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{
"cells": [
{
"cell_type": "markdown",
"metadata": {},
"source": [
"<a href=\"https://colab.research.google.com/github/mrdbourke/pytorch-deep-learning/blob/main/04_pytorch_custom_datasets.ipynb\" target=\"_parent\"><img src=\"https://colab.research.google.com/assets/colab-badge.svg\" alt=\"Open In Colab\"/></a>"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"# 04. PyTorch Custom Datasets\n",
"\n",
"In the last notebook, [notebook 03](https://www.learnpytorch.io/03_pytorch_computer_vision/), we looked at how to build computer vision models on an in-built dataset in PyTorch (FashionMNIST).\n",
"\n",
"The steps we took are similar across many different problems in machine learning.\n",
"\n",
"Find a dataset, turn the dataset into numbers, build a model (or find an existing model) to find patterns in those numbers that can be used for prediction.\n",
"\n",
"PyTorch has many built-in datasets used for a wide number of machine learning benchmarks, however, you'll often want to use your own **custom dataset**."
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"## What is a custom dataset?\n",
"\n",
"A **custom dataset** is a collection of data relating to a specific problem you're working on.\n",
"\n",
"In essence, a **custom dataset** can be comprised of almost anything.\n",
"\n",
"For example, if we were building a food image classification app like [Nutrify](https://nutrify.app), our custom dataset might be images of food.\n",
"\n",
"Or if we were trying to build a model to classify whether or not a text-based review on a website was positive or negative, our custom dataset might be examples of existing customer reviews and their ratings.\n",
"\n",
"Or if we were trying to build a sound classification app, our custom dataset might be sound samples alongside their sample labels.\n",
"\n",
"Or if we were trying to build a recommendation system for customers purchasing things on our website, our custom dataset might be examples of products other people have bought.\n",
"\n",
"<img src=\"https://raw.githubusercontent.com/mrdbourke/pytorch-deep-learning/main/images/04-pytorch-domain-libraries.png\" alt=\"different pytorch domain libraries can be used for specific PyTorch problems\" width=1000/>\n",
"\n",
"*PyTorch includes many existing functions to load in various custom datasets in the [`TorchVision`](https://pytorch.org/vision/stable/index.html), [`TorchText`](https://pytorch.org/text/stable/index.html), [`TorchAudio`](https://pytorch.org/audio/stable/index.html) and [`TorchRec`](https://pytorch.org/torchrec/) domain libraries.*\n",
"\n",
"But sometimes these existing functions may not be enough.\n",
"\n",
"In that case, we can always subclass `torch.utils.data.Dataset` and customize it to our liking."
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"## What we're going to cover\n",
"\n",
"We're going to be applying the PyTorch Workflow we covered in [notebook 01](https://www.learnpytorch.io/01_pytorch_workflow/) and [notebook 02](https://www.learnpytorch.io/02_pytorch_classification/) to a computer vision problem.\n",
"\n",
"But instead of using an in-built PyTorch dataset, we're going to be using our own dataset of pizza, steak and sushi images.\n",
"\n",
"The goal will be to load these images and then build a model to train and predict on them.\n",
"\n",
"<img src=\"https://raw.githubusercontent.com/mrdbourke/pytorch-deep-learning/main/images/04-pytorch-food-vision-layout.png\" alt=\"building a pipeline to load in food images and then building a pytorch model to classify those food images\" width=800 />\n",
"\n",
"*What we're going to build. We'll use `torchvision.datasets` as well as our own custom `Dataset` class to load in images of food and then we'll build a PyTorch computer vision model to hopefully be able to classify them.*\n",
"\n",
"Specifically, we're going to cover:\n",
"\n",
"| **Topic** | **Contents** |\n",
"| ----- | ----- |\n",
"| **0. Importing PyTorch and setting up device-agnostic code** | Let's get PyTorch loaded and then follow best practice to setup our code to be device-agnostic. |\n",
"| **1. Get data** | We're going to be using our own **custom dataset** of pizza, steak and sushi images. |\n",
"| **2. Become one with the data (data preparation)** | At the beginning of any new machine learning problem, it's paramount to understand the data you're working with. Here we'll take some steps to figure out what data we have. |\n",
"| **3. Transforming data** |Often, the data you get won't be 100% ready to use with a machine learning model, here we'll look at some steps we can take to *transform* our images so they're ready to be used with a model. | \n",
"| **4. Loading data with `ImageFolder` (option 1)** | PyTorch has many in-built data loading functions for common types of data. `ImageFolder` is helpful if our images are in standard image classification format. |\n",
"| **5. Loading image data with a custom `Dataset`** | What if PyTorch didn't have an in-built function to load data with? This is where we can build our own custom subclass of `torch.utils.data.Dataset`. |\n",
"| **6. Other forms of transforms (data augmentation)** | Data augmentation is a common technique for expanding the diversity of your training data. Here we'll explore some of `torchvision`'s in-built data augmentation functions. |\n",
"| **7. Model 0: TinyVGG without data augmentation** | By this stage, we'll have our data ready, let's build a model capable of fitting it. We'll also create some training and testing functions for training and evaluating our model. |\n",
"| **8. Exploring loss curves** | Loss curves are a great way to see how your model is training/improving over time. They're also a good way to see if your model is **underfitting** or **overfitting**. |\n",
"| **9. Model 1: TinyVGG with data augmentation** | By now, we've tried a model *without*, how about we try one *with* data augmentation? |\n",
"| **10. Compare model results** | Let's compare our different models' loss curves and see which performed better and discuss some options for improving performance. |\n",
"| **11. Making a prediction on a custom image** | Our model is trained to on a dataset of pizza, steak and sushi images. In this section we'll cover how to use our trained model to predict on an image *outside* of our existing dataset. |"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"## Where can can you get help?\n",
"\n",
"All of the materials for this course [live on GitHub](https://github.com/mrdbourke/pytorch-deep-learning).\n",
"\n",
"If you run into trouble, you can ask a question on the course [GitHub Discussions page](https://github.com/mrdbourke/pytorch-deep-learning/discussions) there too.\n",
"\n",
"And of course, there's the [PyTorch documentation](https://pytorch.org/docs/stable/index.html) and [PyTorch developer forums](https://discuss.pytorch.org/), a very helpful place for all things PyTorch. "
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"## 0. Importing PyTorch and setting up device-agnostic code"
]
},
{
"cell_type": "code",
"execution_count": 2,
"metadata": {},
"outputs": [
{
"data": {
"text/plain": [
"'1.11.0'"
]
},
"execution_count": 2,
"metadata": {},
"output_type": "execute_result"
}
],
"source": [
"import torch\n",
"from torch import nn\n",
"\n",
"# Note: this notebook requires torch >= 1.10.0\n",
"torch.__version__"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"And now let's follow best practice and setup device-agnostic code.\n",
"\n",
"> **Note:** If you're using Google Colab, and you don't have a GPU turned on yet, it's now time to turn one on via `Runtime -> Change runtime type -> Hardware accelerator -> GPU`. If you do this, your runtime will likely reset and you'll have to run all of the cells above by going `Runtime -> Run before`."
]
},
{
"cell_type": "code",
"execution_count": 3,
"metadata": {},
"outputs": [
{
"data": {
"text/plain": [
"'cuda'"
]
},
"execution_count": 3,
"metadata": {},
"output_type": "execute_result"
}
],
"source": [
"# Setup device-agnostic code\n",
"device = \"cuda\" if torch.cuda.is_available() else \"cpu\"\n",
"device"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"## 1. Get data\n",
"\n",
"First thing's first we need some data.\n",
"\n",
"And like any good cooking show, some data has already been prepared for us.\n",
"\n",
"We're going to start small.\n",
"\n",
"Because we're not looking to train the biggest model or use the biggest dataset yet.\n",
"\n",
"Machine learning is an iterative process, start small, get something working and increase when necessary.\n",
"\n",
"The data we're going to be using is a subset of the [Food101 dataset](https://data.vision.ee.ethz.ch/cvl/datasets_extra/food-101/).\n",
"\n",
"Food101 is popular computer vision benchmark as it contains 1000 images of 101 different kinds of foods, totaling 101,000 images (75,750 train and 25,250 test).\n",
"\n",
"Can you think of 101 different foods?\n",
"\n",
"Can you think of a computer program to classify 101 foods?\n",
"\n",
"I can.\n",
"\n",
"A machine learning model! \n",
"\n",
"Specifically, a PyTorch computer vision model like we covered in [notebook 03](https://www.learnpytorch.io/03_pytorch_computer_vision/).\n",
"\n",
"Instead of 101 food classes though, we're going to start with 3: pizza, steak and sushi.\n",
"\n",
"And instead of 1,000 images per class, we're going to start with a random 10% (start small, increase when necessary).\n",
"\n",
"If you'd like to see where the data came from you see the following resources:\n",
"* Original [Food101 dataset and paper website](https://data.vision.ee.ethz.ch/cvl/datasets_extra/food-101/).\n",
"* [`torchvision.datasets.Food101`](https://pytorch.org/vision/main/generated/torchvision.datasets.Food101.html) - the version of the data I downloaded for this notebook.\n",
"* [`extras/04_custom_data_creation.ipynb`](https://github.com/mrdbourke/pytorch-deep-learning/blob/main/extras/04_custom_data_creation.ipynb) - a notebook I used to format the Food101 dataset to use for this notebook.\n",
"* [`data/pizza_steak_sushi.zip`](https://github.com/mrdbourke/pytorch-deep-learning/blob/main/data/pizza_steak_sushi.zip) - the zip archive of pizza, steak and sushi images from Food101, created with the notebook linked above.\n",
"\n",
"Let's write some code to download the formatted data from GitHub.\n",
"\n",
"> **Note:** The dataset we're about to use has been pre-formatted for what we'd like to use it for. However, you'll often have to format your own datasets for whatever problem you're working on. This is a regular practice in the machine learning world."
]
},
{
"cell_type": "code",
"execution_count": 2,
"metadata": {},
"outputs": [
{
"name": "stdout",
"output_type": "stream",
"text": [
"data/pizza_steak_sushi directory exists.\n"
]
}
],
"source": [
"import requests\n",
"import zipfile\n",
"from pathlib import Path\n",
"\n",
"# Setup path to data folder\n",
"data_path = Path(\"data/\")\n",
"image_path = data_path / \"pizza_steak_sushi\"\n",
"\n",
"# If the image folder doesn't exist, download it and prepare it... \n",
"if image_path.is_dir():\n",
" print(f\"{image_path} directory exists.\")\n",
"else:\n",
" print(f\"Did not find {image_path} directory, creating one...\")\n",
" image_path.mkdir(parents=True, exist_ok=True)\n",
" \n",
" # Download pizza, steak, sushi data\n",
" with open(data_path / \"pizza_steak_sushi.zip\", \"wb\") as f:\n",
" request = requests.get(\"https://github.com/mrdbourke/pytorch-deep-learning/raw/main/data/pizza_steak_sushi.zip\")\n",
" print(\"Downloading pizza, steak, sushi data...\")\n",
" f.write(request.content)\n",
"\n",
" # Unzip pizza, steak, sushi data\n",
" with zipfile.ZipFile(data_path / \"pizza_steak_sushi.zip\", \"r\") as zip_ref:\n",
" print(\"Unzipping pizza, steak, sushi data...\") \n",
" zip_ref.extractall(image_path)"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"## 2. Become one with the data (data preparation)\n",
"\n",
"Dataset downloaded!\n",
"\n",
"Time to become one with it.\n",
"\n",
"This is another important step before building a model.\n",
"\n",
"As Abraham Lossfunction said...\n",
"\n",
"<img src=\"https://raw.githubusercontent.com/mrdbourke/pytorch-deep-learning/main/images/04-abraham-lossfunction.png\" alt=\"tweet by mrdbourke, if I had eight hours to build a machine learning model, I'd spend the first 6 hours preparing my dataset\" width=800/>\n",
"\n",
"*Data preparation is paramount. Before building a model, become one with the data. Ask: What am I trying to do here? Source: [@mrdbourke Twitter](https://twitter.com/mrdbourke).*\n",
"\n",
"What's inspecting the data and becoming one with it? \n",
"\n",
"Before starting a project or building any kind of model, it's important to know what data you're working with.\n",
"\n",
"In our case, we have images of pizza, steak and sushi in standard image classification format.\n",
"\n",
"Image classification format contains separate classes of images in seperate directories titled with a particular class name.\n",
"\n",
"For example, all images of `pizza` are contained in the `pizza/` directory.\n",
"\n",
"This format is popular across many different image classification benchmarks, including [ImageNet](https://www.image-net.org/) (of the most popular computer vision benchmark datasets).\n",
"\n",
"You can see an example of the storage format below, the images numbers are arbitrary.\n",
"\n",
"```\n",
"pizza_steak_sushi/ <- overall dataset folder\n",
" train/ <- training images\n",
" pizza/ <- class name as folder name\n",
" image01.jpeg\n",
" image02.jpeg\n",
" ...\n",
" steak/\n",
" image24.jpeg\n",
" image25.jpeg\n",
" ...\n",
" sushi/\n",
" image37.jpeg\n",
" ...\n",
" test/ <- testing images\n",
" pizza/\n",
" image101.jpeg\n",
" image102.jpeg\n",
" ...\n",
" steak/\n",
" image154.jpeg\n",
" image155.jpeg\n",
" ...\n",
" sushi/\n",
" image167.jpeg\n",
" ...\n",
"```\n",
"\n",
"The goal will be to **take this data storage structure and turn it into a dataset usable with PyTorch**.\n",
"\n",
"> **Note:** The structure of the data you work with will vary depending on the problem you're working on. But the premise still remains: become one with the data, then find a way to best turn it into a dataset compatible with PyTorch.\n",
"\n",
"We can inspect what's in our data directory by writing a small helper function to walk through each of the subdirectories and count the files present.\n",
"\n",
"To do so, we'll use Python's in-built [`os.walk()`](https://docs.python.org/3/library/os.html#os.walk). "
]
},
{
"cell_type": "code",
"execution_count": 5,
"metadata": {},
"outputs": [],
"source": [
"import os\n",
"def walk_through_dir(dir_path):\n",
" \"\"\"\n",
" Walks through dir_path returning its contents.\n",
" Args:\n",
" dir_path (str or pathlib.Path): target directory\n",
" \n",
" Returns:\n",
" A print out of:\n",
" number of subdiretories in dir_path\n",
" number of images (files) in each subdirectory\n",
" name of each subdirectory\n",
" \"\"\"\n",
" for dirpath, dirnames, filenames in os.walk(dir_path):\n",
" print(f\"There are {len(dirnames)} directories and {len(filenames)} images in '{dirpath}'.\")"
]
},
{
"cell_type": "code",
"execution_count": 6,
"metadata": {},
"outputs": [
{
"name": "stdout",
"output_type": "stream",
"text": [
"There are 2 directories and 0 images in 'data\\pizza_steak_sushi'.\n",
"There are 3 directories and 0 images in 'data\\pizza_steak_sushi\\test'.\n",
"There are 0 directories and 25 images in 'data\\pizza_steak_sushi\\test\\pizza'.\n",
"There are 0 directories and 19 images in 'data\\pizza_steak_sushi\\test\\steak'.\n",
"There are 0 directories and 31 images in 'data\\pizza_steak_sushi\\test\\sushi'.\n",
"There are 3 directories and 0 images in 'data\\pizza_steak_sushi\\train'.\n",
"There are 0 directories and 78 images in 'data\\pizza_steak_sushi\\train\\pizza'.\n",
"There are 0 directories and 75 images in 'data\\pizza_steak_sushi\\train\\steak'.\n",
"There are 0 directories and 72 images in 'data\\pizza_steak_sushi\\train\\sushi'.\n"
]
}
],
"source": [
"walk_through_dir(image_path)"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"Excellent!\n",
"\n",
"It looks like we've got about 75 images per training class and 25 images per testing class.\n",
"\n",
"That should be enough to get started.\n",
"\n",
"Remember, these images are subsets of the original Food101 dataset.\n",
"\n",
"You can see how they were created in the [data creation notebook](https://github.com/mrdbourke/pytorch-deep-learning/blob/main/extras/04_custom_data_creation.ipynb).\n",
"\n",
"While we're at it, let's setup our training and testing paths."
]
},
{
"cell_type": "code",
"execution_count": 7,
"metadata": {},
"outputs": [
{
"data": {
"text/plain": [
"(WindowsPath('data/pizza_steak_sushi/train'),\n",
" WindowsPath('data/pizza_steak_sushi/test'))"
]
},
"execution_count": 7,
"metadata": {},
"output_type": "execute_result"
}
],
"source": [
"# Setup train and testing paths\n",
"train_dir = image_path / \"train\"\n",
"test_dir = image_path / \"test\"\n",
"\n",
"train_dir, test_dir"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"### 2.1 Visualize an image\n",
"\n",
"Okay, we've seen how our directory structure is formatted.\n",
"\n",
"Now in the spirit of the data explorer, it's time to *visualize, visualize, visualize!*\n",
"\n",
"Let's write some code to:\n",
"1. Get all of the image paths using [`pathlib.Path.glob()`](https://docs.python.org/3/library/pathlib.html#pathlib.Path.glob) to find all of the files ending in `.jpg`. \n",
"2. Pick a random image path using Python's [`random.choice()`](https://docs.python.org/3/library/random.html#random.choice).\n",
"3. Get the image class name using [`pathlib.Path.parent.stem`](https://docs.python.org/3/library/pathlib.html#pathlib.PurePath.parent).\n",
"4. And since we're working with images, we'll open the random image path using [`PIL.Image.open()`](https://pillow.readthedocs.io/en/stable/reference/Image.html#PIL.Image.open) (PIL stands for Python Image Library).\n",
"5. We'll then show the image and print some metadata."
]
},
{
"cell_type": "code",
"execution_count": 8,
"metadata": {},
"outputs": [
{
"name": "stdout",
"output_type": "stream",
"text": [
"Random image path: data\\pizza_steak_sushi\\test\\sushi\\2394442.jpg\n",
"Image class: sushi\n",
"Image height: 408\n",
"Image width: 512\n"
]
},
{
"data": {
"image/png": 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",
"text/plain": [
"<PIL.JpegImagePlugin.JpegImageFile image mode=RGB size=512x408>"
]
},
"execution_count": 8,
"metadata": {},
"output_type": "execute_result"
}
],
"source": [
"import random\n",
"from PIL import Image\n",
"\n",
"# Set seed\n",
"random.seed(42) # <- try changing this and see what happens\n",
"\n",
"# 1. Get all image paths (* means \"any combination\")\n",
"image_path_list = list(image_path.glob(\"*/*/*.jpg\"))\n",
"\n",
"# 2. Get random image path\n",
"random_image_path = random.choice(image_path_list)\n",
"\n",
"# 3. Get image class from path name (the image class is the name of the directory where the image is stored)\n",
"image_class = random_image_path.parent.stem\n",
"\n",
"# 4. Open image\n",
"img = Image.open(random_image_path)\n",
"\n",
"# 5. Print metadata\n",
"print(f\"Random image path: {random_image_path}\")\n",
"print(f\"Image class: {image_class}\")\n",
"print(f\"Image height: {img.height}\") \n",
"print(f\"Image width: {img.width}\")\n",
"img"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"We can do the same with [`matplotlib.pyplot.imshow()`](https://matplotlib.org/3.5.0/api/_as_gen/matplotlib.pyplot.imshow.html), except we have to convert the image to a NumPy array first."
]
},
{
"cell_type": "code",
"execution_count": 9,
"metadata": {},
"outputs": [
{
"data": {
"image/png": 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",
"text/plain": [
"<Figure size 720x504 with 1 Axes>"
]
},
"metadata": {
"needs_background": "light"
},
"output_type": "display_data"
}
],
"source": [
"import numpy as np\n",
"import matplotlib.pyplot as plt\n",
"\n",
"# Turn the image into an array\n",
"img_as_array = np.asarray(img)\n",
"\n",
"# Plot the image with matplotlib\n",
"plt.figure(figsize=(10, 7))\n",
"plt.imshow(img_as_array)\n",
"plt.title(f\"Image class: {image_class} | Image shape: {img_as_array.shape} -> [height, width, color_channels]\")\n",
"plt.axis(False);"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"## 3. Transforming data \n",
"\n",
"Now what if we wanted to load our image data into PyTorch?\n",
"\n",
"Before we can use our image data with PyTorch we need to:\n",
"\n",
"1. Turn it into tensors (numerical representations of our images).\n",
"2. Turn it into a `torch.utils.data.Dataset` and subsequently a `torch.utils.data.DataLoader`, we'll call these `Dataset` and `DataLoader` for short.\n",
"\n",
"There are several different kinds of pre-built datasets and dataset loaders for PyTorch, depending on the problem you're working on. \n",
"\n",
"| **Problem space** | **Pre-built Datasets and Functions** |\n",
"| ----- | ----- |\n",
"| **Vision** | [`torchvision.datasets`](https://pytorch.org/vision/stable/datasets.html) |\n",
"| **Audio** | [`torchaudio.datasets`](https://pytorch.org/audio/stable/datasets.html) |\n",
"| **Text** | [`torchtext.datasets`](https://pytorch.org/text/stable/datasets.html) |\n",
"| **Recommendation system** | [`torchrec.datasets`](https://pytorch.org/torchrec/torchrec.datasets.html) |\n",
"\n",
"Since we're working with a vision problem, we'll be looking at `torchvision.datasets` for our data loading functions as well as [`torchvision.transforms`](https://pytorch.org/vision/stable/transforms.html) for preparing our data.\n",
"\n",
"Let's import some base libraries."
]
},
{
"cell_type": "code",
"execution_count": 10,
"metadata": {},
"outputs": [],
"source": [
"import torch\n",
"from torch.utils.data import DataLoader\n",
"from torchvision import datasets, transforms"
]
},
{
"cell_type": "markdown",
"metadata": {
"tags": []
},
"source": [
"### 3.1 Transforming data with `torchvision.transforms`\n",
"\n",
"We've got folders of images but before we can use them with PyTorch, we need to convert them into tensors.\n",
"\n",
"One of the ways we can do this is by using the `torchvision.transforms` module.\n",
"\n",
"`torchvision.transforms` contains many pre-built methods for formatting images, turning them into tensors and even manipulating them for **data augmentation** (the practice of altering data to make it harder for a model to learn, we'll see this later on) purposes . \n",
"\n",
"To get experience with `torchvision.transforms`, let's write a series of transform steps that:\n",
"1. Resize the images using [`transforms.Resize()`](https://pytorch.org/vision/stable/generated/torchvision.transforms.Resize.html#torchvision.transforms.Resize) (from about 512x512 to 64x64, the same shape as the images on the [CNN Explainer website](https://poloclub.github.io/cnn-explainer/)).\n",
"2. Flip our images randomly on the horizontal using [`transforms.RandomHorizontalFlip()`](https://pytorch.org/vision/stable/generated/torchvision.transforms.RandomHorizontalFlip.html#torchvision.transforms.RandomHorizontalFlip) (this could be considered a form of data augmentation because it will artificially change our image data).\n",
"3. Turn our images from a PIL image to a PyTorch tensor using [`transforms.ToTensor()`](https://pytorch.org/vision/stable/generated/torchvision.transforms.ToTensor.html#torchvision.transforms.ToTensor).\n",
"\n",
"We can compile all of these steps using [`torchvision.transforms.Compose()`](https://pytorch.org/vision/stable/generated/torchvision.transforms.Compose.html#torchvision.transforms.Compose)."
]
},
{
"cell_type": "code",
"execution_count": 11,
"metadata": {},
"outputs": [],
"source": [
"# Write transform for image\n",
"data_transform = transforms.Compose([\n",
" # Resize the images to 64x64\n",
" transforms.Resize(size=(64, 64)),\n",
" # Flip the images randomly on the horizontal\n",
" transforms.RandomHorizontalFlip(p=0.5), # p = probability of flip, 0.5 = 50% chance\n",
" # Turn the image into a torch.Tensor\n",
" transforms.ToTensor() # this also converts all pixel values from 0 to 255 to be between 0.0 and 1.0 \n",
"])"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"Now we've got a composition of transforms, let's write a function to try them out on various images."
]
},
{
"cell_type": "code",
"execution_count": 12,
"metadata": {},
"outputs": [
{
"data": {
"image/png": 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",
"text/plain": [
"<Figure size 432x288 with 2 Axes>"
]
},
"metadata": {
"needs_background": "light"
},
"output_type": "display_data"
},
{
"data": {
"image/png": 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",
"text/plain": [
"<Figure size 432x288 with 2 Axes>"
]
},
"metadata": {
"needs_background": "light"
},
"output_type": "display_data"
},
{
"data": {
"image/png": 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",
"text/plain": [
"<Figure size 432x288 with 2 Axes>"
]
},
"metadata": {
"needs_background": "light"
},
"output_type": "display_data"
}
],
"source": [
"def plot_transformed_images(image_paths, transform, n=3, seed=42):\n",
" \"\"\"Plots a series of random images from image_paths.\n",
"\n",
" Will open n image paths from image_paths, transform them\n",
" with transform and plot them side by side.\n",
"\n",
" Args:\n",
" image_paths (list): List of target image paths. \n",
" transform (PyTorch Transforms): Transforms to apply to images.\n",
" n (int, optional): Number of images to plot. Defaults to 3.\n",
" seed (int, optional): Random seed for the random generator. Defaults to 42.\n",
" \"\"\"\n",
" random.seed(seed)\n",
" random_image_paths = random.sample(image_paths, k=n)\n",
" for image_path in random_image_paths:\n",
" with Image.open(image_path) as f:\n",
" fig, ax = plt.subplots(1, 2)\n",
" ax[0].imshow(f) \n",
" ax[0].set_title(f\"Original \\nSize: {f.size}\")\n",
" ax[0].axis(\"off\")\n",
"\n",
" # Transform and plot image\n",
" # Note: permute() will change shape of image to suit matplotlib \n",
" # (PyTorch default is [C, H, W] but Matplotlib is [H, W, C])\n",
" transformed_image = transform(f).permute(1, 2, 0) \n",
" ax[1].imshow(transformed_image) \n",
" ax[1].set_title(f\"Transformed \\nSize: {transformed_image.shape}\")\n",
" ax[1].axis(\"off\")\n",
"\n",
" fig.suptitle(f\"Class: {image_path.parent.stem}\", fontsize=16)\n",
"\n",
"plot_transformed_images(image_path_list, \n",
" transform=data_transform, \n",
" n=3)"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"Nice!\n",
"\n",
"We've now got a way to convert our images to tensors using `torchvision.transforms`.\n",
"\n",
"We also manipulate their size and orientation if needed (some models prefer images of different sizes and shapes).\n",
"\n",
"Generally, the larger the shape of the image, the more information a model can recover.\n",
"\n",
"For example, an image of size `[256, 256, 3]` will have 16x more pixels than an image of size `[64, 64, 3]` (`(256*256*3)/(64*64*3)=16`).\n",
"\n",
"However, the tradeoff is that more pixels requires more computations.\n",
"\n",
"> **Exercise:** Try commenting out one of the transforms in `data_transform` and running the plotting function `plot_transformed_images()` again, what happens?"
]
},
{
"cell_type": "markdown",
"metadata": {
"tags": []
},
"source": [
"## 4. Option 1: Loading Image Data Using [`ImageFolder`](https://pytorch.org/vision/stable/generated/torchvision.datasets.ImageFolder.html#torchvision.datasets.ImageFolder)\n",
"\n",
"Alright, time to turn our image data into a `Dataset` capable of being used with PyTorch.\n",
"\n",
"Since our data is in standard image classification format, we can use the class [`torchvision.datasets.ImageFolder`](https://pytorch.org/vision/stable/generated/torchvision.datasets.ImageFolder.html#torchvision.datasets.ImageFolder).\n",
"\n",
"Where we can pass it the file path of a target image directory as well as a series of transforms we'd like to perform on our images.\n",
"\n",
"Let's test it out on our data folders `train_dir` and `test_dir` passing in `transform=data_transform` to turn our images into tensors."
]
},
{
"cell_type": "code",
"execution_count": 13,
"metadata": {},
"outputs": [
{
"name": "stdout",
"output_type": "stream",
"text": [
"Train data:\n",
"Dataset ImageFolder\n",
" Number of datapoints: 225\n",
" Root location: data\\pizza_steak_sushi\\train\n",
" StandardTransform\n",
"Transform: Compose(\n",
" Resize(size=(64, 64), interpolation=bilinear, max_size=None, antialias=None)\n",
" RandomHorizontalFlip(p=0.5)\n",
" ToTensor()\n",
" )\n",
"Test data:\n",
"Dataset ImageFolder\n",
" Number of datapoints: 75\n",
" Root location: data\\pizza_steak_sushi\\test\n",
" StandardTransform\n",
"Transform: Compose(\n",
" Resize(size=(64, 64), interpolation=bilinear, max_size=None, antialias=None)\n",
" RandomHorizontalFlip(p=0.5)\n",
" ToTensor()\n",
" )\n"
]
}
],
"source": [
"# Use ImageFolder to create dataset(s)\n",
"from torchvision import datasets\n",
"train_data = datasets.ImageFolder(root=train_dir, # target folder of images\n",
" transform=data_transform, # transforms to perform on data (images)\n",
" target_transform=None) # transforms to perform on labels (if necessary)\n",
"\n",
"test_data = datasets.ImageFolder(root=test_dir, \n",
" transform=data_transform)\n",
"\n",
"print(f\"Train data:\\n{train_data}\\nTest data:\\n{test_data}\")"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"Beautiful!\n",
"\n",
"It looks like PyTorch has registered our `Dataset`'s.\n",
"\n",
"Let's inspect them by checking out the `classes` and `class_to_idx` attributes as well as the lengths of our training and test sets."
]
},
{
"cell_type": "code",
"execution_count": 14,
"metadata": {},
"outputs": [
{
"data": {
"text/plain": [
"['pizza', 'steak', 'sushi']"
]
},
"execution_count": 14,
"metadata": {},
"output_type": "execute_result"
}
],
"source": [
"# Get class names as a list\n",
"class_names = train_data.classes\n",
"class_names"
]
},
{
"cell_type": "code",
"execution_count": 15,
"metadata": {},
"outputs": [
{
"data": {
"text/plain": [
"{'pizza': 0, 'steak': 1, 'sushi': 2}"
]
},
"execution_count": 15,
"metadata": {},
"output_type": "execute_result"
}
],
"source": [
"# Can also get class names as a dict\n",
"class_dict = train_data.class_to_idx\n",
"class_dict"
]
},
{
"cell_type": "code",
"execution_count": 16,
"metadata": {},
"outputs": [
{
"data": {
"text/plain": [
"(225, 75)"
]
},
"execution_count": 16,
"metadata": {},
"output_type": "execute_result"
}
],
"source": [
"# Check the lengths\n",
"len(train_data), len(test_data)"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"Nice! Looks like we'll be able to use these to reference for later.\n",
"\n",
"How about our images and labels?\n",
"\n",
"How do they look?\n",
"\n",
"We can index on our `train_data` and `test_data` `Dataset`'s to find samples and their target labels."
]
},
{
"cell_type": "code",
"execution_count": 17,
"metadata": {},
"outputs": [
{
"name": "stdout",
"output_type": "stream",
"text": [
"Image tensor:\n",
"tensor([[[0.1137, 0.1020, 0.0980, ..., 0.1255, 0.1216, 0.1176],\n",
" [0.1059, 0.0980, 0.0980, ..., 0.1294, 0.1294, 0.1294],\n",
" [0.1020, 0.0980, 0.0941, ..., 0.1333, 0.1333, 0.1333],\n",
" ...,\n",
" [0.1098, 0.1098, 0.1255, ..., 0.1686, 0.1647, 0.1686],\n",
" [0.0863, 0.0941, 0.1098, ..., 0.1686, 0.1647, 0.1686],\n",
" [0.0863, 0.0863, 0.0980, ..., 0.1686, 0.1647, 0.1647]],\n",
"\n",
" [[0.0745, 0.0706, 0.0745, ..., 0.0588, 0.0588, 0.0588],\n",
" [0.0706, 0.0706, 0.0745, ..., 0.0627, 0.0627, 0.0627],\n",
" [0.0706, 0.0745, 0.0745, ..., 0.0706, 0.0706, 0.0706],\n",
" ...,\n",
" [0.1255, 0.1333, 0.1373, ..., 0.2510, 0.2392, 0.2392],\n",
" [0.1098, 0.1176, 0.1255, ..., 0.2510, 0.2392, 0.2314],\n",
" [0.1020, 0.1059, 0.1137, ..., 0.2431, 0.2353, 0.2275]],\n",
"\n",
" [[0.0941, 0.0902, 0.0902, ..., 0.0196, 0.0196, 0.0196],\n",
" [0.0902, 0.0863, 0.0902, ..., 0.0196, 0.0157, 0.0196],\n",
" [0.0902, 0.0902, 0.0902, ..., 0.0157, 0.0157, 0.0196],\n",
" ...,\n",
" [0.1294, 0.1333, 0.1490, ..., 0.1961, 0.1882, 0.1804],\n",
" [0.1098, 0.1137, 0.1255, ..., 0.1922, 0.1843, 0.1804],\n",
" [0.1059, 0.1020, 0.1059, ..., 0.1843, 0.1804, 0.1765]]])\n",
"Image shape: torch.Size([3, 64, 64])\n",
"Image datatype: torch.float32\n",
"Image label: 0\n",
"Label datatype: <class 'int'>\n"
]
}
],
"source": [
"img, label = train_data[0][0], train_data[0][1]\n",
"print(f\"Image tensor:\\n{img}\")\n",
"print(f\"Image shape: {img.shape}\")\n",
"print(f\"Image datatype: {img.dtype}\")\n",
"print(f\"Image label: {label}\")\n",
"print(f\"Label datatype: {type(label)}\")"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"Our images are now in the form of a tensor (with shape `[3, 64, 64]`) and the labels are in the form of an integer relating to a specific class (as referenced by the `class_to_idx` attribute).\n",
"\n",
"How about we plot a single image tensor using `matplotlib`?\n",
"\n",
"We'll first have to to permute (rearrange the order of its dimensions) so it's compatible.\n",
"\n",
"Right now our image dimensions are in the format `CHW` (color channels, height, width) but `matplotlib` prefers `HWC` (height, width, color channels)."
]
},
{
"cell_type": "code",
"execution_count": 18,
"metadata": {},
"outputs": [
{
"name": "stdout",
"output_type": "stream",
"text": [
"Original shape: torch.Size([3, 64, 64]) -> [color_channels, height, width]\n",
"Image permute shape: torch.Size([64, 64, 3]) -> [height, width, color_channels]\n"
]
},
{
"data": {
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",
"text/plain": [
"<Figure size 720x504 with 1 Axes>"
]
},
"metadata": {
"needs_background": "light"
},
"output_type": "display_data"
}
],
"source": [
"# Rearrange the order of dimensions\n",
"img_permute = img.permute(1, 2, 0)\n",
"\n",
"# Print out different shapes (before and after permute)\n",
"print(f\"Original shape: {img.shape} -> [color_channels, height, width]\")\n",
"print(f\"Image permute shape: {img_permute.shape} -> [height, width, color_channels]\")\n",
"\n",
"# Plot the image\n",
"plt.figure(figsize=(10, 7))\n",
"plt.imshow(img.permute(1, 2, 0))\n",
"plt.axis(\"off\")\n",
"plt.title(class_names[label], fontsize=14);"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"Notice the image is now more pixelated (less quality).\n",
"\n",
"This is due to it being resized from `512x512` to `64x64` pixels.\n",
"\n",
"The intuition here is that if you think the image is harder to recognize what's going on, chances are a model will find it harder to understand too."
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"### 4.1 Turn loaded images into `DataLoader`'s\n",
"\n",
"We've got our images as PyTorch `Dataset`'s but now let's turn them into `DataLoader`'s.\n",
"\n",
"We'll do so using [`torch.utils.data.DataLoader`](https://pytorch.org/docs/stable/data.html#torch.utils.data.DataLoader).\n",
"\n",
"Turning our `Dataset`'s into `DataLoader`'s makes them iterable so a model can go through learn the relationships between samples and targets (features and labels).\n",
"\n",
"To keep things simple, we'll use a `batch_size=1` and `num_workers=1`.\n",
"\n",
"What's `num_workers`?\n",
"\n",
"Good question.\n",
"\n",
"It defines how many subprocesses will be created to load your data.\n",
"\n",
"Think of it like this, the higher value `num_workers` is set to, the more compute power PyTorch will use to load your data.\n",
"\n",
"Personally, I usually set it to the total number of CPUs on my machine via Python's [`os.cpu_count()`](https://docs.python.org/3/library/os.html#os.cpu_count).\n",
"\n",
"This ensures the `DataLoader` recruits as many cores as possible to load data.\n",
"\n",
"> **Note:** There are more parameters you can get familiar with using `torch.utils.data.DataLoader` in the [PyTorch documentation](https://pytorch.org/docs/stable/data.html#torch.utils.data.DataLoader)."
]
},
{
"cell_type": "code",
"execution_count": 19,
"metadata": {},
"outputs": [
{
"data": {
"text/plain": [
"(<torch.utils.data.dataloader.DataLoader at 0x1fd2cf94fa0>,\n",
" <torch.utils.data.dataloader.DataLoader at 0x1fd2cf94dc0>)"
]
},
"execution_count": 19,
"metadata": {},
"output_type": "execute_result"
}
],
"source": [
"# Turn train and test Datasets into DataLoaders\n",
"from torch.utils.data import DataLoader\n",
"train_dataloader = DataLoader(dataset=train_data, \n",
" batch_size=1, # how many samples per batch?\n",
" num_workers=1, # how many subprocesses to use for data loading? (higher = more)\n",
" shuffle=True) # shuffle the data?\n",
"\n",
"test_dataloader = DataLoader(dataset=test_data, \n",
" batch_size=1, \n",
" num_workers=1, \n",
" shuffle=False) # don't usually need to shuffle testing data\n",
"\n",
"train_dataloader, test_dataloader"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"Wonderful!\n",
"\n",
"Now our data is iterable.\n",
"\n",
"Let's try it out and check the shapes."
]
},
{
"cell_type": "code",
"execution_count": 20,
"metadata": {},
"outputs": [
{
"name": "stdout",
"output_type": "stream",
"text": [
"Image shape: torch.Size([1, 3, 64, 64]) -> [batch_size, color_channels, height, width]\n",
"Label shape: torch.Size([1])\n"
]
}
],
"source": [
"img, label = next(iter(train_dataloader))\n",
"\n",
"# Batch size will now be 1, try changing the batch_size parameter above and see what happens\n",
"print(f\"Image shape: {img.shape} -> [batch_size, color_channels, height, width]\")\n",
"print(f\"Label shape: {label.shape}\")"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"We could now use these `DataLoader`'s with a training and testing loop to train a model.\n",
"\n",
"But before we do, let's look at another option to load images (or almost any other kind of data)."
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"## 5. Option 2: Loading Image Data with a Custom `Dataset`\n",
"\n",
"What if a pre-built `Dataset` creator like [`torchvision.datasets.ImageFolder()`](https://pytorch.org/vision/stable/datasets.html#torchvision.datasets.ImageFolder) didn't exist?\n",
"\n",
"Or one for your specific problem didn't exist?\n",
"\n",
"Well, you could build your own.\n",
"\n",
"But wait, what are the pros and cons of creating your own custom way to load `Dataset`'s?\n",
"\n",
"| Pros of creating a custom `Dataset` | Cons of creating a custom `Dataset` |\n",
"| ----- | ----- |\n",
"| Can create a `Dataset` out of almost anything. | Even though you *could* create a `Dataset` out of almost anything, it doesn't mean it will work. | \n",
"| Not limited to PyTorch pre-built `Dataset` functions. | Using a custom `Dataset` often results in writing more code, which could be prone to errors or performance issues. |\n",
"\n",
"To see this in action, let's work towards replicating `torchvision.datasets.ImageFolder()` by subclassing `torch.utils.data.Dataset` (the base class for all `Dataset`'s in PyTorch). \n",
"\n",
"We'll start by importing the modules we need:\n",
"* Python's `os` for dealing with directories (our data is stored in directories).\n",
"* Python's `pathlib` for dealing with filepaths (each of our images has a unique filepath).\n",
"* `torch` for all things PyTorch.\n",
"* PIL's `Image` class for loading images.\n",
"* `torch.utils.data.Dataset` to subclass and create our own custom `Dataset`.\n",
"* `torchvision.transforms` to turn our images into tensors.\n",
"* Various types from Python's `typing` module to add type hints to our code.\n",
"\n",
"> **Note:** You can customize the following steps for your own dataset. The premise remains: write code to load your data in the format you'd like it."
]
},
{
"cell_type": "code",
"execution_count": 21,
"metadata": {},
"outputs": [],
"source": [
"import os\n",
"import pathlib\n",
"import torch\n",
"\n",
"from PIL import Image\n",
"from torch.utils.data import Dataset\n",
"from torchvision import transforms\n",
"from typing import Tuple, Dict, List"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"Remember how our instances of `torchvision.datasets.ImageFolder()` allowed us to use the `classes` and `class_to_idx` attributes?"
]
},
{
"cell_type": "code",
"execution_count": 22,
"metadata": {},
"outputs": [
{
"data": {
"text/plain": [
"(['pizza', 'steak', 'sushi'], {'pizza': 0, 'steak': 1, 'sushi': 2})"
]
},
"execution_count": 22,
"metadata": {},
"output_type": "execute_result"
}
],
"source": [
"# Instance of torchvision.datasets.ImageFolder()\n",
"train_data.classes, train_data.class_to_idx"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"### 5.1 Creating a helper function to get class names\n",
"\n",
"Let's write a helper function capable of creating a list of class names and a dictionary of class names and their indexes given a directory path.\n",
"\n",
"To do so, we'll:\n",
"1. Get the class names using `os.scandir()` to traverse a target directory (ideally the directory is in standard image classification format).\n",
"2. Raise an error if the class names aren't found (if this happens, there might be something wrong with the directory structure).\n",
"3. Turn the class names into a dictionary of numerical labels, one for each class.\n",
"\n",
"Let's see a small example of step 1 before we write the full function."
]
},
{
"cell_type": "code",
"execution_count": 23,
"metadata": {},
"outputs": [
{
"name": "stdout",
"output_type": "stream",
"text": [
"Target directory: data\\pizza_steak_sushi\\train\n",
"Class names found: ['pizza', 'steak', 'sushi']\n"
]
}
],
"source": [
"# Setup path for target directory\n",
"target_directory = train_dir\n",
"print(f\"Target directory: {target_directory}\")\n",
"\n",
"# Get the class names from the target directory\n",
"class_names_found = sorted([entry.name for entry in list(os.scandir(image_path / \"train\"))])\n",
"print(f\"Class names found: {class_names_found}\")"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"Excellent!\n",
"\n",
"How about we turn it into a full function?"
]
},
{
"cell_type": "code",
"execution_count": 24,
"metadata": {},
"outputs": [],
"source": [
"# Make function to find classes in target directory\n",
"def find_classes(directory: str) -> Tuple[List[str], Dict[str, int]]:\n",
" \"\"\"Finds the class folder names in a target directory.\n",
" \n",
" Assumes target directory is in standard image classification format.\n",
"\n",
" Args:\n",
" directory (str): target directory to load classnames from.\n",
"\n",
" Returns:\n",
" Tuple[List[str], Dict[str, int]]: (list_of_class_names, dict(class_name: idx...))\n",
" \n",
" Example:\n",
" find_classes(\"food_images/train\")\n",
" >>> ([\"class_1\", \"class_2\"], {\"class_1\": 0, ...})\n",
" \"\"\"\n",
" # 1. Get the class names by scanning the target directory\n",
" classes = sorted(entry.name for entry in os.scandir(directory) if entry.is_dir())\n",
" \n",
" # 2. Raise an error if class names not found\n",
" if not classes:\n",
" raise FileNotFoundError(f\"Couldn't find any classes in {directory}.\")\n",
" \n",
" # 3. Crearte a dictionary of index labels (computers prefer numerical rather than string labels)\n",
" class_to_idx = {cls_name: i for i, cls_name in enumerate(classes)}\n",
" return classes, class_to_idx"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"Looking good!\n",
"\n",
"Now let's test out our `find_classes()` function."
]
},
{
"cell_type": "code",
"execution_count": 25,
"metadata": {},
"outputs": [
{
"data": {
"text/plain": [
"(['pizza', 'steak', 'sushi'], {'pizza': 0, 'steak': 1, 'sushi': 2})"
]
},
"execution_count": 25,
"metadata": {},
"output_type": "execute_result"
}
],
"source": [
"find_classes(train_dir)"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"Woohoo! Looking good!"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"### 5.2 Create a custom `Dataset` to replicate `ImageFolder`\n",
"\n",
"Now we're ready to build our own custom `Dataset`.\n",
"\n",
"We'll build one to replicate the functionality of `torchvision.datasets.ImageFolder()`. \n",
"\n",
"This will be good practice, plus, it'll reveal a few of the required steps to make your own custom `Dataset`.\n",
"\n",
"It'll be a fair bit of a code... but nothing we can't handle!\n",
"\n",
"Let's break it down:\n",
"1. Subclass `torch.utils.data.Dataset`.\n",
"2. Initialize our subclass with a `targ_dir` parameter (the target data directory) and `transform` parameter (so we have the option to transform our data if needed).\n",
"3. Create several attributes for `paths` (the paths of our target images), `transform` (the transforms we might like to use, this can be `None`), `classes` and `class_to_idx` (from our `find_classes()` function).\n",
"4. Create a function to load images from file and return them, this could be using `PIL` or [`torchvision.io`](https://pytorch.org/vision/stable/io.html#image) (for input/output of vision data). \n",
"5. Overwrite the `__len__` method of `torch.utils.data.Dataset` to return the number of samples in the `Dataset`, this is recommended but not required. This is so you can call `len(Dataset)`.\n",
"6. Overwrite the `__getitem__` method of `torch.utils.data.Dataset` to return a single sample from the `Dataset`, this is required.\n",
"\n",
"Let's do it!"
]
},
{
"cell_type": "code",
"execution_count": 26,
"metadata": {},
"outputs": [],
"source": [
"# Write a custom dataset class (inherits from torch.utils.data.Dataset)\n",
"from torch.utils.data import Dataset\n",
"\n",
"# 1. Subclass torch.utils.data.Dataset\n",
"class ImageFolderCustom(Dataset):\n",
" \n",
" # 2. Initialize with a targ_dir and transform (optional) parameter\n",
" def __init__(self, targ_dir: str, transform=None) -> None:\n",
" \n",
" # 3. Create class attributes\n",
" # Get all image paths\n",
" self.paths = list(pathlib.Path(targ_dir).glob(\"*/*.jpg\")) # note: you'd have to update this if you've got .png's or .jpeg's\n",
" # Setup transforms\n",
" self.transform = transform\n",
" # Create classes and class_to_idx attributes\n",
" self.classes, self.class_to_idx = find_classes(targ_dir)\n",
"\n",
" # 4. Make function to load images\n",
" def load_image(self, index: int) -> Image.Image:\n",
" \"Opens an image via a path and returns it.\"\n",
" image_path = self.paths[index]\n",
" return Image.open(image_path) \n",
" \n",
" # 5. Overwrite the __len__() method (optional but recommended for subclasses of torch.utils.data.Dataset)\n",
" def __len__(self) -> int:\n",
" \"Returns the total number of samples.\"\n",
" return len(self.paths)\n",
" \n",
" # 6. Overwrite the __getitem__() method (required for subclasses of torch.utils.data.Dataset)\n",
" def __getitem__(self, index: int) -> Tuple[torch.Tensor, int]:\n",
" \"Returns one sample of data, data and label (X, y).\"\n",
" img = self.load_image(index)\n",
" class_name = self.paths[index].parent.name # expects path in data_folder/class_name/image.jpeg\n",
" class_idx = self.class_to_idx[class_name]\n",
"\n",
" # Transform if necessary\n",
" if self.transform:\n",
" return self.transform(img), class_idx # return data, label (X, y)\n",
" else:\n",
" return img, class_idx # return data, label (X, y)"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"Woah! A whole bunch of code to load in our images.\n",
"\n",
"This is one of the downsides of creating your own custom `Dataset`'s.\n",
"\n",
"However, now we've written it once, we could move it into a `.py` file such as `data_loader.py` along with some other helpful data functions and reuse it later on. \n",
"\n",
"Before we test out our new `ImageFolderCustom` class, let's create some transforms to prepare our images."
]
},
{
"cell_type": "code",
"execution_count": 27,
"metadata": {},
"outputs": [],
"source": [
"# Augment train data\n",
"train_transforms = transforms.Compose([\n",
" transforms.Resize((64, 64)),\n",
" transforms.RandomHorizontalFlip(p=0.5),\n",
" transforms.ToTensor()\n",
"])\n",
"\n",
"# Don't augment test data, only reshape\n",
"test_transforms = transforms.Compose([\n",
" transforms.Resize((64, 64)),\n",
" transforms.ToTensor()\n",
"])"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"Now comes the moment of truth!\n",
"\n",
"Let's turn our training images (contained in `train_dir`) and our testing images (contained in `test_dir`) into `Dataset`'s using our own `ImageFolderCustom` class."
]
},
{
"cell_type": "code",
"execution_count": 28,
"metadata": {},
"outputs": [
{
"data": {
"text/plain": [
"(<__main__.ImageFolderCustom at 0x1fd2cf886d0>,\n",
" <__main__.ImageFolderCustom at 0x1fd2cf5a0d0>)"
]
},
"execution_count": 28,
"metadata": {},
"output_type": "execute_result"
}
],
"source": [
"train_data_custom = ImageFolderCustom(targ_dir=train_dir, \n",
" transform=train_transforms)\n",
"test_data_custom = ImageFolderCustom(targ_dir=test_dir, \n",
" transform=test_transforms)\n",
"train_data_custom, test_data_custom"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"Hmm... no errors, did it work?\n",
"\n",
"Let's try calling `len()` on our new `Dataset`'s and find the `classes` and `class_to_idx` attributes."
]
},
{
"cell_type": "code",
"execution_count": 29,
"metadata": {},
"outputs": [
{
"data": {
"text/plain": [
"(225, 75)"
]
},
"execution_count": 29,
"metadata": {},
"output_type": "execute_result"
}
],
"source": [
"len(train_data_custom), len(test_data_custom)"
]
},
{
"cell_type": "code",
"execution_count": 30,
"metadata": {},
"outputs": [
{
"data": {
"text/plain": [
"['pizza', 'steak', 'sushi']"
]
},
"execution_count": 30,
"metadata": {},
"output_type": "execute_result"
}
],
"source": [
"train_data_custom.classes"
]
},
{
"cell_type": "code",
"execution_count": 31,
"metadata": {},
"outputs": [
{
"data": {
"text/plain": [
"{'pizza': 0, 'steak': 1, 'sushi': 2}"
]
},
"execution_count": 31,
"metadata": {},
"output_type": "execute_result"
}
],
"source": [
"train_data_custom.class_to_idx"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"`len(test_data_custom) == len(test_data)` and `len(test_data_custom) == len(test_data)` Yes!!!\n",
"\n",
"It looks like it worked.\n",
"\n",
"We could check for equality with the `Dataset`'s made by the `torchvision.datasets.ImageFolder()` class too. "
]
},
{
"cell_type": "code",
"execution_count": 32,
"metadata": {},
"outputs": [
{
"name": "stdout",
"output_type": "stream",
"text": [
"True\n",
"True\n",
"True\n"
]
}
],
"source": [
"# Check for equality amongst our custom Dataset and ImageFolder Dataset\n",
"print((len(train_data_custom) == len(train_data)) & (len(test_data_custom) == len(test_data)))\n",
"print(train_data_custom.classes == train_data.classes)\n",
"print(train_data_custom.class_to_idx == train_data.class_to_idx)"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"Ho ho!\n",
"\n",
"Look at us go!\n",
"\n",
"Three `True`'s!\n",
"\n",
"You can't get much better than that.\n",
"\n",
"How about we take it up a notch and plot some random images to test our `__getitem__` override? "
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"### 5.3 Create a function to display random images\n",
"\n",
"You know what time it is!\n",
"\n",
"Time to put on our data explorer's hat and *visualize, visualize, visualize!*\n",
"\n",
"Let's create a helper function called `display_random_images()` that helps us visualize images in our `Dataset'`s.\n",
"\n",
"Specifically, it'll:\n",
"1. Take in a `Dataset` and a number of other parameters such as `classes` (the names of our target classes), the number of images to display (`n`) and a random seed. \n",
"2. To prevent the display getting out of hand, we'll cap `n` at 10 images.\n",
"3. Set the random seed for reproducible plots (if `seed` is set). \n",
"4. Get a list of random sample indexes (we can use Python's `random.sample()` for this) to plot.\n",
"5. Setup a `matplotlib` plot.\n",
"6. Loop through the random sample indexes found in step 4 and plot them with `matplotlib`.\n",
"7. Make sure the sample images are of shape `HWC` (height, width, color channels) so we can plot them."
]
},
{
"cell_type": "code",
"execution_count": 33,
"metadata": {},
"outputs": [],
"source": [
"# 1. Take in a Dataset as well as a list of class names\n",
"def display_random_images(dataset: torch.utils.data.dataset.Dataset,\n",
" classes: List[str] = None,\n",
" n: int = 10,\n",
" display_shape: bool = True,\n",
" seed: int = None):\n",
" \n",
" # 2. Adjust display if n too high\n",
" if n > 10:\n",
" n = 10\n",
" display_shape = False\n",
" print(f\"For display purposes, n shouldn't be larger than 10, setting to 10 and removing shape display.\")\n",
" \n",
" # 3. Set random seed\n",
" if seed:\n",
" random.seed(seed)\n",
"\n",
" # 4. Get random sample indexes\n",
" random_samples_idx = random.sample(range(len(dataset)), k=n)\n",
"\n",
" # 5. Setup plot\n",
" plt.figure(figsize=(16, 8))\n",
"\n",
" # 6. Loop through samples and display random samples \n",
" for i, targ_sample in enumerate(random_samples_idx):\n",
" targ_image, targ_label = dataset[targ_sample][0], dataset[targ_sample][1]\n",
"\n",
" # 7. Adjust image tensor shape for plotting: [color_channels, height, width] -> [color_channels, height, width]\n",
" targ_image_adjust = targ_image.permute(1, 2, 0)\n",
"\n",
" # Plot adjusted samples\n",
" plt.subplot(1, n, i+1)\n",
" plt.imshow(targ_image_adjust)\n",
" plt.axis(\"off\")\n",
" if classes:\n",
" title = f\"class: {classes[targ_label]}\"\n",
" if display_shape:\n",
" title = title + f\"\\nshape: {targ_image_adjust.shape}\"\n",
" plt.title(title)"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"What a good looking function!\n",
"\n",
"Let's test it out first with the `Dataset` we created with `torchvision.datasets.ImageFolder()`."
]
},
{
"cell_type": "code",
"execution_count": 34,
"metadata": {},
"outputs": [
{
"data": {
"image/png": 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",
"text/plain": [
"<Figure size 1152x576 with 5 Axes>"
]
},
"metadata": {
"needs_background": "light"
},
"output_type": "display_data"
}
],
"source": [
"# Display random images from ImageFolder created Dataset\n",
"display_random_images(train_data, \n",
" n=5, \n",
" classes=class_names,\n",
" seed=None)"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"And now with the `Dataset` we created with our own `ImageFolderCustom`."
]
},
{
"cell_type": "code",
"execution_count": 35,
"metadata": {},
"outputs": [
{
"name": "stdout",
"output_type": "stream",
"text": [
"For display purposes, n shouldn't be larger than 10, setting to 10 and removing shape display.\n"
]
},
{
"data": {
"image/png": 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XBN9jN5fUZ+/TnH2Nz//0G1x/cMU7X31EHTRrFzi/XpGXGdYYokRu3Z5zcmvG0eGE/VkJdcf5159gqgldELoojOYz7rz1KqINPjiM0QjQtT0XF1dcrdbcO97H1R3LiyV1XTPd3+PBZ19PsYOp8MHQd55207JpVmntrFbU11dcPn3Gk0dPAcWf+bN/8RPZ+s2iiCofU91+lXxxjGQVqAjRc7g353f9rt/F4cEeodtw8dG7XHzwiHx2gpRTWn/Npr2kbxqmquC1z7xNcXSMdeCjwQbh+vwxy9MnZOM5uphQViOKIiMzHlc/4+KyAcnZOzoiyzKuzs54/OET7n/u55nMj1k9epf+6gk69lTzGSev3Wc0P6S1licPTzk/XZKPJoynU2Z7+zSnT7HnS+gDxlREDx7N4vVP8dbv+RSvvnnEYq+gdhGio9Say6XFKGEyMhSZcL62/Nv/3q/wzlfe5+rZY/rNFcE1+L7lV/7i/+V72vljg0WG4K9uGtbrmkk5QmmNViRnVsmwEQ439BiHANENgUaEKIBKAV8MSPAEBKUaRHoCGU4UMZoUDMQUVAQieEdUXdp0Q0iOQgxE1+NDJOgS7yxu/RR7/rXkfOkCHz22uaLdnCZXOKYA0RDYussOQVykEEOpFHHzhPitLyN/9XX0a7+PPAjZpmHcr+H0Q9zT9xivH3JcCeXoNqVM8MHQhp6+1NjR9JOs5eem7jogpkipP4WVhXIBcQT1NdHa4eaTzou3luAF6VPQISQnQhGJQSCqFCgMAZ6QbqaiFGkec0wOmAsvnCMIMT4PFiWFFVYiLkKIIb1muNkhHqWGAEsAIsEHvE8BnQ+BECJh+Fo+BJwP6dzF9N4herwP+BixUdJNf7jxR9INJWzX1RBwhvCb0WerGeKxITqSFDLFSGAIsL3H1S3r6zOs90RVEpVJdiIFQIIMgeY2xErvpxiukZtwUCFEkJTokCjpb5LOXjq3gsTkIKf33V4PDu8C0fe4XlBKozNDkUe0MQgadXOJv2gbSZsykXTLTg6tEAlRiFGR5sW6wcGPw3OH91DxJvHzybENjNMyi9HTbS5YLa/5wpe+xvsfPuHgYI+jwwP29xYc3ZqjlMZ7j7MW5yzOWqztCcERQ6Svr7HtmmhbYmvJjWdSKbSuadtrbNdQ5pq+6chGU04fP+JyuQGJzMYFj55ds5qMeP3ujMm4QiTiokZlGSfjKQhkOUxHEw73Rtw+2vCth0seXUFt0808nZcXZu2KQlQcHEEQSUGLyTJGozFFUaGVQSRdf957RCLee/KiYL6/x6fy/OVMLWAMaA1FLkzHyZGVrCAfzSjGE1ReYqNB6QhGMLINGElJHwJGWYSerm2xLiJSDCsDQohE79J1Gyx9t6Fdrem6nqi2SQYZ7gNpH4hRpfuGVmRaY/IMk2lwPu0HzuNdQKJKyUTR6Jj2fx8DzqXAx2Rb+2xX1JCUJGU4ks2/2yxa6SGYeyHL8BL4/B/8Y1jXE3yP71tst6GtN3TrDV29wbuOGCyEgIS0/ul7JuMpphrR9Y5utWbTXpNNclRWYHtHVoxZHN3i9oPXKcqMr33lS4S+Znl1ietaciVkRbosJxqMRAweI2AEggREgx7WoSAoI+hoIUSCC4go8kyRZQohbf+uC6yaQN0FbICmu+RvdV/g8vqci8tL7j94wP7+AQhY17Nab1i3FqYHTB5out6C92R5gYtCNlkwDgJZiRm/5JpGmI0ypqUQQsR5qBvHfh9YtoHGQx8VXmeo0YTx/iEn9+5xcu82B0eHzBcLZtMJ43FJUZXkmcEYhVIp0DcIKlo2VxdEp8EJzlmaq0vc9Tkfvvs+63XNfFwwm44pqhH5fM781h2K6RxdVEieEUyGG9akkAJOGa53pZLXEXwY7snbrxaf39MJ6Zoh3iTJYjbHmzkxglIl6AwlBdFUBFFIEESVhGiIYQP26qUs7W2k7z2RgDaKrAiYImCGZBKowXaGECJVpVA64/0PV6zWDtc5NB6NIzOCs2nN+RDpusD1dYcPY5yDEBQheEJwOBdT0lbrG5t4F/BByEzOqIoEb4hBs1r1rM5XNKuW+rxHZxnT/TmrsOLy4QWrqzW5zqivN4SmZ3Wx4fKiYbmxuBCxNrLZ9NQtOHJUXqGzbPBZhmBVGbRWjIymHI85fHCHMGS3gw/Yrqdv6peytVGKECOZ1mTaYJTC+ci67tFKJXsohQ/Q955cK9o+0BaQi6GYVrxy94CfPbnDp976NLdu32I8HmO0IKFh8+wppl8y6i9xnWVzsWazqhmN97k67/no3TOWK0t1MmdvVNCVmqcXK/YO9yiznk+9cZv7dw4o8hzXOWJhOHrjFqYc4dC0NtBZy+XZI4qyoByNBj9IUeSG48WIuH6GXQnOKUyesRgdcHJ/D7B4B0blNKuGZ0/OePbRE+q6xtuA7S31ZsN6vaFxhtFs9lK2VnmBzsconSMxsM3x3r5zl2o8IsZIV3dsLtbJb/YW16xYry6pmxVaK8w4I/icrrNcXpxjfURlFU3bEELHxelDpvMjuvUFMXpm0zF7ixzXXZFlgq+XZLlmHHtGrkGdfUh0jmmRo27fIcuhXEyoFvtgCnzr0HlFVnmadc2oyDj94Fu4qzWx7jExpxyVaJXhbcv1ww/5xl+3tKsNd9++gxcoSsPSdWyuG/YXFfkso4tQW8+o1Gi1LTCkOM3ojw8HP/bRbfWlsx3rdsO6GVMUJd4oTJaxrfalGCcOlaetc588/m2ON0pEJB2Uco5ge9AOJzleBAbndeuEheAILjleIXii98Tg0t9tjRdD1CO65or64h3c9Xv0tsfFQAgW7zq86wk+kAFGAjqmGkqqfibnOeCSoUKPPP06fOm/Qts5+fQOpe8ouwvy5SnF5oKq3VB1gcwoRHtcUWAlI+QlXvqXWtCxaYnBE0NAGou0kVhGkIbQrMDboRQXCM4RvX8ekOOQIShWSIq0UDc3HaIfAv8hwN8GDsP7pYAgVbPCzeJJ1glEnDhcTDfrIaInBAcElFY3mVgIhBgIIeC8S9WTEIkhFTBj8Fjvcf55BhgJ6cYQU9iSPn/4VyI+qpuAMw5OevrsT47ksINIGIJFQYKAiigJbK7PaJaXdJslrl0TQ0ezaaDYI987xoymNxWUbcA3xHhDXVCjUUOcNQSFSFr/ADi2VYh0QIODDUNVcwhAY0ShiJKyziH6FKB6n6qz3qF1hjEZxmiMUi8QyxUyOMhRGH7fBrRhCEjT6pGbFw1O93Bdb/99OVvHm805XXce363p1ufofMzF9Zqmd5xfrRiPKiajEbPphLKsKIucLDNkVUkxBhMdvlmyaTZYf0p0a2Jbc3iyT6EFMYFYjEEqMg1d61guG56eX3Ox6igLQ2EURWY4Pl5wcDBFQof3EYVBgmEyXaBUYkn46NEqkh8YZsWCvdOaj85qLmtorEprWgbbiU+JmLitYCXbllXJaDQizwuUMsgLld4bBzFClmVMJpNPbGelBJUrlBEyA6NCOJpndGTIaI+snILJ8WiiT9WDuE1kbMkGMqwFpRExhLgNalPiw3pL1neoYOm8pWtrms2arm6wLqQq/JYFEodrVlKlRGSovqgUwGaZJtcGJYLzDmt92itshNilZRfCwDBINzJt4pD82H6OIkq6brbV5e2vabkLSqdj2Drlqcj4csmmv+sf/hPDPS4kZ9dabN/Rrjesr87YXJ2xPD/l4tlTnjx8zNX5OW3XY9uGcrZAj+ZYVUHr8d6ilcLFht5brpeXxIfvozJhubxGvKVrOiR49iaacZGB80hITnyeCbmK29weStI1N3x9xAg6DudQSfr+SjBZqvS6NuBswPUeawPWQ2c9teuZjnIm44LgLecXZzibqueX1yvaukvJQO9p+1RVHo/GeOdTEiV4nBWa7uMdkO8HpTMK5TDD/hoiTMYZi2DoZISeHVDuHTE+OGZ8eMR0f8F0sWA8GZGXOXmWYbIMo1S6RvBIcETXEbuG0LX4dsPV+w9ZXjeoGMnwuK6hXq/46N0naBVZnEzJ846+veL9994lfOWrHBwfsHdwwGxvn2qxTzGbQT4iEvBBQRz2eYQYAqvVmtXVNe16hW1bgnOIxFSh1npIOKXjFKXwqxV5fzAs9RxRGk2GigVKV4gOoNSQoMkhFC9na5MzGi+IogiuJbhNOp8SCGqbiAlbFwCtoWkj776/4mqV/B8lEfCDr/D8Bud94PJyw/WyxNmA94M/QboHKyVobRA1pDXDkEAiOb2iIlqnKn7X9qwuHW19Bko4LS6ISnDBYzuLFqFvLcEG+t7TO48LEaVAaz0khIUoBqWzgR0AzgVEpaSTkiFxpTQ6mIHZkr5PGcE7+1K2LjJN59J1qQbfWEkk0wptFKVofIz0LtD5wKgsEJMzObrF8cktDk9ucXhym8XBPuNxxajQFLoho0OFNb49p9ssyYwiKwoOTvaYHS7wJNaD3p9ztLfH6HCPNgTONhuKkUMry+2TKSdHYyZVhm0jbTOkxfMCFwKiNCrPUBLpXce8zAn9kiiC0gZlDCH0jGcVYkpi79F5JC8MxkDfNGl/aFr6TU9oV9A3XDx6QtMFosnpbY+IZu94wf6tg09sZwFMXqGzIvlpg+9YVCOOb91lNJ7g6hWbq3NsvUq+bOjJM8Osqih0upfp6Am2pjRTXF+zWW9A5XRthwqOzfJ6KACkdTouNN4ppK0xfU9pLHOTUy3gzmfmlCNH0Of0PfQ20jeaxnumi1u0bc9m3RB8xGSa4Hvq6zPqdY1sPFnQKJNhrSdmmugtdrVk+SjykXiauqeaTRnNR2ijKHJFlmkUQt14Pvpghes6RCJGG7zJCNGh9cea8vtUFgGIOO9oupZ1vWE6nZJHc5PN3VY/UmAQbtiNbANGZLg5JydJhuwMziPO4fRAb2SoRsYwULUcfgiQgnfDT493Nb5b48XQB6FdP6O5eg/XXuCcHS5qd5PBU6IwYtACKj4n3G0rSQpShk4cbJ4SH/8alLcwd38vWVagXIOyLSp0SOzpXYDNmqunjnZcUVdj2nKE719u84jOE70DH4gqQtQQDcSe2DdDcDhkHbdU0RcqHEOogYQtnXRL2xtKdTHcECNvXKUYhmAy/SUgBBksNJw7GwJBAj7KjYPEtsKYotWb4lNAhsAw4lyikYYXqouEkLJ7Pg70sBRAxRATbWqoZG5rAFFS1ToFvdvDTBnzl8G22rZ1MJMjFfHeUq/OWJ5+QH15mugmtkMb6GpLLD2qmmCqCUo0UQQtGpQMNxmFIlWOlKQqorD924uBlxmquS86rUM1PT6vzHCT3BjOXQw3xx1iwLtkl1Tt0QSj0UaGrLb6tneXFz4nPs/x3Nhyu36+3U4vZWZgqLCyZROmTwne0W/OqeYneJdTNx1tb1muNhR5xmg0oixKityQGyFTkUJZRqGlCGvEXZL7NZqOvPAc75XkWY7oAl0UKKOJrmN9fcX19TVd29E7jzGaCOzvTXn1tVdYzCv6eo1zFlRGkJzZ/jF5oRNjoW9w/YZxBfOpUOaWUaZ5dh24WAeu60hthcCQOBiilBiHdEwMjKoRVVmRZzlab6lrQwpty6IIKXiP3xZI/nCQTKELjclS5agqNaNxiTFTZLQgqAIXJFG/bpICaT3JQCPfrtFtkggVEenZJi9CDFjb4FuL7Vq6pqFtW/reJTa7EhBNqpAPSUOlCDEMnzHQ1YkYJRSZuTknIQoeQ/ApiXWz9kQjxqC1Ga657dGkNc5geyS8WBxP52AwdWR7Lab1/rLL+tZrbw+ZIUGG/dKHiOsd3WZFs75ic3XO9fkpp48e8uyjD3j0/rdohJS5jgJKkY9G1KtrsrxArMe1HXa5pOs6VCY42yMhEnxEIRSZUGapAuO93NzLrIt4n37SvjkwGgSUlpu1qFTaX7bdI0qGnFcMGInkOq1JGwLeetrNmvXlGWcqsl4tyTPDatVwerGksx7nAm3Xs1xtiCFS5CXeO7QWtFGIEprN+qVsXRhFrjO0MehMY4oSM1qQz29hpocUe4dUeweMF3tUsxnFqMCY7NuYFjJUqaNtkL4mtBtCuyZ0Nb7raJYrPvrKu5w+uaJQsBhn5IVmXXdo37E3LpnlkUIs3npW5xdc1j3N5TP6wz3s/j6zw31mx4eY6RxdzZFsRNQ5iCai0v0aBzi87+maFfXqmm69xDdrnO2JId4ETkprrI1ocWilhrYEhdEKoxR5rhKlWTGkfMCoyL2XsPX87mcZH38KbTLq6yesnnwdV5+ld49xaAGRm5YQ6z3vfVjz5LQmyzRlqXEuoLVG6zDsd2mPcS7w7NmaDz7MUmKbtD60TmvUaEFrjzFDPnvLcAIyozBayIwihkDXWDbrhs2ySWylyNCuknwJCcn3GAomw+cIxkBVavJM0MagTIYyGaIVWgkBl/bk7Qay3SeVuknypcSUYF6SBZJnChcSM0sbyI0iUwqtU2uM0YrMKAIKlRfsHx9zeOs29195wNHxCYvFPpPZlLJQqNgxzSMm9uAbbLfk8uyctrfcuXuHcjyiEEXfezZ1h/PC4sEtjE57Z3+5wojn6KDi/oN97t+ZsbcowTrqZUfTB5bLK5zzgGI8nVCMRtSt43q5oioM9O2QNDc40XgXyIwhWke0PYaIIQ5tS6mq3LU1tusIvqZzDeumoQuKsqzQuiDPFIv9CYe3XqayKKi8QHS6OYTokSAs9vbYOzykKHLay3Pa1ZJge0xRoVSqjhdGoygI3oHv8a7F9huib/H9Bmtr2qYnMxHbdTSyRANFkaGCQ9qOke0oaBh7z145Ye+4wvclRSV0tsVZwfaKuvVcbXq6y0uaGGg2NV3v8bYnhJ6mdjTrGtMrtK6IUXBDIic6T2bAbVZcf+TpNg2zoyOmx/tMD+aMbo8xhSECtg9cX9RE51GSkidGZzjff18Bm48PFmXrvEa6vmNdb+hsR0VBiKlakW70QzXJBb4toXRzurbvNQSNqVkNcTb1o8XnPP4QU7bSO4t3lhg8zvU41+H7GtteYvs1LkDbrumaC1x7SQh2qHrBdvtUAnq4EeogKWBkS2ASdIxkgEbwCN7XxPohPPprxHxB3HsFn0W8MVhjWAs4HRkpcE1Pqw296Qki+K75oZfxi4hxSO1Hhj5CS6SB0IHtbnoIhWHzMhrCNnjUSEy9g4h+3nc2bJgi6obX+dwfjckK6gWzvcjLHPbKwJayyHB8Q0+QxKFappIThyAxBXzEm9rY8O/Q36U1RglxSBxs15BIOjciQ8BKciy3sa5ICsbiEEi9bBSTKnxDpWF4L+ta7GbJ6Ydfp7l4iGvWiQNLxPaB4DWxbwnOQgSjDKjtv2mDF6UR0UMVJRAFVFSprijD4hscaaKkisdNSDckAYbvvI0LiZ4Yh57IoTfqJqwbzkVwnt5HlHOYTMjyDCXqeaB2U1UcnMjt32W79p4/LrJN8vzmQMFzuu5N0S3S1xeEboUUFUoyBCFEaK2lubxCgiP0LaHfIHbNVJZM/ZqjqeZgf0Q1zsnLjIP9ffZu3aGoxmiTobKcgNDWa+p6hYhlVGmi0lRVwXQ84vBon5N7r6Dzgmy0JLgWpQWdjxjNjyhGFQSLb1fY+oq2VthmgwrCpJxwax04vXI8PG95fOVZW40PmjA0Zm4p2RJhMhlTlSXGGAQIw5pIdDNNjOkG2jvPev3JHWvJFarIMZmhKAzFuECPJ1TFAmcqGhuwMSaHCrabMkriC/1W22BOiFGjjcZkzU3foYgieItta/q2wXY93oUhS/+8ogrbPSUOCSYZKF5qCIqHgNDF1O+VZahMp4SZtSizpe8lypvWBj3QpyMRFAONMF1vSmtUkKGKOZCthyU8XMI329oLBchPji0zQSlEZ4gxZKJhrJnsHcLAjPGup9usuHj6iG988Vf51je/wbJuWNYNXb0hMwrnLd5kmDJlv1MSE5zdUGWKvvM3AaCP0HQhVdGVwvlAcIEwBIrbfX9bLjYaTEwBRozgBmOoYU+OMaIFMg1Vnhx3oyOdJbUddB3tcsmV92TlmtvH+9imSawdL6w3DRcXV5ydXdH1jhjS/pEXhrwwiNY0m/alTD0qNFk5I6sK8umEau+QyckDFnffYnRwRFYWqKHs+OJtQbabaHCI7YjdGrolfnOJ31zhmw2ht3gfuD694qN33uXZk2vGmcYfTJgfTOh7x8FEczDLKUwEb8mIzEvBdh5pNthLR92vkPVT1GpGNh0xOr6PmZ0g5RzJKqLKiDEyHedUxSHdbMxmOWZ5kXP1qOfq+hnrs2d0mxW+bwm+Ax/Y9AxrXNL5QKGHgHE0MuR5RhCFC4n8qYzi73kJW9/7/B9mdvctTF6wfPYtnuQ5V+/9CrFfgiTnciAtgYflyvLVb5wTEWbTnLJQXC9TUi43npBt/ZOId57T0w3f/KZQVYqqNBSFJs9SgiszgjEBY9RAiU/7IhIxQx9pkSkUqYd3s+k5v3I4F3A+BYshDC0qcevPxESx16mtoCgUi1nOZJyRl4n+HbWGoZprAO98osfetNoMCSY10GZ98nG1erl7ZK4Fq0GpiNGKMjdolfZGD4jSFKWhMAWTvQPe/PTbvP25tzk6PqbIciASgyW0NbnpmRYzNIq2hZUNnK8c0RQwOUBXhr7t6GyPDaCKjL3FhNh3XJ9eYTfXjDPH/q05P/XZYyaTAqMM6yb1kVsfePL4CetVQJuc49uKOTlXy5ZHj1cYFPMinXcrhrXTRDKmZcBvVmhryTWYWBHnUxBN1/Rs1ivquma5rLlcrWhDxBQZ0/kEEdAqkJeJKfOJISBZxta/SvoPhpPbJ0wm41ThbDv6TU0cqs+CJ7guudw+sRolRjCKrluhlSdTYK0ltharAuLBt6mVTIjotkH5nnmwZFjGyjAZw/Qg58mH15R5jsJSFTkTUcws5GeWq/MPaUNG0wZa6+itxbkeZXK8F0xkSNwK0Yd0owtDUcH1dNct/WZF7HqUFsoqA8aEYQ+JIRBdpChKTJb6tJVO99LBgfme+D6n4bkwivOWTVuzrjdMxmOcDylHGyH4lDnqez9cWMOrt8FHjEQvifanQIJHvCc4iw99otd5N3DY/RAstvihZ6nv13TNFe3mnL45x9qWEGyiIw5pru19Qg39XkpSL04OlEBGJHV3pb3OEDExUgCIYq0UVhQh9PjrryMfVAh/gGL/NqqaY90Jl90aCRsW1ZiQT5DxCDMukVyz6l4ugxpsTJ5kSPRE8R4JbdqdfYdEl0ypDUqZRPXxfqCuMlSwUsCSYvIhoAtDqVcJKm5717ipDqYqyJClF/X88cHh1Qw01RBu5FieZ+63Oc0UfqdMtQLl8AgxKELUaRMnZaWI4HXAbSvRaETJ0LeYsoMhJmfFR50Cy7hlz6ac5MsiBTDJcwwhYm3P9cVTVk/fpTn9ALE9EsB7SVQrBiq0SscspA1ea50ylGpbzdOgzOCQhqE3dOucbqs56kZAZ3tpboNXIUJUg9BTfCEZkOhuIQ6ZzyHY3BKph2bAlLCxkeA9JvNobW4+dwjXEuVFbV1meeHz+Q3+Pxz3y9hahtbmm7+koBHb010/Ia9mSF6iVDofWkkK3vprutU5brPEhI5qFCiNx+hRYg6EiM4rZg8+x/j+57DO0zfn0CwJXUvT1qwvHjMa5bz1yh5ITl6MGM+m7N26S1AKrQzVdApeg2vR+SBYEkiVrLJA6QmmEK5Xp2h/xd3br3BLVbzWBa6WNe98dMVXP2w5X0VaCz4otr1HSsFib0FeFGitE8V86FVVRIKEISBSeOt4+uTJJ7azHuXkVcmoHDOdjJnMpujRFBcUTefpgiQJDZWCHIWkipKCTLYV4G3FUyEqQ6scJRrb1VjbIewltgWKKBpURzCJcqZCqozKsDlEH1FK4wAbSHRdlW5MRkGZCaNqzHg6xRQVPkC9XoHrMSYnhuEa2Dp+MfU1xQjiHdpkaJMCNZ3naOVuHNPtT0pEpUDq25bxS0aLqizBu+fJtZsE1lb4K11jJs8x+T7jxR6377/GG+++x7vf/Ca//pUvc3Z2Rt3UtHVP30dO7tzl/oPXuHVyG1zDL//Xfx7fLFnXa+q6w/mANoY8N4ToCCHiXcQ7CB6cj0QXyMzzoMk7EBPZm1RMZyUXj59hO5f6z3ygtw4QcqMRApkO5EbYIGkf7nvOz65QF0t0ltGsrji9WIHSbKywqh2rTYu1Fu9TP6HWUGlFUeREZVgtXy6JWh0cMrt9n8W9V5neusvo8Ii8qlCDwN422SeDUw8MTn4EVxPqS/zyGbG+QEWHr1d464hREC1E59hcndGsrun6mrYTGm9ZdB2TUUFmhGdtzaoyzCcFi8WYt+7O+NStCdYFjElJFaJn+dFDum7N8f2PKI9vkS9uocdHRD0haE02mpGpjGxcMB6fcHT7Fv7tT7Narbh4+IjzD9/j+vH7bM4f0a+WAxVvoCnGiA8ePfg1yiuMM6nP30Hbg3/J9oxXfvbvIyqN0Ybx7IBickjfWVbv/XUkJpq9JlW6Y4T3P2x4dt7ye3/+LocHOcvrhouLNbazOOdS4DU8N5J6TZ89q5nNMuJ8SFJpjRkcjhglsc5ialtioJ4aJandRUfyLKfMUzLWfWvJagVYEB8JYUuVFYyKKejUoI2Q58Jsprl7Z8TBQcF4XKK0wfuAiEtsFAHR8oKmgwx7TkjHk9wc4tBr/TIwOjLk+9neowMM+wlkRcne/gHH9+7z6htv8dabr7HYm6Z2JNuAaxF6jLaISnTQ3AjKwHRR8pnZfcRoIpbz8w1d2yISmM7GqNIQY2C1qTm9vKDrV9y5XfCpT02JzTPWfsJkMicrNaM9g1+vmc2zxHAwBpNBxNF7T0CxuV5zcHvCeD4mmILMGfJsRH3xlFBvsF2gVxrrNF28YLVZsry4omkty03PctXTrAPGCZPKsD8qCUZoXMtqs6H/6CVsrTMkKwiAioEsy9g7OODe3dso5WnXq9RytF6hYhJv2hY3/KC/AUKWG+ZHt6FK9x/VC5kLVCLU6yVT43GuI1NC6R2cPsNrT240WZ6SwrZ3NBvHu196yoPXoO56vIV8ZJjtVxzfm1Kdrjn/2oplp2lF46PgXODotdeR/gm67dFSEsUQQirUaKVxbY3oIQntLa5eItbSnD3japRTFgb2FR5FVk04OI6cXq6p12ts05DlBb73H2vKHzhmD6QFeXV9xWI6T05yyBPL0ScVtsSmikn4Ubgp6Q81nETZCYCyqNiB1Dg0IXqc7XHO4n2PtTV9s6Kpz2g2V7huhbMNwVtubsZsE6gyOKQpI5v+TdWbbVCYAzmQARlCHqGIkfHw9zMgiAKl0AjBt1yd/SqtgPM/z/7+XUaz26Bgs37ExnlEOrJGUZmcqpzRl9l32eyHQezawUrcbBh0Q6DnOoLtEk11UKwM8YVEQJAkYBC30n+D7EoYUm7xOa3rudzIcE4GJyrGm3BlYK5GksJh2rxTJ97AXxI1ZGkYqpnJAU5vGxCVkQ0iHiF4ggyBIhBjwEu6AfihMhYjRD04KKTCqvfQ+UTzDDJUVbf0ypctfKl0UfVdy2Z1zer6Ars6pz19j9DWKXAn0cW8E6JSuBiwraWyDkEwuSHPU4+IVlkKkm/6tZLjLTc1vBcriFvzDz2Fkqp6IqRAQiXaKkDUyZ4hpPMaotyogsahQK9u3vqmFEnbt/Tr5ZAlJVVflEoqd1qT5wWZSVUoPSg6Pl836Y74nIrz8RvID4Lkij4PHLcCvN3qGeXkAJMVUE3QRGaqZ3X1Ta6vzllvWkLwzAqNmhRkmeKi02zakuPFnNneLZ72I/7Sf/r/5eLZOcrWPJhr3jg07FeBud9wdHALdW9BzHJc32BXl6julPb6ipjnZEZjgk3qgtmasL5gEzw6N5gs9aqsLs/55t/4EsZ4XlvcYrLYZ6FLFvsziiwyyyN1KPng8YrHFx3LRuEkQyvN/t4+RVmknqQI0vcpaaAUISqiRJQ2TOczPv25z35iGx8dHzGd7zEeT8mLEkTRukhnIw6DKNDby364yNONhtT0HwcGgBK24k9b5d4YI31X09QNWbHHeG/OYkj39tbRtC2u6/HWoiQQferjE0nCZo7EtTJZRlGWTEYVk3FJWY7pfaSuazbLZRIiy6qkcBsHevVAf7thAgwrKtESM0yek1eCCtkLyrlhqLjboR/IDyJbz5NdL4OUFErX+k0PJdtr5cVr/SZNhK4KDm7dYjSacPfeA95889P8F3/xL3D2+AzbN0wmUx68+gqvvfoq9dUT3p0UdC6QTWGeaxwFxahEYiD2DU1jwStEPDJUYERBCIFiELDRmULlqT9xPBlT5zmxd4mt05MEbzJNWQnaKqyFDE1VCJ1LVej01SLBOa5XLU3nEFqaxnN13bPc9GxTXT6A9RBWNZu6GyiLL+dU//R/559gvL+HLlJv2XOL8kKgOPw1emLbsHr4DlVuyWjRvkG7nqBSdSuWY2IuRGcJzQbfr5lUwtv355QSOVs2NH1LWMPFuqHrA0bDyV5JDBOqLFViUQrbOfLZiCITvPU0lxtOn12gfcd+v0Gaa+L4GVEV9F3EjcborCJgCFmFmizI5wcs9veY7R9y7zOfpd2sWZ0+5fSdr/ONL3yRzcWTFCAQ0/6pkxq2DxEXQtpDohBesg8XIMvzoSKdUeQZ5YO3KPP/Hl/8/9Q0p78+UNIDPnjOzjd88cvnfO5zx/z8L9xCS+TddyNFLlibepOTSEu6F8YAEiJlodjfGzGfFYzGOUVhBuXVbGDmbAX0IkJAmRTAGWOGqg8UpWc0KVnsjXn0eM35RUNdO2wfbwTxhIgxQpalKuxiXnJ4XHJwUFIUUFZZsmPfpsSWT3vkVkw8SgrOlTHJXwgeBi9Ia02ILxeYe58YFz6kHmGwiE7U4r3DA15/+zPce+11bt29w97ejNJAFi6ZlC3lxCHR09sIpCA3L2xKWvuAZAYlGSjBepiVI4yZJSV15fE4zp9t+Po7H/LVr3zAernh7vGMxfyQw5MJRpcEbxHtmMw8eZGz2H+VTQ3ORTrrsK7h6NDw2r0Txqonr6ZEoxGjmZmCdtVxeXnGZnmNziYE5zk9v+Dsl88I/UBdGOeMD/e5e++E2AuYkv1bJ8yOJqCFut5wcX7O5ar7xHaWrERlFaIyYgSjhft3ThgXQltf47oNYYgtokhisOg86YIMrDciBHF0/ZrZZMbaOrSLTLIRnQjjcoRog+1qVLtkmnfcv5/Rb1o++uIzsnlBUGDGJT5vMGXFw0cripHG1Y7leeDiyZLJ7JqTV/b5qbdGjB5pLn1FqwyN7clyYTLOCVGjsxmiR0QnSLBJNLTvMHlqt/Mx0iwvuTp9THPqQeXovKDHUIyFYqI4qCa8KfeQYHnoe+rL7vt6eh8vcANsqagAPniuNytWmw06TxdbHOhjMcRBnCSVRyPPb/DPVVKHqpUyiI6IXdGHmr6v6dolfbuib9d03RLbbfC+S7162wBxyBqloDD1I6ZKIkPgotDD/7eZZUMKCMcIFUJOqjaOgCmwBjZacNu+uxhTz2S0bK7fwceAbT7FYvGA8fiAohhh3SWuX9KvL+naNdZ2qPH8h1rE33UidAqIYkgZrSR+oQle6HpN3SrqLtK0jrqztDZQ20jnUn+g9QHrAx4hr0rGRU6lFKVEKgVjAyMjVJmQDZUFCGgZ+gEdiA5JiUtLcvJsqjxq2TbRh8GBS86YGpoVZaDSwZZ8SqJqqW0IkvoPYkw3mkiitBlJNT7vt6vluUOoB2qRJ9wExsNqeuleuiDC9fUl6+UF7WaJq5eE6zNC3afen35Qco1C8IAWOsApw6aBeLHmfNmSGcPx4T55FkESh7zvLW3bs1yuWC5XGJVUIE1mqEYl81nF0dHBoEq7zYZvM6Lb1Eq4CdtStnNQR0NB9MNYEgjeJwqq7Wjalk3dUNctddPQdR2u71NCIcpQ/YzkeZYqOqMxo1FJNSopqoKqHGGM5sWK428GHVUYHIftO0sKQVwEvMWunjAeFUyrSBnWHOaR2m3orUVJEgLINHxwucFI5PZeoI6OPitoso54/TW+9s1fw4aOzVXkgw+EbxnhMwUsnEXMM8Yne5QHe4go2qtrOlnxTr9i2nuqNuBah/WBvVFJh6MvYTafMpmOKcYFZI5qUjCeFmgJhPo87RPeMS8d1at7RJVzOLY8ftbz9LLn6crTxjHz+Zw8K1BKE/D4rse3LTEE9KRCjEaJ4IUhUPtkePX1N0DluKjofVITdCHtz0rp1DIw7InDibkRQ1GSEkFycwzbip4k/hZJfdk7T28dmQNdFhTViHFRcWRMqgbENKpn2y+e5Vmi6IctbVQl4QghMUa6Dts3+BBRypBlBVol0RsiBBV4rqgaU8Z/oLr7YFAmJ8srRmSI6CET7PEhCcd4q7CtTVl772+STOolS4sSXLLRwE6A507mNpH57SI66ZrKigJXdMxmU958403yXPP0g/d48uQj3v+1X+HyW1/nbxQZrm94+ugJTWPJTGQ6K9k/GHF4vE+WF7z/4RM2qytc71EBDArR2/7DSBABY8jHBdmo4PyqIav2cJR4elzfJbbG0B8FSSwHo1JPPpHpKMNGsM6BgMkzRrMxl8uG4CKjXHM0T+qim9rRdJZIOoYYIr1P1U/1kpv14s6ttCYHe24p/MSIq9fgahQeFS2xXROaJfbDdzBjg55NwKSKSEDRBfADu8XWPeunZ1w+fMrYOEaqY5J5aiO4LrJZtdRdT49QSFKULXWkMCoJ5PhIlieKnLiOvu5orq7JIoh1bJ6cEesl1WJGsThmPLuFw0K/SVoJzoA7JdozqPbR2YToI1VmGD14wMHde9z+7M/w8Btf4dHXv8Ll08e06yUxOrhRvx726siQFH65xF4mA7V7eE8xBYtbr/LTf+Sf4KMv/Mdszr5FV9dcPFnx5XfOOTyZ8Qf/4AOOj6c4G1hcdYzGmrruBmZNqu5thfUm44IHr5wwP1ygTIkXzUZpYsjBF+BJ4xcGH0NnmvnBIfdee4MHd+5TZhoTHLGvWS6fsDr7kPuP3+H68pTNuqauLW3j6XuHIlFa89xQlpqqUhQF5KVgjFCOCqrxiKIqsU5hewsxBYeiBnaXCD4GlDEoN7CKlAzqyi9laoIoTAYqpH0kAJnOObn/Cm999m1eef1Vjo4OmY40eXhG6RomYzg83MMo6PvA9WXPr3/lMb3zPHj1DmVVpXaIaJjvHeLtipFpyIocZUqsg+urK87Pn9I1npODKdPf/QY+BKpRjiz2uOjBeGEcFXleoswYLZ6+NZyv1iyXzSDKFSlGisPDfSKKLinnIB7oO1zQdDLCZhGyJNozLudkkzEFkBWafJYzWswYzeaIGejaknpTQZhMCybzMbf8J1eelaK8aYPI85zpYo+jO/eo5idU0wmny6/gfZ/kpCMggSzPsNt2De9TVVlnBFOwWq1xjSO0Dm9XIAVZWWDykkKE2Txy+6Ti/psTmtpy+u41s7uHqGpOow4I7oTF21N667HrS4y5xrQrQrehvm5ZNz2zWcXdIGTXnkdLR7NZop44/NIyyheYYoRkY7COsLzA1+ep+GLd0KOrUb5jZBR2taa/umB1OsWbjGqWpzFB2jAen6BiJFjLNy/P8P4lKouJQfrCDTEmyt7VeklRjchyhgb/QdjER7zfZna3FREGukiqVqSbecTHNZ5r2ral65Y4Ww/qpS5F+dGxTWymAOH5TLxBQuFGMEG9+NgQLG5nAmbACOEQGMXnYpEiwkrgQoFVEAk3n0nwqKgI/Qq7/pClW+PWD+nnd6im+yAeiRqRPMkdr9a8nA4ZhKjobWTTeFa1ZblxLGvL5apj1Vg2TU/bOzrraV2icbo4cJdRBBGCEoLRVLOKxbxiVBYUSpMJjLOMcaHJgiV3XfoJPSMVGAlUKmKURrRwM98sBGQ7qEy2VclIDIkSYoxGtB4cQLlptk9yDIrIEHAFIUQN3qOCHpIQqSIZo0cPM8EC20A0vY8JChsdIejhe27X4stlqy8vzlivl3RNarD2bYffbOkznuCGhvkQ6R2s+8CTjWXjeviwAfNO6vfRige3bzEej7A2zWBs2pa+72mbJPyhlb7pbyqLgsPDGZ/5zJscHB4ynY4pinyo7G0dzhdEmG7+lqo9ahBLEJXUBntnWa03LNdLlssl9aahbxx93+NCEoVKQrhDBp5EezR6TVkWjEYlk+mY+XzGbG4Zj0uyvEz8dUnXyLfPbfzhMWgw3BTLiak/NQ4qgIsysp+tmSko6Cj7jkXh8ZVCV8K4VExHGdEYLs43tHXP2AWaPvD18xVdrll2ayaTjIkxmMZiV5YrnSrb2ijWm2vyhzV5kWEyQ+MtfXMNkhyF1gptH2C5YR17oopc6zVFWVBNRkzmBYLGlyVXp2syc00MPW3fE4Iw2T9GlzlHi4pMIotxx61N4NnasXr2TVx9yHzviPF4ippMCJkm9HYYJzQkupQi3gz2+eERtMF5lebVxq1QVapcb8/+TVKNIWCS+JyNITeXJM+r44PYBhCz1N8V4tCfyHD9iqBMjmiTxBnU0AogSUTCk2jRN2ORwqDqG0FMRBuHkn5Y11mac3dTPwxEhkr6kOV1zmN7R99bfICyGqHzSFYUqe9IC8F7rq6uWa9XZCqJ5vRdi3X9DUvipfCiuvRwzW5tvB2Ns71+klBZcghNYSjHI7TSmKLg9eItfuH3/l7+3H/yiNOn55w+OSczilxHxDm0JCVYGxQ2GBqX0SI4XWKjpnYQXeo7zCUyrgrGkxFiDGVVUo0qvO9ZXy+Rasze/Qnt6pJ6eZmo6krRbNY3I2CVJOGNpDsQUFFRGJPGrwi0mzWESO8ilUpzHrXWFHnOurWsN2kW3w1VnucJwE8KnZmhcvhCwtgHVg/foXn6LlUeyTLBes/15ZL1asPB3hgzHoEp8UAfUoCFMigEb1uuzq5496uPefLBM17Zz1DSY60b5jY7utbT9Z6eNKtyc+35qLU8e7pGRDjcr3jt/gxtNMF7bNuRm8i4yhEb6Zo2sYWsRcWItS16cZ8YUntJomAGxGmUFfrlE1zbEk2BHu+TT46Y78/JP/+zHNx7wPmjh5x+8C7nH3wLX18jerCthOeMnvBywaLa9hTDTcpSqYz58QP07/5jXD79JlfnT7g27zO73fP5W7B/UJEXOUUp3L67x9ufvk1wj/F+nRLOUVPogqIas3cwh3LMdaNx1uFDmlEsqmM0tkwrRXO2oV3W2N6hi4x21ZMVe4gzLGZT5vM95gd3eOXVn0N8xzd+/a8Tv/GrzOyKXFm6zRnrzRXR2uc09hiJwdF3AdsHitIwpiTLxxRlRR4M1jlc1w6jwwJbpeg0cia1RiUV9q1H+pLRohJ0HJgdSlGUI07u3ef1N97kwauvcDCryNpz/OoCz1PONyu4f0JhOpRo2k3P2ZMVH73/jNFsCjEyqnKy3KC0ZrLIaeuM6DyI0PcN9aaj36xZVFMkh3Vj6bVDSkOxqKgy8JITvaXdtNTXHtsF2rZl3QnLTY8QEhVaG/KsonWKi9OGvlszn45YLMZMphXF3pismvDB+484e/IE3XYczEuOjxeId4ymE3SZxIXEOEzWg3JYB0ZXFNUYk4+Iolk3V5/cznkx9NN7qqrk6PYdTu6/wmSadAlcX2NdRyAMXfFp7rFimL+tE2NDjyeoYo/o1knJ1/VpWoMeaF5dYJQ5jo4VR/fHmJGhNJrpa7fJDh8wuv0Go6MHZIsjdDFKLUPNhub8Ke2zj+jPPiA2T1kcTKgvWqpRzqTrMRcdXd2hvVCaKbqcYLIciQ5vl2CvIaa5pTe3NR2IQdN3Hf1mg6tr7HpFfVHQNjkoQ/Cp/a/MNIcHc57NZpy3H98y8H1GZ/BdN9YQAuvNmumkoQwpik3BYsS5rYppGjq9veCUTn10zjl622GdTc35MWL7HufbQd1zWz4Kg2MzUEoluQ83QeGN46NugkWtEhVSb58bQREoIoyjcASMROgQaoEG2ChYMdCEthns4YsbAtY3xF6wvqPul4T2jG5zQF5OyPMKleUonRMxtM3LqaF+9eGGi+uWi2XL9bpnVTvWnWPT9nQ20Nttn1+SSQ9JMeJGJQ2liFoRTKSWnoaGkRWKsqQoCqZ6QjzYZzIuUTGAtwRv8cHz9PQJWbuh7B2jLFLlQqmTApka1FVDSIF+dBGcSqMaMpWkkrUe5L4ZAsBBGVK2SQM/0MKeVxZhS9jaDrROAf52jmKMJL521AMlVt2M9YgvGSxuNmu6tib4HoIjWktfN7SNJUbB2US3aFzksgmc1Y6z2qXeK9pB8CckIYp1gzYZvfNYZ/Eu9d7aoS9GK31zY8mM5vrqmrpuOTjY4+RkGBK9N6esCoxRN4S2F512tr8Od/HgI31vWa5WnJ5fsFyuqJuavrXEPqTrkFQu3gaLifGaqHK9WPq2o61rmk1N27Q41wF7VCiyLENr9W09QZ8UepvckXTuwnC9joucxWzMwV7JvPKUskZsRyGO144M+0UBzqd+lUxRVwq9UgQnqN7R9xs20tHmGabKGduMcZe+L2I4Q9NHYc8Jqg641qIKUFXKXJd1pBZHaQxFkTOajsmznHZ9hekt7bpmvVpTX7bUZzmZifi1YK88hfGMtGeUKXIjuPIaUZALLCY5oypnNunRao1tn3K5usC2Kzi5RzmeYVRJVGpwrLdqwfEmufZJ4NFpiuw2kIvxhp6Ylk98nliLN53JQ2DH82BxS628IZQMe0xZ0nTd0FsebhI+SukkP59lgxKv3OzdqLSetdKJzT58T7xH4wkupD2MFG7JsJdsq5yD1MNAZ0xqxSG6NE4lnzFbzFMAGSLjyZQ8T86X7VqePX3G06dPWV5vsHYrm5Vo8S/LTIjD3Nrn1+eWETAEj9uM5ED3leE5ooSsyFOflsspxxU/9fmf4ld/6b8g1mvaridYiGjKIvW49l5wQWi90FggRKwniYXlhqzULMYZB7McpUdMDo6RvEKUJjhHvbpivGcoJnOi7Rgv9pjNJ3hnqVeblFjq+kQXHe6jWhR+e9zDzDcEoneJ5hSgd54i0xRG4TzEKlGtm6ZLIzaGoPElTZ3mGCpNcB22XuI21+TBojZPMc0ZKihCH6k3DafvP+X6Ykn+5gOK6QgtihAF0RmIJlNCDEJoPbZtaJZLfF3TZhnXdcfVxrHpHNEHRrliOq3IKs2kHNoq+sB6Y+ksTMZuEBsbKvYSqcaKPIP6ssfWHXGtMK0iCyuyENJAcCDamqBAxZ6odEoS2R4dLaHvidEisQMpUZQc3DphPF8wPzpmcXTC2ftfpzl/ircNWxUCeR7efGJsfZ9wszuka1eVIzh4QG0t2iqK2YbjO4fcud2RmcRY0VqxWJR86o0jQJh8tOb8OtBYIWDIszwlJ67WGCUpSetCov4VhtYW3FkcEdWIlQus7IZu03D94UeMi0jz6JtMZxMWB0fsnTzg8O7raK05P12yvHS8cv9N3nzjNUJ3wYcPv8z5s2/RNauke9E7ui5iu3Rv9s5TXi8pLp6iRg/JihnKFOSZHlphBpXqIZl3M196sFJ4wYf5pMh0uicrpanGU/aOTrj/6qvcu33MfiWU9SmFW1GqNUXZ0rqa6/MLur5DK4PrAuuV5+hozsGtQ2bzirJUZHkaF0So0eKIOiXodHRk4qgyxWJxQLCOsRg2yyUhOvJpQVYZegebOmAbS9f0NHXPxcUljy9rOucZl4a9vQnzvSnRB9qm4+q6wfYpGFPakGWG0WSMjRtG05xyVYAFnRuKUYGoMcV0hs5NSgYGn0amiEcr0NqhlEWkQ0TIzCen/OpinLZhb8kLw2wxRYzQ1FfQNygJ5FWOqXJ8Y5NgW7Rp5mBMCsZRFLoaY6PG1j1d77HD9AIjEdf1qLBhOlTtvBf6XtO1mvLBW+THnyY/vIeeH6CqCRiDhIjOR2jJ0bpEZwXtk0jfCVePl0wOJhRZzuE846wRWmsptUGUIdgObEtologETDlKowiDTcWWsCUbBGyfRtC43kPTgwtJTM73WNuBi+mcHi64urr6WFt+38ri86bxLQmQRHnb1MSo0CpLWSgfcN5iXTc4zEOwKClYtC5VPKztca7Hb4PD7WcxVCCVSg523AaLDFF+ms+lhtl2StTw/20Amd5Fi0bFCCF1XhUhUCHMY6SQJB7iJVJLZKWELqbnqZvxEttvKUTf4kjiJr1v8d0lXf2EcrRgPDmkHO9jyhkoTde+XFbvr/z6KaeXG65XHU3n6IfZg4ML8m19etviWlSDeqZEUAF86hGxYcOq7+nqlmI0phqPCdowRjPdOySfTtNwYqVRUdi88w36izPi+poqdoyjZxIDIywFQiYRbRKVpw/QxUgfFVkQqvGEoiwTpSn0A0WLQbAk2TQOIjvOPw8ck4O4VS9M4xxiCIPTnDY4HyMmSOoEikMDfBwGG78EetvjvU29WiFJD9vO0nept7K30Frhqg08WlrOG0vnk7LaVqU1DJS+5dUyDbYOcaD2pXAvCeHIMKh8cM5D4Pp6zXq94qOq4OjokFu3b3Hrzi0ODhbM5xPyIiM3aSiwGiTTtwI4qXnZY7uezabm7OKC07Nz2rpLMsqpHJrsSFo0SRF3qBDGLb01YgeBKddb+t5CdDezvmJVYjJDZrKbqucnxbd1QQ72y3LD/mLCfFKxGGcU2iN9B31HninuHpVsKqGvA10XWAc4Vw5vPJNcE23ExkgYBJwWowPujSZk14/YEFgVGZfG4PqeRYwUOIwodNBgFRIChRWemcC81Ez2Z8z39rFZzkEzR19ec/nwKatlTdv19Bub9owmsl57sgwWmXBrpJmOBNSKwvZEVVJUM8azKdXI4q2lC4Hu6SnNecu1WPTxA7JqSpaneXnOuUFoKn7bNf7DIkq6kcQw9CvLsP4kJQnSXjnsdcNagDgEi/F5oAiDgM2wz2zLkWVJ53q87fHO4UMSVhKlkmiNMam/6NsiMbnZ07fSvCqAiB/6oZOAlB+CTzFJxTcNAA83ScKUIEnDmsuyoBqPqcqKoijI85xAZDyZYXSSuO/amumkosgVH8VHrDcNOmoyDNbFmxFCn9jWcRCVunmb7Z6UknbyYjV++9xhx1Nb9bksVaSObx9ztBjjVjl1ncYKySCb33YpbWo9tNZTOE+mNM4HiirncJZxvMi4d1RxuF9x1U6Q2R0wFW1rWV9dY/ue+fEtxrM9luenFOWI2Tgn9D194yiLERsX8CEFjHoY+2NU0imI2/MPaa7jQBHrbVLHNJoh+aCoyhwRwfZJ3MR7/20siU+CNNgefFvTnD2hO/+Iio6cFpULSgLeJVXI0KyJ9Yr28gJ7cojOckQNCQidet689YOwk2c2iqipoLzn8qrjuvY4iRSl4mCvYnE0Z74oqDKFt5H1sufstGZdO4rs+RgY0Yq81Egu4C31qsWvHBJz8jV0tkdrjY9PQMD3fboe+h6JOo0R0znG6KRs26+JoUZ0RaQiL+5S7s2YLGbsHd9isljw5OtfZn36CNuu8aFDSUxzTl8CWw/vJnkjW38rsPGOprdcX69YXl0lHQXnICgEh0QwRjHfm3ByX7EJE3rTEVeW4EKaU7fZYLsmBQltm3QljEbHHK8887FQjedMZxOuLmsuL5esTp/hrjyXPtCcZ9SXC+rlQ9brJ2zqnqdf+zrd9ZJXT15hf/E6RfYGOt+jKudcnL/LZnVGs17Rd5Y4CDEGH7h+9gTPl6iXK6rpEdl4QTaagM7hZqRGwcB5T2wz2fJ+bjJpnxiZBhCKaszi6Jjb9x5w585t9kzErJ/Sr5+haKhGKeEv5Hz48IooV4zKnCLL0dmYuw+OuHX3EJMpfOgRq9BR03UbVLBoIxhlMIWQqwyXGaazEbZvqUYFZmTouhZTapR2NKsVm8sNzarHu4h1nuvrhnfffUzUkZODKQf7Y+bTkqzU5FlgOlJ0GnIjgMe6jrZraJslVQkHRzP6psN5x9XGM1ksCNkUyRQSPXiLxycmm0pJwt42YFtijDheIljMy5siRKYhzzRNvaa7foyxDYJjNJ/ivGXlLok2EHHJt8ATxYPOMWVF27VsrtcoVSCjGaHZEFyH6y25eMpiQd9YTh/B1O5h1ZzizufIj95AyhFWNK63SdzTR4gRn5WoxTFZVuI8XF6+w9WzGusi86MZh3sjjuqch1eblFh2PYSe2NWIa1HaoIuk6uv7eNN7abKkMC86I5oSxID3aU8PDsERu5bgPLmO7B/t8+FHHy+w97HBotbqeTw3ZJtFhBAsmyYNpcwSYw3vHda39H2NtT3eu3SSSNlk57a0gOENBZ4PK08Z6cwYqrKgqkq6LhCdvdmwlFJJQl2bNJxWG7RO/HoFN704KggqeKLrwfUUzpKHiHIRL0Iv0BJpiDhJVCcTk8JYROEH3U4fAxIt4tIQeK9znNbYrsHaJd5eYts5RbFAFQd4PfrECxrgb3750VDKTdSu511r3GSveeEffFIc9AJxoKKo1AxEkA7fGtympS1qNsWSzfWSzXrDetlw/41XODw5YDKbMJnNmN4+4OpyyaMPHnF2es7D1RKaDUW/ZuRgJi2zPG06rddc9UJXp6zK3b1jDhZHjDKFqc/ImkvE1ej4gpQ72+rG4DgOgdY20E1skficcqlIkwWHC4pttiQ+F5B5KYSYxGQGJyhYj7NJqbL3HhcSxeuyg4s2EEVRGHUTpG7FX7QSOve8/h+jSqI9DNk8JSkpQqLEm5jWtPUR21uWq5r3P3jMaDTi+OSQV167z/HxPvt7M6bTMWWRpzlp26FoJCGopm24Wl5zenrOel0TPEgYqOAhXXfOpcTBNsMPabSAIikCa4EYElWzbWrOnnkQMFoTgqeoyhTYycsRrGMcEgGkazzPDdN5xf7+hG7d4uoU9AXnGWsYZZG9cWQqikZy1koIzuN1QzSeWam41Bm1yrAqI7Ydx3tH/Oynfxdn9pf48OwZTgRvCtZKiGKpok/8fnSie/ctTiLNdMz4zhFy7y4s9jl/dsqnPvca/bfeo163bPqAdGmw9pWG3kXc2tEUGWtvOX94wWSseePOjNm4JRu3TEdjJvszKqfI8ooQI6NCcXa+ZHP+dS7tmr3bbzCanaC1xirBukThdy+xsJVkeNRNP/ELrYnDeAye75Mx9TcNBaMUXEYY0nKAu2kvYKg6khmyIk/MkK7DdRZbeDI/yNULiOhBhCqVKW8Cx4EtErf9zjCMWvLY3uJCAK3RukgOg0691EoSxZKYZL8VgXv37rJ3sE+e5+nYlU7VOtFYm8balFWZVBQFbL1EhRqnFTbL2TQRG16y3uW3ldVBiOoFrkSi7SeF5xSo+5sK47bim5SOkwL4ar3GOkeuBT0yhCi4KNSdp4vgVbpHbufSZllOnuXsHRs+/9qYz7424fZBQW8D76+PuXIHdFYgbvBlj9474Pj+Kxij8X0g+o7WeULrCZ1jkY/xLiVkXN8n6raK6Gy4B+mtMFna16pck2mhtkLsI4VJ89TOL2sCQjkaU+YFIXics2mW20tgc/YUfEf9+D3qJx9gr5/SKsvB7ZPkWDqLeMuo0Nx75ZjrxZiyzLGbGhFNVpVkRU6RJVES63uCt4zHijt3R6xpuX7UM86EtY6gYTrPePDqgv2TA8bjAt92tBtL6JNjPKkyptOcclSgi8EHMh5bb2g3PetVh7k2ZE7RG4gbiwRB7zcEPwiTGcHPekprCdMpUs4J2RhED8J0jtE8o6Ajtk+ADl0syA4WjOe/l8XJXR5++Ze5/PAd4sWzxGR5yWW99bWG21sK5hQE77g6f8LT997h67/yt/jGF77A9eMPKX72kFtHd4jB04dI3cHZZeDdh5H3H3vWy5Z2uUbZjlI5xibN3yRagg/orCArElU4H40oMsuk6JjuLdh7cMzivOabv7xKY0xCSlZMJprp2KLCU5688y4XT06ZRMfjb/5N/qZdc3znNe6/8jZ3fvfbfPDRF3j04Rc5ffxNusYhYoFU9d6cP6G+PEW982uovCKvJlSzPXQ5JZ/uUy6OKee3ULpI14HJ0FkJOgPUyzNuVCTPKw5ObrF/+x4Hx8cczGfox19lvXnEtV0hsWdeZNxpD7hcw5ffvyYAd06m3D4pmY0rXAgIlnrd0bRJ7XM8KnC2Q1NTjSuqyYzc5KhBH8K6a0R6TKYYzRzGpgTYZlVz9egRZw+v6TsoxyPy2YhqUeCDYzbLuf9gwVtvH/Pqg1vkWYYPPXcODVfXNW3b027OaXtNd3qGiGE6HjEelVxfb3j48JKLJ2vefOuQ8dwQXCAGwXtzM+KoKIAu4mOffAZtBo/8kyGKIriOMi8wOhJtS71cc/XoKaa9pppMyMcV86Nj+k2HXTYIfihygcoz9GRMXuVsNtfUbcPh0W1ynbG5PGX9wTehbihmEaLj+mnDammZtRPKT73J6OTTSJYN3zMQ8IhJIo069WxgRhXFZMJ0ccDTv3KF9e9y8fiaLBNmxxmHpeKqrAh9i20vyFRAK5+cSq0QA3k+om8itk2Fmmo+Q4mm2j8imy1QRc7QK0gIgjYyzJ+1ZJli/3DBeDL+WFt+bLBodIYNbqA0cSO5Lwht16JNg1Vp83Wupbddmhvl3Y1TsIVsf7YzqgZxmjR8tKQsc159sMfnP/86P/VzP8dX3oen7703PJ6UJ4uqohqNyYsCkyU6zw1laktz7Dv6pqHbrGnXK+z1NbJa4TYdoW1wzQbaFrE9xvUpypbUU5PoF2rLvx2+Q8r8Ey0hGIJKdC/fXLPp1hh1SmE+INcv6VSn+juiNXE7xkLkuWOxpX4lJiHRDL+KJFVArVMA0PeEpiV6j3cdoetBrelWK5rVmmZVc/b0GYujAw6Ojzi6dcTicE4+HrF/7w7zO3dSlj/4JG3XNXz5b/xVri/PUhAtmtMLz3rZEH3gFdXwmdGUNz71OofjnOziQ66++F8yjS0THciHKkEcJLTDVmhjGFqfRj94iJIotgMNJHj/fMh0GKqOIYm7uJftLo/hZu2IcShj6LvUm5mXOd7ltK1j3Tf4mHrrjDKEmKhwMaTZT2E4PgRc8IhEMpUmd7bB4rcjS2ToExO9zUuCGlRfO8t1e8XFxSVf+eo3qMYlx0d7vP76A956+1Pcu3uMViY50SQxm1Wz4vT8jPX1ZpiDmWSebd/TdQ31uqdtevq+e54hVioNTi4MVW7ITUY0gtlWPZ1ldX5FpoX9eEBUiRY5mXzyPjoAH31iAmjFqCpYTEumk4LVZQ19TzUZURqFKgwHM8Mr9w3F+BgdW3ShCTHjtI9cPnrE2WVHNhvjJ2OKrKKMELsVT979MuH3/EEmr95jT23oLi9Y9x1ZbKhmFTpmxM7QdoG6vUJUz8lU8dZPvc7sZ34Bc3KPdWex3d/m4LWfpm0sV+88ob64JgRHF0BURt4HRr4noHFK0VvFRx+tGF0F1O0p+7dBLTroGqqD+1T7r2Dra7RSVIXm6rrmsrng9OFXOFYZ1fwAbUqMU3QdWNt/cjsPY4e2vYEMtGMhBVwSk5cafHJEnyt3Pi8epqr5MGtzIG5G2WrjJlGs6B2ubejzEp2VqLxAGzPIdkMaO6qGftfnxxd86gUKPqR2hL6n6zusdYhKdEoVQYdAVQpVlmiDeqh4Og8HR1MOj/YGZdmUuAnO46PDlBXjKqnA1psVzfU50V1y92RMJRMurzwXoSe2kcy83EBttpaLz/vFXkyLSQxDYmsbSCZbp0AhEgeGRds2/PLf/GXef3yJtpEyzzFZRpXl7B0UZNWIcjQlH40pJxNmB/tMp3OEyGG54u70glm+SvR3n/PKT/3dvD1/lRgizaZms9rQdxbnAo8efcBsASIR1204vbgEpZiZApVlRJ1zfr1kvVwhuIEZokD5tH/o5/T0campbWDdeza9R2vHqMpoW8/q6hqTF0ymY44PF+zvz1/Kzn/+//Z/wmQFbR/obGKlTCvF4ZOPOJ4aRpmlKARH5Mn5mr/2pff4/Bv3Kc8+YjqfsH/rgPHdY4gOnCX2jtDVuGaNXW3ozxzxUWRUCVIopDKU+xMWBzOqIgddgIm40BKxTCeKolBUiwnV4QHZaER0HX3X0lx1tFcO7xWZGKL39H1DdIbaavSjofNSg8rAjhriOmCOV/jsFK/TDEHfNUj0TO/chmwM+QQzmqPGe1AdYMbHHL/6gNnxIafvfpOHX/0SH3311/DNy43vSoKBaeZgGFg+xMDV8oJvfePX+KU/92f55he+xOrsjL15jrOJjtlZ4eFZ5N2POt77aMXqqkW1Nf31Etf2qcXIKCaHC1576w55CcurFVpnKDTX5yvmt2bkWJrLZ4yqgvFiTtQ5d1894eD2hFUX2Kw2tCqnNxmhvebwaMJ4NqO7vuJsc86jL/znNH/VMjYj/v5/8I/y07/7H+D+nZ/h4Ydf5m9/8S/wUf8lQmwIIY1eij4pyIe+wa3OqE/fAzRJLSpD8gIwSGaYHNxhfPSAYn5MNppTTY9eytYBw97JXRZHJ+wfHHJ8uMfxXKM3HWutuO411xgu8Dy9uOBofMjv+4XPkY0q5vMp42mV1MzR0EdKSeNEfFfT9xvygZKam4iRQIw91ln6pk1jzoNDSG0iuSapHMcMLQXTvQOsd2Ai0XSU08DP/cwxn33jFrfv7jPfm5HnEWd71tcbXO/or66o65Zl47lsBOtzyjLnjddPMJWmMp6DWYb2gXnZg11zetWxrh197/G+ZVzBndv7ZMYg0W3rBjfq8J8EMaYRLbPZlPGoJLqOtl6xPrvAXjylmIxY3LrFaLFgdnLCtfsIozR5aRjPpxTTCSHLWXctbRPxeFrfkU0mjPJ7bK4viBdnGKMZ7WUUkww90bjqVRZv/QLRaHxMCT+zvS+SVI1laB+T7Zzjasyt3/37qZ+8i336EX3do6LlZK/knUcb9ChHXJ2o4iEiIUJocF4Rswl9VPhoMDFi8oLxvduU0yOwHnEpASyZBp0YlugclQmF0pgq49atk4+15ccGi85uVd9SVlQpRZaXjEcTsqJE64K2adi0K7puM1Reth7C894VETBojMkoipyyLBiPxxweHvPam5/hzt27HC5K7p8Id+4tKO/+DJOHivX7X6EqoMiy5JBIWjpJpCDcUBnZZsgHlbREZ0yOSfSWYCO+D3gbB3EET9NaLi8uOf3wPS4ff8jq/IzNaoXr6rSZDOp7esiweQIx2qSyFxTemzRHTHl616P1J1dsAjCv3EEVOUFkyMBHTKZZzCds1hs2F2tc3eCtJZVENSHLEo2jHDFb7HHrzm1eeXCPb/zKF3n2rQ/oVmt612OdY922tHWNbVu6Tc36Ysnl0wtOn55xdOuQxeE+mAydF5giS0OVC005mdGXhraaJAWnrqPre5pNy2q14fT8V/n1X/8aJydHfPrTb3JydMAv/dVHTELNazPD64uc+9OMSZ6y7YN0Lmwpyipt2FthpBBT8BOJSWAmyCB7z0D3THPbXg4RrQ1Gp5uC8pF6/xTfrmm95smy59Gy46rtcTGSRYVRSdiBmKhxqZgbb8QgCFuV1oAfHFlHTONGSDdiozX5kACIxFRlNUkJrbGOPnq6tufhozNOz5Z8852P+Nmf/Qw/93OfpdQRpTXOOVbLNVeXy5S995HNpuPiYsXl1ZLlekPXJyXMraoqwzUoRHKjmJcF81nJYjZiOi7IxAxNz7BZb6jGFWVRESVntVy9rLFRSjOpKvYmOYvKMCoE5Q3jwjNWnsVcM12UVOMRXdA8+9YGdbkE7am1Zu0UrnUcf+ZVRkeLRBdetVR1zf6dCU+etrz/za+Bqjg1Ey7sUyKRUvXUoaPohOgMZ1HzQYjM7Ibf88ar3PuZn2fxuZ9FzebUXc3ewYzDw1s8evSIMC4xs4pCC27dMnEW60BXCmVaRBzEhv0YoRdOP1xSX1wzP7ti//qSxZs1Zno75US1Jpocpy0xyzGTEygmqKxAhp1M+p6XUZ9NYohD32NMlOf0Y3FDby6SRCxyo8mygmy7fyiVFGvVdt6qpB7o4b1Tv2Cgc5a8G0MIRNvQLB22X+OaKeP5Hvl4gsnLRLVUQ88rKiXyYiCGQb2377G9xXYOVIaWlDBSNOzt5SyqjFwNPZeEm+AXJbj+AqVHZPmILK/QmcF1LX23wfYdXdNwef6Us8ffQuHZrFbYtsFZhxbFYjrGDL1jL4fvzHZHhtptuncMPYDpzpSEgRCdFKIl4DvH+ekp1sLf/Yf+YQ72Zuzvz5nNpkymU8qB3p8PwbgyOvV0bou1l19Crr6MW1t6Dz5m7M/3yScT3EC36y6XPH7ylF/5G3+LL//ar2L7liwvyPKcGB3aN9D2xCiYPPX1dVKxqWuUQKZSMu+m31U7TG5SaCxxUHROvZNVmTGqAn1b07aWZnlBvVnSdZ9c9h7gV7/8LRrraR1JNl4ZDJ5KBd6+t89nXlswnWWcLlf8xV/9Jn/ra4/5a199yqsnc+7f2uPW00uOnl5xfDTn1shC05G1NabvoRP8CsZ5htrP+crVkjoIZRu5XjXEECgQTFmSzSOFQL9ZQXCYIkPlI8iSwEuuAvbymnZ9wfH+iGqvRPVAD8YrpM0IV4l+FkTwWuG04M4Cetphjh1q2hC0IwQLWrF67wPEGPoojPbnjPfmeDKslISjz5EfvMLtNz/N9OgW89sP+NYv/+WXsjUM7bZCEh4JgbbvePr0IV/4y7/EO1/628RuyRuvz3jrrQWfevOIdZ/z619u+OBhw+q6QboWc71EuZa5VsRJRgiGrKx45bOfZrKXs9jPOLk7gejo+8BornDaIUWJLeZcNEKzPOXibINrLVXtOLhzm9mixvY9l+cbzp5eMJovePDaIfZ4zOWTC7on5+A2rNyaJ6tv8uy/OuX2rc9xcucNfv4P/ZOs//J/wuVHv4LqLgl9T3BpdnHwW52ElMhJ2hWW0KdB7SJCe/WU0/e+PNCFc7LxFP7h/+EntvPi6IiDk9vsHRxxtDfhMG8JD79IqB8TO8e94hA/XxDmI8yo4GQ+59beHGlaYt0S2g1uaVlfbji7XhOLnGhybNAElXF8/4hqHGn7njq/IMsMIDjXk2VCV3cYrTEmCYoZDVmpuPeZ++ADwTX0tmPTNVytHNXBEbdvLRhVBfjECMFUrFfnbC7P2bSBr797yTfeveLJeYvWOYtFTsbbvHLnmFInHYJ7nzmkGBuctxzMNaMCmiZgbWR/f8S4VGiTEVWSNwtB6PpP7vBFYG/viFt37rJYTMA7YtsSnFDt3WO1usKfb9DVnNuvvUmWOZQYsjKNZdJZTlA5ufIcTuecPX1Ic31BdJ68nOLRFFlg786cdd0Q4oji6BUOP/MHKecLXAgUymz5j9zMAB728TSne0jQxEB++x7ze5+mCA3N6oLTj864//YD5rqjVjmda6nrFt8FCJpCCXmhEG1ReoTKNMWk4vDNN1m8+hquC5x+/Rsopaj2DzBlgYs2JUR0mqMskoo4+/vTj7XlxwaLmUmzscqqoqpGjEYTxpMZo2pKQKjbntVqjY+Ktt0AKQuw7SPcKqVNZzNu37nPvfuvcHz7FvPFnKowSGiZzafcOjnhYOKYzQvU9JCn7Zgn3/oSpb0CnaHySZq35x0htPT1VSqfFiN0PkLpjO28q1QtSsp6ohSip2iTp//L9oQlhU7nAn3b0Sw3LC+vuXx2xunjRzz58F2efvg+y6tzbN8i0ae+DEkGCzHivMUFR8SCpAHfL4M6JgW857KREJxwvW6wrcX5pCCIaIKKN+UAyXKkLNHTCZPbx3z69/0CndHE2YLN+SXN5RXN5QWb1TXrZoOLKQizfYftWmzfsVmtqR49wxQFWVVQjSsmszFlWfLu6ROWywbroO8t9WZN27Ws2pbWeVSwuL6nWS15/P4HVHnO9cUFuY58cAFfqjQPFiW//40jXj2Z8OFHS1abHusTP52hN8aHNFjaxTRWwQEualoPfRRsADv83YfI3/MyxhbQmcaYgiKbMS7HrB894vL6itNVz8OLjvPa0/mknJjlephrGBIldqDQSmItobQh6jTfxgZ/Qx8OgIQwqDJHmj6mXohExBuqqEIYTnkI3AyPdb6lf3JK9zc79vanfOruXcqqoO171k1N06WqzNOzK54+uWa1buj6QbHyhlwYUwaLbQJCEKU5Wzesh1Ebh/OKg9kYNc/ItSIGoa17mrIjK8Z07cslQaqyTP1lWdIw7l1k7APjyvD2rTllBnmeKulXzzqeXQSKzjHDcxFannnPUmXsHZ8gVUm36ilVhqkqVJnh9AEHusGff8TirZ+hscdsVk+pQqDUOS4PuNwgvVBZxXElWJ0xe/UN/v+k/WePJlmapoldR5l6tatwD5GyMrtLdPd078ys5GKwSwIEAS5A8JfyAwkuuMTMklzuzPS0LJWVMjKk61eaPIofjnlkzQKbDWZYwTOjIjI9I857zOw8z3Pf1z358COq4xVmMmXKnKPjU9q25ffre34zDNQhkAlY5JowwFpL8rMJ8yNNFXuM7BnwRGsJXlDvAs7WdJ2jrj3l4w3ZckXTpylzXs2ZFVN6URAFWOsgBpx3PwQy/9TL+vTZO0twlhgcKnq0kRS5ItNlIpuK5GkMIRJcn8i/o2ok+cBT0K8xGqklUhtkniFMRkWSEz805FxIU0LX7Ni2DbqckE2miWRXFImUPBaLyY4w+oMHyzA4fJBIZfBDi2Lg9Kjg7HSC9h7xkCc6yimESPEzKs+Shcj1dLVDCEHf7LB9O1KIG7q2Tsh+LxjaAetTc6gqE0zE5O+XiYsYpaX/q5L4UWo66vliZPRke8LYFPM+sFwe8X/4P/53SWFjFFqlCbwai3YxHiLeeSMf3g3RYX1P8J66C7y86nhzW7Mtn1Muel68fMVXX37DN19/x9XLV9TrNevdjt751OUWgkzCIpPJgygEiBTnYq2n9TERkcd8SyHHuIFcYETKblVISqMR2qC1osgL2rZBmYyZlkQ/fq+79Xst9Wa3w/mAkYpcqdS4E9C3A98/bzG+5snjJV5LTJZhCXy/3nF9aPjN6xuqMmM2yXl8MuG/+WcXfH6yQEVP3/fshgF1Ijj/+RHheMXuasvrmx3B9mzqnmpWkimNRyHyEj2XiCxHk2JCBtuDEgg8oek5dJ78dM6TD04pTIZEI4KCAex1z/7rHfVdh0t23bR9hkioIfYRvYAkxcnwg8ThMKuAnGSJE7BvscMO6xraP7xk+sHPmX/8C2arc7I//ytmJz8+GfinLh/DCMBKrf4YA01z4Ot//Hu+/tu/5WQaufjklPPzimqa8f2l46uXG27uLbHrUUOL7Gri0DJfTliezCinFVFKVF7w9E+fcP36JUOQFEIwdI6+h3J5TFDQxUAxX9G3js39lrvreyYmYvQJRVUhZyX73Z7N/pa6sZjM8vbbV1RHS3qX4GlnFyuKSuOVhlzzxfO/5+//8a9x5LxtPH3ziInKmRY1WWyQoSWSnmO2c8kKMCqXhFDAGFXlLMF5oMMh6evNe631o4sLpvMJp2dHPD7OeVTt0YuKF9c5201gVmhOT45ZPX6MrnLCkExb+7evaN5e4dseqXN6DLZz2KbDzKdUiyPKxRHVpESpiHMd1nVI5cmydJbXRhJjRvQuNbFG1VHAYYi0Q0O0DTmBalpwtprTDZ42RoZBEi3Y0NEOO15ev6Bt1gQ7YUCTlVOyIvmVnzw74+LijEmVE/tAcKmhKZWkMBJjLLNK4FzBoVY0bcdue5ssOJVO0vkIwf10eOR0tmC5WjGbTVO8RFcjlKGYTnj80acQHYf9GiTkkxnVcoXUBiUjQ9dh+xaRC6IsAYFRgv2+Tko/H/FtgwkR2wYmk4yQHyEXzyjPn4GU7PYH+t6ihBrVbBJnLZNJmUBnwSeYjh4VXCZj+enPubl/jjGO2bLAuoFJ1nGzDTQ2eaFVVaFNQdc0iGhRtkNpRVaU5POSbJIjhUcrwWw2SXwZpcGHkbye1J1RpPO3ILJYvEex+OFHn5KXZQrxzjKM1pispJzMUFmOR7LZ94h8Qr29guAw2jCdTFgsl5ycnHB2fsH54yecP37C6viY2XxKUWRoAqG/JbZ3TOUNi9kSM1uxcVO+//o59eW3zB8tqaYr8rwczZ0Nrj8kslFRUkyWmHyCUsm/8gDQEEKN4IY05pVaE8Uf0x0fntSSEKf4kxVH/SPO62d8sP+M3d2vuHr9mpdff8Xd5Vv263uawy7RtbwbQ8UfQuQfCJ7vN+5yISB9/EHSFcAPjqYdCP1AHOzo4UvEuigkMUSklORFwWQ+ZTqf0tmekBesfvYpq88lsRvobm65/PILvvnD7zn0PUHsk7fNWYghBQrvDyhjkKM3qagKdKaoDzv6zuGsoz/UHNYbDtsdXdcnH1GISO9wQ6AJNbuQCiGnBZ2DnXWsXSTkW2ymWffw3XXPurWQG7JpBdKkqAri6NdMz2sfJW6Uw4Xx5/0oR32fSyuDNhnTxRHTyZzQNlwWE+omsK09de8ZfBhVZg+eLDFOSNJnL4QgyjBKAgJCpQBzP0p3QoxoIchGKR2A9ZFO+HTTifiu6PREuhCT3zH65E8CnHfc3G74u7/7HZVSPDo/ZRgsfW/pe8du3/Lm7ZrtrmWwKdeM9NvjB49rYuSls2uiV1o/0NpIPPQEH8BHsjyFpQshk5est4RR9vU+14fPThHOEV3yhfYucjLPWJ3OeHyUIZzHtQPdtie8tWR7kCUEEzBEZjHlyHkhiDrQ7QZOqxxdZPiy4OnTz3jzxa/Z37fMpaRanHD+7GecTw1D6Fhv72gQyF6greYJmi07YpFRreZMZnPyyQyp9Oir9pw9ecTJ8RyxXUPXo5TEG0PMFJQCgUM5R64kYq7xtcd3Cu8FXQvh1uNlzemjjOn0GLKeQI31AxkNfTdw97rm6OxDTDF5V0xJ+dPlNkPb4FyCNikJxggyY9AyFYcEO3YiGIsQhZIGpdW7AkVK9S4WI8ll0t6OziZ/g5TpGaFTgHYmBCF6/Bg34O1Av90w1A0qLzBliTQGohgZL+n7+SFJI7Uxab+T4AOnxwuOjiriYPHWpSilkJycWqXGZQD6vqfZd3SHgegcQ1cnyIl3KTImhERJtanglEqTGYHW6QWp9fs19n64JR58iMnTl34qKQsSBGeMAQqjnP6h0RTSj5U2HJ0cje+k+MPXD71AHoylP+h1xgra9ewPDV+92PD//vtLnr9tmPz2/8pktmS33XB1ec315Q3dfo8IgcZ5BpeeX3qMGBmCIOiHCXB6HvmQfD7d4LHeIxlzz4SiHVLDUkmBiCm70ruIlQLvHJA+U6PzNFltWlzz06XVANqlA6wBVExRLyoKdEjxFpdXGxSBxari6XLK2ark7SbSWY+wYDQEG9huLd9d5szLnFWZUS2nPFUS2XTkEQ6u41GhqB4tcEBWSM4/fka1PEJkRZquDxY/DIhgcV2PyHKCG7C9I0rN/KOfMT9eslxWSO+IfU8cHMKDmvQMu4GudoQ2pkM64G3KVY47SegFqJh8/EJDoah7R5hI5Bxk5YnB0vcdqmgRd9/gSokWnvL4GScffvReaz1uvfHHETcM3N+84dt//Peczj0XpzNWyxxpNDdbwdeveq7vHHFwlCJiEEQpyFYVR0+OefrxOdW0QCiDR9F3B9q+Z3n+CTk9Q2fJ+/Te866lvrvmcD9wqFNE2GxSsJgI6rt7uuWUcpZRZJHlwjBsFatpYDJfMCTrFuWsYHE8Jc/S+7fbbTnsd+zWW/b3LbtWcHCaZlFi50fMs4pSbzEckvTeJ3tM4vElu1UQcgSpiQTDi6M1SL3fM2S2Sh6xxTRnnlvyuCGoHqstamIQMvm2sygwQTA4jxs6QgiYaUG5qCim8xSj1rZ46xDVlGKxpFguUbkYrQQZMeYoFTA6DXCUNKhc4oaaGHxKSpMhKTxsQFY5ojSjsiMm5QLQWItvBx7y0p13RAy1FWjrOZrmzJ7lnJ8W9CHyyz/9kOPlksJkOOkBS4yJ2K0kiCjZHyxvr/d8/e01Te9o257T44qPPzzh9GyGMhKjf/rZOklQJ5RlhvAtbbMjBEExWbJd35EXmhgsQsDQ1+STJaYo2d68JnqH1GoE0IEfGuxwoO/21Ic99f0GubmHQ8fdl2uGXjH5eMHs+BmqKEGm4jDPDFKodxnCSdlj3qku4wgwFCI1zcvTC9TsGD/ssJ3FNi1F5qm3G0JWMj1eMD+5oJov6Xd73N1bwuYGEQai19iu5fb59/Tbe5Qq6bc1AY0JgfL0FJMbnAt4b2EkmkegmPy44uZHd/yzDz8hLwuUMekPFSNCKuZHxyyOjpFZyXrbI6Rmd/kNuQicnp1xfv6Y88cXPHp8wfnjC45PHzFdLDAmke4kHuVrdDcw+C25NmTFGbXPeXO55+Xv/hHjduTmNFXdwRO9RUSPURn5rKKYLMjKGUb/kAsHjJK7h3AN0ot2PPg8/MS7s/QDGCaX6DynnObMj6ccn81Yns5YnazY3K3Zrjdsbm+5v3zD/fUb9rsd0lrkSE998Nm9z5WeP5JykiV6bOdp2hpX9zA45Ihrf/dnEyF1eCNkWlFkBknk9YtXtL2lODqiWC7IjCHsa7JJwc3tDW9fvyEOXZJahBHOEgQqyxLMQErQClkYZJ4OksEFhkNNu95S321omprgI0JqfqCd+jGoPD18ZBSEAIMTtI2jf7MDJZnonBcHy30bkMqwqFZ4L+k6+47fL0Ypruchy2z8GuVs4T3oWJAkoVU1Z7E8ochyWmspZnNUPsHHQ+r0p2VBj5MUGA3/4sF3m0iOboR2PNwfIYbRJybIVJIJJE9jKiQH54jyh4zQGMHFiAupvxPGB7EQCTcyWMt3z1/z8dNHLJYzvB+Lrs5ye7vjflPj3INM/AfflJIihazGMWhkPAg8UBs90NoI0WHkwGLasFrME+AggB+zpd6ngAE4XhTEpsFbz6AkmVEcTRVPjk2KBxgU7d4Stw65cyxERp9FkJ6JDxQi0hM4DC02wrKacjKZ4o3CTqZ8+unnuMMNr5qXSN+zXJxwvFxyUnooJPblC1xzi3FQecNyiIR9Tbu553DzisnRMcVkgpaSKAVKRk6P5pzOJ7hM02mJyA2ZD8xVpAwDk9ZTWE8hJNlyQh87Wgveg/cC2wv6LmCqGcXijMwNRLHG2Tvaw5rdfYsXBXmWM1mdo7ISAe+11mGoUSQioTEaYyRGppgMAIREqzSd01mG0Bna5GgzZhvKBBF7MBIkf26SjsbxkBTGgi9h5JOPTRuDzgqyLFF6rbU42zO4gaFvEdqkDEaTjV5DEiVTaYzJCHZIvmslqaqSybQagVM+kVeDS0+BAHawNE1LfThQbxu6fYcfbIrAISRo1h8VVq4fRvm3GeWwDzFL77enU/EXfzhcj8r6OErSH6jO/3Gx+FAM/vC3h1dUxI+Atv8YTJSKuPRPhBiI3hHDgO+2rO/uePHqnn/86p6/+f0915uB+O1vmE0mWNvT1A3NoQEfRrWNIFPJwqGloDBpQpdUD4nYGhEEMTawQvJZCkARMYJE9AzJk0kQaUr8APshYzaboUw6DDprcVJhqveT/K4KMGP0lvWe3gacGz31UtI2Pdv7PbkIHE0NT1cVB5uC2U+mBU9XJedzDXbArTs2sxa5EMwqw/xoQVaWtFd3DPsdJZKqLFGTCqYFZ8+eUhyfILOC4DxusDhnMVIytC0xePp6j2s7IpJqecLsaIaMHnc44LZrvD+kg/EsQxWJSYD0iHG/+AjBQ+wVwQKEdHg0ibLaRUXrITqLai0yJnvEZBpBXqdiBsG0KMjm5++11g9grKRy8bTNnqvvf4ffv+DTD6eslgYbIjfrwHevHZeXHba3VDKSaYUMkcFHJsuKYllx8vFTyjJH6YzewvfffI/SmuOLR+RZsk53nafZ1/TbG+qrwP56zXbdoCYlZ59/yMlpxduvX9K3DVkBeak5Op5D17OYGibzivWuhnmOPK6YL3LCYYvOM5x35FVG3hn292tEc8D3BQcEyhyjsikqK5A+gtsh1EjVDw+WJsYDfOQhrzapBBR6Mn+vtTZFQVEWVCZQUKPtlj62VDGQG0P0Htfu6dc32J1B6QIpHeV8glhkFGVONZtT7w/4JoOo8TJHFhXGSNIpKaK0QWuDlh4lkpJFCp2GEnGAkCbjyATZckgyVSCkJMREoLY2wWa0Sg24oQ94NwashJy2FWTtQCUUx3nJxWKBL0qenhyTyQIhMoT2SJNUDFJlaA2dk2x2DS9e7fju5Q50xm6zhxi4eDSHGJEioNX7FIuR2XRCVWS4vkUpUCajLCfcXr1ltpohlQAlsLajmCyIQNcNFBkYo98V6m4YsN2eoTvQ7DvoAsfRkWtBe9ui5p7JZ0vy1fk4PBApB1elqWEcQW55lqOUfDezklIhpBpJ+gIzX5LNT2jXb3B9gxSKSSmRdiAog9SCrMqYrCYUk4Jte8+wIU2KvcV2HevXr6nfOrJiDiJD5BNKbZiopBZSwdG7DjHaG4SU6H9iMPCjxeLpxTkqM+jMjHCb1JU+e/yY84snIA13d3uEG4j7X3FUGX75Z3/Oh59+yurkmHJSoceXBzK5cyQBHVrycEPFc+SsIT/+AFudcvWm55vffcntt7/m0599jHAD3fYmhT0rjclL8vljTDVN5uixcEo6+x8kXA8m0nft2bFTGxGJgglpsvPDCZoYHMENuK6mP9whfM0Hn17w+T/7FT4adtua189f8oe/+/e8+P2v2d1e0ncdLnh8fFeC/uRLCkmWZ8yWFVIIDqHhYAdiPyBsyn5Kf6SHYiKtibQO6Ryx66nvt9xc3iGmS7TR9N4TpCKbTDj92c+4+PJLrm9u6foOSKRZEVJRUkymiDGqIWQKoUp0VlJpgz1s6TZb6vsN3a7Ge4sZw4iDd8nDNE5HHrabjw9ocYmLgqva8//5ZsOnj+bUUUCRky9mLJ+es183tG4HYxxKjIIoRkndWEQxZhumG+L9CnPXNkyffESZF7i+o6l3zE5POP3wQ26HFzQhYtqBwcWUE6iS4T8RGh+mLgIbk2wWILjkc1VEMiXJpCTXBil4N4GWMcUEiBDRSo6dvzH8GHAx4Hno9I8ThQht13O33jFY926fte3Aze2WwSXRqZYKpRO0x3pHnmd0bfvDtHG8A/reIkeobIjQe6gt7PYdj4aBh5NsHIsCod5vX7vmgPKeRS6YLA3zScY0i2jbYQeJ8Bp/8LhDJHpNvprgJj2ybcmCBxcwwiOblFv09KPPQWl2Q3rwH1eBX3z2BHlzTd7eM3/0jOzknGb7nGcfP0PPj3nxzf9MEQYWIVKs9xT3G5rXe779t/8DQaZcpWK6YnCB/faW3fqOuh9ohKAvMphWLHAshoEq1OQxoEVqsKjFjF0v8IeBXvokPc6hWEA1kUhp0FXFTGbYwfPm5Wuu3lzz9NkF9f1LpDaU8zNS8fXTYUJGWoqyIssypBDE4Ih2AATFpCKv0ldWlpgsR+osvSTED2Q/Mcql47i/H/INiZ4QItZavB0SNdP2eAciaLSu0CbHZAUhBKwbkpe9TqRPkRUUsyV5WSa5vhZkpkQrjRURpzVCBgYPQmXkCkwBwQVCcFhnqbd77q7v2a7X9G2LHxzBpqiYBzTZwyTUB58AXz4R54xKYexhnLK/Z8JAypuNI0woPPidxLvJ4cPEMcaHt854PQwQH6aDMMpUR7knDwVm8k0lSYLHO0s/dAxNTejXbG9f8rvf/I7fffWaL59v2dWBPK/QQlHmOX3fY10YQ9HTf+dkVmBylewMPlBmikqlWCTvUlHrAoTBM9hkEViUGTJEFJBLwbQsuG/6ceKYIjNUDLgYybOK+XzG4Cx101K3HdYFjo6P32utHy0Umc7oese2HmiGgbp1VJlEocikBGcZ6gNGai4mhld5RjEt+PzJEb+4mPPBJLK73HD1dsB+v+d+7miXGfN5xlE0hFbh2wGERYtIVSqq+YqiqjBlhZeKznk679K6nB0xBaLtcf0C7yNCZWR5hesODIcW2/V0dYPd7ZEhkIcSe3CJSOseeAsP7zoBLhLlg8M1EnxP0BG/mrBxnmbXE7YD0fW8bQaqPPJo1XJ0CBwFiapK8vckdKZiKMk5e9uyW7/h5pt/z0cXgvl0Qm8jN1eWb19a3lz26NDBMFCUBUYEvE+ZnTKWhODRswUyL1Jx4CXZdMMsBrLCMFlMEEJQdg6lNb7dInSGp6WpG3Ilma8WnH78jOurPUMI2ACZzMkzTbX0FBNJdA1VFlgeLcjnU7zr2bcNs9Wc6iijbjpUURKCwGQFuo409YHYTxnCglYv8d6Th4YQR7nju0nPqE4bmzZxFOwJk5MtT95rrYkkeCMNWazJsYjecuY1tfUcgsUebjnUG2wvOLr4kPnplGoxBeVRWqHG+DORV8h8gg+SEMB2DQGHFaDygsyUKRJn5Bik/rXDaImIOjEhgkWZjCgFNiSbVvAS61OI+6QSTIWjNQPb0HLoO6wP9C20u4DdDZi+Jyt6lucn5OUMv3W0YUBmcVSFgUGg1ASTaeq2Zl87uiFyev4YleUIAo8eLZkt5+jMEEkF7k+9cqOYTiuqIiPokswcMV0+wzUBKRR5NUdkOg1flMGUMzZ3NwhlMIXB5JrO9nT1FmdtUrBYi29bVJescyePlxzetujJgmx2SjY7etc4HPoUk2OHtLfKokwNeQHSqDEiLcUpPQyxVF5QrU5gPSNze2arnNAHlmXL3TDQbG5T4c1Akc8YuhYfQoJTJb8UruvZ312hszXF4pTqpESYHKFTESuiILoA2ow5tBIhf3ydf7RYvPj4KZPZnMlsOkqG0g2kdYazjvawJwuOX372jP/iz3/B8aqims9S0fHw8n7IdouJsqew5OGe0r0kiwdUWaKWn3HVHfHdV//Ay9/+HTq0tOs37MSW02d/wnT5lGKyQmf5u8nhQ1n+8Hj84zy4VAz+MGUZf+Jd1+w/uiJ429Ltb2gPd9i+wRRzzj74E0xW8MBjWixKHn90xi/+5T/nt//+3/HX/4//G2+ff0O924K1qPerX1LntA+sbw8EZxn2LaHtoB9SF9L5kWIx/qEkkGX4tsHtD9T6Hlf39Ege/eqEfDplu9mxvXlJu94S2prVxTmz2YybvqdxASE8MvTIuEnhu1lGzDTS5OiyxBQVXd+y2dzRtjWd99gkBCITir5uiNbhBQSVtCA6tUrwUiCNQWbJ0xIitES+WPfoIMhzQbSe9e2Otm7TzfTHZNsQ3h1sHkrQh267Eu9H6Lz+4jcsZzP6zc0Po//5Eec/+xxZZZxeXrG+37PZ9+zaQN0OCJkKx4c97XzymhmpyU2WcgvHSZ4SKT/KifR5PYSuj0hhApF+jBtIXfzUyUzZkmNswegfjAT2Tcf9Zkc/9ORFhjEZddfT9QNS/NF4Q4DSCQhU5Dm2HxDjBDqdGeX40osP70N8iNSDo5eGtquZx8U4PX0g1b7fFKbdN3inmR7lnJ9UPHs8IdaOXFRsL7c0dzvaTU9/cIQ+khdwfFZi65heVkLSaUd22FFKhXnccqs13dCzcgf083/NZxdP8NOe6xe/Jzu6IH/8MbeuYF17fvEX/4Iqr+luviBcv8L21xSlY358TnO75vJ3f40fdkzPPmJbO37327/j7/7ut7y9uafpPcIUzIViNlN8fvoh2eENytQI4XEddK0naIPLkiQzGEF5lHH8ZEp78x06L5iefUxWTMgmC5Q0VHnOo9MVN/d76vs3uCCYLM7ey/d8fLYiDoGha7HeoZRmvlhxfPKIaj4DrZNq4EGqj3iH2n+Q5sexFSWleOcXjEoQMUhAF2kCGrzHB4e1A33fM7Q1gxAJepblmKrClCX5ZMJuvaauG7zRRGNQZUlW5GidcialhLzIkRHuNx3zlWA2yRBaIGQktC2H7YaX3z5ne7tOsj6RsN8iBuIfUV3TdNGjYpqmSQ0+iJQBOU7aQ/hjCNtPu7q6gzDw4EcMIoFe0uHygZD6R88o8R//9xKwZ8xQeOhXjq2j6DtcfQP9NcK1uG7D7f2OF2/WfPPyBttt+Pq7G3773Y5tExBoSpOB85w8WrG5v6PeH2jbPtGlgdXM8PRiCblk17QcDm0iTRtJkBGTS4pMoaXEusChcTQ2sFhMkUHQ7XvqfU+sO5z1jPIgTAYmCrreUW8OHPYtUWlsgME5fIxU0/eToYoQ6bsklzf8oDTIpUTHwNREllPJYiExRcBtOqYy8JefPubPP3vCeaXwV295fWN5dePZbg8cmQN2ZrDHFd3JlGOdM1sY6qYh9o6wa4jbmv3lPbqNvLxb89XLt6x3O44WU/53//v/kvl0RmyaNMkvKqLM6Q8th6trmsvXhLqhvttRrw8wOFZGEbY+bRv/wx5M6u4UtO2FQqgUcdR1DV4LsIpd03NTd9SDJcrAZvAQHG/vJadryydBMzlaYPsa/sX/6SevdZJnC0Lw1Ju3bF//HVV8jVoYnIXvXju+/n7g7n5glnvKOFAHqHKYFEBpKLKKQknyGGjXl+z6nuAlployPz3mzeUbvv2HL1mscso8ofy3e8/N92/59rcvub7eU9cdK6Xp6j1t3fH9Ny9QYeDxx+ecns7JZOT27kB7fg5DywefPibPJPvbWy6/e83qg48IRiNcw2xWUJSPmM4rDtsala949Td/je/uCY1kkKds3AmzYUsZB2T072Tj6QMa/5Je3SilMdMJ1fHivfY1PhJshwqCrFCU2RFxt2N4dcvQ9xw/OibXPXbf0FxBkZ2gVaSwDeWyIkbY369xbSRbLdClpjQgRco7b+sDpaowlULp1ASRGpAaIS3Rpz3kfSrGhEqxPXe79LwhGgqTUxU5VVWkDMUYKA3Mq4p+qNjvG6RrGWbHZJOMeHeg2x64+/YScTvQKcHq6SPmZycoY/DBk8eMRT+hPHrEejdQ5DmPTuaEaHj+8opZBh88O2c+q0ZGRot33U9e5kllyIwkLzJEnGByQ1ZOuH3+LUpKfIzkxQyVFwze0dQOYZaszmcY1YJvMCbg3B37/YGqqtAqY160ZH3LR6eKX/6rZ2zvGzb1E8qTM1RevRtEnZ+fst0dIEqUUswXM5TSRCkxuUlTzYdt9uCVVYry+IhV/oSpimgdsZ2gzGr8YU+/2yVLSPTs3Vv62zvyUd34oLzTqiCrVrRtg91syY4eky+PqM4W9K2lO9QolSGLCllU6Yza/fiz+kdPJz//s18SYgIxDP3AMAw46xGxQw4N8f4NOgwU0wlF8Zjoj2n3QwooEYwdAYcUkigCOnoyuSZTt+RiQ0BRHX/Ovf6ML377BdcvXlAVJY8++oDFPCd0lxyuv8G3GybLCyarC7LpKkVMiD9Wnsp3//+PC8WHD2HEkbzzZSTqlWdod+zuXtEdrlE6o5idsDz9CFOt0pPh3Zs8RWgI79HugGl/x8cfaM7O/4LWV+z3Pa+/+M3/v/v4P7pigK51uE2P7zroBuRgEdaBC+N54wf/ioiAdfi2p1vvEENgqDrU6QmPPvyQ408/wX39LZurG/qmxh32SOGZTEvu14J2GIgiooVEdz31bo9ezMiXU8xqga5y+qZhqGuCkphpRS4kPQLb9dhoiUqjHtb1oSAXILRO4BqRCpcU2GtIg5OIj9B6j93s6J3AZPk4CfAPWq4UsRFSuD1yzJB8oHq+xwQGoLm95G//7/8XTLXg+OkHPProI7JiglaG2XKFNJCVBf5yw32zSdPjRCDBep8koxFyoZiOXt5gDC5GhuAZnKN3nsIYHjoUgtRJdAKMyRicfRd7EURIMsEUaoUfpw0uJOlXiPD2+pbb2zVPn16wWiyoyoIsM4RBJN9hTJ4aO6Qib7/dAVBWJREYugFv4zu57LibEBGc9WzbATuUEEepbQrlY3Dvd9j7l7865sWbFJ/RdpLDnWf/toG2pVs3ECQyKpSIaOURztK+rHFNasCYQjEzGW+BurGsv/8Gp3JylZEtcvRek501TP0bDjowyQaqSUF9csFXX/w1zf4tR6VjKRUiM8inz1j98r+mfPIp/e6Wqy//ht/+T/+aV3cdza7ncez5tIenmea1kLxoPW83HV2v+Wh1xUpaZIzIXFLNDOJ+4HAPffAM0eP6gLu1aKkorhpc8zXGzCmPTjk+WfKX//k/57NDgy6nzO7uePnmjsP9K5CG2Wz5k9e5W9/jHRSTCcuTE2arY6rpHJPlCCXThDn+MDVOBReE6P9IFTnmeY7EpYe+VBybcw8yeKk1Ap0Kw8k0Saa6gbauGfY7hFZk5YSsmnBclEzamnqzo769os8PzM8eo7VJXhEcVZmjZEY/WO7vB0KsyDLN0Ldsrte8ff4N7X5DHCd6aoSpS5km85B6Z6n2iimqZuzUmvAwJU8gH+ffP3on+p5w9xvc7hUhODBTpFmgqmPM9Byy8o9eRu96lbybKL7zNP7w65GAPVzSvP1H7r/8H8A3KQi6s/zNFxv+x3/Y8JuXA3XX4q1HRsHZ6SmPzs+YTyuuX1/S7Lc0+xo/OESMFAqW84pPP3uEKhT7uqbMBNW8JA6BfWO561PO1qwQVDqigmNqIiJ6hrZB6wxdaIoo2O9anIuITCDKjGo5Y1pVDG3P/c0Ng3O0zYB1DzJcePP89XuttbQp88w5D85RiIApFLkWZFownyqWJxmzVc5h8Dxf1zyeFnxyNuGo1OA8213guzvPdR/ZdANMBfOFZFkGQtHhlgWlmfHiy46rywbXbTn6/sDsq3uu+p4v7+44aAFGcZkZovD8xScfMfEty8ePMHNDNzguX75F9h0qmyCFZpZXTI4tvqlRfU3/eovKc4hjDFR02G6AvkcoEDoHqfHRMdiBYCX1qyvIYK4CszJghOBIwJv9QIiK+hC5v7rl5lvB5NHZe6014z7cb15z9+JvWL/4/6LlAJR8/X3Nr/+wZ187Ci0ojURi+Ojjz1lOCmYTh4od9aZlfdOwX/dcv7hmtqhwQ8/92ytas2TYbNnf3LKaCI4vTiiPT6ht5NWra3ZNg5OwevqIT//sZ3z25z/HDQ2rUnB327O/uWU5UawenxGrOXUXefH7t1w9v6XKod4e+Oq3V3z6n0o+/pXESIfWPYgMHwTz1Yy+OYCBbKhRTU3X3nOnL2jCESsZqMIdWvQpNUY+ZCY7QkjPR2UyqsWC1cnRe62zloLgHT5qIoqoC9RcsvjZx0y8I9MB4VvyDLSRdIc71OOzFAvU3CfliI8cf3BG27/GVKeEqEEKlBIIFYGOMAS0MESRJM9SapRRDP0BFzT9AINNUludDTRtTZlHJmVOmeWjP7kl2pA85AhElOgQyH2Dqe84Liu2O4eTAacd3b7jcL1lejxj8njJ/rAlSewtlc+51z3r22t2u47rt9fc3dwRY2RpSorjKbHZsb9v8MFy2O05HNqfvM6nZ4/I8wLrxtxvmSNVzgf//D+jqzd03cgh6TqitazfvqZcnpPlGdPpBGMUOutZLaccn1ygdEHXO+yhIev3nB5tqEqJOJ3C8gK5WoIeG+xiHG5ojXU1h7qhaXuccwgt+eDZU/J8VG3+0SQrAMGUOHL6QTHgKYoSIzRVlrG3jm67QzkYWk8uUm6nGgcfIiYZebY4RpQLusOeod7h+3umJx9wPp/z/T8E+iYisgSvi0LQNfWP79kf+8Xt/S5BE5REa8OkLCgrKIgQS8JqirUtQ3dgc/0dty/+AVNOqZaPyKo52mQpEBoIYaAyLZNiTy72IDzl/Jxh+itevtxx9c1XKDtwfvGU5ekZJ+dnaP6UOKzpDncc7l6wu/0eU06YLi8oZycJbmNypNIIqdJm+CNJ1cNrONFPU35R3+zoDvc0hztsW2MmcxZnn1FMlui8RCiDEOrdRFLEB1nIgOsPbF99gd9+z2Iq+fDZz1g8/QuYPObN66ufvKEBhCmSV6dvCK1FDhasTYRUNx4sHgommWSZIQ5EJfBa46UkSk2elxyfn6O0wXZD8la4AWkU1iefBwiCj/R4Dji01sS+pcpXyGmZIjyso767TSNub2nrlr7tCX0y+XfOIULASBJqOQSkUZAVBCVHCA8pHzBIoo+pAgkP1UiSZ3pnqbKC3o+enGQUSL6J8VAlRj9eXigm0xxj3i8nzVlH8IHuMDC0jqFzPPnkE2JIGn9jKiINzgpEVEip8DHFVNhRdvaQJech+bTCKCNSiqzMCL0ljkWiVCN0SUqEd+mwOh7YpUjB196nQ7sSCkRMUrqQPLFRKO7ud7x6e8XyaMFiMefTTz/ii69fjDLWh8Nv+p5lWTIdi4SuH1KW3fjrP7RMH9D+yZ+03h7YLEsugkDKDCUzIpJ++OldPYABw2efzJmUE0wAt27o1o7YBuKQvJVSSITSSXZXalybGkzVhCQ1KjSHoLFBMMkFa6FZm5KOnPD9hk/uXvH9d3fs1ZRVfcvTfsOffP4Lut036N2X2MPA1evXGCn507/4c45+8VeQDZjpFFM8I1t0ZL/7itevvqffWaZHpzz51b+E2rF7fcNRVvG//W//Gz5b7LGvvmP9/fe8eX3J5XrLyfyYtj/Q1C3dkFy2XkpuhzuOHs2p1jW7Ny+IcaBcLpnMp4Q44BnIlGVegnUd65tXrNebn7zOWZYxffSIcr4gryZkWYkxOkmmx+bDQ6xGDBE1Zqk570dx1ShW0AGkxHmFR6TMV5l+VUoJSifZnBAjNAyE1GSqQBcVbuiwXcdQH/CdophNmc1mlHlBV9e0h4btm++Yn16gpCQ3isxoJJG+8ww2+dL6vmF99Zr11Wvq7QHhkxIiG1/EyUuX7s9UBCfIShxfaWmSGDDqQUYW8B56GwjD+wGyOLwirn8N3Q04i4+SwUmiNGTzC/TyY1R1hiiWSD1NsTQPctT4YH/4X0wbuy31299y84d/w+7qJRGJVAfu7luef99ys7YgDWePnkAI3N/e4pzlsNsytDVBgNQmcTpVknsVRnC8MGgVWW8atvsD+ASMkTbgBo9G4DrHwXpcpsgzg5aRPNMpOitYhFAUpUTIgvttoi4PPuCjwJQz/vxf/HOGpuab3/4Nzf5A11qsCwiRyIfvc80KDSoQhcI5w9AHoosYCUVlKOcJ1nEYAi83A6EqOXjH5c0tqq4pbOCwPuAJ4HtUFEhlMPOM6aMZcg69huXRKb84ecKTrWX3Zk399SvUXcf56RQ3F9w2Ne2hh9jwzT98ye/+/mvKouLTzz9ivpjTdQP79Zb/+l/8AhkmJIZqQPiB2Oyxdwp55hEtDGuL61M4ttAS7wLGaFSWvGbBOzCS3jkcHiE8RgM6puZO7ykzx+npjOVcc3ykmeieIq7fa60J0Dcbbr/799y/+GtsfUeMkus1/OYPW5rGMcslJ3PNaia4urWYvORX//l/imLH3Zvn7LevUrK609hgyGfHFDJixT3rqx13r2/S5H9VkU1bqrMEUiyXF3z3+y/I8oKLj57x5KPHLJYlr7/6Ax//+Z9ztNng2y1d03Hz5oZ8fkRwkuXjC9ZvXjMMUFUVP/uzx+Sxpbm+I8aBoe8ILqKLKcePzzHRIpRme+gpfEeRtYSNpZmcocwxwTfkYUALm0ji40H+Qb6ujaGYzijf07M40Zahg/2h5JBZSr9PMW/1LcJ7XFmA1sjJnMXRjCMmyKJGDgGj1Njk7RG+obm/Z6gd1WKOMgo39BzqHYGc569r1psa13bkAs4Wcz7+9ILTZ8eUZYk2Pnnqw4DRMMmORnVU8gk7m6Azh31NV3eYokBpQ28D93cNV9ue+5s11/cDwxAwwFRlnJwWqGnOervDbusE1lKCcqe4uV7jhshh27O+27LfHwiAyjKWyznIjkltGJqWm5c3bO+3P3mdL558RF7NUCIiUEgRQPYsz04Yhhkvv/kt+811slSFyObmNUfOks+WlOUp5WRCFVqCrWlsoO0amrqDzlJoyCrDzW7AhAyqBZgKGOXk49CjLAtMZhIDIHoGOyS/su3pg0VrnbIlRzppUt1qNpctr5+/pRaeZ4sJ3nYo4cEOtN2A7QXHZ58xKeYIu0bFPilbokBGgcgysuoYTIUop3RWsLu3zJclJx8t2Fw5mn2Laxsoctw/Aen80WIxKwtm2YxcazIBOkSEs6MWt8V5C1KTTZaoLGOoS/CWbndHt7tBijQZkTGQy47p04pCeJTwSDNBzD5h3c749tf/M8NuS5EbptMZVTWhLFJVL8WCavEI2x+wzZ6+WbO7fs7+5iXaZOiswpRzimqRpkNZKh4hGT69bRnaPe3+nqE9ELxLZs6spHp0Sj47whRTpM5IRZTHhw7nevzQ4vsWN7Q42+L6msPNNwhhOTr7iJPHHzF/dI4q5izmP46d/acuqcxIRktfSeQdE0jgYQeNVE4RHoqpSLASby1BpwJISsFiseB2f6C+v6fbbXF2ICtzMtSYZRhwI5BGSkeBJp+UlMcrsrLEO5tIYuu71MEKMPQ9w2Bxo+HZhzTtFA8S0VHiljxDjMZqlUJHBejRT+fDOGmOSc00Lwv+1X/1n/Pr3/2OzXZLbwdCDCAj3skRhiHIck1RGEym6d6j0wSpexp8wFlPv97QOUBpji/OU9MBICSlGEGO+P90sBZSkhtNJscMTiEJ0dN7C1GS60S8kkoR3A9QorQ26fNMDyyZuu+kRoAaPYSR5F+NcozSiBFJpOsdz1++ZbGc8cknH/DhBxd88tETfv/lC5RU73ycSkuIMFhHJtMDyrn0IIx/XFT+0XqI8XNLMkRFlhXoLMeGwGDf72D962/2PF1YnqwipYfhtsHtehQ6TS2kQDEGxoeAsJEyKxDzKWpiiVnEi4wKzUdnhtY5WgxNNGzagX/79p7vTxQ7O+WskCz7N4jt1xQf/5JPPvwF4uXX9Ddv6IYt+XxJOTPoMmUM2aGgkwVmdcbZJ5Hr51ve3F3x2lo+UZpQZayOj1isTvjs8z9lLg90QlG3AbaCYXtgv3EMmybJNKVIsQ4xMgyB3W2LlBuszFLEhOuYrE7QpsC1O6KtUfTI4Gi3B97e/fTC/OjiKXk5R+VFatJJ+U5F4YMfJd2jrPshAiaM5M5xGlcoWE4gBMFtLRmiJLwLDk5fWhsYm3PvyKoiFZRSGoySSGNQWZbiLA47JtMqxfKoBcYUKcbn5i15WZIfrxJsAdAmw4fA4D31+pbN3RXNbg3eIoloKTF6lMiG5FPUMk1BvU/FiZDiXcNQjl329OMkA0KkovF9rmgb7OEO363xbhjhVWlPed/A/hKZz9DlClWeIMtj9PQRykwBmSak3gJ+PBl47OEtzd337K7fsN/15MUEHxzPL1u+v+6423t6FygmnrPTs7Sf+pbdfk+RZxRFxa7uMGN8SZFJZqXieKHwShBDQEIKt3epGx1jwFqQRiK0wBIZuoEYYD7NUrMr+rSuSqFyQbkwyWPsIm3fc3t7y7fffstf/OyMk58vaLucl28bru5a+m6geM+Ykkw78lyDVFgXGVR6pk6mOdl0iioyem+529W8Wtfo3NAcLN+9ucNrwyoKbOegh4kIHBWS06VheTShmM3wMiLXe8J2R2EWMAhUr1FWUy0Mi//kzzj3jvXNPfcvL7l5ecnr+4ZXrSPqltuDp6oK8kzz+HTBZFoiESgRkNGD16ADuYDiY02eW7rLhv6+ZWgsokteV2VUej84h/QeLcb7d5xwoSCoNN/Pp5qniwnTSU4IgboONAdPNXu/TMvBNty+/A9s3vwd7fYNzgZaq/n911u2Wwt9jzE5k3LK6nyBrEqmRzneBAIZanHC0ScZcycQWU7jWtR8iZCgO4d4dcOwqZFAXEwS4KXQiGHLbHXCybNHXDx9wunZiumsQERPVs1ZHQcK07O/a6g3LZtdzXywFMcnzJ6dU00yJJ7CgOr30NV022v6EMnmc2Rp8L1DCgVIVJYjsxLfOlzfM/NbojzDigyrVsjgiG6LDAE12ptC9Agjk4xT57wnNoGp7unROOvZHxryYUOlB4zxOBXpQkPbQRSGhdQcTwqU6chygxx6QncgDjXd63vcxiFmktv1jqbr6LoOS2A/5Pz1P15yqDvkYKkEnB9NmSwqTp4dEf2AHxxD02L7hiLXRBHIi4ooJH0/sNvtubu5Z7PeEkOgmi1QOuPQDLx8fc3N1ZaujkyW51wsV0xLQykcRgpCXjLojGZwDNYSg8dGS1MP+N7hvaaYLEFXbHZ7toeeod8wDD2zWYG3jtu3Bw7b95Chzhcpy1CkWD+lErEZ4WgPN7T7W9rDduw3ihRZ1h1QWuH7CTEvkgpEmOTb7/vEr5ACfGDzds/9t3ccVQsmf6EoHyi5UTAMA/u6IUWWPfiRwY9DEWcdRmvKskBPKoRKQ6pkUxCEvSO86JB7R/3MI2KCfVWZQXuQWcH86DHl5Ai7VcTuFhE7IGIJLE8WVKsL1q+vQCl8lPSdp2s8WaWRyiaaeQARM7T5cRvMj+csSsEkM1RZRgbgHL0faNo9fd+QguMT7UpphSBgmz1DvcYPDQLI8wIhPLNJR2UUioiSOao6o9dP+P6ba66++YqcSDGtRrKnRhHRUqGzAooJRbXAVQ3dYYLY3mLbHUO9pdvdEZEpM6+coPMq/TtEvO1x/YGh2dJ3DUIodF6RlVOMlEiliHagG24T8S8knKxzAyHYd4cqSFOuBMA5UEzmHF98ymx1Tp7lCOHQ1ftNux4CYd/hCHlQLEXEg4TsXTdapGIikrJ/rAPtCDaZb13fc/fyJdurS/rDASmhms8I+x2DHXDB40ZypwOYlJSPTsmnU2KMDE1Nu9vi+h5ne2KI2N7hBjdO5RwPOis/HjTfkVTHiXpSj6YJoxBjp9/5sShJf66ooCwy/pN/9iv6rqHpB9bbDfebe9qhxVqHtSLRVYXEu0hz6Dncv19QfCCRSV2M9H1Pbdfw4hXlYo4xiqHtsH0/gixSQexDIJBku5mSZEoRbCq4Hwp3Qhg7VIkyKGTKrIpjh8kH8e77PcSn/fCRpsOaH71jIBPGO/o0afRweb1m+fIt0+mEi/MzfvXzT9huD2wPDW07IKVkOp0gBHRNmgBY58aO1rinGAv8HzTcPGibU1GfolOEkqlwf0/J3mZrWQrYRxi8ZKgdzuSU1qKiR0aZSJAxwa8yItVxif7kgnJlECpQ12n6+9nPF7y42zMZVhx2gXa94frQ0JczpJ7wOO8pwy1m/zV+e8np+Se49SO2r75hgaPMoJAeGRtCzHh7teP1i1uU66nEHMqKW1Oy7Xtmhx3L1RmffvCExdGKUlucNbShYlBLZHagFB12vWHoLUEJhE+gogcJdVcPbK8jIS+ISo8TdYUoF6nJEAJt3dIdOoSNqPDTD3vVfIVSWbIAIMam0Oj9dRZr3Vgsjvfg+PXwsFEikmUREwW9hb6FIWqCVEmGKkb6qc5SdIZKlFOpdIqIGrvwQo95gVohtcA2NW7oUBGUKSinU5QSbO/ucO0e1xWEPMcYkwKQY8QOA/vNPe1+h7d9mtCM9wxhhExJkTr9Uox75+F++kH/mRo5IfXYpEAiMVGh9fvtaakMwZOUG/2BwVqC0Ki8Qgwt3l8jpEJnFapYYKpjzPJj8vkTpNBE3xNtQww9xCStHbZX7O6veHPT8eraUpUDRkaeX1mut55uCPjoaZuUJ6m0etcobK1NweJSM18syTNJpiKF9ECg6x3eJildyrMVo9oBfEwyzzAum4sR6yJqCGMDZJz+a0FUkiLLIIOmsfix0/769Us+Xg38yVnAiQVmekaxtNxc3WLbw3utdTUzFJnGexDSg0we1HJRosoKLzX1duB+17PvAyKTeB/Zto4bGekCdI1jO0i0kMwWhslRiZmUIApk48huVIIH4QlOIA8dRScoF4pFKVlMK47ywLRraN5cM9QO7yJ129HbO/IsYzEteXY6Q4WerCiSbcJHcKkxIP0AWUBXDj3xhCGmRosxOOcgJg9/HPPbpABlNJkCGdM7JQqQWQalpCoK7BBY146mhzyXnJ6+X2G+u/mW+5d/S7d9RXQtzsPlreX7V3tc7xBdh5waqmnJ8aMV89OKICvadktWFmSzOTEK6vstWS7pfILwFZOKGAT3+WvoHcqk+JqsLJAStteX5I8WLI8WrE6WVJVGi5QtrbKcODSEegNuwLYD9bZhOjHo2FEVOeL4COt6dByYloH+Nk2ilJlDNWcYPIf9PeJmQ5lpjFFM5hNctAyNo8ohZpZWFTg/RboaYo32PTKO2dyjhelBUWHtT8/+A9D9PT4rsNaxqwOyF6gpTKcVKliC6/DE0Q8t8d7iO4tEEeodoWsQIuJbixgUDAXdrmW/qWm6gZBlHKLi9nqL86k5pI2iDZFh/L59b6l3LYfNgf7QUE5zpI4MZWost23H5n7H5esb9vuWapoTRUeIls2m5u2rew5NYDo95uT8Kcenp1RVgSZ146IpiUozsTZ5mL3DO8vQd+MgJBGsB2vJ1xvWmz14h8fT9knVl1dThuGnqxNMliWGhFBIFEIElMqw1tLu7+jrLa6rie/oUh7X1VgFrqtwRSREhZdTUDC4fmyqB0Lf0R0a+ucdzeOc6hcpozjpGccmvI/0Qz8qcBJA0jkHY1TLtCpHe9xYazxY6ASYQlOVBnVnMTqdgw2KwiRLk8iL1NjPJ8Rqgfc12IGAxyvF8qPHLM8fp6i0zQHX7GlubtnPNeWiwA0d0Q+EKInDgHqfYtFt7/Bugs8LrJSE4KibDbv7N4kgVU6RBPCpuBJuQIwFpJYKrQ1lNaGUDY+PDHkmkdGjshmifMJ9O+EPf/vv2F++Ij8+Apenjklf0e8Fwk2IQzYa9AIxREy+YLbM6bSh3d7QNHva/RrXtegsTRqzIo2CvetxfYP3LaiCan6apo5CYvsW16cJlfceQiRGTwhJliWVRucVppyRlQna02zTlGm6fMzy0afk09U4lbFpGvYeVwzJR/mgXQ4hpnDcEJIEa0TDP5zxE+ZcEH1AWI9QjjAM+L5nffWW11/+ge3bN/jBUqwWVLMJ92/f0nY9wxj5gRKoIqM6PWJ2cQYyHe763Y7hUBNDoO96ovXYweOcS0j1GNNN8XAPS0aNRqI6yfH3n6aPMoFhgmfo+9ErFUZppGMYLLNpyScfPKNazHnx+hW///ILru5s+h4+rYcdAq21DF3PsH2/A4gPEUfyLg0hMtged3XD6eNbZtOSZrejOTTYwaVJREj7QguBJiJDBBkZvE+ZWPCuI+SsQxBTw0OlLEwbwjjZG/H9owxNjP+TCJApQ9KNa/fHUS8P9VrCTF8zqUqqIufTjx6z2x745sUlV9drQoT5fEZmDLchGbKd8yMFUjy4S5OvlB9AJ2I8dJdFRlHlKCNx0dEOHdrk77XWx5VmOZXEYKm9oS+niFlBdnOZmhxBjTRIj9KBqogsn0yZ/uoz5k/OkVqyWe/J1zuOPz/j7fPX5OtAdrhHDQ06F7gYeDTTnEwtK11TNN/Tv/oHlv/sv0Ms/hRTfMM8BKoqJxOR2N0xMOPrr7/nq99/zSw6PpiWuNbRmJJ+qHH3N6wWR5ydzMnLjPrqW+xQcvtmS7MZiL1j2h847DZ4EbGIdxwTicSP5Nt63yHu6hQzEyAQKM8z8ukEmc2wboOzlio3PD6e/uR1VsYgYtpf0XlS6p1PheIwYF0qFuMoGY8xQhh5vDGReukctyLS9oHNThB0QZQ6vddjQCpFnhcok6I3pDZok5PlGRKFegd5EUijycwMaTR2vyH0LSqCzidU8wVCwPb6iuGwxxiDni/QJiMET9+1NNsNrm+R0SNHbL2I4JxFa5W8JFqlYjE4ooqIYcwJHAvGFLkh/yhkW4z/7nsWi6YAmSX0f9PRNjUuCkw5ILXBuwEhQKkNSl2S5RVZfY1sP0IpA77F93uiq0f4lWC/b7i8vuOLK/jNd55M18yzyOXGs+/SrtJSEp1lc3eHEJAbQ/Cetj4QgXJ5xGRaUegIfUt/6GgJdMLTNj3t4LBeJEknoJREqIj1EEVIa1pk2OhoBo9UkElJJhTaaFwQVEVGuTCwqRlaS7SBpmt4/vwFT6cTyqMTnn76OYtnBZPvvufN82/fa61nx1NkCPSdQxJQSqIyhVMKG1Kzb7Nr2O47AjJNm5UiSM0ayf3g2HUBGyUrIxhKw04qVBPwtz3TgyO7FQwHi2s7XO/xPpAZCLuB4fn3VB/MKXzE4HAh0FlHpTVdbwkWbIx4I8miJdYbtFmkw2TXE/YH/HqNv99gN5bdbUtf+9HyIDFKEhpwgx8bkhBIezaTGRkK1w/pGW4keW6SZDVX3PV7gnP4sXEheL99ffPdv2N/9QV+OBCjoOkj371s2WwaSmLKnZNgckVRCBbVhNalYi6bT1BFTrfecvvdt0kSrTRlnrNYLJmcP2Z9/IrcSKppxnxVYsqMtrfcvLzkVC+YrlYM9YHWC5wBF2QqLvYb9rdropQEH7G9xw2Ow90Wkx+IQjB0HS4OLJY53jpmZ+fI1TM2B8/d/RVXb7fcbz1Hp0uy4JlMM1pXcLADOsuoxI6opwxRM4gSISp0HOngIpF/H/qqnkjfvZ89g/0dsZxjxYyD1wQ1IdOS6UyTkSZzE10QzByVlTjnGNqeMAy4w5YYPNlkio4BpSNKDBgZMEIigyZETaYzltMMqQVFYZhOSo5OF2SzEucEXT2w33bUm4G+9jSHGpMLTNFg/UDX9uy2Lfe3CdAiFxnOBrq2Y3e/pzk48uqI8ycfcnR6RjmdI01GEJLkWDDoLCOPKQYtxIcBhxvVUKl5aZ1letqyOjQE77BdTXQNmh51Ztnd/fTznlQKSUyN1BAJ3uK8IPYdtu9wQ4/rOrwLacpmB6ysMSpguxnW5iBzHKmBPoR1isxzA6FrMF6w3CmyJwol9KgiS/skyzLyIqe39t15Lp1pEwRNhEBmNEarUVnlUrN3VJyVJznlZ3NaFZh+MEWsW6TQ6DC+Z6Uk9jWxXKSCcZjgQ5MYFlnO9PyY2ZMVs/t7bL2lv7tkJyy5AfvoiGG/JwyOEEV6r+bFj67ljxaL69/9DZysOBQlQUSsbWn319hmhzEltUr5IEqmIN6smJBPVyxOnlJOlhRFSZlFZv45s+yebn9HXs2Q0wt28ZTvvnrLH/7631D4PQe/IexKhpsJ7maFMSXV7IRcT4hxwPka51uiSPCcvr8n+I4QPRJFVs7Jiyn5dEZeThEibUbnBoJP0hqUJDiPDTVKarQ2yCwjKyaYrERlKS5CZRUmL5E6yV8i0B3u2bz9CoJnfvop5ewElRXj55o22vtcShusHEb1aUAGD94jxwLyIS/tASYTSH45A+gQkM4SXepGb16+4OrLP9BstlSLBdNpReg67t+8Ybs/0LtAVJpqWvHo2QUXHz0ly3Pa7R430paa3R439NjeAWPmmveI4FAi+YOEkEQtiUoRlETrMb4hynfSy9HlS9f1tE1DUZXEIOgHS992fP31N/zDf/gblosVs6pACUFz6NhtOrwPBM8Yrh3TZ9f2hPcMenY2YF3yH7o4ZiW2B25efIM/OaZtHX0zMPQOPx4OtIRSJymC84HGRfro8cGnLMvxewsBWkimmUGMWZEJlRRxQYxENZWkCDEV/XH0P0ZSgeHHw3x67ohRipq6VHfrHd88f02hNb/4+af85Z//CavVit/94VveXt/StgekqCiKnLbpsKTPb/zdvZPo/fD/0+RgMan46OMPmR0vGISj7no8cHL6fkb+P3lWcr5SNHvPRqwI08cYDJPQUtUDwgZc3+KDQ2iPXkZmH52w+uRz5k8+J58suBAB71qU1Gy+/dfUd1/htnuQhqyaUcmeX54afn4iWUiHH25ovvnX1GefMX/2zxmGHRx+T1E5xGRCffOaTZNx9+YF7c1bTH3PIXrs7cCsFpypnIvrLVn9e+riJfV8xv7JCW0s2V1e4TZvkfs1mi5NzX1AWEYbqEJLlQAWKk2Ud9cbuu2e9r7E+2OKozN09ojlI4PUGUd312zX96y3Pz0/NEYJMeDdGB/hPS44hqEfA+tHyl/8wQscffJHuaFn6DqGpuGrvmXwlqBK8tkMZOpA22HAZMkmoLMClWXooiCvJkwmU7JJQZYlKYtU6h1hVZcztDZ02w1D2+Cto1ocM1keoaVke31Jc3+LBGZHxzgp6Hab5MNzlkxCpuU7kJZ3idCrpaTK8wRzQBBcknlHF2FsykQEnuQD+QG/nqRk73N5uwVhkSb5rveHjr4bUKbGjAHuJsvJy5ygIviG3Fxi3QYrJN4HrO1Ts1JofMz47rLlb77a8R9eRO6anL5uic4meFZUaBmQWrFYzJOMNMsQ3uG1QlUVRxfnvHj7lmkuCDIS+x7fDUQp2fcDTd9zcAGhNUZJWm+pygypAkNvcTYilaGcTRhocC7QDZZBCLQPKJfIq6vJjKrIaF1AZklq3+xa3qwdX7wJfDxbcLG84Hj1hCef/ilvnj9/r7Uu5iVd2+MjiRDtAm2I2F2N9weGpme7qanrDqczVosVNp9QHwYu645mgEEblDTEqPjN2xZ32VOaHedZzp8qzbM4YVYkNRIyohXIXNFuetZ/f4MUGbv9nqvvr9geWiolKWMkykgdAtE6jPOcFIasrZEqhZfbbcNwv8OtN4SDpb2Bb94c2A8ChWQm4CjT4DTDAG6I+KCISiEJFK0D67AhEsuA0mAmnkwmYuq0gCxTZKVidVpQVO+3r6+++jf4fo8Q0HSSq7vA8+93iACFgcnRFJNr1ustL7/qODqdsHjyEfPVnOnJHNvDTR9Zv7xnf7+lF5G+7ikmE55+/hnPPvuYt4/+hqPzCR/+/AJd5dxdb3j99RsON1s+/6/+BS+++ZLJrKScTumtpB0C01lJu1qilUapA77vePPtDevDNb/4S0PQkd5byklBPH2MMyvM8UdUjx7j7/bcvL5nsz6ga8tm3/DkOGdiJDIzqEnFYdfg1jvyswwnp3g5xSpPHjqE6JP3doTsPUQO2L55r7XOgmV3+5rIB8TpFOdz7G2P8luWak1VaoppicgNXjFOMiMBiVVFgiB1AeMtZSEophYKTWcC9/cDh9DQ9RuefWiQItmMquWE5dGcLNdsN3vq/QERJNViRl5MePXVS4Lvmaw0LrR0/UDXenRUHJ2eMplltH2L7Tu8daxWJzz7/C+YLY/RWZYC7AX4KAkuIrxFjSyGh+dxejaneycGlbzZJmMyn1DNIMtV0quFHm9rbLvl6OTHwSs/dklTEJ1F6CzlhfcDzX6HsZboNTJCu9+y3+xGdZUiXyr0pEIJhbORpq+xTqVIIQRu6AnNnoKeo18es5Nrln+6REzlHw0PRh6E8yg5el9FauQao5NSh1EN431SdqSAzzRgtC3lJFD9yQT3UUEUgfhbibcmqXjwyQ6xeU5RVshihihX9N4ydGtMJrl99RpZ5ZhSY7Sg3a3ZHm4Z9rfMn35MZnI8AhtC+jI58OH/6lr+6NMlLxVO6cTFGA8b5fSU6fIZpkwTvKyYYPIpWT5H5wVGKYxSSAFZbJjEt8zUmr7dk0mFnj6lVs94fRn54t/+Tyy14nxxwcQqzB70JpK93TFZLSinGaLZwNAQQp/om+efoudL+u4VonSYeUm2WmKOVuTzCTrPx+DbUYo0TsLeTX/efZAPhQzvRr8PH/C7/tx4rnaj/LTdXiJVwfzkKXr0OELyw7x3dld7IN06acIpg0eM5pr/ZccwDcHBichUCMz4u5ZacXp2zHe//4LNm7eYLCMTAbfbcHt9x3dffsX1ek1UmqOTI548e8zTjz8gL0syZei2O/aHPYfNBt/3KUdrBGTIh3BuSC1+ybvcsigVUWkcklxlGJmCwUMM+LEjlmi6jkCX6LrdgB0sfuh5/s33/OrzjC//4Td8+fV3XH5/ye7QEZVEKY0IifjpB0tsHcK9X2HuLSNxNE31cg2reUVOpN2uqbtA0zqawbHtLLULzIzE+ZRBNQDdA7U0pPDvlF+UDqxOCPbdgFEKNU5atCBJfpEoneIz3CjLlTJiVAZCgfd/VND98Lk/pGz2veft5Zqu7mnrls9+9pQnj1Y8Ovsrbtc7vn/xhhcv3rK5u2fobfK//i++l0CgZDpoLGYlHzx9xF/92c85OTui6TrqrsV6myZG4qdLQADQkOuCOBzoDhvcvaUkUInI7NES4T32ILB9QJaee9nxpDQsFyXVfImePELqDKkzmmaLZcHNJrKpNdqs+EDc8pengsePjignChkdWYhMCo2PbwnFXzD7/L/A2AukaOhixa9/83f8h7//ey5f3zKJgmq6ooyO+fqeD4YAg8O6DbtjRXG+IC8rXLfhfvuK2aKiOPuQ2D1l//oasfk9EwPFILC7HtunoPLk1VUQQ4oNiorQeoY3O/qLN+jJCg8E3xN9S/Q9+T8hA/mxK8Y4Bii7lAflPc47vLepcA2jTHpsdnRtw2F3oG1q2vqA7bokL48WISQOhbhKYb3vPIJScYVMubsqhfnqsmR1fMLx+QmrkxPK6RRT5GitUWOjDVNQHJ3gmpphv+dwf83s9JxqdYRUkv3dDZvrNyChWh3RNQfCOKGXUqCVJMsUBMiMwkiB0XIEYQlyo4k6pfiqwWNtHCMy5A/EUZlaNg/Tm/e5hpvfoaRF5xmYii42bJqeRQmTUhO1xhRl8mTmGUqRJgNDg/Me5zzeeazzeCKXtxv+x39c87uXHZsGjNIMSHRRoZQkDAPWeoauZb1v8TGgpGSSGYwU4D1mu8MoSZnluLZBCEG1rBBI9i+2qdizDuc8elpy8fgRWjpu7w6JiK0EKpN0Q4ssApnK8TsweY5QgmFImau324aySb8HaRRRpJDt9X7g775tueu/5sND5KOf9Tz5+E/49M/+7L3W+tBG6kHQe0lvA23raNuBoR/oup5KKoyMHE8NGQLlI74QBBkoJmn6vdt1mBj5ZSFZIdkJxdbCfd3wO+CQWY4HzbFSVMIgg2LYA07Q33ju/v6atWu5rVvaEJgrQ4Uil4o779Fa8KEKrO5u6b9OsA67E/g2NXxVYZB5hlQdqyLDOY91EqEN0QncELFDwDuZJjgE4tCmd4H2mBLUxKCVQuwFth+IWUSJQDWRFFNNVen3nCtCHA5EJD4KrtcDX367p65bHi8Un384J0jNXR243jr6YOgUnP7igmyWYb3FCzj5+BEf/6d/ya//X3/N7u0N4uvnTOYZR8eGz/7Z52TD/4b1ZkdtFe3rPbev7rh5vePRxTFhd0l9ec3lt44gFUJKds3AX/1nP6ecTzFZicgqLIp82TPtNJC8XAweLx04w+LiGT4otpdXvH55x8sXt2z3kUePDI8//IDTVYXB0dd7envD+v4KUTsK8Qq9/IAhGqzLyM0RWbjE6BQ6FUXA257uUGPeM74rE5Ej2bC+eUG0FxRnj2mt4g9vBk5NwelRzlJliVCMB1OQFUnJIYQiOo/tGg53l7T2wItXt1wPkpu2Z9cekN5xOjnifDrDEomVxMuBq7u3tF3Dx2fnXL26ZrdpyU3J0/Mznnx6QbO32LYjDILVdMHkgxUIhQoWnQk22x2HXY/KDacXH1HNV0hTvntOBCGJIT13H4ju4sFvk2RVIAQ+Pvj7k9oGkrQy+AR0stYlNVs0UC1/+kIrjZQaQqBrdmy397hoU4N66LDNFtG3KOvI8wmzxYoMSyElmZlgh8jld1+z321oO8vQO4a2wdgWVpr52QlnHz+j7wt2WJy1qFHZEmJEaUUui3ENIBuV4jYEpEzyfxcCWujRIgTROXyzgzBQzHLEMrK/bEHNMdkCg8L1Nf3+Bl+/ZdhOMOGcGDWIjICh3t6gmhu23zrqPew2B9zgMUYwXL/ldttw9OQxejZLhewwJKn3j1w/ejo5++V/iSknqDFcPBGhUs7hw2FBivRhSKmQUmBwKMDEhjLeMwnX+OhwTcv04hN6/YQ3rxr+8Ldfs/7mC86U4fgQyDuPtmCEoZzkzILFv/2W0PcIkSHKFWr2hExU8P33lO2OqCGWAeY54nROmGyxhUTOc9SsQFU5qkgHiYfuxmjPSmPh+ENw8oOXKz7QVOEH76AdsO0O1+wpZ6eU0zlCidH7lfoD6j0DcW9fvEDLMVTTOQh+lIq9U6YiAUZikiMVqYU2mDxHT6cUqwVd2/D8yy+xhwY9qbC7PcPuwKvnL3hzfUPrHY+OVzx5+ognz86Zz2eA5Pr591y+eEF3OOCHnuAsUgjc4NCj9wLCmLGV+vwyM8jcEDINWqc8M52on1Klf9wGT1MnSWcU0LUpq8u7FCI6Kyc8Oj1jNp3yyWef8+mnn/P011/w3/8//w132x3B5OkzCgEZHArBew5x8Uh8TLJPgDwzzOYlWgm6oaPtI+0Q6O0PBbIdPSNRpEgQrRT4iFAJnJGorWOOthA0zmFIvl8RR4IqqalgnRu9gElKIBB0dmAYIS9JhJAkCw8TmodWRvCepvUMg2Voe/a7Pc+eXiQQy7TiL//sc/7sTz/j9n7D9e0t+21N0/Zp/WPyJM6nBcvljMVqxmIxZTLJENGz3q8ZOot1QzL0E2jqn97VA7i6GXh8dIEqc6aHPdl2R55pgod9Zwm2xcSBQgcKLaiCQt5eEe++g8UR5CUiPwMhyMTAv/yrXyK7e159+zWiW/Np3vHp+YL/8bueq23P6UTwyfmMoydL7HbD/OorTs8+QlR/xmB33N5d8ruXO2YXP+f769/S9jt6Z3nLwH1lKHTNh9USUea0Adzhhio4kIZX337NcjXn9PycSTWjOpkQPljRb2rirKQtOsK+xh5a4jDGycQUlIz3qCiwhadZv0G2T5DZhKyaM/GBrvPcXL78yevcdQ1uSLJT5xzepal3fMD0h0Bwjr5tWd+tubvb0PcdQ9cn2MpDoHyMo9cvFVhijKsBYCTkKZme/0prTNtw3zXs1zdsTs9YnpywOD5itlpSlBVGjs9erclmM1Ru6NZr6vtrZqcXFMsjhFI061vWb14SlcJZO0rdk+dZG0VZmlE2KzAPgFYiIaSAapBkUY7tNodzgJAYrXAjjSLEwOADvX9Py0D7BkLybzsPQk8pFxVPLyZkClQxQRcVUmncMOBtg/OCtutw3o9KggwvJZd3A//9X2/44uWBXRuROiMQaYeeLGpsk+T/1nvcSBhFCIILtM7jlCBTksN+R4ietq4xmaGs5swmZfIuuzf4CFWRYcqMrMgY6pZgJE3T420gmEQkzqSmrAw+KLJFgdSSrusZmg6EQ0SR8v9kOuQ8PMejVOwaR32w2CZJu2w/jLEr77HWpiD4JM30CAYf2HUD141lv2/4Zx894tNHJ0yF4frFLVfbnkZrKDRDTK76XGtmneepyDguJN81A1ftwF1jqQm0puMviynl2YpK5vhaENaWEBzBS/a3NYPwzGTOJxNDphQTF7HSpygkIrM+MvuupX7TI6OCkCONRpVmBNAl1c3pKmc584QoAEMMOcM+EsOBIY5T/mEAn2Sq1VlF/niC1pF4GBiueoRVeBMxC0PUHqU9yEDUPy4j+6cuJSNKKTYHyfWt4/KqwSCYYqmKgkPwSCNYzJZ8/ue/ZF5Zus09w8aickW1mHL0aMX8X/2Cw+6G692B3aFlfX1DfXOF+fScR59eoG6PePP8DYfbO/zunidPT/jor/45We7J15E67CFAUShs1yZZcYyUE830eMnk5BFvn3/PSgeqXHPY98nr3A18+9vnnH5ywfXzr7m5uuPurmG3G1A6QVrfvniJHI6ZFkDwoHOcyJiWitXScC9apFDErKIDpL1GSkemk8Q5DB3ddpNsBe9xaQVVHvHtgd3dS67rhuNnPyNOnvHtreB6v+dss+PizHJ8vCCfLBIAzzmcq6nrLffbG/btnsuDZV0LtM6ZZzlnJ2fM8ozHR6fsN/d8efmaw70DmeShZexpK8Ht7jvWmwYxKA43LziaL2jWkd11hw2eycmM4w8C5aqkUoasDwxtJFChq4xqtkQgQItxovYDk8F5j5RyPPekprwgvosL8THgfBzPtiPDQZDk2yE9Vx058Z0s86ddJ0cn9PWON7//NbevXzJ4y/LpObvrS2zbYsJAaXKyuQEn8M2BNvaI64DMS5zUbK4u2e337Hc1w+GAAua5Ri7mBEBONdEH6sMOM2tRC0+I6Xkd4w+xb5FkNfMhEAQIZFIIRoEPgkxngMT7AeFq7NBQy4EiV9jOo/IZZbZI9jDf0eMZ2g69eZ2m32aJkoa8mCFcw1/88iO++vYt1zc7Dvdr3G5DlI6zp+dcXV6i/IHq7BQ5meHHifmP7tkf+8Xq6AIpfyD5pCEywFgsihQrIEXKvVIiTaJ07MjDHTl3CHra3ZbJbIE3J1y/2fPqt6/ZfvUlxwEeSc206xCHHiM0RakpRUDcv0X3jliskPMzRLVE4JDX3yAO90jriLogxgyhLLSvU5SEiMTcICYTxGyCnBWIWXpoq0WJnOTILP0p0tIk4/KDKfUh0oDxxxES8a5vgMB0dYFROQ/zvgdxqIzvVyz2IR0KFBEVA1qQArG9fzeuFuOmC0JAZjg+OeJ0sYAIgw/UhwOHL/6A2+8RMdLVNfvDgX3T8vrykt5ZFssF548fsVotUDHSru+xTYfd7Rj2e1zbpWkIydOS1G2BKNNB7UFaGhXIMkNmWZo0GJ0OkVoTRvomkAy+/ZC8h2L8XiFJM3OjOVut+JNPPqbe7fnuq28YfMQ1Lb5uYUjxE0VeUE0qTk9PuDg/5/XX373XWruQbk7nUzerKhLF0fqBwXtsGGMDiEQ8RkoybfBR4saDt5Ay6e7DD9md6ckgMUolWYHUDCGRPuPoeVAiEV5/wHCkAtSNcmM1PmDjuzl34B016GEfkOR2+0PHyxfX9K3l5H7LYjVlOp9QVlOWi4Ll/DEClTyaLglipRBoFVIYrEiyiaZrkrRixEeHEe8f+8j97c17rfXnP5tTzXKCN6hGkvcHRLSYHKIM9DYSHPRIfMg5OTpL4IybK/TseYrUkAFTnqGygpOq4xeLNRcnG8LQU6Hou8i6dty1ARsF7m4gtxt23/4ti9Mr/rP/8v/M2aMnKL0iyzqePHqCDZqPPv6A/foNu7trtpue5eSY8z/5hLLzyMMG+gPqfqBTG8pnj/jw5DhBuPxA3F1C25IXhjg94o0daBcF+XLCkTeE+wPry0tiCNgYCVHivKTrLUOzJdoGXU5S3EJRMp1NWS6qn7zOdhhwg01Tq5B8V8mbmP4evKdvG/brNeubaw77FjukSdMPmX8pUkOMgAKlIsgEk4kxyeNDiASl0ESUhGihP1iGoccNlnq7Zbe+5+zJEx49eYapFFGNDUYkKq+QS0m7vqPfbSjnK4rZHCEEzjruX77EuQE/DAidmnFijL5QSlIUOZKIiGGU/48U4Qdf8HifSCXwMSK1RMQwAqYiMQjMex70wONdT9+1DINDZSUXpwuWS83QHui6lsF5tM4I3uJtS9N07Js+ASuUSVaKwVE3jqtNw+2uoxugyGEymzKZTDDGsNsfUrER0jNZyrSW8MfPD4GL6SCy22+ICPRWk2uDcEkfPfj0eXnr6aMd4V0pPkMZRTGpULmi6z0qTxL2aaGRKqKNoCwNmTHUbc96/0BXBiUEuUiNY4HEy4zZ8QXHZ48xxiDl+01gZJ78Vdu+5XbfcLvZc9h3uM7jlMFKSWYDR85jWkXeSO5kR8wFmwjt4Mmc42dFwWoAX/fUbc226bjvHb2UrKYFRkEwAas8wQrIJLiI7Qd8F5AiMi8UJ5MSaSUyjHJuBFpCpiKqT/eNrgwqG/etUajjKfFsRehqXLMFbSAvECYnWkPz/Q3FtaW+h2brGYRCxYieCsyFIMx7ghJoGTF7idgHRCVRRxqONfI4wxwdwfTRe621EIBUrHeB27Vn6APzwjCfgLcDmVGcHc9ZPv6In//Zn7N++Wtuvv2aEBwqk8zPjtCZJK9Knnz6iA9eXbK52UCUNPue2zdvIXr6zS1+v8YdDgztgCmTN/rmbkvvA7OjOdWkYDrLMOYDZFlyd32DVZqFylnMK7KfPQOdMzQ7OnfNoqpQusQPnoDBFAuG4RalFcenU6pcYWTg8tWB4TBwtMyYzUtUnnHx4Tmbt7fUaILr0KZEmIrBenKzwvsbvAAZAz709HZDkO8HE0pv9cg0AyV7dv0tl19aJo8uyOfnNE3Bi82G2/2ek6s956d75kclZVkiRCQzhunsCBXAHW5ZTQom8yVlOcHo5NMzocVMIp+dlESfgJHRWTI9EHZvmYiWWESEUQliKQVS91htwUqUjbDr8G3LkOUMlcHJBJ0JZUVWVmRlmYBfkaSEE4lnQfSJxYAfp4yRGEJKGYiCbkhN8QdQWhSSKGQyzYSRf/PO4/jTYUL13ffcv7ni6ss/sLm9gUIilCUcmjQEiY7gEhXW2TTllDHRt/c3twwRmrtbbD+QBU+WaYzSTIzCyOQntk3G/eUWm28xpx0hBPrest0f8D7JTuO7OkPiQ8BGj1ISqzXkKXv74blumwPK1bSbDdurW5SOGDch6CVCSoJvgR6dSUIQ2GZLMZ0hdYnQOUpPiCHnxVff8OWvv2K3h2gNBkXf7qnXdzS317j7K46dZfL4MTKvsP8E4vdH35rKmPFwOorgxmo4+dHU2HmWYxEZkCEAA1nckMcN0u/ohw4pBKZacX/X8PZ3l2y+eIW+uWauNHM7oJoaYQNZLslwqG4HbYtUJWQZMtPI2CEOG2Rzj7QdEZ0eun6AZgMukUBDDERhCOWcOBkQuYE83RDybIE6niKnBmFSMSYyjTAKlCDK5H95uB6WLrgBN3QIBOXseOwqPYhDU9gn71ksOp8OPl6k/DCERMlx0vkw4USkg4EUmDynKqfYmLo4NiTv3bDuCD5gpaDpOvZty2Z/YNfUZEXG0dGC2aRCAUPdJMN0UxP7hOyW8aFMEWmQKARBCSIygXZCBJVeghhDGCmIKY4oQXkQcpzcMh7SwrviUYlRuy3SwccoyevvX3F9dcvl1Q2D89R1S39oUCFwdDzlT3/5C4oi5/T8EZ/+yef8w+Sng0AgTTlETCGmmZYYo+htz+Asg4sMLtFHpYTcKJRPU8AwfuYpYGKkXRFHjH8Yu2fjxFI8gGlS5yjGiCKt0TgcYMSLEMe/KinxiVc/Ni3Sgewhs9WQbljJg8Q6Mhwa9kIgrKVvGup9STWdMpmU5EVGlhWpiDeSlDM0xik4h/MhSRWDIxLeNUkeGnneBdr6/bwZJycTjIj4hzRIkXxHxmjMJEvQkt7gYqQdJPl9Qzv0HOR3XHjHGT2ToiSaBa5d0775LVl9yVL1BAP9Hu53Dfu9wHc2gU6ipigzXDDc3b/h5u4N08UR0+mUqlry4dOfEWXGxckpz78QfHfYs44NS3IOg6PdbZgMe+bGkpeBaD1hv+Vkdko2XRBszdDWWNeSnV3gC0dzfY+YzplOZ6yiYt91ZEYRpEgZow9yYAFSBZSI6AeqqBBEO7A63v3kdbZ2SIXiQ8EffigSfXC4fqDe7dlvN/Rtk56VD0S6h28ixvs4jE3BkI40ITwoM0Y5fyBF+vj0chUh+VC898n72PdED3leoc/PkEWW9qAQSKEwpSTanr5uMX2HqSry6YyZtXTPn9MdtuD7MT5gLIxiKgC1ligBIiYP71jX4kO6Z9NvOYVMp2zXJAP3Mab7V6SGyftcUkR629O1zf+PtP/61SxL0/yw33Lbff7YsGkrs7Kr2tTMVHdzOBwRA4kcgYQI8EK3vNe/pP9Agu4kgCOJI0okx3K6u6aqulzasCeO/ey2y+li7RNZ1ADVUMROBBIIc+LE/tZee73v+zy/h6F3EDWFTpJY55LE19oENcpzTQwDh92BQ22xMQFmYhRYZ6m7SD8GNTsHTgqCHaiqkoigKIq3++c9RC2Q9tEsNxQ60feGYUDEwND3+BAJARSSTJLUIP77cPswwlQYbQYKwdA7bG9pBsuh9tjBIo8UeaFxLuJcJDci5XMKQW/TlFEpSSQkiaSSmKKimq8oZ8t0CHxPbeTvnr1h3VrWdce2aTk0PWGw4NKGWNtAM3isA28dRRAsbKRXkT5GuuBRGpYSfG9Z1y0bO9DjU80mI1MVCdZx2DZYYZGdQg0G7yOusymfWKfcygqQSqfPQyZitVYCkwmkVgTtEYVGV8m7K41GVhmcHkHIcUOOKKaIcgpS4useUQiymcAstpRNhnea6MBMe9STEkqNDA5RD3htsbsePRfII0NcZYjVArk6B/N+70UpJEMw3G5btgePkIpykjOdK4aupW8E2dxQZYLVckK/PUZlr2lubwj7nggUiwXF1DI7PWP18BSQ5HlBu+v59lffUZSSV1++5PbNlvpuT7QOnVvefPeSTduQC0deCUwGqiiYHB0BgSwvCEHQdwNagsk1+eqMZqvRux0mK6kWR0Qb6LxkoWdUF5fkU0E5qShySbPbsTzJiMNAVAaRF+STipmQ9N2A1wJhO0zoEUxpRYbVU4JdE+MIH/SO4Bu2V7fvda8FASk1Rgq0imhhCfWa/RtLPVslkJFaUseS5m7P7W7Dye2e41XJbJqTFRmVzimyjLzQyCwjnxmUhug6/NASQ0CZiMoEwYu0V8ok6d8OLQsTKauUc1waKEMDkw69DOwOIFxAbnq0FvRWYk8X+Kok6Jy8mKSgeG0QMlmOEN+fIaSUKa4pjPFAYfTH2x6lsvGklE5AYlS1DP2Qzp4x4oLDB0sIA96/u5d/d/0C1weELlDG4F0LbUNoa/AhfW2lUeWUbDXHeQd9itjrW4ePAU2g1DF5BbMMLQ2ZTGTp/W3D9fWe3VVP/nidyL0j+bVrEwQpQTA9INBaJJsIgRgTEd1oRSTt7zF4hv0dpdvSb3fsNzvySYZRFWRFGpjJHpV5dNAMg8DZHtfuEXqGziYonWP0hG9//ZzbVzcgKjI9QUWQ0eHrLd3dLV2wlLOSbDFFmezv3Kv/YLEY3+r97qcc90VABOGTjzEGQnSEYHHeklOTZWuM2hFci+17ptUMFzKufvsdN7/8huHlHRMbWE6n5G4gtA1aFwkPy0Boe6QDyjlCR6TbIrseWd8hbJuAIapAygHCAbrD6MeB6AM+GrzQBDRx1xCdS9OS6xZ5MkMuCkQOZAY5K5GzAjUziFwm/oEaNbfjwg02eeuETCCdBCMZxYGjRjS+Jw01U4oY7qdZkSBjKtL09+PhKMELgVeCXCmCc2y6JMEYQy0ZBocF9t6xaxq2zYG660AIVsfHnJydUBR5CqXve4bDnji0I80wYcnjfQzEfU6gSn6fECJyxB1LrYkq6cECvMUgQ/o+3Jjn5kMqPsV9MTnK2kymWc2mPDg+5uc/+wWXl7e8ubhisBaESLRUrTlezPnpT39CNamo5jNOHz3i7urmve51vkgv1eA8moAUnrbvEl3Pj4pbkleqkBIrUlD473tZkyQ7Fbz3EtT7YtE5N07efZJojRp94uiVvC85x3F2GJHcwPdTyt+7hBAoESmVII8CHSNilE+bGFH9gK0VDclQ3Tc9bZVjshwzGs+FkiihkDIVo+nvgTj6T6VJCoF7oue919G5d9+oAYxRiM4i+gExDCNKPiJlxmQ6QWYFNmbYmBG9pdm/oV/vudlblOiZzArKk48Z4pL9y19x9cu/or+5JNpAiILm1rLbWGSXkbsB5SHi0RlMZcFdfcv6+hknxw8oywl5Mef05APc0LM0gluhqGxqtBSHhhf1HrffsSwMosrIljlZVqJLTTWZoospw1AzDANRKIrHjxCLgSVQHR1zPJtR1C3Ns/QScEJjZPJ8K+VQWmAyjdFZ8uDoLBGavWNx9O4wIe/dOE0cs1pjJASH7Tv6vqdvGg7bDc04qZLEhBQf9zoxLmqROl/3/Yoxv/O+0E3rW4wvfk8kBIk2ChEUfhiSqmAs4rK8IK8KpnqVJkwjwU1ISTFbYHvL0DVIrcjKislyRTO7YX93mQ4JyhCCHtfiPb33++m6GKWokVQkOh9TYwaRJON47pt6Id43e5L0532uGFPubNd0KVJAKkK7pyXD9gPBOpq6w9rIdFoS/cDmds+hcQwuHTIiKeOycQLtPYYRae8dQ9dSTkqsSwRapTQIm7w9IcmblRLkuaHMDcFahtZR5ppJmdMPnq5zDNYRtEQpxv1IpK72CAyTUiXCqo+0dU9jPe3giKJP/hphKKtEqLUhkGcJzuVUskfImIpWCRiTSLPT2Yy8miJ0Nn4u7+cZ+NVXL+gCtNZjXST4mKBvpL2lHzx3XY/ygp1rU7PSCRgSqGaaK0xeodvIXTPwIlo2GspJwUmpORaRR0JQSIgHh3eBOChwiV5NvPfrCpABpEepSEIhjM+GBKEFopS0zqGiQPp0KBeZAheI256oPZiSmC+I2STFukhPdnqMcA0665lFCdmM4DV6VhPPj5B5QRh6/H6PO2kZNlt05pDTjDCbE2enMDnlPa38CCGoO8Pd9kDbR0xeoPKMbCJx1hMai/ADwh3whxvy6YLp6QPuru7o64Eo9uhXt+iiYXV2TjGdcfRAYGKk3u5582pPWSlefHPJ+q4jDI5pIZlLz8vffQXzOdPTCikCbrD0gyf3MJ+VVNM5bW857Bqa/Z58UvLgRIEyqLwiKwqqSYEQmm7rUNEzXUzRZcX0aEVRZtS7A2Z+oL67ITpLVAZVllQaFn2fqP5tTbQtQnYINcGHkiBzEB0jpxYdLYfd5r3utZISJeUY5xPJVECLQHdzxa7eExZHxNkcZaYMQbM/7Nm3LdtDzXI6MJ9lzCaGCY5laVAZSNESbINrW2J9QEqFKgwCQ2dhGAIagVYZRnlK45ioSCYEufHk0SMzR2EkVeHpW4sMHZnPqXeOnVEIkZPNc6p8QpYlUroc1WZCqFFumRRULji8j8SQ4ta8cwmSKCNC6jF9IAVax0iyv4x7s48O5wd86P+D89D/P1e734BYMj17QBQBu7/gaDHjYrvFdh2D92TTJcXylOr8KYO1uO0V/XpNkCUihhQXFNOnL2SBQCG8w1rP7q7jbr2HFvLjHbE/4G0/Kipi2ruBt+8vIZLFRyS1DvFeNZje18FZ/P4K6Q9gO2JtIc9pbSRogY4DRkVUniFz6OsG33q6+gBZjcqnSG3IdMH68gbhsnQODBEVLbkRSDfg2poYPbatiUOHvH/h/4HrDxaLtj+k+AbBOEEUJMVSTIc+NxB8R3QdYmgRruU432LO0wvGDQM6Qj495urlDc//55+z//oO0XqKoqCSILoWGTymKtC5TrIZ14OqoFBIt0a0A8L2iOBSoPlIuwvDHTKM9D1lMJnB24DwEaF6fGxxvQcvCd4Rrz2x7vFFRlCCoEriLCCPBMVThVmCLCBWinS2EcToCN4mMp3KMXn1/fRxnBIlmeE7r2cAHi2P6IaBwaV8IUJMYX0mEvshHf5ExAuIUuC9Y72+RRmdtOEk02zjI60U3B321G3D4CxCCqazCU8+/oCz81OMlLi2pd7v2W+2xGAxQiOkIMt06vQMnr63afqKxAvSPUOiQsRkGX7sJguZmgghBNzQkpUFXdsTfUjSWqXw0SW0foRcKx4cr/jjH3zCP/7zn/I//vN/wbNnL5PHBRKXQspxwpYiDx4/eUgIcPXsGUa/32Hv/OOnxOCwbY+ta+zhgAuSzgVcFEilMEbgQiQMab3Z6JEipAMy6fPWQmGMJPrvi6sE/bkHbABqPGqLZHh20eMJiAD300pH+vf2/fDWQ4v4foKoEGRasCgVuQ/IPmBIh7Qyhc3hVAKqiJiIv32TPENCK4TWqPHQqXQCISkpkSp5THWmEVqOEzCBCIyFv08n2/e4bOfRdSTUA7EdEC4QhUaXU8rpgnxSoJaPkPMHOO+ov/0brn/2N7RXPc2143DTkV9c4MOBq3/3/+Dyd1/hGpeePQLeDjBEPirh1kW2ouCbjeC39TOUM0wmBe3l1zSnj+nnx+j5CiFnvPjNX3H95it+/fO/5vbiNWboqF3NLAscjmbUk2M6Zaj1jC8++Yz5yQwxWKL1DFcXDAcPswVqfkqxKvnT8zNmiyUqCOoXr9kaxSEmQacQAjHSgqUIYDVKlUhdIbNULIrgwJ288332Y77nfaZnCB7X92xvb6l3W4a+p287+rbDD8lPYsY9To5TvwBpoiSTned+CUuV/IsICC4Vo2HMgxMqHahzJcbOaMTHji7C62+/JZ9M+KAs0WPDIpkNBZiCcnVMe3uDbZoUn1EUnDx5wu7qNYd9N0J6RlrxqNwIIeHWIU3eGWXbLjD+uC8OIaLGRk1MUSZRjWzg99s/bA99M9A3PdEFsrzHNY66VWiTIqOktDjbsl9bDrs9t7ctbRu+f5xkKmwHJEd55DZLsvj7nMm6bhh8mgR2/UDvHM47BCS/9NiokiNMoDKSRyclx2fnrHc9N3c7trua1qXCvcg0UcpEsyZ18oOPeAnWBnwSCacw7ZhyaJt9T1/3CC3ISoMUBusCh7rD96kRJqMgM5rKaMppydHxiizPcMEjwvcBQO96xRiY5QXzKr3zhrZnaD1FkbGcV8y1YNc13HSWO9+ibUB7yRA0elawWk05mS/gcsvrtuMrB7rM+eR0wh+fTziVkWzXMqNE1hpacC7ShwBKU1QmTWTyiMgFVnqUSh7Ewbnk9Q0SvEJEwbZ3af/dCoqJIJ9LpOrpvvoKKyKcTeFowJcFTgiMkEwLRRh6jJRok6EnGWpaII804smHhGxGsB5fN9jDDnnxLfFwh15MoJgRigqnzNuG4zvfayG43cFun3xl2aTE6Yglsnp0zBGBopBUuuby678mf/QjsqJgGDx97wixwz27RCpDs22JtufsbI5rW25eX7G+3LKVmvXO0DpJCD2GiC40l69v+PTBEavVbCTWi3SWcy2ZnhMp6OqGzXpN2zTMz5bMTzfsbjcINUVnOQhB7xzrXc3h6oJyUlCtViwePOD4/BStMn73N3/NZXvLzeUOFz3FcsHZgxNEf6CtPa3U2LbF+x16NSf4kiAXxOAAi1JQiMjMv1/OosnSdE14gfAJjjcr4AcnGdeHnldXz9hcGsxkxer8IYsHH9G2LS8Pey42Bwq5Z1laHh4JzlaGvO8QzQ7hPHFwDNuefFJBZohCJ+VFECAFLih0sUB2UMbIRCiMUBTTKUJZskVkcQa2d7S1Z3NQHLzhqvEsj6ZMq2OKyQJBxPqAkOOmFkmNaGKa2MXkNL6HegWfIiwG63HR4ZxLmiqhEGggjl4+xv1NEcm4N4y946Jmv7ljsjhBnSxxWcOnX3zOdr1m03VIqTBFRTZbkC2Wqf7wHUMTUOUp4FHdLQRJZkqkyogeXNcmu4eLLGYzYuYoVAvdBt/UZKsj8ixDa00QcbSpjZnj4zs3SoUxhlwbtBREbxm6FravybKOyUzjuxwhJZuDZVAN2gwUVYHOpgy9Zb/e0W1rYtsi8y1a5yiRmnhFtkDOpmmA0e0QvqFclUjXk+Wa4JOyL1eSMjP0Q/sHb+UfLBaf//z/kzopSiDFPQwmhRtLmYJV87ykLKZU1ZRFNeE8axDa0e73yCiYrU5oDge+/Jf/nstfP0f2iZgpYkgdausSbr4sEEBwCUcvdMQPO9SYASZJ3bs4doqdH8D1SKXQWYbKM0JQSKNQOiLiAWEtSIVzghgVXlcIlScJS1tDVRDMEufm9M974osaWUH2wyWzMpDlwzj9cYjoUaYcKai8hZaEty/E99uo/+inP+Hu+ob17Zr2cMD1PcK6lOtXZIhR8z0yb9LBnogdGnyEQQo6Jdj5wKHr6O2A9wEhJHmuOTpdoHNJuVqmHEQ3HjykwkePCx7PGNo9pMxGfETrgn4YUFmS/YY4TkmMRld5yo6LKVQ0SEnvBkKb/FDBx3SwCxHvPJmSLMuSjx+d8dM//oK//MmfcHJ0yuXzV3TO8vLiNW2fQk9TiDl0Q8ub16/IM4NSinq752i5fK97PV0c411PK/b43uKjQghNcC4ViFEw2EjTe9rOkhmNEBE1yi1S5EaKM5EjdOMejKSUAFLHW/EWypsOZ5D8X2H8DEeFcZL4jUrFETBy74jVo469qhTHixJai3U9mRfkpAdYacGgBV5DkMAIGlI6hW9LLVBaoo0GDUIJlPo9IJGW3IfC3k+2QaQIFP9+gIqXrzxx17CyijKAxJPrgnJakC9nzL74MeXTz1DLBzgJ8h/9A/42/B+5/PkvObza8p38ipcv99A5mjev6A8duSmRPuL6BidS0fjxVPNZOeFiH/jVzZ5f7nbobML/5s9/xKn0lMEhg0BEg/IOv7/lr375Czaba9zUoqYC5yommwNNrvEmp20FWyE41nM+/MGP8YPC7u6gayEqWmH49lev+Nuvv+Iv/+RT/rScoPuG7uXXdJeX6CypAlxrkwTHC1xnaG8d/XZLcQxKqERsK0u0Pnvn+xxjSHFBQRCDY+h6bq4uuX75GkkCkdje4QaPCKDyUUavE6BJyuSPdkkogXdJSqQziclUamqE5N++l5GnKxGAu65FKYnWBiUiMVi6/Z5nX35FPp3w6Olj9Nzc/xFQgqwsEYs5tj7Q7tbMzh6SLVecfPwJw29/hXM9Xe8wWtPIgWAhulScSpnWszaKolA41xN70gscQEhsEDgiPem5iPeF6vtt1dTbDc1+T0RRTSomZUHfHvDBUeQLgg3kJsNpy+Z2x/VFgw+SIs8ppgWmNAgFEoMwOXl+g1I1394OXDVpb7m93SQIVwTrPT4mqboWiQydMm0NWTVFTcCpyNGs4Gg553p9yb4b6KVidrzE4FGuww6eYVTCCMTY5BREYYhKogEtXeIPaJ1IztHjRSTYwHZTY61FRYmSUEhNaQxFoSjKnMmkIgbL4bCl3CXv9Ped9Xe7/g//5Y+R2RwhwfuBoTsw1Aemk4rZ8oggFPvWcb1p+O71Ld++uKWPCp1nnBzPmVUFbvBsItwtKprg+GRR8dFixhNTUQ0DVZmj80RQtd4RhojODEEYJJI2DHjv0SGSa0mYBnwmaHaWLKRGqQuRmc55dFxgD5HNtudi0+IvUgxHAHqZ/OHti9f00REVLKoJxwHmK8PR2ZTF0QI9nyIzD+0zWDfI408Q2RGBCdYGer3C2QNTn+HrA6F3yJVOILD3uJyH1xdrmq7HlDmz5ZJ5Ibh89be0g2UyUSynGhUH7DCgoubo/DE/+c/+Id46Dus1l89e0u9anv/6t+SZpHAVInik78kyQWDCZCapFhlaeHI90LuBfTOSRpuaYYBidsTjH/yQ2Ry6mx2byyvu1hsOdQNKMF8suf3y1zgyipMnmHKK9QNXV3c0vWKymDOdFOjJHI/m6npDe7fh1Vffsb3ZMFnMefL5Jzz97FMY9tjtnovnv6K3PsH9Yo1WEasqtHpArLfEmOIrIFCZ93svZllGsEm6+VYZ4TzGwEcnGY8WknXteLO74sUvL/htUMyOTzg6PmKxOEfnGXW0/Pp6y7OrPaXrsINF60iZZ8TeMA8z5nlBNZkyWRhmInlPu65nMp1wtHqEVobgIkNjGYJmsiywdYdQgqZveLa54+dfrbnucz74wSNEPqNzEb8/3PvSQPRAHKW6ib1xe7NGac1kWiGkHmFl6ZwRZZEyw1WKeyImtYfzgX4YiNG/HdK4YHHu3aPShnpLe7VG+YHoLUoq5kdH/PgvfsrP/83f0Hc9QcBmc81maNBaweAIKkNVK5TSRHtAhMPbIZH3nuBT9FTfWM6eTvn236+x8TWV+Y5q+pTq+JTJpEw0f5UGbfewuNkkB5msSdpkZMYk6rULdJdXlP4S62omDytmDyuatee7bUDNS8x0RlblGCkRfcfRU0+7qfG9pd1tkrS2r5Gk7FaFIfgB+gM6l1RHR+REyje37K+v8UOaRkfXUqr3mCyW0yO0zjGmQGfF+P+KrCjJdI7WBq0FRkby2DMLv0VH2N1tMSqZ5q3zPPvFM373b78htpFKjsHmPhB6m8JOlcb3iT4W+w4RPcL1iLZPkAIlEZlBmFSo4QVS3h+8Pda2hDAgYsQjESpHyDqh3UUKpNChILQDPlqiypJEUgRU7LDrPQw9QnjickLzIKNtDdl0YKYPBG9A5gjlGTMjRqjCO6/h/+CKJ0doBEYIBqWwhz22rumdRXuH9h4xep8igiDAyzSV6mKgsZ6691hi8liMQJUs08zmU+aLOScnJwy7Ha5ukk/RDyiTRut2GMiMxMaBIBxBSiwe71zKzDFjFIAIBKkZ3IDsBCrLk1TXeQY7YK2jbToGm+A0hEhwqdifTQqOJhM+fPCA08WCvm54cXjGX/zF3+eDTz/mn/0//znPnr+kGyyINEmdTUseP3xIVU6om44oJMuz0/e611WZE0h0xXZb0w2JTjqESGfvdZip60JmyLUGEWnd8NZbKqTEhjQhTDICMUZn3G+g6ff4mBaKjAGl1EjBk2Me0ahTjxDeyuoYp+ej1JX0kC6qjCoz+D75yPT4a5IkIa3mFcwmySNH6uBJHVE6FYZKGaQxCCPJTJb8yAIQ45Rm9IalPnI6RMrfhz294/Wrry75JFdkqyWL+YwsamJUrD78ELOssCbj9cVLXn/5O1rv+Kf/+X/F03/6X7LdXLGrX/Nqd8NVV1NvLT+qSpYnjxj6Frc/0HeWg4UMODQ1VjVsVkv6R0dMsowfLCv+8h//7zj77Cdkk2O6Q82rf//PefU3/5xffvsrbjrLMJkQg0bsa6Td47MpC+UYbi4wYcJiPuPo1DCoN9y1Lb/829+weXPB0La4APu7rzH7hmJ7TvfV7/D1Ne7mOXJVsB88bjOgLWiRAFCgGJqB/uYN7uwDhIxJGkwi873PFccXdlvvWd9cc3txyaGuUffPYYgoJZkvSsrJhN1h/70U2gasvQfdgNZpj4XAYJPspZpMiFlP37R45xmFelRF8teFkAoNESN4TwyKerPh+dffUE0nFGWJlmokSQsQMWU5eodrG4bDlnJ1xPHTD+i2d2wu32AHS6dTlm4vA6WPZEanOAo8GsiEwnpGT2IiJzov8EFCNqWoMqQySKnfTkjf59rdfkfXtlSTJXleQnQ4N2AHTzY/RVclhgNqcOjJlPMfnDCZl+RTiS5Ekp/WPdu7Bqk1y7OCPypgOlP89mLguxufisQQRtl6Ku5+/9tOEnKJ0jllmbPvW3Z9oOo6ijInLwoO2xotJB+crZhoz+16x+XNjs558twwNYrgFdt+eJsP5r1HSMlqOsX1A71N1ELvA21Xk2WGGAKa1CTsrMVGl2yiInLz5nWafAKPP/gEpd4PcPOwrAh4UBpUQSTlUtI75LojFJphlMQOXiAnFYVIBOq7w4Hr3R7XOUxjmVQzPpkovsgFT7pAtnOEncAKME8Uaq7oQuRgHU4LlHSoIQWkH5RgLT237YH+uqbKDM4YjFV4m963n4U5H+mCpvFcNj0H7/EyInvFIQvcGcsQgFIhKoMoM15Li3SapSpYtZGnh4GPs4EZgWI/QHiduojVHpgjrESXiuLpY7KqQmiNRdOH99s7ALa14PKmI6Apq+RJi8OOrum5+uUOKQSrVc7ZgzmrM0m4/A37qxvKWcXp42NWn51w+mRBsxv43f/8C9YXV7w6tPjBQvCcffiUyxvLRw9OUFLS1zv2tzVvLtfse8Wz7zZcfH3B7OSID360pMgNwjYM1vP8q2+5eH2NqQrOn57jNjsuv37B/PyE6dEDINC7SBQ5H3z4lK9+9le8/PIbytmUcjEnCMHlt6/JNPzgT7/g6OyI+fEZ5WSFVwVmuuf4w88BiEOH6wbaaGnNGVkxB/+S2A8Q3HuryACsS8qM6ALRhVHun/ZQR8DIyIO54myu+PwBXO8dz26vePHr1/zWpYZyUWTMFgvOjo+YViuY6tTIC47e7gmvGvI3LZVpmGSCKhMUow2ibCS6CAQ0zgkGK4lSk7USF+bYaOjDKd3xRzxdKj7QBp1ppDQEIRi8S38XEEKasgqS8qNtGt5cXTNfrqgWM4SSqdHoA94LhmGXJKnxHhKVZN7eB/q+p272tHVDXR841Hvqw+Hdb7TWiHxC3bTI6JhPcqRU/OlP/wGLoxMOu5o3t3uudg1DCKxvbrB1xyQryPs9ppxTzk6INkfik3RzSDJ9YQXb7YHjJ8kesDgqyNSauP4KV3/M8fExXdez2WxS6997+qFnOp0wnVYQA5kRKJUo933d0r36Oau8QaMJ1tK5gbr2HJzEyEBWTJgsVigtcds9cQLF+VO6169xdsB2B4xwRNsThkSidXbAi4g3E0JXI/OM5fER/X6PtwP9bouZrpG6/MO38g/94tknfw+lcqTKUFKPkQgiZTKRQANaeExoKO0lJt5x2O0hCPLpFDBcvVzz27/6lt16YKGLJO0MAWcdfWcxMcFxRN8iY0B4hwgeEQOZSJEEHkHsLcoPINSog46jTDTi78OwjQapkzxKDslLIgTRK3AdMhzAtnhd4U1JlImmRpYh+kMyvrqB8OyauFjSMaXtGkJj8KEg+JrgAkr6t50CmTSG78u3AamRWY4wGaooyAVIrehVjesHwmBR+LeeooDAE7Ex0AdPH5NEcvx2CCJics18MeXk/IST8zM0sL2+prm7IzqHNoZ8vsT2PUKm0XpwjuATrEXJEQyhJEorpLknGmaoMkvh1lIlb9BI6XPWAgKTZTib6IzESK41WkKUSWLZdD036y2L+RLf9eQi8vf++EfkxvDs5SukVGwPW5598y3/l//T/xlpCrIs5+Gjh1TLxXvd6slsloLuhaKtW8TdhvZgscSEp8cz1tsordI9dg5JpJBJux6EpHMe6z1aJA+CFHI8fCf6YpQmIaQRCKnw3MvCRZLshvH3vaWfxreFJzAe3CNawiTTRBvwg0+RHTHFdBgpkMZgqhI9nSYYlEp/X5RJbqi0SfE3OgEplEidvOS3Tdr61BUEEVQ67H8/6nyve31oO6Qpkb3DTCsWTz9m+YM/wyyPyI9mhFnJ7vIVh5tf8ezlC56/+oZHH3/I7MefUb/yOBkQ0xN01SF2zxh2a/b7AduDiRlTUyG7gYP1dNFjJ4LypOLR+ZKT4zMWH/0p7abh9pvvaLe31Osrnv/iF1xvbylMkuf2MeAGiLWknGgeYdlkmloLiklE0nF3s+PXv/2a601LH0fP167mw77j0Yni2F7ArgAjKT94Qv5YUR+2hG9q5muP6RwyeqQO9PuBw5tLivMLstCic400GYH3OVgLXN+zu1uzub1lu17TNi3OJYmTkQJlkkxSKkHd1Wglid4z9Il8aF0iXwqRoBDgiNEjlEwU2MLgjceoLDWVlSGg0DLH9z0ugowJpIRUKVJGKui61KAaBooiR4kxIzEGBIpsOgUB3W5LtViSl1OOHj7FNi379U3KpTMJFhKUSRlsowcaL3Cto7cCG1QCfgkFWUZRLilmJyN9NDGlY7z3Vr/71dY7snLBdLFCCmgPG6KIuJgOfTJTxHE/X55PKGdLlByw9Ekq6yReBqyQhOApZyVBCI6d4KyNvLxzWB8JYzGeZhn3nmZAwOAcd+stIQSOj49Q5YTdsKO/3nO1PbDvOqQS7LYb3viG1TTHDgNSRqrSMF/MElzsYp3ANHLc75RGGc1kUmBVGhpEm3IhtQjoGCknk8QGcI4herKUKI3wnnp34K64oZrNOT47pyjfL84hPj8koE1MdgehEpBMTGe83lveXBy42tXcbmuaQ08mRLKv2EDMUtZnHiVisBS9xaB54DOm1qCtGT3jlu26xraR/QC9geksNWitcCwfzugsXB8G6kNL3UDoBm7pOIRI0IqqyGn7hkPdU3iFjJJJVIggkFGR2w4qyVWwHA4Dvm7TgU8IVJVjqpx9E7h4s+M3WvJwlfOBiRxlivLQYpZbmESMLBFlhnMCFwXBeg5Ny836Ep8XfPwe93pdS9o2IFVFXlYorWnuDtStZdv2FMYQ1gNtv2VXRx5/cMSbL5+xO3Q8/OiE8yfH5IVBRsXh9obN1R1966hyydnJhEkhKKcGoTyFHIixRYae3Ah+dD7jwZMZ0c9wWUV92PPlz/6axx+ccdj09C5Ne4+Opjw6n1LEmioXzI+W6EIlSJsPTMuC9voVh8vX7G5u6HZrhDvh5PFDsg9PmS8m5AwMN2/Y1jXtdMP++obJsuLjH31EiJJus2V39YZwdYc3czb7wISSKu8xDMl/N7yfQdSFBBQSWiSVQYjp7GX9aMURKK0olKSSsKgM58uMpod6CByGyL6L3DU7vvl6g/cgtCbLc4oyp8gzymKBLHK6XBOz1GyLtsMMillckYkSqXPIDUKkTFKbG5TOKKWmkpojeW810sQwdsZHX3gYzzl2zIsOIeBDYDqZMl8sKCdTJpMpvXUc6oZD3eC9p9lvubq+TJE8Q8rbts7RdB1t19J3LXYYsM5hXfq1d72UKXj46SOQgn67RvYHhn6gmEz5+PMfcHl5TauuaWRGZwGRMX1a0e62qOgRrh2j0TJsv0+y/xBS604Zal/ge3j6owecfnKEUILaXbN/9juK2V8SvGN/OCTJvpBYN5KoQ4ocSgV2ZGha9i++ZhZfkueRy99cIjSIKud67bFmgvYd3jUMNkc4Rd8PmMmS8y/+mI3Jad68TGRX14LtEEGi8hyRF4iiJJ9MQEiaQ8P6zQ37zQajA+1+R7y6QPwd0Tt/sFiUKseU8zSVGEl5QsR0OCaiCJjQk8c7THyD6/d0TcNicYTUOdu7mhe/u+DFN7e4oFO4dkhkJO88fT8gZVpkok9fUwafPiQ5vr3e5rekPyOiSCb0+D0lMsn6JDHkqDwiZCT6RIAKCIKXiGghKoSPyNgjXI2408k4Xk4QRQ5GEt1AvLnBW4EzBjtEIsfELCBE9RZH/3Z8NP5431rRhzGsecxgQSmEyQi6x1uXpIPIJHscz/EuBCwCK5Kn8B62I0QgLzNOz044PTtmdXLM4vSUYbunvr0jDn165lWaugqt8cGnA5X43tSfJlcRJ9MUIAoQWiEzjTBjfEhMkKO3UQ8xEDzjh0NC8QtBlWf4kCSyXz1/wfXNLdOy4OHZGX//h58znZZ8+vQxGsHD01MWR8f8u5/9jG+ePePbb57jESitefX6gqubW/7iv/iv3/le53mRCrUA0+UR85OW3kM7bEc5ZvLzOJ+mt9bat7EXkaRijiGm9TpKKe5Jpz76seOWuvExRjyp+EpEWPmWSMq9qPqefgq8jSYBUlMAlIJcClwzvJ3GawQGkZ7FzKCNQZuU5aXMiOdX6ftLXkWD0nLEWscxg8+P09/09/nxaJqIx2GUr76nvysKXEhBvTIvyI5PyJ98hJkuKY6XiEnOSmrm11c0X/6KF6++ZnXyEzaTCVtV0PYNuu84oSOzHdcby66TFCJjog0mgipWFNFTzCacfvIp/aMTXrYXeFHym7/+Kw7f/Y5md4XINXo+ZzO0uK7nLI8cPz7HllNumoF+d8ujomJ69YwmeqJ2zIxFdQdeb15zd9MiQkYmIrloWeaBD84fcvrIMz1+iKkeoIoFVhqmuwPNX/9Lht5iXEie5+hRKqkCmm2D7XtMcEQMMYok8XznS9B3HfV+R33Y03fJ85dpSWX0GLmQ1pxzifKmhGboAn2fwpOlkm9l0855pEjT7pRe6DE6STnzXJHlBp2X+GiIA/hooSgJQhOlBqWQSuKkJPYD/eGAbTuYJ0CYkCl/UkiQWY5yHtd02MOBcnnM5OiY6nZF3xzwzhKlJIoUaePHfFxBJLhE/uz9uM6UweQV2XRFUa3QeQVCpndETNCt9y0WY1QU1QKT5XjXJxKgNITgGQaHyOOoPhCYIsPkmhi7lOMVwYXkVxRKMXQDOZ5SepZF5HyhOJtJdp1liL8fz/R9oTj2kPDB07QtcrPBZBrXDvTrHhcCZVEyKUvubm/ZNj12hNH1LjC4yO22QUpBaz3ayDEre6TNSrBDm7ysMu1C935UYsQNw/ieGYtLxVsPrLcWOwzEGChyw3z+foTOcN3BOElR8xJ9skQ/XhHLgt1vX/HyxQ27bY10nocqQ7uIrZOHkF6SoZh4wcCEo2xCFQNzDCUZUigcDh8GBm8BRVEqCiUo80DsLVYEeunZ9J7rw8Bd7eidImLxcmA2L5keH3F0esKD+ZKjLqJ3HaxbaCzCB4yGbDrhg49n3GC53R3Y7xv6wbF3MUnh7m5xPlJ3jhvnubzJeFZYHmWSj88kxy6jwqCrUYocLbZpaTvH7aHnxWagNjX/6D3u9esrhw+SrCopqgqlBEPXAJIsy/E+0lnIZMH89AGrB2fsf/sNN5c78klFNZngyy4BoOoEfzJaUJWKwqRMwcXRKT4KbNug80A1z2iaA8czWM0UanKMVRVtb7m7vKFSnv3thhAC5WxGNZuSZZpcC+anM2L0dE1Lt9nTHg4IHxi6jmazZdg2FEoxLSvOHz2kH3ra9TX77W16/9Yt/npNs2855pjZak576OiaDqShmlX0w4G6l+ioKbRBqvReFPL9ZKhaZyjUqMQYz8RCJLaD/D7PPI7ZzLkRGCNZTVWKmIiS3km2zcD1umFTW+re0/qW5mBp+oKFLijyinw+oyoLMixifUUlGjSOzGhMNUHlU7SZoLIcqUeWgZBjdvo9k0L8/xSLSQ2VhjXjWSfpo8bIi0AUAikNSipESAyGRG2eEfDsDwe22x1N13K33bLebum7Fu9sskP9Xvbvu14pucGjswKfG3wPzSE1LrXRhOhwvidECzIjRouSA0Vp8J0j+mY8aUH0DucCwQ3JpxECLkqGPpLNIm+e3zCZTcinCrH+kt3FQ7KTE1bLxThISKqvPM8wmR6z6yW2belv3hCvv0S5O+p1stzpXOOloYkF2ewI27e4wWKtwzvL5vaGEDXlZMbs7AgdW0KzQweHlBqCwExKsuWKfLYgq2ZkWnO4vuSw22Otw8VRidg1qL9DnPAHi8XD7UsWpx+jCvG2eJMiFQBSRFQcMHFD5q+Qfs2hPqBHsl3XWK5e3vLsNxdsbmoqMx1lQuLtArPOkWlGU6kjivHwqwAZCdHDGB8RY5KWiLGQufd93b9JYxAMIaJFRKmUKReRCYDgZSIvCY2IatTQN8S1RRwa4uKYcP6YWBTEkRoXhpaw2eIjxHxONCVKVXSNRiuQ6j6bMRVS71suDsNAPwyjPyWOkIHUUfZjCHZEIGWKp/AhFS1eCBjDq1MOWZFoi4Xi6HjFfDGjKEvwjqFtidYmzPmYghq9IzhH1/ap4HlLUhxJqFEiRwS/yPQITFHfFzXjIYRx44hhlFQEEDFhmY0UFCbJl4iRrhsY2p4La7m+XfP09ISTo49Z5AUyRs5PjpkdHfPNd8/4+tlzmrZLXfsI6+2OV6/fvNe91jobJ6tQzWasTs+wztMPlrY/4HpPZwOdBy/TvchV+rckq2gqpCslQEqcSw+9J31uYow7CcEnX2IMY0ENRpBkgSK+9S2GSJKvMuYvjdLAdFCMaC0xAvrBgvOosQi/p1lKYxLxdJTYifEZRcmxWFQYJVHKAApIGP109htJu1HBOMuIY/yAkkmy8j6XMYbgwFlP37bU2zvU7QUzYyjMKbqsKGepC2ltx7fPfsN0teDGRnYqx0lLFj1THWlExuWQOt9TnZMLifARPTtivphjVguKs4c02vB684zX3TWbv/3v6G+/w9GglzMq95B+OiE0DacnUz7//GPc5ITv7mquN1OmOke3B0xzgxoGJn2LrPcJ9BEmlFlBcJFKCM4nkocfn3D0WU5+9Cmy/JioVwweJpfXhOHfsu0dmXMIb5OCQmSozIxyeYXUBVKVybMxvHtMiRjjavzY4RUkmm+mFUWe8kDD2NGMY+yE856h9SlfScgUHzQeCGxn00/JRN6N1hKdwfUWJUKKbtCCIFUCPkmDyXKCzFOA+tj8aH3yR7u+J9x3iMX3ZDgR07RI5yW+7OkOO8rlMVk1Y7o6ptvtOGxuEcoQpeReKaviqOwgRWb4KMBkZPmEbLqkXByjswmME/QQUrRTDP69Dh8AJptiTEkMETfY1MQUkhhTwS6zFIXhfUDFQAg2/fCpCRVCevaREjdYpO3AO0oZOK7gyUpxs3NsehjSBvIfEgFF6ux3w4DbBcoyx/UDXecwxqBKOQLFIs3g6W2ahARSTFPfNIytK0SIb+1HkUB00DYdRZ6P0rE0OYikZmJqngmyzGByTabSpFiOUjLvHM4OxODI3nP/CNKnJphQ6EmBPllgPjwjaEP1ZsPcaKrphFmWcRwE4uJAW5OUISGigqBAEQrNg2JKaSR6XiK0wjWOpt3QdT2eSGHSs6KyiDKemEs6JLvBsz4MbA49de/wASotOV1NOHlywvHjRxw/eMzJ8Ql6iHSXd/jrHaLuUINFB8fMdEzPlzwoFNumYb87UO8b7uqerbXo0eLQRkcdHK7uuR4CsdCsZjlV12I6jZQuNZGbjn6zZ3CWvvfUQ+Davt+9vr4LCKXJyxKT5+AtYRjIlERNMtA5WTXj5MEpjz59CtEipSQvM8rJNFFwRc/2dksUCmU0y2VJlaUc2P36QFkdMwwDzW5HWRiq5ZRp2zCd5mRZjiwyiArrIlaVeAv1zTXz1QxdTpjNc4SWtLbHEXB9B11Lc2g5bHbkmWboe9Y3e2LvKScLjh885PjhI4ah5dntG6wdEFImG8NhwHlJ1S9Qdcvm+pahHZKtWmpseyDGKY4MjyYyJKDie+4hWV6g0eOkw4NPGdtBpM9QjJnIQt6DrFJTWo5QFKWTEWU1MRyVik0b2PWCzaDYOo1VBfPVitXJCavFjElVorsWd3VJ3myIwVNlkTwPyDAqB/SUPJuitEbKlKMuxD2PIXE/UrNq3CnivR4qTcfEmAkWESnb2ftEyxbpPVSVOf0wMJtWzBYz9vs90/mWYlJhyhJdlOy3a9r6gBvSnihJ75p3vYTUuJDUipEUa7a7W7O5ucWUJVdvLtnc3mKtQBcpw3K/v0OLRDEmSBAlBAfe4e1A9MMYoZIUfdtD5HhecPdyQzyLVLMpZbhg//IXkP2EyWyJ0tkIFZRvhwnBO4a2Ybi7wt1+wyS+xg0Nt28OzFZThNF0VtLJkryasnmzptkr8nKGC1DvtwnwFwfmZYE5PyI2BvqW2BmIinxxRLk6Ii8qtDLEqBhcYHAeqTXew9APUBSI6g8rm/7g7rJ+/jOMVKjVQ6TJk4RHSkRhECJi4o7MX6HcJa5raZuO84ePiVFx++aG5797w4tvrhh6xzyXOOtw41RFRpEOJ6Qw4YQEl2A0Os8IKh2whQ8IcV/6JQIkMmXAqVEKmjJKwA0hQRqURqgEjhA65Yc46wkKhLCJ3uRBuAGcAxxBa/z0iDCZIlcryDyh2Sd0uy8JWYX3j7h9vUc9jpSTe2VTomW+72ix7wb6vk+0vxBwPjBYm9LppACdwslTMUca+49FhZKSvMxZnhzxyacfc3J2TMRyqHc0dU1fH9hdvSEOPslExpNBFALhLb6u6eom3c+Ycm+ESMXq/UMWSYZkmRmESl5RKVUqiMaJZjqMxjSml6nzr4QkUwotBeVkwtGk4sOHD7GD5dmr11zfrXl+8YZPPnjKJINFWWKkpG8btBAYrbDejZEO8a1P5n2u1DGLSBXIi4LF0RKEp3eWddtx6Fo677E+RRJk974bkTbBGAWZkpRKEYFmnG5LkTyEYSRL8nt+REiy0VKmzn1kJDSORX8U8e0m/HaUMK6pzIwvpxBHXP047ZECjMCpdJiSIsnE00PyPfMxNVlCitu4by6oBKqKIY7+UIEMblxT6U9KkYq997lWlUF0nqGt2bx+wWG3ZnJzw+kf/330NKPKH+JtRwwJuPT85Vd0XmKEwM0W+ElG1NDHwPW2ZZ0bPijnLIRBWY9WiuLJU4pHjxEMDPtbmm+vcK+e8/XtDhU85VLBBMKwQb9u+ODBj5BRsfz0nJPPvsCbFXW2RZQzovCEziEva8TuAMWOYbvlaHGO85Jh8HSiRgtBlin00jB5+jlq9pQoHxJihRosxWSg0hNe5pqmd5ReMBEKNTHk05zseEo2m6DKKeiCYAe8fXcTtFSKrKjIq4q8aVKQcYBMgVDgvMeHBLeRQuGcp60HYhgjXAh4m9ZhZhTWunQIUCmvDxeS1/LQpq0oyQhQJu0DemLIigKZTRIgqk95r12b4CxCqbQni+/baqk7n9alMjn5dMH+zTOCd+gsZ7o6pdvvafY7hC6RuWEYeqxL3kulJDKmQlcWJVkxp5ivyKdLdFamKKKYJNZSRmLw6efek/BbzVZAis8Y2h7bO0IMeB+p6wNRmUTu7C0+SqRSyQceReqYp+oWRMo7PWxaJB6hJZNM8sHKcHXn0sFmuAdOMRbY4y4RAjYk75N2ASVSMZwbhRRw2O85bLYQ09fpx+ZqOmQKrE9ftVCp4FZKI0iTwRBTdiBIBusTwVWI8aCT9sI45jcqpTBGJ0BaBKUkw9Cz3W65u7vj5MHj97rX4qEiUxkmGOQsQ1RJJSQbx8fGcHy0QpmMcj5F1wOH25e0vaXvHTaEESoWmWnDidCY4xL5g4dEY+hfr6lvtrS9IxcGLTKMAqkc0oCaZuhW0jTQufvoqIgIkcXE8OPPH3H60RNm5w+oVidkVcmuHtj3A6LQVDJQioBuB7h4QWw78mLGg5MjHp4uCW3DYb1h1w64/YC1CTTXR0/nLHsDqhBU84BSHaETDG5A6JLutuZws0FWkTITTLPI7fCe8uoWTJ6TlTlSKfzQIZzDyIjJBMdPH3D06Akn5yccHeV8+W/+HUp6PvnhGY8+fcjy9Ji+qXn57TVkJeXCc3Q2gb5jfVEj/YB9c4P3Pdu7A+5oweq45Pj8iGI5JeYzDoeawTbIbMrJow+YzTJuvn3Ghx8/QZYlUoHr9rx+dUtsamYnkiwMSCUoplOWJ2esNzXrw29YTKcsHj/iu3lbPgABAABJREFU6OkTysWSKiy4Oz5DC0c/9HSupfcRpKFYrrBuoG176rs1YXAopTnUAnO0JIYSGw5YwIh7ldC7X3leoBApashFYpQorXForA/EmBq8xoAZrST7xuFsOjtLF4ne0ncRoSrmRznTbM6pmTGYGbKYUlYlk6KgyA25VvibOy63ls3zHaLYkg0HsnbKkGfUXkN5zOnjj5DTNBwRMkuZsFIiRDoH3CsdUuZuajel0vb+lPh9s1pJDej/BcjP+cAwOJquZz6bcnR0xJPHj+j6ge2+4eL1Ky7fvKLe3BLaA8r1yPjuMlSZlSid7BI+gHWemzeXvPj6GcViybdfPmNT12SzI2arAjdfcvXiK6TvMVFS6pJMMUZCOaLrSVEfFh8svY9cbxyPPl6g40gYFIFM71E3v6BWOfGDz8kmK0SWI0UaPlhn6ZoGu7km3n5L3n7H0VHHm+88ly9uyKcFnVdcHwKdnFDi8G1LPXRMpkt0WaGMZmg2DLXA58dU8wozyxG2Z2hapJ6Qz5cYk0PbYPdbbO843K2RRY4RnqHrqTd7VFlBVv3Be/kHi0XR77j99l8Rux9Rzh4gRq9IruZoFSnCBcZf4YYt+92eabUgK6fcvNrw/Ms3vHx+R2MFSinKGNDRE0h5LKbImR0t0U2NtWm6hdJEPUGVE+j3WNuDCwiZQB1Spz6GBKK4h3CIt4tYxIB3A9G5NN0RSboEJnVBjE8HBaEJUSbvmV8Th5q4vyXmc/z8jMFHir/8AVzf4b67AjOB6QzXtdxcXeE2JQ++mFNME9UuCt6+0N95UYeA8D5JTKQcE8IESiTqrAwgfACSlMoohVQRFdNm8ujpB/yT/+1/xn/1v/+vmc6m7NeX/Pxv/jW/++2vefniFReHLW13SDKAEFHGoPMi0V3DAeEsIY7B17lGmoKus4n6hEBXFbIoEHqc1g4Bob+X5N7LLhVJyiTGqIh7CEvT9/wnf/H3+ezBOZOsYL8/MDUZ37264H/6N39NdJ7//B/9Q3KTIZAcrxb803/yn3J5c8s3r1/hhx4pZPKuvGdlLoVCysRMMKTDBCxohobL5pZGOmwjiDaQRUm0YEOiocr4NjwDF0HLVDSOZyiCiPQ+MowZi2qcPAfSC6YYUfc2RmIQqVgcs9NgPBCSpglCQJlLjqY5h31L7B2GlLGtVERlin6S0Wfp+Si1Qo2gCYGHKJGoUYIouc+DvNexiXupiwDk6JkcPZSQiLT679hA/q7r4QRmIiCdY2gs7cGyv23YffeC5vo5j/7hf4I+PuXR0TF/9PmPebl+RdPWPHxwSh5KtocNl/Ul5bzg5aCpVIERCiMl+WLB47/35xz9yT/ixb/5b9l89a+pr17T7Hvmbc5ZpymmJWWo6HpLV1tKKn7ykz/l22rJ7MGU6fmHLM8+4fEXRZLGDwP//T/7v3H55WtaazGtZf5my5+fPmE5Gfj16wtkvUPT45Wg5QhTfoGLyasrhEBLwVRHHq0mXJxKMgSyMThpaKcFiyLy8JNzquUqFRYxpKzB5XuAm4SgLCdM5wv6tqFrDoQQUlFgI8PgGWF1OGvpek+ISd6Uml5xbA6kznWaPgYyDUUm0SIQhmG0IsiEPW8DdD1lUaQYEKPxfsCHiNAClCbUA0JnqLxIMKx77904yWL0bSBEkqNmOf1hhz46pVgumTan7O6uybKKxfkTNps7hrYjCpC5QSpJnpdM5sfkkzkqKxKIC97G1wTHOBmLb/ep97lUkTLynHf0g6fvkiyoPXT0tkmWCJECxP26RgaPrhQ6y1Nx6weCS3FMwihqK4gukuWQFYrlXPFwNtC2ARGh8yI1lMZpRngr9RplYNERh0imZQp7Jr6l9SmVJsyDT3L41BxK91uP08DZbEqZZygpiM7StB0h+uR5jWKMIRmLWw/eR0xusC7BLZz1aA3BVEyloHee/e7AZrOl7/r3utfZ+RSBSRaWaQWVwr/YUP/8BXLdcCxy1MQgc4E4O4GPHX5zQbCBkDTUKJnyg13v0MsJ6scfEY3GW8tBWg6zEqnLcZ1GdGXRheZw3TG0ELzGxMBMBDIZkQo+PK948ulTpg8fUx2fkU2m3N5e8H/9b/8Fz15ckyn45PEJn31wzmpeoOeC7GbNd1+9olrMeHI858kkZyFgutD4uYagx8lzjxcellO8H8hUj5Ie2p6+hvr2wBA69l1DNgT0THGeaa7a95Gxg3Mt08Up2mhEGIjdAeE6Dr0nOkFRd6jLC2g30K3IlxOOyzknT47IqwmRiHNQHzo21zsefXjCdJriyPL8DDGd8ebbC1SeQuXrbc1+fUBqRX58hCqmHLYNR8fHLI5PCNrQhZ7y4RnR7+k3t4QoGWyg3nZMM83V9RYxP2J6tODo0ZLlw49ZdYGf3N4xXUw4fnBEkI6h2bE6PuPTP/ojfvPXB5weyMSMqQnovOD06Ye8+e2vkK6j22y5vVjTN47swYeszgxDb+idJFPp/fs+2X8AMsuI1iF12k+90PQ9rFvNTe2oO89qEnm80hxVGl0UbA+W9aHHBTvKVA2tmFGdnFPNj9H5lLwomBU50yqnKnOUSloi6QM1Ats71lvHcOvZ7685erJjfqbJKrCHC6y8Q5Y5qDlBr4jZkmhKUHl6npQY7UpJbah1IslLqd5muSaJakjQPBFHZVUacgggzxSZrphNSmwI9NbSdh2zWcfx0ZLPfvgJzWHLYX3N/vI13e31O99nM1uQ53MOm32i2zcNdB32d89ZfajoREHrDvT7OxarBcv5nHp+wu3F10hviXlS4ikEOpMEF/F2wAdHUIJsUnGInt26I1/moCU3r7bsNwe++PNPuL78lzTrNzTLp+jlKWY6ZRgGht0Ov35OPrxmondMygFrIZtmfPrTjyiynG+e7Xl+Hag+OGN7eUEpMnIZULajXC75+PMf8frZ76g3V3jbMQiDzDLK+YrJySOKySm2bTEmo/OB/vYSu75mNp9x8vghb379K+r1mqHIyHTO9IPP/+C9/IPF4vlnP+Xqm59xd/Fbln7g+PGnZFmOwFGGG7J4he02NPuO6CWrs3P224ZvfvWCV8/XdL1kvlxSlpapDxiXphlZXlBOJpQmw7k9RiiiVpgydcZVCDBETA8xaKLWECXRxaTVH/11KcUsTcEYF2IIIv1e7oOZFcQBhMaGkEKyhMSLFOga0fjRf+DtgdjcEbfX7IYO849/jHt9S9zeIIcOJlNC13DzizdY+4jTT1bMTypExntLm9zNHbIfYLApMmP0uqnxAVQidXEifnx5h4TdJ0kpP//kE37y03/AfHmEUprF8Tk//pM/48mTJ+wODVeXb7h785Ld7ZavfvM7bjY7rNSIcoJf31GU+SinEolym2VYC8H2xCIjGpP0wSO6XWmZqFBjjpm1Fm+Hsc+UOkiQfJWDd0gpKYREes/d7Q1FlvP3v/icHzx+zN1mw59+8TmH/YG1C1zdrvn5V7/j408+4tC1IHire1dSjvCN97lCKrSRoLNU1M0VgcjBHhDFFXfbmrZxhEFgDwFhk2xAiXT4SlPT9P1oQSrygSEETEweHwCjEvTGx5BCtWHMxPTYCC4mH9N98XZfXCMERgseHE2YzwoOvUdlDh3TvZAmR65mzM4WLGYl2mRJGi1V8kCK9Kx976hNU5xIGMcCb0HQ43c0GvbvJ8NKoYxCvt9gkclqyemjHNM1hE1Hvw54JxNe/b/779n85peY1ZShLChlycPZKdXDD/izv/cXICWX1xd88+xXfPfN3xLuPJkuWD39gg8+/oyj03N0DttXP2P2+ITq/J/gt7cMl5fsn71h/nLDoe6wfc9uJjGlpMg7/Ksv+ew/+k959uY3PBwmHBcnlHnOYXcLdPyvfvonnF7/hlff1Oydh7xChgXzDB7efcmwO5DJjmnvOD48x129pMsV+axMETNuQDaXfFxE9jtPsx5o2sDGOCaF5OEyQ2iJ1BnCmPTJhDBmeb3bJWSKR5lOZ3R1w36zww2WGB19a+nbwBh9hRj/mxaSolTjCz0m2anRKTeO1AIS/J4EiSJNsEjTFeHSem6HhqG1NIc+xVNohcoL4phD6mWiJittuHfqpnrlXvs4yiClIF+saNdryvmSrCiYLo9YnZ6zu73j+Pwxq7OH9F2PHSwh+ATvyXLyvEQonfb9eC+OSoe6+9zJ4CzeDclz9z6XzBECXGOpm47d3YHgPbtth0eB3iOkpG0su03HzdWO47OC5dmEOOZSGqUoMkl2MqPMp9imw/VJvpoV8PDBhE29ZxhVFUMccyRjegsIRvoy6eympWIym7I6PqEfBuqmoWk7ButSI0GnvcVkGUJJ9nWT5G/OU9c1fujJjSbTGhcSiTUEn+jNUqFlyqjshj5NhH1gsEnW2ypBWea0Tc/HD1Zsezt2AhTjbvbOl5ICk5e4Q4u/WxPrHvdG4F4o8hnoeUTse2KzQbQWte8ocwkzDS55Q5XRFI9nlJ8s0Z8/QCw0w2C5yzz/puv57mA5i5afVhM+EJpKgBwUecyYTnY88IKJjgxHGiEy6mZgfpJx+vCM2cMHYHLqek+z3rDfbFivN3TDwGa35fX1BSerAh8V9W3Dm7uGmbvlR+WE//h0yfETQ3YSEcKClGAUschQqyWynOI2L/B1YNg52pue/bMDteuQjzXeJDhStqgoyHgyfff9A6BrG6YiQa9cs8WvX2HkQCwUdzcNhCvM4zNWkwnd3nPzasOrZsvhUDOpJmmCoQ3L4wXXF7c8eDTh/OESQWB7teHZ11cMbSAzUJaKqlDJrnS759e/+JoHH7Zsb+6IPgHaHBE71Gyv75ieHGNyjR0GhqFDZxpjIidlQZ7nDL2nfn3F+nbHx599zh//+CHtYDGyw+2u2PiGEFrmsyM++uOfEGEsUnqENMxmFdvZjG02oekVu61F+UAhFCHeewQjmQ9kyn+v/nnHywP7TrCtI/vWU3eOurHkRpFnhqOV4HSmWEw1WaZQxvBoBcuZphMlg15gsyOmZkZRViynM8qqxGQ6cSKI3IfdI5L3OF/kLL5Yst4UrF8d2OzhcDlwKgNnT3OmU01RRaTbsn/5LXc3HZtaUYsCZifI2RKVFSP/QCcfsdaJkpoZsrwgy0uyvEQbTV5UqGzM/xQjgeHeeC2SF9OMILQ8z5nPV1g7cGgO7PczZosjTp58RN+9uz1jefKYer/h6PyUo+MlzekRV1//GjJDTcb0wScEU1BvLrh58wKlJygpmS6nGOkotELGgdhDDAOCBPVxCMIIfSxmc15e7vjskwXtbs/Vd7e4JrJ8OOfxR8dY+w314VvaG8XgM0AwzRxx2NAedtz2PbeAjprq0YSz8yO++uUl335zzWUDx9WSqizBDWRaE9se+o7ZaskHH33A5iYjMxUSQaZNot0jEmG82SGLAqVA5xntMFDMC04fTNg/+wa/E4Shp9vewd/BTPiDxeLk9DFH3YHt5Td06+f0VcH08ceUck8ZXhP6Dc3hgLOB4/OHuCh49eUbLp5taOqAMTmlzJjInnJINLU8L6kmJWWmoWkSTKOYgjQpmFmKFGNhIwRJlAZpksdABIe3Ns0WVT76QHrwligSXSigEGJABIsIHkTyL6Z8wJC6skIQUUTtcFEmOIHKCHpKUJrgLbx4TvezKaGYwUwQ6i2h2yGOV8TXa+7+9mva6wXTRzOqY0nQNfwnP3nnRd1d39Bbl3Te9yAGH1L39/epBgIYYQ8BiZCC07MHfPDppzz+8EOkBOcGpNRMFsdUsxVPdMkPg6e7fcn64hV/9MMfcHV7w3evL/jZL36Dn2QsTx4gQ0eea2aLGdPZgq9+9YLDbk+oMvogk4zNSTItYWSvJk9LINhEiI2jjDKTEjNm+QkpET7w5uoWVzc8PD5GS8lhf8ANAz94dE4hNetDzXQ24+z0FL76kn/2P/yP1K3Fh0Ce5WTGMKkq/uzP/vid7zPw1qQtkCgRE8pfwHSx5Kg75epwh2oiSqVuOnospGIYpW3pII1KsBg5Ck3D/Q+RfIZSqhGYw/eH7vQ/MiMRAaJLE8p7x5CR95PTNCmo8oxiPqEsc4T1yKjQ0qBzg57kyDxHmntd4DgxEQrQyXOAgqjGBkpAjlOCJD30qXqICT0f4jjZVCplqGZmhKK8+7XZ95zmGZlNwInQOfqhBpugVe2XF/SFYVdlbKoSshfEzTUuWqKO1O2W7d0dzc2WH//pX/L4aMl5WaB0R99+Q37ylAef/TnZbI4pSoR1dBfPuPpX/3fc/+t/QDjYovC5whYghePu9Zf82fS/4PjP/jG2i/zbf/WveXPxim+/+S2Pzqd8MTXM3Zbq7IRBH9HoBdvbnl++ecnd3QbVdUxDYLmNDP/v33L0ckf19JTy4SdIM6ff1ay/+x3Pf/sdwy7iZEFfRYKG6TCAnuDGiAclJEIapAIj330KkyIKJHlZUlQTsqLCDh1xcITR5yfSsG+cDoI2aaqeIj3E2IAzDLYl0+O0O0aG3qcXpHNE79LXkPdyJIHzkaIMaOfRuUFFnXxxziOFQZdg2wND3zGJ3wNPhJAJRoYghpiktOWU7vaGYHsoCrLplOnJGdura/LMMD86xlrL0PVJkjoWWM72hKF7Sxy+X7bex7EQD0Tvktz5fQE3IeBipHeObjzkeefp+kSkNoNjOp1QHVVkpuDbry8RIpCVAlMpwngAVShiGPByoFqV5HqOiFC3HdF07BpPFxq6naMZIsNbhfr9DjH+CDD4QNtbwmabfNAIdFkic8iUhugTHMEHum7AOk+mBJPphOgdWkmkFDjvyYuM5uASdTzGBGcYKcp6XCuB5P/x1uN8agDc7BVfqR1lmXE2nbI8Oh590u9+uasNfthDHxFDJLaR/k1IWPhag7Uo6ZBqQLUt1Gn6nU0KXJt+XwiCw6ZGNwWToSG8eM5+U/P6m9d8s96z85EcyfbW0sqMCTmmKsjzglkBxntmM5mgTUYT3ICclVRDT/fmgpebmt+9uubids3zN9vkKROSfvC8uW2IIWX23m06ZEifzXdtw/wa/kROOZKa8kGOKjIwGVHnoEqiMGRlwVC3uNrTbCxNFxlWHus8zgdsW5AXOS6fcbN7/V732vY9tm7IiinOwnbfsV93FDowLw3L1ZzjkzmLVYmXgnrdsrnaIqJiWm3QWuKQ3O4bHn76CYLA7/72Be1hwHeOzeWexckxfdehvKUoNKujislyxt36jvXFDZmWyBFgpcscUxYcnR2TVRM26x0ayfKjkkd9gxpqhB2o65qmCVgb6UOgf3iELlcMm1d0Q0NfGAovqOsG98hRVFWycAgHwmHykjgkT3U5nTCZTymKHNGkRqMIDhA4DzYGYu7HJ+Ddr5+91rghoEXOJM/5YBYotWM1zchN8ikqEREhRRrtWs9BLOmnJ3g9QZiSspgwmU6ZlCWZVmkf/1/A8tL5xA2ertvTHa6xec9hlrMRe6SPhEPEbGG+1EwmaX/0ITJ4xzB0DLWj7e6I2zX56YKtL5DFgny6wGQFSiWia5Rp0ihkiulSWqWcVZOhs5ysyDF5hskyjM5GbyPpbCQS0IcIJtMssjmTaUU39BzqA5vt9p3vs/MD0XbstmuKsmJx9hCE4/bulv32CpWVKYcQgfeRvBLYvmO1WjJbTFECmu0GM4ngS/brG4JwKJUydnWRYyYz9q3jzZuWRaE5fbhic7kldo6f/09f8+jzU+arCcvjDKEiuIjtHV/9/JJm11LNSqbLipvndzz6/JTNVcv1tSMyYVYKupsbytNzlCgRoiD2Abu7Y6igyA0PHn9Eli/pthuGuyt2r19Q31xj+8Dy/Bw3LTBVhZnOqE7PEEpw/ewZ4ChXiUROJuh2f3iC+weLRW0yZkfnDIcbbL2hvvmWo9WUqjog3J7DfkfwUE4WmKLi7nrNy2+u2e0GvItkMVIRmWqJHiJZWVKVFbkE1fUEFzCLFUKXxMEivUN4l6IBAKFzyCaIokpwzaFJEQ1REmQOskCIgiCG5OGThmimCOHBrmHYpoc6kqaHYZw4Igh4YvCEKInav/UKeu/xxuH3Cv9tTlysIDNEOxDX18RqTgwRf9iw7/Y02xI5k3T2Jfw3/807L+quadOhJ/gEPkEg3/oFR+VQJMEmSNjl1fExj3/wKT/8yZ/xo3/w91guV0h5D5+JZEWVZghC0R/uoNsxn0+YLP+IJ13N7Ovf8fziKx798CFHxzmSjqLU5EWWJoSLJXaoQAs2a8/t1cBmnTrV3iWUYQgOb9MPQkg69eCpihIpJCerJV98/CE6RG5v7jh7/IgYAq8vr2nalpPVksnkIZv9gWYYQEmafqDuBvZNNxYwkrPTYz779FM+++wHTCbvR9h7u0kFm4pykhwzyEjT1dihJ5OBYqpRE0VTB3b7FhnBDZHgQEaB9enPSiWJcszeFOBiih4JYZThjhujQ+BF+vkoBD4keYaSY9RFDGkSGRMEp4ygeofoPUVZICdjXqIyb5HbYsyOS1OasSAlybTv3QRJehohpN9zHw4r4n1YR0rMkzHCmINnsrF7+J6SX2stzRDIdQk6EmKKvyEkSVxvOw4EtkqwCZ7YNJSV4u7Ntzz65AtOTx7TrRrm+ggdNK6+ZtjXyJM58w9+wOKDHzA7/xhTFEilIUJelshhx+7Zb2ibCy63A9taUHtFmStuykgUliwvefbsG7779mtevHjB9eUNFQ8YVEZ5fIqJOcKX1PuBbV9zsbtjYwLBQdVHmi7i3ngO+5dUz2/IV28QOmfoHev1ga+v11y3Aa0gSkEm0mx36x3T3lE6l6Y7o7z6fWwwSn4/xdF5hs5z7p3eUoIxAqGTikjpNIU0WqIzg1I5CIP3EdfV5Eag8vQ9xXGNagNSBvqelGloR+jKKEfy1iOlIKi0nnx0xChQmSILjvrqgnVRoJVieXKMHj1yQkiEiASRpoBCaZQxKS6oCmiTU84WaGO4u7qmWp1TzqdM5slHYvuWvu8ZujRFc289gWm6n2jb6ZkiGgQpSuR9LuccIQSGtqNpOurWJumudJRFznQ2YTqbobVBGc3RdsJ+37DfGWYqRxdiLJQVCk2WJ8k+MlAUSXKmswLrwUrN8LqmvuuxvSfG76e+9xWjEEljY4VIh1uRCIZybDwNdqDIknfIOTf6UVMgdFGWDE2dcjO9T4c4qb7Hw48ysmAtUSY5llJpqhmlJKgEvfAxkTy3naOcz5ktliyWiwRSe4/L33XIXhPqSOwg9AJbR0KfPERdJ5BKobREDwqlIj0Bby3eJlpulBLRS5qrmljdghYc6gF7NzAzBh1aHmSK3Hpi64mzJOuPpSYfpkjnRvVHihXRy5KgPWpzxd0geX654xcvrrhcH9jXLZUxKQc6RpwPHGwkkIAvVRDgPHsR+AZLsT7wsShZICiWAq09hA4f97DIyRc5ZFOUgbySiCcSO3MwMcRiTrY6oVgdoauS1enxe91rgkuQrejRWYYuKhyScpohXCSG0S4kFcV0CiLS9YH1TYM8LpHCc3u7xSH50Z9+wZtn33L15oDAMC1TRvfy9Jjb6xu0SnAN30SUTuv++AefkEVHVRhcW+O7msnpMcV0zvJkgdaKKEWKzorQHxp2z76mvr5mv6txQmJmE66fvyCKjMPdLVJLhM4wHoZ2x/5Ws99kBGtxQ4OQcPL0Q66eveHVb36LbWtcvaU0EV1J9n5IA4cYcG6MJwuM2bjvfh2vpkyUo5CBQgZKFakKSZ6lKDlnPd3g6LygpmIoF/RyiiznVGXKwMyzHKNTfq+UY2zXeHnraJuWZp94FL7b4rpb2m3N5tBRTiQ4SRCCrlO0tcKJCR6DyipU3qOMB9EgQkCHgarbUYgGGVziW+QJeiRMUoyMsOR0hvYe53dJ8aJMsj2ZDGMy8rIkKyaYInljxRg7RkxNQyUkaE2RRA1k5bs3nPq+JYbENiiLnOXRnPMHf8aXv/tbLq5uaTYb6sOOrtmnukBEVJazOn/CcnWE1gp73GC7Pc5pxGRC3qyRMmKKjBChGywhU7y+2eCnitNVxurpnM3llvXFgaPH0/QZuIguMkJrk7grOopCMz3KWT2akBea2AtePm9pw5x8lqGJ9H2NtJJycorSASVbZPAE29MTqKYV/fqW7csX2N0N0jZE29Hd7tg0LWZWMD05Jstz2s2OYbDsri6RxjBbLdBljlDQu+4P3ss/WCwGO5CVU6r5MXV/wDW3qP4CUzq69sDQWfJySjmd0Q+ON8+uuLnYMTQB5SIlMJeSnAQVKfKcQgiUszB4pCnQ0zlCqBQG7EagzeiXEmaKykuEMYgQCCp59+IofxJjYSSEQIRIUMWosdbEViaIgNEgDd41hKEnBveWThmixwtJ9An1G7wnSEf0nhAc4UYR+4Y4n4NRED3++hkxm6fOatPR256wj7Tu3XXV6V47gk/FSyoQZSL3jQf5e6ktIaYgeKlYrJb8g3/8H/P5n/0ZD548Jsvy0XuUPG/oHEFM8IxmQ+j2FIsjRC7xbFBqz3TpOP9izmpVIeNAlmuEjAztnjNZEkKOEJH5zlPODfpFx+bGMgzpoBhCSIcn61ARtJBYQMgEP5iWBY+PVky0wdUND45XvHpzxYs3l1xvtpwfaj58+JCyqAh9hwuJFCNH+e04iENJxWQy4cHDB5jsPbO7YDwANXhn8UJhheRmd8Vmd0dwDiNTF11ESZZFTJ4ooTGkSA1CIvrGkYIqQ6rF7Bg+i0xQmkQ7TQdrF9Nn53xqArgY8OHeJB5R4p4eCxmRgkjYtwxCoFaRYjFF5xmmLBGjPyyGkSj5tlgci8B7U3lMcpSkAxm9BsgEvbmXiN3jqUWaUOlMvyWivWetyOnDU/JqgrQw7C1tjDRRUpGK5KgkUUMXHevGMWx3nK03rN9ccv7wM/S0wDZ7urrDNTuoL/FFT/Zkwezhh0xPP6KYLVFKvPWRyPmS+ad/zKOf/pTd5l/werjGeJBCY41hKwXO7snjGV13YNdcUQ/XDL5nfbNGPnmImp/QtJHNrmcfPWYxoag0HDRDbyEEDt5TeIVte9rDQHZrUXmOC4LNoafbd3SZRBqNHtdTmwv2WY6slgidj5ld3ejZfvecRSlVQpUDeVEymc+pdzsG22MyhVKpeaCVQKuUHyqkQmUZQuYEL9P+6OwIFAOlZVJ0yJT56mo7QgrG5TKCDLJcpcJTJ4Jf9PF76qoKYB3N7S23IgGhFJHF+RkqSx54ZPq+70EqWVHibZ+mmHlBVlbkZcl+fUs3OFQhyI0hM4qirJgRGUZAmLMW7xzBWZy3o0rj7Vw/ZZ6+55rumiQ7Pez21HWHi4LJpEJoyXRSMJmV5GWWPhMMp+dTfPS0tcfkjkpLhB7jIKQhExo79MnnIyNlpjHGILUmm1ZMVgdmF3te3XbcbR2HNnX/ieOUeGwQdTYVNVIkj54xGi3TPR98oj0PLhXU92vGJpRzmhKOJOdAIFOSKEWK+WCU0Yf0Z5QUb5tcQd/vEQm4FQWYoqScTMnynPfV68kW4iHgd5HQQXCS4ATO+gQWkhKhNFJrlE5NDdt5ohdYm6S7MQZ8Hwg7x+G6I0aPGzxVL/jhdI7VkpNcMBMenEyZqyJiZgbR5cjQ4xpPDAngk1cZzBI4yXiLpMfZns2uZnARESxGj9TDGOmcp6wKJlKiOs8AtBJuM8HXOOK25xhY7jxVpjBCQAzIvkdlC6LKEEWFmiiUVLgSyuM5+WJFPl+STaeYIme5eD97RggeZ1PwvBIBowJGBrRK66SpG7a7hmpbU0RABGSWk83mCCMJtk2U8EyjbEu9PpCZgnw6pyoKMm149MlT9ESjXIvrhuQjVZHJ8RFPf/QDtPcMTUt7qHFDT16WlPMZ5bREq4APDqEjTRu5W7fUu47uUNNtd3gkxhi2L14jy5xmuyefz8km6d9llKLb7dnvOrrdnqFryKqM+WJOaLa4rmPY7/FdixYBk4v09437hfcxsQbu5UHvcX1wPqcUFiNCyioXkaJQxGCx/UAbBHXMaFROl02J2QKTTyjKgqLMybMMowzfC38izqV/Z9/1dE3DYbuj2R/omxbhWrA72nVL1wWqSSo4y7JiPs0ojg16OUNkir73dN7Qe4OPOVk1JctVUvx5i5ENxWRHhsaLgWx2hq4WRAzWBbq+x/sUz2Wtxdoeay2IDqkVpmnJqy4VjXmeGhNZyu2+p68KkaKcjDSo7N2l7GLcmybTGUcnJ5w/OCMvC168/BbiBbbfE1yLFAFEYj5M51Nmq2PyySTFR8nEERkGjS97JlVJpgNSeqzt8fsBpQTbZsDXluhyzh5NsDLtPdEHDpuWrrFUxxNE75DGUExyvPUUlaaqDK6AixcH1lsQ2YqymBOBrLlD6WwcDowrb1R16GKCbVqamz2HmxtCuyU3KU4tCkFzOKD6hmAteVEw7Hb0QdDsDyzOzynPTtCTMjVD/g4V2R8sFpvNJWU5p6gWxNkC0TZU4o7ok4RQSkNRTZBGc/N6zasv33C464lDpJCSqdHMlIJoUcZQGIXqe4R1IBRyMkMUOaLrkMEi4pjtpUYCUzlNuX73Xiut0rnW90Q93rkwklVlkolErYimJLpp6jBXC0K2wNs9oduAbYi2Idg2yVhjmjL44Ak4okij+OCHUb46EBlgtkDMFsS7FwQkTmcjSKAnWocp3rOA8e57rHsc8wvH+IrUQf4+c0aMUyCpFB/98DOefPwhZTV5u6kJVJIaRksMlug6pB8osoy8zLjdv+Tl61/y+vIXyHyPmTnMNEMFnXwwfiASySpJGE3Ki9JgKoPJFU2zpq5HT6L36XDmXfJQihTSeuh6VtMJhdaoEMiV5HwxozQG7xz7uuHy7o7rzZZPnzzmT//oC/ZtS1SKoio5Xq14VJ9RNy2DSwboVxdvmH/7jA8/+uj97vWIow+uxw4tnY9sbcfz19+x3W6IPiKCxAaRAsG9R2nJ4FKUhiPgfKTUKmVd2jBODxOIwodEyJUj5CfGQAhjsRgF9h62Ee+xSMkDlhD0EmMkhYjkLiHU294iBosKYKRGFQUmz3FR4weXjOSjvDS9w+/z2cSoxxs9iTFFI6SJw32hSJoeCD/6g3QCHMgkXX3PczVPPzqnyivipqPdteyN5FXveCRgVipUVSFMxPqBdd3Rh0ixabDcMF2+YLNuuHj1nMvvfksVm9R5/WBJsTqhPPuQbHqMNjngid4BAWkk+elDHv5H/2s2V3e83Fr29YDINX0lccEzrN+QV8dE4dATKFYeUwcuLi/x4QOCqNh2W15vN7RBc360ZJ4bDlFgbEA5j8DThojxAdErVJ4OriEqou2ZDJ62hMYIgtQEpemmCjebUZ08QRcT/NDgmw1DXyOLd5+YSykJUaAQVJMJq+MTDtsdrt2hlCaG8fNVkrR1KnxM36/3Edd32LaGwSaBlZIQwGQKozVBagY74Gwk+FTXGiPJMk1ZZehMj4MuMU5II84GbG9R49Q0hssk4SNQzGYYrWH09DL2OiKCrKwY6h3RWaRMnsRqNufQHBgGi+odMUpyoyiLkjLPKaowxlikvSgVi8OoGCHtm7/nZXyfq6132H5gu97RtgPSGKbzKdblzEtJXmikYlyLitXxDCUll2+29I1L97RSCUQlVMqvjB7wOAd5ZtCFoZrPOT5f8eRxwyfXO759deDL5zVfv9qyrYfkGYTxGY+0XU+ICbNvQlI6BBPRStMOjt66t3Cfsa1E27YUOgVvpwzh1NwqMp2+tvMEn9Q595NkSM1VQYKrJcFCZD4xzGcVi+WCyWye1t37Fosuo9973D4ShgSl84C1EW8DQQIyIETS4ySdfUBqTRAKLyFET3CBJih2dQTbU/nAPCh+NJ8higwZezABXSpCrglGky0rRKwSXIeO6DxiotGrCnVeEiMsastDoXhSW15dHRjGiZD1Eq3v4UKeRanRleaw6+iDR0jBUBlex0DsPfVdT7/1HBWGaWlQWURrx7BpCYWhC4pdyNhawQHDfJjyUGZURmBMRGsxwvze/UpZz0ntoKWjYGBmkmzOh+R76wbHentAH7Zoo6hWcx5+8pQ4HLD7yNmDU/LKYLd3LCrD4vFjzHTB0DmGQvLok0dMTjTD9pbh0OB7h1b/X9L+o8myNE/vxH6vOvIKv67CQ6Yq1dVVjUY3gAE4hqENaDRiwW/ABY0fj2az4YpGrmYGg4EggG50dZdKGRnK5fWrjnwVF+/xiJrF5CLjhIVlZGYoP/eIv3ie36PIlhVPPn2GjBm79Z5wfYPd3KaIlipDGY0kZ+wd+92Wd+/2/MPfvqSMDXn0aZjuAibAeL9B+Zp+u0uRPNbRNg1HyyVj37F+fcn+bsM4jlRHFe2LK0plmR/NsLvtJJ1IeYohxvcbdjcNikN8wCz++OPJo2P80CNFQBFQOJSMjKNgiIpGCA5ZyajnRFNjVMZ8XlEUKbdQfij2IAacdXRty2F/YL/b0ez2DG2bbFs+YIKF1rK/6RBo8tUxZ09OOX60YrGoKHNBPgdvW9aX19zfDez3EUfB/OwReZnTrjc0d3dY79Fqx0x2MCuZZRXV0QphakYnaLoeHzSDdbSHKc9vsgNYO2Ktox97dJOTFQVFVVBUFSavkMYk+4wUiCDe24V+7JEpwyAks8WCk7MzjlYruv5AIJIVBZWPZHlG8CPBQ1XWnByfUNY1QkTGsWUcW9ohsO/h0FkuTo4oS0VwB4QQVKWkuz/gQ+BqfeCwOyBVZHVSUx8XaK3ACQiSPNdkRVLy5KWgbzrwke5+5PZNx7ffdVAs0KZAlwuE0mQ6DRG83aFRBDFiRwHWUeU1zeUNw8HinSREjYsRqQ0UJa5p8f1IGO/olUJpTaxXOBcol0vKo2NkVRKI6OB/8Fz+YLP49g//nuXZc5bLY1YnK2oZWCwkh+2Bthl4/OwRWVmx2zS8/fIN7768wW+T/HS2mDHLDTp4Iop8NkPYEXwyUYosR5U5IlgYG6QMyEylxi8EkBpZaQQBET3oiFcfiEtidUZ0ntAeCH5MQedhhHEHBETwCJURs4o4O0OUP4EoCGNLbK7w629wm++SYdVbpkQXkCmnLPiHDBmHF4GoNXL5HJ5/QXj7Eq/KBCtQApV7jr74/Edf0ADejlNuTZqAi0DacMaYfBKT8UhO/58QuXn3jutXr3n8/AVlXaeG+qG8Dw7fbfBjQwwek1eYLGfst/z2N/+Blze/5a65xoeBq+/fkZVzMqlxvce7dD7T0ku+J+/lleb4ouT0umV9PTIMFjeOKYMxppd06yz3hx7nG1azOefHJzw6OUXYkXlRcnN7y2pW85Onjxmt5dXNLf/lD39k2w988+oNi/mMz54/5ycvnvPP/vof8/uvvuZyfcvNest337/hu9dv+Wf/7K/47/5v//cffa4VmiBAVSscgtvbt3z1/Vds9gfGwWOtTzldMV2KwaX3x2ihHyPjtNmua00uBM3k70lgiDhFJ1m0yd7LM8JD2TR9PBLeT+LD9DgUk9ZYGYVWAinBdyPSg9j1jOMt7FvCoaV6fEZxsoI6R0SRpsIPEjPrUwOoBAFFENPuQfjJIPDw8A3vC02lJYXJ0Ea8j0Vggo58zBF3r1j85M8J1TG9VAw+8nd/9y17qXiyzDm+OCfoiNptMb1Dm4I9cHd9y3r8txR1mVQDhzuOQs8mRvpPn8L8MaY6Q6m0QWFS2YbQE6NNk7tn/5jz/7YnfncD795RBc/CW1QM3Pzuv3B5vaWp5+RlTVUWbOKe9WbLd6+uuXhsOHjHzva8u77lzbe/x99uMM3I0kW0B+sFwfYIaclkRpk7EA22dxRSk8sC0XtipvFaEnSk0IHTqiArqvQxqIjOQEQ5EVV/3KGUQgQFEgpliEIyXx3Rri/RpE291hKjdcrc1AVdP+JswLV7XDcgvCf4KbtTSqwF6z3SRlwIdE140DlgFBRakuU5RZGjjUZK+X5JneJ/0qCDKKikRHkL7YGbb76mOjpm9oufI1WaJgeRnHCSgCgK4u6O6C0SyLKc2eqYzf23KCEoijrdWzHS9pa2syiZPHVKGYzOkAWE6FLua5zooMETXQpW/pgjAIe249ANeGBWZZSlQTmNUDZ5jYQnojE6p8hKCq2I3rE/tLT7nloLpJEYXYJUZFrhXKC3Ae0lVV5QViULrTleFDx/VPGXP/dcrgP/69+84j//7pp3tx1N7whMwy+fVAqpyEnwDkQaJMyqGp0VCJ3ywZRQaKWRk78aYfAx4q1DTVj80QfG6bn28OzyMdANaYipVKJKxxCQSvDkJOPFZ8/55Cc/5/HzT8jygo/dwARf0zcNrpcp6uxByRIBaYhKJ4iRc3gb8DKAkpi8IuYVLgZsvydmOa3Jub7fo1zHkog2huOqJC9zZNBkT+dkT2r0kUYw0psMtVqgHkf0aFMBe1QiahCmIgpD3fZ8UvZ0asbryx3htmezPeCsT8MYrUEZVJEzn5W0oyeONlEqS0UIkkEI3JiaEhFSxIvIZCqwtx33tw1Xd543t4GX+8Ct9ZBd809/NuOv/vI5Lz5/giglQn3ks3oi6AoiZW6olzPMoeYwKOpFxaOnp8wWNVHAvtmzuDgjmw2cP1nStRldnmGkYHU6Qw97PvvZc2YXF+x6ePvyDmkNWTYyPynYjYoYFOWyZnn+BGE0ZTUjxgVzsaBrey6/+S3ry29R2T+hnH/B/fU1zXZN3/V889s3/M2//XueP5nxk2c19aIiOs3JySmbO8du5+i3nuokw8aSw9ax7w4cFRm79YG2t5iqIp8vOdzektkdCk+7b/DdQD7VYJh0fTlrGUeHiQHvmaJlfvxx/ORTbLtHCw9+ZOxa2t2OZsiwszPE8QppA9Jaykwzn80nH6N8ryRIc97I0DZsbu/Y3G9pDg3jOID3yc6iTVJF7QOHdc/9my3l2YoXP3vBo09PmR0VZBnEMNK3Dbu7jpdf3nJ7ucEFmJ2tOP/kjGpWsfz0Ka/+61esX11xe7vn+Cjw4pfHxM1L2u6KKCvIlhSzEygfkZcFGalesiG9S8ZxYHQ+KRmGntEOtN0Bvc+o5wtmyyU6K1K2+qQFiR/hD7V9R54VzGY1iMDNzTveXX2Pygyf/uwvQBr6Zsv25i131ym/uygrirxKwDln8UgOuzu63uC7BuQJmBIIqNGR6YgYBwyRg5Bc7QZ2f/OOP//ihJ/8/HECVOaKTE6cDJMGq/NVRWY0d2/3fP2b19zuJKJYYqLDNVdJpTE7SZm+XU+IPW4EFz2gsL2lbBzd/YHIEl2d44XG2S2uHxmDxk/xaOOYskN1Mac6WaBMhtQZ2hSorCLIVOP/0PGDzWJRlGze/A7dHXH8bMX5ac4wHLi9XnN+8ZRsVtPsOt5++Zav/tM3dHc9JZKyyKiLjFxrROsws3nyhLU2AUGMRhYaoQLC9qA8EpGynlSSYKS/2ogUIen/hUBHgbdgVUSOu7SZMY4gdZqY+kjA4n0LfkAGB/6ADOvkiSyO8YtT/PycMHtCCAq0wbU3+GFPDJYQBEGk6ZpINHxAEILADQ4uHsPzXxLf/BYpRvKTitmzZ8yePf7RFzSkzC5ECuqOxA/5haTsK6FU8sYhErAEsH3P9vaOoWsAR3p86OnXNGy//y3d3TviMBA3Vxw9foJUGYs3a+aXB7rgsUXB3dWB9ewtulBkeY3RapJEpa+dySeDCGgTWB7lxHhP17Z461IUB+AJ7IeBwaVi4pvXb7i7veM//9e/51//07/iX/7qz/mb3/2eT58/5fnjxyxmC979z/+Gv//2e37//et0UynFV69e84vPPuH/+q//L8zmC/6Pv/wFOi/5+uUr/uf/9d/x3auPM/IDCBGQUjDYnvX2ls1mQ9/DMDV7D+Au7yP7ZqTr0w0qSPIIKSLzecYn5wuurhrW9wOHLk0kg0gTGudsAkJMdFIhBFrIFDI7bYpTlIwgqZYiMgbc6GhCTNtED7VIXEFlPXFzoNu19G9vqJ+fsfjpp5CVCQ4iFVoZRjHgR0u0KccRD0FGkBqtJVGmqIb3fgGViGSpLwzT/Scm7PxHnuj6jGCW5PWMx7MzqvMnLJ9e8Pfff8s3sufy7oaqdSgXeJGXqOZAt2/pI/T7gNeC+XKGiBn1psMXR/zm1jJ+/Yr88e/5rP5HSAqkUATpQOVAkYYlHKjlnr84h8dBcxg0hyHy8nLD/+vf/BZ9fMPP/8k/YbYqqGXNIrumy2HvNKddw7B5Q3P7PbIdOGv3fL0d2VjBY6E5R1DjyXLH0UWksT0HBkIrcYcMnR1xQND1lmJ0CAXVkeHixTGPlpDnjiyTeFUnz5/MGLfrH3+exQRUIl1HmcmYLRbcZhlj21AIRaYMmUnE0P2+pe97sCkeR6mI0QJyeFBGa5kzjIH9rodgmRSj6CmyJ7iAtyN9G5jVNVldgQA7DvTdQN+PSUZjRPJBqgB+xDXw7qsvefLJJyhjJo9d2ogD6ToVCfcufETqnGq5Av9HbNcmCaQxKPkwc47T8jxt/K0Lk4Q/TXxcTDdzDCmu5mOPfH7MLO0C8NZSGIPAEr2nH0Y0lqzIkSonTFmPEpjPMrqup+tHhsNAPgdnGwQpUuQht7ZpDkmiapLMTCCRMiPXI+dLz//5nx7zq89Kfv/dht99u+XrNw19D5kUjCF5qwLpc/QxAh477hJtWSSCc5EZXEhS+eBC8j26wNBbHAGlBWGS1AshkVrhvcM5i5nQ+SkQSKZNvpFUheD5i6c8ffaMxdEqqRM+8rALiPO0oQx9IAwRL2SiTcskC/WjZ+gs42DRJ4a+61E2o1WBeyz38cDMLGm2twyuwwRLMJLMRGRuoJC8+OIRy19/gTo5omt73v3uK/74D5f07obj0xlPv3jC+YsLZqcrhMkgemLXQz6wOA38WX2KF5L/5T9/zd/+Q8uhHYk+bbsYUt0SlOJ+N2CtZ15k6FyTSZmagsyiM0FWK7KFITtS9BYaF3l73XO98xwslCJwEgNXW8/f//2aeT6jNoZHbg3ix1MjYeJle5cy4KxGBUVRlgQNn/3yE1YXp6AMfd9TVo56VvHNzTX/8B/+M09/9jOOnjxld33Db/79P/D48QpVHXH31XWKkBkd2ihurw/EXDK6iqgM2XzB0aefU85r/AClmdO7njeHjq9/+3ustSwuzlldPGX0JUGdYmm4fPV3KJLtZXSwnJWURYbWI4d9y6tv1zgnyY9b8hNPPas5XF/S1DNmF094cnbM0fkxRa7Zf/tH3r18Q2MV80pTxxzbONY7h5mXODvS7g+M7UCmfWJfxI97jpx/8Ut8s2Hc39Ns7hnaSGMy1Pkz+qjp9y2miMwXKdD+YUEfp01bDIFx6Fjf3bG+vmJoO7xN9FMpJKYwFGXBbDanrlP276aesbu6papyMjHgh3u221QbxCgIQXK923OjPcNFjSWwFwduv/u7lMdqDCLTyIuKuFO83uy4/y8Hzk4tJ+cGZ3tkpjh+coKar3D6DB8WmGJBUVcIkyU5cz/S9wPW2aRM8wHX9zjv6YeBvCrJyxKdZSna6yPUCc3hhuXylDF67ncHDocdtzdbFquTBPcSmiJTGBlxbgCZkZcLnIOub7BDgwgSrRYQOow2+LEDLymLHBsqdoeenoJsfsQ8CoQSdEPgb98MfPPyDzx/vOD8bM7RcUnmkoqr6+DV169Z70baHmIsKJdn6PIIoz37+xtUSMNTnS8QviebYvqCNKjZgnx5yubyDbvvfo/Mj5NkPWic1dh+mDgIYhr2pVovCPDbFGnU7XboxQKTGTD6feTU/97xg83ii1/+S4a7rzmuDxzNPM423N3eU5RzFqdnNF3Pm2/e8e3fv+T21ZaZyDACyqLEaIV48FXkGaHtcMGiJm+WEsDQomyimQYEFDWmqtKLyDkY++Q3mEhJ+CTpQ3iI6cEoRESoZEjHTQEAfkSELgVoWkHoBAwtst8TsyVBz0AY9LNfE+dPoSwJm1f4u28Jm9fEdp2KeCwhdITBEdyOONxhm3eEQhHFFfOzYxbPVswuzqmPPs5cHrUG1ETGTHIaH9wUdioRk5dRTkAISNPyy7dv2azvObl4hNQKrdONFcaWYX/P5u232PU1Z3aL2H/NOAycHzao0VHvAt/7kW3muX39muWjOToXRFXgB0cYHf04kOsyTaGjQsnIclVhsg+kPCkCZmqErHWJRickuVTIEOjbhn3TcLPZ8PuXr/lffvO7lK/jLYdxIAB98Bip0EJgnePl67f8j//231FVM95cXVLOZjTdQIjw8vXlR51rQSCKJMWcFUserc5YX1+yHm2CDMWQtoE+3WxCK6SIDIN7v1lRSrHf9+RPjnh6XFEryf1u4P5g2XYO9xAqJFKx6B+AERN5NUR4YKrJCJJk7j5YSxssOkZMjJRiYpxOOn4iiBCRncW9vmY8WpKfq+lmF2it0GZG9AnC8X6LGJPfUkiJNhllVaKNQuqp6PMT4AI5QTQSxEJ95Gbx5W1EzDas6hY5dPibexb39zy62TCzgcoH6uAxwTMIjzgylHFkEJLfdQ2v3o3c3m5YnRRY61j2N2zXN9xffcf21d/wL/7Vf8//4b/91+SL04kIqog+4JodzZd/x3f/0/8bcf0NC9vhveGuzRi3B2zrQb3D7d6Qrz7h7Pgctt/zl+efsjyf83g159PnR/zilz/l7X7N7g//haeLHXd3I/EQMGPEyICZRWaPPGNrEE4hgsQR2O3XzLzgyCiMAV0JylPNyQLC4Zpu84ooJFLPEbpE5AKZ/XgaaiLvTiCXh63J2Sl3R8fc9z3BB4JLwe9SgMHhGUDB6FPkUCDJ2ZLUL6PvpmB5HzFysn8r0GryykmIBNw4MGoxxVQIht5yaBqsF6yWM0otwFvckKSgyMDh9prtzTV5WSAL/cHaJpLnVhs9KSgCWivKusYoge8bhHdTKMN0TzwAm6RETV9/jDoNbmIKq/ch/AkV9aMuabJ6idA5yqRMyLHdc78+MHTpHtdiloacYsC6Hp1nMPn96jJLsrHBk2WBMexRfiRKncBPCIKLXL99y+27S7JMJY9SkZOZ5O3vDxtq5fnFM8mjowU/f1Hxu68OvLzq2Q0PdOWH8zk9NEjNsic9B7rJTyQR7+0NkJ5LUqT3DDJ90EkyH9BaQ0h5sSFERPQIFZBREmLk3c2Bx2++4+j4hGpWkRXzj5b9WtVh3YAbIsFO16bWKaMuSoJPUDobAlZGusPAKIDQ83rYcRMHQgh0B8dcGo5EuiaGIHg1jvzuqqWVjn/12THPdgc2b9d89dUlX/32NTebnjxCrQPHf/stn/70gl//81+w+uwF2IE4BobdPbFvKL3j16uMs3/yjE9Ol3z13RsOm3u8G/CiJwO0UNPzWyKjRCPJNfziETxSitVMU1YGqQ1DM3JYB6xOoLtZNvmDhWNmJFU15+mqZNkMrP/he5p3kfmxZvER51oAduhx44DVAusFuTQ095fsrwuc7dL1YHuwe67+eGC9Duz3A+3uHyhmFWM/cv3qmu9f3rL8w/cs5hVJ7jzineXJH/7IydPHtOsN+32DLAs+u7rj1//i16gIMR/p2oCPI/OzE5wduXjyhKosmS3P8UGxvr5mdTqjucmoSoPIS/oo6O4tw/aKze2B0UtEZujaA9t3bzFVSZl73r16xZvX95w/PuXF5484PanZrddcvrnl0GsyIzmq5xRFZD02SG0Y+xHbj8kPjSMEk7gFH3EcX3xC36xoywWDqBFxgREV97uW0Q3UVSKNSpF2azGkukMCQz+w22y5u73hsN/ih6RI0XmOMZqiyJnNZiyOFtR1hRGSdr2mrQ1Pf/aEk4uSs+cLWtlwt91yOAwQDMv5EfPFks9/kiewoDEIoxmGnt16zc32HidHBuPoshGbOar9wNhDs2lZLiKr8xItPVJ2uOY7tm977g+CWJ2wfPoZT372E7JqzjhYhnFgGEdGOzD6gRhhGEZG5xlHS1GVlGXxUR7zenmBKXIGl0i2yILj08fE0DIOB6yXKJ1THZ3xopxhrSUrC9puhw8K5wsOuzU+QF4vqRfPWS4zMjr8sMOpErX8lCf/+M/p1tesv/s94e331CcFq89/yVf/5f/H/rLh68s9Va6YLyuq1QI9mzGImng0wwRNFguKbD69BxJc1HZ7mnFEnT4jzwtEbAghMriB2B8YDxn7d1fY7Y7ZUVJWRjJEFIgYMCRwZ9T5BJDz2KHF+9SD4UckDq3SICutJP73jx/eLJYFR4+OqI1H+j3NoWfoPc8/ucBFuHt7z+sv33H53R3RC7IiNQeSSLAuBcuHiB1Hwjgk70DweBsQrUf2AoUnORESKMQFi87y9FCKFhmS6T7p+UKSEwlFnChtkKRykYhUyYSfCpIIJsMLTWhTxk7QB6I5gMxRaERZ4twBoRboz/8K8cVf4ZsN9v47/O6OcPkH6PcEa/GuZbD39EOawJx+8pz68TnV6Snlcoku8h9/RQOmnqeix6aA5+BTZl54nymZuJZRiOTDSCY1vvrya37+9h3PPv+Mal5DdATfMm7f4Po90Y/IMJILh7YWhoYFPSgHMuDbQNeO3JiIPCqJbsQZhY0S71KYd24c3oNzaZtQzTXHZwXrm4bok29FBZInJqRp3/PTE/7R559yVOZcX93w7as3COv4/vKKm8OB0XsQKY8xIkAKlBA8OTvjZ599yvPHF5i84C//+q/4t//+P/HHb77h6m7Noe/x4mPXXcAEA8myjFk1Z1YWbA4uST0eAB5SkClDlJro+g8TriiIHraNZb0ZKWJEeE9OYD492AYBlkQGS59Vuo59CMg/MRInWipApLMJXJFu2Yd/phzL904jMX32AXzn6N6tMfMlWpn3gBQhQGqNTl1o2tw8fBMKkxdokwiCyfYrpoJbEQlTLJJAipSv9jHH9eUNbhw4P12yyAXKjpjmwHKzZxYUmYoUOlLkkWwWqF9oQnXOV/cS93Yk2oBC4Q49na7JaXGuZ28bXq6vWfyb/w+fdpcsn3xKsTpBZRUxRmyzI968pBYbhIYx5BANpRR8mmVcLBbsuwb9/StkNWP1k59R/+Sv+Ktf/wtmqwuKLEMIGL3leHfP3zuB1r9jlu25uW7Z7HpEtDytA0YLTo8V0Wk6Hxk3AeehC4GjEJlVkurcUF2UlLMaU9a4oNnvDwSR/HfeeYbmx1cgUimY8hHjlFuYZzkmz5MiIUScCwyjS8oBOyKjYhgCQ58kjF6AMclba4NjtH6SNvIeNDVdyvjJ9ysIGK1SPMD+wGDjBG0S1FWOIGAtaD0RBENAa884tty9e8XR2SlZXiBkAqr4afMXpZ7gNA6pJFlRkmWGMHTg3dTQ8HDzvM93TQLKCWgjFYQk9f7Af/rgu/uxhxCSLK/TbzV5n7u2oz2MjEMkUyk7MzcykY8VhKiQylBWBVIpBhdwU24wiKSykYoppZsQAofdAUgAoaI0lGXawnZtxzg6rPVkMXJeQXySU0n4+mbgvvMMk+JcIQhRJBjXg1Jlen68x4dN9of3nueYpPdSSzIpJhsC76+tGAMxkD7nkD7bPNNoU+I8abPpH071x53rrh+JuSQqj5MRryBqAwcx+bTTtF1oQAtErmjyyL0aWYeBGD0rZVgIhUEhZc4gYsrw6x3boeegHH/421fsv9tgY2R36KDvmYnIIk+Sax0G/O6e7uoVc9Mj3cCwGbFdR2h6wm7AbgLHjzT/zbMVny0Vd3cV6/Wau8YzqkBhBHWp8AZyI8APPDI5L+aGzI/IPOJUII6W9nrEtRFbBvpDix0EKmqWUaDKjPMqY1kICusIdw5nQR59HOAmryokkmAt7d4TmpZMKUYnuHp3j3+7IcbAbJbx4rMTTrIZRh/Ii5b1puHy8h43OjIjODqqsKNnu+9TvEJMNV4QJcrURLYEkQBKd7cbbr77lovPf0o0sGvW7A73ZHXNyWxFoQOHN3+kWB4hshojRr74xTOK4FDCY/KcZteyvdrQrlty7Tl9ccrq6WOEguZw4PL7txgjGIZA7BraO8Fb33P3UjLstgxN4O52z6zUFAuDFjFJ6IXAW0dwibIc9UM9+nE1iClWuGAY9o5OO4ZMsdkdEBLKMn9PN015iQGpJRrB3fUN2/sNh/2eoesIzqONwmQZZVlT1xX1LIFrciVx2zuaXYq4k/Q8+dkFRytAQ2gjpSzQRcY4ROzB0Wx2ZEaQ5YbZcUk9X9BpTewsw8EiFWzHhkGOMC/wmac+PkMMB4KZYIE+kAdPlglOH2lM3rHtrmjXkaE9o5idkRcZOlNkLmOwOaMbsDYwDiPBeYY+9Qvej0jx42moRb0i0+BdwHtLJDD0HX7YklVH6HKByUuUUhiTI/se5zqGZo+NOaOLWBtx/YFspimrgqKaIb2i71qGduSwb8gKj4+BKDUqy8lmNUcXF5w+eUJ3+RpsT8gMPi8JiznZ8QqsS8RsrxAdSQ3mLGN/wNseO3YI5QkGVFnjuhGpHPP5jOxojprVHL6HIALj0CJdRIgcokSJgAvj+7oT8RChHfDNniJP79JgB6IAaTIQP9zD/HCzKDtm5YD0jq4f6Jqe2fyIfFazWR948+0lly/v2G8GCplhtAL/kJmSvCIiJoJViD5pj2Oa8gqXimZPQIsktfHRo4IluDFp/cM0QZ5kL4hIkMlzFWGi7sWpgBH4GBK1LUqiTNj4GCLeWUASrCdO4BohFCo/x7d3090rEMcXyNU56vwTxvs1QVW4d/8V29wwhJ4BS1SC2eqC2aNzZqdnlIslWVmhzEdKbsQDzfHhrZy+py9vypCcIA1yCjYV0XN7dc31u3fst1vqeUUII2HYYtt7QrAoJTFKkElQOiAyicolsZCEMQUw79Yj7S4gW0/oR4Q2IDU+kkiHmWAckkk5BigyxdnjGS+/XCfYRRCEGOiGMQWDKsmiyPn0/JRnJ8dcVRX32wOfP37M1XrLum0Z+m6iXk0kT1J+odaa46MlP/n8M7b7hq7rmC9mfPbFZxydnfL26obX1x9Hnp16ruQPlJIsSzhnobZMs/ckiQWUElRKE63EWvG+aAoiMtjAejcyc444WsTgyX0kStAIDuHh8/vw5yKYtPgPBRoQI9YnXxgR4p8WWPFDERdIgBxIPkfvYdwc8N2AKss0NJm8XwiVJpMqVdUPwwaEQU1S5zjBlPiT6+4BaSOEQEmJ/ghCJ0CmIrbv2G7AZorMDoTRoz1oO5JlnlwLykIxPy1Yff6CtlgAI2q3Y8bAIpdc5C22l/QiIIUm6Jymi+yv19z94Vv6N9fk84TjVlpN0IseGfa4vsO1AWE9udMoHCtjqbtAaLbM2y0rY3j+Z/+c57/4a/KiJk4Fe9/3NE7hinPeuK/QaF4juQMqJXhRlmRmhELh+sgoI1KSoA3Ro0TyJOYzSbE0mLLA1MeMTjJ0B1xo8SHiraXdHX70eRZS8hCdIUgbPiFlIlyqRL+NgHeR6Ebs6BmHyNAH7BiT13DyJzsf0rUoQMuIVgkGrVWSVEuV9kVh2laPQ4Bo8dZhPQilyYu0DUsiSIGcYjzEtK1WBHa3V2xvrsnykrKeJ5+tkKQ1nJ4aE49UKeLDZAZvx/exDtOVOm0YP2zHHu63hzb3/bVPytgVHzlsiiGglEbrjGBysrwgLwYilsPBonWi64mZTv7PmKUYKAFCputTjYFDbxmG5LFVJiIVCJVAJdpkCNGz2yZ1TV4o5nOD1pLROsbRM1qPswFvBUWE0zLSzBKoZtdHbJwaw4dn0MNjZVLtMg0VAvH9cyqKtMEIMaKnAv/hGaVEEp4iptieaaBWZJp5mXKSB5uei+695//jmsWtFUgtCWICF+FQSqR73KfiJxDwIiRFCIKDcUQpmLmU2VejKBEYXTAQGKVlDGkoi3N048DLyzW+61nWGXMjUUeafoicLgtyFclzydFpRS4i/u4et94z3I4MzYDvRkIzEtZQuhmLxx2ZklRlgSlr/DiwA4yIzAsJQlNnmqUMPPIS0wYwkhgVwQv8GHB9UhIJoSiiRg4RYQUqSmSE4kRSHxnYOuLWEW3EN+6jznU1q4jWJ8nlaAntAVlJoirYHwIxJnJjuag5++Qp1kqifc1m39C2PYddh4iwXMyYzQt224EwIRy1lizqgmJWIYqc8niBVZHeOWyz583vv+b42Rd40dP2LZ5IPl9S1pJ2t2PsFTZGhE52jzFITh+vaG+vEqSua2n6njEGLp6d8ujP/4z56YKhd9xebegHiG5AxQOZCImubQMmE+QixSCNjUXIiBgCTsDgQAeBs4lQGp1HZA/F98dtzEOUbFvLfevZ9NA6AUpjtEDKh3dzkocrofHesl5vuL29pdkfsOMIMaAzw2w+Z1bPKKuSoizIM4MRkXh9hb99SfQp9suUmmJeUB5pfIBaS8qYsrL71rLf9AyHAS9BrSTBjriuRYZIrhRHeUlwDhs1vTDIQhDUQBtHhjERwrM+UjYWEXcpISsItOioZMD7yLj5FiUNupgnn7tOkTLGGUbrEFLhnMWF9IzzwSJl9qPPc5YZRHApji7ECX420eGlTKov7x8KMZTJadsNfdMw+BEXJc56xu6eGAf8zCAWOVLnIHMO60vWN/cImRG8Z9huCC4NOGN0rB5dJP99H8gyjSkM1dGM2fGSoe8TnHAUBOcI/Yh3jrE7JJJsTEP/YBSOAKogr2D1aMHRoxNkVnL39bf4IktZ535AypDOr1a4PpV3UqaaMuWya8Z+ixpGZCwgegQRlZWYcvWD5/IHm8Va3GHEjm440LUdIUZWpyc4H7h+e8Orry9ZX+9xNqJKhSlysCNCyWRQjZEoEqDGiUmWJx+KUp+2gyLhPUT0SSI0RUik6IRUwEilUsOInL5omF5xafrsk+bah4gP6f9HMTFU3ZB+X2kIwYEfkidLaIStEUOP6A9gD+BaxMXnyPkThHkEAdy4po97unGPVQP1Ys7J8xcszx9THa3I6zqZRT/S3BWtxftEQE0p2un7Q8h9SKPg9OOJtimEoznsub264n59y8Wzx8ToCbZPkjOVEOwm05iQXvA6z4jjSMw1oYaoc+4PA+vG0+4dY9WjhESWJahInimkjggbSJkdgITTi4qyTsSrGCLWOXrrkEIwLwueHK84qWuOyhJxvOJ4NucXz5/z9ZtLvrm+hG4yaE9fv5ia4X4c6IYhUZuAr7/8mqwq+OUvf0FvPeY3v+XN1cc1i9PuIjXfQqB1RlnVaCOn5VzqJoUAo1JDaU3aznkX3kdhSCHoGovqB4z3yBAxJEupjaSJ/SQDC0SESI1kCOnq9VMjCEz+xQcU/vR3SNVCoqoy5cWlrIFp6gh0I6HridYhzMPtPPmM5ENQ74fCOhXKk4xMMBWD6c9K5fSErZYKrRRSf9x1vZyXSJFieDov03nRGT43SJdgM1IIpNKouiJ79Bn3g2YbrgnGMJ9Lniwy/ryUbK46vh00ZDlOZohBEmTg7ZsW7dcY7SlyRVFqilqTLQztekd3cLjGIVxEe0EfHKbbUYZArjLmYuRIB55+8jNmy5MEXAkeP2mNxsGBmfNdr3BW8M5H9hFOlWIoKpQJRCmIPlFvY0ySsQe8R4ipCZBGpgleNsda0sbATfmuztLt9z/6PIsPutC0W4tJchz/ZLKYPLgBawecDQxdxLk4yftTVl+I4G1EqojREqNT1IbW0/Vh0hAiEnE+Mo6RYUjnSk5SUKnSdxFTtqiNMsm+g8BM0xYtBeN+x+72hvnqlGq2TJIrkQK5pVTTEPBBOq0xJiO4FH2UNoUPV+wEweT9O3+af/xpu/jh28duFoO3SAJE957WWs9qynpkfWfZNZYsF2RZpMgVEY82iXmutE6bFhWxQdD1MPYW5acsSy1AJxluVuT4u57mYDnsR4beURQJIuRswLqAHT3DEBm6QKUVj5eaECNKeHZjpHMR9+GJwsMP4nSdSPEw0PqAR/uTkWUaxjI9C0WC+kkppgYzfc5lbpgXGUoK+tHTdiPDMFLW/qN9i9/vImLwaO/R3qF9ym7OXIYIEu89o7MM3jGENJCOmWNZ5GgMxLTpFsEhDRziyF4OeBwqerSIeOe4bg6YQlAuNY+OMs6EpusCx1VNZh3lIqc+mVNVM8ShZ3jZMd46hsOAs2N6/jYS9y4g+h2qlhQxUFlNGTzeBWQ/cKwESioWUnPsI8cHcMKRnRYIVYDWCBPIjgwIj1Wa2V1M0QONSMNC56ilp5pLbJtgRqELDNuP8yzOFxXNtqNpOtpuAOtQHjKV4Z2nyDPmq5qTJ2cszk/ZbweiVPRDkqsHHyiMoi5ylDEY45G5QWiJ0lDNC7SRiDyjMEu8jui2IYuWm+/uaLYt6IG26bA+EoRBqsj2Zk11eorbjTg/stl1vHu75mKZoXRg6BzeO2RuWCyPePznX3Dx008QONr9iLUplse1O7a+YzACJxJopCgNtQps3wQ0UKn0z9YL+iApfWQcRsZhQE+KBiEiiI/Tod7vdry9uuX2fkfbdHjnMVmGjA6ifa8OeXCBNM2By8t3NLsDwab3u8oMs1nN2cUjqqLEGJ0GUQTk0OK6LaFbIwtBlhUpI7TSqLJO135dpaFxiAy9xY43CBEmdrqn61tG2yG0wfc9hRJYr5jnFUrnjFqx73Z0hx41OFQU5CNUXUAGj8cyBMFoB0QMlCLA/iVW5rB8jq4WmCwRUUOAtu+T7Hfs6YaO0Savq1Q/HnDjxxbnLFIXeB8Y+25qjgq00YTgcGPASzXVggY3Wvq2ZfSKIEzqIXyL73tCVxLGBTqfE4XhcHvD5s0b+jEk+JAd3z9TbN9RL1bsTEb0FpMbTJFTLxfUiznGSOzo8QTEKPHSJTq6Gwk6Q83n6NkKURSMw0iZZRxfLHn22Tmnj04IQfDyeIa7nzMcerxN2+/0vi9JliKmqd70vpQq1a92nKKVUk0pjSGrfpjG/oPNYqWvsNZy2O1x1jFbzMnnObdXG777w2vevryj3Y9kShMV5Isq6e9IYb1eCkTwKddIJjlO+gsnSIiSAqmTDE5MfpLgHcI5hJuKAClRMgUYC2WISVgDpM1imPLuvAsJJoCZtpg+FW42gWK8nDK3Ypwmop5wWCefj8rRtsO3O9zdNTz9M7JHvyCcfwrtr4hiA7sNuY6sHj/j7PkXzE9OyWczdJanQvAjNzBxHFKxGdPfd9q18cCYedgapY1QennH6PBhYH1/zd3dbZJfiQxkgcxrsrxC5iUmMxg35VFGAUGgo6I2EpNnbA89V693dHcjDY5oO/JVhc4zPJreJsR78jMlg+7RWc7yNOe28bSdpbM2xVpKwflywb/41Z/xaLGgaVru1huqqubl1TWXt7dpCsUkaeLhawUiDKNle9iz3m7xMdL3PaerJQCjtRPZ8OMe1JGpqA4p5FrLgvnsmGV9i6DHPiDmRSTXyUu4F+nhbV0q0rQU1LkmdwEzegoiSiTMkJcwEuiFIMgPzWUUqfAd/ISSjnGqZ8X7Qu59QRfTf0tK8jTp9xPGW0x0UyEE0nvCMBD9iIgaxLTDUamoE0JOG8Xpd5fpvBMe5LGpUSem7UySxSqU1GhtPpqwV1YlhJRrqo3G6IxBavr7A2X0KJKU0Y6asTeMNufVm3u+f/U9B9tztJizWs45znvEreWubVnmFYPyDEOgtZa/273DCEkhYV4YllmkChuisNheIvQSr1LmZZQGbzz7fUuZBVShKSrJLHcUckhe6skDF4VD4ci04PGjC1S95LZvaA3EDGKuuctyzuIBxogfJXZMm5XBekJMctShk9geYpApQiOaNOByjjiOIMBoRT2f/+jzrNQUahzTkM4Fjw/Ju5jopNNzZRrIEUAJEApsEKQZVXzfRxWZpMglRqWfpzKFdZ68NGSZIsRAP3pciKDStayNQpuUy+jGnmAHHIouKLTRuKABjdKCvDToGBmbBjeM6Zw/SK8EU7zLNJtSEhE1eZZNsTTpPZLk1UBIz5EPW/w/nfp/+PHHXckfDj92CRwTUx6vUJK8Kjk582z3nnaIdN7QjprMRLwfMWJAaUOMU4C2Slu3cTBsDm3aEGYRnZN2edPUvZzlHBrL5r5ju3EsjnJynbbe3qdm39oEd1sc58yUIq8U5Wbk3cZxs/eMDx30wzMgTgUvD/MoMUmKH1Q8SdacEkemQmNqI6VIaovop5+PQMZkIXAerHU0zZ7DYUNVV+T5x0kj/+O3BwSRGsFcRI6IHA8Ds6ZHRon1gSGk7w6IQ+QYxSymsPIxevZ+xHtP4+94V3tGA1mAaqIa50Q2bctlppgdZ5yWBceLnNAJ4rVHXvXoc4050uisQhLw9+DXGkaIVuB9UmK4e2DroAJZeXIdmflIMViG2y3l6NDWM/OO46iZGYVZ5pSzI9TRIgWdC5g/F0jhOaw7hneWMDp854kSlIyJKu9aYuiTlNkFxt2PHzYBrFY12/sDUSiq5QqjFH57R8ARlEYXGdWsxBjD/r7j9nLP/aYjIjBaUui0ZdZZweAkdW2oZgaVmQTa6Ac6JzjSOTZGyhPN8ngG+zve3AY2t2uilGzWW+6u1uw2e07np/SHA8XJGe1hpNntuLu54ebtjmhPeLw4wtGT9xJd5Tz+2c84+eyCrm/p9i3DdosdB2aVwukM2ywY+4F6sWC5mlMXivH+jivn0IVilmpsmiE1jNoHRu8YuyHlTmYCqeP7pcePPX7/1de8u76ja/s0WMz05Kn279U+QqbFQNs0vHr5mnZ/SFFxWqcB1XzG+cUjLi7Osd1hGjzLKYc7UDx9TK+3uKEjSoUuM/KqQpsC73q01oTokVImmOXNLcpYqjoDMdJ3Q7IiWYfvHEZpisURx6tjLqoKkWXcra/Yv1tjdUo0cJmiJyfXhqHtcNJxsB7iyFw7qthgN3/ADh31+U+o6qdUixVSGbhfo4YRbQxBJKWZ8+MEK/txx/3t9wgfKOtT7Oho9jvK2Yy6nKNVhvcj3g8EJ5Aqm6S9LhFlRZbUj65jVpeUZUldZkTb4qIijo5hc89wd03bBbTOKIyGImPoUoMsdaJMiyxHzhZki2OK2RlZuUCLSC9HLB7nQRwEY99ifaQ4O6U6f0xxdIxShu7qimqu+fSnn/L808fUs4LD7sD5xQq7P2PDjr7pCM4SIgzOE5H4EAluej9O2ZemKFOMVj1H5xVSGWL0eNf84Ln8wWbRx5Ql1TcDs/mc4/Mz2rbh5Vdv+MNvXnN/36VpgpYILbGElI0lItIokIoYBW7sU5ipSiG+KtdkZY7RCq/TK1yHiHYWNYwwjITRg/dgmfKxUmUTMRCn0PYply4gEiI7AFFOEqkJlf5QkHv3XrP7UKB72yf8tq4IbiS6HsZ2ivPwqEdfkB99guvfgFhTVj3PfvmXnDx9jinnCKWTJ0wyyad+/CGnB4P4k5dziB+KtzhtGVOpJFESsoVh8ekMLnoadc2h2TCfH6HKOfl8he93hJ3Bi5SnlkqDpAmPpKJA9ANlBNMNyO96YmNwNie4kfumQZUZjy7OKEwGUaSYB2lQueTpiwXrNx29tYzepfBuoG0aXr+5hNFipobl3fUtJ8sjfvH5p/TeE66u2PU978u74IhSMZ/VfPriBX/xF7/mbrvn8Nvf8uSTF/zuD1/xH/7T3/DV198yxo9D3z8oL9N3idIlZ8cvAEPTNYy2ZRj3jEOTZCzrFpzHyECRRXKtqEzGi7Mjyv2AHiEPqanzCISK7AudJpHwPm8xBFJmjoLQ2/e+HuKkahEPG75ELXzwMwp47+USU9yFEAFD+rXWDmTevpcUIAwp+jxlJT6E3KYYjEiMQwKeRpmkLupBvghSapTUKK3TAOQjK2znHdEHMqORQAwWU2my5yeMVc7tuzWmdeTDyBDXDOO/56Qo+Vfnc9ZxTjSaYxNort7Rbx0La2GM5ENPNzP0ZwtCrymnZ4SyktgNHDY9uyGA9ZSzQP30gvLRU+rylOryhubmjmbY87r1iJctT4o3/Gr2DeXqGfnsiBADwfdkyvP47AR/84pj47kcd9Sx52Qp+cnTmnxhiI1guIftOrK993RD2vyXeQKWuDbQ3o/ku0h2cYIpT3Fxmzby40Akkuc5H0NeUUoSw5T16QLt4cA3X37J92+uCJ1F+IBwFuUD+aSi0hqaBqxLjZYQkOUgM8gkCD8F2muNUQVSWYoiw1tP33naPslOEQItJXmeUdUZWkmiT0WIdZHcepTyZEaS6Uj0gdFZ9HTxC9JGMUjxYaYhHgA2acsogTLXDDF53AUPSrD0e7zfJE413INK7EFCKaaBTVKrftxFPXS76U5/WMcnGb4ykePTiiIekxVLZBYZ3TtUHPFhRCuDUgkeEcaRQiqOxZJxdByagd56lAtp++oCUQjmq/L9PXj5pqU5dAkypKdBkIQ8lzx6WnP+pCaojFXrOdk5zu56vv5+x5fXI134sE188CoK8aDCYSKlps9RTJthHyPOTzmVJGS7mmSoaSiRNtVtO3LjPc+erKiqCjf2rG+vUUJz/vjJR53r1g4MEdZTbm0pBccCfraEct/TN2kgI5RAGEVV5sx0hg4mWVGERMeAI7JXSX6rIuQ+UlrPSGRZFZSNZewcr99s6PuB/uwIP2j27yz14PmkzinG5J9GKGSeE4RDyIiSiuAV3qUhhxQQ+kAWI6tCUZgc2/Rsmx5jDHnUFEZTLgqOfvmY8tkppi6JOkv+cSkoj48Aj7q5oW0Cg3WMfkMcPfnMICtPfzjggyMuk8ysjf1HnesnT2q++tJT1XNWF8+oF0vWX/+B8e6GQ3ugEYHuYNhd3nHz8hXre8HV1R2rVcazJzOcLXBBcfbkiOvNwNGTc569OMdozfZ6z9uvX7O+fMVhveX45y/45OcvWNbHvPuHW7Kq4vuXN7TDQL/fcrjf0Pcj4pcXXPz0E9CGZj8gRHpWVnXBH37/BvWzc6SPlMs52XyFKTMu361xfcfm+pr+/pbcRM4fn6O0plzOOX28JPYH/P6e/q4hDpbKBNoxYDHsx8j9kHxcwVq8t9iuRy4iWaFRmfrowdPf//4P2NGyqGu0StsrYlqsQKKiN13Dbrvhfr1maAcEEp1pyqLi5PSMpy9eMFvMaN7+jthvoTwl6iIp6JQi5oZ8PiPokIZxRmD9QDcGiqIiEvA2WQ5iCPQBcu2osMh8gUXThZHoU5RYd79BmyJlEMZIHCzLokatPLaspqbOsXMON0rOH19QZobF7p6+2xLFiCDgtrf0V/eIsWG1qFgtPgFT4oHrq2uk1ORZyjEVY8S68Uef5/36DbikDlI6xccV9RxtKvCCfnefMn2tg5jhoqANI8M4Ym0PwaGFpVwsmJ8+Q+iKru/B3eH2LQVwWhXMVSBgKOoZqsxp3Uh72BM5MAZLOV9RPv2C+bPPMMcrtBmxrqGqDVY7mgCiMqkmN4b64ilmtUo/Livm+ozPny14/PSU2axGaUVRFpw8OmNoHdYahNwzDh3O2kQqDz4BwUKqrwkOok+wp6MlISsROiPTBVJmDPv7HzyXP9gsNruB+5sNq7NTlifHWB+5fH3Pb/7r93z1ZovrLYVSeA3CS15e37A0Gi0iYbSpgfOOfvSMpMlxFCkCoIiScmZ4dHSMyeWUExdQLqCHAbnfIpoeYVOgbnQpA4g4pCLbSRApdxGRwuM9Ej+FjwfvCd697woSGCcR3iIi/XuMRFKAc/A9hA6wxL0gjgP0e9TROUV9Qam/4PSx5PzFz8iqGnQKRg3BMbZ7mqs18N/86IsaqVBGImN4LwMSo2UygU6SKoHKJMVxzvEXR5z/dMXJ/BmEyPrmmpvrK+bzRZKCyeQzEjIg4kD0DiGnRiPPwDtsP9DuWkSIHNUZza6jf9PQ7VqGpwXmccnx41OUgXHsEEGgZY4UOSoKlkc5QifSJwFyBCXg2p7/6T/8J56cnfJPf/kL/uVf/gW///Y7vHP8n/76rziazVF//xt+8/Il9j1WLG1Evnv1hsPhf+TLb79nu28oqpwvfvUrPv/JT9k1PW8ur/D2x+fRAcxWJ+w3d/jgpy2tJDMlZ6dPWIwNXb+lazLapqCTjkPrmFURrcE6DUFR6oKzRU0+eJDpcxMkTxTAwghGpUB+8AV5ImWhMC0YJVKxPaZKLNcaHzy4ONFRPzSLkYQ/Tvk6YSqgBVGm6I22a1DbLSIGdJYBClVXqYCS+r2Ee9pRvt/ISGQKA5kUr2m7I1KxKMVD7/pRh5QKY/SUYhoSAbDIyU7nZE9OaB4taV/fMV7tEfeRsL/HsKYqJatFRbbIkVWg2bd064H7Bnwc0FoiQ8FhscDYntV2zaqQzOqMvMzh2TldF6kj5IVG5wNxeIVTHfX5Kb6u+N3VLd9utph7i7re8dejZ7y/RmVlGs64QNjeMXzzW+Lf/Fv+Ku44ygR2KZlnlhN9IHaBTFccBs/ufqDZR4gCk0l0IRFGYUOgExo9KGoHZtwjwkCeSYLP2R9a7u9vyfIf780QpCDjRPG19E3L7dUVfTcyDoEwOrIQqNQ0S/AwLRgRErQEY6DIIcskBjFtjYDo8UNLJDLiGMZUoBupqGY5R4+ecPPmFUWm0mZBSaJLW8Zh9Egjk8dutDgXMbmg1OmRVpVzqrJ+nzPoBBAjioiWAiNTrItCTDTQtMFJ+/LkU09f/4MO9UF6+uGI04ryYVP5sdf07fbAspJorZBCE5FYZ7G9Iwwdq/Mj5mdfoLRg/2pPN9ygK4+wA8qnQQKAUBKtNfM6x9tAMziGzuKDQJhAUVeY0iCUIkRB33nub8cp8zUSCJhcUMw1T58fUVQSrzJkITGlJ88Nisi+2/PdekxKgofrRfxv5aZy2ug+AGmsT8qcP83eGmzy4/rpWSeFeA9b7kbP9tByeXVDRKSCz+TMl8uPOtdHEjZBMMaUA9ZF2BJZK89SewaTzmOmFIXWzJSiVBFd6hSD5CRSZWgpOMoMg+zxXSB3kcIn8MqeER0iCxQLm1GsFa/uO945weAcp7mk9D316xvsqw2qC9gOZCEQuU9DHuvT5i9mBAciA41EWoEZwCnD6sWCfJFBZtBHR9QvnlM9OkfKgMAltH3wk4VEIXROeXLB2T/KyE5nNO/e4A9bssqga8X+vsXiiTqgspii3z7ieP4oZ7Go6IZIjA5VZMzOT1nfXlGUVYpOiZry6Jinx4/ofvOG7dcNhI5f/voJi+MZ1zcNdr/n4vEz/vm//u9x/Z791SVVbfn8H/813//ut2QVGN/SXH6P1ZJubynOnvP0F79ie3fDeP+OvhS0bcd4f5OC4c8fcxgH7OARumK2NNivb9le33NyUjJfLRD1gpvbA5evXnO6KthfX05KB0Nzv0aZjCef/ZyjZc3m3VvuraVrWryZsfN7yhL2I2x72DqFqYtUl44Obwe0EGRafKyKHYD9fsNqdYRUER+SYirNnSICz+GwY3O/ZrfZYUeHEIJMS+aLBc8/+4KzRxcoLdjcXxH6e3w/IrRFyCzZXyIM+y1SOFSV5PvWDRAkPlr6dk/0NkFkosAFjc5KqpMldn9HHAaGoOhHRzQZq7MlYZPTXl8Tmh2zizPmjx8jsyURONzvsJ2F6CA61psGG3oKZwlNi9KevI7srzf0G4+1AqUDN8axv/+e0aygOMFP8Q3GaBBFyl93P/6E+/6AFIbgevJqTr08o1wdE7zD9wcOb9+yv3zH2PQIlTPGnNOffsJsfsb15fe0u2tmlWG2+ilDrJHqmMjA2N3Qb24heLQy6FmG0DVogxcpCvDu3TXLx8+oHj2jmi/J5kuc1LgIo3eY+lGqifIRqVtElBxuNrS7A0O3xcwLZvOcs+OSWI782a//jOOzU/K8SMA66yjrGbPZjDzbMposKV6kIgiLaxxaS5RSeCdww4dYNKdLVFVhcoNS4IOn329+8Fz+YLN4fXlDWc+YH60QOmN9u+Prr6758usr0JrZaY2Mnt4OeLdjWVVkyyMyUxF9xHmH9clMWmiFkgqdaaTWCK0S2tiUOCXJCjAqFQCjHWFeovcHVNcj+pE4OELvCGPS5eInf4JzJC+jxEdBCIoYxAdM+mRgeS9RCmmy/CCxidHjQ7rAH+LRfQRvR4IQhDAQhUXqY0SRgTK4EAjtgaG5p93ecNhcMQx74P/xoy9qU5Z466ZokPTfhJIMziIlqEpQnhfML+YsT4+odMkqzDkVT6AomOXHjH7Ae5e00xKkNmidgpdxYzLRB0HwU0KWUZi6ZpY5nguNqQ/k+47cO7YHyfGTx8wu5mzX19hgkcKQaUGmQflIkWukTgWDEVAIQYlEAWPwDNayPRx4c3PL9tDz//2Pf8tvvn3J5f2aV7e3OJ++ViUUTNrpgGB7aPj9l18RgkAqwf/w//wfEEqx2R+wziYE+Uccp4+eELznsL3H+gFiRKLQskBkabqeiZJC9bSmB6m5z7Y0XUffDwQXKaShVAoTUqh1QtCDRWBjQA+eeWmIKjIGj/Vpg6clZDoQjcCNE9k2ACJQGI0LDjkRUTMBmRBTVtqfbERihBDplcIGmK8PuNbizB25kqgocOdH1D/5BFmUxMn/K3hoHENqE8XDtjKhlB/op1KlrKCkTvu40no+nyNjYBgHmran73syM1BkgrIseP6LzzmcHHP75WsOL28YmyHJE61EjwHZ9VALXA8aw3khaayn9YFhcMx9YAbUmUDkoB6fUn/2BcXpE4abhjJ3PP30E2he01x9w+GuwakzRFUjjzasihPyECjtlvD6t+wWS7wqkKHBrr+m/f4f2P3hS3Zv3lKMHZ8UkVjnZGVBWRqGg2bzZsf+ykEHBQqZadTcEIuIXgiG1mKFR7Yt7faaXAeUyjFa4k1qy5p2IMofT30TMm17hABtNGVVslwt2Wy2DD6ghSDPDZlO8nV8mkhoDSAxBspSkOfJt6uQGG0w07XT9wP96Gg6h3MTAMoIiJbhsCGTUBY5ikhwlhglIWgykxO9pScFvCsiuRQgNEEY8rrCFFnKdI0pEBwmP51KcBMpH3Zh6etQYnIfxkQ0Du83ivGBg5Z+j4ct4wdta2rTPk6YwO0GtMqphUTFmDYPdmAYRtww0q7foLSgmtXoDLpthL2lLCNa2/R8VgqpEh6/LAuCF0htaQabQA9Exn7A+0AMkSxXHJ9VNAfL2E+SatImK8sUSgaELIkYpPAYFSkLyWKeE8X+fR/9XqlC8io+qMwf3och+ERKFSkeSE5b2wgEH1GTL5ZJ9BZCGjYYrREIusOBrUnviLoq2O8/IjsUeLpUDPcjzoELaTOslWTwgTGAKRU5mlJqaq0o0AlyVeY4wAyWrAtoZRhERClBLTLKAFI6GEeWSMgKaqFYkiKsbkdP59MQRYoA0hPsyLAf0FGgTyuiFgSlErNASMK2R0aNxiAzgSggypg8jUWFOE0SNbk8Rx+dky2XRD8Qxx47sR6EVgitidERHCl6pTTMn5yRzyV2o9hf3/HtHxtUiBRSkmcSUUjGj3wvzrKRR4+OePt2h+tboneUJxc4foMdHUZK7BjYbnuEsHhniGS0zcD97QFrHZvtyNlyxec/v8Dtb+n2W0ToOXm8YH7+M4oSuvGednPJ7v6e6CKi93z6559wdrbg0fmcw03F9rJkd3sF7Y7GdVTzmiqXjKVgbDx1KVlVIMYWqSuCH8htw9OzY+KhZuga+iZ54ExRkx8dwdjC0CH1apIkDmx3I2PfYW1gWcnkw/YCi8ZIjQ+BsU9530VhKIpkn/rYidMvfvoZdnTpmeFTRnaKA0r+xPXdLYf9ATsmxoYRUIQDj08vmM8ynO85HNqUi6nmhCIghE516XZNc31Nu71lcSzI5noaRAhcsJRljm/vU1OpDC5qunHAWzB1Re8HdF6RZzkrrTB5hSkKulqiwoDUmrxWIAfsOOJdj+229G2PlI6qTByCLqScA5XlIB0uOPAaVUeK6oh8NSOIhmb9BwYbsfoUvXyBro6RJkcqgc7MR4FnpTJJDRBcipNrt0SZSOGHq7fcv3pFu94SgkYWBlmUmLxEA8vTJ8wWKYuTWLC7uSKbeWLU9Nuedtdi7UgQkqpeEmXO6D1RQHm0onj8nPnpY7rZLMldXYdr1zRiQC9rtMlxvk/Pca0QmSZbLRDW0jV7yr6m1EvOVxWrFyesTo4piwpjDM4l5Y7WhjzP0FmCwPkpJ9wLi84NtjkQfSA6n6LThMKUM44//SmLkyOq5RxVlPQ+0nfdD57LH2wWrfVcPDtD5wWHpufy3Zrvvrlit29Yrh6xOj4muIH+sCXaPcVCkZ/ULFZPUCoj+JBkaO+JpBPFbOKeCyGJmcFKCAKCTOROMRGSfFkg+gHR9cS2J7YDsRmh6fCjS9vB982fSBTU4Agx+cxCTHTJECMBSRRxWvVP4qcp3DcyrWldP21ZPAFPaDOC1gQjiJmj2TrawxZnD/S7a4Zmzdg3+OAws4+boCqtU2h0nGJBhEfmmuWsZPGoID8VZEeKspyxko9ZqhOUE7jWMZqGLrOEG8/JxYrjapnw4lkFWUU0ObFTya849DBaxITEJ6QcssJoFmXO4AJDF/B9YKYziA4pAlqTjNPSglAMXqAKyHJJriWMkUKAnmRlQsC2bfjd999zt9/TD46XNzesu5bROTqbpAViKg+TzDiRSU+Oj/jsxXPyvOLvf/fb6RryODehGj7Ss7jf3lPPl7gxSXKdS5vK5NfRIItUCGiJ0TArlqgjw6weGPoONzoUitLk6DInHjogseoFArwg9gGTRYKRxGQiSOAn5zFSEJVAq0SGFBNC3EjQSiBjylg0pC1KCtieKtyHl5QQ0+Q8ojqLthEh7ZSnk2RJxdMRqbPp7ArUBBAR6PfQk4TXT1+7khot9eQde4jb+Lhz7UOSoAoBdnQEbJKCmZy8nHF0es7i6BhTFHxnHftvb9Ba0wgImYKqwMxrSqc4qntMJti2A5tmpPGWan1HqQNZaVk+rTn+xQnlJ4/ZeMPXX2/4i3/6K1Z//heo7ph8MUL8r2zv3iB5ykmhmWU5RRg54cD2uy8Zy0dUo0DsvsXd/p7+3TccXt7S70fGEIl+RNUKnRVgDeO6p72xiEGSRVLea26QZYHIA9FEsjowhkgIDj+0jH1LvahAuJTr6RygUKb40edZigQqijGiVfI/vvjsc+ww8LpvEc6nIY8Eb8HZRDktSolRkiyT5FlqHuI0XAsh4kTyO3SDpx9TzI2QEmUUJpcppzOO6Exih+G9RFxKjQ9pMNE7i/UglaaocqoqB6WQOqeYzTFlkaSN8B6yQvQImSFN2piKhLNL9oP3+8Hw4N1PvyaxmxAPZOn3ctP43ocaJrnlxxxm9ox9vyHGQKE9IlrcOKYhp5QUWaDUHblWiDKn3Wcc9gMhRPIspPteSbRJ96LJMyqhEcYiup590+E9eOuAtOnXmaJe5CxXBdv1mHypETIjEkQnOvphwIskHY3OIbzF2xHr/INa9sO5emgcp9P0gc78MEBiGrJ+iMSW4k/OfDLCJnBtCCjpOSozjo8Ey7lnkbeYeIfbf9y5nmnHsQ4w+jRsiBETJGOMRJORZZo8pk318qigmK9Q8zmizJCDI64bgtuCiHjXUwtJ7iGboE6FUklhoSRzoZgXGT6XFGKkGiJVBqtKUWYp3zhgUccF4ljCRApXpUgAo1EQYkGuBFJYUJ4oUog7mUYsZ4R8SSxPkPmMiMe2e0LbMhwOuOgxs5ryeIUUAwHH0HXpfSdBFhWimoO5Z7CO0miikQxKsh0Vh+HHD5sAcuN58mjB3W1D1/cMbcfy4hn12SPuX76k8w42ES8sh73E9h4lI87C+iZZNkRZ8+jzT6mWc27evcWNjvqopj5bUZU9mb/HLEtys2K/3dNsWpTUlKXCCE82q1HxmGh7wtDgGsvh7p7Z/T3maEU9y7CuI7RbCt9BHxgOHSIK4ugJLrK+vMNkye1ve0u/axgXFfNZiZKe22+/4/a7t2wutxx2PX1nsTawbwKtF3QiQxjzXmo9dAOlEZRlGsxIKT86q/Unn32Gt4G79Zq7+3v27T7ZTZxjt93TND0hgDIZMTiM1lSzGbqYMTrL2B5STR0j0ZQgI0FIbN/T3K25/u57+q5jd5AcneUUVYZUKg360tgYRJKYB+eJ1pFnGqlypDxCFxlZnmNMhtIpCkguC6I9IaBAG/abHcPgKEykLju0hiFm7J3nbtvRbXfkKrIoFKvasMwzMjKsaxFVRTQ65Vb6gehGwtAzuA43PEbXp8i8TpJv9YNtyg8e9fEzfNsQI3Ttnq7vqMceqhnX3/yRbrtLfAqZLG5BFuz2B0JmKKoZ2eqMvMhxvmN/f4PYt0hdT+e9xss0JBNSIPSD2sJgZglg48c9dthjxzHBh2RAYdGnS4QIeN8TXUeMjizX6LqkOD6mGSx912Jk4OLRMecnJ9T1DK0NUuq0gRYyydrLjKLKaPcdAlBS4pUiqIyATLGFzidOwgR2Wj15RrVaoU2C1TFYUB8RnTE/WlEvjhis4+52z5tXd7x5c0eIgeXJkuOzU2L0dIcC32oK41F5ZHa2pJqfoJQheEf0nu7QJNrnw7dpOhmEnBpHAXoyakVHyHJiniGqEjmMxK4nHlpE3qefc2iJQ4JI+BAmXa78k0LnYXOYvGJB6rSJnMakUYj3qHgQyTPnkswvEhIIZCwInSE4jbeWzVVLObf4cUN/uEEQMUVFtXpEffbiR1/Q6UwAMm130KByw+w84/zZCYtHJWExEpRFW8OiyTmdP+Zwf8/BNXRqTEXn4Y6r/TkqPoKxR+CQRqPyHJRJLx1nkZP8Mr31HdF68GmylStBrSStgFxLvEwboGA88v0kOqRGRXkyA4VKDZFJTsgJniBoh57uZuTd+h4lNL2zdJvtRG6cvmoh3td0ghQ5cHy05C/+/Jc8ef6cfux58fln5GXJ3XrLH//4Fbc3tx91rtfXl5w8ekJZzwkh0u53iSJF2log0o2mNShlyXSJqQ119PgqhQsHF8iRyNxghSCIOG12xOS5Ss3gSJr+5yr5yrwTTHnhaCVRMhI9aVtNAgRpkW5MNZ2mh634A/BIivTnZDJJf2chkrnk45qg0MR9QrqrcpLJIkBMlNT3AJdp4SIkWmqkNKkYn7a8D6CljzkObYeZ1xTGIOY1UiuMMZRZRlHNKMoKbSTOj7x5PWf3boPOM5yShEIiqgJjCkRoKY2jnEmE8iA8qveodo/MI/Eop3pUMntSkJ1Ldo3DrDSrF59Qnj5GO0MMa4bDt7SHG9Q+Z4UgyJShZrqG27sb9Pi31Pcd3H+Ju/6a4eaS/m7EWokNkigc2SCINmCV43DZ4XYBk9eIMuCJBKNASUxmGPFJgiMjeWHQUuBGj1QaHyxtPzKODpPn2PDjR6hy2soLAKXIi5Kz8wvuLt+xrXLCGNAiIGKYhg/pisoLSWYUWqaxjZ9iD3yMWOkQwuN8pO8SECkv0vxbZxqd6ZQjL0FlhrEZCD6kF6eM4F0KWPYBlKTMM6oyJ880DoUpSrKqQpuM93KK6ZqLU2OoTfa+SSHGVDjID3mSMI1Cpm7of3O9PnQ2U3MYp/syfmSzePz4pxxuv6Ed73F2wGBTRhYwW85YHNWUpURJi1cCoTTttsHaQFlqikKSmSQE10YijSZXEqkNKIH3yffqbGoSlDApazJXLFcFziZYgfWBvFSUhcRZyzA4fMzwIWKtZ+gczb7H+8CfXllygnUZlWR1LkyQoz85n8AHGapIm+uHJvvhHR5IJEURA7kRPDo2XJxVzGYZRRnJ1QE5fJxlYLGUPBGaXAaGziO8QIaItAFlVAI1GEleadRphl9U6NUCbTT5bsS1Fj/BkqwXHAsDLqHyPYJMaTRghGQhFHNjCJXiPI+og2VeKE4rw0wqZARRCMyjHHlSQJGjco0uM3RVIFRJQKPDgBBDsrWEPhkQdAGzc4I+wssqbd7HFtd3tHdbbNOkHOoIup4hGBLAaOgJY09E4ANJ9ZBnVDODlBmjznAqp1c1Y/ZxA+uiNDx+POOblwW7m45mu2P1LOP4k89o3r2h60dGZzkcOmznMQJmlcTbjK5zRCE5PylZXpwSpGS32WNHj6pKMBo/3DHcv6Ew55S5xM9KojAYNNpIDpt75kYQ8SgtMEZjlkuGQ5/iZIqSSmj86LD3I1WuwDr6Q4+QaSN8aNccdi2nFytMnjF0e3brHUYL1KMZmQzcvrxi83bNYd1waCz94CAEGifY+fTekUq/J1uPfc9ymXJT9dQQBPlxz5CLs3OU1MzqOlE5rzxtd6BtWpqmxdq0bRQyxR3ooiI/OsarjH60CJl4CCEEgkw8ChGZ5MuGKCRdn+AyAcdiZdNzd0iqhFmdlEUipOe+FsmPLLWkWi6QSqSBoNHTgD6QVxXhtOBwGNhvGza3W8ah5/zpDGUCXkj2TeTdneXd1YHWOjItWc4yHh+XPBYZi0zgRnDdQCYEukhJAkFE/LjD2h4VLM536PIEWSxB/3h7RnV0gcsODM0O27UE2+NLy+H2kttX3yADKF0mgrdU+Bi5v7nBzGcUc0E0WZKGe0vbbLDuQD47oZqvKJZnuM0tdrfH2iGpKybvUBQC2zX03YHd/QaAvCzQEpQM6AfKvhuJbkwKk1lNuRgYhGE8jJRVzWI+53h1xGw+x2Q5UkyDfClRWpMXJVmZU80KtusdIk1V0+JDZSBNegZNS7uAIIQRoQKmzEEInB1x3qc4kB84frBZfPrpJ0Sp2N5suHx7x+tXt2w2e4pCs1gtmC0X6CxjeXLEeKhob1/hhj0x9hTzkmq+QglBDIGuabHDgPc+ZYKEhIxnwrYiHuRGkeBH/NjjbZsm3UUglgOhyFFVj9QCQQA5EAefJkoxkURT4xinjWMKDn5QHSUAxIdJKSE5qRLw5GHjOP1sqYiyIYwGHzXW9hyaO2J4SVE6dF5Rrx6zOP+Eo8efUyzPfuz1nP5uKjWyyijyWcHyouLTv1jy+dPHWBe47u7p3AEZPVK0GOPxYYeZedTRCIuBbNaxb/+OKztHdFDKOZXsqAoN0iCGRGgKZopH8D4VDjEQnMePIyKkkO2ylGSlQtczskxPAKAEK3FWE/A4bzEibRQDKZfwQwhzQimEGKcIgjSKixPlSsQP8jAByUtJRIpIpjUnJyt+9Re/4m59z5PPPuH8yVOur9f0vWO3/jhp02G3RSjD6uSc2VLjvWNo2vR3DJEoJdpkxCAYx5HoI1LkSAmiTNeusxYx2PdYejdRfhEQpaCoDW5maAcLMmVTaiGJWjOGgAsRKf0kX01XpQ+BQkiMSptF+bBtmQYcE1WfTKZGNFeSWgsymaRhPjxkcwlU7/D7ljirktkd0rYGIH6I00jPNpmmVQ8yKCHT5Az/QdP3I4/b+wYtBdVqwdFixvJogVIaNzqKPEPhkD6ihaNY5gzLgl6AUAajI3JMBd+4a/AZBKvQWlHWhqAEQ5c+g0FWWDOj9w7cltOzM/67f/XXPHnxKcbkRHGMPvqC/Ok7itt/Q3t1ibFpmDV0I7vdgNg1qNf/jtn6gPAHhncb+ssDdgyEqLA++R9973H3HYRAvxsRUWKOapSO+OgJ0eMIFFUFwTF4R1EplquaqqoTSS0qrBd0vWP0AZUV3Nx9RHQGJOiAmDIFJ/CGs5ZZVeI1BDsQ3IhJFxHRhRTjIESiao4Ob1Pmp5AqYdRDwPmAd5AXgixTuPBgcEu+8RCTNzVKN6k8JCFqnPO0/YiQkkIrjFYYKYkBdKapZhVZUaKU+dAMhrTp9n7ygpg8vRd8UovorJgmzQ8y6Wl4Mm0VH1bvD8OOKFKmWRpMpb2l4Mc35QCPnnxBJhXrqy/ZH3p0cOQEyrLi5OyMvCyIiBRR4kYQkX7wbLYDVa2ZLzLmcw3CIZRDqAxlDELqKZIiELYtvh+JLk2DhQCpoJ4p3JgxjgHrA1meGk/bW7rRYW2P94nIu28D2+2IEmkIiEiRLmoC5BSZpMw1Xe/Z957e/sn5JL07H/aMUnyI60lyJsGDGk9JOD8pefJoxvFxTVWmvDghPITdx53rF3Pm956ZOjDsAQvOSvrBpflnjFBr/CpnnUPTNcwrzcJpTGfRdiBL8iJmUVILwyg8NnosKZvRS4G2nlwmGbkuMz6dKeq7A0dZyTwo8l4iNKg6Qx3nFE+OEHmFNDmqrFD1HFEk8qvb3SNzgaAFtwM3EtUcqqe4YIhuYipIjfOwW+8QPlLUGilVUmDEAT8mEuSw2xOVBpPhooasZPXoiL0t6dScUJ1QrS54enHxUee6ms25kCXHpzVXtx2HzQY/Dpx+9hN23/yestu9lyu7ccQFx+lZhQiC+3UDUlFXhnFsCE0gRkWz3aG0Zrks8XGP6w6Mtw5ZGvJ6Rbm6oKzmCKN5+/0rTvyACAPDfoMLI/XxnGOjKI8XmNkCEyPCeVy7ZHlu6TZreh/IhMapgs2+pz5aslzNiGHg/m5Ps2sZ+xG7ucVfzGnXB8Iw4kZP1zqs8xQKBiSW5PNXUuOCJ7pIsCOZUigRpngk8Sd1zo87TJ5TmJwsy9DGIAR88923bHd7htEmOEnwCCHRxqSGyWTYEDEhZaF6knLvYYgspCSrZ8yfPMY5R+++wroROwaGPiJJVFORK3yVo3iI80lWLTd2eJNRlguC7QjWEQSJiB4lplzghKC7u+Tqcsv+vkGGkfJsTqRgve95fXXgm+93bHZNshIIQaYVt+uOza7gfBEoGMg2DUVtmB0tKWYzApJmsDjlkc0lcthhyg354imqPv3xJ1pqqqNHIDQRnajsWc31yy/Z399QVTOkNontgcONHfvDO4pxSdfsUDo1zEfnJzhn6Z0g14p8NqPMK/x+y+7Vd8SmRRpDFCrFUx0OyEEyjCP3N3cUZYGIc6RMQ5noR0x5xCAykJ6sKDDlgrlTtP6e09k5T59ccPHkOVleMPhAEdPWEEBNA+H5fM5ht6VeVBSlodsHQhiJIaQG2Bhw+v3SLniPHRp2ty8pFjU6r/DOYvsuvc9/4PjBZjGrS25vt7x9e8v3L2+4vkwP/sWipprNyOua+uiYLM8Y2xPeDVuEb+l2bxiPjymXC1Q5QypNvlwiQio+gk+5Q8mPkYAdfwqoizHinKVt9sgwwjjgdEdQmmDKVOx6nyrnZkgFQQhYXCK4hThtFpMZPySdKTHK99KkBCIJSZoqBGkn8H4lmTLvdIYfFCEagp7iOFxDsXjG6tkvmJ99QrU4TfkkH5knNXsucW2aLB5/esynv37GambR+x5spHQghUFqMIsN69v/yOqiZPGsYvFIUS8KjAlo3mK7nm4YsBxhZU1YeMKbEbU/EGUC5ggVkTJAsCgdyUIklxKfZwzBsWFke3dLXkqETPhkOw4EG6bPJ32OKoCJU/hz+vB4r2+cDiEeGvQPE354KEpSxSGnQmYxm7FczDkcDvzud79HSUWz23Onb7l6d8Pt9fVHb7uih/36juA8y9UJZ48/4fbqNX2zIUSVCHdA1JE8y1CR98VSFIIYPEZawDJkBV5p9CSnDSqi5xnLk4x1NyBsws1nSpEbwxggjAFJmixJRYLjRIUPEZUJMqPRAsSUHRqtR8VEscylIBNp66gjBAtOfTjHMUZUFMRxpHvzFlNpVHZEVBkIleQzEkRC2/CQPWdU9p6q80De/WhzF/BuI8kzx3IeycspBgfBbntgOSsQLtEd54Xm5188JteaV998z+H1faKkuogOkZmWeDSHe0+UKV81WDh0gipE4v3I9beBt4eB+H3H6oXkk5+e0e173OCTWiHUiPofEcs79pf/nv2uYxh7di7SeM0Rgnw/0rR/S37xCNcr+kHjR5suaQU6KmwviF1A+IAibWOHzQY5M6gqx+QFdaExxzOqvqXUGmdAZRl5NUNGQ9OPWGdReYb0ku3B8tvfffWjz/PQtHgEOssQUuOdpzk0bO/ukMowBJvypqIizzVGB7pmxPn4fgPnEVgBVityk2OHHheSr1hogTJZCtkm4L0n9HGKtYgEFG70OGSSv6iM9rBDm5w8UxSlwSiNd4lMWpSSxfER9WJOlmUQAiIkuFNqfMHonMyUKKEJoSOGgK4fXu7iPS1ViAcHHTwY7OKEno/TZvFhMJk6nI97guRlyenTL5DGcPtW0d59Q55pHj97gskEbuwY+57BWpwDHyydDdytHeLesVxFnggD8whiQIqAMvAQXl7PKjwOqVKGYvCOMMmOhAxoE7HOo6a2t+8s0nsGF7BW0A+epg9su6QuWtSGWa2oS8lsZqgrTVVIiiwjBMHtXcPrm5abnaUbJ4kaESdFyruLIkni1AS0kTKRuxFoEZmVkk8e19SzDCECzg2TVcB/dMxROT9jf3WHawKMaVOhlUBkWdqemoxtkIz3jvZ6YHAN8Zt3nOaaT03NGTlGZoxuREWJippMF7iQiLytHxmIKO8STEOnpq1+VDM3kngV4DYVzeHEoJ5U+EJDUYPKUXWNKgrQkshIbBrs+hpz9hg5e4yQFzBsELoiBJkm/eJB3ivR5Tyh7ruRbFnjlWHsR8LoUERc19A2HTIrkBjaQdD7Ffb0ExZnL7hYnVEtjqhmSaXxMYfIC+ZK8ezpMVdXLW/fbOg2d1x8+k94+us/I2xfc/32muu394Qpr+7kkWG+rIgKhtYz7A98/Xe/5fzZOVJqbNuy3u+RhzXzuufsJy8geprdFpVnlMcnSCG5e/uKq7drNrsds3mBdAP9bkd9smD+6OS9NQIlMPMlR2TcXW4Jo0GoEm8KDiHDSjg6M+R5xGQ5LmgcGVk9J8ieq+s9s6pC55BpSyEjWqRl89oF5KxCZkXaRodAsz+gCRgpcL3lsImMnSLLP27gtDnsWZRpoLeYz3n29Bm7/Z5vv/mWdmgggpn8aJkxtGPPu+s156fHVOUUXxMC3lu0lu9r6IAnasXi2RN+cTJH4HF9z9Bu8bbFrDJ6P+Bt5LC+T/VkptBaks+X7A87wvYS7IEsz9DmFKVneAQualwIdJ1lHDzH5484PZ2jjmu2zZ79+h03uy37dkAKQa7UpBKBw2HgMnpyUZDNcppdQ9uN9FZQ2UiUhvVhT6dS7VEqwzy/Y9HdkS0/+9Hn+ebNtxydPCXLa2KI9Nt7+vs1V999Rww+1U3RpainAWKh6e7XNIfN/5+1P/u1LMvvO7HPmvZ4xjvGHDlnsYqTSM2G7Var3WhBMAzbDQF+cxuGH/wvGfBjA35ouNUWDLtlskVKsiyKFFkki2RVVuUQGRnDHc+4pzX5Ye1zI0ttJOG8vclEVERmRNy7ztpr/X6/74QucrRKrLBZBUfLY+TkISovyTKDlJF8ssA6hQwO2/YEKZOBjesJWtFt99j1htDs8V1DcEc8ef8jpMow+ZTpkcF1a4gOU59SxRlVmyOkYrFcMJ3P8FHQNT1aZUxLdZe9meU5y5MT2mZHv9+yvVmzX6/ZrVqcTU7m+DRwUFql7OgQyYoca/fsN5dU0zPAAILo++9cy+92Q93vePXigi9+fsGb11usC0xnmvlyRrlcMDs/YzZfYrKcoZuAb7j9+k8Z+h3b1WuyyYxiMhsjLhKOISFNj33AOZemJyPnF7hrMgpRUS7nROfxfU+737Jd3zDENWEaILjUyZuGqJoUJh1CyrCLY8ZieFfuBpe0jAj5LRpS0jEeesg79MUBUuGGBo8iiAIvIiGP5GcfcvzRb5PVc7zMaLqeIcS7+IHv+/z6f/Q+q9u39MFjlnvs4i3ez+m9YJrBg+fHRK3oW4fbdRTTJbOHc84+fEY1W6J0CVEzDHAzNJRzByJi8AhxQQyvkzDUlEQlQScjA6kEWgi0i9R1iRKSoevIewtWoMsabDP6aMpR3xnIdEYme0wEGceA+TtQMVHi0v+nluROanf3K+kfxbjuId417IuTI/5H/+AfUE5n/ORP/pSbm1tW6y9oreXjH37EPSMtiSFAELTrW6K3zE5Oef8HP+LNiy/Z3lymPMeRCpPlEoJCokd6bUwB7DLBiGKxYHhzi2cglBI9MUzrjEFaTnLNpLY47/AjQhORd0MLFzwuJPROa1AB8lJjlMBIQSYEIkTcviMbxqI8giXe5Z8lSndAHrI2AB2TNne4WtEUGRHIHxwjRvOkg99HeiMTaoAkaSrD4ZOKcE8EBuB6b5ltI49cROnklLnft1zcbjk6mrPwEWMURVVSzaYsT8+ZTnLeTF6z/vqWuBmoUAg70AwRTaQocmZlxqQGk22hdVQ7j3nxlipO8Jnh4ue3/PgP/+88f/aE588eMpnkSClxraNvlmgvUPtIbKCWgnkOwUZ2vcO1jtbKpPcsKmCHiBFTa4JPrs1SaKq6xBQKGz2yGRKlZ0gvgao001nB/IMjzLJiENAOkcHlqKgJKsfkAe0Um5tr/vyvPufyZvW91/kP//W/RqiM6XKJ1Jq22bK6uqLfrNk3Dba3KCKFkUijmCxq5kuBGs2pREzuau0Q2faBYD15oSjG0YxEMJlNKSuDFgntHkKk9wHfJ0jKqIyh9zRdi/X7NNCQJqGKQiBJLAbnQSpJUZXkRTIycD6M+vGUu6mVQhd5aqYFeGcRMVJP52R5ngYto+798MQYx/2b/oxDJATjvg8i6S3vnG++51PPZ/Rdx4l6zqTK6I8n5P3XGB0SS2FIgdKD9XQ20FvBroN9l4Zsne0YnOfxo5o6F0jRYvIOY7Ix3zBitKGqBFI4Bu9xxJTBO+ZYhBixTrDdO95cOZ49LKgqk5ywDRRzzUme8ytVRVYaMqOSUYtIjniJ4SNpBsW0TvQ6QcPLywEXAkoeVhECAWJCd9V4JkRS311kirNaYlzHzdUVZS4xoynMQbt+n8c2Ld4a6skUMS8QuWCwgn7dcbMfuOk7XOeTqZSWtN6iI/hdR5FBpiNLWVAUGUWZI40keLC9wHaRymm6TCPLhmIK5jRHzgxikKhVZHjV4fuIOc0wZwXl0znV80fkR2e43R5iINiOaFtC29NcrBBaEG5vyHWOnp8T1TFu8xbfr6FMFMHEJAGhC5ZHC7qiYesi+7c7hgj1LEf5wO52y65NjpbFIkNVJ0wfnbI8f8RkNkdnWTIiUvqvRQb+ukfpHKXh/edH3Fx3XN3sWF1+Q9/8kPrxJ1xtVjS7VykAfIyFmp894OGzU8rpms3Fmugdr75Zs3j0nJPzM8rpEf3tNe3tFRe7lsFseP5bv8ncd0hdIlRJs9rxx//uLwgq5+anXzM/OubBwxNOl0dcvnxFfXTE7s035LlBlxNkXlFIQV1EmqJis41UdcXx6TmPHgaG9Q15GbERlufHHJ9DVURE67l4tebmomGiBEZGJrlm7y3XXYSqIJ9OiSrlQkpp6HY7FrmgGo1t/BDonaPf3+8MeXt5TT+xY6bfgLWW+WzBxx99yJ/+6Y7dbp9YcRH6rqOoSvbrNb+43TKbz5gvJlSlOYyoSUyLNMAPIQ21ZTVFy4gpC6QIbK46Xr+6ZvHghP1+RbfZ4puB4EGXGY9/85zZNKYQelMhpMF7Qex7nPWE0DLEHJTHy4FXV1+hpo85RVBkkVmtmU0MN7lm6NOA/FCjEAPNzrJ6E5g+qDAqZ+haAg2D95Brdi7gylQXNdbR9j3BtRzx/ans0fXEYY+1gv31W25efM728opmdYkWgqEfiEGipCdES5ZlFEKxXm0QVUL8lJF0qy3kU0DQ7TYM+w1aKHa3a1wM5KTmXWmFdo7N9S2b3R5N4KieMDlZMnlwzuLpcx4+/4SiqtHFFLRhsA3NesO+vyCrjslMTqYCs8owqTNijNxcXaIEVJlJBqGAFoJJPeXJs+coJdlv9lxfXOGcxdmANBlCClxMZqMuOJRRlMdnyHzC7dVr9ts1eTVHmxLX7b5zLb+zWXz7asVXn1/x9mJPN0RMkSOlo1gcMz85Y3p0RF5UyZXHaPSzH9DuL+hu39KsL8mqGdXinLyejZqrsVlQEZRMwtmgU8EbDiK6ww8CIWLS3CmFyjJ0VdFOFuxWt7SmYpDXhHCLdGnKf6CixnGynCg9o/aCkBqY6JNwGTEe2iSXSfFO3A8RGT3e93ivEzKpc/RsSXH0HjYoXNsjpEdqh3YOec/w8r/1g/+EF2/+DKdaTG3QeU7cSFQXMdMZ5ex9euvpb96yefuSo8yzZouzlxw/XjA7XqJ0zjBEBAuMcggR0fSgejyKPih0HxGxRQSLtHY8AEWi+1qH9Q7XdQg3ENcdxqikpRIKrTKMTHTeTiiCTzl2woc7SiMxFRfx0A4e6I4jZ0zItOZaSuZ1zY8+/ACQ/OFf/iWtG7i+XfEnP/4JPvyXlHXN2YNTTs7OUdZxOpvxP/74I9r9d09A/vonKW5ChK7Z4i88AsV7H/8KtxdLLl6/pN1vcUSMyQkBZDSJDx5GKkqUoAa8t8haISYVqlZJjxhjQgWd58CHjqNAsOscV1ctvQ10NuEhWqWGzbt02BSZJpNJP6lFopA61xK9vLPYdkLcvS6H6Z0YwRPPGJLhoL28hUxh6hKyOpmGxIAMiWqI0ET5Li80JN4eIpJ0mPdc6YdTz4OjmtkkozASoxTzhyecnh6jI6NYW2HMKNYuCn74G7/K6dkZL46+4vLFBc1VQ9xYVNuTxYglUuYCk+coNWGveqYU5EKiNhvEmxfkRw/JV7dw8YrrP9PcSpEoIlHQbG9ob4eE+gZNsJGhe0dXlxHoekIuEFJhspwsVwx9Cr+2ziMyAaVGnxhE7FFdgRAKaQxqUlA9mlGfCJbPHyHKKb0Fd7vl5votuihwwrLe9Pz8yyt+/sUrXr+5TE7I3/PZri5BKG6v3xKch2ApMsWDkwWv33oGIRHRU+aS2XJClhXkhSYMHWVm0ELRdj3d9R4ZU0SC1uZusKClACzej665mSEzhgrYbJrUPLpAHFHzQkKRK6pKUiioCp3cUo3BhohSkma3Zeh68iIhUNGPRY/tMEWRXOl0lrQ5w4BUhqycok2eCmT5jg6WzChS4XQwt4kk5oocqacJfX/nNv19n0Sd1RgJxufkNjFYUsalx1pL3w+0vWffRm5Wnu3WJcq6kgwerm89zjecn5ZUlSAjplxW5Uemxbj3CoEMChc81kX6GPFIIhldaxlspJqUnD084eR0itQZEZks2qJLNDOlU8PtPdYODINP5jdDQDpJrgKTQlBlAiUjPgh8hCEEbAyHXjtpYp1HCIFRgjxTTI1iYhR949nSYY1CjcZdUoFS92MnZHnF2XsVcXuN8y1WBvptR+zhdSbpbGpodQTr0wDDhUgMjp1vaSrFYjLBeoOcRGbLiEYQ9gF7KxhWFicccarInxTomUaqCPuOuO6JMSAWgmEOXnvCEJjNllBN076KLskFYkx65mmdzlHrcds9UW6I0tBvLd2uRRW3SG3SueodoetZ3+5pQ+R171g5SZCauZBIoTH1Y6aPl8yPT5gfH1NMpxRlgRnp2GnQdzC3ut++NkrifWQxNTx5fMzri45Xb96yu7ng8Q9+iG83hKGnKgRd1/HN19d4L1i9vSS2PbOJRpczVqHnyae/yfH5EmMC7fUbrj7/Ga+/+JJtJ3jzZs/R2TEaGNZrrr55y4sXt/QO8jJDhBVxv2NfBiZHFS6UvP3qBqUlUa1wAaZ6oMohBI3zEiUgCwPtq1fcvHzF5MmSh0/OyIs5Qzdw/eoFt5ctbeNoNgMhV+QI2j5wayWtUUzmC1ReEMe723YdInhmU0lZpGxrSPUP97wZ/+TP/oQnDx5RFyV6LP6HoSPLNYvlgt1+Tz8MiFGWs7pZI3zPZrXm6iJnMl9yfn7KyfEyadFkGGusQx08/jx4RARVVVSzGe16zZsvXpIVqeapT09RSPq2ZXe7Y3pUoPMMYk4YHG4Y8N7jfEBKg6BjcZyTZQ/pmi0u7Li+tShdsFzUfPz+Q0qt+Oaba7yPmEyTZ4ZcanIktR/odj1MkvbTKEWmM0SWUwtP19lE9x2z2mNeoIvvr1kESdfscH7ADjukcvSbC6JzDHEEsKJCqOQ6P+zXFFlBtsgQY7MlpaMb2uSQq5JBnRTglWa7XuGCQ5j8LmtdBo/ueyZEqipneXbE8fvPmD18gCoqXn/5Gc8++tVkbCc0xeQUY2bsu4F927G+fUtlwA8LjIK6yDhZzphUBeIADhxkIEiqasqDR09wvWVzu+XNi7es1ytwHhl9SnUg0ZSLesLk5IxicUqwHcH1hK6h7we8/+48y+9sFl++uOT16zW9k6g8R2qPwLA4e8T86IS8rFDaoFRq6LKiYPnwfa7bDcG1DPsbuuaWfDJLdCHg3Us2OgjdBYV/65/wLdLiSCNSWlHIKl3SWYkpanamos8qvM4Iw6sUdzGo9PKIlKUYQsq3C1Hc0fTS/8nxKxkpIWMxL4QkSomXkSH0yeikrMgXFcViSl5Vd9CMkAoh1WgTf7/DQ7tjfvNX/tGYzSax3nN1eU2YKfaXb3FhRpYpijqy1husDUwIyP1Lws0aF36K0Bq3E+BOyRfv4WVBUCUhn6Nmp4T1htDtkWHMbySO1KKkYxE4ohuI3iJjwG9aZIj4mJrI6CMKlQozAW6I+CEQfdIbxiDu5s7iP6SiAgdHQgHURc6HTx7zj//B/5TVtuEvv/ySfucYrOXN2wua9o8oioz/1T/5X/PeJ5/w6uUrXr54yTdff8ODR0/4wT0iLdOmOhg0QOw7VtdvybOMyXzO+eOnbFa3bNc3dE1CI1IgCCmk144Bp0Ii8oB6VCCyQBBhdCIM9M7TWYd38e4SlyK9cHkmkFImx10bxySM5Dva9I7K5GidYXTKlhMystv0d/jsu52WBiCeRBMTImk+hQRx2N8xElwgDAGCHI0qRkqPUHfNeyTZ5sc7fVe8t7YL4NP3lpwdzTg7nTOflBglMVmG1Dl909J3PW3rcT2EsAEB9WLJYjlHfPoei5MF64tb1q/ecv3VBd0uUEaBax3SenofaEJgE1r8ICj8QOYD2gmKq2u8G+idTc7MQaRm0Q1Y6ymzFM2gXCQ6kFFiXPpviOmzDsLiQiA3EhnlnRZAVRlimeNrMNUs0YOLgqysMFVOPoViVhOU4fbyBusF3gt0XiCkZr/refH1W7766jVXlzdEZ5PW8Hs+TdtiZBomKCEpc8NyOSfTOXW+IVOCGCxSBrphAGnQQVOMNKdkHK0YBocSgbxQ6NykGBURybVMWsZxghpdIMaQaP9R0I4OyxoBJjUnVaGoMk2hNLnW6Z7QOkUBjdmJd3+eT3phiSTajnw2JSvypKkMEdvsUUWFLmqUMig5NosjIyWOEVJRitR0x4O7J4m1IGOSQSAI6n5ndSTdRyLTeCyh2xK8ZfADQ+fomp6mHWg6z2YXubntsS68yz0d84Z3TUDe9CxiRh0hixEdEiKntUYonRDUEJA+NSZ5prh1lv3eYV2grjVPH1Us5oayNASRdPnSxzRA9Z7oHR7o+oFhsFhrGQZLP3gGC0MXwTo0ES1hICWrhNFZS8TxxBRpCCaIaQDrBP3gudmD0HAsJMGGZNylkzOw0vc7Q7rVGh23yNBQFzIFXjNg9wErUpxGICZ7eA7n2OgsnUUoAr62CbWuI2qhyAzEOiJlRDoS6j7P0VMNVWqLpYD8UYmcOHrp6JRHKcF8MkEVFTKvkBKiG8AHGCxD29PvGpztk5GYBe0Espzw+udf0u42ICQ+plxoIQQZlmbfwvKUfFJzWtSU0xmz+SQNqUxGUdWU9YS8qhOSqBUHXkjaj/zSj9/3kSKN1I0eODnKePb0lDevX7O5esVJ8wGLB+9h3I5KN+zXN1y8XrHfWTKToWSOs579qiVax+vPv4Rhi5Gefn3D9nrH0Av81Za2+5z9zYrcQOhbtqtNYrV4SUYgcx2iFfRBIMoMH7astimLMCugKDOaLrLbdjiZM3SaLMuZTGraN47takdre+IQsNU2vQNdQ7vv2W0tofcEAQOCZohsA5hJSVZPkjzJR2KwdLs9ZSaYTRR5lujPCVS4/7348tVbgoss5zOqvEBKgXWWrutTjJhKDC/nLEWW4Vw6H1WeMwyW9eqGEDyZyTk9nSNDT/R2lJCE8cc09CGCEApd18wfPsRvGi4uvsF2A0446jJDaEnf76hCPjLCFEPf0623mFwgZcTKkmBKsipH5jmyzen6DmkygndoHzkmoxRHPDlfcHV9BSIjRE2wEHvLsBsQQSMHh1EBZy2q69AKMp9MFAGEMWRFybSuUOb7r7e1PSKO77oEoSVRJnf5ODpsh+DxwiVqvUv60ExnqDwZ8glhUaqgGSxBNDT7DQRHlueUk5puMkPikVKNrvKSMtNkWjFZTikXM0xVIlVKPFhdv+Xk7BEeR17PMHmB0hVBNjS7t7h2h0fhhg5vh8QaixGt0t3mXBwNFPVYp4ExGYvjI47OT6mOFoR1jx8HkImFlvSLelKRlRVKGaLrYWw+Qfy16ozvbBZffHXNzbpH5ROMloShIzMTjh48pqgnKJMgUa00ShsEGfPTpzSXL+jWF7hhS7+9hLMnKJmNcPSB7jluigNVcfTxFhGiHGl23vMuoj5RirQ2eBNQJsPU9Yi0CLqmYeg6vFFjdEDKOwk+pEI8kqIpxpI7infNjJe807OI5AA64LFKkNc5ejGhWM6oF3NMXiCVQmqVBKRqdDW55/PnP/45//E/+p9xdHSMMobBWRRXvPz6Jbc3W/LylqOTM5anj1GqpPSWWfENmXpBrq+I+8h+59m8iTRuSfGDCNP3kdkcVZ8gH35MvPmG4Bpw41csQQSBDAIxJL0GvQM8SoKwY/RI8MQYUh7gXVOfKBnejs39t26qA73xlyadB97pt34aY2CwNk1GBXeNS9f3DNfXGK148/oNb9+8ZXWz4usvX/CLX/yC8wcP+Af/+X/+vdc6hEThFONGjD4wtHuu3nyD95a8qJnMFmR5TrPbst+tiT4Z3RzyYWOIRC8IMhImiiAizifUyY+5it4fHFKT3jEgyI1gWpukFZMi2aMPyQ3VhZhMKnwEqcgyQ1FppIH+apM49vFA403fQITR0TeOyG0ajLgE3pMZSdAqUfDiYc6R3LrEaKBD8Gk6O3KC78Y54++5z/P04RGL2ZT5fEJdF5jEb0ufgxEMPXeoVN+2SCkoJz5FqJweMZ1PWZ4s2ZzP0ZOCq69XxD4yDAHROoKPaBHxDAwIQmsZokdZR7/tkmbZ9YSxqfEI0BJVatAuEe1sJA4BvEQ5laplJVNR7MfD1EfkSAHUmcLUBjHNEDOYPHpAPpmTVxVZWaJzjRI9Quc4vYD9FYLk3ligGIZAN/S8eXPN7c0ttm+R9xxWe+vIMkUmJZmWVLlBqTQ4m1QFznu6XjIMPcMQyHKS/b4e9Qqja7SUqdCfTPI0YRYC8ORKIIaIt8kxOnhPDAIfJYNNlLpCCXQS3yGlIM8khdYYqYhIrE8zFlMmO/Z6OscYA6MJVgghuRH7gaKekuVligQJDtvsyCYLdF4mRopSd67AcaQ7pntDpnMnBIIUiCiJMn12QRwUuvd7YoyjDsSgdA4iwztB8D1t09M0ln3r2LeebRPphzDmRRqKek6WV4TgaLfX7DuH3DmSUZDCjPEmiIiSyUhGyJTnGKUkN4q6juwbD0JSV4pZJZHBMjRtkmCIpHV2zo9Sj/TZdr3FOo+zPun9ekffR5ouMjQBEQKZEuwT/ppidcS7vQGpPVEyoVBSCmyAVRuIUpApic8h0wIdk6HXfY1A2s2WXHiqMlJkBSYLiFqxmxpMZtHDSMsPMcVLiBR3cTbJOV1mLOYF+TTlDpelID9WaBmJRUJwhRfIRpAdaWQliRlEKZG5QihNrDrWa0vQmmo+YfrgBJEXSQ+rdboPQzrz+7ZndbnChyGtV9Yhtz1mtmB1u8IOHa7r2G4t+y4VaMczTbWco6bHzOfHFPMl08Wcqq7JihytVBqsaIPS2eiNkNY0XbuHHMz7tooQ3IBAoYRjPst5/GDKdDJhe3vF+vKCB0+eMjt7gt9dsL29JTOa1dUOLSdowA2WrrdEJ3jxVz+ju50hvAU3EIaB3doSY4ffdMhgKTIQYSAKyfHZkvW6Z6J7ppmgzDNkkRNUzn69Sai2yTFFSVllRCtZ73u8t0SRk+eG6STDLko2y5rb2y03X79lMqswmSb0FsVoEFcmZHdvI1sfccowradj0xMAR3QO17csKkFVSsyYJw2jtOmeuuebmxVGKYJ3NHlBjJH9vmEYWvreIoUi+kg79DjrUCo5HmdGU00LIMW+3a5XnJ0fM59PaPZbum5P8AeJik8sr7FGFiYnWxwzK6Y0bmBzfcG27emdpcwlmRgYhhapDASP7Xvc0BIHi1ESpx2xTu8FSqMyQ2EyTJbRdTuCtWipqfIaZUqyInCztqw3lqYd6Pc9bt9T6yQFmlQCHVJ9KbwjV5IyM4jgEUaj84zcHOQ/33NPe4cXAiU1Spnk+KkNLnQokteJDw4gDcq9JZK0pEqKNLSTiryasV5vCH3D0O0JYQDhqScTJsenqN0NUqbYMwSUZY4whvmjx+hpnYAca8FHqrJg6NYE4ZHGJGPBGPH9hn5/Td9sKWSBt32SX6SvDmctRmmstYgIsqxGNliSFSitKKc1k9MTJp2h7we6V18lppBW6FyTzSagBTE6vLfpaxICqRX+r9GXf2ez+PXXKzqvmU7SARKCYHp0wuL8ISo3CKOQWo92++karpZnVMszXLfB24Zu+wY7NKgi2cl/Sxx4hyTeXSgj7CQQafFiQq1SMxKJIRB8oGtb+q4jxoAqclgeoYcOt94QXCRiCZKkRbTjtFFEopcH/4M0HRppqEEmHWMQyUp/EIFdsJiyYHZyxOT0hHqxoJ5PMUWRmmQzUkDuzoz7TZt+97/7fT789IeU9ZzZoibXGcsp/PnVv2W7vWCyMxyfn3Hy6Bnnzz9BhT1ydYnyHX7Y0dwM3H7VcvtlTxN/wdHxgqw8QZszsryCxz/CfvkH0G9hsOMYPhVbyijEHlQQyB6kAy0VKtOjm6BAJieWhFJ5QbAB3yZaThzzGg40VHGIkEgn1nihHdwLx+Z+GHj59oLf+Tf/H4qyph2GEa0dmxQEIUR+/O9/zM3tBikUb16/5fOff85nn312r7X2o72/HE0wkJHgPe1+w9A3TObHzI9OmC2PqeoZeVnRtyu6fTvSapOW0DpFzAwhmpQXFBNeO4yIi0CmaZYY75YoyDKB0Ao7RKyHwQasDQw+JB2ST79XKklW5FTTDOU1XXWL9R24iIwjrY6DwutbxUIEN+aM5kKgMsMo3knGRofYkjtTqUTVs1YgxMGmJ312Md5ftTiZTKjqCpNlKJ0hlMQNPX5oIXryXN3R93yTXlo7DJjcYHTKeqonE45Oj6kXc74+fU173TBc7bHXe6TzCNej8EQVsTLS+x5ai48GZETkAS+SgQtKMjmqEho7fg3SO5R1CCeQRYbfj1R1L4g+AilPUNiIMhIzzcjmOWpiyI9zFu89pVo+Rh6aGCWQ0eEcZMUJcz3DDi3D0OHVntZ3bNvAzc2Goeu+xXG4xxM9RhqM1mQjsjd0LRKdom9CwLqID37MlTN453BRoJIwDSkl1aRAiMBiOUOaDOc9zvVoKVDRj+ntaVjiQ8DFlN1llCTPklOtlCmLTKkxiiamRjHamCJhco3KS5anjzBZRvTpsoshIGVEiEhRTTBZkRBy77DtnmL5MFFTTXKNTNt4pJ/KtG9DGCfGo0Pw3b0xNpZpyHKvLU0IiU4vpUGXR2SzJ/Tthr5r2TcDu8azbwP7LtIOEakUmVaYYsrR2TOq2THWtlx+4+l2K3atRwhLCJEilxgjCQI0Hj02ZSCRQmGU4mSp01CtDeRaIryj3TTsSdl8QQkcyZzGWY+zh0FWGmB5F/E20nWBfZdiOnqbNLuZFHcnihmdkVOzOA5KhMDolM0ppMJD0q02gSpLNv6F1GRBo4NC+PudINZ5lHIoY5JrIw5T5dRnGcvbLW107IcUeIVILtGPp4r3H9Scn5RMZzlZbpCZpCgExbQAN+B1jw4WISW61WQLhcgFGEHUIrmha0/wsF8L6vmU5ZMzZg9PUwbfODwMQRKSGoNuCFxfb1CZYug7vGgQ+wHTO0KmkaYg9B3bpuX6tsNHQZbNmSxP0csTpsdnTBZLqklNXhSjS+Y4RL8bZjPeqYIo4l3DCNx7X7thQOoCIQRVAacnGQ8fnPHZV9+wvnjD0dlDyukZ2fI5u/YztDbcXq7AOYwayzeT9szlq1fsb6/wQ09VGCZ1xX7dIWOPrCVx6HEhoZnlfMqjJwu0uqCInkVlqKdTdD1nO0Q2qxXTSU61PKKqCowItHsgK+k3Ldk0JzeQq4Gjowz37Jim6WhWO4wAypy+GSi0ZF4bFILt3rNynj0aU1WYcsJYeaYYsr5HBMu01pR52ldiXOkD0n6fp+saNpssGXmpPUM/cH1zi9Hv6ihiZOgGmn2bmg8CWhuqyYyqrpBCJldaF5jOjxmcx+5b3ODJswNjz6VGW0iEUJBBbgoevvecvJBcX16y63qCzphLSW9bpINgB4IdgEC/bxFlnRqkwuJthz+cR3mZzloliUGgpCKTGrQh5gXX2z1vLjdsNy1DN4CNTCUIp95F3iiNUYaszlKcg3MJzFGK6AO2v4fsaFxHgURIgzIFQeixuTIEYmqSIgipCCGxELyURJeDFsgxooLVCtvtCK5HiEAMDuc6pmeneGlRwwDeo4QmyyZk8ylH732IwyEk6S7tLUfHS4Jr8Fbi+j0xWPzQ0q5vGPY39LsN3kSis8n4DYFSirZtMdrQtXuIkSwfJRrBY63DeZdis+ZLjuQR7b7j62++whDJckM2qchnsxFVtcloNKRBq4iRYbgHDfXitmG6mOHsHujJMs3Ro+fk01nqVI1BK31HJYWIzgsmJ49oN5c0t29oNtfcXnzFdHGGKapkfS51KlbvtCUjcjhSTg+URaV1+vA4wMaeoR/Y7nbYIdnDxhiRypCfPKBoOravviHstyM6IN4hiCMPOhwO2mS3QJCpwLcxMMTAECONd3gtebRccPToIYvTc8ppjSnypJPSaiy0RxoV6c+8z/P5zz/n9373XzBbpINAKQ3e4vyKo8dHnD55wtHDp8yOH+G8I6y/QPk/p1ldcvuFZf8y0K8cl9s9k4WC7opM9mS5ROUFbvYAqyYo8TYZsh1yHoLC6IwgUly6sRodPUqDOZvhRESqlCflScHTYYi0t47Nqw7XhqSVO3wjEVxampFG/K1j9TAkAHrneLtacf3jH6OExhLv8gAFY60X4bPPPufnP/8Ck6UJVllXbJv9vdb6roCUQEhwmmTcG9Gzvb2k3a2opjOOzx/z3ic/pNne8OblC3abW5xMbmRCRqoHz/GbS2x7hWSPkhGUJyiPjBqBvsPGhRBInXLCnO0RWNSo/3EqaRbLzFBXOVVdUk4qylmBxmNP5rTO4xubjIpIHWiq8xMSEEUcnU5HqpyUiKJET2qyukQZBTIZfUQ5tpkj3UzEmL5mASk87xB+fr9ntWkA0Gak1QnF0CZdQllqslLivWDfWIZoiL1DbLZUZZkMcYxCG4X3kbNHz3j2yafs9w1vv3rJm5+/wG497dUa2e/xIqJyhSkUGPBRMplGgu/Y7izWQTXNOXt+RttnbFfXKUZAgZQ+XSpB0d207K8a/M4hnaQwJbHQhLUgKzLyhwvMaYmcCRYPRkfPMme73tE3e5SKzBYLMCWISDaZExtJ13f0Xc++DfzsF1+z2e0TvSgy5nt+/3VOlhkSF9IgJ0RHbXTKjx3zo4RI2WVZpkfNgyYgcUKhNZQTjcwUMQZOHjxAZiX7fcN2k6bgLvZoYQh9l7R5DjpnMVKiYmpEjJGY3CS6qZB4G1KUhkzNqFAKFyXFdMnR4ydIZRi6juDcSEftKIoSXdRIlUEM2KHFdw3TxSmmKNHG/PcouzEenLVJdwvpjBPiXaMoZWp8ZLxfAxNHd1CkRE+OmchfYfBwebtm3e3ZNIG2iwwusQmk0ZhqyvLsKWePP2ayOMVbi9SKV1/+BW6/pWnG4amQCKUJdoyYMpLMGJTU6RpTmtzA+UlOP0Dw4PGsb/d0nUeVenTkiwwuYm3ADe+yh51Lwyk7RNoO9n3SJjofGXzEAJkSeB+pjSTPkunOYX2VkEilGJzHxYS8+wB9EKw6yCcaLVLmnfMScY/sUIDJvMTIgNfQYjC6QE5mLB9O+Ti+pnix5fq2Z995BJKTecYnjzIenuTUE43MFcFkxLpOQ7NJjRh2CL9GtB49A3JQRUTIZEAWAE/KIutCRC+XHH3yPkcfP0XVEyASh54QDUSNj5bBB6w07D3UOkd4lzJCqxJpNJPzU2y7we02aB0pConIcuRyiV+cMT86YbJcUk0mZHme6OpizMITiX6WPgM37hOVNEvj5XJ/XDHtDRFjcuhWllkt+JVPn/LzL14y7G7Yra6ZPn+f4/d/k/oXX3F93dBvr7h+fU1VaGaLCdPFhF3f4yNst5ZoHTJCYSzBefa7juPpjPyQqS0y8qJC5Rn9bIKwoEpFPq2YHM3wt1uqBwuywrA4PUJnmma7p9usqScVbTNQlwo9bGku9mzX1wQlEVlGXjm8c9xedFxfNixqxbTQfHk5cLkdsCjySUm5PEboNDyDyNC0dPstdQ6LqSLPBEqMbDcYka77aXEnVUXftdwMDjtY2qYlRk9V5oQwELyDGHDDwMXlNfPFnOfPn6BkoqdOJhM++cEnzOqKL7/4gq9fv+J2tWWz3hJ9z/GioswyiMmXYuyZEkAgBVk95eTxM8rpgv2oj+xshzYixT+FiB+ZIJ6C+uwRdFuiioBN8SK6QBUFt6tb+q4DAtJoYpaz2nT89BfXfPbzS5q2xzk/ZrJKXIDJ3pOZQF4aJqbE1BOyUqMVBFXghUwawl2H675/pBTS3GWxq1E6Zq3Deqineepfghh12WLU6ksILkX3KY/KMoZ+jXN7ml2DyQuyYoKShnZ3y+Lpx5jyKcP1Jdgh5VOWGdXpCcunH9B3DRBod2vWb14jVaSeTDBKMjR7vN/cOWhXZY3yAyZYtEiO+VpJ8jxndXuLFIKu2SeZRzUhy+VocCiTR0Vr2bUDRTVLsRmZAdtj6pJiOcfU9XhPC7Jyhs6TcZrr9/Rt951L+Z3N4oOPPiI3oKIlkyXVpKSeL5FSkuVFytYSB0ONA2AhqJcP2c9f0W+vGZot3faCyWzB7uaa4D1SG7JiQlEvkVmd/rJDRT1qTQ5kO6kSNRSfTAT6YcDaIUHtkdGsJoLJmL33IbEo2b7+Cr/bEnuL1yNH3SU3yhDGRlEqrBA4YDt0dN7iZdKVKA2TWnP+/AlHD88ppwtUZshGvYAYaavJ2TJp+O77xL7lX/3+7/Ho0UMmVc3j50/QUvHs8accPXzKdHlOltW4AARL2PyC1//uhvYzi9iI5MRoPMfPFI8/nrL4+AnZ2RmiqHDBsxl6VtNzznevEdEjSFOLRGoPmMqgrEu5P0PEqYhbTpFIJtWSbrNltx64+rrn9Wcbrv/ilvWrHXEICA8gEhd87M3v0JJfQrG4o40dnhQE7cfw2W/HaRwQLlguF/zab/8an/zar1JO5vzT/+q/uedqv+P8JdTTE2LSS4mYaMvWBja3t+y2O67evmZ+fMxksSQrMpr9hma7J6oMmeXIQhHXmri7wTYrxKhnVKpGRZ0QbplopwesLkRN53wyLbJJJzYpMorckBUZxSSnWhaU0xwpBIv3H6OEoLta45sBP8S7CyCpT+X4nUWUFGTTksV7ZywfnjBZzijKItFMRUDoVHgmRCck51chxwL4gCykz+y+yOIf/eRLPnz+iN5L5r0nzxLFZZZSjvG2ox862qZhs99xs9pSZprz4yOqIkuaWpEcU6WCopwxWTzg5PyEj379U2xQ7NYNQ9/R9x7vHCIGtFFMj2oqbbGbV+xuV3gXyKdT6uNHOAp2uz2WDB/B2YZud4nvdpjFG9TEIXyGNgXIir6PmCZDFjXZMmdyVrI8n5CVM4S1xG7L/vqS1fWKGD3+qWPx6FO8d3g/0DYN223D7arn9dsNv/jFlwz9gB6bRB/A3aPki7Jg13qkiokyJZLRSCAis2Quk+UZdugZBkvbWfLCoExOXuajFbtHZiqZJAko6xlBFewHh/OeYlKh0awu39K0GwbvE9WmrhAwZgWS9CFKYC1AyrLNconRKUzYiUg2qVHa4JylH5K7okYQ2h2TZx+gshIhBb7v6LcrEJJqcYwxBn2wQ45jkxghTafkCCiOURmjodZhD/s7Gvd9m8UD9RtAYSlpfM3lRrLbQ28VNkRcjKA0k9kp7/3gtzh/8hEmKwkhIenvZSXGVLx58Zd0+1v6GJEumb5pIiYmKhkko5hkzzN2BkJhTNJi+iE5hA4D+ODwY0HmQ8TamJr6wWNtonsPDgYPLkKuJVWhk5xCqpQzd9NztXVMi4yiKpFKYX1gu9vT9JYgPIMbHcfHAjqguW2h7iPaJDp8JGXJ3uvJDTYIsmlFeTShWk7JZjNkXlPPSp48W7FZNaxvO3Y3exaF5OGZITeeKB1eGqISDLsWHyQiU+QyB60JKqCKiJocEDyAmM5qo9DTEx4/P+a9xQnZfIrONbgehCRYS982oEusj3S9o4+KPQapJhyfTchLwxAEF6sNme+xdsBlBfWjM3IMMZ9iFifMzh+zPDmhnNRokyGUAkYW1OE+RI0skpjoUgTAjPXP/xAhRyBUlujPOqHZqpZ88P6Mhw8fsO93rK9eMpnPePb8Q/7Jf/F/5P/2X/6f+fe/98/RwVHVhkkpKWTAK8k8A+ktsgQhA812x27VjA1jw3ataFtHRDKbVbS7G3Y3K0wukdIzcT2TzCErAcWU7Zsr3l5dUB4fc/z+h/zo2a/w4qtfsF7vCbbl9edrLkOPyA1BZ9yu9sSh43hWJsM4pbCd46urgVcbhzCGajplerSkqCcp0g1Bt9vTbbdI17I8Vkwr+Q5VDAff0XDv7vzkdMo3X1/w5vKKZt+BCEymFbfbLUPX4u0AMTAMls56/M2WLLvk00/fYz6boLTm4tUr6o8+JKtKPn/xgv2+x7uAVmD2iT2WjQZT76icSRLj9y0my5mfnDM5gaHruX75M5rGkmcpm1XmGlnOMFpDDniFyvLRoEnio8e3K6Jrwac7Yhg67GrDi1cdv/j8hqa1OHdYr1HzKQXkiqLMybIK70o2G4nsAiZTRJmYFSGCc4r96vvvbh9ARI9jICr5y2DRqHeXUiCUSnpyrTDG4IaUQZ6GyD1SdEwnRcrXlvLuDjBa452lnC4AcH2T3EgjTArDen2V0Pgsp5wcMz95jO13SAUOSdv09N1AcB5THpERqLKSs9Nz5rMFWhmEkBhtsIPl5vqG4C1FkWNdnzI4Aa1zotApvSFG7O4CoubkyVNis6asNPVyjpkeEUe2kCCZCwZn2W832MF951p+Z7NY6EhZGKLdkxlJXhW4fsv27ZfoR+9hihKl3iEQB3TNFDXF/JhsNWd/+5phv6WYnzE5foQbUuZLv71hf/kSXVRUyydkZY1QhhT0dijiv0VVhUQbPYhUfSD4Q2B5+vdRSCanZ+R1zdC2dNs9+9U6BbD2lmEY0gWXSmq8jDR9R0+PEJoq15RlRpUFyrpifrQkL4s0KTcHuq1KBfXhcokkN/LvtZXfPdI71jfX/P7v/z55WfEPp0tkWfPo+d9Gl1l6YUXaCNEF1m899gtD3kc6MxDmgfknJWc/PKWoH0H96wwhp129ZrO/ZLV7STgqmK3nmMEiXSBGTwyeGGDoOmyfTA86F+hIeV2lVQzDwF/9yVv+6t+94tVPbxFbx7QD7cKIbDHSVeO3kFwxrlNqOHx819x8GxQIpJ9LKROtl3e0mohHKo2IngePHvEbf+tvcvb0Pfx3b9u/9lEyOeEiQnI4HV2lEvAZk5ukSJQ4oqfZWrr9Cik1SibKtdIZJisglOMsQyBU0pWo3QotIiIUCXuWAVQc3Rs1kNCCNBJRKNEyLQXTuqauSpZHU2aLmrIqECIZNKlZTf3sHF0XDNdb7KZJTmUuTfZdFEilqeqc+cmUo8cn1CcziqpMga/GjNQ9DSE1BtEnLaoggLAQi5GmnT5VGX+5sf8+zz//g5/xs5e3PHt8ysPTBcfLmtmk5JHImfmIEtDsLbfrPV3TYG0qqqZVRZ5psizDjA6LVVVB8EjhkSYFE1dSMZ0skFmNVPkYaZLecKFAS0+/nTHd3hJcQIiKpokMbUdVFPiYtFwEwWT2BF9bsuqYcn7D0G3Zdz23naBeTpgWBqkk9VQwP50zP3uO0FPa1Q0hOKbzmrzMCYAqStp2R5A5Tdux2zasdpar2w0/+fGfwtChRHK1DQeTjnvYGVqR8pcyo6gKQ5EbBpsKoFKkSAVl0pAkIIjKgBB4LwFDZjKkjDjTYzJFEJL1ZoUdfEIhJSgFSlfEoiAXkcoosrxMBa1NqJ7z7+IdEIEgFFolUxuEICpFMZnx9JNfIURSWPbgwHmUSCYi1fIMZQqikNi+oV1dkk0WlJMFRqfL83BHCJEy/2Ic5ZUxuZ4ixsFVfLeDxYhH3ne0dzCTYjTV8T4SZA56Thc2DD7gIkiTMVue8cmv/R2evP8DirLCu0jfD/Rth5Iznn74q2RFwduXP2O3vqTtPTKvyLTE06NDxPm0NpDORCUTSp/OzUA0kE1Kdu2Wbp8yGG0Q2BDpHfTWY33EjsWulIJJKTk5qajqPGVlKkWUisFF6llL99Nrdu3AukmFjwuBMCpIRPAIleioclx/T6AwGiOT1MSTziOdF/da6+NnC67ebOjcQNzssC4wF4aqqJFSUM1rJqdLHkZBc3mNX61TW1Vo9GyCKtOZNty27C6vko58XpMVU8xRTN9L9OPAUOOCBJ1hFguKh+8jinKMUA643S3N5TW7246Tjz5C5BOcF/R9x25veXuz5+vNQCV6Gj1lpgyKgBeGL64tPQrLAlWXlHXNYrHg+MEZp6cPqEbzGqkSxToN6w5UwpFiDUSRRK0x+jta5EFac98qRMqANlkyvxAKgqAoG37rNz7hX/y//4jNzQVFVbKsPR9+fMb/4b/4T/k/DW949fMvMMEx2MjumxVN36JEREdPNSmIIQ0yTF7hM0s3eL766gZvA9NJgd3taPcDu9WGGAVtoZHWUyvIyjnogs3tlvXtFr31OFXx3g+nTEtPkYMuKsQgGfY9+7bnZr1lt+kwMbLIPKWWGA3frODNLkCWUc4XlLM5uqruBsYqRprbW+LQMKslRwtFWcjE2hiHUu/Okvs9RZmxWJS8efWG25sbXIjs9ym6YLXapEiHGO44ry6mocl6vefhg1MePDjF+sgf/vs/Zr1v0UpRFjmTZcVyMePxg1OuL95w+eIvmU4r8rJM6FNwxN5y86d/iMhLqsdPKE5OKMqcyfKIbvUNgpGiGWLS84VARoacTFND4gN2SGZZfnC0g0NmFUSJHzratmO92uKDS7rnQ9SDkpS5YlaVLGqNqRWDlgyNw256nE/6vCAEQamkCTYZ1pbfe52jzPHDkPgC4zkmiETb47uMss6SdWGMiXruwUY3Mq4CQkJWlczOHjGNCpO9Zr3e0g8DnkCeGbwdEN6hTEHfOezgKUsD0aCDReFQpk5RXEETQkfE0LQ9iAJpDD4OZFlG3F9zenbE8fkxs+WCvDycn+nwHfoWZ3sg0Pc9McoUPyUVJs/QmcG5notXL8jzkpMHZ8hwTowOmQmyssa2HdH19N2GEBxD37HdrrHuuyNKvrPqLksDdgdDQwgSu1f0UtAXJTevPmeyPKGcLMjyiijfEYOk0hT1gnyyYLd6TdeucbYhy4/IRy1KUS2w7ZZue83m4heJXlPOKOolppghtH7XSfDu0IwASiEygXAB4d1oNgJIgTQ5eqKRRY2splDWDF2PGRymG+60DVEIrG2wV3tmxlDPjqnnC0ymGNbfoDNNXiYbYWU0UuvRiOVb5Lwo7ibV9y2qRfQIL3jx5Zf88R//MQ8fPeFv/O2/iTI5wQm8SBllUkuMyZmdvc/q9JR+ckV5qpk+MUwfVZjyDCd+yH5jaMM39KGhi1u8GnDiiK/2Gc8cVN4jg0ci8N7TWc+AYBMFl0rxWgtuvnjNbmiRVcUXP7ngm89WtDcDEw+4O/nS+M+IB9/RYhLF+OCCK0WKK0Eky2RgtHgeTVpCuKNqwvjuCsGnn37Mr//23+DJ82fsNlvCy5cMbXOvtVZaJVpzPAR8fAvNvJvkvtPXRu/G7KJIEI67PakCWkqU0ZgsJy/qRDuTJXnWYm1akyhT8yliomVFICpBmSmoSmpd4ALkuaGalExnJUVVJCoyIdE3pMRMK6TRZNMJbtfgmoYyQJAGoTJMnlNNCupZST4pyMvkqqqUSdRSodIhaN+5RQIERlOoGFIS6t1Wjnhxv5n1xWrHphn4/NUVk7pgNik5Wsz45L0n/NonT3lwMkWbgmq6QEhDOR0Y+o56UlCUhqLIMJlGkMTm7XaH6y2mMOgsaVyzckY+OyJKg3eWMOyJ/R486GKCXD4lK5e4vqVvepqrC24ub5gvUqSP7Qfs4MlKUt5cNU1Nf1Gjuh2F99SLx6i+o5rWTBYTqvkcXS/xzqHLKc56MlUinMc6iwswtB1t37LZtdzcrnnz6i1ffPYFV28u8T7c5WiN7PuEMn7PxzlLppJe8MBO64ekV4mxT4OPcdsKXaC1olgs0mU+mVLMpxRFxtBuiWFI08neIpTHGI0UiuA81rdkZUY5LSiKAq0L1qsVRZ5TVhX7Zs9+v8dai5JqDCKXpCNDkpdTnn76Q5an5wzDkC4871HRE13D5PRRKv60IrgB22yxXcPkwQforEqNzWGgGOPY+sqEuUQ4ODIdWC7pyBnPIUHS7txzshdHJ70ox+5JavJ6zvLhx3ROsF5foiJM5yc8ff8HPHzvU8rJHKUkSqUGF5JmMKPk5PwZUkqu305Y375l3/T4QpPLxErw3nNYQSEiXgWid4gYISYdvw+BLFcgDb4H1zu64OhDSPpcOeYiGsV8mvHgrKaeZogsmWwcJuXWCdxEMqs0u8EnV9TDBhWkwawANYqxffCpmZWCMtN3OkchFHlecfboyb3WOl/WLEyGH6Dfd7Q3a6RRmGmJ7Xr6tkOPbCUfBTebASMki6xES5Nc3LOcRT1nd7NFFwXIjJBPkJNTRHRgG6SUECKZEMgsx8xnqKKAYMFbCJ7Ytfh+YHd7S351RXF8ytBbmnXDZtMwyIpPfvO3qedzstygRYTgKSOcagPSgNKpic4yyrKgrCuqcpIoq1qnHFAxsqnSbhv3HBwayINzezwwsUIa+t43gHjoLAh9R3GNRLIs8tEHS3728zOu9h3bm0tef23Jwze89/iIv/+P/uf8wb/8A65ffEF7e0NPC1Kz3e8xEjrXIYQmBIULEaUFth2ZDVoyqz3N7Zpd45FCMgyexvZcDI5uP7A8tkyWNa1QNGSoHrablv16RW401XSKqZfkrsWKgfWbNbtNS6Y1uYy0nWPdB16vHeshooucYr6gnh+RlUVC2bxDScX64oLQN9RZYDGV1JVAqTjqwkY/hZHNJu5Z7yXmg6XMBJmBdt1y07ZYO2AHS4wJ4VXjnhisZbNtiMpwvd6za3t669h3KaNRK8l8NuHp48c8f/aUJw8ecnV1ye+8/CLRSUNy+CVYou8JLtLv1qjJDDOboScV5WIxooTXRCGR2kAwoDzWOwQqsRWGSD9EeusZ2gFvPdJ3hBiwzhFcoMo182li4sWQHNiNltSlIdeK1vaEnUsDpzFVQGXVKJFIVHxpMrKipJhMvvc6q7wE3ycTGQmQMkm1kmRZjlSa4BPFWwFd0yKVQmfZaJ5UUMyOKabnDM0apSX1pEK1A27wTIqCOHh2F7cEUkxJJhRs9wzXOdmjBf1ug5CKrJogYqRt9lTzh+wvrgihoShKFtOSusp48vQ9+hvD8uSIyXRCnuVAugOcS9pHrRVKSoIP7Lc7pBRkeYHRKhmPeUe72+G6jkwVLI8fIaXAhw7X9ygBNoR0D4WI6we6psP5764/vrNZPHn8nO2bz4i6IsszsqLCu4F2ew0C9iLinaWaLMirWYqSIF3OppyQ13OE0iMfdks5WaKkGQN0c3SWzGLE9oah3dLvbhj2G0wxpZgdY4pJOsRRhCgQwo82sAKhEr1ISJ20LgqI6SBVOiKySJ4VyLxIgaI+4F24K5icG9hevSC0Al3MOHr4PuVsiXctq+4tSitUZtLXNzaKdwc5jHrLkQY7OiDd55ECVIy02w2ff/YZf/iH/44PPnyfyeJ07GEUSqeCUitNnDxm/oO/SYgXVCeB6ihHFzVdU7LZ1bT2liF0eJmmypeXe/7s3/4V6pvP+XunnkeFpRQ2eQ7FSOciKyv4+T7wpYvs84yh79itt9y+aHjz1YbmdkDaiIwje3WkKiZEblyCdwxPDj9NZjJJTHd+esr5ySlN2/Li9Wuavh8NI+44HhzaNyUVD84f8Ku/9dscnZ/hQ+T64oqrt2/vtdZZnuPsgB/dXcXdF334R37r1w4X9Uj2OdApSDoSLxPykuUZIVTj7zVIpelHJDvgCdEjwuiKGiJaKjJpEEYQVIo8MIWimlUUVYnWaVpETJEcgoAwiS6ms4ysLoh2SmQ8WHWG0YasMBR5hjBqPFQSCiGkTg1hSHEydzEc4vC9HCbY/+EleL9L0fnItu3ZdT3X6x2Z1pTlLa8v1tyuNvzo48c8PJ5RGJVoe0IxmUzI8mSG42MgOoe3Hl3mBB9SjpHIkKZEZQU6zwm+T2s1dLj9htBv0WV1V3TFqHEWujZNz4oyQ2tN1/U0+5au78kLTaY1g41JoM8kOVjiKcuKZrNHlBElc6QuCTHlklnn6fuBqHKCzAlS0vctbddwfdPw+vUlb99ecvn2kou3FzRtP+pjD00NaTBxjzNES5G0FiIJ9i2keYbOUr4sY8OkFSavqKdzzj78ADdYJlXNbD6nnJQM+x3Nbs1+c0tgO9LEIXifmtDgMZlGjpTSGEMyO1EqxbgImQzDpERLlYxVRuvuopqwfPiERx98lKzh9zvc0CODR+FTMXF0looUwDY7hv0GgPLoPLmgjs7CyfH0MJAiuaYSiQeahxgLOsGd8+870sP9Dutk9iK4m6MoTV5NOTp/hheacnOKkor54pgHj55T1vMxND2ZWZoMIOCjTwVjPWUeHyNVjslLbi+/odlviZlAZGY0vEj5hqng82PVmnJfQ4j4keURD/7hIuklA6TLJYKRkflMc35WcnY2QRuFiw7rkjmFd5HoHJl0aMVIex1x+vguAuiwfiGENH0H6jJjOinI88QEyLKMopqwODq+31oLTV5nWBNxPlFrgzK4AKIoUSI5aScKnGOzdxilqIKgEhqVlZjpFBkE3LbJZ8EYVF6j8opguxRgHQXKgMoMMs9AKOxuS2gbRExE/xgCWismywlh2GO7STIW2g44DIuHD1menVPWNVIp0n0RR626SaySVLQkpF8plJbprB/pZoem/HDqxviOsZVqDe6YMBCT63sMBG+R96xBXJQIN9KHdYoakERm88gPPn7On/zVC/a7hovXFttn9L7g9Plv8unfnfDV7M949dlP6F++ILgOJzSD9cTOk7KtJT6QaKYq7desNBSFwQ6e7W2DD4Lo/IiOSF5dtjR2zbkMeJOxcw2ubSFfcXS25OhsQl5NEdIQ7I6htfSto2ss+SwF1q92jk3jWPeRaDImiznF/IisrFNtOcbK9E1Pu92QSce0EsxqSWYkd0ezEsgDjWochN/rGWnyRZlTlRnNrknRK203+nDIZPyiFSFAINB1HVfXa7quR8pESZ7OZ0ynNUeLOe8/f84H773Hk4ePmc+WVOWUxckj7LAlKoUw6X4IfUN1doQeHGZWI4wGqTBFxeToAd3tHh9calaznCgtAQfe03WBzWZgvW7Zdh3B9lSFoih88kMI6fytCs1yXiGVxblU0SXtXUamFVrmFLkmyzNMZtBZkkkYM5plqtTUKWMoyup7L3OWl/R9k6RAvDOyOXiW+DAOw2KKKPJuING7038jtMHUC1Q2hX5PUVRkORS5pW86dIj43tH3A3ZoMFqRKQW2pbm4RGc5+dEC32V4k2HKGSqfpezV/Q6iJFcRGVM9+OTJM7aFo6wqyqpKbuHAMAwMfU+WK6TJ0Ephh4Htdo8QkmqaQB8RQvI66Ttw+s6MR2lDtIJhaEeae0JN4wiaSJlR/DV5lt/ZLM6PTxlWLzH5nGq+JC8quv0qZWIJGNp9slB3DqIgryZopYgkoxtTTdGmpG/WDM12bOpGG18pUFlOmZ2hqxnt+pJufUW/W9M1G2y/o5ydY8oUNCxUCs+UUt45r0ISrCbUMfGODu5gIoyDvLK8q/FTwSAJwdJtb+hvB6YTQ3VyzvGT9zDFhP36bZrwKZm0XVqNeYqCO/OduyZipCf8EhrzPTd1oXAOQnBcXbzmz/7kj/n1X/s1fuu3U8Oto8SIFHYsgkDkC44+/dvIbIPKQzKOsJK9W3PbvMXHFussTeO5uer46Z9/xb/8nd+ntGvyT5b0J4rzylHplLXYuMjnt5Y/edPxTYRZWTCZFGzXns9/suX2bUsYAlmMyPDOgfNuSj+aStypgSJjVIMYJ+lpuvTDDz/kVz/9lNdvr1hvdrTDQOTwuaVpR5rkRbyItF3PdrennA/4GNnvduMA4R5rnWUoJRlsPwrJ493ZH2NIrmHctYTpf8UDXZW7f5cyvcJoHJKNF8i4LxXpM3HJotiHQ8RKqjCVMBgVECbldAoVyGtDOakxWQr9TmunUDGJ3YVIex+lkXmGRI3ZbSpp1KREK5V47lqMsS4HJEaO1ApPiPxSYSFESJ9cDHdT63fo+b2WGqnUXVE5eMcwOJqmZ7Xasd1u2Wy2fPzsnNNlTfQDzgYenCxSVM/YvPbDwH7Xs2gsk0qz0BotFF7mSJXjvMN3e4TMGPY7+u0KEQbqakqIaqSkN+xWO7arDcEHJvMZeVXjkIhdO17QYzqlsxAFSmiE0alRDyFljnY9fhhSpmsU2MGy3+3ZbxtEPkGYAh8iTTOwWrV8+cUbvvrya64urthuR/pKjCNpYmxoogDxrhj/Pk+mTXJBlUmnAYGirqiny7HYjAgp0FlOPV9w/ugJT37wKa535FlGVVXkVUJr9tsV8uIV8epNcvgNETd4iIIQA8ikb+2HAbCJpRE8fdvSWZsaVaVGl7yIjYKiqjl68IgnH3zM4vSUvmvou4bgLSp4tBaUswX5NJ13eEe/WTHsdui8opqfpgn0Yc0ODJE4NtuHDfstNDGOwywx/roUiR1wz14xrcGdRhgQMmWCHZ0gs4JF9xCjNVVdU9XTMYv38HUmox2TZRQxOX2HGCnrOUrnZEVJjPDq689p+wHiwQQzFVtKJqOZpH1IEwcfIs4GvA1JHzSy1wTvnMalgLoSHB9lnJxWTGZlQkhsIEY5Npae4CzODUn3K8GGbxEcYxybdZGQ8Ziox3mmWc5LptMyOXnmGWVRMFscsVgs77XWgxMQSHpkoTDTKbqeJhffegpFibcDw67BhkhAIoxBGoM0GTIvkGVN3LV479GZJisM0sgUGdRahsYiYiCrNFEKgot0zY6h7TC2T1mfSqb4k1wzO5nT7VuGtmG3a+icxkwXnD59zuxomRALre7W/i6iKI6aQ941gBBSo3ignt595+/W/Ze4HfHQrCc3VMY8vW871n7fR+ocHxUiSgipcRURlB54/70jXl9tePHNJevrHU1T0Lg9fjpw/t6vYPIJeV4go+XNz3fEXGHDkAx5QtLGe5cym8tcpVxapcDDZm3Zrjq0NigtybTBK0VvB253PXWTkVUVfYjstyle6fbyluXZEVLl+MFidz3NdqBrPcJHgvU0IbDeO7Z9JBpDNZsxOzlBlxNAEn3yKojWsb+9BdsymcJ8IqlKmeQqY1EjR0qwiPHOiPE+jwgeIVQy7atK6qphGDqcljjvx+zrFM0WY0BLQfCey8srNps8rVOuqSY1i8WMJ48f8t7z5zx9+JSjxXFiFM00T55/xKs3XxEZwKS6W+iG+tEZpRSIYoLM8zRwloJsVtDtXhOGTWo8VNKcI5KL/DA4druWq+sdFzd7BJZHZ5O7GLk0akhnXF2XCFWMQI9Ea01mMvIso6wKiiojK7Lkk2EMRpsUPyFHGoQYBxfi+yPmxhQMKiNECyFlsEpjQMhkuiMsJD4V0ruxzo/E4EBk4xlSo0yBygqmixNAYruelg3N9S1Yie8srmlS5FZm0Dj80NO8fUUxLbDdDpGVVMuHVMuH2K7F9R1CSIYWGmEpdKAoM+JiRmZS86yUIsbIcGDgiOTjECP0bctus4YoGFzA2iE5oMdAcC6dKzHguh2SknHsN96PJG+FYIkC8qJGC/Oda/mdzWK/vUAQWJw/Z/nwfYp6RvQD/W7N/uY1MSa7pG57g+0a5qePKYoaaRRCKXRRYcop3faKvtmkJlOHsVI9jM8EJqtQx08pZ6f0u1vWl1+zvvyc7fVrpidPKOenqWlUGp2lyaD3YZy0vSvQU4MSUuPxrXPzjmw4vuC+6Rjaa6JdkU1qlk8+oD55BELS9xtQmiiSCU4U8m4yzbfIpt/Gov6HeOrjinY/EPuA7VtevfiK3/2d3+VHP/gRi6MFWgVkDIggkrNhXlBMnyKlIOLwvsXZGzpeYVXDsAvcvh34+V99zY//6M/57C//Aj90bEXk935iuX1U8huPch7PodBw3Ub+7edr/vjrHTsleaQ14smUVy/2vPirDa71ZBHymBDQu/pMiG9da+9a6aRBFHc200KAkYpf+eADfvDhR0hpqKsabhJKnSjjkqoqyExG1w40w8Af/vs/4atvXvHw8UOef/gBH//wh/zW3/u791prLRVlXdG0SUwenE80rLuj7t33d4inANIISohRExW+RT5OOT5kKY4FCdJJpFEMg8VZiXcOLyF6n9y3HGiTdCJCKnQhKOqcvKhGFOLQWMaRuqqTUx1xPEcTWogMSMZmcQyElcqkWl3o9CfEkR4cRKIlHjp8cQjeGGX7ISDj2FyKRO27rxlIOuxIf49Ieik1Fvxvr9a07cDL17c8PJ5SZ5H1ruPjZ+e8/2jJZFJgnefiasPLN1uKsuDj50s++vgpJ6qgiANi2xF9T5YZhBjY365o1reYPEef13graTcNu5sNq+s1t9crlBKcni+Z1BNmeYXOMprVCiUNXZs0dHGk7SopU27lYJmcHxOHIcVQtC2ejnaI3F6tubm+ReUNpqxBKXabNa9fr/mLP/9Lbq5X9P2AD8lg68BehHgAx8a6//ufJkIqjMkSPZCIMprpyTmnj94jEBn6DiGgqiccP3zAgydPqWeLcc+Icd9I8rygni8opwte6RwfFIMFjKRpOghhDAlOGuXAmCeKw/k4ahYjCsEABK3QpuDh+x/wwQ9+wMOnz/Des9+ldy8TMaGKWcX0/CnKZAgh8c2WbnWFHXpmD9+jmszToJBvAbCC9C7GsSk8dGTicBqNe/1Q2InD8OqeyOId0yB9XhKBkJqyrlEmgwhqjA9hdCL0yT1qPFuSdCHL8xQ/EkBGgRGSSilOhKId4PLV57TrLVJ4sizlVmZqdJ8eC6kwaia9Be+SiylElEjI0CEwMVNwssw5PalZzCqyImW1CZlCqQfv8OMwp208uYJ5IYhdpHWjFn0Mkg8+jAluoJWinmQs5yVFnrFYLpnOZ8ymMxbLY47Pzu611nsrsM3A1etbpJScPTpG5Tm2aRHzkqhzYhBE7ZB5xnSZM59PmR5PMJMCYQwhCobthixX5JMCk2t839JvrunWLd4FYnR4q3C3sN4MvH29pe0GHh0XTMpUSAsjySYF1ZGk7wOd7dlZiajmzM4eMl8eUZRVQhGVHOm4B+po2itqnFzH8f2JMdFHDzfOt8+BA6p10Cwm9rL61k077kIhidLg/hrr+7/uyaoJwScacTh8ziFipCUvtnzywTG2H/j5F3tWuw1N9xKvCkQUPH/6nMenc46mmn+52dGtO9ANhoCInuAcrrf4vkMFR51rYmu52A0MfUJHF1NDmefYwROMYLGosb4nIMiqHJUXRNlju57biwu6D54z7BuESxFHMRr8EKkyTbu3bHtP6wVkBfV8xuL8jHwyQYrkiOmCx/U93XbD7vqCo0nkaK6YTyVFJu5M+iC5mB9MFQn37hXxwYJI6FlRFszmU4Z+wGQZm91uPMPiiPqke10pCG6gjR6lNegcoSJFkbE8mlOWZTIsGcERrQwffPgJjW3Y7G5AJLdXlU+JJk9aXJ2lwYrUyQwGicwneNti3RgPoyRlVYDqQDtMBXmtCdch5f1pg9DZGJ8R0jkSUlTQ+fGUvCzI8pzMGIwx6Z4aTfYOB7oUyRFcqoODfMRHT8RxH8hcmwJpcuhtimcSgawu0VmGtSl3VkiFljKxbjKD9YHgXcpSzwswBaYoiX5OMT0FF2lvVtjrntgkfaOMAa2y0cVf4KVK6N9+j22aZK6pS+ZCMF2ccPXyM4K3RCTbzcBu7Qi2YzPSq43J0NogZDo7vLMUeUIUDwBE8J6ha7jtB7ZNx36/5/b6FhlTLFyuNWHo2a8u8NM5WTVFZyVCKbz1eJuy6UOArJyw3X23vOs7m8X9xWdMT54zP31CNV0mvYjW5CONaf32BUPfpG48Ol7+5F+T11Pmp08pZgukysjqOYTEj3beokmX6aEgTwdkusB1VqGWJeX0lPnpEy5e/ISrb/4M+SajnJ5RHj0hiIosMyNfXyZUTx5oGSmoNPgDfeOgqhu/TQFD22DbDfvrr/HRMj35lNn5B2TlDO8sOq9GnaAbA03Tbz3QXzkQFAUp22sc8N6HQgYk+mFd0Ow72r1nGFr+6N/+G/7lb/w6//gf/2fImIMnRR5IhdTJztwHh/Nruv6GprkmyILrNwW/+8/+O3764z9nfXkF3pJLjxcSFz3f3HbcbDs+vzT8nY+mLHL48cueP/hyz+Xe4WJgu3rDz/74bSoEfUSNBc2hzziUSvKuFntHo0sD9G9PpNP003rL/+tf/Rs+e/ENm6bhZrfBxUNGlmRaT/j7f//v8Gu//iNevn7L//O//V2ub7dsv37B6ZNzPvzhD/if/Gf/CHNP04R2tycQUcpQT3NigHa7Tgc4EilAjgiEQI4N7wiV3rWHgrTn1IhwHKZnglKADoYsz9OBZG3KbnKJ8+Ctw2YuhdEKgVQZyiSDEikzhHz3d4cYUwQMBhETXS/N2QxRAlGiSIWpVOOPRoAw48U20pSICNRYXIyX0B0+DBDGpjIixYEPLIH7uRkWpqQXPU4kqmCe5WhtCN6itSGrpmxDSb+SZApiLCk3imwKU5/Ml25tyUXv2K1aYuGQk5ZVc4G3L1lfX+H6LQ8eP2BxckSwA67rUMOU9uUlWXZJv3qL8AGVKRanR0iV4YDLV1c4a7F9T9+2tO0NCJgtS6SK6FyjTQ5IgnWEGJDTAisVfZuiOIIo+eKrS37857+gnk45f3DGYj7l8uKGH//pz7i+vsG6cGAd3aECamwUUz0f7zI2v+/jBDS9JTeGPM+pJ1NOzh7zyW/+NllmsHZACpEQrbJCG4UEtJSjG1xCqI1KZ+Xy6JiqnvLg6ftsb6/ZbTdsVyvevviKrt3jrGVwjt4GrE8NkHVJ+yOFxrrk5qe04YOPPuZHv/23OT47w9qezXrFfrtBExGhpZwvWDxId4ySEuEHNq9f0G3WmMmc2YP3xnf+l8NcDkMPIdI5FEd+ajz84kgxT856cRwFcf9mkfEoCGlKG97BmolhcBfE9u2S/oBIjghFgifIixLvgdATAyidU89PeP9XKoq65tWXf8Vufcm+7VBKUmWC0qS4lxhHN2MXx3BpUpamT/9bkZgGQmuWU8npScF8VpEVJcaUOD8k1oeP2Lan2fZsVgPr9cB7TyqeBHjxtufVreWm9biQ1t+H9D0rJahyw/G0RqEZhkA/eE6KCUdnDzk5OSXL83ut9duVJc9qtrZJ99i6oyw3hHZDpTNUnoqffDJBZ2Yc4gmGGAi7Fo+i1AV5VVBMSkxVMOwtu+sNzfUaGQU6TxEr2+s9VzcNb69brm97Nq1lvcp4dDZFipTNW05K6jayHyJbAtnJI45OH7F8cE5RTe5CtuUoWbmbK9ztuYMB12Guoe7u0nC3d+PdPo53+0hycF0/7OQYPN5Z7NDR7na8+eoFDz/5/oPU4CVSZmidgRA477B2wPcgpOf0RPKrP3pEVU/593/6U/arSy5/4TBuQ9i/x5NnT/nRf/SfcvbDv8u/+Rf/gs//9A/pNtcYHJPScDSvaTdrbl++IdpAlqVcWrFrk3P90LHeeNa9R5UZT98v+PSHz9jv97T7ju26Yb8fyGoNzvLNT3/GxctrZvM5ze2O6zc3dO1AF+By5/BSU87nTI+OmS6P0EZCIDF9nMX2He12w83rb6iLyINTw9FMUeYCJQ8fHOOaj+60Y3F536i0KDRSDSgFWaaoJhUnMXB1ec3xYo4XCufTu5zqgrHaUGN2slR4Jxi6gb7rWa/XvNGv2Kw31OWUDz74mCovePrkPTa7NS9ewWZ3k5DFagrBIsVIQRQpPk2RooXyssa6luB7hBboIgE0zkustyyNYbqYcnY+Yxj6ZHIFSXJgI73NWD56xHsffoLUCcHzftRWWwsx3sVZHNAuCYwh2+PePgy05S99Dv//PmkAWtMNDYGA0ApdlYhc4To3Dt8jXgpsDFiZzmgpFaqsKWbH5JNF+gqFISuP2F9e0lzd0l1eweBx0RPRSJUhR1p45yM5EuUc7fU1Yj7FTCYM7RrjS1y7Jc801nqGvsP2HVsl+PrLL3n+9CFVUY5AUMR7x36/RxlNjB5re4YuOYj7YaDr18h+4Ppmx9vXV6wuV/SbjspJVpdvmT06R2c6yTukTvs3OGzfJqRVFwiTc3n11Xeu5Xc2i3k55fTZD6kXJ2itx0YhjVaUKZmfP2e/uqDd3IAQHD/+kNef/xE3L35CVs7IiknacFFg2wbnBnyoEq3jW39PauoSTU8IQcwM5fIBj+s529tXrN98xe7mFdevf05US8rT9ymmp2iV3AkPm0zGsVnU8k6nk+hd6aAN3tI3N+xvXzK0G1R1xPL5D9HFFKEMAoEqKnQxYdhcE10qVu/ueP6DH+NILRTfQmu+5/P2zS1llWOMpp4ZdB/puoH/63/9X/PJJx/z0acfUeoSvEOQctSc39IOl3TDir53bFeR3/udH/NP/y//Ff3NDWXwVKnzYYgiTTF9ILjAagisWstPLzpEDGx6Rz8WHTFGgvuWwyCgo/x2r3T3HCbl736Wfgx3dVG6+IRK/+XPvvySz168SMVx8DiRdE5SKZyQWASzoxP+4W/+FtbBP/1v/hmDHXjxxdf883/2/+CvfvJXPHn2jH/yv/vff++1dgT8bpPcMrMs2RpPayIa27VE78aBxkG7GN5hiPHbjq1uLEoPFNNDOoYkxAxkRGYRk5kR7fY46wg2HZQxHjSQCqIba4o4/lESSbJQR6TPmxjGv/+w3yQKnQpClYYmUgi0ylJBF4Z31KRDTlQEcdcApun3aDGEDCPqIRTc8zJ89wiMzplOl8zmR0xny5EGezBmSEHxMUa8kCidcdmV3PyiJ8sDZ2dnfPzJD/jN//gp89mM07MlWka8G+h2O4rL12xuL9i0t9i1ILqAbXpsd0v48gums1kysYiJbidkjpA5fW+xzmGyDCkDwVpEjGRaEKVKQeauRaohcfxjaoZkUYGXOBtomoFdu6IdPI+eP0XrjF3T8+WXr/nmmwt2211qAES65JPG0Y+Zh0mH4kPAhpgC1O/BInMOgghIBXVeMj8558GT55RlMVKdqjuKzwFdU0KMvyZSxIR6N+1RQlCVOWVxyvHJMX6kEd+8fcvl69dcvHrF9eUlou0Q1qfC1g6JphUC0uQIIZgcHfHxr/0G08WCvmvZrm/Z3N4igkUxMFksWZ4/Y378KNGQlGT/9gv2F18jywmzh8+Ynj5K5/v4vX5bOyelgJCQrzBSbBC8Y4QfCvU7eur9EFwYS/3DaxrjL5mefZt58svF5rtfPyiGDzO2rCg4BFuHrkNFRV7VnL/3CaasuHz1FTcX39BuVqx7SysDmVGMEtVE7/NgLTgXcWG0/ckNs+NTzh6dM1FrZpVF54ZIxLkOZ3v26xX7Xcd21bHZWHb7QKbg4WlOZz0CT5FFqnVk1XhOZjWbPmVn5pmhKnJKk6X9h8f5SBQaITOEUPc+RaqHv0p0A8v3Z8R+j5CWlgxUhWgHZNsk9oM0Kcpo8ZBgLYNWXF9c0fz8Ep29oZ6VPP7wnNANXLy+5u1X12xudtR1xrPnR/T7RBtvG4skUhaCIDTbLvL6uuHobMZ0WRO04WbnebvuyR+ec/zwGUePnlBO5kijR/qcvBsg/P/aaWlg9+5fRg7xR+M44z/8TfHd7joMwIehw1tH1zSsb2559fULfvGTv+Dv/y/+t997rZt9itNJLsPjUCCkxndwHmU80+nA86easvh1/uhPfsJuc8vlFw12e8Hl6685ffox9fIZ//B/+b/hN/7W3+OnP/4jvvzpn3P1+gWXL1Ys5wZzcky73ZOfzDk9P0YDvu15++qS9aohDhHXDaxf39KdzTFFxmq3Ro76aCk0ZZZz9c1brjeGTkpubx1vrlr2Q8QrQ7k45ujoiHo+S+9XBGsTvdq5gOs69rc37G6uKI3n8bnh9CSj0AeC+QghQmpunMQ7CD7dW+Ke9R5o9OgzYLRBZJDNQQrPZr1HmKSbDYHESvIpnB0hE6vOC6x1/PynX3H99oK/+LM/pyxKlDIYU/Dk8RN+8PFH/OhXfsR8suR42bJvem5u32JkoCjSuxmCS/ejHPC+J9oWb7foymCylASgtcZ5j7CaMkqGwUJnKYp00PaDo+sDgYJy9pCnjz7g7PETtFZ0bZP8IazFDo6e1ACLCHpEXQSpbpFirLRCeMcMFOJb2qbv80R0UaL6ChEdWnjKqqSsC6zfp4G8PzSniYaptMbUJdniGFFNaJotvU9RGvN8QfP2G/ZvX+L6PZGA0jlKJuMq73uGvsHaDpnlaAK23TM7PqbQGf3qEp9PkjlQ19O1LUPfY4eeYBvevFzy4HhOnM2JMaRoqXbAO0de5tihww4dXdsw9D1903L99g2DU/SyZru3rG93tBc3FIueB+89ophPUZkmRkd0jmhTxFjX9wiZo7Ia6wL77e1fs2O/4zl571epF6doU7zTisR3vFepMybzE5RSbG/fYJ3g4Xu/ydXXf0GzuqS5fYOIAe8sQ7PHtXtCXqdJhHhXiB8+1HQYirsLVZuC6dFT8nLJ/uiK2zdf8uaLX3B7c8Xk9D1mR08opkeovEIJNRYDOrlOjiSCOE55RQjYrmO3fkuzvUQqzezsQ4rpSbK0leOkPSsx5YJudZnQxXjw2zt8mQeCE3cvr4zinvgLbDcNXWfJ8xRzIKRCGbi6ueC//Z3foZiUPHv2EG0irmvp3I5t95YhDPSt4sXnV/zr3/sj/uhf/TvC7YYZidaEiDjGmIwYCSPSFGPAhcjgktW9G4Gzu6H4odIaBwQhzWXwpGzKX2on4qGAEnfRGUIeDCXGSzMkvVwMKTlsNFQlSAnKEKVi0/X8wb//E65vrvnt3/4Nnrz3hA8/fJ8vv/iCy4u3rFc3/PQnf0aRF/dqFlNDNgqcXWAIA1JLpos5sUoaCG8dzrokGh6nu4IDdz5yd5rd5aYcSsDkdqhlRAhDjJoQkwW1x2OQiZoX4viZHNZOjoXAt4h2MSJxqaGTmhgPSF9I0R9kaARGjXTp8XNKQxmR0JZDsRxJhTwQxgZ0/E5SMRLTUOFA7U6G4eHO4OR7P1Ixm86YLY6pJ1O0NvR9RzZOybwPCOffaT+zjMEODMOAaCSNhd0Ar95c8uzJY6z/kPPzU6aTU+ZHjzh78hHBD9i+SZmN7Y52u2K/ucF7R99uCH4gy/JkB+5DCpRnhygkjEiAIqDwuH7Lrk95ScGlcGTvBqTRdPsGHyJRGaIwDEGyb3tWN1t224am6dk3PU3TjSHF6VEyue+KEJAqEX8H61KweYhjswjWf/+1toBBglRUsznnT55y/PARZtTnpoZQ3DWK6R2ViG81Ual5Gc+3A4tCpogSKQyKjPPHT1gcnfDo+XO26zW7zQYhNXYY6PqUgeutJfpAPZlw/OiM47MT3DDQbDfstyuwHRmWyWzK8cNnzI5OEzVJgNvesH75GUFGFmePmJ0/JcurUbfHLw2w7pBa8e7miHfFhRgLkXgXmHG4Ye5b5r3TyXsOjpTv2K7x7tg8NIPffoXieIceGtYDcKRNMsARStK3PX3fk2c5x2dPKIoJ0/kJF6+/4vbyJV3b0LuAHAdxB02Yc0mT42MEJcllxnR5zMMH58TdFmM0h6gR5wf6pqXbt+w2Hbu9p+0S2v3grGI+K9C9x9mIdyRXT61YHpVMgk6DjSjvtFyRFOGz3a5Z3Vwzn01ZTCeYezp0fvg3/ia279mv12wu37C9fsN111HLCbQeGWwyyCgNspiggsDgCUNPMBmd37O/uCW73VIvKsp5zep2y/XNhtvbFrFqsN6zmBVIrZjMC4pJTtlY2tdbVvuBcmLIFxMmZwtiCOxuWrLTJzz86BOOHzykmkzRJgOp7wzfxC995txtgsO8/W7uGkcTIvEuJuzdHfAOv0qUxDA6c3v6pmF1fcPmds1u2+Cd4P0f/Oq91hqp8ZE0JI9iNC8SOJccwCMSoyNl3lLoPT/69Dkvv7ng5vaGqzeX7LZ7ri9uqI5ec/L4A+ZHR/zq3/8H/OA3/yY3b17y5Wd/yTe/+DlNf4HPBIOesbIF3W4F/R5nMsRUUFclwntC8Hz2l1+jzajJ2g+43nPdNvy4twmJnT9Ai5xe5viipp6XVIsl08WcrEyodtImBqy1yBjotjua1Q2+2zErHWcnGY/OcnIdk8QmHujA8u5cDD65kh9+/b7XIkBmMozO0coSdUAKw2w+QylN3w8JqUPghEi5oD7grB/pmXZ0LvcUuWA60choU53bW77+4qfcvP2am4vXnD18RGcH9vue201P3+xYzgvKUmAyg8l0kqeEgO23CeA5yC+cw4fIMATatqXtOppmoNn3NNsu6Z2jYX76jAdPP2B+fJ6iINwA3qcB91gnCwVqHGpHn+6Ww4sQR7Qx3kmxD8N5UgbS93yEiGglE5PC9cTYU1Y10/mc/eCSMViwyfxy8BSTAqUl+fyE2fkzlg+eo4uc7X4PEbYXX7N++5Juv0XKdGYbo3DWgkh1tVSSWmcooQiuo9vuqdqG2Lc4pRmaJnkE5Ia+3ULoEb5Pa7zd3dXowQfcYOm7FrzHDpah72mblt1mQ7PZ0e73vPrqJRdvV8RihsxqymnN9HTByaNz8uUSXU5ReYVQhugGnAvY3gEaZQqkMrguxZZ91/OdzeLZs08Rqkwf9h1kfOBdpuJOm5yinhO9Y7e6JKumLB98gFQZzfoqcZ9tT7e75urLv2Q421Etz8ir2ej4+G2VGIedM1IuFEorsjoDXRFkRdNJrr75kvWbrxh2W+rlQ6qjRxSzE5RO8LwgNXB3JLuRhtftV/S7G7ztyeol07P3kVn9zuVUgjQF2WRJQOJHLdsvFfAkROeALb1rre43Q3XO40PSnSgdEqVQKxwDP/7TP+bhoxOs+5STBxWd3+L8gLfw9mLLz3/6kp/++S/42V/8jGGzJlegg0zrSBhfQg8H1HB0QCKMhUZMNLj/3vdwKCDHd9qL1Kro+G4ynhpycehH7oq3u6U5FFEhgk/FiBcpgNyTKGLpI0ovWtM0DNZx+vAhH//w1/jTP/4zXr14kSYww/+3vTNrkuNKrvR3740198xasXAR2VJrs3mQ6WF+87zof2jGrDXWMlmzFwJoklgKqMo11rvNw42ILDbHKBvWPMnimBUIEIWqysgbHu7H3c9pOPk++fvlkLIXNXMde+qQTlCd9iiliKIkKLhGAqMF3gq8DYp5QrhQ1AnwKPo9njPZEYKj7IgL74NRdu/t6SXhYdT7tNE/fHxQHPuLRKHrt+OEBK/CLh1BVEnJbkfNh+vrcd3IaX/5u4R/sDARXUF6Hp0TdCOpgi5Qd7YavYDGEzGbL5kv12T5DCkjvA/Bux/TEsIH+eruLDZtTVtX4EHFSVCA+/SRw27L2x++5/WbV9ze3HJze8PNzQ2Xl5csVwsmiyl4x8S2LDYNRteApyqPOGuCH6yQYW/QGuq6DnFCqXMB5S1tdQoTCFURCs/yFHZaTnvev3lLXRy7M68wXmK0DYVSrWnasPPVEzBSgO9FEhjeJrRxtNYHY3Tnuw+e1MwN4icRSZYzWy5ZbsLaAN4/6ijyqFiUPyJ0BAw7JMPvIZAqgoH5lUmwMAl7Nit02yKlxHRFuHW2kyL3oWurHKatKY8F1emEa2oi3zKdpFzcvmS2uiDJ8iAmoSuO717RFAfyq5fMrp8zWW7Ce8R5buHcWezJEP/IT/HcshGCYKfUjYv2fZmnjqFKofDSne+7Tohp+Lm6zwv3dk8gnb/nUBQMxFz4+ygKFjHhPvXdeyGRy7D3GaU5STZhe/c91fFE0zZh39qC8wJrgwBRGBGNiLKM2XJFnnp0aRDO4U0QLLIIqqrhVBhOR0tRht3JSa7YLFPSNIwsGW3DHqSQxKnCRzGxV0gb7ASCqm83xyNlUG+0LWVx4HDcEUVPKxbnm6uwrzNbkM3n5OsLqtMeV+w57O6Q1pIiySJIkyAW05QlujyFlZnFjLoN51J7gWgMZdFwKhqOpxYvYFVnbJ5tyLIEKQRN3VC931FrS5wqlpsZ0/kUlSS02iGXM569+DXXL18yWyyJkzTsHfbEqO/Iiz53EHBWTT93HPvP8/DIJqynpXsiXQz/1jmHaRvqU8H9+7fc/fCOqqjx3f7rbP7LLQYgJL2OoKZsbCiQlJLYNhiRy65TnKYRi4WkLHZcLHMm2XN2xz2n4khxqogfKh4+PbC+fs766prZfMr8+gV/t9xw/flfc//+O473d1hrcc5gKktjdRB40XS5n0R4F3bCCCPcrYYWhZMSayLiLGO5uQ6+lV6ySfKwG5dn5PkECMIgWod9NWEt1fEQvBR1yTR1XK5Tnj9L2axTvNY4bbDG4yzgeiHFMF42TFb5pxpndKqhNnj+deEYgSISEYvljLquaVtN3WqMdVSVw1iLs/30Vye6IwTHU81qHrOapUymySAQ5s2JV3/6Le/u3kKU0DofrF6qlrIsyCeSxXLKYj4hS4JrQX3ao9sKatl5Fofnl9aGumppWk3dWNoWPHM2VzfML67Z3HzG6uKSKI6p6gKtbXeOTBC483YogoImAgzEWi/O1C3wD8RIHzvlE662C/NhUZxgdYI1ChGlTFaXuMZy2gb/ZWc7z22pUOmEKJ/hRRBBDH6KEzAt+x++pT7cY1uNVwJjdJgkM519jQj5muym0owT+Lql3h9I50vSbIppaiTBXsRkCTgD1qHbMowbd9fdOouyNpxA53DaUJwKDtsd24+fePjwiaYsufvuPfef9jTigXy5YrZcsL5aM7++QaYpKguq8SDRusaZML4qlUKqGOcddV1g7c/vPP98sXj7OVVZ0dQN1mvOUe2xR12o2sXikrYqaeuKfLZmIcJFL3Z31MUB3RRs331LW52YHh+YrG+Zrq7IJtOBkfsx5SYHWX+UIMpSJuuc1XNJqyP2d28o9ve0TUVTl0y1YbK+IU7DAjNSdJ2ykDxb56kOn2jLA0JFZKtnTFbPUCrufMlCEShVQjpbIVSC0Tqw1/04ovjxyCX0D/4zE/JL4QkiCE4bpAndKZVGCAXv3/3A//qf/wrqxN/Yl8QZVKVhf9fypz+85T/+/Ru+e/2G6nggiwTS9YfXd16G4SC7Tmbd+67t3mmbnNnOc7olzjkX/e5FX+hZzruLYTzsL6pD+oX+vhIUQ1JlfVcoiq5Q7GRi+pFMZx1tqzkcCg7HgrIosaazPiEUtbgnXmshh8J5ELbxUFclcRRDGpREhRSdzHpCU7UoGeGdxjmD+78Y1p9zg/46yu5xL7vwQZCX9iK8DiE6FjMkeZIw7sjwdej644JIxYM6aCAA6B7esutwdEXeULT211/+qOAHh+hmoHzXqulHn7yXgT0VQYQq/LunJdaLTkVZShUICe9Q3W5l/4N5G0yx27ahKk9YowPxI6DxjrYpQ2JhDN9//4blYsnF5SU3Nzfc3j7jxcsXXF5smE1ysiwlTRPS6Zo4jsnmm+Ec+y6xDbtedrhvw5HyWGMQaUlVFhhzoCwl+0azO8L9XcG7dzua4hCuNTKsrHVfw5xrhyEBkEJ0Y7Zu+DDGha6i9bSPvBYhjH7+UiRpgpIxSZ6T5jlxmnSMaUvc2VwM9hGIR0nreXc8BLtBqH/4nB/9KkTnF5iQPtpHC9eyt9LpElutOWw/ctrvqIoC19RIp8lTxer6mvnVLUk+QUmB0xX17j3Hu+8Rccr85jOmmxvibHKeahl+iv57Dtnbo3sxnOXzhMQj+mX4zdPih+gKaNEtL3bRcYh5w6++L08f/cxdrPH9Ret/5u49kZEiEYHUEUJghEHKCKmCvHycZERpxvbje4r9jrosMXVv0eNxnVBDOp2xuLjm8uqGWB3C89s6rLNYJMYJylJzPFlOhUMbT5IoVouY6VQRqyDaYydJiAlYjIw4mN7/eHhQD5FGSUWapAgpaHTNqTgwny+edK2jbiIgilOSfMJkuaY4Him39xxkgqmONE7jrEcXDVHiaE81bVmT5CnJfEquTdjvk4pW21AsWzDGIWNIpinxak46ycF72t2RxoW8YblImc4ykArtE8gnLC6vuP3yS+bLUCiKvlB8/Bg8/+fRlTqTzr4jBHx/3wFhLaDPK/pCMTzznAk7RuXhgd37H/j05o8c7x/AQ5rm5HJG3v68qfZ/jhADPRHWBPVLISTWgrAOJ0JnKFIR83nOcb/DtJI4miDlgjiKOJUVh92W3cOW7d0HZutLVldXXFyFcfaLl1+QLZecdg9UxYm6KEmma44PHxGHHbKqu7UEi3cGpwPx5rxD5pD4IBoVxTFpHrwBhZJMpCKbTonjCBuMBTFGo9sW07YYrbFVTbl7wLUFs1xwsUq4uUq52GRMZimmqjARg7KwNb7vkQyF4iMq6mlX2jpwFkHYmRMEYrEpaibTjPlyhjaauKyxtqSqgj2D70Ym+7gtVExROk6nms1qShRL0ixGCYlrPKfjkcNdjfYKREQUZyghqWrHqSgoyoaqaljNM2x7oCmq0DGTEc6KcK8Yg7USbRKcT4lTRTrNmExXPPvsS/LFktlqQxQp2rZCt00weDfBG9A7j+s6xf5RrPRdgeg7ldKg4tzlJt6e85InleYhd1dxgowSnIiQImKyvsY0ofjysg05rhAgYpAputZUxyMqzYjynCj2xMpR3n/AlAVOe4zxaN0ViC4QDH5I3AJZGmUTbHWirRp01ZKJsDPomhNxpJjkU4SIkSpHopjNZyRJEmJ/GyZ0nHOdMq+jPJ7Y32+5/3DPp3cfqU8n9g97ylNF40oQMMkj8mlOvrzERzKMn1oT8kzr8DZMewoVI6TEaE1ZHLHm5+PHzxaLi8mMRCWcxCnMHhv741l734c/SRTnrK4/4+Ob/0BXFdlsg4pzdNOACOqOzjn2d99xvH9HttiwfvErNs+/JpkukCoOyTOAUAThEMnQXxFBhj+d33Lx5QyVr9m9/z31/gP18YHiuGPzxT8yu/gyjC39yF7BY1pDuf+IbSuSbM7s8nOSvPNx7BbKIYieZLMNcZJhdR3YAggs/CMm+PGDwD0aK/qlCISVCAWRC+17jUNFIJzjm29+h4w1xre8fP6cu7d7fvOvv+X1t68pitA9iWUYJXAimKk7+qDbF4ohme3FNujZeB9uKfcocTwrNp5ZUCtAe1DdqJoculVn5bDetLarrYdHYwgR0Ip+PyMIavhIhe5Ll1w1Tc3rV6/5l//xL3z2V7/h3//t3yiKMog2EIrdp8J5AT5IUp8LvDBq552gretOeCZIW6dZhjWCJM9xpsG0bRCl8LoztO4Tha5jQxCu6Rrw3X0iUAI8Muz0dB5pfaIluiJTuN7LUwznUnQedVq3uC54WKcDwwghGAwZqBzu0Z6AOTetzsn1Yw3bvpD0LuyaSunO7OkTL/dkNgvL7c6ELUwlhmLRdTP5bV1TVSVVVaDbljRNsdZgtA5kR7d3qZREm4aiLPhw94Fvfv8NWZry7NkLbm+veXa55Pb6isurK+brCybTGVL0pr/dWe2Kaud91wkzGGNo25a6qikOew77LbuHe/YPH9k/3HF4+Eh5uEeXR5ztvJpErwrqaU3o1KiuwJadtYTozpfpvlfTLfpr62iMQ7sgqyeFQImn9cvz2YRIJaSTSZhIsMECQWmBUaLj3EJ3daC/BpKrD+puOMuPPTeDeIzrbCj8cNT7CmwYGepegHMO0zScjkd2Dw8U+x3e1MTekCURq4sL1i+/IplOUUrhdEO7u2P359/TlCXzL/6e5e2X5NMVspMOH8ipv4iz/fv509Tcn90l+vl60ZeVT4zVQwtRdqNU4WYTHePvhx3nbuG9F23w57twqLfOX5U+GEkpyfMMpRSN0ohGd6FFEEUvyKdzpos193fv2N1/4rQ7oJsWb4MPYDbJ2Vxd8+LLv+L2xee4wx9pvMfZtht7FjRacDo1HI6GonakqWI+j7nYpCRJ2LOVkYRJgveCxjp8A9hHJFlfeIu+YDx3UJ0LyrjWPXFBQwiEiolkhIoikjRlMp3TrFbMNlfsHh5oTgf0aUd5eEA1Ld4ojEtwPiGKBekaIhnGvY0xCBW6pHEiyHLF6mZJNM0xMkKXNceioag001nKZjPDCUWhJRM5Z3UbdmgXqzVRktDrJfTJ5mOOtX8/h433ngcU8hEJ5x99nEkcus6KtWZY4zlt79m+fcP9q9/RPvyZTDnyNGEiM3KXM9HTJ11qo2vaJohdQT9xIVEqxrtgruK9R0hJluW8/OwG07zi9P6eWXbNevGMojG8/vMPPGy37E5Hjg8f2b7/jrvlmsVmzXS1Yrpckc4WZPNliId1y+m4ozruacoCrUNxp9sWXTehsMDyeKA8ihgIXe8tcSQQKvj0VaeW06nCaB1WSbTGVCXF/T3OlKyXEVebhIt1ymqZkuZhBFnFMnj7RQ4bWXTraRuHMz9+mwbrnifA2aCmrtT5uYGHYnsgFoLF1ZppMiefNEihsMaFxo2xZ7EuIYJqQZzQGMXhZInTFiEFkxTiWLK8WBLVlu32xPHYEKkpFxdrkvmS798W7Pc7dg8nLtYTlKyJlGC1viROc0CGkUWjCSqrnigKiu2T2ZzV+oLN5RWfHj7hbEPdWuqqpC5PQczPaozpJ9qCMJDo4mNfJHrbF44MnUXoY6obpq5+KXrSXMkIGaUgU5xvmC1XNFVBvFtgrMC2feyOMUZhPtyRJFmoEZIpn+6/Y7We0R5P6LrBaofzGu+D0JcSIqj4+s6aKZak0xn5bE4tPEIovFdIlaMSC7ZExhlxHiMTQToTmMUFNy9ekk/nKKlomxrnHJGKSNIYow3VsWD3acv+fk95qjluD2jr8ShiSdCRNS0+jUmmC1SacHh4h2lKZCfe6KTEOo2Kgq+iMYayKv/TI/2zxeIPb//M5cUN69WKMonY7zWmNSFAdqN4/TdQSGQyZX3zOfc//AkhFPlsyeXzX3H88BqE4PbX/0R1uOf48Xv2H77l9PCe0/17bv76n5iur4mSHC8jwkZcEPcYVCdFN64qIptBjggAAAYvSURBVFQ2Z/Hy74jnGw7v/sD+h284vv8d1fGey69bVre/Ip0sQ6JBCOJteaQ97cBL0tkF082zzjiXR0EcZBQRT5ak8w1OV3jb8qNA7s2jgxh2upz3f5nD/D+jtxjokw0I+Y3VDRaoy5Jvv3nD9v2eLM15+/4tptWdhYgdPrBBbSrQHN3sc9f56O/Hvvr7y8TpxwUjw1gN/mzO3CeJUXfZOgmW0DnrEppwScXZu7D7WtaLzn1CBNGQWAU/tuEYBf+u4lRQHA68evXHIW703ZCnD4CcX/9jjjeWciiQve8e+sZiTUldFSAiZJoSxSnTfBrIBKvZ3d+FhGgYnRZdQk7HnHXy0sNPLlH0mvZyeOx06+YQyeFP4XxZZJKyvrxhe39HVRRhPLrvAOLoTY/xcnhNYANz2Vm/hHDC8IrFo1m+Lr0L7K2LcD5o9IUc/GnWGQBGhzGmNAkL/aIjcsqi4HQ8hCJRh+6IUjKwkV4/KthTkiQl6uSklVLgwVpDXZe8fv2aV6/+wELs+er5hq+//hUXL35NOl1hTEdsdP6sCLBGd6MXDaZtaJoqMLDbLcX2I+Vxh6nKzqDXEEeQyM5KBzmIEFnvadpz70gKiRKheJJRsDSorafWZhgnss5RGUfr3WAjIjty4Cn+oc+fP0PJhHw6JZ9MaOqGKFZdUSuxeGLC9VfyXJiGfL/fl+rGyb3qihyG3UV86ESHP/YFZlcYPUqktNZUdcXxeOC43VGVR4yuUaYkm+Rc3Dzn4rOvSNOMSCiE0ZSf3rL//luK+3ui1TXrL/6efHGJjJOB0hhiUsc0n/e7zv8/TE24gXjq7/FzXPVBCfjJ4hTnFQTRMz0eEKrbC+6nTUSwvRGP/2VH2HUxTQyv7lEHUgBI4ixFRhFRrGgaqCqH84rJbEmc5sxX1xz3O3YPDxx2D1hnSfKM9XrD5fU1V9e35Ispxm4oogxjaqyxGONpKs/uoeZwsiAk2TRjsc6ZLWIiocG3SO/IkohGp1gR7DUQ7nwmzgcIDzS6Zbfd4vFk+YQkCeJK/1/QGdlHKkJFnjiOyLKc6WI5+Isdd1t295/QVYWuTljhSJQjizOEb6hbgykKyqrGC0c+jZhOE1zbUG93VLVld39k/3Ck1oaLZ2vixRoz2TB/8QUXn33G5bMb0mzaxZPeC7Z/Z0M8d49UevuzN7yM/tL1Z8afP/F8TEJ8cc5SlyXF7oHtuzfcf/ctu++/Q7YnlqllPomYTiSziWCSO5QsnnaNA2OIdxapFFEUBQVRL0NxI8O4O4DRlizP+dt/+IpE/oE3r77h0zvFdPkZ//2f/5mH3YH//dvf8LDbsi32HHaf2H2ckmQp+TRnNp+RZRkqjpFRipAxkzxBKoh1mOqyxmAnBjA404a9Mu/DuCDh2epcIPrausEaQxRJqqJGa0cSJ+imoNzdUx52RN5xsYr4/OWUzTKonkYxCBFhmjr4hQP4YDuTZRIVSXRp0I1+9F4+VQuVIKimQsxXKkKJFo9htZqHlRxryJKcSZ6iAFO36Lbh/qGi0v1wVSDcP3/+gq+/+pztfsv2UAKGZJ2QRAnEEZmAC5GTJRHbh5Y3b14xna9QUYRyCcdTzXZ7YjpL+fyLa5LZVdhxF0H3IhtGR8NEjpRgvaGqa3a7bSfOoqmbkrou0VqDjzq13q7SDrPyCBdW2ZwjdEltF6d9b2EQ9mX9MN5vkU8QfgvwIAUqilFxGlRdjcYJmF1dMllvMI2jeiipi5pUgN3voNtHXl7fYooTwssgKlPXHQcYh7zLajQi7Ptai8SGacm2QZKHNYs0I8qmpNMVUTrBmpZslXDc7ajrmjSOubq54W//29fM8xjTBgLdWYdMEuIkEDbVqWT3ccfu/kCrNcaDTBIW2ZKiONCfTaEiPAIV5V1y7bq1E9mnnl2uHp5CSZQwn69+9iqKp3bERowYMWLEiBEjRowYMWLEfz08vW0wYsSIESNGjBgxYsSIESP+y2EsFkeMGDFixIgRI0aMGDFixE8wFosjRowYMWLEiBEjRowYMeInGIvFESNGjBgxYsSIESNGjBjxE4zF4ogRI0aMGDFixIgRI0aM+AnGYnHEiBEjRowYMWLEiBEjRvwE/wdBeRwqJkBvZgAAAABJRU5ErkJggg==",
"text/plain": [
"<Figure size 1152x576 with 10 Axes>"
]
},
"metadata": {
"needs_background": "light"
},
"output_type": "display_data"
}
],
"source": [
"# Display random images from ImageFolderCustom Dataset\n",
"display_random_images(train_data_custom, \n",
" n=12, \n",
" classes=class_names,\n",
" seed=None) # Try setting the seed for reproducible images"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"Nice!!!\n",
"\n",
"Looks like our `ImageFolderCustom` is working just as we'd like it to."
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"### 5.4 Turn custom loaded images into `DataLoader`'s \n",
"\n",
"We've got a way to turn our raw images into `Dataset`'s (features mapped to labels or `X`'s mapped to `y`'s) through our `ImageFolderCustom` class.\n",
"\n",
"Now how could we turn our custom `Dataset`'s into `DataLoader`'s?\n",
"\n",
"If you guessed by using `torch.utils.data.DataLoader()`, you'd be right!\n",
"\n",
"Because our custom `Dataset`'s subclass `torch.utils.data.Dataset`, we can use them directly with `torch.utils.data.DataLoader()`.\n",
"\n",
"And we can do using very similar steps to before except this time we'll be using our custom created `Dataset`'s."
]
},
{
"cell_type": "code",
"execution_count": 39,
"metadata": {},
"outputs": [
{
"data": {
"text/plain": [
"(<torch.utils.data.dataloader.DataLoader at 0x1fd2cfabf10>,\n",
" <torch.utils.data.dataloader.DataLoader at 0x1fd2cfabb80>)"
]
},
"execution_count": 39,
"metadata": {},
"output_type": "execute_result"
}
],
"source": [
"# Turn train and test custom Dataset's into DataLoader's\n",
"from torch.utils.data import DataLoader\n",
"train_dataloader_custom = DataLoader(dataset=train_data_custom, # use custom created train Dataset\n",
" batch_size=1, # how many samples per batch?\n",
" num_workers=0, # how many subprocesses to use for data loading? (higher = more)\n",
" shuffle=True) # shuffle the data?\n",
"\n",
"test_dataloader_custom = DataLoader(dataset=test_data_custom, # use custom created test Dataset\n",
" batch_size=1, \n",
" num_workers=0, \n",
" shuffle=False) # don't usually need to shuffle testing data\n",
"\n",
"train_dataloader_custom, test_dataloader_custom"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"Do the shapes of the samples look the same?"
]
},
{
"cell_type": "code",
"execution_count": 40,
"metadata": {},
"outputs": [
{
"name": "stdout",
"output_type": "stream",
"text": [
"Image shape: torch.Size([1, 3, 64, 64]) -> [batch_size, color_channels, height, width]\n",
"Label shape: torch.Size([1])\n"
]
}
],
"source": [
"# Get image and label from custom DataLoader\n",
"img_custom, label_custom = next(iter(train_dataloader_custom))\n",
"\n",
"# Batch size will now be 1, try changing the batch_size parameter above and see what happens\n",
"print(f\"Image shape: {img_custom.shape} -> [batch_size, color_channels, height, width]\")\n",
"print(f\"Label shape: {label_custom.shape}\")"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"They sure do!\n",
"\n",
"Let's now take a lot at some other forms of data transforms."
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"## 6. Other forms of transforms (data augmentation)\n",
"\n",
"We've seen a couple of transforms on our data already but there's plenty more.\n",
"\n",
"You can see them all in the [`torchvision.transforms` documentation](https://pytorch.org/vision/stable/transforms.html).\n",
"\n",
"The purpose of tranforms is to alter your images in some way.\n",
"\n",
"That may be turning your images into a tensor (as we've seen before).\n",
"\n",
"Or cropping it or randomly erasing a portion or randomly rotating them.\n",
"\n",
"Doing this kinds of transforms is often referred to as **data augmentation**.\n",
"\n",
"**Data augmentation** is the process of altering your data in such a way that you *artificially* increase the diversity of your training set.\n",
"\n",
"Training a model on this *artificially* altered dataset hopefully results in a model that is capable of better *generalization* (the patterns it learns are more robust to future unseen examples).\n",
"\n",
"You can see many different examples of data augmentation performed on images using `torchvision.transforms` in PyTorch's [Illustration of Transforms example](https://pytorch.org/vision/main/auto_examples/transforms/plot_transforms_illustrations.html).\n",
"\n",
"But let's try one out ourselves.\n",
"\n",
"Machine learning is all about harnessing the power of randomness and research shows that random transforms (like [`transforms.RandAugment()`](https://pytorch.org/vision/stable/auto_examples/plot_transforms.html#randaugment) and [`transforms.TrivialAugmentWide()`](https://pytorch.org/vision/stable/auto_examples/plot_transforms.html#trivialaugmentwide)) generally perform better than hand-picked transforms.\n",
"\n",
"The idea behind [TrivialAugment](https://arxiv.org/abs/2103.10158) is... well, trivial. \n",
"\n",
"You have a set of transforms and you randomly pick a number of them to perform on an image and at a random magnitude between a given range (a higher magnitude means more instense).\n",
"\n",
"The PyTorch team even [used TrivialAugment it to train their latest state-of-the-art vision models](https://pytorch.org/blog/how-to-train-state-of-the-art-models-using-torchvision-latest-primitives/#break-down-of-key-accuracy-improvements).\n",
"\n",
"![trivial augment data augmentation being used for PyTorch state of the art training](https://raw.githubusercontent.com/mrdbourke/pytorch-deep-learning/main/images/04-trivial-augment-being-using-in-PyTorch-resize.png)\n",
"\n",
"*TrivialAugment was one of the ingredients used in a recent state of the art training upgrade to various PyTorch vision models.*\n",
"\n",
"How about we test it out on some of our own images?\n",
"\n",
"The main parameter to pay attention to in `transforms.TrivialAugmentWide()` is `num_magnitude_bins=31`.\n",
"\n",
"It defines how much of a range an intensity value will be picked to apply a certain transform, `0` being no range and `31` being maximum range (highest chance for highest intensity). \n",
"\n",
"We can incorporate `transforms.TrivialAugmentWide()` into `transforms.Compose()`."
]
},
{
"cell_type": "code",
"execution_count": 41,
"metadata": {},
"outputs": [],
"source": [
"from torchvision import transforms\n",
"\n",
"train_transforms = transforms.Compose([\n",
" transforms.Resize((224, 224)),\n",
" transforms.TrivialAugmentWide(num_magnitude_bins=31), # how intense \n",
" transforms.ToTensor() # use ToTensor() last to get everything between 0 & 1\n",
"])\n",
"\n",
"# Don't need to perform augmentation on the test data\n",
"test_transforms = transforms.Compose([\n",
" transforms.Resize((224, 224)), \n",
" transforms.ToTensor()\n",
"])"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"> **Note:** You usually don't perform data augmentation on the test set. The idea of data augmentation is to to *artificially* increase the diversity of the training set to better predict on the testing set. \n",
">\n",
"> However, you do need to make sure your test set images are transformed to tensors. We size the test images to the same size as our training images too, however, inference can be done on different size images if necessary (though this may alter performance).\n",
"\n",
"Beautiful, now we've got a training transform (with data augmentation) and test transform (without data augmentation).\n",
"\n",
"Let's test our data augmentation out!"
]
},
{
"cell_type": "code",
"execution_count": 42,
"metadata": {},
"outputs": [
{
"data": {
"image/png": 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",
"text/plain": [
"<Figure size 432x288 with 2 Axes>"
]
},
"metadata": {
"needs_background": "light"
},
"output_type": "display_data"
},
{
"data": {
"image/png": 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",
"text/plain": [
"<Figure size 432x288 with 2 Axes>"
]
},
"metadata": {
"needs_background": "light"
},
"output_type": "display_data"
},
{
"data": {
"image/png": 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",
"text/plain": [
"<Figure size 432x288 with 2 Axes>"
]
},
"metadata": {
"needs_background": "light"
},
"output_type": "display_data"
}
],
"source": [
"# Get all image paths\n",
"image_path_list = list(image_path.glob(\"*/*/*.jpg\"))\n",
"\n",
"# Plot random images\n",
"plot_transformed_images(\n",
" image_paths=image_path_list,\n",
" transform=train_transforms,\n",
" n=3,\n",
" seed=None\n",
")"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"Try running the cell above a few times and seeing how the original image changes as it goes through the transform."
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"## 7. Model 0: TinyVGG without data augmentation\n",
"\n",
"Alright, we've seen how to turn our data from images in folders to transformed tensors.\n",
"\n",
"Now let's construct a computer vision model to see if we can classify if an image is of pizza, steak or sushi.\n",
"\n",
"To begin, we'll start with a simple transform, only resizing the images to `(64, 64)` and turning them into tensors."
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"### 7.1 Creating transforms and loading data for Model 0"
]
},
{
"cell_type": "code",
"execution_count": 43,
"metadata": {},
"outputs": [],
"source": [
"# Create simple transform\n",
"simple_transform = transforms.Compose([ \n",
" transforms.Resize((64, 64)),\n",
" transforms.ToTensor(),\n",
"])"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"Excellent, now we've got a simple transform, let's:\n",
"1. Load the data, turning each of our training and test folders first into a `Dataset` with `torchvision.datasets.ImageFolder()` \n",
"2. Then into a `DataLoader` using `torch.utils.data.DataLoader()`.\n",
" * We'll set the `batch_size=32` and `num_workers` to as many CPUs on our machine (this will depend on what machine you're using)."
]
},
{
"cell_type": "code",
"execution_count": 44,
"metadata": {},
"outputs": [
{
"name": "stdout",
"output_type": "stream",
"text": [
"Creating DataLoader's with batch size 32 and 16 workers.\n"
]
},
{
"data": {
"text/plain": [
"(<torch.utils.data.dataloader.DataLoader at 0x1fd2ce5c4f0>,\n",
" <torch.utils.data.dataloader.DataLoader at 0x1fd1d0e10d0>)"
]
},
"execution_count": 44,
"metadata": {},
"output_type": "execute_result"
}
],
"source": [
"# 1. Load and transform data\n",
"from torchvision import datasets\n",
"train_data_simple = datasets.ImageFolder(root=train_dir, transform=simple_transform)\n",
"test_data_simple = datasets.ImageFolder(root=test_dir, transform=simple_transform)\n",
"\n",
"# 2. Turn data into DataLoaders\n",
"import os\n",
"from torch.utils.data import DataLoader\n",
"\n",
"# Setup batch size and number of workers \n",
"BATCH_SIZE = 32\n",
"NUM_WORKERS = os.cpu_count()\n",
"print(f\"Creating DataLoader's with batch size {BATCH_SIZE} and {NUM_WORKERS} workers.\")\n",
"\n",
"# Create DataLoader's\n",
"train_dataloader_simple = DataLoader(train_data_simple, \n",
" batch_size=BATCH_SIZE, \n",
" shuffle=True, \n",
" num_workers=NUM_WORKERS)\n",
"\n",
"test_dataloader_simple = DataLoader(test_data_simple, \n",
" batch_size=BATCH_SIZE, \n",
" shuffle=False, \n",
" num_workers=NUM_WORKERS)\n",
"\n",
"train_dataloader_simple, test_dataloader_simple"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"`DataLoader`'s created! \n",
"\n",
"Let's build a model."
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"### 7.2 Create TinyVGG model class\n",
"\n",
"In [notebook 03](https://www.learnpytorch.io/03_pytorch_computer_vision/#7-model-2-building-a-convolutional-neural-network-cnn), we used the TinyVGG model from the [CNN Explainer website](https://poloclub.github.io/cnn-explainer/).\n",
"\n",
"Let's recreate the same model, except this time we'll be using color images instead of grayscale (`in_channels=3` instead of `in_channels=1` for RGB pixels). "
]
},
{
"cell_type": "code",
"execution_count": 45,
"metadata": {},
"outputs": [
{
"data": {
"text/plain": [
"TinyVGG(\n",
" (conv_block_1): Sequential(\n",
" (0): Conv2d(3, 10, kernel_size=(3, 3), stride=(1, 1), padding=(1, 1))\n",
" (1): ReLU()\n",
" (2): Conv2d(10, 10, kernel_size=(3, 3), stride=(1, 1), padding=(1, 1))\n",
" (3): ReLU()\n",
" (4): MaxPool2d(kernel_size=2, stride=2, padding=0, dilation=1, ceil_mode=False)\n",
" )\n",
" (conv_block_2): Sequential(\n",
" (0): Conv2d(10, 10, kernel_size=(3, 3), stride=(1, 1), padding=(1, 1))\n",
" (1): ReLU()\n",
" (2): Conv2d(10, 10, kernel_size=(3, 3), stride=(1, 1), padding=(1, 1))\n",
" (3): ReLU()\n",
" (4): MaxPool2d(kernel_size=2, stride=2, padding=0, dilation=1, ceil_mode=False)\n",
" )\n",
" (classifier): Sequential(\n",
" (0): Flatten(start_dim=1, end_dim=-1)\n",
" (1): Linear(in_features=2560, out_features=3, bias=True)\n",
" )\n",
")"
]
},
"execution_count": 45,
"metadata": {},
"output_type": "execute_result"
}
],
"source": [
"class TinyVGG(nn.Module):\n",
" \"\"\"\n",
" Model architecture copying TinyVGG from: \n",
" https://poloclub.github.io/cnn-explainer/\n",
" \"\"\"\n",
" def __init__(self, input_shape: int, hidden_units: int, output_shape: int) -> None:\n",
" super().__init__()\n",
" self.conv_block_1 = nn.Sequential(\n",
" nn.Conv2d(in_channels=input_shape, \n",
" out_channels=hidden_units, \n",
" kernel_size=3, # how big is the square that's going over the image?\n",
" stride=1, # default\n",
" padding=1), # options = \"valid\" (no padding) or \"same\" (output has same shape as input) or int for specific number \n",
" nn.ReLU(),\n",
" nn.Conv2d(in_channels=hidden_units, \n",
" out_channels=hidden_units,\n",
" kernel_size=3,\n",
" stride=1,\n",
" padding=1),\n",
" nn.ReLU(),\n",
" nn.MaxPool2d(kernel_size=2,\n",
" stride=2) # default stride value is same as kernel_size\n",
" )\n",
" self.conv_block_2 = nn.Sequential(\n",
" nn.Conv2d(hidden_units, hidden_units, kernel_size=3, padding=1),\n",
" nn.ReLU(),\n",
" nn.Conv2d(hidden_units, hidden_units, kernel_size=3, padding=1),\n",
" nn.ReLU(),\n",
" nn.MaxPool2d(2)\n",
" )\n",
" self.classifier = nn.Sequential(\n",
" nn.Flatten(),\n",
" # Where did this in_features shape come from? \n",
" # It's because each layer of our network compresses and changes the shape of our inputs data.\n",
" nn.Linear(in_features=hidden_units*16*16,\n",
" out_features=output_shape)\n",
" )\n",
" \n",
" def forward(self, x: torch.Tensor):\n",
" x = self.conv_block_1(x)\n",
" # print(x.shape)\n",
" x = self.conv_block_2(x)\n",
" # print(x.shape)\n",
" x = self.classifier(x)\n",
" # print(x.shape)\n",
" return x\n",
" # return self.classifier(self.conv_block_2(self.conv_block_1(x))) # <- leverage the benefits of operator fusion\n",
"\n",
"torch.manual_seed(42)\n",
"model_0 = TinyVGG(input_shape=3, # number of color channels (3 for RGB) \n",
" hidden_units=10, \n",
" output_shape=len(train_data.classes)).to(device)\n",
"model_0"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"> **Note:** One of the ways to speed up deep learning models computing on a GPU is to leverage **operator fusion**.\n",
">\n",
"> This means in the `forward()` method in our model above, instead of calling a layer block and reassigning `x` every time, we call each block in succession (see the final line of the `forward()` method in the model above for an example).\n",
">\n",
"> This saves the time spent reassigning `x` (memory heavy) and focuses on only computing on `x`.\n",
"> \n",
"> See [*Making Deep Learning Go Brrrr From First Principles*](https://horace.io/brrr_intro.html) by Horace He for more ways on how to speed up machine learning models.\n",
"\n",
"Now that's a nice looking model!\n",
"\n",
"How about we test it out with a forward pass on a single image?\n",
"\n"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"### 7.3 Try a forward pass on a single image (to test the model)\n",
"\n",
"A good way to test a model is to do a forward pass on a single piece of data.\n",
"\n",
"It's also handy way to test the input and output shapes of our different layers.\n",
"\n",
"To do a forward pass on a single image, let's:\n",
"1. Get a batch of images and labels from the `DataLoader`.\n",
"2. Get a single image from the batch and `unsqueeze()` the image so it has a batch size of `1` (so its shape fits the model).\n",
"3. Perform inference on a single image (making sure to send the image to the target `device`).\n",
"4. Print out what's happening and convert the model's raw output logits to prediction probabilities with `torch.softmax()` (since we're working with multi-class data) and convert the prediction probabilities to prediction labels with `torch.argmax()`."
]
},
{
"cell_type": "code",
"execution_count": 46,
"metadata": {},
"outputs": [
{
"name": "stdout",
"output_type": "stream",
"text": [
"Single image shape: torch.Size([1, 3, 64, 64])\n",
"\n",
"Output logits:\n",
"tensor([[0.0578, 0.0635, 0.0352]], device='cuda:0')\n",
"\n",
"Output prediction probabilities:\n",
"tensor([[0.3352, 0.3371, 0.3277]], device='cuda:0')\n",
"\n",
"Output prediction label:\n",
"tensor([1], device='cuda:0')\n",
"\n",
"Actual label:\n",
"2\n"
]
}
],
"source": [
"# 1. Get a batch of images and labels from the DataLoader\n",
"img_batch, label_batch = next(iter(train_dataloader_simple))\n",
"\n",
"# 2. Get a single image from the batch and unsqueeze the image so its shape fits the model\n",
"img_single, label_single = img_batch[0].unsqueeze(dim=0), label_batch[0]\n",
"print(f\"Single image shape: {img_single.shape}\\n\")\n",
"\n",
"# 3. Perform a forward pass on a single image\n",
"model_0.eval()\n",
"with torch.inference_mode():\n",
" pred = model_0(img_single.to(device))\n",
" \n",
"# 4. Print out what's happening and convert model logits -> pred probs -> pred label\n",
"print(f\"Output logits:\\n{pred}\\n\")\n",
"print(f\"Output prediction probabilities:\\n{torch.softmax(pred, dim=1)}\\n\")\n",
"print(f\"Output prediction label:\\n{torch.argmax(torch.softmax(pred, dim=1), dim=1)}\\n\")\n",
"print(f\"Actual label:\\n{label_single}\")"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"Wonderful, it looks like our model is outputting what we'd expect it to output.\n",
"\n",
"You can run the cell above a few times and each time have a different image be predicted on.\n",
"\n",
"And you'll probably notice the predictions are often wrong.\n",
"\n",
"This is to be expected because the model hasn't been trained yet and it's essentially guessing using random weights."
]
},
{
"cell_type": "markdown",
"metadata": {
"tags": []
},
"source": [
"### 7.4 Use `torchinfo` to get an idea of the shapes going through our model\n",
"\n",
"Printing out our model with `print(model)` gives us an idea of what's going on with our model.\n",
"\n",
"And we can print out the shapes of our data throughout the `forward()` method.\n",
"\n",
"However, a helpful way to get information from our model is to use [`torchinfo`](https://github.com/TylerYep/torchinfo).\n",
"\n",
"`torchinfo` comes with a `summary()` method that takes a PyTorch model as well as an `input_shape` and returns what happens as a tensor moves through your model.\n",
"\n",
"> **Note:** If you're using Google Colab, you'll need to install `torchinfo`."
]
},
{
"cell_type": "code",
"execution_count": 47,
"metadata": {},
"outputs": [
{
"name": "stdout",
"output_type": "stream",
"text": [
"Collecting torchinfo\n",
" Downloading torchinfo-1.6.5-py3-none-any.whl (21 kB)\n",
"Installing collected packages: torchinfo\n",
"Successfully installed torchinfo-1.6.5\n"
]
},
{
"data": {
"text/plain": [
"==========================================================================================\n",
"Layer (type:depth-idx) Output Shape Param #\n",
"==========================================================================================\n",
"TinyVGG -- --\n",
"├─Sequential: 1-1 [1, 10, 32, 32] --\n",
"│ └─Conv2d: 2-1 [1, 10, 64, 64] 280\n",
"│ └─ReLU: 2-2 [1, 10, 64, 64] --\n",
"│ └─Conv2d: 2-3 [1, 10, 64, 64] 910\n",
"│ └─ReLU: 2-4 [1, 10, 64, 64] --\n",
"│ └─MaxPool2d: 2-5 [1, 10, 32, 32] --\n",
"├─Sequential: 1-2 [1, 10, 16, 16] --\n",
"│ └─Conv2d: 2-6 [1, 10, 32, 32] 910\n",
"│ └─ReLU: 2-7 [1, 10, 32, 32] --\n",
"│ └─Conv2d: 2-8 [1, 10, 32, 32] 910\n",
"│ └─ReLU: 2-9 [1, 10, 32, 32] --\n",
"│ └─MaxPool2d: 2-10 [1, 10, 16, 16] --\n",
"├─Sequential: 1-3 [1, 3] --\n",
"│ └─Flatten: 2-11 [1, 2560] --\n",
"│ └─Linear: 2-12 [1, 3] 7,683\n",
"==========================================================================================\n",
"Total params: 10,693\n",
"Trainable params: 10,693\n",
"Non-trainable params: 0\n",
"Total mult-adds (M): 6.75\n",
"==========================================================================================\n",
"Input size (MB): 0.05\n",
"Forward/backward pass size (MB): 0.82\n",
"Params size (MB): 0.04\n",
"Estimated Total Size (MB): 0.91\n",
"=========================================================================================="
]
},
"execution_count": 47,
"metadata": {},
"output_type": "execute_result"
}
],
"source": [
"# Install torchinfo if it's not available, import it if it is\n",
"try: \n",
" import torchinfo\n",
"except:\n",
" !pip install torchinfo\n",
" import torchinfo\n",
" \n",
"from torchinfo import summary\n",
"summary(model_0, input_size=[1, 3, 64, 64]) # do a test pass through of an example input size "
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"Nice! \n",
"\n",
"The output of `torchinfo.summary()` gives us a whole bunch of information about our model.\n",
"\n",
"Such as `Total params`, the total number of parameters in our model, the `Estimated Total Size (MB)` which is the size of our model.\n",
"\n",
"You can also see the change in input and output shapes as data of a certain `input_size` moves through our model.\n",
"\n",
"Right now, our parameter numbers and total model size is low. \n",
"\n",
"This because we're starting with a small model.\n",
"\n",
"And if we need to increase its size later, we can."
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"### 7.5 Create train & test loop functions \n",
"\n",
"We've got data and we've got a model.\n",
"\n",
"Now let's make some training and test loop functions to train our model on the training data and evaluate our model on the testing data.\n",
"\n",
"And to make sure we can use these the training and testing loops again, we'll functionize them.\n",
"\n",
"Specifically, we're going to make three functions:\n",
"1. `train_step()` - takes in a model, a `DataLoader`, a loss function and an optimizer and trains the model on the `DataLoader`.\n",
"2. `test_step()` - takes in a model, a `DataLoader` and a loss function and evaluates the model on the `DataLoader`.\n",
"3. `train()` - performs 1. and 2. together for a given number of epochs and returns a results dictionary.\n",
"\n",
"> **Note:** We covered the steps in a PyTorch opimization loop in [notebook 01](https://www.learnpytorch.io/01_pytorch_workflow/#creating-an-optimization-loop-in-pytorch), as well as the[ Unofficial PyTorch Optimization Loop Song](https://youtu.be/Nutpusq_AFw) and we've built similar functions in [notebook 03](https://www.learnpytorch.io/03_pytorch_computer_vision/#62-functionizing-training-and-test-loops).\n",
"\n",
"Let's start by building `train_step()`.\n",
"\n",
"Because we're dealing with batches in the `DataLoader`'s, we'll accumulate the model loss and accuracy values during training (by adding them up for each batch) and then adjust them at the end before we return them."
]
},
{
"cell_type": "code",
"execution_count": 48,
"metadata": {},
"outputs": [],
"source": [
"def train_step(model: torch.nn.Module, \n",
" dataloader: torch.utils.data.DataLoader, \n",
" loss_fn: torch.nn.Module, \n",
" optimizer: torch.optim.Optimizer):\n",
" # Put model in train mode\n",
" model.train()\n",
" \n",
" # Setup train loss and train accuracy values\n",
" train_loss, train_acc = 0, 0\n",
" \n",
" # Loop through data loader data batches\n",
" for batch, (X, y) in enumerate(dataloader):\n",
" # Send data to target device\n",
" X, y = X.to(device), y.to(device)\n",
"\n",
" # 1. Forward pass\n",
" y_pred = model(X)\n",
"\n",
" # 2. Calculate and accumulate loss\n",
" loss = loss_fn(y_pred, y)\n",
" train_loss += loss.item() \n",
"\n",
" # 3. Optimizer zero grad\n",
" optimizer.zero_grad()\n",
"\n",
" # 4. Loss backward\n",
" loss.backward()\n",
"\n",
" # 5. Optimizer step\n",
" optimizer.step()\n",
"\n",
" # Calculate and accumulate accuracy metric across all batches\n",
" y_pred_class = torch.argmax(torch.softmax(y_pred, dim=1), dim=1)\n",
" train_acc += (y_pred_class == y).sum().item()/len(y_pred)\n",
"\n",
" # Adjust metrics to get average loss and accuracy per batch \n",
" train_loss = train_loss / len(dataloader)\n",
" train_acc = train_acc / len(dataloader)\n",
" return train_loss, train_acc"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"Woohoo! `train_step()` function done.\n",
"\n",
"Now let's do the same for the `test_step()` function.\n",
"\n",
"The main difference here will be the `test_step()` won't take in an optimizer and therefore won't perform gradient descent.\n",
"\n",
"But since we'll be doing inference, we'll make sure to turn on the `torch.inference_mode()` context manager for making predictions."
]
},
{
"cell_type": "code",
"execution_count": 49,
"metadata": {},
"outputs": [],
"source": [
"def test_step(model: torch.nn.Module, \n",
" dataloader: torch.utils.data.DataLoader, \n",
" loss_fn: torch.nn.Module):\n",
" # Put model in eval mode\n",
" model.eval() \n",
" \n",
" # Setup test loss and test accuracy values\n",
" test_loss, test_acc = 0, 0\n",
" \n",
" # Turn on inference context manager\n",
" with torch.inference_mode():\n",
" # Loop through DataLoader batches\n",
" for batch, (X, y) in enumerate(dataloader):\n",
" # Send data to target device\n",
" X, y = X.to(device), y.to(device)\n",
" \n",
" # 1. Forward pass\n",
" test_pred_logits = model(X)\n",
"\n",
" # 2. Calculate and accumulate loss\n",
" loss = loss_fn(test_pred_logits, y)\n",
" test_loss += loss.item()\n",
" \n",
" # Calculate and accumulate accuracy\n",
" test_pred_labels = test_pred_logits.argmax(dim=1)\n",
" test_acc += ((test_pred_labels == y).sum().item()/len(test_pred_labels))\n",
" \n",
" # Adjust metrics to get average loss and accuracy per batch \n",
" test_loss = test_loss / len(dataloader)\n",
" test_acc = test_acc / len(dataloader)\n",
" return test_loss, test_acc"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"Excellent!"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"\n",
"\n",
"### 7.6 Creating a `train()` function to combine `train_step()` and `test_step()`\n",
"\n",
"Now we need a way to put our `train_step()` and `test_step()` functions together.\n",
"\n",
"To do so, we'll package them up in a `train()` function.\n",
"\n",
"This function will train the model as well as evaluate it.\n",
"\n",
"Specificially, it'll:\n",
"1. Take in a model, a `DataLoader` for training and test sets, an optimizer, a loss function and how many epochs to perform each train and test step for.\n",
"2. Create an empty results dictionary for `train_loss`, `train_acc`, `test_loss` and `test_acc` values (we can fill this up as training goes on).\n",
"3. Loop through the training and test step functions for a number of epochs.\n",
"4. Print out what's happening at the end of each epoch.\n",
"5. Update the empty results dictionary with the updated metrics each epoch.\n",
"6. Return the filled\n",
"\n",
"To keep track of the number of epochs we've been through, let's import `tqdm` from `tqdm.auto` ([`tqdm`](https://github.com/tqdm/tqdm) is one of the most popular progress bar libraries for Python and `tqdm.auto` automatically decides what kind of progress bar is best for your computing environment, e.g. Jupyter Notebook vs. Python script)."
]
},
{
"cell_type": "code",
"execution_count": 50,
"metadata": {},
"outputs": [],
"source": [
"from tqdm.auto import tqdm\n",
"\n",
"# 1. Take in various parameters required for training and test steps\n",
"def train(model: torch.nn.Module, \n",
" train_dataloader: torch.utils.data.DataLoader, \n",
" test_dataloader: torch.utils.data.DataLoader, \n",
" optimizer: torch.optim.Optimizer,\n",
" loss_fn: torch.nn.Module = nn.CrossEntropyLoss(),\n",
" epochs: int = 5):\n",
" \n",
" # 2. Create empty results dictionary\n",
" results = {\"train_loss\": [],\n",
" \"train_acc\": [],\n",
" \"test_loss\": [],\n",
" \"test_acc\": []\n",
" }\n",
" \n",
" # 3. Loop through training and testing steps for a number of epochs\n",
" for epoch in tqdm(range(epochs)):\n",
" train_loss, train_acc = train_step(model=model,\n",
" dataloader=train_dataloader,\n",
" loss_fn=loss_fn,\n",
" optimizer=optimizer)\n",
" test_loss, test_acc = test_step(model=model,\n",
" dataloader=test_dataloader,\n",
" loss_fn=loss_fn)\n",
" \n",
" # 4. Print out what's happening\n",
" print(\n",
" f\"Epoch: {epoch+1} | \"\n",
" f\"train_loss: {train_loss:.4f} | \"\n",
" f\"train_acc: {train_acc:.4f} | \"\n",
" f\"test_loss: {test_loss:.4f} | \"\n",
" f\"test_acc: {test_acc:.4f}\"\n",
" )\n",
"\n",
" # 5. Update results dictionary\n",
" results[\"train_loss\"].append(train_loss)\n",
" results[\"train_acc\"].append(train_acc)\n",
" results[\"test_loss\"].append(test_loss)\n",
" results[\"test_acc\"].append(test_acc)\n",
"\n",
" # 6. Return the filled results at the end of the epochs\n",
" return results"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"### 7.7 Train and Evaluate Model 0\n",
"\n",
"Alright, alright, alright we've got all of the ingredients we need to train and evaluate our model.\n",
"\n",
"Time to put our `TinyVGG` model, `DataLoader`'s and `train()` function together to see if we can build a model capable of discerning between pizza, steak and sushi!\n",
"\n",
"Let's recreate `model_0` (we don't need to but we will for completeness) then call our `train()` function passing in the necessary parameters.\n",
"\n",
"To keep our experiments quick, we'll train our model for **5 epochs** (though you could increase this if you want).\n",
"\n",
"As for an **optimizer** and **loss function**, we'll use `torch.nn.CrossEntropyLoss()` (since we're working with multi-class classification data) and `torch.optim.Adam()` with a learning rate of `1e-3` respecitvely.\n",
"\n",
"To see how long things take, we'll import Python's [`timeit.default_timer()`](https://docs.python.org/3/library/timeit.html#timeit.default_timer) method to calculate the training time."
]
},
{
"cell_type": "code",
"execution_count": 51,
"metadata": {},
"outputs": [
{
"data": {
"application/vnd.jupyter.widget-view+json": {
"model_id": "2c85ff44df474e51864e685699d375e9",
"version_major": 2,
"version_minor": 0
},
"text/plain": [
" 0%| | 0/5 [00:00<?, ?it/s]"
]
},
"metadata": {},
"output_type": "display_data"
},
{
"name": "stdout",
"output_type": "stream",
"text": [
"Epoch: 1 | train_loss: 1.1078 | train_acc: 0.2578 | test_loss: 1.1360 | test_acc: 0.2604\n",
"Epoch: 2 | train_loss: 1.0847 | train_acc: 0.4258 | test_loss: 1.1620 | test_acc: 0.1979\n",
"Epoch: 3 | train_loss: 1.1157 | train_acc: 0.2930 | test_loss: 1.1695 | test_acc: 0.1979\n",
"Epoch: 4 | train_loss: 1.0955 | train_acc: 0.4141 | test_loss: 1.1380 | test_acc: 0.1979\n",
"Epoch: 5 | train_loss: 1.0985 | train_acc: 0.2930 | test_loss: 1.1420 | test_acc: 0.1979\n",
"Total training time: 65.122 seconds\n"
]
}
],
"source": [
"# Set random seeds\n",
"torch.manual_seed(42) \n",
"torch.cuda.manual_seed(42)\n",
"\n",
"# Set number of epochs\n",
"NUM_EPOCHS = 5\n",
"\n",
"# Recreate an instance of TinyVGG\n",
"model_0 = TinyVGG(input_shape=3, # number of color channels (3 for RGB) \n",
" hidden_units=10, \n",
" output_shape=len(train_data.classes)).to(device)\n",
"\n",
"# Setup loss function and optimizer\n",
"loss_fn = nn.CrossEntropyLoss()\n",
"optimizer = torch.optim.Adam(params=model_0.parameters(), lr=0.001)\n",
"\n",
"# Start the timer\n",
"from timeit import default_timer as timer \n",
"start_time = timer()\n",
"\n",
"# Train model_0 \n",
"model_0_results = train(model=model_0, \n",
" train_dataloader=train_dataloader_simple,\n",
" test_dataloader=test_dataloader_simple,\n",
" optimizer=optimizer,\n",
" loss_fn=loss_fn, \n",
" epochs=NUM_EPOCHS)\n",
"\n",
"# End the timer and print out how long it took\n",
"end_time = timer()\n",
"print(f\"Total training time: {end_time-start_time:.3f} seconds\")"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"Hmm...\n",
"\n",
"It looks like our model performed pretty poorly.\n",
"\n",
"But that's okay for now, we'll keep persevering.\n",
"\n",
"What are some ways you could potentially improve it?\n",
"\n",
"> **Note:** Check out the [*Improving a model (from a model perspective)* section in notebook 02](https://www.learnpytorch.io/02_pytorch_classification/#5-improving-a-model-from-a-model-perspective) for ideas on improving our TinyVGG model."
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"### 7.8 Plot the loss curves of Model 0\n",
"\n",
"From the print outs of our `model_0` training, it didn't look like it did too well.\n",
"\n",
"But we can further evaluate it by plotting the model's **loss curves**. \n",
"\n",
"**Loss curves** show the model's results over time.\n",
"\n",
"And they're a great way to see how your model performs on different datasets (e.g. training and test).\n",
"\n",
"Let's create a function to plot the values in our `model_0_results` dictionary."
]
},
{
"cell_type": "code",
"execution_count": 52,
"metadata": {},
"outputs": [
{
"data": {
"text/plain": [
"dict_keys(['train_loss', 'train_acc', 'test_loss', 'test_acc'])"
]
},
"execution_count": 52,
"metadata": {},
"output_type": "execute_result"
}
],
"source": [
"# Check the model_0_results keys\n",
"model_0_results.keys()"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"We'll need to extract each of these keys and turn them into a plot."
]
},
{
"cell_type": "code",
"execution_count": 53,
"metadata": {},
"outputs": [],
"source": [
"def plot_loss_curves(results: Dict[str, List[float]]):\n",
" \"\"\"Plots training curves of a results dictionary.\n",
"\n",
" Args:\n",
" results (dict): dictionary containing list of values, e.g.\n",
" {\"train_loss\": [...],\n",
" \"train_acc\": [...],\n",
" \"test_loss\": [...],\n",
" \"test_acc\": [...]}\n",
" \"\"\"\n",
" \n",
" # Get the loss values of the results dictionary (training and test)\n",
" loss = results['train_loss']\n",
" test_loss = results['test_loss']\n",
"\n",
" # Get the accuracy values of the results dictionary (training and test)\n",
" accuracy = results['train_acc']\n",
" test_accuracy = results['test_acc']\n",
"\n",
" # Figure out how many epochs there were\n",
" epochs = range(len(results['train_loss']))\n",
"\n",
" # Setup a plot \n",
" plt.figure(figsize=(15, 7))\n",
"\n",
" # Plot loss\n",
" plt.subplot(1, 2, 1)\n",
" plt.plot(epochs, loss, label='train_loss')\n",
" plt.plot(epochs, test_loss, label='test_loss')\n",
" plt.title('Loss')\n",
" plt.xlabel('Epochs')\n",
" plt.legend()\n",
"\n",
" # Plot accuracy\n",
" plt.subplot(1, 2, 2)\n",
" plt.plot(epochs, accuracy, label='train_accuracy')\n",
" plt.plot(epochs, test_accuracy, label='test_accuracy')\n",
" plt.title('Accuracy')\n",
" plt.xlabel('Epochs')\n",
" plt.legend();"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"Okay, let's test our `plot_loss_curves()` function out."
]
},
{
"cell_type": "code",
"execution_count": 54,
"metadata": {},
"outputs": [
{
"data": {
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",
"text/plain": [
"<Figure size 1080x504 with 2 Axes>"
]
},
"metadata": {
"needs_background": "light"
},
"output_type": "display_data"
}
],
"source": [
"plot_loss_curves(model_0_results)"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"Woah.\n",
"\n",
"Looks like things are all over the place...\n",
"\n",
"But we kind of knew that because our model's print out results during training didn't show much promise.\n",
"\n",
"You could try training the model for longer and see what happens when you plot a loss curve over a longer time horizon."
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"## 8. What should an ideal loss curve look like?\n",
"\n",
"Looking at training and test loss curves is a great way to see if your model is **overfitting**.\n",
"\n",
"An overfitting model is one that performs better (often by a considerable margin) on the training set than the validation/test set.\n",
"\n",
"If your training loss is far lower than your test loss, your model is **overfitting**.\n",
"\n",
"As in, it's learning the patterns in the training too well and those patterns aren't generalizing to the test data.\n",
"\n",
"The other side is when your training and test loss are not as low as you'd like, this is considered **underfitting**.\n",
"\n",
"The ideal position for a training and test loss curve is for them to line up closely with each other.\n",
"\n",
"<img src=\"https://raw.githubusercontent.com/mrdbourke/pytorch-deep-learning/main/images/04-loss-curves-overfitting-underfitting-ideal.jpg\" alt=\"different training and test loss curves illustrating overfitting, underfitting and the ideal loss curves\" width=\"800\"/>\n",
"\n",
"*Left: If your training and test loss curves aren't as low as you'd like, this is considered **underfitting**. *Middle:* When your test/validation loss is higher than your training loss this is considered **overfitting**. *Right:* The ideal scenario is when your training and test loss curves line up over time. This means your model is generalizing well. There are more combinations and different things loss curves can do, for more on these, see Google's [Interpreting Loss Curves guide](https://developers.google.com/machine-learning/testing-debugging/metrics/interpretic).*"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"### 8.1 How to deal with overfitting\n",
"\n",
"Since the main problem with overfitting is that you're model is fitting the training data *too well*, you'll want to use techniques to \"reign it in\".\n",
"\n",
"A common technique of preventing overfitting is known as [**regularization**](https://ml-cheatsheet.readthedocs.io/en/latest/regularization.html).\n",
"\n",
"I like to think of this as \"making our models more regular\", as in, capable of fitting *more* kinds of data.\n",
"\n",
"Let's discuss a few methods to prevent overfitting.\n",
"\n",
"| **Method to prevent overfitting** | **What is it?** |\n",
"| ----- | ----- |\n",
"| **Get more data** | Having more data gives the model more opportunities to learn patterns, patterns which may be more generalizable to new examples. | \n",
"| **Simplify your model** | If the current model is already overfitting the training data, it may be too complicated of a model. This means it's learning the patterns of the data too well and isn't able to generalize well to unseen data. One way to simplify a model is to reduce the number of layers it uses or to reduce the number of hidden units in each layer. | \n",
"| **Use data augmentation** | [**Data augmentation**](https://developers.google.com/machine-learning/glossary#data-augmentation) manipulates the training data in a way so that's harder for the model to learn as it artificially adds more variety to the data. If a model is able to learn patterns in augmented data, the model may be able to generalize better to unseen data. |\n",
"| **Use transfer learning** | [**Transfer learning**](https://developers.google.com/machine-learning/glossary#transfer-learning) involves leveraging the patterns (also called pretrained weights) one model has learned to use as the foundation for your own task. In our case, we could use one computer vision model pretrained on a large variety of images and then tweak it slightly to be more specialized for food images. |\n",
"| **Use dropout layers** | Dropout layers randomly remove connections between hidden layers in neural networks, effectively simplifying a model but also making the remaining connections better. See [`torch.nn.Dropout()`](https://pytorch.org/docs/stable/generated/torch.nn.Dropout.html) for more. | \n",
"| **Use learning rate decay** | The idea here is to slowly decrease the learning rate as a model trains. This is akin to reaching for a coin at the back of a couch. The closer you get, the smaller your steps. The same with the learning rate, the closer you get to [**convergence**](https://developers.google.com/machine-learning/glossary#convergence), the smaller you'll want your weight updates to be. |\n",
"| **Use early stopping** | [**Early stopping**](https://developers.google.com/machine-learning/glossary#early_stopping) stops model training *before* it begins to overfit. As in, say the model's loss has stopped decreasing for the past 10 epochs (this number is arbitrary), you may want to stop the model training here and go with the model weights that had the lowest loss (10 epochs prior). |\n",
"\n",
"There are more methods for dealing with overfitting but these are some of the main ones.\n",
"\n",
"As you start to build more and more deep models, you'll find because deep learnings are *so good* at learning patterns in data, dealing with overfitting is one of the primary problems of deep learning."
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"### 8.2 How to deal with underfitting \n",
"\n",
"When a model is [**underfitting**](https://developers.google.com/machine-learning/glossary#underfitting) it is considered to have poor predictive power on the training and test sets.\n",
"\n",
"In essence, an underfitting model will fail to reduce the loss values to a desired level.\n",
"\n",
"Right now, looking at our current loss curves, I'd considered our `TinyVGG` model, `model_0`, to be underfitting the data.\n",
"\n",
"The main idea behind dealing with underfitting is to *increase* your model's predictive power.\n",
"\n",
"There are several ways to do this.\n",
"\n",
"| **Method to prevent underfitting** | **What is it?** |\n",
"| ----- | ----- |\n",
"| **Add more layers/units to your model** | If your model is underfitting, it may not have enough capability to *learn* the required patterns/weights/representations of the data to be predictive. One way to add more predictive power to your model is to increase the number of hidden layers/units within those layers. | \n",
"| **Tweak the learning rate** | Perhaps your model's learning rate is too high to begin with. And it's trying to update its weights each epoch too much, in turn not learning anything. In this case, you might lower the learning rate and see what happens. |\n",
"| **Use transfer learning** | Transfer learning is capable of preventing overfitting and underfitting. It involves using the patterns from a previously working model and adjusting them to your own problem. |\n",
"| **Train for longer** | Sometimes a model just needs more time to learn representations of data. If you find in your smaller experiments your model isn't learning anything, perhaps leaving it train for a more epochs may result in better performance. |\n",
"| **Use less regularization** | Perhaps your model is underfitting because you're trying to prevent overfitting too much. Holding back on regularization techniques can help your model fit the data better. |"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"### 8.3 The balance between overfitting and underfitting\n",
"\n",
"None of the methods discussed above are silver bullets, meaning, they don't always work.\n",
"\n",
"And preventing overfitting and underfitting is possibly the most active area of machine learning research.\n",
"\n",
"Since everone wants their models to fit better (less underfitting) but not so good they don't generalize well and perform in the real world (less overfitting).\n",
"\n",
"There's a fine line between overfitting and underfitting.\n",
"\n",
"Because too much of each can cause the other.\n",
"\n",
"Transfer learning is perhaps one of the most powerful techniques when it comes to dealing with both overfitting and underfitting on your own problems.\n",
"\n",
"Rather than handcraft different overfitting and underfitting techniques, transfer learning enables you to take an already working model in a similar problem space to yours (say one from [paperswithcode.com/sota](https://paperswithcode.com/sota) or [Hugging Face models](https://huggingface.co/models)) and apply it to your own dataset.\n",
"\n",
"We'll see the power of transfer learning in a later notebook."
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"## 9. Model 1: TinyVGG with Data Augmentation\n",
"\n",
"Time to try out another model!\n",
"\n",
"This time, let's load in the data and use **data augmentation** to see if it improves our results in anyway.\n",
"\n",
"First, we'll compose a training transform to include `transforms.TrivialAugmentWide()` as well as resize and turn our images into tensors.\n",
"\n",
"We'll do the same for a testing transform except without the data augmentation.\n",
"\n",
"### 9.1 Create transform with data augmentation"
]
},
{
"cell_type": "code",
"execution_count": 55,
"metadata": {},
"outputs": [],
"source": [
"# Create training transform with TrivialAugment\n",
"train_transform_trivial_augment = transforms.Compose([\n",
" transforms.Resize((64, 64)),\n",
" transforms.TrivialAugmentWide(num_magnitude_bins=31),\n",
" transforms.ToTensor() \n",
"])\n",
"\n",
"# Create testing transform (no data augmentation)\n",
"test_transform = transforms.Compose([\n",
" transforms.Resize((64, 64)),\n",
" transforms.ToTensor()\n",
"])"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"Wonderful!\n",
"\n",
"Now let's turn our images into `Dataset`'s using `torchvision.datasets.ImageFolder()` and then into `DataLoader`'s with `torch.utils.data.DataLoader()`.\n",
"\n",
"### 9.2 Create train and test `Dataset`'s and `DataLoader`'s\n",
"\n",
"We'll make sure the train `Dataset` uses the `train_transform_trivial_augment` and the test `Dataset` uses the `test_transform`."
]
},
{
"cell_type": "code",
"execution_count": 56,
"metadata": {},
"outputs": [
{
"data": {
"text/plain": [
"(Dataset ImageFolder\n",
" Number of datapoints: 225\n",
" Root location: data\\pizza_steak_sushi\\train\n",
" StandardTransform\n",
" Transform: Compose(\n",
" Resize(size=(64, 64), interpolation=bilinear, max_size=None, antialias=None)\n",
" TrivialAugmentWide(num_magnitude_bins=31, interpolation=InterpolationMode.NEAREST, fill=None)\n",
" ToTensor()\n",
" ),\n",
" Dataset ImageFolder\n",
" Number of datapoints: 75\n",
" Root location: data\\pizza_steak_sushi\\test\n",
" StandardTransform\n",
" Transform: Compose(\n",
" Resize(size=(64, 64), interpolation=bilinear, max_size=None, antialias=None)\n",
" ToTensor()\n",
" ))"
]
},
"execution_count": 56,
"metadata": {},
"output_type": "execute_result"
}
],
"source": [
"# Turn image folders into Datasets\n",
"train_data_augmented = datasets.ImageFolder(train_dir, transform=train_transform_trivial_augment)\n",
"test_data_simple = datasets.ImageFolder(test_dir, transform=test_transform)\n",
"\n",
"train_data_augmented, test_data_simple"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"And we'll make `DataLoader`'s with a `batch_size=32` and with `num_workers` set to the number of CPUs available on our machine (we can get this using Python's `os.cpu_count()`)."
]
},
{
"cell_type": "code",
"execution_count": 57,
"metadata": {},
"outputs": [
{
"data": {
"text/plain": [
"(<torch.utils.data.dataloader.DataLoader at 0x1fd2d0531c0>,\n",
" <torch.utils.data.dataloader.DataLoader at 0x1fd2cf94dc0>)"
]
},
"execution_count": 57,
"metadata": {},
"output_type": "execute_result"
}
],
"source": [
"# Turn Datasets into DataLoader's\n",
"import os\n",
"BATCH_SIZE = 32\n",
"NUM_WORKERS = os.cpu_count()\n",
"\n",
"torch.manual_seed(42)\n",
"train_dataloader_augmented = DataLoader(train_data_augmented, \n",
" batch_size=BATCH_SIZE, \n",
" shuffle=True,\n",
" num_workers=NUM_WORKERS)\n",
"\n",
"test_dataloader_simple = DataLoader(test_data_simple, \n",
" batch_size=BATCH_SIZE, \n",
" shuffle=False, \n",
" num_workers=NUM_WORKERS)\n",
"\n",
"train_dataloader_augmented, test_dataloader"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"### 9.3 Construct and train Model 1\n",
"\n",
"Data loaded!\n",
"\n",
"Now to build our next model, `model_1`, we can reuse our `TinyVGG` class from before. \n",
"\n",
"We'll make sure to send it to the target device."
]
},
{
"cell_type": "code",
"execution_count": 58,
"metadata": {},
"outputs": [
{
"data": {
"text/plain": [
"TinyVGG(\n",
" (conv_block_1): Sequential(\n",
" (0): Conv2d(3, 10, kernel_size=(3, 3), stride=(1, 1), padding=(1, 1))\n",
" (1): ReLU()\n",
" (2): Conv2d(10, 10, kernel_size=(3, 3), stride=(1, 1), padding=(1, 1))\n",
" (3): ReLU()\n",
" (4): MaxPool2d(kernel_size=2, stride=2, padding=0, dilation=1, ceil_mode=False)\n",
" )\n",
" (conv_block_2): Sequential(\n",
" (0): Conv2d(10, 10, kernel_size=(3, 3), stride=(1, 1), padding=(1, 1))\n",
" (1): ReLU()\n",
" (2): Conv2d(10, 10, kernel_size=(3, 3), stride=(1, 1), padding=(1, 1))\n",
" (3): ReLU()\n",
" (4): MaxPool2d(kernel_size=2, stride=2, padding=0, dilation=1, ceil_mode=False)\n",
" )\n",
" (classifier): Sequential(\n",
" (0): Flatten(start_dim=1, end_dim=-1)\n",
" (1): Linear(in_features=2560, out_features=3, bias=True)\n",
" )\n",
")"
]
},
"execution_count": 58,
"metadata": {},
"output_type": "execute_result"
}
],
"source": [
"# Create model_1 and send it to the target device\n",
"torch.manual_seed(42)\n",
"model_1 = TinyVGG(\n",
" input_shape=3,\n",
" hidden_units=10,\n",
" output_shape=len(train_data_augmented.classes)).to(device)\n",
"model_1"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"Model ready!\n",
"\n",
"Time to train!\n",
"\n",
"Since we've already got functions for the training loop (`train_step()`) and testing loop (`test_step()`) and a function to put them together in `train()`, let's reuse those.\n",
"\n",
"We'll use the same setup as `model_0` with only the `train_dataloader` parameter varying:\n",
"* Train for 5 epochs.\n",
"* Use `train_dataloader=train_dataloader_augmented` as the training data in `train()`.\n",
"* Use `torch.nn.CrossEntropyLoss()` as the loss function (since we're working with multi-class classification).\n",
"* Use `torch.optim.Adam()` with `lr=0.001` as the learning rate as the optimizer. "
]
},
{
"cell_type": "code",
"execution_count": 59,
"metadata": {},
"outputs": [
{
"data": {
"application/vnd.jupyter.widget-view+json": {
"model_id": "c7c28bab3e334a5c8754dcd6127c3ba2",
"version_major": 2,
"version_minor": 0
},
"text/plain": [
" 0%| | 0/5 [00:00<?, ?it/s]"
]
},
"metadata": {},
"output_type": "display_data"
},
{
"name": "stdout",
"output_type": "stream",
"text": [
"Epoch: 1 | train_loss: 1.1074 | train_acc: 0.2461 | test_loss: 1.1058 | test_acc: 0.2604\n",
"Epoch: 2 | train_loss: 1.0791 | train_acc: 0.4258 | test_loss: 1.1382 | test_acc: 0.2604\n",
"Epoch: 3 | train_loss: 1.0804 | train_acc: 0.4258 | test_loss: 1.1683 | test_acc: 0.2604\n",
"Epoch: 4 | train_loss: 1.1287 | train_acc: 0.3047 | test_loss: 1.1626 | test_acc: 0.2604\n",
"Epoch: 5 | train_loss: 1.0884 | train_acc: 0.4258 | test_loss: 1.1481 | test_acc: 0.2604\n",
"Total training time: 67.543 seconds\n"
]
}
],
"source": [
"# Set random seeds\n",
"torch.manual_seed(42) \n",
"torch.cuda.manual_seed(42)\n",
"\n",
"# Set number of epochs\n",
"NUM_EPOCHS = 5\n",
"\n",
"# Setup loss function and optimizer\n",
"loss_fn = nn.CrossEntropyLoss()\n",
"optimizer = torch.optim.Adam(params=model_1.parameters(), lr=0.001)\n",
"\n",
"# Start the timer\n",
"from timeit import default_timer as timer \n",
"start_time = timer()\n",
"\n",
"# Train model_1\n",
"model_1_results = train(model=model_1, \n",
" train_dataloader=train_dataloader_augmented,\n",
" test_dataloader=test_dataloader_simple,\n",
" optimizer=optimizer,\n",
" loss_fn=loss_fn, \n",
" epochs=NUM_EPOCHS)\n",
"\n",
"# End the timer and print out how long it took\n",
"end_time = timer()\n",
"print(f\"Total training time: {end_time-start_time:.3f} seconds\")"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"Hmm...\n",
"\n",
"It doesn't look like our model performed very well again.\n",
"\n",
"Let's check out its loss curves."
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"### 9.4 Plot the loss curves of Model 1\n",
"\n",
"Since we've got the results of `model_1` saved in a results dictionary, `model_1_results`, we can plot them using `plot_loss_curves()`."
]
},
{
"cell_type": "code",
"execution_count": 60,
"metadata": {},
"outputs": [
{
"data": {
"image/png": 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",
"text/plain": [
"<Figure size 1080x504 with 2 Axes>"
]
},
"metadata": {
"needs_background": "light"
},
"output_type": "display_data"
}
],
"source": [
"plot_loss_curves(model_1_results)"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"Wow...\n",
"\n",
"These don't look very good either...\n",
"\n",
"Is our model **underfitting** or **overfitting**?\n",
"\n",
"Or both?\n",
"\n",
"Ideally we'd like it have higher accuracy and lower loss right?\n",
"\n",
"What are some methods you could try to use to achieve these?"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"## 10. Compare model results\n",
"\n",
"Even though our models our performing quite poorly, we can still write code to compare them.\n",
"\n",
"Let's first turn our model results in pandas DataFrames."
]
},
{
"cell_type": "code",
"execution_count": 61,
"metadata": {},
"outputs": [
{
"data": {
"text/html": [
"<div>\n",
"<style scoped>\n",
" .dataframe tbody tr th:only-of-type {\n",
" vertical-align: middle;\n",
" }\n",
"\n",
" .dataframe tbody tr th {\n",
" vertical-align: top;\n",
" }\n",
"\n",
" .dataframe thead th {\n",
" text-align: right;\n",
" }\n",
"</style>\n",
"<table border=\"1\" class=\"dataframe\">\n",
" <thead>\n",
" <tr style=\"text-align: right;\">\n",
" <th></th>\n",
" <th>train_loss</th>\n",
" <th>train_acc</th>\n",
" <th>test_loss</th>\n",
" <th>test_acc</th>\n",
" </tr>\n",
" </thead>\n",
" <tbody>\n",
" <tr>\n",
" <th>0</th>\n",
" <td>1.107832</td>\n",
" <td>0.257812</td>\n",
" <td>1.136025</td>\n",
" <td>0.260417</td>\n",
" </tr>\n",
" <tr>\n",
" <th>1</th>\n",
" <td>1.084726</td>\n",
" <td>0.425781</td>\n",
" <td>1.161953</td>\n",
" <td>0.197917</td>\n",
" </tr>\n",
" <tr>\n",
" <th>2</th>\n",
" <td>1.115656</td>\n",
" <td>0.292969</td>\n",
" <td>1.169479</td>\n",
" <td>0.197917</td>\n",
" </tr>\n",
" <tr>\n",
" <th>3</th>\n",
" <td>1.095543</td>\n",
" <td>0.414062</td>\n",
" <td>1.137993</td>\n",
" <td>0.197917</td>\n",
" </tr>\n",
" <tr>\n",
" <th>4</th>\n",
" <td>1.098464</td>\n",
" <td>0.292969</td>\n",
" <td>1.142002</td>\n",
" <td>0.197917</td>\n",
" </tr>\n",
" </tbody>\n",
"</table>\n",
"</div>"
],
"text/plain": [
" train_loss train_acc test_loss test_acc\n",
"0 1.107832 0.257812 1.136025 0.260417\n",
"1 1.084726 0.425781 1.161953 0.197917\n",
"2 1.115656 0.292969 1.169479 0.197917\n",
"3 1.095543 0.414062 1.137993 0.197917\n",
"4 1.098464 0.292969 1.142002 0.197917"
]
},
"execution_count": 61,
"metadata": {},
"output_type": "execute_result"
}
],
"source": [
"import pandas as pd\n",
"model_0_df = pd.DataFrame(model_0_results)\n",
"model_1_df = pd.DataFrame(model_1_results)\n",
"model_0_df"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"And now we can write some plotting code using `matplotlib` to visualize the results of `model_0` and `model_1` together."
]
},
{
"cell_type": "code",
"execution_count": 62,
"metadata": {},
"outputs": [
{
"data": {
"image/png": 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",
"text/plain": [
"<Figure size 1080x720 with 4 Axes>"
]
},
"metadata": {
"needs_background": "light"
},
"output_type": "display_data"
}
],
"source": [
"# Setup a plot \n",
"plt.figure(figsize=(15, 10))\n",
"\n",
"# Get number of epochs\n",
"epochs = range(len(model_0_df))\n",
"\n",
"# Plot train loss\n",
"plt.subplot(2, 2, 1)\n",
"plt.plot(epochs, model_0_df[\"train_loss\"], label=\"Model 0\")\n",
"plt.plot(epochs, model_1_df[\"train_loss\"], label=\"Model 1\")\n",
"plt.title(\"Train Loss\")\n",
"plt.xlabel(\"Epochs\")\n",
"plt.legend()\n",
"\n",
"# Plot test loss\n",
"plt.subplot(2, 2, 2)\n",
"plt.plot(epochs, model_0_df[\"test_loss\"], label=\"Model 0\")\n",
"plt.plot(epochs, model_1_df[\"test_loss\"], label=\"Model 1\")\n",
"plt.title(\"Test Loss\")\n",
"plt.xlabel(\"Epochs\")\n",
"plt.legend()\n",
"\n",
"# Plot train accuracy\n",
"plt.subplot(2, 2, 3)\n",
"plt.plot(epochs, model_0_df[\"train_acc\"], label=\"Model 0\")\n",
"plt.plot(epochs, model_1_df[\"train_acc\"], label=\"Model 1\")\n",
"plt.title(\"Train Accuracy\")\n",
"plt.xlabel(\"Epochs\")\n",
"plt.legend()\n",
"\n",
"# Plot test accuracy\n",
"plt.subplot(2, 2, 4)\n",
"plt.plot(epochs, model_0_df[\"test_acc\"], label=\"Model 0\")\n",
"plt.plot(epochs, model_1_df[\"test_acc\"], label=\"Model 1\")\n",
"plt.title(\"Test Accuracy\")\n",
"plt.xlabel(\"Epochs\")\n",
"plt.legend();"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"It looks like our models both performed equally poorly and were kind of sporadic (the metrics go up and down sharply).\n",
"\n",
"If you built `model_2`, what would you do differently to try and improve performance?"
]
},
{
"cell_type": "markdown",
"metadata": {
"tags": []
},
"source": [
"## 11. Make a prediction on a custom image\n",
"\n",
"If you've trained a model on a certain dataset, chances are you'd like to make a prediction on on your own custom data.\n",
"\n",
"In our case, since we've trained a model on pizza, steak and sushi images, how could we use our model to make a prediction on one of our own images?\n",
"\n",
"To do so, we can load an image and then **preprocess it in a way that matches the type of data our model was trained on**.\n",
"\n",
"In other words, we'll have to convert our own custom image to a tensor and make sure it's in the right datatype before passing it to our model.\n",
"\n",
"Let's start by downloading a custom image.\n",
"\n",
"Since our model predicts whether an image contains pizza, steak or sushi, let's download a photo of [my Dad giving two thumbs up to a big pizza from the Learn PyTorch for Deep Learning GitHub](https://github.com/mrdbourke/pytorch-deep-learning/blob/main/images/04-pizza-dad.jpeg).\n",
"\n",
"We download the image using Python's `requests` module.\n",
"\n",
"> **Note:** If you're using Google Colab, you can also upload an image to the current session by going to the left hand side menu -> Files -> Upload to session storage. Beware though, this image will delete when your Google Colab session ends.\n"
]
},
{
"cell_type": "code",
"execution_count": 63,
"metadata": {},
"outputs": [
{
"name": "stdout",
"output_type": "stream",
"text": [
"data\\04-pizza-dad.jpeg already exists, skipping download.\n"
]
}
],
"source": [
"# Download custom image\n",
"import requests\n",
"\n",
"# Setup custom image path\n",
"custom_image_path = data_path / \"04-pizza-dad.jpeg\"\n",
"\n",
"# Download the image if it doesn't already exist\n",
"if not custom_image_path.is_file():\n",
" with open(custom_image_path, \"wb\") as f:\n",
" # When downloading from GitHub, need to use the \"raw\" file link\n",
" request = requests.get(\"https://raw.githubusercontent.com/mrdbourke/pytorch-deep-learning/main/images/04-pizza-dad.jpeg\")\n",
" print(f\"Downloading {custom_image_path}...\")\n",
" f.write(request.content)\n",
"else:\n",
" print(f\"{custom_image_path} already exists, skipping download.\")"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"### 11.1 Loading in a custom image with PyTorch\n",
"\n",
"Excellent!\n",
"\n",
"Looks like we've got a custom image downloaded and ready to go at `data/04-pizza-dad.jpeg`. \n",
"\n",
"Time to load it in.\n",
"\n",
"PyTorch's `torchvision` has several input and output (\"IO\" or \"io\" for short) methods for reading and writing images and video in [`torchvision.io`](https://pytorch.org/vision/stable/io.html).\n",
"\n",
"Since we want to load in an image, we'll use [`torchvision.io.read_image()`](https://pytorch.org/vision/stable/generated/torchvision.io.read_image.html#torchvision.io.read_image).\n",
"\n",
"This method will read a JPEG or PNG image and turn it into a 3 dimensional RGB or grayscale `torch.Tensor` with values of datatype `uint8` in range `[0, 255]`.\n",
"\n",
"Let's try it out."
]
},
{
"cell_type": "code",
"execution_count": 64,
"metadata": {},
"outputs": [
{
"name": "stdout",
"output_type": "stream",
"text": [
"Custom image tensor:\n",
"tensor([[[154, 175, 181, ..., 21, 18, 14],\n",
" [146, 167, 180, ..., 21, 18, 15],\n",
" [124, 146, 171, ..., 18, 17, 15],\n",
" ...,\n",
" [ 72, 59, 45, ..., 152, 150, 148],\n",
" [ 64, 55, 41, ..., 150, 147, 144],\n",
" [ 64, 60, 46, ..., 149, 146, 143]],\n",
"\n",
" [[171, 189, 193, ..., 22, 19, 15],\n",
" [163, 181, 194, ..., 22, 19, 16],\n",
" [141, 163, 185, ..., 19, 18, 16],\n",
" ...,\n",
" [ 55, 42, 28, ..., 106, 104, 102],\n",
" [ 47, 38, 24, ..., 108, 105, 102],\n",
" [ 47, 43, 29, ..., 107, 104, 101]],\n",
"\n",
" [[117, 138, 145, ..., 17, 14, 10],\n",
" [109, 130, 145, ..., 17, 14, 11],\n",
" [ 87, 111, 136, ..., 14, 13, 11],\n",
" ...,\n",
" [ 35, 22, 8, ..., 54, 52, 50],\n",
" [ 27, 18, 4, ..., 50, 47, 44],\n",
" [ 27, 23, 9, ..., 49, 46, 43]]], dtype=torch.uint8)\n",
"\n",
"Custom image shape: torch.Size([3, 4032, 3024])\n",
"\n",
"Custom image dtype: torch.uint8\n"
]
}
],
"source": [
"import torchvision\n",
"\n",
"# Read in custom image\n",
"custom_image_uint8 = torchvision.io.read_image(str(custom_image_path))\n",
"\n",
"# Print out image data\n",
"print(f\"Custom image tensor:\\n{custom_image_uint8}\\n\")\n",
"print(f\"Custom image shape: {custom_image_uint8.shape}\\n\")\n",
"print(f\"Custom image dtype: {custom_image_uint8.dtype}\")"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"Nice! Looks like our image is in tensor format, however, is this image format compatible with our model?\n",
"\n",
"Our `custom_image` tensor is of datatype `torch.uint8` and its values are between `[0, 255]`.\n",
"\n",
"But our model takes image tensors of datatype `torch.float32` and with values between `[0, 1]`.\n",
"\n",
"So before we use our custom image with our model, **we'll need to convert it to the same format as the data our model is trained on**.\n",
"\n",
"If we don't do this, our model will error."
]
},
{
"cell_type": "code",
"execution_count": 65,
"metadata": {},
"outputs": [
{
"ename": "RuntimeError",
"evalue": "Input type (torch.cuda.ByteTensor) and weight type (torch.cuda.FloatTensor) should be the same",
"output_type": "error",
"traceback": [
"\u001b[1;31m---------------------------------------------------------------------------\u001b[0m",
"\u001b[1;31mRuntimeError\u001b[0m Traceback (most recent call last)",
"Input \u001b[1;32mIn [65]\u001b[0m, in \u001b[0;36m<cell line: 3>\u001b[1;34m()\u001b[0m\n\u001b[0;32m 2\u001b[0m model_1\u001b[38;5;241m.\u001b[39meval()\n\u001b[0;32m 3\u001b[0m \u001b[38;5;28;01mwith\u001b[39;00m torch\u001b[38;5;241m.\u001b[39minference_mode():\n\u001b[1;32m----> 4\u001b[0m \u001b[43mmodel_1\u001b[49m\u001b[43m(\u001b[49m\u001b[43mcustom_image_uint8\u001b[49m\u001b[38;5;241;43m.\u001b[39;49m\u001b[43mto\u001b[49m\u001b[43m(\u001b[49m\u001b[43mdevice\u001b[49m\u001b[43m)\u001b[49m\u001b[43m)\u001b[49m\n",
"File \u001b[1;32m~\\mambaforge\\envs\\ds\\lib\\site-packages\\torch\\nn\\modules\\module.py:1110\u001b[0m, in \u001b[0;36mModule._call_impl\u001b[1;34m(self, *input, **kwargs)\u001b[0m\n\u001b[0;32m 1106\u001b[0m \u001b[38;5;66;03m# If we don't have any hooks, we want to skip the rest of the logic in\u001b[39;00m\n\u001b[0;32m 1107\u001b[0m \u001b[38;5;66;03m# this function, and just call forward.\u001b[39;00m\n\u001b[0;32m 1108\u001b[0m \u001b[38;5;28;01mif\u001b[39;00m \u001b[38;5;129;01mnot\u001b[39;00m (\u001b[38;5;28mself\u001b[39m\u001b[38;5;241m.\u001b[39m_backward_hooks \u001b[38;5;129;01mor\u001b[39;00m \u001b[38;5;28mself\u001b[39m\u001b[38;5;241m.\u001b[39m_forward_hooks \u001b[38;5;129;01mor\u001b[39;00m \u001b[38;5;28mself\u001b[39m\u001b[38;5;241m.\u001b[39m_forward_pre_hooks \u001b[38;5;129;01mor\u001b[39;00m _global_backward_hooks\n\u001b[0;32m 1109\u001b[0m \u001b[38;5;129;01mor\u001b[39;00m _global_forward_hooks \u001b[38;5;129;01mor\u001b[39;00m _global_forward_pre_hooks):\n\u001b[1;32m-> 1110\u001b[0m \u001b[38;5;28;01mreturn\u001b[39;00m forward_call(\u001b[38;5;241m*\u001b[39m\u001b[38;5;28minput\u001b[39m, \u001b[38;5;241m*\u001b[39m\u001b[38;5;241m*\u001b[39mkwargs)\n\u001b[0;32m 1111\u001b[0m \u001b[38;5;66;03m# Do not call functions when jit is used\u001b[39;00m\n\u001b[0;32m 1112\u001b[0m full_backward_hooks, non_full_backward_hooks \u001b[38;5;241m=\u001b[39m [], []\n",
"Input \u001b[1;32mIn [45]\u001b[0m, in \u001b[0;36mTinyVGG.forward\u001b[1;34m(self, x)\u001b[0m\n\u001b[0;32m 39\u001b[0m \u001b[38;5;28;01mdef\u001b[39;00m \u001b[38;5;21mforward\u001b[39m(\u001b[38;5;28mself\u001b[39m, x: torch\u001b[38;5;241m.\u001b[39mTensor):\n\u001b[1;32m---> 40\u001b[0m x \u001b[38;5;241m=\u001b[39m \u001b[38;5;28;43mself\u001b[39;49m\u001b[38;5;241;43m.\u001b[39;49m\u001b[43mconv_block_1\u001b[49m\u001b[43m(\u001b[49m\u001b[43mx\u001b[49m\u001b[43m)\u001b[49m\n\u001b[0;32m 41\u001b[0m \u001b[38;5;66;03m# print(x.shape)\u001b[39;00m\n\u001b[0;32m 42\u001b[0m x \u001b[38;5;241m=\u001b[39m \u001b[38;5;28mself\u001b[39m\u001b[38;5;241m.\u001b[39mconv_block_2(x)\n",
"File \u001b[1;32m~\\mambaforge\\envs\\ds\\lib\\site-packages\\torch\\nn\\modules\\module.py:1110\u001b[0m, in \u001b[0;36mModule._call_impl\u001b[1;34m(self, *input, **kwargs)\u001b[0m\n\u001b[0;32m 1106\u001b[0m \u001b[38;5;66;03m# If we don't have any hooks, we want to skip the rest of the logic in\u001b[39;00m\n\u001b[0;32m 1107\u001b[0m \u001b[38;5;66;03m# this function, and just call forward.\u001b[39;00m\n\u001b[0;32m 1108\u001b[0m \u001b[38;5;28;01mif\u001b[39;00m \u001b[38;5;129;01mnot\u001b[39;00m (\u001b[38;5;28mself\u001b[39m\u001b[38;5;241m.\u001b[39m_backward_hooks \u001b[38;5;129;01mor\u001b[39;00m \u001b[38;5;28mself\u001b[39m\u001b[38;5;241m.\u001b[39m_forward_hooks \u001b[38;5;129;01mor\u001b[39;00m \u001b[38;5;28mself\u001b[39m\u001b[38;5;241m.\u001b[39m_forward_pre_hooks \u001b[38;5;129;01mor\u001b[39;00m _global_backward_hooks\n\u001b[0;32m 1109\u001b[0m \u001b[38;5;129;01mor\u001b[39;00m _global_forward_hooks \u001b[38;5;129;01mor\u001b[39;00m _global_forward_pre_hooks):\n\u001b[1;32m-> 1110\u001b[0m \u001b[38;5;28;01mreturn\u001b[39;00m forward_call(\u001b[38;5;241m*\u001b[39m\u001b[38;5;28minput\u001b[39m, \u001b[38;5;241m*\u001b[39m\u001b[38;5;241m*\u001b[39mkwargs)\n\u001b[0;32m 1111\u001b[0m \u001b[38;5;66;03m# Do not call functions when jit is used\u001b[39;00m\n\u001b[0;32m 1112\u001b[0m full_backward_hooks, non_full_backward_hooks \u001b[38;5;241m=\u001b[39m [], []\n",
"File \u001b[1;32m~\\mambaforge\\envs\\ds\\lib\\site-packages\\torch\\nn\\modules\\container.py:141\u001b[0m, in \u001b[0;36mSequential.forward\u001b[1;34m(self, input)\u001b[0m\n\u001b[0;32m 139\u001b[0m \u001b[38;5;28;01mdef\u001b[39;00m \u001b[38;5;21mforward\u001b[39m(\u001b[38;5;28mself\u001b[39m, \u001b[38;5;28minput\u001b[39m):\n\u001b[0;32m 140\u001b[0m \u001b[38;5;28;01mfor\u001b[39;00m module \u001b[38;5;129;01min\u001b[39;00m \u001b[38;5;28mself\u001b[39m:\n\u001b[1;32m--> 141\u001b[0m \u001b[38;5;28minput\u001b[39m \u001b[38;5;241m=\u001b[39m \u001b[43mmodule\u001b[49m\u001b[43m(\u001b[49m\u001b[38;5;28;43minput\u001b[39;49m\u001b[43m)\u001b[49m\n\u001b[0;32m 142\u001b[0m \u001b[38;5;28;01mreturn\u001b[39;00m \u001b[38;5;28minput\u001b[39m\n",
"File \u001b[1;32m~\\mambaforge\\envs\\ds\\lib\\site-packages\\torch\\nn\\modules\\module.py:1110\u001b[0m, in \u001b[0;36mModule._call_impl\u001b[1;34m(self, *input, **kwargs)\u001b[0m\n\u001b[0;32m 1106\u001b[0m \u001b[38;5;66;03m# If we don't have any hooks, we want to skip the rest of the logic in\u001b[39;00m\n\u001b[0;32m 1107\u001b[0m \u001b[38;5;66;03m# this function, and just call forward.\u001b[39;00m\n\u001b[0;32m 1108\u001b[0m \u001b[38;5;28;01mif\u001b[39;00m \u001b[38;5;129;01mnot\u001b[39;00m (\u001b[38;5;28mself\u001b[39m\u001b[38;5;241m.\u001b[39m_backward_hooks \u001b[38;5;129;01mor\u001b[39;00m \u001b[38;5;28mself\u001b[39m\u001b[38;5;241m.\u001b[39m_forward_hooks \u001b[38;5;129;01mor\u001b[39;00m \u001b[38;5;28mself\u001b[39m\u001b[38;5;241m.\u001b[39m_forward_pre_hooks \u001b[38;5;129;01mor\u001b[39;00m _global_backward_hooks\n\u001b[0;32m 1109\u001b[0m \u001b[38;5;129;01mor\u001b[39;00m _global_forward_hooks \u001b[38;5;129;01mor\u001b[39;00m _global_forward_pre_hooks):\n\u001b[1;32m-> 1110\u001b[0m \u001b[38;5;28;01mreturn\u001b[39;00m forward_call(\u001b[38;5;241m*\u001b[39m\u001b[38;5;28minput\u001b[39m, \u001b[38;5;241m*\u001b[39m\u001b[38;5;241m*\u001b[39mkwargs)\n\u001b[0;32m 1111\u001b[0m \u001b[38;5;66;03m# Do not call functions when jit is used\u001b[39;00m\n\u001b[0;32m 1112\u001b[0m full_backward_hooks, non_full_backward_hooks \u001b[38;5;241m=\u001b[39m [], []\n",
"File \u001b[1;32m~\\mambaforge\\envs\\ds\\lib\\site-packages\\torch\\nn\\modules\\conv.py:447\u001b[0m, in \u001b[0;36mConv2d.forward\u001b[1;34m(self, input)\u001b[0m\n\u001b[0;32m 446\u001b[0m \u001b[38;5;28;01mdef\u001b[39;00m \u001b[38;5;21mforward\u001b[39m(\u001b[38;5;28mself\u001b[39m, \u001b[38;5;28minput\u001b[39m: Tensor) \u001b[38;5;241m-\u001b[39m\u001b[38;5;241m>\u001b[39m Tensor:\n\u001b[1;32m--> 447\u001b[0m \u001b[38;5;28;01mreturn\u001b[39;00m \u001b[38;5;28;43mself\u001b[39;49m\u001b[38;5;241;43m.\u001b[39;49m\u001b[43m_conv_forward\u001b[49m\u001b[43m(\u001b[49m\u001b[38;5;28;43minput\u001b[39;49m\u001b[43m,\u001b[49m\u001b[43m \u001b[49m\u001b[38;5;28;43mself\u001b[39;49m\u001b[38;5;241;43m.\u001b[39;49m\u001b[43mweight\u001b[49m\u001b[43m,\u001b[49m\u001b[43m \u001b[49m\u001b[38;5;28;43mself\u001b[39;49m\u001b[38;5;241;43m.\u001b[39;49m\u001b[43mbias\u001b[49m\u001b[43m)\u001b[49m\n",
"File \u001b[1;32m~\\mambaforge\\envs\\ds\\lib\\site-packages\\torch\\nn\\modules\\conv.py:443\u001b[0m, in \u001b[0;36mConv2d._conv_forward\u001b[1;34m(self, input, weight, bias)\u001b[0m\n\u001b[0;32m 439\u001b[0m \u001b[38;5;28;01mif\u001b[39;00m \u001b[38;5;28mself\u001b[39m\u001b[38;5;241m.\u001b[39mpadding_mode \u001b[38;5;241m!=\u001b[39m \u001b[38;5;124m'\u001b[39m\u001b[38;5;124mzeros\u001b[39m\u001b[38;5;124m'\u001b[39m:\n\u001b[0;32m 440\u001b[0m \u001b[38;5;28;01mreturn\u001b[39;00m F\u001b[38;5;241m.\u001b[39mconv2d(F\u001b[38;5;241m.\u001b[39mpad(\u001b[38;5;28minput\u001b[39m, \u001b[38;5;28mself\u001b[39m\u001b[38;5;241m.\u001b[39m_reversed_padding_repeated_twice, mode\u001b[38;5;241m=\u001b[39m\u001b[38;5;28mself\u001b[39m\u001b[38;5;241m.\u001b[39mpadding_mode),\n\u001b[0;32m 441\u001b[0m weight, bias, \u001b[38;5;28mself\u001b[39m\u001b[38;5;241m.\u001b[39mstride,\n\u001b[0;32m 442\u001b[0m _pair(\u001b[38;5;241m0\u001b[39m), \u001b[38;5;28mself\u001b[39m\u001b[38;5;241m.\u001b[39mdilation, \u001b[38;5;28mself\u001b[39m\u001b[38;5;241m.\u001b[39mgroups)\n\u001b[1;32m--> 443\u001b[0m \u001b[38;5;28;01mreturn\u001b[39;00m \u001b[43mF\u001b[49m\u001b[38;5;241;43m.\u001b[39;49m\u001b[43mconv2d\u001b[49m\u001b[43m(\u001b[49m\u001b[38;5;28;43minput\u001b[39;49m\u001b[43m,\u001b[49m\u001b[43m \u001b[49m\u001b[43mweight\u001b[49m\u001b[43m,\u001b[49m\u001b[43m \u001b[49m\u001b[43mbias\u001b[49m\u001b[43m,\u001b[49m\u001b[43m \u001b[49m\u001b[38;5;28;43mself\u001b[39;49m\u001b[38;5;241;43m.\u001b[39;49m\u001b[43mstride\u001b[49m\u001b[43m,\u001b[49m\n\u001b[0;32m 444\u001b[0m \u001b[43m \u001b[49m\u001b[38;5;28;43mself\u001b[39;49m\u001b[38;5;241;43m.\u001b[39;49m\u001b[43mpadding\u001b[49m\u001b[43m,\u001b[49m\u001b[43m \u001b[49m\u001b[38;5;28;43mself\u001b[39;49m\u001b[38;5;241;43m.\u001b[39;49m\u001b[43mdilation\u001b[49m\u001b[43m,\u001b[49m\u001b[43m \u001b[49m\u001b[38;5;28;43mself\u001b[39;49m\u001b[38;5;241;43m.\u001b[39;49m\u001b[43mgroups\u001b[49m\u001b[43m)\u001b[49m\n",
"\u001b[1;31mRuntimeError\u001b[0m: Input type (torch.cuda.ByteTensor) and weight type (torch.cuda.FloatTensor) should be the same"
]
}
],
"source": [
"# Try to make a prediction on image in uint8 format (this will error)\n",
"model_1.eval()\n",
"with torch.inference_mode():\n",
" model_1(custom_image_uint8.to(device))"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"If we try to make a prediction on an image in a different datatype to what our model was trained on, we get an error like the following:\n",
"\n",
"> `RuntimeError: Input type (torch.cuda.ByteTensor) and weight type (torch.cuda.FloatTensor) should be the same`\n",
"\n",
"Let's fix this by converting our custom image to the same datatype as what our model was trained on (`torch.float32`)."
]
},
{
"cell_type": "code",
"execution_count": 66,
"metadata": {},
"outputs": [
{
"name": "stdout",
"output_type": "stream",
"text": [
"Custom image tensor:\n",
"tensor([[[0.6039, 0.6863, 0.7098, ..., 0.0824, 0.0706, 0.0549],\n",
" [0.5725, 0.6549, 0.7059, ..., 0.0824, 0.0706, 0.0588],\n",
" [0.4863, 0.5725, 0.6706, ..., 0.0706, 0.0667, 0.0588],\n",
" ...,\n",
" [0.2824, 0.2314, 0.1765, ..., 0.5961, 0.5882, 0.5804],\n",
" [0.2510, 0.2157, 0.1608, ..., 0.5882, 0.5765, 0.5647],\n",
" [0.2510, 0.2353, 0.1804, ..., 0.5843, 0.5725, 0.5608]],\n",
"\n",
" [[0.6706, 0.7412, 0.7569, ..., 0.0863, 0.0745, 0.0588],\n",
" [0.6392, 0.7098, 0.7608, ..., 0.0863, 0.0745, 0.0627],\n",
" [0.5529, 0.6392, 0.7255, ..., 0.0745, 0.0706, 0.0627],\n",
" ...,\n",
" [0.2157, 0.1647, 0.1098, ..., 0.4157, 0.4078, 0.4000],\n",
" [0.1843, 0.1490, 0.0941, ..., 0.4235, 0.4118, 0.4000],\n",
" [0.1843, 0.1686, 0.1137, ..., 0.4196, 0.4078, 0.3961]],\n",
"\n",
" [[0.4588, 0.5412, 0.5686, ..., 0.0667, 0.0549, 0.0392],\n",
" [0.4275, 0.5098, 0.5686, ..., 0.0667, 0.0549, 0.0431],\n",
" [0.3412, 0.4353, 0.5333, ..., 0.0549, 0.0510, 0.0431],\n",
" ...,\n",
" [0.1373, 0.0863, 0.0314, ..., 0.2118, 0.2039, 0.1961],\n",
" [0.1059, 0.0706, 0.0157, ..., 0.1961, 0.1843, 0.1725],\n",
" [0.1059, 0.0902, 0.0353, ..., 0.1922, 0.1804, 0.1686]]])\n",
"\n",
"Custom image shape: torch.Size([3, 4032, 3024])\n",
"\n",
"Custom image dtype: torch.float32\n"
]
}
],
"source": [
"# Load in custom image and convert the tensor values to float32\n",
"custom_image = torchvision.io.read_image(str(custom_image_path)).type(torch.float32)\n",
"\n",
"# Divide the image pixel values by 255 to get them between [0, 1]\n",
"custom_image = custom_image / 255. \n",
"\n",
"# Print out image data\n",
"print(f\"Custom image tensor:\\n{custom_image}\\n\")\n",
"print(f\"Custom image shape: {custom_image.shape}\\n\")\n",
"print(f\"Custom image dtype: {custom_image.dtype}\")"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"### 11.2 Predicting on custom images with a trained PyTorch model\n",
"\n",
"Beautiful, it looks like our image data is now in the same format our model was trained on.\n",
"\n",
"Except for one thing...\n",
"\n",
"It's `shape`.\n",
"\n",
"Our model was trained on images with shape `[3, 64, 64]`, whereas our custom image is currently `[3, 4032, 3024]`. \n",
"\n",
"How could we make sure our custom image is the same shape as the images our model was trained on?\n",
"\n",
"Are there any `torchvision.transforms` that could help?\n",
"\n",
"Before we answer that question, let's plot the image with `matplotlib` to make sure it looks okay, remember we'll have to permute the dimensions from `CHW` to `HWC` to suit `matplotlib`'s requirements."
]
},
{
"cell_type": "code",
"execution_count": 67,
"metadata": {},
"outputs": [
{
"data": {
"image/png": 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",
"text/plain": [
"<Figure size 432x288 with 1 Axes>"
]
},
"metadata": {
"needs_background": "light"
},
"output_type": "display_data"
}
],
"source": [
"# Plot custom image\n",
"plt.imshow(custom_image.permute(1, 2, 0)) # need to permute image dimensions from CHW -> HWC otherwise matplotlib will error\n",
"plt.title(f\"Image shape: {custom_image.shape}\")\n",
"plt.axis(False);"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"Two thumbs up!\n",
"\n",
"Now how could we get our image to be the same size as the images our model was trained on?\n",
"\n",
"One way to do so is with `torchvision.transforms.Resize()`.\n",
"\n",
"Let's compose a transform pipeline to do so."
]
},
{
"cell_type": "code",
"execution_count": 68,
"metadata": {},
"outputs": [
{
"name": "stdout",
"output_type": "stream",
"text": [
"Original shape: torch.Size([3, 4032, 3024])\n",
"New shape: torch.Size([3, 64, 64])\n"
]
}
],
"source": [
"# Create transform pipleine to resize image\n",
"custom_image_transform = transforms.Compose([\n",
" transforms.Resize((64, 64)),\n",
"])\n",
"\n",
"# Transform target image\n",
"custom_image_transformed = custom_image_transform(custom_image)\n",
"\n",
"# Print out original shape and new shape\n",
"print(f\"Original shape: {custom_image.shape}\")\n",
"print(f\"New shape: {custom_image_transformed.shape}\")"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"Woohoo!\n",
"\n",
"Let's finally make a prediction on our own custom image."
]
},
{
"cell_type": "code",
"execution_count": 69,
"metadata": {},
"outputs": [
{
"ename": "RuntimeError",
"evalue": "Expected all tensors to be on the same device, but found at least two devices, cpu and cuda:0! (when checking argument for argument weight in method wrapper___slow_conv2d_forward)",
"output_type": "error",
"traceback": [
"\u001b[1;31m---------------------------------------------------------------------------\u001b[0m",
"\u001b[1;31mRuntimeError\u001b[0m Traceback (most recent call last)",
"Input \u001b[1;32mIn [69]\u001b[0m, in \u001b[0;36m<cell line: 2>\u001b[1;34m()\u001b[0m\n\u001b[0;32m 1\u001b[0m model_1\u001b[38;5;241m.\u001b[39meval()\n\u001b[0;32m 2\u001b[0m \u001b[38;5;28;01mwith\u001b[39;00m torch\u001b[38;5;241m.\u001b[39minference_mode():\n\u001b[1;32m----> 3\u001b[0m custom_image_pred \u001b[38;5;241m=\u001b[39m \u001b[43mmodel_1\u001b[49m\u001b[43m(\u001b[49m\u001b[43mcustom_image_transformed\u001b[49m\u001b[43m)\u001b[49m\n",
"File \u001b[1;32m~\\mambaforge\\envs\\ds\\lib\\site-packages\\torch\\nn\\modules\\module.py:1110\u001b[0m, in \u001b[0;36mModule._call_impl\u001b[1;34m(self, *input, **kwargs)\u001b[0m\n\u001b[0;32m 1106\u001b[0m \u001b[38;5;66;03m# If we don't have any hooks, we want to skip the rest of the logic in\u001b[39;00m\n\u001b[0;32m 1107\u001b[0m \u001b[38;5;66;03m# this function, and just call forward.\u001b[39;00m\n\u001b[0;32m 1108\u001b[0m \u001b[38;5;28;01mif\u001b[39;00m \u001b[38;5;129;01mnot\u001b[39;00m (\u001b[38;5;28mself\u001b[39m\u001b[38;5;241m.\u001b[39m_backward_hooks \u001b[38;5;129;01mor\u001b[39;00m \u001b[38;5;28mself\u001b[39m\u001b[38;5;241m.\u001b[39m_forward_hooks \u001b[38;5;129;01mor\u001b[39;00m \u001b[38;5;28mself\u001b[39m\u001b[38;5;241m.\u001b[39m_forward_pre_hooks \u001b[38;5;129;01mor\u001b[39;00m _global_backward_hooks\n\u001b[0;32m 1109\u001b[0m \u001b[38;5;129;01mor\u001b[39;00m _global_forward_hooks \u001b[38;5;129;01mor\u001b[39;00m _global_forward_pre_hooks):\n\u001b[1;32m-> 1110\u001b[0m \u001b[38;5;28;01mreturn\u001b[39;00m forward_call(\u001b[38;5;241m*\u001b[39m\u001b[38;5;28minput\u001b[39m, \u001b[38;5;241m*\u001b[39m\u001b[38;5;241m*\u001b[39mkwargs)\n\u001b[0;32m 1111\u001b[0m \u001b[38;5;66;03m# Do not call functions when jit is used\u001b[39;00m\n\u001b[0;32m 1112\u001b[0m full_backward_hooks, non_full_backward_hooks \u001b[38;5;241m=\u001b[39m [], []\n",
"Input \u001b[1;32mIn [45]\u001b[0m, in \u001b[0;36mTinyVGG.forward\u001b[1;34m(self, x)\u001b[0m\n\u001b[0;32m 39\u001b[0m \u001b[38;5;28;01mdef\u001b[39;00m \u001b[38;5;21mforward\u001b[39m(\u001b[38;5;28mself\u001b[39m, x: torch\u001b[38;5;241m.\u001b[39mTensor):\n\u001b[1;32m---> 40\u001b[0m x \u001b[38;5;241m=\u001b[39m \u001b[38;5;28;43mself\u001b[39;49m\u001b[38;5;241;43m.\u001b[39;49m\u001b[43mconv_block_1\u001b[49m\u001b[43m(\u001b[49m\u001b[43mx\u001b[49m\u001b[43m)\u001b[49m\n\u001b[0;32m 41\u001b[0m \u001b[38;5;66;03m# print(x.shape)\u001b[39;00m\n\u001b[0;32m 42\u001b[0m x \u001b[38;5;241m=\u001b[39m \u001b[38;5;28mself\u001b[39m\u001b[38;5;241m.\u001b[39mconv_block_2(x)\n",
"File \u001b[1;32m~\\mambaforge\\envs\\ds\\lib\\site-packages\\torch\\nn\\modules\\module.py:1110\u001b[0m, in \u001b[0;36mModule._call_impl\u001b[1;34m(self, *input, **kwargs)\u001b[0m\n\u001b[0;32m 1106\u001b[0m \u001b[38;5;66;03m# If we don't have any hooks, we want to skip the rest of the logic in\u001b[39;00m\n\u001b[0;32m 1107\u001b[0m \u001b[38;5;66;03m# this function, and just call forward.\u001b[39;00m\n\u001b[0;32m 1108\u001b[0m \u001b[38;5;28;01mif\u001b[39;00m \u001b[38;5;129;01mnot\u001b[39;00m (\u001b[38;5;28mself\u001b[39m\u001b[38;5;241m.\u001b[39m_backward_hooks \u001b[38;5;129;01mor\u001b[39;00m \u001b[38;5;28mself\u001b[39m\u001b[38;5;241m.\u001b[39m_forward_hooks \u001b[38;5;129;01mor\u001b[39;00m \u001b[38;5;28mself\u001b[39m\u001b[38;5;241m.\u001b[39m_forward_pre_hooks \u001b[38;5;129;01mor\u001b[39;00m _global_backward_hooks\n\u001b[0;32m 1109\u001b[0m \u001b[38;5;129;01mor\u001b[39;00m _global_forward_hooks \u001b[38;5;129;01mor\u001b[39;00m _global_forward_pre_hooks):\n\u001b[1;32m-> 1110\u001b[0m \u001b[38;5;28;01mreturn\u001b[39;00m forward_call(\u001b[38;5;241m*\u001b[39m\u001b[38;5;28minput\u001b[39m, \u001b[38;5;241m*\u001b[39m\u001b[38;5;241m*\u001b[39mkwargs)\n\u001b[0;32m 1111\u001b[0m \u001b[38;5;66;03m# Do not call functions when jit is used\u001b[39;00m\n\u001b[0;32m 1112\u001b[0m full_backward_hooks, non_full_backward_hooks \u001b[38;5;241m=\u001b[39m [], []\n",
"File \u001b[1;32m~\\mambaforge\\envs\\ds\\lib\\site-packages\\torch\\nn\\modules\\container.py:141\u001b[0m, in \u001b[0;36mSequential.forward\u001b[1;34m(self, input)\u001b[0m\n\u001b[0;32m 139\u001b[0m \u001b[38;5;28;01mdef\u001b[39;00m \u001b[38;5;21mforward\u001b[39m(\u001b[38;5;28mself\u001b[39m, \u001b[38;5;28minput\u001b[39m):\n\u001b[0;32m 140\u001b[0m \u001b[38;5;28;01mfor\u001b[39;00m module \u001b[38;5;129;01min\u001b[39;00m \u001b[38;5;28mself\u001b[39m:\n\u001b[1;32m--> 141\u001b[0m \u001b[38;5;28minput\u001b[39m \u001b[38;5;241m=\u001b[39m \u001b[43mmodule\u001b[49m\u001b[43m(\u001b[49m\u001b[38;5;28;43minput\u001b[39;49m\u001b[43m)\u001b[49m\n\u001b[0;32m 142\u001b[0m \u001b[38;5;28;01mreturn\u001b[39;00m \u001b[38;5;28minput\u001b[39m\n",
"File \u001b[1;32m~\\mambaforge\\envs\\ds\\lib\\site-packages\\torch\\nn\\modules\\module.py:1110\u001b[0m, in \u001b[0;36mModule._call_impl\u001b[1;34m(self, *input, **kwargs)\u001b[0m\n\u001b[0;32m 1106\u001b[0m \u001b[38;5;66;03m# If we don't have any hooks, we want to skip the rest of the logic in\u001b[39;00m\n\u001b[0;32m 1107\u001b[0m \u001b[38;5;66;03m# this function, and just call forward.\u001b[39;00m\n\u001b[0;32m 1108\u001b[0m \u001b[38;5;28;01mif\u001b[39;00m \u001b[38;5;129;01mnot\u001b[39;00m (\u001b[38;5;28mself\u001b[39m\u001b[38;5;241m.\u001b[39m_backward_hooks \u001b[38;5;129;01mor\u001b[39;00m \u001b[38;5;28mself\u001b[39m\u001b[38;5;241m.\u001b[39m_forward_hooks \u001b[38;5;129;01mor\u001b[39;00m \u001b[38;5;28mself\u001b[39m\u001b[38;5;241m.\u001b[39m_forward_pre_hooks \u001b[38;5;129;01mor\u001b[39;00m _global_backward_hooks\n\u001b[0;32m 1109\u001b[0m \u001b[38;5;129;01mor\u001b[39;00m _global_forward_hooks \u001b[38;5;129;01mor\u001b[39;00m _global_forward_pre_hooks):\n\u001b[1;32m-> 1110\u001b[0m \u001b[38;5;28;01mreturn\u001b[39;00m forward_call(\u001b[38;5;241m*\u001b[39m\u001b[38;5;28minput\u001b[39m, \u001b[38;5;241m*\u001b[39m\u001b[38;5;241m*\u001b[39mkwargs)\n\u001b[0;32m 1111\u001b[0m \u001b[38;5;66;03m# Do not call functions when jit is used\u001b[39;00m\n\u001b[0;32m 1112\u001b[0m full_backward_hooks, non_full_backward_hooks \u001b[38;5;241m=\u001b[39m [], []\n",
"File \u001b[1;32m~\\mambaforge\\envs\\ds\\lib\\site-packages\\torch\\nn\\modules\\conv.py:447\u001b[0m, in \u001b[0;36mConv2d.forward\u001b[1;34m(self, input)\u001b[0m\n\u001b[0;32m 446\u001b[0m \u001b[38;5;28;01mdef\u001b[39;00m \u001b[38;5;21mforward\u001b[39m(\u001b[38;5;28mself\u001b[39m, \u001b[38;5;28minput\u001b[39m: Tensor) \u001b[38;5;241m-\u001b[39m\u001b[38;5;241m>\u001b[39m Tensor:\n\u001b[1;32m--> 447\u001b[0m \u001b[38;5;28;01mreturn\u001b[39;00m \u001b[38;5;28;43mself\u001b[39;49m\u001b[38;5;241;43m.\u001b[39;49m\u001b[43m_conv_forward\u001b[49m\u001b[43m(\u001b[49m\u001b[38;5;28;43minput\u001b[39;49m\u001b[43m,\u001b[49m\u001b[43m \u001b[49m\u001b[38;5;28;43mself\u001b[39;49m\u001b[38;5;241;43m.\u001b[39;49m\u001b[43mweight\u001b[49m\u001b[43m,\u001b[49m\u001b[43m \u001b[49m\u001b[38;5;28;43mself\u001b[39;49m\u001b[38;5;241;43m.\u001b[39;49m\u001b[43mbias\u001b[49m\u001b[43m)\u001b[49m\n",
"File \u001b[1;32m~\\mambaforge\\envs\\ds\\lib\\site-packages\\torch\\nn\\modules\\conv.py:443\u001b[0m, in \u001b[0;36mConv2d._conv_forward\u001b[1;34m(self, input, weight, bias)\u001b[0m\n\u001b[0;32m 439\u001b[0m \u001b[38;5;28;01mif\u001b[39;00m \u001b[38;5;28mself\u001b[39m\u001b[38;5;241m.\u001b[39mpadding_mode \u001b[38;5;241m!=\u001b[39m \u001b[38;5;124m'\u001b[39m\u001b[38;5;124mzeros\u001b[39m\u001b[38;5;124m'\u001b[39m:\n\u001b[0;32m 440\u001b[0m \u001b[38;5;28;01mreturn\u001b[39;00m F\u001b[38;5;241m.\u001b[39mconv2d(F\u001b[38;5;241m.\u001b[39mpad(\u001b[38;5;28minput\u001b[39m, \u001b[38;5;28mself\u001b[39m\u001b[38;5;241m.\u001b[39m_reversed_padding_repeated_twice, mode\u001b[38;5;241m=\u001b[39m\u001b[38;5;28mself\u001b[39m\u001b[38;5;241m.\u001b[39mpadding_mode),\n\u001b[0;32m 441\u001b[0m weight, bias, \u001b[38;5;28mself\u001b[39m\u001b[38;5;241m.\u001b[39mstride,\n\u001b[0;32m 442\u001b[0m _pair(\u001b[38;5;241m0\u001b[39m), \u001b[38;5;28mself\u001b[39m\u001b[38;5;241m.\u001b[39mdilation, \u001b[38;5;28mself\u001b[39m\u001b[38;5;241m.\u001b[39mgroups)\n\u001b[1;32m--> 443\u001b[0m \u001b[38;5;28;01mreturn\u001b[39;00m \u001b[43mF\u001b[49m\u001b[38;5;241;43m.\u001b[39;49m\u001b[43mconv2d\u001b[49m\u001b[43m(\u001b[49m\u001b[38;5;28;43minput\u001b[39;49m\u001b[43m,\u001b[49m\u001b[43m \u001b[49m\u001b[43mweight\u001b[49m\u001b[43m,\u001b[49m\u001b[43m \u001b[49m\u001b[43mbias\u001b[49m\u001b[43m,\u001b[49m\u001b[43m \u001b[49m\u001b[38;5;28;43mself\u001b[39;49m\u001b[38;5;241;43m.\u001b[39;49m\u001b[43mstride\u001b[49m\u001b[43m,\u001b[49m\n\u001b[0;32m 444\u001b[0m \u001b[43m \u001b[49m\u001b[38;5;28;43mself\u001b[39;49m\u001b[38;5;241;43m.\u001b[39;49m\u001b[43mpadding\u001b[49m\u001b[43m,\u001b[49m\u001b[43m \u001b[49m\u001b[38;5;28;43mself\u001b[39;49m\u001b[38;5;241;43m.\u001b[39;49m\u001b[43mdilation\u001b[49m\u001b[43m,\u001b[49m\u001b[43m \u001b[49m\u001b[38;5;28;43mself\u001b[39;49m\u001b[38;5;241;43m.\u001b[39;49m\u001b[43mgroups\u001b[49m\u001b[43m)\u001b[49m\n",
"\u001b[1;31mRuntimeError\u001b[0m: Expected all tensors to be on the same device, but found at least two devices, cpu and cuda:0! (when checking argument for argument weight in method wrapper___slow_conv2d_forward)"
]
}
],
"source": [
"model_1.eval()\n",
"with torch.inference_mode():\n",
" custom_image_pred = model_1(custom_image_transformed)"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"Oh my goodness...\n",
"\n",
"Despite our preparations our custom image and model are on different devices.\n",
"\n",
"And we get the error:\n",
"\n",
"> `RuntimeError: Expected all tensors to be on the same device, but found at least two devices, cpu and cuda:0! (when checking argument for argument weight in method wrapper___slow_conv2d_forward)`\n",
"\n",
"Let's fix that by putting our `custom_image_transformed` on the target device."
]
},
{
"cell_type": "code",
"execution_count": 70,
"metadata": {},
"outputs": [
{
"ename": "RuntimeError",
"evalue": "mat1 and mat2 shapes cannot be multiplied (10x256 and 2560x3)",
"output_type": "error",
"traceback": [
"\u001b[1;31m---------------------------------------------------------------------------\u001b[0m",
"\u001b[1;31mRuntimeError\u001b[0m Traceback (most recent call last)",
"Input \u001b[1;32mIn [70]\u001b[0m, in \u001b[0;36m<cell line: 2>\u001b[1;34m()\u001b[0m\n\u001b[0;32m 1\u001b[0m model_1\u001b[38;5;241m.\u001b[39meval()\n\u001b[0;32m 2\u001b[0m \u001b[38;5;28;01mwith\u001b[39;00m torch\u001b[38;5;241m.\u001b[39minference_mode():\n\u001b[1;32m----> 3\u001b[0m custom_image_pred \u001b[38;5;241m=\u001b[39m \u001b[43mmodel_1\u001b[49m\u001b[43m(\u001b[49m\u001b[43mcustom_image_transformed\u001b[49m\u001b[38;5;241;43m.\u001b[39;49m\u001b[43mto\u001b[49m\u001b[43m(\u001b[49m\u001b[43mdevice\u001b[49m\u001b[43m)\u001b[49m\u001b[43m)\u001b[49m\n",
"File \u001b[1;32m~\\mambaforge\\envs\\ds\\lib\\site-packages\\torch\\nn\\modules\\module.py:1110\u001b[0m, in \u001b[0;36mModule._call_impl\u001b[1;34m(self, *input, **kwargs)\u001b[0m\n\u001b[0;32m 1106\u001b[0m \u001b[38;5;66;03m# If we don't have any hooks, we want to skip the rest of the logic in\u001b[39;00m\n\u001b[0;32m 1107\u001b[0m \u001b[38;5;66;03m# this function, and just call forward.\u001b[39;00m\n\u001b[0;32m 1108\u001b[0m \u001b[38;5;28;01mif\u001b[39;00m \u001b[38;5;129;01mnot\u001b[39;00m (\u001b[38;5;28mself\u001b[39m\u001b[38;5;241m.\u001b[39m_backward_hooks \u001b[38;5;129;01mor\u001b[39;00m \u001b[38;5;28mself\u001b[39m\u001b[38;5;241m.\u001b[39m_forward_hooks \u001b[38;5;129;01mor\u001b[39;00m \u001b[38;5;28mself\u001b[39m\u001b[38;5;241m.\u001b[39m_forward_pre_hooks \u001b[38;5;129;01mor\u001b[39;00m _global_backward_hooks\n\u001b[0;32m 1109\u001b[0m \u001b[38;5;129;01mor\u001b[39;00m _global_forward_hooks \u001b[38;5;129;01mor\u001b[39;00m _global_forward_pre_hooks):\n\u001b[1;32m-> 1110\u001b[0m \u001b[38;5;28;01mreturn\u001b[39;00m forward_call(\u001b[38;5;241m*\u001b[39m\u001b[38;5;28minput\u001b[39m, \u001b[38;5;241m*\u001b[39m\u001b[38;5;241m*\u001b[39mkwargs)\n\u001b[0;32m 1111\u001b[0m \u001b[38;5;66;03m# Do not call functions when jit is used\u001b[39;00m\n\u001b[0;32m 1112\u001b[0m full_backward_hooks, non_full_backward_hooks \u001b[38;5;241m=\u001b[39m [], []\n",
"Input \u001b[1;32mIn [45]\u001b[0m, in \u001b[0;36mTinyVGG.forward\u001b[1;34m(self, x)\u001b[0m\n\u001b[0;32m 42\u001b[0m x \u001b[38;5;241m=\u001b[39m \u001b[38;5;28mself\u001b[39m\u001b[38;5;241m.\u001b[39mconv_block_2(x)\n\u001b[0;32m 43\u001b[0m \u001b[38;5;66;03m# print(x.shape)\u001b[39;00m\n\u001b[1;32m---> 44\u001b[0m x \u001b[38;5;241m=\u001b[39m \u001b[38;5;28;43mself\u001b[39;49m\u001b[38;5;241;43m.\u001b[39;49m\u001b[43mclassifier\u001b[49m\u001b[43m(\u001b[49m\u001b[43mx\u001b[49m\u001b[43m)\u001b[49m\n\u001b[0;32m 45\u001b[0m \u001b[38;5;66;03m# print(x.shape)\u001b[39;00m\n\u001b[0;32m 46\u001b[0m \u001b[38;5;28;01mreturn\u001b[39;00m x\n",
"File \u001b[1;32m~\\mambaforge\\envs\\ds\\lib\\site-packages\\torch\\nn\\modules\\module.py:1110\u001b[0m, in \u001b[0;36mModule._call_impl\u001b[1;34m(self, *input, **kwargs)\u001b[0m\n\u001b[0;32m 1106\u001b[0m \u001b[38;5;66;03m# If we don't have any hooks, we want to skip the rest of the logic in\u001b[39;00m\n\u001b[0;32m 1107\u001b[0m \u001b[38;5;66;03m# this function, and just call forward.\u001b[39;00m\n\u001b[0;32m 1108\u001b[0m \u001b[38;5;28;01mif\u001b[39;00m \u001b[38;5;129;01mnot\u001b[39;00m (\u001b[38;5;28mself\u001b[39m\u001b[38;5;241m.\u001b[39m_backward_hooks \u001b[38;5;129;01mor\u001b[39;00m \u001b[38;5;28mself\u001b[39m\u001b[38;5;241m.\u001b[39m_forward_hooks \u001b[38;5;129;01mor\u001b[39;00m \u001b[38;5;28mself\u001b[39m\u001b[38;5;241m.\u001b[39m_forward_pre_hooks \u001b[38;5;129;01mor\u001b[39;00m _global_backward_hooks\n\u001b[0;32m 1109\u001b[0m \u001b[38;5;129;01mor\u001b[39;00m _global_forward_hooks \u001b[38;5;129;01mor\u001b[39;00m _global_forward_pre_hooks):\n\u001b[1;32m-> 1110\u001b[0m \u001b[38;5;28;01mreturn\u001b[39;00m forward_call(\u001b[38;5;241m*\u001b[39m\u001b[38;5;28minput\u001b[39m, \u001b[38;5;241m*\u001b[39m\u001b[38;5;241m*\u001b[39mkwargs)\n\u001b[0;32m 1111\u001b[0m \u001b[38;5;66;03m# Do not call functions when jit is used\u001b[39;00m\n\u001b[0;32m 1112\u001b[0m full_backward_hooks, non_full_backward_hooks \u001b[38;5;241m=\u001b[39m [], []\n",
"File \u001b[1;32m~\\mambaforge\\envs\\ds\\lib\\site-packages\\torch\\nn\\modules\\container.py:141\u001b[0m, in \u001b[0;36mSequential.forward\u001b[1;34m(self, input)\u001b[0m\n\u001b[0;32m 139\u001b[0m \u001b[38;5;28;01mdef\u001b[39;00m \u001b[38;5;21mforward\u001b[39m(\u001b[38;5;28mself\u001b[39m, \u001b[38;5;28minput\u001b[39m):\n\u001b[0;32m 140\u001b[0m \u001b[38;5;28;01mfor\u001b[39;00m module \u001b[38;5;129;01min\u001b[39;00m \u001b[38;5;28mself\u001b[39m:\n\u001b[1;32m--> 141\u001b[0m \u001b[38;5;28minput\u001b[39m \u001b[38;5;241m=\u001b[39m \u001b[43mmodule\u001b[49m\u001b[43m(\u001b[49m\u001b[38;5;28;43minput\u001b[39;49m\u001b[43m)\u001b[49m\n\u001b[0;32m 142\u001b[0m \u001b[38;5;28;01mreturn\u001b[39;00m \u001b[38;5;28minput\u001b[39m\n",
"File \u001b[1;32m~\\mambaforge\\envs\\ds\\lib\\site-packages\\torch\\nn\\modules\\module.py:1110\u001b[0m, in \u001b[0;36mModule._call_impl\u001b[1;34m(self, *input, **kwargs)\u001b[0m\n\u001b[0;32m 1106\u001b[0m \u001b[38;5;66;03m# If we don't have any hooks, we want to skip the rest of the logic in\u001b[39;00m\n\u001b[0;32m 1107\u001b[0m \u001b[38;5;66;03m# this function, and just call forward.\u001b[39;00m\n\u001b[0;32m 1108\u001b[0m \u001b[38;5;28;01mif\u001b[39;00m \u001b[38;5;129;01mnot\u001b[39;00m (\u001b[38;5;28mself\u001b[39m\u001b[38;5;241m.\u001b[39m_backward_hooks \u001b[38;5;129;01mor\u001b[39;00m \u001b[38;5;28mself\u001b[39m\u001b[38;5;241m.\u001b[39m_forward_hooks \u001b[38;5;129;01mor\u001b[39;00m \u001b[38;5;28mself\u001b[39m\u001b[38;5;241m.\u001b[39m_forward_pre_hooks \u001b[38;5;129;01mor\u001b[39;00m _global_backward_hooks\n\u001b[0;32m 1109\u001b[0m \u001b[38;5;129;01mor\u001b[39;00m _global_forward_hooks \u001b[38;5;129;01mor\u001b[39;00m _global_forward_pre_hooks):\n\u001b[1;32m-> 1110\u001b[0m \u001b[38;5;28;01mreturn\u001b[39;00m forward_call(\u001b[38;5;241m*\u001b[39m\u001b[38;5;28minput\u001b[39m, \u001b[38;5;241m*\u001b[39m\u001b[38;5;241m*\u001b[39mkwargs)\n\u001b[0;32m 1111\u001b[0m \u001b[38;5;66;03m# Do not call functions when jit is used\u001b[39;00m\n\u001b[0;32m 1112\u001b[0m full_backward_hooks, non_full_backward_hooks \u001b[38;5;241m=\u001b[39m [], []\n",
"File \u001b[1;32m~\\mambaforge\\envs\\ds\\lib\\site-packages\\torch\\nn\\modules\\linear.py:103\u001b[0m, in \u001b[0;36mLinear.forward\u001b[1;34m(self, input)\u001b[0m\n\u001b[0;32m 102\u001b[0m \u001b[38;5;28;01mdef\u001b[39;00m \u001b[38;5;21mforward\u001b[39m(\u001b[38;5;28mself\u001b[39m, \u001b[38;5;28minput\u001b[39m: Tensor) \u001b[38;5;241m-\u001b[39m\u001b[38;5;241m>\u001b[39m Tensor:\n\u001b[1;32m--> 103\u001b[0m \u001b[38;5;28;01mreturn\u001b[39;00m \u001b[43mF\u001b[49m\u001b[38;5;241;43m.\u001b[39;49m\u001b[43mlinear\u001b[49m\u001b[43m(\u001b[49m\u001b[38;5;28;43minput\u001b[39;49m\u001b[43m,\u001b[49m\u001b[43m \u001b[49m\u001b[38;5;28;43mself\u001b[39;49m\u001b[38;5;241;43m.\u001b[39;49m\u001b[43mweight\u001b[49m\u001b[43m,\u001b[49m\u001b[43m \u001b[49m\u001b[38;5;28;43mself\u001b[39;49m\u001b[38;5;241;43m.\u001b[39;49m\u001b[43mbias\u001b[49m\u001b[43m)\u001b[49m\n",
"\u001b[1;31mRuntimeError\u001b[0m: mat1 and mat2 shapes cannot be multiplied (10x256 and 2560x3)"
]
}
],
"source": [
"model_1.eval()\n",
"with torch.inference_mode():\n",
" custom_image_pred = model_1(custom_image_transformed.to(device))"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"What now?\n",
"\n",
"It looks like we're getting a shape error.\n",
"\n",
"Why might this be?\n",
"\n",
"We converted our custom image to be the same size as the images our model was trained on...\n",
"\n",
"Oh wait...\n",
"\n",
"There's one dimension we forgot about.\n",
"\n",
"The batch size.\n",
"\n",
"Our model expects image tensors with a batch size dimension at the start (`NCHW` where `N` is the batch size).\n",
"\n",
"Except our custom image is currently only `CHW`. \n",
"\n",
"We can add a batch size dimension using `torch.unsqueeze(dim=0)` to add an extra dimension our image and *finally* make a prediction. \n",
"\n",
"Essentially we'll be telling our model to predict on a single image (an image with a `batch_size` of 1)."
]
},
{
"cell_type": "code",
"execution_count": 71,
"metadata": {},
"outputs": [
{
"name": "stdout",
"output_type": "stream",
"text": [
"Custom image transformed shape: torch.Size([3, 64, 64])\n",
"Unsqueezed custom image shape: torch.Size([1, 3, 64, 64])\n"
]
}
],
"source": [
"model_1.eval()\n",
"with torch.inference_mode():\n",
" # Add an extra dimension to image\n",
" custom_image_transformed_with_batch_size = custom_image_transformed.unsqueeze(dim=0)\n",
" \n",
" # Print out different shapes\n",
" print(f\"Custom image transformed shape: {custom_image_transformed.shape}\")\n",
" print(f\"Unsqueezed custom image shape: {custom_image_transformed_with_batch_size.shape}\")\n",
" \n",
" # Make a prediction on image with an extra dimension\n",
" custom_image_pred = model_1(custom_image_transformed.unsqueeze(dim=0).to(device))"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"Yes!!!\n",
"\n",
"It looks like it worked!\n",
"\n",
"> **Note:** What we've just gone through are three of the classical and most common deep learning and PyTorch issues:\n",
"> 1. **Wrong datatypes** - our model expects `torch.float32` where our original custom image was `uint8`.\n",
"> 2. **Wrong device** - our model was on the target `device` (in our case, the GPU) whereas our target data hadn't been moved to the target `device` yet.\n",
"> 3. **Wrong shapes** - our model expected an input image of shape `[N, C, H, W]` or `[batch_size, color_channels, height, width]` whereas our custom image tensor was of shape `[color_channels, height, width]`.\n",
">\n",
"> Keep in mind, these errors aren't just for predicting on custom images. \n",
">\n",
"> They will be present with almost every kind of data type (text, audio, structured data) and problem you work with.\n",
"\n",
"Now let's take a look at our model's predictions."
]
},
{
"cell_type": "code",
"execution_count": 72,
"metadata": {},
"outputs": [
{
"data": {
"text/plain": [
"tensor([[ 0.1161, 0.0213, -0.1422]], device='cuda:0')"
]
},
"execution_count": 72,
"metadata": {},
"output_type": "execute_result"
}
],
"source": [
"custom_image_pred"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"Alright, these are still in *logit form* (the raw outputs of a model are called logits).\n",
"\n",
"Let's convert them from logits -> prediction probabilities -> prediction labels."
]
},
{
"cell_type": "code",
"execution_count": 73,
"metadata": {},
"outputs": [
{
"name": "stdout",
"output_type": "stream",
"text": [
"Prediction logits: tensor([[ 0.1161, 0.0213, -0.1422]], device='cuda:0')\n",
"Prediction probabilities: tensor([[0.3729, 0.3392, 0.2880]], device='cuda:0')\n",
"Prediction label: tensor([0], device='cuda:0')\n"
]
}
],
"source": [
"# Print out prediction logits\n",
"print(f\"Prediction logits: {custom_image_pred}\")\n",
"\n",
"# Convert logits -> prediction probabilities (using torch.softmax() for multi-class classification)\n",
"custom_image_pred_probs = torch.softmax(custom_image_pred, dim=1)\n",
"print(f\"Prediction probabilities: {custom_image_pred_probs}\")\n",
"\n",
"# Convert prediction probabilities -> prediction labels\n",
"custom_image_pred_label = torch.argmax(custom_image_pred_probs, dim=1)\n",
"print(f\"Prediction label: {custom_image_pred_label}\")"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"Alright!\n",
"\n",
"Looking good.\n",
"\n",
"But of course our prediction label is still in index/tensor form.\n",
"\n",
"We can convert it to a string class name prediction by indexing on the `class_names` list."
]
},
{
"cell_type": "code",
"execution_count": 74,
"metadata": {},
"outputs": [
{
"data": {
"text/plain": [
"'pizza'"
]
},
"execution_count": 74,
"metadata": {},
"output_type": "execute_result"
}
],
"source": [
"# Find the predicted label\n",
"custom_image_pred_class = class_names[custom_image_pred_label.cpu()] # put pred label to CPU, otherwise will error\n",
"custom_image_pred_class"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"Wow.\n",
"\n",
"It looks like the model gets the prediction right, even though it was performing poorly based on our evaluation metrics.\n",
"\n",
"> **Note:** The model in its current form will predict \"pizza\", \"steak\" or \"sushi\" no matter what image it's given. If you wanted your model to predict on a different class, you'd have to train it to do so.\n",
"\n",
"But if we check the `custom_image_pred_probs`, we'll notice that the model gives almost equal weight (the values are similar) to every class."
]
},
{
"cell_type": "code",
"execution_count": 75,
"metadata": {},
"outputs": [
{
"data": {
"text/plain": [
"tensor([[0.3729, 0.3392, 0.2880]], device='cuda:0')"
]
},
"execution_count": 75,
"metadata": {},
"output_type": "execute_result"
}
],
"source": [
"# The values of the prediction probabilities are quite similar\n",
"custom_image_pred_probs"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"Having prediction probabilities this similar could mean a couple of things:\n",
"1. The model is trying to predict all three classes at the same time (there may be an image containing pizza, steak and sushi).\n",
"2. The model doesn't really know what it wants to predict and is in turn just assigning similar values to each of the classes.\n",
"\n",
"Our case is number 2, since our model is poorly trained, it is basically *guessing* the prediction."
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"### 11.3 Putting custom image prediction together: building a function\n",
"\n",
"Doing all of the above steps every time you'd like to make a prediction on a custom image would quickly become tedious.\n",
"\n",
"So let's put them all together in a function we can easily use over and over again.\n",
"\n",
"Specifically, let's make a function that:\n",
"1. Takes in a target image path and converts to the right datatype for our model (`torch.float32`).\n",
"2. Makes sure the target image pixel values are in the range `[0, 1]`.\n",
"3. Transforms the target image if necessary.\n",
"4. Makes sure the model is on the target device.\n",
"5. Makes a prediction on the target image with a trained model (ensuring the image is the right size and on the same device as the model).\n",
"6. Converts the model's output logits to prediction probabilities.\n",
"7. Converts the prediction probabilities to prediction labels.\n",
"8. Plots the target image alongside the model prediction and prediction probability.\n",
"\n",
"A fair few steps but we've got this!"
]
},
{
"cell_type": "code",
"execution_count": 76,
"metadata": {},
"outputs": [],
"source": [
"def pred_and_plot_image(model: torch.nn.Module, \n",
" image_path: str, \n",
" class_names: List[str] = None, \n",
" transform=None,\n",
" device: torch.device = device):\n",
" \"\"\"Makes a prediction on a target image and plots the image with its prediction.\"\"\"\n",
" \n",
" # 1. Load in image and convert the tensor values to float32\n",
" target_image = torchvision.io.read_image(str(image_path)).type(torch.float32)\n",
" \n",
" # 2. Divide the image pixel values by 255 to get them between [0, 1]\n",
" target_image = target_image / 255. \n",
" \n",
" # 3. Transform if necessary\n",
" if transform:\n",
" target_image = transform(target_image)\n",
" \n",
" # 4. Make sure the model is on the target device\n",
" model.to(device)\n",
" \n",
" # 5. Turn on model evaluation mode and inference mode\n",
" model.eval()\n",
" with torch.inference_mode():\n",
" # Add an extra dimension to the image\n",
" target_image = target_image.unsqueeze(dim=0)\n",
" \n",
" # Make a prediction on image with an extra dimension and send it to the target device\n",
" target_image_pred = model(target_image.to(device))\n",
" \n",
" # 6. Convert logits -> prediction probabilities (using torch.softmax() for multi-class classification)\n",
" target_image_pred_probs = torch.softmax(target_image_pred, dim=1)\n",
"\n",
" # 7. Convert prediction probabilities -> prediction labels\n",
" target_image_pred_label = torch.argmax(target_image_pred_probs, dim=1)\n",
" \n",
" # 8. Plot the image alongside the prediction and prediction probability\n",
" plt.imshow(target_image.squeeze().permute(1, 2, 0)) # make sure it's the right size for matplotlib\n",
" if class_names:\n",
" title = f\"Pred: {class_names[target_image_pred_label.cpu()]} | Prob: {target_image_pred_probs.max().cpu():.3f}\"\n",
" else: \n",
" title = f\"Pred: {target_image_pred_label} | Prob: {target_image_pred_probs.max().cpu():.3f}\"\n",
" plt.title(title)\n",
" plt.axis(False);"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"What a nice looking function, let's test it out."
]
},
{
"cell_type": "code",
"execution_count": 77,
"metadata": {},
"outputs": [
{
"data": {
"image/png": 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",
"text/plain": [
"<Figure size 432x288 with 1 Axes>"
]
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"source": [
"# Pred on our custom image\n",
"pred_and_plot_image(model=model_1,\n",
" image_path=custom_image_path,\n",
" class_names=class_names,\n",
" transform=custom_image_transform,\n",
" device=device)"
]
},
{
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"metadata": {},
"source": [
"Two thumbs up again!\n",
"\n",
"Looks like our model got the prediction right just by guessing.\n",
"\n",
"This won't always be the case with other images though...\n",
"\n",
"The image is pixelated too because we resized it to `[64, 64]` using `custom_image_transform`.\n",
"\n",
"> **Exercise:** Try making a prediction with one of your own images of pizza, steak or sushi and see what happens."
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"## Main takeaways\n",
"\n",
"We've covered a fair bit in this module.\n",
"\n",
"Let's summarise it with a few dot points.\n",
"\n",
"* PyTorch has many in-built functions to deal with all kinds of data, from vision to text to audio to recommendation systems.\n",
"* If PyTorch's built-in data loading functions don't suit your requirements, you can write code to create your own custom datasets by subclassing `torch.utils.data.Dataset`.\n",
"* `torch.utils.data.DataLoader`'s in PyTorch help turn your `Dataset`'s into iterables that can be used when training and testing a model.\n",
"* A lot of machine learning is dealing with the balance between **overfitting** and **underfitting** (we discussed different methods for each above, so a good exercise would be to research more and writing code to try out the different techniques).\n",
"* Predicting on your own custom data with a trained model is possible, as long as you format the data into a similar format to what the model was trained on. Make sure you take care of the three big PyTorch and deep learning errors:\n",
" 1. **Wrong datatypes** - Your model expected `torch.float32` when your data is `torch.uint8`.\n",
" 2. **Wrong data shapes** - Your model expected `[batch_size, color_channels, height, width]` when your data is `[color_channels, height, width]`.\n",
" 3. **Wrong devices** - Your model is on the GPU but your data is on the CPU. "
]
},
{
"cell_type": "markdown",
"metadata": {
"tags": []
},
"source": [
"## Exercises\n",
"\n",
"All of the exercises are focused on practicing the code in the sections above.\n",
"\n",
"You should be able to complete them by referencing each section or by following the resource(s) linked.\n",
"\n",
"All exercises should be completed using [device-agnostic code](https://pytorch.org/docs/stable/notes/cuda.html#device-agnostic-code).\n",
"\n",
"**Resources:**\n",
"* [Exercise template notebook for 04](https://github.com/mrdbourke/pytorch-deep-learning/blob/main/extras/exercises/04_pytorch_custom_datasets_exercises.ipynb)\n",
"* [Example solutions notebook for 04](https://github.com/mrdbourke/pytorch-deep-learning/blob/main/extras/solutions/04_pytorch_custom_datasets_exercise_solutions.ipynb) (try the exercises *before* looking at this)\n",
"\n",
"1. Our models are underperforming (not fitting the data well). What are 3 methods for preventing underfitting? Write them down and explain each with a sentence.\n",
"2. Recreate the data loading functions we built in sections 1, 2, 3 and 4. You should have train and test `DataLoader`'s ready to use.\n",
"3. Recreate `model_0` we built in section 7.\n",
"4. Create training and testing functions for `model_0`.\n",
"5. Try training the model you made in exercise 3 for 5, 20 and 50 epochs, what happens to the results?\n",
" * Use `torch.optim.Adam()` with a learning rate of 0.001 as the optimizer. \n",
"6. Double the number of hidden units in your model and train it for 20 epochs, what happens to the results?\n",
"7. Double the data you're using with your model and train it for 20 epochs, what happens to the results?\n",
" * **Note:** You can use the [custom data creation notebook](https://github.com/mrdbourke/pytorch-deep-learning/blob/main/extras/04_custom_data_creation.ipynb) to scale up your Food101 dataset.\n",
" * You can also find the [already formatted double data (20% instead of 10% subset) dataset on GitHub](https://github.com/mrdbourke/pytorch-deep-learning/blob/main/data/pizza_steak_sushi_20_percent.zip), you will need to write download code like in exercise 2 to get it into this notebook.\n",
"8. Make a prediction on your own custom image of pizza/steak/sushi (you could even download one from the internet) and share your prediction. \n",
" * Does the model you trained in exercise 7 get it right? \n",
" * If not, what do you think you could do to improve it?\n",
"\n",
"## Extra-curriculum\n",
"\n",
"* To practice your knowledge of PyTorch `Dataset`'s and `DataLoader`'s through PyTorch [datasets and dataloaders tutorial notebook](https://pytorch.org/tutorials/beginner/basics/data_tutorial.html).\n",
"* Spend 10-minutes reading the [PyTorch `torchvision.transforms` documentation](https://pytorch.org/vision/stable/transforms.html).\n",
" * You can see demos of transforms in action in the [illustrations of transforms tutorial](https://pytorch.org/vision/main/auto_examples/transforms/plot_transforms_illustrations.html). \n",
"* Spend 10-minutes reading the PyTorch [`torchvision.datasets` documentation](https://pytorch.org/vision/stable/datasets.html).\n",
" * What are some datasets that stand out to you?\n",
" * How could you try building a model on these?\n",
"* [TorchData is currently in beta](https://pytorch.org/data/beta/index.html) (as of April 2022), it'll be a future way of loading data in PyTorch, but you can start to check it out now. \n",
"* To speed up deep learning models, you can do a few tricks to improve compute, memory and overhead computations, for more read the post [*Making Deep Learning Go Brrrr From First Principles*](https://horace.io/brrr_intro.html) by Horace He. "
]
}
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