXXsdQXJQtnZ+fcv7vn2999gjroup7ValWZuQdyhqswMq0/VHsoJnA7m5SaYPfHV4klvKevbYrgUHDf4PdSDhHXxzk++UaqfW14aKX/en/YoJYIoCXHqwqVLcc2eaySX3Pi4vlz0rTDT1fIvIc0UfIMC2xYowsplLJhGALTOBLjxDSOrIaOvqu5MTk0pjCV9nKAE8QaJvraMK0oUFW9l4ihFDTVol0qdo8unj012RlCoPOB5DxjsleUOdVNCWKc8J0ZSJ8H85ha1lyV+/fv8+jRY7oQrDNxlUQ6DHLzCJtXIItX3l61RFJHfwXH1OUCRfC17sUCIzlK9B7aUrTqf63Soa2ZI9pILoHVagUila2nSwHvMj0qpNWUJHxVSG/zIWc9QBt68PxEZJHLst8tfuNyre39Go2+9RA7DJUZNOeqGLG2sbMoP6WZ621kt9szrAKljNVIRaZ5S/DwQ5/7DJv1qs7rNpaltpeHkgrzNPP0yVNeXG65utyx3ph8D9IhzgzIbrdlnkacC4tmX0PDVA9Rh42FnWOcI7v9jufPn5FTYRzGShIxo/Lo0cMjD7puRBW2bNDjcs+rcwdqUdVitA5KGRZouwo3yVIDpzXKXggw7TwbQWWZaJYHWpTtkyxz7HAPD21a2j3VKonkGuyJ5amosJdzNZ8pjr7vuXfPiqBTijgHfRc4PdkQgtWUOanzvWRKbWshlAWGbecqR6tL6nUvDS85zPXlUe9N06F88uQJ33nrLUJ3yIt/6vXXePDgPq+99prlFnEH+PJoPnvv8SEYi1edNZCsklnLuqnQu9SRRXUp5lXs/YpTcpZ6fSBkihzKQW6z+ZqR+kHrpz7hRqp6tlXY056y3ihwEwcF6HzH0A+cnZ5Cycy7LfM48+yD5/zWr3+Z+WrL7sVzrl+8IO637F+8T8gzThOIRU9amhyS4+HDc05PVty/e275jxRRNarrK6++xtp1SPBMyWT1UWF9ek4IoU4Sz/biGlkPSAjU0nraBieYkUKMASjiEbVW1AExhmgx40pWJCsuKzon8mxdQqXP4Dv2mkBWjLsrq7foBtZnZ0g3IH3gCz/8w8SUCd2KOVlnYuf8TWvzsuMG1pxJsa0oWSCxEm1jnscZ54WUIn3f03WBrvNLfnCerI7I1R3T19YrqOJDrdpHSTFafUjNPcb6czqCdkWshsmgENvo5yp+evyal17S8RSzu10jqaqsV++NaiVoOA+hSep4i5ic5RGP2SJF7V0MVvEEDxcXW9LTiVwmRAreKSWPDINnez2yP59J0Z63z6yQmCpxjsxTZL+b2F7tePHiiqurjBKYY9P4q12qnNKHlnx3y5UdX2XrX0XdaFE4Oz9HVDjZnFrNUlHWm4Gz83PTwswmvzOniLoArmO1CpTsuBozc4xst1vWq95yHgtzr1SSy7ErZJ8pR7nm5gg19QwbVxbY9HD2hxxcIZE11HqyVB2dCvnVu2jyQ9SyE9toVYVSLFemqswTNOJLP3RA4Px0zZ3zM87Pz4hxRgQeP37IejUsOS6rw5uYa/3Tycmag6tq71fUOr8ZWn5wGpZ52Z5vepFUsreaU+aD5+T0lJOTO5SiXF9f8957T1mtvsPnP//DhNDjvSE3MWWSM0moYYBp3HF1eWV5Si8QrIRFCwxdR9Pgu4Xz3VodN8wsaEOoDg5bc/gampJSPLrGP0FGyjzVo9EUgy0WXbV2s6UqETiDFihCilaXKWTG3RXf/tY3Ga+vePr8ApcTd0PmZOUYAuz2V8Q5s9sVspr23yuXV5yfrXj84Jpc2VLTtGPKyvmDR7hhzXqzoVud4uvdMekiZ+FyEWIs9EPTDOTg0t74/kDVlUqnTzFDymicTMLTe0rKFprngzfnXAb1ILbwS4qE1n68mMyTFmt3Mgwrui7gJrcoTgjUNhrCcf7pxuzVo+RqjRQLh8SSkTOawTNPao4Jl4zBJc2guYyoYwgdfTDIIOqMinViLSUbVT9Zwrl5bGagLHdxSFsdIuhjxt9H5Wrb3zVSjR7NqYU6rrZZuAV31wVabLk4Ofq9HCWh2wDZ2FhbD7NfrYUHlrdwtokZUaHDu9ozy9m24BZ9KcWHHu9tM3KutgGRrr5nBWXr3K+g6QJbLvAl1NfcwNMs5/TwAW+++aY5V6sTg2kQ7tw54/HjR6zWG3zoUFdlZosuaENKid1uJKdC3/dVqeKgnrKofEgbnHZjjnKZxzfrOOqWCjc3ROLGmbOw6pZxbzm8G6+t9YIildHYIkvrQlBKZl+iQZGWkMY563u12aw4Oz2pOUzPycmKEHwNdizamaeROU43tvLjrx82ADfxB1l+PIpGMON8dnaHYVibxFKxBq8PHjzk7t17nJ+dWw6z5ny8C5bf1tqMMWf248R+t7deVFLbb9R9pkVIpc4L6ziwuAkWXR2NraWvqop7VsMU6/2/baQamc3G8kg/6fscn2gj1WAc6ytTa6KlbXhH4qBYHiU4Y25ZnykhRWXowEtmnq755tev+foffo3vPLti0we+9MZDHtw/4ey054Onz7nezjx9GpmLR8Xx7IXn3vmK6901TgTVwsXFM6YMdx+9ytm9R/jVKf3mLu1UXIXYpsl05az/jlSRTDWDVDsMI5jck+hiqCyaS6RpIk8zGq1p4xA6NGarzM9UYkcBb6QJ8Qo5m5EKVg9mrLqZOEWCc1Zw2Vl9kcYGddEc3GUsD08cLfoGR9U6qaQWAYqrkKYXXGiRT7a8nELfe7oQ6Poe76xweLNZ03lP5xxk29wC1t1UVY3QkXLt+3XTSDXsH2RRm1itrODRjNRtmOh4PrXEfYV1oapvH4zUgRFo159rca69p0HJDXJqmH6jhzeSRZUBNRV8CbjgrU25FILPlGzN6bwf8L7D+7AMsD/atHwn+M7q3oLvCX4AN6B4vDqkWJ7NspiWf8agr14AAOroSURBVGGJCg+sRbuU402ycH5+huqrBp+r0HWrRW7q0f0HrE/WrDcni9q3kdPMsOSUiXPh8vKalKwsYIF7ymF85diCHxUGNxiuQXPtzOToX1fHv1QIcnknVYtUlaPNtBEt2n06ghfdgT1plHXLg8U0M5WZk5MNXVgv82MYOk5PT7hz55ycE30f2JwOy0YtSNWD3FtrHXe0uS8wXmPTLavnJY+b/7Yj+MDdO/fZrE8JvkcLdKuBV155zONHr/DgwUNCsLxWyVhnZC+UHJlTIibTNb3e7UipRbatjEcWB01vi3NWZ38psl+wVF22glIj35bXOs5JNSO1vN0PAPl9oo1UqJGRSiKrhcNePJ3vrPWEMQ/M46nJxS4Enj19Spr2bAahd0rnhE4c/aojiCeNid5LZQ05+mHgR370T9H3PavVhtOzM042Gz7zxqucnKw4OzthrtTaeR45OTnh4cOHnJyc4ENgt2+tQhKpmIyJD4F+WDGsLWme5nKIlmqdTaN2aylIUTTZV0+dXMEisVxgnpU5Wh+l3W7PFGf204QbJqTrmbuI2048vR4pOM7u3qPr17jQEcKKzSZw7+4dfuRHfoivfv0bXH7zCvCLl3l8KEcbwK3fuVYCkMpSMI1IVXF2dfKbaoBiFHrvA94HhpVRtF955TFSlJIyaYrGYKqf6xAbx5yXdiJW+5QpxaKZRoLI/2/2/ixItuu870R/a0851zzXOXXmAQfAAUiABEdLHCQRmmhTfd2y6GjZliXHtR3utiK6w7JfbLfjytGy/WDfju6XVrcfLKtD1pXZpESJUpMUJ4AkAGIGzjzXqTmzct7jug9ryFWJAkn4EpZ4jYUonKrMnTv3Xnutb/x//08jn6rVKlJKRfLrKCljrPu+Ipc1HleukU6jELIxewubpzC1KZmmOlIWiBZHOuxnc4ta0NuwjqeUfC5Q3pCn0Fgqtp+OukwL1VZcbWg181IrXkVBYK4xQHgRnlfCCysgQjw/RKpWdxT5UCXxsy5SOjyDhw51n5NTk9TrdeZnFwGBFxjWbaHylknKfrNFKQps40zT5HM4TOh09vnjP/6/6bR75FnB/NwCE5M1hoMhea7qzYpCofsMe4e9Aul4U3aRaYGoXy+cYxRQocAg9QWoZsYB1gs15z3oYY1Ct+b786JQPegGfTrtPZaXl2g0Jmw+zBOC6alJVlaWybKMmZmpA1OXag+y1dwHIYmiQD17hzRY2vtQ3+tkx52LO+TJSMXb12g0+MAHPsj5cxeo1WqEYUBUUqmMKNTrqQDD9Sc8QSAC+t2U7Z0+nc6Q4SABFIhGtVVRbYvSeIjwcgIvR/ry4OVobeRkxJ0nYy9SeVUO84pRUkUxilj8F0Mw6wnXWtXWkxZ8nlDdK90htTbPU0Va6fuqVNP3PKIgpFGpUi2VqAQRUeCzvNBgZqbOxESNmdlZyuUSjXqNyYkG9XqNIysrlMslyqUSg0GPNFPgijAMKVcqumhWeU++tlzTIlXUIYUOs0hP0+wbX2UUtjSWqTA1OzZkMRKahSyQuYLtJqkqzkySjGGc0hsO8XKBFxbIaglETCK6DAcDSuUKfhAhcw9kgvQUyGN2dob1jU0FMEAvQNdrMpFIY+LqpL5duFowC89DmMJMaTjOvJGn66vWAFGoAAiBr3yE0PepVavIPCeNU7XhhNN5V3+3Qkh5SJ2PMkTBJtTnwsvDMNR5AkXkaTaJyytmvATz+kg8HpRqo88WOqnvzsXI2tdXgd3GB5g5nactdbGwOrsKlxm2Aq3cpPEKhAlvufVkgpFXpPo0IQKEF2oB5INMKaQqbke6d+UICa20jW0chiFhEBGF5v2RKFeEqYWGhgf6bY8sL0jShL3dfbY299jd2VNUQH6olDZuGFTo1ueF9TbeaPc412cNd+Np4Qh7rdDEwTVq6744WJ9nvsh+n35zVKOl8pzdboc0nVMGgzRemqRcLjMxMYGUBbVaXSHntCGTpRlJnNDr9SmVQgLfB9MjDPS/hd77Wga8qcFgV4W9fsNiMjs7y0RjknK5rNMbozBcmuk9p0QEIEnSnN4gZq/ZJk5SxbPnKUOqkCA8H+FJMilHtV7O945c7gOXZtfl+F24tVAHDQ4smOm/CCVlwncpwvJkeWKE5NItdVQr5bygudskjHwmJ6p4FCR5RpELPK/M3MwUx1eXWVtaYGVhjkajzsLiHKVyRBiFBKEKLeVZShCYmhpBkSf0u6pVR5ZnVMoV0iQhTRMdqgmpNeoKbegHtLs94jih0+mRJj163R4TjSph4JvaRB1WMitAdeekyHWjwwIy1fahKFKSLCZPc7I4J04ykjRlvzugHw9p9/uIMMePSkxVp1VL7yxj2O8RlSJqE5P0Bz32Oz0KAlrtLkfWjnFnfRNpBedojGj85cjlH7OsVIM3jygMVWI9iUlTBZsOw1B7NhEzM7NUqhXKugi31+2RJQmh7zNRb5AlCYOiTxQGkGd4hQonCKmxFCiYbL8/sO05jMcxstJUor1SqZBlmS70lfp1xQYxYqTwD3pSjBSVlKog0rGEdEgoJS9UvF+9ZSShsPF8G9dHGSQgVMWpfinLBDJXrcgFksBTXHHCE2SF0EpwFEqS6LIBnUSXUi2JPFdt2lUIUTGPmxbw5CY3pcLUhVBerC6HtSlQhCuL1N0XOoyTZYVVFOVyROAH1Op1SmUVHs6zgr3dPa7fvMMz33yJ5m6bctggrJYIwzLtVpsiS3nwwknKkerNlqaKYDYI4ICIE+KNQsxMrZW80hoThel9ZY6T4PmGBV6vCXxM81Cj/A+cGGOGKCaTQb/P/fvrLC4ualmi4P/JMGGi1iBciShpxpg8lniRmsRBb0C71WZ7c5v5+TkqpQporkNlBRimCFes68iJGKFNnamwhwlNjD0cJERRiXK5RrczRErNWq+jHr2eQriGoQ+5CvSu7+xy784mLz3/Op3ugDAq4wc1cqHY3MOSCmEXuaQwrFhWuTrXKTE8ts7LjocqRorUvGWGCq16tvmoGiM07puNH2ol5dkuorr/kl6QKu+k+p6ACiGFfsDU1CRRKSTwBTIryBA8/OBZji4v8hfe8wgTlTK1KKTkQRh6eBQImSkwQqZrhLJcWYRSkAxUTikdDhnGqj355mCgHkQUUq9PUCpVQOaq7iAIIC8IPJhs1DRjhOYa1PfkhpZMWINCk7Zq4ECW5aTJkDROGAwHpHHKoDtkmCgvqtnp0B/GdPp9RJTihyl51ET6AZnwKLyAqcGAiak5kjhhOBzihxU8TzA9PU21WlPtKBxLCfSCE8ZzArOtPTn6q0AiNMRcea4SP/QJwoDJqUmCMCQqlZiYmqJcLlOOIvq9HmmSkiWJpcXJc5XA9rQCEUIichsBt5tBwc5TxwoGzyHGNArItJQfeUPKonWPCUPlNhgv0gwpFXGv8IT9yfOcPEsx1DSgwCoF0jKcqMaMjkASSlG5SXEplKVtlCsChRA0gtqAJnT834RT9ZVpj8v90Z6VBkNI6eag7NS9YYwHmPI0I8+lZiFX51PPQYUfPU9BskGSpjG7uy3u3Vvn2rUbdLs9slxSClUBc1FIgiAkCCJ7nUjFGYcugtdwEiygwTPAhhEVkLXKtRdtGDCMF6ie1cjLlEjFOGNzJNq7leN37CxwvW7TNKW9v297irlAjlK5RBCEVOsV1TUgy4hCtQ76vT7dTpf9/TYzMzOqN5XxfCWjZ2fDruNPwbkuMX6dxps3HkphQR1CSBvuNGvc96XqTJ7E3Lh+k/V7W2xsbODlVaJSCeEp+qssyxF+biNTnqECkwenylyOPDBfB/1ecWB1jfzj8QJft8zge40ffiXl66IxOZoEE+7zdLdT31OW/cz0FKVSpNgI4oTA83j04XM8/MBZfurjHyPp9Yi7XTp72+RpTJHFFH5GjkBmqIeSF8jCR/oeSVKQJjG9Toc0SYmThPXNDZsHmZ9fpFZv4AuhyCJ1l97QDynVawS+T+B5JPHQItOMZyKRFFKgyMCUgpLam8qzhDgZkgxj+oM+w0FMe7/LIE6Jk4y9/S6DOKbd6+NFZbwwZoBPjiAuJMOsoNsfcPzkWeIkZTiMqfgRvu8xNTVFpVrRUGWNjrRrbbRqLX2PCanatworLAvNghD6PmEpYmp6mlK5rCzQRl3l+MIIEHQ7XdBhQaUAFJWPUuSGAw8nFKeVhQ7NmDqcg20s0Dkkz1Fm6rMG/Wk2vacZy20oTxrPEDIdnhF+gPAVR2NeZGTZQSFjciMFksLTEGq7n7Wg0kF5oUOiUreIF5gNLEGoNvMKzj4CaQCWEHWkoAxoQS0TE/IunO8z1UhvNqwHwsi+T3RfNiWkPQI/UnkvrSyFJwi9iCwbkqYJu3u7bGxucOf2XYZDCULVZElUWM/XSsoSKEvlCSNUQbcnRvVSAjU3nqaQEloLFXp+BRJfg6YUSMAbKT+joLVSyLJMFYwjRvN7mIKyzxBNoZXS3m/rGjxVS2XWXakU4ZU9GpM1xcY/SCkKZUz0+306nQ77rX3NrG6Kc4XztcL5cZ/CIQrqTZK/UqNcVednUEwWugjYhrELkmRAt9vlxvWbbNzfZnNri4WJo5SiCEmIKFTvPZEVmm3dR5h8qlGsxlNyFoqRC2ZWpPUGjUIyxx00GF0FJf6LUFKeEvKm/E0JFd1q2fO1hS9Qlqpne9N02k1mJhvMH1/h3Y++i7WVJbY2NmjtbNPe3UUkQ0IfJiYigsAj9ASDfpcsTYiHiizWA9JkSDwc0m23dc5FcHRujlqtzsTkFDOzcwqmWypTGItFpghZUCp8hFSJbT8rbOt420xPFiAzZJGpjq55SpGqBm1FkpBmKWmRMYiHtDtd7t3foLXfpdMfstXcp9sfstfuIvyQQngMUhjE0B1KHnjwFMdPHOXk6XNU6g0mJycpVevEac5EvaHi3KoxjBbWBzeTqwTACB0dHjIwY4RtOhkEAeVSibm5OcqVClGpRK6VmyHSTJKYNMtUOE9bssPBgCRNFLReE4m6wQcQ+tjkwGYwoSCjgHzfV3VaSeyEBEdGrTkmCDRJbK7Dd0KFjXTHeOUN+IoZIc1SUl0TNkITKsqtws8pRKDCaZ6xPA2+y7OKRzGnq59CT6REdcDNcshyhcbKMqnZyiV5Htt7T7TnnCQJcZKQZAmBSMHzkFIxtQuBagVuPA2BQsMamJZjfZsYjiDg0qVL3Lh5g+2tHRoTk5w4cZLjx08wPT1NnCjUmu95eIFPJahy+vRpjh5d473vfQ/ffOpVNjdadPdT+v0hvV6HUhQQhSqkGoQRngZOKGi0UjzGYxSeIDDUU57GM+pckWLqlpRKZcrlCuVSGd9XdVAqWS9Bjmi5BoOYNMlU9EMoj1wj5Uf5RHd9S2WkJGnC7u4unf0Wg16XiqYbKpfLytMu1DPwhKeiLp4glyn7rTZ7uy12dprkhSAKyyBMXsr1PNxQpkYUeApVd+AQoT+qlbiUBXESs7Ozx/5+mzCokOeSwSChWqkSRSX6/QHtdpv19btcuX6NneYe5cY0cZwDgZ4f3YixEICvvU1JKQjxNUPKQaU6+tNdOgdEgTaY1N4a0XaZfLHvuwr0zY2m8fHDraSMleUOMdLYZnJNAt30YDLwT+EpBFicZLSLHvv7yk2veOCVA0pRROhLAq9AyBxR5AiZK8yU5ymP3ReUw0AxNgcBs1OTVCoVKpUSpcAj9FDcYAZCrkksRZFq6hQBUm1EqdmlESNG4yLPVZ+qPKfQ9UF5misPKE7pDWM6/QHNdofdVptOb8DOXpfOIGav3UdqdureICfOJINYWckFMIwTCGKSQrDfHTCIE1r7+8TD+IB3KnW+xF2Rjn2EpUhyk9qeseJHFq6nwzOe743IRA3zeJrZ/JD5XFYUOvyXKyi6tNmw0XVIORJO9rU3rhVFZ+XCkB1V51h3hlVBvY6+Fg1H116UEGhGAf279lQKw4Ct7wvPJPj1MdaSVN/pCUFh2E+kKYIzGvRgyFFdkGttm/OY181zccl+9YYYEzLSOfagiJb2+DTLGQyGbO/sMhgm1GoTLMwv0ahPqHILZUbrefIolyNKpTK1WoP5hXnSVNBubSBlbnMtRVHQaXdIkrq5cIy3brwUE6pS+QuJ52sePKW+Ud11VXG3yg37eI4XcWCNStUMtDD9RnTNmLnTUYjQnSvtTeUFwzhmGCckcUIpQjOL+2RZQS5HQB3frIlc6s/EDIaqZ5kJ9xmfQxz8qtHvxnUfE2fSlqOYHKckzXK2tra5c+ce1coUUsJgkFIpVwjDiMFgQKfT4f79DTa3dmm128xFdWTuEQYlJB55odvMwCj/JxR5ssmLm2ckUawphdM5ypJKS7X+xNi8G4acEYrxoFf1XwwE3RPCIThSwybthLT1U8JTEOOJiQZBGNDtten0+vR7fZ557kWOrCxx4sgq+3stOq0uK7NTNKp15peWIesi0z5FqUTu+1SiiEatRrkUKaLyoqDIcuqNOlGphO/5pEnKoN8j6XZIej1qtYZqMhhGiFA3UksHJElGHGdUSpOaDVugWnHnZEVGXmQkeaqs9iwlzxS57aCf0NlXLbF3dlrs7TW5vr7FTnOfdnfA3r6kNyxo9kA179Dz5UNYhmMnT3D67HkyPDa2dtnebfLqpSu02h3SXHDr1i18z3OJPA6xqmzQDYPxNVaxRKr27XmBTDPL2tzr9a3C8nXeUBYFaZLR78cU0iMMFMHrwBuS5gXDNFNMHqku2fZ8pMzslagWCIV97nmuhdCYpip0Lu/gywb1JWzNnUKcmVtWQIWCnEKouiQvkHh+jpSJVkQ+0gvIRUQufYpcgGY4kEI3obTo45EL5wnFTSiFBkCoWUH5VD6+r3jngsDTUGp9vYEGTgifKJdEpYAoCgkjBeMPNBVSIQ2DiZb40tMACrTxcdDzHLOJmZyaZWHpKFeu3mV3r8twcI2ZqSVKUYPZuRmCQJVopFmMLArCyCNJCwb9nKNra1TKDV558RIgqDcqRJEPXsZ3vvM85SqsHV9CeJFS9lmqQoPCQwhV6xYGkiDI8MMEL9DkpHmC8DP8wKNUFkQlBV5Cw/SLYsSkYcJeiq5MQd1N/aGppVLelFt0Le10ZHlBtzek0+3T7vao1qbxAh8/gqxQZQdZrryDQKXmKHJJt9+n0+/THwyRePhBxJsOY5CJUdAMTDRF/yek7QSgohOCeJjx7HMv85WvfJ3VpeMEYQR4tqlmf6jy4tVyiYnGDFPTiwwzifACKlNlSEOGaU6SS/ACgihSPr5QRL1eJpFZjkKHhuQiJBUeiSnapiAg1UrTe4ORYfab2ofuHkSHW9/a+KFWUr4X0O8PSHPV+8TzVa1LY7JBs9Wi1+8DegvqWD/Co0AwHKp4+8tXrrOx0+T+5g6t5h7d9j7ve+xRvGqNoRdR5II8yRmmilbEFwFpIRApqF7tClrlByl5JqBQ1lscxyrcJaHfG1IIKBAsrCxTrlZsuwffV2ECWYAfRmRJRpzEZBRkeUZ3MGA4HDJMYiSCJElpNvdptfZpt7vcunOfZqvN3XtNSpUK4UQNL08oiBn0OtoKg1yiLXfBldv3ycMqq6cu0IsL2r2E3VaXrZ1d1u9vsLvXdMAIyuNUvbQ829xRUOgeWQEnTpygKArub2wQD4YkaUqa52Ra4JsF7AlVE1WKyjYcEyeKE87zfKWE84I4zciKgsL3yDzIlbmqw2CZgvRrhWJCCebHZRpRxqCnch86NKj4+wpLoWSAAOY8Waa8OvQGLKQPnsQLBGHNJyiDF6QEMlM5xaiE9EskRECALwIqnk/sCQWpEILCExS+UUqa/VnnGb0wIPID0lzx04WhR6e7TzxM8bXnJSU6pFnYbsnKMFOlCVmWkqUpeZbie8rTEIXUXrv28ApJnha2NYoK1xmhoaRMrkM+noA0lSSxJAwnQGYkScCdO7ukacC76jWKItCkwB7C91Sdkq9adMgc0qkaa8cXabXaKjpRm8DzBPFwSK8f0+3EBIEuNhaGEFZ11J6arvHAhTUmpkps7zRod/Y1VVFAo16nXq9x4tQqM9OTCmEvBbLwSJIMz/cIw4AkkfT6KVs7u7TbXdui3fMhkiVMy44kGRHMIgRB5OvO1oJSqU6z2eP69XvMzi4TRgrmHRh6KaHpqVKIk5h+r0drf588z5mbn1PNVTXPp9TEw74OX4ZhQFSOqFSrdHqpEurCs4ZMLjMoVE1VmuUkRaEashYeRRESBHXK5VnK5VlFf5RJvKCg8ArKlDU7hsovKb5MDwiQMkQSIj2VasDzkJ6H0Hta5jFCpgQ2PxWRiQpDoYzBRCoFGhkvCUnh+ZjC8MK29nH/r00HGxZXFFVCjIp7v9v4/rkp9PjKV77Cz/zMz7CysoIQgv/4H//jgff/2l/7awcSZEIIPvGJTxw4Zm9vj09/+tNMTEwwNTXFL/3SL9Htdt/qpeB5Pn0DP0bVI4WliGq9RpIpgkyTm1AGvJ6kQtJPMlrdAVdv3uOVK9f5zquXePaVyzz72lXWWz32hhmDwqOfSnpxRj/JGWaKEinJYJgU9AcZ/UHKYJgx6Kf0+wm9To9ed0C/HzPox/R7A5rNJjvbO2zc3yAeDqDI9QYX+IGnucYUR1NW5AzjmDhOGQxTOp0hrf0ee80ue/t9tls97m3tc2ejxa37e1y+ucmVW9vc2uwwkBFhbQZRnaCIysRAJpRdnwpIgVh63Lq/w+Ub92gPMnpxziDJ6Q5imvsdrt+4yfbOju5gm1tWDOMBqcaABWmWk0sQns+RtWOsHDlKuVLFC0OkEKSG4Rz1OeW1KDSmKTgUCNJE8/V5nk1aJ1lOKiWFUB14MgF54JEKGMocoXsb5ZbfDatkDGLItAFQ+abAntu8b5SU+V5zf6PQI4CnrHPPQwQefsnDjyTCT/H9nMCX+GGE9CJSGQEhPj5lzycUAt+EC4VH5gvyQFD4qNYIRU6WqsLdwPd1awafKAwpspxkGFvaHilVkWiaGVZtxfRvwCLmGVmSWwnocIyQAgqB1OGdIld1MJ4wTAtGmCiQi/Ge01SSJBD4dTxRI01D7q+3uHljg8EgIU5yhnGOxMfzAnKpGMlLJZ9KNaQxUWb16AKNyRJp3kf4BV4AaZYyGMR02kPiGLJM0UKBUlJh6DMxUeHU6RXOnFnl7NlVFpZqzC9UWVpucPr0Mg88cJyjx5aYmZvUYVFdg5ipFu1CCOK4oNdL2Gu16HS7JGlMmiVkeaqiK9qpNXWFWaa8cdWgUAnaKKrSbg+5c2dTgQuERjkGvu7bhG6+Wah76vbZb7fJsoyp6Wn8wLd7QM2vDiULhXgNo5BSuaTWmUR5TGIECFL9tlRJRBxnCkOFRyGVkqqUpymVpoiiKXyvQRBMEIUTlMtTlEsThGEVQYQsAjwZIYoQWShWfikC8AMVmTAekCwgj20vPE/6QEDulYgJ6RU+qVT3rErFFbLXoDA9ocmx9Z4/ELVwwvh5oVCXSZrx/Yy37En1ej0eeeQR/sbf+Bt86lOfOvSYT3ziE/zv//v/bv829SdmfPrTn+b+/fv88R//MWma8tf/+l/nV37lV/it3/qtt3QtJqRjBZNFAEn9kHP7el7k9DU8vNMdkCSKjr8QglQKemlBszdkd2+fb734KjutJpVIEhV9/HxA2u8RCEG1VFJgDSEo+wGlIKBWLpO0h8AA8px+v89+q0m9UadcKTM5M0098PHCgDgp2N1rE0SBYhsIIuJhRl6kDIsevW6fbq/HMM4YJgm7rX3a3R6dXp+dZot2p8e9jS3anQG9wZBWp6+EelhiQEhQBHSTnEFWkKGZlgBCXympTBLVJhBRmc/90R9z6uQpHn74YTI8llaOMDk1zfr6fe7du2d7X1WrVXZ3d9nd3aVararcQqeD52nBZmqBhEeWS734RovUwLtLpZICHaSZRfHFcUwca3i4AOGruHeW5wyThN5wqFpFVCrknior8MMQLww080R2gF3ZcIaZdWH4/bJMNTx0i4uNEaU6KysmaXOcZMTkrTjrJMkwJghyoihVnnERkuSSOBcMCg/VMtxTABdf5eVyPyPzBBkehZT4wiOQGb6UBIUkTYYkecFgOMTzJGkC8XCoeAxtnysoiRJShoqAtijICjXHnudrJpQS1YokikoIQpJUWeFFniGAQPj4pbJG1HlkhWpnnmaFTnJLFEu6AgUhVZvzNIEkVj/DSNLrFdy922VuDhaXGxRSFYrG8ZAojKiUfEolDyHKnD5zkiQdcn9jnWHcU2jcMGR3r8lrr1/i8fc8SLUWaSNDVVhkmS4jCUNWVhdYWp7h3LlVDE1SEESqzsYvI6ViXDFeb61aJc8kvU7OjRt32dzcJo5VfrVSqahclu9RLtcIgkiFXTXbhRBKSapciUoeF4WPKlYObc9QKdW/yvHRz6YMnW7GYNhna3uXNE2oVEr0BwnDYarnGGteGHmUJBn9XsJgGGt+O2mZTnw/JAhU80ICD4FG8hUepVKDwKsii4hBX+KJgixX/cE8T6jctcgxbUKQQvU6leqVXBQUOqpi84AyRZBRFDF5kZDlCQOG5CQUXkzgKRxqT0eVJMrDCQRk6HKf71mY/EbZ/f2Mt6yknnzySZ588snvekypVGJpaenQ91577TX+8A//kG9/+9s8/vjjAPybf/Nv+Mmf/En+xb/4F6ysrLyl6zEJOM/zbCIYMeKLAg4k4wstsKyQ0lBIKTxyqaz45v4+2zsl7m9uE+Q9/GzAoNPGF1CNygSeR+j7zE1OMVGv02hUNPGnJM4GZNIjw8ePKoTlCn5UxtcQ9CTPkXmqyVVzvCAnK5QllcUDOrrGotPrMxgqJdUdDOkNBty7v8V+p8/GVpNBnBAnGXGuSEODKAQ/JEdV/ud6XsxSKKRSAIEfUCqX8fyAO3fuEkUlZufmiEolBT+vVGk0GszMzLCwsGAFd7fbdUgiR16K543CZ0mS2s0mxEEjwsKFhbDzb7wW93mo52gMDmV9GpSgGUE4KgY0isbXnIjmmRtIuTkuz3NLmmuuy70+c7zqN5XaDSe0dShMcZjOfqt6KR1a1HRAqiOqKRJW3WPV76qjrH0e0hSVGh9A6r9V+FKlr4S2TEdQL3XuXP+umxXqkKbNFRbqewsXNi3N+TGxb0w3VkPJI7TYOcBkIVUuyzQkzDIVHtvd3adU8lhcrqvv1MoSqY4xoZ2JiRqTk5NMT0/TaXdJ8hTfD+n3h+zutuj3YqKwROAH9ivNt0uJ7gfmUy4HOlymuAfRDR1zw1FZqGcVlnyyNGM4TNjd3WN7e4c8VbRc0jPJfV17JVSdkoHpHwDS6ELp4TAhjpWiGfZTyqVMFciayIBzzVmW6+PVHiiXhZ5/Fygz4kzMc92aXlNwyUI9XzsDQv2tjlYE0Uhj+KlnhvRI01zndj1dKz5ieSDTLC/6zIUwpQ46qGSfngFCKC9PRdc9AgI8Uai8k0A178TkpezHsWApJ29tSkZ+EONtyUl9+ctfZmFhgenpaT760Y/yz/7ZP2N2dhaAp556iqmpKaugAD7+8Y/jeR7f/OY3+Ut/6S+94XzK2o7t3+12GzDx9pFF7A4jlFzKGyOwsky38tYWvmFCUIg2ye7uHl6R8XI9Ih80yQZtdjbWoZCUgohKVKJWrvDoww9z4miJk6cXqFYqCA/W79whIKLqV5hZXaZeryqrVwgyIegMOsRpSpIpUtQ0y5idW0Z4ATu7Lba3t9ne2mJja4def8DuflcpsKLgytVbdHoxrU6uOor6HlEtIiqVqNYnCEo1Ci8kyTNyWeAHypUvJMRZSjWKmJ6eUpDzUolnnnmGO3fu8NJLL/GzP/uzTE9PMxwOmZycZG5ujscff5wgCHjhhRfY29vT3WQ7wEgJmLbtg8GA/f192+zQtZQML14URQgh6PV6gBIwqlNuTJqm1tNyCSkPs7gqlQrVatUqvzAMrbc0HA6tQmw0GlSrVYRQzeKGw+Gh5/N9442UyTLF2ybB8kAWgYcIVG1O4PsEvqK7CcJI1b5FIX4UQRGSZx5FqgEk0hRgCyhSpbRMEbGO5we+8gwT3VIdct3CJNCs5lr5mnZVuVRh7TAgTWIlqHNFlpwkGXkWA5KsKBAixBMhstClDFlKlugmjrlSur7TjsXIFcN6L/DxRIAncpAFSZzSlT2uXr4OcoUTJ2ZU/Z/vU67VSJOC4SDXYVWYma5zbO0IWQpPP/0ter0+tWrAfqvLoJ9y6+Ye3VmYnp6kUlFgCN9XgjjLrW7F81WTzDjOVKNGBNVqoELPWUESqxxStaz6PO232ly/dou7d9cZDlNVJ5cr/EhQSCV0jTckApufk9qj87yIPIPNzW18v0QYVNnYaFPIkIXFBsJT3RPUZKnPdDoxzWafWH9fGJQJghJhoOoPlUevnmUuJVmqf7ICpKeJCULt2bn8irpuL/fIgDyFPFXlGAJJPBggRKgZ8xX4ocgLCpmRk9rOzqGveCBzVDix0CrQ7lE8fCnwC0EUhlT9ChORT0hKMQTfK5TCCgNy3ydH0RYXaJ5ObYC9gZj2BzB+4ErqE5/4BJ/61Kc4ceIE165d4x/+w3/Ik08+yVNPPYXv+2xsbLCwsHDwIoKAmZkZNjY2Dj3nr//6r/NP/sk/ecPrCjKcE4ahtYaNtW4EnXktiiJ7vKGOd7mlFP9bYQ1N6XmIMERkZWSW0ol9kmGCzGNq5YJ6tWCj2SGq7TO/uUu9VsP3BLc39nRnVqi0YwaZoN1tk8ucXBYkubK0kiwnThKGccLVO7skScr2zh47O3vs7jbZbvUVeSyobqalgF6SM8hyciGVp1QUZElG7uWEUhBnBRkZvThjkORkchQGFbozrO+HtFotOp0uaZqyv79Pv9/nlVdeYWVlhSeeeII0TW2YZG9vj5dffpn9/X3q9Tq9Xg8ppa5hUecfDocMBgM7h4A1Gkas9OrYJElot9t27pMk0QSxGbVazYaGjTIJgsA+L8tOLlUexrSJT9PUHgMGyZfZ33u9HkmiWOcP4wwzBozypJRH6GGOM52CC4SnQkxZKknznDTIKaRQIc4sIy8CUimUThKSQhTgqXCa8FRYRnWnUK3MVT4pUdDeIsPzlNKiVKJU8jApI1mokgflNgXK6IgL4jgnTRVZaxiWKEUpvh8hiMhlCU84Qo8QCtWVtV6rE4ShLnrHmtU5WKGrvCrVllwQEgZSda/1PeJ4SLczYGenz8RklVI5IAo9Qt/DK2lnUyjI/tRUnRPHV7h6ZU5Z+/r8aZpz5co1trd3OHHiGNPTDSYmq9RqHro9l80hq+LdgFJUQYbqGlWhL3hl1fU2iTNeeeU621u73L69zv5+hzCIKE+pFiNZnhP4HmEUUKnUCKMyAo8g1OwW3kgphoEikp6amqFabRCGJQaDmOFwiCcalhMQlEJIkpxOu0ur2SZNc6LQw7TRyDJJlmrUnCYn8YQgDCLCMCLQ/0oJYVhC4JOlCnUopbrHwFdhWF8IBmlOp9MlLwqiULHfCxEg8AlCTyNCfc16kis2fc+zFohSTbqljbsJpIb3C5XvzIqMYRyrVjlxTOgroEkqFb+f6lPOKGQqsN77OFLU7GeXI/HPtE7q53/+5+3vDz/8MBcvXuTUqVN8+ctf5mMf+9h/0jl/7dd+jV/91V+1f7fbbY4ePfoGJWXCO67ycSlvzMQYyniXSn4UcgKEpwgX/UDhS/0Sg9SjN4S4nxGnBUkh2Wn3KO21ub2xw0RtQOB73N9tARCVIkrtPlGcsddskuQpSZ4oSKmUJGnBMEkZxDHbWzt0u322tnfYa7Zpttq0upICj0qtwtwsTPgew7wgLiSFBzkqfp2mOTLIqUlI8gJPFsRpQZqrJKsLGhFCWVXdbs/Og1Ea169fB+B973sfcRzT6XRot9t0u11u3rxJoFnkDU+eSxJpmg66igJGYTRznCnS7Xa7B5SWAmlk1phwxwgIMVJQoBb6cDi0nzfvm/dchWUUmUH3ucN42kaRGmZzj8AqqiLPVVNJHd4rCkGWF2Sp4oHLpSTVqLlcqn480pPgqfAJ2gpVXWcLELkKrwipQlhStY4XmOLQkDD0FNpRJ/ZNrZEQikA0HhYM+jHxMAVGa9z3QoQICKRqHS8sa4WC/JfLZcIo0rmVHE2rCCjvBZRKy1IVegyDACKfQDPFCwGDYZ9eb8Debk/VvKEImQFkIVWtjYA0UV7hzMwkjXqDbndIvz9U+a5csn5vnfZ+m2q1BugQUxgSBE7IUWC9Ct8LbEipyG3sEqQq6L569Q731ze4efM21WqdKCxRrdYVI8lwSBD4hEFEEJQQeAosYSJsuUZA5uqZ+l5Ioz5BWfdtGgyGDPpDtTZ8YRVVlhUMBimdTo92u0ueFchAKYMsl6SpAj0oaij1mVyz5gsUW37ghxr041MUQjHZpAWeyJGa/l+xbhTkmdo/eZ7hBwGBr0oOkJ4qrvY0fZVUYVDfU7V9MjP7Uq0zRXemYtdSv25BOVKBNhJS/CJB6j5svj9SULYIRAiEr30yg+Z9k3zTeCHv95uXetsh6CdPnmRubo6rV6/ysY99jKWlJba2tg4ck2UZe3t7b5rHKpVKbwBfwEiAGWVkEv1muHQ3lUrlAFeUed0VlnmuktWTk1PUGpMkMmCQegxiQa8I6EmfPrlyy2XI67fvc/nWBl/82nfwJERhyMMPn1O0OXmGeP2quj4Pev0++522ghcnKXEiaUzUmZye4PaddbrdAZ1OSpopMtysUNZXJfDxyjXC2hQi2lNFN0I1PVSdUTMyL6eSSLyy4igMShWkH+JHiutNIhkOepTKFarVmu3vY0KdQRBw5coVms0mH/jAB1hbW+P8+fNcunSJbrer4PQW3TRSBKVSicnJSWq12qEKyoRhjeczGCiKlr29PQdlp0J0cRxbdukgCOj3+wc+b8KIgL1mVzmNhxjNcQqo8UYPb3yNANrLzihkQRgogR/4IUneByGpViqUSiGlMEQOB+RFSFSp4YUlCs8j84TqeaXNVCEknlfgC49Ce1G+8PA81WrFKySIFCkEQagEWFFkDIZder2MZ555jnLF1/kNZbv6oWHkVnmMJMm5t75NkioodBQmCFGQ5alK9hcQaLLV0Jdk2YD99h79QYswEnheioGy+36A5wUEfom7d7bY3WnT62U6XxJQqZTxfY9ef8CtW7fZ2d1gfnGSajXC8yTD/oBup8fszDy+H7C9s0spKlEuV9ndaSsPNMkplyMqlTKDwZBms8PXv/YU9XqVaq3M1FSdUimkWqtQLkdEpZByWYXMgsDXOUzFCTkcJrT3O9y+fZfmXotms4MQisIpHubEwwH7+z0bOg7DgCBQrUTSNKXZ6hAE2mMVimUiSRKaey06nR6VSgMpBb1unxdfeIV6vcqtm0vKkPUgDHxNt5Vw48ZNtrd38T3lwQ6HKffu3qfb6bN+b1Mx14S+zsnmbG3usr2t4Pl5LkEIOu0O9+7eIy8GVGuhrkVTedkilwR+icEg5fbNPTY3N8nyhFJUAyRZmpAkOV4OuUyQRUpeqNy3zFU0wBTl5gQUQgF9VK5eImWGJ3OEHCC8jEDXo/mEFERIUZALZYRlUvU6lkjbln6Uo/r+FM/bCpx4q+Pu3bvs7u6yvLwMwPvf/35arRbPPvssjz32GABf/OIXKYqCJ5544i2d2xWYhvQSsAlyM1xh5ybWjdc1/hlfU9ineUGSS5IcMgOHBqT2sAapJEsS+u0eFJIoDJnb3gMBwyRWNC5AFAX0hwPanQ6dXldttByKIKI66dFPcvpJRpwr7wnfR/gSEfgIX7WqSCWkhSQrlC0khUpmFoXKARhmcDyPIIx0YaSGdlPAAJ0QVdQ0o2K7kQLZ39/n2rVr1Go11tbWmJubY3Fxkbm5OQaDAUmSWKHuhlKDIHiDh2LmHbBCwoQFB4OBPd60fzdejnkm4zT/LrDCfOdhz9gM1zs67JrcY80cKJZ0lS8yyW5jMguEzkVFBF6IYm/2QTN6JNqKLDSgYsRioUJJvvlh9K/q6F0gyTQHpVImvq9qmwaDPmkmGAwKG6IJI18T96qi31wbKmDAKQrsoRSlVB6gcUjQBc1IWq1C0dQQazBGoUiQPR/fK9Hr9VRNmlAoRSOFhBBEUYREWfTlqk+WheR5QjxMGPZjBBGe57Pf6hCGMaVSyjBOlKC0z3P0XOM4Rcouw3hAHA+IopBaXSmpMAqIIl8/T6Hh4rlGHmb0e6p3U6fTU4ooCIgiBetWocVR2F+tBUWP1u302Nne02wREonyxpIkptvtkSQZURSpNiOex2AwoCgKgmAPxYoviaJQ30PGYDCkKAoqlQpBqEKsvV6fPC/odrv4vmfz3nlesLuzR6ejogCepyissiyj2+uxsyMJ2yq8Jjz1zPKswPdKpElBszkgjod2rYACkSAMg4TG9UmsB+57FvODoVhSj1XLPMCTEr/Q7PGeQOiu2cJXCFmF5B0Zg5qLXqdJxEFl9QMcb1lJdbtdrl69av++ceMGzz//PDMzM8zMzPBP/sk/4ed+7udYWlri2rVr/A//w//A6dOn+Ymf+AkAHnjgAT7xiU/wy7/8y/yv/+v/Spqm/N2/+3f5+Z//+beM7DNhO7PYjfDs9/tvCOkZa1wxYWs+uXLZQpSNJ6U/RCElvUHKIJEMMkEufHLPoxDgRWX8ap0szRkUOa00w5cQ5gWvXLlJkmV0hkPLhNColUizjGGckOaaxyrwmBIlSo1ZvGgHAklQyS2xZlrkeL6PKJVICkF3kNEbqlyTkmYq4UsyUGghBNLzEX5IqVLFS1UrBNWgL7cghCDwaTQadk5MyCzPc9rtNn/wB39AURScOnWKU6dOUa/Xefe7382lS5e4du2aDcclSYJhwo6iyHqwbn2c+5ySJGF/f59Op6M3rdmwIw/MtFhxFZP7vlFQBoShNrhnn7sLPTdgCBPmPcyDchWuCXGaXJYJJlkkl/CIwhKlMFK1TF4KhBR4xFmOyGNKURl8oToRC59AeASBQPrgBSjGewElBH6uwmpxllHIXFn0nqcBMRFF4SFlRpoWpGlOqGmAkII0zRn0BwhPwaaVcvLxvYgwKiE8VfSZ56pLrkEOKsShCq22230gJy9iiiJDkuP7IapQOEQQUopUI72iUOG/qBQSBCGNiRKDYY/9jlo7kNPrdfGERxBEdLt9DJQ7TTPiuE0Sp7pTMuR5pr3zQkdAyiTpkGGnT6fbJgg8KpWSBhxAXpiOyoU+T44QAb4fEoWKS69SqVKpKC8qihTU3tTsjAwhNQ95ltLtqL5qwi/s086yWDG75BJP+JTLVZU38gPauv4pTVOGusFpuVyyhlWW5aoMQHfhzouMVqtNUTSJ4+GBNVcUkk6ni++VCYKaQtt6Pnke02q2aHd2yPI+UmZkeaKM2jQHGSAI8L0KRRHoZocagSmVslUNUz2d01KNHwMPPK04CzwKz9c0R77lCVQ1TxDIgBAIvUIZW9JDBL4KW2aZLusptNGjQn/KSNLRg7dBTb1lJfXMM8/wkY98xP5tckW/+Iu/yP/yv/wvvPjii/zbf/tvabVarKys8OM//uP8j//j/3ggXPfv/t2/4+/+3b/Lxz72MTzP4+d+7uf41//6X7/lizeIPyPMjCUcx7H1jMzf3W7X5k8MEmwwGNiFYxL4UkparX2SNNU1PylJkjBMc5XnkdDpx6Q5kBfKzS4klagEfkA/k8pL0k3mpJTs9xX7RJYriiaTBOgMhmzutmi2+/R6Q9KiULBjzyMrVHgtzSRxJimVhgyznEwXqUqhoMhSKiLX4XCI1+kwjGPa7X29oTJMzD7wVXhsZ3eXfr9vFZTJJSkFFnDkyBH29vb4/Oc/z+rqqvV8jHKv1+tIKQ/Mqed5FrEHHPCCQLVt9zyPbrfLcDg8EHpzc0mdTscqLqMw3PfN6Pf7pPq5mN/dsJ9ZD/1+39Y9GSCIe4xroPT7fZrNploDKHLXvFD0OEWRQwH9do80ShRKtN+DYcyVazcoFyGl3EdQpiCgT0QHQVd4tAKfzPOQYaiYu4WgkhR4ucTLJIUIkMInKJW151Ygi1R5N5pgOCtSAs1QEoUKjl3khtdQkqYKJgweQVhGeAGKwQENM9ehmTxHeAWeVxCEUiXJRYqUme5sqz5T5Ko/kSqyDVX9UlooBeYJqpWQNBvS67epN0qEkYcscp33Cui0u0gpmZyaVmu0gFazRZ7nlMpVDcX2SFK1f0tRqMOTqfUmg9CjKDKKIidOlLdnPSLhU67UUPU/Bf3+kCzLqdUaBIECkSSxUkrlctkxVEHKgjQ1dUkZYeRj+jBleUKWpSrHg6DIBdVqjXK5QrfTsd5+ksZkWU4Ujbx+k6MqlSLHMx8qFvY8xfN8J+IgSBNF9iqI1DMTHpAiSSlkghCKyglhQEMSIUJk4ZGlqgDaEwGlqIbUhouvuSVBfWecDChFPoHvaVoxoZWUp0N/IyXlkePJnKCICURGRErZz1XvBBmTZylplrC1u0u717O9yJTnZqD1hY72fXdF9bYDJ370R3/0u8YT/+iP/uh7nmNmZuYtF+4eNozgNC59mqbWEna9LKOQzO/mfRO+Grfo+/2+ssy9QLd9z1U1uwSJxzDJSHN059mMXKKoQfyAYa6q9lVqXHUHHqaprifQhMY6ejJIUlr7XXqDmH6ckoNKsHseaa7CO3mhKI3iVLVMV1Elrai0Ay8lJEmK0Kzhg0HfwtvRjN7lUmiFf7/Xs/Plwrw9z6NWq9FsNtna2uL+/ftIKVXoRyv9KIqsQhgOlYUYRZE1GMaTombDmtyTsrxHIVp3LRmjwTwvt0jXHUa5usjA8aSsKRQ2/5q14oZ8zTCKTCWkVbRdMaFnZAqigpCC4UA1cPR9HzEcIvyUu+sblIqAUu5T5D5Z4dHJfboCugjavlJShIFWUh5lraREVkAQIbxA0SsJkDr3JGVOnsXkeaYbaKqkeBAYIIQgy5R3kmem8Bg8v6QAE6bPldTkpxJkrkJ8ihdQh5P8nEKq7gBCMx/kqdRKShWyygLyTClukFSrJfIiJY77lKseQaiUp4JO++ztNikKydLyEqaNxvb2NnleUK9PauUJcaKet2IWz1BktCpEhSgUQ0SWEsdDTCfgKCoRhiH12oTOS8X0un2yLGdycoogCPH9iF6vT5EX1Go17aGbAt2CJB3a0F6pFFnhnmUpWZYSBArIEA8zGo0JqtUava5SUgjd/iPPdTRArakw8q1Hq9Z8RhwPtaGVa8++pCiVhGK+p1C0W2quBYiMvEjIc1PMLfF8s9fBE5ECVgwlnqfKC3w/UoZqVih0n+8hSfW8qe7Avu+TxylSalouoepCTU8BKcCTOR4FQRHjkxGSUfJzfFHgi4wiz8jylFanS38Y20iDUlIaLl+MsUyMjf9U4ISQbyWD9edktNttW+tjhKPneXqxFweKNt0EvrGkjTcFoxCTEb6FDlMo60h1HM0LqQs2dXmd7u1UZJlG3owgsaNCTQX4EJ6gN+zjeaq2JUmNJ6H60pTLZTqdvgUm+DrfEsexYijwR0IpdcADCFPEGuB7vtpYQtnMw0SRfsq80IlMqUJFKEtSfVzYturG8xBCMDk56SSaQ+tlxnFMkiTWMjVC3xbg6nl1QQhmGKCDQWMOh8MDqL1xBKZ7bleBmmt1EZxGYBgQTBAEVnEZ7931yMy1ujkuGIV/jUIWRLoE0keEIHxBVPGQeUaRpYRFQQhMeiElqY5W4T+fWPp0JfSB2FedcAlCnavyiNIcUagGmoXwVI2JxkBLmROEgUISZjlFkZMXCaZg11j9IBTFj5R4QjNtCw/hG5Qdur19gSnSVXvAiJaRpW56gvmW5Fh39pUCDwUeKZerDIYDslyTtSJB5EhSPA8mJydVGHIQ6xyLRkXq4ltFQyUolcqWcsvTrUQ8X+c1ZI5JyVurDhXCUr9KW+BruhJLCaWogu8HDONEC9OMSqmO5wXEaawZ6wsCfX/KC1XAglIp0mtAcyDmqUIRosJytWqdcrnC/n7TGjCe7lcXhCGyyEnSWINOBIZxXejnY7j7TAhaPRzDlq/488KgrJnlcwrN9qDIQRXwxnYRlgahW9Fwfs/JLQtFNBz4pFlMkWekWUyo912RGS9n1JnZ7Sjg6aonT2Z4ZHikhCLHE4qnL0flo5JcycM4z0mlIMdTKGi96IpitJ4OG2bPuViA/f19JiYm3vQzP9QEs8YrgpHHZAQsjMJJbrJ83DI3D9m12gtNJyLJFdeZRIEZjBVSFLbdhz2PVky6xhzhebqrrmnz4BGGkeJfk4Xu7iqJ41STMh6ET/u+6odVFCq1LoTQLS4MTY9OhstCeW65LqZDInPtWUiphZpR0G+EaY/Duk0dlAnpwUhBmDk3SsUcNw5UMcrIfTYuJPxAdb+TLxr3cNxrGw/njZ/XGBsG9edeqzvcexn/btXgTnmnQgsau2aKgjxTIbMiU0pGShiQomENgCTHYyg9hkAMpITKwNE0RqpEVqjPpxkZiind00AQJWR1YXlhWChUZ2fhCdJYQc6VkaLuKcvNa57TFBGNAlSevfnuEQt1qhXCaA/5gQ4hF2gBKkCmZH6IpCBJlWdXFAoS73kgUb93ux3Ldm8IfU3ozBMqP6bmMtPKRZIXOhogckzOTFdrYdL8yrMqrFEmpQo7qpYqYjSnfqCQrpnyPIUGkuTFqIlm7qcIofrP5XlKmicgDNmuIM1SsixBau8ly3OGQ9PgMtE8fAXk6jtVrkwBV/Jce+qovJsnPLIsUUhRizgWOnqh6YrQisaWdEgdcoxVtkfoPltOLkvdV/FGJYWgKAJS3yPPUxXhyVPyXHcbyEc5VilMs01nX2guCSEzFfojIxM5yi9Tn1WUTqMwn8lb2K0vR5nc7zZcefP9jB9qJTUuCE0oyX3tew0TjhoOh3oT6NcBs5CUKzsSrsaqM0eY86hwnlCMAEGgkrCFzvf4AdVqlUE8UElqTxdlJsarMwJYhVTK5RJFIen3+3jofEQUUhRS51dU2DDPUmWJS2XBKYGa2bXi+6FDGXRQSYx7nKDyfAaMYIS9m080YAXD8uB6rjCqjXK9IDM/RtG4RsM4ys6AMcx5jfHghghcFKcZURRZD8v15sz5TCg4CAJryBgv1c1d2u8SCuHke8oylXmBUgUFFJI0Vxs2FTqPiMoN5hT0kcQIEiHAj9QiSRNkrpr2eeUaQkgymZLLhJyCSqmm12Ki+Ojs1AlttSsYdifWfYo8j3JZsWn0kn0MwMN80KDJfN8njg9SWampVF6LLNRdCSGsfigK5Z0J4ZMXKUURUxSjNup5EetIw8gza7db9juyLNHXotjt8QNtsEGexypkF6kO2Xmuwnwj0ecYKmZtyAyhvWTTZTeJU/2sA/qDDE94qiW6yJEyZxir/Ga1WkcWBZlUSX/PU8cVSYHMUuXReR5+KURKpYC9SIX7ijRhMMyJk4GKBnhqD2VZojzcXBkFnueR5ZnOmen153sUUq2nKKrg63xUkgzI81STHuuaO3I86RH5AeiclERTYmjmGM/3KLIMKYUKu0rTSHEkhWIr/gr7U2SjVkZCpyDkgdahBvepFSK5BaoXGiBxUKqOnpJVeta4fGsK6r+IcN/bN8ToRzi/u0OOkCxi7JOe9no8TTmT5ZkWGgFJppRSGAT2RIVucJhlqXXtw3BE4TSCXvs6rKZRbUKFGBUfoQpFCNDfPWrzICW2bchbedyulzIO3R5fZCbUZhSLOdalOXLLAA47nxvadBWJed+cxxzn/rgAC5NfNPVgWZbZzxiQRZ7nB0oQDl6XgoAL4eGJQLeJKCAAXwgCT6W8PcDPcsUELVXusAASBBmCTHjIIFTtF9SFKWotz1d1lHmOCDyED5mUB67L85UQEnqOVA8502hvhEqURUEuUx2C8pUnIFXuxPOUglPAClCdaQUIZcgIITXMWC3cPDeMAQLfDy2QQkrNKq+NqULq0LTvaXyX1J5MTp7lijlBCJIkxnIfastdFoVttTIKu0utj0aWuEKlmhCtDpcFgY4kSIV2Q92TUbIGlKB2plbWQvVFU8pNfY9Chqoebej9GoZm7WY6pO1pD2m05oxANwhc1R1AebpK+WvjTe9pQ3+F8PA9Hz/wSRKVJ5UFeF6A54cqKqMDcMoDyohKWnYkqRU/haayGlUgC5CHNbLQ86j5Jkf8jCbEdzDUp3e7frWwP549eqR+RrkooT9hjjLvHGD2+77G/1+H+96+YSZZHPxbmv8J+6gPqigdmpJStTrX7a99VNgmSWK7wEcWLZiajlHoSTqCXtctCNCSCs+TttVC4Ku6i7Qo7PlU7yfjBShy01EoTbNQOJY1jJSXUSrjIVFXMZj8k/mcec9QGBlvx/y4oVTXknK9rcNCeeaYw8KH5lrNjwG7GEUjhLBeUxzH1tMy3pKr/OxT8FwL0xQpOpuuKMBX7A2+5+FJFeAzoHUpcAg49YYtUsBDBIENv+VFiicV7NfXc5QkQx32VYAdU/9i7iWLE4q8INT0Xp7vkw0SZfkHqhYr8HRLcBPWtZ1onfybMEFhkysJbAhQFZUqQlMFXlDrTJ0zVwSk5r60tykLBSwJdTuUnEIBMnR+VEolyH0/0L5VrteXJdaxdqD+iF7zQofUNRTaAyGk5kQceVw28iFVNEFRf6maM4m0Xp0nPG1sGDZz1QRR6t5RKvSYo2iB1HueL/R6VIwR6mIh9CPNMSh1B+1MKxzwfJQipdCAAkiTlMLLkASYTsWFVPk631c+rWGTUCHPAk/fQ2acSamVhQB0a3a30/DhQz8nLbdGJrXp/mR31GiN29Ur3/CO+7dW+fqMb099lBnvKKk3HdL5EQeelGuPoIN8pnZAYCq4JWmqQmdREIIXIHy1iYuiIB727SlVnzPV8E3jLrQHpQqBCyl1m3UVxvOE/sFsZnNdak0WWU4BpOQK9KFXuLJggzewgRtlYQS7QeMZQl6jJNI0tUqhWq1aj8UFohhqIwP/doERMAqvmt/dRKqryMZDhe4YB3uY6zbIQDNMSYE51ngfURQxPT3N/v4+A92+xQA31NxAuVKyFruirZFk2ZBCKkYQwxwutRXteYJavYHwPPqpblyZJoggxA8E5UqZPE7J04w8Hmjh6lEUid7wmV0PWRbrHIfqXRSFAUWRqBqVXBKIQDlnnhYVnmKqiLME07RQSmOsaOUDlEoG8q+K1ItCIpMUQwpeijR1mBTaq0hG3rcsrAUvZIHv+YQBxInUYakM02cizXQ4UOSOXafXl4e9Bj9UgA/1bHRH7UIbX5FPPFQ5YVMQrTwT9R2er+5RFhl+oHo75Xmuu3ErxhCEYJAmBEFIKYoYDBOL6vUDnzDyyayXiaYt8smL2FJEBYFHGIW6x5i731XYU0o1/16guBmHgz7WixEK/VfIDFEI0myUb5No3sZhTqkc4QlB7guyTPH9JfEIBRtFgQY5qf0WJ0oOKNXw/TUOPBgOHlc7em71v1LLN5M5O7D3GCmn/1zjHSX1XYeCHgNjlocY+230nhC6Z6pUrrZpymeOkVoLRWFklZmh4jH9aoxMtsi5TLNKFNL5Pi3IHQCHcK9HCISUhIGmYlHxqzeABtxwmbq+g2AFNyzn5m/G6YjGlY/rIRlPaxzUAm+kTzKK67DX3LAj8Ia/XaXrenCAVWjlchnf962iHucWVJ8fMXmYEJE6pz+aYy3MVdM9FepLlTmu8pAChG+81oI8TZRCo1C5B1lAXmAc3HK5TJ4XxLEpizDKGPJC1eEotZir3GIuCEKFcsuyzIbifJuv0/du1p4wRoEJwyoUn/F4rOcopWrN4bzmGgEAaVpooe6R55oRO1chxjAKKHK1NoLI196jXhMoxak8MKVJrcdp8it2gkdcheo6RuAZs5cEaAvP7Bd1bFHkFNIgGtX58yLTIXCFovQDRcZqvBeDFhwBjPR1+9pbES77Se5cG3YfS6HO68oDCQShmocCOZIHJrwpch3ORKN5dWhOGDqxUYTB7ivp3u+Brzt0HP62XtsHfh/NrXSOGg1XCo6aupjbkc7nf5DjHSX1PcbIY3qjVQEjJ9q8bwS5RfoeENiFLlgU1Ccm9d85vX5PQd2dkFbgm5CdRyZzRemvh/K8JL6G7iKLAylUz/mjXA7xg4D+MFGkqJlGmWnBM57TMd7ReLjNBSsYD8nlTjTvjXP8me8xobZxpWd+PzDnYsScbsAwhunCPa9LGjzUzRFhFAZ0OfvMNc/MzFAUhUUxmgJL4xEaxZcmsZpA4WuAgCAkss/W1LsVeNbC7acJCNVVVXoCLwzUe1lGovv+eEJQiSKKPGeYD8g08m66USdJM5IkVXU7nmA4VHnGTEiErvVR9yHJMklFtyHZb7Xs2jPebxIrxWW8folSnurcEIpAh5CEvf5CK/WiQPfLUkaQahQYKa9dSg2eUUqykBKRqjKFMAoolUsM+kOkLCiV9TMrJMNBiiwKRODjo0IBWapKPrBhQQGa0knl1ZSXIrVwV2vd6mO9tkalFW6IMM9HRbaFzEgzVbqg4PpqjXi+RzJUezTPMhvCtCpa3T6qU11uXzNgD6H1UZGbHJQCPAH6GSlDqFyOyPOCxLBeFCB8/XV6H3ue8qIUQWxg17oxTt3wuhY83324hx1QZtpHMgJKjpSTFIeewuxK3ANM1Gh07NujoOAdJfVdx8jKcFOHjP0u7DFqDai/C8GocZ2vkqxplqkEt68S0nGiKFbyXMXda9WyzR8lcar6EhUq+RyVIirlEnme0+32dapBwXGttyCVTVoJVdVOUUjSLCfJCptkdz0cA8pwUXau91GpVBBC2LomIwRdMILp3Kuuq2tzPy5AYZwhfZznz80xucrLPdYFU7g1Ti69EhxUZlIqEt1Go2ELgE3uKk1Tq6DMtRrFq1BhVV3ErWDJAmEjIkIy4ufT/RcK0ILOGCWK+yyIAjwhCPCQWYbMcobxEIGgFEZ4ea5QnoOELM+Upa0T3Qid38xUqw+DOixQUHUvjdV1SQiikFIpohRFFHlBrztA95yxRoupz1Ph5EIzrpeUciDXwld9v1LCqsmi8vBiJZQRmgVc5b/ybMQEIQtVVF7kKmSUJJndLoarzzW2zGvoThJSqnS89FR4UXiCMFLU4VKimSpG5xOeIAgDMh2KE0IrV0be0MgLU95PIcz9K6UkPIEvfKsQKGByegIpUbRGuSSjsMpfebGK4DbwRsZenhVkmfKEQSlLk2uzoULtwSEFuVTgiULCYBBjIeba0zUlLoWud3uDCPquQzj/6rWEN/a+HPt54xiZ5u75Dvu/e/wPfryjpL7LsDVPh0y/69BL94EJ40DJkWUmhG6GqgoKfd+3tRK+7zMxMUGpXGJquqFzTznt/S5JkjDoD9S5BaMiTyGsVSel1H1d9BULY4kpizLLdZdWxry+sVDauFfkhtfckJ6pjzLHGI/GKDDTaLDdblu6oXEgxrjnZEaj0SCKIg2bjg989s1yVS5qEA72n/I8j0qlwtLSEoPBgOFwSKvVsh6f23tsHMihkGuKyspYv54D3S20UPTRCR0PCpkqaevcngEB+EK38EaC8KiUyyzMzbHf7ihyUs3sbXJCB9eh86w02acCBeQ25OMZ71N4es0Zge6E9KQj+KTRuaqg1veFhkWPvAKBosGKopBqrUS/39d5Pm3VFyNLH4QGDOUYhGSej6D0Jgw+MpLQ1+mElqTeTQUgJIEJE0u9w5xGToLcIlxH4b6Rl14UpnRBGyxa2EsxKjNR9Yw6rFzkChWLx+LiInmea+49s66MMYcNZ0pp6riEsx6Nh6IevofaH6apZhzHJGlGp9NRRpbnI6XyKPPctHMZzYew3ZVH6+lN1YF92VUqHraB4mGfFW882xvPflBJGTPKVV/m3bdDUb2jpP5/HAeiugJbmV2g8gkeEHqKAkUIj1qtged57O7tMr8wz5EjR/jkJ3+atWNHOXJ01VrGr772Cndu3+HLX/pTbt++w8bmpqqXEIJqrYLh80p0GMALQ0LtWQTamk6zmDTPKfLCMjOrXMKI/QGwYS/ggJfiCm83n2SEv0s9FAQBc3NzfOQjH+HcuXN8+ctfZn19ncuXL9tzGAXneiyGmsr3fX7sx36MkydPEoYhL7/8Ml//+tdpNps2xGhAGaY40jBhuEppFMvPmZqa4syZM/yVv/JXiKKIJEn45//8n7Ozs3PgXkF5YJVKxTZIVI+1sOEfIQSlMAQTfilyVCd3VQfk+8r6LWShAA1682epAkQIzyNLc2QuOba8wMVHHuVv/T//Nl/4/Bd47tnneOHllxGFpFqqkWSJSrJLBY2uVCqWNDksaYhzLsmTzBoOeV7Q7w1IfeUd10o1VcCap6qDoBD4ngGRSHxPFdzGcUqlUqFSqXDi+HHyPGN7Z5u9vR2yLOUTT/4E586d4X3vf4L/6zP/Fy+88AIvvvgSeV6QCVVEbpSeCSM1GjU8z6Pd7tg8T71RRQjVskYWxlNXNWTDoSoXtekmnRcrtATMMlWJalCNQngaOKFqI5WO1FB3DcAoElVw7wXCCnahPac8l7rwO1RzpOdkcrLB7MwMf/OX/ybtdod/9k//X3afZV6O6ncVkKk4L3mq+lH5vtRhO0EURnodeoo2THicO/sAjz76CB/7+Mf40z/9U65evcqXv/QVJqcaLC8vsbfXZNAf0GzuI9ERAv18CqEMEok2nAqFWByF14xaMB6T+X3cgzo8gSU5qGgODgfq/ibJDnXmty/UB+8oqe8xDj6YN1oco6pt869y2Q3lECCErrWQGHqYIBBMTExy/twDvO/9T3D06BrlcpnrN27o2iePaq3O0bU13v+BDxCVv0OcZgwHfdUW3vecUIvUYWYtcAtVRyUBzw/xA0C8EehgQzSOElLXPxLcLj2REf7jisvN5ZTLZRYWFjh+/DiTk5Ps7e2puZGHQ8vNuc3r9XqdmZkZ2/9r3HtylSqMinnNfZjrd4833pwJUbrhTveaTFhShQA9FVIrJIXxBqTKe9hnL5WYyArFqiA11Yzxns2KkLkklwJEjofKoQgkeaqYuNNEFWia/IeQep51l1NZqPXj+QF4KqxpyjNV6FWHnzTTAYUKi4UiQiIolOWkwpCisNa+sdaLIqdcLjM9NcPp02cZDPq0Ox1UA76ERNNh5VlBmmY6dKUIZdPUMEWo4l+lX0wngVHuSCHZ1PXJfJTvyfRrvvEOpdTNDLEwbqWcAgTC5sRynYcdedI6uqBDhhZMpL0moaHeUoK0e1GAHHXjDoOQKCpTLldZXFymXKqqsKb21GQhyR1GDNXsUXlMeS6ta6hC6KMcrlmbeSE1S8ZoXmZnZnnooQvcvHmbvd09Ws22fT6qjtLTdW+mFMJETww4QzLC4I3/GAU1rlzeXCW96SHyMCX1RgX1dkHR31FS33O8saJg9PobA4F5UeieNhGZzgVZpJXwFBGs8JhfWOS9730vv/ALv8DW9hYbmxt85Wtfw8MjCiM+8MH3c2TtGGfOnKeQ0Gy1uHr5MmmWUvLLivg2c2P+ubLCpKJzCYKAqFQmEB4iz4kHfWPuWnCDAR4chthzUYAHkV3pG5QdKOFQqVRYXl7m5MmTTE1NUalU7Hvusea8bt1VUSgy0MnJSduOY5wFXTUlPAi5NbyA7jHmd0Mae//+fWo11f3VvQZzPnP8cDikXq8TBAHdflflDLLRBszzDKH4P7QQLijyDLWNAtWUx0h/FdvSyGwlYipRQCkMKLKMXqfDreu3aDZbJEmqevXofLapmxUo9F6a5vhRgE/AUDeD9H3TxVjQ6/Qw4OCcXHV7DVSuSaJpvDB0X+h5UAunKDJqtToLC8tcvPgoe809rly9huepGrNWq8Xuzh472zu0Wvt0Oz3QTAmKHSW311MUqFyLdFBsen1mugVwkWPlqGklE4SjIl1FkaRuJ5dKoZTLJVtPNoxjsjS1oUMplbfk4WFbccjc8iTKQgEqVJ400aE6BX7QOFM83yeqlimXylQqVRYXlolC1SqEQCmaeJDY6zEtVVQYWFLYPJskyVPlzfmjOsE4Tuh1e+ztNen3BiSxMv6Wl5d53/veR7lU5s7tO1y7etOuSU8EIHzLlTiq1RpXGL6TbBhXUL69rtG/34eSGj/fG0LQ8g1HvuNJ/RkO97GOHvWbub8apo2wCkpZUbkNY6RexmRlik9+8pOcP3+efm/Af/y9/8ilK5d45bWXCfyAUlRiZ3eX48eP8+M//hPMzs1x8tQpbt28SZykJFnO0soqs7OzLC0vMxwMuH37NjvbO3S7HSgKqtUaR46usdvcYxjHrK4sMzHRYH5ujtdfe529vb0D9U15nlMqlXjggQeoVqtUKhXbQv71118HRiSZRqmcPHmSI0eOoFrSqzbzpj7KbYRoyFsvXLhArVajXq9z/fp1dnd3NTu2Ehf9fp9ut0upVCJNU+vBRVHEsWPHmJ2dZXZ2lp2dHVqtFleuXDmgdIxHZMKHRVHQbrd59dVXLZlulmVMTU2xsLDAvXv3GAwGvPe970UIQb/f59atW3S7XaZmppibm+XIkVXu3L7NfrPF/ftblIKQarnK0tQ0QRiSFCmVRp3qRINe3KPX7XDn2lUaUw0mpic4fewkZAX3bt2h09pn0OvT6fXY2NzkO995jqtXb7B+f5MkzcjyAkTO2bPnmZubIwgDNjc3eO3SK6wePUm1VuPundvK6Ckkx0+cIgxDXnz+RZYWFzlx7DjDYUy/1+XK1SsIfMKgxNlzp5mcmmBmboqNjQ02NrdYX7+HED7z80d47N3v4aEHL/Loo++i0+lQ5DmvvvYy6/fusrW1g5SCSqXK3Tv3aLX29bPxKJXKnDt3junpGTzhcX9jnWvXrzCMUzwBE5OT1Bt1Go0GrdYeeV5QW6qxuLTIwsI8L7/0Mq39fdr7+zY3pHaRQASquaMAZmfniMIIP/DZ3NwgSWL8IGSiMcHKygqt/Tb9QZ/W3q5dD2trR6lUKtxfv0cSJyRxQqVaYaIxwaOPvotcF3l/57nn6HQ75Jo41ebrCsizgrPnz3Ly5Ak67S7NZpPXX39dd8pVz8D3VTh2ZXWV6elpJiYm6HQ63Lt3j73dXZI4odXa58aNW/hByN7uLp4X8IEPfpAPfehDfOADH6ZSrnLs2H2mpxe4e/cet2/fobm3h5SCpcVlFhcXmJ+fI0lSWq09Xnrp2TEZ5P773UJz4z9vYRweLTxw9rdrvKOkvsswCuowT0oe+OtgplyCtV5VjxXlkpsajDAKOXv2LBMTE+zu7nH5ymUuvf46G/c3CUOlpCpVlXfa2tpiMBzaGHq5XGZiZprVI0dYXl5mZWVFdboNAhUCzDOG/T7lSpnllRUinaydm55kZmaG1ZVlhoMh5XKZ9fV1CyJoNBpMTU1x9uxZyuUyYRjS7/dptVpsbm4yGAyI45ggCCxi7ujRo5w4cQLP82i1Wuzv74/Y5LWwCIKA6elppqamOH36NLVajWq1SlGoLqamW28cx/R6PVqtli0GllJSq9WoVCocPXqUhYUFFhYWmJ6eZm9vj3a7Ta/XswW5LpDCPi/9mkEYCiFoNBqcPXsWIQTtdpuTJ0/i+77tnRUEPqsryyyvLHPy1AnCwGd7a5u9vX2iUD2b1dVVKtUqcZZQmahTnagzSId02m3i/TaTMxNMzU1x9uwZKCTVMOLm9ZtsxIlqwa0LWuMkpj8YAIJKpUJjssHxY8dVJ2tPMVvv7G1xZPUI1Xqdvd1d1S8tzThyZJVarc725jZHjxzlzJmztPZa7DZ3uXbjKrVKnamJGU6eOMXM7BQz81NUazUq1SqdjgIF1OsN5ucXOHLkCLOzs1QqZdbW1mi19kiTmBs3O7plu6I8KvKCMPSpVuvMzi5w6uRpZmfnyPOMMPRVM8R2kyxLiUqqaHpldYVqVXUomJqaZmVlhaWlRbqdHltbWyTDhKzIyAsVKlO4i1Hhx+TEpLruSoVut0Ov2yUMIyYnpzhx4iSbm5u0Wi06+00L4V5dWaExMUGrOQo5Ly0tMT8/z6nTpzViccjmxgY7Ozt0uj2bKzP0RrOzc6wsr3Ds2DEGgyG7O7u0222azSbdXg/Ph2q1wty8CnHPz8/TaEyw395XnmVe0Gm3FSNMmpLEiVbuJWZmplleXmZhfpHFxWXAYzhQ4dTtrR365RJBEHL8+DEWF5dYmJ8nTTP2mpNsbd+l0+nS7w+1kalSCQfl0mGSa0w5yYNHg3aYpHv8mwAuxiTgYUf8oMY7Suq7DPWY3lhfLZ131TBIKhVT9z1P8aNoQYQsNFxbxe2rtTLvfeI9vP76a/zhH32el196ifsb99XGzCVZmnL18lXW766zsb7BYKiEZ7VW5dSpUzz5Mz/N4sICkxOT9Pt9fN/nJ378x/nSl77Eyy+/zAvf+Q5rR9f46Z/8SYIwxPNg0O9Rr9WYn5vnox/5KDs7O/yLf/Ev2N7eZn9/n49//ONcuHCBv/AX/gLb29vcuXOHY8eOkSQJR44c4dlnn+X555+nWq1y4sQJ/tpf+2sWbm5qmX7sx37MdlduNptKOc7N8eSTT3Lx4kVWVlZI05Rms8kjjzxClmX8wR/8AdeuXeOll17iypUr9nP3799nMBjwIz/yIxw7doyHHnrIAiOWl5fJsoxXXnmFr371q3zjG9+wIT/TVNEowfn5eT70oQ8hhCCOY65cucKZM2f41V/9VV599VV2dnZYXV2l0WgwMzPDd77zHXZ3d1hdXaFWr9GYqPOBJz7A9vY2w/5vgoRyucLPfPKnWV5eoT8ckhU5ucyZXZwjyzOuX7sCUiXSHzz/ANVKhQCP//A7v8uXv/Qleu0uK0eP8uTP/jTt4X/g7uZ9qrUKFy5c4L/+r/8fTE5NEZUiWvv7DOOH+Qs/+iPML86RpAnbW0ogDwYDfuonf5JzZ8/x4Q9+iIlGg9mZWZ5//nlu3rzJ1WuXeOI97+PDH/oRjq6tEAQ+7W6bRx99FwjB//l//jZbW9v0+wkzM1MsryxSrZTwPMnq6jI7O5vEyZA4iTlx4jgf+9jH2NraYr/dZnJqkkceeRd/8S9+inK5CsDO9hbvevdFfkp+gq99/WvcvXeXWzdvcvbMGT72sY8hZYEfBMxMz9jn8773vo+NjU1+93d/l+vXr3Nv/R7lchmkCtXKoiAIQ84/cI7V1VWOHTvO5z73f5EmMdVqnQcfvMBf/q//Mrdu3uTevXv8h/+wg+/7zMzM8slPfpKFhQU21tdVDVcY8guf/jTHjh1jOIzt3n344Ye4efMm//P/+39W3+cHlEoRx46t8Su/8itUKmWq1Spz8/MURcHHPvYxPvvZ3+eZZ54hDAJOnjzJT/30T7O8rCIV3W7PhtK/+H//31y7do3NrW1OnjjBxz76Ua5evUq326VWrzE9PUO5VGF2Zl6F96Rg4/59sizjgQcucPToUT71l/4y3W6XdrtNvd5AFgUf+tD7+Pwffp5vfOPrJMkQUMXZuW3NMwr7edpgK6RmCnDqo8almf1FuH8Uh2gfnf9lBBt7O4mR3lFS33W80Vp44/sHLRbf05YgBYZq3zSsUx9RyeJyWbFAr6/fU+2lpbQEslmqqF6SOObunTvK2ylyJhoT1Ot1picm6Oy32dnaZmtri5mZGR5//HGOHjlCEse8+vLLlEol5udmCaOIPM+4c/sWO9vbbNzf4LHHHmNtbY0TJ04A0Ov1bA7p9ddfZ3t7m42NDaSUNBoNPvjBD7K9vc2LL77I6dOnOXv2LCdOnODGjRtcv36dNE0plUosLS1RKpWYmpqy8fhSqUSlUiEIAi5dusRgMKDdbnPhwgUmJiY4ffo0vV6PV199la2tLbrdLkVRsL+vugufPn2aEydO0Ov12NvbY3d3V3kxlQrVapV6vW7roMY5AqVUTRoXFhZUPkN7pMYz29raot/vc/XqVQvYOHbsGMvLy9y6eYNWq4XwBEePHKXRmOTEyZO02236vT4LCwssLS1y595ddje32djaZHKqweTkJI+/6zHu3r3D/fV1Xnv1dWZnZnjsXY+xtLzM6tE1rl2+QqlS5sjRo9QaNYIo4OSpY5y/cJbTZ09x7do1dm7u0NF1Z42JCVZXVvB8j3IpIgwCEs9jaXGBtbWj7O7u0mo2eeXVl7lx8zrb29tMNBo0JupUa2Xu3L3DYNhne3ubEydOsnpklXPnzlGt1vjOd55nc/M+N29eY3q6Qa/X49r1q9y8dYN79+7asoLFxUVKJdVw8OGHH+L06bM0GnVu376t8la7u8zNznJ07SiPPPII8/PzXLtylXKpzOrKKqAaFN68cVNRRmUZjz7yKHNzs5w8eZLdvV3u3bunICHiYH2cJwSVcpkjqyvMz88zPT1NrVZnenqKyYkJVlaVEp6amqJUKnP06FHmZmep12oURcHS0hLnz5+nUqnoeXoVgMD3eeDCBY4dO8bjjz/GYDAkSYZEYWDvdWdnl37/DqudLjMz05w5fYbz58/R7XTY3d1lfn6e8+fO0Wy1uHvnLjdv3aJWq3FkdZVSqcT09DTNZot6o87y8hLr6+t0Om2uX7/OyvIy7Xabra0tNjY2eOWVl7lz9w5JGvPggxc4cuQordYet2/f5u7du9TrDWZmprn4yEOcPHmcjY173L17VwFbcsUJCJoqTeepPU+3GMo0B+UB5fS9Ynfml+JNDpEHJOQ7ntSfq3GYGw1oBBKga5OkrpPxbKhP6pqPKAoZDvtsbKxbT8TXsPAsLyyj+L179wB1jrnZOeq1GvVajXt373Lz5i1uXL/OqVOneO973sPRI0coRSF/8PsRpVLE7MwMQRgwGAy4e+cO7Xab4WDIe97zHo4ePcqZM2cYDAbcu3ePRqNBGIY888wzNJtN20r95MmT/MzP/Awvvvgivu9z4cIFHnzwQY4dO8aLL77Ic889Z+HeBh4+MzNjWR9M6FBKyXPPPWdbyK+uqpza2bNn2dnZIQgCNjY2bD4pTVPSNOXMmTOcOnWKr371q1y+fJnXXnuN1dVVFhYWePzxx6lUKkxMTByqpEBByxcXF/E8T4VFtZJaXV3l2rVr3Lt3jxdeeIHFxUUajQaPPvoolXKZbz79NM1mk16/x8z0LNPTM5w5e5bbt29z4/oN5uZnmV+c5/bd22zcv8+LL73I+bNnWZ5f5JFHHyHpD7l26SovXr3KkdUj/MiHP8LS8grHT5zgxo2bhOUKq2tHqTXqBFHAQxcf5OGHH+TEyeN84+mv89xzzxHHMfPz85w7d57lJXV95ahEGKiW4AsL8xxZXeHWzZvcunmDb37zKe7fv0+cJExMTFCrVQkin0svKsPj7t27hFHI6pFVLly4QKlU4utf/xp3792mUi1xdG2FVqvFK6+8xKVLr7O1tcWZM2doNBosLS3ZZ/n+93+A+fl5oijk6tXLXL9+nXa7w4MPXuD0mVM89u53c2R1lX//W79FuVRmZVl511tbW7z80sv0ej3SLOXiwxeZmprm7NmzXLt2zaI+DVjHRWxGUcTKyjKLCwvMzc1pJTVNrValVFqmWinbnNCpUyeZnp62ReXLy8t8/OMft92mv/bVryKlpFQqcfHiRY6trfHhD3+YV155hevXr6u6Jp3DvHfvHjdv3qTZbHL+/Hl+7Md+nIcuPEgaJ3zn+eeVkjp/ni9/+ctcuXKFb3/728zPz+PrusHJyUmiKKRRr7G0tEi1qpo+vvbqq6yurNBsNrl79y43b97kqaee1vsu5tFHH2V5eZkXXniRV159iVdeeYV6vc65c2f5mZ99krNnT7O7u02n07Zhb1OT5xmiYd2axPMNb+B/iho5XJm9nTmo8fGOkvoBDlWDpGpWDEHsqG5HhTjK5ZIuflUemGlHYeqUFMR0lFsxTN5SSpsjWr+3zsTEJBcffpiV5WXm5uaIwpBQ54vqtRphENLv97ipQyF/+uU/1fRLOVeuXKFcLrOyssKdO3eQUnLnzh2KomBxcZHV1VWCIKBWq7G4uGjraGq1Go8//jjLy8s89dRTPP3003z7299GSkm1WuXmzZvMz89bhJ7neRYMMRgMOHPmjG35vri4SK1W0zmgwAIyDOrP5JU2NjaYmpri/PnzVKtVJicnbd3Un/7pn3L37l329/ctCMTt8JtlmYWgh2FIkiREmkW81+vx9NNP88UvfpEXX3yRpaUlm5trNBr8/h/8Ad1uFyEEKytHOH78uAVtpFmq8m+liFdeeZkXX3yB559/ngfOnydNEqanpnj1lVf51re+xeXLlzlz5gzNZpMwjJidndXt6oca2q3auHzwQx+gXq/z1NNP8Y2vf4PnvvOcRjzWefXVV3nggfOcPn0a3/eJwogoimg1W1y7do3f+73/D6+++iovv/yyhdGvrq6y29zl3vodlvUaWVpa4tixYzQaDSqVMjs726RpQrO5y8ZGjTRNGAz63L17h/X1e+zt7XHixHE8T9i2J0IIHnvsMTY3N/nc5z7HV7/6Fe7du0ee5+zvt+h2u/w3/81/o0Ko9QZRSXFU3rl9hytXr/Anf/In5EVOFEW85z3vYXV1laNHjzIxMXGgbs7t3Hz37h1mZqZJkoTJyUmbP2s06ly7dpX5+XmCIKBer7OwsMDZs2e5ceOGBeaUy2UefPBBBoMB/X6fj370o8RxTJqmTE5OMj09zYc//GFarRavvfa6zY9+7nOfY3Nzk2azye3bt9nY2GBtbQ3heZx/4AG+9e1vq/24vs7k5CTnz59HStXv7datW9y9e9cW7eZ5QbPZot9X17C+vs7u7i69Xo/19XUVor16lXK5rHLHqyssLS1x69ZNzp8/y+zsDFEU2tD0kSNHOHfuHC+88IJ9Lq6BJjSPYCGLkRf1QzreUVI/wDFaIIzCe4xqdxS/mKd5ujIbShk1JXwjMevU1JQFNxjhbSDaqolaQrVatZ/zhKdzRb4Nm21vb7O7u8tgMKAoCuvNlEolSqWSZXkIw5BarUYYhpZFwoWK+76vrdcaV69etWAJUDkE3/dpt9v2d3MeU3E/MTFhYeFu64/xmikXdn7//n3q9TorKyvU63WWlpYUE8dgQLfbtQrLZcEw5zQQdhdebzZzmqbs7OxYJVepVGi1WlYxbW1t0ev1CMOQbrdLHMfUalWr5NIsZTgc0m637U+306Xb6dLpdGi1WjT3mrSaLTrtjjVGSqUyCMXOYDoye57H3NwcUkoV6tvdodlsWu7COB7S3m8TD+PRPQr1Xrfb5datW6yvr9NsNgFFVmv6jwVBqHslRTY3I3WO1GXcMEretDYxP+Nr2PM8JiYm2NjY4M6d2+zt7dHpqPvb2dnh9u3bFEVBtVpV7OT6/Pvtffb29tjZ3UEIYQun0zRlenraGhYu8MU80/39fctYbxjsZ2ZmCIKA7e1tqtWqNaomJiaYnp7m8uXLrK+vW77IarVqzzk9Pa2YH7QBYwrX1Xerex0MBlbJDAYDsixjZ2eHjY0NFhYWmJqaIk2VsXL79m0bWl5eXqbX67G/v2/n0pQ/mMabykhR359lmQUP9ft9yuUytVrN5ntN4fz09JQyUKLI7mVT++fWPBo5o/aB+GHWTXa8o6R+wMNYspVK5QAbggljGY9pa2uLRqPBE088wWuvvcbu7u4BVFqe50xMTPDEE08QxzHD4ZBer8fc3BwXL15kZ2eHvb096yUMh0OH0LJsQzNJktDr9Q60zUiSxB5frVZZXV3l0UcfZW1tjf39fZrNpgobaWoil6i1XC5TKpUOKBIzzLkHg4EqEJ2exvd9Tp06xalTKtcyGAzY3Nyk0+kwMTFxoMWGoWGK49ie/wtf+AIvvPACP/IjP8Lc3BwnTpxgXiexb926xZe//GVu375tPzt+XW7xsNnIRkg0m0329vYsYtEofaPMR/elCk5rtZr9Mdccx7GtVxO6UZ+LOjQCJIqU92OMAsOaYZR5uVym2+1y7949mzur1WpkWUaz2WS/vU+317UoRXNvSZJw9+5dWq2Wvd4gCBSK7dRp3v3ud3Pt2jWFftN5lGq1SrlcJk1TJiZUnrNarVrlPt7kMk1TWq2WZRaRUtLpdLh586Y1pPb39+l0Oty4cYN+v2+VghHCm5ubbG9vW2MnDENKpRLlsgImuJ2ex9fU+vo6U1NT3Lp1i3K5zLFjx5iammJvb4/XX38dKSUTExMcO3aMlZUV5ubm+MpXvsKVK1dIksSGjlutFnt7e1bZlstlvv71r1uDZ2tri5rOYw2HQ7a3t214GBTDyfr6OouLizrX1GR7e5vf/u3f5uzZs6ysrHD+/HlryHiex9WrV+nr2jZjHJkWMrbOyyFwrlarzM3NkSQJnU6Hfr/PcKi87iAIuH//Pv/+3/979vb27M9wqNC65nymy7i5DvMcxvfrD8t4R0n9gIdrsZvhEqfmeU6v17Mx5kcffZTTp0+T57kFKwghOHr0KGs6Vn7v3j3u379Pp9Nhbm6OarXK5cuXefbZZ2m32xw/fpxz584BWLSdYYtwN4B7jaZnlAn7LS4uUi6X+ZM/+RPreS0tLVnPyoQx9vf3aTQarK2tHeimWSqVWFlZYWZmxhbE1ut1ZmdnqVarDAYDvvzlL6skf6vFqVOnmJqasqE+Re0zahVvrMj5+Xnq9TrPPfcc1WrVhjrm5+d5/PHHuXHjBs8//zx7e3sHWNiNUDBIK+DAe249lTnO7Qxshud51ht0vQ63ueM4F6HxgqMostdhLOg8z9/gqRZFwd7eHr7vs7a2ZiH65vks6DxMo9Gwz60oCvsdpVLJGj/GGz5y5AjT09N4nsc3v/nNA6Gnubk5267EFI+aH6NU3Lkyc2eGMYyOHz/OpUuX6PV6FEVBvV5nbW3NCnXjiRlh6eYK3XOPe07jw3is6+vrzM3NWc+r1WpZSLjv+xw/fpzp6WmklAwGA8t0XxSF9Tq3trYsVZfneUxOTtqwtGmIGUURjUaDEydOsLe3R7fbtUTKJ06cIAgCOp3OgQjBzZs3uXHjBrdv32ZlZYUHHniAkydP0mg0eP75562RMr62jNI3ytnll0yShJs3b7K+vs7m5qb1qo4cOWKfkVmz7u9mLsef4Q/reEdJ/YCHa7mb4Qo/wxb+8ssv89hjj/Hoo49y5swZ+v0+Ozs7VvgcP36cCxcu8IEPfIDnn3+eJElsvLpSqXDt2jW++MUvAlhL0QjacSV1WN8lVwguLS0xNzeH53k899xzbGxssLe3xxNPPMHRo0etAIzjmFarxfz8PGtra0xOTtpQpfHIZmdnrZKq1Wqsrq5aJWW4+IQQ7O7uMhwObbjTgCWMtW54+paWloiiiG984xtW+J84cYIHH3yQX/zFX+TZZ5+l0Wiwu7trhff4vCv2j4MKzHg4LiO7UehujytXSQFWSbnhL1fYmt/N51zFNq6kRmHegt3dXaanpzl27Bj1et0WI9dqNes91uv1AywZRkkZrxmwwnR1dZXJyUkAnnnmGa5cuWKNnwcffPCAUnLDUObH3IOr8M3a6Xa7BEHAqVOnVNHq3h6e5zE1NcWpU6colUqWksoAFMY93fE5O0xBmWOMV7G+vm5rndI0xfM8G1otl8u8613vIooiq6T6/T6gvAhTA9dsNvnWt75lOwC85z3vodFoMBgM7HM1obbTp09z6dIlGw6u1+ucPHnS5oaNNzg7O8u3v/1t7ty5w5UrV3jooYdYW1tjbW2N5eVlrly5YtGC4+vFzIv5PY5jW2gfxzH37t3j0qVL3LhxA4C5uTnm5+et0eDycBqDz6UsG5dFP4zjHSX1NgyzKcxGMOExIwCazSZ/8id/gud5rK2t8YlPfIL3vve9PPPMM1bwPPLII0xOTtLtdrl27RrPPvssKysrLCwsEEUR73vf+2ws/tixYzzwwAPs7u5qcEbZWtdGAZhhCmSnpqZsUez6+jr7+/vMzc3x0Y9+1OZgPvjBD3Ly5EmVX9BC8+tf/zr7+/v83M/9HB/4wAcscevU1BQXL15kYWHB5rxMgvjEiRMsLy/zqU99yiLsPvrRj3L8+HGuX79uw5BGKbgb9+LFi6ytrfH444+zu7vLzs4OExMTLC0tcf/+fZrNpq2Nsnk5h27JDamYuTDWr7Fi3ZCIERYwEqCuIHfposy5XC8mDEMb4nUbPB7mURnhEccxf/RHf8TDDz/MJz/5SX7qp36KM2fO0Gq1WFhY4IEHHrBrwVjvZhhFY8KDJr9i4NFZlvHxj3+cxx57jFKpxPve9z7e9a532bBunud0Oh22t7eJoogTJ07w8z//81y+fJmNjQ3LozgzM0OpVCKOY77whS+wtrbGk08+yfT0NOvr6/R6Pc6dO8d73/teXn31VStUK5UKjUaD6elpqzTNOjQEweO9wMx9uQI2SRK2trYsMnNzc9NGH6rVKqVSySqQGzdu2PBjURRcv36dz372s5w/f55z584xNTVlw9h/+S//ZXzf53d+53e4ffu2zZfOz8/zyU9+kuvXr3P//n3rwa+urvLZz36Wb37zm3iex4kTJ/jEJz7ByZMn2djYsOFAKSX7+/uWyd949Ga9GIaTzc1NTp8+zeLiIseOHePSpUtcunSJ559/niNHjvCzP/uz3Lx5k9u3bxOGIYuLi/zET/wEX/rSl3j66acP5GBdWjPjpRm588Ma6oN3lNTbNsY3mYvYM0wSt2/f5urVq0xNTTE5OcnJkyetBd5oNCiKwrr7Ozs7NBoNazmacERRFExOTtLr9eh0OnQ6HStYm80mvV7vQAIcoNvt2kS0yVPs7OwQRZFGTamwUrms4LKbm5v0ej0A7ty5Q61WY3Nzk0qlwqlTp+j1epTLZYIgUHVEGtHX7Xbp9/vs7+8zOzvLkSNHbA7HhFjMNbrwYzNfRtmnacr8/DylUolqtWoZy2/fvm09snFeQHOeLMtsvs/k4Uy+YTgc2uPzPLfXbb7f/HS7ihLH7UdlQBXmfkw+rtfrKUaCbteCEbIss6Epw7JucnODwYA8z7l165Yl5TXhVAMEMJ6g8XBMKMdY80bImzYlcRyzvb3NwsICnU6HpaUlqyCiKLJrxeRKTDhtb2+PqakplpaWaLcV2en29ja9Xo+dnR2LiLt27RphGHLmzBlmZ2fxfZ/hcKionIKA69evc/nyZQAGg4E9hym1MHuh0+nYMKfxeozB4IYXzXo2QB2TW2o2m/YctVrNrn+zXo0nt7e3xyuvvMLq6ipTU1McPXqUwWBAkiQ0Gg3SNLWGmdmbZq/OzMwQRZHllWw2m6yvr3Pr1i3rjZrzmOdizrm7u0uz2bTAGhM6NPux2+1y9+5dxSIzMcGJEycsQ78BYzz00EPMzMyQZZlV9ma+TVhwHN1n5sztdPDDPN5RUj/g4dLzmGHCWGmaUtXdVLe2tnjqKVXX8sEPfpClpSVOnjxpLfAbN26wsbHB17/+de7cucP29rYVpk899ZSF2ppc1Re+8AWrGNI0ZW9vj6effpo7d+6wtbV1QAm89NJLNpF++fJlXn31Vb797W9z8uRJm68QQvCd73wHKSVXr161CeoXX3yRjY0Ny/N34cIFNjc3abfbvPzyyzb+f/36dStQpqambG1Uv99na2uLF154wVrCN27cOODFGCs7yzK++MUvcvnyZT760Y8yMTHB6uoqWab68fz+7/8+L7zwAs1m0woVd5Oa3MHXvvY1GwbqdDrcunWL3/u93+POnTv2WFVYvc7rr79umzgaBXPlyhVarZamsdolTVOuXLlCpVLhjq4/A4VETNOU+/fvc+3atQOeyje/+U22t1XxtUGEff7zn+eOLtY2z8T3fc6cOcPy8jL1ep1Op8NLL73E5OQklUrFgl7a7TbPPPMMExMTbG9vW0Sl6fn0zDPPWASpYQEx+ZgXX3wRgO3tbcIwtIL+q1/9KsePH+fixYvMzMyQpimvvfaaBQPdvn2bfr/P17/+dXuvx44dY3V19QCs/7Of/Sw3b95kcnKSa9eu8ZnPfIbt7W02NzetkRbHMZcvX2Zra4tSqcTdu3dtst/Mu+sZDwYDbt68ydNPP83m5iZbW1vcuHHDenE7Ozv88R//Md1uV7FX3LtnqbVu3LjB3bt3iaKIU6dOsbS0ZPfZK6+8wvr6Ol/96lcplUo0Gg3+4A/+gGq1yr179zhx4gTHjx+3yNXPfOYzfPOb3+TKlStMTExw9epVPve5z3H06FFmZmY4deoURVHQbDb56le/ys2bNy3iNYoiXn/9dZt7vn37Nn/4h3/IE088wcLCAmtra9y8eZNSqcRTTz3F5cuXKZfLRFHEzMwMJ06cIEkS/vAP/5A//dM/5ZlnnrFhXxOtMShgN5rwwz6E/CG8i3a7fSB08OdpuCAFN4RlYsQGHmwQUBMTExZebawxI0xNOMDUGU1OTlKr1SygoVwuW+SP8TiSJOH+/fs24W4gtK51ePz4cRqNBkmS0Gw22dzc5MyZM7YY0rXUpZRMTU1x+/ZtCy+uVCocP6745WZnZ2m32wwGAwu7NdaoqYk6duwYc3NzlMtl8jy3no/xXgw/4Hg/qCzLbI7r6FFFGGpQaXEcs7W1xe7urgVNuN6q8Uir1aplnAAsZPnIkSM2zGk6CtfrdY4cOUIURbZIWQjBwsIClUrlAPpvbW0N3/ftOdrtNseOHaNSqeB5Hs1m09IXNRoNHnroIbrdLr1ej7t371Kr1Th37hz37t2zHpEpbjYMAiYZHkURf/Wv/lXm5ub4b//b/5adnR16vR5nz54liiJrHMAoZFkqlVhcXGRxcZF6vW4VsQstN4o5SRKKouDEiRNMTk4yPz9vveB79+4RRRFzc3N2LQIWFDMxMXGgHKLf7/P666/T6XSoVqtMT08zNzdnc0KuYbC8vEylUiGKIjY0h55p0WKuyQhhk1tcXl5mcnLSMpfcv3/f5obOnTtHmqa02222t7ct2bHZl2aNT09PA1gUnzGwDNJwdXXVkiZPTk7aQvc4jtnZ2eHOnTvs7e3Z4xVnX8OuT+PN3r171zb/nJiYYHl52SJy9/b2qNfrTE1Nsby8bEOWprDXMLUsLy/b+5+bmyPPc7a3t7l16xb3798/kJscD0ebveRyaf55HPv7+wdAWOPjHSX1Ax5ubZEbujLTXCqVrMD4XovHCBs3sWoEu/kOQ+g6HtJ7s+uCg3VI499XqVQsEGP88yZ8YD5roMwm5DV+Da6Cdq3iMAxtktocMw7wcAEC5sdA+E0YB3gDMtCdawPLdb9rcnLSejflctkSy5prcwWueT7GIjUehUlWA2+4FnOcuScXgu6CFcxr5nMrKys0Gg3m5uZ49dVX2dzctOS8a2tr/Hf/3X/HysoKn/70p9nZ2bGkuuZ5mvl2If3joATDYjIeSjP/HrYW3e8w0HlTXtHpdOxxJv9RFIXNhRrGhyRJDsDbXcFp1ri5rnK5fOD5u/M/Hrpy98R4mAtGaEH3X4OQM/NiygTMdZhw6GEtYcx1ufNpvD7z3eVy2e7HcWSdWcPu6+6c29Y7YIubTR0iqPVsoilmbswziqLIRmzcZ/bDIN6/l5J6J9z3fY7DBIIb2nNRY6bY1iwS9323R5IRKu4GcwWjSX4awWYWvivwhsOh3Xjms6YJYalUArDwcTehapSCCUOaazIFk6bw1q3JMddl/jYWo4nlu/Ni7t98L3Cgzby7yVxIvAtccOHz5j0zv0Y4mPO5wAT3ng01kwkfJklii5L7/T6DweCA92bm0ygQt85tHK03jpxy79P8bc5rvsc8c1eIF0XB8vIyDz74IE8++STPPfcc9+7do9frsbi4yIMPPki/3+db3/oWrVaLOI4PoAfNNY+DZMxcmmt1uyC71zwOvXcFsRsFMGvX5PKMwjHzbs7tHg/Y522uyawRYwiYXBVgUarjYXMz/+4w77soSbMejJHlGj5mrvv9vq2Nc4cBxxhDxKxL8695di6y01yfmUNzz+ZZuKhe997MPLtF+ibUaXKe40AgS592yDM2+988BzPvroIeT0OMj3EF/+fF+3pHSX2fwwgyVyi5VqhrHY272m4+yH1v/HPjVs+4u+56Hu77MMqFuecctyjd6zOvj3/nYcnXw447zBJ0793dSOPvued3/3avYfz38blz3x8HTYyfz4VSG2Hjblo3RDs+3+65xufTnQfz+ptdoztcoWpGr9ezymZxcZEoiuh2uzacdvXqVW7fvv0G5fhma+uw9eUaS+Ofd+fO/ez4MErXXV+HHWPOd9haHD+vec3NoXwvAflm69K9zzcbrlFy2Bo/7P4Pm4832z/mnN/tGr6XlzPu7b7Zucz3jLOujH/WNZa/2/d+t2v+sxrvKKnvY7ibbVwgmuHCQGG0mV1PxIWFmhAIjITWeH3KeGzejPHGfuY6XOU1rjBdpeGGxg4bBrFkNtthYRZ3o7v3ND5f40LchcmOC8vxOYSRsDLeh+d51nNzw3CHGQzGuzD/GkvTQMrNPI57gYANAboGhSuUxwW0K/TGe2q5x5j7lFIxAxj4+quvvkqe5xw7doy1tTXOnTtHkiS0221u3LjBZz7zGS5fvnzgmt3auDcTLq71b/6GkYcxvl7dkJ3neQcaYx6m9Mxnx+9xfM0dFgp159z1RNy5cw0M9/zuPbu5mPH14q45cz6TvzFgBsB62MbzNNfsXv+4gHev080hulEKsz/d6zP3MG5smH3prhs3gjOu+MwcSylt6NV9zXiFrgHrzuG4seWu8e9Hof3nGm9ZSX3lK1/hN37jN3j22We5f/8+v/d7v8df/It/0b7/Zpvlf/qf/if++//+vwfg+PHj3Lp168D7v/7rv84/+Af/4K1ezts6xuPHrovvWiam66t53bj2ZpG6YSKXLcCc241pu9bkYV6Ned28ZjaS2VjuAnQ3hBnmHsxwQxmuwBsPtbjWphHE5h7dwkJz/yYkZPIg44rW3RSusHM9z3EB5Z5jXPl9N+vdDU+ZazX/jiOgxhX++PnHC4/HLXDzLMaVmquUXZCHK7zu3LnD5z73Oer1+oGC2MFgwPr6ul034/Nk1p9Zb6434uYW3TkdF97jCsgVsO48jSuhceXn3qdRdm5Y0/1eN9xm1s342nDHYV67eaau4QQq9+t5qj3LYfvInNuExN3nOX4u9xrdvNGbGYPm/C6v3vgcuecc39euMjps/bvvjed83dfc8J9rJJtjx+un3Gfw3YzY/9zjLSupXq/HI488wt/4G3+DT33qU294//79+wf+/vznP88v/dIv8XM/93MHXv+n//Sf8su//Mv270aj8VYv5W0d7mI+zJuA0QIzHHnuA3YLNt34urFMjeISQtjPjW/a8YXnChAzzLndWLSrpA4LK4wrXvc7XJoWN97ufrcrQFxhbxSSazGb+xyft8OUgZsLca/JvU73esc3mHtvLnDB8J65CtgVRoflP94snDSe8zjMW3Itavc85jXjHbufz/Oc3d1ddnd3OWyYfN5hYSQ3N3RYvmTcsz3M0HKPM/chpTywHg5bk+4aMWvGVYTmPVe4j3tDrgfhXqOrLNxw97g34RoarqfozsthAtd4mePejEu8655zfI2Mz9v4PnXv9XsJfHOf7r5wX3Pnyd2Ph4Vc3fkYDxuO7zdzjW/1ev9zjrespJ588kmefPLJN31/aWnpwN+f+cxn+MhHPsLJkycPvG561Hw/Y5yR2dSl/OcYxnU31qpbkOiindwNat43i8xN5pvX3Wpws3gMyskldDUbxl34LuOAu2nGwz6uFW0El7uJxje253nU63XLFmG+O01Ty2JhAA6Grw2wTAfmnG8mTMaT4AY8YDwGMz/uudyNZBgdXAHreg9GKZpn4VJDmddMywk37OQWwbp5P/e85hreLBwFB5WsWTMuu7i5Pjdk5yo18x1GmbmfNd9h9oEbIjNKz5xn3Jp2wz/jCssV5G6+y8yNAem4oVzzr2v5m7ULWMPElCCYUNphytLMkylINmhWwIZmXcVjnoUBjxg+POO5mOfp7tNxkIobyj0MFWvm240CuOAOc143zGyMCPMczLW468v1+Nz1PZ5CcD099/7HDWc3fWCek3stbqrAKDkT2XGvy43kjKMv/zyMwzOfP6CxubnJ7//+7/NLv/RLb3jvn//zf87s7Czvete7+I3f+I0Dltb4+PVf/3UmJyftz9GjR9/Oy7ZjXBAe5lYDB5SKu5HMcWa4SuKw48fDNYddj2vlmIVmKuINP5hrxY9bgYeFAMc3hSsUXavcRXAJoeC29XrdtvoYD5fACLps+lEZJeFuZtcbcxFR4z+uh3rY8zDfN+4pmftw33fRV4dtyMOetbmGcciz+6zHj3Pn2MzhYWGd8WfrWtXu9bvzYUJph1n47o/7uvtdh3narqfpClGzDsy8uUrKvVdXGbn5kMM8djMf7rox1+Re13fzmMev3b0e1wAcDx27is09zr3/w8a4Ehm/xvFn+GZrcXxOxtf5+Jp03x9PH0g54kc0nzXlC6a+b3zODts/3+ve/6zG2wqc+Lf/9t/SaDTeEBb8e3/v7/Hud7+bmZkZvvGNb/Brv/Zr3L9/n3/1r/7Voef5tV/7NX71V3/V/t1ut992RWUE4jgsejwklOf5AVof1xsyx40vbGPlmyJEEyo0PWLcz7kKwwxjDRkr1BSiDgYDaxma8xhYrfmcsejNhhwPFxhaJTd/E4ahpRMyzOXlcpmpqSlL1WQIPd37NN9pipBLpRKdTof79+8fsEzN97mhF9czMMNAyN0x/n0G8GGE5LjF68LSzee63a4VwuazLijB/Q7XSh5/Lq43ZNaAEdqux2iu27w2rtDM+d35McP1FE3exfUG3Gc6/nzNfLjfZwSaGx41Vr/JrZpheOdcWLY533A4tGvRvO4WXpt5MULW9Oky69E8/+9mrI5HIsaF/rixZ67Z9TxcZRsEgc1ZHRbWdI0nd37HDR8zj+7fbvjTwMwPy8+OywbXszHnccOiBm5u0KCg8mrz8/O2m3Ycx0xPT3P8+HFu375Ns9m0dXXGu3cNg3FQ1fi9/VmPt1VJ/eZv/iaf/vSnbYGeGa7CuXjxIlEU8bf+1t/i13/9120i0x2mOd+fxQjD0G4Is4DGBZcr0A0ViwmzuG622aCA5ZGDUQLTLYg03+EWYLphNOO9HTt2jGPHjvH+97+fK1eucOfOHb797W8f4LMzFpL5rAmpuMLNFDgaDjVzPTAqWBVC0Ov1bLuAxx9/nDNnzvCbv/mbtsOuG54ym+LUqVOsrq5Sr9e5desWGxsb9jvGUVrmddfaN+Mw78UNxY7PnaE3OswyH1d2cDAx7SpL8xk31u9e92HXat5zBaSZl8PQnOPGj2s5u9cfRRHVapVqtWqNA1eYul6P8bTMNbrktuP5ucPygePenKvAzPe5gt0FDLkK3jCjuB6smyM00QBDY+XO07hn6ipo15swz91cl3vP4zV4rtc2/gzNs3XXlxDiwB4Yz5e5a9NF97l1hu5aMMcf9nzdNWB+dxWKoQRzUwuArUcMgoCZmRkeeOABPvWpT/G7v/u7PP/88wdqJ91wuXkW321f/FmPty3c99WvfpVLly7xN//m3/yexz7xxBNkWcbNmzffrsv5TxruBnLDcmYRul6SWeyu53KYe20+Ox5OMecd97zcTepelxEYJvz5/ve/n3PnzrG6umoX9nj4zZxvPKlsvttd9K5n4Z7HKMfp6WnOnz/PE088YRPjridhzmka8B0/fpxTp06xuLhor8VsEHfjjueZ3iwscdg8ucLvMGFo7sHM+7jV6l7DuKI6LCw2rkzMOOz18WseNxzG3xt/zRUqpsGfyRGa87vzb56fMbLGlZI7R+NhHvea3Ws/bC5cgeoqu8NCgO7cuPtofC2MP9dxT8hdm+ORAHdtuZ6hG9lw53/8vK4ictewuz7Gn5M73P313ULXhz1b18BwZYxrAEkpbe7U3Tsmn2iiBIuLi7z3ve9lcXHxAOjGvSa3rMOVNe6z//Mw3jZP6n/73/43HnvsMR555JHveezzzz+P53ksLCy8XZfzlofxeowXZ0JCpnlZEAQHmJvNYjNuvrHgjEXvboxxT8kFZZhN4CaqDTjDDQm4YRjTu6koVDW9QSiNdwc2lpTxskwOy5CMGkXj5ovMNbj5DxP/np2d5dixY8zMzNiWGXBQSJo2D4uLi9YDyPPcsnsbj67X69lNOZ7IdUNjbk7HKEdTc2b470wopNlsEgSq+aJpameEoUuNY2hwxutcXO/M9Q7HczLmsyYEa9qXGHopVznCCFhgQmNmvo3gMq+5gsU8v8XFRX7qp36Kv/N3/g7/6B/9I771rW+xs7Njr22cbgqwHHaut+QqBJdOx3zOPd7ck3ut5vmYnIehF5JS2kaCpp29KxANqMF45OZ+zTMwAB3f9y3X4LhQN+vcrGeX3WT82RpP0wW8mOds7gs4AFU3a9cw+5uQqvFUzL4xjPhSSvvszd7v9XrUajV7LaaUwKwFM59u6NhVGK53al53e2XV63Xq9Trtdtu2sTfcgYYz0pQyGBmTpinNZtN2EzDywQWiueUMf15Cfm9ZSXW7Xa5evWr/Np1RZ2ZmWFtbA1TO6Hd+53f4l//yX77h80899RTf/OY3+chHPkKj0eCpp57i7//9v89f/at/1RI//nkYZkOYPIJZtFNTU3YTGYoaN+RiSCANe0AYhiwtLRHHsWUpB5idnbXts42w3d7ePtAczyxMQ/zqLrRut2sXuAlrgBLcpoGhabHd6/XsQnRpX9bW1qyS2tjYsAzahm8NsOGDSqVCqVQiTVPLcWYEw2HCy7XKXCFsKJcWFxep1Wq2YNUII7OJzUYynYGNUdDr9eh2uwfQUiZJXKvVmJ+fp91u2/YaZm6M4JmYmKBSqTA1NWWF+O7uriUsNYjNqakp0jS1uTajhAwAxG37YdqfT05OHsi3dLtd2u22FZDmvbm5OdtR1+QRTduFccPACGdz/NLSkm38t7S0xPLyMlEU0el0aLfb1qgxbe6r1aptQe52LzZzVyqVqNfrtoW9mS9DGuy2M3FDUEaYG8FYr9cBZaDMzMxYBTAcDhkOh7bVCmCv1fUQjDCdn5+3921oqzqdjhWYpoea8STM34CdwzRNbfdegxw0YXjAtsIxrTfcPKbrSRtDzqxBsx9Muxhj+JjrM3NqjNv5+XlqtRpCCEvAbLoUuOH/6elpq5zNXtnf37dUXubZG8/Z8zxmZ2dtF+zBYGBLF4yhaZ6tG6I2UaG5uTm7PkyH4U6nc6CW7c/TeMtK6plnnuEjH/mI/dvkl37xF3+R/+P/+D8A+O3f/m2klPyVv/JX3vD5UqnEb//2b/OP//E/Jo5jTpw4wd//+3//QJ7qz8vwPM+2RqjX68zNzfHoo49ar+b+/fvs7Oxw8+ZN6wWZVvD7+/t2QT/22GNsbm5y+fJly+Fm2qdPTU3ZmP1LL71ke8+Y2p7Z2VlOnTpl23J3Oh1effVVNjY2aLfbdhEaK61cLnPu3DlqtRpra2tcunTJtsMYDocMBgOmpqaYnZ3lQx/6kAUQvPbaa+zs7LCxsXEAXl6v13nwwQeZmppiYmLCKkeTEDdkp0a5GWFmLGejyAaDgSWkPXLkCGfOnGFqaopms2nbjbgW/eTkJKurq5Yp2/d9tre32djY4NatW9Y7MGzRprfR6uoqzWaTZrPJpUuX6HQ67O/vW4/AtLhfWVkhDEOkVC0Ttra2GAwGVgmdP3/ethXZ2NhgOBxaZvkjR45YRvDt7W1mZmZYWFiwLOig2mJsbW1x8+ZNK8wM6/3p06ct2/ju7i6tVourV6/SbrdptVrWqjaM4KbFy+TkJA888ACrq6vWyOh2u7blysbGhrXeTYPMubk5qwRfeukler2efV5CCKrVKisrK8zNzTEzM0OeK/b7W7du2RYg4/kW1yuZnJxkZmaGRqNhjZL5+Xl837dzsLGxwYULF2g0GsRxzObmpm0QaJ6hOc8DDzxgwUfG2Lh06ZL1/hcWFpicnCRNU9vmfXJykiBQrUQ2Nze5desWJ06cYGpqik6nY3uBGcPL7I3Tp0/zjW98w3pgbpG1UcKNRoPl5eUDeTJj6PR6PVqtFjdu3KDVajEcDu36mZ+f58yZM8zMzOB5Hu122+5D01vM5BfPnTvHzMwMExMT9Pt9Op0OV69epdVq0e12mZ6etkrePJ9jx47Z/mytVovLly9bdnzDLO96qkWhuhfMzc1x7tw55ubmqNfr7OzscOPGDa5du0ar1XoDsfSfh/GWldSP/uiPfk9N+yu/8iv8yq/8yqHvvfvd7+bpp59+q1/7n32YJKKxYn/yJ3+S48eP89BDD1nL/yMf+Qh7e3u89tprfOlLX2Jzc5MLFy6wurrK2tragUX9yiuv0Ov1rJv+C7/wC2RZZgldfd/nx37sx3jmmWd45pln2N7eZm5ujv/qv/qvqNfrVCoVu4ne//738+yzz3LlyhUL2vB9n4sXL3L69Gl2dnYol8vMzc1x8eJFtre3+Xf/7t+xvb3N7u4uTz75JA888ACnT5+2jQcfeOAB4jjmqaee4rXXXuOVV17hzJkznDlzhl/+5V+2wt4MIQTz8/MURWGVzXA4tILKjbObcOS5c+dYWlpidnaWqakp27X13r17vPzyy3zta19je3ub2dlZHnroId7//vdTq9VsEtoovs9+9rPcunWL69evc/HiRS5evMjjjz9OtVo9kPg1hsFv/dZv0Wg0mJmZ4W//7b9NrVZjf3/fWr4/8zM/w5UrV/j93/99kiShXq/z1//6X+fKlSt84QtfsI3opqamuHDhAh/60Id49dVXbcuEd73rXTzxxBM2fGnyBv1+n9/5nd/h3r17bGxscPHiRR5++GEefPBBS81jvIIXXniBa9eu8Y1vfMMqAbdp4tTUFCsrK1y4cIHl5WXyPOfs2bOUy2U2NjasUfThD3+YkydP8thjj9mwsBHq165d41vf+hYvvPACRVGwtLTET/zET9iWK//f9r48Ss7quvNX1WvtXd3VVdX7vqhXqbUvSAiEQIADGOJlSLzEJ54w4JnEjs9Mlomd5Qx2Mscz45g4Z87MGCcOYAMGgmwwYCGEpNbakrrV+17VXVvXvnX1UvXNH33u5dVHI0FCUAu+3zl91Kqu+up973vv3nfv/d17yQVWUFDA3XV/8YtfIB6P814QhTgANDY2oqWlBZs3bwYAjpfk5eWhoqICTqcTExMTaGho4F5q8Xgc4XAYP/zhD+H3+1FSUoLbb78du3btgk6n40OeXq9HTk4Ojh49Cq/XC5fLhT179rBQT6fTiMfjKCsrg06nQyKRwPnz5/Gzn/0Mu3fvRm1tLZaXl3HlyhUcP34cq6uryMvLQ3NzM3bt2oV9+/ZhbGwM4XCYD1bkMs3JyYHBYMDWrVuxZ88ebmTo9XrZgqEWI+fOncP58+fhcrlQW1uLpqYm3HLLLTyfYsHhN954A5OTkxgZGUFTUxO2b9+OnTt3wmQyIRKJsNfA6XTC4XDgueeeg91uR01NDfbv38/jkLsA0+k0nn32WfT29ma5iUnZms1mtLW14Z577mGrldzRW7ZswalTpzAzM4OBgQE+0MkrUtwoKLX73gMkHKhnTEdHB6qrq2Gz2dhlUlZWxpTs/v5+hEIhWCwWNDQ0YMeOHXy6ohph5IorLS1Fe3s7gsEgN2PTarWor69HLBaDy+XC4uIiSkpKsHXrVnZzkUKzWq1YWFhALBaD3+9nn3hJSQnMZjMLCernY7PZYDabubNqW1sburu7eSGm02nY7Xbk5eUhGo0iFAphZGQEtbW1aG1tRXt7O2ZnZ7G4uMg0Y7PZzAudXGSighID8eTHLykpQWFhIRKJBLs6qqqquD398PAwkskkt9Km3kp0urNarbDZbBgeHkYmk4HH40F1dTW2bt3KyeIul4stNqvVmqUki4uL0dnZyZYjKYn29nbk5uZieHiYOw53dHRkNakEwPdQX1+PYDAIYC3eU1dXh87OTkQiEU48N5vNUKvVMJvNbB1XV1ejs7OTm+6Fw2GYTCbugJzJZNDX18fxHTEuQPEccm1R2xCyhGmOm5ub0dbWhtbWVgQCAe7Qm5OTg6KiIu6HlMmsVV7v6uqC0WhEYWEhFhcXUVBQAIvFAmAt4f7UqVNYWVl51wGExlVSUoLq6mp0dXUhkUjA5/MhFotBo9Ggp6cHpaWl0Ov1HN8pKCjgJoxPP/00952iuaF4yurqKiorK2EymTAwMAAACAaDqKysRFtbG2w2G6LRKGZmZrg1fUtLC6LRKFu25eXl0Ol0CAaDKCgoQDKZZOVJRB4xfiWPfeXn58Nut7PlQV2nDQYDjEYjSkpKoNFoEAqF2EKy2+18mPX5fEgkEpzHaDabMTo6yn26KisrsXnzZtTW1qKgoABLS0vQ6XQwGAx8kHvttddgMplgNpvR3d2NoqIitrgTiQS0Wi0MBgOqqqrQ19eHkZGRrPQCui+KH/f09LDFtbq6CqPRCL1eD7fbjUwmg6tXrwL4hBAnPi6oqqpCU1MTduzYgWAwiO9///sYGhqCz+dDW1sbOjs7cd9996G0tJS755Iw+9u//Vvuzkk9l+69914UFRWht7cX586dw7Fjx5Cfn4+amhp885vfRHFxMfbs2QO/38+b+rnnnsM///M/A1g7zXd2dvJJimIldrsd/f39GB0dxQ9+8AOsrq41DPza176GTZs2wWKxwGw2w2Aw8GL/q7/6K3ZZtre3o7m5GX/4h3+ITCaDixcv4gtf+ALKy8vxj//4j3j77bfR29sLAKivr8djjz2Guro6lJSUsCuFrAMxHwhY64Oj0+mQn5+PoaEh/J//83+4oveRI0fQ3t6OXbt2YWRkBKWlpdi2bRuKiooQiUTw3HPPYXp6Gn6/H/v27cOhQ4ewd+9etLa2IhaLYc+ePTh8+DC++93vYnh4GFevXoXRaITZbMZXvvIVthhsNhusVisuXLiAubk5PPfcc9DpdCgqKmIL99ChQ3jxxRe5PBEpU1E4U5yKrIuKigoOVv/85z/H5OQk+vv7sXPnTnR3dyOVSsFsNqO+vh4HDhzA1q1b8Rd/8RdwOp2IRCIwm82wWq34kz/5ExQWFuL48ePw+Xy8XigHzuFwYHZ2FqOjozhy5AiKi4vxD//wD+jr64PL5YLJZEJTUxP27NkDi8WCp59+GpcvX0Z/fz/a2trQ3NyML3zhC9i0aROANaKA3W5HQ0MDjh49ilOnTmF4eBgajQYtLS348pe/jMOHD+PkyZMYHR3lrsEUaxTZpRaLBQUFBXj11VfxN3/zN5wa0djYCGCtCs0f//EfY3JyElarFQ8//DB+8zd/E01NTewJCAQCuHr1Kv7u7/4OwWAQRqMRBw8eRFdXFyt6ysXSaDRwOBy4ePEinnzySajVaw0Bv//978NoNGLbtm0YGhqCw+HAY489BofDAavVing8Dq1Wi/3790On0+Hy5ctcDUNsjSG6qklBB4NBDAwM4Nvf/jaAtfyrW265BU1NTThw4ACCwSCKioqwf/9+FBcXIxqN4ic/+QkuXboElUqFjo4OHD58GJWVlSgtLUVRURF7AP7xH/8Rw8PDuHTpEgoLC2EymfC9730PbW1t6OrqYiJFWVkZkskk/v7v/x4jIyOYnZ2FSqXCrl278IMf/AA7duxAQUEBfvWrX2F1dRVer5c9HXfffTeqq6uxvLyMJ598kjs3t7a2Yv/+/cwM/vWvf33d3nQfNRQldR1Q50yx4ycFQN1uN7OJHA4HkyWWl5fh8/m4zXU0GuVT8dzcHHJzczm/6eDBg8hkMrBYLOxDJyFP7p6Wlhbceeed3CZ9eXmZO/eSiymVSiEQCLDrhxh+5H4hNw51yC0sLERbWxvq6uqwurqK0tJS2Gw2AGtKpaSkhOsp9vf3Y25ujhMCI5EIRkdHObZFbgOROEGnbRrv4uIi3G435ubmuLOpJElwOp1cHous1oKCAhQVFaGqqgrbtm1DZWUlAoEAWlpa+ISpVqtRV1fH+UI03xTPW1xcxIULF5hoQUmdmUwGpaWlOHToEDKZDHd7Bdaar1HAn9hacmq2SNfNZDIIBAJIpVIoKChAY2MjdDodrwmXy4WFhQUUFhaipqaG44+dnZ0oLy9ny4WUKrGx5AQFMaBNRBWRLbq4uAij0cgBfmpv73a7EY/H4XQ6kZ+fD5fLhXQ6jeLiYrYEfT4fFhYW2DJPJpOYmpqCz+dDPB7nAD11nJVT0ImpFwwGEQqFEIvFoFavtXsPh8NYXl6G3+9HKBRCNBqFRqNhohE9a5/Px3HErVu3YmVlBRqNBps2bUJ5eTmCwSC73Yn96XA4uKsxPTOK95pMJkxPTyMYDCKdTiM/Px8mkwn5+fkoLCxEbW0tgsEgZmdnmcggp56LRKCcnByOFVG18dzcXPj9fpSXl0Oj0aCkpISVoNFohN1ux9atW2EymaBSqVBXV4fGxkZEIhEkEgmUl5dDq9UiHo8jGAzC7/dz3tvS0hIzU8vKypggRe+dnp6G1+vlsYRCIczPz0Oj0aCmpoZlFxF6iJBisVhgNBrR0dHBxKeamho0NTVBp9PxZ0g5bxQoSuo6sFgsqKmpQTgchs/nQzAYZIJAIBCA1+vFiRMnAKx108zJyeFgL5EbyEWzurqKgYEBhEIh3HHHHbjlllvw+c9/HqFQCGq1GpWVlewuSSQSLBjuuusufOYzn0F/fz9mZmZw/PhxzM3NweFwYMeOHQDWmE0ulwuzs7NZVQyodhrRwS0WC7sCH3jgAZhMJthsNkQiEaysrCAWiyE3NxeVlZVMvT916hQSiQT7speXl3H69GlUVVWhsbGRv4M2k+jPJjouERnGxsbgdDqZ+Tg7O4vq6mp2iRJZoLS0FD09Pairq2NmlOhnz83NRVdXFwoLC+F0OuH1ehEOh5nOnEwm8fLLL3N8IxaLsUBrbW3FZz7zGWY0VldXw+VyweFwICcnB3q9ni0/eYKuqMTS6TQmJyfR2toKnU6HO+64A0tLS3A4HDh79iwuXryImZkZlJeXo6WlhV2kDz74IPv9iRBgsVjYTUnsNrKUKVGa3Hv0Q2XCALDFJUkS4vE4rly5gng8DrVaDZfLBUmSMDQ0xLE5EohjY2NwuVyIRCKcDjA5OYmpqSnU1NTAarUiHA7DaDQiEokwVZvmgxQUVTYgNxkRXQKBABNdyCpdWVlBMpnkAD8RdsrKyvCVr3wFRUVFWF1dZULE8PAwgHcSzlOpFMfMlpaWuNQWEX6KioqYAEQ1KEtLS/kQ1NbWhjNnzmBoaAjBYJBr+ZFLVYwJ0v2ISgFYs6ojkQgfFK1WKyvEoqIitLa2cjpETk4Ou5vPnz8Pr9eL6upq5OfnY35+HqFQiC05qj7jcrmQl5eHuro6TqlYWFiA0+nE+Pg4jxlYY1wPDg6irKwMjY2NTPKgw0VeXh67yktLS/HAAw+wQtfr9SguLobT6UQikchitW4UKErqOpAnBwLgXIjFxUUmRpDPnthsxCgST8JqtRqPPPII2tvbodVqcf78efz4xz9GMBhESUkJvvzlL/NpjJhl3/rWt5jl1tTUBLPZjEceeQSXLl3C2NgYRkdHEY/HkUgkAIBzOCj3iNhflDdhMpmYXXXu3DmOZxFjLxQKYW5uDnNzc8y80mq1TEcm1hnFOYh+S5uZIJZrIsGbSqVYwZOgIzckKScSEE6nE8eOHUNvby+CwWBWku7MzAwkSUJVVRVsNhsqKipYoBMkScoqebN7925s3rwZ7e3t8Hq9+JM/+ROmGB88eJDz2UgpEHVazF2j9QAgSxC//vrrGB8fR0NDA7MxDx8+jN/4jd/A//pf/4urBMzOzjKTjw49Go2GY4Hz8/MYHR1Fbm4uKwWy5ETaMo1haWmJKeKk9GmNFhcXszKg4D1Zh0QKoGcJrFlERDyJx+OcHgGADy90uhZLElHeoNiWgvJyiAmYSCSylBfwTpUVk8mEQ4cO4cCBA9iyZQuOHj0Kj8cDt9vNCepEnSZWXDweZ8q2+LxpTYlWXn9/P7RaLY4cOQKj0Qi1Wo1kMgmXy4WRkRE+wJGVKFZ/0ev1nJ9H1qAIMelcPMBEo1FcvHgR58+f564QFHe+cuUKUqkU9u3bB7PZzPFYIm3QMyblQrEjMSYpt+Zp34hlkwBw7ImUrd/vx+zsLCYmJhAKhTjlgdZnJBJhJutGgqKkrgMxWZQWCW1Q2uxlZWV8WgXeUWJi1QQS5K2trejo6GCf+blz5xCLxZhOKlalILdGKBTC7Owsb/yOjg7U19dDrVZzlY71svvFRFSyrCi3Z3l5GRMTE0gmk7yISQD6/X7OY6H8H1J4dB8mkylLSIh5JvR/kWUkJl6SUFOpVNDpdKzExLwZcsMMDg7C6/VyLEKj0WB2dhZqtZqZYLTRxQx+OklKksSkhU2bNiE3NxeBQAC9vb3sauvu7ma2FikEmk9RKJBAFu+7oKAA0WgUExMTSKVSsFqt0Ol0sNvtaGpqQn19PZMBSKlMTU0xVdpgMHDQnE715DIU55KYiPKDEs2jyKYkazAcDvMzJCuCYkCUh0XWDMVgyFoja5FSDcT2ImJlC1J+67HA5IJXDMaTUiksLER1dTUfOEZGRjAxMQG32w2bzQaLxZKV5CxWPxEhXl+0Qqenp9HU1IS2tjYEg0EsLy8jFAohEAiwO5DeK+ZIideTvya6BsXkZ8qdI+LH6OgoJicnAaxZgUajEQ6Hg60+yn0U3ct02KA9QYdAik/T6/QcySLXarUAwPmGJLtIkdIhJxQKYXJyEvPz85yTSSQcIv1cq37ijYCipK4Dj8eDsbEx7Ny5EyUlJbDZbMzaa2howPbt2/GlL30JP/jBDzAwMMBCjE6qtMAJqVQKPp8Pr7zyCsbGxuB2uzkm0dbWhr6+PgSDQbS0tECv1+PIkSP4+c9/jtdeew2XLl1CaWkp9uzZg/b2dqa6U5yJ/PVkrRgMBpjNZvZFR6NRnDp1Cg899BDsdjsCgQDm5+fhdrthMplQV1eH7373u3jppZc4IG0ymbB7924MDw9jfHwc0WgURqMRDQ0NqKurQ3V1NStUap9Ap0rKhM9kMtDpdOjp6UFOTg7OnDkDj8eDdDoNg8HA7DYS4qLAo5jL4OAgWlpa0NnZiQMHDmBpaQkvv/wyJzGSlUguzpycHPzpn/4pFhcX8dRTT6GpqQnl5eV49dVXMTIygkAgAI1Gg9zcXDQ0NCA/Px+BQICFEN17Q0MDpqamkE6n0dDQwLT8N954A8vLy3jooYdYaD///PM4ceIEnn/+edxzzz24/fbb0dTUhHg8jqmpKWzduhWdnZ145plnOO6zvLwMjUaD733ve3C73fjxj3+Mubk5LCws8DhIYVFchlx6JBRJwFCuF7G9EokEs/uqq6vR3t4Oh8MBh8MBv9/PTNTGxkZ4vV5cvXoV+fn5aG9v5/w0h8MBj8fDtGeyFkgYE2tNjPmRQiZSCj0XOoSJ1kdBQQEqKysRCoVw9uxZXLlyBYFAABaLBVarFXa7HZOTk5AkCRaLhWO3ZFEBYOFNjFG9Xg+tVovV1VW8+OKLuO+++3D48GFYrVYEg0EcPXoUfX19iEajfD/k9RCtMIofra6uoqenJ4vynZOTw6y74uJiOBwOXLhwgRNtrVYrJicn0dfXB2CNql9XV4e2tjbk5eVhbm4OdrsdlZWVKCsrQzgchtPpZLdgRUUFCgoK0N/fz1b+7/zO7yA/Px8lJSVsPeXm5qK8vBx33XUXLly4gMHBQT6c2Gw2Tl2ZmJhAZWUlNm3ahBdeeIFJUBUVFZxWoVar8Z3vfIdJQRsFipK6DhYWFjAxMYFIJAKdTofbb78dNTU1CAQCaG5uht1uRywWyzppksuIFrPYTpxO1Xv27GElY7fbUVVVxWa9wWBguqzFYsHWrVu5saLRaERnZydbBIFA4F2dgUXCghiTisVi7ErJz8/Hvn374Ha7MT8/j/r6epSVlbGra3V1FWfOnEF9fT127tyJoqIitkyKi4tRW1sLo9EI4N11/0hJiWVnMpkMtFotKisrsW/fPnad7Nu3D0ajkWNCDoeD2Y6Uf1NVVYW6ujrU1dWhtbWVY1Q+nw9zc3Ocq1RVVcXzodVqOU8nEAjA5XLBZrOhra2NEyzpcGCz2bCysoJwOIxkMsmpATk5OaxYE4kENm3aBJvNxu4rKv1TU1PDsQPKF+vu7kZFRQWGh4fhcrkwMDCA6upqGAwG9PT0oLKykoPd5BJdWlpiFx8JTlKadHomN2QqlcL27dv5HhcWFuDz+eB0OlFRUYFbb72Vk3lbW1tRVlbGCbaDg4PsAo5Go2hoaIBer4fdbodGo0FraytMJhMn3AaDwawKIqKlSQQDEvLkaSDFLVp/chIKVYOIRCKwWq0oKyvDrbfeilgsBrPZjM7OTp4n0WKTdxigtUbpHmJVh3A4DL/fD5fLxSQHYouSa4/GLfd6iJYnKYP777+fE5y3bNkCq9WK2dlZOJ1OzM/PY3p6GgA4NaK0tBTpdBq1tbXo6elhNu3w8DDHfolST9R2i8WCTCYDv9+PSCTC1ja5Ye+//3643W6EQiF2L1OSPyUn03wTsWVwcBC5ubno6enBnj17UFJSgmQyCbvdjubmZuTk5HC8XXSbbwQoSuoaUKlUcLvdHD9obm7Ggw8+yPThxsZGhMNhXL16lcvf0CaiSsUkXMht6PP5UFlZifvvvx8ejwczMzOor6+HRqPh+IHZbOaSPiaTCQcOHMDu3bt5kVZUVODcuXMYHBxkEoLYrh4Al2ZKJpPcQiMSiaC/vx8TExMoKirCfffdx3kze/fuhUajQW9vL/urf/GLX6Crqwvf/va3UV1dzXX6qB6fyWRid5NcSVFcgoLdFN+qqanB3Xffza1KtmzZgpmZGfT29mJsbAxTU1Pw+/1Qq9Xo6enBvn37oFKpEAqFUFZWhoqKCjz77LNwOp1wuVyYmJjA0NAQDhw4wIwrinOtrKxgZmYGTqcTY2NjMBgM+Pf//t9jZWWF40dUSYTYVNFolJOAm5ubsX//fnR1dfF4V1dX4ff72TXjcDjQ3NyMLVu2YNOmTXwCt9vtKC4uxttvv42RkRGcOnUKxcXFyM/Px2233YbV1VVMTk6ipqYGZrMZTqcToVAIPp+P44DkXqVqAbm5uex2TSaTOHz4MHJycjA7O4tf/epXePbZZzE+Po78/HymeNMho7CwkF2M586dQzqdRjKZhMfjQWtrK2677Ta0t7dDp9Ohq6sLly5dwvDwMKanpxEIBLIUjRizIAuY1h4dSihJWcw/IpBioCRXn8+Hrq4uNDc343Of+xyWl5dRUFCA6upqFBUVYWBggN1hRAknN7LoViaiBJU6orF5PB6Mj4+joqIC+fn5GB8fh9frzXKXEklJjO0QcYPcX5WVlfjqV7/Kh9Kuri4EAgGcPn0ak5OTmJmZ4Zp4Wq0Wd9xxBx8WbTYbmpqa8JOf/ATz8/M4f/480uk0ysvLcfvtt0Ov16O6upqrS3i9XszNzSEUCnEBgEAggLKyMnz1q1/lKimtra2QJAlutxu9vb149dVXUVRUBAA8V5FIBOfPn+cKN/feey8OHDiAhYUFFBUVobKyEq+88gozlDeaklJJGyGl+AMiGo0yq+nfCnRCo01WW1uL6upq7N27lzeXy+WCz+fD6Ogo90jasWMHs8MuXrzIDDLaqGVlZSgtLcUtt9zCbDmv18slVkipnTx5EpIkobu7G5WVlbDZbFwcloSzy+VCTk4OrFYrtm7divn5efj9fly9epWtoVtvvRWVlZWYmZmBx+PB1NQU7HY7LBYL9u/fzzX5yDo5c+YMl7PR6/Uwm83YvXs3rFYr081DoRAuXLiA2tpa2Gw2PP3006xUSRhptVo+ydXX18NqtaKiooLdQR0dHSgqKmK23+joKAKBAJcPIldld3c3l+whiv3ly5ezElXJQqJSNJFIBJFIBOfOnYPX68X09DQsFgtKSkqwe/dupmsTZXp+fh46nY7dgU6nE83Nzaivr+dWMktLS+jr62PrOBqNIpFIwOFwcHJoW1sb9Ho91Go1Zmdn4XA4MDo6img0ikgkwkLi4MGDnMRLbLdjx47B5/PB5XJlBcNpLZIgLigoYBZXR0cH9Ho9nE4nrl69iosXLzJFv729HeXl5SgrK2Pq8vnz55mhCoBTElpaWlBTU4Pa2losLi5iYmKCKewulyuL+AOA4zhESCkvL4fRaMTIyAhOnz4NYC1146GHHkIwGMT8/Dz6+/vZ9bdt2zb09PTgzTffRCAQQDKZ5PluamrC8vIyRkZGsty+gUAA/f39aGlpYSG+sLCAyclJZs/9xm/8BpaXl7GwsICRkRGuW3nrrbfi85//PFpbWxEOh/Ef/+N/RDAYzIqxarVazvejuJBOp8Nv/dZv4ciRI9xi5sqVK+xqHxwcxNzcHPr7+7kKDZFe7HY7Ojs7ubAylR8iVzMlPBuNRvT09MBut7M1HolEcOXKFXi9XkxNTaGnpwfbtm3Dvn37EIlE8JOf/AQtLS2ora1FMpnEwsICLly4wKWstFotmpubcf/99+PFF1/E4OAgzGYzioqKYLfb0djYyGWYgsEg779gMJjFoqUSaP/WiEQi7JVZD4oldQ2IJ8DJyUnE43EYDAYYDAbk5eVhdHQUfr8fDoeDFze5cIihR+4QEjIulwvhcJgTSY1GI7sTw+EwDAYD9Ho9s3KuXr3KxUqpXhgFPoPBIEpLSxEOhzE+Ps75W8A7vX7m5+eRTCY5Wz4nJ4ddOCTQioqK+HqTk5PMaCO3yblz5zgGRVUF+vr62LoRqzsT6L4pT4bq/NHfSAH29fVxyRvaHCsrK/D7/VhYWOASRpTvMzU1lZWTRpn3wFpFCoot+f1+XLp0ie+ZhEhfXx/MZjPKysrg8XgQDAYxPj6O4uJitjyJXUgEAyqE29/fDwBZp/pIJILV1VV2X1K5p6GhIYyMjCAcDrOAp2C93W6H2WxGSUkJszCHh4eZFixWrRcJEfQ7KXOiELvdbvh8PqTTac45SiaTaG1thVqthtPphM/nw/DwMFsxKtVaAdeJiQk+eKhUKkSjUS7xQ+WC5G46sSqDz+fj0kuBQIBP4YuLi1w70e/3s+tyZWUFPp8PIyMj8Hg8fFDIZDKcD7W8vIyhoSEmIFitViSTScTjcczNzXFiLz3bTCaDVCqFmZkZTjmQ1xwkdqDP5+MDnHhPclcfAI7LUMFgn8+Hq1evstV15coVuFwuTE1NZbHxFhcXEQwGubqKXq/H3Nwcrly5wrlj9N5wOIzCwkJ2U5M1PTw8jEgkwtVHyB0Zi8Vw+fJlAGsW6cLCArxeLwYHB3m86XQawWAQfX198Pv97I71+XyYn5/H8vIyH1Q9Hg9GRkbg9Xo530/uvr/RUCyp9wC5rMjaoYC+yIITk1fptGkwGJiGTqWCKPchnU5zcVpSXOQKBMAWGgAWWGIVcDFeQQw9qshOPnlKhATeaSFBm08s2U8CmKitpGRNJhMLAGIMxeNxZiGJ8S4alxgwB96p2weAmUcUbKflRpuA7lOtVmf1yaHES4pDUJKzmL9iMBi4E6n4zKgAKBUwFenPIqVcrLZNVgo9X6IeU8064J0GiJSwLZJixLnU6XTMlKLvo8/Rs6LnQ/MlVnGg95aWlnIBUVKMxOgiZhyNhSpvk7uGTvV0HyqVimn+8u+h9UCCUGR7kkCmklz0fpFBB7zj3qO1TPNJLjViptLc0sGBXGsEUopiwjBZnMA7jDVyF+r1emapietAXGv3338/vva1r+H8+fMYHx/HM888wyw22qPiPqG1kpOTgy996Uu499574Xa70d/fj+9///s8floT4j6jNU/PCwDH0IiRSjFOApXeIpKGOBZJkrBjxw7s2rULR44cgdfrxV/+5V9mWYJEO6cuBuJ6FPP8yP1O46I8OnruIrP1o3T5KZbUvxC0UURXB9G46cFTkq5oKZHwEgO8YlsEcVGTgBc3lHhyBtaEODGrSACQIKLNKPr+KcmUriUSKWicwDsbmX4nAULfR4pWDIKLAXKaG7oPccwEkZ67Xi06ka0mUqxFYUjzKVoSALLGRy1EyEWWSCRYcNN1ROEm3j9tclK0NHdiRWw6adMYxWuI60V8FvSM6eBBcy2nUIvCmK5JAo6ehXxNAsjK7aHrkuAVx0lxFpVKldXvi+5LJDjQQYWSY8ldS+MV16boZaC1LpIQVKrszs+i4KODAz1vugdS1OJc02s0V+JaIIahSA2nn23btnEleKqs7nA4MD4+zmMV42xi6oc4x8FgEDMzM0xSEte9aFHKc/TEcRLFez2CE+1xcS3I55dqFFI6CrWOEQ82lKcpMhXFyiRiHhiNlXpaESuX7lmUGRsBipK6BmhjkUVDr9FCI6WzsrLCp1raNKRU6EGTZUCnJSC7RpjIlhIXh2hxkfuHhAlZcOIJlRSNuAlFgSgKCIK4OSnzXZIkVgJ0khUXO11PFCziuMWEQ7G1A42HhJlGo8lqo0D5VHQyJktGtA6Bd6jplDslCgayBKkCCJVtoudAp0dS9mIpIiIBkPARrVu55SQKRvmaodfIGhUPOHRtCsqL60ytVnOPMaLv0+fp/shiE5UCCSpxbYnPeb3TsUi3p/VKc02CmASoXHjJhZqoTMUDm7gG5C5D0dMgCnz5oUVcu+LYifxB80UKL5PJYM+ePdi5cyc2b96M1dVVTgMYHR1lS1DM96LDCvWJIove5/OxK93r9b5LYdO+FPeTuE7F8YqVWMQ9Q8qc1opcSYVCIUxMTHDIgSwo0XKmVjJ0SBVdl+KBRrTqTCYT90uj94kJ+fK1faOguPveJ0TzXrQGxE0rdwHKT8iiuwZA1gam99C/JDioy6voXqMcELIaaMPTGMgfTy4R+l7xFCd+P21uuRChDUWKihJXxQ0oWkNyV4PochDnjNyL4klPbpWIm5jIIaR86P7oO+TzLhcYwDsHAnkJHLVandXYj14j65AsEXlscb3vEJU3udpozkUhLbpN17Ok6LBB80nWDbkrSXnKLRByTwLvxM3o/kSXIq0LUYHRfJKrSlSetJZoXVIyM32naBmISlje5TUnZ606iygY6XnTvNJ1xOdJc0D7jZ4ffZbeSzlBqVQKO3bsQGVlJRoaGrCwsIDp6WkMDg5yHyc6GMmVo3wfmEwmJsOkUilug5OXl8elpKhTt0ql4uRbcR3SeiDXtWh50j3QPa2nGMj9XVJSgnQ6Dbfbva4lLpdB4vzJrX/RpS3OtfgMPirVoLj7PiSs56MVX5ObxvIHTO4JEfJArajsxMVE/64ngOVuF7nAk19vvXGJlpwo+Nd7nzgO+eaSj0cck3gClc+B/JrruQ1F9xR9nyhY1vtuMe4ivxdyxYnuJtH1Jd4z/ZAglfv6xbmmz62nxMTvF8clv5Zosa33OfpdPq/rWXfiQUG8t2tdR4yLvNcYRKUkfpd8rsXD2XprQ/yceKARv1u8H1rPtAZEJSq+hwgdlDw/MzPDFgh9pzgWUdGLLlqq+0iviWv1vdafXPmIhxpxTcnxXnEgMeZ2LTfctZ6X/P/ioVL820ajnwOKJXXDQe4V0QICsgWsWI6J3Fn0PvHkL8ZEyAqjzSt+RjxxyZUa+anpb2q1Gnq9nl1v4vfR5jGZTJAkiYvTkquHri3fPGq1mvN+yAUhWjN0UheFYDqdRmFhIZ+WycIh4SoKFvpZb65FxUBjpZgfUc1Fl6L4Wa1Wy8I0kUhkuaToWsA7ya6ZTIbbh8srxefn58NoNHKPL1E407OW11ATBaD8d9H6I0VDZBcS/mIqBM2PeChZT0GI60VUBOuJDSrnQ/NLrjjK+RKTZ8V7Ei11etYi2YggSRKXcRLXDY1PjCuRpUhWy9LSEre1J9ZiTk4Ok3XE+6OkdbFWnxhDo7HQOFKpFD//9ZQmka8oeVk+Dxsl9nOjoFhSGxy0iYB3LCnRNywSAkTGFUEkatAmIiEuBr0pb0l0X61n8RDbSqwATtcR4yDk+xYVoHiqplbXYvCcNjIJTbHbq8jwIgEqCmGKG4nVBmispKBp/KRsxdgDjVs8gYvWAs0xzZcYZxB/J/IIuUvoXiieI56wae7oHkUGXiaT4ZYVcotAvGdxXukZyOeGngvF10gp0tqSC0W5FSC6ZunvdL/07CVJYpejeD36na5Hp3Oaa7pPmtf13M1kaVErGLp3mmc5iYJipeKzorUh7gFRCdCciPFR0ULWaDRsSYk1NOXzQc9AjDmLsTCC/LNyC1UMHyi4NhQltQEgCmXauEQGEIUpbQ6xm6joApC7e0R3otFozNooonuIvpvGQidiEr6Uj0I14kgw0neJVhr9SydZOT2cfigHhoSu6CaSu3pIaJGCpc+Ic0In70wmw0VsSbiJCpUEovg98uA/fYbmhsgWxJ6jBo8UdxGFn6hQxWsSIYSUJwX9SXHLT9+kaMWDhXh6Fw80VKB2dXU1iz5NNHjx2YjCXZwDUcGS0AfeOSTRd1P6g2h10VhoPdK1KOZB7DZRMIvrlcgttPaoyK1cyYjeAlLM4nhF9iqtBRqXSvUOQUO0zun5U5yX2lTISRGiUhOtIhqDfE/RXIqWu+ihEA9O67nBFbwDxd23AUDsJNEtJGceiQtajDOJp39RGJEAFd0T4iYD3jnly5mI4sYnQSueUOWnbtEyorFR0Fw8dYuuGILcpaXT6XDw4EG+5oULF7J6eJHAoHGSsBVZYeJJXf6aPCeH5o3GSq+JLiX6jvViJyLE0zuBno3ImqLnkE6nuf4j1Q6kxHASuNTuJBKJ8PyK5BNREGcyGX7m4r2vtwbWc9uJ6+pa4xbXg/xa9JzpGuSGpL5ld999Ny5duoSLFy+yJZlOp99lnQDvboUhklZET4DcW0B7SK6ARYuGFA2RGciVnZubi3g8DpVqrUDztm3b0NLSgtdffx0LCwsIBoN8EBAPNeL90++ighMPkuLaXG8dfdKguPtuIojKaL3g+XruOVEYiSc4+Wffy+VD16LXrvX9krTWw0mtVnMHXJF6LCpKsaYfXUek34rWg/hZtVrN1ZtzcnIwPj6OeDyedUIXlZQ8cC+eekWBsN775HMu3gedpAsLC7kTsMfjeZdAoe8hYSx3z4lzR+MmBZhOp7nAJzXHdLlcWS42+fXkr4nrQrxP+d/eC/K/i+5P8ZkAyHJViUJf/BwpUXre9B1lZWWora1FZ2cnVy2Znp7OiseJz0O8njiH8t9Ft5p8jkSLUf485NcRFTgdAvR6Perq6tDd3Y3+/n5uIy8nF6znlZBbR3IX8nrrTsH6UJTUBgCd/MSNRwtatATolCye5MnVQKdRscqA2IJevDZZDJSPJFopFOcRA8+ii+K3f/u3odFocPLkSUxOTsLpdK57ahUrPVA1aWohAKwfS6PvppYoFosFg4ODXNZJDHAD2YpXtPDouisrK0xQoGocYgCcSBJyxU2uobKyMrS0tOC2225DQUEBfvCDHyAcDnMFDrmFotPpeH7pmYpFh+lejUYjU6V7enpw6NAhDA4OYmhoCMPDw6zAyRql4sXk8hLjMjk5OVzlREy0lhMK6NnLLWJSrnKXKd2XaEmS0ikpKeG1QuW7aH2sV608JycHt912G7q6urB3717odDoYjUb8v//3/5jGvd6Bh6jdtAbFgwqtFbL4VSpVVjdZcX+ISo9AFtvS0hJyctaqolCJqqKiIuj1elRWVmLXrl245557cPXqVahUKszOzvK1aWyrq6tZipvGQ651iuXRvFCcTsH7g6KkNgBE95tcCYk/JEDIagKQJVRI4IokAiCbEi1aMeTuI6UGgIP1Ypwsk8mgsLAQBoMB1dXV0Ol0mJ6e5rJDcpcFCSz6Id89fYdYOodA95BKpXD69GkYjUYYDAYu3CuelMXvkSsYkRhB16WK2CK5Qe7Sks8XCSGtVouSkhJmaImWGrlUxViGPH5BTEXRjSUyCFOpFBKJBLuQSGjSAUIkFojPXszBSiaT/JxojHQf4r80ZpUqm5RBh5z1WJ+i1UaHBHLRkotUVGpyZiTNdUtLCyorK3H8+HEUFhZi8+bNnKBN609UJKS4aK2IbkpinMrHsB59Wm51i65c0e1KcShJkrIqOrz88ssYHR3F5cuX4fV6+bmI7mGxkgQpTbonUtZiXFFx830wKErqBkOM74hWxXqVA0i5iPRq2oRiMi8JKaKJ08amH5F6Ta+RIiGhK1LIJUmCVquF1WpFeXk59Ho9ysvLuZUBXUeMU9HpMTc3l7v/isnP8nwsUekODg5yF1+iaFN1D7oXuWuPBJA4BrIQaBwEUZiKQkYUcqQoqLFdQUEBdDodt4Mg0H2KCpcEIj0Xek5072LvseXlZSwuLvJYqSVIXl4e138sLCxkooloMcpds3IKOCkfuXuOFDCALOtFTDYV1504xzRm8TXRvSWPy5HFXlNTg5KSEjz33HPYsWMHtm7dyi5dMY9LXKfyWCB9R07OWjsbSZJYycvd2WJsjj4vVh2hg4XY74xqddIzWlhYwOnTp3H58mW29MRaf/TMCgsL2VKnZ0M/tA/FNa4oqg8GRUndYIgWDZ3wlpeXodVqUV5ejvvuuw81NTUoKyuDWr1W9fvSpUu4fPkytykoLS1FV1cXKisrUVJSwq3ovV4vfvnLX2J8fByFhYVobW3FgQMHYDKZkJ+fD5VKhatXr+Ltt9/mrrvkJiI2HZ0E77vvPvzO7/wOGhoaIElrdOS2tjY4HA4888wzUKvX+j8ZDAbodDpUVFRwjsyVK1cwPz+PwsJCzM3N4ezZsyxYzGYzmpqasHv3bkxPT2cVs83Pz8elS5cAAL/1W78FYM0iqa+vh9lsht1ux8jICIaHh/H666/D7/cjkUigpqYG1dXVeOihh6DX65FMJpFIJLiETCAQwMjICIaGhuD1eplyTAK9sLAQPT092Lt3Lz796U/DYrEAAP7qr/4Kk5OTGBoawi9+8QvE43H09PRg8+bN2LJlCzPEXC4XTp8+zdXEyR1Ewoko2QC4Gj4pKsoXKioqwpe//GUUFxdDr9dzn6oXXniBq8EbDAaUlJTgrrvuQl1dHRobG7G8vIxkMonp6WmcOnUKp06dwrZt21BSUgKLxYILFy6gv78fy8vLKCwsRFVVFbZv346GhgacPn0aLpcLo6OjuPvuu7F161bU1NSwy9HtdsPj8eDFF1/kPDFiOYrUbpGx2NzcjG3btmF1dRVTU1M4ceIELBYLtmzZgra2NqhUKoyMjKCgoAAajQY9PT0oLy9HZ2cnM/2MRiMWFhZw/vx5ZgDefvvtnLf21ltvYWxsDJcuXeJ6h/fccw9aWlrQ3NzMrrfp6WnMzc3h+eefZyvoscceg81mw9TUFDo6OtDW1oaxsTFMTEzgqaeewv79+9Hd3Y1//ud/hsfjQSwWw44dO7Bp0ybs2bOHrUGam2eeeQahUAiJRAKbN29GbW0tbr31Vmi1WmaCRqNRvPLKK5iensbY2JiiqK4DRUltAJAbRrQQioqKYLPZ0NDQwF1b6W+VlZXw+XxIJpOIxWIwmUzsTikuLgawdtolhaPT6dDU1ISamhoWeMvLyzCZTLBYLOjo6MDCwgKf1gniyZWEpNhygSjOxIRqaWmB2WzOqnMoMqVqa2uRm5uLiYkJjn+YzWZUVFSgubmZq7wXFRWxkqIK0c3NzXxfRClfWVmB1WpFbm4urly5glQqhVgshoqKCmzevBmlpaUAwE379Ho9ysrKEAwGsbS0xK3RSUiIFGm6vljLjxKaV1ZWYDQaodfr0dLSArvdjsLCQrYwSkpKUF1dze1RYrFYVsxRPFGLrkM6oVdXV6OqqgoGgwEqlYp7/OTm5nJXZo/Hw8+vtbUVWq2WS/IAaw36KioqYLfbYTKZUFJSgk2bNsHj8WB2dhaLi4vIy8tDRUUF95I6f/48tFotamtrUVFRAavVyuWDUqkULBYLNBoNLBYLcnJyEIvFsixIuVdArVajuLgYjY2NSCQS3EcpFoshGo2isrKSO8oCaxYHESxaWlq40ndBQQFKS0uxefNmVo5kORmNRlRXVyOdTmN4eJgtXjrYkcW0vLzMa4U6OEejUdTX16O2thYajQZmszkrnUKlUsFisaCxsZGbGZrNZtTV1WHTpk1ZHg9qaFlZWYm8vDx4vV5UVVWhsbERZrMZ6XQasViMXce1tbWIx+OYmZnJ8looeDcUJbUBQK4Ocsvk5eWhubmZT4LHjh3DmTNnkMlkYLfbcfjwYbS3t6O4uBgnT56E2WzGrl27OKP+mWeewdTUFAYGBpBOp2E0GvHZz36We1GdOXMG4XAY3d3d6OjowMMPP4ypqSnujUQCGngnZ+jMmTNwu934L//lv0Cn06Gvrw/nz5/H1atXuRPtzp07YbVaUVBQgJ///OcYHx/HhQsXUFpaCqvViu7ubpjNZszPz7Pgbm5uRnt7O7q6utDf349MJoOqqioUFhYiNzeX76m7uxsAkEwm8dOf/hQejwe5ubk4cuQI7rzzTvT19SGdTsPlcmHnzp14+OGHcfHiRUxOTuKNN95AbW0tqqqqcMcdd3DfnIGBAZ57qo9GLcjHxsZYMdx6663Iz8/H888/j7m5ObhcLtTV1aG6uhqf+tSnMDs7i9OnT2NgYAAFBQU4fPgwWlpa0NbWhqWlJczMzGBmZoa/i1xKqVSKW7iTcE8mkzhy5Aj27t2LEydOYHJyEpcuXYLdbkdFRQUee+wx9Pb2wuVyobS0lIP7x44dw1NPPYXi4mKUlZXh/vvv566ty8vLMBgMuOWWWxCNRuH3+zEwMACdToddu3ahtbUVVqsV8XgcOp0Od9xxB8rKyqBSqfCzn/2M+zN97nOfQ1tbG7q6ujA/P4+ZmRnuUkvuL6rakcms0eFpfAMDA5icnEQ6nYbf7+dmfkajEa+99hoL6bq6OrS0tKCxsREvvfQSzpw5g/r6ejQ2NuI3f/M3uSPzT3/6U26gWFtbi/Lycpw4cQKlpaXYuXMnmpqaoFKp8MwzzyAcDiMWi+H3fu/30NHRgVQqhbNnz+LMmTNoaGhAd3c3qqur8dprr+Gf/umfkJOz1vCPOuq2t7fDYDAglUqhuroat9xyC7Zs2YL/+T//J8LhMHJycnDgwAHU1NRg//79mJmZweXLl7Fz5060trZifHwcw8PDOH36NB544AHU1tZiy5YtWFpawvj4OKdYKFgfipLaAJCzpzKZDFwuF1QqFU6cOIHFxUU0NDSwJdDW1sYnMzHGMzc3h2AwiJMnT8Lj8cDr9aKhoQFVVVWoqalBNBpFNBpFY2Mj55qRtdbY2IhIJIKxsTFODKWx5eTkIBQKsdtHkiTuIjs/P89JlsCa1ZJKpfD222/D4XDA4XBgcXERy8vLLIxra2tZudEJNBKJYH5+HvPz89i6dSvy8/PZ3UNxkfn5eQ5i+3w+qFQqbN26leNH1MnXarUik8ng5MmTmJiY4Lptfr8fgUCALUGKCZDrUySkxONxbkBHhBayvAKBAHp6emCz2ZBKpdi15nK5UFBQAL1ej82bN6OlpQXl5eVIJpOYnZ19F1sSeKfQbSQSQU5ODpqamlBbW4vKykqYzWZUVlYCALe5p9e6urowOTmJiYkJvPHGG4hGo+jp6YHVaoXVakVdXR2SySS8Xi+Gh4fZ3WgymVBVVYXR0VFoNBrU1tZiZWUF09PT8Hq9sFqtaG5uhsFggFqtRl1dHeLxONLpNIqLi2EwGLB3714MDAzA5XLxeqV7E0tMkQVXXFyMvr4+fuYzMzO4cuUKDh48iPLycu74TD+Li4vcdffq1ascC6JK5A6HA8PDwygpKYHdbkdRUREKCgqQl5cHg8GA8vJyGAwGSJKE+vp6xONxJJNJlJaWwmKxYOfOnfB6vTh//jwnqJ8/fx6XLl3C1atXmVQiMjjz8vLYTalWqzE+Po6BgQGEQiGOd9lsNgSDQfh8Pvj9fj7YEVv11ltvRXt7O0pLSzk3iJp6kodCjKmRTPikW1mKktpAEHN7qJX8xMQEn5jNZjNsNhvsdjscDgcHycm1Qi2qh4eHEQwGsby8zG3VS0pKkJOTg6KiIlRUVPDGNhqNMJvN/J68vLx3NfSTJIlPlqlUipVKKBRCKBSC2WxmtxW1Kh8aGoLb7WaXUG5uLqLRKADAbrezj57IF3TCDwQCLLjlAX+/34+hoSFMT08jEAhAkiR2hRHVXKfTwWQyIZ1OY2hoCJOTkwgGg1hcXGSrhcghogVLyoPumQLyonXp9/u5k6zBYOBWB263G8PDw+ya0ul0aGhogE6n4zbdIuQpAcSAVKvVqKioQGlpKcxmMwwGA1OYSejTfVZWVnJr+tHRUXarWa1WFBcXc9dlg8HANRVXVlaYAEN1EK1WK7xeLzweDyKRCCwWC8rKyphMUlZWxmw+vV6PvLw8NDQ0wO/3Z9G7xTmkmGJxcTHMZjNMJhM8Hg/m5+ehVqtZeer1epSWlqK4uBihUIhdq+RaJtekwWCA1WpFLBZjJUAdZoPBIFZXV3k9abVaFBcXc8UK6hy9vLwMvV4PrVbLypNc7EtLSxgZGcHExAQcDge0Wi0fNmjtESmlpaUFyWQSc3Nz3N+JlBStZWqnMT09jaWlJezYsQNmsxnl5eWsQNPpNHQ6Hbf4IYgudiC7Nc0nFYqS2gCQM5pycnJgt9tRX1+Pu+++my0JiiWo1WqEQiHeTGTJLCwswOl0skIBwBZJIBDgYrB1dXWsiMLhMI4ePQqHw8FFQMWkU4rFkNKwWCzQ6/VZTESDwYC8vDyOkwWDQYRCISwuLqKgoADxeBwulwt9fX2oqanBpk2b0NraCo1Gg6amJmQyGSYxJBIJrj+3tLTExTs1Gg2WlpaYkk6bllyTWq2WY1nU7tvv97MLiyjB8/Pz0Gq1Waw0ml+yAug1OTtRZIcRM212dpYD6iSo3W43EokEVzUQax4C2Qm0YgmjvLw8VFdXY2VlBX6/n/Ou9Ho9W5ynTp3CzMwMpqenUVFRgU2bNuGhhx5CNBqF1+tFOBxGKpWCwWDg1uV+v58JN3l5eWhvb8fs7CyMRiO3LJ+dnWWLVGQ7dnR08FwtLy9jenoaDocDo6OjCAaDTJQQ3X3p9Fox4EOHDqGnpwcVFRX4T//pP3FLda1WC51Oh9raWng8HuzatQuXLl3C1NQUWy+JRIKV1tLSErdvd7lccLvdWRU5qEI4rQGbzcYEpLKyMl4/4XAYfr8fyWQSTqeT6wMGg0GcPXsW8/PzAMBxKYPBwExXKmyr1WqxsLDAYyAWKR2w1Oq1EkvV1dXYuXMnGhoa0NDQgGAwiOnpaeTn56OoqIjXKuUQyteDyKYk9qi4Nz9J+EBK6vHHH8fPf/5zjIyMQKPRYM+ePfjud7+LlpYWfk8qlcI3vvENbtF855134u/+7u9gs9n4PQ6HA4888gjefPNN6PV6fPGLX8Tjjz+eRRP+JEHMhaIipGVlZbDb7cjJyYHf74ff78fc3Bx0Oh0sFktWaRrRjSR3D5CwSaVSiMfjcDqdCIfDLAD0ej2KiooQiUSQTCb58/KNI9KX6ZpiLhcJdToJi/UGSYj4fD6u3kBsRb1ej3A4jIWFBY5lAO9Ufxe/m753vVwpeq8oOGg+qNyOmMC6Xh6QPL8IWJ/kIN5vQUEBx8/oc2LJHXl+ljhuej6Uh0aEArJiyU1JFgPVUyTih81m4x5DwWAQExMTAMApAlRjj4gDXq8XJSUlMBgMqKqqgkajQSqV4vkXE4Z9Ph9byyL1n9iR1MdsvR+KR7W2tiI/Px/j4+PMeKPxLC4uwmQyYWVlBdXV1Ziamlq3UgqtBZHSLRfUYooBPd+FhQVEIhHMzs5y23RxLxBJR3yN1qt4AKJrinuU0hbEdSnW1TQajSguLobFYoHJZMLc3Bw8Hg/GxsbY+0Fl3cTDi1wWyNfiJ9Wa+kBa4a233sKjjz6K7du3Y3V1FX/8x3+Mw4cPY2hoiBldf/AHf4Bf/OIXePbZZ2EymfDYY4/h05/+NE6dOgVg7cHfc889sNvtOH36NNxuN77whS8gLy8P/+2//bcP/w5vAoj5EnTS6u7uht1uRzgcRm9vLy5cuICVlRVUVlaivr5+XUG6HoiSTLTk1157DfPz89xbp6GhAZs3b4bP52O3mFiNQpLW2iOQciC3FMWt6ISdyWRgMBg4yC4K4dXVtTbfDoeDm961traivr4eJpOJS+SISalEBSe3zXpFcQkUVyILEwC7aihRk5SeTqfj4r00RrGquTyRlYQSKUBii2UyGeTn56OxsRHDw8MwGo0Ih8MAwBULCgsLEY/HkUgk3qXoxe9eWVlBcXEx/H4/RkdHkclkoNFo8Morr3BMTKfTQafTobu7m1mYLS0tsFqtmJ6exvnz53H8+HGYTCaUlZWhubkZsVgMyWSS2ZyTk5MA1jrAbt68GZIkIRAIwOl0Ynp6mhNa8/PzuUkg0dVVKhUaGhpgNpuRSCQQj8ezKuWLuVLkorztttswNjaGp556CtPT02wVkxI/ePAgTCYTurq6OCWAnq+osMhyNZlM3OKFvpO+S6vVslW9srKCwcFBTE1NcQpDbm4uKisrWU5RvynaP2KeGbEtqTgyUccp5qbRaFBcXMyHnZWVFej1ehgMBpSVlXFqAOUUPv/883A6nZiZmWEvQUVFBY9XXG9iYVxRPnwSLSjCB1JSr776atb/n3zySVitVly8eBH79+9HJBLB//2//xdPPfUUbrvtNgDAj370I2zatAlnzpzBrl278Nprr2FoaAhvvPEGbDYbNm/ejL/8y7/Ef/7P/xnf/va3swpaflJA5ABRCIonMsoHIbbf9u3bMTU1hdnZWT6pi+43ET6fDzqdjuneXV1d7NYyGo1oa2tj9pVYPYJOxAC4ijUllWq1WrS0tGB1dRUGgwHJZBJ6vZ6fnbzIK93b3NwctFotxsbG0N3djeLiYkxOTsLtdmN8fBzJZJJPvCTI6TQrdpqlH1JmtPFTqRQmJiawY8cOqNVq3HXXXZidnYXT6URJSQmsVisaGhqwuLiIsbGxrKoU8rkTLQO9Xg+j0Yjt27fD7XZjYWEBoVAILpcLnZ2daGlpweHDhzE6Oorc3Fxs27YNNpsNkUiE41hyC5BO45QXRcH9hYUF+P1+RCIRtLW1wWAwYHZ2FjabDaWlpdi+fTucTif8fj/0ej3MZjMAcPynqakJdXV16OrqYvYdzc3k5CTMZjOqqqrQ0dGBRCKBt99+Gy6Xi/PFYrEYpqamYDKZ0NHRAZ/PxzltHR0dqKysxNWrV7lDM60/msNMJoP29na0trYiNzcXMzMz+NWvfsWxI5pnsowaGhpw8OBB1NbWor6+nt10opIipSauL3pGRNKgv0WjUUxMTKCxsREVFRVYWFhgRU2M2EAggEAgkHU4MRgMHOeUF6AlF2Q0GsXp06exdetWbN26FVu2bEEwGIRKpUJ7eztsNhu7W5PJJEwmE+x2O0pKSji/q729HS0tLdDpdHzwqamp4XSA+fl5zM7OsqeD5lW06NerrPFxxr/KvxaJRACAc3MuXryIlZUVHDp0iN/T2tqK6upq9Pb2YteuXejt7UVnZ2eW++/OO+/EI488gsHBQWzZsuVd30P5OAQKwH8cIJ4axT5Q5LaiEzTVEquqqoLVasX8/Dy/X3Tzya2MWCzGSa65ubmoqKiAw+EAAJSWlma5FcXFLwpVsZpDIpFgBlUikQAA9rWLLkdRyANrmysUCsHv98Pr9cJoNKKiooIZUmQxUFNDOuXStUQraj3XGVlMZBEmEgl0dHTAbDZz/o3dbudKBaJbVLxPeib0Oo1Do9GgubmZA92xWAwLCwtYXl5GcXExOjo6OE7S3NwMjUaDYDDItf7Wi0nRs6d4A7lkSVFVVFQgk8kgFouhtLSUSTOi0qOYoNlshtVqRUVFBcrLy1FcXIyFhQW24FZWVuD1erkOoNVqRTAY5HhVLBZDOr3WPsThcPD32Ww2xONxpFIplJeXo7KyEhMTE+z6E0/59HtlZSWzBn0+H4aGhrJcucCakrbZbExQKC4uRmlpKcegRO+C3KUtF9Ki8k8kEnA6ndixYwesVitsNhui0SgWFxeZSUi5dqL7mBKQ3+t7iTw0OjqK7u5ulJaWoqGhgQkYnZ2dsNvtGBwcRCAQQCgU4rJaJB81Gg3Kyso4z4yubbFYUFRUhI6ODuTm5rLrVVRQdID6JFpU/2Illclk8Pu///vYu3cvOjo6AAAej4fdVSJsNhs8Hg+/R1RQ9Hf623p4/PHH8ed//uf/0qFuaJB7i34nV86bb76Jubk5fOpTn8K2bduwadMmXrTHjx+H3+/nHJVYLIbp6WkEg0EO+tLCjsVicDqd+Kd/+id27d199918kg0EAvjlL3+J2dlZxONxGAwGdg+JioH6Sp09exZNTU3YtWsXKyuPx4N4PI6RkRG4XC4WjhSPorGkUilEo1F4PB6mw4+OjmJ2dpYp2CqVCl6vF6FQCJIkcWsEr9eLZDLJJ2YSLKFQCGNjYxzQn5+fx8svv4zx8XF85jOfQV1dHVpbWxGNRrGysgKXy4VkMslkCuCdquRiodBMJoNQKIShoSH09fWhubkZR44cwcjICM6dO4czZ84wXb+pqQlNTU2or68HsLY3hoeHMTw8jMnJSWYgAmuKiVyYyWQS4XAYHo8Hfr+frZOXXnoJly9fxr333ouGhgbccsstrDB7e3sxOTmJmZkZvPLKK6itrcW/+3f/ji2f+fl5rKys4I033uAqGxQHcrvdmJ+fh8PhwOTkJAKBACYmJtjKIfLLM888g927d6O5uRkPPPAAJEliIsPU1BSGh4fhdDq51Ybonkqn02hoaEB1dTXefPNNDA4OZq1J8hqo1WrMzs6isLAQs7OzzGz0+/3sFqRDEMXNJiYm4Ha7OU5GB5OpqSkuoTU7O4vp6WlkMhnU1dXh9ttvZwt8ZWUFoVCIFYlGo4Hb7UY0GuUY3NLSEoxGIyewB4NBzM/Pw+fzYXZ2Fm63GzqdDh6PBwcOHGCqOBFXzpw5w/FdylM8dOgQ4vE4AoEAAGBubo5d05Ikoby8HNXV1Thw4ADS6TRGR0e5cK+opNY7hH4S8C9WUo8++iiuXr2KkydPfpjjWRd/9Ed/hK9//ev8/2g0iqqqqn/z7/0oIWbrr66ucrLqwMAAu7qopxDRqSnWFAqFMDIyAo/Hg4WFhazTFp3QZ2dnAayV4TGbzSyYXS4XxsbGEAqFsmqZyQO25IaZnp6GJEkwm80Ih8NcFWBpaQlDQ0MIh8MIh8NZbTnkJAWVSpUloCmWQ8rQ6XRyAJvo0/39/ZienmZLAFg76brdbvT19cHpdCIUCqGgoACJRAJutxuDg4Nc3Zrur6WlhZWweFKVWzd0og+FQhgdHWVr3u12s3WUSqU44E+VPYC19Tk+Ps4UZLJ4aC7EOfH5fJiYmGDyQiaTgc/nQyaTwfT0NCvTlZUVJJNJDA8Ps2Alt9DAwACAtfjj/Pw8kxqIMCF2fg4EApiamoLRaEQ0GuW8Nrp/KqdFibcU66PcpWAwyIcMkeRCz1eSJCwsLHA9u4WFhawCxqJLdWlpCcFgEFeuXIHb7eZDVkFBAZaXl7lqfiwW43yv+fl5jjsuLy/D4/Gw65So36lUCuPj41hcXITdbmeGJble5+bmmDgxPDyMwsJCbj1DyoCsNofDgcuXL3O1jGQyyc8cAB84vF4vFhYW4HK5+GAwPj7OcWRStFThJCcnB06nk9mwRDDxeDxcvkt0e4tr55OGf5GSeuyxx3D06FGcOHGCkw2BtfwXWlyiNeX1emG32/k9586dy7qe1+vlv60HKjb6cYTo8iHLY2VlBU6nk91FVqsVRUVFmJubQyKRQDgcZuFBrq1jx45xtQQxe52YS6Ojo1hYWOCETSq1ND8/j4mJiawCs7QxxBI35H64cuUKHA4H3G43C26v18vuPPpO8qnLXTMq1VrxWUoKHh8fz3JLLS8v48qVKyw0KR/nxRdfRDweRzgczmrWSNR1h8PBcbd0Og2Px4MXXniBmV2Ur7Vv3z6srq6yZUVjEmMl5IZZXFzE0tISTp06haGhIYyNjXFCKdU5HBoa4vy04uJiVjIUuxIL0JI7jL6XkkJJUdCcUMKwVqvl3B6KcwwMDCCVSvEpn1pHUM7N3Nwclx6i+0kmkyxU5+bmEA6HMTY2htXVVaZk0/joey5cuICxsTF4vV5elw6HA8FgkAU6rRGKOZIgvXLlCqampphFR+kDZHGJhx6v14uXXnqJ3cRkdY6Pj8PlckGS1hLHFxcXEYvFEIlEWAknEgkMDw+zJeb3+7G4uIhEIoHe3l6YTCbU1tZyWoLD4UAkEuFDgCRJeOONN5CTk4OFhQVOGhZdmJcuXYLT6YTD4WDrpr+/H2NjYwiHw0y0mJ+fRyAQYCtJp9Ph9OnT6O/vR2trK7tSQ6EQuxuJPTk2NgaXy8X0espxFJWl6G35pOEDdeaVJAlf+9rX8MILL+D48eNoamrK+nskEkFpaSmefvppPPjggwCA0dFRtLa2ckzqlVdewb333gu32w2r1QoA+N//+3/jm9/8Jnw+3/tSRh+3zrxixWYAvOlJoBcWFjLDaGVlBalUit11YrsNcoFQjhSALIVDVZ5JcJICo9wktVrN1yP3CLkYaKPQWHQ6HW9m8utTTIYsJfp7WVkZ1zyrrKxEe3s7M9/++3//7+xmIctGp9OxIBNjQqTAyUqjPBmieqvVamg0Guzfvx9btmyB0+lkoUtj/t3f/V1MTU3hiSeewMjICHw+X5a7j6xW8RRLiaLU+p1q+BH1WAzsS5LEzEfKHaLXKO4h5nlpNJqsFvTk6qIeRyL1Op1OIxKJZFU3JwIMXZtO4aJbiOrd0Vqj9UaKQjyt01oC1pSo0WhkpU35YuJzpxhdIpHgezIYDO9qAClalDRWcgVTPp5KpeLYs9iehJQbMU7p/un50/yIsSx6nQ5ztCblFf4pF43GR2Ok+aa8MbEIMc1lcXExPyvyJoitVmjvUF4hsflo3dBaojVH9R/poCmOh1zQH0dr6kPtzPvoo4/iqaeewksvvQSDwcAxJKKGmkwmfOUrX8HXv/51zrT/2te+ht27d2PXrl0AgMOHD6OtrQ2//du/jb/+67+Gx+PBn/7pn+LRRx/92FpL7weiMhHzeug0SptZkiR2S5Cbg05pot9fvC6BXIUEUZCR4KDCo7SJ6H30XnKVxWIx/iwlx5LyFF06JOjKysrQ2dnJAXmv1wufz4dYLIalpaUsS4Oo0GKsg6w0uiZtWrpvylVaWVlBSUkJmpqaOCYXCoW40R5ZFrOzs3wiX2+uxLYilFQsCjeKrVAOmNxiJGUgKjsS0KJVQW5b8fM0JopZiPdM16LX0+k0FhYWsj5HcS9xXdHfSPCL1Gd69vRZGuPS0lJWWxJxbsRnIf5fpVIhHo9nXUu0zsU1SvOWTCazrE2adzoQ0TOmfl3i8xEryovWMCkAsk7FZyuuz2g0yvRzuoZIpKHcLlJ2Yv6dz+fjPUjKR/Q+0GFF3Cv0HeL76FBJZcPE/Sta+R835fR+8YGU1A9/+EMAwK233pr1+o9+9CN86UtfAgD8j//xP6BWq/Hggw9mJfMScnJycPToUTzyyCPYvXs3dDodvvjFL+Iv/uIv/nV3chODTr7iRpKX7aGseTqN0WYkZUVCW86gArLzsMTPFBYWsmW2XnyBLIr1GHXi/0mZiYwpseYeJSDv3r2bqehUVy+RSPAp+b02oripaWx0TzQPdHKnGJLJZEJbWxuqqqrYnSVJEn76059iZGQETqcTOTnvdJIV85/o+0RWlRj0p3iPnH0lTzYlYSaOWxSY4u+FhYVsBdPzpUObPI4lsg/pmZFFRwqQXFckXOXfS9aj2FVZtDpE600UkuJJnpQ0CWf6O1lXJKTF7r70XnF+xXVF8y0SWGgsojVB/xcPN3R98f/impSvLZVKxa02KP+P9od4qKDnTXtC3HO0huQuOSLhkEUoehroujROUXmL9y/OtXztfJLwgZTU+5mgwsJCPPHEE3jiiSfe8z01NTX45S9/+UG++mMP0f8sX4y0WEVaKr13PUtAfI+4qeXXI9AmFK8rfk5OfhCvI7omRQUnKt5IJMJEhqWlJTidTs6PorGK3yGnNovfK2c3iXND8zY3N8cuGirTQ9cdGhriwqg0fvG7xDkjBSQKZfl4xOuIEK9B/xd7LsmvI7+eODZxTZAAXe8z4nXla0MclyjQ5fcsCnRxHb7XOiI3q1zxrvdegtj1+b3mQHQxi4cB+TXlgl6O9faTfExyC3W9CiE0BnnqglzRi6+/1/2L45LvLfHwJX6vOMZPGj6ZdYg2GESBtN5ClL8uvpdOZ2IMYD3BL56+SYCJ16UiomIrb3I7iK4ouSBZ7xRI30Hvodp25J5xuVwIBALseiQlSfcqJ36I30fXlwtFimWoVCqMj49jYmKCmz2KFaXHx8c5WZPGv14LdNGiIoFCpXDe6xnKhQ3NJ70m5vqJ83etz0uSlDUfcibdenND80hWGcV8aD5F6068Fq0H+d/XU9L0OZFpKT9kiMJV/AzFVmlu1lOApBDodzFmK16L1odc0ZGlI78X+T3LD3akpEXLWZwbUfnTXltvPsWxy5+NeBgVP0NzB2Svm0+qm4/wgYgTGwUiceK9hMbNjveyHOTvEeMQ4ufeD+RuILqOeGqXX3O9cYlWx3rXIxeJXq9n5p/89HktK2W9ebjW/NB4yO0k3ocYu5N/Rnxdfk/rjXG968ghF9LXeh+QrRDWU8qiMrjWd4ljvt7cEtZ73tfDenPzXt8n/9z11pf82vJn837Gea1nJEnSu9ya13re1/oOwnrfJT/MrTf2a93rxxV0b9cjTtzUSmo9F8DNhhs5/e9HEX6Y3yPivYSwuEn/tXPzXt97I/FBhM+H9XyuJ0Q/CXiveb/eHH9Ue+R6uNHf/28B2vcfKrtPwccLH9XCfz/f828xlpt9Y39Y4/8wrvNhHBo2It6PJazgxuKmVlIfx03zScL7daF8nHCz3tfNOm6CMv6Nh/d7Tze1kgI+ng9PgQIFChSsQX39tyhQoECBAgU3Bje9JaX4jBUoUKDg5sP79YIplpQCBQoUKNiwuOktKSUmpUCBAgUfXyiWlAIFChQo2LC4qS0pvV6vxKQUKFCg4CaEJElcMf9auKmVVHl5eVZ1bAUKFChQcHMgnU5jbGzsuu+7qZXUpz/9ae6bo0CBAgUKbh6kUil85zvfue77bmoldfDgQeh0uhs9DAUKFChQ8AGRSCQ+/kpq165d1yxMqECBAgUKNiai0ej7ep/C7lOgQIECBRsWipJSoECBAgUbFoqSUqBAgQIFGxaKklKgQIECBRsWipJSoECBAgUbFoqSUqBAgQIFGxaKklKgQIECBRsWipJSoECBAgUbFoqSUqBAgQIFGxaKklKgQIECBRsWipJSoECBAgUbFoqSUqBAgQIFGxaKklKgQIECBRsWipJSoECBAgUbFjdlqw5JkgC8/1LvChQoUKBgY4HkN8nz98JNqaRisRgAoKqq6gaPRIECBQoU/GsQi8VgMpne8+8q6XpqbAMik8lgdHQUbW1tcDqdSuPDfwWi0SiqqqqUefwQoMzlhwNlHj88bOS5lCQJsVgM5eXlUKvfO/J0U1pSarUaFRUVAACj0bjhJv9mhDKPHx6UufxwoMzjh4eNOpfXsqAICnFCgQIFChRsWChKSoECBQoUbFjctEqqoKAA3/rWt1BQUHCjh3JTQ5nHDw/KXH44UObxw8PHYS5vSuKEAgUKFCj4ZOCmtaQUKFCgQMHHH4qSUqBAgQIFGxaKklKgQIECBRsWipJSoECBAgUbFoqSUqBAgQIFGxY3pZJ64oknUFtbi8LCQuzcuRPnzp270UPa8Pj2t78NlUqV9dPa2sp/T6VSePTRR1FSUgK9Xo8HH3wQXq/3Bo54Y+DEiRP41Kc+hfLycqhUKrz44otZf5ckCX/2Z3+GsrIyaDQaHDp0COPj41nvCQaDePjhh2E0GlFUVISvfOUriMfjH+FdbAxcby6/9KUvvWuN3nXXXVnvUeYSePzxx7F9+3YYDAZYrVbcf//9GB0dzXrP+9nPDocD99xzD7RaLaxWK775zW9idXX1o7yV94WbTkn99Kc/xde//nV861vfQl9fH7q7u3HnnXfC5/Pd6KFteLS3t8PtdvPPyZMn+W9/8Ad/gJdffhnPPvss3nrrLbhcLnz605++gaPdGEgkEuju7sYTTzyx7t//+q//Gt///vfx93//9zh79ix0Oh3uvPNOpFIpfs/DDz+MwcFBvP766zh69ChOnDiBr371qx/VLWwYXG8uAeCuu+7KWqNPP/101t+VuQTeeustPProozhz5gxef/11rKys4PDhw0gkEvye6+3ndDqNe+65B8vLyzh9+jR+/OMf48knn8Sf/dmf3Yhbujakmww7duyQHn30Uf5/Op2WysvLpccff/wGjmrj41vf+pbU3d297t/C4bCUl5cnPfvss/za8PCwBEDq7e39iEa48QFAeuGFF/j/mUxGstvt0t/8zd/wa+FwWCooKJCefvppSZIkaWhoSAIgnT9/nt/zyiuvSCqVSpqfn//Ixr7RIJ9LSZKkL37xi9J99933np9R5nJ9+Hw+CYD01ltvSZL0/vbzL3/5S0mtVksej4ff88Mf/lAyGo3S0tLSR3sD18FNZUktLy/j4sWLOHToEL+mVqtx6NAh9Pb23sCR3RwYHx9HeXk56uvr8fDDD8PhcAAALl68iJWVlax5bW1tRXV1tTKv18D09DQ8Hk/WvJlMJuzcuZPnrbe3F0VFRdi2bRu/59ChQ1Cr1Th79uxHPuaNjuPHj8NqtaKlpQWPPPIIAoEA/02Zy/URiUQAAMXFxQDe337u7e1FZ2cnbDYbv+fOO+9ENBrF4ODgRzj66+OmUlJ+vx/pdDprYgHAZrPB4/HcoFHdHNi5cyeefPJJvPrqq/jhD3+I6elp3HLLLYjFYvB4PMjPz0dRUVHWZ5R5vTZobq61Hj0eD6xWa9bfc3NzUVxcrMytDHfddRf+4R/+Ab/+9a/x3e9+F2+99RaOHDmCdDoNQJnL9ZDJZPD7v//72Lt3Lzo6OgDgfe1nj8ez7rqlv20k3JStOhR8cBw5coR/7+rqws6dO1FTU4Of/exn0Gg0N3BkChSs4XOf+xz/3tnZia6uLjQ0NOD48eO4/fbbb+DINi4effRRXL16NSu+/HHDTWVJWSwW5OTkvIul4vV6Ybfbb9Cobk4UFRWhubkZExMTsNvtWF5eRjgcznqPMq/XBs3Ntdaj3W5/F6lndXUVwWBQmdvroL6+HhaLBRMTEwCUuZTjsccew9GjR/Hmm2+isrKSX38/+9lut6+7bulvGwk3lZLKz8/H1q1b8etf/5pfy2Qy+PWvf43du3ffwJHdfIjH45icnERZWRm2bt2KvLy8rHkdHR2Fw+FQ5vUaqKurg91uz5q3aDSKs2fP8rzt3r0b4XAYFy9e5PccO3YMmUwGO3fu/MjHfDNhbm4OgUAAZWVlAJS5JEiShMceewwvvPACjh07hrq6uqy/v5/9vHv3bgwMDGQp/ddffx1GoxFtbW0fzY28X9xo5sYHxTPPPCMVFBRITz75pDQ0NCR99atflYqKirJYKgrejW984xvS8ePHpenpaenUqVPSoUOHJIvFIvl8PkmSJOn3fu/3pOrqaunYsWPShQsXpN27d0u7d+++waO+8YjFYtKlS5ekS5cuSQCk733ve9KlS5ek2dlZSZIk6Tvf+Y5UVFQkvfTSS1J/f7903333SXV1ddLi4iJf46677pK2bNkinT17Vjp58qTU1NQkff7zn79Rt3TDcK25jMVi0h/+4R9Kvb290vT0tPTGG29IPT09UlNTk5RKpfgaylxK0iOPPCKZTCbp+PHjktvt5p9kMsnvud5+Xl1dlTo6OqTDhw9Lly9fll599VWptLRU+qM/+qMbcUvXxE2npCRJkv72b/9Wqq6ulvLz86UdO3ZIZ86cudFD2vD47Gc/K5WVlUn5+flSRUWF9NnPflaamJjgvy8uLkr/4T/8B8lsNktarVZ64IEHJLfbfQNHvDHw5ptvSgDe9fPFL35RkqQ1Gvp//a//VbLZbFJBQYF0++23S6Ojo1nXCAQC0uc//3lJr9dLRqNR+vKXvyzFYrEbcDc3Fteay2QyKR0+fFgqLS2V8vLypJqaGul3f/d333X4VOZSWncOAUg/+tGP+D3vZz/PzMxIR44ckTQajWSxWKRvfOMb0srKykd8N9eH0k9KgQIFChRsWNxUMSkFChQoUPDJgqKkFChQoEDBhoWipBQoUKBAwYaFoqQUKFCgQMGGhaKkFChQoEDBhoWipBQoUKBAwYaFoqQUKFCgQMGGhaKkFChQoEDBhoWipBQoUKBAwYaFoqQUKFCgQMGGhaKkFChQoEDBhsX/B87sD52cS46qAAAAAElFTkSuQmCC"},"metadata":{}}]},{"cell_type":"code","source":"X_train_txt[2354]","metadata":{"execution":{"iopub.status.busy":"2024-05-09T09:32:07.847127Z","iopub.execute_input":"2024-05-09T09:32:07.847505Z","iopub.status.idle":"2024-05-09T09:32:07.853829Z","shell.execute_reply.started":"2024-05-09T09:32:07.847474Z","shell.execute_reply":"2024-05-09T09:32:07.852878Z"},"trusted":true},"execution_count":5,"outputs":[{"execution_count":5,"output_type":"execute_result","data":{"text/plain":"\"TRUMP Canada's immigration website crashed because too many people are trying to leave America.\""},"metadata":{}}]},{"cell_type":"code","source":"df = pd.read_csv('/kaggle/input/memotion-dataset/Memotion 3/updated_val.csv')\nimg_folder = '/kaggle/input/memotion-dataset/Memotion 3/valImages'\nimages = []\n\ndf['humour'] = df['humour'].replace({'not_funny': 0, 'funny': 1, 'very_funny': 1, 'hilarious' : 1})\ndf['sarcastic'] = df['sarcastic'].replace({'not_sarcastic': 0, 'twisted_meaning': 1, 'general' : 1, 'little_sarcastic' : 1, 'very_sarcastic' : 1, 'very_twisted' : 1})\ndf['offensive'] = df['offensive'].replace({'not_offensive': 0, 'offensive': 1, 'slight' : 1, 'very_offensive' : 1, 'hateful_offensive': 1})\ndf['motivational'] = df['motivational'].replace({'not_motivational': 0, 'motivational': 1})\n\nfor index, row in df.iterrows():\n if pd.isna(row['ocr']):\n df.at[index, 'ocr'] = '.'\n\n#X_train_txt\nX_val_txt = df['ocr']\nX_val_txt = X_val_txt.tolist()\nX_val_txt = [s.replace('\\n', ' ') for s in X_val_txt]\n\n#X_train_image\nfor index,row in df.iterrows():\n img_path = os.path.join(img_folder, str(row['image_id'])+'.jpg')\n image = Image.open(img_path)\n image = image.resize(target_shape)\n images.append(image)\n \nX_val_img = np.array(images)\n\n# Combine the columns into a new DataFrame\nY_val = pd.concat([df['humour'], df['sarcastic'], df['offensive'], df['motivational']], axis=1)\nY_val = np.array(Y_val, dtype=np.int32)","metadata":{"execution":{"iopub.status.busy":"2024-05-09T09:32:13.315363Z","iopub.execute_input":"2024-05-09T09:32:13.315755Z","iopub.status.idle":"2024-05-09T09:32:27.505157Z","shell.execute_reply.started":"2024-05-09T09:32:13.315723Z","shell.execute_reply":"2024-05-09T09:32:27.504390Z"},"trusted":true},"execution_count":6,"outputs":[{"name":"stderr","text":"/tmp/ipykernel_34/2062857121.py:5: FutureWarning: Downcasting behavior in `replace` is deprecated and will be removed in a future version. To retain the old behavior, explicitly call `result.infer_objects(copy=False)`. To opt-in to the future behavior, set `pd.set_option('future.no_silent_downcasting', True)`\n df['humour'] = df['humour'].replace({'not_funny': 0, 'funny': 1, 'very_funny': 1, 'hilarious' : 1})\n/tmp/ipykernel_34/2062857121.py:6: FutureWarning: Downcasting behavior in `replace` is deprecated and will be removed in a future version. To retain the old behavior, explicitly call `result.infer_objects(copy=False)`. To opt-in to the future behavior, set `pd.set_option('future.no_silent_downcasting', True)`\n df['sarcastic'] = df['sarcastic'].replace({'not_sarcastic': 0, 'twisted_meaning': 1, 'general' : 1, 'little_sarcastic' : 1, 'very_sarcastic' : 1, 'very_twisted' : 1})\n/tmp/ipykernel_34/2062857121.py:7: FutureWarning: Downcasting behavior in `replace` is deprecated and will be removed in a future version. To retain the old behavior, explicitly call `result.infer_objects(copy=False)`. To opt-in to the future behavior, set `pd.set_option('future.no_silent_downcasting', True)`\n df['offensive'] = df['offensive'].replace({'not_offensive': 0, 'offensive': 1, 'slight' : 1, 'very_offensive' : 1, 'hateful_offensive': 1})\n/tmp/ipykernel_34/2062857121.py:8: FutureWarning: Downcasting behavior in `replace` is deprecated and will be removed in a future version. To retain the old behavior, explicitly call `result.infer_objects(copy=False)`. To opt-in to the future behavior, set `pd.set_option('future.no_silent_downcasting', True)`\n df['motivational'] = df['motivational'].replace({'not_motivational': 0, 'motivational': 1})\n","output_type":"stream"}]},{"cell_type":"code","source":"Y_train[:5]","metadata":{"execution":{"iopub.status.busy":"2024-05-09T09:32:32.015046Z","iopub.execute_input":"2024-05-09T09:32:32.015711Z","iopub.status.idle":"2024-05-09T09:32:32.022652Z","shell.execute_reply.started":"2024-05-09T09:32:32.015678Z","shell.execute_reply":"2024-05-09T09:32:32.021671Z"},"trusted":true},"execution_count":7,"outputs":[{"execution_count":7,"output_type":"execute_result","data":{"text/plain":"array([[1, 1, 0, 0],\n [1, 1, 1, 0],\n [1, 1, 0, 0],\n [1, 1, 0, 0],\n [0, 0, 1, 0]], dtype=int32)"},"metadata":{}}]},{"cell_type":"code","source":"plt.imshow(X_val_img[715])","metadata":{"execution":{"iopub.status.busy":"2024-05-09T09:32:35.112389Z","iopub.execute_input":"2024-05-09T09:32:35.113158Z","iopub.status.idle":"2024-05-09T09:32:35.425869Z","shell.execute_reply.started":"2024-05-09T09:32:35.113126Z","shell.execute_reply":"2024-05-09T09:32:35.424983Z"},"trusted":true},"execution_count":8,"outputs":[{"execution_count":8,"output_type":"execute_result","data":{"text/plain":""},"metadata":{}},{"output_type":"display_data","data":{"text/plain":"
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"},"metadata":{}}]},{"cell_type":"code","source":"X_val_txt[715]","metadata":{"execution":{"iopub.status.busy":"2024-05-09T09:32:38.698201Z","iopub.execute_input":"2024-05-09T09:32:38.698557Z","iopub.status.idle":"2024-05-09T09:32:38.704940Z","shell.execute_reply.started":"2024-05-09T09:32:38.698531Z","shell.execute_reply":"2024-05-09T09:32:38.703807Z"},"trusted":true},"execution_count":9,"outputs":[{"execution_count":9,"output_type":"execute_result","data":{"text/plain":"'.'"},"metadata":{}}]},{"cell_type":"code","source":"from keras.models import Model\nfrom keras.layers import Dense, Flatten\nfrom keras.optimizers import Adam","metadata":{"execution":{"iopub.status.busy":"2024-05-09T09:32:41.525890Z","iopub.execute_input":"2024-05-09T09:32:41.526678Z","iopub.status.idle":"2024-05-09T09:32:41.532196Z","shell.execute_reply.started":"2024-05-09T09:32:41.526613Z","shell.execute_reply":"2024-05-09T09:32:41.531261Z"},"trusted":true},"execution_count":10,"outputs":[]},{"cell_type":"markdown","source":"### **Distil_BERT_Multi**","metadata":{}},{"cell_type":"code","source":"# Use a shorter sequence length.\npreprocessor = keras_nlp.models.DistilBertPreprocessor.from_preset(\n \"distil_bert_base_multi\",\n sequence_length=128,\n)\n# Pretrained classifier.\nbase_model_text = keras_nlp.models.DistilBertClassifier.from_preset(\n \"distil_bert_base_multi\",\n num_classes=4, # Adjust num_classes to match the number of labels\n preprocessor=preprocessor,\n)\n\n# Adjust the model's output layer for multi-label classification\nbase_model_text.layers[-1].activation = keras.activations.sigmoid\n\n# Access backbone programmatically (e.g., to change `trainable`).\nbase_model_text.backbone.trainable = False\n\npooled_output = base_model_text.get_layer('pooled_dense').output\n\n# Add a dense layer with 1024 neurons and sigmoid activation\ntxt_features = Dense(512, activation='relu')(pooled_output)\n\n# Define the new model with the added layer\nmodel_txt = Model(inputs=base_model_text.input, outputs=txt_features)\n","metadata":{"execution":{"iopub.status.busy":"2024-05-09T09:32:48.089068Z","iopub.execute_input":"2024-05-09T09:32:48.089453Z","iopub.status.idle":"2024-05-09T09:33:01.083933Z","shell.execute_reply.started":"2024-05-09T09:32:48.089422Z","shell.execute_reply":"2024-05-09T09:33:01.083055Z"},"trusted":true},"execution_count":11,"outputs":[{"name":"stderr","text":"Attaching 'tokenizer.json' from model 'keras/distil_bert/keras/distil_bert_base_multi/2' to your Kaggle notebook...\nAttaching 'tokenizer.json' from model 'keras/distil_bert/keras/distil_bert_base_multi/2' to your Kaggle notebook...\nAttaching 'assets/tokenizer/vocabulary.txt' from model 'keras/distil_bert/keras/distil_bert_base_multi/2' to your Kaggle notebook...\nAttaching 'config.json' from model 'keras/distil_bert/keras/distil_bert_base_multi/2' to your Kaggle notebook...\nAttaching 'config.json' from model 'keras/distil_bert/keras/distil_bert_base_multi/2' to your Kaggle notebook...\nAttaching 'model.weights.h5' from model 'keras/distil_bert/keras/distil_bert_base_multi/2' to your Kaggle notebook...\n/opt/conda/lib/python3.10/site-packages/keras_nlp/src/models/backbone.py:93: UserWarning: `Model.state_updates` will be removed in a future version. This property should not be used in TensorFlow 2.0, as `updates` are applied automatically.\n return id(getattr(self, attr)) not in self._functional_layer_ids\n/opt/conda/lib/python3.10/site-packages/keras_nlp/src/models/backbone.py:93: UserWarning: `layer.updates` will be removed in a future version. This property should not be used in TensorFlow 2.0, as `updates` are applied automatically.\n return id(getattr(self, attr)) not in self._functional_layer_ids\n","output_type":"stream"}]},{"cell_type":"code","source":"from keras.utils import plot_model\nplot_model(model_txt, show_shapes=True, show_layer_names=True)","metadata":{"execution":{"iopub.status.busy":"2024-05-09T09:33:07.481035Z","iopub.execute_input":"2024-05-09T09:33:07.481644Z","iopub.status.idle":"2024-05-09T09:33:07.749559Z","shell.execute_reply.started":"2024-05-09T09:33:07.481605Z","shell.execute_reply":"2024-05-09T09:33:07.748674Z"},"trusted":true},"execution_count":12,"outputs":[{"execution_count":12,"output_type":"execute_result","data":{"image/png":"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","text/plain":""},"metadata":{}}]},{"cell_type":"code","source":"model_txt.summary()","metadata":{"execution":{"iopub.status.busy":"2024-05-09T09:33:16.314210Z","iopub.execute_input":"2024-05-09T09:33:16.314898Z","iopub.status.idle":"2024-05-09T09:33:16.358803Z","shell.execute_reply.started":"2024-05-09T09:33:16.314860Z","shell.execute_reply":"2024-05-09T09:33:16.357825Z"},"trusted":true},"execution_count":13,"outputs":[{"name":"stdout","text":"Model: \"model\"\n__________________________________________________________________________________________________\n Layer (type) Output Shape Param # Connected to \n==================================================================================================\n padding_mask (InputLayer) [(None, None)] 0 [] \n \n token_ids (InputLayer) [(None, None)] 0 [] \n \n distil_bert_backbone (Dist (None, None, 768) 1347340 ['padding_mask[0][0]', \n ilBertBackbone) 80 'token_ids[0][0]'] \n \n tf.__operators__.getitem ( (None, 768) 0 ['distil_bert_backbone[0][0]']\n SlicingOpLambda) \n \n pooled_dense (Dense) (None, 768) 590592 ['tf.__operators__.getitem[0][\n 0]'] \n \n dense (Dense) (None, 512) 393728 ['pooled_dense[0][0]'] \n \n==================================================================================================\nTotal params: 135718400 (517.72 MB)\nTrainable params: 984320 (3.75 MB)\nNon-trainable params: 134734080 (513.97 MB)\n__________________________________________________________________________________________________\n","output_type":"stream"}]},{"cell_type":"markdown","source":"### **VGG16**","metadata":{}},{"cell_type":"code","source":"from keras.preprocessing import image\nfrom keras.applications.vgg16 import preprocess_input, VGG16\n\n# Load the pre-trained VGG16 model\nbase_model_img = VGG16(weights='imagenet', include_top=False, input_shape=(224, 224, 3))\n\nx = base_model_img.output\nx = Flatten()(x)\nimg_features = Dense(512, activation='relu')(x)\n# predictions = Dense(4, activation='sigmoid')(x) # Sigmoid activation for multi-label\nmodel_img = Model(inputs=base_model_img.input, outputs=img_features)\n\nfor layer in base_model_img.layers:\n layer.trainable = False\n","metadata":{"execution":{"iopub.status.busy":"2024-05-09T09:33:26.664040Z","iopub.execute_input":"2024-05-09T09:33:26.664416Z","iopub.status.idle":"2024-05-09T09:33:27.450276Z","shell.execute_reply.started":"2024-05-09T09:33:26.664389Z","shell.execute_reply":"2024-05-09T09:33:27.449459Z"},"trusted":true},"execution_count":14,"outputs":[{"name":"stdout","text":"Downloading data from https://storage.googleapis.com/tensorflow/keras-applications/vgg16/vgg16_weights_tf_dim_ordering_tf_kernels_notop.h5\n58889256/58889256 [==============================] - 0s 0us/step\n","output_type":"stream"}]},{"cell_type":"code","source":"X_train_img = preprocess_input(X_train_img)\nX_val_img = preprocess_input(X_val_img)","metadata":{"execution":{"iopub.status.busy":"2024-05-09T09:33:37.815027Z","iopub.execute_input":"2024-05-09T09:33:37.816108Z","iopub.status.idle":"2024-05-09T09:33:40.617240Z","shell.execute_reply.started":"2024-05-09T09:33:37.816065Z","shell.execute_reply":"2024-05-09T09:33:40.616446Z"},"trusted":true},"execution_count":15,"outputs":[]},{"cell_type":"code","source":"from keras.utils import plot_model\nplot_model(model_img, show_shapes=True, show_layer_names=True)\n# model_img.summary()\n# model_txt.summary()","metadata":{"execution":{"iopub.status.busy":"2024-05-09T09:33:44.896653Z","iopub.execute_input":"2024-05-09T09:33:44.896987Z","iopub.status.idle":"2024-05-09T09:33:45.070722Z","shell.execute_reply.started":"2024-05-09T09:33:44.896963Z","shell.execute_reply":"2024-05-09T09:33:45.069772Z"},"trusted":true},"execution_count":16,"outputs":[{"execution_count":16,"output_type":"execute_result","data":{"image/png":"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","text/plain":""},"metadata":{}}]},{"cell_type":"code","source":"# Define input layers\ntext_input = base_model_text.input\nimg_input = base_model_img.input\n\n# Concatenate features\ncombined_features = keras.layers.concatenate([txt_features, img_features])\n\n# Final prediction layer (adjust number of neurons based on your task)\npredictions = keras.layers.Dense(4, activation='sigmoid')(combined_features)\n\n# Create the final model\nmodel = Model(inputs=[text_input, img_input], outputs=predictions)","metadata":{"execution":{"iopub.status.busy":"2024-05-09T09:34:04.415845Z","iopub.execute_input":"2024-05-09T09:34:04.416489Z","iopub.status.idle":"2024-05-09T09:34:04.448137Z","shell.execute_reply.started":"2024-05-09T09:34:04.416453Z","shell.execute_reply":"2024-05-09T09:34:04.447390Z"},"trusted":true},"execution_count":18,"outputs":[]},{"cell_type":"code","source":"from keras.utils import plot_model\nplot_model(model, show_shapes=True, show_layer_names=True)","metadata":{"execution":{"iopub.status.busy":"2024-05-09T09:34:07.584193Z","iopub.execute_input":"2024-05-09T09:34:07.585020Z","iopub.status.idle":"2024-05-09T09:34:07.945493Z","shell.execute_reply.started":"2024-05-09T09:34:07.584986Z","shell.execute_reply":"2024-05-09T09:34:07.944530Z"},"trusted":true},"execution_count":19,"outputs":[{"execution_count":19,"output_type":"execute_result","data":{"image/png":"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kHzs2DHMnDkTaWlpSE9Px6xZsxAVFYXOnTvjzTff1NvX3d0d06ZNQ3x8PIYNG4ZLly7h7t27iIyMxOeffw5fX1989tlnGrFnzpzBO++8g0uXLiErKwu7d+/G+++/j/Hjx+u9K2327NkICgpCeHi4er9VleDgYPz222+4e/cuMjMzsWvXLvVerAsWLIC5uXmx16O4eZZk7qVlbW2NUaNGISkpCYsWLcLYsWOLjC3LNSjvoqKiEBkZibt37+LSpUsYPHgwUlNTER4err6rFgA6duwI4NHexunp6UhPT0doaCjy8/N1jvvKK68AAPbu3YurV69i165dCAgIUB///PPPYWdnh2+++caAs9NPoVCgffv2SExMLNW+snZ2dti8eTPs7e21jg0YMABdu3bFypUrMX/+fKSnp+Pq1auYOnUqoqKiMHDgQI0CYkn0798fb775JmbPno0lS5YgLS0N9+/fx65duxASEoJRo0bh5ZdfVscvX74cCoUCq1atKtb4eXl56NmzJ44dO4asrCxcuXIFs2bNwsKFC9GsWTOMHj1aI37evHmoWbMm+vXrh8OHD+PevXs4cOAAhgwZghdeeAELFizQiK/I+Zw+fRo9e/ZEamoqvL29tbYWWbFixTPPHwCuXr2K69evqz+nRERERERERFSIoR7jV9Kn2NvZ2QkAASCLFy+WyZMni5ubm1haWkrt2rXl3//+t2RnZ+uMV71yc3PVx7dt2yaBgYHi4OAglpaW4uHhIRMnTpSMjAytcxeOtbW1lYYNG8qiRYukoKBAREQ8PT01zuPo6CgiIp06ddLKITExUY4fPy6jR4+WRo0aSZUqVcTS0lJq1aolwcHBcvjw4VKu6JPzLMncdeWem5srYWFhWu3Hjx/XGD89PV1sbGzkrbfeKjLXsl6DsLAw8fLyKnG/x92+fVtrfrVq1RIREaVSqdHesmVLEREJCAjQaLezs1OP99FHH6nXaNiwYeLi4iJWVlbi6+srK1as0JnDzJkzxd3dXZRKpbz88suybt06GT9+vHr8Zs2aqWMzMzOlf//+4uTkJM7OzjJixAjJyclRHw8NDRUbGxtZsGDBU6+NiEhsbKwAkNjY2BL127VrlwCQyMhIjXYfHx+t9c7MzNQ5xo8//igA5PTp0xrteXl5Mm/ePPHz8xNra2uxsbGRJk2ayJIlSzSu/dK8f3l5ebJgwQJp1KiRWFtbi4ODg/j7+8t3332n9bn64osvBIAcPXr0ietRUFAgBw4ckBEjRoiPj4/Y29uLra2t+Pn5ybRp0zS+ywpLTk6WoUOHSrVq1cTS0lJefPFFeeedd+Ty5ctasRU5nzlz5mhdF4+/ZsyY8UzzFxFZtGiRKBQKiYuLe+IcCivp7zsiIiIiIiKiCihWIVKCDX5LwNvbG8HBwQgPDzfE8PScCQ8PR2RkJM6cOWPsVDSMGTMGCxYsQGJiIjw8PIydzlOLi4uDr68vYmNj4ePjU6K+Xbt2xaVLl/D333+b1N3mKi1atMCNGzdw7ty5crF3NfMpW9nZ2ahfvz66du2K7777rkR9+fuOiIiIiIiIngNx5XJrCyKqeNatWwelUolBgwYhLy/P2OmUqeXLl+PYsWP49ttvy0WRlPmUraysLPTs2ROenp6YP3++sdMhIiIiIiIiKpdYSCaiMlGlShUcPHgQLi4u+O2334ydTpkREfz888/YuHEj2rdvb+x0mI8BREVFoWnTpti5cyesra2NnQ4RERERERFRuWRh7ASeZ+Hh4ZgyZcoT4wy0+wg9hT///BNNmzZV/1y/fn20bNkSBw8eNGJWxmdra2tyd3QqFAps27bN2GmoMZ+y179/f2OnQERERERERFTu8Y5kIwoPD4eIPPFF5U+TJk203qfnvYhMRERERERERESmi4VkIiIiIiIiIiIiItKLhWQiIiIiIiIiIiIi0ouFZCIiIiIiIiIiIiLSi4VkIiIiIiIiIiIiItKLhWQiIiIiIiIiIiIi0svCUAM/fPgQU6ZMwZQpUwx1CnrOWFlZQaFQGDuN54Kvr6+xUyCqMJRKpbFTICIiIiIiIjI4gxWSLS0t0atXL/Tu3dtQp6DnyKZNm3DkyBHMnTvX2KmYtOTkZEyYMAERERGoXbu2sdMhqhA+/vhjY6dAREREREREZHAGKySbmZnBx8cHwcHBhjoFPUfOnDmDuLg4Xk8GFhcXhwkTJqBz587w8fExdjpEFUJ4eLixUyAiIiIiIiIyOO6RTERERERERERERER6sZBMRERERERERERERHqxkExEREREREREREREerGQTERERERERERERER6sZBMRERERERERERERHqxkExEREREREREREREelkYOwEiMi0ignv37qFSpUo4fvw47t+/DwCwt7dHkyZNdPYpHKfy2muvwdzc3OD5GsqlS5eQlJSk85i+tQCABw8eIDExEbm5ufD09ISdnZ3J5QM8ulbOnz+P9PR0VKtWDbVr14aVldUzzz8jIwMODg6lnwgRERERERHRc+C5LiTHxMTg888/x969e+Hu7g5ra2skJycjLS0NjRs3RseOHTFgwAB4e3sbO1W1hw8f4quvvsK6detw7do1eHh44M6dO7hw4QJ69OiBGTNmoH79+ur4jRs34ttvv0VsbCxu3rwJf39/2Nvb4969e/jnn3+Qk5ODzp074+OPP0bTpk2NODMyBQkJCejfvz+++uorBAQEYPHixbh06RIOHDgAEcH27dsRFBSk1U8V9/vvv8Pf3x92dnbYsWMHbGxsjDCLsrFixQpMmzZN5zE/Pz/ExMRotd+/fx+TJ0/GmjVrUKdOHYgIzpw5g+7du2PatGkan+2KnE9KSgoiIiLwww8/wNLSEi+++CIuX76MjIwMvPvuuwgLC9Mq7Boy/507d2Lx4sVYv349XnzxxVLNiYiIiIiIiMjUPbeF5A0bNuDtt99Gnz59kJSUBGdnZ/Wxw4cPY8SIEZgxYwbMzMzw5ZdfGjFTTenp6Zg0aRJGjx6NOXPmQKlUAgD27duHoKAgHDhwAHFxcXjhhRcAACEhIQgJCUH37t3x888/Y/ny5WjUqBGAR3cD/v777xg/fjyaN2+OqVOnYtKkSUabW0WSmZmJv/76C25ubqhbt+5zd35dYmNj0bp1a0ybNg0BAQEAgFWrVgF4dMfo/fv3MXDgQMTExGgV61Rx1tbWWLVqFXx9fZ9t8gZSr1491K5dW6vdw8NDqy0nJwdBQUHIzMxETEwM3NzcAACHDh1Cu3bt0Lp166cqJJenfKKjo7Fw4UKsWbMGAwYMAPDo+2jWrFkIDQ1FTEwMfvvtt2eWf3BwMOLj49GiRQv88ccfOs9BRERERERE9Lx7LgvJhw8fxtChQ9GhQwesXr0aCoVC43iLFi2wa9cuncUJY1MqlQgMDMSMGTPURWQACAwMxJAhQ7BkyRJERkbi/ffff+JYCoUCAQEBOHDgANq3b4/JkyfDxcUF77zzjiGnYBLOnj2LwMBATJ482Sh/aDD2+R+Xk5ODkJAQNG/eHCNHjtQZ07JlSxw6dAh9+vRBdHQ0LCxM/+tn5MiRmDBhQrFi58yZgz/++ANnzpxRFz2BR+s2evRo1KpVy2TyqVatGoYNG6YuIgOPvo8mTpyINWvWYO/evThz5ozW/wYxZP5hYWHYvn07Bg8ejL1795Z6bkRERERERESm6rl82N6ECROQm5uLL774QquIrFKjRg1MmDCh3NztqeLi4oK9e/fq3KPU3d0dAHDnzp0SjWljY4Ply5dDoVAgNDQUmZmZZZIrPT82bNiAM2fO6L2jfe7cufD398ehQ4d45/tj8vPz8c0336B58+Z46aWXtI7PmTMHPXr0MJl8OnTogKVLl+o8Vq9ePQAl/x4rrLT5T5o0Cfv27cOePXtKfW4iIiIiIiIiU2X6twTq8Mcff6Bq1arw9/fXGzdlyhSd7Q8fPkR8fDyys7Ph5uaGmjVrahz/888/ce/ePQCAq6sr6tWrh6tXr+Ly5ct48cUXNe6EO3/+PFJSUtQ/q+4SBrQfLtW0aVO9D7k6f/48AKBNmzZ656WLl5cXmjRpguPHj+PXX39Fr169SjxGeSUiOHv2LG7dugUXFxet/45/6tQp3L59GwA0toq4ePEiLl++DOBRAd/HxwcAcPr0afz1118AgKSkJERHRwMAqlSpAj8/P5w+fRo3b94E8OjOSy8vL9y4cQMXLlyAjY0NfH19YWZmZrDzG8P69ethb2+Pf/3rX0XGKJVKbN68Ga+88goiIiIQEBCALl26FPsct2/fRmJiIhQKBTw9PTX20M3Ly8PBgwfVPzds2BBOTk44d+4cMjIy4OHhgcqVKxc5tur9sbCwgJeXF2xtbYud15NkZWXhwoULyM7ORr169dTbzhR28uRJXLt2DSEhIQCA69ev48KFC3BwcMDLL79cpg8dLG/5PO78+fN6r2VD5t++fXsoFAqsXbsW7du3L7tJEREREREREZkCMRAvLy8JCwsz1PBPBYC89tprJe734MEDmTBhgtja2oqrq6v4+fmJUqmUFi1ayKlTp9Rxw4YNE39/fwEg48ePl2HDhomvr694eXln6vr9AAAgAElEQVQJAOnevbvk5OSIiMjChQvF09NTAEi9evWkbdu26nGWL18uLVq0EADSunVruXjxYpG53bp1SypXrixvvfWWzuNvvvmmAJCTJ08WOcZ7770nAOSTTz4p6dIYXFhYmHh5eZW434oVK6RmzZri5OQk/v7+4uDgIHXq1JHIyEh1zLhx4+SVV14RADJ58mR1+5IlS6RVq1YCQHr27Klunzhxojre1dVVAgICJCAgQMaNG6c+3rJlSwEgISEhMmzYMHF1dZXGjRuLtbW11K5dW3bu3Gmw86skJiZKUlJSidYrNjZWAEhsbGyx++Tm5oqVlZX4+/sXGWNnZ6e+9rZt2yYKhUKcnJzk8uXLGnFKpVJOnz6t0XblyhXp3r27WFpaire3t9SvX18sLS2lX79+cuPGDRERyczMlICAAHF3dxcAsnLlSgkMDJRXXnlFatWqJRYWFjJ9+nStvJKTk6VLly5iaWkpDRo0EA8PD1EqlfLBBx/IgwcPir0GukyePFkaN24szs7O0rBhQ3F3dxczMzNp166dnD17ViN21apVAkD+/e9/S69evcTZ2Vn8/f2lUqVKUrVqVVmxYsVT5VIe89Fl3759AkC+/vpro+Xv6uoqL774YonyLs+/74iIiIiIiIjKSOxzW0ju2rVrifv17NlTAMiqVavUbUlJSeLl5SUODg6SkJCgbj958qQAEGdnZ9m9e7e6fdq0aQJAvvvuO40xLCwsJDAwUOucy5Ytk3bt2unNKz8/X7p37y4+Pj5y584dnTHFKSRPmjRJAMjbb7+t93zGUJpC8sKFCwWADB8+XHJzc0VEJCsrS3r16iUA5Pvvv1fHHj9+XKuQK/KoQPl4IVdfvMrt27cFgFhaWsqcOXPU7ampqeLj4yNKpVJiYmIMdv6///5bzMzMRKlUSmpqalFLpKU0heTExEQBIF26dCkypnAhWUQkNDRUAEiLFi3Uf1QR0S4k37lzR9zd3cXZ2Vn+/PNPdXt0dLTY2tqKn5+fZGdnq9vnzZsnAKRhw4Zy6dIlEXlU6A4KChKFQiFnzpxRx96+fVvq1q0rjo6OcuLECXX7pk2bBIAMHDiw2Gugy/Lly+WTTz6R+/fvq9sOHz4sVatWFRcXF0lJSVG3R0RECACxsLCQgQMHysOHD0Xk0fsfFBSkdb2aQj6Pu3HjhtStW1f69+9v1PybNWsmACQzM7PYuZfn33dEREREREREZST2udwjGXj0cLCS+OOPP/DTTz+hXbt2GDJkiLrd1dUV06ZNQ0ZGBsLCwrT6NW3aVOO/SPfv3x8AcPz4cY0xevfujX379uHEiRPqdhHBV199pffhUgUFBRg6dCgSExOxd+9eODo6lmhehT148ADAoz2TK7oHDx5g8uTJcHR0xLx589QPdrOxscE333wDS0tLjB8/HgUFBQbNo169ehrvX40aNTB16lQ8fPgQM2bMMNh569Spg379+mHw4ME6/+t/Wbpx4wYAwN7evth9pk6disDAQBw+fBihoaFFxi1atAgXLlzAmDFjNLaiCQgIwPDhw3Hq1CmsXr1aq1+/fv1Qp04dAICFhQVCQkIgIuotQQBg8eLFuHTpEsaOHYvGjRur23v16oXOnTtj/fr1OHfuXLHn9Lhhw4Zh1qxZGttkNG/eHJ9//jnS09Mxe/ZsdXteXh4AwNLSEgsWLICVlRWAR2u6aNEiKBQKnd8vFTmfwm7evIn27dujWbNmWLNmjVHzV20fdOvWrTKZGxEREREREZGpeG4LyVevXi1RvGof2ldffVXrmKpt3759Wsc8PT01flYV9VR76Kp8/PHHAICIiAh12y+//AJzc3N07ty5yLzGjRuH48ePIzo6GlWrVi3GTIp26dIlACh3DxgsjRMnTiAjIwPe3t5aBc5q1arBzc0NV69exdmzZw2ah2pf48JUBdFDhw4Z7LyVKlXCunXrsGTJElhaWhrsPMD/i3aF931+EnNzc/zwww+oWbMm5s6di61bt+qMM+TnTjW2vb09oqOjNV5VqlSBiOC3334r9pyKq3Xr1gCAAwcOqNtUfwByd3dHlSpVNOLr1q2LatWqITEx0SDFTWPnk52dja5du8LT0xMbNmwo8f7LZZ2/6vy5ubklyoOIiIiIiIjI1D2XD9tzcHBAQkICMjIyNB7Y9bijR4/CzMwMTZs2xf379wE8KtDpGg+AOqYwa2trjZ9VRQoR0Whv3LgxAgMDsWnTJsycOROurq6IiIjA+PHji8wvIiICW7duxYEDB9SFsrS0NKSlpaFhw4ZF9tPl4cOH+P333wEAnTp1KlHf8kjf+wXof88Ke/x9KimlUqnVpsopKyvrif2f9vzPguoOzpLe5V+tWjVs3LgRgYGBGDJkCE6ePKkVY8jPnarfDz/8gG3btmmNERAQoPP9e1qqImfhvFWF78fzVnFwcMC1a9eQlZUFJycnk8mnoKAAffv2hbOzM9atW6f+Y8TZs2dhY2MDV1fXZ57/w4cPAZTsDnsiIiIiIiKi58FzeUfyuHHjkJubiw0bNhQZc/bsWbRo0QI//fQTgEd3tgHA5cuXtWKTkpIAAB4eHk+V14QJE5CXl4f58+fj+PHjSExMRL9+/XTGbty4EfPnz8eePXtQq1Ytdfvu3bvxySeflPjcixcvxs2bN9GlSxf4+vqWeg7lhb73S9VuZmamvvta9V/fHy/upqWl6ez/+N23+fn5iI6ORmZmpkZ7amqqVt/k5GQAmnd+G+r8z4KbmxuA0m0F0KpVK8ycORO3b99Wbz9RmCE/d6p+U6dO1bojee/evZgyZQq6detWqrGzs7Nx8OBBncfOnz8P4NG2JyrNmzeHvb09kpKStNYgPz8fKSkpsLOzQ7Vq1UwiH5XRo0fjzp072Lx5s8ad83PmzMH3339vlPxv3boFGxubp/4fHkRERERERESm5rksJIeGhqJ169b49NNPERcXp3U8Ozsbw4YNQ/Xq1TF27FgAQI8ePVClShVs2rRJq1i3cuVKAI/28HwaQUFB8PHxwfLly/H555/jww8/VBcYC9u/fz+GDh2K0NBQXL58WaMAFh8fX+Lzbt68GaGhoXBzc8Py5cufag7lRb169dCmTRskJCTg8OHDGse2bt2KGzduoHv37nB2dgYA1K5dGwCQkJCgEbt9+3ad41euXBnA/++C/OeffxAYGIi7d+9qxB05cgQpKSkabWvXrgUA9O3bV91miPOfP3++yEJ6WXJycoKrq6t6a5SSGj9+PHr06IGjR49q3dX89ttvA/j/Z0yloKAAa9asgZmZmcae5SWh+rxu3LhR69iGDRsQFBSk0Xbt2jVER0fjypUrTxz7ypUreO211xAbG6t1bP78+QCAQYMGqdtsbGwwcuRIpKenIyoqSiP+hx9+QFZWFgYMGKBRbK3I+QDAjBkzEBkZifHjx+PIkSMa32OPbz30LPIHHt2xnpSUBD8/PygUimLNg4iIiIiIiOi5YajH+JX3p9hnZmZK3759xc7OTsaNGydRUVHyyy+/SEREhNSrV0/c3NwkISFBo8/u3bvFwcFBGjRoICtXrpQtW7bIyJEjBYAMHjxY8vPzRUTk1KlTsmzZMgEgffv2lX379klBQYFcunRJfv31VwEgLVu2lH379klGRobGOVasWCEAxN7eXm7fvq2V95UrV6Ry5coCoMhXp06d1PGXL1+Wffv2ScuWLQWALFu2TPbt2yfbt2+Xr7/+WgIDAwWAdOvWTa5du2aAlS4bYWFh4uXlVaI+ly9flpdeekmcnJxk7ty58ssvv8j06dPFzs5OGjduLOnp6Rrxb775ppibm0t4eLhs375dpk2bJgMHDhQA0rp1a9m3b5/cvHlTREQKCgrE3d1dPDw8ZOvWrdKnTx959dVX1WPdvn1bAEirVq3k1VdflaVLl8rWrVvlo48+EoVCIR06dJDc3FyDnf/vv/8WMzMzUSqVkpqaWuw1i42NFQASGxtborV+//33RaFQyPXr1zXajx07Jvv27RNra2v1tZeXl6fV/86dO+Lh4SEA5PTp0xrHZsyYIQqFQrp37y6RkZHy/fffS/v27cXCwkKWLFmijtu/f7+MGjVKAMisWbPkxIkTIiJy8uRJmTVrlgCQUaNGye+//67uM2fOHDEzM5M+ffrIjz/+KL/88ouEhoaKra2trF27ViOPb7/9VgDIjz/++MT1SElJkUqVKknNmjVl1qxZsn37dlm/fr107txZAMiHH36o1ScrK0sCAwPF1tZWpk+fLtu2bZMvvvhCrK2tpWXLllrfFRU5n+3bt4tCodD7PTZjxoxnmr+ISHx8vACQ6dOnP3EOhZX333dEREREREREZSBWIWKYTVi9vb0RHByM8PBwQwxfZk6cOIFNmzbhzJkzyM7ORvXq1dGmTRv07dsXNjY2WvGpqalYvnw5/vrrL2RnZ8PNzQ29evXS2Ff4k08+wbFjxzT6/fbbb1i3bh1Wr16t0b5kyRKNB4Pl5OSge/fuCAgIwL///W+t8589exbvvvuu3jm9+uqrmD17NoBHd1t+++23WjHW1tZwcnJCo0aN0KVLF50PhStPwsPDERkZiTNnzpSoX1ZWFtauXYt9+/bh1q1beOGFF9CxY0f0799f627vrKwsfP311zh27Bjy8/MRFBSEgQMHokuXLuqY2bNnqx/y9s8//2DWrFlISkqCh4cHQkNDUaNGDQDAnTt3UKVKFfTv3x/Tpk3DggULEB8fDxsbG3Tu3Blvv/02LCwsDHb+zMxMjBw5EnZ2dvjmm2+K/cC9uLg4+Pr6IjY2tkTXRHx8PBo0aIBZs2Zp7Os9dOhQrTuVd+zYofOzderUKYwZMwYrV67UeuDjiRMnsHbtWpw9exYKhQI+Pj4YOnQovL291TEdO3bUuKO5QYMGWLhwIcaMGYOYmBh1u42NDXbs2KH+OSYmBmvWrEFCQgKsrKxQv359DBs2DF5eXho5fPLJJ5gzZw7OnTuH+vXrP3FNsrOzsWXLFhw6dAhJSUkoKChA/fr1ERwcjH/96186++Tn52PDhg3473//i1u3bqFatWoICgpCcHCw1vVSkfMp6nupsBEjRmhs7WPo/AFg4sSJ+Oabb3Dp0iW4uLjoza+wivL7joiIiIiIiOgpxD33hWSqGEpbSDaWwoXk9evXGzudYittIRl4tGXMsmXLkJCQoH74o6nIycnByy+/jLp16+K3334zdjrMxwCSkpLg7e2N2bNnY9SoUSXqy993RERERERE9ByIey73SCaisjd9+nT06tULbdq0wfXr142dTpn64IMPcPfu3XKzhzjzKVsXL15EmzZtMH78+BIXkYmIiIiIiIieF9r/t5eInsrp06eRlJQEAEhLS0N0dDT8/PxQpUoVI2dmWAqFAt999x22bNmCpKQkVK1a1dgplRkPDw8cPXpUa8sNY2E+Zeuff/7BihUr0LZtW2OnQkRERERERFRusZBMVMa+//57HD58GAEBAcjNzUV4eDjmzp0Lf39/Y6f2THTv3t3YKZS5Tz75xNgpaGA+ZYsFZCIiIiIiIqInYyGZqIzNmDHD2CkQERERERERERGVKe6RTERERERERERERER6sZBMRERERERERERERHqxkExEREREREREREREerGQTERERERERERERER6GfRhe3FxcYiMjDTkKeg5ERcXh4yMDF5PBpacnAwA2LlzJ+Li4oycDVHFkJGRYewUiIiIiIiIiAxOISJiiIG9vb0RHx9viKGJiIjKlbCwMISHhxs7DSIiIiIiIiJDiTNYIZmInj0fHx/07t2bBS0iIiIiIiIiIipLcdwjmYiIiIiIiIiIiIj0YiGZiIiIiIiIiIiIiPRiIZmIiIiIiIiIiIiI9GIhmYiIiIiIiIiIiIj0YiGZiIiIiIiIiIiIiPRiIZmIiIiIiIiIiIiI9GIhmYiIiIiIiIiIiIj0YiGZiIiIiIiIiIiIiPRiIZmIiIiIiIiIiIiI9GIhmYiIiIiIiIiIiIj0YiGZiIiIiIiIiIiIiPRiIZmIiIiIiIiIiIiI9GIhmYiIiIiIiIiIiIj0YiGZiIiIiIiIiIiIiPRiIZmIiIiIiIiIiIiI9GIhmYiIiIiIiIiIiIj0YiGZiIiIiIiIiIiIiPRiIZmIiIiIiIiIiIiI9GIhmYiIiIiIiIiIiIj0YiGZiIiIiIiIiIiIiPRiIZmIiIiIiIiIiIiI9GIhmYiIiIiIiIiIiIj0YiGZiIiIiIiIiIiIiPRiIZmIiIiIiIiIiIiI9GIhmYiIiIiIiIiIiIj0YiGZiIiIiIiIiIiIiPRiIZmIiIiIiIiIiIiI9GIhmYiIiIiIiIiIiIj0YiGZiIiIiIiIiIiIiPRiIZmIiIiIiIiIiIiI9GIhmYiIiIiIiIiIiIj0UoiIGDsJIiq5Dz/8EKtXr0bhj3B2djYsLCxgaWmpbjM3N8dPP/2Edu3aGSNNIiIiIiIiIiKq+OJYSCaqoHbt2oVOnTo9Mc7R0RHp6ekaxWUiIiIiIiIiIqISiOPWFkQVVLt27eDk5KQ3xtLSEv369WMRmYiIiIiIiIiIngoLyUQVlLm5Ofr37w8rK6siY3Jzc9G3b99nmBUREREREREREZkiFpKJKrC+ffsiJyenyOPVq1dHy5Ytn2FGRERERERERERkilhIJqrAmjdvjhdffFHnMSsrKwwaNAhmZvyYExERERERERHR02GFiagCUygUGDhwoM49kHNycritBRERERERERERlQmFiIixkyCi0jtz5gx8fHy02uvVq4cLFy4YISMiIiIiIiIiIjIxcbwjmaiC8/b2hqenp0abpaUlhgwZYpyEiIiIiIiIiIjI5LCQTGQCBg0apLG9RW5uLvr06WPEjIiIiIiIiIiIyJRwawsiE5CUlIS6detCRKBQKODn54eTJ08aOy0iIiIiIiIiIjIN3NqCyBS4ubnB398fCoUC5ubmGDx4sLFTIiIiIiIiIiIiE8JCMpGJGDRoEEQEBQUFCA4ONnY6RERERERERERkQlhIJjIRwcHBMDMzQ6tWrVCzZk1jp0NERERERERERCbEwtgJEFHZqFatGtq3b4/evXsbOxUiIiIiIiIiIjIxLCQTmZDBgwejc+fOxk6DiIiIiIiIiIhMzFMXkiMjIxESElIWuRAREZkUETF2CkRERERERERloszuSN64cWNZDUVUbCEhIRgzZgxatGhh7FRM2rx58wAAY8eONXImRBXD4cOHMX/+fGOnQURERERERFRmyqyQHBwcXFZDERVbSEgIWrRowevPwDZt2gSAn3OikmAhmYiIiIiIiEyJmbETICIiIiIiIiIiIqLyjYVkIiIiIiIiIiIiItKLhWQiIiIiIiIiIiIi0ouFZCIiIiIiIiIiIiLSi4VkIiIiIiIiIiIiItKLhWQiIiIiIiIiIiIi0svC2AkQ0fPh7t27cHR0RHp6OuLi4tTtvr6+eOGFF7TiH48DgNq1a8Pd3d3guRqKiGD//v1FHi9qLVSuXLmClJQUVK9eHa6urlAoFCaVj8rdu3dx7tw5mJmZwc3NrcgcDJ2/6polIiIiIiIiogpUSA4KCkJycjLi4uKwbNkyDB8+vEzjn2VuBw4cwKJFi/Df//4Xbm5usLKyQnx8POrUqYPp06eje/fuBsvVkJ7lmhvKqVOn4OnpCWtra2OnYjJEBNOmTcMff/yB//73vzhz5gzCw8ORnJyMixcvomXLloiOjoaFhebXkSru8uXLyMzMhI+PD0JCQjBy5EgjzeTp5efnIzAwsMjjUVFROj//0dHRGDduHK5evYo6dergwoULsLW1xccff4xRo0aZTD4//PADli5diqNHj+Kll14CAMTHx8PPzw/Tpk1Dhw4dnmn+HTt2xODBg/H++++Xek5EREREREREpqLCbG2xY8cOfPnllwaLfxolPdeiRYtw8OBBHD9+HKdPn8Zff/2FCxcuwMzMDG+99RaOHDliwGwN51muuSFs3boVjRo1wocffmjsVPTKzMxEdHQ0Ll26ZOxUimXEiBHYuHEjVq9eDQAICAhAdHS0uiB86NAhfPrpp1r9VHEjRozQ6lORmZmZISAgQOdL192z27ZtQ8eOHTFkyBCkpqbi8OHDSE5ORpMmTRAWFmZS+Xz22WfIycnB5cuXERMTg5iYGCQkJODu3bsICgpCdHT0M81/48aNiIiIKJN1JiIiIiIiIqroKswdyabE29sbnTp1gqenp7qtRo0amDBhAoYOHYrNmzejefPmRszw+dSoUSO8+eabeOONN4ydil5nz55FYGAgJk+eXO4L9xs2bMDy5ctx5MgRVK1aVet4w4YNcenSJcyePRutW7fG66+/boQsny0bGxudBVFd7ty5g2HDhiEkJETjDxxKpRJTpkzBpEmTTCqfZs2aYdSoURoF4Lp162LKlCno27cvFi9ejDZt2jyz/OvUqYOFCxeia9euCAwM1Do3ERERERER0fOEhWQj+Pzzz3W229nZAXhU1KBnz9XVFVu2bDF2GiajoKAAn3/+Odq1a4dmzZrpjKlbty4+/fRTBAcHY9CgQTh58iRq1679jDMtvzZs2ID09HQMHjxY65iPjw9+/vlnk8pnw4YNOttV+2LfuXPnqccvaf5dunSBn58fPv30Uxw8ePCpzk9ERERERERUkVXoQnJKSgqSk5NRrVo11KtXr8T9Hz58iPj4eGRnZ8PNzQ01a9Z8YmxeXh7q1q0LZ2fnJ45/9OhRZGdnq3+uWbOmet9PXaKiomBubo5evXqVaB4HDhxAfn4+AMDT0xM1atTAP//8g9TUVFSvXl3v2pRmDYoTW9GcP38eKSkpAAAHBwe88sorRbZnZmYiPj4eTk5OqFu3LszNzdXjnD59Gjdv3gQAVKtWDV5eXrhx4wYuXLgAGxsb+Pr6wszs/zvKnDp1Crdv3wYAuLm5oW7dugCAixcv4vLlywAAFxcX+Pj4qMf/66+/AABJSUnqOzGrVKkCPz8/g6xNaR06dAgXL17Eu+++qzeud+/eGDNmDObPn48+ffpg//79WvslF0VEcPbsWdy6dQsuLi6oX7++xvGSvn+FFRQUID4+Hnfv3kWNGjXU701ZSU5ORkpKChwdHeHp6akzjx07dgAA/P39kZ+fj7i4OGRlZcHd3R0uLi4mnU9h58+fBwC9+yEbMv8OHTogIiICFy9eLNXvGiIiIiIiIiKTIE9p48aNUgbDFEtUVJQAkIiICOnatat4enqKl5eXmJmZSfPmzeXixYs645ctW6bR/uDBA5kwYYLY2tqKq6ur+Pn5iVKplBYtWsipU6f0xjZt2lQqV64svr6+snjxYr3n6tevn9SoUUMcHR0lICBA5s6dqzWn3377TdauXSvdunUTNzc3+fnnn0u8Lp07dxYfHx8BIF988YW89tprT1ybp1kDfbFFrbmhAJCNGzc+9TgLFy6UgIAAMTc3l2bNmhXZ/s0334inp6e88sorYmVlJb6+vhprO3HiRGnZsqUAkJCQEBk2bJi4urpK48aNxdraWmrXri07d+5Ux48bN05eeeUVASCTJ09Wty9ZskRatWolAKRnz54a46viXV1dJSAgQAICAmTcuHEa80lMTJSkpKSnXheVXr16Sa9evUrU54svvhAAsm3bNp3H58yZI2+++aaIiOTk5Mi//vUvASATJkzQiJsxY4bGGqisWLFCatasKU5OTuLv7y8ODg5Sp04diYyMVMeU9P1TWbJkiVSrVk1cXFzE399f7O3txdvbW37//fcSrcHjcnNzxdLSUpo3by41atSQJk2aiIODgzg7O0tERIQUFBRoxLu5uYlSqZTNmzdLrVq1xMvLSzw8PMTMzEy6du0qV69eNal8ihIQECB16tSRjIwMo+S/cuVKASDLly8vds7P8ncjERERERER0TMQWyELyS4uLrJ37151+6FDh8Te3l7c3d3l3r17WvGPFzV79uwpAGTVqlXqtqSkJPHy8hIHBwdJSEjQil2zZo26LSsrS4KDg8XR0VHvuZYtWyYNGzaUc+fOFTmntm3bipeXlzg7O8tHH32kce6SUJ2/UqVKGsWuotamNGtQnNiKWkhWcXR01CgkF253dHSUsLAwdduhQ4cEgPTp00cj9vbt2wJALC0tZc6cOer21NRU8fHxEaVSKTExMer248ePaxWSRUQyMzO1Csn64lX+/vtvMTMzE6VSKampqcWeuz6lKST3799fAMjx48d1Hi9cSBYRSUlJERcXF1EoFBrFZ12F5IULFwoAGT58uOTm5orIo89lr169BIB8//33GvElef8WLFggAGTYsGGSk5MjIiK3bt2S1157TaytrSUuLq5E61BYXl6edOjQQf744w9124MHD+Sdd94RABIaGqoRb29vL2ZmZlKlShU5cuSIun3Hjh1iaWkpvr6+6hxNIR9d5s6dK5UqVZK//vrLaPnv2LFD5x859GEhmYiIiIiIiExMxSwkDxkyROvYhx9+KADk22+/1YovXNRUFY/atWunNcZ//vMf9Z2khWPbt2+vFXvx4kXp0qWLznPl5ubK6NGj5fXXX5c7d+4Ua25Xr16Vjh07io2NjcYdq8WlOv+IESO0jj2+NqVZg+LEFs7DVAvJDx8+1GivU6eOuLu7a7SpCsmenp5a4+has7IuJGdkZMiAAQNkxIgRZVbUK00huVOnTgJA4uPjdR5/vJAsIrJ7924xMzMTJycn9R3VjxeSs7OzxcHBQRwdHSUzM1Oj/7Vr18TS0lJq1Kgh+fn56vbivn+qse3t7TX+8CIicuTIEQEg/fr1K8EqFM+DBw+kVq1aYmlpKWlpaep2a2trASATJ07U6jNkyBABIBs2bDDZfJYtWyaVK1fWKBQXR1nn//vvvwsAGTp0aLFzYCGZiIiIiIiITEzs/zdrrUB07QXr7+8P4NG+rPqo9pR99dVXtY6p2vbt2/fE2Lp16+KXX37Rar916xY6d+6MhS0F248AACAASURBVAsX4qOPPoKjo6PefFSqV6+O9evXIy8vDyNGjChWH118fX212h5fm7Jag8djTV2dOnVgZWWl0fbCCy+o90R+nGpf48KKe50+jUqVKmHdunVYsmQJLC0tDXaeJ8nLywMAjT2hn6R9+/YIDw/HrVu3EBISgtzcXK2YEydOICMjA97e3rC3t9c4Vq1aNbi5ueHq1as4e/asxrHivH+qsevUqYPjx48jOjpa/bp79y4AYM+ePcWeT3EplUo0a9YMubm5OHLkiLpd9f3RpEkTrT7NmzcHAI14U8rnp59+wvjx47Fz5060aNGiRH3LOn/Vfsu6rkciIiIiIiKi50WFfNienZ2dVlulSpUAAFlZWXr73r9/XyO+MAcHB40Y1b+PF6v0mTp1KmbMmIGzZ8+ib9++OH78eLEfzuTi4gJ3d3ckJCTgypUrqFWrVrHPq6JUKrXaHl+b0qxBcWJNnbW1tVabubk5RERnfHHeC32KGreiUH1Oc3JyStTv008/xeHDh7Fjxw5MnDhR6yFo+q5JoOjrsjjvn6rP1atXER4erhUfEBAAhUKB/Pz8Ih/SV1qqImfhvD09PZGWlqYzd9U8i3MtVbR8Dh06hOHDhyMqKgrNmjUD8Ohhn0ePHkXr1q2LNUZZ5v/w4UMAJftdQERERERERGRqKuQdyWlpaVptycnJAB7dKayPu7s7AODy5ctax5KSkgAAHh4eT4zNyspCdHQ0MjMzNdqnTZuGDz74AFu2bEF2dja6deumEZOfn4/9+/cXWSTMyMjQm/+TpKamarU9vjZltQaPx5Km4rwXANR3yT5ewNJ1nQPad/jm5+frvBaNzc3NDcCju/RLQqFQYP369XBzc8NXX32F7du3axzXd02q2s3MzJ74XaBL4eu+8N3IqtfKlSsxZ86cUheR4+PjkZKSovPY+fPnAUDjD08dOnQAAFy6dEkrXvX5U62HKeQDAAkJCXjrrbewdu1atG3bVt2enp6Ojh07GiV/1TWsuqaJiIiIiIiInkcVspC8ZcsWjUKsiGD9+vVQKBTo06eP3r49evRAlSpVsGnTJq3C28qVKwEAw4YN04jdvHkz7t27pxG7dOlS9OzZU2vrAFtbWwCPtjBYuXIl4uLiMHDgQHW+2dnZaNOmDfbu3auV286dO5GamoqGDRuW6m5k4NF/By8oKFD/rGttSrMGxYklTUeOHNEqcq1duxYA0LdvX3Vb7dq1ATwqoBX2eAFVpXLlygD+f6flP//8g8DAQPXWC8CjIlpRhdZnpXHjxgB0F+2exMnJCZs2bYKVlRUOHjyocaxevXpo06YNEhIScPjwYY1jW7duxY0bN9C9e3c4OzuX+Lx169ZF27ZtERMTg3Pnzmkce/DgAd544w1ERkZqtB85cqTYW5VMmzYNY8eO1Wr/888/cfDgQXh5eaFp06bq9uHDh6NSpUpYuXIl8vPz1e15eXlYs2YNlEqlxrVU0fO5du0agoKC/sfenYfVmL9/AH+fVokoIvskSrKPPVvWkJ0SZYlhZEZkz3DKbgx9+TYhyxjbkGVmrGVpkiXDoKFUGGuyZxkqWj6/P/zO8+04p6OoTur9ui7XNd3P53me+3nOc+qa+3zO/UG/fv1QunRppSL++691QeUPvHuPAf97pomIiIiIiIiKo8+mtcWJEycQHR0N4F3LgB49emDEiBHQ0dHBxo0bce7cOfj6+kq9L7OOj4+PR3h4ONq3bw9TU1MEBwdjwIABsLe3x6RJk2BmZobQ0FCsWrUKw4cPx/jx4wFAZezEiRNRsWJFnDp1CsuXL8fmzZtRokQJnD17VulcJ0+eRJs2bVC3bl04Ojri999/h7e3N/r06YMGDRrAzMwMAwcOxDfffIOmTZtCR0cHkZGRWLFiBSwsLPDzzz9/9H2ytLSU7o2urq7ae/Mp90DT2OzuuUwm++jrKSjXr19HQkIC0tPT8fLlS4SHh8PGxgZpaWm4ceOGUrxhw4aQyWSIiorCy5cvkZ6ejvDwcFhZWUlFYQBo1qwZBgwYgNGjR8PCwgLHjh3DypUr0aVLF3h5eUnjTE1N0adPH+zfvx9+fn5o1qwZoqKipMLy48ePER4eLj07lpaWsLKywv79+9GxY0ds27YNzZs3R9WqVQEAly9fRqNGjaCvr4+bN2+iUqVKBXsz/5+joyN0dXVx7tw5DB8+XIo/fvwYMTEx+Oeff/DkyROEh4ejWrVqKjNBmzVrBn9/f+n5ymrTpk3o3LkznJycMGvWLNjY2ODSpUtYsGABGjdujDVr1gB4Nzs5t6+f4tgODg6YMmUK6tSpg8ePH+PHH39EyZIl4ePjo5RL3759YWpqitjY2A/ekwoVKsDf3x+DBg3CgAEDYGJigr///htLlixB5cqVERwcrDTj3MLCAps3b4aLiwu6deuG0aNHIzMzE6tXr8bNmzexceNGfPHFF0Umnz59+uDWrVtYs2aN9Bpm9X67mILIHwDOnTsHExMTtG/f/oPXQERERERERFRUycQnNmINDg6Gi4tLvvdz7d69O1JSUgAAU6dOhaGhIbZs2YLExERYWFhgyJAhcHR0VDte4dixY9JX0hMTE7Fu3TqcP38eKSkpqFGjBgYOHIhu3bqpnDvr2PT0dNSqVQtfffWVtLDdsGHDlGZ/lipVCvv378e0adNw9uxZpWNt3boV5ubm2L9/P06cOIHbt2/j1atXqFChAuzt7TF06FCpV2du/Pbbb+jXrx/Wrl0LW1tbbNiwAXfv3lV7b9RdV27uQXZjP3TP84NMJsOOHTvg7Oz8SccJCAjArl27lGJTp07FixcvEBQUpBRftmwZdHV1MXHiRKX4uHHj4OLigufPn8PU1BRDhw7FggULsGLFCsTGxsLIyAiOjo7w8PCAnp7yZzjJyclYuXIlzp49i4yMDHTv3h3u7u7o2bOnNOb777+XFji8desWlixZgtu3b6NWrVqYOXOmVDD+999/MW7cOBgbGyMgICBPFtwbNGgQAGDnzp252m/IkCEICwvDjRs3pNn6x48fh1wuVxrn4uKCcePGqT2Gt7c3SpcuDT8/P6V4cnIyNm3ahD/++ANJSUkoX748unbtiqFDh0rtQrZt25br1w94982BzZs349ixY3j27BksLCzg4OCAIUOGKBUz//33X5iammLw4MHYsmVLju5JTEwMdu/ejatXr+LRo0coV64c7O3tMWzYsGzf+9euXUNQUBBiYmKgo6ODBg0awMPDQ6WtzOeej7rfIVkZGBjg8OHDBZY/ADx58gSWlpYYN24cvv/++w9eg0JB/W0kIiIiIiIiKiAxn00hmTTLWkgePXq0ttMpMHlVSM5LWQvJOS3mFXYfW0i+d+8eGjVqhPHjx6tdvO5zt3btWowZMwbHjx/P8SJwzOfzMn78eISEhCAqKirbBR7V4d9GIiIiIiIiKmJiPpvWFkT0+alSpQpCQkLQq1cvlC9fHt988422U8ozly5dwowZMzBp0qRCUSRlPnlvzpw5CA0NRWhoaK6KyERERERERERFEQvJhditW7ekRZ400dXV/Wx7Exc1ly9fxu3btwEADx8+lHrympqaajkz7fnyyy8RFRWFX375Rdup5CkjIyPMnDkTU6ZM0XYqAJhPfihVqhTOnz+PMmXKaDsVIiIiIiIiIq1ja4tCbOPGjdi4ceMHxxkZGRV4b+LCorC1tpg5cyYiIyOVYsuWLcOXX36ppYzyxse2tiAqrvi3kYiIiIiIiIoYtrYozEaMGIERI0ZoOw3KhUWLFmk7BSIiIiIiIiIiojyno+0EiIiIiIiIiIiIiKhwYyGZiIiIiIiIiIiIiDRiIZmIiIiIiIiIiIiINGIhmYiIiIiIiIiIiIg0yrPF9oKDg/PqUES5EhkZqe0UiryEhAQAfJ8T5RR/LxEREREREVFRIxNCiE85QHBwMFxcXPIqHyIioiLjE//EEhERERERERUWMXk2I5n/s0zaIJPJsGPHDjg7O2s7lSJt0KBBAICdO3dqOROizwM/ZCUiIiIiIqKihj2SiYiIiIiIiIiIiEgjFpKJiIiIiIiIiIiISCMWkomIiIiIiIiIiIhIIxaSiYiIiIiIiIiIiEgjFpKJiIiIiIiIiIiISCMWkomIiIiIiIiIiIhIIxaSiYiIiIiIiIiIiEgjvYI+4du3b7Fw4ULpZ5lMBm9vb5QuXVrjfufOncOBAweknzt27Ih27drlW54LFy7E27dvVeI6OjooV64c7O3t0ahRo3w7PwCcPn0ahw8fBgCYmJjA29s7X8+XU5mZmTh58iSioqKQnJyMatWqoWnTprCxsVEZq+4+6ujooEyZMqhevTpat26NihUrFlTqpCVCCERGRqJ169a4cuUKgoODpW1OTk5o2rSpyj7vjwOA1q1bo2vXrvmeb356/fo1wsLCEBcXBx0dHdSoUQPt27eHubl5tvskJSUhLCwMt27dQunSpWFra5tnv/8+53wyMzMxd+7cbI81ePBg1KlTR+22x48f4/Dhw0hISICFhQXs7e1Rq1YtpTGnTp2Cvb39p10QERERERERURGhtRnJDx48gJ+fH3x9ffHjjz9+cPy3334LPz8/7NmzpwCye0eR4/bt26XYs2fPsG7dOjRu3Bh9+/ZFcnJyvuexevVqLF++XCW+detWhIWF5fv5s/r5559RrVo1DB06FFeuXEFSUhI2bNgAW1tbDBo0CC9evFDZ5/37mJaWhri4OMydOxeVKlVCr169EBsbW6DXQQUnKSkJXbt2xfr165Xip0+fhp+fH/r164cnT55ku//JkydVCsqfq4kTJ6JixYrw9fXFvXv3cPfuXcjlcnzxxReYM2cOhBAq+wQGBsLS0hK+vr64f/8+zpw5g27duqF58+a4efNmsc4nMzMTfn5+2f6Li4tTe5758+fDysoKe/fuxfPnz7F7927UqVMHQ4YMURq3cOFCODs7F8jveSIiIiIiIqJCT3yiHTt2iI85zMWLF4Wurq7Q0dER5ubm4vXr19mODQ0NFQYGBgKAGDp06Kekm+scAYg+ffooxTMyMsTgwYMFADFmzJh8z6Nhw4aiSpUqSrHExEQBQFSuXDnfz5/VqFGjRP369VVer/nz5wsAws3NTWWf7O6jEEKEh4eLKlWqiJIlS4pDhw7lOh8AYseOHbneL79s3bpVyOVykZGRUaTOP3DgQDFw4MBc75eamiqaNWsm+vfvL9LT05W2LV26VAAQAET37t1FZmam2mMsWrRIDBgw4KPyLmysrKyEh4eHUiwtLU04OjoKAGLdunVK2/766y8hk8lEixYtRFpamhQ/efKkkMlkwt7evljnk5aWJvT19YVcLlf7LzY2VuUcfn5+wtjYWJw7d04pLpfLRbly5ZRiqampwsHBQfTo0SPb5zM7H/u3kYiIiIiIiKiQitZqj+QSJUrA2dkZjx8/xpo1a7IdN3/+fAwfPrwAM9NMR0cHM2bMAABs2bIF6enpBZ5DpUqVsGnTJmzatKlAz9u7d2+sWLECJUuWVIp7e3tDR0cHu3fvztXx2rdvj7CwMMhkMjg7O+POnTt5mW6B27ZtG/z8/JCZmVksz/++hQsX4vLly1ixYgV0dXVVtjs4OKB27do4dOgQFi9erIUMC9aECRPw3XffKcX09PTg5eUFANi1a5fStpCQEAgh4OrqCj29/3Uisre3h5WVFU6dOqX2WwDFJR8AMDAwgK+vr9p/77e1uHHjBubPn48JEyaotFMZO3Yspk2bphQzNDTEypUrERISgnXr1n30dREREREREREVBVpfbG/WrFmQyWRYunQpUlNTVbYfP34c9+7dU/nKsbZVr14dAJCcnIykpCSt5ODu7o5OnToV6Dl79+4NBwcHlXiJEiVgYGAAfX19tV+H18Ta2hrjxo3Dv//+WyyKicXF69evsWLFCvTr1w9Vq1ZVO8bExAS7d+9GyZIlMXv2bJw4caKAsyxYEyZMgKWlpUq8bNmyAAB9fX2luOIDG5lMprKPEAK6urowNDQstvnk1s8//4y0tDT0799fZVulSpVUCskAUK9ePXTs2BGLFy/O9e82IiIiIiIioqKkwBfbe1+9evXQr18/7NmzB+vXr8f48eOVts+bNw8zZ85Umv32PiEETp8+jcuXL+P58+eoXbs2evToASMjI2nMhg0blGa7NmjQAP3798emTZtw48YNKT5jxgyUKFHig3krjlWyZEmYmZlJ8UePHiE0NBR3796FsbExWrZsiRYtWqg9Rm7GZhUXF6fUt/m7776Dnp6e2nh8fDyOHDkCXV1dtGzZEs2aNVN7zKioKPzxxx9IS0tDvXr10K1bN2zdulW6N02aNEHv3r2zzSk6OhqpqakYOnSo2iLTh/Tt2xc//PADfv/9dwQGBuZ6/9xKTU1FaGgo4uPjIZPJYGdnhy5dukiFqjt37mDDhg3S+Dlz5kBHRwfp6emYP3++FPf09ESFChWQmJiIoKAgXL16FQAwd+5c6Oi8+5zGw8MDenp6CAoKkvabMGECHj9+jKNHj+Lly5ewtraGk5OTVITL6/MrPvgoSEeOHMGLFy/Qpk0bjePq16+PVatWYfjw4Rg8eDCioqI0LvSWVVxcHMLDw5GUlARzc3N07NgRVlZW0vaQkBCcOXMGAFC1alWMHj0aR48exYULF2BmZoYuXbqgRo0aao8dHR2N48eP48WLF6hUqRK6dOmSbUH8U507dw4A4OzsrBTv378/vvvuO2zbtg2enp7S78FTp07hxo0bcHZ2ztHvq6Kaj8LTp09x8OBBJCQkoEyZMrC3t0fDhg1Vxh0/fhwAYGdnh5iYGBw7dgzJycmoVasWunfvDmNjY7XHb9u2LY4ePYq//vor29+hREREREREREWd1mckA5C+yrxkyRK8fftWikdGRuLq1asa21pcuXIFdnZ2cHFxQWxsLBISEuDt7Y1atWohKipKaWx0dDT8/PxUvh69d+9eHDlyJMf5ZmZmSjNn3dzcpGKKv78/atSogf/+97948uQJ/vzzT7Rv3x4ODg549OiR0jFyMzY727dvh5+fn0prDUX8P//5D6ZOnYp79+5h586daN68Ob7//nulsUIIjBs3Do0bN8bu3bvx6NEj/PTTT3BwcEBgYKBS0VKTRYsWwcLCIsfj31e3bl0AQGJi4id9NT4nwsLCYGlpCS8vL9y+fRvXrl3DqFGjYG1tLRWsFLJrFXH48GH4+fnl+LVSCAkJkRaZdHV1xfXr1xEbGwt3d3fUr19f6UON/Dh/fHw8li5dirt37+Zqv4+hKODWrl37g2OHDRuGr776ComJiXBzc/tga443b95g2LBhqFu3Lg4ePIikpCTs3LkT1tbW+Oabb5CRkaE0fvHixVi7di2GDRuGTZs24eHDh1iyZAlsbW2l4qJCamoqhgwZggYNGuDo0aPSgpJWVlZYunRpLu/ChyUnJ2PlypXo2LGjyjcvatSogePHj6NUqVJo3rw5Jk+ejJEjR8LNzQ2TJk1S+rChOOYDACkpKWjWrBkOHTqEpKQk7N27F40aNUKvXr3w/PlzpbHx8fEoUaIEZs6ciR49eiAuLg7//PMPPD09YWVlle2MeMUzfPr06Ty/PiIiIiIiIqLPxqd2Wf6UxfaMjY2ln3v27CkAiKCgICnWvXt3ERAQIIQQ4sSJE2oX29u3b5+oUKGCePz4sRR79eqVsLa2Fra2tkoLJKWnp4uuXbsKHR0daWG3iIgIUadOHfH06VO1OQIQNjY20uJNkyZNEo0bN5YWj1MsOrdt2zYpv6wLnZ04cULIZDLRunVrKZfcjBVC/WJ7QgjRp08fAUCkpKSojU+ZMkWKZWZmivr16wsjIyPx5s0bKR4QECAAqCxwpXhdDQ0NVc77vlWrVonSpUuLyMhItds1LbankJaWJi28dvv27Q+eUwG5XGzv2rVrwtjYWNja2ornz59L8YcPH4oqVaoIMzMzcf/+fSmueC6zLiwmhBCTJ08WAMTly5eV4tmNV/Dy8pIWl8s6JjIyUshkMtGoUSOl1z6vz69YtGzEiBFqt2fnYxbbGzhwoAAgoqKi1G5funSp0jORmpoqmjRpIgCIefPmSXF1i+2NGTNGABBr1qxRii9YsEAAED4+PkrxMmXKCB0dHfH7779Lsfv37wt9fX3RqVMnpbFfffWVACBWrVqlNn7gwIEcXH3OZGRkCFdXV1G3bl3x6NEjtWP2798v2rZtK1q2bCkmTZokRowYIWrXri08PDyUfu8Vx3wyMjLEggULlN7LQgixYcMGAUD06tVLKW5kZCQAiJo1a4qkpCQpfvfuXWFmZiZMTU3FkydPVM5z5MgRAUB8++23Oc6di+0RERERERFREaPdxfaymj17NoB3MwfT09Nx4cIFREVFYdSoURr3s7a2RkBAAMqXLy/FjI2N4ezsjNjYWMTHx0txXV1dbN++HTVr1sTgwYNx+PBhjBw5Ert27VJqT6FJ2bJl4eHhgYsXL+K3336TeoYuWbJEug5FSwEAaNOmDTp16oTTp08jIiIi12M/RdZ7J5PJ0KpVK6SkpCi1+Pjxxx8BADNnzlTa19nZOUftENavXw8fHx+EhoaiZcuWH53rv//+K/23oh9qfggICMDr16/h5eWFMmXKSPEKFSpg3LhxSEpK0rjwY17x8vJSatfSsmVLODg4ICoqCidPnsy38/r7+2PJkiXw8/PLt3MoKGaW57TVgaGhIXbt2gVTU1P4+voiPDxc7bgnT55g/fr1qFKlCkaPHq20zdvbG6VKlYK/vz9SUlKUtlWoUEGpPYuFhQUsLS0RFxendOwNGzagYsWKGDt2rNL+iv65/v7+ObqeDxFCwMPDA9HR0fjjjz/UtvPYvXs3nJycYGlpiVOnTmH58uX46aefcOTIEezevRutW7dWuc7ilI+Ojg58fHyU3ssAMHLkSNSvXx/79u1T+hug+H3r6ekJU1NTKa5oe/Ls2TNs3bpV5TyKNkn5/W0JIiIiIiIiosJM6z2SFVq0aIHOnTvj6NGj2LZtG3799VdMnTr1g0Uoa2trVKpUCbt370ZCQgKeP38OIYTUouD+/fuoU6eONN7U1BS///47WrZsiW7dumHLli2ws7PTeI46derA19c32+0ZGRm4dOkS9PT01H6Nv06dOlJf1jZt2uR4bPv27TXm9SHVqlVT+llROHn16pWUd1xcHPT09FCzZk2V/S0tLfHw4cNsj79v3z54e3vj0KFDaNWq1SflGhMTA+BdQcfExOSTjqXJxYsXAQC2trYq2xTPyYULF/Lt/Arq+vLa2NggLCwMly9fRtu2bfPlvHXq1FF6P+Qn8f8Lk+WmZ7alpSV+/vln9OnTB0OGDFFpTwMAly9fRkZGBqytrZU+iAHeFa2/+OILREdHIy4uDo0bN5a2qetvbGpqqvSMK45tZGSkUmxXtNtQtOz4VNOnT8eZM2cQERGBChUqqB2zYMECAKofOtWoUQMjRozAihUrsH37dowcObJY5qNJgwYNcPnyZVy6dAk2NjYAgHLlyuH169fSz1kp2usofhdlJbjIHhEREREREVHh6JGsoJiVPHPmTJw+fVplRqA6mzZtgoWFBSZPnoyrV6+q9FZ9v1cqANSsWRM1a9aEjo4ONm/erHZMfshNQe1jFqx7n66ursbtHyqOaLovZ8+exfDhw6VZiAorV65EQkJC7hIFsGfPHgDvFt3LTzkpCOXk3r/flzq31PUAzk3h9VPPXxAUs0RzO0O1V69emD59Ou7fv4+hQ4eq3KucFvXev48fej9kpW5xTx0dHcjlckyePPmTf2cEBAQgODgYR44ckYqkL1++VOkxrlg8Ud0HD4qYYkxxzEcTxXOT9TmoX78+ACAtLU1lvKb3X2pqKgCozHwmIiIiIiIiKk4KVSG5Xbt2aNeuHRITEzFp0iSpbUR2MjMzMX78eOjq6uLSpUv48ccfpYXMHB0ds91v1KhR6NmzJxYvXozQ0FDpK+sfS1dXFw0aNEB6ejquXbumsj02NhYA0Lhx41yNzW96enqwtbVFeno6/vnnH5Xt7y/8pnD9+nX07dsXGzZsQOfOnZW2fUwhOT4+HkFBQTAxMcGMGTNytW9uNWnSBMD/7nNW6u69sbExANWvtGe3WJ2iWKkoSh06dAjbt29XGafu3ioKcIpiV36evyBYWVkBQK4XBASA+fPno0OHDjh69ChWrVqltK1hw4bQ1dVFfHy8SpE5NTUVt27dgpGRkdpZpx/SoEED6OrqwtDQEL6+vir/mjZtiho1auSqKP2+X3/9FYsWLcLRo0eVvjWgrlCqKKJmbUejcPv2baUxxTGfPXv2ZLtA3qVLlwC8e00V+vTpA+DdwqvvU7z/GzVqpLLt8ePHAP73TBMREREREREVR4WqkAy8m4nm7++P8ePHf3CsTCaDgYEBhBAqMzTPnz+vdp8lS5bg33//xbx58zB16lS4u7tj+fLl2LRp0yflPX36dADAvHnzlIpbJ0+eRFhYGFq3bo127drlemx+++abbwC8602d1datW3H//n2V8Y8fP4ajoyMqV66MqKgolUJbUlJSrs4fERGBTp06AQB27dqFKlWqfOSV5My3336LkiVLYsWKFUrF2UePHmH16tUwMzNTmglvbW0NAIiMjJRit2/fxuHDh9Uev1KlSgCAp0+fAgBWr16tthVCQECA0jN75swZ/PHHH2jcuDHs7e3z7fzx8fFYunRptoXovKRod6LuA5MPUfQzr1SpksoHE+XKlcOoUaOQmJiIdevWKW1btmwZXr16hUmTJkl9bXOjXLlyGDNmDGJiYrB3716lbbdu3YKHhweSk5OV4v/5z3+wdOnSHB3/9OnTGDJkCFq1aoUtW7YovXeWL1+uMt7NzQ3Au8J61pnYd+/exc8//4wSJUpgwIABxTafPXv2YPLkydKMYYW1a9ciJiYGTk5O0nsIAIYNG4ZatWph1apVePDgHkFAGQAAIABJREFUgRRPSEiQ+m4PHTpU5TyKZzjrty+IiIiIiIiIip1PXa7vY1amX7BggRg7dqzQ19cXcrlcbN68WeN4uVwuRo4cKQCI+vXrC7lcLv78808hhBDr168Xenp6omrVqmL8+PFi2rRpwsHBQTRu3FgAEO7u7mLNmjXiwIEDYvLkyUJPT094e3uLhw8fitevX4sZM2YIfX19YWhoKHx8fMTx48eVcgQgbGxshFwuF//973815rls2TJhaGgomjVrJry9vYWrq6swNDQU7du3Fw8fPsz12FOnTgm5XC4qVqwoSpcuLeRyuTh27JiIjY0Vcrlc2NjYCABi1qxZYvfu3eLu3bsq8WPHjkn30N7eXgAQY8eOFVu3bhVCCJGZmSnGjx8vAAh7e3sxefJkMWDAANG7d2/Rvn17YWhoqJT3kCFDBACN/yIjI1Ve66z3cfbs2WLcuHGiUaNGQiaTCScnJxEbG/uhx0YtAGLHjh252ufYsWPCwsJC1KhRQ3h6eooxY8ZIPyueK4XExERhYWEhypYtKzw9PYWnp6fo2LGj8PDwEADEuHHjxNq1a6Xxx48fF/r6+qJz585izJgxolSpUiImJkba7uXlJQCI+fPniy+//FJMnDhRDBs2TBgZGYnatWuLf/75J1/P7+joKACIESNG5OqeDRw4UAwcODBX+7x69UqYmJgIV1dXpXhMTIyQy+WiS5cu0jMRGhqq9hgRERFCT09PDBgwQCmempoq3NzchEwmE7169RJTpkwRXbt2FTo6OsLT01Okp6cLIYQ4ceKEkMvlwtDQUFSpUkXI5XLxzz//iJs3bwq5XC6qVKkiDA0NhVwuF6dOnRJCCPHmzRsxfPhwoaurK3r37i2mTZsmRo4cKUxNTcW3334rMjMzlXIxNTUVjRs3ztE9qVy5ssb3zvvvt7dv30q/+5o2bSq8vb3FyJEjRdmyZUW5cuXE/v37Vc5RnPIJCgoSFhYWomrVqmLs2LFi6tSpomvXrgKAcHJyEs+ePVM5R3x8vLCxsREWFhZi7Nix4quvvhLm5ubC2tpaXL58WW1eXbp0EV988YXIyMjI0XUI8XF/G4mIiIiIiIgKsWitLbZnYWEBHx+fHI+vXr065HK5StzDwwNdu3bF4cOH8eDBA2lG6aNHjxASEqI0tlSpUpg1a5ZSzNDQMNs8LCws1J4zO97e3nBzc0NISAgSEhJQrVo1TJgwAS1btvyksV9//bXa8w0ePDhX8c6dO6u0opDJZAgICMDo0aPxxx9/ID09Hd26dUPnzp3RsmVLlVmdPXv2VLtIYFbvL2r2/n3U09ODtbU1OnfuDHt7e1SsWFHj8fJax44dcePGDYSGhiI+Ph4ymQzr1q1Dly5dYGBgoDS2UqVKiIuLw759+5CQkABLS0ssW7YMERERKosZAu/as0RFReHo0aPQ0dHB33//rXYhQxcXF7i6uiIkJAQvXrzA5s2b4eTkBENDw3w9/7Jly+Dg4JDtM5KXjI2NMWHCBPzwww9ISEhQeS5at279wRmebdu2xY4dO1S+cWBoaIjNmzfDx8cH4eHhSEpKQv/+/REYGKi2/UB2LVNGjx6tEjMwMMDGjRsxc+ZMhIWF4dmzZ7CxscGsWbNUjn3v3j08e/YMI0aM0HgdCuPHj8fbt2+z3f5+b2Z9fX1s2LABs2bNQnh4OB48eAALCwv07dsXnTt3Vmn/U9zy+eqrr+Dh4YFTp07h6tWrePToEfr3749ly5ahXr16ao9hbW2NS5cu4ciRI4iJiYGOjg62bNmCTp06qW1ZEh0djWPHjiEwMFBlcUciIiIiIiKi4kQmxKctRx8cHAwXFxeuav+ZevXqFdavXw8vLy+leEZGBiwsLGBlZaW2NUNhIZPJsGPHDjg7O2s7lRyZOHEiVqxYgWvXrqFWrVraTifHBg0aBADYuXNnrvZLTU1F27ZtUb16dQQHB39Sb+HCaObMmVi5ciX+/vvvQvF6Mp+89ebNG3Tv3h2GhoY4ePBgrhZB5d9GIiIiIiIiKmJiOL2qmFP0k71w4YJSfN26dXjy5InaGZtEOVWiRAlp1vWYMWO0nU6eCgkJgb+/P9atW1coiqTMJ+/1798f5cqVw65du3JVRCYiIiIiIiIqirTW2oIKh1KlSsHe3h4ODg4YOHAgypUrh+joaISGhsLLy4uF5DySmJiIoKAgaXb3ypUr0ahRI3h4eGg5s/xXrlw5HDlyBKdPn9Z2Knmqbdu2CA8PV9uORhuYT96bOXMm2rRpo+00iIiIiIiIiAoFFpKLuVKlSuHEiRPaTqPYcHR0hKOjo7bTKHAymQz29vbaTiNPGRsbF6oiKfPJeywiExEREREREf0PC8lEBaBy5crw9fXVdhpEREREREREREQfhT2SiYiIiIiIiIiIiEgjFpKJiIiIiIiIiIiISCMWkomIiIiIiIiIiIhIIxaSiYiIiIiIiIiIiEijPFtsb9CgQXl1KKJc8ff3x86dO7WdRpF25swZAHyfE+VUQkKCtlMgIiIiIiIiylMyIYT4lANERkZi+fLleZUPEX2Chw8fwsjICCYmJtpOhYgAfshFRERERERERUXMJxeSiajwsLOzw6BBg+Dr66vtVIiIiIiIiIiIqOiIYY9kIiIiIiIiIiIiItKIhWQiIiIiIiIiIiIi0oiFZCIiIiIiIiIiIiLSiIVkIiIiIiIiIiIiItKIhWQiIiIiIiIiIiIi0oiFZCIiIiIiIiIiIiLSiIVkIiIiIiIiIiIiItKIhWQiIiIiIiIiIiIi0oiFZCIiIiIiIiIiIiLSiIVkIiIiIiIiIiIiItKIhWQiIiIiIiIiIiIi0oiFZCIiIiIiIiIiIiLSiIVkIiIiIiIiIiIiItKIhWQiIiIiIiIiIiIi0oiFZCIiIiIiIiIiIiLSiIVkIiIiIiIiIiIiItKIhWQiIiIiIiIiIiIi0oiFZCIiIiIiIiIiIiLSiIVkIiIiIiIiIiIiItKIhWQiIiIiIiIiIiIi0oiFZCIiIiIiIiIiIiLSiIVkIiIiIiIiIiIiItKIhWQiIiIiIiIiIiIi0oiFZCIiIiIiIiIiIiLSiIVkIiIiIiIiIiIiItKIhWQiIiIiIiIiIiIi0oiFZCIiIiIiIiIiIiLSiIVkIiIiIiIiIiIiItKIhWQiIiIiIiIiIiIi0oiFZCIiIiIiIiIiIiLSSE/bCRDRx7l48SKePn2qFHv9+jVu3LiBo0ePKsVtbW1RpUqVgkyPiIiIiIiIiIiKEJkQQmg7CSLKPblcjrlz5+Zo7OXLl1GvXr18zoiIiIiIiIiIiIqoGLa2IPpMubq65micjY0Ni8hERERERERERPRJWEgm+kzVqVMH9erVg0wmy3aMvr4+RowYUXBJERERERERERFRkcRCMtFnbNiwYdDV1c12e3p6OlxcXAowIyIiIiIiIiIiKopYSCb6jA0ePBgZGRlqt8lkMjRr1gyWlpYFnBURERERERERERU1LCQTfcaqVauGVq1aQUdH9a2sq6uLYcOGaSErIiIiIiIiIiIqalhIJvrMubu7q+2TLITAwIEDtZAREREREREREREVNSwkE33mnJ2dVQrJOjo66NChAypWrKilrIiIiIiIiIiIqChhIZnoM2dmZoZOnTpBT09PKe7u7q6ljIiIiIiIiIiIqKhhIZmoCHBzc0NmZqb0s66uLvr27avFjIiIiIiIiIiIqChhIZmoCOjXrx8MDAwAAHp6enByckKZMmW0nBURERERERERERUVLCQTFQHGxsbo1asXdHV1kZGRgaFDh2o7JSIiIiIiIiIiKkJYSCYqIoYOHYqMjAwYGRmhR48e2k6HiIiIiIiIiIiKEL0PDyGiz4GjoyNMTEzQr18/GBkZaTsdIiIiIiIiIiIqQlhIJioiDA0NMWjQILi4uGg7FSIiIiIiIiIiKmJkQgiRHwcODQ3Fixcv8uPQRJSNW7duoVq1atDV1dV2KkTFip2dHezs7LSdBhEREREREVF+icm3GcmTJk1CbGxsfh2eiIio0JDL5SwkExERERERUZGWr60t5HI5fH198/MUVEz4+voiODgYV65c0XYqRVpMTAzq1auH6OhoFsWIcqhu3braToGIiIiIiIgo3+loOwEiIiIiIiIiIiIiKtxYSCYiIiIiIiIiIiIijVhIJiIiIiIiIiIiIiKNWEgmIiIiIiIiIiIiIo1YSCYiIiIiIiIiIiIijVhIJiIiIiIiIiIiIiKNWEgmIiIiIiIiIiIiIo30tJ2AwsKFC/H27VsAQO/evdGkSZM8HV+Qub3vzZs3WLp0KTIzMzFnzpz8SLFQu337NjZv3ox27dqhXbt22k6H8lliYiLevHkDS0tLBAYG4tGjRwAAExMTTJo0CTKZTGWfrOMUfHx8YGBgUCA555fo6GhERkbi8ePHqFixIurUqQN7e3uN+0RGRiI6OhrPnz9H9erV0aFDB1SsWLHY5xMWFoaIiAi12ywsLPD111+r3ZaZmYnIyEhcuHABaWlpqFu3Ljp16gR9fX1pTFxcHMzNzVGuXLlPvygiIiIiIiKiIqpQzUiOi4uDn58fLly4kC/jP8WnnEsul2P27NmYO3duPmRWeKWmpmLu3LmwtbXF7Nmzsy0CacPJkyfx008/aTuNIueXX37Bl19+ieTkZKX4woULMXnyZCxZskTj/vPnz1cpKH+Ozp8/j0aNGqFly5YIDw/Hy5cvceTIETg4OKBp06aIjo5W2ef+/fto164d2rdvj+PHj+Phw4f4/vvvUbNmTXz//ffFPp+wsDD4+fmp/bd69Wq154mLi0PTpk0xevRo3LhxA3fu3MHo0aNhaWmJ8PBwadyTJ09Qv359hIaGftJ1ERERERERERVlhWZGso+PD3777Tfs2LEjX8Z/ik85159//onAwECUKVMGr169yofsCqfExETY29ujRYsWmDVrFr777jttp6Rk1KhRuHr1Ktq0aYPatWtrO51sbdu2DVevXsWcOXOgo1OoPvdRsWvXLowcORIRERGws7MDAHh6egIAfvjhB6SlpWH27Nlo06YN2rRpo7SvYtzixYvh6emJevXqFWzyeSw2NhZXr17FxYsXYWNjI8UjIiLg4OCAXr164dq1a9DT+9+v4LFjx+LEiRPYu3cvevXqBeDdbNqePXti+vTpaNKkCTp37lxs8wGALl26oHXr1irHs7CwUIk9fPgQHTt2hIODA37++WfpWLNmzULdunURHR2NDh06AADatGmDn376CX379kVoaCi/OUFERERERESkRuGuTH3mUlNTMWLECMybNw/ly5fXdjoFKi0tDYGBgdi+fXuefQ0+L61duxbr168v1EVk4F0h2c/PD5mZmdpORaOnT59i7NixGD16NJo3b652zNixY5Geno7BgwfjyZMnBZxhwWrQoAF+/PFHpSIpALRr1w7NmjXDrVu3cP78eSkuhEBISAjKli0rFW0BQEdHB25ubgCAAwcOFNt8FLp27QpfX1+Vf+raWsyaNQsvX75EQECAUkHa3NwcK1euVHlOu3Xrht69e2PEiBF48+bNR18bERERERERUVHFQnI++u6771ChQgVMmDBB26kUuBo1aqB79+7aTiNb7dq1g4eHh7bTKDJWr16NpKQkjc/6119/DTc3N9y7dw9ubm4QQhRghgWrQYMGGDlypNptZcuWBQClHr0ymQwlS5ZU2z9acZ+MjY2LbT659fr1a/zyyy/o0KEDTE1NVba7urqq/cBjwoQJuHnzJrZv3/7R5yYiIiIiIiIqqgpNa4v3vXjxAvv378edO3dQsWJF9OrVC+bm5rk6xokTJ3D+/HmkpKTgiy++QLdu3WBmZqZxbHp6OiwtLWFvb6/269JZrVy5EklJSdLPTZs2hZOTEwDg9OnTWLt2LS5evKi2GPOxcprnh6599erVePDgAYB3X+u2t7fH3r17cevWLVStWhV9+vRBqVKlAAAhISE4c+aMtK+Ojo60aOD7C2B5enqiQoUKeXa9eS01NRWLFy+WfnZzc0OtWrXUxkuXLo3ff/8dL1++hK2tLXr06CG9lomJiQgKCpLGT5gwAY8fP8bRo0fx8uVLWFtbw8nJCYaGhgCAO3fuYMOGDdJ4RauK9PR0zJ8/X4or7p/i+FevXgUAzJ07V2pt4eHhgerVq+fD3fl4O3fuhLm5OaytrTWOW7NmDaKiohAaGopFixbBx8cnR8dPTU1FaGgo4uPjIZPJYGdnhy5dukjFxty+flklJycjJCREaqXQsGFDdOzYMV9aiaSnpyMqKgrW1tZo2LCh0jY3Nzf8+OOP2Ldvn1Iria1bt0JPTw8uLi7FOh+FEydOICoqCikpKbCyskLXrl1RunRppTHnzp1DcnIy6tWrh+TkZBw4cADXr1+HiYkJ2rVrh/r166s9dosWLWBgYIDg4GAMHz48z6+PiIiIiIiI6HNWKGckx8bGokOHDoiIiMDdu3chl8thZWWFgwcP5mj/O3fuoHnz5ujRowcuXryIhw8fYtGiRahevbrKAmvvj3306BGCgoJQvXp1DB069IPn2rhxI/bv368US0lJwciRI7Fw4ULUrFkz5xeei2vKLs/cXPuDBw/g5+eH7du3o2fPnoiIiMDt27cxbtw41K1bF0+fPpXGxsbGws/PD2FhYSq5PXnyBIsWLfqsZpieOXMGfn5+uH79utr4pk2bMGjQIMTHx+Ovv/5Cr169pA8JsgoJCYGfnx98fX3h6uqK69evIzY2Fu7u7qhfvz5u3LihND67VhWHDx+Gn59frheai4+Px9KlS3H37t1c7ZeXkpOTcenSpRy1CSlZsiR27dqF0qVLY86cOTh+/PgH9wkLC4OlpSW8vLxw+/ZtXLt2DaNGjYK1tTXOnTunNDa3r9+RI0dgaWmJyZMn4969e4iLi8PAgQPRpEkT3LlzJ+c3IYc2bNiAJ0+eIDAwELq6ukrbli9fjtmzZ2PixIlwc3PD1KlT0apVK7x69QpHjx7NtvhZXPIBgHnz5sHHxwfXr1/H1atXMWHCBFSvXh27du1SGhcfHw8ASEhIgK2tLTZu3IinT59i9+7daNCgAYYPH4709HSV4+vp6eGLL77A6dOn8/zaiIiIiIiIiD57Ip/Y2toKuVyeq31+/fVXAUBUqFBBPHjwQIo/fvxYVKtWTRgbG4u7d++qjF+7dq0US0tLE3Z2dsLAwEBcvnxZir99+1b06NFDyGQyERISojI2JiZGKZf58+eLMmXKZHuulJQUMXToUOHq6iqSk5OV9p04caJwcHAQmZmZUszKykro6urm6n6ouyZNeebm2oUQ4uLFiwKAKFOmjLh3754U37VrlwAg5s2bJ8X+/fdfUbZsWWFtba10XUIIMWfOHDFixIhs81+7dq3K8XJLLpcLW1vbj97/ff7+/gKAOHTokNp469atxdu3b6X4N998IwCIEydOKI338vISAET37t1FWlqaFI+MjBQymUw0atRI6X717NlTAFAaK4QQkydPFgCUXjdN4xUcHR0FAI33Pzeio6MFABEdHZ3rffr27ZvtGGNjY3Hx4kXp5+DgYAFAVKpUSTx8+FCKGxoaKt2Da9euCWNjY2FrayueP38uxR8+fCiqVKkizMzMxP3796V4bl6/a9euiZIlS4ratWuLly9fKsWNjIxE8+bNc3wPcuKvv/4SxsbGIiAgQO3258+fi/Hjx4vatWsLd3d3MXnyZNG2bVvRokULsWPHjjzN5XPM59ixY+LgwYNKsaSkJNGwYUOhp6cn/vzzTym+ZMkSAUAAEP/5z3+U9pk2bZoAIGbPnq32PPb29gKAePr0aY5z/5i/d0RERERERESfmehCOSPZ3d1daYG28uXL46uvvsLr169VZtW+b//+/YiJiUH//v1Rr149Ka6vrw8fHx8IIaSvwCvGDhgwAHXr1lU6jqenJ2bMmKH2HImJiWjfvj3s7Oywbds2GBkZSdtOnjyJDRs2YMOGDXnW0iKneebm2rNydHRE5cqVpZ9bt24NAIiLi5NipUqVwpgxY3D16lXs3btXiqekpGDVqlWYPHlynlxrYeHu7q7Uo1XdPcnKy8tLaUGvli1bwsHBAVFRUTh58mS+5env748lS5bAz88v387xIS9evAAAlChRIsf7DBo0CF5eXrh//z7c3NyyXUwwICAAr1+/hpeXF8qUKSPFK1SogHHjxiEpKQlr1qxR2S8nr99///tfJCcnY9KkSUqtEWrVqoX+/fvj7NmzOHXqVI6vSZMLFy6ga9eu+P777zF+/HiV7enp6XBwcMD69evx66+/YtOmTfjhhx8QERGBVq1awcXFBevXr8+TXD7HfACgY8eOKn3XTU1NMXv2bKSnp8Pf31+KK9qSmJqaqhxv1qxZ0NPTQ2BgoNpvUSh+nyueayIiIiIiIiJ6p1AWktW1g7CxsQEAXL58WeO+Fy9eBADY2tqqbKtTpw6Ad0WLrGMV8axMTU3VFpLPnTuHFi1a4OzZszAwMFDZPm7cONSpUwcbN26Er6+v9C8pKQmZmZnSz3v27NF4Hequ6UN55ubas6pWrZrKMQHg1atXSnEvLy/o6+vjhx9+kGI//fQTvvzyS6XCdVGQ03uiUKNGDZVYTp/ZT1GnTh1MmzZNqz2TFcW43H5wsnTpUrRq1QpHjhzBggUL1I7Jz2c6KioKAHD27Fml96qvr6/UKiRrb/CPdfPmTfTo0QNyuRyenp5qxxw8eBAXL17EgAEDYGdnp7RNLpcDeNcnOy98jvloouilfOnSJSlWrlw5AO/+lmT9gAcATExMULVqVTx9+lTqE5+VuuIyERERERERERXSQrK6Ra5yWqzKSRFAcYyPKRiEhYXhwIEDaNeuHaZPn47Q0FCl7e7u7iqz5j5VTvPMzbVnpa4XqTqVK1eGq6srTp48iT///BOZmZnw9/fHlClTcrT/5ySn90RB3Yza3BRY1fVr/VwoZgqnpKTkaj99fX0EBwfD3Nwcfn5+CA8PVxmT3880AJVCIwA4ODhALpejUaNGOT6OOk+fPoWjoyPGjx+PCRMmSPG9e/cqzVRXLKqo7gOJsmXLwsTEBHfu3EFqamqxzEcTxXsv63Og6N+clpamdh9N703FNWWdAU9EREREREREgGoFpRC4ffu2SkxR2PjQAk9NmjQB8G5xuPcpYo0bN1Yaq65dQWJiIoKCgvDNN9+gfPnyUnz69Olo0KABdu3ahWbNmmHw4ME4e/astNDYtGnT1Oa1ZcsWvHz5Er6+vhrz13RNH8ozN9f+saZMmSJ9zX3w4MEoVaoUOnXq9EnHLApu3Lih0nZE3TNrbGwM4N3X5hWzJgFku1ieoiCqKHwdOnQIL168wODBg/Mu+U9Us2ZNyGSyXC8UCABVq1bFtm3b0K1bN7i6uiIjI0Npe5MmTXDixAnExsaiXbt2Sts+9Zlu0qQJIiIi0K1bNwwcOFBp26tXr7Bs2bJPWiwzJSUFvXv3Rq9evTB79mylbXv37kWtWrXQpk0bAO9adQBQu8Df8+fP8fLlS5QpUyZX7UOKUj5JSUkIDAzErFmzVIq/f//9NwCgQYMGUqxJkyaoWrUqbty4geTkZJQsWVLa9vLlS9y7dw8WFhZKLZQUHj9+jLJly8LMzOyjr42IiIiIiIioKCqUM5I3bdqEpKQk6eenT59i7dq1KFWqFEaMGKFxXycnJ9jZ2WHPnj2Ijo6W4mlpaVi0aBFkMpnUCkIxdvfu3bhy5YrScfz8/LBjxw6lYl9W5ubm2Lt3L9LS0tC7d2+8fPnyI6/2w3KaZ26u/WPVr18fXbt2xa+//orvvvuuSM5G/hgBAQFKs4rPnDmDP/74A40bN4a9vb0Ut7a2BgBERkZKsdu3b+Pw4cNqj1upUiUA794DALB69Wqldgvx8fFYunRptoXoglCyZEk0aNAA165d+6j9O3fuDLlcjgcPHqjMzP72229RsmRJrFixQqln7aNHj7B69WqYmZlh7NixH3Xeb7/9FsbGxvD391eZWevn54egoCBUqVJFikVFRcHX1xfnzp374LEzMzMxZMgQXL16FaVKlVJpnfF+Ow4nJyeULVsWu3btUvkgaP78+QCAoUOHKsWLUz5JSUmYPXu2SkugpKQkzJ07F7q6uvDy8pLiOjo68PX1xatXr5Ra8QDAggULkJ6ejmnTpqkUpdPT03Hr1i2ppzYRERERERER/U+hmZG8cOFCqcdlt27d0KZNG7Rv3x46OjrYu3cvXrx4ge3bt6Nq1aoq4/fu3YuEhATMmTMHenp6OHDgAAYOHIhWrVqhf//+MDMzw7Fjx3Djxg2sW7cO3bp1AwClsS1atED//v1RsWJFnDp1Cnfv3kVISAhkMhkCAgKkr1nv3bsXT548wYwZM3Dp0iVpxmSvXr3g4OCACRMmSDPZshYxsvZIBoDRo0dL1/IhOc0zN9e+ZcsW6ZpOnjwJX19fzJkzBxERETh69CiAdzOgfX19MWbMGKXF+KZMmYLDhw/j9evXcHFxyTbvoKAgJCYmSkWhsLAwpKenw8TEBN7e3jm69ryWmpqKxYsXS8XYLVu24MqVK/D29sb8+fOle7JlyxYkJibCw8MDGzdulO5JSEgIkpOT4ePjo3Tctm3bomXLlmjbti2SkpKwc+dO1KpVC7t27VIqVnl6emLdunVwd3fHkCFDALy7z87OztiwYQMCAwPRpEkTjB49GgAwZMgQbNiwAe7u7qhZsybCwsLw559/SsebOHEiQkJCcOXKlQ8uRJmfBg4ciNmzZ+Pq1atSsRwAAgMD8ejRI7x9+xarV6+GhYUFfHx8VPqLz549G5GRkQgJCVGKW1lZYd++fRg6dCgaNmyInj17Ij09HXv37oWhoSEOHToECwsLAMj161ezZk3s378fQ4YMga2tLRwdHVGqVCmcOnUKCQkJOHjwoFKeERER8PPzk2b+a7J+/Xr89ttvAJDtQojOzs7Sf5uZmeGomJILAAAgAElEQVT333+Hq6srmjZtioEDB8Lc3BxnzpzBqVOn0L9/f5WCaHHLp1OnTnB1dUXnzp1Rr149PHv2DAcPHkRKSgp++eUXtGjRQmn/UaNG4c6dO5g7dy5OnTqF+vXr4+LFizh+/DimT5+OiRMnqpzz7NmzePv2rcoMdSIiIiIiIiIqRIVk4N3iWXK5HL1798aSJUtw4MABJCYmws/PD7169YK5ubna8e+rUaMGzp49ixMnTuD8+fNISUnB9OnT0b17d5WvK78/Nj09HVOmTEHPnj2VikjZnatjx47o2LHjB68ta//Pj5HTPHNz7RYWFmqvSU9PT21coUuXLliyZAkaNGigtr/s+5o0aZKj4lJBatmyJVq2bJnjeK1atTTeExcXF7i6uiIkJAQvXrzA5s2b4eTkBENDQ6VxlSpVQlxcHPbt24eEhARYWlpi2bJliIiIUFkgDgDatWuHqKgoHD16FDo6Ovj777+V2i0sW7YMDg4OWm918fXXX2PZsmVYuXIlAgICVLa/X3h/n0wmw5YtWxAQECC1VVDo2LEjbty4gdDQUMTHx0Mmk2HdunXo0qWLSkE6t69fhw4dpGPHxcXBwMAAPj4+cHR0VHm2o6OjYWBggFatWmm8FgCws7PT+LwAkNo2KLRr1w43b95EWFgYYmJikJqaCnd3dwQFBam0TSlu+ZiZmeHo0aNISEjAmTNncPv2bZibm6Nnz57o0qWL1DLmfX5+fhgxYgRCQ0ORlJSEIUOG4Keffsp2ccoVK1agRo0a0oc8RERERERERPQ/MpFPS9TXrVsXzs7OH9UTmOh9vr6+CA4OVmntoW0TJ07EihUrcO3aNdSqVUvb6XyymJgY1KtXD9HR0bCzs8vVvsHBwRg2bBgiIiLQvHnzfMpQOx4+fAgbGxu4uLhgzZo12k6H+eSD0NBQ9OnTByEhIejQoUOu9uXfOyIiIiIiIioGYgrVjGQi+nw5OzsjPT0dffr0wbFjx9TOWv0cCSEwYMAA2NjYYPny5dpOh/nkg5MnT2LkyJH47bffcl1EJiIiIiIiIiouWEjWovDwcISHh39wHGe5FT6JiYkICgqSei2vXLkSjRo1goeHh5Yz064hQ4agffv2ePv2rbZTyTMymQyLFy9G06ZNUaJECW2nw3zyQfny5XH58uVsF1clIiIiIiIiIhaStapDhw6c/faZc3R0hKOjo7bTKFSqVKmi7RTy3Pv9g7WN+eStOnXqaDsFIiIiIiIiokKPhWSij1C5cmXOFCciIiIiIiIiomJDR9sJEBEREREREREREVHhxkIyEREREREREREREWnEQjIRERERERERERERacRCMhERERERERERERFplG+L7aWlpWHnzp2IiYnJr1NQMXLlyhXcv38fgwYN0nYqRdrLly8BAN7e3jAxMdFyNkSfh4cPH2o7BSIiIiIiIqJ8xxnJRERERERERERERKRRvs1I1tfXx6BBg+Dr65tfp6BixNfXF8HBwdi5c6e2UynSYmJiUK9ePSxfvhx2dnbaTofos1C3bl1tp0BERERERESU7zgjmYiIiIiIiIiIiIg0YiGZiIiIiIiIiIiIiDRiIZmIiIiIiIiIiIiINGIhmYiIiIiIiIiIiIg0YiGZiIiIiIiIiIiIiDRiIZmIiIiIiIiIiIiINGIhmYiIiIiIiIiIiIg0KtaF5OTkZCxfvhxt2rRBuXLlUKJECdSoUQP29vaYMmUKDh8+jJSUFG2nqSIyMhKenp6wtraGoaEhzM3N0bx5cwQEBCA1NVVp7A8//ACZTKbyz8jICFWqVEHPnj0RGBiI169fa+lqqChJSUnBpEmTEBoaCgCoV6+e9MyZmJjg2rVravfLOk7x79WrVwWZep5KS0vDb7/9hkGDBqFKlSowMDD4P/buPD7Gc/0f+GeyTZYRCWKLpUVEJJaQxNqSRpFKLSWU2FrlFHWKxDlC2ySWVkuLtlpLQtUeepTwpaKWQ5WiQmJrgp8kaASJREIkmev3h9fMyZjJSCSR7fN+veaPuZ/rvu/rfmYmXq555n7QuHFjvP7664iKiiq034EDB9CnTx84OjrCxsYGLi4uCAwMRGpqapXKBwA++ugjg3+bFAoF2rdvX2i/ixcv4vXXX4dCocDRo0dLZb0bN25EaGgo8vLySrwuIiIiIiIioqqq2haSY2Nj0bp1a6xevRozZsxAQkIC0tLSEB0dDT8/P4SHh6NPnz6YP39+eaeqIzk5GV27dsW5c+ewfv16pKWl4ezZs/D19cWUKVPg7e2N3NxcbXxQUBBEBAMGDAAAnDlzBiKC1NRU7NmzB15eXpg1axacnJxw4MCB8loWVQH3799H9+7dcfv2bfj4+AAA4uLiICKwsbFBZmYm/P399b7sKBinVCoRGxsLEYFKpXrRSyg1W7ZswaBBg2BnZ4dDhw4hIyMD0dHRUKlU6N+/P4KCgvT6REREwMfHB6ampjh8+DBSUlKwYMECrF69Gh4eHrh3716Vyed5ZGRkIDAwED4+PkhKSjIaW9z1Dhw4ECdOnEDfvn2Rk5NTlssgIiIiIiIiqrSqZSH5xo0b6NWrF6ytrXHs2DEMGDAA9vb2sLKyQsuWLREcHIxdu3bBxKRinh6FQoHIyEh4eXnB2toaDRs2RFhYGAYOHIjjx49j69atzxxDpVKhbdu2CAkJwcmTJ6FQKPDGG2/gt99+ewErqPxOnToFhUKBjz76qFrOb8jo0aPx6NEj/PjjjzAzM9M77ujoiLNnz+LDDz8sh+xePGdnZ6xatQpOTk6wtLREq1atsGnTJjRo0ABfffUVkpOTdeLDwsJgamqKDRs2oEWLFlCpVBgwYABmzJiBxMREREREVKl8AGDhwoUQEb1HTEyMXuyaNWtw584dxMbGwsPDo1TXa21tjf/85z+4dOkSpk2bVuJ1EREREREREVVFFbNSWsZmzJiB27dv4/PPP4etra3BmO7du6NXr14vOLNna9SoEdRqNRo2bKh3rHPnzgCAhISEYo3p5OSE8PBw5OTkYPz48cjPzy+VXKn62L9/P3bu3InQ0FCYmpoajFmxYgUcHBywcuVKbNq06QVn+GKNHDkSly5d0mu3tLREu3btICK4evWqtl2tVuPGjRuoV68e7O3tdfq0atUKAJCYmFhl8nkeEyZMwNq1a1G7du1nxhZ3vQBgZWWFWbNmYfny5bh48WKp5U1ERERERERUVVTLQnJkZCRUKhV8fX2Nxv3yyy+YN2/eC8qq5O7evQsAaNOmTbH7+vr6okWLFrh48SIOHTpUyplRVbdy5UqYm5ujX79+hcY4Ojpi06ZNMDExwYQJE3D58uUXmGHFcffuXZiZmWkLsgBgYmICNzc3pKSkIC0tTSdeUxBt27ZttcinMFZWVqUyjqH1agwaNAgigpUrV5bKXERERERERERVSbUsJOfn56N169YGf37/LLt374aPjw/s7OygVCrh7OyMWbNm6dwYrH379tqbRs2cORNr166Fi4sLrKys4OTkhKVLl2pjp06dqnOTqYI5PX0zqri4OKNr+umnn+Dm5ob+/fsXe10A0K1bNwDAkSNHnqt/RXT+/HkMHz4c9evXh4WFBRwdHTF27FhcuXJFG9OrVy/tOS64VcTMmTO17UOGDNG2+/n5wdPTEwAwf/58bYzmCnY/Pz9t28iRI7Fu3Tq0a9cOVlZWqFWrFgICAnR+Vl/a85eH6OhoODk5wdra2micj48PwsLC8ODBA/j7+xfpZpb5+flYunQp3N3dYW1tDRsbG3h5eWHVqlUQEQBAenq6zmclKioKwcHBaNiwIVQqFTw9PbF//369sfPy8rBo0SK0bdsWVlZWqFGjBrp3746ffvrp+U7EM1y9ehWnT5/G+PHjUbduXZ1jy5YtQ82aNTFy5EgkJCQgKysLO3bswMKFC9G7d2+MHTu2yuVz4sQJ+Pj4oHbt2rC2tkabNm0wb948g/tolwZj6wWABg0aoG7dutqbRRIRERERERHR/1TLQjKAIv08+mmff/45/Pz80LRpU5w5cwYpKSmYM2cOvv/+e3Tt2hX3798HAMTExODMmTMAgKioKFy5cgX//e9/cf36dXTo0AFTp07F7t27AQBLlizBiRMnADzZYzYvL08737x587B37144OztDrVbDzc2t0NzmzZuHO3fuIDIystCtBZ6lfv36AIBbt249V/+K5vDhw/D09MTVq1fxf//3f7h37x62bt2KU6dOoUOHDtrXaP/+/Th58qRe/wULFiAzM1OvfdeuXdr42bNna/d11RQqd+3apb2K89dff8XOnTuxbds2pKSkICIiAnv37kXXrl1x+/btMpkfeHJTxqZNm8LFxUX7viwrycnJSE9PR6NGjYoUP3v2bLzxxhuIjY3FP//5T6Ox+fn5GDhwIIKCgjBmzBhcv34d8fHxePPNN/GPf/wDY8aMAQDY2dlBRLB48WIAwNy5c9G+fXtcvnwZp06dQnZ2NgYNGoSUlBSdsfv374+ZM2di/PjxuHHjBi5dugR3d3cMGTIES5Ysec4zYpharcb48ePh5uaGRYsW6R3v3r07fv31V9y9exdOTk5QqVTw9/fHuHHjsHPnTpibm1e5fBITEzFr1iwkJCTgr7/+wqhRozBnzhz07NmzSF8yFMez1qvh6OiIv/76C48fPy7V+YmIiIiIiIgqu2pbSFYoFMWKv3LlCmbPng0XFxeEh4fj5Zdfhp2dHYYNG4a5c+ciNjYWc+bM0etnZWWFOXPmwMHBAXXr1sUnn3wCANizZ482xsvLC927d8emTZtw48YNnf6LFi1CYGCg0XzDw8OxePFi7N27Fy4uLsVaV0GaqzurArVajXfffRd5eXnYunUrOnToAJVKha5du2Ljxo3IzMzEe++9V+Z5iAjWrVsHJycn2NraYtCgQQgLC0NSUhI+/fTTMp1XrVZDrVaX2Rwami8eatasWaR4hUKBdevWoWnTpggPD8f69esLjV2/fj127dqFcePGYerUqXBwcEDDhg3x8ccf46233sK6desQFRWl1+/VV1/FsGHDUKNGDbRq1QqTJk3CgwcPdK62X7duHfbs2YN3330XU6ZMQa1ateDo6Iivv/4a7u7uCA4ORmpqajHPhmGa9+Pff/+N6Ohog1duR0REoHPnznBxccGVK1eQkZGBXbt24aeffkLnzp31boZX2fOZN2+e9opke3t7NGrUCP/6178wdepUnDhxAl9//XWJxi+oKOvVqFmzJvLz80vttSciIiIiIiKqKqptIfnOnTvFio+KikJ+fj58fX1hYqJ72t544w0AwPbt2/X6abYg0GjcuDEA4ObNmzrtQUFByM3N1SmexMTE4Ny5cxg1alSheW3atAlBQUHYt28funTpUqw1PU1TEDR0I7/K5ty5c7h69SratGmDJk2a6Bxr27YtGjVqhD///LPMbxjm4eEBS0tLnbY+ffoA0P0yobQ1btwYSUlJuHz5cpELvM9Lsw1Bca5QrVWrFrZu3QoLCwu8//77Bm+MBvzvM2Vo7+WSfu5+/vlnANDbCkahUMDb2xuPHj0qtS0OJk2ahFOnTuHw4cMGt1RISEjAxIkT0apVK0RERKBZs2aoUaMGevfujbVr1yImJgYffPBBqeRSEfMpyN/fHwAMfkHwvJ613oI07+PSviKaiIiIiIiIqLKrloVkU1NTXLhwQWcbiWfR/CTeUBGiXr16AIC///5b79jTRTwLCwsA0LtStH///nB2dsaKFSu02xksWrQIH3zwgV4hUuPgwYOYOHEiduzYAS8vryKvpTC//fYbgCdXc1Z2xl4vwPhrVprs7Oz02jQ5aba2qOw078/c3Nxi9fP09MSSJUuQlZVV6H7JZfm504z95ptv6uyvrFAo8NVXXwEA4uPji7UmQ+bPn4/9+/cjOjoaderUMRhz4MAB5Obm4rXXXtP7oqp79+5QKpXYt29fqVxhXtHyeVqDBg0AlN7noyjrLUjzPi6tm/sRERERERERVRXVspA8YsQIPHjwAHv37i005u7du7C2tsaIESMA/K9oZai4oSlIafYYfh4KhQLTpk3D/fv3ER4ejqSkJERFRWHSpEkG4+Pi4jB06FBs3LgRPXr00LavX78effv2Lfb8u3fvxtWrV+Hq6qozXmVl7PUC9F8zTbHs6X1R09PTDfYv6tYohq581+RUsDhaVvO/CJrC3/PsxTxx4kQEBAQgLi4OkydP1jtelp87Tb+DBw9q95l++hEWFvZcY2v8+OOPWL58Ofbv3689TwDw3nvvYcGCBdrnWVlZzxzr4cOHxfryqzLkY4jmqvFnXTlcFEVdb0H379+HqakpHBwcSjw/ERERERERUVVSLQvJX3zxBRwdHfHvf//b4M3MgCc3BMvNzUVwcDCAJ1ctmpqaYs+ePXp7CWtunDdo0KAS5TVmzBg4ODhg6dKlWLRoEUaOHGnwpoDJycno168fli1bpv15f0kkJCRgwoQJsLS0RHh4uN4ViJVR27Zt0axZM8TGxuptX3Hu3DkkJyejQ4cO2m0vNEWmp/d91dwI8WmaPVY1hd9bt25BoVDgr7/+0ok7ffo0srOzddo02yX4+vpq28pq/hfB0dERdnZ2z71n7ooVK+Dq6oo1a9YgJydH55jmM6X5jBVU0s/dW2+9BeDJTRmfduLECZiYmBS65UZRREdHIzg4GPv27cNLL71kNLZTp04A/lfULui3335DTk4OOnTooL2yurLnk5CQAHNzc9y7d0/v2ObNmwE8+ZtbEsVZb0E3btxAy5YtS3SuiYiIiIiIiKqiyl8xfA7169fHvn37kJOTg27duiEqKgrp6enIysrC6dOnMXz4cERERGDz5s1o06YNAKB58+aYP38+Ll68iHHjxuHatWu4f/8+IiMj8cknn8DNzQ0ff/xxifKytLTE5MmTcf36dSxbtgzTpk3Ti8nMzISvry8SExMxbNgwvZ/kG9tPuaDs7GztDQI9PT0hItizZw86d+5cojVUFCYmJoiIiICZmRn8/f3x559/IisrC7///jtGjBiBGjVqYNWqVdr4+vXro02bNti1axcOHz6M7OxsHDt2DGvXrjU4fvPmzWFra4vjx48jMzMTGzZsgKOjI5o3b64TZ29vjzFjxiA+Ph6ZmZn4+eefERISgsaNG2P27NllNn9ycjKaNm0KFxeX57pSuDgUCgV69eqF+Pj459pX1sbGBtu2bYNKpdI7NnLkSPj5+WH16tVYsmQJUlNTcevWLcydOxfbt2/HqFGjnrvgGBAQgAEDBuCLL77AihUrkJKSgqysLOzbtw/Dhg3D5MmT0apVK218eHg4FAoF1qxZ88yxY2NjMXjwYNy8eROtW7fW+5xGREToxHft2hX+/v6IiYnB+PHjce3aNTx48AD79+/H2LFjYW5uji+++EKnT2XOBwDy8vIwePBg/PHHH8jOzsaNGzfw+eef45tvvkGnTp0wZcqUIo1TGuvVuHXrFm7fvo3evXs/99xEREREREREVZaUERcXFwkJCSmr4UtFVlaWfPnll9K5c2extbUVc3Nzady4sYwaNUpiYmIM9omKihJvb29tfIsWLWTmzJmSkZGhjenTp48A0Hnk5uZKSEiIXvvJkyd1xk9NTRUrKyt56623DM5/8uRJvTGefvTp00cbv3DhQoMxSqVSGjRoIL6+vrJs2TJ58OBBKZzRshMSEiIuLi7F7hcbGyvDhg2TunXripmZmdSvX19Gjx4tCQkJerEXL16UPn36iL29vdja2sqwYcPkypUrOudtz5492vioqChp1aqVWFlZSZs2beTw4cPaY2lpaQJAAgICZMeOHeLu7i6WlpZib28vw4cPl8TExDKd//r16+Lo6CgtW7aU9PT0Ip+vuLg4ASBxcXFF7iMism/fPgEgkZGROu2urq56773MzEyDY2zevFkASGxsrE57Xl6eLF68WNq1ayeWlpZiZWUlHh4esmLFClGr1do4pVKpM0+3bt1ERKRHjx467TY2NjpjL126VNq3by+WlpZia2srHTt2lOXLl+uMLSIyZ84cASAnTpx45vko7HNX8PHZZ5/prfPbb7+VTp06iUql0r5f/f395fTp03pzVOZ81Gq1HDlyRCZMmCCurq6iUqnE2tpa2rVrJ/Pnz5eHDx/q9cnMzCw094CAgBKvV0Rk2bJlolAo5Pz5889cQ0GV4d87IiIiIiIiohKKU4g89bvlUtK6dWsMHToUoaGhZTE8VTOhoaGIjIzEhQsXyjuVIklPT4e9vT0CAgKwfv368k6nyM6fPw83NzfExcXB1dW1WH39/Pxw7do1nDt3DqampmWUYfnp0qUL7ty5g7/++qtC7FHNfErXw4cP4eTkBD8/PyxfvrxYffnvHREREREREVUD56vl1hZEVPrWrVsHpVKJ0aNHl8lN2MpTeHg4/vjjD3z//fcVokjKfEpXdnY2Bg8eDGdnZyxZsqS80yEiIiIiIiKqkFhIJqJSYW9vj6NHj8LBwQG//vpreadTakQEO3bswJYtW9CrV6/yTof5lIHt27fD09MTe/fuhaWlZXmnQ0RERERERFQhmZV3AkRVjZ+fH3bv3g0A2LBhAzZs2IDo6OhKW2QrDmtr6yp3RadCoUBUVFR5p6HFfEpfQEBAeadAREREREREVOGxkExUynbt2lXeKRAREREREREREZUqbm1BREREREREREREREaxkExERERERERERERERrGQTERERERERERERERGsZBMREREREREREREREaxkExERERERERERERERpmV5eBhYWEICwsryymomlEoFOWdQrXg5uZW3ikQEREREREREVEFUmaF5MWLF+P+/ftlNTwRGfDjjz+iZcuW6Ny5c3mnQlStuLq6lncKRERERERERGVKISJS3kkQUelwdXWFv78/QkNDyzsVIiIiIiIiIiKqOs5zj2QiIiIiIiIiIiIiMoqFZCIiIiIiIiIiIiIyioVkIiIiIiIiIiIiIjKKhWQiIiIiIiIiIiIiMoqFZCIiIiIiIiIiIiIyioVkIiIiIiIiIiIiIjKKhWQiIiIiIiIiIiIiMoqFZCIiIiIiIiIiIiIyioVkIiIiIiIiIiIiIjKKhWQiIiIiIiIiIiIiMoqFZCIiIiIiIiIiIiIyioVkIiIiIiIiIiIiIjKKhWQiIiIiIiIiIiIiMoqFZCIiIiIiIiIiIiIyioVkIiIiIiIiIiIiIjKKhWQiIiIiIiIiIiIiMoqFZCIiIiIiIiIiIiIyioVkIiIiIiIiIiIiIjKKhWQiIiIiIiIiIiIiMoqFZCIiIiIiIiIiIiIyioVkIiIiIiIiIiIiIjKKhWQiIiIiIiIiIiIiMoqFZCIiIiIiIiIiIiIyioVkIiIiIiIiIiIiIjKKhWQiIiIiIiIiIiIiMoqFZCIiIiIiIiIiIiIyioVkIiIiIiIiIiIiIjKKhWQiIiIiIiIiIiIiMoqFZCIiIiIiIiIiIiIyioVkIiIiIiIiIiIiIjLKrLwTIKLns3LlSpw+fVqn7datW9i1axdu3bql0z5hwgR07NjxRaZHRERERERERERViEJEpLyTIKLiCw8Px/jx42FmZgaFQgEAUKvVUCgU2uf5+flQKBT4+++/UadOnfJMl4iIiIiIiIiIKq/zLCQTVVLp6emoW7cucnNzC40xNTXF66+/jj179rzAzIiIiIiIiIiIqIo5zz2SiSopOzs79O3bF2Zmhe9QIyIYNWrUC8yKiIiIiIiIiIiqIhaSiSqxgIAA5OfnF3rc3Nwc/fv3f4EZERERERERERFRVcRCMlEl9uabb8LS0tLgMTMzMwwYMAAqleoFZ0VERERERERERFUNC8lElZi1tTXeeustmJub6x3Lz89HQEBAOWRFRERERERERERVDQvJRJXciBEjDN5wT6VSoU+fPuWQERERERERERERVTUsJBNVcr1794a9vb1Om7m5OYYNGwalUllOWRERERERERERUVXCQjJRJWdmZoZhw4bBwsJC25abm4sRI0aUY1ZERERERERERFSVsJBMVAUMHz4cjx8/1j6vU6cOXn311XLMiIiIiIiIiIiIqhIWkomqgFdeeQUNGjQA8GRbi9GjR8PU1LScsyIiIiIiIiIioqqChWSiKkChUGDkyJEwMTFBbm4u3n777fJOiYiIiIiIiIiIqhAWkomqiOHDh0OtVqNJkybw9PQs73SIiIiIiIiIiKgKMSvvBIiodLi7u6Nly5a8GpmIiIiIiIiIiEodC8lEVUhAQACGDBlS3mkQEREREREREVEVoxARKYuBp0+fjqSkpLIYmogK8fjxY1hYWJR3GkTVztChQ+Hv71/eaRARERERERGVlfNltkfy3r17ceHChbIanqqZCxcuYN++feWdRoVX0iJyRkYGtm3bhoyMjFLKiKjq++WXX3D+/PnyToOIiIiIiIioTJXp1hb+/v4IDQ0tyymomggNDUVkZCS2bt1a3qlUaefPn4ebmxu++uoruLq6lnc6RJVC69atyzsFIiIiIiIiojJXZlckExEREREREREREVHVwEIyERERERERERERERnFQjIRERERERERERERGcVCMhEREREREREREREZxUIyERERERERERERERnFQjIRERERERERERERGcVCMhEREREREREREREZVWEKySqVCgqFAgqFAuHh4aUe/yJze9rJkydhZmYGMzOzMsiuYvr9998xadIktGzZEkqlEg4ODvDy8sK3336LR48elXd6VEYePnyIadOm4ZdffgEAuLm5aT87tra2iI+PN9ivYJzm8eDBgxeZeqnKzc3Fzz//DH9/fzg6OsLCwgKNGzfG66+/jqioqEL7HThwAH369IGjoyNsbGzg4uKCwMBApKamVql8AOCjjz7Se801j/bt2xfa7+LFi3j99dehUChw9OjRUlnvxo0bERoairy8vBKvi4iIiIiIiKiqqjCF5AcPHs7yZtcAACAASURBVGD79u1lFl8SJZkrJycHY8aMQX5+filnVXElJyeja9euOHfuHNavX4+0tDScPXsWvr6+mDJlCry9vZGbm1uuOb799tto2rQp7t27V655VCX3799H9+7dcfv2bfj4+AAA4uLiICKwsbFBZmYm/P39DX6RoIlTKpWIjY2FiEClUr3oJZSaLVu2YNCgQbCzs8OhQ4eQkZGB6OhoqFQq9O/fH0FBQXp9IiIi4OPjA1NTUxw+fBgpKSlYsGABVq9eDQ8PjxK9VytaPs8jIyMDgYGB8PHxQVJSktHY4q534MCBOHHiBPr27YucnJyyXAYRERERERFRpVVhCslV1ccff4zatWvj5ZdfLu9UXiiFQoHIyEh4eXnB2toaDRs2RFhYGAYOHIjjx49j69at5ZqfWq2GiEBEyjWPZ/Hz84NCoagUV0qOHj0ajx49wo8//mjw6ntHR0ecPXsWH374YTlk9+I5Oztj1apVcHJygqWlJVq1aoVNmzahQYMG+Oqrr5CcnKwTHxYWBlNTU2zYsAEtWrSASqXCgAEDMGPGDCQmJiIiIqJK5QMACxcu1H4OCz5iYmL0YtesWYM7d+4gNjYWHh4epbpea2tr/Oc//8GlS5cwbdq0Eq+LiIiIiIiIqCpiIbkMHT9+HMuXL8eaNWtgYlJ9TnWjRo2gVqvRsGFDvWOdO3cGACQkJLzotHRERkYiMTERtWvXLtc8qor9+/dj586dCA0NhampqcGYFStWwMHBAStXrsSmTZtecIYv1siRI3Hp0iW9dktLS7Rr1w4igqtXr2rb1Wo1bty4gXr16sHe3l6nT6tWrQAAiYmJVSaf5zFhwgSsXbu2SJ/Z4q4XAKysrDBr1iwsX74cFy9eLLW8iYiIiIiIiKqK6lPdfMEePXqEsWPHYv78+WjRokV5p1Nh3L17FwDQpk2bcs6EStPKlSthbm6Ofv36FRrj6OiITZs2wcTEBBMmTMDly5dfYIYVx927d2FmZqYtyAKAiYkJ3NzckJKSgrS0NJ14TUG0bdu21SKfwlhZWZXKOIbWqzFo0CCICFauXFkqcxERERERERFVJRWykCwiWLhwIZycnKBUKtGkSRMEBwcXa+/K3bt3w8fHB3Z2dlAqlXB2dsasWbMM3sCrYKxKpUKbNm0wZcoUxMbGGp2jRYsWOjeIev/997XHZs2ahQYNGuCDDz4o+sKLsSZjeRZl7e3bt9fmPXPmTKxduxYuLi6wsrKCk5MTli5dqo2dOnWqzjoLblvw9A2z4uLiCs0/Pz8fP/30E9zc3NC/f/9SOy/FkZ6erpPv3r17DbZHRUUhODgYDRs2hEqlgqenJ/bv368d59SpUzrxR48exciRI+Hg4AClUok2bdpgzZo12vijR4/qxGu2qnj06JHB86cZf/fu3QAAc3NznbkqmujoaDg5OcHa2tponI+PD8LCwvDgwQP4+/vj4cOHzxw7Pz8fS5cuhbu7O6ytrWFjYwMvLy+sWrVKuzVJcV8/jby8PCxatAht27aFlZUVatSoge7du+Onn356vhPxDFevXsXp06cxfvx41K1bV+fYsmXLULNmTYwcORIJCQnIysrCjh07sHDhQvTu3Rtjx46tcvmcOHECPj4+qF27NqytrdGmTRvMmzevzG7IaWy9ANCgQQPUrVtXe7NIIiIiIiIiIipAyoiLi4uEhIQUq8/27dsFgLRq1UpCQkLk5s2bkpKSIgsWLBATExPp27evqNVqvfhVq1bpjLNgwQIBIO+8845cvXpV0tLSZPPmzWJnZydt2rSR9PR0vdh3331Xrl69KllZWXLs2DFxc3OTmjVrGp0rJiZGXFxcZMuWLTrzHz16VGxtbeXq1avatubNm4upqWmxzoehNT0rz+Ks/cyZMwJAWrduLR9//LHcvn1bUlJSZOjQoQJAdu3apY09ceKEAJDRo0fr5bZ3715xdnbWeW0MCQ0NFVtbW7lw4UKx1x8SEiIuLi7F7leYxYsXCwDZs2ePwXZPT0/ZvHmzZGRkyMWLF6V169aiUqnk77//1on/8MMPBYC4uLhIZGSkpKeny5UrV2TYsGECQD799FOd+H79+gkAyc3N1WkPDAwUABIbG1ukeI2PP/5YrK2t5ZtvvnneU6EjLi5OAEhcXFyR+yQlJQkA6d27d6ExNjY2cubMGRERUavV8sYbbwgAee+993TilEqlzjnIy8sTPz8/MTMzk8WLF8vt27flxo0bMmfOHFEoFDJq1Cid/sV5/fLy8sTX11dMTU3l66+/lrt370pycrJ88MEHAkAWL15c5HNQFPn5+fLaa69J27ZtJSsry2DMmTNnpFOnTgJAAIi5ubkEBgbKo0ePSjWXipDP7NmzxcvLS/bv3y/37t2TpKQk+fzzz8Xc3Fw6deok2dnZhfYNCAgQAHLkyJEiz1eU9YqIuLu7i6mpqeTk5BR57Of5946IiIiIiIiokomrkIXkPn366B0bPHiwAJDt27frxRcs7iYkJIipqam4uLhIfn6+zhjffPONAJDp06frxLZu3VqvCHr8+HGjheRt27aJi4uL/Pnnnzr9srKyxMnJSb777jud9pIUkouaZ3HWLvK/QnLHjh11YjXFxMmTJ+u0d+/eXczNzSU5OVmnvVevXrJy5Uqja1i1apXUrFlTjh07VrRFP+VFF5IDAwN12r/99lsBIFu3btVp1xSSny465uTkSMOGDcXCwkKneFnaheTZs2eLlZWVLF26tGgLf4bnKST/8ccfAkD8/f0LjSlYSBYRuXv3rjRt2lQAyLp167TtTxeSf/jhBwEg//jHP/TG1PxN2Llzp7atOK/fmjVrBICMHz9eJ1atVou7u7tYWlrK7du3i3AGni0/P1/GjBkjrVu3lpSUFIMx4eHholQqZezYsXLlyhXJyMiQX375RV566SVp3769JCUllUouFTGfgmbMmCEAZMGCBYXGFLeQXJT1avTs2VMA6P2dM4aFZCIiIiIiIqoG4irk1hY9e/bUa+vTpw8AYM+ePUb7RkVFIT8/H76+vno3uHvjjTcAANu3b9eJ7du3LxQKhU5sp06dkJ6erje+iCA0NBT+/v744Ycf4O7urnM8ODgYTZo00dnmoqSKmmdx1l6Qp6enzvPGjRsDAG7evKnTHhQUhNzcXHz99dfatpiYGJw7dw6jRo0qNP9NmzYhKCgI+/btQ5cuXZ613AqhqOdEo3v37jrPLSws0LNnTzx+/BgHDhwomyQBzJs3D9nZ2fjnP/9ZZnM8i2YbAnNz8yL3qVWrFrZu3QoLCwu8//77Bm+MBvzv/Wpo7+WSvqd//vlnANDbZkWhUMDb2xuPHj0qtS0OJk2ahFOnTuHw4cMGt1RISEjAxIkT0apVK0RERKBZs2aoUaMGevfujbVr1yImJqZUt8mpaPkU5O/vD+DJ37PS8qz1FqR5Hxdl2xUiIiIiIiKi6qRCFpLr1Kmj16b5z//t27eN9k1JSdGJL6hevXoAgL///vuZsYUJCQnB+fPnYWFhgQkTJiArK0vn+MaNG/Hrr7/CxMREZ8/WK1euID8/X/t85MiRRZ6zqHkWZ+0F1axZU+e5hYUFAECtVuu09+/fH87OzlixYgUyMzMBAIsWLcIHH3wAS0tLgzkdPHgQEydOxI4dO+Dl5WU0/4qkqOdEw87OTq+tqO/Zyk7z2ufm5harn6enJ5YsWYKsrKxC90suy/e0Zuw333xT57OqUCjw1VdfAQDi4+OLtSZD5s+fj/379yM6Otrg3zYAOHDgAHJzc/Haa6/pfQnUvXt3KJVK7Nu3r9D3X2XO52kNGjQAUHqfm6KstyDN+7i0bu5HREREREREVFVUyEKyoSuBNUWFZxVTNcUlQ0UITeGofv36z4wtzPDhw7F161asXLkSZ8+exdixY7U3/AKA1NRUiIjeo3nz5jA1NdU+X79+fZHnLGqexVn781AoFJg2bRru37+P8PBwJCUlISoqCpMmTTIYHxcXh6FDh2Ljxo3o0aOHtn39+vXo27fvc+dREd25c0evzdB7VlOUe/z4sU6sofc8AL0r0CsiTeHv/v37xe47ceJEBAQEIC4uDpMnT9Y7XpbvaU2/gwcPGvzMigjCwsKea2yNH3/8EcuXL8f+/fu15wkA3nvvPSxYsED7/OkvpAx5+PCh9iaNVSUfQzRXjRfnC77CFHW9Bd2/fx+mpqZwcHAo8fxEREREREREVUmFLCT/9ttvem2an5j7+voa7fvmm2/C1NQUe/bs0SnwAsDu3bsBAIMGDdKJ3bt3r17sjh07oFQqkZqaqtPu4uICABg9ejQCAwOxbds2zJ07txirK76i5lmctT+vMWPGwMHBAUuXLsWiRYswcuRI1K5dWy8uOTkZ/fr1w7Jly7RbEFRl//3vf3WeP378GIcOHYJSqcRrr72mbdcUs5KTk3Xi//jjD4PjWltba8cDgH/84x8YMWJEqeVdGhwdHWFnZ6e3pqJasWIFXF1dsWbNGuTk5Ogc07xfNe/fgkr6nn7rrbcAAIcPH9Y7duLECZiYmBS65UZRREdHIzg4GPv27cNLL71kNLZTp04A/lfULui3335DTk4OOnTooL2yurLnk5CQAHNzc9y7d0/v2ObNmwE8+btXEsVZb0E3btxAy5YtS3SuiYiIiIiIiKqiCllI/uOPP7BgwQKkpKQgNTUVn3/+ObZv346+fftiwIABRvs2b94c8+fPx8WLFzFu3Dhcu3YN9+/fR2RkJD755BO4ubnh448/1om9cOECxo8fj2vXriE7OxvR0dGYNGkSAgMDjV6V9sUXX8DX1xehoaHa/VbLQlHzLM7an5elpSUmT56M69evY9myZZg2bZpeTGZmJnx9fZGYmIhhw4bpbRtgbD/lymr79u2IjIzE/fv3ce3aNYwZMwY3b95EaGio9qpaAOjduzeAJ3sbp6amIjU1FcHBwcjPzzc4bocOHQA82Wrg1q1b2Ldvn87V3Z988glsbGzw7bffluHqjFMoFOjVqxfi4+Ofa19ZGxsbbNu2DSqVSu/YyJEj4efnh9WrV2PJkiVITU3FrVu3MHfuXGzfvh2jRo167oJjQEAABgwYgC+++AIrVqxASkoKsrKysG/fPgwbNgyTJ09Gq1attPHh4eFQKBRYs2bNM8eOjY3F4MGDcfPmTbRu3VrvMxAREaET37VrV/j7+yMmJkb7GX/w4AH279+PsWPHwtzcHF988YVOn8qcDwDk5eVh8ODB+OOPP5CdnY0bN27g888/xzfffINOnTphypQpRRqnNNarcevWLdy+fVv7OSUiIiIiIiKiAsrqNn7FvYu9jY2NABAA8t1338ns2bOladOmYm5uLo0bN5Z///vf8vDhQ4Pxmkdubq72eFRUlHh7e4utra2Ym5tLixYtZObMmZKRkaE3d8FYa2tradu2rSxbtkzUarWIiDg7O+vMU7NmTRER6dOnj14O8fHx2nFv3bqld1zz+P3334t7Sp+ZZ3HWbij33NxcCQkJ0Ws/efKkzvipqaliZWUlb731lsE8T548Wei6NY8+ffoUa+0hISHi4uJSrD6GpKWl6eXi6OgoIiJKpVKnvVu3biIi0qNHD512Gxsb7Xgffvih9hyNGzdOHBwcxMLCQtzc3CQiIsJgDgsWLJDmzZuLUqmUVq1aybp16yQwMFA7fqdOnbSxmZmZEhAQILVq1ZLatWvLhAkT5PHjx9rjwcHBYmVlJUuXLi3xuRERiYuLEwASFxdXrH779u0TABIZGanT7urqqne+MzMzDY6xefNmASCxsbE67Xl5ebJ48WJp166dWFpaipWVlXh4eMiKFSt03vvP8/rl5eXJ0qVLpX379mJpaSm2trbSsWNHWb58ud7nas6cOQJATpw48czzsXDhwmd+Bj777DO9dX777bfSqVMnUalUYmZmJvXr1xd/f385ffq03hyVOR+1Wi1HjhyRCRMmiKurq6hUKrG2tpZ27drJ/Pnzdf7Wa2RmZhaae0BAQInXKyKybNkyUSgUcv78+WeuoaDi/ntHREREREREVAnFKUSe+t1yKWndujWGDh2K0NDQshieqpnQ0FBERkbiwoUL5Z2KjqlTp2Lp0qWIj49HixYtyjudEjt//jzc3NwQFxcHV1fXYvX18/PDtWvXcO7cOZiampZRhuWnS5cuuHPnDv76668KsXc18yldDx8+hJOTE/z8/LB8+fJi9eW/d0RERERERFQNnK+QW1sQUeWzbt06KJVKjB49ukxuwlaewsPD8ccff+D777+vEEVS5lO6srOzMXjwYDg7O2PJkiXlnQ4RERERERFRhcRCMhGVCnt7exw9ehQODg749ddfyzudUiMi2LFjB7Zs2YJevXqVdzrMpwxs374dnp6e2Lt3LywtLcs7HSIiIiIiIqIKyay8E6jOQkNDERYW9sy4Mtp9hErg1KlT8PT01D53cnJCt27dcPTo0XLMqvxZW1tXuSs6FQoFoqKiyjsNLeZT+gICAso7BSIiIiIiIqIKj1ckl6PQ0FCIyDMfVPF4eHjovU7VvYhMRERERERERERVFwvJRERERERERERERGQUC8lEREREREREREREZBQLyURERERERERERERkFAvJRERERERERERERGQUC8lEREREREREREREZJRZWQ2ck5ODsLAwhIWFldUUVM1YWFhAoVCUdxrVgpubW3mnQFRpKJXK8k6BiIiIiIiIqMyVWSHZ3NwcQ4YMgb+/f1lNQdXI1q1bcfz4cXz55ZflnUqVlpSUhKCgICxatAiNGzcu73SIKoUZM2aUdwpEREREREREZa7MCskmJiZwdXXF0KFDy2oKqkYuXLiA8+fP8/1Uxs6fP4+goCD07dsXrq6u5Z0OUaUQGhpa3ikQERERERERlTnukUxERERERERERERERrGQTERERERERERERERGsZBMREREREREREREREaxkExERERERERERERERrGQTERERERERERERERGsZBMREREREREREREREaZlXcCRFS1iAgePHiAGjVq4OTJk8jKygIAqFQqeHh4GOxTME7jlVdegampaZnnW5ZEBAkJCUhNTUW9evXQuHFjWFhYGO3z+PFjXL9+Henp6WjSpAnq1atXJfO5du0arl+/bvCYsfcKAKSnpyMmJgbu7u6oWbNmoXFFXW9GRgZsbW2LvwgiIiIiIiKiaqRaX5EcExOD/v37Q6VSoV27dujUqRMaNmwIU1NTeHh4YNasWbhw4UJ5p6kjJycHn332GVq3bo1atWrBy8sLLVu2hKmpKYYMGYL4+Hid+C1btqBnz56oU6cOFAoFPDw80LNnT3h4eKBOnTqwtbXF0KFDcfLkyXJaEVUlly5dgoeHB/78808AwHfffYfQ0FD4+PjAy8sLe/bsMdhPE/faa69hxowZCA0NxePHj19k6qUqOTkZU6dORf369eHt7Y3p06fjlVdeQa1atRAYGIiMjAy9Prm5ufjkk09Qp04dvPbaa5g4cSKaNWsGDw8PHDlypErlAwARERHw9vY2+HjvvfcM9lGr1QgPD0fLli3h7e2N2NjYUlnv3r170bNnTyQnJ5d4XURERERERERVlpQRFxcXCQkJKavhS2z9+vViYWEho0ePljt37ugcO3bsmLi5uQkAmT17djllaFhSUpIAkClTpsijR4+07QcOHBClUil169aV1NRUvX4DBgwQAHLmzBltm1qtlkOHDknHjh3FxMRE5s+f/0LW8DxCQkLExcWlvNPQysjIkIMHD8rVq1er1PxxcXECQOLi4ordNzY2Vuzt7eW7777TO2ZjYyMApHbt2pKUlFToGEqlUmJjY4s9d0Wzbt06MTExkXXr1mnb1Gq1fPbZZwJAXnvtNb0+H374oQCQjz76SNRqtYiI3Lx5U5ydnUWpVMqFCxeqTD4iIrNnz5ZmzZpJjx499B7jxo3Tiz9//rx4eHiIt7e3vPrqqwJAjhw5UmrrDQ0NlUaNGkliYmKx11LR/70jIiIiIiIiKgVx1fKK5N9//x3vvPMOevXqhR9++AG1a9fWOd6lSxfs27cP1tbW5ZRh4ZRKJby9vfHZZ59BqVRq2729vTF27Fjcvn0bkZGRRRpLoVCgR48eOHLkCDp37ozZs2dj1apVZZV6lXL58mV4e3sjIiKiWs7/tMePH2PYsGHo3LkzJk6caDCmW7duuHv3Lt5++23k5eW94AxfrHr16mHcuHEYOXKktk2hUGDmzJlo1aoVDhw4oPdrhx9++AFWVlYICQmBQqEAADRo0ADTpk1DTk4ONm7cWGXy0Zg4cSIOHTqk9wgPD9eLPX36NCZNmoQDBw6gcePGpb7ekJAQNGjQAGPGjCnxuoiIiIiIiIiqompZSA4KCkJubi7mzJmjLZA8rUGDBggKCsLLL7/8grMzzsHBAQcOHICNjY3esebNmwN4sn9ocVhZWSE8PBwKhQLBwcHIzMwslVyp+tiwYQMuXLiAWbNmFRrz5ZdfomPHjvjtt9+MxlUFr7/+OlauXGnwWLNmzQDofk5FBI8ePYKtrS3MzHS3rtd80fX0HtKVOZ/nMWrUKLzzzjtFii3uejVmzZqFgwcPYv/+/c+fKBEREREREVEVVS1vtnfs2DHUrVsXHTt2NBoXFhZmsD0nJwcXL17Ew4cP0bRpUzRs2FDn+KlTp/DgwQMAQJMmTdCsWTPcunULiYmJaNSoERwdHbWxCQkJOvtyaq4SBvRvRuXp6WmwgFxwLADo2bOn0XUZ4uLiAg8PD5w8eRK//PILhgwZUuwxKioRweXLl3Hv3j04ODjAyclJ5/jZs2eRlpYGAGjatKn2y4OrV68iMTERwJMCvqurKwAgNjYWp0+fBgBcv34dhw4dAgDY29ujXbt2iI2Nxd27dwE8uTLSxcUFd+7cwZUrV2BlZQU3NzeYmJiU2fzlYf369VCpVOjatWuhMUqlEtu2bUOHDh2waNEi9OjRA/369SvyHGlpaYiPj4dCoYCzs7POzdHy8vJw9OhR7fO2bduiVq1a+Ouvv5CRkYEWLVrAzs6u0LE1r4+ZmRlcXFzK9NcICQkJeq+VQqGAt7c39u7di4sXL8LFxUV77ODBgwCAXr16Vcl8srOzceXKFTx8+BDNmjVDnTp1SmXcwhhar0avXr2gUCjw448/ltn5JiIiIiIiIqq0ymrTjIq8ZyQAeeWVV4rd79GjRxIUFCTW1tbSpEkTadeunSiVSunSpYucPXtWGzdu3Djp2LGjAJDAwEAZN26cuLm5iYuLiwCQgQMHyuPHj0VE5JtvvhFnZ2cBIM2aNdPZuzM8PFy6dOkiAOTVV181uh/uvXv3xM7OTt566y2Dxw3tkfy0999/XwDIv/71r+KemjL3vHskR0RESMOGDaVWrVrSsWNHsbW1lZdeekkiIyO1MdOnT5cOHTro7Ym9YsUK6d69uwCQwYMHa9tnzpypjW/SpIl2X9fp06drj3fr1k0AyLBhw2TcuHHSpEkTcXd3F0tLS2ncuLHs3bu3zObXiI+Pl+vXrxfrfD3PHsm5ubliYWEhHTt2LDTGxsZG+96LiooShUIhtWrV0tuP1tAeyTdu3JCBAweKubm5tG7dWpycnMTc3FxGjBih3d88MzNTevToIc2bNxcAsnr1avH29pYOHTqIo6OjmJmZyaeffqqXV1JSkvTr10/Mzc2lTZs20qJFC1EqlfLBBx/o7EFeWg4ePCgA5OuvvzaYyyuvvCIvv/yyrFq1Snbt2iVTp04VGxsbmTdvXqnnUt75zJ49W9zd3aV27drStm1bad68uZiYmIiPj49cvnzZaN+AgACjeyQXxth6NZo0aSKNGjUq1rgV+d87IiIiIiIiolISV20LyX5+fsXuN3jwYAEga9as0bZdv35dXFxcxNbWVi5duqRtP3PmjPbmYtHR0dr2+fPnCwBZvny5zhhmZmbi7e2tN+eqVavEx8fHaF75+fkycOBAcXV1lfT0dIMxRSkkz5o1SwDIu+++a3S+8vA8heRvvvlGAMh7770nubm5IiKSnZ0tQ4YMEQCyceNGbezJkycN3lwxMzNTr5BrLF4jLS1NAIi5ubksXLhQ237z5k1xdXUVpVIpMTExZTb/uXPnxMTERJRKpdy8ebOwU6TneQrJ8fHxAkD69etXaEzBQrKISHBwsACQLl26aL9UEdEvJKenp0vz5s2ldu3acurUKW37oUOHxNraWtq1aycPHz7Uti9evFgASNu2beXatWsi8qTQ7evrKwqFQucGcWlpafLyyy9LzZo15c8//9S2b926VQDIqFGjinwOiuLOnTvy8ssvS0BAQKExW7dulc6dO0vjxo2lY8eOYm9vL5MnT5aEhIRSzaUi5BMeHi7/+te/JCsrS9v2+++/S926dcXBwUGSk5ML7fs8heSirFdEpFOnTgJAMjMzizx2Rf73joiIiIiIiKiUVM+b7QFPbg5WHMeOHcNPP/0EHx8fjB07VtvepEkTzJ8/HxkZGQgJCdHr5+npqfMT6YCAAADAyZMndcbw9/fHwYMH8eeff2rbRQRfffUVgoKCCs1LrVbjnXfeQXx8PA4cOICaNWsWa10FPXr0CMCTPZMru0ePHmH27NmoWbMmFi9erN3n1crKCt9++y3Mzc0RGBgItVpdpnk0a9ZM5/Vr0KAB5s6di5ycHHz22WdlNu9LL72EESNGYMyYMWW+VcCdO3cAACqVqsh95s6dC29vb/z+++8IDg4uNG7ZsmW4cuUKpk6dqrMVTY8ePfDee+/h7Nmz+OGHH/T6jRgxAi+99BIAwMzMDMOGDYOIaLcEAYDvvvsO165dw7Rp0+Du7q5tHzJkCPr27Yv169fjr7/+KvKajLl79y569eqFTp06Ye3atQZj3n33Xfj7+2PChAlITEzEqVOncOXKFVy+fBnt27fHb7/9Viq5VJR8xo0bh88//1xnG5HOnTvjk08+QWpqKr744osSjV9QUdarodk+AHoZlAAAIABJREFU6N69e6U2PxEREREREVFVUG0Lybdu3SpWvGYfWi8vL71jmjbN3qEFOTs76zzXFPU0e+hqzJgxAwCwaNEibduuXbtgamqKvn37FprX9OnTcfLkSRw6dAh169YtwkoKd+3aNQCocDcYfB5//vknMjIy0Lp1a70CZ7169dC0aVPcunULly9fLtM8NPsaF6QpiJZmYfBpNWrUwLp167BixQqYm5uX2TzAk/2JAejs+/wspqam2LRpExo2bIgvv/wSO3fuNBhXlp87zdgqlQqHDh3Sedjb20NE8OuvvxZ5TYV5+PAh/Pz84OzsjA0bNsDU1FQv5tixY1izZg369u2rc0M5e3t7fP/993jw4AE+/PDDEudSEfN52quvvgoAOHLkSKmMV5T1FqQ5npubWyrzExEREREREVUV1fJme7a2trh06RIyMjJ0btj1tBMnTsDExASenp7IysoC8KRAZ2g8ANqYgiwtLXWea4oUIqLT7u7uDm9vb2zduhULFixAkyZNsGjRIgQGBhaa36JFi7Bz504cOXJEWyhLSUlBSkoK2rZtW2g/Q3JycvDf//4XANCnT59i9a2IjL1egPHXrKCnX6fiUiqVem2anLKzs5/Zv6TzvwiaKziLe5V/vXr1sGXLFnh7e2Ps2LE4c+aMXkxZfu40/TZt2oSoqCi9MXr06GHw9SsOtVqN4cOHo3bt2li3bp222H758mVY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","text/plain":""},"metadata":{}}]},{"cell_type":"code","source":"# Compile the model\nmodel.compile(loss='binary_crossentropy', \n optimizer='adam', \n metrics=['accuracy']\n )\n","metadata":{"execution":{"iopub.status.busy":"2024-05-09T09:34:15.561957Z","iopub.execute_input":"2024-05-09T09:34:15.562296Z","iopub.status.idle":"2024-05-09T09:34:15.579439Z","shell.execute_reply.started":"2024-05-09T09:34:15.562270Z","shell.execute_reply":"2024-05-09T09:34:15.578662Z"},"trusted":true},"execution_count":20,"outputs":[]},{"cell_type":"code","source":"# Train the combined model\nmodel.fit(\n x=[preprocessor(X_train_txt), X_train_img], # Input data: text and image features\n y=Y_train, # Target data\n epochs=25, # Number of epochs\n batch_size=12, # Batch size\n validation_data=([preprocessor(X_val_txt), X_val_img], Y_val)\n)\n","metadata":{"execution":{"iopub.status.busy":"2024-05-09T09:34:22.146317Z","iopub.execute_input":"2024-05-09T09:34:22.147064Z","iopub.status.idle":"2024-05-09T10:08:49.799466Z","shell.execute_reply.started":"2024-05-09T09:34:22.147033Z","shell.execute_reply":"2024-05-09T10:08:49.798567Z"},"trusted":true},"execution_count":21,"outputs":[{"name":"stdout","text":"Epoch 1/25\n","output_type":"stream"},{"name":"stderr","text":"WARNING: All log messages before absl::InitializeLog() is called are written to STDERR\nI0000 00:00:1715247286.338705 132 device_compiler.h:186] Compiled cluster using XLA! This line is logged at most once for the lifetime of the process.\n","output_type":"stream"},{"name":"stdout","text":"584/584 [==============================] - 96s 143ms/step - loss: 0.8922 - accuracy: 0.7694 - val_loss: 0.3985 - val_accuracy: 0.9347\nEpoch 2/25\n584/584 [==============================] - 82s 140ms/step - loss: 0.5378 - accuracy: 0.8159 - val_loss: 0.3945 - val_accuracy: 0.9193\nEpoch 3/25\n584/584 [==============================] - 82s 140ms/step - loss: 0.4905 - accuracy: 0.8144 - val_loss: 0.4395 - val_accuracy: 0.9287\nEpoch 4/25\n584/584 [==============================] - 82s 140ms/step - loss: 0.4733 - accuracy: 0.8023 - val_loss: 0.4387 - val_accuracy: 0.8327\nEpoch 5/25\n584/584 [==============================] - 82s 140ms/step - loss: 0.4663 - accuracy: 0.7859 - val_loss: 0.4152 - val_accuracy: 0.8927\nEpoch 6/25\n584/584 [==============================] - 82s 140ms/step - loss: 0.4511 - accuracy: 0.7819 - val_loss: 0.4157 - val_accuracy: 0.9240\nEpoch 7/25\n584/584 [==============================] - 82s 140ms/step - loss: 0.4420 - accuracy: 0.7816 - val_loss: 0.3918 - val_accuracy: 0.7753\nEpoch 8/25\n584/584 [==============================] - 82s 140ms/step - loss: 0.4382 - accuracy: 0.7649 - val_loss: 0.4003 - val_accuracy: 0.8360\nEpoch 9/25\n584/584 [==============================] - 82s 140ms/step - loss: 0.4325 - accuracy: 0.7351 - val_loss: 0.4207 - val_accuracy: 0.8940\nEpoch 10/25\n584/584 [==============================] - 82s 140ms/step - loss: 0.4365 - accuracy: 0.7510 - val_loss: 0.4221 - val_accuracy: 0.7880\nEpoch 11/25\n584/584 [==============================] - 82s 140ms/step - loss: 0.4271 - accuracy: 0.7401 - val_loss: 0.4156 - val_accuracy: 0.8693\nEpoch 12/25\n584/584 [==============================] - 82s 140ms/step - loss: 0.4195 - accuracy: 0.7306 - val_loss: 0.4498 - val_accuracy: 0.8933\nEpoch 13/25\n584/584 [==============================] - 82s 140ms/step - loss: 0.4158 - accuracy: 0.7784 - val_loss: 0.4219 - val_accuracy: 0.9067\nEpoch 14/25\n584/584 [==============================] - 82s 140ms/step - loss: 0.4150 - accuracy: 0.7834 - val_loss: 0.4720 - val_accuracy: 0.9147\nEpoch 15/25\n584/584 [==============================] - 82s 140ms/step - loss: 0.4138 - accuracy: 0.7800 - val_loss: 0.4268 - val_accuracy: 0.8920\nEpoch 16/25\n584/584 [==============================] - 82s 140ms/step - loss: 0.4097 - accuracy: 0.7570 - val_loss: 0.4504 - val_accuracy: 0.8987\nEpoch 17/25\n584/584 [==============================] - 82s 140ms/step - loss: 0.4106 - accuracy: 0.7284 - val_loss: 0.4397 - val_accuracy: 0.8120\nEpoch 18/25\n584/584 [==============================] - 82s 140ms/step - loss: 0.4089 - accuracy: 0.7700 - val_loss: 0.4335 - val_accuracy: 0.7573\nEpoch 19/25\n584/584 [==============================] - 82s 140ms/step - loss: 0.4078 - accuracy: 0.7321 - val_loss: 0.4852 - val_accuracy: 0.8520\nEpoch 20/25\n584/584 [==============================] - 82s 140ms/step - loss: 0.4053 - accuracy: 0.6879 - val_loss: 0.4621 - val_accuracy: 0.9187\nEpoch 21/25\n584/584 [==============================] - 82s 140ms/step - loss: 0.4025 - accuracy: 0.7677 - val_loss: 0.4737 - val_accuracy: 0.9133\nEpoch 22/25\n584/584 [==============================] - 82s 140ms/step - loss: 0.4028 - accuracy: 0.7609 - val_loss: 0.4527 - val_accuracy: 0.8093\nEpoch 23/25\n584/584 [==============================] - 82s 140ms/step - loss: 0.4077 - accuracy: 0.7641 - val_loss: 0.5022 - val_accuracy: 0.8700\nEpoch 24/25\n584/584 [==============================] - 82s 140ms/step - loss: 0.4038 - accuracy: 0.7544 - val_loss: 0.4362 - val_accuracy: 0.9027\nEpoch 25/25\n584/584 [==============================] - 82s 140ms/step - loss: 0.3990 - accuracy: 0.7551 - val_loss: 0.4860 - val_accuracy: 0.9173\n","output_type":"stream"},{"execution_count":21,"output_type":"execute_result","data":{"text/plain":""},"metadata":{}}]},{"cell_type":"code","source":"# Plot accuracy vs epoch\nplt.plot(model.history.history['accuracy'], label='Train Accuracy')\nplt.plot(model.history.history['val_accuracy'], label='Validation Accuracy')\nplt.title('Accuracy vs Epoch')\nplt.xlabel('Epoch')\nplt.ylabel('Accuracy')\nplt.legend()\nplt.show()\n\n# Plot loss vs epoch\nplt.plot(model.history.history['loss'], label='Train Loss')\nplt.plot(model.history.history['val_loss'], label='Validation Loss')\nplt.title('Loss vs Epoch')\nplt.xlabel('Epoch')\nplt.ylabel('Loss')\nplt.legend()\nplt.show()","metadata":{"execution":{"iopub.status.busy":"2024-05-09T10:09:14.061986Z","iopub.execute_input":"2024-05-09T10:09:14.062744Z","iopub.status.idle":"2024-05-09T10:09:14.570558Z","shell.execute_reply.started":"2024-05-09T10:09:14.062707Z","shell.execute_reply":"2024-05-09T10:09:14.569573Z"},"trusted":true},"execution_count":22,"outputs":[{"output_type":"display_data","data":{"text/plain":"
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"},"metadata":{}},{"output_type":"display_data","data":{"text/plain":"
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"},"metadata":{}}]},{"cell_type":"code","source":"predicted = model.predict([preprocessor(X_val_txt),X_val_img])","metadata":{"execution":{"iopub.status.busy":"2024-05-09T10:09:42.874957Z","iopub.execute_input":"2024-05-09T10:09:42.875308Z","iopub.status.idle":"2024-05-09T10:10:17.039624Z","shell.execute_reply.started":"2024-05-09T10:09:42.875282Z","shell.execute_reply":"2024-05-09T10:10:17.038821Z"},"trusted":true},"execution_count":23,"outputs":[{"name":"stdout","text":"47/47 [==============================] - 31s 451ms/step\n","output_type":"stream"}]},{"cell_type":"code","source":"# Threshold value for considering a class as present\nthreshold = 0.5\n\n# Convert predicted probabilities to binary array\npredicted = (predicted > threshold).astype(int)","metadata":{"execution":{"iopub.status.busy":"2024-05-09T10:10:20.471674Z","iopub.execute_input":"2024-05-09T10:10:20.472500Z","iopub.status.idle":"2024-05-09T10:10:20.477017Z","shell.execute_reply.started":"2024-05-09T10:10:20.472468Z","shell.execute_reply":"2024-05-09T10:10:20.475996Z"},"trusted":true},"execution_count":24,"outputs":[]},{"cell_type":"code","source":"accuracy_arr = []\nf1_arr = []\nprecision_arr = []\nrecall_arr = []","metadata":{"execution":{"iopub.status.busy":"2024-05-09T10:10:23.503734Z","iopub.execute_input":"2024-05-09T10:10:23.504121Z","iopub.status.idle":"2024-05-09T10:10:23.508703Z","shell.execute_reply.started":"2024-05-09T10:10:23.504091Z","shell.execute_reply":"2024-05-09T10:10:23.507768Z"},"trusted":true},"execution_count":25,"outputs":[]},{"cell_type":"code","source":"from sklearn.metrics import accuracy_score, f1_score, precision_score, recall_score\n\n# Evaluate accuracy\nhumour_accuracy = accuracy_score(Y_val[:,0], predicted[:,0])\n\n# Calculate F1 score\nhumour_f1 = f1_score(Y_val[:,0], predicted[:,0], average='weighted')\n\n# Calculate precision\nhumour_precision = precision_score(Y_val[:,0], predicted[:,0], average='weighted')\n\n# Calculate recall\nhumour_recall = recall_score(Y_val[:,0], predicted[:,0], average='weighted')\n\naccuracy_arr.append(humour_accuracy)\nf1_arr.append(humour_f1)\nprecision_arr.append(humour_precision)\nrecall_arr.append(humour_recall)\n\nprint(\"Score of Humour Detection\")\nprint(\"Accuracy:\", humour_accuracy)\nprint(\"F1 Score:\", humour_f1)\nprint(\"Precision:\", humour_precision)\nprint(\"Recall:\", humour_recall)","metadata":{"execution":{"iopub.status.busy":"2024-05-09T10:10:30.308436Z","iopub.execute_input":"2024-05-09T10:10:30.309264Z","iopub.status.idle":"2024-05-09T10:10:30.757187Z","shell.execute_reply.started":"2024-05-09T10:10:30.309231Z","shell.execute_reply":"2024-05-09T10:10:30.756118Z"},"trusted":true},"execution_count":26,"outputs":[{"name":"stdout","text":"Score of Humour Detection\nAccuracy: 0.9306666666666666\nF1 Score: 0.9004585635359117\nPrecision: 0.8721498327759197\nRecall: 0.9306666666666666\n","output_type":"stream"}]},{"cell_type":"code","source":"# Evaluate accuracy\nsarcasm_accuracy = accuracy_score(Y_val[:,1], predicted[:,1])\n\n# Calculate F1 score\nsarcasm_f1 = f1_score(Y_val[:,1], predicted[:,1], average='weighted')\n\n# Calculate precision\nsarcasm_precision = precision_score(Y_val[:,1], predicted[:,1], average='weighted')\n\n# Calculate recall\nsarcasm_recall = recall_score(Y_val[:,1], predicted[:,1], average='weighted')\n\naccuracy_arr.append(sarcasm_accuracy)\nf1_arr.append(sarcasm_f1)\nprecision_arr.append(sarcasm_precision)\nrecall_arr.append(sarcasm_recall)\n\nprint(\"Score of Sarcasm Detection\")\nprint(\"Accuracy:\", sarcasm_accuracy)\nprint(\"F1 Score:\", sarcasm_f1)\nprint(\"Precision:\", sarcasm_precision)\nprint(\"Recall:\", sarcasm_recall)","metadata":{"execution":{"iopub.status.busy":"2024-05-09T10:10:38.328419Z","iopub.execute_input":"2024-05-09T10:10:38.329109Z","iopub.status.idle":"2024-05-09T10:10:38.345381Z","shell.execute_reply.started":"2024-05-09T10:10:38.329073Z","shell.execute_reply":"2024-05-09T10:10:38.344191Z"},"trusted":true},"execution_count":27,"outputs":[{"name":"stdout","text":"Score of Sarcasm Detection\nAccuracy: 0.9133333333333333\nF1 Score: 0.876418118466899\nPrecision: 0.8423710649698594\nRecall: 0.9133333333333333\n","output_type":"stream"}]},{"cell_type":"code","source":"# Evaluate accuracy\noffensive_accuracy = accuracy_score(Y_val[:,2], predicted[:,2])\n\n# Calculate F1 score\noffensive_f1 = f1_score(Y_val[:,2], predicted[:,2], average='weighted')\n\n# Calculate precision\noffensive_precision = precision_score(Y_val[:,2], predicted[:,2], average='weighted')\n\n# Calculate recall\noffensive_recall = recall_score(Y_val[:,2], predicted[:,2], average='weighted')\n\naccuracy_arr.append(offensive_accuracy)\nf1_arr.append(offensive_f1)\nprecision_arr.append(offensive_precision)\nrecall_arr.append(offensive_recall)\n\nprint(\"Score of Offensive Detection\")\nprint(\"Accuracy:\", offensive_accuracy)\nprint(\"F1 Score:\", offensive_f1)\nprint(\"Precision:\", offensive_precision)\nprint(\"Recall:\", offensive_recall)","metadata":{"execution":{"iopub.status.busy":"2024-05-09T10:10:45.162048Z","iopub.execute_input":"2024-05-09T10:10:45.162864Z","iopub.status.idle":"2024-05-09T10:10:45.180330Z","shell.execute_reply.started":"2024-05-09T10:10:45.162830Z","shell.execute_reply":"2024-05-09T10:10:45.179282Z"},"trusted":true},"execution_count":28,"outputs":[{"name":"stdout","text":"Score of Offensive Detection\nAccuracy: 0.468\nF1 Score: 0.4197510752163568\nPrecision: 0.5309241934445592\nRecall: 0.468\n","output_type":"stream"}]},{"cell_type":"code","source":"# Evaluate accuracy\nmotivation_accuracy = accuracy_score(Y_val[:,3], predicted[:,3])\n\n# Calculate F1 score\nmotivation_f1 = f1_score(Y_val[:,3], predicted[:,3], average='weighted')\n\n# Calculate precision\nmotivation_precision = precision_score(Y_val[:,3], predicted[:,3], average='weighted')\n\n# Calculate recall\nmotivation_recall = recall_score(Y_val[:,3], predicted[:,3], average='weighted')\n\naccuracy_arr.append(motivation_accuracy)\nf1_arr.append(motivation_f1)\nprecision_arr.append(motivation_precision)\nrecall_arr.append(motivation_recall)\n\nprint(\"Score of Motivation Detection\")\nprint(\"Accuracy:\", motivation_accuracy)\nprint(\"F1 Score:\", motivation_f1)\nprint(\"Precision:\", motivation_precision)\nprint(\"Recall:\", motivation_recall)","metadata":{"execution":{"iopub.status.busy":"2024-05-09T10:11:00.484450Z","iopub.execute_input":"2024-05-09T10:11:00.484855Z","iopub.status.idle":"2024-05-09T10:11:00.503843Z","shell.execute_reply.started":"2024-05-09T10:11:00.484819Z","shell.execute_reply":"2024-05-09T10:11:00.502664Z"},"trusted":true},"execution_count":29,"outputs":[{"name":"stdout","text":"Score of Motivation Detection\nAccuracy: 0.9693333333333334\nF1 Score: 0.9562076280749268\nPrecision: 0.9434326430639056\nRecall: 0.9693333333333334\n","output_type":"stream"}]},{"cell_type":"code","source":"accuracy_arr = np.array(accuracy_arr)\nf1_arr = np.array(f1_arr)\nprecision_arr = np.array(precision_arr)\nrecall_arr = np.array(recall_arr)\nprint(\"Average scores :\")\nprint(\"Avg accuracy:\",np.mean(accuracy_arr))\nprint(\"Avg f1 score:\",np.mean(f1_arr))\nprint(\"Avg precision\",np.mean(precision_arr))\nprint(\"Avg recall:\",np.mean(recall_arr))","metadata":{"execution":{"iopub.status.busy":"2024-05-09T10:11:06.344914Z","iopub.execute_input":"2024-05-09T10:11:06.345267Z","iopub.status.idle":"2024-05-09T10:11:06.352079Z","shell.execute_reply.started":"2024-05-09T10:11:06.345239Z","shell.execute_reply":"2024-05-09T10:11:06.351163Z"},"trusted":true},"execution_count":30,"outputs":[{"name":"stdout","text":"Average scores :\nAvg accuracy: 0.8203333333333334\nAvg f1 score: 0.7882088463235236\nAvg precision 0.797219433563561\nAvg recall: 0.8203333333333334\n","output_type":"stream"}]}]} \ No newline at end of file diff --git a/vgg_Task_A.ipynb b/vgg_Task_A.ipynb new file mode 100644 index 0000000..5314bc9 --- /dev/null +++ b/vgg_Task_A.ipynb @@ -0,0 +1 @@ +{"metadata":{"kernelspec":{"language":"python","display_name":"Python 3","name":"python3"},"language_info":{"name":"python","version":"3.10.13","mimetype":"text/x-python","codemirror_mode":{"name":"ipython","version":3},"pygments_lexer":"ipython3","nbconvert_exporter":"python","file_extension":".py"},"kaggle":{"accelerator":"none","dataSources":[{"sourceId":8237003,"sourceType":"datasetVersion","datasetId":4885733}],"dockerImageVersionId":30698,"isInternetEnabled":true,"language":"python","sourceType":"notebook","isGpuEnabled":false}},"nbformat_minor":4,"nbformat":4,"cells":[{"cell_type":"code","source":"import tensorflow as tf\nimport keras\nimport numpy as np\nimport pandas as pd\nimport matplotlib.pyplot as plt\nimport os\nfrom PIL import Image","metadata":{"_uuid":"8f2839f25d086af736a60e9eeb907d3b93b6e0e5","_cell_guid":"b1076dfc-b9ad-4769-8c92-a6c4dae69d19","execution":{"iopub.status.busy":"2024-04-29T07:34:14.641036Z","iopub.execute_input":"2024-04-29T07:34:14.641745Z","iopub.status.idle":"2024-04-29T07:34:25.569005Z","shell.execute_reply.started":"2024-04-29T07:34:14.641715Z","shell.execute_reply":"2024-04-29T07:34:25.568237Z"},"trusted":true},"execution_count":1,"outputs":[{"name":"stderr","text":"2024-04-29 07:34:16.103415: E external/local_xla/xla/stream_executor/cuda/cuda_dnn.cc:9261] Unable to register cuDNN factory: Attempting to register factory for plugin cuDNN when one has already been registered\n2024-04-29 07:34:16.103587: E external/local_xla/xla/stream_executor/cuda/cuda_fft.cc:607] Unable to register cuFFT factory: Attempting to register factory for plugin cuFFT when one has already been registered\n2024-04-29 07:34:16.212999: E external/local_xla/xla/stream_executor/cuda/cuda_blas.cc:1515] Unable to register cuBLAS factory: Attempting to register factory for plugin cuBLAS when one has already been registered\n","output_type":"stream"}]},{"cell_type":"code","source":"# Load the DataFrame from the CSV file and images \ndf = pd.read_csv('/kaggle/input/memotion-dataset/Memotion 3/updated_train.csv')\nimg_folder = '/kaggle/input/memotion-dataset/Memotion 3/trainImages'\ntarget_shape = (224, 224)\nimages = []\n\n# Define the value replacement mapping\nreplace_value = {\n 'negative': 0,\n 'very_negative': 0,\n 'neutral': 1,\n 'positive': 2,\n 'very_positive': 2\n}\n\ndf['overall'] = df['overall'].replace(replace_value)\nmin_count = df['overall'].value_counts().min()\n\n# Downsample each group to have an equal number of samples\ndf = pd.concat([group.sample(min_count) for _, group in df.groupby('overall')])\ndf = df.sample(frac=1, random_state=42).reset_index(drop=True)\nY_train = df['overall']\n#iterating over the dataframe if ocr is null drop the frame\nfor index,row in df.iterrows():\n img_path = os.path.join(img_folder, str(row['image_id'])+'.jpg')\n image = Image.open(img_path)\n image = image.resize(target_shape)\n images.append(image)\n \n# Convert the resulting Series to a NumPy array\nY_train = np.array(Y_train, dtype=np.int32)\nX_train = np.array(images)","metadata":{"execution":{"iopub.status.busy":"2024-04-29T07:49:58.816373Z","iopub.execute_input":"2024-04-29T07:49:58.816718Z","iopub.status.idle":"2024-04-29T07:50:35.365302Z","shell.execute_reply.started":"2024-04-29T07:49:58.816691Z","shell.execute_reply":"2024-04-29T07:50:35.364267Z"},"trusted":true},"execution_count":9,"outputs":[{"name":"stderr","text":"/tmp/ipykernel_34/1801434636.py:16: FutureWarning: Downcasting behavior in `replace` is deprecated and will be removed in a future version. To retain the old behavior, explicitly call `result.infer_objects(copy=False)`. To opt-in to the future behavior, set `pd.set_option('future.no_silent_downcasting', True)`\n df['overall'] = df['overall'].replace(replace_value)\n","output_type":"stream"}]},{"cell_type":"code","source":"#reading the validation data\ndf = pd.read_csv('/kaggle/input/memotion-dataset/Memotion 3/updated_val.csv')\nimg_folder = '/kaggle/input/memotion-dataset/Memotion 3/valImages'\nY_val = df['overall']\nimages=[]\n#changing into numeric values\nY_val = Y_val.replace(replace_value);\nY_val = np.array(Y_val,dtype=np.int32)\n\nfor index,row in df.iterrows():\n img_path = os.path.join(img_folder, str(row['image_id'])+'.jpg')\n image = Image.open(img_path)\n image = image.resize(target_shape)\n images.append(image)\n \n# Convert the resulting Series to a NumPy array\nX_val = np.array(images)","metadata":{"execution":{"iopub.status.busy":"2024-04-29T07:50:38.714726Z","iopub.execute_input":"2024-04-29T07:50:38.715469Z","iopub.status.idle":"2024-04-29T07:50:45.209195Z","shell.execute_reply.started":"2024-04-29T07:50:38.715438Z","shell.execute_reply":"2024-04-29T07:50:45.208109Z"},"trusted":true},"execution_count":10,"outputs":[{"name":"stderr","text":"/tmp/ipykernel_34/3766915548.py:7: FutureWarning: Downcasting behavior in `replace` is deprecated and will be removed in a future version. To retain the old behavior, explicitly call `result.infer_objects(copy=False)`. To opt-in to the future behavior, set `pd.set_option('future.no_silent_downcasting', True)`\n Y_val = Y_val.replace(replace_value);\n","output_type":"stream"}]},{"cell_type":"code","source":"from keras.preprocessing import image\nfrom keras.applications.vgg16 import preprocess_input, VGG16\nfrom keras.models import Model\nfrom keras.layers import Dense, GlobalAveragePooling2D, Flatten\nfrom keras.optimizers import Adam\n\n# Define your classes\nnum_classes = 3\n\n# Load the pre-trained VGG16 model\nbase_model = VGG16(weights='imagenet', include_top=False, input_shape=(224, 224, 3))\n\nx = base_model.output\nx = Flatten()(x)\nx = Dense(1024, activation='relu')(x)\npredictions = Dense(3, activation='softmax')(x) \n# This is the model we will train\nmodel = Model(inputs=base_model.input, outputs=predictions)\n\n# Freeze all layers in the base model\nfor layer in base_model.layers:\n layer.trainable = False\n\n# Compile the model\nmodel.compile(optimizer=Adam(learning_rate=0.0001), loss='sparse_categorical_crossentropy', metrics=['accuracy'])\n\n# Preprocess the data\nX_train = preprocess_input(X_train)\nX_val = preprocess_input(X_val)\n\n# Train the model\nmodel.fit(X_train, Y_train, batch_size=16, epochs=50, validation_data=(X_val, Y_val))\n","metadata":{"execution":{"iopub.status.busy":"2024-04-29T07:50:47.987531Z","iopub.execute_input":"2024-04-29T07:50:47.988244Z","iopub.status.idle":"2024-04-29T08:19:23.376942Z","shell.execute_reply.started":"2024-04-29T07:50:47.988209Z","shell.execute_reply":"2024-04-29T08:19:23.375931Z"},"trusted":true},"execution_count":11,"outputs":[{"name":"stdout","text":"Epoch 1/50\n\u001b[1m 2/330\u001b[0m \u001b[37m━━━━━━━━━━━━━━━━━━━━\u001b[0m \u001b[1m26s\u001b[0m 82ms/step - accuracy: 0.2812 - loss: 8.1529 ","output_type":"stream"},{"name":"stderr","text":"W0000 00:00:1714377080.029701 113 graph_launch.cc:671] Fallback to op-by-op mode because memset node breaks graph update\n","output_type":"stream"},{"name":"stdout","text":"\u001b[1m330/330\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m0s\u001b[0m 92ms/step - accuracy: 0.3426 - loss: 9.3748","output_type":"stream"},{"name":"stderr","text":"W0000 00:00:1714377113.747172 113 graph_launch.cc:671] Fallback to op-by-op mode because memset node breaks graph update\n","output_type":"stream"},{"name":"stdout","text":"\u001b[1m330/330\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m76s\u001b[0m 169ms/step - accuracy: 0.3426 - loss: 9.3640 - val_accuracy: 0.3507 - val_loss: 1.5981\nEpoch 2/50\n\u001b[1m 1/330\u001b[0m \u001b[37m━━━━━━━━━━━━━━━━━━━━\u001b[0m \u001b[1m29s\u001b[0m 90ms/step - accuracy: 0.9375 - loss: 0.4356","output_type":"stream"},{"name":"stderr","text":"W0000 00:00:1714377135.517620 112 graph_launch.cc:671] Fallback to op-by-op mode because memset node breaks graph update\n","output_type":"stream"},{"name":"stdout","text":"\u001b[1m330/330\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m33s\u001b[0m 101ms/step - accuracy: 0.8810 - loss: 0.3855 - val_accuracy: 0.3293 - val_loss: 1.9424\nEpoch 3/50\n\u001b[1m330/330\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m33s\u001b[0m 101ms/step - accuracy: 0.9845 - loss: 0.1345 - val_accuracy: 0.3460 - val_loss: 1.9931\nEpoch 4/50\n\u001b[1m330/330\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m33s\u001b[0m 100ms/step - accuracy: 0.9854 - loss: 0.1041 - val_accuracy: 0.3327 - val_loss: 2.0199\nEpoch 5/50\n\u001b[1m330/330\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m34s\u001b[0m 102ms/step - accuracy: 0.9866 - loss: 0.0943 - val_accuracy: 0.3067 - val_loss: 2.3952\nEpoch 6/50\n\u001b[1m330/330\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m33s\u001b[0m 101ms/step - accuracy: 0.9888 - loss: 0.1069 - val_accuracy: 0.3480 - val_loss: 2.2007\nEpoch 7/50\n\u001b[1m330/330\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m33s\u001b[0m 101ms/step - accuracy: 0.9908 - loss: 0.1075 - val_accuracy: 0.3173 - val_loss: 2.2785\nEpoch 8/50\n\u001b[1m330/330\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m33s\u001b[0m 100ms/step - accuracy: 0.9895 - loss: 0.1045 - val_accuracy: 0.3267 - val_loss: 2.3107\nEpoch 9/50\n\u001b[1m330/330\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m33s\u001b[0m 100ms/step - accuracy: 0.9908 - loss: 0.1161 - val_accuracy: 0.3467 - val_loss: 2.4095\nEpoch 10/50\n\u001b[1m330/330\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m33s\u001b[0m 100ms/step - accuracy: 0.9904 - loss: 0.1362 - val_accuracy: 0.3427 - val_loss: 2.5663\nEpoch 11/50\n\u001b[1m330/330\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m33s\u001b[0m 100ms/step - accuracy: 0.9905 - loss: 0.1434 - val_accuracy: 0.3407 - val_loss: 2.5259\nEpoch 12/50\n\u001b[1m330/330\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m33s\u001b[0m 101ms/step - accuracy: 0.9843 - loss: 0.2313 - val_accuracy: 0.3547 - val_loss: 3.5804\nEpoch 13/50\n\u001b[1m330/330\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m33s\u001b[0m 100ms/step - accuracy: 0.8818 - loss: 0.7456 - val_accuracy: 0.3353 - val_loss: 2.9629\nEpoch 14/50\n\u001b[1m330/330\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m33s\u001b[0m 100ms/step - accuracy: 0.9174 - loss: 0.5690 - val_accuracy: 0.3287 - val_loss: 3.2954\nEpoch 15/50\n\u001b[1m330/330\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m33s\u001b[0m 101ms/step - accuracy: 0.9530 - loss: 0.3747 - val_accuracy: 0.3293 - val_loss: 3.1599\nEpoch 16/50\n\u001b[1m330/330\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m33s\u001b[0m 101ms/step - accuracy: 0.9785 - loss: 0.2347 - val_accuracy: 0.3173 - val_loss: 3.0369\nEpoch 17/50\n\u001b[1m330/330\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m33s\u001b[0m 101ms/step - accuracy: 0.9883 - loss: 0.2297 - val_accuracy: 0.3233 - val_loss: 3.1410\nEpoch 18/50\n\u001b[1m330/330\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m33s\u001b[0m 101ms/step - accuracy: 0.9928 - loss: 0.1288 - val_accuracy: 0.3413 - val_loss: 3.1476\nEpoch 19/50\n\u001b[1m330/330\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m33s\u001b[0m 100ms/step - accuracy: 0.9940 - loss: 0.1158 - val_accuracy: 0.3260 - val_loss: 3.1979\nEpoch 20/50\n\u001b[1m330/330\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m33s\u001b[0m 101ms/step - accuracy: 0.9955 - loss: 0.1275 - val_accuracy: 0.3233 - val_loss: 3.2054\nEpoch 21/50\n\u001b[1m330/330\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m33s\u001b[0m 101ms/step - accuracy: 0.9947 - loss: 0.1002 - val_accuracy: 0.3293 - val_loss: 3.2456\nEpoch 22/50\n\u001b[1m330/330\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m33s\u001b[0m 100ms/step - accuracy: 0.9977 - loss: 0.0525 - val_accuracy: 0.3307 - val_loss: 3.3709\nEpoch 23/50\n\u001b[1m330/330\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m33s\u001b[0m 100ms/step - accuracy: 0.9945 - loss: 0.1142 - val_accuracy: 0.3207 - val_loss: 3.4837\nEpoch 24/50\n\u001b[1m330/330\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m33s\u001b[0m 101ms/step - accuracy: 0.9954 - loss: 0.1474 - val_accuracy: 0.3200 - val_loss: 3.3544\nEpoch 25/50\n\u001b[1m330/330\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m33s\u001b[0m 100ms/step - accuracy: 0.9962 - loss: 0.0608 - val_accuracy: 0.3507 - val_loss: 3.1993\nEpoch 26/50\n\u001b[1m330/330\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m33s\u001b[0m 100ms/step - accuracy: 0.9964 - loss: 0.0498 - val_accuracy: 0.2993 - val_loss: 3.8525\nEpoch 27/50\n\u001b[1m330/330\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m33s\u001b[0m 100ms/step - accuracy: 0.9942 - loss: 0.0940 - val_accuracy: 0.3493 - val_loss: 4.5308\nEpoch 28/50\n\u001b[1m330/330\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m33s\u001b[0m 101ms/step - accuracy: 0.9744 - loss: 0.1725 - val_accuracy: 0.3413 - val_loss: 5.1016\nEpoch 29/50\n\u001b[1m330/330\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m33s\u001b[0m 101ms/step - accuracy: 0.9497 - loss: 0.3787 - val_accuracy: 0.3587 - val_loss: 4.4854\nEpoch 30/50\n\u001b[1m330/330\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m33s\u001b[0m 101ms/step - accuracy: 0.9822 - loss: 0.1885 - val_accuracy: 0.3220 - val_loss: 4.9249\nEpoch 31/50\n\u001b[1m330/330\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m33s\u001b[0m 101ms/step - accuracy: 0.9820 - loss: 0.2360 - val_accuracy: 0.3333 - val_loss: 4.2937\nEpoch 32/50\n\u001b[1m330/330\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m33s\u001b[0m 100ms/step - accuracy: 0.9895 - loss: 0.1495 - val_accuracy: 0.3513 - val_loss: 3.8965\nEpoch 33/50\n\u001b[1m330/330\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m33s\u001b[0m 100ms/step - accuracy: 0.9940 - loss: 0.1175 - val_accuracy: 0.3347 - val_loss: 4.2460\nEpoch 34/50\n\u001b[1m330/330\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m33s\u001b[0m 100ms/step - accuracy: 0.9936 - loss: 0.0973 - val_accuracy: 0.3533 - val_loss: 3.7703\nEpoch 35/50\n\u001b[1m330/330\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m33s\u001b[0m 100ms/step - accuracy: 0.9970 - loss: 0.0743 - val_accuracy: 0.3620 - val_loss: 3.7711\nEpoch 36/50\n\u001b[1m330/330\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m33s\u001b[0m 101ms/step - accuracy: 0.9976 - loss: 0.0534 - val_accuracy: 0.3527 - val_loss: 3.7319\nEpoch 37/50\n\u001b[1m330/330\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m33s\u001b[0m 101ms/step - accuracy: 0.9985 - loss: 0.0326 - val_accuracy: 0.3513 - val_loss: 4.1191\nEpoch 38/50\n\u001b[1m330/330\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m33s\u001b[0m 101ms/step - accuracy: 0.9969 - loss: 0.0371 - val_accuracy: 0.3647 - val_loss: 3.6096\nEpoch 39/50\n\u001b[1m330/330\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m33s\u001b[0m 101ms/step - accuracy: 0.9975 - loss: 0.0363 - val_accuracy: 0.3627 - val_loss: 3.7535\nEpoch 40/50\n\u001b[1m330/330\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m33s\u001b[0m 101ms/step - accuracy: 0.9993 - loss: 0.0142 - val_accuracy: 0.3507 - val_loss: 3.7343\nEpoch 41/50\n\u001b[1m330/330\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m33s\u001b[0m 101ms/step - accuracy: 0.9982 - loss: 0.0237 - val_accuracy: 0.3553 - val_loss: 3.5204\nEpoch 42/50\n\u001b[1m330/330\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m33s\u001b[0m 101ms/step - accuracy: 0.9991 - loss: 0.0098 - val_accuracy: 0.3447 - val_loss: 3.5835\nEpoch 43/50\n\u001b[1m330/330\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m33s\u001b[0m 101ms/step - accuracy: 0.9992 - loss: 0.0101 - val_accuracy: 0.3540 - val_loss: 3.5676\nEpoch 44/50\n\u001b[1m330/330\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m33s\u001b[0m 101ms/step - accuracy: 0.9996 - loss: 0.0016 - val_accuracy: 0.3553 - val_loss: 3.5763\nEpoch 45/50\n\u001b[1m330/330\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m33s\u001b[0m 100ms/step - accuracy: 0.9986 - loss: 0.0088 - val_accuracy: 0.3620 - val_loss: 3.5718\nEpoch 46/50\n\u001b[1m330/330\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m33s\u001b[0m 101ms/step - accuracy: 0.9985 - loss: 0.0053 - val_accuracy: 0.3593 - val_loss: 3.5988\nEpoch 47/50\n\u001b[1m330/330\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m33s\u001b[0m 101ms/step - accuracy: 0.9997 - loss: 0.0010 - val_accuracy: 0.3493 - val_loss: 3.7057\nEpoch 48/50\n\u001b[1m330/330\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m33s\u001b[0m 101ms/step - accuracy: 0.9999 - loss: 7.4445e-04 - val_accuracy: 0.3580 - val_loss: 3.6279\nEpoch 49/50\n\u001b[1m330/330\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m33s\u001b[0m 102ms/step - accuracy: 0.9998 - loss: 4.3925e-04 - val_accuracy: 0.3540 - val_loss: 3.6551\nEpoch 50/50\n\u001b[1m330/330\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m33s\u001b[0m 101ms/step - accuracy: 0.9993 - loss: 0.0056 - val_accuracy: 0.3567 - val_loss: 3.6798\n","output_type":"stream"},{"execution_count":11,"output_type":"execute_result","data":{"text/plain":""},"metadata":{}}]},{"cell_type":"code","source":"# Plot accuracy vs epoch\nplt.plot(model.history.history['accuracy'], label='Train Accuracy')\nplt.plot(model.history.history['val_accuracy'], label='Validation Accuracy')\nplt.title('Accuracy vs Epoch')\nplt.xlabel('Epoch')\nplt.ylabel('Accuracy')\nplt.legend()\nplt.show()\n\n# Plot loss vs epoch\nplt.plot(model.history.history['loss'], label='Train Loss')\nplt.plot(model.history.history['val_loss'], label='Validation Loss')\nplt.title('Loss vs Epoch')\nplt.xlabel('Epoch')\nplt.ylabel('Loss')\nplt.legend()\nplt.show()","metadata":{"execution":{"iopub.status.busy":"2024-04-29T08:19:57.786949Z","iopub.execute_input":"2024-04-29T08:19:57.787738Z","iopub.status.idle":"2024-04-29T08:19:58.370848Z","shell.execute_reply.started":"2024-04-29T08:19:57.787707Z","shell.execute_reply":"2024-04-29T08:19:58.369961Z"},"trusted":true},"execution_count":12,"outputs":[{"output_type":"display_data","data":{"text/plain":"
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qiZX0dPPfUUF198sfd1gwYN6NGjh/f1008/zYwZM/juu+8YP358mdcZM2YMN954IwD/+te/eOWVV1i+fDmXXnppldv00ksvMXjwYB577DEA2rdvz6ZNm3j++ecZM2YMycnJhIWFccUVVxAREUHLli05++yzATNQKSgo4Nprr/XO2t6tW7cqt6EuU9dPKRyFgUqeAhURkTqlV69eJV5nZGTw4IMP0qlTJ6KjowkPD2fz5s0kJyeXe53u3bt7t8PCwoiMjPROCV9VmzdvZsCAASX2DRgwgO3bt+Nyubj44otp2bIlbdq04aabbuLTTz8lKysLgB49ejB48GC6devG9ddfzzvvvMOxY8eq1Y66ShmVUhRlVPyTBhURqW0hQTY2PTXUb59dU8LCwkq8fvDBB5kzZw4vvPAC7dq1IyQkhOuuu67CFaODgoJKvLZYLD5bvDEiIoLVq1czb948Zs+ezeOPP86kSZNYsWIF0dHRzJkzhyVLljB79mxeffVVHnnkEZYtW0br1q190p5Ao0ClFMqoiMiZxmKx1Fj3SyBZvHgxY8aM4ZprrgHMDMvu3btrtQ2dOnVi8eLFp7Srffv23jVw7HY7Q4YMYciQITzxxBNER0fz66+/cu2112KxWBgwYAADBgzg8ccfp2XLlsyYMYP777+/Vr+Hv9S/n8oa4LSrmFZEpD5ITEzk66+/Zvjw4VgsFh577DGfZUYOHTrE2rVrS+yLj4/ngQceoHfv3jz99NOMHDmS3377jddee4033ngDgO+//55du3Zx/vnnExMTw48//ojb7aZDhw4sW7aMX375hUsuuYQmTZqwbNkyDh06RKdOnXzyHQKRApVSKKMiIlI/vPTSS9x6663079+fRo0a8dBDD5Genu6Tz/rss8/47LPPSux7+umnefTRR/nyyy95/PHHefrpp4mPj+epp55izJgxAERHR/P1118zadIkcnJySExM5PPPP6dLly5s3ryZBQsW8PLLL5Oenk7Lli158cUXGTZsmE++QyCyGHV4jFN6ejpRUVGkpaURGRlZY9dNOZrFwOfmEhxkZcvTZ84Pg4icOXJyckhKSqJ169YEB2tiS6l55f2MVeX3t0b9lMJZLKNSh+M4ERGROk+BSik8NSpuAwrcClRERET8RYFKKZxBRbdFdSoiIiL+o0ClFA5b0W3RyB8RERH/UaBSCqvVQpDNXHdCk76JiIj4jwKVMniyKur6ERER8R8FKmVwBmnSNxEREX9ToFIGZVRERET8T4FKGTwjf1SjIiIi4j8KVMrgyaio60dEpH658MILmThxovd1q1atePnll8t9j8Vi4Ztvvjntz66p65xJFKiUoSijokBFRCQQDB8+nEsvvbTUYwsXLsRisbB+/foqX3fFihWMHTv2dJtXwqRJkzjrrLNO2b9//36fr9MzdepUoqOjffoZtUmBShlUoyIiElhuu+025syZwx9//HHKsQ8++IBevXrRvXv3Kl+3cePGhIaG1kQTKxQXF4fT6ayVz6ovFKiUwTONvjIqIiKB4YorrqBx48ZMnTq1xP6MjAymT5/ObbfdxpEjR7jxxhtp1qwZoaGhdOvWjc8//7zc657c9bN9+3bOP/98goOD6dy5M3PmzDnlPQ899BDt27cnNDSUNm3a8Nhjj5Gfnw+YGY0nn3ySdevWYbFYsFgs3jaf3PWzYcMGLrroIkJCQmjYsCFjx44lIyPDe3zMmDFcffXVvPDCC8THx9OwYUPGjRvn/azqSE5O5qqrriI8PJzIyEhuuOEGDh486D2+bt06Bg0aREREBJGRkfTs2ZOVK1cCsGfPHoYPH05MTAxhYWF06dKFH3/8sdptqQy7T69ehznsyqiIyBnEMCA/yz+fHRQKFkuFp9ntdm6++WamTp3KI488gqXwPdOnT8flcnHjjTeSkZFBz549eeihh4iMjOSHH37gpptuom3btvTp06fCz3C73Vx77bXExsaybNky0tLSStSzeERERDB16lSaNm3Khg0buOOOO4iIiODvf/87I0eOZOPGjfz000/8/PPPAERFRZ1yjczMTIYOHUq/fv1YsWIFqamp3H777YwfP75EMDZ37lzi4+OZO3cuO3bsYOTIkZx11lnccccdFX6f0r6fJ0iZP38+BQUFjBs3jpEjRzJv3jwARo0axdlnn82UKVOw2WysXbuWoKAgAMaNG0deXh4LFiwgLCyMTZs2ER4eXuV2VIUClTJ4VlDWqB8ROSPkZ8G/mvrns//fPnCEVerUW2+9leeff5758+dz4YUXAma3z4gRI4iKiiIqKooHH3zQe/6ECROYNWsWX375ZaUClZ9//pktW7Ywa9YsmjY178e//vWvU+pKHn30Ue92q1atePDBB5k2bRp///vfCQkJITw8HLvdTlxcXJmf9dlnn5GTk8NHH31EWJj5/V977TWGDx/Ov//9b2JjYwGIiYnhtddew2az0bFjRy6//HJ++eWXagUqv/zyCxs2bCApKYmEhAQAPvroI7p06cKKFSvo3bs3ycnJ/O1vf6Njx44AJCYmet+fnJzMiBEj6NatGwBt2rSpchuqSl0/ZVBGRUQk8HTs2JH+/fvz/vvvA7Bjxw4WLlzIbbfdBoDL5eLpp5+mW7duNGjQgPDwcGbNmkVycnKlrr9582YSEhK8QQpAv379Tjnviy++YMCAAcTFxREeHs6jjz5a6c8o/lk9evTwBikAAwYMwO12s3XrVu++Ll26YLPZvK/j4+NJTU2t0mcV/8yEhARvkALQuXNnoqOj2bx5MwD3338/t99+O0OGDOHZZ59l586d3nPvuece/vnPfzJgwACeeOKJahUvV5UyKmVQjYqInFGCQs3Mhr8+uwpuu+02JkyYwOuvv84HH3xA27ZtueCCCwB4/vnn+c9//sPLL79Mt27dCAsLY+LEieTl5dVYc3/77TdGjRrFk08+ydChQ4mKimLatGm8+OKLNfYZxXm6XTwsFgtut+9+N02aNIk///nP/PDDD8ycOZMnnniCadOmcc0113D77bczdOhQfvjhB2bPns3kyZN58cUXmTBhgs/ao4xKGZRREZEzisVidr/441GJ+pTibrjhBqxWK5999hkfffQRt956q7deZfHixVx11VX85S9/oUePHrRp04Zt27ZV+tqdOnUiJSWF/fv3e/ctXbq0xDlLliyhZcuWPPLII/Tq1YvExET27NlT4hyHw4HLVX7pQKdOnVi3bh2ZmZnefYsXL8ZqtdKhQ4dKt7kqPN8vJSXFu2/Tpk0cP36czp07e/e1b9+e++67j9mzZ3PttdfywQcfeI8lJCRw55138vXXX/PAAw/wzjvv+KStHgpUyqAaFRGRwBQeHs7IkSN5+OGH2b9/P2PGjPEeS0xMZM6cOSxZsoTNmzfz17/+tcSIlooMGTKE9u3bM3r0aNatW8fChQt55JFHSpyTmJhIcnIy06ZNY+fOnbzyyivMmDGjxDmtWrUiKSmJtWvXcvjwYXJzc0/5rFGjRhEcHMzo0aPZuHEjc+fOZcKECdx0003e+pTqcrlcrF27tsRj8+bNDBkyhG7dujFq1ChWr17N8uXLufnmm7ngggvo1asX2dnZjB8/nnnz5rFnzx4WL17MihUr6NSpEwATJ05k1qxZJCUlsXr1aubOnes95isKVMrgmfBNGRURkcBz2223cezYMYYOHVqinuTRRx/lnHPOYejQoVx44YXExcVx9dVXV/q6VquVGTNmkJ2dTZ8+fbj99tt55plnSpxz5ZVXct999zF+/HjOOusslixZwmOPPVbinBEjRnDppZcyaNAgGjduXOoQ6dDQUGbNmsXRo0fp3bs31113HYMHD+a1116r2s0oRUZGBmeffXaJx/Dhw7FYLHz77bfExMRw/vnnM2TIENq0acMXX3wBgM1m48iRI9x88820b9+eG264gWHDhvHkk08CZgA0btw4OnXqxKWXXkr79u154403Tru95bEYhmH49BN8KD09naioKNLS0oiMjKzRa780eyuv/LqDm/u15KmrutbotUVE/C0nJ4ekpCRat25NcHCwv5sj9VB5P2NV+f2tjEoZnEGFxbT5yqiIiIj4iwKVMnin0HcpUBEREfEXBSplKFqUUMW0IiIi/qJApQxalFBERMT/FKiUoSijokBFROqvOjyeQgJcTf1sKVApg8OmmWlFpP7yTMlekzO2ihSXlWUucnnyzLpVpSn0y1A04ZsCFRGpf+x2O6GhoRw6dIigoCCsVv27VWqGYRhkZWWRmppKdHR0iXWKqkOBShk0hb6I1GcWi4X4+HiSkpJOmf5dpCZER0eXu3p0ZSlQKYOm0BeR+s7hcJCYmKjuH6lxQUFBp51J8VCgUgZlVETkTGC1WjUzrQQ0dUqWwWlXMa1IvfXVrfBSF8g84u+WiEgFFKiUQRkVkXoq8zBs/BrS/4Dts/zdGhGpgAKVMqhGRaSe2jkXKJzfIWmBX5siIhXza6AyadIkLBZLiUfHjh392SQvZ7GMiiZEEqlHdv5StJ20APTft0hA83sxbZcuXfj555+9r+12vzcJKKpRcRtQ4DYIsln83CIROW2GATt/LXqdvheO7oKGbf3XJhEpl9+jArvdXiPjrGuaZwp9MAtqg2zqJROp8w5uhIyDEBQKsV3gjxVmVkWBikjA8vtv3+3bt9O0aVPatGnDqFGjSE5OLvPc3Nxc0tPTSzx8xVEsMFFBrUg9saOw26fVQGg3xNxWnYpIQPNroNK3b1+mTp3KTz/9xJQpU0hKSmLgwIGcOHGi1PMnT55MVFSU95GQkOCztlmtFm93jwpqReqJHYXdzO0GQ+vzzW3VqYgENL8GKsOGDeP666+ne/fuDB06lB9//JHjx4/z5Zdflnr+ww8/TFpamveRkpLi0/Z5sirKqIjUA7kZkLzU3G47GJr1AnsIZB2G1M3+bZuIlMnvXT/FRUdH0759e3bs2FHqcafTSWRkZImHLzmDNOmbSL2xexG48yG6hVmTYndAy37mMXX/iASsgApUMjIy2LlzJ/Hx8f5uCqCMiki94hmW3G4IWApH8RXv/qmOwzvgkxGQvOz02ycipfJroPLggw8yf/58du/ezZIlS7jmmmuw2WzceOON/myWl2fkj2pUROoBTyFt28FF+zyByp5F4K7Gf+fzJpt1LwtfOP32iUip/Do8+Y8//uDGG2/kyJEjNG7cmPPOO4+lS5fSuHFjfzbLy5NRUdePSB13bDcc3QlWe1FwAhDXA5xRkJMGB9ZD07Mrf83cE7DlB3N7z2/gKgCb32d8EKl3/Ppf1bRp0/z58RUqyqgoUBGp0zzZlOZ9ILhYbZvNDi37w7aZZvdPVQKVzd9DQba5nXcCDqyDZj1rrs0iAgRYjUqgUY2KSD3hmY223UWnHqtuncr6wn9oWQr/Gt29qHptE5FyKVAph2cafWVUROowVz7smm9uF69P8fDWqfwGBXmVu2b6/qJr9r7dfE5aeHrtFJFSKVAph8OujIpInZey3OyaCW0I8WederxJZ/NYfibsW125a26YDhiQcC6c/RdzX3JhnYqI1CgFKuXwrKCsUT8idZhnWHKbQWAt5a88q9WcUh8q3/2zvnBSyh4jIbYbBEdDXgbsX3fazRWRkhSolEMZFZF6YEex+VPKUpU6lYO/w8ENYA2CzlebgU7LAeax3Zo4TqSmKVAph2pUROq4zMNFWY62pRTSerS+wHxOWQ752eVfc/0X5nP7oRDawNxudZ75rIJakRqnQKUcyqiI1HE75wKG2T0TEVv2eQ3bQkQ8uHLNYKUsbjesn25udx9ZtL91YddR8lKzeFdEaowClXKoRkWkjvNOm19ONgXMKfUr0/2zZxGc2AfBUZB4SdH+Jl2K6lT2rT2dFovISRSolMM74Vu+MioidY7bXfq0+WWpTKCyrrDbp/PVEBRctN9qLdb9o2HKIjVJgUo5nJ4J31wKVETqnIMbITMVgkKhxbkVn+8JVPauMqfHP1l+Nmz61tzu8adTj3tGDqlORaRGKVAphzOosJhWGRWRusfT7dNqINidFZ8f3QJiWoHhMid/O9nWmeZ8LFEtzPlTTubJqKhORaRGKVAph0MZFZG6yzssuRLdPh6erEppw4w9o326X1/6fCxNOkNIg8KJ49ZUra0iUiYFKuUoWpRQxbQidUpuhpnZgPLnTzlZqzLqVDIPw46fze3io32Ks1qhlWc+FdWpiNQUBSrl0KKEInXU7kXgzofoltCgTeXf5xlmvH89ZB0t2v/7DHAXmFPwN+5Q9vtVpyJS4xSolKMoo6JARaRO2Vms28diqfz7IuKgUQfAgD2Li/avK1wpuaxsikfxOpXKLnAoIuVSoFIOh00z04rUSVUZlnyyk4cpH9kJe1eCxQbdriv/vY07FS5wmKU6FZEaokClHEUTvilQEakzjibB0Z1gtRcFHVVxcqDiWYCw7SAIb1L+e0us+6M6FZGaoEClHJpCX6QO8nT7NO8DwZFVf3+r8wALHNoCJw4UG+1TQbeP9/2eOhUFKiI1QYFKOTSFvkgdtONX87miafPLEtoA4rqZ2wtfgmNJEBQGHS+v3Pu96/4sU52KSA1QoFIOZVRE6hhXflGXTXXqUzw83T8r3jGfOw0HR1jl3tu4o1mnUpAN+1ZXvw0iAihQKZfTrmJakTpl/3pz9tiQGHMocXV5AhWj8L/9HpXs9gFzlJFn9E+Sun9ETpcClXIooyJSxyQXTn2fcG7ps8dWVot+5igfgPBYaH1B1d6vOhWRGqNApRyqURGpYzyBSmUWISxPcCQ0O8fc7nY9WG1Ve78nUElZDgW5p9cWkTOcApVyeCZ8yytwYxiGn1sjIuUyjKJp81v0O/3rDX4cuo6AAfdW/b2NO0BoI7NOZe+q02+LyBlMgUo5nIUTvrkNKHArUBEJaEd2QtZhsDmh6Vmnf73W58N171c8d0ppitepaDp9kdOiQKUcnowKqKBWJOClFGZTmvUEu9O/bYGiYcqqUxE5LQpUyuFZlBBUUCsS8Lz1KX392w4P1amI1AgFKuWwWi0E2cwFzVRQKxLgarI+pSY0ag9hTaAgB/5Y6e/WiNRZClQq4MmqKKMiEsAyDsGRHeZ2Qh//tsVDdSoiNUKBSgWcQZr0TSTgeepTmnQ2J3sLFN5ARXUqItWlQKUCyqiI1AHebp/TnD+lphWvU8nP8W9bROooBSoV8Iz8UY2KSAALtPoUj0aJ5sy2rlzYqzoVkepQoFIBT0ZFXT8iASovC/avNbcDLaOiOhWR06ZApQJFGRUFKiIBae8qcBdARFOISvB3a07lCVR2zvVvO0TqKAUqFVCNikiAK16fYrH4ty2lSRwKFqtZ8Ht4h79bI1LnKFCpgNOuUT8iAc070VuA1ad4RDWDdheb26unnt61ju6CpAWn3SSRukSBSgUcdmVURAKW22WOqIHAq08prtct5vPaz6o/S21BHky9Aj4cDn9ooUM5cyhQqYDTrlE/IgErdRPknQBHBMR28XdrytbuYrOGJusIbPm+etfYMB3S95rbG7+qubaJBDgFKhVQRkUkgHnqUxL6gNXm37aUx2aHc24yt1dNrfr7DQOWvFr0etO34NbfSXJmUKBSAdWoiAQwb31KAHf7eJx9E2Axa0yO7Kzae3f8Aoc2m5kjR4SZWfljhU+aKRJoFKhUwDs8OV+BikhAMQzYU4cClegESCwsqq1qVmXJK+Zzz9HQYZi5vembmmqZSEBToFIB7/Bkl2pURAJKWgqc2AdWOzTr6e/WVE5PT1Htp5Uvqt2/DpLmg8UGfe+ELteY+9X9I2cIBSoVUEZFJEB56lPie4AjzL9tqazESyAivrCo9ofKvcdTm9L1WjMr0/Yidf/IGUWBSgWc3oyKAhWRgBKo6/uUx2YvrFWhct0/x1Ng49fmdv8J5nNQcOB0/+TnwJsD4b2h5lBxER9QoFIBZ1BhMa0yKiKBJVBXTK7IOZ6i2vkVF9UuexMMF7S+wMwceQRK98+mb+HAenPW3T+06KL4hgKVCjiUUREJPNnHzDlUABLqWKAS3QLaDTG3V39Y9nnZx4uyLv3vKXksULp/Vr5XtF3d+WFEKqBApQJFixIqrSkSMFJWAAY0aAvhjf3dmqrzzFS75lNzxtnSrP4Q8jKgSWdoN7jksUDo/jmwEVKWFb3e8oM5EkukhgVMoPLss89isViYOHGiv5tSghYlFAlAgb6+T0USh0J4HGQdhq2lFNUW5MHSN83tfuNLX2zR390/nmxKuyFgc8DRnXB4W+23Q+q9gAhUVqxYwVtvvUX37t393ZRTFGVUFKiIBIy6Wp/iUdFMtRv/aw69Do+DbteVfg1/dv/knoD1X5rb/e8xa2hA3T/iE34PVDIyMhg1ahTvvPMOMTEx/m7OKRw2zUwrElAKcmHfanO7rmZUoGim2l3zzFWRPYpPl9/3r2B3lv5+f3b/rP/S7JZqmAitz4eOl5n7KzvkWqQK/B6ojBs3jssvv5whQ4ZUeG5ubi7p6eklHr5WtCihAhWRgLB/HRTkQGgjaNjW362pvpiWRbUnqz8q2r/zV0j9HRzh0OvW8q/hj+4fw4CV75vbvW41u6U6FAYqe1dB+v7aaYecMfwaqEybNo3Vq1czefLkSp0/efJkoqKivI+EhAQft1CLEooEnOLr+5RWu1GXeGaqXfNJUVGtJ5tyzs0QEl3++/3R/ZOyHA5uBHsInHWjuS8iDpr3Nre3/lg77ZAzht8ClZSUFO69914+/fRTgoODK/Wehx9+mLS0NO8jJSXFx60snlHRqB+RgFAXJ3orS/vCotrMQ+Yv+AMbYNfcounyK+KP7h9PEW3XERBSrLu+g7p/xDf8FqisWrWK1NRUzjnnHOx2O3a7nfnz5/PKK69gt9txlbK2jtPpJDIyssTD15RREQkgbnfdL6QtzhYEZ//F3F41FZa8Zm53udrsGqqM2uz+yTwCv88wt3uf1C3V8QrzOWkB5Pi+W17OHH4LVAYPHsyGDRtYu3at99GrVy9GjRrF2rVrsRUWsfqb065iWpGAcWQ7ZB81ux3iAm+UYLWcczNmUe1c2PiVua/f+Mq/vza7f9Z+Aq48iD/r1IUgG7c3i2vd+bBjjm/bIWcUvwUqERERdO3atcQjLCyMhg0b0rVrV3816xTKqIgEEE82pXkvsDv825aaUryo1l0ArQZCs3Mq//7a6v5xu2HlB+Z279tKP6fj5eazun+kBvl91E+gU42KSACpT90+xfUcU7TtWXywKmqj+2fXXDiWBM4osz6lNJ5AZfucsmfcFakiu78bUNy8efP83YRTFJ/wzTAMLHV9lIFIXVZ8xE990v5SSLwEgkKg3cVVf//J3T8t+tZ8Gz1Dknv8CRxhpZ/TrBeENYHMVNi98NSp/0WqQRmVCjgLa2UMAwrcWsdCxG9OHDD/RW+xQvM+/m5NzbIFwajpcMNHYK3GX8u+7v5J21s07Li8uV2sVk3+JjVOgUoFPBkVUEGtiF95un2adIFg34/4q3N82f2z+kMw3NDyPGjSsfxzOxR2/2z90T9rEEm9o0ClAp5FCUEFtSJ+tWeJ+dyyv3/bEah8NfrHlQ+rPjS3Tx6SXJrW55uz6p7YD/vX1Fw75IylQKUCVquFIJtZl6KCWhE/2rPYfFagUjpfdf9s/REyDpi1Jx2HV64d7QqXRFH3j9QABSqV4MmqKKMi4idZR+Hg7+a2ApWy+aL7Z0XhTLTn3FT5IeGeyd8UqEgNCKhRP4HKGWQjM8+lGhURf0lZBhjQqD2EN/F3awJX8e6fN/qaU/FjmKMBDHfRNoZZlBzbFVqdZz4adzx17aTDOyBpPmApOYS6IokXg9UOh7bAkZ11e/FI8TsFKpWgjIqIn6nbp3KCgqHrtWbx6+FtFZ9/ZEdRN1FoQ/P+tiwMXJp0hlWFE7wlXgLRLSrfjpBo8xq75plZlQH3VPyeNZ+anxccBVEJEJ0AUS0KnxPMhQ+tgTFjudQuBSqVUDSXimpURPzCW0g7wL/tqAuGPQfdrjdnubVYAIuZPTl5Oz8b/lhpzneSshyyjsDm/5kPMBcczM8xt8uaibY8Ha+oXKBiGDD/3zBvcvnXs9ohshk0aAMXPWrOTixnBAUqleDJqKjrR8QPcjNg31pzWxmVigUFQ+uBlTu37SC44G/mLLL71sCeRbB7ESQvg+xj5jnRLYuKY6uiwzD48UGz2y7jEIQ3PvUct8s8xzOZXP8J5npBaSlwPAXS/oC0ZHMeF3cBHN9jPg6shzsXQ2R81dtV17ldgKV68+3UUQpUKqH47LQiUsv+WA6Gy+x6iGru79bUT3aHOZtti74w8AFzSPL+dbB3tRn0VKfLJaq5uXjh/rWwbWbh4ovF5OfA17cXZnAscNnz0OeO0q/ldpnDnY+nwMy/wYEN8N/bYfR3Z1Z30I5f4H/3mgtD9p9gTr5X1izB9ciZE5KdBtWoiPjRbk99irp9ao0tyOxa6TsWmnSq/nXKGv2TkwafXmcGKTYHXD+17CAFzGAkqjm07AfXTTXnadmzCOY/V/221SW5J8wA5ZNrzWxTxkGY/Si83A0WvmQerymGAScOQtJCc8TXzH/Aumk1d/1qUEalEpx2M2JXRkXEDzTRW93V8XKY+0/YOdfswnOGm0shfHIdHNxgjlC68TNzkrjKatQOrvg/+PoOs7alZX9oc4HvvoO/7ZoP3443u8AA+t4JsV3MAOVYEvzyJCx5Bc4dZwaWwVGVu64rH44mmUXXh7fB4e1Fz7lpJc/tfLW5xpOfKFCpBIddGRURv8jPgb0rzW1lVOqeJp0gphUc2w07fzV/wX58jVlnEtYE/vIVxPeo+nW732AOm17ziRmw3Lm49BqYuiwvE+Y8ASveMV9Ht4Cr3iiqP+rxZ9j4FSx43hy9NfefsORVOPdOM5gJbWCe53ab9zt1M6RuMoeMp242gxJXGStcW6xmbVKj9tAo0e+LgCpQqQSnXaN+RPxi7yrzL9PwOHO0h9QtFovZ/fPba7D0DfNf61mHIaY13PT16f2ZDnvOHLV0aAvM+CuM+qr+FJju+Q2+ucvMmIBZi3Lx02ZGysNmN7Mc3a6H32eYAcuhLWaW6bc3IHEIHNtj7svPKv1zgsLMQKRR+6KgpFF7888lKNj337OSFKhUgjIqIn5SvNvn5MnIpG7oeLkZqCT/Zr6O72EGFac7cZ8jDK77AN4ZBDt/gSX/gfPuO/32+lN+NvzytBnUYUBkc7jqVXMiv7JYbdDtOuhyLWz+zgxYDm40gxcPmxMatzfnxmnSCRp3Mp+jEupEcKdApRJUoyLiJ5rore5L6AuhjcxMSusLYOQnNbf6dWxnM7Pyv3vMX/At+psjl+oCt8usETm0ubBbZrM5n036H+bxs/8CQ/9V+ZoTqxW6XA2droTts8wlJxolmsFJTGszA1NH1d2W1yLv8OR8BSp+YxhmlXt4bOVmuZS6z5Vv/sUNqk+py6w2uO59c56Wc+8Cu7Nmr3/OzZC0wKzX+OpWuHNhUX1GaTIOwdpPzUdGKkTEQ0Rs4XOc+Rxe7LUzAvIyzJE13kd6ydf5WWANMr+bzVHsObho22KBo7uKgpLD26Ag59T2hcfBla9A+6HVux9WqzmHjWeBynpAgUoleIcnu1Sj4jeHtpjpYyzmvzTK+4tI6of96yA/05whtXFHf7dGTkebC3w3MsdiMUcB7VttBgLfjoM/fVayq9DthqR5sGqqOVTaXVB0LOe4mdXwB3sINO5Q2CXT0eySadnPDI7ES4FKJSijEgAOby/cMMyZMztf6dfmSC3wdPu06F8n+tHFj4IjzXqV9y6GrT/CsrfM0S8nDsLaT2DVh+bIF4/mvc1FFpueY85JknHQnFDuxIHC52KvXblmQOGMOOkRWbQdFAyuAvPcgrzC55xi23lmcBTdwqwN8TyiW55ZE9ZVkwKVSnB6MyoKVPzmyI6i7aQFClTOBJ5C2lbq9pFKaHoWXPJPmPl3s5t41zzYMacoe+KMgh4j4ZzRENe16H2xncu+pmGYtSR1uL6jPtDdrwRnUGExrTIq/lM8UNm90H/tkNrhdplDNEGFtFJ5fcaa/5DZ8r05bT+Yxbw9x5iTljlCq3Y9i0VBSgDQn0AlOJRR8b/igcqhLWZqNiLWf+0RU0GuOTFVTdcMpW4yZ8d0REBst5q9ttRfFgtc9RoEhUJoQ7PQtryMidQJClQqoWhRQhXT+o2nRsURAXknzKxKt+v826YzXdIC+PqvkHUErnjJLHKuKZ5unxZ99S9aqZqQGBjxjr9bITVIFWqVoEUJ/SzrKGQfNbe7X28+J833X3vOdAV5MOdx+PBKOLHPLBb8dpy5eJmroOL3V4bmTxGRQgpUKqEoo6JAxS883T6RzaD9peZ2kupU/OLQNnhvCCz+D2CYhYkXPGQeWzYFPh1hBpanwzCKzUirQlqRM51yqpXgsGlmWr/yBCoN20GLfmCxmWtgHE82h/uJ7xkGrPoAfvp/UJANIQ3gyleh0xXm8diuMONOc6TFO4Pgxmnm8MvqOLwdMg+Zk2U1PbvGvoKI1E3KqFRC0aKEClT8wlOf0rCdOV9Cs3PM18qq1I7MwzDtz/D9fWaQ0uZCuGtJUZAC5nDx2+eY80Ic2w3vDjEn1qoOT7dP8941P4upiNQ5ClQqQYsS+pkno9Io0Xxufb75nLTAP+05k+z4Bab0NyfRsjngkmfgLzMgMv7Uc2O7wB1zodVAc8rxaX+G+c+Z2ZiqULePiBSjQKUSijIqGvXjF8W7fsD8RQjmyJ+q/hKUyinIM7t5PrnWnLWzUQe4/RfoP778WWLDGsJNM8z5LADmPgPTR5tDmCvDMFRIKyIlKFCpBGVU/MjthiM7zW1PoJLQ1/zXffpec20PqVknDsBHV8LS183Xve+AsfMgvnvl3m8Lgsueh+GvmAu1bfoW3rsE0vZW/N7jyeafq9Vudv2IyBlPgUolOO0qpvWbtBRz+KvNUVQ46wiF5n3MbQ1TrlnJy+CtCyD5N3Mtkz99Bpe/UPUZPQF6joYx30NYYzi4EaZeBsdTyn+Pp9un6TnV+0wRqXcUqFSCJ6OSm6+un1rn6fZp0Kbk4l2qU6lZhgHL34Gpl0PGAXO14jvmQsfLT++6Lc6FO36FmFZmke3Uy8znsqjbR0ROokClEjw1KppC3w9Ork/xaF1Yp5JUjToVV4H5y1L1Lab8bHPCth8fBHe+uSbK7b9Ao3YVvrVSolvAmB+hQVuza+eDy4u6807mDVRUSCsiJgUqlVB8wjdDv9xqV1mBSrNe5tLrWYchdXPVrjnjr/CfHuYv5pqaSbWuOp4M7w+FtZ+CxQoXPwXXTwVneM1+TlQzGPMDNGoP6X+YmRvPsHOP9P1mzZHFak6dLyKCApVKcRZO+GYYUOBWoFKris+hUpzdAS37mdtV6f45+Dts/MrcXvEufP4nyEk//XbWRTvnmvUo+9eZC7jdNAMG3Gsu7OYLkfFmsNK4E5zYbwYrqVuKjicX1qfEdYPgKN+0QUTqHAUqleDJqIAKamudp4vAM4dKcZ5hylUJVBb9n/kc193MyOyYA+9fWnGRZ32SkQoLnjeHHmcfNWd/HTvfnMjN18KbmAW2sV3NYc9TLzeDR9D8KSJSKk2hXwmeRQmhcIiyJsusHfnZ5qgfODWjAtD6AvN5zyJwu0oW25bm6C7Y+F9z+6rXwF0An98Iqb/Du4PNad89s97WJ1lHzTlnkhaaz4eKZTHO+gtc/iIEBddee8Iawej/wcdXm9mcqVfAzd8UC1RUSCsiRRSoVILVaiHIZiHfZWjSt9p0dBdgQHC02TVxsvge5hDanDQ4sL7idWEW/wcMN7S72HwvmEWjn400g5UPLjOXh+80vKa/Se0xDMg5Dnt+MzNNuxeaQ4NPFtsN+o6Fs2/yXVdPeUIbwM3fwsfXwr7V8OFw888RzPWcREQKKVCpJIfNSr7LpUnfalPx+pTSfpna7GY3wbaZ5i/l8gKV9H2w9jNze+ADRfujE+DWn+CrW2DHz/DFTWZBaf8J/vkFXpbMI+Y09ntXQm6GOdNrXhnP7lIKhBt3MkdKtRoIrc4zAwV/C4kxMymfXAd/LDf3Ne5oZlxERAopUKkkZ5CNzDyXalRq08lr/JSm9cCiQGXAvWWft+Q1cOVBi/5FRbgewZFw4xfw00Nmge2cx+DoTrjsBXOWVX85ngJbvofN35uFpkYVfvYaJhYLTAZCeGPftfN0BEfBTV/DpzeY37HtRf5ukYgEGAUqleSpU1FGpRZ5hya3Lfscz8Rve34DV37pgUXmEVj1gbldPJtSnM1uBiYN2sKs/werpsKxPeZQ3ZDoan6BKjIMOLQVtvzPDE72ry15PK6b2W0V1hgcYeYQYke4ue0IK9p2RpiPusIZYQYrO34uqjsSESmkQKWSiuZSUY1KrfEGKuVkVJp0gZAG5uiVvatLn39j2ZuQn2WO9Gk3uOxrWSzQ725zFtX/3ga75sI7g+CGjyGua/W/x6FtZgFrfpbZNZOfXWw7q3A7y6yz8Xxns0FmvUanK8wZYmNaVb8NgS4opG7XBomIzyhQqSRPRkVdP7XEMMqeQ6U4q9Xs4tj0rdn9c3KgkpMOy98ytwc+ULm6k46XmXUr00aZBb3vDoHhL0OPP1XtO+Rlwq//hKVTgErOv2NzmMOEO14BHS4L3C4bEZFaokClkorPTiu1IOuoOXoFyu/6AbMGY9O3sHsBXPC3ksdWvm+OJmnUHjpdWfnPj+8Bf10A/70ddv5izmabsgwufRbslRifnrQAvptQtK5N03PMegxHGASFmhmEk7cj4s0ajeDIyrdTRKSeU6BSSapRqWVHCrMpUQnmL/LyeOoakpdBfk7RnCD52fDb6+b2efeZ2ZeqCG0Ao6bD/Odg/r/NoGffWrjhI3O0UGly0uHnJ8xzASKbw/D/QOKQqn22iIgA1ZyZNiUlhT/++MP7evny5UycOJG33367xhoWaJx2czIxZVRqSVlr/JSmUSKEx4Ert2iYK8CaTyAz1Qx2ul1fvXZYbTDoYTNgCY425/x463zY8cup527/Gd7oVxSk9LoV7v5NQYqIyGmoVqDy5z//mblz5wJw4MABLr74YpYvX84jjzzCU089VaMNDBQOuzIqtaoy9SkeFkvR6B/PdPqufFj8irk94N7TH2aceLHZFRR/llm4+8kIM9PidkP2Mfjmbvh0hLngXkwrc+bVK/5P3TgiIqepWoHKxo0b6dOnDwBffvklXbt2ZcmSJXz66adMnTq10teZMmUK3bt3JzIyksjISPr168fMmTOr0ySfc9o16qdWVWYOleJae9b9WWg+b/gK0pLNobxn/6Vm2hTTEm6dBeeMBgyY+wx8fBW83tdcfRgLnHs33LWkKHASEZHTUq0alfz8fJxOs6Dw559/5sorzSLFjh07sn///kpfp3nz5jz77LMkJiZiGAYffvghV111FWvWrKFLly7VaZrPeDIqufnKqNSKysyhUpwnMNi70qwTWfSS+brfuIprXKoiKBiufAUS+sAPDxRlcBomwlWvlz48WkREqq1aGZUuXbrw5ptvsnDhQubMmcOll14KwL59+2jYsJQ1WcowfPhwLrvsMhITE2nfvj3PPPMM4eHhLF26tDrN8ilPjUqeS4GKz7ldhev8UP4cKsXFtILoFub08bMfhcPbwBkFvW7zTRvP/gvcNtscSjzwQbhzkYIUEREfqFZG5d///jfXXHMNzz//PKNHj6ZHD3OBt++++87bJVRVLpeL6dOnk5mZSb9+pS9KlpubS25urvd1enp6tT6rOrzDk5VR8b3jyeZ09zYnRDWv/PtanQ9rP4HVH5qv+471bY1IfA9zYT0REfGZagUqF154IYcPHyY9PZ2YmBjv/rFjxxIaGlqla23YsIF+/fqRk5NDeHg4M2bMoHPnzqWeO3nyZJ588snqNPm0eYcnu1Sj4nNHdprPDduao24qq3VhoALm/CR976r5tomISK2qVtdPdnY2ubm53iBlz549vPzyy2zdupUmTZpU6VodOnRg7dq1LFu2jLvuuovRo0ezadOmUs99+OGHSUtL8z5SUlKq0/xqUUalFnnmUKlsfYqHp6AWoOctEFb5bkgREQlM1cqoXHXVVVx77bXceeedHD9+nL59+xIUFMThw4d56aWXuOuuyv9L1uFw0K6dOQS1Z8+erFixgv/85z+89dZbp5zrdDq9Rby1zenNqChQ8bnKrPFTmsim5uRvh7ZA//E13y4REal11cqorF69moEDzX+9fvXVV8TGxrJnzx4++ugjXnnlldNqkNvtLlGHEiicQYUTvimj4ntVmUPlZDd9AxM3mEGLiIjUedXKqGRlZRERYS4jP3v2bK699lqsVivnnnsue/bsqfR1Hn74YYYNG0aLFi04ceIEn332GfPmzWPWrFnVaZZPOZRRqT2eGpXKzqFSnNUKVv9k3UREpOZVK6PSrl07vvnmG1JSUpg1axaXXHIJAKmpqURGVn6URWpqKjfffDMdOnRg8ODBrFixglmzZnHxxRdXp1k+VbQooYppfSov05zdFaqXURERkXqlWhmVxx9/nD//+c/cd999XHTRRd7hxLNnz+bss8+u9HXee++96ny8X2hRwlrimT8lpIG5KKCIiJzRqhWoXHfddZx33nns37/fO4cKwODBg7nmmmtqrHGBpCijokDFp06nPkVEROqdagUqAHFxccTFxXlXUW7evHm1J3urCxw2rZ5cK06nPkVEROqdatWouN1unnrqKaKiomjZsiUtW7YkOjqap59+Gre7fv4iL1qUsH5+v4BR3TlURESkXqpWRuWRRx7hvffe49lnn2XAgAEALFq0iEmTJpGTk8MzzzxTo40MBJ5FCVWj4mPVnUNFRETqpWoFKh9++CHvvvuud9VkgO7du9OsWTPuvvvuehmoFGVUNOrHZwwDDnsCFdWoiIhINbt+jh49SseOHU/Z37FjR44ePXrajQpEyqjUgszDkJsGWKBBG3+3RkREAkC1ApUePXrw2muvnbL/tddeo3v37qfdqEDktKuY1uc89SnRCRAU7N+2iIhIQKhW189zzz3H5Zdfzs8//+ydQ+W3334jJSWFH3/8sUYbGCg8GZXcfHX9+IzqU0RE5CTVyqhccMEFbNu2jWuuuYbjx49z/Phxrr32Wn7//Xc+/vjjmm5jQPDUqGgKfR/SHCoiInKSas+j0rRp01OKZtetW8d7773H22+/fdoNCzTFJ3wzDAOLxeLnFtVDmkNFREROUq2MypnIWTjhm2FAgdvwc2vqKc2hIiIiJ1GgUkmejAqooNYnXAVwNMncVo2KiIgUUqBSSZ5FCUFDlH3i+B5w54M9BCKb+bs1IiISIKpUo3LttdeWe/z48eOn05aAZrVaCLJZyHcZmvTNFzz1KQ3bglXxs4iImKoUqERFRVV4/Oabbz6tBgUyh81KvsuljIovqD5FRERKUaVA5YMPPvBVO+oEZ5CNzDyXalR8QXOoiIhIKZRjrwJPnYoyKj6gOVRERKQU1Z5H5UxUNJeKalQqbf2X8POT5tworQdCq/Oh6dlgO+lHT3OoiIhIKRSoVIEno6Kun0pa8wl8Ox4wIP0P2DXX3O8Ihxb9CgOXgWZdyol95jHVqIiISDEKVKqg+Oy0UoHVH8F39wAGnDMaYrtA0gLYvQhyjsOOOeYDICjUfA5tBCEx/mqxiIgEIAUqVaAalUpa+QF8P9Hc7vNXGPZvsFig71/B7YaDGyBpIexeCHuWQG66eW5cN781WUREApMClSpw2s1p9JVRKceKd+GHB8ztvnfBpZPNIMXDaoX4Huaj/3hzRtoD62D/OmgzyD9tFhGRgKVApQochSso5+armLZUy9+BHx80t/uNh0v+WTJIKY3NDs16mg8REZGTaHhyFTgLA5U8lzIqp1j6ZlGQ0v+eygUpIiIiFVCgUgXOoMKun3wFKiX89jr89JC5fd59cPFTClJERKRGqOunCrzFtMqoFFnyKsx+1Nwe+CBc9KiCFBERqTEKVKrAOzxZGRXIz4a5/4Ilr5ivL3gILnxYQYqIiNQodf1UQVFGxQ/FtJu/h2dbmvOT+NuOn+GNc4uClAsfhkH/T0GKiIjUOGVUqsBvGRXDgLnPmBOlfX8fxLQ2Z3WtbScOwqyHYeN/zdcRTeGy56DT8Npvi4iInBGUUakCp79qVPYshtRN5ra7AL68GY7trr3Pd7thxXvwWm8zSLFY4dy7YfxyBSkiIuJTyqhUgd9G/Sx/23zucSMc2gL71sC0UXDrLHCG+/azD2w0Z5n9Y4X5uunZcMXL0PQs336uiIgIClSqxC+jftL2mvUpAP0nQHA0vH0hHNwI39wF139ozvZa03IzYP6/zaHHhgscETD4Meh9O1htNf95IiIipVCgUgVFixLWYjHtyvfNQKHleebCfgB/+hSmXg6bv4MFz8OFD53eZxTkmV1L+9YUPVI3md1MAJ2uNNfriWx6ep8jIiJSRQpUqqDWFyUsyIVVU83tvmOL9if0gctfgu/Gw7x/QWznqtWKHN0FuxcXBSUHN4Ir79TzYlrDpc9Ch0tP62uIiIhUlwKVKijKqNRSoPL7N5B1GCKbQYfLSx475yYzwFj2Jnz9V7i9TVHGpSwHNpgZmE3fnnosONqsPyn+iGquIcciIuJXClSqwGGr5dWTPUW0vW4xF+872SXPQOpmSJoPn98Id8yFsIannrdvDcx/Hrb+ULSv5QBzIUBPUBLTSkGJiIgEHAUqVeBZlLBWApW9q2DvSrA54JwxpZ9js8P1U+GdQeZw5emj4aYZYAsyj6esgAXPwfbZhW+wQNcRcP6D0KST77+DiIjIaVKgUgUOey3WqCx/x3zucg2ENy77vNAGcOM0eHcI7F4Isx6BLlfD/Odg11zzHIsNul0PAx+Axu193nQREZGaokClCooyKj4e9ZN5uGj21z5jyz8XzOzItW/DtD/D8rfMB4DVDj3+BOfdDw3b+q69IiIiPqKZaavAk1Hx+YRvqz80R+E0PdusI6mMjpfDoEfMbWsQ9LwFJqyGq15XkCIiInWWMipV4LSbxbQ+nfDNVQAr3je3+4ytWoHr+X+Dlv3NYcVRzXzTPhERkVqkQKUKihYl9GHXz7aZkP4HhDaELtdW7b0WC7Q6zzftEhER8QN1/VRBrUyh7xmSfM5oCAr23eeIiIjUAQpUqqD4hG+GYdT8B6RuhqQF5urEvW6t+euLiIjUMQpUqsBZOOGbYUCB2weBimdIcofLIDqh5q8vIiJSxyhQqQJPRgV8MOlbThqsm2ZuV2ZIsoiIyBlAgUoVeGpUwAeTvq39HPIzoVEHaH1+zV5bRESkjvJroDJ58mR69+5NREQETZo04eqrr2br1q3+bFK5rFYLQTZzuHCNTvrmdsOKwm6fPndozR0REZFCfg1U5s+fz7hx41i6dClz5swhPz+fSy65hMzMTH82q1zekT81lVExDHOxwCM7wBkJPW6smeuKiIjUA36dR+Wnn34q8Xrq1Kk0adKEVatWcf75gdn94QyykZnnqnqNimHAiQNwaDOkboHUTXBoCxzaCrnp5jln/Rmc4TXfaBERkToqoCZ8S0tLA6BBgwalHs/NzSU3N9f7Oj09vVbaVVylMyput7n68eb/QcpyM0DJSSv9XKsdYrtCv/E13FoREZG6LWACFbfbzcSJExkwYABdu3Yt9ZzJkyfz5JNP1nLLSiqaS6WUGhVXAexZZAYnm7+HjAMlj1us0KANNO4ITTpDk47QuBM0bAd2Ry20XkREpG4JmEBl3LhxbNy4kUWLFpV5zsMPP8z999/vfZ2enk5CQu3ON+LJqHi7fvJzYNdcMzjZ+iNkHyt2cgS0HwqJF0NsF2iYqNlmRUREqiAgApXx48fz/fffs2DBApo3b17meU6nE6fTWYstK6UNnoxKXj7MfAjWfAJ5GUUnhDY0J2zrdCW0uQDs/m2viIhIXebXQMUwDCZMmMCMGTOYN28erVu39mdzKsWTUYnZPROWvWnujGwGnYZDxyugRT+wBUT8JyIiUuf59TfquHHj+Oyzz/j222+JiIjgwAGzpiMqKoqQkBB/Nq1MTrsNMGi1tXDekwETYcgkzX0iIiLiA36dR2XKlCmkpaVx4YUXEh8f73188cUX/mxWuRx2K/2sm4g+vgnsIdD/HgUpIiIiPuL3rp+6xmm3cqvtf+aLs/8CYQ392yAREZF6TGv9VFEbVxIX2Nbjxgr9xvm7OSIiIvWaApUquvi42S21q8kQaBD4xb8iIiJ1mQKVqjiezFlpvwKwoulNfm6MiIhI/adApSp+ewMbLha5uvBHSHt/t0ZERKTeU6BSWVlHYfWHALzlGk5ufg2tniwiIiJlUqBSWSveg/wsUkMTWejuRp5LgYqIiIivKVCpjPxsWP4WAGtbjAYsyqiIiIjUAgUqlbHuc8g8BFEtSI67BEAZFRERkVqgRWkq4nbBklfN7X7jcBjmIoO5BS4/NkpEROTMoIxKRbZ8D0d3QUgMnHOTd1HCvAJlVERERHxNgUp5DAMWvWxu974DHGE4g8xblqtARURExOcUqJRnz2LYtxrswdBnLAAOmw1QoCIiIlIbFKiUZ/F/zOezRkF4Y8BclBAUqIiIiNQGBSplObgJts8GLCUWH3R4ApV8FdOKiIj4mgKVsnhG+nS+Ehq29e72ZFQ0PFlERMT3FKiUJm0vbPjS3B5wb4lDRRkVBSoiIiK+pkClNGs+BncBtBoIzXqWOOS0m8W0yqiIiIj4niZ8K83AB6FhO4hsdsoh7/Bk1aiIiIj4nAKV0tjs0O26Ug95J3xTRkVERMTn1PVTRcUnfDMMw8+tERERqd8UqFSRs3DCN8OAArcCFREREV9SoFJFnowKaNI3ERERX1OgUkWeGhXQwoQiIiK+pkCliqxWC0E2CwC5BRr5IyIi4ksKVKrBO/JHGRURERGfUqBSDc4graAsIiJSGxSoVIMyKiIiIrVDgUo1FM2lohoVERERX1KgUg2ejIq6fkRERHxLgUo1FJ+dVkRERHxHgUo1eDMq+QpUREREfEmBSjU47eaoHy1MKCIi4lsKVKrBYfdkVFRMKyIi4ksKVKrBWRioKKMiIiLiWwpUqsE74ZtqVERERHxKgUo1eCd8U0ZFRETEpxSoVIN3eLIyKiIiIj6lQKUaijIqKqYVERHxJQUq1aCMioiISO1QoFINTtWoiIiI1AoFKtWgUT8iIiK1Q4FKNWjUj4iISO1QoFINRYsSqphWRETElxSoVIM3o6LVk0VERHxKgUo1FGVUFKiIiIj4kgKVanDYVEwrIiJSGxSoVINnUcJcFdOKiIj4lF8DlQULFjB8+HCaNm2KxWLhm2++8WdzKs3hCVTyVUwrIiLiS34NVDIzM+nRowevv/66P5tRZZ6MioYni4iI+Jbdnx8+bNgwhg0b5s8mVEtRRkWBioiIiC/5NVCpqtzcXHJzc72v09PT/dIOp90splVGRURExLfqVDHt5MmTiYqK8j4SEhL80o6iRQlVoyIiIuJLdSpQefjhh0lLS/M+UlJS/NIOTaEvIiJSO+pU14/T6cTpdPq7GSUmfDMMA4vF4ucWiYiI1E91KqMSKJyFE74ZBhS4DT+3RkREpP7ya0YlIyODHTt2eF8nJSWxdu1aGjRoQIsWLfzYsvJ5MipgZlWCbIr3REREfMGvgcrKlSsZNGiQ9/X9998PwOjRo5k6daqfWlUxR7HAJK/ADf7vjRIREamX/BqoXHjhhRhG3es6sVotBNks5LsMcgs08kdERMRX1GdRTd6RP1pBWURExGcUqFSTM6hwBWUFKiIiIj6jQKWalFERERHxPQUq1VQ0l4pqVERERHxFgUo1eTIqWphQRETEdxSoVJM3o6Jp9APKS7O3cvP7y1mbctzfTRERkRpQp6bQDyTKqASeQydyeXXuDgwDFm0/xC0DWvPAJe0JdejHXESkrlJGpZqcdnPUjxYmDBy/bjmIYUCow4bbgPcWJXHJ/y1gwbZD/m6aiIhUkwKVanLYPRkVFdMGitm/HwTgrgva8sEtvWkWHcIfx7K5+f3l3P/lWo5l5vm5hSIiUlUKVKrJWRioKKMSGDJzC1i44zAAl3SJY1CHJsy+73zG9G+FxQJfr97LkJfm8926fXVyNmQRkTOVApVq8k74phqVgLBg2yHyCty0bBhK+9hwAMKcdiZd2YX/3tWf9rHhHMnM457P13D7hyvZdzzbzy0WEZHKUKBSTd4J35RRCQizN5ndPpd0jsVisZQ4dk6LGL6fMJCJQxIJsln4ZUsql/zfAtYkH/NHU0VEpAoUqFSTd3iyMip+l+9y8+uWVAAu7hxX6jkOu5WJQ9rz4z0DOSshmozcAsZ/toa07PzabKqIiFSRApVqKsqoqJjW31YkHSUtO58GYQ56towp99zE2Ag+uq0PLRqEsvd4Nv/473rVrIiIBDAFKtWkjErg8HT7DOnUBJvVUsHZEBkcxKs3no3damHmxgN8tjzZ100UEZFqUqBSTU7VqAQEwzCY/fsBAC4po9unND0Sonno0o4APPW/TWw5kO6T9omIyOlRoFJNGvUTGH7fl86+tBxCgmycl9ioSu+97bzWXNihMbkFbsZ/toasvAIftVJERKpLgUo1adRPYPB0+5zfvhHBhcFjZVmtFl64vgdNIpzsSM3gqf9t8kUTRUTkNChQqSZvjUqBimn9qTrdPsU1Cnfy8sizsFhg2ooUvlu3ryabJyIip0mBSjV5MyoFyqj4S/KRLLYcOIHNauGijk2qfZ3+7RoxflA7AP7f1xtIPpJVU00UEZHTpEClmooyKgpU/GX2JjOb0qdVA2LCHKd1rXsHJ9KrZQwZuQVM+Hy1AlARkQChQKWaHDYV0/qbdzbaLrGnfS27zcp/bjybqJAg1v2Rxguzt572NUVE5PQpUKkmz6KEuSqm9YujmXms3H0UgIs7n36gAtAsOoTnrusOwNsLdjF3a2qNXFdERKpPgUo1OTyBSr6Kaf3hl80HcRvQOT6S5jGhNXbdoV3iGN2vJQAPfLmOg+k5NXZtERGpOgUq1eTJqGh4sn/UZLfPyR6+rBOd4iM5mpnH7R+uJCNX86uIiPiLApVqKsqoKFCpbdl5LhZuPwRUf1hyeYKDbLwx6hwahDnYsDeNOz9epeJaERE/UaBSTU67WUyrjErtW7D9EDn5bppFh9ApPsInn9G6URgfjOlNqMPGoh2HeWD6OtxuLV4oIlLbFKhUk2d48omcfE7k5Pu5NWeWOcW6fSyWihchrK4eCdG8+Zee2K0W/rduH099v0krLZ9Bdh/O5KPfdpOprj8Rv1KgUk0tG4SS0CCEnHw3k2du8XdzzhgFLje/bC4MVHzQ7XOy89s35sUbegAwdclu3pi30+efKf63/eAJrp2yhMe//Z07P1HXn4g/KVCpJrvNynMjzF9gny1LZtH2w35u0Zlh5Z5jHMvKJzo0iN6tYmrlM686qxmPX9EZgOdnbeWLFcm18rniH7sPZzLq3WUczcwDYOH2w/zj6/XKpon4iQKV09CvbUNuLhzK+tB/12t0SC2Y/buZTRncMRa7rfZ+fG89rzV3X9gWgIe/3uDtfpL6Ze/xbEa9u4zUE7l0iI3g5ZFnYbNa+Hr1Xk0CKOInClRO00OXdqR5TAh7j2fz7MzN/m5OvWYYhnfa/Jqa5K0q/ja0Azf0ao7bgPGfrWZ50tFab4P4TuqJHP7y7jL2Hs+mTaMwPrm9L1ef3YzJ13YD4PW5O/lk6R4/t1LkzKNA5TSFOe08N8KczfSTpcks2aEuIF/ZcuAEfxzLxmm3cn77RrX++RaLhX9d040hnZqQW+Dm9g9XsOVAeq23Q2re0cw8/vLuMpIOZ9IsOoRPbu9L4wgnADf0SuC+Ie0BePzbjd4Vu0WkdihQqQH92zXiL+e2AODv/12vUQI+4un2GZjYmFCH3S9tsNusvHrjOfRqGUN6TgGj31/Opn3pql+ow9Ky87n5/WVsO5hBbKSTz+84l6bRISXOuWdwO27sk4DbgAmfr2HVnmN+aq3ImUeBSg35x7BONIsO4Y9j2fz7J40C8gVPt48vZqOtihCHjfdG96ZDbAQH03O57JWFnDv5F+6dtobPlyez+3CmApc6IjO3gFunrmDj3nQahjn49PZzadHw1CUZLBYLT1/VlYs6FmXTdh3K8EOLRc48FqMO/42anp5OVFQUaWlpREZG+rs5LN5xmFHvLgPg8zvOpV/bhn5uUf1Q4HLz/OytvDV/F1YLrHhkCA3Dnf5uFgfScnjov+v5beeRUyb+i4sM5tw2DejXtiHntmlIiwahPp3zRaouJ9/FrVNXsGTnESKD7Uwb24/OTcv/eyQrr4Ab317Kuj/SSGgQwn/v6k+TiOBaarFI/VGV398KVGrY/5uxgc+WJZPQIIRZE8/3WxdFfXE4I5d7Pl/Dkp1HALhvSHvuHZLo51aVlJPvYnXyMZbuOsrSnUdYk3KMfFfJ/6zaNApjZO8ERvRsTqMACLLOdHkFbv768Urmbj1EmMPGJ7f35ewWlRvufjgjlxFTlrDnSBbdmkUxbey5hDn137lIVShQ8aMTOflc+vJC9h7PZkz/Vky6sou/m1RnrUk+xt2frmZ/Wg6hDhvPX9eDy7vH+7tZFcrOc7Em+Ri/7TrC0l1HWJty3Bu4BNksXNw5lj/1bsF57RphtSrLUtvyCtzc8/kafvr9AMFBVj68pQ9921Qt+7n7cCbXTlnC0cw8LmjfmPEXteNYZh7Hs/M5npXH8ax8jmXlk5adx7HMfNJz8klsEs4V3ZsysH0j7xIcImcqBSp+tnD7IW56bzkA08aey7lV/EvwTGcYBp8tT+bJ7zaR53LTpnEYb/2lJ4mxvlnXx9cycgv437p9TFuezLo/0rz7m8eEMLJXAtf3SiAuSt0HtSG3wMW4T1fz8+ZUHDYr74zuxQXtG1frWmuSj3HjO0vJqeLCpBHBdoZ2ieOK7vEMaNeIoFqcD0gkUChQCQAPf72ez5en0LJhKDPvHaguoErKyXfx6Dcb+WrVHwBc2iWO56/vTkRwkJ9bVjM27Utn2opkZqzZy4kcc3SY1QKDOjRhRM/mnNumIQ3CHH5uZf2Uk+/irx+vYv62QzjtVt66qScXdmhyWtectzWVf/6wmXyXm+hQB9EhQcSEBpnboUHEFD6HBNlYsvMIP27YT+qJXO/7Y0KDuLRrHJd3a8q5bRrU6iSGIv6kQCUAnMjJZ+j/LWBfWg439GrO3Re2I6FBKLYzJNXvdhvsPZ7NtoMnSDmaRWxkMC0bhtGyYWiZ/fkpR7O485NV/L4vHasF/n5pR/56fpt6WYSak+/ixw37mbY8heW7S04c165JOL1bNaB3qxh6t2pA85iQenkPalNWXgF3fLSSxTuOEBxk5b3RvRnQrvbn4nG5DVbuPsr36/czc+N+DmfkeY81CnfQt3VDmkQ6aRIRTGzhs/naSVRIkH4OpN5QoBIgFmw7xM3vL/e+dtqttG0cTmJsOO1jI0hsEk5ibAQtAiiAyS1wsftwFjsPZZCWnU+4005EsPkIdwaZz8F2whx2bFYLhmGwLy2HbQdPsP3gCbYdzGDbwRPsSM0gK89V6mc0CnfSqmEoLRuGmc+NwnC7DZ747nfSsvNpEObgtRvPpr8ffpH4w47UDL5YkczcrYfYkXrqkNf4qGBv4NK1WRQWi4UCl5s8l5sCl0GB201egfmc73LjckNIkI3wYLv3zy/caSfMaT7Xxs9aTr6L5KNZJB3OJOlwJll5Lq4+qyltGof7/LNPllE4BHl50lHCHDbeH9O7yjUpvlDgcrMs6Sjfr9/HzI0HOJ5V/irsDruVJhFOWjQIZUC7Rpyf2JguTSNV5yR1kgKVAPLx0j1MW57MjtQMcstYgdVht9KqYSgNwhxEh5ip4qjQIKJDHIVp5CCiQhxEBNvJyXeRkVtAZq6LzNyCwu0CMvLM56w8FyFBNvNaoQ4ahJlp6AahDmJCHcSEBRHutJORW8CO1Ax2pGaw81Bm4XMGyUezcLkr9yMR7rRjGAaZZQQkDpuVNo3DaNEglEMZuew5kuVd6K0sPRKimTLqnFMm3DpTHM3MY+Xuo6zYfZTlu4/x+940Cir551FZoQ4b4U47TSKdNIsOoWl0CM2iQ2geE0Kz6FCaxYQQE1r6v97dboOsfPNnL7Pw5/BQRg5Jh7NIOpzB7sNmcLIvLZuT/2axWOCyrvHcdWFbujaLqtHvVJb0nHzGvL+c1cnHiXDamXprH3q2rJ3FLKsi3+Vm6a4jbD+YQeqJXFLTc8znEzkcTM8lLbv0IKZhmIPzEs2gZWBiI5pEqtZJ6gYFKgHI5Tb441gW2w5msD31BNuLZR7KCmB8xW61lPvLL9xpp22TcBqGOcjILSAjxwyIMnILOJGTf8rQW7vVQutGYbSPjSh8mJmiVg1DT+lzT8vOJ/lIFruPZLLnSCa7j2Sx50gmB9JzGNIpln8M66gREcVk5RWwNvk4ywuDl52pmdisFoJsFuw2K0E2K0E2C0E2K3arBYfditViITvPxYncAjJy88nMdZX651aekCAbTaODCQ6ymQFJnssbCFdWhNNO68ZhtGoYxomcfOZuPeQ9dkH7xowb1I4+rRtU6X5UxfGsPG5+fznr/0gjMtjOx7f1pUdCtM8+z5dy8l0cKgxcft+XzoJth/lt5+FT/pHQMS6CC9o3pn+7RnSIjSA20qnuIglIClTqEE8As+dIFsez80krHNpoDnM0hzeaQx3zyMgtIDjIRpjDk8q3edP5YZ6Hw0ZWnotjWXkcy8rnWGaeuZ1pvs7OL/qLrUmEk3ZNwmnXJJy2jcO9200iyv/LLbfAxYkcM4BxGQYJMaE47CoCDHS5BS5v0Hkip4ADaTnsPZ7NvuPZ/HE8m73Hstl7PJtDxYo9y2K1QJjD/JmLDg2idaMwWjcKo1WjMNoUPjcMc5T4OdpyIJ0p83byv3X78MTJvVrGMG5QOy7s0LhGf6F61u7ZtD+dmNAgPrm9L12a1k4Wp7bkFbhZnXyMBdsOsXD7YTbsTTvlnFCHzftn06ZRGK0bh9G6UTitG4URFVI/CtSlblKgImXKyTeDmDCnnch6MpJGalZOvssbxBS4DcIcNkILg+NQpxkoBwdZqx1Y7DmSyVsLdvHVyj+8M/p2io/kzgva0K5JOA5PpshemC2yltyuqCbj0IlcRr27lG0HM2gUbk6L3yGubg5tr4ojGbks2nGYBdsOs2rPUVKOZZfbjWt2NQcR6jT/fMMcNkIL/7ET6jD/IRTqsNMgzEGTCCeNI8zi3kbhDo1OktOmQEVEAt7B9BzeW5TEp0v3lFnnVBaLBSyYa/BYvK/NnW63QYHboEmEk8/uOJd2TWq/gDcQ5BW4STmWRdIhs6B51+EMdhVup1Yia1YWiwUahDrMwCUymMbhThqFO7xDsqNDzBq7GO9rByEOdedKSXUuUHn99dd5/vnnOXDgAD169ODVV1+lT58+Fb5PgYpI3Xc8K4+PftvDN2v2kpFbQL7LTb7LIL9wZFN1/oZq0SCUj27tQ6tGYTXf4HogI7eA5CNZZjF+XgFZua7CZ7MeKSuvqGD/aGaet7D3cEZepYvti3Pard6gJSo0iKgQM6CJLpxzJqpwOzI4iDCnnVCHmbkzsz02QoJsqrWpZ+pUoPLFF19w88038+abb9K3b19efvllpk+fztatW2nSpPzJmBSoiNR/LndR0JJf4MZtgIFB4f8wCl8b3tcGcZHB6p7wAbfb4GhWXmFhb9HopJOXDyi+XROj1iwWCA2yEeIwgxin3YrDbnYROuxW87Wt6LXDbiUi2G6OdCwMhjwZnpgwc5+CH/+qU4FK37596d27N6+99hoAbrebhIQEJkyYwD/+8Y9y36tARUQkcHmmLziWmVc4OMB8HM8uel08uEnPzierWEanePF/TXPYrYQ5bNisVmxWsFut2KwW7FYL1sJnm9UcXRcSZCUkyEaIw0aw3UZwYZYnJMhGcJC1xEhFA6Pwu4Pnl6vnt6zVAjarBavFvLbVasFmsWCz4t0XVBhwOYsFYkE2c0Sfo/C11WKO3HS53RS4DQpcBq7CLk/z2cxEWi0W72daCq9vs1iwePdBfoFBnstFXoFBnstNXoE5H1NeQeHD5aZlw1AGJlZvqYmyVOX3t1/ndc/Ly2PVqlU8/PDD3n1Wq5UhQ4bw22+/nXJ+bm4uublFfavp6em10k4REak6i8VCeOHIxIRqjER3uw2y810nBS8F5BaU/EVa/BdrbuG+9OwCjmfleUdAHi/2nO8yvOdLxa46q2mNBypV4ddA5fDhw7hcLmJjY0vsj42NZcuWLaecP3nyZJ588snaap6IiPiR1WrxTr0Azhq5ZvEsT06+C5dRlJFwGYUZiWKv8wrc5OSb2Z2cwkd2ntv7OjvPRW6BmfnxdCVZvP9XWORd7LM9n2EYeD/DXeyzPTVaxTMbuZ7twteGYc5fZbMVy/wUywh5siVuwwz23IbnczC33YbZhWoYJbrLvF1pNitBdou3O61bLU3QWJY6tVLeww8/zP333+99nZ6eTkJCgh9bJCIidUnxLI/UDX79k2rUqBE2m42DBw+W2H/w4EHi4uJOOd/pdOJ01kxULSIiIoHPr2XxDoeDnj178ssvv3j3ud1ufvnlF/r16+fHlomIiEgg8Hvu6/7772f06NH06tWLPn368PLLL5OZmcktt9zi76aJiIiIn/k9UBk5ciSHDh3i8ccf58CBA5x11ln89NNPpxTYioiIyJnH7/OonA7NoyIiIlL3VOX3t6ZuFBERkYClQEVEREQClgIVERERCVgKVERERCRgKVARERGRgKVARURERAKWAhUREREJWApUREREJGApUBEREZGA5fcp9E+HZ1Ld9PR0P7dEREREKsvze7syk+PX6UDlxIkTACQkJPi5JSIiIlJVJ06cICoqqtxz6vRaP263m3379hEREYHFYqnRa6enp5OQkEBKSorWEaoFut+1S/e7dul+1y7d79pVnfttGAYnTpygadOmWK3lV6HU6YyK1WqlefPmPv2MyMhI/aDXIt3v2qX7Xbt0v2uX7nftqur9riiT4qFiWhEREQlYClREREQkYClQKYPT6eSJJ57A6XT6uylnBN3v2qX7Xbt0v2uX7nft8vX9rtPFtCIiIlK/KaMiIiIiAUuBioiIiAQsBSoiIiISsBSoiIiISMBSoFKK119/nVatWhEcHEzfvn1Zvny5v5tULyxYsIDhw4fTtGlTLBYL33zzTYnjhmHw+OOPEx8fT0hICEOGDGH79u3+aWw9MHnyZHr37k1ERARNmjTh6quvZuvWrSXOycnJYdy4cTRs2JDw8HBGjBjBwYMH/dTium3KlCl0797dO+lVv379mDlzpve47rVvPfvss1gsFiZOnOjdp3tecyZNmoTFYinx6Nixo/e4L++1ApWTfPHFF9x///088cQTrF69mh49ejB06FBSU1P93bQ6LzMzkx49evD666+Xevy5557jlVde4c0332TZsmWEhYUxdOhQcnJyarml9cP8+fMZN24cS5cuZc6cOeTn53PJJZeQmZnpPee+++7jf//7H9OnT2f+/Pns27ePa6+91o+trruaN2/Os88+y6pVq1i5ciUXXXQRV111Fb///juge+1LK1as4K233qJ79+4l9uue16wuXbqwf/9+72PRokXeYz6914aU0KdPH2PcuHHe1y6Xy2jatKkxefJkP7aq/gGMGTNmeF+73W4jLi7OeP755737jh8/bjidTuPzzz/3Qwvrn9TUVAMw5s+fbxiGeX+DgoKM6dOne8/ZvHmzARi//fabv5pZr8TExBjvvvuu7rUPnThxwkhMTDTmzJljXHDBBca9995rGIZ+vmvaE088YfTo0aPUY76+18qoFJOXl8eqVasYMmSId5/VamXIkCH89ttvfmxZ/ZeUlMSBAwdK3PuoqCj69u2re19D0tLSAGjQoAEAq1atIj8/v8Q979ixIy1atNA9P00ul4tp06aRmZlJv379dK99aNy4cVx++eUl7i3o59sXtm/fTtOmTWnTpg2jRo0iOTkZ8P29rtOLEta0w4cP43K5iI2NLbE/NjaWLVu2+KlVZ4YDBw4AlHrvPcek+txuNxMnTmTAgAF07doVMO+5w+EgOjq6xLm659W3YcMG+vXrR05ODuHh4cyYMYPOnTuzdu1a3WsfmDZtGqtXr2bFihWnHNPPd83q27cvU6dOpUOHDuzfv58nn3ySgQMHsnHjRp/fawUqImeAcePGsXHjxhJ9ylLzOnTowNq1a0lLS+Orr75i9OjRzJ8/39/NqpdSUlK49957mTNnDsHBwf5uTr03bNgw73b37t3p27cvLVu25MsvvyQkJMSnn62un2IaNWqEzWY7pVL54MGDxMXF+alVZwbP/dW9r3njx4/n+++/Z+7cuTRv3ty7Py4ujry8PI4fP17ifN3z6nM4HLRr146ePXsyefJkevTowX/+8x/dax9YtWoVqampnHPOOdjtdux2O/Pnz+eVV17BbrcTGxure+5D0dHRtG/fnh07dvj851uBSjEOh4OePXvyyy+/ePe53W5++eUX+vXr58eW1X+tW7cmLi6uxL1PT09n2bJluvfVZBgG48ePZ8aMGfz666+0bt26xPGePXsSFBRU4p5v3bqV5ORk3fMa4na7yc3N1b32gcGDB7NhwwbWrl3rffTq1YtRo0Z5t3XPfScjI4OdO3cSHx/v+5/v0y7HrWemTZtmOJ1OY+rUqcamTZuMsWPHGtHR0caBAwf83bQ678SJE8aaNWuMNWvWGIDx0ksvGWvWrDH27NljGIZhPPvss0Z0dLTx7bffGuvXrzeuuuoqo3Xr1kZ2drafW1433XXXXUZUVJQxb948Y//+/d5HVlaW95w777zTaNGihfHrr78aK1euNPr162f069fPj62uu/7xj38Y8+fPN5KSkoz169cb//jHPwyLxWLMnj3bMAzd69pQfNSPYeie16QHHnjAmDdvnpGUlGQsXrzYGDJkiNGoUSMjNTXVMAzf3msFKqV49dVXjRYtWhgOh8Po06ePsXTpUn83qV6YO3euAZzyGD16tGEY5hDlxx57zIiNjTWcTqcxePBgY+vWrf5tdB1W2r0GjA8++MB7TnZ2tnH33XcbMTExRmhoqHHNNdcY+/fv91+j67Bbb73VaNmypeFwOIzGjRsbgwcP9gYphqF7XRtODlR0z2vOyJEjjfj4eMPhcBjNmjUzRo4caezYscN73Jf32mIYhnH6eRkRERGRmqcaFREREQlYClREREQkYClQERERkYClQEVEREQClgIVERERCVgKVERERCRgKVARERGRgKVARUTqFYvFwjfffOPvZohIDVGgIiI1ZsyYMVgsllMel156qb+bJiJ1lN3fDRCR+uXSSy/lgw8+KLHP6XT6qTUiUtcpoyIiNcrpdBIXF1fiERMTA5jdMlOmTGHYsGGEhITQpk0bvvrqqxLv37BhAxdddBEhISE0bNiQsWPHkpGRUeKc999/ny5duuB0OomPj2f8+PEljh8+fJhrrrmG0NBQEhMT+e6773z7pUXEZxSoiEiteuyxxxgxYgTr1q1j1KhR/OlPf2Lz5s0AZGZmMnToUGJiYlixYgXTp0/n559/LhGITJkyhXHjxjF27Fg2bNjAd999R7t27Up8xpNPPskNN9zA+vXrueyyyxg1ahRHjx6t1e8pIjWkRpY2FBExDGP06NGGzWYzwsLCSjyeeeYZwzDMFZ3vvPPOEu/p27evcddddxmGYRhvv/22ERMTY2RkZHiP//DDD4bVajUOHDhgGIZhNG3a1HjkkUfKbANgPProo97XGRkZBmDMnDmzxr6niNQe1aiISI0aNGgQU6ZMKbGvQYMG3u1+/fqVONavXz/Wrl0LwObNm+nRowdhYWHe4wMGDMDtdrN161YsFgv79u1j8ODB5bahe/fu3u2wsDAiIyNJTU2t7lcSET9SoCIiNSosLOyUrpiaEhISUqnzgoKCSry2WCy43W5fNElEfEw1KiJSq5YuXXrK606dOgHQqVMn1q1bR2Zmpvf44sWLsVqtdOjQgYiICFq1asUvv/xSq20WEf9RRkVEalRubi4HDhwosc9ut9OoUSMApk+fTq9evTjvvPP49NNPWb58Oe+99x4Ao0aN4oknnmD06NFMmjSJQ4cOMWHCBG666SZiY2MBmDRpEnfeeSdNmjRh2LBhnDhxgsWLFzNhwoTa/aIiUisUqIhIjfrpp5+Ij48vsa9Dhw5s2bIFMEfkTJs2jbvvvpv4+Hg+//xzOnfuDEBoaCizZs3i3nvvpXfv3oSGhjJixAheeukl77VGjx5NTk4O//d//8eDDz5Io0aNuO6662rvC4pIrbIYhmH4uxEicmawWCzMmDGDq6++2t9NEZE6QjUqIiIiErAUqIiIiEjAUo2KiNQa9TSLSFUpoyIiIiIBS4GKiIiIBCwFKiIiIhKwFKiIiIhIwFKgIiIiIgFLgYqIiIgELAUqIiIiErAUqIiIiEjAUqAiIiIiAev/A7x5fj4gmr3rAAAAAElFTkSuQmCC"},"metadata":{}}]},{"cell_type":"code","source":"from sklearn.metrics import accuracy_score, f1_score, precision_score, recall_score\n\n# Assuming X_test is your numpy array of test images and Y_test are the corresponding labels\n# Assuming X_test has shape (num_samples, 224, 224, 3) and Y_test has shape (num_samples,)\n# Make predictions\nY_pred = model.predict(X_val)\n\n# Convert probabilities to class labels\npredicted_labels = np.argmax(Y_pred, axis=1)\n\n# Evaluate accuracy\naccuracy = accuracy_score(Y_val, predicted_labels)\n\n# Calculate F1 score\nf1 = f1_score(Y_val, predicted_labels, average='weighted')\n\n# Calculate precision\nprecision = precision_score(Y_val, predicted_labels, average='weighted')\n\n# Calculate recall\nrecall = recall_score(Y_val, predicted_labels, average='weighted')\n\nprint(\"Accuracy:\", accuracy)\nprint(\"F1 Score:\", f1)\nprint(\"Precision:\", precision)\nprint(\"Recall:\", recall)\n","metadata":{"execution":{"iopub.status.busy":"2024-04-29T08:26:14.253880Z","iopub.execute_input":"2024-04-29T08:26:14.254788Z","iopub.status.idle":"2024-04-29T08:27:29.206352Z","shell.execute_reply.started":"2024-04-29T08:26:14.254756Z","shell.execute_reply":"2024-04-29T08:27:29.205381Z"},"trusted":true},"execution_count":13,"outputs":[{"name":"stdout","text":"\u001b[1m 2/47\u001b[0m \u001b[37m━━━━━━━━━━━━━━━━━━━━\u001b[0m \u001b[1m5s\u001b[0m 125ms/step ","output_type":"stream"},{"name":"stderr","text":"W0000 00:00:1714379211.306808 111 graph_launch.cc:671] Fallback to op-by-op mode because memset node breaks graph update\n","output_type":"stream"},{"name":"stdout","text":"\u001b[1m47/47\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m72s\u001b[0m 820ms/step\nAccuracy: 0.3566666666666667\nF1 Score: 0.3600471709576973\nPrecision: 0.3722867924636519\nRecall: 0.3566666666666667\n","output_type":"stream"},{"name":"stderr","text":"W0000 00:00:1714379249.006607 113 graph_launch.cc:671] Fallback to op-by-op mode because memset node breaks graph update\n","output_type":"stream"}]},{"cell_type":"code","source":"","metadata":{},"execution_count":null,"outputs":[]}]} \ No newline at end of file diff --git a/vgg_Task_B.ipynb b/vgg_Task_B.ipynb new file mode 100644 index 0000000..9808391 --- /dev/null +++ b/vgg_Task_B.ipynb @@ -0,0 +1 @@ +{"metadata":{"kernelspec":{"language":"python","display_name":"Python 3","name":"python3"},"language_info":{"name":"python","version":"3.10.13","mimetype":"text/x-python","codemirror_mode":{"name":"ipython","version":3},"pygments_lexer":"ipython3","nbconvert_exporter":"python","file_extension":".py"},"kaggle":{"accelerator":"none","dataSources":[{"sourceId":8237003,"sourceType":"datasetVersion","datasetId":4885733}],"dockerImageVersionId":30698,"isInternetEnabled":true,"language":"python","sourceType":"notebook","isGpuEnabled":false}},"nbformat_minor":4,"nbformat":4,"cells":[{"cell_type":"code","source":"import tensorflow as tf\nimport keras\nimport numpy as np\nimport pandas as pd\nimport matplotlib.pyplot as plt\nimport os\nfrom PIL import Image","metadata":{"_uuid":"8f2839f25d086af736a60e9eeb907d3b93b6e0e5","_cell_guid":"b1076dfc-b9ad-4769-8c92-a6c4dae69d19","execution":{"iopub.status.busy":"2024-05-09T14:05:43.114739Z","iopub.execute_input":"2024-05-09T14:05:43.115430Z","iopub.status.idle":"2024-05-09T14:05:54.934087Z","shell.execute_reply.started":"2024-05-09T14:05:43.115397Z","shell.execute_reply":"2024-05-09T14:05:54.933268Z"},"trusted":true},"execution_count":1,"outputs":[{"name":"stderr","text":"2024-05-09 14:05:44.709622: E external/local_xla/xla/stream_executor/cuda/cuda_dnn.cc:9261] Unable to register cuDNN factory: Attempting to register factory for plugin cuDNN when one has already been registered\n2024-05-09 14:05:44.709775: E external/local_xla/xla/stream_executor/cuda/cuda_fft.cc:607] Unable to register cuFFT factory: Attempting to register factory for plugin cuFFT when one has already been registered\n2024-05-09 14:05:44.836546: E external/local_xla/xla/stream_executor/cuda/cuda_blas.cc:1515] Unable to register cuBLAS factory: Attempting to register factory for plugin cuBLAS when one has already been registered\n","output_type":"stream"}]},{"cell_type":"code","source":"# Load the DataFrame from the CSV file and images \ndf = pd.read_csv('/kaggle/input/memotion-dataset/Memotion 3/updated_train.csv')\nimg_folder = '/kaggle/input/memotion-dataset/Memotion 3/trainImages'\ntarget_shape = (224, 224)\nimages = []\n\ndf['humour'] = df['humour'].replace({'not_funny': 0, 'funny': 1, 'very_funny': 1, 'hilarious' : 1})\ndf['sarcastic'] = df['sarcastic'].replace({'not_sarcastic': 0, 'twisted_meaning': 1, 'general' : 1, 'little_sarcastic' : 1, 'very_sarcastic' : 1, 'very_twisted' : 1})\ndf['offensive'] = df['offensive'].replace({'not_offensive': 0, 'offensive': 1, 'slight' : 1, 'very_offensive' : 1, 'hateful_offensive': 1})\ndf['motivational'] = df['motivational'].replace({'not_motivational': 0, 'motivational': 1})\n\n# Combine the columns into a new DataFrame\nY_train = pd.concat([df['humour'], df['sarcastic'], df['offensive'], df['motivational']], axis=1)\n\n#iterating over the dataframe if ocr is null drop the frame\nfor index,row in df.iterrows():\n img_path = os.path.join(img_folder, str(row['image_id'])+'.jpg')\n image = Image.open(img_path)\n image = image.resize(target_shape)\n images.append(image)\n \n# Convert the resulting Series to a NumPy array\nY_train = np.array(Y_train, dtype=np.int32)\nX_train = np.array(images)","metadata":{"execution":{"iopub.status.busy":"2024-05-09T14:10:29.132828Z","iopub.execute_input":"2024-05-09T14:10:29.133477Z","iopub.status.idle":"2024-05-09T14:11:47.782261Z","shell.execute_reply.started":"2024-05-09T14:10:29.133443Z","shell.execute_reply":"2024-05-09T14:11:47.781096Z"},"trusted":true},"execution_count":2,"outputs":[{"name":"stderr","text":"/tmp/ipykernel_34/1693201200.py:7: FutureWarning: Downcasting behavior in `replace` is deprecated and will be removed in a future version. To retain the old behavior, explicitly call `result.infer_objects(copy=False)`. To opt-in to the future behavior, set `pd.set_option('future.no_silent_downcasting', True)`\n df['humour'] = df['humour'].replace({'not_funny': 0, 'funny': 1, 'very_funny': 1, 'hilarious' : 1})\n/tmp/ipykernel_34/1693201200.py:8: FutureWarning: Downcasting behavior in `replace` is deprecated and will be removed in a future version. To retain the old behavior, explicitly call `result.infer_objects(copy=False)`. To opt-in to the future behavior, set `pd.set_option('future.no_silent_downcasting', True)`\n df['sarcastic'] = df['sarcastic'].replace({'not_sarcastic': 0, 'twisted_meaning': 1, 'general' : 1, 'little_sarcastic' : 1, 'very_sarcastic' : 1, 'very_twisted' : 1})\n/tmp/ipykernel_34/1693201200.py:9: FutureWarning: Downcasting behavior in `replace` is deprecated and will be removed in a future version. To retain the old behavior, explicitly call `result.infer_objects(copy=False)`. To opt-in to the future behavior, set `pd.set_option('future.no_silent_downcasting', True)`\n df['offensive'] = df['offensive'].replace({'not_offensive': 0, 'offensive': 1, 'slight' : 1, 'very_offensive' : 1, 'hateful_offensive': 1})\n/tmp/ipykernel_34/1693201200.py:10: FutureWarning: Downcasting behavior in `replace` is deprecated and will be removed in a future version. To retain the old behavior, explicitly call `result.infer_objects(copy=False)`. To opt-in to the future behavior, set `pd.set_option('future.no_silent_downcasting', True)`\n df['motivational'] = df['motivational'].replace({'not_motivational': 0, 'motivational': 1})\n","output_type":"stream"}]},{"cell_type":"code","source":"Y_train[:5]","metadata":{"execution":{"iopub.status.busy":"2024-05-09T14:21:44.020928Z","iopub.execute_input":"2024-05-09T14:21:44.021779Z","iopub.status.idle":"2024-05-09T14:21:44.029344Z","shell.execute_reply.started":"2024-05-09T14:21:44.021744Z","shell.execute_reply":"2024-05-09T14:21:44.028217Z"},"trusted":true},"execution_count":3,"outputs":[{"execution_count":3,"output_type":"execute_result","data":{"text/plain":"array([[1, 1, 0, 0],\n [1, 1, 1, 0],\n [1, 1, 0, 0],\n [1, 1, 0, 0],\n [0, 0, 1, 0]], dtype=int32)"},"metadata":{}}]},{"cell_type":"code","source":"#reading the validation data\ndf = pd.read_csv('/kaggle/input/memotion-dataset/Memotion 3/updated_val.csv')\nimg_folder = '/kaggle/input/memotion-dataset/Memotion 3/valImages'\nimages=[]\n\ndf['humour'] = df['humour'].replace({'not_funny': 0, 'funny': 1, 'very_funny': 1, 'hilarious' : 1})\ndf['sarcastic'] = df['sarcastic'].replace({'not_sarcastic': 0, 'twisted_meaning': 1, 'general' : 1, 'little_sarcastic' : 1, 'very_sarcastic' : 1, 'very_twisted' : 1})\ndf['offensive'] = df['offensive'].replace({'not_offensive': 0, 'offensive': 1, 'slight' : 1, 'very_offensive' : 1, 'hateful_offensive': 1})\ndf['motivational'] = df['motivational'].replace({'not_motivational': 0, 'motivational': 1})\n\n# Combine the columns into a new DataFrame\nY_val = pd.concat([df['humour'], df['sarcastic'], df['offensive'], df['motivational']], axis=1)\n\n#iterating over the dataframe if ocr is null drop the frame\nfor index,row in df.iterrows():\n img_path = os.path.join(img_folder, str(row['image_id'])+'.jpg')\n image = Image.open(img_path)\n image = image.resize(target_shape)\n images.append(image)\n \n# Convert the resulting Series to a NumPy array\nY_val = np.array(Y_val, dtype=np.int32)\nX_val = np.array(images)","metadata":{"execution":{"iopub.status.busy":"2024-05-09T14:21:47.546987Z","iopub.execute_input":"2024-05-09T14:21:47.547381Z","iopub.status.idle":"2024-05-09T14:22:01.361521Z","shell.execute_reply.started":"2024-05-09T14:21:47.547349Z","shell.execute_reply":"2024-05-09T14:22:01.360488Z"},"trusted":true},"execution_count":4,"outputs":[{"name":"stderr","text":"/tmp/ipykernel_34/2955532732.py:6: FutureWarning: Downcasting behavior in `replace` is deprecated and will be removed in a future version. To retain the old behavior, explicitly call `result.infer_objects(copy=False)`. To opt-in to the future behavior, set `pd.set_option('future.no_silent_downcasting', True)`\n df['humour'] = df['humour'].replace({'not_funny': 0, 'funny': 1, 'very_funny': 1, 'hilarious' : 1})\n/tmp/ipykernel_34/2955532732.py:7: FutureWarning: Downcasting behavior in `replace` is deprecated and will be removed in a future version. To retain the old behavior, explicitly call `result.infer_objects(copy=False)`. To opt-in to the future behavior, set `pd.set_option('future.no_silent_downcasting', True)`\n df['sarcastic'] = df['sarcastic'].replace({'not_sarcastic': 0, 'twisted_meaning': 1, 'general' : 1, 'little_sarcastic' : 1, 'very_sarcastic' : 1, 'very_twisted' : 1})\n/tmp/ipykernel_34/2955532732.py:8: FutureWarning: Downcasting behavior in `replace` is deprecated and will be removed in a future version. To retain the old behavior, explicitly call `result.infer_objects(copy=False)`. To opt-in to the future behavior, set `pd.set_option('future.no_silent_downcasting', True)`\n df['offensive'] = df['offensive'].replace({'not_offensive': 0, 'offensive': 1, 'slight' : 1, 'very_offensive' : 1, 'hateful_offensive': 1})\n/tmp/ipykernel_34/2955532732.py:9: FutureWarning: Downcasting behavior in `replace` is deprecated and will be removed in a future version. To retain the old behavior, explicitly call `result.infer_objects(copy=False)`. To opt-in to the future behavior, set `pd.set_option('future.no_silent_downcasting', True)`\n df['motivational'] = df['motivational'].replace({'not_motivational': 0, 'motivational': 1})\n","output_type":"stream"}]},{"cell_type":"code","source":"Y_val[:10]","metadata":{"execution":{"iopub.status.busy":"2024-05-09T14:22:54.955115Z","iopub.execute_input":"2024-05-09T14:22:54.955491Z","iopub.status.idle":"2024-05-09T14:22:54.962581Z","shell.execute_reply.started":"2024-05-09T14:22:54.955462Z","shell.execute_reply":"2024-05-09T14:22:54.961498Z"},"trusted":true},"execution_count":5,"outputs":[{"execution_count":5,"output_type":"execute_result","data":{"text/plain":"array([[1, 1, 0, 0],\n [1, 1, 1, 0],\n [1, 1, 1, 0],\n [1, 1, 1, 0],\n [1, 1, 1, 0],\n [1, 1, 0, 0],\n [1, 1, 0, 0],\n [1, 1, 0, 0],\n [1, 1, 1, 0],\n [1, 0, 0, 0]], dtype=int32)"},"metadata":{}}]},{"cell_type":"code","source":"from keras.preprocessing import image\nfrom keras.applications.vgg16 import preprocess_input, VGG16\nfrom keras.models import Model\nfrom keras.layers import Dense, Flatten\nfrom keras.optimizers import Adam\n\n# Load the pre-trained VGG16 model\nbase_model = VGG16(weights='imagenet', include_top=False, input_shape=(224, 224, 3))\n\nx = base_model.output\nx = Flatten()(x)\nx = Dense(1024, activation='relu')(x)\npredictions = Dense(4, activation='sigmoid')(x) # Sigmoid activation for multi-label\nmodel = Model(inputs=base_model.input, outputs=predictions)\n\nfor layer in base_model.layers:\n layer.trainable = False\n\nmodel.compile(optimizer=Adam(learning_rate=0.0001), loss='binary_crossentropy', metrics=['accuracy'])","metadata":{"execution":{"iopub.status.busy":"2024-05-09T14:22:58.826646Z","iopub.execute_input":"2024-05-09T14:22:58.827027Z","iopub.status.idle":"2024-05-09T14:23:00.493077Z","shell.execute_reply.started":"2024-05-09T14:22:58.826999Z","shell.execute_reply":"2024-05-09T14:23:00.491983Z"},"trusted":true},"execution_count":6,"outputs":[{"name":"stdout","text":"Downloading data from https://storage.googleapis.com/tensorflow/keras-applications/vgg16/vgg16_weights_tf_dim_ordering_tf_kernels_notop.h5\n\u001b[1m58889256/58889256\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m0s\u001b[0m 0us/step\n","output_type":"stream"}]},{"cell_type":"code","source":"X_train = preprocess_input(X_train)\nX_val = preprocess_input(X_val)\n\n# Train the model\nmodel.fit(X_train, Y_train, batch_size=16, epochs=70, validation_data = (X_val,Y_val))","metadata":{"execution":{"iopub.status.busy":"2024-05-09T14:23:10.438887Z","iopub.execute_input":"2024-05-09T14:23:10.439279Z","iopub.status.idle":"2024-05-09T15:08:15.625647Z","shell.execute_reply.started":"2024-05-09T14:23:10.439249Z","shell.execute_reply":"2024-05-09T15:08:15.624685Z"},"trusted":true},"execution_count":7,"outputs":[{"name":"stdout","text":"Epoch 1/70\n\u001b[1m 2/438\u001b[0m \u001b[37m━━━━━━━━━━━━━━━━━━━━\u001b[0m \u001b[1m30s\u001b[0m 71ms/step - accuracy: 0.2500 - loss: 4.9482 ","output_type":"stream"},{"name":"stderr","text":"WARNING: All log messages before absl::InitializeLog() is called are written to STDERR\nI0000 00:00:1715264623.792155 115 device_compiler.h:186] Compiled cluster using XLA! This line is logged at most once for the lifetime of the process.\nW0000 00:00:1715264623.811877 115 graph_launch.cc:671] Fallback to op-by-op mode because memset node breaks graph update\n","output_type":"stream"},{"name":"stdout","text":"\u001b[1m438/438\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m0s\u001b[0m 91ms/step - accuracy: 0.5576 - loss: 2.3208","output_type":"stream"},{"name":"stderr","text":"W0000 00:00:1715264663.770588 117 graph_launch.cc:671] Fallback to op-by-op mode because memset node breaks graph update\nW0000 00:00:1715264667.131384 118 graph_launch.cc:671] Fallback to op-by-op mode because memset node breaks graph update\n","output_type":"stream"},{"name":"stdout","text":"\u001b[1m438/438\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m83s\u001b[0m 147ms/step - accuracy: 0.5576 - loss: 2.3186 - val_accuracy: 0.6433 - val_loss: 0.4655\nEpoch 2/70\n\u001b[1m 1/438\u001b[0m \u001b[37m━━━━━━━━━━━━━━━━━━━━\u001b[0m \u001b[1m39s\u001b[0m 90ms/step - accuracy: 0.5625 - loss: 0.2939","output_type":"stream"},{"name":"stderr","text":"W0000 00:00:1715264688.116211 117 graph_launch.cc:671] Fallback to op-by-op mode because memset node breaks graph update\n","output_type":"stream"},{"name":"stdout","text":"\u001b[1m438/438\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m38s\u001b[0m 86ms/step - accuracy: 0.6823 - loss: 0.2294 - val_accuracy: 0.6793 - val_loss: 0.5681\nEpoch 3/70\n\u001b[1m438/438\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m37s\u001b[0m 85ms/step - accuracy: 0.6834 - loss: 0.1077 - val_accuracy: 0.6680 - val_loss: 0.5865\nEpoch 4/70\n\u001b[1m438/438\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m38s\u001b[0m 86ms/step - accuracy: 0.6791 - loss: 0.0666 - val_accuracy: 0.6200 - val_loss: 0.6033\nEpoch 5/70\n\u001b[1m438/438\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m37s\u001b[0m 85ms/step - accuracy: 0.6560 - loss: 0.0667 - val_accuracy: 0.5893 - val_loss: 0.6814\nEpoch 6/70\n\u001b[1m438/438\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m37s\u001b[0m 85ms/step - accuracy: 0.6844 - loss: 0.0733 - val_accuracy: 0.6747 - val_loss: 0.6488\nEpoch 7/70\n\u001b[1m438/438\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m38s\u001b[0m 86ms/step - accuracy: 0.6525 - loss: 0.0847 - val_accuracy: 0.6127 - val_loss: 0.8330\nEpoch 8/70\n\u001b[1m438/438\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m37s\u001b[0m 85ms/step - accuracy: 0.6582 - loss: 0.0899 - val_accuracy: 0.5267 - val_loss: 0.7396\nEpoch 9/70\n\u001b[1m438/438\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m37s\u001b[0m 85ms/step - accuracy: 0.6165 - loss: 0.0921 - val_accuracy: 0.5393 - val_loss: 0.7744\nEpoch 10/70\n\u001b[1m438/438\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m38s\u001b[0m 86ms/step - accuracy: 0.6719 - loss: 0.1075 - val_accuracy: 0.5720 - val_loss: 0.7617\nEpoch 11/70\n\u001b[1m438/438\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m38s\u001b[0m 86ms/step - accuracy: 0.6369 - loss: 0.1133 - val_accuracy: 0.6640 - val_loss: 0.8726\nEpoch 12/70\n\u001b[1m438/438\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m38s\u001b[0m 86ms/step - accuracy: 0.6702 - loss: 0.0726 - val_accuracy: 0.5993 - val_loss: 0.8768\nEpoch 13/70\n\u001b[1m438/438\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m38s\u001b[0m 86ms/step - accuracy: 0.6732 - loss: 0.0774 - val_accuracy: 0.7127 - val_loss: 0.9241\nEpoch 14/70\n\u001b[1m438/438\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m38s\u001b[0m 86ms/step - accuracy: 0.6797 - loss: 0.0638 - val_accuracy: 0.7333 - val_loss: 0.9801\nEpoch 15/70\n\u001b[1m438/438\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m38s\u001b[0m 86ms/step - accuracy: 0.7090 - loss: 0.0644 - val_accuracy: 0.8607 - val_loss: 1.0127\nEpoch 16/70\n\u001b[1m438/438\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m37s\u001b[0m 85ms/step - accuracy: 0.7498 - loss: 0.0695 - val_accuracy: 0.6627 - val_loss: 1.0081\nEpoch 17/70\n\u001b[1m438/438\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m37s\u001b[0m 85ms/step - accuracy: 0.7377 - loss: 0.0649 - val_accuracy: 0.7987 - val_loss: 0.9982\nEpoch 18/70\n\u001b[1m438/438\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m38s\u001b[0m 86ms/step - accuracy: 0.7333 - loss: 0.0633 - val_accuracy: 0.7460 - val_loss: 1.0934\nEpoch 19/70\n\u001b[1m438/438\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m37s\u001b[0m 86ms/step - accuracy: 0.7467 - loss: 0.0800 - val_accuracy: 0.7920 - val_loss: 1.1529\nEpoch 20/70\n\u001b[1m438/438\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m37s\u001b[0m 85ms/step - accuracy: 0.7489 - loss: 0.0479 - val_accuracy: 0.7780 - val_loss: 1.1288\nEpoch 21/70\n\u001b[1m438/438\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m38s\u001b[0m 86ms/step - accuracy: 0.7283 - loss: 0.0410 - val_accuracy: 0.7173 - val_loss: 1.0885\nEpoch 22/70\n\u001b[1m438/438\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m38s\u001b[0m 86ms/step - accuracy: 0.7339 - loss: 0.0702 - val_accuracy: 0.7707 - val_loss: 1.1717\nEpoch 23/70\n\u001b[1m438/438\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m38s\u001b[0m 86ms/step - accuracy: 0.7728 - loss: 0.0624 - val_accuracy: 0.7773 - val_loss: 1.2805\nEpoch 24/70\n\u001b[1m438/438\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m38s\u001b[0m 86ms/step - accuracy: 0.7640 - loss: 0.0442 - val_accuracy: 0.8313 - val_loss: 1.2079\nEpoch 25/70\n\u001b[1m438/438\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m38s\u001b[0m 86ms/step - accuracy: 0.8042 - loss: 0.0518 - val_accuracy: 0.6860 - val_loss: 1.0959\nEpoch 26/70\n\u001b[1m438/438\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m37s\u001b[0m 86ms/step - accuracy: 0.7246 - loss: 0.0459 - val_accuracy: 0.7633 - val_loss: 1.1883\nEpoch 27/70\n\u001b[1m438/438\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m37s\u001b[0m 86ms/step - accuracy: 0.7681 - loss: 0.0510 - val_accuracy: 0.5993 - val_loss: 1.4404\nEpoch 28/70\n\u001b[1m438/438\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m37s\u001b[0m 86ms/step - accuracy: 0.7559 - loss: 0.0686 - val_accuracy: 0.4987 - val_loss: 1.2816\nEpoch 29/70\n\u001b[1m438/438\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m41s\u001b[0m 86ms/step - accuracy: 0.6999 - loss: 0.0263 - val_accuracy: 0.6733 - val_loss: 1.3056\nEpoch 30/70\n\u001b[1m438/438\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m37s\u001b[0m 86ms/step - accuracy: 0.7635 - loss: 0.0327 - val_accuracy: 0.6367 - val_loss: 1.2628\nEpoch 31/70\n\u001b[1m438/438\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m37s\u001b[0m 85ms/step - accuracy: 0.7955 - loss: 0.0391 - val_accuracy: 0.7920 - val_loss: 1.4121\nEpoch 32/70\n\u001b[1m438/438\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m38s\u001b[0m 86ms/step - accuracy: 0.8275 - loss: 0.0386 - val_accuracy: 0.6727 - val_loss: 1.2626\nEpoch 33/70\n\u001b[1m438/438\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m38s\u001b[0m 86ms/step - accuracy: 0.8063 - loss: 0.0348 - val_accuracy: 0.6527 - val_loss: 1.3143\nEpoch 34/70\n\u001b[1m438/438\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m37s\u001b[0m 85ms/step - accuracy: 0.7695 - loss: 0.0257 - val_accuracy: 0.7327 - val_loss: 1.4080\nEpoch 35/70\n\u001b[1m438/438\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m38s\u001b[0m 86ms/step - accuracy: 0.8113 - loss: 0.0421 - val_accuracy: 0.7740 - val_loss: 1.3040\nEpoch 36/70\n\u001b[1m438/438\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m37s\u001b[0m 86ms/step - accuracy: 0.8482 - loss: 0.0229 - val_accuracy: 0.8627 - val_loss: 1.4002\nEpoch 37/70\n\u001b[1m438/438\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m38s\u001b[0m 86ms/step - accuracy: 0.8739 - loss: 0.0430 - val_accuracy: 0.7953 - val_loss: 1.4525\nEpoch 38/70\n\u001b[1m438/438\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m38s\u001b[0m 86ms/step - accuracy: 0.8471 - loss: 0.0484 - val_accuracy: 0.7427 - val_loss: 1.3544\nEpoch 39/70\n\u001b[1m438/438\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m38s\u001b[0m 86ms/step - accuracy: 0.8118 - loss: 0.0241 - val_accuracy: 0.6953 - val_loss: 1.3224\nEpoch 40/70\n\u001b[1m438/438\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m37s\u001b[0m 86ms/step - accuracy: 0.8236 - loss: 0.0293 - val_accuracy: 0.7547 - val_loss: 1.5360\nEpoch 41/70\n\u001b[1m438/438\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m37s\u001b[0m 86ms/step - accuracy: 0.8324 - loss: 0.0252 - val_accuracy: 0.7693 - val_loss: 1.5171\nEpoch 42/70\n\u001b[1m438/438\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m38s\u001b[0m 86ms/step - accuracy: 0.8462 - loss: 0.0154 - val_accuracy: 0.7647 - val_loss: 1.3981\nEpoch 43/70\n\u001b[1m438/438\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m41s\u001b[0m 86ms/step - accuracy: 0.8228 - loss: 0.0410 - val_accuracy: 0.7600 - val_loss: 1.4009\nEpoch 44/70\n\u001b[1m438/438\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m38s\u001b[0m 86ms/step - accuracy: 0.8359 - loss: 0.0340 - val_accuracy: 0.7207 - val_loss: 1.3345\nEpoch 45/70\n\u001b[1m438/438\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m37s\u001b[0m 86ms/step - accuracy: 0.8529 - loss: 0.0232 - val_accuracy: 0.7153 - val_loss: 1.4040\nEpoch 46/70\n\u001b[1m438/438\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m38s\u001b[0m 86ms/step - accuracy: 0.8397 - loss: 0.0256 - val_accuracy: 0.8267 - val_loss: 1.3485\nEpoch 47/70\n\u001b[1m438/438\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m38s\u001b[0m 86ms/step - accuracy: 0.8734 - loss: 0.0153 - val_accuracy: 0.8447 - val_loss: 1.3305\nEpoch 48/70\n\u001b[1m438/438\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m38s\u001b[0m 86ms/step - accuracy: 0.8760 - loss: 0.0240 - val_accuracy: 0.7613 - val_loss: 1.8297\nEpoch 49/70\n\u001b[1m438/438\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m38s\u001b[0m 86ms/step - accuracy: 0.8507 - loss: 0.0318 - val_accuracy: 0.7600 - val_loss: 1.4754\nEpoch 50/70\n\u001b[1m438/438\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m38s\u001b[0m 86ms/step - accuracy: 0.8587 - loss: 0.0287 - val_accuracy: 0.7067 - val_loss: 1.7669\nEpoch 51/70\n\u001b[1m438/438\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m38s\u001b[0m 86ms/step - accuracy: 0.8377 - loss: 0.0290 - val_accuracy: 0.8167 - val_loss: 1.6898\nEpoch 52/70\n\u001b[1m438/438\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m38s\u001b[0m 86ms/step - accuracy: 0.8647 - loss: 0.0361 - val_accuracy: 0.5413 - val_loss: 1.7415\nEpoch 53/70\n\u001b[1m438/438\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m41s\u001b[0m 86ms/step - accuracy: 0.8051 - loss: 0.0385 - val_accuracy: 0.8153 - val_loss: 1.6338\nEpoch 54/70\n\u001b[1m438/438\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m38s\u001b[0m 86ms/step - accuracy: 0.8814 - loss: 0.0171 - val_accuracy: 0.7733 - val_loss: 1.5143\nEpoch 55/70\n\u001b[1m438/438\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m42s\u001b[0m 95ms/step - accuracy: 0.8651 - loss: 0.0359 - val_accuracy: 0.6733 - val_loss: 1.3708\nEpoch 56/70\n\u001b[1m438/438\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m38s\u001b[0m 86ms/step - accuracy: 0.8558 - loss: 0.0179 - val_accuracy: 0.7673 - val_loss: 1.4042\nEpoch 57/70\n\u001b[1m438/438\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m38s\u001b[0m 86ms/step - accuracy: 0.8669 - loss: 0.0149 - val_accuracy: 0.8327 - val_loss: 1.5814\nEpoch 58/70\n\u001b[1m438/438\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m37s\u001b[0m 86ms/step - accuracy: 0.9115 - loss: 0.0132 - val_accuracy: 0.8480 - val_loss: 1.8504\nEpoch 59/70\n\u001b[1m438/438\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m38s\u001b[0m 86ms/step - accuracy: 0.8637 - loss: 0.0280 - val_accuracy: 0.7400 - val_loss: 1.6011\nEpoch 60/70\n\u001b[1m438/438\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m38s\u001b[0m 86ms/step - accuracy: 0.8862 - loss: 0.0183 - val_accuracy: 0.7647 - val_loss: 1.8293\nEpoch 61/70\n\u001b[1m438/438\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m38s\u001b[0m 86ms/step - accuracy: 0.8738 - loss: 0.0105 - val_accuracy: 0.8853 - val_loss: 1.8018\nEpoch 62/70\n\u001b[1m438/438\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m38s\u001b[0m 86ms/step - accuracy: 0.8895 - loss: 0.0225 - val_accuracy: 0.7373 - val_loss: 1.4749\nEpoch 63/70\n\u001b[1m438/438\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m38s\u001b[0m 86ms/step - accuracy: 0.8684 - loss: 0.0165 - val_accuracy: 0.7667 - val_loss: 1.4990\nEpoch 64/70\n\u001b[1m438/438\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m38s\u001b[0m 86ms/step - accuracy: 0.8647 - loss: 0.0138 - val_accuracy: 0.7467 - val_loss: 1.5908\nEpoch 65/70\n\u001b[1m438/438\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m38s\u001b[0m 86ms/step - accuracy: 0.8638 - loss: 0.0053 - val_accuracy: 0.7240 - val_loss: 1.6343\nEpoch 66/70\n\u001b[1m438/438\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m38s\u001b[0m 86ms/step - accuracy: 0.8724 - loss: 0.0213 - val_accuracy: 0.8187 - val_loss: 1.5507\nEpoch 67/70\n\u001b[1m438/438\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m38s\u001b[0m 86ms/step - accuracy: 0.8884 - loss: 0.0036 - val_accuracy: 0.7473 - val_loss: 1.5072\nEpoch 68/70\n\u001b[1m438/438\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m38s\u001b[0m 86ms/step - accuracy: 0.8544 - loss: 0.0030 - val_accuracy: 0.8320 - val_loss: 1.9068\nEpoch 69/70\n\u001b[1m438/438\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m38s\u001b[0m 86ms/step - accuracy: 0.9194 - loss: 0.0040 - val_accuracy: 0.7393 - val_loss: 1.8832\nEpoch 70/70\n\u001b[1m438/438\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m38s\u001b[0m 86ms/step - accuracy: 0.8640 - loss: 0.0046 - val_accuracy: 0.7707 - val_loss: 1.5929\n","output_type":"stream"},{"execution_count":7,"output_type":"execute_result","data":{"text/plain":""},"metadata":{}}]},{"cell_type":"code","source":"# Plot accuracy vs epoch\nplt.plot(model.history.history['accuracy'], label='Train Accuracy')\nplt.plot(model.history.history['val_accuracy'], label='Validation Accuracy')\nplt.title('Accuracy vs Epoch')\nplt.xlabel('Epoch')\nplt.ylabel('Accuracy')\nplt.legend()\nplt.show()\n\n# Plot loss vs epoch\nplt.plot(model.history.history['loss'], label='Train Loss')\nplt.plot(model.history.history['val_loss'], label='Validation Loss')\nplt.title('Loss vs Epoch')\nplt.xlabel('Epoch')\nplt.ylabel('Loss')\nplt.legend()\nplt.show()","metadata":{"execution":{"iopub.status.busy":"2024-05-09T15:08:45.745847Z","iopub.execute_input":"2024-05-09T15:08:45.746681Z","iopub.status.idle":"2024-05-09T15:08:46.399745Z","shell.execute_reply.started":"2024-05-09T15:08:45.746647Z","shell.execute_reply":"2024-05-09T15:08:46.398722Z"},"trusted":true},"execution_count":8,"outputs":[{"output_type":"display_data","data":{"text/plain":"
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"},"metadata":{}},{"output_type":"display_data","data":{"text/plain":"
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"},"metadata":{}}]},{"cell_type":"code","source":"predicted = model.predict(X_val)","metadata":{"execution":{"iopub.status.busy":"2024-05-09T15:11:54.989845Z","iopub.execute_input":"2024-05-09T15:11:54.990240Z","iopub.status.idle":"2024-05-09T15:12:03.508094Z","shell.execute_reply.started":"2024-05-09T15:11:54.990206Z","shell.execute_reply":"2024-05-09T15:12:03.507258Z"},"trusted":true},"execution_count":17,"outputs":[{"name":"stdout","text":"\u001b[1m47/47\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m6s\u001b[0m 125ms/step\n","output_type":"stream"}]},{"cell_type":"code","source":"# Threshold value for considering a class as present\nthreshold = 0.5\n\n# Convert predicted probabilities to binary array\npredicted = (predicted > threshold).astype(int)","metadata":{"execution":{"iopub.status.busy":"2024-05-09T15:12:06.785811Z","iopub.execute_input":"2024-05-09T15:12:06.786590Z","iopub.status.idle":"2024-05-09T15:12:06.791181Z","shell.execute_reply.started":"2024-05-09T15:12:06.786557Z","shell.execute_reply":"2024-05-09T15:12:06.790171Z"},"trusted":true},"execution_count":18,"outputs":[]},{"cell_type":"code","source":"accuracy_arr = []\nf1_arr = []\nprecision_arr = []\nrecall_arr = []","metadata":{"execution":{"iopub.status.busy":"2024-05-09T15:12:18.320633Z","iopub.execute_input":"2024-05-09T15:12:18.321329Z","iopub.status.idle":"2024-05-09T15:12:18.325570Z","shell.execute_reply.started":"2024-05-09T15:12:18.321297Z","shell.execute_reply":"2024-05-09T15:12:18.324646Z"},"trusted":true},"execution_count":20,"outputs":[]},{"cell_type":"markdown","source":" # **Score of Humour Detection**","metadata":{}},{"cell_type":"code","source":"from sklearn.metrics import accuracy_score, f1_score, precision_score, recall_score\n\n# Evaluate accuracy\nhumour_accuracy = accuracy_score(Y_val[:,0], predicted[:,0])\n\n# Calculate F1 score\nhumour_f1 = f1_score(Y_val[:,0], predicted[:,0], average='weighted')\n\n# Calculate precision\nhumour_precision = precision_score(Y_val[:,0], predicted[:,0], average='weighted')\n\n# Calculate recall\nhumour_recall = recall_score(Y_val[:,0], predicted[:,0], average='weighted')\n\naccuracy_arr.append(humour_accuracy)\nf1_arr.append(humour_f1)\nprecision_arr.append(humour_precision)\nrecall_arr.append(humour_recall)\n\nprint(\"Score of Humour Detection\")\nprint(\"Accuracy:\", humour_accuracy)\nprint(\"F1 Score:\", humour_f1)\nprint(\"Precision:\", humour_precision)\nprint(\"Recall:\", humour_recall)","metadata":{"execution":{"iopub.status.busy":"2024-05-09T15:12:24.180145Z","iopub.execute_input":"2024-05-09T15:12:24.180850Z","iopub.status.idle":"2024-05-09T15:12:24.197109Z","shell.execute_reply.started":"2024-05-09T15:12:24.180806Z","shell.execute_reply":"2024-05-09T15:12:24.196146Z"},"trusted":true},"execution_count":21,"outputs":[{"name":"stdout","text":"Score of Humour Detection\nAccuracy: 0.9226666666666666\nF1 Score: 0.8996003144260016\nPrecision: 0.8819018574666626\nRecall: 0.9226666666666666\n","output_type":"stream"}]},{"cell_type":"markdown","source":"# **Score of Sarcasm Detection**","metadata":{}},{"cell_type":"code","source":"# Evaluate accuracy\nsarcasm_accuracy = accuracy_score(Y_val[:,1], predicted[:,1])\n\n# Calculate F1 score\nsarcasm_f1 = f1_score(Y_val[:,1], predicted[:,1], average='weighted')\n\n# Calculate precision\nsarcasm_precision = precision_score(Y_val[:,1], predicted[:,1], average='weighted')\n\n# Calculate recall\nsarcasm_recall = recall_score(Y_val[:,1], predicted[:,1], average='weighted')\n\naccuracy_arr.append(sarcasm_accuracy)\nf1_arr.append(sarcasm_f1)\nprecision_arr.append(sarcasm_precision)\nrecall_arr.append(sarcasm_recall)\n\nprint(\"Score of Sarcasm Detection\")\nprint(\"Accuracy:\", sarcasm_accuracy)\nprint(\"F1 Score:\", sarcasm_f1)\nprint(\"Precision:\", sarcasm_precision)\nprint(\"Recall:\", sarcasm_recall)","metadata":{"execution":{"iopub.status.busy":"2024-05-09T15:12:28.936784Z","iopub.execute_input":"2024-05-09T15:12:28.937153Z","iopub.status.idle":"2024-05-09T15:12:28.952890Z","shell.execute_reply.started":"2024-05-09T15:12:28.937125Z","shell.execute_reply":"2024-05-09T15:12:28.952148Z"},"trusted":true},"execution_count":22,"outputs":[{"name":"stdout","text":"Score of Sarcasm Detection\nAccuracy: 0.8986666666666666\nF1 Score: 0.872016105612913\nPrecision: 0.8498340321794248\nRecall: 0.8986666666666666\n","output_type":"stream"}]},{"cell_type":"markdown","source":"# **Score of Offensive Detection**","metadata":{}},{"cell_type":"code","source":"# Evaluate accuracy\noffensive_accuracy = accuracy_score(Y_val[:,2], predicted[:,2])\n\n# Calculate F1 score\noffensive_f1 = f1_score(Y_val[:,2], predicted[:,2], average='weighted')\n\n# Calculate precision\noffensive_precision = precision_score(Y_val[:,2], predicted[:,2], average='weighted')\n\n# Calculate recall\noffensive_recall = recall_score(Y_val[:,2], predicted[:,2], average='weighted')\n\naccuracy_arr.append(offensive_accuracy)\nf1_arr.append(offensive_f1)\nprecision_arr.append(offensive_precision)\nrecall_arr.append(offensive_recall)\n\nprint(\"Score of Offensive Detection\")\nprint(\"Accuracy:\", offensive_accuracy)\nprint(\"F1 Score:\", offensive_f1)\nprint(\"Precision:\", offensive_precision)\nprint(\"Recall:\", offensive_recall)","metadata":{"execution":{"iopub.status.busy":"2024-05-09T15:12:35.059462Z","iopub.execute_input":"2024-05-09T15:12:35.059811Z","iopub.status.idle":"2024-05-09T15:12:35.076907Z","shell.execute_reply.started":"2024-05-09T15:12:35.059782Z","shell.execute_reply":"2024-05-09T15:12:35.075667Z"},"trusted":true},"execution_count":23,"outputs":[{"name":"stdout","text":"Score of Offensive Detection\nAccuracy: 0.4766666666666667\nF1 Score: 0.43880677602116763\nPrecision: 0.5357954699121027\nRecall: 0.4766666666666667\n","output_type":"stream"}]},{"cell_type":"markdown","source":"# **Score of Motivation Detection**","metadata":{}},{"cell_type":"code","source":"# Evaluate accuracy\nmotivation_accuracy = accuracy_score(Y_val[:,3], predicted[:,3])\n\n# Calculate F1 score\nmotivation_f1 = f1_score(Y_val[:,3], predicted[:,3], average='weighted')\n\n# Calculate precision\nmotivation_precision = precision_score(Y_val[:,3], predicted[:,3], average='weighted')\n\n# Calculate recall\nmotivation_recall = recall_score(Y_val[:,3], predicted[:,3], average='weighted')\n\naccuracy_arr.append(motivation_accuracy)\nf1_arr.append(motivation_f1)\nprecision_arr.append(motivation_precision)\nrecall_arr.append(motivation_recall)\n\nprint(\"Score of Motivation Detection\")\nprint(\"Accuracy:\", motivation_accuracy)\nprint(\"F1 Score:\", motivation_f1)\nprint(\"Precision:\", motivation_precision)\nprint(\"Recall:\", motivation_recall)","metadata":{"execution":{"iopub.status.busy":"2024-05-09T15:12:41.780072Z","iopub.execute_input":"2024-05-09T15:12:41.780720Z","iopub.status.idle":"2024-05-09T15:12:41.797825Z","shell.execute_reply.started":"2024-05-09T15:12:41.780690Z","shell.execute_reply":"2024-05-09T15:12:41.796794Z"},"trusted":true},"execution_count":24,"outputs":[{"name":"stdout","text":"Score of Motivation Detection\nAccuracy: 0.9506666666666667\nF1 Score: 0.9475054119567043\nPrecision: 0.9443928859143583\nRecall: 0.9506666666666667\n","output_type":"stream"}]},{"cell_type":"markdown","source":"# **Average scores**","metadata":{}},{"cell_type":"code","source":"accuracy_arr = np.array(accuracy_arr)\nf1_arr = np.array(f1_arr)\nprecision_arr = np.array(precision_arr)\nrecall_arr = np.array(recall_arr)\nprint(\"Average scores :\")\nprint(\"Avg accuracy:\",np.mean(accuracy_arr))\nprint(\"Avg f1 score:\",np.mean(f1_arr))\nprint(\"Avg precision\",np.mean(precision_arr))\nprint(\"Avg recall:\",np.mean(recall_arr))","metadata":{"execution":{"iopub.status.busy":"2024-05-09T15:12:45.414141Z","iopub.execute_input":"2024-05-09T15:12:45.414482Z","iopub.status.idle":"2024-05-09T15:12:45.422072Z","shell.execute_reply.started":"2024-05-09T15:12:45.414456Z","shell.execute_reply":"2024-05-09T15:12:45.420983Z"},"trusted":true},"execution_count":25,"outputs":[{"name":"stdout","text":"Average scores :\nAvg accuracy: 0.8121666666666667\nAvg f1 score: 0.7894821520041967\nAvg precision 0.8029810613681372\nAvg recall: 0.8121666666666667\n","output_type":"stream"}]}]} \ No newline at end of file