{ "nbformat": 4, "nbformat_minor": 0, "metadata": { "colab": { "provenance": [], "gpuType": "T4" }, "kernelspec": { "name": "python3", "display_name": "Python 3" }, "language_info": { "name": "python" }, "accelerator": "GPU" }, "cells": [ { "cell_type": "markdown", "source": [ "# **Malaria Cell Detection**\n", "\n", "> 🎃 Malaria Cell Detection uses a Deep Transfer Learning CNN to classify images into two categories ```Malaria Infected Cell``` and ```Healthy Cell```" ], "metadata": { "id": "VjggoCc7FNBL" } }, { "cell_type": "code", "source": [ "import numpy as np\n", "import matplotlib.pyplot as plt\n", "import pandas as pd\n", "import tensorflow as tf" ], "metadata": { "id": "OyfgL5MMHecq" }, "execution_count": 1, "outputs": [] }, { "cell_type": "markdown", "source": [ "## Loading Data\n", "\n", "* Use Kaggle API command to download the dataset as a Zip file\n", "* Unzip the Zip file containing data, using ```ZipFile```\n", "* Use ```tf.keras.utils.image_dataset_from_directory()```" ], "metadata": { "id": "eU8A0LPOFNDl" } }, { "cell_type": "code", "source": [ "!mkdir -p /root/.kaggle\n", "!cp kaggle.json /root/.kaggle" ], "metadata": { "id": "h213BGzrINq8" }, "execution_count": 2, "outputs": [] }, { "cell_type": "code", "source": [ "!chmod 600 /root/.kaggle/kaggle.json" ], "metadata": { "id": "xTvCrmGuINtz" }, "execution_count": 3, "outputs": [] }, { "cell_type": "code", "source": [ "!kaggle datasets download -d iarunava/cell-images-for-detecting-malaria" ], "metadata": { "colab": { "base_uri": "https://localhost:8080/" }, "id": "QwLB080iINwQ", "outputId": "a5b34b39-210f-4685-db52-d760a8ad9dab" }, "execution_count": 4, "outputs": [ { "output_type": "stream", "name": "stdout", "text": [ "Downloading cell-images-for-detecting-malaria.zip to /content\n", "100% 675M/675M [00:32<00:00, 22.7MB/s]\n", "100% 675M/675M [00:32<00:00, 21.7MB/s]\n" ] } ] }, { "cell_type": "code", "source": [ "import zipfile\n", "zip_ref = zipfile.ZipFile('/content/cell-images-for-detecting-malaria.zip', 'r')\n", "zip_ref.extractall('/content')\n", "zip_ref.close()" ], "metadata": { "id": "XdQyRv5sINyr" }, "execution_count": 5, "outputs": [] }, { "cell_type": "code", "source": [ "!rm -r /content/cell_images/cell_images # deleting the not necessary folder from data" ], "metadata": { "id": "xnK-OPtsOV-C" }, "execution_count": 6, "outputs": [] }, { "cell_type": "code", "source": [ "BATCH_SIZE = 32\n", "IMAGE_SIZE = (224, 224)" ], "metadata": { "id": "LoTWpkHpIN0i" }, "execution_count": 7, "outputs": [] }, { "cell_type": "code", "source": [ "# Load image using tf.keras.utils.image_dataset_from_directory\n", "data = tf.keras.utils.image_dataset_from_directory(\n", " '/content/cell_images',\n", " labels='inferred',\n", " label_mode='int',\n", " batch_size=BATCH_SIZE,\n", " image_size=IMAGE_SIZE\n", ")" ], "metadata": { "colab": { "base_uri": "https://localhost:8080/" }, "id": "zQifLGxOIOXC", "outputId": "c6dca68c-1986-461a-bd80-2ace52a72a3d" }, "execution_count": 8, "outputs": [ { "output_type": "stream", "name": "stdout", "text": [ "Found 27558 files belonging to 2 classes.\n" ] } ] }, { "cell_type": "code", "source": [ "data_iterator = data.as_numpy_iterator()\n", "batch = data_iterator.next()" ], "metadata": { "id": "K8hBzcPDIOY7" }, "execution_count": 9, "outputs": [] }, { "cell_type": "code", "source": [ "batch[0][0]" ], "metadata": { "colab": { "base_uri": "https://localhost:8080/" }, "id": "RxPOZ3V2IObQ", "outputId": "da5f9436-ebae-48e2-96df-3806c8ff551b" }, "execution_count": 10, "outputs": [ { "output_type": "execute_result", "data": { "text/plain": [ "array([[[0., 0., 0.],\n", " [0., 0., 0.],\n", " [0., 0., 0.],\n", " ...,\n", " [0., 0., 0.],\n", " [0., 0., 0.],\n", " [0., 0., 0.]],\n", "\n", " [[0., 0., 0.],\n", " [0., 0., 0.],\n", " [0., 0., 0.],\n", " ...,\n", " [0., 0., 0.],\n", " [0., 0., 0.],\n", " [0., 0., 0.]],\n", "\n", " [[0., 0., 0.],\n", " [0., 0., 0.],\n", " [0., 0., 0.],\n", " ...,\n", " [0., 0., 0.],\n", " [0., 0., 0.],\n", " [0., 0., 0.]],\n", "\n", " ...,\n", "\n", " [[0., 0., 0.],\n", " [0., 0., 0.],\n", " [0., 0., 0.],\n", " ...,\n", " [0., 0., 0.],\n", " [0., 0., 0.],\n", " [0., 0., 0.]],\n", "\n", " [[0., 0., 0.],\n", " [0., 0., 0.],\n", " [0., 0., 0.],\n", " ...,\n", " [0., 0., 0.],\n", " [0., 0., 0.],\n", " [0., 0., 0.]],\n", "\n", " [[0., 0., 0.],\n", " [0., 0., 0.],\n", " [0., 0., 0.],\n", " ...,\n", " [0., 0., 0.],\n", " [0., 0., 0.],\n", " [0., 0., 0.]]], dtype=float32)" ] }, "metadata": {}, "execution_count": 10 } ] }, { "cell_type": "code", "source": [ "batch[0][0].shape" ], "metadata": { "colab": { "base_uri": "https://localhost:8080/" }, "id": "P4bGXWmQIOdl", "outputId": "2a6f3ddc-5fd2-4528-ec4c-e085983e21b1" }, "execution_count": 11, "outputs": [ { "output_type": "execute_result", "data": { "text/plain": [ "(224, 224, 3)" ] }, "metadata": {}, "execution_count": 11 } ] }, { "cell_type": "code", "source": [ "tf.reduce_min(batch[0][0]), tf.reduce_max(batch[0][0])" ], "metadata": { "colab": { "base_uri": "https://localhost:8080/" }, "id": "Owu27cwvIOff", "outputId": "fce366ce-6c90-4685-ad39-a872a6697ca3" }, "execution_count": 12, "outputs": [ { "output_type": "execute_result", "data": { "text/plain": [ "(,\n", " )" ] }, "metadata": {}, "execution_count": 12 } ] }, { "cell_type": "code", "source": [ "# Visualizing Data\n", "fig, ax = plt.subplots(ncols=4, figsize=(20, 20))\n", "for indx, image in enumerate(batch[0][:4]):\n", " ax[indx].imshow(image.astype('int'))\n", " ax[indx].title.set_text(batch[1][indx])" ], "metadata": { "colab": { "base_uri": "https://localhost:8080/", "height": 254 }, "id": "GoDqjzXoPSX2", "outputId": "d4586180-b4fe-4f60-e3c6-d25f0dbdb67a" }, "execution_count": 13, "outputs": [ { "output_type": "display_data", "data": { "text/plain": [ "
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\n" }, "metadata": {} } ] }, { "cell_type": "markdown", "source": [ "## Preprocessing Data" ], "metadata": { "id": "qb0Pm1lLFNGB" } }, { "cell_type": "code", "source": [ "data = data.map(lambda x,y: (x/255, y))\n", "scaled_data_iterator = data.as_numpy_iterator()\n", "scaled_batch = scaled_data_iterator.next()" ], "metadata": { "id": "-440WbHsPoB-" }, "execution_count": 14, "outputs": [] }, { "cell_type": "code", "source": [ "scaled_batch[0][0]" ], "metadata": { "colab": { "base_uri": "https://localhost:8080/" }, "id": "O4knj2miP1yV", "outputId": "31797ef5-52ed-45a7-babd-a6585e585a92" }, "execution_count": 15, "outputs": [ { "output_type": "execute_result", "data": { "text/plain": [ "array([[[0., 0., 0.],\n", " [0., 0., 0.],\n", " [0., 0., 0.],\n", " ...,\n", " [0., 0., 0.],\n", " [0., 0., 0.],\n", " [0., 0., 0.]],\n", "\n", " [[0., 0., 0.],\n", " [0., 0., 0.],\n", " [0., 0., 0.],\n", " ...,\n", " [0., 0., 0.],\n", " [0., 0., 0.],\n", " [0., 0., 0.]],\n", "\n", " [[0., 0., 0.],\n", " [0., 0., 0.],\n", " [0., 0., 0.],\n", " ...,\n", " [0., 0., 0.],\n", " [0., 0., 0.],\n", " [0., 0., 0.]],\n", "\n", " ...,\n", "\n", " [[0., 0., 0.],\n", " [0., 0., 0.],\n", " [0., 0., 0.],\n", " ...,\n", " [0., 0., 0.],\n", " [0., 0., 0.],\n", " [0., 0., 0.]],\n", "\n", " [[0., 0., 0.],\n", " [0., 0., 0.],\n", " [0., 0., 0.],\n", " ...,\n", " [0., 0., 0.],\n", " [0., 0., 0.],\n", " [0., 0., 0.]],\n", "\n", " [[0., 0., 0.],\n", " [0., 0., 0.],\n", " [0., 0., 0.],\n", " ...,\n", " [0., 0., 0.],\n", " [0., 0., 0.],\n", " [0., 0., 0.]]], dtype=float32)" ] }, "metadata": {}, "execution_count": 15 } ] }, { "cell_type": "code", "source": [ "scaled_batch[1]" ], "metadata": { "colab": { "base_uri": "https://localhost:8080/" }, "id": "KjOFEwf4P3ut", "outputId": "6500bbaa-e0af-4ba9-b173-091fe49c63af" }, "execution_count": 16, "outputs": [ { "output_type": "execute_result", "data": { "text/plain": [ "array([0, 0, 0, 0, 1, 1, 1, 1, 0, 0, 1, 0, 1, 1, 0, 1, 0, 1, 0, 1, 0, 0,\n", " 0, 0, 0, 1, 0, 0, 1, 0, 0, 0], dtype=int32)" ] }, "metadata": {}, "execution_count": 16 } ] }, { "cell_type": "code", "source": [ "tf.reduce_min(scaled_batch[0][0]), tf.reduce_max(scaled_batch[0][0])" ], "metadata": { "colab": { "base_uri": "https://localhost:8080/" }, "id": "IN6O5je-P6r0", "outputId": "7011b74e-d81a-4d9a-9f7e-ac60b9cb08fe" }, "execution_count": 17, "outputs": [ { "output_type": "execute_result", "data": { "text/plain": [ "(,\n", " )" ] }, "metadata": {}, "execution_count": 17 } ] }, { "cell_type": "markdown", "source": [ "## Partioning Data\n", "> We have to split the data into training and testing batches" ], "metadata": { "id": "Y98hK1HHPgV0" } }, { "cell_type": "code", "source": [ "len(data)" ], "metadata": { "colab": { "base_uri": "https://localhost:8080/" }, "id": "-sguS38JQgg1", "outputId": "f57a307c-40d2-4d3f-c943-5cbcb14c1298" }, "execution_count": 18, "outputs": [ { "output_type": "execute_result", "data": { "text/plain": [ "862" ] }, "metadata": {}, "execution_count": 18 } ] }, { "cell_type": "code", "source": [ "train_data_size = int(len(data)*0.8)\n", "test_data_size = int(len(data)*0.2) + 1\n", "train_data_size, test_data_size" ], "metadata": { "colab": { "base_uri": "https://localhost:8080/" }, "id": "41OD92NmQiw1", "outputId": "f631ee07-2133-408f-c224-4e4194bd2829" }, "execution_count": 19, "outputs": [ { "output_type": "execute_result", "data": { "text/plain": [ "(689, 173)" ] }, "metadata": {}, "execution_count": 19 } ] }, { "cell_type": "code", "source": [ "train_data = data.take(train_data_size)\n", "test_data = data.skip(train_data_size).take(test_data_size)" ], "metadata": { "id": "jlZCsyfDQiy0" }, "execution_count": 20, "outputs": [] }, { "cell_type": "code", "source": [ "train_data" ], "metadata": { "colab": { "base_uri": "https://localhost:8080/" }, "id": "IfqQCvLjRVZZ", "outputId": "ff7bfdc9-63ea-425d-dcbf-62f29d48a95c" }, "execution_count": 21, "outputs": [ { "output_type": "execute_result", "data": { "text/plain": [ "<_TakeDataset element_spec=(TensorSpec(shape=(None, 224, 224, 3), dtype=tf.float32, name=None), TensorSpec(shape=(None,), dtype=tf.int32, name=None))>" ] }, "metadata": {}, "execution_count": 21 } ] }, { "cell_type": "code", "source": [ "len(train_data)" ], "metadata": { "colab": { "base_uri": "https://localhost:8080/" }, "id": "71Pn_nbYRY3E", "outputId": "c30fb75b-451f-4aa8-9550-0d5592646462" }, "execution_count": 22, "outputs": [ { "output_type": "execute_result", "data": { "text/plain": [ "689" ] }, "metadata": {}, "execution_count": 22 } ] }, { "cell_type": "markdown", "source": [ "## Setting up Callbacks" ], "metadata": { "id": "XgAuHOiKFNIz" } }, { "cell_type": "code", "source": [ "def model_checkpoint_callback(checkpoint_file_path):\n", "# Creating a Model CheckPoint callback to save the model's weigth only per epoch\n", " callback = tf.keras.callbacks.ModelCheckpoint(filepath=checkpoint_file_path,\n", " monitor='val_accuracy',\n", " save_weights_only=True,\n", " save_best_only=True,\n", " save_freq='epoch', # save per epoch\n", " verbose=1)\n", " return callback" ], "metadata": { "id": "N3fCpWf1RbJ6" }, "execution_count": 23, "outputs": [] }, { "cell_type": "code", "source": [ "import datetime\n", "def create_tensorboard_callback(dir_name, experiment_name):\n", " \"\"\"\n", " Creates a TensorBoard callback instand to store log files.\n", "\n", " Stores log files with the filepath:\n", " \"dir_name/experiment_name/current_datetime/\"\n", "\n", " Args:\n", " dir_name: target directory to store TensorBoard log files\n", " experiment_name: name of experiment directory (e.g. efficientnet_model_1)\n", " \"\"\"\n", " log_dir = dir_name + \"/\" + experiment_name + \"/\" + datetime.datetime.now().strftime(\"%Y%m%d-%H%M%S\")\n", " tensorboard_callback = tf.keras.callbacks.TensorBoard(\n", " log_dir=log_dir\n", " )\n", " print(f\"Saving TensorBoard log files to: {log_dir}\")\n", " return tensorboard_callback" ], "metadata": { "id": "JLm6lQo8RmBG" }, "execution_count": 24, "outputs": [] }, { "cell_type": "markdown", "source": [ "## Model Building\n", "\n", "> We start with an relatively easy ```base custom CNN model```, and then slowly improve, we will also use ```Transfer Learning```" ], "metadata": { "id": "oRxcT1xIFNLJ" } }, { "cell_type": "code", "source": [ "import tensorflow as tf\n", "from tensorflow import keras\n", "from keras.models import Sequential, Model\n", "from keras.layers import Conv2D, MaxPooling2D, Flatten, Dense, BatchNormalization, Dropout" ], "metadata": { "id": "ojJvu2ATRu-d" }, "execution_count": 25, "outputs": [] }, { "cell_type": "markdown", "source": [ "### Inception V3 model" ], "metadata": { "id": "Gk_JlwpK0Pyy" } }, { "cell_type": "code", "source": [ "from tensorflow.keras.applications import InceptionV3\n", "inceptionv3_convbase = InceptionV3(weights='imagenet', include_top=False, input_shape=(224, 224, 3))\n", "for layer in inceptionv3_convbase.layers:\n", " layer.trainable = False # Freezing all the layers" ], "metadata": { "id": "P56YI2B40Wgi", "colab": { "base_uri": "https://localhost:8080/" }, "outputId": "34f01f6c-2afc-41e9-aea2-fe7f76d98a1c" }, "execution_count": 26, "outputs": [ { "output_type": "stream", "name": "stdout", "text": [ "Downloading data from https://storage.googleapis.com/tensorflow/keras-applications/inception_v3/inception_v3_weights_tf_dim_ordering_tf_kernels_notop.h5\n", "87910968/87910968 [==============================] - 5s 0us/step\n" ] } ] }, { "cell_type": "code", "source": [ "input_layer = tf.keras.layers.Input(shape=(224, 224, 3))\n", "x = inceptionv3_convbase(input_layer, training=False)\n", "x = Flatten()(x)\n", "x = Dense(256, activation='relu')(x)\n", "x = BatchNormalization()(x)\n", "x = Dropout(0.3)(x)\n", "x = Dense(128, activation='relu')(x)\n", "x = BatchNormalization()(x)\n", "x = Dropout(0.3)(x)\n", "output = Dense(1, activation='sigmoid')(x)\n", "\n", "inceptionv3_model = Model(input_layer, output)" ], "metadata": { "id": "tx0G1lAw0XWx" }, "execution_count": 30, "outputs": [] }, { "cell_type": "code", "source": [ "inceptionv3_model.compile(\n", " loss=tf.keras.losses.BinaryCrossentropy(),\n", " optimizer=tf.keras.optimizers.Adam(),\n", " metrics=['accuracy']\n", ")" ], "metadata": { "id": "BSVDGY5q0XZK" }, "execution_count": 31, "outputs": [] }, { "cell_type": "code", "source": [ "inceptionv3_model.summary()" ], "metadata": { "id": "_gTP2pmh0Xbb", "colab": { "base_uri": "https://localhost:8080/" }, "outputId": "c0398900-27ca-4f07-e618-13df56e12d80" }, "execution_count": 32, "outputs": [ { "output_type": "stream", "name": "stdout", "text": [ "Model: \"model_1\"\n", "_________________________________________________________________\n", " Layer (type) Output Shape Param # \n", "=================================================================\n", " input_3 (InputLayer) [(None, 224, 224, 3)] 0 \n", " \n", " inception_v3 (Functional) (None, 5, 5, 2048) 21802784 \n", " \n", " flatten_1 (Flatten) (None, 51200) 0 \n", " \n", " dense_3 (Dense) (None, 256) 13107456 \n", " \n", " batch_normalization_96 (Bat (None, 256) 1024 \n", " chNormalization) \n", " \n", " dropout_2 (Dropout) (None, 256) 0 \n", " \n", " dense_4 (Dense) (None, 128) 32896 \n", " \n", " batch_normalization_97 (Bat (None, 128) 512 \n", " chNormalization) \n", " \n", " dropout_3 (Dropout) (None, 128) 0 \n", " \n", " dense_5 (Dense) (None, 1) 129 \n", " \n", "=================================================================\n", "Total params: 34,944,801\n", "Trainable params: 13,141,249\n", "Non-trainable params: 21,803,552\n", "_________________________________________________________________\n" ] } ] }, { "cell_type": "code", "source": [ "history_inceptionv3 = inceptionv3_model.fit(\n", " train_data,\n", " epochs=15,\n", " batch_size=32,\n", " validation_data=test_data,\n", " callbacks=[create_tensorboard_callback(dir_name='Malaria_Cell_Images_Detection',\n", " experiment_name='InceptionV3')]\n", ")" ], "metadata": { "id": "A9PhjuRf0Xdi", "colab": { "base_uri": "https://localhost:8080/" }, "outputId": "0bb2aee9-0a4d-4cde-b53a-2cdc7fcf8b29" }, "execution_count": 33, "outputs": [ { "output_type": "stream", "name": "stdout", "text": [ "Saving TensorBoard log files to: Malaria_Cell_Images_Detection/InceptionV3/20230812-084353\n", "Epoch 1/15\n", "689/689 [==============================] - 106s 131ms/step - loss: 0.2296 - accuracy: 0.9120 - val_loss: 0.1641 - val_accuracy: 0.9387\n", "Epoch 2/15\n", "689/689 [==============================] - 94s 136ms/step - loss: 0.1655 - accuracy: 0.9368 - val_loss: 0.1646 - val_accuracy: 0.9387\n", "Epoch 3/15\n", "689/689 [==============================] - 87s 126ms/step - loss: 0.1437 - accuracy: 0.9470 - val_loss: 0.1462 - val_accuracy: 0.9461\n", "Epoch 4/15\n", "689/689 [==============================] - 90s 131ms/step - loss: 0.1290 - accuracy: 0.9521 - val_loss: 0.1585 - val_accuracy: 0.9454\n", "Epoch 5/15\n", "689/689 [==============================] - 89s 129ms/step - loss: 0.1153 - accuracy: 0.9556 - val_loss: 0.2171 - val_accuracy: 0.9211\n", "Epoch 6/15\n", "689/689 [==============================] - 91s 132ms/step - loss: 0.1014 - accuracy: 0.9631 - val_loss: 0.1944 - val_accuracy: 0.9377\n", "Epoch 7/15\n", "689/689 [==============================] - 89s 128ms/step - loss: 0.0907 - accuracy: 0.9663 - val_loss: 0.1952 - val_accuracy: 0.9417\n", "Epoch 8/15\n", "689/689 [==============================] - 94s 136ms/step - loss: 0.0797 - accuracy: 0.9702 - val_loss: 0.1945 - val_accuracy: 0.9446\n", "Epoch 9/15\n", "689/689 [==============================] - 90s 130ms/step - loss: 0.0713 - accuracy: 0.9735 - val_loss: 0.2544 - val_accuracy: 0.9365\n", "Epoch 10/15\n", "689/689 [==============================] - 88s 127ms/step - loss: 0.0743 - accuracy: 0.9724 - val_loss: 0.3000 - val_accuracy: 0.9314\n", "Epoch 11/15\n", "689/689 [==============================] - 88s 127ms/step - loss: 0.0643 - accuracy: 0.9759 - val_loss: 0.2180 - val_accuracy: 0.9425\n", "Epoch 12/15\n", "689/689 [==============================] - 91s 132ms/step - loss: 0.0603 - accuracy: 0.9781 - val_loss: 0.2272 - val_accuracy: 0.9430\n", "Epoch 13/15\n", "689/689 [==============================] - 91s 131ms/step - loss: 0.0542 - accuracy: 0.9804 - val_loss: 0.2194 - val_accuracy: 0.9432\n", "Epoch 14/15\n", "689/689 [==============================] - 92s 134ms/step - loss: 0.0531 - accuracy: 0.9811 - val_loss: 0.2112 - val_accuracy: 0.9445\n", "Epoch 15/15\n", "689/689 [==============================] - 93s 135ms/step - loss: 0.0425 - accuracy: 0.9844 - val_loss: 0.2226 - val_accuracy: 0.9426\n" ] } ] }, { "cell_type": "markdown", "source": [ "### Inception ResNet V2 model" ], "metadata": { "id": "JAP-Hs2QUwlp" } }, { "cell_type": "code", "source": [ "from tensorflow.keras.applications import InceptionResNetV2\n", "inception_resnet_convbase = InceptionResNetV2(weights='imagenet', include_top=False, input_shape=(224, 224, 3))\n", "for layer in inception_resnet_convbase.layers:\n", " layer.trainable = False # Freezing all the layers" ], "metadata": { "colab": { "base_uri": "https://localhost:8080/" }, "id": "V_gy_hLaU1Jp", "outputId": "6117f66b-a7ca-4428-8dc3-606e5f6f9a72" }, "execution_count": 34, "outputs": [ { "output_type": "stream", "name": "stdout", "text": [ "Downloading data from https://storage.googleapis.com/tensorflow/keras-applications/inception_resnet_v2/inception_resnet_v2_weights_tf_dim_ordering_tf_kernels_notop.h5\n", "219055592/219055592 [==============================] - 11s 0us/step\n" ] } ] }, { "cell_type": "code", "source": [ "input_layer = tf.keras.layers.Input(shape=(224, 224, 3))\n", "x = inception_resnet_convbase(input_layer, training=False)\n", "x = Flatten()(x)\n", "x = Dense(256, activation='relu')(x)\n", "x = BatchNormalization()(x)\n", "x = Dropout(0.3)(x)\n", "x = Dense(128, activation='relu')(x)\n", "x = BatchNormalization()(x)\n", "x = Dropout(0.3)(x)\n", "output = Dense(1, activation='sigmoid')(x)\n", "\n", "inception_resnet_model = Model(input_layer, output)" ], "metadata": { "id": "JAuK-iCeU6cA" }, "execution_count": 35, "outputs": [] }, { "cell_type": "code", "source": [ "inception_resnet_model.compile(\n", " loss=tf.keras.losses.BinaryCrossentropy(),\n", " optimizer=tf.keras.optimizers.Adam(),\n", " metrics=['accuracy']\n", ")" ], "metadata": { "id": "xsz8AFYmVI2v" }, "execution_count": 36, "outputs": [] }, { "cell_type": "code", "source": [ "inception_resnet_model.summary()" ], "metadata": { "colab": { "base_uri": "https://localhost:8080/" }, "id": "ebepAz8JVI8P", "outputId": "87020e5e-2cfe-45c4-8067-77daee70df6d" }, "execution_count": 37, "outputs": [ { "output_type": "stream", "name": "stdout", "text": [ "Model: \"model_2\"\n", "_________________________________________________________________\n", " Layer (type) Output Shape Param # \n", "=================================================================\n", " input_5 (InputLayer) [(None, 224, 224, 3)] 0 \n", " \n", " inception_resnet_v2 (Functi (None, 5, 5, 1536) 54336736 \n", " onal) \n", " \n", " flatten_2 (Flatten) (None, 38400) 0 \n", " \n", " dense_6 (Dense) (None, 256) 9830656 \n", " \n", " batch_normalization_301 (Ba (None, 256) 1024 \n", " tchNormalization) \n", " \n", " dropout_4 (Dropout) (None, 256) 0 \n", " \n", " dense_7 (Dense) (None, 128) 32896 \n", " \n", " batch_normalization_302 (Ba (None, 128) 512 \n", " tchNormalization) \n", " \n", " dropout_5 (Dropout) (None, 128) 0 \n", " \n", " dense_8 (Dense) (None, 1) 129 \n", " \n", "=================================================================\n", "Total params: 64,201,953\n", "Trainable params: 9,864,449\n", "Non-trainable params: 54,337,504\n", "_________________________________________________________________\n" ] } ] }, { "cell_type": "code", "source": [ "history_inception_resnet = inception_resnet_model.fit(\n", " train_data,\n", " epochs=15,\n", " batch_size=32,\n", " validation_data=test_data,\n", " callbacks=[create_tensorboard_callback(dir_name='Malaria_Cell_Images_Detection',\n", " experiment_name='InceptionResNetV2')]\n", ")" ], "metadata": { "colab": { "base_uri": "https://localhost:8080/" }, "id": "Z3zuLF0uXp0z", "outputId": "de1a7357-3739-4718-ea67-e77e60b11e3e" }, "execution_count": 38, "outputs": [ { "output_type": "stream", "name": "stdout", "text": [ "Saving TensorBoard log files to: Malaria_Cell_Images_Detection/InceptionResNetV2/20230812-091545\n", "Epoch 1/15\n", "689/689 [==============================] - 202s 262ms/step - loss: 0.2187 - accuracy: 0.9180 - val_loss: 0.1486 - val_accuracy: 0.9485\n", "Epoch 2/15\n", "689/689 [==============================] - 175s 253ms/step - loss: 0.1585 - accuracy: 0.9421 - val_loss: 0.1475 - val_accuracy: 0.9505\n", "Epoch 3/15\n", "689/689 [==============================] - 174s 253ms/step - loss: 0.1402 - accuracy: 0.9484 - val_loss: 0.1588 - val_accuracy: 0.9465\n", "Epoch 4/15\n", "689/689 [==============================] - 175s 254ms/step - loss: 0.1291 - accuracy: 0.9521 - val_loss: 0.1457 - val_accuracy: 0.9505\n", "Epoch 5/15\n", "689/689 [==============================] - 179s 259ms/step - loss: 0.1106 - accuracy: 0.9603 - val_loss: 0.1578 - val_accuracy: 0.9477\n", "Epoch 6/15\n", "689/689 [==============================] - 175s 254ms/step - loss: 0.1076 - accuracy: 0.9600 - val_loss: 0.1647 - val_accuracy: 0.9514\n", "Epoch 7/15\n", "689/689 [==============================] - 175s 253ms/step - loss: 0.0958 - accuracy: 0.9641 - val_loss: 0.2472 - val_accuracy: 0.9323\n", "Epoch 8/15\n", "689/689 [==============================] - 175s 253ms/step - loss: 0.0917 - accuracy: 0.9653 - val_loss: 0.1611 - val_accuracy: 0.9515\n", "Epoch 9/15\n", "689/689 [==============================] - 175s 253ms/step - loss: 0.0833 - accuracy: 0.9692 - val_loss: 0.1696 - val_accuracy: 0.9532\n", "Epoch 10/15\n", "689/689 [==============================] - 176s 255ms/step - loss: 0.0824 - accuracy: 0.9711 - val_loss: 0.1676 - val_accuracy: 0.9514\n", "Epoch 11/15\n", "689/689 [==============================] - 176s 254ms/step - loss: 0.0693 - accuracy: 0.9736 - val_loss: 0.1923 - val_accuracy: 0.9403\n", "Epoch 12/15\n", "689/689 [==============================] - 175s 254ms/step - loss: 0.0615 - accuracy: 0.9788 - val_loss: 0.2240 - val_accuracy: 0.9379\n", "Epoch 13/15\n", "689/689 [==============================] - 174s 253ms/step - loss: 0.0587 - accuracy: 0.9790 - val_loss: 0.2107 - val_accuracy: 0.9456\n", "Epoch 14/15\n", "689/689 [==============================] - 180s 261ms/step - loss: 0.0622 - accuracy: 0.9778 - val_loss: 0.1841 - val_accuracy: 0.9515\n", "Epoch 15/15\n", "689/689 [==============================] - 176s 255ms/step - loss: 0.0569 - accuracy: 0.9798 - val_loss: 0.1977 - val_accuracy: 0.9537\n" ] } ] }, { "cell_type": "markdown", "source": [ "### ResNet152 V2" ], "metadata": { "id": "r2f6hO0uV4iB" } }, { "cell_type": "code", "source": [ "from tensorflow.keras.applications import ResNet152V2\n", "resnet152v2_convbase = ResNet152V2(weights='imagenet', include_top=False, input_shape=(224, 224, 3))\n", "for layer in resnet152v2_convbase.layers:\n", " layer.trainable = False # Freezing all the layers" ], "metadata": { "colab": { "base_uri": "https://localhost:8080/" }, "id": "nAKnEhwqWxIn", "outputId": "f130a769-49f0-44e2-ab72-b91cec3573ae" }, "execution_count": 39, "outputs": [ { "output_type": "stream", "name": "stdout", "text": [ "Downloading data from https://storage.googleapis.com/tensorflow/keras-applications/resnet/resnet152v2_weights_tf_dim_ordering_tf_kernels_notop.h5\n", "234545216/234545216 [==============================] - 11s 0us/step\n" ] } ] }, { "cell_type": "code", "source": [ "input_layer = tf.keras.layers.Input(shape=(224, 224, 3))\n", "x = resnet152v2_convbase(input_layer, training=False)\n", "x = Flatten()(x)\n", "x = Dense(256, activation='relu')(x)\n", "x = BatchNormalization()(x)\n", "x = Dropout(0.4)(x)\n", "x = Dense(128, activation='relu')(x)\n", "x = BatchNormalization()(x)\n", "x = Dropout(0.4)(x)\n", "output = Dense(1, activation='sigmoid')(x)\n", "\n", "resnet152v2_model = Model(input_layer, output)" ], "metadata": { "id": "XmY7DIsyV-Kb" }, "execution_count": 40, "outputs": [] }, { "cell_type": "code", "source": [ "resnet152v2_model.compile(\n", " loss=tf.keras.losses.BinaryCrossentropy(),\n", " optimizer=tf.keras.optimizers.Adam(),\n", " metrics=['accuracy']\n", ")" ], "metadata": { "id": "DlteIdoGV-Mj" }, "execution_count": 41, "outputs": [] }, { "cell_type": "code", "source": [ "resnet152v2_model.summary()" ], "metadata": { "colab": { "base_uri": "https://localhost:8080/" }, "id": "Q-N0-itrB92G", "outputId": "558ea62c-2aef-4edc-c173-c31d97a7308d" }, "execution_count": 42, "outputs": [ { "output_type": "stream", "name": "stdout", "text": [ "Model: \"model_3\"\n", "_________________________________________________________________\n", " Layer (type) Output Shape Param # \n", "=================================================================\n", " input_7 (InputLayer) [(None, 224, 224, 3)] 0 \n", " \n", " resnet152v2 (Functional) (None, 7, 7, 2048) 58331648 \n", " \n", " flatten_3 (Flatten) (None, 100352) 0 \n", " \n", " dense_9 (Dense) (None, 256) 25690368 \n", " \n", " batch_normalization_303 (Ba (None, 256) 1024 \n", " tchNormalization) \n", " \n", " dropout_6 (Dropout) (None, 256) 0 \n", " \n", " dense_10 (Dense) (None, 128) 32896 \n", " \n", " batch_normalization_304 (Ba (None, 128) 512 \n", " tchNormalization) \n", " \n", " dropout_7 (Dropout) (None, 128) 0 \n", " \n", " dense_11 (Dense) (None, 1) 129 \n", " \n", "=================================================================\n", "Total params: 84,056,577\n", "Trainable params: 25,724,161\n", "Non-trainable params: 58,332,416\n", "_________________________________________________________________\n" ] } ] }, { "cell_type": "code", "source": [ "history_resnet152 = resnet152v2_model.fit(\n", " train_data,\n", " epochs=10,\n", " batch_size=32,\n", " validation_data=test_data,\n", " callbacks=[create_tensorboard_callback(dir_name='Malaria_Cell_Images_Detection',\n", " experiment_name='ResNet152V2'),\n", " model_checkpoint_callback('Malaria-Cell-Images-Detection/ResNet152V2/checkpoint.ckpt')]\n", ")" ], "metadata": { "colab": { "base_uri": "https://localhost:8080/" }, "id": "eSdCvNUWtx7-", "outputId": "f300024b-aacb-41aa-eb1b-459c283fde53" }, "execution_count": 43, "outputs": [ { "output_type": "stream", "name": "stdout", "text": [ "Saving TensorBoard log files to: Malaria_Cell_Images_Detection/ResNet152V2/20230812-100308\n", "Epoch 1/10\n", "689/689 [==============================] - ETA: 0s - loss: 0.2067 - accuracy: 0.9227\n", "Epoch 1: val_accuracy improved from -inf to 0.94592, saving model to Malaria-Cell-Images-Detection/ResNet152V2/checkpoint.ckpt\n", "689/689 [==============================] - 247s 337ms/step - loss: 0.2067 - accuracy: 0.9227 - val_loss: 0.1504 - val_accuracy: 0.9459\n", "Epoch 2/10\n", "689/689 [==============================] - ETA: 0s - loss: 0.1275 - accuracy: 0.9537\n", "Epoch 2: val_accuracy improved from 0.94592 to 0.95172, saving model to Malaria-Cell-Images-Detection/ResNet152V2/checkpoint.ckpt\n", "689/689 [==============================] - 247s 358ms/step - loss: 0.1275 - accuracy: 0.9537 - val_loss: 0.1446 - val_accuracy: 0.9517\n", "Epoch 3/10\n", "689/689 [==============================] - ETA: 0s - loss: 0.1026 - accuracy: 0.9636\n", "Epoch 3: val_accuracy did not improve from 0.95172\n", "689/689 [==============================] - 224s 325ms/step - loss: 0.1026 - accuracy: 0.9636 - val_loss: 0.1784 - val_accuracy: 0.9414\n", "Epoch 4/10\n", "689/689 [==============================] - ETA: 0s - loss: 0.0814 - accuracy: 0.9702\n", "Epoch 4: val_accuracy did not improve from 0.95172\n", "689/689 [==============================] - 224s 325ms/step - loss: 0.0814 - accuracy: 0.9702 - val_loss: 0.1565 - val_accuracy: 0.9481\n", "Epoch 5/10\n", "689/689 [==============================] - ETA: 0s - loss: 0.0771 - accuracy: 0.9724\n", "Epoch 5: val_accuracy improved from 0.95172 to 0.95535, saving model to Malaria-Cell-Images-Detection/ResNet152V2/checkpoint.ckpt\n", "689/689 [==============================] - 247s 358ms/step - loss: 0.0771 - accuracy: 0.9724 - val_loss: 0.1551 - val_accuracy: 0.9554\n", "Epoch 6/10\n", "689/689 [==============================] - ETA: 0s - loss: 0.0646 - accuracy: 0.9773\n", "Epoch 6: val_accuracy improved from 0.95535 to 0.95644, saving model to Malaria-Cell-Images-Detection/ResNet152V2/checkpoint.ckpt\n", "689/689 [==============================] - 233s 338ms/step - loss: 0.0646 - accuracy: 0.9773 - val_loss: 0.1641 - val_accuracy: 0.9564\n", "Epoch 7/10\n", "689/689 [==============================] - ETA: 0s - loss: 0.0567 - accuracy: 0.9798\n", "Epoch 7: val_accuracy did not improve from 0.95644\n", "689/689 [==============================] - 224s 325ms/step - loss: 0.0567 - accuracy: 0.9798 - val_loss: 0.2153 - val_accuracy: 0.9508\n", "Epoch 8/10\n", "689/689 [==============================] - ETA: 0s - loss: 0.0480 - accuracy: 0.9829\n", "Epoch 8: val_accuracy did not improve from 0.95644\n", "689/689 [==============================] - 226s 327ms/step - loss: 0.0480 - accuracy: 0.9829 - val_loss: 0.1997 - val_accuracy: 0.9495\n", "Epoch 9/10\n", "689/689 [==============================] - ETA: 0s - loss: 0.0517 - accuracy: 0.9816\n", "Epoch 9: val_accuracy did not improve from 0.95644\n", "689/689 [==============================] - 224s 325ms/step - loss: 0.0517 - accuracy: 0.9816 - val_loss: 0.1957 - val_accuracy: 0.9526\n", "Epoch 10/10\n", "689/689 [==============================] - ETA: 0s - loss: 0.0385 - accuracy: 0.9857\n", "Epoch 10: val_accuracy did not improve from 0.95644\n", "689/689 [==============================] - 226s 327ms/step - loss: 0.0385 - accuracy: 0.9857 - val_loss: 0.2298 - val_accuracy: 0.9544\n" ] } ] }, { "cell_type": "markdown", "source": [ "## Model Evaluating\n", "**🤔 Why is Model Evaluating Important**\n", "* Its important to evaluate our model to see its **performence on the test data**\n", "* It also helps in **choosing the best model** among the models that you have built" ], "metadata": { "id": "aZDA6m7oFNNi" } }, { "cell_type": "code", "source": [ "# Inception V3 results\n", "results_inceptionv3 = inceptionv3_model.evaluate(test_data)\n", "results_inceptionv3" ], "metadata": { "colab": { "base_uri": "https://localhost:8080/" }, "id": "ajOGrgIIT3PO", "outputId": "661b6605-8f8b-4d4f-d8b4-4e863b153c55" }, "execution_count": 44, "outputs": [ { "output_type": "stream", "name": "stdout", "text": [ "173/173 [==============================] - 34s 69ms/step - loss: 0.2223 - accuracy: 0.9426\n" ] }, { "output_type": "execute_result", "data": { "text/plain": [ "[0.22226360440254211, 0.9426497220993042]" ] }, "metadata": {}, "execution_count": 44 } ] }, { "cell_type": "code", "source": [ "pd.DataFrame(history_inceptionv3.history).plot()" ], "metadata": { "colab": { "base_uri": "https://localhost:8080/", "height": 447 }, "id": "o1VD0TBQT3RL", "outputId": "f467abb8-af94-4cd8-bc94-5d6d793270dc" }, "execution_count": 45, "outputs": [ { "output_type": "execute_result", "data": { "text/plain": [ "" ] }, "metadata": {}, "execution_count": 45 }, { "output_type": "display_data", "data": { "text/plain": [ "
" ], "image/png": 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\n" }, "metadata": {} } ] }, { "cell_type": "code", "source": [ "# Inception ResNet V2\n", "results_inception_resnet = inception_resnet_model.evaluate(test_data)\n", "results_inception_resnet" ], "metadata": { "id": "qRZ-8aNIbQA7", "colab": { "base_uri": "https://localhost:8080/" }, "outputId": "97e68f96-be59-4349-b08f-5cbd7b138137" }, "execution_count": 47, "outputs": [ { "output_type": "stream", "name": "stdout", "text": [ "173/173 [==============================] - 50s 167ms/step - loss: 0.1978 - accuracy: 0.9535\n" ] }, { "output_type": "execute_result", "data": { "text/plain": [ "[0.1977749466896057, 0.9535390138626099]" ] }, "metadata": {}, "execution_count": 47 } ] }, { "cell_type": "code", "source": [ "pd.DataFrame(history_inception_resnet.history).plot()" ], "metadata": { "id": "qrE86rwaeogK", "colab": { "base_uri": "https://localhost:8080/", "height": 447 }, "outputId": "8ce4a0c7-b2b4-422c-e4cd-84bf91cb25e2" }, "execution_count": 48, "outputs": [ { "output_type": "execute_result", "data": { "text/plain": [ "" ] }, "metadata": {}, "execution_count": 48 }, { "output_type": "display_data", "data": { "text/plain": [ "
" ], "image/png": 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\n" }, "metadata": {} } ] }, { "cell_type": "code", "source": [ "# Inception ResNet V2\n", "results_resnet152v2 = resnet152v2_model.evaluate(test_data)\n", "results_resnet152v2" ], "metadata": { "id": "lorEitdJvVYA", "colab": { "base_uri": "https://localhost:8080/" }, "outputId": "4a24191f-47cc-4806-8467-39e68d6f4aeb" }, "execution_count": 49, "outputs": [ { "output_type": "stream", "name": "stdout", "text": [ "173/173 [==============================] - 61s 218ms/step - loss: 0.2299 - accuracy: 0.9544\n" ] }, { "output_type": "execute_result", "data": { "text/plain": [ "[0.22991561889648438, 0.9544464349746704]" ] }, "metadata": {}, "execution_count": 49 } ] }, { "cell_type": "code", "source": [ "pd.DataFrame(history_resnet152.history).plot()" ], "metadata": { "id": "smNSbCjVvVaO", "colab": { "base_uri": "https://localhost:8080/", "height": 447 }, "outputId": "652a3f89-1d16-4ad2-a877-ebf2210f549d" }, "execution_count": 50, "outputs": [ { "output_type": "execute_result", "data": { "text/plain": [ "" ] }, "metadata": {}, "execution_count": 50 }, { "output_type": "display_data", "data": { "text/plain": [ "
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\n" }, "metadata": {} } ] }, { "cell_type": "markdown", "source": [ "## Viewing our results with TensorBoard" ], "metadata": { "id": "RbIOu296FNP0" } }, { "cell_type": "code", "source": [ "# Upload experiment results to TensorBoard (uncomment to run)\n", "!tensorboard dev upload --logdir ./Malaria_Cell_Images_Detection\\\n", " --name \"Malaria Cell Image Detection\" \\\n", " --description \"Deep CNN Transfer Learning model for classifying into Infected or Healthy Cell\" \\\n", " --one_shot" ], "metadata": { "id": "JeJMY15UeuHK", "colab": { "base_uri": "https://localhost:8080/" }, "outputId": "c7fb024a-313b-43c9-d7c4-cb1e8e64b721" }, "execution_count": 51, "outputs": [ { "output_type": "stream", "name": "stdout", "text": [ "2023-08-12 10:50:41.202069: W tensorflow/compiler/tf2tensorrt/utils/py_utils.cc:38] TF-TRT Warning: Could not find TensorRT\n", "\n", "***** TensorBoard Uploader *****\n", "\n", "This will upload your TensorBoard logs to https://tensorboard.dev/ from\n", "the following directory:\n", "\n", "./Malaria_Cell_Images_Detection\n", "\n", "This TensorBoard will be visible to everyone. Do not upload sensitive\n", "data.\n", "\n", "Your use of this service is subject to Google's Terms of Service\n", " and Privacy Policy\n", ", and TensorBoard.dev's Terms of Service\n", ".\n", "\n", "This notice will not be shown again while you are logged into the uploader.\n", "To log out, run `tensorboard dev auth revoke`.\n", "\n", "Continue? (yes/NO) yes\n", "\n", "To sign in with the TensorBoard uploader:\n", "\n", "1. On your computer or phone, visit:\n", "\n", " https://www.google.com/device\n", "\n", "2. Sign in with your Google account, then enter:\n", "\n", " ZQB-GZF-RHZ\n", "\n", "\n", "\n", "New experiment created. View your TensorBoard at: https://tensorboard.dev/experiment/0FeijHKlRquJyLanoQ5YxA/\n", "\n", "\u001b[1m[2023-08-12T10:51:12]\u001b[0m Started scanning logdir.\n", "\u001b[1m[2023-08-12T10:51:17]\u001b[0m Total uploaded: 240 scalars, 0 tensors, 3 binary objects (3.5 MB)\n", "\u001b[1m[2023-08-12T10:51:17]\u001b[0m Done scanning logdir.\n", "\n", "\n", "Done. View your TensorBoard at https://tensorboard.dev/experiment/0FeijHKlRquJyLanoQ5YxA/\n" ] } ] }, { "cell_type": "markdown", "source": [ "## Setting up a function to make predictions on custom images" ], "metadata": { "id": "jGSE7utZFNSR" } }, { "cell_type": "code", "source": [ "class_names = ['Malaria Infected Cell', 'Healthy Cell']\n", "def single_predictions(img_path, img_size=224):\n", " img = tf.io.read_file(img_path)\n", " decoded_img = tf.io.decode_image(img)\n", " resized_img = tf.image.resize(decoded_img, [img_size, img_size])\n", " input_tensor = tf.cast(resized_img/255. , dtype=tf.float32)\n", " y_pred1 = inception_resnet_model.predict(tf.expand_dims(input_tensor, axis=0))\n", " if tf.round(y_pred1) == 1:\n", " y_prob1 = y_pred1\n", " else:\n", " y_prob1 = 1.0 - y_pred1[0][0]\n", "\n", " plt.subplot(1, 2, 1)\n", " plt.imshow(input_tensor)\n", " plt.title(f'Inception ResNet V2 \\n {class_names[int(tf.round(tf.squeeze(y_pred1)))]} \\n Probability : {y_prob1}')\n", "\n", " y_pred2 = resnet152v2_model.predict(tf.expand_dims(input_tensor, axis=0))\n", " if tf.round(y_pred2) == 1:\n", " y_prob2 = y_pred2\n", " else:\n", " y_prob2 = 1.0 - y_pred2[0][0]\n", "\n", " plt.subplot(1, 2, 2)\n", " plt.imshow(input_tensor)\n", " plt.title(f'ResNet152V2 Model \\n {class_names[int(tf.round(tf.squeeze(y_pred2)))]} \\n Probability : {y_prob2}')" ], "metadata": { "id": "GaxiBvbKvjly" }, "execution_count": 55, "outputs": [] }, { "cell_type": "code", "source": [ "single_predictions('/content/C143P104ThinF_IMG_20151005_225746_cell_127.png')" ], "metadata": { "colab": { "base_uri": "https://localhost:8080/", "height": 385 }, "id": "uLJ6HnqxYAIn", "outputId": "6635a2d9-c86a-48eb-ba5e-4ddbe4bd0dd9" }, "execution_count": 56, "outputs": [ { "output_type": "stream", "name": "stdout", "text": [ "1/1 [==============================] - 0s 136ms/step\n", "1/1 [==============================] - 0s 103ms/step\n" ] }, { "output_type": "display_data", "data": { "text/plain": [ "
" ], "image/png": 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kCJo1a4Zf/epXvvthbr75ZmRkZGj3ojDiv+iii1z1/+c//3Fdj2gQGxuLq666Ch9++KH9g8OMFa8QdEFBAYYOHYr09HQsWbJEubZtUHMxe/ZsLFu2DEuWLMEll1yC/fv323uNAOCnn34CpRR//OMfXWOOOTds3N133304dOgQ2rdvjy5duuD222/H119/7Vn/vffei4KCAmGvGo+NGzeisLAQ2dnZrvqPHj16UmM+KK655hrk5uZqb/UtLy/H6NGj8d1332HJkiXIy8tz5RkzZgyOHTuG1157DQDw8ccfY8uWLZ5zK4hcL8TFxeGKK67AokWLsGrVKmzfvl27vLN161aEQiG0bdtWSM/NzUVGRobNteyzXbt2Qr6srCxhWRAIzpW1EbHVrUBtRmX9SITDYRBC8M477yhlVvQZHVUFXbupxzMIeLRr186ePMOGDUNMTAzuvPNO9OvXD2effTYAq08uvvhi3HHHHUoZzCDLzs7GunXr8O677+Kdd97BO++8g3nz5uGXv/wlnnvuOWVZFkW59957lVEUtrFswYIFyM3NdZ2PjT25aXPttdfiySefxAsvvIDbbrsNL7zwAjp16oRu3bop8xcWFmLIkCE4dOgQPvzww6gJ1KD60aNHD3tsjxgxAueffz6uueYabNiwAampqfaYu+222zBo0CClDPajduGFF2LTpk147bXX8J///AfPPvssHn30UcydOxe//vWvlWUvvPBC9O3bFw8++KAr6gtYYz47OxsLFy5UlpcdsapC8+bNXfuzGH7zm9/gzTffxMKFC3HRRRcp8wwbNgzp6elYtGgRrrnmGixatAgxMTGu/R3RyvXDNddcg7lz5+Lee+9F165d0alTJ8/8Xpvpo0VQrqyNMAZKFaNNmzb2pkhdFKVNmzaglKJVq1aBBtOuXbtw7NgxIYrCHt7FdtFHMwHy8/Px3nvv4ciRI0IU5YcffrDPVyXuvvtu/O1vf8Mf/vAHO/rRpk0bHD161DZkvBAfH4/hw4dj+PDhCIfDuPHGG/H000/jj3/8o8tTYZgyZQpmzZqF6dOnIyMjQzjHlq+ys7N9668I0fTs2RNt2rTBokWLcPHFF+Pbb7/FAw88oMxbVFSE4cOH48cff8R7773nS3wGNR8xMTGYMWOGvcn1zjvvROvWrQFY3niQMZ+ZmYnrr78e119/PY4ePYoLL7wQ9957r9ZAAawoSt++ffH000+7zrVp0wbvvfceevfujaSkJM+6K/PHlQelFFu2bFE+Q+X222/HvHnzMGvWLO3yCWDdiTNq1Cg8//zz2LNnDxYvXoyLLrpI6WhEI9cP559/Plq0aIEVK1Zg5syZ2nz5+fkIh8PYuHGjHaEGgD179uDQoUM217LPjRs32mMDAPbt2+eKVEfDlbUNZomnijFy5EhQSpUP82IRh8svvxwxMTGYPn26KwpBKXXdHVNWViaQTElJCZ5++mlkZWWhe/fuAGAbL/IdQCpccsklKC8vx5NPPimkP/rooyCEYMiQIf4NPQlkZGRgwoQJePfdd+0Hy1155ZVYvXq1a0c+YLWprKwMAFx9EwqFcMYZZwCA67Y9HiyK8tprr7keZjdo0CCkpaXhz3/+s/KWxX379tnfo+lnHmPGjMGXX36JadOmgRCiDAmXl5fjqquuwurVq7F48WL06tUrqjoMai769u2LHj16YNasWSgqKkJ2drZtPOzevduVnx9z8phPTU1F27ZtPcc7APTp0wd9+/bFzJkzXQ+Iu/LKK1FeXo4//elPrnJlZWXC+E5JSYl6vMvg28MwZ84c7Nu3D4MHDxbSH3roITz88MO46667cPPNN/vKHjNmDEpLSzFhwgTs27dPu7wTrVwvEELw+OOPY9q0aRg7dqw23yWXXALAuhuKx1//+lcAwNChQwFYe5bi4uLwxBNPCL8JcjkgOFfWRpgIShWjX79+GDt2LB5//HFs3LgRgwcPRjgcxocffoh+/fph8uTJaNOmDe6//35MnToVW7ZswYgRI9CgQQNs3rwZr7zyCsaPH4/bbrvNlpmXl4eZM2diy5YtaN++PV566SWsW7cOzzzzDOLi4gBYVnVGRgbmzp2LBg0aICUlBT179kSrVq1cOg4fPhz9+vXD3XffjS1btqBr1674z3/+g9deew1TpkwRNsRWFW6++WbMmjULf/nLX/Diiy/i9ttvx+uvv45hw4bhuuuuQ/fu3XHs2DF88803WLJkCbZs2YLGjRvj17/+NQ4ePIiLLroIzZo1w9atW/HEE0+gW7dugoeiq/PRRx/FV199JUSj0tLSMGfOHIwdOxZnnXUWRo8ejaysLGzbtg1vvfUWevfubRtzzCD8v//7PwwaNMg3nMxw7bXX4r777sNrr72G3r17K58f8bvf/Q6vv/46hg8fjoMHD7oeqe312HyDmo/bb78dV1xxBebPn4/f/va3mD17Ns4//3x06dIFv/nNb9C6dWvs2bMHq1evxo4dO/DVV18BADp16oS+ffuie/fuyMzMxOeff44lS5Zg8uTJvnVOmzYN/fr1c6X36dMHEyZMwIwZM7Bu3ToMHDgQcXFx2LhxIxYvXozHHnvM3sTevXt3zJkzB/fffz/atm2L7Oxse2lkwYIF2Lp1q/205FWrVuH+++8HAIwdO1aIEFx11VX2s6H++9//4sUXX0S3bt2EGwBeeeUV3HHHHWjXrh06duzomgMXX3wxcnJyXG1p1qwZXnvtNeHVETwqItcPl112GS677DLPPF27dsW4cePwzDPP4NChQ+jTpw8+++wzPPfccxgxYoR9bdgztWbMmIFhw4bhkksuwZdffol33nnH9YiBoFxZK1Et9w7VMuhuM1Y9fZTd3sejrKyMPvTQQ7RDhw40Pj6eZmVl0SFDhrieaPryyy/T888/n6akpNCUlBTaoUMHOmnSJOH2OHbb2ueff0579epFExMTaX5+Pn3yySddurz22mu0U6dONDY2VrjlWL7NmFLr1tpbbrmF5uXl0bi4ONquXTv60EMPCbe4UWrdpjZp0iRXXUGebqh7kizDddddR2NiYuxbmI8cOUKnTp1K27ZtS+Pj42njxo3peeedRx9++GH7duolS5bQgQMH0uzsbBofH09btGhBJ0yYQHfv3m3L5W8JlMGul+pafvDBB3TQoEE0PT2dJiYm0jZt2tDrrruOfv7553aesrIyetNNN9GsrCxKCInqlmN2e/VTTz2lPM9uKdf9GdR8eD2Fury8nLZp04a2adPGvk1+06ZN9Je//CXNzc2lcXFxtGnTpnTYsGF0yZIldrn777+f9ujRg2ZkZNCkpCTaoUMH+sADD9hzglLvJ7WycaW6VfmZZ56h3bt3p0lJSbRBgwa0S5cu9I477qC7du2y8xQUFNChQ4fSBg0aUADCLcdeY/aDDz6w8/3617+mnTp1og0aNKBxcXG0bdu29Pe//z09fPiwoA9rRxCZPG6//XYKgF555ZXK8xWVy+DFKTzk24wppbS0tJROnz6dtmrVisbFxdHmzZvTqVOnCreXU2qNj+nTp9MmTZrQpKQk2rdvX7p+/Xol1wbhSkpr323GhNKAOxsNagT69u2L/fv3m3exGBgYGBjUaZg9KAYGBgYGBgY1DsZAMTAwMDAwMKhxMAaKgYGBgYGBQY2D2YNiYGBgYGBgUONgIigGBgYGBgYGNQ7GQDEwMDAwMDCocTAGikGFsGLFChBCsGLFisB5lyxZUvWKVQH69u2Lvn372sdbtmwBIQTz58+vNp0MDGorDHcY7ggKY6DUQrBB/vDDDyvP33vvvSCEYP/+/adUr0WLFikfxXyqsW7dOlx77bVo3rw5EhISkJmZiQEDBmDevHmutyYbGNQnGO7whuGOmgXzqHuDSsOiRYuwfv16TJkypdp0ePbZZ/Hb3/4WOTk5GDt2LNq1a4cjR45g+fLluOGGG7B7927cdddd1aafgYGBG4Y7DFQwBopBncEnn3yC3/72t+jVqxfefvtt4c3MU6ZMweeff26ewGtgYOCC4Y6aCbPEU4/w6aefYvDgwUhPT0dycjL69OmDjz76SMizdetW3HjjjTjttNOQlJSERo0a4YorrsCWLVs8Zfft2xdvvfUWtm7dCkIICCGuF+CFw2E88MADaNasGRITE9G/f3/89NNP9vlp06YhLi5O+abT8ePHIyMjw/UWVh7Tp08HIQQLFy4UCIbh7LPPxnXXXSfoM2vWLHTu3BmJiYnIycnBhAkTXK8zNzCo7zDcYbijOmAiKLUYx48fV64VszeJ8nj//fcxZMgQdO/eHdOmTUMoFMK8efNw0UUX4cMPP0SPHj0AAGvWrMHHH3+M0aNHo1mzZtiyZQvmzJmDvn374rvvvkNycrJSl7vvvhuFhYXYsWMHHn30UQDWa+B5/OUvf0EoFMJtt92GwsJCPPjggxgzZgw+/fRTANbbTu+77z689NJLwptZS0pKsGTJEowcORKJiYnavli+fDkuvPBCtGjRIkDvARMmTMD8+fNx/fXX4//+7/+wefNmPPnkk/jyyy/x0Ucf2W+GNjCoazDcIbbZcEcNRfW+q9CgImBvBfb7Y28yDYfDtF27dnTQoEHC24mPHz9OW7VqRS+++GIhTcbq1aspAPr888/baextnvxbP4cOHep6SzKft2PHjrS4uNhOf+yxxygA+s0339hpvXr1oj179hTK//vf//Z9w+hXX31FAdCbb75Zm4fHhx9+SAHQhQsXCulLly51pffp00d4Yyvrf/Z2aAOD2gLDHW4Y7qi5MEs8tRjjx4/HsmXLXH9jx44V8q1btw4bN27ENddcgwMHDmD//v3Yv38/jh07hv79+2PVqlUIh8MAgKSkJLtcaWkpDhw4gLZt2yIjIwNffPHFSel7/fXXIz4+3j6+4IILAAD/+9//7LRf/vKX+PTTT7Fp0yY7beHChWjevDn69OmjlX348GEAUIZnVVi8eDHS09Nx8cUX2/2xf/9+dO/eHampqfjggw+iapuBQW2C4Q4HhjtqLswSTy1Gu3btMGDAAFf6f//7X+F448aNAIBx48ZpZRUWFqJhw4Y4ceIEZsyYgXnz5mHnzp2g3JsQCgsLT0pfOXzasGFDABDWba+66ipMmTIFCxcuxD333IPCwkK8+eabuOWWW0AI0cpOS0sDABw5ciSQLhs3bkRhYSGys7OV5/fu3RtIjoFBbYThDgeGO2oujIFSD8A8nIceegjdunVT5mFrvjfddBPmzZuHKVOmoFevXkhPTwchBKNHj7blVBQxMTHKdJ7IGjZsiGHDhtkks2TJEhQXF+Paa6/1lN22bVvExsbim2++CaRLOBxGdnY2Fi5cqDyflZUVSI6BQV2G4Q43DHecOhgDpR6gTZs2ACxPQeU18ViyZAnGjRuHRx55xE4rKirCoUOHfOvx8lKiwS9/+UtcdtllWLNmDRYuXIgzzzwTnTt39iyTnJyMiy66CO+//z62b9+O5s2be+Zv06YN3nvvPfTu3VsITRsYGDgw3OGG4Y5TB7MHpR6ge/fuaNOmDR5++GEcPXrUdZ6/NS8mJkbwSgDgiSeeCPQUxZSUlJMO5QLAkCFD0LhxY8ycORMrV6709YAYpk2bBkopxo4dq2zn2rVr8dxzzwEArrzySpSXl+NPf/qTK19ZWVkgUjUwqOsw3GHBcEf1wERQ6gFCoRCeffZZDBkyBJ07d8b111+Ppk2bYufOnfjggw+QlpaGN954AwAwbNgwLFiwAOnp6ejUqRNWr16N9957D40aNfKtp3v37njppZdw66234pxzzkFqaiqGDx8etb5xcXEYPXo0nnzyScTExODqq68OVO68887D7NmzceONN6JDhw7C0yBXrFiB119/Hffffz8AoE+fPpgwYQJmzJiBdevWYeDAgYiLi8PGjRuxePFiPPbYYxg1alTUuhsY1CUY7jDcUZ0wBko9Qd++fbF69Wr86U9/wpNPPomjR48iNzcXPXv2xIQJE+x8jz32GGJiYrBw4UIUFRWhd+/eeO+99zBo0CDfOm688UasW7cO8+bNw6OPPor8/PwKkQxghWqffPJJ9O/fH02aNAlcbsKECTjnnHPwyCOP4Pnnn8e+ffuQmpqKs846C/PmzRM8qrlz56J79+54+umncddddyE2NhYtW7bEtddei969e1dIbwODugbDHYY7qguEyjE5A4MagK+++grdunXD888/77r10cDAwEAHwx11B2YPikGNxN/+9jekpqbi8ssvr25VDAwMahEMd9QdmCUegxqFN954A9999x2eeeYZTJ48GSkpKdWtkoGBQS2A4Y66B7PEY1Cj0LJlS+zZsweDBg3CggULAj/d0cDAoH7DcEfdgzFQDAwMDAwMDGoczB4UAwMDAwMDgxoHY6AYGBgYGBgY1DgYAyUg+vbti9NPP73S5G3ZsgWEEDz88MO+ee+9917Xo6BbtmyJ6667zj5esWIFCCFYsWJFpel4smA6sb/PP//cPte3b187fdiwYdWopYEXDh06JFxDfrxOmTLFTmfvYzEIBsMn0cPwSc2Fjgu8+CMIarWBwiYl+4uJiUGLFi3wi1/8AuvWratu9aodixYtwqxZs6pbDdx1111YsGABWrduLaR36NABCxYswG233eYq8/rrr+Oss85CYmIiWrRogWnTpqGsrCxQfT/99BNGjRqFhg0bIjk5Geeff772Fej/+te/cO655yIjIwONGjVCnz598NZbb7ny7d69G+PHj0erVq2QlJSENm3a4NZbb8WBAwdceb///nsMHjwYqampyMzMxNixY4VHggPArl27cO211+K0005DgwYNkJGRgR49euC5555zPS4cAHbu3Ikrr7wSGRkZSEtLw2WXXSa8ap5hzpw5uOKKK9CiRQsQQoQfHS/85je/UZJ7SkoKFixYgEcffdRVZuzYsViwYAEuuOCCQHXUdBg+8YbhE38+efLJJ9GxY0ckJCSgadOmuPXWW3Hs2LEaJfNvf/sb+vTpg5ycHCQkJKBVq1a4/vrrsWXLFiHfiRMncMMNN+D0009Heno6UlNT0bVrVzz22GMoLS0V8uq4wIs/AoHWYmzevJkCoFdffTVdsGABnT9/Pv39739P09LSaEJCAv3yyy8rra4+ffrQzp07V5o8pvtDDz3km7e0tJSeOHFCSMvPz6fjxo2zj8vLy+mJEydoeXm5nTZ06FCan59fWSpHjQ8++IACoB988IHrXJ8+fWifPn2U5d5++21KCKH9+vWjzzzzDL3ppptoKBSiv/3tb33r3LZtG23cuDHNycmhDzzwAJ01axbt2rUrjY2NpStXrhTyPv744xQAHTp0KJ0zZw599NFHadeuXSkA+vLLL9v5jhw5QvPz82njxo3pPffcQ//2t7/RyZMn07i4ONqtWzehz7dv304bN25M27RpQx977DH6wAMP0IYNG9KuXbvS4uJiO99XX31F+/TpQ++66y46d+5c+sQTT9BLL72UAqBTp04V9Dxy5Aht164dzc7OpjNnzqR//etfafPmzWmzZs3o/v37hbz5+fk0MzOTDh48mMbGxgpjRIc1a9bQ2NhYmpiYSIcOHarM4zVex40bR1NSUnzrqekwfDLOPjZ8YiEaPrnjjjsoADpq1Cg6Z84cetNNN9HY2Fg6cODAGiVz4sSJdNy4cfThhx+mf//73+kf/vAHmpOTQxs3bkx37txp5ztw4ADt2bMnvf322+ns2bPpnDlz6NixYykhhF599dXK/tJxQTTjk0edMFDkRr/++usUAB0/fry27NGjR6OqqzoJRQWZUFSorYTSqVMn2rVrV1paWmqn3X333ZQQQr///nvPOm+88UYaGxtLf/jhBzvt2LFjtHnz5vSss84S8rZr146ec845NBwO22mFhYU0NTWVXnrppXbawoULKQD65ptvCuXvueceCoB+8cUXdtrEiRNpUlIS3bp1q522bNkyCoA+/fTTnrpTSumwYcNoSkoKLSsrs9NmzpxJAdDPPvvMTvv+++9pTEyMy5jZsmWL3Z6UlBTfMRIOh2mvXr3or371K5qfn28MFMMnWhg+saDik127dtHY2Fg6duxYofwTTzxBAdDXX3+9RsjU4fPPP6cA6IwZM3zzTp48mQKgu3fvdp2rbAOlVi/x6HDRRRcBADZv3gwAmD9/PgghWLlyJW688UZkZ2ejWbNmdv6nnnoKnTt3RkJCAvLy8jBp0iTtGynXrl2L8847D0lJSWjVqhXmzp0rnC8pKcE999yD7t27Iz09HSkpKbjgggu04TsA9rsnkpKS0KdPH6xfv144r1ozliGvGfft2xdvvfUWtm7daoesW7ZsiaNHjyIlJQU333yzS8aOHTsQExODGTNmeNa1e/du/PDDD64wX2Xgu+++w3fffYfx48cjNtZ5juCNN94ISimWLFniWf7DDz/EmWeeidNOO81OS05OxqWXXoovvvgCGzdutNMPHz6M7OxsoW/T0tKQmpoqvEb98OHDAICcnByhLvaeDz7vyy+/jGHDhqFFixZ22oABA9C+fXv861//8m1/y5Ytcfz4cZSUlNhpS5YswTnnnINzzjnHTuvQoQP69+/vkpmfnx/Vq+sXLFiA9evX44EHHghcpr7B8InhEz8+Wb16NcrKyjB69GihPDt+8cUXa4RMHVq2bAkAgd7EHE3ek0WdNFA2bdoEAK63aN5444347rvvcM899+DOO+8EYE3WSZMmIS8vD4888ghGjhyJp59+GgMHDnRNmJ9//hmXXHIJunfvjgcffBDNmjXDxIkT8Y9//MPOc/jwYTz77LPo27cvZs6ciXvvvRf79u3DoEGDlOvYzz//PB5//HFMmjQJU6dOxfr163HRRRdhz549J9UHd999N7p164bGjRtjwYIFWLBgAWbNmoXU1FT84he/wEsvveR6DfoLL7wASinGjBnjKXvq1Kno2LEjdu7ceVI6qvDll18CAM4++2whPS8vD82aNbPP61BcXCwYDAzJyckArB8Ehr59+2Lp0qV44oknsGXLFvzwww+YNGkSCgsLBcK98MILEQqFcPPNN+OTTz7Bjh078Pbbb+OBBx7AiBEj0KFDBwDWPpG9e/e6dAeAHj16KHU/ceIE9u/fjy1btuC5557DvHnz0KtXL7sN4XAYX3/9tVbmpk2bcOTIEc8+0eHIkSP4/e9/j7vuugu5ubkVklEfYPjE8IkMmU+Ki4sBwJVXxTvVKZPHgQMHsHfvXnz++ee4/vrrAQD9+/d35SspKcH+/fuxfft2vPLKK3j44YeRn5+Ptm3buvJWOqKKt9QwsLDR9OnT6b59+2hBQQFdsWIFPfPMM4V9BPPmzaMA6Pnnny+Ezvfu3Uvj4+PpwIEDhbXWJ598kgKg//jHP+y0Pn36UAD0kUcesdOKi4tpt27daHZ2Ni0pKaGUUlpWVibsNaCU0p9//pnm5OTQX/3qVy7dk5KS6I4dO+z0Tz/9lAKgt9xyi502bdo0Kl8qOSSrCn/qQrLvvvsuBUDfeecdIf2MM87Qhkl5jBs3jgKgmzdv9sxXkZDsQw89RAHQbdu2uc6dc8459Nxzz/Wsc/jw4TQjI4MePnxYSO/VqxcFQB9++GE7bc+ePbR///4UgP3XuHFj+vHHH7vkPvvsszQjI0PIO27cOCFsvGbNGgqAPv/8867yt99+OwVAi4qKhPQZM2YIMvv37y+0fd++fRQAve+++1wyZ8+eTQEIYV0efks8t912G23VqpWtk1niMXzCYPjEQlA+Wbt2LQVA//SnPwn5li5dSgHQ1NTUGiGTR0JCgs07jRo1oo8//riyD1544QWBo84++2z69ddfK/OaJR4Fpk2bhqysLOTm5qJv377YtGkTZs6c6XpZ1G9+8xvExMTYx++99x5KSkowZcoUhEIhIV9aWprrbo7Y2Fjh9eLx8fGYMGEC9u7da1uoMTExiI+PB2B5vwcPHkRZWRnOPvtsfPHFFy7dR4wYgaZNm9rHPXr0QM+ePfH222+fRI94Y8CAAcjLy8PChQvttPXr1+Prr78WXimuw/z580EptUN9lYkTJ04AABISElznEhMT7fM6TJw4EYcOHcJVV12FL7/8Ej/++COmTJli35LIl09OTsZpp52GcePGYfHixfjHP/6BJk2a4PLLL8dPP/0kyG3atCl69OiBWbNm4ZVXXsGtt96KhQsX2p5zEN3l+gHg6quvxrJly7Bo0SJcc801rjwVkRkEP/74Ix577DE89NBDStn1GYZPooPhE+Css85Cz549MXPmTMybNw9btmzBO++8gwkTJiAuLk6opzpl8njnnXfw9ttv45FHHkGLFi2UdwYBQL9+/bBs2TIsXrwYv/3tbxEXF6fNW9moEy8LHD9+PK644gqEQiFkZGTY678yWrVqJRxv3boVAIR1O8AiitatW9vnGfLy8lwvoGrfvj0A6xbFc889FwDw3HPP4ZFHHnGtq8r1A0C7du1caUH3K1QUoVAIY8aMwZw5c3D8+HEkJydj4cKFSExMxBVXXFFl9QYBC1Oy8CaPoqIiZRiTx5AhQ/DEE0/gzjvvxFlnnQUAaNu2LR544AHccccdwj36V1xxBWJjY/HGG2/YaZdddhnatWuHu+++Gy+99BIA4KOPPsKwYcPwySef2KHiESNGIC0tDdOnT8evfvUrdOrUyVd3vn0M+fn5yM/PB2AZK+PHj8eAAQOwYcMGJCUlVUhmENx8880477zzMHLkyKjL1nUYPokOhk8svPzyy7jqqqvwq1/9CoBlXN56661YuXIlNmzYUGNkMvTr188ue9lll+H0009HamoqJk+eLOTLycmx99+NGjUKf/7zn3HxxRdj48aNVb40XCciKO3atcOAAQNw0UUX4ayzztJ6hBUh8mjxz3/+E9dddx3atGmDv//971i6dCmWLVuGiy66COFwuMrrD4pf/vKXOHr0KF599VVQSrFo0SIMGzYM6enp1aoX23i6e/du17ndu3cjLy/PV8bkyZOxZ88efPzxx/j888/xww8/2O1iPwD/+9//sHTpUlx66aVC2czMTJx//vn46KOP7LSnn34aOTk5rnXsSy+9FJRSfPzxx4F0z8zM9I1WjBo1Ctu3b8eqVatsfRISErQyAQTqEx7vv/8+li5diptvvhlbtmyx/8rKynDixAls2bLF3hhcH2H4JHrUdz4BrCjrf//7X/z4449YtWoVduzYgQcffBDbt28X8lW3TBXatGmDM888U4iC6TBq1CgcPXoUr732mm/ek0WdiKBUFMxz3bBhg/DQn5KSEmzevBkDBgwQ8u/atQvHjh0TvJ4ff/wRgLOzecmSJWjdujX+/e9/Czvlp02bptRBtbv6xx9/rJRwp9dO/dNPP90ekM2aNcO2bdvwxBNPnHSdJ4tu3boBAD7//HP06NHDTt+1axd27NiB8ePHB5KTkpKCXr162cfvvfcekpKS0Lt3bwCwNw3KG/sAoLS0VHiI0549e7T5ANh5mzZtiqysLOEJlwyfffaZ3TYvsFBsYWEhAMs77dKli1Lmp59+itatW0f91tZt27YBgGvJArA2+rZq1QqPPvoopkyZEpXc+g7DJ/WXT3i0a9fOjmR999132L17t/KBidUtU8aJEyeUkSZVPsDhqKpEnYigVBQDBgxAfHw8Hn/8ceHpnX//+99RWFiIoUOHCvnLysrw9NNP28clJSV4+umnkZWVhe7duwOAvSbNy/v000+xevVqpQ6vvvqqsHv9s88+w6effoohQ4acdPtSUlI8B9HYsWPxn//8B7NmzUKjRo0C11mVtwV27twZHTp0wDPPPCMYBXPmzAEhBKNGjbLTCgsL8cMPP/hOlI8//hj//ve/ccMNN9geRdu2bREKhfDSSy8J12rHjh32LXsM7du3x549e1yP/X7hhRcAQMg7cuRIvPnmm9i+fbudtnz5cvz4449CuFt+sizD3//+dxBC7DAtYHksa9asEYyUDRs24P33369QCP2iiy7CK6+84vrLysrC2WefjVdeeQXDhw+PWm59h+GT+ssnKoTDYdxxxx1ITk7Gb3/72xohs6ysDD///LMr72effYZvvvlGiBLv379f+VTrZ599FoD7zqiqQL2OoGRlZWHq1KmYPn06Bg8ejEsvvRQbNmzAU089hXPOOce1wSsvLw8zZ87Eli1b0L59e7z00ktYt24dnnnmGcTFxQEAhg0bhn//+9/4xS9+gaFDh2Lz5s2YO3cuOnXqhKNHj7p0aNu2Lc4//3xMnDgRxcXF9uS+4447Trp93bt3x0svvYRbb70V55xzDlJTU4UfnmuuuQZ33HEHXnnlFUycONFugx+mTp2K5557Dps3b66SjW0PPfQQLr30UgwcOBCjR4/G+vXr8eSTT+LXv/41OnbsaOd75ZVXcP3112PevHm2N7F161ZceeWVuPTSS5Gbm4tvv/0Wc+fOxRlnnIE///nPdtmsrCz86le/wrPPPov+/fvj8ssvx5EjR/DUU0/hxIkTmDp1qp138uTJmDdvHoYPH46bbroJ+fn5WLlyJV544QVcfPHF6Nmzp533rrvuwuLFi9GvXz/cfPPNOHr0KB566CF06dLFvpUPAB544AF89NFHGDx4MFq0aIGDBw/i5Zdfxpo1a3DTTTcJt/DdeOON+Nvf/oahQ4fitttuQ1xcHP76178iJycHv/vd74S+e+ONN/DVV18BsCI8X3/9Ne6//34A1pLUGWecgRYtWgjPaWGYMmUKcnJyMGLEiApcNQPDJ/WXTwBrX1dRURG6deuG0tJSLFq0CJ999hmee+45Yb5Vp8yjR4+iefPmuOqqq9C5c2ekpKTgm2++wbx585Ceno4//vGPdt5//vOfmDt3LkaMGIHWrVvjyJEjePfdd7Fs2TIMHz7cfj5QlSKqe35qGILeusRuC1yzZo3y/JNPPkk7dOhA4+LiaE5ODp04cSL9+eefhTzsyY+ff/457dWrF01MTKT5+fn0ySefFPKFw2H65z//mebn59OEhAR65pln0jfffJOOGzdOuEWP1/2RRx6hzZs3pwkJCfSCCy6gX331lSCzorcFHj16lF5zzTX27bGqWwQvueQSCkB5a60OVXlbIMMrr7xCu3XrRhMSEmizZs3oH/7wB/vWSwZ2XefNm2enHTx4kF522WU0NzeXxsfH01atWtHf//73rtvvKLUe+f3EE0/Qbt260dTUVJqamkr79etH33//fVfeH374gY4aNYo2b96cxsXF0fz8fHrbbbfRY8eOufKuX7+eDhw4kCYnJ9OMjAw6ZswYWlBQIOT5z3/+Q4cNG0bz8vJoXFwcbdCgAe3duzedN2+e8GRbhu3bt9NRo0bRtLQ0mpqaSocNG0Y3btzoyseujeqP7ycVzG3Ghk8YDJ9YiIZP5s2bR7t27UpTUlJogwYNaP/+/ZVcUp0yi4uL6c0330zPOOMMmpaWZnPZDTfc4Or/NWvW0CuuuIK2aNGCJiQk0JSUFHrWWWfRv/71r8LjFXiYR90bVCpGjBhB27RpUyWyGaG8+uqrdN++fcKg7tOnDz3vvPPovn37aGFhYZXUb3DyCIfDdN++ffSLL75wEczRo0fpvn376OjRo+uEgWJw8jB8Uj+h4wIv/giCer0Hpb5j9+7deOuttzB27NgqrWfEiBHIyspyPfny448/RlZWlv38D4Oah8LCQmRlZQl7YhjuvvtuZGVlCY/cNqi/MHxSf6HjAi/+CAJCqWIXjEGdxubNm/HRRx/h2WefxZo1a7Bp06YquZ/9559/Fh6x3LNnT/uOk7Vr19qbtbKystC1a9dKr9/g5FFWViZsDm7fvr299v3jjz/adwTFxsaib9++1aChQXXD8ImBjgu8+CMIjIFSDzF//nxcf/31aNGiBR555BFhJ7uBgYFBNDB8YlBVqFYDZfbs2XjooYdQUFCArl274oknnhDuVTcwMDCQYXjDwKB+oNr2oLDb1aZNm4YvvvgCXbt2xaBBg7B3797qUsnAwKCGw/CGgUH9QbVFUHr27IlzzjkHTz75JADrATTNmzfHTTfdJLyAzcDAwIDB8IaBQf1BtTyoraSkBGvXrhUehhUKhTBgwADlExKLi4uFR/Cyt3o2atTI8/HLBgYGVQdKKY4cOYK8vDzh7b1VhWh5AzDcYWBQ0xANb1SLgbJ//36Ul5fbb0hkyMnJwQ8//ODKP2PGDEyfPv1UqWdgYBAFtm/fjmbNmlV5PdHyBmC4w8CgpiIIb9SK56BMnToVhYWF9h+7ncnAQIXxvxiMuXfehI6tmiOk8ZL7dj8D//rLXbjq4j5ITUo8xRrWLUT7ssJTCcMdBtHAcMepQxDeqJYISuPGjRETE2O/UZZhz549yvvnExISfF9Tb2DAEBcbh8SEeIRIyArjK7ZZxcbEIDkxEfFxsSbUf5I4Vf0XLW8AhjsMooPhjlOHIH1XLQZKfHw8unfvjuXLl9svJguHw1i+fDkmT55cHSrVSRAAKUmJyMtujJTEhEiKNeGKS8uwc+9+FB49Vp0qnjTSU5PRIjcbMdxaZk5mBlKSEtC+RVMkxMchHA67yrXMy0FCXByaZjVCl7atcLyoCABwvKgYO/cdwLETRaesDQbBYHjj1MFwh+GOmoBqu4vnpZdewrhx4/D000+jR48emDVrFv71r3/hhx9+cK0xyzh8+LDnK6kNLMTEhNCxZQtcN/xitGvRLGKxUlBKsffgIfz91aX4ZL167b62oEfn0/B/V12G5ETHS85Ma4DEhHgcOFSI4tKySCob5gSEEKQkJaJRegMcOnIMR44dRzkNg4Dgp+27MP/NZdiwdQfKFeRk4EZhYSHS0tJOSV0nwxuA4Y6gMNxhuKOqEYQ3qiWCAgBXXXUV9u3bh3vuuQcFBQXo1q0bli5dGohkDIKBgCApIR7NcrLQplkuwIXUkhITkZKcVI3aVQ6SExOQ3yQbDRRtyctq5Erjw4qEEDRKb4BG6c5a6IniYiQmxJvQbQ2F4Y1TA8MdhjtqAqrNQAGAyZMnm9BsVYMQsOlCaRihUAgEBDEhJ722QxUEZGn8OUIIKKU2gZi3PNROGN44RTDcYacZ7qgeVKuBYnBqYE0lEtmVTkBhTbC6MsUopQJ58AjqzTACMjAwcGC4wx+GO6oOxkCpQ0hKiEfT7MZolG6t68XGxKBt8zykJiWCEGJPJEop4mJj0b5FUxw9fkKQYc9JKnwoQJV5xOKUS+HyUOpUJHxXZnenU0d6++Z5iA2FuN321lq5J7VQfk3Z0ZoASE1MRKeWLZAYF4fycBiUUhwoPIyd+w6gqKTUS6qBQa2F4Q6mgeGOmoRa+TZjs9FNjeY5WbhmcD/06X4GAMuyT4iLQ3pqir02Go5MnNKyMhw6chQniktAQGD9T6TJbP3jjBCeWMQwqPVpTVoCgjANu0Ki1m17XiRDhbCyXSsryzwVjmSS4uORmZYKEgq5icW58SDSLiKcYsTL5y0uLcWhI8dQUlpqE/IHX3yNF5etws59B4JchnqHU7lJ9mRhuEMNwx0SDHdUOWr0JlmDykdcbAwy0xugWXZjJzEyaXkyoJQiJhRCo/Q0e5LJ4UzBm2EhXfszco6yNGoTksUFBOEwBQ2HQUIhsN3/llziSGfsJeko60Il8nE4j7OtKZcOOaP1XRBL+OqJrX98bByyMtJtnSmlyGzQALExMbJ0A4M6A8MdEgx31AgYA6WOQ4xuOhMHcLwAQqRJL5Wn3Kf1T2RSRjwf+0QkjYQICJvAjNzCVh4KcJ6RWIfDVQpGCFMr+Crwj7j2a3lLqpZ794zjrTF5rJ98RBgY1GEY7vDvGcMdVQtjoNRhKL0JsIiltfGNhT9tDwfgvAfiTH4ameTyDndKIx5MJB8IwmGWjXAT1fKMCLGIgD0AiSc4hwRhERUc3Sw1REJRgXOsPCHv1Hf6SojrWp/mtkGDegbDHXoY7jh1MAZKnQNxkQsBbDIAACqt1fLLrcLcpTyZsARusstEY8ugblmcfN4TC5FQpJ5Ietg6F0IILqfHrl+sR2ir5jZA1U573W2Dcv9lN8zA2R3aoXlOlijT/pfi6IkibC3Yi4OHj7gbbWBQK2C4Q3XOcEf1wRgodQyyvS6HYNn7JfiJxHsfdhgWIhlEWMBdoewVuU5Lt/BRCoQjfxLZ8QQUDkeeuyB7cpxcXX2q70I4GjwROvrJhMPKnN46Hy2b5KC8vJyrSdzFv3HHTix4Zzk++26DCe8a1EoY7jDcUdNgDJT6AMXEc7iDcmFYgN8QRtnjmjUTl4e4zsxtiGNhV+LkYXcD2OFdOBzGc5nMa/Z3wjbM8eeplM+tJ9NDbAKRPmVipEiMi0dCXJxTgielCFH+fOQIEuLi+Z4wMKj9MNxhpxvuOPUwBko9gDMPuTAnNw/Ymq5rTVXn+ahA2OY25k2J4V1KHS8kbHtX1tqyoJ6LZKx8bAOaRS8OIRCurCBIDvC6CEYOVLNPsc2CXI7cbKIB85ZCZrnZoM7BcIfhjuqEMVDqGCiomyysE5Hd8GzeO2FKIRwbSSNwh3z9wMKW8m2JTFIoFIqklYFtgpPDuO6QKeeV2YRFXWFXf93883qFfq3bIUlk35vz2GshjG1gUIthuEOnm+GO6oIxUGop4uNi0TSrMZrnNLbvs89p1BA5DTPsPPwmNRaOBfiQqjQxOEKgcMiGN+/lIKR9hjgPQnKHQRkhiGuvvJ48aejWdWXo1ox1eXVEI5IyVZ7jw880TEFAGOeAEuvV9F1at0RMKGS3/8Dhw9iyaw8OHz/uqZuBwamE4Q7DHbUF5kmytRSN0htg2Pk9cflFvZGSlAhQIDYmhJSkJCQkxCsIBNZsENKsPGxd146EgoVTrdeI25OPiWThSsJyWl/YLno7VMuyKzfVKTw1H+h2zgcpp9LFdccCt3Ysq2V7dnY/8OQJlIXDOF5UjNKyMntt+bPvNmDBu8vxw9btgXWtjTBPkq1dMNxhuKMmwDxJtg4jREJITkxAo/Q0pCYn2fHMELdYKkxECmv3uwR73ZayctwkpKyg6DXZj7Wm3FkKgTz8SEC1692tm0pftXzVrYB+MlV1yw+C4qRFCrnlEUIQEwrZr21nHl2DlGTzFEmDGgfDHYY7aguMgVKbERnMociOcB6uyWh7OOw87HRnfdb6VD2kSfYkdATgXkN2Jp0K/Hqs6lY+VX6/dNcab0AZOqh1l8iK1J1X0BvUAxjuUKYb7qhZMAZKLYZuM5pq85pIMsTxYCLhWbYGbJ12T3bVJFal8/XL6V7kJZOCLrSqkycTh27dWEeOXuFi9XlFyNulT3RkZmBwqmC4w3BHbYAxUGoJshqmo22zPDRISQYApKUkoXWzJoiNjbUnqGuS2x4QscnEOgaEsGMkL19etfYLqD2goOu7qnI670qWqZOvIyZeZhB46e3lUbnkWMJAADRKS0OPju2Rm9kQIEBZWTl27T+ArQV7UVxqXr9ucGpguMNwR22FMVBqAQghaN+iKa4fPgjtWuTZxnVCfBwS4uNc5ML+CHU2olGKyDpyZNIRcLFaB7pJroPKSwoCl5emSAuqg6psNBvoZDlB16Q1AqwPAK2b5KDJoP4oD4dBCMGR48fx7mdfYMn7q1BcWH9IxqD6YLjDcEdthjFQagniYmORnpqMzLQGkdvVIi/MAjcBqfsvclMb+GcIEYlgdGFQ/rwXIbB1Yl2Y1k9+tOHZoLDJNkrCkYnWK8zsdRwbG4u0yFMk2Wa45IQEhEKhqPQxMDgZGO4w3FFbYQyU2gjZ86B8aBYglLB4ITvNIrGuW+BkqG6fU01UkRjUcnUehbpJ/t6Uc856JoIYdrbS7TYHqNNv7Zh9qojGKzzM3qTKpBMiPsHSwKDaYLjDcEctgjFQagn4ISp4GTyDUNHbEW77I7B37svw83o8rX8a2W5nr1W7/3gZfpvT+PxKL4NGiIRID25yEY063MvXy9L97jzg9fYLLVv5GKkQEEq4B1bVX6IxqD4Y7jDcUVthDJQaiIwGKWjbPA+NM9IBACFC0LFVC6SlJCus+8ikjPxLgYiH4PYCdBNNBT6vPMHsl23xWvDkZoeJI5vrWFjYdl0IV5o4hSh3RsjvOHXULi/1gtQM6nGkareft+Y+x5MbgfgvTzSRNArExcQiPycHfbudgcLIEyKPnSjC5l27sXP/AW3dBgZBYbhDzm+4ozbDGCg1EHlZjTCy//no0fk0ANYEiI+NRXJiosJClyecbraJBONl6Xum2ZPKWp+2eYVazEJs54wjDScTW8S28hOCEHFOuTSlKnrgVPEKxVKOvIjoCXmFWHX1uMLVUr+yf73CsYnx8Tj7tHbo3CofYRoGCLBj7z68+N7KOk0yBqcOhjucugx31H4YA6UGIjYmBumpKchqmC6FRBGJUKosdmvy8pOARlwT24+gwTajqUO5sMs7px3CoJRGfDBuPZvwE1BPYo53xeeGWj9FuNOuX7cuHHnxhScn6cLSEVKltq6A4N24tBFl8uQUIgRJCQlISkwAI79jJ4qQGB+nkWBgEB0Md7A6DXfUBRgDpQaC9wKUn4CntU0pe4Om+F4LGqZ2CNTOw2TxxGFHQsUQKpNFIzFT3quwvBodoRCo579MGHzolkqfTFMihYelZzBYlbtFgoC5aK4wM3U+hG6gTp18OJbzoZRr0Dyx6DwothzuXAUDg5OH4Q7DHXUJxkCpoRCIRh6FkWNCrUAppdR+2ZYz4ew5BSDyevLICUqJvS5rnSawN6wRZ0KDy88yU6EgK855A2ztN0JShNizSSqj8uL47wSEsLrdOalUyvZiuB3wogdJHRZh+gqxYb6c1ES7K9x0wJMHT7rajXqRulgfhcPuvjEwOBkY7jDcUVdgDJRqRmJ8PFo3zUXT7EaIi40FAdCiSQ6yG2ZYk0kagHYI1B75AAvJUub1MKKBuK7peBAUojfBJgdPFLDT5E1x2rVXO5TKDnnCcpOKE/IVvR1nsvIODed7yPVzG+Ls84o1Y/UacKReJee5Zah0kHfz+98e6RB2ckIiTm/d0nqTaaTiwmPHsGHbdhw8fMRDhkF9h+EO/rzhjrrIHcZAqWakJiehz1ld0L9HNzRISQYBEB8XF3m7JfMEYHkjcAa34AEJ1j7AexRW6NIJh+osdX5CyxvBZHIJR55uqAOTa3sICm/AqYO4yspyWD62mc5VH5eqqtO1QY3Ipd2wQ9FSjSqiJYTYD1Dyeu6BENaOlM1ITcFF3bvhvNM72Z7Yxh278I+3ltYZkjGoGhjuMNxR17nDGCjVjJgQQVpqMnIbNUR6agoAaTBSnlhgRzz5wW5PWnumiXXQiNcDaT1TtTlMPq8LNcoThy8rk5SOZHSb6zyfneCRFuRctOAJQUjThWA1EAjdTrQ2NWakpgKpTr6DR44iPtZMTQNvGO6AS47hjrrFHXWnJbUZ1AmHip4Jv8sdtjckLMtKIUdVQNTKxrwhBzpPJtpJLedz5fUhKlknFQHpPDMvb4wvHw2EujzOsWNVWNY3VBsJA8uaqUjZwEALwx2CToY76hZ3GAOlhoF5PoD1GY68N4NSOM8JoIhsFIuEXtl6pyOlcnWSjoOQk2vSKdJ0MqIhBZbff+02egSRFlRXd384T7NkPwwuL8nAIAoY7jDcUde4wxgopxjNchqjTdMmSElKBACkp6agZV4O4uOsS8GHZplFzEKwVNiQxbwea42YDXUhqCjkhb3uHARCPk0ZOUQbjVxdKNZzB3sFwXsqXmQk68QfWbyvDlEzkpN35PsrBnuPHR+6Tk9JRo9OHZDVMENS0LnSxaWl2LRjF7YW7AlWl0Gth+EOwx2C0HrAHcZAOcXo2LI5RvW/AE2zGgGgiAnFIC01GQnx8WCbuWg4jDAL10VCsxHHSIDnYKYOBQGR5zYqQqgqGV7ejKqcLmzq+GnqfH51RwsvAvEimEBkScWNhnL5aAnG7gcq9xKQlZGB4b3PRXEp91p1Yu0DIMT6/vPhI3j5/VW1gmQMKgeGOwx38PXUB+4wBsopRmpyEppmZSK/STY3YLkd2xTWn3CPOxEIQn4aoQAKgPIPknZ2oMtrvEEneRBiUIVXeS2DhlL5NWZdfV7w2iSnCwGr1u+V8vh0xXkvotGSH2DftMnKxcfFWreK8nIIAUJOfyQnJqBBSrJSpkHdhOEOwx1COuo+dxgDpUbA8XbsP9uHcAULrTNUTuFDvODKUUQWLKOa4IE114QuVWkqotGFZUlAnaMhIa+8MgHpiMfOIYVmdTJ9QaktS9ZTF9IW9DCo5zDcIcs03FF3uMMYKNUIexAzTmFEA7hCskI5dloxOanSM6KuvDpU1pqtkAbHEwqFQvbmPQYVoXhNMF29cn7Z66solKFZiJ5QtPWI3hX7HVC3lUpjghBEvNyTb5tB7YThDguGO+o2dxgDpQqRmd4AHVs2RxoXTuvSpiWSE61Nbs7goQLB8MmEKAZ5hGWU673S2KPcZ9DJ4LUW61eO93js8C0AEnkYETsXbd1B8+tCsTz81o1d4WZdv3FeXZBwsKoeOy91yEPdBRQIE9BInQlxcejYsgUGnXu2VvfycBh7DvyM7zZvRVl5ua8+BjUHhjsMd/jpUR+4wxgoVYimWY0wqv8FaN001x6EDVKSkZ6aIhAMlb0fCrD3SFCJeAhxHkFtEwg/yCm/zuyAeU66CcNkVIYXFAqFxEkX+QtJBKRCUCKUPSfeC4om3KwMgUrhZDlka5fhfw2k+lQhah583nA4bD9NkoK9AkwMz1NKgBBbcyZIio9Hry6d0Ll1S6EuW3cAJaWlWP3Nd/hpx05joNQyGO4QmmS4g0N94g5joFQhkhIS0Cy7MVo3bQII1i1HLMybscnFyqF+46hlLfNTJzApEGI/T0DlBXiRTLSbzVRyKKUIW19cMuX8QbwYWb6OLHT6qfLo0tmkZUTNf9e1h//Oezsq8uLzUlCEqeJx4ATWrv0I2cSECBqnpaFxepolL5I/xHmbxaWl2LRzl03uBrUHhjvENMMd9ZM7Qv5ZosO9994rWGOEEHTo0ME+X1RUhEmTJqFRo0ZITU3FyJEjsWdPzb/dqaJwJi9/LE3qCLmw79aDeCxvx3lWAffqbvangrVg6/4DXNdF1E8km2ghb/pS1RNmt0AGkCPLU+VT1a3yCPzCsjpSFOrT6EGtygBYEzwUCik9Hr/2iJ4btT/ZhSb8Z9j6o+GwfVtpOBwWrqVFWLUHhjfcMNxhuKO+c0elGygA0LlzZ+zevdv+++9//2ufu+WWW/DGG29g8eLFWLlyJXbt2oXLL7+8KtSoseCJxyEa5t4wUmGD1QnLusvL4UEC/XTwD8WqwoxB28LAT6YgZMGXqyh4HeT6+fPRhG9l2fykJRHiVhGYK5SraJvWOwMjo5BEkpFyXM5wOIxwOIzy8rCLYASJNYVpAsDwhj8Md7hhuKPuckeVLPHExsYiNzfXlV5YWIi///3vWLRoES666CIAwLx589CxY0d88sknOPfcc6tCnVOC+LhYtGveFDmNMhAbEwMAaNssz/d+cwIAkTAgFJPcb+JTm5g4ea483qFRr0mnsui9wE9wOQzJKayUx8qo9NXVLYdsZYLx01nnFSkqUj6/QAW57V6emJAPhA0IdhaOR6TRnRGpQnaIEDRpnIl+Z5+JopISrb7Hi4rx7abNOHT0mGe7qhr1kTcAwx1yfsMdhjsYqsRA2bhxI/Ly8pCYmIhevXphxowZaNGiBdauXYvS0lIMGDDAztuhQwe0aNECq1evrtVEk5yYiAu7d0Gv0zvYO+2TExPQOCPNldcZTBS8l0Mji5MuDwlqq5pS9oIv96APTlLuSR4N/MKbJ1NeSVJcHpV3IW+yixZeHh3gjo7zuuj0VRGM3Aa7LmJdUV2/aOVH0u3X2RMrbNy2WR7GDRuI8sjtmexHzZEL7Dl4ELP/VVjtBkp95A3AcIdXHRUtb7hDXY9Sfg3mjko3UHr27In58+fjtNNOw+7duzF9+nRccMEFWL9+PQoKChAfH4+MjAyhTE5ODgoKCrQyi4uLUVxcbB8fPny4stU+acTGhJCb2RBtm+chNSlJYcFDGKGE+9e+TZBFayWCscrrbz/jZVGuIq+QrMp7kPMGWffUpcvrulImTzlBvDaVt6NaT1bBq13RhIsrSqiq66InU/cPjYtc2f4CWD9U1o+PRTSpyUlIS03R1kVh/RgmJcRH1ZbKRlXwBmC4wypvuMNwR+3kjko3UIYMGWJ/P+OMM9CzZ0/k5+fjX//6F5KSkiokc8aMGZg+fXplqVh1oOKGNgtymDLit1D+QlPQsBjBlCeYeGyVEnblBwhF8pa6LuQZhFj8PCuVfOE4gK4q2YQQ14OaWDr/qTvvpaOXl+HSSyFXFSpW9bVvyJX9SCjkKcO9xBlhbFg4Ce7rJctk9VXcb6wcVAVvAIY7DHc4cg131D7uqJJNsjwyMjLQvn17/PTTT8jNzUVJSQkOHTok5NmzZ49y7Zlh6tSpKCwstP+2b99exVpXDNZFli8XiZimVgZCeWaIEIyHp8J/CnVRZzyqRoiXdxHU21F5FUEIxqte+c8Pcj4VEfJpbNOXDsrQq0//27pA2dWB9PdqM9u0Zu+sj7xLxQrfh2BtfBMfVmX/eW5sBGhk174w5lwedpSNOgWoDN4ADHcY7jDcUZu5o8qfg3L06FFs2rQJY8eORffu3REXF4fly5dj5MiRAIANGzZg27Zt6NWrl1ZGQkICEhISqlrVqNAsuzHym2QjPtbqwrTUZDRp1BAxkccxWwOUWLd2sYtIqU1EYX7SUkYabs9Ba52zRWcNvNaE/bwdnQ7RhiX5MsKnj8ehKu/Kz7WPX+Nl3gTfO4Q4zyIQZCN60pB1c4fjRUINUo5Sao8ZOz3EkyGvsQOeLK3QLHcOTl9Y9XHFeQcIFEkJ8ejeoR0y0xrY9RQc+Bnfb94WpBuqBJXBG4DhDsBwhyu/4Y5awx2VbqDcdtttGD58OPLz87Fr1y5MmzYNMTExuPrqq5Geno4bbrgBt956KzIzM5GWloabbroJvXr1qnUb3U5vk49LLzwXGZE1utiYGGRlZiAuNtYmDuufiPVqDz4r3bGKpTVlsOxOHj68KiL4mqddwicMKYd05fOyLC/iqQgpeZW3j6R1UMrlZ5ONSnnYJ5HShPQoSM/Lg/IjZlV4l1KKmMgdHADzgIhAMNQeU4q1ZJ5oKJMhKMUliD9Q6anJuPTCc3G8uMTW5aN160+pgVJfeAMw3KHKo5NZURjuqBvcUekGyo4dO3D11VfjwIEDyMrKwvnnn49PPvkEWVlZAIBHH30UoVAII0eORHFxMQYNGoSnnnqqstWocmSmN0D7Fk3RKJ1Zjs4lFdeIw8Ioty115vmwwePhsdiy+NniA6/BrQq/su8yqUVLFCpPTtDBUqBCclxlVROdEBcJCXJ0FdphT64OuW9kfQIStlgNEb7Lfc6ni1Rg0aksUr5GtnzWBE4CESjWkR4XG4OWec5SSZhSbN7lvfm0slFfeAMw3BG0XsMdcjX1jzsq3UB58cUXPc8nJiZi9uzZmD17dmVXfUrB3dmuTo9cW2fARTJQYn8XPiXrmn23BxD/EWDeqzwn3cRQTmiubi+iUVn0nuRECMDpoQpDByE2r7VvGdpQL5dGZJKh1A5xUu5CUY+6/XSRr62XnizEyoaTKlQrE5Ms13p4kyhfqJc6JCTo5t+0Skd94Q3AcAdfjyzHcIe6rvrKHeZdPAGhGjB+A932dmxPRzWBImvN9oDmjXBuHZmF7awDLTHodFaFYeXyfmFZVi6IdS/Db6Lr6lKWUU0o6n5fBUunEqnpriVxOl7d/ggJ+enP16H90VC0k79GtowQ4TlPr7NCB4ctmNfDvEnJyyOizpQ/Z3DSMNzhyDTcYbgjGhgDJQAyGqSgfYumSEyIBwtvtW7WBPFxcZGBE8loW8nsOEIwYbbBTTEgKMAGAIkcOvKsVOesorg0oVQTTYYqROuVzp+T69YRAe+Fua1vajdPOEcc35JycoTBr4CqHV4krOsbOzSqI5kA0BGMV71yHtY7FACh/Dn1D5BOjnAsezv8eYeDDCoZhjsMdwSF4Q43jIESAE2zG+Pqwf2QnZlhXWQKZKY1EB9QQwFKuR3glEa8H4eEhOtI+UdUi6Ezboq5bgWr6OAHvL0i+5XdlCqfFyCD5aGUCm/BDEJQ1MksEEcIcDaosRnF/jy8N7/vft6hqpzsPdnnNB6Yqh4vKHUlkStOAERuDXRkukOu8nVSekU04mcTChJy/yAQKa+lQ3RtMdDDcIcbhjsMdwSFMVACIDUpEe3zm6JZdmMAkUFBATvsyggDketEnV32atOd2JlFy1Y6L6EiBBONp8PO815ERSaOrk5VXYygSIRMtLVxRCPX55cme2K6sKhKV4EMrASdhp7EpsvvCsWHYPWDkhiJi2jkOvk22o9Bt5gmMta4cK0gjI1DRj7GQKkMGO6Iri7DHYY7eBgDJWrIgcTId+owhX4YOl4ShX5SylCFHJXSpcGpCuWprG/VeqxOvh/5BAkP63TWneflVtQL5NddWTuUsjTyhastTWzdRNfpoT+pzyt+lzVy6yXLJZR5k7CXElzEG/GAQIhLF4PKgOEOuUwQ3XRlDHfwJ/V5azN3GANFgZhQSLioMTExjhXK9b6z4hc5pu4H3jg70yTLUjeYVaFBDVSEoMsvk4OKfLw8JNWA9wt/yrK9CCoIaUVLYDp4eTyRSKV9PtofgKBQ9gGI4w1qCMavbtV1jGylBAlT59EaUHiHrH5KEUNCiIuN8XL6QCm1XyRmYMFwh+EOdt5wh1r/aHjDGCgSYkIhtGvRFI0bpiFEQgAoTstvhsT4eIdiiPsV54xqWJJtVdLIOY5sPFkf3p4In0fOK3+XLf0gE0Yl1897kdMB92OjK+o9VXQSy/roQrE6knZ5N1ZioLpU8niZ3iSt9wodsua1EvtHp4OdGvHW5Y1vQjlC0LhhOnp16eSQrrsqlJWX4+Ovv3PVV19huMNwB0s33KHnjmh4wxgoEuLj43DxuWehR+fTEBdnWYEpiQlIS022xhgjCc/BT+yLya6dKrs86FSeg1K6h3WuIxU/b8rrmE/382SYbuzV5dpwqKItKj3k8n4T0A+6tqr0dHsTsC+orh+8PFidfOF6apqgIn8rsz0otcTvkkPsA6aI5A0B7Vs0w29HDrM8MtZuLj8AHDtRZAwUDoY7DHfIdRnugIs7jhcVGwOloogJhdA8Jwud2+YjIS7Ous2PdS4VB749MCkAzkNCGLDX5CIg0BONDkE9ANUk1A3oaGXzeYOWkSeaihR1noiOaOSyQdN08CK2IOVVqAwPTyVBXV78EdOyk7pi64MdhsPihkMAGakpSE9tFZFPlOKPHj8RvM56AMMdevmGO7xRn7gjGt4wBooHnItLrLCWgmCsEBixwrHECsNSVpazHCkLjFH3APcKFfpBnlxehMDy+uXxQrTkJXt6qrK6NqjOqc4H1VV1Xtl31oFnWb6Mjtij0csvxKtKF0O2bLh5e4NWWSdsy4qHOaKx5WmleOtnYLhDBcMdbhn1lTuCot4bKKFQCLExTufGx8UiFCI2odhv/qTOBRG9HzjfKQVgXXh7cnB5GcnYZXwghM6kcKbsRfjJC2rRM9lepKDT0a9e1YQOSZsK5bLO211FD0/lRXlNdnFiepOYSl+VbhXxCqOFF6G6+17/Y+X3g6bSl/2AgpDIczn0ZF8fYbhDXafhDsMdXtwRDW/UewOlSeOGaNkkx7YAkxLikZneABZZCMziEAYQ2d3MGIPrdGo9YImlA9xzDRik66ObFF4ehBd0ZCTDz3qPJuzoNXj5dsieh04Xnjj4EKKqTUFDvixNJiWXvq5SkTxWRrts0JB4UG8WPtcjGg/TGY4Koon8I9die/Vc/wh9JOlQ3w0Uwx2GO1z6ukpF8lgZ7bL1mTuMgRIF2rdohmEX9kRcbAwICGJjY9AiNxsx9pPzqOtqEMJ24ke8JYQ5AiLOmjHlPmFdXGsweVvq/HEQq9XWyYes5PKyh+VFSqq8fvDyuNl3Fh7U6c9PpCCT1Usvue1aeSfxw+unoyfpe5RTXTf3DxFLF8voyoLXxcfwsAk2MpDru3ECGO7gyxrusDP61qOD4Q436r2B8vPhI9i4bWckVEsQHxeL3EYN0Ti9QXDvg+ch7uJZoS04JzlxuokfqDrJU4i2HA9VCE+egKoJ6eXJsNsE/ax5SqkQhmVpKjKSicar73Rejp+nptOTS7CfAaCCKj2avIDbM+HzV4ZRYJFLZCiysRppF9/3Lv0YwRjDxIbhDsMdcl5tGw13VIg76r2B8u3/tuGnHbvt+Z+anIRm2Y3Rokk2YjRhPGp3ODfhERkgnDXKpVpHAScry1tV4CdcRQeul9fFPlWDViYKnmjkMnweAL6EpNNT1tcvlMsmnqttPnX4pQmymAfjitlD9E4UMnVEIJImEyOHsLm22e56pHw4jDAhrg1vBmoY7jDcoShkuKMSUe8NlNKyMpSWldnHFNaDZNiT8SilwiYfe2BbjMJu2HIGBgUICUWuHbXX7LzCgvKEVU0CP4tdzq/LJ09g3wmnyasa4DwZsGM5H+sH/oVhPHmoiEZVR9A2e3lLcprW42KyA9bpBVefUO6DuOvxuj482aj6WpIkfDpjmNrjk10LAK7QudwfhNJ6H00x3GG4Q5XXcIcfdwRtsTFQgoENBH4QRnboWyRCAGq9jIn3iexzcMrrvA+dV3Gy3hBfX1BZqsGsIhiZGPjv7E9lUbMBK5fRTSjeQ5J10LVX1t+r72UisvOydgbskyAEriIEyn/h1I/menkTjExWWkmgnEeqKksiHiLjJwMfGO4w3GG4w/kepVNjDBQXnNBhOBy2RwDf0aFQCDRMrYcqceWcC0uFVEiDT1lrFBdONQD4QayCyjvw8mp0dcqTREcwvExVPbq8unKyHkHaqCobZOLqPCmVR+ell981teUCkXDtyf2gyNclGElZnjx75wYrqxpjx4uKUVxSakcFjp0oOil96x4Md3jVabhDna++cYd5UNvJgIoTgFD+QjGrmAAIg8J5vwHlXEpKOStSsrCDwM9a90vzGvwySXgNRBay48t56ecJ4rzuTEcsqgnCf8rEJLcrWlLSq6p+4ZZKvspD08mU9XF7vhbROOPKX3eVtxXNDw//R4kTslXhiw0/4bv/bbGjJyWlpb761SsY7rBhuMM5lvXlz9VH7igpCc4bxkBRgHJEAzBSAZzNbZFUIpejTj4mCBUb6IA6dOtHNKowoFdZuT5dXl3YMajeoO5d7PxklgmGfcrkwxOfTne/815hSF27dCTGl9PJUV0TJTFZ7pC0PVLdBr5OHZmofmCsLIQ7Js4DrwgsouFk2TIJwUdfrceS5R9q5RsY7lDlNdxhuIPnjmjGdL0yUAgh9jMLFBFVAEBCfBxCIfXT7ygFEPFwrGtFhBCslc8STah6oFRGG2S9RB3VD2kKOii8PA0+j84j8Dqvawc/oP2sfz+5fpC9qorIZ+V0nzoy8JNnbZKEs5GMOGNIV15FNLprb6VJP44EoIQgFBOyPCC4xxaTVVpWjqKSEm076jIMd/jDcIfhDnW5inNHvTJQGiQnoX1+U+v152xCwGEDCiApPg6ZaQ2sdbUw2wxouT8EIeYiRQJqhJ2yIQyFSLqXRxJkQspQDSp5oHuV5XVQeTs8WXlBJjjZY/Eqo7bQvYmrIt6kVxv8rosqH39e9d2LJIP2qfOkUSINKLeevFwV0eg9oYjesIgNUrqTl/81rr8RE8Mdhjv8zhnuqHzuqFcGSpOsTFx36UDkZDZESCIZZ2IB2Q0zECIE4TCNkAoAEIRCFCH7Viv2Z9up3ITw1+VkBqNq4PDpKk9IFQ5VydVNZq8QoN/ElOtVEZuX7Gi9OS89dHmdfJE7Klw6AYC6f6IJEfPHQYjJ0kjUVUcwOs9S3b/OLa9imxQediS0W3/NE8MdqryyXMMdhjvEfDhp7qhXBkpSQgJaN81Fs+ws66VekKzaMEU48mlZiCw0G7EUKWDve6MApWGOUByyYRdOhmuC858KKzZa6AazF7wmTLQhy6DenIr8ZF1UfRGkX6LpN/U1AtgPhtM2AJGxIBIYX07tccjf+VC0ihSE8ty/liKRH0VJf53Hw9fHl2GHLGwr9oWi/6ioRn2E4Q43DHeIMNxR+dxRrwwUAPaFCof5zmTEAIVVyBVlrk/kO7/nyp44tmXJSVdNPo5gKCHCNVRNWIEMFVa+atKqyvPHukkRjQxVui6/nEaItckqGi9I1tVPB1muzgsUj90ehLvfIeV396WqP728E7m8ID0ybh1CYXqD89rUHhwA+5kSDqm562HekZxuEIHhDqWcispQpevyy2mGO+oHd9Q7A4UyBnB1onOBCGEv7RIfugNuoMkWsUU6YZDIf7zZqBrcFM7AlYdo0AvslU8XnvPyzlTyVIQWLfyIQj4OhULCEyW9dAjqMUbjrbHfCpV8pzyT4SYYvdzoCQbU8Xso3ETIdHLGL+H09/YkQ6GQLYb3jhQKBWpfXYfhDsMdhjtOLXfUOwNFgHVtBBD+lE0uzlmeHACdd+JxG6ErL+zNdBUhFz+iketWnVeF8vg8fpNYpwMhxPUODCZf9jAY5Nejq/QJqksQ8lFI0Mq0f4Ck/rLOBbsW0egvyBf0kwmOP3bSeaIR62A6R57VwR0D1DUuSKQQUfRNvYXhDvvTcIctQSvTcEfFuKPeGSiCVwMA1Kfj+HBr5AJTWm57QbxXpCwueUD2wNd4JIKe8CcIXV1BoBr4XjpVZNKqJ6TqNkz1vf5+BCOf5z0UQuQd8qxM1M1QtoMRoSXPqtfK4n/NZC9aBe43i/vC2uYQm78cdeiVUgoaDkf0tnRXDh+Zw+opDHe4ZRjuqFg7DHcEQ/0yUKgVSqXhcOQqMSsSQjiM0YkdqmPF7c1ObtH2IFZYi65BYAsmjnwPcojGC4iGCHhvxMsLCiJHzhs0hCwTicpr0unl31Y+ZCla//oZE0xvPk31XZapVlXwue1UV97IuHLX5/5hcb4zT0gMz8o/Xtah2vPjowAU3j+KdR6GO1x5DXe4ywTRm09TfZdl1mfuqFcGCgXs92TY4UBEBo7gzTBrk0K4QYq6BzpvXYOtIksXUjcw5Uurmuiqso71rb7oQQeDPABZWrTlebg3VFmyVY++1j0Om4fOG+T1VOdxJpsfgbq9MDHM7kW6/PVw183KQxonvOck5pe9I5VOKm+GT/cnYCp8IwoZAOxNiPwdKfUVhjvU+Qx3GO6oSu6oVwYKQeRV0KEQGCGwdMqby1S8LYy/pKoB64QGqZI4/MKLKqhClKpwr+6T1zWoh6PSifeUZMjp0XhofgQZxPsK6nVFA5Ucr0nr9kL4YUSlfILUwDoQQiK/e+7rpRonELL695HKC+ZfaQ9CQELES+U6D8MdhjuikcmnGe6oOHfUKwMFhG3c8dqy44TM3APLu5f5sJZwLNeguKjy+SDeSEU8F9XEDFpPULk6sgoqi8+nnHBQk598LPdzUP2DkK9KB6uc+ppY5MOO2ZqtLnyrGTvO0AwAEqknGGmr+pMRTWUReK2G4Q7DHQH0N9xhobK4o34ZKGDeBCJjgbtqkmehsmQj2bzls3888nl5D37egZyfP/abDJXxQyPrKntaXiSiIo6gpOOlD6+HirD5fNEiKAGLfUulP0BkBzbOeEkexBYZT9ZtrnDVp7oOznfHK3L6yOVQ2XIopXaoHeCiBsZGMdxxkjDcoT5vuEOPemegAPYlBqi77yilkJ8uIA407zVcKwfhuEudTzXRVCE3r7rkAeWVl58MqgkZhPS8iMqPZOTzfnL4NqnaoUuX03R6BSHc6EhJ9Hi4mgKVEfuFuLJR+UkGFfDueJ3svlF4Vuw6V9YPU12C4Q7DHYY7Th131D8DhcIyAyMGqnjpIpYp5wUJp2kAqxjONYtmkEYTlgWcwaPyiLxIy69enVydDE+yVZCVzmvyCpPq6vJqm46MgkwcVZu82+2fP2h9loei+AHiRirhSKLiJMDuHBE5Rk0uZpMsAMMdPvUa7jDcUdncUf8MFA2cySabhaJVSohoXTvl2Rc3ccn1OLIczyXoBApCRnw5r/CkTpafJ+Ll8chhU/5T53Xp6pZ1VaWpPTqlCGUd0RCXjqRV+gSVydJoZMZ7kQax84vXQNeeUCjEndN4XNSRoSJmSqng1Ru4YbhDLCfrqDpvuMNwRxDUUwOFAIRGZdWxjvYkGOsoQlPBwoD8n+cAUwx4P49EN/iiCz+6dfZK82uDzjvxyuunj/xODuuHIDpPhJfH16/yCvlJaSUTyIMpaDsdnVk9vAxOD9cPXzB5fBnVGFCNIfUYNyEUC4Y7KgrDHYY7okW9MlDYeCAEACVACHCHXisSXrMGGTsk8B9cvAfCf/pNLv5xzjzY+yfsVijCnn5kFnRSqgarypsIShQV1SMaGSrCkAlFl5/Py+WA9bRJuMqp86vlqLxFK59IlgIpWAPMCdsqZKi9JHGcyjqw/HxdzrlwvTZPDHcY7uDPGe4Qy7P8lc0d9cpAsUCcD0Wv2Vat3dlBvRkupBUov/fkVOXXD0j9gFaRDQ9VGn+LmFeo1ytNN0GjIZ7KIBu5/iB1Ofl15bgfFMLKiPUF9Qx1nhZfh1t9Av7pjLJHLF8zFWEKvAN+TIUEfSi1VrDDNKxSpJ7BcAcPwx3uugx3VC531EMDxTIvrSitwiKlzvewolP1EztyQeEQTVBPyGvyRzshVaQl52HpujCviij8QsI6ROMFyXX4TU6v75VJUA6RqNriXU/QHwRVvdYPl6JfEJnvEU9I11bZy9MRj+w9ub2iMMJUvhegPsJwB0s33OEPwx0nzx0h/ywiVq1aheHDhyMvLw+EELz66quuht1zzz1o0qQJkpKSMGDAAGzcuFHIc/DgQYwZMwZpaWnIyMjADTfcgKNHj1aoAdGAsn9Yh7lCtIiEceWL5g5/edfjrA2zx2OrLGNCiHDfODtWWbT8IGUyy8vLleHZQISgITaVd6YafPy5IPm8oCIzeeCHQiH7j6+nouQn5xVlOt1TUa6SdVT1CRsT/B+fbl3bcoTD5aBU/eAjArg8bzYm+HqdT3/dZX2gGJfRojbzBmC4Q2yS4Q7DHWpUNndEbaAcO3YMXbt2xezZs5XnH3zwQTz++OOYO3cuPv30U6SkpGDQoEEoKiqy84wZMwbffvstli1bhjfffBOrVq3C+PHjK9SA6BGxDLkLIxMAtXPZGeywrd7L4IkAltWoGEA8dBdNJhVXCxSyA08ua1RaH6weSQ0V0cjHMjF4TX5Zjpd3FagJHmRnffJ3Vej7z7sOJsu5puyT/UVycn+OLqoJrv4u1hEO89fTCf/TiMfj+CKWty1fv8BjwnH4hTGMyC2EfL0EFSdbhtrPG4DhDhjuMNxxSrkj6iWeIUOGYMiQIcpzlFLMmjULf/jDH3DZZZcBAJ5//nnk5OTg1VdfxejRo/H9999j6dKlWLNmDc4++2wAwBNPPIFLLrkEDz/8MPLy8ireGj9Qy/MhVqTWRQSA4wm4SEd6dC+l1A7jsklmW68Ri9XyhsLOYIB7wqkeCSxbw3K9gm5SHpXFTQixB6g8MGmkT1S6qY6ZdS3L51/0Jesnf/fyCmx9oyRl/tMqGwaljldDpTZ6e08R38IeC6paqS0frttLAZncROJ2iIXY14HPZ8l22sf+oQjbrjxAQuI6P9/3/EvtZK2oJC9EZfJzrqU9drhxUhHUat6wlDTcYbhDKctwR9VxR9QRFC9s3rwZBQUFGDBggJ2Wnp6Onj17YvXq1QCA1atXIyMjwyYZABgwYABCoRA+/fRTpdzi4mIcPnxY+KsoVBaiclKzcxBMXqcMRItY5SGQyH8qHfhPgbi4sKvKG+I9Dq82BoE9cKTsQTwZPt3L8pa9Ab/wZUU8O33d9jet5xREJ6cO8btTr1OPmE6Fa+ro59eXst7MdRX7MZp+sccVVzWV8rI6Xf0EIKTwlisLVcUbgOEOOa/hDr0OYt32N8Md1cgdlWqgFBQUAABycnKE9JycHPtcQUEBsrOzhfOxsbHIzMy088iYMWMG0tPT7b/mzZtXWEfmvYTD8oWOTOYwFY1a6iYDlu6EtdzeCiHEslJDIlHIBGPXLk1o3QRThf9UZOQup/akKPtPIjavgSxPahXRsD9eRx05+k0YlU5ye2WdVJ6ark1B2uzXB9JZ6QfI+fOS5QWVWvL1lGUwclHtYwAUfpsgh8sb4IftZFBVvAEY7pDzGe4w3MH09tKlpnBHpRooVYWpU6eisLDQ/tu+fXvgsvIAkvvPzgcCAutV6joZDP4DIlIf1N6EymOS62EDRFe/yrOIFtQe/Wr9ZZ1V7VZa2hLkNgaFikR5soq23bxuftfQzxvzrtsJw0YDrx+WIFCRpUzCALWWKWhEQwpQSsCHhV1jFAQEMUqPvqbDcIfhDsMd/qip3FGptxnn5uYCAPbs2YMmTZrY6Xv27EG3bt3sPHv37hXKlZWV4eDBg3Z5GQkJCUhISIhanzPatUJeViOrwylFi9xsJCe65VjnAfDdqLVYHWvW36KnsJ/oBO+BLROHjoi80is64fzyBZEbZNKydqk8FV0dXnXL/aSqz09PJiOIp+qlk6gLgehKszzaprhkCHX4jDPVmND1DaURjxiOis61sRKd9kf3o1BRVBVvAIY7DHeoYbgDLj1rIndUqoHSqlUr5ObmYvny5TaxHD58GJ9++ikmTpwIAOjVqxcOHTqEtWvXonv37gCA999/H+FwGD179qxMdfCLfudhUK/uCIVCCIfDIAAS4uI4j4i7oBQANxGE5xiwMcMIhlpXyfcCEIe0vCarF8EEBT9JXPWc5DjxCiPqJrJshcvfo63fq75oZfil6SatnE8+p2pztHrL+QQyCSRB7aH5eYzq68TdOhqw7oqgpvEGYLhD0P8kYLjDcMfJcEfUBsrRo0fx008/2cebN2/GunXrkJmZiRYtWmDKlCm4//770a5dO7Rq1Qp//OMfkZeXhxEjRgAAOnbsiMGDB+M3v/kN5s6di9LSUkyePBmjR4+u9J34CfFxSElKQkyEZKzd9JEBARIxAh3L3CEEADTSwZTYPWwde9fpNRl5T0A+J5cPMnBVZVUDnw2TyvyRiYYMvYhGNXn573J+lTflJc9LF790Jou/y8CrHt35aK6hFkS8piqvzW8siLqydL2HRSl1dvNTfgNe9KhNvAEY7rDrtc4a7lDU75VuuKNyuCNqA+Xzzz9Hv3797ONbb70VADBu3DjMnz8fd9xxB44dO4bx48fj0KFDOP/887F06VIkJibaZRYuXIjJkyejf//+CIVCGDlyJB5//PGKtcAD1jounFU9uVPDJMIolpvDh6doJGzrzEybguw8gNraZ8fy5dMRjVeIUkdKfhNMHGAU1jqhapQQ+L38LOjk8PM0/MKzXuX5snz7lWFNUQKrKbAnxMOLAFS6e4VMgxBzkD4NCr3nQ+xPAmIfWvntmitND6B28QZguMP5NNxhuEM4Y3+eCu6I2kDp27evZ4WEENx333247777tHkyMzOxaNGiaKuuGBiHAPwXmwRsKzLSpnB5GDI9WHwit9m5XQzQDDihxuADWjcxecs2iBxdnUKajnt85AYF05mfYH4ehK5ufiKf7A9mNPDrT79zQXT1D6E6BODVjxW5Rk45nmQA14/oSfR5reMNwHCH4Y6ThuGOk+OOevEuHpWHQikFiYRi7fAt60diOUy2gxSOvg4r0fu8V1hPDr/pBrqKeNRk5LbSvcAProoOXF4O/11n6Xt5drweKq9QhpPH8XyjJTevtsuhUlleND8Kslw1mUYXJrXJPdJ2yv9rE7/dM3YvMa+Z9RulcMgtqpbUDRjucJQx3KHL54bhjsrhjjpvoFAAsgFnWXTWJ7vX27lN0LkwFtHoJoDefRDIQ7FOxwaParLwA1e2dnVhPh3RCMeAeyWZSp8KBAktekFFMicTLg1CMH4yZFkymXt5WTqilMGuiXxt/PpTe44qrp+klyusT50QrKaU/S+h1j8WqTjjnxFNfYThjsgxDHcY7nCVsv+tSu6o8wYKC8UC4gXkHzBknyNAKPKoXnsgstwuj8U92NmzB7hKhIvsFWZkhMcPFhkqcvKauLwaVmZRDy5JXzbKumR4eQpe+Vk+v7oci16sx3lUszhJ+LzyNdP1u65e1XcdiVQkNC0KCEb4/BghhII96ogoKSoyQKl1zo4K2MRIQGnY8pYq7gjXWhjuMNxhuKN6uaPOGyiQJpR9SPlBHNmVz5ECb73KHolwoYnk6TAZjFC4utyq8feQW8fW3CAIhSIXGYoHGHEcpxo67O4CXZmg8PIEghKFKq846aPTxbH0nfJsQjjyiP2p003WSyYfVVtkPfhjHVTEpfKOZLmIqE9seohyllPmBOnLOqpT+5jomlMfLRTDHa4yQWG4w3AHp3R09XOo0waKaNHBumgUYLFbexeyYPVR8CNYefGFSiL/UCAEYr1MiVKBOFRwD17rMxwGQqHIMZsohJ2nsDfUS+qwWnyHAnXE+ul0MtDJcvpF/FRZ2mqvhHk3fL+6J6sXvLyrIOd4gvLz7qL1fsIRb9wmzsiY1c99NVGRGObFu+8I0ZYNA9QmaKs0T+D1CYY71Poa7jDcoSxbRdxRZwyUNs2a4KwObe1jAiA/N8uenFZaZLaqPAQQx1uRBo52TPCejpCs9ni8jt0WOOH+jZAL0181ge1Zq/aM3Eq6s3jpx9K8iEjlRbAwqDMpAealuH4EPOQ4Mggnh6WJE573ktzp6nv/vdrshSD9oZPFe1IOcUUYRfCGiL3cwPeNnsilPmVfNU2x+4R5XRzx8591FYY7DHcY7nDqqUncUWcMlLM6tsXdvxoNINKnwiCzvwFg62zOefbgJT4XANBwWLDWo13j1MHPM7Lr4Vwb4mTS18vGp0Z2RfV1VROFte/uJyKU4UPlVpqaZHQEoKqDfzkVf04VGpW9Gd3klYkpKLkE6SvBq3IKehKJSj+v0LNcLx8Z8N/wSLxO1noY7oDhjggMdzhyawJ31BkDxfYdCJG8GCcP5xApy/MXmC/EW9xBLduThVUXUwAWuSg216l0kMFPjKBhzIroq9eJaL7L/UUAiLenyXVQWu4i/CCTUfY43DqePFQ6qPrcq14i/KKI0PWxLmTs9QZYp88oaIjYY0z0spzPugzDHXoY7jDcIet0KrmjzhgoQSGHYYMi6AAKKsurnBy2s4mTcPrLljS87dQgukbbFhXBygOdpbOZo5oQokz7m6suSinkmx34unVgE0rWTReuVXkxQa5ZUH1UZQghtrcbzVXQeeM6r8gF4pAa0ZCMgQXDHXoY7nDLMtxx8txRhwwUzhKWPCEbFHa613ziL46uk1meUCgUaHLKlqtThzMBBVXtwWPd8mURjaU4BaSXu7N2U9cIVYXqKtv6l3V2hzLFNvpNVkuGKqSqLuPVPuYJ+BGiDtGQs0xiorcBVx5FbSyXMq9MGF4E45ByWMjv3EIp1ezyKj3UrHMw3GG4w3AHy1eTuKMOGSgWCLwIRL5oLNXalU+ASDiUv9zOjYDRTE5VXp21zcjGbblaJMOLsgc0V55Zzl4hPlZfNG3Q5Q/qxcHWTizL59PLACBcCd7x0zdSpy8/KXkylL2hihJwtOXcBBopT5w0po/uR88v3OxHrKof0Ip4c3UFhjv0OhnuMNxRHdxRpwwU+z5sXacrUiKOhiPD/hJZz5TKRTuY+AlXkbJ2mFYhMxrvS5VW0fLB8hNYLxlj6d468N6CQ7pyObaD31s/3iuJiYnR5lGFbvmJXRnwkhWKvCnXzhv5h3JekIpgvDxzuW6W7kU40k9vxFsiXF+E6nxExXCHG4Y7DHdUN3fUKQMlGBz/hlLuQggWN5F6Xr3jW7hQignLn9MNDDahlJp6XFmVVezKA8nDq2ToBrVSF00f8KFM/rwz+QSKl4jLv39kr0cmERXR8KFMHSGryMlPF790Iv6j1EGnt8o78iVXdp6J8Rkkdd1I8YfhjsqC4Q7vtqnyeqXXVe6olwaKM7Ejn5S6Xj1gRwk9IBNMkImvKm9rFtC6DTygI0205yX1JgJV6DA6b4DrU83auG4yEELsyS1a/44fKqvu1d9qwlL3pa5PgrTd6xr6ka6yDPGd64HGg0zafLrNKax/CTdAJHmWHMBfq/oAwx06GO7Qy9DBcIc/6qGBYsGKgHLejuCMEHtEy55PNAgWSlVPSFFXfVjW28OKiGblaPREyPLKVr9Hbni1RzW5VBNCFbK1PBTA+aFwXx9eVtBwtMrLqAhU7dCRkEzizqfk92nIKBqdVNecwnrRbkjKSwjvmfJlPB46Vs9guMNwh6ouwx2Vzx212kAZe0l/xMVZTejatiUA/wHFYNnWnNXOX0CP0GtQK1eV31tW8EGuGpyyPpQ6j7a2BppVSdBBywanrBM/qd11+xOmLoTo0l0b2hQvlW4SyTJVx7IMmWyCeozycTR97C6LqBwOWU+ZWP3CyRRAiOkBcCTjJqW6BMMdhjsMd9R87qjVBsoVF1+A5MQEAEBSQoJ0Vgw9uUA8D5UDXXVB/QaU3kPhB7U6XczvnPeDncdnwEZDan7p8kT3C3+yfMJGrwCkoPOivLw0LyLWIegPiK5u3Q+Brg0AQLm9DUHGkh8RKs+RoHsKFBOk4g5ijYPhDjUMdxju0LahGrijVhsof/3nvxEbYwWazuvaCSP7nQ9VTwiTzk50h8yASBoRL6CfJRkEsnXqyHDuG3cPUPYXbNLI54l1YEmIvG61omHIYOFH9aSS09ir4fljXT2sLt4jkyewHyF4eTV+no7e41N/el0brx8lyjZTSmV1ZTxlUV0ImNtQyJENpRQkRPQkEpiYag8MdxjuMNyhkFXDuKNWGygr135td2Cj9HQ7XZ7QKvBn2DQmrAxVD5QglrEK/ABwD3bHVdFPmOifQeD6TgGq8AgrSjpB6vZKk4nGa8LwYJOH96SCXG+VPn4EE5TA5E8/QpbzUsD+4z1XnZwg3jcvX0c2rDpKKUJgmwzZdeEUYYpVbPjXSBjuCFYfq8ZwhyjfcMep4Y5abaCwDgLEC8DgukigklNBnX85C9TaEKauM8ik5HeU859yeXHweehNhWHoCX4A6epT9ZVOlqwH7zEGBaXiUzNVE1L+VOlSUZLnZeiO5T5RtV03uYN6xtofLEKs53Bw81i+jtH+2On61ftHgL8+7od+1SUY7lDrZ7hDDcMd1cMdtdpAEUAAQkLMlXGdtrwbbxG2FcqLVQwkLytdNcH5PGHdCyF0OnnI94NqUkUzUVUDW6dP0IkWLXiZjKj86vTzQuS80ZBEZXjFfN0RQfpz0nEQ70cly5NgA0mpwzDc4YLhDtj5vOQb7qha1BkDhRBirYVxcIXHEAlHEffFYp4Q7yVFM1jlfKoQosqDUA0UnZfiZRlHo2+01nWQyRwt+VXWxNfpEyQ9GuhCrbp6dHX6jSFC2D/R66TSh/8LMh4YioqLUXj8GAghkZ36FMeLigPpVdtguMNwh+EOtz41gTvqjIECcIOXEICKT/9jfyTMJj97TqIIa3ADgHvCyhfKyyMAoH1ltftiux/DrGqbq50aeX4TVCYZL3KR5QexzlXHXjoEPa/ry4qSiJeOQc/J9Xv1T5AQNxuRkX2JLg9FJc/LO+d/mPhxw8rZP7DSg5a+3bwVi/7zvvB4j43bdnrqXpthuEPUNYgswx0nd85whz/qlIECRDqJEQ2XRikFDVPbA7LyEZtL7IuiuSeKt8y9vA9+IOm8GbdsQHC/NLIJceSqCICvL4jHFmQi+cnx8pCiIWQ5PRqo+jmId3eykCesV76gJAM4REMplJsTVbJVHnA0fcmmDLtu+34uxMdffyvoG66ifqwpMNxhuEOWa7jDH1XJHXXGQCFwh6JcAznCH1Y+21nyhCzPa7LIg0g1oHir1GvQySFZnoCCEoCqHXKf6NJ5PfhPlUwvL0kFldcQhMwqgqoiGEBPpKofHflPNVaFchpyidbrjI60nbxhSlFWXh5F2doLwx3B2mG4o/JguCMY6oyBooKr4ylUjoaUhWUgzjEVJ5sf8QQdAHw9QopmEga1omXo9NERSjgcFqxoNgH4kLeqDt5T9NNBdy6oVxUNgnqjOn3Yp0o3XVu9dPXTg1LqujuEECIMFSaDv8NBV09QIgf3sCffiVLHYbjDWx/DHcH0YZ+GOyqGOmOgBO0S9lAbIU01gQlYnMwXfkTgdZF1g9btBbkHr65sEIuYl6Xzytik4nVR1cFPxGgJRj7vNQH9iEblXVTEU1R9l9uoujaqY9UPhl99yjTJe5blReO9uupgeagzP6rSe6xpMNxhuMNwB5+95nBHnTFQwJMHETew2YOPWOEnpwN1F4DYclS3HuoGu2rw8TqoBoJqYqjLWnpFFXWT6mKydHXwevKEoSMPuR18f+o8LV29froHHfRByM+PILxkeV1jlSyvulUkEdR74slO9ePmp6eXjvUPhju8YLjDcIeXzlXJHXXIQLEgdJY8qa1EizwodW0tsy4YX9y9K19nIfJhM/l5BfwAVXkZ8gSVCUEe4LoBGWQiqjwOlbyKDTrq6j+Vxa7T14ugtTVqdA5axgsqktXpWJEwss7L1RJExGPx8pyZHF0dcn2qX636EzsRYbjDG4Y7DHfw9Z0K7qgzBgrb6GZ3KqUIRz4ZIsMdAAUhIefINTic9TRCQgiF/NdPAdHy1E0g3mqVy6tkyzIIsT75xz0HIRvZ29INcLkdqnby5XV16c7J7XG3LxhRqKDry2g8Ap1uvD5eXjCfTy6nysueHMrW7ll+QojwVFEK8A+QdtUlP4FU14ZA/RBlv9d2GO7Ql+PrMdwRDIY7Kg91xkBxrQ+zC8Z9ByIvNgqzEzx47yKSYnsdEP7c4V1GIMFDXn55dBPM0S1ktwmcP8fXL8ogtu6qSWcdiwTktvy9Bq3oAXmRUFB4eVF+ZOnlteh00hGc7H3qdNXlVZVlx/J7RTy9Lcr+4fJz//LlWD/IhM/rGQqFrGgAsW9OdAitHhkphjsMd/BlDHfUHO6oMwZK4dFj2LhtJ/hrk5OZgdSkJABc54JAfhokuIcduUnCPfAo1ZGEJYeFaVWDVjU55MnpRzBieQL+GQf8IHO+8/q5b0G0jtkatUMWLF2u32o/4B7c6o14XmQhts/fy5C9UR2pUuq8w0Ml189bUNWtOuYns5zG9zWrW9UnOo9Zzhc5C/kXkhLq+tFU9Yl8h0XQH8S6DsMdhjsMd6j1Y6gu7qgzBsq6Df/DI/9cYh8TEFw3/GKc0/k06xEGRFwj5sEmDCGKAUflARFJ1lwgVR2qwSSWr9iF9rK2xe+iXt51M8KlHJk45Zz6iOscq5c/Vk1yy/qG8n59r8kXLXSehwoqz1Cni1c+Pm80+rvJxFs2p4xWLxkyeYXDYeuJpfY5wv6vV4aL4Q7DHSpZXsc8DHdUHXfUGQNl788/4+Dhw1wKwbALekKcKU4IiioeVq2ajOBIRTUQePKyzqkHhFxWtIopghCNbiJb3512s7bqwoMyGfE68XlUXpzKE9HpqfN8dJPJq608KuK18Gk6z8kLQbw4lk/uK7kfdeFgOU8wkrTGTkX7RPVjSbh/6wMMdzjtZm013KFOM9zhrkvIx/1bGagzBko4TFESLhPTqBUutS88zwGu6yUTBNxl7HNe9+zrLVnV4LPSorugbrIBxPAd4Y75tGBgBEMIETZg8edkopFDonI7Zd392ualmy6P1zldPplsVGFVlRfC94EXkcvydLoGOackEo/LqyMe1Q+LlAEBOKvOwHCH4Q7DHe526trvmaeSuaPOGChKUOcCOReNu4DK8UhBKTeJKOdXcANKN0gtp4sI8lw1KAZh1E3z9ET4dL0npPJOeILhCQWA69iuQZPOn+PlVxRek03n1QX1cngZfHndeZ5gVATi9Snnk8lIriOA5mDZ/Dw93XWnlCqJqt7CcAcMdxjuqG7uqNMGyq79B/DD1h3MTUBifDyaNGqE2JgYAFCGanlQGnneARUHgO7C80TGpUppDkmJE9jK4y/b21NQT2S1JS6n6SZKkMmqIxivY76cF/n4EVOQuoOC3xkvf3r1gcqz8PU24L5elUHCsmwvArbIhVjB3ugd8joLwx0MhjuCwnBHhavXok4bKEtXr8Xa73+KHFG0bpqHcZdcjEbpDew88mYr60Jwg4SqB0Bw65ovb/OdVbNgqTKiEetSDRwVGcgk5Beik61hWa6uDpVlriIpP+jap5sUOkRTZ1BZOi81CGnKUJVXeU7svJ8X464A2jwq74qXGQ6HnZ/AyAA09okFwx0KbQx3+Moy3FG5qNMGyuadBdi6ey+Y51FaVo7i0lLrJIHlAUUsP+fCOx6JM0Dcg8Mr5Oa+4AR2RVYuTia4NEeWasLrBlIQqMJzshxeFtulLUN1GyRL101IVZhQ1Y9BycWvH3ReW2URUqDJH6B8UDnR/Lip+lTnfVJOHhuRRPwlrLcw3CHqZ7jDcAeffqq4wz2KfLBq1SoMHz4ceXl5IITg1VdfFc5fd911wkAihGDw4MFCnoMHD2LMmDFIS0tDRkYGbrjhBhw9evSkGqJCWXk5SkpLUVJahpLSMpSWWa+AlvVjaTJsj4jAVU5XJhh48nIPIH7CR+NhyPrp0vj6VN4P+2Ob3FQ6nOwkVuU9mRBlRfVQ6eDlHer61stbCqqT6nqoxpyYZv2pxqTquvNETqDpcyKOy8pAbeINwHCHLo2vz3CHWwfDHZXLHVEbKMeOHUPXrl0xe/ZsbZ7Bgwdj9+7d9t8LL7wgnB8zZgy+/fZbLFu2DG+++SZWrVqF8ePHR6/9SYCwe/EJtf50+QjL677QUdXnyq8mqiAE40UcskxVSFX+80LQfDqLXjdBo80bFCqiDirL78cjGp28JrjqGlTYo0JkjBLr6Y6s3lAoJPzJ5KQkSCLKrEzUFd4ADHcY7nDDcIcos7IQ9RLPkCFDMGTIEM88CQkJyM3NVZ77/vvvsXTpUqxZswZnn302AOCJJ57AJZdcgocffhh5eXnRqhQlKPcZIRrqpBJXlCr6kGEgLTThsyBy5QntFaL0msg6ubr8KhLwIg4vD0JHfl5Wuxf4dqvkePWLnwfjpY/ee3bXwx97eZayrnxdrutHRC+dL8P+dLJcnlXkx7QqFnhqP28AhjsMd+jaEqQewx3RI+oIShCsWLEC2dnZOO200zBx4kQcOHDAPrd69WpkZGTYJAMAAwYMQCgUwqeffqqUV1xcjMOHDwt/FQJvdVoJVroUldJ5GBW2VH0m4snKUlnTlDph1nA4LIRcVZa3yjIO4vno/vg6vMK9fBu8EKSfVMTidRwNvK4h73nI31XQ9YNKtqouQS/250EevDfE0nlCk/Xl/z2VqGzeAAx3+Mky3KHuG8MdNYM7Kt1AGTx4MJ5//nksX74cM2fOxMqVKzFkyBCUl1truAUFBcjOzhbKxMbGIjMzEwUFBUqZM2bMQHp6uv3XvHnziilHnE9CAEogPkuJWCdYGgkR+yoKtMSRkm6CeBGJF4kJBMAUoVRwzXhOtL47/3nppIIqH08Scj7Vp4rgZHmqvCqyk+V66a3KI9flBx1p8+e9PB2XJ6EhFi/PVSeTl2sPBemJpmH7B9OrLY6HI9Qd8aAiw54bVJHowClEVfAGYLjDcIdab8MdtYM7Kv0untGjR9vfu3TpgjPOOANt2rTBihUr0L9//wrJnDp1Km699Vb7+PDhw4GIJjE+HnGxMfZxcmIiYmJDCHEv84zYgqAkcrEorBcoAaAgAOG8JrvjremsG8Rstzql/rfssXxq2AqCVU/YFwqEQEBJyNaXgNgDUa5HNYB1desIUkcIumPZm+LL+xGtPNFUeVTnvODlTajgRS7sOz9xmTfh1w+8HK90kRScq0oZ1dDIeKBqXWmYWoQRguCKWGOZkSLsgcVEnPrYSdXwBmC4w6nVcIdKTlAY7mDlcUq5o8pvM27dujUaN26Mn376Cf3790dubi727t0r5CkrK8PBgwe1688JCQlISEiIuu4Lzzwd7fOb2Z2Xk9kQaSnJ3MWzZiubovZVs+c2G8iCE6IcGLqwJht8OiKR5fhZ7pSKD4gihAjHEG5J9CcXeZKo9PJrk64Ov3YF7RM/+Mnx6le/flHl9fJkWD7V2z9lXby8JnedgDMeOZma4o5qDiFxQrn6ARJStbc6zBQHlcEbgOEOlzzDHVHJMdxRvdxR5QbKjh07cODAATRp0gQA0KtXLxw6dAhr165F9+7dAQDvv/8+wuEwevbsWal1n92pHQb0ODPSgQSxsTFISUq0WYPwLgXck41SzjLU9LnKWvcjlUCDnlJxXEhl9YPTak9FJr6fZ6GakF6TRBdC9crrRdQqWUFCsTr4eTmybioEITKdbL/xEoTM9ODKRMYSIZarYw17x+UpKSvDrn0HcLy42GanHXv3ebalqlGdvAEY7pD1k+sx3GG441RwR9QGytGjR/HTTz/Zx5s3b8a6deuQmZmJzMxMTJ8+HSNHjkRubi42bdqEO+64A23btsWgQYMAAB07dsTgwYPxm9/8BnPnzkVpaSkmT56M0aNHV/pO/AbJSWiUnoZQyCENav0j5HO8GD6kGMkWZheISsX0a226CSAPGhVB2ecl14vRoHLAESIYrURjwQaZCCp9VDK82hJEpt/EiZbQ/OqL5pxcb9B8Xj8AXp4yr48+9C2Gr/1+bIS+huM52wTD/ZAWHj2GV1f+F5t3OXs59h065NfkqFCbeAMw3KHSy3CH/zm53qD5DHeoEbWB8vnnn6Nfv372MVvfHTduHObMmYOvv/4azz33HA4dOoS8vDwMHDgQf/rTn4Qw68KFCzF58mT0798foVAII0eOxOOPP14JzfEC83a4Y0IQIixcSyLzWtogZc1sRN6swU0qdtKBKnwZJNzp0pQvx58WDFvpvBRGlvOpdNGlyRPdLwyqOq+y+FXE4VW/rj6v+lX6y23ReR86woyGSHXtUskJItduo/CPt4fLg/UH/yeQDCiKS0rww9bt+Oan/9nlyiNv860s1F7eAAx3GO5geQ13nFruiNpA6du3r+fEeffdd31lZGZmYtGiRdFWfdIQLwpbf2XkEt3bK2XoJpw80KMdsI627rqs9Ah5Bhio0dQpP6panshyepA6+Mmlm4gyycjyVRNVp5uXDn4h0pOBTFxBSERFyq62RVm//JAlFzjnubSsDCVlZQFriB61mTcAwx2GOwx3iJWcGu6o0+/iUUEmGgAAZSHXaAac22viP+XB4xdW4/VT6+DU587jtvZ1COoJ8ef8vBxVW3V1R0uuKp1ZmkxWKq9Hd1yReoPo7+f1eumiK+vKT0R/XldW+4PHnCDiHETfO/UPhjsMd1S0XsMdFUOdNlC279mP9Zu2RDqXIDkpAc2yGiM+Lhawb6yLeBHabrbOKcdF5BrqJqIMXfgvaH4gojWlwgBhqvtZ9n5p0XgfOj1PZhKq8gbN7xXeDVKvKlwbLfi+8rrWKvLiP+X+VLeLuohGJU/90CcaGTqR8cLfJ2gAwHCHS13DHYHOG+6oXNRpA+W9z77E1xs325OwTdMm+OXQ/mickW6HZgHnTaQ678NtczqUpAo56qzPIB6I7zkCy2ql7vzyZ5DQqQq8p6Wb6FoLO0A+L72CEq88kfl2V8Tj4evWhUz9CJYvH03fe5GpLmwNEBDKNmG6y8geud1v/Ka3yLg34RM3DHcY7ogGhjuqBnXaQPlpx278b6ezu7iouATFJWytjL9wAE8k1oWJfJeeZyBcQDgXUX5luApeIVG+bh2EM7Ys8dkGlQWVd6SaDBUhMF052RuIRhb/F6RMEOjIpiLwC/EKRODjmUYO2BdhBKh0FsjY3j9hC1L9htZ7GO6oOAx3GO6oLNRpAyUcDoPfT1weIQJCQhHLkZ88otVveUUAKOVvshIh5K+YxxEU8iBVeV28tV7RyeBVv0oPGTovRU4LGsasqv5UwSvcLOst94ecrvJG/fqOh4p0vMYAv2lNpa+QTuR0CmOliDDcUbn1q/SQYbjDcIeMOm2gqOD4L1b4lZGJOyRpu0FQzVfRIPW+QF4TXzfw5EnnFSrVTVgdEenCxn5tkMvIA16epKp282leXkaQPlV5Qar2+kE3cYOGnmVZOsL0Ksv09+pnTxKM/KvL6/IUXU07dWReW2G4w3CHDMMdjoSqQL0yUI6dKMKGrdvx85EjVqiKAo3S05DdMAOEhKC2BtkxPzGpcEaz1CxK8Rl4XiQkf/ca/F7ehVc+Bi/Ci9bb8yOYipAcf6zyFKKVdzLEJNfp1SbdOS+i1Z3XIxJy5fOw/kFkBCu8oFPpadZWGO7Q52Mw3GG4o7JRrwyUggM/Y9HSD5AYH2+n9Tu7G4b17om4WH6QOWVoxFMihJEL55EQAhIiCNEQwkS/jqyaCF7WsUqOblDrjnlCUE1GL6KR9VJ5HKo2qMrJ+lNK7eck6CZ10EHvN3GDeoc6PcJ2WJ8I+rO+U3leXj8UuuvH96csXyXH8mLYeWo/g4lSKtxTQlg/E/uJFxEZkad42PW7VDaQYLjDcIest+GOqueOemWgHD52HJ9/v1FIa5WXqxmoAKXsErJLR7k/YmckIQJCK2Y5BykD6ElBHuSydcunRVO/PDGCTvyKeEw6ovCTIbdXbqtfHV7ydF6XTNLRerBedctE7tlvxPnCqIZSVfSVk0OIQEKRJKsuT+0MDHcY7vDTw3BH5aNeGSiAavBACFs5g4hlYN9lL4X9RaxMxaD2HSgKeHlSQSeKl7wgEz5aYuHL6srwMnUeYEXDo/w5FSlHS+x+5ODlqfjJ43WNRjchn6ZKQReJbHniqsi4NDDcYbjDH4Y7Khf1zkBxgTA7UoUoBiex/wE03ogOqkmmGoSqNK8BHC104URZdpC2qEjFz6NTtVWum5ep6y+/9suek1c+r9Arq0v9QCNvqPT083q8eEb2/qzhyBMMnD+uDGWZjb0SPQx3uGQZ7nDyGe44edR7A+VA4WF8v2Ub4mJjQCkQIgS5jRqiQXIyIgxkXxxK+UnDdvFHrjx3cSvj6QI6T8Er/8mSi1f5ipCmSj950nqRiRe8wrCUUtf7QKLRU5bv1z9eXpkqjCuHePm8slyHNAgoUcVhnbo8vRsCgFBQUOz5+TAOHj4SIRmKvQcP4nhRsbqcgRaGOwx3qNIMd1Qe6r2B8vXGzTh6/ARCkYuTGB+PURedjy5tWyMmFIMQCQEhCsDaqS+GcdmTErhBSAGC6AhCldfPUucHJf+pm3zRTBCV5+IFlS5eiFa27lg1KVUT2EsH1XGQEKrsdXjlU3mtMsHI9boIyDrhWY9MMnxuEslTWlaO1d98h1VffgX2k3iipAQFB372bIeBG4Y7DHfIx4Y7Khf13kDZsXcfduzdZx+nJiXigjNPR2dKEUsIrDsICahrIxt7YqQ0mK3r5gvdRA5KSF6T2muC+ckPMkGD6CYP+KDyVBOOHbM/LzLlj3Xkqwu9BtWJfVeRh0p/L9LSEa5ff8kkJJOMuy4rPUzD2LRjJ1Z88ZWnfAN/GO5Q62W4Q68T+264IxjqvYGiAiEEocgFC0U8G0qBcFidl7+e8sX18hBUoTlZjmqw6TyXoOV16aqQYdAJzcvg6+YJR0UYOkRDAqr2UKp/hDgjGZkMZb152aprFYQ8gujrVxeF/7X07E/hN5DYSwoGlQ/DHYY7DHdUHoyBogCJPFUvxN0CaA1I73KUUtsDitbqd+pQrzkq64I40INYzkH0qKiMoB6ZrLMX2QatXzXhdaFXnRekIipZrqrfo4GurXI/Cd8jgX+WVBHv0r7bxNgmVQrDHRWTYbjDH/WRO4yBIiEcpth94CB+3L4TcTGxIACSExKRnZGBwqPH8PORoygPl3ODFQAFQqEQMtMaIDUx0Vp7lhB0gstEo/JMdANLdV5nuXvJ8dI9CMmoyJKlByFDVX4/UvDyJnlv7GSgIie/a8JDpYfvD0iEGOzHJXHjQVVGWa+vZgaVAcMderl+7TDc4Y36yh3GQJFQUlaK9z9fh/Wbtli7uSnQrllTXN73fHz+w4/46JtvcaK42Ardcu/cSE1OwsVnd8fprfKRGJ8AZz3Z8YwYvCxoeSCqBqRsnausfRUqZD1z8CMY/rwqRBqNF8bLU3kjQcPXqvOq/teFrXVE5kVqOnlB6hbDsxBu+WN0oRob6soAEIuYTnFktl7CcIcehjsMd1QExkCRUFYexvpNW4S0w0ePYfC552DTzt1Y+eXXOHL8uKtco7Q0nN6qFTrmtwAJcVfUHin+lrrOWtdNMNXkU0E3IU/WK+Dr5UmBtYNS96Opo5GnOqdLDyJThh8RyDJ4b8zrWnjJjMZrsjJ6y1MRlD2WwIieG4QGVQbDHdHBcIfhDj8YAyUISMSg9LpOLKIW4i1n6+IGmWBB8niFK+Vz8iCUSUBVp84TCEoQQeA1uZQEYzua1DVNVPl1bVO1VUcYXrK8+qMixK3r88gXF4n4ebJOWRbalZWMSj2Dk4XhDl/dgsJwh4j6wB3GQAmIIIOHEHZZIxaz9VUbrgw6gWULXNbJz7JWTThdaFAln/fO/PRlhCd7dHLI1TPMKZxyQuHUJ2TqNQF15OyXpvK8vDxPvs3REo5wXRShVbl9umsonBM8cApKw0Al/mgY+MNwh+EOOY/hjmAwBkoAnCguwdY9e/DzkSMIq+4XBFBeXo59hw5hc8FuJCckACBIio9HZloa4mNjnUgZ5QcpIp/WANBBnpTREpPK2lfJk8N8fF4V0cif/GObvSa5bwiW+gQVo5i7ujCmVz6lTgHzy+3X5fOUFfG6ZS/ITy5Lt37srCc9Hj1xAvsPFSJMwyAAiktLcejIEWVZg8qH4Q7DHUHzG+5wwxgoAbBz33689N4K7Nx3AMWlpco8x4uL8eFX32DDth2IjYkBALTOa4IhPc9BbqNM2yOSEcQbqUiY1GtS6yZ5UHkyVBNL1y5dyFOe0H4P/A7SJ35eiG4CR1OHqnxFvSDA+S1ShVn9xoroJQHh8jD+t2MXXvvwYxSVlAAAysNh/LRjV9R6GVQMhjsMdwSB4Q41jIESAAcPH8GHX633zFNSWobvtmzDd1u22WndT2uH3l06I7dRprKMMyb8J1SQSc7n5z+95J7MeVV+PoSp88ICyYK7VwiAAG+mt/IGIO9ooQqLe3lWfmQu9w/zkimTR5x8Kj1kHSRtQcMUBQd+xgdr1+HoiaKArTSoTBjuCAbDHSIMd1gwBkoNACHBlvZU3szJWNxB1oVVIVy5vM7L4ielXz0COUXsf2U4Fc4k9Jrgujq89JAJwOu8Vz4v2bpQeUQaQLxDuF5ryXaIlrA3kJ78i+cMajYMdxjuiEirk9xhDJQqBYFjynLJERPfHmMnEYYNOtF0npJu4nmFeYNOQP6cSgZPkrxcmWQcLyHiGQToL1m2l+6VkccvxO71A2GRZkQu9DsKdKSi/c4NP4PaBsMd7JzhjvrLHcZAqUIUlZSg4OBBJMbH2YMsJTERDZKTEBcTI204109qBtekE4pX/NkEOrnREo2sh1d4lg/juiYOIKyhOkRosbPsAclEqdLBT28+rxeBqEhRlc/vOyFEuP4O0QTzXBxPByCRp4+Wh8M4cPgwiktKQQhBSVmxtcktXDlhaoNTB8Mdhjt03+sTdxgDpQqxe/8BvLLqv2iQnGwlUIoz27fF+V1OR2Zag0ia/Y8ngoYlLY9DLVPnFfithcrWN/Nqgurk5WmpiIblJFw+/gTVtM2LFP10DHKe17misMmFF0Hg6mN/XakthBCrTw4dPYI3P1qN/+3cDRCCcLgcBQcPoqSsrML6GlQPDHe461DJNtxRt7nDGChViINHjuCTb78X0hLi43FW+3ZoRNKsiUAAa/cWPynUwTp5Ustk4kws1YRWp8tyeTkq6z/aiey3fqzLx/eASwbxD4vKaV5hai/v0k9nHYEK6koEzYLR/EY2mWQ0NYJSzlsiVhobC8dOnMBn3/2Az3/4Map2GNQ8GO4w3MHqEMpYqfWGO4yBcopBCOzXsduDO8w8F5aHgiq3nDuWr3MMAATiOFeRlp9e0W8cUyHoRJUtfpnYdFKo9H4Sv/Vr+diLFHTtVpXRyeLXclV62OlE30Yvj87xftz1GNRtGO5w6lPVbbij7nGHMVBOOazFP2FwOGOGS1B7MsTlAegGmTwIo7Pw+bIsLKuDbp1VJcvr2I+gKCjkLNFOMt1aeWWEcGWCUYWg7XodJ0gbBpdKsNyC12T/UfkHyKDuwXCH7thwh6NTXeIOY6CcYpwoLsa+Q4WIi40BpUBMKISUhEQkxccLg1K3bivDb4I7RAFQGlae05WR5fvBS8+gZCB4R4juXSR+dUQTTuWPZQ+NT5fzqLwgd0WRtmmIX60nd/sfV4fjVQUN9RrUVhju8IbhjrrHHcZAOcX4fss2nCh+HymJCaAA0lNS0Pv0zujapjUS4+NtQ1Z+kyc/8EKhkDY8qF/bdXsQLH8QD+Bk122jgeUUiuV1E1Kli6ovvPQM4sUp9awA6YML0/Jt1PeZ5d0wggmF3B4QABBKUQP5xaASYbjDH4Y7BImo7dxhDJRTjJ3792Pn/v32cXbDDDTPzkLnVvmu6CwbQPw7PHQhQP64Ihu25ONAYVMN0UVTp+D1SOWZeLseSXzQ0KouNKvSwc/brEgbHYWClpFvn+Q9Hv4WwUjYPpKpJnpABpUHwx1iWcMdqjJ1izuMgVIDQOwRAzi3Dlohz3CY2uFP9kIteZ3RK7zoTCiArUFacE88fiLJx4HbwckLAu2kRmTdOPIfcflFwdavVfWpyvLlw+GwMuRpeSGOd6rzotTej/QJHfnxPxx8vYxUIt4sieQnEZkhCkpoICIzqDsw3GG4wzmue9xhDJQaADaRnCOCsMJSVxGMDjrvwu1pBJPHl9eHgt3eWRD4kVllPnRZ5T3yfavTTacfIyTdeS/VVdfC0sXxfADYodkIvzn5CRX7pgYSjEHVwnCH4Q5WV13kDmOgVDPC4TCOHrdea32iqBgARVxMLJITExAXY71qXWVZy2ukOqtdRzD8fCLEbZHL+eV0mUhUBBhEpq07wHmAkbz2/fqRvBDPc1KlT9V5cT2W10dHkCqCkdvN8vCvixfbJ6ml6DfxO7V15P8sonH6IQyKEyeKrTeNRvQ+WHgEpaXmoWz1BYY7DHeI3+sedxgDpZpx5PgJrFz3NX7c7rxqvXl2Fvp264q2TfNc+VVhwcqG7BUEWfNl0K3ZqiauWgCrgH04O9aJJSgix6U1uNNc/eJ5CMTFvsuhawKB7CTdeVKPiYnR94W6hbZMnuB4D4iVZGFhJ69z7tiJIqz84it8/M13djuPFxVh2569HrUa1CUY7pAFsArYh+GO2s4dxkCpZhSXluLH7Tvw4/YddtrprVqiS+tWFslwFjHgtsJVFrm8HuwFywNST1Cdt6Oqj+Xlw5Y8tN4F+5dIeTkysMuB82e03BqEzHSbwpx+oFTUWecZyXdMWHpSLcOowsPiMWupTDKOXgBQWlqKH7Zux7uffO7RToO6DMMdkX8Nd9RZ7gj5Z3EwY8YMnHPOOWjQoAGys7MxYsQIbNiwQchTVFSESZMmoVGjRkhNTcXIkSOxZ88eIc+2bdswdOhQJCcnIzs7G7fffjvKzPtCXLAHmSIEyA9AQO198CQQLHxq/XmFZ2Uw2eFwOLB3ZpNfJIZpEw3cRKkoHJV+qjx++eT+CoVCiImJsf9U5C3KJLAf5knEPG7PRv+nzBcKgYQI2Eu+agsMd5xaGO5QFjbcUcu4IypNV65ciUmTJuGTTz7BsmXLUFpaioEDB+LYsWN2nltuuQVvvPEGFi9ejJUrV2LXrl24/PLL7fPl5eUYOnQoSkpK8PHHH+O5557D/Pnzcc8991Req+oArAFlTXpKaWRnOvdH1RvUdGn8n1STZIn766aSI2/IY9+92ucQDKM3UZaSDIXysjzx2C+Pqi2qyc7AT3qVfoQQsSEKr1Ilm/eACLHqUREMIvIJ/1lLYLjj1MFwh+GOusIdhPou7Omxb98+ZGdnY+XKlbjwwgtRWFiIrKwsLFq0CKNGjQIA/PDDD+jYsSNWr16Nc889F++88w6GDRuGXbt2IScnBwAwd+5c/P73v8e+ffsQHx/vW+/hw4eRnp5eUbVrPDrkN8c1A/qj+2nt7HChDQpQaoVCk+LjkZSQYCUrPB42ONmzEIJY/4B6I5fqWK5TnhSqCczaEKZh6w43Inp4vDflIgom16MNchtVRKAiCWfCi/JYu9jEB6wfStan8gY3an+qPU09wTj1s533fLtLy8twrLjIrvfg4cNYtPR9/HvFfz1649SgsLAQaWlpUZUx3FE1MNxhuKO2cEcQ3jipPSiFhYUAgMzMTADA2rVrUVpaigEDBth5OnTogBYtWtgks3r1anTp0sUmGAAYNGgQJk6ciG+//RZnnnnmyahUJ7Br/wG8vPJDrPhynbw5PQKKBknJ6NHxNJx3emckxMXZZ1STLFprmVL3ZGOydPasbgKxcvZxpEGkgjcAqmrXrVGrdPSVHykeColEy8hPbpu9jhyhFT7kzOuj8qpk3XUoLinB15s2Y+knn+Hw8eMAtfYfbNlV4NuemgrDHVUDwx0euin1NdxRk1FhAyUcDmPKlCno3bs3Tj/9dABAQUEB4uPjkZGRIeTNyclBQUGBnYcnGHaenVOhuLgYxcXF9vHhw4crqnatwOFjx/HVT5s88zRKS0NWwwyc07EDEuLihEnGPBAZyjClVYjPFbW+fpPEPktV05DThScjVZqC/fwCgEFCtW55FJQ6Xo+qHtnzoc4J6wPRP9NBoxFKy8qwc+8+rPziK+wvrP1j33BH1cFwh+EOTqNazx0V3i0zadIkrF+/Hi+++GJl6qPEjBkzkJ6ebv81b968yuusTVB5Hn6Ty/ZoopykXvU7YVjKFrtBuMVvvj6vjXgq2OcVYWL5e5C26NfbwwiHw4LXowvt8mW81+qD6WQdy3Ijf57B6doFwx01B4Y7DHfUZFTIQJk8eTLefPNNfPDBB2jWrJmdnpubi5KSEhw6dEjIv2fPHuTm5tp55J357JjlkTF16lQUFhbaf9u3b6+I2nUO1kB0p/utVQaDk1dXXinTXkilDrFw5+RJGA1RUABhKu769yKraNrLQrHhsF4feY0egF2GhsMuXXT1sE+vsDZPdJSGLfmBW1NzYbijZsBwh+GO2oColngopbjpppvwyiuvYMWKFWjVqpVwvnv37oiLi8Py5csxcuRIAMCGDRuwbds29OrVCwDQq1cvPPDAA9i7dy+ys7MBAMuWLUNaWho6deqkrDchIQEJkQ1dBhbClOJEcTEOHjmMkrJS6x5/OdpKKWJjYpCalISYEEHQUepMTgJIG9/cb0PlJjKl3FMdNZ4GZEXVIVB7MoJ/JLOaVJmMkw2JMpLQ3YLJdHHqIhGdwtwastMGL+i8VQqgrKwMR4+fQGl5GQixHqx05PgJ4cVvtQ2GO2oODHdIcg131FhEdRfPjTfeiEWLFuG1117DaaedZqenp6cjKSkJADBx4kS8/fbbmD9/PtLS0nDTTTcBAD7++GMA1i7mbt26IS8vDw8++CAKCgowduxY/PrXv8af//znQHrU9Z34QRAfG4smjTLRNCvLfoqkyCIEMSGC/JwcXNKrJ5o2buSa/LpQJQ9CIE0o9sfX55CAowLb+EXAnqVEmRdkP90xcjskdfKyORcOO/lCQv1wduRLHgmvv+yhuSe9o7uV19lhH4qJER5yZDl0Vtuc/nAeshQOW2FUQsSHI7HzOm9UTgcASii279mLNz/6BJt27AQIQXl5Ofb+fAibdxWgpAY+8yPIbnzDHTUHhjsMd9QEVPpdPHPmzAEA9O3bV0ifN28errvuOgDAo48+ilAohJEjR6K4uBiDBg3CU089ZeeNiYnBm2++iYkTJ6JXr15ISUnBuHHjcN9990WjSr1HSVkZtu7Zi60ejyeOjYlBYZtjuLDbGYJVzyaoytKXN8lRjjSIPbnD4D0SNvEsAqBiOcJPcCp8sHNhW5AljCciuwImU7Ouy/SWvSGxbWJ41Pru6G//hSJ/vN4UkWdL2IJgb9ojlofJ7i5w+kNNMNp16Yj4w8ePY93GTVj7w4+oKzDcUXNguMNwR21B1Es8fkhMTMTs2bMxe/ZsbZ78/Hy8/fbb0VRtcJLgJ5Y9iRWXU7d2Kk8Wef2X9xhU8rzWoGV5cj7xWEzjJ6usp1xeFQ6W00MxIdfzCZRyJHWd9qg9L1XY1lUH3DrXFRjuqL0w3GG4o7pg3sVTX8DChuDCtHATiupYFwatsCqEaMsH2ajmpyf79FzzjhzzVdgeiuJZBLxcSlnPsfd+cPUqVFYRnuAJcX8VesCDgUFVwnAHDHdUD4yBUodBKUVJWRkOHjmCvT8fAkhkfTZyaxvjmBBCSElKRGJ8nGutWUcIqnSVJyOHJWXZOqgmplUWYCFjFfjnD6hCueyY2mvCbD047OjJCNmH8AhU/eAuoyMXACgLh3H0xAmcKC6J1E1x8PARlNaw9WKD+gXDHYY7agKMgVKHEQ6HsW3PXjy/dBlSIxsRnfVfZzKkJiXhknN74OzT2gvpAJuILJQqhTS5t3FSbl3VKke48mL4MpJD8Z15JcSlBztWhWLZd8GzsHUSz7Nzbjg6sG31LHysIzzmAXnJFcrwRBvJv7+wEO+t+QKfffe9fe7oiRPYulu8ndbA4FTCcIfhjpoAY6DUYVBYT5b8etP/PPM1bNAA53Q8LbIrnsB2EYQwpDjx/dZI5XNe67L8JjqdTH5THZ+HECK8pp0Rg6oueROc7JkRm1HVnoxYB6zNbR5td9UPN3UeLyrGxu078NHX633lGBicKhjuEGUZ7qgeGAPFwA43OuuuRPRZuJCuLtwaDdH4egseMvjvzAtjeqs8ILZpjT0HQKUz80icMK24viyc43VQbRTk/tXBckKpnGJgUOtguMNwR1XCGCgGAMQwp7MRDgC3qSuSUZogegTfXa8mGFU+r5398rErRMqXZedYOiEc2QCqkDP/nT2jASCg9jMW4PCF7VHxb1B1vssBXwOD2grDHYY7qgrGQDFAOQ3j5yNHsevAwQipRCYNI5iIF5ScmIiM1FQxVgqVVe9ex1WCENf0CkpMUIRj7fISEVKujKw3sU9FCJa7hdImI450mccY+cbpA8Cu2iKgotJSHDl+AiVlpeo2gWDPwZ9xvKhIed7AoKbDcIfhjqqEMVAMcOxEEd5a/Sk+/e4HCCFD6nzExcTg3M6dMKrPBUoZXoQir99yJ1wTn8ErbCs7HJCOCQBIj5z22pAmbNgDRZha6+fcW9OtOilFGJGnU9pOEAGhVu3MSyPE+v6/nbvx9upPsGW37tXmBEUlxdi9/6C2rQYGNRmGOwx3VCWMgWKAsvJybNld4DEZrMdjN81qzHGC5IXw3oKHJxPkgV1yiFV4kBIhtifiWhNmnpcUcpblyc844POG2Yu1COclMdmR/GFqR2i5T36t3MpZeOwYvtuyFd/+b4tvmw0MaiMMdxjuqEoYA8UgMAghkUc2E8dD4iY6BUAVL6Vy72JXrwXzeVUb6iilIPb7KpzNa8yLYWm6+lT6uB7UFCIg1FsPyd/StsXKUbfXiA0MgsBwh+GOisAYKAaBQQjzIBBZb5W8HsVk5j/ldG0aP7FV+SO38lmER60/to4bIrZnoq/PyW/lc94qyuSyEipvyZHnkI3lffHrzN6hZgOD+gTDHYY7KgJjoBhEAcvT2XvoZxw7UWSFT8PWpjhrMrJNYtbsJfJs5yaluMYrpjm5KV8EsaEYNM5IQ1JighMilTabhQJMbOftohyZgHlDjkfnaj0Xzi08dhxHjx9HueT12aFkQrDn559RXKre5GZgUL9guMNwR/QwBopBcBCguKQEL6/4EOs2/qS4Hd/ZsR7JLn3jzvBJAZ2FtORkjBtyMTq1zHeFUCsD/LpxiPNk5PXqE8XF+PCrr7Hqy69QePSYW1BErcPHjmPPwbq9ic3AIBAMdxjuqACMgWIQGARAeZhiS8EefL1p8ymvv2GDVBw9UWR7GV6762UE5TK2416ug98wF6bAnoM/47vNW7G/sPCk22VgUNdhuMNwR0VgDBSDYBC2nlevHmyyyy/30hFNFI6WnV94MBPEzXRmfdjAIAoY7rCPDXdEB2OgGLgQIgS5jTIxuFcP5GQ2BKUUIRJCyya5yvXVUwcCQkLWbvxQyN4QZ5NCZA3Xygn7nI4S5F32BNx6OLHWtyki7+qwyQ0ACQPV3BMGBjURhjsMd1QmaqWBEuR+eIOTQ3qDVPTuejraNWuKMLeh7cix4ygrL68WnSilKC4txfGiIvuWwcp4JDZ/K6K14S0slJG9rmMnilBSWoowdd8WWR9Rm+ZjbdK1tsJwh+GOIAj0XBtaC2fsjh070Lx58+pWw8DAAMD27dvRrFmz6lYjEP73v/+hTZs21a2GgUG9RxDeqJUGSjgcxoYNG9CpUyds374daWlp1a1ShXH48GE0b97ctKMGoa60parbQSnFkSNHkJeXJ6zp12QcOnQIDRs2xLZt25Cenl7d6lQYdWWMAnWnLaYdwRANb9TKJZ5QKISmTZsCANLS0mr1YGAw7ah5qCttqcp21LYfeUaI6enp5trWMNSVtph2+CMob9QOt8fAwMDAwMCgXsEYKAYGBgYGBgY1DrXWQElISMC0adOQkJBQ3aqcFEw7ah7qSlvqSjsqE3WlT+pKO4C60xbTjspHrdwka2BgYGBgYFC3UWsjKAYGBgYGBgZ1F8ZAMTAwMDAwMKhxMAaKgYGBgYGBQY2DMVAMDAwMDAwMahxqpYEye/ZstGzZEomJiejZsyc+++yz6lbJE/fee6/w+m1CCDp06GCfLyoqwqRJk9CoUSOkpqZi5MiR2LNnTzVq7GDVqlUYPnw48vLyQAjBq6++KpynlOKee+5BkyZNkJSUhAEDBmDjxo1CnoMHD2LMmDFIS0tDRkYGbrjhBhw9evQUtsK/Hdddd53rGg0ePFjIUxPaMWPGDJxzzjlo0KABsrOzMWLECGzYsEHIE2Q8bdu2DUOHDkVycjKys7Nx++23o6ys7FQ2pVpguOPUwPCGg5rQjtrKG7XOQHnppZdw6623Ytq0afjiiy/QtWtXDBo0CHv37q1u1TzRuXNn7N692/7773//a5+75ZZb8MYbb2Dx4sVYuXIldu3ahcsvv7watXVw7NgxdO3aFbNnz1aef/DBB/H4449j7ty5+PTTT5GSkoJBgwahqKjIzjNmzBh8++23WLZsGd58802sWrUK48ePP1VNAODfDgAYPHiwcI1eeOEF4XxNaMfKlSsxadIkfPLJJ1i2bBlKS0sxcOBAHDt2zM7jN57Ky8sxdOhQlJSU4OOPP8Zzzz2H+fPn45577jmlbTnVMNxx6mB4w0FNaEet5Q1ay9CjRw86adIk+7i8vJzm5eXRGTNmVKNW3pg2bRrt2rWr8tyhQ4doXFwcXbx4sZ32/fffUwB09erVp0jDYABAX3nlFfs4HA7T3Nxc+tBDD9lphw4dogkJCfSFF16glFL63XffUQB0zZo1dp533nmHEkLozp07T5nuPOR2UErpuHHj6GWXXaYtUxPbQSmle/fupQDoypUrKaXBxtPbb79NQ6EQLSgosPPMmTOHpqWl0eLi4lPbgFMIwx3VA8MbNasdlNYe3qhVEZSSkhKsXbsWAwYMsNNCoRAGDBiA1atXV6Nm/ti4cSPy8vLQunVrjBkzBtu2bQMArF27FqWlpUKbOnTogBYtWtT4Nm3evBkFBQWC7unp6ejZs6et++rVq5GRkYGzzz7bzjNgwACEQiF8+umnp1xnL6xYsQLZ2dk47bTTMHHiRBw4cMA+V1PbUVhYCADIzMwEEGw8rV69Gl26dEFOTo6dZ9CgQTh8+DC+/fbbU6j9qYPhjpoDwxvV347awhu1ykDZv38/ysvLhQ4CgJycHBQUFFSTVv7o2bMn5s+fj6VLl2LOnDnYvHkzLrjgAhw5cgQFBQWIj49HRkaGUKamtwmArZ/X9SgoKEB2drZwPjY2FpmZmTWqfYMHD8bzzz+P5cuXY+bMmVi5ciWGDBmC8vJyADWzHeFwGFOmTEHv3r1x+umnA0Cg8VRQUKC8ZuxcXYThjpoDwxuGN4KiVr7NuLZhyJAh9vczzjgDPXv2RH5+Pv71r38hKSmpGjUzYBg9erT9vUuXLjjjjDPQpk0brFixAv37969GzfSYNGkS1q9fL+xJMKhbMNxRs2F4o2pRqyIojRs3RkxMjGtn8Z49e5Cbm1tNWkWPjIwMtG/fHj/99BNyc3NRUlKCQ4cOCXlqQ5uYfl7XIzc317UJsaysDAcPHqzR7WvdujUaN26Mn376CUDNa8fkyZPx5ptv4oMPPkCzZs3s9CDjKTc3V3nN2Lm6CMMdNQeGNwxvBEWtMlDi4+PRvXt3LF++3E4Lh8NYvnw5evXqVY2aRYejR49i06ZNaNKkCbp37464uDihTRs2bMC2bdtqfJtatWqF3NxcQffDhw/j008/tXXv1asXDh06hLVr19p53n//fYTDYfTs2fOU6xwUO3bswIEDB9CkSRMANacdlFJMnjwZr7zyCt5//320atVKOB9kPPXq1QvffPONQJzLli1DWloaOnXqdGoacorx/+3bv0sbcRzG8etggiIaIUFEiDhkc9FByKwEncQpZBIHRV3j4uDu5OIfoKOrm4NoBkUF4cRBEIToFBCcDhJB4d2hJaW09AeU+JW+X3DTHcfnA8dzz3BndoTD3DA3/mbwD2V/f590Os3e3h63t7csLy+TyWS++7I4NNVqlVqtRr1e5+zsjOnpabLZLE9PTwCsrKyQz+c5Pj7m6uqKYrFIsVh856m/SJKEOI6J45goitje3iaOYx4fHwHY2toik8lwcHDAzc0Nc3NzjI6O0mq12veYmZlhfHycy8tLTk9PKRQKVCqVYPZIkoT19XXOz8+p1+scHR0xMTFBoVDg5eUlqD1WV1fp7++nVqvRaDTaR7PZbF/zu+fp7e2NsbExSqUS19fXHB4eksvl2NjY6OgunWZ2dI65YW78Cx+uoADs7OyQz+dJpVJMTk5ycXHx3iP9UrlcZmhoiFQqxfDwMOVymfv7+/b5VqvF2toaAwMD9PT0MD8/T6PReMeJvzk5OSGKoh+OhYUF4Msvg5ubmwwODpJOp5mamuLu7u67ezw/P1OpVOjt7aWvr4/FxUWSJAlmj2azSalUIpfL0dXVxcjICEtLSz+8uELY42c7RFHE7u5u+5o/eZ4eHh6YnZ2lu7ubbDZLtVrl9fW1o7u8B7OjM8yNsPb4qLnx6evwkiRJwfhQ36BIkqT/gwVFkiQFx4IiSZKCY0GRJEnBsaBIkqTgWFAkSVJwLCiSJCk4FhRJkhQcC4okSQqOBUWSJAXHgiJJkoJjQZEkScH5DBznPBd/FIMIAAAAAElFTkSuQmCC\n" }, "metadata": {} } ] }, { "cell_type": "code", "source": [ "single_predictions('/content/C39P4thinF_original_IMG_20150622_105102_cell_94.png')" ], "metadata": { "colab": { "base_uri": "https://localhost:8080/", "height": 385 }, "id": "YmrCvXJdYfU4", "outputId": "1f8d52db-f217-4286-da99-7159d2e875a1" }, "execution_count": 60, "outputs": [ { "output_type": "stream", "name": "stdout", "text": [ "1/1 [==============================] - 0s 117ms/step\n", "1/1 [==============================] - 0s 32ms/step\n" ] }, { "output_type": "display_data", "data": { "text/plain": [ "
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\n" }, "metadata": {} } ] }, { "cell_type": "code", "source": [ "single_predictions('/content/C39P4thinF_original_IMG_20150622_105102_cell_95.png')" ], "metadata": { "colab": { "base_uri": "https://localhost:8080/", "height": 385 }, "id": "PDns7gMMY-6e", "outputId": "b5f4969f-eb81-4708-b6ec-414678b2c04a" }, "execution_count": 61, "outputs": [ { "output_type": "stream", "name": "stdout", "text": [ "1/1 [==============================] - 0s 190ms/step\n", "1/1 [==============================] - 0s 106ms/step\n" ] }, { "output_type": "display_data", "data": { "text/plain": [ "
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\n" }, "metadata": {} } ] }, { "cell_type": "code", "source": [ "single_predictions('/content/C39P4thinF_original_IMG_20150622_105102_cell_96.png')" ], "metadata": { "colab": { "base_uri": "https://localhost:8080/", "height": 385 }, "id": "n1ZD7EQRY-80", "outputId": "f09471e5-98ab-429a-9618-6bb63eef0a4d" }, "execution_count": 62, "outputs": [ { "output_type": "stream", "name": "stdout", "text": [ "1/1 [==============================] - 0s 123ms/step\n", "1/1 [==============================] - 0s 102ms/step\n" ] }, { "output_type": "display_data", "data": { "text/plain": [ "
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\n" }, "metadata": {} } ] }, { "cell_type": "code", "source": [ "single_predictions('/content/C143P104ThinF_IMG_20151005_225746_cell_127.png')" ], "metadata": { "colab": { "base_uri": "https://localhost:8080/", "height": 385 }, "id": "Gel33-U_Y-_P", "outputId": "958798e8-db94-468b-fe3c-9b26fab33b94" }, "execution_count": 63, "outputs": [ { "output_type": "stream", "name": "stdout", "text": [ "1/1 [==============================] - 0s 54ms/step\n", "1/1 [==============================] - 0s 32ms/step\n" ] }, { "output_type": "display_data", "data": { "text/plain": [ "
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\n" }, "metadata": {} } ] }, { "cell_type": "code", "source": [ "single_predictions('/content/C39P4thinF_original_IMG_20150622_105102_cell_96.png')" ], "metadata": { "colab": { "base_uri": "https://localhost:8080/", "height": 385 }, "id": "j4AkH-fYY_A5", "outputId": "2cff280a-8e6e-4911-bb8e-1b0ee5e7c58d" }, "execution_count": 64, "outputs": [ { "output_type": "stream", "name": "stdout", "text": [ "1/1 [==============================] - 0s 106ms/step\n", "1/1 [==============================] - 0s 90ms/step\n" ] }, { "output_type": "display_data", "data": { "text/plain": [ "
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\n" }, "metadata": {} } ] }, { "cell_type": "code", "source": [ "from google.colab import drive\n", "drive.mount('/content/drive')" ], "metadata": { "colab": { "base_uri": "https://localhost:8080/" }, "id": "MCe2gs9CYkca", "outputId": "e8203cf4-e89a-44c4-9b79-a7c90abff43c" }, "execution_count": 57, "outputs": [ { "output_type": "stream", "name": "stdout", "text": [ "Mounted at /content/drive\n" ] } ] }, { "cell_type": "markdown", "source": [ "## Saving our Model" ], "metadata": { "id": "0TmVyrjJHY0k" } }, { "cell_type": "code", "source": [ "resnet152v2_model.save('/content/drive/MyDrive/resnet152_model.h5')" ], "metadata": { "id": "yjVkiU-8HYOr" }, "execution_count": 58, "outputs": [] }, { "cell_type": "code", "source": [ "inception_resnet_model.save('/content/drive/MyDrive/inception_resnet_model.h5')" ], "metadata": { "id": "J3IMC-swX3qt" }, "execution_count": 59, "outputs": [] } ] }