{"cells":[{"metadata":{"_uuid":"8f2839f25d086af736a60e9eeb907d3b93b6e0e5","_cell_guid":"b1076dfc-b9ad-4769-8c92-a6c4dae69d19","trusted":true},"cell_type":"code","source":"import numpy as np # linear algebra\nimport pandas as pd # data processing, CSV file I/O (e.g. pd.read_csv)\nimport cv2\nimport matplotlib.pyplot as plt\nimport seaborn as sns\nfrom sklearn.metrics import confusion_matrix\nimport itertools\n# Input data files are available in the \"../input/\" directory.\n# For example, running this (by clicking run or pressing Shift+Enter) will list the files in the input directory\nimport random\nimport os,shutil\nfrom tensorflow.python.keras.models import Sequential\nfrom tensorflow.python.keras.layers import Dense, Flatten, GlobalAveragePooling2D\nfrom keras.layers.convolutional import Conv2D, MaxPooling2D,ZeroPadding2D\nfrom __future__ import print_function\n\nimport warnings\n\nfrom keras.models import Model\nfrom keras.layers import Flatten, Dense, Input\nfrom keras.layers import Convolution2D, MaxPooling2D\nfrom keras.preprocessing import image\n\nfrom keras import backend as K\nK.set_image_dim_ordering('th')\nK.set_image_data_format('channels_last')\nfrom keras import layers\nfrom keras import models\nfrom keras import optimizers\nfrom keras.layers import GlobalAveragePooling2D\n\n\n\nTH_WEIGHTS_PATH = 'https://github.com/fchollet/deep-learning-models/releases/download/v0.1/vgg19_weights_th_dim_ordering_th_kernels.h5'\nsrc_path=\"../input\"\n\nprint(os.listdir(src_path))\n\n#constant value\nVALID_SPIT=0.2\nIMAGE_SIZE=80\nBATCH_SIZE=20","execution_count":1,"outputs":[{"output_type":"stream","text":"['test1', 'sampleSubmission.csv', 'train']\n","name":"stdout"},{"output_type":"stream","text":"Using TensorFlow backend.\n","name":"stderr"}]},{"metadata":{"_cell_guid":"79c7e3d0-c299-4dcb-8224-4455121ee9b0","_uuid":"d629ff2d2480ee46fbb7e2d37f6b5fab8052498a","trusted":true},"cell_type":"code","source":"label=[]\ndata=[]\ncounter=0\npath=\"../input/train/train\"\nfor file in os.listdir(path):\n    image_data=cv2.imread(os.path.join(path,file), cv2.IMREAD_COLOR)\n    image_data=cv2.resize(image_data,(IMAGE_SIZE,IMAGE_SIZE))\n    if file.startswith(\"cat\"):\n        label.append(0)\n    elif file.startswith(\"dog\"):\n        label.append(1)\n    try:\n        data.append(image_data/255)\n    except:\n        label=label[:len(label)-1]\n    counter+=1\n    if counter%1000==0:\n        print (counter,\" image data retreived\")\n\ndata=np.array(data)\ndata=data.reshape((data.shape)[0],(data.shape)[1],(data.shape)[2],3)\nlabel=np.array(label)\nprint (data.shape)\nprint (label.shape)\n","execution_count":2,"outputs":[{"output_type":"stream","text":"1000  image data retreived\n2000  image data retreived\n3000  image data retreived\n4000  image data retreived\n5000  image data retreived\n6000  image data retreived\n7000  image data retreived\n8000  image data retreived\n9000  image data retreived\n10000  image data retreived\n11000  image data retreived\n12000  image data retreived\n13000  image data retreived\n14000  image data retreived\n15000  image data retreived\n16000  image data retreived\n17000  image data retreived\n18000  image data retreived\n19000  image data retreived\n20000  image data retreived\n21000  image data retreived\n22000  image data retreived\n23000  image data retreived\n24000  image data retreived\n25000  image data retreived\n(25000, 80, 80, 3)\n(25000,)\n","name":"stdout"}]},{"metadata":{"trusted":true},"cell_type":"code","source":"from sklearn.model_selection import train_test_split\ntrain_data, valid_data, train_label, valid_label = train_test_split(\n    data, label, test_size=0.2, random_state=42)\nprint(train_data.shape)\nprint(train_label.shape)\nprint(valid_data.shape)\nprint(valid_label.shape)","execution_count":3,"outputs":[{"output_type":"stream","text":"(20000, 80, 80, 3)\n(20000,)\n(5000, 80, 80, 3)\n(5000,)\n","name":"stdout"}]},{"metadata":{"trusted":true},"cell_type":"code","source":"def VGG19(include_top=True, weights='imagenet',\n          input_tensor=None):\n   \n    if weights not in {'imagenet', None}:\n        raise ValueError('The `weights` argument should be either '\n                         '`None` (random initialization) or `imagenet` '\n                         '(pre-training on ImageNet).')\n    # Determine proper input shape\n    if K.image_dim_ordering() == 'th':\n        if include_top:\n            input_shape = (3, 224, 224)\n        else:\n            input_shape = (3, None, None)\n    else:\n        if include_top:\n            input_shape = (80, 80, 3)\n        else:\n            input_shape = (None, None, 3)\n\n    if input_tensor is None:\n        img_input = Input(shape=input_shape)\n    else:\n        if not K.is_keras_tensor(input_tensor):\n            img_input = Input(tensor=input_tensor)\n        else:\n            img_input = input_tensor\n    # Block 1\n    x = Convolution2D(64, 3, 3, activation='relu', border_mode='same', name='block1_conv1')(img_input)\n    x = Convolution2D(64, 3, 3, activation='relu', border_mode='same', name='block1_conv2')(x)\n    x = MaxPooling2D((2, 2), strides=(2, 2), name='block1_pool')(x)\n\n    # Block 2\n    x = Convolution2D(128, 3, 3, activation='relu', border_mode='same', name='block2_conv1')(x)\n    x = Convolution2D(128, 3, 3, activation='relu', border_mode='same', name='block2_conv2')(x)\n    x = MaxPooling2D((2, 2), strides=(2, 2), name='block2_pool')(x)\n\n    # Block 3\n    x = Convolution2D(256, 3, 3, activation='relu', border_mode='same', name='block3_conv1')(x)\n    x = Convolution2D(256, 3, 3, activation='relu', border_mode='same', name='block3_conv2')(x)\n    x = Convolution2D(256, 3, 3, activation='relu', border_mode='same', name='block3_conv3')(x)\n    x = MaxPooling2D((2, 2), strides=(2, 2), name='block3_pool')(x)\n\n    # Block 4\n    x = Convolution2D(512, 3, 3, activation='relu', border_mode='same', name='block4_conv1')(x)\n    x = Convolution2D(512, 3, 3, activation='relu', border_mode='same', name='block4_conv2')(x)\n    x = Convolution2D(512, 3, 3, activation='relu', border_mode='same', name='block4_conv3')(x)\n    x = MaxPooling2D((2, 2), strides=(2, 2), name='block4_pool')(x)\n\n    # Block 5\n    x = Convolution2D(512, 3, 3, activation='relu', border_mode='same', name='block5_conv1')(x)\n    x = Convolution2D(512, 3, 3, activation='relu', border_mode='same', name='block5_conv2')(x)\n    x = Convolution2D(512, 3, 3, activation='relu', border_mode='same', name='block5_conv3')(x)\n    x = MaxPooling2D((2, 2), strides=(2, 2), name='block5_pool')(x)\n    \n    if include_top:\n        x = Flatten(name='flatten')(x)\n        x = Dense(256, activation='relu', name='fc2')(x)\n        x = Dense(1, activation='sigmoid', name='predictions')(x)\n\n    # Create model\n    model = Model(img_input, x)\n    if weights == 'imagenet':\n        print('K.image_dim_ordering:', K.image_dim_ordering())\n        if K.image_dim_ordering() == 'th':\n            if include_top:\n                weights_path = get_file('vgg19_weights_th_dim_ordering_th_kernels.h5',\n                                        TH_WEIGHTS_PATH,\n                                        cache_subdir='models')\n\n    return model","execution_count":15,"outputs":[]},{"metadata":{"trusted":true},"cell_type":"code","source":"\nmodel = VGG19(include_top=True, weights=None)\nmodel.summary()","execution_count":18,"outputs":[{"output_type":"stream","text":"/opt/conda/lib/python3.6/site-packages/ipykernel_launcher.py:28: UserWarning: Update your `Conv2D` call to the Keras 2 API: `Conv2D(64, (3, 3), activation=\"relu\", name=\"block1_conv1\", padding=\"same\")`\n/opt/conda/lib/python3.6/site-packages/ipykernel_launcher.py:29: UserWarning: Update your `Conv2D` call to the Keras 2 API: `Conv2D(64, (3, 3), activation=\"relu\", name=\"block1_conv2\", padding=\"same\")`\n/opt/conda/lib/python3.6/site-packages/ipykernel_launcher.py:33: UserWarning: Update your `Conv2D` call to the Keras 2 API: `Conv2D(128, (3, 3), activation=\"relu\", name=\"block2_conv1\", padding=\"same\")`\n/opt/conda/lib/python3.6/site-packages/ipykernel_launcher.py:34: UserWarning: Update your `Conv2D` call to the Keras 2 API: `Conv2D(128, (3, 3), activation=\"relu\", name=\"block2_conv2\", padding=\"same\")`\n/opt/conda/lib/python3.6/site-packages/ipykernel_launcher.py:38: UserWarning: Update your `Conv2D` call to the Keras 2 API: `Conv2D(256, (3, 3), activation=\"relu\", name=\"block3_conv1\", padding=\"same\")`\n/opt/conda/lib/python3.6/site-packages/ipykernel_launcher.py:39: UserWarning: Update your `Conv2D` call to the Keras 2 API: `Conv2D(256, (3, 3), activation=\"relu\", name=\"block3_conv2\", padding=\"same\")`\n/opt/conda/lib/python3.6/site-packages/ipykernel_launcher.py:40: UserWarning: Update your `Conv2D` call to the Keras 2 API: `Conv2D(256, (3, 3), activation=\"relu\", name=\"block3_conv3\", padding=\"same\")`\n/opt/conda/lib/python3.6/site-packages/ipykernel_launcher.py:44: UserWarning: Update your `Conv2D` call to the Keras 2 API: `Conv2D(512, (3, 3), activation=\"relu\", name=\"block4_conv1\", padding=\"same\")`\n/opt/conda/lib/python3.6/site-packages/ipykernel_launcher.py:45: UserWarning: Update your `Conv2D` call to the Keras 2 API: `Conv2D(512, (3, 3), activation=\"relu\", name=\"block4_conv2\", padding=\"same\")`\n/opt/conda/lib/python3.6/site-packages/ipykernel_launcher.py:46: UserWarning: Update your `Conv2D` call to the Keras 2 API: `Conv2D(512, (3, 3), activation=\"relu\", name=\"block4_conv3\", padding=\"same\")`\n/opt/conda/lib/python3.6/site-packages/ipykernel_launcher.py:50: UserWarning: Update your `Conv2D` call to the Keras 2 API: `Conv2D(512, (3, 3), activation=\"relu\", name=\"block5_conv1\", padding=\"same\")`\n/opt/conda/lib/python3.6/site-packages/ipykernel_launcher.py:51: UserWarning: Update your `Conv2D` call to the Keras 2 API: `Conv2D(512, (3, 3), activation=\"relu\", name=\"block5_conv2\", padding=\"same\")`\n/opt/conda/lib/python3.6/site-packages/ipykernel_launcher.py:52: UserWarning: Update your `Conv2D` call to the Keras 2 API: `Conv2D(512, (3, 3), activation=\"relu\", name=\"block5_conv3\", padding=\"same\")`\n","name":"stderr"},{"output_type":"stream","text":"_________________________________________________________________\nLayer (type)                 Output Shape              Param #   \n=================================================================\ninput_6 (InputLayer)         (None, 80, 80, 3)         0         \n_________________________________________________________________\nblock1_conv1 (Conv2D)        (None, 80, 80, 64)        1792      \n_________________________________________________________________\nblock1_conv2 (Conv2D)        (None, 80, 80, 64)        36928     \n_________________________________________________________________\nblock1_pool (MaxPooling2D)   (None, 40, 40, 64)        0         \n_________________________________________________________________\nblock2_conv1 (Conv2D)        (None, 40, 40, 128)       73856     \n_________________________________________________________________\nblock2_conv2 (Conv2D)        (None, 40, 40, 128)       147584    \n_________________________________________________________________\nblock2_pool (MaxPooling2D)   (None, 20, 20, 128)       0         \n_________________________________________________________________\nblock3_conv1 (Conv2D)        (None, 20, 20, 256)       295168    \n_________________________________________________________________\nblock3_conv2 (Conv2D)        (None, 20, 20, 256)       590080    \n_________________________________________________________________\nblock3_conv3 (Conv2D)        (None, 20, 20, 256)       590080    \n_________________________________________________________________\nblock3_pool (MaxPooling2D)   (None, 10, 10, 256)       0         \n_________________________________________________________________\nblock4_conv1 (Conv2D)        (None, 10, 10, 512)       1180160   \n_________________________________________________________________\nblock4_conv2 (Conv2D)        (None, 10, 10, 512)       2359808   \n_________________________________________________________________\nblock4_conv3 (Conv2D)        (None, 10, 10, 512)       2359808   \n_________________________________________________________________\nblock4_pool (MaxPooling2D)   (None, 5, 5, 512)         0         \n_________________________________________________________________\nblock5_conv1 (Conv2D)        (None, 5, 5, 512)         2359808   \n_________________________________________________________________\nblock5_conv2 (Conv2D)        (None, 5, 5, 512)         2359808   \n_________________________________________________________________\nblock5_conv3 (Conv2D)        (None, 5, 5, 512)         2359808   \n_________________________________________________________________\nblock5_pool (MaxPooling2D)   (None, 2, 2, 512)         0         \n_________________________________________________________________\nflatten (Flatten)            (None, 2048)              0         \n_________________________________________________________________\nfc2 (Dense)                  (None, 256)               524544    \n_________________________________________________________________\npredictions (Dense)          (None, 1)                 257       \n=================================================================\nTotal params: 15,239,489\nTrainable params: 15,239,489\nNon-trainable params: 0\n_________________________________________________________________\n","name":"stdout"}]},{"metadata":{"trusted":true},"cell_type":"code","source":"model.compile(loss='binary_crossentropy',optimizer=optimizers.adam(lr=1e-4),metrics=['acc'])\n\n\ntrain_history=model.fit(train_data, train_label,validation_data=(valid_data,valid_label),epochs=20, batch_size=BATCH_SIZE)","execution_count":19,"outputs":[{"output_type":"stream","text":"Train on 20000 samples, validate on 5000 samples\nEpoch 1/20\n20000/20000 [==============================] - 46s 2ms/step - loss: 0.6935 - acc: 0.5007 - val_loss: 0.6931 - val_acc: 0.5036\nEpoch 2/20\n20000/20000 [==============================] - 43s 2ms/step - loss: 0.6932 - acc: 0.5020 - val_loss: 0.6932 - val_acc: 0.4964\nEpoch 3/20\n20000/20000 [==============================] - 43s 2ms/step - loss: 0.6932 - acc: 0.4974 - val_loss: 0.6932 - val_acc: 0.4964\nEpoch 4/20\n20000/20000 [==============================] - 43s 2ms/step - loss: 0.6932 - acc: 0.5007 - val_loss: 0.6931 - val_acc: 0.5036\nEpoch 5/20\n20000/20000 [==============================] - 44s 2ms/step - loss: 0.6932 - acc: 0.4930 - val_loss: 0.6931 - val_acc: 0.5036\nEpoch 6/20\n20000/20000 [==============================] - 43s 2ms/step - loss: 0.6931 - acc: 0.5054 - val_loss: 0.6932 - val_acc: 0.4964\nEpoch 7/20\n20000/20000 [==============================] - 43s 2ms/step - loss: 0.6933 - acc: 0.4992 - val_loss: 0.6932 - val_acc: 0.4964\nEpoch 8/20\n20000/20000 [==============================] - 43s 2ms/step - loss: 0.6932 - acc: 0.5009 - val_loss: 0.6932 - val_acc: 0.4964\nEpoch 9/20\n20000/20000 [==============================] - 43s 2ms/step - loss: 0.6932 - acc: 0.5010 - val_loss: 0.6932 - val_acc: 0.4964\nEpoch 10/20\n20000/20000 [==============================] - 43s 2ms/step - loss: 0.6932 - acc: 0.4972 - val_loss: 0.6932 - val_acc: 0.4964\nEpoch 11/20\n20000/20000 [==============================] - 43s 2ms/step - loss: 0.6932 - acc: 0.4951 - val_loss: 0.6932 - val_acc: 0.4964\nEpoch 12/20\n20000/20000 [==============================] - 43s 2ms/step - loss: 0.6932 - acc: 0.4991 - val_loss: 0.6932 - val_acc: 0.4964\nEpoch 13/20\n20000/20000 [==============================] - 43s 2ms/step - loss: 0.6922 - acc: 0.5127 - val_loss: 0.6851 - val_acc: 0.5536\nEpoch 14/20\n20000/20000 [==============================] - 43s 2ms/step - loss: 0.6769 - acc: 0.5739 - val_loss: 0.6501 - val_acc: 0.6372\nEpoch 15/20\n20000/20000 [==============================] - 43s 2ms/step - loss: 0.6321 - acc: 0.6445 - val_loss: 0.6019 - val_acc: 0.6860\nEpoch 16/20\n20000/20000 [==============================] - 43s 2ms/step - loss: 0.5628 - acc: 0.7076 - val_loss: 0.5138 - val_acc: 0.7486\nEpoch 17/20\n20000/20000 [==============================] - 43s 2ms/step - loss: 0.4951 - acc: 0.7607 - val_loss: 0.4693 - val_acc: 0.7758\nEpoch 18/20\n20000/20000 [==============================] - 43s 2ms/step - loss: 0.4297 - acc: 0.8035 - val_loss: 0.4123 - val_acc: 0.8088\nEpoch 19/20\n20000/20000 [==============================] - 43s 2ms/step - loss: 0.3695 - acc: 0.8355 - val_loss: 0.3923 - val_acc: 0.8392\nEpoch 20/20\n20000/20000 [==============================] - 43s 2ms/step - loss: 0.3223 - acc: 0.8597 - val_loss: 0.3267 - val_acc: 0.8670\n","name":"stdout"}]},{"metadata":{"trusted":true},"cell_type":"code","source":"import matplotlib.pyplot as plt\nacc = train_history.history['acc']\nval_acc = train_history.history['val_acc']\nloss = train_history.history['loss']\nval_loss = train_history.history['val_loss']\nepochs = range(1, len(acc) + 1)\nplt.plot(epochs, acc, 'blue', label='Training acc')\nplt.plot(epochs, val_acc, 'red', label='Validation acc')\nplt.title('Training and validation accuracy')\nplt.legend()\nplt.figure()\nplt.plot(epochs, loss, 'blue', label='Training loss')\nplt.plot(epochs, val_loss, 'red', label='Validation loss')\nplt.title('Training and validation loss')\nplt.legend()\nplt.show()","execution_count":20,"outputs":[{"output_type":"display_data","data":{"text/plain":"<Figure size 432x288 with 1 Axes>","image/png":"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\n"},"metadata":{}},{"output_type":"display_data","data":{"text/plain":"<Figure size 432x288 with 1 Axes>","image/png":"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\n"},"metadata":{}}]},{"metadata":{"trusted":true},"cell_type":"code","source":"from keras import Sequential\nfrom keras.layers import *\nimport keras.optimizers as optimizers\nfrom keras.preprocessing.image import ImageDataGenerator\nfrom keras.callbacks import *\nimport keras.backend as K\ntest_datagen = ImageDataGenerator(rescale=1./255)\n\ntest_generator = test_datagen.flow_from_directory(\"../input/test1\",target_size=(80, 80),batch_size=32,class_mode='binary')","execution_count":21,"outputs":[{"output_type":"stream","text":"Found 12500 images belonging to 1 classes.\n","name":"stdout"}]},{"metadata":{"trusted":true},"cell_type":"code","source":"from tensorflow.python.keras.models import Sequential\nfrom keras.models import load_model\n\nprint(\"-- Evaluate --\")\n\nscores = model.evaluate_generator(\n            test_generator, \n            steps = 100)","execution_count":22,"outputs":[{"output_type":"stream","text":"-- Evaluate --\n","name":"stdout"}]},{"metadata":{"trusted":true},"cell_type":"code","source":"Y_pred = model.predict(valid_data)\npredicted_label=np.round(Y_pred,decimals=2)","execution_count":23,"outputs":[]},{"metadata":{"trusted":true},"cell_type":"code","source":"import matplotlib.pyplot as plt\n%matplotlib inline\nfrom mlxtend.plotting import plot_confusion_matrix\n\n# Get the confusion matrix\n\nCM = confusion_matrix(valid_label, Y_pred.round())\nfig, ax = plot_confusion_matrix(conf_mat=CM ,  figsize=(12, 12))\nplt.xticks(range(2), ['Cat', 'Dog'], fontsize=16)\nplt.yticks(range(2), ['Cat', 'Dog'], fontsize=16)\nplt.show()","execution_count":24,"outputs":[{"output_type":"display_data","data":{"text/plain":"<Figure size 864x864 with 1 Axes>","image/png":"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\n"},"metadata":{}}]},{"metadata":{"trusted":true},"cell_type":"code","source":"!pip install git+https://github.com/raghakot/keras-vis.git -U","execution_count":25,"outputs":[{"output_type":"stream","text":"Collecting git+https://github.com/raghakot/keras-vis.git\n  Cloning https://github.com/raghakot/keras-vis.git to /tmp/pip-req-build-fzhxwbu0\nRequirement already satisfied, skipping upgrade: keras in /opt/conda/lib/python3.6/site-packages (from keras-vis==0.4.1) (2.2.4)\nRequirement already satisfied, skipping upgrade: six in /opt/conda/lib/python3.6/site-packages (from keras-vis==0.4.1) (1.12.0)\nRequirement already satisfied, skipping upgrade: scikit-image in /opt/conda/lib/python3.6/site-packages (from keras-vis==0.4.1) (0.14.2)\nRequirement already satisfied, skipping upgrade: matplotlib in /opt/conda/lib/python3.6/site-packages (from keras-vis==0.4.1) (3.0.3)\nRequirement already satisfied, skipping upgrade: h5py in /opt/conda/lib/python3.6/site-packages (from keras-vis==0.4.1) (2.9.0)\nRequirement already satisfied, skipping upgrade: scipy>=0.14 in /opt/conda/lib/python3.6/site-packages (from keras->keras-vis==0.4.1) (1.1.0)\nRequirement already satisfied, skipping upgrade: keras-preprocessing>=1.0.5 in /opt/conda/lib/python3.6/site-packages (from keras->keras-vis==0.4.1) (1.0.9)\nRequirement already satisfied, skipping upgrade: keras-applications>=1.0.6 in /opt/conda/lib/python3.6/site-packages (from keras->keras-vis==0.4.1) (1.0.7)\nRequirement already satisfied, skipping upgrade: numpy>=1.9.1 in /opt/conda/lib/python3.6/site-packages (from keras->keras-vis==0.4.1) (1.16.2)\nRequirement already satisfied, skipping upgrade: pyyaml in /opt/conda/lib/python3.6/site-packages (from keras->keras-vis==0.4.1) (3.12)\nRequirement already satisfied, skipping upgrade: networkx>=1.8 in /opt/conda/lib/python3.6/site-packages (from scikit-image->keras-vis==0.4.1) (2.1)\nRequirement already satisfied, skipping upgrade: dask[array]>=1.0.0 in /opt/conda/lib/python3.6/site-packages (from scikit-image->keras-vis==0.4.1) (1.1.5)\nRequirement already satisfied, skipping upgrade: pillow>=4.3.0 in /opt/conda/lib/python3.6/site-packages (from scikit-image->keras-vis==0.4.1) (5.1.0)\nRequirement already satisfied, skipping upgrade: PyWavelets>=0.4.0 in /opt/conda/lib/python3.6/site-packages (from scikit-image->keras-vis==0.4.1) (0.5.2)\nRequirement already satisfied, skipping upgrade: cloudpickle>=0.2.1 in /opt/conda/lib/python3.6/site-packages (from scikit-image->keras-vis==0.4.1) (0.5.3)\nRequirement already satisfied, skipping upgrade: cycler>=0.10 in /opt/conda/lib/python3.6/site-packages (from matplotlib->keras-vis==0.4.1) (0.10.0)\nRequirement already satisfied, skipping upgrade: pyparsing!=2.0.4,!=2.1.2,!=2.1.6,>=2.0.1 in /opt/conda/lib/python3.6/site-packages (from matplotlib->keras-vis==0.4.1) (2.2.0)\nRequirement already satisfied, skipping upgrade: kiwisolver>=1.0.1 in /opt/conda/lib/python3.6/site-packages (from matplotlib->keras-vis==0.4.1) (1.0.1)\nRequirement already satisfied, skipping upgrade: python-dateutil>=2.1 in /opt/conda/lib/python3.6/site-packages (from matplotlib->keras-vis==0.4.1) (2.6.0)\nRequirement already satisfied, skipping upgrade: decorator>=4.1.0 in /opt/conda/lib/python3.6/site-packages (from networkx>=1.8->scikit-image->keras-vis==0.4.1) (4.3.0)\nRequirement already satisfied, skipping upgrade: toolz>=0.7.3; extra == \"array\" in /opt/conda/lib/python3.6/site-packages (from dask[array]>=1.0.0->scikit-image->keras-vis==0.4.1) (0.9.0)\nRequirement already satisfied, skipping upgrade: setuptools in /opt/conda/lib/python3.6/site-packages (from kiwisolver>=1.0.1->matplotlib->keras-vis==0.4.1) (39.1.0)\nBuilding wheels for collected packages: keras-vis\n  Building wheel for keras-vis (setup.py) ... \u001b[?25ldone\n\u001b[?25h  Stored in directory: /tmp/pip-ephem-wheel-cache-iz9zlqfv/wheels/c5/ae/e7/b34d1cb48b1898f606a5cce08ebc9521fa0588f37f1e590d9f\nSuccessfully built keras-vis\nInstalling collected packages: keras-vis\nSuccessfully installed keras-vis-0.4.1\n","name":"stdout"}]},{"metadata":{"trusted":true},"cell_type":"code","source":"import matplotlib.pyplot as plt\n%matplotlib inline\nimport matplotlib.cm as cm\nfrom vis.visualization import visualize_saliency, overlay, visualize_cam\nfrom vis.utils import utils","execution_count":26,"outputs":[]},{"metadata":{"trusted":true},"cell_type":"code","source":"correct_indices = []\nincorrect_indices = []\n\n# separate the correctly predicted results with incorrectly predicted ones\nfor i in range(len(Y_pred)):\n    if Y_pred.round()[i] == valid_label[i]:\n        correct_indices.append(valid_data[i])\n    else:\n        incorrect_indices.append(valid_data[i])\n\ncorrect_indices = np.array(correct_indices)\nincorrect_indices = np.array(incorrect_indices)\n\n# print('-- Correctly Predicted Results\\' Indices -","execution_count":27,"outputs":[]},{"metadata":{"trusted":true},"cell_type":"code","source":"len(correct_indices)","execution_count":28,"outputs":[{"output_type":"execute_result","execution_count":28,"data":{"text/plain":"4335"},"metadata":{}}]},{"metadata":{"trusted":true},"cell_type":"code","source":"len(incorrect_indices)","execution_count":29,"outputs":[{"output_type":"execute_result","execution_count":29,"data":{"text/plain":"665"},"metadata":{}}]},{"metadata":{"trusted":true},"cell_type":"code","source":"layer_idx = utils.find_layer_idx(model,'predictions')\npenultimate_layer = utils.find_layer_idx(model,'block5_conv3')\nmodel.layers[layer_idx].activation = activations.linear\nmodel = utils.apply_modifications(model)\n","execution_count":30,"outputs":[]},{"metadata":{"trusted":true},"cell_type":"code","source":"\nplt.rcParams['figure.figsize'] = (18, 6)\nfor i in range(-5, 5):\n\n    f, ax = plt.subplots(1, 4)\n    ax[0].set_title('original image')\n    ax[0].imshow(valid_data[i])\n  \n    for j, modifier in enumerate([None, 'guided', 'relu']):\n        grads = visualize_cam(model, layer_idx, filter_indices = 0, seed_input = valid_data[i], penultimate_layer_idx = penultimate_layer, backprop_modifier = modifier)\n    \n        if modifier is None:\n            modifier = 'vanilla'\n\n        ax[j + 1].set_title(modifier)\n        jet_heatmap = np.uint8(cm.jet(grads)[..., :3] * 255)\n        ax[j + 1].imshow(overlay(jet_heatmap, valid_data[i]))","execution_count":32,"outputs":[{"output_type":"display_data","data":{"text/plain":"<Figure size 1296x432 with 4 Axes>","image/png":"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\n"},"metadata":{}},{"output_type":"display_data","data":{"text/plain":"<Figure size 1296x432 with 4 Axes>","image/png":"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\n"},"metadata":{}},{"output_type":"display_data","data":{"text/plain":"<Figure size 1296x432 with 4 Axes>","image/png":"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\n"},"metadata":{}},{"output_type":"display_data","data":{"text/plain":"<Figure size 1296x432 with 4 Axes>","image/png":"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\n"},"metadata":{}},{"output_type":"display_data","data":{"text/plain":"<Figure size 1296x432 with 4 Axes>","image/png":"iVBORw0KGgoAAAANSUhEUgAABBEAAAEJCAYAAADCRr86AAAABHNCSVQICAgIfAhkiAAAAAlwSFlzAAALEgAACxIB0t1+/AAAADl0RVh0U29mdHdhcmUAbWF0cGxvdGxpYiB2ZXJzaW9uIDMuMC4zLCBodHRwOi8vbWF0cGxvdGxpYi5vcmcvnQurowAAIABJREFUeJzsvXmUJdld3/m98bbcM2vr6q6qXtWL9hVtgEEgJLPIBmYYHWBmLBh85LHHg+3BA9hnZmA4eA6c4zE2xzMwbTASGCEJgxGLBAhtSGijW0Jbt7rVq6prr67KPd8SL+78cSPi93vv3ZsR8fJlVmb293NOn75148aNG/Ei7nsZ9/v9/Yy1FoQQQgghhBBCCCFFRDd6AIQQQgghhBBCCDkY8CUCIYQQQgghhBBCSsGXCIQQQgghhBBCCCkFXyIQQgghhBBCCCGkFHyJQAghhBBCCCGEkFLwJQIhhBBCCCGEEEJKwZcIBwRjzK8aY/73Sbct6OcOY4w1xtQD279ijHnDTo9DCDmY6LnGGPMGY8wzattTxpjvuHGjI4TsFkW/M9LfDneP2ffY+xJC9hfGmJ81xvynGz0OMnm8fxyS/Ye19n/cjbY7wVr7or04DiFkf7JXcw0hZH/BZ58QQp7bUIlwADDG1G70GAghhBBCCCEkI6RWJocfvkS4QRhjXmCM+agxZjm1Bfxdte0dxphfMca83xizAeDb0rqfV21+0hhzwRhz3hjz97X8T7fNJMbGmJ8wxlxO9/lR1c/3GGM+b4xZNcacNcb8bIVzyOXKqVzpd40x/8kYs2aM+ZIx5l5jzL9Ij3vWGPNmte+PGmMeTts+YYz5B0N9b3d+LWPMvzbGfN0YcymVVU5X/QwIea5gjPkpY8x/Hqr7d8aYX97uWSwxfwzMS9sc/zXGmE+l890FY8y/N8Y0J3uWhJCqGGNemf4GWEu/w99jjPl5Y8yPGGM+MdTW+zsj/ff/qr6z/4eh/bb9zt5uX0LI/iP9/f9TxpgvAtgwxtxmjPk9Y8wVY8yTxpgfD+w3YHtUfdH6eADhS4QbgDGmAeCPAPw5gJsA/M8AftsYc59q9sMA/hWAeQDDX+TfCeB/AfAdAO4G8IaCQ94MYBHAaQA/BuD/McYcSbdtAPh7AJYAfA+Af2iM+b4xT+3vAPgtAEcAfB7An8HdY6cB/ByA/0+1vQzgLQAWAPwogF8yxryy5Pn9AoB7Abw83X4awP8x5pgJeS7wbgDfbYyZB3J101sBvAvbPIsp280fZekD+GcAjgN4PYA3AvhHY58NIWTHpC/y/guAdwA4CuB3AHz/GP18J4B/DuBNAO6B++7WBL+zS+xLCNmf/BDc3w1H4eaRL8A9228E8E+NMX/7Bo6N7AF8iXBjeB2AOQC/YK3tWms/DOCP4R7IjPdZa//KWptYa9tD+78VwG9Ya79ird0E8LMFx+sB+Dlrbc9a+34A6wDuAwBr7UettV9Kj/NFuB8R3zrmeX3cWvtn1toYwO8COJGeYw/uj5g7jDFL6XH/xFr7uHV8DO6Fyt8qOj9jjAHwdgD/zFp7zVq7BuD/AvCDY46ZkEOPtfZpAJ+D/IHw7QA2rbWfLngWgW3mjwrHfzA9VmytfQruheK48wwhZDK8Di421i+nz/fvA/jsGP1k39lfttZuoNp3dnBfQsi+5pettWcBvBjACWvtz6V/0zwB4D+Av8sPPfSx3BhOAThrrU1U3dNwb/Ayzhbs/0DJtgDwbPqHfcYm3EsMGGNeC7dK8GIATQAtuBcA43BJlbcAXLXW9tW/kR532RjzXQB+Bm51IgIwA+BLaZvtzu9E2vZB99sEAGAAMG4EIdvzLrgXlb8Jp3R6FwAUPIvANvNHWYwx9wL4NwC+Ie2/DuDBsc6CEDIpTgE4Z621qq7o90SoH/08P63KRd/Z2+1LCNm/ZHPF7QBOGWOW1bYagI/v/ZDIXkIlwo3hPIBbjTH6+t8G4Jz6t0WYCwDOqH/fuoOxvAvAHwK41Vq7COBX4b7gdw1jTAvA7wH41wBOWmuXALxfHXe787sK90LiRdbapfS/RWttpT9qCHkO8rsA3mCMOQOnSHhXiWdxUvwKgK8CuMdauwDgX+7CMQgh1bgA4LRRf91Dvm834P74BwAYY24u6Ed/T9+mykXf2dvtSwjZv2R/p5wF8KR6vpestfPW2u/27DM8r9TgXjSSAwhfItwYPgO3mveTxpiGMeYNcPEE3l1y//cC+FHjgjPOAAjmai7BPIBr1tq2MeY1cCuUu02meLgCIE5XQt+stgfPL1Vv/Ac43/ZNAGCMOU3vFSHbY629AuCjAH4D7gv/YRQ/i5NiHsAqgHVjzPMB/MNdOAYhpBqfgotX8o+NMXVjzPcCeE267QsAXmSMebkxZgrb2wzeC+BHjDEvTL+zfybbUOI7O7gvIeRA8FkAa2mgxWljTM0Y82JjzKs9bR8FMGVcUPcGgP8N7jcIOYDwJcINwFrbhXtp8F1wb+n/XwB/z1r71ZL7fwDALwP4CIDHAHw63dQZYzj/CMDPGWPW4AIdvXeMPiqReiJ/PD3WdbgXF3+othed309l9caYVQB/gYoebUKeo7wLLnDZu4DiZ3GC/PO07zW4PyjeswvHIIRUIP0t8l/BBUxdBvDfwcVn6lhrH4ULiPwXAL6GoQDPQ/18AMC/BfBhuO/mDw81CX5nl9iXELKPSW3Lb4ELnPok3N81vwYXkHm47Qrc3x2/Bqe+3gDwzHA7cjAwg1Y4chAxxrwAwJcBtIa8y4eCw35+hBBCyH7AGPMZAL9qrf2NGz0WQggh+xcqEQ4oxpjvT3MvHwHwiwD+6DD9gX3Yz48QQgi50RhjvtUYc3NqZ3gbgJcC+NMbPS5CCCH7G75EOLj8A7j87o/DeRoPm8f4sJ8fIYQQcqO5Dy7+wTKAnwDwA9baCzd2SIQQQvY7tDMQQgghhBBCCCGkFDtSIhhjvtMY84gx5jFjzE9PalCEkIML5wVCyDCcFwghw3BeIOTgMrYSIc3t+SiAN8FF1vxrAD9krX0otE9jrmWnjs66f9isH9lu1T8ilUK81nf/72y187reZlfGkoyXbrzKmRvfgAe2F+yv9stKtVotr1tYWMjLzUY9Lyf5/tKX/sh8/epSYhOpVftFkRlpO3g9zOhO+sC6cbT92dtk9EpHetxGj1faZqXQmy6jr7rJhij7m9C40jZ6WMbzCeprboyMwqprOtTlyBiazUZejntx2pfxttVDyK5Ps9XM69ptuf8HLn/kxtbvuwfl6rPXsLa2Pt5DsUPGmRemZ4xdWAq/zzSBJzWv15dQN/WVdV0SaJtUaGtLbi8a13DZU+d7/KrMYXuhOSucBwvqB6bXwsaBtr5ymbbRNnW6PirYruqt2m71vKx2zOrtwFy8fdkWzdsetpY76G7GB2ZemJqJ7PxSLbS5cF7Q2wfKRc960XNfNG+UaVt2uy4Hvn59P+FCz3rBFBNkp3NHlZvO17ZoKhioG/1ZMPqPnc4L48wbY7a1+rdfhXlBE6oHgPXlGO3NMX9E75Bx5gVjGhaY2qMREvJcpQ1re4XzQr2owTa8BsBj1tonAMAY824A3wsg/KPg6Cy+4Se+A4D88aT/kE7UH88zifzxNbPu2j715UfzuvOf+7r0u6H+6E5PefTPvFGqvEAxUfrDJPASoZ7+kZn9QTfcf1OdZy1ts7S0lNe9+U1vystnbjmel7vW/WEYNWX/blfObqoh6VWjxNUbdaxOW7I+1hLZb2baTcL9SF3/RH2bmbQ+kpc16Mv+ticxDu1MNgb1Ekj9hd7tqMyTtp6OWz7fVl0+v41E9Zv+UTxw7dQHG6mXBNnnkv0hDQD1lv/2ztp01HWs1dWP1XToDXXcZlP+mO925Zpkn7H+rPX206dP5+VrV666canz7fV66nxkCK2Wuz533HFHXvfIo4/IMdTxpqenAQBra2sAgJ/5+V/EDaTyvLCwFOEH3z4zUBepJzhSP2FrkM+3lsbZrMXStq5uV/RUueupawfaZvWdMdv6xhAaV+wpyylCPQ5QjxyyR7mnpjA95/nmv76nLtQ2RJF0Tf/JFw39f2S7fmmWNlJfAYj04+vrpKnqdNuGKje3qRuuz36Xtjx1un66YLtq05uSk+zU1AtBtWM33bGnBtNRg4xVfdamr65krMpWXahk6A+HT98ffAT3gsrzwvxSDd//9qMDdUbdrXV1R+v6RvqA6bmiYeWha6h5P8qeW/18hp77zjZ1of2K5pCi+QqQeUFt13NBrOcFO9qVfr77nvqieWN4v3EIvwpyhN7LZWXfvAIMPr7ZfKK+XgfmE+8cUTRvAPJc++qA8vOGLoe2q/okre815Yy7Rhrr+SKbD3Sdfv77qHvrAeBP7r+EG0jlecFdpFftxdgIeQ7zYKlWO7EznAZwVv37mbRuAGPM240xDxhjHuitd4Y3E0IOF5Xnha1NxmUh5JBTeV5ob1Z5vUUIOYBUnhcGX5ERQm4kO1EilMJaez+A+wFg7tYlu9V3r+OTdCmtGcmb00X1m6ETyWv7tchNGlc7G3ldrF6/W6tXYlICioGdBpJM1Gr+oAw/GdmuVQk9VZ+91b/07LN53W+99z15uXFEVmVf9l2vc/0ekzfQnU0594ZezkuVAtNKmTbblGWzvlohn+27V94tpQhYmlnMyy3jbo2tWK5Xq67UAy2ldtjaBAAYpT6Yn53Py0lfxjPdcNekvbku25UCYrY1m5dtpuNTq/Vb6ppPteQ6tTvpuantepVffy6ZRUCrO/pq+/yCG/vytet5XU3ZCvRSR2aD6HblBVlzRsZ1/vJlqU8vz/FjojS5cuVKXo70NY3d+Tzy+GNyXKWMOKrsL6urq+nm2sCY9jN6Xjh5qlb6odSrKJnFpFZpLX1Mil63VnkdO+arW61UyW7XohU+QFYXdVu9slhlOL7jhfb3riJ61Ae6HIWWJHUndc/2cS0IvnKZfou2p+VEnbAtuNLDK4TjtNX1ydDxDsKrOj0vnDjVkK/zgmc82unZjTuFlFnG3ykH4YMbg3FXsILzTbqhVsZu5NseKu8GFY6VmPEGM/z8H2T0vGDM/CF9Igg5eOxkljkH4Fb17zNpHSHkuQvnBULIMJwXCCHDcF4g5ACzEyXCXwO4xxhzJ9xD/4MAfni7HSws+qkUKUlf21vlyd80Ul6P1FpZWty6Lqu9kV6aUq+es5fN+yF1pV797uu34J5Agw0Vgau5JiqMT//5hwAAL/6B1+Z160fVCro6z1b6Kv6S9sLFot6YmVI+3I7zz+v4CdP2Wl6up31sJTKWRiK3S9NIuZPGbdBe/0g5VyL1rsq0XbmhPrMBj+OmiheQqQtUnIO5jpxbQx2vVXMqiXpN6hqRqDDmp0UdMJ0F3oql3/lZUUA8u7kMAKhNq/sxlhOyOu5Cerz6jChF1jfkmusgmUgVF/NHRPExtySKgocf/Upe7sXuOVlclLZW3U/r7a283E9VMDOpAiKq3dAViMrzAiCrtNmKo15Fiao4cqusLBUtoRdtD7XVs2pRALWCGXjgUJ6VTnVLeLcDMt3oqzjuxO9VIgQW0H3qAn1rRr5rZjx1obJPnQD4vc2hOAi++maF7YHjxml9X82TOnaB9i5n9TrOQSjmQVavn4/B/UY/WVEn3FCF0ljzwrACIaqw3K/VCTpGT+g5yQmpC3xBGIv6CB2rSkCCCuw0dkGI7A4r6r+MMqpoKvYJkIJTcZVbumjeLtpvEgqmouOp/ZIKX+NVVEz7jLHmBULI/mDslwjW2tgY848B/BncXP8frbVfKdiNEHKI4bxACBmG8wIhZBjOC4QcbHYUE8Fa+34A75/QWAghhwDOC4SQYTgvEEKG4bxAyMFl1wMrDmJgM4FaGiymNxC4TwUM7Et5dc0FuItrIq1vqeCBsVE6wH7WfXGmZFNKfJftlh5P2Qe0Y6LvCeQ4YKmwcj5ZwEUdeLGrJPKrKvhsq+PG+LXfk3Qbd/w3L8vLK9PyEfbTAJNGXbtIjavTFQl8pn6zSp+4qa6jTeWfkYp510tE0t/WEXJTW8GWUYEMZSsSbblIAytqaX6kbAl1NR6byob1pX1WBTjsxXI/NCN3zladUBsX5bjKtpGlwkzUtYt6Mp7ZLJ2jCmiUqO1ZEE0AaFlnY2htqv7VgKOujCdJ3Rnv/9zn1VjU9d2U4zVSe8ZSb07q1HhmlbUks2ospunk4gMciWvY1gAMSjV9T6wd0LQWnHuVXN4hi4LPFxCKVGiG2gHFsmW9v04BqfbLXTIBOXRScIx+YHuREyYq0iL76kPX3JfCUdcVWRtCdgafBUFvbwXaNj3bK6Ryi1W523Cd6VSNXVXWdoasvudJ5Qj4Uzz6LA6AP8VjZn3YLlf8QSQUbLFSkMW9TABR5Vg3KDGFfjx9Q6jwiynYr68umAa2aLvakM2JUVFnuhyaY3z7hfoaJ3hrCbtD9r0WStvqC6Kq60L7DQd4PWzzAiFk7zg84VsJIYQQQgghhBCyq/AlAiGEEEIIIYQQQkqxx3YGm0v8s//rDAbr/W5eXkpEwtm/4No2z984mfbwuEPbQ0Q6X3jatq8sDDW9vSYa5o5JJbCX5Xo88Z4v5uW73/qqvLzccnaDWk1ks1ZZFPTxskwKVuuwlQw/K8Za6qa2KzcJWmkmjQFR3MD1kHJm+4jqWoonY+hGHsGk6ripQhY3lRWgnsRpU2UlUPdQZJX8N73n6qqvqCZtt1KXRKQyhGg5YBxJ283UPtFvruV1DX0OWlfeSjNIqM9aWxTiptz/sM56crW/LG3raow9OfdaOjaT1i1byQ5xELAw+fXNpMg2IKzV9TZtm6hw64myMUVFFoUiu0JIvuqT0RfJj+NAvd7PFwI9ZIMoiP5eFIE++Pa46LXyOJkrqtgZQtd8XDtDzVNXlKmhgp2hN6XsYjVtXXCNBu0MsqOuz+wKnYDdQZf73kwOcvKHSbZsYEeyMYSsCj5rg64zOiOS79koysigy+O29R3PeuoCbfVXSZFdaRIUWRtCbctur+I6GHjU1T908qPcxuCbV4br69vUhcrj9uWbp0Jt1TGSKLMjjdoWgOHvwmhkexlrAyGE7AQqEQghhBBCCCGEEFIKvkQghBBCCCGEEEJIKfbUzmCt2BcyhVfSk4j/rfp0Xl5//Nm8fLs5DgC4nlzK67qJSL+tipZf9FrE6FD/qZRQWyqMJ8tCcH+N3X4/m2xvd4jVKRij9W9O2xwpmXb/qpzk53/rE3n5pd/9WgBA44xkSWhsSnT/lTnJZjDfc9rcNSvXf6kmctuk5s6nrbISrDSk37muykbQd207kWR/6Cud4XxzIS9vtJ3sXyUXQEN/Zj2l+0412X2VWSFW11Ffk3ZqK+goqd686ritJe99dx4NdZm7ylZQT/utq746artJZIzTfVffVlJlq+6FSEsKjbtnVUIS9FSY/CSWi1KLtM46a6uyXKj7MLPH1Gpu/6J7eD8zbGtwdX5hbWZdMTqLhvqcI5/8VOtyQxkVsvsilJHBJ1sumklDNgrdV0HGhUIZ9riMk3GhKLNFqG1RSPYiu4OuH9fO4LMw6Hpdp6wLSVrfacnBugV2hZCFoUp2hnHtDMnQhzj874OEz8ag66KBeaHgoahiUfDZDco8n3abujJUeK4LfloUUsa2sFO7gsb3qAetDent7MvCAABRkSWqyGJQZDvQ9b55Rbcd97hq/lQ/AdA37h+Dz7r6LaTK2XPvszjo7a58cOcBQsj+grMJIYQQQgghhBBCSrGnSgRjgFq6yttLV6+nujKEI09dzcun7n5xXv7Q+z4GAKh3ZAVYqw90wMAofWVdZjU2W8ENtdUKBV+/AwqGMYLV6L5q6lV7L45H2gwERVTrBbPXpY8nf/szAIBXffNr8roXv+TOvPz4hcfz8ssX7wYAPNB+Iq/7yvmzefmtp14BAJifms/rPrcmSpBXL9ySl7fSQJCXzGped2lLyguNI9K27T7vrVhUEZvT8kb9WF/UKFNpk/VY1BKrp+R8Z9sqEOSWuyYbdbl267NyTY/H6lrPOWXEeleUFTCbebFu3crfvAq22FVjWIOMfaPujjul1BJ9fY/Ulbqg7drUGtJvpyd9mdroPaTvMRilvDCeNaPY3SNJQZDP/chwELhE3ePRwIoKVH0WhFHO10b62quVyiTfSQitHFUJeiaD2b6sj6VXwn0Kh6JgbONSJRhiqO04OdEDq26FbYs+qzKriFk5pD7QbdM2Olhir6YVAa5xOXXBaGDFWG337af3jwfKtZG2ekWy7IrjQQyoNqxAKFQZqH0i9RshGGi06FkvUi2U2a9sX3sQLFGT3R2Jp67K/iGqBEvUQXC16iArN8adF0JzRPb4FamSdH1I7dTwbC+ajwJj7NdHn2WtNAo991mbvkedMNzH8PaDFnCVELJ/oBKBEEIIIYQQQgghpeBLBEIIIYQQQgghhJRijwMrWiSp5LpnnexqZkukVJc3VT74zzyUlxsXrgMA1tQ7j3EHPmB9MHt3+lE0+r5mUKpeXlK2pSTQUV39o+bKD3zmwbzqyOmb8nJ3UYJR1tNzf+38XXndvffN5uVPJusAgGefFAvEXUfE2nB1Wsb+9PI1AMB8U2S+L5m6Oy83l+Xcn9pw8v2XHjuZ1y1DLAhPdJ7Jy6emTrvCglybx/oX8/J95lRePjY1AwA4176Q1z25IlrTF80fzctnLy8DAE4eO53XPX75q3m5lkZQu2f+9rwu6YrdYWVaxruSBku8Ow3+CQCX1takvLGclzdudvvFm7L/fH0qL0cq0mO36+wT0UDAThWwUek7+6lsN3M71A6gPHFYaj1oYQhZG9LzVvvGylaiA2DmAbiqWBTKkB06JKHNhlAUmDE0nipjrBIMsSgwYpFFoUpfISnyuIEVfcHJCiTMOpBrr6lkwOo7ILMrFAU47BZYGEJ9DW4ftUkMBlAcHZeuD8mWQ3nkff8+CAzbF7S9wQzMC57Ai4nHzgRMfg7YjiIbRWi7Z4z9CYx1NGRztZWkWqC+KLBiUbBEXa7p+uzWL2ND262Aq0XWh3GsEWqMvaayHQzMR6PWJT0vxJ6AiyELg64/iPMAIWR/wtmEEEIIIYQQQgghpeBLBEIIIYQQQgghhJRib7MzwMCkNoaGSaXdU0rCOSXR8j//gMjom710mJHOziBSrlqk9WLp9kDyZG1hiFM7gc9qkG5QHaaRbFW3RkurCxTker/seFqp3lNaxaLMEgPSTZV1IEpl+L1Y+vqD3/8veflb3vBNeXnlzi0AQGNG5PQ31UTe/y2Jk+l/9LRkD3isdj0vz69czssvnTkDAGhKU5hEPp/omHw+62uu36gnn8Px5kJenm3IeM5vuGwdZ9vred25OZVRoSb1RzZd+cztd+R1r1+V4yYrW3m5Y12/S1syhldN3ZuXV+bcfo9dlWwVt8+IHWJrU675zY05AEA8JVklVvD1vLzQlOO+LnHH6MSibT+7Khkv7poR+8SjG65eO26eNyeWCbMl1+Gh9hW3/+wxAMCnrNZS7n8sjCeSvBANaOS1L2D76Suqj3oFBqrGvUx6ONkQYlXniwKut2uqWBiqJGP32QZ84w61LQqtXsZ24LN6hOwMWZtA9gZtR+jXXaMk8suAfbnUQ7nWfRaCHkYlxbocB+wOvowLobY+O0ORhUGPPR4jO0M/KEbf/3jtCupBMZ6y0b8BxsmcMFy2Fdru1JpUAZ3ZoJ+OMTQt6CFUuRvKTj1VMi54bQvDHRfZnHwZETwZV0bqPbYCr0VB9zHlqdPlMtaI9HixqvNlgAH8z7rPwqDrBzM2FFue3D4Hz/5ICNkfUIlACCGEEEIIIYSQUvAlAiGEEEIIIYQQQkqxp3YGAKilmsDNVJXcPbeab9v4y/N5ud5RUqw07Ly2KFglb7TKKxC0JnjwtQ1aCfzuiG3R49IMZGXwtJ2eEt1cu90eGVeo37w+kmvXaovM/oEPfT4vn/47twAAblfZG67Mi6zuiU1nXbgDS3ld3BX7QCcWmf6nnnb9vvSOF+Z180b0ep1NyWyANKvA4qL0u7UuPogpZU05vujGeMWIreBoQ+TsjXYnL9+3eJure2ZFxtuQbBJoSb/Nnrs+W5sb0m9NIqfXt1zbxolb87onLzyWl8+1ZAzXu66veatsCY1b8vKx/om8XEs/nit1aVs/uihj7Irm/Y4T7nO53Jfn4/GeZK442RRrQ6fn7uOZOWe5iKI9f6x3zLDUWsuXwyrg7HMInO+AfD+zf0hv9ZDFoCgDQewpa/mqLxPDJKTMRRaFoowKRZJh3SYkH/ZYFBLVNrMauPrUdmD8ElufDD8UUXxQmhsF64br+7mdYXu7gys3RuoG7Q61kboiu0LIluCzTFSJwh46d2vVNR3y2A3LmPc7BnbExjCcrcFHZAva+GwHVSwKRbaF0LGKKGir5f+enxCuTfp/PQVV+dSL2hbZFYJZFoosUSH7VH3o/8Nt9zI7Q6ugrd4esD7EaX2vsf1coMu+OShUH5wXApYnt40QQsaj8PvFGPMfjTGXjTFfVnVHjTEfNMZ8Lf3/kd0dJiFkP8F5gRAyDOcFQsgwnBcIOZyUWbJ8B4B/D+A3Vd1PA/iQtfYXjDE/nf77pwp7soBJ36DX0sXpCw/K6upcT69CJWo39640MvLm1QTen2ar8WUWAIwZfYei1QlaMWBTJYB+h5sMKAJGx6PVA9FAUzuyXffcaXdV29GAjggGwnH1sVoqNXo1TwVh/NMPfwQA8LI3viyvu/1uWXl/ad+tdPdnZJ+tZ6/I9oXn5eXPnngSAPDlja/ldcciWWE/Pitqh2bXnciV66IC6E+LUuESpH4rXgMA3D19Kq/7dFvGYBI5xgPLLhDnKxbvy+saSrmy3pFj9BKnfDg2I2/tl63ce7XIba/FopCwdTlWdFwUGdPL7n45Es/mdc+bl+u4bK7JcbtufejO2ySA4sNnH8nLffU0Hk+vnz731Y709cmOPDdPNF2Qy9o1N5bNWBQau8g7MKF5wcLkK6/ZSmMosKIvx7Uts5aSdpEoJYuNlKpF95EdLrSyr1ehskctlHu+KMBaUcQyX6BCXV8mwKEn4Fg8EKhQreKnAQpDKoB+HgTQH7TLpyQok698nMAQ4MvsAAAgAElEQVRgIVWDP3/69kqF0LkNqg6yQGejdcP1PnWBry/dZmAsaj7qx+oYadkq+YfVigMtC0mGbq7+nigR3oFJ/V5QZPOCDqaoVQrewItlFAOTDHa40770x+ObI1RdUHCZtQlMiZWCKXp+ZvgCJAKiOvAqDoYPXKSM8qkOQtt9gRNDqgWfuiC0vUhpUCHwYqzqMwVC1xOENVQOzTdFiqvQXDusRAj/npwo78AuzAuEkBtL4a8Ka+1fArg2VP29AN6Zlt8J4PsmPC5CyD6G8wIhZBjOC4SQYTgvEHI4Gdc8fdJaeyEtXwRwMtTQGPN2AG8HgObiVKgZIeTgM9a8MLt4cFPPEUIKGWtemF9k6jlCDjFjzQuDkhBCyI1kxxHYrLXWGBPUE1tr7wdwPwBMn1qw6z2nt1t/2EmwZ9aUvFjJLSMVlaff12GCJkdRvwOBF3NbgTrVQIDDnR6/Vhvvj6qsv6jm//GlR9ted/L+L33oC3ndPUfvysvNGSe3WzVirdDjipRV4FunzwAArrWk7ZdWJBjil84/mZeXZo4BABLzrPS7KvudWZSghDcnLvjitb4Eh5yCBEv83ttfn5cfX3V2ho+fU5aKmry0undBLBXJmrvt4xmxKHQ3ruflc5vLAIB2Xcb1ioXb8vLxFfncpmuu36c2xV7wB/2/zMsvm7o3L5+cc+d+/qwEVpytz+TlFy6oQI7rzrbx1z0JNnptS4JGNqbls3hR5K5TJ0sSvg9+e1eZF46falqRWI7e+4NSzESVTbqH/znySeB1X1bNMcmUWIBqcSqd1vJhHUxRS437nrrBQYwS0n/5LAoDwSFVt2kbHcgwrpWXuoYC/sU+aX2B5D8O2ArESrC93UHXl5HgFrX1jSckA/btV3TuRddO7zcQ/Kyvtse67Pqwqg6xtiVA1Xvqygb6252v0UpUmRdOnqrZMoEUnytUiBk96IwIXMKi/irZFXyBXovsCkXBXXW5aLtuEwqm6LM+lAms2ChoOzVaF6u23Ya2LmRzyPYWBkBsDKHAipUCrm4bWPHG/2CoMi8YM89YkITsE8Y1SV4yxtwCAOn/L09uSISQAwrnBULIMJwXCCHDcF4g5IAz7kuEPwTwtrT8NgDvm8xwCCEHGM4LhJBhOC8QQobhvEDIAafQzmCM+R0AbwBw3BjzDICfAfALAN5rjPkxAE8DeGuZgyVxH1sXXWyV/mNOMm5URgarwwF7rAIDVoIJKLAij55PH2PQurD9/omtrhX1HX/kuGP15z8Hq3SN3bS+v7Ka1/3WO38rL3/DN70CAHDPS18uB1Dy75bKbBG1nEdtui2yvRcdfUleTlpP5OULDXe8aFVk+m+5VY5RWxbd+GpqR1iPJRvCkUSyLJy9eFXGYJ0t4C0LYh/48pZYFD4Un5Oxz24BAD527eG87ram+Oxe0DzhxtKTa7exKffpZSs2h29YclLDI9E9eV1f5Sn/4sZX8/LFLWfhMDNynY4fm8vLH7smto/zbfdS/mRDrBwvqZ/IyytWrtO5LXedvrnhtn9gQHe5O0xyXnDZGcIWHp19wXgk7CHZppZCW4+dQctB60bKpuH20zaJqKmiwisrj0nLUQXVtQ6ar+e8JC1nGRKAalkSQtH/4zzKtz+TQFHbKnYGnxUglBnBVx+S3fo+46LsDWXaFmWT8J2ntiXoLAmxsiMkWVmnwdCWGF85ZJnx1Y+TeWAP7AyTnBcOHEWZVnz1RfYAwP/bI9Bt9hXdL5HJoeapr2RX8G0vyhATahvKqFCUccFnXQhlXPBldRjXzuDZ3muqDFs1f/YFn0VhsDxqlQrZp7xzUwk7wzB7YWd4Ts8LhBxiCl8iWGt/KLDpjRMeCyHkgMB5gRAyDOcFQsgwnBcIOZzsSeJoQgghhBBCCCGEHHx2nJ2hCkmnj60nnJw9C3xvtPZMuxk8IYUHZf5KtmxG5VieqtH+ktH9By0Mo/W+Y21Xn5FoSXZB2+B4su2J3+6Q76e6T9R19PXb030pDeRn//JvAABnz0msm9tfdp/0e7qXl6+mH8WzWMvrOtfaefkFR0SGby64DAOmLhK+33lMMkR826nn5eW5NMTxTUeP5XUPPyu3bM2IzjdBLx2DnOPUklgUlrbkPltJpetxX/Z/fiSZKe6+58UAgC899pW8bkZOF81E+lrvuuMdrcm168Uyhtcde0Fevrrhshn9dbSc1z1+WbJU3AHJFvGSustSce/x2/O6s9ckq8NUspWXa/XU4uGTnB4ALMyApBMAIvW8aBW2tihEGLUdFNkZtPQ+Utv72rqQHnvgWEaVa+qZKZlIpUhu78ZQGxmjz0qg64uksLq+TERwb1YBj2WiaFz6PHznCPivSZXo4qWsDzbtV1sNEtVW2REya8JAlgTtPfFlRghZFJKS28v067MuVMkGkrEPsjMcCkKS/1Cb7fYrY2fICFgJfFaqSqtDoWwwVcabTQGh7Aw+O4Jv/+Fyo2C7z7rg2z9UX2BRGKgPZF/oNdJsTyUsCr0CO0PxXOufd4vmWs1+zM5ACDmYUIlACCGEEEIIIYSQUuypEsH0LKKLToIQxW6V2PR1sEQpx2MGFyxCr+wbM/oOpUgFEAp6GKVRipJAUuZQEMWifquoLLJjWL2CGulVue2vqT5Wv++WrS489nRet3LpWl5efIus8jf7swCAkzMLed1CfTYvt9WqWqtxBADwutlb8rpzXQmQ+LWeHGPjmWcAAHdPSZDGrjqFXkvGe3bd7beyKYEXmyoA2u3N+bx8pe2uyUtmjud17+tfyMvP++IVd1y1fWpO9o9WZBBJz51ctylLE6/6tm/My3/0YQk4/EjHqTN6U/LYHduSi9PsyFJhL809fWV1Ja9r1VXwv0iuf7zu+jB7+jRPDovRVRO9aBoFAitKbmylTlFLuINqhpqnr1FVg24TylEfbbvcO7gSnhEK6OhbZQqt7PtWt8bNN15lpaxodUy39Z1nmUCEuQog0TKqKFAe+n+Z8rhti4IaFikGirbrNlXGiArbMw6gEiG7n0LP4nboWyb49VtFETBOWz0n+z6nMkqmonu4Fqj3UVYhESr7AiQC/gCIRaqEcYMl+rbrNr664fqiIIxKdZCk9b2mnHDPjM6lYSXC9kqvIgWZT3Gg+wL8SrtQMEUqEQghk4JKBEIIIYQQQgghhJSCLxEIIYQQQgghhBBSir0VQCeA3XKH7PRcpLqpus7Tvb2kf0Car20Hnn2skvVpmb4WbmX1oeCDVUhSW4Z2DAyMVwUwzOoH7AOJCuwW6SBgo/rExARsCXl3KuCYuhC+vSKtHlbHysbYU5rQ9ZWNvPzRP/5IXv6Wb3ktAODm59+W18VKV7liJODi8WYjPQc5x5sXT+XlhWmR6Z893gEAfDJ+XJ2DRDj86KoEPry74awU33iLjOHScicvn1bBGT/4+JcBAK0pqXujklyfja4DAD61oYJKRhIocqMvn5WZceVH22L7+NgHvpqX72qIJeJ1NVd+ams1r/vG0y/Ly09eeDIvP9Vz9oqLm3LNX9i8OS+f70pwxhOz7jyiLRds0djq0t8biS+woiZkQZDtOkBizdvWGywxaFfwBDMt0AkXBfkLBbzyyVOLbAm63mdFAIAuWtu29W0P9ttX27vp86uDD3bV14gvkOCk5f9F23e6325ZIybRdru67eqBA2lnyMien8HTU9/b6pnLbIq10MUY16LgCwgYkuwn29QB/i9jje43+9zG+cyB4uCPVQIrhiwIvu1FdoWiYIqhtkXBEovsDrreY1sAgH5dLkSvtv1c67OAxQPl2kh9yC4WF1jHQoFns/oywWaHoZ2BEDIuVCIQQgghhBBCCCGkFHyJQAghhBBCCCGEkFLsqZ3BWqAfO21eJqOPrcrxruT0tZrK5x6NZj4oyjSg9w/hsy4U9RvKsuCzRhTR74t215cpYj+gR6WvzNbqVl7+1Kc/CwC47czted2pm27KyzNdZYlouus03VCRjpX8fqEjtgEzvQQAOKJtHzU57tUnzuXl199zFwAgXlG3dEtGfP7SpbzcaE0DANq963ndfHMqL9/ZPwkAuL0u+//VulgqHptel2N0nGXi5rpYDd7ckLKNlcS84fprJ5JxYeOaWBumohN5+ZXTLovFV66IxeGvZiXzxNEjM3n5m5//fADAJz/3NwCAzUKt7P6i2M6wve0gnEWhvA0itJ+P4ejWrk5Zlzwy02Qgq4RfFlsUubujLAiZLLaj9LqDdobR+gELg5W2nba0TVK7AtQzC3kkxW7Q9dSFyqHtk5T/w7M9VLfT/crsv1OLwrhj3I4DZmewMCPPWjQg19b18szatNyvS9tIW/UGd3SEbAmxp21Ihq+nDd/n7/u1FbIPVLmXihg3M0WRXcGXnSGURcFnbShjO6gXbG962jYC29V+vowLfaPn5eoZa6rYGUJZFnzH0N8XiSc7kasftc3RzkAI2W3251+uhBBCCCGEEEII2XfwJQIhhBBCCCGEEEJKsbfZGQwQpTaDXFKopOwD2QyUraDfH9VhaitCUXaFgSwIfZ0FYTRLglZ26YwKvnGVqfeNIWsbsjAU2TZsQG6d7Vc0lhA+q0aZvpavXgMAvO/jH8jr7nzZi/PyC+5+kfTXcdkVrhrJnHBJaUavrJ7Py7dal83g7mQ6r3vkypW8fNepM3n5oc2zAIDuuvT7slvluM2a9BGvOjvC858nY3z6GbErrNWcfvtCLJkRZtSlOQmxEpg0q0OktMKrDdFQzk3L9av13ePW25Tz1Z/lrLr+W23Xb6Mr4z69KI/row2xYvzmp/4EAPC3Ttzr9qkdrHeDRXYGjc+CELIfFGVUCNkZfITkoBI13m9XyOpDklWffDWcOWE0u4K2MxTZFZK2bB+wKGhrQttT5yvfSDtD2e2htkX1VfqaRL+Tyr5Q1PaA2RkAeSayZ1yfgla169sqwxi5AInyMET6V48v84GeTnx2Bd1Wy+Wr4LMShLKY+Ka3ce0MPvtEyM7gsy4U2RXK2Bl8bXfJzhAPZFxQFkpTzqKgy6HtPotCyM7gs6wNZl+oj9Tr/bVdwVevv4ds4Dtr2CJEOwMhZFwO1l8bhBBCCCGEEEIIuWHsqRIhgkErfetpjXu9PvAW1PrfiGar4QOr4gPiAfUuxGb/U4GW1H4DagfP63wdkDFRKxmRSd8KxzoYogwi63dcpUIIb8DGwIvj7BhRpUMVvIU2Jc7HuKCEzzx6Nq86ds/pvPyRCw/m5TPTbmX92novr7ulsZiXX6SCEtas6/d8X5ZN22057utn7snLz8ApEB7qi6Lgo49/Ni/fe+p5ebnZWQMAPHr96bzus10pY80d7+6jEhzyJqPGtSVqidtb7jwff1b2P18XlcBd07Lf0SWnrJi38tg9dOFyXv7aQzL23rILuLgVSyDJl3zHK6WvOenjyBmnyDh3/qrbN/aty+1fLKKBQIDDFAU6LFIcTIKigFX9gtWiMitexcESRUmQtel2pG08oDRQc2KmGtDqg1DZ13Y/KBHgqS/zsY9za4yraph0H89xXGDFbIXVMagekufIeL7HBuaFAaGT3IT1IhWIb1qq8tmFAidmQ9Cr6r7AjLo87j0TUhoUBZX0qRJCgRfrQ/8HBq95FSWCr48S/fbSoM1xza8IKApiG1ISFCkRfIqBsNJgNFhif+C427cNKQ2y/cqqDzRUIhBCxoVKBEIIIYQQQgghhJSCLxEIIYQQQgghhBBSir0NrAirggqmtoYKMn9f0MTh+sxWMCD/V+j6qDbany+IIwD0E1c/YHdQfdXradC8nsj0m00V9Kyr9b/bE0U6EGSS1m1vwwDGt0yURZ+vvg7dNDjmsY4EAVxoT+Vls7CQl6/UXNv1R57J617+fJH891VAONN316+mtY7KYhL35XwXtpyU+1saYnE4d1ysAh82crx4xmm1n7nwN3nd37/11TLGeBkAYJX02kzP5+UnnpV+b1lylof5o9L22Zp81l96/AnZ8IVHAAAr6+t51cbKZl7udiQoZNx2fbzyFRL88a6FW/JyT90DjfNuv37dXeeG0TrR/Y+FGZDqA3tjURgcw+j71FCebZ+1oUieGpLV+vKRFwVIBFSQxDIWhXbJ7e7g4TpdHtfOEAoet2vs5X20W5ELJ3UOu/v9MGl8AVe1nUHbnGpVbiaPtWHsH0JFVgE9LH2QrF7fMkVBRcvcBr5loaIxhiwKPjtDPdC27HZdDtkdPEEUiwIkAsVBCwfr099rnvl3eD9f275nvyJbgi7r/UNts++ZUGBFn7Uh9J2lGf6uo52BEDIuhUoEY8ytxpiPGGMeMsZ8xRjzT9L6o8aYDxpjvpb+/8juD5cQsh/gvEAIGYbzAiFkGM4LhBxOytgZYgA/Ya19IYDXAfifjDEvBPDTAD5krb0HwIfSfxNCnhtwXiCEDMN5gRAyDOcFQg4hhSo+a+0FABfS8pox5mEApwF8L4A3pM3eCeCjAH6q7IH90vuAXs+XIcAqWZeV/Wx/0C5RZgylbBI1d6nsgKQ/GmmrLQxxKEp+1m0JdWlmkxi0WSgZm+c6jita9V8GJRmtRd766cTVX1cHfuAzX8jL37L0qrx8fOkYAOCJo8fzug9e+HJevi0+kZdfcNsLAABb66KtrqtrutJVtoA4zeDRkkFc2RRrya2x1HfSz3JafTx//rTYDu6aS8fWleM+fu4ROW57OS9/4uGPAADOra7kdUfmlvLy1poc5OryRQBATckmO8rm0lFWmJtOuOt07/Nuz+ta6hyeWBdLxZmjrs3xa66veiDLySSZ5LyQwAxkJNgOX6aG7SJPj7Ytlnhm/RVlZAC0PHX7XN++vOOuLG27PWdR6HVlu20rze+4FoVx7Azdgu2xpy6Intd7gfqsHNJ3h/p7rjJOOKM9yGIywXnBwuQ2oMzepJ+zmrpXfM+nDViQGvoezB8vlbEhJP/P7vOQTN9XH7L6ZEMvY+8pyiBRZGEI1WdlfQ6hTA1lszN4rAjBvtTUlqjt/boMolcrlxlB14eyLPjqy7T12RV88305O8P2ba3nu6WKrS70naUZ/g4MfSdOkt36O4IQcmOpZAU0xtwB4BUAPgPgZDoxAMBFACcD+7wdwNsBoFbf4xAMhJBdZ6fzQmNxyteEEHKA2em8MLt4sGK7EEKK2em8gKH4SYSQG0fpv+qNMXMAfg/AP7XWrupVemutNcYnFwCstfcDuB8AWlNTNtsvC9I3uJJeYQ1dHS6qsBKpx52trOtV/sHzknKcuLKOxdhqqDfi6XB0AEQdfLDZUoF4etmSg/98jXoznV0nfYaJumYDARcTi5HGBVg1BhONvpE2obzDSpGRpPs1VVPbkeXJL37y4bxcM+l16Mm1uwJZ2X9MBUr6s+W/AABMnZQ/MpeOSpDGT156MC8//uhTbrxzM3ndzSdEEXDk5mN5ub/lFAxfffJqXvfldQlw+PH0cz86M5fXrSRyj+hrftsR1289kS+2s+dFJbCytpaXkQbJNGYLPppK6fH8+251/arVmumm+mN7XT63VvpR1BfdeE1t91cWMiYxL0yfOmKHAyuOS9nVF6BakKpQ4MSsjS9ol26rAyT2uiqoVluddzcdT5FKQNdPQong69cXTBFQK6AhdUHsqR9XiQDP9jL42k7imRinj936Q3h/KhEyJjEvHD01ZYcDK+qAqyFVgqz2xt7t+rnOVoH7DbkvG3VVjnQg5rSgfzXpZ0MPNeuiihIhVN6uDhgvmKIuh9QHvsCKReqCgDLDpzTIVAZAsdLApwwI7VdGteAPwuif48sGTiwKrgvId0sZJYIE7dXfN34lwvA+w223Yy8DK05iXjBm/mBFiCXkEFNqljHGNOAe/N+21v5+Wn3JGHNLuv0WAJdD+xNCDh+cFwghw3BeIIQMw3mBkMNHmewMBsCvA3jYWvtv1KY/BPC2tPw2AO+b/PAIIfsRzguEkGE4LxBChuG8QMjhpIyd4ZsA/PcAvmSM+Zu07l8C+AUA7zXG/BiApwG8tagja+1QgMAh+0CiZFXW837DqACKOl+0km9nUvOkL4onfUxtMTCRO15dXQYdpFG3jdMuGkpfrseelbTUXQdWjGPpd3p6emRcDWWNUEPI23Q6nbyuXvN/bJk1pKuC9dUrxKHQFoW8zkikJG09MUqqmElMa+rc+7GUr55flbZJ1pccq25kjBt1uSaL806eP7MlMv7Vx+Q6PGu/lpeza70EsTOcv3ZRyk9cystRy13rxeZiXtdTATGzz70+O53XnWnJGK5du5aXn06tC51N0YcnkQoMpT7j6fQY/b6cuw7Eeeq0ZDe6DmevWG4p+WJP+hJLDJCkVox4zvW1R1q/yc0LnsCKPqlmiElYGHySUd22MO+3VXYlZVfox2lAVhUsMWgl6Hq2T8LOUKXfrDwwFeh/dIb+D4TtDIlne0izXaTvLiJkgxjHTlDFKlDUtsrxd9tysSczwwTnhcHAo8PoIKvarpB9H9WDdgepz4IsDjzT6sut11Lf0U3Xtqa+y7XdbOAWjIf+P1yucrtXeQyqWBtqBdt9doWav206zaGvolL2TMhKMBpcsBcIaui3HfjnYn8AxPrIdt0mNK/72hbZFXxBEYeP4bMzhGxzWX1RMMXhet/27dgjO8PE5gVCyP6hTHaGTyDssn/jZIdDCDkIcF4ghAzDeYEQMgznBUIOJ3sXgY0QQgghhBBCCCEHmj3NuWiMGZHXD9gbdGBWI/WZjF7L7bXVwCfD11kHIp1SYSCrQyZFVpLzKZHDawvB/LSTW2vbwdSUSNzX113Ef31+tYHIs8p+kQ5hYUHk9Jtt0RfPzM3m5Wbax3pPNMeRsknoc88l7uoctYC1puSFSZYpQJ17ZDzy74Y/24Q+bj2Vcmc2DWDw2m31JBuBrbkRRZFcp0hds+mGXH+k9pb5eanrJ2KNaFipr8+6PmZnpc5YyeSgx57dc4kVmXVTyTSbU+4fy5fO53Vf39jIyz31WfbT6xBpa4sqa3vL5oZrOzsn1+nmW27Ky/NLMvYzx1ymo8vXxZLxVENJcqdkwOdm3Of+pUsuC8Z6T2vV9z8JIrRRLs3juBGpizIu+KwNuq9+X90/sZKqZjaFWM1r2h4Qe+p8tgRdX2RhCLWtknFBt/VaF7RdwWddiAPbfZkYiiwMun5cO8MkKHqnXqQV91HGzjBJ+8R27PX13BlWzQuRx4qhMzUMWhvcvRkH7A41de9msvWGstxoKXtd7dczrk1dzcM1XbYqG0RqeaiH7AzZ0CZhZ6hiYTCeeo8tAQCssuXFtUzS75f/Jx6ZftiCMGpnKLIVFFkYJtPv9naFKuceyqjg+26pkiVoYD9l+U2S0UV+m5TMzmD3xM5ACDmEUIlACCGEEEIIIYSQUvAlAiGEEEIIIYQQQkqxp3YGwHqtB0Vk8vCBzAoB+XiV/jNZu7Yo6L505PzMUtFWtgMt35+fnx9oB4jFARiUlkU1d7ykL8eanZrLy626nGc9cf0dW1rK6zbXRFrfbKqoxqnNobals1Woa6Yler1kZLzagpDk9cr+oRSlDZUholF3klOdNWLhhFgJ9PXtxe761ZSFoaszTyjLReZCsV2Rmi4tSL8tdf2zjBT6HKyyK2ysyDXL2ygVXz8WWWpmSelsyOcXq/vKqs/HpHaFvto+kGlDXd9m6pk4c+aWvO7EyeN5eW5e7oH7jpwBACSL0tdfLj+Vly/MXM/LR7suW8Srl24FAHygPpjpYL9jYUrbGapkXPDV6ywKWgKqLQpJ+qwmqq7QrqClyj7rQsjOUJSdocjOULQ91HYAn3UhZFfw2RlC2Rn6nrqQncG3vUz9OIxjW9CELAq+/eKC7VWPd7AsCTshgUEHrYG6KGBhGLQ21Ee2h+wMWX3IwuDbT9cNtDXa5uDaRo3tM0hE1v95Rsl4mTSyzECJ2blc3ifPD28vbyUom+0g1LY3sN9oH+HjVmm7/bn5bHG+LAyjbT12hoAtIfvNqOuSgEXBZ12wHouDf2faGQgh40ElAiGEEEIIIYQQQkqxx0qEyREK8pfV6xVgjV4lrqcrtvo9bKslKx+JCvpos1V+tX1zSwIGZn2EgurpBYdaumI/1ZKV9Lpa3Y76srK3kK5Ot/uyenL06BHvMWamXWC+OJZxtduy/NjpSHlry5X76ux1YMU8YGBNBq5VGPo6ZmW9vdOV1ctWS1bGp6dc2y3VVn+Wi0vzeXmqka4oqeCPqx3Z7/p1WY1fW1sDMKhU6PXlfK0OkBW7sSVqIVQHRmzHevVwlEz1AIhaRX/ueYBLAPNzoi5YXHRjO3biaF7X6YlC4sy8fK4PxJfceT0r53vrrArEuSLXt9tyn9GX+ssAgK3Et8K7f0kQoZuuOBbltvat4PhWb4brveoCvXoT6/LQ/wG/+kCXQ+qCou1VlAjjKhySkQKKAyd2PXWAnFAvsD3xtPUFUBwub1c3zDj3d5nV/GiM7fo9vB6XT60Q2i/x1JXZryrjrW7fKCwidBFWVYWVCHakru5RAej6kFLBp2bwKRlG28YFY8wC8vq3l4rHmVIl2KxvhTy03bfyXqQeCO1fpC4obutXFFRpO06wxNB4q6gLBlVu6TVP9G9DXVbffz7Vga4rmirLipbKKhYIIWQIKhEIIYQQQgghhBBSCr5EIIQQQgghhBBCSCn22M5gcvl9ZkEIBUjUZNYELd3XwWAankByob7qdS1JczSnJajbTEsFeFPBjZrpsVc3VIA+JXvv9joDYx0u6/c1U7NOut3pqACJtZm8fPSmE3k5k+nPzYvMP1HHXVDy/eycN9ty3CNHR7cDwPmLFwAAT3z9GRlvR/RvSWolQF/GqOWw2fm66lUAYtMYpi3uCqx6PhY9rrZqfNttt6Xbpe1mR0lJjRxvKrWDbK2tqI61vFDG3rdZnfTVV5+1Tc9zYB9lEajr+zCtj5oylumpabVdyUdrrnyucy2vO3mzWBQuxRLI8bbYfYEEttsAACAASURBVG6nesp+E0l5tiH9vnnhHgDA04nTwU/VKmhh9wHWGrR7g4EVfXmvXf2oDDQoAY090s9Q3nZfObS9il1hHDvDuG2D8tWywRJ1m9D2ZJu64WP0PduL7Ay7ZcUJ9Vtkc/DZDsYldKyyNooyYzg86wJJQcDVKnYGHZDRZ0EIWxhG630BEgG/ZaLIzhA6nyJCtq9xAs/6ggSO1m8fWDGrLwpOqPudtEWhrOWizPl4z62vAid6bHP6uylom8vKRdOgrq8Sa3acKeq5E6uVEDJhDs8vDkIIIYQQQgghhOwqfIlACCGEEEIIIYSQUux5doZMup5F5O+rDAhNlflgSpU3UguBzsKgrQ26D51dIa9rit1BCwb7nhzNsbIKTKu+aqlUTve/2VPR/1Ppux7LoFUDI20bTZGnN9UYV1dX8/LKipPnLy8v53VLiyoDgcoE0E8zONRU5oQBSb4a28WLFwEAM3Ninbjl7ufl5SsXnwQAtGrH87pry5fzcpyI7aDXd9LnWGWV0J+Pvg7ZJdd1OjuDPvevPvIIgMEMB7W6tgrI+STpeTbVuXc6Mh79WWfZJLQKvteTtja1NuhsFYmR/fU1ze7Jnso20WrKGPsqq0a768rdSGwLc4ncT68+eU9enjXunBtzIue9+c6b8vJDD0tmitXV1FLRT0+of7CiLdskQnczLFsORqT2yT1Dyvoii0JRxoXdsjP4+q1y3AF8tgRd3ynYrutDF7VXsP2gUZRRYS+YZHaG7T6Lg5edoY3pgToTOL8Io3YGTciuUGQ7GNeiUGSpqGJdKMJnbSjKyKDbFNkdgOLsCz4rQcgmke2n7QVFWR36gba7ZVGI49H6AdtcrH46F30PFX1nwbM91GZSGRk0B2taIITsI6hEIIQQQgghhBBCSCn4EoEQQgghhBBCCCGl2GM7g80l9ZmcfXpa5IrG+CXwWUaFATuDEblZQ2VcyPZrKFm7GcjqINqtRuIsBFNGSamNyBfbXdEPr29ujoyh31fZDPqZfFGOpeXwtYaMsZdaJqw67EqahQEAttqbariu35kZyd5w8cLX5RgNuX7Tcy7S/01zs9LvuvS7po7R7jhp88y0nENHZSi464UvBACcmJbr+NXHvpqXz106l5fjxMnzrZLuWyUfHcxY4T43o6SORsvplGQws0SsKItDsy6fSaspFzCLjFxXdSp5A2xHpNz19NhJraEaKOlleo/aRGWCUGO06h6op5aUeiQHu74q1pOGsqnMzTqLwp03nZZzUNk1Pr72UF5+8x3f6LZvid1hbVPGM2/kc6+l2UnmWu7/teiAvRu0ANpDYy4j9/Qp7+OCtmXsAVXsDN0dbvfVh2wWA/iyJIQsCr2C7b6LFsq+4Ksb187gyzoQshTsNGtDFatC0fMT2j7uczfu8aq2PVg2pwTRSHaGMnYGqds+e4OuD1kNfHaE0HbfsauMtwq+LAyAP+OCb7tuU5RxIdRvUXaGkO3AetqGrA9lbRQA0LfZ70RVp2wJ3uwJRdl8dLmKRaFKQpqdWhjKttmNfQkhz2kO2F8bhBBCCCGEEEIIuVHseWDFjCyA4fq6BJnT6gOtJMjKg4EKVWA+pUTIVr23tiTwn0YH/JubcqvA3a6sus0tysqvPkYvXZ3WAfh8x9BKBb1/olQLs1Pp6ooKiqjHVVfn004D9unAik21qNZWAf366TuhZkMaZIEZgeGgj+n/1bhmGrJqPlVzY2g1RQFx1x0S+K/ekhWic08/AQDY2pLPMrE66KFcs+yKhAI+aoVJdi319Yj7sowbb0q/WcDL2TkZb0cEHQOBK69cueL6VxII/Vlln0Wi1AUDYgm10tFNxxip84lUX1NTcp1mlpxC5LbZm/O6WxuiSrg4K8ESP3HpMQBAQx34O+96pfT7pFzr9Sl3D1xtu/uxa4PL1/uTBEBblX3btysXqQ90uUh9oNtMQolQRdXgXRHyBTXUnfgUB8P7ZW37nrrhtmVX/MsEASxq62sTWhbby/fdk1AG+JQPk+j3ufPe38Kgg2ZxQxQrETQhVYJ/e/m2RccOtS3CFnzmoWCIvu1F6oKiIIwhpUFRYEWf2iGoVLCq3/S7tlBRAIiqoEhRoMuhaXBcpUHZvkJtfVCJQAjZpxT+IjHGTBljPmuM+YIx5ivGmP8zrb/TGPMZY8xjxpj3GGPKfdsTQg48nBcIIcNwXiCEDMN5gZDDSZlljQ6Ab7fWvgzAywF8pzHmdQB+EcAvWWvvBnAdwI/t3jAJIfsMzguEkGE4LxBChuG8QMghpNDOYJ3uPNNON9L/LIBvB/DDaf07AfwsgF/Zvi+RqNdqtaz/fHtWBwzaArI28/PzMnAVFK+rAiAOB24EBuXw+niZbL3ZkpefG8peEatAgbmdQR2rVlPSvaQ/cg5RJGNYmJJAeLNNJ71PlI3CKltBZvXQ56Ml/0rth0ZD5PKNursmly9fVuPSgSD7qpxkDfK6lrKQnDx+3PWppPtXnn02L3fbMvaF+SMAgEi9k9rqyHXUt1k/DVaoPweNrs+ugz6HhgpQ2WiqeyB2evhVFdSwuyXBFH33SB+j9xggn2GkbCFWfZZQATOzMdaUJFCnk9bHrfXdhltPi53hRDSXl+ttCYh5ZsYFk/zS2pN53W88/Om8fHpKDvK5a0+7vhbd85FEu69PnOS8MGBn0HVlyyFbwrjBEn1ti/arEiwx+PFUCZZYFADRZ4MIbe8H6stSFGhQ91kUOLGKXL/KWCdhAygKzrhTu8K4Nomy7H5gxUnOC77AiiGKAhWWsTaM07bKGMbFF0QxZHHILAQhW4Kv3yILA+C3IPjaaivCoAVBtU1tB1bZEqzPluA6doxrOyjar8r3TFGw3zLBgLer265+p223w3+7T5SJ/l4ghOwbSv2yMsbUjDF/A+AygA8CeBzAsrW5+foZAKdD+xNCDh+cFwghw3BeIIQMw3mBkMNHqZcI1tq+tfblAM4AeA2A55c9gDHm7caYB4wxDyT9nabpIoTsFyY1LwxEwCSEHGgm9nth0x8cmRBy8JjY74UB9R0h5EZSKTuDtXbZGPMRAK8HsGSMqadvEc8AOBfY534A9wNAa6plReKf5lFWSjttO/BlYtDS8F44gToAoFaX9yPdnsjasyj+ANDpOnVVM83SAAxaGAYyH/RHZfjaupBF4ddZJTY2NmQMauydNMPD/ILYM3Smh0jJ9xG5tiaSFzBbWt5vVPTobOxGxgAj+8U6S0LdXdPWvEjoz1/+uoxxy9kCbj11NK9bOqLGGx/Ly5fOu3NrTktf3URbJ6RcS20oNpbrYRO55onS6JnUNtDTbdX176nsFtn1X1tbU/vLPdRW90A/yxyhsjPA41Y4sriY112/LpkT+gPXP5OESl+tSO6Lpo583XP3U7Iu416tyz1ybEbuzQttd51mj9+R1801ruTlR/ryh/fpNHPHtx67EwAwvcdJV3Y6L5gjp+yu2xnKZlHQ9ZOwM3glpyG7QpFFwVdfxpZQpLetQhVJf+KpK7PffmfS57NTm8T+ZKfzQv3UTbaLlq9ZZcbNjLBbFoUMn1VhmKKMC5UyMngyH2hbgc92oNtY7dUbsB1E2cH0ILYv74XtYC8yLmxXt1192e2T3m+3+inJjn8vmPk9MGAQQspQJjvDCWPMUlqeBvAmAA8D+AiAH0ibvQ3A+3ZrkISQ/QXnBULIMJwXCCHDcF4g5HBSZsnyFgDvNMbU4F46vNda+8fGmIcAvNsY8/MAPg/g13dxnISQ/QXnBULIMJwXCCHDcF4g5BBSJjvDFwG8wlP/BJyvqTTGRLnsPE4l/ToTgbYPaNtBVtZWgfaW36KQWwy0bC9WmRoiaRvXnCrq6tWreZ2W3g9kiEjl+Sbyizey487NSbR9Pa64I3rn7Dy13L7TkfPZaivpfXrcOBEps7Z96DHGcZbJQepqNS1llPpeev3bHbnmG+tSbqSCsd6xpbxOJSXAzJRYG573fCf7v3JZ5PZGZYhYWxeLQS/NotCalowYnbZI+tGX80xsZnnREkttd5D67Ppvbvr99f0K8TiyY1y5cqWgpZ9+4r+HNi45+8xTX386rzt+u8QRergtY+9suLb31cRqc+t1lY1i7kRePjvnnqHfX34YAHC9P+wNmDyTnBeQYNAOkNUVleOh/5cphywKVbIz+NoG3VU9T4Miu0KZk+8XbEdBfeh5KCudL9NuHJ3sQYibUyVDwrhWhN3IJrEn2RkmNi9YGHSwf9LGaytAWbQ9wNtn4u/Tt5/PXjDaX7qfz2oAjJd1INR2v9kOdsOiUGa/ov2rthmHnfS7N9kZJvd7gRCybziYZktCCCGEEEIIIYTsOXscgc3Adt1qapIGWLQq8F+9rlecpb7Tdkt/tUhWYk1d5yCW17D1VCnQ7clyYbcnK7PtjgQwzFbp26ptvSaXxKqV7jhdxVEhC5H0RTGwni4iz6tgfF2lstBrQjPT0wCAZlNWWaaUamGrfTEvZ2956ipYolUfW73ZUvWO6SnJrd1VSoOaemfUSNu0N9elrjadl3tdtyq63pZV00Yi16mvzu3px11AxouXZNw6sGUeyBBANO3OY3NTPrOFxVvluJvPyNjTz0UHU0ysXHOjVtZWV12bSCtFVOBEq17VS5vR4J3A4P00Drqv7DoCwNolp3j57OOP5nUvOyKf5b1H5DocmT4JANhS+59vyT1wrCOf1YsTdx+9sun2+bQpl1t932Cx+0qEosCKvnKZwIrJSAH+wIm9wHbfyYW2o6C+yn1bZTW9SlsfVdQF434l7UV0sJ2+c9/pdZzEGA4OiTXodsZXIiSB1foiQqv8sj2gLvDtF+qryqr4OG0nqS6o0na3jlvUV9W229VVbVt2//3KQRorIWRf8dz5RUIIIYQQQgghhJAdwZcIhBBCCCGEEEIIKcWe2hmMARotJzHPBK42EYmn7YtO2CrFYLPl2nSUtLvWlP20hD2Tond7Invvdoe10lm9axsKVKgDI55YcDaFtZXrMkYl72/UnOxyc2U1r5udnc3Li/MSiDA7xvS0SNIvXbqUl7UcPjs3oy5IvSly9XpDxp4HlVRy6y0VUFB1i1bTSeNXNuR8YCUA4sa6Cyq4vC4BEpfmT8q4GiIzNTV3naK6XK+GslncfPRYXr568YLb3pBrt7khqYGTjgy+3nB9HD1yJK+7ckXGE+tz82nyzHgRg7LrWCUYYxB1zbuR67e2LvfxbRD7y8pFCfC5at31PaMCL85syOfTVbabZnqPRHV3DeyY533DsBgNTDgJO8O4wRKL7AzegXZUXZGdIXRCuk1R291inPfKRfvsZ4vCfmCv3uXvfmDFiWIN4tT+GLQFlGVcW0GVtgfBduA7xl4HLRzn3MfdXqZ+UtsPKgfs5wIhZP9AJQIhhBBCCCGEEEJKwZcIhBBCCCGEEEIIKcXe2hkii3rTScRt18l8o0hHrBa9mFXSy25qY9DZG0KRrpNUgq4j+oci72d2At1WWxi0DeL68rLbpykR8nUmhxbcfq0p2T9S53Dt2jWpT+Xnq6tifZifn5Mza0q/m5ubI2PUWR1mZ8QysZyOMbFybfS5T6msDf04ler39HsklcEg3c2ajbzuta//NjnWhkivV5adHeHIsVvyultukfLWpmSIaDWXXNujC3ndw48+lJc78fm8XI/cdYh7cu4vf+lr8/Lq6nJefvzJRwAARqfETmQ/bXnR19JHtn0g04PCdz/p+0pv1/eTTe/19SuSEePJp8XCcOrmm6R8110AgNVrz+Z1R2P53B/8glhAXnqPy+qwOe8k9Ul8APWJ20lcfRYGXS6TnWGnbYMD6g39f3jHrD5kW6ii89X4rDZVov+H3h/76oveNU8i68BOmYD1aF+xG9f0gNkZEgN0t/mJMq78fLczI+jyJOwB+7UtCrZXaevbHqqbhO1gp9aEKvvvxVLdTo5xAH8uEEL2B1QiEEIIIYQQQgghpBR8iUAIIYQQQgghhJBS7KmdYao1hfvuvQ8A8LVzTra+sS5S9+66yIBryuYQoZHvn2FUBPqtra287Iuon2ctADA3J7aBrc3OSNutTZVxQWU+mJ525V5Pxri+JmNvTqWZHlTGhqbS1s/PSxT+qO7Go+0FA7L3hlgmWmkmhoWZmbyubUVLF8cynl7izj2KlD7N6LaqOpXcmyKFa1d2+rM//e28/Pq/9bfz8ite8nIAwPS0nM/GhtggPvWpv8rLx465TA31abFhHD+ylJev9ETq34td2ajbdLMrn/XlVbECZJkYrNIZGnX9fdaEpC/XSTsccjtC4Nr4rAu1SFkc1EW1NTnukcXjAIC4s5nXLV+5kJdffNsdeXl92WXN6DRkYBuJ3Nu33SX3w0OPO2vDxa9+1u17bcU/8P1MWTvDfpDuDkjnfY2Lto+bcWFcC0MVi0JWH+p3HLvDXhD6KjusIdWfA1hskxVlG3bbrhCyV40z3xTtX6YvXx+Hzc4wye03kt1IfrPT/vbz9SKE7Gv2w68/QgghhBBCCCGEHAD2VInQbLVw650uYFx/ygU1fOwrj+bbe2rpVysKEuvqt9qy8m+tvH73rTJr9UGvJ4HM9Mp9s5W1keN2uqJO6OkxbLn9eirYYq0uly/vVwd0VP1mQQ8B4Ohxtxrf7sj56CCLut8oDQ64psZSm5nOy0eOHMnL5865Fem2uk46OKReQc+uj75O+trk+8dy7WxPzuETH/ujvHz2zpcAAO666968bmH2aF5+2UtenZevPHsRALCyfCmvO3HydF5euS7HaHecEmGrvZbXPXNePp9OT84zO49InU9fBRj0nXtIhZFtT6xccx0s0ReYMVKqB6PGUFefZS+9vnW1PfvMAODTyYfz8lTilBrNVTnHOTXeuZe8MS9fWTkLALj9pbe7fZ74ov/E9isWo6sh4y7Wh5ikIMDb8V5QpDoYN1iir98oUC461n4IsqiZZMDFSX7WN+L9/QELrAhsf8knGTixymp8GfVAPMb2on6rqBYmoXAYp+24n0mZ+rLb94Iqj+8k2+7GtMHAioSQMaESgRBCCCGEEEIIIaXgSwRCCCGEEEIIIYSUYk/tDI1ahFsWnEy786wLJHju2PF8+8a6BOPrKwtCFixPuxYiI8EHa/VRSb6W8Qel6Gl9vy/H0taIXlfq+6Y/0peWyGeB/TrKEmDrMsaFKQmEt3LNBc3T4lItwzf1Zl5upgEmW5F8VI2aBGHsxzKGhUVnbbhw4byMUR0jUeeenaVRAQHrTTludh2tCuYHFdCx15EAiI888ikAwNe+9qCMZeZEXr71zPPy8pGjrv6YsmGsrIlFYXFe6qen3blvbEigwPUtsX0YpcOzqZ1AB1Os12W8OohireauZb0m566tHNk9EqngnjZRNhVtXcj6h9DQNhcViLM25Vp3Y7k3u13pt7ki/U7BWTg6R/7rvO7aulhIrj/4kbx8773OIrRw+pQ7fuODOFAYlH+dqS90FelntE1dmb4G0JJ9X8d6u0/nu1vvbicRLHGn1ocq49opZXTNRceuoo3eb1aNqhwwO4PP5qSZROC+ItvBOBYFXR9X2F6lr3Hbjnvue2lnOGiME2u2zJS4W9Pq8H60MxBCxoRKBEIIIYQQQgghhJSCLxEIIYQQQgghhBBSij21M2ysGTz4cSfFXzrutGwzRuTyi7MLefn6yvW8nDkIEpWhoNtXMvFYZKaZHUHbErTtQNsZuu1u2r/IPPV+raayDaSyfr2/bluru7KWxdcacnkHshykfQxkoFBZIRYWpvJyHLs2zXmpayqbhHYbtFLLRKMhtgStYN3a2pQx5Nv9515LpbsqCcagfUNRi9zYI/VZXrv+VF5eXb+Yl2dm5t0Y63I+OotCL5HrND3jrr9pyLjmjNwj+nympl3GCmv1Z933tjXZ4dTF01kUss9Hf9Y+y4wm0dYKJQ+sKetDHLvrNJteAwC4rjJPPLUito+ZE+549139z3nd1bk3qfH8QV6+/YSzM1y8fj49LbmGB4ayrzP1jBV76jQ+B0E9sL1KPviBwY4zher99UH6nu3jMk7GBV1fxvpQ1Nd2YyFkD6mSiWXcecFXX8XOMG7bouMWjbdKhoiJWBB8nUwyi0oVysxNBfPbblk1dmpnKPs1QjsDIWRMSv9aNcbUjDGfN8b8cfrvO40xnzHGPGaMeY8xplnUByHkcMF5gRAyDOcFQsgwnBcIOVxUWUb7JwAeBpAtBf8igF+y1r7bGPOrAH4MwK9s10HU6mDmzscAAH3rVpnnusfy7StXJYCeT0lgoYPj1bzlbOW+VlPB70KBFYf6Hy7rFf1sPPpYOnhjvxuP9L+1tSVl9b5mfl5WojOmZyTwoh5vq+WuUz+WN/X62iyvSqDB5etpwEatKFDBA/XYe2nAv6gmqga9Gj+drux3t9p5nb42ejU+SVIVgNrebKjj1mU8NnHXZGtTKQPUar2tTct40gCSzbrUYUoFH5yR483NzQEANlW/3Y46hjq3Ts/VGxXUUJ9bdv31OU5NiXJCk6sW1L2pFSb6fpifd0FF11ZEdZIkcoz6otwvt82/GABwyV7J66Yv/X5ePnrPK/LyX306DWjZus2dX3tUKbGL7HhegAGQPWpFqzp7emoBBsaQPT++YIu6vkh9MFy/XV0ZqigGqgRL3E+qgzLHKlrhpKNvl5jMvDD88YTik44bt9T3eBX1WyZ4YFm1Q5WAjmVUC75giVXaFk43RXNXmYvjeyb3IsriuHNX2bm0KABtmTEoqihmDg47nxcIIfuGUjOaMeYMgO8B8Gvpvw2AbweQaa3fCeD7dmOAhJD9CecFQsgwnBcIIcNwXiDk8FH2tei/BfCTkHefxwAsW5s75p8BcNq3ozHm7caYB4wxD7TVqjYh5MAzkXkBvU1fE0LIwWQy80Kb8wIhh4jJzAs4gDGfCDmkFNoZjDFvAXDZWvugMeYNVQ9grb0fwP0AcPPJk/ZYYwkA0F1fBgDMNcUyEPdEa2fV+404HWa/J/qtVs2va86cAH0lE8+k+cCg3D2KnORMy/g7HZGax/HoZOULquf6cLLmgWB82lKhLAb9tI+mOnd9blMqoKOpuzH0lTpusyO2j7kFObckOurO4ayMsbsllovIiHWh3++k5+O3emRjm5sT64W+Nkki0vvI8ypKWzIyqwEg9oxVZcPQgX16dRX4MnbXZGFuScZt5DpFyqrRnHLXoW9lMOvXrsl41TFmWm48q1s6eKe2fWxvXdFk1hJ97aYjuZ/iTRUo8p5bAAC9zXNSpz7XE90v5+WHz7n97n3RN+Z1PTWei488npfbp+9wx+o7O0Mfu28rnOS8YBZP2dJ2Bl9Mw5BcV39k0dD/Q9tDbXXZd4xEN2ipcvbMlYno2C/YvlvsNELXfgiceKMCsxHNROeFE6fsyK0XuhXHfWSyxzIk/y9SrReVJ/H4VrE+VAnYWGgN0x33PHVF20PP5ESjNFZgkhYv335lLAzj2CAOvuVqovOCmWcoSEL2CWViInwTgL9rjPluAFNwXqZ/B2DJGFNP3yKeAXBumz4IIYcLzguEkGE4LxBChuG8QMghpPAVp7X2X1hrz1hr7wDwgwA+bK39bwF8BMAPpM3eBuB9uzZKQsi+gvMCIWQYzguEkGE4LxByOBknyXnGTwF4tzHm5wF8HsCvF+3QbSd48qtOxn4sVSTZmmiKG0qqbhKRgddSiZe2KPSVBt6XfUEF/EevJ31p64JJ36HoaPrNlkjBrdLAZ1J+LXFvNMQekNXrKP/6WLo+G2Nb2QNqRmVO0JkPYhdHYmZabAWRevezvi5xJmamXJulRbmm164rSb+6ZnnWB32dazLedjvtt9Ea2QcAjh49mpdXVsRe4WMgi0V6rfW10xYTa9VnCVe/unI+rzORZLGYmZ2Vsc26z+3Z5ct5nbZRLK/IdYhTm4Q+B51JI/+s1X0V+TwbAPqpZDNWn9/6/D15+Ufu/7/z8kLsrv+v//iP5HX1GbGjmDtuycuv7p1y5xDLPfL0seN5eXZKxvvy2XUAQHvR/fvTD3iHuldUnhcQwa1NAMV2hipRy/Xs1vXU6bJvvyptg5Lh7L7RFgfNuHaG/ZRrfT9bCfZSMr0XsuOdWEdMcZPdo/q8oLO2ZFR5HKpkPgj1G7IxTYqQVavIXlWl30pWD23h1CeceLZXsTvsVhaaIqpkmSmyIxT1FcrQU6VtFS+N5sDaIKrPC4SQfUOllwjW2o8C+GhafgLAayY/JELIQYLzAiFkGM4LhJBhOC8Qcng4EK8qCSGEEEIIIYQQcuP5/9t7t1hLsvO+71t12Zezz+nTt5menukZXoYUKVIWKYkWokQQFBFOItuw8hAQNmKAcQQoD0FgAwkiOo8BAiQIkMQPgQFCjqEHJ5GgRBBhA4QEWlKsi2lRpACJpChR9FCcW/dM9+nuc86+VtXKw1pV33/vvepU7d27d5+95/8DBmf1qlVV61L1nTO1/t/3PYk7w8rMiljunl8TEZHnX3By9u74z6vjRa6y925X5e6TzEnhDju9qm4M8vNKei+aiaGwKp9DOX00lyXBSfBQWp9nel44EwNG8VcJWSnTxzpMO4D15XXRDePaVc1AEFto69My4BjOz7Rfh0d6nvGS+jt3XtbzwQXk8enDwHiUIte2o5ErH6Q658/dvAnHdf7v3LkjIiIW0yxA8QFkSTg50YwIJbgm6IYynZ274+DmctgDlwvow92JG5uF8Y4nupboWjLL3fMyHuvx+cwT7n6YXQPB5yUpvKtNpm4Wzz3/gar8W//9/6x9fOOr7r7ZO1Xdp973w1X5+bG6Mzw+/LqIiPzwT/2YHv+uZj+aPKdr/Be//aeu7o2vuZ+7ljIR3RlK6tStIYVtm+jjpSx6Gqirq8e6uqwP08DxULnuOGZ1KNbRKzfJhOvqV5EPr+uu8LQkypfVRaGpX5v4Zl+uxWXIiPGUiaxIZ+F3cJt3pGzTRtIfckeqc12KLBMxQwAAIABJREFUGo6HbERTYP42hJIZ1CV7abpX8BFtM1GzhZ8iq7k7NGVtWMV21bFOlplVXBBWyaJQVy7Pq3NbWDdTwyoPwSJMdkAIWQ8qEQghhBBCCCGEENKKrSoR+lEuHz/yO9H3XCaXj/7gj1fHv/aNt6qytaAu8DHJDOxIZzP9kos7+uWOchQvB1sUmQ9wWAZWRMUBXGruuqWSAHe0kXJ3GoM0wq1kMtPxxIm7VgdUDWdnj6vylcNr2nefZ346g11zUF4kqe6g94xrm0Ta9oPv/2BV/t6br1Xl1193u/xppF+7cW5irw44Pzur6t5+U9fn6EgDPT58cCoiIoND3Y3vdPW6N29qAMMocmOeC8YI83z9yhXtj+/DKQSP7CYaoC6b6o577i9x+LyqJWRyXhXfeutuVb7WcdeYRPpc5DHsoPgAk6jiwCCbksMz5O/bS1UVkb/5B1X59TNQXniZxSDWgJAv3dK5SQ/0m158dkNERO6f6HhHV3RO7WPt74c/6da4f+LW/4u//2wjK65MJCIHFxzfZE70OkVBqG1IcVB3jaYdyVolQkMf6/LXrxRtrUm1sI5Soc0OYVObyxyQ8UkJrUub6H1twbnbT1WCMVbSnnuBiuLioJBFQKFgoc7i+SH1T5t3bhV7E7U8Pg3ULdY3EXqV2wRsbHyFQ/aiSamAg2yyN21UVG2Pi2xWibBO2zoVQdOk1523TtuVFthDJQIhZD2oRCCEEEIIIYQQQkgr+BGBEEIIIYQQQgghrdiqO4ONcsk6Tvoep06K9ZU//p3qeKejkc6iTOWHvQNXPwH5egcCLs1Qie7dDmZZWA+IQfziyA0f3R3wOMr7sb4E3R3SJF2qQ1L8h5f0dxKtHQxU4n5+rjL80n0CXS4wCOODE3WDePeBcxE4PlJ3iF5f5/TWcxqYL/aS/Tff+LdVHc5D7seeFTq507PTqjyc6fxev+Kk9zNYiOlM5f0Y5LLX6y2Ncf48LRvvalEGyxQReTC8r2PIVep/cPP9IiIyOn6uqjv5lgbt/PG/+7mq/NXf+efuvm/+WVV345YGKiyDP6aZulFkufZr/rkwvq+67qfn6qqBY0+9+8Rf/RENpvjx7/++qnwMz8D9+07fP3us61sYjT7Yg8Cjo8yvW+eKb7dj8uZIRA4vkF7OyY9ludxGitwU4DDkrtDG9SHkrrDutZr6uIq0eo6Q3LYphzsej2vahq6F5A3H21zjadP0Hb1OF77J+z5pQMa2biG7JVs2xkoH3PUWKWrmxVpXX+cCgW4OWRYv1c25PmTwJ9Iq7gyhgI3TwPGk5vgmgzA2uWesHTw0ZDfqXBRCARebXKoWr9eWNr//yjG3cTEqr1dnC+JA3bptQ+fVjSfUdv/dnAghlwcqEQghhBBCCCGEENIKfkQghBBCCCGEEEJIK7bqzmCijqSD94uISGEfiohIOn6zOl4kKpfvQBT+vHDdHIIULzfadfAKkNHIyeTRrcCC/DwvMHuCq4/RhcFq2xTcK44GzkUAsy+gi0Pq3Q7Oh5AxAO4V59A28q4PVuVmk1EG52m53+kt3Xc80eMpuCucn7r5u//gnaquk+o83rurctb+gZPL33hBszfcfVNdG6LIaSvzDDJbgDR/OlOZ6dmpk//HRjMrIFGs44w7bp4ODlS6fwYZINDNIfPrk4O6NAfHkINI+3By1/X96OCFqu7qx76/Kn/tN/9FVX7lyM3p0Q/8aFV3Cm4Sp+cPRETEGpC9gkoQM3QUPlPDbKoNOl09Dgkg5IOvviIiIoPD46ruL19T14frRzpP/WPX9uEbOsa8p30cpXqPszN377t/6d6l4Qilo5cfExfSORzWHkepMUqUy4jsraTIq7gKPI1MDk3nY5tNuD7UnVfRlG+8SW7bJGsOXbPu+OI1njarREBHQnOzzfu2abs/RFJIT8ZzdXUuDEhlt2G6C8iEZGOwJ6lZum6eQxacgOtDkcGFQzZGRKQTqAvZCPwLrK4cXVDXBnx8OoH6uccLHS9DxmXdG2/Shqxy3zpCrgJNNm+VzAhN161rG6LJNaLuum1dsXbLzYkQcnnY/79ECCGEEEIIIYQQshH4EYEQQgghhBBCCCGt2G52BpNL1nGS7OeeOxQRkbEG8ZfnpiqHf/dMJdlj48oHfZXmnw/1uAXJfZmdASXnmNmgALeAQy8rz2Zahy4ISaT3m4ydrLzb0zrMZvDYuxKgMizpaB+Oj4+0716yj+djudc5qMqjc6d77MF9cWynj1X+X14jgzEWRucpAhePfOTk47OhyuX7/cOqbLy88CzX7AAIulcMp+4as8cPq7o4Uqnd0RVwcxg7eSq6m3TBbcQWet7IZyZIunp8OFbZuwW5ZSLOJeLk62/reOC846ObVblz6LJUFLDWhwc6vzevXRcRkbffulfVHfR1/dD9pXxeMHsDDF1yyDbxUueW69eJrtn7PnynKpvz16ryowevi4jIlalmZJAJuG/YG1V59MDN08f9O/WlJByV/LISSSGD+Lz2+Jz8WJbHloOsE2XJZZR2EZG8lCKDu0MOUmQ7J1H2520yO0Odu8O6bZvui5+HQ9edU/xi41LOHIqmXkeTbLlJqtzmHpukKSJ7nWtFU5T2dQldFwndYxXJ9m5ixC65MyC2YXwhW+HqwUb4MrbNY3BXi8ENInVtM7A36PqQgw3Jpv49QneH0Ptb937jsJvcGerKTZSP0NwU4wXwhvnCT5F5OX1tapgLblxnF9q4P7W5/iJN79EqLgaEEEJ2+68MQgghhBBCCCGEbI3tBlaUQmLrd8C90qAHOwBXerqTfeWlV6ryn73m1Au9SHeW857ulA1P9VN6x+8+5xAJDwMrGthFLhUIGbQdDDTgHyoYjN+RwB34EBalCFDEa5UBGSews1zgZUFpYHwAybNTlWyMRnre1RvXqvLsxAUEnGU63gIUDilcd1YGb4RAkjGoANLEqSFu39b5wKCHw6H2J/PBBaNC75Wkeq1TCJyY+rEfHKjaIoZ+QexGOT52SpHhBNbXQKBBeHzHeeLHACqM7EFVHo1O9BqJ6/sLhx+o6iKQDwwfu/5GsBthoPz88xq8sefVMXfvaoDQ+yca2DJJ9Xn74+85dcFP/9hnqrqvnei1hsMPV+UrN9xcTx/oeK8N9FrnZzq2wztunvKOn//412WXiCWXQ6lXItTtKIZ2Eed2GSEwZhlADZ+ZvIsKBtiJtK7N3M4ilIspBB8rVQtNSoU26oJxy+N1163bqcQ2obpaVcJF1NnBULC0NruMTzuwYlNQQxEd+2X4tr5uEEZkm+qOzRMKrLgKdUqFkL3AtnNBGKG+VCDM1UHQ4BzKs66zEahUmIHdqGzIFPqIQw0FWQypEy4qNxGKbzhnKzDIYtkIjdu6N16HTduHJw2SetkIqaja2DxCCFmffbGghBBCCCGEEEIIecrwIwIhhBBCCCGEEEJasVV3hnwq8uh1JxV87uNOxp18/8vV8d5QJc3nkOv++g0nxRpNta47U+n8dKoavPPTR+66ELgvSdQNAt0KSjeGDgT2Q3eFXk+D2qWpk/adnqo0v5Pq9JWxmLpdPQeDJaIkv7xHAf4OBQYJBHn/aOSk9zMI0NcFt47HpxDM0AeNO0q1D3NuFOBuMPPBKE1XAwqaSI8/PHPz2Cs02GJhtV9RR90cksLNfzbVuZsLs2RA0mnckclMAzZmU50bA49kt+fKtoAgmjm4esD8dspAcEbrcgNuElA+m7r+PHigczcfJNONfQzr0zUqB5zCWly/7oIwvvKSPsfTibp6TGFsz6dunk5e/+2q7oVXdP77hT7H/dxd9+hlDUqZGJ3fb0FAzV7kyqen7vy8COnXLy+RFDKQs+aGEs4T30aKXNbP5YMHueecRNk/rzm45OTwrud9cHPw18hmKv1F2bKtZMvQ4SYXhXHN8U6gvikYG5brPhkHXRtCUuY6mvK9Zw3H6661SdoEWyv7tkqO923TFIQR2e09gkgKOZBRc8Ma6tygkEaXqIANQbsx5x4ly3ZhFut7hHZj6gMlz6YQALqjvwukA2vXWfgpEnZ3EAkved1j0PQIoatFdZNQsEW8WJ27UsggPW0XpkXqpP4ll1XyXxfkscnNqSlALCGEPBmtPiIYY14TkVNxVimz1n7KGHNdRH5JRN4vIq+JyGestSd11yCE7Be0C4SQRWgXCCGL0C4Qsn+sslXx71trP2mt/ZT/9+dE5EvW2g+LyJf8vwkh7y1oFwghi9AuEEIWoV0gZI94EneGnxGRn/TlXxSR3xKRn7/ohG5X5EPvc5LA0bd/31Vev1od7918X1Uuo6mLiPR8+Wykutsc3BWOruk1zsdO2l1MMc+5EkMEZevl/ejOgBizLIc8OOhXZXQVKLNBYF0BWSEycL8oXSPKnyL1WR+63t0A5fZYRlcO490NEhgjjm08Vr1zmYWie6juCpCgQHKf4cFakHnmet8MXAz63pdjABkXjga6JhNYi8S7KLzw/I2q7vSRfniezXT+7j+46/uic3PtmmajGA6H2l8/fxYkfiYBKSpM78mJu9/j0WlVNzenPmNFB9xZcJ4xq0b5jJRuJyKaVUJE5N49nfPj73vO9Xum/XpwqvMwG75dlXteinhg9L4202uNIYvI/XOXqeHWLXf9KHmmMuaV7YJzZ6jPzlBHKPp6U274OtcHlCKXbedlyxdLmGfwLs+VB67tLNe66Vhly3YMbgPjhZ+L5SGUO4HjqwRLr1MdV4/bJsO/t8kHH7J/m5AXN0Utf9rURUhvcpOoaxuap1Xkzs+MtezCwdxDvxlCNqLJhQHb4PGQCwPWz8AtCNtOvV0vsziIiEy6auunPXDBHPq/OVZxZ9hE4gR8fLI0UBlq3OZdL8tt3sNQ2026QdS9Z5eVpv62Gc/i/Nlgqy2xsl0ghFwe2lpNKyK/boz5Q2PMz/m6W9bat3z5bRG5FTrRGPNzxpivGGO+Mhytn66JEHLp2IhdyIa7FcOBEHIhG7ELs2F4I4AQspNsxC6I0C4Qclloq0T4cWvtG8aY50XkN4wxf4oHrbXWGBP8nGmt/byIfF5E5MXnbjzTT56EkI2yEbswePGYdoGQ/WEjduHwxSu0C4TsDxuxC8Yc0S4Qcklo9RHBWvuG/3nPGPOrIvKjInLXGHPbWvuWMea2iNxruk7/6Ir8lZ/8D90/vGvCv/mTb1THr13TSPQvH2r51Q+8KiIiD05Vfv5wpqqGf/PVP6rKN/pOdncy093NuEbeXdqrGcjEUf6fJCplPDs7WzqOsvbER3JHWTtK5LsdlfqXoOsDulmgTL+8Bh5HNwlr9Rq9MpuB1S+1E5Dh9/sH0NZJJA8HWhdF4EJy60URETGxSt/uP3hQlefmKXL3TWuyYNy4qZL9JHVrEcU6N1dg3e+/o1kbDo+c68KDk3erutNznZsBSPrLTBqTiY739BFKYXUcuXHzk51r2wiyN0juo3BnOs83r9+sysdXtL+zibtuasF1xapc/UMv39bysXuOo76O/c13tY/dvo7n6jWXnaF/rPc6hHIEbiZXrzj3ibfedu4Q+Kw8TTZlF2LJ5UhOa4+H3BbasK5suZQd12VyCLozgGx5BsfL+mmsz8RkoO/J9ADqx66+GEKU9rrsDOVjUxeZfR2vAyzPpVfBi8ULPxcb10mYQ3VN0d23wTbdHJpcG5rcHRbrSy5XFPZN2YVICulf4M4QrSnDbsrasEl3hnzOFmDZvdhT0Xe9Ay/4FLImjTvu/RoPIfNTAm5QIdeGTXojiai9KbqhlhJ+fzfxLpcDanOtVVx9SnbBhWE/2JRdIIRcHhotqDFmYIw5Kssi8h+IyJ+IyBdE5LO+2WdF5NeeVicJIZcL2gVCyCK0C4SQRWgXCNlP2igRbonIr/oAcomI/J/W2i8aY/5ARH7ZGPOzIvJdEflM45WiWMTvHmeR20X4d3/ih6vD01x3tPoHR1X56NAF6Tt7pLuVv/PlP6jKnUiDHUrf7eBewV0BCFo4m6E/ldtliKLwt5ThaHkXZAxKg7QDu4+ZUyXgDj3uxiNlH/C+GPQQd5JHQ3e/bl93AHAMeI1SBTGF3XhjYmirfUg7Pr99rsd7id7Dx0oUA9EWr0NQwx4EHcx8f3JQXkTwZGHAxlJZgWMYT3SeMZhleTkMQHl2Hg7AlySJP18HicqLs/NH2tiUQSPtUp2ISBT5+8W6JtOZrnte6Py+8/B1Vzc507YTDSqZRNqHl6+5Z784UMXB7Zs6trdPVOlRBtQUUF48evRQxzPRd+Guf+ZeeeUV1+3tbK5szC5EUsjhGoEVV2EdVUK9EmFZlRBSH2AZdxwnuONoIPBp39mxMbxbjbuPm9hlDAkJ5kwX3FfCNu3iTrTZRWxSLTwt2uRVD7UtWSXQGRJSJbRRH4Ta1vFMAqjtlF1ookmJMK9gWkOhpJFM55UIUJ965Vw6gN+ZHQj6m4DKMWQX6tRKF9XVgX8S1aoS2lJnvEIGqU3AxnV+8dWdE1JfbSJa5ZOys8qJzf1/BCHk0tD4EcFa+x0R+USg/r6IfPppdIoQcrmhXSCELEK7QAhZhHaBkP1kZz9rEkIIIYQQQgghZLu0zc6wEc5m5/K795wbwp+duqwuRUdlap1c5XGDVF0U+pGT7h0kKuE7P1Sp+cNIJY9p7mTnh4fqDjGDIIvoNhB5qf98oEKVfGLgRFvJ6UDeCNcV677HYGBFdDXIcwj06OvRbQHLeN84cfXoohCDf4C12Hd33U5XlxUDDZ4NVQI/HLs5e/dEx3twoLLIck6SWCWW6KoxgnmcTkf+uEo3i0KvO57q+hjrgzB2dG5KVxDXX3Qr8PJRWJNeB54RCKx4cnIiIiI3bzxX1SUwTxjIcZa7+2UzlU3OBVa07rwrgxeqqr/6iZ+qyl10WUmdG8Nf/qUGGraFPqfXEn0ehhPnUtG98XxV9+7dN/Ra99Xl4pHv+7Ub17WP4J5xfHSs97jq3CeG3n2msBcHDrtsRFLIYA3ZsnlCuXtdwMZSoozHQ0HTsIxSZnRXUNkyBGQF14ax6LPS8RLmjtH3ASXMw0RtYlaWV1HYNqVtxzIqiucycCYLP0XqpcahpPWbcFFYJYBak/x/HTn0JoIxPuk1di2//eo0BVacb9veVaPJbqxiF5rcGdBuoGtD5stzrk01diH1Ke1SSG2XpFoeXdVnaVTZBfQnlIvL6z4+K7k24E0mgbqQ+4CIpvOrsyFNLkirUPcehiYqNGlxzfFVXCNWWYx1fVMWx7lbfy8QQi4P+/nXByGEEEIIIYQQQjYOPyIQQgghhBBCCCGkFVt1Z8i6Vu6930nRrhe3RUQkyiEafwekgRYyKnip/32Q5j/MHmvb51T+m9x31y9ylbzFIO3rpCq7y3zWhrrsDCiQHI8nS23LjAAiIsa4a+Vw3yLX41mmsvbSLQBdDUwEkjIIrx8nrm0ECr4iUykjeGKIrVwQVDY5l819BtI/4/TKFnTL0wnK+92ZUQKaxUKvhm4O/YEb58mZujikMSa11/MOBm5seVYEj5tI+1hmWrj1/ItV3ePHKvk/O4dnoHBz0jvUaz1+VyXyV66q/P/R6am/q65wN9HjH/3QD4qIyLsn6v7x5a/9f3rdU3VBiGP3XPzIX/nBqu7jH39fVcYMHt0j544wPtV5kkLXvX9VXXAm/jmbQSaH0ZmuRRfW+Iv/6g9FROQv77l1uP9Qn7VdIJZcBnLW3FDCsuUndWtYpJQrhyKzizS7M2AU9lKijLJllCp3ZQJlZw/mZMsg1427Wh4mrjyJDrXj67ozZIFyqE5EpEgbGoSkuaFMBCLzUuQocLyOVeT/TZOyznf0dV0YNn2Nkv10bYikkANpZ8tCNiCqeZZWcX1AQllb6l0bLrYLTVlbOmAXyjLWJWgjDNiII/cuDiFjQwFZl9b+i6/psSp/pWV1bg0huzCtOR5yC6izG3VGbR2aMjWs4u6wrmtE6Lw27g5N7hWEELJ59ucvDkIIIYQQQgghhDxV+BGBEEIIIYQQQgghrdiqO4OJI+keu+jBHS/17xX6HaMDMl+LikOfdWASqfxtdkclbfkfa+Np7uR8eQbR+Gcq/ev19B4z70qBLgHGqCQxA1eLMnsCZnLA65bnobtEAecfHKm8MCu8GwXcawLZDlBmb73cvQAFXwKeD+heUfZtUoQjWuOUlvc2KNPO9SZlgP8CJIL9rs4dZogYnrrz0g66MOB9dd0enTnZ+gBk+lmmcmh0ESnX6vwcI/frKAzIR9//yodEROS1v/huVffii1er8niqrg+Fcf2ZgYR+NH2nKv/+1//M3QncN1AYODjUcf7ARz8mIiIfefUjOkZwucCMFvcfPBARkaPr2q+if60qd9MrVfl3/7VzUTgdP9A+FJgBQPs7LNyzVUYCL3bs22BItlznohCSKNfJk8MS52YpcxGIVo0uDCHXhrwmCnuTOwOWhwF3BizH6NoQu3cmuqrjGUX6TgW/D6+SnaHO3aEyUyhbbiM1bmIWqNtEVoemCOaryIfXkRpv413crfe9Lc4u1GdnqLcRF7s81bk5hM4P2QKkzs2pdHOYz8gQQ/ni7Axd+J0ZcnNCWzDn8uRf1rivdefgC5lFmuGlUVm/yqNdlsFTT6ZoI9JAeQJ1WEaDU/7OqzNYIXuzCfe2Vd7lUMaFuvPWzerQtg9t2hJCyGaglSGEEEIIIYQQQkgrtqtEkEg61n2dLoMATuBL/7nRneFxDDvOiftyHRVal5/odVOju3n9jvtaP7P6ZTuf6NfqItdrpLG/N+zm57Ah1o31umWgx1mhX8ktyCVs5MoQJ09sCgHYQHVQ7lLE8MV8cKi7iPPBEn3f4LoFdDK3Wo4Sd6IFFUYEigFUPiS+b5MMdgAM7Lz7gI4DVB9AwEfszzR3u0Wjqc5NDn20MM5O6nbNUV3wwgsvVOWzU915Oj9zOzCPh9r2PNfyJ19+qSofpi7A3OiFD1d12ezdqtyL9RmIZu6xH6eqCOhBkMuR8cE5jdZ930d+oCofHepuzqsvPy8iIt2OKgoszHlW6Pxeu+b6O7G6K/Mb//IrVXlo9RmY+fckz3TO01h3dkw0J58REZFB1/2Mot3K+2wC+eAjW7PLCDbA+DJORVS3CfWkm1Tw6IMgRMrXc5ZCEFXYdSt3IlFx0IPtupGoQimUD75WiVDu1uFSq5BFRgKqhLKTqygRsobjU/z+HFYgKW2+VYcCqG0yH3zdbl+oD01B0erqVglu9qQBH/f/+38kxdy7ItJOfVC2WcWGzB9v30cQUooFu5vFFyuUShvRgzq0ERhEsbQByZxdyJaOYxu0FVFXx1gGZBVZCMpaNW4or3t8jP8of3/in5+oVJgFynUGaRUlwirGf533b5XAinV127QhhBDyZNDKEEIIIYQQQgghpBX8iEAIIYQQQgghhJBWbNWdwYqVSewkZUnpSoCSw0zlgN2OSrdLt4HZWCXPBwOV4vUOjqryKLsnIiIpyHyzTOVxU5Cod0upPsj8owRyQIO7QtZ3suP0AHLHg9+BLdx1CwOBAbvaxxxkmcZL8CC9s+QjPZ6DnjLxEvbDAeR9tiofxsCKk4m7hulBsMU8HAjSGicf7HfDwdjKgI4JzMdwrO4m06n21/rxYGBGJIl1TkYjF0Dvxo0bVd3du3er8tGharKNd6+IOtqH4+S4Kg+u6zx8/P03RUTkw6Dpvj9+sSq/euuW9v3syyIi8iM/8Mmq7vd+919rf2Zuzl595YNV3WyicspBR6WXva4bm02er+ryiY7tt3/vD6pylrg5e/hIgwj2D+7oebk+m8XMzWWc6r3iVMdbrrWIPr7Gu0nYhmBgl42oEOmfZ/OVdcpTG2izbsDAVdLFzwUzXS4nHeh/quWs49a6l+p6oWw5JEVGqTLKkueDwwVk2Abq0LWhOFpqu9I81Z1XMkUpckh6i0HT8Ls1rnk5D0/LnQFpcm3YRC72y+SuUPZxt+yCsVb6s1Ht8Vo3pqZ3PfQM1z12DcytUgSukol/tmN9xotE34OZ/502Nfp3DrowhGxEyMVBBFybRO0FBo8MBWQV0aCscwFZEzRuslyuU94nCz8vKpe/5qahYIsi8+4MWaCuqGnbtLBt6kO0fRc3YTeazmvqS5vrLrJbdoEQcnmgEoEQQgghhBBCCCGt4EcEQgghhBBCCCGEtGKr7gyFEZlEPstBWQdR8Q9SlezPcpABTl3rawcqu3s00/NOTx9X5a7XFydxWNY1maoksONdJmJom0Fmg15XpYY9ny1iCufPReFPnOvCVIP0y6PnVDLXu6r6Yjt0Y7OnOkYz1LbdOWW3Gw+o6eUwA3cGq0t4ZeBk9NNC52Y8AQkkuBuUrgeR0fsOR+CuMHOuI0Wmc5DlMHaUA1rXRwNuIQazN8BaDQ7cPJycaHqNfl+zHUxAvlq6cnS6Osbux69X5bc+qO4i93qu74fgvpEn96vyd+I/q8pXO+56X33996q6Rzf0vKJw/fnmO9+p6rJTvVZaqPTy4al3z5k8p23h21wGofzzsSt3etp2CAsbd3VdYz+BU8gsMj7XeUw72rZ8Yme5O8euItO/DBQisqhabuOiYBuOhwJ6ryJxriMUhBstKSQr8IllJOnp2nX6sI7pciaGOqly1ODOgBT4AvokJCMBt4ZNpFLXzihzUdhLe42TU5cPvhOoa3JnaDOIdeS/q8iS171vUx+IKUSSem+G1VxymrxkNq16D8j/I1Dsdzvuwt1UB9jrqctTNwa3S6//r3NzSuaytuS1da47YEO8+5M5hr8B0LUhgvf2Sd0ZMIFLOcwp1M2VQ24Ofairc2EILXydG9QmDWATm7QF6+77XXQe3RkIIetBJQIhhBBCCCGEEEJawY8IhBBCCCGEEEIIaUUrdwZjzFUR+QUR+QFxIuD/XES+JSK/JCLvF5HXROQz1tqTmku461iRJHdyrdxL3K/0VGI7AbmeAVn6FS+BPz98jDheAAAgAElEQVRXud/Z5FFVHlxTN4g8cTL8fAxuEn2V6E2nWl9mK8AMBnEE0ZJBMp5Zd14XpfeQ9aGMzHz0oatV1aufel9VtpBhYPTIjWPy7rmO58Gp9muoEsdo5uR82Uj7OILI/F2r/Z2eObeOLNW2WaJzmh7pclufGmL8tt4rfqxzk9vcj1EzYuA8oetCqZ+fdwtRGWGvp5Gmz86c28F8VglwuTjSOU/95Tq3dP1e+bFXq3LyimZqsIkb25VMpZCnkc5THOv9Yt82zSHrA4zn/Nyty+hE1wfdOjArR+qfJ1Og+432IQN3hZ6XKhZTndPZmR6fDPXZOn/o+p6MdU57ELE7n6mcPfIuE95TaM6V5GmyKbsQdGdYPB4qZ4G6fM22dfcLEZL0ogoVrWr52ICKPwHp7lEf3HcGM38plB/bxnIj/nkoruiDMZHDmsYtCUmZF8vl6wfvjk6ISDgK+yqR11fJ2LCKy8Amv62ve61tyq03y8bsghWBpEaOJtcmrG9ybcKyrWlbd+8mymXH9wEfwfLXHCj30wlkd0C70J/5Sy27PrnLLrsutMnqUpbRZSo50vPOEv29W5R/FzW5K9S5MAyhXP4aw7Wtc23IFn6KiMDv+NVek1VsyGV4//Zrj29jdoEQcmloa6X+kYh80Vr7URH5hIh8U0Q+JyJfstZ+WES+5P9NCHnvQLtACFmEdoEQsgjtAiF7RqMSwRhzLCI/ISL/mYiItXYqIlNjzM+IyE/6Zr8oIr8lIj9/4bWsqZQIV3pux95muFOrigJJ9LP9cOQ+Y8dd/QJ92NdAhb0j/WL+bvqWiIgcDOGLO+x6W4g6VwYX7HYhJ3OMn8+h7357FwMVZrh98T53/OaPvFRVHX8QoixCH45yvwNgtO6du+9q25FeN5u4HYfpUO97+u69qjx+R+tHh37Hoqdz131O52Yw0HFO3nI7HSf3YLcedtgPfH8xwGXdPJZlVHl0O7rjOBrproqJ/G4o5LTP4b7nJxokc3bk1R0vvKDn39TxdI90PJEPApUbXb8ePC+oKinHkcHOUA5BJw98cKmrhY4Xv7bNproLlE3d/BRjHcMs03kwMW5xeaXBDFQlZ7pFM5y8o2MbeoXDWMcw6GovpjPow7mf06kbY/zVpx9ZcZN2Qazo7lNTqu+Q0iBrOI5t6nYkm3YykZASAdUfaEImCz9Fanfd+v5dSwb6DsRxeEexLIfqFsvljmMEz+LpVS3PBVxsG0ANx7jujuPcjiIGUwuxiSCLz5p1+7ipsT19idJG7UIh8+9NWde23GQL2rRtituHhLZk6pQIofeoxkb0Z67DaV8DHycpqg9ASVApEZbrXP3yeXXKJ9OH31OJazPtwN9oIRtQZwuwvhxbGyVCWZ5TItSUQ78P5tYvsEChuvccO2YXCCGXhjYW9AMi8o6I/FNjzNeMMb9gjBmIyC1r7Vu+zdsicutpdZIQcumgXSCELEK7QAhZhHaBkD2kzUeERER+WET+sbX2h0TkXBYkR9ZtRQe3P40xP2eM+Yox5ivjh+ehJoSQ3WNjdmG4uNtICNlVNmcXFuMhEEJ2lY3ZhflYOYSQZ0mbwIqvi8jr1tov+3//iriX/64x5ra19i1jzG0RuRc62Vr7eRH5vIjIjY/dsVnX2YhT67RuSarfMbopBPYDO2E6XgdotbspBEDsHWmQsEqiDnJ5AzL8wyOV7uZeVp6BlB3lw5OR9qcMRBgl0IeOysBuf+L73BheVul9B4IwRoW2TQ5cf6YQjO/2K3peMdM+zMbOFWBwoNL9N9+4UZUff/f1qvz8dSc17HU04GD6PATru6tyyJPvfEtERPqQCzqCAIiPC/cXXJprv6NIyzMIKmlLzSDM+WgCwSEh0l/pwQHeEJKmqnXspuCi0HN9i2/q+nZv6vqlXdWH5n5+C1jrDsilu4k+L6VrSgfcCnJYn8h30nT0/Bm43XR64DIxcOdlRp+VbIZScp3fpOPnzOrx40z7m01uV+XSRcRYnecZuNIMz/WDXOLXpd9za/1Hv7CVvPMbswsvXje2+rsgJBWuk6eGcrzXSV3zhuNYLp/NNiryJneGslwn3cW/h3wf00xfjqMjfWejFJ+rJ5O4GwOuD9cwT7x/v+A9CgZLq3Nn6EG5MR88lJvcTVB2XJbrpmAXPBvWDhTZNLhnPvjN2YUbxm7Mzamu7SpuTqGAi02uDbhN0+TOUPdueBsxF5B1AAGR+xcHVgy5MLguhNpmwfPS1HXi/KrWjRL920I6yfJ4ejXl8cJPkc24M4Ris7YJrhmqe9LjberbHt8PNmYXjDl6+v6ahJBWNCoRrLVvi8j3jDEf8VWfFpFviMgXROSzvu6zIvJrT6WHhJBLB+0CIWQR2gVCyCK0C4TsJ61SPIrIfyUi/8wY0xGR74jI3xP3AeKXjTE/KyLfFZHPPJ0uEkIuKbQLhJBFaBcIIYvQLhCyZ7T6iGCt/SMR+VTg0KdXuZkRkY7X9Bkvo8eI/xOQjKMEvuszNaBLQBRr12+88FxVfrPro/RHECEf3CCmmcrxbOZ0ZAm4KAyHKh9GzVReeHl5Aa4GPS33rrmI/mlX9XyDRMuJ0ajGgwMnA5xMVZKYWR37eaGy9SvHzjUBJSOv3FIZYXH7+aoc+awMaay6ybOxhkg+/Z6m3036fk4PVWd4kGsf7cSd14esBvfvq9IsBv22LRMuoNtCXcDfyp1BG+RG3QbiYx1b4sf5yide1ePgQhJHel7k+5PEOlMmhntEqhn0SykRuF8Uc2XX1kKWhbnMFKA/LD1hDGhV4wIHD5k2ZmUb1LXqGEwXns0yYwVk8Igh48WVK5BRxD+/lctFvJ2I05uyC3PZGUrqpKNNsmV0DwhJXesyOTRF+W4CpxxjPATywTf2AY4nMPajI32XI+8WFsr77srLrg91UdqxbXLs6s86kCMenrtqPChPHtaUN+nOsEkpch2blDg39iH0jq7y3rYZ0KJ7xNOPwi6yYbtwkZvTKhkX1nVzasr60AQuKU5/kzvDLFAOvS8icgC/p+JDn3HBhF0UQvYCbUGdjUh9J/C66ZF2cuxdIeeyN6C7wibdGWrmIejO0LSWq2T7WPdd36QbxNNw4dqSO8XG7AIh5NLA/DaEEEIIIYQQQghpRVt3ho1gxEgaLXy3gAh7HdiRTjHgnw/ul0Nb29HPp1P4bN8ZuF2zJIXAf7neczaF3WW/XT6Fuh4EF8RPLJOZ215MezBlsIsQXXO75ulAv8QnMB4DASRPx07tUBTwSR12KZIEdrXLAzD2w2tXq/K00HGWt7NTUHGAquEA+j49LIMH6vn9WPt789pN30c9HsGueFHo/Bsf2G+uDqQIFvpuquNRsG0fgjVNfX7sQR/aJlrG/mQ+WGEB90oMqgeWmVdOLJcxIOfcGAIyi7njUfi6lcKh4VoiIrFXk9S1xb5VY66Vf1xyrCzv+uOCNQVOrNtxxB2r0I5j6Djer2n3G4lqyuU9cMexSYlQs3MFYho5OnIqJszlbiRcDgVbmz+uHUp9Oenre38OqoRJz9u3IQwypD7Act2OY2gtVlEirLKLKBs4vs59m3ZC21w3SJvv/4ttdsw+rKJQCgVAbFIf1LVtUjC06UMJTjkuR/mrGBUHdUqEpuCC0N9u7joUD1RRmaQXB1lM4Ga1gRV9G2zbhQ4PU/d7e3xN/94YT/RvqewA1Eyl7cDxNqkSVlEirKIqWff9fFJ7tEl71ea8i2CyA0LImlCJQAghhBBCCCGEkFbwIwIhhBBCCCGEEEJasVV3hsLm8njq8tt3ymCGINfGXOBFotL6soWF4HddCKyYYUA6/3M4Vr1ZP1UpXQck+4UPElRY1X1hsENQw0vUdXK9XqS65PO+6nhv3romIiI5SNmnEOCuC1rH0rVhMgO9WYzyfx1PEcW+rcoEu6J9RGbnTpfWhVWdJHqtw9u3qvKNE9f3B2++rv06VzeKzAeQfPTuu9BFWB8M3ufXMIowYKCCKvtyqhMIQImnnZ0/qsoH111QyZnRAR3A/OOj0+mkvg/L/RIRgUenCqSZgfsFBnosNagJnB/NDSKgW0XZ+VwfsFHgmx0+/lhderHgcwPXxfGU3YnKoKW7JlsWWZYCrysZb5Il10mGm9wkmiSlTe4MdfdqklY3yG0PwV0pGoArTyBYWl3u+BQ6V7ozYF031nsMj53ueAwBWSdDcAEbgvEpx94mgFrT2LchH24rW17F5WJd94xVAsLtK+u6OZX1Te83ltu0LV+ZuvsiZZs6u1CW8R3Av8aa3BnymrJvk0DbowH8TQPuTyG7kNTahVltnYhIx0eTHUMExXE3XJ5614bpGHy8pgG7geUmu4HlVWzIJt/lOruyTdslDXUhVgkgTAghAJUIhBBCCCGEEEIIaQU/IhBCCCGEEEIIIaQVW3VnyLNCzu87Gf0jr8HOQJ84SFXehpHoyyj7pcReRKQL0vqHJydVeTp1srq4JrJ+KWV3BxLfVusGA41EfnZ2qteduf7Eqfbr8M7Nqlz0nZzedFWbH6EcPoN6P+2HsdblEHo9BveKLHdas15yqHWQ1WEuun/hrhdDXReyWKB7xgsv3xARkZNvvlXVnX9Pdcc972qR5zrnk4nKmk2sYyszCWB2BiwjZVYGi64EMA8xuEmU18BsBwm6M4BsP45KKT9mMwBpJri/lLVzLgrxsitGvoJmOIbz0Z0B56+JuS96fhjoOYFrncEzEpr/ncLKsvSyjWzTBuqaJKdtcsfPAnXrRmQPRWFfxZ2h7l5lPZx/kEO++CO9iPFZQdrIlsuI66U8WUSkJwdQ9u4MMUiVjzSjyuRI38/pxJWzMURmn8JT3pSdYV0p8ipS46a260Z/X0VavUp++6bxyAX1u2YerMy/HyKrrWObuS8f/bpMLatkg2ma31XcGZqeu6Y+1oz3MNP3Oj10g49N2BYkATcntAsd6PzI2wjM2NADPyZ0c5h699IJ/L03E3UzLe2GiEg29fXo7tCUqWGVd27dd3mV520VG7Ou7Wpyc7ro2dxB70dCyOWASgRCCCGEEEIIIYS0gh8RCCGEEEIIIYQQ0oqtujNEo5l0//h7IqKy9aQDMvMrKnlLOippS/uu/qCvstkMep6AVL3TcVK5CLISzMaqebMGpXKuDcrEz04148JoBHK+njtvNlU537SrMt9z6+p7cK0U/AfOjF7XJF5+DiH2C6N6sw7Iy0r5P8rXe1kfjmvjTsfVxyhPm6ikME70fp0DJxOMD3Xu0r7OTce641mmWjuU6UfxxRq4uQwFgPEZBCz2O4VMHJhFIXV9w/Wd095BRoUidyeih0IPXCPmVOflP8zF39CSRF0UpjXzELoBzhm6ORR22bUB3R06oewWmIVh7rlYnv/KVSdwbKdZRcKJC72KfLXJrQCOF4Fo1jkmWsGsLqUJqZMqh+7bxnUi4M6AbbsZuLscuYwnaXpxZHURkfOAO8MQZMmlawPKkydyXpWxftZ17/W0q+4MM5iIWa7vfe7dvSr5ssi8kW9yZ9ikfLhJAt0UHX7dtm1k2Emgrq2EeRJsdblp6+a0ShaF0DuHdXVrlgfq2rgehShNNNqFOhuxjstFCzvX9UYrHjyu6upsRCg7A7oulOW57AxQRteGqXh3BgHXJyiXdgPL6O6QzaAMbqJFaTuyBpcprN+E68MmXZea2q6S9UECx0Ps2Z8LhJDtQSUCIYQQQgghhBBCWrFVJULPpvLxyUsiImL9V/ACdm3lnhanEDwwM24LxcrDqm4GwYBmp4+q8ulrb4uISA679Yd9VQxMJxBEqOe+XHdwp2ymX9p7EMTv0djfu6cBDq8mR9AH/yX+XHMy56Au6M7ge43fKc5htyLq6PEZ7AYc9NzX/AR2tIeRfok3UF9+UDYQpBEVAwXeMHZjS62en810LUZ+/nNYB7yWndt1ifz9w8Escdfc+t3/KMYx6Px3MHCiV5NMYAffzHRHA+ck8dv0qBKYGlC5wNhKdUAXY1LOld0/MtzNheCbOJ4ymGEKn/MLKEcw5eXV8PwIg2vKMvMKCghmCRcuCve8GD+npnEb7D1IKAhjk2oBFmQGu1gYv7IsFzVTXsYExXiu6bo7WqH+1rWF/pY5448HqoZKB9o4FCwtFExRRGQsQ/8zvOM4EX2XM797iDuOczuKMZbde4C7kLnE4bIPiJvDLuTcjiSUpfD2oG53chX1QCj4Y1P++jb57VcJKlmW8fN/myCLi/ffFdoqEUIqnaZ3B8ttFEqhdapRKOUXrQOQ1ikRQqqDdQMr5jVl3yaBtkd9/fslGSwHVqxTMJXlebsAAVcDqgO0FdMaG1GWM6xLa8p9bxcsqJ0gIGMOyiZb2gi0C02qoSc9vm7bOvVBSLmyTsBVKhEIIWtCJQIhhBBCCCGEEEJawY8IhBBCCCGEEEIIacVW3RkKE8m5dy2IvezcgA44AYl2ClLyfillAxmWLVSX1+ter8pv3nBuB4/fVteH8XgM50HgQx/ILoE+REalsJMC5HwdH4gQ7tt/Q+V817964s6J9VqTBOTwh3DfK07Glw/0G85cIMlI3STy3LU5n4Icf6ay5AwC80XeVWBUaKAzi/NrQeo/9DmiQf5/5fhqVb732huuLykGMdI+oLuCmECkOYx/CBEBy3IBmvBeTyWQcYRty3EZOA5zBhrx8jkyUTiYIro5lO4Es7kWeo9clq8VcmFA8DgGU5ybpwBzARItuigUS9eaPxGeLd/G+nPozOBpkhQ3SKNRnoxLnqGbQ9Ot/LUSNSWCHlwoJU5DLhdN7herSOChDwfgn9EZQIC01JX7gWCKIipXnndhQKlyd6k+C8iTl8teioyBF6GM9bm30VkKLg5YnjvPtxV026oJzFaWMSd9yB2hzkUhVB5DXZ1cPQnUYTkKlOuC8F0kZ9412bKV9u4MTQFX6+aoyVUgJDuH9wi85Obe6/LXbshFDZnCtSCO75ybQ1ReRF+t2oCqje4MTdJ6KPdzbZz2XfBFDLyIgRVLN6gO1M27QS27PKFdqHN5Ku3JXEDWGhtSvuszsxyYUUQk78ZL5+U51EFQ1zmXqNIebNLNqe79bbpu3XmlXaA7AyFki1CJQAghhBBCCCGEkFbwIwIhhBBCCCGEEEJasVV3htiIHCY+Or+XiqPcu5ip7g7l/SFJOMpTZaJRgPtHxyIi8s7bmrHhGLIvTCH7QsdH749BUj4F7Z/pqLztYOS0Y91Uv7tct3rdDxRXREQkB/cCC+OxE8ii8NBLbEH/mE1V+pfG2sez1GnPziK9VifR8s0P3qnK337nLdfXHrhn9GAeoTz27hEH6bH2waoLSOTdGKbjs6qugCwJ8+4Ky7q5Whl/5O6LckELsknTg6jwLzi3ji5IlQuj151CFgrj6w0cT1GmN5d9wbsKFPr4Y0aFMnvGLFcdogE3izkXBE+OmlHIeBEZnXPj5Z34jKCbRcfAN73YldF1AjNIoPY19/NXTfmu+TMYWf6ciY9USM4t0qwVDtFG4unLeYMLA5abVKR4Tgbrg24O5VJ320SKb3JnCHUS60Bmn0D56MBFZ+8NwJ0hXpYlN7kwYH0bKXIoCntWk52hkiJL2IUh5AYxd35ddHffdpZDHUqcy/K4JqI7ui6U9XUuDKG2dc95SOJc937skztDE6GMDFius4Mh14Y2bhL+/atzYZjB/QIJXoJ2AZcuhcZob0qXp1q78KTuDHVt0dXCP3eYvaFzANkZfAYtdIMagQsDujaUdqHOhoTcnOqPt3eJCp2Xg7vgrB++bun+hLbAQnkld4YmuxByUahb95C9aPMcL9btm10ghGyNRiWCMeYjxpg/gv8eG2P+gTHmujHmN4wxf+5/XttGhwkhzx7aBULIIrQLhJBFaBcI2U8aPyJYa79lrf2ktfaTIvIjIjIUkV8Vkc+JyJestR8WkS/5fxNC3gPQLhBCFqFdIIQsQrtAyH6yqjvDp0XkL6y13zXG/IyI/KSv/0UR+S0R+fmLTrbGiPUy7FI+jhHw00TlbSjjDknjI6jDCPY977qArgLDXLMZ4P1GXq83wMwIMcrEVduXHhz487VfM3CNyPsDd/8Dld1FkG0iwgwFPnQzjgszGOQw9iu+uzFE47/W12wUcl/7cO2R+4g7egh9BFcDVCqeT9zS/+7XX6/qiqE+DpnXU4ak+yKL63NxtoI5/JijWNdhPFaJJPb3VuzG8879+1XdAPrY6eq6lZK8LriuZODPgJkcyudlGqnEspjL6mB8O3RhsFDGsbnzJhARGi4l1oJLhD9tbrag7QzcRcp7FHX6e6g23g2i6tb25YlPZBdERPtcTnObaC3Rws+643U0uDZgRoYalW8oYHujbLk22La/Saavg3Qwe8Mq7gyhtiibnVxcTsfgFtTTDvW9nHmaduAUlCVj/XIU9pD8GOtDbguuflmi3Ea2XLZp41JR9nMWQ9T4Poyt52XY8PuiGEPIfFzM0rTgwuPxkBS5zp0hlKmhTtZ8kYR5+xGQntwulITcDlahyY2pzjUC3qMyW0udCwO+RmWTmksFwSXFa3Wf1C6Esrpguc64hWT40LHuREfX7bu/sUZ9zNigjUMuT3VuUKF3su548P1dwd6Ezl86z7s8zSBlxqy37PJUawtC5brjTe96U9aWVbKXlOzi3wuEkEvBqn9W/G0R+b98+Za19i1ffltEboVOMMb8nDHmK8aYrwzPzkNNCCG7zZPZhWmoBSFkx3kyuzALtSCE7DhPZBfmv3QRQp4lrZUIxpiOiPwtEfmHi8estdbgVu38sc+LyOdFRF563x0b+R2svAqmp6clEOTKwDZg+aG0yMORh3CXudyJzqDt+UQ/4Rew+38wcEEFe1A3wCCMIwgoVgavg+TxvZ4GDupEblx2Cjv0EPtxDFHayp3wogClAnwOPjQaXHBaOIOZgxLh8UjHYxJQOBy74I6mgOCR2gWBS8hw4sZ22NHAig8n+n9zV/wu/9kMdgZnYeNdqzq4oC2uWQd29m70BlV5kPkAiOcw3vSoKk9gnOX1TBeDrYEiY6pjGw7drskBBHeMIIjm1D87qJaIIOhhkmjbTt8/b4mqXWAjU+JY13jk1xhVHJGFwIowJ+WzESc13/nyyxE9cRN24cWrxi7tpNTtrjYFVlx3VyWwU4lKhHVT0ofAITSpGrrwjz7cpLtCULRq96pOiTAOlA+gDjfYfAzbpKcXO+hqedbRBZjEHd+VFrt91c7gclDExfom1UJTwMa6trpDCso03C01blLTPtR1dKInif4+kPJdxt+wQwnTpEQIta2rqwu4t2U2YheuhNs0clEQOZFwwMUWu7blr/AiEEBxsRwKuNpkF+rEJWU9/i7PAwFZRUS6ZbmNEqFs2xR4EcvYNqBU6E/0pG5fy5MuKhRKu7AcbNHVL7+TvYZ3FutXUT7h8fk+LLedOx7D2PpuUjIIeD0dw2rB7/XGdz1UrvvIHmpb9/5fEiXCJuyCMUeX448fQshKSoSfFpGvWmvv+n/fNcbcFhHxP+9tunOEkEsP7QIhZBHaBULIIrQLhOwRq3xE+DuiEiQRkS+IyGd9+bMi8mub6hQhZGegXSCELEK7QAhZhHaBkD2ilTuDMWYgIn9NRP4LqP4fReSXjTE/KyLfFZHPtLlW5LV1He82gMEFpyCFSyGITUgun0GdKfRbyODaVVfXBcl5pG0LiIo08ZL+x3Ctg96NqjyD25YBFadTPf8UXCZmsTueYl8hWGIXZL7G92cGCeMN6ASnqF/zp6G7Q260D0UG7hP+ZwTBCVE6n4FLRde7lXRBmls80pgVM993DFCJ6zAfFNLfF4MTBoJhiojEkVvXjlG539X+IYxBz7v6yPXt9rdhfUHenxmds3Hk+m6Tx1VdBK4es46OPYnc/E4H8Iwcah863rVhdgCa0Y5Kpw26OUSuD+m5Xn8EEbAmma5lYr3LBQTnBEW22LSvbY1rm0IAO5No41Gs17XePcb656pu7jfNxuyCkeXPmXUuDFg2DcdXadtAnRq0fELqvApC7g51XSivgUZ57r7ozeUfsdoAa6Hc4+jiMKlpOwkcB3cGGQXqQMWfphiQsYzSqBdDdwcMYLhOjvd2bhLJUl2ddLoTCPg2hpVN/ATGsMJxrOXoUMc+jtyk2Ah8m5B1gxyGpM1NQRa3nA9+k38vPBFt3DmaXB/QpcmX8TWqC6jaFHC1KfhqaBlrvQ4w+KN3mcGYw1GoY3jhOgl8yJ0BB9SH8nT5eATPar8Hbg7eF2vW0VFOjTZGF4VO0O1g+Ti2yRrcHbA877o0C7Yt7QG+9ykcj/3kTFO1G/g7fhppfWUPNhHktCk4a5Nr03vVLhBCNkarjwjW2nMRubFQd19clFVCyHsQ2gVCyCK0C4SQRWgXCNk/tp/0iRBCCCGEEEIIITtJ6+wMm8AYU2UmKCXXKL3uQIR8lOGXbSKQ03chWj4qPG8cuQwFR1cgiv+7D6pyChkgIi8vv3r1qvaxRttV9uEIZO937tzRa/VcfzDrAATml1kecDtAzSFmoyiW3RHQlcDEUIZgtmX2CswkgCo29LRI/DpcOVKp3b27IDn0nR+iC4OEQTcGvZcJlsvxoJvE+bm6URx29Vq3r90UEZHn+tf0/D5eV9fySuHl/xFEdwd/lDgHabR3STmY6L1mD1WqeJY7+XWSq14zAxeRkQW3j+SRiIiMU30KY5AyXoU88w8TpwUfXNNnKDnQ+R/0dYZLpfeoUCm4zbW/8WN1mRj6rBpJmbs6a8pIfgm56HMmPnhNEs6ncf8FQsrQOqlxWV+nrMbbls4qdRLokIwaszd04cb9JilyKAe8iLoxYMYGcFeolP6hOhERVO93Fn7KgrtDB27s358M2mJe9pC7QpO7g4hKkbEtuotNApkYJjBRMaxm7Acdwapgee5Xh89ugdNoixrXhhUk9Y0S/UsShX3jhN7PTZq5FnNc/lpucm3C+qbjdTS5OdUp1cukPbw00CcAABCkSURBVPBrQ8CTT1K0patkcghlZ1glewO6OfiXotvTjqVd/X3W6Wjnp6Z8f9FFIex2UNoIfKcTaBtyc0AXBnRjmqDLki+jLcC2xk9kBJNnYrARB1o/8X8bFHNGcws02RhCCFkDKhEIIYQQQgghhBDSCn5EIIQQQgghhBBCSCu26s5gra3k7NbL+w+6KuuaguQ/TZazM+Qo8wfJfgIyssOek6DfuX2rqvuTN96qylcPVEp+7djJ5BPI3vD2O5qmNs8hM0Fc/tQI+X/x9W9U5VdefdEV4Fp5pP1KjPY99n1H94IMQq9HEP1fApkp0AUEXQVKVxGsQ7lt2oFIxT5rwJ0XdJ7evfeOlkdu7Gms5+SQjUJi7JdZ+FlP5CWFcazriy4mYlXK2Dl010v6OuedGHXUc+kz3Okw3m5fpYrocjHwEZLRRSHJ9B7XE3ePaQHuBZEeP5jpdUtvkg7IQA2cl+b6fD8+daGz7UNtO4NMDkUHJNcz5zIRw3gKmPNzcJlIen5drvj7TreTnWFjhLIz1BFKc9AmO8MmXR8C3ZmTFEM5CxyvI9RFPC+UtQEVxTNY9kIfqyqDQ1onRQ75SdRIkat6zN6AKv1eoL5T0zZQn0BdMpd6QsuzjtNDh7I7uC5i9oWp7y66LSxnXBBB2TLYYvjdEtU6dC1TeBtc9PSdnRRgrwpYzdBDsooLA3JRRPZddmfYJCvMJ/zJIUVg+ZtcG/DVaQqWX0f5pISyviwScp+CX4Nz4+mGjFfI3QHLTe4OdS5TWF++nnA+ZnLodvFvFmfIJuC3hS4IoewL+P7OatwVyjaTmnc95LoQran/t+he6rPTTCGj2Jyb0yquTasQukbZBdoFQsiaUIlACCGEEEIIIYSQVjyzwIqd1H1BNqA+6CawswQ78+XOegTfPIzoznAEO/6RVzDceel2Vfftb3yrKscQeK/fddtmk6l+Bs/hvqh80FvrvTI4z47dF+8Idtgj/MKLO9VlPVw/SXQ8qDQIBS2czWZLddgWz8dAj8jBgY/8BX0cDAZV+R3jdsJnU0xCDY0D/arFomJg+bN3p4NbkhA80/cxhYCbEShBUHFRqSRAXVAYmFMMEGmWP8EnoAIo1TIdeN5wHZI0XmprC925wHudT0BZMTdOX5dgoE94SOAe1XEYT4GPwLkPqDl2fflitoNbCxc9TiH1AZZNw/G662/gE2poMy9UbrOLWHYHV75O4RBSItTdo9zE6+MuZGgXEct1SoXS5NWpC2aB+hWUCHN1NeelXvaTQjDTWQ92KmPtfLlTOR8gEYOmaX2501i341j4B62AB66AhwjLuf/VakFVlnd0ZbMsoETAOU9qyk0P3EVtd9AsrMVTUh2V1MVzDC1J3TI1BVwN3Q9fnbrzGq+HnS8DHLboQ2tD16RkEAk/7zUqqcjX9yEQ86wH72+s5VJVkAjWqRGZVxq4NgY6hu+9aZiVIvBwoV2wcDwDi16qCW0HAoPXKZTK7qAdbPPehzscLou8d+wCIWTjUIlACCGEEEIIIYSQVvAjAiGEEEIIIYQQQlqxVXcGEZWFVy4KEUpAlThelvdjW4hTKAkErikD9l05PtY6lN6D1Hzq3RFmmUph8wzdGaBH/rTHj0/1fMhnfPbwkYiIHHQ7i6e4PiTLcnlsUGDQwoDkH8eOgQiL4mIBI56Hbcv5nQs4CO4M1rsFHB9fr+qGo7OqPJ4Mob+F7zbI+ezFQciwLZanMA+Zlx+aTo2LCMgTuz6nPLqgzAU0gvoqOGbN3BkvQZ4PpKZlC31Mu+6+WRH+HtftYs7q8rbhwJg53KPsLw43w/umIJcsymBNZU93UJ9YdrnJ7WCVwIqhaaj7bLrBz6lNsuUmKXKd90aTXLquD1VbMDEQz3POzSEKdTgkNQ4FSltsmwbaNrk+1AVmQ0lv2Qbum+YgVe7qiaa77KJQFyCxlCjXuyg4u2EDbgt4XEQk851EKTO6ZeXwO8dOfT2Osc61oayPGo4ju7pVgAFXQw/6umZuhfnIL/71WuvaUNLkjlRnF+re+5JlZ7c18B3CoIZpuOWTUxe8MXS8F6iHuhR/f/bgXU9d42mNVcT33tRazmVswC50A64LObx82DaF1arawt+DUaJPRoHup2WxzhZcFCxxsUwIIU8BmhlCCCGEEEIIIYS0gh8RCCGEEEIIIYQQ0oqtujNEYqS/JPtWWdicRG8um4E7Z4ZSd6Ndz1DC7mX0B5FqQ49v3qjKD998pypfu3bTFSDUvTUQ2Xemkv3IuvsVRgV/SeegKr/5+j0REXnu+VtVXW7BTWK2nG1iTvKPGRVCUn+LUjwFsy9oFguYj7mMCtC2nG2IbtxLdDz9vnMHORk9qOqGE9BAW4hq7tdnzmUAXTIMuAJ4bR5KgguYp+OjflW+eezWLcEsCXH4kS2zNuDThfMb7Bv4RuToTuLPi5Ow20gS6EPa4nNceV8D15rLvjHTOe0kPntJTR+jVPtQqrqLst/xDn8bDLk1rJJxoY5Q2y16fayS6nsVWfNGUK8s6fibzMmaVwk7j9LbzgV1ImE3iZoo7cGo7zV9wDnrlhfpYtOLZck24MIgojnnY5iduqwPiW+bYFujbU0ENrp8letcFEL1bXTwi+ygl1NFaFxtx70hmjIq5DXlkqbXqO788gkMeaos0uQNhn9jldebggsR/uqIQra2KRNOm3XY4Folc9fyf1vAL+NQFgVX7/8Gm3NdQtdCcEPy73Ld8dIGpOCLhccxW8TMrzjaAszMNY3QkEXlBRR8CJrmv+0877JdIIQ8U3b4/zYIIYQQQgghhBCyTfgRgRBCCCGEEEIIIa3YenYGs5B5ACXni8cWwSwLkYVMDSD5tqUyLALp9+hcyyAte/jAuSCMQaafTdWFIQFpmfHnYRaFyUjv++brr4uIyPd/9NWqrneIWQXQRcH3FQdXM/ZSRo9uCzhnKIXL8+UsCQbmDF0bMi+dx2sdXTmqyt1uz58DMn7ICpGD9L68Rl12hrmsGl47h9k3ej0NvWwg7UbhxxPHqoHGOQtlnpi7V808VOeguBP6U541yTXyM7ow5DC28plEmSjeN5Q9Y34tob7XXWqLxMlyH/F6WZYFju4ATVHYm1jF3WHLctum4TRFd69j1nC8aei1Zf8IxdPw8aBstk5i20Z/fRF4rWnD8Zpy+ashgQjoaRyWHZey5HoXhbzVcdeFMrtKOCsE9mfaJEVe5Zlukv2TZi5OLLQSTdlT2rz/Ta4Rofo6bxe8VvkWzHnLwDvbDcno66T1IZ8L09C2zs8iZEPq7AomM/D1OQwiMcuZEdzt8rmf7hZ26bgrZ/54emFbfNfryqWNyDBTxJwLQ8CdAWmyC3XHQ64/tAuEkCeESgRCCCGEEEIIIYS0YstKBCt5Mf9dPYlgJ8iEu1NY98k0hag/c0EJ4cv0aOq2rF577TtV3dmDk6o8negu1HDoVAcGd4gwkB3kI7a+DwnsWM+m46r82r/9CxER+a1f17q/9tOf1uv2dbc99t9uYtyRFgB39MtzahQFuLVQXtdY7LceRzVEmsb+Vvo5+nCASgS3+9/raaDD6ehUuwjdbdq4sbKsSihgbqdj3WaM+jonEz+/A6s79GWQTTceCIBWPlfYGRhv6GtZbpeVGSKqWjDwPKKSIYbB20oBAVspOOeB3QRsiwIUDBBa3i9GNcXcVVD14d+Pak13TImAlNOVB+r2hFXUB+tOQ2iTqW53cq7sn928JlBh41ZnU/S4UIDETVw31EfAgL2JYihLuKx1yzuK8+eEdxxD1B4vdx9DO4/uJu3q6tiz92ctntIcPKvN3FWCr+YNx+euu24EWBuoq2vb9K7XnXfRtaAcwbtu4vYrNK8aWj6vTl0Qosmu1PYhgr/dVglW2UToIaFdIIQ8ITQjhBBCCCGEEEIIaQU/IhBCCCGEEEIIIaQVZs4t4GnfzJh3RORcRN7d2k23y03Zz7Ht67hE9nNs77PWPvesO9EW2oWdZV/HJbKfY6NduFzs4zMmsr/jEtnPsdEuXC728RkT2d9xiezn2FrZha1+RBARMcZ8xVr7qa3edEvs69j2dVwi+z22XWKf12Ffx7av4xLZ77HtEvu8Dvs6tn0dl8h+j22X2Od12Nex7eu4RPZ7bE3QnYEQQgghhBBCCCGt4EcEQgghhBBCCCGEtOJZfET4/DO457bY17Ht67hE9ntsu8Q+r8O+jm1fxyWy32PbJfZ5HfZ1bPs6LpH9Htsusc/rsK9j29dxiez32C5k6zERCCGEEEIIIYQQspvQnYEQQgghhBBCCCGt4EcEQgghhBBCCCGEtGKrHxGMMf+RMeZbxphvG2M+t817bxJjzMvGmN80xnzDGPN1Y8zf9/XXjTG/YYz5c//z2rPu67oYY2JjzNeMMf/c//sDxpgv+7X7JWNM51n3cVWMMVeNMb9ijPlTY8w3jTE/tk9rtqvQLuwOtAtkW9Au7A60C2Rb0C7sDrQL+8/WPiIYY2IR+d9F5KdF5GMi8neMMR/b1v03TCYi/7W19mMi8u+IyH/px/I5EfmStfbDIvIl/+9d5e+LyDfh3/+TiPyv1toPiciJiPzsM+nVk/GPROSL1tqPisgnxI1vn9Zs56Bd2DloF8hTh3Zh56BdIE8d2oWdg3Zhz9mmEuFHReTb1trvWGunIvJ/i8jPbPH+G8Na+5a19qu+fCruIXpJ3Hh+0Tf7RRH5j59ND58MY8wdEfkbIvIL/t9GRH5KRH7FN9m5sRljjkXkJ0Tkn4iIWGun1tqHsidrtsPQLuwItAtki9Au7Ai0C2SL0C7sCLQL7w22+RHhJRH5Hvz7dV+30xhj3i8iPyQiXxaRW9bat/yht0Xk1jPq1pPyv4nIfysihf/3DRF5aK3N/L93ce0+ICLviMg/9fKqXzDGDGR/1mxXoV3YHWgXyLagXdgdaBfItqBd2B1oF94DMLDiE2CMORSR/0dE/oG19jEesy535s7lzzTG/E0RuWet/cNn3ZcNk4jID4vIP7bW/pCInMuC5GhX14xcLmgXdgraBbIVaBd2CtoFshVoF3YK2oUFtvkR4Q0ReRn+fcfX7STGmFTci//PrLX/r6++a4y57Y/fFpF7z6p/T8C/JyJ/yxjzmjip2E+J8wG6aoxJfJtdXLvXReR1a+2X/b9/RZwx2Ic122VoF3YD2gWyTWgXdgPaBbJNaBd2A9qF9wjb/IjwByLyYR+dsyMif1tEvrDF+28M79vzT0Tkm9ba/wUOfUFEPuvLnxWRX9t2354Ua+0/tNbesda+X9wa/Utr7X8qIr8pIv+Jb7ZzY7PWvi0i3zPGfMRXfVpEviF7sGY7Du3CDkC7sFvj2gNoF3YA2oXdGtceQLuwA9Au7Na4ngTjlBdbupkxf12cn0wsIv+HtfZ/2NrNN4gx5sdF5F+JyB+L+vv8d+L8mX5ZRF4Rke+KyGestQ+eSSc3gDHmJ0Xkv7HW/k1jzAfFfVG8LiJfE5G/a62dPMv+rYox5pPigrx0ROQ7IvL3xH1I25s120VoF3YL2gWyDWgXdgvaBbINaBd2C9qF/WarHxEIIYQQQgghhBCyuzCwIiGEEEIIIYQQQlrBjwiEEEIIIYQQQghpBT8iEEIIIYQQQgghpBX8iEAIIYQQQgghhJBW8CMCIYQQQgghhBBCWsGPCIQQQgghhBBCCGkFPyIQQgghhBBCCCGkFf8/ggPd9eN6c8cAAAAASUVORK5CYII=\n"},"metadata":{}},{"output_type":"display_data","data":{"text/plain":"<Figure size 1296x432 with 4 Axes>","image/png":"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\n"},"metadata":{}},{"output_type":"display_data","data":{"text/plain":"<Figure size 1296x432 with 4 Axes>","image/png":"iVBORw0KGgoAAAANSUhEUgAABBEAAAEJCAYAAADCRr86AAAABHNCSVQICAgIfAhkiAAAAAlwSFlzAAALEgAACxIB0t1+/AAAADl0RVh0U29mdHdhcmUAbWF0cGxvdGxpYiB2ZXJzaW9uIDMuMC4zLCBodHRwOi8vbWF0cGxvdGxpYi5vcmcvnQurowAAIABJREFUeJzsvXncLVdZ5/tbVXt4hzOfJCc5JxOQQEKYkUlQJrUVFHC4XPV2N23rxdteW1FRHK4tbeu9+NF24OOY1ha6lVYUEVQEJBAUJECQMSSEkDk55CQ54zvuodb9o1bV+tXea7219373O57f9/NJ9vOuWrVqVdWqtfep9Xuex1hrIYQQQgghhBBCCFFHstUdEEIIIYQQQgghxM5ALxGEEEIIIYQQQggxEnqJIIQQQgghhBBCiJHQSwQhhBBCCCGEEEKMhF4iCCGEEEIIIYQQYiT0EkEIIYQQQgghhBAjoZcIOwRjzO8bY35+2nVr2rnSGGONMY3I9luMMS9a73GEEDsTnmuMMS8yxtxP2+42xnzD1vVOCLFR1P3OcL8drpqw7Yn3FUJsL4wxbzTG/MlW90NMn+A/DsX2w1r7f21E3fVgrb1uM44jhNiebNZcI4TYXujZF0KI8xspEXYAxph0q/sghBBCCCGEEAUxtbLY/eglwhZhjLnWGHOjMea0cwt4BW17izHm94wx7zHGLAJ4sSv7JarzU8aY48aYB40xP8DyP65bSIyNMT9hjDnh9vk+auflxphPG2POGmPuM8a8cYxzKOXKTq70F8aYPzHGnDPGfN4Y83hjzM+4495njPkm2vf7jDG3urp3GmN+cKDttc6vbYz5NWPMvcaYh5yscnbceyDE+YIx5g3GmL8cKPstY8yb13oWR5g/KvPSGsd/tjHmY26+O26M+W1jTGu6ZymEGBdjzDPcb4Bz7jv8z40xv2SM+XfGmI8M1A3+znB//yR9Z//7gf3W/M5ea18hxPbD/f5/gzHmcwAWjTGXG2PeYYx52BhzlzHmRyL7VdweqS25Pu5A9BJhCzDGNAH8DYD3A7gIwH8E8KfGmCdQte8F8MsA9gIY/CL/ZgA/DuAbAFwF4EU1h7wYwH4AxwB8P4DfMcYcdNsWAfxbAAcAvBzAfzDGvGrCU/s2AP8TwEEAnwbwPuRj7BiAXwTwB1T3BIBvBbAPwPcB+A1jzDNGPL83AXg8gKe57ccA/KcJ+yzE+cCfAXiZMWYvUKqbXg3gbVjjWXSsNX+MSh/AjwG4AMDzALwUwA9NfDZCiHXjXuS9E8BbABwC8L8AfPsE7XwzgNcD+EYAVyP/7mai39kj7CuE2J58D/J/NxxCPo98Fvmz/VIArzPG/Kst7JvYBPQSYWt4LoA9AN5kre1Yaz8I4G+RP5AF77LWftRam1lrVwb2fzWAP7bW3mKtXQLwxprjdQH8orW2a619D4AFAE8AAGvtjdbaz7vjfA75j4gXTnhe/2StfZ+1tgfgLwBc6M6xi/wfMVcaYw644/6dtfYrNufDyF+ofF3d+RljDIDXAvgxa+1Ja+05AP8vgO+esM9C7HqstfcA+Bf4fyC8BMCStfammmcRWGP+GOP4n3LH6llr70b+QnHSeUYIMR2eizw21pvd8/1XAD4xQTvFd/YXrLWLGO87O7qvEGJb82Zr7X0AngTgQmvtL7p/09wJ4L9Bv8t3PfJj2RqOArjPWptR2T3I3+AV3Fez/80j1gWAR90/7AuWkL/EgDHmOchXCZ4EoAWgjfwFwCQ8RPYygEestX36G+64p40x3wLgF5CvTiQA5gB83tVZ6/wudHU/lf82AQAYAIobIcTavA35i8r/gVzp9DYAqHkWgTXmj1ExxjwewK8D+BrXfgPApyY6CyHEtDgK4AFrraWyut8TsXb4eb6H7Lrv7LX2FUJsX4q54goAR40xp2lbCuCfNr9LYjOREmFreBDAZcYYvv6XA3iA/raIcxzApfT3Zevoy9sAvBvAZdba/QB+H/kX/IZhjGkDeAeAXwNwxFp7AMB76Lhrnd8jyF9IXGetPeD+22+tHesfNUKch/wFgBcZYy5Frkh42wjP4rT4PQC3AbjaWrsPwM9uwDGEEONxHMAxQ/+6h/++XUT+j38AgDHm4pp2+Hv6crLrvrPX2lcIsX0p/p1yH4C76Pk+YK3da619WWCfwXklRf6iUexA9BJha/g48tW8nzLGNI0xL0IeT+DPRtz/7QC+z+TBGecARHM1j8BeACettSvGmGcjX6HcaArFw8MAem4l9Jtoe/T8nHrjvyH3274IAIwxx+R7JcTaWGsfBnAjgD9G/oV/K+qfxWmxF8BZAAvGmGsA/IcNOIYQYjw+hjxeyQ8bYxrGmFcCeLbb9lkA1xljnmaMmcHabgZvB/DvjDFPdN/Zv1BsGOE7O7qvEGJH8AkA51ygxVljTGqMeZIx5lmBurcDmDF5UPcmgP8H+W8QsQPRS4QtwFrbQf7S4FuQv6X/XQD/1lp724j7/z2ANwP4EIA7ANzkNq1O0J0fAvCLxphzyAMdvX2CNsbC+UT+iDvWKeQvLt5N2+vO7w1FuTHmLIAPYEwfbSHOU96GPHDZ24D6Z3GKvN61fQ75Pyj+fAOOIYQYA/db5DuQB0w9DeBfI4/PtGqtvR15QOQPAPgyBgI8D7Tz9wB+E8AHkX83f3CgSvQ7e4R9hRDbGOe2/K3IA6fehfzfNX+IPCDzYN0zyP/d8YfI1deLAO4frCd2BqbqCid2IsaYawF8AUB7wHd5V7Dbz08IIYTYDhhjPg7g9621f7zVfRFCCLF9kRJhh2KM+XaXe/kggF8B8De76R/Yu/38hBBCiK3GGPNCY8zFzp3hNQCeAuC9W90vIYQQ2xu9RNi5/CDy/O5fQe7TuNt8jHf7+QkhhBBbzROQxz84DeAnAHyXtfb41nZJCCHEdkfuDEIIIYQQQgghhBiJdSkRjDHfbIz5kjHmDmPMT0+rU0KInYvmBSHEIJoXhBCDaF4QYucysRLB5fa8HcA3Io+s+UkA32Ot/WJsn/n5eXvw0CG3f9lSpP3KX8UxY70ZsiyX0W6dTsf/keTvUFpN/y7lgfseKO1LL/Opi41rLwsede0yALBmuI+j7OcrhGtU7l5xL2PXKXCv+f4nCb9Tcuebhc+YmyrayCzXjXVyfKK3fVtg6f/DmJqTr96SwP1Z+7DVPriy06dOYnFxYUuu2iTzgmnOWbQPDBRGKg8P0WpZzE7zsZmajDaH7RT9aNkodRN6DsrD+d2rdhawQ2Uxm8dB5ZkctiNVJ3o8TcQO1UlilUP3Knb/eL80sD0lO9BGRp3oU+WMKvedndH2fsVee3uW0YH7pqhAZWRngfJQGVC9QaH7HmWw0hlYu7Rz5oXWnMXsgdjm+CCsmxeornHzQmwuYNs4Ox2hbmHH5pCirWSUex4aH1mkbmgOqXvwI1/boTEW/56rKQzZsbkgVD7KHB+qS/MCP57WVYrNBSG7Xykb3i+6Px84C8wLdXP8KPfdrlE2aA+SnYbNdtC8YJoWmNmkHgpxvrICa7u180JjHUd4NoA7rLV3AoAx5s8AvBJA9OE/eOgQfvh1P5ofuJEfmv/hyja/MEjTvG6apMG6sMPlGe3PdR94wL8kMDOzAIDLLpoty97w+p8p7V/4xf9S2o00T2PapX9Ucx8TZ6eG/6HtZ24bODfuVyOyX1E39gKl8rvD7RerW30hkNPr+ViFs7P+Ohj3JblwboX60gq21e12AQBLq74un0PouPEXQp7iB1iapjU1w5jINQ1D203sV1Vgr/IFSj+43dQcl/cLXadQ2WB5YRefv/tbv7bmMTeYsecFtA8AT35ttawRsVtkF78j5qgsYjf2LAMA5tuLZdkeeHue7L0458oWhspye4H2WxjaPt9d8sctiv3mqr0YsJeobLnGXqGyLpn0rrTTHdpcsTlaad3ID/1Ob5LNt6rpHr/ZmUhlLp8d+ASq95LL5wc+AWBvYDuVn6NOLFCFRbLPucrnqLGQvRDZvrDs28pOu7TXZ6kvMXth4HPQ5ntcjA26v1X4DnYHtr0lttNmMP68MHsAeO7AvMADLzYvtAJlPJZm/DVq7ckv6Ey6QlWXyPYP3awr53ljluqG5pPY9qJ8dpGePp4X+FlfXKMMqI6P0LzAiZ95SHQGPoHoP26Lr5t+ZIJI3X1JYveHv8KL+xKbCzhjfPHc180FbIfKACzv9R1adg3G5gK2l1zd6vY9pV20sUyd5HaXF325XWgWFTw834ee+6VA2aBd3MNeoAyIv4gAgHPXYwsZf17ADIBnbkbfhDiP+dRItdbjznAMwH309/2urIIx5rXGmJuNMTcvLi4MbhZC7C7GnhfQXRrcLITYXYw/L3Q0Lwixyxl/Xhh6OSqE2CrWo0QYCWvt9QCuB4BLL7vMFqvvoRX2xNBqfTJcbiLqAtiAmiFS95JLLint279yV25cuL8se8HXf31pv/71ry/t3/ntPwAAZF2awFgWWagLJlQiVNR+gVX6qquBJwuoFmKE2ogrQZLAPuFrWthcxivloeOOpkQYrjvKfiHq92MlQk3NgLqAx27luHUKiDHuX9z1ZOCY29r9I4fnBbPn6PocXtZaZZmoueELWJWqrr29llGkueO0MSLTuEzFfnx4XrwMdYvFNLXdnsL944NkNQcc677VYOsONinTuCY7hMq8sH+d88Ioxyvu2WRit/UTu7eh8nHqTpmYAmFwe+VriffZjOtb00d2M6v7jk/W64MppkplXjB7dXOE2Cas51fPAwAuo78vdWVCiPMXzQtCiEE0LwghBtG8IMQOZj1KhE8CuNoY8xjkD/13A/jetXYwxq+gBlfjSX3AfvCxVd7Q9pDCgVdwi1gMAHD4QK5A+OrxM2XZd3zHd5b2P3/0ptL+3Oc+CwC4+pprfB+T4dfrlXgGdD6Tvjpda8V5kOKcxwmWydep3/drig13/fmFPbcaVDXQfbBmsjOuKBzG2C90zpOqFkJt1qshxom/QHtF2rXuapssvD0LxOZY7/lOibHnBVgML3GPE1xwhLpFcCtLo6pXCY5F17YMpOXnCt6P7aJOpaxBsU6KyGk809YFfBtHqTDlxe9wZA9PccVGWfzMQo9BKAhcrMENWmG1kYtWlMfudWGHlChDTBIkc3crDqYzL8TYorG0KYzT91DgzXGCswbiIFSaj/Sl+NqOqo7GOG4weOAoz9Fa+0eoBsPcZgvck4zZ9Y6VzWf8eUEIsW2Y+CWCtbZnjPlhAO9D/tvyv1trb5laz4QQOw7NC0KIQTQvCCEG0bwgxM5mXTERrLXvAfCeKfVFCLEL0LwghBhE84IQYhDNC0LsXDY8sGIVs6b02rAAzrKM20nr2W2B66YkUXaS/Aa5Q8RcG45ceBAAcNvt95Rlh5b3lfab3vSm0n7DT/4kAOC//uZvlmWZGdYiJyx1pXNIqI8huXtUhZatneawUlqT4rHPaReduwHLDw0NhyJVZY8qpC0KFMl56JPinvL9oboBkXRVxh/sbuX6eeiaUyrGOil/aHtWPfkhc5wUkTwereV+rbkbYs2aYjxFglWG3CB82bZwaxiPtWSYU3BnKAKosQtD1S0hHbK5rBexQ3X7hqbV1OXZ4lvCD+04OdGZmlvMQzvkojCp+jukLudMbRw3u6jTpbRj7dg3zgZLa2MuCDwGijpV15ZhOxZk05LrUe3YFOOxiS4KdcE2R3JnqaES5G9UJpX0jzF/8rzBz23QtYGe1cJri2OLNulZT3gSKtptBMqA6oQyiVtQZA5JqMMmnd7gSdY7EDdjXtA8JITYADYonLQQQgghhBBCCCF2G3qJIIQQQgghhBBCiJHYZHcGwAxmZyBZdiUyfzLsKhCD1Wtl+1SWRDTlppHr5i48cmFZdt8DD5b2NVc9rrQvuiiv83M/9zNl2S//f79a2qVab4xsCsykKt5Y9oQQaaVveW0uql6n3E4bJP+uqP9Jk50NC6YTykwBO3xNqu4Bsfu7PtnoJC4O49YNuTlUxq5dO959XfYNbp/rrulesQO9GYZkq43AtkG7N/C5hm07+bPen/Hjtpt63WwXw3bVhaEZtIu6vD+7NmSt/DNpUb9WyW4E7Fgmh5BHU2T4VIZVv/IxREhpzPAlDx0u5MLA+2V19w8A+PqE6oYkuCNksSjk1TEXhFBWjmrd4ewMFTcYSzeLtdzrzc4wjnS9Ql1+jR3GJNkZ1ioDqvfJEcvYMQ3XhZGZRgaC3ojbgXKoZFTGLgy9/lDVKH13jDRSkT0UyrmJ+8JzW2hC4rpZpG4okwPtZ8idIXHuDJyRwdCObBd1YnU3nFGef7koCCG2ACkRhBBCCCGEEEIIMRJ6iSCEEEIIIYQQQoiR2HR3Buu0rabhDh2IMh8jJv1maXddFP5qxP28/ODBg2XZw4+eKu1HT58r7Z/+2Z8HAPz46/5jWXbq0UdL+/DhC4tG/bEi8vM6CXtFtu6yTcTOMWYX9Pte71dpF8OZHCr7l8cjuS9J8w2Vr3ZyfXba8H3s97Ng3eJe1N0zJnrfa+rEJP9rZQjJN9iR+1jUyULhqyP9Yvia1maAiGSLGDyfHefNYOFlpyGpKxOSrcfcGTpkO7l8t0OuCLNeiN8NuCuEXBwAYJW09y3nmxDd3sq3t1s0Pli6H3Jz4FmZZb587kWdmC9BDXXK6TrXB+5WLMh60Z0mDWt+TJLQgacsyy0yx1QzcTTIrsm0EcjKUcnO0aMr0dsgdwYxWQqREepm2eizZczlYS1qI/fHpvz1urvE3IYC5fRVXXFh4Kmlbl5IB+qtVbldXMZRJpHC5rbYDp1n5NrwfFO4JlTdFnbYQ7ferBxCCLFOpEQQQgghhBBCCCHESGy6EqFuZXYr4ICCx45dWtoPPnBfae+ZmwUA/MgP/VBZ9qZf+uXS/t0/uB4AsLi8PNW+pWn+uj4WVC90PWOr4iEqwSxTDghYKBWoKFnx/Urafr9mvmaxvOyXfhuNBtUNRU3jQ00WVtIk61eubCcmfTaGz2eHaRFCSoTYpahTIrD6oDFcnrESoUV2IMhih2QCq7Qu14Qf+x3X8CoduLLd5OXNtp8X6DGqRhxrBspCgReB8HWque2xeGSBWGtRIUiorRhF13hFs0ENt3laWO9qfDSwonFNhYMpVlUJDfcZViKElAqVlezQCmrNKnClXEHTqlgMn3socmfMHmElNsuKYJqk8ooE1gx3MRywM0RtML66r6VRVpaLNkYIRFgEUezQA8rPakiJEDuDwel7qC4dN3GVm7HAqKEgiyMEzy0PGDl3ViIU9yKmPtjwIIqjPOsbpL4RQohpsf3+RS+EEEIIIYQQQohtiV4iCCGEEEIIIYQQYiQ23Z3BuPcWg5+DsES7UIyyTL8iww/sz3JdrptxQDqb6+ZYxb9/j9fYnm77y/PoI6cBAI+/7qllWUr6uDf8xI8AAH72jd7FodniyzuZxDxz/gRZRIKf2VCwPQ4i5vdj6WVi8nPvZl60mFkOhpjXnZ3x2ur5ZKa0U75o3fxqz7R9XYoXiKxPQRhX8+NxkEDuYyV4YNkdPne6jpzvu9zPBquO5cLgxkXljsV2d+2yJwKPU74/BTweDY9HDN9Lfj62qxvGVBjUy47yerOoU+PCULFXfMOdhnc7aM7752DFzR4p6WKbZLNrQwMz7pPdHdh229u+bHaGE7Nj2OayUODF/IA5E74GrnNtiMUuKxjn9vAtaY8jQR/1AIM2yaH7ZjQXBbZDLg7V7RRskdxjat0Z6lwbNiwffLHTDpw/Bs+X/65zbRjjGmYjuCUU5XUuDqPUTTK7dh9twI6Nj7pAhJEx2HN2zIWhFyiPdTcUKzGKa4x/QiQhFwbuxCjuDHXPUSCwIrst1LkwTMWtYRK3g2m4MCiwohBiA5ASQQghhBBCCCGEECOhlwhCCCGEEEIIIYQYiU11ZzDGlFLuQrY+jWwNEbG73x6RgZfSec52kPoWjhy5uLTvuTvP1HDRkQvLsl/99TeX9ut/4nUAgO6qj8I+0zhQ2n0zmYaslLWTzN9MMfp+XbsVt5LM6wyThKNZW1eXZPwcCZnu8dz8rNtOdel4/b7XJ/adrtEkYXcHtsMZKTY+S0GRPaNP16bikhEYe7HsGpW6Ie+MSqqMCTu8Hcng3Q1CWQdij04nUBaTuK8Ml9mGl6KvNMhVp53fS86ysEK62bRiF3Vj7gy5Xbg9AEBzdqG0G3wOK+VOnphdyH95iNO5pYFpdRSlaygY+nrdGSqyaBq3bdqQjDM9hg4euQ6FrJzdErp0IXskwC7KeXs3sF+3zy4M9BU6jjtDXXaGsXK872J98lruDJNmZyBstvZItpu5zlL3gNpAWcyuycgA+GeRXRh4OhonO0MBX61alyg62CzvyJ0oHk+e+/o1dmx7IDsDE3NXCGVwSMb4ArbZGL9DxsnOMOGYH9q+m35LCCE2FSkRhBBCCCGEEEIIMRJ6iSCEEEIIIYQQQoiR2NzsDNbCFrJzJ+OudTWIlFX2Yyl7OhwfmOuG2qj0oO/b2rNnvrT3798PALjn/uO+bM9saT/7Oc8BAPzCz/9cWfarb/LuDmivLb2PytoD/Y5lHQjtF2u3PHd2VwhkZ7AZ7WO83e97nWBRp9fzWknbZ3cHL4ws+lNxY6FzSxvebqa5hrFJsvPVjg9Rz+4TRXRnY+h8SUZYd32Z0LUJjUfA38uYmwVfp9DxbURLWLiWmCTcVux4buedR2/gb369Oc4sFXNnCLlJsBKdMjWsNFx2htRf7xRsr+3O0MDwfrx/s+nr7mlTyoXC44F1xKGMDGyHylDNFhKiTjkdy94wTvKM4qmNKWxpqvXtTSE7Q0bXocik0ItkZGDXhaI85MLAdr9H3zGhDCBsTyM7w1jeCrsoDLvFxrgzkF18R1hL2RnoO4QzNRSZFtjFIbQ9xliuEXXnE3NtqHGj6fXWrjppdoaCUbzQyqwtdA4NOliTDxxyUYg9R3X3ndpIbPG9PboLw1SZxO1g3DrTzIQjhBABar/VjDH/3RhzwhjzBSo7ZIz5B2PMl93nwY3tphBiO6F5QQgxiOYFIcQgmheE2J2Mssb3FgC/DeB/UNlPA7jBWvsmY8xPu7/fUNeQNQZZWg2syKumHKyPKd508Ap+LCBjUYe3x1ahQ21UAv6RfcGFhwAAX3EBFgHgkoMXlPb//upXAwD+5ZOfKMt+482/Wto//OM/VtqNpOXOK5xVmVeWi3WwPgWA6lm/X5IMrxOayko37+ftIoBhn5YDmy1/3IZb9e4scvQjTsDuzV6WDpXZvu/DCkVNa7iVnwbVbaR+aaFH6oKeuw68Ap82fR9WaJVwb5ZHpVuia5NZv4zLK/rGrj3sE9fHynhLadkkoCTgAF18/6pDzA61y4sBFZVM2Vd/rJQeln5FjRI9lY3kLZjSvACLtZUIky6u1ikRKrb/YzXJJQHJHporaMWKA3AVAbZC6oO8PF/DiwVebM/556tZRDrjFW0OKNYmuxjarUBZ3jHqz1BRhdDljS38hfZh+BjFWXIXo7dvnCXOUFJ6ViKQXagHegFFQaw8pD6otNWhmxJTIkwSWHEU1cL25y2Y1rwArK1E4GsUmi9GUi3kO2akWrMUlZS/Pwt7FPXBhgRkjJ2DDdi0nYWPHNi0O/AJxFUJISUC26HptQ6uy+qDZmjyGeU5CtWNdDhx6kn+Xh8nWOLEjKM6GGcc17W/9QKlt2Ca84IQYltQO+dba/8RwMmB4lcCeKuz3wrgVVPulxBiG6N5QQgxiOYFIcQgmheE2J1M+rr8iLW2CA7wVQBHYhWNMa81xtxsjLl5cWEhVk0IsfOZaF5AtrQ5vRNCbAWTzQtdzQtC7GImmxcqGhkhxFay7sCK1lprjInqwKy11wO4HgAuu+KKsl4h3Y65JWw3ms38Ul1w+EBZduLEw6W9Z98xAMB/euMvlmU/93M/W9rzc3OlvbpS6O3YfSMcILFvcs2uMV7jN5P4SbSTDQfYyypBJ0kOT3L5pdVc+3zvvfeWZdc+8YmlveI0kB0KVLm07HVwd995ty9fzF0Jjh49Wpa1/enCdH3fi9ttEt+vDgc8qgS+dKfA1ybzlednZ0r7C/fk/bzuEn9tbNNvTxs01F1zy8vLZVGDttviEDys7XC/XIfyfpO0uhK4sSZIZiywYqhuSs8KX5OiSnHc7RBXcZx5wTSP2ooUHIgHVpzUnWGcukl+wJXEjx8zP+zCkHdtOHBi1Z2hX/kEBtwZUnJnmHXjcYX6MkM2uysUinqW9Efs0pNnBLXuetKNA1UlcSiwYsX5alJZbU2QzG7T/xEKrFjnrhDb3us6e4UOFnJh4PLY9pA9cWDF4eCt25Wx5oX5o3bo3Pm6xeaFukFckbsXAYRpbk3ZXWHYHseFIebWkI3zUAYbqLGpjAOYhqrWuTBwndizXMDeV3UuT5Xj0mVo04ZkDBeFcSYvU/wuCnuUrhsO1FnxryrLInasTt1+Y7nwDLS5Ne6Q1S6MMy+Yvdugx0IIYHIlwkPGmEsAwH2emF6XhBA7FM0LQohBNC8IIQbRvCDEDmfSlwjvBvAaZ78GwLum0x0hxA5G84IQYhDNC0KIQTQvCLHDqXVnMMb8LwAvAnCBMeZ+AL8A4E0A3m6M+X4A9wB49aQdYOk3S7fZLuRW03B9qEjJC/l37LiB/Y4c2l+WfenEudL+6sncvuCg387y/h/4gR8o7Tf/1u8AqHgaoN30QkC+Jt1+roftkJyvPTNb2iukTesu5X38+G23lGUfuOFGfw4kq7toJo+Zvv+A7+9Nn7yttB89dRoAkJBAcf9Bn4Gn1fR9sC47w21fOl6WNdpe7PjU664r7YsvytvIMq/Ntg3fr1nOJtHJz31mzoel52tz/KSve9/Ded3rLoGvS0mxTSUNSN7GHmq3ksHD9WFxcbEsy0gTyq4PPafDtCTuTDi6N8tk+8OZQ7IxUitwzUobE+vCJ2eq88I42RlCU8A0szdUuuXHPrs2JLPDmRo4Y0NKJ1PY7MLQiGRqaMzm9uwqXQx2YWA3h9bAZ95w0C6GK3lB1b49jl3GkIQ51lZRd6zRGc2eQXYhQY6cbz/guhDLztClHVfdxeS6HbrA3SIrQywjw3qzM4zlzrA9UzY5dgWJAAAgAElEQVRM/ffCWqc5jrS7Rg5fyc5Ag41dF4ryUMaGvG7I9SHsGlGyUd6c7NFY484witfHqNkZ2AUikjyltPnxrRyLf+sUB+Evv37EnuA54nnbjPFMhe5l8P4OVxp/+zguCpO4M2wCG/3vCCHE1lD7EsFa+z2RTS+dcl+EEDsEzQtCiEE0LwghBtG8IMTuZGdENRRCCCGEEEIIIcSWs+7sDBvHxsSYr8jWQ5HzaXtVMl64Pvh9Lj7qtfP3PvQQAGB+z3xZ9qM/+rrS/uEf+/HSfvNv/SYA4HU//oayrNNjXR65V7jo//c/4tNjvuM9f1faD913Z2n3Vl0mB5KrtegWz6fePtt250M+FXsog8QlBw4BABLjpb1JJfQySfp7uY63TVGtu0v+fD5285d9GyavOzfn6z73uU/129tePtxs5Ha343XChmTln7nb67ufclWeHWO592BZNkN6yl7PCy3TND9nlrCC7nWREWNm1rs7mCSsAVxezs8z67NLDNdgt5zcjrklMOXYpDFadblgGabLdGKSsmRHYYE1szPE7OIStAJlg4TknnVUAmz7scCJ55LZ/P40ItkZCrtZcXHw29t04i1nt2f9s57wwThTQ9EdfiYjrg1FsoJmxJ0hZHNZXUKtuojtIxE6cMiFgcv524uuA7sr9F2lSpaFWPYFZ6+yC0Of3MxWxnBnKOxR3BnqItDXUqdV3p6uD7Wwm1OdG1Moa8Mocm63X7/nB1PWjrk2rO2ikAXcIKKuD+VcTZ2ZdEmnRtbO7gwhTwAu42e9LpNDqAuxU6hT3keztthA5RhbFLM/lK2j8tuCszNM4nYwTiaHberOIITYnUiJIIQQQgghhBBCiJHYZCWCgbHukOWbWnqPwUu4HOzQ5VReXfVRxtptvzI4DhyELk3z5a1KcEcMqw/y7rhVZOMv2ex+X3fmZL594cSjZdneiy8u7Tf/zu+V9ht+7McAAGdWfeC+j/zT50v7ox/5ZGmvdPJVSdv3S3FN4xUDDVopa7nzae3xS5Zz814ZkdAKW7OdB0bcd9iXteye0u518jUJ2/PLa50erbrQm3aTDq/GW3rb3Sb1Rprmfesv+rKbbvySP0bmg1Vedc2VAIBLr7ioLLv3tD+3K44d8uczuy//7Pngjj3uREXd4ZQIfQ6G6K9vFljSSCvn4Ovumc2v76rlceXHxdKCv379LF/HabVoyXiV1n4CCgbON92ncWpZ4OCKjdmh7wRDgRWZOiUC32ZejWfGCWhVUzcDqRKcQsW0/U4coKtQKLBSgYMpLsEHKG25KIrtth8zc3O0vL1MnZgZ+BzczgqFxnAR2zXxJSsigLrAiuOkXU/qJBDcWCiIIiuNIoEVC1VBRV1QCZzYHqrLZZ0V+p7pDHyOYtcFXmR7rNXCiTUfO4vBZ7wR2DZo1yk7Aral77O+JVWCGVYasKKAx1pIdRBTLZR1ec5ne5ypfMJpv06cFYpZOM6omzgGoB2ncuDAof1HwNZcyJiqxB8qsv80gyXWtSH1gRBiE9mh/+oQQgghhBBCCCHEZqOXCEIIIYQQQgghhBiJbRxY0VO4G0zqwsAYM6wDrwSs63rBXkbivaSVyxZTCrCGvteIHbwwl9zffd9Xy7I7Tt9X2jfe8N7SXlrN5bRv/Mkf9v2avdrbK94FodHK9cqpJRcGeLeDxpzX7s25wIgz882hsvzkSHqZ5PaBg17me/Hjnl7ap06dAgCcuMefT7vv9dIN0jWe6edtJBwRiSSFlqT+XtJJ8lGqnPT3lfY9X8iDJN5yp3f7OHDJY0r76VccK+1zq3nfVi0FtTP+fBOSq3bdsdOUZM1ddm3I+1sNrJkF7W43l6abBl1bcjuYpeiOM+2Zoe2W+njunHflmJlx943cKBIau33qQyGfL8Z2NbDjDmC9gRWnnUd7DHpJ7o6wnJC7S3M4sCIHU2yQOwO7NhRBFjnY4systxPv+eBdF3hKrHFtaJEPQ6M7tBkAsBooq7s0sdtTtBGJf1gGfKzsWOfCwI2Q60qXGmN3hCJYIrswsGsD28V+XUvBFDvU45WBz3ynte2pB1YcZ6DucA2zxfApxNye6uaF2LUv6/JcT/MsBSMuXBd6YNe3sGtDYYeCLea2Ge432yHXhjq/o1jdLWKc6XWqI3UMt5CYC0Psvq3VRsXdIatxbZj2d9YuiqcqhNg5bIOvGiGEEEIIIYQQQuwE9BJBCCGEEEIIIYQQI7Ej3BmmCUvJC7WXYWl46u1VCvndcS4G586eKcs+8jGfReHmmz8NAOit+AwSDZLWW8pc0Gxe5ureVZYl/UdKe3bfEd9GmmuYZ+e8RHd+r7dbTS+3bTaabh/KREC3uJGQjNfkfdsz4zMcJMklpb3/YO4y0dhzRVn2lc/fVtoHzQk6hjtPcpcwHJU6I51vQGuf9Tmcstea9p2LwNVPf3FZNrviJf/7Z/aW9mfvyDM8nLzfZ3p4wrVPKO0jB+n69538kFwJOPNBEsjOwOMmhOmSRpbdYzhSf6PhymgMNnzdAwf3+3I3JnvkZtHreQ367JzXrhcuFb3eWikOdhijaGEDqdY3252h6EMn8W5DywfIdcE9Z80aFwbAZ2dowc8hM22vnQ9mamC3hXbEdo99k+T/bXJnYBV+URzN4Y5h6jI9xLJCBF0UuKwV2M7lVNaJZF/wGReG3RZidVdX6MAh14VRsjP01igbtOuisAc5T0Kvr3Vq03jWS1cSckvokbtCOpxRIZadgbMvFC4PIRcHtjMa75VsJfwcpAOfQDyLSVFOX7PcbtofrjrOSlJdphZmqgkm6tw3xjyIdRm/arNnkB2rW9iVMnKJqX3Wp+nOcJ5MC0KI7YGUCEIIIYQQQgghhBgJvUQQQgghhBBCCCHESGyZO0MhD2eZuImEle+leZ2W9bowlpz3jJeftpx82JCGbKVL0rSU6jrJ+AKJ9G69+3hpv//vbijtxUdyN4Y0C7soJE7Kn3IGBLq8htwO9rVzF4LksM+ycOJ+7xrxhKNept9o5XUbTZJNJr6tVurPs5DAJ3TcJPG2JfeKps2vydFrnlWW9RMvkW9l+fEOZ/46H/1aX/ejn/b9nT11PwDgLNU1ie/vnPH97bt72WOJJWk6bcefT3rRhQCAkyu+7LlXXlnaHRo7X7kldycxi17f/dH7P4UQB67KM2k854mPLcv2NcldoZ33t0XHtSQPt5Xwz06W2qOsHpZOLvGawr5zO2gaksOu7SWBNE2DtmWponVyyqzo33lCcQ1ikvFGoO4UXRgqNpUtN3wahXRv3qGYOwO7LhT2DGnol+Dbas37E20sOYMzNrD0nt0cijp0nSjpA1bJtaEY5rFLEyrnyxHyqKh4KMR8G4ppeSaynctdwz0qYxeFUMaF+Hay3UOerdBZ8DUNZWeoy9QwTnaGkcZjnYh8F2mYLfy1CS13xLIvNAJlsbrZcFmWhd0Vwi4KjYg9Wt1+g35DNGjmDrk21LkwcDk9dJwFJaHhUzxePGxjWVlGHVWxBBKhRCzRBDx1mSn43Ie/iusPDCBzBwm5LQBhd4W6e11xcyFX2ODY2ygXvF30+Ashtj9SIgghhBBCCCGEEGIktkyJkLhoP0lS/x4j7eZveo3ht8b+TTGv5nWzfHlqldQJS8v+XfsHPvDB0v7EZ74AAGjT+/eZlr8kZ0+d9uWNPHBaN/GrVM102E4oUF5Cq/Ezc77dgwcO5/vQsdLMB2y843bfx+ue+a/ztkj1MGP86+bM0C105SkdN0k42I9f6Wi4IIyf+cQnyrKrn/yc0r72yssBAGfP+H4tdPyxjl1+XWnPX/MUAMCXPu773ez6e/JIgwJB7svVBa29F/gyWpn96gkfsPEpV+XHSNw+AJDM+qXX06TCWFnO25ihgEZpSvneaen+1JfzY7z/7ofKsj714TGPuxQA8LQnP8631fXXbk/q7/GMW/7v0D1pkr1K17wwM1InZBPKBvi5aTqVS9/1xSCs6Nm+WICu/9rEluAcvBLTCZRPmnO7jsrql39Olty80Zz1Y7VRUSL4ThZBFpdoeZu3zzR9+Z497vnyj1nVZiVCZ3h7ky73Hl6FDYxHPrVxlAjFkzpHZRzcMaQuqFMfcHmHGoupC8pgiZHtKyTlKAMq1qkLphFYcazxVrc8uYuZJLBicZ0bgbJYXSrLKLBi39KKswvE26sJlpjbjcpnrG6P1GXNJnWSn5NGoCxmF884qw/IbtN4LL7SePd+xC73IbtuLoiJjpo12xt830JBJRsRO1mjbKCNvvvd1AsoTYBIEMxoYMVkaH/LgRU3KljieTwtCCG2B1IiCCGEEEIIIYQQYiT0EkEIIYQQQgghhBAjsanuDAZruy9wkEW2e2mu0VsmaaExXoZ6212Plvb733cjAODcybNlWbbsRXgNamPOJU1uUSClhALiHJy7qLTTVi7KZXeFZsPrbZutXG9LHheYnfVC3kZKQQcbuWwxIRHfZZc/s7S/+tX7SvuTN/0lAOD5z/r2sqxLB0mo76aQ1fX9+WY9L5HkwJVZPz932/fbu32vd55t5NK8vUe8K8G9D/treuyCo778dO72ccFVTy/LTj/yQGkfOHhxae87kLsxtFo+qOQ8jUK7z1/zOx5aAADMnLvXn8PifGlfe4V3iWg67WUhOQUA02NtH10zN7Z6JO+2dE3v+mIeXPOu2/19mNvjRZ8veN4zSvvQ3nwMcJDH/bPkTkLXPHESSMvRFCnSFY/5Ovr9YbFpeayd5s1QiaBWxzgiWmKcgFbjEJLQckwt58qz1PLzVTP1z2e74s5QBFacC25fJp192wVZbK7QmGF3hpAkn7XIdLln+dxdwMaEmuUrWow63iUUHxHwbgzzHPyR7YCLAmJ1A64NK1TIgRND5bw9FmSxDKgYC5xY2HUuDFw+SmDF4NjjwvMomCJjsfap8TUM+dzUuTuwXSkjFwR2bWgWLgphCXyXnoSiTpcmA95e2D0qy1oUOHoc/f8Yddv0gBYeh6NMg6GYhePMxPyotwY+AaBN31nNkKtGzIWhEagb9ZPwZhfD97I2CGaNa4rlgMocWLEmkGetm9PU3Rl26XwhhNh0apUIxpjLjDEfMsZ80RhzizHmR135IWPMPxhjvuw+D258d4UQ2wHNC0KIQTQvCCEG0bwgxO5kFHeGHoCfsNY+EcBzAfzfxpgnAvhpADdYa68GcIP7WwhxfqB5QQgxiOYFIcQgmheE2IXUujNYa48DOO7sc8aYWwEcA/BKAC9y1d4K4EYAb6hpDcZJM035/sLr2Fatt5dWvU70n/7xUwCAT3/uS2XZyrLX2zYzr9NNenl5RvmX2wm5HZCIrpfmellL4YBnZ73+rTXj92s514RG00vB0oTacsftWt/vtEWZAjgfsYvOb0nHZkjC/PwX/m+l/ZEP/z4AYGnheFnWP+RdCfayMr6I/k9SOwMbtPs2P3bW9VLZhLIoLPUWAQCzlI3i8MH9pX37A1/x5+ake80jV5dlC6m/ppdd+YTSbvTzc58j/eLcrHdtSFv+eA+ceBgAsEqa4hXyQfjQX/0tPPm5VaIi09ji0k7hWtKjbBV0HVPjsh2s+uu4TArAf/jAzaW92s/7dvjQ3rLs6772Kb6t1O+4bzYfTzNJuF/ViM95h1LWlZMM0fZpPDk3iNIdYsKMD+Mw7Xlh7ewMHJq7TkQbE9onw5tZij4poTzmAbntass/30v7OTvD6pDNGRmq270rT8u5eO2fX/LHirkzFNMMq+IjitZZdx4JN0v71WZnoFvVDrkozNfYe6gsst/SbD7vsttC1Z4dKufty+zusEra6ZC7QsgtpM6FgctHcWeoZRp+N5vDdOcFDMu0Y79YQpdoHMl4pG6v4s5QuCg0qeqwiwLb1bJh1wZ2p2m1/APcnqFOrpY7eersSJoFSgzk3ZgiUy8/16GEF+t1Z+CsLbOxTCztNcoG7eKAkcwVXfo9VrgmhO4ZMOim0qh88v5ss+tLrSvNRmVnGItiYGz8D4apzwtCiG3BWDERjDFXAng6gI8DOOImBgD4KoAjkX1eC+C1AHDw0KFJ+ymE2Kasd14A9oaqCCF2MOueF9L9oSpCiB3M+n8vtENVhBBbwMgvEYwxewC8A8DrrLVnOUiftdYaY4KvM6211wO4HgCOXnGlfdQFAjz1aB6k7/3vu6Gse+LBE6Wd8lvhTv761tIb9RZ1PU193bSZv9JuUQDERsO/jp5t+6Wu2TlXt+X3b7Yo0FZGqgOXz9km4VzAfZu5en7/JisC6BV94uqsdnwy92bDH6uz4vd76jNfAQD44qc+VJY98wXfScfd5/vr3ihnfDBWQPT9UlmW5n1P6Xx6XX8Lzy7mQQ0vu+SSsmx1xe9/xZXXlPbK8TsBABde7H/0PeZivxp/loI7NpO8v+1Z36/FM37Zc99ef38W3RLooyv+Oq32TpZ2t+Ov2YprbpbUBcXKEQCkFIjQuABImfH782JMsaKfcKpnCnq4suCvw0w7X/V8+IGFsuy97/t4aXcyX/cbXvy1AICLD83Sdt/u3AytZPRcjzI/nlIK3NRL/KpV8Sz6T2wa05gXjDliR08IzxTXg5fdYqqFYr5ohjfzinMdIdUBz6RLge0tv9MSqRJasxxYsVP5BIBFDG/n8ua8f7bmurQUHlp5jS04Bc6nzcHYIgEZg/vz8mOdEmFvwI4oFXqsRHANLlHDSwH1AdvVYIukIFuhH6QrA5955WF7lMCKdUqEIBsVTHHzVhwLpjIvtI/aodOMnXZotTe2bD7Gfcpodblr88HdMuHAiv3g6rV/IKoBPd3zywE/jR9Mzbb/zivFgOOMuxFWqYuepfT8Nqnd1UDM1rpmw788BsQDbihU1Ad1AVXnAmWDdrFfRKmwSr/NCgVITFXCdiiwYjcQZLHboclvnHmhbmxORYkwztyycUzn98LezZvIhBBrMlKKR2NME/mD/6fW2r9yxQ8ZYy5x2y8BcCK2vxBi96F5QQgxiOYFIcQgmheE2H2Mkp3BAPgjALdaa3+dNr0bwGuc/RoA75p+94QQ2xHNC0KIQTQvCCEG0bwgxO5kFHeG5wP4NwA+b4z5jCv7WQBvAvB2Y8z3A7gHwKvrGjpx/AR++5d+GwBgs/zQrEvq9SnQHcmvUhfwr5l6bVpCiZQbHACxmdcpAiECQINk7U2SFcOmrq3wu5QGBVwsJO4svzK0n3HSeEOuBElK0mrL2vhcTtam3PGZ9To2m/k2mq0r809Ktv7pD/99aT/1Ba8q7a4LIJmQXC2mbO+6PjQpQN8sJYzvZfn1u/vBh8uyxz32wtK++0YfWPHKJ+YuCgf2UDDL1OuPz5Dbx7lz+TE61h9rbq+vu7TsteCFu8mRtr+XWc/3995Vf82K8dLLSJLY88fIyBUgK3WC4atTqmHZL4DcGWaoP8V4mGl5N4xslY5L+aLf/948IGOaeq3jMgWK/I6XvbC097hDNOmepHQ+JqVx6MZc0ZdN0vpNbV7ImSQyVLFP7F1oSLZZE3gRCAdcjOl0G2uUsU0BvrIZP48tz/ix1DZFYMXhYIu57Z+ThnPAaZIjTrrfPw9tGiu1l5Y9QIpLskxlfD2KwcVt8v587sVpshS5zp0hVAZgsUmBKV2DSxguy+1h1wYOpriyShroJbpxk7gz1AVWHEtyHIt8OWkEtS2RLU9vXrAYfsRjp8/3IQmU1cnHY3U7JFt3rg3dJrsosETeP4sNN/ib1Bhvb7n9uKxJY7RBPkSzs721z2Gc4cHzlHtuE3pmZ2meatN47hZdoCEVGl2VqYD+aNIxynjUsQCJofki5hJV4/rQnfHfk+xOUtjV+7e2HQqMCXg3F8uBFevGXsyFYcMCK44QVXdjmfLvBSHEdmCU7AwfQfzfoi+dbneEEDsBzQtCiEE0LwghBtG8IMTuZKSYCEIIIYQQQgghhBBjpXhcLzazWO3kMr3USa8bFDG33fByPttkF4XcZhl5s+Glac1ZcoNo5ZKyjIK8Nsj1wfZIwpzmOrI+SdX5rYql8kIq3qeMDeyiUGRyaLUaQ2X5H+T6ULyQJd154d4BAH2SMBd9u+4pXuX1Lzf/eWl/+dYPlvZV174sPwc6iahwzXXB9H2Nm266sbRf/Jw8K8SRIxeVZV+622ucL77MN3V4NW/s4AWshfRyzB5FLV5ecteRNJRJ20vtugu+/OgFB/OmqO5DZ7zGsrHXZ6awp3I3iA7dsz7nt6drXVx/dmNhFwAb2odTg1BtW2TEIC2zsV7WOJP6/azNz6O3QtlCGv7a/PW7fVYH6/r4hGsvL8ue9azHl3aze7a0G2nebuF+s4nJGaaExfSk1zzi+WkuxiMLbhnO2uD2Y3l6zJ1hJVDGecoD7gwcUXyZXJpae1ddTyibScXuDtkNdl2ibCPJwbNUN+DgMk5GhXGyM4TcGbgtliqHXBf8I42FeT/HL4Kytjg98zI1xjZnYihcG7ist0QdCrku8H0Pba9zYWC7NiMDMF158dZFXt8QRr0048jA6+4T31N6bovo+w1yZ6jI2jHs5lB1V/DjecWVp3S/YnayJ8/807b824P6OI4LAz+faaCMnvWErkPbXZ92bHiFPMtibk7juDMUj2oka0vIzujxXkrXztoScnEYtIv7GioDgG7h8tKhk4+5M9RlZ5jUnSHIlrgtCCHOI6REEEIIIYQQQgghxEjoJYIQQgghhBBCCCFGYlPdGYxJ0W7ketWWi7bNLgqp8drBJkkGTTsvTynbAdsVt4Nu8V7El2UkKW80OKq9s8nVoG9Ir2fYnaHY7vfvUwT0hgtF3CTJoeX9E4qs76Lpc4YJk/jz6ZAOv8gwkKW+j89+3reX9sf++a9K+9ypPGPCnv1X0LHofEhm3+jm57FC165x+lRpL5w+k7e5eKYs61svDWzvvbi0H109CQCYz7y7A7umzGQkyTZ5H+b2ei1zkvo+nOw+4M9nOR+eMxf4MfKkSx9T2l+6yUuc+8uH889k0e9/dqG0U7q+veK2ZxG5n5OFs6o1Jd+GihuEu349uo5tkpX3KStEaTb9PclSPwbahrKIuOPdd/t9Zdntt/uMGKsd7/LyjKc8FgDwtOvya9Pv70QZ43bqs5OtcpfqXBt4JmUJfFG+RGXs2kDuT0WmhmZz2G1h0C7kzgnNc4Y6zM/U3oPn8v0bpIGOuFeU/VylMj73kJw55hpRHIPdGWJR1t10wC4M58jfge3CnWGBGohlalgp3BmW6ST5/oTsSbMzhOyRhnVxUSfVLe8yF4YQdZegTgY+jrw84tpgnTtDr0VS9kimhsLNKJadIXXjMubCEHJTSub9d1vFRYn915KBz7wxDz/3Rddjz3rIjWmcYRnKUsPH5XmH3Rm4vC47w97h8qU2u40MuzZx+XLAxQGoZmfolNkZwq4rpbtmaK6I2XXjEah3ZxiLtRrZpHxOQohdh5QIQgghhBBCCCGEGIlNVSKkjQb2HspXjFuN/K2wJRVAysH2WGlQ0y6vDPd6+avc5kw7Vp3IW7aVA/B7FVIduNXdjJQIva5/o5s23fFoNTnLhgMz8n5pyqvbtIpo/Bvx2SxffVhdPVeWrVDkoKc97V+V9p133AAAOJz5oGqH935NaS8nJ0u75ZbFWcWRZH714+SJewAAc9/w3LLsy7d5VcLZPi9T5H2/oO/v38IjftWknx4o7T378jrdxC/NZj1/bY4dPVzap87l/enR9mbbrwA8/8XPK+2//+N35O2SuiCjsbVKqhE0x3/z3qddeIQU97hBARJ7dKweKVOaLll2n5UmFLAxIQVB3409w1EySdXQMH4M3HHrIwCAL332OADg5El/7c8PpqFiCAVhpGX1WOC1YreQ+oBtXgGMqBI6rXwFffEArU6a8EploTpIIrOjpfPpu7l0/oAfF3NNOgle5SvERHw+6w2sGAma1qMVxUWnTOMAilUlwnB5SJ0waC/185PLlqgTfP1DSoRJVxEnDnoWWnKs4zxQH1isL7Ai3xsel6F7NsrKsLv/XQoUnFKA59Cz2qioD/z3evHcpnQAfpaT0IlToMK5vX4Qs/KtPM+Y+oDHe9H1mBIhpEAaKVBooA8cZLE18Ml9GbSL+SISTDEju1AgVJ5/skOBFbkspkooAipW1AmrPHEXgRWpj+MEXJ1GEMYg58EcIcREsHxLSpz1ICWCEEIIIYQQQgghRkIvEYQQQgghhBBCCDESmxxY0Xj5n5P9JykHFySJCcm4G8nwuw52D2ASF4CQJePs7sDB9Io2KsIWkoixzD7LTNEZ364hyXA/395JYgH4uI8uQBN3nAMyZhQA0cnxuv3TZVnL0G1r7C/NvYceDwB48L7bfFtH/PXdd8FlpV24fXAfV/v+fL9w2y0AgP2fubksW1nyWuRHSBI838r3m2n4Pl64l3SGcxR0sOXy23f8OT5CjS2t+OCMZ50PQafr9Y175ny7aertQ0cPAQCO3/9IWdYn1xIeQp1u3gdrwzKmJBkeW5USclcoWujT/TM0xvj6LneH5YUcA7FF7jyrboNldwgab23OX+5cIrJi9/CjsYMZR+ZdcTYZY79uoIw1uDU5wFm+GnJtqARTJDvg2rDc8P4F6V5/sEbAnYHJ6Maz3XPnwcHAVuf9gWfmfYdnl93xWOIck9sWxNwZ3OF6HNOwGQ56VrgxcPCzmLtCUc5lsSCLqwtzRSGoQtiuC6w4jhQ5OPS4sE5qHBu755lEeRJ3huI+JIEyIOzaEHNXCrgm2RUKsNfwO6bt4cCK7ILELgqF60LoOR4kcyfCz7Tl3x57/YCda3SG+83uActkF894LJhiaOzzV2ao62Fv0LB7BQdhjQVZLKYDdoMi96vlpv+jmDvYJYrnk1D5ciUI67ALQ14nL+9YX9ZboU6G3KBi46luDqnzcqp1Z4iNp1D5dgpmLMRmIheGaSElghBCCCGEEEIIIUZCLxGEEEIIIYQQQggxEpvrzoAErXS2tAEgSdjZaaMAACAASURBVL3mLSH1cEbh8DPjpH/kwlCUDVJkdUgSzpIQlpf3nJw9pfzpFCwfPZK8FIHx++TiYALvYIzltkh+zNkmbECKTMc1HKU5cbnjky5t95pEzm5xaN91AIBjh/eVZY974hWlfc99/hhnT+Q63hXS2iUtkjW70On33f72suyB+y8p7csf/6TSvvdUrktspF4umJFOf3bZa4aP7rsYAHD8hI8Uv3zuDO3n+3jm3AIA4JKrH+vLFrz273Pve2dp3388d2NoG38OmfHyUlZWpgH3GKbnMk+0G/7x6JH0j90gijHJt5RddGBYwlo24PuYUQYQaqNwuWi1ySUmY/cZdpXJ2+vbULaRncqkUkveb1LXhqIua3vbw5sBL1VtBMrYZtl8LH96GVndFy4m/plK5te+sZWMDOSKUbgxcB77OZLuzpB+f3E21zi3Z/1JVHLZ22F/hsysfdwe6ZZjEdALWXFMfrwQyL4Qy8iwvEja54WkaMATysjAdl12hrrI6yOx3uwM5wnFJUkG/uaywfI6GXidO1LsWQ5kPmBZe8WVsTm6u0KIjE6ucGOoPt++E122Z/NBPDPjB3Z7hfpAj0Y53mOuS6GsLHVy+iRiB9ycKm5dEdeGIhHVCrmKhLIsAH7uYHcmdlfguWUpMN/E2i0zOSyxXxb7Rw58jmKPk51hrIwMzDiuDUIIMT5SIgghhBBCCCGEEGIk9BJBCCGEEEIIIYQQI7Gp7gwW3k3BFDJvdlHgSMa2SfsVWRRYlB4OQZ9lTtKdeWlho0FaOUsRjp3bQL+i7gq32y9cIqy/ZOwmkbabrnlyZ2DZe8Slwh81CW7v9nL9W9r0UroetdvveJ3uTDuX6HX7V5Vld93jXR+e88InlvZNN38GALB6wsuP+8sknT54EgBwzZMPlmUnV7z07+FHH/Kdbx/JP+me3X+f3773yKWlbe9/FADQOXOyLPurt/x2af/7H/3l0j6x6iJc0zVd7Xg3iJs//bHS3rM3d3loUEaGjGR7GSvBa7IXtFwE+azntYVVASA1YIbHZkYHsxU/lby8krWDxkVm2LUnddv97uziYwLuFWXdXeHOMKkrAhPTPhf0I9v7gTLW9tJ8EpJD826FZLgRKBssD8ilbeKPtZBQxhP3KHLEdnYl6AXdGcKZEVrU+bazW6RxrkSYN2vfi5DMmrNCxPpQ2CHJMVB1VyjKK+4Mi37usmfp/iwNfA7aoUwMde4KtVkYEKkwaWaF8ywjQ4hxgssX5XyfYjL7zhplsf0qZf6PTkLuc0neCZOOPnfFnuXCjaHqKhR2Z1h1z1fH+OesNbtKtj+5Zje/QA1+Bnio1Unr675nIsltQtkZeuTa0Gn6P1ZdZXbFWom4IBRzR7VsbdeGUVwfOqv5sTkrx1huUHVzyKTZGYJorhBCbB5SIgghhBBCCCGEEGIkNlWJEIJXVxPqjjFko1iVpVffJvz+wxTlVJWPkaa04u/q9kmKkCbhS9Jw5T1eDU5o9dm10bMpbadjUd+Lw/GKdJoMr24DAJp5exxIstnw+dNN5pUIq51cdZC1/Gp9b2l/ad/w7q+U9tmlvBOt2QfKspe+5Pml/Yk7PgEA+OQ7ffsXPuny0p49dHVpnz7pgjnN+5XBoxf7IIyPPnS7388FvPzEu68vyy6a9ed77uyp0l5Yyl/nz8z4VYju6unS/rqXvLK0v/gvtwIAsl5oRbmqGilWSFgp0ucgmG61NbXUVhJedimaSEgBUc2lzeMp38DiBFbG8HiCC2DXz1idQ+ONJApetbBbAyZNQ5UQ2r+u3TGWgGIrS8WKFK9cxVZFQyud3IPMry6ec0E2e/OkJKqsTvpVszIwGC3Bt2kVnwMrNpzioknKiwY9R4UCJqFBHltB7QeUCKu0ohhaXQytLOY2rRja3F5eoITxC/SccRDFwh5FiTDqimIsSF8QftjHSvguLIYvzShTwTiBFZNA2VhKBD4wKwLcOKZAhpZ+exTqgliwxKqdP1PdyPPN6p7iWeZni5VG/Fw3m93KZ77dXwgOolr8fkl7o8vcKA4w+g06T1PMC/XnU5TzvLCKtYMsxgMvzg2Vx9QHK6uk/FyaLSp4QvNGLGBraA7hstjYHEuJMMn3VzE37QrpohBiC6hVIhhjZowxnzDGfNYYc4sx5j+78scYYz5ujLnDGPPnxphWXVtCiN2B5gUhxCCaF4QQg2heEGJ3Moo7wyqAl1hrnwrgaQC+2RjzXAC/AuA3rLVXATgF4Ps3rptCiG2G5gUhxCCaF4QQg2heEGIXUuvOYHPNdyEKbbr/LICXAPheV/5WAG8E8Hs1jcGWMuz8/UWacvQddg9gidWw3Cqm6jJF8DpTiU5Wmn2Si/VcXcteEnZtaVcsPl+hNO9zKbkwtKi8cGNIEwoCyPnXuQ8Ntx9pA1myP5P6gGJL/XMAgHmSHFJsQHTaPsji4b25TLA/c6gse8dffqC0n/qSK1y/7izLHv3CZ0r7Ga94oT/u8sMAgIVl72pw7Njh0j5kLvOn427c3Y94vd/znvsC30m6V3Pz+bk9/PCJsmx1wR/js5+/v7RnTS7N65LbB7sKsLtB4QpQCb6ZUiBPW4wh31S/RvFnyb2gElCzEsQx/4NdKwwHFuUgimUfaOyS2w2fj7E1OvgNYKrzwliEzjE2G6z3esQCLwaCLNbJoRuBslh5TLJNts3y4y71vGtTb47cBig4WSFxZmlvmzrJQRSbAXcGdl1IA4G72J2B5dm9UobdpLKwa0PRt2jgxa63OwtOgszyYnZhCJXXSZHzg1c/8w4P27UuDMD6XRR2ZoC0qc8Lk1zGkAw8FmSxLjBqqDzqzsDkD/Zq5uXydo6+w5vuuyDqCjRsxyT//Pwuu2emTWVRd4byWScXBrYNudK5AJFJGg7uGyI0F8TOh8835M5QdYMKzxFFnZg7Q63rA7swsKvUUrmTZxw3qJAdc3+beL4pGOWB2fy5Zet+LwghNpKRfmUbY1JjzGcAnADwDwC+AuC0teW/fO8HcGxjuiiE2I5oXhBCDKJ5QQgxiOYFIXYfI71EsNb2rbVPA3ApgGcDuGbUAxhjXmuMudkYc3O/v1q/gxBiRzCteQFYrt9BCLEjmNq8kC3V7yCE2BFM7/dCt34HIcSmMFZ2BmvtaWPMhwA8D8ABY0zDvUW8FMADkX2uB3A9AMzMHbLWSeRMEZ2YpN+WpOiGpP5Jkr+oTCnmiiV5v0lYPp7LA3uV3Obh8+k7GThnSSATtkcSdSfpZSEYu2Ik7nySyHuZvh12hMgq8nSSOnJWgI7LN83nSL1YYncF665P0/+jbLlzvLSbdE1XXd1jl+4ry17+8u8s7b999x8AAH7wp76jLPuf//Vjpd2aoawCzn3iwv2Uq73v9X7XXnNVaX/qn/M2XvVvfrIsO7Xg9X77LvbZJJ7cyvt2/D6fVeLcae/aMGv9S6lu3w3ltOIT4Lf3/DVrFgOCxpu1fnvH3esG3Z8+XfOqC06xP9XljAoVbx13PCrrG+pvb3jMJjR4GzQ4V8lPxadFd+45Q73bWNY7LxhzkfXvMyfRL292ptoJMjXEsjPU/TupLsJ8h/LUr3jpdGeOXAXm8oO307VdGHLbzbUViTONy6Br2druDNX89s2gXUST73S9VLmz5OXFWKGLtjTwuZa9skbZoB1yZ6jLzhCluGbnbxaGdc8L6VG7LneGmAw8NF3EXBgmOS7b9DulQ64NvRn3bMxQFgbjB2Mv8My0KpJ+fpZ9efEs17kwsM3PN9t1WVlC7gz8/E9jXujVuDOEymPZGypuENa5M9AcY1f8cYPzyUqgjMtjGRnGcWcIjiGMQN18s33co9b/e2Gv0kmcl1QcyLesF6LKKNkZLjTGHHD2LIBvBHArgA8B+C5X7TUA3rVRnRRCbC80LwghBtG8IIQYRPOCELuTUZQIlwB4qzEmRf7S4e3W2r81xnwRwJ8ZY34JwKcB/NEG9lMIsb3QvCCEGETzghBiEM0LQuxCRsnO8DkATw+U34ncr2lkjDFoNnPJWNYzroy03ZblKiSScLL0jDabyh8km3MKLlvxYWBNOclgijbIlaDTDedfKLwRksRfsoQjDjvXh0pSCJLIW+vrhoQ47K5QicJenkHYJyNt+f2+85ufAgA4/DjfifSxPrvCP/6Fz67wpCd9DQDgC+++oCxbJpn+bDfvROuYlz9e/XTvrrBy8pzvRPssAKDZPFgWnTju3ShuufXLpf2sZ+RDaX7GRz8+vELS6j3+GDPt/NyWz3gZ4hxJHV/+bc8s7Xe/PT+3LPWaQlMR2vjr1+vn94UllraSoiOvy64plscCjz23H2dZMDQubCUTQzJUFzRGKokl3ECuCBIpRQT3vevuVaPRqvR/I5nmvFBlHNeEzXR94GOF0ick4aqd4c0V2es4hw1JYFkqW5Hp+zlgdSF/pij4OEyLZM1kN5q5HZIyA2F3hmp3h6PN9y1JtnskYe5QRpRCShw9n4BdJy+O1a2THY8SOT3IOOMxVHf7SI4nZerzwuDjNcolLu4T/7qJPUfrJaYer8kQkfXy77Rleh76M+Ru2Bx2XWhVZPr+meVMK41AdpWYXbguxFwY0qA7w+hjPKt8f1KWITcvhDI2AGHXhlhWl2omB5cRg8o6fM04+8KKq8NuUuO4K9TNMXUuUeNkZ4gyqavU5rtVbdzvBXH+IBeG7chmOxMLIYQQQgghhBBihzJWYMV1Y225Mmtd8MCMVmp5Gd9wcMFilT7jlWPaHljASVI6tT4H+BlWGvS63Aeqy6vLbhU5JUVBj1QLjUZebimoHh+pzwGHSsUF1aA+Vs/d1bTcF28/+1leSfCZL74DAPDSq15Vlj34oA9EeNEeH0Txpr/7MADgCRd8c1l296d9AMOLL8vrPnDfPWXZ07/p8tK++QMfKO1nHHsBAOAsBWs7dvElpZ1Z38bJUw8CAPZdeWVZxrEQl8/5JYDUvcJfPeNf8Z976MHSfuLjHlPazflTAICVBa+GsLTqYvoU2CnJD8gBEvt9XnUZvj8cfLNHQQ0TFzmRVQ8VEQwFTuRjlH1MWMFAbTibg2/2KfBiNQKoC/pZjOPz5oXtet+BDgfIHI26gFXUr5BiYJzm61apePWLlAaVlbSi3C/KwTYoqGGL7GLa5G8GvsxJYBUri9yHcVbd6oIa1gVAHCdYYmzFMHSvxloN7AfKz69gihvGJJdxmooDpk59wMfmPswEtnf8g9Zhu9UjO39wmy3fQMv479qVmmCJIfVBrC4rjTi4alEeCqYYIxZkse8mF1Yf1KkSepHAi92AQqHXpflshSY9UmfVqgfGURqsrFE2WB6aj0YJshikbr7Z+comIcT2RkoEIYQQQgghhBBCjIReIgghhBBCCCGEEGIkNtWdwQLo2SKXff6ZkEw/ZR24YSlW/q7DchnZncC7kCYFKrQktzV8yq6Y3QMykpMl1J/EuTNkJE83tL0otf2wRJrV57AhvTn3kSRpRVBJDrpHbZ29/ZbSfsXPfCsA4Ma/vrcs+9D7vYvCjPEBh178rGsAAA8f/2ff7jEvlzx74iQAYP6cj3lz8oGzpX3p0fnS/vyH3wsAeNK3fX1ZdvzB5dJuJo+U9oHZawEADQoSuHrKSzMvuuBAaR87sjfffqc/n49/8obS/sQN3lVjpv04AMCC8TpBY72MM2n6i9bMiu3+OvPYK4IsZpVIh1Q35bouoCa75dD95bFVjiGq2yH3GENaxmJsUdxFZCmdAwftLCSoFtXPHYPB5K4FwHiyzUmPMzwf5YQ0p4F3s6O4M4Ty24ck/2yTWrcioeWZvRWo26ixKy4MbNe8dw7Ju8cJIlZ3vlynLhc72zH5cF3QsyB1LgyD9lplYk2mdcmm4dpQ9KUVKBu061x5Qs8kj8WWfyh7zu6xGp9cG+oCo6YVuzdUXhdMEQgHVAwFWc0iAaCzQGBFdneoc2eolPXJnYGCs2aFzcES69yjxnGfGsdFYRqBFYPsnGCKQojdj5QIQgghhBBCCCGEGAm9RBBCCCGEEEIIIcRIbHJ2BqBIXpC6TAxJUt+FntPypySlTSiyfsN4u5Ci97okMyWXiQZJ0QuFV5F5Ie8PyB5+x2JYrldJ9DD6+xiWuPuy8P6FjK+BBd+vzunSvvxr5kr7xnfmLgZ/989eE3fJVd/pu2t9yPa/vy3PctBY8C4Or3yxd0cw83n2hY/c8Nmy7O6vereCp+57g2+39U4AwK2f/+Oy7AWveFlpP/rFJ5f2rbd/EADw+N5zyrLuXq/3O3XuTGln9xcZHvy1ObDH6z/TdLa0H3k0d5+wmKftNLbIxSDLnKsAwjTcvbCWJYCx++syI3BrfH9tIMMDjauM/GcS7mNhc1YOGnsZ1d1x3gtTZz2uEAXjvE+tk4bWjBuWt3LVRqCszrUh5LYwWB7KuBDLvlDnzjAOoYDhsejjk2RymHbdWsVvUSHmwrDWPmJsLEa/fKFHLjSugfA9HyXjQqhurN1WoKwT2B57fkPPciy7SiXTSrEPfa80/HhtkG3KLEWcnYFdGMgtz5WHXBiYmDtDKFND3/qTL76TAaDfI9cG58NhyW2h1uVpFJeocVwQRq07qcvUWC4M3Uj5OHOT5iQhxHSQEkEIIYQQQgghhBAjoZcIQgghhBBCCCGEGInNdWeAKbMjWCfT7vco6n1jOEI+AGRJLlvnAPgNcoMw9C7EukpJxUWhQdspC4Jzbcj6lHGBZXc9qusk6jYJy/WKJgxF9G+QnD4jaXwha7eRKP4cvb9wc+j1veat3fLbb3nIa+X+5aa7cmPeuzi0qL+PufKK0v70mdxtYLXhXQIefdBnRmjt+zYAwALu8mWn/PnMXHRzaR9yLhGdBx9Xlt30zg+W9rk7vYvBs56fuyjcfc8/lWVnTu4v7W952deW9tnTeVaHIxddUJZdcpk/xqkvereOi449HgBw/KFzZZnt03iia5q5jAh8T/iupu6a81gAZeXg+1a4K0SFgzxos+H9k9RrVCuuMm6/fp/kpzRGbDIs4e92c6njznRv2E3vM0PZIiLnF5JWcxnP0J1AeZ1bAtsxF4VYG2uVjcIkUvE6d4dY3XHcJMZS84YyMUgmvGmsdUlH8TYr4Ptf56pTl3GhLrPJKHVD7kh1rkmjHLesS7896PdPZ6xMLFnYHpUsNue58rrrzPakrkt1LgaTZoMZx2VqogwwQL2LguYmIcTWspt+uQshhBBCCCGEEGID2VwlgjFIiiCIbjW42fSv3HvWv7JtNH0gneVeEQCIcgX3KFgQrbYXq/z9LJw7vrK67JZsEwrMWAl6aFnNkNuZ4QB9w2u+3MfMht/+FqvLFfVBn1enfRtFD870/Pa7TvgV+Ozo80q7eVFenjSPlmWrtAqx1PdBFFt7ctXBvosu8v2aOVjaZjZXKFx48Fll2YVP9Nf0A2/969KeuyhXDHz9Ex5blt3zyAN0rFtK+0Pveg8A4Ln/57Vl2b33fKi03/W2R0r7xS95JgDgoXOLZdlpHxsSL3nxq0r7T/7iiwCAlG5vSn+wIMA0nRqm55cD+E72nKyE709Vf2KG7SSiorHDY8RQYEXb545507pjJ8lw0FCgOv6L8majuL9htcz2prgmW7Vist7l9rrt3D6rSJLhqrFVudCK4SiKglDdutXYab5eHiW1+Tiqhd4Ydcdi1OBkoxxgO6z8DaqVdti8ME5gRSb0yNXZMVVDqDymFAo9f5NurwuMOo7qaOJ5IbBhGvFnJwm4Okqw2dAqf0w9sN66k6olxgqiWMxDsYsz6Tw1+Nt4Z2oXhRBbj5QIQgghhBBCCCGEGAm9RBBCCCGEEEIIIcRIbK47g7XoZ7k0qwhet9ojF4YZclcgxVVaqDApl3CDum4p6F2vCKyYsosDSc3JbSArgiWSTLxZcUfw5f1SAsbSL3aNcIEiOUgjyeET0xgqr0joLblU9Px+aboCALjsuieVZfOLl5f2qa53+7CNYwCAPeQKcmj/ntJuUD5p28z73qRrenj/odJ+eCm/L5cf8cEWzy4ulPZ3/cD3+86fu98d98ay6C4K0vjofZ8v7b3X5tdxoXNPWZZkq6V971ffWdrv+ou83asff6Vv64Sv+1e3eTeJZpqfZ9ZcKcuyihSc7pUbAyaLBLZ044VdU9j1gSnHDgVAROW+B6SCHFAz8e322fXBDaOUXRxoe0obCreaflbkkN7J8sSd+l5zHN11XUS4GneH2OE6gbIYscu80Zd/0+N+hRoOu7pN5rowzY7zfY/1MVR3FzM47cbGZ+iRij1m40j6Q23w9pi70ahuBaO4KNTVrTvupOe+0S5N0w64ul7Xh3HqjhO8tXaK4ArdQPkoLgzjzHNCCDEdduovdiGEEEIIIYQQQmwyeokghBBCCCGEEEKIkdhcdwYAxmVCsE5Gbyh7QJ8yEKTGS++7hYsCvfOwxtuccaH0XGBpOLkKcMIE6/az1su+Oh1vs5yddqK2TKAuSdUpGna/O+xeYfgcSJ6+arwu+dilecaElRmfWeHBh32/5lv+OrWc3Wz6azo3N1fa3a6Xys215gFURXALq377FUdy14Y5auvwJYdL+9Q5f56N+dyN4pMfPV6WfdP3PKO073iPT6kw96K8j4v3312WLZ72vfiGl15X2u9+y50AgAfu8dkoeg2fQSK13lUjcy4tST+c8YKvdeGmkiY+M0inw1rwvC2+v/Xv28hlhtwk0hrPAvJygeXB6Zrr8Timc0j4zrnxa8uxt8OisO8IxpGPjyOLD42rUZKIT/L+N+IawWx5UoFJO7DZ+20054m7wriMkxijzi0BkbJJs5hM4lYwyrE2ykUhVBeB7dOgbkqss6eRyWG9dUdxqailLgNMyJ6GC8N2neeEEDuZkb8mjDGpMebTxpi/dX8/xhjzcWPMHcaYPzfGtOraEELsLjQvCCEG0bwghBhE84IQu4txlAg/CuBWAPvc378C4DestX9mjPl9AN8P4PfWbsIAmVthKdQBliPHebvbpde7iatruC4HNRxe7uUS2w8fIyuDIJJigALk8cJw4pQGrC7IOJZeYPWXg/VxULyuixrJSoe06efOQxf7AIfJfL7yfvqMD2qYrC77YzTmS7vVytuYmfFtdWmF/cBBv4pfBICc37evLFullfsZk6sSTM8HMmyavaW9p+VVC43lRQDAy1/0mrLsH+/9L6V94hF/oeb/dD8A4Mz8I2VZ71G//cM3/JMvb18LAEgyrzhIGqTY6FPf3H1NMn9NK4EKUYlQmH9woM7UKz2yLL9mFSVDUvO+raJ0oOCadNxQCzzGeGwWR8441mLmKzeDz8KWrDZMZ17YsSuv6w1eFdp/K1fVNzoY1zTu83qXSDfTi2+njut1M4V5YZ2Mo7YZZzV+lFX+zoh1NyoA4qR1RymfhGkqESatG1ISjKJECNWtpS4YYqyTdXWZ9X53FHU3NRDz1s8LQoipMdLXhDHmUgAvB/CH7m8D4CUA/tJVeSuAV21EB4UQ2xPNC0KIQTQvCCEG0bwgxO5j1HfNvwngp+BfXR4GcNpaW7y7vR/AsdCOxpjXGmNuNsbc3O+vhKoIIXYmU5kXgKVQFSHEzkTzghBikCnNC91QFSHEFlDrzmCM+VYAJ6y1nzLGvGjcA1hrrwdwPQC0Zw/bnnHzhVNjcwBFDpAIlo876XZGejO2GxQ4sXCT6BtLRbSf4YB0rhMkgU+oqYSCHWa9fD+T+HaTBgV6dPOgqVxSCrxo/cRnG7l03lhfd9n47RdecEFpP3LmbL69469Th/woLpgllwjnJmFb3oWh2/P20qJ3g2g0ZwAAMxSYcfHcmdJuXXoAAHDkwGxZRnEIceasb/eao3nwxj1z3rXiScdfUdp/s/L7pW2WXgkAOPqM9/ljnfNuCYcfe0Vpf/SGSwEAGcn8k563Zyxf//y+VFwY6F41SP6/lOX7JRX3AApa6AJfclNdu7ZM0H8PDgRTpGEcir+UUru2EkTRuWfQ9hadwwqNl6QIKlnuvvHyxGnOC8ZcvKl6ys2lTl663uBY42i2t1vQrdA77Jj8f5o67HGOMc72EHzNd79rw3TnhaObNy9MI9DopC4G09rO5ZO6Z8SYZOiPc03r6m6G68NYhFwQRjlwnQvCRn0fbC3TnRf27uLfC0LsLEaJifB8AK8wxrwMwAxyX6bfAnDAGNNwbxEvBfDAxnVTCLHN0LwghBhE84IQYhDNC0LsQmrfL1trf8Zae6m19koA3w3gg9ba/wPAhwB8l6v2GgDv2rBeCiG2FZoXhBCDaF4QQgyieUGI3ck42RkGeQOAPzPG/BKATwP4o/pdfBT2wo2BXRhIXY6EpJ9FZHyOTs/0KIp+4lwIMsOKJ3JtYMV4cexKpgfeLZDVgRvg/QLZGZjlpq87586jm3hJ+uErLi3tLknrZ2dyF4HTK959oJH627bS823sL9wJaP8V2q/d9NevuJbtts9KkDZ9u0suc0GaeRF+r8cuJL7d1Sz3c+ivereEx8w+t7SfNP9Qad908h8BAF979XVl2b/c+N7S7p/xGSAym4+RjCR6nO3AYlj+36f+Gs52YPheWbdLuK3MjQuTsDtKnYKOXGKoriUnhuAIiWQZKcyMXTZo/GfkqmGdq02jWbimrD0WN5gJ5oWdRl0Gg3FkpuNE4x5HQhvab6tkseNoq9Oa7VzO2+tcFCYNNc/7jRPWP8T55dowwATzgoX3f97o6zWFVASjPIqjsl7vnUk9fTYqccl6PbHGmeYmpi5LQl2HRplfN9pdYXu6M6zBefB7QYjdy1gvEay1NwK40dl3Anj29LskhNhJaF4QQgyieUEIMYjmBSF2D5uZMFsIIYQQQgghhPj/2zu3GEmu+7x/p6q6e2b2vlxyuSQl62JFF8uWZMm2BF8ii4HhG6IEMAgZtsHYBoQAQWADCWIl73nISxI/BA4EOYZgOLYE2YLkOJat0BIi25Eg6gJJFkWJIijeHJMlnAAAIABJREFUdrlL7nIvc+muy8lDnar/1zPV29U93T3dvd8PsPZMXU6dc+rM4bjO9/3/YoU5jJ1hKqpg80WQj8dR83cMz1L0UM5J9dXpWFaBjCPcV0WqN4rt2oKuLYINIiKp+5AQnLI2VNYHh4P3l49zByoYiraf24lBXmZJOP66V9TH4k1rYy/ZqMs7WWkR6NCxbrJlzyBJ/vZuWe+J2DIqnDl12s7fspRZm5t2TQVnV7h6s0zH2XktZWfY3a7L95yyVA2XXiyPXzhv43j6nMn4u/dYVoh3v6W0bXzxzx+rj52KztflZ75r9aZFNX42TX3RbCuo7BmeMnUk9F7T/KDFgO0MMV2bh2cMWV9G2Bmqd+xZRshtpHoLf9BGwd/x+Gge6svpKFs52PtT2VvyNBy7Y2IXz/Ib6LxkoOPkq+NChs/y2mnltqOubWISvfQkdoYm68Ioq8G4Noy7ltswSb1i9hw6jP4hmfadt7VfjKh/dQLvLxGHXefGWc7mlQlnXhaFcba7ijvmDwYhxIzRX0VCCCGEEEIIIYRoxcKVCFWAwmpXFqQMQGw7rUVhX1F9XO4cR7F988joPKsOqgB6kaP7RwRLjKr7hi5oDrZXXZrTLrKLbbchD3Uk1EZWIvRiKw982R+/wWoAUlOQ5GIzXOM6tkOf9U1RkKZ27ZkzZ0O7ra69gQVedBTccXv3FgDg3BlTH5zctCCLyMv7ru+YiuD0MVNApNdepDaUaol7z5mi4OY1a+NP/eNfrcv/94t/Ubbr2pfrY/669S1x99jxMGYubw4U6L31vdrw90OKg+a5FYWgkfzWM3pXedhFikbsXDR/t6edJ3rXeW6KjCYxQzYkWqC5U6tkqD/O2hB5/l0Zrnj99hUW8a1zXAC9cYy7Z5xKgMuTXJuOOD8uYOMkucsPyyQBEEft/DepA0adH/eftVHzqanP454rpcL88AAFpl19Djs/Jrl/FnNxmmCWbXe/gXZrzDS79LNQAUyzJs6iP+PaMAmSrggh5ov+6hFCCCGEEEIIIUQr9BFBCCGEEEIIIYQQrVi8nSHIs4tKsk+fMdxQkDmSawdZlid5XeSszNaHJCq75BKShlMQOlDgPR8dDIrXiVjCR3aGIFHPCwrAl9t9cbA2eGp3FPOzTHb8wsvXAAB3xxREkGT4nY69ls7mcQBAf2fPntU1G8Rg50Zd7u+UFoJzd99VH9tL7b6NDQrYuFtey2PT37PAiXefPVE+n95JJx7U5ROnLBDkVhibiIb5zJkTdfkqbtbld739HwMATm7Z/Z/7/KfqcvYMyffTavyaBfo8/pU1pZPYmCJjKSy9lwaZJgsHK2tKBLYSjAisWF3jyWozVBv7FfbdAwwFXhwKrRhsMzFdW9A85diMvungynMnf98cZ2EAmoN9zTII46j2TEKTRWFe8v9RwRAn4U6ec8uIx7Bd56hZpDx8XnPxqOb4JGM3iTVs2mfNMpjhrC0cQgixGuivJiGEEEIIIYQQQrRCHxGEEEIIIYQQQgjRioXaGbz3KIJ8Pq6k/GQvcJ4lqVQOCjBP3zwoOD3iyKTxvrIbkD0gIsk411EFtXckA8/ovoSi5Re5G7oHAKLIhs+FZ3AE/pwzBeR27eaJkwCA3dTsAffcbZkNbt20jAjHt8pxOAbLjFA4q2ujQ5kcuuXx61ctc8LWMcu+sEUZHtK0lIkWZGeIyQqwsdEL99j5Mz17VkwSvjzYL3Z2bRzTzPp25fpVa0MYx92BZWG4/PTb6/LNPcqOEewTPrf3y3Q7lk0iD/aYgi0Ot8lgAAxnzxjKzxFuiyK2rrC1heZmyC7C5zlbCLlqkAZ7hRuyHVAbqD0utN17/s4XN18b6rN3uU62hnVnXJYEjDg/znZw2KwPo567DDRFjR/VxsN+J+d6p4lWLw7H/vm4iLk4S8n5UcnXl2F/aNq+T3vfvGwF625BWL98TkKIxbAM/6URQgghhBBCCCHECqCPCEIIIYQQQgghhGjF4rMz3IYhyTkryIImvGDJeGN4eivHEUu62RpBEvfYDd0DAAn7JEhKXqvH6bwfko27hnZRZH2yXHR6ZXaFk6ctg4FLTIp36qxZEE5vlK+oe9fx+tjLN27V5Yu5lZPQhoICWqcDsxXshuwNAJAFaf3urlknWGafB7vD7q1r9tzCsh2c2rL27IbnXX32cmNdL90yO4O7Wrbha9+wa28VljUiy8neEt+qKrN25WSjyHmsQ3YM9pMcTIwwfI0fkXHBHZRFOrYSDJ2OwvmGSbj/wdUhnps8n5raw/NxZPYFF/53nb4JziuK/yJYpPx1XvLuWdRb1TFrG0BVb5t5Ub2LVZtDYrLsDIf9nVuEhH4Wz1snZjEGh61j2axa45ClSgixPOgvKyGEEEIIIYQQQrRioUoEB4co7O77EADPcZC6iIPM5VQu/40Tai59gB4OMlfeN6BAhnFMu73Orq0Oc3DBnIaElQbVznrUtd34iK7NsyIcMzro0bX2jJu7fQDA9asUQPGBzbqcUn8GVR0DG4+zJ+ja/pm6fPX6ywCAu06YwuHa1Zfq8l7ar8sne6XaoaBd86jYs3JaqgOixBQUJ49bcMfdXetPf/dG+ayXrtfHtq9v12VHARnTuHzuzdTGLoK1q9ezEdzpl/e5hII/dijYZUEqivAuHAXRzFxB11q5uoYVAUPnw/jntAk2iK0PESlmkjAvOCao590Nak9SjWVm5ymO5JAKpirlNKFy+iFxNg+r+V/4qg/rFihp1VQJ3MZ57zjyztQsn8X1TrtbN69ds0nqXYX5IprxALKxVx1kmvk6r0B7s/idXLXd8rbMa21cNpXHLNegefy3cN3+XhBCLAr9hSWEEEIIIYQQQohW6COCEEIIIYQQQgghWrFQO4MHkIZgeM6VktSYLAOelFoOLDUv5VaxawhkuP8Z/ran910cZLFDwetuf0tRmLw/zU1qGUdhKCkY4y4FItyLrXMv3Sxl/+czC3qYklT95q7p6Hd2XgQA3HP2dH0s6ZpN4sL9r7Rn1EEj7Vm9YxaksaCAjFkIuNjftbpeftnsAWdOnir7sGNWg2cHdv6FZ5+ry+fvvhsAsL1t9b9086bVtXXB2uhKm8TTT5nNIi7IgpCatK7bLW0bGY1zTuddRNaG/KAkzxd587VhosXxCFl0mJtsrxlSEQ4Fbzw4YSKyz2TUhigUk4itHCRV9WypKP/N/Sgp68Fgk9afNpN/VWmSqs7iW+gy5XMf1Zam+TovqwfXO60toak90YhyPOb8uL5xG2c5DgpkdnRMElixiXnZDtrYC9rWt2zS+1Esk6Vi2cZs3Hozbuy0xgghVpNWHxGcc08BuIlyNcy89+9wzp0F8BEArwLwFICHvPfXRtUhhFgvtC4IIfajdUEIsR+tC0KsH5Ns2fy09/6t3vt3hJ8/AOAR7/3rADwSfhZC3FloXRBC7EfrghBiP1oXhFgjDmNneC+Ad4fyhwF8FsDv3P4WB5d0AQA+yPczUqYN2xVM4lUF0SdVO2I3QgIWZOCOP4+Q/Jwl7OY2oItdc6RaHywVhTP5v49MalmEavskXbvnNffV5ZupHX/jA6XFwFP4/9NbVm8vttcy2CmvOdmx86c2LDtDPzOLwf3nyqwMVylLQtGza/e2bLAH164AAM6cem197NYuDXC3bMO1F1+uD33xySfr8smujeNLl8q6QJkcXG+jLp/YPF6Xr4esDt2UsjvQe8/ZHlDbMw7OBQBD8v80jG8nsXcZxV27FEzZT87IwOd9mFuVTQAw+03ZBm5jeadj64M/cDqUq/vs/jimuVewteGgBNINPdfaU/8u1N05UjvDFOvCYVm17A3jGNWHeVk5xrVhWvnwODtDkwVhnN1h1LXjmJfdQbRkinXBw+beYSXsk8jxxz2rTVvaPm8R0vxlk/9Pw1H2Ydx6Ma5tWm9uwxH8vSCEmBVtVzcP4K+dc19yzr0/HDvvvb8YypcAnG+60Tn3fufco865R4t8r+kSIcRqMpN1AdhZRFuFEIthRutCv+kSIcRqMqN14TBxUoQQs6StEuEnvPfPOefuAfBp59y3+KT33jvXvIXvvf8ggA8CQHfjbiWkFWJ9mMm64Ny9WheEWB9mtC7cpXVBiPVhRuvCCa0LQiwJrT4ieO+fC/9eds59HMCPAnjBOXfBe3/ROXcBwOUWNcEFKXkcbA2DPknoO9Ycx5Hqgzo7iU0uzxaFgjTuPhx3uV0bRSZrz/skYU/yA3WBsiR4qjcPofUHicn7k+Mn6/LWqTMAgL0dU1tE1N4L560Nx/OynylM5r/Zs/PnzpoV4MbVMsvB/edO1cfOnLT2XrlhMt1jRWljeOUrbRyPdR+w/uRmffijP30GwLCFxJMEc7NT2iAe/+oX62Onzlh7I7IjPP9s+SH56499tT72Uz//i3ZtYtfevFbuOrsOyYtTmwNJYm2v3mXCyTPonfQpI0Mc7ivIS8DWB7axpIPymhMnT9THbly/Yc+o5hB5YpyzsclpbuYuZHogG0ZOWTkcDs7j3A+ZJ+pSQkOSh+OOZdj5UIoIHDWzWxdmySpIdyeRty7CqtFkXchHnJ+EJsvZqLqaLAqjLAhRy/O3e95hrxWjmOXfC+13Haf9vR933zhbwiysD9NcuwwsU8aGedLUz1lmVJhkjefz047/0WSDWM6/F4QQh2HsX0XOuWPOuRNVGcDPAPgGgE8CeDhc9jCAT8yrkUKI5ULrghBiP1oXhBD70bogxHrSRolwHsDHQ1C3BMD/9N5/yjn3RQAfdc79JoDvAXiozQOLKkChL3drOx1SCdDu6tAucEPJe95BN1xU3ucS23XPigGdJ4WCD7vXtDM8oN3rNLIvxKfuvwcAcPqkqQ9ObJpi4FzYpY879nV4K7IvvpefuFqX//dn/wIA8OD7bMhu3rpZl49t2Wu5775zAIAe7dxvbVo5f/7puvzAma1wrfXxGAU13O2bx/S195Vtf+7ypfrYD7zpzXX50pWyvX/zmb+rj2XbL9Xls2fvr8txUu7o57m1O6LgkDuZjcmlS6GOmN7foHlnvmJo/52CIUYRqUZ8VaYXyO+1bztaVYDCWzdv1cc4iCKrIcZSzVN6lqdoijy/m56Ve5ubBUdhDPXxaCzZPuhM14XVZ1wgQt79mWQHadq33rTDzu3iNjTthM1ito0LrMjEDeenvbZJzTCJ4mCSnbol+608ema8LmTjL2nFYRUFba6ZRElw2F38VVMtHJZ59Xfa399ZKsRmEcR2XL3M/rm3EFWj/l4QYg0Z+/8tee+fBPCWhuMvAXhwHo0SQiw3WheEEPvRuiCE2I/WBSHWE22jCCGEEEIIIYQQohUT6LZngYMvKvl3+S9bCeA4gp5JSosgYY88ffNgOwPdFgULgd/t0XmTb8Xc463yeNQxyf/pM6ft9Jlj1oaNst67KOjhvccs2OE3Pv91AMBzT16nB5DEfWBy+l94368BANLCgjDubJu0vhOdq8tnz5YBDjdy60+UkzR/1wI9boeUWDcoFlV6lz3j0uUrdfnvH/kkAOCBn/kX9bENikSYFmX53L2vqY8NXjpjz4237HiwMUTubH3MF/b+Ll3dtnKwSUQUhJftA0XOlpWyjixnSaudjxM7Xs0jDr6ZZnY+YhtLVF6b0flOl4N2Vs9niwIFfCw4WKIL/bHbI0fBOxvUib5gg44915PNoW4Dzd0h+0Z2GzmsP/qgi6KiyUrQdH4W9Y6TxbaR9DfdN8sAXuMCK466f1zbxwVkbPPcSdor5o9H+7k3r8CK8w682IY7zbrQxJ08Bm3sDk3rVNsx098LQojp0F9IQgghhBBCCCGEaIU+IgghhBBCCCGEEKIVi7UzeNQ2BvMg8HcM11yurA8UvT7i+0iNVSnNky5lVrjHzv/Me99Vlz/35acAALt+sz6WbJpFwaWWzSDeKbM9fOlv/6E+1vNmfXBZKYXtnbC69lLzFZx8hV17abu0PJz0Jp/tblj5FmVqiOOyPbs37diLL71gz3X2Cl1SPrsT24B8+evW3t0ds230uqU14dqVG/WxwQ3LvlCcvQAAiCKzLewUNuYbJOlPQoYBH1n9Prc23No1yeeVYGfYJDtDHFu9Bd0XhywTOWfMSM2CkFAGjyjU4cFzxMbU0XzKs73QN7qf6iqCB8GRvWbYlnBwnuY5WxxIFt2gFIyo3owq5jZUTSu4P3TeR7f5/se2ILEktImUPUmO8HF2hXHRw0dJXZvk2bP8z8SozAfjLAqT2B0mqXcaC4O+vS8GD5uns5SzL9KiMC+bhZgN047ztGtx0/lR861am9pYGMb1Q2uWEGL2aGURQgghhBBCCCFEK/QRQQghhBBCCCGEEK1YcHYGi7achDQJpIpHnJB8nGTtIeECIpKRsyQ8j0wOVmUFGJAM/Pxpy7Lw2Heu1eXrV0u7QkzR9Peum4XhyW8+UZfviks7QlyYXcHHFN3/eNkejvi/uWnlH3+7ZTl44vIlAECfOn/jhl177MTJurx9vczacOV7l+pjxfXdunzp6nN1+e1v+UEAwF/99VfqY5evWLaIW3s2TsdOvxEAcPEbf1sfu/bmH6jLp4/tAADuuusuO/+SPSsvLKtAHpX2gC6sXd9+xsbu+9/w49b27fDdqkeZDzIr95JuXR5k5fjEJDnu9CjLAmUuqD6H8fi7mCYXzZcqGwTbGQZkPYnjMgOHz20uuORgtpDwE/1v6A9ZNTydcSFrQofa4njOZ3ZtVtsj7PyAk5c0ZCQZDMr2emVnOGImkbLO61ks02+Sy46SvyZjzk9Dm/6OsyuMu3barA9t6mh7fhyjnitGk42/pBWTZBg5bMaGaa+9k5k2A8wiaPq9ncbCwNe0sShUYzJq3Zjkvy2ah0KI2SMlghBCCCGEEEIIIVqxUCWCh0MRvqrmIbCi42BxFLivDsAIoPqKGscxXcs127VxVO5U71Fd333admavP/6M3Ta4NXQPAET03HPubF1O8/I4725vbGzU5WoHPKGd9Hf95A9Zu0zAgPe88x0AgK3Uvr4/98Llunz5qu2Af+v/lTv6X3r08fqYzyyAYdrdqcvffOxrAIB+YcqLrKBd7y3bbe+nZWDFzFngxVvPWBs6W2Vgxde/+S31sScev2h10ZhnQUnQje25Z06dq8tXrpr6wydln/t9eu+0c+7oq3sadvw9b7vTe+8mNn2roJscqNBF8YHzAJBUKhVP6oS4V5dzX77LjJQIna69V+dZMZOEPvBOSrNqIQ4BF4eUAgUFf6R649D2guodNU55UO3EUWjjygVWbMoHvy67tpPsPFXXcN9HKQqa6p1kN545ql2qw+78t/kGPk3gxGmvFbOlaV2YlnmpB6b93VnmnffbMcm6vKp93E9TP8apE8YpAtooBqprxgVeHHU/o3VMCDF7tLIIIYQQQgghhBCiFfqIIIQQQgghhBBCiFYsOLCigw8SrMrWEDlrAsWjGzoOV8rw89xkXUliFgSfkdwrLr+LbJItYfeWVdxNKOhdslW2hawPHMaJA+9VwRddZO0aDAbUnhCsj4b00b9/rC7/5D+xoIWPPf5kef6zn7Mu9s06EXuTqfWDVWCrd9quJYtCr3NvXe4ESf52umd1kcUgIan/Hsq2nz/zE/Wxx7/793X5na9/qOwj2U34nfjcjidhHG/2T9THPvOIBWx88J+/z9qzEQJQXrf3l3Ro/OldxOEdFxQkk+0BfQpEGIV2xp3NxmvjmIJy5mXfi9zOcyjCKsBnTEEcC5IUOmfWhmrucKDPgmwHQ/O7OhZRUFAKBAl6rz60iO0+oHrjmNpGQSEPdGZlabaHrC6TyFcnYdTYNFkfRrGsdoZRTDIfjtq6sA5z9yiZx9yUXWF61rVfkzLuv0/j1vVZWB8m+W+kAisKIWaPlAhCCCGEEEIIIYRohT4iCCGEEEIIIYQQohULtTM4V7sNEFfyb5Jes6w9z80qkAWpFmdn4Gj7UdeOZ+E+H3Eke+tmJ7Io/NUTXESyd7ISsJK8kqVnQ5YKkqoHibp3Ji1Pd+38X/65WQV+7CffAAA4/8bX1seuPmYWBJ9SP0OGgL3CxqO3aX2gYUAa7Aob1K5B39qTwe5Lo20AQLdv0vztazft2pChoJ/dqo/lNI6cpaLKFjHobFu7Xn5FXb6ZWXaG17ypPL7z5I362PMvXKnLcWy2DXTKMSkGZKngTBrxwSwIDmYJ6HCGDxqnyjLR6Vp/0tzGP8rLMRvKHDLktaG5F+wxLrH3g5QzT9g45aGOIREiZV/ocfaR8PuRORpnsmfsFjwmIdNJsc/WsNIsswx8VMaEaZjXd9xJ6l01O8OyPaOJZZ6/68Is5+0kdd3Jkv5p5/WdPGaLoBpfrTtCiMUhJYIQQgghhBBCCCFaoY8IQgghhBBCCCGEaEUrO4Nz7jSADwF4M0ph+G8AeBzARwC8CsBTAB7y3l8bUQWAMrh8EYLRV0rxJCH5FUWnj4ayAoTjBX/zoGj4OUetD7YDkpE7knjldC1CvY4i67NFIU1NghcFq8VosVgVTZ/6ENnV8c6WPXa7lL7/yJtfXR/bvd/a+7n/Y1kdYl9mG4gTlrpzxH97Xj1kpMzk/ngav80qu8Km1Xu8RxaEi6XFoPOqDbu/Y5kEsoHV2w1t8zQ6WyfMOvFK3FOX8/tKe8axNxyvj53deGNd/siHH63LO4OTZb2xWQWc5/5Ye5Lw3v1QxgWyHVCmjSjYHLxvTmMQJaXFo6A5xGpMvi2KfXhWM/zcuqqCs4mYPSOlttfJJOj3oMjIosP1VrYNv9hvgrNaF8rf5VWVYU7T7mmlvctgfbgTWNW5uBzMbl3wmJ1lYRb13GmS/Fn+HkxS1yqMs9aISZnduiCEWBba/vX4uwA+5b1/A4C3AHgMwAcAPOK9fx2AR8LPQog7B60LQoj9aF0QQuxH64IQa4YbtRtbX+DcKQBfBfAaTxc75x4H8G7v/UXn3AUAn/Xev/52dXV69/hz9z8UHlzuHHcSC+xXBScEhneJ86jaZeZgcrQjbbcZMe3Q01dj3snOQ3BAEg/AwXaGmWpHmQM6cnsr0QErBorM2usKDnb4LQDAr//LX6In9OvS5//u2br8nSd2Dj6XGtyNN+14Uu7MxxQwMKcgfxntZEe+fN6AAkVuduz8K/9RGeBw88L5+tjeDVMEfOcrL9TlOCrryCJSbgxsHC7c92JdfuuPvRMA8Orz99fH+unlunytb+39+EdKRUYnsT4O+rSjREEHs6zse6fTHBgzTS3oYDcMX07BKjlQZLWjn+emdIjAk6ygUllvRHMhp8CYPI+r4I98jN8lMhq/sBvjHR0j9UFqTQOyMihkNynPX3zqg+jvPt/0WzEzZrkuOHevB35tns29w1lVpYFym8+WP4T3l1ZoXTjpgR87RGukPrg967abPst3ddixGbfmTrImT3LtNO3+W3j/8gqtCyc88PZ5NlcIgS/B+5tj14U2q9OrAVwB8AfOua845z7knDsG4Lz3/mK45hKA8yNrEEKsG1oXhBD70boghNiP1gUh1pA2HxESAD8M4Pe8928DsI19kqPwZbFR0uCce79z7lHn3KNFvnvY9gohloOZrQvAztwbK4RYCDNcF9YpZa0QdzRaF4RYQ9oEVnwWwLPe+y+Enz+G8pf/BefcBZIhXW662Xv/QQAfBIBO77xHHdSuPD8U6JDodSwwXxUgz3u2M5B8nK0PoVgF2gOAnNacmDTulZKcJeWebAPdrlktCp8frDfnaHsu3O8OHAOAgbN6T50rpfwXv/dMfewNb3pNXb7vFRfq8hNPPg0AiByPk5U9Bf+zIWErhxGTHD4Lr55V/AOyO+z1S4n8fceO1ceSM2etXV+x2DcbwQaxnZH835+oy88+bc/dSb8NAPi+99r5R79g9o1vf4cCZhaljSFNqY80/lnOgRXLd8XzwpEVII45gGd5vNczm8Ruf9vuC80taPQiepdsk4jD3PEc6LOgoJ7uoBqIz2dU7nAw0er7Hs/tlOcABe0Mfe/3D1pf5sjM1oXSziCamYUVYVXtDLNE1ogFMcN14eSU68Is3zXLw1fV2rButoVRLLKf066py2RjWCgzXBdO6O8FIZaEsauU9/4SgGecc5VP6UEA3wTwSQAPh2MPA/jEXFoohFg6tC4IIfajdUEIsR+tC0KsJ61SPAL41wD+yDnXBfAkgF9H+QHio8653wTwPQAPzaeJQoglReuCEGI/WheEEPvRuiDEmtHqI4L3/qsA3tFw6sGJn1jLwktFUkER/ZOO2Qc4a0ARh2tJptil7AwRRelHkHaz0yDqUDc9Re8PEnTHsvWEsj5Qs6OkvGZYUs5S9VLU4ah+kP2i17tVl1/eOQ4A+Mxffq0+9vh3L9bl5y9Sf7LSQhAnlFmBlWvUHOfKzBJpylkumtuDvHwGu0kikvxfufQ8AOD73/GD9bGtyN6Pd2wrKLMcJN4sKEW8Z4/q2vFb18s6/vhPvm330zjuUoOSbic0leYCZzuggYgq64I37wonHmHJjQ8/pfQuHcg+E5Vjk9BrSMj3wdk+imBfKcB1NdtNKmtDQhk8PLUhidjOEOY8WRM8zX+P7EA5Cr8nDQ6KuTDTdUFgOonsImS1i4Sl6JO0cZyEfVRdsjnMmqNfF5re9Sze8zjJ+CLtDouQry/rGrGsLGItXnrbwkiOfl0QQswa/VdCCCGEEEIIIYQQrWhrZ5g5Vc77nALLUZw8xLTTXe3sJhErCg4GSCzrKK/t9WhnmYLiFfSMJjIKDsjB+KIiDs+y5xZDlVUB9oyIdpYxOGNXhsOD4/fVx16+crIup33LYpGEXfy8sB32KLF6fWZtzMJGSE6t6HY36vLe7sDanof2klIh96Q0uFkqCXpd6kNGwSxJsZHG5Th0YYEKOXhgEtk4Fa7sz7WsUx/b6lq7ul0KOhhUCaz+SOi5BQVOrHb5fYMyAwByiq4ZRCVD7zfrU11V0EkaX4kkAAAaVElEQVRSOjjqQ5pydGC371/Ac2BFngNRaBzNx07H2likPPcOft8bCtLI/QzBJF2xIAmCmCHzCrQ17ffhee90jdutnVYxMIv7pEpYX8b9PixCqbAMaN9oNPMam6Nai/WuhRDzRauMEEIIIYQQQgghWqGPCEIIIYQQQgghhGjFkdkZKml2h+TpeU5ybJKB+xBYr8hJJk73RZ4D7JXHPena49gk457qaIpA1+lQ0LycJepVvXZ/r7tl52uZrp2PSA7fp+cej8u68vyEnWfpfGwWhOo7T7dnVoEqkCEAxI4sCKFtBQWaHFBgvqh70G4Q0Rik1IZ3/kgZUPH8ubNW//aLdXkzIStHUVoUUg406ayumMc5eC42SY+/m1LATDoeBTlft2Nzge0vQ3YRX9brIrIHeJ5P1p6kQSXI1oY8jFmRcxBHqyvDwXmzGXfpWrJvwN5VFcAzpgYMWyOMPIyT54CNNI4cDLS6NllURMW5MM33zFWVny+DbPaopNfTBqebV7C8pmes6rxaNxwOvvd5vZt5/U5O295l299ZtvbMm3n1VxYFIcT6oBVJCCGEEEIIIYQQrdBHBCGEEEIIIYQQQrRioXYGBw8Xl/I+H7IreIr47zokHy84on/5L2clyMmuMJQRoSFDwYCzHZANosra4Lwdy0hNO5SdIT5Yb1rkdL5sm6MMEjlJ17y7Ze3JjpX1O7MXpH3KvkDS+z1XHk8Kk8s7mI0CCbUnDW3gLAoZWUCcPePEmXMAgJvXd+pjPco88ca3vQ4AcN+WPeupHZLsZ3ZtHGwF3Y6dHwzsWYOCrBouWAXIloCUxsxldG1ZHozImLFB6v2isrR4zthg90WRPa8fbApsD4g61IZgMeB5lec0F9h6EiZM3qFndckisscWhLLG1Nt8LGjucTaIan4X1IoY9DtB2UniYI+xV73KtoZJWETE9aNmlt95Z2FhmKQ904w/t3FcJoc2yKKwXix63+Ow8+ao9mmWeX9omdtWMW+711GOwSqMvxBiFdBqIoQQQgghhBBCiFboI4IQQgghhBBCCCFacYTZGcp//egrqDz6qv1UEftTskNwpoacpPEuyMDbiL+rOirbQnmflatI/knEx+z+JD5G93VCnXY+8yx7tzqq7Ams/ucvP54yU7iqvlEdIvn+zevbZV3U3k6XLRXl+e9894X6WI+sDb0NsovslTaGrM/2DrIHeLYolG1I6HzBWRbYIlLZJLqcgYIGjd5FXoS2U1aIJLFMDUPWhTAH2Bqxt7d34NqY2pVRVo4stf5sdsIzCp5jdm1MFh1UFp6B2VgQ25jn1Hd7l5yBovnF1taQ0EY/we/LerOIiP53AtN+a5aVQByWWe1zrEuWhEWyDH0/qiwyi+z7MoyzEEJMjlYvIYQQQgghhBBCtGKxSgTnaJc3BINrETur2n3mHdaIdpYdB9jLyx0HR7vUiWvewe1tbAAABnscjI92rGknOs/LazY3bRe536eAf6E/OfUnIpUAbU7Dhx1jF2V0se2as4Ihz0IQQJIXcHDIjAIYuvA6WbVA8feQ02B3w/M6HWvj6TN2cTdshfuCxjm13fqtDbtv50YIUDm062738Y6/Czv2rAgpSF3QidorULLcrvVV33OrN81pbFhxUVXrD6oEABvfiAO75TaoGxs9qzf0J8utriGFSmbvqlaxuOZJz4EVq3lcUL1JzOdp7oQXHq/sJ8GmfPCjmFegs0XulvOzJgkOedgXzPNukh2+adswzZjOIpiiEPtZ2cVxxViEcmBe73JZ58i823WnBGIWQsyaZV01hRBCCCGEEEIIsWToI4IQQgghhBBCCCFasVA7g/cmtU+DVD3qUhBBmKQ/zUiq3i0lcjkFryP1P1xBEro4BOFzJr2PSAbuqY7+3iA81wL3FSQ1L0iO64LU/NaO1QuyK9RS8phk/B0rFynL+zuhTuu7p+85bEHwoT2dxJ6VpybTR0SS4eCDiBxJ6Ckw35DtI7yIvT2Txe/esrF56dJlAMD3PfDm+lg6uFKXb+y+ZP0JlgjvrC0Fyf9zkijHoRHRUN/JCsBtDDK7oYCDdAG9ylqQF5OmP2O3iBWR+2ClSQf1MR5fH1UWErZA2PmIHpyGd+EjtsF06TxbcMoxiWIaj4zGoWiwgzgKEFo0B/WselcFY3RrLU+cRP4/bb2rGghwEtvBLKwNq8CqtVcYDkcXWE/Mn1nsYR22Du2jCSHEtGgFFUIIIYQQQgghRCv0EUEIIYQQQgghhBCtWKidwTmPOA5R54MMP6Mo/glH6U/Mr5ChyrhAMm1vctyIpOQDX0n9OUUBS+DteCcpMy1kA7qWRsSzLNxXMny2MJANopK7O5K6Z2Q7cCSXr+rN2cJg93E2Ax/6kVFdLJdnK0CnW45ZnnG7qQnAgR+iyDq8vW0XP/LZFwAA7/lZOx/v3luX9/qWoSAOkvsotnHkPrDtowgegwjNWRg8vavK2+A5iwLf15CVIyJLxdDrozrSKpsB1ZqR98HHIeMCpdSIKUtC7tmiEKwRZEVIemRtILtCEeYs953tJjwHspBZgue251QmnJ2kqs+vs42hLbOwJVR1LEIKP69MDYuwNhyWaTMxzOu9yPqwfNyp+xyrNhdn+Z4mqWva58omY+jvBiHEdIxdgZ1zr3fOfZX+74Zz7redc2edc592zn0n/HtmEQ0WQhw9WheEEPvRuiCE2I/WBSHWk7EfEbz3j3vv3+q9fyuAtwPYAfBxAB8A8Ij3/nUAHgk/CyHuALQuCCH2o3VBCLEfrQtCrCeT2hkeBPBd7/33nHPvBfDucPzDAD4L4HduezdlZyiChJ0V2Ikp5JFT5PwkKS9yjr95sMTduuGCncB7O1YU9pBed6MuV3J1tiikLBmPSbY+RuJcZQ0YiqBPkvNul9oTHpHTsziDBEvrXVLWl9DgsP0i7pjtI89C30coIZOEx6S8iGX+5K7AS9cfAAD85Z/Ze7i1+3hd9vFJa2OnX/aBbQuUncGz9D6UOYOA43QUZAsYBAtH0jX7xmBgto640/ANjOpKYrsvyw5meOBsCAVbFEKGB08DmdMcyQu2yoT7aCLfe+F8XX7iiafp2sryMtRgqzdvzkJx8Mp9Fo9QrqwtfN2CONy6AKC9LHUSmW9TndPev0hrQ5uxmOZaZtR901oM5sG0Y75qUvC1ZYHrwqoyaq6uW7+n7c8k901iUVi38W1iadfBGawLQohlYNKPCO8D8MehfN57fzGULwE433SDc+79AN4PAHFyfJo2CiGWm0OtC8DJpkuEEKvNIdeFzTk3TwhxBBxyXeg1XSKEOALccNC621zoXBfA8wB+wHv/gnPuZe/9aTp/zXt/Wz9Tt3evv/u+XwEAeFcuBJ524OPOXl3usCyhDi5oO/Qd2oEvBqfq8qD6Gu1sR63Xa150KtVB7ChAIisjnN0XReXzMmdtdPQNxqM8z4EBeTc5LSgwYgjGV/1bNsKK/E6iTtk2RwoH71ntYNe6UElRNL9Tbk+lRODd715EqoatUoEQ92xsdratvRv0DB+XdXS8jdfQvOqRsiI8d7Nr1+72aQc+tWur7+g+ag784yO7FqEfFJsQHF+yIPVAPQ55vz4WcXDHSvFC6gVWH0SRjX81fp2Ovd9ObH/83tq2ZyAEfYwpKKinecHUgRVZDUPtSWmXwRWD0Ify2IvPfgjp3vMLiZY0i3XBuQse+I1DtGIRO9ZHtauziB28Wdx3WA47vlItjOcP4f2lFVoXznjgp+fd1CPiqObdLJ972LVi1iqDRQRkXCZm9S4/De+vrtC6cMKXjgghxPz4Ery/OXZdmGQl/TkAX/bevxB+fsE5dwEAwr+XJ2+kEGLF0boghNiP1gUhxH60LgixRkzyEeGXYRIkAPgkgIdD+WEAn5hVo4QQK4PWBSHEfrQuCCH2o3VBiDWilZ3BOXcMwNMAXuO9vx6O3QXgowBeCeB7AB7y3l+9XT3d3nl/7r5fLusMVoDOhsna+/6WXetNEu7iMhhin2TknYHJ26LeVl1OEeThBVkUKMjf5iYFVvSlNSF3JuOPPEn66b44qZ5nkvI46tL5sjxIKVgitXdA8coqK8bQ2MccXJCke3HZH7ZOxI6DKdqlVeC+7pbVdWt7py53k2N12eXls11MdgYam6ofjqwE6cCCLEY8ZpUtwzXL6yKQlSOqghZSUEN6Ruzt2jRYBWKyvLD9wuP2gQgLjhFHQ+2i9MA9BdfLYxrIyM4QU8DFum/0+KH3ThacylLRpQCh/YzGhqwN1bindH+XrA1pYe+iao/Ly3tefPa/Y9B/bu7yxFmtC4e3M4xiXnaFZZDATyPHXQcJL3B01odVZzF2htmtC+PsDJME0jsqFhGodBXm8yytC+PqavOsVZg7FfOeQ3+1EDvD7NYF2RmEmD/t7AytAit677cB3LXv2Esoo6wKIe5AtC4IIfajdUEIsR+tC0KsH+uyNSWEEEIIIYQQQog5M2mKx0PhYZLuXrd8dJaaFK+7YXJ7729YOcjlu87k9r2uRb3fzexbSBRsBQVlZ7jrbgv2urO7W5fjYF3Ic1NsZBQBf2ODrA+1rJwl8NS3IM9PkuYhTRq+13QSswT4mNowIKl/eMbQ3SSXJ6V/fV9OVo/EmdXDU0aFwpdy+IJ8FhlJ+hGVdXB/uJyyPyO0JxqhEIxju696/+zkIHfA0PEqqwZbGBz3naZvdY1n3wLLPEmUUz2Pry0aLuW2cBuSmDNwVPYMqyBLKeNCg81iFEO2jeKgp4LtNQVbOULRxeXc9iNsJcuLQ3t56STSTv6tWbUxGUdTf8Z9E55kDFY1S8Oi6xXzY5J1YVmZZftHrX3T/q4edaaGaTMujHvWrDM5LJKmdzLJHFqEfUYIIUqWdSUVQgghhBBCCCHEkqGPCEIIIYQQQgghhGjFQu0MgEXEr+0BzqRaxcAyNWxuna7L/ai0LsS5ffPY7N2syz61OtJa2m2ZE16+bsFek8SujVHaFaKh0PqmYc8oMn5tV6B6Wf3vq2wHdD9nNmiK3p+THyIvWN9vbbSsDJyhgKqNTP7mwlhGJKF3MZ2PKANBWvatm2zQtWRXCJkCWMbPKQ6iKKFy2Z8TJ8yOcvOmvZ+0Xxy4lq0EjmT8np43oGwQTQyNQ7C8+KI5ewPTict5NvR+SUVY2RW472w12KCMIj7vh2dZBXuc6YE8EVU5zQ5mYdhPdVtMHhFXcDYKtm2U1/zQ218LAPj8iz2sLyztnKV0cx2sD+PaPck341UdA2C12y6GuVP3ORYha1/k2M4r48IiMjnMG37Xh7WkTWOfmXtiBiHEmrIMK6gQQgghhBBCCCFWgIUrESrysAPLO7ER7a7u7NAOei8EIKQPptupBUvkb7NZUV4bR7bL3Ol16Fr6UhsC1RUUB8+z0oDFAWFrmOPdRRTkrwqsF3neVbdrKYYiBv2grIjtYERBCyM6Xu2WD+/cU4C9gpUGoX5YIzPaCXeeVRjheMTBBW0gqtiBHBcw6doOd5Ye3GFn9QEzFHAxDArv7KfUh4TmQ56Vx+PExtm5ZnVHFnb3OcBhFNt9PE6DsEtTcOREqjcNSgL+5Yjp2u3tHXtGaC8HQuxww+i5leLF07P4voICIlZN53bH9N5zUt9Ur/Brn38CALC7bUFH15tqDCbZdZvFLvVhVQuzUFBMs+O0CoEVRyF1wZ3Jss3DWXFY1dC0O9LzDrw3ybrU5t02XTPqGYdVHSxirk0SEHfewXOFEOJwrOt/oYUQQgghhBBCCDFj9BFBCCGEEEIIIYQQrViwncGjCHLzIkjGWVGeUGA/5+z7RrdbHs8ozl4UmeTf5yz1L+XhHJAup/MFy+GD9CvmgILkQYhIcl8FK+QAfIU3KbrVQW1hiXxKVoEQlJD7yGHyhoMZHsQXzZK1Slo/oGclnU7jtZWVgtvIQ1O4gwc50GHkmuut28gvlo83xPDhNiQ05jmqQJFsG2mutz5/27N1JeVzx9w36j1we4s6IGZzcCJue/UUrpUtMUVu8ykJFo6sb8ccBbMc/sXZCXX1Q/tWUdJ4GLvBvIItzpJZt2tcfYfNT7+Kc0iIVeGwsvRJJPDMuHVhknVq2jVmGlvBJBaGaW0So2jbz2mDWY56Z5Nce7t72twnhBCTIyWCEEIIIYQQQgghWqGPCEIIIYQQQgghhGjFYu0MHkCQf0fdUiLmSe7Nkv+EshWkgyDFouwC/T2TjsUJy8vLa7PCjnmyNsQk78/yW+U91ERKVoCYI+sH2Tlnk3AsYY/LGzOyQ7BEnq0LVRuHkhZ4f+B8eZ87cJ4zG7Acvsrk0KUME7E7eB4AMleOL8vth6T14Xn83GgCqeNQFgUe0/AuuC2FYwsDPSO8b0/vki0Gnse6tiiMz3kchznI4zz0rkJqBDfinTTTfG3Tuxx6Lk04bnl/sFceo8wUfsgHwfMsZLyo3qUbPwbLyzQSTmactaFNZoVZZnI4KhYhSxZinjis79wc9/s57Tp42LVrXuM9bWaEpvZMu/c17r7D9r3N/eP+m8QcNpNDm/uEEGJ6tLIIIYQQQgghhBCiFfqIIIQQQgghhBBCiFYsODuDib6LIGd3idkLIrIdZJnJvrqdspl5Vhw4BgBJ146ne5tlvUNR8a28fWu7Lt91ZgMA0O/TtXwfadxrC0I8Iv5/kJA7umlUIgGTtVsfi6HvObeXxVlGgGFJf5VNgrM3eJK2d8nKsZOF445sI5QdwAWLwZCdgd5PuzQIDZdWtgNqF7c3ZytAQ+IDzo7hcdDiMWQVoIvZBhFXXadmcbmae5FvrmvY2hDeJZ3nt8fWk6oNvmi2vBTUxqRT1pv7vp231wNP8sU47pXX9qsMIqtsZ2iijQVBTE+TxHZdZeRCLAPV79cktqNJ1sE7cc2cJlPDote5Sd77OtjqhBDrjJQIQgghhBBCCCGEaMXClQjVDnS1Ee1oV73DQQJpxz8flAEXeVc3ofMuMnVB4oNqIbJdd+fs2q0Na0uahh1nClIXRRaUcJDSjn9Rti33tIPu+Xwoc6A8T22IKfhjXrWLguaxbMHRlnNRtYe346lMfat2+YcUAwTvoMdJUAQUPKZ2PkGlRKD7ffM3JxcVB65l0qH4k1VQSTvY4Xed8y56OM7jTOWM6oiz8njMwSFpn9/RM/bCC0hIDREPvcugGIi4v1QXjXlSBaCk3yQSFAypB6r4nzSNkfH4kiokD2oIT++aphBIzIC8UpDUByeQiQjRyKidMikUhJgd4wLBzoJlVSVoD2t2SLUghFg8WsWFEEIIIYQQQgjRCn1EEEIIIYQQQgghRCucH6VBn8fDnLsCYBvAiwt76GI5h/Xs27r2C1jPvn2f9/7uo25EW7QurCzr2i9gPfumdWG5WMc5Bqxvv4D17JvWheViHecYsL79Atazb63WhYV+RAAA59yj3vt3LPShC2Jd+7au/QLWu2+rxDq/h3Xt27r2C1jvvq0S6/we1rVv69ovYL37tkqs83tY176ta7+A9e7bOGRnEEIIIYQQQgghRCv0EUEIIYQQQgghhBCtOIqPCB88gmcuinXt27r2C1jvvq0S6/we1rVv69ovYL37tkqs83tY176ta7+A9e7bKrHO72Fd+7au/QLWu2+3ZeExEYQQQgghhBBCCLGayM4ghBBCCCGEEEKIVugjghBCCCGEEEIIIVqx0I8Izrmfdc497px7wjn3gUU+e5Y4517hnPuMc+6bzrl/cM79Vjh+1jn3aefcd8K/Z466rdPinIudc19xzv2v8POrnXNfCO/uI8657lG3cVKcc6edcx9zzn3LOfeYc+5d6/TOVhWtC6uD1gWxKLQurA5aF8Si0LqwOmhdWH8W9hHBORcD+G8Afg7AmwD8snPuTYt6/ozJAPwb7/2bALwTwL8KffkAgEe8968D8Ej4eVX5LQCP0c//CcB/8d5/P4BrAH7zSFp1OH4XwKe8928A8BaU/Vund7ZyaF1YObQuiLmjdWHl0Log5o7WhZVD68Kas0glwo8CeMJ7/6T3fgDgTwC8d4HPnxne+4ve+y+H8k2Uk+h+lP35cLjswwD+2dG08HA45x4A8AsAPhR+dgDeA+Bj4ZKV65tz7hSAnwLw+wDgvR9471/GmryzFUbrwoqgdUEsEK0LK4LWBbFAtC6sCFoX7gwW+RHhfgDP0M/PhmMrjXPuVQDeBuALAM577y+GU5cAnD+iZh2W/wrg3wEows93AXjZe5+Fn1fx3b0awBUAfxDkVR9yzh3D+ryzVUXrwuqgdUEsCq0Lq4PWBbEotC6sDloX7gAUWPEQOOeOA/hTAL/tvb/B53yZO3Pl8mc6534RwGXv/ZeOui0zJgHwwwB+z3v/NgDb2Cc5WtV3JpYLrQsrhdYFsRC0LqwUWhfEQtC6sFJoXdjHIj8iPAfgFfTzA+HYSuKc66D8xf8j7/2fhcMvOOcuhPMXAFw+qvYdgh8H8E+dc0+hlIq9B6UH6LRzLgnXrOK7exbAs977L4SfP4ZyMViHd7bKaF1YDbQuiEWidWE10LogFonWhdVA68IdwiI/InwRwOtCdM4ugPcB+OQCnz8zgrfn9wE85r3/z3TqkwAeDuWHAXxi0W07LN77f++9f8B7/yqU7+hvvPe/AuAzAH4pXLZyffPeXwLwjHPu9eHQgwC+iTV4ZyuO1oUVQOvCavVrDdC6sAJoXVitfq0BWhdWAK0Lq9Wvw+BK5cWCHubcz6P0ycQA/of3/j8u7OEzxDn3EwA+B+DrML/Pf0DpZ/oogFcC+B6Ah7z3V4+kkTPAOfduAP/We/+LzrnXoPyieBbAVwD8qve+f5TtmxTn3FtRBnnpAngSwK+j/JC2Nu9sFdG6sFpoXRCLQOvCaqF1QSwCrQurhdaF9WahHxGEEEIIIYQQQgixuiiwohBCCCGEEEIIIVqhjwhCCCGEEEIIIYRohT4iCCGEEEIIIYQQohX6iCCEEEIIIYQQQohW6COCEEIIIYQQQgghWqGPCEIIIYQQQgghhGiFPiIIIYQQQgghhBCiFf8f4UsBDBUx8IwAAAAASUVORK5CYII=\n"},"metadata":{}},{"output_type":"display_data","data":{"text/plain":"<Figure size 1296x432 with 4 Axes>","image/png":"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\n"},"metadata":{}},{"output_type":"display_data","data":{"text/plain":"<Figure size 1296x432 with 4 Axes>","image/png":"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\n"},"metadata":{}},{"output_type":"display_data","data":{"text/plain":"<Figure size 1296x432 with 4 Axes>","image/png":"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\n"},"metadata":{}}]},{"metadata":{"trusted":true},"cell_type":"code","source":"","execution_count":null,"outputs":[]}],"metadata":{"kernelspec":{"display_name":"Python 3","language":"python","name":"python3"},"language_info":{"name":"python","version":"3.6.4","mimetype":"text/x-python","codemirror_mode":{"name":"ipython","version":3},"pygments_lexer":"ipython3","nbconvert_exporter":"python","file_extension":".py"}},"nbformat":4,"nbformat_minor":1}