diff --git a/Day-100 Brain Tumor Classification/brain-tumor-classification.ipynb b/Day-100 Brain Tumor Classification/brain-tumor-classification.ipynb new file mode 100644 index 0000000..4f8ff13 --- /dev/null +++ b/Day-100 Brain Tumor Classification/brain-tumor-classification.ipynb @@ -0,0 +1 @@ +{"metadata":{"kernelspec":{"language":"python","display_name":"Python 3","name":"python3"},"language_info":{"name":"python","version":"3.10.12","mimetype":"text/x-python","codemirror_mode":{"name":"ipython","version":3},"pygments_lexer":"ipython3","nbconvert_exporter":"python","file_extension":".py"},"kaggle":{"accelerator":"none","dataSources":[{"sourceId":377107,"sourceType":"datasetVersion","datasetId":165566}],"dockerImageVersionId":30635,"isInternetEnabled":true,"language":"python","sourceType":"notebook","isGpuEnabled":false}},"nbformat_minor":4,"nbformat":4,"cells":[{"cell_type":"code","source":"#Import libraries\nimport os\nimport keras \nfrom keras.models import Sequential\nfrom keras.layers import Conv2D, MaxPooling2D, Flatten, Dense, Dropout, BatchNormalization\nfrom PIL import Image\nimport numpy as np\nimport pandas as pd\nimport matplotlib.pyplot as plt\nplt.style.use('dark_background')\nfrom sklearn.model_selection import train_test_split\nfrom sklearn.preprocessing import OneHotEncoder ","metadata":{"_uuid":"8f2839f25d086af736a60e9eeb907d3b93b6e0e5","_cell_guid":"b1076dfc-b9ad-4769-8c92-a6c4dae69d19","execution":{"iopub.status.busy":"2024-01-24T07:56:08.457782Z","iopub.execute_input":"2024-01-24T07:56:08.458074Z","iopub.status.idle":"2024-01-24T07:56:08.463525Z","shell.execute_reply.started":"2024-01-24T07:56:08.458051Z","shell.execute_reply":"2024-01-24T07:56:08.462581Z"},"trusted":true},"execution_count":25,"outputs":[]},{"cell_type":"markdown","source":"## One Hot Encoding the Target Classes","metadata":{}},{"cell_type":"code","source":"encoder = OneHotEncoder()\nencoder.fit([[0], [1]]) \n\n# 0 - Tumor\n# 1 - Normal","metadata":{"execution":{"iopub.status.busy":"2024-01-24T07:56:18.303555Z","iopub.execute_input":"2024-01-24T07:56:18.303848Z","iopub.status.idle":"2024-01-24T07:56:18.311563Z","shell.execute_reply.started":"2024-01-24T07:56:18.303826Z","shell.execute_reply":"2024-01-24T07:56:18.310826Z"},"trusted":true},"execution_count":26,"outputs":[{"execution_count":26,"output_type":"execute_result","data":{"text/plain":"OneHotEncoder()","text/html":"
OneHotEncoder()
In a Jupyter environment, please rerun this cell to show the HTML representation or trust the notebook.
On GitHub, the HTML representation is unable to render, please try loading this page with nbviewer.org.
"},"metadata":{}}]},{"cell_type":"markdown","source":"### Creating 3 Important Lists","metadata":{}},{"cell_type":"code","source":"data = []\npaths = []\nresult = []\n\nfor r, d, f in os.walk(r'/kaggle/input/brain-mri-images-for-brain-tumor-detection/yes'):\n for file in f:\n if '.jpg' in file:\n paths.append(os.path.join(r, file))\n\nfor path in paths:\n img = Image.open(path)\n img = img.resize((128,128))\n img = np.array(img)\n if(img.shape == (128,128,3)):\n data.append(np.array(img))\n result.append(encoder.transform([[0]]).toarray())","metadata":{"execution":{"iopub.status.busy":"2024-01-24T07:56:49.942114Z","iopub.execute_input":"2024-01-24T07:56:49.942413Z","iopub.status.idle":"2024-01-24T07:56:50.360100Z","shell.execute_reply.started":"2024-01-24T07:56:49.942390Z","shell.execute_reply":"2024-01-24T07:56:50.359363Z"},"trusted":true},"execution_count":27,"outputs":[]},{"cell_type":"code","source":"# This cell updates result list for images without tumor\n\npaths = []\nfor r, d, f in os.walk(r\"/kaggle/input/brain-mri-images-for-brain-tumor-detection/no\"):\n for file in f:\n if '.jpg' in file:\n paths.append(os.path.join(r, file))\n\nfor path in paths:\n img = Image.open(path)\n img = img.resize((128,128))\n img = np.array(img)\n if(img.shape == (128,128,3)):\n data.append(np.array(img))\n result.append(encoder.transform([[1]]).toarray())","metadata":{"execution":{"iopub.status.busy":"2024-01-24T07:57:18.191872Z","iopub.execute_input":"2024-01-24T07:57:18.192175Z","iopub.status.idle":"2024-01-24T07:57:18.494145Z","shell.execute_reply.started":"2024-01-24T07:57:18.192152Z","shell.execute_reply":"2024-01-24T07:57:18.493548Z"},"trusted":true},"execution_count":28,"outputs":[]},{"cell_type":"code","source":"data = np.array(data)\ndata.shape","metadata":{"execution":{"iopub.status.busy":"2024-01-24T07:57:42.651189Z","iopub.execute_input":"2024-01-24T07:57:42.651477Z","iopub.status.idle":"2024-01-24T07:57:42.658581Z","shell.execute_reply.started":"2024-01-24T07:57:42.651454Z","shell.execute_reply":"2024-01-24T07:57:42.657592Z"},"trusted":true},"execution_count":29,"outputs":[{"execution_count":29,"output_type":"execute_result","data":{"text/plain":"(139, 128, 128, 3)"},"metadata":{}}]},{"cell_type":"code","source":"result = np.array(result)\nresult = result.reshape(139,2)","metadata":{"execution":{"iopub.status.busy":"2024-01-24T07:58:06.439455Z","iopub.execute_input":"2024-01-24T07:58:06.439830Z","iopub.status.idle":"2024-01-24T07:58:06.443666Z","shell.execute_reply.started":"2024-01-24T07:58:06.439805Z","shell.execute_reply":"2024-01-24T07:58:06.443088Z"},"trusted":true},"execution_count":31,"outputs":[]},{"cell_type":"markdown","source":"### creating a bar graph for tumor and normal","metadata":{}},{"cell_type":"code","source":"import matplotlib.pyplot as plt\n\n# Count the number of Tumor and Normal samples\ntumor_count = np.sum(result[:, 0] == 1)\nnormal_count = np.sum(result[:, 1] == 1)\n\n# Create labels and counts for the bar plot\nlabels = ['Tumor', 'Normal']\ncounts = [tumor_count, normal_count]\n\n# Example colors that are complementary and visually pleasing\ncolors = ['skyblue', 'lightcoral']\n","metadata":{"execution":{"iopub.status.busy":"2024-01-24T08:04:44.850735Z","iopub.execute_input":"2024-01-24T08:04:44.851059Z","iopub.status.idle":"2024-01-24T08:04:44.855804Z","shell.execute_reply.started":"2024-01-24T08:04:44.851034Z","shell.execute_reply":"2024-01-24T08:04:44.854973Z"},"trusted":true},"execution_count":35,"outputs":[]},{"cell_type":"code","source":"# Create a bar plot\nplt.bar(labels, counts, color=colors)\nplt.title('Distribution of Tumor and Normal Samples')\nplt.xlabel('Class')\nplt.ylabel('Count')\nplt.show()","metadata":{"execution":{"iopub.status.busy":"2024-01-24T08:04:48.808216Z","iopub.execute_input":"2024-01-24T08:04:48.808833Z","iopub.status.idle":"2024-01-24T08:04:48.966504Z","shell.execute_reply.started":"2024-01-24T08:04:48.808806Z","shell.execute_reply":"2024-01-24T08:04:48.965685Z"},"trusted":true},"execution_count":36,"outputs":[{"output_type":"display_data","data":{"text/plain":"
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"},"metadata":{}}]},{"cell_type":"markdown","source":"### Creating a Pie Chart for Tumor and Normal","metadata":{}},{"cell_type":"code","source":"# Calculate percentages\ntotal_samples = len(result)\ntumor_percentage = (tumor_count / total_samples) * 100\nnormal_percentage = (normal_count / total_samples) * 100\n\n# Create labels and counts for the pie chart\nlabels = ['Tumor', 'Normal']\ncounts = [tumor_percentage, normal_percentage]\ncolors = ['mediumseagreen', 'lightcoral']\n\n# Create a pie chart\nplt.pie(counts, labels=labels, autopct='%1.1f%%', startangle=90, colors=colors)\nplt.title('Distribution of Tumor and Normal Samples')\nplt.show()","metadata":{"execution":{"iopub.status.busy":"2024-01-24T08:05:53.116561Z","iopub.execute_input":"2024-01-24T08:05:53.116868Z","iopub.status.idle":"2024-01-24T08:05:53.213173Z","shell.execute_reply.started":"2024-01-24T08:05:53.116843Z","shell.execute_reply":"2024-01-24T08:05:53.212222Z"},"trusted":true},"execution_count":38,"outputs":[{"output_type":"display_data","data":{"text/plain":"
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"},"metadata":{}}]},{"cell_type":"markdown","source":"## Splitting the Data into Training & Testing","metadata":{}},{"cell_type":"code","source":"x_train,x_test,y_train,y_test = train_test_split(data, result, test_size=0.2, shuffle=True, random_state=0)","metadata":{"execution":{"iopub.status.busy":"2024-01-24T08:06:02.440225Z","iopub.execute_input":"2024-01-24T08:06:02.440515Z","iopub.status.idle":"2024-01-24T08:06:02.445443Z","shell.execute_reply.started":"2024-01-24T08:06:02.440494Z","shell.execute_reply":"2024-01-24T08:06:02.444587Z"},"trusted":true},"execution_count":39,"outputs":[]},{"cell_type":"markdown","source":"# Model Building","metadata":{}},{"cell_type":"code","source":"model = Sequential()\n\nmodel.add(Conv2D(32, kernel_size=(2, 2), input_shape=(128, 128, 3), padding = 'Same'))\nmodel.add(Conv2D(32, kernel_size=(2, 2), activation ='relu', padding = 'Same'))\n\n\nmodel.add(BatchNormalization())\nmodel.add(MaxPooling2D(pool_size=(2, 2)))\nmodel.add(Dropout(0.25))\n\nmodel.add(Conv2D(64, kernel_size = (2,2), activation ='relu', padding = 'Same'))\nmodel.add(Conv2D(64, kernel_size = (2,2), activation ='relu', padding = 'Same'))\n\nmodel.add(BatchNormalization())\nmodel.add(MaxPooling2D(pool_size=(2,2), strides=(2,2)))\nmodel.add(Dropout(0.25))\n\nmodel.add(Flatten())\n\nmodel.add(Dense(512, activation='relu'))\nmodel.add(Dropout(0.5))\nmodel.add(Dense(2, activation='softmax'))\n\n# model.compile(loss = \"categorical_crossentropy\", optimizer='Adamax')\nmodel.compile(loss=\"categorical_crossentropy\", optimizer=\"Adamax\", metrics=[\"accuracy\"])\n\nprint(model.summary())","metadata":{"execution":{"iopub.status.busy":"2024-01-24T08:06:32.812727Z","iopub.execute_input":"2024-01-24T08:06:32.813030Z","iopub.status.idle":"2024-01-24T08:06:33.097424Z","shell.execute_reply.started":"2024-01-24T08:06:32.813006Z","shell.execute_reply":"2024-01-24T08:06:33.096418Z"},"trusted":true},"execution_count":40,"outputs":[{"name":"stdout","text":"Model: \"sequential_1\"\n_________________________________________________________________\n Layer (type) Output Shape Param # \n=================================================================\n conv2d (Conv2D) (None, 128, 128, 32) 416 \n \n conv2d_1 (Conv2D) (None, 128, 128, 32) 4128 \n \n batch_normalization (Batch (None, 128, 128, 32) 128 \n Normalization) \n \n max_pooling2d (MaxPooling2 (None, 64, 64, 32) 0 \n D) \n \n dropout_1 (Dropout) (None, 64, 64, 32) 0 \n \n conv2d_2 (Conv2D) (None, 64, 64, 64) 8256 \n \n conv2d_3 (Conv2D) (None, 64, 64, 64) 16448 \n \n batch_normalization_1 (Bat (None, 64, 64, 64) 256 \n chNormalization) \n \n max_pooling2d_1 (MaxPoolin (None, 32, 32, 64) 0 \n g2D) \n \n dropout_2 (Dropout) (None, 32, 32, 64) 0 \n \n flatten_1 (Flatten) (None, 65536) 0 \n \n dense_2 (Dense) (None, 512) 33554944 \n \n dropout_3 (Dropout) (None, 512) 0 \n \n dense_3 (Dense) (None, 2) 1026 \n \n=================================================================\nTotal params: 33585602 (128.12 MB)\nTrainable params: 33585410 (128.12 MB)\nNon-trainable params: 192 (768.00 Byte)\n_________________________________________________________________\nNone\n","output_type":"stream"}]},{"cell_type":"code","source":"y_train.shape","metadata":{"execution":{"iopub.status.busy":"2024-01-24T08:06:49.334459Z","iopub.execute_input":"2024-01-24T08:06:49.334767Z","iopub.status.idle":"2024-01-24T08:06:49.340511Z","shell.execute_reply.started":"2024-01-24T08:06:49.334745Z","shell.execute_reply":"2024-01-24T08:06:49.339664Z"},"trusted":true},"execution_count":41,"outputs":[{"execution_count":41,"output_type":"execute_result","data":{"text/plain":"(111, 2)"},"metadata":{}}]},{"cell_type":"code","source":"history = model.fit(x_train, y_train, epochs = 30, batch_size = 40, verbose = 1,validation_data = (x_test, y_test))","metadata":{"execution":{"iopub.status.busy":"2024-01-24T08:06:58.633453Z","iopub.execute_input":"2024-01-24T08:06:58.633833Z","iopub.status.idle":"2024-01-24T08:09:21.656264Z","shell.execute_reply.started":"2024-01-24T08:06:58.633806Z","shell.execute_reply":"2024-01-24T08:09:21.655472Z"},"trusted":true},"execution_count":42,"outputs":[{"name":"stdout","text":"Epoch 1/30\n3/3 [==============================] - 4s 993ms/step - loss: 24.8259 - accuracy: 0.5586 - val_loss: 24.8785 - val_accuracy: 0.6429\nEpoch 2/30\n3/3 [==============================] - 3s 911ms/step - loss: 10.7795 - accuracy: 0.7658 - val_loss: 52.9129 - val_accuracy: 0.5357\nEpoch 3/30\n3/3 [==============================] - 3s 1s/step - loss: 5.2803 - accuracy: 0.8108 - val_loss: 20.1909 - val_accuracy: 0.6071\nEpoch 4/30\n3/3 [==============================] - 3s 903ms/step - loss: 4.3104 - accuracy: 0.8468 - val_loss: 5.9880 - val_accuracy: 0.7857\nEpoch 5/30\n3/3 [==============================] - 3s 897ms/step - loss: 2.7308 - accuracy: 0.8198 - val_loss: 8.7455 - val_accuracy: 0.7500\nEpoch 6/30\n3/3 [==============================] - 3s 926ms/step - loss: 2.8426 - accuracy: 0.8649 - val_loss: 6.9631 - val_accuracy: 0.7857\nEpoch 7/30\n3/3 [==============================] - 3s 919ms/step - loss: 3.6575 - accuracy: 0.8739 - val_loss: 3.5022 - val_accuracy: 0.7500\nEpoch 8/30\n3/3 [==============================] - 3s 912ms/step - loss: 0.8377 - accuracy: 0.9550 - val_loss: 2.1859 - val_accuracy: 0.8571\nEpoch 9/30\n3/3 [==============================] - 3s 896ms/step - loss: 0.1041 - accuracy: 0.9730 - val_loss: 2.9074 - val_accuracy: 0.8571\nEpoch 10/30\n3/3 [==============================] - 3s 913ms/step - loss: 0.6969 - accuracy: 0.9730 - val_loss: 4.9856 - val_accuracy: 0.7500\nEpoch 11/30\n3/3 [==============================] - 3s 893ms/step - loss: 0.6225 - accuracy: 0.9279 - val_loss: 9.5634 - val_accuracy: 0.6786\nEpoch 12/30\n3/3 [==============================] - 3s 923ms/step - loss: 0.0299 - accuracy: 0.9820 - val_loss: 13.0166 - val_accuracy: 0.6429\nEpoch 13/30\n3/3 [==============================] - 3s 919ms/step - loss: 0.9034 - accuracy: 0.9459 - val_loss: 10.9552 - val_accuracy: 0.6786\nEpoch 14/30\n3/3 [==============================] - 3s 969ms/step - loss: 0.0088 - accuracy: 1.0000 - val_loss: 5.7940 - val_accuracy: 0.6786\nEpoch 15/30\n3/3 [==============================] - 3s 909ms/step - loss: 0.1493 - accuracy: 0.9910 - val_loss: 2.7623 - val_accuracy: 0.8929\nEpoch 16/30\n3/3 [==============================] - 3s 918ms/step - loss: 0.0491 - accuracy: 0.9820 - val_loss: 1.5802 - val_accuracy: 0.9286\nEpoch 17/30\n3/3 [==============================] - 3s 918ms/step - loss: 0.1676 - accuracy: 0.9820 - val_loss: 1.2122 - val_accuracy: 0.9286\nEpoch 18/30\n3/3 [==============================] - 3s 926ms/step - loss: 0.0321 - accuracy: 0.9820 - val_loss: 1.3319 - val_accuracy: 0.9286\nEpoch 19/30\n3/3 [==============================] - 3s 923ms/step - loss: 0.0052 - accuracy: 1.0000 - val_loss: 1.7577 - val_accuracy: 0.8929\nEpoch 20/30\n3/3 [==============================] - 3s 890ms/step - loss: 5.0721e-06 - accuracy: 1.0000 - val_loss: 2.2900 - val_accuracy: 0.8929\nEpoch 21/30\n3/3 [==============================] - 3s 901ms/step - loss: 2.4730e-04 - accuracy: 1.0000 - val_loss: 2.6473 - val_accuracy: 0.8929\nEpoch 22/30\n3/3 [==============================] - 3s 910ms/step - loss: 0.0033 - accuracy: 1.0000 - val_loss: 2.9575 - val_accuracy: 0.8571\nEpoch 23/30\n3/3 [==============================] - 3s 894ms/step - loss: 8.8237e-04 - accuracy: 1.0000 - val_loss: 3.2664 - val_accuracy: 0.8571\nEpoch 24/30\n3/3 [==============================] - 3s 901ms/step - loss: 1.6099e-05 - accuracy: 1.0000 - val_loss: 3.4935 - val_accuracy: 0.8214\nEpoch 25/30\n3/3 [==============================] - 3s 912ms/step - loss: 2.3977e-04 - accuracy: 1.0000 - val_loss: 3.6547 - val_accuracy: 0.7857\nEpoch 26/30\n3/3 [==============================] - 3s 975ms/step - loss: 0.0020 - accuracy: 1.0000 - val_loss: 3.8493 - val_accuracy: 0.7857\nEpoch 27/30\n3/3 [==============================] - 3s 890ms/step - loss: 0.2364 - accuracy: 0.9550 - val_loss: 3.1200 - val_accuracy: 0.8214\nEpoch 28/30\n3/3 [==============================] - 3s 917ms/step - loss: 1.9975e-07 - accuracy: 1.0000 - val_loss: 2.3774 - val_accuracy: 0.8571\nEpoch 29/30\n3/3 [==============================] - 3s 895ms/step - loss: 0.1725 - accuracy: 0.9910 - val_loss: 2.1835 - val_accuracy: 0.8929\nEpoch 30/30\n3/3 [==============================] - 3s 909ms/step - loss: 4.9021e-05 - accuracy: 1.0000 - val_loss: 2.0379 - val_accuracy: 0.8929\n","output_type":"stream"}]},{"cell_type":"markdown","source":"### Accuracy of The Model","metadata":{}},{"cell_type":"code","source":"#trained model, 'x_test', 'y_test' are test data\nevaluation_results = model.evaluate(x_test, y_test)\n\n# 'evaluate' method returns a list of metrics, including accuracy\naccuracy = evaluation_results[1]\n\nprint(\"Model Accuracy on Test Set: {:.2f}%\".format(accuracy * 100))","metadata":{"execution":{"iopub.status.busy":"2024-01-24T08:10:12.232754Z","iopub.execute_input":"2024-01-24T08:10:12.233082Z","iopub.status.idle":"2024-01-24T08:10:12.435518Z","shell.execute_reply.started":"2024-01-24T08:10:12.233057Z","shell.execute_reply":"2024-01-24T08:10:12.434969Z"},"trusted":true},"execution_count":43,"outputs":[{"name":"stdout","text":"1/1 [==============================] - 0s 163ms/step - loss: 2.0379 - accuracy: 0.8929\nModel Accuracy on Test Set: 89.29%\n","output_type":"stream"}]},{"cell_type":"markdown","source":"### Plotting Losses","metadata":{}},{"cell_type":"code","source":"import matplotlib.pyplot as plt\n\nplt.plot(history.history['loss'])\nplt.plot(history.history['val_loss'])\nplt.title('Model Loss')\nplt.ylabel('Loss')\nplt.xlabel('Epoch')\nplt.legend(['Train', 'Validation'], loc='upper right')\nplt.grid(True) \nplt.show()\n","metadata":{"execution":{"iopub.status.busy":"2024-01-24T08:11:28.867463Z","iopub.execute_input":"2024-01-24T08:11:28.867813Z","iopub.status.idle":"2024-01-24T08:11:29.071610Z","shell.execute_reply.started":"2024-01-24T08:11:28.867787Z","shell.execute_reply":"2024-01-24T08:11:29.070971Z"},"trusted":true},"execution_count":45,"outputs":[{"output_type":"display_data","data":{"text/plain":"
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"},"metadata":{}}]},{"cell_type":"markdown","source":"## Just Checking the Model","metadata":{}},{"cell_type":"code","source":"def names(number):\n if number==0:\n return 'Its a Tumor'\n else:\n return 'No, Its not a tumor'","metadata":{"execution":{"iopub.status.busy":"2024-01-24T08:11:44.644895Z","iopub.execute_input":"2024-01-24T08:11:44.645191Z","iopub.status.idle":"2024-01-24T08:11:44.649202Z","shell.execute_reply.started":"2024-01-24T08:11:44.645169Z","shell.execute_reply":"2024-01-24T08:11:44.648346Z"},"trusted":true},"execution_count":46,"outputs":[]},{"cell_type":"code","source":"from matplotlib.pyplot import imshow\nimg = Image.open(r\"../input/brain-mri-images-for-brain-tumor-detection/no/N17.jpg\")\nx = np.array(img.resize((128,128)))\nx = x.reshape(1,128,128,3)\nres = model.predict_on_batch(x)\nclassification = np.where(res == np.amax(res))[1][0]\nimshow(img)\nprint(str(res[0][classification]*100) + '% Confidence This Is ' + names(classification))","metadata":{"execution":{"iopub.status.busy":"2024-01-24T08:11:55.477499Z","iopub.execute_input":"2024-01-24T08:11:55.477846Z","iopub.status.idle":"2024-01-24T08:11:55.810973Z","shell.execute_reply.started":"2024-01-24T08:11:55.477822Z","shell.execute_reply":"2024-01-24T08:11:55.810230Z"},"trusted":true},"execution_count":47,"outputs":[{"name":"stdout","text":"100.0% Confidence This Is No, Its not a tumor\n","output_type":"stream"},{"output_type":"display_data","data":{"text/plain":"
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"},"metadata":{}}]},{"cell_type":"code","source":"from matplotlib.pyplot import imshow\nimg = Image.open(r\"../input/brain-mri-images-for-brain-tumor-detection/yes/Y3.jpg\")\nx = np.array(img.resize((128,128)))\nx = x.reshape(1,128,128,3)\nres = model.predict_on_batch(x)\nclassification = np.where(res == np.amax(res))[1][0]\nimshow(img)\nprint(str(res[0][classification]*100) + '% Confidence This Is A ,' + names(classification))","metadata":{"execution":{"iopub.status.busy":"2024-01-24T08:13:01.764860Z","iopub.execute_input":"2024-01-24T08:13:01.765322Z","iopub.status.idle":"2024-01-24T08:13:02.011445Z","shell.execute_reply.started":"2024-01-24T08:13:01.765295Z","shell.execute_reply":"2024-01-24T08:13:02.010563Z"},"trusted":true},"execution_count":51,"outputs":[{"name":"stdout","text":"100.0% Confidence This Is A ,Its a Tumor\n","output_type":"stream"},{"output_type":"display_data","data":{"text/plain":"
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HPLDPBf8OLg4jH0aJKe+KtUKmk4HKYoDbbr31YAUqcjPB4cvhjHKNq7pESHeCw4PzgfPZ0C4Z+eQ+dpQCVy8Z7Bkt9xQ5nn0vEyHo91enoqSer1esmy8JTHT1s8igffCPXD+qIffQez5+/xrJzQZown0VLPQvt4n+Gc397eLjh0qYNnOb28vEyflcvlNGYz0P/mlhngz0oheZlr2J4qgQW+s7OTOPvbCrQQzk6iPwAogNPzvkjF9L6+UYucOQC+7/J8p7XFHCj7SVYIomlOW1ITYJXknvdWdqFikWBhsXEtAr7TU1g1uTTMHtkUI4eeRkDFuiDA8bf4LutarZasGQS4pLccbjorb63MAP8FL9ApHlvv3HWpVNLp6WmKxCBC5bYIGxyX7PD0HblRE0ULhdt1jZ2oD37c4fos2qjXjd8R/HK/cwUq6bbyNNe8VQEV74OXjxvLpJvJ2vw79lW48HWh4LmNPG9Ori5+/gBgzvgz7uT1QYjjdIeKm4H+N6fMAP8FLWyUgUP34wbR6snZwiYbpzDi4mejUaPRULvd1vLycgHkARL4ZE6n8sgSnHrQN/gH3qoG75w80TZE+iDMHKz4AeSgO75Z2SEdtHMlCqnI/z8LXeQOc4S0+04qlUpyiBNeyxkCt6VQmEwmSTBz8AtUD3Mtpn0ulUrJkT47evHdLTPAfwEL4AffKinx9eR751Dvp+HqK5WKGo2G1tbWtLKyUtig5QdvwLHHA7p9Wz6afk5LzlkVvhkrbrAixBM6yQ9ViYeLA+xnZ2caDAY6Pj5O4ZecUeuHhzxL8Xp7+Cjvl55EBS0vL6fcNvEeroVygfaiT90J7A7gaQUhFx2/9Cf7GJaWltRut1O8Pn2DpZdrI+3jmMd+v59i9tvtdmF++CEvCNyZtv/ulRngv0AFp5nnqh+Px4WQv8vLywT2/X7/1hA6uNmVlRWtrKyo0+mkhZyLDYea8fS68Zi9aTQRQC6pkDPeUxegPUJNkSrYKSXACED0TV6u7QNsR0dH6vV6BS3Xj0Z82n5fWFhQq9XSysqKSqVScngS7bO0tKS7d+9qc3NTzWZTCwsLN54fo2xwXudSSuMszp1wRcHXcH5+nvrT+xWw55hJtPajoyPt7e3p4OBAg8HgxrjFDV4AOf23tramTqeTDnJhzIbDYToIfhbF8+6UGeC/IAUKB7omHj4iKe2QPT4+vnVbPPd1Oh2trq5qZWVFtVot7cwEkNh969q7O1tv00I96ZiDkTuTPWbffxywfMdoPLowOjmhfpaWltRqtbS6uqput5s2WfV6vZQbCH/GbfX3jVtouPRVLsc/dV1aWkrX+UHnaPYIUBzZUGDe7+749jBMaCqK7xEgBTLO10ajkSw+3xTnKZn39/dTErw3o2PYt0F7oZVarVZ6PqA/i9d/d8oM8F+A4js1HdxYZGwSGgwGU5OEeaoFTl1CowdQnWbwtMeDwaDA0d4GkpISwONMJkbfUxx4aCfA6hu0PJpmNBqp3++r2+1qMBikrf8IKakYmonQAPROT0+Txt/tdrW8vKxGo6GHDx/q+Pi40B7ui7loiEiqVqtaXl7WyspKEmDQHvhJBoNBylHUbDZT/7pl4qkWON+W3w7uTpkh0BF6EfidLmKDGhYR2jjKQq1WS5r9/Px8is1/swRz4/FY/X4/gX6n00mCWbrpx5iB/jtbZoD/nBdPkOUbjEgghpne7/ffdAPV4uJiom/Il05YnjvfTk9PC8DyZlvqnS9GE+Y3oEu0D58R7ueRKR5hQj2Gw2FK7kXcN8Ih1gHKyI/3gypCyCE8ms1maqcf8l2v17WxsaFqtVqgUzgE/f79+9rc3NTa2lratTsajdTtdrWzs6PDw8O0cQuNutVqpTQWOLvn5ubU6XRSfdH6AX4XBm5dQat1u10dHx8nYQy95aGfvV5Po9FI+/v7aQyc/uPwFPwOS0tLhf0Q0yzEyWSik5MT7ezs6OTkRMvLy6rVakkxcbqtVCrNUjK8g2UG+M9xYQF5ZARgx0ICDN+Mq2+1WlpbW9P6+noCez8cG+0ejb7X6yUNMxYXOuSoabVaKY8+G7Qc5MnZ4kci+k5RKBJAjZh9AMjj6CUljtuTtGH90B52hwJmzWZTknR8fKyTk5NEt1Amk0lyEi8uLqZww1qtpo2NDT148EAvv/yy1tbW0kHhsQ6tVis5yhHGvk/BfRAe3or1UKvVEmXmgO8UGxo/9B17K87OzlI7KPDvw+FQBwcHBbqMtBvkWMI57nQTjt3ocIdiYx9Fu91WvV5Pwt+d/igSM9B/+2UG+M9pQTtlJysROITbcRAJ5nWulEolLS0taW1tTXfu3NHKyooWFxdTagE0TdIbwG97DhlJiT7y+H7nteMPG3dcmwfo0Nzd8eu8Nly2Z8b0eH/q7jtgaatHjcRwR2gMwlU9r4/3n0cISVKtVtOdO3f08ssv66WXXtLq6moaAwRWuVxOoaKdTkfLy8spNUOlUkntQyjRD6PRqJAGgh9Pu4B1Qj/Fw943Nze1tbWl/f19PX78WIeHh1mNGgoG+smjutzH4qmUocHwmeTK5eVlorJOT0+Tw9rzBs3NzWkwGDx1Co9ZmV5mgP8cFnfGempjQt8Gg0Hh8IpcYfPUnTt3tLW1pZWVlcSzemilR7RwEhKLEpqGcMh42lLk452n9x2+o9EoCRJPB+B8M5oomryDdy5vjVsKRAn5YeBxtyoWDIKBaCfSLFDQSuHq19fX9corr6Q0yZ7NkuvjD6BHmwhxhOLhEBWA25PdESHlzyaq6erqKp1ZOxqNCoDdaDTU6XS0u7urg4ODW3P/xx2zWHyS0g5b5p6nT55mRY7H4yQUxuNxovSwrHyz2NM4h2dlepkB/nNYnA93hxhcPcCcA3u0wuXlZW1tbWljY0OdTiedYgU3e3Z2liwEQhddqydcc21tTcvLywnYo2bPbkzPp4OT8uTkRIeHh9rf39fu7m5yuJL3h52bMeUxXLwDvW/qQQuPPx7+6YDv2r7nHMIJ7gVwbbfb2traSnz93NxcyizKObmAtMfdw11Tz1KpVAizJE8/1gWfSSpk2Yy7aj3qCd8H2jOA32w2tb6+rl6vp93dXR0eHurw8DDluHetn2cD1r6XAirOd/GOx2MdHx8XQN9pHsAcy6fdbqf+XVhYSO/iuhm989bKDPCfs+L5awBTKBwO75iWtAoedn19PR10QZSIpzvwjUkOYDyj1Wrp7t27Wl1dTZuJcoeWuDYaN34NBgMdHBzo8ePHevTokY6Pj3VxcZF4a3hjz4IpXXPzHnXiG4I87t4zYQK6XnJpCbA6oEoAI9qAY/vevXva2tpSo9HQxcWFut1uEpBo9/GsXadknFqKYZa8HyvOaSfa54IiJkfDkQ9fDpi3Wi2VSk9SLt+/fz/x+wcHB2mcEbj0NbQaKR5waiNA6J96va7x+MnZCbQ/NwcvLi6S8oBF6NQOzutnOW5yVq7LDPCfo4ID1FMbSE/ylRBHPk07wmG4vr6uzc3NtCOVMDqiXdiQxWYfX3iLi4taXV3VxsZGeoanWUajQxs/OTnR8fFxisUm3HFxcTFlh8ShPJlMEiDyDOgb18B9E5cfIuK7SXM5YRwU3SnK9b6BDC0faur4+DhFrLTbba2vr2t1dTVlpPQzA9yqcpopCiDPb+Ob2KCvEJpYCK61x41P097JuLuVArCurKwkfv/g4ED7+/uJa6f/e72eDg4OCgLXY/+Pj48LfLxbX7ni2j59dXV1leYxVBwb6GbRO89eZoD/nBQ49+Xl5RTtAljDr+fAHv4XvnllZUWtVisdRj0cDnV8fKzDw8PE+0ftqlKpqF6va319PfH9hBI6VQFQAPhs7iqVSmo2m1pdXU1WgR8EAigBLE7NOG3h2R49zJD/oWk8OyRRMryLPnF+G8csgF+r1ZJDm8iSyWSidrutzc1Nra6uan5+Xt1uVwcHBzo6OkqCwh2qTuH4PobogOX59J1z9vx4fiA/lzemXPB0xTFqBsFDRFK73U5HNRJmOxwOtb+/r0ePHuno6CiNHRbPxcWFDg4Okj+FPRn0/dOmTXCKZzQaJcHm+y44hGYG+k9fZoD/HBQWGxpypVJJeU/8yLncwsCpur6+njbBICgcsGLkDaVSqWh5eVmbm5va2NhI8eWcf+saJsADePrpU4AJOyzJpQ5IQR34jljn3V1Dp3Cva/med0dSAkBJhfriF+A4RXcUQlN4mGu1WtXm5qbW19e1uLioXq+X0g+cnJykEFn60PdEePy/U1Ro7NEn4fHykpKgYB6QOiOmPebH3xPHhudB8bTbbbXbbd2/f1+j0Ui7u7s6Pz/Xw4cPJSlZk5z9S6ZMKCx3sHtxQT2tIORoK9YPfU+/zBy5T19mgP8BLjhYPSlYqVQq7JoFqHP3ckj36uqq2u22FhcXdXl5mbT6/f39dG5rbmHCV9+9ezfx/uRdgVogkscTfbmWDwAREQIQdTqdArcNeFPQuv0a36jjqQsQEGjDgEXMoePgKF3v8uQ6Ik/m5+dT4jGicRqNhu7evZsicQ4PD/X48WP1+/0Udhn9DQ7mFKc1HNSdn/f6S9cZSD3BG2kZ2CDlFJe/y4GSfkDY0f7NzU11Op0U1lmtVtVsNnXv3r1EA7bb7eSYLZfL6nQ6iQLsdrvpfAAvPkduA37ahhDzvST0w9McxjMrM8D/wBbiwjudTgJZeHFyv0zLh4OgWFlZSbscJaUNU9A3JycnUymgpaWlROGg2cZUCzhQJSWwAUioV4zAIJ4fmgiufGlpqQD6CIrIfQMiHpXjwBAdt5FyyvkKJCWA8cNG2AU7Ho+TD2IymSRheXR0pPPz8wT21ClSTN63/HY6ytsA2EcqCietg3uj0Uh945SVh5H6+7AIiLjxtuMov7i4UK1W08svv6z5+fmUHXUymejo6EgnJydpH0W73dba2lo6B/f4+DgBM33tB9/ctjMXATuZTNJ+CD/fWNKt+Z9m5UmZAf4HsMCzLi8vp/A1wuN6vV7KazJN41lYWFCn00kJuiSlTVMs2qgNelItEosRtomFQOw02jUaZ6Qu4JABUDRwQAmHbUzTCyfsGiH3eiilb1RCS8bS8B2qgHjUMB2E3R8AEHqsfbvdTsIXTZP6I5CcvvAf3/QVI4T8/fSdWwj0IbSSCwKPSgIciX7C2ouOap5PQdhxpCXPOzs7U6vVUqfTSTugy+VycuRDW0lKm+fYRX14eKjd3d1CsjWUD0B92jm7WB6MuVt1+IpKpVKi/mYlX2aA/z4uHqfsn5FNsdPppI00nr9mGthDLZAPh9h64q49CoPrfeckGtv6+nqKRPFIHOqLBu/PiXw02iighXbOLtJer5ciX8bjcXJgeqiha6X+4zy/+wE4V9VDQD0OPvY7zk+PLKLuCMBms5nei1Oc7zmwO5ff3iOLeGeklmiL89Xuc/Cc/+4XoG+dinLrJs4Jp3vcOqJNhMRygMnGxkYKtS2VSimFBHMz5iTCH4CCwuaufr+fxpG9GeRfyoE29fFQWtJbuDPX007PSrHMAP8DUNxJh5OV3DI4NP1w7xzYl0oltVqttJGqWq3q/Pw85XzHwYbGxGYctDnoHzR6NDy0K6kYAggwAbZuevv1LEx3pjoI+QarnOPPwTyCvgOc8+EevumROw7K7mj06B+EhDsPSS/hAIdW7XWJTmWnd6hj/NzrFykgd4B7H9N/MaolPpfrscb84JnoBC+Xy2k+LC8vp/z43W43HWp/cnKSLB8ichDQ7nQlvcbjx49TUjus1larpUqlUkhK52UyeZKDh/5FqPqmu3K5nFJszEC/WGaA/z4uDgSYvqQlbrfbWlhYSLylR7zkSqPR0ObmZorPR3Pb29tL+XTIMc+mLfwD5HfxzVykFAA83JGIhr24uJjCEX2zDd9x2AUbdi4uLgqORkkJlJ0D9/6JtIhrw/SfbxZyTRdNGo08asCu+Xq73KqAcorP9TrxLBeI/h6PJuL/6EyNgM89WD8es4+W7o5qj7V3Acc9jINbMjwHaij6U05PT3VwcFCYQ76LmfGI/cKzmRPkycECbTabGo/H6XCVWKCaHPR5p2/mg8ablesyA/wPSGFTD1kFoTfYnJSLj6cQI7+2tqaFhQWdnZ2lhToYDDQej1PsNSF2pEVAk8dUn0wmGgwG6V1QCoAKgOT59nF0OjUCWDroE8njdAYcO6GHgJxUdHLyme/KpHA/IBkzT0YqCHB0gHaHqQO0g0zU4p2ewZoB5NC6I/C7sOAztzCos1s1UFROHUHzkQaCPQXxWERJhfML3AnM91he5DgiEuzg4EA7OzuFlAkO9NTH+4zNgT5mHgY7Hj9JHUGUVq/Xmwr63W5XkpK1yxx0gUP651l5UmaA/wEoLBKyR2Kyki7h+Ph46qSem5tLoZdLS0s6Pz9PudBxLLLTlevu3LmTcuB4HLrnWfd4co9rl64jebAWqDc0COBN28jLT2SIp9SVlCgd6Cr46ZjgzDdkudYrXYO3CyTXep3ycc2cv90hjNbr4Bwdv9TBk8zFSBT6z4VCjmd3S8S5f4+p5x6Pv6fPqINvIMNxCthSN6w0t554LlTM1dVV2mewv7+v09PT1J9uHTAP6B/aht8EIUiQAHWoVCop/TI+pkjn4Svq9Xqp3xuNRiENOHXq9/s6PT3Nro8XrcwA/31eCE8kzn4ymWg4HKbQS089kLt3Y2NDW1tb6nQ6yUwmp85kMkkm9NraWgqxvHv3bsqhw6LCEeagikZK1k0HHzjZlZUVbW1taXV1VS+99FLalfnaa6/p+PhYl5eXBSvAj+u7vLwsJN9yhy3vJ3wSMI5hoM5BuwABbNDQnXrheU5RsVeA+2OqAOfuiQ6Sin4K7qUQ5ujCwqkWB3+eEy0CCn3v4O+fAah+ehex8W4x0WdcT3tIIzE3N5d2b3PM4+XlZaJVooWDsHQhhSDwOUn6j+FwmBQFaMtyuaxut5uN10fRoa9wJnvKZkmzw9H//zID/PdxQRvClB6Px8n0frP0xr4DltBBFioaFcJkZWVF9+/f1/3799MmmqurqxSqyWHmhDTyI11rzl4PAJJEa9A0d+7c0d27d5OG9/rrr6dcLGh10ACnp6cJwB083TnrTkoHt6itO6i7RQDYYmVI185mj/SpVCqFdASuReLgjs5Qng0Aey77GInDc10TztU5gilAHekvBIancaBdbMojzTTfR6HnTmrovsXFRY3H45QDCStBuhnbj9AjmgkqEeuwUqmkKLGVlZXk+EWZ2djYSO+k/d1uN6vYkKLbo58QQK5M5ATGi1ZmgP8+LmyV9zz0ROPkQi89mqfdbuvOnTuJCyXVMIsKDXx9fV3379/Xyy+/rM3NzXRM3dHRUTqg2rM7Rk0z8t8eEQJ9xFGD5+fnun//fso1U6vV9Bu/8Rs6Pj5O3Doc8dzcXGqja6gejeGgKRW1bEDOwdLj2QFagM038TiQ+u+4Kxbn82QySfnmESQkEUNIRjD1XcJ8HtuCJePvpl3O4XuMvteNsFQ/o5awR/whHp0UHZ5E3OCsJ2tqTAaHgEPIoagAshF4uQelod1uq9VqaX9/Px33eHBwkKyKzc3N1K5c9A5OZzJxkhKD97OPwx3SL2qZAf77tGBGx81MHkkRtRWAt9VqFQ4tQbPzVAto9g8ePNArr7yiu3fvJkqFOGksCM/GiBaJti0VHZpOOQAkbMohfPSVV15Ru93WRz7yEc3Nzekb3/hGytECUJEmwsMFARSnDvwHgPQoHThr13xxaroT1IHZqRqe47H7rjkjpAjNxPnoHDZtcsvCY+V5FvdFLt+B2NvF9QC+9z/pH0hcxn4NNHvPsU89nb+XlKwuds6ysQy/EZQQQoi5ibXEZrnz8/Ok6Xsuf4QzG7P8TNzt7W0tLS3p7t27arfbaWweP36so6OjG8CNj4nx9rxCOK5RmF5kLX8G+O/DwkIjugKnJYvntlh7DtGGmpF044zRcrmccta//PLL2tra0uLiogaDQTpsBCeXA0HUSKVr7dc1fqczEBTn5+fa2dlJMd8f/vCH1W63de/evXT/9vZ2gWZAQ3UQcn7a6+COT7RjHJZuGXBvFAAIVA8r9FA/p7L4zKkPNjgBTK6ts8eAfiOk1YUY7eC+KDy9nU7t0B6+jxvc8MFISrlwPEQUOo16Ql9J1zu6cbi74gDl5laRO7SpO874y8tLLS0tqd1uF6K+KpWKer1eigaDtiErJ6ANzUgfwunH/vEcTVBuWGLVarWQI+hFLDPAf58Vj0V27Z5t/WiQDrDSEyBsNpva3NzUvXv3UtZGtGs0MklqtVp6+eWX9S3f8i26f/++lpaW1Ov1tLOzk0448jzpLGZoGy/R0nD6guvZ6XlxcaG9vb0UGvjyyy+n9LuY98R0+/0s3MhbO7h4ThYAht88y4WBdB1uGHexel4egJc+940+RLjMzc0lwJJUOIScPsEqQCtHMybaJI6lRyF5RBDXuZ/CBR7v8ygkIoQ8rNW1efh+P6MXjbxWq6WcPOyAJk+TR/640MMSwvJASUEDB7g7nY5WV1dTWCiWJTtt9/f300EqKysrWl9fL1h3uegd5itz9uzsLEUPYY25dfqilRngv48KgMJ5rzjJ0JIAfOlmGCGHjRMR47twcbwSTXH37l19+MMf1r1797S0tKSTkxPt7u4mDhWQ9cgXdybyfrRnd87BnXr6YUkp2uLi4kL9fl8PHz4sLPy1tbUENFdXV4ku4LmRd3dHpZ/16vw5AgFLwXlyANF39nokiYc/Ol1Ejh6vx9LSUtp9zIY2Dj6BCspF9DB2Xj+3WjwaieJg7xaAWwb4WtyB7ULBY/o9ht+pMLR7tHEc6SgQvpktOqcB/UiLQdf0+/3k8G232+mEMDYCei79vb29pPywT8QT8KEcxOKA7059hBv/v2hlBvjvkxIjcuB8Hexj+KVTBhxgwrb3y8tL9fv9FCs9Go00Pz+vjY2NBPb1el3D4VA7Ozva29sr8L2APdoZwBH5cTeznSLJHX6CxjwePzmUe29vL4V+ttvtZKFwiAYWCYuU97mg8/QBkhLd5bn7ne5xoIuRMG5RYBFQpoVukuqCdBX4KuCySansDlQPg3TBE7NpurM4glOM33dHsNNv9INf4+9wCgvqsFQqpUygrVarEHvf6/UKG7RcWEYnukcbMV+gF/EnkWW13W7rpZde0tHRkc7OzrS/v6/xeJwybbLZkHBO6Dosh1jg8qXrNMzuKJb0Qh6eMgP890lhYwtgLylFVgAiuQiDcrmcNGQ2SrlzDYpkMploeXlZr7zyih48eKBms6nRaKT9/X3t7e3p5OQkPQ9NmkUVNVKpGBbogOHceYwld/plMpkkBzHUCOmQW61WYfetAyTvpq4OxK6NA3AOdtQ1hiHyOZ85ncV7Y7w+QggwRys9OTlRuVzW2tqaVlZWkh9mPB6ncXAB4xFIsW89pNKjjDxixx29gK47dF2T9fq7MIxO6rm5uZRao9FoqFQqpTMS/HwE7z/eS8SMJzaLgoDQzouLCw0Gg+Rv6nQ6+shHPpIsgV6vp4uLCx0eHiYun2gh5sjp6akODw9v8PI4cSeTSdqBS/vdn/KiJVmbAf77oAAebgrjYLsN7KUnoZvLy8tpcVarVV1dPcmLz6HZV1dPDsTY2trSnTt31Gg0dHl5mc4k9VS+rgnGVLtx4UZaCdCIFJADaHRIEroJUBCzvbS0lJzM0DMAl9fBOd0oWHifg2UUXF53vz+2iWf5xiF46rOzs3TcH33NOMIfYynFzVNeX66PDlnGBuvLrSyfQ1GjRgg5leHUjQs3FzLkbGq1Wpqfn0+pOA4PDxPV5gerIJipj0fmeCSUj9N4PE6WEOCMRfHSSy+llArsOzk+Pk7ROuzjqNVqarfbN3wD3ncIghgdhBX6ovH5M8B/HxR4ak8RHDNg5rSQhYWFApXjzjWOKCSzIDteObCDLIfD4VCSClqPpzd2MHSN0bnh3GYoFwqRj3YAZrFDJ/Ed1g4AE38AXqc6IpA6sOX6D8Byrd2/i7w7UUe0BepnNBqlXbiePwb/iwNMrVZLm4+i5eSg78LXrRV35uaoE6edAEC3hKi3CxAPR52fn0+7XGu1WorM4fSzi4uLdD2BBDhw3VmMH8bPD/A55H6S0Wikfr+f2tHpdHT//v10lCKRRkdHR8lXA13WarWSIB0OhzfGGdD3tlKcJnxRtPwZ4L/HxXlcSQVqIMfbU8rlsprNZjp4nPNoWYRwpJPJJDm7ms1mMs8RJoCXdDNdb66uztNzD79jqgKnIDziJH7HvZ72lt9omLw/pwW7EHALxXnwnFbNvTlgdOrFP+M6LLJKpaLRaFTQpiMd5o5RxtrTKbsAZT74WNDHaNPUPwpZ/8wjZ+I+Cm+DW1+EA7darULcPefTwnkTOYbA9SRu0dLzvnXA97kvXUdXYRm1222tr68navLy8lLdbjfF1RPUQEQbQjSXEhmlwiO+PBHei5R2YQb473HxkD0WNI6oaWAvKUWGEB1Sr9eTttTr9VJUDjHMmMNsuvHTqCJYSjf5cgdB/9+1Tad8HNA95I/itAtamPPT0rVvwMEWgPDr0NLpw8iJe3tc6FC8ja5hO1DSdkCG3PAeMksWUQ+BpK4Ors6r0/e+6zcKXYAVcAXIY1ui78LbzbumCUAoklarlZKQkdiM3dLuVHYHOg5pxgL/jQsf73uvA9cTYcU10EorKysaj8cFageFAA0fhYH65eLsoUjZvbuwsJDmCCkf3Gp9XssM8N/D4kAg3Uz4NS1srFKppIMoyDfipvFgMEhmbLVaTdw+mk7MK+8bgByspWLqYedgvY4xxM0FgQN05FBdO4wUiqQbkTYRmL0OTvHQDhcEMXrFtXXfVOWg7xFLtIVEdpwFjJWEVeVx/64Bo5m79RMFbcymyfVeYuSQ97mPQ04YuAbu1Bs7m0mhwFwZjUYpFYMrHx5tBB3JWDGPEG5Ob/nYuaKBsHflh81SjUYjgTFWQK/XS/Qnx0w66DvN6IWxIfSZcfG8Tc97mQH+e1gAGQcBwOo2RxKTHCDHyeux+oAuTlAHWi8O4g7yOU06RlqgxWISO5dMuB4OV8DeUyRHRx7tpv6AjD8vCpgYeRK146gp57jv2EexX6ACACBSDSwsLBTy/bjgcZosxxPzLu/HHJ3mwsEFL7+dJskJxaixRloNocaOWnIZjUajlAMJysrfH4WLWy6+IS4nZH1+uV+G72JiOn7oz5OTk/RZtVpNSdiI7CJoIa4hBPNoNErRbFBzzOFpStbzUmaA/x6VyGu7s8tzwsfiuUc4oJrFSJiaO9HQhNA2fcE7QKPdOjh4egGpeNSfpytwbVqafngH2mC5XE51dk6aOgL0HkqZ2zzlVJKDoAOnAx/fe7s5GCQCPoKATV3sHiU8kJBDigsI/kfgxVOkXIv3PqJMo5sAVW/HbRZQbLN/53/HkGCPl+c0KnfkuwXlfe1zJb7D2+bzPV7DXGRc/Pxa3gfV5By+zw8/TCUCOAe3YNVw2AprZDAYPNeUTvnNLymWf/ff/Xf19/7e39PDhw81mUz0B//gH7xxzX/+n//nevTokU5OTvS//+//uz760Y8Wvl9eXtZ/99/9dyn97n/9X//Xqtfrb70VH7CCFuNOJN96P+0sznK5rHq9nk69Qrtn8cH/O8BEHpwFAKCRY4SQUOrC0XhsHOLwC6IkXIOLgsXb6cBQKl3vivXDw905GSNTeI5rijmBMk2LjhEiWAzReUefAOrQG2wI8zzrHtXiPHXUtJ2q8R//DGc1VFuOY4/zRSoeEO59Tbujk9b7kUJfMN5slgPwUR78rFtvJ89wC9FP2GJOOD2GVs588nBJFwakZcZJG1NgsD+FA9Q5UB6HM+spFsKRB4OBpCeHpuALIwz1eS7PrOHX63X9yq/8iv6b/+a/0f/0P/1PN77/0R/9Uf3pP/2n9cf/+B/X1772Nf0X/8V/oS9+8Yv62Mc+lqIt/vv//r/XnTt39D3f8z2an5/X3/k7f0d/62/9Lf2xP/bH3n6LPgAFgAT40C5x1E6jcxYWFtKuRE6RInUyeefJ4eKL0Be5O1EdcN3pBcB4PhkWeOTcWciSCgAdNV2ez/tLpSdhfQ74fq+DpadLcK3SNVfqQ4mWjF/L987Vcx3aru94dj8GbfLoJp5HnXmegzP3eT1c60fYuabLb/rZhadbOXEzmfsrIjXlQlAqJuojxbOHW0Yu3AWxU00ubKLw937O1YFnulXgJ6a5lYFlSB0QwgiJVqulTqeTItxy0TekUm61Wmq322k+DofDdAzk86rlPzPg//zP/7x+/ud/fur3f+bP/Bn9+I//uP7e3/t7kqT/6D/6j7Szs6P/4D/4D/QzP/Mz+rZv+zb9gT/wB/Rbf+tv1S/90i9Jkv6T/+Q/0f/2v/1v+s/+s/9Mjx8/fotN+WAUBxW0RjR7JnSuoN0TRQG1sLi4mDR6P6uURR6BDc0WDatcLifHlZvmCAXXYiPQxAXLonXwQZhA45DPB4HnlJTfD22U045zzmWpSGvQ114XpxIcfPxvnhMjfaI2PR6PC7ndPdyS8ZKuDwJxoeGWhmutgJO3zwFyGo/v11I/vsvNAcYUSqtWq6lWq6lSqSTe3h21bh3m/AyRMop+kVy0k3+O72YymaR5xxxhjwZWEBYR89z5ftrRbrcLYc2R1hmPx+kwIISKU3j4iyLF+TyUd5TD/9CHPqQ7d+7oS1/6Uvqs1+vpy1/+sj7+8Y/rZ37mZ/Txj39cR0dHCewl6Utf+pLG47G++7u/W//z//w/33gumjCl2Wy+k9X+phbCyaBmFhYWEl+KeZorHERBMiv4ftIvuEbjwBcXHIsDygZA8KgLik/6HJhK11krAWO02shDe14eX6i+2cx9AZHi8ciiqMlGasWdb+4E9HS5MRsmz5tMJmkHKHHhDpL09XA4VK1Wk3RNBXEEpfc9Yy4VI2yoK30QrSynwaBZuM+FLZ/Fz2OEkls6jDNzMQp+NHtKHAMX8LTJ5xjUTr1eT9TOZDJJdCPCBmoH0CeSCNAnrz1hsK4YAPzdbje9izGF1+/3+2lTXJy7FxdPDkEnBNXvgy563sBeeocBf2trS5K0s7NT+HxnZyd9t7W1pd3d3cL3V1dXOjw8TNfE8slPflKf+tSn3smqvifFdweurKxoeXk5OSnhTHNRAuQ2gcohDO7k5ESlUilNUJxs5GyBJ3eOFJMb7TryvlJxd2x0qOW0b9faIqi41swixdmcS08s5UMa3fHrP1zvQok+pP60Mcfbe2QN9yFIJRWch3w3mUxSygsotXq9nvrAqRCnUqgr/eHWyng8TuPq+yQ83t3H5jbApy0uMNyn4Fp4PLzFwZ57onXlFB396r4cfAL4fhAmbgUwn1wwuGDl2fD89Xq9kB+IqDRoGChOLN96vZ6SA0afGH9zti/Xs2eFvn8e8+Z/IKJ0Pv3pT+szn/lM+r/ZbOrhw4fvYY2evRAVQAw3qRDYrEM+kFhKpVIyU9HufRMTEx8T9fj4WGdnZ+kaJjMmuzuzWDhxobum6NohixGeF0ejVEw+5hwr2i2Aj5YHEAD6aP7uM0AYYspTnxiB4kIS4PFncF30E/i93l6nLjzk0rflk430/Py8kNJ6fn5ex8fHGgwG2VDVSIVF6wjQR8P15HXehhx15YLFr/HxmEyuU0NHQeaCNWrx/l7fM+Dv8/r4tb6Z0C0P5inzmjTMHMWIJYBgWlpauuHYPzk5SXO/1WolTr/RaKT1dXJyks2oSdqI09PTwmauRqORwjqjZftBL+8o4G9vb0uSNjc309/8/8u//Mvpmo2NjcJ9lUpFKysrhXu83MZtf1CKb9ppt9vp+Ld+v5/OB80VHFEe+40WBfB2u13t7+/r4OAgaTOlUilN3tXVVbXb7aQ5EcIpXe9AhE6CAnGnmwO9A2CkLhyUnJpxrRMTO0Zx8B5+Q3Hgl8Dcl5Q0fX9ftEgAMhcGntQrB77xeukJEPqJTVAQCEp4bt99W61Wtbu7q8FgUHBUY1G59u0Cjv4F+DmH1akw19KnUWy53+7X8Ugs56zdGRv7yK2/qAA45UNbCZ304xTd6vF30a8IVPcjoATA6zttx/zgzAcEBxsSl5eX09zObWqbTCbpJLharZbaSVioH2LzvJR3FPC/9rWv6fHjx/rEJz6hX/mVX5H0RBv/7u/+bn3+85+XJL366qtaXl7Wv/1v/9v65//8n0uS/v1//99XuVzWl7/85XeyOu+bwoTFzGXhkwYBbTB3H/fgkCITI0B0cHCgR48eaWdnp8A7wvkvLy8n+ggBg2Ya6RenCmJUjv9ER6eDiwsENMAYDXR6epqc1R41xHsBON945dSSO455b3RiIiDiHgLfCAbYOdhKxQgf3gW15BYSoFMqlQppewHS7e3tlJxump8BgIFXJn4cwEUT93QbOQewCzx/F9f4b7Rm3xMB3caY4d+hnVHT5X2REnSrEcEUQ2bh7KkridPOzs40Hl/vWnYLhzo7XUU0EWf3AvqNRiOlZkDBIBlhLKRoJiTTHc4I9hdaw6/X64W4+g996EP6t/6tf0uHh4d6/fXX9ZM/+ZP6C3/hL+jXf/3XU1jmo0ePkjP2V3/1V/UP/sE/0H/1X/1X+pN/8k9qfn5eP/VTP6X/4X/4H57bCB2AO8bbM7E56COWUqlUEBSA/WQy0WAw0O7urh49eqTt7e3CZJ6bm0vJpzhgwjNPAnDRwRjpAAcmFwS5hcv1scTFAj9OFkV3JLOIAYxcUi4HGgf9HNChcXq9nULJpRp2f0RsI8+kTzx8jwOyEU4cEr+0tFRoi0fg8B5vH89yDXha7D3Pof2R6vL2eB/5u7B6cNai5WLJMCbR53DbGNM3kRajP2PkEZlGsTqpjzuxsQRwMOMXIJWIn6SFb4UTu3Dg5jY04o8ZDAbJgc0PtNoLDfi/9bf+Vv3jf/yP0/8/8RM/IUn6b//b/1Y/9EM/pP/yv/wvVa/X9bf+1t9Sp9PRP/2n/1S///f//gKH9sf+2B/TT/3UT+kf/sN/qPF4rJ/92Z/Vn/7Tf/rtt+Z9WKBIfFcgKXIxXafF3aNtEDpGFEi/39fu7q5ef/117ezsJC1SegIQ7XZbL7/8sh48eKCtrS01m81E3fg5q87F5nj6qG1KusHzAjrOj8cNWJEqABwlpTxAzj+7MIo+BN4RHZXSTeBx5x/vcKpoMpkUnLj+HNei3dSH/iA6yqN9zs/PdXR0lCgouH1Axekp+sI1dZzpHnqY06Jz1Ev0oUhFSyg60Bk/+gLnJknUsLiwkFz4e7QU17iTXXoiSNwJ6/3o9ZWuTykj9bILCqcZaR9KEIpPr9dLAQucyNVqtRKXT3Sb8/JeOESFfS70Qa1Wm3qi1ge1PDPg/5N/8k8KizlX/vJf/sv6y3/5L0/9/ujo6IXbZMVReCsrK8kxR+6baRrE/Px8gcbB3D08PNT29nbhpCrpyYJqtVp68OCBPvShD+nBgwfqdDpaXFzUcDgsAIAvZOk6sRTg7ZznNPPdHXi+qCO/6xYCn52dnSWQ4HoPUfR3+rtdoNxGW3jJaaARTCPoUxA+gBzhnfgjYvw4ednJ1+KH0SPg3Tntz/Y+g9KCsoDKcZoq8uk5weeA65YR4MyzPeTShUR8ro+DWylO2QH2MU9UVCjc2qBtkRaM1B3hk9CavV5Ph4eHSaBCkRIU4UELfhZBnA+c6IWDmI1fnqbheSgfiCidD2qBC2XnJtr9ZDJJwDDNKYQJGw+R5thCzqD1BdhsNvWRj3xE3/Zt36ZXXnlFq6urajQaSftcXFy8ceYr/gR3hLl2xbMprm3xXF+YEeypn2vCCBRA37NU5jQ8pzHcJyApCw454eP0CXVwR2MEH6dK4O85kcvpDt8ExO7cpaUlbW9vJ82TDJRORbAZzTV0136la36ZNADO18ONO3cfAZ17JCUenO/d4nMrz+uBJRJpoPgOxoHfXhdvjws4j/KBm49hmR76SZvZYEXys8FgoL29PR0fH6eDUg4PDxONifO7Xq+nqJ2cRX1xcZFSL9NWaFQ2fT0P1M4M8N+lUiqVEvdO5MbV1ZW63a4Gg4EePXqkg4ODqZoDVA6ROZPJJDmmdnZ21O12C7zo8vKyPvzhD+ujH/2o7t+/r2azqXK5nDadjMfjNPk9vtsjW3he5ImjGe8aGRRDpA4clBxE46JHc3VtMGrv3qdRw+V5TivkNFHX3hFkOOX8nU6NAETU8+rqKh0GT/SUWzrz8/PJZ3J1daWDgwNtb29rfn4+aZzStYVB30Re28NKqSeWj/P43u+R/nJw97F0wMc65D1YKdBckbqLWrjPjSgomV+0zTf5+Rj4zm/WCP0cUztMJpMbab8JStjZ2Un7WQ4ODtRutwsbuzw2P5e+hGcPh8NEv0LtUI9p1OsHqcwA/10qxPT6pDs5OdHx8bEODg60u7t7q7MWwOdkH6Jytre3dXBwUOBxt7a2Eme/tramxcXFQpoFX5DcAw89LdzVwSHSAJTI5VJ3PnNNn888mkNSinLJgVIObPz5UlFzjdSGC7AYwcL3boVEAYP2iXMX8Lm8vEy7lakHnLInrpOuw16pExu1AHQ02Tj+XtC+6VOPNvJ+nWahxOgjqBd/vnP8LpjdzxMjg7yuUUC7AGLcXCCjELGhcGlpSZIKGV+jw9StPmg0Dj+v1+vq9/uSnuzu7/V6arVahfFCy8+lTqYfoFkJE8U6x9r6oGv5M8B/lwqx7B6Zc3Jyol6vp/39/VsnD+eKeua/Xq+nx48fa3d3t7DD8d69e/roRz+azqutVCqFcLaTk5N0ohCCB14Sh1QEU9ce3VR3DTOn8ef4ZIANcIt8LYLHgdufi8YbKY8ovKZZSlFo+E+MmInUBX0hXTsv3ZJAE0RDHY/HKWLq4OBAkgo7RE9PT1UqXTsdfaxcwLmAinH6kYKhDyJ/H30uLkRccLtgwJpxv4FvxosbsXI0j1tPHuvv6YvRnNfW1tJBMldXV4m+Gg6H6d2MvbcJSoz0JOwz2dvbS/6hg4OD9Gx8YfjA8LHkosqwEi4vLxMd22w2C3H/H2TQnwH+u1QAKrSKSqWSQsam7arlvkajoZWVFa2urqrZbOri4kK7u7t6+PBhCmGrVCq6f/++PvKRj+ju3buJ53funckLqJ+fn6eDJBAAkQZx4AFYptECPvEdOBww6Qe+8+IOvAjImPrcA+A73eH0hMd8uzCK/oTokJRUAE/e5ZqkR4tI10LE/SyAN7udiZzyHPOAhrfDdyJHh6X3kTtE3ffi/Ro5dffBOJfu7XIKp1QqFRyU9BnOdKyKaDFEzZ2oNMIcfVwWFhZSapH19fW0uQzrlzXiTuTo1yAXPpsRV1dXtbKyosXFxbRZ6/j4WN1uN531DCXmXH4uLh+LjB3UHmGHkPggb8aaAf67UNDM6vV64hjH43GazLfF9tZqNW1ubur+/ftaX1/XZDLR48eP9Y1vfEO9Xk/SEyB76aWX9C3f8i3a2tpKdAKcKYtEugZKAAOQYV8AjlyEEBqva26+yKNj0UEqgnKOQ3bt3zl410h5B6CBtuhg7zl2/LOckMIKoB2xTvye5oeIFIZbRDij4Z3Zqp8bY8bIAQOAdM3c6+UOdp9bXi+vu7fFP4/fRR8OFhf1duGR65f4PvdFeBw737MeUGTY6ETU2eHhYUGzj1ZhBPxSqZR2Nq+srOjOnTv6xje+kWjS0Wik3d3dRPcQInt+fq7BYKClpaUs4GMhnJycJMBnvUCVfpA3Y80A/10ohI51Oh11Oh3VarWU0xuKZdp9rVZL6+vrWltb09zcnA4ODvTGG28kB2+5XNbm5qZeeeUVbW5uqlar3TDxAV94UpyT0arwqBgWPvfzjJx2z73Oh/vzPEdLTnN1RzGFa3gmdfdDWZy3x6znJ+4lcC011jVaJ5ESoi7stnThB5fPPR7aCFXgXD/AKhUPI/fxin3kxWkntFQ08VyuF6fYIiUX54g759H2o4BzIeXjlvN3MPb0G9dAUa6urmptbU31ej1p4QcHBzo+Pk6pPXwe5qxK+pxkgURHbW5u6u7duym9iCQdHx9rb29PrVYr5eo5Pz9P0VTuGPfi59xSf5+Ht1no7/cyA/x3uGDmA/bVajWlYu33+7du4iDyo9VqaW5uToPBQI8fP9b29naKZmm323rw4IHu3LmT0kSjFblpTV1cewOECKVEu4R6Qkt1JyGaVXy2a5yAsWej9GgXrmex5ugKQN65Xz9hyi0Bnu1UA1YK9YpORvqDQr1y9fP/Y76fSAWx+AGJeFhLrAf0hgs85+0jgLsQYDy4P/ad+yBc8OWe6/2Ec5+NT269Rb8Bn/vz3LJjLvCDZt3pdNRqtVQul5NT9ejoqJDN0um9KIB5N0IJmgwAX15e1r1797S9va1Hjx4lTX1/fz+lFgH0/ZjK3Hocj6/DbSUlP5qnaZgB/qxIegLabLBqNBoFZ+20GGDp+qzalZWVZHo+fvxYX//61xOVs7i4qFdeeUWvvPKK1tbWVCqVEoXAZhee5WDgC55dnFxPjHi1Wk3ms0fvxIgPN+X5DLqFsL4IyO50cyom0g5Exbg2BXA5uLhwILWv89MOFq7FuRPUE8Q5HeSaNnV0Ssn7wSOdcII7bcS1bnFALTmdFcHYtewokOLnfBfpMI+yyflhcs+kOCXogij6eugbrA/GGo0YgCVTa7/f197eXoqEAejpb4SlC7DxeJwS3jGfsFrH47GOj4/T+N+5c0cf/ehHNRgM1O12NZlMdHx8rO3tba2uriYKk01Y0JlO3VHI2NnpdNI7/eyJD+pmrBngv4PF44PZXYnWzAT3SeKTjMOUOX1nMBhoe3tbR0dHSavd2NhIoZfz8/NpYnuagugIdU3ENUUPkXRe3gFDKqYfjtEebgX4wSp+uInnnsfC8Bwpzv/6QSUeiePvknQDxGJbsHZiaKILFuon6QYn67QIJache9SR14nvebfTID42XmLEjfcZbZ4G+v6/C0PoJ3eaRsAGtCOdN813ES1I+tw1fD+PloOLTk5O0o8fMO5zwt+dq4/7EUqlUtLgh8OhGo2GqtWqNjY2dPfu3cI5wUdHRzo4OEgnxRFqCY8/LUSTTJpnZ2dpQ51TQx/ElAszwH+HCpwzE4loGLjdwWBwI+adhTM3N1ewCi4uLlKsPhE27XY7pUvgYIejoyP1+/206SeCfVyw0nUiN99x6tvNPSYb7ThG3Th9wLMxs1lMvAOQcocwXDT3upCJ/K1rjDhfPdLJ2+gAFKNsIsDm6APfQeztckHo97KHAD+IlKdn/Dt+x/7zeYRAis5j3h359yiYooUDDRStn+jXyNE/cTxcMLmQdiou+o3oL9emXaP3U7BiX8d6ch/9x3MvLy/TuRF3797VYDDQw4cPNR6P1e12tbe3p2azmeoPtYPVHeeH9MTxe3x8nJ47mUySMGPNfNConRngv0OFmHvoEUCAHB0cdOKFyVer1bSyspKOPMQM7fV6mkye5Fp/+eWX9corr6QwTSii8XhciHVmceVAWSqCDTQGSbMA+AgKMeQSjdA/d+3cudwIfq6Nu9bmz3cwdqooRh4RSujChO/ihiH/zsHCNWLnv6Om7MLIgZHiQsDPUfX3uPM2avTe3x7z75SUg55TUN6f0nVeJPrHBU+kfrz+PM/r5+90wRqtRISyH5fo2jlt8v7jmW4l5KxM+tD9IrzTo6Sgdoja4USr8Xiso6MjHR0dFc7MbbVat8bkX15eJivaN1LW6/XCMZgfpDID/HegoLX6WbFzc3MJmI+OjrIbrQA0DkYh4oboBYB7ZWVFL730klZXV5NPgNA0Yp19wbMYYty1m/3OpUPHoJFHyiECIKDu2j6fudblIOp/+4+/wz9DS5eKWp1v7HEBAqBBFQEKjE8ERe+PCG7+OffFyBcHWr6jnr5ZyWmcCPjO7fuz3Jkb73UN36NueJ6/zwUY1/Aud85O0/55n0fPRLopCnvqjfBzy4Dx4X3lcjkJiChYp41VpN5Yay7AUKDW1tYSnXp6eqper6eVlRU1m80UEor1Pe0MWzKJYrWTgdMduDl6Lves90OZAf47UHA2+pmak8mTnZXHx8fq9XpTQzE9MmdhYSFtQCExWq1W09bWltbW1lJudT+Jx4EIAeLaDwvVtSqpmEbAtc8YSRPpHH7QvCPt4doq13mJnLD/76DsWizaW7RS/H1YVPz2A1VylAj1i3WOgsAFnAs+bx/vjFaV952HG/p7on8kx6cDuNGy8Hf5M+N4eZ3jd163SJ3k6LDc+Hra6NhOb4fPv5gwL1pxXBud4N6eOHf43jd3sfaIrb+6uipQTuydwNKN5fLyMp2bi38OisdP3PLyfgV7aQb4b7ug3S8uLqZdfKQ/Jj/3NOdOqVRKydUajUayCkhlXC6XU/wyibfQ7p0P5Vksokjl5Dh416AdYKK25/dKNzM2OtfsDkffwRnv4505p6BrkTlOP4JQ1MRd4/YNSpFb97pHzdXHx53PkQaKgs6fEzXhadSMA2uORolt9r73ukdfhveJU3xR0E8bl9jHPh60261ZSYXjNQHyCMZeqB/PcT+NU2P0X5zb0e/AM4kQajabajabKZLt9PRUg8FAp6enyXm7vLycDiHKRd6guJHi3J+NMIj5k97PZQb4b7N4ZE673U5H3fX7/RR7P20yzM3NpeRRMdcHVItr/77tO26acaBjYeXiplmsMULFF880rS4CUo6u8WiNqBVHzTdnCvt13O91yvVljiaKIO9RNNSVz11TdQGFxQBVN5lMCgeq827v+wj4DuTeFxFsaSOpF3KCyIWx01le/JnuO4hjGq0G7/+cleOCDYHuznTva+feo9B1YPb9Fh7NxZzGgnTrzmm6uD+DPsHi4rhDompGo5H29vZUqTzJLkvkzfLycuLyc5z81dVVEhbE7/vBRNz3ftbsKTPAfxuFSeu5b4ihHw6H6na7tyZb4tzNdrudDk32bfmYprVaTeVyOdE5Ubt3AI78fdztSb3hwB0Qcg7bnLXgnGkO6CL1Ei2AKICiQMkBIu2kjfwfHYNsxCIE1o/ac7B3oMhZQ7l4evotF9UR2+7jEp9N30T6xCke7xundqJ2n9PyeQ6CyQVljDaKbeN9/jtnQTmQYwkRNADw+vUurAhwQGNGyDqtyHh6m6KWn2vHZPLECYzlzAE0pDU5Ojq6kYwPha3b7WYBfzKZpMNoSLnA/ThyPyi7b2eA/zYKk6XZbKYY+lLpyUElaPce4xtNahJAQQP1+/2UT0RSmoholzFtrAOIa04emijdzBhJXQC+CCgONk6ruPYeNyK5hgyYTiaTAv/NjzsvHbgc3GlTNNtdcESAQABfXV2lowK9vfSLlxxYRuuAd6Nx+kazaFn5s1zTdYDyusR3RKEhFTc/ucDzZzn4xT6L93o9/Rl+f3w34x9pJt+pzfdOjcQ2u4+Jd/pGvJw1GesdgT4KA/q2Vqul+Hzew9qZm5sr7JWp1+uJ288Bd9xPg2IhXWfGnQH+c1xKpVLi7eED4R4JAcs5c1hoCwsLSVB4WmMAv1QqpRTJ7IIlooD86kTWwNE6UMWwR1/IUeP14uZ9jgbyzVQO9P5dTiN0jVoq7gj1ulOHCPIUrs85FR30FxcXC8nVXOBEGsPbzmYqFypENGHOwzmjoTrQ+BGN3p+RG3ZgQgN3qyIniPy+CNjeP/QZ7eRvFwbU1cHTHeSxj/geUHdnNpuRyuXrjV6Re6du/r4Ywurf8wy3JlwIeNvd8sRyYD153hwoOXxqnHdLvnsybE4LtXQtn02OOHNRMN7vtM4M8N9iwdm0tLSkarWqyeTJQdWEf52ent5Y5NK1VrK4uKjl5eWUE5wzOZk0c3NzKSKgUqmklAhcg/kMQEWe2y2LCJJScedm1Br9ukiD+AJjkXlonANrBFme6Zoe73DtKNIf/hltjvRTvBZAc749CpIIRA6cCDP6ivQJnHWKgJufny8ANAKP98WY/AgIOSDLCTq/nj6MdBfv9P6K/H/U4Hme+zp8nHzMqRfjx0ZDdtN6bn8Eb7Tu3J/CtTlqya2AKJhi/akPvpZ6va5S6Uk6cIQR9SCFdb/fT8d+klZ5d3dXCwsL2VBL+ohQzIuLi2SBj8fjwgld7+cyA/y3UMrlcppYUDLk5SDMK6ZR8DI3N6d2u621tTWtrq6q0+mkhY72wfMxR9lNyGKK1El0arrm7HysA4lztCy2qP27Jho1SfLdOHhLN0Mbc0DKPbeBvTudWdRuJTkAUXcKjjWEg+/olK7BzPncSCMAaghzBPrZ2ZnK5XKyvrAMSD8NQKGhYmXQvkgfeXFhES2e2D9x7PnM+4G2+cY617zj+12j9vdEWsn7bjKZJGUE7Z/NgHzPGMQU1jyfd9PnHCQOUEfh48Ian4CfX8s7j4+P03GHbGTs9/va2dnRxsZG8pHNzc2lc6dpSyxYCMPhMB09uri4qEajkcIz2Qz5fi0zwH8LBacQ+bjJ7e3e/JhGwblJTuohbStaKxoSpqJTBg5YzpdHYIiAxrMjP53jjB0sXNvyReaalGey9Ha6lpbjjCMHy305/trryr0scEmF06Lc6nAagpwq9K2nu43ti+OMg45r+/1+Esynp6dpDDy7Is924eQhhu4fuA3w4zUOst43Ltjpf+5l7J1C8/72cfDvnYLzXa5uDQLiPrdcM4e2YQzigfeRd2cXK6eIUXhuDIH1Pok+Fc4R5nCU5eVlHR4eJoFzcHCgnZ2dFCU3Go3SuoYOzAG3p2b2He5YEk4ZvR/LDPCfsaDdE4bJiTrn5+fqdrva399PoOC0AFp2pVJJggJNpNvtamdnJ+XyRiigRbCw0BTd+RjN4biI+Q7QQXD4ZM5FgUStSirmtYlcvl/vYZlxgVIf6uhUDZ85LRV3mEaLBE7ZrRhvF9vfI9cbLRMXyLE/K5VKGotms6nJZJIAifjt0Wik8fj6BCloPkDPqSjq5uPkwhi6I6dV58DZnxH9D87J5/wm3i+5ueAUjPe/VMz8Gak95ptnE3VO3vsYoKePoTAJP46UIvf6HPDfgK/0JLXx5uamtra2tL+/n46eHA6H2t3d1fLyclJe8JnhJ8ud94yWT4gmjl4s8mmH37xfygzwn6GgHWL6cfjyxcWFDg8P9fDhQ+3v7ycJ7048Fgxbs2N+8IcPH+rx48cajUaJ8sFyQEPyyS8pgbekpFFKKoALC58Yfj/YgUXk3Dbt5DsWUjwEwiMmuMbpEb8mLlLeHSki6WZEijuBI98cqQna6rQX1oj3n9Mg/gzvW/6nr4i7xsEuXXP0cLcoAyTQAyjZV+H9CyjyHOrklEfk3P0z+tcFhc9T7+toSUQqx7X6CPjeV5GO8/cz3xHwl5fXZ+MyR5kX0bFPCmUCHwaDQQqj9LYyt33+5Pwc0DP4vzhDgl3vWBp7e3taXl5Wp9NJe2ja7XZy3uYAn3EgYo6du3Nzc2mNvZ+1/BngP0Mpla4zYhLuNZlM0sHkBwcHhcicqKlyf05YPH78OCV6IrET59Syhds1fDRaNGB3ukXwRmN0rZH6xVOTnBJxThWwd6ckz3fN0TUxX4xuicQwwug3iPc7INOnmPlOJ7hA4D2eXx8/iKc1ptwWNRS1NQdo/446oPEhELBC0LKdI/dQwRxo+7Nd43aN34V7nHs+D3LP5Hfsa/rR73VfwLRr+N/PB+DenNUH/cT89kgYotU8vDZaJTlqSlICZKyGjY0N3b9/X9vb29rZ2dFk8iTMeWdnR+vr68n5zGatxcXFZLXlCuDOBkl8PSgA79d8+TPAf4YCVwfPWKlUdHp6mvJto8lJRRqFiUi8MtpEuVzW8fGxHj16lA4oL5Wuz+rEIej8p4MogMzEYsGcn58X4pylm9ENXO9gK12fKOSx5jnAz/H0Oacagok68JnTDjk6xbVQFwAuFKQiBeH9gkAolUqJWmAhIoSjcPLfkUoBmKAZaJPXCfoGoHMHJGMYeWiEgAOZWyy8w/uPdrsA8Psj/+8WmAu06LPhe8YTJSFaWDzfE+T5/e4nYk5hGToViVBCIWFOIpSpF0LDBXu0FJ3mRANHELLe7t27l9YpyQz39/e1s7OjVquVlDAOBXJqNq4dqMLT09Ok/DUajSS8CLF+v1E7M8B/hkI+DbQBwrTI1ZHbeOEDzv3ECY9Go+Q8IoKgXC4nPrNSqRR2jfozXZt0rp0JBzi7CQ4YeM4Tii98FiaZOP05MXeO86f+HueYnb6IXKxfz0KPFgq/vc2khgAgIjh6mwBdQl9jigIHv0hTeQSQ52/n2e4HQCgAJgsLC2lPhMeCUzdvj1sVDuKxv6KA5v44P/gutsefEx3Cfk+kuHzeAdA5BcQFAHMityGPEmk69xV433vfRGHo1gk/bl1wpu7GxoZeeukl7e/v6+tf/3oay+3t7ZScEAu8Xq/r6Ohoaq58uPyTkxONRqPkwGWHr4dZv5/KDPCfsrh275tMCNebBsoUj+whDGw0Gml/f1+7u7tpYszPzyeHbqVSSXxgpHMAR+dVWVDn5+fpFCycV9zni9UFhS+qubm5FBbHRHZwjz85c92/pz+kYu4Zii9kjy7hetfqeH6M/kGjn2ZNuKadA9WoQXpbWdyegz7+eB4egIC6eJ1zTlB2ezplBQ3o99Iuf65z6dEvEbVhADonRHl23HzF3Pc+5Tqeye8cjYby4HMs1p37nXpkPGP7PJwzZ+W5kLi8vFS/30+gX61WdefOHX34wx9Wt9vV7u6uJpMnxyDu7++r0+loeXk5hVvj+5mmpeOnOD09TZvywIlGo5E9A+O9LjPAf4rizjhi46EKfPfrm3F2xJFfXFwkzYBTqyikXq3X6+l6Bwbng6GLoGE8+oHIEUlpc1C5fJ3F0jVo13Bd0+O3A7l0M8Vw5FJdu3PtNdIWvlD98G8HlshDR046asDSNXg4aDrgewisn5EarSWEp1M53s/SNYcdBe7BwYEGg4EkpeiPWq1W6CMXKPRlpHzog0iV0T+RhnKgjsUtGECcEsfWrSzv79zzKC5YXVGIYO8WoVNQHtUD4Mc5723OCTsUFp7JEYbz8/Npk+ODBw90cHCQHLPn5+eJy2ec2IHb7/enAj4O+cFgkJzOviGtVqullMzvlzID/Kco5XK5cJoV26oB7lzcfSzj8ZPTr/r9vo6OjhK4xWgAJhvx364JO5foIA3PCo0gqcBR+0Ko1WppB6qDItd6XvIoCCKoe9t4hn8/DaScGiA+3jeWxTZ6G/ygcEnJz8A7PC4cYID+qVarKYoCAGccoMCgn5xb9ugYpw+m0ROA/nA4VLlcTsnvfN+E15H3ucXkgOzWilQ8yH0a3eCWS25MXBD7PZTIxefG0+vlZ9kCfN62+H7mDXMVS9YFK+/wENEoMHPWg1uJPO/w8DDtbl9dXdWDBw/0+uuvJy2/3+/r+PhYGxsbKYsme2CmFSy/wWBQ8Ot5X2C9vV/KDPDfpJRK1/ky4O/ZYDEajVIubQbVHUdeJpMnuzUPDg4SCFxcXGhvb69AzXQ6HXU6HTUajQKH6otOuumwZYJHLZi68Bx3urpD2cExnpblYO73xx8vHk3iC9y5Wo/j9vtcEyS0cjwepwOwnUdnk45r5pH39WR07JlAw2fXLD8AnEc1RU6c8YxAzPdwxix+Eut5pJC3OQe6gJk/14Wl14V+dq08+ljccot1j++nD/k8CigffyySCPY+d9wK8c8pDsxODUUrIEdT+dyFavL5JSmdPEd0XbPZ1N27d/XgwYOUBmU0Gunw8DDRM1gokf6KBS2/2+0mZQsrB3/d++ns2xng31KY0JhoePsXFhbSjlo/zcp52lwZj8fJoVer1ZLDl9JoNLSxsaHl5WXVarVEP6CtUR/4dzTXCETcA6AC4K4NUdcIZlHLdHohCpu47T1y9q75xwXvG3aonx+7KF3vWPXwVzKKEtHkTmk0Mnf8ejw54wjA8D2gj1Xklk3sHwcvd1iXSqXU1sXFRa2trSUB6j4fD8EEvNzScIHg74xgT518bvGd8/7R8cwzUA6itk7x57gG7Zo2li8arQM9dfK5EJ3k/jy+cwvK5yPPdmUmKho+5ggI+n00GqUjDmu1mlZXV3X37l299tprSWHj4CEcr4xbrn8oaPmk3cDH5/sxpp2Z+16UGeDfUpj0pECGWydzJdoBxbXxaQVHD5PQ+fnNzU1tbm6m8K5er5cmITwzz/DIENdOc1SEg340zf2ZFIAD562fd+v0gwN2ru9y/LqDJn1L1JP7BtCUnd4gZ/nR0VHiRukfNEu4dHewutORpFdkIMWJ6/lTohDzPvG2ed3cEuKcA2LAAQXA3COE6HuEnW+8ilRY7Ntcv8a5m3PS+jNzVoP7MLzkghIA40gD+nMc0KMQ8N+xTcw1b0uuHdSNMfB75ubmEmXIhi7CL1dWVrSysqL9/X2Nx+NC6K5TSW9WsCKdunLnLRvQ3szH980oM8C/paAVttttra6upl2W8H29Xu+G5I7OrlhYAC71J5OJOp2O7t27p1arpdPTU+3v76fDz6GV0AYjpcICiHQD1AR18p2wbrIDrv5cB4KchhX7yYuDoQtBBzsWJBo8llPUmh0k3CQnsoJEdR4u6/Wi/tSHPClsenM/An2B8HTQctrAtVLnl9mEQ5tpG+G70EgOJN7PPkdy/LtbenH8bvsdKZwcqLp14GPGeEVnuaSkWFQqlYIl5/WNGjzvjM8GJLnX+zVu3nLqzZ8Rnda0ZW5uLjmEOeKQ1Chra2v66le/qvPzc/X7ff36r/96Spexv7//VNkvJ5PrDVcoDVh2jUajkHTvvS4zwL+lkArXT6XizFnf+s3kjlpZrsDz+eAvLCxofX1dzWZT4/FYBwcHyXoAjKOm6fHfMa7czdyolftzIkUQwzShOpyb5ki7uIknUkLTgCXuCo1OLgecSK24f2E8Hqvb7aa2Q71JugHYrnHiE6hWq1kAjlYaDnHu8zY7uEQB6X1Nu+M+AwdAigu76BfJUTrxh8/9d3yGF6iPqL3zHaBK3SKNxG5YB3oA24HY65MT/jGFBnNQUrLcGDcsOFdm3Frw3EHuC8APNBwOU/AFIdBo6K+//rq63a4qlYqOj4+fSsOXiiGaBAF4tM5tCdm+mWUG+FNKqVRKvP3y8nJywvV6PR0fH+v4+Dg5A6OZPK2wmFkkLN5Wq6WVlZUU94vW6sDumi6TH40o5l+JXCnt8QUXHYIRoFk45N73M0wBvghY7ifgGS4EKpVKAliAnkNgoGRywskBjHqfnp4mmgsqhPdBMUHhxP73s1Rz0UHU3ekB2kfdfbydb/adyYwb6QL8tDLXSN1BHMfKBbDz7w5mceziuFJPF/48z5/jVqELWvf1REuE59Eu/CDej1GzzzmBY91dAPgZsgA+EXKAqKdcdsvLqUu0/JOTk2RRcgzi0dGRSqUnkXcHBwdZ2ui2gvAD9BEo9XpdjUYjKYhvFs33bpcZ4E8plUolbbNutVpaXFxMGzmOj48L8bVPw93zTEkFjRLQI0YbjQuKxbUl3sUmEgdeBygXANMiLNx8d01auqYU3CEqFXnXyBdTtyhY6Bt3NkMvkbuExefO3EgjRYqFnCfw+UTeUA+cwD4+Tu+g9QEm/p5oWQBq1A8wyOWGiUIROse5Yfrs6qqYhCtqyW9mNTKGOVCP4+M+HqdJIi3INTFYIFI03OvCAsHrc8sFlltETiPyv1tZnuaBuY4zlP5hU5RbT75WvM70j0d4eVrjaVbO0wI/68izfKLhN5tN9Xq9pwrffrfLDPCnFLJaurd+NBol7T4eXxgXWJwkaC2u8UgqmJVskPIEZU4ZSDfzf3OtA4RHu3iYWgR+B3wHFudL4/m1nsbAKaCcRsnvSEH43y6EKBFo/IeoEDjYw8ND9fv9tNEMpyzZC53ScYHhVge/oyYaOXL6kb526oXn+7hIStyugzqUhAuSHB8fAdwBHqDNFbcec98xj6h7bq7y+TQHrpcIqjmKJ86X6Cvwern/J1oyzGkyv/q+ipxy432AcMCq83BreH5vf1yr04rTcIT6QgXinyLt8rQULN+sMgP8TCmXr0+yZ4v1eDxOYZieJE26qdnnJgkTGKpGUqJzVldXtby8nOK0XaN1GoOJCF3g74qmNovJLQAHfq+7a7YOBO7gzS0e/z7WxRdxXICTyZOolX6/r8PDQ5VKpdTPzhM7cDn/zsIi4VW/30+pJABQgNc1VtrubXMwz42jvz/XF9wHkHuIInRO3Ezk74pWmmvhsd9caHk/eb1zQtSf7XXlu5ggDSHvVmOkB3kvVlS0dBBmXB/nSrzfgd4FqTvvSUONE5QfUo943XwdYGlByTEmJD1D2QLwUSieNgEa/UTSQj+q1LPrsulxBvjvs+JJ0sgpg+TGg/8sBSCI2tz8/LxWV1e1tramdrutSqWStoK7FhQXupvJ0QKIgEFxC8FNc9+g4u/xdzuv7ppXfHZO+Pj/WA0sjtPTUx0fHxfahIM6glK0FBDIAH60EqLAokQt38HLQY37Y4ifH/6CdUX/uW8AAMk5F73PATj6xP0wPubUKScAIsjlrK2c1RLniEeAxefk+HYH9WgxMC+hTqIwyGni0Unt13vGU0De03EwP3Pv8X6m/wFkzreIocUI4qfVyBm/SqVS2DFMMIHPm/eyzAA/lHK5XAB7P9yAQX2aUC0vgI7zd6XSk1Ot1tfXtbq6qna7fWORcl0EfExTgMQXUIyMyJmlLAZ3dtF2QNKPAOQ5Hufssfhe32k8Ppq1Lyy0Naem/BQhby8gSBggoM9GF5KVOYeb44QdoHNaa6R/qC+Agf/Es3XSRsz3RqMhSSlfkltt3n8xssT9ELEvcwLfx9NpF58L/r8DclQG3MqLygbWir8ztoF5Hvd6xL0AvsuY/nXB7pvOGHcAFKB3ay0KstgfPtZuLcD5VyqVtEGq1+sl5ysHET1LagT8NYPBIClutJ9IHU858V6UGeCHgpYG4Esq7Kr1LIhPU1xTdP5bklqtljqdTjpzUypSP1gSABbgC9DHBeefTXM+8jzpZjw02kdOw6fNtCU6EwF0FpZra/gRHLDwZ1xeXmowGBQ0WRcY9AcLz60bsoICBG71xBw4gJakG7tdvQ2UCLDu5CU01DV1PyKPwzMIAQTE3Wnv9BpgzyYwgDD2o4+NC9SoiTugOdD7eNFGijv76W/a6s+n3vSXv8+1aadx3FfkfhAUC8bWN6Z5W9DsffOS1937iHd4e6PA4zP6nwggeHtJKSR5bm7umeLnCc/0hIoLCwuF8EwPKPhmlxngWymVSmnw2Sl5dfUk8dLOzo62t7fTzs5nLQyw0znLy8taW1vT5uam7t69q6urK+3t7aWUy5GXBKBcu4qRJB6iyL1+XVwwOb4dIKbOOQohcrR+LyUuLn8WC/Dq6voIQBY9fD5mcDx45eLiQoPBQPv7+9rb20vpLYi24V0ebRK12GgVURwwHOidzgFwuW9ubq4wZ6Qn2j15lhA4pdKTDKuRKovWmgsb3uOCNzpSaUd8bjxHNlJbXlwjzwk7p4B8/sU5FME1UjguVKNV4RYYPhkX3tQvzinq79SjCxyA3AWsp2CGGiRSjGt8HsS631bIsdXv93V2dpbCM0nNMhgMbvjSvlllBvhWoHPIi02StL29PT18+FAHBwcFB1cEi2nPBKSk64lJAqdXXnlFH/rQh7S8vKzj42MdHh6mZ+a0ZAcuqailAx6eUTJy9v7bqQI4S95FrhpJiXJx4GVx+TMiiEaHroOBL17M4NPTU/V6veRMI4EVIZyA7dnZWToWcn9/X+fn5ylFA+GtMTzV+8mBMlJgtDny4ACfh3FKSmGDgD28L47kCFTRavIwPh9zHz8XkBHcvb7ez3zmQiN+7vPLxypaBK7Fu0Ix7ZpYXBhEpQG6JioN8ZQ3BG/OYvV1mPP/+HiOx+MUNSVJnU5Hk8kkKXUPHz6UdG2FEUjxLOGUaPmAPlFj7DkhT/57EaI5A3wr7Kz13OVEkyCtpSK3ehvgI0CgaPw9d+/e1Uc/+lG9/PLLqlarOjo60vb2dsqeSXpkNDVAIQdWkU91zTFmZozFuXKnjRwcnQPnO6eH4mKmRNCn+DOhkQixY6G4DyFee3Z2lhKpXVxcFE4p4tD3XAI11yhjHzqIOmjENvPj4A8HTFZPQgWdUonC2nl7tE0HPfcNRHAGQKNApa0eOUNbXSP3Z+asr1w93KKI/eNav/c1xdeJR+JIKux0dsXBn+cC3Ovg8zRaZdzDe/G5IGSHw6FOTk5ShNzdu3f18OFD7e7uJkFD6ObCwkJhD8WblcnkOj12v99Pfqa5ubkU+ecnr30zywzw//8COLMJiqRLxHaXStcbRVzLuK3AgfrhKJPJRFtbW/r2b/92vfLKK6pUKvrGN75RsCA4WQvLwOkg1+Rzjj9PwJUD/AggUUOMXK3/SEqRB4Cw86I5Htk5ZtfwpeLin5ubK8RUx/BVtxzcxCclAwsq8rkuAKPW7+DrgOPCJXc/YAvwS9dAIqkQlud1iT4WxoPoEb82R6O5MHXLQ1JhpzXCy9/r19M+VwxyoO+WCX1DuKYLTf8d+8zrG30A5XLxWEufS95GpyhzAtCfz1jw261UQnqxII6Pj1M6cs+eubu7K+n6bAV2ZD8tlw/g9/t9HRwcpBTZklJ0GSGlM8B/jwqmOTm9y+Vy0jg9PhcgezNOj8VBOCelXq/rQx/6kB48eKDFxUVtb2/r4cOHevToUdqS7VqKgzYct1M2DoZYAr6b0BevL5bI4Tqwk04BDZR3uFnt2mMEfAcEn9CuybmWSqTEwsJCIewuCjQXPIS7QfUAuK7ZexsZtxglE6+PVIALA66nLVgw8/Pz6bATrEIEkicE8/lC21Eior+BekQe2p2eOR4/av7e/zzLM4rGfo1g6gLa3xmpMBcY0Zfgn/G5C0TvF+aI+6OiEGNcIuXm9/Ncp149jfZkMknpybHo19bWtLGxkdKmcB+7fJ8lF87l5ZOMuoeHh4UItFKplKyG9yJiZwb4uo7rJjIHLzoRIHGXpHR7zhxJSfNk4kwmk0Tl3L9/X/V6XcfHx9re3tbOzo6Gw2GyIjgjN/KUhIu5GexA4Px9XKhO2Tjf7iDvpryk1A++UMvlcgFw/PnTSqSdWPwIFt6FL4H/AcEcz+6pkCUVtvXnwNW1VQc61zDR2l2jdEEQ60A/os1dXV0ly5A2eEFQRlPewTpaALTRx4w6I3TdP+CWyjTLKnLgLiDiOLrAjQLdtfUIwE7r+Hh4HXLUVKS6YmBA/B37j//5zTqJ+asQOuTjqVarWllZ0dramh49eqTDw0NdXT0JsyRWfzKZaDgcFoIZbsMB8mL1+/1Cbn32aiwsLOjk5GQG+N/sUi5fn1nLwMDzEV5FyJzzgtMKDppGo5E0mfPz88QVdjodXV1d6ejoSLu7u+nsU0xOdhT6ggAg/eAO11pde5VuxiK7Bsd3rkFH0Oe9aCEx5zn1A3hym5wokcJwDdAtEQeS6CeJ7XKNzoHFfxyscfhicblwzPWZP1O6qUE7PeCAgsBCwEaOnD71fvc+4ufNBKj7HSTd6PsIvk6HuUBway+CqM+zOHZRCEZtPQe+0Q9C/aNAc0HPs1wgeCSRP8uLjyPzNSo7bKQ8OztTtVrV8vKyNjc3tbKyouPjY43HY52enqpcLqdd3ZVKJeXEeTOgjlY183AymaREcJ7S4ZtRZoCv6zNr/VgzgAGPPoDvYJArgD2HX4zH40Q9sKN2cXEx0TOulToIO+BjXbgfgN9c6wvEJ7abxL5wIvXC89DeuQZw43/XGB1IfIHnwMZLDlgcYCKf7ZSKU0WRavC+ie/jh37yc3Qjxx0tOX8mi9Y3XuXaFzXWCHZeJ28rwtWpF+8jrEAHS39GnB8OwC54sQymaeR+v7fP92fQb5HqyLUtavZxjL1e1M3b5n3AOPhO5zgOTosyj6Ml4Updo9FQvV5PtM7Dhw/T4UZswuKoyrm5OXW73Tfl9Jkrnl6BTXvQtzPAfw8KJpufPI/kjxEXt5VqtZqcQKVSSYPBIB1YTnbHTqeT4n1dw4QqiRoOExfAj5PbqQoHBYovHADCF5t/Fy2GCFR+ZqlH97glIOUXMH9TT6fIfFE6KHv7HPSnafRREHGN88yMJQ5udwADYJ7a2CNFHDiihcTzaVcEfY+zjxaPb1BywRNDJf3zCGK5Pvb+93nitAaFtrpV5H2IIIo7ll1hiWMf6+5CnTmM4PJnxPfzd7Rm3AHtznjugSePbaEQSXN8fKxWq6VWq6X19XXdv39fX//61xPgX1092StCdlf25zCu0wrzDaucXdqSCpFd7NX4ZpQXHvDL5Sdb4smLzfmpvovTw+bgnKMmWio9SZWwsrKS8l+TaG0ymaRNF2j4bMrBwcekhFqJ4O+AJhU1aV/0keKIJiX38j0lalA8ywGKxcSk5RlODbjW73WMz3Xw9jYwJtJ1WgbXKGMkSg7sI0cdaSv6169z4eVb8KOmSh1ce/Q6e1tccKIw5DT+KIyjRRZPeYq0Rq6PXdB53eLnOTrHx9rvc5qENeDzzPuZ65xminPMc+wwJxgL7xtJN6wR/4mKQ7RKfKw9woy51O12dXx8nEJs19fXtbm5mfZ4SMU0IHHspxUExdHRUbL6wQ/2lnyzd96+8IBPPnqy2VUqlRQpEne8Ov+aGyDnIqEMmLQcjNxsNhMdAPjkKB3X0KIpG01dPue3L7ioBUdwprA4o4aMBuPC5PLyMk3WaEbHOufoBamYqMvBzBcn4Ol58SNo3UbluADwNuQoME+ZEAHF34Fl4H4B1zR9jjgt48+9jUahfpHX5seFBe91gRjnCu+JQOgA6UILC8vTejgdE+eHj0kUSj7Xot+BMElCUnMWSdTo/Tm+Tjx0lDpRfxe00nV4JnW4uLhISfygXTqdjjY3N/Xaa6/p6Ogo3YvFz16P26hdCmfpHh8fq9lsamlpKdXBNxfOAP+bVMiMiXlVKpWSqYcH30sEYP/c//ZFAQ/ufgIGHH4csHBAkG4mxuIzfxeLg4nvi8G1MdeKXXCg+ThAOhCNx+MCz+gCz0Eg0joe757TRgE3+ihaNDg9XTN27ZcSwzcdjBxo3EKIlpC3Lf7ttBXCnHZ48i8EuFtTsZ/5jBIFjN8zzbpxQRXnhQO4j32Md4+UWU57prjAinSiWwgujKOg93vcmkKooezEZ+UUlCg8nLLhncwXnytR6CGYx+NxiqbhgPuNjQ2tra2lhGr0I8n7Yh/5GFAH/vc5TTQg0XhHR0fqdrvpuNR3u7zQgA+o+CEfk8n1kXQ4anOaZix+CpVUpHxcqyGvBjk2yLXvvKQDRjSXeZ6buq5ZMsFylkIEBD7nPSzW3AKL19F38TOf8O6LcI3dgSqGUnobfdF6JBLtzlEZDvIR3J1Lp948WyqeX+tzJGrz9DEaHxoxFh07f5eWlm5o9DntO85HBLDTB35NtBDcOovjmrOcovUyHl8nznNLjndFYGY+e4lUUbTw+HyaxcAzcvMp9h/P8H0MUQBEpcaFhxe3yAmHZqPUxsaGHj9+nJQ+5g/nNmBNx35wehXFh3nBoUocpvTNTpf8QgM+C9kTdOFM9ex8/r2bu/6cer2ejuqL+VFYKJxuRWbM4+PjdNaldA1ivrD8fjdNuR7rwekD57kBA54dge82UOfd0dz2vz0c1OPio0bH87neY9R9odOfPCOnUbrFEaMvEAzuEPcfD22lRCsIMPHiQpvv8POQDpd2sUvandsRtL0f+czHyAW/O1sjiEYQ9xBcn5/u2M8BrQvPSBlCv7mQ9bnkFpwLuJyy4e+LAtpBOtbBlRffQBYVhWl8vr+feRHXGuse5W1tbU3Ly8vq9/vp+fjzsNBjMIcLQ5/zPk/YxOV5830s3k1N/4UGfHZrEipVKl2HYxLNISlZAVE7pszNzd2I4SeNcpzEc3NzKZpndXU1Zc5DiHiSMk+DLF1rgLEOruFxjfOp/n4WT6lUKlAkOe2Qv31xkhiKe6ExoKp8sbmgoc4edz6ZTArpKuLYOLhgFdC/UBTlcjllsXSgAfTpPwQ1UVc44+kvxtgjZngW7WT8ooVEKC51IdOnWw8OiDkB6lZVBDjX3r1vncP3dnukimvDvHOa1utzh41vsQ25aKxoNUTlwcc7p7HTx1HIRQvM+5y2+lh4G3MKTLTMvc+jBekH7LgmT/8RuOA+Pn93XKP9fl+PHz9WrVZLQoIDU1DYciG+73R5oQEfPg1Hyng8vpHL2sEuUisUAJ9JgNDwxTwej9XtdrW9vZ3CQO/duyfpCR10cHCQwsB827WHDTrV44vFaQrnRqUi384zfKG7mexAM23ixQUO4HO8mzsRc6DEM6Sir8EBVlJhITgAR+3WqQcHLr8GwCZ/CXsrokD3+nvfeB0RMj6HOJOYkFUsEPdhUK9p9I4LARfgUQumvp5B1MHMn+t9E60oF6i5Z3tqDX+2C+ycPyWnPEzT/qNm6++Oay1aBdzL3HCHu9OIPn+8Xj5HaZ8rSByC5Ck/vC3shQCo4xqJgH9+fp7Wf6n0JKKvVqtpdXU1rZ+nOU7x7ZYXFvDR7uNZkxxaAX8fQx5zUphkZyRZ4sc1ttFopKOjI+3s7KQ0qSsrK1pZWVGn09FXv/pVPX78OA06oM+7Ig3iYMli8PBN6WZKA6kYdSHlNy1FjW2a+U89SPfgOULcycd7Yxy3vzfSUbTVfSfT6uRWEALPF7+PCdabnzPrfeaCKmqE/l63YNAGsfAQJK7NR63Z35UbFxfmERRzdFGkUWKkVhy/+B6ug8/3fvQ+Yi5Fy4W/fR7dJghiqGTc+JhLBkd9fF5jvdAfMWTWd4G7gHWlCOXONXxX4tgo5WvGxy1XotI0Ho+TzweLeGVlJcX0d7vdb0oytRce8D3Toqfo9a3TrglFwEcbIAcPphqTkfvr9bpWV1e1tbWlzc3NlHNfkhqNRprsb7zxRtq6DVXhBx+7xu4msgNw1BapA/d7ifd7yZnoUXvnnb5hi3qj6XpuGfwhaNORm3UKJmqKALgDgWuoTmOh1TvgA54seKcGaJuDnWvZvMt9JdBK5FchzA7AygkMHwsHC6eu/HoHoBz4ul+B9nvfRSGeG2OfKy5wo1Xg1/p3UcvPCbHoO8gpEl4nhJ1HbNEHse7+nigEPRjC+5m/Xbt35cgVlJy/ib9zgD+tr5mzhIIvLy9rcXFRh4eHqtfr6vV67y/A//N//s/rD//hP6xv+7Zv0+npqX7xF39Rf+7P/Tn9v//v/5uuWVxc1F//639df/SP/lEtLi7qi1/8on74h384pRyVpAcPHujzn/+8fvfv/t0aDAb6whe+oE9+8pPvemO9zM3NJc28Xq+rUqmkk5T6/X5yCvrEdDD19rqFACXEvdKTDJkPHjzQd33Xd+k3/+bfrK2trcKkxAGEtfG1r31Ng8EgaT/Eu8ND5zS3WL8oDCIVFAGBMo3bjVqVf+8OUZxei4uLknTj2DqnT3COca07zaN1QD09F44/s1S63sOAFh+zhzpAOGUGSMYdvg5GDvjEcdMnvAugwNynT9yRGqk0f/ZtwtfpOIDTgWnaffEZPsY+Hyg+t/wernPwjPfnADAKt+gP4Dv6EYD3SKHoyI3tcIHj10VfBSWG92JdNJtNbW5uan19XZJ0cHCQ2phrE3Mh7pSdJljdh+Rzmw1fHI35bpZnAvzf+Tt/pz73uc/p//q//i/Nzc3pr/7Vv6pf+IVf0Mc+9rF0JNlP/MRP6Hu/93v1/d///ep2u/qpn/op/dzP/Zx+x+/4HZKeNPDv//2/r+3tbf323/7bdefOHf30T/+0Li4u9GM/9mPvfAszhUEG7Nn4gCf99PS0AOyRc/biGznQ9k5PTwuTYn19XS+99JLu3LmjZrMpSclpyGRbXl4uTMrHjx+r1+ulyeOJy9zJNQ24KdO0jXiPLwrn//3/KCicTqJ/ADq05giiADravoMxgI+G6gADyHn+G6ch3ALimb7dPmqXufZzv0dw+H1RSwVU4NPxB7n1EM8zcGsx9v00QJsGorHO7hj1PR1OSd4mVBjrnAXi4x8ViFi3SBNFrTi229vgYbpOXbkTN7ZzmjCImn30D7F2cc6urKzo7t27WllZUa/X06NHj1Ldcv3kvoPcxqk41sx9lMKlpaUU3YajP0clvpPlmQD/D/yBP1D4/wd/8Ae1t7en7/zO79T/8X/8H2q1WvoTf+JP6Ad+4Af0j/7RP5Ik/dAP/ZB+9Vd/Vd/93d+tL3/5y/q9v/f36mMf+5h+z+/5Pdrd3dWv/Mqv6C/+xb+ov/bX/po+9alP3Zqb4p0qc3NzKYySHNUnJyfqdrvpFCVJhYnmIBafhbbKaU2uTXY6HX3kIx/R3bt3dXp6ql//9V9P38/Pz6fdt+12W41GQy+99FICvzfeeCOdtOUgJN3UpiL1wGf+PffF66VijpbowPUJ6AvdncnOwUPlODj6goyAIF1nQaQ4MPjzIl3h9fV6uXnumrTTPQio6Cx0YIwUgjuo/XO3fpgTPNNpA792mmbqJYJiFA48zwGQ5HxvRqFMm0/+fB+L6HyO4O3UnwvJaDW6heJzysGR/gBU3UJwCi8GBficcE1fut5kyalTHEtJbHyj0dDKyoqq1apef/317D4It6xcIEVsiP3JfWdnZ0mxbDQaBQf8NyOZ2tvi8NvttiTp8PBQkvSd3/mdWlhY0Je+9KV0za/92q/pG9/4hj7+8Y/ry1/+sj7+8Y/rX/yLf1GgeL74xS/qb/yNv6Fv//Zv1y//8i/feA9aMAUt+a0WN6HQKkejUdp44RPbNQtKNPFxNCG5PeLhwYMHevnll1Wr1fTGG2/o4OBA3W5XCwsLicdbXV1NaVlrtZoePHiQzPSHDx/q6OiokMgpgqhUjFl3IOG7XHHahGs8GgZg9Lb64neNNW5Kci3cFz4cuHOjaOS8n2fxnPPz84Lj1hcQ2hr9EbVxH0sHDQCfd+Uigfxz91EQokk/EILLLsx2u50isXi3OzujluqaqAOz93e0SrjPhbT7JnwMHCSjcGD84gagnAUQLY84x7xdfp3fO+26KPD8Xp/TLoyc6nHlx30wgHKtVkvJ0dbW1rS6uqpWq5V21roz3P06kcN3we77c6LPL8ftM0c87Ju14E7r9yXgl0ol/eRP/qT+6T/9p/qX//JfSpK2trZ0dnambrdbuHZnZ0dbW1vpmp2dnRvf812ufPKTn9SnPvWpt1rVQqlUKoVUCpKS1uaOPekmbYFT0QGBhcLZt/B5pVJJ7XZb9+7d0/Lyssbjsfb39/XGG2+o1+slQDg4ONDu7q4ODw9179493bt3T61WS3fv3k1gfHl5qf39/SSMmNDU0RdtLoooCiw+iwssR934va4x0n7X3H0hUr9pUULReooary8oz7vigEHfRMHs9IALwdgHsb3QZJEyiMDrwhHBdHJyknIMebivWyU+djnBTLsp0WqLgsKtEnfa+pxg3NwH48pC3O8Qx9znU+TGvT5vBuQ8KwrhqP3HOemKDN/FPTEuIN2fUS4/iZdvNpva2NjQ+vq61tfX1el00uY4SSlkFwWC8XTFkLpMJpMEyOypiTx+HDOfd77hinnhgA+P7/34Tpa3DPif+9zn9Jt+029K3Py7WT796U/rM5/5TPq/2Wym0+WftTCIngaBHZMnJycFSe2AnysAPpuRDg4O0mRYWFjQnTt3dOfOHVWr1UT38D3ma6/X02AwUK/X0/HxsU5PT/WRj3xEq6ureuWVV1I95+bmdHh4qNFoVNDIouURF3YO7KJG6Oa9a4HQEtJNntjN6qjRuClLHR1UnbN3KsABA22denp73AnqGjrPihEXXncHDMA4at/SdZ4V6hBBmjGo1WqFs3jZLs/3XO++AQ9bnUwmBToggkYUvPSpj5+HGPq8dcHnGTt5XtS+/XN/n8+daI1Eas7vy1kCLvhdC4/Kg9fT6+X3+fNdEwe4G41Gyny5sbGRovGgb4fDYbLssdo46KRUKmllZUUbGxtaXl7W/v5+4czi8fjJDnwOKO/3+zf8frn2XF5eFiIB8SFyvCo8/rsVwPKWAP+zn/2svu/7vk//3r/37xWAd3t7W4uLi2q32wUtf3NzU9vb2+ma3/bbflvheZubm+m7XEH7fruFieHx4jx/MBhoOBwWADma09GZ4iYg2TUppFmt1+saj8fp+e6kQQPkiDxP9lQqlbS2tpbonfn5eb3++us6PDxMMf5OKzhQONDlUvG65hp3Tkb+2oHYwyZdU4sOugjcznMSjQFNk4swcQB3esKdj9FioP7eTu8fB3PXzCeTSTaCx59NX/AsB13OO11YWNBgMCjM+3q9nv6O2q9rvbHuOc3ONVzakOOu4z25Z+U06mjNRqD1Z/L5NEvTHY/RImS8ff650pGr+zQrkrXsYwNN0mq1ksK1urqqarWq4XCoR48epXQmJycn6vf7hbQY6+vr6b52u53+fv311xPgQ0EyT9yfE/s5hvdyvx+qhKVAzH+ODnqnyjMD/mc/+1n9oT/0h/S7ftfv0te//vXCd7/0S7+k8/NzfeITn9DP/dzPSZK+9Vu/VS+//LJeffVVSdKrr76qH/uxH9P6+rr29vYkSd/zPd+jbrerr3zlK2+zObeXcrmcHDfsoJtMnmyK8ugcn5i+YHK0CCBIaB7vWV5e1srKihYXF1P0DrwdC4JJRpTQcDjUw4cPC5Eqq6urun//fnI2vfbaazo4OEjhWywE177RLKPWHDn+aPL7YuYZkW5xR6RH4AAWAGnkir0u3EP7Y5+yqOE8uScKgajt+jh5G73tEdQYP69/TvP0771++BjgZaXrTTsIaunaNxGdzjmNPgqtnFbL8/xz78NIlUSLMMan+/j4GPB3rm5xTbhQon/8cw9pje3yNkRfg88Lt2oQGNJ1GmQ2NHF29PLysubm5tJhRG+88Yb29vaScocvBwtof39f+/v7ury8TCGaH/rQh/T1r389hUqz3kulUiEtSw4b3Np1JQwt/+LiIu3jWVpaSn7FNztN662WZwL8z33uc/qBH/gB/cE/+AfV7/eTZk56z16vp7/9t/+2PvOZz+jw8FC9Xk+f/exn9Yu/+Iv68pe/LEn6hV/4BX3lK1/R3/27f1c/+qM/qq2tLf34j/+4Pve5z73rR32Vy9dn19brdS0uLqYwKc+t4g68nKZCgfIg/t4X0/LyshqNhiQlbQIzkEkwGo0Kkx/h8+jRo6RFfPjDH06pWgGQpaUl7e7uppw2vtBiPR1QcTjGDJWR8qD9Liz4iWDo9zmwUniGj4FrqZH+oc+do4dX9Vw9/qx4rztXaW/0P3hdARE0Rt/a785PF2Dci7VSqVTSnGq1WulsBRemLpy9j9waoW7eXznahnscbGJfR8Bmf4D3t8/vOA5R4eH6XB/6++gjp7S8j2+zSmJ/uMCKwm08HhcozlarlaziO3fuqNFoaDKZpENIjo6O1O/3dXx8rG63q/F4nPbAIIzBLeZep9PR/fv39dGPflQPHz5MKRawEjqdTnL6eoRhVKj89+XlZWHXLUKD/Svv5uHmzwT4P/zDPyxJ+if/5J8UPv/BH/xBfeELX5Ak/dk/+2c1Ho/1sz/7s4WNV5TxeKzv+77v0+c//3m9+uqrGg6H+sIXvqC/9Jf+0ttty5sWQtZwqMHnQRmh3ecmZAyLRHiUy+WUZY/vOOyEKA1AoVQqpRNuiMl1LR8N9vz8XLu7u4kqGg6HyRdw//79REnt7e1pMBhkHc2RfvLPolaFs9LDLL3PAHSe4SDBYqNE4HChESmNSB3E+nv/OwXjdfe6RjAC9F1rBfQjLcXc8JQWMdoIwPJ+QqtkweIfKpfLyUHnm+WcW/d2x79zFE8OUKNwyoF07n7vg9x45Kwhr7/3XRxDnse8cG3XKY6oTHifOtDHw2lcyYAebbVa2traSjvZq9VqCqQ4PDzUwcGBDg8PCweQUy+AtlQqJQfuo0eP1Gg0tLCwoFarpQcPHmh9fV2vv/66JGk4HOrw8DCFdi8tLaX9N24tRf+TdA34WIb1er0wb3ORge9UeSbAz0njWM7OzvQjP/Ij+pEf+ZGp17z22mv63u/93md59dsupVJxs1W1Wi0MsOe+Z2I6UEUQLZVKyVz39AGSUox/PKycCRAXvi8ctLmrqyvt7e3p9PRU3W5X+/v72traUqvV0srKStqejdbiu08xG13LzcWIu9ZOf0wmk4JmTDt5pke/uJbpOXLcRJZu8tde3GfAtQ5Qbk1IxSMG3cT3aBXagBB3ysZpKopbR/zPODlt5T4ExgpN3utDHf0oRd8bEHPy065IQ/GuKOBcc3fr0PuZ+iH4HCQdcH0co/bswOtj43RLpFxi3SIVxfzD8sxZFK5IxAPjiYTiXAlOq2u322q1WslqPz4+Tpp8r9dLv0mD4RTXxcVFQWDzrm63q263q2azqbW1Nd27d097e3tJM9/f39fy8nKK/PM55IDvoC9dO25PTk5SEj/WYUyT8U6XFyaXTrn8JESLLHXw5m5aocX50Wu+QccLCwqA8wXsh31LRc0zB/QU1165djgcpqRqR0dHWl9fT+fiYk42m820h8C38nuGSJyknorVnU+YtpjAni+f+kTQ5Tuug591Osg1WQcIf5b3XaRooiBw2iJqetAbLswQ6hF4HcQd8HMaL2Pnuz59s5YvUOeF/fmuPHi76AOnjXL1cueu91MUlv7sXNui0hb72wErAlic91FAuLIUqT/uYZ6xPvg8CiWnVV1pmZ+fT7tiO52O2u12gZLp9Xrq9/vpBCucst1uN1nD9A39Tt9gLSAkSbMCBby5ualGo5H8Z/1+X0dHR2k9xhj6aKX652dnZ+lUvcvLy5Q5Ezwibfo7reW/MIBProxGo3HD5AbwAQvnGV178uIcpS9wcvQwoZ06cHDzxR01OjeBmRz7+/vJjGy32ymWmIyfHMbguWOYSFgY0vX2bn743EE8mtq5OHKeFTV3j5F2/4EDAv3rtIkLFkq0rqKw8Lo6xQYt5qaxUzyu4VOP+M5Yf8bJI4voA54Vx5h6ojz43PF+iRYedY5O2Zz143Vzv1NUVpwqifc4ZZOjf2KEU3w3dc2BvUfieDQKTu34fBeiLkAvLy+1tLSkTqejTqejRqOhcrmcQNnDTj0MFcXG8/RQZ76j7U6VcaYFGv7c3JzW19e1sbGh4+PjNO69Xi/NuzhffM248kC7BoOBBoOBzs7OtLy8nKK6RqORut1u4UyOd6q8EIDv2j2DEyeCm59RC89JWTYETSaTQuw+VEur1dLS0lIyIZm0cQHH5/NuP4yDyYlGcHh4mLaDt9vtRB9BrZyfnxc0aAqcIQ5qB1HfCMIkYyF4P0RgzgmrnKnvJWqxTp9FTdSf78CSAzw+B+x8g0uOovB3xnYwVlGDpd4OSO4HiA5v7zsH5GhNuIPTQdr7MwJo9DV5iKRbcJHi8X7wZwBiCLZIL0XqxwVxjtrzMcECw//EGkRJgbrCKvbEd9KTjLLLy8tqNpuqVCpp/wpaO+HOrHN3hHofuqXtCfNcaaAfOYaQU+qazabW19f1jW98Q8PhUNITLp+d/xHwfd5ExfHqqri7n/rThkajkU7IeiepnRcC8NG6CXliUQHC5fKTeGo/IckXZK54hI4fjsDRaOvr62o0Goke8Q1ZvqmHReMAwQ/vYJHzPRTNYDDQ8fFxysPDrkDpOn0Ak8Zz/DsAsOCdV5auQSRnnTjgRpoCjYZnRCvGwdS1OUzyKDQi4Dmg+DtceDpYeN9GjZb65p7jtI/f75qodJ0czrfm0/+e3dTbQD9EjTo6+OI7nepwYRfnKfX3ncb+nXPLPOs25cb728cyjm+OjvPPXMAgjFzhgqtnIyOboch7w2lRR0dHOj4+LhwtOZlM0jonP065XC7QtS7Q3NpxC5P+gPIl+pC11el01Gq1UhQNuXEIAvHx8nkV+xDFyq3tq6urpPED/PTRO1Wee8BHanskhXc+E3Ja7pfIv1GYDHFTGAmYVlZWtLCwkKJtAAV21XkcuWeHdKer8+sOKNQPzn44HN5wSKPpM2HJtY2GFXebRrB3gKc4QPpnaI6uDfukd2rAzWg40xyfHzXKGKnh4+QASWHBONjmwiG97vQ/8yOGVUIDUld/htNUsQ9cOOV+8w53tDtI0D/RweoWiN/rAQII0ihk3Irlee5zirSW97XTDC44qbfz7y6k/Dpvr/cRAgCwhx6VlEImCVJwpcX9cf1+P6Xd5n0Aqs8BHx/A1y1l3x/DGiP31e7ubnreyclJUibpb19LTof5PPV6jcfj9L10valvcXHxhjL2dspzD/g4YdnYQDTKycmJDg4OtLOzo8PDw5SczE0vB4JYcLpEPhhN/OzsLC243NF/1C0CmP+4yesRC+7s8gk9Go00HA7TxjLeWa1W0yJ2SiQuAOla84jOTb6LgMnn0s09C27Sc310SjvX7vd630et1i0Opy5YdE4deDROpOoYs1z9Il3kwt/vZcxjuCGAC+0X3+sCZdr4R+2Zd5OkzYErUji82wWCCzhKjJKKFI+PM++Pgsy/B+zoD/eHIYj8eu9/wB7liDBZLFVyVUF/eHAFbWHNsLEqznOnriKl5s5+by9ri7Qsy8vLqtVq6XBzqEPWZuTdmQtOV1EPhNRkMlGtVktKBelWYv++3fLCAL4fdDIcDrWzs6OvfvWr2tnZSdoCuXUcxKd1NsCYG1yEAfcDPq4hOagBbL7ouTcuZiaVn3vri5qJfnZ2lvhI/AoxNNBTOUQB40BJe3NAHrWleI8DnHPDOY0lmryMnws37x/PVhj5bHcgRkrMBVMEvJxVF2kVFwoxvpw6euhi9BnE9zjd4zy/vy/yw1F4uWbodY50Vk5g54S6O6Ijb+9KggOZt8XbN5lMCjumuc7PkiCYAIuDz5n3hE5D3bj1hUXAfKENHqiAIHGqi+udVoxjx/3QvZxd0Wq1NBwOCwKBsxBiiWua9kIHE1VE9s5ms1lQ2N7J8twDvpvcpdKTFMZHR0d6/fXXtb29nfgxFpUDr5TfDVgqldJGDT+hZmlpSWtra+mcSpIzlUol1Wq1Arg64LJofKOQ18nvwdT1YwL9GknJiXV2dnaDbnBA94XOsz3iKAKwA1MErEhn5Dhqfry+ESBcqDhgRwERLTeE2zTA8f70NvmP0zcUQNz/9z6PDkqnX6CuosCI7c5x+bGvcu3y+rpgoW1RQPqYxvGLVlPUxONciHPEBax0TVPGVNJu/UQqw9vBva5Y0R/+rLiLOlojWEQ5B63PL69jbLPTVaQ1b7fb2tvbS4JgNBrdEKjxOTmr+fLyMkUDQSdFKnem4T9lwawtl8tp1x0aPmYj/LuHGsZBi/8Doh5FUCo9SXb28ssv686dO5qfny+EjLFBBxMwar5MKurKxIgUiC8kJgWmrU8ONA+f3LQvmrfOJeY0eAcop18o8fpIU9AOrqVPp1E/fA/4OK/ugph7PSY+p4nTbrdoHGS8nlznWjsAlAP4KFR4NnQK4+haZhSejL3X0QHJrZdp/e5WaU6QRQqDZ/q4RGHg1kWkI7k2WjiSbrTTN1p5vVwr93ejrHjIsAu3ODe4xgUV73bAjxROtKhcYESBjMAgDLrT6aSQZ0mJmsxZrr7WogDGeiD5Irm36Bd+crj0VspzB/gOCu4UPDs7U6/XS86cra0t1et1HR0dJW9/BGIpT1UwsJiY0pPsmHfu3Clo+JihkpLjGI3Gw/B4jw++Rxf4JKY4+PPMuDBdu/TJ5iZvPAfAwSqaojFMkb5yrTmnQUrXWSFpqwOta/NREPkuxIWFhQKIuimNYy9q4N7+XCSKt4N6RoCPgOvAGkMhaTOKBmPqGmZOW6cuLnRz72esp1lLUfuOyoLPI7fK/Hq/z+mrKAgQTP6dUyxXV1dpTKFovLiGTol973PGLRAH+ujLiX3rYMn8jsI6UmiuvEC9nJ2dpbBPaJ1er1cQ6NGi8/r7eLr1ga+BlCwcpOQKR+6Zb6U8d4DvAOXONAZkbm5O7XY7pbMlbQBbnH0R+cSKxYGiXC6rXq+nHXeeQ8UnlmtvZOp0rcXBam5uLoVfonE67eQlRjs4gEbKx01hB9Vo0juoeL9KN4+Zi3QFCyw6ACMFQd9F4IsCgfHjeh8D52O9/XHhRaskaopel6j1upCLYxgXZNTwokbnwOLWCmPmIOjjEC0gf7aPeRTs3vZIe/gzb6OGYhviePn98b30iW964jvG1etHnaJlE7X6nLbvc5n1n5sD3pbYh3wWrVSUi0ajofn5+XRMIuBdKpWSQuI+Be8fxpJxkpQ2eOGIR5CMRiPt7+/r6Ogo299vtTx3gO8F0IZHX15e1tbWltbX11Uul1OEjg8Y9zkQeGGBu4mMEOGMyvPz83TAwmQySTv3PLcL75FunioEFYUGmdOOHUSjKe8Lxp2e3i5+IrXgIX0eXeR0Q1zQWAs57d6ForfBgczvicDjlIpTXFwP6OYAzgE7On+9z7keAelC0tsQaQNA35+RE260x2P06U/vk1x7HRBj30Zt3mk9j7TyeeV9G6mUCOz+v9cjCiufS3zmgCupoJB4W+Lv6Lfy5zP/eIfXMc6znOD38fQ5EX0MUfAB4FjdHHzSbDZVrVY1GAwSm8Baj4Dvdfa+4SyMr33ta6ntnU4npUOv1Wrq9Xppfb5dLf+5BXwGGa671Wrpwx/+sL79279dnU5Hx8fH2tvbSwmSCKuKky333HK5XJh8SHzP6TEajVK4FVSOayHTtBj/iaF+OdDNaV+Rt44T33l8B0ImFcUXn2tVEYy95CgIwCw6lyO3HzVRnsc9tAVLiD0NHs3gdfN2O18bFzSf+31efy9Om7mA4n5vWwRsN+dd+3XLy7XNaDFN076pY5wTLti9nf5u1zqjkJq2BmiLl+gnyAnNaZZHziLzOYyy5Bu0YpQO/RMPl4/zKBbANzcGzBk+R8uHFmLPC+dYTyaTlHmTszX8PS5YfB6dn5+naMGzszPdvXs3fU9QQlQQ3mp5bgFful7Y9Xpdr7zyin7zb/7N+tjHPpYAm63TnCFJ8YmXe2acuJxexS5XNAJ36KIle+ZKtEOe69o69/hC8AkZr8mZpl6ilhq1ewdEJpsLQH9u7u8ItN7/8XsHsSj8fFFEcz2+w8Pp/L050Hc6zPvCaQQH2Kh9SsUTm7zvox+A73h2BGS/X7q28CKPHHcVe/E28gzPH5N7pws8+GOEbhzjCMousHP1cUXE52rOuvS+8/rwnmhZoFlPJpNEm3AdbY7KS1Q2ol/K60j/R4WKe6mjUzWcS4GS54DMuEXlyQVLFKYXFxc6ODiQVEzXIF2ncSGY4+2U5xbwmWQLCwtaXV3VgwcPdO/ePTWbTR0fH+vg4CAdd8bARC44Vxw4uIbTsxh4z1pZKpXSRPCQRygbX6CuiUX+O5rnlJyGyN+5hcUkc83Or3FtP34eIy28r7zOXOPPc/CO98YFH81pd6Q6yLrvwsHYx8bB1XeS0q9OE7mVQP/5cyIV4M6/qLnGMfKf3HVxjKIV5YAMdePHdNJXXhCKDrbRCvA+zQkXf5/vznYrMSon9Kvz6ZEOAxSdHs2BmX8OxciaivH0MRLNLUjvc7eAqGdunMbjcaF/oxAhLJgdua6IxH7MCZDoTPZnYSF4pB199XbKcwv4kgoT6+rqSsfHx7q8vNTDhw/1r/7Vv9KjR48Sv8/EjZpGLJ6f2zViB0MmIs/MWQUshhzXmnO05iIveJ9PZp+sfB+1Z29vTiBETXSahhk13fgMB15fYPSZg1H0bXgkky8K7xfvkwhIESyjBu1tyll3sf5c55+51sbz4ztpe+69FO8/Byv/LlovRC0xF2l3Thh7HSLweH3ifHeg8b6nnsxfnwNotlgQro37GPA/ylPk6H1MXOD481EE/MepT++DGEDh7eU5se3UN1oiPjYI/kqlkuLo3Wry9lxeXhYUKubO3NxcOjB9c3NT9XpdFxcXOjw8TJYN73u75bkFfBYmHNzx8bG++tWv6urqSo8fP9Zv/MZvqN/vZ51RPlCxMMCuQUcqwvlunhsnYzQrWdT+/ri4nCLgu8j78j4HUl+4Uj4lcK7/4v8+8XIaYbQy/DkOoB5f7CVSGv5u15r8N8BH2l2AxkHK6TTqyIKLQiCnUVMcbHHuxr5B+LiAi30X+9hpKxf+TgFEAKH+0IjSdbRWHBuP3OHeHFUXx4q/I/2Xc0rTdteCvd+iAEQxAph9frjVEedKXFveltxYxPk5TehG+iVn0bqlTV3dUkEZdEHmhbp79Nz8/LxWVlb04Q9/WN/yLd+ij370o4mF+I3f+A3963/9rxO3H31gb6U8t4DP5ET6Xl4+OdBgNBrp4OBAvV4vbZrwBZKb9P5MNjqVSqXCUWncIxUdjb5YHOT9c6cG4oTk+ly8ck7LdsEi3aQvIoBFLTa+198R35XTfLyNuf7LxRY7XeNA5eDp73ILwHMMuVOSPvKom7i5zDdq5frV38dzccqxs9fbHfsxWkyxL/waj12nHj6nuCf2vwspxjtXnyhMneKKQO2A6dbX1dXVDSGUa6+PtQtvtyykm9RLpAV9vsS6eH/wbKetomWSG49p8x7c8Iyo8WwB5lQcUz+EJ1don+8XqFar2tzc1L/xb/wb+o7v+A4tLy/r8ePHurp6km9/d3e3EHX3dpy3zzXgw3N6WmTnflkUTI6cORnL0tKSms1mut8pId4bNXNMRjc1I/D5ApGK2l/U5ikOcFGoxEkdQTi3GCMwuXXgOxP9HTltLv6O1ofXx9seNUu3FLxPHLCmRTpF7d/H3AExZ+n4bxeKLmg8gor3O7hEWq9UKu66je/1tkZB5Yvdf7vFkXNYxmty8yIKnjieTsc44OWe69aTj733aQR17wunMn0vQpyvse/cqoxjlRNKOeHna8cps3K5nJKj+dg54EdeH+yJ8ws8urq6SsriZDJJp1txxGKj0dDS0lIh4sjn/dspzy3gO9gjFU9OTtIP5r0vnghcOe2v3W5rc3Mzmc6Hh4eFeyJnHDVt1z6ZvExA13R8QeXMUo/gmAbqvqgjeMYFERd6FBz0Fd9FntknI22OWvs0qym+z/vOOf/btNtoucTvox9jWl3iM6PG6fXjerc0SqVS4l0dWPg9DfBpoysh0wDdBR6nt11dXWUjlnx8/LNc++OYuwCJ38X5G/0vLiR8DGObYxvd6nIHZWxDThFgPCLvzm/vex/bKBh8vmB9xTH356HQESbs1lOcX7l9EoeHh/r617+ujY0N1et1ra6uan9/Xzs7Oynk09fp2ynPLeC7yY+UHg6HKUJnMBjc2PgSJ0JcFKVSKR2efHX15JBjqbjrNloQrik49xmtANcufLdtBC9vm4cZRrB3LYu2RIeTL1rX5Lz4Qs9FefhihU6KmqTXP4KH88uRcuI9/pz4dwQOFzZYVLndxLnxdWC9TUhFJ1/sA8bd2/tmCxWgzPHMuTnJZ1BZ5HKBF+adUVOO1iDvi2AeLd8c9RLH27XrSPH5eMUonth/USC+Wb+5IPB5HtdNrp5x3FwRIiR0MBhoMpmoXq+nU+bYY+MpJLxfckqkhxf7+I5GI73++uvpwJP19XVdXDw5JJ1MvjmL4a2U5xLwvTMxk+r1uvr9vs7Pz9Np8ZPJJIW2xaiD3EKP2iWT1ycok52J4AeOELLpRyJKRTMTjSICk+diyWnxccH6JPZ3RE0+Oldzlg5t8oUi3aSlYoRJBOVYXFCxQKNmTX1u004dnLifZ8aNan5/tHh4ji8uf3d0IEYtk3dgXQIIcTyjporg9O9cIeBvdxD6996G+DvOnQhuuWf4ODC3I4DmKKJogUVwdaXEgxciWNPXfO6WRJz30ygZFyLxWvohpkV2wGe9Mm71el1bW1v61m/9Vq2urmpvb09f//rXC2vflQBX1vh+PB7r9PQ0G6xwfHysnZ0dtdvtpFiWy+UU+eN0Xs4/9rTluQR8ChNwcXExnW5/fn6uo6OjwjZpBtfTBuc6lA53OgUQB9w7nY4qlUo6lYe89HB7UnFrN8+M73Xt101HBw7ayDNd455GUzkt47+95ADftaT4eQR7X3RRm4laVg6Ic8ARqTLa7HXJ1ctB2sFumjWBkPD2ujDJ0WjUJT4zR6V4HWP74nc8N6edx7nk/Rn9FRTXuCP/7HV2QZALEfX2RromN+eitenfUR/vc5+nsXifxX7wd/h4M06+bn0dez8A9p7osFarqd1u6yMf+YheeeUV1ev1dDpW7hmswWkaee4zr3etVkt5eobDYUrFjkWXS9vwtOW5BHzX+OhI+LWLi4sUjsmJMgxO5NtzpVJ5Em+LWY+QANg3NjbU6XRSRBBn2iKxvV5Og5RK144q6SYgRw3QJ5RbGXzui8u185wGFkGX3w60PnkdSH2yTwPgyN3mTO5Ibfm7XIjxLh/rSMNwvZ94FTVsp8PoOxewcaxc4LgjMWqYbln45qCcFkihPt7vUXh4XW+zoJiLUXuOGnlujvn76TOP7orUSKRevA+i1Zv7nbsnzl2vV46mjFZEtBZi/Zwu9VBf1o5HffH5/Py8Op2OVldX07kVZLjEgseaIwkawiC3GS4GPjAH+ME3QzrmeDTrNEHyNOW5BHwkIQPq3NnCwkLygnOwt9M5txUGi9OrpOvYZw415gi0Xq+n09NTlctPPPdLS0sF4MpRKTlt0Bdt1GLRjBxooj+AZziARKHgE881xVxduD9uDov1j2Dl4O7cr38fNcm4mONz/dqo2fu4Y2nFLfjS9e7nHK+fa79vmHNg8GsAL88B42OcE+ZuXXieeD/RK2rwTok5MGP2+880rZnxiMWVhOgwd6snvsPbFZUEnx9+P0CPEInKiNcx1jXWKwpuMCBaaT5PAHkscW/X3Nxc0rgvLy+1u7urs7MzPX78WBcXF4kuJnfW6elpOvC8Wq0WDkiivlFZo79hGU5OTrSwsKDRaKRyuZzyRXkY7Vstzy3gR1Aaj8fp6D94VU6cl4qdiMYZCxtdMKucWvD0yvV6XSsrK2o2m8n0azabWlhY0NnZmbrdrk5PTwumWZwIUp5aiRoMn0UnYYzndvCP4YKuVfKuqLU62Ed6JGqdcQFGzd9/4nP9c1+4OasraoPcA8ifnJzo9PT0RuroXB/nNMWc4EGTQ5PmmD6Ot4tUX06ATNPQIk3iYxcjZjxfExqjz1FoQrc0nLuPIBjr4DRSBPxoZUrX9I8/1wW596H3Be3Lae0+zrkx8vozT3xdRssvrh0UQ86AJkUKmTE98SD8O6fY9Xo9XV1dqVqtqlarpfaTXA3lMjfGOWWKPkR5rFQqCacY12q1qt/yW35L2mDoZWlp6cbzcuW5BHypGDnhYAIoYJah+bt5LikL+H6GqsfRsgBLpVLBSQwIYBY2m82UL9/fTVRFDoCj2SddA5ukwv0O9j4hcgDstEUE9WhpuKblfQkweM4U7vd+9Egc+jpHPfn/nmMoJzyiec/n9C2H2WBh8V7fzRr9IXHu5DRfHyOUBXZeO9iWy+WCFk7JCS730WCBuEYefT7e91wPfYXF6porGww9v1MuCRztc0BykM9ZoK5kxPGP882B1udVruTmEvfwvdfJrQwsonjSFvOOcG32aNRqtXQwUrlcTuuSw4sQ8t5fHGjebDbV6/UKO4Z9XJyype6+HrxdTmvSDo80XFxc1L179wo7xCkcAPRm5bkE/CjRczys0xDwZtLNE5C8+BmTaJIULArCNgF3X0g+YXAO+eLgOn5Hjc8LQOsalINJjgOmeD2mlUhxeF/xfl/I3t++QcfbFPsh1s8tpgiA06gHCn3BBhkWjPeNC4dcVkT/fpqQJQKHucDpZN4+DskAbF0D9+fnhLvPD+9P11q53iNviDRzOoc5xhyJ5yW7sI/zxAWOj1VuLvpY+1hGpYX6xbkQ575/HykYv84FKtdGxyyfk9EWbZ6NTa58uEUVI/cYB68bfsFarZb2XpAAzQV0FPIeOuyfsabxGTBue3t7kqTBYKCf+Zmf0cnJyQ36udls6id/8idvjE0szyXgR1CP2oBPnLi4biuEVyLxARd4NiwAzOn5+fl0ula73ValUklHKU4mkxsCBEewe/6dr41mKZwfPLFrDdGh6IIjmuO5BZczreNn0Xx3esS1c392NN9zwOAgFMcvFxrpfef1kq7PDCUcNgJ9rt08y8HJHbXwvY1GQ/1+P6Xp6Ha76bmY8xEIXdjFfvRNR94Wb48LYheKLogA/agxMi9jH8fiYO/j7mMSx9YFQhxLF5oRvCNd53PDLQJXyqKFLl2HwrqQQgFDE280Gmo0GskKwzKHGqNP+Yz5QlsdK1zYggv8T12hf2Mit1zfY51B0TWbzaQwMJe8/95qee4APy4On+w5vtI1/0iheKlUrtOXXl1daTgcJkcthyGg8T1+/Fi7u7s6Pz/X8vKylpeX1el00kHFTCo31xwQATQ3fylRc3YNKIbQOTDG/nDQuY0qieDo73MN0SmGqDE7oKPl5QD7NgCOvCx1z8VzA/JwrmhEkebyd0aeme+9Dxx8oxNtOBym04suL68PrWfueaikz9Vo+UVryYHG3+dthW6QVAgp9DBjp3J8LPwdOW07Kgs+B/x6nydROHCPf+/v5H4f81w9pllE/h2gSyg2P/jQPD8OQmM0GhWECIIkUmBw/A7uo9EoWfIIDQQKCf3cl+PryAUdSqSDukcN+Tjk8Olpy3MH+A4IUjEVAR3o4C4VI2FuA3xPmkaED9rc0tKSJpOJDg8PdXZ2ptdee03Hx8dqt9taXl5OhyUACgwupiGhnoACHHYM65OKHCD3U3+POkFgTKNQolUTQZX/I+fomk5OQ3eQ4n43jf09THyvUxQU3OMaH3976COL7vT0VP1+X4PBoEDxOB3iSoE7h71eLsz4PFpW4/G4IPAvLy/TgTrQBm4VRmd6nG85rjyOoSsvTk/RFr8nWgLcH4Ej9k/U4HMWh18bLTwvEaQnk0lBEcnd40pFzIHv0VZ+sAn/t1otLS8va2VlJUXMYN14EjRXNjzKJkf3odix0xblbm5uLh2k1Ov1krMXgV+tVtNB5962HM1H/Uajkbrdrubn51Ne/DgGb7U8d4DvlAiTnUEjyyGms4OpUwDTAJ8FfXX1JIafNLz1ej3xeDs7O+p2u3r99dfV7/fV7XbTJFtdXdXKyooqlYra7baOjo4Sx1utVpMwOTk5SVqGg2DUkFzD8rzsThG5JuWUQdScorWQo31yWlaOx+c7nuG+Curk/Uo9HGT8GRS3JFxjBGTL5XLS6Fl4klLopFsK0Xpy5xogHTVY51lpL789IyfvJTLGrS1P0ex95UIvFhe8OYHg2unp6WlSRNyK8mc7uMd3RsohUkreF953roG6T4q1dZtm6vOWOeG7inlfFJi+zhG6nU5HKysrSQBLT06Q8t3OtJ/vz87O1Ov11Ov1Uhpi6BhXHAmXhKptNptp1y2Re+y5QTl0YeP9FT+jHgcHB3rttdd0eXmppaWlREdGqvetlucO8KM26yYlnRY1TxaHL/Bpz2VQT09P0wLE1GMX79HRUQLtwWCgR48epVw+GxsbWl5eTo7dvb29xOtHJ1muHbnFCQBFp5U/yzW+nDbmWmSkmOJ7fcFHKohn+8LEt7G4uJgEptffFzbPyIF9TiPlPrjc6LTNRUR4ibRCToP29lBfHH4IAX5iX7pmS0Ho+Xh4mUblRWXE8/EDiNExK920pKKGmBPqALiPk4+D95XPW38On7mFFPuX/nTrxcGYdjFvIlVZKpWSj2x1dTXtqL+6ukoWnmv0rrXTP4PBQMfHx4mOgzNHWYEe6/f7Ojo60qNHj9TpdFL8/WAwSFFhgHy9Xk/KoEdK0cZc4ZhDaGPSLJyfnxfW9ozDtxK1eiQyWi8meLVaTXHx07RmL66h+kHk0DmAC3G0l5eXaWKfn59rb28vOYIePHigVqulra0tzc/Pa29vT71eTycnJ2mBuHkdgS7+dm2NReR55CPf7iAYQS6+M1oEDsbTqKK4iF2jci3YATLy+jwr92xvU6SA3Kpwkz3nTPSx9bZCk/jzAXjmjTvnoXegcrjelYsYUeLvy5XYxy6YEBgxdJV2RwqF+5knuT7wPqZPcoIhCo7cmvH7Yv3divR2OmfN8+LGNc9Kyv0LCwtqNpvqdDpqtVrJyhuNRgmEqcd4PE5C0S0tKB36Eqvb02DTbrLtjkajQqoWfHM+n6WbmTin9S19we5/wH1paanQf1F5e9by3AG+m8fEyhIPDyBXKhUtLy+nNAuY/7ctBh9EX0h4432HngscJufFxYX29vZ0enqq8/Nz3b17V+vr69rY2NDS0pL29/dTjh/XdDz5ltfLFw9gxLsjsN3242Ds2phnMowaq9fBAZf3OiXk1pQ/P2pccVLHseQ5UThT4nhF68A13yg0p80fByEUB1ceIjgCUg747Mr2zV8xAiZHd0yz8nwMeK6/i+98zkSLJAqfHIUT+4d656yWHLXn7fN+AgAdsFzh4Hm+QZJ1htPVgb/RaKjZbGppaUmXl9eHHPnxiowX9AjPhjKlXYBsnJcIeHCEvTaVSiXtqIeSvbx8ch4t/H6kMKmT08PeZ0TrSEohn449vh5ngG/F8+H76URov41GQ5PJE4+6h9ZJec0rcqduQfgBK3yX410vLy81HA61vb2dtIG1tbVkhrbbbfV6vaShXFxcaG5urjD5c9qpa0VOL7iG6/y1gw4TkBJBJprA/v64uP1+1+Kcq5wGcNGpm6MfoqDhM+f0PaQuRv44wOXa4+2NgORCCPrIP2fHJvPMNUPAxCNkuD8u+DgGUbB5n9BPnngsaoLedhescRynafzT6uTvjwDpgik6f30co+B2nt79Lwg0p2UJt2w0GqpUKgnI3coCvPHxOMhLN5UICoqKv4+fWq2m1dVVbW5uJodsq9XScDjU7u5uITKM3a/R/4GQiYEa0hPcarfbWltb0/r6uqrVqo6Ojm4oXjll5WnKcwn4ThH4QncAwjmKxu2aMcXvRUNCS42Aj2PQFwDv4jc/p6en6vV62t/f12TyJM82gF+tVpPJSPoFIghw5Dp4806PQuL9THZieyO/GwVUnPQRJF1T8z5yEHXwyGmNuee4Y84da/Fd0YKhoEWhHRFzT9/7rlKnSrx4fZ1+4B58A75d3hcpCgag4nMhUhYRaKP/wz/3e70f6C+nDulHxg4lw6kLp3+ipedjGtvo883LbQoDfTpNgMfx9XnIevPdslzv2v54fJ3WJCYfdG3eHe3u07ht3fvaQdBfXT1JpzCZTLSysqLNzU2Vy2Xt7u7qtdde02AwSI5z1jXaP32NIpfru0ajobt37+r+/ftaX1+X9MTp7PSSB1M8a3kuAT8CmdMCAN/x8bEePXqk4XBYMLui2Syp4AtwLRpzb2lpKVkR0k1qwzU6PuNU+n6/n7Z4M4ldS+QeBxMP1/RIHNcCIoh4BIc7TaXirlmvZwQFp3hynL9rbA5q/q7cbxZfTvOneB0cSCMdFRd+1Iqi/2KavyLyrITlAvhYEeQ4ITke30Vwzc2F2P4oyP0+H4tcH3KNR5Phn/Jwxtx9T6s15rT4CFg54Jz2LP8d2xtpRL6PfhGfuw72vjGLNUL/RFxwa9QFHBkxmfe87/DwUEdHRzo4ONDm5qYuLi60urqqO3fuqNfrJWcxwtgPQGJ+uECmsMOWcFLmRbl8nRc/BmU8a3nuAD9Ha0hKICopafd41/neTTwvpVKpEM7pSY0w5cnFwQSJC9cXFNrncDhMC8h5SYSLS3UKGg91ie9yM9Q1IzSVcrlc2HFK+1wDpg+m0Qk83zVz6WZ++tyCz/WtP1cqRk9F8I1aWaxjFBo5uiYKt2n15Lu5uTktLS2pXq9rMploOBymvRStVkvValWtVkvj8ThZjA5SOeHoAEOb4q7OaRqyUzUI37ipyOme6CCPbYzPzfWdW3txjOP3DprRiojWRBzHGEU3zbHva9v7iXc5VZKzonhmrI+3Ha3e77+4uNDJyUmK2Nna2krgvLGxoYODA41GI/X7fUlKCsLCwoJOT0/T84m88TXIeKGc1ev1ZOXgJ/SEkG+lPHeAT/EJ4CYcmg9eeakYexxjYymuHTgXiIZPpI6Dky9IByyyOeaA2jVoB/ccl+lay7T3eey4pEKOkKjleMlpZtFy4n+fuFwXgdgXWgQtv5YF6H3jFkwEC8xuSTeyYkbhkBMkOTolUinMH6jAwWCgwWCQ+r/RaKjdbuvs7ExHR0c3+tXHI1pEEehjiCP3oC36fKFentKDZ7n2y/URnH1eOFft45+zSnws45xxzT3H8cd5Fu/3eXWbdUC7nK6aJpRceHpbb1MAKPSj8/jSE8BmN/3a2lqKzV9bW9PBwUGK6W80GiqVSmkTlRfGxDdbkptpPB4noB+NRoX3R7r6WcpzB/hxwKL26pkqIw8+bSK7Fsiix1HoRxj6c1zrioAoFcNHo1nNBMSkRPPxbJ2e+MnNX57NIiAPfC5uPmpg0cyO2jF94BpcXJwRnKN2x7vjO72vHRRcCPKeqBXhbI/pExz4bntXpErcgpGeCE32VfAsNC5PxAUwuOaYGxvvP9f4c2DodfL7IxD786N1G/0gvDMqOP5sV1Di97n6xc+i5jxNk46UUNT4fQ4RsROtiBhtExW4KLyYtzkLxa0GBCKATWoVt65R/oioIT5/MBikviU3PvSxt9fDhyUlXMI5TAw/0X6uAELZPUt5rgAfDWka4JdK11ku47my3OsamBfAQ7qOvMFrD5XjMcM+QZxvjyDK5HMw5DvXQHg2G7Rc0seIEL/e3xnD6phosW45miOCgQuFaCbntFnXtvy7uCmG96NJxetZJNGaicIrCvCcBZMTeP5cOFYWIQnTSIRHXP5kMilEiLjmnevzaf3hdfNxiHw2YMS1Tn3EfmROSypsYOJ7txRz2nwE6WiJxRKtPgdQ6hetu0hfMVfd2gHw433ua+J/gNp35roPhPe4VcP39I/7y/guOv/js6D2Op1OOlVvaWnpxl4dilt1fE4bW62WNjc3NT8/r9FolHbucr2HkD5Lea4AX7ppdjIRcGRJSpPBgRAJCofmhYF1TtBTo/qZuGgETiPlTFvpOh0ChQnmCyLWw8Mtcxqkg3gEMH/XNMCPpr/3a1xoOe3e6xoB/zZzPo4ZxYEtLjoH5hyQRp9MBHcfj6gYsPihixYXF1OOllqtlsYCsAfwT09PUz2xxqKjmL7Cr+RCRVIByNzKiPPBOXrmXRyrKCgiqLq/J46fj2nOSsn1q1+X63O3fuJ3OWXL+yC2gT70kGvAOrfXgD7z8fA1FOewC0O3BH1uctAO6dCbzaZardaNE/Ucb3z8IoUMjmCZYx3gtKUvplmEb1aeS8D3yRuBAensnB0mkqTswEhPJhvfAfiY8g4OSPscrxidbb6Y3Qp4s2gKXzSuabhGlQNlvyfy29HE9f6MdXbhkuunaLXE632x+3u8bpHDz73f30lx/wf3eHsjqMQ6+Jg4bccGHzZSuXBmbpANFYec93GOvuFdDtzMxzhffYycy/e54xrxNPB2Ieg+iuhniv3vz4nWSPw8pyjEZ/m90wSI1zlacgC6g+C06LX4rhhEES1crnF/RqQZ3WpiV2+1Wk0WYL1eV7fb1XA4LMwFL640+GdnZ2c6PDzU9va2VldX0+Y63++TW6tPU54rwM+ZqFJxIvhEypna00wkAJ1nosF5jK4DdU6DcBqG65wnpK5SURORigDu/LLX20ExgmPU8vy5b6apx/v5PJr3ceLmxicHELG4mRyB3ts2mUwK0Q4xTM/b687RXDvifCiVSoUcQAsLC7q8vFS/30/3eDgogE8wACdQxThvB5uoNfvc8/ZGoeR1j8I7B648x2O/o+XEO11T9nr4vMnVP64bPvf3RgsgWgZRIfPv3Dfi37tw9dPMqENOiYhO9GkRa97fPo5+gppv9CuVSlpaWtLy8rKazabm5ubSGQnRwqb42vfPhsOhut2uSqVSSvXgKT2mrZ03K88V4EtFjd5DuNxMYgJR0LCmSU0G3J1yMadH1OLiIos/URvHGeTA5JqHX8/9rr1EK8bf423yOvJunjGN4ojaaS6uPE5A14hykzMKWH+v+yRie3JgQV8R/RQdtf7+uPhz/Lh0vcMTrQpAn0yKh40wZrwbCihnveQc7MzFmPuH57gfgBKjy/i5LTw2/uToxjgOPCM3lg7QzIs4ztHy4j7/Lo458w3ryX/cWerWmvsm4rhGq4GfqAzFdc99cb04vvh4YN0vLCyoXq+nTVfMj5xlmitO8fmGMd6ZWwvPUp47wKdEcGBB4qz1AXAQy5lfaAG+kcLBQCqahU4ruAkdta8coDHgztXnNpgw2SM4svBc43NN0RfLbRygg747hyIwR+D1heJ8Y3y2P8uBlufGfpo2yX2M6SsPc/R+po70Z5wjPh94Z9zsRt3Q+jmjmDazuKEE2A2KAPEYed7vIYIARwSjCO5eT0kFIcc4UFdA0Z2YXnxOxD4DaJ3D9vF2a8yL05OuWcfnxHF2oI4WRIxwccD3+jv9c1uwhAc/RAqOZ+XWrc9h2uq5p5aWltRsNlWr1W7kzMmVWDefwy4ovc9dSE5jJXLluQN8l4Q+Mac5xhz8XXrnAJ9BQ7NDgvvEcH8Az3XzmPs8HYNrCA5IzkfG/yOVE0HXtTYmP21xi4USgZXPckDr4On9yHsiKE0DaZ/E0aSO7XEAcm2QNk2zQHimc7rRJPa6ugMzUkDULS5IzksdDoeSruk/duIyxt73sb1eN35cYZimZdI2P3A7+giiIhE16mng679dCDswOqj69V6iJeGat8+H+H7a4wI8PtO1egSst9fb7MLL55ILCJ/DzAnqkes36uKBIOycBx+iFeVlmvUb11FurryVSJ3nDvB9slxdXSUuTFLS7j2O3YE8RnX4M+PfrqWUSqUCt1YqlRKnx8TCydtoNNKRh9VqNZ2W0+12dXJyovF4nCYJE9bDwxz8fZNNbrFNA9YcRzpNi871hU906eb5q/H7WBf/ndP4cppkHAee75ZQbpG6cOP7XCindE3jAKLxiDvmB/QOixrAr1arqlQqaSe351Vn78c0bS8K6KjtutbpWilWAe2OwBxzyEQA4fo4hlGYOtccBbpUFGjMdywa0kcD3j7XIl3l9aLNvNvHKxeF5tZATLERhWrcJOlzI2fNuMCPWv94PE7ROqTYcMDnmqcpYIln32Xu+Hdk1X3W8lwBfpysl5dPctMD+Hzuu1Zdi4uS25/rfDzaGxODKA40BNcyeRebMlZWVlKGzFKppMPDw6ShxQghwL5SqSST3MHABVY0eaNmljPBo+k8DXjjJM89N/aX3x8pCn8+AJYDeG+HdL2QWbButbimyedRwEVA5RqfO4wpfX95eZk4eywyF8QIaN/6jsBwKyBqud6vAJhrlrGeEXToE6fufHOOtwFlwd9J37olEMfF50UuwsTrGC1AANjnWQyVzFF9OU3eFQjvP6mY8dI1ercmXMD4XOH+qIT4HPTxiFQZmMA4eOSWO/tZp09TsBjJzcUBK/1+v+C8zQnKpynPFeA7WAFKLFSX2oBMNPEAkdiRCAM0q3iIAser+XXO81erVTWbTa2vr2t1dVWdTielZZaunXDR3PRF6xkzAT3XvgAnJlY0nX3Ruvbo9Az3vZn26X6DnAbKdZFW4VkOUtGkzlEXFH+Gg5LXM+ewzdXN2+ICzGk1nkUdotOMAv0Sd1VDMfh4Rs3Y25Pr+whI9FO814UK/Zvb8BfXQU7I5sY3KgY5Gs4BE+UlB7wO4N6P7lfxekU6knZE5S5q43F/gb972jzNCZRYD+8j6uW5jJhPADen4cWxzZVosURlxjEmR5+9WXmuAF+6lsjValWdTkcbGxtaW1tTo9FIWrRz956srFwup92SuQIVhEkfw/DIz016Y0+6tbq6qq2tLTWbTZXLZZ2cnKjX62lvb0/dbjdRQC6kGHQsCuK8iURhIngKBtfGXaticcUYb++zaaDvC3zaJhS/NgJq1CDdwnCqJGcu87lbLN43AF0EHG9L1NbiYneLbDy+dgJ6Pzhd4RFeDga5/nCwj9otlkDsN+8LF4xRU41jgPnv1ksUJt4HOYHIezz0Nwf4sQ5R+Hv6EhesufnifRy/m0Z1ed1yYIhl7dfHOZ+z+HwcXHAwVlzrgFsqlVK2W/qAdQzoczj60xTmeL1eT2fnsrkTX03Osnqa8twBPgNUrVbTubHLy8taXl5O2vHOzk5ahDktc1pBQJTLT+KYR6NROs5wYWFBa2trmkwm6RCTUqmk5eVlra6uam1tTZ1OR5PJRMfHx9rZ2dHDhw+1v7+f8m7ERejUE3VksqHtO9B4/XgWwiECjXRzx2QEcv/e72dxwMd63/vf/p0/w+vo4JQDIxbxZHIdDunRUbm6RbqK57vgi1qpa8/uE3BtK/okJpMnceDD4TAdccg48k4HdKfTvB+d9olWkfeTt8211dj3OWvG+yq2IfeMeE0ESPrGx845d6dVaNu09/jzp2nj3gdcEwMP3LJ27Z514U5dFCXWEPV068bDXx0jouXjbfd1jN+uXq+nIxDfTMvn+fV6Xevr69ra2pIktdttTSaTlKXTraZnKc8l4LM4z87OkibeaDQS116v11P+m5hmIRe2xncIEqwAnHNXV08ORVhZWUnPODs708LCQsqTXa/XUw78N954Q2+88Yb29/c1HA4LGpYfdoymwkTNaXS+uCLwYWo6rxvBPgq4CPJ8z4T3vCO+SCN4usbk5rZTY3Hh5uriYxL5dhZY1FJzYMH9OcBnvjhIUZzG8TrxbrKeei4dT2frWm8O1Jwy8Gd73aI266ATr4ua9DSrzdvkY+YgzudRi47vd0B3isn3wnjf5d7vVhjfxfDcOI7Rf+HJBZ2qY94yzjyHuejzk3fiNKbN3u8+971Pzs7OtLi4WLA6sfpJm/1mWj7PLJefhHe2Wi3Nzc3p/PxcjUYjBRV4Pz1Lea4A3yfJ6empDg4OCppRrVZLJhETO0Zj5CQwn0Hb4CEntj9y4+TZIYLj6upK+/v72t7e1vb2th4/fqzj4+N0b9TCIjA5F+yLL6ep+r08b5pGwvfxh88dRBA8EfgiUPDZNCviNoHjC9EBhO9whHqOctfK4yLIvZt6xuviPgeucf7UAcy/k66zHKIh1mq1QvK82H7vw9xcy2nWuX7nfREc/d5oPeXovFzJzQvGxPvIC/3rSsebvSdndVJcgEXByftRjPyQEAQAP4xxbl8A4B4VDtoQaUHGnOfxbhKlgSnw9gsLC2q1Wjo9PU1+u2nl6upKg8FAOzs7ev311zUePwkKODo60mAwSHPMx/tZynMH+G5qTyZPDqsgiRE7JrnWFzqacE5q8pkDOSGSHv7lPDnXcL4lJ2yRKzvSMV4i3wp1Ejk711AQAL7Ao6YY28Tzc6BAAez9oHQmf9TipoG61ze3RyKOnQss/87HLGpruSiX2F6ngWL7HZji355Ww7VG9ytE4I10B9ehofF81xK971yATysulL0vHZCiEMzNcbf8cs+nPg7guTlDG70+jMttoO5jMU3AOdj7/Wjvnqacdbq0tFRIbohVjgD3DXWuSPG+HDUYlYNyuZwS67XbbS0sLKT1jb8N0K9WqxoMBm8qZEejkQ4ODvT1r39dvV5PlUpFp6enOjo6SgEbM8APJfJ2dPjV1VUyu6TrXBYA+m2OEJywxNdOJpNEGbnWiTDgQOPz83N1u10dHh6m7fmuOURNyi0GqRjv7sAfAS5q8H6fRxDktD8H1Ag6PNs14AgcOU3QP5v2/Jym6Rq+j008V9jrOE0bnabZuqYY3+V8umt2LLQI+NyDFQaYoFxwvwuECHLeT64dRwvF2+F/u3M8asFxTjt4cq9bP9J1CnBKtH59Dno/x/6ObYxjHgU7v6Ervd2uEFAH1jVhjC4A4M8XFxfT9bSNuHkCLGivY0Cubj5fUPZ4T71eT5YouIAFAHa4byBXKpWKarWaarWaKpVKCjQ5OTnRcDhMfeLW3TS8ypXnCvDpaLJY1mq1lNMCs6tUKqnVaqXT7ilxQ4gXJuvc3Fzi4qvVqsbjccqU52kXrq6udHR0pH6/nyYZFgcLzBe3Aylg4RpGBMio1XkY4jQumgkdr5GKYZpRADl/ngN5f1bU2uLfDjSuEedMdS8RaB184li5PyDWJwqHyAP74nHAdWDxQ8x5FnWMu6xzAi/WxZ/j9J7TCV5nX+jeN1GYMN45wch4enHry/0i08bP2xI/d4GVa6e3J/d5tHq8bVG794Ri1N0tbywzeH32TPgPB4+j6eNsxer3/Qy811OiQ9k0Go10DWlc5ubm1Ol0UpbV3d3dWwF/aWlJq6urunv3rl5++eW0g3tvby9ZC1GZe2EB380yBpkFOBqNVC6XE+8eJ+N4PC7QPblSqVRUr9c1NzenlZUVvf766ylG3iNWTk5OdHBwoG63myZkTqN2sKfe7hxj0UZtjrZGEIhaK0AWc8tQHOhZuDmQ8WgFf4YLhwiwPDfnSJxMrndP+n4ISYW6Oh/s78nRBzEdxbS5EdsVfR5+vXO9i4uLiR6IcwUQwceBnwiQiX0fKY5o6TEGtM/Bz31N/p0LFuoVNX4XPDkLw9vjQpN+8HrSpjj+jEukySiRruSdPkZRCEcaMH6eE9q0nQOD3Knrzl1SXqPtn52dpTbU63XVajWVStc5lWLgAgEbGxsb6nQ6GgwG2t7eLgiDRqOhVquV/o8nVcEI0D9o8dxLHH+v10tzwPfcvLCAD3dHB/oW90qlksIlHz16lCSmF4A314GumS4uLqper6eUuaPRSMPhUIPBQJeXl0ljIGSTRYl55hOcredRK3dzOi7GXDIrnIoItZhxM26/dxCOAsK1NF9A0ex38IiA7t/zXursi3o8HhfC5XLCLTpn/XueF09zmjZ+kU5w8IvCljnlWiGaHW3xrJmAvftnolbu72L8vd4xeilSTv6596+HE7oQd8XCNeYcWCOI+J73RB+DCx9XBvz9EdQj/+9943MmN7f4nuv9B14ekPbzKVhz1M1BnygqaEIOIvfd9zji6/V60tKhfLxfVlZWdO/ePbVaLe3s7OirX/1qwiAOPGf/Tk7YYb3AUOzs7OhrX/uaFhYWdOfOHVWr1RtryAXfs5TnBvCjpiU9ke6DwaAQWtfr9ZLHmxDIaIq69kKJQCUpOYFHo5G63a729vZUq9XU7/c1Go0KA4yW4NvLI1DlzGXeLRW5/Jje2flLd0ihMSBUcs90x1WpVCrQErc5ZaPF4d9F7dDBJxbq4DRA/DuCvnR9WI1r9twTwf3N5o5row6oCHhPneBhfvxmT8ZwOEzWpO+y9f6kXxj7eCara+auxXk/+Lz0671NLjyioHZ6z/spPiMKC7esooMTwS0VLREvt/0ffVcUF/KRVnRryfvBn0U9XLG5vLw+LtQVIPDj8vIy0TxnZ2cp9xVCn889jxU8faPRSNZgv99P6VOOj49vKCRxDMbjcYow3NvbU7PZTIEi1Wo1tQfh5grk05RnAvw/+Sf/pP7Un/pTeuWVVyRJ//Jf/kv9lb/yV/TzP//zkp6kjP3rf/2v64/+0T+qxcVFffGLX9QP//APa3d3Nz3jwYMH+vznP6/f/bt/twaDgb7whS/ok5/85K281tMUn6w+McinIymBIZ1VqVQK+cudIshNTMw6Fu78/HyKAjo+PtbR0VHKfYGGj3lLLK3nuI6TMGeaOxC5aU39c9qb/+bZLlg8M6e3nXeQs4OIkgjiDnhxMfHuaKa7Ns8C8zahlUlFy8DNd9cGnVfN9dk0usLH07+LnDNzyLVBFyRuZQ0GAx0fH2swGOji4iL5ejylh/eL1z/Sbd7GaPZ7dsScxpuzkHKgG2ks75f4nfcJhWc79ePj5hZCtBJylpXPf6/PNAqHOeXj4H3jbfC5xhrmnZ4QjmfEfEis48FgoMFgoE6no6WlpRQ+ORgM9PjxYx0dHWlzczNZEp1OR81mM1n1sAs5nPN6SEobwkqlkur1ujY2NhKTsLe3l+rn6/BpyzMB/htvvKE//+f/vH79139dpVJJf/yP/3H9L//L/6Lf8lt+i77yla/oJ37iJ/S93/u9+v7v/351u1391E/9lH7u535Ov+N3/I7UqX//7/99bW9v67f/9t+uO3fu6Kd/+qd1cXGhH/uxH3uWqmSLgxmABcVxcnKSAIzDqNHyHUh9gXpxrcE31khPLAmAv1QqpQE7PT1N2jHS2FM081wHf6moffsi8Dq4k9DBc1p4YtQemVB8x+cxARWad9S6fHHfRg3E+3LmaBQY3gcRsFmI/B8Bchp3HIWAtyMCDX2FU1BSEvRRyz47O1O/31e/3y+APZtkJpPrEOE41i48okbu9YuWlgNlFFDeT7l+j33pwOsCgM9ivXP1Y27y28fU/VK5d04TyN6GSBV5e9w57c+7TbAwt6F4pGt66uLiopDZtlK5zn76+PFj7e3taXFxUZPJkwi94+Njjcdjvf7667p//75WV1d1cXGRjjo8PT0t0ITTrM2o2DEvoKnL5bKWl5fVarUSbZ1TTN+sPBPg/6//6/9a+P8v/IW/oD/1p/6U/p1/59/RG2+8oT/xJ/6EfuAHfkD/6B/9I0nSD/3QD+lXf/VX9d3f/d368pe/rN/7e3+vPvaxj+n3/J7fo93dXf3Kr/yK/uJf/Iv6a3/tr+lTn/pUIYztrRQ61blYByFADjPITzNC6/KJ4p3p/D4hX9VqVaVSKQE+QgWKwbV5JlasrzsbI1cbHWFR2/ZsjT6pndKJC5lCWKkvCulakDjoUxxwmWwxPJF2Ra02p/HzzDhxffLn6IZo0UAvREHnAsn5Zm8Lf8fvnDbDvAfQPTQUqoxDLzxNsltV0/oy+khiWwH7uMOZ4vN8ms8lB9ReD//tQiMK5whKEbCjwI5KSKQHo38i0k7TrJ4cmLu1w/+MjQdUxDbho2GcYQCq1arW19fVarV0dXWlvb09feMb39De3l7BwTocDnVxcZGsu5OTkzT+RPoQ+smu7GljEIXZ+fm5jo+Pk1Z/enoqSYV+zCl3t5W3zOGXy2V9//d/v+r1ul599VV953d+pxYWFvSlL30pXfNrv/Zr+sY3vqGPf/zj+vKXv6yPf/zj+hf/4l8UKJ4vfvGL+ht/42/o27/92/XLv/zL2XdhVlOazWb2Ogd2Uh7gaCmVrtMonJ2dJf7Nt1ZLN+OPKQ4YbKzCzCefymAw0Pz8fNLo3JPvC87f5TRP5Cql6wG9urq6kVPHNSj/3J8frQbpmodlokfOkz5zQRRBiefzvFLpmvufpl35+/3veG38LgJ21ArjQnHqibY6zeAmf25c6BP/cRrMBayktLDdf8SRmu5LiRp0uVwu0HuxD/yz2G6vc1QM3A/lAjfSldFKoN3+v/tOIohHoe5j65ZJDpQcyKkf6yU+x98bqRq3cqNwdx9WzK/D88AAtPq5uTnVajWtrKykpGWcUxH7G/8O7+TsDb4Hd05PT9XtdtXr9aZS13HuU9jDc3V1lSL/3NqMa+vNyjMD/m/6Tb9Jr776ato19of+0B/Sv/pX/0rf8R3fobOzs5R7nrKzs5MSAG1tbWlnZ+fG93w3rXzyk5/Upz71qaeuI0CKWUSZTCYpogaglW6GNd22sKTrOFw/xNwPQGASEavPYoy7a3MWSVxsUjFnjqT0XtrK9y75ud/BJAot2hKBMnLCOceh/8/fOU01F2kSqZ6obUdQygkBHxcv8d3+ThZg9GHE98e6A8oOes4dA4jupPe/IyUSBaFrnDlN3K/zNuf64TYAz1EisbgPKNYp9pn3bRyLqKF7/SKv7u3x8Y/f55QW9tgwBjGiiN8u3KLgK5WeZLskzxb7eEajkfb393VwcKCjo6PsTlefJ+AOSqPTrY43ueJtQ+ki+SPafb/f1+npacGae9cB/9d+7df0Hd/xHWq32/ojf+SP6Atf+IJ+5+/8nc/6mGcqn/70p/WZz3wm/d9sNvXw4cMb10Vt0bUAtB5JKc/FNE5t2mcOIGgFPNediHxP2CZA6+GXUZuLvgPeF81iPvesnS4sIuD68xw0aIubp74IXCuG/qHtDnQ824UVbYvWRaxfBO/cAvXFHh2TOQCM4OI+D687bZ9mLXA/woF3u1bpibJckMaEd65tRm01Amhu/kWgypUocOPzcoJ0Wr8zdrwvRzf5eEetNQoA/z/6QRykc4qQr5WoJESaxv1Pcb5I1/4pfDPgQjyS8OLiQv1+X91uVwcHBzo8PEwh1u7X8XrmlDcsHHj4GII7bbwRZORjQlkkqjD237OUZwb8i4sL/et//a8lSf/8n/9zfdd3fZf+0//0P9XP/MzPaHFxUe12u6Dlb25uant7W5K0vb2t3/bbflvheZubm+m7acUbe1th4F0D99NjSqVSymKZi333kjOx/FrnVd1P4BPRKRFfdLlFHikcf1dcCPwdtXzan6OEfPE5YMbQ0QiorvHRbo/5pi6+MKP25+/m/Q58AKn3ewSwWL845vQX10UHaGw/dIovUH8HfedCnPuJTpFUEB4+N6Jwcy3Qr3ULyduTUwToq5xmnPOVRDonjpXPPR+raGV4/7h2HOd91J79Hrc8aYu3N87V3Jz2OcR7HEBZb77Wcn3Ctfzgo6GdZNkl2s6xx6N8AFzeEXNOueJJWhee7XM9FvejDYdDTSaTlFbBlb7b9p1MK287Dr9cfpI86Jd+6Zd0fn6uT3ziE/q5n/s5SdK3fuu36uWXX9arr74qSXr11Vf1Yz/2Y1pfX9fe3p4k6Xu+53vU7Xb1la985e1W5QaY+iT03XZoxu4opTBADq5SMSVr1FR8cvI81/g9zhehw3We0Ctq23GBR8BzLdEXDs9zK0FSIRcN93vd6auoUcZ+jGAaAcX9INM00whwbqbmNEu/dtq4e1vRxFxgOMjSDszsnNbl/e4ccRRqLgxuo2VcuMR+yL3b35G7Nr7XNWDG1P0+tNOfHym6qEn7XIzz0DXwKMzj83wMcpaN9/dtVBvtRTv3OrpgjkoA9fO+YJMk4dMAuK8L3scOa6z5Uuk6JJRnesI2DkBy0Gf9+ThPK7SHXbm+Z8N9kLc9I1eeCfD/6l/9q/oH/+Af6LXXXlOz2dQP/MAP6Hf9rt+l3/f7fp96vZ7+9t/+2/rMZz6jw8ND9Xo9ffazn9Uv/uIv6stf/rIk6Rd+4Rf0la98RX/37/5d/eiP/qi2trb04z/+4/rc5z73VBr80xTvgDi5pOvQTQ/H9OLarRe0PQ+rjKarg45vAvPTtHwSI8l5Nn3ggMrCYnCZYDlNzye1L05+54569Ogh16a8H6KG5Ysq9hl9A4BznQsVQCgHjg5EOQ39NrCMgsN38LofxOvIc6KmHQHOrUboANfuoyLgWTEZP/oP095Byt/P+EVAzrU9arDxe++TCJ45qoa25ywkp9gk3VBkohLgY5YTNLGv/d44v71+Pt+jIOB50fcS+0y6pnjcR+U72X3swI3J5NqydmUG2qbZbKrZbKZncQ3PdZ/itEL95+fn1Wg0VCqV0rsJBngrYC89I+BvbGzop3/6p3Xnzh11u139P//P/6Pf9/t+X4rM+bN/9s9qPB7rZ3/2Zwsbr7wh3/d936fPf/7zevXVVzUcDvWFL3xBf+kv/aVnrniuuFSXlAANfo6jCfkfc4lreUauM5GyHmpJm7gf3p4JQBifS3aEAQubwYwT1zVdhEEuosOjMqiHL7SovfniYfJGAeLX+9+u+cW+oS9ciLqW6p9FXj1eG0EsAoI/K9cXUaukbm4JRED3foqCMvL2ThFCNwLc0Ii1Wi09j36pVK5zprgDL1oQ/nlUQHIab+yHHJDHzT25+6NlMW3u5J4hFdMxx2e7pp2bt96+qMjE34BwbszfTDEA3L1vokXriiJaNUpZVG58LjebTa2urqbjVBES4/G4oAC+WYmWBXPP57nvnXmW8kyA/x//x//xrd+fnZ3pR37kR/QjP/IjU6957bXX9L3f+73P8tpnKm7GETZVr9fVarW0sLCgTqeTNsZsb2+nzVdvJi3Z6QanFznAyWSiRqOh9fX1xL2R2oEIALZesyHHtZBSqZScgD7xEBA+2aVietQ4SX3xUxxoo9aEEzjG1LuGGU1vL3GB+mc+QSOwQP3kTHe/JqcZepunaXz+fTTVczSY18FBhL72DItOO7ExBoGPU8/9E9BL5Hbhc+odfRuxvRFcvZ+9/pGiiX0af9/2XBfe1DdH8bxZnRxMXav35yIYfczjOyLV5OAd96JExcWtrRiw4FYxaUj83TzT57LvxiUJ2927d/XgwQOVy2Xt7++niMCzs7MUxh19Gbf1vdfdFTOfL9PGb1p5bnLpUCL4MXmq1Wo6X7bVaqler6tcLuvhw4c3Js+0gjmFSeWx1peXl1pcXNTKyorK5bKGw6F6vV5K67C0tFTIwx8tEV/8fB/jiX1xxHh8fAn0Ac/lWT6JvJ+cWvBcMa79uwUQtbjc4ubzqHX6e7neP4/f8TtSbz7GbvXEReDREzkgvY1Pd9AEyKN2z+aaTqeTTO/BYKBer6d+v5+0fm+nj3vUSB2suCbOC++DKFQjj899/llOC4/jlXt+BGbaEudAnAu58fX7oE+YX053OdhPm0fx+9yc8zoxH3zuOC2Vmyf8j9Cv1WrpJDuwpdPpaHV1VcvLy2kP0OnpaSEz5tMCdFSAblO6XnjAd64dDbtcfuJYZmDu3r2rpaUljcfjlOQMesc7OwIN1AoZER3w0fobjYbu3r2rZrOpdrutN954Q+fn50mzZ9PE+P9r702DJM2u8v4ns/bKyqx96e7qbs1oNJJmRojQgGRhNgUSyJZsvIEMH1hMENhYYYwdBssYLML8IYCwZCwJcAQEITDBF7awkY224AOg0RABRpaRNQpr1u7aK5eqrL0q3/+H8u/W8556s2d6pmfp7jwRGV2dy7vc997nnPOc5XY6qWgD5QFt44vCJ6Z03rKPFFNR8M4pAek8/+uLzZUCoAj3XzQmHKeI94+T0oHZAcr5db7rn8frR4oAxIG/yAuIC4nfxfvx7wD4WGmARl/faQvdhYUFzc7O6uTkRNeuXdP6+roajYYkpSZajF3MCnJwj5a531OR9xQ9qBjEdJBw+oRjxPhAPIePR5H3g+cZreHoZcTP4/PjOzHzJHp00WhhHkWrmd9hCPm5ixRr9CJdAXA90CvMA7x08uVHR0d1dHSktbU1bW5uamlpKbUzjnUC8Vrj/PPurKRlxvkc58lzlTsO8KW8ywoVwwJkM+BSqaTx8XHVajU1m03t7u6m32HhRnBDmTjox8yQ8fFx3XPPPbp06ZKmp6c1MTGhzc3NBMpHR0dpkxSEtDACeu7aMuHhfOPCpqCDye2BoWjduviilc7nvmPRcH0eV4juuVuYTOyisXO6qchiKfIK/JhFoBHBMS6GbsDFGMT5EudRTK1F4GebzWai68rlcnoWXCcKvugZFC3gIoqraJzic4yem//rYxmfcQRVQMlBNX7G7zwtOT5fH6dIu/lYuzVf5HFF48UVmdfY+ByLrzgmPjfd0/NjOhC7l+fPkpjO6OioOp3Tfjr7+/taXV3V9evX0/aEThc9Ww5+uXy6HzIbqgwNDeXYh6K1czNyxwE+A+IFD757TbQyY49r6Tx/ifDQPDWq0+kk1963U6O9g+9U7+4rXohb6A7WLC7e883SuZZSqZSsBwf22CrCJ65bQ0UWdATEqAj4jn/PAZlr8+/6/12ZHR4enrNCffwpdHFPxPPZiywdju1jFIEjXp9fo/O6vE/rDO7TLbZWq6Usy7S9va2RkZG0yxEWX3w2DpwRDLsBeTevKSrZaM37SzoLkntxEvP3RuPj4xpB1H/rCsXvrYiSiIDM9/w48Z7986Jr9qybooysqORccfhc8BeWvWd8sS7ZVW9wcDAVa+3u7mpraytV2/t6LrLwo8BGQAFT81H03OOceS5yxwI+A0Ojs4mJCc3MzGhyclLDw8NpU+CozSO4ufAZnTBJoxwbG9Pk5KSq1aoODw/1+OOP64knntDjjz+utbU1lctljY+Pq1KppGMBeFBKcVF6L3UecPQoWEB4DD7ZI/j6YvPF5xPQx86teT8OY+B9SaR8SqpfG+KLlWt0ryRmMrGA+U4EjFhkEz/z7Il4XL9nrssBwq1XLNj9/f20aKFpyLppt9vqdDopeMv4+Hj5dUWwj3MuZi/dSBHwHf6N4x6VM8fw47qB4+fimlEofky8XcDPFbMDeaRdfJwjkPs9uEJwI84zpry2gPkQ94FwQ8PHwwE9GgzuwRCE93iLKwGuvb//dBe8mZkZTU9PJyufuePHjxJpHccu2mzT5yc+57se8KPLKuW52JGREdVqtcSTefYI3y3i1aTzlA5pl7VaTRMTExoYGFCz2dQTTzyhL33pS1pdXdX+/r6q1WoqxpDOGrSRLYTHQJDHwZ9/ARAAhXtyS76I57tRnrTfF2PnkylakA6kvpilswrECDpxwUn53vMx5hB/6+l3PCuOFz0n3PNo+TvgRpojWqQ+V7h/BxA2N+G83j8dxQ3N5mMRAd09M6cU/DlFwyNSakXK1b/vz4/7L7KW/dnHtdPNu7vRM/Qgv4OqKzu/jjhv49rjM48LREPD6RK/71jp7seLY+zj6wYR+0M4j8/zw0ut1Wq6cOGCqtWqdnZ2Utp3q9XK7WfNHIvPNcYtAHxiRow3VOJLkod/Owha3hcQaZKbm5u5yUC/CrpeSjfWmFjkvCSl7c/Y3Jye2RsbG9rb20s8X6fTSf04+B0eB82RWq2W6vV62kjFszycDuLltBALgtQvD8BG8IpWo1u+Dv6RInBQLFKqRQVfcUyjFRs5Wpci6zcqowgQXrTE8Rywo+XpguXonRW5Dr82Mi9og+tKD7Dn2fEZz4cdkxyonPZzsIl0R5EFzTm6zV8/lgOlA7f/zo2IeN9RWXZT1pFS8jTIaMk62Mc+OB5LQ5Eyjj6u0WP063JLPxpKvhZYO+45gCWlUilZ2V6tzzkB5mq1qlqtltYjn/s8K6KK3VhjPwXiAo1GQ9vb21pfX88pj2jYPVe54wBfUo7WYBICoLzYwxKO3/ujdBtEsn6q1Wpy7cvlcq6jHd8hzdE5PsCASee72kxNTenChQtqt9upO1+z2cxx93CCfX19qQc3PTYcQLMsn73jtJAH2aIFKuULj3g/WkAxb9rB3Rexg0s8lpQHp0gpuNXqVmC0gIrc93hsFn8EcFeILFpvqhXdfV9gAAYeiINcBEwfB8DCaZGiBAC/Dz+eBzm5tyIqLVqz7un5vXA/rlDieX1uxHuMoO9jGzOSkMiZ+zXE8XNxJekenVfL+ni7kRLvlWtifcQ2y+7NsuZ8brgydMW+v7+ver2ejL7t7e10zzcyKnlvZGRE4+PjGhkZ0f7+vra2trS2tqbl5WW12+3c9buB9lzljgV8KBe3CNDKpGAeHx8nzc1u8lL3ghRya8moYbMLdsbhfPC9TArfeIX3Cexsb29rfHxcs7OzmpiYSDnd09PTaVu0nZ2d3ERGCTBRKfQpAlvPs+c7DqAIEz/ev1vs0bKL3ymayM9meRZ5Gt1cbL8PPpfy7aP9Wv2a3bNzEECJYt25N8T4RkuUZ+FK1K/RxzLOI/8d9+AeW+S/fUyi9xVpqTgujE0cEx9vzwTr9jyLrP44Fv58Iq3mcyh6qa4s3SPvNhc4HqDv34vj4EoweiLeB8fjA27I8J7vdeDAzfxwo5H1v7OzkwxA9wK7ATTH9JRM3zuXDXiKPK6bkTsS8DudTo4TJ70Jzt7dolKplLYrZOIxCWL/asAbqibLsnMuoJQPorlF7xyjpNSCdW1tTSsrK5qcnNTMzIxqtZoGBgbSdmaVSkV7e3tpVy02W/GNVrg+3MgYsMLaKbJcfYEW8aQucYEVfYfj+GJ3AIjKgvcjv1nknhdZNZHbL7pm/wxLm3+9ziAqxghQCMANpxtBy8/lzyCOF7ww/3qGiVvIEdDdS3BgjOd2xeESFTjjxBhHsHTQ5HhxLvlv/XeuBLopmHgfvF+k+HwbU84b51i8V47Dc/MeV0XXwdzwvknuRfN/svNGRkbU19eXumyyPokbDg4O5lq5FM1RaCWMj7GxMQ0PD2t7ezvtmeyKtkfpmKAZCYKiORkkrHl36d0dZjJHiwHOHEsEJQBvG8HU3XDAhMINsjwODw8TR7e+vp4qgUdGRtKCIQC0tbWVMoQcIJ3LjF1AfSG7xVsEuvzbzbV3EPeFjTiQ+LnjOfz7SBEf7ADmysPvjwWMhRXBw8cHBekLSzrfAtgDj36f/orZIn7t7hk4Lx0VYfQU6Md+o2aC8fnE8YrPLXpzRb/z3xQp8/gcuxV7cUwHdX7rf/uzjN6Lnzt6dxzn5OQkB/judbml7s/Vn2FMSIjfca8vesT+7EdGRhKgwwDQVrmvr09TU1MaHx9PfPyNLHIo5kqlktb/4eFhzuKP1PRdb+H7JHVXn9xoANi3FSwCwG4WrmfnYNF3qw50EAbYT05OW57yQIeHhyUpcbn1el3NZjO3o1aWnXXJQ4FxbO6TCYBC8skbwYuF082CdYstWpf+PudwRRJ7mkT33o/tzyy+HKz9e27tcQy/F+e0/fqdk8WqZ8MLtxaxspzv9/suumbprBALTt83yAa8nUsvUoQ+NowjsaUiRSadtdf2a43AG/O2I3hGhRX/HxVmpKsiGEZF69fv7/srjkNUGHFu+Fi4oi4yGqLy51+P2WEI4LW5de/jiFKGFfDq6/39/QT2nU4n8fHj4+OpjqMbQJdKpbS14uzsbEoCoU1HlmUaGhrS/v5+bq/eux7wJaWHJZ0txFKplHpV83C2trZStk10bSPQ8B4BtsHBwZy1UWTFMZmJHfCwdnd3tbu7q9HR0VSsBReIggDcI7gx+ZikHhdw6sZBLAZso9scFxNjxoLoZvH64pfyC4f/u4scBUXh418E9g6GRS64g3mUaJX58bj+Itfev+dADM3nbXQZVxYhn42MjKRzo7SdMvQx83nHM2DcYhvmOBeYDzHFE3CKlmz0kKJX4+MT559fB1Z20ZwvuqfoQUelh0TPguuJCQdOkflvogGCJ+1GUPQsHezxAJ2u4/xY23D20TDguphXjP+zWeNQOLVaTX19fSkTsNlsJipoeHg41x65Z+Ernxnh3Do0SK1WS0BbLpfTRgVFQBIBQNI5Dh8wx9r2yeKZF+5uHh8fa3d3V3t7e9ra2tLw8HBy2WKQ0BeFA497D65oHByk83uT3gjUAJpIhaE8ObcDkbvPXFO3sSsCEk9JKwKGCLpRWXWzEF0p8X5sS83f3sE07pXgi5pxjXMMIIqA5ov9Rl5Lt7+jwoz36dWfRe0fitaEj1E8b/ytj6+PW7TWfZ6ieBBfV+4F+/qMz9RfcVzcaCkyJLrNe6zweDyn0nxOe4ou901lrady83u8Quf53Ru9kXXPde/t7anZbKperycjcH9/PzdvYsyk6HneSO44wJd0zuI7PDxUs9lM7vHMzEzKgy+VStre3tby8rIGBgaSVQ0fHwXOHreN3wDuAAhcm2+mDl2A9Qz9wnewMKIC4rzx5WljDjJejh0t1CJw9M997Jj4WHH+O7eGJOUmtdcP+KLjsyIL0xexL9aigKJbN90UhJ8jjk10z33MuE5Azhe1W7GRAvQGeEjRfcf0WcYyAkP0Hp0a5NkUWat+7+5h8ryKlG4Eiwjgfp3RC/M1Fy32+PyYY1xnBPp4/qLri+/7M3AlEsfEPRG/Px9DB3oA158Tadajo6Pp2fi85Tkx5rRmp93KjSgYDC1YAJ8/R0dH2t3dTbtzxXburhyfTe5IwGcBOugfHR2p1WrlqJfJyUnNzc1pd3c3dbnDfYpubDy2F3Ps7+/ndqHxieMTitiBF2ZQdONxBT+X1D2wJuVz4x0oAZEiuseP6wvYAYKMprhI3E1mcUWawa8z8r0sCj9/kcTgWwR7zhc9F+m85eNWHC/3pvxZAvpu1TtgSMXZWBgB7I1aq9XO8edcV1Eap8+3aNFD8UVQ5RWvlXPxXbdSXXlHQI/eXry+omdzI+8BEPR78rkUvZL42yKPxd/3+eu/LVJgUYH7GMf54gHp+DuepRtsvgeCb3Y+PDys8fHxdL5n49zL5dPGadVqVRMTE+rr60vGIVl6sRr/2TyHKHck4Ev5Cjy3LuDuK5VKSoPEyt/Z2dH29rb29va6ak1AAXePycfmKCww+HhfaFwTgA+AEbDl4fpLygNOtAadP5XOB+66WUsOCJxDygNo5FmjlefxgggYbmFGS98naQQ+t7yLFm5UEr4I4dhjQNKB3ousGEvGv8gy5bjxHn08PYjnPXekszYKrhyZF25BxudJKw3mjD9TgvIeA4ngHEE0KmKfVz7PuxkXcf7Ev/ltjINF0I6K2ZV39H5cYRRdf7fn5cZGnHMYNH7MolgA68+VP9dD/6s4Z8iwKpXOdtrzzMBnA3zieGNjY5qamkqJId5e28f5Ziz7dI6b+vZtJGhUrzhlkUlKwDwxMaFqtZoqV1dWVrS0tHRukvok63ROy6lrtVrO9fae+AAjG2FIZ5PCwdJ5QrwE9yx8wUb+Lj7wmLMdJ4NbgnGxsUD8+DHzKFo3DgJOccTn4OmqWNfx+n3hRKXilpcrIR8jHxPPQuK+3ar3dEoA38v2/cW5jo6OcspbUnL9SaOjAAeA9kI+zsvz5Vp9zLEoGQMHCIKA/D9maPFb93ycxnKPL3pHEaSLsoLi97oFyTmuA3604uPzLvIOosKNBkX02vxZFQVooyfl887nN/PBW13A15N4USqdbW1ZLpdzvZN8PfjzoS1LN4B2mpFnzVasHnsaGhpSqVTKNWS7GbljAd8taOc/ed/3mqxUKpqentbU1FQC6yJqBfH0u6j9JaUijHL5rLKXhez54nyfqsFSqXSuijYuRknnQDly4k4H3EhhoKjcWouLw8GPz9z7KFpQDsgO4DEWcKNnF60yvxf+dnqKf/Gk4rNjPL2aFuWfZVkqemIMonWI1QZwlstnbTkqlUpK+x0eHla73c5lZXEPMSDvFqQbFZFK5DveUiCOk8+RaKwU0V5ckytqxtSt0UhzPJsnGS3lOE+LPDz/fXzWfl7uheforQ78GJzTx9G95kglMabcd1TCHK9cLicLnt8T8C+VSjmrn7lB8gZFk/5suK/YAkU6q6bf29vLfe4Kv4hyfja5YwEfC5/J5umZ3qys1WppdHQ0Daxzrt0Eb4Ce1VgAzsvzfrVaTSmcPqGd8nCrP1oz3Eu0lHhfOsvY4O8iVzz+hu9G19CBk+/4NXBdfj4+90Aqx4j0iXsHEYx8TJyu4DzxXNFLcWDmGUb6xwPRnBMQkc5vB8n1U1wjnS029xjcK4lzEE+TMYlg6Hyx/0Y6yxJyw8LbCvCez4XokT6bt1pEiXBtcS4i0Vv07Cw3AuI1dDtmEeC7oeBg7z2PoL78GEVzmnXp4+tGi58/xih83kZrGw/95OQkpVuXy6ft0KvVqrIsU7PZVKvVSlY5x8VaxwOsVCoaHBzU8fGxNjY2dHJyokajkVq5wAJQbe9G6XOVOxbwpfMpYyyUo6Oj1O8CygX3+7lsNOw8nhdgZFmWunJi5cPJSWcpnfC8caK5RY0lUgT8Hnh28Cqy9twDcPrmRlZ2DDTyOwfH6N67VR8tPUCWReYNx24EDv4dL+iKrQdiGqBfo//WxekKH3fmycnJSc6SZFcr3HfmEgHVTqejdrutZrOZ2uk6SDv14uPrIBNjEZKSV+Fj7nMlSpHSiVx0tNLjb/lunJue386/0cos8vSiJ+JeZvy+0zWeNOBpkt7kLCoqV/4x6M/38QK5p2hccCxXxH58ADquU4K4fX19KZuHfPrt7e2EMT63JaX5xX7bUMEAOxQylK97jjcrdzTgR8rDrTdAe2dnR9IZJxoffDeBEortUul3cXBwoNHRUY2NjaWgC0DCg2My+paJReAsKbcA3d30heEWiR/HrSYkWv/RhWb8ouWPxEUbPZDIqfJdPnMAKvqtg4MDvysYp+b4Lh5TdPs9EBzpr/i3Z+3gkmOdkTrnAM51kEUBwD3bgozPypVBVDwYIl7BG59xN++Qf7tZ637vDpoAklMYfu3ujTllEz2IeCx/BhGko8dUROH4fI8eRZzvEdglpfVKkNXHPnpqbgy4l+qeG+sWY8BpUCjd7e3tc2sa+gd6cHx8XJOTk6pUKqkWxr/DvHAq82bljgd8b0uMC+5ARDc7Aq5xYncT5zgddHDNsELcIoTH8wBhp9NJD7Zo5yvpfOm6A6BPVCmfkupBvyIQcIDgGM4rugXGuVm4blUXAQjjC33jCxjAcv6Sa/FiokgF+P1SlOIB2hjE4z28MFeajEORYmGOlEqnwTnK233sHEwcgH0Mo0fl9+nPldRc99SgCZ1z5pgOPP5MI52HuOXsXoJ/zv8dvGMcI8arogfZzXOMXqfTbcwN5nzMqIrvxXiQ31M8P94XdA6ULs/o5OQkWfso07gVavQ6uG7/F/CnoyUpzcwfOt66QOfA1fs6GRoaSuNKuwb3JLutuecidzTgS0pu1sHBQQKC/v7+ZKnhMm1vb6d2xBHMiiax85YsynK5nKicarWq4eHhlAa6vb2dLEMeFr9jUnK+6PLHyeeT3q0SjukuZ7T8iigTXwTuArP4WaQRNOJx/HrdEjk5OcltFcf4FeXkuyWIdANLvx+Uheec+2+l4t2VIijHYC5V0YBrpND4Hgol0ls+Tn4uv09SSTm392jBEHFjxK3NKIAPYxVjFnH8GA8/vlvFEfiLnq9fhwO/nyOOtSsRn9PdQN4tb78nzz4q8lb9/iL15/PfvQiUgNM9jFtRkBvQJoOnVqtpamoqzQcKppDBwcHUUM2TSSKYYyQ2m83cd56L99hN7njAZ1DdBdvf31dfX59arVaqgsuyLLlVlUolbU7dbWBJtSqXy2l3mk6no729Pe3u7iYrjfPu7u4mpeNl/LR8AKQ9EyRad3EBuDXLPQAclJJzjKIJ7/cWgTC66YAMGQmcDwDib1cScYJGReftKDwA55Of8/r1edocGU8xkyNas4yLW4aR8mIcYhC9SNk5VYXlh6UGDePPJvY88vH3TClXPFwr9+sBaq7VgTfSa9Fri6DC8aMnFWMP/hz93t3LdSDk/Xgfcax57r7LmFvvRc8TpeBxGT9unHue4RIpEQCbZ8DLxyQaSax71iteKjI2Nqb5+XnNzs5qZ2cnxe38O3i51PswFlBNURH49TG/eoDfRSJ4IUwO3OnBwUFNTk7qwoULajQa2tnZOdcP3yXLshSE8YDt7u5u8hbIN+f7DsgAPuePFkecmOR8e1qhl8r7onTqggnMJHXQR4osN77HuZ1H5n7894w1brNbufztgU7O4RkYkY6IrrQrCre4pXw8w61D9z4cvPlttGg5twOzn8OfpStgOFzmRLfGWf6M/RyAAGDn1rOPAcfw5+A9m9zbKeK743OLFE+RJxi9vOh9xeMVnScGgcvls97vMd/cDQTmn9+ve0huSPicdyPPKb943cw7Vy5FAWE+8y67jBvXQ68d+tgT0yGux3GOj49T40bWgNdyDA0N6ejoKKV2Ur1dRNXerNzxgI9W5IWrDPVC90oank1MTGhubk7NZvOG/atZaK4UmAjtdlutVkvDw8M5nhLtDYfvqXrRCmMS0tPDN0+OaYXRRZbyE5HjExiOBT3RUop5wZ4C54srnjNamu7S4/IibrkxJs7DO7A4mBUBjF+n9zB3rjW+EKdH+vr6ciDhCtTvRTr1LEjLLZdPm/CxIHlWeFk+Jn5/Dn4+Bxhf5gYA7t6TzzkvwiqyuP1ZF1GFPpZxvvv7TmU4gLpy9/O48ozzHIAEJOk+6UYHfDb57CcnJ6m1gBsk8Xp5ng6QfN/Tid1jYP7wTP26/Rk6Nex9dTBmXMlj/Dngc128VyqVNDY2prm5OU1PT2tsbCy33abHFJyl8PG+GbnjAR9gpTLOUwKzLEuBFu92NzExocnJybQNYTchJxawks663rXb7aSxmdwOJq4EJJ0D0r6+vtSVL6ahORAWcabSGc3A97lvzuGWIKDbzbp2r8MBtijWEK0jP2dUQtGq93vz8XQF5FZ9pH7wQmIpOhLBgevyz6OiiBYyMjg4mDab5n0sfLf4nGZxTw5ww1NxUHblynN0Y4Ax8TYSkQeO/Hp8Zv6bODaR4oq0jz8LwM1/48/ez9Mtc8qVQxzncrmcgu7cn2/6Hj3c+ByLnrnPbRQK4OoBfvc2/LwkZoyNjalUKiWPvlQqpXsDB0ivjPOM9VepVHT58mUtLi5qampKpVJJW1tbajQayQtwzwUc6wF+F3HN6GlUuFNY0fSjHhsbU6fT0ebmptbW1rS9vV3ookLJsJXZ2NjYuR2qdnd3cxMby4MFARXAMZmIkdf0QKS7rEUWnQNm5IFdKTh/7grAF4pb5x5HcNpEyiserj9SJBE0kEgB+O84dwQYFqCPB/cRLfFI0USFwmeudEZHRwsVrF9ff39/2rACWoLn7kHYvr6+FLzHMmXe+Zhi6eKBRgrErxFeOGbK3MgbjYaBj6P/Lip+n+9FoMq8c6sTwwBxGtGfbZHREL0Hsl+cMuE6AEO/F1ew0EE8b0+ycKNLUjIW/F7cU+QaR0dHNT4+rqmpKQ0NDanVaqleryeWAKoVYxLAj8+DMRwbG0vbmpbLZTUaDW1ubqZj+s52GK9FtOxzlTse8KW8lciCabfb6SETaFlcXNTAwIAqlYq2t7e1vr6eCqxceGCdTifxdBMTE8lKYNebnZ2dlKI5NDR0rs965HedPnFw9WITLA0yApAITu6ucp8ACymNvgAihSDluX2na1wxObj6IqYNtIMEY+bcfhE1EAuzYvMxpzZilkdfX76/PfcVv+9g5c/ULcpoPXrMh2uvVCqqVqsql8tqNpsp6wpqh/gOnTRdSbM9HobG6Oho8gq8Va7HPNzCd8XP+zzDGKB2q96Vhxsavl5coqXLHCjyGH28+cyVMKDl9EdRuqV75pxvamoqeVX9/f0p1ubXG6tofU4D5tC8GBSMlRtT/M67qkqnbVOYR9C3Gxsb2tzc1OTkZDKG2Oui2Wzq4OAgZ9W7EcJa9vRtv4dosHj84PnIXQH4rhmZ9L4RMlYYC3B6elrz8/Oam5tTq9VSo9HoemxSro6OjlStVpPb7nQPu+QwebMsSyDM5GaSAdqAPN6HWzwANxOWBRvBt7+/P53baQTfatEzLfz8RdY4Y+mg6xyzdAY2jLFTD0VcfBFY+Hmd9+W7LAinTnh2AMLQ0FBaJFw3x+McRfcaM0oiqFI5iWHg90Y9Bc8SY+Lk5ERbW1tp/EdGRlSr1dIORxgF0lk1NkaDg4BbppHGcRBAAQKobhj4MZgvkb6IHq0fl7GLQeJIh0UL2r3cqCjisfk/BpHz1uz5CgiT6eaeM+fHq3WjwtcKc2lvby+tObxfny++tg4ODnLtQki5Jj6GktrZ2dHW1pZarVYuZubj62MGRciaHxwcVL1eT0VbUQE8X7krAF9SKr5g4BxE9vb2VK/XUwfMLMs0MTGh2dlZbW5uqt1ud83YOTw8VKvV0u7ubqqqLZVOCy62t7e1vb2dXHUeMuXXWN9xf12AYnx8PMUAmJh+D9Fyls6onOHh4bSzF9WiLACvTWCzBQcHd/V98btCcWuRc3r+uHQa4yBN1YtGnEbw646L3V116XxwEInnZtF6YA/FwLVxDdGKcguQMXMaA1Dv7z9tZbu5uanj42M1m01tbW2lzWx4jnTTHBsbS8YAlADccafTSRtcAPSMl1M2RfQLUkT9OIhHYI5/F9FHfg4/Rjyfe6ORDkQixRgpSp8DrqTwCmhPMDw8rImJCY2PjyvLslwOPBlpAD/z3K+PY2KUYDSRxebz26/NPV0Kq/r7+7W9vZ3DBrj7ZrOpzc1NNRqNc3FAxnZgYEBTU1O6dOmSLl68qAsXLqTYHYaZZ9cV0W03K3cN4PNQDw4ONDw8nIA5y7K0dyTvsbNNrVZTrVZLaVJF0ul0UlGVdOry0USJ7QsBbax6FgsPFBeXTY9nZmZSPUBfX1/azJjCLc/NxwqSzoCNXv9s4wjwAiYe8JLOA2lMy3Rg8O97GbmkRKeMjIyk80o6txNUHD+3eDinA0K0kACMyNl6UMsVImM/NDSUKlolnXOd3fvzjWo4hnQGIicnpwU1m5ubqRqy3W7r5OQkKR68q3K5nDw9njPVlK1WK+3FgGJ06y+OiXse1JQ4zeSvGLjlGQGAzp0X0T3MNf+9X5tfF14n8yFa8jEG5NlmThX5ePvzRwGyPicmJjQ1NZU8Lm9XErPePG7gSohr8/t1wEe6KZ9SqaRWq5WeGfNqd3dX9Xpdm5ub5/h7l0qlotnZWS0sLGh+fl4TExNJcUVKz6/xhchdA/gsAAbSXSenc8is6XQ6mpiYUK1W08jISNoJq0h2dnaS61ar1TQ5OZk4/EajkSbf2NhYWiiADZkC09PT6cFTpQctRPCHAHGpVEo0jVvNQ0NDGh8fTz3+syzT1tZWCgIR6GNRQCMUZXpEAI5coi8iFqe7waQ4Ol3gYNCNMoi0lD+/aL16+h0K1+sA/BilUikV3BVlqkTQcWvaLWW/noODg1T27mANxTQxMaHp6ek0Do1GI9F6PM+idhtuKcd74B69Ujy29nCwdQDl2F4U5gZEtOb9//EZcEyAHm/F6xIAKre8YyKCewRO2bmBwDPi2ZIOCf1KfKTdbiealmtivPDeohJwGijO46J5iReC4bS1taXd3d2k3Pv7+7W7u6uNjQ2tra1pb2/v3DznXLVaTbOzs5qdnU1B293dXW1ubmp9fT1tYO6xsB7gP0dxbtGDQeRTU/jARMqyTDMzM6mDXbPZ7GrlHxwcpO0Rp6enNT4+noKi8Hl7e3saHx9PgTmAm4d+4cIFzczMaHR0NFn0APXm5qaazWYCLCgism8AP6iC4eFhHRwcqNFoaG1tLZfe5QuRBchxnLt0F10636fEgT4uWrwDz+7xBcPxkAgk/v1IN3iWAsDPPWEFdkur826F7pnE83MN3EN8z4/JnICGwcocHR3VzMyMFhYWksd3eHioRqOR7gHQxuPyWA33hILmhXKj66rz1IC402F+rzErpiid0sGdc1LNHCkljucdRWN9C/OTuQYo8ts41v4ssZp5lsfHx9re3tbGxkaK00xMTKR1BrWTZVmi3Lgv31wo0lP+nhsDcU54YoR7UPDvlUpFkrS1taWNjQ3V6/WumDE8PJzW/ezsrMbGxnRwcJC4f7J7nNqL4/985K4CfMAhBh4PDg5SHm2pVErbi01MTGhmZkaTk5NaXV3NPTy3+Dqdjra2tlSv1zU3N5c8A3rus8CHh4dTGp+kdA4UQZZl2tjYUKPRULPZVLPZTFsu+oT1Tc9LpVLyUKrVqvr6+hLVUK/XE8fIBHVeOgIcC5NFHMGB73tAkGvwylIHaQeOCOIRzIuoI/88ZuhwLf4siixjl+gpOMi5ADyMOWPBe9Fa9gweSec2wGg0GunZAn5cr5+T5+TZGpGXdlc/Uhg+XkXWcwS56Mn430UBXx/nCNrEjqDOyuWzgjSPs7hiimDv1Kt01q68v78/ATvG0MjISKI/5+bmdHh4mANZaDyfDzGDh+fMmnJPNHo6TkkRgKdWplqtpt3O4O9brda5ecVxarWaFhcX9apXvUoXL15MFbV4fO61uff5QuWuAXx343xhEVw9ODjINTibm5tTrVbT/Py85ufntby8rN3d3XNuLosEV2x7e1uTk5Oq1WqJ62u326rX64myuXjxYrIGAJHV1VXV6/UE0nB5WB2VSiXxtgQOmWhjY2OpOrDRaKher6vZbObSAOEe3WJwYAW0nZMtAgyncQAhtyDhrgEcxH/j1+Tf8e+6FR1pJgchp7QAyqJgb5EVH7/j88L710hnFZo8E8AE2gDKAK+RYGy73dby8rKWlpa0vr6e2mZ7TyKuH8+rKLWQceP5+9xw7zXGHHyM/D4c0Lj+bimb8Tm4F8HxvU2IFwx6ANq/7zw+HqYHzN0z8PRS1trGxkYa59HRUU1MTCSahVgKcxq6xQsw6U7LeHOvXFtRANq9GS8Y63Q6KV7mdE7skIn09Z02V4TOgX7FK4qpuN2C9s9H7hrA99zlyNXyGa4y7qS75XNzc4kHd/EFQ0bK8fFxsvAGBweTMlheXk4cP5bf9va2Wq1WsuZ9Y2R3qb2dKudwTpQgYqPRUKvVym2Q4CmDkePm2j1tzukQB9gi2gVg8Pz7kZGRBAIOJC4RwCM1VGSl87kHL3lFryW2gvBr9XtxoPe5EIO+/pyls8wgYhWe3goY7O/va3d3V6urq2o0Gikfm+N5yqd7i9GL4RnG7/u1R5COczNa+Q5W8RjxXuOz8rHiO+ST7+/v5ypXBwYGktXqHgveldeIeMW7jxEWuysMAqNk7eBdsM80MYAYvCXtFZrV5w33g0fi68E9Ot8Dg+NKSjEddrgqqmfwteaBfwL4sYrWPc1eWuZNirvKblGUy+VkBbCASb+amprSwsKCFhYWtLS01DUIk2VZ4t/29vaSa1utVtODx9rLskyVSiUF+zxzxkGKyQh4Q7NUq9X03YGBgaSoSAP1fH9PMYxFGw4ALAx31X3hFVFAHL9cLiegJwbCInULJYIU1+DH82NK+TJ9By7n8T04GF3yorxvB08H1yLX2b0XrsO9IcaXMZSUUv6IneBtkQ7sBW+ekugeaNFzigqoG3UWg7b+fgRTfz4+3pHDdiXhwO0AzVw9ODjIZSjBrXPPTq1mWZa+W6vVcunCHqxkTni/HdKpT05ONDo6Kum0zzzcvVvrUr6LJ88Qeoxx9piJ37tb92T5ETfw9UofraK2LG4skBjSarXSXCJGx3i4R94D/OchTEi2CwMocfsIFlHsQE/7qakpzc3NaXJyMuVduzA52u22VldXNTMzk6wbAjLSKUAfHh7q2rVrOW3vjdFiQIjFxe/9uycnJym4w+RgkXhmgys5BwDpfGMxp2VYsEy4CEIsRiyriYmJFIvY2dlJWUVuQTuY+XVEOsJfDjbxOK7Y/N6iZxCBzgN9N4pneHaJKx28LcCrVCrlWlLTehsA4zt4W24l+5h63MDfj8ALH+1j6ffp9++fRcUa6xWiEil65oyZV4RTRIgR43OIdiXQMZyT6ydxQlKqTh4cHMwpda4P8JaUO5d33GTtMM5+v1l21uWUWhUC4MwHxjC2OHGjxlNKWVdu4XczDEul05hbtVrNFd15plTR8+pROjcpDqS4jg7wWBq4czwQcqYrlYpqtVr6nQsP4ejoKPXgoXDKc5N9kwznYeEwHRjdCox590X8qVtrHgBzr8YnTKRSPKjGQsXjkc7SSCMFUi6f5v0TeJZO85BbrVbaaNmt+QhQRXQRx+XczkdHwI8eglvc/N89FhZopG0iQHIuX/iuMABnr0Xg2RJYJDALtcWx/bm6Ei6y5IvmmV+nW6JRMfg4c6zoYUX+370dP45/BmWFoeRemF+rW9IjIyPJwPJzkDBBtSxzmRYTgL4/cwdCnmWpVEpADEhDkfraIbbC72Pn0rg+XOHHyvdOp5Pu/+joKBk57GtcJKVSKWHDzMyM5ubmNDw8rHq9rv39/VTZ3263c3G8aBw8X7lrAN/BxDkxXixcrDTprK8KvDu9PHBPi86xs7Oj9fV1jY+PS8rvn+kZB6VSKdfiwCdI1OhFlIMDVUyfdCvMXcEijhygil0MfZJ7UA0wlc547EqlkpQlPUS8AjF2t3Qw4Jq6WS7cTwTkbi+3XN36jty2u8dcSzwfx3Ml61y9W2F+fCiMnZ2d9Jz9Hrp5KUX3h0Qwjla43wPncJqO+eGeEO/HdQCwePCe62JOA3woPt8MiEBkf39/rtoaq5fnghHidA/zmnHnmr1Y0FuL4DW02+1UrEiadb1eV6vVSjUaPHfWnc9PFAHnxDjwoD3rwT09b8ewu7ubsuuiUYgMDAxocnIyZf+Njo7q5OQkGUn1el3r6+u5mIfPlxcqdw3gu0QLz7k1HiruW7Va1eDgoGZnZzU/P6/JyckUXOl2bHLnya4hDdO53khnRAtDOs9rO1g6aDpguqXmi9td/WhFejdOfo9VRk8arCnOCdfo7jcLu91u5zYCcWqGV+QjHQz9/0g3yiV+5uMWAST+nvfjQvIFHRWt0xnMlfh79zQAxGi9F1na/jyLlEN89v68/dyutLzIzX/nMYmYOeUWMN/xNFKyk/r6+nKeKUkOV65c0ejoaDJ+ms2m2u12ugbuzSk1T6bgut369vFi7vm9UeRIF1OA1Km3LMtye8xy3nL5dBNxPLSiZ+8K1NeXxxV2dnZSll03GRkZ0dTUlKamplSr1VIjw93dXe3s7KTaim6GyguVuxLwO518W4Ojo9ONUbAesMq82+X09HTqd0GOu3T+IXQ6neTWkTKJ5Szluwg6bRGpBQdntzQiDYLFwiRl0TiV4krGJy/ZP26plUqlxLuS14+FWgTSLCKaWJFWJim3ILlHiniipRmpnSKl5jRFt0UQrX13hf1cvnDdQo7FSx7D4JiRJ4/WtoMnzzxm2EQvreiZM2bdFGP0krp5PBwjxkWKDAP46jjuMUvFrX0s/snJyVQ1Cp9ODMPHAaCH0iryXLrFZPy+3fs4OTlRvV7X4eFhKqDs6+tTrVZL819Syoyr1+s5Tx/Q92fgBYoUeklKHnmWZbm+Udvb2ze07svl0+parHviFgD+wcGByuWzfbExMavEswAAZuZJREFUGnwtv1C5KwEfa5XALQEcJuHe3p5WV1eTmzYzM6P+/n7NzMzowoULWl1dTa0UioRCm8nJSU1PT6dAFMqESeVWoHTelXeu10HLgcyrhhG3zmJ1JZOfoJqDPQuEvh59fX0pgE2JN9dGGivXdXR0lCYtvHm3sXdAKwL4+LmDjoO+H7OI9/ZxcgvN54DTLXgj7vF40NjzwR0Yiigdf2ZFwPps4+L36PcfPQIUkks3Jeq/A2idKvGCoqhs4z0DkrQkAeSzLFOz2UyxIGpPAMONjY20Kbd7DVxLVGLxeTLPOp1OOjfGWqdzWgBJkSJWNNW9HGt/f1/j4+Pq6+vTyspKKrrEY4WiYVzJ869UKomCYscq4gZQMltbWzkPwQWlOD09rYmJiRTUJ7PH1xiAD+XrhVgvRO5KwJeKNzcnpYwHjuWCi8gm55OTkxoeHk5uapQsy5KVT6sFQB8g9EXnFp6n+xFU9i3dWLBRGURr3gOJMdvFqSuORayCrdbK5bJarZbW19dTOwCoLsDg4ODgXOom9xYVlI8N9+GfRVByAO322/i5W+pu4frvAUm3oD0zg/GJaZhu2UbLt0iZOJ3kVn+RtxLpGj+vX7d/z38backia7AoOOuxHU8HRiLQ++fEu1gbVMLSEpiUZDJRJiYmzlXZusLCg3KrmmwaH89o6OAtEEfiusimoQiMYw4ODqZ+U+xB8MQTT6jVaqXAMXs5EHMgA2lgYCBXHMaYYiT6Zif+jPibbLbR0VGVy6ftHlqtVlKCFGl66w3acnhbkBciPcD/f5ocix9uDwt4bGws0Tpw8jQnw9Io0ub7+/va3NxM2nx8fDzt2+mWZZFlGoNk0ROQ8lZtzKHnd9EiZREBaAAFi2B2dlYTExMqlUpqNptaXl7W2tqa2u124vQdxKIX4ZRYtNBd4UQrne/wnl9vtN59bKLl78DoitS/z3jy3VhUEym2eB387al6TvdECob749+ocJzWK6KgnOLwbC23tKM17ufyecB9ubfBNbhX6ceLY4cnRGCUGA/gyJgeH5/2vVldXdXAwICq1WqiWubn5xOQUzfiytRTFE9OTtKccjoMqgPQPzw8THsMQL9A3TqNimcyMTGRWqBPTEzo8ccf19raWq7NMunPrFvOm2VntQOjo6NqtVrJOPLCSX/2fX19qV05wey1tTXV63WtrKxoc3MzNWLj2UAduSf9QuWuBXzpLHjrvTRYkJJyQUkCRWxaUavVVK/Xzz1gBCu/0Whoeno6ZQrA5eOmMbkdnJnUAChVtl6IIuX7vDuvXERBRCUgnXkUdHZkj86trS2tra2lhnAsNL9eB0zP5nGrN9ITEYCLgNGBJlr00Svw43qMwjOw/PduKfpn3sHRKRIHVha7jzv3Hj0u58z5vp+Te/PjuCVbNM7x5ePDfbhnIuVbTxcp6m5AH8fWxzg+b4+DuKdATvr29rY6nU7aDnJ+fl6jo6OanJxM56NnPOugVCqd2wEqel1cM/SNx+Sy7Cw4CzCzhr3H/Pj4uC5fvpx49S9/+cu6du1aKpwcHx/P9bmirkRSUl5ZdhqsdaqqSEqls55X5fJZ1hvWe6z49fjCraBykLsa8FnE0BVocUmpJ0ez2Uw9a0ZHRzU9Pa25uTnNzs5qfX0918IgCs2cGo2GpqamdHh4mKwPNDd8umd8QOE4r4xV4EEc3nfOGRCJzc2kvIWM+L2Vy2Xt7e2ljRv29/dzQOITkfN7AM8BBOGaItAAFjEYzHf5m38BErd64/Gi1R+DpNJZ4NDHzzeKh04roliYM36/0AgeC8Eld4/ALXC38Dl29AKKqJqotPy4MVYTxxDx+4k8vysq93hc4XpbZcDWvRQULjnpVJGTvbW/v6/5+fnkUfKcNjc3E53qhZB4w1K+g2u8dvLtAXoMNXbIopNnuVxO8YTJyUnNz8+njrjz8/P68pe/rOXlZe3v72tiYkJzc3OqVCqpuBEjh4py9qBdXl6+YXYOv8FYHB8fT/w984cCLM8i9KD2rZC7GvBZoO4qw4Hu7e0lQD88PNSFCxdSxe3R0VHqWcNEKLJYO51OygiYmZlJO/awDyobMjN5CQj5ovdj4R1wjVhbcUEWcdCe5gbIEnQjdZSCoWazqd3d3XQOt5w9NdOtRxZl9D7i9yL14HSVX7d/N1rd8RyRSnGvx61u54F9rLg+v2a+5yDoPLf3gaeoiPlAv5a9vb1U+ck1RS8OAHfPw70Pf4ZcFx0zXanw3SJFFZVWPHb0GKLijArVvb04r2gARm49XjLZOaurq6nNB40EeVYrKytpj1o4eAqaSLBwDyMqJSxnFMvw8HBSNFtbWzk+/+TkRNevX9f169f1qle9SouLi8nan5yc1Oc//3k99dRTWl1dTQHW4+PjFIfzAPXq6qrW19e7tkKWTj0CjEX2vKCpIuPuxhtj7JTUrZC7GvAl5QDfLScsmO3t7RSshLObmZnR1atXU5OkpaWlG2bsEL3f3t5O+cPValXj4+Op7QIPn7gAAAPQ8uA9mOXWt3PRcZFHy4z3CbrBd3ovIEmJZsALgqt2JSMpTXQHm8j7SnlqxmMI0dqNx5J0zsqJdIcDPgDt5+I3HsvAq0Mi5+0ZLNEixjMAQFwxMq/izluxFgLg4bxO43WjCaOF75859x/HkeuPx3N+uxt1BAD5cf1eAHMyt3Z2dlIhlqTUewZAbjQa6Xh0jGQsl5aWUrdY1gqWuadz+vOKyhuF6sHPdrud6FEU1MnJiVZWVrS2tqa1tTXdc889KT7X6XT05S9/Wevr66pUKrpw4YIuX76cEjYw5sg8upF1PzAwkJowTk9Pq1qtpgAwNQGsLS/QZO3fKute6gF+mhD02MGKheaBZ6MxGZNmZmZGi4uLajQaySouEjIXtra21G63U6CLlEh2uu90OlpfX08pkN6e2B+89yhh0cFR+uKDEvKAqlvo3s+jXC7n0spYrPzGXctIrTigFQFNEc9cFIzl91EcFN2KjQFvp07cg3Gwdn470hVFsQE+43dOZQHyvI9FjxXotRdRGRXRXu4B8JtojHhbXykfLOc3/hz8WXDN0RPwa3KPxq8ZRRlpJj8Xawaax+k/Wnk7NcjuXzs7O7pw4YKq1aruvfdejY6OamlpSZubmymYizLAs3Gag2s6Pj5Oa4Y5Ct3kCtb7UUEF1et1ra6u6vr167rnnntSTGt2dlaNRkPr6+vqdDoaHx9PMQjwYH19Pe1sVeTll0olVSoVzc/Pa25uTtVqVcfHx9rY2NDS0lLqwMu+Aa703YC4VXLXAz4PnQ5/MVWTABSuIfQHKVaTk5OamJhIObTS+YAkvHi73dbk5GRyy7H4aebGOVnUcHoc06kZrwimv/rJyUmiYljcUWmUSqWUNz02Nqa+vr7UdZD9OaWz9D0se+kMmN3qiDRNEaBw/c7/x8/5DYoqjmEEI1dobnnH40frPB4zeh9+T3EMsRo9I4nxo3kd1+UphZHOckvbrdSoDB30oTRQ2Dx/Ygcxk8vvxwHPg7f+TH1MIrXj1+TjiwcalURUvFATntqKQiCWBRjOzc2lec3mQZLOKU/Pk+f/Tj+hXCJt58FQruXo6Cj1r9/b29OVK1c0NzenN7/5zZqZmdETTzyRa8eA999oNLS0tKSNjY2utEt/f78mJyfTxkjQQCgLevefnJyk58uY3GrrXuoBvqSz3ifePKwI8OEm4RFHR0dz1bRObbgcHx+ndgszMzNpIe3t7Wl5eVmlUinFCoaGhnLgz6RmwrtF6nnQXCfn9wXnhUeAPb+hFz9bKDrQFJ3fvQRJ50Dee39wzhjQiwU2fIYl6cFHzoHSiuDp1nKRInF6x8XjCpyfY/o5inh0noNb+L7ZtFvW/Nb/9Xt3SsmD2EU1IoCc01GuzCM9xDn9GRQp2uhhRS8Jrt7fx6L2DLFojfrzYi05/w4tAnVKzcro6KgWFhY0MjKSCqmcFoups37NKHEPJqN8+Q1jSeuQ4eHh1CN/ZWVFg4ODuvfee3Xp0qVER62urqYsH3ayW15e1vXr13N0TjQq2JWLDZUw7nxjGOYVwe69vb3kzd1K/l7qAb6k08nCg4Rq4YUrvbu7q62trdRbZ3BwMLUEprik2w43knKtkxcWFtLEpYcGi5msGbwOLCkWo6cQkuZFYNDB2S0a3iNYPDw8nPKksTIAcX6Dix4zfdxa5P8+jjHwCLgVFSZxLOfb/Ti8FzNwsBA5ni8KD7byXbfyuGYHb/coHCjjtSLuNTFv3CJzi9s9M/8Mied2GsfvASPDC5ccvFzZcLxIr/k5I7Xk9+5jSbpytJwBbBSQ8+a8Ii3EvR8fH59LldzY2Ejriy61XvfB7m3MZaeYuKfoObEm8Gy5Ru7fY18DAwPJsFtbW9PAwIAqlUqi6bwKl7Tla9euJbqnaF309/drfn5eV65c0cWLFzU/P6/h4eFE24I18PbsRe2Wfs/Cf5GE1DHnAT1VE75xe3s7NVXDBZ2fn0/7lXaL1J+cnGhzc1Orq6u6cOGCxsfHc/3myXLxReXABMgwObDsKXzxjA1iEQ4aZAdBQZByur29nQMq6IOYM+7uuoOKA5hPeKwwFhnWpy88Bxnu2630Iivfx8ItyPidCKycw78XA94OgFHBoRAZT2I7BOUJVEr5bpJFwVWn6aIiLLonwB7+O3pKkbqKYyblN0LxMWQcY0zEDQbGkRRi4kX+DJnHHuB3q9zH1r1AXwMA3dbWVto1i7UTFZYfz6m5OJZRIfg884pZaDIU0NraWnrOBwcHSQGUSiVtb29reXk5ZRVxPpcsO227cOnSJd1zzz26cuWKJicn03h6lbB0tv/uyMhIMvRutXUv9QA/iYMdm6K49pVOJx7tf6FHFhYWUnfI3d1draysdM3YYaLMz89rbGwsF2BCsUSeUcrnmbPoAPy+vr5kXXpQMfLMvscqBTGk9rHoPX7g4FFkcXYDC67RA6kx+ykCYBFnjrjVGSmVSO/wHcbU+8X4504fecZRpGJidpNvHO5eULvdThWSlUpFMzMzqZrUP3OwiVQS541Axve8K2ek6dzCdgszejCcw72qCKTdJHpF/C6CMdfmBkin08kpVa4Bw8JpIcYV6tS9VS889PkU55SLrxvn+PHqPfONRIaxsTH19/en5AWKrNhoHOt+dXW1KyiXy6fVvFNTU6kJIVlwKysradtLNix3+o7NWG61dS/1AP+cYD058GNFA4pU9FFAsbi4qP39fTUaDe3s7KjZbBY+LLITVldXU7e8SqWSs4qdPgAc3Pr0snY2Qmdy+IJ315XFgrtILMILjPy+WKDRiovWeHST+cwtV3d34zEcNBwQnaflmRRRFK6EEB87BwIP8jr15AoltoXgeLHDpwfO/f5KpbOAOBtTk1fu55eUq6J0K9zvLWZAFXkyDmZFVFu0/IvGLlrHPm6lUr74z5uQOV3j41ZEFfmccKWLMeH34NeB0vAxK7rHeE9+vdFj9t94KisbHZGYAQ5Ip1X3JyenO5mtrq5qZWWlayomc4acfba5LJVOW5bQn4pED4wSjxV2MxpfqPQA34QJ4BkEcOlMAJ+g8OhZdlqoBa3TrdlRlmVpX1u4/7iAyuVyChQ5H0pKpDelYu/YIks7WuUO+gSFHWD4f7SI/NrjywE6WttcR7Q4Hch5j/GOwMj5IzBz3CLLzu9JynsCTqU4B+wejVuhRamdvlFMBEr+xWVnzGNlbLdr5T1/xfiE31e85gjEcewdGCNt5M/Yz8Nz8DThCLh+vng/jGEMDLsRw/xzDy8++2id+/X52Djgx8KsqCh59ff3p5gBsYWYIiudxuHW19e1vLx8w0Ir6KFyuZyLAZZKpVxQ1qktN8hejGAt0gN8Ewc+FrxvylzEJQ4MDKT83MXFRW1sbKher2ttbS13bF9sa2trqlarmpycTGXfdBvE0ujr60t8Jlbi0NBQKkmfmppKcQcmCS5qTNGTzjKRHOwdoCMV5GPi1rgvypihAXB3c7Md7COfGqtHo/VZBE7xexHw/PuxAArrL1qn3L8DNcrWfxuBh/+zEYcHJN2adS/DPSi36p3O437cG/P7dU8rArcrc/+Og78H2KMU8fy8Hw0CV/BFyirOqSKPzZWQC6DMmPr1uPKJNQnxWN0UQH//2aYpUDek1LKZ+O7ubkrDvH79ulqtVlfKZXBwUHNzc7p48aKmpqZSn31/dvEZgDPQsy+WlJ/9K93lR3/0R5VlmT74wQ+m94aGhvThD384VZ/99m//tubm5nK/u3z5sv7gD/5AOzs7Wl1d1c/93M/lwODllAha8GqeJkc/bHJo6bGzsLCgS5cuaWFhQcPDw7nj+uTY39/XyspKmjhHR0dpQgNETG5JKV4wPT2tS5cupeIPikbYZYeMH4pCvDGTdxX0FD9ffA6EbsH652QTsDAoMsIy4h4iuEhnnRoj8EZ+lXPyfbeQpfOctAOzB4cjEPpziBYeljuWmYOh/ybOCbcomT+eRunnirRWpK/cu4wKMwIFoOseR6RtfBz9moq8Ij+vX5uDkvd4KYrLROteyichxNRQPw7PwWkYf3au3L3Kme96MsPY2JjGxsZye1BwLf6cuSZ+51l33tq5v78/db9dX1/XxsZGV1AulUqanJzUlStX9OpXvzpV52JE+LN1+jimar5Y8rwt/K/6qq/SD/zAD+hzn/tc7v0PfvCDete73qVv+7ZvU6vV0oc//GH97u/+rr72a79W0umgf+xjH9PKyoq+5mu+RhcuXNCv//qv6+joSD/2Yz/2wu7mFokHnnwB0yPbwamvr08zMzMaHBxM1bebm5tqNptaWVk5txUiC6jZbOqpp57S+Ph4St8iY8EBcHh4WMPDwwnsL168qHK5rI2NDa2urmp1dVXb29vpWr1ow7M73Hpi4TkQRoB0usWtWO8+GINwjJXTUD6xnat3C7kbUPMsitx9/260PousSY4Xr5l792ydLMtyytb3LcVa9rRDgIj2t6TuOo1VlG8fxZ9RN0qMe4sZM14L4GNRRPNErwYPLY5ZnLc+rvF7/n2AFbD1seVYUUHzjEiW8OeKUsCDdUOBue3jiiIYHh7OpYi6InGPrlKpaGpqSjMzM6pWq7ngMXRMo9HQ8vKylpaWtLW1de7ZIcPDw7p06ZLuvfde3XfffZqenk5NFOv1esqMg7bBs4XqiZ75rZbnBfiVSkW/+Zu/qe///u/Xv/23/za9X6vV9H3f9336zu/8Tv3RH/2RJOl7v/d79cUvflFvectb9Oijj+qbv/mb9cADD+jtb3+71tbW9LnPfU4//uM/rp/92Z/V+9///hs2IHqppKjohYcSLV8mJLy7g/7u7q42NzdzD5C/j4+Ptba2pieffDJx82ySTvUkvfexGKamplQqlVL/j9XVVbXb7cRxRteYv91acuCJ3HO09KUzi9W5dS+4iTysW5+uMLtZLdGV5xy+KCP14d/zYxRRQEVeASATAZF7RLE58BdlTnEs7hsu2PdHdS+A68Li5rr8Xn1c3KqNXhDxI99zOI6FHz8qZjdYYsVs/F4R710E9j7W3X7nvDj/Z/66dR8VfFQQnAflECky9xioWI/xDpQ0YF+r1RINh3fMblQbGxupZXg3jCqVSqpWq7pw4YKuXr2qV73qVRoeHla9Xk9JHc1mM1nxkc651Y3SiuR5Af5HPvIRfexjH9OnP/3pHOA//PDDGhwc1Kc+9an03mOPPaannnpKb33rW/Xoo4/qrW99qz7/+c/nOO6Pf/zj+uVf/mU9+OCD+su//Mtz54MyQKrV6vO57OckLDSqXj1ViupaAixUp+7t7aWmSNVqNRVXQauwk06U/f19Xb9+PWXeSMpZRbVaTRcuXNBrX/tazczMqK+vT08++WQKHLVarZTWxnWzcKQz3pogM4vbLarI/Ur5aka3jB1IOJeDsy9QAlaAPTy4Aw0LFADzhevWcQQhrjFSGJHqcQvWf8854zFYyF7gJOXB3ikgt0IdyN1giJy8A5ek5EW51RvjIM6VA3IEGanwJnfbwdCfaRxbPAS2GSw6r4OoHzN6CH4evueAX0TXesplkXfJcbo9ZzyvWFSHogfgnbZjLnCukZERTU5OJkOLjBriYnj0m5ubWltb08rKitrt9jkFg9Abi7TcyclJlcvl1GqcFF3WDp6v06wvpnUvPQ/Af8973qM3velN+uqv/upzny0sLKRtu1xWV1e1sLCQvrO6unrucz4rkve97316//vff7OX+rwFrUseLn1tsPyouKPTHRY+LY+npqY0Ozub+tOwE06ULMtSiTa5uuXyaf4uWypeuHBBc3Nz6u/vzzV6Auy9UVRMqcQ1dSCPlnOkSFxhoPjcGnPLluMRZIaPjFWfHpz1IGsEIEDPxX/rFh6LhvvyMXWgdwvaKZhuoOXBRrdcIzA5CCO+gKnSdlqi6H753cnJWRM/+GG3ev3ZeEtrlEzsmx6vPY6LtxFh/kRe3umU+PLxdaonKt34vntyzsW78sSzclB3Q6Io7uPP2NsKx2t1g4oWzMTbAGWeAVi2urqqZ555JnH3kdpCRkZGNDU1pYmJibReDw8PE8VLPYYbleTcYyi8ogB/cXFRv/ALv6B3vOMdt2yPxeciP/MzP6MPfOAD6f/ValXXr19/Uc8J6LvLm2VZol+wCHkxweAOK5VK0vYUV0Qww7qD74/cuMcRBgYGEkW0vb2dSr6ZfEVWqLvyAIanm0nKLTCunYwhzkE1ouepMzFpMcGmLt77pBsXzHmlPJhGvllS7j0H5EhL+HEjjeP3GymvGBwFMFyhRYmKgut0SqLIwo5WrNN7XoEZs7W4DmicsbGx1NKabTl5VhHg/f+MlRcVcm3Ra4nBWQDKn2mMFbjHGCklxsSPKZ3VnrgHGmlDp57iGBfNHachuXZX/pzL25IQ9/IWzO12W2tra7p+/bqWl5dz2zjGeVoqlVKhFRumXLt2Ta1WS9euXUu74/l10WHV33+x5aYA/+GHH9b8/Lz+4i/+4uwA/f36+q//er33ve/Vt3zLt6TUQbfy5+fntbKyIklaWVnRm9/85txx5+fn02dFgrX9UgqTBisEt3l3dzf1sPEJU6/XEw3T19eXNnZg0T799NPa2NgotLj29/e1sbGRrB3oELwGQLXVaqWJCTighIq4UgACq6Kvr+9cK2WCRGz8jPfim1j4ApVOFzrgwObnZA0dHx+nbe3c/S7KopHO90Dh/civs2C9nUB8uYXox3GF5+fhOQBwfh5cbpQ9Y+7WdrwHgBNAcsApotC4N3851RQpiZGRkbTHsiTt7Ozkiuj8eorGB9B0w4LvM0+zLDvnZTAWPEMfU793v3YffzJj3BOFPvJqW7K/2BSd8fHjRCXsijUqgyIPA7D3ecjObq4stre3tbKyoqefflpPPfWUNjc3b5g9MzQ0pNnZWc3PzyfAJ6kCSgdDiv5LOzs7KVX6xQ7WIjcF+J/+9Kf10EMP5d77tV/7NX3xi1/Uz/7sz+qZZ57R4eGhvumbvkm/+7u/K0m6//77dfXqVT3yyCOSpEceeUQ/9mM/lrYIlKR3vOMdarVa+sIXvnAr7umWCa1wKbrC5SNlEu6cfHkW1NzcnKanpzU7O6vJyUlVq9XE0dfr9XOaPMuy1MiMDRqYwH19p/n4U1NTSekA3L7JBG46k53fSueLV5wbRcl4Xx5cT3cxnZ/2PHRXMojTKFiMWXbWQ6bbxHbqifEFbCK4RM7egZVrcECPwB8tbX8mThHFVEm/P79fBzgHmyIvxz2LGNj1alYHfuftBwYGcpSFxxs8RdUl0hClUilx+GRelcvlXIvnIsorPtv47OM53KOIXhig6/EdvExidp626WDvip17gaaiFQqeEr91esxbWtPGAVqSduGrq6taXl5OvflvJHj07C+xv7+fsnKI/7EmUahcw0sRrEVuCvDb7bb+6q/+Kvfezs6ONjc30/u/+qu/qg984AOq1+va2trShz70IX3mM5/Ro48+Kkn6xCc+oS984Qv6jd/4Df3Ij/yIFhYW9FM/9VP6yEc+8pJb8c8m8Ko8qIGBgdzGyL5wPad3bGxMU1NTmp6eTkEh0i8fe+wxra6unrMWDg8P1Wg0chYV4H10dKRWq5UmEgGnaJ26++/HkfJ51W6tViqVtPNWqVRKKWNkKTARIwedZVkOkOMm0tGK9fstAgpfwG4V4h10UxLOK0cLmXPzPbeAHbRvBFoxgFn0XT+Wc8l+3ZFKcrrOWwa4FepgRdk/22JCIxJD4fhkfLjHEO/XPT7SSDkGCQZOWfq1dVNobmkXWf/x8wjY0fNBSfhvfD45bcPaHBsbU61WSztSefthju/cOV0rT05OUmJIqVRKmLa6uqq1tTW12+1zz9uvB8+enaxopVCv11NzNZgCScmok87ajd/Ie7iVcssrbX/4h39YnU5Hv/M7v6OhoSF9/OMf1w/+4A+mzzudjt797nfrl37pl/TII49oZ2dHH/3oR/UTP/ETt/pSbolg2WN9APjsmIPVgFVCkPfo6EiDg4Oanp5O7RfoqEir5ehyHhwcaHNzU5IS4DtwY/l3Op00Ob07oS9whMWABQRf6bnJdOnjGM4pR5DiWpwmwCJ2L8BBzwu/PD3OPQCsf5QrCxB6KyqMGHiN/GwM1BaJ0yz+uwhOkYJyII5xBBQqwBIVYBHQd6N9uKfh4WGNj49rfHxcAwMDKbDIM+T8kXf3MfHrdnrG5wjXNzQ0lGvtzPMEXBkTPw/X7h5WtKr9d4wL18f8ge7gPU8R9mfJ7zgO84rAqSsL6Swgu7m5mdty1Lugcv+NRiNl5WxsbJxLw4zzaXh4OCVaSEo74BHnxHvxpAbGh/XxUskLBvy3ve1tuf8fHBzove99r9773vd2/c3TTz+td73rXS/01C+ZOO8GcPremPC8VN4yuarVqiqVSgLWqakpXb58WZubm8mVRJhEBwcHiev3PGKUCgs2cslFbjaTanBwMFmHBKNo0MQCdIrAaQ+3sN1KBuxjoYynJEpnGSiAPgAl5bcmlM4s5aLgp9cPuNUePYMY5OW47pn4vTiwxt8W/Y7jOdjzGwdSDAWAmd/4mLhSlfJtGwCgoaEhjY2NpTYcnibs4+nK3+sJ/Hn5/eC97u7uJprIY0GIj40rex9XH1NXVm5sAHjRgACsSQzg3EdHp/u9+oYpUZhvPlZkyU1NTSV6RTrtVLu0tJR6XbEHhMc13Lqn/fHu7u4NsaFcLueK7RgLPA7W7MnJaafd7e1ttdvt1E/npeLukV4vnecgABY90L0NAguflEnpVOND6UxNTaVg6OLiYqJlSqWSnnzyyRzoI2wI4WAO4Hk1LorHe3AAxK4s4OiJI2DRk4UkKbfpgpR3QZ0CiIsZoGCMvIDEr9/B3Re7H89zwwGfGPz1HvOAQ7Rg3QqUzndV5LhSvj89FiffdbDkvZgqCOiwcIuyXRhTp2qiMoXG8i0AoQpmZmZSTjfBPs/Swqr3DB/3crAg3Xvgvpk7RY3DfBx5xh40RxgnFJkrG/fUooL1Z0ICgnuFgK0bAC7+fPh9qVRKfLpnIjEfPdmBNUGfLLLlnnrqKT311FMp3hYpHBdoMbxvSWnLUdYYLdVpfeKvl5rG7gH+cxTv0U1xBhkF0BjsysP3AH7c8cPDQ1Wr1QQ2R0dHKdBddL56vZ4CUVgKWA2878FaNuQAQDy1DQvDLTHPhmCDF3r7Rws4LlYUAuCAteIZGNLZgnal5ZQQ1FVMu/PAsAftAFLAp4gj5u8IMpzbheO7soy0mB/Pwd5pDT8WYM34x0ynqAhdAQCEpA1SaT02NpaAnjRf9y4Zc44H9eJeW7TGUdLcO6B6fHyczuHeE0oi3ouPa4yl+PjFZ+PfAbT5vSsJFIADvisVV8gDAwNaX1/X2NhYKoSkqn15eVlra2va3d1N8390dFRZdlYP8/TTT+v69euq1+tJUXYDe87nXgo0GdfFZkNu1eNZ7e/vpzF5qaz8HuA/R8FSYveb3d1dbW9vp4VZRA1IZyBBFgwWmYPQ0tJSyvF1gd7BImfCHx+f7seJOzkxMaFqtZpcVbyGSDOwuJnIuNoOXjRxipkjCP/35lXO03ulKRM5cvAubv078Be1bmBxeLm8UyIO0q5MHBhi7MBByH8bX9JZ/xpvfRt710jKLXqPtXi6I+fhuA5ugC/Bf6zVZrOZ21AlUh0OpvEcfB7HI9JDnh7Jc/Wxc2VdZOX7s8Rj4XdR8Tk/7/OT54ohE2MpnsHFb3kW/f39ajabWltbS4C+u7urxx9/XE8//XTywim4yrJM9XpdzzzzjJ566qm0scmzUTleVcv6k5TG6/DwUNvb22q1WgnsqcrnxTzpUTqvUMEdJKeWhUxmALy+B28bjYZKpdNcX/rtUHfgmQTXrl07F7zpdDra2dnRxsZG6rETLQrpdPLOzMyk6r7t7e3cpuTS2WL3HkEEkKB6WKwsPgTgBVyKeHvfW9UDglHpeLA10j0xwBytfFdAjAH3Ei15zs3LvQOnlCK3ze+i5e5eDUDk8Qq+41Y0L/c0GAfGB9DGumbxs+8Bab2+eY1n4fjYxPvhmcaUP0Dfnx2UHrQO+x5Hr4CaFAAW8bgMx3cv0IOjMQYQ5zzKB17f0zclpToYArNeMEWcan9/X8vLy+p0Oqn4aWtrKxlJBFhbrZaWlpb0zDPPaGlpSevr69re3i4EYcZiYGBACwsLunz5si5evJjWJsqLtbW/v5+Uqbc/xtJ/qa17qQf4Ny3012Dx8kBJywL06ZlxeHiodrutra0tTU5OJmtgbm4uZezg9lHc4ZOACbu8vJx4QY/uHx+fbrA8MTGh6elpjY2NpVaua2trOdfUAdQXCUFgFilgAO8ZuXMoF8bj5OQk3YdnX3D9/BsXO+97TAJOFYXKd+PC4Jo8k8jFf+sgFKkH/64rgngsz2ZCoQMsFD55wBkrz119By7A1PPHJaVUS6x7YkBsS8mG95yD43sGVBEN54pByvcXAoyc1gLAirKuiqz7ItrPrXznwuMcd5qQZ+PeU9Gz8hhATEtmbZKNs7m5qa2tLfX39yd67OTkbPcqNjQhlbwbrw7Yz83N6TWveY0WFxc1PT2dW48e03GPGqVK7r8bEy+l9AD/JoUF4tatZ9JI+eAgC9wDn/TwWFxcTNYA3HnRtmlHR0daW1tLYCtJMzMzKUUP76DT6ejq1aupAAQFtLGxkfhCKCZK8wF9t5YclJwCwALF7a9UKmmDCF4OZHhAzvs6F+9Uge/Ti3JBKbmrHykWL9ApstqLMomi9esA45y1eyAoIxqWEbPhuXEut2ihS7CEHQh5lrRUxjuTTq376enptIHGwcGBtra2VK/X085JeFsEBb37JvPUz8l9egYVY+UemnS2oban0mLo0ArAi5p8vBhXpzbj5zwvfz54OYybexUck7kYazQY9/HxcU1MTGhwcDCNCx0qs+wsSFsul7W9vZ14/eXlZa2urmpjY6OQWkX6+vo0Ozure+65R4uLixofH08KxxUh7S6IuTiVw7aGL5f0AP95CNwngOMUi2fHMMGPjo5S8QYTeGZmRqOjo7p8+XIC+p2dHT355JOFk+74+Fj1ej3RQoODg5qYmFC5XE67YrVaLdXrdV2+fFmzs7MaGRnR3NycsixTo9HI7XbFIpTOWle41+B8qWd8SEpl/uQe0z7W0wRJUXPahd86IKAchoaGctkhgBCAEzdt8WNAM0g6B/qABoFUtyYBK/d2pLNsGq6V36DUUfrQK51OJwXWiWl4thIeAvEbH0PS+bjXUum0J8uFCxc0PT0tSakBHy0ruA+ybDyAy3U7FePUCbSke0R4K958D0qH8XTgjxSWxwyKYlnRG3APEq8k9s93iz1WHnvcwmkeWnyUy+VEn2RZltaopETXsFbq9bo2Nze1sbGhnZ2dQu+O99igfmJiIh0Do8grfEmAoFsuxtBLscHJs0kP8J+neBUuQBW5SxYGKWakZbHgsODuu+++FCyl6ZK7scjBwYFWV1fT4i6XyynX+ODgQNeuXUsBq8XFRc3OzqY8biaoN4Bybh1wcE8ES56ujFigBKGJXdCT31PypDy3iiJwl15Sspw9qO3A4sDgOeYOal5sJOX3OfV2EO6FSfkgr4OTKyPn750uiOmnrgw88F0ulxNFhUflgXyUFRlU4+Pjunz5shYXFzU6Oqp6va5r165pZWUlZX9hsXsapscW/P49A8nFn72kRE0CYB409xgJnxVROoyjGwlF2Uy87x4m1CTHL5VKuRz86CHwrHguzB/3KliHrEFqUEihXl9fT/tKoEyjcJ8DAwOpEybVtIwrMQXO5RlSzttD/b2c0gP8FyDHx8epdNoni1sxnqvPxPMq1ytXrmh6elr33nuv2u22ms1mqtQrkr29Pa2srKRJdfHiRU1MTKTe/YeHh1pZWdHe3p6azWaaoM69Y2W4ex8tMxYbVisBYBq5TU1NJS4Uy8UB361PX5huaQKkKKWRkZEUDyBwHKkaFqCDiBd1+Xm8uElSLijKZygV5385PkHD6LXF4jIHI0+R9M9c0TGuIyMjuSAlYP+qV71K4+Pj2t3dTbssQfV50D6CvXdadWWIlc/5uTbP3/fAbalUSim/Ozs76Z4YQ+7Tn40bPPztGTix57sHsWMqMQoygnw0gvz77iH6tfAs3Uvc3t5OO8atrKyo1Wrd0Oru6+vT+Ph4iqc4jeP1MP39/UnJs96du385qRykB/gvUAD9mHnimS1UAPb1ne2ms7KyonK5nGiX6elpXblyJXXYwypA3EUH9FkMBKMovWeBra+va2dnJ4GLBzI9Y8IDxE45OMARyKpUKqmgbHBwMPX59pxi6axuAZrCA70OQixYKBF+55Z9UeolYAcYeVZQ5PBjKiL37r+TzrKRXJk4qAAosaWBpwdKZ6m4HMs9FYCQGAfXWqlUdPHiRV25ckWTk5M6OjpKgXfoQE/xdG+m2z7Cfs+AjWc7MV6uNBlXN1IAdn8OHufxscNQ8PsnThX3SvBYjs9ND+D6+WLhlQf6K5VK2mnMwdvXA2uvXq8ny35zczOXbRSlXC6nbCnaUvs1u6Jl7rKntHczfSkbpN1IeoB/C4RsDV9waHnSNcfGxpIrSHk1u11J0tTUlC5evKj7779fjUZDx8fHevrpp3M59UiWZWq321peXk6WcrlcTlZIf39/oo64NoKtgA5BUknJ7cTS9MUIGEinYL+wsJCoKJQdvV18cfoYuCLwgCOWEXGJovsssiQ92MjidqrGQcsBWVJOMbjykM4yhpzjZ1NsgsOeaSGdWdxuOQP4HNupH0/fZTyoDGVcsyxL3Rq3trbU6XSSN+DNzKL34dfOvaK4XMFzja4U3DNBEWOtMjaugD1f3o/jqZgoJwKWPkeKgrqxvYPHXNzb9Pd4PpVKRScnJykl2bvKQrXt7u5qfX1dS0tLKQWzqNId6evr09jYmObn5zU9PZ12xXLjA0ULbctzazQaqSYGT/eVID3Av0XipeAsRkk5y3ZsbCwF67Is0/7+vtbW1lJO8cjIiK5cuZKCR1mWaWlpSbu7u+c4WEC/0+mkxU4WSa1WSxYPIIS1BQh6imepVEo0D7RItGLoqjk7O5v6A3mWipRvHSApcf+RVnFgKuqV4gFXp3b895FDRmJapVvfvO+xFueyT05Ocly/p4lKSpXMZMUQuHcLNT4nrq8o7dSDgdPT0xofH1e5XFar1dLa2lpS/AQd4Y1jGwcvcCLFs1QqpWvl3vyZ+nPyMXDAv1FFsXtoeC38zTHhzX0nL1cOHnj3WgRexCQ4NrEeiqYqlUpuD+hms5l68Ozt7aVMtE6nk6NxqLhtt9uFz4t5wxajly5dStQoWWM+1uVyOWUEra+va3NzM2XjeNbRK0F6gH8LBdBnYQB0FMxAu9BCmc9brZYajYb6+vo0OTmpBx54IJef/cwzz6jVahWCPjwvFk+WZZqfn0+7UEW33KtYWRBODTmnz3u05iVATKdBrHss15iVgXWLdSmdWZa+sJ0y6evrSy0qoBk824VjOGg4NRVpNee7nYYBcPmc647KguMD8h6vkJQDJI9PRJ4fWg/lznNhAxk2NWHTbC+cc9rF6STnjnmuo6OjqlarKpfLqQbEuXz3DFypxngGlcwe8PSAJPfp8R4+8yCv56d7bMHnSRHgx1RaFM7w8LDm5uZUrVZzW42SbeNdKlkfOzs7yapfWlpKQdpuIDw0NKS5uTm96lWv0pUrVzQ/P6/BwUHt7u6ey0YjXrW9va1Go5F2fMNQgcZ6pUgP8G+xeP8RFhgLlYU1MTGRrPG+vtM+NxsbGzo5OdH4+LhGR0d15cqV3DaSJycnhRZJlmWpEyD85cHBgWZnZ3OLgoUHz0pGBFY4C9JBBQFcmdh4INwT8QEsOUDe+XLpfBEUQm0COdLNZjPluRdlNrgr7fEHrtWpHLduuRanNhgDgrwRAHmeXA+A7xaup5X6eQCpGNhz69bvG1qNuAjPwQt38MA4r4M9XPbY2JjK5XI6Bt/zQiaUro+HgzrZQx7w5DMHYn+GkQZEWfocimm17iX4e349nU4nBWYpRoMeXV9fTzn01EOgUI+Pj7W1taXV1dW0TSE0WTc+vVKpaHFxUQ8++KBe85rXaHZ2VgMDA+m5M9bEBZrNpk5OTrS1tXVuP1yvj3ilSA/wXwRxTt+BzdPQJiYmUh49/fE3NjY0Pj6u+fl5DQ8Pa35+PrVUPTg40PXr11NWkEun09HW1pauX7+ePIq9vb3UZdF3M4K6Ybs8ACdmw7hlScD25OQkWfJubcNXc+/S+c3EfZHzf8DG3WOuj+pPFoyDQRSOVRQ0B6Sw6J2Ldm/DrwfqgUIgFrcX00hnHUW5N87NWHLdgLLTHvyWQjMvbtrZ2UmWIeDhWR5uDXOveGExr9+9EQdRp6GYQx4bcJrNg7aRwopxgUjN8ayhz2KKqM8JjufXwvMbGhrS5OSkpqenNTIyop2dHT3zzDP6v//3/2pzc1NHR0eJdiQTrdFoJArn+vXrWl9fV6vV6gr2g4ODunLlih566CG94Q1v0OLiovr6+pLHRTwF5UkdBsYAAVqCta8kyx7pAf6LJEwCd2ERt/L6+/sTF358fKzJyUkdHx/r0qVLqtVqunjxYq5twfXr1wtLvzudTkovc+u0VCppamoqATWgAv9MQNItco7HYgYg8UY815tFHTMuPLDG8fiNL3rGwLdnRGECVg6WBAT7+vpyxUJuKTqP7AFk5+ydf/f79nFwxcDfgC/XRTCc3+LKc27PQvIeQfSsce/Cuyhi1XuxHKDoWUcoS3rms5HN3t6eWq1WMhaYd64cGX+u3eMtrig9DgKN0y0QjPKM9JjHDuKx3VNgLLg/lKLvB0Ch1JNPPqmVlRVlWaZqtaqZmZlUF1Kv13X9+vVE4ayvr6vRaBSCfal02uTu8uXLeuihh/Tggw/qypUrKpfL2tzc1BNPPJEaqnm3VCgzDCyoTijJV6L0AP9FEqgVt2JxlQEPdvbx4iQH5NHRUc3OzuasCe+5EwXX0q+BhU0aZbVazVWLbm1tpRYJXCP9WpyKcV7VOyB6ymG04j0g5xZ6zLhxi5X74LgANmNHoI5xoxOhUxFcm2eQeKWr0y7SGZccAQjw5nc+rljbAD4UGc/Rs6FIiyX1FKUFLRZjPl5kJp21kOA6nRLi+LFwzZt0AZze8oHjuKKDuvEAq1NHXqHrYO4AH19uNEC3cG7G2P/P3w72tVpNg4ODKQOHdsP7+/uamJjQ8PBwmtd7e3va2NjQysqKVlZWtLa2po2NjRta9gMDA7pw4YLuv/9+veY1r9GFCxeUZZlWVlZ07do1Xb9+PRVmHR8f5zwyxppeR69ksJd6gP+iC20VHHjInpCUUs3GxsYkKQVFl5aWdHBwkCgewBsl0mg0CicW9A4TkaDVwsKCFhYWVK1WNTo6miZos9lMFhSgBP3jdEpRimPMTompmJ7GF3+L5ex8cnTr/X1AtFw+zYsmo4VcdcbTQcUzJJy+iQVZ0nPbuJxj0+uH49FmgiwOxo9gNrQZL8aLmIcHMx1wJZ0DSAdpFAqAjALxfHdP2UTRujJF+C1tv6nqjbEHPDX3mJyiY0x5hjFm4v+6IeTBX67ZK1hPTk63HmTHKkmpABAvieympaUlrayspD1pW61WVy69r69P8/PzeuCBB/Tggw8mGmdjY0PXrl1LxtXw8HCaE2SmsbZcAcWsuFea9AD/JRACrl6osr+/nzJfSDODG1xfX9fGxoYmJia0uLioS5cu6eLFi2nBDQwM6Etf+pKazWZX0GdSwjvj2hPM9Z14ms2mdnZ2kjKgJ4hb2EXBNT+3W3PdLL3I/3qOuJRv/OUKhBTD4+PjZMnOz89rfHxck5OTGhwcTEVmHhPAYvdsl6iUnI7gnj2gGe+BYyMDAwOpxwoxiP7+/rRncQT8vr6+XPtcj3kQu4Cyi9WmXDt/4xmhFFBUKDnGwDNmAGWnTTy5gJgRG/zEvHr39qJi9mcbYwRF4OfZOb7TmQegK5WKBgcHk8dCFTb1DFjbNENbWVnR9evXE+DfKEAL2DuNMzAwkLpokubpPXK8rgDlSFzHz/NKBHupB/gvieBmw9OzsCniqVarqS8NFhhWWn//aUfFubk5zc/Pp4V6cnKiJ554ImW0cB5AjQXMpAUwW61W2lADy5fU0L29vVxHQefzcbHhnvv6+nI7Y0Vh4cYgnYO4K4luQOy/kfLNslBejBH5zx4/4BzegTEeUzrj36EePG2RmAhg71lLZNrMzMyoWq2m/GsyRsbHxzUzM6OxsbHkffmuYpwHbyS2iPCxinOqr++saRdZKdAMPIOiugTn4P09Cumazaa2t7cTIKO0sKyh/4qCsH4e5hfj65RfUb49z4ymcmNjY8m6Z1wwjJinGDebm5upVYJn4/j89OvEaHj961+vN7zhDbp8+bKGhoaS4tjY2EiBV+7B93xwC98V9ytdeoD/Eoi7sVibZBW4C461X6vVJClZZY1GI1mSU1NTuueee3LcL8Go6DZLee/i8PBQjUYjtU8m/5tCsJOTk1Sh67w01wJFQQEZHLpXqkIjkL3iVrIHdLnOIl7aKQ7pzNJFKJE/Pj7dvOXy5cuq1WqpZJ70OC+QcZCORVwerISjBXCdkoqbeWxvb6dgNkVpvkn10NBQKtwZGRnR5uam1tfXExB5yws8ClcsbuG7de557pEi8aArzxSghfqAGuQzPz7B3mazmQoGyQDCivWaA3/uvBfnjItnKRF899x7wB7e/ujoKO0cRfUsxVdkuLHpONsTEmAtijeUSqeVzZcuXdJDDz2k17/+9bp8+bIGBga0tbWllZWV1IYaYHeKj0A6VM4rMfXyRtID/JdY4GnZV5MF4RYRPdKlU3BbXV1Vu91WrVZLe9rOz8+nPOujo6NEIRRJp9PJVQEDFIAAPKl0vq88C5HsCj5jMxBAxL0Wr6hkceOZcJ/RK4jZPW4Jxta5u7u7ajQaWl5eTuNBbQMdJuv1euJVPVvIx8TFg6CxDfL+/n7ilGu1Wkq9Ozw8TMHj/v5+jY+Pa2hoKPWspz/O9PR0Ag8sQs7jnlZ/f3+qmwAYXTmiqHgGJAYw/tHDgx5iDD0ryPl27h9AI7YDDUX7gkhdoFycx/d57sfmXhzg/TkToGWDIOIhjUYjPctSqZSME7yhzc1NXb9+XU8++aSeeeYZra+vpyB+lL6+PlWrVV2+fFmvfe1r9cADD+jixYsaHh7W9va26vV64vsZJ0lpTnvqbLvdftl72z8f6QH+yyBY+oCqu+IsIECEAg62OfRN0a9cuZLLG3dru+icZAVFbrjT6STApBArZrO4RwG4TExMpJRPrGGyiXDB+W7kiyPoO73gwbui1ElyrDudTrI+vdweGsLzp72AK1JHXAeKDbAnsL2/v58ql8fGxtL94EEQ4CagfOHChRQLYb+AtbU1Pf7449rc3ExpgFBe/nt4c49zRAU8Ojqas57dC4lKgjGj0hdQx+OT8k3jDg4O0v4GZG8NDw+n7p1ehBUVqRswUXlzPUWKnZoQvE4KnZrNZqpe5Vkzz/b29lSv1/X000/rmWee0ZNPPpmjN6OwQcrFixd177336lWvepXm5+c1Ojqq/f19NZtNNZvNpCxQjhR8YTzs7u6mdNfbDeylHuC/bALos/DcasOCwdrDjff0zYmJCY2NjenixYupAdTy8vINW712Op0U2PTqX2ilGLTFqmEPXwqRWFQsCAKncNHew8UXOfcNQEEZOAAAuA723LN0xksD+p6aCHCQpodVWy6X1Wg0cl0LnSPnuN5HB7qKeyAldGRkRPv7++l+SG1dWVlJlvDR0VGqxtzY2ND6+rquX7+ujY0NdTqdFIjMsiz15yHAG1NevUIbusz3D/AKYDJ+3BsAlN26j0rULe+Tk5MEtniUtGvAo2RcIpi78BnK058hHgdgyu5sdJT1DYEc6FHINClbXl7W448/rqWlpa459tKpIp+ZmdHCwoKuXr2qq1evanZ2NlFGnlLJdbpCxQDz9uVFqa23g/QA/2WW2PNdyjcIY5ESXKUHCPw1VuXMzEw6xvb2dtfJD08fM3go7qLzoF+DWzwOEizA2dlZTUxM5DjcTue0YZVbg1K+A6ZXigJKHNOtf5QA44AngadCderg4KDa7bbGxsZSQZlfl3cFdRoF74OCKK7fM0impqZS8Q/VzozF9va2nnzySe3u7qZKV8aq3W6nhlo8M9+X2IGZ+YDC9wpXgIhaCnju4+NjNZvNHJ0mnVn90vmtFRlrMoY8oMocAdxI1yV113PPY3aOH8f7CxVVzRILojqYBnXUmuBZOeBLp/RKo9HQyspKSr+kvUGRDA4OamZmRleuXNHi4qIuX76s+fl5VatVZVmWgtRbW1tJofFsMSzok7O5uZliCcjtBPZSD/BfEdLpdHJWo+eExzxnLMr9/f2UM0/gkj4j165d09raWm5iugAorVZLOzs7yW2emppSrVbT+Ph4yskHEPFE+C00BEEtuj1S9Tk0NKSlpaXUBIz78oUE9QIVA0/svec9E0VSynLy3Z+wyD1zYmdnJwXBK5VKDkQRzxbxgLHTFqQGsnsY7a2xpqF26vV6ipX4VodcT6lUSt4HKY2x6IhdsqDC3MIkUAtY4m3wjPGsvP8NAWCndogTeBowFi1Kj+e6tbWlRqORlEu1Ws0VbkFDeTM4QN0rnl3Zc+6xsTGNj48n2giPF+XtbQsYZ+ILnmv/bDTO7Oysrl69qnvuuUcXL17U7OysRkdHUzLE5uZmihG4h0RNQrvdTuuDxmy3G8i79AD/FSInJycps8BzpQkY+q5GAOfh4aGGh4c1PT2tyclJlctlra2tJeBdWVkp7L3jQrooNAw8ba1WSwsU68uDZdARrVZL7XZbW1tbyXKan59PGT3Ly8uq1+sJsAAjB3xv+rW9vZ0AH9oFTh9aw4u2oCE8AAgFwguQpf4A2iAGjgmCojBOTk5Sy4Lh4eHUT/369etqtVqSzoLt/f39ydOi4hPPyekaSSm+4Zk0KBnAlPvn+8fHx4kCgXYjnbZeryclFCXGTDzbaGBgIFcN7gDt1bqk6+JdAHq0DnGKKI4nx6ONMfEWnrcXjDEmKGIUO+OFcUIVrXfGRDxwTS/7S5cupT2C+/v7E13UaDRyVI7P8Z2dHW1tbaU4EF7x7Qz2Ug/wX1FCWpwD/snJaTdKXGSabbFwq9WqLl26pLm5OY2MjGhhYSHxruPj47p27VrKPHBLz4VgHeloOzs7yVvwzCCAgt+QrUChytzcnObm5tKWixcuXEgWpfcHB2AGB0+3S5yYmND4+Liq1aq2t7cTKHhqpwe0eQ+JaYBkoUAPYCUCzIBlDCg72Pf19alWq6XN4A8ODtLmGfV6PdEnKA4sx8XFRY2MjGhtbS1tLn90dJQsc3+2HpiFr4dyITiJtc37KDSyhFZWVlL9AWPhyi8qNTwiD4yjQN1KPzo6SkFKvE9AG4rG/2Y8/bngMRBTGRsbSx1cUdgYGgT6UUDMbxr+bW1taW1tTWtra1pfX09xhKK5jPJdXFzUPffcoytXrmhmZkYDAwPJYifLxltIYGBRULW1tZWrm7jdwV7qAf4rTgBf6azlrFd2SvkURkmJZwRMx8fHde+996parWp6ejpt+LC5udmV65TO8/vtdluTk5MJkFmwznOzOTs85/LycupqSIEOGUAs3qGhIVWr1bS94+zsbHLvydQgKOnWsNNLLD7np52eAYR8lyXfUxUwxFuCDjo4ONDw8LCmpqZS9eze3l5K/9vc3MwF22mYRfBxdnZWFy9eTH3vKXbr6zttVMf5YpVyVMYoBt8aDyCmnwybblB9yneK8uBj4BtvAbqNsWBsvaKUjLGJiYlcppYH8aOFjnHg3hvGCsYCNQveHRSlgcIhXZKul4x/N/AdGhrSwsKCLl++rHvvvVeLi4up7QUGCoFy6ChPNiCmBeCTnXMngL3UA/xXpEDXeP97LCIWmnTWN2ZtbS2lJbLQsDaxoKEk6GV/Izk+Pk4bObAA9vb20oKv1WqpYIhMB7JmWq2W1tfXk2fADk+AANkunU4nBQK9B02n00m7dtE6AkAn40YqbsvgmUBFljTHwlLmOAAb3tTMzIympqZSOt76+noCG6cAvNnYtWvX0jW12+1kDbPJDEoCZel5656lxPV7hpNb7RQiwXnjaTAWXJfnvjOuR0dHSWlCDTnQ8l2A3Lt1SkrKnmMMDw/nQBqhZgGl4r1+aAVOGiTWM4qYZ0etQ71eT03QGo1GztJ2GgmFevHiRb361a/WlStXdOHChbQZDLSje3woOI/98B2oyjsJ7KUe4L9iBesZl3dvby8V/XjvlJiuh4VMWiLUydTUlBYWFrS8vPysvD7nx7rDimcxQL94tgkWMxkeu7u7KW2TxU8g2FsD0+e/Xq8n4D84OEjb/kk6t/1iLB7yXbUA9wigABlKCrAGNCWl3jyTk5MqlUqpiR3dFnH3CRR6yuP+/r6WlpYknQZfFxcXE5XB2MHRQ9k45eKpkd3ex3KHGuP5MAdijrvz66TfYhAQ+AXsUFZkJhG38SycgYGBlLVTqVRSpbFXtEKPeLEcnHir1UoUFGDPs+N+UTRbW1tpFysPqroAxAMDA5qdndWrX/1qXb16VYuLi6kvPs8XAPfAOGPiweJWq5W8tjuFxnHpAf4rXOhv4n1WyNDA6sO6Y6FQbg7vL50tCrJrigJ80vm8Yqd52IqRbpWAPhYfC90pCnat4nOKkUhPJDfdUz2pP2AbSBQNC/Tk5CQFryPN42DjLZdRCLEitFwupxgFtFKWne6Pura2pnq9rr29vZyigcIApOB/9/b2tLy8LOlUYS4uLub2MfaNraX8LlHcO9dUlN/OPbglz3i4N+DtCyTl4jee2TQ6Onouu4c5gGKgxxOBXLwE3vdCLkCUmAvH3dnZSW0l6F7pNJQH8/Eo6/V68hhjy+Fo2c/Nzem1r32t7r//fl26dCkVU8U2G/HFGFLcSDronQr2Ug/wbwuBY8Z68urEuDMR9AogRdGMb7RxfHysjY2NwkrBbkFdFgmLd2RkJPH6bJgOkHt3xcjJSlKr1cr11YcW6XQ6ifeFx5dOeVkPIu7t7eUaudEewpVOrCT2oC9ZPYwNx5GUqi7JfMFDKpVKKaPI++kQbES84VZfX58uXLiQehbVarVUpelFPp5+6eDtdB6fe9ql01gAolv5GAEAK5QfXhZKcXh4OAeCPLOhoSFNT08nWgSF5SmlzDnmHbUOKHr+dr7ei5aYX3Rurdfrajab55RC0RwdHBzU3Nyc7r33Xl29elWXLl3S9PR08jJpEUHQ2cfFx5N+9q1W61ye/Z0mPcC/jYSqQO8vU0QDYCHCIcN9w6Xisq+vrxf22LmRAHIeVKNK0jf6cOAH/DyDBovKi4qclyef33fkks5oLKp/aa3AubxlgHS+Rw+/iSmuZPTg0jvYcD4v2opjglAI5TEHvIjJyclE8UB7QVdxHJSrpyc6H+/pnNLZLlaIezZ4f0XP1Z8HGUHeQI5UUoyFg4MDLS8vJ1B3rwHg9GA/2T2R8vGAuaQUqyInHqrHPQ5/lszTkZERzc7O6p577tHly5c1OTmZChNR8BgFKCUPOMfAMCma3TzfO0V6gH8bCWljXiDUbrdz4Aol4oVK5EtDo1y8eDEBEH2/bzY4RWANLtnL/bkGVwCeW8+1ezsArFjfh7Ver+eOC4B5lg695x0YPS2Rc/quUHhJ3pbAux8CaCgPePt6vZ6C2TeS4+NjNRoNLS0tJVoF7hsLm5x0Dxg7twxQx26SUFJO5TAO0E4xUOpZThSEUQfhCoRj+zwilXRrayvVacReSYyTx5t8dyzO6z2CKGzCqmdzk6JN6xHAvlarpUycxcVFTU9Ppw2EyM3H62AMoXVQBq6cKKwqUuZ3mvQA/zYTQB6rZXR0NFWnAo6jo6MpiwMKBIvNc/THxsY0OzubmmWRh++BtGdbAHDXLCDfxMJzsIk7sA2fL8CiXHFAhBxsD3RCYQFWsTrV+7TwQvlg/bLw4Zr5m+PEFEGKzJ6ru394eKj19fUEcvv7+0nZcE14HFAq3m6Bc3sFLIocZeuceizO8/bWHAMAdqtbOr+Pr3uKMVWXsfKgpwMsz2B4eDgdn/N7kJTx9GydZ7Ouy+Vyyq+/ePGiFhYWND09nRrbkWlDEzTuzT0Q90Sg127UdPBOkx7g34ZCBg9gRRdE6BGqST1wRkCs1WqlnuMEX2u1miYnJ1NQlkIeLO1nEy908i37CES2Wq1UXQnoe2dK53IBKIK/gJoroZh+6fwzAUcseu8rLykHppJyQBmrdD3zxxutPVfZ29vT+vp6UnIEo7k/6CiugWeIB8T5AVjSKVEUHoSOHUa9iAqP0DObYuGaB04ZU/ZFgPKKPfSZi57+iofhcwJe33eIIjiKgeHX000qlUoq7vNNZTyXn/bTHuhFkbE2SL+EurtbwF7qAf5tK86lHx4eps1UcFcBAGgc8rdZbJubmxobG0v9xymOmZ2dzX2HalHv6Fl0Lf535LQJhPp2f+To0w7YwRQ6xi15QN0tceksbdGBjMWNAvJe5lEx0CuH3jIEOv1cZAWxj+6NaAcEAIUfJoUVS3d3dzd5HG6J+z154ZUHqn1v3NhagvGCYgHwYyUtz8rPybh58BZxmsmzgaInIildM7n0BEMpZvJ2Cc9FUHQzMzOanZ3VzMyMpqen07yGbnKjJ8Y7PPbjOfnPxaC5k6QH+Le5dDqdlPlAUyhfnB6k5f9YQZubmykGQP55tVrV5OSkjo+PdfHixdRPhBeu980sFBYd9FJ/f39SAF6cFStEYyaO0zBebBRpGCxgukH6970qlwwhlCRASj0A4wT/PT4+rtHR0ZRlA2gVKULP/ScLxfvjuBUOlcEzI+5RKpWSNQqFs7+/nwLZAFxMqUTZxFRMB3fEgd4VnPPzKAbuh3tyL8SVhac5+osxe65C4Jt5wjafbG2JJ+TzwGMhnsJKLIb5fDeCvdQD/DtGAOHj42NVKpVE52Dtk5HCZiWUmuOmE/CDc6ftAW4ynRMJsOGOR7CRbtwyNqZ4NpvNxGl7/jz5+vShIWDpDdUAGRa7ZwSRFuoKwjNfPG3x+Pg4jU21Wk0KARoCYICGIS3Wg4BeS8Dv4dbxHjgX10k8xvvL4/FwD9AiBJZJX3TaxK12t8w9KwuAhr7w9FUAMQaCPX0RYyECq+e4E7TlnqBZbuQdFgkxAE/5rdVqunDhgubm5lSpVHIV0szBWLyF8gLsSdOkh87dKD3Av4MEqoDAGEDjQUwWORQD+dxQFdvb2ynoB88/OTmZKjJJKWy329rY2EjZFXgZz9VNl5QDIVoIA5Rw8PDwcP5ebOVBZX7rQUus6SJL1SkOlAXZRHyf7ppY9L41IePplq939vRsIQDZzy2d5fxzbYODg0kJt9vtpLQ8UAyYkZ7rNQ88f/LOY2toPBZJ6TMayXnQteg5cc1kZbkSKsq/x7N6NpCPRVTQfRgdPEdqGfr6+tIcpGe+VxTjrTFODvZQmnejZY/0AP8OEyxCrN/h4eFcvvTJyUkCfd8RCsBg85T9/X0dHBykvjksQj/H1tZW2kB6dXU1Wf6eW34z4grArUUsVbeaPY8+NkJzcSVRpBzIfHGwwDoFiLEm4fJRln5evBJSL7lefi+deQici6378DCgvShuwtJFUWPBxrRNrh/OnvM5iKOwAXwP/ML5+/3iOTCGfkyukb71zJWivjrP5ZmXSqXUfI6d3JiXXIP3d0Kxwdu7IvWUVTdSSD2+m8Fe6gH+HSvkmMeCJoCf7JgYIKW/DFwnixALC76dgCv72s7NzWl9fT31naH3zHOx8qLErB9JOarG9xqNBWheZczLrX3pDGRQfqVSKXWhhLoiUO3W68HBQaJmyKVnDFGwJycnySuJdQPQCMQlxsfHNTw8nCvwoip1e3tb0mlmCim0ALR0psgkpSAl2ToEdMmw4TfQUdy/F5J5PMCtc/dIUMK0kPYtI5+PEKehCpmNd1CY3JuDtysUlJaU3znOCwMBfHbPutulB/h3sGCZkqEyMjKSAAgX2Hl9AApLCPBptVq5/W6xrD0vfmZmJnW/hCulCRWB3pj/3U1i1g/3Ah9LlS3A4HSPX5cHrL3gChBEQQwPD6f9AMjeAAjdYpaU4+0pTPIKYrwElCq/AZCgLbwy2QFXOuuC6tXRnurqKZHePI2xAtg9CM4YeIqi9+LhulFu3v4AqxnKxrtbPh+BsqOSmh75fq8xm8gztQhEMw/5fqfTydFM0Et3evXszUgP8O9w8TRDAqDOiWMlexGT9zYH+BuNRgIagJSsFrh2skumpqY0Pz+feFayIgj0AigO/t2KvIred/B3EIxtCLzzI16BUzHl8mnb3HK5nKic2OPGaQ1iHlBejBHWvmfeEISN100Wy+7ubrouvk/7Bo6NN0M8g2v2IDGUhgeMY3xCUu496SzVFS8GRQroeyWtF6c9HyuZ66Nwiv0VsOh9gx+8HNozUC3LM/PW4NwDis+rpgH6uzU42016gH+XiOftYx2T6hirMJ0i8CAYCx5qhTa5tGMm0MbG1AR7fbN03zoOvv9G1uKzZfzEnP8oTlk5JeRN5zxzCPqlqLbAA8WMJ6DohVlY97Ga1SkY35uAc3oTsizLUkM4AJ/78JRD6SwmgUJ2esaVg1N6EeidyvEUTT/Pc5WopEk1pUX31NRU2tUMOg5Q91bcbM6OR4A3xXh6xbHvzvV8qcS7QXqAf5eJB+iw8Oix70HIWH0JmPKeV/QScMQ6w+KnXwxpdZOTk6kYB8ufDoxYlnGhPpdUz2e7X6xUjuftBtw69srM6H1Ad8XrwMKMxVG+yYoDs1veeFPcM+OMhc818xm5+Z56yTG9uRrgjZXrQO7P3RVCTO98IWCJcvQ9eCcnJzUzM5MqZH1PA1cyGAQYB6SxRq+JcXAlSZ7/3R6YvZH0AP8uFadFdnd3c0FRrF/A1j9zjtUtLPh+bxngVax4FGNjY6rVapqenk7pcrjvLHKyP2K1560QD57ejNzI0j05OUk0gqdoOo3CWDql5JawVwJD0wCApIaSpujUjHsk/lycholVyjeTE38zAuVSqVQ0MTGR+tx4wJ8eO76xDlQa18nfrphjQZgrSAf+ntxYeoB/l0tM2QQovDDHC3ictog0hNMnWHZQPp5eSB0AioX9bqempnL7ihL4vZky/BdznJ5N3IKW8lsXOp/vihRO2mMnfAav78VWUFJO38S4S7zmmKl1q4U2FSMjI5qYmEj7IE9NTSWwZ3MXz4tnc5OY7UNNQgR6N1L8/UjB9aS79AC/J0k8gwMr0FP74gIroigALFrpwtfH7Q2x3qBx4GkBOjwGuinS9vbFsk5fDHFlKhXTU90oqyIF5+1+PSc/UlAvpqDE8GKgsDyOww5itLbAYqe4j+fpVcwEr32e4elg1Xsx1YulvO506QF+TwrF85mPjo5y3Ri9CAqrP/Yxkc7SEXd2dhIl5FYqQUy4fu+ZTrHX1NRUbj9dsn3cyrtdONsigLoZ0CpSIC8F6DmlRx0GypvUUigbbxvBc0JJYTyQTQOge4FarAVwD8aLu3ry/KQH+D3pKh7wZMMM30XLKQsooFjgVdS1ke/yGh0dTdknnlHT19eX+vfXarVc5ST54r4BdaykfKkA8eWSF/PeHKS9y6lvSM/Ld/aSzhdoQXHx3Am4ukXv/Xy6gX0vn/6FSw/we/KcxN1qKk6x+H2jERY0izkqAF/kR0dHqQ/83t5eCmiiCLAgoQ3I9sHCQxnt7u6mnj40x4q8/wvN9rlTJXbO9LYVQ0NDSeH6HgZO5QD23qyPbBmnYMhE8pRY2kHEPH+fH8y328WLe6VLD/B7ctMSC5+8aRncbaxSjVWwklJLA5qD4S34do2ACnnY3hyN45Dy6bso+YbUsQtkT/KC0saCd7qGojJvr0wNAo3LJCXQjh6dpOS9eWWvF7IRsHVr3zte9oqnbp30AL8nz1vccic4B1/vwA7fj3KQzrJ8YqET1mKsnC0CodhIrb+/P+V8syG5V2w6CMUAIQVoXBufUQT1fDNBRkdH0xaTL5d4oFU6KwJDmcLLOyeP4mYMvBeN5/pHb4vnireAx+c599KZAeDVsk7lvJDK3p50lx7g9+SWCZy9pFxwF2HRu6KIhV6SEjgDHKVSKe2XC6/sXgUA5XTS0NBQSgvknB4f8AIyVzquwFBiFItRkcpvijJFIkXyr/7Vv9IHPvCB1AzNC72eTQl43xzpfGVxFOfR+Z330fGWE0UcPFlZ0Dek3cLFe9qkj13RNfv4xuIqr1qOBWhe4duTWy89wO/JiyIxeCoVb4WI1emWd+T/4Xq993kM/sbqViza2GTN6SI/p1v6EYSgnTxQTLAYrhqembRSAO+1r31tTulxbV6g5f39Ea9p8HYOXJ+k3N/cb6S7HJhLpdN9dcfHxzU5OamxsbF0HnL+vRaDMec+vQran6kXlnWr/PUNVpgfTt9ExduTF0d6gN+TF0WohAQ8I6B5d06+59ahlAcVBzaAlewhSbnqVbfknfOHFoKv9r71FAb59UPrcHyA0Rug4QGQMgh9wzViRU9PT+cAGkoF7yQ2WuN8TjN50ze/TgdLFIlnzJD3znOA9qpWqwmMPZXWM6HcIvfYTGzD4G0p3Ivx4KtTaCiWF7MgrCfnpQf4PXlRxUEOcWvUc/ed93WF4G2Du1EGTts4OHlVK/w/zchiT32vNZDOwAsQpXaA83oQ0hWEByHZB/eBBx7IWbNenerbFXKf3nnTg99FnkGWZblul7E/Dp4Nxz44OEgBbe+p49sU+p690QspyrzihXfA+Pkz8rbMvQrZl0d6gN+Tl1zghgF5txDp4AnnfCNQKKIXHFQcmOGysaj39vZyKaBu/XvrgugxeAzAd5vylhPe4Izg5+TkZAJmzzzxjVr8nJG7jymuTqXEyluqnN0D4XyHh4ep7z/fd2B2pUn/fMY5Ukkx8wnAd4qG9yMd1ZOXR24K8P/dv/t3ev/7359774tf/KJe//rXSzrdeOE//If/oH/4D/+hhoaG9PGPf1w/+IM/qLW1tfT9y5cv65d+6Zf0tre9Te12Wx/96Ef1vve9r5dnexdK0TOn5bA3z0KcsnFLU8rHB7xmgO+gPAgs+8bXDrpsHuJWv3sUfN+rhd3rALg9FnBycqJ2u50UAVQUbZLjfsPdANUzmyLFw29iN9Ld3V0dHx/nKqMB3ciZc0wUIzSXB6n9bx9/V9wefO3JK0tu2sL/3//7f+vtb397+r8/1A9+8IN617vepW/7tm9Tq9XShz/8Yf3u7/6uvvZrv1bSqTv6sY99TCsrK/qar/kaXbhwQb/+67+uo6Mj/diP/dgtuJ2e3AkCxSDluXmnOhxgnHopono8HRQ6wXlvrHZoCyx6D4B6Vs2NrHLvJkpR2OHhoZaWls6lfWJNx+plrzotsoh91y0H3ZjH7vEFrpuN7X0vY6dgEFfGEexjvyV+69x8z5J/ZcpNA/7x8bFWV1fPvV+r1fR93/d9+s7v/E790R/9kSTpe7/3e/XFL35Rb3nLW/Too4/qm7/5m/XAAw/o7W9/u9bW1vS5z31OP/7jP66f/dmf1fvf//5ee9OeJAFIitL+4o5ODviuIOKmJBRhFQWDJeWs4HK5nDYocVrHQd5pFT7nfUASLvyZZ56RdJaN5FSQU0Xcs/cK4r6dFnHvwe/DOX7GIIJxtVpNMQQypTgPCjJSM9Gy97/5nT+3nrwy5aYB/zWveY2uX7+u/f19PfLII3rf+96nZ555Rg8//LAGBwf1qU99Kn33scce01NPPaW3vvWtevTRR/XWt75Vn//853MUz8c//nH98i//sh588EH95V/+ZeE5KeNGqtXqzV52T+4gcX64UqmkzdpjXj+55NALnm1CYDhapLVaLZeLD8VE8ZfTRVyDA2zMTQeUyd4B5KPnEIPRkTKRTsF0ZGRE7XY7x+P793wnL+ibgYGBZOVn2WmVLHQUral9XD0/3nvOx0BrD9xvPyk/+1fO5NFHH9X3fM/36J3vfKf+yT/5J7rnnnv0x3/8xxobG9PCwkKK/rusrq5qYWFBkrSwsHDOO+D/fKdI3ve+92lrayu9rl+/fjOX3ZM7SDygOTY2pu/4ju/Q5ORk+twDhx4gBaxcMbjV3tfXp0qloh/6oR/SyMhIriLUgdnBD4kUiu/ZGzlyFAxb8u3s7Kjdbqe5vb29ndoJu9WMJf9d3/Vdet3rXpejoQg8xxz8IrqL18HBgba3t/U3/+bf1H333Zc2otnZ2UlpnGxI4wVnveya21tuysL/wz/8w/T35z//eT366KN66qmn9O3f/u3a29u75ReH/MzP/Iw+8IEPpP9Xq9Ue6N+l4vn6Ozs7+uM//mPt7OwUfq+IRwY86QMUwWt6ejoBnAdoPTYgKVdMBYiTDYRiiZk+sbiMv/16PWXVi674zszMTC7l1PP63UPwWAX9ibgWAL/T6WhwcDDtqOXHIxDckztLXlBaZqvV0pe+9CXdd999+uQnP6mhoSGNj4/nrPz5+XmtrKxIklZWVvTmN785d4z5+fn0WTeh6q8nPZHyVMKXvvSlm7Y2SY90AeAAUiggOPuoHGItQFGg0umWk5OTc/y/lLfC3XqORVcx3dO5c649BrKd74/3xXt/+qd/qr/6q79Kx0J6YH9nyk1ROlEqlYpe/epXa3l5WX/+53+uw8NDfdM3fVP6/P7779fVq1f1yCOPSJIeeeQRveENb9Ds7Gz6zjve8Q61Wi194QtfeCGX0pO7VG4VteDg6EVVFCF5TjvtBvw9pzxiFpDTTP692M7Bg6sUUpFlg9HjWTheyexFU/47f5GP75TUo48+qlar1aNo7hK5KQv/53/+5/Xf/tt/01NPPaWLFy/qJ3/yJ3VycqLf+q3f0tbWln71V39VH/jAB1Jhx4c+9CF95jOf0aOPPipJ+sQnPqEvfOEL+o3f+A39yI/8iBYWFvRTP/VT+shHPtKz4Hvysotb2M83h7wbVcP8ht6JwdjoDURKiH/5DErKKZ9YkFUUXOUz/u7lyt9dclOAv7i4qN/6rd/S9PS01tfX9Sd/8if6a3/tr2ljY0OS9MM//MPqdDr6nd/5nVzhFdLpdPTud79bv/RLv6RHHnlEOzs7+uhHP6qf+ImfuLV31ZOePA95MVILvQLW33u2c0T6KIo3aOv2+27X07Pm7165KcD/ju/4jht+fnBwoPe+971673vf2/U7Tz/9tN71rnfdzGl70pOXTF4KMHw+MQf/+1amRfYUwN0lL4jD70lP7iSJzdluhdxqMH0hKZFF4N4D+7tLes3TenJHysDAgN7whjdoenr6OX2f5mqXLl3SzMyMvvIrv/J5ndcLqbIs0/z8vCYmJlJ22gsB2FKppHvuuUfz8/P6+q//+lwx4o1+c3BwoC984QuJeu3J3Ss9wO/JHSn9/f26evWqrl69mktLfDb5xCc+oSzLUkPAm5EYKC2VSvr93/99lctlvfa1r5V0tr/r85VHHnlErVZLr3/961WtVp+TAtnb29PTTz+tzc3NnkV/l0tJ0m03A6rVqra2tlSr1dLWcT3pyY0kWt7dxAuObmXxkZ/3hfDmnuFzo2PE8z3b93tye8tzxcQeh9+TO168zfJzAXtvTXCzEls4Iw6+cXermznuc40veH+emAbak7tXbmtKp9dErSe3SiKIepuB53ss9yhik7Tnq0w47rOJKy+vwu3JnSnPFQtvS8CfmpqSpF4/nZ70pCc9MalWqzekdG5LwK/X65KkS5cu9Tj8AqG5XG98zktvbLpLb2y6y+0wNtVqVUtLSzf8zm0J+Mj29vYrdvBfCdIbn+7SG5vu0hub7vJKHpvncl29oG1PetKTntwl0gP8nvSkJz25S+S2BPyDgwO9//3vT1uz9SQvvfHpLr2x6S69sekud8rY3JaFVz3pSU960pObl9vSwu9JT3rSk57cvPQAvyc96UlP7hLpAX5PetKTntwl0gP8nvSkJz25S+S2BPwf/MEf1BNPPKG9vT199rOf1Vd/9Ve/3Jf0osvXfd3X6b/+1/+q69evK8syfeu3fuu57/zkT/6klpaWtLu7q09+8pO67777cp9PTk7qv/yX/6JWq6VGo6Ff+ZVfUaVSealu4UWTf/2v/7X+7M/+TFtbW1pdXdXv/d7v6f777899Z2hoSB/+8Ie1sbGh7e1t/fZv/7bm5uZy37l8+bL+4A/+QDs7O1pdXdXP/dzPqa+v76W8lVsu//gf/2N97nOfU6vVUqvV0mc+8xm9853vTJ/freNSJD/6oz+qLMv0wQ9+ML13J45Pdju9vv3bvz3b39/Pvud7vid7/etfn/3n//yfs3q9ns3Ozr7s1/Zivt75zndm//7f//vs7/ydv5NlWZZ967d+a+7zH/mRH8kajUb2t//2387e8IY3ZL//+7+fffnLX86GhobSd/77f//v2f/8n/8ze/Ob35z99b/+17MvfelL2W/+5m++7Pf2Ql//43/8j+y7v/u7swceeCD7iq/4iuwP/uAPsieffDIbHR1N3/nFX/zF7Kmnnsre9ra3ZW9605uyz3zmM9mf/MmfpM/L5XL2v/7X/8o+8YlPZG984xuzd77zndna2lr2//1//9/Lfn8v5PXud787+xt/429k9913X/aa17wm+6mf+qns4OAge+CBB+7qcYmvr/qqr8oef/zx7C//8i+zD37wg3fyvHnZL+CmXp/97GezD33oQ+n/pVIpu3btWvajP/qjL/u1vVSvIsBfWlrK/uW//Jfp/7VaLdvb28ve8573ZJKy173udVmWZdnDDz+cvvMt3/It2cnJSXbhwoWX/Z5u5WtmZibLsiz7uq/7ujQWBwcH2d//+38/fee1r31tlmVZ9pa3vCWTThXq8fFxNjc3l77zAz/wA1mz2cwGBgZe9nu6la/Nzc3sH/2jf9Qbl//3qlQq2WOPPZZ90zd9U/ZHf/RHCfDvxPG5rSidgYEBPfzww/rUpz6V3suyTJ/61Kf01re+9WW8spdX7rnnHl24cCE3LltbW3r00UfTuLz1rW9Vo9HQn//5n6fvfOpTn1Kn09Fb3vKWl/yaX0wZHx+XdNZk7+GHH9bg4GBufB577DE99dRTufH5/Oc/r7W1tfSdj3/84xofH9eDDz74El79iyflclnvec97VKlU9Mgjj/TG5f/JRz7yEX3sYx/Tpz/96dz7d+L43FbN02ZmZtTf36/V1dXc+6urq3rd6173Ml3Vyy8LCwuSVDgufLawsJCblJJ0cnKier2evnMnSKlU0n/8j/9Rf/Inf6K/+qu/knR67wcHB2q1WrnvxvEpGj8+u53loYce0iOPPKLh4WG122393b/7d/V//s//0Vd+5Vfe1eMiSe95z3v0pje9qTAOeCfOm9sK8HvSk2eTj3zkI3rooYf0tV/7tS/3pbxi5LHHHtNXfuVXanx8XP/gH/wDffSjH9U3fMM3vNyX9bLL4uKifuEXfkHveMc7bvuWCc9VbitKZ2NjQ8fHx5qfn8+9Pz8/r5WVlZfpql5+4d5vNC4rKyvnsgv6+vo0NTV1x4zdhz70Ib373e/W2972ttzmOCsrKxoaGkpUDxLHp2j8+Ox2lqOjI335y1/WX/zFX+jf/Jt/o8997nP6oR/6obt+XB5++GHNz8/rL/7iL3R0dKSjoyN94zd+o/7ZP/tnOjo60urq6h05Pi97IOFmXp/97Gez//Sf/lP6f6lUyp555ple0HZpKfsX/+JfpP9Xq9XCoO2b3vSm9J13vOMdd0zQ9kMf+lB27dq17L777jv3GcG3v/f3/l567/777y8Mvnm21/d///dnzWYzGxwcfNnv71a+Pv3pT2e/9mu/dtePy9jYWPbggw/mXn/2Z3+W/fqv/3r24IMP3qnj87JfwE29vv3bvz3b29vLvuu7vit73etel/3yL/9yVq/Xc1HyO/FVqVSyN77xjdkb3/jGLMuy7J//83+evfGNb8wuX76cSadpmfV6Pftbf+tvZQ899FD2e7/3e4VpmX/+53+effVXf3X2NV/zNdljjz12R6RlfuQjH8kajUb29V//9dn8/Hx6DQ8Pp+/84i/+Yvbkk09m3/iN35i96U1vyv70T/80+9M//dP0Oel1f/iHf5h9xVd8RfbN3/zN2erq6is5ve45vX76p386+7qv+7rs6tWr2UMPPZT99E//dHZycpK9/e1vv6vHpdvLs3Tu0PF52S/gpl//9J/+0+zJJ5/M9vf3s89+9rPZm9/85pf9ml7s1zd8wzdkRfJrv/Zr6Ts/+ZM/mS0vL2d7e3vZJz/5yew1r3lN7hiTk5PZb/7mb2ZbW1tZs9nMfvVXfzWrVCov+7290Fc3+e7v/u70naGhoezDH/5wtrm5mbXb7ex3fud3svn5+dxxrly5kn3sYx/LdnZ2srW1teznf/7ns76+vpf9/l7I61d+5VeyJ554Itvf389WV1ezT37ykwns7+Zx6faKgH+njU+vPXJPetKTntwlclsFbXvSk570pCfPX3qA35Oe9KQnd4n0AL8nPelJT+4S6QF+T3rSk57cJdID/J70pCc9uUukB/g96UlPenKXSA/we9KTnvTkLpEe4PekJz3pyV0iPcDvSU960pO7RHqA35Oe9KQnd4n0AL8nPelJT+4S6QF+T3rSk57cJfL/A66/EkH9FlTQAAAAAElFTkSuQmCC"},"metadata":{}}]},{"cell_type":"markdown","source":"## Accuracy, Precision, recall, and F1 score","metadata":{}},{"cell_type":"code","source":"from sklearn.metrics import precision_score, recall_score, f1_score, accuracy_score\n\n# 'x_test', 'y_test' are test data\ny_pred = model.predict(x_test)\n\n# Convert probabilities to class labels \ny_pred_classes = np.argmax(y_pred, axis=1)\ny_true_classes = np.argmax(y_test, axis=1)\n\n# Calculate precision, recall, and F1 score\naccuracy = accuracy_score(y_true_classes, y_pred_classes)\nprecision = precision_score(y_true_classes, y_pred_classes)\nrecall = recall_score(y_true_classes, y_pred_classes)\nf1 = f1_score(y_true_classes, y_pred_classes)\n\nprint(\"Accuracy: {:.4f}\".format(accuracy))\nprint(\"Precision: {:.4f}\".format(precision))\nprint(\"Recall: {:.4f}\".format(recall))\nprint(\"F1 Score: {:.4f}\".format(f1))","metadata":{"execution":{"iopub.status.busy":"2024-01-24T08:16:27.554574Z","iopub.execute_input":"2024-01-24T08:16:27.555354Z","iopub.status.idle":"2024-01-24T08:16:27.760377Z","shell.execute_reply.started":"2024-01-24T08:16:27.555328Z","shell.execute_reply":"2024-01-24T08:16:27.759516Z"},"trusted":true},"execution_count":56,"outputs":[{"name":"stdout","text":"1/1 [==============================] - 0s 161ms/step\nAccuracy: 0.8929\nPrecision: 1.0000\nRecall: 0.7857\nF1 Score: 0.8800\n","output_type":"stream"}]}]} \ No newline at end of file