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{
 "cells": [
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "# Image segmentation in Cardiac MRI's with Azure Machine Learning"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {},
   "outputs": [],
   "source": []
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## Imports"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {},
   "outputs": [],
   "source": [
    "import os\n",
    "import sys\n",
    "import azureml.core\n",
    "from azureml.widgets import RunDetails\n",
    "from azureml.core.compute import AmlCompute\n",
    "from sklearn.metrics import confusion_matrix\n",
    "from azureml.train.automl import AutoMLConfig\n",
    "from azureml.core.compute import ComputeTarget\n",
    "from azureml.pipeline.core import PipelineData, TrainingOutput\n",
    "from azureml.core import Workspace, Run, Experiment, Datastore, Dataset\n",
    "from azureml.core.runconfig import RunConfiguration, CondaDependencies, DEFAULT_GPU_IMAGE\n",
    "\n",
    "sys.path.append(os.path.abspath(\"./utils\"))\n",
    "from attach_compute import get_compute_aml"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## Pipeline-specific SDK imports"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {},
   "outputs": [],
   "source": [
    "from azureml.data.data_reference import DataReference\n",
    "from azureml.pipeline.core import Pipeline, PipelineData, StepSequence, TrainingOutput\n",
    "from azureml.pipeline.steps import PythonScriptStep, AutoMLStep\n",
    "from azureml.pipeline.core import PublishedPipeline\n",
    "from azureml.pipeline.core.graph import PipelineParameter\n",
    "\n",
    "print(\"Pipeline SDK-specific imports completed\")"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "### Initialize Workspace"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {},
   "outputs": [],
   "source": [
    "ws = Workspace.from_config(path=\"./settings/config.json\")\n",
    "print(ws.name, ws.resource_group, ws.location, ws.subscription_id, sep = '\\n')"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "### Required data and script files for the the tutorial\n",
    "Sample files required to finish this tutorial are already copied to the project folder specified above. Even though the .py provided in the samples don't have much \"ML work,\" as a data scientist, you will work on this extensively as part of your work. To complete this tutorial, the contents of these files are not very important. The one-line files are for demostration purpose only."
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "### Compute Targets"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "#### List of Compute Targets on the workspace\n"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {},
   "outputs": [],
   "source": [
    "cts = ws.compute_targets\n",
    "for ct in cts:\n",
    "    print(ct)"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "#### Retrieve or create a Azure Machine Learning compute\n",
    "Azure Machine Learning Compute is a service for provisioning and managing clusters of Azure virtual machines for running machine learning workloads. Let's create a new Azure Machine Learning Compute in the current workspace, if it doesn't already exist. We will then run the training script on this compute target.\n",
    "\n",
    "If we could not find the compute with the given name in the previous cell, then we will create a new compute here. We will create an Azure Machine Learning Compute containing **STANDARD_D2_V2 CPU VMs**. This process is broken down into the following steps:\n",
    "\n",
    "1. Create the configuration\n",
    "2. Create the Azure Machine Learning compute\n",
    "\n",
    "**This process will take about 3 minutes and is providing only sparse output in the process. Please make sure to wait until the call returns before moving to the next cell.**"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {},
   "outputs": [],
   "source": [
    "aml_compute_name = \"aml-compute\"\n",
    "vm_size = \"STANDARD_DS3_V2\"\n",
    "aml_compute = get_compute_aml(ws, aml_compute_name, vm_size)\n",
    "print(\"Azure Machine Learning Compute attached\")"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {},
   "outputs": [],
   "source": [
    "run_training_config = RunConfiguration(conda_dependencies=CondaDependencies.create(\n",
    "        conda_packages=[],\n",
    "        pip_packages=['azureml-sdk', 'tensorflow-gpu==2.0', 'matplotlib==3.1.3'])\n",
    "    )\n",
    "run_training_config.environment.docker.enabled = True"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## Creating a Step in a Pipeline\n",
    "A Step is a unit of execution. Step typically needs a target of execution (compute target), a script to execute, and may require script arguments and inputs, and can produce outputs. The step also could take a number of other parameters. Azure Machine Learning Pipelines provides the following built-in Steps:\n",
    "\n",
    "- [**PythonScriptStep**](https://docs.microsoft.com/en-us/python/api/azureml-pipeline-steps/azureml.pipeline.steps.python_script_step.pythonscriptstep?view=azure-ml-py): Add a step to run a Python script in a Pipeline.\n",
    "\n",
    "The following code will create a PythonScriptStep to be executed in the Azure Machine Learning Compute we created above using train.py, one of the files already made available in the project folder.\n",
    "\n",
    "A **PythonScriptStep** is a basic, built-in step to run a Python Script on a compute target. It takes a script name and optionally other parameters like arguments for the script, compute target, inputs and outputs. If no compute target is specified, default compute target for the workspace is used."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {},
   "outputs": [],
   "source": [
    "project_folder = '.'"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {},
   "outputs": [],
   "source": [
    "training_step = PythonScriptStep(name=\"Training\",\n",
    "                             script_name=\"train.py\", \n",
    "                             compute_target=aml_compute, \n",
    "                             source_directory=project_folder,\n",
    "                             arguments=[\n",
    "                                  \"--model_name\", \"cardiac_model\",\n",
    "                             ],\n",
    "                             runconfig=run_training_config,\n",
    "                             allow_reuse=False)\n",
    "steps = [training_step]"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "### Build the pipeline\n",
    "Once we have the steps (or steps collection), we can build the [pipeline](https://docs.microsoft.com/en-us/python/api/azureml-pipeline-core/azureml.pipeline.core.pipeline.pipeline?view=azure-ml-py). By deafult, all these steps will run in **parallel** once we submit the pipeline for run.\n",
    "\n",
    "A pipeline is created with a list of steps and a workspace. Submit a pipeline using [submit](https://docs.microsoft.com/en-us/python/api/azureml-core/azureml.core.experiment%28class%29?view=azure-ml-py#submit). When submit is called, a [PipelineRun](https://docs.microsoft.com/en-us/python/api/azureml-pipeline-core/azureml.pipeline.core.pipelinerun?view=azure-ml-py) is created which in turn creates [StepRun](https://docs.microsoft.com/en-us/python/api/azureml-pipeline-core/azureml.pipeline.core.steprun?view=azure-ml-py) objects for each step in the workflow."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {},
   "outputs": [],
   "source": [
    "pipeline = Pipeline(workspace=ws, steps=steps)\n",
    "print (\"Pipeline is built\")"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "### Validate the pipeline\n",
    "You have the option to [validate](https://docs.microsoft.com/en-us/python/api/azureml-pipeline-core/azureml.pipeline.core.pipeline.pipeline?view=azure-ml-py#validate) the pipeline prior to submitting for run. The platform runs validation steps such as checking for circular dependencies and parameter checks etc. even if you do not explicitly call validate method."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {},
   "outputs": [],
   "source": [
    "pipeline.validate()\n",
    "print(\"Pipeline validation complete\")"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "### Submit the pipeline\n",
    "[Submitting](https://docs.microsoft.com/en-us/python/api/azureml-pipeline-core/azureml.pipeline.core.pipeline.pipeline?view=azure-ml-py#submit) the pipeline involves creating an [Experiment](https://docs.microsoft.com/en-us/python/api/azureml-core/azureml.core.experiment?view=azure-ml-py) object and providing the built pipeline for submission. "
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {},
   "outputs": [],
   "source": [
    "experiment_name = \"heart-disease\"\n",
    "pipeline_run = Experiment(ws, experiment_name).submit(pipeline, regenerate_outputs=True)\n",
    "print(\"Pipeline is submitted for execution\")"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {},
   "outputs": [],
   "source": [
    "RunDetails(pipeline_run).show()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {},
   "outputs": [],
   "source": [
    "pipeline_run.wait_for_completion()\n",
    "for step_run in pipeline_run.get_children():\n",
    "    print(\"{}: {}\".format(step_run.name, step_run.get_metrics()))"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "# Local Workflow"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "![workflow](readme/workflow.png)"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "A sample workflow of training and evaluating a model might look like the following.\n",
    "\n",
    "1. Prepare input data--Input data can be Numpy arrays but for very large datasets TensorFlow provides a specialized format called TFRecords.  \n",
    "2. Build the Keras Model--Structure the architecture of your model by defining the neurons, loss function, and learning rate.\n",
    "3. Train the model--Inject input data into the TensorFlow graph by using [model.fit](https://www.tensorflow.org/api_docs/python/tf/keras/Model#fit).  Customize your batch size, number of epochs, learning rate, etc.\n",
    "4. Evaluate the model--run inference (using the same model from training) on previously unseen data and evaluate the accuracy of your model based on a suitable metric."
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "# Preparing the Data"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "Before getting to our neural network, we first need to prepare our data. While we're at it, let's load all of the libraries we'll use in this lab."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 1,
   "metadata": {},
   "outputs": [],
   "source": [
    "import datetime\n",
    "import os\n",
    "\n",
    "import tensorflow as tf\n",
    "from tensorflow.keras import backend as K\n",
    "from tensorflow.keras.layers import (\n",
    "    Flatten, Dense, Reshape, Conv2D, MaxPool2D, Conv2DTranspose)\n",
    "import matplotlib.pyplot as plt\n",
    "\n",
    "plt.rcParams['image.cmap'] = 'Greys_r'"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## Making a TensorFlow Dataset"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "Next, we'll load in our datasets. Since they're already in a TFRecord format, we can supply their path to [`tf.data.TFRecordDataset`](https://www.tensorflow.org/api_docs/python/tf/data/TFRecordDataset). This will load the records into a [tf.dataset](https://www.tensorflow.org/api_docs/python/tf/data/Dataset), which is TensorFlow's data pipeline tool, designed to ingest large amounts of data locally or from the cloud."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 2,
   "metadata": {},
   "outputs": [],
   "source": [
    "raw_training_dataset = tf.data.TFRecordDataset('data/train_images.tfrecords')\n",
    "raw_val_dataset      = tf.data.TFRecordDataset('data/val_images.tfrecords')"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "In order to parse the data, we'll need to provide it's schema. For each feature, we'll define its [class](https://www.tensorflow.org/api_docs/python/tf/io#classes_2) and [data type](https://www.tensorflow.org/api_docs/python/tf/dtypes#other_members). Since our data dimensions are the same for each image, we'll use the [`tf.io.FixedLenFeature`](https://www.tensorflow.org/api_docs/python/tf/io/FixedLenFeature) class."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 3,
   "metadata": {},
   "outputs": [],
   "source": [
    "image_feature_description = {\n",
    "    'height':    tf.io.FixedLenFeature([], tf.int64),\n",
    "    'width':     tf.io.FixedLenFeature([], tf.int64),\n",
    "    'depth':     tf.io.FixedLenFeature([], tf.int64),\n",
    "    'name' :     tf.io.FixedLenFeature([], tf.string),\n",
    "    'image_raw': tf.io.FixedLenFeature([], tf.string),\n",
    "    'label_raw': tf.io.FixedLenFeature([], tf.string),\n",
    "}"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "The `image_feature_description` can be used to parse each tfrecord with [`tf.io.parse_single_example`](https://www.tensorflow.org/api_docs/python/tf/io/parse_single_example). Since the records are already in a tf.dataset, we can [map](https://www.tensorflow.org/api_docs/python/tf/data/Dataset#map) the parsing to each record."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 4,
   "metadata": {},
   "outputs": [],
   "source": [
    "def _parse_image_function(example_proto):\n",
    "    return tf.io.parse_single_example(example_proto, image_feature_description)\n",
    "\n",
    "parsed_training_dataset = raw_training_dataset.map(_parse_image_function)\n",
    "parsed_val_dataset      = raw_val_dataset.map(_parse_image_function)"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "To verify, let's print the number of elements in our parsed dataset. There should be 234 training images and 26 validation images."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 5,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "234\n",
      "26\n"
     ]
    }
   ],
   "source": [
    "print(len(list(parsed_training_dataset)))\n",
    "print(len(list(parsed_val_dataset)))"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "Right now, our images are in bytes and don't much resemble and image. Let's fix that! We'll make a function, `read_and_decode` that will use [`tf.io.decode_raw`](https://www.tensorflow.org/api_docs/python/tf/io/decode_raw) to convert the bytes into a vector of integers. That's still not quite an image, so [`tf.reshape`](https://www.tensorflow.org/api_docs/python/tf/reshape) is used to make it into a square 256x256x1 array, where each cell represents a greyscale pixel.\n",
    "\n",
    "Neural networks work better with floats instead of integers, so we'll scale down the images into a 0 to 1 range. We won't do this with the label image, as we'll use the integers there to represent our prediction classes."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 6,
   "metadata": {},
   "outputs": [],
   "source": [
    "@tf.function\n",
    "def read_and_decode(example):\n",
    "    image_raw = tf.io.decode_raw(example['image_raw'], tf.int64)\n",
    "    image_raw.set_shape([65536])\n",
    "    image = tf.reshape(image_raw, [256, 256, 1])\n",
    "\n",
    "    image = tf.cast(image, tf.float32) * (1. / 1024)\n",
    "\n",
    "    label_raw = tf.io.decode_raw(example['label_raw'], tf.uint8)\n",
    "    label_raw.set_shape([65536])\n",
    "    label = tf.reshape(label_raw, [256, 256, 1])\n",
    "\n",
    "    return image, label"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "We can map this decoding function to each image in our dataset like we did with the parsing function before."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 7,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "(TensorSpec(shape=(256, 256, 1), dtype=tf.float32, name=None),\n",
       " TensorSpec(shape=(256, 256, 1), dtype=tf.uint8, name=None))"
      ]
     },
     "execution_count": 7,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "tf_autotune = tf.data.experimental.AUTOTUNE\n",
    "train = parsed_training_dataset.map(\n",
    "    read_and_decode, num_parallel_calls=tf_autotune)\n",
    "val = parsed_val_dataset.map(read_and_decode)\n",
    "train.element_spec"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "A few final things to consider with our dataset. Tf.datasets have a [shuffle](https://www.tensorflow.org/api_docs/python/tf/data/Dataset#shuffle) method to take X elements from our dataset and shuffle their order before passing them to the model. This is useful for large datasets that would be impossible to shiffle locally on a machine and critical for multi-worker training to keep the datasets different for each worker.\n",
    "\n",
    "[batch](https://www.tensorflow.org/api_docs/python/tf/data/Dataset#batch), on the other hand, takes Y elements from the buffer and distributes it to a worker for training.\n",
    "\n",
    "It's like a deck a cards. A dealer takes X cards off the top of the deck, shuffles them, and deals Y cards to each worker.\n",
    "\n",
    "There are also a [cache](https://www.tensorflow.org/api_docs/python/tf/data/Dataset#cache) method to store the processed dataset in memory to speed up training times and a [prefetch](https://www.tensorflow.org/api_docs/python/tf/data/Dataset#prefetch) method that prepares the next batch of data while the current batch is being used for training. A typical pipeline prepares data on the CPU while performing model data on the GPU. For more information on how to optimize a data model, see this article [here](https://www.tensorflow.org/api_docs/python/tf/data/Dataset#prefetch).\n",
    "\n",
    "For the purpose of this demo, we'll use a buffer size of 10 and a batch size of 1."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 8,
   "metadata": {},
   "outputs": [],
   "source": [
    "BUFFER_SIZE = 10\n",
    "BATCH_SIZE = 1"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 9,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "<PrefetchDataset shapes: ((None, 256, 256, 1), (None, 256, 256, 1)), types: (tf.float32, tf.uint8)>"
      ]
     },
     "execution_count": 9,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "train_dataset = train.cache().shuffle(BUFFER_SIZE).batch(BATCH_SIZE).repeat()\n",
    "train_dataset = train_dataset.prefetch(buffer_size=tf_autotune)\n",
    "test_dataset  = val.batch(BATCH_SIZE)\n",
    "train_dataset"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## Visualizing the Dataset\n",
    "Since we're working with images, it would be great if we could compare our input images with our prediction and the true label. While AI eyes have become powerful, human eyes are still useful at detecting anomalies in data and recognizing weaknesses in the AI's predictions. Let's create a function, `display`, to compare our sets of images."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 10,
   "metadata": {},
   "outputs": [],
   "source": [
    "def display(display_list):\n",
    "    plt.figure(figsize=(10, 10))\n",
    "    title = ['Input Image', 'Label', 'Predicted Label']\n",
    "\n",
    "    for i in range(len(display_list)):\n",
    "        display_resized = tf.reshape(display_list[i], [256, 256])\n",
    "        plt.subplot(1, len(display_list), i+1)\n",
    "        plt.title(title[i])\n",
    "        plt.imshow(display_resized)\n",
    "        plt.axis('off')\n",
    "    plt.show()"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "Bringing it all together, let's take two batches from our dataset and visualize our input images and segmentation labels."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 11,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 720x720 with 2 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 720x720 with 2 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "for image, label in train.take(2):\n",
    "    sample_image, sample_label = image, label\n",
    "    display([sample_image, sample_label])"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "If we run the same thing again, we'll get two new sets of images from our dataset."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 12,
   "metadata": {
    "scrolled": false
   },
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 720x720 with 2 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 720x720 with 2 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "for image, label in val.take(2):\n",
    "    sample_image, sample_label = image, label\n",
    "    display([sample_image, sample_label])"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "Before we get to training, let's build some functions to visualize how the model is learning. First, we'll create a function, `create_mask`, which will take one of our validaiton results and return it as a 256 x 256 x 1 array. Each cell will be either a 1, meaning an LV pixel, or 0, meaning no LV.\n",
    "\n",
    "We'll do this by using the [`tf.argmax`](https://www.tensorflow.org/api_docs/python/tf/math/argmax) function and observing the last dimension, `axis=-1`. We effectively have an image of 2 channels with the probability of no-LV on the 0th channel and the probability LV on the 1st channel. [`tf.argmax`](https://www.tensorflow.org/api_docs/python/tf/math/argmax) will then return the index of the channel with the higher probability, resulting in a 1 X 256 X 256 array.\n",
    "\n",
    "In order to get it into the 256 X 256 X 1 shape that our plotting tools expect, we'll append a [new axis](https://www.tensorflow.org/api_docs/python/tf/Tensor) on the end and select the first and only element."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 26,
   "metadata": {},
   "outputs": [],
   "source": [
    "def create_mask(pred_mask):\n",
    "    pred_mask = tf.argmax(pred_mask, axis=-1)\n",
    "    pred_mask = pred_mask[..., tf.newaxis]\n",
    "    return pred_mask[0]"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "With this, we'll make a function to diplay our predictions, `show_predictions`. If we feed it a dataset, it will display our model predictions on each image in the dataset. Otherwise, it will run our `sample_image` through our model."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 27,
   "metadata": {},
   "outputs": [],
   "source": [
    "def show_predictions(dataset=None, num=1):\n",
    "    if dataset:\n",
    "        for image, label in dataset.take(num):\n",
    "            pred_mask = model.predict(image)\n",
    "            display([image[0], label[0], create_mask(pred_mask)])\n",
    "    else:\n",
    "        prediction = create_mask(model.predict(sample_image[tf.newaxis, ...]))\n",
    "        display([sample_image, sample_label, prediction])"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "Next, we'll create our own custom [Keras Callback](https://www.tensorflow.org/api_docs/python/tf/keras/callbacks/Callback), so that at the end of each epoch, we'll see what our model predicts on our `sample_image`. We'll also set up a [TensorBoard callback](https://www.tensorflow.org/api_docs/python/tf/keras/callbacks/TensorBoard) so we can graph our training results."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 28,
   "metadata": {},
   "outputs": [],
   "source": [
    "class DisplayCallback(tf.keras.callbacks.Callback):\n",
    "    def on_epoch_end(self, epoch, logs=None):\n",
    "        show_predictions()\n",
    "        print ('\\nSample Prediction after epoch {}\\n'.format(epoch+1))\n",
    "\n",
    "logdir = os.path.join(\"logs\", datetime.datetime.now().strftime(\"%Y%m%d-%H%M%S\"))\n",
    "tensorboard_callback = tf.keras.callbacks.TensorBoard(logdir, histogram_freq=1)"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "Then, we can run it with `%tensorboard --logdir <log_directory>` where `<log_directory>` is the same log directory defined in `tensorboard_callback`."
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "TensorBoard can run while models are training as a debugging tool. For instance, if the validation loss starts to increase while the train loss is decreasing, that could be a sign of overfitting and that training should stop to investigate.\n",
    "\n",
    "We'll leave the above TensorBoard up for the rest of the lab. Check back during other model runs to see how they compare.\n",
    "\n",
    "So how are our numbers? The accuracy should be over 90%, which sounds great! Let's take a moment to look at some more sample predictions."
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## UNET - Convolutional Networks for Biomedical Image Segmentation"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "### UNET with Dice Metric Loss\n",
    "\n",
    "![workflow](readme/dice_metric.png)\n",
    "\n",
    "One metric we can use to more accurately determine how well our network is segmenting LV is called the Dice metric or Sorensen-Dice coefficient, among other names.  This is a metric to compare the similarity of two samples.  In our case we'll use it to compare the two areas of interest, i.e., the area of the expertly-labelled contour and the area of our predicted contour.  The formula for computing the Dice metric is:\n",
    "\n",
    "$$ \\frac{2A_{nl}}{A_{n} + A_{l}} $$\n",
    "\n",
    "where $A_n$ is the area of the contour predicted by our neural network, $A_l$ is the area of the contour from the expertly-segmented label and $A_{nl}$ is the intersection of the two, i.e., the area of the contour that is predicted correctly by the network.  1.0 means perfect score.\n",
    "\n",
    "This metric will more accurately inform us of how well our network is segmenting the LV because the class imbalance problem is negated.  Since we're trying to determine how much area is contained in a particular contour, we can simply count the pixels to give us the area."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 47,
   "metadata": {},
   "outputs": [],
   "source": [
    "def dice_coef(y_true, y_pred, smooth=1):\n",
    "    indices = K.argmax(y_pred, 3)\n",
    "    indices = K.reshape(indices, [-1, 256, 256, 1])\n",
    "\n",
    "    true_cast = y_true\n",
    "    indices_cast = K.cast(indices, dtype='float32')\n",
    "\n",
    "    axis = [1, 2, 3]\n",
    "    intersection = K.sum(true_cast * indices_cast, axis=axis)\n",
    "    union = K.sum(true_cast, axis=axis) + K.sum(indices_cast, axis=axis)\n",
    "    dice = K.mean((2. * intersection + smooth)/(union + smooth), axis=0)\n",
    "\n",
    "    return dice\n",
    "\n",
    "def recall(y_true, y_pred):\n",
    "        y_true = K.ones_like(y_true) \n",
    "        true_positives = K.sum(K.round(K.clip(y_true * y_pred, 0, 1)))\n",
    "        all_positives = K.sum(K.round(K.clip(y_true, 0, 1)))\n",
    "        \n",
    "        recall = true_positives / (all_positives + K.epsilon())\n",
    "        return recall\n",
    "\n",
    "\n",
    "def precision(y_true, y_pred):\n",
    "    y_true = K.ones_like(y_true) \n",
    "    true_positives = K.sum(K.round(K.clip(y_true * y_pred, 0, 1)))\n",
    "\n",
    "    predicted_positives = K.sum(K.round(K.clip(y_pred, 0, 1)))\n",
    "    precision = true_positives / (predicted_positives + K.epsilon())\n",
    "    return precision\n",
    "\n",
    "\n",
    "def f1_score(y_true, y_pred):\n",
    "    precision_score = precision(y_true, y_pred)\n",
    "    recall_score = recall(y_true, y_pred)\n",
    "    return 2*((precision_score*recall_score)/(precision_score+recall_score+K.epsilon()))"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "### UNET Architecture"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "![UNET architecture](readme/UNET.png)"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "The network represented by the figure above is similar to the network that's found in ref [[7](#7)].  It consists of convolution layers, pooling layers, and a final deconvolution layer, with the input image being transformed as indicated in the image.  \n",
    "\n",
    "This task requires you to finish the neural network below and then run the training.  To accomplish this edit the Sequential model and replace all the instances of `FIXME` with code.  There are comments in the code to help you and you can use the following network structure to help as well.  The names of the layers will make more sense as you examine and complete the code.\n",
    "\n",
    "1. Convolution1, 5 x 5 kernel, stride 2\n",
    "2. Maxpooling1, 2 x 2 window, stride 2\n",
    "3. Convolution2, 5 x 5 kernel, stride 2\n",
    "4. Maxpooling2, 2 x 2 window, stride 2\n",
    "5. Convolution3, 3 x 3 kernel, stride 1\n",
    "6. Convolution4, 3 x 3 kernel, stride 1\n",
    "7. Score_classes, 1x1 kernel, stride 1\n",
    "8. Upscore (deconvolution), 31 x 31 kernel, stride 16"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 48,
   "metadata": {},
   "outputs": [],
   "source": [
    "def get_model():\n",
    "    layers = [\n",
    "        Conv2D(input_shape=[256, 256, 1],\n",
    "            filters=100,\n",
    "            kernel_size=5,\n",
    "            strides=2,\n",
    "            padding=\"same\",\n",
    "            activation=tf.nn.relu,\n",
    "            name=\"Conv1\"),\n",
    "        MaxPool2D(pool_size=2, strides=2, padding=\"same\"),\n",
    "        Conv2D(filters=200,\n",
    "            kernel_size=5,\n",
    "            strides=2,\n",
    "            padding=\"same\",\n",
    "            activation=tf.nn.relu),\n",
    "        MaxPool2D(pool_size=2, strides=2, padding=\"same\"),\n",
    "        Conv2D(filters=300,\n",
    "            kernel_size=3,\n",
    "            strides=1,\n",
    "            padding=\"same\",\n",
    "            activation=tf.nn.relu),\n",
    "        Conv2D(filters=300,\n",
    "            kernel_size=3,\n",
    "            strides=1,\n",
    "            padding=\"same\",\n",
    "            activation=tf.nn.relu),\n",
    "        Conv2D(filters=2,\n",
    "            kernel_size=1,\n",
    "            strides=1,\n",
    "            padding=\"same\",\n",
    "            activation=tf.nn.relu),\n",
    "        Conv2DTranspose(filters=2, kernel_size=31, strides=16, padding=\"same\")\n",
    "    ]\n",
    "\n",
    "    tf.keras.backend.clear_session()\n",
    "    model = tf.keras.models.Sequential(layers)\n",
    "\n",
    "    model.compile(\n",
    "        optimizer='adam',\n",
    "        loss=tf.keras.losses.SparseCategoricalCrossentropy(from_logits=True),\n",
    "        metrics=[dice_coef, 'accuracy', f1_score, precision, recall])\n",
    "\n",
    "    return model"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 49,
   "metadata": {},
   "outputs": [],
   "source": [
    "logdir = os.path.join(\"logs\", datetime.datetime.now().strftime(\"%Y%m%d-%H%M%S\"))\n",
    "tensorboard_callback = tf.keras.callbacks.TensorBoard(logdir, histogram_freq=1)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 50,
   "metadata": {},
   "outputs": [],
   "source": [
    "model = get_model()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 52,
   "metadata": {
    "scrolled": true
   },
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Train for 234 steps\n",
      "Epoch 1/30\n",
      "233/234 [============================>.] - ETA: 0s - loss: 0.1149 - dice_coef: 0.0048 - accuracy: 0.9680 - f1_score: 0.9191 - precision: 0.9614 - recall: 0.8899"
     ]
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 720x720 with 3 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "\n",
      "Sample Prediction after epoch 1\n",
      "\n",
      "234/234 [==============================] - 18s 78ms/step - loss: 0.1147 - dice_coef: 0.0049 - accuracy: 0.9681 - f1_score: 0.9192 - precision: 0.9615 - recall: 0.8899 - val_loss: 0.0598 - val_dice_coef: 0.0140 - val_accuracy: 0.9830 - val_f1_score: 0.9576 - val_precision: 1.0000 - val_recall: 0.9189\n",
      "Epoch 2/30\n",
      "23/26 [=========================>....] - ETA: 0s - loss: 0.0394 - dice_coef: 0.0038 - accuracy: 0.9869 - f1_score: 0.9826 - precision: 1.0000 - recall: 0.9658"
     ]
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 720x720 with 3 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "\n",
      "Sample Prediction after epoch 2\n",
      "\n",
      "234/26 [==============================================================================================================================================================================================================================================================================] - 5s 22ms/step - loss: 0.0477 - dice_coef: 0.0093 - accuracy: 0.9837 - f1_score: 0.9811 - precision: 1.0000 - recall: 0.9630 - val_loss: 0.0377 - val_dice_coef: 0.0243 - val_accuracy: 0.9831 - val_f1_score: 0.9859 - val_precision: 1.0000 - val_recall: 0.9723\n",
      "Epoch 3/30\n",
      "24/26 [==========================>...] - ETA: 0s - loss: 0.0303 - dice_coef: 0.0291 - accuracy: 0.9854 - f1_score: 0.9835 - precision: 1.0000 - recall: 0.9677"
     ]
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 720x720 with 3 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "\n",
      "Sample Prediction after epoch 3\n",
      "\n",
      "234/26 [==============================================================================================================================================================================================================================================================================] - 5s 23ms/step - loss: 0.0198 - dice_coef: 0.4318 - accuracy: 0.9892 - f1_score: 0.9856 - precision: 1.0000 - recall: 0.9717 - val_loss: 0.0241 - val_dice_coef: 0.5896 - val_accuracy: 0.9907 - val_f1_score: 0.9904 - val_precision: 1.0000 - val_recall: 0.9811\n",
      "Epoch 4/30\n",
      "24/26 [==========================>...] - ETA: 0s - loss: 0.0186 - dice_coef: 0.5628 - accuracy: 0.9928 - f1_score: 0.9900 - precision: 1.0000 - recall: 0.9802"
     ]
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 720x720 with 3 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "\n",
      "Sample Prediction after epoch 4\n",
      "\n",
      "234/26 [==============================================================================================================================================================================================================================================================================] - 7s 30ms/step - loss: 0.0124 - dice_coef: 0.6599 - accuracy: 0.9927 - f1_score: 0.9889 - precision: 1.0000 - recall: 0.9781 - val_loss: 0.0183 - val_dice_coef: 0.6722 - val_accuracy: 0.9929 - val_f1_score: 0.9866 - val_precision: 1.0000 - val_recall: 0.9735\n",
      "Epoch 5/30\n",
      "23/26 [=========================>....] - ETA: 0s - loss: 0.0147 - dice_coef: 0.6362 - accuracy: 0.9944 - f1_score: 0.9889 - precision: 1.0000 - recall: 0.9782"
     ]
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 720x720 with 3 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "\n",
      "Sample Prediction after epoch 5\n",
      "\n",
      "234/26 [==============================================================================================================================================================================================================================================================================] - 7s 28ms/step - loss: 0.0177 - dice_coef: 0.7348 - accuracy: 0.9949 - f1_score: 0.9904 - precision: 1.0000 - recall: 0.9810 - val_loss: 0.0185 - val_dice_coef: 0.6775 - val_accuracy: 0.9935 - val_f1_score: 0.9929 - val_precision: 1.0000 - val_recall: 0.9859\n",
      "Epoch 6/30\n",
      "25/26 [===========================>..] - ETA: 0s - loss: 0.0135 - dice_coef: 0.6771 - accuracy: 0.9944 - f1_score: 0.9916 - precision: 1.0000 - recall: 0.9833"
     ]
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 720x720 with 3 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "\n",
      "Sample Prediction after epoch 6\n",
      "\n",
      "234/26 [==============================================================================================================================================================================================================================================================================] - 8s 35ms/step - loss: 0.0099 - dice_coef: 0.7608 - accuracy: 0.9953 - f1_score: 0.9912 - precision: 1.0000 - recall: 0.9826 - val_loss: 0.0152 - val_dice_coef: 0.6965 - val_accuracy: 0.9941 - val_f1_score: 0.9927 - val_precision: 1.0000 - val_recall: 0.9856\n",
      "Epoch 7/30\n",
      "25/26 [===========================>..] - ETA: 0s - loss: 0.0105 - dice_coef: 0.7180 - accuracy: 0.9959 - f1_score: 0.9920 - precision: 1.0000 - recall: 0.9840"
     ]
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 720x720 with 3 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "\n",
      "Sample Prediction after epoch 7\n",
      "\n",
      "234/26 [==============================================================================================================================================================================================================================================================================] - 8s 33ms/step - loss: 0.0075 - dice_coef: 0.7873 - accuracy: 0.9960 - f1_score: 0.9920 - precision: 1.0000 - recall: 0.9841 - val_loss: 0.0122 - val_dice_coef: 0.7434 - val_accuracy: 0.9955 - val_f1_score: 0.9933 - val_precision: 1.0000 - val_recall: 0.9867\n",
      "Epoch 8/30\n",
      "25/26 [===========================>..] - ETA: 0s - loss: 0.0100 - dice_coef: 0.7174 - accuracy: 0.9962 - f1_score: 0.9932 - precision: 1.0000 - recall: 0.9865"
     ]
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 720x720 with 3 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "\n",
      "Sample Prediction after epoch 8\n",
      "\n",
      "234/26 [==============================================================================================================================================================================================================================================================================] - 5s 22ms/step - loss: 0.0077 - dice_coef: 0.8029 - accuracy: 0.9963 - f1_score: 0.9929 - precision: 1.0000 - recall: 0.9858 - val_loss: 0.0126 - val_dice_coef: 0.6921 - val_accuracy: 0.9950 - val_f1_score: 0.9917 - val_precision: 1.0000 - val_recall: 0.9836\n",
      "Epoch 9/30\n",
      "25/26 [===========================>..] - ETA: 0s - loss: 0.0096 - dice_coef: 0.7400 - accuracy: 0.9963 - f1_score: 0.9925 - precision: 1.0000 - recall: 0.9851"
     ]
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 720x720 with 3 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "\n",
      "Sample Prediction after epoch 9\n",
      "\n",
      "234/26 [==============================================================================================================================================================================================================================================================================] - 5s 23ms/step - loss: 0.0096 - dice_coef: 0.8196 - accuracy: 0.9967 - f1_score: 0.9936 - precision: 1.0000 - recall: 0.9872 - val_loss: 0.0101 - val_dice_coef: 0.7922 - val_accuracy: 0.9959 - val_f1_score: 0.9938 - val_precision: 1.0000 - val_recall: 0.9878\n",
      "Epoch 10/30\n",
      "23/26 [=========================>....] - ETA: 0s - loss: 0.0099 - dice_coef: 0.7308 - accuracy: 0.9963 - f1_score: 0.9940 - precision: 1.0000 - recall: 0.9882"
     ]
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 720x720 with 3 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "\n",
      "Sample Prediction after epoch 10\n",
      "\n",
      "234/26 [==============================================================================================================================================================================================================================================================================] - 6s 26ms/step - loss: 0.0075 - dice_coef: 0.8362 - accuracy: 0.9970 - f1_score: 0.9946 - precision: 1.0000 - recall: 0.9893 - val_loss: 0.0089 - val_dice_coef: 0.7889 - val_accuracy: 0.9965 - val_f1_score: 0.9952 - val_precision: 1.0000 - val_recall: 0.9905\n",
      "Epoch 11/30\n",
      "23/26 [=========================>....] - ETA: 0s - loss: 0.0077 - dice_coef: 0.7406 - accuracy: 0.9969 - f1_score: 0.9951 - precision: 1.0000 - recall: 0.9902"
     ]
    },
    {
     "data": {
      "image/png": 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8OBYWFnDs2DGkUilEIhEMBgMMBgM0m02J5tRqNUlTNZtNdLtdifb0+30MBgP0ej10u10RPnzejgrxeYqebreLdruNeDwO13VRq9XuCV+PoiiKorwc943gmdTDxn4+GAyK32XScrbhmKkge33b9zOpKovfA4GAlIBzGdufEwwGEQgEEI/HMTs7i4WFBczMzOChhx7CE088gbm5OcRiMRFprVYL3W4XlUoFe3t7qFarqNVqKJfLqNVqInIoXvhFoWQ/x+VYxeXz+dDpdMYiRFwnFAohmUyiWq2q6FEURVHuee47weMVLLyZ8zXvvCpvpGZSZdWtIkF8nlVVyWQSw+FQIivhcBiZTEbMxuFwGOFwGOl0GlNTU5ifn0c+n8ejjz6K48ePS3Sl0WigVCqhVqthc3MTW1tbqFarqNfraDQaqFQqqNfrYlbudDqS8mK1FoUKS9O95euMBPX7fXnOjlK5rotIJIJms6mNChVFUZR7mvtG8ADjUR47AsMbvT0byx7caVdkeSuoJlVvTfLlhMNhzM7OSq+cXq+HTCaDXC6HUCgEv98vqSwKnoWFBZw4cQJzc3PIZrMIhULodDooFArY3t7GysoKSqUStra2xGPTarXQaDRQq9UkDcUoDVNYPGc2I6QAZISKaSz7mgCjSJQtCNmRORqNot1u37J3kaIoiqLczdxzguflKqfsEQrAeOrKHvjp7Yg8ydDMsm4KB1sMEJaUh8NhhEIhRCIRzM7OYmZmBtPT0xLRoZcoHo8jHo9jYWEBs7OzSKfT8Pl8aLVa2N7eRqVSwfLyMjY2NrC1tYVmsylVVp1OZ8yD02w25fgYqTHGjKXu+DoA8TERiiPbX2Rfx3A4DMdxMBgM0Gq1NL2lKIqi3LPcc4IHmFz+zZEKrFCatBwwuekfb/a2b8cb3fFWbDEyEgqFkEqlEAqF0Gq1RNDMz89jYWEByWRS+uc4joNoNIp4PI5kMgm/349ms4lKpYLV1VUsLy9jd3cXpVJJPDrsrePtt8P0lR2JYRTH2+nZLqEfDofiJbLFIYVSp9NBv9+XaxIIBKSiLBqNYnd3dyxNqCiKoij3Avec4Hm58Qy2SLFTMF7PzqT0jLepIKFQoJiieIjH48jn80gmkygUCuh2u4hEIpK2SiaTyOfzSCQSMtKB4qLRaKBYLOL69esoFotYW1tDuVyWXjo0Fw8GAxktwWMMh8MAIGkrRl04M4uRHEao+BrTasFgUM6JIorRKUaTer2eiB2/3y8RqkAggM3NTRU9iqIoyj3FXSl4JqWbJnVH5mt2iTmXnVRObmMLI/5six37GLym5WAwiEgkIqMaCoUCGo0GjDFot9twXRfxeBy5XE4iPHYTwHq9jp2dHWxsbGBtbQ3tdhu1Wk2EFGde0XxsR3McxxFh1u12JfpCcUMBU6lUEIvF4Pf7X1KhxWs8HA4lFRaPxzE9PY1YLIZqtYpSqSQDSin+6EGan5/H9vY22u32t/U+K4qiKMpRcdd1WraNxfvHAGPMWMWRvSz9NZNGOrzcPCy+Zqd7vP15bN8Plw8EAtIFmR2Lm80mHMfBW97yFjz55JM4deoUstmsiJVer4d2u41CoYBqtYpisYhKpYJmsymRlOFwiH6/P3be3DZFnD0F3XVdGSRqR3MAyEBQ9tjhyAleV0Zt2KxwZmYG4XBY9letVsfGVPD6U/QEAgE899xzRz6KQrvKKso4+plQlHHuiU7L3miL7a3xiiAu552CDmAsXeMVUPbr9vK2l8WOFrGfDsVTMBhEOp3GsWPHkEwm0Wg0sL6+DgBYWlpCNptFIpFArVbD9va2lJKzT06j0ZBeNzxG+7F9HDQj20Zr+/owbcUIju07AjBWss7UGM/B7/ej0+kgHA5jenoaU1NTGAwG8lw0GkW1WpXtMzIUDocRj8eRTqdhjMGXvvSlQ/hNUBRFUZTby10T4aHAsA3D9qwr79wrb6NBb0TI3u6k1NSk7dg/c8aV3++XCEcikUAymZTp5SwJt6u4fD4fZmdnsbS0hLm5OQyHQ4nksNMxU1WMytjnbfuEKITovzkoZWePngBGvYcqlYq8ViqVpELMcRz4fD5Jb7HbczqdlmgQvxeLRTQaDTEz+3w+qdxKpVLw+Xz4yle+gueee+52/zociP43qyjj6GdCUca5JyI8trDxVkod1CiQr3krk4CX9tSxl7G9KQdtmyKi1+shmUxienoa0WgUs7OzSCaTYuJlqmp3dxfVahU7OztYWVnBiRMnkEwm0W630el0UK1WRcT4fD44joNeryfRF3ZjZh8ffvX7fTiOI6KHqTyKJr7GlBhL2MPhMPr9vkR0+AVAjt1xHCSTSYTDYTkuXhdWl3G7rEqLx+PSs+fJJ5/E5uYm9vb2bvevg6IoiqLcNu4KwWOnanjzt9NU9k0YeGnPHS/2c3Z0xE5NeVNItuihTwcYRUsikQhyuRxSqZRUXsViMfT7fdRqNezu7kpzQE4yr1aruHjxIvx+/1hfHDs1tbe3J/ux+9vYw055/GxoOMmrVCqVJPVEAoGAnG84HJZp6I7jSJUWJ6fbUbRgMIh+vz/2mh19ikajiEajYx6nxcVFlMvlsf0riqIoyt3EHRc8B6WjvBEZvu5dzuv7mbQuU062qLGXo4BghIVQ7MzNzeHhhx9GIBCQqqt6vY5isYj19XUUCgV0Oh3ZBqegM+oSDAYBYGx2Ff059hDPQCAw1v+GJeiMIrECjMvYRm7v9WAzQfbXoT+HJmNjjAgXNj+kEGIkiOMw+HMkEkEkEhnbP8vcI5EIGo3GxIo4RVEURbnT3FHBM+lGDUxObdnL2DfcW/l1vD157Gorr4nZXo/LhEIhHD9+HIuLi5ifn5fozdbWFlZXV1EsFqU0mxVbFAGBQEAiNcDI7Fur1VCpVMbGNDBVxAgNrwmjJb1eb6wc374GFFL0+4TDYam66vf7Imjo12HlFs3YzWYT4XAYqVQKg8EA0WhUyt6DwaCUvfPasPzdjjz5fD4xVofDYS1VVxRFUe5K7pjg4U3VHljpFSzEW1Flz8bi6/Z2vet4U1yEERCmsGyBYoxBPp/Hq1/9aszMzKDX68mk8mKxiK2tLQwGA2koaIyRyeUUAADEg2P3vWFPHXpr7LSdt2Kr2+2KsLCvE6+dfS7AzVQWADFKMzpE8TQcDhGLxdDr9VAsFpFIJNDpdBCNRpFOpyWKw+aDPKdutyuRJ24nFAohGAyKp4eiT1EURVHuJu6Y4GG6hGMRvCmnSQZiYFyw2OXZAKTC6aAOy/a2eGO2q8NsgZTNZvHYY49hbm4OoVAIe3t7qNfrqFarY2InGAyi0WhId+N4PI6zZ89KRKdUKmFzcxP1el0qrni8TIMB40LOa9jmOkwt8ZrxZ1tcVSoVMTR7r4Od7mq32/D5fCiVSgiHw2i1WgiFQmg2m0gkEnAcB/1+X/bXarWki7S3Sozbpwn6qHvzKIqiKMrLcUcED2c5eW/qwOQhnvxum5hpcPb+bAsA7/bsZe1Gfj6fTyIrwWAQyWQSJ0+exLFjx+D3+yUN1Wq1pFQ7FothOBxid3dXUj+ve93rsLCwgE6nI8tVKhV0Oh0AEKHi9RHxOLwiz3vutohhabv3+tnb9Pl8Ms6C19zn8yESiaBUKomnp9/vi/E5Go0ik8lgfn5+LHLDqJXdhJDRHnvSO83OrVbrtv2+KIqiKMq3y5ELHpY287FdgeU1EXMZr7/GW6VliwhWeR0kHPjdmzLjvjKZDGZnZ3HixAlMT09LDx2OhSiXywgEAqhUKlKyzf48MzMzMMagVquhVqtha2sL5XJZZmLZ12CSKdvbWNCLfZ7eaBHXp1Gay/n9fvHh0PTMsnV6hQaDgQgenmO9Xkcmk0E0GkUikZD5XWxAaL9fMzMzY96eUCgk+1IURVGUu4EjFzy2wKH4YXTFm96yIzJkUhWX/Zg3XXtZWxhNMjkPBgOpwMpkMjh27Bjm5+elUWAgEECtVkOhUBgbQTEYDJBOp3H69Gk8/PDD4olZXl5GoVBAoVAYEx88LtuEbBu0uV07vWWfh5dJgoL74/aazebYSAlvQ0V7MCj33e/3sba2hp2dHWQyGSwtLSGdTqNWqyEUColnyRZUnU4H3W5XrmkkEtEoj6IoinLXcKSChzduuzKJXhS7QonLMpoDYCwNxeW8wsbbjXkSdvTIFgHstXPmzBksLi4im82iUqnIHKyrV69KaisSiUijvkQigWw2CwBoNBrSk4dNBu39EK+A81aTeaNY9jlOMnjzsffc7OiX3al5Ulk+y+g5l6tWq6HX66FcLktEjtEbNjrk+zYYDBCLxdDpdMZ6HnkjW4qiKIpyp7gjgofYER0vtiHZFjrATdHi9bxwHweJg0kCgR2P0+k0FhYWMDc3h3w+j2g0KpPMr127ht3dXam24jaCwSBmZ2cxOzuLvb09lEolFItFdDqdl4idSWbsgx5PMlPbAu9W52SX1XtTYHa1lz0MlFVqjPKEQiFEIhEZnbG1tYV2u435+XlkMhnZFrfd6/UQi8VQq9XG3ptQKKRRHkVRFOWu4I4IHq8nZ5Jh177BT/LjeEWPffOfFFGxhQq3yyaByWQSU1NTmJ2dxfT0NDKZDHK5HC5evIjd3V0ZDprJZJDNZtFoNNBoNBCNRhGLxcQfU6vVsLOzg0ajIREr73HY2BGqW/mSgPHmiZPEDbfjvRbebbNHkB1d63Q6Y2Ml2ATRdV00Gg0Mh0Ps7e1hMBig0WggnU5LF2aeJxs2Mi1mzM2+POrlURRFUe40RyZ47MgLALnZTore2OvYN277u1cM2SXp3iiPVzzwxh8MBpFKpZDP5zE3N4dsNouZmRk89NBDyGazWFtbwwsvvIB6vY7p6WmcPXsWmUwGxhg8//zz4pHZ29vDhQsX0Gq1ZBq6beL1ihNvlZnXmM3UEs+TPXHs87AFDA3M3hEZtj/IHkrK8vF+vy9NECl2otGolNTzXHjM1WpVRlREo1HxOFH80MtjR+Ucx0Gj0bjdv06KoiiK8k1xpILHjjxMikx48VYg2ZEg+wbuFRfe/XojJrzhO46DbDaL+fl5TE1NYWpqCslkEpFIBLu7u3j22Wdx7do19Ho91Ot1vPjiixgOh0ilUuj3+zhx4gS2trawt7cnqSx2GrZv+iwNByCel0npLVuEsbS7Vqu9xAdjX0P7nL3i0H6OApH9j5iuokAZDAbSSZkT3VlizhQWh5EWCgUZcMr9RyIRGY3BKBEAqdhSL4+iKIpyJzkSwWNHW2yhw5vgpPSM9+Zt/2xP8LajGvY0cLsiyjYDs8ookUggkUhgYWEBU1NTyOfzMkbCGIMLFy5ga2tL9heJRBCNRhEIBFAoFFCtVsXAXKlUxkzKkyJTFBW2OPGm8Lis3Rm53++PeYdYwTXJp2Pv7yAvU7/fR6VSketkjJG5XsYYxONxxONx6dGzu7sr/XWCwSCMMRLlsUvU2asnGo3K2AtWuCUSCRlroSiKoih3giMRPHbq6iCj7aSb86S0DMWLPUeL/We8FV5M9TByQkEUi8WQz+fFu5PL5TAzM4NcLod2u41SqYRqtSpel1gshlgsJnOmQqGQ9KUBRiMcJvmI7HESAF6SbrNTUxRovV5PGhVOujbelBax01tkUjqPzQspoih8eHzRaBS5XA7BYBBbW1toNpsIBoNSmcXycw4kpfgyZjRao9frIZFIIBKJyDY5bFWnqSuKoih3ikMXPHZpOW/sXh+OtxrJZtLNndsIBoOIRqNSSu26rqSV7PSVPb08EolICos396mpKaRSKRhjsLu7i52dHWxubmJrawu9Xg+pVEr2SyETDAaRyWRQLpelEslbUn6Qqdj+2fvYOx7D24eIy9jRIgCIRCJIJBJotVrSKNG7LEUjDcZ21ZZXELmui3Q6jcFgIMZkCjF7crtd2WXPAqNpmRPnk8kkisXiK/21URRFUZTbyqEKHjv9xJ+96S1visdr4PWKHb4Wi8XEb8Op4Y1GQ4RQu90WseM4DlKplKRlstkskskkUqmUDMs0xmBrawsbGxuo1Wq4fv06qtUqgsEg6vU6IpGI3PgpbADIjd8WcrbR1x5/YV+Xg6JdFAw8Vzta5a24stftdDoSSbKvnz2fyxaatjCzx9ncwfEAACAASURBVGrYfqNAIIBsNot+vy89dgDIvhhBYwQolUqh0WiMVWpRBMXjcdTr9bE0mKIoiqIcFUeS0rLTHvSM2KZj+6Y+6SbPdbmdeDyOTCYj5l5GMYbDoZSEs5dMIBCQ7smMQsRiMRmX4PP50Gw20W630Ww2ZRJ6o9HA9PQ0BoMBrl27JufS7XbFV9NoNNBsNl9ijAbGmyECL+0MbVdZ8bE9o8r26Uxaj6k1mqCZ5uM+J5m37fXtmVgAxLDMa8L9MwpkC6d2uy3pqVqtJlPZKUAZRbLNy0wPKoqiKMqd4FAFD2+Wtrg5KKJjix1vZAKAeHHi8ThSqdRYRRWrjcLhsNzMG40GXNeVTsjxeBzBYFAiQpFIZCwNQ5NurVZDp9PBzMyMTBOnMZndlRm1KZfLY34b+zx57DRJs/Kp2+2K18buVmx3mvZeI7s6jSKI3iDbs0O8x+BNnXE79pgPjoUAMLYPrkMRxveARm4AUq5eLpflOvN68H2MRqM4duwYLl++/O3/YimKoijKN8mhCh7bHGtXZNleHq9nx77ZUiz1+324rotoNIpkMolcLodMJoNkMik39l6vJ9GJXq8n+8xms8jn8wiHwwgEAojH42MRIS7PNA3LyjlTqtlsSnk2RyX0+33EYjEUCgU5bh6HXSlG8cXOyxQ5ND0HAgHx/1DY2KkxbsOO6ky6hpNM4JNK1rkOoy+292YwGEjzxGQyKY0HKcQ4NR0AHMeRCBpL9lnpxUhZNBoV8WN7rrw+JkVRFEU5Cg5V8HirhOwbnV25Bdw0BNspHi7DSEksFkM8Hkc6nUYymRRxwbQU0zD07vj9fokGMYLBZRitocm30Wig2+2Kh6Xb7aJUKiEWi+H8+fNYW1vDiy++KCXd7XZbBAhFXb/fHzMFM3IDQMQFoyW9Xg+tVkvWsaMrvA7eFJ93oKhd3WX7iryeIhuuQ6M3j4VRtUajgU6nI2KTEbRutyvRKcdxZH4WGxJSKLJrM487FAqNRYZmZmawvb19W3/PFEVRFOXlODTBY3t2vFVZ3pSVbXCVA7M8IOFwGIlEAslkEjMzMxI5AEaiwlsm3e/34TgO8vk8ZmZmEA6HRWyQer2ORqMhN3tjjKRoGK1otVpotVqoVqvY2tpCq9WSnjTsW0OhEQ6HRbzZxlzbtM0oj92c0J6UzmvB6ie7B4+37Nwb1bEr4YgdEeJ3+zlGX7hNRqLs7sncN43gLO/nsYbDYWQyGenNw87NvV5P0oqMaDmOI2JQURRFUY6SQ7v7eCurbCMy8f7s9ZdwphMjO9PT00gmk0gkEgAgQqdSqaBer4uXh1GVqakpLC0tyc2d0SZWVnG0wmAwQDQaRSqVQrVaRbFYRKlUQqPRQL1eR7FYRL1elxu+7ZGxq5rsKikKF6bjvGZmYqf2bJMyt0HBRJF4UNWa/TOvn7ejs7e0n4ZnHiMwEoLNZhOpVAqu6455j9h40fb/8OdwOCzpO0bdjBn15rGvfygUQiAQ0J48iqIoypFyKILnVlEHuxOynY6xX6PYAUZm10QiIVPJs9kswuGw3EiBkfApFovS6TcWiyEcDmNvb0+8PsAowsKIDjsA82be7/dRLBZRLpdRrVZRr9dRrValp41dLs60mC1ogPFIiv2YfXvoG+I5GmPGujOzp00gEJDUkD0ny76etofHu09bQNnVX7aQYsSGkSMA4sFhk0B6dPx+v3RQ9jYqZPUVfVOM/rCCrNvtotlsikncNl4riqIoylFxKILHvqHZgyn5s/emRzOvXYo+GAwQiUTgOA6mp6cxPT2NRCIhJlv2x2GaidEDdgMGIN6S6elpudlWq1WZI0UB4jgOXNdFq9WSsROFQkH6xjDlxHQM0192FMYWKDQ326LP2yMHuGlwZidoDu70+/2Scut0Oi+J0tjpP1v42CkvW4jZ4zeAmyk7YJRyo6+o2+2Kp8kWSbYPya68ogfIbmToOM6Y4RyAGLN5jLy+iqIoinJUHIrgsSMPttixTczeCiPgZvlzr9dDKBSSaiymsmKxmFQTNZtNVCoVKSO3q4p4E6bA2d3dRSQSQavVQqVSkWiEz+eD4ziSbmFaxufzyewsO6rDsvdYLIZcLjfmZaGpt9lsyhf9LHaExjtEk4Kl0+mgXq+P3pT9NJbdVycUCmFmZgaNRgO1Wk2EGF+3BY03TWgLJooino83jdZut1GpVNBoNBCLxSQaBkCED8+bkZx4PI5WqzXWP8j2CPX7fZTLZaTT6bHjVhRFUZSj4rYLHm+p+STDLP/T90YKQqEQWq0W/H4/MpkM8vk8Zmdnx6qyKA62t7extbWFeDwOx3GkyorbcxwH9XodOzs7CIfDaDabY9VGjuMgGo3KsXF6Ov09c3Nz6Ha7Y+mw4XCI+fl5ETw0KjMF1263sbq6ir29PUQiEQwGA4lCeU3arutKes0Lq8UolGKxGM6ePYsnnngCFy9exPXr12WkRbfbHeua7O3lw6hXq9UScWNXkjHiRrEYDAalAWMul0MkEhGBRBEJ3OwizegcTc7cD8UdU2flchmRSES6YauPR1EURTlKDk3weG/k3j4ytpeFN0j6RRKJBPL5PJaWljA3N4dsNgvHcbCxsSGm4maziV6vh2q1CuCmJ4gRk0qlIpVc9v4ZnbAjELFYDNFoFNlsFsBoLlW73R4zQMfjcYmyOI6DWCwmYykKhQKWl5exurqK3d1d2WYymUSz2cTm5iYqlYpEQGyR4R054e1IzOO9fv06VlZWpGTcroLzXkum0yjEbLHCx0xVMRXI6ea2yZrXiANEuT9WqLHyLZlMotvtolarwXEcqSwLBALireLkdwpWFTyKoijKUXLbBY9dkTWpdNpOu3A5mnU7nQ7S6TROnjyJ8+fPY2pqSqaZDwYD7O3tyVgDn8+HTCYj4x0CgYB0X15aWkIikRCzbDKZlJJ1ihHOzwoGgwiHw0ilUsjlcpIGYxQklUohHA5LdRh9RUyxdTodFAoFfOMb30A2m8Wb3/xmVCoVFAoFacrHaerhcFi6M09qLkghEovFYIyRiBS7QPP6AjfTWN6mjraZ2p7jZYsi+7VwOCzRGaYTWWLe6/XGGgeyR5L9HA3k9jBTCqF0Oo1arYZoNCqT1CmUdKaWoiiKcpQciofHm8byVmvxBhwOhyUtNBwOMTc3h/n5ebz61a/Ga17zGmSzWUmJbGxsjEVwbO8JBcj58+fF2JzL5bC9vS039mq1CtcddWumyKHfhz87joNOp4NWqzVmsp6ZmUEkEpHyeAqfcrmMWq2GarWKM2fO4DWveQ3C4TB2d3eRzWal587U1BRWVlYkorG3tzcWkbJ7BLmui0KhMObL8UbL7Ao3+zozTWYLzkll64RRG0Zf7K7YLMOPRqPSn4j7pAGc0SBGvOwxGz6fD61WC+FwGABQqVRQrVbl2L1eJkVRFEU5TA4lpQWM34Rtg7JdjWU33ctms3jkkUfw8MMP4/z583jooYdkmOXy8rI0swuFQohGoxLZGQ6HiMfjSCaT4qNxXRfr6+syMR3AmA8lFApJlRZL2I0xUpVVr9dlX7VaDcFgUFJaTP0Ui0Xs7OygUChgY2MD+Xwezz//PMrlskRCAIgXh2KKgoupKQAyvsG+hhQUXMae48Xra19nrnPQ89yuXd3FbQWDQTkvptBYrZVIJBAMBiX6Y/fh4X7s6i8eKzBqZEgPEcv97YqvSalPRVEURTkMDi2lZZdI83mmQwCM+UiSySROnz6NU6dOYWlpCSdOnEA2m0UgEEC9XhfPC6MDfr9fUkxMZ8ViMbTbbTQaDfj9fszOzspNlf1mkskkkskkOp0OisUiut0ustmsTFy/du0afD4f5ufnpTTbcRxJy7BPD2/Uly9fxtraGgaDAS5fviyNENmXJhgMSsk7vTDValVED9NHdjk+z284HCISiaDf72NqagqPP/44Ll68iEqlIiMp7OsLYKzfjx1BmTSWAhivuuL2bCHCiitWsdn+IgpXe3wG01qMmtkzxQKBgKT2eJ4qdhRFUZSj4tBMy3YFlo3dnZe9dmZmZjA/P4/FxUWcPn0aqVRKTK3seMxmgLVaDe12W8zNJ0+eRLFYlK7I5XJZJpvPzMzg2LFjSKfTUmru9/uxs7OD1dVVBAIBlEolqdYqFovIZDLI5XJYX19HvV5HLpdDKBTC+vo61tfXsbe3J5Eklp0zlcQuwsAoytHtdsd66fT7fZkJRk8OU0EUCxQaFB1MJxWLRYlYsVyeAsueQ5ZOp9Hr9VAul1/yntgpRa/YYHTH7s7sFTcUZ/Z2mBbjuA+KOMdxEIlEUK1WZZYWBZTXPK4oiqIoh81tFTzerr922sP7OjBK98zOzuL48eMieKamppBKpaTfDIWF7UuhkbdcLiOVSiGdTmNnZwdra2viG+n1ejL5e3p6Wtbv9Xq4cOEC1tbWkMlk4Pf7sbu7O2Z6bjQaSCQSUsHEMvjV1VUZsOn3+xGLxaS7sz3Hyx56yu8cueC6rkwXt9NY9nVhFIRiptlsYnd3V64hz4VNC22/0d7envQWYtSGfYe8zR8pOFhKnkgkUKlUAADNZhNbW1vIZDKIRCISkePgUQAiZGg6ZyoLuNk7yPZK0a8VDoflPVXBoyiKohwFt13weEutbeMtb/iM/rDXDhsMplIpACODK8dAcAAl++dEIpGxyEGj0cDOzg5u3LiBTqcjN1+ONaCxOBqNotfrYWdnB7u7u5Laun79Oq5cuYJMJoO3ve1tGA6HKBQKYkZuNpvY2NjA+vq6zJWKx+MSoaK/xR6P4R2Cyoqvfr+PTqcjgskepGn7mewoDyM/dqrLvsa2J8busswmivb74jWP8/0BIOfG/bCijeXlTFUxysPz8kaiuH3uwz5P9jni8XpnqSmKoijKYXFbBQ9vxLYnxfs6xQFHOGSzWcRiMWn8x1QQb/q8STJikMvlxIPT7/dx+fJlFItFqRACbo5VoPm2UqmIYFpZWRnz+LTbbaysrKDZbCIWi8ly5XIZpVIJm5ubWF5eBgBJidlChZ4Zpn3YCZrpG4oICgTbV2Svx2Ox00/eXjUURRQjtsnYjth0u11JfdljImwzNUWhbWRmJIjNBmu1mixj75fr2wLMjtSw0zWbL9I/VSqVRCTa0+AVRVEU5bC57YLHNrvaUQW7Pwxwsxsye93kcjlEo1FJx+zt7UmUIhwOIx6Py7TuF154QWZoMT0EQLxBmUwGc3NzWF5extraGiqVCmKxGPL5PEKhEBqNBra3t/Hwww9LQ8N4PC6G4maziVqthkqlgkqlIoMzmcKiV4XRJABS2m2LCuId/BmNRiXdxM7SFAiccWWva4uKRCIhkS07ZeaNrtmdlW2hROijYRWZ/TyX63Q6UvVmz8Zi9RVTh8PhEIlEAqlUCsViUY6VFVr0XFWrVamSa7fbLzlXRVEURTksbqvgsaty+N17U+ZNmFU8jHLQs+Lz+RCPx2UYJ0VFJpOBz+fDlStX0O/3kU6n5cbMcvNkMinNCgeDAVqtFgqFAiqVitzYp6amEI1GUa/Xsbe3N3bMvHmXSiUUi0Xs7e1Jjx7OiqKooqeFgzgZgWIzQ3p67GvgbS5IszL9L/QYNRoNaQ5IkUeh+OSTT8IYgxdeeEGM2kxD2akku88Pr7ttjOY5sNScaTOW6LMEvtlsjlV/USj1er2XzM2icOMwV3p3EomE+HvsbWu3ZUVRFOWouO0RHruzL2+IvNna/VsodEKhkEQCeDPl0MpWq4VUKoWFhQW0220UCgVEo1EsLS1hd3cXzWYT4XAYU1NTMo5ia2sLX/3qV6WCiaIkHA4jk8kgFovh3LlzWFlZwcWLFxGJRPD4449LtKJarcrAUZqXU6nUmPHXa/odDocStaEXxhYa9gBRACKKAEjHYe7f7ltjjMHMzIz0BhoMBrh27RpisZh0YzbGSD8inisjSvbQVq9/h8cNQNKBFG3ATW+Q4zhjy9tzsgaDgSzPc+OkeKYG2bjQOzfMFmfK/Uc+n8eP/MiPTHztE5/4BHZ2do74iBRFedA5tGnp3iotu4cLIwa8cdNPQkHE1E0sFpPeLQDQbrcRDAaRTCbhuq7Mu2LEpFwu4+tf/zoqlYqYY9lckGmper2OWCwmzf+y2SxmZmYkatFoNMY8QYFAQNJstnCxzcnsGM2IjV3eDdxMH/Fa2GbkSCQC13WlH1Cv15OJ7vT+MLrSarXkRkGBSOyKJ9unY78ftvDhckzB8XwoEik49/b2MDc3B8dxxs7LNqZTrNn9d+yIDoUtxSBL17VC6/4jEAjgF37hF/DjP/7jOH78+MRl3vve9+IjH/kIPvShD2nHbeWBJJPJoFwu69/AI8b38ou8cuxuv3YEwfb28OdQKCS9XVqtFlqtlvTa4U03GAyOlXwzPRKJROQ1dl7e2NjAF77wBanq4lgHALJcs9lEvV5HpVKB67rSc8frxSmVSojFYkgkEggEAqjVaohEIuIjshv5cVJ4KpWSGzsFnfe6EBqBaUymKJibm8PS0pKMpXBdV3oMUZB1u11psFir1VCr1SSlZQ8Utd8HHoNXJNlRGgpSpqp4nDQu22LKbnpIsQqMhA8N3a1WC8YYSZFRwNnXxNujSbn3+eAHP4j3v//9B4odADhx4gR++Zd/GT//8z9/hEemKHcen8+H97///fja176GH/uxH7vTh/PAcVsFj21spUfE7tzLjr62YTmdTo8N5aSXxR5QCYw8P4lEAo7jyIgH3mivXbsmaSzHcZBIJKR7MpeNRCLSjDAWi6Hf7yMWi4nYYik3gLEUkeM4Y34X9p2xm/JlMhnx7zBSxSgIhYRdcm6XsPO1UqkEYJRCWlhYkBQZRzww0uUVLYw6sbLNfn3SzCo7rWaXhfO9Am4KIb5fTFPZwo0iiL4dVl4xJcf3k0Z0e2Cqty+Tcn/wvve9D+973/te0ftqjMF73vOeIzgqRbk7eOqpp7C8vIxf+qVfwsmTJ/HhD38Yzz//PL7jO75Dmt8qh8ttEzz2zZC9aWwjrR194Gt2mocRinA4jFAoJOXLTP20Wi3s7u6iUCigXq/LzXp3dxdXr14Vj02v15NBoOFwGOfOncPCwgJisZhEU3gzdhwHc3NzEgEaDoeoVqvSa4apOE76tqGQiMfjmJ6eRjQale/ATTHDa+AVScD4ENButyvnz8gTzcQc5MlUEYd38rrb199bIm6LHzutReFFrw8Fjz3yIRwOi1cIuClo6fXx+XwitOwqMUbzbHEHjLxC7K9kl+or9z6ZTAY//dM/PRbZfDlyuRy+53u+5xCPSlHuDowxeO9734vFxUX5xzIajeLRRx/F1772NfzhH/4h3v3ud9/ho7z/uW2Cx05jMUIwaX6TbXylMGKpdiAQkGiCLZ7YoddxHKRSKczMzMBxHJTLZayuro4N4uS+fD4fnnjiCXzv934vTp06hdnZWSl9D4VCiEQiMMYglUrJTZ+jK3w+H2ZmZhAIBORYuM1eryfihxGkqakpHD9+HKdOncKpU6eklxCxGwDyO4WQ3Tiw3+8jEokgm81iampKqsJ4fW2hYpec29d/kujhsXoFjy16AIz5cNghmVVu9Cdxn7aQYVSLAs2uTON7yLQh53IRbTx4f5DJZPDII498U+skEgm88Y1vPKQjUpQ7z+LiIn72Z38Wu7u7+MEf/MEDl3v729+OT3ziE7dcRvn2OZQqLfs/e1uI2I32OECTfXho/GWzOvaooTjizZ99cq5du4ZSqTQ2doL7Zqdmx3GQzWZRr9cl7VSv18U0TO8NRRpnZAUCAcTjcezt7aHZbMp/rYxOUOhEIhHEYjGkUilJ/SQSCSQSCTHl2mXcdjrIvi62SPT27OF3Cgg70sRoir0t+32Y9P7Yr/O62T4pCjEeE6fS08TN86GPiZ4m269lzxMLh8Pw+/3SJJFC0I7uKYqi3G/Mzs7iC1/4Ak6dOvWKlo9Go/joRz+KbreLT3/604d8dA8mt320hJ3+4M/0e/C/fJpk7SonuzEhvTN+v1/maXW7XRhjcOPGDbz44ovY3NyU+VL0mrBEem5uDvPz83AcB0tLS7JMIBCQeVvT09PS4dmebUVxRUHTbrdFhLGKjP1lAIixeHV1Ff1+H7lcDslkUgafMrLCCiUA4gdix2mWcQMQwzZ9Rfa1ZArMW+YO3IyUeMu97UjLQSKo2WxK5+tarTYmeOjJoYhlbyRjjPiWjDGScuO58b2wrz0jZIzoeYWaoijK/cKf/MmfvGKxQ2KxGH7yJ38Sn/vc58ayBMrt4bbecexUirdSCxiPWNizmihmmPLgl+u6UsLcaDSwvLyMy5cvSzM8NrSjWRkYhdbPnz+Pp556CseOHcNnP/tZGSjKyEYoFBqb3cW0FSvBut2u+HY49NL2plAEcKjnpUuXcOPGDWxsbKBcLqPZbEqVkt1xmh4Yu/kfr5Udwel0Omg2mwAwJgztNKG32orXfVJkzfZX2UZqvmZXTNn9kFh1RTFIc7Q9+NNrjB4Oh5L+oijkDDFW51H4ajpLUZT7kXe/+904d+7ct7TuO9/5Tvz6r//6bT4iBbjNgod4hQ9h9CYUCokfh43pHMeR/ji9Xg/NZlNKzCuVCq5evYqVlRXxuWQyGYTDYdRqNcRiMQBAvV5HOp1GJpPBU089haeffhpTU1NYWlpCPB6XAZfBYFCqw+xUVrPZhOM4cF1XGv/Z1VnAzSGbtim3VqvJqIvl5WU0m02JONEjw6iI3ZARgDxmtIT7YLm5HTGzq7zsiI8tWLg8xZE3fWVPLbdFEmd7cRsUKxyzwffSW3nH5ygGWSJPIzrTX/QB2dV7yv1Do9HA+vr6N7VOq9XChQsXDumIFOXO8M53vhM/8zM/I/elbxZjDN70pjfd5qNSgNsseOwbsv2dpdwApG9OJBKRx6ygolGWw0ErlQpKpRJu3LiBQqEgU8x5w+YgUJ/Ph2q1imAwiNOnT+Ppp59GLBbD1NQUzpw5IxEav9+PVCqFZDKJfD6PmZkZxONxuWH3+30pkafnxBuJYBUWZ2d5/TgsJaeYsI3HXM4ePsroSSQSQSAQQKPRQKvVwmAwkCGe9vLEKyjtUnc7nWhXgjFiZs/H4jHwNWAkuDhHi12qmaLisU6qBOO+7W7TvH4c4xEOh6VlANsAKPc+29vb+L3f+71vap1r167hU5/61CEdkaLcGQKBwLdVfTgcDvGhD33oNh6RQm6rh+dW/7UzxWGXo7O5H5VwoVCQCEur1ZLp5pcvX8bKygqKxaKUZF+6dEkiMoyoPPbYY3j3u9+N06dPo9vtYmtrS27k9XodAJBKpWQUBTs3s9let9uVPkGdTkdKye3eNd7y6263K+XbXIcDQVlqztQdfTveERsAJIVXKpWkciwUCqHVagG4Wd1mR2a4baad7O1502kUP942ATw/9smxIzbAzcaKNDAzhWiPtmAKq9PpiBD0psIajYb06bFniCn3D1/72tfQarVecU+RH/3RHz3kI1KUo+eLX/wiNjY2JIvwzXLlyhX86Z/+6SEcmXLbTcvAzb46fM5Of4RCIeRyOUxPT0sTQbsrMgBUKhXs7Oxgc3MTFy5cwPLyMkqlklRu1et1GfnAaMLMzAze+ta3Ip1Oo9froVAo4OLFiyKeKGLy+Tzi8TiazSZ2dnbEpNtut1EsFmGMQbfbla7O8XgcxWJRzoeCiOfGlBb70nAAp924D4B4g2zxRO8So1u8WdDkSwFGoeQta6cI8o6xsHvp2O+Jt5TdrgzjcxRA/X5fUn+xWAzD4VDSifb7bU+Hp2i0Z2zxPFnun0ql0Gw2X9JAUbn3+f3f/32Ew2H89m//9tjviZfBYIBPfvKTuHjx4hEenaIcDeVyGW9729vwO7/zO3jta1/7iv4BqNVq+KM/+iN86lOfwrPPPotyuXwER/rgcShl6bZJlqZbpkKi0Sji8ThSqRRyuZxUNQUCAZRKJZTLZezs7GB1dRVbW1tYW1tDuVyWMQdMPTEtFolEUCgUcO7cORw7dgypVAqO4+DatWtSYcW0Wa/XQzabxd7eHpaXl1EsFqV6jDfmWCwmQiUejyOXyyEUCmF9fX0s8mGnutj0kLOmiC1EWNZtl2NTzBgzGr1AEzbTUPb6XMebIqST33VdRKNRMRbbqTC7qsubAuP7w9e9KbhgMChGZRqO7egMRQ+NyBSEdj+gZrM5VgHH1NmkVJ1yb/Oxj30MvV4Pv/u7vztR9KysrODjH/+4jpVQ7lv6/T4uXbqEN7/5zXjnO9+JZ555Bk8//TROnjw5tswnP/lJ+fv9gQ98ACsrK3fqkB8Ybusdxy6Vto21fC4SiWBqakrKwWOxmJR8F4tFibisr69jc3MTOzs7KJVKaDabkn4KhULo9/tIp9Po9/uoVqt46KGHcObMGSwtLSGXy6FcLsuohmq1irm5OTE58xeMoyoYDalWq2K65T58Ph+2trYQjUZFeDBVY/etAUYGTI7DsNNXtsEZuFkxxSqw6elpRCIRnD59GrlcDq7rYnd3d8wAbEeHvJVRtk+KURwuD4w8R7anCBif5QXcLIX3doYeDAYol8uSDozH4xINslNpPB9WlvHa2G0JjDFy/Zmu43uk3F986lOfwnPPPYd4PI6Pfexj8h/ur/7qr+LTn/40NjY27vARKsrR8JnPfAaf+cxnkM/n8Y53vAOLi4v47Gc/i36/j2effVb7kB0xh/Yvtm1kZRQlnU5Lx+OZmRkZuMk3vdVqoVAooFQqYXl5Gbu7u2g0GggEAshms4jFYhIZAUZhwEqlgle96lUiegaDAS5cuCBDSavVKmZnZ5FIJMaEVy6Xw+7urtyoKRDsfjmRSASlUgmtVmtsSrp9foSpJbtHj10pZaeeOJAzEong5MmTSCaTmJ+fFxGxu7srYoIGZpbyU2zYjQzt6i56cOyqLE5hB26anLk+BUgsFkO73ZY+O7Ypmt2l6UtKp9MS/WHDRfpyKJYoGF3Xad9ekAAAIABJREFUleGn0WgUnU5HRJVOyr5/ef755wEAZ86cucNHoih3ns3NTXzkIx+504fxwHMogsc2xfLGnk6nMT8/j1wuh7m5OczNzUl0o9PpYGdnR4zJ6+vr2NrakgZ209PTkuph+faNGzeQTqextLSEN7zhDXjiiSfg8/mwsrKCZrOJTCaDtbU1nDt3DqlUCpFIRPw6s7OziMVi2NjYwPr6Our1+lgXZd70Q6EQstmsVDUxEmILEOBmqokRDbtDNNNc/F6r1dDpdLC4uIilpSURCJFIBI1GA9VqFVtbW2g0GhgMBpiamhIjt7c5IwUdBRmPgWKGZmE7BdZsNscmvQMQvw2noLMyi8Ky0+kgk8mMmaYZAQIwNlSVBnDur1ar4erVq+j3+2O9l3SGlqIoinKUHJrgIX6/H4lEAvl8HidOnMBDDz0ks60CgQBqtRpu3LiB9fV1NJtNVCoVrK+vo9VqIR6PI5vNSmUWb5IUKIlEAm9961vx+OOPY2lpSczMZ8+ehTEGr371q2VKOkUAK684pJON8iqVCoBRCmw4HCIajWJjY0P2mUwmUSqVJBJkG4Ntv1Kv15PUFr1ArutKn5/BYIB8Po8zZ85gampK0nV/9Vd/hd3dXfT7fVQqFSwuLuK7v/u7cfLkSczMzIwNGW2322LeXl9fx+rqKlZWVrC2tibHR4FhH2MkEhFBZ79HFDkULBQ6AKR3DivpAoGAnJPtKbK7QlPg8bxpBrdL3zW6oyiKohwlt13weNMsyWQSs7OzePjhh3Hq1CkcP34ci4uLUpVUKpVQqVRQLBaxu7uLzc1NdLtdRKNRJJNJiYyw3HtnZwc+nw9LS0t4xzvegTe84Q04e/as9PLJZDKS+ul2uyiVSmM9c9gQMBgMiofINlazuzL9O8lkEo7jSHk4K5CYmmE5N3vKDIdDKVFvNBpSqu33+5FMJpFMJpHJZNBqtfC3f/u32NvbQ6PRwNmzZ/H6178euVxO/Ev0ObEijWLK7/cjHo8jHo9jcXERr3vd61Cv13HlyhX85V/+JVZXV6UqiiLM5/Oh1WqNNf2jz4iRK9tk2uv1EI/HMTc3h2w2K9cGgJyrnR6jWZqPCSvrvOX9zWZTOy0riqIoR8ZtFzxMZ/l8PsTjceTzeTz66KM4ffo0zp49i0wmIwKD0Rw2GSwUCtja2kIoFJIGdRw+Wa/XUSwWpTnfyZMncfbsWZw6dQpTU1OSPmL0oV6vo9FoSCM/boc+m+FwiFwuh/n5eTmOSqUi5desSmo0GjL7y57KTp+MN4rC2VpMkSUSCUxNTSEUCqFaraJWq2FrawsA4DgOXvva12JxcVGms/NYjTH4/Oc/jwsXLuDYsWOYm5tDLBaTposAxD8DjHoaPfHEE5idncWVK1fwpS99Cdvb2yIqbAM1AImaMQ0WiUQQDAZleKrrulJNZy/LsRrcP7dtNzv0+XxoNptjaUAAL+nErCiKoihHxaGktIbDIeLxOM6ePYtXvepVOHPmDE6fPo35+Xm5MZbLZfHsbGxs4MKFC9IoEBiJAYqMTqcjgziB0Y3zueeekwjLo48+ikwmIzOoSqUS1tbWJJ1Wq9VQLBZRLBYBjOZt5XI5ZDIZnDx5EtFoFIFAAH/xF38hqSB2WgYwlsZiCoyw7wyjJ8lkEsePH0cqlUI6nUa1WsWlS5ewuroKYCQIjx07hlwuhzNnziCdTkvzPpZ0h0IhLCwsIJlMYmNjA3/913+NYDCI6elpzM7OwnGcsf49XIcl/48//jgWFxfx4osv4u///u+xs7MjYsMWPhSmLMu3S+QBSPfqRCIhYohpMZ/PJz6fcrksUSRGwFiZw8GsFDl2TyZFURRFOSpuu+AZDoeIRCJYWlrCuXPncPz4cSkXp3+k0+mIMXl5eRnPP/88dnZ2EAwGJe3DSeleU24ymcRrX/taufE/99xzqNVqcBxHqq5qtRoKhYIMGbW7+9L7kkgkMD09jXw+j/n5ebzlLW9BJpPBpUuXcOnSJZnn1e/30Ww2kUgkkEgkUK/XxedDQdRut+Hz+XDu3DksLi5KCfyVK1fwd3/3d9je3obP50MymcT09DSGwyFKpRK+/OUvo9vtyjnbRmeKGIqNarWKjY0NXL9+HY7jIJlMIhwOIxwOIxKJIB6PS/QlGAwiEAjg4YcfRiKRwFe/+lXs7OxINRWxI0WdTgfhcFg6VzN6xYgY3wMAsg9GdCiGGO2y12eJPSNTjMAxRagoiqIoR8GhRHjy+TweeeQRnD17FktLS5idnZVeN71eD41GAzdu3MD29jauX7+OUqmEYDCITCaDZDKJUCiEcrmMzc1N8a2w2eDMzAzy+TxOnz4Nx3EQj8cRjUalAqvf74uJNxKJoNfroVqtytgHlnWvra3hG9/4BqLRKPL5PE6ePInp6Wk8/fTTeN3rXof19XVcv34dV69eRa1WQ7vdRrvdlmnmdgXaE088gUceeQTD4RCXL1/Gn/3Zn42VgbOyrNvtYnt7W+ZZUTRx6KLdtygWi4l3JhwOIx6PY3Z2Vq4LZ1OxwioUCsm1AEaihOLPbnpI8cd9cb+u64qnqdfrSd8fmr0Hg4GIMnvsBj1ArECr1+tSJWeMkfSd3ZSRFWSKoiiKclQciuCZm5sTsROJRKQnS71ex/Xr13H9+vWxyiK/3y/mXJao7+3tIRgMIpvNolwuSzVQNBrFiRMn8Pjjj0s/mM3NTayurmJzcxMrKyu4cuWK9NoBRsZpYHTTpRDpdDqoVqtoNBq4dOkSNjc3kUwmxYPy0EMP4dy5czh16pSkysrlshioecNneunSpUtYWVkRU3UgEBBzNPvysL/NYDAYMwx7x0dwXEW73ZZ9dDodGWwai8XkdZp/mSa0GxAyKpZKpZDNZqXcHbhZmUXRRdESi8WQTCaxubmJcDgs5eUULHyOKSxGeBqNBq5du4ZSqQTHcaQyq9FoSJqQ56jpLEVRFOWoORTBc+XKFfzQD/2QpEIGgwHW19dlpMPa2hqKxaLMx6J46PV6WF9fR7fbRTAYhOM4qFarUoJ++vRpvOtd78Ib3/hGJBIJVCoV3LhxAxcuXMDVq1exvb2N559/XtJHFEmO4wC4WZrd7XYlLcSUVbPZlG7L3W4Xly5dQjgcRjqdxszMDDKZDObm5sbK2CuVCvb29kTE0GfDxnpsAgjcHOXA5xg9ASDnT6FCMzIjLYws2U0N6aFhdRTTRRSP/M6J6/F4HCdPnsSVK1dw7do1MUiz8SBTUY7jyPHbDQ3ZmJApQtuI3Ov1UC6X0Wq1xBBOTxJws98Pz8sue1cURVGUo+BQBI/dcdh1Xdy4cQOVSkX62HBcAmH34UajIcM3WbocCoWwtLSEp556Co899hje9KY3IRqNotFooFarYW9vD8ViEXt7e1hfXxdxxJlQ9lBM4KbHCIBMb/f5fHAcR6IiPH5GPer1Omq12thICZaaZ7PZMbHCdbh9Xg+7XJ8ihfh8PklF2U0BeTztdhuNRmOslw4rx7hsJBJBIpGQsnxWWzmOI1EVx3Hw5JNPIpFI4LnnnpPoDd8rpv/sOVwUUp1OB7FYTM6Rka1ms4lCoYCdnR05n36/L8KJvwPBYBD1el0npCuKoih3hEMRPHt7e/jKV76C7/u+70O9Xker1UKj0ZAqIHsmFDAaKUFfCSMHkUgEjuNgYWEBp06dwtmzZ/HII4/A7/ejWq2iXC5jbW0Nq6urkgIrlUrSHZkTywFIZ19GMmiypb+Gx8L0Dk25ttGWosEWPQBkuKY924oT4NkRmekgRnfs8QoUFnweuDmzqlwuiwCzp8mzXJ9NGY0x0i+IHp14PC775vdWq4VYLIbHH38cjUYDV69eRTQalQgSTcb2e2WPnuBjih6fz4dGo4G1tTVsbm6KKLM7LfMco9EoqtWqdlhWFEVR7giHNktrfX0dhUJh7IZHTwqb/uXzeXS7XTEz25PIM5kMstksEokEcrmcNLurVCpoNpvY3t4WDxD9O6zySiQSErEBIDdh9rFhA8JOpyP+F4owRneAmxEgu38Nb9j2kFS7XJ6l2dwuS7E5h4ol2vS+AJDqKXpc7HSQ3XSw1WrJ9PdUKoV8Pi8pK4ogRp4Y3WK0hte8VqthYWEBb3jDG+A4Dp599lkRhN1uF7VaTd4Lps3YmZpGbU5lr9frUjnGAaV8DykoKb5YYq/pLEVRFOVOcGiC58tf/jKeeeYZzM7Ool6vS/k0OyizzHpnZwedTkdGFnAsAyMG+Xxepp0zUlQqlbC+vo7t7W1Uq1XxAk1PTyORSCAcDktKC4BEKjhQlNEMihxCIcIuzYPBQHrdMAJkp7263a5Me2dkiqKA26c/h9uiuKA46XQ6YwNLeUzcrzEGlUoFgUAAs7OzeOyxx6SSja9TVHLgKKNRTFOxSWIqlRLvzszMDL7zO79T3gOay3mcdmqv0+mgVqthampqzEPU6XTEqGzDNCAbNRpjUCqVxkZLKIqiKMpRcmiCx3VdbGxs4Pz589KThaKmUChgbW0Nly9fFhERj8cxHA6xuLiI1dVVlMtlZLNZTE1NYXp6GrFYDP1+H6VSCdvb29jY2MD29jZWV1exu7srVV6sirIb81Hg2GKAx8jHjOBQQNhdmSku2MsHGO9Fw23xeTvKw8e2gZppJ3sKOSNC9qBRRkkA4Pz58zhz5gzm5+cl2kXR5Z1fxeeAm4NBKbampqZQLpdhjEE+n8dTTz2Fz3/+8+K7oUixS/gpgCjems2mjAbZ2toSYUUGgwGazSYikYhc40QiMebzURRFUZSj5NAEDwB88YtfxA/8wA+IYZWzpdirJRAISPdepj0YTfH7/Thx4gSmpqYkNcLZWKVSSYzKHPpJURKPx8XEm8lkJIrCGy+FBc20dpSHTfEASJSIVUVcjwKHFVHATZ8KuxQzWhONRkVIZLNZMVo3m00x8NLATO8PBQr3wXTf/9/eufw4cpBd/9jusl1VdpWvfe/pnksuk0iZIIIihLgIgUgECLLJlhVI/AuIBYgdEqxggVghsUBCbIKQ2BAhBqSRQFwipkMml+me6W637y67XC7fv0V/50nVoPBK7/dlpqd5ftKrlwzTbo8nbh+e5zznHB4eYjAYoNlsYm9vD6VSSaY60WJVfj1TlNPpdMxzNJvNkMvlMJlMUCqVsLe3h729Pezv78vz5XQnkUggDENZ/dEszaZ03/dFtEVrKoD3p2WJRAKFQiFWMKooiqIoD5sPVfA0Gg3UajVsbGzIlCWRSIipF4DUMRSLRbm+YtgeL5KYeDwYDFCv11Gr1dBsNlGv1xEEgeTz8IqIooWTlAf9NNH1E8UARQsDAQFIkB8vqmgspvEZeP/Cid6b+XwutRjRFREzf/r9vpyAM9OmWCyiWCzKlIurNxqIs9mshPj1ej30ej1cvXoVpVIJruvKJRcnSdG29kQiAcuyJH/Hsiw5eQ/DEOvr67h+/Tr29/dlpQjEU5hns5kIUYodik9Ok7jyA94XW/l8HuPx+N+a5hVFURTlYfOhCp6TkxP88Y9/xCuvvIIwDJHJZJBMJmVqwDNrx3HkQ9rzPMl9oUdlNBpJ8B//r9lsytWPbdvI5XKx9F9WSIxGI1lRAe+vrvifueLi1VE2mxXT8GAwEFFCTw9XPczHASBlmbyWSqfTscstTmn4azRlm6Yp+T6maYoQCoIAo9EIxWJRJiPT6RStVguTyQSHh4cYj8e4cuUKEokE8vm8PKfhcCgGZq6x+Dovl0t5TQ3DQKfTwdraGra3t7G2toZarRbr0uLX8qqMU60HBVXUbM5Jz3K5jInHIAhir72iKIqiPEw+VMEDAD/5yU/w+c9/HplMBrZtSwUBJweO48gH88rKCgaDgXhx0uk0RqORhPG122202200m03J6OH1EQUPxQ1TjJfLJQqFAgaDgUx4uLah2ImGAtILQ18K1zCcahSLRWSzWfi+L5OPlZUV2LYtmTcnJydyZk+zNP08a2trIoxM05T+q6jXZ7lcolQqwfd9nJ6eiljL5/MiJBqNBtLpNGzbFsHG/x+GIVzXlXyh6FSLVR38fmEYYmtrCzdu3EC9XpepVPR6jV/Py7fouipaVQEg5mmij2c2m+Hw8PDD/ldNURRFUT6QD13wTKdT/OxnP8PXv/51BEGA4XCIIAgkgJArEk4e+AFKAUSxwF6oXq+HdruN4XAopmTTNMWsTHGwXC7h+75MgCiQwjCUSQszbDiloOCI5udEQwI57aBYy2azqFarYoxmKzvzdPh1uVxORNHa2prUTrAYlX8Opj5zKgWc9ZJlMhk0m01ZK3FCdnx8LEZv4P3pFY3LXG/xtYkaqZfLJUzTlCuu3d1drK2t4d69e8hmswjDUFZ+fE1M05TXK5/Px3xN0Ws3epFmsxlc18W7776rdRKKoijKI+VDFzwAcOvWLXzmM5/BbDaT1RanBBQPnIbwMsqyLLn2oQem3++j0+nEKgssy0K5XJaJDD+EuYJhYed8Pkc+nxeBEQ0aBOLVD3xe/Geeza+urqJcLotZFzjzuDCJeTAYiM+FYX62baNarcJ1XeTzeTEGMxgxnU6jUqnE0ps5TYr2aDmOgzAMZb3H1+3o6Ai+70tZJy+4gDPhwVoNTq4AxOokMpkMJpMJtra28OSTT+Lg4EBSmfl3EW1BtyxLxOnW1hYKhQKGw2FMbEU7ukajkRjLFUVRFOVR8VAEz8nJCW7evImPfOQjEkLID/bxeIxisSgBhPzgdF1Xahg4FfJ9H71eT4TE1tYWXNf9tzDA6MSBq7FisYh0Oo0gCGQFQxEQ7Xeil4erIBqR2RC+u7uLWq2Ge/fuYTKZoNlsIp1OI5lMYjQayZ9hOp2iUqkgn88DgExwuKLr9XpyocbJznA4FAFEM7Dv+zKp4eSGqzj6dlqtFkajEfL5vOQQRVd3AOSKjM+N113AmQDi+imXy2E0GkniNNdeD9ZlLJdLOI6DnZ0d1Go1eS78Pfx9TG1WFEVRlEfJQxE8APDrX/8aTz/9tHhCoj1QFB6GYcj0g9dZqVQK4/EYYRii3+/HJifZbFauoRjmxw9d+k8qlQq2t7fFpFssFtHr9WK+E5p8+bWcvACQ3iheJb3xxhvSHzWfzyXpmHUXvV5PHmN3d1fye6LVEA/6iACIiKHxmsF+nEbVajWZ8ETP6bnO49qOoYJ8jTmdiU54+JgUKVyTcSoT/e/5d8JJF3B26cW/G3qRhsOhTK0SiYSsxZrN5of9r5aiKIqi/I88NMEThiF+97vf4eMf/ziAs1UQxQ8/vHkunclkEAQB8vl8LLuHxZbRGgVOTPjhTcHAKUOlUhHTbLvdlt9rmqZMcuj3oSE3DEMEQSBGYPpvAMgpPNdK3W5XJkCZTEae19bWFvL5vKyEmD1Ur9dlEmWaJjY3NyXcMJvNitCZTqfodDqyJuMkCDibWtGcnMvlUCgUZNU0Go1ErACQFR7b6KNXVBRAhmGgVCpha2tLxB0A8QEVi0WZEFEgRTuxLMvCYDAQocbXyvM89e4oiqIo54KHJngA4Pbt23JKzbbv6XSKIAiwWCwQBEFsdTMajeT8m5ddvEzi74/2XXF9FfUKjcdj1Ot1uUDi1CLqGeLl04Nn6gBkghQEAZbLpXho2J4+GAywsbEhoolt7Zubm7AsS9KSDw8PJWOH5/KWZcVWUJZlyUSFfhyarDkJYtVDOp2WFVY2mxWx5bquvKa8xALe7/xiUzzNxnwd+DoWCgU0Gg3pJKOXiN6g6Ml6tECVAovdX1zfKYqiKMp54KEKHs/zcHh4iEuXLsG2bfT7fRETDPDjpIYJyfygZRgfpzvRq6xoijI/ZJkA7DiOfP+oh4XrpAcTkqO1E/P5XLq3GIjI9RRP5bnOGY/HsV4t3/djFRcUFY7jSBN5Op2G53lwXVcusKJ9X61WCwDE3+R5HnzfRzabRalUwu7urrTDj8djmTaFYYhOp4NqtSpBiABi4YEAYqnT7AXb2dnBwcEBAMhUiYIzn8/HTvUty0I2m5XV4nQ6lb60drstIk1RFEVRHjUPVfAAwJ///Gfs7OygWCzKZRND+zKZTGzdwistXiTRSBuGoVQkAIgJnmjHFQPzXNcVkzCFCgMA+Z95kcQVG8XPyckJer2e+Hp4Bs+AQmbuGIYhxuThcAjP81AsFuXKipMcZgbR50JhRb/NZDIRfxDXddFah5WVFZTLZVy6dAlra2sijrgePDo6Qr/fRyaTQT6fF/FDDw8nPA+mTwOQSzZeXnGNmMvlYrUQFH3RYlI+Jv+u2u32Q/43S1EURVE+mIcueMIwxOuvv47Pfvaz2N3dxfHxsaywousTTioogmj0HQwGUhRKPw4vjkzTlMRirqk6nY5Me7giopjhdVbUNM2vpTgxDANvvvmmTFuazSYcx5E+KgAy2WE2EFOVKUJM00S5XJZ1HEUMABF0y+US3W5XjMnsDqNvKQxDpNNprK6u4tKlS7h8+XLspL7T6eDu3bvo9XoyIbt//z7a7TbK5TK2t7flzxMVd9HSVK7Gcrkc6vW6/Hq01T2aTzQYDOB5nnh1eFV3dHSkqcqKoijKueKhCx4AOD09lfLKUqmEMAyxv7+PwWAAAHKKTrHDCQwNxKZpypqGq6mof4UCIp1Oi6+GV1eciLCugR/yTDXmyuiFF15AqVSCaZrwfR/dbheO44hICMNQ/CoMUjQMA8PhMHb9xBqH1dXVWLUGHyebzcbOtrvdrqy2GDAYhiEsy8L6+jquXbuGUqkkUxgKq3v37qHVaonBmQKq2Wyi0WjIymo8HovwoTCKnpGbpimhgvTpRD1EnOJw9eZ5Xuz0nMGMiqIoinKeeCSCBwBee+01vPrqq3jyySfR6XRwenqKw8PDWJYO/TZcmUT9NlHzLtdT/FpOiZgQzEmI53lyAcUJT6/XQ7/fl24vlpDyexUKBTzxxBPo9/uo1+vY2NhAs9mUkMDo13ByQnOz53myBosGCtLQy2DB+XwOz/Mk1Xk2m4mQSCaTuHr1KjY3NyWAcG1tTSo2aJbudDrIZDIi7JheDZxNkRqNBra3t2Plrcz+AYBSqSQTrmjzOsWO53lSCAqcCUe21kenOSp2FEVRlPPIIxM8k8kER0dH+NSnPoVEIoH19XXUajWZOFA8mKYJALJGod+F598UNDTY8iw7CIKzP+D/FS7Hx8e4c+dOTKQwVLBarYrhl6WebCp3HAfJZBLXrl1DJpOJPUcKAjadt1otEWK9Xg8HBweyiuO5PNOfu90uxuOxPI9OpyOrK66Xdnd3ceXKFbiui1arhbt378aayVnDMRqN5BpssViIb4heJgopTmF4Iu95npis5/O5rNvoU6JgSiaTKJVK4iXimX273cZgMJApk4odRVEU5bzyyAQPAPz+979HtVrFiy++iHK5jI2NDXQ6HZnicCISbTuPnkjT15JKpcRgy5UKz7QpkK5cuYIgCHB8fBzz7TiOg0qlgvF4DM/zcHR0hL29PXieh1qtBsdx4LouhsOhdHnNZjNZdzE1mnUTnCqtrKwgCAKcnJzIFCUMQzFOcwLF/47CY2NjA+vr66hWq8jlcrK6GwwGSCQSePfdd6WRnSsxANIVxvVfdH1Go3er1ZL1XXQ6wxUW+8G63a5kEtGHxMs4iiNOoehBorBSFEVRlPPIIxU8APCHP/wB169fR6lUklWS4zjo9XpS/snJhGVZmE6nsipyHCdWIkpzrW3b8uH/xBNPYHd3F7du3ZJsHzap8/t1Oh30+30AEKHA5OTJZIJMJoNisYjxeIxmsykeopWVFTSbTcznc7iui42NDeRyOWlup/gZj8coFAoolUqySmNTOk3XNDqn0+nYaTyb0w3DwGg0gu/7KBQKUnzK03b2VnECY5qmlJMCZxUP77zzDlqtlrTSc33mOI4Itlwuh+FwKB4nPj9eyPHXwzCUtVvU/KwoiqIo55FHLnjq9Tp++tOf4otf/CIqlYqsmyhgAMjlFc/UWa9AAzIvprjO6ff7cF0Xr7zyCm7cuIHbt2/j3r17GI/HKJfLsgYaj8eo1WpyYVQsFuG6rnxPemts25YTbooDTmtoBmYmjWmaMkmpVCrST7VcLmUdxgmM67pwXReGYUh3GB+XzeT031SrVTz77LMSrkgf0WKxQLVaRbVaRaPRkCsvTpDG4zGq1aoYt5PJZOxajNEAPCdnSSlf62iTPH1S4/FYjNpcoymKoijKeeaRCx4AqNVq+MUvfoFnnnkG1WoVKysrIjxozGWZJws26XexLAvdbldESzKZxOXLl/Hyyy/j2rVrGA6H+Otf/4qTkxMsl0tks1lJaPY8D5PJBLlcDtlsFul0GoZhiD+mUqnAcRysrq5iZWVFwgWDIEAul5MGdT7Po6MjqbXIZDI4PT3FaDSSxOjombphGKhUKtjZ2cHW1hZSqRTy+bxcfR0dHaHdbqNWq+Ho6Aibm5tYX1/H9va2CKnZbIZ79+4BAGzblhUeJ128vOKqqlqtYnd3F7Zto9ls4s6dO5JXBEAygOgj4pVZLpdDJpOJ9Ya1Wi0RSlofoSiKopx3zoXgAc6MtG+//Tba7TYymQx2d3fFcNzr9eRSy3XdWNVDNpuF67rI5XIwTRMvvPACXnzxRaTTaWkRp8F4NBrBtm2YpilTIk6FHMeRfy4Wi/K8VlZWkM/nYZomZrMZ3n77bVQqFVy7dk2EV9SHMxwOJQWaRmF6YEzTlKlQKpVCv99Ht9sVPxD/+fbt22g2m+j1ehLM2Gg0kEqlcOXKFTz//PMolUrS6cWJTBiGcgJPEzHP2inS6HliZQZXURRK9DZxjVUsFlEul+E4DorFoviCeFWmYkdRFEV5HDg3ggc4y6DJ5XJi4F1dXYVt21LCyQ9kdl5xlbS1tYW9vT1sb2+jWq3K+ohn6mwP54osm83CMAyYpokgCGTSsrGxISsbCqzhcChhhQzUe/rpp3H58mXp0gLeb2fnc6ORl4Zgmqj7/T5+ItyGAAAO/UlEQVR83xehMJ1O0Ww2UavVsL+/jzAMUSqVUK1Wkc/n5Ww+DEP4vo+joyO5CrMsC9vb2zg9PcXJyYmsz2hkZulp1JBtWRaq1ar0lvGKLLo+ZOdYpVKRgEOas/n6dzqdWAO8oiiKopxnzpXgAYCTkxNcvXoVV65cwfr6OhaLBXq9nnh1mFvDFm/TNFEoFMT/0mg05EybaxiKG05gXNeF4zhyRn3p0iWkUinxq7ChnIKGF2CTyQQ3btzAjRs3sLm5KYF+vu/LiTdrJ7ge45UVz+s9z8NsNhPfy/HxMe7fvy/fm91UAOA4DizLkkJPGrGZicNrNcMw0O12JYNnMpnAtm0Mh0OZ4ORyOXieh3feeQf1el0u4ACIkIlew3FlR2jCXiwWODg4kORpRVEURXkcOHeCZz6f409/+hNeeOEFfPSjH0WhUBCfCIUEADHQchXD83V6fbLZrGTucIUUFT2O40gODrNtWGbK7/HWW2+JaMhkMnjuuefw6U9/GpVKBScnJ2i32+h0Ouh2u5IAzakHvx9Tl9n6znwg5uYAiHmUWMTJSQpwJjbK5bKIFuBsMsRWck5nZrNZbB3HnKDxeCzTLp7tz+dz8SsBkBXWfD6XqzL6hFKpFGzbhmVZ+Pvf/46//OUvalRWFEVRHivOneABzj7Mf/zjH6NcLuOrX/2qGJg5gVgul9KPxSJRiofJZIJGoxFrVfd9H5lMBuvr6xiNRpjNZnj33XcxnU6xs7MjlRDT6VQyatg+7rou9vb2cPXqVVllvfnmm6jValL9QOExHo+lFoIGZU5ugLOsHJ55c/I0mUzkAgo4Ey08x2e7Oa+kDMOQqRSFz2QyQafTkdeErxHLPQHERKJhGDL94uNRXPHsnI/Ls/iVlRUsFgvs7+/jV7/6lZ6gK4qiKI8d51LwAGfVBd/73veQyWTwla98JbZyojjgZIerlmQyiel0iuFwiF6vh8VigdXVVRiGIUWl4/EYly5dwt/+9jf0+30cHh6KwOFpNpORNzY2cP36daytrSGTyeDg4ABvvfWWTG4oQpbLJQ4ODsSrA0AmK7zIYgAiDcy5XE6ECU/AeRUV7bbin2tlZUVydXzflxN3Fnim02kEQSB5Ovw+DAnk6wecTZ8otOjjYZYOp11RQ7NlWTg+PsZrr70W6/1SFEVRlMeFcyt4gLOJyLe+9S0AwCuvvCIG22QyKWfo0Wsjnl/v7u7ivffewz/+8Q8sFgtUKhVZE1UqFezt7WFnZ0c6vAaDATKZDGazGSqVCgqFAhzHQalUQj6fjzWMc6rESZPjOHLyzioMTkqi/hn6jphebNu2iAcKEf7+yWQCy7JkFcdpURAEkk/U7/eRTqfRbrelB2w6ncrJPTN46F9KpVKSP0QxxaRmijdOqFjNwe93eHiIW7du6WRHURRFeWw514IHOPO6fPe734Vt2/jc5z4nH87RBnX2VI1GIwnLW11dxeXLl3Hz5k3cvHkTtm1LsF4qlcL6+joqlQo2NjYwn8/R7XYRhiGq1aoE9AFn5/L0q4xGIyntNAwDuVxOsoFyuZz4c2j8NQwDhmEAAPL5PFKplJygLxYLWYtFi0j5/KNdYACkvyqXy8lpezRAkT1X7PmiSIqWp7ItHXh/Pci2eBq1ecJPQXZ0dITbt2+r2FEURVEeaxL/KUclkUicm5AVwzDwwx/+EF/4whdkwsP1EwBZxQyHQ/lQ930f+/v7aLVa6Pf7+Ne//oV0Oo3t7W3kcjm4rov19XUpF63X6zJRyeVyKBaLUj+xWCwwGAxwenqK27dvw/d9yaXh1Onu3bsyVYk+RiaTgWVZcqmVyWRwcnKCO3fuSGpztGKCUxbCi7HFYiHG6NXVVSk95RqLYYNcqzGhmtMwrsB4nZXP57G5uYnpdCoBiUEQSA4PAPEHnReWy2XiUX7/8/SeUBRA3xOK8iAf9J449xMeMp1O8e1vfxu/+c1v8J3vfAelUklWWtFCS05U2IH17LPPYjabodPp4Pr162IA5uXUcrlEoVCQ5vXlcol0Og3LsmBZFjKZjBSB8vEZ8ud5nmTf0H+zurqKYrEogYiWZYlZmIIGgHRp0ThMc3I6nf430UMfDy+4WKsRNUFHzcac9gBnkyEGJNLbA0CmO+VyGZPJBL1eDwDE1M3rtPMkdhRFURTlf8tjI3iAs8uk3/72tzg+PsaPfvQjlMvlWMcTP/ij11EUCjwP58qI6x82g7P7iuZiXlF1u13p7OIkp1wuYzQaSXEoRYjrurh+/Tps25Zk42hFA03MFGqcpBiGEbuoik6N6BvKZDIybWLjued5cBwHjuPIKotfx6lUdDpE4VQqlZBOp/HUU09JMCHXYLxS07NzRVEU5SLx2Ky0HuSZZ57BD37wA5TLZZnq8FqLIiFqcB4OhxgMBuh0OnLZxOZwBhi6riu/HzibdjBckHk+zLYZDoeYTCaSZZNIJHDlyhUYhiF5Pv1+X0zEnOCUy2UMh0PcvXtXrsZ4qZVKpWRaxJZz5vrQa5NMJuW6i83wxWIRnueh0+kAgAg+Tnl4Wp5MJuG6LlZXV1GpVLC6uoogCGQNeHp6ijfeeENWXucRHd8rShx9TyhKnMd+pfUg+/v7ePnll/G1r30N3/zmN+VKCYD4ewDI+oo1D4ZhwLZtAJB0ZE5QuO6ZTCbo9/uo1+uS4RM9N+eai2fonNpwzcRfo8jhhGh9fR22bYvvhqZirtL4/U3TRD6fx3Q6Rb1elzUcu7I4kaJvZz6fo1qtIpvNot1uSz3GYrGQs3k+ZyYo82qNa7WbN2/izp07D/uvUVEURVEeCo+t4CE///nP8frrr+Mb3/gGnn/+eZnOcFUEILbSWS6XIijK5bL83mQyKSfek8kEo9EInU4H/X4fhUJBKiN4+k5RxSkKz9WBM1PycrlEPp9HPp8X/0+lUpFQwmhqMgWV67oyseKJebPZlLNzrsBGo5Gs8ZjSvL29LZddwJlHhwWfvLBKJBJicGZQYhAEuHXrFnzffzh/YYqiKIryCHjsBc98Psf9+/fx/e9/Hy+99BK+/OUvw3XdWIheGIaxlGZeO62vr8fEkOd5seTjfD4vX0fTLwWGZVnya7PZTE7F+VgM+qNXh1deQRBgNBpJMCC7tmhqZgAi29spsiaTiUyVuLICANu25XEMw0C1WpWp0YPn+xRnk8kEzWYTd+/eRa1Wk2mYoiiKolxUHnvBQwaDAX75y1/in//8J1599VU8++yz4udh2F60S4sN5JyW2LYtqylORTipoYjhBdN8PofjOCgUCmJ+TqVSMAwD4/FYsnssy4Jt23KlFQQBGo0GGo2GnIfzgorZO0EQIJvNwnEczOdz2LaNVCqFfr+P4XAoRmx2dbFolHlElUoFi8UCjUZDwgf552NVRa/Xw+npqfiEFEVRFOWi89ialv8TiUQCn/zkJ/GlL30Jly5dik032KTu+z5835fMHgAymaE52Pd9dDodrKysSPIxxcxyuUQul0M+nwcAqYcYDAbo9XrwfR+VSgXr6+vIZDKYTCZotVp466230O/3xaRcKBTkIor9YOVyGdVqVR6v0+nA8zwEQRC7IrMsS4RXuVyGbdsYjUZi0A6CQLrG+PgsO31cUYOmosTR94SixPmg98SFFDzEMAw899xzeOmll/Cxj30Mo9EIg8FAvDYAJHPm4OAA3W43NjlJJpNyQZVOp6V+ggnHzM3hmmu5XMpqazKZSEZPOp3GcDhEp9NBo9GA7/syWWIwYSaTkcdicjSvwA4PD9Hr9aQ7jP4drtRM08Te3h4uXbokJ+udTgej0QiLxQKtVguNRkMmRI8z+sNdUeLoe0JR4vxXCh6ysrKC559/Hi+//DJc15UzbIYWtlotvPHGG2i1WiJsMpkMstmsNI3z17jCYjIxV168njIMA/l8Xi6p6Mvh1MX3fcznc/T7fYzHY1lfRddfnOQwUygMQ/T7fVlrcWJjGIasqcIwxNWrV3H16lWkUil0Oh3UajUcHByg3+8/9kKH6A93RYmj7wlFifNfLXhIMpnEk08+ieeeew7b29tiBq7Varhz586/eVpYB8GVFk/XF4uFhBiOx2Mp5pxMJrBtG0899RQcxwEAqXPo9Xqxx6fgSSaTEh7oOI5MeYbDoZSUsuur3+/D8zyZDlGwRTu41tbW4DgO6vW6nLRfJPSHu6LE0feEosRRwROB10yf+MQnMB6P0e/3MRgMRAAx2wZ4v2SzWCzCcRyEYYhOp4PpdCrmYWbk0Oh87do1bG5uAoAkFzOEkKsrhhNyCsSaB8dxxBfkeR5830e/30e73UYYhiKyKHTCMBRRw7wheowuIvrDXVHi6HtCUeKo4PkAEokENjY2kEgk5KQ7ujaiCGJgIc3JAGJeGvpl0uk0dnZ2sLu7izAMcf/+fQyHQ/leNEVzMmSapiQbP/HEE9jZ2ZFTdM/zcHBwIGKMQYMMKqQR+sGy0YuM/nBXlDj6nlCUOBcuafn/F8vlEicnJwCAZrMpl1PAWa8VW8OTyaSYhlnCycDCZDIJ4OzKiwnG3W4XnuehXq9LhxUnOczGMU1TpkmO48j6jCI0nU6jUqlI0ehwOMTp6SkGgwEajUasLV5RFEVRlA/mv37C80EweJAhhSzupAF5Pp8jkUjANE25qEqlUrBtW4pCmcljGIakPrNtfTKZIJ/Py0XYtWvXYpk99OXM53O0222899574jf6bxY5+r9mFSWOvicUJY6utP4fSCQSMsVhIjIDADkFsiwLq6urmM1maLfb8H1fLriYjMwLMNZQ5HI5bG9vo1wuwzRNucaaz+e4e/cuWq0WAMg6S9Ef7oryIPqeUJQ4Kng+JJiwzDN2+mzoqWGtA1dgnPDQ78ME5F6vJ23nygejP9wVJY6+JxQljgoe5UKgP9wVJY6+JxQlzge9J5IP+4koiqIoiqI8bFTwKIqiKIpy4VHBoyiKoijKhUcFj6IoiqIoFx4VPIqiKIqiXHhU8CiKoiiKcuFRwaMoiqIoyoVHBY+iKIqiKBceFTyKoiiKolx4VPAoiqIoinLh+Y/VEoqiKIqiKBcBnfAoiqIoinLhUcGjKIqiKMqFRwWPoiiKoigXHhU8iqIoiqJceFTwKIqiKIpy4VHBoyiKoijKhef/AK4j7F/w6kFzAAAAAElFTkSuQmCC\n",
      "text/plain": [
       "<Figure size 720x720 with 3 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "\n",
      "Sample Prediction after epoch 11\n",
      "\n",
      "234/26 [==============================================================================================================================================================================================================================================================================] - 6s 25ms/step - loss: 0.0054 - dice_coef: 0.8530 - accuracy: 0.9974 - f1_score: 0.9957 - precision: 1.0000 - recall: 0.9914 - val_loss: 0.0084 - val_dice_coef: 0.8017 - val_accuracy: 0.9968 - val_f1_score: 0.9965 - val_precision: 1.0000 - val_recall: 0.9931\n",
      "Epoch 12/30\n",
      "24/26 [==========================>...] - ETA: 0s - loss: 0.0057 - dice_coef: 0.8308 - accuracy: 0.9977 - f1_score: 0.9968 - precision: 1.0000 - recall: 0.9936"
     ]
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 720x720 with 3 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "\n",
      "Sample Prediction after epoch 12\n",
      "\n",
      "234/26 [==============================================================================================================================================================================================================================================================================] - 6s 27ms/step - loss: 0.0051 - dice_coef: 0.8681 - accuracy: 0.9976 - f1_score: 0.9966 - precision: 1.0000 - recall: 0.9932 - val_loss: 0.0084 - val_dice_coef: 0.8098 - val_accuracy: 0.9968 - val_f1_score: 0.9969 - val_precision: 1.0000 - val_recall: 0.9938\n",
      "Epoch 13/30\n",
      "24/26 [==========================>...] - ETA: 0s - loss: 0.0052 - dice_coef: 0.8139 - accuracy: 0.9977 - f1_score: 0.9972 - precision: 1.0000 - recall: 0.9944"
     ]
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 720x720 with 3 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "\n",
      "Sample Prediction after epoch 13\n",
      "\n",
      "234/26 [==============================================================================================================================================================================================================================================================================] - 6s 27ms/step - loss: 0.0058 - dice_coef: 0.8705 - accuracy: 0.9977 - f1_score: 0.9970 - precision: 1.0000 - recall: 0.9941 - val_loss: 0.0090 - val_dice_coef: 0.8032 - val_accuracy: 0.9967 - val_f1_score: 0.9970 - val_precision: 1.0000 - val_recall: 0.9940\n",
      "Epoch 14/30\n",
      "24/26 [==========================>...] - ETA: 0s - loss: 0.0057 - dice_coef: 0.8394 - accuracy: 0.9976 - f1_score: 0.9974 - precision: 1.0000 - recall: 0.9949"
     ]
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 720x720 with 3 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "\n",
      "Sample Prediction after epoch 14\n",
      "\n",
      "234/26 [==============================================================================================================================================================================================================================================================================] - 7s 30ms/step - loss: 0.0046 - dice_coef: 0.8618 - accuracy: 0.9976 - f1_score: 0.9973 - precision: 1.0000 - recall: 0.9946 - val_loss: 0.0083 - val_dice_coef: 0.8019 - val_accuracy: 0.9966 - val_f1_score: 0.9973 - val_precision: 1.0000 - val_recall: 0.9946\n",
      "Epoch 15/30\n",
      "25/26 [===========================>..] - ETA: 0s - loss: 0.0051 - dice_coef: 0.8389 - accuracy: 0.9979 - f1_score: 0.9976 - precision: 1.0000 - recall: 0.9953"
     ]
    },
    {
     "data": {
      "image/png": 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jR3H8+HEcO3YMR44cwdGjR5FKpRCJRDAcDjEcDtFqtSSaU6/XJU3VarXQ6/Uk2jMYDDAcDtHv99Hr9UT48HE7KsTHKXp6vR46nQ7i8Thc10W9Xn9J+HoURVEU5fm4bwTPtB429uPBYFD8LtO2sw3HTAXZr7d9P9Oqsvg1EAhICTi3sf05wWAQgUAA8Xgcc3NzOHLkCPL5PB566CE89thjmJ+fRywWE5HWbrfR6/VQrVaxu7uLWq2Ger2OSqWCer0uIofihf8olOzHuB2ruHw+H7rd7kSEiK8JhUJIJpOo1WoqehRFUZSXPPed4PEKFi7mfM47r8obqZlWWXW7SBAfZ1VVMpnEaDSSyEo4HEYmkxGzcTgcRjgcRjqdxszMDBYWFlAoFPDII4/g2LFjEl1pNpsol8uo1+vY2NjA5uYmarUaGo0Gms0mqtUqGo2GmJW73a6kvFitRaHC0nRv+TojQYPBQB6zo1Su6yISiaDVammjQkVRFOUlzX0jeIDJKI8dgeFCb8/Gsgd32hVZ3gqqadVb03w54XAYc3Nz0iun3+8jk8kgl8shFArB7/dLKouC58iRIzh+/Djm5+eRzWYRCoXQ7XZRLBaxtbWF5eVllMtlbG5uisem3W6j2WyiXq9LGopRGqaweM1sRkgByAgV01j2PQHGkShbELIjczQaRafTuW3vIkVRFEW5l3nJCZ7nq5yyRygAk6kre+CntyPyNEMzy7opHGwxQFhSHg6HEQqFEIlEMDc3h3w+j9nZWYno0EsUj8cRj8dx5MgRzM3NIZ1Ow+fzod1uY2trC9VqFTdu3MD6+jo2NzfRarWkyqrb7U54cFqtlpwfIzXGmInUHZ8HID4mQnFk+4vs+xgOh+E4DobDIdrttqa3FEVRlJcsLznBA0wv/+ZIBVYoTdsOmN70j4u97dvxRne8FVuMjIRCIaRSKYRCIbTbbRE0CwsLOHLkCJLJpPTPcRwH0WgU8XgcyWQSfr8frVYL1WoVKysruHHjBnZ2dlAul8Wjw9463n47TF/ZkRhGcbydnu0S+tFoJF4iWxxSKHW7XQwGA7kngUBAKsqi0Sh2dnYm0oSKoiiK8lLgJSd4nm88gy1S7BSM17MzLT3jbSpIKBQopige4vE4CoUCkskkisUier0eIpGIpK2SySQKhQISiYSMdKC4aDabKJVKuH79OkqlElZXV1GpVKSXDs3Fw+FQRkvwHMPhMABI2opRF87MYiSHESo+x7RaMBiUa6KIYnSK0aR+vy9ix+/3S4QqEAhgY2NDRY+iKIrykuKeFDzT0k3TuiPzObvEnNtOKye3sYURf7bFjn0OXtNyMBhEJBKRUQ3FYhHNZhPGGHQ6Hbiui3g8jlwuJxEeuwlgo9HA9vY21tfXsbq6ik6ng3q9LkKKM69oPrajOY7jiDDr9XoSfaG4oYCpVquIxWLw+/3PqdDiPR6NRpIKi8fjmJ2dRSwWQ61WQ7lclgGlFH/0IC0sLGBrawudTuc7ep8VRVEU5bC45zot28bivXOAMWai4sjelv6aaSMdnm8eFp+z0z3e/jy274fbBwIB6YLMjsWtVguO4+D1r389Hn/8cZw6dQrZbFbESr/fR6fTQbFYRK1WQ6lUQrVaRavVkkjKaDTCYDCYuG7umyLOnoLuuq4MErWjOQBkICh77HDkBO8rozZsVpjP5xEOh+V4tVptYkwF7z9FTyAQwFNPPXXooyi0q6yiTKKfCUWZ5CXRadkbbbG9NV4RxO28U9ABTKRrvALKft7e3vay2NEi9tOheAoGg0in0zh69CiSySSazSbW1tYAAEtLS8hms0gkEqjX69ja2pJScvbJaTab0uuG52h/b58Hzci20dq+P0xbMYJj+44ATJSsMzXGa/D7/eh2uwiHw5idncXMzAyGw6E8Fo1GUavVZP+MDIXDYcTjcaTTaRhj8OUvf/kAfhMURVEU5c5yz0R4KDBsw7A968o798rbaNAbEbL3Oy01NW0/9s+cceX3+yXCkUgkkEwmZXo5S8LtKi6fz4e5uTksLS1hfn4eo9FIIjnsdMxUFaMy9nXbPiEKIfpv9kvZ2aMngHHvoWq1Ks+Vy2WpEHMcBz6fT9Jb7PacTqclGsSvpVIJzWZTzMw+n08qt1KpFHw+H772ta/hqaeeutO/Dvuif80qyiT6mVCUSV4SER5b2HgrpfZrFMjnvJVJwHN76tjb2N6U/fZNEdHv95FMJjE7O4toNIq5uTkkk0kx8TJVtbOzg1qthu3tbSwvL+P48eNIJpPodDrodruo1WoiYnw+HxzHQb/fl+gLuzGzjw//DQYDOI4jooepPIomPseUGEvYw+EwBoOBRHT4D4Ccu+M4SCaTCIfDcl68L6wu435ZlRaPx6Vnz+OPP46NjQ3s7u7e6V8HRVEURblj3BOCx07VcPG301T2Igw8t+eOF/sxOzpip6a8KSRb9NCnA4yjJZFIBLlcDqlUSiqvYrEYBoMB6vU6dnZ2pDkgJ5nXajVcvHgRfr9/oi+OnZra3d2V49j9bexhpzx/NjSc5lUql8uSeiKBQECuNxwOyzR0x3GkSouT0+0oWjAYxGAwmHjOjj5Fo1FEo9EJj9Pi4iIqlcrE8RVFURTlXuKuC5790lHeiAyf927n9f1Mey1TTraosbejgGCEhVDszM/P4+TJkwgEAlJ11Wg0UCqVsLa2hmKxiG63K/vgFHRGXYLBIABMzK6iP8ce4hkIBCb637AEnVEkVoBxG9vI7b0fbCbI/jr059BkbIwR4cLmhxRCjARxHAZ/jkQiiEQiE8dnmXskEkGz2ZxaEacoiqIod5u7KnimLdTA9NSWvY294N7Or+PtyWNXW3lNzPbruE0oFMKxY8ewuLiIhYUFid5sbm5iZWUFpVJJSrNZsUUREAgEJFIDjM2+9Xod1Wp1YkwDU0WM0PCeMFrS7/cnyvHte0AhRb9POByWqqvBYCCChn4dVm7RjN1qtRAOh5FKpTAcDhGNRqXsPRgMStk77w3L3+3Ik8/nE2N1OBzWUnVFURTlnuSuCR4uqvbASq9gId6KKns2Fp+39+t9jTfFRRgBYQrLFijGGBQKBbziFa9APp9Hv9+XSeWlUgmbm5sYDofSUNAYI5PLKQAAiAfH7nvDnjr01thpO2/FVq/XE2Fh3yfeO/tagFupLABilGZ0iOJpNBohFouh3++jVCohkUig2+0iGo0inU5LFIfNB3lNvV5PIk/cTygUQjAYFE8PRZ+iKIqi3EvcNcHDdAnHInhTTtMMxMCkYLHLswFIhdN+HZbtfXFhtqvDbIGUzWbxspe9DPPz8wiFQtjd3UWj0UCtVpsQO8FgEM1mU7obx+NxnD17ViI65XIZGxsbaDQaUnHF82UaDJgUcl7DNl/D1BLvGX+2xVW1WhVDs/c+2OmuTqcDn8+HcrmMcDiMdruNUCiEVquFRCIBx3EwGAzkeO12W7pIe6vEuH+aoA+7N4+iKIqiPB93RfBwlpN3UQemD/HkV9vETIOz92dbAHj3Z29rN/Lz+XwSWQkGg0gmkzhx4gSOHj0Kv98vaah2uy2l2rFYDKPRCDs7O5L6eeKJJ3DkyBF0u13ZrlqtotvtAoAIFa+PiOfhFXnea7dFDEvbvffP3qfP55NxFrznPp8PkUgE5XJZPD2DwUCMz9FoFJlMBgsLCxORG0at7CaEjPbYk95pdm6323fs90VRFEVRvlMOXfCwtJnf2xVYXhMxt/H6a7xVWraIYJXXfsKBX70pMx4rk8lgbm4Ox48fx+zsrPTQ4ViISqWCQCCAarUqJdvsz5PP52GMQb1eR71ex+bmJiqViszEsu/BNFO2t7GgF/s6vdEivp5GaW7n9/vFh0PTM8vW6RUaDocieHiNjUYDmUwG0WgUiURC5nexAaH9fuXz+QlvTygUkmMpiqIoyr3AoQseW+BQ/DC64k1v2REZMq2Ky/6ei669rS2Mppmch8OhVGBlMhkcPXoUCwsL0igwEAigXq+jWCxOjKAYDodIp9M4ffo0Tp48KZ6YGzduoFgsolgsTogPnpdtQrYN2tyvnd6yr8PLNEHB43F/rVZrYqSEt6GiPRiUxx4MBlhdXcX29jYymQyWlpaQTqdRr9cRCoXEs2QLqm63i16vJ/c0EololEdRFEW5ZzhUwcOF265MohfFrlDitozmAJhIQ3E7r7DxdmOehh09skUAe+2cOXMGi4uLyGazqFarMgfr6tWrktqKRCLSqC+RSCCbzQIAms2m9ORhk0H7OMQr4LzVZN4oln2N0wze/N57bXb0y+7UPK0sn2X0nMtVr9fR7/dRqVQkIsfoDRsd8n0bDoeIxWLodrsTPY+8kS1FURRFuVvcFcFD7IiOF9uQbAsd4JZo8XpeeIz9xME0gcCOx+l0GkeOHMH8/DwKhQKi0ahMMr927Rp2dnak2or7CAaDmJubw9zcHHZ3d1Eul1EqldDtdp8jdqaZsff7fpqZ2hZ4t7smu6zemwKzq73sYaCsUmOUJxQKIRKJyOiMzc1NdDodLCwsIJPJyL64736/j1gshnq9PvHehEIhjfIoiqIo9wR3RfB4PTnTDLv2Aj/Nj+MVPfbiPy2iYgsV7pdNApPJJGZmZjA3N4fZ2VlkMhnkcjlcvHgROzs7Mhw0k8kgm82i2Wyi2WwiGo0iFouJP6Zer2N7exvNZlMiVt7zsLEjVLfzJQGTzROniRvux3svvPtmjyA7utbtdifGSrAJouu6aDabGI1G2N3dxXA4RLPZRDqdli7MvE42bGRazJhbfXnUy6MoiqLcbQ5N8NiRFwCy2E6L3tivsRdu+6tXDNkl6d4oj1c8cOEPBoNIpVIoFAqYn59HNptFPp/HQw89hGw2i9XVVTzzzDNoNBqYnZ3F2bNnkclkYIzB008/LR6Z3d1dXLhwAe12W6ah2yZerzjxVpl5jdlMLfE62RPHvg5bwNDA7B2RYfuD7KGkLB8fDAbSBJFiJxqNSkk9r4XnXKvVZERFNBoVjxPFD708dlTOcRw0m807/eukKIqiKC+KQxU8duRhWmTCi7cCyY4E2Qu4V1x4j+uNmHDBdxwH2WwWCwsLmJmZwczMDJLJJCKRCHZ2dvDNb34T165dQ7/fR6PRwLPPPovRaIRUKoXBYIDjx49jc3MTu7u7kspip2F70WdpOADxvExLb9kijKXd9Xr9OT4Y+x7a1+wVh/ZjFIjsf8R0FQXKcDiUTsqc6M4Sc6awOIy0WCzKgFMePxKJyGgMRokASMWWenkURVGUu8mhCB472mILHS6C09Iz3sXb/tme4G1HNexp4HZFlG0GZpVRIpFAIpHAkSNHMDMzg0KhIGMkjDG4cOECNjc35XiRSATRaBSBQADFYhG1Wk0MzNVqdcKkPC0yRVFhixNvCo/b2p2RB4PBhHeIFVzTfDr28fbzMg0GA1SrVblPxhiZ62WMQTweRzwelx49Ozs70l8nGAzCGCNRHrtEnb16otGojL1ghVsikZCxFoqiKIpyNzgUwWOnrvYz2k5bnKelZShe7Dla7D/jrfBiqoeREwqiWCyGQqEg3p1cLod8Po9cLodOp4NyuYxarSZel1gshlgsJnOmQqGQ9KUBxiMcpvmI7HESAJ6TbrNTUxRo/X5fGhVOuzfelBax01tkWjqPzQspoih8eH7RaBS5XA7BYBCbm5totVoIBoNSmcXycw4kpfgyZjxao9/vI5FIIBKJyD45bFWnqSuKoih3iwMXPHZpORd2rw/HW41kM21x5z6CwSCi0aiUUruuK2klO31lTy+PRCKSwuLiPjMzg1QqBWMMdnZ2sL29jY2NDWxubqLf7yOVSslxKWSCwSAymQwqlYpUInlLyvczFds/e7/3jsfw9iHiNna0CAAikQgSiQTa7bY0SvRuS9FIg7FdteUVRK7rIp1OYzgcijGZQsye3G5XdtmzwGha5sT5ZDKJUqn0Qn9tFEVRFOWOcqCCx04/8Wdvesub4vEaeL1ih8/FYjHx23BqeLPZFCHU6XRE7DiOg1QqJWmZbDaLZDKJVColwzKNMdjc3MT6+jrq9TquX7+OWq2GYDCIRqOBSCQiCz+FDQBZ+G0hZxt97fEX9n3ZL9pFwcBrtaNV3oor+7XdblciSfb9s6zXpiMAACAASURBVOdz2ULTFmb2WA3bbxQIBJDNZjEYDKTHDgA5FiNojAClUik0m82JSi2KoHg8jkajMZEGUxRFUZTD4lBSWnbag54R23RsL+rTFnm+lvuJx+PIZDJi7mUUYzQaSUk4e8kEAgHpnswoRCwWk3EJPp8PrVYLnU4HrVZLJqE3m03Mzs5iOBzi2rVrci29Xk98Nc1mE61W6znGaGCyGSLw3M7QdpUVv7dnVNk+nWmvY2qNJmim+XjMaeZt+/X2TCwAYljmPeHxGQWyhVOn05H0VL1el6nsFKCMItnmZaYHFUVRFOVucKCCh4ulLW72i+jYYscbmQAgXpx4PI5UKjVRUcVqo3A4LIt5s9mE67rSCTkejyMYDEpEKBKJTKRhaNKt1+vodrvI5/MyTZzGZHZXZtSmUqlM+G3s6+S50yTNyqderydeG7tbsd1p2nuP7Oo0iiB6g2zPDvGegzd1xv3YYz44FgLAxDH4Goowvgc0cgOQcvVKpSL3mfeD72M0GsXRo0dx+fLl7/wXS1EURVFeJAcqeGxzrF2RZXt5vJ4de7GlWBoMBnBdF9FoFMlkErlcDplMBslkUhb2fr8v0Yl+vy/HzGazKBQKCIfDCAQCiMfjExEhbs80DcvKOVOq1WpJeTZHJQwGA8RiMRSLRTlvnoddKUbxxc7LFDk0PQcCAfH/UNjYqTHuw47qTLuH00zg00rW+RpGX2zvzXA4lOaJyWRSGg9SiHFqOgA4jiMRNJbss9KLkbJoNCrix/ZceX1MiqIoinIYHKjg8VYJ2QudXbkF3DIE2ykebsNISSwWQzweRzqdRjKZFHHBtBTTMPTu+P1+iQYxgsFtGK2hybfZbKLX64mHpdfroVwuIxaL4fz581hdXcWzzz4rJd2dTkcECEXdYDCYMAUzcgNAxAWjJf1+H+12W15jR1d4H7wpPu9AUbu6y/YVeT1FNnwNjd48F0bVms0mut2uiE1G0Hq9nkSnHMeR+VlsSEihyK7NPO9QKDQRGcrn89ja2rqjv2eKoiiK8nwcmOCxPTveqixvyso2uMqJWR6QcDiMRCKBZDKJfD4vkQNgLCq8ZdKDwQCO46BQKCCfzyMcDovYII1GA81mUxZ7Y4ykaBitaLfbaLfbqNVq2NzcRLvdlp407FtDoREOh0W82cZc27TNKI/dnNCelM57weonuwePt+zcG9WxK+GIHRHiV/sxRl+4T0ai7O7JPDaN4Czv57mGw2FkMhnpzcPOzf1+X9KKjGg5jiNiUFEURVEOkwNbfbyVVbYRmXh/9vpLONOJkZ3Z2Vkkk0kkEgkAEKFTrVbRaDTEy8OoyszMDJaWlmRxZ7SJlVUcrTAcDhGNRpFKpVCr1VAqlVAul9FsNtFoNFAqldBoNGTBtz0ydlWTXSVF4cJ0nNfMTOzUnm1S5j4omCgS96tas3/m/fN2dPaW9tPwzHMExkKw1WohlUrBdd0J7xEbL9r+H/4cDoclfceomzHj3jz2/Q+FQggEAtqTR1EURTlUDkTw3C7qYHdCttMx9nMUO8DY7JpIJGQqeTabRTgcloUUGAufUqkknX5jsRjC4TB2d3fF6wOMIyyM6LADMBfzwWCAUqmESqWCWq2GRqOBWq0mPW3scnGmxWxBA0xGUuzv2beHviFeozFmojsze9oEAgFJDdlzsuz7aXt4vMe0BZRd/WULKUZsGDkCIB4cNgmkR8fv90sHZW+jQlZf0TfF6A8ryHq9HlqtlpjEbeO1oiiKohwWByJ47AXNHkzJn72LHs28din6cDhEJBKB4ziYnZ3F7OwsEomEmGzZH4dpJkYP2A0YgHhLZmdnZbGt1WoyR4oCxHEcuK6LdrstYyeKxaL0jWHKiekYpr/sKIwtUGhutkWft0cOcMvgzE7QHNzp9/sl5dbtdp8TpbHTf7bwsVNethCzx28At1J2wDjlRl9Rr9cTT5Mtkmwfkl15RQ+Q3cjQcZwJwzkAMWbzHHl/FUVRFOWwOBDBY0cebLFjm5i9FUbArfLnfr+PUCgk1VhMZcViMakmarVaqFarUkZuVxVxEabA2dnZQSQSQbvdRrValWiEz+eD4ziSbmFaxufzyewsO6rDsvdYLIZcLjfhZaGpt9VqyT/6WewIjXeIJgVLt9tFo9EYvyl7aSy7r04oFEI+n0ez2US9XhchxudtQeNNE9qCiaKI1+NNo3U6HVSrVTSbTcRiMYmGARDhw+tmJCcej6Pdbk/0D7I9QoPBAJVKBel0euK8FUVRFOWwuOOCx1tqPs0wy7/0vZGCUCiEdrsNv9+PTCaDQqGAubm5iaosioOtrS1sbm4iHo/DcRypsuL+HMdBo9HA9vY2wuEwWq3WRLWR4ziIRqNybpyeTn/P/Pw8er3eRDpsNBphYWFBBA+NykzBdTodrKysYHd3F5FIBMPhUKJQXpO267qSXvPCajEKpVgshrNnz+Kxxx7DxYsXcf36dRlp0ev1Jrome3v5MOrVbrdF3NiVZIy4USwGg0FpwJjL5RCJREQgUUQCt7pIMzpHkzOPQ3HH1FmlUkEkEpFu2OrjURRFUQ6TAxM83oXc20fG9rJwgaRfJJFIoFAoYGlpCfPz88hms3AcB+vr62IqbrVa6Pf7qNVqAG55ghgxqVarUsllH5/RCTsCEYvFEI1Gkc1mAYznUnU6nQkDdDwelyiL4ziIxWIylqJYLOLGjRtYWVnBzs6O7DOZTKLVamFjYwPValUiILbI8I6c8HYk5vlev34dy8vLUjJuV8F57yXTaRRitljh90xVMRXI6ea2yZr3iANEeTxWqLHyLZlMotfroV6vw3EcqSwLBALireLkdwpWFTyKoijKYXLHBY9dkTWtdNpOu3A7mnW73S7S6TROnDiB8+fPY2ZmRqaZD4dD7O7uylgDn8+HTCYj4x0CgYB0X15aWkIikRCzbDKZlJJ1ihHOzwoGgwiHw0ilUsjlcpIGYxQklUohHA5LdRh9RUyxdbtdFItFfOtb30I2m8X3fM/3oFqtolgsSlM+TlMPh8PSnXlac0EKkVgsBmOMRKTYBZr3F7iVxvI2dbTN1PYcL1sU2c+Fw2GJzjCdyBLzfr8/0TiQPZLsx2ggt4eZUgil02nU63VEo1GZpE6hpDO1FEVRlMPkQDw83jSWt1qLC3A4HJa00Gg0wvz8PBYWFvCKV7wCr3zlK5HNZiUlsr6+PhHBsb0nFCDnz58XY3Mul8PW1pYs7LVaDa477tZMkUO/D392HAfdbhftdnvCZJ3P5xGJRKQ8nsKnUqmgXq+jVqvhzJkzeOUrX4lwOIydnR1ks1npuTMzM4Pl5WWJaOzu7k5EpOweQa7rolgsTvhyvNEyu8LNvs9Mk9mCc1rZOmHUhtEXuys2y/Cj0aj0J+IxaQBnNIgRL3vMhs/nQ7vdRjgcBgBUq1XUajU5d6+XSVEURVEOkgNJaQGTi7BtULarseyme9lsFg8//DBOnjyJ8+fP46GHHpJhljdu3JBmdqFQCNFoVCI7o9EI8XgcyWRSfDSu62JtbU0mpgOY8KGEQiGp0mIJuzFGqrIajYYcq16vIxgMSkqLqZ9SqYTt7W0Ui0Wsr6+jUCjg6aefRqVSkUgIAPHiUExRcDE1BUDGN9j3kIKC29hzvHh/7fvM1+z3OPdrV3dxX8FgUK6LKTRWayUSCQSDQYn+2H14eBy7+ovnCowbGdJDxHJ/u+JrWupTURRFUQ6CA0tp2SXSfJzpEAATPpJkMonTp0/j1KlTWFpawvHjx5HNZhEIBNBoNMTzwuiA3++XFBPTWbFYDJ1OB81mE36/H3Nzc7Kost9MMplEMplEt9tFqVRCr9dDNpuVievXrl2Dz+fDwsKClGY7jiNpGfbp4UJ9+fJlrK6uYjgc4vLly9IIkX1pgsGglLzTC1Or1UT0MH1kl+Pz+kajESKRCAaDAWZmZvDoo4/i4sWLqFarMpLCvr8AJvr92BGUaWMpgMmqK+7PFiKsuGIVm+0vonC1x2cwrcWomT1TLBAISGqP16liR1EURTksDsy0bFdg2djdedlrJ5/PY2FhAYuLizh9+jRSqZSYWtnxmM0A6/U6Op2OmJtPnDiBUqkkXZErlYpMNs/n8zh69CjS6bSUmvv9fmxvb2NlZQWBQADlclmqtUqlEjKZDHK5HNbW1tBoNJDL5RAKhbC2toa1tTXs7u5KJIll50wlsYswMI5y9Hq9iV46g8FAZoLRk8NUEMUChQZFB9NJpVJJIlYsl6fAsueQpdNp9Pt9VCqV57wndkrRKzYY3bG7M3vFDcWZvR+mxTjugyLOcRxEIhHUajWZpUUB5TWPK4qiKMpBc0cFj7frr5328D4PjNM9c3NzOHbsmAiemZkZpFIp6TdDYWH7UmjkrVQqSKVSSKfT2N7exurqqvhG+v2+TP6enZ2V1/f7fVy4cAGrq6vIZDLw+/3Y2dmZMD03m00kEgmpYGIZ/MrKigzY9Pv9iMVi0t3ZnuNlDz3lV45ccF1XpovbaSz7vjAKQjHTarWws7Mj95DXwqaFtt9od3dXegsxasO+Q97mjxQcLCVPJBKoVqsAgFarhc3NTWQyGUQiEYnIcfAoABEyNJ0zlQXc6h1ke6Xo1wqHw/KequBRFEVRDoM7Lni8pda28ZYLPqM/7LXDBoOpVArA2ODKMRAcQMn+OZFIZCJy0Gw2sb29jZs3b6Lb7criy7EGNBZHo1H0+31sb29jZ2dHUlvXr1/HlStXkMlk8KY3vQmj0QjFYlHMyK1WC+vr61hbW5O5UvF4XCJU9LfY4zG8Q1BZ8TUYDNDtdkUw2YM0bT+THeVh5MdOddn32PbE2F2W2UTRfl+85nG+PwDk2ngcVrSxvJypKkZ5eF3eSBT3z2PY18k+Rzxf7yw1RVEURTko7qjg4UJse1K8z1MccIRDNptFLBaTxn9MBXHR5yLJiEEulxMPzmAwwOXLl1EqlaRCCLg1VoHm22q1KoJpeXl5wuPT6XSwvLyMVquFWCwm21UqFZTLZWxsbODGjRsAICkxW6jQM8O0DztBM31DEUGBYPuK7NfxXOz0k7dXDUURxYhtMrYjNr1eT1Jf9pgI20xNUWgbmRkJYrPBer0u29jH5ettAWZHatjpms0X6Z8ql8siEu1p8IqiKIpy0NxxwWObXe2ogt0fBrjVDZm9bnK5HKLRqKRjdnd3JUoRDocRj8dlWvczzzwjM7SYHgIg3qBMJoP5+XncuHEDq6urqFariMViKBQKCIVCaDab2NrawsmTJ6WhYTweF0Nxq9VCvV5HtVpFtVqVwZlMYdGrwmgSACnttkUF8Q7+jEajkm5iZ2kKBM64sl9ri4pEIiGRLTtl5o2u2Z2VbaFE6KNhFZn9OLfrdrtS9WbPxmL1FVOHo9EIiUQCqVQKpVJJzpUVWvRc1Wo1qZLrdDrPuVZFURRFOSjuqOCxq3L41bsocxFmFQ+jHPSs+Hw+xONxGcZJUZHJZODz+XDlyhUMBgOk02lZmFlunkwmpVnhcDhEu91GsVhEtVqVhX1mZgbRaBSNRgO7u7sT58zFu1wuo1QqYXd3V3r0cFYURRU9LRzEyQgUmxnS02PfA29zQZqV6X+hx6jZbEpzQIo8CsXHH38cxhg888wzYtRmGspOJdl9fnjfbWM0r4Gl5kybsUSfJfCtVmui+otCqd/vP2duFoUbh7nSu5NIJMTfY+9buy0rivIg4jgOWq3W3T6NB447HuGxO/tyQeRia/dvodAJhUISCeBiyqGV7XYbqVQKR44cQafTQbFYRDQaxdLSEnZ2dtBqtRAOhzEzMyPjKDY3N/H1r39dKpgoSsLhMDKZDGKxGM6dO4fl5WVcvHgRkUgEjz76qEQrarWaDByleTmVSk0Yf72m39FoJFEbemFsoWEPEAUgogiAdBzm8e2+NcYY5PN56Q00HA5x7do1xGIx6cZsjJF+RLxWRpTsoa1e/w7PG4CkAynagFveIMdxJra352QNh0PZntfGSfFMDbJxoXdumC3OlPuPQqGAH//xH5/63Kc+9Slsb28f8hkpyt3H5/Ph3e9+N9797nfjU5/6FCqVCj72sY9p8cYhcWDT0r1VWnYPF0YMuHDTT0JBxNRNLBaT3i0A0Ol0EAwGkUwm4bquzLtixKRSqeAb3/gGqtWqmGPZXJBpqUajgVgsJs3/stks8vm8RC2azeaEJygQCEiazRYutjmZHaMZsbHLu4Fb6SPeC9uMHIlE4Lqu9APq9/sy0Z3eH0ZX2u22LBQUiMSueLJ9Ovb7YQsfbscUHK+HIpGCc3d3F/Pz83AcZ+K6bGM6xZrdf8eO6FDYUgyydF0/5PcfgUAAH/jAB/BTP/VTOHbs2NRtfv7nfx6/8zu/g4985CPacVt5YHjiiSfw8Y9/HGfPnoXf78dHPvIRDAYD/NzP/Rze97734Utf+pK0K1EOhgOp0gImS9Ntbw8X2FAoJL1d2u022u32RFO+SCSCYDCIaDSKer0uKZBEIoFKpYJWqyXHCwQCWF9fx1e/+lVZSGnqpXk3FApJJISmZvbcsYeM9vt9lMtlxGIxERz1eh2RSAShUEgGYdrpHc7iajabCIVCIt4omuy0HnCrs7JtTPb7/Zifn4cxBmtra9jZ2YHruiiVSmKWtgdw8h5z/zSD25En73vjHTfBxYapOKbn7KaCNC7b7ytTVcAt8zMwFj6BQAC9Xg/tdhuRSERSZBRw3vNR7i8+9KEP4X3ve99to3fHjx/HL/3SLyEQCOCDH/zg4Z2cotxF5ufncf78+YnHAoEAHnnkEfzxH/8xPvrRj+I973nPXTq7B4M7uuLYxlZ6ROzOvezoaxuW0+n0xFBOelnsAZXA2POTSCTgOI6MeOBCe+3aNUljOY6DRCIh3ZO5LRfffD6PWCyGwWCAWCwmYoul3AAmUkSO40z4Xdh3xm7Kl8lkRDRQ7HBBZ2TLLjm3S9j5XLlcBjBOIR05ckRSZBzxwEiXN7LDqBMr2+znp82sstNqdlk43ysAkq7i+8U0lS2kKILo22HlFVNyfD9pRLcHpnr7Min3B+9973vx3ve+9wW9r8YYvPOd7zyEs1KUu0+hUMCv//qv7/u8MQbvete78KUvfQm5XO4Qz+zB4o4JHnsxZG8a20hLEcBoBBd74FZqhebdUCgk5ctM/bTbbezs7KBYLKLRaMhivbOzg6tXr4rHpt/vyyDQcDiMc+fO4ciRI4jFYmIY5mLsOA7m5+clAjQajVCr1aTXDKNHnPRtQyERj8cxOzuLaDQqX4FbYob3wCuSgMkhoL1eT66fkSeaiTnIk9EkDu/kfbfvv7dE3BY/dlqLwovRJwoee+RDOBwWrxBwS9DS6+Pz+URo2VVijObZ4g4Ye4XYX8ku1Vde+mQyGfzMz/zMRLT0+cjlcvi+7/u+AzwrRbk3+PCHP4xTp07ddptEIoEnn3xSozwHyB0TPFxMGVXwznOyF16KHwojlmozHcLFEoBUSbnueCp3KpVCPp+H4zioVCpYWVmZGMTJY/l8Pjz22GP4wR/8QZw6dQpzc3NS+h4KhRCJRGCMQSqVkkWfoyt8Ph/y+TwCgYCcC/fJlBYAiSDNzMzg2LFjOHXqFE6dOiW9hIjdAJBfKYTsxoGDwQCRSATZbBYzMzNSFcb7awsVu+Tcvv/TRA/P1St4bNEDYMKHww7JrHKjP4nHtIUMo1oUaHZlGt9DVttxLhfRxoP3B5lMBg8//PCLek0ikcDrXve6AzojRbk3+Imf+Am84x3veMHbnzp16kX94aC8cO5oSsv2eVDw2Aua3WiPXh324aHxl83qer0e6vW6mGi5+LNPzrVr11AulyfGTnAhr1araLVacBwH2WwWuVwOi4uLWFxcRCaTkT49+XweqVRKfD2ckRUIBBCPxwGM01ucF8XohDEGoVAIjuMgFoshlUpJB+hEIoFEIjER4aIh2O6E7F30eb+8PXv4lQLCNvvaosd+nS067Goor8hhxMYejcHj8Zw4lb7b7cqxmdZjFI7eHR7DnicWDofh9/ulSSKNy3Z0T1EU5X7lV3/1Vyc60T8f73jHO1AoFA7wjB5c7rhp2U5/8Gcu8Pwrn0M27SonuzEhvTN+v1/mafV6PRhjcPPmTTz77LPY2NiQ+VL0mrBEen5+HgsLC3AcB0tLS7JNIBCQeVuzs7PS4dmebUVxxShQp9MREUZhYZt2aSxeWVnBYDBALpdDMpmUwaeMrHChByB+IHacpsADIIKKviL7XlI0ecvcgVuREm+5tx1pmeatcF0XrVZLOl/X6/UJwUNPDoUSeyNR9PF4TLnx2vhe2PeeETJG9NS0rCjK/cyZM2ektccLxefz4U//9E/x/d///bh58+YBndmDyR2P8HirtLyVOfxqz2qimGHKg/9c15US5maziRs3buDy5cvSDI8N7WhWBsah9fPnz+PJJ5/E0aNH8Ud/9EcyUJSRj1AoNDG7i2krVoKxyogpHluQ2SKAQz0vXbqEmzdvYn19XSrI2u32RGWUHVGxK9h4rygyeL1sSmULQ28UhtgpQHv0g33f7aiQ7Z2hYLH9RXb1GdN6PL9erzcx+NNrjGYUivcSgMwQY3Ueha+msxRFuV+ZmZnB5z//eaTT6Rf92nPnzuGHf/iHD+CsHmwO5E9sr/AhjN4wHZRKpaQxHdNDHNvQarVkcGi1WsXVq1exvLwsPpdMJoNwOIx6vY5YLAYAaDQaSKfTyGQyePLJJ/HGN74RMzMzWFpaQjwel7BiMBiU6jBOOO90OpIGc11XGv/Z1VnArSGbtim3Xq/LqIsbN26g1WpJxInpI0ZF7IaMAOR7Rkt4jHq9PuGvsQ3FttmY33u7XFMc2ektih2KP1skcbYX90GxwjEbfC+9lXd8jGKQ6SqmvpjCpA/Irt5T7h+azSbW1tZe1Gva7TYuXLhwQGekKHeXbrcrWYgXS6PRwNWrV+/wGSl3dNWxF2T7Kz0fwLjnC0UOv2cFFY2yHA5arVZRLpdx8+ZNFItFmWLOBZuDQH0+H2q1GoLBIE6fPo03vvGNiMVimJmZwZkzZyRC4/f7kUqlkEwmUSgUkM/nEY/HZcEeDAZSIk/PiTcSwSos9sShYZewlJxiwjYeczt7+CijJ5FIBIFAAM1mE+12G8PhUIZ42tsTr6C0S93tdKLtHWLEzJ6PxXPgc8BYcHGOFrtUM0XFc51WCcZj292mef84xiMcDkvLALYBUF76bG1t4fd+7/de1GuuXbuGz3zmMwd0RopydxkOh9jY2HjRkezRaISf/dmfxec+97kDOrMHlzveh2c/mOKwy9FjsZh0VAaAYrEoizEbEV65cgWXL1/Gt771LVy5ckUMyZcuXZK0DyMqDz/8MH7kR34E586dQyAQQLFYlIW8Xq+j1+shlUrh5MmTmJ2dlQ7KbCTY6/XQarXg9/tllpd9XRQRFAvGGFnc2TE6HA5LlIPjLbyT07lPdi6mL4b9eCgWbB+MXd1m329GY3hudtrLFj52WotChNEWu6GidwCqbWrmjC+W0HO/TGF1u13ZhzcV1mw2pU9Pv9+Xe6PcP/zt3/4t2u32C97+J3/yJw/wbBTl7tJqtfD2t78dW1tbL+p1V65cwRe+8IUDOqsHmztuWgZu9dXhY3b6IxQKIZfLieBg2oejIACgWq1ie3sbGxsbuHDhAm7cuCFCoN1uo9FoyMgHCo58Po83vOENSKfT6Pf7KBaLuHjxoogniphCoYB4PI5Wq4Xt7W0x6XY6HZRKJREx7Oocj8dRKpXkeigIeG1MabEvDQdw2o37AIg3yBZP9C4xutVutyX6we3tvjXesnaKIO8YC7uXjv2eeEvZ7cowPmZ3WWbqj12nmU60329bHFE02jO2eJ0s90+lUiIqp5molZcuv//7v49wOIyPfexjt61KGQ6H+PSnP42LFy8e4tkpyuEzGo3w/ve/H7/5m7+JVCq1b1BgOByiWq3iF37hF/CFL3wBlUrlkM/0weBAhofa0QSabpkKiUajiMfjSKVSyOVyUtUUCARQLpdRqVSwvb2NlZUVbG5uYnV1FZVKRcYcMPXEtFgkEkGxWMS5c+dw9OhRpFIpOI6Da9euSYUV02b9fh/ZbBa7u7u4ceMGSqWSVI9xYY7FYiJU4vE4crkcQqEQ1tbWJPUFTPaiYdNDRmyILUQ4ZsIux7bL3Pv9vpiwGQmyX8/XeFOErO5yXRfRaFSMxXYqzK7q8qbA+P7weW8KLhgMilGZhmPbg0TRQyOyHSHiP44BsT1RPLZyf/GJT3wC/X4fv/u7vztV9CwvL+OTn/wkfvEXf/EunJ2iHD6f+MQn8MlPfhIf+chHkMvl8Mgjj+A1r3kN1tfX8Sd/8icAgM3NTXzgAx/QNh0HzB1dcexSadtYy8cikQhmZmakHDwWi0nJd6lUkojL2toaNjY2sL29jXK5jFarJYNDOasqnU5jMBigVqvhoYcewpkzZ7C0tIRcLodKpSKjGmq1Gubn58XkTIHAURWMhtRqNUkv2fOwNjc3EY1GRXgwVWOPXwDGBkyOw2D5tS1c7IgLo079fh+zs7OIRCI4ffo0crkcXNfFzs7OhAHYjg55K6NsnxSjONweGHuObE8RMDnLC7hVCu/tDD0cDlGpVNBoNACMu0ozGkRBZXfCZoqR98ZuS2CMkfvPdB3fI+X+4jOf+QyeeuopxONxfOITnxDf24c//GH84R/+IdbX1+/yGSrK4eK6Lt7//vcDAN72trfh137t1/DmN78Zly5dustn9mBxYH9i20ZWRlHS6bR0PGbTPzsl0m63USwWUS6XcePGDezs7KDZbCIQCCCbzSIWi0lkBADq9Tqq1Spe/vKXi+gZDoe4cOGCDCWt1WqYm5tDIpGYEF65XA47OzuyUFMg2P1yIpEIyuUy2u22CBlvNRRhasnu0WNXStmpJw7kjEQiOHHiBJLJJBYWFkRE7OzsiJiggZn+HIqNfr//nLQV7Z1cdAAAIABJREFUxzzQ00PxwynswC2TM19PARKLxdDpdCb8RNye/h76ktLptER/6Omhj4diiYLRdV00m03xAnW7XRFVOin7/uXpp58GMO5DoijKLT772c/is5/97N0+jQeSAxE8XGz5130kEkE6ncbCwgJyuRzm5+cxPz8v0Y1ut4vt7W0sLy+jVCphbW0Nm5ub0sBudnZWUj0s37558ybS6TSWlpbw2te+Fo899hh8Ph+Wl5fRarWQyWSwurqKc+fOSSdk+nXm5uYQi8Wwvr6OtbU1NBoNSS/RG8NoUjabFSM1IyG2AAFupZoY0Wi323L9THPxa71eR7fbxeLiIpaWlkQgRCIRNJtN1Go1bG5uotlsYjgcYmZmRkrlvc0ZKegoyHgOFDM0C9spsFarJedN8Ua/DSexszKLwrLb7SKTycjxKWC5H3uoKk3aPF69XsfVq1cxGAwmei/pDC1FURTlMDkwwUP8fj8SiQQKhQKOHz+Ohx56SGZbBQIB1Ot13Lx5E2tra2i1WqhWq1hbW0O73UY8Hkc2m5VhmVwkKVASiQTe8IY34NFHH8XS0pKYmc+ePQtjDF7xilfIlHSKAA7x5JBONsqrVqsAximw0WiEaDSK9fV1OWYymUS5XJZIkG0Mtv1K/X5fUlv0ArmuK31+hsMhCoUCzpw5g5mZGUnXfelLX8LOzg4GgwGq1SoWFxfxvd/7vThx4gTy+fzEkNFOpyPm7bW1NaysrGB5eRmrq6tyfhQY9jlGIhERdPZ7RJFDwUKhA0B657CSLhAIyDXZniK7KzQFHq+bZnC79F2jO4qiKMphcscFjzfNkkwmMTc3h5MnT+LUqVM4duwYFhcXpSqpXC6jWq2iVCphZ2cHGxsb6PV6iEajSCaTEhkJBoNot9vY3t6Gz+fD0tIS3vzmN+O1r30tzp49K718MpmMpH56vR7K5fJEzxw2BAwGg+Ihso3V7K5M/04ymYTjOFJuywokpma63a74UwBIiTq7Q7NU2+/3I5lMIplMIpPJoN1u4+/+7u+wu7uLZrOJs2fP4tWvfjVyuZz4l+hzYkUaxZTf70c8Hkc8Hsfi4iKeeOIJNBoNXLlyBX/913+NlZUVqYqiCPP5fGi32xNN/+gzYuTKNpn2+33E43HMz88jm83KvQEg12qnx2iW5veElXWs/uLvRqvV0k7LiqIoyqFxxwWP3eMlHo+jUCjgkUcewenTp3H27FlkMhkRGIzmsMlgsVjE5uYmQqGQNKjj8MlGo4FSqSTN+U6cOIGzZ8/i1KlTmJmZkfQRow+NRgPNZlMa+XE/9NmMRiPkcjksLCzIeVSrVSm/ZlVSs9mU2V/2VHb6ZLxRFM7WYooskUhgZmYGoVAItVoN9Xodm5ubAADHcfCqV70Ki4uLMp2d52qMwRe/+EVcuHABR48exfz8PGKxmDRdBCD+GWDc0+ixxx7D3Nwcrly5gi9/+cvY2toSUWEbqAFI1IxpsEgkgmAwKMNTXdeVajp7W47V4PG5b7svj8/nQ6vVmkgDAnhOJ2ZFURRFOSwOJKU1Go0Qj8dx9uxZvPzlL8eZM2dw+vRpLCwsyMJYqVTEs7O+vo4LFy5gc3NTFkLHcURkdLtdGcQJjBfOp556SiIsjzzyCDKZjMygKpfLWF1dlXRavV5HqVRCqVQCMJ63lcvlkMlkcOLECUSjUQQCAfzlX/6lpILYaRnARBqLKTDCvjOMniSTSRw7dgypVArpdBq1Wg2XLl3CysoKgLEgPHr0KHK5HM6cOYN0Oi3N+1jSHQqFcOTIESSTSayvr+Nv/uZvEAwGMTs7i7m5OTiOM9G/h69hyf+jjz6KxcVFPPvss/iHf/gHbG9vi9iwhQ+FKcvy7RJ5ANK9OpFIiBhiWoxNFgeDASqVikSRGAFjZQ4Hs1Lk2D2ZFEVRFOWwuOOCZzQaIRKJYGlpCefOncOxY8ekXJz+kW63K8bkGzdu4Omnn8b29jaCwaCkfTgp3WvKTSaTeNWrXiUL/1NPPYV6vQ7HcaTqql6vo1gsypBRpqAoTBqNBhKJBGZnZ1EoFLCwsIDXv/71yGQyuHTpEi5duiTzvAaDAVqtFhKJBBKJBBqNhvh8KIg6nQ58Ph/OnTuHxcVFKYG/cuUK/v7v/x5bW1vw+XxIJpOYnZ3FaDRCuVzGV77yFfR6Pblm2+hMEUOxUavVsL6+juvXr8NxHCSTSYTDYYTDYUQiEcTjcYm+BINBBAIBnDx5EolEAl//+texvb0t1VTEjhR1u12Ew2E4jiN9c1hlxnEZ9vgKiiSarjmGwu67MxwOpcSekSlG4F5MR15FURRF+U45kAhPoVDAww8/jLNnz2JpaQlzc3PS66bf76PZbOLmzZvY2trC9evXUS6XEQwGkclkkEwmEQqFUKlUsLGxIb4VNhvM5/MoFAo4ffo0HMdBPB5HNBqVCqzBYCAm3kgkgn6/j1qthm63OzGle3V1Fd/61rcQjUZRKBRw4sQJzM7O4o1vfCOeeOIJrK2t4fr167h69Srq9To6nQ46nY5MM7cr0B577DE8/PDDGI1GuHz5Mv7sz/5sogyclWW9Xg9bW1syz4qiiUMX7b5FsVhMvDPhcBjxeBxzc3NyXzibihVWoVBI7gUwFiUUf3bTQ4o/HovHdV1XPE0c/cB+QhwMSlHGe0kBy8qser2ORqMhVXLGGEnf2U0ZWUGmKIqiKIfFgQie+fl5ETuRSER6sjQaDVy/fh3Xr1+fqCzy+/1izmWJ+u7uLoLBILLZLCqVilQDRaNRHD9+HI8++qj0g9nY2MDKygo2NjawvLyMK1euSK8dYGycBsaLLoVIt9tFrVZDs9nEpUuXsLGxgWQyKR6Uhx56COfOncOpU6ckVVapVMRAzQWf6aVLly5heXlZTNWcUcVoCwDpbzMcDicMw97xERxX0el05BjdblcGm8ZiMXme5l+mCe0GhIyKpVIpZLNZKXcHblVmUXRRtMRiMSSTSWxsbCAcDkt5OQULH2MKixGeZrOJa9euoVwuw3Ecqczi/C37mjWdpSiKohw2ByJ4rly5gh/90R+VVMhwOMTa2pqMdFhdXUWpVJL5WBQP/X4fa2tr6PV6CAaDcBwHtVpNStBPnz6Nt771rXjd616HRCKBarWKmzdv4sKFC7h69Sq2trbw9NNPS/qIIslxHAC3SrN7vZ6khZiyarVa0m251+vh0qVLCIfDSKfTyOfzyGQymJ+fnyhjr1ar2N3dFRFDnw0b67EJIHBrlAMfY/QEgFw/hQrNyIy0MLJkNzW0B5Wy4SA9QByPwYgNPVUnTpzAlStXcO3aNTFIs/EgU1GO48j52w0N2ZiQKULbiNzv91GpVNBut8UQTk8ScKvfD6/LLntXFEVRlMPgQASP3XHYdV3cvHkT1WpV+thwXAJh9+FmsynDN1m6HAqFsLS0hCeffBIve9nL8N3f/d2IRqNoNpuo1+vY3d1FqVTC7u4u1tbWRBxxJpQ9FBO45TECINPbfT4fHMeRqAjPn1GPRqOBer0+MVKCpebZbHZCrPA13D/vh12uT5FCfD6fpKLspoA8n06ng2azOdFLh5Vj3DYSiSCRSEhZPqutHMeRqIrjOHj88ceRSCTw1FNPSfSG7xXTf/YcLgqpbrcrE+H7/b5EtlqtForFIra3t+V6BoOBCCf+DgSDQTQajX2H5ymKoijKQXIggmd3dxdf+9rX8EM/9ENoNBpot9toNptSBWTPhALGIyXoK2HkIBKJwHEcHDlyBKdOncLZs2fx8MMPw+/3o1aroVKpYHV1FSsrK5ICK5fL0h2ZE8sBSGdfRjJosqW/hufC9A5NubbRlqLBFj0AZLimPduKE+DZEZnpIEZ37PEKFBZ8HLg1s6pSqYgAs6fJs1yfTRmNMdIviB6deDwux+bXdruNWCyGRx99FM1mE1evXkU0GpUIEk3G9ntlj57g9xQ9Pp8PzWYTq6ur2NjYEFFmd1rmNUajUdRqNe2wrCiKotwVDmyW1traGorF4sSCR08Km/4VCgX0ej0xM9uTyDOZDLLZLBKJBHK5nDS7q1araLVa2NraEg8Q/Tus8kokEhKxASCLMPvYsAFht9sV/wtFGKM7wK0IkN2/hgu2PSTVLpdnaTb3y1JszqFiiTa9LwCkeooeFzsdZDcdbLfbMv09lUqhUChIyooiiJEnRrcYreE9r9frOHLkCF772tfCcRx885vfFEHY6/VQr9flvWDajJ2padTmVPZGoyGVYxxQyveQgpLiiyX2ms5SFEVR7gYHJni+8pWv4C1veQvm5ubQaDSkfJodlFlmvb29jW63KyMLOJaBEYNCoSDTzhkpKpfLWFtbw9bWFmq1mniBZmdnkUgkEA6HJaUFQCIVHCjKaAZFDqEQYZfm4XAovW4YAbLTXr1eT6a9MzJFUcD905/DfVFcUJx0u92JgaU8Jx7XGINqtYpAIIC5uTm87GUvk0o2Pk9RyYGjjEYxTcUmialUSrw7+Xwe3/Vd3yXvAc3lPE87tdftdlGv1zEzMzPhIep2u2JUtmEakI0ajTEol8sToyUURVEU5TA5MMHjui7W19dx/vx56clCUVMsFrG6uorLly+LiIjH4xiNRlhcXMTKygoqlQqy2SxmZmYwOzuLWCyGwWCAcrmMra0trK+vY2trCysrK9jZ2ZEqL1ZF2Y35KHBsMcBz5PeM4FBA2F2ZKS7YyweY7EXDffFxO8rD720DNdNO9hRyRoTsQaOMkgDA+fPncebMGSwsLEi0i6LLO7+KjwG3BoNSbM3MzKBSqcAYg0KhgCeffBJf/OIXxXdDkWKX8FMAUby1Wi0ZDbK5uSnCigyHQ7RaLUQiEbnHiURiwuejKIqiKIfJgQkeAPirv/orvP3tbxfDKmdLsVdLIBCQ7r1MezCa8v+3dy4/jhxk1z+2u2xXlV3la997uueSyyRSJoigCCEuQiASAYJssmUFEv8CYgFihwQrWCBWSCyQEJsgJDZEiAFpJBCXiOmQyWW6Z7rb7bvLLpfL92/R33lSNSi80vt9melpnp/06iXDtNvjiduH5znPOalUCnt7e6hUKrIaYTdWt9sVozJLPylKcrmcmHiLxaJMUfjBS2FBM210ysNQPAAyJeJVEb+OAocXUcD7PhWmFHNaY5qmCIlSqSRG6yAIxMBLAzO9PxQo/B5c9x0eHmIwGKDZbGJvbw+lUkmmOtFiVX49U5TT6XTMczSbzZDL5TCZTFAqlbC3t4e9vT3s7+/L8+V0J5FIIAxDWf3RLM2mdN/3RbRFayqA96dliUQChUIhVjCqKIqiKA+bD1XwNBoN1Go1bGxsyJQlkUiIqReA1DEUi0W5vmLYHi+SmHg8GAxQr9dRq9XQbDZRr9cRBIHk8/CKiKKFk5QH/TTR9RPFAEULAwEBSJAfL6poLKbxGXj/wonem/l8LrUY0RURM3/6/b6cgDPTplgsolgsypSLqzcaiLPZrIT49Xo99Ho9XL16FaVSCa7ryiUXJ0nRtvZEIgHLsiR/x7IsOXkPwxDr6+u4fv069vf3ZaUIxFOYZ7OZCFGKHYpPTpO48gPeF1v5fB7j8fjfmuYVRVEU5WHzoQqek5MT/PGPf8Qrr7yCMAyRyWSQTCZlasAza8dx5EPa8zzJfaFHZTQaSfAf/6/ZbMrVj23byOVysfRfVkiMRiNZUQHvr674n7ni4tVRNpsV0/BgMBBRQk8PVz3MxwEgZZm8lkqn07HLLU5p+Gs0ZZumKfk+pmmKEAqCAKPRCMViUSYj0+kUrVYLk8kEh4eHGI/HuHLlChKJBPL5vDyn4XAoBmausfg6L5dLeU0Nw0Cn08Ha2hq2t7extraGWq0W69Li1/KqjFOtBwVV1GzOSc9yuYyJxyAIYq+9oiiKojxMPlTBAwA/+clP8PnPfx6ZTAa2bUsFAScHjuPIB/PKygoGg4F4cdLpNEajkYTxtdtttNttNJtNyejh9REFD8UNU4yXyyUKhQIGg4FMeLi2odiJhgLSC0NfCtcwnGoUi0Vks1n4vi+Tj5WVFdi2LZk3JycncmZPszT9PGtrayKMTNOU/quo12e5XKJUKsH3fZyenopYy+fzIiQajQbS6TRs2xbBxv8fhiFc15V8oehUi1Ud/H5hGGJraws3btxAvV6XqVT0eo1fz8u36LoqWlUBIOZpoo9nNpvh8PDww/5XTVEURVE+kA9d8EynU/zsZz/D17/+dQRBgOFwiCAIJICQKxJOHvgBSgFEscBeqF6vh3a7jeFwKKZk0zTFrExxsFwu4fu+TIAokMIwlEkLM2w4paDgiObnREMCOe2gWMtms6hWq2KMZis783T4dblcTkTR2tqa1E6wGJV/DqY+cyoFnPWSZTIZNJtNWStxQnZ8fCxGb+D96RWNy1xv8bWJGqmXyyVM05Qrrt3dXaytreHevXvIZrMIw1BWfnxNTNOU1yufz8d8TdFrN3qRZrMZXNfFu+++q3USiqIoyiPlQxc8AHDr1i185jOfwWw2k9UWpwQUD5yG8DLKsiy59qEHpt/vo9PpxCoLLMtCuVyWiQw/hLmCYWHnfD5HPp8XgRENGgTi1Q98Xvxnns2vrq6iXC6LWRc487gwiXkwGIjPhWF+tm2jWq3CdV3k83kxBjMYMZ1Oo1KpxNKbOU2K9mg5joMwDGW9x9ft6OgIvu9LWScvuIAz4cFaDU6uAMTqJDKZDCaTCba2tvDkk0/i4OBAUpn5dxFtQbcsS8Tp1tYWCoUChsNhTGxFO7pGo5EYyxVFURTlUfFQBM/JyQlu3ryJj3zkIxJCyA/28XiMYrEoAYT84HRdV2oYOBXyfR+9Xk+ExNbWFlzX/bcwwOjEgauxYrGIdDqNIAhkBUMREO13opeHqyAakdkQvru7i1qthnv37mEymaDZbCKdTiOZTGI0GsmfYTqdolKpIJ/PA4BMcLii6/V6cqHGyc5wOBQBRDOw7/syqeHkhqs4+nZarRZGoxHy+bzkEEVXdwDkiozPjdddwJkA4vopl8thNBpJ4jTXXg/WZSyXSziOg52dHdRqNXku/D38fUxtVhRFUZRHyUMRPADw61//Gk8//bR4QqI9UBQehmHI9IPXWalUCuPxGGEYot/vxyYn2WxWrqEY5scPXfpPKpUKtre3xaRbLBbR6/VivhOafPm1nLwAkN4oXiW98cYb0h81n88l6Zh1F71eTx5jd3dX8nui1RAP+ogAiIih8ZrBfpxG1Wo1mfBEz+m5zuPajqGCfI05nYlOePiYFClck3EqE/3v+XfCSRdwdunFvxt6kYbDoUytEomErMWazeaH/a+WoiiKovyPPDTBE4Yhfve73+HjH/84gLNVEMUPP7x5Lp3JZBAEAfL5fCy7h8WW0RoFTkz44U3BwClDpVIR02y73Zbfa5qmTHLo96EhNwxDBEEgRmD6bwDIKTzXSt1uVyZAmUxGntfW1hby+byshJg9VK/XZRJlmiY2Nzcl3DCbzYrQmU6n6HQ6sibjJAg4m1rRnJzL5VAoFGTVNBqNRKwAkBUe2+ijV1QUQIZhoFQqYWtrS8QdAPEBFYtFmRBRIEU7sSzLwmAwEKHG18rzPPXuKIqiKOeChyZ4AOD27dtySs227+l0iiAIsFgsEARBbHUzGo3k/JuXXbxM4u+P9l1xfRX1Co3HY9TrdblA4tQi6hni5dODZ+oAZIIUBAGWy6V4aNiePhgMsLGxIaKJbe2bm5uwLEvSkg8PDyVjh+fylmXFVlCWZclEhX4cmqw5CWLVQzqdlhVWNpsVseW6rrymvMQC3u/8YlM8zcZ8Hfg6FgoFNBoN6SSjl4jeoOjJerRAlQKL3V9c3ymKoijKeeChCh7P83B4eIhLly7Btm30+30REwzw46SGCcn8oGUYH6c70ausaIoyP2SZAOw4jnz/qIeF66QHE5KjtRPz+Vy6txiIyPUUT+W5zhmPx7FeLd/3YxUXFBWO40gTeTqdhud5cF1XLrCifV+tVgsAxN/keR5830c2m0WpVMLu7q60w4/HY5k2hWGITqeDarUqQYgAYuGBAGKp0+wF29nZwcHBAQDIVImCM5/Px071LctCNpuV1eJ0OpW+tHa7LSJNURRFUR41D1XwAMCf//xn7OzsoFgsymUTQ/symUxs3cIrLV4k0UgbhqFUJACICZ5oxxUD81zXFZMwhQoDAPmfeZHEFRvFz8nJCXq9nvh6eAbPgEJm7hiGIcbk4XAIz/NQLBblyoqTHGYG0edCYUW/zWQyEX8Q13XRWoeVlRWUy2VcunQJa2trIo64Hjw6OkK/30cmk0E+nxfxQw8PJzwPpk8DkEs2Xl5xjZjL5WK1EBR90WJSPib/rtrt9kP+N0tRFEVRPpiHLnjCMMTrr7+Oz372s9jd3cXx8bGssKLrE04qKIJo9B0MBlIUSj8OL45M05TEYq6pOp2OTHu4IqKY4XVW1DTNr6U4MQwDb775pkxbms0mHMeRPioAMtlhNhBTlSlCTNNEuVyWdRxFDAARdMvlEt1uV4zJ7A6jbykMQ6TTaayuruLSpUu4fPly7KS+0+ng7t276PV6MiG7f/8+2u02yuUytre35c8TFXfR0lSuxnK5HOr1uvx6tNU9mk80GAzgeZ54dXhVd3R0pKnKiqIoyrnioQseADg9PZXyylKphDAMsb+/j8FgAAByik6xwwkMDcSmacqahqupqH+FAiKdTouvhldXnIiwroEf8kw15srohRdeQKlUgmma8H0f3W4XjuOISAjDUPwqDFI0DAPD4TB2/cQah9XV1Vi1Bh8nm83Gzra73a6sthgwGIYhLMvC+vo6rl27hlKpJFMYCqt79+6h1WqJwZkCqtlsotFoyMpqPB6L8KEwip6Rm6YpoYL06UQ9RJzicPXmeV7s9JzBjIqiKIpynngkggcAXnvtNbz66qt48skn0el0cHp6isPDw1iWDv02XJlE/TZR8y7XU/xaTomYEMxJiOd5cgHFCU+v10O/35duL5aQ8nsVCgU88cQT6Pf7qNfr2NjYQLPZlJDA6NdwckJzs+d5sgaLBgrS0Mtgwfl8Ds/zJNV5NpuJkEgmk7h69So2NzclgHBtbU0qNmiW7nQ6yGQyIuyYXg2cTZEajQa2t7dj5a3M/gGAUqkkE65o8zrFjud5UggKnAlHttZHpzkqdhRFUZTzyCMTPJPJBEdHR/jUpz6FRCKB9fV11Go1mThQPJimCQCyRqHfheffFDQ02PIsOwiCsz/g/xUux8fHuHPnTkykMFSwWq2K4ZelnmwqdxwHyWQS165dQyaTiT1HCgI2nbdaLRFivV4PBwcHsorjuTzTn7vdLsbjsTyPTqcjqyuul3Z3d3HlyhW4rotWq4W7d+/GmslZwzEajeQabLFYiG+IXiYKKU5heCLveZ6YrOfzuazb6FOiYEomkyiVSuIl4pl9u93GYDCQKZOKHUVRFOW88sgEDwD8/ve/R7VaxYsvvohyuYyNjQ10Oh2Z4nAiEm07j55I09eSSqXEYMuVCs+0KZCuXLmCIAhwfHwc8+04joNKpYLxeAzP83B0dIS9vT14nodarQbHceC6LobDoXR5zWYzWXcxNZp1E5wqraysIAgCnJycyBQlDEMxTnMCxf+OwmNjYwPr6+uoVqvI5XKyuhsMBkgkEnj33XelkZ0rMQDSFcb1X3R9RqN3q9WS9V10OsMVFvvBut2uZBLRh8TLOIojTqHoQaKwUhRFUZTzyCMVPADwhz/8AdevX0epVJJVkuM46PV6Uv7JyYRlWZhOp7IqchwnViJKc61t2/Lh/8QTT2B3dxe3bt2SbB82qfP7dTod9Pt9ABChwOTkyWSCTCaDYrGI8XiMZrMpHqKVlRU0m03M53O4rouNjQ3kcjlpbqf4GY/HKBQKKJVKskpjUzpN1zQ6p9Pp2Gk8m9MNw8BoNILv+ygUClJ8ytN29lZxAmOappSTAmcVD++88w5arZa00nN95jiOCLZcLofhcCgeJz4/Xsjx18MwlLVb1PysKIqiKOeRRy546vU6fvrTn+KLX/wiKpWKrJsoYADI5RXP1FmvQAMyL6a4zun3+3BdF6+88gpu3LiB27dv4969exiPxyiXy7IGGo/HqNVqcmFULBbhuq58T3prbNuWE26KA05raAZmJo1pmjJJqVQq0k+1XC5lHcYJjOu6cF0XhmFIdxgfl83k9N9Uq1U8++yzEq5IH9FisUC1WkW1WkWj0ZArL06QxuMxqtWqGLeTyWTsWozRADwnZ0kpX+tokzx9UuPxWIzaXKMpiqIoynnmkQseAKjVavjFL36BZ555BtVqFSsrKyI8aMxlmScLNul3sSwL3W5XREsymcTly5fx8ssv49q1axgOh/jrX/+Kk5MTLJdLZLNZSWj2PA+TyQS5XA7ZbBbpdBqGYYg/plKpwHEcrK6uYmVlRcIFgyBALpeTBnU+z6OjI6m1yGQyOD09xWg0ksTo6Jm6YRioVCrY2dnB1tYWUqkU8vm8XH0dHR2h3W6jVqvh6OgIm5ubWF9fx/b2tgip2WyGe/fuAQBs25YVHiddvLziqqparWJ3dxe2baPZbOLOnTuSVwRAMoDoI+KVWS6XQyaTifWGtVotEUpaH6EoiqKcd86F4AHOjLRvv/022u02MpkMdnd3xXDc6/XkUst13VjVQzabheu6yOVyME0TL7zwAl588UWk02lpEafBeDQawbZtmKYpUyJOhRzHkX8uFovyvFZWVpDP52GaJmazGd5++21UKhVcu3ZNhFfUhzMcDiUFmkZhemBM05SpUCqVQr/fR7fbFT8Q//n27dtoNpvo9XoSzNhoNJBKpXDlyhU8//zzKJVK0unFiUwYhnICTxMxz9op0uh5YmUGV1EUSvQ2cY1VLBZRLpfhOA6KxaL4gnhVpmJHURRFeRw4N4IHOMugyeVyYuBdXV2FbdtSwskPZHZecZW0tbWFvb09bG9vo1qtyvqIZ+psD+fIRgn3AAAPNElEQVSKLJvNwjAMmKaJIAhk0rKxsSErGwqs4XAoYYUM1Hv66adx+fJl6dIC3m9n53OjkZeGYJqo+/0+fN8XoTCdTtFsNlGr1bC/v48wDFEqlVCtVpHP5+VsPgxD+L6Po6MjuQqzLAvb29s4PT3FycmJrM9oZGbpadSQbVkWqtWq9Jbxiiy6PmTnWKVSkYBDmrP5+nc6nVgDvKIoiqKcZ86V4AGAk5MTXL16FVeuXMH6+joWiwV6vZ54dZhbwxZv0zRRKBTE/9JoNORMm2sYihtOYFzXheM4ckZ96dIlpFIp8auwoZyChhdgk8kEN27cwI0bN7C5uSmBfr7vy4k3aye4HuOVFc/rPc/DbDYT38vx8THu378v35vdVADgOA4sy5JCTxqxmYnDazXDMNDtdiWDZzKZwLZtDIdDmeDkcjl4nod33nkH9XpdLuAAiJCJXsNxZUdowl4sFjg4OJDkaUVRFEV5HDh3gmc+n+NPf/oTXnjhBXz0ox9FoVAQnwiFBAAx0HIVw/N1en2y2axk7nCFFBU9juNIDg6zbVhmyu/x1ltviWjIZDJ47rnn8OlPfxqVSgUnJydot9vodDrodruSAM2pB78fU5fZ+s58IObmAIh5lFjEyUkKcCY2yuWyiBbgbDLEVnJOZ2azWWwdx5yg8Xgs0y6e7c/nc/ErAZAV1nw+l6sy+oRSqRRs24ZlWfj73/+Ov/zlL2pUVhRFUR4rzp3gAc4+zH/84x+jXC7jq1/9qhiYOYFYLpfSj8UiUYqHyWSCRqMRa1X3fR+ZTAbr6+sYjUaYzWZ49913MZ1OsbOzI5UQ0+lUMmrYPu66Lvb29nD16lVZZb355puo1WpS/UDhMR6PpRaCBmVOboCzrByeeXPyNJlM5AIKOBMtPMdnuzmvpAzDkKkUhc9kMkGn05HXhK8Ryz0BxESiYRgy/eLjUVzx7JyPy7P4lZUVLBYL7O/v41e/+pWeoCuKoiiPHedS8ABn1QXf+973kMlk8JWvfCW2cqI44GSHq5ZkMonpdIrhcIher4fFYoHV1VUYhiFFpePxGJcuXcLf/vY39Pt9HB4eisDhaTaTkTc2NnD9+nWsra0hk8ng4OAAb731lkxuKEKWyyUODg7EqwNAJiu8yGIAIg3MuVxOhAlPwHkVFe224p9rZWVFcnV835cTdxZ4ptNpBEEgeTr8PgwJ5OsHnE2fKLTo42GWDqddUUOzZVk4Pj7Ga6+9Fuv9UhRFUZTHhXMreICzici3vvUtAMArr7wiBttkMiln6NFrI55f7+7u4r333sM//vEPLBYLVCoVWRNVKhXs7e1hZ2dHOrwGgwEymQxmsxkqlQoKhQIcx0GpVEI+n481jHOqxEmT4zhy8s4qDE5Kov4Z+o6YXmzbtogHChH+/slkAsuyZBXHaVEQBJJP1O/3kU6n0W63pQdsOp3KyT0zeOhfSqVSkj9EMcWkZoo3TqhYzcHvd3h4iFu3bulkR1EURXlsOdeCBzjzunz3u9+Fbdv43Oc+Jx/O0QZ19lSNRiMJy1tdXcXly5dx8+ZN3Lx5E7ZtS7BeKpXC+vo6KpUKNjY2MJ/P0e12EYYhqtWqBPQBZ+fy9KuMRiMp7TQMA7lcTrKBcrmc+HNo/DUMA4ZhAADy+TxSqZScoC8WC1mLRYtI+fyjXWAApL8ql8vJaXs0QJE9V+z5okiKlqeyLR14fz3ItngatXnCT0F2dHSE27dvq9hRFEVRHmsS/ylHJZFInJuQFcMw8MMf/hBf+MIXZMLD9RMAWcUMh0P5UPd9H/v7+2i1Wuj3+/jXv/6FdDqN7e1t5HI5uK6L9fV1KRet1+syUcnlcigWi1I/sVgsMBgMcHp6itu3b8P3fcml4dTp7t27MlWJPkYmk4FlWXKplclkcHJygjt37khqc7RiglMWwouxxWIhxujV1VUpPeUai2GDXKsxoZrTMK7AeJ2Vz+exubmJ6XQqAYlBEEgODwDxB50Xlstl4lF+//P0nlAUQN8TivIgH/SeOPcTHjKdTvHtb38bv/nNb/Cd73wHpVJJVlrRQktOVNiB9eyzz2I2m6HT6eD69etiAObl1HK5RKFQkOb15XKJdDoNy7JgWRYymYwUgfLxGfLneZ5k39B/s7q6imKxKIGIlmWJWZiCBoB0adE4THNyOp3+N9FDHw8vuFirETVBR83GnPYAZ5MhBiTS2wNApjvlchmTyQS9Xg8AxNTN67TzJHYURVEU5X/LYyN4gLPLpN/+9rc4Pj7Gj370I5TL5VjHEz/4o9dRFAo8D+fKiOsfNoOz+4rmYl5Rdbtd6eziJKdcLmM0GklxKEWI67q4fv06bNuWZONoRQNNzBRqnKQYhhG7qIpOjegbymQyMm1i47nneXAcB47jyCqLX8epVHQ6ROFUKpWQTqfx1FNPSTAh12C8UtOzc0VRFOUi8distB7kmWeewQ9+8AOUy2WZ6vBaiyIhanAeDocYDAbodDpy2cTmcAYYuq4rvx84m3YwXJB5Psy2GQ6HmEwmkmWTSCRw5coVGIYheT79fl9MxJzglMtlDIdD3L17V67GeKmVSqVkWsSWc+b60GuTTCbluovN8MViEZ7nodPpAIAIPk55eFqeTCbhui5WV1dRqVSwurqKIAhkDXh6eoo33nhDVl7nER3fK0ocfU8oSpzHfqX1IPv7+3j55Zfxta99Dd/85jflSgmA+HsAyPqKNQ+GYcC2bQCQdGROULjumUwm6Pf7qNfrkuETPTfnmotn6JzacM3EX6PI4YRofX0dtm2L74amYq7S+P1N00Q+n8d0OkW9Xpc1HLuyOJGib2c+n6NarSKbzaLdbks9xmKxkLN5PmcmKPNqjWu1mzdv4s6dOw/7r1FRFEVRHgqPreAhP//5z/H666/jG9/4Bp5//nmZznBVBCC20lkulyIoyuWy/N5kMikn3pPJBKPRCJ1OB/1+H4VCQSojePpOUcUpCs/VgTNT8nK5RD6fRz6fF/9PpVKRUMJoajIFleu6MrHiiXmz2ZSzc67ARqORrPGY0ry9vS2XXcCZR4cFn7ywSiQSYnBmUGIQBLh16xZ83384f2GKoiiK8gh47AXPfD7H/fv38f3vfx8vvfQSvvzlL8N13ViIXhiGsZRmXjutr6/HxJDnebHk43w+L19H0y8FhmVZ8muz2UxOxflYDPqjV4dXXkEQYDQaSTAgu7ZoamYAItvbKbImk4lMlbiyAgDbtuVxDMNAtVqVqdGD5/sUZ5PJBM1mE3fv3kWtVpNpmKIoiqJcVB57wUMGgwF++ctf4p///CdeffVVPPvss+LnYdhetEuLDeSclti2LaspTkU4qaGI4QXTfD6H4zgoFApifk6lUjAMA+PxWLJ7LMuCbdtypRUEARqNBhqNhpyH84KK2TtBECCbzcJxHMznc9i2jVQqhX6/j+FwKEZsdnWxaJR5RJVKBYvFAo1GQ8IH+edjVUWv18Pp6an4hBRFURTlovPYmpb/E4lEAp/85CfxpS99CZcuXYpNN9ik7vs+fN+XzB4AMpmhOdj3fXQ6HaysrEjyMcXMcrlELpdDPp8HAKmHGAwG6PV68H0flUoF6+vryGQymEwmaLVaeOutt9Dv98WkXCgU5CKK/WDlchnValUer9PpwPM8BEEQuyKzLEuEV7lchm3bGI1GYtAOgkC6xvj4LDt9XFGDpqLE0feEosT5oPfEhRQ8xDAMPPfcc3jppZfwsY99DKPRCIPBQLw2ACRz5uDgAN1uNzY5SSaTckGVTqelfoIJx8zN4ZpruVzKamsymUhGTzqdxnA4RKfTQaPRgO/7MlliMGEmk5HHYnI0r8AODw/R6/WkO4z+Ha7UTNPE3t4eLl26JCfrnU4Ho9EIi8UCrVYLjUZDJkSPM/rDXVHi6HtCUeL8VwoesrKygueffx4vv/wyXNeVM2yGFrZaLbzxxhtotVoibDKZDLLZrDSN89e4wmIyMVdevJ4yDAP5fF4uqejL4dTF933M53P0+32Mx2NZX0XXX5zkMFMoDEP0+31Za3FiYxiGrKnCMMTVq1dx9epVpFIpdDod1Go1HBwcoN/vP/ZCh+gPd0WJo+8JRYnzXy14SDKZxJNPPonnnnsO29vbYgau1Wq4c+fOv3laWAfBlRZP1xeLhYQYjsdjKeacTCawbRtPPfUUHMcBAKlz6PV6scen4EkmkxIe6DiOTHmGw6GUlLLrq9/vw/M8mQ5RsEU7uNbW1uA4Dur1upy0XyT0h7uixNH3hKLEUcETgddMn/jEJzAej9Hv9zEYDEQAMdsGeL9ks1gswnEchGGITqeD6XQq5mFm5NDofO3aNWxubgKAJBczhJCrK4YTcgrEmgfHccQX5HkefN9Hv99Hu91GGIYisih0wjAUUcO8IXqMLiL6w11R4uh7QlHiqOD5ABKJBDY2NpBIJOSkO7o2oghiYCHNyQBiXhr6ZdLpNHZ2drC7u4swDHH//n0Mh0P5XjRFczJkmqYkGz/xxBPY2dmRU3TP83BwcCBijEGDDCqkEfrBstGLjP5wV5Q4+p5QlDgXLmn5/xfL5RInJycAgGazKZdTwFmvFVvDk8mkmIZZwsnAwmQyCeDsyosJxt1uF57noV6vS4cVJznMxjFNU6ZJjuPI+owiNJ1Oo1KpSNHocDjE6ekpBoMBGo1GrC1eURRFUZQP5r9+wvNBMHiQIYUs7qQBeT6fI5FIwDRNuahKpVKwbVuKQpnJYxiGpD6zbX0ymSCfz8tF2LVr12KZPfTlzOdztNttvPfee+I3+m8WOfq/ZhUljr4nFCWOrrT+H0gkEjLFYSIyAwA5BbIsC6urq5jNZmi32/B9Xy64mIzMCzDWUORyOWxvb6NcLsM0TbnGms/nuHv3LlqtFgDIOkvRH+6K8iD6nlCUOCp4PiSYsMwzdvps6KlhrQNXYJzw0O/DBORerydt58oHoz/cFSWOvicUJY4KHuVCoD/cFSWOvicUJc4HvSeSD/uJKIqiKIqiPGxU8CiKoiiKcuFRwaMoiqIoyoVHBY+iKIqiKBceFTyKoiiKolx4VPAoiqIoinLhUcGjKIqiKMqFRwWPoiiKoigXHhU8iqIoiqJceFTwKIqiKIpy4fmP1RKKoiiKoigXAZ3wKIqiKIpy4VHBoyiKoijKhUcFj6IoiqIoFx4VPIqiKIqiXHhU8CiKoiiKcuFRwaMoiqIoyoXn/wArwwoeHsxacwAAAABJRU5ErkJggg==\n",
      "text/plain": [
       "<Figure size 720x720 with 3 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "\n",
      "Sample Prediction after epoch 15\n",
      "\n",
      "234/26 [==============================================================================================================================================================================================================================================================================] - 9s 39ms/step - loss: 0.0056 - dice_coef: 0.8906 - accuracy: 0.9979 - f1_score: 0.9977 - precision: 1.0000 - recall: 0.9954 - val_loss: 0.0098 - val_dice_coef: 0.8142 - val_accuracy: 0.9966 - val_f1_score: 0.9980 - val_precision: 1.0000 - val_recall: 0.9961\n",
      "Epoch 16/30\n",
      "23/26 [=========================>....] - ETA: 0s - loss: 0.0062 - dice_coef: 0.8121 - accuracy: 0.9977 - f1_score: 0.9978 - precision: 1.0000 - recall: 0.9956"
     ]
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 720x720 with 3 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "\n",
      "Sample Prediction after epoch 16\n",
      "\n",
      "234/26 [==============================================================================================================================================================================================================================================================================] - 7s 28ms/step - loss: 0.0062 - dice_coef: 0.8789 - accuracy: 0.9977 - f1_score: 0.9977 - precision: 1.0000 - recall: 0.9953 - val_loss: 0.0075 - val_dice_coef: 0.8305 - val_accuracy: 0.9970 - val_f1_score: 0.9977 - val_precision: 1.0000 - val_recall: 0.9954\n",
      "Epoch 17/30\n",
      "25/26 [===========================>..] - ETA: 0s - loss: 0.0054 - dice_coef: 0.8783 - accuracy: 0.9977 - f1_score: 0.9978 - precision: 1.0000 - recall: 0.9956"
     ]
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 720x720 with 3 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "\n",
      "Sample Prediction after epoch 17\n",
      "\n",
      "234/26 [==============================================================================================================================================================================================================================================================================] - 6s 24ms/step - loss: 0.0051 - dice_coef: 0.8966 - accuracy: 0.9981 - f1_score: 0.9982 - precision: 1.0000 - recall: 0.9963 - val_loss: 0.0076 - val_dice_coef: 0.8214 - val_accuracy: 0.9971 - val_f1_score: 0.9982 - val_precision: 1.0000 - val_recall: 0.9964\n",
      "Epoch 18/30\n",
      "25/26 [===========================>..] - ETA: 0s - loss: 0.0040 - dice_coef: 0.8766 - accuracy: 0.9983 - f1_score: 0.9984 - precision: 1.0000 - recall: 0.9967"
     ]
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 720x720 with 3 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "\n",
      "Sample Prediction after epoch 18\n",
      "\n",
      "234/26 [==============================================================================================================================================================================================================================================================================] - 5s 21ms/step - loss: 0.0047 - dice_coef: 0.8972 - accuracy: 0.9982 - f1_score: 0.9982 - precision: 1.0000 - recall: 0.9965 - val_loss: 0.0080 - val_dice_coef: 0.8254 - val_accuracy: 0.9970 - val_f1_score: 0.9983 - val_precision: 1.0000 - val_recall: 0.9967\n",
      "Epoch 19/30\n",
      "25/26 [===========================>..] - ETA: 0s - loss: 0.0038 - dice_coef: 0.8823 - accuracy: 0.9984 - f1_score: 0.9985 - precision: 1.0000 - recall: 0.9970"
     ]
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 720x720 with 3 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "\n",
      "Sample Prediction after epoch 19\n",
      "\n",
      "234/26 [==============================================================================================================================================================================================================================================================================] - 6s 25ms/step - loss: 0.0043 - dice_coef: 0.9110 - accuracy: 0.9984 - f1_score: 0.9985 - precision: 1.0000 - recall: 0.9971 - val_loss: 0.0080 - val_dice_coef: 0.8334 - val_accuracy: 0.9972 - val_f1_score: 0.9985 - val_precision: 1.0000 - val_recall: 0.9971\n",
      "Epoch 20/30\n",
      "24/26 [==========================>...] - ETA: 0s - loss: 0.0036 - dice_coef: 0.8860 - accuracy: 0.9985 - f1_score: 0.9986 - precision: 1.0000 - recall: 0.9972"
     ]
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 720x720 with 3 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "\n",
      "Sample Prediction after epoch 20\n",
      "\n",
      "234/26 [==============================================================================================================================================================================================================================================================================] - 7s 31ms/step - loss: 0.0038 - dice_coef: 0.9092 - accuracy: 0.9983 - f1_score: 0.9985 - precision: 1.0000 - recall: 0.9970 - val_loss: 0.0072 - val_dice_coef: 0.8357 - val_accuracy: 0.9972 - val_f1_score: 0.9984 - val_precision: 1.0000 - val_recall: 0.9968\n",
      "Epoch 21/30\n",
      "25/26 [===========================>..] - ETA: 0s - loss: 0.0037 - dice_coef: 0.8498 - accuracy: 0.9984 - f1_score: 0.9987 - precision: 1.0000 - recall: 0.9973"
     ]
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 720x720 with 3 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "\n",
      "Sample Prediction after epoch 21\n",
      "\n",
      "234/26 [==============================================================================================================================================================================================================================================================================] - 6s 26ms/step - loss: 0.0040 - dice_coef: 0.9087 - accuracy: 0.9984 - f1_score: 0.9987 - precision: 1.0000 - recall: 0.9973 - val_loss: 0.0072 - val_dice_coef: 0.8416 - val_accuracy: 0.9974 - val_f1_score: 0.9987 - val_precision: 1.0000 - val_recall: 0.9975\n",
      "Epoch 22/30\n",
      "25/26 [===========================>..] - ETA: 0s - loss: 0.0048 - dice_coef: 0.8619 - accuracy: 0.9980 - f1_score: 0.9984 - precision: 1.0000 - recall: 0.9967"
     ]
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 720x720 with 3 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "\n",
      "Sample Prediction after epoch 22\n",
      "\n",
      "234/26 [==============================================================================================================================================================================================================================================================================] - 7s 28ms/step - loss: 0.0052 - dice_coef: 0.9116 - accuracy: 0.9984 - f1_score: 0.9987 - precision: 1.0000 - recall: 0.9974 - val_loss: 0.0081 - val_dice_coef: 0.8333 - val_accuracy: 0.9971 - val_f1_score: 0.9987 - val_precision: 1.0000 - val_recall: 0.9974\n",
      "Epoch 23/30\n",
      "25/26 [===========================>..] - ETA: 0s - loss: 0.0040 - dice_coef: 0.8549 - accuracy: 0.9982 - f1_score: 0.9985 - precision: 1.0000 - recall: 0.9971"
     ]
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 720x720 with 3 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "\n",
      "Sample Prediction after epoch 23\n",
      "\n",
      "234/26 [==============================================================================================================================================================================================================================================================================] - 6s 24ms/step - loss: 0.0033 - dice_coef: 0.9157 - accuracy: 0.9984 - f1_score: 0.9987 - precision: 1.0000 - recall: 0.9973 - val_loss: 0.0091 - val_dice_coef: 0.8214 - val_accuracy: 0.9969 - val_f1_score: 0.9988 - val_precision: 1.0000 - val_recall: 0.9976\n",
      "Epoch 24/30\n",
      "23/26 [=========================>....] - ETA: 0s - loss: 0.0034 - dice_coef: 0.8872 - accuracy: 0.9985 - f1_score: 0.9989 - precision: 1.0000 - recall: 0.9978"
     ]
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 720x720 with 3 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "\n",
      "Sample Prediction after epoch 24\n",
      "\n",
      "234/26 [==============================================================================================================================================================================================================================================================================] - 6s 27ms/step - loss: 0.0030 - dice_coef: 0.9171 - accuracy: 0.9985 - f1_score: 0.9988 - precision: 1.0000 - recall: 0.9976 - val_loss: 0.0082 - val_dice_coef: 0.8382 - val_accuracy: 0.9974 - val_f1_score: 0.9989 - val_precision: 1.0000 - val_recall: 0.9977\n",
      "Epoch 25/30\n",
      "25/26 [===========================>..] - ETA: 0s - loss: 0.0033 - dice_coef: 0.9157 - accuracy: 0.9986 - f1_score: 0.9990 - precision: 1.0000 - recall: 0.9979"
     ]
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 720x720 with 3 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "\n",
      "Sample Prediction after epoch 25\n",
      "\n",
      "234/26 [==============================================================================================================================================================================================================================================================================] - 7s 29ms/step - loss: 0.0030 - dice_coef: 0.9252 - accuracy: 0.9986 - f1_score: 0.9989 - precision: 1.0000 - recall: 0.9979 - val_loss: 0.0081 - val_dice_coef: 0.8405 - val_accuracy: 0.9974 - val_f1_score: 0.9990 - val_precision: 1.0000 - val_recall: 0.9979\n",
      "Epoch 26/30\n",
      "25/26 [===========================>..] - ETA: 0s - loss: 0.0030 - dice_coef: 0.9077 - accuracy: 0.9988 - f1_score: 0.9991 - precision: 1.0000 - recall: 0.9982"
     ]
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 720x720 with 3 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "\n",
      "Sample Prediction after epoch 26\n",
      "\n",
      "234/26 [==============================================================================================================================================================================================================================================================================] - 6s 27ms/step - loss: 0.0039 - dice_coef: 0.9254 - accuracy: 0.9986 - f1_score: 0.9990 - precision: 1.0000 - recall: 0.9980 - val_loss: 0.0104 - val_dice_coef: 0.8216 - val_accuracy: 0.9966 - val_f1_score: 0.9988 - val_precision: 1.0000 - val_recall: 0.9977\n",
      "Epoch 27/30\n",
      "24/26 [==========================>...] - ETA: 0s - loss: 0.0038 - dice_coef: 0.9362 - accuracy: 0.9984 - f1_score: 0.9989 - precision: 1.0000 - recall: 0.9977"
     ]
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 720x720 with 3 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "\n",
      "Sample Prediction after epoch 27\n",
      "\n",
      "234/26 [==============================================================================================================================================================================================================================================================================] - 14s 60ms/step - loss: 0.0045 - dice_coef: 0.9206 - accuracy: 0.9985 - f1_score: 0.9989 - precision: 1.0000 - recall: 0.9978 - val_loss: 0.0097 - val_dice_coef: 0.8134 - val_accuracy: 0.9964 - val_f1_score: 0.9984 - val_precision: 1.0000 - val_recall: 0.9968\n",
      "Epoch 28/30\n",
      "24/26 [==========================>...] - ETA: 0s - loss: 0.0042 - dice_coef: 0.9227 - accuracy: 0.9982 - f1_score: 0.9987 - precision: 1.0000 - recall: 0.9975"
     ]
    },
    {
     "data": {
      "image/png": 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WFhZw4sQJpFIpRCIRDAYDDAYDNJtNiebUajVJUzWbTXS7XYn29Pt9DAYD9Ho9dLtdET583o4K8XmKnm63i3a7jXg8Dtd1UavV7gtfj6IoiqK8FA+M4JnUw8Z+PhgMit9l0nK24ZipIHt92/czqSqL3wOBgJSAcxnbnxMMBhEIBBCPxzE7O4uFhQXMzMzgkUcewZNPPom5uTnEYjERaa1WC91uF5VKBfv7+6hWq6jVaiiXy6jVaiJyKF74RaFkP8flWMXl8/nQ6XTGIkRcJxQKIZlMolqtquhRFEVR7nseOMHjFSy8mfM177wqb6RmUmXV7SJBfJ5VVclkEsPhUCIr4XAYmUxGzMbhcBjhcBjpdBpTU1OYn59HPp/H448/jpMnT0p0pdFooFQqoVarYWtrC9vb26hWq6jX62g0GqhUKqjX62JW7nQ6kvJitRaFCkvTveXrjAT1+315zo5Sua6LSCSCZrOpjQoVRVGU+5oHRvAA41EeOwLDG709G8se3GlXZHkrqCZVb03y5YTDYczOzkqvnF6vh0wmg1wuh1AoBL/fL6ksCp6FhQUsLy9jbm4O2WwWoVAInU4HhUIBOzs7WF1dRalUwvb2tnhsWq0WGo0GarWapKEYpWEKi+fMZoQUgIxQMY1lXxNgFImyBSE7MkejUbTb7dv2LlIURVGUe5n7TvC8VOWUPUIBGE9d2QM/vR2RJxmaWdZN4WCLAcKS8nA4jFAohEgkgtnZWczMzGB6eloiOvQSxeNxxONxLCwsYHZ2Ful0Gj6fD61WCzs7O6hUKlhZWcHm5ia2t7fRbDalyqrT6Yx5cJrNphwfIzXGmLHUHV8HID4mQnFk+4vs6xgOh+E4DgaDAVqtlqa3FEVRlPuW+07wAJPLvzlSgRVKk5YDJjf9483e9u14ozveii1GRkKhEFKpFEKhEFqtlgia+fl5LCwsIJlMSv8cx3EQjUYRj8eRTCbh9/vRbDZRqVSwtraGlZUV7O3toVQqiUeHvXW8/XaYvrIjMYzieDs92yX0w+FQvES2OKRQ6nQ66Pf7ck0CgYBUlEWjUezt7Y2lCRVFURTlfuC+EzwvNZ7BFil2Csbr2ZmUnvE2FSQUChRTFA/xeBz5fB7JZBKFQgHdbheRSETSVslkEvl8HolEQkY6UFw0Gg0Ui0XcuHEDxWIR6+vrKJfL0kuH5uLBYCCjJXiM4XAYACRtxagLZ2YxksMIFV9jWi0YDMo5UUQxOsVoUq/XE7Hj9/slQhUIBLC1taWiR1EURbmvuCcFz6R006TuyHzNLjHnspPKyW1sYcSfbbFjH4PXtBwMBhGJRGRUQ6FQQKPRgDEG7XYbrusiHo8jl8tJhMduAliv17G7u4vNzU2sr6+j3W6jVquJkOLMK5qP7WiO4zgizLrdrkRfKG4oYCqVCmKxGPx+/4sqtHiNh8OhpMLi8Timp6cRi8VQrVZRKpVkQCnFHz1I8/Pz2NnZQbvd/pbeZ0VRFEU5Lu65Tsu2sfjgGGCMGas4spelv2bSSIeXmofF1+x0j7c/j+374fKBQEC6ILNjcbPZhOM4ePOb34ynnnoKp0+fRjabFbHS6/XQbrdRKBRQrVZRLBZRqVTQbDYlkjIcDtHv98fOm9umiLOnoLuuK4NE7WgOABkIyh47HDnB68qoDZsVzszMIBwOy/6q1erYmApef4qeQCCAZ5999thHUWhXWUUZRz8TijLOfdFp2Rttsb01XhHE5bxT0AGMpWu8Asp+3V7e9rLY0SL206F4CgaDSKfTOHHiBJLJJBqNBjY2NgAAS0tLyGazSCQSqNVq2NnZkVJy9slpNBrS64bHaD+2j4NmZNtobV8fpq0YwbF9RwDGStaZGuM5+P1+dDodhMNhTE9PY2pqCoPBQJ6LRqOoVquyfUaGwuEw4vE40uk0jDH4/Oc/fwS/CYqiKIpyZ7lnIjwUGLZh2J515Z175W006I0I2dudlJqatB37Z8648vv9EuFIJBJIJpMyvZwl4XYVl8/nw+zsLJaWljA3N4fhcCiRHHY6ZqqKURn7vG2fEIUQ/TeHpezs0RPAqPdQpVKR10qlklSIOY4Dn88n6S12e06n0xIN4vdisYhGoyFmZp/PJ5VbqVQKPp8PX/ziF/Hss8/e6V+HQ9H/ZhVlHP1MKMo490WExxY23kqpwxoF8jVvZRLw4p469jK2N+WwbVNE9Ho9JJNJTE9PIxqNYnZ2FslkUky8TFXt7e2hWq1id3cXq6urWF5eRjKZRLvdRqfTQbVaFRHj8/ngOA56vZ5EX9iNmX18+NXv9+E4jogepvIomvgaU2IsYQ+Hw+j3+xLR4RcAOXbHcZBMJhEOh+W4eF1YXcbtsiotHo9Lz56nnnoKW1tb2N/fv9O/DoqiKIpyx7gnBI+dquHN305T2Tdh4MU9d7zYz9nRETs15U0h2aKHPh1gFC2JRCLI5XJIpVJSeRWLxdDv91Gr1bC3tyfNATnJvFqt4tKlS/D7/WN9cezU1P7+vuzH7m9jDzvl8bOh4SSvUqlUktQTCQQCcr7hcFimoTuOI1VanJxuR9GCwSD6/f7Ya3b0KRqNIhqNjnmcFhcXUS6Xx/avKIqiKPcSd13wHJaO8kZk+Lp3Oa/vZ9K6TDnZosZejgKCERZCsTM3N4dHH30UgUBAqq7q9TqKxSI2NjZQKBTQ6XRkG5yCzqhLMBgEgLHZVfTn2EM8A4HAWP8blqAzisQKMC5jG7m914PNBNlfh/4cmoyNMSJc2PyQQoiRII7D4M+RSASRSGRs/yxzj0QiaDQaEyviFEVRFOVuc1cFz6QbNTA5tWUvY99wb+fX8fbksautvCZmez0uEwqFcPLkSSwuLmJ+fl6iN9vb21hbW0OxWJTSbFZsUQQEAgGJ1AAjs2+tVkOlUhkb08BUESM0vCaMlvR6vbFyfPsaUEjR7xMOh6Xqqt/vi6ChX4eVWzRjN5tNhMNhpFIpDAYDRKNRKXsPBoNS9s5rw/J3O/Lk8/nEWB0Oh7VUXVEURbknuWuChzdVe2ClV7AQb0WVPRuLr9vb9a7jTXERRkCYwrIFijEG+Xwer3rVqzAzM4NeryeTyovFIra3tzEYDKShoDFGJpdTAAAQD47d94Y9deitsdN23oqtbrcrwsK+Trx29rkAt1JZAMQozegQxdNwOEQsFkOv10OxWEQikUCn00E0GkU6nZYoDpsP8py63a5EnridUCiEYDAonh6KPkVRFEW5l7hrgofpEo5F8KacJhmIgXHBYpdnA5AKp8M6LNvb4o3Zrg6zBVI2m8UrXvEKzM3NIRQKYX9/H/V6HdVqdUzsBINBNBoN6W4cj8dx7tw5ieiUSiVsbW2hXq9LxRWPl2kwYFzIeQ3bXIepJV4z/myLq0qlIoZm73Ww013tdhs+nw+lUgnhcBitVguhUAjNZhOJRAKO46Df78v+Wq2WdJH2Volx+zRBH3dvHkVRFEV5Ke6K4OEsJ+9NHZg8xJPfbRMzDc7en20B4N2evazdyM/n80lkJRgMIplM4tSpUzhx4gT8fr+koVqtlpRqx2IxDIdD7O3tSernta99LRYWFtDpdGS5SqWCTqcDACJUvD4iHodX5HnP3RYxLG33Xj97mz6fT8ZZ8Jr7fD5EIhGUSiXx9PT7fTE+R6NRZDIZzM/Pj0VuGLWymxAy2mNPeqfZudVq3bHfF0VRFEX5Vjl2wcPSZj62K7C8JmIu4/XXeKu0bBHBKq/DhAO/e1Nm3Fcmk8Hs7CyWl5cxPT0tPXQ4FqJcLiMQCKBSqUjJNvvzzMzMwBiDWq2GWq2G7e1tlMtlmYllX4NJpmxvY0Ev9nl6o0Vcn0ZpLuf3+8WHQ9Mzy9bpFRoMBiJ4eI71eh2ZTAbRaBSJRELmd7EBof1+zczMjHl7QqGQ7EtRFEVR7gWOXfDYAofih9EVb3rLjsiQSVVc9mPedO1lbWE0yeQ8GAykAiuTyeDEiROYn5+XRoGBQAC1Wg2FQmFsBMVgMEA6ncaZM2fw6KOPiidmZWUFhUIBhUJhTHzwuGwTsm3Q5nbt9JZ9Hl4mCQruj9trNptjIyW8DRXtwaDcd7/fx/r6OnZ3d5HJZLC0tIR0Oo1arYZQKCSeJVtQdToddLtduaaRSESjPIqiKMo9w7EKHt647cokelHsCiUuy2gOgLE0FJfzChtvN+ZJ2NEjWwSw187Zs2exuLiIbDaLSqUic7CuXbsmqa1IJCKN+hKJBLLZLACg0WhITx42GbT3Q7wCzltN5o1i2ec4yeDNx95zs6NfdqfmSWX5LKPnXK5arYZer4dyuSwROUZv2OiQ79tgMEAsFkOn0xnreeSNbCmKoijK3eKuCB5iR3S82IZkW+gAt0SL1/PCfRwmDiYJBHY8TqfTWFhYwNzcHPL5PKLRqEwyv379Ovb29qTaitsIBoOYnZ3F7Ows9vf3USqVUCwW0el0XiR2JpmxD3s8yUxtC7zbnZNdVu9NgdnVXvYwUFapMcoTCoUQiURkdMb29jba7Tbm5+eRyWRkW9x2r9dDLBZDrVYbe29CoZBGeRRFUZR7grsieLyenEmGXfsGP8mP4xU99s1/UkTFFircLpsEJpNJTE1NYXZ2FtPT08hkMsjlcrh06RL29vZkOGgmk0E2m0Wj0UCj0UA0GkUsFhN/TK1Ww+7uLhqNhkSsvMdhY0eobudLAsabJ04SN9yO91p4t80eQXZ0rdPpjI2VYBNE13XRaDQwHA6xv7+PwWCARqOBdDotXZh5nmzYyLSYMbf68qiXR1EURbnbHJvgsSMvAORmOyl6Y69j37jt714xZJeke6M8XvHAG38wGEQqlUI+n8fc3Byy2SxmZmbwyCOPIJvNYn19Hc8//zzq9Tqmp6dx7tw5ZDIZGGPw3HPPiUdmf38fFy9eRKvVkmnotonXK068VWZeYzZTSzxP9sSxz8MWMDQwe0dk2P4geygpy8f7/b40QaTYiUajUlLPc+ExV6tVGVERjUbF40TxQy+PHZVzHAeNRuNO/zopiqIoyjfEsQoeO/IwKTLhxVuBZEeC7Bu4V1x49+uNmPCG7zgOstks5ufnMTU1hampKSSTSUQiEezt7eFrX/sarl+/jl6vh3q9jhdeeAHD4RCpVAr9fh/Ly8vY3t7G/v6+pLLYadi+6bM0HIB4Xialt2wRxtLuWq32Ih+MfQ3tc/aKQ/s5CkT2P2K6igJlMBhIJ2VOdGeJOVNYHEZaKBRkwCn3H4lEZDQGo0QApGJLvTyKoijK3eRYBI8dbbGFDm+Ck9Iz3pu3/bM9wduOatjTwO2KKNsMzCqjRCKBRCKBhYUFTE1NIZ/PyxgJYwwuXryI7e1t2V8kEkE0GkUgEEChUEC1WhUDc6VSGTMpT4pMUVTY4sSbwuOydmfkfr8/5h1iBdckn469v8O8TP1+H5VKRa6TMUbmehljEI/HEY/HpUfP3t6e9NcJBoMwxkiUxy5RZ6+eaDQqYy9Y4ZZIJGSshaIoiqLcDY5F8Nipq8OMtpNuzpPSMhQv9hwt9p/xVngx1cPICQVRLBZDPp8X704ul8PMzAxyuRza7TZKpRKq1ap4XWKxGGKxmMyZCoVC0pcGGI1wmOQjssdJAHhRus1OTVGg9Xo9aVQ46dp4U1rETm+RSek8Ni+kiKLw4fFFo1HkcjkEg0Fsb2+j2WwiGAxKZRbLzzmQlOLLmNFojV6vh0QigUgkItvksFWdpq4oiqLcLY5c8Nil5byxe3043mokm0k3d24jGAwiGo1KKbXrupJWstNX9vTySCQiKSze3KemppBKpWCMwd7eHnZ3d7G1tYXt7W30ej2kUinZL4VMMBhEJpNBuVyWSiRvSflhpmL7Z+9j73gMbx8iLmNHiwAgEokgkUig1WpJo0TvshSNNBjbVVteQeS6LtLpNAaDgRiTKcTsye12ZZc9C4ymZU6cTyaTKBaLL/fXRlEURVHuKEcqeOz0E3/2pre8KR6vgdcrdvhaLBYTvw2nhjcaDRFC7XZbxI7jOEilUpKWyWazSCaTSKVSMizTGIPt7W1sbm6iVqvhxo0bqFarCAaDqNfriEQicuOnsAEgN35byNlGX3v8hX1dDot2UTDwXO1olbfiyl630+lIJMm+fvZ8Llto2sLMHqth+1vm/esAACAASURBVI0CgQCy2Sz6/b702AEg+2IEjRGgVCqFRqMxVqlFERSPx1Gv18fSYIqiKIpyXBxLSstOe9AzYpuO7Zv6pJs81+V24vE4MpmMmHsZxRgOh1ISzl4ygUBAuiczChGLxWRcgs/nQ7PZRLvdRrPZlEnojUYD09PTGAwGuH79upxLt9sVX02j0UCz2XyRMRoYb4YIvLgztF1lxcf2jCrbpzNpPabWaIJmmo/7nGTette3Z2IBEMMyrwn3zyiQLZza7bakp2q1mkxlpwBlFMk2LzM9qCiKoih3gyMVPLxZ2uLmsIiOLXa8kQkA4sWJx+NIpVJjFVWsNgqHw3IzbzQacF1XOiHH43EEg0GJCEUikbE0DE26tVoNnU4HMzMzMk2cxmR2V2bUplwuj/lt7PPksdMkzcqnbrcrXhu7W7Hdadp7jezqNIogeoNszw7xHoM3dcbt2GM+OBYCwNg+uA5FGN8DGrkBSLl6uVyW68zrwfcxGo3ixIkTuHLlyrf+i6UoiqIo3yBHKnhsc6xdkWV7ebyeHftmS7HU7/fhui6i0SiSySRyuRwymQySyaTc2Hu9nkQner2e7DObzSKfzyMcDiMQCCAej49FhLg80zQsK+dMqWazKeXZHJXQ7/cRi8VQKBTkuHkcdqUYxRc7L1Pk0PQcCATE/0NhY6fGuA07qjPpGk4ygU8qWec6jL7Y3pvBYCDNE5PJpDQepBDj1HQAcBxHImgs2WelFyNl0WhUxI/tufL6mBRFURTlODhSweOtErJvdHblFnDLEGyneLgMIyWxWAzxeBzpdBrJZFLEBdNSTMPQu+P3+yUaxAgGl2G0hibfRqOBbrcrHpZut4tSqYRYLIYLFy5gfX0dL7zwgpR0t9ttESAUdf1+f8wUzMgNABEXjJb0ej20Wi1Zx46u8Dp4U3zegaJ2dZftK/J6imy4Do3ePBZG1RqNBjqdjohNRtC63a5EpxzHkflZbEhIociuzTzuUCg0FhmamZnBzs7OHf09UxRFUZSX4sgEj+3Z8VZleVNWtsFVDszygITDYSQSCSSTSczMzEjkABiJCm+ZdL/fh+M4yOfzmJmZQTgcFrFB6vU6Go2G3OyNMZKiYbSi1Wqh1WqhWq1ie3sbrVZLetKwbw2FRjgcFvFmG3Nt0zajPHZzQntSOq8Fq5/sHjzesnNvVMeuhCN2RIjf7ecYfeE2GYmyuydz3zSCs7yfxxoOh5HJZKQ3Dzs393o9SSsyouU4johBRVEURTlOjuzu462sso3IxPuz11/CmU6M7ExPTyOZTCKRSACACJ1KpYJ6vS5eHkZVpqamsLS0JDd3RptYWcXRCoPBANFoFKlUCtVqFcViEaVSCY1GA/V6HcViEfV6XW74tkfGrmqyq6QoXJiO85qZiZ3as03K3AYFE0XiYVVr9s+8ft6Ozt7SfhqeeYzASAg2m02kUim4rjvmPWLjRdv/w5/D4bCk7xh1M2bUm8e+/qFQCIFAQHvyKIqiKMfKkQie20Ud7E7IdjrGfo1iBxiZXROJhEwlz2azCIfDciMFRsKnWCxKp99YLIZwOIz9/X3x+gCjCAsjOuwAzJt5v99HsVhEuVxGtVpFvV5HtVqVnjZ2uTjTYragAcYjKfZj9u2hb4jnaIwZ687MnjaBQEBSQ/acLPt62h4e7z5tAWVXf9lCihEbRo4AiAeHTQLp0fH7/dJB2duokNVX9E0x+sMKsm63i2azKSZx23itKIqiKMfFkQge+4ZmD6bkz96bHs28din6YDBAJBKB4ziYnp7G9PQ0EomEmGzZH4dpJkYP2A0YgHhLpqen5WZbrVZljhQFiOM4cF0XrVZLxk4UCgXpG8OUE9MxTH/ZURhboNDcbIs+b48c4JbBmZ2gObjT7/dLyq3T6bwoSmOn/2zhY6e8bCFmj98AbqXsgFHKjb6ibrcrniZbJNk+JLvyih4gu5Gh4zhjhnMAYszmMfL6KoqiKMpxcSSCx4482GLHNjF7K4yAW+XPvV4PoVBIqrGYyorFYlJN1Gw2UalUpIzcririTZgCZ29vD5FIBK1WC5VKRaIRPp8PjuNIuoVpGZ/PJ7Oz7KgOy95jsRhyudyYl4Wm3mazKV/0s9gRGu8QTQqWTqeDer0+elMO0lh2X51QKISZmRk0Gg3UajURYnzdFjTeNKEtmCiKeD7eNFq73UalUkGj0UAsFpNoGAARPjxvRnLi8ThardZY/yDbI9Tv91Eul5FOp8eOW1EURVGOizsueLyl5pMMs/xP3xspCIVCaLVa8Pv9yGQyyOfzmJ2dHavKojjY2dnB9vY24vE4HMeRKituz3Ec1Ot17O7uIhwOo9lsjlUbOY6DaDQqx8bp6fT3zM3NodvtjqXDhsMh5ufnRfDQqMwUXLvdxtraGvb39xGJRDAYDCQK5TVpu64r6TUvrBajUIrFYjh37hyefPJJXLp0CTdu3JCRFt1ud6xrsreXD6NerVZLxI1dScaIG8ViMBiUBoy5XA6RSEQEEkUkcKuLNKNzNDlzPxR3TJ2Vy2VEIhHphq0+HkVRFOU4OTLB472Re/vI2F4W3iDpF0kkEsjn81haWsLc3Byy2Swcx8Hm5qaYipvNJnq9HqrVKoBbniBGTCqVilRy2ftndMKOQMRiMUSjUWSzWQCjuVTtdnvMAB2PxyXK4jgOYrGYjKUoFApYWVnB2toa9vb2ZJvJZBLNZhNbW1uoVCoSAbFFhnfkhLcjMY/3xo0bWF1dlZJxuwrOey2ZTqMQs8UKHzNVxVQgp5vbJmteIw4Q5f5YocbKt2QyiW63i1qtBsdxpLIsEAiIt4qT3ylYVfAoiqIox8kdFzx2Rdak0mk77cLlaNbtdDpIp9M4deoULly4gKmpKZlmPhgMsL+/L2MNfD4fMpmMjHcIBALSfXlpaQmJRELMsslkUkrWKUY4PysYDCIcDiOVSiGXy0kajFGQVCqFcDgs1WH0FTHF1ul0UCgU8PWvfx3ZbBbf+Z3fiUqlgkKhIE35OE09HA5Ld+ZJzQUpRGKxGIwxEpFiF2heX+BWGsvb1NE2U9tzvGxRZL8WDoclOsN0IkvMe73eWONA9kiyn6OB3B5mSiGUTqdRq9UQjUZlkjqFks7UUhRFUY6TI/HweNNY3mot3oDD4bCkhYbDIebm5jA/P49XvepVePWrX41sNispkc3NzbEIju09oQC5cOGCGJtzuRx2dnbkxl6tVuG6o27NFDn0+/Bnx3HQ6XTQarXGTNYzMzOIRCJSHk/hUy6XUavVUK1WcfbsWbz61a9GOBzG3t4estms9NyZmprC6uqqRDT29/fHIlJ2jyDXdVEoFMZ8Od5omV3hZl9npslswTmpbJ0wasPoi90Vm2X40WhU+hNxnzSAMxrEiJc9ZsPn86HVaiEcDgMAKpUKqtWqHLvXy6QoiqIoR8mRpLSA8ZuwbVC2q7HspnvZbBaPPfYYHn30UVy4cAGPPPKIDLNcWVmRZnahUAjRaFQiO8PhEPF4HMlkUnw0rutiY2NDJqYDGPOhhEIhqdJiCbsxRqqy6vW67KtWqyEYDEpKi6mfYrGI3d1dFAoFbG5uIp/P47nnnkO5XJZICADx4lBMUXAxNQVAxjfY15CCgsvYc7x4fe3rzHUOe57btau7uK1gMCjnxRQaq7USiQSCwaBEf+w+PNyPXf3FYwVGjQzpIWK5v13xNSn1qSiKoihHwZGltOwSaT7PdAiAMR9JMpnEmTNncPr0aSwtLWF5eRnZbBaBQAD1el08L4wO+P1+STExnRWLxdBut9FoNOD3+zE7Oys3VfabSSaTSCaT6HQ6KBaL6Ha7yGazMnH9+vXr8Pl8mJ+fl9Jsx3EkLcM+PbxRX7lyBevr6xgMBrhy5Yo0QmRfmmAwKCXv9MJUq1URPUwf2eX4PL/hcIhIJIJ+v4+pqSk88cQTuHTpEiqVioyksK8vgLF+P3YEZdJYCmC86orbs4UIK65YxWb7iyhc7fEZTGsxambPFAsEApLa43mq2FEURVGOiyMzLdsVWDZ2d1722pmZmcH8/DwWFxdx5swZpFIpMbWy4zGbAdZqNbTbbTE3nzp1CsViUboil8tlmWw+MzODEydOIJ1OS6m53+/H7u4u1tbWEAgEUCqVpFqrWCwik8kgl8thY2MD9XoduVwOoVAIGxsb2NjYwP7+vkSSWHbOVBK7CAOjKEe32x3rpdPv92UmGD05TAVRLFBoUHQwnVQsFiVixXJ5Cix7Dlk6nUav10O5XH7Re2KnFL1ig9EduzuzV9xQnNnbYVqM4z4o4hzHQSQSQbValVlaFFBe87iiKIqiHDV3VPB4u/7aaQ/v68Ao3TM7O4uTJ0+K4JmamkIqlZJ+MxQWti+FRt5yuYxUKoV0Oo3d3V2sr6+Lb6TX68nk7+npaVm/1+vh4sWLWF9fRyaTgd/vx97e3pjpudFoIJFISAUTy+DX1tZkwKbf70csFpPuzvYcL3voKb9z5ILrujJd3E5j2deFURCKmWazib29PbmGPBc2LbT9Rvv7+9JbiFEb9h3yNn+k4GApeSKRQKVSAQA0m01sb28jk8kgEolIRI6DRwGIkKHpnKks4FbvINsrRb9WOByW91QFj6IoinIc3HHB4y21to23vOEz+sNeO2wwmEqlAIwMrhwDwQGU7J8TiUTGIgeNRgO7u7u4efMmOp2O3Hw51oDG4mg0il6vh93dXezt7Ulq68aNG7h69SoymQze9ra3YTgcolAoiBm52Wxic3MTGxsbMlcqHo9LhIr+Fns8hncIKiu++v0+Op2OCCZ7kKbtZ7KjPIz82Kku+xrbnhi7yzKbKNrvi9c8zvcHgJwb98OKNpaXM1XFKA/PyxuJ4va5D/s82eeIx+udpaYoiqIoR8UdFTy8EdueFO/rFAcc4ZDNZhGLxaTxH1NBvOnzJsmIQS6XEw9Ov9/HlStXUCwWpUIIuDVWgebbSqUigml1dXXM49Nut7G6uopms4lYLCbLlctllEolbG1tYWVlBQAkJWYLFXpmmPZhJ2imbygiKBBsX5G9Ho/FTj95e9VQFFGM2CZjO2LT7XYl9WWPibDN1BSFtpGZkSA2G6zVarKMvV+ubwswO1LDTtdsvkj/VKlUEpFoT4NXFEVRlKPmjgse2+xqRxXs/jDArW7I7HWTy+UQjUYlHbO/vy9RinA4jHg8LtO6n3/+eZmhxfQQAPEGZTIZzM3NYWVlBevr66hUKojFYsjn8wiFQmg0GtjZ2cGjjz4qDQ3j8bgYipvNJmq1GiqVCiqVigzOZAqLXhVGkwBIabctKoh38Gc0GpV0EztLUyBwxpW9ri0qEomERLbslJk3umZ3VraFEqGPhlVk9vNcrtPpSNWbPRuL1VdMHQ6HQyQSCaRSKRSLRTlWVmjRc1WtVqVKrt1uv+hcFUVRFOWouKOCx67K4XfvTZk3YVbxMMpBz4rP50M8HpdhnBQVmUwGPp8PV69eRb/fRzqdlhszy82TyaQ0KxwMBmi1WigUCqhUKnJjn5qaQjQaRb1ex/7+/tgx8+ZdKpVQLBaxv78vPXo4K4qiip4WDuJkBIrNDOnpsa+Bt7kgzcr0v9Bj1Gg0pDkgRR6F4lNPPQVjDJ5//nkxajMNZaeS7D4/vO62MZrnwFJzps1Yos8S+GazOVb9RaHU6/VeNDeLwo3DXOndSSQS4u+xt63dlhVFUZTj4o5HeOzOvrwh8mZr92+h0AmFQhIJ4M2UQytbrRZSqRQWFhbQbrdRKBQQjUaxtLSEvb09NJtNhMNhTE1NyTiK7e1tfOlLX5IKJoqScDiMTCaDWCyG8+fPY3V1FZcuXUIkEsETTzwh0YpqtSoDR2leTqVSY8Zfr+l3OBxK1IZeGFto2ANEAYgoAiAdh7l/u2+NMQYzMzPSG2gwGOD69euIxWLSjdkYI/2IeK6MKNlDW73+HR43AEkHUrQBt7xBjuOMLW/PyRoMBrI8z42T4pkaZONC79wwW5wpDx75fB4/8iM/MvG1Z555Bru7u8d8RIqiPOwc2bR0b5WW3cOFEQPeuOknoSBi6iYWi0nvFgBot9sIBoNIJpNwXVfmXTFiUi6X8ZWvfAWVSkXMsWwuyLRUvV5HLBaT5n/ZbBYzMzMStWg0GmOeoEAgIGk2W7jY5mR2jGbExi7vBm6lj3gtbDNyJBKB67rSD6jX68lEd3p/GF1ptVpyo6BAJHbFk+3Tsd8PW/hwOabgeD4UiRSc+/v7mJubg+M4Y+dlG9Mp1uz+O3ZEh8KWYpCl61qh9eARCATwS7/0S/jxH/9xnDx5cuIy73vf+/C7v/u7+PCHP6wdt5WHjkgkgunpaQDAzs6Ojtk5RnwvvcjLx+72a0cQbG8Pfw6FQtLbpdVqodVqSa8d3nSDweBYyTfTI5FIRF5j5+XNzU189rOflaoujnUAIMs1m03U63VUKhW4ris9d7xenFKphFgshkQigUAggFqthkgkIj4iu5EfJ4WnUim5sVPQea8LoRGYxmSKgrm5OSwtLclYCtd1pccQBVm325UGi7VaDbVaTVJa9kBR+33gMXhFkh2loSBlqorHSeOyLabspocUq8BI+NDQ3Wq1YIyRFBkFnH1NvD2alPufD33oQ/iFX/iFQ8UOACwvL+OXf/mX8Yu/+IvHeGSKcvfx+Xx45plnsLKygpWVFbzrXe+624f0UHFHBY9tbKVHxO7cy46+tmE5nU6PDeWkl8UeUAmMPD+JRAKO48iIB95or1+/Lmksx3GQSCSkezKXjUQi0owwFouh3+8jFouJ2GIpN4CxFJHjOGN+F/adsZvyZTIZ8e8wUsUoCIWEXXJul7DztVKpBGCUQlpYWJAUGUc8MNLlFS2MOrGyzX590swqO61ml4XzvQJuCSG+X0xT2cKNIoi+HVZeMSXH95NGdHtgqrcvk/Jg8P73vx/vf//7X9b7aozBe9/73mM4KkW5N3j66aexsrKCd7/73ZLN+I3f+A1827d9mzS/VY6WOyZ47Jshe9PYRlo7+sDX7DQPIxThcBihUEjKl5n6abVa2NvbQ6FQQL1el5v13t4erl27Jh6bXq8ng0DD4TDOnz+PhYUFxGIxiabwZuw4Dubm5iQCNBwOUa1WpdcMU3Gc9G1DIRGPxzE9PY1oNCrfgVtihtfAK5KA8SGg3W5Xzp+RJ5qJOciTqSIO7+R1t6+/t0TcFj92WovCi14fCh575EM4HBavEHBL0NLr4/P5RGjZVWKM5tniDhh5hdhfyS7VV+5/MpkMfuqnfmossvlS5HI5fNd3fdcRHpWi3BsYY/C+970Pi4uLY3aA5eVlfPnLX8ZHPvKRu3h0Dw93TPDYaSxGCCbNb7KNrxRGLNUOBAISTbDFEzv0Oo6DVCqFmZkZOI6DcrmMtbW1sUGc3JfP58OTTz6Jt7/97Th9+jRmZ2el9D0UCiESicAYg1QqJTd9jq7w+XyYmZlBIBCQY+E2e72eiB9GkKampnDy5EmcPn0ap0+fll5CxG4AyO8UQnbjwH6/j0gkgmw2i6mpKakK4/W1hYpdcm5f/0mih8fqFTy26AEw5sNhh2RWudGfxH3aQoZRLQo0uzKN7yHThpzLRbTx4INBJpPBY4899g2tk0gk8MY3vvGIjkhR7h0+/OEP4wd/8AcPff3HfuzH8MEPfvD4Dugh5UiqtOz/7G0hYjfa4wBN9uGh8ZfN6tijhuKIN3/2ybl+/TpKpdLY2Anum52aHcdBNptFvV6XtFO9XhfTML03FGmckRUIBBCPx7G/v49msyn/tTI6QaETiUQQi8WQSqUk9ZNIJJBIJMSUa5dx2+kg+7rYItHbs4ffKSDsSBOjKfa27Pdh0vtjv87rZvukKMR4TJxKTxM3z4c+JnqabL+WPU8sHA7D7/dLk0QKQTu6pyiK8qCyuLiI97znPS/6O23j9/vx3ve+Fx/96Eexvb19jEf3cHHHR0vY6Q/+TL8H/8unSdaucrIbE9I74/f7ZZ5Wt9uFMQY3b97ECy+8gK2tLZkvRa8JS6Tn5uYwPz8Px3GwtLQkywQCAZm3NT09LR2e7dlWFFcUNO12W0QY867sLwNAjMVra2vo9/vI5XJIJpMy+JSRFVYoARA/EDtOs4wbgBi26SuyryVTYN4yd+BWpMRb7m1HWg4TQc1mUzpf12q1McFDTw5FLHsjGWPEt2SMkZQbz43vhX3tGSFjRO92fwAURVEeBN797ndjcXHxJZdbXl7GO97xDnz84x8/hqN6OLmjdxw7leKt1ALGIxb2rCaKGaY8+OW6rpQwNxoNrKys4MqVK9IMjw3taFYGRqH1Cxcu4Omnn8aJEyfwp3/6pzJQlJGNUCg0NruLaStWgnW7XfHtcOil7U2hCOBQz8uXL+PmzZvY3NxEuVxGs9mUKiW74zQ9MHbzP14rO4LT6XTQbDYBYEwY2mlCb7UVr/ukyJrtr7KN1HzNrpiy+yGx6opikOZoe/Cn1xg9HA4l/UVRyBlirM6j8NV0lqIoDzof+MAHXvayP//zP3+ER6Icyb/YXuFDGL0JhULix2FjOsdxpD9Or9dDs9mUEvNKpYJr165hdXVVfC6ZTAbhcBi1Wg2xWAwAUK/XkU6nkclk8PTTT+Otb30rpqamsLS0hHg8LgMug8GgVIfZqaxmswnHceC6rjT+s6uzgFtDNm1Tbq1Wk1EXKysraDabEnGiR4ZREbshIwB5zGgJ98FycztiZld52REfW7BweYojb/rKnlpuiyTO9uI2KFY4ZoPvpbfyjs9RDLJEnkZ0pr/oA7Kr95QHh0ajgY2NjW9onVarhYsXLx7RESmKooxzR+869g3Z/s5SbgDSNycSichjVlDRKMvhoJVKBaVSCTdv3kShUJAp5rxhcxCoz+dDtVpFMBjEmTNn8Na3vhWxWAxTU1M4e/asRGj8fj9SqRSSySTy+TxmZmYQj8flht3v96VEnp4TbySCVVicneX147CUnGLCNh5zOXv4KKMnkUgEgUAAjUYDrVYLg8FAhnjayxOvoLRL3e10ol0JxoiZPR+Lx8DXgJHg4hwtdqlmiorHOqkSjPu2u03z+nGMRzgclpYBbAOg3P/s7OzgD/7gD76hda5fv45Pf/rTR3REinJvwGj9y6HRaBzhkSh3vA/PYTDFYZejs7kfIzSFQkFuxmxEePXqVVy5cgVf//rXcfXqVVQqFTSbTVy+fFl+kRhReeyxx/D93//9OH/+PAKBAAqFgtzIa7Uaut0uUqkUHn30UUxPT0sHZTbb63a7aDab8Pv9MsvLPi+7qR9FBW/u7BgdDoclysHxFt7J6dwmOxfTF8N+PBQLtg/Grm6zr7fdvJCpQruais/baS0KEUZbQqGQVJ95B6CysSINzDRn29tmCqvT6cg2vKmwRqMhfXrYQFGHhz5YfPnLX0ar1XrZy//oj/7oER6NotwbfPd3fzfW1tZecrnV1VW8/e1vP4Yjeni546Zl4FZfHT5npz9CoRByuZwIDqZ92BUZACqVCnZ3d7G1tYWLFy9iZWVFhECr1UK9XpeRDxQcMzMzeMtb3oJ0Oo1er4dCoYBLly6JeKKIyefziMfjaDab2N3dFZNuu91GsVgUEcOuzvF4HMViUc6HgoDnxpQW+9JwAKfduA+AeINs8UTvEqNbrVZLoh9c3u5b4y1rpwjyjrGwe+nY74m3lN2uDONzjNL0+31J/cViMQyHQ0kn2u+3LY4oGu0ZWzxPlvunUikRlZNM1Mr9yx/+4R8iHA7jYx/72NjviZfBYIBPfepTuHTp0jEenaLcHW7cuIFPf/rT+Jmf+RkkEokXvd5ut/GBD3wAf/Inf/KyhJHyzXMkZel2NIGmW6ZCotEo4vE4UqkUcrmcVDUFAgGUSiWUy2Xs7u5ibW0N29vbWF9fR7lcljEHTD0xLRaJRFAoFHD+/HmcOHECqVQKjuPg+vXrUmHFtFmv10M2m8X+/j5WVlZQLBaleow35lgsJkIlHo8jl8shFAphY2NDUl/AeC8aNj1kxIbYQoRl3XY5NsWMMaPRCzRhMxJkr891vClCVne5rotoNCrGYjsVZld1eVNgfH/4ujcFFwwGxahMw7HtQaLooRHZjhDxq9lsjlXAMbIzKVWn3N984hOfQK/Xw+/93u9NFD2rq6v45Cc/qWMllIeKD3zgA/id3/kd/NzP/Rwef/xxvP71rwcAfO5zn8PHP/5xPPPMM3f5CB8O7ugdxy6Vto21fC4SiWBqakrKwWOxmJR8F4tFibhsbGxga2sLu7u7KJVKaDabMjg0FAqh3+8jnU6j3++jWq3ikUcewdmzZ7G0tIRcLodyuSyjGqrVKubm5sTkTIHAURWMhlSrVUkvcR8+nw/b29uIRqMiPJiqsfvWACMDJsdhsPzaFi52xIVRp16vh+npaUQiEZw5cwa5XA6u62Jvb2/MAGxHh7yVUbZPilEcLg+MPEe2pwgYn+UF3CqF93aGHgwGKJfLqNfrAEZdpRkNoqCyO2EzxchrY7clMMbI9We6ju+R8mDx6U9/Gs8++yzi8Tg+8YlPiO/t137t1/DHf/zH2NzcvMtHqCjHz5UrV/DTP/3TSCQS+NjHPobf/u3fxle/+lX5+6ocPUf2L7ZtZGUUJZ1OS8fjmZkZGbjJm3Gr1UKhUECpVMLKygr29vbQaDQQCASQzWYRi8UkMgIAtVoNlUoFr3zlK0X0DAYDXLx4UYaSVqtVzM7OIpFIjAmvXC6Hvb09uVFTINj9ciKRCEqlElqtlggZbzUUYWrJ7tFjV0rZqScO5IxEIjh16hSSySTm5+dFROzt7YmYoIGZ/hyKDbuRoV3dxaopuyqLU9iBWyZnrk8BEovF0G63x/xEXJ7+HvqS0um0RH/o6aGPh2KJgtF1XRl+Go1G0el0RFTppOwHl+eeew4AcPbs2bt8JIpyb1Gr1fCe97znbh/GQ8mRCB678zFv7Ol0GvPz88jlcpibm8Pc3JxENzqdYf6KzQAAIABJREFUDnZ3d7G6uopisYiNjQ1sb29LA7vp6WlJ9bB8++bNm0in01haWsIb3vAGPPnkk/D5fFhdXUWz2UQmk8H6+jrOnz+PVCqFSCQifp3Z2VnEYjFsbm5iY2MD9Xp9rIsyb/qhUAjZbFaM1IyE2AIEuJVqYkTD7hDNNBe/12o1dDodLC4uYmlpSQRCJBJBo9FAtVrF9vY2Go0GBoMBpqampFTe25yRgo6CjMdAMUOzsJ0CazabY5PeAYjfhlPQWZlFYdnpdJDJZGT/FLDcjj1UlSZt7q9Wq+HatWvo9/tjvZd0hpaiKIpynByZ4CF+vx+JRAL5fB7Ly8t45JFHZLZVIBBArVbDzZs3sbGxgWaziUqlgo2NDbRaLcTjcWSzWRmWyZskBUoikcBb3vIWPPHEE1haWhIz87lz52CMwate9SqZkk4RwCGeHNLJRnmVSgXAKAU2HA4RjUaxubkp+0wmkyiVShIJso3Btl+p1+tJaoteINd1pc/PYDBAPp/H2bNnMTU1Jem6v/mbv8He3h76/T4qlQoWFxfxpje9CadOncLMzMzYkNF2uy3m7Y2NDaytrWF1dRXr6+tyfBQY9jFGIhERdPZ7RJFDwUKhA0B657CSLhAIyDnZniK7KzQFHs+bZnC79F2jO4qiKMpxcscFjzfNkkwmMTs7i0cffRSnT5/GyZMnsbi4KFVJpVIJlUoFxWIRe3t72NraQrfbRTQaRTKZlMhIMBhEq9XC7u4ufD4flpaW8L3f+714wxvegHPnzkkvn0wmI6mfbreLUqk01jOHDQGDwaB4iGxjNbsr07+TTCbhOI6U27ICiamZTqcj/hQAUqLO7tAs1fb7/Ugmk0gmk8hkMmi1WvjqV7+K/f19NBoNnDt3Dq973euQy+XEv0SfEyvSKKb8fj/i8Tji8TgWFxfx2te+FvV6HVevXsVf//VfY21tTaqiKMJ8Ph9ardZY0z/6jBi5sk2mvV4P8Xgcc3NzyGazcm0AyLna6TGapfmYsLKO1V/83Wg2m9ppWVEURTk27rjgsXu8xONx5PN5PP744zhz5gzOnTuHTCYjAoPRHDYZLBQK2N7eRigUkgZ1HD5Zr9dRLBalOd+pU6dw7tw5nD59GlNTU5I+YvShXq+j0WhIIz9uhz6b4XCIXC6H+fl5OY5KpSLl16xKajQaMvvLnspOn4w3isLZWkyRJRIJTE1NIRQKoVqtolaryXA4x3Hwmte8BouLizKdncdqjMFnPvMZXLx4ESdOnMDc3BxisZg0XQQg/hlg1NPoySefxOzsLK5evYrPf/7z2NnZEVFhG6gBSNSMabBIJIJgMCjDU13XlWo6e1mO1eD+uW27L4/P50Oz2RxLAwJ4USdmRVEURTkujiSlNRwOEY/Hce7cObzyla/E2bNncebMGczPz8uNsVwui2dnc3MTFy9exPb2ttwIHccRkdHpdGQQJzC6cT777LMSYXn88ceRyWRkBlWpVML6+rqk02q1GorFIorFIoDRvK1cLodMJoNTp04hGo0iEAjgr/7qryQVxE7LAMbSWEyBEfadYfQkmUzi5MmTSKVSSKfTqFaruHz5svRXMMbgxIkTyOVyOHv2LNLptDTvY0l3KBTCwsICkskkNjc38bd/+7cIBoOYnp7G7OwsHMcZ69/DdVjy/8QTT2BxcREvvPAC/uEf/gG7u7siNmzhQ2HKsny7RB6AdK9OJBIihpgWY5PFfr+PcrksUSRGwFiZw8GsFDl2TyZFURRFOS7uuOAZDoeIRCJYWlrC+fPncfLkSSkXp3+k0+mIMXllZQXPPfccdnd3EQwGJe3DSeleU24ymcRrXvMaufE/++yzqNVqcBxHqq5qtRoKhYIMGWUKisKkXq8jkUhgenoa+Xwe8/PzePOb34xMJoPLly/j8uXLMs+r3++j2WwikUggkUigXq+Lz4eCqN1uw+fz4fz581hcXJQS+KtXr+Lv//7vsbOzA5/Ph2QyienpaQyHQ5RKJXzhC19At9uVc7aNzhQxFBvVahWbm5u4ceMGHMdBMplEOBxGOBxGJBJBPB6X6EswGEQgEMCjjz6KRCKBL33pS9jd3ZVqKmJHijqdDsLhMBzHkb45rDLjuAx7fAVFEk3XHENh990ZDAZSYs/IFCNw30hHXkVRFEX5VjmSCE8+n8djjz2Gc+fOYWlpCbOzs9LrptfrodFo4ObNm9jZ2cGNGzdQKpUQDAaRyWSQTCYRCoVQLpextbUlvhU2G5yZmUE+n8eZM2fgOA7i8Tii0ahUYPX7fTHxRiIR9Ho9VKtVdDqdsSnd6+vr+PrXv45oNIp8Po9Tp05henoab33rW/Ha174WGxsbuHHjBq5du4ZarYZ2u412uy3TzO0KtCeffBKPPfYYhsMhrly5gr/4i78YKwNnZVm328XOzo7Ms6Jo4tBFu29RLBYT70w4HEY8Hsfs7KxcF86mYoVVKBSSawGMRAnFn930kOKP++J+XdcVTxNHP7CfEAeDUpTxWlLAsjKrVquhXq9LlZwxRtJ3dlNGVpApiqIoynFxJIJnbm5OxE4kEpGeLPV6HTdu3MCNGzfGKov8fr+Yc1mivr+/j2AwiGw2i3K5LNVA0WgUy8vLeOKJJ6QfzNbWFtbW1rC1tYXV1VVcvXpVeu0AI+M0MLrpUoh0Oh1Uq1U0Gg1cvnwZW1tbSCaT4kF55JFHcP78eZw+fVpSZeVyWQzUvOEzvXT58mWsrq6KqZozqhhtASD9bQaDwZhh2Ds+guMq2u227KPT6chg01gsJq/T/Ms0od2AkFGxVCqFbDYr5e7Arcosii6KllgshmQyia2tLYTDYSkvp2Dhc0xhMcLTaDRw/fp1lEolOI4jlVmcv2Wfs6azFEVRlOPmSATP1atX8UM/9EOSChkMBtjY2JCRDuvr6ygWizIfi+Kh1+thY2MD3W4XwWAQjuOgWq1KCfqZM2fwzne+E2984xuRSCRQqVRw8+ZNXLx4EdeuXcPOzg6ee+45SR9RJDmOA+BWaXa325W0EFNWzWZTui13u11cvnwZ4XAY6XQaMzMzyGQymJubGytjr1Qq2N/fFxFDnw0b67EJIHBrlAOfY/QEgJw/hQrNyIy0MLJkNzW0B5Wy4SA9QByPwYgNPVWnTp3C1atXcf36dTFIs/EgU1GO48jx2w0N2ZiQKULbiNzr9VAul9FqtcQQTk8ScKvfD8/LLntXFEVRlOPgSASP3XHYdV3cvHkTlUpF+thwXAJh9+FGoyHDN1m6HAqFsLS0hKeffhqveMUr8B3f8R2IRqNoNBqo1WrY399HsVjE/v4+NjY2RBxxJpQ9FBO45TECINPbfT4fHMeRqAiPn1GPer2OWq02NlKCpebZbHZMrHAdbp/Xwy7Xp0ghPp9PUlF2U0AeT7vdRqPRGOulw8oxLhuJRJBIJKQsn9VWjuNIVMVxHDz11FNIJBJ49tlnJXrD94rpP3sOF4VUp9ORifC9Xk8iW81mE4VCAbu7u3I+/X5fhBN/B4LBIOr1urwfiqIoinKcHIng2d/fxxe/+EV83/d9H+r1OlqtFhqNhlQB2TOhgNFICfpKGDmIRCJwHAcLCws4ffo0zp07h8ceewx+vx/VahXlchnr6+tYW1uTFFipVJLuyJxYDkA6+zKSQZMt/TU8FqZ3aMq1jbYUDbboASDDNe3ZVpwAz47ITAcxumOPV6Cw4PPArZlV5XJZBJg9TZ7l+mzKaIyRfkH06MTjcdk3v7daLcRiMTzxxBNoNBq4du0aotGoRJBoMrbfK3v0BB9T9Ph8PjQaDayvr2Nra0tEmd1pmecYjUZRrVa1w7KiKIpyVziyWVobGxsoFApjNzx6Utj0L5/Po9vtipnZnkSeyWSQzWaRSCSQy+Wk2V2lUkGz2cTOzo54gOjfYZVXIpGQiA0AuQmzjw0bEHY6HfG/UIQxugPcigDZ/Wt4w7aHpNrl8izN5nZZis05VCzRpvcFgFRP0eNip4PspoOtVkumv6dSKeTzeUlZUQQx8sToFqM1vOa1Wg0LCwt4wxveAMdx8LWvfU0EYbfbRa1Wk/eCaTN2pqZRm1PZ6/W6VI5xQCnfQwpKii+W2Gs6S1EURbkbHJng+cIXvoB3vOMdmJ2dRb1el/JpdlBmmfXu7i46nY6MLOBYBkYM8vm8TDtnpKhUKmFjYwM7OzuoVqviBZqenkYikUA4HJaUFgCJVHCgKKMZFDmEQoRdmgeDgfS6YQTITnt1u12Z9s7IFEUBt09/DrdFcUFx0ul0xgaW8pi4X2MMKpUKAoEAZmdn8YpXvEIq2fg6RSUHjjIaxTQVmySmUinx7szMzODbv/3b5T2guZzHaaf2Op0OarUapqamxjxEnU5HjMo2TAOyUaMxBqVSaWy0hKIoiqIcJ0cmeFzXxebmJi5cuCA9WShqCoUC1tfXceXKFRER8Xgcw+EQi4uLWFtbQ7lcRjabxdTUFKanpxGLxdDv91EqlbCzs4PNzU3s7OxgbW0Ne3t7UuXFqii7MR8Fji0GeIx8zAgOBYTdlZnigr18gPFeNNwWn7ejPHxsG6iZdrKnkDMiZA8aZZQEAC5cuICzZ89ifn5eol0UXd75VXwOuDUYlGJramoK5XIZxhjk83k8/fTT+MxnPiO+G4oUu4SfAojirdlsymiQ7e1tEVZkMBig2WwiEonINU4kEmM+H0VRFEU5To5M8ADA5z73OfzAD/yAGFY5W4q9WgKBgHTvZdqD0RS/34/l5WVMTU1JaoSzsUqlkhiVOfSToiQej4uJN5PJSBSFN14KC5pp7SgPm+IBkCgRq4q4HgUOK6KAWz4VdilmtCYajYqQyGazYrRuNpti4KWBmd4fChTug+m+1dVV1Go17O3tYXl5GdlsVqI69mBVrs8uyqFQaMxz1O/3EY/H0e12kc1msby8jOXlZbzwwv/f3rn8OHKQXf/Y7rJdVXaVr32/zC2XSaRMEEERQlyEQCQCBNlkywok/gXEAsQOCVawQKyQWCAhNkFIbIgQA9JIIC4R0yGTy3TPdLfbd5ddLpfv36K/86RqUHil9/sy09M8P+nVS4Zpt8cTtw/Pc55z9uX5crqTSCQQhqGs/miWZlO67/si2qI1FcD707JEIoFCoRArGFUURVGUh82HKngajQZqtRo2NjZkypJIJMTUC0DqGIrFolxfMWyPF0lMPB4MBqjX66jVamg2m6jX6wiCQPJ5eEVE0cJJyoN+muj6iWKAooWBgAAkyI8XVTQW0/gMvH/hRO/NfD6XWozoioiZP/1+X07AmWlTLBZRLBZlysXVGw3E2WxWQvx6vR56vR6uXr2KUqkE13XlkouTpGhbeyKRgGVZkr9jWZacvIdhiPX1dVy/fh37+/uyUgTiKcyz2UyEKMUOxSenSVz5Ae+LrXw+j/F4/G9N84qiKIrysPlQBc/JyQn++Mc/4pVXXkEYhshkMkgmkzI14Jm14zjyIe15nuS+0KMyGo0k+I//12w25erHtm3kcrlY+i8rJEajkayogPdXV/zPXHHx6iibzYppeDAYiCihp4erHubjAJCyTF5LpdPp2OUWpzT8NZqyTdOUfB/TNEUIBUGA0WiEYrEok5HpdIpWq4XJZILDw0OMx2NcuXIFiUQC+XxentNwOBQDM9dYfJ2Xy6W8poZhoNPpYG1tDdvb21hbW0OtVot1afFreVXGqdaDgipqNuekZ7lcxsRjEASx115RFEVRHiYfquABgJ/85Cf4/Oc/j0wmA9u2pYKAkwPHceSDeWVlBYPBQLw46XQao9FIwvja7Tba7TaazaZk9PD6iIKH4oYpxsvlEoVCAYPBQCY8XNtQ7ERDAemFoS+FaxhONYrFIrLZLHzfl8nHysoKbNuWzJuTkxM5s6dZmn6etbU1EUamaUr/VdTrs1wuUSqV4Ps+Tk9PRazl83kREo1GA+l0GrZti2Dj/w/DEK7rSr5QdKrFqg5+vzAMsbW1hRs3bqBer8tUKnq9xq/n5Vt0XRWtqgAQ8zTRxzObzXB4ePhh/6umKIqiKB/Ihy54ptMpfvazn+HrX/86giDAcDhEEAQSQMgVCScP/AClAKJYYC9Ur9dDu93GcDgUU7JpmmJWpjhYLpfwfV8mQBRIYRjKpIUZNpxSUHBE83OiIYGcdlCsZbNZVKtVMUazlZ15Ovy6XC4nomhtbU1qJ1iMyj8HU585lQLOeskymQyazaaslTghOz4+FqM38P70isZlrrf42kSN1MvlEqZpyhXX3t4e1tbWcO/ePWSzWYRhKCs/viamacrrlc/nY76m6LUbvUiz2Qyu6+Ldd9/VOglFURTlkfKhCx4AuHXrFj7zmc9gNpvJaotTAooHTkN4GWVZllz70APT7/fR6XRilQWWZaFcLstEhh/CXMGwsHM+nyOfz4vAiAYNAvHqBz4v/jPP5ldXV1Eul8WsC5x5XJjEPBgMxOfCMD/btlGtVuG6LvL5vBiDGYyYTqdRqVRi6c2cJkV7tBzHQRiGst7j63Z0dATf96WskxdcwJnwYK0GJ1cAYnUSmUwGk8kEW1tbePLJJ3FwcCCpzPy7iLagW5Yl4nRrawuFQgHD4TAmtqIdXaPRSIzliqIoivKoeCiC5+TkBDdv3sRHPvIRCSHkB/t4PEaxWJQAQn5wuq4rNQycCvm+j16vJ0Jia2sLruv+WxhgdOLA1VixWEQ6nUYQBLKCoQiI9jvRy8NVEI3IbAjf29tDrVbDvXv3MJlM0Gw2kU6nkUwmMRqN5M8wnU5RqVSQz+cBQCY4XNH1ej25UONkZzgcigCiGdj3fZnUcHLDVRx9O61WC6PRCPl8XnKIoqs7AHJFxufG6y7gTABx/ZTL5TAajSRxmmuvB+sylsslHMfBzs4OarWaPBf+Hv4+pjYriqIoyqPkoQgeAPj1r3+Np59+Wjwh0R4oCg/DMGT6weusVCqF8XiMMAzR7/djk5NsNivXUAzz44cu/SeVSgXb29ti0i0Wi+j1ejHfCU2+/FpOXgBIbxSvkt544w3pj5rP55J0zLqLXq8nj7G3tyf5PdFqiAd9RABExNB4zWA/TqNqtZpMeKLn9FzncW3HUEG+xpzORCc8fEyKFK7JOJWJ/vf8O+GkCzi79OLfDb1Iw+FQplaJRELWYs1m88P+V0tRFEVR/kcemuAJwxC/+93v8PGPfxzA2SqI4ocf3jyXzmQyCIIA+Xw+lt3DYstojQInJvzwpmDglKFSqYhptt1uy+81TVMmOfT70JAbhiGCIBAjMP03AOQUnmulbrcrE6BMJiPPa2trC/l8XlZCzB6q1+syiTJNE5ubmxJumM1mRehMp1N0Oh1Zk3ESBJxNrWhOzuVyKBQKsmoajUYiVgDICo9t9NErKgogwzBQKpWwtbUl4g6A+ICKxaJMiCiQop1YlmVhMBiIUONr5XmeencURVGUc8FDEzwAcPv2bTmlZtv3dDpFEARYLBYIgiC2uhmNRnL+zcsuXibx90f7rri+inqFxuMx6vW6XCBxahH1DPHy6cEzdQAyQQqCAMvlUjw0bE8fDAbY2NgQ0cS29s3NTViWJWnJh4eHkrHDc3nLsmIrKMuyZKJCPw5N1pwEseohnU7LCiubzYrYcl1XXlNeYgHvd36xKZ5mY74OfB0LhQIajYZ0ktFLRG9Q9GQ9WqBKgcXuL67vFEVRFOU88FAFj+d5ODw8xO7uLmzbRr/fFzHBAD9OapiQzA9ahvFxuhO9yoqmKPNDlgnAjuPI9496WLhOejAhOVo7MZ/PpXuLgYhcT/FUnuuc8Xgc69XyfT9WcUFR4TiONJGn02l4ngfXdeUCK9r31Wq1AED8TZ7nwfd9ZLNZlEol7O3tSTv8eDyWaVMYhuh0OqhWqxKECCAWHgggljrNXrCdnR0cHBwAgEyVKDjz+XzsVN+yLGSzWVktTqdT6Utrt9si0hRFURTlUfNQBQ8A/PnPf8bOzg6KxaJcNjG0L5PJxNYtvNLiRRKNtGEYSkUCgJjgiXZcMTDPdV0xCVOoMACQ/5kXSVyxUfycnJyg1+uJr4dn8AwoZOaOYRhiTB4Oh/A8D8ViUa6sOMlhZhB9LhRW9NtMJhPxB3FdF611WFlZQblcxu7uLtbW1kQccT14dHSEfr+PTCaDfD4v4oceHk54HkyfBiCXbLy84hoxl8vFaiEo+qLFpHxM/l212+2H/G+WoiiKonwwD13whGGI119/HZ/97Gext7eH4+NjWWFF1yecVFAE0eg7GAykKJR+HF4cmaYpicVcU3U6HZn2cEVEMcPrrKhpml9LcWIYBt58802ZtjSbTTiOI31UAGSyw2wgpipThJimiXK5LOs4ihgAIuiWyyW63a4Yk9kdRt9SGIZIp9NYXV3F7u4uLl++HDup73Q6uHv3Lnq9nkzI7t+/j3a7jXK5jO3tbfnzRMVdtDSVq7FcLod6vS6/Hm11j+YTDQYDeJ4nXh1e1R0dHWmqsqIoinKueOiCBwBOT0+lvLJUKiEMQ+zv72MwGACAnKJT7HACQwOxaZqypuFqKupfoYBIp9Piq+HVFScirGvghzxTjbkyeuGFF1AqlWCaJnzfR7fbheM4IhLCMBS/CoMUDcPAcDiMXT+xxmF1dTVWrcHHyWazsbPtbrcrqy0GDIZhCMuysL6+jmvXrqFUKskUhsLq3r17aLVaYnCmgGo2m2g0GrKyGo/HInwojKJn5KZpSqggfTpRDxGnOFy9eZ4XOz1nMKOiKIqinCceieABgNdeew2vvvoqnnzySXQ6HZyenuLw8DCWpUO/DVcmUb9N1LzL9RS/llMiJgRzEuJ5nlxAccLT6/XQ7/el24slpPxehUIBTzzxBPr9Pur1OjY2NtBsNiUkMPo1nJzQ3Ox5nqzBooGCNPQyWHA+n8PzPEl1ns1mIiSSySSuXr2Kzc1NCSBcW1uTig2apTudDjKZjAg7plcDZ1OkRqOB7e3tWHkrs38AoFQqyYQr2rxOseN5nhSCAmfCka310WmOih1FURTlPPLIBM9kMsHR0RE+9alPIZFIYH19HbVaTSYOFA+maQKArFHod+H5NwUNDbY8yw6C4OwP+H+Fy/HxMe7cuRMTKQwVrFarYvhlqSebyh3HQTKZxLVr15DJZGLPkYKATeetVkuEWK/Xw8HBgazieC7P9Odut4vxeCzPo9PpyOqK66W9vT1cuXIFruui1Wrh7t27sWZy1nCMRiO5BlssFuIbopeJQopTGJ7Ie54nJuv5fC7rNvqUKJiSySRKpZJ4iXhm3263MRgMZMqkYkdRFEU5rzwywQMAv//971GtVvHiiy+iXC5jY2MDnU5HpjiciETbzqMn0vS1pFIpMdhypcIzbQqkK1euIAgCHB8fx3w7juOgUqlgPB7D8zwcHR3h0qVL8DwPtVoNjuPAdV0Mh0Pp8prNZrLuYmo06yY4VVpZWUEQBDg5OZEpShiGYpzmBIr/HYXHxsYG1tfXUa1WkcvlZHU3GAyQSCTw7rvvSiM7V2IApCuM67/o+oxG71arJeu76HSGKyz2g3W7Xckkog+Jl3EUR5xC0YNEYaUoiqIo55FHKngA4A9/+AOuX7+OUqkkqyTHcdDr9aT8k5MJy7IwnU5lVeQ4TqxElOZa27blw/+JJ57A3t4ebt26Jdk+bFLn9+t0Ouj3+wAgQoHJyZPJBJlMBsViEePxGM1mUzxEKysraDabmM/ncF0XGxsbyOVy0txO8TMej1EoFFAqlWSVxqZ0mq5pdE6n07HTeDanG4aB0WgE3/dRKBSk+JSn7eyt4gTGNE0pJwXOKh7eeecdtFotaaXn+sxxHBFsuVwOw+FQPE58fryQ46+HYShrt6j5WVEURVHOI49c8NTrdfz0pz/FF7/4RVQqFVk3UcAAkMsrnqmzXoEGZF5McZ3T7/fhui5eeeUV3LhxA7dv38a9e/cwHo9RLpdlDTQej1Gr1eTCqFgswnVd+Z701ti2LSfcFAec1tAMzEwa0zRlklKpVKSfarlcyjqMExjXdeG6LgzDkO4wPi6byem/qVarePbZZyVckT6ixWKBarWKarWKRqMhV16cII3HY1SrVTFuJ5PJ2LUYowF4Ts6SUr7W0SZ5+qTG47EYtblGUxRFUZTzzCMXPABQq9Xwi1/8As888wyq1SpWVlZEeNCYyzJPFmzS72JZFrrdroiWZDKJy5cv4+WXX8a1a9cwHA7x17/+FScnJ1gul8hms5LQ7HkeJpMJcrkcstks0uk0DMMQf0ylUoHjOFhdXcXKyoqECwZBgFwuJw3qfJ5HR0dSa5HJZHB6eorRaCSJ0dEzdcMwUKlUsLOzg62tLaRSKeTzebn6Ojo6QrvdRq1Ww9HRETY3N7G+vo7t7W0RUrPZDPfu3QMA2LYtKzxOunh5xVVVtVrF3t4ebNtGs9nEnTt3JK8IgGQA0UfEK7NcLodMJhPrDWu1WiKUtD5CURRFOe+cC8EDnBlp3377bbTbbWQyGezt7YnhuNfryaWW67qxqodsNgvXdZHL5WCaJl544QW8+OKLSKfT0iJOg/FoNIJt2zBNU6ZEnAo5jiP/XCwW5XmtrKwgn8/DNE3MZjO8/fbbqFQquHbtmgivqA9nOBxKCjSNwvTAmKYpU6FUKoV+v49utyt+IP7z7du30Ww20ev1JJix0WgglUrhypUreP7551EqlaTTixOZMAzlBJ4mYp61U6TR88TKDK6iKJTobeIaq1gsolwuw3EcFItF8QXxqkzFjqIoivI4cG4ED3CWQZPL5cTAu7q6Ctu2pYSTH8jsvOIqaWtrC5cuXcL29jaq1aqsj3imzvZwrsiy2SwMw4BpmgiCQCYtGxsbsrKhwBoOhxJWyEC9p59+GpcvX5YuLeD9dnY+Nxp5aQimibrf78P3fREK0+kUzWYTtVoN+/v7CMMQpVIJ1WoV+XxezubDMITv+zg6OpKrMMuysL29jdPTU5ycnMj6jEZmlp5GDdkgjn/2AAAOvUlEQVSWZaFarUpvGa/IoutDdo5VKhUJOKQ5m69/p9OJNcAriqIoynnmXAkeADg5OcHVq1dx5coVrK+vY7FYoNfriVeHuTVs8TZNE4VCQfwvjUZDzrS5hqG44QTGdV04jiNn1Lu7u0ilUuJXYUM5BQ0vwCaTCW7cuIEbN25gc3NTAv1835cTb9ZOcD3GKyue13ueh9lsJr6X4+Nj3L9/X743u6kAwHEcWJYlhZ40YjMTh9dqhmGg2+1KBs9kMoFt2xgOhzLByeVy8DwP77zzDur1ulzAARAhE72G48qO0IS9WCxwcHAgydOKoiiK8jhw7gTPfD7Hn/70J7zwwgv46Ec/ikKhID4RCgkAYqDlKobn6/T6ZLNZydzhCikqehzHkRwcZtuwzJTf46233hLRkMlk8Nxzz+HTn/40KpUKTk5O0G630el00O12JQGaUw9+P6Yus/Wd+UDMzQEQ8yixiJOTFOBMbJTLZREtwNlkiK3knM7MZrPYOo45QePxWKZdPNufz+fiVwIgK6z5fC5XZfQJpVIp2LYNy7Lw97//HX/5y1/UqKwoiqI8Vpw7wQOcfZj/+Mc/Rrlcxle/+lUxMHMCsVwupR+LRaIUD5PJBI1GI9aq7vs+MpkM1tfXMRqNMJvN8O6772I6nWJnZ0cqIabTqWTUsH3cdV1cunQJV69elVXWm2++iVqtJtUPFB7j8VhqIWhQ5uQGOMvK4Zk3J0+TyUQuoIAz0cJzfLab80rKMAyZSlH4TCYTdDodeU34GrHcE0BMJBqGIdMvPh7FFc/O+bg8i19ZWcFiscD+/j5+9atf6Qm6oiiK8thxLgUPcFZd8L3vfQ+ZTAZf+cpXYisnigNOdrhqSSaTmE6nGA6H6PV6WCwWWF1dhWEYUlQ6Ho+xu7uLv/3tb+j3+zg8PBSBw9NsJiNvbGzg+vXrWFtbQyaTwcHBAd566y2Z3FCELJdLHBwciFcHgExWeJHFAEQamHO5nAgTnoDzKirabcU/18rKiuTq+L4vJ+4s8Eyn0wiCQPJ0+H0YEsjXDzibPlFo0cfDLB1Ou6KGZsuycHx8jNdeey3W+6UoiqIojwvnVvAAZxORb33rWwCAV155RQy2yWRSztCj10Y8v97b28N7772Hf/zjH1gsFqhUKrImqlQquHTpEnZ2dqTDazAYIJPJYDaboVKpoFAowHEclEol5PP5WMM4p0qcNDmOIyfvrMLgpCTqn6HviOnFtm2LeKAQ4e+fTCawLEtWcZwWBUEg+UT9fh/pdBrtdlt6wKbTqZzcM4OH/qVUKiX5QxRTTGqmeOOEitUc/H6Hh4e4deuWTnYURVGUx5ZzLXiAM6/Ld7/7Xdi2jc997nPy4RxtUGdP1Wg0krC81dVVXL58GTdv3sTNmzdh27YE66VSKayvr6NSqWBjYwPz+RzdbhdhGKJarUpAH3B2Lk+/ymg0ktJOwzCQy+UkGyiXy4k/h8ZfwzBgGAYAIJ/PI5VKyQn6YrGQtVi0iJTPP9oFBkD6q3K5nJy2RwMU2XPFni+KpGh5KtvSgffXg2yLp1GbJ/wUZEdHR7h9+7aKHUVRFOWxJvGfclQSicS5CVkxDAM//OEP8YUvfEEmPFw/AZBVzHA4lA913/exv7+PVquFfr+Pf/3rX0in09je3kYul4PrulhfX5dy0Xq9LhOVXC6HYrEo9ROLxQKDwQCnp6e4ffs2fN+XXBpOne7evStTlehjZDIZWJYll1qZTAYnJye4c+eOpDZHKyY4ZSG8GFssFmKMXl1dldJTrrEYNsi1GhOqOQ3jCozXWfl8Hpubm5hOpxKQGASB5PAAEH/QeWG5XCYe5fc/T+8JRQH0PaEoD/JB74lzP+Eh0+kU3/72t/Gb3/wG3/nOd1AqlWSlFS205ESFHVjPPvssZrMZOp0Orl+/LgZgXk4tl0sUCgVpXl8ul0in07AsC5ZlIZPJSBEoH58hf57nSfYN/Terq6soFosSiGhZlpiFKWgASJcWjcM0J6fT6X8TPfTx8IKLtRpRE3TUbMxpD3A2GWJAIr09AGS6Uy6XMZlM0Ov1AEBM3bxOO09iR1EURVH+tzw2ggc4u0z67W9/i+PjY/zoRz9CuVyOdTzxgz96HUWhwPNwroy4/mEzOLuvaC7mFVW325XOLk5yyuUyRqORFIdShLiui+vXr8O2bUk2jlY00MRMocZJimEYsYuq6NSIvqFMJiPTJjaee54Hx3HgOI6ssvh1nEpFp0MUTqVSCel0Gk899ZQEE3INxis1PTtXFEVRLhKPzUrrQZ555hn84Ac/QLlclqkOr7UoEqIG5+FwiMFggE6nI5dNbA5ngKHruvL7gbNpB8MFmefDbJvhcIjJZCJZNolEAleuXIFhGJLn0+/3xUTMCU65XMZwOMTdu3flaoyXWqlUSqZFbDlnrg+9NslkUq672AxfLBbheR46nQ4AiODjlIen5clkEq7rYnV1FZVKBaurqwiCQNaAp6eneOONN2TldR7R8b2ixNH3hKLEeexXWg+yv7+Pl19+GV/72tfwzW9+U66UAIi/B4Csr1jzYBgGbNsGAElH5gSF657JZIJ+v496vS4ZPtFzc665eIbOqQ3XTPw1ihxOiNbX12HbtvhuaCrmKo3f3zRN5PN5TKdT1Ot1WcOxK4sTKfp25vM5qtUqstks2u221GMsFgs5m+dzZoIyr9a4Vrt58ybu3LnzsP8aFUVRFOWh8NgKHvLzn/8cr7/+Or7xjW/g+eefl+kMV0UAYiud5XIpgqJcLsvvTSaTcuI9mUwwGo3Q6XTQ7/dRKBSkMoKn7xRVnKLwXB04MyUvl0vk83nk83nx/1QqFQkljKYmU1C5risTK56YN5tNOTvnCmw0GskajynN29vbctkFnHl0WPDJC6tEIiEGZwYlBkGAW7duwff9h/MXpiiKoiiPgMde8Mznc9y/fx/f//738dJLL+HLX/4yXNeNheiFYRhLaea10/r6ekwMeZ4XSz7O5/PydTT9UmBYliW/NpvN5FScj8WgP3p1eOUVBAFGo5EEA7Jri6ZmBiCyvZ0iazKZyFSJKysAsG1bHscwDFSrVZkaPXi+T3E2mUzQbDZx9+5d1Go1mYYpiqIoykXlsRc8ZDAY4Je//CX++c9/4tVXX8Wzzz4rfh6G7UW7tNhAzmmJbduymuJUhJMaihheMM3ncziOg0KhIObnVCoFwzAwHo8lu8eyLNi2LVdaQRCg0Wig0WjIeTgvqJi9EwQBstksHMfBfD6HbdtIpVLo9/sYDodixGZXF4tGmUdUqVSwWCzQaDQkfJB/PlZV9Ho9nJ6eik9IURRFUS46j61p+T+RSCTwyU9+El/60pewu7sbm26wSd33ffi+L5k9AGQyQ3Ow7/vodDpYWVmR5GOKmeVyiVwuh3w+DwBSDzEYDNDr9eD7PiqVCtbX15HJZDCZTNBqtfDWW2+h3++LSblQKMhFFPvByuUyqtWqPF6n04HneQiCIHZFZlmWCK9yuQzbtjEajcSgHQSBdI3x8Vl2+riiBk1FiaPvCUWJ80HviQspeIhhGHjuuefw0ksv4WMf+xhGoxEGg4F4bQBI5szBwQG63W5scpJMJuWCKp1OS/0EE46Zm8M113K5lNXWZDKRjJ50Oo3hcIhOp4NGowHf92WyxGDCTCYjj8XkaF6BHR4eotfrSXcY/TtcqZmmiUuXLmF3d1dO1judDkajERaLBVqtFhqNhkyIHmf0h7uixNH3hKLE+a8UPGRlZQXPP/88Xn75ZbiuK2fYDC1stVp444030Gq1RNhkMhlks1lpGuevcYXFZGKuvHg9ZRgG8vm8XFLRl8Opi+/7mM/n6Pf7GI/Hsr6Krr84yWGmUBiG6Pf7stbixMYwDFlThWGIq1ev4urVq0ilUuh0OqjVajg4OEC/33/shQ7RH+6KEkffE4oS579a8JBkMoknn3wSzz33HLa3t8UMXKvVcOfOnX/ztLAOgistnq4vFgsJMRyPx1LMOZlMYNs2nnrqKTiOAwBS59Dr9WKPT8GTTCYlPNBxHJnyDIdDKSll11e/34fneTIdomCLdnCtra3BcRzU63U5ab9I6A93RYmj7wlFiaOCJwKvmT7xiU9gPB6j3+9jMBiIAGK2DfB+yWaxWITjOAjDEJ1OB9PpVMzDzMih0fnatWvY3NwEAEkuZgghV1cMJ+QUiDUPjuOIL8jzPPi+j36/j3a7jTAMRWRR6IRhKKKGeUP0GF1E9Ie7osTR94SixFHB8wEkEglsbGwgkUjISXd0bUQRxMBCmpMBxLw09Muk02ns7Oxgb28PYRji/v37GA6H8r1oiuZkyDRNSTZ+4oknsLOzI6fonufh4OBAxBiDBhlUSCP0g2WjFxn94a4ocfQ9oShxLlzS8v8vlsslTk5OAADNZlMup4CzXiu2hieTSTENs4STgYXJZBLA2ZUXE4y73S48z0O9XpcOK05ymI1jmqZMkxzHkfUZRWg6nUalUpGi0eFwiNPTUwwGAzQajVhbvKIoiqIoH8x//YTng2DwIEMKWdxJA/J8PkcikYBpmnJRlUqlYNu2FIUyk8cwDEl9Ztv6ZDJBPp+Xi7Br167FMnvoy5nP52i323jvvffEb/TfLHL0f80qShx9TyhKHF1p/T+QSCRkisNEZAYAcgpkWRZWV1cxm83Qbrfh+75ccDEZmRdgrKHI5XLY3t5GuVyGaZpyjTWfz3H37l20Wi0AkHWWoj/cFeVB9D2hKHFU8HxIMGGZZ+z02dBTw1oHrsA44aHfhwnIvV5P2s6VD0Z/uCtKHH1PKEocFTzKhUB/uCtKHH1PKEqcD3pPJB/2E1EURVEURXnYqOBRFEVRFOXCo4JHURRFUZQLjwoeRVEURVEuPCp4FEVRFEW58KjgURRFURTlwqOCR1EURVGUC48KHkVRFEVRLjwqeBRFURRFufCo4FEURVEU5cLzH6slFEVRFEVRLgI64VEURVEU5cKjgkdRFEVRlAuPCh5FURRFUS48KngURVEURbnwqOBRFEVRFOXCo4JHURRFUZQLz/8Bw3XMdODU348AAAAASUVORK5CYII=\n",
      "text/plain": [
       "<Figure size 720x720 with 3 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "\n",
      "Sample Prediction after epoch 28\n",
      "\n",
      "234/26 [==============================================================================================================================================================================================================================================================================] - 6s 27ms/step - loss: 0.0043 - dice_coef: 0.8869 - accuracy: 0.9979 - f1_score: 0.9984 - precision: 1.0000 - recall: 0.9968 - val_loss: 0.0148 - val_dice_coef: 0.7942 - val_accuracy: 0.9967 - val_f1_score: 0.9987 - val_precision: 1.0000 - val_recall: 0.9974\n",
      "Epoch 29/30\n",
      "25/26 [===========================>..] - ETA: 0s - loss: 0.0034 - dice_coef: 0.8855 - accuracy: 0.9985 - f1_score: 0.9989 - precision: 1.0000 - recall: 0.9977"
     ]
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 720x720 with 3 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "\n",
      "Sample Prediction after epoch 29\n",
      "\n",
      "234/26 [==============================================================================================================================================================================================================================================================================] - 6s 24ms/step - loss: 0.0033 - dice_coef: 0.9262 - accuracy: 0.9986 - f1_score: 0.9989 - precision: 1.0000 - recall: 0.9978 - val_loss: 0.0127 - val_dice_coef: 0.8084 - val_accuracy: 0.9968 - val_f1_score: 0.9989 - val_precision: 1.0000 - val_recall: 0.9978\n",
      "Epoch 30/30\n",
      "24/26 [==========================>...] - ETA: 0s - loss: 0.0026 - dice_coef: 0.8992 - accuracy: 0.9989 - f1_score: 0.9990 - precision: 1.0000 - recall: 0.9980"
     ]
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 720x720 with 3 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "\n",
      "Sample Prediction after epoch 30\n",
      "\n",
      "\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\r",
      "234/26 [==============================================================================================================================================================================================================================================================================] - 5s 22ms/step - loss: 0.0032 - dice_coef: 0.9310 - accuracy: 0.9988 - f1_score: 0.9991 - precision: 1.0000 - recall: 0.9981 - val_loss: 0.0099 - val_dice_coef: 0.8270 - val_accuracy: 0.9971 - val_f1_score: 0.9991 - val_precision: 1.0000 - val_recall: 0.9982\n"
     ]
    }
   ],
   "source": [
    "EPOCHS = 30\n",
    "STEPS_PER_EPOCH = len(list(parsed_training_dataset))\n",
    "\n",
    "model_history = model.fit(train_dataset, epochs=EPOCHS,\n",
    "                          steps_per_epoch=STEPS_PER_EPOCH,\n",
    "                          validation_data=test_dataset,\n",
    "                          callbacks=[DisplayCallback()])"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 53,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 432x288 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "loss = model_history.history['loss']\n",
    "val_loss = model_history.history['val_loss']\n",
    "accuracy = model_history.history['accuracy']\n",
    "val_accuracy = model_history.history['val_accuracy']\n",
    "dice = model_history.history['dice_coef']\n",
    "\n",
    "epochs = range(EPOCHS)\n",
    "\n",
    "plt.figure()\n",
    "plt.plot(epochs, loss, 'r', label='Training loss')\n",
    "plt.plot(epochs, val_loss, 'bo', label='Validation loss')\n",
    "plt.plot(epochs, dice, 'go', label='Dice Coefficient')\n",
    "plt.title('Training and Validation Loss')\n",
    "plt.xlabel('Epoch')\n",
    "plt.ylabel('Loss Value')\n",
    "plt.ylim([0, 1])\n",
    "plt.legend()\n",
    "plt.show()\n"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "### TensorBoard\n",
    "We can also see these results in TensorBoard. To use [TensorBoard in a notebook](https://www.tensorflow.org/tensorboard/tensorboard_in_notebooks), we'll first need to load the TensorBoard extension."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 54,
   "metadata": {},
   "outputs": [],
   "source": [
    "%load_ext tensorboard"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 55,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "ERROR: Timed out waiting for TensorBoard to start. It may still be running as pid 7372."
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "%tensorboard --logdir logs"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 56,
   "metadata": {},
   "outputs": [],
   "source": [
    "from tensorboard import notebook"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 57,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Selecting TensorBoard with logdir logs (started 0:00:40 ago; port 6006, pid 11868).\n"
     ]
    },
    {
     "data": {
      "text/html": [
       "\n",
       "      <iframe id=\"tensorboard-frame-40ffb5fb0fa34bac\" width=\"100%\" height=\"1000\" frameborder=\"0\">\n",
       "      </iframe>\n",
       "      <script>\n",
       "        (function() {\n",
       "          const frame = document.getElementById(\"tensorboard-frame-40ffb5fb0fa34bac\");\n",
       "          const url = new URL(\"/\", window.location);\n",
       "          url.port = 6006;\n",
       "          frame.src = url;\n",
       "        })();\n",
       "      </script>\n",
       "  "
      ],
      "text/plain": [
       "<IPython.core.display.HTML object>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "notebook.display(port=6006, height=1000) "
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "# If you wanna research and play with the training process\n",
    "\n",
    "At this point we've created a neural network that we think has the right structure to do a reasonably good job and we've used an accuracy metric that correctly tells us how well our network is learning the segmentation task.  But up to this point our evaluation accuracy hasn't been as high as we'd like.  The next thing to consider is that we should try to search the parameter space a bit more.  Up to now we've changed the number of epochs but that's all we've adjusted.  There are a few more parameters we can test that could push our accuracy score higher.\n",
    "\n",
    "When it comes to image segmentation, there are many types of [metrics](https://towardsdatascience.com/metrics-to-evaluate-your-semantic-segmentation-model-6bcb99639aa2) and [loss functions](https://www.tensorflow.org/api_docs/python/tf/keras/losses). For this demo, [Categorical Crossentropy](https://www.tensorflow.org/api_docs/python/tf/keras/losses/CategoricalCrossentropy) was effective as it can apply near infinite loss for innacurate predictions from a model, but it's worth exploring when TensorFlow has to offer.\n",
    "\n",
    "We could also alter the structure of our model such as:\n",
    " - changing the number of layers\n",
    "   - changing the proportion of Conv2D, MaxPool2D and Conv2DTranspose layers\n",
    " - changing the number and size of the filters\n",
    " - chanfing the stride of the filters\n",
    "\n",
    "Play around with these values by running training in the next cell and see if you can come up with better accuracy than seen earlier. Feel free to use and earlier model as a starting point. We don't recommend running more than 100 epochs due to time constraints of the lab, but in production you would quite likely run a lot more epochs.  \n",
    "\n",
    "Conveniently, if you start a training run and realize the number of epochs is too large you can kill that run and still test the model by running the evaluation (two cells down).  TensorFlow has checkpointing abilities that snapshot the model periodically so the most recent snapshot will still be retained after you kill the training run."
   ]
  }
 ],
 "metadata": {
  "kernelspec": {
   "display_name": "Python 3",
   "language": "python",
   "name": "python3"
  },
  "language_info": {
   "codemirror_mode": {
    "name": "ipython",
    "version": 3
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   "file_extension": ".py",
   "mimetype": "text/x-python",
   "name": "python",
   "nbconvert_exporter": "python",
   "pygments_lexer": "ipython3",
   "version": "3.7.6"
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 },
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