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simple-audio-recognition.ipynb
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{ | |
"nbformat": 4, | |
"nbformat_minor": 0, | |
"metadata": { | |
"colab": { | |
"provenance": [], | |
"toc_visible": true, | |
"authorship_tag": "ABX9TyO26WFMWeDXIhDCkB/rpq6J", | |
"include_colab_link": true | |
}, | |
"kernelspec": { | |
"name": "python3", | |
"display_name": "Python 3" | |
}, | |
"language_info": { | |
"name": "python" | |
}, | |
"accelerator": "GPU", | |
"gpuClass": "standard" | |
}, | |
"cells": [ | |
{ | |
"cell_type": "markdown", | |
"metadata": { | |
"id": "view-in-github", | |
"colab_type": "text" | |
}, | |
"source": [ | |
"<a href=\"https://colab.research.google.com/gist/victor-iyi/5248218d68f2e8c0138d70657bb703fe/simple-audio-recognition.ipynb\" target=\"_parent\"><img src=\"https://colab.research.google.com/assets/colab-badge.svg\" alt=\"Open In Colab\"/></a>" | |
] | |
}, | |
{ | |
"cell_type": "markdown", | |
"source": [ | |
"# Simple audio recognition: Recognizing keywords\n", | |
"\n", | |
"Process audio files in WAV format and build and trrain a basic [automatic speech recognition][asr] (ASR) model for recognizing ten different words. A portion of the Speech Commands dataset ([Warden, 2018][warden]) is used, which contains short (one-second or less) audio clips of commands such as \"down\", \"go\", \"left\", \"no\", \"right\", \"stop\", \"up\" and \"yes\".\n", | |
"\n", | |
"Real-world speech and audio recognition systems are complex. But like image classification with MNIST dataset, this goes over the basic tecniques involved.\n", | |
"\n", | |
"[asr]: https://en.wikipedia.org/wiki/Speech_recognition\n", | |
"[warden]: https://arxiv.org/abs/1804.03209" | |
], | |
"metadata": { | |
"id": "lyoN_7UA-5WJ" | |
} | |
}, | |
{ | |
"cell_type": "code", | |
"execution_count": 1, | |
"metadata": { | |
"colab": { | |
"base_uri": "https://localhost:8080/" | |
}, | |
"id": "xpN1HYga-vQs", | |
"outputId": "465b74dc-afe6-4d6f-b681-9c036368d96d" | |
}, | |
"outputs": [ | |
{ | |
"output_type": "stream", | |
"name": "stdout", | |
"text": [ | |
"Looking in indexes: https://pypi.org/simple, https://us-python.pkg.dev/colab-wheels/public/simple/\n", | |
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"libcudnn8 is already the newest version (8.1.0.77-1+cuda11.2).\n", | |
"The following package was automatically installed and is no longer required:\n", | |
" libnvidia-common-460\n", | |
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] | |
} | |
], | |
"source": [ | |
"# Upgrade environment to support TF 2.10 in Colab.\n", | |
"!pip install -U --pre tensorflow tensorflow_datasets\n", | |
"\n", | |
"# Use cudnn 8.1 & cuda 11.2\n", | |
"!apt install --allow-change-held-packages libcudnn8=8.1.0.77-1+cuda11.2" | |
] | |
}, | |
{ | |
"cell_type": "code", | |
"source": [ | |
"# Import dependencies.\n", | |
"import os\n", | |
"import pathlib\n", | |
"import sys\n", | |
"\n", | |
"from typing import Dict, Optional, Tuple\n", | |
"\n", | |
"import matplotlib.pyplot as plt\n", | |
"import numpy as np\n", | |
"import seaborn as sns\n", | |
"import tensorflow as tf\n", | |
"\n", | |
"from IPython import display\n", | |
"\n", | |
"# Set the seed value for experiment reproducibility\n", | |
"seed = 42\n", | |
"tf.random.set_seed(seed)\n", | |
"np.random.seed(seed)\n", | |
"\n", | |
"print(f'Python version: {sys.version_info}')\n", | |
"print(f'TF Version: {tf.__version__}')" | |
], | |
"metadata": { | |
"colab": { | |
"base_uri": "https://localhost:8080/" | |
}, | |
"id": "RnMe_MCjAXbw", | |
"outputId": "68f649dd-7ed3-461a-b551-6160cbf59278" | |
}, | |
"execution_count": 2, | |
"outputs": [ | |
{ | |
"output_type": "stream", | |
"name": "stdout", | |
"text": [ | |
"Python version: sys.version_info(major=3, minor=7, micro=15, releaselevel='final', serial=0)\n", | |
"TF Version: 2.11.0\n" | |
] | |
} | |
] | |
}, | |
{ | |
"cell_type": "markdown", | |
"source": [ | |
"## Import the mini Speech Commands dataset\n", | |
"\n", | |
"To save time with data loading, we'll be working with a smaller version of the Speech Commands dataset. The [original dataset] consists of over 105,000 audio files in the [WAV (Waveform) audio file format][wav] of people saying 35 different words. This data was collected by Google and released under a CC BY license.\n", | |
"\n", | |
"Download and extract the `mini_speech_commands.zip` file containing the smaller Speech Commands dataset with [`tf.keras.utils.get_file`][get_file]\n", | |
"\n", | |
"[orignial dataset]: https://www.tensorflow.org/datasets/catalog/speech_commands\n", | |
"[wav]: https://www.aelius.com/njh/wavemetatools/doc/riffmci.pdf\n", | |
"[get_file]: https://www.tensorflow.org/api_docs/python/tf/keras/utils/get_file" | |
], | |
"metadata": { | |
"id": "NqsHVfWYBD_i" | |
} | |
}, | |
{ | |
"cell_type": "code", | |
"source": [ | |
"DATASET_PATH = 'data/mini_speech_commands'\n", | |
"DATASET_URL = 'http://storage.googleapis.com/download.tensorflow.org/data/mini_speech_commands.zip'\n", | |
"\n", | |
"data_dir = pathlib.Path(DATASET_PATH)\n", | |
"\n", | |
"# Download the dataset if it doesn't exist.\n", | |
"if not data_dir.exists():\n", | |
" tf.keras.utils.get_file(\n", | |
" 'mini_speech_commands.zip',\n", | |
" origin=DATASET_URL,\n", | |
" extract=True,\n", | |
" cache_dir='.',\n", | |
" cache_subdir='data',\n", | |
" )" | |
], | |
"metadata": { | |
"id": "zx0bbTq-CEkV" | |
}, | |
"execution_count": 3, | |
"outputs": [] | |
}, | |
{ | |
"cell_type": "markdown", | |
"source": [ | |
"The dataset's audio clips are stored in eight folders corresponding to each command: `no`, `yes`, `down`, `go`, `left`, `up`, `right`, and `stop`." | |
], | |
"metadata": { | |
"id": "WBvPCzjIDisP" | |
} | |
}, | |
{ | |
"cell_type": "code", | |
"source": [ | |
"# Display the commands (from directory names).\n", | |
"commands = np.array(tf.io.gfile.listdir(str(data_dir)))\n", | |
"commands = commands[commands != 'README.md']\n", | |
"print(f'Commands: {commands}')" | |
], | |
"metadata": { | |
"colab": { | |
"base_uri": "https://localhost:8080/" | |
}, | |
"id": "AZTOeuR4DEt8", | |
"outputId": "ef4bc2f3-bb60-400b-dbba-88072e6b25ce" | |
}, | |
"execution_count": 4, | |
"outputs": [ | |
{ | |
"output_type": "stream", | |
"name": "stdout", | |
"text": [ | |
"Commands: ['right' 'yes' 'left' 'stop' 'up' 'go' 'no' 'down']\n" | |
] | |
} | |
] | |
}, | |
{ | |
"cell_type": "markdown", | |
"source": [ | |
"The audio clips are 1 second or less at 16kHz. The `output_sequence_length=16000` pads the short ones to exactly 1 second (and would trim longer ones) so that they can be easily batched." | |
], | |
"metadata": { | |
"id": "mkqCOVo4EZAN" | |
} | |
}, | |
{ | |
"cell_type": "code", | |
"source": [ | |
"train_ds, val_ds = tf.keras.utils.audio_dataset_from_directory(\n", | |
" directory=data_dir,\n", | |
" batch_size=64,\n", | |
" validation_split=0.2,\n", | |
" seed=0,\n", | |
" output_sequence_length=16000,\n", | |
" subset='both',\n", | |
")\n", | |
"\n", | |
"label_names = np.array(train_ds.class_names)\n", | |
"print(f'\\nTrain label names: {label_names}')\n", | |
"print(f'Val label names: {val_ds.class_names}')" | |
], | |
"metadata": { | |
"colab": { | |
"base_uri": "https://localhost:8080/" | |
}, | |
"id": "6d7or1SNFsvl", | |
"outputId": "66009fbc-3693-4f4b-a7c5-b9d864b2638a" | |
}, | |
"execution_count": 5, | |
"outputs": [ | |
{ | |
"output_type": "stream", | |
"name": "stdout", | |
"text": [ | |
"Found 8000 files belonging to 8 classes.\n", | |
"Using 6400 files for training.\n", | |
"Using 1600 files for validation.\n", | |
"\n", | |
"Train label names: ['down' 'go' 'left' 'no' 'right' 'stop' 'up' 'yes']\n", | |
"Val label names: ['down', 'go', 'left', 'no', 'right', 'stop', 'up', 'yes']\n" | |
] | |
} | |
] | |
}, | |
{ | |
"cell_type": "markdown", | |
"source": [ | |
"The dataset now contains batches of audio clips and integer labels. The audo clips have a shape of `(batch, samples, channels)`." | |
], | |
"metadata": { | |
"id": "0Z7Ha3ylGveH" | |
} | |
}, | |
{ | |
"cell_type": "code", | |
"source": [ | |
"print(train_ds)\n", | |
"print(train_ds.element_spec)" | |
], | |
"metadata": { | |
"colab": { | |
"base_uri": "https://localhost:8080/" | |
}, | |
"id": "-VNO-33cG3V1", | |
"outputId": "1c67b1fb-19d3-4b5f-c6e0-0025ef3d3416" | |
}, | |
"execution_count": 6, | |
"outputs": [ | |
{ | |
"output_type": "stream", | |
"name": "stdout", | |
"text": [ | |
"<BatchDataset element_spec=(TensorSpec(shape=(None, 16000, None), dtype=tf.float32, name=None), TensorSpec(shape=(None,), dtype=tf.int32, name=None))>\n", | |
"(TensorSpec(shape=(None, 16000, None), dtype=tf.float32, name=None), TensorSpec(shape=(None,), dtype=tf.int32, name=None))\n" | |
] | |
} | |
] | |
}, | |
{ | |
"cell_type": "markdown", | |
"source": [ | |
"This dataset only contains single channel audio, so use the [`tf.squeeze`] function to drop the extra axis:\n", | |
"\n", | |
"[`tf.squeeze`]: https://www.tensorflow.org/api_docs/python/tf/squeeze" | |
], | |
"metadata": { | |
"id": "642w02v9HYGm" | |
} | |
}, | |
{ | |
"cell_type": "code", | |
"source": [ | |
"def squeeze(audio: tf.Tensor, labels: tf.Tensor) -> Tuple[tf.Tensor, tf.Tensor]:\n", | |
" \"\"\"Drop extra axis since dataset contains a single channel audio.\n", | |
"\n", | |
" Arguments:\n", | |
" audio (tf.Tensor): The audio features with shape (None, 1600, None).\n", | |
" labels (tf.Tensor): The target labels with shape (None,).\n", | |
" \n", | |
" Returns:\n", | |
" tuple[tf.Tensor, tf.Tensor] - audio with shape (None, 16000) and,\n", | |
" target with shape (None,).\n", | |
" \"\"\"\n", | |
" audio = tf.squeeze(audio, axis=-1)\n", | |
" return audio, labels\n", | |
"\n", | |
"train_ds = train_ds.map(squeeze, tf.data.AUTOTUNE)\n", | |
"val_ds = val_ds.map(squeeze, tf.data.AUTOTUNE)\n", | |
"\n", | |
"print(train_ds)\n", | |
"print(val_ds)" | |
], | |
"metadata": { | |
"colab": { | |
"base_uri": "https://localhost:8080/" | |
}, | |
"id": "7KpeggUfG4Rv", | |
"outputId": "2a97880c-ecda-400d-f1a9-c96480e190f9" | |
}, | |
"execution_count": 7, | |
"outputs": [ | |
{ | |
"output_type": "stream", | |
"name": "stdout", | |
"text": [ | |
"<ParallelMapDataset element_spec=(TensorSpec(shape=(None, 16000), dtype=tf.float32, name=None), TensorSpec(shape=(None,), dtype=tf.int32, name=None))>\n", | |
"<ParallelMapDataset element_spec=(TensorSpec(shape=(None, 16000), dtype=tf.float32, name=None), TensorSpec(shape=(None,), dtype=tf.int32, name=None))>\n" | |
] | |
} | |
] | |
}, | |
{ | |
"cell_type": "markdown", | |
"source": [ | |
"The [`utils.audio_dataset_from_directory`] function only returns up to two splits. It's a good idea to keep a test set separate from the validation set. Ideally you'd keep it in a separate directory, but in this case we can use [`Dataset.shard`] to split the validatiion set into two halves. Note that iterating **any** shard will load **all** the data, and only keep it's fraction.\n", | |
"\n", | |
"[`utils.audio_dataset_from_directory`]: https://www.tensorflow.org/api_docs/python/tf/keras/utils/audio_dataset_from_directory\n", | |
"[`Dataset.shard`]: https://www.tensorflow.org/api_docs/python/tf/data/Dataset#shard" | |
], | |
"metadata": { | |
"id": "yZYfjeaVRxe6" | |
} | |
}, | |
{ | |
"cell_type": "code", | |
"source": [ | |
"# Create a separate test_ds.\n", | |
"test_ds = val_ds.shard(num_shards=2, index=0)\n", | |
"val_ds = val_ds.shard(num_shards=2, index=1)" | |
], | |
"metadata": { | |
"id": "ZL6VQczqI1Ac" | |
}, | |
"execution_count": 8, | |
"outputs": [] | |
}, | |
{ | |
"cell_type": "code", | |
"source": [ | |
"# Label names.\n", | |
"label_names[[1, 1, 3, 0]]" | |
], | |
"metadata": { | |
"colab": { | |
"base_uri": "https://localhost:8080/" | |
}, | |
"id": "0cg9Wa2dS-96", | |
"outputId": "2ba9bc84-6dcd-458a-cfe4-1a374b791a02" | |
}, | |
"execution_count": 9, | |
"outputs": [ | |
{ | |
"output_type": "execute_result", | |
"data": { | |
"text/plain": [ | |
"array(['go', 'go', 'no', 'down'], dtype='<U5')" | |
] | |
}, | |
"metadata": {}, | |
"execution_count": 9 | |
} | |
] | |
}, | |
{ | |
"cell_type": "code", | |
"source": [ | |
"def plot_audio(\n", | |
" audio: np.ndarray, labels: np.ndarray,\n", | |
" rows: int = 3, cols: int = 3,\n", | |
" figsize: Tuple[int, int] = (16, 9),\n", | |
" title: str = 'Speech commands in Waveform',\n", | |
") -> None:\n", | |
" \"\"\"Plot few audio samples with corresponding label.\n", | |
"\n", | |
" audio (np.ndarray): 2-D array representing the auido features.\n", | |
" labels (np.ndarray): 1-D array representing corresponding labels.\n", | |
" row (int, optional): Number of rows in the plot. Defaults to 3.\n", | |
" cols (int, optional): Number of cols in the plot. Defaults to 3.\n", | |
" figsize (tuple[int, int], optional): How big should the size of the plot be.\n", | |
" Defaults to (16, 9).\n", | |
" title (str, optional): Title of the plot.\n", | |
" \"\"\"\n", | |
" # Number of audio waves to display.\n", | |
" n = rows * cols\n", | |
" fig, axes = plt.subplots(rows, cols, figsize=figsize)\n", | |
"\n", | |
" for i in range(n):\n", | |
" if i >= n:\n", | |
" break\n", | |
"\n", | |
" row = i // cols\n", | |
" col = i % cols\n", | |
"\n", | |
" ax = axes[row][col]\n", | |
" \n", | |
" ax.plot(audio[i].numpy())\n", | |
" ax.set_yticks(np.arange(-1.2, 1.2, 0.2))\n", | |
" ax.set_ylim([-1.1, 1.1])\n", | |
"\n", | |
" label = label_names[labels[i]]\n", | |
" ax.set_title(label) \n", | |
"\n", | |
" plt.suptitle(title)\n", | |
" plt.show()" | |
], | |
"metadata": { | |
"id": "n50X5tIETFAW" | |
}, | |
"execution_count": 10, | |
"outputs": [] | |
}, | |
{ | |
"cell_type": "code", | |
"source": [ | |
"# Get sample audio & label from train dataset.\n", | |
"it = iter(train_ds.take(1))\n", | |
"sample_audio, sample_label = next(it)\n", | |
"\n", | |
"print(f'waveform: {sample_audio.shape}')\n", | |
"print(f'label: {sample_label.shape}')\n", | |
"\n", | |
"plot_audio(sample_audio, sample_label)" | |
], | |
"metadata": { | |
"colab": { | |
"base_uri": "https://localhost:8080/", | |
"height": 613 | |
}, | |
"id": "nlK2cjlfT5S9", | |
"outputId": "13e7a521-5f62-4cfc-a747-5d6fcd6e6d44" | |
}, | |
"execution_count": 11, | |
"outputs": [ | |
{ | |
"output_type": "stream", | |
"name": "stdout", | |
"text": [ | |
"waveform: (64, 16000)\n", | |
"label: (64,)\n" | |
] | |
}, | |
{ | |
"output_type": "display_data", | |
"data": { | |
"text/plain": [ | |
"<Figure size 1152x648 with 9 Axes>" | |
], | |
"image/png": 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\n" | |
}, | |
"metadata": { | |
"needs_background": "light" | |
} | |
} | |
] | |
}, | |
{ | |
"cell_type": "markdown", | |
"source": [ | |
"## Convert waveforms to spectograms\n", | |
"\n", | |
"The waveforms in the dataset are represented in the time domain, Next, we'll transform the waveforms from the time-domain signals into the time-frequency-domain signals by computing the [short-time Fourier transform (STFT)][stft] to convert the waveforms to as [spectograms], which show frequency changes over time and can be represented as 2D images. We will feed the spectogram images into our neural network to train the model.\n", | |
"\n", | |
"A Fourier transform ([`tf.signal.fft`]) converts a signal to its component frequencies, but loses all time information. In comparison, STFT ([`tf.signal.stft`]) splits the signal into windows of time and runs a Fourier transform on each window, preserving some time information, and returning a 2D tensor that we can run standard convolutions on.\n", | |
"\n", | |
"[stft]: https://en.wikipedia.org/wiki/Short-time_Fourier_transform\n", | |
"[spectograms]: https://en.wikipedia.org/wiki/Spectrogram\n", | |
"[`tf.signal.fft`]: https://www.tensorflow.org/api_docs/python/tf/signal/fft\n", | |
"[`tf.signal.stft`]: https://www.tensorflow.org/api_docs/python/tf/signal/stft" | |
], | |
"metadata": { | |
"id": "FSUe00CRZHgf" | |
} | |
}, | |
{ | |
"cell_type": "code", | |
"source": [ | |
"def get_spectogram(\n", | |
" waveform: tf.Tensor,\n", | |
" frame_length: int = 255,\n", | |
" frame_step: int = 128\n", | |
") -> tf.Tensor:\n", | |
" \"\"\"Converts waveform to spectograms.\n", | |
"\n", | |
" NOTE:\n", | |
" - The waveforms need to be of the same length, so that when it is converted\n", | |
" into spectograms, the results have similar dimensions. Audio clips shorter\n", | |
" than 1 secs can be padded.\n", | |
" - When calling [`tf.signal.stft`], choose `frame_length` and `frame_step`\n", | |
" parameters such that the generated spectogram \"image\" is almost square.\n", | |
" - The STFT produces an array of complex numbers representing magnitude and\n", | |
" phase. However, magnitude is only used here which can be derived by\n", | |
" applying [`tf.abs`] on the [`tf.signal.stft`] output.\n", | |
"\n", | |
" Arguments:\n", | |
" waveform (tf.Tensor): Raw waveform to convert.\n", | |
" frame_length (int, optional): The window length in samples.\n", | |
" Defaults to 255.\n", | |
" frame_step (int, optional): The number of sample step.\n", | |
" Defaults to 128.\n", | |
" \n", | |
" Returns:\n", | |
" tf.Tensor - Converted spectogram using Short-time Fourier Transoform (STFT).\n", | |
" Returns the same shape as the input.\n", | |
" \n", | |
" [`tf.signal.stft`]: https://www.tensorflow.org/api_docs/python/tf/signal/stft\n", | |
" [`tf.abs`]: https://www.tensorflow.org/api_docs/python/tf/math/abs\n", | |
" \"\"\"\n", | |
" # Convert the waveform to a spectogram via a STFT.\n", | |
" spectogram = tf.signal.stft(\n", | |
" waveform, frame_length=frame_length,\n", | |
" frame_step=frame_step,\n", | |
" )\n", | |
"\n", | |
" # Obtain the magnitude of the STFT.\n", | |
" spectogram = tf.abs(spectogram)\n", | |
"\n", | |
" # Add a `channels` dimension, so that the spectogram can be used as image-like\n", | |
" # input data with convolution layers, which expects shape of\n", | |
" # (`batch_size`, `height`, `channels`).\n", | |
" spectogram = spectogram[..., tf.newaxis]\n", | |
"\n", | |
" return spectogram" | |
], | |
"metadata": { | |
"id": "ynGRAhOhWvJf" | |
}, | |
"execution_count": 12, | |
"outputs": [] | |
}, | |
{ | |
"cell_type": "code", | |
"source": [ | |
"def play_audio(\n", | |
" audio: np.ndarray,\n", | |
" labels: Optional[np.ndarray] = None,\n", | |
" n: int = 3, rate: int = 16000,\n", | |
") -> None:\n", | |
" \"\"\"Play audio in IPython Notebook.\n", | |
"\n", | |
" Argument:\n", | |
" audio (np.ndarray): Audio signal of shape (batch_size, samples).\n", | |
" label (np.ndarray, optional): Corresponding label to audio.\n", | |
" n (int, optional): Number of audio to display. Defaults to 3.\n", | |
" rate (int, optional): Audio frame rate. Defaults 16000 or 16kHz.\n", | |
" \"\"\"\n", | |
" assert n < audio.shape[0], \"n must be less than the audio batch_size\"\n", | |
"\n", | |
" for i in range(n):\n", | |
" waveform = audio[i]\n", | |
" spectogram = get_spectogram(waveform)\n", | |
"\n", | |
" if labels is not None:\n", | |
" label = label_names[labels[i]]\n", | |
" print(f'Label: {label}')\n", | |
" print(f'Waveform shape: {waveform.shape}')\n", | |
" print(f'Spectogram shape: {spectogram.shape}')\n", | |
"\n", | |
" print('Audio playback')\n", | |
" display.display(display.Audio(waveform, rate=rate))" | |
], | |
"metadata": { | |
"id": "JU5EbNVWeGM-" | |
}, | |
"execution_count": 13, | |
"outputs": [] | |
}, | |
{ | |
"cell_type": "code", | |
"source": [ | |
"# Play 3 sample audio.\n", | |
"play_audio(sample_audio, sample_label, n=3)" | |
], | |
"metadata": { | |
"colab": { | |
"base_uri": "https://localhost:8080/", | |
"height": 326 | |
}, | |
"id": "oyS3ib-SeHh8", | |
"outputId": "9ef831a2-c765-4b54-ce60-e514fde13f7b" | |
}, | |
"execution_count": 14, | |
"outputs": [ | |
{ | |
"output_type": "stream", | |
"name": "stdout", | |
"text": [ | |
"Label: go\n", | |
"Waveform shape: (16000,)\n", | |
"Spectogram shape: (124, 129, 1)\n", | |
"Audio playback\n" | |
] | |
}, | |
{ | |
"output_type": "display_data", | |
"data": { | |
"text/plain": [ | |
"<IPython.lib.display.Audio object>" | |
], | |
"text/html": [ | |
"\n", | |
" <audio controls=\"controls\" >\n", | |
" <source src=\"data:audio/wav;base64,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\" type=\"audio/wav\" />\n", | |
" Your browser does not support the audio element.\n", | |
" </audio>\n", | |
" " | |
] | |
}, | |
"metadata": {} | |
}, | |
{ | |
"output_type": "stream", | |
"name": "stdout", | |
"text": [ | |
"Label: no\n", | |
"Waveform shape: (16000,)\n", | |
"Spectogram shape: (124, 129, 1)\n", | |
"Audio playback\n" | |
] | |
}, | |
{ | |
"output_type": "display_data", | |
"data": { | |
"text/plain": [ | |
"<IPython.lib.display.Audio object>" | |
], | |
"text/html": [ | |
"\n", | |
" <audio controls=\"controls\" >\n", | |
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type=\"audio/wav\" />\n", | |
" Your browser does not support the audio element.\n", | |
" </audio>\n", | |
" " | |
] | |
}, | |
"metadata": {} | |
}, | |
{ | |
"output_type": "stream", | |
"name": "stdout", | |
"text": [ | |
"Label: left\n", | |
"Waveform shape: (16000,)\n", | |
"Spectogram shape: (124, 129, 1)\n", | |
"Audio playback\n" | |
] | |
}, | |
{ | |
"output_type": "display_data", | |
"data": { | |
"text/plain": [ | |
"<IPython.lib.display.Audio object>" | |
], | |
"text/html": [ | |
"\n", | |
" <audio controls=\"controls\" >\n", | |
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8Gjw0PwaDToZWCDUHIoaURP8DK0LV/+vAgkBEgYvLWgcXQOeCGXtV/S9EjD9JgIRK0MV9AeRFi/xw9g10SOvjKGPrTDD3+Er+3EOlhZtF1oekCOHKCcuIirXHy8G7us045fM4cA9zjPPGt/WArIPwhUWHksUIw+tEjYLvAtCGjYarg8aAgzwPOz19OH5GfxxBp4OQw3wBgYEOgdvCPkLnAnrAjD8afPr7vPtafWt/UsJ1gmvCnEP6AYTK/AwvgyhG3ATJgGoF0kFCeYEEJsVpPjRF2gMZuZ829aqAYDMi6mrydLU//IYcR8XIQAhiCtdMow7WUMhOJofKfnd2ebCcrS/smy3cM2W8gQMpBbSGnoTjRUDHGgbWyKkLycwCh60A7HlINfE3XPp1e81+OIClgFj+1r7j//ZA5sN6BcSFh0QwQecAO//KgNL/+ACKw1nAf4eiivsCSYcIA1T9TIZkROx9oQTJRWQ8jAKfgFL11DYacB9oJGlkbRszfn24Bf4IMMg2iFyLTkujyR6I9kfOxWL/+fmb8scvvfEyMbM09fydAtZGTUe5hr9GjQbWBdYFRQVihL4Dpn+aeoD5sPire3X+tT9tAsREfEL1w4uEVEMBA9xEQAGPP2Y8TnfV9655UjpB/zuDzASQh/1GVcS5zP9KQ8briWdCzQDfgyw8HDnfghv/Rr5PRtBA2XiQNS1qA+SpKZ4vUHffQ8wIwwmsSiRJjIsEC5wLisx/CaDDP3u3c8xtXyt67OEw2zeZwHEG3IshCs6Iuwhjx5aHVMhoh7IEpAIVvB41IDUI9q34z/3TQN9BzsM0w2eBk0J8wtaDPcZZhQSBmT5aeq96hTxMvSZ/x4MyQXaIcUwmBbxI4wZcAUpIP0YM/czDHMQ4Ouz+8r2/tD+zoi6+qBPq97DsdvH+t4YciRYKDQrbTB0LcIrKCuSGqAH2/FU2AnClLpMv/nNvOZp/TUVcydxL8EvUCgGHdITNQ1aBBcAN/ky63rd0dk34X7smP16CQMTThmQGJkUuRcSHfMSThAzBOXwK+hQ1xbV2OT08FP+jg9KDiIVxRdEGGM5QS/OJGws9A9xCVUM7+6t5WH7G+xS8HEJhO5S2n/Jr6uSodOx59DF9I0c3y76LtIpeitVLBgmoSvjJZQSW/vb3xLF7bOlsvi36c7E750MMiT8LoAyjy2NJ9oghRXIEmYOvAP99r/jJ9EWz9feV+2n/AIONBISFD8UrQvlDq0TiRUuG/ANbf1w76rikuM76Q7xHwCCCJ0MxTCRNA8hKiwmEogI3x8QDmX6yAmV/wnjz/Dk4ifHqcoKvhO4MclM4eT0rA5sJZQoqif7IksjYyGHHmEacAQI73DeGswqxQbI+tAU4eL0SQsYHkgqpDB9MJEmbRj/CQ37E/R+9EnvQebH4X/iuew/98oCnRKbGzseyBsJGoAZaBPcCZ8DV/Up4f7XL9CN3mf1fv4KDsgS2Rb+FGkXbzDGK6omZCaxCaYF3AdH7rLph/h87OjxsQoD9qjpu+KNvhG0bbumyNLrDxJKIA0gryFcHSEhXyOUH/Qg5hKv/AXrHNVexvTIuckl05Lz3w2IIGMy9DH4KXQkexjGCVwFZAb6+7Tyyudo15nWu+Nj9QQHGxj4HTYbFRoREfIHewU+ByEICwJL9tTrOOR25Ovt2u5w/nUNSBjANOAwRidNIrcKQQU4CIL9xfuHBCf4jvL59ibk49Z70l3FNcZY1+LlJ/sIDtEW0huIGEQX+hfTGHsYaBRoBILrcuCx1TnPQdgY33vq7f+pE3AcKSlzMtQquyjiGb8BdvjG71rpUunO5n3ff+f68s/5pg5pGfAfiiPYGMcXoBfGDBoEYPrQ5vHe0N0f2GrmH/khAJkK0RayFPccUDHdJIcf1R4IBoEHHQn+8Wntavb3773zmwFs9kHuVuqH1hfLutCb3vHwhwZPE6ESlw2FDLsPsRJSFksUpwtb/rnym+i33UHd/uGo6AP3IAq7GQomTingHw4Wpwju+s72qfew+Zv3p+6U4xLf2+mv9noExRniIq8k4CAlFhQNQQVq/2j27vOZ7pXmtOfn6KPujfklBvYNCBZBJYYyZC85JVcZnwSxApUEGfUf8fL57PH+6hD3TOqo38rnudsI10HlEfIt+2oMCBRNC58MWwm6BL8G0wdwBRX6lPTe7YHoPuvg6vzvkPqtC7oVxxk5HmUZYxnuDjb8LfMp61vrdPDb8Rnz6fcJ/W4CpA10FaEcnyPhHmIWpA+vCFX/u/QK6pvgQOFi51/sBfZd/jAI3BA6Ek4e2R6oFsUYEg6TDSwcfhkgDaMK0v0T6qPs1uTI1zTc7desznHTdN5q6BMAkRQuGwAhGh0zFCwRvAzEAtH4J+lw4LThRd/v5vH11P6tCLIWnBZGGFwgThmqFsINMvuu8Zfn3OKU6bLw7vMn+q/9cQEODd8TmRo2IoogcxgtDRcBOvZg8ezsE+rI7pPw8vQB/oQBRwpgFEkT2iDdJjgaKx7KEyILCBb5CoL3j/YP81XlgO3D6gbaUuHI3B3YaOY/8Jb6/QgmE2gVyhOoDS8GaQE4AA37bvBU6a7iHeQU5sPq2/e3/noMSBliHBEiNiB+FPoMwgSI9czvRuub5irsU+6n7zjzwfs+B1URWRz2IT4jdR5/FvMMgAKe+2f04+5v7F/uGO5D8Wn7BQAaC7QWVhjeGosesB1hGVoUUwljAqYFSwNm+Zf18POK7rjv3e8d6oPqfu766Y3pUPH08Zf4qwOXBRwFyQe6BOH+VwJl+yXwtu/D6wXsxfTP+Yn/DwphD+UTuxgYFn4Tsg2TBEf/AfZE6VbiH+GR4RDoifF7+C0GJhIEF0AfRyWFJaEi7h4zFRcHev3Y80PxgPTu8VzvnvE/9uL7PwTACtcO7xOcFuAXBxl4GcUWlBLhCyD/bfFw5tXhz+IM6Hfp3+c+7J7rXew08w76dAI/DNASTA4IDOsE6/ix9njvcenD6t3u1PM1+q/+OgGcB0AHpQvAE2ETahb7E1kIYv+M9fbp/+X/5f3kW+zI9o77cgJ7CMIMQBflHuwgSyXMI74cshSBBnP78/QQ8Gbve/E49AP2Lv52AicFsg4tEAwU1RXYC+wHNQX1/SX7wflT90v2DfS/9BT4+vlf/Sr+o/wh+tXyPuvm6YfpO+lw7Znwa/UD/NIDtg3HEfUSFhT+D2sJkQI7+dfyJfCV7grvF/Ii9+T74gF7CGoObRHHDywKtgPt/ab44PQY8fLxhPbe/kQJbhNYHqEjlic3JsEeahYFCwX+b/Tl7qPkJ+EN4+7kWPHW/L0GsxNiHJYfZB3VF88W9RJfBwH+ZO784tXhcdqc2YHgZ+Lw6Xr2vvllAVINjA9SFagYQxOoDY0EEvpE8b3pr+PD4ejj8efG7frzzfpsA8MOExheHrIfuxqwFF0LCQCv9UXtyOcE6XnwnfUE+84B9gjrE9IcwR82I4AkPx5EFlULvP5u9m7uYOiN6LPu4/Y9/18IxgvPDlsR5A/CEk8SQQ1BBW38mfYk77boluNF5Uzrqu939FP3rPut/3QBmwHW/77+DP8iAT8DcgRfAvb7U/Ta7n/rb+rk7dPxB/f3/VkAZwIPCLQLKQ30Dx0R3w4WDOoGlAHYAIL+1/m++N35cfzYAK0CoQOcCP4MQg62DmwN5QwHEIQQTg3ICl4HOwW8Ag/+b/ya+1b6u/rM97f0APnM/Fn/WwPtAQkAcQBq/2sAbgL3AEb9+vl89VTwXvDi8s71X/wi/1f9U/1b+5X4pvhJ99j2b/kx+4D8gv9aBFAG/gRDA/cAD/48/B38C/sd+zH7g/pC/M79pf4yArsILw54EsAUCxO7Dz4KcAIZ+yD2u/PI9iX8n/+DBZMKSQ2cEekUVhW+FPwO6gbKAVr70PbT8TDsfeq56mruoPSo+84Dtg3kEpYR/g7/CVEDZv8B/GH0mfB87rXq0etX7nvxGPcu/soDlQowET8TEhOWDpoGnvta78DmA+RJ5R/q+vKI/OEFUws9DQIPBxFNEmcRIxElEOgJvQCA9ibs1+i06cPs1PWd/+wHlg7mEKAQ3BGhEXwRShCxC1kK/AYgAbn8ifg09uv2DPiV92D59vnT+oz71/kj+wn9TgAiAz0D2gBR/+oBcAJNBFgGlwT7AsL9gvQ47vDsuO6S9VP9UwE1BVAGzgM6AsEAggAoBKAGTAZTBBr/MfqC9bjxz/KV9x7+IAPwBf4HPgnHCA8IhgjeCNoKMAvmB5kD/f2X9x3zMvO79Az5JgGHBiYKhQ2mDXQMNQwWC0QJIQc/A3f8xPWB8q7vyPDr9Yn4PvwRAGkBCgQ5BmYGKwd5BrECk/+k+wT4Kvd89WP2k/k7+kb6g/rB+nH8j/+EAsUFwQmNDHoKnAVpAX37UPnN+Qr4DvkH/LP9av6L/8D+AwDGBJEGVwhhCScIsgWlAnz/0vyz/Ln8sf2X/j4A1gLOA6YEBwPwADAA/f8yAFIAAwHmAXwEugUgBeMENQOAAYX/Xf3T+hD5Yvi/9Q/1pfWn9lT5Lvx+ANkERgk9DCYM3AkxB98E4AB4/h38Ivj79Y71gvYx+I76NvxX/eoAjwWcB4oIpQkpCMIFqwKi/JH31vbe9ij3qPlz+9j90gFmAwgE3wbDCWALrAyLDFML3AmoBiIBI/wx+S738/Uo9R71QPXa9Uf4nPvr/2IFyApzDmsQ3g/IC5YGWwFp/HL4q/Ul9PjyRvIh84D1OfnY/iAELghkDWsQeQ7rCvIF7f/B/PT5YfWE8xn03PQ997/6Ef5RAlAHFAujDC8McgoxBp4ATvxL+En1LvR39F32SPqb/gkCZgU4CJMK+wrzCXoJbwc3BEIB0v1E+t/4CvgF9/r4hPt6/VcAOQOdBPEEUAUIBOsCtQKAAb8ArwDf/zL+Hv38+zz7IfzH/EL9Xf7h/un+YP8a/87+DQABAQkCugPjAyQDqwKAAcsAbQFGAXMAOgB0/1P+Xf54/vX9IP5R/v391P4+AEgAewDGAXoCYQJJAWX+3Ps6/I79Sf6b//kA8QGfAlkCWwEPAdoBTwIVAjgCiALIAYQAn/9u/hP+rf6h/bn7+vrH+l37x/y7/dD+1AD7AgYEBAQkBN8E3QUnBlAFIgMRAHb9CPu2+L73y/gx+xb+PgE0A5kEIQa0BSQERQNHAvQAuv9p/d/6NfpA+oX6//tH/mMAvgJcBQAG9gW7BhsGYATWAvQAev5R/JL6lfjZ9/b4Qvq5+3L+JAEwAmwD/gTlBM8EQwUpBWAEowKYAGX9BPt1+hz5PfnF+mv78PtV/Vf/bQAHAtADUQRMBc8FnQS+ApwAS/4L/HX6k/nX+ab7lv2J/1MBBwN/BX0H4gg0CaIH0wT9AKX9g/uV+bb3KPeV+Eb7Vf67AOcCdwXNB7UIsgayA0ECPgC7/dH7sPlv+Vj7Hv2T/tYAUQPPBN8FDgb3BIkDkAKgAHL9x/vJ+qD5nPnh+ab7Sf9XAekCVgUpBv4FNwRfAHr+yv3c+0D8Iv3u+x79mf6A/+ABBwLOAYADNAOnAWUARf7i/dj9qvuB+/D8u/02AJsCkQNQBRoFdgOvA1kCpf84/pr8Pvzy/Lv82Pws/bX9yv7O/ywAlAH7AzEF/gVYBbIDUwIRAcz+QPvf+n/7/vss/nb///9VAY0DKASRBOMEzAOXA7UC/QC6/jz8lvvu+qD5Ffpp+5T8Kv5+ALkBKALKA48DBwOwA/8CWQHWAN4A+f73/Sr+8Pym+6/89f3U/rsALAETAYwCkQO7AfYAvwGWAZABjACT/47+0v2K/Cv7Lvz7/Bb+EwChAf0CwgMUA1UCUwIyAfH/ev+Z/l/+7f4g/vn9hP66/g0AQgE6AmwC2AIDA/sBxAHuAKH/P/8O/zT+hv25/dj9Q/4F///+rf+/AMUAKgHeAH4AbwDqAHYB3gCWAVsBgACkALL/gv6d/pf+p/1D/hz/cP9e/0v/3/8bAAUBRgGOABkBEwJpATgBXwEhAHwAbv8T/RP+8f4//pH+h////tr+iADJALkAaQHtAdIC6gHJAMsAof/r/uv+Sf5q/qf/wv8s/2kAbQEoAWUBkgCX/wUAkf/A/uD+Pf8a/3z/8f9+//AA4gF+AUsBCwCb/5H/ZP8o/zD/FP8o/yUAMgDJAJABbQFGAV0B5gBXAOn/fv4m/mj+7/7Q/wcAFwDYAF0B9/+4/6X/7/5N/97+uv5R/8L/BwAqAY4BxQB4AR8BLgBKADYAsP9y/3j/LP87//P+2v6V/9f/CQARAdQAXQC1AAMAzQCMAeX/Mv+r/5n/uv8qAM0AwwAq/1v+8/4JAAkB6AAFAU8BCwBN/yj/8/7I/wcADv8B/wAAOABvAG0ApQDyAHUAgACAAOYA9ACkAAkAS/7k/Uf+NP7Y/t3/SACaAJ4AEwAwAFsAlgDsAEgAVQAyAdwAPgD9/17/iP5Z/sb++/6Z/x0A5gBIAd//TAAJAfH/7f8HACoA0ADFAKX/XP+AAMT/nf+pAHwA2gD/AMb/dv5i/6v/zv5c/87+dP+IADIAuQADAcEBrwEPAP//GQCN/3D/Ev/j/pH+//6X/27/awAVAewAIAFnARkB8gD0AG0Aq/8e/+H+kf61/qX+Ev+H/9L/PgA8ANwAqQD9ABEBKgAAAML/gv8F/zn/gv/Z/9L/bP///4IAlACEACAB+QCtALUA9f+l/7b/Kv+M/ib/Q/9e/28AgABzAGMAbQCtAP//uP/h/9f/AwAAAA0A6//7/zwA5f/x/x8AtP8+ANwAVwBjAGcAGwBGAFsA/f+w/9T/lf9+/2r/Uf+t/wUAJQAlAF0A1P/U/1AA5//5//H/0v+h/3T/vP/S/zAAeQCEADIAZwD0ALkA4gBTALL/p/9g/17/S/+A/6P/sv+Z/37/LACiALsA1gCKAAAAHQBKAMr/1P/t/4//bv+J/9D/0v/E/9n/sv/G/+P/6f9VAMEAuwBxAEYAcwBlAAUA///5/5v/Zv9s/0H/hf/1/77/HQBfAAUAUACMACwAKQBvAM7/wP/G//n+R//C/8z/yv/3/xkAJwBnAHwAuQCIAEAAaQBGADwAWQDh/6n/7f+J/5f/GwAXACUARAANAO//DwA8AGsAMADp/8T/tP/M/8T/2f/n/xsANgD9/zQALgD7//P/j/9u/4//wv8DABMAMgBSAIwAigBzAH4ASgAjAAkA6f+f/4T/Vf/z/hr/U/++/wMAHQBAAFMAngCaAKIAqQBOAN//mf+F/63/uP+F/4n/i/+n/9b/8/8hAHwAsQB7AHMAUwAwADYACQDS/8z/7f/K/7z/tP+r/+3/EQAjAFAAcQBfAG8AawA+ABsA9f/1//f/1v/Q/+//xv+d/4v/dP+4/xkAQgBjAIYAXQD9/+v/CwAFABMAHQAPAP//AwAbAP3/0P+Z/43/k/+f/wcAJwAjAGMASgARAAcA6//z/ykA+f/E/7L/fP+6/wkA6//f/xkAJQAqAEwALgBrAIYAQgATAMD/of+d/7b/zP/I/8b/zv8LAAcAKQBlAEoAQgBCACEABQDz/9b/7/8LABEAAADx/w0AAADd/8r/yv/O/9f/BQAJAPv/CQAVAC4ARABSAEwANAA0ACEA+f/f/+X/4//z////5//v//H/3//W/9//0P/d//X/zv8FAEgANAAuAGUANADx/wAA1P/I/9//uv+n/9T/5/8BAB8AGQAqAEAATgBQAA8A0v/v/wAA+f/5/wAA1v+t/9b///8XACEALgAqAEYAQgAVABEAAADp/+3/7f+y/6P/yP/v/x8AGQD1////FQAyAFsAfABbAOX/vv+r/6n/3f/9/+//3f/t/87/5f/5/+f/KgAyABMAAwDz//X/vP+P/6v/yv/d/wAAVwBhAEwAPAD//wcANgBdAHMAgABGAN//rv+H/53/wv/U/+//DQAVAB8AEwDb/+v/AQAnAG0AaQBMABkA5f/b/9b/5f/x/yMANgDv/9D/jf+f/+P/BwBTAEoAOAATABEAGwABAA0A+//v/+n/9f/9/9T/tP+0/7r/3f8FAC4AWQBdAD4AHQD//8r/sv/Z//X/yP+2/7L/uv/p//3/FQAwAE4AVQBrAH4AWQAlAO//4//U/9n/6//I/63/mf+y/7r/wv8AACUAPABAADAAGwAJABkAGQAdACkA9//v/wcAAQDl/7b/xv/S//H/HwAsAE4AOAAqACkAEwAXABkAJwAVAAkA8//A/8j/zv/r//X/6//x//H/IwAXAP//7//v/yEAHwAhAAUAAAALAAAA9//Z//f/BQAJABcAHQAjACEAHQD7//v/AAD5//f/8//h/8z/1P+4/67/yP/n//v/FQAfAA8AEwAPABEAAwADABsABwDz/+//4//f/+3/3f/U////BQAFABsAIwAjACkAIwATACMAHwADAP3/7//t/+3//f/9////AwDr//H/6f/l//v/BQAhACcAJQAwACcAFQANAAMAAwABAPf/4f/b//H/8f/9/wAA9/8PAAcAAQAAAPX/AAD3//H/7//v//P/8//3//f/CQAXAA0AGwATAAkAHQAZAAkA8//h/9f/2f/n//H/+f/9//3/+//7/w0AIQAnACEAFwAPAP//+//7/wAABwADAAEAAAD///H/6//x/+//9//7/wEABwD7//3/AQD//wEAAQADABEADwADAPv/9//p/+3/+f/v/wMAEwAZAB8AEQADAPv/+f/3//n/8//v/+//3f/j//v/+////wUAAwALABcAEwATAA0ABQATAB0AFQATAAsAAAD7/+3/5f/n/+3/7//3/wkADQAFAAEACwAXABkAHQAZABMAEwAFAPX/6//b/9L/3//n//f/CwATABkADwADAA8AEwD///P/5f/W/+P/3//Z/+P/5//5/wkAEQALAAUAFQAZABsAGQAZABEAAQABAPv/8//z//P/6//t//f/8//9/wAAAQANABEABwADAA8ACwALAAsABwAPAAEA+f/t/+n/+f/5////AAAAAAkAEwAhACMAJQAfABEABwD1/+n/6//t//X/8//r/+//7//x//f///8NABkAFQANAAsAAwABAPv/6f/p/+3/7//p/+f/6f/z/wkADQAPAA0AAQD5//P///8DAA0ADwABAAMA///5//3/AAD5//P/AAAFAAsACQAJAA0AEQATAA8AFQAPAAUA/f/7//3/9f/r/+3/7f/v////AAAJABUADwAbABcAAwAAAAEA///7//P/7//5//v/9f/l/+v/+//7/wAA//8AAAMAAQAFAAEAAAD9//X/9//5/wEAAwADAAcABwAAAPf/8//z//v///8BAAcAAQAJAA8ADwATABEAEQAPAA0AAwD5//X/8f/t//X/AwAdACkAKgAlAA8A/f/x/+f/7f/1//H/7//3//X/7f/v/+//+/8LABcAGwARAAUA+f/x/+n/4f/j/+v//f8AAPf/9////wAADwAnACkAIQARAAcA+//n/9v/4f/5/wsAHQAbAAkAAwD7//3/CwAFAAMAEwAJAP3/+//x//H//f////3/BQD3/+////8HAAsACQAAAPv/+/8AAAsADQAJAAkACQAFAAEA+f/r/+3/7f/n/+X/3//t////CQANAA8AGQAVABsAEwABAPv/9f////f/8f/1/+//8//5//f/9////wkAEQANAAUAAAD9//v/AAAFABEAFQAPAAUAAAD7//n//f8AAAsAEQAbABkADQANAAkACQALAAcA/f/5//v/9f/7//v/9////wEABQAJAAMAAAAAAAUACQADAAEA/f/x/+H/4//j/+H/6//3//3/BwARAAsACwADAAAAAwAAAAsABQD7//v/6f/d/+H/4f/t//v/AQALABUAFwAXABcACwD7//X/+//1//X//f/5////AwADAAAA/f//////BQANAAsAEwAbAB0AEwAFAAEAAAD9//3/+f/x//f//f8AAAAA/f/9/wAA/f/1//v/AQAFAAkADwATAAkAAQADAP//9f/v//P/8f/x//P/9f/7//n///8DAA8AHQAbABsAFQALAAUA8//t/+3/6//v//P/+f/5/wEACwAPABkAGQAZABsAFQALAAUAAAAAAAAAAAABAP//9//v/+v/6//x//n/9//z//3/AQAFAA0ACQD///P/7f/h/+P/7//7/wEAAwAFAP////////n/+f///wcACQAHAAMAAwD///v//f/9/wAAAwANABEAEwAPAAAA//8DAAcACwADAP//AwAJAAsABwD7//P/9f/1//f//f8AAAEAAwAHAA0ADQALAAMAAAABAPv/8//z//n/AAAAAAEACwALABEACQAAAP3/9//3//n/+f/3//3/AAD9//P/7//5/wMACwANAAkABQABAAcAAQD1//f/+/////v/9f/v//H///8AAAAAAwADAAAA//8DAAcACwAPAAcAAAD9//3/AAD7//v//f///wkADwAPAA8ADQANAA8AFQANAAMA9f/f/+H/5//v/wAADQAPAA8ACQADAAMA///9//3/AQAFAAUA///1//v//f/7/wAA9f/1////9f/1/wEABwAHAA0ADwAHAAcAAwAAAP//+//9//f/7//p//H/9f/x/+3/7//7/wEADQAZABMADQAJAP3/+f/5//f//f8BAAEAAAAAAPv/+////wAABQALAAcA/f/7//n//f8LAA8AFwAVAAcACwALAAEAAQD9//X/9f/9//3//f/7//n///8FAAAA+/8DAA0AEwANAAMA/f/x/+//5//n//P/+f8AABMAEwATACUAJwAqACUADQAFAPP/8f/3//P///8FAP3/9f8BAPf/5//t//n/AAADAAkAAQADAAEA/f/9//X/9////wEAAAD3/+//5//n/+f/1v/S/9T/2//x//n/AAD///v/DQARAAkADwAPABEAFQATAA8AEwATABMAJwAuACcAHQAPAAcAAQAAAP//9f/1/+n/9f/t/9f/5//S//X/AQDx/yMAJwAXAPv/HwADAN3/GwD1/wcAEQABABMAIQALAND/CQANANf/5f8dAAAA7//x/+H/TgATAAAAKgAfADQA1//I/+3/9/9y/6f/PgCd/wEAWQDp/1UAhgDn/wEAoADK/3z/LgCr/6f/AQCH/+v/OgARADIANAB3AGMA8f/v/3UAwP98/1cALP+N/28AbP/z/3MASABhAHkABQBSAE4AM/9dALT/3P7YAKH/wv65AIQAKv9ZABcBev8+AOwAev8PAAcATf+/ALT/cv5GAWMA8f1ZAHcAO//sAIL/Ev+IAjoAC/7eACgBmf+4/ikAuwCy/2b/cv/mAAsAQf+QAPcAFwCP/6cA6f8bAL7/qf6pAMMAZwA3/0H/3ADW//sAMgAc/lsAcgEY/6H+HwFV/63/kQKZ/8L/0gAq/xMAQgCX/on/ZQF+/Z3+9QP9/hT+DQIPAGcBwwGj/ib/vP9N//X/eQDa/Rb+FQIsAhMAxP3S/0MD4gFd/ln98QF+AXf8Yf5CAVAAdP83/wcASwEFAS4AdP5VAAgEAADW/dYAZP+v/sUALv8e/c4ADQKE/sr/bgJR/9r9cAS1Aeb7tQEyAOP+8wKK/DH5HgVaBf31MgEwCLL4AQQfBx35twD6BPX87f43A+34Wfx3CHr/NfmA/kYIKwQD9tYBIgu6+Qz6oQn//r31lQSVA5n38wGvAaL8xwd8/yv7eQVDBOL7Jv7mABX7QQMZADv6VQDsANgDAwH2+///rgdpAL/7BQGIAMoB//uq+4QDeQA3+RT/vAoy/wf2jAgqCaz4a/vEBCoErvgv+vQIn/+19aQFfwUx+Tf/4Qan/zb7eAMTAq7/X/1c/98EBPpy/rUH9Pu++Y0F0wS7+kv+kQO4/zoAPgD5/cT/NgLSAOD8ZwDUAoL+Uf58AEkDBf9r+gEDmgZQ+6T5OAmhAiPzZgWJC/Lx8vv/EBL3KPfsDo79FfW4Bm0HSfhr/cUFPf89/lf+RwR6/x/5sgVFA6D56AD7AzT8RgA1BJ774P4jBq76t/1bCA/7Vvt3BmMArPpmA1sDTfh8AvYGSfjo/QUIbfw3+owIDv9y+F4GRAA4/RgCyP7A/7cC1v5l/dYD4P28/lMDfv3W/3IBV/9dAJYAhf9VAEP/JgHn/zr+qQAPAQcAgv0kAuIAn/5EAOX/lAB6/+wA8/7S/68AJP7nAoD/OPzYA08BZfxbAFoEnPyM/MEHrf2W+jEFeQCt/PcBHwCh/cYCsv+r/bECbP8H/UED1gHw+g8BygNT/AEBaAJ7++0B5wKS/JoBS/8q/pEEZf0B/bwE4P5r/NUEiv6C/JkF5Pwo/mwEZf2K/qEDv/1h/bIFCf1C/ZUEiv1B/1EC+f7x/lMB5f+n/6sB8/1VABMC7PwBAZUCAfxKAAEEgvxi/9gCzv5Z/jYATQP9/aX96QLUAEP+fP6bA7z//vskA5YB7PyMANoBQf6P/34BTf/p/zD/TAB6Alf9uP+RAln/Iv6kALIEUvuA/YYIRvy7+hYGjAA2+1cBhgIZ/aIA/QA//gsCdP1rAHIDPvzU/8YCq/+Z/VkCgABR/EcF6v11/BQGE/1h/qMD6P2d/rECTf/1/OgBygEF/cr/ZQJR/ZgAPgG5/YAB0P8//xsA3AAHAN7+1gBEAFMBAf51ACYDZ/wpACYDX/4a/t4BaQFC/dn/AQJg/7L/5f7eAfcAMv2vAd3/ogAu/zL/rwPm+0wAVgTO/EH+wALkAFD8twGCAST9pQDDADgAuv7h/8kAewBH/0n+IAMo//P9IAM//uP/VQIR/aIAeAGh/ncAUf9KACIBm/64/4QB2/+p/f0BawGK/J8BZwDO/mkB7/5V/7MBPgB8/RwC9AAk/R4CSABJ/ngBfACv/VUBZQHe/HwCzv+d/XIDfP7i/VcDtv9K/LID2ABn/DYCDwBL/yoAJQC2/27/XwE3/5n/igDt/1kArv+j/6kApAC3/vX/YwGP/8T+aQBvAen+9/5RAacAcP7Z/+8Byv6f/x0Brv+f/wcArQA1//v/IwAVABMAo/93AKv/uwAe/+P/UwHa/ln/2gAgAdL9YwB+Atb9hP84Ahr/MP4sApn/Xf69AYv/U/+CAMT/WQAjANT+DwHDAEn+0gDDAAf/BwA+AUP/zv7mAbr/Cv+QALr/dwDx/7H+ogDqAYT9Cf9VA87+//1AAYYB1v6v/rEBDwDE/hMAtQDn/67/wv/aAAcAdv7aATf/W/9XAZv+qwBXAK7/rv+aACoAFP/qAA8A5/9V/x0BGQDK/eIBCQBd/igB+/+A/10Aof9fACoAbv+YAEYAl/8pAPP/8f9MAHD/JQCIAMb/4f9dABUAuP9bAAsAo/9IAK0APf/f/xMBsv94/ycAJQDQ//f/vP///xUAHwAPAHj/uwBKAI3/HwDl/8EAyP/n/rMAdwDp/rT/uQDG/6X/CwAsAAsAmf82ACUAOAD5/5f/zQB2/y7/HQF6/yz/8gDr/17/MgA0AL7/wP/5/1IALgCF/4AA5//h/7EAW/8sAIwA5f/A/+P/MACd/wkADQBg/8cAmgDS/pQA6ABJ/9n/RABzAL7/bv/NAAsA/f58AHsAT//f/1cAGQCr/9f/gAAXAMT/+f9TACwAW/8pAKkAfv96/8sAXQAe/zQAngCl/6f/8f8PAP//yv8DAF8AFQAyAO3/uP+rAK3/Cf+YAIwAHv+n/0IB+f/C/pQA5AD7/qn/GwHZ/5P/QgB3AFAAR/+6/xMB4f9q/qQAWQGp/hD/egFlAIr+OgD2AL7/kf/d/3kALgAz/9f/6ACl/0v/+QADAA7/ogBIADP/TABpAK7/4/8lAEAAyP/Q/0oA8/+4/x8ANgCV//n/WwCZ/9v/NgDh/xUA1v/r/3wAwv+h/2kAUwB8/8D/wwDW/yT/oAB7AOv+NADkAJH/CwBhAD4APgCZ/0oAkAB2/8z/twDG/zX/yQAnAAn/oAB3AEP/NgBxAIv/EwDx/6v/eQDj/5n/dwAfAIX/AQA6AL7/wv8dAAkA9//X/xEAUgCr/8j/bwAHAK3/DwBGAOX/j//9/1UAxv+8/1IALADl/wAAIwA6APn/BwBAAPv/EwD5/9D/CQDp/6n/FQBMAKn/HQBQALb/2/9AAAsAh/91ACMAdv9tAP//3/8ZALT/LgAbAHj/LABSAI//JwBTALb//f84AL7/7/9IALj/1/8yAPP/2f8DACkAHwD7/8r/UAAnAHL/LgCAAM7/pf9pAFIAcv8JAHUA1P+l/x8ANAC8/9D/LAAqALb/3/98APv/i/9bAG0Aav/r/3sAxv/M/0YASAC6//v/UADE/9b//f82AAAAq/+CAFMAgv80AIQAjf/G/2kABwDS/8b/RgA0ADn/7f+cAJH/dv+pAFcAQ/8jAK0Aof+j/3MALgCn/9T/QgApAGj/3/+WAKf/qf+EABEA2f8LAPX/QAD1/7j/OgApALD/j/8hACEAfv/h/1UAFQDW/wMAZQAhALr/GQBCAOH/4/8FABMA9f+8//n/IwDl/8r/DwA+AOX/wP9IABEAgv8wAEQAo/8DAFMA9//d/0AAKgDr/+//FQBOANf/yP91ACUApf8uAHsA2f/Q/1sAOADn/+n/JQAnALz/2/9ZAAEAmf82AEwAm//5/1sA6//l/zAAHQDv/+3/9f8HANn/qf8AAAUApf/Q/yMA2f+8/yMAEQDp/xkAJQD9//v/FQDf/9b//f/x/87/1/8TAN3/rv8PAC4A1P/n/2kAIQC0/zAAZQDb/8z/TAAhAKf/7/82APH/zP8bAE4A/f/j/0QARADr/wMAQAALAOX/8/8JABEA4f/3/0QAGQDf/xsAKgDU/+3/OAANAOn/BwANAPP/6f/1/wUADwD9//v/CQABANv/6f8bAOn/vv8DABsAzv/G/ykAHQDQ/wUARAABANb/KQA0ANf/6f8qABEAuv/Q/x8A1/+h/xMASADb/+f/WQANAL7/GQBMAPv/1P9KAEAAmf/S/1MA7f+d/yEAOACu/+f/TgAAANf/HwAuAPX/7f8BAPv/+f/5//n/BQABAN//5/8XAAAA3f8LACcA9f/j/x8AGQDf//H/IwARAOX/8f8VAAEA3//z/xEABQDr/wMALADt/8z/JQAhAN3//f80ABEA2f8XADYA7f/r/yEAEwDb/wAAIQDp/+3/IQATAPn/EwAdAPv/+/8bAAsA7/8NABUA8f/1/wUA+//j//X/DQABAAEADQD//+P/7/8LAO//4f8RAA8A6f8BACMA+//M//f/BQC6/9b/LgAFANL/EQAsAOf/5/8yACoA6/8BACEA8//X//X/BwD3//H/CwARAPf/5////xUAAwD//yUAKQADABcAJQD9/9//8////+3/8/8DAAsABQD9//v/+f/3//H/+/8JAPn/8//9//n/9f/7//3/8//z//n/9//t/+//7//z/wEACwAdACEACQAHAA0AAQD9/wsADwD9/wcAGwAHAPH/AAARAP//7/8TAB8ABQAZADoAJQADABcAHQD7//v/HwALAOP/+/8PAOv/3/8JAAEA2f/9/x0A5//b/xMACwDt/xsAQAAFAOP/CwD5/8r/8f8JAOP/0P/v//P/xv/Z//X/7f/1/x8AMAANAAMACQD9/+P/5f/r/9b/1P/p//H/4f/t////9f/7/xEADwAHABsAKQAhAB8AIwAVAAAA+///////7f/3/wUA7//p/wcAFwAFAA0AOgA4ABEAGwApAAMA6/8NAB8A9//t/wUABwDx/+X/8//7//v/AwALAA0AAQADAA0AAwD9/wsABwDv//X/AADp/+f/BQANAAAAAQAPAA8AAwALABcADwADAAMAAAD3//X/5//X/9//9//5/+P/6/8LAAEA6f///xMA8f/j/xkAJQDt/+//GQD9/+n/AwD3/93/6//3/+P/AAAlAAkA+/8RABMA8f/3/x8ACQDh//H/DQAFAPn/CwATAP3/8f/7//n/8/8AAAsACwAPACEADQADAB8ABwDn//n/AwDx/+f/9/8DAAEA+f8DABEACQABAA8AFwANABcAIQAVAAcAAQAAAPv//f/v/+v////9/wEAGQAXAAMA+//3//X/8/8AAA0ACQANAA8ACwAJAAsAAwD1/+f/2f/S/9v/6f/5/wkADQABAAAA/f/x//f/BQAJAP///f8BAPX/3f/X/93/3f/j//n/BwANAA8AEwAbAB0AEwAPABEAAwDx/+//8f/p//f/DQADAAAADQAFAAAAEQATAAMAAwANAAMA+f8BAAEAAQANAB0AJQAZAAsAAAAAAPn/8/8DAAcA+f/1/wAA/f/x/wEADQAAAP3/AwADAP3/AQABAP/////9//f/9//x//P/AwAPABEAFQAPAAEA9//1/wAAAAAAAAMAAQD///n/9//n/9b/3f/h//H/AQAFABUAGwANAAkAAwAAAP3/9////wAAAwAFAPn/7//1//n/9f/t/+//9//9/wkAFwAXABMAEQAJAPn/6//x//H/6//1/wAABQAJAA0AEwALAP///f/7////CwAVAA8AAwAAAAMAAwAAAAEACQAJAA0AFQAZABcAEQALAP//+f/5//f//f/z//P/AAAAAPf///8HAAAA9f/v/+3/6//x////AAD//wEAAwD1/+P/5//x//X//f8LAAcA+//7/wMADQANABEAGwAdABkAEwAJAPf/5//z//v/9f///wMA/f/9/wAA//8FABMAFwAVABEACwAJAAMAAAD7//P/7f/n//P/BQATABsAGwATAAcA//////v/9//z/+3/6//l/9//5f/5/wMAAAD/////9f/5/wAAAAABAAcACwALAAMAAAD5//X/AAADAAsAAQDz/+//8////wAAAQALAA0AFQAVAA8ABwD7//H/5//f/9f/zv/d/+X/3//h/+n/9f/5/xMAIQApADAAIQAnACcAHwAXAAsACQAJAAsAEwAqADgAMAAuACUADQANAAcA+//x/+v/8f/p/+n/7f/j/+v/5f/S/9//9f/5//v/AQABAAAAAAABAAcAAwANABEAAAAJAAkA+f8FAP//4//n//n/9f/5/wkAAAD///f/8f/x/9//9f/z/+3/BQD9/+//9f////H/+f8DAOf/7f8BAP///f8PABUAEQATAAsA/////xMA///9/xsAAAAFACMAAAD3/ykADQD//ywABwARAB0A9f/3/+3/5f/v/wkAAQARACkA7//3/xMA8/8FABUA3//d/wkAAQD9/xEA+f/d/wMADQDv/wUAEQD5/wEAGwD9//P/CwD5/wUACQABAAUAAQAAAPn/EQATAAAA+//z/wcA9f/p/yUA9//z/y4A2f/S/wcA8f/p/wsADwD1/yMAEwD9/xEA5f/x/wUA4f/1/wEA1//5/w8A+f8JAAsA+//9//3/8f/h/9f/+f///+f/8f8qACEA6f8wABEA3/8sAA0AtP8LAEIAtv8ZADwAvP8sACoAwv8NAEAA4/8HAC4A2/8FAA0A8//7/wUAGQAlACEABwAXAA8A+//7/wUACwDx/+f/6/8FAAUA7f8JAA8ABwD///H/HQAPANv/5f8hABsA1//9/9//1P8BAND/vv8JACEA1P8LAAEA6f8TAOX/EwAFAPf/FwAhAAMA1/8JAAkAAADx//P/EQD9/xEA+//z/0oA2f+w/18A8f/9/yoAuP9bAAUAo/8JABUAJwC2/0IAJwCE/1kABwCF/+H/sQCw/2r/HQHC/8z/IQCAAB0Acv4eAg0AV/1RAqQAdP3BAKsBev6A/84BJP/c/sYB/f/1/fQAuwHo/VH/0gKp/VX/8QLQ/dr+wwHqAAf9HwEuAiP8GAI0AW39ggCWAWz/5/5hAu/+t/7xASUAsf71/+ABW/5d/iwDQgDD+60AJAQe/r/9BwKGAFz/U/9XAe3/jv09A1v/mPwCBHwAqPuMAW4DMP18/mIDdP/M/AcDbQGz+7UBnwLy+44AXASD++H/VQN1/MQBvwFr/UP/cAIZALf+xwBR/gEB2gAAALb/4P0kAnUAzP4gAcr+q/9dAkf/Sf5GAdv/U/9jAcD+hP96AbP+FwH9AJr8aQGEA0b8qf/eAg39XwGSAPv8sQJVAJD9owENAYD+BQHU/1P/9wCb/1IA1v58ACMAev/kAHr+dQCMAIYAgP9H/44Bev8NAHsA7f58//MBhP+9/akBPACf/rcA0AAJ/m0BmAGD+2QDJAIR/H4CMv8W/lMDwv96/AEC9wDx/XACbv7C/XIDsQBE/RcBDQFH/gMCV/+z/j4Crf5k/7MB6P3M/1cD5vwQ/0cDcP7Q/pAByQDE/UIBFQGh/XIBZwDW/uoAgP+z/r0BMP+z/noCxP6b/lUCeP/t/iICIP5X/zkDnf26/sQCEv+P/mcCEP8W/qkCaP8J/zQBpf5pAO8BuP4Y/swBLgGf/XUAOAFy/5AAU/8FAAcBXv8qALMAk/+t/0IAVQBVAEn/fP+YAJ4AgP/9/rkB4/9o/tgBxv9H/pABzQCn/WEAOAGP/oIAggDa/s7//wAAAMr+wQAdAJv/1ADj/tL/hgES/xr/uwHg/un+dgKX/vn+QQJP/2r+4gGxADb9ZQFpAV/9DwFrAcL9VQDgAU/+h/+OAUn/5/+cAKn/uP8qAG8AAAB+/9D/MgFAANb+9/8NAd3/Jv+vALb/1/8fAVf/av/aAAUAVf9+AMT/hf8iAT3/Lv+jAbD/sf7/AJ4ACv8BABsBbP96/zwBn/9T/8cA7/9c/20ANABH/44AbQAo/0wAUAA3/xcAQgBo/1MA8/9L//0A1//Y/iIBUwAe/3UAIwCN/wMAOgDv/9b/AQDG/2sAUgAz/zoAGQFb/3D/5gCf/8L/wwBX/4f/mADp/4v/FQAuAPn/JwD5/+3/JQBCAGEAxP/n/04AzP+p//3/MADO/8z/bwD//4D/VwAuAJn/SgAnAM7/QAAVAMr/LADz/5H/EwAfAAcAEQDM/wMAGwDK/+v/+/9AAEoArf8DAGEA5f++/z4AFQCP/yUAWQC4/+v/TgDU/+H/MgABAAMA9/8yADYA2////wkAAQD7//X/9//f/x0ADQDM//H/AQAAAO/////v//v/TgDf/8T/PAD1/9L/DwANAOv/9f8lAOn/7f8LAN3/IwAFAPv/MgDW/xEAPACn/9T/RgDp/8r/LADx/9D/FwDb/9v/KQAAAPv/RAAXAOv/NgALAOX/MAAdAAsAGwAFAPv/EwAHAMj/CQAXAMD/EwAfAMr/AwAuAOv/9/8yAPv/+/8ZAOX/7f/l/9n/CwDz/9//IwAAAMz/FQADANb/AwAHAAEA/f/p/wUACwDr//f/8//l/xEAFwDr//n/IQAVAP3/DwAsABcA9/8PABUA//8BAPv/6//x/w8AFQD1//f/CwARAAEA8/8VACUA6//n/ywAAQDW/x8ADQDb/xMABQDQ//H/AQDr//X/+f/r/+//9f/r/+P/+/8PAAEACQAsACEABwAXAAEA4//1//f/AAANAAcAAQAFABMAHQAbABkAEQD5//n/AAD3//n/+//z//n/8f/p/wMA+f/l/xcAFwD9/yMAJQAJAAkA/f/t//P/6f/n/////f/x//3/DQD9//f/FQD///H/DQABAPP////z/+H///8LAPP/AQATAP3/8/8JAAMA8/8BAAEA/f8PAAsA//8DAAUAAAABAA8ADQABAAAAAwADAPv//f8AAPX/+f8BAPv/+//5//n/+/8DAA8ACQANAA0ABQAAAP//AQD9//f///8AAPP/8f//////AAAXABcADQAPAAsAFQAdAAcA/f/3/+n/7//9/wMAAAAHAA8AAQD///n/5//r//f/7//l//H/AAD//wAACwABAP//AAD9/wEA/f/5//3/9f/v//X/AwAHAAkAFQANAAMABQAPABMABwABAAEA8f/f/9//4//z/wAADwAlAB0AEQARAAUAAwABAPX/+f///wAACQAJAAMAAAD5//P/9f8BABMAJQAXAAUABQD///n/6f/l/+n/6//1//P/+f8DABMAIwAfAB8AJQAXAAMA///3/+n/5f/r//H/8//5//3///8AAAMACwAJAAMAAwABAPH/4f/f/+P/8/8DAAcADQAFAP//AQAFAAkADwAVAAsAAQD1/+f/3//l//f/BwAXAB8AGwAHAPn/5f/Z/9//6f/9/wMACwAVABMAFwARABEAFwARAAcA/f/5//n/9f/v//H//////wMADQAdABsAFwAfAAkAAAADAPn/9f/3/+3/5//r/+n/8/8FAA8AFwAXABMAEwAJAAEA//8AAP3/6//n/+3/6f/t//f/+/8DAAkABQALABMAEwAPAAkA///3//3/+f/1//n/+/////v///8AAP//BQAJABEADQAFAAUA///v/+3/6//l/+f/7//9/////////wAABQADAA8AFQARABUAFwAHAPv/8f/f/93/5//9/w0AEwAVABEAEQAZAA8AAQD///X/8////wUAAwAJAA8AAAD1//n/AAD///v/AAADAA8ACwAAAP//8//3/wAABQAFAAMABQD1//P/+//3/wMAAQAAAAAA7f/n/+///f8HABEAEQABAP3////9/wMACQAFAAEA+//3//P/8////wMABwATAB0AFQAJAAcAAwABAAMAAwAAAP//CQATAAsADQAPAAsABwD///3/+f/7/wEAAAD9/+//6f/v//f/BQAPABMACwD//+//4//n/+3/8f/5//3/AAD///3/+f/v//H/AAAPABMABQD9//P/3//p//X/+/8JAAUAAwABAPP/5//l/+X/8f8FABcAIQAhABcADwARABkAHwARABEACwD///f/5//t//v//f8DAAUAAAD//wUACwARAAsA+f/1//f/+f/9//n/+f///wUADQAPABMADQAFAAkABwAFAAcAAwABAAAA+f/z/+3/8f/5/wMABQAHABEAEwAXAB0AFQADAPf/8//j/+H/8f/1//n////5//f/AAABAAMAAQD9//v/8//x//X/8f/5////AAAAAP//9f/x//X/+/8DAA0AEwALAAAA9//x//H/8////wUAAwD///X//f8HAAsADwAPAA8ADQAAAPf/7//n/+v//f8HAA8ADQAJABEAGwAbABcAFwAVAA8AAwDx/+v/7f/x//P/8//1//3/AQALABEACQALAA8ADQAJAAAAAAD5/+v/6//v//f//////wAAAwAHAA0ABwD///n/8/////3//f////X/+f/3/+//9/8AAAMABwALABEACQAAAAEA/f/5//X/+////wEADQAFAAsAEQAFAAkAAwAAAAEA/f/9//f/8f/1//3//////wEAAAAAAAAAAQAFAAkADwANABMAEQADAAEA+//x/+3/5f/f/+v/9////wAA//8HAAsADwAVAAcAAQAAAPP/8f/v//H///8BAAMAAAD//////f8FAA0ACwAJAAMAAQD9//v/AQAAAAEAAQD9////AQALAAkAAQADAAEAAQADAAMACQATABUABwD///f/+f8AAP///f8AAAAA+f/3//f/+f8HAAkABQAFAPn/8f/z//f/9//5/wAAAQAAAP3/+f/5/wEABQALAAsABwADAPn/9f/3/+//7//3/wAABQAJAAcA///9////AQABAAAABQAFAP//9//3/wAACwAVABUAFwAXABMACwAFAAMABQAJAAUA9f/z//X/7//1//H/9f/9/wEACwANAAUAAQABAAMABwADAAAA+//t/+H/4//v//v///8DAAcACQANABEAEwALAAUACQALAAkAAQD3//H/7f/z//P/7//x/+3/9/8AAP//AQD//wcAEwANABEADQD7//X/+f/9/wMAAwAFAAMA+f/7/////f/7/wEADQARABcAFwARAAcA///1//X/+f/p//P/AAD7/wcABwABAAcADwATAAcAAAD1//P/+f/z//v//f/7////9//1//v////9//v///8BAAAAAQD//wAACwAJAAcAAAD7//v/+f/9////AAABAPn/8f/1//f/+/8AAAMADwAPAAUA//8BAAsACwAJAAEA//8AAAEAAAAAAA0AFwAZACMAHwATAAkAAAAAAP/////7//f//f///wAAAwAFAAcABwAFAAEA+f/3//X/8//v/+//9f/1//n//f/1//P/9f/3//n/AAAFAP3/9//5//X/6//n/+f/7//9/wAABQAFAPv/8//1/+//8f8BAAcAEQAbABcADQAAAPX/+/8DABEAGQARAAUAAAD9/wAADwAZABkAGQAZAA8AAQDx/+f/6//z//3/CQALAAkACQAJAAUAAAAAAAEACwAPAAMA+//3//v/+//5////AAAAAAAAAQAFAP//AwALAAsABwADAAAA+//9/wEAAwD///f/8f/x//H/8f/3/wAABQAJABEADQD///P/8f/5/wAABwAJAAMA9f/p/+v/7f/3////AAADAAAA///7//f//f8DAAUAAAAAAAMAAQD///n/8f/1//3/+f/7/wAAAAALABUAFQAZABEABwABAPn/+f/z/+v/7f/p/+v/9/8AAAsAFQAdAB0AFwARAAMAAAABAAAAAAAAAP3/8f/t/+//+f8BABMAGwAVABcADwALAAsAEQAXABEADwAFAPn/7f/j/+3/AAAJAAsACQALAA0ABwAHAAMA//8DAAEA/f/x/+n/3//X/93/5f/3/wUAFQAbAAkA///3/+3/5//j/w==\" type=\"audio/wav\" />\n", | |
" Your browser does not support the audio element.\n", | |
" </audio>\n", | |
" " | |
] | |
}, | |
"metadata": {} | |
} | |
] | |
}, | |
{ | |
"cell_type": "code", | |
"source": [ | |
"def plot_spectogram(spectogram: np.ndarray, ax: plt.Axes) -> None:\n", | |
" \"\"\"Plot spectogram on axis.\n", | |
"\n", | |
" Arguments:\n", | |
" spectogram (np.ndarray): Spectogram of shape (batch_size, samples).\n", | |
" ax (plt.Axes): Axis to plot spectogram on.\n", | |
" \"\"\"\n", | |
" # Remove `channel` axis if it exist.\n", | |
" if len(spectogram.shape) > 2:\n", | |
" assert len(spectogram.shape) == 3\n", | |
" spectogram = np.squeeze(spectogram, axis=-1)\n", | |
" # Convert the frequencies to log scale and transpose, so that the time\n", | |
" # is represented on the x-axis (columns).\n", | |
" # Add an epsilon to avoid taking a log of zero.\n", | |
" log_spec = np.log(spectogram.T + np.finfo(float).eps)\n", | |
" height, width = log_spec.shape\n", | |
"\n", | |
" x = np.linspace(0, np.size(spectogram), num=width, dtype=int)\n", | |
" y = range(height)\n", | |
"\n", | |
" ax.set_title('Spectogram')\n", | |
" ax.pcolormesh(x, y, log_spec)\n", | |
" \n", | |
"\n", | |
"\n", | |
"def plot_waveform(waveform: np.ndarray, ax: plt.Axes, rate: int = 16000) -> None:\n", | |
" \"\"\"Plot waveform on an axis.\n", | |
"\n", | |
" Arguments:\n", | |
" waveform (np.ndarray): Audio singnal (wavform).\n", | |
" ax (plt.Axes): Axis to plot waveform on.\n", | |
" rate (int, optional): Audio frame rate. Defaults 16000 or 16kHz.\n", | |
" \"\"\"\n", | |
" timescale = np.arange(waveform.shape[0])\n", | |
" ax.plot(timescale, waveform)\n", | |
"\n", | |
" ax.set_title('Waveform')\n", | |
" ax.set_xlim([0, rate])" | |
], | |
"metadata": { | |
"id": "LDTNMQAkgiR9" | |
}, | |
"execution_count": 15, | |
"outputs": [] | |
}, | |
{ | |
"cell_type": "code", | |
"source": [ | |
"def plot_waveform_spectogram(\n", | |
" audio: np.ndarray, labels: np.ndarray, n: int = 1,\n", | |
") -> None:\n", | |
" \"\"\"Plot waveform over time and the corresponding spectogram\n", | |
" (frequencies over time).\n", | |
"\n", | |
" Arguments:\n", | |
" audio (np.ndarray): Audio signal of shape (batch_size, samples).\n", | |
" label (np.ndarray, optional): Corresponding label to audio.\n", | |
" n (int, optional): Number of waveform/spectogram to display.\n", | |
" Defaults to 1.\n", | |
" \"\"\"\n", | |
" for i in range(n):\n", | |
" # Get Convert waveform into spectogram.\n", | |
" waveform = sample_audio[i]\n", | |
" spectogram = get_spectogram(waveform)\n", | |
" label = label_names[sample_label[i]]\n", | |
" \n", | |
" # Plot the waveform.\n", | |
" fig, axes = plt.subplots(2, figsize=(12, 8))\n", | |
" plot_waveform(waveform.numpy(), axes[0])\n", | |
"\n", | |
" # Plot spectogram.\n", | |
" plot_spectogram(np.array(spectogram), axes[1])\n", | |
" \n", | |
"\n", | |
" plt.suptitle(label.title())\n", | |
" plt.show()" | |
], | |
"metadata": { | |
"id": "Qn39_6vTiGs2" | |
}, | |
"execution_count": 16, | |
"outputs": [] | |
}, | |
{ | |
"cell_type": "code", | |
"source": [ | |
"plot_waveform_spectogram(sample_audio, sample_label, n=2)" | |
], | |
"metadata": { | |
"colab": { | |
"base_uri": "https://localhost:8080/", | |
"height": 1000 | |
}, | |
"id": "04EQuL5CnMwI", | |
"outputId": "086e98c6-2ef9-4ff5-aef3-2a7101b116d4" | |
}, | |
"execution_count": 17, | |
"outputs": [ | |
{ | |
"output_type": "display_data", | |
"data": { | |
"text/plain": [ | |
"<Figure size 864x576 with 2 Axes>" | |
], | |
"image/png": 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\n" | |
}, | |
"metadata": { | |
"needs_background": "light" | |
} | |
}, | |
{ | |
"output_type": "display_data", | |
"data": { | |
"text/plain": [ | |
"<Figure size 864x576 with 2 Axes>" | |
], | |
"image/png": 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LCz7O6/ic5hIPQnym4Pr42x/l1Y5chbU3WrY8pMc8XV1lcBERKUcK4SIlIrcwmT5pF7xHuIDna21fek6zo7SpJSIiIqVBIVykROQWoovf77thW0PRr9kaHb0AkYiISFsohItIq5VC7m2vqRNFRESKQSFcpAsphfBcaJ3wWxIRkS5AIVykrGTv/c0laOcSXDPVaW0ndFj9fD8QRIfJrN9an1P9sRc+zHfufD2/i4qIiBSIQrhIicgtk6avVW5LvYc1tzXBfO2WSPj+28tLcj7mX2+syP0CIiIi7UghXKQLKdRwlFIa1tKtUv+NiYhI+dFPL5ESUYxZPnK5QmNz9rnEC9KWAl2ghDr3RUREclaQEG5mx5nZe2a2wMwuDNl/tpnVmtmc4OucuH1nmdn84OusQrRHpLMp5jR80+enLhq0cXviNIULaze38qypUTl0OEobHrMspSE2IiIiuco7hJtZJXA9cDywO3C6me0eUvVud98n+LopOHYgcCmwHzAVuNTMBuTbJpHOpjXT8WUKsmFnmbN0fdZzfu+uOQnbX79tds7taU1bOsL8VZtYvWl7RzdDRES6mEL0hE8FFrj7InevB+4CpuV47LHAE+6+1t3XAU8AxxWgTSJdzt2zlmbtMX/2vdqUsvtnLwutGx/mP1y7NfIiLjk3NefXO18qw8qPvvZ5Dv7lMx3dDBER6WIKEcJHAUvjtpcFZcn+n5m9aWb3mdmYVh6LmZ1rZrPMbFZtbWqQEClHy9dviwXn1o44ic4OEm9zXWPW67VFLNzHtXHlhsRzvZGhR709piiMnbsAfer1jc0FaImIiEjuivVg5r+Ase7+CSK93X9t7Qnc/UZ3n+LuU4YMGVLwBooU2xtL13PQ1U9zx8wPs9YN6+E++Q8vpNbL8dqtHWMerb0+wxL2065/sVXnDGttKc26IiIi0p4KEcKXA2PitkcHZTHuvsbd64LNm4B9cz1WpLOKPtw464N1bTp+2brUXu12C7HBecN633MR1letwC0iIl1ZIUL4q8B4MxtnZtXAacBD8RXMbETc5snAO8Hrx4BjzGxA8EDmMUGZSJeT8YHKDpgCJD4ktzUvJ8+qknD+Np4z2e4j+xboTCIiIsWTdwh390bg20TC8zvAPe7+tpldbmYnB9XON7O3zewN4Hzg7ODYtcAVRIL8q8DlQZlIp9cuPcHePudt6xSJn/2/lzKcM6SsFec+eJfBAOw0pFcrWyUiItLxqgpxEnd/BHgkqeySuNcXARelOfYW4JZCtEOkq0vuTd+0vYE+3bt1UGtgwerIkJuwnvzMPf/Zz92WOcVFRERKhVbMFOkgxRhh8oUbZrT52PaOuBoTLiIiXZlCuEiJKEQoTT7HvJUb8z9pOwldMVPJXEREugiFcJEOtvjjLUBhep6b2ynE5vtgaPjsKOUZuJuanSfnrSrb9ouISGlQCBfpINEMl8uy8Tmfs2BnKmxIDsvwQ/rUFOTc7ZWFb5q+iD0u+U9K+a0vLuacv83i4bdWts+FRUSkSyjIg5kiUjrKpYO2R7dKIHF2k1Jq+pUPR2ZSdfeE3wRE52dftbEu9DgREZFcqCdcpETkEp6z1SmXAF5OGpsTb2o0j2s4ioiI5EMhXKQTaa9p+/Jd8dJCzlColrZ3FE43zr4jFlASEZHOQyFcpIMkZ7hcAnQxc19bO3qz9RBn2l8OncsbtzUCUKEMLiIieVAIF+kgrQmcy9dvY9P2huzHlEGIvf6ZBUB5BG5Ibef9ry0DYMmarR3QGhER6SwUwkVKRLZQ+v6qzVkzdnMZBNt/zlmRsJ1vh3Kxx2Z3q4y0eHi/7kW9roiIdC4K4SIlqDk0TecWNrPV2lbf1Or25JuU44fRJIfmTFulIDnjn/SJkQAM6V2YKRZFRKRrUggXKSPZsrDjWXuGaze179R6uXdMl17gDpM8Vl9DwUVEpBAUwkVK0LaG8N7qrEPCyyDXJjcx7+EoeR6f9fxpLlAGt1pEREqYQrhICdrj0sdSytxznEs8y/7bZnyQUxvaLdB7+vO35ZrvfbQpv/ZkkdIkdYWLiEgBKISLdCK5ZNg/T1+cdEwOUyO2sT1hkq+2sHYLW+oaE+s4NOX4lOnVj77LQ2+syF6xjbQoj4iItAeFcJEO8vrSdQnb2cLeHa98mPWcYecIGwMevwBN2EI6+cg+ZCa1xs8enJtSdklIWToLVrVvb7iIiEihFSSEm9lxZvaemS0wswtD9n/fzOaZ2Ztm9pSZ7Ri3r8nM5gRfDxWiPSLl4PYZiaE6W4frA68vz3pOd1JS8Of/9FJKvabmrKdqt9U3PelPgI82bE8p+3sOHzoy+XhzYR5AVT+4iIi0h7xDuJlVAtcDxwO7A6eb2e5J1V4Hprj7J4D7gGvi9m1z932Cr5PzbY9IZ5YtGLun1vkgZFGZ+CkQi736+pI1W9mcNPyksSm3qHv7jCWx1wkfWkK+iSlXPtmm9iVL+2CmhqmIiEgeCtETPhVY4O6L3L0euAuYFl/B3Z9x92gSmAGMLsB1RTqNsRc+TEMBVtqJTFGYW73WsJCQ25oMmlz3vNtnJ2xvrmvMKdT+9J/hQ1Ta9XOEsraIiLSDQoTwUcDSuO1lQVk6XwUejdvubmazzGyGmZ2S7iAzOzeoN6u2tja/FouUoK1JvcNtkWswjs/7iz/ewqbtDa0+16G/eobGkHEtyWF66drUnvhZH6xLOP+8lRv57ZPzWxXsi9WD317DckREpGsr6oOZZvZfwBTgV3HFO7r7FOCLwG/NbOewY939Rnef4u5ThgwZUoTWikRsq2+iIS5srt1Sz0/+8RZb61tC88zFa7n60XcTjrv5hcXMXb4htl3f2My8FRvTXic56m3Ymj0Yr99an7D9zsqNOYXT+JlHps//mFNvmJGwf3uaecqT1TVmH1x+yDXPpJSFBds7Z6aOAQ8L+bFzxJ2iNYH8gnvfyL0yqfe80A+yiohI11SIEL4cGBO3PTooS2BmRwEXAye7e+yJKXdfHvy5CHgWmFSANokUzG6X/Iczb54Z2/7LSx9wxysf8reXW8Ynn3rDy/zpuYUJY62v+Pc8Tvr9C7Hty/71NidcN53l67fldN1v3fFaSllydN3n8icSts/7+2ttmkv8nZWJHw7+9NzChDoLVm8OPU9zjl3XyaE7Mud5YlnYaJxv3/F6TudvTTC+d/ay0PJ0UyKm+w7VPy4iIvkoRAh/FRhvZuPMrBo4DUiY5cTMJgE3EAngq+PKB5hZTfB6MHAQMK8AbRLJalHtZj551ZOsiAvFqzduZ+bitSl1X160JqVsW31qb3F90HMb1oM7e0lkSsLk3ut0XljwcU71kuUSDrONv94a8r2FSc6tK3L8gFHX2ExDU3Iw95Sw/p+3P0p7jvje70IMTdn5J4+ElusBTBERaQ95h3B3bwS+DTwGvAPc4+5vm9nlZhad7eRXQG/g3qSpCHcDZpnZG8AzwNXurhAuRXHXq0up3VTHg3NaFno57cYZnHrDy5mDV7AvLPhFh63kMkyjLbbVZx83nktmbM7yEGiumTb5Ph149dOhHwJWrN+eUvaVv76a41XSXbs1dYsXpN9Yuj7n33aIiEjXVVWIk7j7I8AjSWWXxL0+Ks1xLwF7FaINIq3VrTISNZuaWwLzoo+3AJGe4F414f88onGuIiSFR3t36zOE8OY0u3LJifU5TOWXyxCRrDUst+Caa7b9RtJsKBB+j9qalbN9aMgngycfmq3Xfdr1LwLwwdUntv2iIiLS6WnFTOmUfvHoO4y98OGMdSorIm//xpBe4Y3BbCFhQTQacsOyWC494XWNuQ31CJVTMM4lqGfeHzbG2t05cOdBiWVZr5S7fM7VnjOl/OuNFdkriYiItJJCuHQKW5Km97vhuUVA4sN2lzw4l4fiAlVVhaXUiaprCMZ2h+yLZtyw4Bft3c0UtLc3tH2oys8efDtrnRUbUod+JHv2vdUZ94d9b397eQmVFYk7wnrdZ4SMny+k/8xd2epj8gn4l/1rXvisNhoqLiIieVAIl7I3f9Um9rj0MR6ck7qse/w0gn97eQnn39ky20Y0UIYF7egDlg1h82AHf4YtYJOpJzwaWBvSjUcpkD8+uzBrnenzsz/0mXxXHgrpEQ4L4V+Km0mmNdZuqc9pLP03bk+dNSabfMeEbwkZi//Me6tDH85tjdWbtvPn5xfp4U8RkS5IIVzKzqLazdRuis1yybxger0n5q1KqZtplg/PMKwk2qPd0Ji+JzxMNLzXhfR2R3vc0y3RXuqLwoQvzFPYa3z3rtQpCTeGLCT0UtLMMe2dYcMeZH107kf85B9v5XT88vXbeHvFhpTy79zxOlc98g7z00wBKSIinZdCuJSdI379HIdc83RsOxqYq6tS387RYSqhPdoZglu0R3Z7yLCSaFgOG8YSLQsbjtISwsN7e0upMzTdEOvkNuY6T3iulqxJXV3zpOteSCn74k2vpJRtzTBzTL6tjD8+/t7MX70pp+MPuvppTgz5PjZsi3zASH5/ujuf+tUz3P1q6gJGIiLSOSiES0lrbGpm3ZbUebXjx1VHw21VRWp0jPaEh60A2ZRhqsFosA89LujJDhvGEh1pEjasoik2HCVNT3gJpXCz1MAd1rpsD3gWwochy94ne2PZBna/5DGeeif1tyGQ/wecdB82Uu5RKy8UHdKUfFhDk7NkzVZ+fH9uPe0iIlJ+FMKlpF3/zEImXfFErGc5rBc5GgSTHxqEluEh20LCdDRoh4XpaM9k2EOU0X1NIWO7o0E7bPq9WHhP1xMeWtoxXv9wfU71lgRTOna0J4Pw/e83W//QZrz3V23ijaW5fe+Q+gEu3aqbrdWY5rmBFeu3MfbCh0OffxARkfKiEC4l7fdPzwdg0/bIUIMtYatUBgE97EHJ2GwlIWE6ui8sMGfqCY+tipnDcJT4DwbRgJ52THgJpfCXFq7h8396KaEsrH1hw0KKJZf7Fe2ZznW8/THXPh+b57stwt4TmaQb9pO8mmjU+6siw1/um72sVdcREZHSoxAuJS0aamIhvC513G80mFeGhPC6DGE6ui9svHh9U4YQ3pg+TEeHLUTPnRDCmzPPjrI2x+Xsi2Xd1sQHIt9avqHkHx5NXkDpkGue4dhrn08J7AtrN/PHZxfmPHxka11TrIc805zkYe+lTKLnSg7v6X5bIiIinUdBVswUaW+bghkywh6+i5Y1e+pwj2iPdthwlNtmLEmoEy9adsfMlgfj3B0z4/7XIr2QYUMPorNo/PP1yHCBbnEhPBrM0/WEP5znUAqByqRuhWXrIsvHRx+AjDrl+hfZtL2RU6eMzum837nzdbY1NPHWz4/JWC/d3202yeE9XY96pukxRUSkvKgnXErKTdMX8cN730gpjz5guaUuNUxf/0xkXuxoyK0PCeGZFsiJ1onvFY2WPTinZW7s5NAdHbe7amPL4jjRISfPvFcLtISlusamWG9+a3tLJXfJPeFRyfN5R/8uch09Ev0Ql/zAbXMzXPTAW7HFfLINR0nueY82N/k9kfY9El0oKpdGi4hISVMIl5Jy5cPvcN/sZWxvaEoILNEQFZ0TPEw0IMWH5ejY7DlL18XKksN0dPzt8vXbWo4LQtBOQ3ql1OvXo1vCeeLbFB1psuOgngD079ktoW3Q+nHDkrt0PcRrttSFlrd2isXk+cJrN9dx58wPOfOWyAJF2Ya3JI/1tiBOJ5dn61FXR7iISPlTCJeStHZLfUIwifaEL42bri7aW/2pCUOAlvHb8SE7Wufdj1rmc44G8941VcF2pE58L2pDUPbZSaNazhUE8z7dI8dFg9Lwvt1jdaI94VPHDkz4fuIzU0MOq0KWqkW1pTEbSjrvpPmQ9v/++HJo+THXPh9a/r2QRYMgfOrJiMjfe/yiO9c9NT+lVrpZT5LfE+nqRT80KIOLiJQ/hXApSWu31CcMK4mO+x7Zv0esLNo73jIjSWpPePQcE4f3iZVFZ0oZ3LsaaPnVf3yvaH2srKVN0XrRai8tXJOwHTl3U8Jx0Z7T+EyVbp7wcrByw/bslYok7CHROa2YXhBSx4pH/TNuGFK8usamWO81EFu59ePN9Tw4ZzlnxM0W85sn3k/pOU9egTX6yEB9ynCU8PdItFxjwqLUQ8wAACAASURBVEVEyp9CuJSM+PC8cXtDwgOT0TG58WNlk8vqQnrCo4E7PtREV8FMntM7PijXhwT65LAeHb4SH95vfH4R0DIsYUUQWuPraOaL8nX7jPQrWH73rjkpZVuTHghOnhknGqaTHw5ONxxFzxOIiHQemh1FOpy7c/srH3L4rkNiZRu3NSYEjuhwlIaQ3vHoGOvtIYvv1DelhuloMI/mofqwnvCQhzXnLt9Ij26VKeOI4zcPGT8k5VzJ2xoTXhgzFq0t+jX/8tIHTNqhf87153y4ntc/bHkeITlcx3rCk0J4clhvbGqmssJi9ULWpRIRkTJTkJ5wMzvOzN4zswVmdmHI/hozuzvY/4qZjY3bd1FQ/p6ZHVuI9kh5eXnRGn72z7n84J6WWVE2bm9IE8JTx4k3ZuwJT11pM9oT3pzUE94UMhwlvuxrf5vFqTe8HBtqss+Y/gnnAejerSIoa/n+GpuaE86zaXsjc5dvCL8ZUvLSDWEJ8183v8Kvn3g/tt3Q1Myi2s2xGXViPeHB+231xu28+sFannl3deyY+sZmdrn4UX79+PuxfxMfrt3KwtqW8ecQPn1nGHfngdeWsWZz+MOqIiJSHHn3hJtZJXA9cDSwDHjVzB5y93lx1b4KrHP3XczsNOCXwBfMbHfgNGAPYCTwpJlNcPfUeeik04o+UBmd5g1g47aGhMC9LQgY4UNUPGE7PoSH9Y7HesJjC+sEoTzkgc7kTuv3V21mUK/q4Lhm1m6pTwjhMxevZczAngllE376KF89eFxs+86ZH3LnzPTDGqS05bOy6S0vLubWFz8A4MsHjY39puWn/5zL3OUbuOvVpSnHRGd2+cMzCzj30J2AyPvwyF8/x06De1Hf1BybD33mxUcytE93lqzZgmHUNzUxqn9PelRXApEPEL97cj63vLiYz+87ml99fm8A7p+9jOfn1/LgnBU88M0DmbzDAOoam3hy3mrmLF3Htw7fhf49q4Pv31myZis7DOyJWer4dHfHHSrUXS8iklEhhqNMBRa4+yIAM7sLmAbEh/BpwM+D1/cBf7DI/9zTgLvcvQ5YbGYLgvOFT2UQWLulnjtnfogRmZOgwiJhKXnquZSflcnDCDLvDspad0zYz+ds05alniO1frbrtOUcqfvTD7No63WznsOd65+NzPO9KW41zI3bGhJ6r59+dzUDe9Uk9I7/4ekFnH/kLrGZJFZvrOPbd7zGF/fbIVYn+eFNgFtfXMzXP7Uz0VNtqWti90v+w7F7DI/Vefa91dz2cq+UB+ugJby/s3Ijk694gks/vXts31Pvruapd1dz4l4j4urDn6cvTr0RUpY+3tT2HuRoAE9+DYQGcIi8z6OizxxELfo4cbaaqVc9xQ+PmcD/Pv5+Qvlhuw7h5L1H8vunF7A4OObe2cs4/8jxHHLNMwl1z/jzK8y7/Fh2/el/YmV/nr6Y848cz9kHjmXyFU8k1P/B0ROY/eE6Xlm0lnGDe8Wm7Dxln5G8vGgNqzYm3q9dh/Vh1abtrN+a/jcK1VUVHLTzIJoc9t9pIKs31vH0u6tZtXE7e4/uj+PsOrwP767cRK+aKhas3szJ+4xk9cY6PlizhdlL1jFucC/GDe7FniP70rOmil41VWyta6Sywli2bhvD+3XnvtnL2G/cQPYe05/N2xtpdqd/z+rYo7dN7jQ3OzXdKqiurGRLXSN1jU30qK5iW30j3SorcKCqwqiqNCorKuhWYdQ3NVPf2ExDk9PU3ExNVWQYW4UZ3aoiw4rqGpupqdJjWa2Vz4fgrky3rTRZrss2pz2B2eeA49z9nGD7S8B+7v7tuDpzgzrLgu2FwH5EgvkMd789KL8ZeNTd7wu5zrnAuQDVw3fZd8RZv82r3VLazj5wLKdOGcMJ101PKf/LSx8klO00uFdCGNl7TP/YEuMAnxjdjyk7DuSWFxOD8KBe1azZknmp+HMOHsdNLyQe169Ht4QhCadPHcOdMxMD1PF7DufRuR9lPLeIiIiUtiW/PGm2u09pj3OXzYOZ7n4jcCPA3pP29f9cdATukUUrmj3SG14Z8utPS5pRN3lmr+Qjwqb+Sq2T+Rphk/i29rphv8jNdt1cZi1r7TnC25G5rSnnyNKwpWu38rMH5/Lse7VUWGTe7Ttmfhj6/SxZkzpPdfKDjtuSxsa+uWwD44f2IVkuC7W8v3pzSlnycU+9szqlzvYGjaiS4nnk/EM48ffTE3oJPzl2AL87bRJvLd/AD+55g811jQztU8M1n/sEB+w8iFNvmBH7sDpph/7845sHMXPxWk69oeUXkS/8+HBG9uvBn6cv4hePvhsrf+6Cw+jfo5orHp7HfbOXAfB/Z0xm4vA+9KyuYvr8Wi64700AfnTcrqzZXM8uQ3uzbms9t728hGF9u3PZyXuwpb6Rf7+5kjeWrufIiUOpqqzg0AlDWLJmCwN6VtO3Rzeamp1t9U0M6VPD0rVbGdKnhhcWfMyxewyn2Z2PN9eBw4Be1Wyua2TN5np61VTSq6aKDdsaGNyrhqF9azCgZ9AbvvjjLQzuU8OWukb69ehGQ1MzfbtHFtba3tAc+42eEem5rmtopr4p0nPdrbKCbQ1N9KyupNmh0oyGpmaamp3GZqexuZmqCqNbZQWG0aO6kvqm5thv1eqbmqmurKCmW0XWRZkknGbobJuUrCI5GfHL9jt3IXrCDwB+7u7HBtsXAbj7L+LqPBbUednMqoCPgCHAhfF14+tluuaUKVN81qxZebVbSsvF/3iLv7/yISP7daemW2XsV+a5GNa3JuFX3jsM7MmHcYv6pNO3exUbt+f2MFu8XtWVbKnPHLJH9usem55QJNk3D9uZZ9+rzbgCbLJDJwxhxqI1KTOpPPitg9h7TH+21DXy0cbtDOvbnV7VlQkffrc3NAVDJlqGP7g74y56BID3rzye6mBoxLb6JmYvWcfuI/syMHj+AWBLXSNb6hsZ2qdlcSoRkc7OzNqtJ7wQA9JeBcab2TgzqybyoOVDSXUeAs4KXn8OeNoj6f8h4LRg9pRxwHhgZgHaJGVmWLDq5OA+NQnLx0PL0u/pJI85zSWAA20K4EDWAA4ogEvMFdP2YKfBvWLbx+85nPOPHM/l0/ZIqfvk9w/luQsOSykf3rc7N581hRd+fHhC+Y+O25W9g1l6etVUsfOQ3vSuqUr57VP3bpUJARwiv6F6/WdHc+83DogFcIAe1ZUcPH5wQgCPnl8BXESkcPIejuLujWb2beAxoBK4xd3fNrPLgVnu/hBwM3Bb8ODlWiJBnaDePUQe4mwEvqWZUbqmoX1qABjQs5rvHjmeXz32XmzfpjaGZZFScMJeI9h1eF9OveFl+vfsxh//a18ApowdyAdXn8jYCx8GYMFVx8eC8pxLjuaB15bz0sI1fOWgsRyw8yDMLCEER2dCyceAXtV8stfAvM4hIiJtU5BHs939EXef4O47u/tVQdklQQDH3be7++fdfRd3nxqdSSXYd1Vw3K7u/mgh2iPlp3u3yBRqg3pXc96ndmbuZcdy5MSh/P70SSmz3sy55OiU44/dY1he18/W2y4CkWkFW6tXTVVsDu+9RvVLWy++p7p/z2q+cvA4bjprCgfuMjj0uQr1SouIlDfNjyQl4cjdhnLSJ0ZwwbG7UlFh9K6p4uazP8mn9x7J+KG9AZj906N494rj6N+zmpqqCs48YEf++a2DePXiozghmBJwpyGRX/vH/3r9yIlDGdW/B6fsMzJW9onRiWEobLq0aO98JoN7V9One9k83yx5+tmJu4eWn7jXCJ78/qf4xzcPjL0fBgQf7GqqKmIPTI4d1Cvl2B8dtyu/O22fnNvQV+83EZFOIe8HMzuCHszsWpat28r7qzZxxMT0vd0btjZw1SPzuODYiazbWs/4ob1jD50t/J8TqKyw2INoE4f34S9fnsr+v3gqdvxnJ49i0/ZGnpi3Klb2xqXHsPdlj2dt38ThfXj3o02x7RP2Gs4jb2l6ws4ofvhIvFk/PYrBvSMf2s68ZSbPv1/LrWd/koPHD6ZbZQXNzc7tryzh8/uOiS2c01Zb6xtpduhdozAuItLeSv3BTJF2NXpAz4wBHKBfz25c87m9GdKnhgnD+mBm3H/egVx8wm6xqSvNjEfOP4S7v35AbHn5qP3GDaR/j8QhKf16pA5R+eMZkxO2Lzt5j4Red4D/DVYhjJc8jOFPwbhgKX8L/+eEWACHyCwiAL27V9EtGGJSUWGcecDYvAM4QM/qKgVwEZFOQP+TS6e1744D2HfHAQllu4/sC0RW0JwwrDdTxw3k9hkfctAugzli4jCamp3/PnoCW+rDHwbdf6dBCdv9enSjOmnWiZ7Vqf+seiaFr9EDerT6+5GOtXcwhOnJ7x/KUb95PlaevD5BdBjKAD1nICIiGSiES5dUWWE8/t+fAuDKU/aKlf/mC+nH5o4b3IteST2QYwb2iPV2Zr5eYp0xA3u2prlSAh745kEA7BKy8FO8X31ub559f3XWeiIi0rUphItkMP1Hh7NxewOGMWZgD6qrKnjxwiMY0LMbc5dvZN8dB9K3R+Sf0cBe1bH5zuPtNaofewQ98FFhQ12ktBw5cShPvduyGmrYirxhBvSq5jOTRrdXs0REpJNQCBfJIKzHelT/yFCSqeMi8ytfccqe7DykNz84ZtdYULv1y5+k0oy5Kzbw2UmjGd6vO09+/1Nc/8wC/vH68uJ9A9Jm5xyyU0IIFxERKSSFcJE8De3TnR8dNzGh7PBdhwKRpcajdhnam2u/sA+/OTX1wU1pX4N7V/Px5vqOboaIiEiMZkcRKbKwhVckvfu+cUDe5/juURNCy6Pzykedsd8OAOw5qq8WcBIRkXalEC4iHWLi8NweXEx+GBZg7zH9Q+tedvIeKWVH7TaML+2/Y0LZ5/eNjNlO/jhUWWH8+zsH8/dz9me3EX056RMjcmqjiIhIaymEi0iH6N4tdc7s5JVMAapCHog85+Bxoec8YuLQlLKapHnc+9RU8d2jxgMwaYcBPHz+wbF9n5k0ij1H9Ys9OPuHLybOC5/sncuPy7hfREQkHY0JF5F2t9+4gbyyeG1CWdhkI7uP6MubyzYklOU6KwmQ03SRWGQBqPvPO5A9RvYlfnTQpB0GpFT/1IQhfG7f8NlOCrH4joiIdE0K4SLS7sYO6hUSwlPDddh4+aqK1GCdblh9VWXqjpQed4/8EV3IqaGpOfxkgb9+ZWpo2bC+NSG1RUREcqMQLiLtLiRHh4bwsE7vypBgbSmjuSPil4+HyGJKl5y0e+a2teFB2U/FzXojIiLSFhoTLiI5ufXLn2zTcUftNpTkRyBvOXtKaDAPy8NhY8Iz5eb4IP7DY3alX5ZZTqKnP3aPYRnriYiIFJJ6wkUkJzW5jLcOUV1VkRCaR/brzhETh/Hn5xen1A3rlQ4bE55r3/X+Ow1KKds9afVSM2PGRUcyoJemJBQRkeLJqyfczAaa2RNmNj/4M+WpJjPbx8xeNrO3zexNM/tC3L6/mNliM5sTfO2TT3tEytXE4X0YOyh1dc5ydO6hOyVsW9LgkfMO3wXIfYhKWE94rob17R57HZ0S8c9nTUmpN7xfd2qq9JCliIgUT77DUS4EnnL38cBTwXayrcCZ7r4HcBzwWzOLn+T3AnffJ/iak2d7RMpWqS/i4znWi64WGmWWNHzEI2cKfzAz9XyhPeEZb1V4S+8770Be+PHh9O2uHm8REel4+Q5HmQYcFrz+K/As8OP4Cu7+ftzrFWa2GhgCrM/z2iKdSmlH8NwlB+TKCst5JpSwer2qs/839ePjJnLI+MEZ6/SuqaJ3yMI/IiIiHSHfnvBh7r4yeP0RkPHJJjObClQDC+OKrwqGqVxrZmnn/DKzc81slpnNqq2tzbPZIh3vxi/tm7Bdah3h5x22c8J2WPP+fs5+KWXJQbqyInwuk7BRJqH1QoejGH+Je1D0vMN2Zs9RkYV+PNcuexERkQ6UNYSb2ZNmNjfka1p8PXd3MvzG2sxGALcBX3b36MS8FwETgU8CA0nqRU86/43uPsXdpwwZounBpPwds8fwhO1SG45SmUN7Dtoltfc5OTNffMJuCdvR/yTiq/3spN157oLD0gTuVGbQJ82wEmVwEREpB1lDuLsf5e57hnw9CKwKwnU0ZK8OO4eZ9QUeBi529xlx517pEXXArUDqqhgiXUQezx9m9O3gQchMLjt5D/okDdVoa3viP0wcsNMgBvWuyTr0ZFT/Huw4qFfOvw3YYWBP0sVtV1e4iIiUgXyHozwEnBW8Pgt4MLmCmVUD/wD+5u73Je2LBngDTgHm5tkekbLVlkVjwnxw9YkJ2z88dld2HdYn4zFnHTiWz04eVZDrx38bHhKUoxk57NvN5R5M/9Hh7Daib9phJ9HiA0KmJxQRESkV+Ybwq4GjzWw+cFSwjZlNMbObgjqnAocCZ4dMRfh3M3sLeAsYDFyZZ3tEJM6OwbSHydm2V3XqdHxZh8Pk8Bnh/vMOSKgWDcrNIYm5OaEoOmNKS8lnJo3ivm8ckHLcmIGZp3JsDk78f2dMzt5gERGRDpJXCHf3Ne5+pLuPD4atrA3KZ7n7OcHr2929W9w0hLGpCN39CHffKxje8l/uvjn/b0mkPCWH4Ks+s2dKnf83eXTC9vePnsAV0/Zo1XUG967hpQuPzFqvLYM69t1xYML3ET1HWA93U3PqFQb0rI69HjOwJ1PGDmx1GzJdU0REpFRo2XqREnTkxKGcsd+OvHrxUQnl3z9mQsL2yP49OGR8+geVw2Lo8H41WZdyBzj7wLGJBQ5D+qSdwCgmYSx5kIj/++iWdkfHbP/4uIlxZSHXzDK2O93eaJAPWwxIRESkVOjHlEiJCHugsFdNy7CRhf9zAqP690jYf+iEwQlhdHDvarLJ9bnFQb1TA/fNIatNJo+9jp+QMDomvF+P1NCfvHw8QFVly39JbX288o6v7cdVn9kz7ewpIiIipUAhXKREDOyVPUAn1x/ap3tC2Qs/PqLN1886esMgfMbvRPEPY4aMOAkN12HXDvuwcNe5+2e9/ugBPTljvx2z1hMREelICuEiHejwXVuGkvz+9EkZ6ybn1P4hvcvdu6U+cNkWZ+y3Q0rZoF41CQH7tq9GZhRNngElPniHPZAZJqxaWDDfb1zLGHHNRCgiIuVMIVykA11wbMu46LDhH7n0PGcSNuNJLs8rXnlK4kOhFxy7K7sOT5zmMN1Y9PhhNWGXUngWERGBquxVRKS97Dq8D5/bdzRfP3Snjm5KQuBPDu/7jOmf9fidhvQCYES/Hllq5tqekLKQTxDVlepLEBGR8qMQLtKBKiuM//383jnVTcmfwXamFSKjh2SdA5zwhXWSz5NJtPd8eL+Wceo5j//O4fwpxwTf995j+rXhaBERkY6lLiSRziwkqF8xLXX+8UjVHIJ6cJoBOUxxmE6h5+/Od8iOiIhIR1AIFylh8Xk1l97sXEzaYUDC9vQfHZ5yrWxGD2hZtTLTGO9cH7hsCw0tFxGRcqYQLlKmWpNlj959WNp9I/p1T7uvNcJ6pMOCct+Q+buT5xqPnDDH71Ad4SIiUoYUwkVKUKF7eU+fmjrlYFS0h/3Te49Mf4KkoJtPb/bJIdcZEDJH+u4jUhfziTd+aG8AzjxAc4KLiEj50YOZImWqNUE9l9CcywwohVBRkVuCP27P4Rn3D+pdwwdXn1iIJomIiBSdesJFSsiFx0fmDW9NR3OmMJ7LefIdzZHp+pN3KEyw3zmY/lBERKSzUE+4SAnZZUhkiEUuvdy5hOfrsqzC2Vqh7QoKw3rbf3LCbgW57r3fOJBFtZsLci4REZFSoJ5wkTKVS1DfY2RkDu1MM5hkGqoyNVgmPvmhy1x7z7sVaCGdgb2qmTJ2YPaKIiIiZUI94SIlqNQm/Cjw1N4xfzxjcsLiPiIiIl1FXiHczAYCdwNjgQ+AU919XUi9JuCtYPNDdz85KB8H3AUMAmYDX3L3+nzaJNIZFHp2lGiIHt43NfAWav7xtpzl+L1GFOTaIiIi5Sbf3xVfCDzl7uOBp4LtMNvcfZ/g6+S48l8C17r7LsA64Kt5tkeky8k01KQ1dcJcePxExg3uxV6josNatESOiIhIIeQbwqcBfw1e/xU4JdcDLdL9dgRwX1uOF+nMSmU4yuQdBvDMDw+jV03SL83ies9da1eKiIi0Wr4hfJi7rwxefwSkW5avu5nNMrMZZhYN2oOA9e7eGGwvA0bl2R4RaUc7BbO3nHvITin7CjWsRUREpCvIOibczJ4EwlbNuDh+w93dzNJ1ie3o7svNbCfgaTN7C9jQmoaa2bnAuQA77JB+9T8RSS/fnNyvR7eUBXIm7ziAVz9Yx+DeqateioiISLisIdzdj0q3z8xWmdkId19pZiOA1WnOsTz4c5GZPQtMAu4H+ptZVdAbPhpYnqEdNwI3AkyZMkW//5ZOqVVv7Db8K2iPId0XHLMr/2/y6FgveTonfWIEg3vXFL4BIiIiZSjf4SgPAWcFr88CHkyuYGYDzKwmeD0YOAiY55EnvJ4BPpfpeJGuqC091h3VE11VWcGEYX2y1vvDFyfz85P3KEKLRERESl++84RfDdxjZl8FlgCnApjZFOAb7n4OsBtwg5k1Ewn9V7v7vOD4HwN3mdmVwOvAzXm2R6TL6tujW9Y6uYT7L+7XscO9/vO9Qzr0+iIiIsWQVwh39zXAkSHls4BzgtcvAXulOX4RMDWfNoh0Jh09BeCi/zmh3RbmydXE4X07tgEiIiJFoGXrRcrUkD7R8dWFC+4VFVaQWU6iy92LiIhIOC1bL1Km/u+MyQnbpTRB4B3n7Edjs56fFhERSUchXKSEtMTW7JF6UCtmGil2HK6qrKCqssgXFRERKSMajiJSwjp6fLaIiIi0D4VwkRJWo+5kERGRTkkhXKQEtaYHvDUTqqhjXUREpDQohIt0ErnMaqJHJUVEREqDQriIiIiISJEphIuUkPZeq0fDUUREREqDQrhICenfM7L0/Kj+PTq4JSIiItKeFMJFSsj+Ow3ij2dM5qITJuZ8TFs7z7/+qZ3aeKSIiIjkS4v1iJSY4/cakbD9t69M5bn3a7Me19qhJhcdvxsXHb9bK48SERGRQlAIFylxh04YwqEThuR1Dm/vweYiIiLSKhqOIiIiIiJSZArhIiIiIiJFphAuUuZatWJma5biFBERkXajEC5S5jyYH6UilxUzNTZcRESkJOQVws1soJk9YWbzgz8HhNQ53MzmxH1tN7NTgn1/MbPFcfv2yac9Il3Bb07dm5P3Hhnbbm6O/KlObhERkfKRb0/4hcBT7j4eeCrYTuDuz7j7Pu6+D3AEsBV4PK7KBdH97j4nz/aIdHqfnTya606fFNuO9oTnMtREw1FERERKQ74hfBrw1+D1X4FTstT/HPCou2/N87oiEoiOMMkUr7tVRv6pD+pd3f4NEhERkazyDeHD3H1l8PojYFiW+qcBdyaVXWVmb5rZtWZWk+5AMzvXzGaZ2aza2uwLl4h0FdEQXpHhX/Owvt25+rN7cdOZU4rTKBEREckoawg3syfNbG7I17T4eh554ivtU19mNgLYC3gsrvgiYCLwSWAg8ON0x7v7je4+xd2nDBmS38IlIp1Jt6pIH/jg3mk/wwJw2tQdGNq3ezGaJCIiIllkXTHT3Y9Kt8/MVpnZCHdfGYTs1RlOdSrwD3dviDt3tBe9zsxuBX6YY7tFJDBxeF9+8dm9OG6P4R3dFBEREclRvsNRHgLOCl6fBTyYoe7pJA1FCYI7Fnla7BRgbp7tEemSTp+6AwN6tYz3HtY3c6+4iIiIdKysPeFZXA3cY2ZfBZYQ6e3GzKYA33D3c4LtscAY4Lmk4/9uZkOIPFM2B/hGnu0REeA/3z2UNVvqOroZIiIikoaV4+IdU6ZM8VmzZnV0M0RERESkEzOz2e7eLrMaaMVMEREREZEiUwgXERERESkyhXARERERkSJTCBcRERERKTKFcBERERGRIlMIFxEREREpMoVwEREREZEiK8t5ws1sE/BeR7ejExkMfNzRjegkdC8LS/ezsHQ/C0f3srB0PwtL97NwdnX3Pu1x4nxXzOwo77XXxOldkZnN0v0sDN3LwtL9LCzdz8LRvSws3c/C0v0sHDNrt9UhNRxFRERERKTIFMJFRERERIqsXEP4jR3dgE5G97NwdC8LS/ezsHQ/C0f3srB0PwtL97Nw2u1eluWDmSIiIiIi5axce8JFRERERMpWWYVwMzvOzN4zswVmdmFHt6dUmdkYM3vGzOaZ2dtm9t2gfKCZPWFm84M/BwTlZmbXBff1TTObHHeus4L6883srI76njqamVWa2etm9u9ge5yZvRLcs7vNrDoorwm2FwT7x8ad46Kg/D0zO7ZjvpOOZ2b9zew+M3vXzN4xswP03mw7M/vv4N/5XDO708y66/2ZOzO7xcxWm9ncuLKCvR/NbF8zeys45jozs+J+h8WT5l7+Kvi3/qaZ/cPM+sftC33PpftZn+593VmF3c+4fT8wMzezwcG23ptZpLufZvad4D36tpldE1fe/u9Pdy+LL6ASWAjsBFQDbwC7d3S7SvELGAFMDl73Ad4HdgeuAS4Myi8Efhm8PgF4FDBgf+CVoHwgsCj4c0DwekBHf38ddE+/D9wB/DvYvgc4LXj9J+C84PU3gT8Fr08D7g5e7x68Z2uAccF7ubKjv68Oupd/Bc4JXlcD/fXebPO9HAUsBnoE2/cAZ+v92ap7eCgwGZgbV1aw9yMwM6hrwbHHd/T3XOR7eQxQFbz+Zdy9DH3PkeFnfbr3dWf9CrufQfkY4DFgCTBY78283p+HA08CNcH20GK+P8upJ3wqsMDdF7l7PXAXMK2D21SS3H2lu78WvN4EvEPkh/U0IgGI4M9TgtfTgL95xAygv5mNAI4FnnD3te6+DngCOK6I30pJMLPRwInATcG2AUcA9wVVku9l9B7fBxwZmnSyoAAAIABJREFU1J8G3OXude6+GFhA5D3dpZhZPyL/Ed4M4O717r4evTfzUQX0MLMqoCewEr0/c+buzwNrk4oL8n4M9vV19xke+cn8t7hzdTph99LdH3f3xmBzBjA6eJ3uPRf6sz7L/7udUpr3JsC1wI+A+If69N7MIs39PA+42t3rgjqrg/KivD/LKYSPApbGbS8LyiSD4NfNk4BXgGHuvjLY9REwLHid7t7qnkf8lsh/eM3B9iBgfdwPlvj7Ertnwf4NQX3dy4hxQC1wq0WG99xkZr3Qe7NN3H058L/Ah0TC9wZgNnp/5qtQ78dRwevk8q7qK0R6XKH19zLT/7tdhplNA5a7+xtJu/TebJsJwCHBMJLnzOyTQXlR3p/lFMKllcysN3A/8D133xi/L/jkq6lxsjCzk4DV7j67o9vSSVQR+XXgH919ErCFyK/7Y/TezF0wVnkakQ83I4FedN3fCLQLvR8Lw8wuBhqBv3d0W8qVmfUEfgJc0tFt6USqiAzV2R+4ALinmGPjyymELycyDipqdFAmIcysG5EA/nd3fyAoXhX8Corgz+ivXdLdW91zOAg42cw+IPJrpyOA3xH5VV9VUCf+vsTuWbC/H7AG3cuoZcAyd38l2L6PSCjXe7NtjgIWu3utuzcADxB5z+r9mZ9CvR+X0zL8Ir68SzGzs4GTgDOCDzXQ+nu5hvTv665iZyIfuN8IfiaNBl4zs+HovdlWy4AHgmE8M4n8xnswRXp/llMIfxUYHzx9Wk3koaKHOrhNJSn4FHcz8I67/yZu10NA9Mnos4AH48rPDJ6u3h/YEPwq9jHgGDMbEPS4HROUdRnufpG7j3b3sUTec0+7+xnAM8DngmrJ9zJ6jz8X1Peg/DSLzE4xDhhP5KGYLsXdPwKWmtmuQdGRwDz03myrD4H9zaxn8O8+ej/1/sxPQd6Pwb6NZrZ/8PdzZty5ugQzO47IcL6T3X1r3K5077nQn/XB+zTd+7pLcPe33H2ou48NfiYtIzIJw0fovdlW/yTycCZmNoHIw5YfU6z3Z7YnN0vpi8jTv+8TeTL14o5uT6l+AQcT+fXpm8Cc4OsEImOWngLmE3kaeGBQ34Drg/v6FjAl7lxfIfJAwgLgyx39vXXwfT2MltlRdgr+QS4A7qXlyeruwfaCYP9OccdfHNzj9+jkT6FnuY/7ALOC9+c/iTyxr/dm2+/nZcC7wFzgNiJP8+v9mfv9u5PIePoGIqHmq4V8PwJTgr+bhcAfCBbJ64xfae7lAiJjaKM/i/6U7T1Hmp/16d7XnfUr7H4m7f+AltlR9N5s2/uzGrg9uA+vAUcU8/2pFTNFRERERIqsnIajiIiIiIh0CgrhIiIiIiJFphAuIiIiIlJkCuEiIiIiIkWmEC4iIiIiUmQK4SIiIiIiRaYQLiIiIiJSZArhIiIiIiJFphAuIiIiIlJkCuEiIu3IzA42s5fMbIOZrTWzF83sk+14vQ/M7Kj2Or+IiBRGVUc3QESkszKzvsC/gfOAe4Bq4BCgriPb1VZmVuXujR3dDhGRzkA94SIi7WcCgLvf6e5N7r7N3R939zfN7OygV/wPQS/5u2Z2ZPRAM+tnZjeb2UozW25mV5pZZdz+r5nZO2a2yczmmdlkM7sN2AH4l5ltNrMfBXVPNrO3zWy9mT1rZrvFnWeymb0enOdeM7vbzK4M9h1mZsvM7Mdm9hFwq5kNMLN/m1mtma0LXo+OO9+zQVtfCtrwLzMbZGZ/N7ONZvaqmY1t5/suIlLyFMJFRNrP+0CTmf3VzI43swFJ+/cDFgKDgUuBB8xsYLDvL0AjsAswCTgGOAfAzD4P/Bw4E+gLnAyscfcvAR8Cn3b33u5+jZlNAO4EvgcMAR4hEtKrzawa+EdwrYFBvc8ktXF4sG9H4FwiPzduDbZ3ALYBf0g65jTgS8AoYGfg5eCYgcA7wfcqItKlKYSLiLQTd98IHAw48Geg1sweMrNhQZXVwG/dvcHd7wbeA04M9p8AfM/dt7j7auBaIuEWImH8Gnd/1SMWuPuSNM34AvCwuz/h7g3A/wI9gAOB/YkMS7wuaMMDwMyk45uBS929LujJX+Pu97v7VnffBFwFfCrpmFvdfaG7bwAeBRa6+5PBUJZ7iXyoEBHp0jQmXESkHbn7O8DZAGY2Ebgd+C3wGLDc3T2u+hJgJJFe5m7ASjOL7qsAlgavxxDpQc/FyOC80fY0m9lSIr3UTSFtWJp0fK27b49umFlPIh8IjgOiPft9zKzS3ZuC7VVxx28L2e6dY9tFRDot9YSLiBSJu79LZOjHnkHRKItL2USGd6wgEoTrgMHu3j/46uvuewT1lhIZ5hF6maTtFURCPQDB9cYAy4GVIW0Yk+V8PwB2BfZz977AodFTp2mPiIiEUAgXEWknZjbRzH4QfXDRzMYApwMzgipDgfPNrFswzns34BF3Xwk8DvzazPqaWYWZ7Wxm0WEfNwE/NLN9LWIXM4sG7VXATnHNuIfIEJcjzawbkRBdB7xEZKx2E/BtM6sys2nA1CzfVh8ivdnrg/HrGt8tIvL/2XvzWN3SrLzveb/5+8587jxW3Rq7Crq7upupg20QJIrtxEKKkGVHkRuHCEVBjhTJCpBEIn/EClGiJE4s2WrFA0gGjFEcyGQFo1hEDpTTDA1NTzVX3Vt3OveM3zzt/HEvUHXX76nem65zmgPvklrdve8++9v7Hdf7rGc96w9h2QnPli1btuOzIz1Mvnw5pTTQQ+f7C3roCEvSy5KelbSjh9zq7y+K4sGjf/sreihp+EVJe5J+XtIlSSqK4h8/uv+nH/3G/6KHSY+S9F9K+s8eKaH89aIoviLp35H0Pz76nb+gh4mb06IoppL+LUk/KGn/0X3/mz5YQvG/10NO+c6j7/mnf6iWyZYtW7Y/4ZbeTwXMli1btmwnYSmlH5D07xVF8ae+0e/yXkspvSzp7xRF8fe/0e+SLVu2bH+cLSPh2bJly/Yn2FJK35VSuviIjvIZSR9TRrezZcuW7dgtq6Nky5Yt259se14PeeMrkl7XQ0rM7W/sK2XLli3bH3/LdJRs2bJly5YtW7Zs2U7YMh0lW7Zs2bJly5YtW7YTtlNJR2k1V4pOZ/N915atr/M8YQICaQn/QPcel0KufS+4tW6ekcq9XFrwjy2b8PcV2quo8e/X5tS25SMz9Nxlg3+L2su1CrXDsu6eW/57E3zbvBPvbYy4DRbn40dUCWQtFzxH6o3yz10u4/s2D+JzC9O4aQEXzdQt4Dr+vYSd6cZz2flr50MjvhiuE+a5zmiM0rijcSRJBdxbm8BDJcmM0bLm+hfvpW9wfUN/X+Vd7aSGS1XeAdbQ2v6A713vlX4v6nO3ttIz/DyDdYnWMPdbeC/fjOtlkyd1pfWSvgHWd2xDSbVJXCxo7krcPbT+OEu0l8m0OV0yf09+jVtrcJ6Z5ybaes1YKjtu3HvhPDO/VWVtxXHj5n/ZqW76fLB7c6coinMln1LJTqUT3uls6ts+8R+871r/erf031On1mZ8b30aZzgNbHRUJdXAabALJ41VM4nq4/jg6YbpzpJOeOuAG2F4sQXvxc9ojmJ7TVd5ZHfvxd9LC15Rqc9ma81wbXyG26DZh340E7N5GD9uuumeG/thtsqnITp0PPhIfO7Z3+F+OPjho/hbc/4tcpZHhx28d307OhOLJffZeBTHwrn/tR2u0eFCkjr7sR/cvfNuvN4+MAeUdry3dcQeOzmmy3b83qaZD5Pt2AaNIf8WPdfN/xaMu/F2HOONCbfBdC3+1tobQ7x30S2/9JMD6tY72rBnK3GMtg94AaGNdbZS3htCh0EMUNCa4Iy+t/tPXsZ7Z5/+lvj3MA4kqQHrR5UDnXN2G4PYvvMV6HPzU3PoMwRNJDWO4jwZXYhrgiTVae6Zb6D5MDobv6E55PfqvRnXy+k5OCCJHcXZmkO1onV2pnid2nzejd/buc+KoIMr0a9pjHnczmCfbe3zusT9wHNnuh6/oQbtRXuhJDUP4rctW9y243Nx3NTN91I7um+oT+FAB7fSPiJJL//0X38L/+FDsFPphBeNmiZn3t9Z1FGLjkH+YBNzp+k5LJ6NAn7LLbJ7cSGZGIeOHH63eHfePgjXmg94APWf3QzX2ntx4aTJJvFm1TxkB4UWHTcxJlvx3u49XozmvXgvIiVmv6YNhBYtSapN4/X2rnPIopPkELbBhfgNC/CLj67HZ0oMRDXqvPAdDeLiTc62JE1msMi6EwpcJ+R+ssFtOzwbF9/uA/4GcsimazyWujtwKAWnVHoovP24zXrx3kWT7jSOpjl4dWDcNPbGcKcQhaltxLEwg81H4nk6usAHL3JwanCwl6T6MDoY6f4e3jv5yJVwjdBLt16Sc+Aca3JGasYRcM8g696Mzlv/mY34+0/f4N8awVg0kVoCTjoP2KGrTWKfLTbZ2aV1eLwdrzUANJGkBazZNdifJGl0Pr5Dbcbrx8rrcd+aXljFe2n+04G9vcd9Tg638wkIgKqPDbAG30b7kyQ85DQH8X0X5u+XLeiHI4c4x2sLs1a09uMYm27wWkGOafteHIvkbEtSUYvvMFvlPY72TnK2JQbRyNl++BLx0oKi0OOTz5HMnPBs2bJly5YtW7Zs2U7YTicSnqTFYyfE3p14CptR+E2MzEw2HJIVT3xVUJXOzXjyn69sw51SezeeTmcbjMaNr62Xfi9CFPpXI3rRecAh4vb9iNyNLjP9h6IMLoxJCLkLkxPS2DqMR/+aockQwvb4GPogm2zxyZ3CiBRSk6Q5AA2EhDtuP7GKiHYiSfVm/F5HXWk1gDtZgfSLtJFD7nNqg/4Vfi+KajQZzFfzCDo+8VgilA8jKIbGReihCxzMO/HbRs/GuStJ7f34Dd3bkU4yvMwhdUSMzHsRzaU+NWhcI3ba4oWIDD+8F3IGhoBYG6QUQ/UmCjWGOVk3/GJHFyIbPBW/rQnUpsmTvI4voM9drkoVm23wuoLvAJEGRHANykjrOO0DkjTejkh2w+QiEOpNdCVJasC4qUOQgNBiiaPIjurj1neyol4hl4CiQBAVccttGyLp9RFvcg1oB8e3X8IYdbSvHtBGazNiHvD60ejHTqtPzNoM+7/zH9waQkbjnNZsR6k5TjuVTriKGLaYd8vztxoQLhyd4b/vfXUnXFuciQvJ8ApvjP3ntuLvmw2BOM691zjsO7oeNwqis0hS+0FcPI+eWgnXnBM/vAZhPcOdah3GCdfsOxJ8vOQoMUu4XB/HxagxNBxpWPgsLxWcr7lJOaBchKUZigvYQ5dt2hi5vZqwarjFuwGOdVHBsXZ0lATXicox5+mA7dgY8b0NojObdXf/megobv8ue+xjCJ/TgdA1Fy3o3fuGEwqbHYWjnc3X4iGcwqhVbUEJUECzk4wDaZO44jVqr+aSf4vafGJyXTCcbJw/4i3Xv/Qm3jv+cy/Ee4GaMDXOI+UBOeevtQ+0wE0TqgdnhLjfktQ6iONxcDVOSgda0HyYGeoLfZtNNIRx55wpOhivvEs0CpcLFS/NK1BUCbiRmNLiHEVyuGnvpAOH+615rzzfvmHWmuaDuLjWzzHgRzSTyXZcb91hiBxrdy++rwFDiB7l5hm1I+W1VUk4/7As01GyZcuWLVu2bNmyZTthO51IeIondTwxmlBbez9ecxnWo6fPxJ+HWynRUZIW7YiWuNMWJc5IMalSYtS67pIlAU0jNRhLyYEM6yonRpfdXJvDSdZQiAQnXMykNokZCcJn7Vfu4r2Tpy+Ufu4Mcopcki+hhMtmeckusnrNjNudiHqduQoDX9JwDGofdaNSA69GbeDUhohOMotBGUnSAoAZh5o3B7EdDp9hON6hTo8bKQBIjAzX+0bR5kYco46qQ3OKxoxTJiJzEStKgLIqRrugAOSSpWD6EtLpQt/UBu0DFzkA5M+Ek4nWt/zE0/xY6B5C3WoGVaVIp0tqbADKSImOktSGyJ9DzZVA0apCIjsmRRrkv7tTfkB2vnAzXBt+8jreS6IIhPa6eUpofJFcUjMhsHir5kQLdBK28G6UyO7oSqQ2tjBd3r3VD9dmmxzCHV1Zi79l1sX6Liza5+JzCfWXeH1vHZlIGLSjS+Jee+1B/HsTJaBIOD3365a6/kPYqXTCU1Eui9UN7MlmXEyI+y3xRJ4BZSIZDWYaVM6BJcrFvFeeZpMqZFijBrMJ5dSJPmMk7Cj87sJ6KE1VQQPVSduRNchHapicAeozMzfJ4V65xdSEI+Dho+wYRwVVhx9bmBfbvHwYrj24y1zkMxfivU6iMIHTj1QhTpTX6DxcNFO5B2ekmaG51Kcgo+ei1It4L/Ee6eAmScNLsR9djgRqd8/YUZwTrYfGuG0vUM9oG54mOQJmc6fDeSWdcBhK3ftGbQioBc0+r8012DAHV3jykByqk8ajQwNtzo5WiJQawzkeXiJnGW/Fd3BUjskWyEICv9jxsam9RheMalMCDrxRxFp8S3S4HehAjjFRT1w/VJGwawzi9z6uwPZ7RtST1c/fxnuPPnk5XKPvdQcJOrzNTN7U+HJEQzo3o2MuSWPIS3H0zNmlSH2lvBq3frDKldORj9cckDCGnAx3UCRDqdoKeWIfln3obn9K6e+llO6llL7wnmv/dUrpyyml304p/ZOU0uZ7/u3HUkqvppS+klL61z/s98mWLVu2bNmyZcuW7Y+aHQcS/g8k/S1JP/Wea78k6ceKopinlP4rST8m6UdSSi9K+kuSvknSZUn/LKX0XFEUH5y5tCzC6ZeydZ3RCdlpd1OIhpAZl1BIJ7vebY6pTzZNXB6MT4cmUQjahtApFyKagzKJS3Cpkl1MFCIXpm5DpKIFh3wXFiRd8/5HI+1EknrvxAcPLjGK3Lsbnzu8yJAAUTGGkGlPCZyStATYvGV0wu/vR1Tk0mVO8t3tR3i502KkkhIzCc0fXsI/RyqFSw4bRMlpNRjYQXSK0BqJw+eECE42GVUl9NFRuSi61H3XzP8LEU2n8LmvyBqvUcKZJE3X43NXbnOfDy6RFj7eiuvdrAfI35zXS+pHovRI0uq7gPwbNI4iir66LowlWKsoqVJi1HuyWR7vclHeORWkOnTJtPEa6oSb36LiZPT7Eq/NCyOUQOhj53Ov4b3jb30mXCPUmwr4SEzl6uxxe43Px0RDRyGqQ5sdfioi3pJXTXrcXALl6BwoAJk5TRGY+RZrf9Oa7TTUKQJD+7RF8+F957AmSFIDaMFuf6A6IzbJlyKSELB2lJrjtA/dCS+K4ldSSk8+du3/es///TVJ3//of3+fpJ8timIi6Y2U0quSvk3Sr37Qb6RFocZjHMwhhIOpIIVUXr5Jkto7IM8HBTCc3B3RXKgK1sN3iNccDYIWWVL1kKQahF3JGbL1WWgxcnxIUJ6ZrfIwa0NRitEZI0MCG8jKzdg3TtLx8OnoaK6+w5Jb+y9Gh9sdUOjwRTJaD++Fiw3Y8A0dpVkDOoqRKFxbjd/24JAPedtrMVPePXeiuCmQEootfkWvYMYdUVrcgjw6G9939Ra/xAAOSaRo4eUuy3OcaV05fJb7oWwugJOwpGpObrMjc9QEagfH056Ac087vqO+0UbuKASDi1Dsa9fMU+C7u3m28VoceIOroAZRZ4/fOTNkdJhxVB8aYy583j6I7TDeggOdoY2RtJ4bd+Oz5R3F7n78wcPveZ4fDJ+GlQ/LMxAsDYIca3LSJCfPx2Nh/asRNRhfjHtce4cP5lQB2tHsVt8EOdOrvNaQzCrKvEoagWoK+SV1yMuRpDqsgQWo5EjSys3YDlMDhkyJJudkmjHfpry60nHaN0Id5d+V9H8++t9XJL3znn+7+ehasJTSD6WUPpdS+txsZsSCs2XLli1btmzZsmU7BXaiiZkppf9U0lzSP6z6t0VRfFbSZyVpdftaMbj6/tMkIdGLVvmkJEejINSbEnoc8jeEZBZ37+otyJQ32p2ETjnVB0KSSKt4um6KptTj9fVXmRdAeumujDupADg6CRV5GVyBiIQJmVKC2+AKh7nplO+ei79l0CnUzgYkfNk1/QjH+a6jjcDllQ3us6NxbIcm6IxLUg3Q+MkaoEgzV0ADioA8MPcCuLQwgRJCrRwqQkpIgwux0898gdEpp15B1tuJ7Xh4rfy6RGigi45RPYD+FaM5DT/lnrv5+ahCMN9mhG3WhbYxEXGyJpQPb0CSocR6/C4iSai3o6NQ4i0haQ5VbVChm32zBp6lpEa8VS1Q1XGa8UuguVGEzkWLKcLn9i1MZDWexaIXP87q3tN0gHdwqDtZq29UnzAZ10RgYN9wkfQhaLPT3Juc5YWtOahQ6GoFInyGUiNKljR66xRNoza34gUQOXBF1wj1djSXFkTjFka1ia7P6qS+c/Jl60/MCU8p/YCkf1PS9xbF78dNb0m69p7brj66li1btmzZsmXLli3bH1s7ESc8pfRnJf3Hkr6rKIr3Epd+UdJPp5T+Wz1MzHxW0r/8Ws8r6pF7SBzD1hH/fQu4T8MLhiAIPMu1tyLiRKisxIlGdLqVpPEZ0Gs2GtvTZnkiHKH8LUCcnBzinBBJU6IWJdWMNish901CA8X9S5UlXaIRoWaOu01IQ2FmyuZvRZRw59vP4r3IXQQ97qLG/dCEJExXXn5/EJGVc+uMhK+0Y0O46ppTkCgkdMpK2MG943M8xnvvAnoBmuSSVIMxOjOVR8eb5aIa+88yOrVyL64fYzPGBxdiXzoNdRof7X3g9m6buQ+6+84oadVVDR5/RxzPTjefUFziPbvIElXXcwmBtFbMVlyyZbzmqxzGZ2y8Gvm2VC1X4m9jrjy3jYsGTjYg7+GO4fFCXxLKR0m3EnPKG5xCw1r2TmYRuMBuraD+pT5zv0VRBrc/tCDh0+3TxM130d7xdry3d5/ypsrv5ySxLElN2L/bLnkYUG+XE0b9Uyn6ANVb5doL+PKkFy9JvTejg3cE0ouS1DqMbT48Vz5Z+zjtQ3fCU0o/I+m7JZ1NKd2U9ON6qIbSlvRL6WHy4K8VRfHvF0Xxuymln5P0RT2kqfzw11RGkaQikv3JyXLloRegZT03EeYaKPOPLsSbXaiuBdqbLnPchXPwuUfx29xgTfDgg6fjYPdFF+L7UqEciRcup8dLA37tDapVLh3dKFly2awNraPyiwaFR10I8N6fOheu0QYmSTXQsq63YYxO+UBIyiRdFECXrm1HJZT9MTsNnUZsyAS0E0mqw6FhvlEhu6wFm/sOL0ODJ2Fj3DMHxRYVczIOGTQZKe04lRpavN38pw13cMEoKUEzksPt6Arjq+aEQr9FBye3G8DQn66ZJHCYk3U4QFtHExwMR0GiylFI6RGDA+tv89whh4gSu53jhcmWxseihG9y3B4+JF5yTsN0FdYwWtfMQYTeoWOSXicb8V63BpKOs6Wu4DII+/FZU6MDLtPclThx180zorO5woAklkAJ2I46R2PM1cegsW+TvWnuOH8JDpWkUlMfm0JZUCzQJVsTfYaSUyWp/0x0uB2FaAo+SB2mv+vz47TjUEf5y3D5737A/X9D0t/4sN8jW7Zs2bJly5YtW7Y/qnY6K2YuIoLgwn1kR5fjZ3cg7CtxtUfSknTJAyRX5RBvh0rgvfBeUwi/SVI7FkTEkKs7jZMkk0P+2g9icqmrPDi+FCGuet9pZlGZXEoY4T8n5K7V5/YmRIES9yRGDx0NipJRloBuz9fKa63XTAzxrZ1YTezp8zt4784gJtm1TGJmk7T82hTrN2P5COgG5w0/YwJ0lHWTMAoRK4o8SNIsVmxGpNKNpd59QN23+bcOboCEpXnuAlArR78hIzRv5TZHt/afiZBPGxL/JNbuJfRT4sQ3WpsLMz5m8A2UkPjwGfEaUdQkRlv7V0yFYUCXKfyeDMo4WaeKiHgrRg7c2koyepbmgqh5vNbg3GNMCHZ0JewHqP7q3sGWbAe6Yv9S+SgUVoWtQPVxEqUrd2Nn9i8ZGV7wK3CMmuWSqGtNIwVICHlaK1+/wFFiqLrtZDOuH85/cPQZss5uhTojgNB3HnCn0VzH6pwGoT9OO5VOuFIMsxBH0ap9wFd37zNBeHA5xqSpOMHYFAwgPV3KxJY4RDM1kwii73ahX/vqfri2+ObNeM3QWZATZrKuRxcjN75KWeLZNtclX7kd+2fv2fhbM1PviMJUtFlKpliHE8SgTHezMVKoazmnHcy0l+tgsBvnIlf9i1+9ivc+98y74dpsYfjBsGSkBhzS7pkGuxiJpY3XmW8wPQ8LapPnTvNBfN/ReXNvP7YvKdfYIhHggM4MZYJ60qoIwJRqHcRrdIiQuCCM25RoDXSbO212XbNZOnWSx81yhiG1pm0oJsNz4LCbgzXRjYgnKjnFkvK62XS9tVeef041HCQeHy583gNHkahNjtqwcg9oVOeNQ0d0JaDDSEwxcU40qs/AY10BHioS1TbFjebA83bzYVhB0WYG7UAHOqfaQkXxtj6/i/fufywCL3bvBVUcp44yAh14WhPqBvRAZ9mtH6Sxb+qf1CFfzlHEiEpFh7/E7sex2jdCJzxbtmzZsmXLli1btj/RdjqRcEV0lk5Wroodhan6Vxm5I4rIBHRrHbo1hnvdKZBOZi5hdAnPdUlJgxsxgaF3J4aYBpc5IZCQHaek0oQTvVMsWPtK5MnsfjKe5iUTDqbkMtMPTUDIbHKZ0bhGg1sXRhd5uh7foQGJmRNIXpSkBXxcz0gWHE7jwPnkC2/ivW8fxqhIt8kUEaramYBasDzDkaXulyD7/aNGNLYfx2Pq87ibbMf3Wn2TB8MEhhiN8SaLybAygEH+SL/cqaNMNuK1FlDJ3HvR/KdEOImRaEKWJZcAbRA2SMxGtNeE36ni5egMv9f626BydZ63NKIVDg2yS0bRMUejoP511TmpHVzbYCDMRRSgzVfuQgTXaLCPIari0F5HYyIrWxVWYnWj1XfLI/QOXcb3qrDkE0I9fYudAAAgAElEQVTu0PzJFtAgKbplfBXSwh5fYQUQ2vtcnx1diwOyZdRgyGj9GBnVJtp7XU2T/Wfje7lIx8rNKOIwAnUVSZpCdLps1O647VQ64QnUUYh3RJwyiTdRJ5lFWd4ToLk4yR6Uq4Jyq5LhpRoZvTaEUts7TDY9eCbGWOgdLNuBCiQYqScKJzllkb2XojfkwpgksEKFUByvnkKIjm6wpJCp2Wdoc7XPhUI1qyAPOBtyTIyUUKaONgK6kjOSEJJ0cSWS2Kfm3oM50FHACS+IZiOpeCn+1uwef29ajd9bwEFGkla+HDtibOgotFmlBRT7MgfgJgj4uOIT5Ag4ZQA60RHNzvKeYcM9vMb9uHYzzp39p8tzft33klPnwvpklFvjDtZVCt0g7cK8Fq25WOzHONZtoJ64DX8KnH+35o+p381Q6kQ2msawR7p9i4ATtz8Qz9v1Gf6e+QbibxMn3CmxED3LAVV0cCIqicRz2jnRlP+B9B1T+InmOjm1Ekt5WgWg63HwUk6JxApPtQkU+3PSiaC6MtkqrxDl8k/qUBjQ5S0QN5/mvwMMj9MyHSVbtmzZsmXLli1bthO2U4mEL6FYD5a4bvGpiNDSlknYINSbsoVH5xmCoee60xq9VwfCURKHUhdN5kFQqIyKFrhky94bMX62861MG6EM6e0vcgr+wTOkeIK3IvJGIVOLQkPouPuA2/boCrRt+UrlVv0CEVg4eC9XyidgrjYZNiPtb4eaH0zjuGnXuSHrRj/8cWv0+O/Hg9jB3QsMq87nkEh2hwfI4Bq0mWMbQOJrHYboxCiekI78ym1GpwjhItqJxEgjaRI7JJ1QJBfB6V8uT6kjc6gZUbHW3o5jdPcFnlBEbaA2qGqEcBG1QWKFFqJRuATKKSV8VyiE4qgNtAa5BFf63jlE6hsjHks0FroP+MUGF0GD2RT2IXPKZMPzVK8h3ufQfELoXSIqrdlO8Wy8Fb+X2lbi96VrNEck6fBGXO9sYjcUFjwExFvigmMULZZYMaQG7TU10QDae10hNUqgfJz18PvPhdd1tCLSkqd5tvG6CUMdo51KJ1xF3FxQAN/IYKGUjum81ZtxtO2DKoejQVDFKiffRDwp57CjPJ+rYgdSKii9aNRRHnwqOtwkdC9JMziLDC/yhlsl9ENUHeKKufaie6maoSR1d2Exc0oq0A6TSLGWxE7WYgGLA6iNOJubFfnXv3AjXPvUN7+B92604o7pnkuSiFREyLlNvbX4W8Mjc3gkmssmD7xiBu3oZBKBUrPolnf0iLriNvcZMG2W7kAH6z+Ne6cARJvK5iu8qew9Hzdnd3jEvAf3DXAv5Zo4KgdWqzXqCEQXcJswOWREZ5H425CdZX7r4suRr3T700y5IuqJYYJp443yfHlyzkmO0NF3aNw5WgAeGkzbEPjj5g4tQZyfVP693NxpRwGxD5ASph/je0mFiJzwwyd5QmAhIzPI3eEN3wse4Wg9lF9AuSZ0CJB4n3dtOzxfzlmWuB8o70GSBhdjQ9JYGoMSzHFbpqNky5YtW7Zs2bJly3bCdiqR8FRExKQATVCXEESZ7u60dXQdStRT8pA5CZOoPSkISIzMVjmNu0x3OvEVtfK/ReGk3j0DhcOQcogTwaWXfpWlH6hsPVFyHIqEBTRMOJnCoK5tFoSsmLGQQEe1AyokwxbDjC2A0htm4H7nx78art0bceUXorTUDKrRgeTQ1ZUIoY4mjCjMZnF8rG9CpqOkKdw7mxn0kiagA7dXY8cXgG4Xhr7TvQdJnAbZnUOTUyhX4jVoAnQWF/rugHwwhbMlLoDjEtEIjWsflE96pfXOrVVIozBIKbWDo2cQi8qpGJVGvc2e8eCb4lpFybySNId3aBoqR/9SbNy1W/zBRIOqQ0KfK7DSvxSvbxnKxP4zcYxVKTznIriETmOtBePF0L7nkkvnsI43huXrSDj/ga6vgDLZgZmnNM/cWkNzp7tjCuWRZryhiFCxroIifGYs0TyhCIHE7eXoaLTku3WF6geQCISrHXKcdiqd8KIeFxlafFsgSC9Jg0txJm//DmiBSRq/BPJ+UMjAVYUifqFdoChx3FWmhNCRU3ihSUCcLCdRtITB6gohrb0Vd5DdF9lroMX3zqfZUaRQOck3dh+4QkjxGi2mkjSHA52rXEihxem2qeo4hoqGrbix9dt8wFnCqtMyJ4ndSVwlb6xykYc3+pFuRA6/5Ct0Pm4rHd6wG+ANHQzZGyrgezsdbptFM77vcmloDJO47NWgCNASKC6SNLwUr5EUocTz1x3+qMnR6TCbMCk/uEqeXBWSn7uAd6AKgxJvro1J+d8ic0MON3K3h9L6YQpzNKiyLSmAmAM/0Vkcfc+NhbL39t7lfJv5U/HjkMtsDiI0bvtX+GCN49EcJOgbqKiOewcyd0jDA5kZS3SvVY6B93UceKQ20dwzBxGae6u3eNA8eCHe7GQa++tAybMUMdgPK4BPqzfjOxxd5bWVckIcbZUKUpG/JUljkIqkAw4BcMdtmY6SLVu2bNmyZcuWLdsJ2+lEwmsxFEnh1UW3fFLj4AmGOumETKVkHbpNiPOsaxJJ4BHuNI6/ZRAFyjhOgIBYPU54B1eoYnwmHqfX3mIYaPfFeHJ3CBklVlIybv9y+ex3q19M5aFB41tipLI2MVniUMCmWY8DjJI1JakHVJAxQSXm3l+/z2XrX9y+W/q5Y0CR1zsRBto54gyojV68d2uF0TxC/g8Nat5sQDsaJJwQdvz9DkcD2rtxXZmaZNxECLlL4oJun4GSikMID54CVQ+D1nZ24jWX1DTZBNTMocDQPRQtcug2ooyO+VZBNGXlTmy0/WdMgZSShb1Aiv/hdQj8OcoEoXEzU0SMvnfvIzzP6H2pb9p7/FP0DSu3jeLRmdgQk00ThYK+bO+Xj0i6mhNkpKftUFVMRDXfQGs+FdWSeI85uh4f4PTLSaFpv8sDjyhPTqjA0TbJCPVeuQv1U4zWeZ9Qb5e4C+3gom6kA0++jsT0G/LZXBL4cVpGwrNly5YtW7Zs2bJlO2E7lUi4iijthMiKSS4jJMlpZDZKVtd0SQ3E9WqOjCY5INHuFEi/59CWZh9K/V6Mp2mHsJ35UjxiHzzHhMoGfNts1SSMVtDIJSku+l4nuUWcbtdnNJYWkMwnSfUBJIeuG6LnpBz80G7x3y8BPlhvGk4oQB0fO/su3vvmUeSEO/1x4oTXAKI7u8ba32PQsDTTVAfDCMetdjlUMhgbQiMYSSoSMpPqPBhdQh8ZRWBma+ZeSt6D93L8c7rXJRTTunZwgxcQTHBzWvhwLyUUuhwL1Gs204krn/K9/csgfeYqQLoEs8esDeXHJR4fDnkkzr6TsGzGYrM2aW10ttw3TI1mPVb9hAiwxAmUVAlUYt6xW4drsHfS/uCiKoSkO6OxRJKOktQ6ArTWoObIgafghYva0TU3p0H+sYqwg5Mdpfal+dQwycekp98w6wfllPUvs69B46aKCATlErhqtcdpp9IJT8sYtqAwhuuQKkUpSKi+SWEM0/e00DtRe0r4HJ4rn+1LiYqSND4LpcYraIoePh0ngSvD3H0zxjcnnzhb+rcmW3ydEl8ozD26yB9G2s5YKUfSvAeOZpt37GUTiguYe2srUIzJFMXBv4eVxNFG3jyMjvXVVfYaLvbi7u6eO5nGsUSFfe71eRfe6sadzWmSX9yMMd57B+zBlk0YlaTZEhwycmDNxkgOqEvyI6eDxq3EzlsvMoU05jpZGI52a8LgQnnaB2r0GwoBUingkksuXbkD65px0sqqZ0hGhYSFmFApg6aD27BRg7lCe7lDHlEbnE449SWOBeOnUpLw/tPlOQwtODBI7IA68IiKYlVJ6CVKjS0iBO3gVIgIGHNOJR3o6HtdYiYtTORsS7wnu/lA+7/zi6iQGY1RR6kp+/uStPe8aXQwXFvNdtog/4EOB+bgdZyW6SjZsmXLli1btmzZsp2wnUokXCme+ihhw4Ub66DzvfVlDp/vPx+P7kiDcAlQ+/ElDq9zsw8uxoec/S1+r+lmPAYmIxtIZa5Rj9MkKtL3ugSZydUY37SlgqlCoBmR1L5V0Hyy2br5XqjK2OryEXsKZdhrplIjSeatNiOEst4tX/PZ6YR/ZCtCqO8OOfZcBY2nZElCoTfMNxxNIxy32WH44a37EfLdXueY52AS+2EGZe8laTmHxGqoUkpVOCWmC7ixSPdWkTMkdMqhyEtocofWTqPyqtfuBVSVJL8kDkkjkv6Af4vQPFflcOP1uLbuP8N9TnuBa8cpBFuQomYiBxgVMVE3LMNupj+tzy4iSTKLhOza+hagl2zpOySjaRBYQrJdEIuSf5uw77ixiBQzM0/pFRy6XYWORu1AqKzrR4wiuT0Sq2vyvbSurL/FjUP1A2rzchEvZ64mwdnPl682S+Z8GELpiaZ7dO3kK2aeSie8SDEU0YRFx4VXSe1j52McPiedTSyE4CYsTC5ScpF4Mdn7iCl3DN/mwkmrt+JOPHsKihCZBap1BJnQkJn88HocxE5JhRQLJuv8XOLRVsnwFjjG7u+JC9wAFRNJmoHudc1wiRuN+A6kxz0z0hN3odjOJaCSSNI7/SjXcabLDuzdYXzuAigbkjSFd+uCEov7hrO9OFHfPeDDwcXtSEe5uwfeo6QOaKsj99vYAooAJXDWJWkCSigrt/i5RG2wBq9LznLTKDFQQRriY0pMxZhx0wq69+vmmjoucu92vOYcusPr0GfGUaziIJBjjOFsc8BZEqXOhLmpHTu75fWpndOBBcdgSpKzLvF66zi/dNBz/YAOrGNi0MEH9lNXgIcoRFajnw7AFSimbj509iFHCvrR7b3ENa+ZnAWaZzRuJaZn9a/wR9BaQfQZ1wY0Rh2H/v5LUOjKjFH63rmplUKqOFSshwoxHrdlOkq2bNmyZcuWLVu2bCdspxMJr8VTEJbftdWxSFOc753COeXsb0T0cXDdZfACam6SMGqQPLg0Yar1NyP0vmjzmWofUG8KPdv3Ig1007aj7fIa6oML5XWNyQgx6j/J9xaAhDcO+cfmvXjdaUsneO4EKCqS1F6B8vAAgbgKkp0NKHFvxIovrUS49Kt75/i5jQgPjUDFRJIGwziWqOrncMp/v9uP8+TSBkO7b9+LdJSVFQ45He2TOLPLOqPxTJlZRrGAqmsC5UtipNGpEBCih0i6W9coGc8osXTvkfqFCRH/TnzwvU9y/9I3EGLsFGIopN7hQq+IdMognYgSGoSNogcoqONAM0A1XWVK0pd2iahkLhmOKDGEWNvkUthKbIXRCslsFH106HQPtKgHoLSz/iZD4UfXoDS7+YYOVFp2dTcES41D/kmEgSI7lgpK0QsT4aexYBF2SC51ybQJ5KtQmcj8FiaMVqDUuPHRvV8+iZvacQFJ0VSx87jtVDrhZE2gjfRu8+qw9wKlaPNzyTG9/61xB1l/k2cGFZQZm4x2CoNaB/YyOHpmzaCFh8JUjrs9XQOn1HAcaWNyDgqFJp0TTk4DKQus3OTfGlyLq6TbgIju7qgNpKDRAWdbYj71Elaz6ZAdnBEUabi2ChIRkqaLOLWpKI8kvbIfnfPVNju7xLPuT6KH0zL0nXontuMbb1zAe9fPxzjo0W3jvfVgpTbcfI1g2YP+rY9NLgNcd04lFUNxNDnK9ndUDHwvWj+sEguoLhi6wc43w0s4rik1GcksVuBTuzA3AQlO8YSmL1F9qphbq6jPHY+YDgfOuafDzMTxoaHNiGvuOOErd6HIzJXyMnqOb480SvMOpPxCbTDeMvLC8L0zp3hCtA8zRslRJFUfiQ+KJJ1IfoLEhzQ3lubwDOfs0qHBHSTKFtBy9E4q7INqZeJDPBVdcuYADlInGoJClC3gd4z2odNRUkp/L6V0L6X0hfdc204p/VJK6ZVH/7316HpKKf0PKaVXU0q/nVL65If9PtmyZcuWLVu2bNmy/VGz40DC/4GkvyXpp95z7Ucl/XJRFD+RUvrRR///RyT9OUnPPvrPt0v624/++wMtLSLiQQV0XElfOvGt3eJj4IjKncIp8OgqQ1aYXGLQrSW87sYbTveaQuIGYTdh9XCfOQmPzpQXtaeTpCuaUEWvHTPd4X1HF1yBpnKJSpKUoOy8o6M0jCY4PhcGA6qNQAKnJLWgNPvOuHzmHyV2StKFlRiHnBpYw9FUHrfdA/6tJSAgq+eYF3B0K8LLtU0TZSAlkz4vbzXqX2jz9de5z4cA3DtFC1KkcAl9hKASwu7Cs4R6uRAxXXdJpIQukya55FHNx60HkS1J6gPa2jJFcUbn4zXSNJYkAULmogxlow82avcgNu54yyjtUJDB1RuBRzi0tg0UHvotA0hqBEWE3G/ReHRIOI5d8w5I24CxaKMMFdqWVnGHDOP3WnoFKYvE+zp7JpkfNMGdXnsVDfUWtKNbK2ivp/dqmMJRrcP4wWs3ucGOoMS9W++IUuPrBJSjK0+pzsEx24fuhBdF8SsppScfu/x9kr770f/+SUn/XA+d8O+T9FNFURSSfi2ltJlSulQUBeTI/4GlIg4CqjZJBW0kaQqZss6BxUmLVewcUTNeaowM7QMWrpkp7EOTnrJ9JZMhTQMQ2kUSxkvcwke/RWo0ktSGHcBxHFHmDKq6DQdO+ijee/tP86pTtEHxxFAbFqCgQVKEklQQ5x8GSB2cbUlqwilpu83eEEkXuqI4VNhntcUrehNkBIjD3jRVP+kgMnybuRytS/HbpruukgkUWDKHT5p/NJ7HZ/inyOF24WhyZmw4+euU3MRnGg4sVV+sImfW2S3vNBxdjZN3aCo6VuIiw9mt6TjSsLa50DVxY6sUNxmdjf/gQupTKgZnKDUoV2ecSlKfoW/o7PDfr92MHveDbyqfB7A0Y4nmjtunBxfLOVnuUEvSlk5pg55BymiSVJ/QWCo/nnv3yimmSNL6K/GF95/i9bLKIZzeYXDRgHjQNrSu1Y3/MT4THRs3d2hOVlJBc2ySkpQ4UlE5bjspdZQL73Gs70j6PSzpiqR33nPfzUfXgqWUfiil9LmU0ufmYzOTsmXLli1btmzZsmU7BXbiiZlFURSpioDvH/zdZyV9VpJWzl4rylAZnOYjKY4kk4RVVq3D0TPahxEm6F/kZid0qvOAEcXhhfKl6EtnHJtDIIW5HIpE7eBO+VR+20UJCMEgxRNnd/5UvEYUFcknjZBRYmajZeKY0A9UHn5yyI1bPxM7eDjnuO9vffV6uPYdL7yO914kOorR+a4DEj4Dje25UYhpQNJq8zKj+ZN90LLvmLYdwnyYls+Up8RsXzQlXnNRKEyWNOFVooMQrcAh6UQBsMlWAKa576WEUYo8Sjyn19+OHzwxhcVorSBddonXmrHRH66yhtGaj/uAWX4IgXVJvlWQf1LwIPqOe7c25HC7sbT7kQoZwfRbB9w41A8zo2jBZcXjc8/9KsP5b/+FmHBehYLUNao8pMG+dpM336NrsYMnUGfE+Rl3Px0nqkPzaZ60DZWLijG5iEITaCYuuZyM1FEsTQ412J1PAGINBsmmaDy918Zb5QvXfVh2Uk743d+jmaSULkm69+j6LUnX3nPf1UfXPtCKWmxsWsyoqI5ULbRInUeDomYc/vEmaTKZ34JQ7ugsdxFxyDZeZQrB7otxVafvXX2XB+CAHH7HlwNpEaeOQs9wDgptmD3I4HcTlhwytzFOTQY9GTnhs7HhItdhE51FD2fldRP2fSr+fa/BK+d3f/NXwrUq/HGqgimxEz4fwfuagkXznfLl5hJMnfoBt+2yBeOuzd/QuwWOHoRXyemRpNG58jkS5MA6I4eI+NBOiaVWgROKjmKFb3DODN2792zsMzfPSR7QqsmQ7KDhhNPa2jP3Ei+U6CRUiEWS9qBqZxWOtOvfoSnSQtaB/AKUaXO+NvyUO6TROj4FJ09i2UFSuZJctdh4793vYulVckAtFQzGEsntSuwwO6AJ25yKzJiDF/kq68ZRXHTiPNv+InfazkdjQ2y+wc+lCt/U5xtv8AIyPB8HmauYSbkmbp5Rm/siYiDfCAkslAN43HZSdJRflPSZR//7M5J+4T3X/8ojlZTvkHTwtfjg2bJly5YtW7Zs2bKddvvQkfCU0s/oYRLm2ZTSTUk/LuknJP1cSukHJb0l6S8+uv3/kPTnJb0qaSjpr5b+nccPNlSy2aDTUJvEI+GkzVpBX5ZOYFYUH7JZ3Ambkp0OnuTjNJ1aKZTjiv00IBrQMNnci058hsuaJjqIQ9goVHb4JCTjsmy2ZoDMOHSqimoLMauabUYUpkDRGEGxneFlo9QD9zrE+t44qpNc6XFs8vYwDmhSbZGkGsWeh4Ae9BwlB/6+ZRKgduL3LtZMHBOSMF1i5gTKijtklgxLs7swN4wxpzJBRqibG+OE8rmwL4ncuDbAIi8GdS+LmmNiqISwkBXkwbLmfOv0cvnwO6HARAEYnmfU7MLnYuPsvmAoZvAO8woa6q4d2weAOAPtYwoKE5KhjZhAWg+KpkwNau+S9MnK0sac3juNZ1u2Htqc9r2HvwftaJB/LF5FxaAcPYPWGrNPrwIlZnzGbajxktNbpzlF42OyaaKUVBgQIlOSVINXcD4BbX1O4W2yGT+Y2ASkTX/cdhzqKH/Z/NP3wr2FpB+u+hv1aRF4hpN1qkxVni/X2eXe618u10TE85KYpkIcK0lqDuKgmKzx75fmLYplw3CRNkosdJBwE5bewQngj87Cb5lJRNJjGBY0GwVTkIxqy93Y5jOiFUlKQDGZTbjP6iBniBKFW+wddKFUGnHKJWmzFRvsV956Gu/9+KV3wzWnpDKEsVCbxnsXoFYiGb49OfGSFufi9zbu8fcuunBQ7JuNkTZcGl+G2oSbu3Ho6Byw+i63zeGT5RQ8nFoAFa8hHrDEDvvqLX4v4o+OmAHA7QCPrVNFLDGn0zko1A+Om7v3LJX44+fSWCCJs95981vPUwUe/i2ywjgdBN5YlQnY+0gqlpw8qVrlwsGl+NwVM8YHl8qH+8nJonFj5ylVkDVUw61X4sftP83rOL6XoerQHkUKQi4PifYzUt+R+Hu7O0Zpi+hVJv9suhoHJFWWHIOjK/Ea1joy8x/GKHG3JfZhtn+XO2L3xdjx5DOWlVj9MO3k3f5s2bJly5YtW7Zs2f6E26ksW1+kpPljupyjc0CDMFnEpCV7+KRBL0vqmnbv8yly/5nyWeazbjw2t49MgtsMkA6TZU5I1BgSELoP+NQ8XY1t2zMnbKeaUNZc6WxWHIjXXHIaoYQuAWoO6HZh0O3lGIo5GQWPxSHQKyD5ZzlhtGgCpejXmwx1zgEu/TNPvIb3vnoQQxJrRiecbAm66slQTARl75MrJnUYv9dRiBpHsR0dgrr95fgPlIzn5tMShjgEKSQxMuwKe3CErrwCAKHTTgGEkEoqyiUxmvf1lsN2KiZU4npwidcUonLsP833UhI3lSqXGKXb/nykcj34BIhxi9vLUZBoXbPhd2hHGh8PnwtFjwC9JMRcEsJz1IaSdHQ9PoPQcYkTRp3KDNbCoCROs+UQYk37gCQNQLHMabjRnO65/R8i2bSuuGI9FJ1244OiIk6/nH0CE3WH59Ja4SLeBazvrm2pf+amz0hJ7fAGZ94S+4CiW1UKHn1YlpHwbNmyZcuWLVu2bNlO2E4nEl6XZo+hs8STTIWRDdwqT/wh/hbxlpaXuClJ19RJgSHCZSrAIafKnC7bh/GU3QduniutTO87PMdoLZ04e7f5g0dnI0znpJrW3i5X4cvxKVkX2cgZAqgxXRi5SyiXXjQNBNsBzj8d8w0xrV0H3uKUG+xwGtt2tcn9cGnlMFwjJF1iSUX6XsdxbO6RfJvJkTgkKVC8Fc0hRvvAD65DBGZpUGSK1jjEmczJe9JzCflr73N7DS+AXGbMz5Uk1UCy0+WUEDrkuLUUfaC51yZEVFL/MpStNu1F08StrQPQ07ZRM5jqhHq7ZDwyq09NSW9OChDalqpKSlLvXhwjdK9rLyqhQPrYknT5/4kD9+638bo0g8vuHagdaNw59JKSQF0dCsyRMPkFlOTXv8L7P/H4aU66CDKNfYvWwrJgI9Nwb2PM31uDqHsd9nm3rtE8HYLMq2S+zVWFhfln80dgjJFfNARGxXHbqXTClWKoipJpug+4R/qXgfZhNjZKrCT/hJz1h/dCMZeRCz1B0RMTTmrAAYMSbx6+W0llELP4YyESs/+QIk3RME4ltPnIlLOmZJTeDjjmF8xBAr7NhvUo6dVQJmiBKvpmWnXBCZ9RBpQZixDDW29yp51rx9rXI5PEeWcUvSTnsNM7pAnFrnlF5uIzxmGH8t0uEa2zB+XSIUwucb93YP0YGQeWHAG3+NOm4mgfKxDuJ8fHbjQlqSASH3adE05JXEszp/EZcOvKHf4I2gQnZ/i9GjA+nE44tYMtZAKKIZisaYvqxGvkfEpCtQ/SSpZcIRPzWOgfGjfWgYXp78bSne+IH7f5Gt988ATsceZAR85bC/rcKW2Q/rijUdEhegAHQokpQGOzhi3gAIo1TcxaQ2OhZSiqRF1xSm7dHaKj8fcS4Lfxetx37n+CO7IFhZvIJ5FYR35YYU93wCtq2QPNtopy1YdlmY6SLVu2bNmyZcuWLdsJ26lEwmuzIkjvkEwRnXQe3huvOVR01gMt6n48rTmZJDp5j84w5EQI+6qRTqTfc3JThCITKmLL3lcImRIC46p+EnLvkB06jfchYcslfKy/GT+OaAkSoyJEO5E4qXAJiLck1fehcuAZQJYb/PckZzg1tJEvPLgYrn3sbJQilKTtdoT5nEQh2iqM0Qqyck1ADiVpDAioS6yiseTk+Qh5G4N2uKN3EbLrEkZpTrp7u/cjDNO/FG9uH/KaUB9SVIV/C7vX9BklMDr6DaHLhCJX0eN1CCyt2WaalpY4dUba8k4qksaNQ7epHacmYZye4WQD6RkUKXFoPj23ZWJT1y0AACAASURBVKiRpMe/9yw3DiGwrnoiRQ8wKuOoPhTRdBFc+N7VWzwhuJ6HkVmF8Uhzz1GuOOpmEGugVzg6ythE48iI9kGSfw5FpuRQx1Igqo/rs9Vb8QcnJrkUE3rB3FpznHYqnfBlM2l47v2vTlrWTt2A+EEus3cJoUlyVmsz4zg1ymc30+aOZe/dO5jiRDPQ2aTQd23qFtl4jTKLJT50UHlYiTcgN5FpEhHfzoUbSTPeaTvTRFwYRYoCis/UB+aQdTb+IBX7oWuS1AMJjoY5OX3q3M1w7bUjjutvtuOJCovyyBQHIjqKUUehsT832u6kbjQlZ1lSgu6ZmxLV+PfwumvvcBv0gV/sHHZXcp3s4MnocNN7HV5z+Sfxmi2HDWO8+8BpO5eno5GzShSkMdQIkKTuPbh2n++lImATk+9j6SBg1GY4Jd05gl7BjI8OtLlzGIhN1orpHA/vLakv787aVMZ96XKp4LJXuQJ+sQF0qM9ofXcF7WjfqkJnO4BicO5et+/Q1kdz2h3oaL10FCLKp6BDjyQNIT/Aqd+Qb0T5Y64oH9I7DWiJBXRAQUwSjjukzspQueC9KDfguC3TUbJly5YtW7Zs2bJlO2E7lUi4iodVM99rhIS75KG1mxGeGhh1EzIsO2uQDjod2op3cDrs7HF8hHRN2/uMPlI4id6hOXUhogrDhBBJk1xKqLcr/03ti0inOVZOAAl3iAIhYbWxqyYar003TFx/ENtxsgJa2EaJhagnpJgiSUcAZT27zpDi7VFUfkDE2xnpopO8ghh9cGgtoVbdu3wvKniY5xKyQ3Qnp0+NwQcDEhKa13DIH2nhU1lz810UGZJBJLEsuUEU6XsdYkS0Dyor7sK+hJC3TALlCBQWXNn6KkbjbuUm0OGulUfdHWJ98BSE6nf4Xnqu6wdiLBCC6xLhEd2ugFg7aiNGGSpQAGgvc+s4zSf3DZQs7d6LKsg2TU0SHI/Qtq5mRQeiSK7aJD3YKdpQZMb5S/S9Nahc6mhFJMDgopRInzGfSz6QrRpO2v1Uw8FEZY/TTqUTnhYxQ3gKJUgdPYMUPBy9goxCHi68QnyotZvsODVGcdYfXS2/q4xN2AaLNMB7kaST9AH0GbACeAH27yv4ebSY4XPN4o+lhs3iTY612+ywBPrQbM5nYv9O+vBhZii2gDg4mPP4WIIn8Rv3r+G9z25F59xJFJIVQMRNUPBIYsUTxy+mjdwpKZDsly9qERuYZEvdgk7PddxcGnduc1/ABrAgXiw52+a5C6O6QNQVKwVYktcq8aGBnHArhwhOkhsf1ObOmaE2szx+KmRCxUkcFQTWCvdelONARZckpng4Z4aeOwFuhJPhbEE+xcbrzK2arsXOPLpaIR+rQj/QPuAlCuM1R0uqsj/QOzjMognzjHJdHH2H1EIczxupK4ZySd/g5Ey798vJNLt5SlQdooe696I9Q2L1Gyv/CvkMC6DpOmrUcVqmo2TLli1btmzZsmXLdsJ2KpHwoiGNzr7/9E3otjud9q/GI6NDsujkTmGXM7/DArVURpVCOZJ0dC0eA+m05p5RgCa5xKdDou9M1xmeaoPOpys73aJkKXPqRfTBJLIR4lOlxCzdS4WFJBPCcyWM4X1dEaA5FbCZgmLKuoEvwDYIahEj4S+dvYX3vnIYOQCUrCkZnXBITnVGIWKH7NLcI51gqZp2NyFGWG7d/D0hPh1DIRhvx2tO4YUiIIhuuyJCMBQcytgalEfYaIxXKZ1NiZXDKN5j73Vo7xgQ4xUWAEKbcNV5NBoLTvFk9Xa82UUpadwQUurewUZr4Dr1mVOeoLoX+09zp9M6TnuGxEWTiHIhMTURRQKcznhJzXqJi0e5cUdzsgnz6eE7lIu6ueJVE4rww94tuZok/Fwy5wNRETCMpJm/pzoQVcS33L00dl2xvpXX48v1r8SbCTE/bjudTngtTrwehEzauzwqDp6OO1PvXvniEeSQ7X2EVwIaQI5/TotsCySZJF6g1t5mD3Z8Jv4eHVpcxUySE6pPDP/rIK5QtTk/lypeumzuOSg0kMPustTrcGhxMk2sPMPPpY3NvYOosE+btCLNb8GqczDjcffVveihPAe0E0m6uhJJt1PzEf2CvDrqM3MQIc5dhXXP8aEpjOgcdjoIVHkHpMkYLiHdS/QMiccSFaRxjjWFk114dgiypfYb8BBv7qXvhfdyykTkGLvvpfYanud7e6C6UqW6XhXlmekaVGR11AY4UFWpIEmVMSUuVEXc+pFpL6wKbRyczdfiYJh3y3tOOB/FOQ7kGK+/zYN87/nohVPOgsT94A4SxEt3dFZS66H8AFIVkkzFTfNbSN9xuRswlty4o8MMghZm30KAxKxLWAjJ7NNVqGsTUJkj+m0VWvKHZZmOki1btmzZsmXLli3bCdupRMJVRCSGTjWj83x0R01wU+6UAL3uboRQXDhqcAEyeB3SCbQNl0jyuDqMJD140X1vvJaIGuG0f+Hk70LqhAK5UvJ0SncnWfqGlTuQqHjeFE2ARFRT8wBRb9KslhgNs9n6QNuogbLI0kQOWvV471qDf+zbL7wVru1NeTDtTCIURZrkklFNISUUM5YIZayCbrtxR1ERV/SkrA701pd5Tu8/E/vHodtUBMSFnukZ62/HdyA9YIlRQpfUVIXaQH3mEEVKAidt6M5tXm8pVO8QaxpjLrGK0Hi3DtNaQ2Fqi5qRsohpL0rYdEXXaF0ZgkKMxOsV0XdcQStMPjbo5eGTcVKS/rnEdKPJJj+XoqJEbaBy7ZKJaJjxQWN/AjVCJF4rCB2XOCpK7D0397DYl0uAhD6rQvUjjW5Jmk3Lqau5RZ/26dU3eWG6++kYCnMaAasQoe9f4bEwAkbDxhuxcV1dluO0U+mEp2WsnEU8KVr8JaGCxrzDjU/O/QQcTbcgr70TvYPxNv8WyUW5IkJEEXmcJ/9B1oDvelxx5veMHOup4eFRlbGhccIpJOUKVay9E2+m99p4k2Nq+8/EmLbxX9GZsRQTeF23aNRG8R+WUNTGVcwcz0HO0OQMvNGPxNInVph8Sfxxor5Yq5Wno1B41YVMyRlyoWuUtnSfQH0G/UsHN4mpGG58EG/YNS3RBajgmFMxICfJ5T2gs2ucLKRnGUeR1lxyMGamkBrNHef8CRzbKg67c2aImlRFDaJsDo7EtL61d8z8B7qgK2628VbsoHsvxUHqOLBTkKtrOXoGOKtES5SkRRtoAeDkSeUrtTq6AjmaLk9sQc6ycdjpHdxYQEoNVWR2fGoqaOeokTBsHKWG1itX3HC0DRKFVHDIFX66Hvt80WaEBPvMzOnGGPZOA2Dh97aBNmby9Y7TMh0lW7Zs2bJly5YtW7YTtlOJhKuIJ9r2ToQ1j67y59Fpx+tWlkenyY5AicWdtghBccmWqBxxyBAsvS+WDzfJNFTIwKGMozOAdBhEoQ3FI9xzm33QUL8Wf2uyzllcXHrXJZfGeylDXOI+M0wOzeHwv/Eb8X0PvoXR/E4jwiUTgnAkXelFWPXX77FO+JMbkR9RqVjPEN6BCvhIiDI6NA+14V2SHukHm3GHRRpgPrioDIX6XQL1GFAkG2SA67V5+blHaJqLBhKtxyHhRGmx6iaQAElJZy4xk1A+KvYhSYc3yiUfSpyk2zc0CFRjwL7hv6cxTgl6zvaeK18YzI3xw2tAEYFAmKNRVEGcN1+NL7b3HK9LVZBOWhdo7jjKxRLGXRVFHFcUhxBjlyBL+waN0ZnzxKC93Hrp1HrIiNbTMMX+FlTEi6iCFdYloodILJDhytaTr+GiF2kJdGV4h8cZFidhGQnPli1btmzZsmXLlu2E7VQi4bVFEcq5774YyaJ10DqVOInLolMluaJ00pIYoWsZJJ1O065kPGpvfp05Be4biLfotFmJx3fh/+Mj+r1vgQw5x9m7ERuSeF62Qhjxe02fkw68RVtIe9ccbQlp7D9J0QDDvVzEDj7XZmL7BBrnWy+8jfe+M4iQESWBSoYr3iOSdHn5RzduOw/itYEZd1Thz8mvkUQYIYpWC5uAIUC8ndlqkTR2SQvXJRRTcqpLGIXuRfVJ8wxbdh6S/3CemnyMKSCVDs3HxF3TNpSY6RBYQkCppLfVOobXdeslmUs+3vgKJKKZypQdiB4cgUa31ZEuX6hZ+09DrooZ45T/4SIKFAFZeyfe59B8qvToIpqc22OiSPTnrlIzzROa007vnapNuuR0mA+UZyZJK1CJs3/JyUrGS9RnDqGvkudBqLet90Bz0rTjHNB8jKrwnx+rnUonfNFKOnji/a9Oje+UAcg5d4mVtCAPoJhLHTSgJQ67uqQkGmyOFUCJQq64QO8uLEZQBMCF39ffijNmaFRISM1l/znegSiRw9SewU0My2k7rVJS4HDrcQVd5CoLah3K2U+3XdYZvAMMBqcT3p/FePLYUFfOd+NEqVK2Xn147ip/F82nIWjAS9L+i6AmYw5ZdJhxc2eM5Yrh4GXWjymEuasUxahybxWNXQpHu3LppNDiqD60Cbvw++FT5ZQU6CAkmSROc5AgWpDTOm8DFcP1LwEJZDZZG8ypyczg0OH6l1R53GGGVFPIAbZqQ/Bc1+dEVyRVH0k6eBqcLMdcq8XnDoAG1TYUJAJe3Nwj6pujjS5AWcyNBaRHEbXJ1Wercginwl5mTpO4hEuQx2JdtD1UYHKQ4IXEtGDXtnP4NqS4ihXeaDy7ZPzjtBOlo6SU/qOU0u+mlL6QUvqZlFInpXQjpfRySunVlNI/SilVOINny5YtW7Zs2bJly3b67MSQ8JTSFUn/oaQXi6IYpZR+TtJfkvTnJf13RVH8bErp70j6QUl/u+rzKRTTMYkG4004BRrXn07pFDZ2qFuV/LYq5V2rhHgcwh2eaWIxU0DNnfQZJUZMgd4hMQrTPuA+WzbiOxDq7b6hC5W4XLtQYqZD2NfehqSk5/kllm2K69GNJqoCg8mVrd9qRVjUVcF87TDKGVYqW78eoZJiwQN356V4bdnlgVsbAmpGiYqSmgfl9aUXXaAbQN+Q9JpULamxY5AZsv5VQujjfa40O9FGXIiYZA5dBIfQQ4cWYzvAc52GO76Do6gRtcFV/YPh2DCJbE4CMvy9QVVX7sSBd2RoI9Q/7hswmmf2h85OvEZt66T1yIaG2tAFTfDOAw4djs7Ejda9w5iqSML3uv6iuWPl7qAvHbWR9l537+QsXKRkSxNpbRI1yohIkLk7y9ZKkFgq1kXd8e8h2XHmfBJ4B6o9IEkjiPY4WiD5Rmd/OdIzb33/E/xex2gnTUdpSOqmlGaSepJuS/oeSf/2o3//SUn/ub6GE56WUd909VZczY6us2dNA9AtyGRUrKe1z7vw4ZPRIeuYDNwRUEwoW1iSJhvlDxKkJY1lZ+0CVd6RoMxxW7IZ3tfRgmhjovd1LArixrmFj0JX7oCz+5HyLDJyIJv78YXnq+w5ESd8QKKzkj5/73K49okLt/DeKmXrD0FcuehDGxBPXKyLrrbRFK5DuNA4b2lSnktYB+eediBHz6Bsf0sLAOqacyrJISN6hXP+6ABquao0d8xQxrlnvqEsz9JRTJZNqF+wZw5DMNddISS6t3ffFCcB2hj1o3P+Dp4k/WG+F6k+QB+U2Omw3Hpo37Wb8XsHF9mLp360xZxg+g4vmsFE48MUQiNqI7Wj1c2HcUv1NSRuB7efUjsMDNcc9xinZQ+GKiZmPyYlN+fA0nVX6KYNYGYB3G23n9Khwb0XfQPxuSUe+9bXgG3y7r8RHW6n136cdmJ0lKIobkn6byS9rYfO94GkX5e0XxTF7336TUlX6O9TSj+UUvpcSulz87GZtdmyZcuWLVu2bNmynQI7STrKlqTvk3RD0r6kfyzpz5b9+6IoPivps5K0euZa8Xi1wz7ocTvDrHoTHWlDOIiysZt9oykMp9aFCSdR2GZsNDLpfbe+yjGx3RfikR7DoBVOgVS9TZJW7sSHHD7BwwwTyZyuMfwcod6U9S1xdU2HoDRJKcPNFDjQu9AkRR/m64AyGCoH6YS369xp/8rlN8K1+xOGkakSJ/2WNdAET4c8H7H64l0TsdqGdzAIbHu3PJK16MWX6N6GvzeKFoS2uKSmKrrIlMQ1hXuxOqgxR0ehkuBOSYGoZ5aOQv0D3+DUhhIkvblvSDDP3BpGSVwO+aNxUyVyQHUCOkCHk1g/HKMnMohxleTyKe1F5u/pdW0EB8bSmfJt6/qMqjLiOzidcdKc3zMR6yfi+zpqA/W706emezdfje8wW+X2ogTbIhnFEygP7yK4h0+UT7yf0rtBP7j6KdSOpGwiSW1AyF0/UGJ2wyji0UShvqlCH/yw7CTpKP+qpDeKorgvSSml/1nSd0raTCk1HqHhVyVxzPw9Vpsutfr2+2Oyuy8QYc5Y+SrbNnv8cZts8KCmQeEc64bhWZPVYUHde569DpJ6Ij60o+RwuWQTMj1bYXJDyNSFPJECAJudm4RUpME5Ar37ceWa97jPKAxp8wvg1fDwZ2L95CzXWnzv3jTyGC50WJLi/jg650vLJgSbQvj9PHMm5mOQM+twpxPFxDkCk7OxzxqmeFUNlIxIRcQWEYGxWKVcuguZYreTE29+qkqX9UGubvMV/gjiM7t1kVRPRiBb6NqAVEympqgOSVg6x5jC0e5gjZxs6gfnPMK65PjUNWoHK50ar7l2ZP43rFXmoEnfQIWYJGlwITbOOuTKSNLOx2KjO6UcYKPZXAL8e9gLBpdMp5N0qukHlOczwEsPQKHhudg5M6PqQ2OUOPgSF69x8xTpqHwr0ne3vhIHyMFTPPmobTC/QdISfBCXF0fAh6XJwTNo7ji5y+O0k1RHeVvSd6SUeimlJOl7JX1R0v8t6fsf3fMZSb9wgu+ULVu2bNmyZcuWLduJ24kh4UVRvJxS+nlJvyFpLuk39ZBe8r9L+tmU0n/x6Nrf/VrPWrRrOrzx/iM8IqAOUSDKgzlBUaIghYNcMQY6NTu0hhMYyidm2uIiJY9ahK5L0hwQFEpOlVh5Zu0mx8QObpRHzSkZbeOt2LiDC/xMOjVTSF6SJvANG68ysnt0NR7pHbJDYEnZEtkSF9AZGNi9AXHIf/b683jvxy9HuY2amRCkjtLcipDC0ii8aBz7pzbiPqMkzhqg7pLUuh+vT87zuKPETEIOXUlwQs2pWJDEKJBDYKkrCcG1iXug1+x+i5JO95/ltiWNa4fAjqPQDhdoMmsSte3aW6Z4FaBWjmJGqPkQNKedEeq9qIBeurWZSsm7aCCNBVdafQgJ8kTJq1JwyBmhmsPzPPCwHcxvdWCPWbSBNmbUVYjqQxQGSXqc3ip5BRAaSzTuJWkGbU6ou6ON0Fhw4gMUWXYJwauwJ48AoZd4DasiSIC0IhM5JN/M6fmXRbfdvRTpsBHNY7QTVUcpiuLHJf34Y5dfl/RtVZ6TlpGnSJQJyuqVOAPXLnxwL/G8qcqiZDiwrqoj+lOGWwcLj1tg6N3oGxzFZAnUFWoXiTOZ5z1u3JU7wDU14SB63/2ngJ5hQsTI4zW0EaKj7L7I8TN6LvHaJGl4ERaYQ+KqGy4irBpOopCK7XzPja/ivW8NtsO1juGa0zs0GrG9FlSJSVKxFncFJ1GYDuJCv2yYg9NFeIY5CNBcb4GqRlkqmiStv83fsPdM/DGnBkHjkShixBOVeOy7dY02JbcuUUEZx9Mu+1v2IAG0jf41w5EGOpmb00h9cwUCqQpuBU44OeFO0QYpJubwR9ddfhH1DxakqSDpaIs5UfGZuam+DEWxHDWhPi0nO+oOmqvvUrEvfq8DoIhSxU2J1+dKcoawZzgnnP7eyfsRFePCy+zB7rwUB57b/8kKqCZqJWFp3BlnGYuTuRwa2Gfd/G8O4kMIbHO89uO0Ey3Wky1btmzZsmXLli1btlNatl4pJpnQabpIpkDCIp52qECLJE2gUA2hS75IBJwYXZY5PMMVr2mMIBRr9DQJIaPvdcokdBJ12e+oKQptIDGi51QEKPSMyhMGCacEJErQk6T+xTgtrJIKAA3uNI6JIFtAuWgyLEIotCtb/9ZRrHRxpsOZt9ttKOxjStwTHWUyjpBgo2W+4QAaxyXTUGaWs1kcDK19g8bDZSxe4TS24dPuv8SQM6GXEypCIta4npFSh0HNaJ471Rb8e/NcoqM4FJjGOKFbVJhIMgi7K9ZTodAMPcO2I6zD2I6GRkFt0zOoKiH/DnHGtjWUGCw1Du/lktMpUdAlRVI7joEK4t5rYhJvz/5WnDw7H4+DyZWtp3dYuc2Tmua/2w/LotuSBEFCVKSxaw2pb5lICdVQ2H+OBwhFBFwRIFJHovdtmbFEbVsliuTmKdL3XJ0RSqalsfgNSMw8lU54kT5AMu695sKNEKZ2Ye42cLKJj03SfBJPInLyJOZkD8/xR9DEqJtwEjrRZ0HRwiiLEO+Q+KeSVJ+Uk3SUuG2o2M/D6/EaOexOvolq2jj6DlX4czQXCnM7uUoupgJjcW7Uc4Bc1zWkv49tR573yOiRvXYYy7pttTl+Tk44OdwzUEGRhHKGqplxCzKHhbsXxrjr38kZGDcVKjXS4a1KAR2r8ALOefd+vOb4p6vvxkaYrRgOPTgu7hvIURtTJUDxhlnlG8jZ3foKN9gRKLxYegVRkEzuBvUZUn0q7J5jI+lIIXVHR+vsxf6lwkBSeQUft48S73kSWWuSpPU344OdhO0w1hCz/OC9F+KiTw7wxhu8ONPYd9J8ZStjP3xuvLb5Gr8DyfNeeDlOqAcf5RMOgUquWvUEKvwSL16SiC3oaHLkmJIko6MgbX057lH3XzInzZIAicT5FN13y9MC6fBWpcL5h2WZjpItW7Zs2bJly5Yt2wnbqUTCJUU0CU7TjppA4Wgi6Uus3U0nYdLodNbdNQUDrsdnOHoGndhWb3JMbOebI7xEf7804bcWFBHyWchAv3FhXywYVF5sn5AdUleQTJa50/PGQhd8L42FKigf/r5Be8dAEZmZVPk3jiJsdWMNoANJV6BsPSV2SlIf+BGLGSQftnnyLe7GBltsM5rfBsWT8VV+bm0c7x08ZRYAGPwJog8JEsMkqaBCFYd8Lyta8GvRuCEalAvlCqJALnRNNAZH76B11EUZCB3GZKsKiJMrXoPIvYt+wiOcygRdJ8TYJacSiuxoI5hcBmpUElMAXZEYQg9pLLixhKi3Qayp5Lvr3zow4kiZRDK0D2jzA0jQl3ifpwJxEu8FLkpA+07/Mt9MY/T+J+Mm5dDt2pzU2cx7wSMcNZK+zVFyKRH03G/GTtt/jheQ/WfjS9jk9ApUHap1Mu+aSAcpNMGtq7eMs3KMlpHwbNmyZcuWLVu2bNlO2E4nEp7iCZ74W1U4ew4FojKmE0CcXBIHnS6xDKzKn9YkaQ5JFNN1/mB6bgeqaHr90fhbVAlM4tOpQ3a6O/EZU8OHpARI+i1CliTmmjski9rcofkUEXDVzwjBII5z3SQ1tiBzrmZggqfXIhz3ztBkQIH1qPa2mBNOEMx0l2H/xtUIRRVHDNeMn46N232VJ+rweoRr23cMQgaXZ5dhAZk5rWPilJdHa11l3IIQX0Td8c/RSF5Q4kqNDjVHDXU3dwA1J71lh9A1YJ67uYe1GRxKSFKxJlBC9QOIb+siW7SXdEyVw7LysZI0AV65laWFNQgTdx1SCtepmqnE7eDGEiHRThaOEvcxUdElRcLcc/s8taNLRO3dg0iaGaNTGDfExyZpX6n8vufeoUqSr5M+pHcYnQf5WOerwDx11bl7MPes7Cjt/0Y3v2zC97KREzPLWREXlPZ+efF56iiv4AEJjDCAbYILvZehrtBi5AYFhRGn6+a5RKkBpzRRnF08gN2iQRnWztntX4HwqtlUOqC6Qso1Ljua+szpBJPT4BZZeobL1scs8W78ro5RR5nD6t02nsQEBuSNVYiTq1rZenqH4t24ytYu8i5MSadYnl6SIFnaHXDwIHDBeFnw3ARJr8sOH3Bqo/i+lKArseMzNwd23hT4VjJS2nCUPNLpHjnaB2yYE/O95JyT41WlXLpznEjP25VWp7Z1qhzUjujQmZ+qUg6bQBrndKB2t6GT0KGD1jWXnEpJwu7QgYVQzLhtAkji6EYErOFeZMYSLWFuPqF2t5k7dCBzykJEr9iARNaja7wGTuAQTQmJkvB73dyh9yXxAkk4d6iIoUtkxUOaOThh25p+oL50CnG0fzdARIIEK47bMh0lW7Zs2bJly5YtW7YTttOJhIMR5cFVx6LTqUNF6QTlEiPIjq7GJu48MFQOkgIyoUk89jq9Zfg2Svhy0nrnPheh3f0XGQqrUqIaE2fM91KkgsKFLkyOuqaQcCpxPxjlw0r6wwXQGOi9eh0DKYDtTRkankJs8LcPGfp7bitqyE0rQLCdGxFOG95mYfX6Vvy21nlT9RMSPpfX+d4EOuGWm7CAZCdA6Os9HkxLSk7tmgTqIYSj+a0YuQNU1EWWCOmkJEFJGkGo32r3VkhqpoQrmg8kkeieawJ0KJ3o5MxmcN0mNdI7lM+75yQ/07bUZ0tDbaJ9x2nOU/QCI7iOFgT96JLeSd9+YpLTaR23NTbgGlIuzFKFVWHN3KlS1RElLF0FWfiIw+tfH/bZHDoqaHyuQ82p/kj/Er8XRRqIotLqOw32crVWJPbNHH2vDlKxLlpD45lkll1E4zjtVDrhRS1yfHsl9bwlqXcf7jV6mqiUQZqxZqOgBWJktL9pcpN2+MMfjJeIMyjx4k3h1bTk39p/gWo+82vRhCXutyTNYNFoHfIsIM1XKmvsOGEUprLZ7xS6cnxZUtpxG+MAFo1z8cc6DRN/A3Nl64krfq7NJYxfAZ1wxwknm05jQzrHmjT6F4vym9ISnW2JPNgaVcqQJKcu8pjVGzxul7343Pou7yqdnXjNaWyTY1qFx0v3Om1n/HsXTiZ1E9O0dLinDdcWtCIKAt+K3+boN+Q0OKODBKo2mDYgyZ2/FwAAIABJREFUmgsVPJKYE25VvWC9cgAHOZBEfSHetfstq3hC+Vjm/EtccccJR84vACcu5wjfwbwXOtEVfGU3d5rwvsML5RXESEnJ+Q9krsjcogO1Tkye1/A8VcWLl4geKnE/rL3D+8vuR4Br3vr6KaYrd+OkGtTiIHcO/3FapqNky5YtW7Zs2bJly3bCdiqR8LSMNA1CvR3SOQZNcKt+UZIZ4E4zdMJumMqU420o477HLzY4H+El0hSVOJxM3+sqtTUpcgAotsTfS1U0JVc+nJ9LaEcbFF7cN1DYdW4QFDKHbhMiYJNOzsV2bAHlodfkQTeHBhsYSPGru+fCtSc3IG4s6Xw3Qn9EZ5Gk/UmERYmqM73P2VKNbRNSIINhUzPoNLKzgHby8BlfH9qR4B3sWgOod+8234tjlJqxQtTNcl+gaVxCMSWHuWQpooOsvRIXm/sf5/FVJ41tk3iHFWgr0AodvaJ3B5J8L8PabEL9U0AfXSQNIwcuEbVCuXRaFigBcu0dHiAHT5dPmqfkP1tqHO51VZLb+/Ea1ZFw4gW0d1stfELzzdxxKiBk7tviC/DlC/8iDrK738nhLRr7Dgmn6rqIeIvVgkgNzmmdJ1iHly2DmlO1asMGIDWXjdd5YTp4Mi6OG2/Fe6vUe/mw7FQ64UU9llKlAeDKMFeRVOrdj6vJ8AIUJzH8YjJytiV2Sonn9fDe8mHMBgziKlI8dGhxtA/KmnaEauJDT02ZbZqcnd34gAFslhJv5E5pA3mSjhVEofYtczMsRpsrcZCiDKCkTj12sCtb/6nz74RrR0RAlfTafvQUz4BjLkkJ3q1Wj/3Qu1g+/j+ZMD+k3oQy7GMjwwlSjwVpgUlCXQsq4GOKJlEbEN9fkpZAv3F8SByPxBM3dJo2OLBLo2KC3FrzXsT5tRxncMKJSuaMnEdbnAjWD7eOI9fTTFOUm4VLjgdMxWeceg5xtx3towqgc/hEuW9w0rpVCt3QIc3Rf+jbHHVlACXuR5C74RxYMieNR+YeSwfQ0Xm+lw5JqLRjxvjBi5Hb5A78SNUxVA7kpbvDPfG0IXerbsYiHZzIp5AMddY8l+QfJ5vlnejh2Xivmw/HaZmOki1btmzZsmXLli3bCdvpRMKhWA+dzJw2K6HWTl96cKkc6l0le75KiNhmc0NYzYWIC0C9ZySg77LBTRIV3gunZodkESLQfcBxzPF2PC/uPwd6zRvmND6BhEAT5l50yvdvUS+neCKxJvhKKzb6dpvhmnujGFs8Z7LB744j9OYSM5/ejNmD0wUvDQfT+IMNQMJHQx40VM6+3eZBPl/ERif6jiQtIcpQg9+yVgEAKQCuqcP4kqT5GlC5DAqEKiKg40zl7SWmV7gESFJN2XiD2/boOiVL8XOp2A7Sipz2bwWVCqS+uQTqCrQx926Pm1vXKKLh1gRaV0jJRZK6UcRIfRP5o+RSagMXleXEO76VaB8OrV1/A9aKMzwfkKoD7bhy26hnwHuRDrVk1HNMJJ0iAnMTVS1bqMblkFNhPzf3yN/ZetXQM27EDnJrBSXOUv0UJwxBEbbefRNlhP512t1IMTM64V1QpKMCa0uzJhynnUonXIXCwo4LZwVn14WDiMtH3DrH+aOBcv7XOdT/4KNxJlMoR+INwDmKZ74YR9b9j0Uv3qmYUFEdd8AhcxQTmtz9y/wRZVUiXHb0bCN+W31oJJnWSRKnvEpNMtQEqoRJSiiH4OhK0jo47AsTy91sxZX+tSP23kgJpQHFaySpCXH9Tiv+fd38fQ/uHZnKlGRj49yTzadmLEE/NNrxGim5SExToYPbw4fQA/jWKdCYFsQpNT9FXOb+Nf4xUvA4usaLIB3Y3Tes3oZCJFfL5+CQg+J4vORwO2cX13xzCCfnj2gUzgmn93JrMzl6TtGmdw84rOd57hDn9xAKwjiHLsEBp4ospaOY0Du4naQFnHBygB2FYAx5PNQukrRolqe50LdZVR6qEErF88w3UJtbvj3c27/M4+Ps78RBuvsC7ztlpR6nrmgS2Nio0WGRpyqOsVkbyyq8uH48Tst0lGzZsmXLli1btmzZTthOJRKeCijKAieg+oyPRRSSckg20VzGIPLuiupQdjQh3pK09nY8XvavMtyCJYxNb+58NEJJpBk7NcoiLsRLRqd0J6BP5btdLp0tTfz4b50x/J0pFAw4zx+WJuVFcpudeHTuGHrF6EsRflx/Ih7znTJJB5IwV418zwwGyMe23sV7dyYR+qtStn5vFGO5wxHDZmNIwlztMdRBYj+dHn/vYDe+Q2+L48lLgLKWoFXuEjNJP9xJnSdKzHQayiNYV6hoCiTCSbwuUVKlxEi4Q5EpqdGWfAdqARbgMe1Fa4VV5aBCN2YN7OxBiWpXLh21rOH3HRIO07/m1FFgK3AUxN0X4sc5/fGDJ2MDE51lFEWUJLE+tVPaIJTfUvJI69zMB6JiYS0N07a0jA4uuKhsvHb+ZZ48t78rQuxORY3arAEFvBwFidqW3lXiPX1sKCKHT0J4ydb+ACon/LkrlId7ulsvAYl2icpVfL4pUHLpufVcrKec1RZxUZ0DF8hN7ipSXqT2QSFEpzZClAtUEJHUvwLcS7PQU9i3e98I4D8fZwxVZXODnTZMt8hScSEMqYs3saUJPVP/zFcgQ7vDs6gACoKjG2yfjTtQ3XzwDFZ6UsSQpGvfejNc22rFFdWpo+DvG29mDqv3v7wPcgOSntmInPCaWZFJoeXSWtwtl+ZAR982nvMyNKjFwXDvNnt/Wxdin+3fYw265mrcMbtQpXRuPOu5Yts2TLVZGqMzk7ew/lp8xvBivG/tTfxzq9CAhhxpfq/BJZIYM88tWUHWrc1V5O5oSroDSh/WO+SviyXZBlfKF1jBg4RxlukbnBNO+5Y7ZNG9U2gb14/kPLoqp+d+I87/+9/CBHJyjB3dCKUxoW3cWOpBP47Olqdn7b7Eaw29Q2eX5w5x9ung5Q6lZF5NBsa4UYMh1RQHlhGlBp1wJ5dJfHszlqhtHVedFNockIhbKlHMTl6hMNNRsmXLli1btmzZsmU7aTuVSLgKKS3ef4xZArpcJbzqwEdCCkgdxSHhFMpxoScqlkFa2BInGvQvMaSAYSpIjHBtQOEvh5pROzhkhxCBqSmg0YbCGAn4CgmUOiSmjdQr6ECTAogkdSkp0Qw8SoC8P4kf3DOxzbOgbrJq4IcmwHSXLjL88OYwJmw2UFhZ6jXiux3O4rhrmb//3ZuXwrWVFf6GGiR3Xr8OMXVJt3cjbHbxMsOEM4iPEvJfFByGmsOnTbf4eyn5tzngtYKoAYSQjU3iHiWyDa7wvUxNqJAsZdYK0ioeA/roynwTcmfRWlgr3HNpDXLFiYimQn/vopTUZw7Nw+nrlFSgH1ytA0o6XX099s2BSwiE33KI9Z1PG9kUMEqwd1ECKnRFywpp00vSAIqxrd004gOXYqe5QjtEEXEIOyZmQnR8BFQyiWlBFCGQODJDUR2JE0EdCozMAXhdV6yHCug5n4DMIf+khOJoqzTuSMveJWsfp50oEp5S2kwp/XxK6csppS+llD6dUtpOKf1SSumVR//tahNmy5YtW7Zs2bJly/bHwk4aCf+bkv5pURTfn1JqSepJ+k8k/XJRFD+RUvpRST8q6Uc+6CHLRtSNpmpNrlpUC5BhKoEqcaLAsgn8c3OcQSlB0+p0b3PAJ/c6JRqakyydAglRcIgEfZtNRKGErwqJFU4WanyO9LjjzSsmyW//QYSMzp+HzB9jmx1unMEsQlwtk92xO46QzZ++8Frpd2iXFTCW9MYootvrJvv4SjdCqCOTdbYPYZwnViLi/M6Q+ZSfeiJW8hzOzW9NIizRnzAct7kaIacHhwwT0r0LGOR1E/2oL4jIi7eqBtGayTY/t7UPSY2uWiTYECj/bu4RB7Z7j++tk0yaey5IlyLP0yBONEQdug00b6vxTXzXhVnvyDAh0P09qUq6/CTSRTeJhtRmhJRK0hT6l5L0XGVLWpudFjY9wyH0FFV11aaptgNFCarse7R3u3tdxJoiAh3DzSeZRELY3TdQpVVXz4OQcIfQ0/JepVIr/ZaLHJTllEvS+tuxI8Zb3Dgj0Lh3fglFnGqL+MFzU937OO3EnPCU0oakPyPpBySpKIqppGlK6fskffej235S0j/X13DClWKIpAZl3F2igVNCIaPQEYVXqoQb3abSOoy/dXSVu4iSEpxQPSWCYnjVjIbeXSiwAGL9UrVEI3Jc5ivsoNChYbFlGhLs4oUYe3YJgWd6cacgKokkNeCDSX1Dkj5+5la4tgEnnz2z221ArL5nBtPVVuTvHFCGjKR7s7jSN43O9yasqBMYOE+sAH9I0hf3Y6bhmQ5nD11djX3mHPZ3DqPXsbXGzy1gs+m1YjsujFQP/f10i3fGWSe2TQGFhSRpPiuX/DcxBVYKoFd17hvqy0Wg1BkHhVQqrJ4uHdhhve3w8NAgspWsOgo5LnOzuaOalFmzaR3EwiCGOkdghgNp6Hrb7E+0LFB7SbzH0HvVYB+RmK5glg+kOzoAjPbJuqFyktrGHPZ0NxapbemQKHHbWm13KtZjfA2aD50H5QsLog9j6ErUtu6wW6el0YzRzl4c/ItWnCTukEb+A9F/JOngCXiu+wbakl3tKaLqQAGf2erJZ2aeJB3lhqT7kv5+Suk3U0r/U0ppRdKFoihuP7rnjqQL9McppR9KKX0upfS5+cisytmyZcuWLVu2bNmynQI7STpKQ9InJf21oiheTin9TT2knvy+FUVRJMqKe/hvn5X0WUnqnb9WPA5ANoiOAokZEiPDLrS4cjsetw6eikfOKpXaXAiRwiPuG5YUtjWIACaulFfBwzCTrRAGeumuVDCdcF1IjBLcFr14aqUKlJK024+N8Ow5TvK7eRgzX8YGgd1sx4Hj3oEQ4wNohBe7ETGXpKNlhEU6VNpO0hBgvrMNHniXmjGWOjFJiUcArRwBXPPAxKO/6/yr4drIQJKHs/jcXaCoSNLz27EvHWpeVgKyD1QjZ4Ohg2AhCgXVOSVpeR6u78NaYyJL+FkOgW3AWmOQztqD8glQKBsIIXWbAIUJX3zrEBLUKDnVvZezski2awOS93PRT+qzqdHjJjQPlgRJHL0gGuQCIsjuvZwkYx/kGx2NqgYBI5dojBUNKdLqJCwpemHalugRbj8lJNzSUaHNUU7Z0dlorjuNbegzam+JKS1uPE/XQYa3SiVP48OgEcXMrHfUZo5SS21G1bnbUE/guO0knfCbkm4WRfHyo///83rohN9NKV0qiuJ2SumSJMNM/AOrzaTVW+/vcS5ew6OVJtfUcMInWxBOrqCbTcyEKpqgVXQ+KSzo7iUfyfI8wYl23zslPV5TyKggrXITqqdNLEHRFHOG01ovnlpuHXGa+flVR5SMdgAl5qfL8qnf37kRndI1cyI8A8LGY7PbkULLvzh4Fu/92GrkaZO6iiT1YFUnh//JzgP8+x3YBb90gMEv5NY/u84Hp//39o1w7ektfofpIi6+5Jg7Z70NWuk1o7QjuF4ccZ+ltThuinUYS4fGwwH+uaNMUD6F0zqnMLcL1ZfV+XbUt62vxPY6vG42cWhyS/uA93UOGVEIaR22tEZ4L8eB7d6J19zaSmoh7t7Vd4kiEu9zFMYqJb2pbatw4B3diHjtxPktjPOHU9K81wrgHq0+N+7+M3GQtc3hjw4IqJ5T4TDluOo0FpxjTPQZlx+ABwlw2J26Cn2D5WDANzjQsjmMN4+3yvt8tWV5GtVx2onRUYqiuCPpnZTS848ufa+kL0r6RUmfeXTtM5J+4aTeKVu2bNmyZcuWLVu2b4SdtDrKX5P0Dx8po7wu6a/q4UHg51JKPyjpLUl/8Ws9ZNmSjq6+/9hF6IVDa8hseDUWE+TTrdMZB9Cqu8PH09HZ+MJr7zCqenQ9PrhpTu6pF89alAiSnHYvALMOYaMkLEdHQSSrbrS7TRXKx200Y5SwCZ1WdyomUIbdUUwoCZNKu0vShU6EBAZQIpSUOiTpYjMmKhIyLUnNIr7vv7b1Bbz3LpQZnJnJQwh5DSCYV0z5xvMAa7y0GSuJSoyw7894on7ifHzGobmXkmyJetIwyaku8ZascSc+d3GVIVRK2CzmoDN+xONjdhbG6ICXeFKeWLSNSsUU6HuuDDuhy9Bciy7/1v6z5StTYpTQdA1S8ipUVHaJ92gVqByEbm+AnrfE62jLhN8HF8vpQLvwPa3vLipLe59LekW9ZvMOlOhHEQWrIw3f4OhKRIkZXHYckXjJRXaQxgRj0dFGCPV26mpEU3P3YvVT87lUUwTpO8Z/IA30/7+9d4+1NDvLO5+173uf+6VuXZeu7nbZ7nb7Bg14MGBzGXMNjjQIMSDiJCCkmckomURKIEijGWlGCjOjJEQTBVmQBEYkwAAJKNIMIYDDMMRmbGPTtrvbfe/q6rqeU+e673t/88fZDeV6f4+9t7vqVJ/u9Uitrvpq7e+yvvWt9a73fd7ndREcel4j1KVRHeo9uLkC6ppQ8rFNOL+LOFQjvCiKz0h6DP7p21/ruUtDCPsaww1loZzQBnEUQTHFGZpcbIMNHPqQ90/yK6IJde8Mn5c+DuRTmYWVsqOHc3wtKrbj+pYmxJEJjw4WoUT9Zvw6C1jUJOnGZryxlRWOgxKlpT/k5yVFo47hEu8Cx3kZ0tQXSrwq0fGu4W5fH0Yi7hc6XLnlQiPGxEczBMlOVOLmYmmOn+EyxJhf6jApdLUW38+JOscmL3fjRsIZy1QEaLUe30PfrKz9chwLIzM+ym+JMd7BNnMTSu14jjIYy4OTvDEvbYGyQIsNukonnre/ZNq2iVOHTTVcACnRGQpzoJyhoXIQ3cA5B6owbFxbKuJDa0ZhDAma7xzVj2gIu2fNWkKKfeYzJYOZNhKu0A0ZSa7QDdEz3PigzZuTMyRGWxvUYBxdgYraNAznt0uKQ2bdIoedK9lOTjjqW0flQG7+DPkFjuZCx93GmuwC6oOaobPQBsfmSBB1zWzogH3nldjAFiQfjfG73FXksvUZGRkZGRkZGRkZh4wjW7b+do1IKplqS/pCtm7zOu+QqTz86hfitndMFS0k9aBAgrsv8jSUe6bM7n3x1fUNpYYcepSEQYUBJNbOdGEbTA4xu8vFi/Efeqa4ALmBhsvxJvb2eevfmo/vbGuL3UDLy1DMxcSuBwPoG5ccWo0uhRJkonQLHktlRc/wyTIXHKLjF2qQBSbpygjUYEzC5xj27eTNd7+v1eM7e7TJdJQrw3hfH996ENu+dzEml5JqiyTtOdfq7b834r9UyGh5iaMqG8/Hah3VdXY5lZfhe7gWx2iqGnUVCM8KVFAkqb8Sr+UihyWgxHROOf5dPDQC7f/KHvt/HC2QgJ57pxwBz+a8ZsSkqoOuec3QM9z8TiCPoE9ajf248ahJRJsy+kDFcyR+D7tnpr9W85qh1AC1wT0vTaPEknNUn8UXpy8P3wTt7v1T0yvHuLWTvMi0dkKu96QxtDVe97kr8SQb75g+kl64cUufGdxvY5MXerKhnCecxiNRtqTZ6MaoHDNDIuvdxJE0wivdQitPfeno7hyLhouVtqGwnuEdYWUooGKQ7JD7vQ0Rweags8qvaP4VMEBPcVu63vzleGOdNZ5kiRN2/LM8E2w8SqQ9bKoxFGkoQcESSQJhEBUloAXUuQ/2e7Ftc4GfodObvkwhqWJUTaVFokeQUfuOGhulT/ZjLPZkhUmOxOlumTjm+WqM+w4ML31rHI3COThvP/EMSRz2q2BsS1y06D9f/QK2fb53LBxzvHYqcEQ5A0MTIyZa0c2bpsDSucht2N7kts3lSOHpk2IKGMWSpIU4J9Re5A1H72RsS2pDktQ9Nn2MtroN+SdzQBU0e22kUZg9Ey2sLqxPhoujYhCdhKgrQ6OuQs9glUVm4NbefBvJcnFbWneoD5wBTIoW3ViEV5J0+j/GB77+Xu5cnFYcNx/eJXGnW9eMo+o0yNqaTR4V8XGqLVjMyXwiuI+H53V8e1QhMcvT/ol4Y+6+cHPgeNowzimXoLfE8xJ9T07+0XHYCTQWnEpN63r8INqQgzelf+aOItNRMjIyMjIyMjIyMg4ZR9ITPmwkbTzypVtMoqPQ7ufg95DABAV8JN6xkYqJ9aTD751XhEouu50h0VFqu8YDC8ldu6dBK9ncF3lQth9yxUniIVtECPrc9Q3qw1JIjbI1JJWb4Pnf4ZBEw3jICe3dGIEZg9ddkqqn4vshKse+yURZLkfXzMUBu6dIdeWpdiwZL0nfsfT5cKxmXgQptzw9iDrfJyqUfi99qh31vI9XmVJzrhY99FSwSJKWwJW0bVydFJEYOBcqoAJe8/VVzkra7cT3UGtxiK7TjZNIGagnTkFo1AGK2ll2q5IXuXKdJ7FRIzaub7L/hpL/Uj+2dYmK5MF1IWJSeHEexV5kBdlIKcn0Y8GhWRRTDGhudZFSohB2jTe/ZsrR3w5XLp0SIN17uPI+oEy5uhk0Z5tPj6ZBSprtrvJYXPt8HPsb7+CXht5tJ/0PU6NNDiWaCkXizTqPa+cMHmvXtzQ1zr/CJx7MT5d42wNdd9fWFjeC+119gu+LartQdF2Sth6IJ6Z3RqXs7zaOpBFepDgBUnhk9ww/3urn40y98SjPZhQOoiIzlH0viUNPpngNSebQ5kLiIguDOR7ZjU0IxRyLg9LJVSHffn76ojpWNowqZjpOFhkNoNqAvFhJ4ypwt034vQx0Ele4JUGovbLI5yXjbQQGYdtwwgczxOpI3u9tLeaEb0GpRKLJOJDE4fPdSA+RpAcasdjOk537sG0TBtOCSeG/BCvAJ2+cw7bvXouVORYhPuvyACpgYey02XJaBpWYK8+buH5rSkLilBU/JalUm57kODT5GOWbcdx1j/F5a1uw2N2MY2kI3400fehbctU5+bzl7vSykn0w2NG4n8FIc0YWOW9cWwqVO+UpohuQbKHjhHfg83XqGbjxcuooJCVsphqkEMFnNjZc5huPxhtz/YVSgDNU/SRVMEmqk38B+sY50IiHD0q3kvidWeMe+rx9zFnG8RAuRead0/t1KjX794HD8CzfV/MGqNQZbj5tbHvwDCVTLPBuItNRMjIyMjIyMjIyMg4ZR9ITTlh6Pm5PbzzK3qnNR+K21yYKTBk+cyFE8h6sPMkx02uPxS19UTIJn7A7LQ2MEsIChIPh91YrnTC9M87uxinZyWmCkocMNZCbxgvdiLHn4aZRUlmNYY2yKUtOJdDbXX6IeXDtLJRc7euI1dL0ZetXgbry8Z2HsO075qNn2JWtJ/rMeiX210Kdn+uL3UiJ+Yb5Z7DtGFwof9q+H9ueB1Hhk6eZEkM0FUrW7KTpE3RPLrF7qgwp+OUVpjvNteLx3iB+PIOX2fU3boDiiSnDXCJKS89QTFrkCsOmqoO2M1FBbNl7KOJT3+Rn2D8b27rEbvLGOc9uH7zpzWsQdTPh9wVQ5dg7w/fVW53+eQkueXAPPIoE58Gl9dAGYKBvqyZBDmt0GPYf0YVKU5ZQl5i+47ThscDSDPr2LqEPGFPoHXfl1qlvsSCWhM9gmH6q70AtDENNcpHscC0zFqlv3LU48dYV8IPfm8AfHabvf4Y6bHcM2ROekZGRkZGRkZGRccg4kp7wpLg5u3nBuKIB5LV2HgXnLbkdjtdG3KneGm+bF14G7vZxUwUTPBWkSS5xkk59G2TDjNeddtjOe0H8cdc3fagy6hJ6aIeLnhnjzSuAQz93ipPpyLtdw720VCvH480FHkzEZyYtbPI2S1IDXDNnQV5QYv746TUQO5a0NYqe1b5xVVLVzjlwX1zscxXM97ZeDMc2jNbb7918OBz7luUvYtuXepFnvWEEm08iUTPC5QHMVeLzvnCJOfCr6xAlmOdJhWQSK5CfsLloKm7uxHdeWjbJ6RswCTpHGCQ7k9ddkvYemM5rXm6b3A2IZLW50Ksq+1BOGzzpklQA17PPypjIH6fqi86b3wFuPXm8JSnBfdm1hKKyZgWn9WyWJFD6vZNOpHM4j2SfKjU6iUJ4tlkSO2k8u2eob8X30zWa4rfXKJG89CF6soF/7rzIlA9Rg7VbkhJ4l12OFcsDc1vyZNMzzIF3XWIBBlsFF+waV7ae2rpnoP7Fse9soLuIo2mED2NxHdKydvSKWbLaqWQ76WHOX+K3v/NAvBgpm0gcZnLGbgWM3WQUXugjIGM5jfkjooFts5vh0UYmJE7JTo66QhNqotBzg2cd0vPu7PNAoHL2ZAxJTDfoD/kh6tCR76i/Es9pYv0boNF9fcjx1T9tnw/HztTYCL+vejMcM6ILqL1dBmP1Qp2TQP/N5teGY1+/8Dy2/dBqVG15phuVWCSpBR973XDMbk5LR3GzP+Ad5yOlR5JeuBk3I/tGlefYetwcjKDITNrl8VU6GVfs8Yg/1LQIH/Umfw8F6I/LaJUXVaCIdGC+ZCl87VyIx2bROgZpeUlGI9usA+h4ganGsTP6QFNxz0DXcnM+GS6zJEDSekjOGEnaPQuGkzHYQYhJXaAgSWwMOUMR6QakVsb7X5O4y23H1ekNWEpUpDoW0vQFZRzFhNRCxmZzMAuVgtZvSzciqg7ttZ0Pj+i7ZtOSiEJkRCBa1+NN7DtKDYCYnC4J/G4i01EyMjIyMjIyMjIyDhlH0hOu0nSVjVwZVaqk5XS+90BPm3aG+6f4BNU9kNEBGoY7r9uNE/XEhWLo2ei+qGKnxHKIVSOzOHc5ultuXuCXdQyqbl75Bm5L0QtKGEtVfudUSn5thd0X7X68WHOOO5fk6hZaHFskmgl5lveN+2QZqCBEUZGkH1j6ZDjWF593C9wSZeO6I51wqqL5Qp9lB39w7U/Csef6UCdc0hdBuvBdrVieXuKIwDVTS3rFiUnfhqrpgx6Eayx1pR6/h56p6kp9Ox7HYwvnOeF0B6t2mtA1JGYW845DEO8Wc4TnAAAgAElEQVShssdjaQQ0lcpenD+wkqCk1I9tazfNvOSS7PDE8RDpgUtfJvFtSpA3jTTNpenLy0tMPSmc3jp5KuGVVdsmwtePjW30E6bs6gwVIJ33Eb3eNFWYPpgl4k1efjs+YFqpc5AR9bjpPbhxQF1uJTvh8zVTIJ547mXuyO4q0NHApnDJljQ+HC2I4BJv906B4ISZwqjPKBLmKGp3E0fSCC9KMURBYb3e8gyOfmMX04dMBQNI41uSGsA1c6FJPD5DiMdUJcdJqrMe+6bcMxq7oLrSdyGiNH1Y7/L74tfpNkPE9SQ+Zb3FndDvx6FORo8kLbeA91zl81Lhl1ZlhpUVcN4QBLcgNjkylRu2xnHmIiNeks5BYZ2u2QiQIT+GQXq8wcL510bRcnKFfc4uRL77J9sPYluik6yYfrwB1htRdVzZ+x2wIG/2eKVYasQ+H4JhLUmLoCjTq8Rx2xnwR1KDsT8a8jMUZKQZBSDVwWBvm/OCEd4HqiBIy0vikDjVZZCk4cL0qi3EgQVq/8E9oC5yPLHTHm9ei8d2WdRHravxGKnJSLwWWcolGJXkuGoYJRYyfOyGAfrLGcB0DlsniwxjMO4dtQEpFzMUpLNF5uDzw82B+HlxnTd9ixrbxrlIbYdNo3gEfe448HReemeQHiWJDW63oUPal8uRIMUjV4Br2vp7jtt/F5HpKBkZGRkZGRkZGRmHjCPpCU/jmNRHSYXOA0ueFbfbIs8MeRTc7zsQyplWd1OasZytOweFv6h0rtMUBk+4e97dc9FNMEvpXPRuSSqB16k4Fre3I5OIRhrM+0bPm7yXRDuRpDF4/vcGfF5SFrkf3HG7JsPlGCSBDsRb/DaERV4YsrAxqaMcq7CCyFopuqJIU9ypq6yVTQYT4FduvC8c+97Vz2JbqvrpNNQbtekiFS3jPtmDCcCNj+euxKyxSo0/3r02RIYgMZOSjCWpfy26cdISP2sB55Xxbmtu+smGaC7VXaqYab4n8Dj31lwpPjgEiaGSNK7B+rBj1C8oMRMmTBcmJ0+2m6+prV+34rEmeNIlqUP5y9A1LoJL9+D0mnfOT69+MSUTTBKrgJC3th7zyiXx+uJoEKQp7kDe7S6LQWE/0j04ahVdi6LYEquIVA11ZRo676sgSguKNZgxTtGHZOyHhZdADephbkyUJxetofdDtl3D0IruJo6kEV6kOCERn7l5w/A+aGFz4SDiEsIk3brBM2dnLQ4gxwmnTPWxCcWWhq+Naz6kEsjWNpm+v/oLsW1j04ntg2FdMxxFkF+rfjHGKztneSYogUTYXINn5CvbcdYhTrkkrYMc4bGm0ZsC/NL2u8OxH1t+HNtuj+MYWy85/ab4gt5Z4woau+N43NFRqJT7STCsXcn362DwXzGbgx9Z/0/h2Kc757FtC2QSu6budA+Mc1eciEAUpJeu8ip84XTkJlzfZ9IxnZdkCylnQZJKJ+Oq1DUKQGXInRi1uA8KUEIZm7YJvlOafyp7vLAOFuH7t5Q8MKxNsR6irjkaAxnXdK0x0HQkqQ8b8/kX+b52z8dz1LYNLQDuoXPC8HCJLgB7SlIVkwzNZQb+uTPyaBp18sDEMaa116m2EE2mbq41gHfufGV0v86Ip3WSDG5Hk0EeP+RzSVIPFG2cA4yMTaPoipsG3FQ6iVP6pM3zUol6R9+lTccs8p7zF2M/kirQ3Uamo2RkZGRkZGRkZGQcMo6mJ7wUxeLnroJneJH3GLTLJ8+yZDQqYTfePsZbTqSTmM0WJVwM5o3HCMKIbtdLHm7aMVb3p69F77zuVBjIqa7M4HxU/1jcOjfXo+evbugoZdD5blaNtvtedK0sLXBcbwAZLl2jE94tolfyv115MhyrJ6fSDeoqJjETGET6eO8Utj1difHchnFVkIb5FqS/O2URLDhU4YJDf7j/9nDsXc2XsC3RUdoU7pFUgntrQ6o8tZOkJnxQD59hXfTNbrwvKkUvSa1anJjm69F9OTCZbPvbcdyWjFrQCBRPTvweRw6ufR3Q0UyxHvREwefv6CglKAxUbvP8MToRz1G7zM8wWIptSwOjdQ6UmPmL8R523uJoMrFtd52bkhvMFfapgsqMLSYHQ5+oIM5z2LoOXneTuEfnJa10icuSO33qHgSXWrGsgqUF4TNAISWJPbsuYZRYbi7aSypmrStwX8emj2i0j5v3QAWWrFrI9IIRBUR2qG937zfiFNfjMadAhHaJ02CHy9kIDPRDG/rc1Q64mziSRngaR8mZFkjj9d7Gb4TCcvMvs0HWPhHfSqULXDUT1qOP2w12KhjgsswpFGO5hESpgT4gA1riDUpnjWco2hyc/COmQWw/FGfqyjLzcKvV+HDEjT22yFzmF5+P6etnLvB93azFWb1kYrH1cnzBVEVzFnzMqC58sBENurExwqGelE6XmTx5eRQ3GG2bvh7RUOyDfTObzUFs8/H+GWz79a1nw7HPds9h220igBqsV6NySxXemTsnKbE4RZwXOtEwJqUeSapXYz+Swd0f8LdXacTflytGZnEY38+VbzEUE6CIJVO8qgDpiMFavK9kKtuO4VpjUwWTKCZkbEtM5XAogUzi7v2gjtIxjgiYgpxhPabiRnB9SaqBiJArVFMDcSIyfFqg5CKxLK0znMhIcmsRUUccH5rWSfoknUIMGdyzVIV0UoBo6IGhKhlqE+QXOEoNcq+N1UZqtU4VZO/M9NWn6P0SN38WSo11GMKmkgoLStKwCZtS836pwufKM/GGNx4+fJM401EyMjIyMjIyMjIyDhlH0hNeHkjzl790q91biY/idlvNq+D1etAkMMHObP9k3IEtXGQPDJWMd54Oos+48AiFmVxYj7zmrDnLz9Bejx25/Cy7OnbOx7Zb72BRYFIyWJjjrTuVhydd5cUa/37pbZHGcGmX7+u9p2IJcqIgSNJ2P7o6WhV2zZDu9B924++/hoToJd0kRQuDdhHfTyu5IkDx26nB7yWJGEsQGNKyiZO/MIgx5nfWuYb57+w9Go491uQS95SEuQta6ZL0Yn8tHDtWia7Dm+JMJfKE7ww46nbfUnyXmx32sO934jk6vfhcFeOFpshQb89MICTaVOd3XoLrjXfNeefBHQahOJeAPRP243gmFSVJGoOnsbfK91C7GedhmrPHTUP1AZWpBDQbiWk9yVDqiJ7h6AZUDAlrSzjVlinVJCT2kDsP7LRRWYkjCqTU4dRRpk1OPbjW9BQRUonZNwmyFBFYfDEe3HyY52YqGOQiB/TOHV2JKDW2OBFcrw5BZFe2nrz59G4lE+mwGt8gtgC2nSTtnItr3O7ZeOxelK0/dCM8pVSW9ElJl4qi+L6U0gOSfkXSmqRPSfrRoii+bD2lIkmj26gb7RNx4nJUDjIqXfSduF7E86LrS8yXcwVpCDbEA2/O8gMB1De7Z3g4ELV2sMCTBslKDQ0nnELPc8CLlaR9UIQg2ocrhEIVDR87bqov9uKqUjMaYyu1+IIdl/jz7dPh2HtW4j1sjni1WwAja+RiiICnjHTixig+7zngiUtSA1YVOkYqKO68v7v/CLb9trknwrHPGDoKYdPcwwkjv3g7jle5HRX7Od5g4mIfkkI22nxfJ5fi9Tb2Y9vFJn/oV54BXbp1/p4K4IQT7USSakBzGRmu+bAHcyuoq5TgnJJUq8fj/ZeMmsxcHHdURVeSBAZzMlU/UfWElJxcBUn4zGwlv11XqQbOC02d5B8a3PBYrqIi0SOsAgg8m6OuNCD9wznLsNgOvN6+MUpJws61bU6rACLmZDuKCCmLbL0lPrCpK4azu+uvBMaqK/xE1CZnl9C4W34mXmz7PDsiZpHsbF2NL5gUUySjylPjF9G4GRv3FmBe4tu6q7gX1/ybkm5dXX9G0j8qiuItkm5K+rF7cE8ZGRkZGRkZGRkZh4ZD9YSnlM5I+l5J/7Okv51SSpK+TdIPT5r8oqT/QdI/+3LnGZel7sqX7h8oAcKFMWYRqidlD/IIuJ0/qaM4PU7anbp79ZreEbTrpNAVHZO4H92umUpB910mNBX2MPHVlWZ0a/RBmWTZeAlvgErFrlHPWKzGc4xtNae4w66bbf4Y9rz7QKOg0vCSNBrHl75sbqtfxL49a2JtyyBZMDDPuwMKL3OQEbRK9aXFdJQPzD2FbR/vxoTNC3VWISGqz7Exe7KpOFEVQk50TJJ65fjO9sxYIu1vOiZJY+CInF+Jgr7dkZm2T8f3O9fgiWJ/h+qaG81ooKPQMUka7MPEAFSMCiRaS1IdCil1weMtSdUbsR/6J1zmHdxDx4kKw8/Bw17dMVE3mANd3vA8MLGcp5OCfI6uSOsRrS+2SAx4cF2ovtwHDfWKUfAA7lqfFMgMaD21yZZEwzRrHCWi2sRM0qd2GtkwdOmduWegdda1RdU1c19Ev3Fl62kaJMEKNxZp7DsK0c79MMjNZwp147zWOUTjKHrRunYHaHIz4rA94f9Y0t/VX8jor0naKoo/r7X0sqQYs5eUUvqJlNInU0qfHHanL4aSkZGRkZGRkZGR8XrDoXnCU0rfJ+laURSfSil9cNbfF0XxUUkflaTWibPF8LYdD8kUOb4c8eCcZxd5R7Czc0krqBPuEigpj8y0LYH3we16+yDlQ7t854Eh/fD9U3wxqphJ8kCSVAJeKnkDJdanJlm4ofHgHm/G8MVOn90ip1rRgzqawXu5ZR74WD3ew/VRHIwny5yYuQGJhhuGa9oGj/Xj3bPY9pFGTERdSNMnGFwvotttYEiS9GyfaD+IbcnrTfx1SdocxuOuCqarpHk73Fgk0LuVpA64zZzE4NVedEs21+IYd5704mocz8MzxotsONmEbieOpQSJ0pIk+Kbpk+zf4KTZMmh/V7aMHOpyfLYE15dY+3tkEitLPdIqh/OaubkFwZo9k8rQIz1tVyEUjrvETArGUUSzz7npuHaSF1tijrTz1pLWuJXWnZIu734P5Qssd5si6c0NI40HYgt2/SdPNtgqNvpBnn+TMUe2CkVlJK5G6uwlih50VqfvA4KLDBE3vnXdCEYcB/vBuJWRKQH9uHf68Bnah0lHeb+k708pfY+khqRFST8raTmlVJl4w89IihYB4bYXTpm9MyVsGMoEDSx6ebMUyqHy9JLUA63xped5sdy7D9RgXNiGysbCMfcMmO1vJj4KXbmFghIz+6bQzQgSo0hDeSyedR6/HgvVXDgGVQQk3ezHGcIlZtbg4RwdZQPOS0Vm+uZFnKtEaoIrD3+yFNU+Vg3tYwt2f7sFb1Cqmk4D3VE5/rh9IRx7sM5ixRcHUcWkb1ZRKgLkjO3LUElkAbKaXd+SfvjFNlcnocJNK3Mc566B5rwrcU8YL8Xf9/ZMwaJKfI9Uyl6SRh2Ya2wJ89hncy/F8bz/IFtpnd14v6nBFyN1JWewjxbAuN/nCZOoJ8uPx+eaybCewUhzNAgKtTvDZ+GlKR0nxuAnw+t2MYQvew63f4XjCy/zuOsci+9n6fk4bm++bXplkRlYhbYgHSuL8XnJqCQD1IlIzEFhn60LfF/zUMdswdQ/2T8F86irPUW65nC/NjkVlgKX5EtUn90z/NKI0kLUKImpNqggdA+yJA/tkkVR/FRRFGeKojgv6Yck/X5RFD8i6Q8k/cCk2Uck/dZh3VNGRkZGRkZGRkbGvcDrQSf870n6lZTS/yTpTyX9wlf8RSFVbnNcUQKjlcG5FnfTLkmHwmfzr0DZayNRWIYQniv/W4Pd4f5JfkVUxdLt3GmHWweKCXniJaH3wiWGUnLG6hPsJth6dPo9IHm9VyGk0QBvoiS9+1Ssd9w3dYnnIbvUyQ4O4Rz7xq3htMZvR9lUwbwyirHjruFRXRnGtmerXB5+oTQ99WQT6CDXhzHk1DDx6HWQB3yqG6MUEve5S5B9qncyHHtml8sJvmc5ZsNdhrh82bgZBxDzdNKYO73obtm4ziG6pdXoNmuDdvjIlFtXG8ZzkyMXo3YcN0XTTJjdeD03X9ZuQsQKPLjVDTOvARWkv8bPQBSR5jWew9oV0v7GphoB3YBk1pwkLNEKZ0m8c8mD5PlziZVUywLlco0FQME4pEuKKQ+OrUQR1O2HDIUIXmVvCbThXZVEoJ0a1VFcz5woAkV2b6fHvgrqX/KEu2hxl2gfjr4D19o7zS+YElHduGtdhagKjC9XCZwiEq46NyXplkwKIFFMqk7nm1RHSebZapLfPdwTI7woio9J+tjkz89J+vpZfp8KqTT40l6lMr0U2pCkLkhKOAOUBjwpprgwBrV1kTrSstw+7wzV6fmqOKECxcTxqajytQuZ0ofRW+ZhlorpM5GpWE8PQv2kmCJJI3hB989zivbWDAV4CERRkaQTUKHg+V40FM/UIu1EkupAuXCGIhWfIQNakq4MY/yc6B0S86RJg5042pLUhl3avLFmrkHyhuN5V2F8PDjPm44v7kU97TXgdA8NLYjyA3pGsWTjWnwGV/J9+yIQdKnceoP7oHEt3m/3HF+LjODRnKl1AOXZh4t83h6oYpTAYG9e4flr/yxQTHb4PdBn1l3HpmjcO+Otsg/PC/OaU4Oo07Bz+TrwyitOj5tKmDutclj7oNSC7QN6XkupIV10M11SPtbcK3xiKpbjDFAC9c3AcOBLsBQ4oxL73LQlOgptnJaf4BNsPhIvZqkcsGlwyjPTarBL0t5pyJEgxbQZNnQ75416DvRXMt8ZUYD6c06VJx5D2tg9MMJz2fqMjIyMjIyMjIyMQ8brgY4yM4pSDKc0bsYt8u5Z40Gh3b/b9cIpsAKk8RI0N+KJ96umLLGjk0yJWbwEWGrYeS9g526TLaG/dl3GMVzPKT9QdcwEHlhXtp7wmauohqlHjl0Nx6jyoSQ1II7pqCtP7kXKxGPLL4Rj5LWXpM1xfGnLRo+bEj7nXKo8YJfqfEu6CXHX0gxVO6ntJVPWDcvDo4tO+vcvvC0ce6tJvF2sRbfI5U50kbnoB1GQNvY4Hr0IFJOdm0YaAJIaSz1QG5lj2kj3JHyULnOPKGbg8ZaMp3NgvtPNeL+Dhempb5TP60pcd0FJxd0Xlo13Zbbptc+QfEi0DUddIYqJra45Q6IhaYKT191REMjT6egZ5GV0lTjp2Vx5eHreWbS/URfd5DnTeS3tA/rcrZ29WBYBteFvvu21+0OrQPEYnJg+wu/GEtlAGCR0j0DLofl2SDTDVvKcQUO9vhVvYgCRP0crups4kka4pPASd89AueQZbFrHH6cPHMX2ze87qzPwnokPZSYCmtTdAEwgZdCFRdCpthBH0oWe6ON2VOhKG2g9TpIRjIkCXvDVfSZJLtRjhz24ynQFkjl0m4OtXlxxnbTd2xejcU/0CmcAE57pQqlySS1YRf/tK+/Gtu9ZjYJEZAAfnDcep0I528ZYJvqM61syuHdMRakPnHs2HNvo84x6pR3HyHw1PteNLv/e0Y0I3V5cKUrE75JU2oNFYYlItLwqkdrHELifEpdmb17mtmRIJFfYB+YlMnyqQB+UpDEocLgwOVFM6jdM+B26zM1hyJ2eoRQ9GihmXqNFn0q7S1IHPnXXN7Ru0X3ZeRzWs/oWtyWOs5O7W342dtr1dxvaFzwDbVqcEY7GsvFDkMHv5BvpHlxbeu8doEw5eucsFKQBUDHshm5aeoZ4E0wG8PwlHuREZ3HcfEqncnZNFfLtyIaSpBHMFc3rM+TV3UVkOkpGRkZGRkZGRkbGIePIesJv3w3SbomSNSX2kLsdMmpcgrJI24R9ynB4lpCH28kugIA9FcqRpOoeKLRACLDS4Z1sdQ881kZTnMrhunAjefmcF7k/jBccpHhsrcWp1BVwGb24zTSId6zHahvOW0t0FOcpvdGLLkGiNqyRTI6kJUgzJ4+3xB72bz3+NLbdgzgzHZOkV3rR5bMMKenOk34V4tQVM8g3oL+ovyXW6d4fcEbPPmSotaEtJf5K0iJEVbpd9k4P9+LxBPr4klSAPjWqm5AKithD1rxiqG+r8Tt1cw15t22I2CRRTYsmMIisSgV4t6xWMSl4GAqBUxy5Hba4CfXBDAV49lksCDELBZG85o7qQ4GsbpTtl8RrwdKzPMa3HoLGzvkIyxFMPzNFsV2UoT5DGXe8X6cxMKWbs7Fp9K1BHcV9DxTVmH/ZFFgCe6V5g89LfU5jafshYwNR4acZtPDd+6Wlr2doUCREQUIYbl67mziSRniR4offvBI7tLPGX8DcNep8Y/xBiIf4jLOEBd3EiaEnMw/sno3PVjN0EgpJozQWcd3Fcohy9Jv16ZVjSgvxgRsVPvEIpFtWmvHrtsYynPfdx6JsocR0FDLiJeaKb5EMgaQLC9HCWKF0cAOifTzbPo5t52CGmlYiUfIFh07U486WVESea7NMxQLIP7pr0YbMPQNtfJ54iSUKH34o0m9e2Iici9V5trJofIx6RgEIeN7E/ZakYh7yHoC6UoDcnsRFZrqw+EhMJ3HKIioBFcwZTkAxI3WV7nGeq1A1xVxrOB/P4Rwci8+B9KGhEKByBKpk8e9RvWIGZRGSdJOYa+42HWWYVmZZi+gZZilk0l/gxoalhqiDSBT5N9ymhQxuV6mxBDkDjnWGRV6cUwp46XTe3rJxVJGcodk8Un01R8+g9d8aoPQqZ6iOSWPcjQPqm/lL/CKQgmzeA11vrxUfrH5zhge7Q8h0lIyMjIyMjIyMjIxDxpH0hBM669MXY6AyqM0bzoscjxHlwhH6KQFiFlQg+cBdjxIzJM7cph0jJWtKxsvvRBfguNtbVmpxh9uoGH1qcL1RSfBloApI0vVOdJHNVXnrT0l6rmx9Czy7x8FbLLHON3m310Hj+6BtfN6vW3ge245gf03XkqQeuEBcEaCb8EGQJ/stc6xMsjWIv7/RZ8mCB+aiK+vFfcgSlLRYje/9vW99EdtegeTdc6usGU8gLfpkqpOUFuIYH+1w35b34nlHDfDWbPB7HIBneLTI47YElJZxk7/UCiSMUuKeNH2xi2KJrzUGzz2FqCVp3IRS9DvsV2qDt7QKXkpJKkH3UpTShcmJFuC85hRRcOclDWNX7pyuR0E3FzlowOfbN4l7qHjCAbqpowwSPwMxxKwyCbANHR2luRFvYtjk74y8qkSjkqRqG+pbQJ0SV9OEvjNXNIkWWpPHjnQQUleR2NYg4ShnbzUgotHY5PlyH4oeksdbMlECF+ylgCSMJVuw8C7iSBrhpVHksr1WLs8QFEAciHJRNxP6wqX4FW2+lbudOOz9RUMRoUXBhRbb8eMqgZSXyzJH7uMMMZSFl/iDG33T9IRGkh4kCTlSUZGk5cX4EK7QDXGUXeEWQs9IDnxm60w49h3HngzHXEEaqkLp1FG2BnGmXqPKEWLFE1fx8hTEV8m4v0JEQkl1qGj6tlpUjZGkp/bjs51psbH8SidaCI6adHIufmhEN3IVVQnNebY+29dJ/oLf75AK81DVwLPmu4FKmonOKalYiO+h6PDzkiHg5luSpqOhVL/BEwjRIByFgHi47jMd0xTkCt0QRQRer9uIDKEPHFe+BYw49ww0nAtjkE1L+3CbJjKiyZhy9+XOS+/SKbSMwQinGmKLz/MYJ44yKf1I0qgOlTjN+yVVDccfL0rgDIEpwTEFIRXKGrsz1O/DZ9s7Y2RHIW+AHJGuD2gj0D7uOKrxkBsfBJfjQNSzuStAZ5temOyOIdNRMjIyMjIyMjIyMg4ZR9ITXpTijpq8teUe75DJu+wSXHAXBlsXKmgjSXun4gmcV4S8F47KAblSNjTZgR0qJf+45FJyCBqnqqqgsLJznvd6zfr0iYJDSMykpMg9o4ix04tb3HevxQQ9Sbraja4s51U91oiuu6aJj37T+jPh2AmIiVNpd0k6W42x1BMVDsF0QRi5Ta4lsSfbFQyi866XomfZUWpuDOOH4qgvj8xfDsf+w9VYlEeS3rUSXYouInET9MMp2dIV66GxUKYPUtLiydgP7S+wKs/gWPweUjV+lI05vq/eK/G5CipSI6kAhRbnNR/OxeOusA/e1zpMLObnFA4ugwqKJNVvxHHbW+VJrDJD5G/Yis9b2wI6HOf9opfRBVVIccQpR8yidU5RVboH5+0lj7WpqcXa8GY9pCCfo6NgpAGGgiuBTrrmTuEFk1bNGkfJju49EA2K1tmSK0UPNkHFtKXx4YDFiZyxgVQOSsDmnwMDcabCQLb+CSnPmagZLd/t4zDXvEb68FeD7AnPyMjIyMjIyMjIOGQcTU94ijvPNIbqSSZRkXZ2Q5M4g9w2KrduPB2lAch7kXi42BNu+V+AWapY0o7T8vjgvpw3vwRcsXKfn3euNv3DdUfx4dh7ydvm1XoMlTy/x26RB+ajx7ljwgzEH3eSe9eAMHt/LV7rvirznhvgGnIl418ZRLeV45ovgZArJYFKUnUcz0He7Uum/No752LN5q0Ruy+uQCbYd5/8ArZ9BqQad81HvQBJnPQenSedtN2bNR53G1sx6bT8ELuy0l4cY6VydJvVzbWKmxAtWmbPcAKyabHE47aAJM7BktE6p8S7GVS/KFdlOMfXqkISJv1eYo/vYIFvjDyVA+B5j8BjLklFF7zu5hlKI6hy6ryEcNwWb4VbQ167iX7OUrYe0nXs+kDHScZP4mhrB6IPjv+O052ryEyJho6nPYPMIr2zVixDgc8lmXyMGXTCm6Zv6b33HU0b+qYMdo0ToaD6JUalFb9T591G2VBnl1AEBvrgtdY5+GpwJI3wVMQPBPUwzQRDLw/qjUjyL/V2NI3Y/rAJ+qPG2KXFapaEU7fY0QCkrqmZ7Og+ZEeDLTa5iXiIylZLUhm+ApdY2YCEvptQMp6UKyRpEVQXTjaZMkEGtzOsqe2uye54dCHSX05XosG9UOLZ7CT0Qbfg/joHNJUtM3sTxWS/4IE/KMUpYw4G9JkaZ3E90bkvHFs3NczP1uMG5eNbD2Lbt83H5M6n96fXUCeDu2oslHkw4qtl/iCOrROBq9wAACAASURBVMRnu3KVk1abS1AEaB/GYoWvtX0OVH0umvcIRrRTeEGd8JoxQEHXXF1QkzGXKgyth9A/Hr+H1GVLok+UmKbZdIAVXBpMPxGTXnthqD4z5P5qXIUEe+PgoDmXWHLOACYnjStORFOjC+tjiXuz9qLzh2gUZi3Ctm6NBIPb0ZWI9uGel4w6tx4i4PWSfrokdSHp1G0kZrkHSmpMwO9wZe8JNoGaygTMYMc5I7oMfo/mjXji/VOHTw7JdJSMjIyMjIyMjIyMQ8aR9IQXCXa5sFuqQ7l2ib3T9W3ebpGUDnkvvGcH2s4QnrVFDuEcxoGK3vwqeDWoRK671izUl6qRDRpAR6432N1C3kfyjh9rsFd1dxDdGi/ucqbRO1diQuAc6IE7ONoH4fFulC38a0vPYts2eB+qlJ0iqQQulFWTMDoo4rNdNxGFHfCmt1McYE/2osdbkr5+Lj7bddJ0k/SFzulw7JtXnsa2n9iOHvJ3L0TqiyQ9vhvPu16PrpKOEe9tQmiJStlL0o39mCy5sMyuv1rVCUR/KVqgY+/QB++4JJU24rO5Kphj8Hqjx1usP0464/1j/KxpPU54Rc+4zSj4aTzp1YXp+2wMnvBRC+g7LnwPiaSjuqEFwWGfHEYaha4t/HqG8H0DSpg7OgqxvpwXmagNCxcNfe9r4yJDY9Stp0SpcZFlajuLLrqNuk9ZY8NGDsBjTTKg7hxGKRaj47N4zem81gsN05271tzV2Dm7p3liIhumbRKCSbqQKqq7qMzdxJE0wgVG+PzL8eURF0mSGlCatLfIMyp9cNTSFevBwj6mRC1N6m5QTMvzliSyH2uwQXGa5KTd6yZkKnHvCkLsdOJMvWaMcOLhrtSmL1tPRvRbl7jCQgVmqLKZZavQdtuQBlsw039g7ovhmKnPpIvA4z02Qyn6V2YQQXV0lOVSHJBrKR5bBZ65JP3B3sPh2MMNVqn55oU48P7V1fdh229bfSIcuzrgFeixpRfCMeLrO1pRCShAT3z+LLY9c+FaOLa1xyTH+UYcHyU4lozV0VyMq3BhvocecM2LLX7nzftgg3KDn4FoKoP7ouVln6EV2+7DBloSxq6dsV2BTcMI+NiSVGzEyS2NgJI3bzZNNBGbDQ4Zf07ruA1d7lSqUO1juj2eJKYgOMcLFcAxaR5oKN54lE9M6yFplbtiTq1rsBaBA04yxr2ru2HUSQhlSO8ho9apyVB/uc2fKM/L7D3pXTqlHKK/UI6EA27+DK9+7774ItwmizYjzl6i8UxLuvue7iYyHSUjIyMjIyMjIyPjkHE0PeHjmNxImo9uZ0ce8llK59qdKKAMmfKzwKquUGav806Ds5R2wqSrKpkEFxM+a69DOWwzyvZvRJfAzRZvZW9A2fka0FH2etwJpMSy1mRvLdEQXMIoedjJay9Jx1qRKlOD7fgnTFm3b4AX1AAqiCSVYH99CqrCSdLemKg2/PG0i/ihbICGOym5SNJ3zn8uHHt2sI5t92FA//CJj2PbX7v+deGYo6Nc7EVVnCbEyRdMuj+Nj2997PPYdrMXx21nnmPiI+jH1VYco1f32G1WhYTNtTl27bwIgslL53kCoGhPf5vvYbQEUaR6PNZqMb1rANEe+r0kVarxeM0krfYGcRIaQYVRSSrm4znSVvx9eY+/J6Lv1K8Yby+cos1FcJHa4GgfRHmgKcxFKanEvVv3aI10FERUnjFe4AYEKokiYu8LkvEd0JtuPLB0PZeUSJEO8tbOUq3aeXuJIuJosvTel57hB94/OV0/OjobRXb2OHAoCoRb+XJYYhwbgNpSkrCtznsXcSSN8KRohFaBXtGFwg8SD8ylFzmsf+PdccEkY7UCRWokDn85KUCUM4KQmsQTzCzZydQ3LnRF97X0LPfX9oNgwDo6puGVTotGJX5ZVN5ekhaBU04l1CU2stpDNnY3e/GrrRiViRd70dgk/vh76hfx9zdG8bwLTtECsFQyHOcUj5cTr2yUVL8Eu7zdMY+PP+5GC+N0hY0/Um35fC/yuSXpL69/Ohz76MVvwbbvXYnGeQcIjU4Rh97ZpS5/fFRk6u2rkaIiMZXq8n6Mua612LB++Wa8BzcWj6/FDaGjiBBK9/MGlkZNBQxjot5I0sYOWAdmdS+AjjI0FJMh8MqJdiJJRSveb3U3XsuG5EEu1xURIicNUV8k5tY6TvdwHtRvYCxaigrRz42Bg0a4o8nA/VopQDKIaIiaYUtFYtw7m4X2gfxtl04F5yC2Ys04wLrgn7CFkOhduk8ajjtjmwz2WbjTHdhUOmlNeudujM6iaDN1EZ4ZcizuFDIdJSMjIyMjIyMjI+OQcSQ94ZICqZ52RY6OQomZOw+wl5DOS6ErVxiIkjjcroySJR2VgzzvfdJKdyD90W3eBvYgYbNznG+MqCuUxSxJzfnoDVuqceeQl7APtA9XrOf53UjxOAX0EIlpLms1du0MwNUxNi6UDRg4jzbj/V4acUJhVdF9MKBsHEnLpdjpRO+QpOMgonqfiVK0UnzvdfCkN8t8re9sxSyfV0b8zl6AhLz3NVk55vf3Y8Lnj5/5I2y7O47n3QQZgu4MIv1/dpXVYM4tc+Elwo1uHB/dYbyHswvGbQZiP9f2WBC4D/QMl8RJHvKVBf6odzuGE3cbnMcaPbBO/QKSSztbJuOLtM7B4y1J5Z3plsWxUTwpt0FdpWnUUagfzPNiMbfp87Lx94vPcdu9++MxR9mk6a5vvLWtKOdvPc778EkhQ8wEA0/9cZzfX/hLfGMUra0bDXVgcnkta0r+A5vA6pfDfbm2pE7iottEN3J0VvomyTvtxgdFcGZRfXPP0IX5zt4DnMNFFA4bh2aEp5TOSvolSSd00NUfLYriZ1NKq5J+VdJ5SS9I+sGiKKZfuSYgdZK5K0Z28Fj86h1FhMIuZIS7gYLhQjPpkGHteG0UAnQDm8KINTC4By5znDhwRkmF7BanpLLQjJ0+X+UXQZxs4uw2TSecA+PPSdAtwnltsR6Y+QYQ9pWkT21EItwHFp/CtoQxzIZziQfeXIr9cAwoOZJEIkJVY9wPivhNtYv4kdTN7wnnyhxDXC3FRfTTPZ45/9L84+HYp3pMPCQ6yXolXmtg4u9tWK0ePR5lLSXpWicawURhkqSNdpxYWpDL4PITiHpCxrbEyiBEG5GkChi7jSp/Z/u9+D00TIVPwrHFaKFc2WQOAXHgRws8f/Sh6FGq8fowBoO5X4GPxBTgKYNEoQy9i/jjlX2zGUKVCVP1czhdjtT2BTOW2qAGY/akNGU7msxeVGS1zjJaJ2ktcXSFSx+Ic4UzlsmAtWJSMyipkFFJmyHHRV77QrzhG+/isTT3SjzmKnGSBOXYOAen3XSYmmv8Hs1YojHmCgvRe3f03X2QOSRnqB2LdxGHSUcZSvo7RVE8Iul9kv6blNIjkn5S0u8VRXFB0u9N/p6RkZGRkZGRkZHxhsWhecKLorgs6fLkz7sppScknZb0YUkfnDT7RUkfk/T3vuIJb9s+kPORxNglJu8Xpidox0a7QJd8iFqWZseJmeOG5kIeAVv+F56XtMrrW6bQBYSu9kHPU+LdpUuWoKIjjRl0rwlUflySrnbjizjR4BT+Pehc5wmvgAukZJLh3nfsxXBsywnqAihR8fqQPcPPgQvkmxa50M2FWowRLxoP+wJ8UvSVjY23ltRVXh6xG+n+SnyX32h05F8Ez9976kYdZRjpPhcH0d3Tul2CaYIGcACcd5poVFRkSpKWGvEDnodvpA0UFUmqwASyPMeTwnY7fpRnV5jmstOLbXe6RkMd+uHmVvTwnznOwU7qr+IyU0x2luFb73D0orIWJ6ZRn9tCsAf1zwVl5CVDETFUn+E8RD8b7rxQBMi0pQJJFO2lYjDSbCXfe8vxH6p7JlIKHmdHNyLvcg2GTZ9rrmESpvN00rWcd3omiggMUewDEzjcPwHJtMbr3j4O5zV2DUXznV1Cnn+i1Dh6B9kVe6YAD6nBOJOAbLOdB41dAmMf2Q+vTczuq8I94YSnlM5Leq+kT0g6MTHQJemKDugq9JufkPQTklRdXAnhrub1+KLdhzFqxJ4meobERnB1H7LfTbGeaeksEm8aKMNbYvqLCwHSx0GDvXNs+gHsJg0axFTMQZKqZVAhMPFCUjfBdkRAk3QSdJIc3eBENZIBRyZo5Ir4EIjG8GTnVDh2oQnESUkLUCjnwRorbTwCBXAaQFGRpF24r62CDR/ioBNX3V3rPOzoFkyVw0/34iy7Zt7viXIceNtjXq3uq8SxQBQV2vRIXOHzdIMN2BLEo4lWJEl7g/gBk1FbM9IClCNRNhvCFTDOyYh35yDJT4nzKZZAdvSll1mWcnk9ru6l+3jjNb4BGwGQF5TY4C4G/P0Tp5sM4P4xo4hF+xOzuJdAHcVRIwdL00s30NpHDhLzmXKlZ1e8BugzjoKI55ih4iUVnhuYKRiVWIwRjtU1XVVouF/3vNTndLtNQ8AldRSHhYtg7J7hgUcbFMfNp/1jz2x8CGRXuFwGGh+G3YmbGZtDR1MIvEdXJfVu4tDVUVJK85J+Q9LfKoriS1bDoigKmU+yKIqPFkXxWFEUj5WbxorNyMjIyMjIyMjIOAI4VE94SqmqAwP8l4ui+M3J4asppVNFUVxOKZ2SxK69W89TxB1mHzzRbldE4aRRfYbwWQe0XflSU4ejDu4hHquZErm0O3WFF2h3SQoxLkSE9JsZtM47ZjfvQvjTggqsODpKC0IH6zaTJGLkstfhGfYM/+ZiNyq0vAXkApyHvgee2c+SjIGkrUH0ZH/z0hex7Sqoo9RMthN5vWswwMrGq/qxdrzf01V2A52FZMmucdf8R6DfvKd+Bdsu0P1CH+yaD3VQjmPsa+dewLb/cvsbw7H1OivtOI3727FSM5Sc/eieogJAElPBHM2FxnjVUGp2gbqyYopiEfbbcRIcGyWVxsl4XlJMkaT2HkyuJgIzWo9uulEbogy7plgPUEQKk8Q592J8NiyxLakCWuWzFGgjegXpn0tMY3CecNRrNmvctIXjHCiK7KigpRnOWwMlFLtOw/FZPOEUHXfRD/QMm6TG9gmI2psljjzsrpT8tJrxrr/IVnCFAakfndd9psRKmBaITWATbO8iDs0TnlJKkn5B0hNFUfzDW/7ptyV9ZPLnj0j6rcO6p4yMjIyMjIyMjIx7gcP0hL9f0o9Kejyl9JnJsb8v6R9I+rWU0o9JelHSD36lExUp7pho5+44TsQf765OL7lHkjm26hc4RV3bxZfiNqy+wVvkrbfGbSvJSkm8uySvt9sFkqfCPQPlGVISh8QeNtLdllj2b1SA18wkQH1hN3Kv54lgKGm5Gl0ViybrlTzsddM5D4OG1DHgJzueOSUEnqiwmK3zRGNbuB5xpCX20l8aTk8QPF+N2ljuXp8exMgBeeIl6SE47+/uvxXbvr0e5QRPgid82YR7qinKXb4AiZ2S9MOnPhGO/afdt2DbaSNDq0az/lPXo/6b0/6ma136ImR2SWreZz5gQOdGnAAW3hJdVsT9lqStG3Fyrc2zq7NRnz5Bdh+04Z0nvFyN43HUB564ST4cteLvnSe8F4e4L0u+Es9Rvzn9nF+H3ByX1FiB10P3KknrT8fn3XiU5/EmxLld4j5pjc+Sn1SHAJv1Ip+Mx9znSBrb7h4oqoF5YiZBFq9vAksLL0P9k3Pm+wePsfMi0/p/7DPx27v6mJH8fRFkbY/z+KB+dM9bAy9/17wH8nqTh73KWg13FYepjvJH8qyNb5/pZCmG4WigkG6mxOVZbaIADUx4itZVNiQ66xBudMUJTsQRtHuGMzMpYdOFeGgdpsHuwnrUt26hKINN6JJLMGnNGOF0vASGotMJf2QhGl4u2ZIM0AVTYYkKurhnaEO87uogztIP1pmRRcV2nMFOyYPLZTbe5hy3CLBQiv3QgI9kZD71p/txtXMJkO+ox+TSknne/6d9IRyj5FR3b9dg97hs3jmNm27BsVii6jzYvI5ticZE4+uUqXH9rvU44T29zULBVBSr9rCZMAE3TBGgxlqcGIii4hJGK1C8qr/Dsf5+G8aNS/K7Ed8PaXRL0miJuByg2mKMeNLodkY4fSbOUKS96ixUDlK5at9nVH2q8cacesbmw/F7KCpG6AAKyjl/AX0mM9TPQuPe/Z7WSMhzlsQ2gbMf6Hq0PDhDk4x45yzbBceae17aZDkaFNkK198dT+xqpew8AGu3WXKIUusoNbhJM2N0WhsIluO7jly2PiMjIyMjIyMjI+OQcSTL1hcp7lJpB0Qa3ZJEjreq8SJTSIrOu3Oe9zMn/iR6hq5+HWdA0M7M7ewoQcWFtGiXnl6jJJOVKCQHiCvDDC6BvaHxeoFbYuhcFQBKOltvsGeYcKbByYOkKb5vsnR6o9jBH1iJFTM3jHjvIgyGkaEbrJGrw6DvxGQBREchD73zrr+9Hr2tIxM5eKofKUQUPZGkC5CESdrfEnuXT4IspfPQk/yii0j8KSSinjAxzyWQX1yB2Pdy2Uj20ffU47F4ohXHx2aXo25E8Vif5/F1ZTtOjr1hHDMDOCZJc604bvpVdv11INmybKpgjlbjO6tc5/c7gvdegCb4aInvK3VhPDeMu3cb+ga0wyWpcSN+671Vbks0lX2oVpnGPH9QoqKLlJL3Mpl5iT51p8ftpHzDtUzXosyioVzQlOs8u+SJJoqKxMmOdMxRX2iddc9LsoNG7RZli8f16SM7Jz4ZO+fy+zkaSEuR1f6eIdpDkf+e8WSjaMUMtsrdxJE0wiWFMB6FXawwP5U7vcET6vYDoIsMg4pKu0pS50RcKKx+OYxhNxFRedb2cZ74KAxJA9t9GHVQUnHXIpq1y5ruDacffo1ynFFblTgROK1jats1tXPX6vEFkzKJxIbPgonbnqqDgQEGMFE+JKZiNMwgJ4qIo3KMISDm6CQEut828PUl6ZN7D4Zjb21wyff7geftjPsne/eFY05lhrj1lwaRIOiuRXrtr8DvJVbgebrD3OsWfICnoTqJe65ntiPvqwta65LUhW9vr8vvbAjqJK4IULcdP/bWavz2dnfZEdFYihuMilE8SaShDjxxSep04vO6Qjc49Il6AtrhEuuMDxeN2hDsx0Y8PND54/KeaN0g+g0ZWBI7dGZRR5mFt7z5sOO1w/vdAcqFWV+IxkA8cUnaenu8VmXTFViKx8yeA/vGbWYIxIG3CiCkmGYUT2iTRfVTJDb6r78ndvosGxFbCGlK+q/Ez+b6pg/UJFTEuQcWcaajZGRkZGRkZGRkZBwyjqQnnHTCySPgkiXoOCVFSrxjQ4qI2a0NWtMnS0AxQus17y9A2XkWylB9K25liT7jqC+kwe76lsI5EOk/uAdI2FoU38QQ1FHo2FaPt/7HIfzuvOZ92A53jNe8DfSZax0OXxxvRlfB+kp015RmUDYhKogkbRQx3ug8u8ul6LZaMG1Jfaar2De1xK6wDy18Do8TtsCFsjVmF8pJ4JMNDM2G6CgtCOFQhVNJ2h3H+/qT7fPY9i1zMbvs6R1OlrywGNt24Rnq5rk6g/hc/S63vbYf3XnHFzgD6uWbsYzc1j5/Z3VIrKxBZdxGk92B3X6832qFXbAlSP5zuuiqgGJJ1ZXii4dSL7at7hqFBzpsZBvIqzr3Ei8mpGTivMBjoM+Uob6F+z2qVBhPpytXTth4B92DoUEQNQGm4fmLfK29s/GY85SW+tNrsNN9OY1tCoqSt9VFNIjZ6LzuFKlw6zSJJThlEHq/mMhqxhLdl9Ukp9+7Sp5wnKL+Et/vLIyGu4kjaYRL8QVM+8E6WD412CIYBnHZvk0wYE04qrEJaiEVE6qD8ErXyE0N5oBuAL935eVJZpGkCCUpQZTaSVDdfC7e8PzDXGBlqx0NWyqdvVg3KibAx3ZGeLcz/apCBsayuYcVkJajQjnHy2wMVYFiMmfqTjdg5quaHR0IIag8Ax2lWwBX3fz+FbA6rgyZyEdyhqumqgUV8Xm8dxrbEojnXTPca+Lhk7EtSS243/evPzf1fRHdyfHP11pxfO112JIgioczYOca8TtzUqCkelKFb2QezilJG1sgUbjA1JdECiuOW9uLVmUy6iYlMJhJ3YQMXYkNuhLxxMXUyP2z5rxkQDrVlREZlbS+8M9br8Tfu2JwCGco0isz/VjdAAoiCEftm898Fl47OaAcZQJh5tZyF/oRSqNbTjgMm8ECN25diddyah/E03a+n4UXQdJ5DV6weee0/s/gZ1LNbA6wiI8xwunbIfvQXetuItNRMjIyMjIyMjIyMg4ZR9ITXpTirnz56bhbIz1wSZq7HNv2VkyiITjDyBPuPAq0C6xvmYISp6b3PmKYyfycEnpo5+2iATNFGcCj4JRUTr89pm6faLLqQh3KZBMdhULyDisN9rCRh9wVAUGFlwHH5U7AWHBKF4Q1k7BJ6EKnXzExQErYPG7uqwXew6USlPQ2g/EE6FMPTBn23XH0oF41YZVj4Mr6YJPj1PvwKsdwzHnzqaDUK1UOQ5Gm+B6FliQdBzeM05wn0Bh1CZT7vThGSyZRcQm+k5sddhNScaBXNqI7rlZjXkAdPOQdk1w6BKpNpcHnTZREabzI5J2mBMYE3maHsVFHGaQZzlGCezDJoeT1LndgLJmk18FiPK8rzU41I/pL3Le1bbhf04+0bvTAizzDJ+JrVsA7dxXMUed7f3o1GOovFy3G+zJt6f24ZFpSUrHKMXPx2YjKUTjFkxnuiwKdTpyiHmum2b7BIk+UyDpL9OMO4Uga4VI0DIkj7YoL7N8X2y5c5EmDzovcK5fBCwNw97zJQobztpidgdwlFy7E0BN9BC6yCWugDZ/Bozle2tn5yON1xu6jy1FBowxtnQLItNUIJS7MMwtP21WbJBWRk1Ax85jhNh0rG9LdlBgUbJC1i3i/IzMYRnB4s4h9M3B0BTjvkllE6XmXDalzE14PGduSVIV7qMEH3IXnkqQGjIUlJxsIRni1Pn010mmPSdKzV6OFcf8xWKkkLcC85CgmJCFZmL5dacV+2AYllLGhvpDiSQ+kCCVJeyBbamUq6GLclFAGislgkcdH7SZczFUjBipGyRjWRImpbXI/9tdIWSS269anNx6thB1UDiVKjsQFcIiyIbEDDFVbZliLnLNs5an4LqnQniTt3h8v2IfNgcT3O/8y2CrGF9OOKq2qukqtYICe/hivJZc+CNWmjf+Kqpy2bsT+unnBTOS072pOL63pKrWSXeGM8Hmw77rgeJ3BTLhjyHSUjIyMjIyMjIyMjEPGkfWE3+7MIs+wU/ugkMPumem90xTacFm1lHHs6BlUjdq1pSxgpwlKbTH73fQXhZOc133uatxK3ngn9+3xOimD8FZ0HjqdPM5l47Gmti3jcSYKASXuSayg4bzmlwfRXdJoPRuO1UyIegCe2ZJx543B2+u823VIP6ffS9KAjoNb1CWBboK75dKAB+7GKLqRzlc5e3i5FN+v88Z34f3WoG9JmUSSqvB+KSojSW0II90wchL312Mi6nVQuaHxKUln16MI8rVdvlZvEJ/NfXu9TnyGMehuS1KZyqDDe3Be9wFcq1xjNzIlh6cdvq9xE76dJkdVxqCEQt5p53Sn42WTmOnOgW1B4WVoCvtUt+P1esuUmGm+88XpNcUxmc15p+n1OMoEeJFJ+9t5oakMuyvAs3sm9hep0Ug8FoZ1E4GFtkQPdcIOBFvADz716+81UaQZQKonmw9DdMzYKiNSvzHuX7LNXDItqde474movrPUlrmbOJpGeBHpKLNwp5DnbbhA9NFSURs3AMmwHZoPjox7VxQSq4E5xgQMTOJZWW4dnNd9GNsPxou5iY8W/VOU0i5pHmYeF5Yn9OCLu2pSxx+oR6WL5TKnXTuDiPBgLcb11kDhYT4ZAweM890xbw6ujqCyZcF0lmVYAYhyITFPehf6dgtk/A7OG+93GYrfSNJpoxJDIIP7olFd2RrFwU9KLFTwSGJKzZq5Vxo3T3YgxizpAVjI70PpRR73Z+bit9Mx+QlU8XLV5Eh86ulY9bNkuNf1Sjx+/gRsLvY4AaW/ESftyjrfF7GFSlAsSJK0EiehEhi17rzDeZA4bLL12Ie8CaeOUgHZwP46920FqmtWDDWB5lyUmjPGIxUicrSRPVBzQe632FHkCugMwQgmw9hJ6/WAklM13G0y5B11BQvw9Ayth0REYNhY5RlYI4cge+yu5Wwg6jN3D9NWLnUbr+oubFrM5pHsMEvJBX7/uf+bc8puvj0+RB/yHu4FJzzTUTIyMjIyMjIyMjIOGUfTE55iiGQGpyju7GYh5JMn3RUyIC1Lyix2qLb5xnbPxV2ccSJrBM4hul8noE+7Q/e85EB1HvrPbEaB16Xj7PV6oA7ZIQBXkIbgKCZVmxcfQfQXVySGsAEJaser7M0bgYtuwWyjyZM9EPfNAOgkrgcoqbEKrqFlk427ATHE3TG7a35j59Fw7BRxtiR9Qytqbz8IXmRJEnqXQQ3CUH364LvomijDxX7MKvqauRewLVFaFiBKsGVE+itAyTk1z27CxWqMLO1RFrmkxkIcN3NNU/gJvOlEPSGPuSSVF+O4GUIBH4mVWIYrJp4M39nIeKe1Eu8hbU2vuoS61wOT+A8qIoWhiBB66zy5ltvx2UjBY2wSM+n3I6Oeg0mc7elVWwqjakAe4ybI8bdP4M8RpswA2gSuiFAFnm1otLvxWvNAbTLvnPq8edVQuSDSQRQkSeh+td58uLfa1vQ68tTnzptPCZt7hipM6iiX388RNhyjMK04qs/dxNE0wqUQ+iBD09EgpjnfqyDaBWZom7mf5IhQZF5SDcJy9ME62IJDMJkR7diFYmiD46qJNWLk2fLlv/X40+HYY3NcyIQoBGSgOFwBPvYmnNPh/ho8mKTTlfjSqKiOJHWLuJC3gcrx0pB3OGQy7JrdJxWqcf11uhKNzZVipAAAEj5JREFUUir240CSfc6ApUIzq0ZZ5L9Y/iSc1ygWwIB8vHsG21J1zbVS7PO+6dsa9M0LfdY+e6R+KRz7l9e+Cdt+aPXz4RjlHFDFTkl6eT+Occe9rsGk0B6yoTkYxH5YXObV6vJuJLySkkofOOmubWEk7MZQgKfU4m+vIDWWPXMPDRj7YFg7icL6lXje/rLxRFTjcXde4uY6443mfDI6Krs8xmnds5Ut6Z0Zp9gYnndc4cajudh2D6Zs4r9L0hBOS3xsyRiKwIuXpDFUN3O00Rrd2wwVN+n97p9xhPt4yDkXSdqS+luSSiRtOeX1Jam7DnKZhtrUB5pKMsWc+vBNO+oK2TbECZ9h2btjyHSUjIyMjIyMjIyMjEPGkfSElwbS3Ctfemw35g7Z3Tg5h5wyCIV4KKmhZnLISOdz2HJhPbgxt+kl77RJdqhvwq4XGADNWDtHktQ9Fo+5xMwOtTU64UQxWUj8Ipar0VvqEucIp8uRq0MqFxIn3jkd+Gl/f3C96ImugsfYdBdiwRBHvrHxUjjm8naJikGUC4k9q33Fwdg1WU1toG3sGM8ueYFdUmILBmTDDDyKquzDtcjjLUmtRImsfK3Pdc+GY9+68iS23YWPcgCFkJx3m4pX3TAJkL1RfD+nWjyJFWMIn5t72NqI16Py8hWjlV6rx2+6e51DdPW1+D25+xpegeJEx5ibMNyLLjLySCaj2tIjTyUka0pSCWgujhaAnmh4N5LUOwGUmiGovhhKzgjWqJLxXjZuxOPtM2a2IZEAQ+VIoDVOTL+h0ZymKay3ZpJxwdtavclzDenDz110ibfxGNkEc6AdLkn7QDt16+lwKY7H5ss8D3dOx7aVLX5eKoS4d3a6+ikSa+xb+jB9Z0CNkniMdo5PX/iJMEM5kDuG7AnPyMjIyMjIyMjIOGQcSU/4uCrtR8prbGd2PygFaPJuiGtegPKZ40hjuVTjViUPueNOzcJdIq447aY7J/n3c5HWqt3zMyStGOr1ImRBXB+xrvHJSvRkEz/Y6g/DsZLxXlLJ94bxOJPXe2D2thswyDYhye48cLQl9sZ3ja4kaVy7vkG9dVcxE1xZxPNuGMHVOUWP9bHy9JnKjhNOnvfdghM+KXG2keJ9uWtRMu7Hdx7Etm9pxUyyl0wJuNOg1baUYgRot+DIwSxVYZdq02cgLSxEd17X8McvnIukzN1efA/bbX43fShRXzMShdVKHLf7l9nzn1bj+x073eulOGmPL8bvtDjF88eY3L0dF5aNh4bHOcxYvhH7pmkqZnYegu+vGvtr7Dx/4JGcf9p4VSH66SK4dHwE8o+SVN4Hzz1ECRwvvnEttt0HOUVJKoCrXoJcCEkqICLhPP/NK7BGEc87BswOrkUJlKaiKlamdEWWa6Q5b6Iqi5DzQxV3DXebEkk7J6efq5ytQxVkxxWTiwR2GEVgClOj427iSBrhRSlmDVd3qHQu/56SIKi0uyQNaa0gjW4TIqJ1cQwZ8RIPNqd4gmE5k5g5gox0SvJxmrP79/F58VqUIGsy0inxzRVjoeQ/gjNEKHHvmimachw0n61ROoPhUwNDngzufaeuApdyBWUoCZTKj0tMuyhZ8sp019oaM4WAtNn/3623YNuVWjRAHyR5BEmroMfttN1JQaeE75f7gCgx75h/BVpyYZ63Ny9jW0efuR3unT+wEOUCGmXeDD04H7+zLVM06V3H4v12oQiRJL2wHbPO69V4D/MNnhRu7McJpGwcJJTEWVriSZ/W1lKZ32+Cb3q0Bu9mx1k4EVRoR5JIGKg2z8/Q78Zx1zHJgzic21ShzVEj4/Htt7E1VN2ZQZoMxaxNU2PU3Y4yaK1LUvt07PO62bS40ugESmokg1DiZFgy4n3lp3jI0VlL+/E9OPuhvwLvzDwDabOTassYDHtJap+Ofe7eWRpBESCz9GOXmW6kPqvfjI2d2tDdRKajZGRkZGRkZGRkZBwyjqQnvNyX5l/80l3M3rm40yFqhCQN52jHZ3Zm0JSkiqlEriQtPQPJA4b2QWWBXUlecpq5pALaMXIIb/rdOGnOSuxhpyppknR9GPWiTkICpcTeWqJBOI/1MfCK0rEvd45pYX8/ZaTLJYwSncS1rULyoKOjODlBbAtuCUpKdO+RogyPnAS+k9jj3J/B8++k/CgxkygmRNNx9/UcxuSlx+ZfCMf+4Obbse07F2I/tGbQvV+txvHcnGfv+sl6fD/3Nbh0YRtizzsYIpSGMD66kATqEiirUEq+f9VMIFBTYNxnr2y1BYmKJorV34RnG4C/yniRE/W5kR103kcEfeozuNEaV8CTfm76NPCiYaro9sHTaWiU+NrNM9A5eC0zv4eEvsESP0PtZmxrg5wUgTEUkQGIJdB9tTiQpt2H4PIzjJkBVIWUWDpxsDC9FxjtD0j8laQxeM2taAacwrWlPicd+oPzxuM9kE6ubh2+X/p1YYSnlL5L0s9KKkv6+aIo/sGXa1+Uo94nfbBVW/U6tqUCPBLrSyLH2XwXIyiG4NbVGqiuuLKzTahd0z5pNhIQkR6AXqqpgyKs7m6etwz0zdEKN34CeC4Uvpek+0BEnSgEyMc0bcnwcnD0DCqw4hQ8yICltu6+usApJwURiY03Z1QS97lnkiRKcG+0GbJ8amg7C5d5Frj3MJ7yPbjf0/FFI6/0fC8a5+t15r5dhp18Hbj1HUMF2QdjmVRQHKjYjyT1IKa+bagr/VHsmx3ghG/uMV2pv0dJOEZTmKgrwJuWpP7K9BvNMiiGUH5R8xKPjw7xjp0RDod75ptOYPQ3LplN6ek4bmgtKQOFQWLVlOE8j4+F54F7bbSsaZ0mx40DFXOpb5jxQeuOGUuQjmHzxMhZRsVrJKa+Ej3T1Q4pkyPR8JbZMObzEh86GaWduZfjsf3ToLhmVGpwg2OWXtq0kPqOZLS/ncEO7wwpNdPX5LpjuOd0lJRSWdI/lfTdkh6R9F+mlB65t3eVkZGRkZGRkZGRcffwevCEf72kZ4qieE6SUkq/IunDkr7gflC70df5f/H8lxy79IMPhHZLz7uMDwqP8G5r45G4tSLHnfO690ln3JR8p6RG2qFLvKF3JVfJ00AeCfKOS1yi3uWR0A7XZU1/eiNWNCyDprAk1SHBbL0Rb+yLN5kWsN6KbRer04f6P/UCp69/4EKs+umS1i7tR0/nQ4uxEuezO1x98WvXLoZjKyaEQ17VXUMhuNqJg/T8HNQEFlNXntiKdaNfeIWfYWU1vgfn+d/cgZDTRfbA1h6KH+DyHKtq0Fh64aXj4dh73/oi/p7w+Y9xcmnrPbEfB1TKT9K5lfixP3cjxkybdaYQjCCpaf855slVz02vSIPl4aFapSSNQWM7zcX+Ll/isViGsDElUElSb216t9XqJ2PbLg9RTOgnWqCj2TUvAv3GuLtobnYVJGkeJh1qiat2Ekqm2iTN7y4BswNl4x09g9ZOW0qeqieCZ5eUOiRDZzHvgQKwLqmRxqMTdqD6IQOKpJv1dPmLoF++z+vp3KU4GDYfYWkyqvppvdNwCoqaD807p1z6TpxuD+4BPNZm2VIL8ttNeQp87/1l8I7PEJW5U0gFpZgf5g2k9AOSvqsoih+f/P1HJX1DURR/47Z2PyHpJyZ/fVTS5w71Rt/YWJfEddkzZkXuyzuL3J93Frk/7xxyX95Z5P68s8j9eedwf1EU7OF7jXg9eMKnQlEUH5X0UUlKKX2yKIrH7vEtvWGQ+/POIfflnUXuzzuL3J93Drkv7yxyf95Z5P48GrjnnHBJlyTdGus/MzmWkZGRkZGRkZGR8YbE68EI//8kXUgpPZBSqkn6IUm/fY/vKSMjIyMjIyMjI+Ou4Z7TUYqiGKaU/oak39GBROE/L4ri81/hZx+9+3f2pkLuzzuH3Jd3Frk/7yxyf9455L68s8j9eWeR+/MI4J4nZmZkZGRkZGRkZGS82fB6oKNkZGRkZGRkZGRkvKmQjfCMjIyMjIyMjIyMQ8aRMsJTSt+VUnoqpfRMSukn7/X9vF6RUjqbUvqDlNIXUkqfTyn9zcnx1ZTS76aUnp78f2VyPKWU/smkX/8spfQ1t5zrI5P2T6eUPnKvnuleI6VUTin9aUrp303+/kBK6ROTPvvVSVKxUkr1yd+fmfz7+VvO8VOT40+llL7z3jzJvUdKaTml9OsppSdTSk+klP6zPDa/eqSU/rvJd/65lNK/Tik18vicHimlf55SupZS+twtx+7YeEwpfW1K6fHJb/5JSqbu+BsEpj//18n3/mcppX+TUlq+5d9w3Ln13o3tNyKoL2/5t7+TUipSSuuTv+exeRRRFMWR+E8HSZvPSnpQUk3SZyU9cq/v6/X4n6RTkr5m8ucFSV+U9Iik/0XST06O/6Skn5n8+Xsk/V86qNv1PkmfmBxflfTc5P8rkz+v3Ovnu0d9+rcl/StJ/27y91+T9EOTP/+cpP9q8uf/WtLPTf78Q5J+dfLnRyZjti7pgclYLt/r57pHffmLkn588ueapOU8Nr/qvjwt6XlJzcnff03SX83jc6Y+/BZJXyPpc7ccu2PjUdKfTNqmyW+/+14/8z3ozw9Jqkz+/DO39CeOO32Z9d6N7Tfif9SXk+NndSBm8aKk9Tw2j+5/R8kT/ufl7Yui6Et6tbx9xm0oiuJyURSfnvx5V9ITOlisP6wDA0iT///lyZ8/LOmXigN8XNJySumUpO+U9LtFUWwWRXFT0u9K+q5DfJTXBVJKZyR9r6Sfn/w9Sfo2Sb8+aXJ7X77ax78u6dsn7T8s6VeKougVRfG8pGd0MKbfVEgpLelgYfkFSSqKol8UxZby2HwtqEhqppQqklqSLiuPz6lRFMUfStq87fAdGY+Tf1ssiuLjxYHV80u3nOsNCerPoij+fVEUrxad/7gO6oFIftzhev8V5t43HMzYlKR/JOnvSrpVWSOPzSOIo2SEn5Z08Za/vzw5lvFlMAk3v1fSJySdKIri8uSfrkg6Mfmz69vc5wf4xzqY8MaTv69J2rplUbm1X/68zyb/vj1pn/vyAA9Iui7pX6QDes/Pp5TmlMfmV4WiKC5J+t8kvaQD43tb0qeUx+drxZ0aj6cnf779+JsZf10HXldp9v78cnPvmwIppQ9LulQUxWdv+6c8No8gjpIRnjEjUkrzkn5D0t8qimLn1n+b7HyzPuVXQErp+yRdK4riU/f6Xt4gqOggvPrPiqJ4r6R9HYT7/xx5bE6PCVf5wzrY3NwnaU5v3ojAXUEej3cOKaWfljSU9Mv3+l6OIlJKLUl/X9J/f6/vJePO4CgZ4bm8/QxIKVV1YID/clEUvzk5fHUSgtLk/9cmx13f5j6X3i/p+1NKL+ggJPptkn5WB6G+V4td3dovf95nk39fkrSh3Jev4mVJLxdF8YnJ339dB0Z5HptfHb5D0vNFUVwvimIg6Td1MGbz+HxtuFPj8ZL+gnpx6/E3HVJKf1XS90n6kcnGRpq9Pzfkx/abAQ/pYMP92cmadEbSp1NKJ5XH5pHEUTLCc3n7KTHhzf2CpCeKoviHt/zTb0t6NTP6I5J+65bjf2WSXf0+SduTUOzvSPpQSmll4nH70OTYmwZFUfxUURRniqI4r4Mx9/tFUfyIpD+Q9AOTZrf35at9/AOT9sXk+A+lA3WKByRd0EFSzJsKRVFckXQxpfS2yaFvl/QF5bH51eIlSe9LKbUm3/2r/ZnH52vDHRmPk3/bSSm9b/J+/sot53rTIKX0XTqg9H1/URTtW/7JjTtc7ydj1Y3tNzyKoni8KIrjRVGcn6xJL+tAhOGK8tg8mrjbmZ938j8dZP9+UQdZ0z99r+/n9fqfpG/SQfj0zyR9ZvLf9+iAT/d7kp6W9B8krU7aJ0n/dNKvj0t67JZz/XUdJMs8I+mv3etnu8f9+kH9hTrKgzpYLJ6R9H9Kqk+ONyZ/f2by7w/e8vufnvTxU3oTZ6FLeo+kT07G57/VQcZ+HptffX/+j5KelPQ5Sf+HDpQm8vicvv/+tQ749AMdGDU/difHo6THJu/mWUn/uyaVqt+o/5n+fEYHvORX16Of+0rjTma9d2P7jfgf9eVt//6C/kIdJY/NI/hfLlufkZGRkZGRkZGRccg4SnSUjIyMjIyMjIyMjDcEshGekZGRkZGRkZGRccjIRnhGRkZGRkZGRkbGISMb4RkZGRkZGRkZGRmHjGyEZ2RkZGRkZGRkZBwyshGekZGRkZGRkZGRccjIRnhGRkZGRkZGRkbGIeP/B976JBftQRGcAAAAAElFTkSuQmCC\n" | |
}, | |
"metadata": { | |
"needs_background": "light" | |
} | |
} | |
] | |
}, | |
{ | |
"cell_type": "code", | |
"source": [ | |
"def make_spec_ds(ds: tf.data.Dataset) -> tf.data.Dataset:\n", | |
" \"\"\"Converts waveform in dataset into spectogram.\n", | |
"\n", | |
" Arguments:\n", | |
" ds (tf.data.Dataset): Dataset with waveform signals.\n", | |
" \n", | |
" Returns:\n", | |
" tf.data.Dataset - Dataset with spectograms.\n", | |
" \"\"\"\n", | |
" return ds.map(\n", | |
" map_func=lambda audio, label: (get_spectogram(audio), label),\n", | |
" num_parallel_calls=tf.data.AUTOTUNE,\n", | |
" )" | |
], | |
"metadata": { | |
"id": "DweKfyOFnR-M" | |
}, | |
"execution_count": 18, | |
"outputs": [] | |
}, | |
{ | |
"cell_type": "code", | |
"source": [ | |
"# Convert dataset (with waveforms) into spectogram dataset.\n", | |
"train_spec_ds = make_spec_ds(train_ds)\n", | |
"val_sepc_ds = make_spec_ds(val_ds)\n", | |
"test_spec_ds = make_spec_ds(test_ds)" | |
], | |
"metadata": { | |
"colab": { | |
"base_uri": "https://localhost:8080/" | |
}, | |
"id": "STEwEtoYst-i", | |
"outputId": "548d680a-d129-4a4d-f685-94f5bf892668" | |
}, | |
"execution_count": 19, | |
"outputs": [ | |
{ | |
"output_type": "stream", | |
"name": "stderr", | |
"text": [ | |
"WARNING:tensorflow:From /usr/local/lib/python3.7/dist-packages/tensorflow/python/autograph/pyct/static_analysis/liveness.py:83: Analyzer.lamba_check (from tensorflow.python.autograph.pyct.static_analysis.liveness) is deprecated and will be removed after 2023-09-23.\n", | |
"Instructions for updating:\n", | |
"Lambda fuctions will be no more assumed to be used in the statement where they are used, or at least in the same block. https://github.com/tensorflow/tensorflow/issues/56089\n" | |
] | |
} | |
] | |
}, | |
{ | |
"cell_type": "code", | |
"source": [ | |
"it = iter(train_spec_ds.take(1))\n", | |
"sample_spec, sample_spec_label = next(it)\n", | |
"\n", | |
"print(f'spectograms: {sample_spec.shape}')\n", | |
"print(f'labels: {sample_spec_label.shape}')" | |
], | |
"metadata": { | |
"colab": { | |
"base_uri": "https://localhost:8080/" | |
}, | |
"id": "KTmtezfpsxql", | |
"outputId": "ce9dd8f4-076a-4c30-eb4e-3a2476c21604" | |
}, | |
"execution_count": 20, | |
"outputs": [ | |
{ | |
"output_type": "stream", | |
"name": "stdout", | |
"text": [ | |
"spectograms: (64, 124, 129, 1)\n", | |
"labels: (64,)\n" | |
] | |
} | |
] | |
}, | |
{ | |
"cell_type": "code", | |
"source": [ | |
"def plot_specs(\n", | |
" spectograms: np.ndarray,\n", | |
" labels: np.ndarray,\n", | |
" rows: int = 3, cols: int = 3,\n", | |
" figsize: Tuple[int, int] = (16, 9),\n", | |
") -> None:\n", | |
" \"\"\"Plot multiple spectograms.\n", | |
"\n", | |
" Arguments:\n", | |
" spectogram (np.ndarray): Spectogram of shape (batch_size, samples).\n", | |
" labels (np.ndarray): Corresponding label with shape (batch_size,)\n", | |
" row (int, optional): Number of rows in the plot. Defaults to 3.\n", | |
" cols (int, optional): Number of cols in the plot. Defaults to 3.\n", | |
" figsize (tuple[int, int], optional): How big should the size of the plot be.\n", | |
" Defaults to (16, 9).\n", | |
" \"\"\"\n", | |
" n = rows * cols\n", | |
" fig, axes = plt.subplots(rows, cols, figsize=figsize)\n", | |
"\n", | |
" for i in range(n):\n", | |
" row = i // cols\n", | |
" col = i % cols\n", | |
" ax = axes[row][col]\n", | |
" plot_spectogram(spectograms[i].numpy(), ax)\n", | |
" ax.set_title(label_names[labels[i].numpy()])\n", | |
"\n", | |
" plt.suptitle('Spectograms')\n", | |
" plt.show()" | |
], | |
"metadata": { | |
"id": "bcp3XgQgz98o" | |
}, | |
"execution_count": 21, | |
"outputs": [] | |
}, | |
{ | |
"cell_type": "code", | |
"source": [ | |
"plot_specs(sample_spec, sample_spec_label)" | |
], | |
"metadata": { | |
"colab": { | |
"base_uri": "https://localhost:8080/", | |
"height": 582 | |
}, | |
"id": "F5B95n9f3F4U", | |
"outputId": "f1561921-6708-4ac9-f7b9-783939e93695" | |
}, | |
"execution_count": 22, | |
"outputs": [ | |
{ | |
"output_type": "display_data", | |
"data": { | |
"text/plain": [ | |
"<Figure size 1152x648 with 9 Axes>" | |
], | |
"image/png": 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