{ "cells": [ { "cell_type": "markdown", "metadata": {}, "source": [ "# Introduction to Audio For FastAI Students" ] }, { "cell_type": "code", "execution_count": 2, "metadata": {}, "outputs": [], "source": [ "from fastaudio.core.all import *\n", "from fastaudio.augment.all import *\n", "from fastai.torch_basics import *\n", "from fastai.basics import *\n", "from fastai.data.all import *\n", "from fastai.callback.all import *\n", "from fastai.vision.all import *" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "This guide will assume absolutely zero understanding of audio. There are lots of good resources out there, but nothing that really walks you through the basics of audio all the way up to what it takes to train state of the art models. If you have some experience, or find this guide too slow paced, check out the [FastAI Audio Thread](https://forums.fast.ai/t/deep-learning-with-audio-thread/38123) for a list of resources we've found helpful. Full disclosure, I am not an audio engineer. There will be inaccuracies in this guide, please message me [on twitter](https://twitter.com/MadeUpMasters) or [FastAI forums](https://forums.fast.ai/u/MadeUpMasters/) with any corrections or suggestions and I'll happily change them and credit you here." ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "Like deep learning, audio processing has many hyperparameters and concepts that can be confusing, but will play an essential role in training models. The goal of this guide is to introduce you to some of them, show you what tweaking them does, and give you a basic understanding of what they represent and why they exist. If you don't care about the details, check out our other starter notebooks." ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "First let's grab our data." ] }, { "cell_type": "code", "execution_count": 5, "metadata": {}, "outputs": [], "source": [ "speakers = untar_data(URLs.SAMPLE_SPEAKERS10)" ] }, { "cell_type": "code", "execution_count": 4, "metadata": {}, "outputs": [ { "data": { "text/html": [ "\n", " \n", " " ], "text/plain": [ "" ] }, "metadata": {}, "output_type": "display_data" }, { "data": { "text/plain": [ "" ] }, "execution_count": 4, "metadata": {}, "output_type": "execute_result" }, { "data": { "image/png": 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\n", "text/plain": [ "
" ] }, "metadata": { "needs_background": "light" }, "output_type": "display_data" } ], "source": [ "audio_files = get_audio_files(speakers)\n", "example = audio_files[0]\n", "audio = AudioTensor.create(example)\n", "audio.show()" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "## Basics of Librosa, Audio Signals, and Sampling" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "In fastaudio, we use torchaudio for a lot of our io operations (loading the audio), librosa is another alternative that is commonly used in audio processing. \n", "To read an audio for processing, just pass in a filepath to torchaudio" ] }, { "cell_type": "code", "execution_count": 5, "metadata": {}, "outputs": [ { "data": { "text/plain": [ "'sox'" ] }, "execution_count": 5, "metadata": {}, "output_type": "execute_result" } ], "source": [ "import torchaudio" ] }, { "cell_type": "code", "execution_count": 6, "metadata": {}, "outputs": [], "source": [ "y, sr = torchaudio.load(example)" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "Most libraries will pass back a tuple with signal (y) and a sample rate (sr). " ] }, { "cell_type": "code", "execution_count": 7, "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "Sample rate : 16000\n", "Signal Length: 1\n", "Duration : 6.25e-05 seconds\n" ] } ], "source": [ "print(\"Sample rate :\", sr)\n", "print(\"Signal Length:\", len(y))\n", "print(\"Duration :\", len(y)/sr, \"seconds\")" ] }, { "cell_type": "code", "execution_count": 8, "metadata": {}, "outputs": [], "source": [ "y = y.numpy()[0]" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "Audio is a continuous wave that is \"sampled\" by measuring the amplitude of the wave at a given time. How many times you sample per second is called the \"sample rate\" and can be thought of as the resolution of the audio. The higher the sample rate, the closer our discrete digital representation will be to the true continuous sound wave, but there is a point of diminishing returns so bigger isn't always better. Sample rates generally range from 8000-44100 but can go higher or lower. \n", "\n", "In our example, the audio was sampled 16000 times per second, so our data is a 1 dimensional tensor with length 16000*time in seconds = 52480 samples\n", "\n", "Our signal is just a numpy array with the amplitude of the wave" ] }, { "cell_type": "code", "execution_count": 9, "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "Type : \n", "Signal: [0.0000000e+00 0.0000000e+00 0.0000000e+00 ... 1.5258789e-04 9.1552734e-05\n", " 0.0000000e+00]\n", "Shape : (46720,)\n" ] } ], "source": [ "print(\"Type :\", type(y))\n", "print(\"Signal: \", y)\n", "print(\"Shape :\", y.shape)" ] }, { "cell_type": "code", "execution_count": 10, "metadata": {}, "outputs": [ { "data": { "text/html": [ "\n", " \n", " " ], "text/plain": [ "" ] }, "execution_count": 10, "metadata": {}, "output_type": "execute_result" } ], "source": [ "Audio(y, rate=sr)" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "Before running and listening to the cells below, think about the concept of sampling rate and try to predict what effect the varying sample rates will have" ] }, { "cell_type": "code", "execution_count": 11, "metadata": {}, "outputs": [ { "data": { "text/html": [ "\n", " \n", " " ], "text/plain": [ "" ] }, "execution_count": 11, "metadata": {}, "output_type": "execute_result" } ], "source": [ "Audio(y, rate=sr/2)" ] }, { "cell_type": "code", "execution_count": 12, "metadata": {}, "outputs": [ { "data": { "text/html": [ "\n", " \n", " " ], "text/plain": [ "" ] }, "execution_count": 12, "metadata": {}, "output_type": "execute_result" } ], "source": [ "Audio(y, rate=sr*2)" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "Here we can experiment with different sampling rates using the librosa load method. " ] }, { "cell_type": "code", "execution_count": 13, "metadata": {}, "outputs": [ { "data": { "text/html": [ "\n", " \n", " " ], "text/plain": [ "" ] }, "execution_count": 13, "metadata": {}, "output_type": "execute_result" } ], "source": [ "y_new, sr_new = librosa.load(example, sr=sr*2)\n", "Audio(y_new, rate=sr_new)" ] }, { "cell_type": "code", "execution_count": 14, "metadata": {}, "outputs": [ { "data": { "text/html": [ "\n", " \n", " " ], "text/plain": [ "" ] }, "execution_count": 14, "metadata": {}, "output_type": "execute_result" } ], "source": [ "y_new, sr_new = librosa.load(example, sr=sr/2)\n", "Audio(y_new, rate=sr_new)" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "## Waveforms. Amplitude vs Magnitude" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "A waveform is a curve showing the amplitude of the soundwave (y-axis) at time T (x-axis). Let's check out the waveform of our audio clip" ] }, { "cell_type": "code", "execution_count": 15, "metadata": {}, "outputs": [ { "data": { "text/plain": [ "" ] }, "execution_count": 15, "metadata": {}, "output_type": "execute_result" }, { "data": { "image/png": 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\n", 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" ] }, "metadata": { "needs_background": "light" }, "output_type": "display_data" } ], "source": [ "import librosa.display\n", "plt.figure(figsize=(15, 5))\n", "librosa.display.waveplot(y, sr=sr)" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "Note that there is nothing special about this graph except that the x-axis has been converted to time using our sample rate. If we plotted in matplotlib with plt.plot(y), we would get the same figure, but with sample number on the x-axis instead of seconds.\n", "\n", "Amplitude and magnitude are often confused, but the difference is simple. Amplitude of a wave is just the distance, positive or negative, from the equilibrium (zero in our case), and magnitude is the absolute value of the amplitude. In audio we sample the amplitude so our signal can have both positive and negative values." ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "## Frequency and Pitch" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "Most of us remember frequency from physics as cycles per second of a wave. It's the same for sound, but really hard to see in the above image. How many cycles are there? How can there be cycles if it's not regular? The reality is that sound is extremely complex, and the above recording of human speech is the combination of many different frequencies added together. To talk about frequency and pitch, it's easier to start with a pure tone, so let's make one. \n", "\n", "Human hearing ranges from 20hz to 20,000hz, hz=hertz=cycles per second. The higher the frequency, the more cycles per second, and the \"higher\" the pitch sounds to us. To demonstrate, let's make a sound at 500hz, and another at 5000hz. " ] }, { "cell_type": "code", "execution_count": 16, "metadata": {}, "outputs": [], "source": [ "# Adapted from https://musicinformationretrieval.com/audio_representation.html\n", "# An amazing open-source resource, especially if music is your sub-domain.\n", "def make_tone(freq, clip_length=1, sr=16000):\n", " t = np.linspace(0, clip_length, int(clip_length*sr), endpoint=False)\n", " return 0.1*np.sin(2*np.pi*freq*t)\n", "clip_500hz = make_tone(500)\n", "clip_5000hz = make_tone(5000)" ] }, { "cell_type": "code", "execution_count": 17, "metadata": {}, "outputs": [ { "data": { "text/html": [ "\n", " \n", " " ], "text/plain": [ "" ] }, "execution_count": 17, "metadata": {}, "output_type": "execute_result" } ], "source": [ "Audio(clip_500hz, rate=sr)" ] }, { "cell_type": "code", "execution_count": 18, "metadata": {}, "outputs": [ { "data": { "text/html": [ "\n", " \n", " " ], "text/plain": [ "" ] }, "execution_count": 18, "metadata": {}, "output_type": "execute_result" } ], "source": [ "Audio(clip_5000hz, rate=sr)" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "500 cycles per second, 16000 samples per second, means 1 cycle = 16000/500 = 32 samples, let's see 2 cycles" ] }, { "cell_type": "code", "execution_count": 19, "metadata": {}, "outputs": [ { "data": { "text/plain": [ "[]" ] }, "execution_count": 19, "metadata": {}, "output_type": "execute_result" }, { "data": { "image/png": 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\n", 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" ] }, "metadata": { "needs_background": "light" }, "output_type": "display_data" } ], "source": [ "plt.figure(figsize=(15, 5))\n", "plt.plot(clip_500hz[0:64])" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "Below is 5000hz from the same vantage point, this is what is meant by higher frequency. Of course in real life this is a continuous wave, but since our digital representation is discrete, capturing it starts to break down for high frequencies if we don't increase our sample rate. The limitations of digital representations of audio are laid out by Nyquist Theorem, which we discuss later." ] }, { "cell_type": "code", "execution_count": 20, "metadata": {}, "outputs": [ { "data": { "text/plain": [ "[]" ] }, "execution_count": 20, "metadata": {}, "output_type": "execute_result" }, { "data": { "image/png": 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\n", 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" ] }, "metadata": { "needs_background": "light" }, "output_type": "display_data" } ], "source": [ "plt.figure(figsize=(15, 5))\n", "plt.plot(clip_5000hz[0:64])" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "So if that's frequency, what is pitch? Pitch is a musical term that means the human perception of frequency. This concept of human perception instead of actual values seems vague and non-scientific, but it is hugely important for machine learning because most of what we're interested in, speech, sound classification, music...etc are inseparable from human hearing and how it functions. Let's do an experiment and increase the frequency of the above tones by 500hz each and see how much this moves our perception of them" ] }, { "cell_type": "code", "execution_count": 21, "metadata": {}, "outputs": [], "source": [ "clip_500_to_1000 = np.concatenate([make_tone(500), make_tone(1000)])\n", "clip_5000_to_5500 = np.concatenate([make_tone(5000), make_tone(5500)])" ] }, { "cell_type": "code", "execution_count": 22, "metadata": {}, "outputs": [ { "data": { "text/html": [ "\n", " \n", " " ], "text/plain": [ "" ] }, "execution_count": 22, "metadata": {}, "output_type": "execute_result" } ], "source": [ "# first half of the clip is 500hz, 2nd is 1000hz\n", "Audio(clip_500_to_1000, rate=sr)" ] }, { "cell_type": "code", "execution_count": 23, "metadata": {}, "outputs": [ { "data": { "text/html": [ "\n", " \n", " " ], "text/plain": [ "" ] }, "execution_count": 23, "metadata": {}, "output_type": "execute_result" } ], "source": [ "# first half of the clip is 5000hz, 2nd is 5500hz\n", "Audio(clip_5000_to_5500, rate=sr)" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "Notice that the pitch of the first clip seems to change more even though they were shifted by the same amount. This makes intuitive sense as the frequency of the first was doubled and the frequency of the second only increased 10%. Like other forms of human perception, hearing is not linear, it is logarithmic. This will be important later as the range of frequencies from 100-200hz convey as much information to us as the range from 10,000-20,000hz. If we don't account for this in our data's representation, the lower frequency info will be squished out of existence. \n", "\n", "Fortunately, scientists have thought about this problem and came up with something called the mel scale." ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "## Mel Scale" ] }, { "attachments": { "image.png": { "image/png": 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" } }, "cell_type": "markdown", "metadata": {}, "source": [ "The mel scale is a human-centered metric of audio perception that was developed by asking participants to judge how far apart different tones were. Here is a formula from mel-scale's wikipedia page that you will never need, but might like to see.\n", "\n", "![image.png](attachment:image.png)\n", "\n", "And here is a table of values that represent some examples of frequency in hz and their corresponding mel values. Note: Someone please tell me how to make this table horizontal and maintain the headers :)\n", "\n", "\n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", "
FrequencyMel Equivalent
200
160250
394500
670750
10001000
14201250
19001500
24501750
31202000
40002250
51002500
66002750
90003000
140003250
\n", "\n", "When we visually represent audio using spectrograms, we will use the mel scale instead of frequency on our y-axis, so that our data is reshaped to mirror human perception. **If you're getting bored, hang in there, because we are so close to the fun part (spectrograms)**, but there is one last piece to human hearing puzzle we need to deal with.\n" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "## Decibels" ] }, { "attachments": { "image.png": { "image/png": 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" } }, "cell_type": "markdown", "metadata": {}, "source": [ "Just like frequency, human perception of loudness occurs on a logarithmic scale. A constant increase in the amplitude of a wave will be perceived differently if the original sound is soft or loud. \n", "\n", "Decibels measure the ratio of power between 2 sounds, with the main idea being that each 10x increase in the energy of the wave (multiplicative) results in a 10dB increase in sound (additive). Thus something that is 20dB louder has 100x (10*10) the amount of energy, something that is 25dB louder has (10^2.5) = 316.23x more energy. \n", "\n", "The lowest audible sound, near absolute silence, is 0dB and we refer to other sounds based on how many times more energy they have than a 0dB sound. A dishwasher is ~30dB, or 10^3 = 1000x louder. Here is a nice chart taken from: https://boomspeaker.com/noise-level-chart-db-level-chart/\n", "\n", "![image.png](attachment:image.png)\n", "\n", "The range of human perception is vast, from a base of 0dB up to 100dB (an amount that will damage your hearing), is a range of 10^10, or 10,000,000,000x. A doubling of energy will only increase the dB level by ~3dB. If we don't use a logarithmic scale, we would squish whispers and rustling leaves, and even normal conversation out of existence. Thus is it is important that we measure our spectrograms be on the decibel scale for most of our applications. \n", "\n", "Deep dive for decibel scale: http://www.animations.physics.unsw.edu.au/jw/dB.htm" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "## Spectrogram as a Visual Representation of Audio" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "Remember how it was impossible to see the smooth cycles and frequencies in the raw waveform graph of our first audio clip? A spectrogram is an almost magical way of breaking an arbitrary signal apart into it's constituent frequencies, and then representing that as an image. Before we get into how this actually happens, let's see what they look like and how to generate and play with them, because this is more important for training your models than actually understanding what a Fourier transform is and how it works. \n", "\n", "Librosa allows us to generate a spectrogram with the melscale directly using `librosa.feature.melspectrogram`. To demonstrate why the previous discussion of melscale and decibels was necessary, we'll first display a raw spectrogram with `librosa.stft`, then a melspectrogram, and then finally a melspectrogram on the decibel scale. \n", "\n", "sg = spectrogram, this is a raw energy spectrogram. stft = short-time Fourier transform. The stft transformation yields a complex result, here represented by its magnitude and phase. The phase is typically not used in machine learning applications, but there are a few papers that suggest it is useful so you may want to experiment. For now we will discard it." ] }, { "cell_type": "code", "execution_count": 31, "metadata": {}, "outputs": [ { "data": { "text/plain": [ "" ] }, "metadata": {}, "output_type": "display_data" }, { "data": { "image/png": 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\n", "text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "sg0 = librosa.stft(y)\n", "sg_mag, sg_phase = librosa.magphase(sg0)\n", "display(librosa.display.specshow(sg_mag))" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "Next we use the mel-scale instead of raw frequency. `librosa.feature.melspectrogram` can take either a raw spectrogram and convert to mel-scale, or a raw signal, compute the spectrogram, and then convert. We will use what we generated in the above cell, but usually you'll want to pass the signal directly. " ] }, { "cell_type": "code", "execution_count": 25, "metadata": {}, "outputs": [ { "data": { "text/plain": [ "" ] }, "metadata": {}, "output_type": "display_data" }, { "data": { "image/png": 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\n", "text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "sg1 = librosa.feature.melspectrogram(S=sg_mag, sr=sr)\n", "display(librosa.display.specshow(sg1))" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "It's a little better, but most of the information is still zeros, and we know our original signal has lots of info, so we must be throwing away too much. Converting to the decibel scale using `librosa.amplitude_to_db` will fix this." ] }, { "cell_type": "code", "execution_count": 26, "metadata": {}, "outputs": [ { "data": { "text/plain": [ "" ] }, "execution_count": 26, "metadata": {}, "output_type": "execute_result" }, { "data": { "image/png": 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\n", "text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "sg2 = librosa.amplitude_to_db(sg1, ref=np.min)\n", "librosa.display.specshow(sg2)" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "Okay, this is starting to look like reasonable. But what does any of this mean? In the next section, we'll add on some axes and a colorbar legend and then look at the underlying data structure and see what we're dealing with" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "## What's Inside a Spectrogram?" ] }, { "cell_type": "code", "execution_count": 27, "metadata": {}, "outputs": [ { "name": "stderr", "output_type": "stream", "text": [ "/home/harry/miniconda3/lib/python3.8/site-packages/librosa/display.py:974: MatplotlibDeprecationWarning: The 'basey' parameter of __init__() has been renamed 'base' since Matplotlib 3.3; support for the old name will be dropped two minor releases later.\n", " scaler(mode, **kwargs)\n", "/home/harry/miniconda3/lib/python3.8/site-packages/librosa/display.py:974: MatplotlibDeprecationWarning: The 'linthreshy' parameter of __init__() has been renamed 'linthresh' since Matplotlib 3.3; support for the old name will be dropped two minor releases later.\n", " scaler(mode, **kwargs)\n" ] }, { "data": { "text/plain": [ "Text(0.5, 1.0, 'Mel spectrogram')" ] }, "execution_count": 27, "metadata": {}, "output_type": "execute_result" }, { "data": { "image/png": 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\n", "text/plain": [ "
" ] }, "metadata": { "needs_background": "light" }, "output_type": "display_data" } ], "source": [ "# code adapted from the librosa.feature.melspectrogram documentation\n", "librosa.display.specshow(sg2, sr=16000, y_axis='mel', fmax=8000, x_axis='time')\n", "plt.colorbar(format='%+2.0f dB')\n", "plt.title('Mel spectrogram')" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "Now we can see, just like when we plotted the audio, the x-axis is time, but now, instead of the amplitude of the wave on the y-axis, we have the frequency. The y-axis is also no longer linear, each new tick doubles the frequency, with a max frequency, or fmax of 8000. Also, this isn't a line graph like the raw waveform, instead of a single value at each timepoint on our x-axis, we have many. Every point in the square represents the energy at the **frequency of it's y-coordinate at the time of it's x-coordinate**. \n", "\n", "Take the point 1.5 seconds in at 1024hz, it appears to be cream colored meaning the energy at that point is somewhere around 80-85db. Meanwhile at that same time, 4096hz appears to be purple and have about 40dB of energy. That means that at t = 1.5 seconds, the sound with 1024hz is around 10000 times louder than sound at 4096hz. 10^((80-40)/10) = 10^4 = 10000.\n", "\n", "Let's check out the min, max, and mean of the spectrogram. Remember, the units for these are all decibels. " ] }, { "cell_type": "code", "execution_count": 28, "metadata": {}, "outputs": [ { "data": { "text/plain": [ "(0.0, 77.46753, 25.603622)" ] }, "execution_count": 28, "metadata": {}, "output_type": "execute_result" } ], "source": [ "sg2.min(), sg2.max(), sg2.mean()" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "So it looks like spectrograms have a built in min, mean, and max, that's nice. Let's see what type of object a spectrogram really is so we can see what else we can do." ] }, { "cell_type": "code", "execution_count": 29, "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "\n" ] }, { "data": { "text/plain": [ "(128, 92)" ] }, "execution_count": 29, "metadata": {}, "output_type": "execute_result" } ], "source": [ "print(type(sg2))\n", "sg2.shape" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "Spectrograms become a lot less magical and a lot easier to work with when you realize they're just 2d numpy arrays. We no longer have to remember and call random functions like librosa.display.specshow, with a little tinkering (converting to pytorch, and adding a unit axis) we can just use fastai's `Image()`" ] }, { "cell_type": "code", "execution_count": 33, "metadata": {}, "outputs": [], "source": [ "from torchvision.transforms.functional import to_pil_image" ] }, { "cell_type": "code", "execution_count": 36, "metadata": {}, "outputs": [ { "data": { "image/png": "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\n", "text/plain": [ "" ] }, "execution_count": 36, "metadata": {}, "output_type": "execute_result" } ], "source": [ "to_pil_image(torch.tensor(sg2).unsqueeze(0)/255)" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "`unsqueeze(0)` adds a single axis in pos 0 so we go from 128x103 to 1x128x103. Images in fastai have 3 dimensions, the \n", "first, a channel dimension 1 for monochrome images, 3 for rgb." ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "## Spectrogram Parameters and How to Fine Tune them for Deep Learning" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "Remember those hyperparameters mentioned in the intro? Our experiments indicate they matter a lot. If you don't understand your underlying data, you won't be able to create good visual representations of them. In fastai audio, we do our best to give you good default values, but to get the highest accuracy possible out of your models, you'll need to be able to tune it to your exact needs. Let's tune this one and introduce these parameters in the process.\n", "\n", "Here's the same spectrogram, but with all default arguments made explicit. " ] }, { "cell_type": "code", "execution_count": 37, "metadata": {}, "outputs": [ { "data": { "text/html": [ "\n", " \n", " " ], "text/plain": [ "" ] }, "metadata": {}, "output_type": "display_data" }, { "name": "stderr", "output_type": "stream", "text": [ "/home/harry/miniconda3/lib/python3.8/site-packages/librosa/display.py:974: MatplotlibDeprecationWarning: The 'basey' parameter of __init__() has been renamed 'base' since Matplotlib 3.3; support for the old name will be dropped two minor releases later.\n", " scaler(mode, **kwargs)\n", "/home/harry/miniconda3/lib/python3.8/site-packages/librosa/display.py:974: MatplotlibDeprecationWarning: The 'linthreshy' parameter of __init__() has been renamed 'linthresh' since Matplotlib 3.3; support for the old name will be dropped two minor releases later.\n", " scaler(mode, **kwargs)\n" ] }, { "data": { "text/plain": [ "" ] }, "execution_count": 37, "metadata": {}, "output_type": "execute_result" }, { "data": { "image/png": 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\n", 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" ] }, "metadata": { "needs_background": "light" }, "output_type": "display_data" } ], "source": [ "y, sr = librosa.load(example)\n", "display(Audio(y, rate=sr))\n", "sg = librosa.feature.melspectrogram(y, sr=16000, n_fft=2048, hop_length=512, power=1.0, n_mels=128, fmin=0.0, fmax=None)\n", "db_spec = librosa.amplitude_to_db(sg, ref=1.0, amin=1e-05, top_db=80.0)\n", "librosa.display.specshow(db_spec, y_axis='mel', fmax=8000, x_axis='time')" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "Before we get into the details, here is a cheatsheet with a brief summary of what each of these do and some good defaults." ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "## HyperParameter Cheat Sheet" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "- **`sample_rate`**, This is not the place to change this, you are just telling librosa what your sample rate is. **Usually it is predetermined for you by your dataset but check the resampling section for more info on changing this.**\n", "- **`fmin`**, minimum frequency to display in spectrogram, **this should be low, anything 0-20 seems to work well**\n", "- **`fmax`**, maximum frequency to display. **This should generally be 1/2 of your sample rate, but can be set to 8000 for speech.** \n", "- **`n_mels`**, How many mel bins to use, this will determine number of pixels tall your sg is. **64-128 are good defaults, but try various values**, bigger isn't always better, test for your dataset. Some evidence suggests upscaling the image to a larger size is more effective than \n", "- **`n_fft`**, The number of samples you use each time you compute a Fourier Transform. This is the width of the window and hop_length is how much you move the window each step. Increasing n_fft will increase frequency (y-axis) resolution to a point, powers of 2 are faster. Also dependent somewhat on `n_mels` so 20*n_mels is a common value as less than this can produce empty mel bins (black horizontal lines on sg)\n", "- **`hop_length`**, the number of samples between successive frames of your sg. Determines width of image (# samples/hop = width in pixels). Good defaults really depend on dataset and the duration of audio your sg's represent (if they are longer, a larger hop is required to fit on a gpu, but you will be compressing the data). If you go too small, you can get blurring. Anything **64-512 can be good depending on context.**\n", "- **`top_db`**, Distance between loudest and softest sound you want displayed in spectrogram. If you choose 50db, the brightest pixel will be 50db, and anything that is 50+db lower than that won't be displayed. **80-120 is good.**\n", "- **`power`**, Honestly not entirely sure how this works. It's set to 1 for \"energy\" spectrogram and 2 for \"power\" spectrogram. An energy spectrogram is more detailed (less energy required to show up on the sg) but you don't generally have to worry about this because if you are converting to decibels (you'll do this almost always) it is factored out. " ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "As you can see there are loads, and I'm sure it's overwhelming, but the good news is that most models will train just fine with defaults, only a few of these have a big impact, and they are all pretty easy to understand, it will just take time and changing the values to see what effect it has. The bad news is that I've been lying about our starting spectrogram. Matplotlib is stretching this a lot for us, but unless we save the file as a jpg and train on that (slow) we will have small images. So let's use fastai's `Image` to see what this really looks like (hint: it's the same dimensions as the underlying numpy array)" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "One more bit of bad news. The majority of our important spectrogram hyperparameters are inextricably tied to fourier transforms. So, before getting to play with all the hyperparams and train world class models in audio, we need a basic understanding of what fourier transforms are doing. " ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "## The Details" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "This is the point where we really start getting in the weeds. Spend time here if you're going to spend a lot of time in the audio world, but if you just have one project in mind, you might be better off just using the audio library to see if you can get good results first." ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "### Fourier Transforms" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "Remember a spectrogram is taking a complex signal (the raw waveform) and cracking it open so that instead of the amplitude of the signal at time t, we can see the magnitude of each frequency at time t. Behind this decomposition is the fourier transform. Because it is such an important operation in science, and also so difficult to wrap your head around, many other people have done a better job explaining it than I ever could." ] }, { "cell_type": "code", "execution_count": 4, "metadata": {}, "outputs": [ { "data": { "text/html": [ "" ], "text/plain": [ "" ] }, "execution_count": 4, "metadata": {}, "output_type": "execute_result" } ], "source": [ "from IPython.display import HTML\n", "HTML('')" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "Let's reboot our tone generator, add some signals together, and see if the fourier transform can take them apart for us." ] }, { "cell_type": "code", "execution_count": 40, "metadata": {}, "outputs": [], "source": [ "# Adapted from https://musicinformationretrieval.com/audio_representation.html\n", "# An amazing open-source resource, especially if music is your sub-domain.\n", "def make_tone(freq, clip_length=1, sr=16000):\n", " t = np.linspace(0, clip_length, int(clip_length*sr), endpoint=False)\n", " return 0.1*np.sin(2*np.pi*freq*t)" ] }, { "cell_type": "code", "execution_count": 41, "metadata": {}, "outputs": [], "source": [ "def add_3_random_tones(clip_length=1, sr=16000):\n", " tone_list = []\n", " for i in range(3):\n", " frequency = random.randint(500,8000)\n", " tone_list.append(make_tone(frequency, clip_length, sr))\n", " print(f\"Frequency {i+1}: {frequency}\")\n", " return sum(tone_list)" ] }, { "cell_type": "code", "execution_count": 42, "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "Frequency 1: 5224\n", "Frequency 2: 3582\n", "Frequency 3: 846\n" ] } ], "source": [ "sr = 16000\n", "signal = add_3_random_tones(sr=sr)" ] }, { "cell_type": "code", "execution_count": 43, "metadata": {}, "outputs": [ { "data": { "text/html": [ "\n", " \n", " " ], "text/plain": [ "" ] }, "metadata": {}, "output_type": "display_data" }, { "data": { "text/plain": [ "[]" ] }, "execution_count": 43, "metadata": {}, "output_type": "execute_result" }, { "data": { "image/png": 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\n", 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" ] }, "metadata": { "needs_background": "light" }, "output_type": "display_data" } ], "source": [ "display(Audio(signal, rate=sr))\n", "plt.figure(figsize=(15, 5))\n", "plt.plot(signal[200:400])" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "To use 3Blue1Brown's analogy, we've mixed together 3 colors of paint, and it seems impossible to separate them, but if we do a Fourier transform using `scipy.fft`. Don't worry about understanding the code below, you will not need to do manually Fourier transforms. The only things worth noting are that the FT output is complex with a real component and an imaginary one and we only capture the magnitude. Also, since our input signal does not have an imaginary part, the Fourier transforms output is symmetric and we are only taking the first half. " ] }, { "cell_type": "code", "execution_count": 44, "metadata": {}, "outputs": [ { "data": { "image/png": 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\n", 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" ] }, "metadata": { "needs_background": "light" }, "output_type": "display_data" } ], "source": [ "# Code adapted from https://musicinformationretrieval.com/fourier_transform.html and the original\n", "# implementation of fastai audio by John Hartquist at https://github.com/sevenfx/fastai_audio/\n", "def fft_and_display(signal, sr):\n", " ft = scipy.fftpack.fft(signal, n=len(signal))\n", " ft = ft[:len(signal)//2+1]\n", " ft_mag = np.absolute(ft)\n", " f = np.linspace(0, sr/2, len(ft_mag)) # frequency variable\n", " plt.figure(figsize=(13, 5))\n", " plt.plot(f, ft_mag) # magnitude spectrum\n", " plt.xlabel('Frequency (Hz)')\n", " \n", "fft_and_display(signal, sr)" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "And like magic, it spits out the 3 components we put in. This will work for arbitrarily complex signals. Even if we mix a bunch of frequencies together, when we break them apart with the fft, we can see each individual input. " ] }, { "cell_type": "code", "execution_count": 45, "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "Frequency 1: 2166\n", "Frequency 2: 6983\n", "Frequency 3: 2458\n", "Frequency 1: 3287\n", "Frequency 2: 5006\n", "Frequency 3: 2516\n", "Frequency 1: 2554\n", "Frequency 2: 2059\n", "Frequency 3: 3539\n", "Frequency 1: 645\n", "Frequency 2: 7750\n", "Frequency 3: 681\n", "Frequency 1: 7283\n", "Frequency 2: 4071\n", "Frequency 3: 4336\n" ] } ], "source": [ "for i in range(5):\n", " signal += add_3_random_tones(sr=sr)" ] }, { "cell_type": "code", "execution_count": 46, "metadata": {}, "outputs": [ { "data": { "image/png": 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\n", "text/plain": [ "
" ] }, "metadata": { "needs_background": "light" }, "output_type": "display_data" } ], "source": [ "fft_and_display(signal, sr)" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "Let's try a fourier transform on our example speech clip." ] }, { "cell_type": "code", "execution_count": 47, "metadata": {}, "outputs": [ { "data": { "image/png": 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iAQAAgNZHuG8heyqq9d7cTVHTXzZXwP7u8183eE7t/H/ZU1M1d8Ou5ikQAAAAWgThvgXs2lup+z5aqjs/WKztxRXh/c3VeF5UVtXgOSu2Fkdtr9xWoj98vKyZSgQAAICWQLhvAc9NWauCkoo6+5uyiBUAAABQG+G+BWSkmfZWVtfZT7YHAABAKhHu61FYWpmSx+ndNUMLNhbWPUC4BwAAQAoR7utRWR1M6DzXQBN8eVUg9v1I9wAAwMcqqgMqKm14LCBSh3BfDzNL6LzKQP1fAjbsLI25/+GxK5IuEwAAQHvx45fmaNhDE5rlsccv3ab84nJljRyrrJFjY56TnbtLp/9lkkrKO84XDMJ9PRLM9o02JjtPa5qwIm19cvKb53EBAEDbsnxLsVY3U55oqjnNNM32/I279fM3s3Xjq3PrPe/xz1dra1G5luQVNUs52iLCfSvbXVqlDTv2pvxxa1arBQCgowsEnW4bvUBLN/sz4F3x9DRd8uTU1i5Giyr2pv3eXFgW3nfk3Z/pxanros6raajtSB2hCff1SGY2m5z8EmWNHKsJy7Yl+RxOhQnMS5+sySvzU/6YAAC0R/M27NLHC7fo1rfm1zm2aVepNu2K3X22uTnn9OGCPFVUxx6bl4i9Fftm4wsmsEJ9e1NQUqHPlmwNb68t2KOisqqYXaerg05/+iy6y3M43PuvauIi3NcjmQGvNbPhjF+aZLiX9PXaHUndJxGvztigqgbGAgAA0BH84IVZcY+d/egUnf3olJQ9V3F5lWbkJPa5Pnllvn7z7iI9MXF1g+eWVwVifgn5RcQXlrfmbKxzn3iTerSEhiYcScRP/jVHt741P7xA54V//UrDHpygf8/PS+g5TKF035r10NII9/VI9Hdy6eZi/W7M4tB9knyOG1+do0fHr4p7fMeeuotfJSrR2X5qNPcYAwAAWlNkFw4pOhgecfdnevjT5Ul/dtZ265vz9aOXZmv33kq9Mn29skaOjTuYc4/X6v72rI0xj0c6+r7xOvvRKfrLuBX6z6It4f1z1+/r055Tq9/9sAcnaOiDocGsm3aV6t25DT9Pfb5aXaBlWxLv2rQmf0+Tnk+SNu0K/Z8Fg07zN+4O7/94YagOisvrriMUabr3Reunr8/zbbes2gj39Uh0BdnvPv910vepUV5V/5tIoAmX2E7648Skzu9Il6wAAB1P7c/UTyJCciDo9NL09XpjVm6jH39twZ5wmKwKBPX6zA2SFHOVeklK6xRqVSupiB1QC0srddQ94zRz7c7wvn9+tU6/fmeBpFCX4LKIFuk9FaHby7cU618z1quiOqjK6qCKy6t09qNT9PsPloRbwJ1zuurZ6coaOVa79ja8rk95VUA3vDJHVz49vcFzazQlw9S2MK9Q//33rxs+sR7feibxsrdnhPt6NOZ3MpW/yFLTAndFnNaH/JLYg22Xby1u/JMBANDO5MRoWf7jp8ujtv89P09TEhzHNj93X8uyTOrkXRKP91Ee2cC3LcZEGIvyilQZCOrvX+bEvP9FT0QPov1gfp6+/cx0XfH0ND3wn32vY9S4leHbG73puSevzNcibwaZDxdsjv+iPMVNHB/4/rxNdfbt3FPR4DiBmi8jP2lgVpxIHakLTiyE+3o0ZmBKsi33reGD7Ib/iAEA8LtEPrLveG+RfvKvxILlzogW8HkbdoeD6cqtsaepfMNr2ZekM0ZNijr29KQ1WrWtOOFy1lgSo+tJZFejbz8bar2+6bV54X21v9A0h2enRH9ByS8p18kPf6Ffj17QbM/51eqCZnvstoxwn2JfR1w6S4VYg3pfnbG+SY/ZkRZyAAA03ubCMt0+ekGTZnPpSCKv3t/61vxw2P/l23Vn6ZGiW/Qj2xOdc3pi4mr9+bOV3rG6WSCZ1unad5/ZxKwS2XfdOaeXpq3T7ga69lQHoguxc0/o/LGLt8Y6vUlqXu8Nr8xJ+WO3B4T7ejSmFb4wxUss743RD2/eht0xzkxcpxSPnM3bXarSyvoHtAAA2p+zH5msjxZu0bTV+2Z/qagOtJuw/8SEVSkbRBmrX/qMnB1Rn3/JXvFfHGdhpdoPE2tg6i9jTOsZz4KN0bnhuhfjzx7knNNHCzZr1rroLwA79ux7/ZsLy7S2YI+yRo7VqHEr9fDYFbrr30vCx1duK1Z27q6oiTpqd1sek50XdTvV03iu2hb7aklTB0y3B4T7erSF6WJ/8+6iOvtWNLFv/IvT1sU9ljVybMJ9C2uc9ciUDvvtGAD8qri8Kubn4IkPTdQwbwaWtiwQdHp6co6ufm5G3HMq40wZ/b1/fK2PF0Z3Ya09ScV7czfpRy/NjurSkqqr95Gz4UixB+ROSuKzel0Si2V+MH+zbn93oa6tNX3ot56ZFr7tnMIrvv7TWzRqr/clJ293qS57apq++/xMPf75vtkAq4PRdf3y9H29EP7f+4s0+O7P9HmSawXFs2DTbl36VOxFvV6P6ArlV4T7eqRiftamitV3Lpk/0livId5A2xofLYzdJ//NWbnKGjk2qpWi5rLg3CZeTQAAtC2R3T5qFlssLq9SaWWgwZne2oKaq+/VMb6hTFqxXZXVQb0wNXZj19wNu3Xb6IVxju3SqzPW684PQlNgR3YrmbkuNeH+0fErGz4pxVZ6/fvjLehVu9tQzUw/NdI6mQpKKnTWI/vWDPhixb4vIIWlVXFnDapxyxvZUduNzWF5u8riHnt8wqrw4N5rX5iprJFjk16jqK0j3Ndj4vLtrV2EOpL9RU/l95N7P1oqSXpm8r5BMUffNz58e0mcy4sAgPanvHJfgP9/74euIt/yena809uceLPXTV1doJtem6fHJ8RfY6bGp4u31Nn3vX/M1IMRM9E0NM96bTVTSq7eHrvbiCRtiTFzTnO77KlpKiqrUkbavtC+IU5jolPdwapBJ53ypy/iPn510NV7vLarnp2uI+7+LOHzE1VeFdTvxizW3opqzVoXWiPg5enxezS0R4T7eiQy72tLe2t2cgtQ7GmGvvDPf7k25v6aEfgAgPbvnMfqrtqaqpbpVJq0Yrvyi8uVNXKs3pu7b7rFeOH+eq8babxW+0i1u8He9e/FMc8LBF2Dk1VUe12A5ufu1lerC3TJk3W7jbR2j4FhD06IyhnxurY4V/eLz44GWuUTdc+HS7R8S7EW5RU1unt0zVWVRM+pWcXWLwj39Yj3O/X494a1aDkizY5YiS4R8abfqs/HC7fopXr65QMAMDXF0wxuKSxLekzZV14r/Ig/h6aRvPODxTrmvvG6492FuvHVpo8F+8+i6Jlc3plTd652KbS67fEP1D8OoSYor6qnxX7+xsLkCtgMtkZcNaioDio7t27ucHJ1AnEya+WUVcYfkP3W7I264ulpcY+nStQsPbWy/aptJTGv2rQXhHuPc67eX7ZI+/fs0sylifZejIUfElV7xp9EZ7V5eOyKRj9npEDQ1RmlDwBoO96clav/eWl2g+fVngv9+hRPpHDGqMm6/G/Jhbq7I2ZoqVFWFdC/F2xOyViwjXH6nzfG2oK9ysnfE9Wlp7a22D2kZjrOSO/O3RS1Mm4yfv5Gto65f3zDJ7agObUaTi99aqp+9fYCPTFxdczFt9o6wr3n71+u1TH3j4+ap/XCo/dvxRLtc+eYhi8vxbNoU2HU9gcRU081hXMuodV4n52co//6+9ean2TAf2Hq2nYxGwMAtHf3frRU03NCU12u2V6iyupgzAGGkbObpNqWwn0DIEvKq3TeY1OiZqvJzt2tuz9couciFkL664RV2lwYf+BkW3TRE1/Ve/yzJdsaHHTa0rJz635+T1uzI8aZiRmfohlxWsLTk9bod2MWhwcbtxfprV2AtuLVGRskhS5H9eneWZKUnha7D1aKp4lvVn8Zt1K3nHtEePvtOJcUkzVtzQ51SW/4u+GMtaE3gDHZeTrpsD4JP35NS0EgWHdEPgAgNXJ37hswef7jX2r9jr06e0j/hMNbeVVA5z32pd762ak6YkCPRpVhwrJtGhfxZSJ3Z6k27CzVbaMXam3+Hn21ZkdUQ9WZR/ZXYWll1OQOfpLMoNOW8tbs3NYuQrMrLq9Sr8yMmKvartpWoqMP6NUKpWqcDt9yXzPV1449oW/KNV1ggkGnG1+Nvdx0aw68qD33bSJqBug0pj9jjfW1Rszf/Ma8uGMSItVc6no7yYHANZJZgQ8AUFdRWZWqAkFljRyrrJFjoxZHjOxaUfM+n0yr7NH3jde24nJd+Nf6W6RrK68K6NQ/f6HJK7fr5jey9eGCfa30//fOgvDtpyfn1LkCffVzM+J+PqN53PPh0tYuQrMb+sAEbdxZqskr6s6UaO2pVVcdPNwvzivU0feN1xcRU17+6+sNkqSv1hSoJMnprZrT3opqjVvSuCWaZ+SEZjd4zXttjfFZrecurwrq6UlrGv149fkk4gtMW7s8CQDtzbAHJ2jIPePC25H9i1+elrquNsu2FClvd2nMxRA/WbRFz0R8ZuTtLtP24go9/Gnd8V3JrOUCpNI5j01RWqe60fj/3lmgn3gDtItKq1K+mm6qdahwf/0rc/TGrH2XlhZ4o9JjXYJJdHBtSznuD5/rF0ksNR2pZtW4N2cld1ltZMQ0UbHmuk3VSny1RbbanPf4l83yHADgZ845/eTVOTFnPvvJv+aGr+i+n6JxWJJ08+vZ4QWMfvKvudq0q1TnPTZFWSPH6v/eWaC/Tlytiuqaz9bQ86dywCqQClvijOOYsqpA24rKNeyhCfrLuBWtPm1pfTpUuJ+3YZc2RvQvrOnKXXtGmfzi8og3oPbvhfDS0Mm9ptER8wWn4opUVZxlvgEAqTUvd7emrCqIO/PZoLs+S/lg1NqPd/ajU7RhZ3R4f3rSGmWNHKunJ4X6y8daPRZoTfUN+K1ZzO3FFF7xag4dKtybopdPrkmstd9aRvx5kn773qLw9lEDowcJdcloX9WWnbtbRWX1L67RkPfmJda6U9/zRF4WjueLNrgqMAC0N9/7x8wGzzlz1OQWKEm056aEFkH8pBHjx4DWVjOrlNS2++G3r5TaRGamyEb6N2eGuqnEGuwZ+SXg6hMPjjrWo0u6PvjF6c1SxuZy9XMzGnW/tQV7lDVybHj71EF96z1/2IMT4q5gK0kbd8a/BOuc009fn5d8IQGgDdi5p0JLNxe1ynPv2FOhrJFjNWvdzjbfHxhA8+pg4T60qlqN+laJi7S+ILq/ef8eXXTy4fWH3BvPyEq6fM2p9mw3NY47qP6pnWovKPLMdSc2+FyPjF+pTbtKtTivsM6xN2ZtiHu/v8f5UnDTv5gVAUDbd+Yjk/WtZ6ZLCs1sljVyrH4Wp8Fi0ortyho5tkmLFBaVVunrnB0qKa/Sad4Krde+MEvTcho/BzmA9q9DzXNvkhoz/qFTrUsvAxJYofaA3pnJP1ErSG9gDvnK6uh+8l07pyX0uGc/OiXm/henrdc9Vx4b3nbO6Y73FkVNg1bbpFqzLjRGSXmVnpuyVndcfJQ6R8zPX1EdUCDo1K1z4/4UNheWqV/3zsrMSNPuvZXq1TUjal7+YNCpMhBUZkZi9QZ0dM45rduxt9FzpjfV9uJyvTkrV3dcfJSyc3fr5MP7hC+/5xeXq6wqoD7dO6tXZoaKyqrUKzNdZqb//ddclVeF3i+/Wl2gX3sTA0z0uhq+PH29DuydqSuOP1Dbisp102uh0H/nmMX67kmHJLSeR2lltd6fl6d5ubt1/emHx+1686u3Gzf5AgB/6Fjh3qxRo5u/eUhvvRujdWVgry7aXhx7qsbrRhymUePqLtmcShlppqpA9Ou54fTD9drMhmfFOeOIfvp67U4le/W2eyNDcKSabj6f/OpM3ffRUi3KS81l7MrqoMoqA+rdLSNq/y/fnq+xi0NTeX60YLNm3X1h+Njlf5umdQV79cx1J+rbww5K+jnPHDVZZw/pr3/8z8k68Y8Tde0ph2rUd4dKCo24v+ypqSour9b6v1zRpvvnAa2trDKgMdmbdN/HyyRJb9w0QmcPGRA+/vM3sjV+2TZtGHVlg4/16PiV+vuXazXy8qP184hF/CTp4U+X66Xp67X8oUuV1snUJT1NZZUB3TZ6gSZEjPmpWSDpV+cfqQP3y9TAnpkxuw0OO6S3DunTTZMjGiFueGVO1DmFpZX646fLJUknHLqfFtaat31M9ib94JTD4r6e4vIqTVmZr9tGLwzvq2/Nk5aYxvnGM7LCU0cDaFs6VLecTrZv8GxpZeJvft8ffkj49v4Rrfb1Bd2eXWIf+9bQA2PuP+eoAZp7z0UJl0mSrj89q86+B75zXEL3/dnZgyVJPzw1/gdKLJ1itC41lFnPPLJfzP3feXZGwsH+P4u26HfvL6p3FqOj7h2nYQ9NCG+v2V6iZVuKwsFekrYVl0sKtQ4+/+VarfO6XP06YvrNeApLK7W2YE94u+aL4rQ1O/T3L0NBYPTcTdpTUa35G3frjFGTVex9yFbUugJSUl6lTbtKWaQLvlBaWa3HPl+pvN31T2v4xfJQV5QH/7NMHy7Ik3NOnyzaomVbinTM/ePDwV6SnpuSoycmrpYk/fa9ReEZLLJzd0U9pnNOE5ZtU3UgqPzicq3YWhzu4jdq3EpljRyrP3+2InzuS9NDs1wce//n+sa94/X6zA065v7xUcE+0rNTcnTPh0vjjgdalFeksQ2sQXLCQxPDt2sHe0n6/QdLlDVyrJZtKdIv3sxWUWlVeMGprJFjNfSBCVHBvi3o36NzaxcBQBwdruW+ZtrLY+//POH7dUnf16ViSMTMOfU1enfqZOrXvbN27q0M7ztqYA89+8OT9NfvB/SNe8dHnX/GEf2UkbYvJf/pv76Z8Ipw91xxjP7kfXgl2jqc1b+7Noy6Ujn5exo+uQEnH9ZH83J3xz3+3A9P0n7dOkcNzE1WTfh+PztPI7L66o2fjgj/v2wvLtepXn9TKbRM9DcO6KmLn5wa87H++dVa/SXGVZW3Z29U/x6ddclxBygYdJq9fpeWby3WHz9drrsuPzp8nw2jrlRVIBg1+0/NDBCS9M0/1P3dOvq+8dow6ko55zRq/Er986t9c08n0hLZ1o3JztNZR/ZPuDvay9PXa+LybZq1bpfm3nNRQl3dgkGn7I279eGCzbrlnMHq272z8ksqku6+UVEdiPqbRmKccxp012eS6v7O1ryfvjJ9g0Z993jdNnqhenfN0Ae/OF25O0t14mF9NH7pNt394RJJ0qszNkiS9lYEdO9Hsd/nZq3bpVnrdtVZLO+7z8/UGzeN0I9fnqN7rjhGT36xWqUNTPP7wtR14SmBa7s/4gtFa7vy6VB//XFL40/F1xa8/bNTtWxz41Y7B9qL/j26aMee9rmQZpPCvZldJulvktIkveScG5WSUjWTxva5l6QRWX01N3eXnvzBCeF9DXXxmXnXhZqwfJv+OmG11u/YG+7rbdoXwHtlpuvXFwzRTWcNimoVv/aUwxoM96cN7qeXp6/X0EN6J/16alrAk+mm9OQPhkmSpvy/8/TIuJXhlrT0NNMVxx+gz5bE/kDar1uohefg/bo2OK/yjJEXNDg925wNu3TF36bplRtP0bmPfVnn+KVPTdWKhy6Le/9YwV5SOHj07d5ZuyK+lNW+T2O/pGSNHKsj9+9R5wtVaWV1uM//+KVbNah/Dw3Zv0fMqySpUFpZrW1F5RocEYojX9Osuy6MG9J37a3UXf9erMu+eYCuOP5Arc3fq7s/XFKnNfLhq7+pc4YM0GH9umnp5iIduX8PZWakafScjeqRmR7uoiBJp/zpC3146xkaPKCHenfN0N6KahWUVCirf/fwOTn5e3TRE/uWt4+c4Wr23ReqX/fOSk+LvhDpnNPouZsUCDp175Kmw/p21+8/WKyc/D16+2en6owj+mvN9hL999+/1q3nH6lfnHdEeJaRTp1Ma7aXaE9FtXpmpmvBxkJ9b/ihSdTyPp8t2aqhXteNGTk7lJnRSUcN7KnjH5igEYP66r1bQjNvlVcFdM0/vtZL15+iA3pnKnfnXp372Je65dzB+tX5R6pnZoZenLpOlxw3UBOXb9fDY1co50+X63djFuvYA3vpZ+cM1nNTcjRiUF/tKKnQNw/urTdn5+rjBVv06DVDtX7HXt1wRpbydpdqv26d9XXODt38RrbuuPgo/eTMLHXNSNPMdTv1u/cX6+TD++jW849QSXm1enfN0JbCsnAfcSn0+3LqoL7q3TUjqsW7rCoQbmEuKqvSRU/E/oJdI16wb8iPXw51e6lp1EDLOuOI/spI61AX/hPWo0u69lS0ndXt/WbOPRdqxJ8m1dk/7JDeKeviW+P4g3tpyqq6i5y2B9bYFbbMLE3SakkXS8qTNFfSdc655fHuM3z4cDdvXutNdTj84S90yXED9ef/Oj6pgBavZfXcx6Yod2ep3v956MM5cnBT5H2Ky6s09IEJevq6E/WdYQepOhDUkfeMUyeT1v0l+rHLqwJK72RKT+vUYBk3jLpSRaVV6t0tQ5sLyxQMOh3at5s27SrVP6eu1XUjDtMPX5wdc+75VQ9fpi7pacovKQ//oQzZv4fW1NOS/8Ud5+jI/XuGt2vKd/GxA/X7y74R94O8pi5qXncs7/zsNH3z4F7qmZnRpBZ+P3ryB8P0m3dD6y48+8MTdfGxA5VmppXbSrQor1DHHNhLxx/cWxlpnVRSXqX5Gwu1pbBMb8/eqP/8+iwNf3iiKquDOnVwP5WUV2nWul0NPCNiyczopC/uODe8Amek4YfXvXp1wdH7q3Nap3oXRAHam2l3nq9D+3aT1PiGjpZw8bEDw4OZJenB7xyn3J2lOrxfN/3hk31Xa5K5Sp6I2XdfqN5dM3T0feMbPtlz5dADo7qPxjOgZxcVlNRtST6gV6a+cUBPfbV6XxCdduf54YktBvXvHnfGvFSZc/eFGvHnuqG7ISv/eFlCdfXQVcfpW0MPUt/unbW3olrH/eFzXX/64br0uAP0o5dm658/Plm3vJEtSRr7f2fpJ6/OVX5EXX38yzN1VZJTgv/t2hPq7Q7X2lfdzSzbOTc81rGmtNyPkJTjnFvnPcloSVdJihvuW1tVIKjPl26LOa99PP++9Yy4x4bs30O5O0t1WN9uGtgrU8MO6a2+3TvrpRtOiTqvV2ZG1C9BTdeZPt3q9llMdlaVmsGjB+/XNbzv0L7d9PDVx0uSFv3hkqg34B+depgevvqb4TLs3zNTX/3uPL32da5uPf8ITVy+XbPW7dTHC+sO1hrUP7r7Q00r9KPfHao+3Rvuf5me1kkbRl2p/OLyOm8CIwb1TWi2iI6oJthL0q/ebnhsQKTI//uJLBDWJOVVwZjBXlLMbmmTUzDLE9Acsvp1q7NybDwzRl4gk3SGd0X1oIjPmtf+d0SdwcNN0Tmtk977+em6+rkZOnVQX81eH90QMe62s8PTM3fNSFNZVUDz7r1I2bm7dcsb2XrzplP1Py/PliS9eP1wzVy7U1+uytc/p67T8Kw+uuGMrKgAfNJh++lHpx6uez5cqmtOPkSPf2+Yrnn+66i/5yP376GhB/fWjLU7oibQ+Ov3huny4w/Q1NUF+vmbodmJHvj2sRrYK3TVc/59F2vZliK9PH29Rv33UG3aXarXZ+Yq6FxUkJ/823P1+bLtGrt4q245Z7CuPvFgPTN5TfhK+KTfnqspK/P1xqxcffW78+t8ofr012fpqIE9NXv9zvBru+XcwTq0bzf988cn66iBPXV4324afPdnUfd75LvHa3FekUrKq8MLij3w7WN11MCe2r9Xl6jGugN7Z2prUXl4+9bzjlBZVUDvzt2k0sqA3v7pqVGPHdnYsfbPV6iyOqhj7q8b4Af1767MjDT9+oIj9czkHF1/+uHq272zfn3BEB3hlTf73ov05Ber9YNTDg13p+zeJT0qU6350+XKSOukaXeer427SnXcQb319cgLtLcioLkbdmnKqvyo39sv7jhHB/Tuqvs/Wqp7v3WsTNKKrcU6bXC/cD39+LTDddUJB+vbQw/S81+t1WOfrwrf/8YzsnTzOYPrvJ62pCkt99dIusw591Nv+8eSTnXO/arWeTdLulmSDjvssJNzcxueyaW5XPrk1Lhz2x+8X1eNu/1s9crM0A9fnKWv1+7U7RcN0e0XHRX38fZUVGvhxkKdNaR/0mV5e/ZGnXlkPx3er3vcc+79aInenLVRd172DZ0zZIAmrcjX05PXaECPLvrp2YP007MT++Uav3SrJi7P1wfz87T64cujpoKMxTmnp75YoxGD+upHL4XeKP/8X8c3OPh2zvpdys7drZ+fO1jf/+dMzd2wW2P/7ywdd1DdbkPvzNmobp3TdNvohRp982k6bfC+QbfBoJOZtKWoXJNXbI8aZFefeK0fRx/QUwUlFRrzizP01wmr9OnirUl9uAFofp3TO9WZerep+nTL0O7S0JXLoYf01uJ6Ltsf1rebLj52oD5asFk791aGZsA6bD/d9Npcjcjqp1+ef4ROfvgLfX/4IeEVux+9ZqjuHLNYUigEPvLd4/XK9A0au2SrHr76m3o/O0+LvC5rt104RH/zxg88+J3jtGlXaXhwb33OHtJf3xp6oH7/wRIdd1AvjRjUV2cP6a+vc3Zq3Y696mSmL1aEvrg/fd2JOqBXpqqDQf3wxdB7d6/MdJ1+RD/94dvHKTMjTVWBoPr36KJ/fLVWb8/eqGl3nq9OnUxjsvO0vbhcPzr1MGVmpKm0MqDtxeU65sDQWij5xeXar1vnOp8fwaDTExNX64YzslRcXqUBPbvotRkb1Kd7Zx19QE8Fgk4nHLafduyp1PItxVqyuUiLNhUqJ3+PPv7VmZqRs0MfzN+sF358sqR9DVyFpZX61jPT9ewPT9KsdTu1fEuxnr7uRF393AwN6NlFL14f3WC5vbhcA3tlavfeSpVWBcINXs457dpbqX49uoS3Hxm/SteecmhU178aVYGgAkGnkvJqVQaCUQ1n5VUBLdlcpJ6Z6frGwJ7hRrLK6qDemJWrG04/vE73wFh++94ifTA/T2v/fIXSOpmCQadV20vCdR0IOl359DT94dvH6fQjoiek2LSrVGmdTKu2lejI/XuEr6LUmLq6QKcf0a9Ot6n84nJNWpmvS487QPkl5Tr6gH1r3Lw9e6M27irVyMuPDu8rLK1UaWVARWVVOvqAnrrptXmavDJff//RSbri+APDZflk0Rbdet4RCjrp529m6+ZzBuuUrL4aPWejZq3bqaeuDa2Ns3RzkXburVRpRbVmr9+l84/eX+ceNUDx/PffZ+iGM7J01QkHxz0nWeVVAXVJ71Tv2MSHP12uSSvzNf72s+uMzQoEndbv2BPVg6E11ddy3+zhPlJrd8spLq9S3q6y0DzF3TKi+hyjfam9AmPt/ulVgWCj+4QGg04B51Lap7Tm76z2m4pzTuVVwfD6AdWBYNSHQ839Al6ZnJOCzqm4rFq9uqYrMz1NFdVBOTkFgk6ZGWkKOqfC0ir17pqhaq+eMtM7qbQqoEDAqU/3zioqq1LPLul16s05F1VG55yqAk5BF/oxmbp2TkvoTbKotEpdO6eFw0Dka3FSuH6dcyoqq1L3LulRdR4MhvZ365IW8022rCqg7l69VQVCr1+SAs6pe+dQOOnWOS1mGZ1XR326d1Yw6NSpkykQdOpkof+j8qqAOqd1UmUgKOf2re9Q8xpKKwPqnN4p9FpcaFraWH3+JakyEFSX9DTtqahWt4w0BZzTjj0VOrB3KDRUVgdVVBb6/4r3xTve70+N8qpAVDlr6k+K/tuoWXehKhBU9877/v+dc6qoDqqTWZ0yVAWC4YkIYg1Erv072xzKKgMx6zgRzvu7aa4xLMkIer/79V2l3L23Ul07p7E2BoB6NVe4P13SA865S73tuyTJOfeXePdp7XAPAAAAtHf1hfumNLfMlTTEzAaZWWdJ10r6pAmPBwAAAKAJGj2g1jlXbWa/kvS5QlNhvuKcazsTBgMAAAAdTJPmuXfOfSbpswZPBAAAANDsWIUCAAAA8AnCPQAAAOAThHsAAADAJwj3AAAAgE8Q7gEAAACfINwDAAAAPkG4BwAAAHzCnHMt92RmBZJyW+wJY+svaUcrl8EPqMfUoS5Tg3pMHeoyNajH1KAeU4e6TI22UI+HO+cGxDrQouG+LTCzec654a1djvaOekwd6jI1qMfUoS5Tg3pMDeoxdajL1Gjr9Ui3HAAAAMAnCPcAAACAT3TEcP9CaxfAJ6jH1KEuU4N6TB3qMjWox9SgHlOHukyNNl2PHa7PPQAAAOBXHbHlHgAAAPClDhPuzewyM1tlZjlmNrK1y9MWmdkrZpZvZksj9vU1s4lmtsb7t4+338zsaa8+F5vZSRH3ucE7f42Z3dAar6U1mdmhZjbFzJab2TIzu83bT10mwcwyzWyOmS3y6vFBb/8gM5vt1de7ZtbZ29/F287xjmdFPNZd3v5VZnZpK72kVmVmaWa2wMw+9bapx0Ywsw1mtsTMFprZPG8ff9uNYGb7mdkYM1tpZivM7HTqMjlm9g3vd7Hmp9jMbqcek2dmv/E+a5aa2TveZ1D7fJ90zvn+R1KapLWSBkvqLGmRpGNbu1xt7UfSOZJOkrQ0Yt+jkkZ6t0dKesS7fYWkcZJM0mmSZnv7+0pa5/3bx7vdp7VfWwvX44GSTvJu95S0WtKx1GXS9WiSeni3MyTN9urnPUnXevv/IekX3u1bJf3Du32tpHe928d6f/NdJA3y3gvSWvv1tUJ93iHpbUmfetvUY+PqcYOk/rX28bfduLp8TdJPvdudJe1HXTapPtMkbZN0OPWYdN0dLGm9pK7e9nuSbmyv75MdpeV+hKQc59w651ylpNGSrmrlMrU5zrmpknbV2n2VQm/A8v69OmL/6y5klqT9zOxASZdKmuic2+Wc2y1poqTLmr3wbYhzbqtzbr53u0TSCoXeOKjLJHj1scfbzPB+nKQLJI3x9teux5r6HSPpQjMzb/9o51yFc269pByF3hM6DDM7RNKVkl7ytk3UYyrxt50kM+utUIPSy5LknKt0zhWKumyKCyWtdc7linpsjHRJXc0sXVI3SVvVTt8nO0q4P1jSpojtPG8fGjbQObfVu71N0kDvdrw6pa4jeJfqTlSo1Zm6TJLXlWShpHyFPmzWSip0zlV7p0TWSbi+vONFkvqJepSkpyTdKSnobfcT9dhYTtIEM8s2s5u9ffxtJ2+QpAJJr3rdxV4ys+6iLpviWknveLepxyQ45zZLelzSRoVCfZGkbLXT98mOEu6RAi50zYnplRJkZj0kfSDpdudcceQx6jIxzrmAc+4ESYco1PpxdOuWqP0xs29JynfOZbd2WXziLOfcSZIul/RLMzsn8iB/2wlLV6gb6PPOuRMl7VWo+0gYdZk4ry/4dyS9X/sY9dgwb0zCVQp96TxIUne14ysXHSXcb5Z0aMT2Id4+NGy7d8lO3r/53v54dUpdSzKzDIWC/VvOuX97u6nLRvIu10+RdLpCl5HTvUORdRKuL+94b0k7RT2eKek7ZrZBoS6JF0j6m6jHRvFa+OScy5f0oUJfOvnbTl6epDzn3Gxve4xCYZ+6bJzLJc13zm33tqnH5Fwkab1zrsA5VyXp3wq9d7bL98mOEu7nShrijXrurNClq09auUztxSeSakbN3yDp44j913sj70+TVORdAvxc0iVm1sf7JnyJt6/D8PrdvSxphXPuiYhD1GUSzGyAme3n3e4q6WKFxi9MkXSNd1rteqyp32skTfZarD6RdK03u8EgSUMkzWmRF9EGOOfucs4d4pzLUui9b7Jz7keiHpNmZt3NrGfNbYX+JpeKv+2kOee2SdpkZt/wdl0oabmoy8a6Tvu65EjUY7I2SjrNzLp5n+E1v4/t830ylaNz2/KPQiPEVyvUZ/ee1i5PW/xR6I1hq6QqhVpVblKoD9kkSWskfSGpr3euSXrOq88lkoZHPM7/KjSIJEfST1r7dbVCPZ6l0CXQxZIWej9XUJdJ1+NQSQu8elwq6X5v/2CF3ixzFLoE3cXbn+lt53jHB0c81j1e/a6SdHlrv7ZWrNPztG+2HOox+fobrNBMGIskLav5LOFvu9H1eYKked7f+EcKzdJCXSZfj90VajXuHbGPeky+Hh+UtNL7vHlDoRlv2uX7JCvUAgAAAD7RUbrlAAAAAL5HuAcAAAB8gnAPAAAA+AThHgAAAPAJwj0AAADgE4R7AGhFZhYws4URP1mtXaZUMbMTzexl7/aNZvZsreNfmtnweu4/2syGNHc5AcBP0hs+BQDQjMqccyfEOuAtpmLOuWDLFill7pb0cBPu/7ykOyX9LDXFAQD/o+UeANoQM8sys1Vm9rpCi6kcama/M7O5ZrbYzB6MOPceM1ttZtPN7B0z+3/e/nCLuJn1N7MN3u00M3ss4rFu8faf591njJmtNLO3vC8WMrNTzOxrM1tkZnPMrKeZTTWzEyLKMd3MhtV6HT0lDXXOLUrgNX8n4srFKjNb7x2aJumiiOXfAQAN4A0TAFpXVzNb6N1eL+k3Ci1ZfoNzbpaZXeJtj1BodclPzOwcSXslXavQKp/pkuZLym7guW5SaLn5U8ysi6QZZjbBO3aipOMkbZE0Q9KZZjZH0ruSfuCcm2tmvSSVSXpZ0o2SbjezoyRlxgjxwxX6chLpB2Z2VsT2kZLknPtEoWXbZWbvSfrK2x80sxxJwxJ4bQAAEe4BoLVFdcvx+tznOudmebsu8X4WeNs9FAr7PSV96Jwr9e73SQLPdYmkoWZ2jbfd23usSklznHN53mMtlJQlqUjSVufcXElyzhV7x9+XdJ+Z/U6hJev/FeO5DpRUUGvfu865X0W81i8jD5rZnQrVx3MRu/MlHSTCPQAkhHAPAG3P3ojbJukvzrl/Rp5gZrfXc/9q7et2mVnrsX7tnPu81mOdJ6kiYldA9Xw+OOdKzWyipKskfV/SyTFOK6v13PUys4skfU/SObUOZXqPBQBIAH3uAaBt+1zS/5pZD0kys4PNbH9JUyVdbWZdvf7t3464zwbtC9zX1HqsX5hZhvdYR5lZ93qee5WkA83sFO/8nhH931+S9LSkuc653THuu0Jet5uGmNnhkp6T9D3nXO0gf5Tqdu8BAMRByz0AtGHOuQlmdoykmd4Y1z2S/sc5N9/M3pW0SKGuK3Mj7va4pPfM7GZJYyP2v6RQd5v53oDZAklX1/PclWb2A0nPmFlXhVrQL5K0xzmXbWbFkl6Nc9+VZtbbzHo650oaeJk3Suon6SPvNW5xzl1hZgMV6qazrYH7AwA85pxr7TIAAJrIzB5QKHQ/3kLPd5CkLyUdHW+qTjP7jaQS59xLjXyO30gqds693OiCAkAHQ7ccAEBSzOx6SbMl3dPAHPzPK7ovf7IKJb3WhPsDQIdDyz0AAADgE7TcAwAAAD5BuAcAAAB8gnAPAAAA+AThHgAAAPAJwj0AAADgE4R7AAAAwCf+P7NV/Ag5l1C9AAAAAElFTkSuQmCC\n", "text/plain": [ "
" ] }, "metadata": { "needs_background": "light" }, "output_type": "display_data" } ], "source": [ "y, sr = librosa.load(example, sr=16000)\n", "fft_and_display(y, sr)" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "This signal looks impossibly complex, even when decomposed, but that's because we are adding up the energy at each frequency for the entire 3 seconds of the clip. Looking at the above image is the same as listening to a 3 second clip in an instant. We've lost our time component and are now purely in the frequency domain. \n", "\n", "To illustrate the limitations of the fourier transform in a different way, let's take two 1s long signals, s1 and s2, and add them so we have a new 1 sec long clip, and then let's take those same 1s signals and concatenate them, so that we have a different 2 second long clip composed of 2 distinct signals. " ] }, { "cell_type": "code", "execution_count": 48, "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "Frequency 1: 5792\n", "Frequency 2: 1347\n", "Frequency 3: 1884\n", "Frequency 1: 6416\n", "Frequency 2: 2966\n", "Frequency 3: 6848\n" ] }, { "data": { "text/html": [ "\n", " \n", " " ], "text/plain": [ "" ] }, "metadata": {}, "output_type": "display_data" }, { "data": { "text/html": [ "\n", " \n", " " ], "text/plain": [ "" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "s1 = add_3_random_tones(sr=sr)\n", "s2 = add_3_random_tones(sr=sr)\n", "s1_plus_s2 = np.add(s1, s2)\n", "s1_then_s2 = np.concatenate([s1, s2])\n", "display(Audio(s1_plus_s2, rate=sr))\n", "display(Audio(s1_then_s2, rate=sr))" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "Now let's look at their Fourier transforms. Even though the signals are totally different, their FTs are the same. " ] }, { "cell_type": "code", "execution_count": 49, "metadata": {}, "outputs": [ { "data": { "image/png": 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\n", 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\n", 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" ] }, "metadata": { "needs_background": "light" }, "output_type": "display_data" } ], "source": [ "fft_and_display(s1_then_s2, sr)" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "Most everything we are interested in for deep learning, noise, speech, music...etc is going to have frequencies that change over time. In speech that means from phoneme to phoneme and word to word. If we just add it all together we get a meaningless jumble of information. \n", "\n", "Remember that the end result of our spectrogram had both time and frequency information. The color of the image at pixel (x,y) represented the magnitude of frequency y at time x. The raw signal/waveform has all time and no frequency. The fourier transform has all frequency and no time. We need something in between. \n", "\n", "What we really want to do is compute the fourier tranform at different points in time so that we can see the breakdown of frequencies of the sound at that time. The way to do this is through the short-time fourier transform, or STFT we saw earlier. " ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "### Short-Time Fourier Transform" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "The main idea behind the short-time fourier transform is that, instead of doing an FT on the entire signal, we break the signal up into chunks, and compute the FT of each chunk to see how the frequencies of the signal are changing over time. \n", "\n", "The demonstration below allows us to distinguish between the signals above in a way that a normal fourier transform could not. Don't worry about understanding code here, we will break it down later to learn what everything does." ] }, { "cell_type": "code", "execution_count": 51, "metadata": {}, "outputs": [ { "data": { "text/html": [ "\n", " \n", " " ], "text/plain": [ "" ] }, "metadata": {}, "output_type": "display_data" }, { "data": { "image/png": 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" ] }, "metadata": { "needs_background": "light" }, "output_type": "display_data" } ], "source": [ "def stft_and_display(signal, n_fft=512, hop_length=128, to_db_scale=False, n_mels=128, mel_scale=False, \n", " top_db=80, show_shape=False):\n", " stft = librosa.stft(signal, n_fft, hop_length)\n", " real_portion = abs(stft)\n", " if(mel_scale): real_portion = librosa.feature.melspectrogram(S=real_portion, n_fft=n_fft, n_mels=n_mels)\n", " if(to_db_scale): real_portion = librosa.amplitude_to_db(real_portion, top_db)\n", " if(show_shape): print(\"Shape: {}x{}\".format(*real_portion.shape))\n", " plt.imshow(real_portion)\n", " plt.show()\n", "display(Audio(s1_plus_s2, rate=sr)) \n", "stft_and_display(s1_plus_s2)\n", "display(Audio(s1_then_s2, rate=sr)) \n", "stft_and_display(s1_then_s2)" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "To understand exactly what is happening inside the STFT, let's start playing with our first spectrogram parameters, n_fft, and hop_length. " ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "### n_fft and hop_length " ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "The best way to understand what changes will happen as you mess with these variables, is to mess with these variables and see what happens. First at a base level by looking at the spectrograms and trying to understand and then actually try training one of the audio datasets, but seeing how changing a variable like n_fft or hop_length (while keeping everything else the same) impacts training, in the same way that you do with normal ML hyperparams like learning rate or image_size." ] }, { "cell_type": "code", "execution_count": 52, "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "n_fft = 100\n" ] }, { "data": { "image/png": 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\n", "text/plain": [ "
" ] }, "metadata": { "needs_background": "light" }, "output_type": "display_data" }, { "name": "stdout", "output_type": "stream", "text": [ "n_fft = 600\n" ] }, { "data": { "image/png": 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\n", "text/plain": [ "
" ] }, "metadata": { "needs_background": "light" }, "output_type": "display_data" }, { "name": "stdout", "output_type": "stream", "text": [ "n_fft = 1100\n" ] }, { "data": { "image/png": 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la1sSA1yXh1R6FpeB2sMi6VpJu0PVhe39/0Xl73+3pAOSnuual0yFCEkXSXpM0i5Jz0u6rbY2mlltN6AFvAS8DxgBngYuXeY2/BpwOfBc17wvAdvD9Hbgi2F6C/AvlFV7rwSeWIb2bQAuD9MrgReBS+toY91h+TDwg67HtwO319COjaeFZTewoes/a3eY/nvgpvmet4xtfQi4po421r0Ziqq4UIMlVYgYFEkbgQ8CT9TRxrrDkjwrv5617zJKWgF8C/ismR3uXrZcbaw7LKlWXEiqQoSkYcqg3Gdm366rjXWH5Ulgk6RLJI0AN1JWYahbMhUiVFYk+DrwgpndWWsb6xzghgHYFsoR/kvAn9Tw/t8A9gMzlNv3rcA6yjp5e4B/A9aG5wr429DWZ4HNy9C+j1JuYp4Bngq3LXW00Y/gumh1b4ZcRjwsLpqHxUXzsLhoHhYXzcPionlYXDQPi4v2/+leIuT0opyMAAAAAElFTkSuQmCC\n", "text/plain": [ "
" ] }, "metadata": { "needs_background": "light" }, "output_type": "display_data" }, { "name": "stdout", "output_type": "stream", "text": [ "n_fft = 1600\n" ] }, { "data": { "image/png": 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\n", "text/plain": [ "
" ] }, "metadata": { "needs_background": "light" }, "output_type": "display_data" } ], "source": [ "for n_fft in range(100, 2100, 500):\n", " print(\"n_fft =\", n_fft)\n", " stft_and_display(s1_then_s2, n_fft=n_fft)" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "The n_fft is making our images taller, and more spaced out, but the bars for an individual frequency remain the same size. Thus when we increase n_fft in our stft, we have more resolution in the frequency dimension, and can distinguish between more possible frequencies. If we set the n_fft too low, they all get smashed together. Let's try again with our real world speech data, this time narrowing the range to lower values so we can more easily see the impact" ] }, { "cell_type": "code", "execution_count": 53, "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "n_fft = 50\n" ] }, { "data": { "image/png": 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\n", "text/plain": [ "
" ] }, "metadata": { "needs_background": "light" }, "output_type": "display_data" }, { "name": "stdout", "output_type": "stream", "text": [ "n_fft = 250\n" ] }, { "data": { "image/png": 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\n", "text/plain": [ "
" ] }, "metadata": { "needs_background": "light" }, "output_type": "display_data" }, { "name": "stdout", "output_type": "stream", "text": [ "n_fft = 450\n" ] }, { "data": { "image/png": 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\n", "text/plain": [ "
" ] }, "metadata": { "needs_background": "light" }, "output_type": "display_data" }, { "name": "stdout", "output_type": "stream", "text": [ "n_fft = 650\n" ] }, { "data": { "image/png": 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\n", "text/plain": [ "
" ] }, "metadata": { "needs_background": "light" }, "output_type": "display_data" }, { "name": "stdout", "output_type": "stream", "text": [ "n_fft = 850\n" ] }, { "data": { "image/png": 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\n", "text/plain": [ "
" ] }, "metadata": { "needs_background": "light" }, "output_type": "display_data" } ], "source": [ "y, sr = librosa.load(example, sr=16000)\n", "for n_fft in range(50, 1050, 200):\n", " print(\"n_fft =\", n_fft)\n", " stft_and_display(y, n_fft=n_fft)" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "Since real speech has more frequencies, having too low an n_fft causes us to lose info about which frequencies are present. It looks like around an n_fft of 350-450, we aren't losing any info, but if we reshape the data to mimic human hearing, converting again to the mel scale for frequency, and decibels for loudness, it becomes clear we weren't getting the whole picture (and neither was our image classifier that will be learning from these spectrograms)" ] }, { "cell_type": "code", "execution_count": 54, "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "n_fft = 50\n" ] }, { "name": "stderr", "output_type": "stream", "text": [ "/home/harry/miniconda3/lib/python3.8/site-packages/librosa/filters.py:238: UserWarning: Empty filters detected in mel frequency basis. Some channels will produce empty responses. Try increasing your sampling rate (and fmax) or reducing n_mels.\n", " warnings.warn(\n" ] }, { "data": { "image/png": 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\n", "text/plain": [ "
" ] }, "metadata": { "needs_background": "light" }, "output_type": "display_data" }, { "name": "stdout", "output_type": "stream", "text": [ "n_fft = 250\n" ] }, { "data": { "image/png": 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\n", "text/plain": [ "
" ] }, "metadata": { "needs_background": "light" }, "output_type": "display_data" }, { "name": "stdout", "output_type": "stream", "text": [ "n_fft = 450\n" ] }, { "data": { "image/png": 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\n", "text/plain": [ "
" ] }, "metadata": { "needs_background": "light" }, "output_type": "display_data" }, { "name": "stdout", "output_type": "stream", "text": [ "n_fft = 650\n" ] }, { "data": { "image/png": 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cZCFceHQZGXxJLgT3M3tzwvdiJ5lrmMkuwAySIcdatsajfK3sCEYIFSfYJxay2AGUD5nuWjJ4TMbUgThoqttM91Thlwm31dhWFiWYsEw1ZeF5gjKSDP7qQbarx0XHzzPhPLB4umdWjsyLkYXrmbuBuR0pdKDRI6WWYGNUQr9XdU4o4lQN+8s/MyqhVSJlfXrP8Xf8VDB5Ny74U/uc+8ozjgZrE+ZlImeFDppuVsrFRPVYLCwj9Wyk21RgMt1HHjTMrw7Mq4FlMXBetczMSGkChQ6UOmBIaCWZapxSNjfhdsfX/nz7jPXVjBA0JIWbjSgF/aWFrMgZnjzZ8snyQZ6fTliVcDpyCAVfb895Vy4IXgsWC+i5R+uMtZGPL9c8rXekrOQ+m4G5HZibnoXuafRAMZ1TRNMnR0RjSBiVTucbs8KojJmqjMf36KmIZMj4bBizwWdLm0r6bGljSULRxoIuFnTR8at0SUia2np8MjTA4C3tUFDVI85ENn2FM4kxGHwwWBMxJtHPBX5jMOiZx68M48KQXRKoy0sGbFuZp8lCfZtl3h9RviJR1p4BSIVlPOe0KJpOnaBO2clmFq8Ch2tLaCSJUtMuVQcJ/LYVmPRYjLWdxIRYPkK+yYFtZQcQKnA72RWYMYNSp5+7vSR9ySrOfzly97uFJH8GzCC4vxkz5UauSfvH8f9XHb8VwT07g+0SKmVCbUgv5iQ3YcaNpbrpSbZGj5LxMWHh1ZBxbSLMDKGRTB4yxS7hZ/pUcLVdIlk1ZccS1LNWzP7sLShFmF3Ldhkl27ubQHWn2PzAoVKWxeCQiM7IQ7OyettBdgTukIm1JiwSL5Z7/tHVV/AMVrbjo+KeXaz5490n+GhQKlPoSDdr6a4cpQ0choL1/Yx4PU2erZPawUwoAU+eb/jh2R3jp4aUNZX17H3J3A2EpOmjowuO1jtu7pak3qDLiNLQ7xzlRYcxie5Q0h+s7EaiIheJUWe6vZ0YKrJN0X7CkEcj2WmjGC6iFJCCwDzZQWgSLAO28pzPe4xOHIaC8K/OCPNM+1yyY3tQdM8y8dJzfrnnHz37mt+ZveaZ3bAwHTM1UimPU5FKRZxKODJumpAGOJYz3ifq/GUe719+X8zgUfTZsEsFX4zXnNmWOz9j52V1qo0noTiEgu1VhU+GIVjGaMhZYXRCqUyMGmPk3zkrfv/6Nb+7eM2121Kp8RT83KnwAn12xKwoVKTSnkp5NIk+O96EM7roODwvuN3P2G1rZvXIqu5JWdF5R+8tF3XL7y+/46nbnILxIZW89mfM7MhVc8BHw0NfE5NiWQ3EpBmj4afLG/7+/Buu7ZZGDcz0wEKPVCpSqYw7nSe02XDIFp8NTkUKkjwHlTB8P4jEKVLGrEjT/fXZEFH02dFnh8/fDy0xa9ax4arcs/Y1AE4lfNbc1TNCMpyXLdfljpA0pQ7c+RlvuyUha768v4B5QBmhn9SzkdEm9kE+S40KPWjCTOC10+5Yy6JX3U9Mo9YyHpknelrBtUCaWcu4ru4EynWHjG9klKUCTCcBNlbAlNS5QyI0Rmp2U60GHgvpkuVPgTwLeqDb6f9IQPczNUG2U3JZQ3cp9y8r2Q1oz4nUEUo518U3gd90/JYEdy0rUXiEQtwuojOERmMGy+yrPcN1Q3Yat/FUVmH6hA6Z4UyCkxkzOkxZ6DpgO00stSwcMaNiRo8Rv3DESjP84AqAWGqSlZXaHRL2EIiloXkXmZJIVMg0N55UCI4tL0KxmzJsB2o18mK24feaV3zmbqmUZ5sq/jTM2YwVYZp0vU5c1i3XjWRVr/MSUyRmMwmQe10Ro6aqPHU58nuXb/ij5Zc8sVJBMWSckhNLU4gbs+FdWPL1s0vWvmZpe1a2I2bNPpZ81V6wHSsKE+mCIySNj4Z1W7N62VGYyBgNb96tCJsCVURcFShWHcNTiwNi1KSZIt4LLnt5tePj5QOfzB44ty3bUPHH9x/z7c8kC7M6sTtUjAeHGrVAFyqztD0v3AOXZo9TETMFvPhell2pQKkiRv272ckxqHzvtff+L5mxOn2ez5Z1atjEGT7LAqlVZkyGXRDgcoyWmDVDsIQk9zRETe+tQAIqE7wRzNhFLoqWK7ujUIH7OD9lqcfdRELx4Bu2oeZpuWVhekrtWeieNpV8PVxwMyxIWclvJMWhK07/H0f53pj1tPuw7JImZc0uVrwZVnx3WBGma5kVI2M0+GjQKmN0wk7c4UMqGZWhzSWHJAuEVomCyIhhlyrWccY6NuxjRaNHGj2cFiSj0vd2QxFFypoxGxKaXaxpU4FTkV2sGJIlouXZqsS5PXBmWvrsaPTImpqNr/m4fuDSjFy6w+n9V25Ho0dSVpy7A5fuwNfdBeNopsI0WBtQKqNNwlcJszPopCZ2UwI3FekzDBrsVmp2yQrLJBYGUwWSFWjSRMHIk5Vdp9vniRYqxdnk1PdooCqC6aB6iGifUcFg/bF4qlAxU+4k+VMxT7UsxXAmEG6xzaeE0zeKImX0CDrKouNaQSjKh4wOktlLTMu4NhOdQo2ZvzQF/p3jtyK4J6MItT6tZmaULX50ilBq1MLhvtuQzIzUWMqHgWIT0EMkFxodBVeLUaGjPBS3DZheEUsjjIs2YDcdubCMZwWhUoRnhfBlFVOGnrB7DylPi0LG9JHkpm31zp+2637hGJcG1yVCpYklWBc5KzoWWra9hswdhls/pw0FGfDB4DEMhcUet7UqY12QCWkSdT0yeovWmYum43m54Ynd8sxuKIin7TBIoDdkIoprs+Ole+CQSmZ64MLsKYjcpRl/UT5jHys0mRu/kOtRkftxxplrAfj14ZJ1UzOYzKwZWNU9F1VLZf0p4FmdWL+sOSs7XlZrXpZrnroNTgW+8+e8m895Uu+xKtFHy9tywUPR0L1rIGjGYElZgsMu1aegsY4NlfbELIFspgcaPXwvsBwhBMmI9elnx2ADnCCQ4+dIRqnZx4rX44qbfsHWVwzRMgR7ghx80vSjY5iCOUAMhjCYx6JIVJAV5YXH6khE8y4s+Kq74nackbJCq0xImpQVN+2C+33DD6/uqIynMoGn5ZZ9LPnmcM5DX9MOBcPgyEHhDwVhmCAZr1FFRJNpY8HX8YKUZbE6hJK3/YJvHs6wNuJMxOhMN0oUqFygtLL472PFjV+exsvc9Kfxcvz7Zlzyblyw8RU37YKrek9jR2rjqY3HkIjoE96epgWniw5NZuMrNmPNwvXc9zN80iigdrIwfDq/50W5YUiWNhVsfM12rOiKgrkZWNmOXawwKjEkdzovgMYITFeWgZw0eTqHGL9PVs8WYaccOeE6C8HOibgi1ML8yVMNRoG8Zyr2f09/YYCJIZS1EAiOPzsVNQ8Zt4v4hZmIHlO2roRaWxwS1a2nuNkTVjX9dUmvDGaQWGW8fHdICt1DtYkkq4TC3SWKhxG7dPTRMKw0KgoiUW4i40JiWrJ/CzD3ZME3goVHN22vS01/boSJYTT5d68IlZ4KJTXNq5bYOPzcUr/pcY1jPLPUbwf6JwXDRUn9tsO+3ZDOZpj7PQwj4bNrshH8PVl5SDpCsUu4nWdcOnTMpFKRlaLYCfMi1pq+KKneDbhX96QfPMG1iuZXa/z1nJs/rJiVnoXtWegOgLvU8C4s+VV7Rcyay7qlcZ79WPB2NxfWQOGxOjGrBwbvgIA1kX5wjH2BOUs8Lzac6ZZKeSoVSVnRZ4uets2VihgyF3rkU7YYBZVSzJWjVJbAjn9U3nFImftU8N/1n3BmWl5awXJHDN/5c7ahxprED1685Um1Z+U6Vrbj2m25NHvJ5pQnoamUZKHNtINop4C8OJPM1GdDmwre1Ct+WVzxq6Dxu5LKBWrj2aaaf7r5Ge/6OU+qPV/uLpm5gYeh4Zt356SHkstPH2gHR7uu0RtL9emO6+Wed7s57U4y7uLLivHTQQqrGfRWhvT8a832J4Hi3jA+88wuOvquIN0VuJ2WZ78T7vzhpbAaio2ifpcp15m731fYUTFbQ7HJ+IViXEjhrbiOzM3AkBz/eveS/+bLH5CyYrVoyVnRDQVD62DrKJ62/NlffAResXyx48/UM2JW7B4azL3Ab7FJVLfCTCrXMh/GJfQvFIui53ac8//8p38PFcB/MqBvC+ofbhkHx/jrhWgjPh5gXZBdojsb+ehqzdwMfD1c8H/6+e+TvKGYjZwvZCG/3zaEwWKLyGrRsT1UE8fa8PXrC9g71HIUznkjmXKOGl1E4t6hioQtA9oknp9vKXTk395ec7ht0HWgakbWqqZ0nv1Y8k15zi9ePeVsdeDj5YaPZw/cjjOGZPlRc8MfP3zMy2bD627JJ7MHtr5Cq8QPmjuuyj0/vnzHd/sV27ZiHC2+t5SNl/u3mOi8o0YNmpwgaw0unQJ4aDJxFYTBpDLWRYJ2wki5FU1CrCTJ8zNF9ZCkoJ0h1opYwJM/3rP74Yz+TGASHRPdRSG1sklL4Q5SCO/PNaa3mL4iW01yUgvTQWCVUBl0yCeSgh4yi3/1mv5H16iUcb94hfrJS9whACW2f8z2mzcDWSvM//s323X9VgR3hRQiqjvPuLT4RkEjTJfFa0+2CrfxcFkwzjVmTAyXFbHW2EMklYbhwgrveeFY/Ldf0/3eS9lKGYO53ZKbivGTC/QYMUPCDMK+ufx/vSbd3HL4z36P7rI6YfPJyA7CDBa3C8SqoLwbBaN/fk6oDVkr2h+e0V5Z0JntuzlfXF7xUfGCL/tL/s+//Hv8o4+/JiTNfVuzb88JoxHWRa+ZfWPYPE3E84DeWuZfaroVQqkrMyw9d+2MP2+f80X/hDf9ktp4NmPFL++vWFYD182Oy7LlzLVcF1ue2g3XdsdCdxgyn9qWhbaUSqN1wqmR/2nzSzRQKcGoN8lwr+ecuZZPzx+Y2wGALjq+3F/y91bf8YfLL7kwPTErKpVwCnyGTXJ8GS751XDN/UQYdiqyDRXDtJ9s7MisHtknTWkDr/ozXvcrXrUrXm+XfMEV503HzX5OPzoRuAyK8f92hX8q2HCymfGLJd+mJeE8UL61aK/on0TYCYulWGuhiI7CNFj8Ugph9a8L7J8U2Eto3sjkLdcCwaEkqLtWJk4sFN0TTf0W6rtE+RAptp7dJxWh0qRCsTtUvO5X3JsZv9pc4bcF2MxO1fjOwagxOyl4x1/PcUnENt2fnwGC7xZNFlFZhObXhvmrxOYHmtAIO6J5A8OVYu9LKhO4+IN33K7n5G1BXEbar5YU95owFxGaui+kqF4IXzplxdo31Gbk2ZMNb//0mjHBfQa/LyBo0JkA3H57htlrwqcHgjeoh4KsM+ZVhbIZc1di9wq/Ei3D4k4C4e5zoaxyvuXgCw53DfbBEjKYRc+iGqhs4JP5AyvX8bTe8cXmil/eXdGfWa6qA0vb0SfHPzj7ll8entAFx7+4+ZhudLT7krcvlqzKjpQ1nywfGGeWN4cF+75Eqcyw8qi1I8dM842lvsmMKxkPw3kWUZWVoBqjQpUJ7RLBG5hqS/2lBKHmtZpw9IzbR2KpJxW4JA43/3hBscmc/XIkG8X2kwrjM6uvIodr86iuzo+BTf/JL9E//IT5f/NnmH/yDxiWmlArYqVobiRgDyvNcG6I//AFxTYQasPun/zoxMRZfDNSvjmQS4Pe9WA0cVUz/k9+Xwjnf83x2xHcIxT7hGkDptS4nWDpoZEbljOMZ4VkNtuE2wfBtpKwa2JlHhWRpWL8/BnFQw9AWtb45Uree9+dvnMWBatvf3qN/eRCtjhKzsMdknzOXOPn5rQlG66KqfCYqW46/LIkFRrbZ4oHTTeP9NHxRf+E22GOf1fz8/qpsAHezbBrQ7l7ZMSEalKlvnKYceLj3yvcXib5EBQPruHnxTOUytxs5wx9QZxUars053W9wrpIWfrvMVAuy5aL4sBPqjdEND4bZno4wRmVEmHLmA2bOOPL/pIv9k/4Zn0mO4PBoVTm5cWGlBVv4opX4Zx/efiMv9+IddC7sOStX/KqP+Mv1k/Y9SVGJ+rC000Qx6wa6UbHfl1DVLyOK9ZtTWED+0NF/rohzhPbeobeWkyrMJOQ5/Ai4/bC4c5KFt1YQrFxuIMUx1Uwp+xHhWn3VzyKV47UTZHAZ4Yz0VM0t5HydjzVX+q3Pdlp1JjYfVaTDZSbSKw16+ua0AibyO2h/8zw7eEMpTJv75cUt5ZYZuLGYpIUpm2nKB8s49kkFAOK7yzlA3TX05hfa9weFt9EhqWwkFQW5oSfKUyvudnPiVlPmbOiuDVCqfOyYDSvhdkVK1nQYqlJXvPd3Yqres9l2VKYSJxJIdJvSuzGogfRJaidzJ14Hoj3UmSuHvRJIUsWoZj2UgsYnkTqG83+k4zpNPEsCF0yaczMk+qACpr9puawr5jPez6ZS01mbgasSrwul+zHkvVYs/clhQlcl3sq41l3FVdNy6rqudWJN7uFLBxDwaIaaNxIOzr63lEUgdxaqnuD8pBKUffqAMU6o+dCSyzvFMU2szGWcOlJWpFbR3kr2hUAt5GgnvUk/Ds32F529bYDWpi/kedY3nZ0L2cYn6nuA8XDQHSNcN37LJqVmCm2HlJC9QP87uc03+wJP14Q6on2WIgep9wmygdPqA3DuT1RcdNRJJgBowjLEuMMug9k8//dFuy3IrgftyfZasyQ0CGhgkjlhZ+uJ/K+WAmoINxjrRXKR6gMOoJpJ6uBs4JCKbIV9kusjWDqW8GuUmmEHaOO3HXhN7/vGZG14F9ZZVTIKJcJlfy+7SHMC2KtT0HHdkBS+CiY6JgMeRYISROCEZnyVgZbmpSwyckkLx/UY6XdTgKsqPAzRRwND21NBtpthXtd4EYRp+hBxBGhzHiT2U0MAcrE1fWWH5+/k12Dn7GbMsBShwlLHU/47ZAMb9slt23D/lARBoN+EI3+btYzJMtdmNNnx5ftJU5H+uT4pj3nu8OK+7Zm99CgWks2mQcrnG0GQ1tKwFBbJ894MBx6S1tGcmdYvlEcXirUTr7PHkRhHOZJpN4bEayRRTEJIqCKpRSpynU+FbxScaSoijQ9FplUQFhFhmeCmbuNQUdF+8Tg6+pkCaFCwm561N2a8uITxoUhVBNTwgndrRyyPOdRs/cFRmWi12AgriK6DrhSdA12Ytk0E8a7a0s6V9E/FxGTHidrCQvDUkvhbhKQhaeTvYPOHLoSaxIhapQWdabyCtOJSIk81agikIXZFGaK5IVFFaZahGoCeaofhHmEVUY3AVNEqtJTukCYcGx/bSgmGmfOUkyOLzWFymIV8FxzVniMziwrCd5ddJxVHVYnhmjZDSW7riQDxXvU1tqMXJSH02ubsUaHgspIlL1oOhaFMIbSTDEEK2O/L4iTAKpygdFOtZEpTTYefCFsF5WE456VUHKPAVyKXpPwyItVg55U/To+Pufje42XuXqsBYZKWC1hVYoY0kl8IQuODuAOUuszQ8L0AfWDj4mrWjQ763ayP5Fnm+zEfR8zyifyTNAH7fP3/JvGpSWrhlRqklFYoydix28O8L8dwX2IgrsvLMVGVrAjTys5YafYPlN+fU//2QXJSZAVZaUsBmZINL/ecPj8jGGliVVxqlwLz12jYoMeE+OZxddSfNUhg1a4fSRr4ZrHwpwYMe6QKB4GuqqeuKXyWvfEyQo9mS2ZAdSo2Y4SLMdoOb/cs6wGhnLkZjSMXcW4hPnXU2FqEvyYkVM1Plag948V+3iwdOWU6vfm5JVRvdWkEqob6K9FlQcSHIaLzHAhrIlvunN+eX/FZtOQ9g5sRpURpTPGJMK7ilwnVC9c61wm3L3smMIss2sr3g5SkNMqc1Z0/F9f/5T1oabvCvSrSlS351HUpUnjtpbuIzmh2b8pGVdTBt5C9yyTjCZVEqzap5m4irhbS3gxEM5FTWlWntgbxnMl+KkWr5vj7ixWwiSobsSuASYh2RKyy/gnHl2IbcLV2YHCBjZtzaGoSdZJZjzIrsB0GdvXzP9tD02NCsIj9pea+jbJ2JyLOMgMGd0ZxmCpnceWgfACnj3Z8LTZc162snhqYQulrBiS5evDBbfLGZ237A4VvnNk54iVIlmp/6RSgrRfiJYBDfFQsJ8omHUzUK0OHPqCblfidiX9pdDzii00N4nQaMKZgkJESQCFjpydH9hsGrTJFKXnfNYxLwauqgNnrpuebzoVpgH89O8xWTT5xNsvTcCqSG08jR65sIcTr92pyJAtD77h2/aMh6Gh1IEv2itq4wnJnAq1XXTcdnNiVtz2c6xOPG82pKwJWfOk3hOS5q6f4QeL7xyLamBV9fTectiJ9iBMvPSjCZdQDieIZJoX/ZUi24Q5aJIV1bRk2hK8Q61IhSLURzqjkiSukrmdLHRXGrfP9BcCD4cKdDSYsUQlEV0qnyj2Eb1pyU1J+9kZqVTYfUSHShKYPp8Ktckp3JCIlSHUilAqql5Yf3pSFY8LTagcxme0VSSnyUadFLV/3fFbEdxjY6eTNcRSU649pguEmSOVCndI1K/2jB+fE2YCk+gxU6xH9KZFDRE1lvQvFiJKqhS+1qgshH8VM8PSsvvYnmwNdJwKFEZhu0jx7QP6kwvGlaU/E/ZLuc3MfnFLuFqQtRRXzSDf62fVSdqflQwCVObt2zOWhWDWhY18srjHqEyIhvvpetfnFt0J5c/0ivZpprqTwWU7yR5sztRvFeW9YWdK7HJE98LjVUkx/1ZMntAw+1bUakfBVTaK9lDx6+2FcKC/XVG9tfhlEoVqtviLhLeiDl3+mUMH2H+UiUYCZ7HWFKOir2r+efoErTNNNZCz4uG7FXZj0IjfjZ+DHo3oAXaZ/SfiOWJaqWuc5PU1KA9KAyvPbNHjTOTJ7MDl7x4oTWDlOgyJez/jYWiwWrLgI59fq3xSRdbG47QwSqyOJ5ENIAwLHTAq4bPh3bjgy/KC+2pgf1HSdwVDb1CtwW00+88M+T++ehQvKUg2sfvhRH3rM+OZTEg9KraHik9f3PPJ4oGL4sB1sWNueho9MtPDiWHis2EXa66LHTezBffjjPt5w207Y101+IcS01nZQVZiupVdPmWkrhn50ZNbPpvdUerA2jf8Yn3NvvAcGs+4KzAbS3Ka4Uw8hMgK+6rkzXLBJ/MHPl/e8uPlO+zLiFORle2+R3c80lHfZxq9f7wvYHqfqQXCnNkm4divrBRrG0Qo9azYMmTLt905/48//wnVQubFk+UeZyK19afverNb0A0FT5Z7bnczjEkUNqCVUFLz3kKZGINlDJbdzZz6G0esstQwtscamRgDlttI+0Tua30X2XxmxbRtgm/1KDYPOkqWL0Z4Ioo8ehD1l+rkkinGeBkzZmwbGVaabEWkN64EStEx41eO1BlYFPK6lgQy1gafJpZerR5dQqPsGnXIE9TMybWy2GXcPtGfCzJRPgRUzIxnVhICw288fiuCux4TzZuRWIm/g59b7G6kuG3RoUL5hGoH9LxEjxkds1AbH1rUvgWtsfcBPZaYux0qXZEK2cKYUcRRxU4TSwnQOkjWf9wlxFILo2aI1DcRlQt8rXHdZBR0t6fWCnMYibWbqFDpexjbcCGCH+4d+2cFn69uuawO/KC5482wZLOvSIOhPuvpkyIdF91sUA7SVp1sg82IGBJNKjt0xhWB8Kwj3FZkk1n/dPJnWSC+L9tHgzEzQLotuVFLYtCYThwhyzuRNY8LUFmTtUZFRfM2UewTobF0k3IoOXFPNDtD3M1IGe4XNdiM2Wuqd9NECeKF019lvFHUNxL8VBCfm/pdwrbqNEHGoGhfJOrZwOcXdzytt5w5CTZOxZOiVKvMyj3WSI70Sa1E+fm+2hM4vaZV/p561WfDJtR81674drMiBEPwhtjayQQriyfOe3T6E1QzZYMKWYSPIpJYZuJtTXqueF5tKHVgFytu/RynIo0Z8UkomEOyJ+hrPTas+5rD6Gj7Er8vsHtD+XD0i9ETvDSd+zJxsWx5Wu2Ym2GC0Qre3C8pykfX0WI9ec4o8RBCCxtoGK3AJa490Sg9cj967dio+nTNMT9SHY9ag+M9Pd5P815gP/Lv21jwqjtjH0qsiqdnVBhZfAHuhhmmCgytY7HqOIwOHyusFnWwNfJ3znB/ENps/aRl2zXEoNE2obJYTezaEj8IIcHt5LnoEZp3iVhM3PMhYdtALDWhVNhDxPZGkowJz7Z74ZPnqVZjOgn09V06Ocj2F8JwEZvnzOLrIHN+SJTbRFaa4iCKebFCEX2M9ulUjC3XAT0mUqHRY0R7h55YevIABZ1IJdghoaPC7RO6nMZezhSHRLEO2P1InDlsK5Tt/slvNpf5rQjuagiUX9yQLhaEHy6JhWI8K7FtIFlNqi2pOJOgug9iLLbryYWFyzPCskKPAd2OxCuBEIr7HpRCbztIiVheEoLGDIJ1pVIxZkd109J+PKN92WCGjBlEmFB1skqiNWoYMZseNYwwKwgzS6z0tPLmE6yS6oRdjTypD/ze/DXP3QOFivhkuFi2jM1A6QLGJLw3GJOIK8Hk90uH6jW6l4lqBnWSLqsy8nS1IybN66wYZ1bEFvORlDSxs/gn08TcGMo7seUNl4ocNKZV1DeKYjcF7FKsCVSUiTGsFKE2uG2mv1SEZSTOs2SAW8G8q3eK/WdiX+p2ov4NzdFlc7IH1vDQaGIhjpLJweyNp790jEdvDy2OhZfzlifVnjPXUU2gqM+GIVm2oWZIFqcf5e/HoEHWGJUZEY56Fx0hyWJQ6nCCDEI2DFGGdxcd77oZ+00thliAvZefJSfb35P/dkbM3qI4bepRbGJDI4uYimLc5D8dqUxAq8w2VHzXrfji/oqmHFkUA79+d8nF8kA/OrrB4VzEe8OwL0U+mxRmKmyqIH/K8REisK0Y5BU/jdRmPN2XNhTU9UiIWlSznaZYM+00OPmH6wjWCix0iCX7ULAeGzSZhMIqMefKWXHwosFohwJnI4O3k6eLp7CR0giXPmWFVYmQRQDXeVFYa5V5aGsOu0qYTq3FnA8s5h3WJBblQFV5+pMmVkRaXuBqZrXMC2sSs2JkUffMi5HOO7Z9KfTSLHWE4C2pE3fLw0speIrNsRZnSMAdNH4pO/BsoNxq3EGK6acxOPU3OAZZ1+bJLykTHfjJq0p7kf6bXhIupgy7WAdC6SZKtcQVcbDVhLp49L/P4OdiGpaNothHkjUng0R7iOiQSU5TPQwMF+Upczd9xPiE6QRjT4WZ4B/R2fytEDGhFDhLthqVJkHAxJAZVkYku95QbiOmT8RC46wSEZPRDBcF2hfYvZOLBvRgMJ2HuwdQGrdZkFVBsrItQinCmSGbGd25YMz1baR8OxAqqdxlo0iLCq0VWE3WBeNSxEtZT/YDZirwApSJj5488I/Pv+Q/mf2CF6Zlly3r2PBivplUkZZdV1EWQSbONDn6leXQF/RdwXiwmJ2heNCkIrNYdfzDi294Vm7YPG0Ykohzrtz+lJmGZNiGktftiu/WSwiG5yvBLN+qFakoGDpFLGTLH+tMNgm71+S1or8Q5dyx8UBxNpCTwqcSuzWMK05+3rGU3UqYCc0sXI8szltS0hzuGvTeiLXBmWLzWUFopGBsRqGmVec9180OpyOv+yVjsnzxcMXzxZZ1X5+25UehSndXoxsx56rrka4rJJu2kRAMcT8N9MSJ6qZNJCVN8fOG4WedTNzbAtPJeesRFl/J2Fv9akSHxP3PKrGCroSJdcTaY5Mnz319ashwebHnrOjYhYo/Xz/l6zcXpL1jXYkqTu0NN981J8/7kGUhUXnaelv5TBUVYS5MnOpBvFP6cz0ZvkHjRrTK/GL3lFeblVBRXaDrGtK7Cm2yzJ8s55osYDPhMvJ81rIPJX9++5SmHHn3sMC3Dl1EjJ3ogFtxMlRBdjHF7aOUfshyntnK4hPnCfdg8GcR0+oTtj37ZIv3Bv22pLyX7Li1jh1Q1cKW6g4FyRu2e8ezj+/RzUDKsN3JXJsVI05HLsr2pKwF6OeO7Vjx6/GSuHOkvUXNA+lcIMXYGbEdmMuOMdTCQJLiqHxGVlbcS+2xnsFkeS1QJnDq8zAsDeNKds0ClQlZwvaJ5BTWZ/xCxEgqM/2+6CVCbfDNe9BKBr8wjHNRwLs2UezSya223CS0F1bgsVZg+ki2mlALrq7vvdiyNGJ3bg8BHTJ+boSi+RuO34rgnktLuF6i+0D1bkD7hF9IQVQHKYgan6m/2dG9XBBmGpSlOnhxUcxICjBdbHnXTxlYgtGTc8YcBvTMEgqhztleeKyhVlKo8FDsPOb1LW72nFSa7ynAwqKU1fVNS6zmQptcB3RMhNqemi4AXFiR1W+S4y413AdRqALkqeLfj47duqGaS9bio2EcHKm16NZgJhvXVCgKG7l0B36/+pYLsz8p+N4vfkUUu1Tzyp/zr5af8qv9JT+c37ENJYWJrM/F0iCOljBYcm+gjPhaccCdXPSOCr6cFGGwmIPB7SUgojOYjNtZ/EJ8283ZyA+v75m5kTf7BW27OKn99KjY/ARQkytlJ+wG7w233Zxvd2e8u1+QWvG7uX2zlIYMe0M3j+JL32rmtwrtHaGGnBrsTAq0sYQiM+10pkYtTsyVhnPJvObfZEIjhazqnUy8cRQITKygI+6+R/cjy8ownFnCVGgX62eRtcNR+wA5gVKZN91CruMvrmm+NQwXGTYTc6uXLD9LiQO3B78QDYMeJ4y3EEdALVD0CS5UEcYr8RDfDBU7L9YV/ejoNyU7DQRFuZHP6Z5OwdnKopVbTZoJbLMbSw5dwWbToG4Lqq0mVlOzlCZht7ILM516tGzeyr1TeTLTmoK4/UooumaQHYcZ4fBxOvnujEWmvhX/czWxUmLUhKBJvcBguMTgLUZnnEnMZz3OJG4mUd9uLBmDpRsdTSneOTkrclKo8SgTlcCqHgrcQRrMdNcSJ0QpmsmTSeCpc9XUryHbfNJC6PGxCY+vFeffDGx+WGG7THXHyUmyekjYNjEuDTQSqFVMrH6+Jv6Dc0Il9yobUdtbLxoKM0hQPj1bCQCias+S7aPAdpFsFLGxoBV+pk/+MYVW6CiEEVLG3u4xpUUlIYf8puO3I7grSM6gO9mep8IIf7yNuH0mVrIdUSGhfULFiTK57VBNia0sOsqFyk3W6N0gsuDVEqUVCSl4mD6hCnlAZkiYxOSHHSFm8sVq8qARTE2NQTDMiXrkjDp1chJlWSQ3ViaDSxQ64rPlS3/FLtZsYsNX/QW7sWTfl2JfmhVjLwG2CxWdQtpqeY3pFG6rJx4zgglHzSbWbFN18pQ5mjPpo4OfCMRZmI4nxY6hsTwpdmiVmBcDtfWME3zxdrvgkIR3bpsAn3lC54i1kWKezvheGksIbWtyyqsiOYhP+vg0ML868HK14azs2PtSCl91lKYHAJPrpJnk3UcP+dha7g4NXVui3paUe814EdG9OPppD8kKQ8Z2airK5hNbJRWP3XFgskQNkgAUKQtF8kHESocXE0/eCIwkHkTCkhCv7UT/okGFmtCYk4nTka6movjlkyYH0EGK2N3oTvYCdi9ZrOmke09yxwx6CiYT+0KP70ndmToaDY+MK19rynUUau1U2BuDoYuOYnJGJCr03pCKJBa4Wiyq9bG7UwL6TBw1MStKnXAuEm7rKWMUj/xkZNcpGaYwx6R5yEQpfQ/eIUkRvLlJ7D7VJ8fS4SKTloF5PRCiZrgauPvHFuzUqCUq/GgpSo8564lRkZOmG4pTwbQqZM7HqOm7goMpRegXNK2RMWV0JgZ9WsByVDAYqncCYbq92FUrL/fNjIJVGyPJYfUgFiGSGUv3Mz15vqtBxk3WMJ4JI8VOzIdT57aQiZWe5uNkG95GVJBalYpq6vL0mGzJGEpTB7BpUVKc6NNuLx5WR/e7lKVAm5wI6YQtI++nAz1IfMvOkgsrFEz3t4AtI37amtgUxGrCsxWU3zzAuzt4cklaNYSzGjMkUpEkqL6+QT+5xFnBo8LcCeyycOIjYzX5cinbFy0YV3kvuNa4NGifsV3EtB7z1Vv8z17iL5pHhZlWqJBIpTvx4sezUlZoJzi16STYZpOxZWBVdvhs+LPuI/7pm59wUbXibz06tnczTB0EQThIamTWluUvFcOFBDW/yJRrCUbDmUy0mBX344zvivPJpKnkPsxoU0GlhY62Mi1nRtgKV25HpT2l9gzJMncDMzvSRcfMjPhoGHpH2BYUpWfZ9DyYhlEXmCISdw61t+Q6TkFRJnEzG+j2JcNFoj7veLna8PFsDcDbdkFMmmIlcE6MmthMitG97K7CPEtjglHTtSVx56h2GrsH7Q2pyJz/G2mGEmbS6UgFmbxHH+vQTIF2EBjC7TJXf7xl+5PFybK5u5x8irT4ZbudMIDiImM68dI2x/4Bbw7sfiR1Gj8TllSxy5TrwHD+OD2OLez01MHLe8NOlXS7kmKyM5ZGLBLQx/Mk7diqhO7FklkWFsVwLrhj8e6RR6+i0PCatzKJm3eJw8cKo8XgLCQtXa2m7bs69t9k4mlPnZyym4qqSTxzjl7t7kHjz8TWWo+iJTCdcOvDLAlMOcunlop6qgMcbbIBukstDVfqjNGK8anH1Z6LuqX1sjOdX434pBm8Zb2ekSIYkzifdUJrXM8ZWkc1G4mTV4zRidIFum2Fsok8ajH+ai07K9hKOjhcPwW/mXR/am5kpyM1Cmm76A6ZcaGo7wTyyFqx/OPv2PzRC1Q0VLeKJ/99z9s/qhB78Mzqz9fsP19xuDa4NrP4qmX9kxkqQ7WWm+wbNaEEeWrYMeCfzMS8cFRilVJx6q0rDYEMxdqjQiI2llhqaTQUoL4ZsDdbwtWC2NiTf1WaCA3FIU3fq4W00EdCbYmrilgZYm0IfxvYMskqQmPQY8IMQk8Yzi39p+eUdYEaAiokwllJsZFmHe3zErf8GWZIuM2AHgIuJNJVJarSj5ZT79RHhan2mWKj0UGMe/pzg200s28D+fkVyWh0SuhuZP/ZXDzjL2f4hTyY+mZAt55sG1BJersuC8alYbxInM9EFXu0TR2j4c//6x+SPz+QkwzY2FvUlBHarTydWEnGd/hECpGx0qcsK9WJcbT8s1ef8eVKzKPe7WcMk4J07B1F5bE28Xy15afLG16Ua4xKbELDz+rv+MPZlxPjQQbMu9WS18/PePANEc2YLDfzOXtfinKwkglldGLnarRL/OjpHR9Ngdwnw/Nqw5XbA/B6XElBczI/2+5rrIvks4TvHONxtdRTUcpIZqk76T0Z5kKR9PPMzT8W3vmxrWGsMrvPQAXFeC6tAu295eY/jlO2rNn+aIkZ1NRyURGrSJ5HTBmZzUQGD/DqyysWv7ZsP0/YvaK6V9z+4RnjUuEXUN0ee7IqxoUTgZSF1ETSPEN2VLfSKMUgJnBKwXgZqa46rlc7GjdS6IjVkZAmdst2waFc4O6lCYe+kvPpU4lpJWg0bzPtU0V/UaI9tE8VsZbAEpLhF6+e4oqAKiPVZUv/1UIariA+47NXmfousfvYiIugyVw3O86Lju28Yv37CQaHHyzLH+1YlAOroqOx/uSfr1UWl8mp6OrTkTXzaHCnySff+rl5pFIezd2cDifnyl9dXvHfv3nBRSOc+saOPJvt6CcHzs47btZzVvMeZyOzs46r+YF5MeCj4dVmxeFmBkZaEYZVQq1GaUDiNd0T2aHZNpOtYjiXJMltM+NMdpgqQPGja9FGNBm/hG+uSsjTDm+jQJ3RXQrkJLvBBjKMC9G8zL+LVA+RcWmo33n2Lwtu/6OF9HK9i5T3HhT0Z4b6NmCGRH/l8I0i2QKULJKxUCcSRn9VUBRnoko9kxre/NuRrA16Om/txWZ8/8KhkmP1Rce4dMRa47bfTz7+quO3IrgffY5NHzCv7zFnC8gzyq/voSwIV3PsuqO46xmf1BTbQFayFXKbAX0Y4M0txEjz0TNS6UiVxS8d1UOAJPRJlTJ2M6DXe4p5g3k5F1zxF9+AtZTjOWqzJ764lIYfXcJue6Ci2GT0f/un6B98Qn3oyZUDpVCHnvE/ukYFRduXbIaa1+NKoJdgpB/mm4ZUJarvLLaF4UrMhcp7dbILFqWaIgdp7Vc+ZNqnmmw19i8WdE8zX8zmMPewd8y+lIo7ZxkVKiLw5XzJF9ULcpFZPNtxOWt5d7ag1GJOtjD9iUJ4dEv8rlvxze6Mh11DSrJtDgcHOrO4PEiTYpdOzRVet0suqwNr3/BVe8Gr/YptVxGCYeicsFF6TQqKs59rDh/Bk3+VuP8dc2oRN1xoksuc/1zRPYH+OqAXnvmi53qxZ+F6YbsEO1nXSnA5etY3n3tmduS8bFkdaZQnZo1wyxs9nlg4bSr44vCEm7M5u09n0qVoBp0RKwAmV7/DRxBLyW79Csm8C1lk9N5y8acwnAtHOnhLCorFWcvLTzdcVXvKqSPREC0ha8Zk2I+F3NcmMNYKV3uMTQyHQmAFL3BR+1yyz+t/2bP9rMS9Fjjylgu2Tyv+R59/QW08h1Dy5faCV82M5RdW2vJ1Ynzl5wbbZc6+iHRPDQ9Dw2V54LPlHfW5Z25kUZnb4RSQj8V5nw0hGdyUCVklnHir04kO6VQ8USKPgqf7MOOL/RVjsjytdqfFwU46hJ8+ueHXD5d8/efPaD7eMa8GxmDYbBpsESnLwGZXE1/X2JdC2bzrGtqhoLAB82xH25aEBNiMNQl/cKx+bumuM+W97FyKTcYMMmfGM4VfCrRW3mfK/+7XbP/zn0r3pFYaeGQ9MWMqRXeh0T5Tv3sPG0d2jNLxSEPOlA8B0wVs74hOnRwis1UUDyPNVz3hXERwZ//89lQDjJcLYmnITmP3HnO7pfv8Crv32N1ILGdC1353wDYF5b1Cd57sDOVtpnsxY1xo9h9Xkx2CFGWru78Ffu6yrcyozkN8rJTHSTwUS4OaFQKzaGGn6JRQXpRgKkQoCzAGNntM4VCzmlQZ9BBPN5mc5TMKBxMHPisFz59Mr1t0nomCbeKYApJxaoV5/oz87o780XPiokK3XvQumROVbkzSLxKgLjwP8wRWsNJUZoIWWbTpp1My8u9YMHWbl+35UTadlFTkVQI1KqGBDZMLXZSqfyzgKN3XXjjtIRgKHbkZ5myGWqTwdqQwEauEIteGgnfdjNuHBWFboLzAV7iEqcR01daBsvITvVDTegfM2Aw1913Dw2ZG7IzUDEYttgNGipH7TyYxyIWm2Ew0v2piE5jM3f8g4Gaep6sDV82Bi/LA0g6UJ704p+ACjx2M3NT8Qro2PYpwTuPmvTYePhti1jgtgWQ/j3J+VgHC83cH2Tn5+ePEzlpwZhUVKmiyzuw/0pTrySojw+XlnpeLDU8q2cEcQsH90NAHYWwdxoL1Vrja6mDFfnaCdHJvyA7wsmtRWb5z/eOSUIn3d3IZe9Xzo+tbPqrWlDrwVi2FYTXzbH+kJ7hLIBm3F6hm+7Elm8RhLEhZ87zanhb2Y4Y9ZMsm1Ox8RRcdfbSEbE5cd6sSjZXuUieRmMrYSUsgY92yHms2Y01Imi64qYtSpLKBmRNuYlV4NitPuysZB9m5GhexNjIMVlg7VyPORfZDQTcU9PuCovFCk6w8YVuI0ZfKmCaw+4GVXbifoJlGTT0hOHUwIwmeHn72yclfKBeSkbuDUJiPCnZ3yBTbiI6ZUGuGlcGMYrObjaALwkeXxkLRaVyXKdZBansZcmGJpSHNFVmdY3cDagyT71VG5QQp4Z+dgVaEmYwT20ahUS6rky15Ki3xvZ9LNymp92mfcbtR6lK/4fitCO5k8U1Xo4eyIE9CoWQ12UmhIU+4OiABKGTMfhARU+GgqcnOwusbKEuUs+gxoYepqUVhJ7wyg9Fyo8aEiomwqgVfj4nUCHZ4rETn6QYmo0mrOfnNDThDrIzsCMbJGiBDStJBZ4iW0gRR9i1lgMetvC9NxUY7tfQ6mogxCVBUEAOkUE8BPU0+1EzFwMNkEzDdCruHeM7Ua1EoVmRkwgA37YKvvrkSDL1MqCZQ1h5roxSx9iX6XUG9UZQPMK6g/ViaauipIYLRjy3jxmDYdRUhaIZ1RfWdozh5X4snTJwCaJhlygc9iUtkIY3HptVFpjnvOJ91PJttua72LGxPpf0pO3RTUwk3WRofj+NrhQpTQVl+9n6AP7Z8EzfyR6ETRZpok9NCFiW4ur141UgDIeH4HwVMKShxUJwJ1/34DC+bA0/rrTh1+pq33YKb3Zy+m551VHBbgsnYg8avpItTHAxmr6VQGcBOikkx/5JzDbUEqHkz8Lzecj41B7aT5bM2mdBEVNBElzlW5lSWmoD2il0n4qmF6Zmb/sSu6pPjwTd816247eZs+xIfDX1XoHSa2vQlmnLE6HS6d0blE9/9aBbWjg6jMynDZtdgfl0TmgxPBs5WB2aFpzSRohkZ7mt8Z6FIFLNpXgQxwSsbT0qKti8YdiV6Izx46oHCBg5TAiXnFujmETaaozFcmjxl9LGJhVInz51x5YTCqqV2E8upqXgvAsfoFM3NSPnrW8iZ/vNrhpVg48XOk4yWbksGYmmkPecgliXFdxvC5VxihxPPKvGncZNXvDnFkGwVqbSExgqjx0wLaRsFQ59Z7FZNzBlHqM3UTjRivNwAPUyxsvPo6m8BLKPHRHEnoiP/8oLhvJCuSNsRXxjMELHrDn85g5wJlSHP5NTtlF2H84asFc4aUiGrnh4jYVHK33NHVlDtZWualRLF2Jdv6P7wM7KB4n4kzQvMdsS0I8OThjgvhMduYXw6o9A/JFaWUBvhtS7d1IpLOvXc3Kz4aLHmUycl9588v+HdYc7dbSmmWEYCfLJQDDIo2+cyIMt72Zr3jql5rzjaJQPhyotf9SS4yWbq+j6ZTVW3j+o7FYWN8+4wkXhHzfU/lw7q+08M46xgVExunHqq6EOYTb1QRy1NKmbgOyceNMlI9qYz3VcL2eLqTPEgqr7DCy1smKhE1XoeQGf0JAcPpWK4lF1JrDL1VcunFw88r7ecufZkMfDtcM7DWNNYz9L1J3l6bfwJ4+2TO6koD6HkEIsTFKJVPvUzXY81r9vlyfyq64pHP++1UDyZ4mIsYfllxjcI3BYFKhyXcr5koR3ufhzJLlG4yPNmy9L2vB0W/Jv7p7x7sxK7373B7RTDVQQN5Z0EMH8OobfiTf9OXCBtmzEeLv/ZW179z56BFgw9LWRRv5i1fFQ94JPlITT8cveE2/1MdlpTc/Ajs6W/yritFHWLB0X7UPP6bMWZ63iTV9wMc7ZjRR8cN9s53V2N3ViKtWK4SFz8a8X+IxmjvsxsEHviow85TD2FDxOPvBJ/+/iDXnQF9yVuVNgE48yyzjPug+bl8weulgfWNomnflCM+4JYi6CvaOTDD3cNbi5Bf/bDjTQxyQpnI6qO5KiwdmLFFZHQWPorGR+mExjFDMKS0qM0ZUdJoXxCpGT+lRJYi41wxvsLSyw0/Q+fSI/mKMVYsRfRlN9tcbOS8awkzA1Z68fOTLsDLkSyNQwfn4nCfuK6s3KAw02d3YYzK/N+lyhvh5OuR1rpmckKeCWLSKGmgA7JWuw+Ujz0p97Nw7MZqfxbkLmr0WPe3JG9R89L3EGj+yj9SbcD5m5HevsOF19gljXKR7qXM3KhUQ9b4t0D9oefEK7mkslfLQW/v9+Tn64AMEMkGU2claiYxNLAR9JH1xTrgfGsJNYW7ROptpjtQLGWbRVJMubu5YzxaoYeI/WbluQkuEtjXMW4d2Ayt92cH8zu+E+uv+Dr7oLX2yV5Hml/kNAHUZCCBNNYM+F/ksWZPlNsFHEQ1oLKSB/SJqBmmaoe2X+7ZPy8I/UWXQWSN8TC4Q4Ke5BApdeOh3EpW861YVhJJtO8VnTXijAXCpfbC17ZXyrmXye019IIu/ZsdzXsLL3O/PrhgtFb+ruaYq9we4Eziq0YJpV30qG9eyqsFNUZyneGxdcJ42FYCMykyqk4Olpeb5fcdw1KZfrR0fYF47rEPVj8Uhow6L0ExtQk9MxjXCSMljz1grUbM7Ff5DpQ0D5TdC8lYJz9a6Gpbn8WsGvD/E4WRbdTVO9ka95fyHVIQQuq13vUZs/hD15w9ztuov6JyCfXUewgXGQzVnx3WPHl7QXjtkQfxApABbEQqN5JzeXof+LuDdmaEyPFz8VLvrrPbP/gCcUuT9bE8noqFTFpvhtWfLm7ZDuWvPnuHOWktRxKnFNNPxnHKRlTyYnwSO8tv35zJT1a9zVpSjBQwpSZTUFbj6CSZvOjjDtAdSM0U7fLIrxKSPF6EHz/CK1d/Vng7R8Z4mDI25LZd3rSOCjUoEnWoIvI63crlBbBkeomuq1LxIMj7w2HRRAa8XJg3vS41UHUsDqxb0uqypOn7ljjaPDrCt1q9GS54PacPKSKfUJl2S3GQsRoHDPkTqH2cg0qSGe1o55lXNlT7cV2iXIdT6rS8dkCPSaqbzaEixnDVYltJfnM50vIGX81xy/EPrncJhZ/sUH5SFzV2DdrclmQ7Dmx1LidQDlm06FvHogvr0CV6ADl3UBsLNYo3HYkVha7GzAPB1JTEVfVSUgZy78FIqbUlAw/fYHpZULa9YDedzJIRk8uHPrZNfgAITFeCJsja0WeN8Jx1wpSJjw9Q4+yMOSqeNyitYE8c6iJD28eduSygLqA4RHnN/uR1DhyZSX4V45UW0IlStmsDWUX0F+8wswa+PgKtzCYzmAOmjgTBz94ZB/0o9AeVZlIUeEXCrdVFGuxQjD6USwyXEimnq1srd1WPmu5aFlWA0+bHRcvf32S2G99xbtuzrurGdt9TT9ldLkQrN/cC24XZpya7GoPbquJpQTD/lIYILtP9NSuTLbm3muKtcZnURvm1uLuDfNvRQB0nPR++myVOb3G9G/jYZxPUu5JHo7KxN6y3i9Qo5644Aqz05SDqP2UF6Wk26mJNaOJpcHuFek84XZTXSRCdZcfF8iJJukexKs7zGSxc/fmxG82naK+kWLZsFJTTUW80HXMjE9mqHOxaRVKoCxkoZaGDyjBzdtQsB1LxtZBENrjuOJEfzwGeUzGn2fMzohS0mX8eYIIZpSMzR2mxS/nk4w+rRVDlJ6vi6JnTIbF5QHvLcM1ZK+JXp+oltpPuPKkok1FQnnNoS1J64LZt0L1PNpOM8nwTX+EAWUcxJ3QTf1CnZwVVc4nS1wVxH3z/qeWWCeUFXpyf6km33hJSBg1SWXsTUGcJ+HXu4waxPaYeUAlqdfkYLFzSa/3fYn3hqYauT7bo1XGLyzj1IIQmwBNdgJr+oUEYbdD4JI2ibZisuM99UGe4MxYyVhc/7g58cmLTThx0FFQ3vaERYEOSfxihgjrLdYaYmMFKtl0ZGfQd1u4nImFxEbsBOKsxN4fIGXGjy4Ef0/gDhF326KGUWJbCCgfMV2CSuNXBaYXYV1qnLAIvUM1lfy/NoRGT15Nj1DlX3X8dgR3q2ifFhQ7Q3XTYd6tybMarCGnJJ1HZpUE29pOzBpxdMyzCt0NMHh0HwirUryRS0MsDWHikJrBiBCh0EK3BNCCbR35q8kpUi1FEQC7PqDcDD+TLFEmqyLWFjdrIATc2w36aSmTwMvAm02ScfE90Vgb0S6J+AKZ8Ec+61HkUGzz5Iw5FfME1SDMFLGJXDUtP1295afNG166B5wK9KlgHRtuFws2oWYdGm6HGduxYjeWfPfdBXGWiEuROI8LIUnnyZEuWwnMYZZItQhBAOzC41xk1JPt6KCJrcWtBW5QQbDM6iGy/cwyrB7rA3rqQp+aRKyyBHYr983PhN5JVjAIfDH/RtrXZQfVLcxeR/qzCbfMk8ullubAWanJzXOiihZTNtlKsDpy1I/K4mJScCYLtp2Kpg2gJibFJtKfuxNmiwK797QvqsnLX74bLd7wxUbhz4TKWRSBygQGG7BlJJdSIHQuMitHqqmJc84SoHddxcE0xCC/b+ee0Fl4a/BzAH3yGJGmy9NCrDK1GdFlYjdWlDYKbl9oApCzItWJrI8BftIHeKFwVvOBGLVkulN2n4qjcFCKyN3TTJpNBYaoGFf69DyloMzJ1A492RIv5XeK5cDFvGNYWkLUJ1HS4CfLgc6KAG41kpeQg0avHalJNIseXwbKIqAUrJqO9aEmBCPWF9GcKJQPbY0frfRQneDHo3JYrL2nXUWpMIK84Q6iQjdjwjdTy87J3kZ7GS+pUMKKOQT0hP+nQjNeVGJDEc2ph4S9WJGaQjQvGawSS/F8thBWWxtx2wG9Pogu52JGbCyhedTgmD7JTkIpiI81Irfz6Gjxc6GE635kuK4ZVmJsaOcSqrM97kKksPqbjt+K4J6nzIkMykdy10ElFEhShTkM4u0CpPLYziqLpYbWxOvzqfCqBVZpnJh7TWb22if8JFo6Hf0ApYimtE+4rWc8L0ilYPyp0FAWUrWeBohtI+UXW7pPzxh/cI17vUbFhNtG3N7iFwhbBHjVnfHnd9fs24rxUKAOBrfWlA+P9qLZiAhHvC5EtKQCuG4qTtbyGqXsBi7dgc+LGz62azSZ+yRNhWd6wJWRakqND6nk18M1/7T4CT4JpXDbl+zupNtRKhN60JPkPJGmyQeQo3Tc8V4mWKhFsapbMSPTQbyx3U60CPuPM3Ep3XfsdvIbKRO5SIRGnQq82UwBwU0y8VGCje2mzjUHcas0/dSGrJyCtpP3ZC3Zf3cB1TsYz6Q+YPrJD92JSMruNcN5Jj0d2F1Lz88cNerBUb+VtnR6krHHUiTg41IaXByeyeSKTopuR7vXVGSBsZLF7g1xFqgLz7Lo0CrhLwyfLe+5Kvdcux0L07Mw3elZ3PoFf75/xl+4K3b7mroemVcDd9sZfukm+fyjItn0snsZzx7Ha0iGv3h1Lda3VUJvLfVbKdLG4rHR8xFCinWmmg+cz1t2fcluFhlXllhk/JOArgLGRRbNwLIacEZojt3E9IlZgmvOipgem3YAKJWpXOC86misjJsxSk/fahJNjcmwW1Xctg21C5xVHVpl1n3N3bKhKT2zYuTNesHlvOW62fH6sETrzPPzLY0TZ81l0VMZz7wa2N/OICiq1xbbw3B2hFEmeMlPfPJyUjJbM/VgED+pPDFo3H4qZE/zTGVRxZ/M40KSe1Uqiq1I/9unjv7yQsZsG4mVxl80mD6QCiMU6514uKuUpVPSZI2SnJA3irXH7kf0ei8Gh4sKNUTCqj6JmEyfiJWm/3jFcG5P1zPONcUhoUehZBY3h0c2319z/FYEd5XAdUk8FgqLenpFKqeMWkGcl5P9gGRWyWr80smq6YRFM54JBFOsvRRL7nsOHwt/1BykQOI2PbrzpNqRVwvSshb8cT+i+xG/KsQI/9jFaapG6ylTNX0AL66UsTbYpoQhCL4/FBMkoVj3Neu+5v7dEtUatFeUt1rghji1LJvk3KFSJxm4Dpn6RgJLmEvhRyplmi9vL1gWPQvTcyikAfWvhmu+6i8IyfBJfc8PyhteugfOrDTTdteRP95+wrf7My5nLftNLQPY5ClDmSbrIO6RyiRykCw92ozZCmMgoTABio1kOyCsmu55xFwNNKWn3VawmdzwbBYmyOSu6OdixGQ6NVkRCAyTjSgK22s1edUk2h8Jpq1MZhiFGaRGcaMUmXdmuAI1l65HrhQ6au0CjfOkSfH4vNlyUbQMyfK2X/DF4pJDOcMcDLZFhEszadqAEpghVIqxFQtk20thjiyBgFlmeCFZadV4KhtoQ0FjPb9z/pZ/sPiaZ3bz79jiahIbJW6MtQu41eFUPE5JEeeJ2BtR0NZSBzn60qgoTo1velHQ2iLgC41qDXYnlgFuq9BT85KTt8o4WS2ojNPCFSqvOuKFoq48H88PLNxAYcJkpTztKLP0uD2+lrJCq4zV6USBPP2ZmneErHlzWHLf1iwnsZhWmdp6VmXHedXSB8c4CaLmxUB5Frg7NOyGQhaXUnjBMWleLLd8vrxlZgbWvuFuaOhxlCaCV9idodjIgu/n0+I7oTXjUk3BV9TH41yEQ+U2U+wznVenXVq5z1TrOHV8E1uT5DTjyp78rASu8aRCE55aspbPcls/OcOKLYrZD+IrVTiykbpKNlqaDmlFee8xrT8x/tS8ITYF2keyM+IaqaC66UiFwS8L/NxM/vTSuMPP9MmnKDkljMLukTL8Vx2/FcEd4NgkQXxlmml7KmY5sRbvGKUU2kdUntwYjyuuUVOmpVDRysNaH1AfNeLs6DRuPUyNPTzKzonnDWHm5HN8lNfTBJfYabt17FOYH/GtdD6fPLc1YVXj7tvTuaNA6UznLSlpYbdMDQLMKANyOJeJ5PZTE97Cisl/rU4YtV+ISZVYuGb0oBlua35ZXTGzI/fVjC46/mT9ki9ePSFHxe989prhzGJU5pldU6hIowdKHaisp7Ej96uGvckYJR5ORHXyvciDnrx0hKJHUmLtO3Ji5MhWWDDL4TKiL0fOlq0wUQ4lJ2m8F42jDvJMjkU+2x6ZHUoKmVew+VzTP42w9FTNyPm8pbKBmLRI7pFJH5NmCIaUNE05MitGVkXP3A2ntoGlDjgVcToyNz2VCrSpwOnIdlHx7eDIQ4X0BZ3MvSZOtDAoxB4gK3CdsCV0FKgpJjALoZBaKxa4bSh4Vu34uLrnid3iVGCXag5JVkCfDftY8RAa1mNNzIpVKdj5upVm2ke/FIH91KlmYA+SBLR9wV0/40m95+Xlhttyxv7tnGxhXGRsN1kiTGPw1E82Qkoao4XSuKp7zqqOyngq4zEqM0QrjcyjFQ3B1GQgZXViKRmVKW3Aaf29wA6cBFvvdjPa24Z+WRCD0BNn8x6jE8uip4+W+67B6HT6PB/F5+jlasPSyXsKE7msDsyMiKxKHbATDRc4+bDEClCC32fDJFJUeCN04KOz6SkTT9J/gSziuVArqjthcZle7Eeyk0AdC2lvmZU69XMItTkVulXKj7x2IwXb7AyptDJX2xGsIZWGMDeikH0YZOE4KyYXWWk9Wd6F0+cAqD6QK3vyHrKtLDqmj5ALCexGQa0ZLkrM8Gih/FcdvzXBPVQaHQxGSzBWKUsRYoiEhSMUFlVmki1OmLvdefFsqPRp+xILS7mN6OdnRHeEBQz2YEiro5WviBH83MgqbRTZSmaRlRJP95CFazozE/amCI09mQgNK2nFp4Jw5Y/BT01UrTEY7FoyX79MjEuZrEfB0ex1pntiCbXg7SgYV2K9q7IYNh0hASX1Ix7eLvkX0fDfmxfMy5E3DwvsdyWhzvzi1VO64Nie1fy0ecOF3RPRfFLf81H9AMB50fEw1jwMDZuu4uFujikjxkb8tzNymSnuNcPzIFz5WtOsFfZOZPntM5kt/omYhr1YblkUPXf9jAebCMuE7hS2VYTFVHhbiV+OSpDG4/UI5OFXifiDgdWs5/lyy0XZcuY6rI7fyyZ91qSpmcQRgz62eDvK3yUYeGZ6kF2LCiQ069jQJ8dtM+OhqdnWBbEUMzDtJVBkO7kk2inQO4W5j9hCETop6sbGUFx2VIVn35b4xjBzI8/KDX9Qf41TgS/Gp/zL3af8cvsEqxKlDdwc5ny0WJ/gjtIGDl3B4WZG/UomcrEWGmN5pxlXkwnaVHjNv5rxq33BJ7/3wA8XdwAcdhXpoDGTYdXRhZM0QRPNtEhlqK3n5WzN3I7UWmpBQ7LSEWpo+Orugn4ji5HqjLT3KxKqF9uOXEVMHaQZdVYYk8hZFo6xtyiN2CLUkfSqplxrbAe7Hzve2SiLcrSsdzV+U0JWPPv0jpcrscBu7MhsEkuFLLYWAOvQUOjAj2bvaFPBu24OJpPKzDjVeEKTJ2hvskguM81bseI+CpqSy1LDqRSpPPLhM6FCvNcbjTqzUjSOAhF2V1PhfVTiC39uTkSBZER85Odi+6v3I4fPlySrmH91QN9tGX78jO66IDoo9umUiUvMYIKSMrZ3mC5Iz+BS0362lEV7fqx5KEJt0bWhvBtAK8Yzwe793PztsB+wh0BzM+LetaivvyN/8gKMQr+9Jy9maJ9OvPRwVWD3UVYzJRx5CdJQ33rCzAg+W8iWu1wLVj6uHOlKoJPiYUR3AT2TrZbetqSbW8zzJaYNFN+tISWyNegnS8KLCj/XqCRukrE8Fuo02dSU914KOgeF3zmGxkkTjToTTZ7gB8X8u0R3qSRQPtEcbatDLewTP5fBV6yFMSNb7Ux5byAp4iIS/+UZ+xeBhzqKa2Mp2Vt6U/Ll/ilf1Zf835ef83K1IWfFzA38w7NvxFxs3hFRDMmxCTX31zM2vuJhaHhrkygIcaIENPK5oYb+Uoqu+XKkWQy8mB+4bnbM7MhmrHi3m6O+rrEJ/EUk2iS7lijYb6ySLGwTL7pYi0mVe9Lx2dU9TxvpxnQsQt/2MwmOOpwCOzy2zjsGqCFJp6EuOlLWzOzA0vasbEfMmjs/4xBKdqHky80F27sZygv2Wmxg9jaKoKWVxtI6QHWfcAcxavJzLT18ayke5qzY7hqqf11j/tMNf3j2Nb9TfUefHf+i/QH/9e3nfH1/TnfTQC1+v9Vi4H4zE2qflQf+sGtw94bmu8xwoRgu5V6rJGMoltBdK9wWDj/0PHvxgE+iHt0PJfa7ErdR1LeZcSHjxx4UxY4TQ2hcJnQwfPVwDueySL4JCw6+5GY/Z32zQHUaDMy+NthOFrrqNtM+tdLOMSpUMrh9QXmfaZ8LiybWYqUcfwRuoxguMnkZKDaa8h76J0AZuV/P2Owrfnh9x0+eveNu1dCPDqcT675mDIaHuzkvnz/w07MbPmrWfLF/wqvdinZwlC7wu1dvWbqe3VBSfevIZtJ2eHFONL2iWMu8GVeiSyBBfZ8o1x4yrH9U0l1P7SM3isVXif3Hwr4qp9Z53ZU+1cLIsmCOCyWNNVLm7FcDyWi6J47Dc4cZMs2rloc/OMPPJ167mlEuS/xCire2z9SvOyFuTM3Wj4VqM2b0EDEPLWZVMM6krhfVI1oQKk1163F7T/uixnSSRLouSpwzfwuokGiFu2tRb94Rt1vUXwyY8zOxE9jusbuG8awklYbywWMOXvahRqHbDu0rxlUhHZRuhkm0VOD2Cbfz2LcbVIh0P3oitr+dxzwcJIOvDOPLc+xqhvJJeK/LBn27gbqcOMcTRfMQ6J+WzL8Z2H9cC0Z+OzKcOfx8onklxTgaUpz4zM89am+pbjPNdz2xEDe6+ZtIKCXjcIfMsBQHRRAL1yOjQ3vh86oKdCs8Yj1qzNqcGjwfm0Zzp0ml5XDp+NIbzuYdCcU/vfkJpQmC2dsBp6U7VBcdu7Hidj/jsKlQB4vbiFDKL5MULJUSylkt9MgQNLuhIOUlMStpOv2uYflagqYM4om5ESa+dqFP9qluK31g/VmksZG9LwiHM77J54zRsO0qDrsKY6WIHLx5FB6VQTjPWRGCISVFGA05SlVMmUxRBqyNYqo2WobdVCTwmuJWhEsqweLbQPPtgVQ55lrRX0nNZvZNi14fiOczmpCBglQYhivF0Dr0u4LDZ4HnWnqzfjVe8Wo444/vP+brNxfo7yq0y2QvkzS+FbV1PIvkueft2zNyVOgm0z2VArQeFc2bfOr84+fSiQkFh89hc6j5uX+KUpmHuwX26Io52RMfGUO2y/iFsILcXjE+lOy3Bb+Kgu8PmwrVyg61fidU0mxh/m1iXAqENi6Edz/kSbw0TtBgFHMyP5NFR3uo30hz8lRkdCsFySMEpw6WvBRMeN3XFCaeoLbb3YxxcMRRoxTs+pI/uX3BGAyruseayIuzjiFY7oeG237Gw2bG/G4qmFaT/XKYxEkTZOL24qrp2kz54NFjJFaWap1wB8XGijXH5nN9sgwZEIjwiN2bQWphw0pT7DPVrccvLWY74voR0zWMFwWh1uw/m0lyOMpuwfRHa2BF9RAp7ic65Ziwh8hsSGJ8eFlJwuo0/smcbBS2z8RSxsP81YhdD4SzUlhuphCqpBLufmgspkuc/bNvf2NY/a0I7lkr1BDIe5FYK6XETqAqUA9bgT6SDDJ715EraVulQgIfMA8ttjSE2uJ2I+bNA/mjS1QyYj9QOOKiEYuBIZGdIdcldtuTvCMsCuKsEKrl3OHPK3TtSKXsAmwbiLUVzEwr8YuflGIkJgqbDBCz13ChaGY9w+eRSmeGnUUl2H1anSxU9ZAp+ygQQBfxMydBbDqEfiYFSJUhzsQx0kfJntLkyx2LI/MmU78RwyS31QxNSVcEfNTs9qILmM965uVIbT1KZXwyrLuK/b5C7Symk6Bs28mylKMycar6D4ZhNMRgONhIDIawc9gHub5kOHVsP/Gjg7A4shG7XduLAhebCMHwsBeoLHgjHvKdobgz0v1IQ3WvT93nx7PMvpT7blu5N9UwsR2OzBab8XnCZROcfa3E7W8hk7/Yypb9uGDHSoJddT8yLh39VYVZCjaqxyRGTa00w9A2k648Re3ZjwVddLyKZ/xi95Sb7Zy8LUhlJpUJdMbMg5QvvD4925wFukvzQDg4TCuv+7n4hogP+CM3+8i+8lEWM/Z26t0rjyVWkrXqmE87QbeTJCNWmrCM9G0BW0fzSkRlh5dHE3GIBvYfS23lGOxPWgUea03HRtOxNBT7zDAVL5OBPAvkoOmfZnKZ5Jx1hqgIo2W9rymKQAhTQxqvRZSUQRUCwe3akuFQcN50XNYthQ4YVbAdpFFJiorhnBMtUxxBRbyUtVAaTxbIKZ/IFgDFNhJq2XnLoJai81GbIfMRVDnpHSb3RpD7qmJmvKwo1gpzGLCl0BNVzFidyaNg+qYXG4HoFEVI6N6TzktCI0LHYufR7Ui+qqT7UjanOp9tEzoKjVcPET14kqlO3Z9MFyeCicaXGqMhvn7zG+Pqb0VwF4cqg5rPMKslrBbERUU2GhNmEBLuoRdp9u0D4ZNr9BBFPZozqu1RYS5F1cKgN1uxIZjVqJRItcOfTdxlq4hW4Bj7xWt0yqjf/YhYGcw0KGKhCZWR7/MZ3QViZRmXQsMMMysTYfKIN106UTlnrxS7F5qzusfND6y7ioFGSC8X09YsQphp6jfDST1npsGWJu72sWfjcRLneaCaj8QzjZ9sg/uVPhUxCaIItJ2wLczasnPSM9S+c7i9Yj9r2DEtFO95rBS3ssvI02hw2ywUTPWonFVRwcFS3WqSc5KZA3UrAZOcpwAlkvVjpn40RjOjEol4O7FQgmbclNgHK6KjXrGYLHdNL3TLbLOIjVr5nPqdOPqtfySMl8WrQH8mFNdYCtxVbCTQh5l0OJI+romh1+gxS1NkjXSQL7Qo/aZMy8/0SdVo+6OPzNTYwSusCzSLEaMzh6Hg3s+4G2Z88e4KYxLV0wPLpmdWCIY8d4Nkqt2ct+sF46FAu4hx0kczVhbTvof9a3XyIPfNxL3X+dRftB3cVASfen4iQqNsJzVmlMVh/jpKYXBhCOeZ3FqqW0Oxk8y3uhVFciqEPhpm4j1vRkkcxpXw+nWU61ZexuS4tCLkKhXDhWDcYRVx81EsrXWiriRbD1HTPojCedSOoRDzvKN9BnVCV2FqjC22Aqn2Yjpm/Km/664vxfd9EljZVmHFpw17yMy/DQznZmKbMZEqEN2KkWbV9rYjfbyYGm9Ipn1SNCPF8+OYESxfqJRZQagEbx9XksDYvZKCasyUdyOpkJ4O5jAQlhXjaiqIauGymzGdXtPBkp5Jph4LSdpsK4wYu/eYQRZPMkKPLEXzYNqADmli8QlLMFmF/unn8Kd/fVj97QjuQFhWsPqIMLWaMu1EObyYofsAP/8l+oefED57it6PqKN7pFLEqxXDeTHJiB38vR/gXt2j79ZQVyitpXChJlP8lKEw5KcX6Lstpg2MT2tipSnvBjG4qu0pcMZlgekDKlm5qT6Jd/zU0TxOA0BFYWEozcQwkHPMRaZ7KoGHzGmFbl9Uj9dfqhMt733Gg0qCqbra8+PrdyxdTxscB1+yKIRC1kfHQ1/zcNWQ/2SJX0xc7neF0B0zlA9MfTKhujNkbUSZ2BwFQtA9Fd+QYxco1NQrtclTn00J9Ge/ypz9my3txzNCqSn2kXEuvSfToCa6VgatyCPYfvJLKWGYMqzinVBEzQj1TZYWegaaN3lq5aZISWoPqMzimxF78ISZw+1kUTtcG6p1nqTm03CIkBqhvNU3gq1uP9W4gzApQIrmh6eGcj0V4gpF62QChkoC2rHjU7JCsSOJYGheSjOK0gZ8MmgyTTVw1bT8/fNXXBdbVqajUiMJzX2Y84v2KfuhIH7TEM/AuEhOE9QVNNW93GdR+spOI1YSYAFm5YjVid5PUMe6JGtZJNOEER8NtI6NmvVEpVSDPmW5s9eRh58a8Q9KGb/IpEWgWg2nnrXeC7avdSIETY6aPE6K0vetTIqErQJN6TEm4UykduFkz9wHyzA4Ui/9dHGiIs9agc3oMlKUgaFzlM7zdL4/UUS/2lxw6Atm1SgtKIORRu/dI1QkmXAm1vok6HEHaYVnxgRKgrDdCT3TbQMgVhK2h2NnLTNmqjvPw89KQg3VPSfX1myQhC4JO09EkBWhkUQhFYbivoO/+Ar14in5spHmGnlq0TgrMAePWVpCrenPDa5TuG2c4NRM+cUN6WKBP69R657idktazfDnFW4v1id6jIznpdQSS4U7JPxc8/D3z/8WBHel0CHRPaul8fQhyg2dBoMGzLNrkpucGO/W9L/7Unwc3rWonCXgHpLg8UB4fo7uPHrbotc79N0ae7ESebFRZGfEe3le4l6v0RclKmb83FFsRuybHXFZia2mkWKuKBotfmGY/XKLf9JASpgu4A7Cwoi1OCruBmmr124r3NpQ3WXm30lno34lBZdUTcq6XqJ5aMR5MNSZYquxh0fDJqXEh/uPVl/y4/INz8yWSkX6bLiLM77xl/y8fcGfnL/kq3fnhN4Jb/3giM9G1k+RAuzeUN4L5z4rGejJCf2vupOFZPeZsFpsO3nVVLJwmYM0Hz77twfM2zXurEJF2D+zom49IlWTWjSrzEzID9LT1MpCUr+bVKRqahE3eeoA7D6ZFgcr/UXDXMQmu48KUMWJyQCyMO0+k98PjQikumvxYI/ngfbvR5LXqJ0ltJNddBYoy+2kcBkLyYLdIYmJ1LnB9pnmVU9YOHwtsFB5r2iXJfcunsQ8LKGynv/hs6/4e7Nv+WFxQ6U9KWsOueBdWNKmgjFZrEmkKw9REYMhHZw0bGllwWzWkf0LM2XGCB1VC7UWxD74sKvEmGxq5RdrKHZHCwHB6It9ZvZtS/dUNA1qlIJxrGD9Y8NwmeB5T1V5GhsonRSo49Hh0TzaZwBTZi3jT6l8Ut0eD+8N3U6aiG5cIgVZAayTgnJuIvVSmnH4yfNf7H4Tzka0TswKj1aZd+2M0kQOfcHH52se+pp9V6J1lrE7JRfDuYyJMSp8kPFQ7tLJVKs/t9QhY1uP+vIV6Ucfc3hRCk/cyBgvNrLr9o1i/1HJuJKxeKinDlVOfJfq+4Q9yC7X7YI07nHiCCmmXwr94ik4ix4idpBkQzjzAu+ZIYsw0irqN62gDSGhNwdyXRLOJMlTb++gqdDrPbp2mMPA4YdLsi5w24CKmTCz5Em9/d5j+iuP34rgnjX015UUHvqI2Y8Td9Sg+0isHf7sCUd5+PCzF8RCcG9/UWPXA+X9ACFhbjfgPTgnfNPbe/RqKXYGw4hyFrIW3F0rdMr452ciHb7ZkeYlqbTkeUk2E6720KHanvp+T/7JE8H45gV270WU1AXBcpvJ7Mlr3t0v4KY8mWzVtyKYAIUdBBqwXaZ+57GtZKT7j0piySTjlz/FTjDiflPyy/kVZ0XHE7vjpdngVOIu1axTw0wP/LR5g88GoxI+Gb6+uUAtR+Jemm8or9FBTe3qmNrbSXNwmL7XC34ZYn5s0r1VqKSxe8X8u4jednS/+5xYag7XBr+cVLeT8CMUwhDSXlNuhJGi3012AeMkDjlEunNpONJdqVOw6p8GoeLtLeynptJz2XXYXjLrMJciXpoJJGDLQG0i1ky+QTpRWekK1XrHZlHT3deY3kkzaiU+38KGEFaD7RLFfY+KtUy+KWE4Nm/QHso3jjbMATj/5IFXhxV/dPk1n1c3vHAP3Mc5v2yfihWEb3jVrnjoaw5Dwe6hEXFBVJgmwdyTto5xeawFROyFRu+E9aE9jEkx9oaHQ01hI9om0kSp7K5FJTx7kzg8k51MuckUmyhCmJmWXZsSPn/3MkAp2XZRenKGbijY7mviYITdNOiTehfFyfkw2/8PdX/ya9u+pYlB3/gVs1rVLk5xq1dGhjNdgDsW2aFhZAkJhJQ9d0FCyn/B2aaVXSQkRDYQdgPJdCxoIZAlC5CwQELIWGmnnREv4r13i1PtvVc1q19F4xtzrvOSeDfA4UQ3l3R17jlnn7XXXmvO8RvjG19RUKoFhC56aHDxLglwy6/qIJkawot5U4BXM4aXBlOdkKNB1QU0dUBMap4XLeZk8TK2+OEvH/Ev/+3f4+9+85cAAG95ILx82MKdLHMKWu5b/JnTjksFfigw802Onx0Qdpad+4ECMBsK4c755nGUKtWgTDzsXQ8sBmn1c4HvM73Yc0F1nNWmhO/NdOfgLwnuCJRNg/FtBwh3OWGnvkjXRCirIrW7/hRgf/8B5eHA/AhnkfctwobanPyLtzDnEeX33yP9+jWGLxqFRotSsAnZLNdq+RfDzx1KJeTplGsHM0WIM+tSM+zs+rWpYkD2glGZOaIUi7SpYLoGeJlRPj3BvH0N83CH9OaO4gFdVMilB7o7hoB8NiHkrlaucIZMARgDBU7DhHzYQIZZ3SUFpp8h/YTS1CidvxVGX1AmSvfbZy6qkHnK+kvE+Rf0oalfktoa03kyHyoN++VFthRcfy3wF0H9g8MHe8D/JTg4SQhbRvn90/Etfjs84M73eFOd8cvmE95UZ/xuvMdz3yJlg9PZw5wd3IUd3PBlgh0Mmiw4/Ib7gvGB0hQTmZHJ/DZ+fxS+P1YXR9c/faBqrmPqTWxwY+00YGEwLAr9a6NdkC7mhDBHVMOssCcPPhwySpMgnv61ZRsxN6wwcUvO75RI0Sx1htT0cbEuI2dBgEUqAm8TKh3v++AxBYcYNdSiKfBJ1tBvSQXwDHmwve5vctFDGLdJRIVbUgAzCuwgmL70GF3CvWN27V/Or/GfXL7B/+vTl/j4suU6I1P5W4KBe3K8drcaHh0E9sprOuwEx1/7NSPWBHA/cBXU7xz6skE4EF4QhbKKLhWnve5sJh4QAIOe562sauHhm8WvVxDhEC8eMhvYnlNJ96wimqLiumvhNZ7odR62ZlUmLx5LvmdTMN3z87czsPstl37XLwzkzA74uqN7ZSncs4TRoWtmhn0D6JoZu3qif/8drQZCtvg4bpAK2TWk1fKQKuoBZCJJBITViKWj10CYncG8MzCzhfzyFWJLONXOWHUmdiqoTxluzAzKaG7h1ChA9yEy08EIRUjOILUOWcOr+VkZzI/sulNLozg7M/TDTglIBdUpImzcmr9Q7veIhxalMjCNkjlq1rPsLcqhhcWXSnW8TWQAfd2LAfxphn2h1cGPPX4Sxd1MEfWHHsWa1eM4tUxLqj5ckbsKuVL6kBG4a4Q7jezuK8MgDoBYOpRtU3nkwwZxWwFWza70gqIpDb821RbuGpErg+ltBzdE2NOMos8pMdOus/VA7WDGBHEM+4AmOskS45fIqli6mqVIZ7d4XtxOWjtlVB+ukCki75j7KuW26PE9R0YIw5KLM0CpcLla/Mf+l/h9fwdnMn647vHhtIVzCV8fjvj17hMe/BV3fsDfeXyP35wecLIF7TuD1ADRak5rmxG3KsTKpNLZWZedIPa7LCQhgFf4AKWgOkckbxAbt04aS4h17DRIRDu/Yokhx40uW3vayia/8LEJRRXL0VsuDnb8jDWkqxWaPhVivyM/92g9ou46oMvbUiu+CwAzHRMlAdXACcpOvLHbj5l+7RuqgiGyLt3trE59AEz0q+JxviPLJW0MNi7iTw6f4E3E78ID/vHlK/zfvv05+mO7dsGlzpAmQQaj/vCAuZ9hDJec9ZOgfllsDhZWRFlhhvGgBmrvHOZZUHxB82zWHcXif0NxDb1yFi/wVFNEVn+wCPsMiXooCFAtXSp4wDVPZGqYQOZG9RKpEE+F0X2TrH8Xa/qMU+RDx8RUC9yVne50sOu1uwTRNA8juoa5qPPsCO+oTYSo4rWxEb94/Yzj3OIvj/eIidUwZ4F0CbnXsHX1g5n3srJ6Fp3IfOdWdbEJBW5ggS2ibowXgWiItRsKqnNC/d0FEiKmbw4YXnsyvhKnVxQDNybWCnObaEwocNeEXFMH4cYEf050jrRUt2ZrkFsDN0T4a4SEDPcyotQeccdsCSs0gDOR01CpDLIw3MPMGamyyoQTpMbCnwP8ucDMCXnXINf/HEVMIvIXAAkYAGIp5d8QkQcA/z6AXwL4CwD/dinl+UefKHLUL3WFeNcgNWQySC6wrad9wGmGe+6Rdg0kZNpsOotcPSA8NHBXhtTmbQ1jBMg7dvJzgn3pIdcBZQ5ATsBhfzMMexohKaHsG+QNrX3tCZAxIm8rpG0NM0Xe9Irh513LRPM9GT1mZhfO1BR2d2aWFRsVNr9IjUV1oZsl470Eed9ifN2oqAEr66Y+JtRHmviT2w6074FiDT7+5gEfdzuILchXB3O1iLPgn7zu8P3jHq+2Vzw2V1xCjQ9Pex0jC4qn/7e76kUjLBDdhwh/DGrK5mGCofjKsTNblI+pBo6/8vC9R1LRCMCurT7xhjYLBdKzmyJf+2b52zwT3+5fLSkzom6GhlbEF4Z/SGIxEarGETpB2BlVdN7+bnks9LhUWxTLUAR2USyeCwyW6tuBYeeCbshrhJqJ3J8UaxAUB10W3CbREK3aaYJQNmhtwA/TAb+5PuL35zvEaLmo2wXUr7kMFCl4li1CYwGf0VSRfYUUiqN0Ultsa7v3GdWZXkiyJ9zCZTbfJzcQUuP0sUBqNzgitobOl4bTFAogRwN/ZhfI7pwe++sSurD5MFbW7j9XQhM54U7IXRIZRhsyiOpzwXhnGW/XlVW5+flz2gEwg0FKAiOMTByz4HRpsekm1J42E9dQ4RoqvPStLnItvEsYRmbj2SohG7/eX8sk5ZSplZUtFBXfro9pZZ9ISPBPPcavdurVQojGBL7m3HlI5h5t3mh8ZaD0v3qeELce0yvuAu2YYXTRLhmoP4zIrYMEXoiLvmah16IUyJwhwr+DAVLn4dRHHgDcmDghaLNph4jcOD2cMsycETd0pkQucOcR5umMst+wAf6Rx38dnft/p5Ty8bPf/wMA/2Ep5R+KyD/Q3/87P/YEJWfAO5TWk5squNnyFnq8mJBQrL5pVlD2GyAXlMogbOn9UB2J1QNA3jUoTuCeJ+Tf/A4lJaBkSFXBbjewQ2D3bQAEoPr2Gal5dQvIdWTVSOIbb0JmF3DpIU0FhIgiLeLGwXiO/UsRQKHtav8FYBIVdHZmJzHvHf1uKoNw32I+OEx74oNeDY8kA3ZgoXG9xekXNXIFbL7jltxdLcbXfO31kXJvdwXCqUL/yePP9zt89zgwSq935BsfEiSJMlRk9cqISsGjE6ZdOdZJSHWz08LDXj4twXx3w9frZ3biJpJRsHjRI7Nz3PwQuYeouL/gDZbRHAVuknVy2P5+hh1vh6ikgriteB3kjLStMN15jHdceLqRwpDp3lGs1kd1jjQIG76fZlqmM3Z0oksofk5lhQMX7xLbMzEnbB1yLSyGuqTLVnFmKWSWZIMP4xbflz0+9hs0LuKbL7/H9ucT7vyAvRuRi+DDvMM/qd7g2/d3cFVC0oWqtAnTK+YDu16QVGmcXsivT60hg8jQvqJUGaa3Kw5uZ3YM2fNw9b1aRm80xWfiziTseBA0T+ys86JqLAVFDMKW0xahDYrOAFIKFy2HnQCzNUie19y8E4StTmRdWdlRhM+w3gv+RMO80bV4yfSeL5MFbMFVf5ACmqOJFFzfbeDvR2zaGanwfSqRAjWnzdKyTLeXz647NRjk/0OnFrq7ynQz11oSqxZTttTQ2rd6mVbYsbpqR//uCnMeUGSn8C3vl+Z9j+kVdSP2v/gt8r/2K8TOwV8CzLGHE3bZJmR244qLyzwBxkBihr2yToX7hnbim+UzzXBQWPgywySnNEivh7xhzmpmfTLxs+7mr3j884Bl/h6Af1P//98F8B/hrynu4h1N768T/BwhMSM3DqmrdKlJ5agkz9zU0xXlsEVu3IqXF2cYsO0t8qZGaj2hmNMVJQbYwx5yd+ASY9uSKpUyzHkEckbetHBDup2wlYd7ukKmGcU7yDCTO/vzN9rJkntKKCbr62CRNXdA3NMHw2vXBBFM9271jfBegCxwQ8bwwNF24brbWb3lvYe7RqSK3iP9F4ST3MBgiOrJIvuCqQWmB9oWtD8I4tFhnDYYtxEyGLQ/WFW96gihN59kipVCZ7D9dEaRnYZekCbpz4RSwoaiKdcTOw9bgcnsmrbfRdRPE2LnMe0rjWAToGV8nAmZk5jjLs71iTTXWGBbMliql8CldYgo3qE0DuGevvzm5QqIwD5dkO0rpNogW6B+ChhfV3BDQf/GQQoxbRtYkKeDXbH/1do1F+4GMphenwiPhcYgter531EkVH8KcKcRw1dbmJnMHROAGBxyyghXj3ftFikb7OoJ/4377/AnzQc8uAssMsbi8RS3uKQa+3rE9e4KI8Awe/SaJCWRoenB6l5DF31hazE8GsrpD5y4kCja8ldg+11C/4qfqQlM/nFDRv+KXOzqVOCmgv71TcFaHxPsmDE+Ot2D4OZjvyjeHTCqXzinos/+v8ga4n2zrNZJ4EVN/CyptJJp3zwfyvr8OanzaDAohlTQOTiE2QHCZCvpInI2OF8bpOvC6acAzqjxnhvUt/9SsP3LAeFQrdREE0hPlkQYhdBSRrrrUD2PhCG9oFLmyXxg6IYkbThCQf00cxL/dELZdYSMPw7INdGEuK/VnjdD2hZ2jAg7j/lQwbm9CszSeuDEjs2mmTxMH2BDghwvQFPBdB7xlSesNXIZXrwBhgj3ckF8vaeYbkowc0SuHcK+Qtw4QjR//s9XxFQA/B+E3Kn/RSnlHwF4W0r5Xv/+BwBv/9onmcMfwBwo5JCm2sAB8B8viA/MT5WnI1BXhHLmAAea+fhLgLn0TFcCgFIQ9zXiVw+QLx8QOodsGdRRHA157JQgJyoi4us9zMRovvS4o4c8gLJpEQ/N+tMWy84S7z/BeAefM+bHdk2oac4Z896s/swmsAPy56ScWeKcZqLqNmix37zPGB5ZuOzMbf8iuspOELsMvGYSfO0jfrE7Y+snOJPRxwq/Px7w/GEHGS3cmayHFLg0y07honQTFy3dy2J49u7f+nLtxjk5yIo1Lxx+15O9032kx0V1jKi/PwHvP6H8Sz+DGz1iq1TFkV/vTzOuX1WIDVBdABMzBRlzgj+OCIeGRnE/fED/d3+N6xvSKiUWtE8F5nVNCuUz9yILu+X57zQYHwVho/DGEsIQAUlmtTM2o6A60neleSpwQ1nd/4pwKUZYhtOUP82w5wlpV3O/cArYvBNIsZgeBeHq6MBYZcRkYU3G6/aCXzYfUZuAd+GAY2pxiTW+He/w5y+POPcNchZ0zYx5tpCPFZpPN68Rk6AOoFgnDAhhh7AFzGjgrsJUqgxMeyZmmQg0x6wNwq2wFwNUp0wevBc0nwr61wyuiR0x6vV7z6QFmqQBIWqc5i+EsLLulBYF6GJSVr3QXZEh1EyPqs6kIxcDXL5yuH4tCIfEaMKVegPIaFEmizHedlB5Jgkh9Y6L3oJVlwEsDp4F1TUjRl7H4VChehpRPQFp4+GfR0jP+3bFpJ2FPQ4IX+wIdz5HVB+u7KJLDTNEZGeIoTtB3DhYJzCbFmnXMLxHsyLqdz3SvtIuWpC+eQ0JCc0PPfqfbwA41E8T3IczSkP73yVbQlKGeT6hdA2QSKN0xxH11mN8cKifI9x5QjzUSBsPexRIyNTY9JG07suE4umJY68z0LU/Wlf/psX9v11K+VZE3gD4P4rIf/75X5ZSishfzcYUkb8P4O8DQIMOueKplK2gepnhnwfIXcNRveJYnWsH27VI334P++VblOsA83JGHR4J1dQVsfXDFmlbMRrPsquPLZNSqk8TirdIngU4/vItTD/DDgHhrsH0SGjGnQEbaVUQ9jww2t88ozQech2R//YvIDM7ADsk+KtBaC1Cyw6vfU+/kPmgTKAhwc55dXQDiK/FjYWbCqYdx976lLH73YTzz2p1qBSlcQliNCzsd8/4V/bf40+a99jZAaE4/P7hAf/07Rv8Z89v8e339zA+wxrSp9KFnjG0LdCOS20C7CRIrUHy7M7JIqHoyQ1lVWgWMkhRXTM2vzkjbSqEnUf/qzvgV3dwQ4Ibi0rohbzoWDA9NmpLwJvfnuZVlRsODVwfcPp1h5e/9S8h7AgrZM+OcHhj1jHfRFUHN/z7XAOpTexqzY1RkJb/zwAibYxjUBbSUODPkRLxWghlCBlAzYcR9s++hziL/OYeqXGq+MyIjUGqBZvfA31islDaAmNw+Fff/IBfdx/xMezwX1ze4DcvjzhdG8znCraLhMVmA3exeHntgcFi+51BdWZIiJmB9mNG9y5geOORKqHPUASaa4ZEg/E1fYvoiU9MOAdg/xcThteeUwo4maymdv5mU3v5WtYphtRIoDrxoJZEX3PXJ5qkVYRFudMoqF4izJQwvq3RvyLDyfVkUW2/S3o4cjJovuuRG4fpkSyO/W8KnhuDHARm0k52k1dapfQOMgvyjvYFiz12riias1e1w7gKuu8L2ucEf0qwjVmj5oq37LTnTDx7mIGUkCuH1DiURzaF897DzAXNtyfIC9VsLt/R9sQ7mNEi7SvMe8/MiF3D5x4iAIdpazG97VB/HNBeZsZvOgNTeI3T1bawAT1dIHON9LjTFLgE+8Mz8iOZMnbo2MxuKsLJJx4s4xcbpEZgh4wKgPmz3yH963+CuPEwzsDMnHiNZCIJi5Dzjzz+RsW9lPKt/vpeRP4DAP8tAO9E5MtSyvci8iWA93/k3/4jAP8IAA7+dSm1ZeCsKsvkOsKVQuVq42AvM6QUzF/dwT5skeeI9NU9MazLBDkPgDGI3zzqYsdwdPl0RfEWlz85MOz2VQfJBe2ffUR63LFA9xNNyu4aQARFaPdrxvDZTWMw/Oqey49XtBOofwiQ79/B/vJLlFfVOrayewTqU0J9BotTyAi1Q9xYdjdWML6tYSZV1qk5f3aC8zc1mqeEYnmju75g8zuDPlQ4nhz+LBt0bsZWI91DsdjaEf/q9lvc+R7/iZ/xX/7uLddsKoLpvle3wbeFdDrF0pdUmvqZoRnFU00KYGW3ZK8Fo6JTncQMM0WkN/XK/c2VYN585nynR3rsDNqnBHdNiFuL/ucbVKeI2Fhcv3CIXc2c05WitpiN3brZxfMkNhQ3SWHHKdH8gaQcRcVMFTs9SwEvqhPdQaUwZGXWg7Rsqfbb/qfvkB62wDQhnSaYh8OaA0C1J02hmD8rmO8T7DYiJQMnGR/mHf7p6RV+9/4B5X3NA9kVyCcP3EfAFsR9AiYLf+QhFbbsPqtzwf43A6aHGs2nCIhgeGRo88LD7r6nLcPiIzPec7F6+kWN6pLRfuRN708Thi879K+4uGdMoMF0zwO6fUdWl505PbpezahqBtT4S4Q7B4VBuRvyzwNkDPCtg91bFENopHlOqJ8mHP9Wx8DsZBF/vUVsBPUxw07A5RtCKqLxf5CC7luL/mtScWnlkSGuQOoAudZAZmygJO4T/ImfIxfpnN7a764Y33ZkzT33QEyQtmKtAADLnUv1NED6Cf2fPiB0BtU5ATGhbDvEN3tOjDHDDgGpqzA+VjrNOfhc4D6cIacLwq++IIdeEQV3HGHfH1FqD5yvMPufMf94b5F9h2r7NerfPsH0M6qRC9L0xT2tTVqL6cHDjlzYMuOA4iTGQZLiPf/sHuXnD7Q9SEAdMiQkGGMw7z3inz7QTOwv/nh9/q9c3EVkA8CUUs76//9dAP8TAP87AP9DAP9Qf/3f/rVP5j2VXmOE7SfAGuRDR176nBB3FaQj3l6cQdjXkFKtYbZmTpDngLLtgFzgX0ZYNc+HMSiVW8UFkg2qpxHpbgsZI+AM0qsd34zLDP+cWOC9JXY3Tmh+HxHvWqTWwfXMag33DUrjYJoG5jLBxA3WYOi0LFDZqdspK+tAu3ftkJJfAogLpdS1rAyW4ZVb+eNuzLBzwf435Pifwh7/148b/Kevv8BDN6APHo2L+OX+E+48028O91ccnzeUjvuMyzcG/iKoXtTFrqdoCFBu80BOMzs7jf7rKZ7AJ8r3eUgVzG82SJXRkZ2LLNcnJC+Yd1Y7beioTubCfEd7CH8hAyDde+0wWajrZzI/mpeE7T95Rjq0CFsPGzJkzpgfKkz7JUy6rNi6CQXjg1V/bFLxiuH77y/EPpdFdvJkbZhQ0IwLw0Qw/Mkr+NMMebiDLQVxV8MOEWaKyI2Hu2aYrcF4EHquzAZpNjg8DHg37HCeatr6JkH78zM2zUy/FHVC/PhhjxIM7JEePtM9pwt/5gF7/ZpFyVQWdvjDLh6qC0g19zl24jWx+W7G5euK8XGGDYOUCij0EDexoH+0cCOQekJZzUtC+25E/1XLz2rP92rJ8x1eWb1udQLLBbHbrqwkf82ozgAECBuD4dUGqSJrKmxlhfjGR3qiFMfPdvHuZ9A5YHudDlyBuxqEyqB4gVRcAtcfCF+GDcVqqQjkE0MzUmMQfrWDHemqiDlwaWoNjQC7mkVwjNSP7Nu1Ey5GMP7qgTTEmYSFXFukrkJqLS0KlGptLgywhvew/Yz2M6ZcsYL8xT3mQwUpDyhW0HwKJA0UkN3y60fUH3qY8wD7dER5OEAuPSpvUaSGnUlvLpZLaneNsMcRog3t9Kpe4wLr5xn+z75nXdpv4TvHpX/1z0/E9BbAfyAiy/P8r0sp/3sR+b8D+N+IyP8YwF8C+Lf/uidairSEBNqdKbXoOkDGCcXukRsLaT2zCi8DSlcztqrx67JTZtp8FhG440h60Rxgn46Q8Q5mJsxjP56Qtx3SnjbCRQTVJxJ/c+3IM50YqQdnARG45x5mqGCfz8g/vIf8G3+Hh068Y0yeQg9LwWKSvEH/ioVn9/sM/7FfF8WSCiSzM5z3FkH54Yuvy7zn76UUerMEshQkA9u/5Ix9+fkdzndbuE1AigbffTrg4XDFfTNg10zo2wrzU0MIRoutPy3PVzDBKPWLLn902iwrxdGNLM52urFG/CnAjhHpkY51807U/Ig7BDuR8UNRCNC/dihvPfnY0INv5EXpe6B5zpACbH43kOdrDfK2oe/GR3Ze+dDBHwPqTxOmhxrzzqL5NMMdJ1x+xYM5dOzi62MiA2bOxEVrwfDKr/4w9SnD95mHay3rlJFrh9LWvIGsfv5CDDZrDqwJ4DK7Iif/eG3xdNpApOCLhxN+vnvG2/qEvRs1hanG+3EHazJ++O4egHr0A0CheAvg93N9gRloGRs3LI7zjn76UYPFixO4dwWb7+YVzrNT0VAXQUpqJCfko6dGMG55ILSfSK/sv2wRa1l56KkSpPaG9duJu6NioNcf1rDuZV/DQJPPdjcLAykUmJHNSdjqZHjmtTc9LDse/nmquSfJTpf8s8AOBqmmBgMGsFey0LJCglzOL9cOfVfKpuHUZZioZoYAxIRwt0Pcbpi0NCX+29poepsh2WJKEBG44wDbVfr5OBIlcka5DkBOkHECwgwc9hQ1jjPCtkbc6LI0FpjPX5Ol/5SEhHS/AQ4bmCvHSPv+BW3fITx0ZKfNCe7jZd39pa9faWIT4Zrqw8B6N44oIUJigt3WxOFfrj9aV/8rF/dSyp8D+Nf/ij//BODf+v/puTQNnJYAlurPkJAPGyBnuNOI4DqkxsFfZsj5SpFS6yEpI913kH1LtkwmZCAhAimhjBOKRmO508glx53y+oRLi1JZ5NbDfjzDSAuMAebpDMSI/PaB456qF83FQbYbmJiRnFFxEUfcVJkVwpjvCoY3DmYGuh+Uf60db3ECf4rwxwn9193Kw64uDL8NO4tpT7ZEbASVkZXdUgxvNikF9ZNgzo5CnmiAQfDxU40PmwTfBsRgVxe+1BTMBUDm97JBD46B3WvY8XXb6XOXQo7s2YmKQCJgBdefbzDcG118As1Eil3YGGKGMycR37NAFcNJoRgtDJWBHTLqxO467CzGtzXZLmPG+VcbvZkLXL+5QQeGHSMKMN15zHuPy5cWqVW4YrRwA6mhscFnCz/+v7+w48/LhDITc1+k5Hi1RWqZPm/PETBGY84EmzHCRIsiRtO9HMaqhqsjXt1f8CeHj/i6eQEA9LnC07zBt/0Bp6nBONP+IXUZxZhb3KDBao/cfYiYdxbTgQWoOmcykzaC2BQNhee94pawBqX/RSeIDT+nIlj3CPNeEJNo9yyIrcH1rUXY3yyRFwjRjfwVS5EfuXTOnnsa3i9qLeD4tf5KryBAP6uRk968NcyozQtdkoeDmRfXRd3tFJCFk5Zc3Ruhy4yqr0h0pTQJq5BoiaGzY8T0uuOBUxnFr9ng8aDi5FYEGrpi18xUCgor0m7HGaYUhFdbModiZm5zx32cnHugqQFLgVF6tUNqHeqXANszIBsALX5rpS/2M6QfgdYrrTqjVB5y6SGnK2TfcLoRQXzcwnkHOV5gziNqa+iI28+EjeeA4hzM/R3ynhbZ5uUKGaYfras/DYVqzLDnETAGSECxVr3aZ/ViryFJY/V2NeAegVK4MDECk8hB9/0Meb4CIaDst4A1KB+fUGKE3W0YvmF06REzTB8gKd2wusrz7yYeDOn5BbauYFQJVrxF6WqYgZ2lmRPMdeKkcX9bHJoEhAooKPRyWURMlUFqDOXGY4bXBCffk1tLNoJoKO7t/YmtYHxc3AK1U/MFaZOAKsPWCenqIFeH+oNBebLIlYcVFbs4tWfdFaSuqPqU3iTtB96QdpA1sGChyDFt6uY8mJ3BdOdw/dIidmAn3JfVizqpuIRGYOwK/ZV7BD9kxFqZNLnApgIIQ4TnrcG8Ew0iUJ58Wa4N+9lSlQdb9sDwhrBV2Jc1sUqS3LpDAYBFWCarCVsRWVWcqy2xsCM3E5etADHpgqy8eR4s08Eg10w9ylVBKUDdBHy9PcJJxj8+fYHvLgec+gbT4JHPHv7FIh7y8nK4L4hU/5qoC9K5wF0j5r1dO+JiZZX4L57+yDy0Lt80euAJhopRkSYCoTXroVyMgb+S0QIDHH9tbp2ycHfgL6pTGDgB0M1Qp7Yha1aw6AGvnPvNEuZOOK95ipjuVM2tC90F5rGjXkNd0QJLYgA964EyM+4wFRZmFBZ1O8stT1YtryUrfHmMXPaGDOS87rmWgh+2DnYyNPG66M5sCpBhRvpbj8iVKnWdQQIg0UJ0UpSUYXqFajeeitPkaVXSOLgLd4Lhrib8++FKu/Fth9z5dYkL/ayMaBazAfKuIwvmbgNzGWHPtPuOuxrTYwV5VcOfN3DnCfZIL6uy3yAdWlqRx4TS1qRdV44TweMW+N0fr6s/ieJO3EwhkDmQh16U31455NrCXgPMywUS2tXZ0cyJ4dkDK2FxBhICSj9AuhbFWUhVQZqa36MfIHWFsmlpL+AMZApwL/SKR8ootUfpaoh3sAApU4FjmhwVJuqY/MSuHbDXSRk5euFPQP1RVvWciSzavufrzI5ClSIc3+wka9JK7Owa9WXHsiovi3CMj3cRpo1wVcLDdsCbzQWVifg4bPHd9oDxpYIEo+wQpZDMWCX9uoNd4SN20zpCa5brdKfYfyUY77SbshYmEk+3Q0F1WiCYQuaC3A4FjuQsrNWZiwg7ZmRrNdvSKuxgMd6LYra0ICAv+2ZhkMGff7G0XewcsgeKI+ffXXnDrurFmv/G98ASflEf2Vkufu12pkKRodgF1ZHpXBIyxSWvOjJ7Mj10pjuKt5A59fizIG4tqlcRH4Yt/uL4gI8fd5BnpeJmwCbR+DyzUjXdlWwT1wP1Ma/imfE1g2D8lRx1SdQE1EdCd1DlMpsHTQjaOsw7A98TYx8eHRYfIxsK3DVj3gpGNWZzA+BPS5fOHUV1SnBjIh3wPMNeJuTWUwyYlTa68YiN5bUpolYbhA2mO7dCXtMdWUgAdAGpQrdPsuLvADv4pSAbnRaWZXXSMJbiCmRanouTjLvwCZZOeb5v/j9wZ94/AgewNqQMYwV2iivFFADcQNFbagnDYAgwU6RSvq1QdtWqIi2e+Q6psatoysRCzPywYbHtPIkgKqyMTQ0zObiXgfXKLXi8hw8JiBnzY4ew53vqrhGpNkhNh9oYDhB3rapdO1iABf/lCPn5l0j37c0D6Y88fhrF3VmadhnARJp7FWPIVfWWWYMfjtyC9yPgHS02Q14NnWQKagTlATMCw4jyeAf54hXyhpxlcxqwespsKvKapwD5i+8g+x1PxpQAY3RCeCDMc+6BynPBkjLyRi8q0QtojHQQVDEcO292NcMrp4HXZeWtL6Zcph9RHembkytSpvwlYnz0CFtV2i1UtckAxmDMFHyFpuDqEnIn+KI940+2H/F02ODduMO3xwOOvztQxDEDqdWsyWdBdS4qTFITsTdKP3PseO1MVkwxXLgWe+O7+76gfklwk8BdEvwlYHqscfnSrV2wnbB2Zihc1plYkNWvfgnDSbVgOgjmOy08vawhJfUpr8tddq9lhWQWHcAy1qdaC83lxv5YrAvsSJfRIgwyT51DfHSIjVkhBDMWtO9GuO+fkQ8b5NZRB1E59c+mUjRsFSPPgBzV08UVnK8Nnp+3fH+aCPN1wLadULuIVASXscZ4bIGjJyyRSCMslri0mYHqfdQFOmX9sVEPF7VbuIW48LOLtSB29C03iQEjUbFoGygm4tfmP+Cyb79LqJ+ZMxxb/rvx0aEIf9bq6mBCqxYGhPPcxCJdLNYUMQjDpkPnELY3zH7hpDOYmpCduyrLqsJ6wCyHcF6sjQuvc38CpNMmZOaU5gaFa3LhZ2ME9hoQ7mpEFcEV/XkBQo3VywyIYN57yEBsffrmgHlnVp2JzBlwBjYQQsmVI3JgzLpfWo0FtfjaibF9dkxw14C0rRF2nqEb5wB7nZB2DWKr01TIyLXnLjElwNPrHQBy57URLKifR3bkjjbBYVdBNp6f8UQBp3UWOM3Iwwh7GYFDy2CPHyurf8Oy/F/PowDmMiDvW5S2IjWxMkAqcFcuOot3QF2xuC8USZXNA4B5viA/PSPHCBGBPNzTzqA4CqIaB1s5uOPAr58isq/YoZQCNBUZOlE5pJ1H2lRw7ynSkfsDYAzyww65dbyAANIwpwg8NPzgCovTYviTnXqgZKatZCswjhco5kCP8ci/k1wwa1hubLnwcj1uftAWaN9xPzE+GEzPe/xnjxt8/PkGf+fhHV5XF2zchFwEp7sWZWgQNwW5S5DkWCQsXfyKxSqpdmcu7eKGBbP5hNVAaTGyqq5ZX0dGqhl6kr3FvLNrR12fCoKyI9onLSQNF9JeKXb9V+3qlyGJ4RySSRuVpDasYFe7UEipap0xvu0w3dnVeW/e09q2VMrFN1xE7v/xM/DDR+Q/+ZoZALobWQrBEskHhcHYGRsuIjs2DWaiWjDrYexGYC50dRwrQe5oChYuFaTKuH+44BeHZ9xXA1obkCF4mVs81R0+uIhn2aJ8qpArwfjATtyq0Gs+sEhmJ0g6XYSdoAx0aGSMIF+nT/z76WDRvQtU6j56ZpteOUmlitfU0oD4S8H2+4Tu91fMjy0uX2lR/symmQHZZsXZef2ChVf3PVmnKUm4wYaFsX4L7XTh0gO3ZWsKUIqzHsq4LWOB5blUTTsqLOWUAHDBys6JbQ03ZnTqG0MNC2D6zOW7csfNnOgsGzLceYL57gM8XmPeb1eSgh0CBYnffuTu7fGOyW7KHffPylzZVsidhZvZbduRpmphX62sG4kF7qVf7VHsRMuSuKVK3v9wRHrcIm494/JU51E9jxCtX0mFkvXTtBZtOyrRRK09yuMdzG6Dkvk6iv3n7y3zN36UyiK+3nER0tMOQKYZkjgaFu+4zGgcTM5cgAS+KTJHQin7DfDpCWWaYPZ75K5hN//dB5hSYH79NWQIkKcjymGH1DjNQaxQ3R2AYYJ0NWSYIeMMZw2KMWunj1yQdy3ivkFxBrZnMUYGJFDoYSeHG08Za8pP88wbNHVON+k60u03CDtPNsZFeCLfV6iuXLzFDT3MFxVr9y7wdN8ZuEHQfBLM7xw+DY/4Px8O6O4G3G0GWClo2hn9xgOLtF07K3thF10cuyp28gVTVlvfkYk91TFiuqdVaq0iC0mFcmqBHkQew4MBDOBfMjtnsPOpjhH+wxXV8cLl977jYdkTxyY8Q9qeG+jQOO0Npnvay9qRBd7OjMJzg7/lZBYm5Bx/aRnQXGfarU6C6tkg1Y+oj3cIHZefsVbK7KK+DeoKeIqY9w7D2wbAHexpIg0uZpjLCOSCef/ADrKn9bIUOjwGa1AM34tuO+Ht9oIxefznL2Tv9FOF06lFDhYIAmSBm7k4TN3CGiI8kSp9XTOhI98XvTaXG0RDVT7rjAGsVrF2LuuCWAonkuoUMB88cfeGyVP9mz3ClkIxUogVYroU7P+SFrfDG7/SW1PFPUi2WCGt6Z6FqfmU4QcuxLPjlES+tqXZ3bKw1l1FMTxI7MTnzssJ8NljgdTsjDVKb1EkLw6YkgTzoUL1MiF5g9A4tSgw6wSda7f6wciUgMMO9uUCO3a81zJYqD9dkD49Q5oast+iNB6QmhBsKWumBA940W5bWLg7hSiPAbafkZtKTcQSNXStozU5MlB5xM4jW4HV5JPU+dVaQJIyoV5G/vvJkHZ52KAYdvtpWyNX5O/ba4B5vqD+/fCjdfUnUdwhmrh0GoDnE3C3YwcfEmAEeVshdh52iJDaAymrz/pM75eaXbf51c/ghonFvvXkv5YC8RyNJETk8wWmrgC700ViQH45QioPCRtIiEjvPwDvAbPfQ7oGuRR2G7//Hs58iVJ7mGNP1g6AcrcDRNB+JNc1dH5dgK4eHaVCdcn0tZjVi8ZbFeSwywqPHSlaumQthh1tqgyubwzwpYUduQAbH243TPeDAb6rELsK77s9M1I3CXCFniT9gvdhtfJ1uqyrzpmjn3Mre8aNGa6PsCFjfCSG7C/EV7MXVGcyXC5fWcx73rBLp1cdI9WOlcH05Q6VMUiHhoeL2jmTwWJghFDK+Eh2UOxufiQCYHx9C25e/PJdz/BnNxYuU7tMm18BshprFWeQfqAidVmgQoBQi3LyF4EUtQhhYzA91qi8YQB76xEfNlyYKwvEBh444yPhLH8W9F8C5vUIYzI+XLc4XRuk3250cQvUZ4XgBAhbxZL9TWC1dK/d+0jxzMbCjhnzzvLQjfo6C2GNBTOOHZkquSJmXIROj1KWQ6FgvvMre2beM1y6uLJCNK7nIVIfSZFsflBh0JAVUiio57yauYWdyuRf+JogwOa3V95XMWP8eofLFxXx97LAQoLqmhmK4jkJZg82G1p57MT3IXRcjhtlaxG/vl1X69SweiI5VMdZr4tM1pvQiI2WuTefKEZx7vl+qc2EZDUEPOwAMYCzSlFmsHVxBmHHa9/1ad17ZEu2G0DVuf9E1kp6tSeM13kN1SgrJDi93aqV8gz36QK5DjCHLcLjZi3YZkr8/qUgOwNbe7UZIAOweAM76s6usjB1tXAO/ujjp1Hczz38f/kd8HAA7veQmICBsIfEBNk2KofmBxe+oo1adQyETXJmsY0J5XxF+s1HuK+/Qr7bEUt/OdEy4NBBfvUzZADuE5ejEiKKejSUmoskO90jP7+g9D3EGsjPv6JgZ5xgLiPKFFEqj/L2AYjE7iRq12oL2o8MQJ6DKN6uXfNEi2EzR+SKp3z97spDKiZc/+XXiK25LfoCENWjO1e0heUiVCi9rzNQURMgvYM7GXavJ4o97MDueL5jwYwtGSUsgIQEUmWweQfsfjdhfMXuYt5ZTPtWHS4LjBH40wwzZ/RfVLi+cWtIB1Nsysr0IU9cMLymCKfeWXTfDhjetmDKO0Vi0IXt+eeOtrHqgFipIjFXS3dbNJjhxmyhf7mgfhL4kwVAOiT0xndXSvOBG6fZDhHTI6MURXcB2dMvpAn04UYpMM8nzPdvkWqDak7wpxnTXYvQMkHLDQBAWuV0R/+ey7HFORpgMnALD7zLiPsCMxm1WebUEQ6MA1xTjIaC8YHOliaUFQu3c4GbMuatTh+tMm0mWZXMVoMmUmMw3d3UwUUENtBczU60OfBXciSrU0H7SSE2pVQOryzO3xy0meCidbyjL7s/832yM6+zTBdeZCe4/HIDf8lrJzvrVLDQHtuPBeOdISbvOASbwGVrcnSiJHEAsE4Pq66s8CBzTgX+ROYQslJh4dA8FZjnAT5npNZjetOy6GqxtxGwLz3w9ALZdJDGozpGxM7S26hyyG/vYC4TqYYfn2F/cwH+9BeYX5F+a6YE/zwg7WqYfqaZ2LZDfNzAXUAF66VHiQlWBDYlFO8QX+8Rd7QnqN5dUWqy/6SfgJczWXmJylgT9HNLhF5MP6PsGuTKUqTlDMzLBdXzhY3ubsOp4rffQTVGf/Tx0yjuAMQ5hLsOkmgnkGuPUlvYp+t6CtorO/GVi3yZuIzd1MTUrwHm6ZlPGCPMdUCpPPDmcRU5lNoycPvdR8h2Q9uBYYQc9sCsrJvdBnK3Y85qVyFumDheP52Ru2bNPLTXgLyvtbB/xqVNBbvfhdVDxg3Ejat3Z5S//Bby+AA5bNm5zxGlrRA3FT1MvKC65JWLmyqBzED3LiNcBMNrwXyvZ7Zwide0M/LB4Fp1qL93XDLnG1Zqe0EVFmbMjRrJjlYwjQbzruZ4D4C8eEEJBfWJyUTTQ830pQ3hIjswC9WNRfFgrH8/PN7EHUU4RgPsgFzPTs9dDfova4wVn6t6gUISGdWRzqCLB03yVPK5a2T3XwqG10ywkcx/N2+FgSAz4+ay4yFTP02Y72vEndeDRZfEkTxoc+4Jr80BpWtQDlvYIcBeFOIopAkSHshIFVN1xleC4jJw8igNk6FMk1DuZhiT4S3fy3lyCBe/erbwfTC6X+AkECaB2wjap7za9sZOgBej7y+Uf83iaqeFV54QG0uDMCc6GSZyuJV2OW8YwN29z1hscbNVozTnMN7TnmDxYWfEHwvOUADJVvnoPHCzpTlZfaJB2LzjawydqilPpF9mS4uC6hjxqWowH7T7rtgELMv34oD5oEKr98rH724dOrQ5shOw+SEQwz7PsJ/OhEl3NZeozxPCvqJJ3/OoDBWL/HKEEQPpR3h5DTN5Gv9F7lXWxxwglQeGGe7iEHcViqctt+QCc+qR3r1H+TbCNg3M/R3Q1CjDAIjuc7YbpB1rA69VQXjdrRCOmTu4Vzu444BiuAcy/UwIsBQVY3EymPeewsCQkPcdzDtSunHYIG4bmL/1cyBn4P/5x2vqT6K4S1Mj3+85YjoafbmXAZgj3dWMwAwRMkakfY3q08AlSEhAiDCnDKBFbhzwq28gBgg18W/TB9iXC7vFXDiOGQO8fbV6W0vzBS+GrDprS4rk4g3PYmcRv3qA+3CCH6malJz5ukpBPDjMB1r6Zgc1++INPt5btBrOId98idwRP4MR5LuG2/jLrNgzjfljQ1dIN7Kj81cW0+6DxfBotfBbzHcelzcN3OOA/esL7NuMkCwuzx26f1pBJkIBCaQGuqtS0OLN0Q8ApoOs+ZKxVX+fWmhAZTRhSZdp228T2vcT7JVLzuG1RshVpMkVS2pkc+Q4O7zm4sdEwiI2ZaTWov0wo30PuGuA/f4J5bDVxSfjy+jSGOAnZswOb2uNSyt4+ROL+Y6ju7uwyKeWn1XsBMOrWpd7jC80KqxaClX9kiBzxvSLB3bwH3p2VzHf9jhR8Vs18xofbtBRvKPGAEEgPqPdTMwDfWpQRoOcgFyzQ+8+mNVymV0tF4ULy8NfuHtIumyVTDMxOxXubyq1HehvfG4IEFuH+tOoIkBoiHLm8lz9+cmk4e7GBgqMwkZW6M+NBfIRn1F26Wkuudw0Dtqpp6B4+GooV2CyWhWUm/o3qgLZBMJEUMpjWRazXpeyCrnljvoIvkc3yqsbCB8te4nsBe17VZJvG8Q9mSnVywz3/TPsdYN413JnZwzSvoH91c/XBnB+IDxo5kiHxaaGmILceKQv7kjQuEywf/4d7N0eeddRgFQK0qs9zHUghNvUpFM3NaSpIONMNXsirGPPE+Q6IN9tMT+0cH1CVP0EBMiqhjVjhDledZ9YKfZOjn79xJ3W/NCiehpQHu8Iz1irC3+ydX7s8ZMo7siZo0spsOcI99Kvi1QZw2I3DXO8oNQWuXIUAaS8MmjMeQQ6XYaM6gnfeuTGQTatmpHxUCiNVYrf0gGzy8ubhtPAHNateWqIRdspIewrSNrCHHsq0IaJknXD0T87Uh6z4w0VG7mp6WYL+2aL2FoqVC8R/mmgmVDDTiF7wfBodNnFi9r3Fu0n4p4CwF0TGmV9uCFjeHTorxZ96BC+ueDN/QW1jXjnIz7Od3AnSz/siZCJv+hCTkhHdL1iwZY3sOvpuEhFp97IluKZxVEwNoL54GFa5RSrCCbVgmlnCVdUxAZ3v4srRSJbepWHrYUbyDIwU4RMAcO/8uVaMKYDlZq8yR29TiLpm0uXGfa0+i2mcMowQN5FiCsoky4jMmBmwlP+tCxwWYy8puGMj0wPSvUG3W+vKA1TmCQVilacqjQVJlrormY0yFJgNhHWJZTCXFj/bAll1EDMTNdCARWYWcVLMwufTFhpsov3kb+QRlcdI+Y7p6EYhNWmB8IyrhXUL0AxDuPDBvUxwUwZ850ne+USkRp23M0zWUXjvRqhaffePGXUzxFxayE1ufLZi6qC6RDpLmENhIgbzyjITKuHWAvQ8B7KB/UjP2cuPi3fs+sXHrHhoRs2RZWvstJYRdWusePfVc+yhn8AXKAOb/j19ROAzCSjpJmoxRLfL5VB+PkrmFHVqTFDxhG52WP++g7uMsOcR5hdhbBxrB+aERF2hOoWPBulAG9fAQAbDG/gBi49859+BclfogyBwT21RdizMzdTJl1SCzuMgQwz6ncUSfpcOIGqX7ukhNxVSN88YsmrQOKyFKri9ufInYczyuRhUS/J6KL1x8vqT6S4qyf0lR8OAHbszpA100/EqYzA/vAM0zWQmBC+vCM9rKjqNDFWSy4DxAgA2gzINBNbP54hW4oOsBT2mCBzQPzibvWUMcOEsu2QtjXcNVDQ03nYka8tvt5zZK9peCY5I+y8Gn+pmnSDVaItaRlftcOtiX2aj0ekrx4RNw6xMzj93GK+AyQA9VFW8yY7Ui3Yv/UrFW3ec3wuwq6oejEY3Qa/TQZdMyMXgbQRcjci9hXMe69wDP288yL0qeSzUGT9O4sVD7ZTWemJZmZhWLrf6YFcXX/J8FfK82l0Zddinhp2vQA50/R7L5gqC9sZAB7zZkNnwUx/cggPDFER0gIXDa/Uz70nFgvo8k2Vm/1XDnmXINHAXlnUSSXl86RGEBKAVhA2LXHnWfNAxwwzMjvXTAmpsWtGZfI8TGMLTI8Zqct0NZwNsjhkcQiB3XPZZcQ9ULoE4xPixSOOZuWbs7jKTQhjeWiFPU3D2rkg7CyGNx6hFcx78utzzSLbfu+w+Kov9gnjHfcOUviZUUchGA+koS5dr6SC+sxu3fV5peQBWDt8U+nP2lCZa9JtKT3tqSSGkKufanoLmQTUnwApVj2GuDuILVYoqlhQXVwROy8ClAYUc3YZxRQAbERQgLwrwNLW6VI6NQYxeUKyilFnJ5h3XumNFkbJFghxncQWxlvYOoQNGXLF3mO+q9R8jtbKubaQxsGdJ6AUmtZlFR0KkFrupCoRmJCUcWdpKfIZ/r1w2YsIa1IpkCHCTIo2GCBuW8x3XpXueZ14w8FrRqsmizm+LlcKzIW7giUC0va3lKm/6vHTKO4Kg7gj8XWUAkQPdDXgHfKmVmpVQPnwCdLXwKYjdJPy2pFLKSjXHsU5yLajL8PEbTNChNztdWtu2TGeR8g0A4ZeyeYYmNzUNUDOcC8D5PmEcrcj7vZypYAqgxNCzDDq72DvW9jZInQ3BoDVUdgE0vqqU0B2BlIMzBBRth0niMxxOVe6MHQsjK5nl50ag9gYTAeDuIWGSxf1vQaK8HuYSRB+6HBEh1IRY022wNYJ4UGQrha2omrSXfga/aWgutB2+PqW6lg36utY/E+UB20Cl3Htey67571K9QsFWrE1mDdGjcbYJc9bSuIlAtKXlfK3KGMXdWyt3uJ2yqiOeb3p7GVadxrz7oHCrgK4C/Mw24964LYCO1uMryhpr16Ufx1unP3Fr2Y5IN3EbFDXx7WpMC8X+JBgWw+ZEoaf72i3W2n3ngWoMlKjkMxgqbj0hb7kFSC2wDcBIkDcAaU1TF5SDxXiW8vBhdWawkzKsFC736hqz2IANJnB25GFdcmiRQHGB6ve8DyM58Pttp43otqFDD9kmJmK4unuFtnHIrJ8HoBkszpBJi8r1z+2FCxZzWYtRima7kYYqE6RHks6vS7ir9xkmoMpd3uxmBBdkPN18LpYkqdiR3aPlFuTYEJB/b5HPNQoEFTHWe8psGtXFh0AmOvEKX6a6UFVyW1/ocV4DbfXa7gY4b9/OcFfNyhNjbSrqUL3FnFXc7IeAsx1gh0qyL3i7L2iDjFxOR8T0v0Oi220eVZIaddgMemzM691/zJCpkB/m1LW6zHVdmXWpfuOHvJzIhVbzcj+2OMnUdyLt/RGTpkqUBGUtkLaVLqIiLCnAXg5cemhrAx5PqHMM43BNh3KrgM2ynwBQG5qA3O8YDXuGQKcpizBGv7ZHGBOA2ScUaYZ2NE6WKZFq6847KaBDDPMdeRk4S1kADCHla/q+9si0URyjCm6IRc+1ZZF0xrEhw3muwpha9bg5qUTXTnZE8dkZKC6mDUmLugCMWyVErhPgCmQwcJeDdyzg5mAcKBYSBTnpMXwjW9s4i2CranJP5/37PBTSxVlfSRebaeC+oXj63znaat7jop3k9XjhwIMQGhFdwY8rBesfFmWFg1LsX1cZd4oFPQsdD4zF/jPCAFJVY6p4SKS/jX2xgcHbuZUrQZ4K32QAeNlhVXcyAMo1wZlFIYNpwKrmZuSCmA5+puZe3ejXHrA07kQAKQg7TLgM2SwaH7g60ltxakmMUpvofjFDTH71AjqF4HX5SSNsdhdpprFndAb/e1jcMhNwXzHH6gI8fDFF8aOquoselDEojbAiwiOxnaxNWvUoxsy3wctMlzCllvARB+RNMGsGCDbSu0SeN3489IR8wCZtwbjHZOzUkvKaNgROkPmB7m6g2asyU/IgICh8gB7sSVopHAXuYqjwtZg+Hqz5j4UUVvoiVCSXZxlF3fZSqiz0F3Wukz2NIXzl6hECFqE58rQJvg6sEhr510q0n3cZSYk4wzDr1OBVw8bexwgl2G1MMEU1+EjOwOpGdcpc4QVWdGDBV6RfoR7toh3jQqe4ppcFjuP4tSu5DwTqx//BTAOkznBHK9cxDlKfpfObTHUp+2AR/7iNZccc4QcL6ttAMZ5tQaQlGCeLyi1J13IOy5Z+hFiZBVFwapbm7MrPQnHE4u8U+VqXUFCJL7eVDxU5qBObZb/vq2RWrf6asRaeHGr6MY8q6uheFIdncBfuGjKFcdafy2rFNvOtMIlV5ifvAkZ3XuKNPxxYiK78N8ff+kwvhbMjwllkxBtAcSiHujf7i9YaYuupzPiMtav36MA3fcThrcVxgfLJZgGL6/FcmeQvUf7QcMhhsRQcisoxq8XE28iMn2SXw4q/hzZCT1XzvMaHkzs067dHn9eYZJUy6VRtlyULh4tZIxg9by2imMXK5jvM3JVYEZ67GRX1IJZ1kSpZe+AIqgKNFUrrTGPchl43QCrBH1ZBPqjdrOG3HFIgVwc3R5XTj4Pls/FSnmxnakKYIC5sEjXZ4E/BaTWYry3mA4KfZwZEmJmgXH8d2mTEWeD9iM77kCTQFUf3ywCJHG/kS0LZWw1WSoDm+8DHT5zUcoeA8xNyHCnQHW2N5BKvWRmUkV9nzEfLOadwFa3glsMAHUXnQ9qcFeB5nZt0fdI4T6DlQZqoiB5zYgVLqCzV7quL0iu0B663L5P6ASxcRrpV+B6WjMbxaZz45C3lZoRavELcVXFGtWRpNas9N3YWY0WZKJTdgZ4fUfyhWYkQ7t7gNdC6ipIS/2MVRgHAMq2xWJjULxjGEgKhLYq3SFeRuA8QPYd4r5Rx9Oa+dEpwV1mRnduFILqZ048Bat4M29aiP1DX51/9vGTKO5lnpHffYB58wqlrSkZB+jPrGKDsmnJY/cWZo5cegJ6umqB3ZES6c4TyvmM8mGCefWI/LCD1J7WnRAW9pz55tcVEHhhoK0hu+1qqymR2F1pKqBr2MVdRqRvGUxr9luUx3vkQ8fw6x0/gOleEDe8KetnKNvEwCfFIhuBiX7FDJMnPc9NBThCE4+UB91TnAEN4E6NQXYNl4giGnFG/vV8cui/yMh3EbHKKMajOi2iEnXxe8mr+tBOZS26ALvGeWMw33HJZUctxjNDsqWQh54aulq6K/MnmaCUEbcWQTNJkzI87MzDZOkaF8fDVBvYVXhiVB1Lsys3cCm2ClEAuufd8TPwJ75m39O/x85ZLQ0cUFisJDBz1F9ZRBbr2VzdcjmrE2/46b6iICUXyEg/8MWCOtWyHirZA2IJiRXFjpEB01sUVxDuM8I9ixcyVvGYmbnMXRaK7qIFWIt/8kDYa5TkZ17psRXELb9fagnnyAyYpFiGqG++1UWvAPNW1Fen6CTA72WHgs07irb8hdNX2HNJukBkRjNNi2X0Ytg5erRrkzXrhJkrEFZYJsHC1+z7gvYjaanjIyEcEwSxVT1GAS0iYJCUkpurAtlEslZChdKmVcuAJHRuzLLuPZbJKzYCkwTZ15wYG+WvqxPjAuXJlV5UufX6s2Dt1s2cIZodQQqmVQKEgxs8qqcRUmgmJv1IuNY7NnepWpvOvO24WoiJ36ty9MGxBiYk2ONAX6wxEQaeA0pMMCKwlYNk+rovORYSODXlxip8k+HOKtl1n/nJmH8Birs4C2kbdtSAnpQsvrmtId7CGANMgadppGE+jb4y5EJjL2z0DQ8J0rakGF17GKFABSJ8Qz49o1yukO0GUtco0wR5+4rWwl2FXDGAtrQ1yq5V++EIWA+khBJmmKaBdB1y5VXaf7NCXW5if2E3GRulHk7sQrJlJBcAshRaNYiCFpKKHYbVGwuA+k9j9cpefONjA9CnhJLt+slgzg5pkymkiexe7VhWOwRipByl/SVz/G6shnIDqSpIDQUy/qLxbmryNN0JAIsagCR+XssSLbRmVc5Kpqe4ZCgGC+XDG7hxkatzImne9aSj1bqIdQJb1IvECnLj9fsA0x0wPdBkzCTCOMt0s9D5/FUwvsqYXhfEHXHebKmYXJwIi2jBb+jTUx8NdnNei0JqudC/cfh5rcYtF89mWMQnLFClJYfenB2ad7ebblk+F8NfswfvusLFub+UlYK48L+7dxluohulidylTI9Y4wPNpB1sS9iCTpBFDyJop0vqalDOuOt5LWYnGF9XqxlX/RLhrgHjq4Z+LmMiDxxgEE5IdMp8aGCSQfUCvW5vHjix0+WhUh0XhtiqpQBg68R1mi3IrXafas1c1RHWZgydhamUUFEERTv4koEweQyZlE7mGci6hF+snBdlLUB3SNd7mKniNAYQGp0z7GVGPNS0BX7pYU8TSuMwvWox78lWspPaeceEfLcBNvSOkikwK8IYlLZCrndk+oUEExNkmOht5ZUO2s9/SODQGiQOQEowlxFSOYUqHUrjkL2lwClmLm27ipCOUiCLMcjbCql1wD/543X1J1HcS12hfPmGSs9Af5lyOgPXHu6bL1G2Ld/UlQUDwiPDxGKth4L7/pl4V1MjP97B9CMXrC1dISXEdWGb5wB8eoJUyjm9PwBgRJdTmiNy5nOv8ExCfnqBff0a4ixK38PECJg7XhCjEHPGZwyLTg2dAm8mN9E3xg83ReIyrrsrDwJ/pfGWP9061ypQ0SavW7aPhcIRs6HoJewKAm1N0P5gqEgEuz+jdrgsliy2AG4Oeco8sHOGcwZ2NpCzgZmJa5MepxLySO+S/pUFXlnU54LmU4A/zfBDxhQFcItniqB5irh87dldXSlSQtFEp0GdPEuB6clKmh4rwlkFMIHTTWhlTX1KFcf32AnCRuBGdvJ2JhY/3Qumu4K0JQ6eG4M0qlq3J7+8ec50v1TIItW6SMtFPT80W/Myw06VBpoQpoIIUp3/wJUSFpCr46RwEVQvdKVcoC9ivLp01KzXPzDOSgX+TE2ACUYtHAIpf1YwHxyaZx7qVPEW7mgiVczM/SQUwjhHLuviVumfJ8Ix855QRHVO8OcIEwhDxc+YYHZKsN9+RJlm2PsDVccAzJaxlmFLOAqG73XYcBHqL8Szi1KvpYDTzTbCVgl1HUgXDZaFGwCKIEdNkAKALBAD1M2MlAymSw3MBjCEdqRQ8GaWiSGTHeSmDDvkFXaSUlY7XDMnFE8qp7sGNn+LXxRAeuHzCfHnbwiXnhPa7y5AKsgNb8zsDVw/A9/+AGkapJ+9oSlYYFMjkd97sSyXEGHPRBkI40aaihmDojtBRN0NlAJzHoBpBrbk1duRYUNySZAtefvIgDlfef29OWA+VGsq1R97/CSKOwRUjh57/b2yBJTXmQ8dyraBiQn4+AzpWqDyKJcJmCaOSm0LxAjxDgWA+fSC+O4D7H4LZCpRyzDyzW9qXrhzgHQtxHukPTt0c+pRzleUzGUKnIM0DbMZi9COoK4Ye3XtkU8XmJjgv9hieDQY727dTGp1aecVGlHln0mAPyf4pxHDNxt6oBha4DLMQcN2naD5VNaLCKmg+4sXVC8d4s6jfuGCZbp36N9aTPfsuiFLJ1VQHQu230X4nhBK7Ojjkv1CkTOoTyOKLuFio1hkpQdCXKh6mquq9gC3G4zy+dhZBIVdslHKZQecf+YRdjfHv9ASqvA1lbx24A1XOorO6pcAe6W3x6IxaDIwvKkwvLYonrBHdSbU0H3IDD7WZZgbLNzVIP9AyuAiipEM1E+kAbLoZojj4VCfaF4GAPbKhZlMNJCrDzVCJxjeKCThgCWTzswLDrosSwmfzAeykRaP8uapwF3BHYvDWuxN4J+F1hBGAV/XfHBIrYHrE8LOYXg0a8zdMgHULyxq2TGYnDAbw1cA8BrcsvBCGFZCr/gMfwqAFcQNp0470iMl7RqEXYXyy7ewT1ekfYu4rVZM2sQCGNpOoKirpGEAh52A9omfRaoNLl9a1B8s8tEgtgX93nHHkQSilhklCzAbZIkwQoZMujhMUvj7DBrfGYrBXI/VndKP3AMBAjcRajFj+AMRWtwyc8GcBhhPSqFRIaOZ6FsFa1iAE+Eq/zzAvFyQXh9oNz5G2NPE4usc4OiIymslwPyW2aZ4/cBpqfIotWLr/cjUN2OAP/8tZL8DWqa6la5BvGthhgjz8YW1S4SUbWv4q2fkp0Qt7ADynvF8/hxQHT87pP6Kx0+iuC/do8SE/P4jUNeQww52vwPGiVJjjcZLLy+wlScVsfLApkW5XJGfXwAAplXrXedgD3vk85kY2Tdforx+YPc+TsCm5WExzWTZADQuG0Yal9UVYIUY7HWA+XRCvt8Dv/gK8nJB+vQEe9jDNA1QV+oWx6KXVd5vNGxgCcVAgeLDgurTgLQhz7Z5ShosLasysHx2KNuJYQrTmxaSGlSfRmDnWSy80Ui2jP6Nw/CW43r2ml+pjnP0pGanXIyDmQua9/3qrSGxRdxRpGIHrHF7S5e22BYsHWj3Q0L3+wvCXUPq3Upnw4ptFlGTrUshx1nhoEpDsv27I9APKLsN7HWgY561wDQjvzogO0NjpinAjjtcvtpheuCBCR3Rq3Ni0EFD1W51zpC0wEcKp1zJsW+eksr7DWJt1r2DSVws++9fCA2q82jpe/inHu7R6/JWDbs8EO4LkihMMgsXgYEwgT8L2g9FJx1g80MibLWhW+i0ByQRKus+pTU2kfANX3fouIdINXceseFhWp1UVVqA4YFUEjcVdO8L6mOCv0b0b2tcvxKkhlTCxcjLjWQgxa2HP81kyAhI+R1nSFcxAL6fObEKXQu9MjbSz1oaj+kuRTJf35LKZOeiS+SC/W8jmieD469Z3BEN4aNggMnw85s4VYadQfAZ7mIRtwlpsrR2KAJztaR/Xqh9cD3DTOxYEAIbEndJcM8993B1xS45M9yjeM2KKCzGC/fdHUmfRogoOcOcRzhD5AC58D1oPWAFqakh2wpy6GCGAHuZ4F4oksTbV+v+T/qRhJBoaCpoaS8iwwT88hukrlrj93LtmSRnDYweMvnVAanzDPhw7PTNeeTfqRCzeG2K+nmFEP/Y4ydR3AGQLXO5Qr7+AvCOXfWlR772MIYKLYkJ9s1rYA5I5zPsq0di7Xd7yP2Bp935QorjfgM0FexCkQRgLj2x/HECMh3b8vEMOZ1h7w5AXa1LCplmjlnO8vWczjCfMvKbe6RXe9jqV8DzEaUUYNMyjcgSF66OvBjtTNGOHXmx159GhF2F1BrkysK9P8H0LfpfbOioeMmws4Y3q91qMRzr4KpVeTh+0SHq4nLBsv1Q0H5K6D4UZVzwwq/OesPFDHsckN2GocqGFFS8nJBfP6gDYsa8sZjvC1WDkTDDwv4wV6D5xEmAOLlT/5agwhXqx+24sFGYobrkqNbHgs13Ee23VyBnpMMG+e0BMAJ7ZmABYoIkZtrm2mL4xR3ChoKaqMyQ5RB1Q8G8tytOKoUw13QnK4RBXj2AMzDv+HVuVIvgQMinWEEVMw+alyPM3YET23aDkoH6JWLaL9mpuKVEVRlmIvWxPgvqZ4UFFufLwr1D9UJPpLCxSF7gBqA5RnTfDrAfT0h3zO40YwRyxvj1HgA7ajM7tIE/23ygjSwX8gXdh0S65CWh+jTCjEyOqmuL6lSp2R7gz3zvq2PEEt7sPpxRvntHKf3Xb5Be75lE1Y8o244WGc4Q+30+o2w7+L5G954Wvv1b7ob8lYWdlFcoyychtYSRTAKaD1RULruFxU7Bn9gwLKIufxLkF4aHLMtmfwWQdSo4Jvg+wn0aYC4964VzvG+B28EsXGgjRZhPugi1ooyowqIMAMYgPXQwr3aw54kFPUR29DHB9CymqB1kSmyExom1oW3IckwU3RVrUZSIgQyIcyi7jmEdnoXafjyhHM/Afgvo52CHABx2hIob3TkOEz2xpGCxP8f5Aqkq2LaBUdbeYmPwxx4/meIOAOI9T1IhNxXek+7jLP/8fIHUlPvbTceTd5yA3YbjUFtxOTvOwDChXK8o1iK/vVPlaiYv/sqLQg57WOdQlg/IWcB3xNh1Ky2XnpDON2+RjYEZZ8gMRvHhQKXsoUXotJgkYPM+YbwzGF7rhj8qK6ZxN4jmOgPPR9iUsfmLgtOf7ii5d4Q26lOGO3N8lDnChcQQ76UIiiBtKqTOY3rwTLN3BvVLQvcuwE1utQSYdwbzrgF+1vBm72lkZgbCUmRL0BvcTeXmuZOB7IinLnmbSzRcrjhm+5eRFgqbal1uQYDmJbEIR4NpT6w2W2LBMkd2ICHBTUy3kn5c9yWl8rDHAfbpirxr4IYKxVRwAzFMf6HnvOtvzBr/6Qo5XZHe3KN+0zKZvrDQBj14F7WkHYvSbZf0p0xq5n4LCezCyrWnz/c0w/Y1Nu8N3MSYQH/lQTE9lvV5TSS3e2HVAFx8+qtgOjDP1A1ZdQoF/hSBmBG+ugdKodowEipYBETuMsOOEfMdBTvukuBMhtlanbwG/nz7GmmjQcyRWcObHywks0moj1nVsILqiVYd0o/AdsOd0xSBxiO+2gFmjyUMPu484sbBVxa5ZYJVqtituxEwZ+6Jtt9HVM8zTMx0MxRSDf1VF93+xuhxI0O/l0MQkc3AQgEuFjAqruMOosCNQPs+wB9HCokeW+CxhTtuIS8X1oWmQbmjN5EkLj4BIL05ACKwH0/In575//sdyn6DeGiV9cP3RvqJr8laeruDzBX37rhqYNLzM6SuYdpGGVUO5joAmJEPHaGcmJHdHkUzUnNlUD2NxNsrD0wz7A/PsADKfoO8a3hPZ9oglH5gMd9uCM1UHni40z1FAUJEut/wM/+Rx0+muBfvSDs+ndfTswBALih6WuZpJrtlZoci9weKn6zGV/Xz6uEOY5jGZA1kopc7vONCdhj5JiuXvZxfgJyAPc3xF9HTaiTWGCAVmHkGfvhIaOjVK9IoS4G9TrAzFyWpBvovLMKWN3z9DFRHFtmwZToMBSMFst8hb2nvSee7omk6WLf+xNr59VbVsBz9EuwcIKGFmROqhsZl08GqDLyg+UAFmyRNeDpo5F+g5Ll4i7xr2QU0dmU82EkLjApJ7Ay07zO23800NLOC1GnK+5nhKm6O2KSM+oX0usWStnlKACxH95430fTFjt7xLxNkyjd61/tPMI/3pKKGAhkm2DnA9DW6tIGd6ZzprxnNx3HlH9vjFaX2SF890kb54wB/8dRIlAJJHnbO8C/TmgdqUkH77gpz4jhf7na8jg57Ul8BlKhLxiGg/TbAXRvEDd+n4oDT5OhnH7RwDWVdlC7GcfVzWHM+7aDKxVlhmocGYWuVX50gziJ3Fb1QxkCxW2XXz2LxeZn3lpNb6+BeRrg+AAul1fDr3JBhR4OwA65fGXTvGKwxvWohdzXcsIXpA8wcIdcBkhuURTEmAjMGeL12zPMFtqKB33TvaRFwBtoPcY3ys/0MlIK0q2BShj8yZayIRWoKLLAK9JrnG/0QpXzWpXPSXczV3JjJ2y+guKhi3qk9zSg179287ciGGycyUhwoFLoOQIyw14Ed9LaDKQXlcuVUD8C99FyaWoE5D0jf/QB7f8dDflSoRdWmZRiQL1dI28K8emC9Ol5Yd1ICth39a0oBrEE6tIRcJn62RhlIEEE+bDR6LyNta4Vm6EmPUoCHA6EbDesoXv3pTz3Zek0Nex5hz/8CKFQRE0M6Ks8ffhiBkmEOe0hbIV+uKEuhzRl4uIMoVVJCBKbAIg+w8MdIO1+AVMlPLyvjBQDQNhBjUC49kBPM3QHlbofcOFKXehqXyabjjW4M5IcPGupRwe52kE3LPUAppEEplztV7D4W1zsTiBFWxwg7qmeJ5Ugl3mJ63SHXBnYgi8ZOBe5KCXpsuVQ0+5Z2xUWXTADynefyywkxwlRQvwTIwdHYqREMXzTkjg8RJha07+c1XGBZ/ACAef+M+tQj7zuMj3vi5YZ8aln+X4O6+Z6WlV2RHjbEEUcacc17p3ayAMAszrAVpUQK5r1FVQA3JsbfBQNYAWoPuT8g3W0hiUyC8PNXCFuHrBz56cDnTZVFcQ3sQK49zGalUkpWzxFPJkIxnFwAc1O+xkJO9BKxuMQ3jipGeXrm3keEC7Rdg/mxJX8+FtoKeKPePzcvemCh4wGQxTyughsLmidK4GPnMN9Xq0kaF74GcVdBGhYviRnx0CJXZrUI4CLRIDVm7XpjY5Efu1U6n53ATpmugbGgunK5mz11CksYiB8S7Fm74H0D03pdXgPuI33DAcCdeuSuQb5nRNz44DE8GqSGUOP4aCHJ0qvm4mjcleiUSj0Kk7SgJmC6h16ZY4v1whpFybdwFc9ZtYpYYEVahCjpYq6IdXvHe9RZ5i08T4Rm7w8ouz3k3KP85neQtkWOEWWeYV49IHe1ukMOgKMro7k7oBx260JUhgllnjndfvkGRrH1tGuQawfJG9jzpDoU8N+owt4a2lTLGHhATDMp15tOlfHcaUgukEL6dnEGcVPDDgZ2pJIVlQOyrEQPGIooS0xsSH/k8dMo7s4Cr+5Qno48WVOCqTxHxraBMQalH1CmSU9rLhfWk8w7Li3GCflyhdnviJ2H+Fn3XaOo2hQpsU4d1D9ZufOmV8y3IzRTDlv+vh9RANhXj/R6jwl50yK1HmaMmL/ocP6ZxfSANWEnNbQFiJ2ht8yL0DZ49Xh3sHNk3qK5qQqXKLvY0mLBTmTJmOMV+W6L4kWxaYp8knMIe7cGStuZIdZ8QoqnwqZaBUuSWrhSiBFWDjJGlPs9EJkEs7wOgDeeybzZYiOYHjwL6phgjyO7JwDSTyibBv3bGuM9F7EmAsMDFYtrluYBcIMui1+44ELrWVC7GnJKsC8XFGeR7jcUmsRCnr3j4cCfMa+F3Y7kHC++IsWSFcG2U+DGhDzcGCX+QhO2bA3KrgKwh4zq/T/P3PVYA2kI/3GqoR/7whhZmCsAf011oYJ3T5GXP1MJnD0YrTYzXWd6Va1eOouamfYSkR4nc4K9zrSy3ai6caLBV2w1gGXOa2B4sYK5Y8EGcKPGCdjJL0taSzHT1BvsjpHvkwoFjUJkEIG50lMFAAua8sNzZRFbu7qcik5hnx/4qfMKych67diZEYCpXuBJrOroxa+G1LYbJTXVAtR8X+vTDcfP3jAX1VpmGm866lAqR+fXQEwcdQXxd4RYAZSuYVZDZC2QqiLUUVuUkHRPkenz9PaBXb9y0kvXANt2tTpAJmvNHLkHhLOsO5aK1EX0SEfIif9m6fznQBxeBVV8Y8F6VlmgsutUxw9AIKcr6ZEA6dxtzSmzFBR9Xfj4I2X1j//V//8eFAFZyG4D4xzkekWZFV4ZRpRhIC4OkH/7dFoXGXCW8XkfPiH3PUzXkbIUE5OUqooTwTjxzRfhEqapaZsZE7t+Y4iv58ILofIrBgrvgHqPvGF+qjmPKC09bkRTaMZHYHodIYFUv7yPVCmOXvnuqv5bPDGcEGNW86ywUc+PYv4gkCHVwhvwOkC8g3jHpXBXs6ApOyHVhjjwzsBboP0YOM46WgXHlt3sdNdCftaui0V/ikitVVEUuw0yQrQbySzMseXuwPWA0VSeBassm4ZJ8C2553bkAow/DwvYdH9TGKaKKtfUefiPPfUIS0h1zkDlMT80CFtay053hjTPhloCEwRuNJDikGurAjK+j6R4CncQHpDk4KayHn7FKAQ2kCmSbQ0bPJ1FrYFYXk/LIz3u0H9Ra3fJSlMME4FMJKc87HBziszE3GPHg2AR9aR6Ue5qx64PG5iIZHWZmhu3eu0sat7Y2fX7oSxMGtUcJMD3fL0mGNhx6QDt6vqYGqwCND941JbB8vY0KwODsEe5q1HN9+Sz37eInV0LXaq5UE4N38fktTIvDJ8Hf4P7TLXqAJYpbnGynLc32GXZz2TLr12692yBsuH14PQQcQPNskrtGJMZI2QkhVEmv4qKYM2qFF2Ei+X1w8p8k5nmfciFk2NT6V7NcA8UHXJXoUjF+zvRedOeR+B8BapKZf+Jk0OIEOW3kypp1/3fkq+MRMiteId0v1ndZ9f0rzmtIqfiCT/hsIHp3QpZZm2CDEiEWOrQjz1+EsVdcuE4YwxQeYjZcbHlPf1haprgI4S1yAMAluVX7WEOe6ajaPFDzoCxhGJKQRlHjtpVhVKUxwyw6KfEJco4EY+3FmJ1ZBdDDFjFBsWpjWrnkLyBGdUXXgpgC4rJKC5DTAF6h/pZUL8kLvFiVsqeIGyoWlthDBU9ieK37Myg3U2BbFqq5eoK6dCuRkd2jDCRuGSdASm0AEhfVcSC1RtcWkt1s+jNKHrD6dY+dm6lYC6y8mzZMc870A0RgB8M2t8N7HYApEOL2PA9yRXWwIXx/nYTU86ufvdBUE5Y/bhlUoZC7ZEed4CKTGJraGWwdMmK/+eKC7miBlAuZNoyG0GuLaGZIvzcdIFHx0ogqHGUm7hMpfUAx+NWBP5Z03EGA3x64bX1Zn/rsnWCoYpW+fMRFHjVgtRmjA8ML3dX/rkYtXqYZbVL5qGItctNtYFEA4ihdXRLyCd77mmWJbzrI6GgDSGm2IomNZnPcGmjhzQ+O9BYwMNWMO1oy2ABFrwhQpxBbC1yJch2S71Da9eGBAIMDwbTA1Wvi9VBMbTOYGctaJ7ZbKSW+QZpUWlGWixkJYAsk9xC/xQNcOd0xm9p5tvnvrg2ptajVAZOBObdE69Bo54tMUOuI+uItcitTqHCDGYAxOadqknB6xKt1pbP2TGlwAw0/So1RW1528CEiHK8sGn0DnJ/x10NoBh/Qmkawjr9xHviTuHhIagluQqfpqTeNXmFRyUVyHFC3jashdYA0wyZAHQ17TA2fL0yx3Xi/2OPn0RxB7COPAD4opex2FqesimTPdNwBCreUf6ukmAY0h+Lt8w6HEcgROSerAfkwsLeMtCjnLkMKTFyXKoriG7A0bXE8RJxcJQC83TmYbLt+JpSgSzSb2Ve8MovQBaUwI45bOiN3Xxi7NYyeprE0OHsRUfzTAqgo2hoMbUqQngm7zteaAvjY4hchoUEoELWG9H1GSbcLGPzRjDrxe37jPppCdk1cAMNwIqw0CwiGdoNlBVHro56Iwq7bhp+GaRNpc6PdLssov++4o3jNOwjdgI7sKD4swqgcoE/cpoiVc2shT1XFvNORUOWToqp4eusThR2ASwu2Rtyp+1NZYoiyuogLGKidu4GgBT6ywhVwmGjKUmoUL07w7w/c28DkL2lSUOLS+NiE2D1gDChILU8KMpn5IViQcsGMM80bMgaorMfX78JNJkzDX3QwZcHd0nr3mDtvmvB+OCYprQzqy9+SlSwSuJrXOiP1UlDncvCw+dzQwtmtgbYcElaLHH0VIlOH3ktqkU4jYWdMHAjU0C2WiZYrBYDqRJI1Amwvam0k4f6yAiW+L+cbgfsCrepkGt5n9nkkGmTagubse6cym5DfUYujMeMCaWtPuuY02oAaC7CSVuhFd4AAgG593nX8n6eA1Br8lvOkJcrsfi6UoquLv/bBrg/ICk8vLDrpJQbxKqeV8gkLEiiNcHiOlpUPAWAucxtzRCRgYdC8ZYHxPkKqVjQi9KysRgZDsOPltSfRnGPiSdfRSqczIFjTs7A80TYra4oUKg8u+4l/9A7dvQh8DQdwMKeC1B5mHqLsu2Isy9GOzkjT1S3SlVBWjUlqzzhGLvkGyplDCBUYy1KQ321mWnxu/CP57sMsw0o0QAXh2IoavHXmyoRADseISywMFfYdS28dn5ZEawudrlyFG1NAWag/3ze032uVMTgJdNGdt5qkR8L3DkjtCwERQC0BuWVjnfqVpgbsy73KJm/YaYmytr9LzTH6khs3ozEid3LBDMF4HEDO3s4fbuK5YGwBG24HqsFgVP8P1dWrU/5WS4Zt3FbYXjFwJNiWdhjR1GLnQRjZgGpj3we4w1//tpo9ymraAy6xKtPGfOWxYVMDAph6mOmjUMokHFG+vgEc3fg9SYCCXn9Geykn5VbnpfsDgq/aO0b7xLiHrBXi+okKDsg7KkXALRrX14bdMEYlXqo8JjrMxAJKWQtniYU+IH8/Mrc8G6TeHCJZSFkfB6prrnS9+s17Sm4CzGoj+T7IwFxW61ZvUWAuDGIG2b5MpsViBvB9EDtgwnqnT+BhVYvaxPVJG7mQnd89Nwb6bWwHPyLgtlq9/75Y8Hm6fF7mxBSJQgbNnn+pEHVbU0X2HcfYF49YvFsyV0NWKDAwoQI/PABpmuRX92zwKvPlIQExIDS1Uith6QMYwXIGfYSufBU9lypLezzRIpi1JzlTYO0pZeVvU43V1l9lK7RJDh/w9G19pSO/u/rQlh3G8ti3ByvbEIV6in7DQv6mcQSaWr+/WcBIX/V46dR3FVRijkApwuLLDhSyYHL0WINx5HrcOvQLyPK0zPyMLJIBwZgiOx4MFhL2uDpQjplU7PrNgam61Amnn7x2sO9ecUOfhhoKGZ1IVN7yDAhn84ocyA39bBVVgb4YQlQqgLnEmIWUsUAdXUkayFXHJWzlVvRVry91MqsaLmQrc5FvbzVLz0kmJczT/Sm4uFUWYQtM2djY9bRfYk4S5WgecnY/cVA3HZDSbuZyRbJmru5xK5lz8/BTuyu1/SlAC2YvHnjxsBfqOQzE20CijNqi3vr4kQDPtxU4IeyThxLhGD9PMNeGFO4JgIJDypOOCyiduI/KjBwvaB9z3CR+phRPc+EYipDP3nt3Bdr2FyRm+8G+urXp6L0O5qduSEiex5I/hypAvzbv6aDYD9DTleY60gKZOsx3hnUpwR/zQorAShmhW2QAZmWBCiGcOsARvO4AJgiarWM2xQ2qq9MKoiO+bm+j7BTQvc+a9FV9bCylBYopj5ST7DGASq0Fjf8IOKGp5sb+HqYW3pLPvNDQHjokFpV7I5lxdRNxGoxwUmMzYo/F7RPCdkJhlf8+ddpRHMNzMGtLBg7QUPbbzucJVfAJKwMMzfyQEsNfx/bz/5NZjqRhKz5pWzE5HS+WTNfB1IRgVuj9vYVdRTTTEtnFRStzp8itMAI6VZsjSYrGdoAyDSz/mxUpBQi5PkMFzPNBlMB3n1EngPMqwdAash1gB0mGG0WOVnUzGZeuPjK9EOk55U4tzIGi7eQyaCMI2SoVitq5IJ8IDvMXn68fP80irsApe+Rnp4BAPawh9wdSE0bJ6DjaIM58IcHmJZSCvDmFUwpagfsSHFyFvJ0RNkoVbLyEGPYIRZ29CICFFoY5MsV8f1HuLevIbstPWimCbLbUXVWV8DLkcIFAMWo70kuzEk8JvgXh9nXlFUfLXJTkOuC4Y2B6ykbLwmwptDvXQsy3RO5bTJRUJ2z3qxgMs95IpMjhNXkjKNnQfs7LpaP/81HjHcc+e2gMWoDu8HpVQ07JHpRPHNamA8VcmsgfYG/crQ10XNB6QWDu10WojcfbV4FoTPoYub7mjMEbmVeMNABytMHUFgkQqcsCANNCwKyr7F77jk675lIZd+9oIwj7O5nACqkpmB+yCj18p5QmDPds6jYya78cgBqoYw1GYj5nACEhZDBFuRlh43BdFcjbDgxLROPvwRN85m4UAsR/hKQa4OgS0raOGSMb2pCIGddtFqD8BgRtwUxCWQycGceSrGm7w8PfKpU7cikqPnOwV10ea/dM8Qp9m0wHSxSpSZZ1Q1y833Ric+sIrrmhZBK2FgNTAFsT4/70gBzFExHAztbSKYneWotXJ+RvEX/xiJ29B1a/JFSzcANOxL2YZat48HvuYuoLgX10wz37shF6F0Fu1M30EVIuXTqssBbQHJAUndLyTyAFhfN7DSfd2bU5Oplvq1Xwzk57NkJx3TTSxT6x+SuArqKtiJJYRJPa4J86NigqD1A+vZ7mO0GctgTltK6sTxfcWwUS1sR744J5nylgKkUYL8j3Ns1hFeejsjXnt5VHfdl6dWBr0cbBwDIr+9u9WyBamb1fJ9m5lUozRstLYdz91mx/5HHT6O4WwtpW9hdRInxM7bLgHS5wjQ1zGG/dvC5qWAuw02ZNo5cknoPO0wou46LjhDXN9tcBuD5yE6q3aIcNpD9BtKPsG1L98gQgHFCOp5gNh2wY46qvc6Qr94S97qS3SG7GqUyyNuWcIaAJke2IDd0VDQT494WG1vXp5WuZqaM6jlivmM4Bs2syITwfUZ1jPCfesgwE4oCeNC5FqVyFI3EhLxrsPluQn10uHzlMe9ugRab7+N6Q6WW0vWlCyuWHWL7w5mxXxlo3o9IjUP/ysJfZZ08Fm8c2umqL0e6MRKkn2C8XUd04MZ+SPXt9bi+UMikTI/1a4cZaDyfb2DaTfuhRWoBgA6VUqDUMajxGjv4BTJhSEVRbrqqRHU57K+ZnGlgNVQzkb8GVZWmGspsETIy1Le7dA1iRyZI+35WV0GocyRgnB5WD6SA+k/qUNqTNeQGHo5xA1j1oMkVYI5A++kGzdkpr2KnZaoS9bxpnpKGjGgkY23WpW4qvMndSPx+2vMgq64ZUvRn62hyJhPgrgqfDAlmXOACi6hJWjSx4/VaHQF54rJ4edC+mgrSpNNmqgF3FeoRNF+42Bt3fbFiXsRYxYA7klJuEBqwhpBLUhuPS1kTmRYtgJkS/PcvSN/9QIuIN6/IHmkc7RtUeIaUYZ8uaqPrQW4s+Pldet5TSlvMuxbyt38Feb6gXEmv5r4lr97ryxLVPNxz91UrC2/B3FMmzp4zf7aHA2TbMQXKGMiHJ9j3z8j3e6RDC6OYOu9FA3vNKL/7DlLXVKZuW6BeGHsMIUFTrc65Zox/AAP9VY+fRnFPmW/o/YEjUMpcFhiBvT+sHXeZA8rLETa/5u9jRP5IzqvstlygvhwhZ0Io5os3XKhdBuDphRz4toFcK6A0XMTGhBITT1fnqGrbbwExkOcT3BxoZ5ASO/hcUM5XOPWdkXMPfL3hDVQn5EnH4X1ioowzkCKoLsLs1LnQzluzU+2UUb8AC+c31WSJoDhIbmFVpg9r+OEukX+Vw/jlAyP6KoYZoHC0nXei3VeFzQ8R3Z89A6UgHzqMrxuGBBcKiWgaxoVNUgpedSm66OIEsTJswOi2YgywobudjFxm58oq7kpoiVmetIQFFHc9q1GXJjPlrqJ4STuyUnng1QPNk8YCfzYopiBuC4otsL1ZTbTyW0HYa6f32aGSKnaCYVMAo3jt1sL1dJD0FwrOTFKmhfHwg6D5RJtdCbpLmVRxeWgxvvIwsaB+Jhxmxwh3nuFOI+bHDuXRoXnigRE2QNwVTPeZy8sCdTRU8F8xfxh6tNiZS3A6LxqlynIJz/QnFuzYsuDV54zND8R9xweL5EnHjA1ZQP6Suby0ogZuXHLmptwO+kq0W4/IlcV0oBdR2Mm6T8jqOW8WzYMuyrMnZDg9LBAP4Hv6IkmgZiO0TpfWxOeLA3LEiqdnvyzVSQXNkd/XTLzeliXtAvUAuOUaNA7y9gB53CHVDikXuNMIuapYCKDHTCkoz0ek52fYt29Ipqg9YVkAi7pVUuLiUpeV4h2hwlJWS/EyXlmfdlveB7kAHpDLxG6+q6m56VmzzECeO9TZEZb06/TxE0yMsOWe066lE65MAeVyXRtYhAB5DqRrO0uI5wqlQDdcHItwp/Ajj59GcbeGkt9pJkvmSMaCub/jkvV0JgUyJ/6ZUohku2VBVr+F0lOIAmuJX6V0kxE3Daz364aa/jMjv1+356IiZZRphjQNR6A5cNHb0A8+//Cey5tlCTIHOgdeI6qXBpOnv4pEQOZlgaa850Y54pEdFQCmratiMtXkuc87UQWgoD4abH4A3DMd7HLtYfoJxVrMD82KHy83TGqooKzORVV+dF8sDX9u089oPgCu9+wSE/E7lAJ3HIGYEB83yp7hR5OteqY4ACIYHyz8uaG96jIazwEmtKRWCsU8JtArhFxtqJAGgBg1mpIV2rI58war2C1JzMoGoRXCMtrnqtzCKEYW9vZThr8y+Dk1hgZfDeA77gmqEztrCKeI2DjYAPiLKmwrjd9TGMTMLN7LdZJrFlAevFx4FicwQ0TuPCDql9Lhdrh9JBuKMYj62VQs/hQ4QYNWRIO7HdpPCeO9XZeOgGDe6gLScQIwqaxcfuaecpdQVCgluTBEvSFFklmsTNUCgOpJ0HzkDiQ7wXxXoXqZ0XwSmOhgJ7PSE1Ol1NZK1oARSQBqfrb+ynCYXOv150gPXq7JrHuTJblJdOpalqgZgHji6/Oef2eiNhQ6cYVugfKw7gjitqJqe06IrYUbFCtflosh3uAZ51gHhhFlGCEPd1hsGtaUtVoVrgYUJinUIaNSdFPiFO89hUMalSf9xIZPw6vzvoNJSgxJGcUalP1+JXGUriHss+mAfgSaijbiOZNEsuvY1NYOxVqYc086rnPII1kKZr9bMymkFCpxf+TxkyjuxSqWpW8mnINYQ5jk2qsEuFsXiuSlRkbvpUSR0/WKfB2AklnwvSNvfVmkOrsqXBcKJErh3y1Ws8vzGoVBUiLWDVC9uAipGqVGTQHoOpgpoflAetma8RkFbhA0HznqNp8S3JhWXnt1ShqGzA8/VXJTAKbPIJDnYVUUpo1H2lYIO4fpjpjqIiqRyCVZrgQIBZvvE+pnUvrStsZ88BpndxuPAayMHwAwIzu58dEot/0zTrMuuNLlc0aN0HZ5mGAuI0zaQDKLQlGL4KjZBEY7t9jdVLw82DT9SGlqxVqEuxr9G0HcFSqDZ6B5MrAj4YDqfINZUGj8tdzcfiBdr0iBsYJc0Vt/OZz8pcBfgaSBydNBkHV5234USNLw5LYGumb10smOh6cJZGwAQNhX61LczgWlx+o7s2DKkoDqivU94yHDXxejrNhizZvNFd/zz023UiOYNpwA2g8F4bVdeexSyGCxM7/HwnDhXoE+/Lmi+VvziYtQf+ESNlf0LVkW0MUsC2xovB00kASrpYa73Kix2ctqsSEZpI1GTg31U0B2HtM9rYc/t7BefsYlbjAp7VayrNcaNR6ii+dCZbepSUMdaRZnR92heacWzYQLRb2l4Czsz76+aVP2LfHu44XY9a5B9hbuiW6YsIadsbfAxOyG0hBaKUYPviXUOpA9t4ZxGIO825DVNkyqy0kw48BCX1f0wlL1KgCKqCIII1oP06sld22Q77dkrcYE2W30IFqWyFfWt9cPwIc/Xld/EsWdgdZn4l0Ai2wh2wXOQVJCfjmipATnHOCpSIMxKA8HYGq5KXeOrpFKrysh8MR2tBAuw8hDAiDssvjGqASZF4Rj5J8uXaUHv8Z72FcPWHn1pZD3bi2KN+sNayIphMCC4RLjNImhG0b9Mtw1suB6FobqnJAdhSQFfB7XJ/05mb4et57+3mNGdcoAzKqGTHsdbcPNiTA1NernCP80Qnb+RjNbFloCctZzUR6thpErDS+pDNxoR16WJVtNRohkHjrlYcduQ9kVANbXsrwHkoDYsiDYDf1e3NUBY4QpBXnXIS8J9E4LpGgRuArqT6RQLjGGJhQgs5u1AznI/kyLh9QYNC8KaeyYdBU2y88jq/eKZCYz5Zm/+ktUCmpZb8Bi9jdPlJkKzFxboLa05LWClCkCKoZdvOhrJHZ961aLLMWa74vrufhefqbqoiIn7S7njTYLAhWcaT5vC4Q9M27rZ0FaXrPuSGhzTNsGd9VIwklZXELGjb3ygCrOILxpV3GWuRR9bwxCy2COdd9y0Q56BBlg+nyL6tYN9ETKG4dp8aFpb5ODZLnx1C00zEZhG1+IvgrYRU+CMt8EdCZabAI1B7miOtkMkUpP7cIX5Tl/r97u6ouetzVyZSHBAvsN76tU4IaRUPCu472gTBVsW2AhbSTaCBdH62JJadXaLN23qDWvzIuw8mbHK+O8ijRzU2vK0gBRfxkkAMirXYG5jLf6tlCo63a1icCmJUz7LwbmntgJ1zVH8xBRLpcbO6au2aE4h3y+sMBuNkDX8CYsGqCdG45gi0dI19JnJmcgkB+OTF8ZWShK/YB8OhPKefuKXhIxQcZp9XEQ7+hRsfjFTxMZGABEOKIz+ox46XJz2wloPmW0HwLqj+zAc2UBMSu+bUNZOeZu5I0eG96sxakH9bmHuB1iZ3jDKPUr6TJroSDmurAL9VzS0DaVvijFKiY/EKrJ3sCfA9z7Ey9otVYoTmX1qo9gghL53KnBZ2HdwgtehG6Fwpg+f2VRXRgSS4Hnr1w62mVp5wUmGeTaAwaUl4uoqpZfvyQ4LWP9ElHnL5Ehwl5DLRqnz2kQm4U3rPL+eVkMC6ehkTFsdsro33pMGoln5rSGKSzXnp1uPPfFeCx4+ti7Pt1eT59hohrHqcWEpBs1cUmDcqGwSOp+xF+S8tNZ6EJnYBM/p6WgJ7VUyNWCfVOYZAIAxa2B20LSJB6E7l2BHalzkFLQPBXUnwLMFOmhcroQfnzTrjj9Uqg5qWjHrj+jxALf82ctQjfMoPm/AGCmCPNxhGs85r9z4L4mg9TZZXerzcVCg8wWQMupxAQunAuAYlR4Bv7M847Qkeh0UD8D9TXw/jhdUFJmhwvcip4qUosmKi3hFrmrlIpISKfU1Vo4c6Nq1366WZOIqIJVRRwLzXpRlg4zIeVloboU9lK4eIdCxzO1OBAh7PxyWScFKbIKrGSi4ho1sXUJhAklZoZ8PG44sZ6nHy2rP43ivtgEqJgFMSoEknkaG4HZbri1PmshzqoYyzqSe0entOUUt4ZLUjUFo8o1AfAs7IYda1F+qWw6hWWUfqkPWQzIhpEK2cVUbJohXcPXUjgWuxHaTSoDYuSN5wZd2ninBkRgAG+gLavkgunBr9xyOy08eQprFuGE6zOqSjDtF6+YBdMkXY03jSA7FnkqBgFJ6jY5srDDyLqlX987VXhCeCgVW3RZxk5wyRH1Q0H9vl/9ss0wMTThbo9i9uRaK3XSTJ9BMJne3+2nrN1qQfU8cRRdOh6NMjN3Nfy1qHpSJwdVhkLK7f/BRduyHyje3FKvwE7bjfxVcrkZfxkyQIqzhC7U7yRuPKrLqHYI1Wr9axKwhC8XpwfOkFbRCYBVSQksBwqx62I4iUQIrwVVYZrAAyY1RtOWyipcc71K1LMmRKWCsLWrklMiUJ30c1LFqYlASVgN1pZFbX3OcBMPdt9zr7T4kMsScqFFvVjuJSAaDL5OTjyImmdNTNNbjhkF+MwiQrCwRxas3k46zc63KZAHGd+rXAlfjypSJakNR+Sidtnj1EcNQMnUKPhTgLlO1KBce+7J9HNAUwFSKzQS6VwxqWNjYcQdFvq0o3c7J1hQZ6F+Uus6V7Twaq1ZOfTGkErZj6wHKrSECKCsPklJC3S62QcbIa1Zu3PurlinFvuE5XuKwksLC8hMgSE5zgDuM6zrr3j8tcVdRP6XAP4HAN6XUv41/bMHAP8+gF8C+AsA/3Yp5VkomfqfAvjvA+gB/I9KKf+Pv+57IEaU05kfUC48hesKZRhJQWq54BSXYe7vNSuVng9Qb/N1AWINsN/xRFzYLCnx3wOK6XNTzQ/YAOrhLeqbDr9w99RfRrt4iKBMZM5IR4UoQEFJbLgMWjDLBXMtSuMqXb2ezKtfjGLfqbEcNzea5jR/1vVZwwMOuAmOnMF8T+VmdsRUYVhIsCmQ2UBO6i9SA/POwJvMuDulJ4aNoalW+9lFlgkdLQvgpUAtr3nt4JQHvrASIPz37FK1U3UM1TaBi1TJQD0uBx897SUpX95ZYJyRPj3TlOlvvdXQaqXQpbI6CrqRN19sLdaEqSkxIGFhIAV2fdlxkiKOywI27e2KU0MIc8wHTl3Tg4ekLeympv+2Wi4sVD6rhmmchLQYFGLxSf2BiHezCBJC4C5lee+y1YnFAiYpbOS5ODaJ1MC4MUoHzOR3aycqHX2J3ESthOgkkyrl9i/FM0B58bddDuP4FC4MCXCGHuf9qIZgt8VtES6Z10kg8M8XE7HloFwOEkl8zyUkhS0jochJbnDWwmrKt+toeS6rymyjqtU12ONa1j9vnhPqFyVHhEwqsHrCsIkr2lE7vY8zWS8qGFpsR/KnZ3rMLBx2YUgHOhoJmmOPUlc076oczBzZcY/zbdlaCs3B1MDLXi0w3g5NAJB+ZIyn6mqwWBd4FWsafi2puXpaKmoBgI3gAg2qgPNzbnuxQhTgRx7/33Tu/ysA/zMA/95nf/YPAPyHpZR/KCL/QH//7wD47wH4U/3v7wL4n+uvP/4QYYG/XNTci5xnBnMEuq4Zw+XopsXi9raeaDnTKviiPgybjqN1SlSm1hUvgFJQrpo0LsJOPyi7Rt0IV1vgaQbmrIvZEfk6kNk2TcTwYwReTigxwnYNfN+u9K8F26XUnFJ503qYkMjrtYL5UKkEn17lANYUn2VR5RqDsmnWbiu1BkG/VgKASjsdn8mxBwBXUErWcOSbMIo2xAYwy6EBOlNqJqMEWuZmT3/upXtajK5Q2JlmC9ohSMf3SS9UOEuL11HUZ4dfa4HVw5sGUoKys8BFYK1hdxJ0kZ0Sl1h2Ce8G8ddAGiZfh3a2kWKdXHPnwaJoVa2L1VMGAIwaaIV2gYuEojJD/nnYE6aatwbV0SDVNVxlYa8zJxrhzxI7/T4NC7kJ5XbgJT0wsKgy+R6GVu0d1F0wV4vGQG76ATWKyyLKFjHqOS8ahlFIW00FEMcpQZfWFBJ9xhUvgHHq25Loqpl0gVmUbivXcYUrCHRjhZeWGLzVIkEPx2yBeWu445iX90SUo0/orjgDtOxcfZ/hL3pI6MS0dOtL48BovlswzPIabSQJwQT+jITmMuxF9wTeInUVrAjkfKW2wQprhHcolbBjH2flsgttQ4whlHi50N/98Q6lcbCfzkA/rXCKjBNKu+VhoUHpJQR+n7piohJAhby1/P2mpXW4ekEtS1w598DI1w3vkDc10HpSIAeGEJWmXlWs6wGxFnGzPudC4zQzpc9m+htSIUsp/ycR+eU/88d/D8C/qf//7wL4j8Di/vcA/HullALgPxaROxH5spTy/Y9+j9oDb16hfPsDu+uu5ehzHVh86y3K+YpyPpMKuTg2appSritI18A0DdK7D8Q7naN1wX5LmuNncE1JWWGbBqXeE0vXDwPWAHMhs8ZaYJpY2NuGarOm5vOpWhTjhLStMO3JMFnFGlprTbrBD0UDERZPEDslRLD4hFZpaxsuzNi5W/hLC+/JgZ43zK5M7Y1vnGtlhxQArgBJ1GEQegGw67FjXm+yvLXrjb7waiGLIditW6NsXvj8uiz0fYZZ3PcALq2nGWbTrRixndmJLr9fbtKw4V4BynMnnTJzT3LtYR/uIJtu9fpe9hdLiPUi83cDDyszEppLG6/LLlntD4werEappgsbg8ZoKtFvBfMho2wSklBANrzyhEj0+Ygz355jybZNDQCla7af6Lt+fesw7xhBJ1mnsQW6SMoEMfyZFnHXDc/H+t5nh5VfLinzkHEGUjuk1iIe2NmTD7/YTehzFwAg7RbnJUx7EaRRgLb6KAHEjq0uNe3t4F8YN0vhXYzHSiT08rlHu5u4aEaiYhsA3LVDdTXqFCordLTYQ1j194lKrURkpy5JPx9L/N2pZsJdIzNOcyHkUXtAMfSivk+yqFCd5X0cGM6RX460Aj/sqPgcBhZiw4Vy8W7VNaxw44nOpzhflS694zmn2LqEyGbT8nsV71ZTryUJjrs+3h+oPNBUkCWRyZgb737xhZ9mWqss2g8RHizDADSKPIQIqTlVlL8pLPNHHm8/K9g/AHir//81gN999nW/1z/70eLO0VlgduStF2eJY4UZqGvtLvhBxncfYNoG5vXjujE2/cgP1RrYN6/4YQ9MIo+PG27Vv/tARetuS+XY6tpGKEbGmWPcYsLfNOxuNBWqpHTDv/qRBVEpm8ikEy43kYk3loQdi3a2RtNkMqwV2CHRB/7BreZTbgSGL8gqcT1vOCpaK8SWZk/dOzpNhq3QjucARF9Y2KNoJ0+YRjKxyrC1nB5CwUJXIEODSkJoJ1Scem2EoklKXJpJWuLPtOguGONuw/dpKfQWCkMAK8PDET4CAOdoZFUBSLNBvG8huwb2MsG8B9AqlFb4b0Xpd9lizd20MzAdWMHdQJ5zqmh2FWtSAWNL/rjr2XZasMMOGzUj0+klVdD3Sk9iPcxsUCOvrf8DNe1y6JgEmCtWqwU70WsmbAVhy5GZfvxQTFpgFdJwA4tVmrEW5UU85AagfsnKTMmojgH2oqO5t0itQ2xZMHno3g6FBX+XxJ/DzGU9WG/pUKBvjlpHlKpC3jakYKqqtxhesz4px92BRdCCrA7F+O20WBkXVKcEf5oYd/h8JKTqHtiwfGYGlry+yUtjgds+Y4Hgclov0RWiEU/oUu46UmcXN1RHtpxcb+6IMs0oWVkoAKRtyD/XPFIRAcJtEWoWfrzQGx7erUEfdF4cUfKtkfyDrnpLerZExdPHefW9kZAgpxH5fIHZ71D2W3LmX85ECLy7Nam6uC1dQxxdl6+r22TX3Ra7tqL9gDNAkB8rq3/zhWoppYj8s/5uf/1DRP4+gL8PAE11QKkd8pevVCGYUHYd0NKAJ717TxrkN19DWsWucyH0EhNte5cFhRdupD0hlmJ0ZNttYDYdyvGE8umZSS73FBnIy5nZrc0rfq3Gbsli6mMtzG6LfNgq7ancICF381YRVd0tntSpYtCEnStU6t8smYs06FIwbHkDLAV0FXro4my5CapjQHUGQudQjEPYYjVcQgIkWi2mdKM0o6EAyJMVUozS1a4k1hYjMFOG/UQhhISEot1AagxpmVYL21L7lG4H74Brz07jeuVhangwSCqon0UpmsB0n1Ec1aVL8afgx9Be1gGp7lCHBHk+rckz0HNooQkuv19gi/93e+8Wo122XQeNuS577+9Wl//vPn3aPvbJcWQJIis4VkBBivJABCR+MZEsZF6wUCQkSCR4QMJRJAgPSIAESEiIyIiQcFGcEEDxA0gEYgnxgHPDdk5IHB+Ifdzn0t3/raq+y76stSYPY671VR/3xTHt/quPakmtrv+rqq/Wt/bec8015phjSGY3ZoUNoNyIdOQv54Fr279iUfLwFrH24bkFslqcXAQ6efiTw+q5tswSIF2VdoeUViC7xUTgHHB6SonmtOLGUpkly45KkKhsnwXA3mQPLAvOPTPUZcP5xzvOa7rkJpwGT0iiqGEtZ+ZICeTm+5F8ePXCtRm42aun85ceAJcKawTOCrzRkxkl1V2Imbcf7cRWM2erdYhaJg9hB39lB50U7qT34BxBvtxA1gPkcEJ8NWHdObjskYZzLYoQk7YCdVpVTq4lB1WQLfF3Kq5fOgecrAdBPdwyA7bxwdVTlp3OVc9B2DnIbov8ZMsN4VvPqRu1Noel2mMxzSi3d8zEv/gmNaq8YywZJ2B/5Clnv4c8uaZkwZSasbsspXXSIyuqmZB7682zNowLZ9e45y952livqHAJ8ORRM/8uUuHS+lA0OGraLAn+xYFOdb9N2jLvVrhFRN4G8J69/g0A33fv575kr/2Goao/DeCnAeBy9bbKuACDHXueveROu+qBGODf+gLKy1fE1Gv7rzUhVV46gBb0degAExNyc24UKHXC9z0cUW7v4ABgtzlbWFVJ4FyAm307ObirS8oaZGOaXO5QLtetIYIOR2wYCQd271XMUgqMJ02u+nxJDfdwkqbEVyIAT1lVDUC8Eay/zYaTpoj3ktmJ33v4aUC3DxivHOYrwfTEfaBRhDrjQPeS2GUV/1q2Drnv4GZFPGQ2gZjjVBlYIDqbNpyvVbHiZPW71C6SXRQ85Mk15Hgi9mj0xvkCmK8K8tpqAQ5IA/nhbnFAEcwbBiC/JzWvrDs4uWwFJSGNH9M1ADGdlgNQm1wkCaZrauD0rxZ0N5TMxZPYJI79pOj2duJbn3n74ciAj0JZgGSKk5ILhhcLJCnckmmooAp/CshmQJ52Hn5WDM/nFtTHK4qZlXjGtSG20RqVp1INaxNZXp1POLUD01lvAU04ALc4hGNA9/xkJu8RceVxeuLuJRLnTSUP/JsVD2fdwpEN5MQokby/4GiC7aaM7jajf+moIAnYhkUtHElnaCyM3OC6Wxp8e+O1S1IqfAaHvOspkbuf0HsHSG8CedqcuSo9lFo5PI3Vk0Op2u+5Fp+5nnlwmDzrVP37I71RTyfg6TW0I/8cS2r1MrEYoYUcdf8eue/p+QtCiDG2oC6m3+IudkzWXryCP62sIzVCxgnl5SsmeU+uGaBHy6y9Y9Bfe8jNHeml2zWav4QI3N0B5dkLqs1Wn4qrC+i6hxacRfj21LeSwXwlarbuHKrkN04jlW9LaeJjHzV+q8H9ZwH8JIB/z/7/l++9/sdF5GfAQurNJ+HtANCKoyDGqACD98sJWijiI7stALA5oGbNpv+gN3co+wOgBW69hrhL4DTxiBQ9dCmQmz2zTOOoivcoN7fAzW0rtkrXAf6CF9vc3jEvxN8rR/4wUh3yHjUqDx5+BnBX3X20WYvlwSEez6YLzFAE887b0doMES5Z2NNOmZ1kB8CjvyvWcr7lw+RrJ6ExSE7A8IwFuvmSjjt+FPijGSOvWVjzszaoBA5YVh7qBGE/swU6emuvd6iaIjnSgYcqiya0tRHkyxX8sxc8Lq566G6F5ckKp6cOpy9Q97tcJvS7CaUIln0HGT38iQHH94AcqVyYOxYxw92EdLXCsg1Ydr5x+GEQjXogbQG5BVYvFOt3JxqEWEabNmx9d8YjhxLuuPmKR/dK2/vlAU3aYNnZKcsCclpRYTEsyYKpueWYh2jb4DwwXcUGi2SDSKrUgijgRhgTgvOfd2zaaRtwMY38SbiJPan1BJhnLYBrB5cDwj7AZ2Zv05XD6YuKtNF2nV06F2UrLTSt0dy96vsCBketSMnNwwC37XB6GjC+wSKtP51ZK9XirppuVGeuPAi6V7QGTBsGybztUf1rS++R31zzRGrUznBItK4DrLiqTfWymn7UOkLVia/kgtwBY+I9TMgqoDy9gJwGVHs8AFAfofGi1YOgdpqfF+j+CFxfwF9fWDeqZyzxguIcpSRMVI/Xb4G7PTG+pGyBeTCcnEVOFYH2ncHCuRU8+acjPYZFgKOnFDAAPRzJftuuzQvZJAtigBpPX4H2N2ScoS9eAc43+uUHmIEfM34zVMg/DxZP3xCRdwD822BQ/4si8kcB/BqAf95+/H8CaZBfA6mQ/9InvT+AM6Up5abKptb9CRfYZASwoHmamt1eVV2TeAHnHSCOr9VFFIE70uVcvDOtZAfkfFabvL6ynz80S74qSoZ5ob5713FzKYUBLVKBTm4P1HmXtzFfAMtlIf3LsvUKKYxXHuG4am3rNGAgk2DZSJNW1ZVlunt3hkIaL1iRVx5s8VaElzPCiUHn9NQDV7RySwOx+ngAhhfM4pa14PgFx6P8CRheFHR7UgjzKgKrSFu1rWfDTC84PXWtESmtgNKxDgAAeR3h33qDDU2JJ6MSmfnlFTcoKLBMASU5SEcuek5isrEWFDsx+zSP+Wpr1EVtdMpq2FA1wcV6COqponv/BMkZMiUEO3mUzqNbBcwXAWNiA8+y5akod1RHTBvAn4Sb0BcmhD5hHAb0LwOkBMSVg98ENkrtJ1LRFGYybptAL23j8RM36LwB8pqnNznL00CF1wMQLDvltY4FkoVw1ZEt+qVTpJG66fRd5SlMygrx0CEcM126gNb0I4XslvlakbaFzKki8HuPcBT0L4HuhlBId0cTj0pJdKkgDf7sMuVBdtLItQ9HmMY6KajdTbL7l9epBBqTq2NA9Lcjk48uYL5a4/iUGvSrFxlAaLAemUWFxW5vbC6D3pbZur0twFN7H036lxMwGLEPcPsRcrsQRi3aiqgSAvRySwhvnOhhGswUfmJPhQwdNHCja+J1hoNrpEm7W3WEXxZCImLwDPqOUNn90361xusiM+u7BdpFlPXAdd2PzNirmfbhROj40hLX6MmUmhb+LaNmy26Ls0RKNiMjx5j1MeM3w5b5Fz7iW3/wQ35WAfyxT3rP3/B7wUG7CLc/MqgCDNQmA+BWQxPxgVrjUa1QA+ZAfv+DF3a7OmkLBe/bcUdLgcvE6nVeSJW8vuJp4NkrwDtm8UNPTMwMu6WLvHGq3nOhHryfWASThcd8PphqfHHS5osXpHVEWldzA7QuvcalPni4STA8o4ZIPNLZJh4T4rMjN4TrlXlTOrhESz2XHMKJ0IMYhJh74PSGNBqinwgR5B5WBzAs3Vk2es/Aebp0mJ6SheMmtFb6ZaeACsanEaIbINPDtZoIhGPV/Cbk4WPGdjdCARyPPbICS4qQTIjAj+R6zxesF8S7hHDKGN/soOIoQdB41mzVJ1+buGYzC+kDcc5wxiDdok2fZd6xsUt7RY6sSaincuf2YsQQE57PAbkLWNaCZeURj6w9dNE1Lj3UQYqgBLuGiQ5P6gRyQRxfin0uK2A2KqEV2F0CMAmysPCtgRLAFf+n85HCnzjH8YlgvhD40cGliPmi3luKBKBcKcpQCfdCy0H7O/0rYPcOVTDDqUKTlB+o5uZhzHApnH14nys14cGM208FuXcIIymTpXM01z6QYVUtLgHw+fHEuv2pIB65ue7f9u0eouEIr2EYi0FVxkraU/emNtRVL90S6EMc9vQe8Ie5/S11wvrP6cST0m4LDFuoJWnV1Y1ubIUuR10EjAOvwaHEM8XQHygDoEIShHYU8gJ6uGkxinVhBl+0sWd0WbihrAdCjCeqVFZWDcxPQvqOMaqyZOYFOE0mn032TOO3V3XLSs8uhYyZDtBxgn4eVCHF2CYaAzNj87DU00ia4mbVxIEAkJ64JLjVwAUo5Elz1ybvWi4voANNZWVJDNB1gwCIn60GcuqBc2V6s/rgpgFAVqZ+1UVi+eN81o0WOsnHWwDF8HbPrLS7A/qXzJKHb1M3Z77ctuJRHowT79kin03Nq4qPsZjGr8sqovRsegjHRBxyRXel5uhUj/y1yGh4rpv5/v6WBciqZRNfjTxSbzpUHe2K3RKKUcQsbJdP545DdcCyCciDgz9xc2tqf96w5q5gNSzoQkbKDl2XcJo8mSkiDTP2ZrmHAjrc7yf4XWyKkv1LBmm/GL+9NpIURb4YkDZnX9k8eMwXNK4oEY0vT2mBKuhV/W4BFCAlj1kUmlyDN2qDDWUNrP1SBMuWGHvlrUuxz1JMUiDh3PiT+GtpfV63qhNTnbrgFHlj5HKQ1srATCqrKPHneaPwg7RuX7egmWjUzyGZtQwEhcyCeCvNkzTuswX0Apky/Ks9A9LFhl4HqUct5LtKmTwRdpGsCHvQASk6AJGEgNqdGz0tL4NZ3AUa2fAaAeMbPJlK3exAjJ3yCWycSysWt4dn9DJwxmvvXs0IR0+20VQAL63bs4rMSRfPrDXvCYcMhIqE2USDM9gsN1GnH2B2PSeIuTNJ7TaNAS5lcsy9PzPqihVqK4/erj/UfARMI969YkatvTUvmYub25BdA6NPAoRv4B3kOEJejcB2fWbrLNTNoTRIx/6E4wk6zZQ7P40fG1cfRHBvtlI1MMfYGpDKkc1DCB56PPJCDgPQK3R/ZIMTQLxsnqGqtNAbbTeUjhvDzpxSpnvSAjWTr0az3hPfF1682poPABgnMmpyhvY9sNtw8Q9HhBcHDC9WEOUDFUYGueGmYHhvgh8T/Ms76Kon3zy4lp1UlyMVID9dIKHgNDAi5RcOvWH1stgNlirjpph8cDRM1DW+MtkzDCibdzNW789Apmdp6ZwVG8861m7OiLczuleK6WmP45vOuMdsUBmeEa/PHdkZ21/jRpU38dzV2nk7CQAQIPQJ3hWMS8Dp1CFPHu5lRP+c6o7hSE/QcMxwM5uS3EidercUdid6nnByzyKtu/AN8ooXvO5VsoFwiWXPxolPKwZHSRTYmgvMAMQ2wKHganuEF8WdW/P3o7kkVXadaQjVYjJAqCJMBeFYmpUci4YOOqHpkFe1yOpPCgjEDKtzryiLsLtYTR7ZDKP9SRoOTcXHs/FFOPF5KZ1D7gkzAVZI9XRMgq80Wjo2uW2tbczw02I0PFLuZMmNKqn5PHf10oJ0rReRe25BeSC9Npwy4osTYYwW1BVxz6zy9EbXZBXq6UVMToI0S8FyAfZtOME8Gs11dFh3rKFUjftaU8HCIOxr1+b1RTtJA6CEgGHiYrFBphlYXKMYNuVIVSBXAa9MmLE2DbVGSZz57VaL44nFZBxiYHzyjrDNODK2DCZieLHj962rtW4iVRoBqtDjSJin9tpUBVrjvKux+BrFcxjgQwBefHRYfRDBnQyDCjIbFXFZAGWzEQBeoMhdWsex/bzOpCPKdsNFqQ0D9b2DA4rjCXmamOHXDSJ4IJdWOdeUuKPXC7tYYSYGzqcoO2gjj2RVWMzdHbF7Z0J3MKGpEzPMsF/YeFE7ajMzotIRligdGssl94puY1KyEq1VnRBHHhxStmOggnTN3kMWKjjGQ2na52l9lnwNR6B/meBvZ2Y7DuebIxVmKUMHiZ7fWjL8GJm9nQBAiNG/sgCsgD8mhPduoKeRCp09TRDKdoC6ntlkLMjJYZwj0uKRjwFy9OhunHVxghvAsSDczcRtgwO8mDdrRjwCxWAW6r/gA23r0zWDcO18rCeBc4v8+f4SrQVZQhju6JA9sLk64Xu3N0jF45vuCsvuLPsQpQY03DN/VoSi5g9LxghAmEInQe4iVClOVkfVskkrh3QS5Fte9/lCMD1BK15X2idhNjRVzarpo6E2AfGzVrnc0tlG0hXIOsOFgrInYb02aok6+KBwObLjdU5wNwcmRNWs2TL33AtOb1qQNh2Z80nF5pu0YeThlBms5gSZQ7u3VARujlg9C/CTFWQjKZtnw5ZzgRuFnzsP/G9JgmJKo6R2OpOeUEp5gDGjKbq2oFgNaHILuAjMvtUJqY73KIRqDU9VgBCx6rs78zFdWoNTC+Apn5M+ED6RZFpXfdc0exqHfRyBJ1eEVY6pabKjFEI2Iq0rX2NoRVadJsapaiHYRRZdUyad6F6c+7DxIIJ77Y4Uo/3gPnwSu8ak0cXEparwzj1XFahCVitqzizkp8tqaA0POtcg6+w/BtvKKdUjBf2RM7DbsRNV6cWInFnhDuAGYG3yZN3whoovR0gypstSWpExP1mzy9CEic4Zu1imyJtcY0EIGTk7SGbgigdt/qBpRfEvpILxaYfx0jUmRJV49TOAozWXLIr1ewnxZoIbZ7ZB15t3s+J6d5Et2vmsw9Fa1K0Y7OezUFfxAoBZjlRp1aqTIeyu1c0Cv8ooi8M8B3RdAraKFCKWyUESs9TGhNhYNrNk+Dv2LcjqDLW4VIt60jLAZtFn/8sdGSf3G3EqrY4pG+gXywAAKvlJREFUn51o7HfKRYJ0BVfrE3Zxws08QBdnBVtprBcKegF+NhN0O0m4Qu54qaeGxG7jcCzEsU+ZG29RskeiQzxkhCOpifOFa4XRCqU1VU/TiFEB4l5YNzC8ugmm6Xmj08DiLHfn+zANWp/EsmEGDwH8KSAepnMBEGgnPsKJaE1Hkq2hS7VJ8QJA9mehL96cubkgVX63eAfMCatnC/wSMF6yQl6buKov6nTtSdUUFn4JozFTzyvBYkVeOm45eGec7xpclwQdWTerXbctYI8z4aCUiLl3kYbUOZsfr0k7x3PTkw4di66nmaJ4VYe/aPv8VdRLTdeqNUPanDQGg3kWEkS0kBFjEI7OyznJ7CITpFqcNQgIwUOCiRnWDD/lc/Kaze/iY8bDCO7WTNHwp5bFk34I00LWwxFlXuDffEqpUquMs1DB3bzsDyiHo7mnhFbccM6dKUYp8cnvO/JGR2q+y8WOC2zeiCLCBinn2hGrHqPKxdr8NBkw86bD9DTymG5F0mUl8AswPFsQXh6BzKCQ+7MxQ+Uloy8oxWGZA8KRphJktBA79HMhHW8VGjUtDybe1AMQOcvrzoCODBDuaDo6q755RsKaIsp2gEyBbIKXt8BuA7j77wkAgunSUyq4yhLUBpEYmh5H6XzbbCCKMCzwXuE9N63FK8bJoRwjgtEEITzCL9sAlwgPSWUJ2HBZgVHYcVm7I00dELCuRm/Ki2sgCfnjedDzfJRYuwaFrBNCnzAMC6LPuFt63C0DkNk9WztL3VI3FeqqV/13yg94K44qXGVwAAgju2XdmOHviO0ub11AezbLCABx1gimzNK9YevF2CrUXBeoU7o5OZ7AqjZNWgPJZBbUMSnw2wTneFoqi4csJsNr0A4AwJPSSIMOD+zWZxlb1UZ1pNAX/17VgqlKjvV6FG8GJYttPKsOMLYJqqPZeoA6x5PZlCG5w3jt28bEN7OTSOLXbG6qImKEipZNlWmwOQg4/1rIvx9DgA+e2kUIf1TaUt2ATHVRvbC/pcId9yQ4qnwBYiS2fzhBR+PPexJAWoLoBEil+bJKNc32nv0gAPT2DuU0wl1siTI4vkeJAU04rBI1YLHQkAU+U3KmcJr8OD4Xwd0JNDri0jd3rZAhweCQwKOS696CK+eMA06aiFfVgpG+oyCVVaOr8I4u3LHR03lJR2p2y0CteB1HyJNrXhST90WMxNrv7rhzm76MdpHZ0dE2BreGmzPCnvBCCYL5ghi4jKX5P2oXW4ZJdgQ/RukKrt7Y42p9wvt3W0xxwOlNQVp7xDsq7rmFn5mZLHF7KIDB7My6s2+oHwXhIFheecRr6/gsSvpmzoQATLgIju4zMF1pf8r0Yb0kHiyZG1G3Z5ErHDPKZiB9zExLqpWYZADJQQsflGX26GJiUTV5fvbeThYjMO08VATdLQt3advBe9ZfwsRgPjxP8HNVfLSA5qtuPjNmgBlx6RxOTwOmK9rccV0MvouADhn9aoGqYJoivr1c4Bv5Esspov92wOYb2uiOVbY5d4JlbVzyTLVJl8EmsFOxQFRoUuHFaH4Zuooo6wh/WtrcJBWzyqtwhFIbKNesnAwlQheCsAc604dxFkhFmfXrBvz36JG7AjWWr+8zchZMbwLyroOb7vnWKphcbJkI+bsRss+UKDbIt7slZTIeEi0anZ2KPIu8bmZmWbqqrlnYD3AceR/1HXAcIa/u4NasaXF/2UF9f6+570yLvA+hVUPsWvhXB5SFht/dTYJLBf7FAZIyKYZ9xww5JeB2D1yQNiinCTpNUHFkwx2qnoxjY1MtwPaxceGJELgGp+A0cirmq9oEDEs5S1T3hiAMrkn61sbAdiKwvhkxeJam3T3h1aycWyVxFD2rP5ppSxV5k3EiwSJ481W412n4IeNBBHd1Qu60OYrr3f5czKzVahHePEs66zKbRowIpXgrJl9OI3dYa0tWEbgQgFAzzZ6t83XXBcibVz1L7DqxAmsAdM0Mf1lQnr2Ae3pt6nN2DNwf4F516GcWYZerAaWLyBHNH9WviePl3lnmUz88IOuMf/SNd/FGv8cvu7fwK5st0mjQkQrKCEgvzdgjDc58P6kDUvWwKySRe1LpShQc3+aDHO8yemM/qJe2+cE55MsVLeOiY7v9wDXxkzRYpHuV7rFxrNnDjuP5zQssl5GfZXLwlwW77QnRF3z/xUt0LuNXb5/gm8cOimDa6Za1FdL8wpixXEbMVzRSqD6u6gX+lBBNgresO6gnv7rR8FQRUrHNqUeYOsx7R/mDKwqtpZUCXpEWVvW8L5BKKyosckpmIA0nBjdJivmSmRvNp3Ore4S7mUVugMGvCyhrNmAtF6GZcJAyyWsmSnZIiYK0UaTLmu2CLJeuoCSBm+IZdhFm1Dk68wZQ2+SUJuwroygeA6Qr6NYzwmXC3EXos4HdzTW427XPg6dhy8DPVmqDncFew3snK3R2yJ0j06Yw8Pgx0UzCWurdcYbckircYImXr6C5wPW8VrIk+MOC4X0xFVRuDLWRq/5tAGdYyiCoavUH2P0ggrIZ4MYZ7nA6n95DoAk2wHvbpHVlPTQaIi53nM+Jng2qCpnjBzD26kYG5/j9Kkmtyt85nhgXthsaBC2JPTVVJryeIEqhAq1ByEQFDHqxNZEDadvIBZIJt2ilR1Y6pn0OdxxRO/Pl9gDk3LxVP2o8iOBeh8YAV5UXjyMVIZcEzQdmnN7zJqoSmZXn6Ykftwwd4EJOM8Ktg5wskE9sgIIjVi51h/UebrvhjmycVRwWctq7jseoSFqTzgduPrYry3bDo1MuwHFix9qUMbxX4KsCnAjc3YiyGZprUl4J5iuFPp3xpS++xA/tvom1n/DetIOueLyPd0DT3Ihowl5UlCSHvpiWN3A+3ldxq2qgHE7K5hWAx858PlpSU50ZJVBQ4LB6zps7mRPPdOXgckTck/dMmhlQLlak1t2NiJ2H5Ni45kNM+D1Pv4Evr57h2bLD1++u4bwi7wrcQjZO7gXTNZuM4t7DL2jYcGNYdNZRmRXuOMPfnFCVAVELZ4Dhnx5xWgDdwF11KAdBdyc4vO0wfnnB9VPq6BzHznKHDBFFCqWJm7GLlw+WRgb87tYy2TFDO8f1mnPjQufek6FSpXxtgyyep4d4MFVJqTIAaG31vFcB6QqG7YScHebkgFtv17aaaANFpWnfaATQFcTVgpIdSixMEpfATUtgjVFViqGYuJ351mZ+BpRyluNVO51sIpatiZR5wK1dg6BkKfDGSimdR16vEYKDe3FHPLsUYEMvUb07MNtdDVYoT5Ds4KZsxioO1TKx1CJLjQVeaONnhdv67QqFarSHosK4Igykx5Exoov827m0DLh1gkbTfN8fSLfOa54AUrasmsJe8vSKSV8tgNrfoOSAY6AWQTMC8r4FaDj3gd9rmuwOKENnAmED+zVGygoj5yZRDJF7lE1LVE1qmMVfwqkfNx5EcFdHCCKsIgV6ppkFO+/YnSoCGe79/N0dz6Dms6r14g09Myvvgdg12EGOI/LLl9Cc4Xc7IAKq5dxQUJk340Qt+Nr6u920ZgW9O0CPR8obXOyaAJCOpu9uF0Sjh3YOxZNFUQJbsoNhliWwK3V8osjXC5482eML6zvc5BVu8grvHneQkz9LB4P/DyfYgwl0dxmnJ6ExRNQBrgNKEsRboLsBNu+yoOcSmTn7L/WA9HCLYnieKDugffNRrXZ11O62op1lTS4p8diiZ4u2eWGlf71Cvt6YdykglzO+cH2HN1YH/NDmHTwJe+zzgKICHzKy1yYp6xKfCzax4Iz7FjQ8t1LhlosOwQv88/25yWM9MNimTAoaAPQduuOI7h1Bvt5hfHuNu+93xNSd4mIY0UcmBW+uD5izx9f1GvOqw3zpsGw8/KWjMFaqbBw18S2BPyZu2oWyw3IY4WJAuhzgx4zhBdkfaaBsQwlsogqnc9dp7gUqCgwZ4hU6eujiMI0R/bCgux4xhw5uicgvgFDdjJLi9MRhugaWpwl+yHCO3qNlcfBdQewSchboyJOUN5nmEoWerYdsbfPEv/3d1ES8qtqjmwu6VwvCgSdNOACFNYVwO/Kk4WiQoj2zXd2uWjFV+0DYcl5I0TXPAH9zsqQiABakw8UAP3XmYaAIo8M8uyZf7BaFHIHhOXVwAPB3S+EzWJsZczn3pWxME8agE00ZMvTIX7hkonWYqCe1Hohj17jSR+QdA43fTy2Ya2CvDIaesI8TYDQ7xkAouPHWaye8KjDmM/Rjrm9Qhb85oDrE6bKwWTOYp4TaadLo2FK0+bs2jaz6N9bDw6dCwoFwRXDE58yqSk8Jstk0mhBEgLs9mpraODILN5cjvdujHI/QovC1RdiyDLdec2ev/FNrEIC5HJGWNFr1fUK5vYXre14crcdv1zQfAPDodLQq+LzQSORyjWUTrIW+oxnxcSFjZwjMqFbEXCUopiXi126e4G4ekNTh19+/RvfMY3hO/LPirfFQEO+Mo1v4kFbOetp4LGsxEwRg9Twh3ixYLiKmC8G8ZcY3vDw/6MsFZUPdXOBPiXQ+obFI7ajkurCjsNvTFUgUDY6qWuwuePhVRInAaj3DieJmHvB/vPpBOCn4xuEKz243mF8MCHeeNYETMDxX9Hc8DajQ1b57OaIMEfvvG2j2MRb07+4hr+5QvSsrbVXu8jl78p7UMYBfpwQvggGA/mOXWF2N+MrVc+zChG+dLnAz8SEefEIMGUtmQTYcgWTsETfT6s0JoGuP7jZx49YA/3yPsqV2kTswQCwXgbzyzI0w90IRtgAAao1Mpu8+KFa7CdvVhJQd7vbMyi7WI4IreBlWOI0eefDQfbWYYwBOa8VwNWK3HuFEcZg6pOgxdAtEFMexs8IjMF8K+ltBGM+NSTT78FguIp+JRKaVGqYeXp2sazwg3p4dllDAxp/jSLzZe5SrHU8tXTCZ2wPw7MTnardhj8l95y7A1FZ57cKrI8LzvRX96WW66sieotY6WWZuycjV31QVWBIdqpQuS43ueDwRY6905r6DOEIr7vZ0NsxQpX6QPc/lcmMNUnXjoBSAWEAGYAJjYh7PdmMMHY06xByVqo9qHaYBI7NRqasu1mIIxKrnCdA7at2Y1Z4Gz/c2QxzJvnWpYppZP/iE8TCCu9HbqnA+Xt2Rpme+pjqOxJqGnq8NPXftUqCHI48u2zXk8oJHtqpPczhCUgLWK3as1male7rNUuziSaDUcBUg60mFxDSh2PHHP33CrMBoVrq3TjRVbgwA3GaFcIo8qjtB6avTUULZdmb/BpR1QegT1v2MTTdjv3TYjz3yPpLuJcye6chjZgXjgmKmvOGwoCweGqqULzecMGa4U2p4sJ8Klq0HZWUz/LFW4x00KcJ+ZgNSAcK4wB9B3HhLOdtKW6uYqMwsyso9M+AzBQ14Y3vA77x4hptlwDcOl9hPPY5TxDIFfh7zmvWztaAfMi33KnWwC2QFGbxUIRJc7RggatMacG5cMQ0gCj95gwJ6wmC9R9oqnmxOuO6OKOrQuYwv717ie1evMJWAbx922EcGYzejydNSK73SIRXLzkOyRzg6oGyQNxFuynCV320di5Xb7jLgjmexsNIB1aGqrDJiyNh0M8YUcPCF8IoKsgqWOTSZBJeAeJu4eQyCvE246Gd4V5CLwxAT+tWIJ6sjOpfw7cMFvjVxHUMvmDdssMIO9AVYuKHSBvCeqB0M2usCi32l8N61WhIys2Wszetgu0JeRcI8VQriyQ4yrc5y3DCqbb1uwTL9oWPtMpL04KbUGCPuWCgbMi/nQuiTS6DQlawyYFrhscIffUcz++qotKQPKMRWfRhvEEiTC3cOMrAwWvFuyYW0SKM08vOQkqhDB1xu+X6niRm2c/yM9RQxzYRS+tBUJ+FJhaS/g8G6NckEWvaPTGaVVvvLyeDpGIAQzRN2/nxQIdWZScLKw29XcLd7ZsTWViwh0J2pOqacRkgxxbfVQM67qTS6ix137lpANR46TPsBMZL3OubWIKXTzN21/jz4tdSGn/VCy7/NijeJMQNkuznv6h2LwWlDzqqbC8JxQdpELBcRYq2RlHRVYLtguxlxPZzgXcGcPXHHaCeN5Uz5E+PHF+vepF2bty5F3yiCDTowSCjsZ8jLjGgPa+PsOoFmJfNIFf524sazDsi9x+GLHuNT/mg4iIl2OfhYgMwAikHsBjx7QEoCUnF40h3wpDtgLgFOCIUc1xHv4QJ6480VyHBoT2w6zMRTmy+kFc/UGYSQFUD/waKXmS5gmq1AluACH25d90iXPXLvkTaKdVxwyhFeFE/7A3aRWW+UjCerI55lIO6BuD8bW7jlTP2jq1W5Z5fHoqQ7JQYrb9o8Jo+cI5oPbOtHsBJR6RVuk3C5GvF925foXcbNbsB+6XFKEWMKcL5gGQqL54PAb3yjKkIANRD6ejjhsj8hSEHvEzZ+RnAF7764gLu911PgAeeEsr7ChiA30b4POLNUimfvQR78+WQ3RmvYAnn71ZfUm4rmmBFS5doLN9jBTneHkfDdZkWN8iFYVmzQn3KDKV3Hk+Nw/pt+ynB9x+fN5LuRSiNY/AYsvAbDuuk7Z3i40WsrFFJVIy+3rBMZbu7GKp1ZWuOQqP1upT4eKVZXGS/3C6piulcM6l3DzjEvH3BqkkXP0E0dNbAbRVLuwcW1H4ec+nwvcN77/Q8ZDyO4e2C64IcL+wC/GhqOrrUAWvGovqNmzKqD7E+QiXZVUi+asripaYTsdlxc02IAYLZYvnWOaS5Um9ysmZFXilNlkwCEhSrX1eAXXXXn+Y8T6ZrXO6Qd1elUBMs20mRAYfxx02/vFC4ogi9YhQVvDnts44Q5BRzsOE3dGWkcYyomOhTwAVu2AcuGnPnqPl86QL1volnx0KN/tTArNmy7dIavC5jBeQcXeeTVyl8elXrzPZqCY217h8NZJW9eWns3sAEUOEwdDrnHys0Y/AIHRbLUNXQZqVcsOzlri1hPQALgq8F2qGbbwHwVABngTwnudC5gSlG4ha3c7qQ84lrvgg4RedMxsK/5N45LxO28wjrM6H1CKh5RMhb1mHJon9NPlAyQBMRTQeoF844Z9PCMEFal6rlUmpogrznMCIROWfflhKsmzP1x0Y+4CBMKBF/o9/jicIsX8wZfv7tGCAWTp/jcdCnIkX0E0zUQr0ZsenYzb+KETZix8gtWjq8dUwcRxXJBv1M3CCYB0mTF9cmeLSvQi3XHlgBMVx5p43CubzoAoZm21+cVANzMgu1Sa05KWqjMlJKQUlAu15DNAO0CKaHW1EWTcWLq844JSjxWr19vjC6xv3OvLhb5/Db9FfND5j/OCYzATgdWA9CCJkwog3W4Fj3/TsXuS2GgHQj1yHFsNEntI08GtUs13ZMr8JUOzAJuhaDYU+LbqaE1PDnrt6l9NUaRBMAAno3cYfh6MyOpBdv6mZ99RFDFAwnuABtyZnWIlx38YQOJoSm6kcpkVWvvkd7YonQOwZOFIjMxPAkeOiZquzvSHyWaBnLftx2/ZdvDYBfGm8SmnHdY2DG7YlvzQnhIBGW7RroYEEQgrzzhoqFH2nRIa49lQ5ZBzbxdUpToLfsGtDJKQsKbwx5X8dgCIBylaZtdnZp1XnB2LxIXH6895kuzdaslAHvo/HjWIimxQzgWVAu5egSXrIhHWGs+zaVR0BgcKkCJCgcLuN4w5CEi7EfedLt1wxHVcyPaHwZ8/XCNJ/0Bcz7fXmMK0GIWgECDKugrynlpMswzukbtnDcOOUaE0SOcYituwoEngFPiTbwlp7o44rRnwwpyvY9Th1MXMWaeJjqXMQRG21enAdVgXMXed9Izm8WGywxalfo4X/fIX1yBZhKC8QmNMUo0nZtem/QzcWNSS1UATQ6304B35ApOCrZxwpvdHm8PNygqmLPHIayQ1lTznC943cY3My5XMzZxRoHgujvhKh6x8gvWbsakAesw43J3wrNDRL6LcEu9hsC5u5VMIKinLIBwvU9mqFHN3auUBeFBwmrVF4D3NYN67KumvSlCmqlOGegTwO5XZw1yRre1Ta+ahFQKLgvqDmH0iL1H6DwNXSIplMj57LYE4L4crhQxLXW6iomZrsAkf2U1tA5tZGUD37R84FLT6GMGZml89fa3lgUyG84vFnCH3npfSjvhMEDb+1l2j5QAcZDrS6OI8qRx5rXbCcE782td+OxXi7/ake+o847PhXAYPojtVmdzOGrCYJpbxgyl407pHdwcWwdmoyelDHexPRfZtmz/h2Fg52JoAVZrHoFuSZHDirxgLIkVbtW20+po0gQhQHuPvCY9L5qK2/zWBU5f7DFe0h2pGk34GQiHiptnC1qK9WrGRT+iqODVssaUA/qQrINR2hG+uhvV5o/KyhGrqueOQaQOPnTSzK2nCzb0VEolYMEGgnnr0B3oylSbVaRqtSjQ7M8cOwVz9JC8wuaON1XZDq3Ypsbd9yHDSd28FnQuYb/0WLJHWqpcBJoBdAk8ebjokTYebqZKYNXeoQ0dTb+rG1BlCDEIe3SDbycTFTSHq3nLgOZHweHYQy5u8aQ/IriMMUccU4cpBZymzjpU0YSzcgR83dhM1qAEB73qqX2/cji85akPIyw65x5YtgqN1Gav/qyyOMhEiCQrFR37zYx1nNsG0zuuW1FB7xNWkSJyGhRpff68aie+TZywDktbay8FXgp6JHxxuMXL1RrP/M70ZQDXpBm4+ZD3LpA174tly2SiGmFLkiZoVzeDcACC6ln/3dhVNFNxjZfv1w7zhWcyEOwEGLiZFJPdqKJoJVDzB6BeThV68zOvRzg4xGNAf5NbE5jfriH7I7P2ewYZAJjkAcZhx9nI/b40AcDAXl2YKsYeA3Vrlgy52TMYG7mjZeq1M9s5wi6W7UvKZ9gzZy54lXew/h1JlD0oVcK3mmQ7497nRM356CGIDPDZOn7B50CHaJ26gk8aDya4S65aKhTgUS9AT4xdc2lVbY2BWLPhyxWjqm3P9OdSKwjpPc2LzAtu7BgJbKFv2Fa9SapBh9vwolirvdQqd83kyzmgat9hfLPH6YnDshN6aO4Kb+BZ0L0U5Hcd3FSo4dEpLtcnvDXcYRdH3C0DgsvoQ0LV4q467+cMnDd74/tWsakFEJUm0Qs1ffYollnx+M2JMttq1n7CrGl4fm61RyAuu2y12dLRos66NJPHsBvgxoVz8QIUK+Yegf2RATMFDwfFyi8o6jCEhBAzUulaEKjUR5eJXZCWieajWeV6a8BJSZBHfu5qnsHskoXGGojSwM9X+jO1Mp8CJsvar+IJiCeccoeX8wqbYcapK5DkmpgVIChm/1apm9VofN5SoG2+AKanPBWFPQNd3hToUACv8ANlAUr2yKNHKQLYRluKYCmss+zChKKC2zTAC9fsuj/im/0lSu5NrtjoqIvD/tTjZlihqMMmTHgaD1j7CYt63OUBdwuZV2KwDsCEoSkx9mLSxOfu2LQyeqpp0oSjGmzDa8ITSO3eVRSpapg491fUIni1FnSm4mjYVFXVpHSGnQR7RdoYbz7QLlIyTznU+Bd0N2R7dbcKJMtwi1Il9vrSAqyyFyaxMCuSW4JXjS803INaTfVVa9DdHwm/Vl76qgdg8E3tadkfAVght9SbWFufi5jol44ToZ/K4DH3OLX3knuNmACaZkxjexnLr20ANbMH730A7RTycePBBHc6wQvS4I1VkRFGYlSyXaOYZZ7ks9VcwwyrfGdVeASYYS8L9G7fOlclpTN90rvWpYac2wmh/i6KnvF3oDUoVJcWNTcajBMkhnbjSwFkAdxk7fvF2CGTbViFWdG4BBQIigoWdXjvtMNh7qgwKx+ELSpjxs1sc19WhkUmYqqaAAlWdDXBrLRmgVAK36PKrRY5F/nqwz5fnOl7btGGG9eR1pYlH+3BXMfG2qFbDM5yw6KYi8dcPFLx2Kcet9OAwxyRZs+u1xnNWSeM1M3hTcDAAQWWk4l0Jd4XNfA4w35dplFGOBbLED2fNdbD2+cDYDUPxZI99kuP6DJ2YUR0GUWF+7Swa1YDlTDZ9s+CZp7IoFnWDvNO2smsbqgaFTk72t6dHJJl7CU5lOKhSYDkQC37GuyAXBz2S4+iguAKxiniS+tXuAgn7GOHoV9wuzPcFcy0IYpSBGMy1pTb4Hv6G3goXuYB3xov8f60xd3UQ0/exN8E3S2Xgmt6VtKsNR0/ndes+prmqE1Rs8JVflY2oJmsgx/ROPgV+mnvL9Thp3wGu4VVTCtnJvUUBQh7dz6NGVTTpIGD6emsHPobKoaeC6jm1eDJTCPv/Sw5ck74Ck/j26GJ1IndHFp13rFphWLM5+KIzAtreFVPxtgwrbPd5H5rjBCLR2qMIhpzWGHXNoJGCV0SM3arF0owWYJghh25mEyBa/6w7QRhgoYfNx5EcK/ZYTyaVkU1QrBFUgskbiS0QvEmOqHzDaxNGDjDMCb81arolfkCMOiXTIaLKqULNmsrctwrkFSxsuMRbruBbLes+EdjqgwBwQTF3FzgkjFBTjzGll4+yAwRy7RnweHU4+v7azwdDghS2pG8ZIFruDcdhCogOF9GFrBWYlmRZVi+whF8GCQD4cAHz4uimoc0Z6D7EI3dxznChKqkyRiQ12wBpQNyNl/WbUBaM5vwi4lniWV3QeFEsQ4zohS8P23x4rjC8UDlRfXEkKt8LIvpvlH+3GLmDYVBIEyK1MOgCTnDMSelvPKUWZydmWkuGzo4uQVIRRr2jcnDiWIbJ6w84YxcBHMJWLKHzNKoim7m5682gNXib3zqMD4lrCLJ1joxoIcTXatKT4iiRAHg4WbTbBdYACqA52a2jjPeGPYoFmi+Z32D4DJu0wovpg2We3o8AOBPvIdjzPje7Q0u44ipeLxMaxTwJOBEESQ3Nk0z7Aaabo4k0PzkVFrfw3HgNajJAHA+NaIA3mSPycNT+MU2qKoimc8ZvUr7MWukUwAO3a22AJ573m/lKGeN/YQGR4YTTWLqfcpmME/z8jFCnIPznlBKTy59leHgG3hoiMCUiJmvOmrqqMJnqnVyUQTFCUpPRMCfEvwtmThSC6Du3mYxzmfbvJsDmuBYLcbWAq8TlIGMO/fsJf9W33G+8cxZbzW+lVGvLdsHQOrlcTzr39Sicm1qOs3AxzhUP4jgXh3tAcAvbNuXVM6wSVWauztA+g7heAGX2S0o89IcmrS6hZteA7xrdCWcxnaRpOug5teqtvvp4XiejkkNQBVYDWR4bTa8iHcHuOUCkkhLrDtq3G/R31B4aHxSq/wwiztQcAmWBfXKzsLikAqLg6cUcXsYoDOLgZKAeDStk7EYq8A1PJpvBqMLojUduYnZWFobHGMZEIAPSubaQ0js1TI4K4gBMBVFw+fV3n+tptJnm0nvsGz4fsE6OksSXPdH/PDuHUTJ+Ov6ZUzTF5CPAVgEkhi4a+dmjSRVp1xMCI16JwqtSpem/kgojkGGtQhpyUCOdEpKg2nl95VBxKz3tEQkdehYdEBRh3WYse4W3HVqWC+azHKlQwYlhLBsGdiLB8IMNkhP0jbIurG6SRrsJEXMMk+Rt4VzTw7zTY9311u8tbrDl4YXuE0rOIum701b/PqrK5zeWyPsPdRTYKxEhZscloVwTu8SLsIJp9Lhm+MV3uzu8Lu37+C47vByWuNZNttHTyG4uBd0N2xYclnpRxvlLMqm56KmijZNl9wJSuGmXEW//KzWZWysIDVDjciFk8z77fT0vNnGO8JEVY5YElAG1qCksM5UfWH57CjEeiL624J4mxCOCxupyr0MeFzYAzFbZ7ud4lHNrBONaVxwKB0VXPl8mgk6uCE7gB3YxXjq1t2KZaEyrGHorkqh3M/Al3TuHC0F8uoO/tZBJxoOyWbDpLGc/VorU6Y1QFU4OhhXvna3et+kBnQ9oFRdn3vqqR82HkZwL9Y4osTd/D1qE0YeW9B3FAGaZvTPR5Q+IOxNztaokDVj1+MIPR6p5w5w0WoDk2HuVbtdU+Jx6ERNCrcaqCTnHHRO0P0BmhJcPfqdRvi7CTE4+JsRut8DfQ8306uSJr680eMdu0xXz8wDtfcIpx4yCVQF3jFj34QZZTjgWdxgytIMCtLKslXx6O4KhhcL5suA4j2qoXHasuiYezUcWpBNXdC9PLfx14xMTAisapQQNlL0Lxf44wKNHsc3VpgvrUsznX1UJfEBjXcJIThUx3o/svPx7ktbuKD49uECf8t/P5wU/L0Xb2EZA2QkayXuBWE8b1z01CS0U6wAJ7donO5wLFYncJh3zizraBNIuKrA386IqhjfWmO8dI3CybkxsM9ecZwi3rm7wpgivmd9g4twwiF1mJPhsPbz4WSnIUePUT8WHL8Q4UdgeJ/BzM+WkNRM12CLihcvxYJ9DfxeUJIA2cPviS1HX/AkHhBdxlQCvrx6jq0fccospqGj+ic3kHPCML+7wju7K3Qu40l3RFbBKUccS4dnaYv35x3ev9vCnxylgxeuefV2pQMWO1adSUnnLiKJnDVvhJLV9z9X7myjXcRa6U2StwPiraK/Ka0nADCYFWf4b9mci/Yu28YbLKAn20hHJijxcKZs+snuuUOCf3mE3O6bVIguC/TmFhpjq8tVSBa3uUEoEiOcFUJLMP/ho7krTTPcKxBnXxLw8gZlnEibBmhptyS4yx1jxeFArapCnF1DuOdrYIXWe3aeVY6cjWAZbpy4cahCjic2QBbW/SQE8u+rpEptcpqpjit3R/gbq1Hc3n1sWBX9BCL8ZzFE5H0AB3wsa/NBjjfw+Zsz8Djvz3J8HucMPM77sx6/1Xl/WVXf/LBvPIjgDgAi8jdU9fe+7nn8w4zP45yBx3l/luPzOGfgcd6f9fjtmLf75B95HI/jcTyOx/F5G4/B/XE8jsfxOL4Lx0MK7j/9uifwWxifxzkDj/P+LMfncc7A47w/6/Gpz/vBYO6P43E8jsfxOD698ZAy98fxOB7H43gcn9J47cFdRP6QiPyyiHxNRH7qdc/n44aI/KqI/G0R+QUR+Rv22hMR+Ssi8iv2/+sHMM8/IyLvichX7732ofMUjv/E1v+XRORHHtCc/5SIfMPW+xdE5Efvfe9P2Jx/WUT+2dcxZ5vH94nIz4nI/y0if0dE/jV7/cGu98fM+UGvt4gMIvLXROQXbd7/jr3+FRH5eZvfXxCRzl7v7d9fs+//jgc27z8rIv/g3nr/sL3+6dwjagLzr+M/UGro/wHwAwA6AL8I4He9zjl9wnx/FcAb3/HafwDgp+zrnwLw7z+Aef4BAD8C4KufNE8APwrgfwZbT34fgJ9/QHP+UwD+jQ/52d9l90oP4Ct2D/nXNO+3AfyIfb0D8Pdtfg92vT9mzg96vW3NtvZ1BPDztoZ/EcBP2Ot/GsC/Yl//qwD+tH39EwD+wmu6Rz5q3n8WwI9/yM9/KvfI687c/wkAX1PV/1dVZwA/A+DHXvOc/mHHjwH4c/b1nwPwz72+qXCo6v+O32id+1Hz/DEA/5Vy/J8ArkTk7c9kovfGR8z5o8aPAfgZVZ1U9R8A+Bp4L33mQ1W/pap/y76+A/B3AXwvHvB6f8ycP2o8iPW2NTN9bkT7TwH8UwD+kr3+nWtdr8FfAvAHRX4TWrmf8viYeX/U+FTukdcd3L8XwK/f+/c7+Pib7HUPBfC/iMjfFJF/2V57S1WrfM+3Abz1eqb2ieOj5vnQr8Eft6Ppn7kHeT3IOdux//eAmdnnYr2/Y87AA19vEfEi8gsA3gPwV8BTxCtVTR8ytzZv+/4NgKef6YRtfOe8VbWu979r6/0fi4jpFHw66/26g/vnbfx+Vf0RAH8YwB8TkT9w/5vKM9WDpx99XuYJ4D8D8DsB/DCof/cfvtbZfMwQkS2A/x7Av66qt/e/91DX+0Pm/ODXW1Wzqv4wgC+Bp4d/5PXO6Dc3vnPeIvJDAP4EOP9/HMATAP/mp/k3X3dw/waA77v37y/Zaw9yqOo37P/vAfgfwZvr3Xpksv+/9/pm+LHjo+b5YK+Bqr5rD0UB8J/jDAU8qDmLSASD5H+rqv+Dvfyg1/vD5vx5WW8AUNVXAH4OwD8JwhZVBPH+3Nq87fuXAJ5/tjP94Lg37z9k8Jiq6gTgv8SnvN6vO7j/dQA/aNXuDix6/OxrntOHDhHZiMiufg3gnwHwVXC+P2k/9pMA/vLrmeEnjo+a588C+BetQv/7ANzcgxNe6/gOnPGPgOsNcM4/YWyIrwD4QQB/7bOeH0BmA4D/AsDfVdX/6N63Hux6f9ScH/p6i8ibInJlX68A/NNgveDnAPy4/dh3rnW9Bj8O4K/aKeozHR8x7793b/MXsE5wf73//98jn2XV+MP+AyvDfx/Ezv7k657Px8zzB0DGwC8C+Dt1riCG978B+BUA/yuAJw9grn8ePFYvIF73Rz9qnmBF/j+19f/bAH7vA5rzf21z+iW74d++9/N/0ub8ywD+8Gtc698PQi6/BOAX7L8ffcjr/TFzftDrDeB3A/i/bH5fBfBv2es/AG42XwPw3wHo7fXB/v01+/4PPLB5/1Vb768C+G9wZtR8KvfIY4fq43gcj+NxfBeO1w3LPI7H8Tgex+P4bRiPwf1xPI7H8Ti+C8djcH8cj+NxPI7vwvEY3B/H43gcj+O7cDwG98fxOB7H4/guHI/B/XE8jsfxOL4Lx2NwfxyP43E8ju/C8RjcH8fjeByP47tw/H/zX7/NAMMxawAAAABJRU5ErkJggg==\n", 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\n", 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" ] }, "metadata": { "needs_background": "light" }, "output_type": "display_data" } ], "source": [ "for n_fft in range(50, 1050, 200):\n", " print(\"n_fft =\", n_fft)\n", " stft_and_display(y, n_fft=n_fft, mel_scale=True, to_db_scale=True)" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "Notice that our images are no longer ballooning in length as we increase n_fft. In fact, they aren't changing at all. This is due to the way melspectrograms are constructed, and somethign we'll cover later in the 'n_mels' section. If you go back and try it again with `mel_scale`=False, you'll see that they still stretch, but what appears to be additional information that we are losing on the mel_scale is actually information that is disproportionately unimportant to discriminating between sounds that we care about. \n", "\n", "Yes, we will lose the ability to differentiate between an 8050hz sound and an 8060hz sound, but this is an ability that humans don't have and will never impact your models accuracy on a human-centric problem like speech-recognition. That being said, keep in mind that if your application does depend on being able to differentiate between sounds in a way that a human cannot, the mel-scale might not be a good idea.\n", "\n", "Now we do the same with hop_length, using an n_fft of 850. " ] }, { "cell_type": "code", "execution_count": 55, "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "hop_length = 50\n" ] }, { "data": { "image/png": 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\n", "text/plain": [ "
" ] }, "metadata": { "needs_background": "light" }, "output_type": "display_data" }, { "name": "stdout", "output_type": "stream", "text": [ "hop_length = 150\n" ] }, { "data": { "image/png": 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\n", "text/plain": [ "
" ] }, "metadata": { "needs_background": "light" }, "output_type": "display_data" }, { "name": "stdout", "output_type": "stream", "text": [ "hop_length = 250\n" ] }, { "data": { "image/png": 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\n", "text/plain": [ "
" ] }, "metadata": { "needs_background": "light" }, "output_type": "display_data" }, { "name": "stdout", "output_type": "stream", "text": [ "hop_length = 350\n" ] }, { "data": { "image/png": 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\n", "text/plain": [ "
" ] }, "metadata": { "needs_background": "light" }, "output_type": "display_data" }, { "name": "stdout", "output_type": "stream", "text": [ "hop_length = 450\n" ] }, { "data": { "image/png": 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\n", "text/plain": [ "
" ] }, "metadata": { "needs_background": "light" }, "output_type": "display_data" } ], "source": [ "for hop_length in range(50, 550, 100):\n", " print(\"hop_length =\", hop_length )\n", " stft_and_display(y, n_fft=850, hop_length=hop_length, mel_scale=True, to_db_scale=True)" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "So hop_length does something to alter the width of the spectrogram. This is good to know, but since image size can be really important to training, I'm going to show you exactly how you can control the width of your spectrogram images." ] }, { "cell_type": "code", "execution_count": 56, "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "Sig length : 46720\n", "hop_length : 100\n", "SigLen/HopLen: 467.2\n", "Floor + 1 : 468\n", "Shape: 128x468\n" ] }, { "data": { "image/png": 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DvpFMNjnBiO3nPT+4eWTlRhoTWLmRa3dkYweWZuTC9DgVqFREfwSAJzQxP6cqRiU0CaMShv/4Qo8oYtYkNHM2+Gz5Zr7i//b4I95WnuNU4UzkshsA2E81x7Fi9/uGGAw5yGdV3UxVBQ7bljwazI96TB34YtHzerHjsup5UR1YmZFaexrlcSpiSjp3OmejEk5FYlYkNPvY8vPxGp9+xG3BnOvGUztP+rFmDgan4Deu7/mie6LSgVoHOj1jVGIbWn52vOZnl1dM3pF3DTko3GZC68Sq8vz21R1fto8szcTKjOX6HlnrkU5PLNR8vnYRxZgtsaSDFRH9567tX3Sdz9cahS/XecxO/kuOORvGXPEYFuxjw58eX/D2sOGikeu+rkcAtkPD9aLH6MS7pzVdN7G6mpiCJaayyZiM30QYNblJsIhMVwX7t7KRhi4/NyCzBEJQtPeJ4ZXCBw2VIieFGqSCDgvpwJ5gKj0r6d31WZI6C9OFxnfyrJ/iiu0lEQitYrzm3Ae0fYlJ3TOk6g4SuE89gvY2U+8S46VmXkkW7naZ9jFJr8MqxktNqktvbpa4pxIs3ieJdVr9BXfj+fhPrKH68ZErgw6Sufu1Zbq0VPuEnaJg2X0kxlLyxkTzEDCzob6f8WvHdGHOX1bFjNsFmjEyX1TEWtHce2JjsENAzYlsNbE1aF+C+rphvLZkLTtie+uxg5HNZS6la5I/U6UIrf4e4yZrxeHLTHU18tcu3/M3V1/zmXtkpQcSmq/8NbfzEq0ySiecTvzuyw/oV4mQDfdDx7t0QftyAmDoK3IWGGKxGPm9mw/8eHFPyoo/O9zQWc9VdWQfGn6+v2LhZt60O6Zk+PnumvdPK1ztcSbSjzU7b8hJ0S0mjkNFzorkNdolUlCMo+H4h5GcFAxGGmaDIXt50P0qkRalFJ4Nwytp5OUu0l0MfLbsuWkPWJ24Hxf87O0NKSqGtZTyALmLuMXM777+wH/u8mf8bvOO1/aJhfI4ldAlcFQqoQGnoFJKIP8/R5uK5O+RqgDiR3qNiOwzMYNHMWbDPlU4FXBXkferNUN0TAXLS1kzLQx9qBijY4qWkDQ+GkLSxKQxFz0xK0IwrNqRv3XzNX+te8uFOZKyZpdafDbEsgmlpHkIC+79gs/rJ5ZmZKUHFnrGZ8NDXhLRfL7cAvCwX6B1wuiMM6F8J0VnZ37Y3PPGPVKVruQuSad25SZ+uHkEYL6ScwbZlOdk+LJ95A+7r3lp92XTCd+73kZlYlbss+M2rrgPSx7ikk7PXJgjjfIs9IQhE8s9OG1WHkPMGp8tt2HFPjV0eqZPFdvQAeBUZGVGruyB36rf47PhTfXEt90lT6HjwvYA3M4rpo3hwg38qLln+XkJ+LHlu2nDg1/w8/0Vu0OLu5wwNmFtJCXFYGvUh4r61pCs9F9SK1k9JuMnzXyhGY9aGq+3Dn+t0G0gLwM8CMym4nMDvn6SnlasFaFVJdhKcI61/CdNaYGRk5WGbjaUSlyS0sV3Ge0zKmdCoxkvFWaW3oobMtO6wDwRKH3AeXmiU4HxmeRLYrRUmAmqXRZoD6gOf/4p+P7xaxHcY6U4vLFCmUoZO5adb2UlS19o6qdAbDSp1ugpUe0CKMGiqn3CTAK7qAh+JV+r2nvYAhrq+xE1B8JFQ/+yKgHaoWNhJYyZahdo3h3IxhCrrrAoCnNHK2wfqe9n9BwZ3iyIrUb7zO6HlrCO/Pj6id9bvuOvNd/w2hyIKL4OF7ybL5iTZVVLJgJwDBVOSzncOc/l5QFnEkYnunpm8pbKRn7/+jv+1vor/rD5mmvdU1/F71078yafH74+WT68kAd0ZQYudI8h8yGu+Cfj5+xjQ6M9Y3IM0TGkioe546rqafXMg1/wk6cX3O8XOBe4aEeuGnkAx2jZTg1zMDw9LfjsxZY/uHrH7y/e8aV7oNEz92HJPx0+40V7IGVFyooP/YrHvuW4bfGHit3UYFTCZ8OfzS95iEum5PjpcINTiV2ouRuX3DQHLtyAVpljqElZceF6ah3YhZYn31LrgM+aPlTn6zEnSypwQkianBULJ5vm3jfcHRYMkyNFYWek2aAruaZpMqijBS3YqIoK96QFQ1/I5hE2kTcXO5ZmYkqOP/Fv+L8//oiHoSMDwyxUnHF2GJMETsiKlBQv1wcWbiZlxfvDkodvL4R9UiU4WNKTpm9KAzVB/lJw6Hfzhj86vOGr/RU+aYzKpKzYjTXHfYM2GVcFpsGRo2Z10fP5ZotWmZ9NL/k/PP0+P9tdA3BT7s3eNwze0TrPws6875eEaDA68XRoUQqW7cS+r8+wzem6xqTJGWoXMDrzYnEA4K5f8LSTwB6jxtiItYnfeXHLZd3jkyFkTWukE2hVzaXr+Z3Fd/hkZWOILWOhMxmV+Lx+otaBrw6Xcv1nQ/CG3EBKihwl+E2XidzEMwFAWYFuktWk4Ii59K6ahG4C1kWiglQbbG/IJhPbXJr2imlToMNa4ZeSxJlZ/tNBmDnNNhErafwHJ1Bqe5eE9qyh2kWadwfiouL4eSNwZMylmk5U20T/yqF9pnmMQpl28ppq6yFl+s8bxgvpSdk+43pJglWU2PSrjl+L4H7igTaPkdgoshHcN1aSOesoPPHQCC5sraLaBmJrMGNCTxG/crgjuO1MrrRk4YcZ83CA2ZPbmrxo0FPEDpnQgE6ZepswQ8RMiWwU/Q/WgJRaZs50v9iRWsf4siVVmmxOjcyE9kKrjJUl28zbxw0frtb8mXnFH6cv+Gq6YkqWt8OGd8c1o7dM3jFPFv9YY3pNuvGYKhK90MDInNkVtg08rTru/Ir/Z/4Rh9icr5kvxFinI0szsjEDF+bIS7Pn96rv6HSgU5kLbXFqy3+xvWfKifuo+DpsqFTkhTmiyeyz42245P+8+x1ad8EfvH7HZTXQGsGNf7O55Tfq91zoXiAHMk4lXMmft6nm23BJn2peVjsu3fH8sH7WbnnbbfiJesEwVDTW827e8GFe8X5a883hAoDaBIbgOEwVT08Lsteo0ZwpayDNuVxHlM3kURqE0otQZJcweyOsn6MwTkjSI1Bw5uibQWE8tE+gQyaUXoWZ8plZMbzQhcEijXg3RKa1YbhRjMlwnCveT2t2oeHDtOJP3r9gHh1VI0HLT5Z0dM+UvqhAZ35hV+Q6SdMxCrPqxJTRM2eKovaZ6VLhf5g4hJowaD70K37x9Q3myRJXEZIwkLRXpCozFqw/14nd/YLaBR66BU+q5e1xw1ffXaF05n29IiVFmI00/XUmB4EFTB1JQWHe12ST2fqlsAgPCl8okXp6pjXuF5n4esKaiNOJw1DjH2uoEu3FSO0CMSu+2l7wUHccZ8cwVVwue151e7Zzw8/zNb+xvONh7vhqf8VD3+JMZPIOrRO/c33LZTXwqt1jXyUex5bdsWEeHaYE8BP1UPeG9r0uFXah+BZKaawyqRVYN02GqCHOmmqvWX6dmS4UsS3Z+BHa+4Q7RFKl2f3Q4hcCp1Q7ST7NnM9B3IzCxkm20CxLoTleGczY4h56Ft+A8TXJSFwbrgw6GOwoNNPQaJq7ET1HktOokFA+YYdEG2Hx9RE9eFJlUSmhhpncPic1f9HxaxHcVRb8unqamW4qgUt8xi8Nes6YMUrDIUqgd/tIrIVlYeZEWFjmtTA+Yl1Ldh0KBpwzebMkbFqy1ZAlMNd7SEah54Txif51RWg0KpUb56QS2P/uBfYYpdQaE7nS+NaW5qIm1aUzftT4leVuXgLwMC/4R/dviEmRkmZ/bOBdg9tqVJ2xThYLd46Mw03q3KVP5kS9Mny9uGAKloTi7dOa/r6DpITaBkKRUqC6wM31npvuyFXds7DTOauOKFLWrMxQAnNAq8R9gRKe4oK3/pIhVRiV+O645p98eIU1id+8uuPz+hFHZMyOb8MlF7qnUpH7uOStv+TdvOGPd2/4antBVwkc5KNhjobOeXzS+CCb0S/ur3gYOhob2I81221Hnow0TL3Cbi3KSWPSDFJKu52wWZoHobmpIPQ1FSDVunDTTQmUJ962ZFS2NJjhmQ2kg5S8l38y4jtLtoVR9TBy/LIjP2iSkWrOFgFaLI0te1Qcxpp3wxqrEu/7JfOHDhUUs3OoSah5p2ZsqoUbbo9KmBloYWCUZrLtFe0Hocz5Zcn49tKYDpNlNzVQy+bXXQz0ocM+WNDSAD5tCCdNQKhB19JsPYaKhZ2pbSD3FjVqxnVhcR00ttCDs8vEtQT27DVxkbDbsnE40RDoKLzv7p30ZkKHcLfdMzQQo8b0mmgzfrbEqHl1sec3N3fcVAemZPluXPPtYcM//fCKLy+f+GLxREiGF9WBehP5x/E14+yobOBwbPjj969ZdyMpKzbNyOvlHmci78YLtEnEULjigbN4yRTeuzyksnmSYDSQ1x5TCRyptw4SHL8QZprbQ/0owfuktZmX+txAPWXObh/RMTOvDa6Hek74hS7iJIkdWYHrE/Ywo2+fUOMCu7AMLxzz6hm6OVUCOmbGFxXaZ2KlmTaaWFho1T6TnAGlUIMXmOfFitgYftXx6xHcQ8ZOSbLvfSRZBSnT3M7EWjNv5DRtf8qWszygU8BuJ8bXHcYXTNwp5suK9psjcVkxfPFaKoAp03wYhGFkFMko0kIJ1FMyfZUyzVOk+TAyvG4ZLw2+FfpcNorhxqKylSZvL+fRfJiZF5rQasIXkcepQ5M5xorKRLZzwzhUpLsa60XkwyAMm9gKJOUO4A4Z4xPjlUbnIp7pFIdjQ8yKnBVjX2F2wjPPijN9UgeItWX7i5r75TX50vODz+5JWfNHfM77ccVtv+Bht6CpPbULVCYKb3uqhG87WxFPDBa9l80rrz39WjDUfzZ9RkTxGBa8HS94P674cFzy/rsLCApVJfKseSxZIK5QAQcj4plRGrPzJnFXdZKRZzAHQ7UTaqHbKaodTJeK6SoRlhH3JJt2tZXyu3v3TG8Unn1hG5SGsp4RXUQtgWt4KeW4XCNh0DR3gqNOF1ISg8CBuves//iB429eEtpSlleK4Vrot2aWzL4/1HyolzgT2R5bcpXQk1QN2QolcnqRMX1pkL+cSDox3zdnJozbyZeoH56FNDrIxn58o0V38Vjxttqw7aRi87OFLJUJWbjO9ZMwfACmg6JXhqAyO9ewWzZoldFkVq/3HJ466anM8vv+Mj1XRqc/gyabTNgUmGPW0ESUAvtdxePf8fJvtWTNry73fL7cMifLsXNUf3AkREM/OVLSpKywKrE0Exs7cOl6Xjc79hcNPhneDWuG4HjV7VmYmd++uCVljVaJw0XNGB0+GZ6Glg/7JZfdQGMD11cH+skRvLDP3E4Lc2mViWXDy7bg6JEiaoN0sMSqNFAnuZZSuQntun+lGazCTBp3kDXqDvlMcY4VsJI1mSy4PmOHWBqtAt3aPqKnIFl4ZYhfvCAbhTt4/Frok36B4Opzxoyp6BMU09qU9fjMxEkWcqUZbmqgFYLJXOLkrzh+LYI7SLA1KWH3M9lqUm3wS0uqFTpm7CFihyhZ1hRlJ0OYJdXTTBoNWSv8yjCvNNMfrKRzPSYRIVxoUtWhZ1G4ZiOleP3gMf1MtayY145pY+hfLEn2dMMjKmVyW5R4s2T288YQaoV65YiVvLY/VHy73zAER8jSIny5OpCWivuuY/9uRbKiwFRJOO3yJZRw/ZM6S7LrR6ESzn3L/oUsCL23Z557tc3UT3DqNSYLZJg3miE7Hi9afm6uCEnz9mFD/Eaw0GFSHOtMvPJS0k6G6r2VTa8FVUnpXT0p/FDxs+6a/VxTmUhtAjkr3u7WHN4vUV7RvRPh08nSQGhkmdhIhu32J86vBC7bK/L4rEswM4yvI1ln4qvAXDLBykamfU3sdBHVFObBKyDnMzRBlYRaWpg92IRrPVUVid5QVYHrRU9tAtup4WG7YHdTY7eG4+cGOyjqx4w7GKbNhqwLhnshNFLtZbOIDcSpZIRPjmkt9MDaBRafbXmxOHDTHLiqejo905m5sGM0faq4nZe8+2zDfq7ZDg2HY4PvHfOVfVZ3OsH6Uy0NQT1q/LZmtImumWjamReXe/yXht2xwX/o0N4wvCpZvJc1QFTMh4rdRUOlA2O0NC7ARY+9knNeVxObeuBlfWBtB5z+fi8nZgnMEX1u1Oq/XkgNKtNoT6dnlmakUZ6IZroRrNxnwz423M4rnrw0f/8fTz/gw3GJUplNPVKZSKUDMWmOc8WfTTcYndjUIyFreu/onMeqxBQs20NDGJ18duUZvaX/sEAPGjM+62TM9MxwO1t+RPDrogI+aKn6rWT01ZNkz/Nasf2xiOxOsJMZz+GJZAs10RZadIFgYqUAixkSqmTuZgwoH4mLinnjiLUuMG4WwkefiZUhNDCvNKtHjxkDw+vmzK5RMVPtpQqJDvZf1rg+Uz0FYquZLu2/GcFdZSmD5rXBLzvcMVHf9tgd+IsGHRJ6CMSFwy8t4DBTwu1mVD/hvrsnr5fEqwXV7ZHxzZLQGU5+EOpELboQHN2OGbtLNB9GpuuGbBXuvsduJ9xFw/GzSrikXnZle/RoX5VGRiZVmlgrjD7tsNJ0sXeOu7jBfhkZZ0ftAp8vngAYvOO49LCGcWPxW4MKYlugvZzn8tuIX2hZNLU6815RUmqnpEiTfS7lPLgh41vppGcltKmw1+yfOmZvSUkx72psVOhJFnjyCu2rM1WyeVCYIXP8otCuShbstorxbce7961Is6uEMoncW6o7I5YHBQYJRVxUP0hGrYKIgerHogLWIi7LtgiAvuhZLQcWlef1YsfGjbRmZm3lidqFhod5gVYJpxIJxRAleLTG0xoRuzgV0SpjSPJnoSA6FXHlKR2T4+204edck9aKsZ0Z1jXzZJgnw3ijBc83hXKXIet0Fo6IZYOU9sMb0SjEpPly9fQ9KiRwpkMC+GwLPVCYIACVXlDpiDWJnWmYvMbtjNDwdCYphS4VaFpGbt5s+e3LWz5vpbH45Dt+sntBiBrzJjEsG/S9Q8+KVD1z5dXWsr+p+cHqkR8v7tEXWa6JjtQq0Jmp9E/kup0COQh7KKIw5HL95XWnawsS/COycX07XXLvF+efGZWpdGBhJ1oz8zAvuO0X3D0tqWvP5CXstJXHqIwzkTlYhtmx6xvm2RInA5NBtQFbB2LJ0OdgmIOh3zVUD4bmVp6Tan/CwhNmSLhDYLqspEGZMltnz+pfsijX3V6u84mvfrLIsIOs5fFSrinIc1LtMt1dJCsJ7CqWTdkqaDTVVkx0pqsalCI2UiE1dzOp0oTWMC81oSnCqVnee95YdGeIlSR9bkjFcqRsVFGQh+7dQDaCNNg+ncWfv+z49Qju257l//XPmP/whww3TjJr1dF812OPnmw0aEVWiupJdjk1B7LW5K4mXkhWqqZIXDW4Q6D9ekfWGn3oSeuO4YsV2ahzhznWmuFVi4qZeW2Z1+tziV7tEu0oQig9Rcz9Hn1w5MoSFxVZlZtwlIbH4Y0TBeYmotvAj9cP/LXVO166HZUK/GK64av9FYvVyKKemdeG8UrK1skb4mjRW8t0ac6NNZWkdEsG3GLmYjUQ1ppH1sRHR/8a2byCZBQnDFrFjA4KfVsxBqkG3J2lfpKmnZkEgz5xZE+49MmfJiwy4SKeZe9mb6geNanK+JUoFOsHjTuKaCO0ojQNnQhoslHireMyOuozLzcZsFPm7g8N+YuB33h5z+9u3nPtjucgnFD0UZqVCcXCTme6XsqajRswRWATC+Nj6xsOvhbWkZ1pjKfWkSkZdnOL1ZGUFXfDkm9vL0i9VEFma7AnCKnYr1DEVSrIQ3vaWEObGa+ySOpnxHtEJzZu5EV1YIiOP9695u1hQ8pKKKhTxVQ2Vz9ZchJuNUGjJn32qakfNWYQaK69pShthYL39LcDn6+2vGmE+fJ+WrP1DUNw+Gjw3sDR0r7TxS8IDoW9kTrJ0AGGVLHzDXfjgjE4jE7Eko3vxpqcFcMkG2cMhpwVOYPWGWMjzkWUytgickpZEaJGKaidx5nEYaw5flgI5KOBZcA2nmU3saxnYtI0hcfvTOI4VQz7inmyNO1MV3um2bJoJ5btdD7Hh6clMRiMi6RomMaKOGv01gn//Ko0eZOQIGxv6IbEdFkV3FqhT5oUJ01svywwmBeLEzMJbGcHsTuZ1prpQp6r+imfM3g3CLXRHgP1I/SvqqKfET69Xwt6IIZjmVBrzJzxK4uZEmaMVAZUEkHmuUKYioDqKQhcXO5h/RCwh5nYSVI7byrMlBCetDoJuH/p8esR3J2D68uyoyYpSR4n+h8s8Ivi8+Az1TaiY2LeVOjgML3HLytiqwu9KMrulyGrDvfQk/cH9DRTLWpSbYi1xi8lq/dV8Ygou3u1T9RPnmQ1OqQigEA2l5TJVjNfVviuCFOiNGUX33m2v+Ow65m/8eU3/OcvfsrfaX/KRk/02RKz5sfre66ahjE6vtluUAoptVcBBcyvDMexksV7sJiDwe1FRfmDqx1/+/or1nbk/rMFP/3tGzo787IWCtou1IRkmJPhbliyG2uYKtblodo3LamqMKNCRVFtxkaET6d/s4MIMqonzbiIuNUsohDtgALbmCzWGy4TGkW1h91vJth4muWEUpnhWKPf16ClETdv5P1VhtFqpuvIxXJg4SYe5gV/un/BYa4Zg2Xylpg0w1G4+DloiApVx7OoiCxiljxpgWWA6s6cpdj+IolSVIOaZHPJVSarjD0YqoNsPmSo7xXrX0RpVEVRb0Un6brKMC8V/Rtho2RdFIQZUpNYNRNTMnw1XPLT7Q3fPaxJs+gJVG/ETydIdqcTZxfA1IiPS3bCjw6FoaG90Oh0EPVzbBE4AMWT73icW/7x2zekaGjamXmypLctOhX7g41YFySTha1RS0D+an/J/aGTROJYoe9KEF9IZeKezLNmQwm8KP2RgvUaUINUY+NSoomZT1ggPL6M2OsRpYXAsPjK4NeZyRoCsE+aQ1/jtzVkxbjyrJZCcTUmUdUBpaB1nuubI0s30RSeP0C4uOfga97tVzy83WCfLFwF8oUnZAiTQU2a6VrOyx4U45Wk27EYt9m+OLM6OF6JMFBPkHvFvFTowpg6qdjnVamCijjRWug+RKq9BNbQGsyUxIqhhmDE6sDMopLPRY0qwQ380ghzZkaasVUm1Ao7Zapdwc6V9B7dFMmjYt5Y5gsrFW8fUEkaqnqKqCAkkv+/2w/8yxy5ceTGUd0eqXwgtxXTiyKE6JPYCviMHSPzyom8fpTm6unQPuEeBvJ1h3sc0fue3NQoa0FrVM7ExhBaXTBgUcQmIzu7DtIFN4cZ1ThCa8hGoedIrivCdUuyGjNI0Ff5WeH69FsNsc7EbUX345krKxz329TxEJfchRV7X7OdW6xKLOqZ7bHl8XGJdaJQjcEQZzEHstuyEHYwvspc1AO/0d7ye/VbrnWPvjmV0bKATjz3Y6546y/5Z+MbvhquzpLwr1aXPFx1TMFI43Rfw6zJTSStFGFhMINGhSJx1vL+yWvM1tLeKqbLLBYBCkJZ/MPnkdVne96s9rTW8zS1fDs5wiKeF954k5iuJdvVxfNjnB1vDxvmYIQts63EawXxQ5EbX8zTJkX16CjU6LM16sk0KbmTKlDuofqpxvUZv1DCOOk+Ug4OBbdP6iz/Rim571MiLMzZw+iUtSdXjMA0QhMcJWDP0fC+l2bgu7sN5utGZBeJszujMLykotIBhheScdlBMVdCd1VRncvzk1Dm1Kxj0pKlV5rKRK7WPXePK453wpgyUBTCmemiqCZHCS7ZCdwCYE3iMFSws2KcliSSpzqJNcOxGNZV+WwxG2sgi3GW7YUyKlqS56w3a8h1wrqI1hm/CMwbI3zuoFAmYYrYSM0ac9Skhdw4rTJtI/qDlBUPx47buKRygWGo8IOjWU282gg75rQmwiqKOyKgDpbqUTB3v5R7RIbmUewGTrbRKgjEEdt8rnJ1FJjtbN2bhUEl7BSwH+Q7h0ZRHTLukJg25uxKGltN93Yk64Z5ocrvCtNF4FzB2GMjbBvph2S0T9SPienKCSNHIcp7SuJgNNOV2K2IGZ0w+E5MILTC7ifM4NHDr3YO+/UI7hqmVwvJvGvBnlBQ389Uv7gjdw1x05JqK7TILEHWvX3ErDuyM8TWMXy2JBtFti2VUejBo6qKXDvB0KeInhPzxuIXBneM1Hdz8cHO0tleVughYLQitoZsNOGyxS9EwaqywBrJCue+uZ2k2dYlLj7bsbYT7/2GX0w3/KR/yc/3V8Sk8UnzuO9QSsQX876CoAneUT0YqhmykxsoWKA0gVRUbOeGnw4vmJKj1p5DbNiGlr4Aghs7cGMPXNkDjfL8sL5jY3tSLirJqUOpjFaZSkeO1xU/f39NODraywF7HZkmx3ysRPyRFHGUpaFy8cy4DtilJ0UR5Ng3I79188gPFo/UJvBNf8F2aMTC9WKW/sDOgUNc7ZxoC1SE4bE946r2tqJ6UkXpWwKwgfFaHBVtr2geMs1DJlYSrP1Cne1l7PAs946VIjfSNzjzxkPx0mllYzn54Fc7yeaykgc1dFLC+0Xx6OmTNBKzBELlpQdxOg5DzeQtw+jQ3zaFn87ZctgvpRLIWoKLWDIrvMlMVwlMxhw1bl+YL7XIze3wzMrBFcuJJOpTEURJRQLPTJBYZ4xXmF6Rnfy+DyJ2WlYTPml2DwvsoM9Zq/j/S/cuOTHWsqHwtot/SqpLM7lYediRs3rSFzJAtZ64WorQzZnIsQ5MsyVHhTaZ4C2r5UDzW0epymbHcaiI3rBYjayaiapEzMftgulYkQeprMdtzdsg5+gHh96JX1P2Qn+tHwyLb3OhtxbaYy824NUuU+8Fu9Yhc3xp0GuFi8UbKcvGW+2fqc/jRp8hnNAInbF5Kv5TN/bZAyaI9XhsDNU2YkdhucyLkym7UF4tgv9XW0EjQmcYXojwoton2nc92WpCJ/8W61OzV5Vzlz5kqhphETohXoR1g19bklPwK1y7fj2Cu5ILqeZEvZ2Yr1pio8lOk5sKdRzQzoJWEoSdJjaa+fNLVMyYfsaOAbvX+MuGWBvCsiJd1MTf2Hxklp9xx0D73YjfiEqVjaO+HdGjh0WNngPZGVG5ZjAl6KsorJxTYzcshB8dOiseNJUEg+/GFbX2TMnx1eGSn//ihTxDWoQ3p4dDD+JfYwYp6WINvimZU7GcTWUAxc9/8YJv7y5YLQcqW3xp7lvhd1vhUdfriZebAy+7Pdf1EacSrZl5U235t27+6blxBvAYFvzp8iX3U0dlBJPezQ37TV0evlrwYZXxLzLxJbx4seOmkwc0ofhi8cRNJbDQw7zg6KtzAIqhQCZtJE9iZ5A5ZR6AV8S9Qx8Nbq9YfpM5fH5qTpUGrC3K4V6aVzomxqViXkuADR2gJDirK87UylRBWEaBgk7+/GtpyvWzwX1dn6E4txc4Ktaaea3Qs2zcop7XBQsVAVJyGb8RFpHyivEobpFxV2E0zD8asXUgm0zlAp0L6LNtbc1w17L6U8O8ESsGTCZGCfg5CqUuNJIZn4eieM3tYXFWoz58WEOQ68osylmAahRHxPopM6/kGnmgtoFKRxobaFYTs4sYm/BZoYCqCjSVp608Phq0ymcs3hRFaohiv9DYyBwMi0KjrW1gUw28aA4sjWTgEY1Tsp4Oseb9sObr3YacFU4n1tXEopoZGwk7IRq2vWAnWkuW33UT3SuBBPdDTf/Qocp3VVGJ979NMAn/1RZffx+LMV7ZvJptKloURf3kcUvZqLPJok0JhTIbFc0jhEaoxyf150mkFCtFtU9072fmCznvWGnmldCf3TFR33vMkPDLk9YiFRKB9B9OQfvkDWP8iZhhyE6o3tmI6tUdI2ZWqFCsCxKFZKGpdlH6MZ3BDGLb/KuOX4/grgWXcnuP6idM60BZoTxuOtKLFSoJkT/WGjtGaTzUBvc0oo4j6jiAtbiQcFYTlhVYI9BJkpIpF8zKftih/RJuWvmZT6jRY4P4zoR1TdbqmVMfkwhYngaYPXq0mLGWjaYRKiQmo/4c68DpMh5mluDmHoUV4VcCb2hfsM1iX3yCJsygcQfBY+Ok4VETa8fDuoY6waxpv7Xymkb8zfN7xzuz5K19RXo5c3114McX9xxjjU8GpyOtnmmNx6jEi2pPa2Y+TCu+PWy42y7xk5XvMBnccqZtPNYm2nrmi9UTnfX0wVEZMcD6yf4lbw9r9n2Dny3Ja9kUokKVoRtmEu56rAqrZlEywSLv98vM7d9J5DZSrWY2S+ExD97xtOuIX0aUjWwB7w1+tmid6bqJl6sD182RhZmpC07rk2FKhrWdWNuhWBQY3k9r/vHDa74br1BeE73sNI9X6mzWJkE/nelw2itCm8hVQgVpfJqRwqJRxKNj9XrPq98+8Krds7ATIRmGKFTYPlQ8ji1zsMTNzP5vamzjaYyIfNLRYI9yTY6fyXtXWxk4YbxivjQc0pqL3xr5/esPuBfvmKLldlzy1d0l6WlBcyewzinDtr1k2DkpjEpc14Jjn3jktQlcWLFxONlAjEl8dkIypAL1WRWpP2IjnczQ5O8CI6Ss2YaWb8YLxuhojGcsjKaFnXnRHGis57vjmq/fX1I1gbYWH/On7QJXBaoqME0OPzTSgG0mUlYcp4qm8tSvdvRjxXQUENw2gZQUPDm0VxzfQHOfBQrZZfqXWuwDLsyziZepGC8LzTGJxkQsfXPRrzzbgksWX0y68nOQH16KwMgdpa+XbKkCo0ItLXaI1A8TYelIRlG/HzFPB/CBdLEiN5bkDCrKtfPritBZdJTYRFLScH2azpoblMJMBpUc09owXhr0Sny4QKDlX3X8WgT3026npwApnZs7sbHE1hYDr0Qyimw1agq4IWAejqh+lDLIGNAKff9ETgn75gaVK/QseF02hSGSslQDIWEPnmw1uTbEeiHBP6QieEjni5iMBgOpdphhwr/oSLXB9B5zmIAOogiN9r7hGGq0SlidsAsv1gJBk6wht2Vqz1GdBTjay2Izo/Dvz1afEfKkRPbtwe4N+SCDP8xQfi8DCM5ajbJ4D5VjXhu2U8t2avl2u+H42IpkvQ0YIzhpSgo/W/Jjhdtq6lloilwErBWfm2yFc251ImTNdm7ZjQ3D7BiHinxbY3qF1qA0xFYCdW4SIYMqZdPirVQlR1sGK6wy+lK4259vtny22HLljqzteA4kJ1fCU0A5UfScijTK02gxwzLk79H0gGJqZRiz4yl2HGJNYwOqieQqkZNirDV6KkG72ANjpaF6tnI9KoISdktYJOwgWaRdzPz45p7Puy0XrmeIFW+HNW8PG3Z9I/4nWREGizpKuZ6Xstn72ZDKNU+ucOfVKclR+JUoYv06cPODJ3734gO/1X2g0zMPYUFCcd92PL5x+EupjPSkcFuxLw4NqKPhaWz54fKB3+xu2dgeQzrTM+/8knfThrfHDQ9DJ9YYk4ikUJm6DrSVYLo5KyobMCpjdDr7zEzBMnhL6wIZsfndP3aSVVeJm5c7LtoBZyLL1cjuYcH40KAXgbrxWBtFOBcM9WLGucDTsRVSwd6husDFxZH1YmSblUAzJuGqxHitmEPN6mdFkLWURuiJFukXhW44FQMux3mK2mnqlhuguw+EWqNDZvlVj346cvy9G8YLg46ZaidxIDZF+OgUzZ3HrOSeVlsRK6EUyWlCZ8Qmpe6oa4PZjWDFTkADKEVYujPtNhpF/ejJSpXGqkJPgdhVhJU444rIMxerA8Ht3c5jdyO/6vi1CO5mDHQ/uQet8a83hKVDhYSZpAwxfcJ990R4sSa1VhSlVqHWLVop0Iq0FBWfPk5CkbT6HNgBYitf1R1n1DiTtcY9DmSr8VdSGtrdJA2v/YSeLLkSnwq3m4itI3UOlcRQLDaG2BixL5iBWXN4anmvMptqoDGBo6+43ByZvGX33UoGXJTmnAiVZOyXXwIFP1aTZHLzqki+Q3GiWyTJiKM8bGEhwd/tZMqQHuTGp0rhdsJzj0mLc95TQ/dnFWYCv3b4ZWKyouJzY5lOVGJjqiAfDPOilM4Fu91OLUYnjnPF3fs19tahswwNqHbSfPIrGXqQrcZvBLsX2CkLZXIhpbNfJ+pXPV9cPfGiObByI04lDrHm2/GC3dzQGE9nvQT4wptujT+X/T4bQjZM0XKM1dnUyiqBn0LWPE0t+7nG6cQUDbePKxmwAJiDpv2uuChaEaysvpZrkIshHUhGnZxGjYLVTleZ2CZaF7ioRPzz7XDBL/aXvPtwgXkrsuFqp5gvMkaJR3hWMGrwXqFGQ3Onae4yts8024hv9dmsKhtIlwpM5tVyz4XrGZPj2+mCb/oL/vThhsNXa1xfzh/OM22zEf/yrA0f1mv+xPlzsvFhWPE0tpIZjxX9Y4vZWvQkzB4TFc29JBfzGralqV1tFb5UB6eqRiX54PFF4unVJBv73lHdi35jvo7cvdtwx4b1iwOVjXSbQdTak2F8qshdRFcRYyMxKsbHpVTAJqOXHusik7eEJJtxHgy5Dmcab6rEg8cWdk+1lSA4L2TNuWOmOoiRlx1kqE5shKV0UpdW24BaWGFLpURat1RP/tzDUTnTvDugdz3zD67wSysaGsCMier9Ht59QF1dSuxqtDhJOgO5Rq/FTiUZIS4kJ1VC/eRRJfPORhGXltBpwsKIAMud6Lhig1A/evGa2U+oYSZeLQgX7a+Mq78WwR0f4P0dvLoBwIwRu5dAi1LowwghokcvZc2ykganqmnuduTjAN1LUm3RMZHrMiQzJHJtSPbZXiBrTbxeoXwk5ywd7CkSlo75skGHjJ4jegjkKJ1qfZwkYK0rCeghUd+PpMowr53gaMVTYxwq5mT5YffAm2bL+2nFH929RrWB4XNhjdR30jAaXop/9GkcGEdZhCor8qpM67GKuEywFEUpSuhfyVlCq8if5/N0o+pJWCwqgb5zHEcDNmHvxVStfpSqIdnnyU8iw5b/PQ36SC8DTif8bAlHxz7KEIYQNNO2oXpvqZ7ESsGMZUxclo1FhkzIojW9zGvtbhPjRp/FUWiIUfFuu+bbxw1KCUzhj05UpifnpYxMqwGyzmev+GczrvIdTn8/Cb5mRVx8fyTamVd+kEBrZnWmyMVW8PZqn6gfPXYrF2T7+6uzCjCbjF9BXgj8o4Cdb3iYOr5+vKC/69C9sClO98EeBH7yS+HIm6Muc32l0hpeCr89VebsDX4WfPVynaxKPPmOX/RXfLW7FBx612C8ZOvZ5PNIRZAAPF3KGlCPFT9PN3y3XBODxj/W2IP47KukaEvD2YyiqcgO5pV8dvs+lwliciNOc0pBEgDbS7Y8vII0WkhCSe3eCiVTzYrcZbSL7HcteZY+jPJaKLWLAEmRDo5kLJhMtZnompnaBZTKgsnvW3LpFcSVJ2fFNDjUQyVWvYURY4bnYRZ2KtoIp5g2EoglAwa3L1qFKNDLvLGERuw85vVK/Kt8xgwJW+Y5+6sWtW4wfUCFLM98BHcIpKZC/eAN81XHdOnK5Deo9pHu51tQ6syuG98sia1AxXoIqJjQ/Uy47KQysAo3JTFDDOJ7JZAN2O2Aipm4qvGvFsxrYXbxf/nlYfXXIrinZc34d39bLuwYcY9HmD3KB8iZvGhJmyV6P+BfX5yZK8kp0maBBvQYSI0j3CwxxxnVe4gJv1xBzpghkGpDKhm88VHe20hTQ2YmZkzvSbUldQ7de1JrmW4uCmPg5Pfs0T97i77coOISM8hsTBUseemLkCYUxWRGKzFYytYTJ8MEuK0wJWwvmK8rD8549TwxSUXhWKvNzOcvnlhWE6/aPZUOhMIJ9FnzNHe826/ZHhr8U4MeNGkpU4zsnZNSveOseHUHCWyhFYGGX4rj37xRhEXCLGQ6zzxp1KBJY8XROXSvae81zUNm8V0UltNGn0vgE6WM0ow90beOLzWpep44pSeFf2oIQaAEkM1tuZNhKmSZhpW1OPSZuQiIggz6JkvQOZmAncQgJ48Ze4R5LXTSk+EXqviCCOoiwxgGMeiSxrUqbBxDaDspfXuZfqWjBCvlpPFGJdWBj1I5TJNDTVrGESYtKtYM9b1GR8W0TvibgO4NbicbYFyVHsFeko8my+aqynfzCfCKUHxWNm7k5eJAZUTdOi+tcN1nA7MIo0TpfMpqE6lJKCWeNPFgab6z2PEklJJrFhu5JioBXv5e7eS6hlbRPBRbWw3VsXDzUUxXhRbZJtEhDOK3sv29KEmJRoZhFD9/9yTrNXQyOD5j0AsvUgUv3kR17bEmsT22zJPlYnPkhy8fMCqxn2seVUcIGm0UsUnEKBt3bOVc3ZFCZUy0d4HQCtyiImRt8WU4+4nKOa8Vyco6aZ6iUIHtaTSeBHl5f6nQ3YcBnTNZr880aXWaI6Akk2/uAuYwExeOuBY0IbZCzhC3R4lF9v0T+XAUXN0ZqtrgFwJBK6eotjOxscwrJ2vxPhEuO+a1w6/MmTb7q45fj+BuFf0rJ6ZdB486DqRlR9p0KB9RPoLVhFcbUm2oth49ShAuUjrUwxYLhItWmqmqFlpRrb9XZqvG4PqA6icwmrhqIIrNQLKK2Dm5YTGjUipe7lDtAnqKxMaKbedvfIa926MPM/W2Y7qUeZWuCozR8fP+moep49vthmGozuyQeq+Ld4TAMFWZ9KKyCCZUAnsoboaNYroCYxKfLbf87c0v+GvNt7w2O5xK9MlxnxYcU41/bRmT4yEuePQLbucV/+j+DbfVCuUiQzAcD+6ZR56EPja1ZdByJb0G5RLORjF9SsI40WXmpxlUMeBSjBdipjW8KsPDKd4de8moQydCKb/UdO8zw0K8dE7T6PUgzdb2fYGeWukjXPxk4uk36+JXfRqGUFgOWeajhk7wVSuKfoGbVs+c5cMP5IEOEZk/qWUDM0OBnYrfiBsETgLOar+sFdNGk5wtG+yJd55xe+mbJC3c8doGnIlsVj1zO7NsJi6bgaWbuKz679kmvB9WfP10QX+osVWkqz3zbJmnjqxheKFkQ5N9USb3BEUo/u1GRaZgeXu/EbHUrNEHUdlKc7oMrn4SSGV8kbHrma6bxL9l70qGC9NVEaItMqmL6C5gClc9BsPuN0VNm2fN1mtR5PYalDQZSeBfzrQXIz9cH1hW09m//yRAGoLjru942i5QOrP8bMCaxOgt+8cOU0cu1z2q2A90Thg798eO4A114zn0Da+WB9bViE+GeXLEo7hbVjuhS5+U1WY8zVsuc4Mbex5Fl88q0lN/Txqt1S4/W06kTPNdj54886ulKMjLuEuJGxr9Zg1AWBhpuE8R28/ERYUZAu5xlHh1/4S+XBMuu7NHFoAZIrYPkoheLFF1hfKitLcHgV382kniaoVFM60NKMN0cYWZM24faD9EcZvcDb8yrv5aBHeVod4mqocZNUnGnZ3QGUEweTVFdD8LX3ThCIu2TFKyjD+6JlW6jM4LUr60htgKhdFMktrZY0DPAbQmV47cOsHu5wQkcm0hZpIWGiZKCV3JKPzCUqWM7T1h4YgLh547sUQ4lPmmEYI3PAwdD3Q8HDrG9yLJrkuW7g6cM093EAvjbGTx6RmqmTKRSih5sYEwWn76dM1NdeTKyOxNny0/n2/4erwC4EfNPT+sbvmD+lsAPsQVv9V94E+vX/LV4ZKjr3hoOoa7ToJ4EhaPKgGcLslkJq+Zn2p5cGbJPMVtsVjZ7oRv3r9WTDeJeDWLD7jXxKdK6IxdKkIoU/DbE8VPyVzRWMrpJIwgM5ds9SW82zSEZS4DC2SWbbUTmqAMTZDKJjkZrpAs5CZKozQpSIpmPXG1OlIZsb4dg2XYdUzfdTIkPArO6csYxWQhXkBY6O+5AYZWFUGPTJ2KS/EpcKuJZT2xdmJy9Tdf7PmdxXu+qB64MEfxZCGR0BxTzVt/yZ+5FwC80+uzK+de1UyrgD/KhnsaZG4Haf7nKjMGx85LBriba+LRoQ+Gan+CZSCWcW6pFl9yCuW0aWfaynMYa6gjww8y0yKwWI5ctCPreqQxXuanlt0tIRtKKpYPwJkdY8v8VF16IKfN63ZcctcvWFQzPgmlsrWe3726JV3dnfshIIKlw7pmDE6mXGUlw2rqnoOvMavEm1c71m5kipavjpccfE1rPXUzM3/TYEapPJOTHoBQHqWqOo3Yc71MOop1cYO0yHX5CPXTEaongVpUhullSzbyfJhZIFB3ELPC/oVluKoly3+MmDESVo5caezjgJoCGE2qHerlJamrBAoOWawHpoh9GtH7gbw/kr54SXi5AiB2hTQyJeqHidhahle12CWMCR0LVbNRgBXnyQPCEPwVx69FcM8gk98vKkxr4cVCmAq9dKLnixqWrpRYYtwlnskaXVu0TwwvxGvCrg32WKTBlTwkTkHzXY/5sCXPM+mLF/gXHaExqJRxhfKYtWJe27PwIdaIOU8G20dMH0Rk1ZTP1y31V49kvZDPazJWZ/pZvD+G+1a4yGVBnbi1lMzMzJJx1dvEtC6CEitsCb/gzJKp3lbcxg3/J/8b/LPVSy7rnpQVX+0uuf1ugzKZly+3/I2bb/nry2/43D3iVOCNe6RvKqYkI+T62TGojOoibB3hMjyv9N6KpP80iDqBHiWg65mzoZhfKeZNZr6KdC+PXBcBy91+wVgqA3UQL5qTp/rwUjBvPSvMUZ2tbf0m43WmX4uFwWI9nh0c52QYy9SqyVuBt8q5nlwNL5uejRtYmknmixYnRq0SGzNQqcAx1bybL/iT9Uv+WfOS3e2S9heO0AoHGlVcLOsTpCM9iO5DwntFNlrWZgfuYjyzSHJWfHvc8LeuZNze5+6RiOJbf8W38yV9lMTEZ6FG3o5LDnPN55utOHXu1uzfL2XASAZ0cTTMnF0i1az45u4CgM8WWz5fbjFfZt4/rJlNje01bqtQB2E5ZSPqSr8o601lVvXEph4xl4+sq/F7tNFTz+D2uGQsPjinAdmpTFtyLtIWj35ThHAgQdqXSVdzMByODbfHjVg8B4V5PfDZ9ZaLemAIjm+eNnhvqOvAzfJ4zthfN0dWbuIYKqZo+cHykTe1eOl4a86mZvtQU9nI0EhvQiWh0WaX0U3hrZcB2fVjFmbdiWuOmIFNWaBI6TcJBGhGcaI1Tz3hxYrjZ/WzN7sXW4iTi+TJ9lf7fNK2iRPqsiZvWrmHh5nkHPOmwq8MJ0uVrBX9lyuyXaGCvJcdZFCQzKYo/jidk6ZqzDQP/swQdAe57n5h8CtD6BaYFy1888vj6q9FcDdePBbsMQjO3VhUTJinntzV59LoROBXCaongWb8psEXD2Qzl4tesvFTdkgWd8m4rKT5FpI0K2ppgJnDJDuqvpQH/MNOOOyrDn/VkJyYAsW2keB7UjN2mlhdy2YwSwNt7l0pb0sDqSgpT2yYeBp4qzi7w8VZBBTzRjIMMwvUIH7vYgRmtpZDv+Zg1uQuSJY9Geytw8zwvr/iP3xc8R+tv+TNas+L5iA+3m7kN7s7jEr8zvIDT286dr7hdlhy13eEKGOP+2Mj9LNwwq8k06620jQdXyiG14nURdrrgR+uD1w1Mj/0dlgwHisI6jyEQqXi11FnUs256RsWEuRjkwlvJlabgR+sDmfWjFGZKVrxIS/0x1Pmp1XG6fg9N8iUFVOy+CjzSzdmoNMzU3I8pgUPYcGTb9nNDdNsoXDr6ydFc5fPeoPQnPoRQqXTXozQKAF/9vI0T6OjP9S4F1v+09ff8rvdd1zbA9+FDX/Uf85/dP8D3m9XTKOsA1cFtBZlaVN5UlYM3rK/W9B+5bBjcdFMsoZOjW4VpS8z145+I7z5xgQWTgQ+9qipnkqz1z77wZz2ajMqhr5mX3leL/asqzIIPMigkdvjksftgjgY9M7SfigwR7n3cSmJx6xg0sL+CV0+WzXL8yiv9+sILqP3hu6t0HmPy4pv8wX3bce6HWkqzzw5hr7m4AKt88SseHdc09cjN82BHywfiVnxj3ef8TB0rOuRz7strfHcTwsOxwY7SI9kuhRcX3tF9ahKj0CedRVl0Iq7T8RGMVxpxgtxf9SBYrcgcPBw49CXlvQbC7KGeSUqZWEJlY3MSgImameFX8ogE3uM+JXFL01h3yQan4itxa/ERMwdI2aK+KUtlURhdY1ZRJU+Sq+ultnMqvyZNUTnyutkczBTpLmV8aJ+aQmLX20u82sR3JWP1N8d0Nsj6e4B23WoriFvd+imQS/eEBsZWK3nJJtASKA1biv+DnrOxTGtlKiVFlvgfcDuJ8Kqxi/FAMvtZvToMZU0UuOiBq3BKHICKgfTjD6OmNZial0615Bbg+sTFGdIEAXZqeQjKWJUEtwRWwIVFWbUtPeJaS2NYHfMZ4xY5ZOQ6TQUQLjtyRZ/FS/lsgbUqEizBOHuUZ0x4e5rC99YDl3DH71es745crOUrOgbfUFjAhduYGEmVnbkVb1jt2y5nzo+9CuxAzAWfdQwFbMsm5mupBEZ1gGzEZc/GZjgOfr67JFu3te4vWK8SUK+92VaUpLM6WS+pbIMmfCbyGozcLM80lpPHyoepo79XLMvToU5K7w3xKjROomroI2kDD4WHnkQYVMKCm0zbTfhjJhm+Wjo+1rsY6NC7y31rkx32sPyrcceA7ExMhBGibFTfT9KSf2iwS8U07US+wRvyEFj6siL9shn9RMpK34yveKPD5/x/7l9w8PtGtVL9poyTEB2mdxEprZir6URqEZzNp46ZYm2z8V6WBgssVGoJuKD4e1hAwiXPO4c1UHESypA8pwFO7FS57UYdhUf/JrjVKFVZhgd/qmRPsqgpR9RuOAnCwcRciGCobGsPSMe5lkVOqsukFon/8VKk4P0JMwMw0up/FLRfijgqhN758E7YlLc7pZMg8PVgXlh6f3zyLi+vCbTUOlIZQJPU0sYLct7aYrCczV5clE1s/Sr3FFETWaMZzOvVJVnxcj5hwUcG/H5MWMmdOq8yVbbZy/4E3XRHZ8hk+nCldmpFt8JXCKJpGa6rp+JFw9eGrNzpJ4TKsjM5uSU2KdsR0k01/KFZJITuEPC9gIHJaPOKESs7Zk8ANDc/xvhLaNRPpLe35KmSRhumyV89oqc83muoBuCUBSdLoY7EXUcacbA9GpZJOUee38kLWtSZdE+kp24Btox4h6fif/utic39oztKy/ToFK1xB49sRVWTv0w4ZcOvzRnf5mTNBgEmw1tyWR6g1pCt5xI3UyMQh/UXvB/kQyLN0X3waNDIrTSFScrss5F2KSwcM4e/VJwbNOrsyVtspxsLIp/CZAV6c6xMx0+GL5NirmvBHKpEraO52xSqYz3hmlXYx8c9SiZnw7qjP+eZmbGlVgGHJ8qjqzOlER7EAsBM8mDLrx2LVlkCQI6CB3MjnKO+x8laCJDX/PzfUPqrShAj1p8T+Lz57u9Yv2tXOt5pRhrzsIfE0A1ojs6GV4RWmIZsEGC1oPbS3Naz5whEAmkpcrIgq2KIlBUyslqmrc9WS+YLizja4ErsImq9szJ8M10yS/GK36+v+bb7YbxZytpcFb5HGD1rIgmQ9CkmEjFy5xlYHilhGt/oojy56b+1KBM5nBs2B8btE74fU19ayTwTuI/dGrCpiK/b+4zbq84fmkIJnN47FBHQ31nWNyfmvXSeE2FmSXzimUdVdvMvFZnIZfrhRLojhnvJVgK1KjoXydSSWDmi8R8IeeiZvEdPz60HJ9alC2J1ywbLU7W87yveIqarZJpOC8vDnyxeqIykTE4nqaW41zRTw51MOfRcyqCHqF6EpfH0Ek2rkMu+o+AHSKxMbS3nuQq5pUi2rIWPGf6aHKyNk7QS2jVmYVlxnxmxKiQqL5+RM8b5gtHcmIqVh3kdWaMhM4QF1riQxYIeb6QoGyPEdt7gWzWBr8WD/ysZIM5BXQzRKpvHhh/44bUafBQPYoHll9KVaAS5P65l/EXHb8WwR0NqavQX36GsYa4asTPJWWBTI4T9e2WtO7ItTvzQ9XkISXixYLYaskgtMLsJszdDhMiVI7wakOsRUAQ2kVpsiaq2yOqn2FZMV/IMA53CITWMF3XpcTLxMaK0KCWJ9D2GYM03ewYSwrBeZ6ltZHX6z1GJZ7Glg+DI9aO/ZeSrZ0WUmw0jCf8TeAKlZU0S5JkSSrCdJWo3hypqzK5ZtuIk6SC/BEvXPVGGoZeoR8d40GMluzOUD89C5ViDbH47agEy2LWFZuTU6K8LmvhPmct31V5hd1rVr+QzPKUidsxMW0ky7Co4qdxwiyf/1NZ8EozKXhw5OxwvaLaqnOF0n1I9C+EaicDrTkPJF68i0yXlnmpyiT6LA6OWVgvyTwbhZmSdcZKnbnHZhK81i/k+06XluSKCjBJtpashVxjp4wda3ynzwMbmm5m3Y3ifx4cT3PLnKSB3tUz+Ud7LhYDl81AYzwrN2FV4nFueXdc8+7DBehM1XhRB0eFXzu6d3LBfflep0BP8VO/WvdUJjJ4x2PShNZS38v3n1WhmM5lI/VCbzVTZvASZEEgnuZe3vY0AzU24sMflzK02/SaVCwwTvQh25c+QKFantZFWIhil5uJxWJGF+VqW3mxsI4yLWp6bDDbj2yFG1GgExR6EdG1VFtd5VEqs65Hjr7mTx9WrIoVwRwMIZjzhmkGyc5PfuzZQDiqc2MeSoVYRIZ2PzFdWlQS+4/TejRjpjqIl/u0ljf/eJ3YSTaOjCI0mtgscFdNYdApbJ+we499OILRTK9XTJsiVApZmqk+4Be19NE6jZ1kLrSepcdnB2nOpkqLSOl+IjvD+OMbYqXFsXQIkmgaEdRpLySMcDIq+yXHr0dwTxCXFeOrTvijPsuUpZCIq6bw1iXQMnnQmnC1EP5674uxF7h9wEyJuGnIzqAnjxomzM++w2pNur6QXThnUlcR1g3aR8wYznNUU6UFtpmCWBMYTXZGdmEn6jNxrJSVroLwoW1vAMFzY9Rsx4YQNbtDi3qocEdYfxXRITMVf4jx0pCV+Ev4ZbEkrSQwmkGdOcnzRrHqJv5TN+9ESm4GOj3RaF9GmrV8M1/ydX/JTx5fcP+wJB8tataopAjrSFyoAg+JarR6kqAZWnl4BXsuEMyiDNvwMr1pvkDK3zNjJrH8Wmwf/MoyXEtmUm0RY6wTm8VIRm8mnqfdRLj6x/K5dhCnSDM/N8D7F/r82hM9MTp57XBjmVdy/XWA42vBd2OlSDWF3lmaZq00O1TOZ0+YKpeBz40iRdChZFgpU29T6acojIfmzpMqje80bgfNO0tfN2dXTzoYS2/g96+/48fdPb9Zv+faHnBEEpqn2PFd2PDT4QX7WRgvubfMSZFHgx61XNN9Pjf/QvucQQpkJ4F/jka8dvYOGwt1dq3K0BipTlSWwNc+CK3X9MKh51yNwXiTCesIdcS1nq7xNB+ZnPn4HDByFgfQlBQhKdRHiaIxCaczKSnGQdJp5yL9KF78uvyMKsFr8ZCJUZEOldBtG9FSaC0W2JtaNs3d1LAdGpTKjN6ezyd4g+mF6hla2QhPymiQgOz6JIIkLXh6fT+ijxNp2Zy9YqI9VafPLpfjhSQTofj8x6ZYgxxBRX0eymOmDCkTO1k3pg9oHyEllA9na14V8zMEZLSwWwZVKvKMPXj0ENDHETV7wssNGjDbEf24Iy9aqjmQjcFfNcybSqrLvSc5dzZa9P8mYO7ZKnwnEmDbl2Brtdjv+kRqLOn1hQzNyJJJp0r+P1UGe5ipJ5lbqB/2EALUlVAqD0fB0Jsa3Y/P6tWYyY0iaeHK273HDLJRZKtJ2pGs0CvNcUYNM+ZQM920goUUuEjPke6DZlo3MukpwdxX3A0O9o76VhSB3XeyOE4T0k/BtH7yVI8TsVoyXapz5qTysyJQB3h4XPBVc8mbestfb7/iR+4BR2Kbaj7EFa/cE7/TfMeX3SN/tHzD49jydGzF/8VrclTFKlW8UVIt04zskM9NKJWEDROWPHthp5OqT3yzF28z9VMUxe7KMlwZpgtFbOWhyZqzxNsOUpG4A6ThGT7IutiqtkJrHNaSHc+bjL+I51Fx5ihUttAphqL+DK3IzkMLcRXQC4+tZFqQ0YmMLOqunjEqM0fDYajptw3+1mEP6qwxmFeSrbmDwGzuEHCFlniyrpDpXGI2VX1T0R8tajPja6npXzd7fn/xli/dPQnNT6bXfD1e8eAXvOvX3PcL+skxHGpy0KhWmuHZJJKyxFERFor6UaxlpffyjH3Pg2Nf1ViTUIWKKBCVbJr10zM+7PYitzdDZPi8ItWyzrLOTDeJsRKBWlv7c/Adh+rsB6NHLZVfmZVxUssml8WNUZeFmRVqlgrxRBpQEfROEpLQyhqIywzrQPKayVcok2g2E84FQjCoIvKLSbOdGo5TxYvlkT98+Q6tMjvf8OG45O5pCR9E+zC8kOdGzOgkyNXF8EsoxupcFcfWwUmFHgXGqkrWTiE6hEaVZiXnoTKn/ocdSnahCn4ehIceXYGmspOhPouG+bIhVpp6G89sm9Ooz+SEzWMH6S0ye4lJQLxe4deV8O1zjYoL1OTxl2vmdVG8lhnSfuXKKL5M+37CjM9DTf6i49ciuJ+MuuwQxdhLq/OJZ6sJlQzPkIAoN8uMMpEEo8RKQGtiV0Feot4/wP6Aalt4fSNCJS2v04MXp7bGEsuGArLb6lkkwSpldD9jfBCRgTVQV2c4BxDO6tOevOpQXoZJnAY55EHMnNyTxvaUh7ZkYEtd+LURO0bsbirvmwsNT4kpWDGUtGOme6sYYsNPj6/ZTzWHVzU/KjX2t9MFPzm85FWz54vmkVdux+Zq4O10wT+xr7g1Cw7bFvXosEepDuaLRGzFvtYdBFOdV+WhKCIfSiC2A6gjZ59z7SVg+KWlvzGML9RZ8WenZxpe1pBMGemnCu0zyb/7RWE3NAq/hvkiE1aJXEdUsfrNURGsSFx9KhlsQrB+l1F1Gf9WmCjzbDBG41ygspGYNGOZt+kLS+bkGa9LA1J7aUBKtaRwe2EliA6gMLQKXJWq0gfZabx19E0NG/hhe8dKD/xifsH/a/8lf/z4ig93a9IgqkTKeduD4KT+OsiwCQ1q0thBmDpcaHEp1OqM9XZeYcaK4TOD2sznzNlMIuDS4RnCMROsfzaSioWsX0iiEOtMrk54nPRNxscKc9TYo6KaYLnN1DuZxWvHTL1Lz9/dKeaVJlZy/rImntXHU4F4VBJPGx2yiMB64eGP1pyhmDxrxqAxm/L+hXbZOU9tArWJrNxEyJrHsWMKVlxWR4sb5dlQkXJ/TnYZlIamRoeIOyamCy3wiJUxhqkqPTrPecKS8bIRdu8mdEgkZwgLe7YBEGgmFUtxiUWx+FrpeIJrNeNNU+jZ5b7NifpRxuOl2p6boqkuvRWrSYuFoA0ZQmsIS1OeK0VcNeSLjnklmL6Z8nkt2oNHJaF+u8cBpvlXhtV/peCulPo5sAciEHLO/xml1BXwPwd+BPwc+Hdzzo+/6n305Gne7oUvWrJlvxHM2+1nyaBjRoV07j7r/Uha1kKFvGqFzRLTOVhzfYm/WZKdRk8RXSaSkzO5lZ0yK9BJ5MB+XTG8WWBmGbwd183Z9vdUIQgtrjjlOUN8cyXPbvlZcqdGjy4DoksWVJpdoT2NAAQ0VN88kRcN08vu3HEnFEOjfRHoaIGp0r3CDJa7+Yr/9f2KbilzJscyZOMfRcXiuucHl4+8aXe0xvOm2wlj5Niczy8XNWyqMn4N0yQPdHufyoNc8Pugzjx1caOTByrWEvxSpZgvhLkgPhv5eRq7BrRIuWMtD9RsVGECSCbvlwL3+JWwgnSv0VvxuHdHCW4nuAgkew9l9JyeQSV3Dmwn1WFyAmkd7TPzwPbSu4MynENnEYud2EqnzUSrM5vK9AGzm9A+YWaHDjDXML0KqC5gbOLF+sAPFo9MyfGP+i/5RX/Fnz1ei+c6nA2wlEmkwUqWeBWoNyPGJIZjjdtrqifOk48kaOezDcF4KWwj96CJfSNe8YOiuZUAG1p1Vl/HGvY/bM6QBFoqLrcXnBY4s1/MKLzv03d3g2Sp9WMUr/PyDJ3ogq4Xf6ATbJW1woRiwFVx9kaKFWVzyuQy+Si3ie6qZ9WKX88cCm1Zi8Ok0Uk49Fqe7ff9spiF6TPXvlrMzC8U6oN4GmUjlUtoTr5I8lBFZ0oPKIuifE4SM3KmeZS1k4puRcdcWDYZsxvxn60YbswZpqxKNZcVaKulL+gKhJlL4/YYS9WS0Vup4lNlxHPqsj7PbLZjPAso47KWWRBaoYrFuBnz2SQxtyKkNHMSSNiIHzytptIKu/foOZBaR7xs4Se/PK7+68jc/8s557uP/v73gf8w5/zvKaX+fvn7/+BXvkNMqHFG1aL8PNF/VM5nzNAeZnQ/C/MlZ9Q4oWNErWtibc4m+6mrUK+uyuvA3R7JP/2KNApLRjcN6odfoEPC7T2m9xASDlALJ+8TEnrwxMWJRROL782M2h3BGrKzYofgxH3S9YlY6zMGeII1kpNy8ORAJzicKNf8qzVhITxZO2XyrjBgIlS7SPU0M19U9C8srpfBBNXeMG0M46WkIGaExkszKbxb85N6zT+58TTrSYJIX5GOFtqEcoUfvVXn7FoFqJ/imRE0bSrC8uSel88PkEqFd18r5rUIxtBlDNsxYzz4heD0yoNGFLntbaZ5LJmb4uz1YUdFvZWsBhT1LlLfz7JxT8LlPWGWeo6EZcX4ohYmg8/CgLAlIwLqe6GpZaXOU+HFNlpw89OD+cy2yNhRGDPCMU/YXjZuv66YL9YibFOFNTEhGXgldshjsPz8cM3PueZuWLAbaxoXuHm1o3WeZTWJO2XSfDgs2bYdRkOKmuAlq/eFS26GAsNUQudzR7leemHIltKLybLhlgEd4kf0vAHqUBqDK9FMgARz6WkIq6R5emZ5nQY4n5Sd01qBkjkC9S6eudbAc4LihMYbGqm+RLkt5yfV3HOvREfhk6u3jj4umFYVOUHywv01VaJbiK7h8dCdDcG0FcqrUplxdOKdozNEmY/qDvlsCWLLpnSyEBAqsoiD3NOEngJqmMFZxs9XpZmfsWM6D0TxKyfT1pamsFaEr97ezbi3W8KLAptoWSNV74m1JGnV7ZFcWVJtz3GDMnNCZbD7ILHER7EzyRk9Ber9SDamONwaeU0okNsJSUhiemfGQOws0Qm12xxFk4NScLn4lWH1LwOW+XeA/1L5//8J8H/knxfcnSWtxL7SPY7ygDpdKIySKcSF2Pia/QSzJ20WYhTWiGI0a0s9SXMjNe5c9uADatFhr68gJagrkrOya1aSRagsD7kZxccmW01c1TKm7yiNQ2WN3MjXl2d70KykaeLXFaER1sLJsjWsEn4N9qhZfCNZ+XhlhYcM1PvCkFgZprU+GwGZMh4uVQq/coRWM94oposMGrISz5ZcS3OHMiot2wIbHMH2FdMLI0MmZk39IKKLE5PgVGGoJJn8cGMxY8L4IvwKkh2fvWSawn6Zi8FZKXFdLwZi7XcDw6tWoDMk2yRmEYwVXu4pq9djKpQwRWzF98cOUZrYu4GT7WpYS+VW3R5hmnGTl7K5EtbAeCOYpW91+U6yUZxofSeucawo16YE6VnutzAPwKQsBlOnDcGqM4tBvISkapRRe5oYDClp9lnxncpYnbhpj/ytm6/5snngyhwxKhGzZp8avp0u+TN7wzsXzg3Loa/Jo0VpqZ5CJyMA9STXfF6J/e98oZg3SWwPkIb2SaADErh1PNlYwFwslU+wybwuSVKZH2tmkeT7hTrPDIilmgO5PtMFHLP9vilV4XDLizjPUT1RNu2xWDpo2QT1LDTL0GWyE6jyPMglKHH3zDDP8sEparRJGCs9k3GoRJtQMP3T5DIdKPYX8r2bh3j2Wic/Q4ZkmC9rzOywezlJt5sJrTRWhRwgM3PFaVShp0wTIraPwj+fZHayHgJVybAlKxeYBxC4N2f8UjJx15vnrLuQM3JrAIcZIqafUWNATTMKiOsN47U7V+3VPuGO4mFlek92Yn2i5oQbAqkyjG+W8NkKM0bcQ/8rw+q/anDPwP9OKZWB/1HO+R8Ar3LO78rPvwNe/UW/qJT6e8DfA2jMCpQida6Y+xT8qTaYSYZW55Ihq0Mvmb4P6A8Tur8kLWX4ht4NqBBlZupFR6404WYFL9fERm6yniIYeW/tkwzbOPFYfYTiFa0PMyol0qoTZSs878Jk1OhxoydtOqar+gwNnBpw8SgMHuPloXJHoWzpoECJus1MidAZXC8l7snr5ETxC7XcnqzAXyTU5UzbzVx0A68XuzPVbkqGD8NKJO0Pi/NwCKKMhCMXu9PzFCHOTTMVYV4qHn5P/GRSgVlOMvwTYwUEmuneJ5oHKTNPzWayjC+s9sVet1Qn7iAZ5WnzsmOmGRL26ElOY0ZItSHWhvGmYfzdhby2MF/cMWM/l2uvQ6GPVsUTfqmlNO8yqfkoeyvDr7MtAXHSwvB5EpplvY2QxUcmGciNPKiqwHN2N0rg7+Rz6wePipZsBW+dYy0eLivPXM8supkfLB74vH6ijzV/fPhMvHzmipg0u2PDvK9QNmPrIOK225rVN0URmgqXumSSOhSRS8m2k9UEr86NbdvLRiVWA2WIg4LQyGBmNzwL48RnRZ0b5dOVITTPm7sdoO5lc6i36TmbPzkOFlaJmRPjxkjvwQgn3EwC7agk116HTHsXMIOoNo+vLMOrImoDONpSzRYtx2CYbCE36BMtSp2rE4NAg6pEGbdT1E/yfU/Pi1T0nvpe4BA9R8zdDsaJfLkmLmtJMoCwdjJtaRvEgz1E3LotCUjEdJUMB6o1YVXj4igBvbZnyxE9nxKgzMlTXg8B6zTz2jGvHPXDhPv6ERUTadGSW0dsrAy03knGrWIiW4PZzVROo6Ng7tXDLAw9J2QRNXjSRjYQPYl6X6VaBgWNATX+5YqY/gs552+VUi+B/71S6p9+/MOccy6B/z92lI3gHwBs2jc521NnSLI+sxvRrTBWsitYtTOkyxV6exTmzHqJ8gFzLwEGrYX2tGrOHFc9B+bLhrAwmEm824nCjgHIxqAK0yaUjrf2GWM05iibSuhM8eEWi89UW1hUmOOMPozYxmJWRvBoVXDeA+exXToIEyM5jar1eTM5qWiT1cRWnzeDs20CgmO3t4L5j75mfAWLzZbP2i2/3X5gZQZi1vTrmofrBT9/fc0/fXzJ/dMSPzhSnZgrQ/3eyHzRRcFTZ9lo9ETxFBcRUjagPEVwJNjvfPY0L7TEozSe501FvqwKfFYW+2koNfIddAQ7pecM3ikpM2vDvBKMc9ro4vXy0QJRQndTH1k4nKCLrEU9e8oczVg2MSDVwu7Qk6gl9SzNR9fns0vgvJZ7pZJAM9VToL4b0Hdb8jiSf/iaVBtUYTXFWuapth8ga83sIjkqrEm86XaEbPh/777gT59uuP32AvtYLF6rwjIBmBR+NOhBU9/LucViy9A8iv3G6bN8J9/bDlA/SFAXJSiQZZO1o1xbwcwT1U7w31N1qIME/1jJYBe5TqXpWbjc1SGhi0GWzDFItKMMw4iNKHbtfsZsB8yPLuhfOUKTUWVGqe1lbmjkGeKKrZHmYj7h+9K7OVlbh4XQVE9BPFnOM2UJch9TleG0Do/SN3AH4bQ39/7MitExYwYvsCml93W1RA81aVF8HKxmvqwJhb5o9xPqMJC7hmxk5q+apQqOjXDUVYbYOUzvsX0Pl534SVViIezue1Q/CdmicmVuc3H0vKhQaYXZDqjZgykblY/kRYO/aM5YvPYJM8mkp2zEWwsQOndXCUbfGJKTGGiOXtiDtSE2FrVqfmVw/lcK7jnnb8ufH5RS/z7wd4H3Sqk3Oed3Sqk3wId/7vsU6MUcZ9Rc+OXOQEjgNHHhZM5pzOTOki+kQ33CVu1+xtztyK0lV1aGXacsDVYvJX+24hETlg63naXBGqNsCOtWgvduwsUsn182G7MdaHpPXNeyowKkLA9/ZbBPB/TUkHV9/j4nMYkdk0iJx1gawQlVMrPkxGdCAn8SkVQlQpx5IQ93svIAmznT3op97XjX8qfvv+An1y+5vDqwKpS8xnpetnvWduK3L24BuE1r4mTIJhOWWTDLrfC4T0O5RaAiTU4zqDJn8nT+J9GRlO8qi7AjdIasLbE90Qb5yBr3+RqomLFDotqJMCy0urAHNNOFZbgSWTi5TKEvvYnurUBhuYwYy0b49L7TUsKWppkOpcJp5DpWx8S8LEK2KZ8HEauiMzvNAFApn6ELFKRaSm7VNXB66H2Sc9CqzKo0hE548iSFqaQZ+O1xw1fpkse+5bhrMEuPWovJS11sdKfREUaL2lvMIP2MvpGBIU3BzU/Ndj1nHODbZ++hkxeR2AQ8X9voZL2gtIypHBPuKGpR4Oxnbkap3Opt8TnvzLkKCo007U4wjIqu0FcDpyHO4fMNILBBdXhmGYVO4CPfKQZAvzHPAixVvF4ANMwX0kdQURTMmZJIxCyWH4YTwogtdr4nm94TJJisNL1PfHE1JNE2POzJbY1aNKXnoiElkfpXZVqalkbsdNOiL4RgYHtPrAxx4c4NTutlWJA5TBLAQ8RoTXucBdYFiRmXSxE3Fv/36kn6aSgllfymklF4D0f0/Y7cNWCNDAZa2LK2T985o/uI3QspJNWW+aoi1o2s1UNxlHw6CFRUrYQW2XS/Mq7+Swd3pdQC0Dnnffn//wrwPwT+V8B/C/j3yp//y3+BN5OA6hNoLWmfk93OHCKopuBcCbudBAevHKl1Ms4qStZOiOcyzO5GGfgxe/ROycNqJWvWu4HciohJsPmMKSyY1EhTzhwnweWdBStZPHBu0Pibjrhw8HJD7E6OlYpUaHPJKqasmS40ZrJ0HwL1+57UWHTUpCDNR780zEt97tIbL4t57tR5/NvJ2zy2Mmy6uVfM64bDRc3DizIXNGj+xLyiW00smwmlMnUz0w+tDJoo+Hf9VALpnBkvT01LCGUgA5QZnLXgN20ZVaaiBFNhD4FfWaaVLiwPqHfpbKDmitpTJRiuDcOVOVsRJKdwSgJsvaPMqpVBB2YqjdcyItGMCTV4cisDC6qdYjrJvncRM0TGF9WZVRRqTfMYC11ORGfJKeZlMYPKAvW4vmCip4pEK2mKrRpZi86gpyBriwJh9KJRCK34/sTBcP+0BJVpGs+XF0+8ebPjpj6wMiM+G7ah5WHu+PZ4wdd3F4S9Pat6QcRW402BsPaS/Z4k/6eNZ15zFrcpL/2M7lZgvlg/ewvFMrfgVM1kI8yn0Mn5t09yH2WCjwjFTjTQUBLAU7YtVZac68kz/UQjPcE96eyQWGiwo0wEOymEQ1dmExxLRXXyvClsk1RnQlWqr5P99KwKpz6TVUaPGhPFy/+U7cp5lMw3JlLnSF/ecGJV6SmgpkTYtGIyWGY1yLOsyxxUmWmajfRTzF6YPKl1Zy1NNgYdk/Ts3t+Dn1GrFXnZyvdfVPi1VGhSaRfqZGH0qZRRUyR1Nawa9HFCHQfc7ojdLPFXnWw8MWEfB/T9TqDpm41UTVksFKrtjH46wt0jKQT0xQbdN9S9R+//8jD3V8C/r4R8a4H/ac75f6OU+ofA/0Ip9d8GfgH8u/8ib6anIA3D2oi1QH/yhNFlcLaspmykuZkqKzu0griuSK0tMMkgE5yUghDJ+z3UNbqtBYu3mtzVEESWnJ2RBzuDHgP0Zcbq/iDY/psXhLbQmlLG5Iw+jJidBH19nNBzPFsTxFozdhCWmUFJNtx+EL73+LojnWyIj1GsDso8RneUh9sdhakwXBvmVWkQ1if8VK7ViZFjj4rkrCjmggzdjlPDYy2DGLIqpbuWCTixUsRWMV3I3MmTWAPA15JpqfLwZVXwbSN0RxF5JKYLx3CtZYKRlUyyfZDKxC+kGjFTpj6mMvRXztnMQj8zszSubRE1gQw/CJ1mujRnT+5TgDvZDCTzLFAB8J3GL1wRUJWBJ1FhJnfmf0vgKJVIEMGPHbKcV8kaT8pYv7ZS/lpx31NHGWgclDAhmqdI1hZ3EGgmG4vXsLzs+Y3LB77onrA68nV/ye24ZD/V3D8tCb0tkIN4+0SlUEcRhIEoSusn6WPMKyPjCBGqpoho5HpIU7Tg561gVMkVrnu5VqfK74SVn35fRdExTBuLX8pmIewPsQhuyyxXO0k1kLVUaCfb3NMkJmEfSTNWZ3n/7i6dkwI7pDKGrvBns5LG6jI/+wzNEqyhWBwDKZTqwRer4yyvO+kRhPd/2nwk01chobwE7Ky1bORGYWaLdQa7GzEHoTCSIHUO35piGyAeLqE1VFsRKAJQC09Yh2fhpBm82JwoRc5Z5kysG7LT1LcjZj+SKyvNTy1JqgoJ3Xv0cSC3Nal28vPVQtCCVGahFkrj/GKBuu5EubrtqY/P/le5rgSnb2pYXxO7GqxGDXJOv+r4lw7uOeefAn/jL/j3e+Df+v/lvdQcpNmgtbBjagchoQ8jad1J8PVSKmWrJUg7fTb2MkM489FVPwqTZdGilAJrYZpQjzuUMeAsuXJCZyyGZbrQlLIV1o1yBuUsaneAfsRYzUmVqqZAWnfEdbEPnvzZ52HcFNrmIBmWPrFOiteHGSNBm7OyTvko5bQvC05zHqJ7druLkt0MLxTzpUxNUm3A1oFFO7OuPFplmTx/v8DeO8ygaD6o82aQjZT2qSg/UwVTk88+GzJARDxJUqXO3iupEohIB0XWiVSJC142xV9nfhYniWud4LuxVmfmxAnrVoWVEp1CN2K/EDrNvNCMVzJcO9bCCFJBgTptToUxwXOQzuoZW8/q5JxZfOdNGXqRi0/IzLPisLgmnlSyp7F/kpkXplZtxFN7WWEP0uAS6qmWGapFBGWPinATWTYTY7T8k+0rPuyXHN4vUaWJ60ZFFZ+nUsHJWE2UnG6fy/cRiEN6ABLEzJxxc8Y/KPykzkMpTvfUTomY1Nm1EASGEa65XPvmKXFojCifS5Na+kEKM8vmUe0FNlNJ4CHT+3PD8CSeiQuH7wSGCydmShHsxEr+LSvZcJN97p2c2Um7k0Oo/Ptp00DJppUqEVyd7ssJVjq9h1BRszh2PkiWnRXngJrMiVJbREGdwQxSTZveo2PEbEfMiVlnRb+StTDddG0Kdp/OtiOpdvLsKUW87AhLB0mqV9ERKIxWEBPETOoMqTbnJDDVFrVpROmcEqmuSIX9Yg8CP/vrBX5lBT6LAneqqxq397jvtsTNoqj0K4xS0l+8HUhXK8JlC7qFP/nlcfXXQ6FqNGnZCiVx8oK7l0HWyUrmrnfSoFBAdhYdKsm6K9kp1VxESs6S9wdU5aRp8tkL8YYJSUbrgcAql600O3Yz+u0tqqoEt3NWdu2uQi0aVBLcXm6idAXjQgZ0AyS3EG62Lw27uZgaBWlShfqjhqCRrP1cQs7COvFLW6auRNKsmZf6e4Gn2mdsD8eg8YMiW4O/NNDOvOoOfNE9UWvP0+uOr46X3B87Hu9W2Dt3VoWqIJ7c1VbOTTBTocv51UcMi8KYEdk0zBfFl73RMppsn2geZYCwjv/f9v4t1NZuXRODnrcdvkM/jDHm/A9r/3uvXXsluFELiVGCqaAXISJUimBuQrAIWEpB3USIIGgVguJdvDFGlGCBIQYkiaKQohBCrES8MokmsSxTbmsXVqhVtdZ/mIcxRj98h9ba68Xztvb1ufb+/7Upa+9/7rXGB5M5Zx9j9NH717/vbW973udQcP6VHtfXrjE93Fw1CnyOurVvifWBN3Me6COz3EljbwzfiPGQWVRUWMTq/9dR2iDNrWhmYX7lEKp7zhuMINwphHMyj38my8/3Hjlsxc0lRThndN8w4aoI8dDUReTBYz04zHeC+QFIR4P8zixwmhzevD/gq3QH5xUhZvi7BeO4MGwieazJIU0ROAW4K71+4tmKWrAO2zrm3Am85XbOR9dojH7i4iw2f6lMp3gpnGPYLgs2iyiewjS3cu4QJoF7BsZvqJ5URxpq/Z3Xz2JTbfo5GJfdlMUrIYfipS3aYaKadTl4eiLV68VmAwy7qQNVQIx2CVDzEVZwNzmg2fZK+ZCdVX/eLXxd1cUz7wIkcfiZRt8CV+oCR7M5slrS4FFCBz9l5F3AcqTKPSbSXGvn688LxWBG5pCV11HaeWjoIYnXUY32FOVMpkSP9UevTEme6STbe+TBQ8RU9mriyzVDzVpcnUCHaBYqaIpW9Y5kgzEg36TLqRfg1Q7hy0fo0zNc8JBDj+L/MBiH5Qx3mYlPRU+KT+cg84pwssLqHXQ3EDLpO+QjB5j+aoY95wn64580XEp3A5PJC7G1fOggu45YvHLKnsfILc5uhA4dC3r9IKInRPScgK/fQYaez3kcgKIYvrwAInBX8lHX+9iwVLeSd5yjtKEphMrHEsSGStkYPgZXWBRg6WsHXKED2tB2c0F35mNpcGb9+Rp/+Y/c46//2jN+7f4Rnw5n/HD/HvuwIBWH5+VI6pmnAhSPXFyWI1BpeJU5kXYUp7gEjF9RxQm3fZ3FkHg7lacOyfvGmSYHnosQhEKc8asFkjmYlDUj7yLWIy+5defIBnksJvXm7qkaP3lzzqtYplsy/KsO656CNZcUufNIR8HqyB4p0ZsMPmP8m89AcMg7fsYlyOZX7gEhxbk9DmeYdefgrxluzSi90WezCYIM0ki7Au1t9jAF9PsFn9+f8PnuGbtAT5u1eLxfRryfRjxPPc5xQCm0Xp4+kQZRlLMhjvV1qSAbZu2SKZU7drssnuzU1x19TLqnjPnBYtqswVDh38w/qJ4zit1PF1x+pcP1kw/ZSVXJ6yfqJYqX9npgoqSq3yBNcrOiCFdF98TP22Ug9dKsNlyyRWFAY5O0gWvt5G0WVK/F5ldu12d1BIUAlx/Q5qN7TAjm1S7KoXv/ZqJq/W4kw85zEO7mjPDNCWHXo8R9g0/dkpsXlV6vkFf3gHNkwHiH7qckW6yvd8gjKdko/DktjPpUT3teyYUzORFIcAjXbLtLdvPheUGJHnkXmlgJAOLbCZ3VmjLSvzs+zhvzz1gykrhA5IcD5G5HVKOiFd9xfBTFXYcO62cHhGdLRPI8yVDy3XXXN2WqA8hLfZ4hpdAcbOxQjjv4X/0V6PkC2e9Qqivkuye4cUA5juzu3z+jfPKAfOg2YzARyOkKlwtkWaHXifSlYVtpK32xdqBtJyACRG/Fmlvj6bUJRaxbiU9AvLhmK+wWszToA9LArRqKg18L/KQY32a41SP31olFQRqrzwSMYUMPaEke+W8/4P873uOvHS3weEwQByAUKBxNnpK9HhuaAbw5+ydTNi6AH9jRVspZZbi4rG37rCLNIfPyqWvOhMOVg8qq9uSNleAfr0DwyPvOHBozVaXWbdWEefqBOHqMx63ghCvZLm5Fu+ElA8tnDpcvgOW+NO8UN9EvpX8b0X/xqnXEpduKijPdAb2AyFJKO4/rF3t0Tyt9RKzbUrGh4FWtixTOGiKQR4f1VYbbr9gNxGx//PxAnP0UGQ5ypXdM8QCCwqc6wDXHTVN+uswCXHcbLm4ZsyrS3j/VslvEW+4dnysp+udNbVs/2xL5Xte9w/OvCx7/ngE1HNzPdPGsA+Z4Irsk97wn3KomkoP52wvWveMcyNdZS0L3dgEc8es8erhQxXy2w1DF6s0/x3aQshDuAOy1gGysGpbhZ6qem4GZk000dTHIKCk8MgBP9lr0cJ5FXc0uQFYWQXhjvyka1ISscE8XlPePEE/YtRx6AH2zBSi9GRQaTJUPXRO5ZfOKCab1qN9fdx6l822ATNW9M9grkb++i0gPPVQIEUll99Xiv65wyUMuFRrr2iC4WaG/e/7OuvpRFHe5LohfPhEH965h77D3mXcReaTJl4yRb7IQT/PvzqQseRZhCQH6zj6wGFqqEnYDsfy7A+BA1s2SINe5ubRpFwHvgOvEgeo8Q/Z74P5Ilff5irAmY9B4/gFM4ZYRlDdf9RDf2AWC+c5hyIrh64WzA+8hpaD/ysQjh470ptE16AGmSMydYHptgSCGn+eBtrwVq5SVA1X3PkJd4LAzAVCyOxT8meVe2g7Dz4I1k4+/e5PND5830/zqhnSupIeV6LDcUc6/HoyJodxqE/6xC1WB+VVE+TQiTCMLenSN8dAYE4Hb/7QXE8jAGC0bO6MEmktVYQ3/CKqwJVxIrcyD7Y5mC/TOQP8uNwiMisFtDiHK7+/eL9w+iwBp+yw0mr/2OSN3xA769/zdpQPKJEgHgRbB0/MOj087lNnDPdPkqrp7qudrkUUaVdTlDX+uUEu48oEKfUSDjNYdh9Trgd8fruzoSxGbNxBLY3zb9v4IXXEHWX3Qq9CuN+ZMja8sXrDckR7prSOn+lURnzIHl861oWh9X+vew08saMt9wOVzR7poVUtf+PvTfmssfLLPIm6LuL/WYS0fow+TtI7ez9xVOPvZPDrkhR2xvyS6xA4ey3Cga2JWNkrXFf7xzMW6owobqJoZx4YvfEY++rzAzwvKqyPSsW9U6HBebYEt8M8T4BytwhcHf1ng3zwDK11onRPo0CM9DKRpF+7I3ZLhFZDrCvd4AkqB5L0lsJmIzoq6erK1SnA0RVwK/POM8PUzG90+cIdxmVmjvuP4KIo73YEi0j15nW5KXNkdIHO27UdqK6qrq/JEb/dy6FH6wE6xKJDMzRGADj2Qs/0/QIcIWTPkav4MN384yVbg/gh5uIP2AXnXIY9GTXrfMzFq123UrEbREuTBIw9CUcl/XEwQQXghXDLiNxf6NY89sOOuoErhOSB2LQU9nug0BwByAuJZsBy4pV/vgCqSwTEh7hZ4XzDPEeubnolGq9kHZBYiZxmmxbbWtXhWb+i0+DYcTb2g1BzJEymOaU/PDHqKAMPbgvC3ravotgFY7sl9rsZdJQBiNL1qouSmjHD1uH4a6cZ4Jc7ur9QE1J0N7LVR+u1ah5NGKiCbiGkhGyl31vGfWSzbYmJcYn9j4QrQgtWfV7hp4Q0qAu1tkGo7FCmK9eiRo2uS/TRQjCNZoKeIHGmlG8aE0mUkk8zXpCs5e/grb2J1SrFOtanYAbMKUk9/IS54LPrxWj9nvt4qWqrGVfQXR4Ob/Kzo31MsV5lIJSjGbwrcl9wB1WugdsPLwbXdCGAQSWJhVwHkB/RoQsX1BWZ0pYAq5gcyzdJgoqv3xawgDKabC9T5RtNUGnS2WQKZXPzd3aO95hu4SCpbZiHPfvx6pc+UGQdW9Xg4rVSCopBgYXg3Cm2/3ZoQnYMfAtyS6A6ryoZS2TVDFbIk+LOgmIir7jDctALfvEd+8xbOe7iHe+oiUoamBIkButshH3tIVsT3c5sJrrtgjU8Hf+zhz3O7X/xphjsx1lF3PS1OgmvmYhEJ2nvOGy8TEPbE9B/2kF0P3Lp6/czxcRT3GJCPfVMFypzhZlOQOhMkXAvtABDaAiBzIl7/PEEyV9v8ag/c7wEv3KqlAneeSWusFpnBU1QAwJKLUY2qJJVteOoI3agIBEpZ8tsLeafOlKaRlEw9RKwHt3XsjRnAAh57B7f0KLtPbPtGd8vqnSOGn6VekIZtUFJDCOIpo3tMGN9wyFfMLW5+1ePyKx3Sr064O17Qv3qGquDxPOL6kx2695bknmiKFK428Fq1Uc1KpBp0LWJbc2nb92rctu6lYfD9u4L9T6iWm19bkpHaouEJXdDYCca8cLZFtRvFupXdTxe4NUPmTGxX+JmtdxHrkZatflGECznd66cB68jnnz41BoowwQrQFm9HGp11REWa4rZ7r+jO5t1+JmZ+/bU9NOwRLjSbkmIOoADclV3hOtrgN5gG4V6RjwU6ZIhXxD6h6xNydpieB3TfmEI1EHLw1wrHEFN3CxDOFWtWxLOZdQ0OZdgKmShw+lXXqLAFAHpgNSdIlyleiqfcDKcYP1kadOYyzd/SSFigWgj4WTE88jz4ZWPAVEjGmQCsxsWt+9AouC5vNFkOW/lYd86QxN1Hpa1e9zZ07dFoiahd/FrhJTR2FokHVtjPMO8XILlq+UtWW/r0gDQa++ScIEtCmDn/QgGLeh8ZhPFwQBFBuu+Re0J37rKwMbRGDZWbvma40xXu4pDvx2YKlvc93A8/RzjsAFVoF6HBo4yRzWFWwAsXjomIgPYRZd9b/gS1HpXt1wggAHQk7KzBcXFRPlfxbtPwBM+msJBmKUbL/K7j4yjuypNaZbpuSeSOihA3f+RKx8GpAN5Dh8g0JoArYSpsyNJWxGVPXwasCZLyBr/E0Doz5AIE4656YSd3nqD7AXkXbaC3wQp5z8FsxWUB4mvrIZjiT7DcSeOM+5lb1NQrIEPr9sM5Y3iakA891rsO02uPyw8c1p1hsKYEVBF0z9wZMMMVLbLML0rLWBHMacC7zzyOn56x61bshhn5c8HyEKCTR3gfSDEzupma9amfiLtWvLYE2VKTTpvXuxpkQk91e157LVTi8hzND+SqVytYyVuX6hI9YerC53sHKaSCpcGYC7M2tS5gOw3PHc30yjXVY/csNJs2mmQ6AOmenvC55rGakVp1tUw7k8UnMQGQuYmqdb/eQTINmkoQeM8dQ+4MKtgB672i9AqZBSoO2hWsJWI9R2BxNBcb+D0aFLIK5x7WcfNvK84Gi+Ses5ruKSNMFunWU3g1vaYtskZ20n4S9O+oYHZLbR628yZZ0T1nKATr3jevn3XP3xkunKlwd0hjtFr4m8hIyI6iEZe26y33VKNyMbfdas/3FM4KFfrblECXyfVQvfJtl1l/B3gd5R0/3zwq4Mm0cjc2Egyw4LdzVwDkkTtIl5ULV3RY7yPWu2hSfhs2TnSQ1SGi2Jws7SngKtE1fyl1QpsSo1JjCPAdm6+8i432iKLAPkA/H7dAoXrfD84apsKFZs3A0EGd4w4hs5Hj9cXfk4490iHajqu0c6OeTadbSSJwqfB1+gH+aSKL8Ljpbr7r+DiKuwjcaSb2VSW+Q791xfsDO933Z+Ad927usIdcIot2FS2VAr1cgRAg+xG4zKgRWACgd3vk+9GGGBlyWQjXOFOkrvZczkGmFeE88euHHemUdaWtkFEyq+Kxh1t6uOQaJ9clad2xnymNj0/ZttDGlnE2yDEf9epgWIyD7c3Jj9Q0R5bDzlwaR7Xvp0e5ZMA/Bpyf73EWe7wrkIED1iRchPxFtrCH2V7bMwv7uheIU/qACEz6b1jthe9lfEccWp1gPVYFp5LvvHdIvSCeFTrBQrJtoSu1K+R72twbTRtg5ll+KfBTadCMP69wlxnr50ekkQtwDf+obJtwLUg7h6c/4imgAQd+3VM1bJPWXbpU07CM7XEhHdWfVzYS09IYUOocTj/ssd5Jo+2VwKF1FSbJxdNxs1foLkP7wmZryKwJWZD2DpgdqZC5zh1YcMJkuxsroOFMp8NamAEWRt2RrYE5ID4T/uifaEY33XtMD5xD9Y9A2vEHSxSknr9nfFNa8AMH9KTcAmgLT6WtupXMG4DPlSNhm+oBRDtfADBoygRmLtOnh89HJfF2rW56hOpGCmy1Xp0aFq9NsKewDr5wt7Hu2OAMX7N50yDonmg1Qs48C6IsiZz0Cz9LpIxyNyL3XDS5y9yIEjUAG5WqfF7h3z7Bv3EUIe37lgWRDz0XgVQQnq7w5w7pvjfKNm0CZCZzxq0zynHk/KYo/HlqOwr4jVFER1pCRVUlK2u23AXflLW4G4wRpuTKn67fWVY/iuKuzkHHjsNMK9QVRwdALP2rR+iysHBHboXkMkGXFWJJSXrcQV/d2ZMaP9SERkgJ4hwxeW93jZAzLtMCuSrtC4xyCQCyVDuEAqRNfcauxUM7e73FQkJUEWa0oN46QON0H5RLd8Ty4IB07LHc09a3ijXELuYmwEnEjyudEm9ZlHLPBWF+5XD9vKAcMhAUWAX+5NG985Dioc647nYXtXDgBZwFTEB3poFUmB3mO7otlo5qxDzQQzueK85LamPpBOHKQg+QEywFpuRkp6iON7xMPAd+UfTvEryZU1VecfWRSTuPde8x3/kmknHHCLcO1nVRYFV6mJhIMN97+Nk1WAiwYd+dYnkF2+fze4c3JtiyxQEALVyT2UN7gThnN7mjAjnXrlSgK9BnhzXRH0YdP5N8zIBTyMWje+PRv7PPvc42TCmr1qWmEbj8qiI+CbpHxsRVVlTug0FzYtoEAOKQJkHeFeSh4PKFa7ud4bHQGdIW4UrBdRmIZq1cqaNpNG97o032T1SU+oXXbxvq2TDZz7lBVHnwgEZIkY3BYyK70vF3rDvBfN+RUGA20eudpUF5hZoKq8bZSUILj6k7MNwsNKXTRqyoaWbL3iHHnrTPqUDMOdYtxnBxAqcKU87znhXaS2zxeIAzawI/mWLZKMtSFNozr0GmBTB1egkRkskAA2wgH8jg86cFvoBJbpcJGrhj0CFCPUkiGsWa2IkU70ejRnd8DsmG9y8J6WGHdOwMKmOjk3uPfEfYugqjJP8hoELKvMD99A1zT62bdde1DVCrOAm7wehKoEXBmoCHI0rfbauv4Vby7glYV8gd/SBk5q5AlpWxecZ0gQjKfrTJdIKcrmTQ2E4ARSHX2dgVwgHKyawJdiNkv0N6ZUqzwW349R6oalX3Ts2mluZX6lkc3aomTlEaMiULkzD6XbxyyIjCi3B3yXQqVIo4xq/o8bL7qcP108jw49cJ+VVCHh26dx7hRDUk7Dn7J22+1/SKMarhwpjD6yc93SENX49nntfpE+PI3wl2XxXEc+ZNZfx8UcUqoQ3T6k1ahTWADWt37Ej9xJ8tgZz9tDe2U1Z0VybHV8gEzmCaqg69klFThWPhyht9eu3x/BsO85GQiJsF3aM0O4I8oPnJ5A4Y3hsOnh0pakuCu0xtwc5fvEa2CL7K7oCAHi9egAiDXhyl8yutEC4DGjuF3vhCxl6sVFaelzwqVhX4hbudHAXzg2tpWH7CZjshAIo0z5kKNVW7guqnTtto647vXGMgAfb5P2Z0jysFOUPE/KrDcs8yIIXzDRSlXF+jGa9pSy5i108GjBRssMnNsJfeMvTOKcG66kK9RensnCTroD1QRjYmbJ5YzOFspySAJPM9sqJfLSokC+IzC7usuc1L1lcjJJEt466bLW51aA2XYmZwgJ+ZTVoVwn5SOO+QfuM1r9HLCndamL/shE2kGRtWc0NZLfJThMJJU7RX6LfStjk/pIpe3j1BX9+jhBFlIB/eCwVV/jwToqlMmjWjO9kQ9gYO/n2zH/i7eqhCUwIOO2LiwTUaJAedHuUwsGueM83ujX4ka2LBPuyQ7uno5y8C/xyAK3MGpUI9Jg6Q60zhwkCnNllWlONID+/DwEHUbBP3Yt07CMe40wXlOkG8h4wDym5A3kcsR8euMpAiWOPg/ES+8XJwiJfK6hBmUlacO275niVseHWliQEcnpZOsI7OBlYGa/RbId7/bcF1DVjvFNoXrA8FxZvvTHUTLNii/gAKM1amSC13HH7NrzmsdIm+5362wlZ4Q607gUtkr+QxNAXjfO+aPQFgwph1Y9QUL/CduWL2Ds7sTuMpIUxb5yaqkIXe+bJwJydpR+Wu37B4P1M84yd2nv2TIH0pgBqjCGhqW/V1BmDDbhFcHcwmgu99eBvRfU34TXuPdOiauVZ9bRUOgzOjrMUh9zdQzeoQHj3CZes4a3EVlZbsVKGQOhOoiyIH1lSW1qGlj0BOgFexa8IMv/ay7cjMPTP3MNiKz58s0zaebKEWYLmPwEM0Hj/VnyVuRmrhkqCT7VQzmSTLA88FF1I0sVEe+DsZmKHNKjoPAlQbi4GWGRC0oPYiIG0mFPhdgvcFafXQLA2r0SzQXoBsZm4rG6O6c02Dx/SKXuhhtsJsgh8H453XYSeA+EzIqNJ6JSvctKKfVoQxErvfO2DvEM8F8f3E+V9wUMPQRRVymeEyTQU1BmjveY1OBiv7jqyXzpO7Pmcgg9bi5yuQrPt/viCkDB0MibAsaL7XgqIwzr6dELNJqeZ2+dADf/3by+pHUdx16KC/9nkbrLrTBFyu0Fwgr++h5i3zQQedC2EUgAX6OiNe5+2EH3cQOykag614GcgZOi8oTyfjw3u4+yOwH3mCl0SoYaVnOXn33B5KLsC8kAYlAj1f4VKGu+sNRzZzsRn0yzDTJbrEoXWxFe+tPOZqbeqSSa0nZjj2b9cWyO2nzGn8at2/E6w7IAnNmfIdzL9DMH4piCfXOp1gmZmAiUW6OrwE3GxGSbZVR0HLfm3JTlc0aXkNts69h3ziGaj8Pje3yDrAA4hP1yFzS+lZa9wYs2plLc3XJx26ZsXAdCyDMjouGsu9+d5EAEWwLMD8EOioOFMSP78SpIMi7Qs0KNKBfuJuNl/wM7H46sC47m0oWIzhsYsAzEdkLcwqHQRiEghu0bXh07nnMFAmB39x/B01UOOm21RjffCCrJ+V7Z4MehNz0/SzIpxWlI7Dw7R3mI+OxdwRTnMVxrNzREbMttBXCmUTBU38LJaD5wD8OTdVNINr+DN+SghfP5N215lLovfN3z33ppwuNgjeo322kqkWrq6ReVCUfYb0GaFL3Axn10RnWiEYg3oAkH3UsfgtU4QmZ10s4Z26K6l/3Go7XJvTuGw7PhtWq5NWHMNl86BSR76lzBnudAE+u0fKEeFS0D0ujN8E6BIbPZwIRUMiyJ/eUd0ObBF5oqxTl5lFPCvkyt0mAKPkCvRujyqIrJ13tRbWGNiwzhmyznCW98wPSTmTVEW532G965va9tuOj6K4V565e7ZEb8cLisU+QfuAMnRUkD6fG3Sj69pWQUp/A3DYUbNxuqC8eQsZR8jdwfjuXBCk7+A//5T81BCg+5ED0ynBPZ+3RQPWRMRAdzbvgKHnTuF8hq4JerkgHHdwXwwoRxay6rxXvUOyDShrUfdZEZ8TY/1KB5ekQToVc193ApWI4c2KcDWrgqIYvryi6zzyGNAbBXHdc6A2fSLII5rM25nPzfgmo3+7Ag5YjpHByq76q2RCEomLpp8d/CwoWcwY7CYyzVNEM3wD9I+kaAJgtwODVWzwTxjExDWVAqdKKmBirBkFUCs/lxgQU0F8x86rjLHlS0ouOP3ogOtnnoVduSvoH8nhHt4yRD3tPIZHQfqpIHeVV44mJovn0iCaOtQMF6pV43OmQvV54s1pN9I+fgpIh8vnrikoRQ0uyAJ/Bc3NwEK/PLDgxZM0nnb3tGV95s52MXVnZkZhlfbpVrVZRwe3KOb7zeIBYDEPkyl3zXek+tkPb9gUpF5oNHcHQBTe1/CPgmAxhxyssnD6iYHgOgSmEX1ygNsTXsj7iNx7JjAl3WyF+ZGTr24D1v69YniXoQGYHjzi2WG5d5YTbLMmRSt4KLabiQUlFmB1XLQHB/EFujp29wVwk9CM7byptGsOhJSC+MwULWQlBGJurwCsgUDj/1NUxOtdlDCnuyzohN/rTrQEL0NstGukQpaeWQK7lfRT9+5EJGA/brUseCBluHlpdUOmhfRq78EoyR1j+gCEb07Q5zNEqX3hnKF8AB1LJoqgO1K+w2lB9yZ9Z1n9KIq75EKP9jURWzcYRJyDPp/hcoYOPVe3UoDJqJH7HbAbWYwNeqE3hIfuR7jwmQ1JPVfN4FmsrxPUiqVeuE3ytaCLbB9UsO3WZWK8X99R1ZYHDt6WBeIc8mHY/DRWRbhK4w7TJ8UK0deL0a9If/LXFTE6lBAtIk3b4KiZMUUHeaKpUOk90o4MohpWXAUp3YneM9kwf7ICNgk3HODPK6IjBRAA3efenKHeMxRl4CygdEDuCCcVLw0zdZkwUfekGL/irqJ0bjPmGon3+pmsGPLCpXW5GgB3QhOi1LxadNyZ4UzfH3gaNpXeA0ZXI0QBC8sAAHOBtAWLxlVi7JyNa1+l+zQJM/qhQT8MILHX50xQ8tU7OolaVxWeZ3RPAfOdtB0JlJ2kdgp/cRBLfOreSdudxMtm3BWfaVJFK1zOFfwjo+36t3PD1Ok57hnabAtQdyqIFxjtcLPerR4vfiW1MT5nntOiOP1oj6l4o5xykY4nPpef2TX6y4rwFZln5W7XZlXxzHmTdjwH/pIQ3lyhvUfp9lABlqPRHI3eGs8cOkdT2bqF763YNRFE4K+VHrPZ/4YL75H14FrOLVRIVvBAKISg/MLFfHjHmMRwzojvrhv2rLrVAO9ZTNcMbwwX9XbPXex7TFCnApQxQuKRfi2XFVIKd/jXBT4ryhCQRw5T4QC5UpWqwbNWWa1BDO251QSRTckObLByHbh2NKhDto7/uEc+7uhndV03T6YlfajRuQqczST+cGDugOHhYlsm266oAoWqUZkXYJo5Be87foiV/jh0PLkAAzouE5ASO/uHO+hhtA9vgk4zcJ0A7yG7kewY48Lr2ANCCKdCP1LtBnZMeZHE7p9DWqrIllc9khkjEQdWzA83kvFpKyowuKEygNxzD+g9rp93WC1xviYNxXO2oOZNnYusaAlSY0Q6dphfxUZ5684F/SMag4Ge6oLL5x0gfRsahatty4syGKVQSZs7204HRqEBpEb2z3Sn7J8Yr+ZXYuLhmUZH+dBjtaGoijFwkmIdqVitxlF+VQYQr+bKV7DNUICGbfqnCf5RoV1AOvZwKaB7NJviBdh9U9A9JnKb50zL1suMsh8wvBrok2+dYtq5m24dLdrMi8EjifmpFd9HSoQEuwh3mtG/DRDtsBzI2OnfAsu9x3JfB+KEe9wMwBl00dmicrFZg4mx4lltuE2utFZB0jXBzet204OPqa/W1kB8BofLth3vnlbIUqAd2S20IlCMP50B7XG9UlTnLXfUT4r4tDRV5C3tt+wHsjtqPB1AZTaAYIv3LRziF8J14aoY3hcMX83wc2bzYj4u3akOrzdRnEsGURnezyG6nYMKZYmxy1aYqR7DYMafTrZbcYyhmxLc6Qo8nSBdh3J/4A485yZGrGE77rIAbx/JmjvsuVu33FSpcX2n6wbFWlF2lwXu8UJr7+sVOi9cPI5Ho0RXNh2x8yYsMvMy+tNYvut5Abpo1r2P8F8DetiRQbcfSBiYEuQ8EZuvlijBcwcAkBQyLyiHkWZj33F8HMXdTHMAsPi+e2TB7Tho0MuFRcgJaZAAH++3fwMgTr4mQjVdhIxWkO1DAwCJkY1StR2wf+vQ0ZogK+TxxOcw/3fAA8vKxeH5BM0Z7u7IFVvoDOdyQPKC1XxASuTF2T3SV9uvNGUixmpxWvcHlEPXshm91ItZN4FCG3wWyHUzU4NjoXdTxvhlgVoE2XLw0B27x+5MUQUA5F1o3t/+kogTltKGOdWrmj4eArErw2V27N2zYv/T1KwWSnCNuSNrRnh3wa4o0j4gHbzdtMz3LJHWBn4m82J5NVj8W4I7Le39IVH8geCgCY0BJblmjBLvpnjLCvua4U4LIYXPjoBSdCbKIW+xTFyyJHLbmktSxNOC8M0zGwqby2A0GmzFRXOGuyZ0IvBX26k4YH72uE6u5ZNScanNttavN1i6CVz8RJqoeu6qlnuaQbmkCE6AGu142Qb5VQdAjF5R3OZuue4C+usEmVnwSmeiLIs3dCt1EUv1118d1HVwu4Bw6MkJT4WQQ422rAZWuYbBAzIlIDj4Q4TsHXdAz9xpxjPplKQzFqiFXseLDVCdb7YH/CyxUQ4Nn/dGaPEzbCdqkNWyZfNKMRhlThBQ0SwGXch+Z9TAzM57skxl1a3jdQ6IEQgBOvRNYCSLLXA204NzrDsAG0VbAOEEEDrI4v5IyCYVLpB2yMQGA8Gj7Hty0lNBvKybhgagItU5MoJ6ukvCzoEGx0IfA3cc0W/U1HfmYxM8/LsE/9UfAliGILlApxnl/SN0TWSjDMPm33C5ErO6v0M5EjaR89QukjYwNayUjnaZ2GlKwDhw9bOLQEthgR/6hvl/8GGFYJ08TfL1coXOM+mPfYdyv2+hIutdaFvV6rqoxnNOOyCfBeOFKjj6wHtEEQRHPwwA9KCeATdbnupoGHZS+D7QSKyrW1tpZmp5cK2Tk2JeHsKbOe0stT1x4BQvic6bb5548VQ+//kKtyZo+Ax+iUydd2CIsdmwEmJxLQ4vPi92M1vndzfi8qsD8XzrRnMk7l452Oue56h7ol2tWwt0jNAhQPpgdhIFMq8oQ0eFYHR0p9w7zEeGVoSLIFydDdQssStr4yBXoYdPFiTSG787CncdczHNgUe+38NNC3HT0xm6rPQaGQZI8JCOgpO0Dy1EpbE5PCmVpVOqV49iiUmEEQCBFIfupOiezcWxZuXewHjMcfU2g6DlQd71xIdXbR1u7j13P9fSMO/pB2PboWmA/X5GFMazUvZvNrzzncPuygXfX8zJsPPAYN4nS4b/5on3EAA4Bz3uGCpxFzA9WDqYpyNp8Zy3+FmhF3s/S26vx4eCMPHarLkGfq1UXGH9bbtLXi/NV8YWgVYfQIjS5wz3joZZFBgN0OPAxeg0Q05nLox9Rxi2KPR8YVO2JrhxAA6EP5AK53zLyubusGWSynVu6nUNHnocgfs9i7QtoBrp294YdaVAlgxcZ/jnC3H92tnnzN1g33GoapGfMq/m7W7zgbooXQvcdeZCUEKL/Gz8/RiAcdtl/W7Hx1HcnUM5DHAAvAi3Pk54Y6UMnSbUoAxcrnClbBPnSm18fEJ6foY7HOAe7vm1eWH3HcJmQVC7wXHglgdoW7A29Ki7AoN6VBW4O0D7181/RrvAf8Ph8Tcizn9EkfaZij2n0NFYLu8D3CqI19ACBcQUdXWgxeBfj3XcKJG1c4F6xGcH93zmUDjQhMmfF0I7QzSeuG/h0PFswRWAqfIclqNH8RGiA/xy12hjfsrQXzmQlTGS9hiuwBpscGbGTRzc2jD0eZtxwARoy6ueVsc7DhLDlZxmtU4s7WzQeyEuve4d3OLRWRBLW5wB5NcHzJ/tqI7sBNMDmTK5t92QB7qzg78WhhTvoolenAmBqJStTpKu7TaAHD386ph3mVlU/RThz5HpW7mwS3MMcV4/P2L6rN8YRuvWccYzBTzTjgN0lxTdO9e46JJgYRdoKuNsTKDizX9HgHjKCM9kDt1iqdUvJvf0E6pD+SqMc3njbbtUkONm7cBEL9j8AfY8Ard6iHYog28GWxw+0hxN7vdAKsh3ffOzh2KjJttR2T5qDJrrpx3cQ+TO0BheJRhjzBay4oGykwbHVTO73Ncht/2/zX3o+e9XNaMxa7xiYFc9L/ApN92KDhHa37EAmz8/cobuXgM/eM2dyJqgY0foxe5zqR5R1qxp9ND70Rhy/AzcZeGOHmBnvyb+XKI/FMxWAIEYfKM3VufZ4oGhRz5SZerWvMHPRSFaWTy0wSj7Ac5eI1RZ/MfIXZTD5qHzHcfHUdxLgVw5NJRxgPQduwfngBggMfDkrWvDwqHKQtyxCMure4S74zbYuDEJ4+D0QkgnBHbt07wV+8pjn2Zgnvl82JlK0UPNo0au3O7prqctrGfEH2/WOmQr5DsLIJNH/85EP6dsARPkq6edh4uuybtrPJrLYBq8VPzRzpF1ABo75H1HKmKhWi1MfG5/dViPLPK1o/Irk4bc4sw/xQZy0RR5qvRuiZvhmRjLA6awTCNv4Hgm1NK/BaXSfUS6iyix5/vozbo3Y/MFMVHLutdWuMIVCJNsKVrXGbobkB9GYta7rkXwMbatOgoSlkh7YNk7+MnRPuDEZqD0fjNd000hSzomf3f1hQcoWlkPAUBAPEV0bz3ZEkvijayKvHtF3xvhYpvjjcYgkJHkF1gwutJUrCdbJp7AE2AG7BUeUidQ82RxxlIqfQB67rZqAg9Am4Di2fVW8c1yNLVuZdgsaueZEXLFFub6c2wgGMgyv6Leos1bSoGKx7oP1FHsAvxM3UMeXGs2plcOyz3fM5XTQDKPHPWkzXbPHNhWr/PKinFZkZ1slgN5w+7r/yvDq+LzMFGWekBmmCeT2e0OEf6tsVQqLg2DRYxtVw4Wdg4PtZ2JRA83cXDslIZ2Ddotdn97MnbkYlYjgxEYdh1EjnDvn1G+fgMRgbx+gB53rEkLrSt06DkgtUFo2Q/AvmeRN8GTs7Sn1qTaQtQWC1hnbs/rJmWY0BihY0QTMpXvru4fR3EHNilthVS66raWN5fGOkitRH7XNe45wOEEnECeL9Bp4jbocuXwtLdtl/eQi0BPZ/5cCJAdIRuJAdiP3O553wJDZF6bj4OOvVGhCtSUhoQhrKg7NfoWu5M0crjanQTFhnuUyZMfqMJItDCR855GaeZYAQKd+F7zw6Ft5dy0EoIw2lfpA3QfzUCqwJmij3J9B33Nji5MiuEtcdYSHf1bClC9OSpVL+2Mvw0gLJTIV5YFwA45H3pivCttepNtEWsxqOpcP5nc3CTntOMFWir9vPKcBg7C1AfMrxnCXWXsyx1aBil9VbTNMMhIsh1PYDEqkfbI5Hnzc6iOlSVQsOMnWjOvljuaeoGfIvrf+tvQaWYxOB7grxlh9k2Etfmiq/mkKNa12j6DMnvPznM9mN7hqm0XUiEqSVUxyQIuxRxRM2cDQFXz2mfZ0RbYJWc6g7orIQvHD645MZLBwjSg9eCZqiWbc2d9L3roIDtivrXJCK6qgtEajNlotqvFDKIuXIIWB1n9+ev5r3m5VTxWPJqFdQ30pubhRsCVt99ZrRQAwjW+s/mJ+aPD+zacbAVy7FAOtNylgaDxxycHNYvtWmMk1SaM3buaiAiBwR6CDPd0AU5qbowKMZaeu7+DHnfIh6HNnCQ5Y/pZt5/JuuE1TVaMXC1gSKTtHPh6aI2iY9ce0+ghixJN8EQn/POlMfiwJjaj33F8HMU9ZeByZfG2bQiq5a8qaYdd3DrsUP0YzChsnlm0nTOliZLfHgJ0sAVgMXpRLsTgtfDkOAcU4oSNV5oYndUunEThk3jHgV8htggAJThMnwL5ISHsEnJy0OQhK4Uz3TM7mhIEzpo44vJqPF+KZGrABxV0fBlhsi33nOAuc4OmdOiR73ozFDIoYnBIgzMOuxlrTcY7Nhpd8Sz2LrMDL4X00OItGCGzYPl567y9MUBKxy612sLSCInUMQ4xO9uS3+4AyNLonjfsVLK24aqbiZffErpKpOrw+tnmOKhho89JgXXPunG9HbvW0ovBL5tcXRKDL2597F2CGbklhKtrs4RwXjlQvTu0z91fFvhroP2qcAZSu+8SuaPxE6mQpVOUkcNt9QzJLoGLLA3k0NK0qp4BgBnMFQ6Aew6qw5S34BEnCPNmwRsvhJ4I02zpS/SQYR5A1S2UDkgHKo7pCkrfn+7ZIT6tcKlgPUS0KD0hNbFek+rRrilnVgrhWkVLVty9QLO22Q6DyCPKzj6HAiaDqcE5qNcBrDkyLxjFB0dLnOq4WISr4zW38L5U7yDnK2TlDltSJnNOxKx1O0im+R9mD+2DsVk8O+k5E6KxlDdkmBUvf74cR1QrhGoaiJQI8xp6UKJnJ56zaXSMzWdYfZ3lUajH3912GvOywcRmeQGw0dWKQHi3ceUvE2nchx301QGS98BX315WP47iLoCuK/T9I/97PDLiLqU29GzRe86heqkrwOl11wFOoH0H7SKn5rY4SO3665+64nsPiIOmBL2SFiZ76+ynmTj7biQjphRISizwfQfd9cTLlQO97glYngO3qVkgZmTF7pldIf256dFRjJ5ofUSjh4llibqK882K7nFhOPj5yu7EHOUkWVL7scf0OlLoElh8ybU2DNNod927bK9JkC1YmJ00bxTaCNTsyU1yX4Ocy0AZvBSgjw7R3PY0BmKAzjDWaDewGZSpAHms+Z+g8GdRRK/o3itkTh+ky4Q1Q8qOz9db2pTtItzE4p0HYCmCEjwk+2ZxUAJa1mj9nTyfJrOftKmF1QHz62gWtoCfHYABXXBk4JyZ0OWeJ3RDhIaudcvhzHO5Hjy6k2uq3BIFOdCeNwu9RCr7KAfaEqMYb/tsbJBkP9e57fMxBbJbLSjFCm1lUrXzbPVGvQWsVJjGHDuXpmjl96t12uz8HUJ0UDsfYSpYDr7teNIgLRkp99QXbA6N5LpzloDmlxOuBd1bzk/WQyCcZ348AJrlQj0210tp7LJGlbQdgBQ1MR0jGmXlvAvmOaX7kfc0wPs7Va8jMk2yDUFlWXmtxQB4QalYeyp0A32+sHAbwULqbsBtlE3tIrAbGlzi357gnJExqjOtOdnKtAJvH4mbDz1/r1mrVCgSqhtzphJBxEzrKt++dvci5NQfdij3dKl1dQbxLcfHUdydo88LYNxbAdaV0MqyQqaeOLynqKUqvvR8gVbKoBNugy4Tt0e29an8UHfixFxihO6PnDzvRzjjz2tKFEgtC/Q6baHZHZNbUGcBmdmpLtYt8zYEbbBMEshM2btf7GL1AljSEbsWKgXTztNn3IyZKjc7nHPjJMPTelRMyUkRBif0khXjmwS/eMx3jDnLHZuL6nlddxlp9G3oSMdMc7mzi4qeG2K+KDcDRNsquxXozop4Mg8NJxt0VbtHG745k8Wvh62TJtdbW6JQlYZLKu1Gl3nF7ssVy7FroiFJ0jpLCHcRagEdzuCQOryrQ8Sq1KXqllCQS9w1bINKZ9j8zXxD7HUZg6rc77AeyIXu392kRIHDUABIvWcm6XuHfN043X6WmwEoOGgP9TUB/gnsyJVdb8PKAyC9QNT8TyrVENYlu3r+agHENuA0OK7+m3CUaSsKd4V+qcEUBTUPdN37Dz2LbPGIM5k/9TqvaVS1M8m1uNssI++7Zl8sRl8uAW3+0gRtpmmpmH1zz4Tt0HKFvtCanTx6AB13U+/OnKUdRjY8pUDWm3ncmuCutPxWm8tBqGaVKtSq7rAxQO8PDTdv6lBjv+i8QKcJ4h3k/o41pe+4TlWYBbX75mvVGCD3BwoEq0L1zXvSKHc9JHpCkuZCCgByukCXBdJ1XBAq4cMKvu4Gfm/Bppr9juPjKO4Au2mT7eo0saMYBsjh0EQlyAzkkFu2TOW0d922IKyJg9njgXZ1KTdVq1bua87bQLXvuFMwVRhCIMTzfIG/TKhukDDxkFhHt5mKHdl1mVQaal1np4DQwztcHQazKfWC5n0RLpQxazCPbRsihqNDt/foHiPC4wznTGylpI7lQ4d1F1B6YabpruK59vUOWHccqnZvE9x5RugC0h0FPuoFYcptu+kuK+CpJIxn7koqnlrj1Wh1bLS9oeONYiHhkgoxVMP7iwd0kJaJqR7IFhAdroQiSueRj8PmwR08yhChzoQ3J1Oc7kvrEKvkPfdUonaPaGpQ0h63oTHkpluF2czaXNfPluwViFvXmD8oyFoxSuz8uqdronJoSbaUIlxWuFNpTJgSOYhzqzTrYQDW/WpbnPzEwg4Ayz1N5uJ5w9ZLkDbwXi3wJQ2bfYVfqTRl3KCxb2DF0HQH9bkAbMXTsH4/w9xHSe+sDC4VfmYUE3EK2/D0Ouzs0bJqK3zn17qQ8ZrOg6e3/0Av+XV3Y51wC7sompFaxeQrLKQGKzczPQiqfkE9r/0yfNIUnuF5bqlszaMFAJYV5d17Xp/jABnHTewIoCUcibBoSrdBs2XzcoEW1iKbx7HuWHRn8A3PlzVBThfI2jVPnqYjqTF+08xBahdNcKXAlJoRIg474v/LSqsVgASQomwuu8jFzHYP33V8FMVdg0e52zXeevVnUFU6O+aM5uPexQ2n2o3cOk0z9DqhzDM/lIFDT71c+QFVQx6A7pPTvME6dYW0E6pT4SLTRfJfDWvXZBzsuwNX7prLGgOOPybfe7k3u1uwCXSzoH8PxKcq/S6mlhR4FKTgrVuT5uFdjDWTIAgTg7ercjGPEdo5LHd0r1tHcwF0loxjvh9upbXv7ktiqunQIX8yWJrU1uHl4uEOfbNLrRL562eu5Vq61W56KzxSgO4xwF8ShUYxQC4TvEEITPHhH7FBZh1CZgHmB1JFwySbUKgKmESg+x7nXwm4fi7Nz8ZPgu69sWzOiu6kCFPZCt5k1Lue8XrpSoaPWqFMg0D3LKbeTNT8wsK43LH4+ImFZXhj73uJKLueOoIOgArc6ICpICxUMaZ9aOck1HxWCMc+le20cudRdx284LcuNdedn7jNubIVYfrEbOZm7KJT75tffP2MqmcOLaXZna8HMfYOowi7R8Hhb5Em6xbqKapACuDCgYX/pweODUf3tptQagyIvWObGSQLrw7S2HnxUpBGh7lDC3avqU4aKrzFHVnacUeTF7NnFoOchGrkCq2t+9B2Mi7n1iDVa0iuM3f6puqECNwnrxv+XcaOIsUzyRFl11PuX1Whhtlr9FwsgFZwETxKhWuKMVWs2WoisP3YmkDJhOVkqgotR7W8wS30fO/MBC8Ax6EJyjR64DiQfnmdNy69CBcuo3Vr/O7y/VEUd0kF7u0zizRgJy0D8IDzwJpQnk+QENgturoq9sDQQeaBGFgaiUcYTVJTojlYjizOKQGRMI041zxE5GqtlHdkztSBh3OckDvHhcWKkMBolilDhH4ulafrkzS/bvqkE8oIlwx/zW3rLYnGTcRS0QIXakFymRimM0l83ndYHmJjiLhVIYMtDOOGW1LEQjhofhUQzvRp12B+MwV2kwn0g1YKjcWgsmGl5WYxgAdWSxbSdxTs0JuDlcov/P2teOmHz629QqNgzRxCxn1AzDUgIRpu7Zt3OhcqFoHucfOi96vSeMzEJH7lAFEFCINH6V0bIq87Gn7VnU3FsgnPWHcYqm0EAypcFbNJtO5f4GyIXENTWmB3NvOq3hS5F91gqVrg3baTKMakkUwmUfdMqMhlNJ+givHWjrZ2/SUQ5po+scUz08p3g1qwuY7a+YidwEcb6E6EOMI1I7yfjcnhcf3hHslmFPFSZxN832mHthPxZufrZ3z4ms1ewU9U4aZ9wPUhYH7gwpBGm6KWhjoC3nYBWi2utXXxVSMgykVtPUjLb+0fMxdEAcIlwV9WyHUh7AE2aygkUMAIFYgBpY8Mml4zRDaxEgvowu/Z9RtM0pgsNxexAxQCMZ9lHWjty1rAa0asm1ZjztQOvzF6ho7owXWGE9nsCpQFXEqBmE4ARbcCHjqDeAQA+fh/SKiQxOZk6LnCzQvK6QwJthXZ7+D6HigZ+vhECu2rh+2kAcSjSoGcryjv3kO6DnJ35PNVjvzPHqU0brvsd23LJcvKrr2qWIO3Ia7jTT8vzVESfYfxm4Q0Rix30oqaS+w4uifF8Dah+/pqrBNmOFaOczwRJyhRLHKNBaDijNVsSPYd0thjenANelj3xD9L0M2prwB5B6SdYDl69I8O/aNJ8I1t4Wbi5f5K2wCooljH4rIinrUtUM6GsuwqpTFdGChcKKpYE3wXEK8F6Uoef+vYa+rTaoV1YZcbjFpJbxfqHABAjgPGt50Jdwz3r2tpz64YIgiX1AKtNTiKmbwY3bHCP4SK1Al6E/7UwIZq75C7gNRxMVMvCG/PpL16Utv8pAidFR7PwWd9/hqR5hILYqXuAWjPXwe8VbDi17KZlxUrwnZ/OwgK1EQ7pGzWHUEJ0rj1aS/Iy4ZLN+aKYfvVF373dcHw3qL2hIW/f5eozahKzxigv7Fv8Fk2i4qKgTfnysLCHq61sNsCdBOmLkUR3l0ga4/TF7HpAOIqbc7SdjA2hK1++4ylFOvsNyyeRZ7X9roTFB9oP3ECcAYpj9VL6rjnfWqdMwsDd6Q1mxkwaC3Tl50Xim+xitUCAlk37N3xvnfnG+VuZcIsieSNW4ikctTrcxsDkENdCwsS1ir87KD1xj2yWqJUP3p4Lgals11J3V18y/Fzi7uI/IsA/jEAX6nqf8Yeew3gXwPwIwB/A8A/qarvhNrYfx7AnwBwAfDfUNV//+f9jsZtt0KspdxAIdnweBMi7Hf83lrUK0Z2o3B0n7zeePJWiCnY4CKCod8ugmpBUIcedcvlHIu3KhcAO+FidsOy39nk3VPmb/4dNTO10t466wZlzRRE2Gfur7wAS8chZxoc1pEX1i29bVPiMnVGBbh85tmtRxb2PG6BzADgZjPKKqYoTQZpmAVCHrx1+gJ/7Yh3g5h6xa6rqKK6KRJuYlHu35onC8Ad0jSjfH7XePpMPLKOcq64PSGF/VcZw5uVtgqXBe5kObfLCn18gr8cgR/tTXlpRdRohPFqbCLbjpeen4/Y0LgW+GJCHiksuDXLVoOJkCLZViXSGjeNRvPLHt27PYJpHHjDo1EOw2XrlJwlFFWWDBWoporNNIsLc7FdzzYPAQzesqCW5eDaa21BKgkQcOjuZtrVMsbQPrN1M9fjANTuVZv3AGhDylpQyToxX6OVHXu5p3R13blmK6zeGhDjpdMCgQW9f6JnDWBwTS838J00r6F2jhIg17qD1caWqSKmOqB1q+HytuNTkZbTKlnNrpm0XrH0sHBZ4d9d6LK4MkdVrvPGAxfSfOGdUZszSRjzAlcHrNVTKNCsrlIeVYQwi+uaUeBtl6yOrJhigiJXFGJmhPSEYY2AI/sMhq23Ip84B9SxJ7e9RhxWuuTt675ZNKppGu5GZLPE/q7j99K5/0sA/ucA/uWbx/4sgL+kqv+siPxZ+/9/D8A/CuA37c8/COBfsL+/+8gF+vjUiriEAMS4ecCEQNWoKiADqv935YLKShy9nC/8+d2IOjFHzvz5/Y6PLWvzjK+Lh4QAuI6DikpDmm2Y4h0wK7F3ERQ1Tm7qOWjpe/jpFcLVNSZDNhqZvwJSHNwcIGngNsuKT9ozwSj3xlPvtpsrK4dVuXM0KDL1LjNGXcO080g8tYyFLB0B4BTFK1Q8b3QVG+IpFYeVstcRMyidh19ptIU5bx1lrsweuxFNkJKVcni/GzhAWpPBZSy8YeKuQWw4V4tMhQpyJ5heRzPUYkqNu0w2SJ8hhwOHcbuNsdE6YkXj2KtBI1IU8FTZ5pGLZBXziFalJru1dTSKp1IhmwZgeVCkHQfBLgl2X0dodHAT4ZnbQWceuPiyiEs7R/W1sSPn42EuHPzubhYaw5OZpepacWMHL+25cidmOkZ1saSCLhW4xdNmYu+ouIUtBvb+ajF3K6+z6jFUbGZQFxoxL/I6SLxlC1WGTWU4tWsgV1WuIzPGDmf2CvFCozH1TB/qn2n5mwdjglinXjF3VWw7VevDJKPRap3RHwEAhbu37t0Cd02tu9bRvKLWlY/VYeNNXcGaeL1E84oy0oWE/RZ8v5i7pCnhxQnK0NGKOi3NkVZVCc8aVOIuC1ksMVAbAbB5rAPUZWXoTNXs9BF6GFFE6Gc0LZvrbIVfmmFdaTg7gI37biKpmpD1XcfPLe6q+n8RkR/9zMP/OIB/2P79vwbwfwaL+z8O4F9WVQXwfxWRBxH5QlV/8p2/pO+AH3wKvH8mK+ZASa9cJsIpzkHPV2BdgNhxYHIr3d0NQN/BxQg9nVGenlngj3sgstOXeWFRV+WHBNBfJng2O7bSVnqfLizmOhdaF3Rk1EhVuRnXHt4k/0d2MS5vW8kGvTyv8KcZ2nEgJH5Li5FoplCdNB+Q3PNG6N57uDSijx7LXcT0yhHHHMEbEWhb3DYZM649fbPZAfVP9MEGDNqLNyu+3OCLDnAL8ehq/lWitO0+veqZvO5Ol21XM8+Q+VV7/grDtC24oMEJtQus/uWyEtbRZSXN7P7QUnlal2c7mRKBrI7pV4kiKFGQodGzsDfPc0djKmefdT3YZfMcr0dgecjQoUBWh3T2uL4O6HoHf/UUEi30U4ed4vo7GGfH+Ur3TJjies+di0vSEpXqkBy3r6JUOK0WdP0gjKP9qTOFmgNaOi4KHk1HUZuCW6UozMNdShV6cXGJ14JwIt+bcIM9baA1QAkAOpiVLdrnKQbRVP/76tzYPJBmc4esfPKc0T0m5BgxG7WyLRQcSdjQWOE8mpLYLxSbZbOvVrcJv8Kl0BZ5WlBFSowxLO1+Js/dte5dEoVFej5z133YA51RGJeVi18k5dFd89ahF4UztlR1iqyQj2Yy7OQ6b/4y3gq8ObU251bVtlsQ76iAn9dWQ7RCPjddusZArY41oiR5zCSU1OvHOcjP6dqBv3PM/Qc3BfunAH5g//41AH/z5vt+bI/9juIuIn8GwJ8BgCHeceV6dbdhZMaekBihy22KCac4WnmoKdvwSwit3B0aPFN2PfK+h1sS/DRzF1DhFu9QBVHVFlSHnkOLLvJEpgxo9agJhG8A/r46KQe27X+qW2B+W+VZa3TtIvK2VZeiWI8B1098E5jkAVgPCo2AznbDRXb5ALD7OiOeWeDXvUCSYBXr2kQpgSaLzTpIWKCFmAydSsiKqfqFF7KKMIwhOLMw0AYfVQik0iEbf9msG+CEn4uv/i/S8NrUcXdRMdlwMRuCUkU6PfI+ws17hMcJcpmao6Nk2bo5GKWwGHUueMjRI1w9/EQrhWxCn3UUOlE6NGhHCgxC2LrbijG3CZ8tyreePjT3+jCBqPLk/UJYou5ymMC1WUfQpMuKmsJMxJQd6arIWZA7bZRO0RtIbyHFkJ8X74PSB2oiBte8fm7ZNzVM+4P3BP677TAUtIyoXWJtVOxarUNfl0EbYbftfACBOOPL67ZA0+qgID6vZJ1Ygaq/G8AHJmMCW/yTWUjA1NFW9aWer/ozju81r4J813EomgqxbqXnSpurVbvfWmwB3svxnh403hk+bvOdad78XOpOX4QdvrFSqqOjODJVqt97C+uwJpNQy9KgFmL6NDyU3UDyh9WO6rvfYBiAr3k3tHlAhYa10h9vKJrquVg3LP5bjv+/B6qqqiLy3b/ld/+5Pw/gzwPA/fiFQoR+6nMijtZHYGSkXR2GSozs8oHNsxnYuk/D7XU0TF3EvNOVUmQbjOi8EFI5HlDpRVVw0Y5lhRreRWqlTeAtn7XRpVSx7B2WI1qyezVWoleLIvce4SQonW9+IaJAGnmjlsBOMB0AOMBfyN8e3hRilUnRPy3cnu8jwhwx3XssqXbdjlxqK0xSsGWGnmz4ZV04fV44NPVzZuDBklAcWuasKLu9VjxETNgDCnGcsLDXz6R+HbYzCEDaK9JeUQZSJCSbB3yWxoX3i0P3ntzyMgQ47Q3r37r+PMIojmAYhrIgcOBLzxx/zQgXQh1QpvgwHIQ3QQnYFLwrEMxoC6CnSkmErrpnYHiXES6ZASAzZxylD8gj+dttyLiSdJ+jYHowzLqGcTu0gO7KmKqWDs5bSLr5wzTnygmAonkLuUXQ1QCW9wvctCICWI8eKm4r4LaY8z3zj3qGmtDGYlOnht7DpYhO686R3fbwPiN3vjFScgfoKA2Sq66Q1SQtXkvzqYfNadxCK4ny2T2QCuLbCS4VhCk2V8hqr+ESbOZQ84Rlew83Aiq3ALAFK/XMK5DBI1wy4mWBnK9bmEUM7H7nZeuoy1YkaUFQ6Cm1JuDuiKpfYQZEbvYeMglp2N5Dj3tSLJ9O/EB346ZStaKu9vsl33jJO8fXNnT8HRfTxdwMW+trr1YXFebclK6+Na11qCvmMd/sCb7j+Dst7l9WuEVEvsDmcPC3APz6zff90B77PR1ckVdCIsn8IyquFDi8bCtytA7SuOh6uXCVPOypdvWOFqC14bxMFDTULRPA7ZJ18eo9REdSK6une8lbgRf7wFP40APHVyMwoA6Elrva1VD9R1ZDAGwAlwcOrJJRGfMIzA+KdMdQZ3dxFrRgcX3w0EAKHwCEU8aggMvMO40nikXSXrfic+HNrQ5YR9fYN+rdlgoFDzcGsnWGSAVr7xrDg/a5WzgEqYMO3V2H8I0NpLoIHTvMnw04f+Ewv7aifkhMtQeQpwCdnJlEsWD7FWZ1HBCM5ZLueqTBs8seNzwauIEdIOgfC4a3hEyIMdPPhV42BaIOy4GFcnrNdjTtsFkjGF017YHSKbQaSMk27KzCqupGqI5+7rVQVapjleq38Ou641luCiOqGZvhzQ4sDMrC5hY0W17OJvj9pROoC4AA/Vs2CdMrh+kz7ogkA/66UW9Z3G32AsX0yfZa/URYrUQxqwm7HpywUbi/Kar2GirHvO4+/ELKrls32mNVmqqAhAHvoLuANAakkYsQh/La3D2rj5EUADWX1jQS7d92L21sIwDibTAu8FPf7Dv42QnQGSSzrEav9VZXuLvXoQM+/2Sbp8Xq+EifJjhpkKBbMzOVz1cW0S6yOazF2QngDEGoFEjrxiUXc6u0BsgEiBWCBPBhDVkTf6buBgAWdIBF/zRtyIUIgPwBU/Dbjr/T4v4XAPwpAP+s/f2v3zz+3xKRfxUcpD7+XLy9HoZj6ekCrAu074lzBw4zkQyXBfhGI4cnEgPxrHoy+o4r9sJUFF+3OCKQHV0jkTP9ZIA2xG0r8WXiFg/4EOeqqtXqA1FFE0OHPNIxr5ozuWxNlVO4XrAcBfOriPicaaVah5Odec/syPmlTFwQrmS3SLIbcylM54FtqwvQPSYW9YPH9OBp6DQZFuzrtt6K+57Dx9wDaMyDqvhzyIeu3YxpEMwP9E9Xg/FzzyIoSZCeBX6OiE/HLf7PcxErhttqIPavReB9gQwJ2XkkAJL5WtedmJ+LXdRHv8EiYcN0oYAr7NrDpA3Ld2tBfD8xKb5QMBIstSbvIuIxYDk6O/eC5cEUw2rDywyku4LwekKIGfM14lIG+NkhDR3CHGkBceJ5d2tBAItxGqX5u4cLi+x64AKSOzWGElAVPaLc+KkAOYB+OeZy6WbuGpQbMA4PZ76+DBb4NAZ0r0mpW47SOOFwLPJrAPJYGoUQSsZUVMHwBujfEW8ni4svqhaxqrtoi9LKvFW3spBXN9AtVcr+v9hAfOWOV4pCLmtrFMqx+vZIEznV1+ZX5fw/F7O04GuSXH1zqsrZ3qvneR7e52aq1oy8Vu70t/vUb6y4G655636rEKi5Mxp3/DbaEzaz2cUGAyFr85CXy2QK07BBwzVJbuypWBUh1bI2k6bNaVCYxeVV/5q2AzFK5C21UnfDh8PTnNnU1tznbzl+L1TIfwUcnn4qIj8G8D8Ei/r/VkT+NID/GMA/ad/+fwRpkL8NUiH/mz/v+bd3YFh7F9sWv66Y2I/sym3F1eqmNljaypTZVefcPN9lv+PKbD4ser2yoNfVznuyPEyC3MyHaiYrAFk9sNTBqaefhHf0sLnO0HWFBI/4rOgeBeUiH5g5uZX2tP2jonu04hy2jiR30lSGfhL4hQUunqpox/JKr7Q5Ve/gcmlYWwm++a+0Lbr9KZ6dqRRpeZT9RTf+/XM2nHRF3nWNxZFGFvblnoWiZpaSE4fm3VITgJzlkTZvHOWiJl3GMC7oY4KqYIoRs0SkJPCzByY0gVTt5MKVN+/1E98YMmECuvfabJHdapj3RCuIfAy2NRPkwWM9elIy+21mURcK7ey8CSAe0FDgfIFzStdCW8xKEGQFJDsAwbjoxnLaUbGqQkpixdx5Xm+gB5P1NzuEGzYKXwRfT/b0Fa+dauV0b+pNYDkC19XRp8g+p9KR+qpe2/CTro8AbL7Rv2VhH79JiKdks4xC4c5kCUC7DvIr0XBvdvjjWwZuM8awYspGgey2xChk3RSbjXlDy9wq9ppfkyJaj6a+rWwY280BtKUYHnOLYwxT3qISlzqvYuKW1AQuR7dEnSbu7qt9d1OPGpGgFvpaNK1DlrUq2bRh+Y1qXTv0aksiNCf8YGBaZ341W8J7W9S1zQLkMkGfngnddB2q7QGpkkabLAVyXtjlO9mKuQjKweJCza++5kCX2qB+y/F7Ycv8yW/50n/5d/leBfBP/7zn/B2HCLcwKTPaTKy7nibgfIbsbVJdByE1LPb5jFtHOD2d+WGPRpe08Gd4B9nvIH0PnasalcUdAE9WUXb/8WaYao5utCBeoE/PtqgM5izpgGnG7quEEgMpgAnGUCAve/hmRXyms2O+HxEOAQYXGyWR3V7aK/RIms16DijRI73xGN4Jek8lopgSU+y9VQFP6g1XNdaDGu3MX4H+sWD35Qq/MqmnmMLVT0x7dwtDmLtcECaP1HfcfSysdG42/3SDeMKsGL9OLY9Uig1p0yZ8gVeELsP7gjV7zHNAmiJwDujfesRndmLxSj+XeEkWkpFRokc8F6Rn10RHEHbG624Tw7jX/NxLkCafTwM73Vow8rAtIP1bQVrMSsB+wO0S7vYTvCtIySF72iP4iYuKOteMuZrvS2OIsNhU2KX0gjA5Bosb06VSMuvwNo2ceZReSGFd6XoJEGOHvTQ/SVsMOMDc5hlVsatWQ9zMSWgt9BoUgs3kK/c2i0BAvCT456VJ4ivmzsAPNiZN5FUbiOi2eYugfeayr9F8FrkIUmRh3uXhtKIbGO3nPNoCV1+XGo++BEvpCnwN86tgOLxieOcRLmaXa7tDKSBkdr4SKrXkIzFLkLojUSvGIjYQrYX+ZwqxgFClVAp0Hao2woVBITd5qs2h1moXKpWxMvyuliFR9TQxkA0Yg82dWE9kXjcLjjq8HQfCz7IVeEm0N9EYtt/b9+Trf/3tZfWjUKhWZkbbvgAUJuQMCE86gueq1zp3W9lSgsRInF0c2TShsgHs+RyHKy2ur/rU1NU3xmZOJljBFQFc5bvt+wBsP2cSZ50m7P7Ge/jljoyUlR2oW8qG25pU2F1WhHMHdewu8wCztQV0n9DtF0Jwc1390YIPoOHmpvPNKkCKonsuCLMgXcgWqf4x8Ux1bP/NlSHWleImNPqqIScuOKiZ4lR8liscC13/ns9Dv3aqWuXdE6rpmvYdlvvXfD9jAYIiJ4dpitDikKYAOXvERwd/tfflefHGS4I/b1tQtyQW94GFEmA2aR7Q3jPpn9LsDnhe6i5gE/gArY6j9JWJRNqj9gWfvT7hh8f3AIBpiXgcCtaja6IkFfLhnQlnqpuiW7cdBK0iFGUVqNng+knbfKS6PZbOmdEXMfr5tWC55/towRQGGVWrZNoJ2OsP/LoY51vPNpfoFeoLtFPILsE5RZk91LJLS2RqVfAAHPUW3jnIeWLB6kJjpyi487h86iGv/I2CVlB5/KIbXi4FiJW5Mq1wpsasgRT1s1j2G3GgWvgSXlMOcc2D362cYax7QJQdv5/FdpCk9IapwK0BbjcQkrnFsc3TvQ1I6/1fC753kDYcsdrTeOn2c1UZWkVN1Z63Di9tSF8XgBZkD6D6r8vRBiiGp+u6knZdzcVu2Xb1tbsPefoyrdDLxGZ3TRCLAdQY+FzXCSgO33V8FMUdwLbt8Y4XB8DVr5qF5QI9ndix7kagNxVHtfgEGKa9rLQCTokBskZBRKpTaHq/tym0Uag0F2L9K8xywE6NeVQgGjZfVbOR1EhRBaaF+G/uTZTkjH4YABkQrgnhcaYLogVar3sOQLMVdwkKEYUWB0kUMfVPDDmuEvoSAO0c5vuqKNwcECuNrg4g/QL0Txn9m4neGzMFE4iBGY/BQTTSmOj9iefj1XFbaIFWTNRRIQkAfnZwcwc/8fzT/c7e00Ghuww/VLWKoB9W9MOKZQxYYg/Ao3vkIqNekKODHjqGMz8ZNU22Ts8lID5vOwcWF3xAN63smNJzjlFCLXp2aWUYk0WBqHAPE4Zhxf0wYfAJUw5IxcHNrnWw9X1XczKgFicWBPLcWdgZup2B54QSHfnx5xVwwgD0wA63nwsZN8634tgoiobFi3K2UTt4OZFHX+1yq9cKAMJkfQH6AvH2PVmA1X1wjvIAzno6687PS+sKVXWLeTR1bQ3VqEdNTGq7lCBtV+FjTS4CG6VSUIOl/XXF8JXA30dcXwfkTuHX6n+jploljZWKZnP2HDZXy/VQrxWQXCAObvUI0bOjr4PK4Df2ST1SbuwVHQwOQd5wd2Bjp1QxUgxbEV7WRnuU1Tr/aj1gjKMPCnRlt9R6ZucEAM0KT+c239OUufPvu40jf1PPNAbg/kAyVPWov858nkB4pyIZ33Z8HMVdyJYQgLi6ebqo8+ym7aTKONJz3Qz1a9HW1QrwCmCeoTnD7UaUsUPZdeTfem/81gJkkJFTYZmU6AS5v/+gS0dxZMtYFyBdxwCPPpJds6ykTXWRFryHQJzXb8lHYVZ6gKcCdN4YF/a+63Z6nzAeZgzdimmJSHnjZkudBWVFtqGxXwGdgCSKFDYmCJx1WAsQz4BLHt37AMgIlB4ybwMYqWHBlg5T37PLvMnTYFvniDYkjqdCB0bVFjdYBSWVBYFVoB0HqcSzC7yoyfMzmUJnaQKctPdkZJhZk5sToYiVw+U6CARu8Gphxy7mV49CE7a048K3HAUrqsPm5kev+4y4WyFOoQp8c9rjm9Me8xpwfTNi91YwvNHGGPELF4hlLxxQG1MD4NfqgNGtxTpWDl7dUmgbDNAc6sbvpoWj2+ylagfUETtXw9xr0EoVjlW9wXJ0WA/bwgMBJBb4UMhYTFwBS0dXSA53bWdj84R06OA633BzDjzp6OhnRf9s7+3WR97mEWI2HmqRj9Wy+lb3wV0t4ZS4ZoTnGW7eYXmgi2a1TwawMWdMEMbBK7/uZxvmB3rsdHb9hXPaBqq1iBrZQq1Ito6+phuZSrQ1gpXCuBtQVemooiaAQsBm/WEF3mwDKpTTjmplEKjRwJo4+6vK+uChl6nNCuV4AF4xKBsifG23Xjj1fVUUo+94fc0LFzRj2jRI51uOj6K4M32mg7uSBonrZN01u0IOMiwFxZwZtUbedZEDi8QcQgwDIMu2E6g0KRNEtY68duAhsFOvQxLjvgL4HeHcerkAzkOwB3q0C1qeTogAwiPNt5b7DusxQB3ZBvxAPMoYti1/VRkGxcNnJ/ynP/0S+7Dgy+mIv3LpMD/35EM/C/y1iqS4paXBk23br3zdqwNy1KY0rNvayxc9f+5a0L+dt4t8MUVcF5Ff7ZF3sTFeNshn65LDldQ3ZyEhVbZNOiTxVz+Z42PI2I8LjsOMT8cTnCh+er7DV6tHipH0wcJFA/Don8grzPcRkHgTQMHC071fqdLMSkGYd80jpR2FCT39XY/5VbCQcMF6NCbTrkBiQVHi3gmAqiAlh/UaER4Dukegf6Taku+ViULr3pk2wAq3ki3iJ3v/zjQM9xFpdFiPAX6yFdwBNfqvHusOWF4p0rFwIKpgkY8FKAJ38pBJNvjCunaXrevNbAryPgM9fyZNAS5mxD5BY0YaPRbXIZ5cUwW7lQtLHm4YItXTJhOx8wvQv0/w18zELqOGcnjMRsVNJC2o42Lsnq+E+Crh4HwlFGHJZnCCzjn4uWMAeHTcoVQVbtnmJsXIBnUHx12T8eEXDllr+ExTdVa6svcG5dr9nNI2vAQIuRjMUZkvNZmteboA24KRyQhS0x/BO+iFOJn0XSvqLf2pogi1ltT0t8BgINmPjRMPgDvqqoq13U6DenJu3lVYE9yNeralOM1/KDp3dkTaBbgam7eu7MiX1SCTlUUYYKH2njmrTlqn3/xiAKpRzxOCubbp6bylnATSJ1uhr6vkmkwKbLsBYFsQvOdqnHhh1KzWSr1sgw6NCBdnuHveOp45Q+/Ik04jML8Cps8T9r9yxn/y06/wm4ev4KBI6uBDQe45RAWsgxYWiWpiVR31PkivKeTiuyTNBrZUvNQL0iFChsAYuSqUqIwAe53xXNC/Z0tYeeG5F8x3hBL8ajJzU06qdR5+KShRgKFgGFb8+sN7/H33fwuvwxmPecSUI77xe+iYKdFfCW3MTrAcAsMyFm3vsWK7NSkIGuCnBH9eNsaD/oy/hgjc84T4NCDvI9IYcP5BwOMRcK8W3N+d4Z1iXvm59zEhF8FJgHWsQiUxnxcHtZlGPJE1EqbMTndh3FulYCI4MkWERTyPAhzI8c7RaKmVPdOJRQBaYXdW3LuCOCSIU6xdwBoiIA7xmQHbUgRF0DQAaaeQXUYYCNDn7FjTikDrAJanjV1wHZQm2+3YjqfaGLtVOYi35K31wCCYFgqeOUSONW/BhDr50NNN9HlqAhsM/Wa9mzPgIwe3pwV+ciiB54YLdWjEggo/4ma31RSxljMrSbmQO8r51dkwtDZaZ8b8od63NSvAOcDuFe0i60W1GcmZLD01b6lgHfzR/KhqnjKsqKtuEMztjsU7wN+Ij4otDhUGrqy7aigWHJAM4qmIRa1pYilnxn9noXdb85lJPvmu46Mo7uqJT7s5wj1ZsanhGsAHHXcbpq4mGnCeDpKqwDS10GsJnCwrYJzQiosFetP87FFX/NtVP9oAt9of5AwZhobfycyoPwg7EQSPMkakHd0J/Ww2nllbLF/ujEf+UCCHhOgzvr4ekIpDUcGPnx+Q3/QY3wriE/21a9i1n8wutujm7BhogLWa6EWyoHtW9E+kka07whR4cAiT5/NNBWG07qEoanoUyg22f0PZc6vaIEshFWIyDF+cQ9mPFCTdF4x3E+6GGUEyTrnHXAK+nI/48nTEMkXI7Cxkm0Oy7qRtsaoD29LxdQMs8OGc4J/nrXhUuXhdmIDmCyKzg79M8E4QdwPmh09QgqAfFny2P+MQZ5zWHlOK2EV2PtEXfPnYI40e8yvBenDws6O9sUnlIQ4JIAxRFFLVjCsdB0scrdNksWbguUnnRzRbXuahAmVQ+LsFXZdQiiAn3qhDv2I3LLgMHZY4IJwD4kkQzfp3PQimTwvw2YzdboF3Bav9rA8F3hvzZ/HNzXNTLSt5+8odUOo8Zx2LmoKWbKh4SsZcck1NjWKOkjY8lWXdUohEmIPrnXXELFAfxNtVoY8IXFVlqiK88xh+6g3bppFd7g2OsKYDMHbXui3kUot2xdONqVItRrawe7RBZw3iUOcgyu2jzAuRgC4yQLtjNy5wjaZcxUOyJtoIqHlVGeGCOa5um/9VyKbZCPitEcl271Q2XmX8eNfUqm0eUq/tW0rmbYLczzk+iuJeMTg1T4jNPpNB1ppSC6xt2yERJoEv9JJgoHbgdmZZORy9gEPWGODujhRB3Zr11J1AFTUsa1O6VnaNlsKfi4FY2dCzICZmrdYuUteF8Ol+gBsDsuGsThykkIqVOwsf3inKPiN2CTFkrNnjJ+c7nKYez48jwonByvFSE5ws7MOETKKK+LSgdBTtlOhah+VnQgqSC0rvEQcOcSGAvxpeqRt2LEthZ1akJRr5u47Of9mod1dujyUV3uDlw24ZJjjB3Ypfe/WIH4zPSOrw/378AR7nAee5w+XSQ6+eu5qTIFw2G9dwzh/w99f72PBkgAwaMcOmW08PqfLylElxXVagZ9eo0ZLuFUivE3708IRf2z3CicKJ4tPhjNfdGUUdgiv4arhD7oMNHWkbUecjfgF8EHiPRsnzkxWtTEMrwPjxcfObySoNCmluiB5t8LzbzXgYJxQVPE89UnboQoaIwjmbMwS0zzUNxrC6SzjsZ4zdCieKPiYMx4S7fkKQgue1x5fhiPPVI+2F/u9XtsLqo3XqG28dQBu+csDLwuvWYgtmbp+51mg6x5126YN9RvZaQ08iRJXJA1uxMitb9QK4Ld6OJmBGqV0ywrO23WG14db9iLKzPOQpNRUqy8eGjctu/KBzbrXCfGfkerPzqFCH7WLpB7Nsj3eRC0H+0NagmXsZri/Vf93fLCrVjTLU86tbvakLwO18oAqvbnZFlYZZYaQqeELbdfwuGRU3x0dR3NVRHOJSgD8O8OcrO2LLIayhGOqZX4qUm/BIhuGDKbUMA29woxa1E5HSBsWUsnXjtfuvAoQQ2m5AboRNTZFmWyKNgUWkdnB9Dz3uUMZgw6B689TCS9uBNArSoSAcV9wfJrwarvCu4JoinCiHfYbH/04TMpgi1EFHjzQQv6Sik259aefgZ0+/lWtG/3befr7Kq5tIjDcefeUD8hAwv2KCznqEFRXbki8Cv1RbYzs3xhbgawJ0dYgu49P+BI8CZ1OzQ7fgOsx4E/eYpz0v2JuBJTF2gYCDuho8DoOiSpVxJ4NBjEstpWyUzpVZc9J30N2Acjci7SOWo8DtEooKrjmi9wmvugsOfkZwBXMJGPyK0CW4NCBMG2uD4eCckQBm6GVCmlbY59R42PW9VG57FTCV+nkmFvc8AP1hxhfHZ/yRwzv0LuGaI55Tj6dlwOM8wLkCxIK0U6x77gIrW0ZigRNF5zMO3YxDnDH4hNGviC7jlDpMKeBSDvBXftapN7irmp0lR5HSDVefZmlAOkSo6wwWqdRPG6QHuwZqnTKjq3BJNlgG6ZWp264Nw7Z1oCS/2NykKnLLTQBKpRq6tcBNGf4aSdtcE2SpFJr0Ab4tpXYBrokM2a37bQda7+N52UJ4ht7YMVvBvO2KNWVIlfoDXCgSGzW16D4xDjxSJkxUd5TeQ+M2w2OSmdsg3Fs4xxa5Nic0xW/7esP18zZErY3udxwfR3H3wPRKkDsPST2G64GF2NKQGiSiyht333OAd17acKGGbOi8UI3qPUNxw/YWNReIpO0XCwsFcXhbJWsXX3Qz9al8+POVF9D9AaWPtB+9TMA8A8cD0us9lru4dcXmuChZUZI5AO5AmwFRjHHFD3ZPOIQFT+uA6xrtfNBlkCESwtnXyrQhUeWw7M5jOZgM3pgT1X+FTn0e3TOVqOFCPwSmQFmxUg6ovIlSaooRjLUgmdzw3ANuFrI56mmr8MjNENqtCvfs8dPnIx66K/aBkMfgE5I6rNnDuQLtSsPc0yQtgaeog1fjjns0aCiNguV1Bz8F+Gti4Y+147FYPFXaO98deNN1FItUyl5ZPM5Lh7duh8EnOCk4hx77wIVvyQFaaL7GAJOKUTP/M42Ai4J4FfhLos+734oRrR3choePsnnJOBsY2i4I4N8pecw54M28Q3AF+7DgV8dHfN6f8NN45OuaI9RHrEeKh0oEpk8Lhv2CXb9gjCs+H59xF2bsw4zBrViLxzVHFBXgsGJ5xflB8WK7QXwQuAF1bXCdvZCNs3PNPbrZGSRtcFq9tlv8IoA8+sau8VNGOK+QJaEMAbrvLEGIu0zaM8tmoGeLIB0xeZ257OB7D+0cArApUk2joXUnXxkxjeVmcJDBPHyj9cIlI4+DS79BKXmD+VhY0dgwlYbYkpecQSN1cbFBaLUAF1OzKmDbNW15E2rqeVR6d+XIV3im4uq5ADltoqkYSB4BGnW7Dl2/6/goivvGpxbk0SPdD/BeGrYHGyzAe5Shw/LQQ70gdJ5yo4phWS4q4/o8pO9boHa1EG6S4BqhJYZlGQe8rbqdMyVoMSfJmT93f0S+G5DHADcFhDUB7g7rpwdMn3aY77z5f8BYFYp4Afon2bxXOsU4LrjrJ0QpyNYGjXFF7BOWvmuKyHXk+QkmLFIR+o2YB0w6kB+9Ucs4THWLYDkC812AlNDUgW1HkNiZxrNr0AFgjJxZW04kMw0tg1RIZdsZ9qrRN/Vc7gQaFUsKeL+MSOqsu0woOWLOHutiVgG2AJG7XX1pCFtJ0Q1+iLTpnR5ofObnrknWq8mUXxTxqWtydxU+X9qxgOQocE8B51cdHoYrnBQEVzDlgKd1wJwCvrnskJ4jhlVa2LQz6uBtDiwAaOewjgHrncf5B4wCrB44uQfyzsJSoqlPHYBsz7sYxfVQsBtW9D4huIIg/AMAwWXcxwnP3YB3YYdlXzAX1xgz5S7hfn/FZ7szdmFB7zKCy4iS0UtC7xNexzO+2D/h/W6HxXe0jLCZDHcUzt6n8cptyJ9H+SDVqdkH23VFiM4gVEeoj4IyQoh1IOpXD7fGRnetuxmgDpTRqLN1N8K8gLqrQNNthGtAuHaIlwJ/LYTvVOGnpUEVuB2ozivgbWedpBVCNQKEhmojIh/kCQBgF99HXl7m115rBkOqzUOmWgpX0zCjVbagn2QB2bVom+mYZHLaS9XH1Ndfa9KayO6rswpromRVaGVOxAANEZhTm/t82/FxFHfww+xOBeGcDX/3wGArZ6M3BWLMFoCss2NnXD1kUuYgtLqn3WLDaitdMU5rvSjq1274sk1RZqII8TaZrpPrRq8E4BzSpwecfn3E9Gqj3qUd5fhuofVu+QnxXw2A26/4/HjCZ8MJvU9Yi0dRQXAFqgJ3dS1soRaZEtnholQethlULQCK8eVveOD069hMoTYGin19z6/P9xTJxDN95tdRsNwJ5wJmYVxDoFlwPcJ1sExYg4S8Q5gV4dlhXU3pKorRr3BQ4sChhw8Fq+Kmk9pom+JgVyN90nNvwcnesFzcFMiMLT5vESyHjp7j9hHmjkKYKvt3k2CeA1QFu7DidXcGAJxTj0c34Lx2kDEDErnL6oAl8vfcwivrTpBjj3UnNthkoWaohMEf+wLtCam4yAFnKQ55ccirI+3JdkHJPrDes7gsJfB8uYxjN+FuP+Hrb0by6+v7WxyerwOGkNC5hNEv+DSesHMLMgSX3GMukbOEkDH1BXkn0FmAmUU7iUB6oIaCMGUKLaWq+uTUzv1WKOcSGse+NQxi4jGb+6gXSJRt1uAqr5+fSRrAzAIBSseYSHVq1NjafIhZaAi6R2YBD28z4vnmXrWGr+Haa+L9rwaX1G6+lIaV12GnrDZXC7QgQPWdMtxc62wP2JpAS1Zqi0mFcaoqtu70rWhX4kZju7QkpRufrM46/mUFrhPJI9Xbqu4CKjPvxn+/5Sh8x/FxFHe7ONIg8MMmEfZnsxS9PzIoVhhaQDMo4w57AdYNHmjMGuOZ6uXKx2xV/cBbJuc2jGl0qpt/1/QmzYXFvaOfPHFhoA473FpI1comOjJvEA2ArGZ+dVKsI7Hmsnhc1ohrjghScM0Rb+cd3l9HaL35G0efnVKVu1fXPPrD1K0kmo+JWkErHVp4CPE+mFMl337tyihr5x0Yr9Xh0WiWtn7VG79moqbRQV5ToerMUKo6XUKBOQdMKSIVh0vq8DQPeJp6LHPgwjUJ/FRj+bR1kMQZrQgEoIp5qv2wtIXNOvYL1aF5ENoVGObdWBZyc42pYM4Bp7VHdBl7v7CorltznjvFeuSwN5zpfZMt1UoKu04u4Cz6paNXPLwS4p0E/uKQHZ+zZEHRYIIYez1iOwwFsp2fogInXARfdxfchQlLCeh8huwy1lvFqQClCJbscVp7vPV73IUJvVsxl4gvlzt8NR3wdtrheu3gZgdZKWrzE8xpVG3nRkxd1K4rv10fzebBdgzN5ybBvn8r/lxseRaL31wgb3eKDEvhSegfYR779edtFXBoWaqEsfgB5tE21mca6iHrxlcvhRe3sU6wH3nvV3fInJsdgo5d220iCamRDlDXA3c7wjhZ4eYVtPG8MQYzIVMTPQGsJ8A2RK25zACFRwObhTagVeVrDbQ4qElLja4ZI8WBwW9MoMq/L7YA1AXmRpn/bcdHUdwpbxdzi+MgxZmXdhVByESvGdn9DI0x6/YhO9KdGpxSV+qKT1WjIMPxFeBJckJuPbCtkNYdqCoZNOPQzIXYgTiURD9zua4I54ywq9tPXqzVGTI+swiVYC1PEjxeRnQ+Y+k9nCgFNdkhrR7OBkQV56w3znIfjEpX+e4AJjWhyfbyuRjUG9dqd5FGibs9724lPANUtgdMZWvfJMSNydoQrKtg3dMnpVnypk3q75ziVX/Bb+zewoniJ9M9vj4fcHq/g86Os9wKL0VgMVwcQJPiZ+PvVwdLdnR8n3Da3kcNnIhPQLgUpJ3DcnAmyhEg2AILICcHEcUuLDiGCU4Ui2EFArQKr7L9uwSY1S0XvOk13TIr5EYGksCZ0ZokwAVA1DVvmlok1YNWAQ6AKNbVw7uCz4YT9n5BgSDYh/jNcsCPzw/46v0BerFrNiqQOHjuY8IX+yd80p8RpeApDRwWO0IyneMA+adyh1J3fpUklpkG5RJpj+FajLZZFb32Oa5okFxdtOtukl/faLOc9Ugr6NWJsw5o6zXoJ8BCLS2kxBKWzMpBshFE7PoNFzShU7ja++gcXGRWQ6McAlv33IaSxlwxCEW9R+np3y7GziHsxgapRAeNzuYGLOofpLwFkFkGGOvHNwgG4O610RRvh6bAJrK0pDdCQmb8Z/OBD4ardWeSzM76Zu6nwZOOGRwpyT/Gtx4fRXGvW8FaxMjgMAxtmjcRAoDw/oresWP353WbZAOo0/k6vJCu40Q5mcOkMWMAmFDJVKrOkR8PcLhaRQ4pcVhqnbzOM+RZEHYd3BrhLivkdIH0HcJ5QDc6S7Qx2GAC4pNifEd1aO4HK2AC50qj5XUuow8mvkqu+XtUi1h25QI/F5TgzdmQN9W6r/YDdtMldomr0fbIdtE2AKshDE31aBh7PBda7n4aMX1KjrQanupnPie95dEk8dWgzK2K1fbnqsJu3fLm3s47PJ0H6NXDTQ7hTK96b17h1ZyqFqBaJBqmPpNfXTNmaTBlkvyZghx/JVaZxr7F6eWqKrQFo6we7y8jnEkhX3cXBMnYhQXBFYhBJX6ycInMBSgsBeGqmAL5+eHyOxfJekjhTk2SIO9uWDKGX2sQXoKLx6qC/Nph7xfchStW9ehdQpSMog7XNSItAW5xdH6sK+AieHzc4ZvxgMEn3MUJawk4lx4P8WJdPK+lNAeEVTY2Cdi5V/vkcMncERbOTIqnYyWvLRuy2wIuGcg9fW+cWQZAzB4gimkCFGHeFogcSMOs3XhdMFzmDq0qresiyHg/NGw/TPw9Ncqve14RHmfI6bopretu3MRCDLCOW3hGjcGLEaJ7lDEyytEBmDO79JTpmlwptqcrSRnNEqBAVxZn6TrgWlgbAKNzVmWs27jp1xvWDbAJJnOGO23WCLKwaW0MnngT8l3FTEW3NDoREjuMuv1dh+jPae3/IA4ReQbwW9/36/iIj08BfPN9v4iP+Hg5P99+vJyb7z7+sJ+f31DVz363L3wcnTvwW6r6D3zfL+JjPUTk//Zyfr79eDk/3368nJvvPn6Rz4/7+d/ycrwcL8fL8XL8YTteivvL8XK8HC/HL+DxsRT3P/99v4CP/Hg5P999vJyfbz9ezs13H7+w5+ejGKi+HC/Hy/FyvBx/d4+PpXN/OV6Ol+PleDn+Lh7fe3EXkT8uIr8lIr8tIn/2+34938chIv+iiHwlIn/l5rHXIvJvishfs79f2eMiIv8zO19/WUT+89/fK//9P0Tk10Xk3xaR/0hE/l8i8s/Y47/050dEBhH5d0Xk/2Hn5n9kj/89IvLv2Dn410Sks8d7+/9v29d/9L2+gT+gQ0S8iPwHIvIX7f+/FOfney3uIuIB/C8A/KMA/iiAPykif/T7fE3f0/EvAfjjP/PYnwXwl1T1NwH8Jfs/wHP1m/bnzwD4F/6AXuP3dSQA/x1V/aMA/hiAf9qukZfzA8wA/hFV/c8C+PsB/HER+WMA/scA/jlV/U8AeAfgT9v3/2kA7+zxf86+75fh+GcA/NWb//9ynB9V/d7+APiHAPwbN///cwD+3Pf5mr7Hc/EjAH/l5v+/BeAL+/cXoBYAAP6XAP7k7/Z9vwx/APzrAP4rL+fnd5yXHYB/H8A/CIpygj3e7jEA/waAf8j+Hez75Pt+7b/P5+WH4OL/jwD4i6DU95fi/HzfsMyvAfibN///sT32cgA/UNWf2L9/CuAH9u9f2nNm2+T/HIB/By/nB0CDHP5DAF8B+DcB/HUA71W1+nLcvv92buzrjwA++QN9wX/wx/8UwH8XmxfpJ/glOT/fd3F/OX4Ph7KV+KWmNYnIAcD/HsB/W1Wfbr/2y3x+VDWr6t8Pdqj/BQD/qe/3FX08h4j8YwC+UtX/+/f9Wr6P4/su7n8LwK/f/P+H9tjLAXwpIl8AgP39lT3+S3fORCSChf1/o6r/B3v45fzcHKr6HsC/DcIMDyJSrUVu3387N/b1ewBv/mBf6R/o8V8E8F8Vkb8B4F8FoZl/Hr8k5+f7Lu7/HoDftOl1B+C/BuAvfM+v6WM5/gKAP2X//lMg1lwf/68bK+SPAXi8gSd+4Q4REQD/KwB/VVX/Jzdf+qU/PyLymYg82L9HcBbxV8Ei/0/Yt/3suann7J8A8G/ZrucX8lDVP6eqP1TVH4G15d9S1X8Kvyzn5/sG/QH8CQD/HxAr/O9/36/nezoH/wqAnwBYQQzwT4NY318C8NcA/J8AvLbvFZBh9NcB/D8B/APf9+v/fT43/yUQcvnLAP5D+/MnXs6PAsDfB+A/sHPzVwD8D+zxvxfAvwvgtwH87wD09vhg//9t+/rf+32/hz/Ac/UPA/iLv0zn50Wh+nK8HC/Hy/ELeHzfsMzL8XK8HC/Hy/H7cLwU95fj5Xg5Xo5fwOOluL8cL8fL8XL8Ah4vxf3leDlejpfjF/B4Ke4vx8vxcrwcv4DHS3F/OV6Ol+Pl+AU8Xor7y/FyvBwvxy/g8VLcX46X4+V4OX4Bj/8fiwIXnv4tzoYAAAAASUVORK5CYII=\n", "text/plain": [ "
" ] }, "metadata": { "needs_background": "light" }, "output_type": "display_data" }, { "name": "stdout", "output_type": "stream", "text": [ "Sig length : 46720\n", "hop_length : 200\n", "SigLen/HopLen: 233.6\n", "Floor + 1 : 234\n", "Shape: 128x234\n" ] }, { "data": { "image/png": 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\n", "text/plain": [ "
" ] }, "metadata": { "needs_background": "light" }, "output_type": "display_data" }, { "name": "stdout", "output_type": "stream", "text": [ "Sig length : 46720\n", "hop_length : 300\n", "SigLen/HopLen: 155.73333333333332\n", "Floor + 1 : 156\n", "Shape: 128x156\n" ] }, { "data": { "image/png": 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\n", "text/plain": [ "
" ] }, "metadata": { "needs_background": "light" }, "output_type": "display_data" }, { "name": "stdout", "output_type": "stream", "text": [ "Sig length : 46720\n", "hop_length : 400\n", "SigLen/HopLen: 116.8\n", "Floor + 1 : 117\n", "Shape: 128x117\n" ] }, { "data": { "image/png": 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\n", 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" ] }, "metadata": { "needs_background": "light" }, "output_type": "display_data" } ], "source": [ "for hop_length in range(100, 500, 100):\n", " print(\"Sig length :\", len(y))\n", " print(\"hop_length :\", hop_length)\n", " print(\"SigLen/HopLen:\", len(y)/hop_length)\n", " print(\"Floor + 1 :\", int(len(y)/hop_length)+1)\n", " stft_and_display(y, n_fft=850, hop_length=hop_length, mel_scale=True, to_db_scale=True, show_shape=True)" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "I don't have fancy LaTeX for this but the python version is \n", "\n", "`spectrogram_width = math.floor(len(signal)/hop)+1`\n", "\n", "also keeping in mind that\n", "\n", "`len(signal) = duration*sample_rate #duration in seconds`\n", "\n", "With this, you can take any length signal (fastai audio has built in features to remove silence, segment, and pad signals to a fixed length) and \n" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "### Full explanation of STFT, hop_length, and n_fft: \n", "\n", "Special thanks to [Tom B from the forums](https://forums.fast.ai/u/TomB) for pointing out numerous errors in my original. You can read his post [here](https://forums.fast.ai/t/deep-learning-with-audio-thread/38123/265)\n", "\n", "Feel free to skip this, especially if audio is new to you.\n", "\n", "Remember how we wanted to split a signal into chunks, and then compute the fourier transform of each chunk to see how the frequencies were changing over time? The STFT is taking your signal and splitting it into overlapping chunks based on `hop_length` and `n_fft`. The most common analogy for this is a sliding window. Imagine a window that is n samples wide. At the start, the window covers samples 0-n and computes a fourier transform on them. Next it slides h pixels over, and repeats the FT on samples h to n+h. It again slides over h and repeats on samples 2*h through n+2*h and so on until we reach the end of the signal. n is `n_fft`, and represents the the width of our window and the width of each chunk (in number of samples), and h is `hop_length`, and how how many samples we shift to the right each time. If you set hop_length to 100 and n_fft to 1024, the STFT will divide your 52,480 sample long signal into 525 (ceil(52480/100)) chunks that are 1024 samples wide, compute the FFT (fast fourier transform, just an algorithm for computing the FT of a discrete signal) of each one of those chunks. \n", "\n", "There is also another different type of window, one that is windowed across the n_fft samples when computing an fft, that I don't fully understand and may add in the future when I do. By default it is set to n_fft so things will behave as described above, but if you want to understand more, please click the link above and check out the [notebook](https://nbviewer.jupyter.org/gist/thomasbrandon/f0d11593b07dc5ccb2237aec6b4355a5) @TomB created to demonstrate the difference.\n", "\n", "The output of each FFT will be a 1D tensor with (n_fft/2)+1 = 513 values, each value is the magnitude of the energy for a particular range of frequencies, at that chunk of time. For example, if our min and max frequencies (something we havent covered yet) are set to 0hz and 8000hz, for simplicity let's imagine our n_fft is 100, every FFT will chop that frequency range into 100 baskets, 0-80hz, 80-160hz, 160-240hz...7920hz-8000hz, and will then perform an fft on each chunk of 100 samples, and will return a 1D tensor where the first value is the magnitude of the energy in the 0-80hz range for the first 100 samples, the second value is the energy in the 80-160hz range for the first 100 samples and so on. That tensor is then rotated and becomes the first column of our STFT image. If you are not using the mel_scale, you will have n_fft as the height of your images, but if you are using the mel-scale, the height of your image will be determined by the number of mel filters you use, the parameter `n_mels`, something that is much simpler than it sounds, and that we will discuss next.\n", "\n", "There is also a great video by 3blue1brown on youtube:" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "### n_mels" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "Each melspectrogram in the last section was 128 pixels tall. That's because, by default, we set n_mels to 128. Let's try with `n_mels` what we did for n_fft and hop_length to see what effect it has. \n", "\n", "A random tip is that n_fft will be fastest when it is a power of 2 and slowest when it's prime, so convention is to just use powers of 2. Let's set that to 2^10 = 1024. What should our hop be? Let's do 2^8 = 256 for now until we figure out what impact n_mels has. " ] }, { "cell_type": "code", "execution_count": 57, "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "n_mels = 50\n", "Shape: 50x183\n" ] }, { "data": { "image/png": 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qC969nvGvvv4l/vXDH+K/MH6JiQoKE74uR1R2OA8jvosHRF8QqGIKCQ6MpzQhFY8Pu50uQiAXj1Id/sYn7/DXj9/iv3T8I/wkPODOzd37fJHifuIRc414X45Y2ePez3DqXX1XjvjD+VM1KgHXMiCzw1ICKgiDy5hLxFfne5zXiNNlwn5acRhXxPvTJnQWj2gKGT87POCz4YTf3X2LiRI8VfzB8hm+W4/448sbXHPE8zJiSQHPpx3uDjN+4/iEf+3+F/gv7/8Ab/0JB+qz3jxrB8ZAFVGdna3Z8EQozEi4PcpmKKqeqzChgjCzx5nFI3zlr3gbzwhUcdXNsIKwFo/MHsFVpOqQim8QR6kOpTgwA84xfnZ8xE+mJ/ydwx+LkQPwXHZ4rpNcnx0SexR2uJQBjhiTE6DVDFpij8QeuXqMIaMMhOsiSQWDOWIoeD1e8fnwjFf+gr1bWjRhfw5xxegzDnHFWuVedyFhDBm/Nb3HF/ERn4UnDLpBRio40KoRgkSGFqXMdcBD2QMA9rxg0mgosf+VTbQZbzXciT1WDjiVCXONWHRBW1T12l9Q4BApY3QJHhVHL9eAwOGIJBv2a3/RaxAudcRj2eMf00+R+TXOU8LqGDGWBvWUxYPm0CGSUCR6JFn+NUYxeplA6nWTExy6EjdI0rBzV4D4rNCcru0y9t+bF92gTN9tTotQ1bsenyuoMNLBoUSSZPsqP69BnETK3JAEpxAviOEKIY+CBDTPe2X4FcCfQfP+zz2JuT3YEdLeCXtEB6lGwZvsqJ5AjlCjel6ptrDELwwqte2S4VrhUoVbCihXuDmZK4U6BSACee9RBlJ8TDxvuReIR0/92lQZLutGUBluLhIpHALSnUfaObBn1EpI6u19le/gqeLbfI+v8iv8k/NP8fV8h6d1VKPQ8T1HjMKEeY7AC/xxrR6OGOc64qEccK4y2xMHeKotzI0kYfvkEn7DfYBHxVs3N0N4rg7/2vgnOPPQwtyinmplh6e6w4d8wH+E38Q8RVz3VxzCimNc8LPdA96GM/auh9yRCj4JJ0TKONCKMw841xFvgni3jiqWGvA47XBKI36pEcdcAr5Z7/DP/E/UcHh8SAcsNajX5vCYdsjVtRC7VIeqhuMQVgDAcxrbhmIRSK4OqTgsKSqjQbDTYRAjK1h6RDpH0OJBLSFENwlqg8csKeqyJlCPjLRjfPhkj7uw4E/Xt5hrxC+XV/iw7vHt9dhw5PMyIBXfcH0iMcrTkGRDqITn0w55CcA5gJIwlVCBWoHz64pXP3/E0zrhF8tr/H79FGsN+IOnT3BJEbnIJnM5jz08V5rgq9cXvD1c8F06oILwB8tneMoT/unT53IPPmGtAesGOC/sGhad9P7NQNZKOpZiN2oRfuNxv+A4rvjrr94JzFE9vr7e4eE64TAk7ELCJ9MZO5/wxfgkMFaSDaIy4RJnHP2CvVvhqeLL9ZVsBLWbn0AFo8vwxLiLC5YpYAkF11XesSxQTbAWEuiuSrRYR81PKApUdhU89AgUTI3FQlk94xWN+QUAXDVhTgqtZIY7ye+DetGZqLPV1KgLvs2ITxl+qXApoA6EVSO7PGo+rfR8XTxXsUMMzcm4xjgLc0W8VHi1bX/JDLjgR7LziJFkosbtpcrg4IDKkkRgBtb+fZeqJBazExx7VQO+FtCa4Z6v4OCBIYKCA3nBcwVnl4XrCjfvekuZo7q5Bw1r/HkBew8ODvnghY1B0MXrmxdc4PBHy6f4Jt3hy+s9npYJl2XAmgJKlsQmM3WMdQ4tVIJmqlP1MtnrAI+9wgIdq4xUcHALJkq481dELoJxUsFrVzGRw9GNqL7iUhfMfMXlxbsvIPwy3+Er9wq/Fz/HIaxYQsAhrLgPV/yt6Sv8PH6Hz/1JQl8wPDEiGEk93FIIZ4xtE/kknjWErhhcxtMo3ulSAt6vB3zpX+Eh73EtEV9e7jHniKV4rNnjdJlQskdNDpzcLR920tl+9Y290ueBLMQwawJKF8J8MDoowy2E/UkSun4Rb4dYHARAcM8agLyX+ehWVgPOuH7qsN4TriniWiLepSOe8oTff/4UD9cdHk8TWJOA5RRA2cn8AjrjI1S550pwF4ewiOF2qWOgLgHX4pF+w+OaIx7SDg/rHs/riD/55g3q1cJVwF038YliAJdpwH5c8ZQFDvl2PeKb6x1+78vPNfFb2/gaRZRcnxQ1OdBTVOPRk9v2CZ9k3Ty83eHhmFtyMleHd08HLKcRp8OKcUxYq0QJFYRUPR7WXY8+DbOnCseMpzzhnEc8rLt2L8e44O1wQWHCoJFGcBXXNTYbRpbwY833KAMkV2GdUCEhAERG46Oz2EAq1IwkqnrOSWBY83qNoWXslHhheDW07ORn7AiFOgHDbIefC/ycAU1cVk9CwphINoPc4V0/1wbbsBebRCzni6eC+JTg1gzKf8kMuCvA+FThl6oTWMCdBlcYPk5AuAqUQqkqc4NRB48yugb4l8mjDg4+ELCLwCudEA4t1haIpbbBNqimDJ3TbPQkKO5dIwHwKKMXxocu+niWTHFaAv708hrBSai81IDfP32K0zriw2WH0/ME/jDAKfvEvxyDczdGZcdIR8Yfxk9wWgdMQYg9X364R1oD6inCeMUcGBgq3FDgQ8HPPnnEZ7sT/s79n+LOz+oNRzyWnWLN/c/MAakGfLXe4/166Emx64BXxxlfHJ9xH2ZMLuHC4v0/lQkzD3gsO7xLd/iTyxt8Ox/xcN1hTgGlOIQghtbw5PUaBWuvhD/dvcH/e/cbQsnLHvmsiVlbXFVXo2fQ1cFfXWMHsNNRs/m7Qc7s52VgYFTMMTDqsXT8cnYAuYZ7+lm8rnHR/MdzRh0drm9D+04ZgTRY5Ad893wAAzjlEdcc8fWzeN4xFgSf4F0F3csNRi+MiiUFrClguUShBNY+z/wiXp95cWUnzJ7L84hvbT5Uh8KEEAsyA/UcQUkonW6VyCEdGGUPpGvEQ9jhw0HmvWDzktisTCjZS0QwJYxjRvQFQ+jJylId5tdBPXB5h1t7wRCY5/P9jLtxwe/evUNlh8wOPzk84ZTGhtO/GS84hBW/uXsPALhMQ4PwAOBaZDO0Y+eTRN/KUsnV4Zv5iOd1wlICRp8x+ozdkDBTQE4BvDrER9chEI2aAsQzdokU9kTjU7MSAYaLcr43TDX2QDp0j5wKEC5qbHNnyNUoIcn4IPm4GnTTT1U/w3C5AkRw1wwUD3f0qIFaQrR6xjBXuIXBgZAHJ8/vgbxzCukwXHFwOYAHd4sX/sDxoxpwqtyMN1VWLIklnBzcTSGGy7WxLlBlgNg7uKx0ImOIEAEKt3Doq9ytFa5YUQUaKZ82BrnxO13PAlumWbxw/YCdM7N4W8nhOY14v+4RFUI4rSPmLMnFmjz84tTz20A0OnmGZzTDlFgKldIl4HHY4eQraiUs3+3grg7To2t0IqPy1SGiBsafVoenuxGHsGLnBS0+5QHvlwMGlzH4goNfEVzBtUSsNeDb6xFzDng477AsEeUU8UTAEDK+Xu+x11C3ssO7fMSlDPhyfoV38wFfP9/hfBmR5gAkTXYOyoPXhCwtRn8k5Ew4qxHjSqDVdWwR6MY7VnBwPTxFH59WXGWvwrL+tFmkUc4TDjIGzISCgJIIfiTUAlQtaALLnOvVfJJAt+iwTP3WUvK4LAP2MWHJctPBVYRYMQYxiLuQlNtcJP+RBzwvI95nh0wAV6OY2fU0qe6VjuYBTrL5pSIwmt/AQescICdCK8ApA6FUgDNhXSLmErHUVVkfFXHIQmktttlU3E0LxiBG0TBxyXMopdGokxtYzxEjUMWrUWC2z4aT4vkOB78ijecGg9kcjFRQ2CFSQSLfYS8OLcq0uWpHrg6ZPdYikcicg0Birm82NdNNoVyjDVsRDaRoqXqAktZgZDHeTusajGa45Y7XKPCbQSnGaOlMRo3I1UMGxCl0qzqiVfJvTAT4DT6+3QiVP2FOa9mJca8e7f9UBcZhZ5Cy4PdbiPf7jh/VgNskNAOJwamhLeKZeJIwBECZghaIMFypcJcV7rIK5DIF1OiR76IMwOja+etAyJODy26zUSj8Ujqune4iyuSQd734J5wL/FJQJi+DXuUFp6MXo88a/p4Cvn66Q6kOb6czJp/xt19/jVw9HtOEP51e49t4h3X1wq2evdCVLgS36GK0RO0VGDOhxogrE/w+AyThoMskVZa2kVmYp5HCc5zwYfX4TxR7va5RsNJvx4b5lkMFD1U53oThgxjKdC8FIGElpMXhl08jvv1wh2H869gNCUSMyzJgniP46wl+ES/QE+Bt83SMspeZGk4Sbch7FG92jQwXEl7dXXA3rrgfZ0w+4S4s4ilSRa6SbJ1LwFrDDdYNAJNP+ln9A27fFYYDY3S5sVSuZcDX8x2+u+7x4bTHfB4wXwPc1Wnxj9MqyaBJ9b7SWEN9VwQ6KHPANUS8+eSCw2HF3SczRpex9ytGysrgECNTIGyK9/mA5zzhq+MdHtcdnpcRD887pGsEYYCfO5e5DFJARLFiP634yeEJn4xnHP2Ch7THuQz4Z+8/xXUZcN1NoLMHv/Oog1YgXzxyJZzT0GiOb4cLfrp7hCdGoIKdT9i7FXsvDKCXSUpj+QCd6WOfsX9HKu2dzBxxKlMz/D8ZnxquvtSA//T5p7jkAQ/LTgwjMaIrAofkiFKFOqjLVbzvDUZ/XSPW1WOZAoIvOF9HrHNE+OWIcCHEZ8mF+VmwaSnaU7LBKJS8Omj19jUoVEIYngB/ZVSlJW+ZJBwI6YhGCQyVAauTIEsuEvLeqefNrRCrqtNYPQmLbq1gTy3S3/K4qTJc4eZY+yQQTVioXVugFYLtAJLv+2Ej/qN74OGakSevCUSoV0Udk3YdBzVu+K8Q2YssYMp8E1lTkVGlaCfY/NJJmAgnA+IKgxPDReWUrhV+znBL1oXt9Pvm8m2qGCHUr9FnvBmuOIQFnw/PmGtEcAWnNOJ5PyIFwcCrQjYgBzeIgbBS6zYGWigShwzvKy73DnkQ49ajh47lEQM8VjhfkTXJk5JHXTzirJ8pspNXK78uQHyWyV0mG29NphRCOkekOWCdAkCMvATwNWA4EZzh01YdaffNgHFdrSCijlod6cWTvJ8WvBkv+GS8YOfXGw9sqQGhRIwuoyqjxA6vHuBLCmHUnwmbgW+w2YVqo1xKNSS0MEqetQa6wYFtnmw9/EqMjV3D4MQQ3iuJPlUp0kobwyPJ2YCHJHj/JQ9YckDKvlsGoIX+nOUfHAjwjCEU7NWLHZ14yokdhlCw5io8fdfPQVC8vZIYRTWi5sE7MwAsCeSThRZ6mNEtelKPeotV4+Wi68/5lHc4lwFLkfxJdAUOLM+/7nDNEed1kMIgV1E9oXBFKuKBm+G2d+cV8tkeViiUswdn12EP42hvWSU6hUXmQJ0fIlQntSC0kaUAzEDqe99E3u18mwJDqgwTwakeAsllbl4ye0MDzPoro40356udtAGoIbclQGa39J9bD94itl/jhP+4Bvy6Yvi9r+F+9gnqGJAPATU6MJFg255Ae6mui5cshjorTh496iB/XBbKjr9mEDP80yx147WCDxPCmwk1Ot0V0c/vgPVVEAz0lOFSRTxD6IOlIrw7gZYVdHcATwHLJxPYEcJclVfOADnwruCvvXrEv/r6l/g37/4xXvsLDpTxbTngH82/iZ1PGHzBw7zDeY2o95viFCZcLyPK6oFzgLsKNlfeZLz+5IS/88Uv8Pko3HJAFowdRg18SDtc8oBvLneNYZC0+o5ClYSOU0PFaNoZouuBVhVWDhV4lXSiEOh9RLgS0l0AHOCurnnyec/IbxPcWBCGgjQH8OqBJJStMgChSGKpTEA+VMRXC377k/f46e4Jr6NSxuBwLcL7fU4TMjusRZ7R8FAAt9V8yprILDCDdxWDK/BOjE6uQnNLxeOSYvd4LwG0EPxKEv2kvuBlUkExTvmT95IMcxAj42LBMGQcwoJABacy4pfXV/jl6ZXQEYvDmkMrvedCqMsm45FdK7qiSvAXQpiB6Z1iqwG4/NSh/izjMKx4O1xQmfCUd/jl5RXOeZBk+BrAs0e4OISLeJmliUYps6lEvFuOyOzwYdljyQHX1DHn6xqRszB2wCR4dxWIBxrBwUL9Fx5TrQTvK+6OV6w5CMPnw4j46JE+T4iHFXeHGd4xlhSsngvBy7nWdUCpwlv3xNjHhOhkw7L3vBaJwhwxzjTgeh0kuV1l/NJ9Rd4R8k7ep58J5VGi2nQgcJCCG3bUqzONlrdJWsYzN9mNGoH1Vfd+/cqIZ2GJhGttkEkZxKOWyF4dOSJk1y2r8bXzIO9foGJqzo1UhUvUHc+KMoy+wbcuM/y1gIPkAt1ammFn98MW/MeFULwD70bdkbglMVvlnyUeWTFoL9V2rpbmjVsxj30PmuBEraCUgVTEIDsxYm0q6osEFHtv1ybdZQEED+YIjv4GTzfMrAbxXuEZx7jgzs8YNCydlVa41NhoceJlKM5dXSvCsFu2Um4AIC984Ffxii/iE96GExwqqnpIQgWUcz7XCZcy4o/jWzznEWsJWKvHY5zw5CtOViBkxoMFByat6mTHqunCUtqusEzzSLx4z3UQb6AcKnhXcHh7FW67r3jkSaBZ9mBU1OhRmJEPEsoaW2cpAd8tBzznEY/LrnGYCxPmJNPPKHm1OqxLQK1OyuzNkOj41ULCVrE5EwR/twiTiFELoV6C6LnMTulipFW2slkDEjYDsvAyNEy2qlsLr/UZntOEMzHmEvCL0yu8+3AnhViVNFEJESxiwC1OlRe5eVFguvHutnxkqmg008qEzB6pejyuE07LiOsckVehHwpEiMacYte98sqEUx6x5IBvno9I2WPdFHSV7CShl9wNo8e0UDZ7mpzXokL7/yD3SSRrC0HmBwhg5dPXyjd+u9ETHcl9msedim+0UTEL9aacnrkLXMnDmYBXF1fr65Hbjdv6BrpR7gyzzt0WeyOG2JLKwKYKEgLnamlJ99x1bzZ4hMnyKrjxsGXK6vyqSklMtef89PfNwXRyLect2kfD3+nPSGT+uDTCISD95BX8NcGtBWAGR4cSBQu3hAGAVnHJo/zbn1eQCVpFDfAKb2YeAykDWTjhFDaDAe6JCd04/FI0YekEXvGEcj8JhXEXUL2U3loSlSeHtHeooyTdXsUZn4ZnAMCZB7wvR3yT7/HNeof36x6ndcSqPPDLZWxFBVxJhK/WzrpwWbzlw7Dip8Mjfmt4h9+O7xCpIimH26rdBtSGX/7J/i2eyoT35YhLGfHVeo/nPOG7t4e2QL56vsN1jnDqsaXPgxjC1bUiCIZ6YoOKFR0yXKioo4MbKj5/+4RX44yfHx5wLRFzCfgjvMXpOmIlRk3ynKWIp24bQU0O7897fFOPKMVh/voAUhVAqYSTBciRZSxWYHpPCFdu5cUmtWrVbn5mHTPxokTESmGhXV+M26SfX4Ddu4p4rQ1jXF5p1V6RxZTu0ISKkDqMV4rDl5d7rMXj8bLD+bs94rcBwYwzcBOCm3Jh0Q2yDnxrvFXscAuHlOKwFo9zHpFYePHvTgeJ1J6FheIv8oWmNJkhSbNBwForSX+8Tnj6+ghaHMLFSaIscpcWUZE0Zae2JKC9DzKVQyf86upF94dDlSpcAFPMOIeC9RgRXYVzWsHqjMXfj1IdhpCx86XVPTwvg2zW2YNIDPgYM/YxIWWv0YxujA5AJcRTF/IySJGDRCPEDErynm/E39pzdQNrNSfE4hEPz2jzTOaVfIY9Na9a+N3U4JIydtvissCv3XircVfL6rIkPMPFFNGA6p0qV7omguWTjBUVwclhJA9nOOv3Hz96IU8dfYNFqJq6HuCvWZgmBMBJlaaxRQCBUCgVhFTEQ97QDut+AJUI3o/gIYCDa3h7ia6dx2VGOCf1wAsQveyCm02DAFCq8FmSp0z9xYk0LeBDxVI9Hssef5g+xcoB/5/Tz/F+3ePLyz0erxNOl1G4woAuQidwA6BFB9QmIgDUS8BXD/f4h9Nv4U+mt/jJ+AgAeJeOWGvAU5pwH2fchRmv/BV7v7RSckBwy0/iGfdhxtt4bt763TDjcd01g/48j0jFY5l7eO2C4O8cZZLd3c0YQkGphDFm/Oz4iMlLonCtXuhj6sXxy8mlRSYERp09ns+ThMLFiTRmIdRdRVXMX0owGVnV32pwyrdlmHhYK7hpHiwJsyWIV1Snol6iTvZEcFePcJJ3yx5Y70looRpN5YPedwXyQSIOkVztHl1dPVbHeLwKfkzEiHcL8lDw8uDigExwl34NjlXEmBYHWrssQxm1AERZSWURtstzHtv5pphRJ8JldWD4zl+u1AxNuhdvNbqq70fufX4bUQqhFi9CW6FPtJQEkzeYZIs9s0YDVr0YQkH0FfsxYRcTfnJ4apHCZScYuB2r4ttbr3o7P1LxKJaX0LEcY88kpuzxIQWJOBazfhBmU1H2yQsxOyvc6ZLSim83bHyTLyJ0hhMA0xvvnrvS+DLfePnse4l7uNYGeXRqaKcSAhBI2AFixc1hFMShDgLr2mbqr7WjCCRRoXn+AZDo7iV99sXx4xfyTA5u9aAiRTjkKpwD/HkBXVfAOQHPDoPg3qQZ6+jhzgvoMoN3o/xuPwixfj/0jLCGHm4p4uUfRGRHeJYV/sNFvPUoht6gEmLuGhVJy+QgHnrdBVn0e0IdC8YoAj3v0hHPZcJTnvD/+PK3cV0G4f+uHrRoERExwsnDrUA8kQpqaWgKtJfnzh4z7/Cf8E/x/x0/xWFcUZjw/umAnDzqJcDtM3b7FZ/dnfBmvOCz6YSdT/g0igbGT4cHrZ7sC+PddI/HssOHtMc5j/hyuMc1RzwGKetfV6FsOcfYjSt2MeMnh6dmsEdX8HY4I1eHax2wloDndWzVh+0Z0D1l+ZGwb4rSB72yAZgAHitoKBj3qanP5exRiwN/InmCmsWTGXcJMWbcTYsUFakoFQApNHK1YamBKi55wLvrAV+/v0euk2KjAEBNb716NC1tYpVIaJK9sJwVsDoUDji5EUE90PvXJ7yZro0RAwh2/7RMuKSI9w9H1EwyB6Jw9ksdwKkLjJUdgRMQTIlz8bguEY/LDmPICFRwHBcEX5CSRyoEtyqjosjz+BVYVkKuhOgFT55AOMYFey2C2YcVg8sYXWmJYGOdZNOYaYwTIQZYAlTevZTkm7BWVS2UrdG3Uv8/Pr/BXCIuaWgUwLX6ZritKtWgRO8Yu5hQWeQNLsuA+TqgzF5gnrGIkJXCR8ah94tu2oEaNNL14XskZCySBm1YElIPsogp61o0rNqSl8zIOzG4onzIGB6zShK7VptixrnBwVD4BRY1Kp25Mmp0KIODnwtcYcnzaZKzjB7p3jeVQ0tuCuPlh2GUHzeJyQLmU66golVGin3zGMHeNxjFDKtbpdLSnRfQvApEMq9AcvBLBoIacgKcCV0RWnWmZ4bz3VDzGG48X1H+UuzdsPBcN5h7LyayeVuraBg/5Qn3YUZlh92QpCzcB3AhuKvF/lpAsALGHnAqyCMYGoGSNFioq8fCOyxxxGMQuIXOHm4hjGeHOgZcxxF/FI74Q8/Yf3HG68MVv3X3QQojtArukiMGXzC4jFy94OPrDpcU8fX7e6lkzQ4UKoYpwfuK4Ct2MeM4LAjqPT2se+Tq8Ient8Jtftojr1JQse3agyJaxn4hDA8CZ9QRSI5RJgberKBQEceEIRR8ejxj9Bn7sCrLhH+FhWDB+J2q8x2CKhcqN3jLkjARprlGPOUJFYTn/Yin/QCOBDLqWNL3QAIrGJRxA2lUm6jyjtxQ8PnrEw5xxZvp0miMD+sOZ2Wa5OpwmkcpWLqKRCiNWuCUncAZV/Wc1cgIE0gwbTjGbkz4Yv+Et8MFR7/g2/WI5zSJvkx1SMfYJEb9xfB7gK6+8cd/Oj4K68NwZ3QWynOacC0RpyzQXqrGOa9trgQn7JPgJNl43bi7RhOUpLPHOUlx0z6uTdcbUE53dfhulVJ6Cai5/Y6Z4F0FM+O5jD1p7Sr2hxlXGlG8hx8KyFXkKsawDOqclY4tAxrVRwY5CN9fN+JthbVfrJCLm7SreNNaRKNr369VNgidin5hOM1luMTwlwxjytXRi84SA5Qkojebxo7g4sZ1rkAT6lMqoZALjKChtm5hwJhSVa+5FDQw/nuOH58HnpVZIjqa8tDOi/ZJcA1GMXjE5QpaM+i6ALk0rFu6hCTAOymbVwEHdnIeSkUHlRt3nB2Bo2pIJzmXGO1NIkQLPdrPCnfDrjs1V/EariU2wzn4guhLo6i5BN3mrZQbPfGRFK5xPYz2izU68ILxe/G2/FUMY3xG040xJsWJDlheRUwhI7qCWYsgnq8jhlAwDb2M+ek6YV0D6rtR9CAIqLsKTElElXzBGDImnxF0dZzTgEuKeLpMuJ5GuG8HeGUFWDMB09d2WmQxPArXNrFELHDA/rjg1f6Kn9894C4s+Gx4RtQqVinXr03gyORZZSTqjXrhlk64FfgSgSWPx3KAp4p34YjdkPA8FbATCK1UGVPTZDbc09rM9fffE1RwgPOMz/fPeDNc8cX4hEsdcM4j3tUDLinivAyiMDlr5WVyQGC4UJtcrcgnd+hjW0RiSfExZrwdLvjZ+AGvvKgJfvB7/NHwBssYcJ1E/tYocVXpcW4mJE2Yf6JyvaNLqOwwc8CljDiVEdcS8ZQmPMwCpy2aQB6jGO5dFJGybcOFbnhFEXPJkiy3fMAyRxwPM6Yh4X5YRG+cpRr1ehnF01a9dOdYhcIEvmEAOYtLTMRtvpbisAAIUTTOa/EoSYv8wgZKU8XRlngHGrxh42vv1CnfWgSiWKHUItG7SsN6k1NItcOzRSMkhlRza40KPIGja5rhTAQqFZSUlOmcJHQdSdGEHpQZ3qQ6WBxZOBIlVsg1anRiNnLVSnSpSP+h48ctpV8Lxi+fAAgkUqcoNzmn5gnTVehzdJiA4FD2eotlJxS/NYHHQWCWLF4OZcGqERzgDUd1IOfUSFdgBsgTymGQl2qZ5/mF3h0Ryl7wYauyIsXG/KK0pdOA7+4OCK7is+GEuzDjd+++w9fxDmsOOGeHnAhudjcel3W2aToM1TA2SXrVCJTXGW7KDbfMxSFlh+si7AGqBH/S5OfsUHjAn9AbkGPk1aM+R+y+DDjvGE870e5mz62QZXpWPH/P4EEwyZRE5rZWh+cwIvqCUh2+/e4O9RIwvAuYZmFymIezVoHDeJAEsUUZW75ujSzPosmth0UEr7683iMVj6d1bLAIgJuij2FTaWFVeql6zDk0r20KubEaChOuaxR8fwlIlwHuUbraCH2st61ziXH/h6ZKyZjfOly+IBRI5F0DAFfhpow4yDWuJeL3L5/i68sdvnk64vI0NZoiabKNIFA8e6AkasVYtnn7Ba0NIKDGiAl+lzGFDI+Kd+kO79Id/uD8CT4se7x7PAolMmszDh2Wql193Er46t0rPM+iLeKIGw/76TIhrQElOeAURdRLIQVr7HHNPRoEDNvt/2AHpDsGjxXhfhWmSHJCgb04PLyOcLuMR3UEahXp17KKcc7JGjRAsHWIt+110zI4xRhazomGC2tytyxCVW2GGfL+whXtvhvLpIoRt/EG0OSkBULt87No8V+8VPXsVXJj7nIMZRLoVJKYBe48g3cD0usd8uRbwQ31DiWan3Mok5dzXlJDA8r9hDIFlEnGJgANQjGihb9kuFRQBzlPej02/Z7vO35kD1y8ZwG9FZAqDCqlG/AkM5RSaaXy7MWrRnLyXcWvyc6pA9h2Tt35TCIWlUFUxRtz6oF5J7tm3mBXzimFTrw2l6pCKEXL6FkE5BeHJfuWxIlUcAgLjnGQMDRUlMjAqm67Ja1tAmoSw2Wg6MSUdk7S0GGaEvbj2hJBuXgsWfDqnD2yHwRjV2+/qPJZvQaEk8fwKB59XkTWkj2kN6Z6bWZszPU0bvCMiDV7OCeYND8NCGeH4YOKMK0MUq/RZQibRZNELcFE3btlIfI0nPNxUaErbarQvbSeFJS+iZBoRhd1YUJKATn5ZhgAwA8FzlfBzpmkaUYlqTpdHLwJSC2Av9qmKTKd44cibKRUUeOI+S2hZkj7ME1oOi/GBBDM+JIHnJYR83UArh5uptY3Uoy+GkKG9P3UpKuIpslcMKEk3niOztX2rq8lIrPHh2WPx3lCXj04OTg1vFsdD0D+XWePqxvxLh4AAM+XSeiYarRdEg66S9QjptThhUZl3V6DAZC8ayqEvCepUK6aJFYxqZII1Uuy17on8VZTpZBGokr31P8TpHuR3zx7K0RSOYmqiWFjn7R9pfZmCFbtKL8w7xydvfRDzqtG7KTyCra+xTNW+GnQd5bFu0YV5MAMqtGhzUNm61eg5fC+CMJgCAIdRv0cGhvFkskG2bpcQXMWCrRXvZT4l8SA1yng8rc/hZ8r/CUjvD9v4AsdhOBlJxtlBxL+ZG1hB1LuBjv69v+qCclW0UkBFD388wLKRX/ne4ZZ6YNwrr2cuo+iyaLX4kBwS4V7uiLuIsYnj3wQqducvVafRRQ4vF8PeFh2uC5Run8ANxPMr9LZBujGzVqs+Vm9nEPB73zxHX77+B7/+t0f4s7PeO3PmOuA5zqJFnWZcKkDEgvt7Foivp7vcFpHfPVwh3WKeNrLwvVr58NKsQqjvGUgMHiooLHA+4qcPHLySE+DtFTTys39d+q1anHO8pbaiqhxs3D0mapS+lrz4QTUhwHn9wMulRBOyuVV47FftZx8RPeOVVQoT+rtb5KNQ+kGEQCW14w8cSuHFw9VC3ZUYS+cexcigUukIKtMTqAeH5AnulnoZjAIEt5vW4K93V1wP80Yf5YxuIJhoy2yloDHdcLjdcLDwwGkHXNKdsr+GBDP3YsmFkGuqgyhAhWjYsaSA5YUpIWeUjoRBZ6SjQmdnTNUhCjSq8sSkL/ZgTLBFwJHRp0Y5VUGBYaLVY2s8thN00aLTm6I3J4F3rlbsNeKWsZtBarBLJc1olbXoqmyl4YKOXuEILUDQ5Diq0E/sxYR2xpUU+Z+mPFh3uOUBnz7cEReAmgWHZOqzcjrANRNslLK09E2UdngNgZPjXgNhDwC41yVOSI2Je/EhpSBBGdHQJhLw6ddEe+bCgODKoM+rc354yBOZR20KEfx7HiSqm53WkDLCiwr3HlpBleqNVn7DUhOqUZJVrt16CyXufYWid9z/Og0wjwJv1P6zFmiUHdpoBlVCUnkZ1LUQ+J5T4NQBaOXHZGoD17Y7IyKZwtNTT13T834W2k9E8Exg5QfXFXeEfo7EakRWqK0ZlPvsxIyO5zLABTg3XzAw7xDWgN4ERaKW6kJvksCy4yfcoVVqKkdJAm50WW8DSe8dhd84s+YXUAsxyYl6yBsgXMdcakDdv4LvIsHPC8DvK+YHaOeA0C+TWB5ZgmFoXKn0oFGFhon15oZm3dFWe4p74VjLfopwFZhD8TgZu3QOpIAgje7GUr7Q2vr1jx/4xt7LbrajoUtPPNWHAOK/5s3Vnb6PIMmg1anGLduoBZcKVQlnrCMRZ5MrAwt4SVzdOuBKyasFZ+GD48+41W8Yu9W1bCuSOyb8NfgCq76LryrWNaA7MSjK4lAoT8fe4Cr4Nh5Q5NoJedWkFV0zF/MFwZapOCUTcSBJZLkvlEPU0aMvXq1iVmpnrpFYTc9MkNBCBV3uxmjL5hCQmGHhbiVydu9AsJjNm8akOrg5GtTQRw1T2QJaDvH6DMmn7DzCXMQaVquMie9QlHWAFqwcCm8EoYGoTflvtX3NwfKogpJAnPPi2nbtOawaRevDA/ne6u2dl61S4Z3UyoARZ0zVlZPtzk078DBg7IXBIDULlWzL/pc5rlHAOS0OpwbPPRDx48LoUC4ln7VBTdo1WM0Kp9+yG64Muok5PZKQD4OqOEoCU8HhHNRuk9o3wtzgX9aNYFZwENA3Q+og8iGulRRg0PZBZgWMHsCDSJNC0dwF2kxVSePOnqkT4/gQBieC5xWAuYU8HCdsOTPsBaPb7+5BxYPf3IYL1Z4IBMnPjG8tlwCAXmnYRiLZ1sm8fro7PH18x0cMX5j/AnehhPe+wseyh5/vHyCAgePir+1+wo/8R/wN4cLPBi/O3yDb/M9Ph1+Cw9ph/fLHl893+HxaS+Nf1XJjZikE7YTy1hXj2XxwOpE+lYTqf4qkzfdqZH82Yw4ZLzdLTjPA5Y5ojxHuFkgJ9Fvl42xKr3cZUvKCkugemD+rIAHRnw9I8aCcej5h6rVmSl7MSYAnGPc7RZMIeN+nJvColHj7sO1iUsBwDfrHb5Z7vBPv/sMj497lHcjqLobXm8WcgTS0SFcgfGD4qim9rivoL0Yu/vDjMOw4i4seB0v+N3dt/jEn/BZeGqdalb2rSfkuY5wxMKYMUlXdvjq6Q45BRlLMuxbNvU6KF9+HvHNcsQhrJ2eWB3wFOFnQjw5VC+txGwTtHON04rX+yt2UTo/1U8eEF3BMS6NXrmqEqC16rOKR6MTAkCg2oyqUQlt47LvnpNX1U15R2/3V9zFBZ/tTgCAUxp/hVFkFZj3UcTAEjtEqvh0PInAFlVcyoBzGbEE0RTP1wD/EBAusnGVUeZYGUW9rwySkwlXtDoN4u5ANBhPI7rhVDE+pOZZr68HFb1S7f9ZzpknAo4A4DF9KPBzRdkHgU9niEE3o+49yj42rBwAfKoQdVWR/cBxEErznFHuB5TRwy9SLV72rhUsyj1wM+RQiWu/1Nuo6MXxo4tZuUUqkyhpeXytjbPZyuS9g+hwu76bqfGTkMWwcS27JcNhZWczuTyG4tpO4RJmIEtxOpeq+PuGZ9kWukxA0Wl58RAsHmXNhFUlRtccAPP+tAGxWzbPrd6qSZeaDrD02hSPzyrhTucJv2DC/9P/Jo5xwet4xXOe8Mvzq0ate7jf46+NH/Bb4ztMlPBcJ8wcsVNDJk12Jdu/JNHASGsAV2ql89x6X+JGIEs2FYlc0pHBu4LXxytiKJhCxnWNN95qKxeHGRQT4+mJsLxjUd07imF8e39pYbM9kxUaFe56KJ64KRge44Ko3u9OPd+9XzGqImBlh9FlocP5KlLgwOYZxRlzEc1gC7QltC2/QuYOo5eLQ/5+CAvuw6xNgsUL/Sq/wmM54H0+NC70UgPer/tmJJPyoOfrgPIcEVYRFGNlEVEmOA/URfIbpyQbwM6LRK13YgxIYSdXJYqyZCYpBFeVurdlkQQn7fwyO1xKxOO6w5IDnuZR8hsb+h4AofeZF288e/2ddaMHpOBmXqPUJhRNgk8er3XeAWjPbjTFJlUb+ns1DZuqHnNlQlBMrrJEHBs12dv3yJsoj7lBUiVSq2xseSdCa5eWJw8aRWk0HZxGgF2rxDB0W7NMqirIWkUdhp50VAilDl77X3L7DoLSHrGxS5qfq56k0YxHiwCaXbHK8g08ZLTFHzp+XANeGMPDKt0mliLUQEdCAQxeut/so+xCo9D9nPIgqTLq6JvRMPwIQCuR99qCqI4BGDTBYNoGauTdkiQpRBCM6vnaYBnaBVQSjqc0XXYtISEsFOGDUwJ49liGiOSlWQFp01V2orEQZtaSXPSEFauAjpZtwykGamXNiVC/nvDsJvyjX9yLMdxngTdOoeG6v/fZ59jfz/idT97j9XBtCnafDCcc/YKfjI/4nf13SG88nvJOmsUuR1xzxFdPdyJGdNJXT2pIssXjwPpJAe0z3rw54TAkfL5/Rq4e5zxIyH0JKujDQuc0WMNzw/UpcyvJpp/MeHt3wU/vnrEP4tECt0Jd1rPSElmDy81gAxDP8kWhtnmqlzJiYVECPKURuYhuivGmXRah/lbFSVKSH67A8FRA1YGdJD2z8YyJRZ+CGD8ZnvBpfMZn/gkPdY9fpJ/gP3j46/jDp7f47lkKrZwXqlwIpbVUW5Lg2PXrCbvveiMC3WcFRlsJqA7LNOL9cd8KhKaQsBsCTlWewxt/PffOMtK8gLHOAecw4O3u0qKUtXi8X/Z4mHc4zSPOjxNw9Zi+CZLQ5g5D2VE2hs/mRku4BUY5Vl3HwoQaLoQPP414ul9xvh9EbzxkpCIRhdQWpFbIE1xFheiBZ3b4xfy6XergV7yOF6ErlqDyxwA7oRxK8rfz+M3ISW5JvNTrp75TQ/X37IE8EZZ7II9BckGhl8NbItc6EoVZi2eK2JcanVboEtLBtVoWvwiWbiJ84VzgSkUZRes778WDcEWSov6iMiFO2Fvy/qnZReN9mzckxT9A2fm/PAYcFXBzhrsswjZZVlAM4BiAIsuTahDi+loVa6qgKrudD+4G6/ZXa4CsRiOVhkXZbkhSH6zVeBDIxjn5XPSo+0nwdC2/d4mbIpg4BJ32JZ6z7ppsncErvK+43jnw6sCn0HE3fTFhFgilNaAA+iRTrwIQmDqP2qDAPIiLVaKJoSQG6Dngsu7xe8VhNya8PVww+ow/da/l1BtPbK3SUPdpmTDngOt1QJmDwB96H43WZt4LAC6E83XEkiKuKWLJHvMckZ5G+Gff7o904ktxko5XlYRiNsGjKtHKN+dj8+5ScZjX2Lqy5+yRswNrKXaIpVVp1trb0jEgRjIItupcbR7ofB3kc+cAf/IYngjxDIQrI2qnFae4vrFRADXwM7ciERBUo0M8xYUDPqin/U26xy/n1/j2esSSA2IU+V+3wX6tsKflFyKj7FigKd1UqAKc+0YOljE5rSNydXh/3eN0HYXpsvYFbCwWlyQ5S1VkgC8EfOnuASjLZw3I19CaGpDqwbNTCds2DtQ9W6MYbpKCIjug81GprewI+U4SwRilMva6yhyJXsTIlhSwZsay8faDE0nZOSQ46snMyoRzGXAtEd/NBzzOkzRhsEhDMWyrtrTDWuWJjhIQL0IAp4Lu2RrGrMU9UnXby+GpcPPqmyOorRrL4JrxlJ9LtG7eulERqXRP2eSww1XHSik3dVS7UNG0TnSxakTI7TpU1AapHfoVFGBz/MiVmAw3r6DHZ3DOQM6g4xGIQaCUWkEpiIysUnYoVyncWZO0JlOxKXaE8DQ3GmATwZoCSog6OQ0m0YSDc6g79fC9Q/EEGkOP9jPDlYI8SGKCrKzWOmeYR63hG1fCbkgIvmA/JpyuI+bVKfQjnjqx4G9+roKxQxIh5tlQlfBdwj7hbdNUGl0rPAaYHKbcJDA8yIzMzx6PE+P86QDvGUWZBMyEYUzYj6nRlK5rlErBpwFudggXQkvqGQQSuXfLyQ7L04gFwBk7YHUIzx7jArgNPdESk0aNawY9C95cJ2kcMV8HXE4juDjw1YNWuQcJcVmYFVbMxMJzZhK4wWVguAKmcVEHWYirYp1meHbGQ98krEz4f3iq8GvFoAuiDtTCZb9WEBOcwkq2qVjC7THv8IgdzvlzfHm9x9enO6xZMOX73YzoJCFsnmephGUWojYB4KEiHXty2FTvqKLBaSBhdzzNI55pwPNJJHGnCzXv2wytyAJL9OM9kO48SiY8zB7IDvHBI54JhwdjH/X2bWLAWEgE2Jwz94IzP8u8zzthfeSjzBM3buieQbToAYFfrFG3FelIwRs2Coby90uI2A0it/zZ7tQSqqc04rSOeJ5HXJeoG5d5x7IJWyRrBj3MIvsaLqUV9lB1uGav0KQ+ooNAF5EbgcDG0xpZW02Aybr6OYP2ImrHQeZMuJQWXUozGIeg/S0BaNm93ttT1iYT4lDmYwRMSC/VJpVtVZ1NvbAwXBIbVEbX1uYPHT96EpOHAP78jXqT3MWkFIumVEAosMwvR6EVInjUIQj9r0KI7+bNrkm+Wyo4xY0srT69tdmG4knGAa1a1m+JBGaNAvhmQM34lpGkkktFmbaDm4uTUHpxjXrX2BaRAFI4xhIsXgwXFbTKSPaAv0t4dX/GF8cTBld+BSNeSsDzMmDNAfk6ANlJtVoGOKt+ciHkc8SFATJsPomhHZcubWqLWcYKajFZCz4chg9ONVzQjH3HGAUOajmw1BeCMSziE8HP0j2JHRDTRg6UJDy2hW0tr8JFNquyu71eOpgXxc0zZBW6EsU6SMXjKrIEnGVzqZGRSZ6nJILXDuNW0eoLa1sr+65DVpGoVDxWL3TN0WXchyvu767423dft0jCdEKsUe8fn9/g/WWH+TLAmD82wG5Fo4QJfQzKOmDASUGT4c2GA/fEPtp7s0Iwa7i7fKIiSBDYERCvOR0kScpR2TrRSOSEtPbkpTRCoJ4LUTiNQxX8+FCAIMU3xvX2SpG0fpqlRZFsjiacB4hE8tf7iv24YlKYxVPFrD0yKwtsktRzT0uAt2iT+zN7Y5Eo0mBVrU1XKXuQqhiSA6CCYX5Rrxe6+Uf7HhofvgaSV8WiWQKEJoTnV0EC/JzBSoBo9Q7UWTCNmQWZk5Qr4iIl9iJmJXCIn7NWeNeGBiDoBuBJGDjUz/Prjh+XRkhiwMs+NAPpUu06AoVBl0W88RhAzqHGIIpuxUkxD0GMcbHwhOBURpZTAtUKZ0YaaFzxm4Ifgy40GYFKHfojTUi4jQG/ZlD1YPLNg4J6F1KJr3rWRb2sTVIEsJCNNkkJMV7VA069RaMS7fYLfnb/hP/aJ/8MX4RH/PbwDgOkjPyh7PFQ9/ij9VN8s97jP/jmd/B4nXB+nrSMWzxwskKLlRCfpIlAYy4Y9j7affTfEaMtZpcI+68Y8cQ4fJmQ9x7zGy+KjBM1T70O3CoKW2GIvut42mwM6DTKMonxSnf6XqrRLAWr9iuQWKOeQbji+SDNFurIOlasaoYi7wsmpNlr9atEF5QBRIENwAQXSeA43nTcUTyVfWfgJCsMqmLEryUKqyMs+Gl8wM+H7zCRJE/nGpHg8Yv0Fu/SHZ7ziGuK+FBJG2r0+NeKoVg9tTqgjSM5RvS1RUy2EbcksSXxMrT5LbTpAOAWDzf26zCUPXSf4IeKGDOGQUrmTXN7TWFTgiGccPt7u1+1oNE2lSqOhtf7JLKrbQ5LgOozeS8QY3AV+5gwhXTDA7drluqQi9Qj1NUjGN10Y6x9Eipv6yRf0daVlJxrlF86/dTWojkWNQBFtd/J6UZe+Kb8ngOhklNDDjHeS4F7OIOnUQx4e16ordk6QuIAulpFpC9X0XDaj9KQ5poUcWBQ8Kg1yrg3KQD5u6yjX4Of4Mf2wEmSAgaRUK7dw3Aiw1jfSjWZYUTGRGGvql9XrdRkhvvwDKwKinkP3B36A2etnIpecG/y7bzOPP3COpDqrWtpfmQGB4caPShXhKcZdQhwa8B675En0WfOMeADH8HFwb8PCDNheCQMT4KX2SYSz6XxOt3RI1wdaiZUNVp+QTPsp28O+GfZ46e7RyxTxOfhGYmE1vhQ9/g232OijJ+NH/BvfCbdW/749AZP64h3H+6Q5wCahdZURgbugDoShg9dzKd6Cyn1tbBg1mScbRZ94ul9gcvA/GlE2hOWV7TxPNCKkWxjsObRxAxXO5xRduKtL68JHKWrOnuBi4wFUybZyNZX8u8ahc9cNCfAuwLyDAqSLCRXEWORvytOPscBJXqsKQr9THVmnGpcF4183AKMF3knfilIx4CirfXcSvDvA+bFobwh8H7BQfVb/vr4NQYqONcR/9n6G3iXjvhyeYXnNOLd9YjzOuDhad9auZEDnC8oJNVIrPirX3WxF4OMHBY/4F24Q1BMva6+ecRi+PvYhgswnCtKJKQ9WrGTJI0Z2BQ3ldWhLCOWPAFVRNYoi7ofGcNFN7Ea+UaR0Yxn7Y47wEDJMk86vU8kIGgoIHIgJ4VFXjngVi4ffWnccQfG6/Ha6IlLCSIbMQe4J0mSm1FldTjEWZOcCrHCIQ5IxwivBAcqqhmvm6RbJfKRPBTDZdcSmVQl4pNOPAKx+UvuBYHqYedDQB08Ah27yN5SMWy42vJCxet2WkJPDKVJewARZRfB0bXIXxAGh3wILaolYvXeGT4zwiU1fPz7jh8dQgHQoYtUhfLXMOGOBzlllFhBDTyBahFcWztV8LwIjh6jGMuoCdBSQWrAGzLgzXsHTN8EtW6MuMSBskkkeVHmoa9JRWrkZctEgGg8c5BmwQ/S/SWcJUx2BWhNchfFvQDUxXWtBpaF2VgJBPhnjzmM+PL6CpEqvhuP8BoXf5vv8XW6x6twwUQZPxkf8SZekNkh+iMezzvRvWiskE2Irs0p3AqQB7J6JPI+ejjpzOjppGcHpL1Tz7uH8ea5Ng/W8gjM7Xyi0az4qwfKnlEGoBxKDw3tPgJQFasExMDDCYaOILKs5CREN8aH91LQZJRJ09wQ1gDaM5M46L03LEO4uElCb5d8+5xUgxLYOZQ76RwTqWKkjINbpWCnjvg63eMX19f4xfkVzuuA58skOYbnCHiGG0uT6YW+AuNtm/fotd+i91LYls4BvAOKZ00+ojNpFC4B1ANfWasHNVJsi0uNONC671Ah0CJRVThTT4DqeRs7YpTIyAxnS2pqwlPK6tGNfxFd9TIA1wMpMaBqLZ71u5T3sm1IbUegirzBCCoTkLQAzuawIZ6u31ebc+qtNnlXtS0uAazkBpvTYREolEk20TIY66Sq0JV62bmiGp25jac4IHXjebvCQN4YVgIYBFe1JD9VDUOo5dxY2zxycOKlG5Fiw6YTO0CNheIuUtPyQ8ePm8RcE+Iv3oOP+9bj0kra3VqAVOANv16zhB5rAoaIchhQowfGIAJUVOEOexmInQrhpwyaV/DlAg4BFEJTE6Qqg2DhSTkMIjJzWcHeAx6ChVc17GuFvywSGYyDwjekHTYUZ3Wu7eTNCDbhqy7+bjoL6S6iTA7hyqjKLIgXxvBctUcfAX/skL8d8I+ffhv/8f7n+Pc/+xuNaTHPEeUcsXtzxf1+xueHEyafMJeIa47K4lCVQ8UyTSu5RqAmwuFBkivp6JuRbeyWDYbHHjh/IV5N3olHKS3J5Hmk8zY2RqUbbUuKOcvwZ2hZO8FfAfoglMhwgbabsgkixRSy8SjUZR3MXb9GkyIYxKu2xOdeoS3ZhFR17sIISw+hw0V1bXRDLaMHh02FKAH5WMF3GbspYYpSePJNusNJlf2e8yQeIzt8sX9G3RGedhMuacA34dgSd4BCEupJ10HIH+wE75++qwie4YrWBkSPujhkzwhPXlQon7g9n72f6gnp6JA0yehnedfhTJB+smjjbhtqZ09Bq4ptw5KTGnuC2HICihXre25eq8Fudi+mo67HMGSpNWCpzFyy6Nr4IF3pTc2wMuFbOshnVBsnZweoBPHwQAgXPSmjMaXK0AvkhPJXEZ9WuLVIriU5jI+u7dYiUsXy3tcK9hF5Qk82Xrl53gDExjiIAZ1lAwnX0hABY8ZxlPJ5aPWlW0qDciTZLl6DRDSuNZlplHot3kEqCFenmxW1vJ0/J7GBpUfy33f8+GJWywrsJwWp/O3vq/6nQgYiF1EfdPLwbOR3k44NiqENQRksL663fXDbGKCRoRVvbj+jnojcC6uGCm4TCXzrsRqezuYt1L6TAvZvxRCVxUJFvS+oR79w4/RaWO1nAkiKQMwYlFl6PS7XiCeINzoqnnhJESV7baQr4Xn3hBVP00nbuPS68bhtdyAbINIF3BZCxxINGml/5xfG2zYybX3ml81JqX8uXATSMWwcANyoEM+AVqEm905qlLsnVpJtkNB8xmYz1T9eJQxMpJ/ahs4thwI19k3EyaEV8pRKuG6TbTUgVS+FMigYN9Umjhgf4q5VkpbiRJCJ++ObcBnn/i66A6A6MUUMvDEwGsNH35nMJTS324QbWTHyxnnfFGdR3OC8fDtGMm975AQr83RABYM2Xda3kLdt+gwI5GF5oYpNNa3kl6SOTpLJSwo3fUBTkmYetbqWuHVZ8wX63n1Cp/yp/olBYJLArNqJXiEqvbEmQqc9COTvOg8rS3OF3BkhHPtaEJVANdrKCyfd5GwjlNfaa07IpLIrJD/DRsRA8+pZpTxM8sOtIm1LXq9t+bq2Jv8CBpyIfg7gfw3gC319/4CZ/+dE9BbA/w7AbwP4QwD/FjN/+DNOBoyDeLzQG/dVWCa1NjYBVfG8KRegVIE2UgEFKd2gVEBLhpJ1JSQpUhDE+wm4P4iBB0QUyxHcnJshZaLGL4frmwVUSEturs9VSgU8CiYu2WahYZmYPJOKN22wxTL2THKJ0jE+70irtqCTlHtibxAhqMtPGemOgVcJYUr4jbdPmFToZy4RSw749nzAdRnw1ZdvJNQOLJVrJ4+wkPQ91DlsnqUt8utb3xJ4VKRHorEaOHRssOm3ZDFu8cKYvlux3kWsd8LIEQMi14on1tCclZJWEZ8LwiVh986jqrIaOylyqJGQdmKAy0AICzfdZiYR2q/BxkwoibLJQd+hvRwxNlRF4MnPwPigXtdscTWa4ZLqXcgGDUuIifGKF4di+Y0QMAPIyeP346d4PV3xN+6+xW+Mj/j0+Nym9KUOWGrEn9AbAJDGHsVp27qAcg5NytfmVfUAaTFJiZ2uV6N5ebKB+xm928wGmmLNYbQGEY5B5hzooi/jprl0g7c664K9GaFfNQ5SfCb31JK9rAyhNjfEmK6v1FDPhMoeM40y1kV3HAcsscB5buqSxlxpjYtXB8uFhLODnwnjA2N4lnfjCmN4yB0mUUNJxUgI+tBZlCz9XNUw1rZhGxwaT1nWByAskQ9XfWYS2Q0jP1AfSygcIwgAwBSlPP7abYqgCQQTx3OXWe6rVOCTe6SjCuV5QgRU1TQDuSJcVrl+FAla5AreRZT7ALfkvzAGngH8O8z8/yKiOwD/ERH9XwH89wD835j53yWivw/g7wP4n/z6U1H3cjdyjmwvwHVvVcIO/bd9NhXFmGpjqnATvuLeJm0I8jL1vLLT6a4G9B1tu7Mxt1CnXc9+bndvJf3NQwDqrPDCrAmRhVuPvHZ6Fc5q3pB5ZCz3YAmnLQUPQZJ0x2HBMS74dDgjsQgeETEe44TvCkmHHCuL3xgqQCcheoRAhM6vboJT0M7tqmiwgYTEA1Qx/KX2RKzRuTYl+NQMPlpbqja0WnzFyqW3Rgbs9VYZvcemPkOJfUPZdlmpfmOU7f9VPJ32npp32bUlbBFIorLAqQNQBw9rieWyeHVuAdzVoQbZRGwGmAd+UkXIuUac84ilBny37HFOI+akkr/Jo8wedPVKbySFOnS8k0UCRt0T2mMzttvoZmO8fdLuRczNOFOhhhO3MdzMJ7fxnlsUZe9t61WbwzGogVc2T8upGPUuc8uVNAZTFuiO102uqZXJy/nIVznPhu5qPS+hKpKte86MxjihDPi5NIZHq7DeEhAAlZB2jastjdPRIq/WwAUQW2PNXFg9ZZtbumaQqm4stdktm0/sSfJ3mTWXRppvEIkQDsqBDcpIKQw2Q2wRu0YnHKQSGM5pHk46Fkk06Fou7fuOP9OAM/OXAL7Uvz8T0T8B8DMAfxfAf10/9r8C8O/jzzLgRPJgW/XBXOFUdIrN+wXAu0FgD+dUGwUizZi60H/dqYA6AYgeJXrU6FF2vrdiW3LrvmNG2jpqwCaEFgPVKUjFlA6yW3OfICzJTZdHoXBd1ONUvHF6UCztaru+LigtHOHoWiKqd8YWb4xHp94wI54c4ID0VnRLPptO+HQ44TfH9+25/9bhayT2+IM3n+K75YB/8tUX0swBAJOHX7ohBDa9IAnIkPspIxRHBPxVysrzXjFGXei791k1kvVVHQKsW7dLvcCkVZuujHDtNK8aCfkQMb8NyDunjImOnRv6IBEMGi3MWAdmtE2qFlCPUcNjkynwpUcRLcncquPEu5KEMSM+znDXBHo8AUMEvz3K6apsUvHiMT5Iwm8ZPGoQudNAFZUdvlxe4Z+ePscvTq/wdJlEV0Qpg1wJaQ4CY60O4eQQnzUPkYHdt4x45dbOa4vnUgHCLF5zDWgMmq3hdlkFj3xPxNVAbaNdNW8glEh5p37lxhm/gSBUJ7+19ypGbyQsb4KWmnMbN/aE9UjtXmx+uVWTsCukGGqVKJX9ZvxVu77uilA/F5PJ6OvdaeQYn4F4ZkwPBfGkjLPKCKdVnLKUZU15DyqKTQcv/Owp9PZkpcKfhR3AzjUjT6GCSQ1mdK1ZOl1maQCDqA4Bw51WuYbWozANqJ6aJw1PglXPFe6y6k7FgHeor/ZtPOX+E5yxW8zGRS9I8iG2is1wAmhJAgkBjTv+Q8f/Xxg4Ef02gP8igP8QwBdq3AHgKwjE8n3f+XsA/h4ATOFeNHVt19syQIxZosbdvGc9iex2VUutt0U49h376OgBDDIA+nsoLXB7uFWtR+0hGOVNSXStLfsr0rXKIVas0CZnDQTyQNoD1TuVuATcUsTrZGiioxsnoHsNhoubBy2FHoTyzYDTOeA/LL+F427BX7t7uBEqAoBLHrBWD+8riu+Yj7UOMxjEJG23WOz34ZnN61EMGxCDm7UizCQ37ftUtMEFy7NZx3VSmpdb0SIPKowwayk3bbw/QI25Jdtwa8BJxqfs0JkIL2qLO1NDzikwkEZRBpcoN5ejF09oPyl0pw8PapCWSyqnm6T7zGkRkan3q2iV7MOKz/ZnHIcVSw4oLFIBq3Y1KkwSzrDOEfVZaosoerJKBh+d6eC7J20Yrsvc361S24CNl64RVStwUVjOdEBoAEqmPnf1vJL/6PchEqvCOmpFWtwTyvbvdg/NSbAogCWtRejhnwPgVXLYpArYNuI+J9sbpR4hNmnnKpsSwYGd7eQEhgdRbc3JJSlYRVsJkEgckPVfAJPkcJW16bAaXO1lScuK8NBZOaQOXx2CSG0ox5xmsQPY9NO161jTB3dZtetYaAlQl6veh679wYOkJLHVw1jjdl18kn77F5HEJKIjgP8DgP8hMz/R5qTMzETf7+cz8z8A8A8A4P7wG1zH2KReaUlK7yPhRToAU5AbThb7kXruzu4DSBmMKs2NmWVXtnKw3QQyzVDbJADUnVINc5Vrz6l75bY7p9IqQsEsDBjvwaMoNDFE2tZlNQaexLCQTHJ/BVx2iKeKkCsAJ7KQBEAN3HbxMmmRyp4a7DA8M/AMxGcpJMh/co+HI+Pbz14LnS5WjFPCGDP24wqCaIPk7DoM4beQDlqHEStYscKZLT7KBIzPVTi0RnkcHMpAWF6pV6PYp1OvvJWEM5qyW+tZWAgBFoIKjYsuPSS2+zHvz6+y4VYv9QD56Bv0USNhuXdCQZy6nohPrMmi/gzEarSqtt3CBs4hiJfmHZxSuaiIcWEiUBbc3C+s4voSqT2dJ6zav/Gz3Qk/n0QsbKTcmmv84voaD+sOf4zXuGACPwbBuwdL/JLcu47HVmmPFdrKO3QK5FU+az0cTXbU2vIBaCySqlGNbaphFggq75V73pT7aGPAoYwd7lGKzRFnc7pfx5QbHeFWLta+lgHHhKpmgBgKOUCqiYnBKvXQKj1V+G3LozbPXqA2J0bXKeXOA3BiEKmqfaiEOuo71WSgMUPyMSrsVwUyKyzMDigsouNlRpyez+CU4IYBCAF8t0cdI8pxkDlWFGrbdKB/iU83TP4yg8YB7A8wKqFbBR6hRRfA/Q41OKGLLhnu8QI6XVBPZ7j6CthPv5ZCCPw5DTgRRYjx/t8w8/9Rf/w1Ef2Umb8kop8C+ObPPE9luIuV6nEPDRrujQZn0Jrbzy05wE7uWBoaQxgtrcqAwTmD5gXOeJwiaiEZ31XDMXthulMCaMlSdk7E9u2etIRfYAOAuHa2iXoONuE6R1WxsiAGmAPBrRXIBcGa2KJ/hz2hGgMCksjkIIqFdWSpQNwX7N6IpOsQCkqVyrX3zwfp9nIagCzJN6gRr8GwTDGmfgEa53pzz6bMRpWRs3ha3otFzDsnHiGpl6tMoNLKwK2wQkP02pOlxuEn80IDId1ppdlGi2JbFr3ttmP6IFYslA5dh8YMStGiIwAdh8/cy9Ut82/2hhQmYAIngjUDqNFCcIe0J9GcDpIXkNJmOUF0RYSm1gN+UV5jLgHnNGIpAR8uO6wpYLlE8OylFFxxbYuCvMJMJsBm7f3CzCgj4HbU7tfoneadG3XPvOTaOk+h8bTTCMAgKvViAc3XzAalaOTURKL6vTR6puqztCrRrQ3ROX/DaFE9kQq0ZG2DEEkcCFlDTnF0uskHCfwlczTM4nSEa0W49laLDSrdNglOtbGJtslo2+wACJuoqv3w6DLWKtdRhwAKBtPqtbQBjOkmScEh3xhrc8qkiltJGERg7doDAPCS0LQGNCUqeWMs3VNPRTc2FnRiHMQeOQJqFaG/v0hPTBJX+38B4J8w8/9s86v/M4B/G8C/q///P/1Z50KtoHmRm5KT34Yg9pnC0joNEGYIaaNiQOhXTkJUXhbZOcdBQP9SwbwK/TB4qc4conTEsORFg2+64UcuQM7AqHGjfVaxtZYEa0lQ/R+LNTSjzlpSy05wMiuh9wrluNFpyy/pfF2jQ4ncaH6AQAV5Ata3FXWqcMeE3ZTwxatn7VyS8e56wPM8YjkP4NkjPPpbSMSJJ1dHAhvPu2xgFGzC1ABQBGohlNyfDRBPdhvOC59cI4lB/u9XNMNNxVgkG0aElq3XIKXzZdSqOvR7aUbcuNjcNwKDUsq07YFIN0Zlm3QVL5PVw+vVfPbiRAOFBEetkmxq72J0yFrmz17wXfYQehuAyWdUJjymCd9c7nBaBlxm6UpfTlEWcyI4TcwZhOWvAk2ZKmWjnSqFUApJxIAZ5m+0xzbfzDtlxb83fRKpiINo77Mr7VlSWbjh4VoRL1V+vtZ+blt6UYycMIC6s2Eba4myaVSr1tREoMuEqvfQnOmKRlIi3ZRKwWZe2AYi1EkT0/KLdo+fVXtEoRqOpiVELa/kvINTXrZp+zeqsc4v+b5RAAlIEBtTIUb6LoKrA1l7xi1GrY5M895NuyQ6vQcCORU6Vmqg1JQIYkCFBWUYI2p0gp07gl+k444/rTD9JQAC1Q5RDLjZRiv8+YHjz+OB/1cB/HcB/MdE9I/0Z/9TiOH+3xPRfx/AHwH4t/4c50JraFwtIaGSjVn1UNQ7piXB2hGBlceZikAgp2urwgQ52bWcA99JuAKFWZALeIyChekLoLM2pvS+wTcIHuBBJW6Tet0OPMWOramyoRWnhKtgpU0lzRsLw5JF3BaV3btfldKYK4rzyDtNRA3UaFnjB0b0gEviEa4r4Xr0OE0rhp10WdmHFfno8NXuHqdlwAd3L010VX5TGA9aCLFdoKbQZh4UdwW61r7JjHFl+FS6xxe1WwnU6MwsAcpVPLt4rg0KqVFogmBo+ytqpepUeoFG4x7nDV9bbZZBMiUKvLC+op44U/pcPPcy6bZB20HiSTetZaNDnnLj9QKQTX8IKKNCNKPAYqa2WCOjZsJ1jvjl6R6HYcWb8YLX0xX344x08Firx8NhhyUFzKcRdfZwi9YoOPFka7VuRQoLAs042UYZrl0tr2nuwN4TNwaPJRbpxWYcLnJOn2zT7F51OkA3KCdjoTok1SC+zTwpA9162GUzZ/R+2jArIyk+S7SSd/rzzQbSRLugG7vmKuxzTquR/cyN+14GB3Bsuaqi1ZYC3yn8ofRAiTaceHdVBaFI33mSZCYtqUO2AKhUgV1m3yh8XZ9JoFSMUGfMq1Mh8IhbizaW0WIz7UYPNjaJGf8KRLVfS2nP0u7b5oAZaGZgiv3vLDj7D6DTAP58LJT/++3rvTn+zT/r+997eA05jJ4D6olESyzUChN0QYXUflehBvK6gudZdj0PMcbBC43QEp6shTjeawf7KjNV9U6gXHT4ze42ryKIhUE45ZtqLrINQDP4PpnnJwsyj72XpuG6HR9UZkpmqfjMDEQr3kHPyalBDawYbAbq6JACY04B6yj3fAgroiuoTNiFCY+7ParzAORktnj8graA5UY2oa+G6Rbeb/Wg7RmtqIM9kJzrHHb9HoDGcPBzaeL14v26Trkyb63RD837QsOy/SIsEDvKJC3EXCLkSnD7/ixCNxOecLgK35yqNtAIrnHIqyd4S6ha13ETTrNk+SZqqfY+fN/s2ANcRPHxsgzwriIPXhonuCIRib7A8zpgXYPIGZiXTf2+DTLbQsgNUtKxNPxZFjk6FTSzVkFSm3dmBIVVSKqAKZWn1RMwdXy8NviORXRNi4NEaqFHA6jQBKbBEroMDXp7uU9uMHV2cj2r+GziXeoEUO6fbRBK7bkVv/ZkNgdCZdfxZo2Y3JbXzfJ/M8pm7ExXhEk/p13hsaygcYDVnRAAzhWgF0wPZmGfFGlw3krfiy7pWnvdCUFZTvKZm4SjQbjqgG7zbYBEWKwKhFKXoJ+PoWk5EXOnWX/P8aOLWXHwAnsY2K/lvlBZxXocYWT4ZozLLXZOgxpY88C19B3nqzSIGIcGkZDtYlqswzmL4S8FdJ3B6wqEID/TkMgSorQkeWFtowH8JWMAsN5FYATm1yqOM1BbgIBDmKm3jtOXR1m0sVtDCpU2NdYHVfHGxBABwkohAB4nHHGKB/zR8AlIZVgtFq+XIBn+3KGFpnan8yloQwMznmYI47VPDktQAtAkkEQI67GXt4czI6zcCm8MrrCFRaX2YtbBKU6ur1HV99KR0ApaNOEpDaNdg1GMXZEnSVyu9wAHVXBUzLSMhHAh7B2p5y8hdvNS1avvf+pGjEjcWw5ONFGWiuFUQexALOfO2q90nZw0Vd4B8xrxLQ44LwNSCihZKgjLOQiEssgzGHzQ8P7mzcr4AeIhGzRSQ5fntca9rBs5wCIZVDt7xCpPG51SoRUOhHRPzZFokUrjbfMN/1sSy90jBoD14KRATY36cJLxi+eCvHdY7r141Z5agZEZeBPWcgqXWJszS3pzxQ3/3xWAi3r9pAygDEA1YsJZHKBwNox747kCgBXplQKaF8B7+GVqBtlpPwEsK3heZH0HD55G+X/0qrNkoZ+x4/p4OF3D/v1JzhuFaMFwHWI1HF7XgD+t3VhHDx7oliBhJrFABrmw0JbtCOqQLSvcy+hyc/xLEbMCdIe3XpXbw4pp7HNEuhuWvrt5ByDehgXGQiES3WPmlggQYaDaE55AS1gY1t60U2w31xLr7sm7vnNnNVZabmxdM8zTgPJnTTehJUtL56AKJsfqgXbD2jwdPU3TElkcuEgmv3XhDjbpBNcVL5qal2TeHHDr7do1rOimj7PeunqiJVJrZNF0NMxrSuptNwaIGCNjJ5FRPZWqxlnO22jcei6jmkmyUJpXb1kJohECYWd4NeIQOmLeiWXMkxRwtMSe68ZqC2n1HAFpjQFaKC6wAjetG0Cvq5KuEhQSMkkp+LJEpCWAk5ONc/YKGfTxv3mX2ylum6zSRwkdu/7+P9Tnw8Z4m5dOjDZujO3GCH2mbvjbfen4W3J6m1NwygnH5l37pcJfS2sCLJHeLYzT/q+bklAI0T13vSbr57a5gDbvquiotGI687RNCqMoDdVBvXCI8dZSeZnHG4NXa8933bwEanTB/lmjnQpTjbOHs5yZNZbxTnDuxmD71fOiUqMmApBonzfGu+U2+uRo/YHbecT7d/XFz18cP64BrxW0JpS39xIaTKMYZ4M1jOanocivDDCAJi4FgLSrCMcgA2TGw2iFgBD0ARlQAAhKUwwecATyXsr7Y0DZj8L3XI1yJDhBKz4y9bBNq6XxkcEk3orpegxPGeFxwVY5EQAcFUGDXg+CC2vjU5e4LaSxqhepyZRino1KqsZ9gtc2bqU4lEJI6wTKhHhS5TllBWyxzTqI0ROOvSzuPAGriVrVHgVsvSaqwO47GbsuKCXdwXlSbxdAuPaWdIJrC2wUtJrNDQSvbdfoO7TPsjd5AW6UOBCQR9fKwWsUjxsJ8ExN9rQOIrh3+pl4vW6FClgBvtx63g0GM02MUtTq6XkBUAmtq0r14n2XSS1sIaxLhPMCm5TsxbgbdTNKlEbLZlFWeRfG/jEIpWhkZIp40lhZlP2MCy7GVtggrd2WbvgNDjLufJRmBMMzgx1jcH0js6pJkxA2hoq9c/FXNpsOdezcciHCy3dgFxuMFq8MntEgMtuATIq2CV7pBiPrqBtr27y3EB8zAHVmhqcixS8aKRkOTVlUKcGu58Q2jDIwa/JTH8doeLsJOOy6va0MQpGkpus3QIXhTjNwnbtS0zg0m2Hie1QYmLM0ZwDAu6iOjxheHEeZa3PS6IA3EtdStMijog5jgEtFJLavK+i6gKcB5Pv1fuj4lyMna7uahhztYIapeMkHxYC3cnqg0XXaUV/sZnbOTVOHG6ZLsGyzE9umHFN41wpu4BQzf8mS0WIQS9IZvsjbyxBalVbbqauV14qCWd47lCjwhLOSdO5JRCJuin+mKkirYHElO2lnpQVHRIQUqjY+8OJxQUv3N5ufldI3zwhoinOki7V1CLdFnrp3KhfrHqB558aG2NIAKQMOTvIWRD2S0A3FaQTjsjQOJmfJXzSR/VZCbwGRhekMIEINOIM8hA7YWDjUuNRiXLo3CUDe+3bOKU4phTQbvDhCGk6H/tlaxPXLCgW0cEKV/GAMErtP2Mb4q7gvAa202jajPKmRU8vR4BQ1/PIzjfLUsBsTSqnW6oLrpsOWszDnRnjX9tkmysQ6efVdbbF7QDYcYrSCHkC9e5YxkjXRcfbmXeuYmAHvtFY0GI8kH9maMFCm5mW399PWP3dKnZEdNpF5o/9Z4xdAkpOj1oDYuTb2RK7V3zErzEvjcONYsndC8zOmSn3hNadtsmlzBN+g4Fb/odXgjeLcyvs1yrd7dZvF+gPHj46Bi5eSBAc3quDW0JqnvCr+HENLUFpvzPYi1tSSBNuqKk4JNI3imduLWrSsdj/Jz4pohZNtCEStb2a7J++amJZAKupBjQ7r0aGMwk9ucERihKvBKJOcpzKGDzOQCtL9iHTncf6JV8aDlE+HCyNcRNDJMErRCGfhkWcIK+VKyFeH5Y0DDsA0JFBg4DWQs0M+BuSrh3/2IoZ0VW974/1BkzyCR8viFAEuVvVBNIMXrlXYEBv4wXDy/CYI5U4FkwCBcSxk92sFFd+SuZbsbSXkbMYVLdpwYKXxSfFQHXCTEDOjUiNQDlVSE5Ua5c9ggLwTQyfepNuILzECQXDT8wIrkS5TQDoGrEeHdCSkO/G887GKTo1qZHB2wiZxTvRnKgFButNYwrZMWjqfTLkOcIuydbKMZTwXeaZRCqXSQTjy6xtpYIHA8GcHtwDxDIAVJmqFUvJe47PMX3mPIm1sidib8nvVrxeP97YStiWVFVJiR8ijBxyQY3+3YtiEKRLPJhZWkceAMgpLqEYgH3WimOdtTg0psydyK+QR+INapbA0XdY1Njn4xd9QQsFAHYNEUEtpnW7MKUMM4CEg38W20bk1wO86N1uKabh523SVYjiR8iDAA0WbymybvrD3KPdaRVUY/ppAJu2hhAzSCN2eH55Q94NSCL0wUXLtDp82q3GzRfpOWCgbOuKv0KxfHD+yB647i1EGdfAbnQ9ojRhakz3vQIm7IS2149TKJGkYlxnx7fHy37qrUi7NW6eUwbWCak9mts+2xMnteZoQkSbbekZd8USLAhy1tm6NG76NiJpX1kPiFuIq/k3u9vJcRIKzKH88L0FU3TKBskOTkmWFPLJV9GmTBsWri0WOGgKbwYEKVvnVwnXzNtBwS1eENXBTWr/h2su9cy/JJ8DRLU+3CWrV/rxyP9Q80RZyZ2jPQojkp3MKCdmmw11jpmgFp0Yw1uCAGFL8kXQeVeHpYlQqmdu+S+WLVwiXnuRlMau3nUgMuPUvrJ37bS36qmdQJNRR8+AVUr9gxujlM9r4Qp6HY4eXeAOLtHmgTI2esJN3wMXeR/d+t23Ibv7fks8aqXj5LFsxXJvw/f/srPGDE5hptNZ33Ks+zXHewrcGsbiNh64WvpJs4DUQKMomXyYHILT7k3drnby4e6q2Pp1FkL0gSsrsLQciUTCz2QzphwsWporpJHXtb73JChBZPkvvIRVsGoHi5qiQyECpV0QAue6BU6q3n998n50Dho3jaeyVHzh+ZA8c4umuqRvk4NWIy65Pz8rfNkMLCI1mTcIW8Q6gKEY82G4ni3Gra9K66WyPylJ+Xyt4TXKuEIDr3AqCYMlKQAy4o+blA2gegU8A0BvsmlSnlGJXTSjJpCqTDHPeuSYWtaXROeVBGytFuOMyQatCKbBwOjKQCeUidDUqWoG5CUnNmxG+thaRXMQjG54lETU7L1WIrAlLp0yQDHiFQ8Kly3FKck+bOw+uqS46ra5rCSoz5pkR5iKaMApnGbOhTF4pemKcpIxek6Jw6jmjsTIEJwbcqo0ItPdo3qGxdQyGaAnMSuC1a2Cbdo6/JvHeNE9Ca4LbD5oj2Nx/Eq++7UnbSJaUbZI2kIJec1u2zxFIUQ2U8uB96uyTPLk+f6owjmowsSoArIlaprZZVU+KLEq04kJf/I3VZAa4YenozR1a0tIMejdWrM2dqVlhHbvMbe0a5zyNAiWkI/WepYF7+T3rhpx7+T5rBEC2nFg3zWARAul9amQLj6DjFs8ZlERQzt4BE0nBnuW89CXJu6RGxzRKJGXF0knebYNZFQ0gtUP0fU5fIXiDrKomNDc1I81uGLSi6AIlB1djp6syw82rIAD7sbduVGaedO3RKKMy6DyLs/kDx49rwEsFny/C9gA6F7toJZOtBu/EmPJmQnonBte0SawYSM9pDUIbBp7tpW5wKuNYeiefNZ4mEYhy39ENirlK0Q+FIInOaUSZAvJOQtoSheLGJMabgnqBo0wkY3O4IB6XUcpMMArcC3gs2QaIh+1VG9qaIQg1TsqRyyTGUDBXWTguqx62VvT5q2pzqxcdr9yYI+SkB2XeEdY7tIQWHIGTEjQyIy9OYaEGMDcMXbSsqXm9YTFXT/7UQcr9xXtW/nzRLuaZ1atVlkoykTC+8RAb59zK0BdNngW51zIKI2crZ0AWTQwCwYvIlixolx2ACX4uiBb66tzaFjm1P9DH1tLvlhQmbhsqpZ4UNkoksPH6gRtK2g0vXK9nxk4qEjWBXEgT2/KZMtp55fkKUYu02rk1yRxmMdB+Mc707TLsEAp36QqGepod3ujnFQeiBsCha+ADutGqlnmNDB51DrNELwKX6L3vChBrlz9uFwBKUZyZASnCUkYPObjIAAUtyXfduGWRXXVEN0wNPwuuLU6VdqxXzx1Rkoxl9KDqQGUUnvhFq7qBHsm/yLVJk2oWBKFyLzQ0W2I5PIOHN06lbJCuRwzMjbDhzOZUwJUCcO6Uw+CxVWl9efyoBpxLBj8+AXd3YkBVN4By0fwTdaOqBhpJDav38keNsImf85rAl6sW9eykpJ4rOEO+vyaAq3ja3oOGqDumVU/ITkwvk561gi9atRkCKEbwbkDZSTVbnsSTKlNfELWKiJBAFK61pvJB2QKN/63eCbhhzEbVshC1DtS8avNUpDCCkBOhjILRIgAcWB7x4hBmID6LrGu8cAud/Vxb8rBGKRnPe8EsrRoSRHCNpSAbQnBQUSgdFzWIeaRWsUcVoKvG/poIltBfJl4osiFSBuDQFR8hnt+NOFA1T5HEQdLNLcximOK5iGywB+iOOtzAKum6YVoYZuwS6/0QaogIV4/wHHttgOmUW8LQDLVBAAQwFI4JCttoQwQ3kzJg1JjWfu1t0vIGAvO9uEngF7SSd7eiUTpN+oBJ5Qf0HK1OwM5p01YrOKmyaoqYGieEV673JQVMnZnTjgIQcTPmDb/WjeamtN4iLg9pbDwovr2TXqBiwAlsukUA/K5Ik+esjBL1xLmS5BccADjFyzt0RMrMcholyFopwhgzKmUpbaMK1vg8q6FktOpKYkZ1t300vSf469qNs1EADUayxKI6di2yb1pJvlMEUxaPeU2CIiwLmuxtDGLsjZ2WMlA7fAxAoByLDiuDd6NAhj9w/KgGnGKE++xT+YclIZnBpYKUWN8e5nJVfZOOVUvhDkEUyhRC2eyUXKoY4xDk7znLd0qRgY0BOKhSYdEXZRWhpYhR3w5mCOBSpNhnXkCXBZT3aBxwdI8q72Qi5CReIi3WUkwWEhiitNey37JYvTUSNprbBvYRNTbX9DPyBDGyylM2A+lnKZaJz2LkhufaPLPe69A8LqVKmcFIgNMS/E51gyRz9Hp+L41mnSrEWfVYZ0iIBKlcT43/ynBBeOtUaiu2AHX1uBvdCQ3Ry6DRjTZClopBgp9ZhbWo4fN+gXjimlty2pIszGgl9jLG3BvHKgTWL8xw14zxKaAMQbB3qcnpnzMjXEkTbaxjJoVEsgnbZoMGMxg+b2Mdlq6ZDshmLO+GkXYO/krIl644SBUIZ27G3MryqQqMZpS9Mtq4yx+mHpm4KtAXr9C1w804UFHZUy0lr/r8cnHAiq2M/md5EgC9eccqz1Gysn8K3RInNvkbqYD3TRyMwMpM0qYZm2iqc97RYZ4KaRC+iE5Ka+jQmGnyOemUg14M6CDQS8ry96iwh757qrXbksqN7ie9cLt3jZS7cTd0YF5vqrlbbs050OCEgjhEQQ1SbmQKWeC6Pkz7xLu2AbAWGbVmDz9w/LgQinPg404eOhfBtrPuODYI1ucypZ4kMCDSklyayKRpagMpv6iQLIwaBi0AYhWBB9BoVy2JmpJsFFBHxqg8QCPg85pAOYNSblKqN94P9cldI8DqYZNSJUWxj0E7170ymPHeVNZpWCiskdLoVMQkLcm8ZPpNI8MtqmZ3US/1IkYinlUsy/BR0g3CpDWNVaIhbtMLBzovl9WLrj05CLhWabeFAgA0I9p0PCxZR/pcqbTJ6wDlwfrmEdovWgNdNRwV3Qu2w3B+SaLKA7J566Ubb2lYq3DQ2J/rNtkq2hbhUhAWj7zTsN+rHTEFqeZJEwi9SYN01zHPV+AxM+Dbpta9RR1ad5malP9eGJQDqApjpmH/LDkM651YPUkTZ0CKnoLcp+Ho3mAebMdKx97+rTKqpvxJ10U8QwDkHYgVxthARo3OuYGVZBPVyslV55EnKTR7eRMs48bFgVmNPNBgppYY5o6Xd1iKG+1QxNKqVEYuqUNDW/vG1omHO6vMU2t47mIAZ1UeZU1iA33N27nUxpi2iSTlS7c3Gwo05dLt15Ya3dACQQzcvIqCagiwIkNxtOQ+mX13KuH79f8iaoT/Qg9mmTCGPwKA88BA4GUF5hm0UzWclLsHrtCHpnM1kUndO/dalDNN/VpZwxYi+bzdwuWqFaDdSNMWOgEUVvGg4wGUs1RpHg+ohx3K6G68OZe6J2oFNKJAV5qxjo+z4HX+gDo40M618Lm1J9NLUxJuq9eMORVGVSzar0IlbOG+lS2bh3etrdKSMsNnMw6M4bsLaM2oB2n5wmYoR8GU66aDvRmneBIYZvfN2jaWfJDuOqZR7a2np4ow1SDeSvUEvxQMD6t0wLHNmBnu8SzhqYaUdYyiNhfcDdwgXWoAf2VMH8zzqvBrRQySbDPaoW1SorynkNS6TdrJZ8JFOpC7h1MLc10pGJaEGl8BCFiq4K91INDAEolUahCWW/s4md56uIqhDrPsznVD2bTEdrhIA143CxW2HDTjV6RrujW9sEIa85hlY6jNsFlh0vWziPXomjKkW2UDGc7SGSqeMtwltaQZmHsZuEWt09DaEFoJ+PAcQOzBQdggBuX4Rcryx0d5B1KRLDkhkTbwKKNrHrS8RMWyq8y1VqRkUQoA06f3MyFe5H0fvikI54Iwl6Zh49YiWPUPMc2s4jH3uQajIA9RpF61WMZtiv3aXNzYDk4JeP8o+PSk8pka4cN3x8MiZh4jWm/fXMTOvTg4CsvNCgNpWRssA79JkBYpeEQuUgn6l8YDt5stRYzztqCiFHApQEhoFSgmcGXYuBlbw8ntPGpwv7dwB7gdgFIM2rv9+fd9V18Whthw99ZYd7spbsO9opi2ZfmZG+vBrxXWYgksz2XeVdvNtWsInCw4p/fETl4WsYg8WQcXO5/xfi2LbzxXn4T+RNdVqtjGKAwZ9a56ybOGc6yeohoDv1T4S2qht4sOLlLTsDDPvYZbZMIWsVOpz/583PIaxAxmFj1mBy2y6R628HjR9KFdEm8ZRQxGvEgruuaJczei0i2I2/gapOSvRfDTRYTLUFlEjojgLxlh71AGqXH3s+KvRrFUSqZrsBc0MWw0TeFGMxGctRQjko11EUaOeI9FCjtSD89dqcAq79cwe9vV+3WsoYCcIx68NIdOxrjokINTOI4MPjRDoxFuc6YN3wUaHGHKjUaTNcckXDW3ci5KEa2oZwdXCGnv1ZGwdbSZChoZ5XTLjOlt8syAywYRL4x40krMq+qcaL6C5rWvy603rJekqtAsIFF6IckRmSedqhh4M+AKXVAunTbZWG1qK6x6W6P3FjVagY8a2SZZ+5JWqGMLL03ZG3uunVPXv4pvNTtpcI7jXz2fHj+yAYfg0qUCy4J6uTRjTVGSjJY4pBBAg+BHRCLsQ5bcNGjE8CTzsFPaXKuKwbd/O/XeozJYgm8CN42eqIlNPl8a5oUhgg578VRG8fjyhOb1lLF7wVRkAm7pXCgMBGkF1ZvnGg5uoXnnS1OSBAitSTarGOCGAKoRNXu4xCiDcFtrFispniZ3jWcnmuOUlDZnPUEB0JrFmGwwcKPAGa68/7q2herW2sPwOSEQgVh6+Lmp5wFMgIidMWxkjNL9ACujoHlBq6Q1T8Tamul4xYvE915f7fhYEa4Vw/u58W/ZeyA4wXYdNfpbPsj7s3J+GWsdh9OiME5SWC21TYVL1XZasyQATwF1cNh/K+X855+6Vnh1w/svHT5xaqTMsDVFPU3q5snDE4EHJ3S0WuGuWZK+xuMurIUe1OQa2EM81LW2RBl7B947hHOBnytqGJB3yseOhPWguZGLAw1BoDh1hqwmoQmsGXxp8zSYFrhAa74yxtlqCCriqSA+zM1gDQDq1TVueBksOjWHpm9kpu3e8zMGO6E5O/Es0cjw3VVwa6vFsAjCjKxJcGwqMWmWfBrPs9iP40GMX6kN/mgwyMb7RhGyQ4vMVQmVpn2jCTbHQ+tGmpmJQb6TizhPyybasSQos2ykzjW6NCokMqgVRPq7GOTcRZOgqkZ4o5j64viXI2ZlhRyVQRtGAgDxwqG7ngle3eDcOhkri5EGYKl8NrrktgDB/k7uluPdkhFV/tBmVyQdYWW+cAyoY0TeR+Fy76yQAb3RwEw9JAQ24k4Q+lAxbZcevsKrsSPDS6lPVohHas/cO3FLqMXoUqhNy1txy3au4JR2xaq/UJt6mhQcKRVNoZ4b/NE2G/Ogzctx0lzDlP/kBnAjxQqSdEUZHNzI8NHBpxeT0LL7wYNHjzoG1NELPXGgLsiki60xIwBY8u6HDlb9U1ZM9uajFvkRNWyRrEzaa1hseOtaAXJwCb1DkIe0djSc2L3804Fio9+1pgSFJIGnzCIoTNIK2QzaePls+k5RAbLzAr24SovKTJq4jIScHYYoFaPWT7J5ikR97tmaaIlMgUGK9cQEuuBVG3/Xx18lXHvbN/QNrnLT5CFicKa2ZHWImpHfiqRJtKFQxMZYykP/mijbbIeus62cxsvkY2O8mQdtUIXNy02nr1blbdfdMHfIWuDZOdpGo/amRTd8i9Vv72E7JI4kD2GNmL/Pm98cP34p/RCFHlMZLlv8rd7y9oGBFk4Y3MJFS06XFUhJPHRHm4oom3HU4RnSl2KSsYBEAea9k5PNwhILAOggODxrV5+6H7F8vsPli4jTzwjLJ7UzMJT36i5iLHfvFDdcbSajTQKTVxX+soyHeSrsCN4TonoDUN1ijp0HytqdwxokABplKxRSBgkTayTknbxav/dSTn3JMu7RIe8C/Kwsj12/TTkhsB4I7BzGB0vySWcU3g1Y34yYPwlYj+Lt+VWiiDIItc0E/QHF2IOHy+KDh/Msk9v4/ENEuRuxvhmQjh7rgbC8EWqmwCGAyx7RE8LZgwav+L20qys710TBmiCSDruV8zsv41oHoZ360wqnfRGt4pePe9S7PdKbCemuF7FIQwkSDJaFuim5A4a/StMMOIJT3XVRlXTt+1WLlexwSbxRiT60wEv/3vjq+nej95VBMOU6ENzCiM8V1u1cNhQtcydlKQGoo0okrBEjIJCN6vFU6wm6SFQrBVYedfTIO48yOcxvnBQQiV+EukjtQPKyuZbBtR6m7djAVJbEJTbIhG9+ZxuwJcnZSfTXoK+NseXLVZyWaWy869ZgZcvBBsS2ANKwehvheaddtzbJxhh+lU5sS+AqQnQ8LwBXidrNqBvs55zYjFqlUrxN+irrdjfeGvDmiJiX9WIDUqE/DrIuGivm1+DfwI/ugW8wHqP7aRJSjPeLAf0+FS5m/ezQIQ/dCMjj1ogDSiFU75GowTH9GrfUQflO7bu3iVx57Q6jiT8pCWZYY9XtI8rNUDcq0ckGtPW+1WslJ5O7NXZQj4hfbGampOcSiVF0aP0qTf8aMO8bjTYozw3d7YEa3E2k0G67O46wohi7X/bdOzR2i+lXo8mKKhd7i32al9rOre8/SFRT7kbku4j1ziMdSDoUjUAdBJ7grYcbnBQ+qAFofHnf+dstAvGkAkVOozTX7wcALw7hfBWqWEuA0QsPut+3JXWpoG/cQaKvslJLRoNeVGLqPZoBY/XGObgWBZgxNuPdio70NKb2aPkVqdSjJrksLCV9aRYhOMCNQscMo0ewhgRMqKNXOuvm3UeHMnrkg0PaOeS9wIRGjbSIxiKuOoqXSJU18tIEtt+8L2P4OginH+qp2u/JPHyCJXubcVctEAq+tSy7yYfB5vMPeOP+xQS3asxtpLNlPwFomv8aBbfoHNiwRixJmbu3rtdvuYVtdbgZYDvf9t7tvm88e20y4bkzpeoPV2ECP7qcLIPXtb+EcQRxvXk4GpSPptWavH05xkoZR3mxSUry2zlpgOiCUvO8eV7AawIWlY49bHY0w9mB/jIqC5au0YLclBrwkQQyGatocRMDWc7n0oYPrIZH2mNRCycbxKCGRpI4YvT8QnCOpP3bpPxT1zmglIo8WjVqoQPvZDHn6VZfRc7HcEtP4gHqUWopvPF8WyIT0HAcbXOp0Wn1m+J2ins2qp+VrhdpLeeYbw1ORoN2WsZeJ3s9jpi/GLEexeMrk5wzH4Sp4Fc5r5XciyfrQGuf0GYsjLVhRrJGSPIxAuyc8NEVi04Hh3AN8O9PgocuC2g39TnwIhqRsZRF5RdJiMGxyMzqhuUWcfutfVgvmzZYgJq6pCgdKj1VjXfvydnZJ7b527u1DjpUvTyvNSGwQFOdAKuSpEpY7wl+dQgnL4liAOkYtKhJi2n0neXRYXklolrpIOcxjruU9aviYCAwycZImZCPvilrsu9NKZouTe1l8k37RbnZHCDaMOYwKIupehJWUg0g7RHZGrFsIziLmA3XNuNs8tK5iPG3NbxtOLy1KVUxcnOc9HpigL1409aIJvV6huaVV5aIWes8qFRJtgLd468b/F7v/QaaMRG+pHbKNqhfowUO/MtgoSyLTAAAN4DYS8/ZkVZXemWOqPdmfxy08MbBjWODSdp1UIHqZDAiS0FOKaBl6dfImyrP1pmAW6cfKqpGZwkg+5hlhZmkzDp38aiX1XE3j2/YNMmCs76GVNG7cM+pacVwkIXHCqWUKTQan3UOByCsgYqWCAUskcc3HjFYu9J4MSjSTq1jxE2z4gWe2zSVXQGVCa3UmtHuv/Vv1AEwRUWnlZaSfJTCJJu0eZRQPe9lMyhj15Zp5dfKc847gUC2xUR5cir7KlcOi9EGNSowfLXitmGCJ+nIAoDKDiCCuyb4JQoco3i3dFgSQ83Owc9Q6EOKVuB6x5ySSAW4qA1D0+6uaDUM8kxi8O2zlBnkBceWqs8OObgsBtla+Jnxrh5wGv1YsrN5tkoxLYPWAphAky4LQJ0LJxFZDbJR5F0vipIxRBs7QK7dtO1XRrhklElpwK5vOnZsNUV63cD3RavojgRB1j5DsGY1ZDcic4AY3SZE88ITt/Vq87eapPCmUO6lY6jOIZmekgnlWcRuInu1StI74OZ+aE2tzB9AN9y26Wyfu5QeqQGdobWVk9326/01OPiP3tCB50UwpJbIU5zKOjt7Eai+oQsCMJlZZu4Gx7z0jbHnnIFlUZpRaUwUTiLiXK+zFCwMAwA16tN0G+qsSUOpvWawuwG3MNDidSoku2bZeJtAT0Zt54l6vIAa8NSNTLgUhNMqTI1llfuuATxFwbUHj3wIWO898qi8X00uuRlayFP6dfottrDQRKk4VWlfpgwKO5oa4HZBAZ2vStS1wYFmEIwGZrx4uXYvoiGj/+k7skleRuoGfOQmdqVleZDqVeGY5x0prc21Ipk8mQ61fmfWcdWk620lnxpHp57gLrY9myqDLjPcdYAffYtQ/FUGxGVZTPmsuK3qlcBrCbmXjbAWgGKfAy4BvKr3vVmEZljK4ETV8Srl/JxZNNmd3XN/P63QyiAjbTUIyBi1Bsa+e+JF5wk7UgmXXoRWVPM87bXp9IjWPEM49WgFNK31mwc4W1SizJ5XQ5tz35dYpo2RbvDeC6eywSeEhuc35oYZs7I13htPyZKOG4zaKht5m6A0D90UTS1v5l4YWjuHOXa0qZQ0Q26oQXsA7vLXBq0YjPMS3gF6HYxd2/6+rQRX29e0zH/g+JErMUkM52ag2t8hr4RW+RxzEEMONE2BBqfkDK6lhyXmeRvGXRki7KCJhiFK4v/FYLLtlqWCvLkmte+WKTcaD1nDgQqZTC9CbcMA8yRwgq8M0rJqEWuClBrX7o1YT0FndKvC/UUG38pp6xBQRt+8JvtTPACmXplZquo9QDSIA7VncWsRQ5oqKEuyip1DuFDzgOwldDZKx+JIebFkHiVjA81I13PzKpshZy2gUQhkWzBFqSCeqyTEtOcmtPhFzqmh/V48W2LXu8uo7nU6dANOFa2ICouo/vl1gyXCNrPuhdv9cAzgMaDuAmqgphnjUwUssmEgj6FBOmW3yT2weuokc5BtMm88WIoyN7x34r1DEpNcFDIIAtFZRyAZ827sbvIWet/VA+TM80cbO2LZUPyKVsEJTeKWSWA06b1qMJ/Nn/4+4SSyqQGij6PP4jV6lAR+7AlJkyDwG2OvFt0klqs24tjmCdr92mbLNn89MA2yx5YqEEXdiEQZDs3UJTnM8EbVWDKjT5YsRd8QdB7KQFZhtplxb6qnL2AML9WRTYzP4BOgc7t1DULFrm50VLYRwsbuNWjY3u0WX7fN4weOH5+FEoUPjVJa8nG7S7Hq6BJVwENoV7U0HRQ417+nOzTtfaOAyenUyLjaFQyHiNYBiHXg20AWNDzCMi+ATBJAKqJSbV4JtnoPWw/DQ7P/AqkwAYTeSbtqf0XngYouuiSLXbjBLWxqFEYPHlzXEnd9gVVvHpJ6aMV0TlQ0PvRVL15wBlcHD8HIa1DO+mZTaFotGwPdxsVU4La/082oTLJw5V7kPl0GOKEnjKgzLKTqsMIvTjn0qpe8DaudQCsdzpDBah17Bv2j4yAcZMVcExrPvj2C02uQRUi6MIJH3Q8oCs24tbTIQapaAU+EeK2CVQ/iMtLY5Wo1YIDVs7cmGgbZ+J4fsKNEAnmdD5YYNo+Z0eAfu/f2HNR/xoSmpPgyl9H0bTxpQlhYNZaMN2+9bRgFcBW9ubIVZ+kc7Ti84fldi5x1M7BltKXMVZDSaV9sRJtz94fT/3kSqYWiiUyv3PVSgZI7R5qo5cLkewqbAiJHqUYXLdG78XCBblhVM4m176WEQeoAWYLT8mvmKW/lqrdGdmOsua3BngO62WzaV7g5pKZCKO/kLxMGTqJfwlYptaUR6mFeMR2c4Ib6kmi/E1w451v9EiLwPCtVKPcXWYrijjMaldCMI0smmfzQdjpe176blqJRAIsGynPG8HjA9CEi74WMX9XjMUnPcCEElXD1q/JYdVOpUWazJePy6LQIyFgHjHiSz9SjJNTKcVTYRHi560E6AJVB2R9Ovc0sRtjPNmEc0i40Opr8UOiDzF41Vlm7rouesxlhO6omANc7L6XgH4JER6zVnasYKRM4ukmEqhGnEbBkXHz2cIuHU2oUDxF1P+D6ScDySiAUdlrReBWDLvou2skmAfFc4VeWwhVtaRdmo7V141wDsNw75IkRJvVCCze4hbUbDG+igjoElF1A2UmhFlUHOG4yuObBhWttfHe/0o1BblriZoz0//bv6tHUGy2xbQltG297tzVI8pBYaYzMzXnwK5rnarCDeNUyJ0Q/hRCfgcM3BfFUEc69YMg233CVjSxcxenIe+oeMkOkbRV3d6tFY2iSAYDAejL+XRfcIBibCwCa9ECZINLH6sg0Zo0WDeUkzxtHh4EEpgEg78GK0VIWg70sklxvUGwv0uNp6IU3JvnavGl9IVY6zwxkba8YI2inEX0z+v0QKMq1hGaLArbG3L5jjpAlR621GsRmNY63wjJUJOFKWyhl66X/wPEjG3D08MAM6kuMiM0AV6EFVidlxzGCkYSZALQXISwIEcYi+/mmyansqF7jQKDRgcyoOy8euEk+bo/KmjwtoDWLQNIM5CuBokldivdoJd8ibmQRAMDgG+O2TRCywvTNa2FuVYb5KA1k017YCXmvC3zYeE0siax2GCVNmyXfGBSlBDoW5TdjP5ieyq/g9V7D69C9Z7vH5tlunudX3rNGBjXoOOj1G2zh1fAGMd4AmraIaMlIjiBcBA6JlypKdHNBHayxdPfepSMPWgJPgjyFc7h7m1UjoJtnUjirC1B1NsgWKrOkpF9k3jbZAnTooA8gGrxgicNeZLUZaNrMh819VMXsRUZWN6LMHebYGklzKov8whqLhLOMl1tlzGCFNjC4Qm7U5rG909bweIFW+PbndPllVIMbVlKNL9aQ3qyD/I4D/n/tvV2sLVt23/Ubc1bVWvvjfNx7u+k03XHcRgGRJ2JFUSSSKAIEcWNsvoQMERgRyUICKVEUBVuWkB/gwSA+JRTLKBEGBTqKIIpfIgUQgacEbKcdOzjGHxi5251ux7fvvefsvdeqqjkHD2OMWXPte8653enL+RBrSEdn77XXqpprVtWYY/7Hf/wHNenmwOMZ8p1MWUGqMIyut+NwhzUary1SbqXn7Tpt0KMVGqkvxOn0WseQOrqf7czdafawR98s+Vl2Hwd/1t8jeof2vwbHGzxAsJ2CBO1Q5PTfC8bw8pOY3iSBqtZ1eZ6p84IEFzy43Xd3qCSjEU0TjNgKOwyNfmgk/2pCV35Mk39d2rFkNCw9OmSQHeOeRkLvYFMPi4l2j7R0xT7zynhTGJ+kRplCaNoY41NlulEuf+PQtEiMs5taNr660ltLXjp7Iy/qGHVBdyNlP3B8PLDuhPmBOe3G1Jg2Pm2oCJZdZrhVLn9T3MHYNi0iJVGQYyHNTo3yKsM8ezGKWzAmogqydclZTImR1Xr6he5HqPYBG4ZZtv9D10LWgF1scZV5Id1NTE8tCowuRSgMN4ZdhyDVeFNJc2V8aqXvWzcjm4e6CsMBogONJSl1G78neoO6qSMOZXmEfZiR3eSsHJPADQdVp3SaB1irUQmz7QqscxIE6B3U0cgfbPPKxgjqIvOmiVNpYy8u0bDuglvtUZu3uWtONhxgVS6+Zk7YiqgsyJieVHZfP5JuZ+RuRj/5gDImDwi66DoaCGuM03c9s8si+/2gySEqxUXGCvmDGf3U1CQG0owXsNGgnz5folmoXjUK28Id8iGNSjjihUTOPKreKX5efLedkcuLk114j21Ht6XGLOnw5Vb63uQ3dEuCug9hXbbEYkcnjmdAj8cWAErPGIGtEXIn3oZqc86aZKM99txzBPK0OXkXegsNl+fZK9FCOaEMpmTNFILy440cNCLksL4iSdXgkQD8G3HfYZM+M/0si2TnqfxS58gNI284VarORgmRoM7puSRs9hLg5DxlzcmwyHQasUAX8fq/LdqLqNh1Viasn+LOikYsytGGdyZPqNmDK61rS5r1NPKGDrPXrQS7dB3n2R7q6H3Zmt0GtWpdt7L9jnEDdI6VU40Qb6wbwjwhdi9L2c5Vts/aPOLtx3QTVoqqvxbN+H+eUIvkVysOiXn2ua0jbX5E1Qpa5kzK9x4Q3a6RcZmDRUJbtG0Opc1hU9drY9kcWD83/biV7n3KJjlcHVbzMUfE/cxkptp3y6stygGZ5dkWaBNRK02drwaHfzCPbcnELYnZnG3o5KxRgCTNCTddeVfNDG18KT7Vvsi0xar77rJCwuat0QU9+Sz3/lnxlNI08qOApmrDohsvvGerNWKEcgJnnNAXu/dg30+iejuqc4Pt1vPNX1RTcz8ab+y5TnslcnNwOj7uja3fLWSjsD7PXjoPXL2ZKOB0vtG65EQXitBAic/kbFF3UIBU4e6wJTUb6d1X35yROoHWjWUSfPNgrDh8IzmhWu3OK6Dr2rRYwFZ2TZ517i5QEzQKB+w3kvR8T3ceKoK7UEtSTWI8bnfQJigljNcDad6ZYxmTdbzZW1FF2Snlcut6QranohSBKqAZHYTjrTA9NfwY8YXAmSvD3uhI6dYogSb0ZFTCeMjS4toVyb7jeFMYbq33n84z3B0ci/zwpZUuOgzluvG2Mj41+dZ8c0Ru7tDjjD55QppGg456xkV7eNW1pp1DrmqsBLHvtV5k6s46I0WBjiiux0FzUqXDqO8+JSxXNvDhIIw3I9N15gK81ZWPw7+DZmG9Si1RuEX9ckLbS4uzJhwGabd6D43ke04wnLbL3+ZjJd8YVh1yCenxYHTGWJTsMjfpXCvu2Zxw3/TAEpjG9KF6y7jJmEdWjGa7kMZy8bHKahTMtG6RefDw7R63cw53hXRckePKeFubgFXN0px+0/jx+8HGZIvSVjFr78tHbc23p6eV8bYyvTuT7xarvnVFRe2Tfz3UEDhx1yxB19Wkoy/2yOWlOeKctujcE4baFetRbfd+UoEpm2Rs5NBEOtnqwNWDIx7NZi68V0HNLXhhgL6/7n1dJl3XxgVv/PNh28E/y75hBy4iGfgp4Muq+t0i8jngC8A7wE8D/6qqzi86htEIxw9DFvElorS5xEXqsKvAtMNJdkT7JvdI3ppEFLYsryToHua+QMj6OrnTdlqQ9DhYJ3CjHhmdiNv3pmzfTaRF4FFuXHah3WHbxLIX6go5qz1c+8HKnCPZ5BGZ1A4Hk4jouwH4QtJwzPtj6s1v+oAYNgigi8B6J7BuuKPGAvqMY9d7d1Ja2CpRvTSacbDCk2iPF0PqoIXAiaOSrxSnD3pRR6tanE6LmcIxtvJ6p7UFsybafoETGbzjuzW5FRqnvWOuBD+5Dnbs5Myh4FBbws/EwhobIyLwrpN867cZ37XbwcS9ZAtQpZKw6uRup9byJts/C2TFbt+uIKw1Bul2YNStgCyqby0/s0XHJ/dJt/jE30TVaZpK8sieUlqj5rVAoufeb7dbOPW80OZaIhCP99bO0Rebi+a8HWpocAVsEEf87M7dznnv4ewi4PAz8XkJWdpQNgzn3YoNdVsganec+7h6SFuHPS/52L8nov7nvE+cktiqSZ9h30wE/seAXwAe+u8/CvwnqvoFEfkx4I8Cf/qFR0gZeXDdVhx6h1BtBWpsEJeXlRhhryE+DEhWzzJn2O8sMTAOyN0RffLULkDy7EhkqIOCGGwUzwYHp1xLRUshXV18SE9Bx8HLoGmJv/Ywdu+L1VqqukRKol46k+TaZEnnh1Y4sV4aXzrPwnCXW0RliVlP5h39XHvbpqpX69mcQVTvoZ5A7fXA46GOhcUbq6qIa2sL461sWinQbs7oVZlmaymn82IRQlR7dttjxUrgw7nk2bfpClISeR5My7xeIvNKqtXKk2U7TpvnwWn2XiQVvOzBt9yaxPqSehFQyK02RkMOtgNNr6WOUC6UelHtmMWSt2UUyj63phf5WEll0yOJ7xY9LEHtvJfSSv+XaxoTKaAQq7LdnF9LCIcT9wjXPGVEzhYxp1qJdnNRZRrQTV9yrhmYtuuOWnONDYbo4YP0oc+D30Zr9zO0Hcy2q6TBHIM3icgfHJHDETkupqE+JZbLvLWh891F29mtNp4y+vdVfOd1uivZmlp3N0TAbjkBlv+iqpWde+CmfXGNiPHAe12lyL2ImH8J9lvy/gLRNjEseT4uFolgzcUiUYr5kwhGPXpG1V6HLefWJzCjghy24DTRktwnlZixcKwF+RBLYLNvyIGLyGeBfxr494E/IbbE/WPAv+Jv+QngR/goBx6WxJzJycpWT/4uDepI9GyQk/cm2RII91fdiBiTi7qHQ4+GDh0fs73XTUtFJDUtcsClTlOLnpvQkT9M6yKkkqj7sd2kOibqkCg7dzh7rz50rYk6bfhfi4LXSlLYPSmUoz141vVHbMNQohLRQjQpkI6WQIrt9nphybfGGKhs2zCRVlgTvOymKdJx6dNqSTwd7SYPqKtcTyxXJqkbTZGrCzshUQ5uTIiyF9YjlF1CSkaWwTqcPLiiXk4dzECL+qwwyeChJLSOP6LAqghqRbbiu5mIJsUSX1Z2v+2SWvMN9cUuoJqVhq+3RhGaUU3U2N1VEIlFVdoCblQ/tui/W0Ri/oo3cQlaZVAGRe39tQrZmzBbGD0gdYfM1jS3TFGlelq9GPzsvoZguRTyoNTFi7rEpAfGixH1KHaDgeCEFZO314KHHw47O5c+CqLSsW6a8+NANIMwTr9SPQm67eJOq2Gb5Gza5ibGQYYi3hVKE+vVaM2GA4/2GgkZRw/8ugg5mGVU+vzaibppUPim6aTwr5Wq94U8FDRUCIHWPKJnt3X6KeSE7Hanicu+MKenO55E3M+Ivvvinpii+76ts280Av9PgT8FPPDf3wHeU9VQwPgS8JlnfVBEfgD4AYB9fkAD+KOc9R6+07Y/k6+iSbb3LevJNl4u9qeT05lGoVDVbcFP997nEb2W2rAvifOJIONloxXV/Wjtu/bSmsiCrSmBQ6KwPBhbI4GonrQmEMJ6ZU58flw3B3M0Bx0YZnTQSceCjom0jiyX5qXWS3uorTXVhmEOt8bEEI/2lkshrdbFe7jzbvTekbsXUAo6YsOMJ/vfHjbDmtM8kAOimkaW65H5gTA/gOWBsrxVYKykXUGrUI8hgJ+2xr9Hm6y0mhSsTJlyNW5jyGyokGDURVX7/W67XKlUZK7AANWjWrFoOIqJ6mCMnXAiJxz1atFy9HPMs8EBaV6teYBOVB2QXbZFvioJQVdbcJcLr5b0CkWjxPm54tl1x97gm7zd32ne1Aqt2tDGYguPXZPduwv5trJcWKXpcm3fIfW9cHeWF2nPTBVTCPTkY82AJsbrkTRX0uyMiardQsO2wIEXm9l3iQRmPlbSrIxPV/+sWnf3BDqMDo/ZZ8en1Vk56oqLuIJj9/1Xv99GD9Rj89gt4qj1f4WBfJfY384bBh203yG7POzqdONkQUmrcPJzDkMHr9oizH76sL9wCrLOs0XbQYQYvYw9YJvVFrkW9IHL3ObNyR+OG4wb8G6MvWwLwHbx7gWfcfzFqks5Pt95wzfgwEXku4GvqepPi8gf+qj33zdV/XHgxwEe7X6bttVuXbetiUfaMqRtTeqSneTk2ruBY92j6iwrUpN/8dWccQlYxFkhUeEZE3qcN8wsBP0DpokLsq6EBoOUumGQ/lDa/eLbWxcPKntLfIbMq0XtwYKgKfgF3zaawqbVv27pyr+XyvjBSprtKVsOQrrenEjgrYFjB2cYPOrxgolBTcCKKtT9SJ0S88OB5Uo4vJW2bXnD9sWpYgnNI8Mn3rIICCj73HF+gbEiU2XcragKZVBKypRVKEchH40SZ1x5Y32kxUroa+Ndx3jxuTAqnHVwd/737doKibRUahXDX4XGKbdOSbawnNDzBMqjQtqv1CWzDJn5QQJJpHliOGTymFvCMqCDmlKHaeOt26yiMhoJpS7qhJg/XxSd9xxl9mncHL3BLdK6Ih2TJbfn6x1pmZgfGruo7G3bXfa0xUizbhG94/4A0xOj/+2eWE/MdCyt845VbErDwKNSc7xR7/WpLWLORy/YOlZS2TrAByNJ1mpKgpJthzkl5oepa35NS7Jm18iJuoCo0GWlsaVMYdOT7UejwQ631oZOumYiFNNSarRBEZNvDdghOnJFJ65gqEVOq6cPxjPWYJfB2XCpaxijLchrMEl8LmeL5nu4o3bNZjb/t9EYw56F0fsx8d2GyYFUo05+i0nMfxT4HhH5PLDHMPD/DHgsIoNH4Z8FvvwNHMusGEOk4dFqzpucEAbQujlnIDrzaPS4A5oqGJijVSPCayTc1KGWgFuaeI2vxoGDiT3IknOQKDyJKRuLpUaHeNkiuljsk30qElWB/aKeaIuy79h+O4+7qfkVp865444yczs4DDerU/0G0mo9I5crS37GNjqcSLAB4rNS1bjesxfRYLDIus8sl8J8LcyPu+/jW3z1xWW5smuze7z31mSlVY8aBKTIWBnGwm6y+VyHwpGJslgD5ig+qosXGIXWSS8LELvc6kmyxZxIXqzyMs2VdFhpRRuebEyrOcbgkVtiWCkX2/zpoGhWxgdH9vuFeR44ysR6tbOqxTmfNFGI7jDqcFRz6NWaV9QsGwSDF7vUbQ4jmavZnHfZKQyKivVl3By48cl1xXYREyxYxG27Hxpc0xx2UlPHdJNiWipR1DXcKuOdMr2/2pwtkWsyJ9XUCmWb6+mp1wQcovIU1+4xxyWlehGNwxju0MyJWmBQJ2G5DEnZ7d5OC9TIyxS62onIE2zwmHqyfzhW0lHNec/1BLagFKv9cH2jk6pFut17L1B1X1+/UfI6RysufOV+RkJ50Fs3NusZat5Nyq6lbohCD52AIwDRGi1vf4sEZp8UzQYXb5CO7QqaH3qGfaQDV9UfAn7IJ+gPAX9SVf+IiPwF4F/EmCjfD/yljzqWRarmaGXILQnQ4I4V3/IkDIfqcKd+IpvzXlBGyyRH4c4woDnbKiaJtPNkaExeJBcCX49cZc62AoNNWKlI97CkD+64/o0J0ZF8DPyNVuyye2JRw/5rdy5AtWlnl12ySsq9WleX69UWodUa0g63Qj5Gg94K3iMw5kxUG7VuONhCUaogXracjrYITE8C0934psONNfHNT6zLyJCSO+q8JWH9Xhvuuuq7FfZfrwy3hg/LfVXGDAxW+JJyNai9JpZ5oBwz6ZCsg3s0SPatuEEWhbSM7K6y85wDDnKa3qTM2aL25WIyxb55agtMGbtFcdjKwGMLHskizYruK+li5fGDO66mmQ/yjloS64U1M7WFz/D0tHiE70lLKXbIKOkG25WMtwF5ROQamHg0pBArg/fGFG23Ev6ix+K7JHRAYCWS2GpYdEXMeau9X7NC1gZBREFYqFMal7uSbo5NBjU/2pH34l2BpC2UESxoAnXaYh03LRYU0sVgfUVvjIIacwSQb+15OjwyulvNsu2iRUC0LbCLXyeDDGm0VRsHDSMneXUobG3VghzgZe4nVMLOQv6iRczuE1rvz4jeo+Cmfy36bN6vwLzf8YtqidPbu7YbaPm8aLwe/qYUC1a1bN8hdgFOT26FhzJuaEQpFoUH3Pwc+1Z44P8O8AUR+feAvwH8mY/+yLb1adub2glTxZdKQq+f3NTCnB8Z1pIbQCTkxOlGGl98HLduP1qNb54skrXO790NkJ2zGR1AdEuKyLwwfjAzXeetOk5pVYnTB4XhZiW/f0e93KHDRHRKiZLy6lVmaXJYJyeLZEPEyCvvpNMV1rwJBrXkUDANIl+zeuXcU4u6QlYWIB1Xc8CzVZfJmEmTg866RUvqOGs+aJMDGJ/GNta3z/3D7g5SRElRUadQQyO9dOOMRJYnC2VeSUnI80jNyQrQfBx13Bwog0XQUsVgGD9OUPhszpwRkrdLKYoxIjLIVJh2K1fTzNU4c1gH8mAQgGmQmzMNfDZ5RGzH0bZI0yfkirQxWtWrOe2arXy71K17DQERbZsPm3e6392B9zmtjT3kt+7JY6QwVAPgnRJ6n2kmTo2L6kFZ6+m1CCw8htTXL1Q/X3YmThWSCOkueWDk50vaZILTOlrzmNjGskX7sWutO6zXpidOdTAJ3izaisgsJ2M7xtYdp49U41l+kUW9SThyOO2tG84a7CYLRohH0cF2C0d70sELbN61QsgEu28Bth1BnK9nd6nNlTrGLi1Arahruzcf2dv93F1n35QDV9W/CvxV//lXgd/7zXze+KcdHpUy4NoGrZKqtqIaSySGdGM4CXWnXDesux1f/OL5KnpSfRWJkGQLAiBki8C96CcumATm7jeLDBkOR/Jv/BaX+jbDzc4EqnzrCjhLIaG7Abz7SfS/XC+NZleuKzpVdvuVWoV1gdC5iCjEjmvep2ZheZCb4H6T/wzH7XSx6amVnF9+6altd+dlWyhjau6OFj15GW8q+1bxFpFcnpV8NAZMOirTe0fS3UJ6/6bNr6ZHLNdQriqyL4hoSx6lpIxj8d6feWOA+AOs3vVcXFsjHxRNelJKb7S7rex8K3phk+H1eQgqXwg5qRhEVXeKThZ5X14feXhx4NF0YMor78mFj9nP5ayOMklzOCeRbPXEbrEkaj4Wa+zgBUTD7YqslbobGtc/YIXD48zhbZuAlW4ess/ZhCcGhfEGhqc0zrR1mLdotSalThUGRfaFJIokKEXQunV6Wi694fRgcNVuKVZKf3uwaxdJ64ytcKEZXqRJCNi8hzPxy75Ke/5kKe1eApDDSB4yDxOsFwN37+S2uKXFdo098yRN0nI2OtAi/jraTmo9aGvMATBMoznWw+qwqEKW0+YtroW04dPu/HOGlDd6XvMFavK08XMw2zpKc2vF59BjJC7tS6ctwo73Fg/45sVcQuzwozBxmLbz36uslP67rLbKqjt2ia5lB55pL1nMSqy+vxSDK7Q+530dXhVRcTpNDsQkRGPWk3/3Cf1edXX/s+1vVZ/9PklbUU8xDYR0OzNM2XsLdnQ8d1Txs/qOoIkTDaD7QtoXLnYzpSbuFEreEjjmTMSiR8GrCWnFPxp9KHFHs/oP6pBJdejnWTKXcfOHqZeDQ8O9o2DD9F2ql2HXTZPYt5vmMAw6SbmSc2U3FJ8+ZRkzdVBqPq1crIMgQ0LG3LbgwRk+0czwqkXghIq25R9ssDW0OdR9f3Iu+qAwVvJQGVIli7JqgjJwXAfWJTN2pf7Sa5XE/RO7nTh/JJf7W9aZHeJYMept8YpF4mnd5jiuGaLuuNQKceICOMbeItG8wRTmEICsJK/CFex3ijYxqaCCNnnZMRucmE6DjXZrxHfsX9dt57FRAuMauKMKLQ+/5VkL+YMRWSplv2vXOnR5WvJy2Rw7QO12lo1GmrrdQH8Ph6ONf110uyUd4+J0GHiL4uspNt7DJvF8NAqfJ35VT+v1+oj6OdaIERULDh1XP+GkxzHu4+X9ecI8mHuevVQHrkmoly7SvhbrDN/zPOOLprzxwNkcsR5n6An38beQjOzxrLZCVkse0R0rSurjpsjZVjm/OVr0P43bQuIcUbk7koeE1Alx1UC993DokCh775wzWVRYLiq/7TNf55OXN3z28j2erhO//vQtfu1uZPn6DlGLniL6sASdNGZElGuXydgmAS2Il+JrTqRPX5vI0M2CzKu1Z/MtdKi01YeXlKupPbQtUScW9UmBvWPujQEwjfZQ+Zxa4s6qAN96cMvD6cjff/U+AO/Pe35jesRXj5lyN7IexMeH5Q/mTL4zalfZWehv5eTGehhuTXvdBtcldr2tm4pQL0fWi8zhHaNYzg+FuoPj21AuKvnBQsqFcSwUFZ4eJ54cdhQVnrx7RXp/4OFXTTBrelrbtYtimzxXZwhZMi/frQ6hqCshZmPjeKQbzX3b0y52ry+XwvwIlutKvbBEJgJMfs4lWa7ANdHzEYZDNdx7MJZO3XlSdldIg3lbi8CVYQd1rMxvJ+ousX8XL893B7nzap9WvGULBKJ+LuXiNxdnTKW2iFnTD7Vy+UiqrRW5mw2KC7ZHPJNayceZPI2k+QF1Z63/GqTlkJMJgHXVv6KNDRMOfLizCHx8ujLcLFv3GrCd8jw79bB7nqP8PfrgqidZh8Hw57qaT8naII7WhLj6KvWM5COr56pS50BVgbpBvCfwSt76WTr23vrqRnTdc8ljnPfxfH9do1r8W2ShfHwmUKeMLNk1BU4lRluHiwDnCiCJJjrVR+zdJLAWOxZscpN9KfyL7B7FR/vVukZ4pxurZXHHGAUurvvdlPt8hTVetfcZ3Fsy7XqauR6OXKSZJWWGVLdr1qAG006xqFJbkk8TyEDDlUlygjEDxjDxA6YhWdFMFzmbHEBqLITtWHyouKJdD4/cN8U8j/aGSh4K19PMo90dj8Y7qgrHMtj3StpFVLRdCCrImtq5WuTvjjrNrrMRi0ewHzz5LNg2Ph0NsshzRjSxXAl3nwSdlP3FTE6VIRdyModXVZCynXcrF+8iTdUNv1+Ny79pivjuxHVTWkGN2MGaNrhHkzUbLl46SAd34DJGfsOKpMvRIBeDnCxi1IHG99ZdJU8VEc855NryDpBYs24LMebEt2IdaR3so0BHHTpLK6TZKabUTnTKdhTpaOwT8rarvb/LPblX1mJ8+qIMuJNNUHPotyevsPUoVaXtwGKsBuO5hEPftSucYkCqLoNh95hsDlU84gXLdbHFVh+KqJvzPA34bCF4RrQdv/difPeLEHuVQjvp9v8zHPH9xg79uASsAPFjKqX/lk2TsF7ZKfPq+E7Q/kJIal1txe5gkOZUwzput6igN7dEqyO9vaMeDsg4IeOwRdxt0mNx8ITFPJ9ureAkOdqy2utqCdCbW1gWa05QYfBIIM3FtRsMNih74fhYOHxCWT+xcPHwwKPpjots0cuqibtlRIu0JFqTlm2SsKCLJTlTJz6UiuOjrp09PTUHO18ny/ZfJ/JBGe5G8t3qVYa+sIwWIeRDZRhNTjYw1L4iFMxRsjim7powZRKWB5Xx0ZFPPHrKt119nbenGz49vc9tnbhZdyRRtFoXlqbRnYw90hYPh21i4YjX0lxIh9Vw27W0aK/JKNTiSJVw+dULdD9x8YkHHD614/1/WBgeznzbW19nSoUhFaqKyfj6nD+93bEswnI9usNMG5VzsTZqUYiVn86W/JvXbU6CLx6aK3tprfSgw+ozzA+gXCo8WNldztvz7454yJXjPHCcdhzr6F3gLUI9PhLmx4q+MzPtVvY7w1ZLSeRcGXNhKZl1zaxpMvgoW0CUQo3QdzI6JF8cqznHKsa1vjMnrTmdlGunxVUMb49W/xDVikO25yFw6VIsP0TetIluD+Q7IT116DFbNa8OiTzvKDt7nwqU/XbOgG3yoRqt0TnsrSYimGTj2Bo6eEmuRcgpb1F45K883yWlWhOYviAo2CM+/lBBZbX7i24+tGfAhJ+4FzE3JOEEnq1wOD5/IeidewSNob3ki6SwthzTs+zlR+C+7Uw769CiWhsnu2mCiwv6AI1SAzSVLrAvF47ZG032E31SRgt8CG/XupXPx+TFojEMJ5F7OA9dV4sAmhiX/11As3Xr0Jpa261yYQ/wsF/ZTwtVhbsycqwPefd4yXu3F8httkYQR/WGEdUcyV08fOLc4+TQij3kdbAtd1pNo6Il2xzDzrM5IbCFMzQmpNSuGnNzrs2RRqAVmfgQ/xGhaXBPyuV+4a39Hbts1+6ry0Nu1h3vL3vmku35qHiRiI11vK3O7fbCkmmj42liwzYbJSsBo4/bOpawesRT1XThXaMcBd1VdvuF6/HIlAqja7FGedixDuz3C+th7BJ6QsIi9LhHZbWVJQXdq+TGGAiZ2ehAH/TB0MeJxK3NE9R9ZXc58/j6jpysbqH0uDgwj2Mr9LJro01CeJhWdruF6/0xhseYC1Mq3K0jc8ncjXt0cHEvZ/GUKSHV2EY97W8TSfOoN9uOgrg/aleHMI2oGn+d1D1/qkiqW2eaiJADbw5L0srtwSL71FSuaGNolcIeACVfNFsU/qwmxL0KqUe8qp3ErCcDnxf5hsTu/bxQ/DuJjD3SbkHlhw7mEfMzsOxIvH7ob/c/H1arXYsQ6Irk6HPs5WPgk1BqJk0DeTdtuFCsasED7zAtVl+NgusdE9oi8bpNahKL7HPetjh98jNnmtRsf6FCCRFIl1FCLxv7xSNwnSoybOONpFodEpKUpCbbuVwIywOlPFp5eHnkejcz14G5Dnxw3PPe3Z6b37pkej8x3hiTZHpSGG6Lc24XK0waTV62zEMrtw6Vv3w0rDYfir23SZbqtvVP4gVQq8EAVKS6jkiIcyXaXXlSVdjf/OHAksEUb1/e8ZnL9wwO0syXbh5zKCNP5x13swvgr1aJOdza99u/u/HAdUgsD0ZwidMwoyvWrWPKaOeWZUU8w68R/ZXiOIbd4Plq4dHlHW9Nt4xS2aWFXVrZpZVFM3dl5PHFWxwOI5p3tF6VnniuGZIzThCl7gaDEgIDPnZCU55gjgYMPTso4LD1QskPFv6+R0/57PV7XOSFJMrNOjHXzJN5j6pwGCfWfWXdZ+upepTGWnpwMXO5m3lrf8eUVmPT+Hd6su55suz4u+9dU2YrHEuT7QZSEW9VFhr22uZXZBPf0qELXNx5xnyGXk10cwKH5mBzTMflBNdtznywBKqOmSjAkrWSu2cxe4CQDgty9F3XkLeiG7AdoHOpAST78xo6JdCexeYkV2esRKFgD3nEezqBqgYz3qMRtj678d38eFFnciJ41/G+wxpzJWDgXumwx/A77fB27mDF3Ido7tnLdeACy2WiDgo6km+v7OHwlmbaVnOQ/d4u5m6yh/fusGWb73/RWABiPp+Heyc5TTbUwZxAZL1bl3q7CHJ1ua2u2RKZ6dFD9MElyycuWS4HysWGKafFtJKX60y5MPxTpsr1/sjj/R3v7G5a9HVYB554G7Do67juk22hFXSXqUlYHk5WYv0gbewCd7hptuTX9LQTr8KwRKPBuSNVyIdsEY7SenQ26l5gtk7JK3sTnxrHwSGk0rakUkFm4XYZuVl37NJKEmXvkfiSM9NQkKEax90Tg9YTMrXFwSiF4gwbAZK3cLsiH/cmmtQy+rYYpcOK3B1bRaBeXVB3I8ujvWmsr4m7eeTJsm9QFUAhcawDd2XksA7UGp4W7z3pcFUW1gFrSh24bE4c3xkbnrvuE+uFVx6GtrazQMBgqGB31EnJuZBTJYkypMIolYvdzKqZKRkN8+Y4sewmyj5xfGzw2/qgkK4XrnYz19ORt3c3XOSFh8OBXVrZJ1sMEsp+v3BzGLwzjjDPqZXH50XRRbdy9nHLz8glrJfO5kru3GtExDQqYc8KSYuSD1PLUUSRF954OOoWTDo5UX1xtmpTaVBd6LdLUfJhZ8n32wvPN2xl+yc4NbQgC9z55fzh5z2i4aZl0iUDVU8LY3rxqGdJwEaAlwX1oLJF+T39OXIX944hw9CNOW+LzP38XOxyRXxn71DTvdL8+/aSI/DgM1ukODzcM64VORwtuxzRcgLdTzCNlOud3SQ5IYfZMGsH9iMCD4GZvo3Vhns7NhUFAL4iWzMHpReyllwsso9M9zS2SCIBcpzRB5esb11yfGtkuUgmNJXwKkpLPpnokT3Aw1h4MB15PN3y9nhDIVkUPuyNyz6oJ7uMTWKcY+fzTpnj48x8JRzfkhPnDTQNFc2pcW5PKI1AJAjHDLLa+3Q45fkaR5vWWbxMQloSdRpIqhYFOSNGKqRZOC4Dt+vI1TC0KBdgHlaGXEhJKYM25T7rVbnh0TrYNj92ATVbsc66E9KaGQ51cyLVIaFjYRi3qKdcjtQpszzILBeCrol5HbhdjXM7pAJ1ZNHaHPiyZuqa2ry0jkRiLB8bCyR32JqE41uDS8/iQlXRo9Qkge27+e5tcc74LOhkRU5DqiSpjFIZUuHRYApdk8/Ze7sLbnZ76m5geaisVwIPVvYXMw93Bx5OB96ebrlMM2+NN4xS2MvCopmqwsW0cNyPlP2IVGswnOJeSJ7D9jZmUTQWmP1yTYPTIirPczCh7Pcm/YDr0xx8p+dMnbSqLc6+wGnynckomyojdk4d2Nq5OYVzOCSGY2a4GRhvV9Ldah1/lvJh6KF/xoe0Rc++iyaqF2HDk+P3tWO09NGzWjXkSfIxdXm45qRP8ekT7Dqep54U4ZpKTYKgd9qxMMW4wlL3nWAr63+OvVwMHBoml3wF1zHD1YVpnSSfxGGg7nfofmC9nqx4wichhF4ESI7RbSuXPYUiAZu4g++wMpt4k4u08Sih/xvdeWQcjIK0cwrWkKhckESYP3HN8Z2R23cy66WwPKDRCPNRWL8uFJc11X3h6vLI490dDwfDMC2ptuGtwKZkl+JhMubAiQyw46onTtyj57KjqR7G+xpNUOzDy5Vh6NNT+95lJ46zuuMerKhDExyKsO4zab5guJ0YhnSSCE+LcJwHbpYdjyarMBhSoQOyDI+scsqSCZ0YTBK3jl0ELjbWVcUc9tGU+iIaHI6G6c6PJ0JFb90l0+S+NKVHjonDYTTON3CRFzIW/R7rwFqz7YBibpKclLhX3ymse9slHh/vKKNweEeapniUwZcLbfRQsoIXwpTV9HpYBb0s5OxwhKY2P0vNJFEu08yD8cDj/R1f31+y7CZgU6asNbV7ZZdWLvPMg3Ra0VE1GdtmKE1krCy+C1NFRqG4MiW44Jdj+PaCb+Xj+sp2P4dcbt/GTcWkmZveySodQ0laL88yWY5j3W/3bNljRVrVbkxrVmKLnUFtid0HmfFmZPfuTLptN5MNTcSctmPDrZF52P1q7r7NWpSqh6PN6eRzLWeWs0Nz9xyuvbEd76Ras+uf2SRo7zdTbtLZtUXp7b1xrjbJEci+ADd3e/kOnG3rLr5tlWk0ep7LuJKS64mYpoioksaNY2nONllFZsvexmR1kWVsf/qJuJeAPBFZbwNMvnpKqx5kzOh+Yr3MLJcu7eoVljW7Px2E4eBFNwnIym5cmdLKkAqF1CJQwBYa1+OwFyA4xOHInz2B4expjrD1GQwHHhinv6+OuDqcNO2OrbOMEs1kwSriNMN6ZfOdjqNvwbUJXdWSmGtmqZkprVYO7XOvKgbbneDpNMdbkSa3Gg1z7+8u1EWj8kLX/d2jSHcWZe/fYWeOSRahLom1JpIoo1jVYvbVp+KSo10SMRo4Rys1BJ8Tk3MtO1gemnZ72VtuIS1GDa27CjvLiUh2iCKCsSKkqXS04u2cBcvxjKmYYx5mxrEwj5VaN8GrWrfPZKpF3mmhaGLRTPF7KbmcQUlxLW3+W4IWmy9RTpPG6jMa1yjmPoLM8H/ddTGWb7dQe7DQ32d18AR1iHG5MqMlabsbQkMTZUtoiy/w49NE6qRUW2QcKqFagbxBGRjc0DcZNllj3Rxk0CH7KN3hnw9Rj/umxnZTc2LOiNI+ao/x2YC31/pjduM9wfFVT3cF36C9XAeeotu04Yz49rjnedr7uhskfowtUnz5nD/cni34m4VGPTz5H7pFIG+fWVdThTserSPPbgeMaErNmSZV5DAz3BaGq8xw0C1azkDFuoF/oCyX5sxZEk8PO949XgGwS4VVEx/Me27mkTpnhqDu6RYFqeAl9BbJi5rQVN9MoD04sj1wUvyJ9ChTYl4D644/5S0Kq6NDVlgUHhCMDjBfJX/g90Sj4/UCEEi5sssrb0+Gzd6VkffKBb/+3mNu7ibq7cA4yya3im2rLerayqtTMUnToEhaBxqavsdwMGhoerLtmNbL7LsHgzmqMz+s206iaGJVi15HMTZKLDAiFjmEPg3QcN9okLFcWwHWeoGzTWz+0tHhkUX890y5SKY2GLcpoElNbKoIy2L39C6vXKSZXVobO6aoYfNPlj3rahxpzafR2D6vDc8/1JF312uSVDK2QO2SsZtK8fzEKo35Mxxc2dEpkiZQlTb5AWhNk9uzJg7NuUwD0Erja/bXAxuXbedUxk3tUKrJJJi2jj3zUSRmc+lRv8Mw2emwKSQl+oV/OHXSfeuyrRu9Uxidhqe7aXPiDerw/4MS6UwV8U5TOITSJz1l4NTxvshiEfGm7bJ37CiJcek7zaatUUQi+hFYVe/98yRXPHxdKjGho649IyqG023HMw+y0XlogD/P/kzvvPtKq5QcM6dpoVibJuOi6zTZyn3/2LVuNKtK6+EXuwmrilSS63BLtQdrKZm5DoxSWapFThpONk7ROVmLVKXxegN2IssW1fbXWbZjPPM2e8Z7Gwc7dX+OxSAi4y75aFrc+K7APhFR7j4tHOtARZjXTFnzVhBzb/GIRs8nRTwOlVhDZdlUPn2Ok2OtcRzDXGU7Zncs9B5M1Vnqa8aln7dYQAwiid1ISP/GHG6tvyL3gDV7QDbIKimCtEhTq40lYQVFYyptp1IwCGQp+YTr2w99SIVBth3EopkRyFLIYlIB/XX29Ylo3BAMlICi0t4Wz+a4u4+Lz0kvIdAOrFZ52+69Plrvdi8B7fVaNinaEBb7wImoV/Edli8YvcBWG9T9CBbYmCXp9L3JIvBGfaye74mCvMDNi9quCQhiRLv5c3f8e/02wYPDoLLaC9vrpVoQed96mOQjigtbwZH6xL7AH8qLxMI/bhOR3wRugL/70k768dgnePPGDOdxv2x7E8f9Jo4Z/v837t+hqp+8/+JLdeAAIvJTqvp7XupJv0V7E8cM53G/bHsTx/0mjhnO4w57cSx/trOd7Wxne23t7MDPdrazne0NtVfhwH/8FZzzW7U3ccxwHvfLtjdx3G/imOE8buAVYOBnO9vZzna2j8fOEMrZzna2s72hdnbgZzvb2c72htpLc+Ai8odF5BdF5JdF5Adf1nm/WROR3y4i/4uI/J8i8rdE5I/56z8iIl8WkS/6v8+/6rHeNxH5NRH5OR/fT/lrb4vI/ygiv+T/v/WqxxkmIv9QN59fFJEPROSPv45zLSJ/VkS+JiI/3732zLkVs//c7/W/KSLf+ZqN+z8Ukb/tY/uLIvLYX/92Ebnr5v3HXrNxP/e+EJEf8vn+RRH5p16jMf/5bry/JiJf9Nc/nrlWrzL6//IfVtv0K8B3YL24fxb4XS/j3H8PY/008J3+8wPg/wJ+F/AjwJ981eP7iLH/GvCJe6/9B8AP+s8/CPzoqx7nC+6RvwP8jtdxroE/CHwn8PMfNbfA54G/jNUl/j7gr79m4/4ngcF//tFu3N/ev+81nO9n3hf+fP4ssAM+574mvw5jvvf3/wj4dz/OuX5ZEfjvBX5ZVX9VVWfgC8D3vqRzf1Omql9R1Z/xn58AvwB85tWO6luy7wV+wn/+CeCffXVDeaH948CvqOr/86oH8ixT1f8NePfey8+b2+8F/ms1+2vAYxH59EsZ6D171rhV9a+oamiY/jXgsy99YB9hz5nv59n3Al9Q1aOq/t/AL2M+56Xai8Yspnj1LwH/3cd5zpflwD8D/Hr3+5d4A5yiiHw78LuBv+4v/du+7fyzrxMU0ZkCf0VEflpEfsBf+5SqfsV//jvAp17N0D7Svo/Tm/t1n2t4/ty+Sff7v4HtFsI+JyJ/Q0T+VxH5A69qUC+wZ90Xb8J8/wHgq6r6S91r3/Jcn5OYzzERuQb+e+CPq+oHwJ8G/gHgHwG+gm2HXjf7/ar6ncB3Af+WiPzB/o9qe7fXjjcqIhPwPcBf8JfehLk+sdd1bl9kIvLDwAr8OX/pK8C3qervBv4E8N+KyMNXNb5n2Bt3X3T2L3MaoHwsc/2yHPiXgd/e/f5Zf+21NBEZMef951T1fwBQ1a+qalHrBPFf8gq2aB9lqvpl//9rwF/ExvjV2L77/197dSN8rn0X8DOq+lV4M+ba7Xlz+9rf7yLyrwPfDfwRX3xwCOK3/OefxrDkf/CVDfKeveC+eK3nW0QG4J8H/ny89nHN9cty4P8H8DtF5HMebX0f8JMv6dzflDlW9WeAX1DV/7h7vccw/zng5+9/9lWaiFyJyIP4GUtU/Tw2z9/vb/t+4C+9mhG+0E6ik9d9rjt73tz+JPCvORvl9wHvd1DLKzcR+cPAnwK+R1Vvu9c/KSLZf/4O4HcCv/pqRvlhe8F98ZPA94nITkQ+h437f3/Z43uB/RPA31bVL8ULH9tcv8QM7ecxRsevAD/8ss779zDO349thf8m8EX/93ngvwF+zl//SeDTr3qs98b9HVgm/meBvxVzDLwD/M/ALwH/E/D2qx7rvXFfAb8FPOpee+3mGltgvgIsGMb6R583txj75L/we/3ngN/zmo37lzHMOO7vH/P3/gt+73wR+Bngn3nNxv3c+wL4YZ/vXwS+63UZs7/+XwH/5r33fixzfS6lP9vZzna2N9TOScyzne1sZ3tD7ezAz3a2s53tDbWzAz/b2c52tjfUzg78bGc729neUDs78LOd7Wxne0Pt7MDPdrazne0NtbMDP9vZzna2N9T+X2gl5OaJLIIgAAAAAElFTkSuQmCC\n", "text/plain": [ "
" ] }, "metadata": { "needs_background": "light" }, "output_type": "display_data" }, { "name": "stdout", "output_type": "stream", "text": [ "n_mels = 300\n", "Shape: 300x183\n" ] }, { "data": { "image/png": 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mYdDYtaG4UtLGWwycLnect5b+QKG9vj8vSR6eUEZYDkznDUeTmtZbUlJMsp5NNsEvE2Zr0C6QrKE821FfTFBBk600Kihsq7AfNTw7vOWk3AGgVaSPlkx7ch04zPbEpDjvZnyyPuZ6O6HrLSlqimVLu87pHg4oLdchuUTUCk9CD+r+egO0R4n8Vh7QYhUImaI7dAyVIowbPo/0jCFha/nF2Wct+8cF3UJWCR1+DWpaQkINkVBYQmWxqxZ94KSHWGrZlCgJkPx2wN02qJcX1H/tQ4pbeUq7haa6CgyNZvsh6IucZ8/e8MZ6bl8tSAqah4nmoSapRJhEOq3JV3DzLUP1Rvqt/VRT3Mg0qDnR43IdcTsZaNxl9vYokeyIPehh+Is7nh1u+Gh+xQfVFZXuCShi0mgVcV/q4xgS/2T3hOvVlGzR0J066lUGTsqV8LDjg0dXfGtxzlm+ptL9/e8+b494OV/gvcEetDw9WnH60ZZce36P96gvJnQPOv7is1c8m9zw7eoVT7NrHIEBgyGhiZi7VAjsY86qqjifLfjD9TN+eHNC7y3DYNB5QJlE7KWrEa0kGRXGLsLtuPmMMr30pXRihkrTT6WmdjtpuRU3sucoryK+UMxeDrSHln7hpB05jrj18OsQtHcAFqsw+2EEWqT7KU552TNMLLqP2P2Aagd4cIRK0qbSQ7of+UarYDaQPex4WG7YdAW7RcegM/AyX495gvlA9Bn1qSZUieZYboLbct9HjXdXJ8rSrYMEbj+H/kRqSV9IqfFgueMvHr7kt6o3PHXXzHULQJ8MZgxaQySgqWPOOpQ8PHqA0ZF9n7E2kZQgDIa8HHg2veVRvmJm5DxaRQo1MDVT8syTksLayMT2vF9dMyTD0bRm6C15MXBabvh29Yr3sysOzY4hGVaxwilPoaR7f/de2uQYkqXSPU+rW3Y+57KesA4lJ0dbhqBZbyb3O39TK2wny3y3kB67d9xvIN02YduILw3BKNKYpUMmdfDd4SstHYVS+s/RQYjq1yRo01u0llnVxHmJrQVtpH0i++wa9fAA3Xv0tkXVLf0HDzBtwK0DZtvB09lYS0JW9fwP3/sxE9vxE33Mcl7TFAP7dQmNJhWBybSj3jjaRx5da+KRbJa01/hCNnN2J1nV9FKfMrZlhlnELVt8XxKzxHAQOJts+M7kJe+7S5amZqI8TkVC+un6bEBjiBzYPR8trtj7jNwUaJVoekerIHee42xHZTqGZNiGQoLe7ghojJYsGYJk8UO7Zx1K5nlLvzDEpJiajkO7o9JSd2xjyfP+hBO7Ya5bAoohWa79lJswYRcKFqbh2G15WJZs+5yNSnxtecVVO2G7LxgmUlfbncU2MFQyBrZ72eiZFrJVorry2L10VHw5DkNaSQL5Nt0PeXyuiUay9x3qS5lfk/JAdQN+4sh//Ibh/QfoeiB7uUYfT2kPS/qnRygvNyouKlSZMcytAFm6gIqR4qKmeThBe/jw5JrfXfyAz/pjXl4tOVjsmZct9S4nPeiYz1r+7fe+x+Lr0le66Gf8cHvK+W5G9m3PzXZCCoohKYbW4l5Lx7ufR4ia7P0dHx5f86f9Q2KToyrPg2LHY3dDRPPKHzDTzX1GG5KlT4YBQxsz9jHjapjRBcumL6iHjG6wNK0jDAYKmJqO7+8f8mJ/wOvNnJAUf/3h51x3FSAB68ex9DqUfNEc8Ho7o3CeXV0CcD4sufRzhmT4/v4h/9Xf/0t841/7lLlr6aOh9hm3bcnVekq/y/jwvQt+9+RjbvuK7x6+ZHrSceo23EwmhKT5XB0QvMF+5tg9jcRpwN1YyteK9DAJci6Xidb6w/y+V5tvArpPNCeW2U+2DIuCkGvy247V1yeomChuIr4wlDfhz+J7f+Z4J4I2lRl+YtDPTtCdR7c9qcpJRsAgMdPYzqNCYpg7QpbLzH3VEXNLmObYizVunrP+0FLZnkINxKQpyh6tpNmelwMpKQ4nNY/zWx67WzSRUzdlSIbTYst5OwOgHSy7uqCcdbQbRyoCujG0Twa+cbDiYbnh+fSQ/bGGxrDzGZ90p3y/fsgn2yMeVhua4JjZjj+5OaPtHSEpFHBQNcSkeHW1JGwd6IRqzDjmVXTfGrj1Fc+3Rzy/OsQPcve/f3vK1WZCd1NSfW6pn3pqn/F7Vx+w7go224qbdYaaeFZDxf9z9Yj9IA9cM1j6ZeRPnj/CFZ40DinKssf3BnNruTqa8MPylDY4YlLEpLjxE7poqQdHXzuUGgcEWbrvsHSHskEbJmAVNMdm3LhKuy9awXTYVjDLKiVCqfGdI98G7C5ghojbCyTUNPHnhcn98U4EbbQaEoTSYpoB1Q0kZzCtp7wSsLXZtqimg4OCmGmy2x57ucGfLgBITYvddISsoA2OmzDls/YIgF2bY3QkRkXwhjQu2XcbkqWpOXA1D7It66GgcpaYFCkqbB5ILmJmA6kxVEc1R8WeXHsy6+knPeF1xXk95x+rp/zB+RNW5zN+Mj3BdwZXeHheYRp13wb6/MGclEeKl47JRhr1d9iIbJu4fpbxRb3k85sDhvNyBE0kXqcF6iKnvNUc/DDgK8N1PeFmNSG2BtUaJi8M9VPFF/slP/7iAakZb7FKkCXy5wWhSPfTx/1jTdw7ypVmuy75vjqlyAYy7e/vT6YDq32JXrn7cazqFSSNHqQ1d9emUlFaj6YTRJvbpxFTq8nXATUEdB8FDB8i+VXA3TYQI2VppTd/035lvLwTQXu3jADsPpxh2gnlF1tUN+DWNanMUJs98fqG8FsP5KnddqAUykfJth+cQRQwSGV7tqHkDy6fkJKi3gmQQalE3Do205xCDTJjJ3Jm1/zb83/MTA387vQH/H/3X+einzF/1PLHm0dsZ1s+ml8xfGRwOvC78x8S0Mxtw8f7E76fn1LagdfNHAA7HQg3OUrB0BnULJK0tLXmPxEWhA6G5cdREGyXghu4G0BoFyXTRUWaefIXGaEQEFC+0yNOWGP3ipgg7hz5uSXmie5INpl9lAcmuEjYZJBFzLUTkHUtLbpkEkElzGygfahQJrFeVbjjLZ/cHrH6fAnA7MmGk9meF2lGfmMYJgm31SQtk8d+GUlGwOEkaSMWq3APGldBeuNm0DRP5wKuAdrDDNtEso9fk0LELSvMvkNf/5pMxACGmZGRLeDnBboPqOwuUyj08RH5dYtKxVgWLMeiPmLP14TlFBXhtqv4YX1GYT0rX5L2Ft1qwdQayGzgD3fv8Xl9AMBfXr7gr1afMnHXPDY7vlt+ziqrCGh+//Y9Jq5jZls+Ki5Ymj1LXfPD7hEAhRmwOtJH2QBZE9EmkjolcLxScKlIYqI9Uix/nBgmsmxO3gRCrhmc3Oh2YUhB0QZ3T7/y5Qi2uXIyFcshtfJfrQAXJXtGeZ2vLVZH/GCIgzwJeu1IRtBf2UaueSgU/fjzlAfwmtRp6i7j4WJDe+Zo64zMBnLj4aSjy6UL4y4FM9ucJpRXqP5L2OURxN7NpA0ZSllJh0ph95JJTWHpjoTdEI8PUEFqWb1tSHXzleHyTgSt9on8piMUFnfbkLRGxSitLa1Q25q020FMmMxR1D2kRJgVmM6jb7YwDGijKW7mfHZxyK7PuN1W9K8nFDeCKTBjm+byeMb/p/+QzeUUvOKLxwvenM351uQ1H2YXrEJFHXO2seDVZo4ZASunboMh8kV/xH95/Q0a76gHx2Zb0ntDCJpun0FjmFzqERJoxrGwlAC2SSx+0tAeC4ai+nyDPyjplo7qVYPuCq6vcz6rDhhuCuzOkN0q3P5L4JIhka8S/Vxxu6lQeyPotkZ6nSEznG+npFUmOIUgbapQJMqLRHkjdYovFPUjqXkVUpfqXrGnYpUNKJVIneH6ZkozdaSgwSuylaY8F2pSzGSEHPMRntkkqvNeKEOZI7/qSJnG1pZkIL9o0K8u0fMpqIVw89oOFSL2FuL5JRjzCyJFjnciaFEQCit1ztWaNJ+QMkuc5sTMYi9vIM9RRY5/MEeFRHSa7jDH1oHiegNViT+ZCxosjEDo3jJ5MaKRnDS5q4vI/lnGpjW4S0t5qViFJb8XNS8WB/xPTgdpWdkt7eB4tljxw4sH7MucSnc45XndL/jei4fEQVNMe4wNeG/o1znu2qKCgFTcPlFeSmO9O1BMX0uw7B8X9BPF5NwTZsVIxgQ/cdhWIjwlhW41xaWiOk/Cf/PpHryetLSQrA30c0+6MZhOesj+eKDKBnZTj7nI0YMwOZITzG5ajSNTIJZB6lMFi6drtI7cnM+Z5h1H1Z5Peou/LmhtpJy11J1G9/oee5GvEpuPpI/dnmgmf+zJn1+z/qtnUvYpsKsWe5vw84LkNKos2H/tCPQIOz2e4SuH6QL2aoKalPAVFcK7EbSA7gO6D/RfOyVphW4DobLSqx0eorctocpRIREqyzCRIPcTQ/Pth9jdIMyDQjGfNWiViBt3D/tDSe3czxTJBUwZsLVkGbvVbC6mfHR4xd+//A6V7flwcsXNMOHFZsHQW06rDVd+xu1wyqf7I7ROJJPoWwuXY3unCuj+jhEhWIPuQGHrRPUm0S0Uk9cBFRMhMzRHFrf1mLpHD47uwMlgo4honcbJE/RT4YflK+G8FTdRcBANKBvxWSCN5YdtgEFTWE8aZHDiLgR/yyD41/UHQr5sjxNu0eE7C2vHJO95f37DH3QZIWqsG1m4E4/WEe+N1M6ZkEj1iNwKRZS/r6B+YHH1oZQqndDC+6NK+GpWk18HUlUwzAwhg/LS0x3ktEcGV1tmq0NCZuHTXxwr70TQ6i7gPr+CENBT6UOqusVZQzyYoa/WEAJmvSWFiJlNsPMKtW9JVS5j4K5H1S2zh095eTFj7SLVC0t1nrCNtGeKmyC72DcOPzFMXspy5naKZuP40+UZ3U7aaf+oeJ/Qa/Stw7SKP54+4uVkycV2yu5ygr21OA9EqN5Ig3yYaSavBDPRzxSTN0I3VyHhdgPdYU626lExoXvhu2Uvrkm7PdX1hHA8pzsqKF9m1HHK9KVm9iJIYas11ZVHRcvkRU2oHKZzvP5iiu40088TxfqOaGl5MT3AXVnKC8XkVcS0WhjEdWKYCtqMpNksSvQA5YXm1XJJSIpmm/PFPsPmnuE2R/cav5VQmV9JXWrbt9iQkMnKNnsRKa88dt1RNR4VIuZ6S3JjmKUEqw2p65ksSmJuyL64JVU5pp9g9wNc3WJ+VivhZ453ImgB0qREDZ57MYfMweBR3SD/j4OUUP1AKkZ4e0oSsCFIh8EHGRN6BVm6BykXtwG797ibmva7svlSfgRoD7KMdwtF21voNXZjKC4yySQT+VPdYBmCYb8tKF+4+12ybARl45FtZHYOAnf0hWL2pyv80YSkFG7vhRBoxvbWRrKOGjyEiOrl85se1CBNej1m2pDD9rEl3yT8NEP3Aki546zlWwEN2TqiPaSg8dOIei0UddMl8k3E7SLd0gn1fJ0EuK1HAHdUaJWYLhv265IYDO6wxbeOVBvQsHsWOfu9RD/V931Y08s5TJewe097WmHbgO7k8zF4uXeDJymNsla6BL0Z70XENB7lI6osfmmsvBtBG5PUr/mE5DTu5QqUYnh2jL2taT48IlmNbTyEt4omw6OJjH7bQMw1yk9pDw1m3jKf1ax/K6F9yTZaVLSYPh/ZD4mYJ/r5W3GIYZ6YzxpWrUF3ht2HHrsZNzgtWOeZ5y3WBaH3NFICuD33lBU9CMg8KYEqaq+4+ldPJLDH4OgWiu5QoI6Ln2hQC2wzgZDojjLqE0N7lIjLge1Hlu03gFmHdYH2eUV/owkuw5dCBQplRA+Ki7+qmL6QKWF9Flkc7NnYkuakYPNRApuEXdvJa4ZaUT/1fPj1N2iVWH2jBG9Y5C1HZc11WdH0jqNJzRAMX1weoE1gyB3X38lx25HxkdQ92yNaxdVfKElasfhsIC4d8UmJ6RLZbS+ryuMT/DQDpegXDnMkr49O/jEnJW47vPvlAVphzlcYpUiFZEx8wP74FWo2oXi9Q9UtKXNgtDy5t2vsk1PUEGToECNxWhGzOfbjkvU8R0Xe8qc0ZNuA23mKVUZzqJk/73A7GbXqYcJNtWT6RjP7IrI/s+S3iTR2Djb/5IAfVEuKS83BjzxuE9g/koLZ7SWr383a+7nCrBTTV576xGAGWU6DE7qOn8RRsEIwwtX3r6AfUOmMpEWopPYZwzySP6iZlh1N79gfBExrhTYTobgBPWj6A6l/3S6R7SLmjzTXLMmvNX6a4KBnOm+wOhKiJkSNUolj54lJEaIs7/W+4OM/XQoeWUF+rfn04IDo5P9DmZifK+afBSYv9uhmIMxyds+kZl38cIP5YCZsjvMGP8vIn18Tx1IOH9CXK7K1IxmN2VWYq7VkY63kvo6l0Fcd70bQKiXB2A+oQYMPsvTHIB+kzElVQZjlqCFgmo4UREIpZhazq0EpmaJ1UdBehQCnu85Rt5p8FcluekJp8blQyJNRmE0rqDJfoYKUDEM1Tsy8kCWThukXsls2rQC8wwj2ML28plsI1b07TgxLAeEMc0t0iVCM6DObSFVHMe3pGse+FYqs258SjaJ+IPJEfgL9iac6rnmyXFPage2Q89Jrur6iuJIxaSiF5s5Zh68t+0eOcC3Ldpx6moOBfNLzbLllmUvvM46DfasCWiX6aNn2OdO8o58Y9nnO8vuKm+9G+qW0wNxWSSAbAbqU5y16Xcv1PyjppzLtax5OBHTUR5qzChUTbl4RJhm297BvJCCVIs4qwjzDXPFW8yxzkpzK/OdFyf3xTgRtzDT1N0/J1r0EUWbxsxx3tSMaQ/9ggq8Mw0Tj9pGsyjDHc7rDnFBoitKSnKafOYappjsJlCc1D+Y7XmQH7GxBtJrZZ5rd44zdE0X7IJKtHTAnGUV9pvFHPTETLnXMACWILxVH7tVCdBVMq1FJqCW2kelS/SgxHA8cP1zzeLbmspkwBMPgDQ+mOw6K+h54nWvP99enfGYP2eYF3TITKKSTaVV/EHnvg0u+ffCGJ/ktALe+YuY6fqRPaG7nQpycRcoPN/z2gzd8sjriMi4JuSPmibOnN3y0uOYw23OWbSj0wDCOHp0KOBUIKF60h/xkd8I8a3hYbfjDwdJezigf7UhJ0dyUxK0hzAMqC7R1QXuSkztNUor9w4z9w7GTMHGYVmQA2iON2yVCIW3IfOowD6ZEI0yU5iQjWpj5Y3xphJpUaLKbklgY+ApR2HciaHUzkN122Ndyg5hVuPMO3lyitKLYL6VNclzhXm9EkW+1odwfEaY5+vvPAbDvPWb/tTlubej8lNv3A2mVkd8oZl8EklUUq8DuqfRS+6WiDk4wub1MnNxaMX8eMYNsNlgqpq8i6w81tlYUlzB949k/MKJptU9Ul4F+acmP97y3uGHhWgo70AcJkswErIqYkVp80U357PyIeJNhgiJUI32+ESknW2vqbzquugnPd4fUQyaY213BcFswaYSc2DzQqI8SuyHn8vUCd2uZvkh0B4pNXdBOLRfdjDftnN2Q03hHSopp1pFpTxscz68PCT+c0Z94lqdb2k2O+laLqjNib7C3Ft2D3VuGqSG/kQfYXe5RdUvIHzBMHdlGSKjlm5aYGVTKKC8G8pdrwqLEvr6VDbSzqH0DiCBizESITw8Bt0mYyzW03c+GyE8d70TQEiK6lulXWm9QWpF2e5L3KGtJqw3saqxSYIW4peYzEkKGTMOAyjIYvNA68kT13oZp0bHJIu2xYh2NBEYduSMC2H0iOKktJ28C/dxQXkorJ195yvPIzbcKtk801WsJBtOOwcxbPQbbBEJmmOeCKLvspjTe3X8832n2fUZmZEne946wdUw/M/f9Y91DcS36XkMlYOif3B5x83qB2RiylcZoyBsoLxOLn7RoX1AnxaYrwCRMrShvAt2hTOc+XR2y3laETUZ2bdCdwlcJ2yiKK0Qp5muRvFHkbywrPRXa06DRa0vWCOdOB2FnRCt1s+kiyRmwBlsHqgtN0orZn1yC1tQfHpCtpe8uF0oRjheC3nNGWmH7QRB9q53UtD6A1qQy/2XIxHckaFPCH5WwLHCZI1Y5arNDPX0ERstGqx/ws1wkK4dIzLQwGbYd6slD0rRkOCjolpp01vKvPfkJWkXqLmO/yNhNC6Kx5LdCMU+nHfu6QHciAnenQ9U30qUfJhluH2mPpJTQXjNMhNTYKXUvNOd2YHpH/8DzteUVS9fwqpkT0zi4UJGUlLTMvMGaSIwaVQR8JWo5QgWX2refQXcY+dp8w01TCd/MmHt8RtKM9G9He6A4m28p7cDtsqGZZTQHshk8mIl8TIrCoNWDLOHZRrJ5tkki7FEI5V0HUFmkqHr8YBiSIkxBTzzDiCBDQX1qSNoxyWZk24LmJKObSTk1WU5IRrF/aEXnwSpQM7pDJ6PkXjoFrsrwEwtk5EAs5QFXXihXmOmvrnuglHoObBFMv08p/Y5S6hD4vwLvA8+BfzeldPvLzqW7gK8cw9kCd72HoyWpcDLWXUyhbrBXW+LjJaYZCHmOXTeo8xvSdkf8zkeE3JBtE9YFHuUrumSZ5D0+atRBSx0L4aGVkaIcaJ4YsldOApBRMAKwXWJ/psm2QgdPmQSUuWOQGqknSQq3l1YNRpbpz7cHvLxcEndO+GUmQVC4jUH5kSDpBN+bDCyeB2Y/WIOGq985wO3ATxXbPuf8Zg6dyCzZRtCFtk73YJdQwroteNPPaBvpK8cMyvPEalfRtxZ1npNtNXYvn2/+PJCtPf3S0jqNbjW2UWRrGGaONipSayAPHBztWJQtzeC4WU/wlwX9QgYK5bVCeemI+IlsYPtFhq29EDM1mCagO48KDtMGQikb5VgYsnVPe1yQtEbvemLlMNdbdFUwHJRfGSv/PDLt/yCldPWlr/828F+klP6j0SDkbwP/6192ErNpMduO5skMUzt0P6A3NeHBAboboGlRzqG7QH84zuvbARYzmTB1HrsbaI4MzgVmpqXzUzpv6X64gPdq1MQTN8Jxfnqwwi813SPLps3ZXkzlfbRupJhD2smS3T4YdbE6hduIGEaYRNxKpJNIQFT86PKE/rMpplNMrmV8O//cc/s1KwRMA+2xoL/0IEoq8+/doJqOlDnpeuQS1Df7Cr935BdmFK6DYCXLuh3kN6Idum8z6nWJubWUV9LpaE4T3TZHbS3FteAEdJBySLQUEt1ck+0SdpRgEqkmhXuZ0R8LlrZuM8pswOhICBq30SNVHrZPDO2yxNzxuSLCvJ1ZUd2JItKsEmMJpLB1QPtINFrAUdsBrEZ1A7oP0hrzEbv6/z+e9m8C//r4//9H4L/klwWttSStidNMCIqhwGYWPQQB0qSErkrickayo6p0rnGLSli6McqGrA9Ep5iVLU+zawKKad5xXSaU19jcE21GKgPfWb7iwMkS+qZb8E/KR+y6jNs0J2TSqrL7EZySB9gbfJEgijKgW3b4oRCuv1OoIggqSiESlxMARbs0grzKBWVma+5F5Hyh8AcVxhmGw4puqUSidBrJ3VsQtunk930pyokqCqU+5DDNB4bK4PeGkI/nnSRs4fG9FnVxd6fSqFBJE21GPx9FN6bpPshSGQi9xc5GhFdSDMFQWE9eDPRlTswSsRNpKNHuVaLWE6CbCeHxbjUKuSYZR8gU0RpsI6IrvtRjACcwCnxkOCgwrQiz6N2vNmgT8J8rpRLwvx/VvU9TSq/Hn78BTn/pWbRC7xv8QYkOiWQ1fmIxg8bsB1QtfdlUWMwIS+yXGdHpUXZeABvu5TX2gwl+bJavfUWImlQG9EWOP+lxrSIkxVm+5rvF5xgVuS6mzG3Dn24eEqJmo6bYW4tKo65UFImh7lCEOFIRyXKP16OkplKkoOjaDBVGif1R5aY+05SXokxe3ASyLdQnInHfLRX9MqPoPO2RuxePQyW6waK3ovxYXIuKSygUwY5AmiiBEqKwcj3jhq4bJU3HToUKkO5kTPNRAwwZI/czRcwDykj2Fy+FhDaSWcMm47o3FFVPGvUYdCvg87u/f8eidR33AJ/qxtMtzD0A3LZCWrWNJzhNtBrTR1ktQ0S3PaGscNuIGgK8PP/KcPnzBu1/P6X0Uin1APh/KaV+8OUfppTSGNB/5viy50Jh56TbFWY5ZTI2+1EKcynTEtV0xP0e1XqGkwq77am+6FGvr0gnh6SqwN02+KfH9FNFP1j+qH7G580h+95hJp7YGIofFlRvEtdHijrkbGNJQGHGXU7jHbnzskmaKfZGiyDFoO+lMr1LuLm0ZEwt9aDykL3K6E88WS+4hqQTi09HjbC5SB9NXjZ0hznRGZJOZGtRzglTEZB2+ztRPENd52gvu/Z+ocjWiWwNvlfMP40MEwG1302zzF7q7/YE1DDGn78bkqj7Vpge9c2SSrQTocSbWuO2iuZZIOaJsMvIZx2pVHCRU88Nuggkk8ivBCFmOtnMHfxgx8t/fYYKonNma1Fxd41QyAFMGwXoXlmKqxbTRXn4jSJ7uaZ/eiADEasx3YA6WMD6FwfdV8/LfsmRUno5/vcC+E8QK6ZzpdTDMTAfAhe/4Hf/Tkrpd1JKv+PyKTw+I+UGNQSSE9+BVOSEWUFcTFF5juqHUQdVoXYNalIJbbywDAclw9QxTBWzouPz5pA/vHjM7fWMOGhMp8i23Jtd1DHjk/6Ef7D9Om/8ggO356jY0w4WYyMYEfSIWQIlQ4WQJ/wssJi25G6Qn7t0r5ioek12q+51X6ORrKsSuCbRHeRSSsQ09owj+c1ANNKrjOPESQVFSgq3ET0sRsXBUEjN28/VSHcXFoazgWRlg3YnO+QyP9Jh5L2EnHvNgZBJ1k4KsJFQRaHIK2Amv2BtxGUet1Oo1hA7Iw/BiNUwbZLAnDipz1vRXbtr4SWt8JUmWfm8vtT4iSbkBrPrBRzfB1KZ40sr99so1BCIy+lXxt1/66BVSk2UUrO7/wf+DUQ27D8F/v3xZf8+8P/4pSfTiv5EtvCqlnpGJcBoYm6J1dgS2TfoLryFuJX5PbXcTx3RaWIuzfyfbI65/WKBOc9gb3FbyVZpFGW76Gb80eYp/+DNB/y4OcWpwDJrZBduRpEp+/b10YiiDEVkXrTilJRFwdHqURF8p6kuEtkmjUv03YYEsrVnmApA565PXF70ZK8F7WzrIOVIJ+ix0GvyWyhuZdBxB/qOVvhW0h+GmMZu2KjQcifRr3VCRcnUKkg9K+yHdK9Cfke0TJkIJBMVWdVDUKPJkIxwzU6j9iIrxYiTzXaJbCPaFLYZv75uYSwbVBDem8jRB5IZJfStxqxEIdPsOmI2GreMGzrVdITJV4vU/nnKg1PgP1GCuLLA/zml9PeVUr8P/N+UUv9L4DPg3/2lZwoRt2qJhSW8Pse2HWk+JfzoJ7jf/i1pZJ8cEuYlobSicvjklFAKJlVFgcQNUwsRhmCwOqIGjV8EsiuDrcXk406n9h9+8R4xKrrrkv/KG/ZnOaf5hv/O+5+y6Uv+SfMEm3tCoeEypz8OkEdMHlhkDc9fH6FLj59rzIUhv76jiKT7wFNRcAl3WmOz5zVX350yTBT9AVz8Tkn1Jr+f6Ucn4nTJgNo4QgHbp4Z+Iaix7BZgVEEsRFs2dBltnaGjtJ0mrySLKyWicPVDLZJOSTJ0yBA92wbak8j0qEarBGegeosxETMd6DpHelPQf+BBQ/W5FU+HTqSQxMIpkEpLdIp+BruPpvfigbaWVURFMPVAcWVHyVJF/+yQmI0YhMJSnNeokGhPK+JHJ6PW1y8+/lsHbUrpE+C7P+f718D/6J/pZEqhugHlDHo2hSIXlZn3npK6njibkSpHchrTiCeWqjtMSoRJhh4iatORbEV0jmawLMtWtAr25l5JMGTjpuFW0+QlygnpcHU55YfFA7q54Vl5S5PtuDqbEJJivS9ppgJkmSwbFlVDZgJZ4WnX+ahQfmf+oUZHGaSNVAgmtlsqUA5OHf1cdt7CaFUUt4Hm2AgCbGQfJACTaE8SvoqkaYBWYxorwbuRrBWdUIrS3o4ttJFHlsCohJl4vFfEQtM+TD/tGhPBHba8d3B7P9L9+PyYqvBonWiajDj3mMoT1oITkFLpzlFIEcaNcMiBpKQcMm+zpt17hkWGX+ToIY4SoBpfGFRMsooWhjvVy2SEseI2/s+EyJePd2MiBqi2R2UW5RzJGqIzqNkEfb2CwymxtHIzNi1JlTK/jhFtNbr1qJs1NjdAQdNlTLIBEWKWYNA9UEjZUdwoQmGJRcTWGnaaV+USZwIfVVcUbuDZ7JbLdsqmLsBKXVnlPUdlTe1HMuDeYloJzGS/JF95pytr7xS4JXOEXOEraTPFIqKiEZrQkTxYelTGVglCUAzzgDtsKYqB7fVkrJ8TJAF+aw++M+hGj0If0u1QXslARSXII7EMLA/3OBtEIHmwAk2c7TnM9+Q6sPU5MRiGYIRqP2h0HsjzgWb0ErgDi98xbu/sqkg/fS9NPxoJ1j3DIiM4Tbbu5X45wzB1mP6nBTlUEC0E1Uf0av+VsfJOBG0yinA8R/WedLggTDJibjB7wJh7CXvdBalrcwfWkIr8HhCe2g69aYDF/XlVO+7+A6MO7TjCXCeaU6DVVK9Eor59VdAeWa6HCUduz4Niy6ebQ5p9jtobiod7DssaqwKfrQ/oaofpFNPPpDxpHgjjoJ8pds8S0UUmQdM8SMQ8ortxQ/Ko48HJhptNxfBmytVfqkQPd/yMKo5GGTpSne756PhaBiSdoz/WqF4CP9vA7PPI7puK4r0tzS5n9mkuD0smPlh+75gc1fzF01fMXHuv4GhUItOeSve87hZsfU6mPYfLHZcvDjAzkfYEsCZij1r8viLdwSyd6G5tn7qxDBKWcT+XGtqMijL6dIIvtaiyXwXwEf3JK8zDESyTjy6WPmIv1oTJMcPcodJXb8TeiaBFIbSaCGpXY2LErBvUriZtd+hhIJtPUf1AnE3AKFLdovKMMM/RzYCaCqUl5jArOyrXk/KI8kbU/Q5GJcQR3WW3gjW4yx4qQEyK3zt/n+NqT2V7bjYTWDvSJJCSYtfnXNcTVqsJxccF/SLKQ6PeboA2X4vYRzUqwe7QkVrD9HTHQdVgdOSo2HOU7/lHw3vsp2ms80bHmXFnHg2kqefRcoMmselzgjeoIpDineTQ6KCYB947vOWFXpJMTnuoiS5xNKk5m295WK05yXbcDBP2PqMwA3Pb4VRgSIbrbsIn10dk1jPNe1Tp394TBW0nm2B/PMCg70uYO4xwdeXpFpbJm0C3MGTb0bqqTRCllgehHykQ7OwXb+DJmQyNfMTc7iFEklIil/QlsNHPO96JoFUR9O0OnIWulxJntye2HbFp0SGguk56j3mGihGGHtUPmL0QGlPfo7Q86e1g2Zkc5fX9km0bBOU1DluyLaClfxqcwtYC56tvS67cjLwaGC5L8mtDm0eG3rJuCupdjnlZUF6IMrgKIr0erYCy49wzn4x/ZNpyfTPlaFLz9cUlufZYHYjjpOkuu9pafBOSAt2JsrbSiZgUL7cLrm+mcJuRcrEtEq8HaXCkqLCjiuJdLW1rRRcMjyZrprbnvJvzo9sTVpuK5bxmUbSUdhA9sc2c/WXF3iTSyY7UGgJwB7UKWrhhBCV0HT+ybLWox9hdwLaGbONREfKbXgZDXUANQrRUPqLrDlIiNXKvzM0aFjOMUqitlANu3RIz6cN/1fFOBC0xgdGExYR4ukAPAZ05eHWOMgZV5KgsI00rMFqMnk+OBA3W+3saTpyWciOT3MiUB7pjTXGhqC4i7VLdOzI2JzIUsI3I2EeXSEGjN5byXDPMc1yUCZPKItWkpcoG6l3O/CfQHCtiHmlONfNPBaJYP4qcPbrlLx69Ym5bobE/UhzYmkO7Q6vEkAwXw5wyG6ingh6bfpG4/abC9BKw0cGDkw0T1/PJixOyVxnZrWL/lHu0Vj9X9EtYLvc8qVbcNBWvvzVn+unoyaYj71fXBDR/cvOQ6x8esfyB4uq3Sy7nA2aUw88yL9L4jaHtnaC57Lhpi4ADVEQ1lpRHhqk8rCDtud1jGQmvvpYz/7TH7HuiE6hiLOyoZbAjFY4wzXGbHeF2RWpb/IdnYik7rcBZ9K7DzHPsq5uvDJd3I2iBcDCTObQCP81wQ0AVOfrBsfz8aAYpoT97g1rOCcezkaMk/CLdesLYz+1aBxMwZcCtRXqnPZAs3B0KBVolcb3pZ+reAiglJb1YxA+rvEy0h5C8IkZNZgKxM2PASqaLNlFeeVbfsFTvbfj2wTlT05Frz8y05HrAkKhjTkAmcW860fxi9C5oDwTfGjPoM0g2sSxEWZEgO/J+mUAnyjea03+05+Y7FU0OJ5M9E9PReUvMIt2hpryEIWrqmPGmnXO+mkmPFcRAbyUbK9NB/f6A6jR2r4lHChYDqdPoyaiseJuRnEIddtItvBC9Attwv/SLAZ4iu25lic9FFNvuelSIxCrHvL6iPXtK+PYTTHs2Cqwn7Otb/MMDYmkJTlO83HDvOv8LjnciaFXXYy5XkDlMCMKTV1JUpV0txMcobjCxaVHI/Wa9w85GXGEI4CcUNxW365xzOyNsHPlKeotuL73FUI/Alb2MTbUXXVVfaDbHBfmtwY2TszsDi25l2esS7zX2Ss4J4gp+BwI3nWMYDC/rBd9rRUescj3zrKX1jpfbBb03lNnApi5o1gXFhaG8SOTrRL4O1CcWonj/Xuym9N5SfJGRre5ANiL97t6sqE5z+rnlcj/he/ohV+dzJp9L6yu/jVxcz/mHvMfl7QxelkzfKKqrAIyaZl5aU76y6EEYx/WsFCG5W4PvNWpQZGuNn6h7cWhbK7JtZPqqv+/JNsc52TphVjsYPLnmvqOTppWg2OoGtxMtBNUJBtSspSzQrUw6DYgEVvvroJoYIoRA0hms9xAT6mBBMgalNSlG0m6PKkuUMcKh3zck76FpSTEKc8Hq+2lT8HLRQ6HI15FsF9g8lY/bL0a37EPF/HOZarl9wuxF2fDOcbtdyk1RUTLe0FmyWpy/9ZDwW0W3FN5Z0jL63PY5F58ekYqAcpHJrKXe5+Q/LDEtXDyJ2FrhlDgultcyWap+dEk3P8N0smEcgqHZZxy8SGT7RDu6mkcrq47dBezeEKLmqp5gbi2H3/fsHsoIPO4c52FB9llOthavNbcLqAMtGIFGcLGmHRvDCsxW44/8qICusTvJ8n4esCsjuIRRliD7YoU/mYlmQZeJcMekRF3eoJvhnpwalxMhnmbuXixQhUAsRNcizSf3CD29rsF7lPs12IgBpIM5flFijSG9OidNC5QZmbnbHaosCQ8P4exACnqjhc5RdygfiFXBsCxoTxSq8nzt7JI3kxm7+hCiZvO+eMG6vSis1M9GDSst4Gw/kWVZ96A8dCeJbAVDDn7pUXm4n6b5QhEniv1TRXY7CnOUCasSl7czkovotQUNw6cFahJlg7QXM7s7F8VhKuPOUChiVdAeaiFIngycFR2764rmVAkwexy4hxzqxxXd3LB/AidFx+2+REVFP9XYdsTGgjT8x4lofaaEeNhBP9O0BxAzcS53e8VQJPyDAbyifRiwO03zbMBOB1Rv8Acy5lU3mmQU278gkysVRzulAppnM/TZZEShJey8ZJhlcHZEcpph4URg0CiGeYbuZoRpLhO8jdxHqpLhbAGv/2yM3B3vTNByeYt5/gVUJXo6gTvJR2tRZQlGC+pr35DqGnNyJAHtPRiDBvIfbyg/eI/mQcb5wZTNtiLbC+hEe3EOLFaB4CzuVo+gbtlEZVtISmCE2T4SnaFYB0yvqW8saBluTF8kJq8HuqWl2ynK60hxE8hXjuaTOW6jyToZZpgedC9N+OI2UlwNJJvfc8LcPokWw6qDj59TfmfJMNOgHOd2SXbuKK6lvPGF9LNdLSLFk9c97VHOm5s5YZVR3SrMkMj2Ihc6eW4ZJobqXFFcxxFLm6guvBj7bQfqhznD1JCtxgfHOdxOJm26h2gsXoHqNNlanH7mn0YmrwZMFwi5kZadAreL5Net7C92vSgh7hvMjSjMpFlFkUDdrFEpUW4b0maLPT4EawRz4gMMA6auvjJU3p2g9Z40eJT3slppLd+LSeQ+tZYC3YvEDm1HSklq2RBRSpHqhskbz+6pY1cXhK27t/mxrbBF85uB/ZkhW0sdl+0EQFJeeaJ15NtItvb4XKY9WYxkGzMOKGD2eUd+sSeUc2ytyXYRt/e4ncNtNJOL0W1noimuPd3Skq/8KDjSMV0+YCg1xUqEQ5ISc5SEiIlka4XpFHvryG8U5XUgW3naY8cwGkEnBeWLNeXpMZtVRnZjsI2MqbNNgiUsPpFuyeTc47YBlRL9wlK8WJMyi3pzTcUj6pOKfJ0IrSCzZPMpzI1so2gz+ez5tawQsxct9rpB7xvMrCTMCvQQsasOva0hz6S/XrekFMcyQdQWTNORhuH+PqZ+QO9q0UKIY4noPfhfA/l6yoL44SPM1YbUdqTTQ4aDErORAlWF8PaD+IBSSi5W3RMnOcNstCQ939IeGtozz184u+B5fsCWGdFYyisBZW/eK+nnEL+xZ1J1bKNmtyqxF9kooakZKlEvrM8s/SLRnXjcyuA2ilAY6mdz+ommPQGwtAtDP7uDPRoOftTRzzT5TYdtA6uPCvYPD3D7KL5oGazft7id+Cy0R8eUjxbsHlqGmWL/OGJPa3Z5SbfUuF1+73HbL6C4cqh0QD9THD5d4d6PXN7M2N5muLVFBYWfiOetSoZ0au7dKPUHS6H1PJuxeWrZP0s0p0LJkWwhTISYJ1HCKSJ21jE8TbQ3Bd2yoLgpmT8PVC9rdDtw+d0FKuYsnldUPzgnnCxExDkfx91vLoU+njnSTPhfyRj0p1+Q5hOGB1PMfhCcsRFgPH/8i8Pl3QhaBeZqI4MFa1HrPa4d4GYFSpPaFrVckKZSJuADuu7lvx9/Qf7wREA325ryekl2a/nk+oj9qiS/MBQ3ickbqUltqyFpehN5ulwB8KPhhJAyWebqRLaNgB59AxQhM2QrRfUmUVyI3M8w1UxfiCKjDjB9KfVmdRmwtae8vGMIKKrLgGlkx1xeJuy2o34ykc/dJuxuwF3uKI6PRBpzpujLHLfVFNeCEotWMn/MJBsWr3fsz5ZcryYYF0g3GdmtobiG5U8Gzv+aw21g+nIgWw+0Jxm+0LitTLyUj2QHhrYWvpqvpLa9w2kkK75gemcZgmLQiezCkq0F4pmvBszNjlTksjH1grRLmUM3A2lSoDcjI/hgIZvn9Q4mJanM0G0vpd9qi/MBrEGPckjuYvuV4fJOBK2KiVS30I0iDaMSdOrEV4GUSK30CVPbySxWj6/pe9T16v712arDtI79mwnVC8vi00i2DZRf7PDzgvwaIKcHlplc1MeHa75ICv+qojmWoBEqiRpNPBT5rZQXMTOiiBISrpZpm9sHhsqSbRP59SA76j4ScoNddzI9GiJm19M8nmDXHdnGy88bL0YZIZBtAkOpKS8Uw1IUvJuzhJ+JR2128xaH0R9L3Rf3Duqc5Y8UR99raE4zaUUlkbJXEdqTjO0TudXBFUxf9mS3Df10QncUSS6ioiLbGvqFBG9XighzdqsxraU7Cky/gMM/bUhWkX96JateiOSrGeWrnRBNb1aoohApq30t5dvYd439gOp6dOZI/SDTsa5HDQMqz0nzCWqz//VoecVME987RW+a+04An71EHx0CEM4O8IW8VXdTS9/PWWKVo3svmNqQIEb2j0uaR578qKHfTKlPRlfFfM5QSTBun2m+8/A1/9bhH7OPOdt5wdXxjP/34uu8mh2iNxa7V4QqEiYSMMka+q2mn5b0y9Gwzdz1fDXNA3BbRVI5yeTiL9CAq/N7cQ8VC7bvK/L3xfbUNgnTW9xJhvaJ/amhPlX4aWLxbE3/SFwY359fs+lL/uSLR0Sv2HUFzUlOd5A4fLxiva1oryu6I8fukREA0Psdw8zhp47uMDGcdoIOawybyxy3ydl+a+DsyQ2F9fTB8Hp6QDHt2G9zqnmLMZHdvETpxHTW0lwc0B5Ley//Qc/urz4jOkX9QJPsDN1HCmfxiwJfGsywQPmEPV/LSrjakh4eEaoMc7NHVwUYgz+e4WcZ/cIy+TTDXHy14sA7EbTKj3I4AFqjuh4encJ6SzpcgJcspVvBGTD2as3NhpRnpLJErfagFMX1gN3mdEVGtZGlNdu+pbKYTsak1+2EV8MBz9sj5rblYbbi8XTN6qCku52TbRWdhZgLcp/0lvngK4hGSI53TjHaC64h20W6hUjmF7dSEjgtu/f6TNM+CHQH4ltQXY4ZyKi3wBIjuFWlEl8/vuK35uecug0fNw/4o+4pykZsPbboDHSDI3qN6aE5lPad1KeKWCSaB5F02nFyuMOZQDtYhseySp3lPbkJtN6Sm8DxyQZnhL6z3wuOs5p1LKuGTSsy+MNEMXvRER4fC9SylPIiOoXbRWLlUCGSXQ+0ZxXZZtQXvl6hJiVq24gZyHYH0wlxKhPNaCXxxNLKIOkrjnckaAPx/BK1mEtj+foWHhyR5lNU26OvV6hClpvYtKiqkq9HWVBdy7gw7Wp4ssTuFX4qgJRsJxJHpg30C0c/N9g9PP/8hP9Mf5uL3ZRZ0fG7px9TGEHs60EwB/OfwO6ZprgSnEJ5LUbEu/cZ+65qFNJIFB+ne43VfiaBHApxeOkX0kYKmVB09KEnbUVtcPrSUz+Q0uLLdvJt71h1Yhn1slvyRb3ElQPD3tEfjG43W0W9KUiNYfZ5pFuIPkJ+m9jvDabW+FlgOu0YvKHpRctL64gzAR8Mlzdz1BcF/mhgfrxn32b0nSN6hSsCuRu43k5o1zknb0Rcbv1+QXnjKG4GdBtYf11c4/MfvLqfgIWTpXQVrnaofUPc7aHrUMsFdL0Mi/Ic1Xns5QpzuEBt9vjHh780Xt6JoE3OoOdL4tFS+ELWMJyImiFKYW8L/CzHXjl0WRIPprLLXxbYXS8AmkmOWkxoDx3dYYRSNBO6hSIpR3GjCYWmOZYxpnIRpRI+aoaoOXWiLPjHk0eslhkqGYZG4as4anhBHTW+UrLUtgYw2EbdB6VkU0PzIKKCoj2SjNY+DDAbsFng/eMVs6zjj+un2MaBsrSHChUtvlR0RwFz3HG62PLdw5c8zNZ80R8wtR3Lec1NnOJLadOhxAdYTxPrj+b3YKBhotCHPXEJB4uas9mWq3qC76VMqbKBSdYToqYpHU2Wo2xiWnTcbCeUVYczgUk2cDbZsOkLXrk5+0cH9yB3XxqKlcZ0ifZIEZxhOimJywnhbEHINe2RwwwzoeMXGWjNcDzFrlu0taT5BL8osEYTqwwdI/0iI31wCq9+cby8G0FrFN03H4mEeRcEtTWyWPu5RYVcdK8uk+jUTnNMPRAzLcTG0XDrjhCXsgiDUJ2TVgwTKK/B7gPRGqqLyLa2nG9n7G4qmiLn5tEEpwQ2iEn4Sv7RvUy7TKcIpWh4ZdVA3xp0r8hvEv1yJDGmRP0ooR+0xKBoDizu2lI+3PGtB+c8KHYcuj1dtPxocULSTnqihYyNbS2bn6LsyY3no+KS82HO9zdnbPucEBWhNRT1OFVTELzh4GDLm/dLpj9yYycAsnxgUvS8t7ih9hk3qylhJ7ShYWHoCouPGu+1EDcbw6YpaK9K0lHDbC6BO7MdhRmoh4zXBwm3Fq3a0Cp8K87id9oHKIXqPc2zimwbJLgLg8ndfS82FBa7SgxPj3AvrtGlE11iq8Viq48M818dsfGf26Ei2N0gyiIhEuclZtOBUaiZI2YGM0S4ukFNJpgyQ+0ain0r7ZPGS617doDbBezGEcoo2QhZ1k0b2D/McPtEc6KZ/UizaZcYDyTHf370Td6b3fJgtmNzPcHWCtMqqleJ/VPF7PNIce35/G9YMp3Qjaa8EDM7lSBfJdYfauKi5+HhhtINdN7SPzGcTbYcZA0z2+JU4NJPiUEmZ9kqMczfTrqyK8M+zLh2ni/6A/7rNx9x+ScPCEcDxazDXjlmn4myY7vUrI9y+lkteNeRCZu3sOstD5cbtn3BT86Pmf0D6Y/KNXFMPw/SKXkPUUfcWfZVgYqKobf0XjwmfhxOyK2nGRymEdhjdS4aB5MXDe0DAe6YDvG9aIfRwlT4b+Wnt5JUxuGQionhZMIwtSR9LGyOJweCPWg82Yvbe+vYX3S8E0FLTOh9ByG+pc+UIyXcKoyCqDWcHP0UHUn5QIrgjyZwOBES3egOyMhIML1Ic6ro6GciltbPxo3TVuFnCTXA9WbCxc2cf/WDT9g+zDlXS9TekLQh5ImhUrTLDI4aqqJjiBO6A+49vZoTTXMWOTze8qDaimOi02iVWLiWmBRdtDgV6MenKWTcsx5UGM03MkhV4PFsTaV72t4Rc8EupFHXwBeyeYsOUhEovyShlKy8zphIbjy7PifsxJqquojsHwqIPGTqnu+VnEAsJXuLOF7TO07nW4YgTpS59WxVGu1O5QEpC8NQiZCJ20L3YCJyAFON28km1B9P70mLpvWjm6NmqIQlnIwiZhpfGpzR6H0rKjNfcbwTQatCRG32AvDOHKr3xCoTo7SQUEMEqxkeLbDXQmhUgyfta7RStE9mIhnk7hRVJP61lw3LMBGVlTDSrmMuo2G3ezs56lYF7say/EbDbx++IUTN7aaitRl2bQiFYv9EWj+F82y9sA1sLZufbgHqsOPxfCO42xGIPrEy1bvuJuxDxsx2nDczgte4LwWsbZOAWFxCZ4FH1ZqIom4zkkvgxYxaRQG6JCPdA+Wi0OX70VzZyfdTVHRB2BZmY4gW8tvA7rFgXUMugaeDqOEkzT2TInlNU2e4ZWDb5QxRY5RMFKW7AT6IFVPI5XtmSAxzy1DJNdaDPGj9QqaV0WmytUINUfSHjaguJq0gJsLEYFt1z0b5quOdCNrU9aTNlti0mCcPSVqLcvS0wr25xH/zGdnH54STJbFyIjR3eY2qSvzzF7izBZChPJg2oH1Osol+niiuR5nMcem0rQRwtCLUNv+JZvF84PV/15J9e82rZsFRvueD5TU+aDZvCtxeyI/DMrCw4sgNY829kHPnt9AB+yHjTz57RBo0REWxbBl6S7zJRArIRcxWbtDkVeL4968J8wKzbuin4poe95YhGr6/PSM+n2C0INB8UhSjjtYdnywNmqvdhPJcM30tw4n6VJE+r/hkl2FvRy+xN5FhKpKfth3pQRnYnWTBYZrQNlE+3LHfFsTecL6dsbqeol2gnPS4nZQz2T7hcwHd5BNDUsIGdhtPcyj2qd2Bo7juMX1E95H2RGjjJLCrjklMmJ0Ic5g2YZuA/cHnhA8fiyv9VxzvRNAqY0jh7ZIQC4u6M0w7PRappEmJSgnVy4RFPT6TzkKeE/pA+WJD+3BKv7D4MqGSZEAVpXeqkoxZQy6ZgiQjWqkNRT0lJcWnq0P83JAZLzTsJBaaoQDyQO8NXZvhGlEcN60IaXQHCuMCt3UJUWFWggEY1hO0V2Rbkan3pRI1xkbJUtz2qEp21q6W8bGuPFpFbruKmCfK15qYKZqH8d6D7Oh7Hde/nUNUtK3DlFJeaC/KMkkDXpFfK/J1IikxMylW8b7LEJ0AY1QYGbw2YHVEm0QIibrNMIWnKMQByHQQSkWvIdum0cQvMczEeGWoMnHCWSfsPmBvG1GDPHL3HYfstkX3HvP5DnwgTI+JmcFtOtLTM4Es/loAZrQaR7Yjkmu0VscH4rxEtwMpt2IO10uzOi4qqX2MRrUetdpiDkrCAyf8ptH82LYCfpZa2dyT/2CUEeoZVWCg6yzNXnauy7IViaReNlrBAkGxr3PC1lE2Ag63NSQrsvApalY3U9hY3FYA6Xp057aNSNPrTn7H7QSzQD/cfy63C2hvSBr2PuemLsVSapXwlaLrxslagvzFLfq3TlG9JmwdBsmcemDETIjCYXGTcLs0lhPqni0rcEcpG8yd1oIXnlgcNHSGQYErBzLr2Tc5+ZBG2U4Z0qguiFhyZiVBJFnyTZdEynO9x1QZ0Tqh8GvR6mLwpOtbGTrENJo6e4bjr4Yk3h3vRtACKC0Dg6rA3OzkA/kggrs3W9KklDn27Rq1mKNTeus7lVm6r59JQZ9LkIRpJHjBqyajcJsBPYjTYnWext7o+Kej0LaHTYbqNbc3OTdTj95YqhvJWqYF3TtUchR70bSqXiViBmol6PBmnbH4vmX+mef621BeST/1Hh7ZSFtMBZi86WmOHfFwJiPo8yvMgzm6g77XnDczNtuK2SfisDNMZfoWXSIaxfY7J7LU7jS6M7gd9yZ0xW1k91SyebZN9BOp58urKGLK+0h+PdAeCJYhKchWik4X9C6hI7iNpn0I8+MtRkdu90JgLK7SqNajUCGgwyg9OorQoQRk7naGDNC7nuLa4m4a/CxnOKykUzArCFPBSWTnO5Iz2F2PXu3pnxx8Zai8G0GrlKh8L+awb6RPO3jU4ImLitT1MCkJh1OMMaSUSLkjHIpjo4pi7AwiPZ+MIjto6VXO7pEVXhWMmVcENYa59F73jyR4TS9g5+qVqHuHIiPc2VmNdGoVhYB4lzX7pWRoPQiq324NbisYgjupedvJTY5WDECiUpiU2D7JRXVwXpB9dsXw2x/QLx1+ltA2suszYlTUD0V5O+SJOAuoXuN3RjAVlWJYytzWPHfYxD2ghlGmKTgYRpXFfirBa9tEe5yJY3uRsEFRnwZMrcmvNf1BpH0okqelGzhfzaSTMrqKJy1BOxxWxFFkztYJV4s4nnRFlEAUm4Hs1QaswU/ELdJPHdkQ6ecOW4d7Cy4VIlrre+7ZLzrejaAdPEl5UjuifpQidh3KWrSzgv56fYHhAarrSas1erlA9YW4pfg7dxwgVmQrR/PAoWtR4c7WnuzVismjQvS8rLh6614YC3Z0XCzODcVlolhFQiatnaTGHfnIz5p/7imuejbvFwxTYS7YfURFi6vF8ila0F4z+7zDbtp76dLuqBAFGCdBlG28zNsPpmLA10Xs3tIXjkszI41M4mERQIPeyUAjW0ndqD3sOk1ykWzDPXct20aKK4fbJvKtOO9EB9k+wU6W7+KqZZiI4V+/iGAgWyvKi4T2msYIg/zN7Yxhk2NrTXGZmH3ej5JMEfdGzJqnxw63i2TbgW4ppiD5VSNl274hrbeoPCOb5YKBLhy67ilfJ/Rqj2o6XDeRldUHsuv6K8PllwatUurvAv8OcJFS+s74vZ9rBqJEQvF/C/xbQA38z1NKf/BLgzZzmEdnpKpAb0aGZl2jqor+0UKo99s9scwIixLjLP5ggu6DbNLsKEwcE93S4CeJctZSB9kc9AuLfrSkn6pR4wD691vUVUYyYmKn/SixmYukTz8XvEEopa97Txn/4i6QBeTRHmhcpoiZvN4XAn6JDsmcE1EV1EMilBrTRPqpxvSJ5tihvSPk5ciQlSlcdbJnVnZs84HZBx3vL264bid8/MOHJKdIxjBMRtfJeY/NA92hBaXfAoQc+Ili/8DQHSra48i+k02gHjTTlxW331T4Zy3VtCMETdtP8ZX47cYyMDvdEYImTQe8TkQnKpV2O4BSxGlOMpqhkjEuQDc3lFee9kGJ7iNmKHFXJdEouoOcYgj4aUYsLe5iJ+VdLl65OMtwMiO5r+4e/NPo0/4fgH/zZ753ZwbydeC/GL8G+BvA18d//hbwv/unOL/gCB4u5QsrCC4OFsTDGdFo0e0KEVV3qCEKssto8cW9WaNXO3w1OlpHBEqYlCzZbUIPif4gwxfSUfATqKYdySXaB4H2G+3YIJd+6V17zAxyLkZ9AxEpFkyt9jKVGqYSuMon8pV40+rAfd3Xzw39VDNMR6cc+yWdhVGmVDoZo4P4IF0MpRKzsuNfefAZf3n+gqNiL22uQR4KWTGApBhBXfcTQLfu74E3IZd2VjweGB731O8PNA8SN7+tGJYR48QrQqRBE8MyEuYjOs0EUWVE/oD0iEeJzkwTM4sKUQK9kMGGL+VzyWeTyVga5QAAdDMItng/oG438v26kYlmL4YhhD+n7kFK6b9WSr3/M9/+m/x8M5C/CfyfUkoJ+D2l1FIp9fBLHgw/91B9L2/ey8WK6w06zQTiduc67j3h4+foskDPZ6CXIofUdsRHR9i9x31xjTt4CBi6xuGuLcVtlNHhRAuk0IljDW7gb/z3/hG59vxge8ofxPdwu5z6UUJFzezTUXw4k5tv6zvef0SHyOx5y9V3K0wrba/Zy4Hi93+C//Z7dIcZIb8bdCSKK8/+oRhmtO8ryqtEvo74XEiXyz+9IE5L2kcV+Y2iizO230j8lYcv+M7kJV10+KiZPLckA5M3gf2ZljZchHidk22kIzF95THNgGkkiJoHif7hQDVriVELgXE6EJLCqIS/KNnpkmTTqLUFBEV2KK8v/+GEzV/oUa3AH4eJRnknfdXrHf5kJoriSQytuwNFdJbDH3S4jUghqTeXcLjE9GKa5673pMxKKbjZEVdrcA7ee4y52tB/48GfL2h/wfGLzEAeAy++9Lovxu/9maD9Kc8FI2K8cV5irj16PiOeLElKiQbUiK80h0v55bIgZZawnKJmJXfCHvFgdg+0iV7jOoVpI36icbsIypCsbMQWzvPN8jVnbkWlez47PuT6mQMrit7DRLC4thFATELginY7EAvD5oOCfiHwQG0S3dKi/sqHtIeW+sTcZ5xgoHuW0R3IBqVfppHnJQravtKQOcI8u+eP+SPPcdlymm9Zmj0/Gh6yG3LqpyO1ezSWJoHKIskLflcF6BYG1EQeNgPDIlIuWpRCfMU0KJXQNhCDJrmE2RkZFc89ykbxEQO6wdJ8e8CWHj9IGRUaqddNH+8zbtKysnSjY44KAnTSvXgrGGtJRka1HFe4VSv0qvlUSkLnSFVB92CCOq7El+0rjj/3RuyrzEB+ye/9HeDvAMwnj5K73suGbLtHTUphqd5siDcrodikKFTx5YKkFebllVg5TUv0eo+aTVD9wORHPe6bD0ivMmafJWwrbZnsuiFfzennQiV/dbHk84dH90bHMUGaesyNw22F1+XqONrbm3vKtztfU3/jhKESuGK+lpKgfN3eYx/6BRQ3IijnS0V7qNg/C6QyovJA8hq3y5i8GTsLVYZ7tUY3E4ZySr80uFFU7v9++Vf4g5dP8C8mKM19y+vo+w2okuaRE4O99JZ1rLuIbcT9MeWR5rbEXVumbySzt8dSMuS1oohSFiVt2D/R+EmELDGcl/Qzz8HZhrZ3uC8q9ACT80B+O8gOXyuyiz2Lz0YRlKlMxrJtIr8dcOcb/NGUdLhANR3VFztiYUFr0mYnNrLVmYzvc4tpPGbfkX/8q+GInd8t+z9jBvISePql1z0Zv/eVR7KaOMnBO1hUqNYTJg41TNDGEN9coMZGNMejWIfWIu4AEJN0EboefzLDT0ZTj0rTLUXAN5TuHkbnK7FQcipgiEQUv3V4yX9TF8RrR8jT/Q2ojzXDTAAhPkH33iG7h/Y+k3VLRbaDUFm6paF+ILakoRT1maShPY1kZzVV0ZM7T91l1EeOutYSaPucohsY5m/bbGeTDc/yG36yOxZcxCATuDALhNLRnOaj405Czwa6A7Fv0gFirmkPoT+M6MqT1iJgl60Th9/bcfutqQw5WiFMJi3dDFvLJi1+Y0+KmrwYeDTfsGpLLssZvlMMlSa/hn5piW6B3Xv6iXhJlFdBMA1Batk4KxgWGSnT6CYnlpZoNDHTlLtj1OAZjibYrcUvxSkerVD1r8bQ+c4M5D/ip81A/lPgP1RK/cfAXwfWv6yeBdmE6NUe5QP+dIHuety16BmQEqnvSb2AKMx6dw91ize3pH6AFDHeEzdb4pMldg9JaemT1oHstsNsW8rrQmpTBe5Nxj+6fZ/PiiOe7w55NrkleEO2GZUVXRodBwWI4vZpNKGTpTO/ldFu0lBcdIRiBLM4CaRhPgJavCKWAT9YWi2g86YW2XuVRtGO7YBqelSaoD3k15o3+zk/KU/48fUJxUs3MncVPdIT9YUMDopzS8tbja3yoheQURIZInWdM32hWXwSMJ3o/s6+yKguJdDuQC/RgAqamCu2rSOf9AyD4aqesKkL1Ch2oockbTwjQnN3pEXTJcp/8EMoC1jMhDWtNbbxAh2NCd0FzCAtL9WNo+H9gL7eYLTGjudSzZ8zaJVS/xdk03WslPoC+N+MwfrzzED+HtLu+hhpef0vftn5AUiJOC+lfWU09deOyFY9Zt+JP+7BAWpSirLiakf/5FBsRYFU16j5jLiYoMtCEGH350VqzbHp7guplfJ1RA+am6bCqoBRkeN8xzcenfOD1VPsWjZt2tuRE5YYOtltxNELNmnoDiBbw+aDcvxa0TwMIyoLhvnoiGMTYe1otIM8oHaWYlS+AYTnn2Y0JwIK7w8ij6ZrnArU+xwWwoQIk4AKksHFC4xREFphW6G/90uLL7QA1xtxp5EplpQiw9mMYSoPnvaJ9kCyfbEK3PwFxbCUbkKMiocHG2JS+MGAkxFue6CJ316QrwMxU4QiZ5gq2AMPH8hIPhsdOAvLUFmY2lHwQ9xviElUMGMchwozhsMCN+pcJP/n9FxIKf17v+BHf8YMZOwa/Ae/7Jw/e6i2R+9kp2lfXqA/eITqPfp2J1l2u4WTA5lb9wNm15OcFn+xvicZQcWnfY17o3DbUop5BflaNAf0rsU2k7Exnpi+gFfPDnjjFoTOiJZsUuSXBrcRpetiFWgOBVKX3yTybaS4bKlPJiSF3CwE+ngn1mwaTfmZ1Lu+lPaa7qXGFdl3S3GTKG49xUVD+6Akv2oxn75hkj1h815JMrAbcr4/nJH9SHb20UJqRcqpuEoc/eGK/rgi2QyUIVtLSVNeeYxKlOdaNBw2kXwdxIcWIAqYJVt1xMzQHsiGsD4RoBEqoW4zYp+zrVr2Tc6wybCGe8somfYF7OWAagaSXshDsW/wT44Y5hnFFxsBxtQ9ocqwmxZeXUhP3lrpyT4+RKVEmORoL55k7raB5Vy297/geDcmYtbI5GQxhdNjMYq4XRM+fCykxZiEQ1T3xIP5ffM5FRZOD0fvqkQ6PaR9NHsrVW+hWxoRkcjFWcZ0Mo5NCvS1Ix4N2CtH98wycx3tmegRkKCf6FEmntG7S6OPi3tN22iF2pKMIttJv1J7IMHy4579mSPeQrESh8XYC8pLB6m3h6UUsN1RQbVd4gsj1JuZ56TYcdtVtGceFRVupYmzAMoQcs3q2wsZRpQy1LjD0jYnlurCk200w0iwjFZGsHYfxt2+ojsuGSaafipshKQhzQeWh/t7Wc/MBtbe4OY9Q1Kk15ZuqbDnIrGkQkJZPRoSQjyas39cEjKFqStMFxjmmWTQ8yt49IDhuMJeN8TpaBPrI3bTEquM5rREDzn61wGamPpBdJycQV9vSOuNYGsvVuCDdAu+uMRfXGGODrFVQVxMIIKuW+KbC2Lfo/KcantM+fgRoVBUl5HpJyLSqzpPcRMFcX/RUVxrJueWy7+Uo3v45OMzVOVxN4bJK7nZ1eXA0GiSNpQ3kWwtBnW2SZTXkWyrfkrrtXqTKG8CxUWH+/Sc4vWS4agi/+SS4dHhOLdX2E3L7msLQqaZ/PBK6kJncTtP9cbRfRT50eqEN1cLTK3JVlokl4Is97aRqVd+09Etq1HOPrH84Z5k9egbDMV1pLzy2L2XFaaVbKubgfqDBZMXNUlXuF2km1vMVcZ6NAgpJj3nL48FLdcrnFccfr9nmBmylcfWHvNHH6NPTzDbQgTn2h714ZzqfBBB5X1Lvu+IP/oEdXaKn2SY2osecddjVlsYelKI6NNjJhvx2Yi3q6+Ml3ciaJWzxAcH9IclziiMs5imlcC8e82NtEFUnpGKnFhlQoIsMtR7j9HbmjQp8YvyHtTRz2R6E6oMndlxUgP9wtEcWZoTgQlGC7rWpFJYDd1CpIfSGGTdAYRC4xaSgUKm6Oaa9kg8G+afeaJ7K3/k3qyJR0vCrGCYWNTTI1E5Dwm7aglzybDDRONPZrjXK1KuqR/m1GfS2VBAlnvauaU59NKTtZFhpumXGpUM0RW0RyPtRsP+qUD7+pnGl5JBQylO4AIscri9Z1gW9DNDN5+wf6hJo6IPKpKC+EkNvSWVAZMHQq+JO8vmPSesEOfI15rJyRGxKugfTHBrQzhb4AvRvA2lIx4UKJ9wX/+AUGTE3OLON/fTMRZTWG3Qk5xwMCVmBms0OkapkX/B8U4ELaPfbf5y/VZGZxwgkBL6k1ej1E+8R3yZj1/C0YFQb5qOuN5If9dKm2mYShnQPJyQrXqGRQ4pUV30JKWwU0O2lZbV/DMBX9elvaeTRPuW8XqXTe/sPZcfe5ojcc3RK5j84QvC42MICd0N0qKbTHDXhvjNR5hWNhZ630FM9MsZALNPJTP6kznJaqaf7rj9xgK8ZlWXMs0+2/BsseKz1QGbT5aIqR6YEg7/aMfmvQX9IlGM6uR3I+hsI8CY8lVD87CkOTQUqwhYslVPttHsz6wMQexYd19qhsZRXCs23xT0WLQKghLV8yClzn05sJyienG1jK7E1oHpqw53VcseI7OyD4kJ8+YaPZsITapuUGVBOJiRDqeC7to0aK2EAHn3EP2C490IWq1QTQ/Xt2KtVOaywyws7nKHqoTegtKk7RY9KSHPoRWtr7QRFBEx4itLzASU7XYC4B7mjlBoUb82on+Q9E/P6003uorv5OaEEiFJKu7rVAFXp5HSo8XzK0J8cCCGF85ALd0LlWekQWTZ/SzD7Id7pnHSwmfrDwtMGzBepkvDokCP+yXvNWU+8N0HrzjOdlw1E1bTgOq0cNMaxfbrM/r5iAe28pBKq0QC0QziihhyTb9U+Mpgeo0dcbT9QrKx2b59OLsD2D2LYv/UaVKv0Vsx+SvWAdNEcRFXCFXGC50GEAn6TQfnV6jpBLVrSLNKAPx5BtYQFhV646AWBkNzOidbiZZtahp4cERczn56rvqz4fIrCsN/tkMp0hevUZNKHKhDRO0bGcdWOfFkKRnVWVQhwZqmFWlSiohZCKj5DDJHftWIZZATJq4vRbnaNsKR8pWhWxg272v2j2VpvXNJtDtNeQ6Tl+meZauiOCEKpHD0aRiJiNlKII3Nk6kML3IRB1YTefCUksZ9yI3AEwtH/aQiWch2QZQQ+0DMLbrzo6cY6K0hBs23js/5nflzpqZjmnXkixZT63u6TLtU99oMYTSkM50IJ8sDqdi+l7N7LEByPxFXnPpMs3+oRwKi9Jz1gNiazgNxGkhe9B9Ua4QapNPoNN7jNh1222N2HSpI/9c2QVzFrUaVJWm1Jk1LhqMJKbMMjw4I84KQG/zhBIaBmFnxQmsGUlXA4ZI4LYjTXwPdgzQMkEEqcvSmJr65AGuxl4V4TBU5qWkwB0vi8QFqV6N2tfiOOYeaTSWor1f4D88wrdDDpRAEt/cQEmppMX3ENW/bVaC4+q4ivwW3g/ImMnnZMUztPYtUe5E7cvvE/HlL9ukF8ZtndIuMYjWqbAdBLqWqIB4vSE5j2x7TiPL25v0ClYrRTVyx+LTFbHqGu2x7uSYfAm6b0Z6A76UN90lzwj++fcLz10fEwVDdCuY1mYTpRfg4v0mjj4JkQe0j2dZg+kQ310QD8+dR0GVKuiJ3JtIqJKpLj+ktu2cK3WpsLSzlZBK2ljab7oUFrP1oA3q9ghRRB0uhhjfDaE5YkJoGtZgTczdinXuSzrFXW6gbqErClZQL2ToX9F7TCWvlck2c/xoogSvr4IOn+FmO2Xbow3FUe1ewNy2cnhBmBTEzQllpurd8seOFBO12h586dBBWgqh3R3xpRwhgop8bfK4YFhF92OMyT+wtnS7QnZD/VMhkxGkUQ6lFIK6X7Js9vyReXRPKxwxTUe3WXizhVefxRxP2jwtsk8iNJlSW3ZOM3VMBkd+5Q7o6pwKxL+ojqchJdtRsiIpi0jOxHT/ePeCTT08RHXnxz71jQ5g+UQcjTf5coYMS2GQv0k9DKZJNeoDy2su42wgQyJca2who3HQBlcQj4p6dYBOmFg82X8oDbffSwsq6HLXSqKIiFdmoaTsI4wTgwRF+XsheRSti6cSpsevBOVI+slS0SASgFGkuIHDUWCp+xfFOBC0pESuHe7OSejZzxFdvUK34UqlJxfBgJiqF142wdY2CWKBeX8C8EgHfqsJuB9ShZfpSmurl51sR/sgM/cxQXvXsz4TF+tHZJX/18HOe10f8XvgAto6YaepTM/K6ZBnO1pLVAOLhDA6mUtt2idnnHf3C4V7eEGcTmtOC3ahKmJ1If3T3DPplEPhfVNiNHjOuiBy7N2sR4csnZNtEea5wvzWwHkq+9/lDzNqIx28UCreKkK8CvtRkG6G42CbhtoH2yDGU3IPEdQ8HPxrIrhtC6UhWzJW371eEXGHrgNkPlJeK6WcF0Sn2TyJuLfX8MAfl78bYYrqcjEHPZxKwmcXsOtLLN6gsQ50dy8/rnjDJcV9cE47nRGckOMtcsLNZJpSqmAiHE+zLGzlfkf3SMe67UdNqje7ES0Gtd9APxK4j3NwCkKYVdtthRgMKvevQlyupfR4ccWdfibPocacu/dRAKixjr1y6CpXF9In8VrPpc3Lteb+65uhwR8qiZM5hzDjj70QnsMJoBNwzHFa4vSfbJOqzTBipx3OwWpbjcSDRHimaE6lT3UaTXRvcWiZsbiebl+g03K6habHrViZEOfTect1OSKsMt9EyQBiZwaZ/6znrdm9VbgCq8078JTqpV6tLMfAwt3uyF9dkl/t7BZf8xstyv2kYJnJdTCvjX0aaka9G394E7rbBvVljXl/JFDIJIP7/R92fhdrarfte2K8Vb9mrUc3iK9Zae69d6NliOBExgrkI5ELijXgj5iKaEIgXR0jAi8RceXMgFxYIAUExJELECAlExFxESS5CNHJirM457OMu1lpfNYsxxxi9fMvWWi7+rffx7a3fXMu9zznM9cLHN+ccY/Q+eu/tbe15/s+/YMzdY8baTT9gdyc5WZ563NsnpTi2tWxcnSPdbEhNhX84iijjHakpxTf5Zcvlb8KS+/NfIciz9NhJhWsMxhe4qytwTsZyKRHLfDDcP0AlJac5dIRlRfzRS2Jbkyq5dJsIrpuZl+WFy5msplHNm57yEbbHht1cU9mZH60fcU96fKU5qkHxp7P5saCwsCxlmHddSAlhDfU3O+ZVxfE3lgxXwniLfUYdjLRXi69h8S0svlZ6+Dm4I5aWuD9AURBWFcmqnixc4DCWGi7s5a2QrHY8OyWqd6dn5YOBYaPSovh2i52SmsWTUnDsGAibhdzWM9nIBI2Vp6Vnerlibi3jWq+n3KuUiV6URzupLDFd9geuBR+anSC7uGkxn7+6lAXxakHqepVyGUWJpZUQ9Xgiecd81TwvdiCuW/3sohYv4SPXp1EeeCd89mpFWOcgic+uSWPAHHsdP4UjtB5erEWUcQ7/h99BXWH7iVgXuFGuizbI9DgZxbLHygkH/brXm9d41r8IfPv1kv8bv8e67fl8uSUV2lVcby4Ek/Z95Oo/f2T7e1eQLNFZ6r/xlunv+Zy5MSy/k4UTQHetsqLaR27+iwNhWdLfltTvBmLlmFvHXBuWX3XEykH02Clif+NHJGfxX91TfNFgosWYxIenJe23hnGT/RNG6G9k6hHaguXPjmx/d4E/Jdp3GtHGqwW+C9T3PfvfkFq2+3whm/36c4o3T7hTz6KwJGfpX5S40jEuDNMKhhvt4HbSjVK+t1k6BOPnG/yxfQ7fPnYaE5ce05SXnsPvB9isKN5stbt2hupDT2g9vmmIX38nCfmtyP/lt0+E25Ugs/stw2//rVEu/M29stTGALbzakhs1oB1A+n9B8yrF4JZjqNqnrIQGygU2J+/wTWNElTailBKSOhOGiWOX15Tf7un/2xJyI1VKA31W8tp0WBMYl/VpOuR2Fe4Lo9mZ+1u29+7ojhFioOA9fEnd9KIDfLEwiijy02JeitCuP35GxFDfvszQu3kZfU4UhqjbtpUFGHKzVfCnHrC62uJHnvD4VgzdQXhN2LWZiXc6JhrsuBS+CuQHWKEcLhFgR0C3eta2OtZf3ac1QxluNAOKqPmqqL7LTVTLtfwNgdL20HwWnLZkaa0sI2kt/dqpOoKdxpz0wVu2+NjJP3sa6lOVkuoSuLtWkqFKykVzKGCIVxKuVQVhNbjTjOpHygeP5658GmUB/OsOzembNAxY3/xVt1mSpirDWZ3wG071bzGqKa6vRZcNk6Xx4hNoeNxTpfF7w+jFKxLx+nWZbNmObeY3nLaNuyHCl/NuFFqhOY+ypnQGaaFpdjNNN/scadJyYO7mWoXc4RQRagcxTFRvx/xD0fS4UiaZ/xhpDhMAuNbj+tnxhdyeIyVShazPxI/POo0qVRHzoOH2WBe9Wx+9wF7O1zk7HNjiIWGJHYWqT0UBjdGzByZl4Ws7BMZLYhMm4JpVTD95iumzzeEZcnpywXDRgrluVF6T7HX/88uNGdnRbk7RuyxJ40jcbsTYvP1W/xjR2oK7NOe9NV3mLIgnk6kU0fa7pg3FeFmCd6SCo9ZL7H7PKf99p240c7mhKMB+/hrkG6D8yrAC0+qBZuYec6FfIe5WhMPkuHgHfPLDe7xSGoF4BOTaqWX10Sv42xuLKcvFyx+FjHjzPGna0W+G4HyvtfQoHxwDGXk/mlJioZqb4guXbi35THS3VhCZXFOJmpTa0lWSoixNIyLkvopUG5nivsDqfLYz15JQ+XFqnJDxB/lwRvuavobR3nUiYC1mFd3JKNkx+MXjjRa2tsT/90f/RGNm/h/v/lNDmOb4+odL/9/I24wvPn7apKD9c8j7R89MV+3ytAtlKLojzP9i5Knn+qjtnOB77IUaCGG2OJNYLiyTEul+MxNzj+o4PijiD8a/EmWRxQe8zu/iZlmxcLOAbM9EP1aLL3bNUwBdgfi6YT96U8IlSO6mmI3YHqNslPXEV5d6TRKSUOWt+81wj1DZz9wfRKL9syHZZqxhz7fjSrGzXIB/SC5zfYgvVFCBr7f3WOamvjZLXZ3Ug2bfV7nFkLpWATBaWZWQ1U9Rbo7h+/UpVZPjlB5YueIi8C0hNUvUmb1w3FpKY4QGkeqHMmYLFGRTWXRpVwqaLQ5vlphp0iqZFnav2go9hP+OOl3e62v+95K8dB4xp++wnWT0sX9Dd1dzfDCUJcTa9/zx8dburFgXgoyqz8kxnWhidqcVe4p0X+xVhnyNOJvGtmTfl6x/7H8wYpDNqLL6Tx2hvXXgeZ+AgpOL/R9ww059TzvtCZ7Miw8Jja5lJhJ3jL87mvVoqdZaoSgm93d3sA0YuZA9fYoa6vDUWP6roMQ5VuxbOFhSxGi+Cb9AE+/Djst6RlcvvxTInmnPKqffa2jaLVS3uruQFq2iqo8HEm3K9WVpwE3R9zYcPjS0twn5tsG2834U8BEiz8FxpV4CNNS8FRxMJidbI5ClRiuRGu0tSE47bwkMb72maQdSnFoZT8UKZ4Gmbjl6ChN0lR9jdcl3a28EnyvXbw4JfxThx1k7W6PA6lRuPHZ0fHV8sAfHu74629f079v8BmGqx+fZ/12lPwGNF6OZZbxTBqOdHd6jWfaZPSGafHsnlPuI3YI+N4zrTJ1MsvPFbRiKbd6DhOT6I0RcEbstLpkuhUbzwwTJg7yGF40pM4QV43yxayRV9s4YhYtaXcQDXXZwIdH0v6AXS0xbUvMUOcPXZ/EojVTELmi6yCn+xEiabPAPh2IIQgWa2vOYXhmnIjHk7iY27V26scdZrNUmF5uHqalxzmLDRF7jEytHF9iaTL5RSoFOyr/ddwkDl8CyVIeEqPNztdJBJ5xLTrj+TlM0Fg2eYs9jqRFQfdKuWD+4AmNHFj2P8nmw50W8uLbRPHlGjtG1YrGEBeVatXKSK2QDL///iXTLxbUe0t0MrGDM3Ys2U9yhnHlLk42/YtSJVIt5KHcwurrUaSfbmZ5HJivG4k++yAViD+bcciz1vWGaSmuRXFIl0TG84K13US8f9Dnd/1T9Qldr6M968Mun22GMtNNC/ePckpsG5hnYl3i1is4HEgpYbzDXl/B4YfXy6fRiKUEkxL8TK8j5ZxgwzgpldxIdswwXlhgKUTSPJHe3l9GhmaaBa732avracJ1M8W7g5hWRgtu/6Xj+JnLZYDw2HKXKHfZ2ftGzU2xT7JcLwxuCMItM6qQrGH1+4+Uu1nj033H6XXJ/keOx9/1PPxexVwZjq8t0zIxNzBuVCuKPunoXsimP+VMgv5atpl2NdHPBaddTfOdlTojiRCTXK6390HeCY1u0LmSLfywVu093Oj7iqN2SX+a8B+0GmwnT7JYWsZVcQkGNLNkQhhForZvokxBDPh3O+xp0Mj62GFe3QEI0ZkjabXQiTdMWsBXa20+w6i/A6ZRblhaL6CpCeuS8OIK0zQiGB1Omjp+5PokdtqU06ft1UawlXcKnDCzNPJdjyk84fERrMOWBfz0x9jVb8DXbzA3V7L9vFoT2or+2lHuEu19Zh4ZFLKGFkoojZxXPp8o2pHpUFIcSuoPOkb9Ubtiez8z15Zj6wilZbguqbbi5B4+l4vM4Xeu8F3EzInT777g+JlluAKMGpppqUyC6kFEl2mtZmf11XjZIc0cRRJPGskmCykaPhxbln+totqqljXJ4E+yY1r+0Z7pqqZ+cjmoRGEogtdU14cKll8lbv+j93qjv3uHWa8IVy2nL1qKY9DN2AeKwrD4LtK8n9j+tLz4NfS3hnKnKZwZpwsU2f/WC+wQKIwhFo5YOtLNAvdwJK5qbOEJ1624y84qrNlbjGk1ABoCaZWFjyFhly0mKAyGXzIU+yQWrbEWrtbEhRaW+eNvMIuW8PpWxOCnLcY5bNtiN2vd0R+eYLWAV3fymioLxs/W+ZhLlPvcRMRIqguilRtK827Ed57upWeM8PnNjvnK8u3xJeQQ5/atguTGpYzepLOS0mDx7ZBNlFU2FCdL9TQRvUjV0xLqDxIympguFMHF2xk7iRHW/o33dL91R7KG9tse/3AE7xhetBeq4OHoOYSGpsqmz730aMUp0n59YrxpqN7siaW06uV2wk5Bx/jJMG6E466+HsRnPQ2Y22tSXWKHGTdGudsAx5elavMxMa087fvI7jd0CiWn5w0FhLs1yVnxhvM1361I3goTnwJmf8QWmrKd41+Tt1Lo5rLCfvtEuhYLrDjMuCEwv1hpoheERnzs+iQWLdbC9oA9nBQrWhZQFjnpJGO4xmJXS5kre0d4/wF76jB1jXEWqlIA/5BY/awnFRrdDndi1LvTiIkFc6Par75PTKuC/auS37x64OGLlqFbUe7MBRo7fmYp9tkBcWloHiL+saP/Ykn9oCasOESltayEsfqjUmTaNyPlt1tSW0kmnZsYk63Zy+0o8H+KEAJxWRFLS/cyCxU7EbDH68h4BcVBJhnnadi0doRmk0sBmFZelMLGESv9/uU+4Trhwu5U4bcqiJMX7pyc4em3KoYb8S3sbOivz367ggTl6i33mlh6mW/k5tPOUWT9xuNDEvITI8wBvxf/IFlDWtRwJovPWZliDLHyuMOI2x4xy1rvTYj6jD9yfSKLVp0l0wTfvpVDovfQ1sTvHmCaMD/5UrkM2z1crWVEd3tNKgvSm/ewbPGPHWaYGT9f6+iaE66bICXc4xFrDbv/zitCqXjPUBY8fL7iL9y+48c3j/whK0m1jXbKw5eG4cZkKmGieT+COxO7nyPtwVJuZ/qNo36UYQZAXNTEtgALw6akeTML+qlLQu3p70qqx4lqe7zwAZKF6Uo7XGoCzYsj123H12+vsUNNd+OpsitMf63pXnLgB8Pk/MXhxcREtRWqMDdOPIcva0JpaN9OxMoSSsu8MPijdtnilOjuLIt3kf5K5YXvoN4GiRl3PbafCctSHNopqAH+Pmn7ak3KZhxpf8R4JzPsp1NOLpqExc4B/36POfXE6zWxLXH3e+LDI6atP7pcPo1FO8168UUB84xhJq2X2oGnSVBJ5UlFhYtJlLa7G1JVygcqBIU9z0p7DKXFHyam2uO3srhPdUmsRHI5w1TtfeTwtuThN1pKFwiLiO9lUocRzBNKQ/WUqB8UfBGWFaGRJMfOYvK7Xo1Y8yFQPo05UDmB127v+qAGMGdE8PBE+Mm1bhCrWtYeB3zr5cF1lcAl/HLid27f423kaV3Tryv6O/nT2jldgqCnvFCLw5zzDeRBVpxmxk0pQ7xWZVOoDP1Npd8xina5/G661PrlLuF6/fzZMzd6o4TMWpqv4s0WM055JNthrxst0vsHaGoMkF7fYu6uiM6pVs0mgqksSOtWjeU3b4UWeQsxETctdru4fO8PXZ/Gok1JpJlsY08ls15z6olJFpR2dxKOud1JqWCMXlzU8Xp+nNRWhNrSv6gJtcX11WXOHmtP0SXljRnR+Jr3DX/47o7PrnekJhBqKVmj105qQqL5EKSzultc8raKUxSO+cfvoCqZf3yDG6N2dmNEx7tZYWLJtNHN0r9e0EziWPguSPefEnHRgDMK7jgHP7tE2w70oeDN04r9Y0uTA6TP/rYuPMNu08JSfQi40eE73SSxtJxeePo7+XjVjzG7zwgyK06J5TcaM0dXUW4j/Y3n8JmHpFo6FoZwTPDjFn+MlNsRPwXoR20q3ikPrHCk0wlOcvG2d9eCtmyCIZO7Y7w4CUHCrJckZ7GPe5HIr1awWf75bZH+tlxVKZ/ZhyeMsxLFDdk42Xv5Ihw7Gc4tF4TbFfYPvwbvtcg3a+LdRm/GHC8EkmQRPS4mvTnjTPUYmJYWlz2mmvc1w3+54OvfdBBl6WmCQi+qXWRcKebI9QHXz8zLInfckeIgy31TlYRKXADXlvQvSoqriurNEZMSh8883UtDcXAkuyH5qwxBBakzfP7g7lqKQ6J5bzgVlgT8jW9fwbc1zc5QHNQQhkKTOFCjXR6EKCQrnNYOAWcM08pdDEra95HmTY+dAvOq5PSypH6cJSqcI3Yq9P0r4dP9jWrrs7BTWLTIQfPNAm+kSHCnXmrafUcwFvfyDqwk5JhSY/UQ8ccO9kdoX5CsJVWW2F7htpqOxcMRWxaEuzXu8Oe0r//bcSVnMWWJ3ayE7RlDenuPWbSY9UrF/TCQYnjeZYG43UOK2Kz8NN0ArTRXu5+UFKdE8djJV6oVa98GfcDzsiBuSnXj3zn2VQ3LQHE01A/ZzTsTrs+WQmeCy7gwuNFQ/NEeUxQk76g+9PQvG/oXJfsvHf5kWdS6Yca1nBSnpcEfPTaobm4eDMUh6MY69bg+UD+qsSPCPDvCtrgk7IwbnuvPY2CuLcaocSwPgZi5xKHxhNJyfCXHmuXXkeatCOb2NFKeRsbNFbFQADPW4vrAcO3lyzsKCw6lmrnmw0wsDeXjqImYtTAHCRLPY7rzkV7KazaWDtvN2JSyg2IDq0a86NrLVab2hE2Dn2b1J1Wpun75cY3YLx0uGGP+d8aYd8aY/+J7//bPGmO+Mcb8J/m/f+h7X/tnjDF/YIz5fWPMP/irLFozB1I/YOoMeYVIHAbNoZsa09RCCYoChhG7Pelr1pBiIuwOcP9A/PCAmeVHOy01Yx9eKG/MHUe9iWPEjon+xjMvNAmqtpHF14bygz6AUBqKo6iIzX1Q1x+iCNqtUmVMgFQXeoPzB+a7wLiwTAs4vTI8/bbn9NJrtxrPDRK07zUAAQVupMLJqyxEXJ8udMBuX1Fsncg9fUYm3soPt35zonqaNegwcuGO3qgB3Q6ExkofNkL7VsrZ5GRekqzNO3LETIH9b6/oX8jJ0Q1ZvpNdIs/uNaHQ1M+92+K+eqeGalAfERqv+rYs9BzjdFFhxMLhHg7Yx4N4x8aIkvjVd3qsbUdsa+K6xUyziOa/RL3wq+y0/3vgfwv863/q3//FlNI/9ycWnzG/B/xjwN8FfA78e8aY300pfTShN42TdtJ5VrLNZon5O34T8+6RdP+g8Z4xmLbRrnv/CM6p4B8G7GKRF32lN+xpoDiKVxtqh33c6XmuVoxXC0hiepmkhRSLbHX01jDcyv3Q95blV33WRFnmVhlkU2Mude28qkg3DWYSHTDUhnGlMa+dyeiCmh07qo6ut4H6XY8/6fHcKRvtLWp94Jz1WIb4JIPn8imraDeGaQHVHiXEzBHfKxssFobiMGe5upWt56Ahix2DXGRSYr5qLnKbWAhz7a9txoLzQh3VsNk50d8apkVBcYT+tqB4XGH3HfPdSkf7HC5Olfb6SsbYdaWd+NhBbGF/ZH73HrdeqKTIo3kzTZjJS4JzHs+fetnZf+T6s2Yu/ND1DwP/ZkppAP7YGPMHwN8H/Ae/7AfNoiXFSFovZE7mLeWuIt5/AGM1/qur54Way4Q0DBLZjSNmsyY1FbH2rL6aSM5Qv+81YIiR6brBjunCPTi9TszLiOss1aNqP38EDJxeWYpTmcOPLeVuxg6BuS0p95rFh9oRK6tFOka6u0LRTo+J9u0ki/fMaT18XjJuBLabcaZ8OygILsuxTfUSdxwJn1XEc8iG0y56/FI46hltSMYwrVRbd7eOcWMovkuEyjFe+ZwREVl9HUScqRz9ywo7Joq9hhxzJsO7cZEVwoLbhisRZpTeA9OKC/LQfIjSyL3ObuxAeniiWDQ6LbpO+OuLDXbfiwSTF6RtW8z2gGVJ2stjOC3bjMEbYlXg7rfEDw+/dJH9eWraf8oY848DfwX4p1NKjyhf4T/83vecMxf+q4v0+5kLtMIpy4I0TtiTweYcBffZa8J3b2TWa62QAmOF5ZYF7svPpfAcJk1rsoqguu8wQ8C8f5Dys5Iit9xOmCkQypb+1pHaQNhMxF1NMUlmMjeyHupuHauvJ3kMdDPTSlzU+jFgx8i8cDIZ3msaNFyvWXaB5c8O8tqtCuyhp/vJufGSDNtuj8RlK5O2OchsZHeE9UKLbAUmy6e6H0+YOsC2oNjKk6C7tTQPXAw6zleopROrH5QgY++FUIybkv3nPntAeIpTxdSKpRa9odrFfKMkDq0T9px5DsV3+dQYE+3Pd5jtAXOz0ud1OBG6Hnv/iJlnNVNVBSGJOhoC85u32KbB3lzLbcYZzKs77OEkqPNwEry5qHRaNjWmLD/q5fVnJcz8y8BvAX8RhYD88/9NHyCl9K+klP7elNLfWxYLFfB1lb1qewkdC68XOs9yUnzzTv8/nYi7nZjx3pEqaekpC0xQtlgsPWFdYbJjuBkmXD8Tase8LGnuJ5a/SBTvClJQcLPr0yVaqX7I+QX56EtWStj6UdZAoZZfgT/oJjBzpHqaWf/1R/hPfx/z3QfRDZ2T1PsQWbyZKXYj0+fXF1k7KcniaZpEv4yqZ4ujUUlhIXUef5RpyDkaNRmEJQ/6fW1Qknf1OFE8SQs33NZZ5SH4zvXaTftrBXrYKV1ed/U0Uxwiy28C7ftA/RSpHxOLN4Hl1yOL70bM0x6cxe47NXCAqStMRnHcizv5z775gDn2kAne8XQiHRQlmgrH8GpJuFkDEI8n7bSlg7srURNfXH107fyZdtqU0tvzn40x/yrw7+S//pkyF7CWcLvCff3+8kIZJzjOsFnhfvs3tZNud9qJlwsIQTXssdNi32mqFDdL+letxpiPo4SPQLxe6qkGjRhT6Vl945iWBdMLQ/d5ABzNWwka650+0ONnMu44flmrifpO3AMRvwPzwjOtC+q3J6qvnuDhSc7lS5FF5tuG7sbipvMwwmK7mf7zFjMn7LjEzoHUiwU1LjXK7e8icRnwj576vblQEl2fWLwNF7ONcWWzJH6+xHkyjMSXLSaKphidYf3zETeJOxsaz9w4GSMfJ4abCn8KWXNmL8peDEwLhxss9UOg3Cwvej5CVDKNd4KpPuxJT1t49YL04ZH07VvZWBWlvNecE9buHeUQpGAATNtgphm378XUSwnz1ds/vUL+xPVnWrR/KhvsHwHOyMK/Dfwbxph/ATVivwP8R7/0AWPE9LPcR9paU6PCw/sH2O5Jn91J5lH453C8lHS0rBakpoCDJ77/AJulLD0t9C8r3K6BzeJijT+tPbFyFNsB1wcWbx27vzux+nLHPmywk6V6ECx2jgbqbpShNTdQf5CJcCgt49rJ32o/Ma8ryn4WBHa9ZrxdYObIuCo4fqFd2syG4+ucq/CUWH49Mi9LfFpjxpbpbsm0lFQmthGKSCxTDnLOO/CePKqVlHyuNMZNpsCOK3mCbWrKx4H+Rc3UWopjzIMMKL96xIeAf3nFvCjo72oNIyycXhWcXstjwQ3K/42lJPChNFQfKjVfMT7bVbW5bEsJc3OtUqcoSK9fYA4nrM8qlBilQDknNFYlnIcI44QJlYSXGafnI6XtnzVz4b9njPmL6H78GfBPAqSU/qox5t8C/howA3/plyEH58seO01UOtmXm5hIXoZz5s0H0vVanMwMdeG93iwjrDF5h3HaZYrDTCwsw8bJO3U/Yu+3zF+u6G49dk4scmS77yKmd1TFzP56ZH6o1bnvuCyIUMsXLBkupsImJforR7WNNN+NF6gnLVv6z1ccvhAG3N1ZQpsUyFxHzGxwncUfwR9GhttaN9FDj5kjrtfCHF4YzDJiRyNnxCT46Xycn3fG0GT/3K2h6EqqR0Px0GVu7oK5ERXS90G+Ym2NPfWEysmvLOOow6bg9EoyJTNLPwaq8UkSUyZnmV6uKN7uSOcpJuj9z6N28/ZBXl2rChPjBSoMdxv8V+/VgBXaeIx30NY5EVI+CuHdvU7Sj1x/1syFf+0j3/+Xgb/8yx73T1xW7iMUHh6edLRcX8H1WqfUHDD7E6nrVB5cX5HWC5HA60Kug6bB2BekumDceLobZQmo9nTw+pruhfxYmw8J2wdFBc2JxS88T3cNKQiWAjh87sTYz521CVB2z/5i1YeB/lqj5/51q9l/4dTBbzxuEm+BBOs/UJO0+22wg6F+b8AmxmuZK9s5aio2zlmJoO+LD6UEhTEbZkxc+APVw8xwXUvLla1ITUwUjz3zqiK0ogLWT5HiNOfYJZUr6a5lWnmmheyZSiuT6IuNfTanm+vnLAkbEnaOBGcYvryiWDdSL5Se2BbYHFptPn8hUlFpmV4scAv9LtFZ3Hopx/Cv38rY47Nr2SXZDP0BNttifWyn/TSUC3OAN+8lyxinTJ4RFMJ2f0knj10vvX0G880wYncn3NNJ+qRZMezDytHfGvobm5uQgBlnptZkWp04nqGQZswEmLYVxibm7OQSMtHIRDGdyoOSyc9Ql+0m+ScUuUmbI9NK6ef+FNn8/l5z/aPUrstvAuWjpXlnuP4vZ8p9Yrj20pfdn7DbE/O6Ym5lCF3sLM13jmSgfxFlpHEliuQ5+0uSGqXonOMHTz9aSnSYR7rNm4HizV5w3VIqVztF+ivHuNJ7FL25cCnO13CVmNaJ8Up8WrL+rXh/yCPwCfO0x717VHO7Ek/XDhPuuweK73ayseom/IeOYj+q7IsJbq/lVAMU9wct2OMgi9eYZKb9kevTGONmJS5FwGzWMI7C8vxGzVfI3rTGiAD+8KSd93AAY4UatLLZMf2c4SXF2lcPI8yR5GQGFyrRCk+fVYzLfPyXUL73jK8ToRbAXn8A30eB7iMXrwQTxHqaVxVFl4hOdvEl2qFMzLvSvsdbi51L7BSpHibKp4WmY1PCI7jJTlEmxE2Td+ns6NgbvDEMn00Uq5H+UFK89xRf6fc6p/SEWkYexQHsmOhuPc23iZDT0P1+IDUlp89FS3SjQlCmpV5TdMj+dC/i93iVsINRmIqLjFeJwhpcL1Pmcpol2YlRZildfxF9zlc1xbsDaX/AeCcFtTOYNx/gxQ3mYfvs8m0FT6aqwD4dSU0p74TOPrtl/sD1SSxak19IfNpiP38N4yifg+OJ2PeYqsIsFhrbthV2Xwg9WCxU19osqqsr7Kln/bOeaVWIDDLkktoZiiO5iVO9evjSMF5F2VieDLwpGF/OHH7sWf8BlIfzUaktqH5MlFtFbE4rJUHavKNVDyPT0lM9TrjdCF7OgbFYMlx5yu1IlU2YQ6Ux6uK7k/wbOnlsRa/p17QwzKvEWCXMZJkfauyo2PtkNR2LOeHHjkAU5upPAXPtOP5kmfm0ge7LJcNGXrXlLlIc55xbC36IuFHY8dw4WZHOmuiFGoq9xY7y8XJjUq/Q1sK+QxDn+e6G5A3+MOGOGiQ8byCDPp+bjWrct1EGLCcJWN1xuAgg7Ycd8XotyPPbvwXowd/0y1lSStjbGxXq+wNpGGSts1iQhkEa+usrTHYfSTHC8UQ8nXCvXpJOnWbh1xtBUmMkNJ4iW+/0dy3Jqi70XcSflD+w+6nUAa7XouCt5+wYCNpZ+2t9eJs/0uJKTmXHXFmqbbi4Mhb76SLy48yCGhPjyjC3xcXUeK4NtjAXczxfFnD/KP+wBL6T5+14FaneOsqtfh+5y4B9q8dRHi6EXo85t45qF3FdwE0Rd5o5/qiVpuwPD2DB7jr8umFuVpS7HGBXCVlYfJuYVoZhw8WF0efgaDJHODUF6fMXuMc9abuH1ULTsd2Aef/A/FufaVG9f5Sl1ThhvMPPAYYBc71ROdj1sBIP12S1gplmjYd3vw6+B8Zgb6+Vurg7EfM40PhCk5TsWZoen6AQSz7udtKMtRoFmpsrAeneMVwV0iONCdsXmBxfeRYNxsJQPU1Uv99j5wVv/34YrhPtd4b2zfMH5saInQzHzww+JuwULvVruZ8o99DfatTrjuNlpj++XGge78RFGNeGp98uiYWef1pBfZ8otwYbrG62RYvrY262ZP4mIjos3kRiAYcvlQ02bpyiSUPCdeBqw+ELOZVjwMxW4XaFWGb1+wm7P8lisypllTovCVVOWy8tU2M4vTaEBvlyjTCuE/2dyD7eG45f1NQPM+X9iVR4wVPdIC+FFy0FiCjzuCNtlppOFl7C1FNPamq5YN6sJbHpRnjcyY/4OudWZPv7j12fxqI9y8c7me26zVq17TBKydAjHdXhiN04KXKzFNlUDenYadCQ8d1yO9O9LJkrQ7m3MMqjtbkSO98NmnwBOc3QE5qE67PH116OMcVuZlp62reqIQ8/amjuJ8q3YiyFRYHrYlYBKGVnfrnm9Kq82I0OGeu0o1HmwZWQiPko8eE5gp4gToCJ5yNf3gPFUSjEtODiXhgdDLclU6vBwrwCdzLZfytdHjM5Q7EPgqiWDfYpz/zrIpOGdHfOjUhCw20ieg1AYgHnaKu51XuTnNAQQhKN8OZKvZuBuXWYq1rJjP2AcY54u4bRYawl7faqZ1PCHnvttDHCi2vYHZUh18+43SB5+UeuT2LRphiJD0/Y9VKkmJtr/XtK0PeCtnKgM9OsAIvFgnD/QUQZX0CKYCzuy88wqc2cVwn0kjNErGbpRy1gMwXMaaB0lvq+4PAbSZaaOYdAu17ABnex/RyXltrmWiAk7aZZnKhcM8lbyhzr2b+oKHeaYJW7mff/rZp0BfWDuaTYmCgr/vnbN4Tfecm0PKsTDNELQ+1vZdJ8KRFq8XmnRRYkDqrXQ5kRBeOY20a77FvxjFNTivvqrOT5SZhvMjLcGzYqj+xoLjBaclA+5psux9XaELGPO0GUZQHjRLmbsN1MclZar89ewO6I+fm3cHcjbDgominePyjppqowdcV03eKNwT0cdeKOkxb4R65PYtGS0K7ZtuLJwsVYzqxW0HWYqhQT7ExBBBHH12tBYp3mnOFuzf5HFcO1YfVVlAeXVY1bPU0yV3YG+9TLjmiOlNt0+ZDqp0RzP+JOM8yR4cpzemF19AL+OME0E14s6G+1o1YPkwjRhVdT9naP6QbsvCb6hvbbDvfuieaLLwiNpX0bL5joXDvKwuPWS0av5PTTK0MsEnYSEy0V0LzRAnWjFpDvEsMGupdip5VPshq90CZbm1lmifmza7rPG1y/hKRBQ3djxeg6weLdTPtO5cHZcyBWecjQJmwQL7e+n/BP/YWEzzhpMsYG20+CG+8afOUoAHqpqc00X0a09sWtxswfHjBlSWGMGrOikBv4bi+q6keuT2PRGnCvX+r4yGZz6dSB94SXG+yuhPcfSMeTOtZZ5h4mjwp5dYfZH0mnjnFVXiTgoTSKZLIGGnuxoYeK0opFlowwWJvl2t2Nodw6zBihUHbs8QvVn9WjmrC4bi6wjO8i/V2N6wtFb3Z5S+p63KPHfNnQ39W0u4rmPjAthLMOOf2x3BkRqHsZxo0bQ6h1A01VJLSR8sExt1w8tdykbN1zwzittcDLgyC8aWGZWrCTo3kjfoUdEr6TrVEsJVps3wlJGVeOUEJ/m5g3geJJaM50FcAl7N5hB/3M6UcrzBdL6rcn7Nfv5QoeFMossnvUe/O1Epnj6YM+s0JIQ1zVuA97LiF3QfqxuFliT/2f2JR+6Po0Fm2C+P4D9tULuNmIBDMoo8ruZZU0b0XkNr4ghYD/4jNZCZVZrtz1mLLAhqjZeZ+VriaL+I6BUCrZxkSY1iX9dTbjAIq9YfT5yLSG4bai3E8XwD1ZjTaH65L265HhumBYWVwXBWM1Tot2PxBrjwNhmdaIMugs1fsT8bc2Ei568MdEf+MwcU2DdFjEvJOeDN2rhD846vcme82qTPC9Spj6IYfg/djieg0esMKiSWCGxLiRr1j9XieR3Z5IbcV1N5MKy+4n9YUxZnMFNjeJVEUoI4yW2ESGO3j4OyvKQ6I4RZHQVwsICmTGWuz7J+xnN2JsOZcJTSe5B62WsN3jjrnJbmqN4mMiPj5hm1qY7asXchm6/+Hl8kksWuO9RrOHk/JSnRWxe57lqGcMtqowZUkaR/kfZHJFqkrM2Qt1tcIOotXNvWpaOyTMHAml3AP9kKjen5Td+sIzXOcgjyOYJMretJSTjB1mTKxziLLgslgawqK8IBKxfJaku92QgzAqwhd3TJuK053NwsprQmE4fa6BRPVoKPaqT6M3ME6quU/yJBvX4AZD9cGw+flMf+U4vTKY0rD6JlAcZmwfmNYFc1WQvG4E2XNKslN0UhOX749aEKcR7h+xmxXd53JFD1U2qrtSSeKOltDmGmG0mFE3tevEt7WTUnRiYRl+fEOxG7BPR8WHzpLSA/DZC6EHdUW8WpL6TG0svPy6dgfSPOFfvYS/4zdJp2fM9k+4Z/7XXJ/EosUY0qkjbHe4YSDO8/PdOM2Y9UrMoUlp5cSetDtghlFc25QwZUk8naQsnVOO3JQXABbGVUHRgesitp8xIbH8xuGHgt2PNYPf/FEkGSiO8QJh+V6lQblPFJ2+PjcO10V89WyYXOzGS4My3rXMjWNu1YXH0tBPgqvmhRaE65XXEEqrqVhZKPz4qKYoNAkzZbfyLISsHuWaaGYpbm0/U3cToRZ8ZYIMn6mRQ0yf0YhDTyhEJgqPj/irNd2d/15Tpxtpvp61u3YuQ2eGtAyYvcdO4jGU24DvA7abn6MEzm6Jg5S9/t1WKMXhSLre6AafZtIcYLfHtC3u81ekfiD1Pfbd47Pmzzp4efPR5fJpLFrvMNcb7CAhI4cjsesxw4CpKug6vaiUhOGC6GvzTNzucXc3KvS7DmaNR+VmbSgWOfgOdeo2JIH+bx6pH/e47ob9jxZyaekixX5mWnm2f8ea5v0kt+9NtnLPU4RkPcUpKul7SgxXDhMr7EHEZjtGmu2QTd4MqVMSpO+NpEOZ+nfmrJ5dEN0QmRZaTP5wZpjB/gsn7dZATlF3NN9qiDFfNUytxfeS0nS3wrGNgWGlmyuusi7MGNzdrXwWjKQ1c6PUnXIL46Nnvpkhp9qkMv+/EPdhag2+N9jHgP/mgxrguxvizZ06/0r8A6wVUrE76GY89piDppv25krOl8Oo5BsgvL+XHKddkuaZefPr4DATIunhkTSOwl8Rkyd2PSaEZ0ShLDDjKL4BEA9H0jSK/dUPxL7HDROhUqPjO3XT/hhwQ+D4upJB3VxhuyVMM66bWH4TOb3QbutOE3YImJtSGbB3BW40hMYwrQzLbwLVNjC3akyGlX12lLEIRvtK4HuxqQhfepr7SPtdRzKGzX8ZOf64vbiHuyFSfbuD+ydKY+C3yosBhwnQvcgqhgc1YJCFh0vFIvUv8iK9TNM0dj69FIbrTyIR2dNIaitoXjDdSqJtJ6h6aB5C5iVYTp8VOTssEZuEOZ6lNznpsbLMiwJfldBUmGlW3zHNpOMJ22XXy3FSGTfnsJdhxC5axQwcsg3UegmnTvKaRiw/EyPFLz5S0PKpsLxIpGnGVJWyxLpecFZdKfu2LIldD0WpunW91C57POWJWKmd1zoIkXFhGK/ISlL7vNMmJObrZcOUmpJ5WVI9zsQS9l96hrsaOwXan+1w77cUh0D1qNpwXKupc6f5EqAhkkxiWjoZsH37lvjmHWYO2XpTOxpRAsPhtr5IX1RCOCllJ/mEmaAp2LxIOTss4Q9QbaPogo125XFdMG5K5lpTram19Dee5mHGJDGz5hpMiMqt3R2Fz3YjLlvpV08y7MNA/TDTvdDoONQJMxtsb4hNJDYxUx8zDyNByo0x4yR7zmm+oASp0F5o1iv1JF2n/sQYNWibNXa9Im4WmPUK+/JOECc8K1c+cn0aO23+HU1ZypI+JeJ2h7Emd545f8E7YXmd4DD/xWfSht0/ZF8ETyoLii7RvNOHXz/IKM0EQ/NOpJbkLLEudVe/2xN/dEX5lPCDvLmSt8TS47K+y0T9juVedkjnmKNqlxsGA/4QSPujJmPLhbRr1lyQjNiIcD0vLOXTfPHbAuRl5T1mnLGzEALXq/mrHhPLbyfKp4FQe+oHS/mhw/Yz01174Spc8m6Pgf5a5UR7H0VOt2gXGyX+dI9Hiq5lWOUmslNKj525hIKAbhDXmfzeQfU00/5ip4aqaaAbSJslxjuljveDNo9xIn2hoBRzppjuj8Q8NLA31/p9piAoLCW5DHW97Ft/HVheAKbwxP1eNWwIkCKmWcrHa7PGVCVxuyNNM2mesOMk6lunl5BSwjhHaooLB1aO4NlYOXuq+i4QGoc7wHjXEsolJsHyu5lx5XCn7CaTu+DoBbrbiZxvECVpcRqjyiE80X7TwfVaMNA4ERc188KDzS7djWdu5PpyfO1YfhvwxyCrIVCKT0yX3XteJIqDjESaP34EZxluNhS7Scwwa3A7j5kiLqsQqseJ8tstdXPD6aW9JPTY9096jmmS4UlZ4PrI/MqqsUtkmbwojnMry3rXG6onmOtE/ZSo35yIf/AzPWbbiukFkoK/uJVVa26ozP50IT8Bz25B/aCNqevg1Z1OvLIQv3YYRGtcLT+6Vj6J8iDNM6auxfIKAdM02KaRyrOuiY9PamBWS41rc0MmBlE+iqzFXl9dIplk856Px1HR7jEvkGI34h73VN/tsdnEzXdyppk3FXZ7xD2dIASm1jCtlFfrRqW42H2vWnQrX4HhSnN5M4xSCPQ9yVv6a3dJkTlP5KptpHqKlE8z9XcH7BDF951muH+gPESKfa4hs3r29NNrxpfSvuGMjuJhwsSI/3DEjiJPF089ZhjxXaDcyemx/OqDdriyEGFmIdpgsZ+zwZx+Nzc8lwD+mC419bjWiHjxzYD946/1+ZSlTob1irjbk776FtOPxFc3qlOrSlKcwqusO2OyZYHZrLSrZlaezD4ElwF6H/Kff+j6JHZaY4x8+ctCfINxxHgv7HW91vExCflOmcdplwvZKDknVlDOnkql3FWmK5kch9rj9lpQ81LdfbEddHQ9bKmnmcPvKcOrepjpb0qSvaX8Zks69dL8nwzlVvCT6+cL93VuRU0MVT7qxgmOJ0xVYX/2HavyS6ZFS/t+pnqzh/ePXL+/ZXy5YFo7TGp1Ehw75jwZKnczi7cmw2VKpzm9dLTvnVzDd70maJNqxLissGOg+XqQdH61wJ0m6qdCUFqeHmIM6cWNYqXuVvQvSsptYvFmpvqDt8yf39B8cKqZk2p3QYfkIEEDr17grjakp60y3VLC3l4z/+IbLNKKEbJJ9Lt7QZAZX1dgc6Wmu/CYp4L41be4m+tnqmLhseulauFPfbhA4fVCP6g8SONEDD3+89dayMejCBZNrYmXMVIzGKNpyu0N6dST9nuRTloFublRDRQpacedz26KIo2nU4dpaqoPIi+7TiYX3asS2y/xPuOVUePS+nHG3e9Ix47yaYkJokCWeyUlYi3xaYu7u9WM//7A8puS5rsjvPtAOnXYfU1ROYq9FKzuficU4+YK0zQUTz3T0uF7HYL+BPXTLAHm2W3bOzWr3kFdkCpLaEtcJw8Gt+1IRlixFsJaDe6yFY7dTZRtgT8aqneCEGPpsuxGrLLon5GIc/CzXzfYo4X9QYuv6zCLVqhA1yk+q+vEwru90SBoHAlv3mkxTjPxaiWUZbXCGqsxcD8Q9nvcyxfC438tTJXnIMO5mDSOdQoDiY9PgkYqGUKkhyfRGItCb0gnQ2WmSUpeJ2/W6EtiKQEjFtVXXu4yrpsw40zc5Rtkf8DOG4bbCtdNuMNIA7i9YDapFjIP1xnm11f4r2b8X/8F9rdkntO/apjXNUU3KhOil4Y/ff0dbYzSrhl7UVrYvWh54W6l12slm07HDvfmkWU3Ma5uSMbQfJip3/fYx4OM+TYLwqKkGEZ4/4B5eUsqPbF2+K0YXeF2xbiyRJ8Yv7yheOMw/ShYOHNYi0XFuBFcljZL3HGiOKlOrx9U3ydLNugLlI+jbrBx0udUFbDdgc9Q1tmHq+t1Gu6FFIgokz2EU8LECL3c2c3VWvVsjPgvPlfpst2T/vDnH10un8SiTVG0NaKOSKkPCzmAH0/y+BolbDTWKO3vagPzjK0qRbMfj7irjeIqz68qcz/j9ZLYlkwrfcGFhLu+0g4+BvxX9wy3XygDYN9T3B9k/mEMdr5RidBLEJiskQ1Tlq9Pa3nTFiDaX1mqVJmVqj68WlK9Pch4+UaSoblxlNtMGo+JNA6kPClKmyWxkv1SqHK2waHXKLguL6404WaNzbJtUmKuHYUXx4Hw7LyIhdTodzL9IEfCqpRCtrKkysEwZTVwxDslANlZdp82+yvEUspjwVYWnnaXndQsF7Jo7XXTUpXikhQefnKnm3a7e/75/ZEUE7R1xretTOtCIDw+SanykeuTWLSk51o1zTMpJmwu9u3VhvDhEVNXmfhtM7TSkp52qtdy4W4WC3Fni2zL/osOf7/Pu3WBPwWpDyqnI2i9YL5qVRYMkXFT0BwGQTpAGkdl2nZWCYudLEMpC8KqZbiR67jJHgqmV9CxfXHL/KM7Tp83DCvL3G6oHgYtemeIZUH/oqa67yHlG/J0wjlHWMsHob9SHoKJBePmhmI3Uxwm5rbAnybc/Za0bAirGmKi3I6y0qwLCTv7JEZbSJhv38PNlRZsP0BdcXxdqRHzhuV+kJ7tVSNUohNPOFgRjUTtPEN6GvakYcBu1sTdQVzoU/fccGXXQ9OIDZeaCjO1pP0ednt9Zs5hPijUML16gdkdnvFZY/6EMvhPX5/EojXOCq6aJ+xqJdRgsxJcUuYjrOuELgyD5Bnv7nXkFBI5uqsNadkyLQuKk8SB3euaNptRuN1AMcnAOBXKAUhG+vxh1Sp5Bck9UoxqqoLk5XMDyZjnRb07Mv3ua+aFk82mg2Qq3KHFFJ/BscO/eWIREuaLhuaboxbZfo+52gBXahAPg4I18occBwkx3RSYlg2hUcJOuU2QPMVuFLZrCsyrK/k9jArrMFNgum2VN3GcqZ5m5tbid/3F+Dm9fyDNM+Gnr3PUacQfg3gBpRq3UKnESjl9/fTC09xL4Wxq1azmy89IP/tKvNckpbTNSIJZLTUoKrygsKedEB7vSCESs4La3VyJH11rspe6TkOHq41gua9+eL18EosW7/PsOqeK5/qHEAjv74XdQvZESGKE9X1+Mzxptyd2PW6c6O8K+hsZG4fS4caKYjuRKkdoS5I3UhxMcokp3h8ZfueKagj4U2C6qqn6a3j3oMfODUmxV1Nnd8IfQ2UvMZ/Ys/7MihO6P8AXry6cAjtMhO/e4F6/AmtxD0fMpiU2BTYl7Gp1+dCitww3Fc19ZP8T3RCLNzOuj/SvGo2aR3BvnxS76izT7UJZvFPEJUUl7V4XzDU0b0p4cYUZZt2EzuLf77mexJRzjycZJHuH77Wrjhuf9Wx5yNCqNCjmPLW0BvfZK9J2rzq5LEmblXbyrr+YYKf3HzRez/7CFAXu7k5I0DjByioJpxsxy6VIUG1zca75weXyt3Ap/upXSqpVrSUOg97clOSoF4XbXnT2IUgI6L3GuJs1OKca1cuAYriBaRUxSTbw/qD6sX/dMrWW6nHOLKQTPD7hfrSWcccYmVtH+MmadpoJVy2hUEYsMcfJr1tZdWbOanFKTI2GAICI6usV01XLeFPSbxztosK9uCO8umLa1ArBK2XyVs4RYw1m0cLtFeN1pTo2qCZ1g6ZvoHHx3DiKQz6iN0twhmnlMRGK/Yh798T0xQ2hhGlpmJYF9YeDFuZ6JdXrqSd8vmFuHHZdYmZFkI6rgrkx2CAb0XMjFkqo70WEiY9PpPsPuJtrzHqJWy9Vl+ewFnO90e55OMlcZbWUDeixw92uwDvi/QnzxWtZWU3aoNI0CeOFZ4riD1yfxqKNEXt3xfz2vZox6zAx4jZr4n6vYt+YZ6fw3U6k4X5gPr7ROHfVqtlqDaFMOTxZxhmhKaApLlJprFHtuV4RfvIKN0T6OykPyseR02cVh79wS/1+oDhGyq0W2HBTUH+jozQUhnEpcva0NHTJ0X4lLiyFQuI+/IUix5XW8OJHxNLQXbvM300svx5Uc9a1uKhtKaXF0tFfGUKthmq49vheHrLnIJD445eyM220YM0cpU9LG9xpUtp5Y4iVoLV4vcKcBlLhGX/rJdufVpgA1S7SvJNcX7W5YVhZqn2UI89500tJUGQ/4F7cynzu1OkoP+fhOmUxmGEUIlF4ycyNxS5lBWBsI3J44bPxoAYMZEWKNqf+o8vlVzGg+xGyrn+FyuN/JaX0LxljboD/E/AbyITuH00pPRoxH/4l4B8CTsD/OKX0H3/0Sc7NlRPjPU1CClyuZ4kJSs3uTc6pwnulqpTSFpndEVoxpEIrs7jipAlWKsV7DaU+dDPn4ypG7GlU2uCV13HoDL5Pl0QcjOrZ5CH6pDfWykrIjWRZT06dWZT43HiMK8385xb6K8fV7x9I3lI+yWNrWoosE6oFZeVw77YQknZRZ7C3FjsY+hsZ4C2/gfrDpJSdo3J1k7fyeJjklwvIHdJamvvA3BiGtaPN1vDTZ2vm2tHdefpbhd753uAOAzHf1KE0F/K4G/VzZ66FKQvcciHkpMuw3m4v+f7ZNMU5EWZyKmMahsvUEu/1Oa9XsDtmqLLL8adNFq06qXTffWS5/LJFi9wP/+mU0u8Bfz/wl3K2wv8K+PdTSr8D/Pv57wD/A2Tx+TvI6ftf/mVPkCZ1//Zqg3v9End9faEourtbvRkhqMve7tSxPm0vhrzk6VCyoiPaweQxKMr1imSytvi0yQJVRXh9K519lHlH/6KCCM2bjuarPcXDCTMnYpbHhNKQmlIaMacFGV1WDAQu4j1CpP1uYP3Hgfa7RLWNuO8ecLsed5qyidwzgdxMwppxJlsViWhjgjgI9Qel2fjjxHhVMOeEREUdzRQPPcVu1iSr8nRfLjh87unuzvkQ8i4D4c7lMdK8S6y+mXFTYrxrNXDYztlNRuTxUORa3aDEnNfXWnDOEZ+2QnB+/LkWabapT49bNV85iTyNo8bvuT42Vfm9z32CpibePxD/4OfEr77F5Iinj12/imvid8jtm5TS3hjz15El/T+MLEAB/g/A/xP4X+Z//9dTSgn4D40xV3/Kz/a/chnn9OKskVTce2xVEu4/4Oo7pZPvs29XXsBEK38v70XAmGfMtKHaJg4xa6RSIuT8BhP1wYfKaqGu5FlrYiSsa/kgZEJ29BY3WeZVSX/jL0dkMjCva3XsSfWeCfL+MlHPZ5YLQlvRvVJQSfOQaL7J/NFuIG0apoXPJneWuS2pnaH8xXfaDZcynSs64aT+aKgfZlyn439c6pdR+Idl3BRwXRLzKTIvS1wXSNbhT1AeI3HVKkdtCBTf7Ug/vsKsNe2ba0N0nugXF/LOuFAZFb25SMddNyuVZp51ym1kvWqzKgFjNPwpCy3WeVYvkndO0zSCxLK3cOqHCzHmIqM65ezev5kS8hwY8t8G/j/Aq+8txDeofAAt6O8DFufchR9ctOdkk9T1z38/J47PgXQ6XTRgYnvtcbfXF9Qh9YMINTl6PlRqXLo7S3OvBVLsZ1Jl6K8c9VOQ3Dv7/ruUck3o6V6WLH9xUucfFQiSrHgHzWPAzjHHGy1FMO+/p8c6DwsKHbOnVxY7w/qvBeYvbgiN5/iZTESAi51ScnoNttfiTF6lzNkJcW4t48rS30jKXu5RnhdQHAyn12WGsNIF31x+OzNcZf/YlMSPiDqyxyvP6aWkLW5IlDuxzYaNY67NpQEkz3mShXlVUHz3qN1xmgRtbfdyOjz71F5vxCuIifDNd9iYJGisSlEXtzuVd01D3O0wx6Mcwl/cQp6whXfvLyfvD12/8qI1xiyB/zPwv0gp7S6kXSCllIw5v8W/8uP9iaAQ+2JNOp4I+z12uSQ+Pgrqyp79ttWMO+72UivkUSnOiQpXFJjtkeH6KidqnyUtIlxj9QGYlN1lvCMF4bVhVTNeV9g5MS4tw3WF7wL+IJKOiTkE7k0vJ+xJXIAzH7baRVwv/kHa7og/fUF/a+lfqlR5+Huuad9Ockvs8oTJZ85CTPij8n/Nqaf5zhGaglDVFAfJuu//bkN9LxdIN0hWExYVJkTGK0+5F1F9bp2O9jlxel2w/aml/mBo3nimtWeuLeEnNYcvLOOVatbqUVO3NBl8fj1znXftRrW8nZNwbGOEjjSNFud6KRVCrZ3cTLOmX15oTtztBU8uGgwqZ1LXQQiZCBVFeup63QjLBWaeobV/fn9aY0yRF+z/MaX0f8n//NYY81n++mc8l86/Uu7C94NCCjSujV2P8YWGC2deLeJu2lxLXQjCMV1qpbg7qM7aLJRMcyVlQbk7WwQhF5hSu5EbI7x5Dx+eNENHo0t/DKy+Hgi1JZaWeVnKUnOSvdHxi0adcohafCMXo2M3aDBBUzO1nrkFn1W85SHS/OxJOGofqT/MlIeIGyP1dyfch4MgrLJgeNkybZSTMNcwrbS4zkR0jIzm7CyCd7EPlA8j5XakfhilzMhOkfNClp/ElL9nxuVgkfpeyZQ+J6knKydJyW7E7rpYNOXnTE1FCpGw3cHjVjyErN3jcauA7Zx6k1YLzGKhTLA56BSdZ9LrFxo6WKMFm5JO064XihLipf79My/ajAb8a8BfTyn9C9/70r8N/BP5z/8E8H/93r//40bX3w9sP1bP6kk0MsUaRY0CdrUUiSaPd8PjE+Hd/WUurYSb/WVhn7OpAAiy8lHEvY6ueVlIehMyojDqzh5/dM20LtXRrxx+P9K87aneHnO9qg/Zd/ITSIWDaWZuZKrhxkT9flSGw8NBNXb2ECj3UL9PLP9gKwPoYVZKZGHU4Hmj+NO2wt7digXlzWWiBVA9WBbfJMqdlBX1h0mxp9lYuvzQ4bpJHIjCUj6NsqZfGKoHQ32fNHnLbLX6w0RzH2neidcbSgSLWS3W+inIGipmFXD2742FwRw77NVGiM15dL5cXGpa0w36vdpGf56kljbDCMNA3O7g59/A+w9qrKdJn+nxiGlqIRHGSDb1ketXKQ/+AeB/BPznxpj/JP/b/xr43wD/ljHmfwr8HPhH89f+XQR3/QGCvP4nv+wJDEZDBWP1ZhiRUWzb5nAQj7WGsN1dvGzTnIV0i1bjxZQw3YgdwUTZ+MhvVfN+SbAzAJ6S0h+rAnec6H5jkbvzgD0O2C57Uh1GzNIzXKmbrx8zjFPLAVG28tmRcVPh3m/FGc33zrQAf4SwrOg/XxFqYaBzZS6WnKF22NHLGXKY8o6tnabcwXAtjZkbVdvOdUH7TobLbtuTKsdw11yC9uaFPlKfR9nKVLDYYZZG7aagv7Iivg9CXIqtEI3+xjNs7EX5Yed08Qcr9vm9qyspRs5Tyyj81ixaBTO/eafP45zzdn1F6sT+ctdX2nnLViVGJ+NAU9cY73TS1pVM6T4Cef0q6MH/C/ih/fq//1/z/Qn4S7/scf/UzwAJ2+p4MA41JqulcL95lpqz0uI8B+DZps6daa2FXniqx0RorDr9hZGWPptpRG+kUDioU7W1CNSySlJ5cL6it7hBzY6dlLUwtSa7+41CD5yMPbq7Bt8lyg8r7JsPyuZdQX+XNVq0lIeUJewZaZgFv3UvSmJhad9I+19spQVzSbv4eJUYbrTjmmCyc6KCRubbhnFd/MmR60ITv1AZppVex+q2wcyJw+clp1dWkvheY+5yn3DHCbLjImgaJsf0/PnkXkDhg7NOO+cwZYkxWXFQFrA76HjvB8lrikJ8g10WQTrHOdzlbChob0UCT8cTpm0xzkI/fnS9fBoTsXydjcdMU0NTEPcHdZtVpQifuta4dxgIOVPMffEa+kFiyNpTHCGW2SbzoJ3AzUIHUl1gwoTdHojTRHz/AXM80d41dC8KojeMr1b4/aDdeAoy4jhAcjkMbyvb/HN4h4ky9zAJhbsF7aBEqB4tZ2+D6kmJOzZEGX10gWnpCYXs7+vrJfbdlOmQkWGTR6oTVB9kMndGMVwfsh/Xc8rNtHLSr82J/rYQPTPKQskOQTfCmCgOCZMDUYQXQ1gUeURs8tBE5h1neMNELt5l8f6Dmqso2VNaLzGHk7zU5lkyf+f0WWajFXd3qwkY5F4lCu/NpV3c7jToqStxat3Hy4NPQiNmnFMtmCJpnvKIL5GGgfDh4fn4OddRTSNsbxpVT1Wl+ApDoHshyMuO2jnO3lyx0vg0eo01zWqFff0SU1W4bNnphkj57VaWSV47wtn+yPeJ4hBF5qgqPVbx/BrKJwUzAxTv9tQPiXKr1PD1z0bVoUB3rfwxkxL1fa/HPUURWurqojyo35yoHyJXvw/Lb6Koho38umzQKBfA70fKpxF/EhLh+jxVszrim3s56vjjJJvTbeLm9yfqD8KXQ2mYNoUGM71uzHNDlqwGHL7PGHaRY7C88i/idif5uDHE40nHfFMrobHrCPs96XgCyAT+ORNivD63zDFI43hptE1MCoz5yPVp7LQxQuFEaXPu+YXGpJJgL7A57veaYRd5kWblAajGtfsjoboh+ZxtUGrCZKeI7QKuN9iTdjOTJd7Tb78S2G+gf1FSvIWU8wzI8JgNwj9N0LTL1JWMMDrDuNBz+E5Hn/GOWHjsDGMF1aPyEXa/2TDXhv5Oxh9uLGm/OVEcggjhhxNpsyQ0BcXjHjvNlIeF1Lufa8e2k7zIzvFL0RpCqwgq30XpusaInSK+90wrLfLQFIzXJaeXnrkGO8vXbFxn0s9OXglT3mmjz8ONiWcTP69poL29EVyYOSFEwVamKvU5Gou9vpa483C4EMUvKZyZ8J969F7t9vr78ZStlUbVzB+5PolFmy7WhBFwxGHITZhw2DQMKqqNOAqpU3hImmfCXoQMU3zvpUTDcBsxs2X1dVIYXBBWO920mLTGfPVG2OG0ZlxLHzUuFERSvD9Jit6PuMNItfX01455YUUG2R2kVk3qrC/2Rm2lqVfh5HJzoyO3e1lQ36fvkU+yYd2+p/D2Iu2JrRQF9uVVViNYujtDrLI3GfIimFb+4so93PqMOMjwa9x4iv1MzF1/KI1UCln3FUvD9jcd80K/R/smYYeZaV1ePBewua6t9T3lAap3Hcla4s0K8/Vb0jRjlwvC41Zl2u21SobMykv7vaDK6yudTtOsiVdGHlLf5+YtlwinEwxO0vTVr4ETuLEqD85lQprz0RGTJMggG/uy0G4W46Vust8bFRIixRHGzuThgpqWVDiMiXSfLehvHa03NE/L5+MpT7bKnRLCQXow4JKjkKxhrmTa7IZRO9VSuO+4MgwbS/O1yU6ODtcl/FFu3nYyLL9ReTA+aVd0Q2R8vSIWllg6qm6QlMdoZ/YfjviuZf0zNWSHL53cwyMMa/3eoZQjTXUI+ONMnJV3OzdOfIiEBhKdchLKp4b+rmBcWDpkqGwnGO5qkjP0NxlNOCrq6YwchNIw3dSU7/XeiCqax7cpgvVahJs12ObZ68A5qawncxnVyh3IX8o6++JOA6Ttjng4kMoSHh4/ul4+iUV7XjyxH7BlvBTipvCkeRLMFcSuSuMo+XhRZPQgy8vzKHj5bWBaOkxUwEb5NBJqvcx5YTOpRmB2enUDRpOpYWMpTjNx1WC3R+zTQRO6z67osxy9OKLnsfaCZQpW4sIQS12PCWdMVVDZ7V/t8LueeV1zelmQrMay1VbBzHa2lN/qNZ8tQ6cXS+wsss24stjh3MGT1bJ5zGuyH+26UO5B1FRvrrUTl/tAKizjbUuoFAItmM7l3xuKo8yWi2tHKHQTnsfXbkyX5BzflnI8r0vIR79tmsu4/UJeyp+pychAfH8PZZk/R03WzKJVuZA/a7teifXVD5em7YeuT2TRmssIL44TblmSMqtLE5NZGF5ZqDmbZtxyQThDKcZgm4a021McInYW6YQEoc0ONIa8CIKc/W6v6L5YcXqlrFwTFHUZVjXD6yVuCBTvDoybMmOXKdd8Fnc+0oqcT5BJSWaUn1V/V6sOBdZ/rC57vGsZ13JEHFc2B3pYuhtLtUsytigd41UhyuWscez+J565NRT7hJtyOYIeozgKxhtvLeUu0yityYtM3+dPAXcYiZuaubVMrWzrkxeW608oAnSamRZ872vnEGmlBF2I6N0I2wNhu5OhymIhslNdq1F7eNL3rZYi2Q8DZrMWIjRkDd2iFdKwXFxojCaKbGTG3IgfP7Jc/qYtvD/PlRLx4SmztyQnP3Nrz5fJ3gjGe9xSqlZb16qBEJRi6lp5tRdwX8etCdni02dDun7G9CPNtweqnXbZUKn2M0EGzFPrictn/f0ZB7X9LNIIXDJkTRRmC8hnt7aMa3F6k1N37rqZxVdHNn88UBwTczaNc4N8ZC+vc05ybuxnQqOvL95Eii5dzDPcpMATjJqpMyF9rgRXFSeReGyA4brA9rPsm0YhFYDS03eagGGgf1Hp/crb2NkTN9TCu8eVVAapLDDeXcoy453gq8xioywUJ5CbXaUUDappx2zvOYzPI/kktCC+eadd+PULoQsfuT6JnTZNE8lkjNZ7+XWVJe71y0vMaDzkOinXRqYsLwD2uQ423l+6XxugPCT8KTuxlNrdTBSeGjYLbD9S7GbSl8ocmGtH/dhRfRC/wD4dqQzEv7MQ/BMhtgWubTVpynbyoF13vm4oumsw0L4xLL4LtG8G/FOHOXakw5Hi8xcsKgfG56wHpUAyTiS/yORzSa1dn6iTrJeSM4xL7TGL72RHGktHsgX9NYxXBn9KVHuodoH+pKlX/ZCBeiPurh2hfW+eiTe1u0SnxgKpJSZJjJKX+gNUgpiQsPuj0jTPvceZajiO8m9YLXXsg6iI0ywx52XEHkWUsVY7cZQ41d5ca7T75v2fn3vwt+uyy6WO+HnWAAFNxfBeal0vGMQ4B0WhBs0YQSZ5F2YaM4AO7XeJ9q3m/aL6KdpT+V6RsCg4/fSK/q5QoPNS0FUqvcqVBObUK6h40oenII9CoRZDyiZt2m2LfSJ6S1rUeYKmhXy+0qIhvX7BeLeQu2EnPFU1qVW85pRpiY0kLP4wgYFh4xg2NrOv9HixdJcBwzmZJxZKE49ejDB/TPjtIENjb5gWjv5WaT1zY4hF5hk/nKgfJuwE5ZPBH/SaktVCk/s5dJ8tZMnkLOFw1KCgFeOLzUrEF+8uDt+cdKMCcgAaJ00op5l4OGrxbtZymTGGNAfMapkVyz98fRI7LQmYJvEPrFM9ezhgJxXq8XQSXhssseu0gDMdMblRON80k6ZZebAvbA6J0+7A2Y/KJOLCEytPaD27H3lC9nuNBXS3nmTlr1X2k5Sz3Uz9UAhNMGpa7OOO4qqmfWc5vdCsvtpl/PTY448NyXu6G4vvS2rAHUfmZXnxSSiOierdif6Vyps0jrhtj6scOJPDNtRwVbtAKC1lilQfxBNQ7QvFQdqx5IUElPuYEQClTcbay2crpefwOpMxbG9Ul+cwPN/xzKHNGG0sJV1J1jCuHeV1i3/vcbc3MjvZHxXukiQxZ5rF8PKedDxq4ykL0ul04ZEYN+vfuu8pqnuxwFgtLv62P3R9EovWeJnImQzcx+MJWxbPcZOZSGHmGVyGTlpxa5+5tg0pRKq3J6rblWq4SY6J7mRwJxiva6rHGX+/x4RIdes5tprR21FNyPLbgN+PCtVwZ7Qh4UbJq91BXN5UWI6vlJHb3GfXwv0ID0+UVUn5JFpjKGR0YQ4dPkaK94eL7Pu8iN2QVNpU2j3tMWJPkr2v/sYWIoRVhZ0jsXTMjaAtM6fMx52BSuPkIA/c4nHGeYPLyTPJqCTwR03XfKffOXpH8pZx47MuDJDNAmCIlfzEqie5RPr7g+DHppG/WlmQnmSXRF2RqkZixbM6d7VS6TPPz1h6llKZ/P/48KhJ2cu7nEz+a7BowVys6P/Ev2Y9kbHm2cLeS2JjCi+cdrkUW8g5TF0z3NYka0Sx62ZRCbMdT8wk51QVmCHQvJ+YFiXDrRhhbsglwjl58GmfZS35qE9guylTEx3TUnzZZKF5MyoCftRi84NGosVu1g0AxLpgerm4hC1P65JxZSlNvFAuz7adJgTGZQ1rKXRDqd2zfBpFyp6i4D5rmNaecheYVhkqDNmgZIq5VtawY2otNqTMNY5Zp/b8fgsnTvgxMVth3XYWAb485N9rUDyWzQbKcbcn7vdgHa68zQ+UtHN6lVqST+XAwqYWG+z9vWiNVXlZvGZ/VO376zBcIATs9Yp0OBJ7DRPiCCb/+eykmELAhKCS4XDU353Kidj1uNWSeammyo6ZR5obADPO2OtK5YK14C3T2qtpG8VXcENmNIVIWJbYq5UWrRHTyx+VHxDnWYTy7OM6tQZ3nEjfvtXvg5q2uTI0XSDWHkpPaAt5FOxmqISphsIwLiy8EGZsQ5SUJmPX3a1n+e2gocJN8Wwat9Lkyw5Zr1aZrIjIlMLGEqLFL7QgQiUZTYowt4YyK5SnhZU7+KCSxQ/p0rCGOvMPolhu1bcHpTT6bMl66iSXqWVXZayVm2JTYWJUjXp2QXzzPi/izOlY5oU5ZqNn77XjlgVkTvUPXZ/Eok05vidmufE5WRyrGbdZrTAtF49ailI7bfZCZRwlwTkeSUZd8HDlKDcNbj9kJapIOKHShCy0BbufOLpXqnVTduyW+VopcaG19K9ahiuLDWCHTDU05iKZIStxx5ua5mpDuP9ArDz9tcyI+7uS4uCovttTfttTPJak0nP6oiGUlvnsLWAkCY/OYuqCUDliZSk64bXTqqDczcytY1w5iqN4wq6bKA30LyuNaYsc5HyIhOx6Y0IQOuDkTlMepd6Ihc1ZazOmsrgp68Vcji7dJ6ZW9W+1jdhjR4oq4eyilfarLDS67rPyltwsW0vcPco1qPBCIVPWjrWtTtEMe8UcEmOqSmqHX4eaFiCFKOwvU+DSOGFMdog+CmLBKW8hHY4KDFnUuuO3MqKLx47qaaK7qxjWhuJlRZvrwFA7hmsRWcwUFIK8S4xrw3AbMNFImgK4bA/EMFLsJvzJaxZ/W1DslrjtQQiBRbTDbRK2++MX+L4nGnNpiqoPI8VjJ0v7Vcu8qQi1U607JwH41jDdtOAMIcehKtkc7KAFKyhPyuBkyFaeBr8XLn3hwBaGaq8UyehMzpsIF81Xf20pDgm7zg6SQ8I9nYilk9nd2kkWbyX38X32jxiiiOqT5uMpJUUuea8NY8rDgn6Q2/fZCskaQVtnnD17IeC9km3aBvvyTjFNUSw6E/+cEvK/bZdV2N1ZkWvaRh78QQZpseuwbXtxVYz7PZaVHGjOducp4vcj1VNBqAzVQx4CeHNJuMGgnddaykNi6AzTdNb2n/N0NQYWejDRfCgvhhj2NME0XlIRTTgbW0SKrz8QdodLbGcoc5IOMH1xRX9bMjUC+ZMzzF44r53ELLMX9YHLj5tVFpMUE2ZO9NceGxLl/mw3n4Sn5u9J+Xkhh5rkBWDSWQIUL5ZHbsz6sFb1ZvSoCbMyp0vWXqZ90ZuLaiNt48UwJe2zK2Xb6PPLMUxnGbhZLrURnR1lUpLt59UKHqMS5j/kssB7kcHPn9UPXJ/Eor34F8T07Nl1OGKWC6EEGfIyTvFFbrMQEH1e1MZgfIG92nB62VzGpH7Xy9K9sKorgdOdxY5CF7oXitk0wZAKvVFu1K4yty7LSSLJqmxwgxqReOxwfaB+jBqZ1uZZDp5/n1AaxiUcfrKgeTvgP3Q0U6Rovez1157TnSc0XJoht+8pU6J/UdHdOJrHQLQWO4Us7dao1s5aRK6P2O0J1g3R10yNEd5sJVp0fcZZnQySz6qJ+imIyugMNiGZjxf90Y3Psvkzi833ieI4Y7YHfTbTBHOOC5hnUgi4tpFDucvvW44VSAeJNu2LOylxs+eB7bTbpkEjYOPss9F1/+vgT4tRHZSiGjFjcKuVYK48ebFnXPD8E4sFuF4heefk6mlk2DiFW+xhum4oHk7qtJmZFiXTyhBL4bdzncOLjZoxf4DmfsROATupdo21BJFnj1bTj5BiVh08L9ZQW+XP1hXRgu8SzYdA9TBRfvNIamtSIROMaeUv+V+hkpJgWnhsXxErmWg0j4FkDP2VJRTmGVs12YKpMGAscdNm0xEuPgl2ThSddn9z7GDRMFdG8qOkyKXipBug3AfMqceGiO8XlxvIRC3glJEXM0YtqrK4eKqREikm3Golemg3ML//IEO9qsKulhcDjvDuvT7L84Ch7y+hz+l4klwnalrG1erPpxH723Ll7DCmoJ0132nhzTtJxctCRf/j0/MLRyPdmCcuTBP4RjvFmHeVOTsZZrD+vMCig/KUWH0lZ8XT60TyZz6Ax1t18amtiKWj3AXBSF46NFPJTHm4MdhBZUW1tzpmjZEN0/mYthCulkw3NcfPJKGptolhJeD+LA2/GC4XNju7aLebsyOjndMF/D/dClJb/PyAu98RXmx0EzZ5wWY9WrJGsm40MTNzotompqVG3W5MuD6S+oHw2TX9lcVNKnmqrU4Y67XbTusC//oFZpywRjcMZIlMCNArA8ItF5nslLHZRXuJjrXr1SUDjpBdZ1KSycfhqKDD5VIL+CPXpzHGLRS9BCj7Nma/g+VCmqNcD4E6U+OsqIWZpgj5mJpn6g8T9ZMAdHecsLsTJiS5sDRqLjCZ4f+9Y9B1WcFbqnZMRk2M3/Wi8HktppTx4XI740+J8ep7BnTLCvPlZ5Afc2ot+x9VdF+KU1A/BBbfBZr3Ywb40zOnIasl/HGm/U4uhjHX4tNC8U4pe3y5CUgwbWpSKW+v7taJqdZzcfg2cxR7rC0vpPUzx7Z9O4nxNitwxXZTdjuPcuBxXHLI3JBZXnkxnaddZL9ak0lLaVaYncmEJuY8rh2fITxi0u4bZGmfzpySzCFhni9O7D90fRqLFoNZqJA3vsDd3sjt+3C81EepLER3C0EL3OQxbtdLVXu1wTjL3KgzD6Vh3lQymHDZfG6WGpaU8Icxx9bnBTtJpi18dxT+OYyK5syTJxMUhpHmSZOyExcZjELr7OXmAvlo1R8C1cOIfxqwc2JaWvrb4iIy9KdslDdGmeUBsRTZJVktwOPnqlXnWmTzqVVNO9x44rLJfAr9Ht+X0ZhEfg1zPuphXBi6a8v+xyXDxokvsVlhpkC5j7hJYkk7ShcWCt0Aoc7qg37IvsF5E6mr508x8w7OkVmpHwRtnY9+J32dvb6Szi4lNWohSh+3aDMH4dcgR4wU9eZWFbaZdLSM4hSYZQ3WSeYSlImVUnqWl5/Hhbnw72+dbCy7pBihbUksnHxra0P7JtG+GXE/f8ti9SP624ppJeipOAhqCutS+bfdQHh9TWiy4+AkRpPxBfNCBs6xgnmZmLZnpcOsUaRT01cVOW/sUfjqsDaUh+cO3wQpLMqHXpOzCGay+MYx3wjFqB5zyTPDsDpP7bIAcVni9wPFqcouh5ZYapc3yeNerPEPR+rHgJuyV5eF5kOgfJpw/awbsa1VAjmhJ3aMlAdZhbopT+C8k/R+vSL1PXF3kBWScxehYzrLapwVNzrEiyA1vH2vUi/Vz03u4SDWWFVh726kFUu/DpBXVF117kwlRS4xlWQZZlFmxnvOZtgflAqYGUOAxpVXazVHDuqHRPUwyAyucZlNlUnUFtisqL7d0by6ZcxJ4sU+XaY/dtfJeMNaXB+zI7YltTV20YjW13jmNnsFVKI/XiQ8mUsbC9WO5UOH6wqgxkSJCIuTojzPhh/m1BOvWqbsZTC1OglCLS9ZMpR2DlWW3EYkcxMSIYdXuy6XFa2hLq3M9mbV0aExSozcTRQPecfMqeHNN3vGu4VINJVlXFiVU8nKdnTTUDy0+rxyXxE7hZ3YqlJTNckXweShgl6YUn9MU2OKHLVVFNi7G03ERqlT0uEoY2b3ayBsPJvIpU4x6md3xPDhUeEhKWFe3ZEeHtWkpSjAvMkhzoMWvB0nii4xnwzdrcUPFfVbNXVnA+ThxtDfltiuFS8hqWkLNZmuZ3BdYr5b4t9usbsOsyiY1565NrS1dP39bUF/l5g3M9VbjxsSsdACSU7aKn+S2Vz7ZpCpXCMHx6nV8T8tzKUMOMt4tDAz4TwTzFPUsT+3ORZ0AhAtMjlLWFZsf1M3pp30eNNCx3pbWIoY6W49oZIKYWoNhy8qlhGKhxNxnY/l7AbuxkQwZ8fFPClsDWXrKeoK5iD1QVVydgg3lfjNrq4vNSvk8qEsRE08nUQ9rCuN4Y8KcTatCOVpf9AN8ef1p/3bcmULSlOWGiKcFQvWPHMHQiRO86VJA7TYMy5KjAKvc9btuIbi6KjfaTLUX0kd607mTzyvDVDkur/annFNfXiprZjXNdPKM7XmYudpVktOL+xFXRtLLXgzR8K1ZDXjJlsxbfU87iT37lAWukHaDGPVUG7BZCIOkNlXNkNxOjXGpaG/06IssqoglhoTl7v5Ys+pNHLDuDEqK0Ji+GyVsxQS1S5R7gPFYcZvzwzvxHwluM11s8g2gA3uwt9N2fAZY6Su9Q6OEcZB+q4gVUO8WYsf8ge/0M/FCMcT8Wmr7Lcp+9tml3dzlttYKzw5b0Z8xGTm02jEYiSduryLKp4nnk7Pu25ZPAvmQDVu5mFirI6mLHIcrizDtXaps0cA8MwT9ZmgXXncaWTxdYedtGuZKILK6VWZvWa10wwby3At7mxYZZZSYUg2YUaB8npMSywcsZCKoLkXQmBCxHzzjvLrB9r3cuyeG5Ur0yLR3xrmq/qS6hIzjzYWMK1EmTxf43Vi3EB/p+bsvKOaoNfc3xq6VykPESJ+N1DsxkzkNkyNdlR3nER4B+ypJ5ZOvIsxKNVyljnJuYGzs9x6mAPp4UnymGFQmYb4I6YfcU8HTD8pwCWKU3KhMp4/iuUi4+wOs1go9K/rtOk496zA/oHrV3FN/JEx5v9hjPlrxpi/aoz5n+d//2eNMd8YY/6T/N8/9L2f+WeMMX9gjPl9Y8w/+Mue47xTGifde4qaWxtnVeN2vXLEmlqd6Tl7an8Qw2ucpDuaZ9WBhRqXUBhC45lWLhNTVO+5jBCk0kOC5iFS7IUuhAJOryzTVUXY1PQvSoa1lYVom8nZkBe6wczZ0SZkQwtncGPOKDNQbaPqzqs1cbPIuivDvEjMbWK+nhluEqfPa6bPr7FjwE5RGV+9bjZ/FPOq3IM/ZmQg47vRGRHLk06XcSPM2QS53sTKEyqHyzv25mcDrpd5nN3nxRElM0/OMNw1xLrAHUbqdx3VNlDtItVToHzM338O3nYOYnhOHXKWuBB/JC0a3Ms7zqnyxsnZJ02TrO5jyLkNsvY052FS5uh+7PpVyoNz5sJ/bIxZAf9fY8z/PX/tX0wp/XN/cv2Z3wP+MeDvAj4H/j1jzO+mlAI/dGVWkPne/02W3qQQM+Ut6G4+p5PXNXEYcKuVLEG7jlQqntP1hmkNbjSED0old72hfLI070UxdNsjcVmTqjoniov9fzliW0v5MGNCeVHczjUMtyXF25LykDhYQ7yaoHNMC8tcW4pDhoga3YxnbRVPO8z2QDNHTq9u6F5kE446kE6iU8bS4Q4DbtCH5sb8eCUZt4VQpcvCjYXgrVg45lZ+tBiVQMUhiQQ/R8j2/WRPhWI3klxu0LYHiUQnkWqGjU6KKumUqr89Md7WwrIfDqTTifC41cYBl/LMNI0oiecRbK7RzXKhk7Prpfk79cTD/hnK3O01OZtnQZhZNPrnWrQfyVz4oesfBv7NlNIA/LEx5g+Avw/4D37wJ+YZ6ryDLVrtUjkMDpBLdF0T3t3LwaQoMauVVLm5aLdXGzCWapsyrgj1gwYIc2MvdLvimBUGIWBOA2ZVM1fPmVnJJBbvIos/2mH6ifRFS2gETRXH7KBYyYI+1AlXBaJNzK0YWO40Y1cuCwgjzRtF2pv1irisGV4uslVRItlEmi1uzFFLY1Bd5wwhk3bcIA1YqLNcxmpx+pOBCeYF2e9WDZidDW40lIeIf+r1GipP9K0Qkt2IGZQ1YfrhAkclK31ZqAw2GPoXFSZC+9VE+ZTLtjwEsmXObzun1Tgd2OakETxZ2weZCx2iTtCMJpwJ72eEIc0ZJmubP/H1H7r+GzVifypz4R8A/iljzD8O/BW0Gz+iBf0ffu/Hvubji/zZrON4Uq1qM8C8P2hXXSwuHbW+34hbm6mKtqrAWHWnUc1H+R6WXw2YmBiuPETAqKsOtYebNVgxwBRafNaAaYyZCkeqCi14fUkN3srh71qNRROEwcFoxaDaqRSwmVBd7INsNKeZ1FQMr5ecXvrsdij8KpZqduS+nZg3Ff1dISXuw4zvJZXpbu33MhpUBlTBZAEixAou9qOLLF+3FvOwxbY1broSIWbXYx62OrXqSguvqQhtQfdS2rq5dRn5AH9qKN8ewVvV3NnlJx1PqmdTJAVgOF4WajqdMp7tL8Ybqesw74IU1JkMbnK5d3HHzEnsZ+z9B5fLx5fp8/WnMxdQ1NJvAX8R7cT//K/6WPnx/mfGmL9ijPkrI0MGnWWNHo+Cvr6vjU9dJwdqUDTTQaI50zSy+XzaqqC3+Uj+HurgBnkETEs1PcNNcbHynGsZ0SUHxSGx+lqTq9Bmk+M8GXI9lE/Z4TAkKQEsEPKoc8oj4MwjsBNCB5YlcVUzb2rGlSA230H9DjVwiyD0oTb0d3Vml8lkQyoKnqNFB3TzJSj2z8pc5XyRTxJzKVHOzLa0aJ4nZCmJC7BZXXgJFMrYLbdqSM8+YOPK0N8WhE19QQ7S00475GopD4Ou1waS4gXZMXV1iRa4UE3rijgMIt0sssfX2UkoGyszBz2O+fiy/JV22v+6zIWU0tvvff1fBf6d/NdfOXMB+FcANtWrREySkE/z852WzZNTCJhqiXEOV1fEcz7VeULWD7IIHQbadyPJlprtP3akRkB9qGC8Flt/PgfF9RP1d4dLuEh5jBSPPcWHKAL2447qtqV6tPgTtO9nml/ssaee5suK/W9BsRyZ3zfYQZZG9vGALzdSzK5UH6YXJePSZrRApYsasoTx8SLVdr1olMVBISWxdMx4in3EpIL+2mEnoRY2y8bP8nUQmqBYKSDLhkwWfLopez44R1o1xLbMxtEaFtgpCnHp9H1zI5eaeW+YF55q36uBCkEu6vsD5uZKPhRdl4078im5P8nDFmT9udVCfx4E2czFPRAzfyTu9oLO8gCJj2y2v3TR/lDmwp/KBvtHgP8i//nfBv4NY8y/gBqx3wH+o48+yXleb4y4tc6KHPy9ESHrJTw8yaHv5lpTlWw8Z5uaNGohVj/7gJlvZD3/5j3m9hoTW+YGwV+5gZGNZ8DsJsr9irn2TI3M4PzbPfH+AW6uNTCwBkgSFd4/QqU402Qj07aieeOonhTGYY4dxDUmQn+tUsSfEot30nKNK8uwthy/TMzryGLdc+gdp1cF5T6rbDMJ2qRnfNT1kfrRYic1jeJQ5LfPq6YlQSwTcyP/rVhlDHQYL7Dc+GpxKTPsnDCHUYHK04zvWuba5kGMTpPh2mBnjwkLigeHfdxejvN0FGMrJQkxCVFckKsNZx9bQPag86whUZU5Bt4ph6HrdGKWpYYU3gm7/QhO+6vstD+UufA/NMb8xfzW/Qz4JwFSSn/VGPNvAX8NIQ9/6aPIAXqE1HXyPQAV7cOgpBtnL5Y78XgSUjDNGhnm6Vg6HzP6BVQS3G/1hoZw4aMmny5M/LAoMcceM2oGPzcW1yfcvleM/FqSkbN3gu+lpUohku4fmNt8mKTMV6iVd+DXS+wsyCp6l5NvYK7sJaPrkvAI1MXMwYntNa6tYkT7gL/fE64X+NLidwOuVmk0LgvddFZ5Dme+AECsEtNVhFmvd17kCVaMebChgcGZ+ljsgpIV7x9guZDuzBp8H5laNWXRadcd157yQ8Zqc+abjFO8No0QwdlLWZfG6UI3BLLhihfKM45a1DGPfzdrfe/xKPOP8c9pX/+RzIV/9yM/85eBv/zLHvtylYUsH9/fa4EW/lLXxHHCrZcSzoWYYbHsPF14jMt80Wkmnk641VLS8brUgi+8jsYAFIJxilMiVo7xy2u5tJxTbB4G0i++VUeb8UI3RsFgU8KesufBPMsOKQnUn1aJcpuZUHkyd0YwzuNaExXN1F/bHHeahxNGW+A5GTFWljRYplcbjWUHQUpu2+MLSyy1aM8p5fVjYq4ysyuiBYtq8GRRx5+HNqG09BtHcZJzYixFdGeaYZyo33XM7ULY8JAo9olpJXbZuLLMq4qyyuVAUVwGQCYnjeuJM/8iRfFjjbl40pJz4YiiQ6aUtOue101OnzdNAx9Bvj6NiVgIxKet7lYjDwS3XmKXCwXedb04mblIt42yF871r9hfItrExyfsSXaR4gG4fFQCLpEybh2dmoz9l3LSVjRn1qmNk36n+4fsQwAkmF4usTdXUgsbwCZSFZhXUQtp1lTofFVPkXKv0sCkRH8l9e1wlRULTcDZCEHUSTckisOsDLOFz00oms55i5njhRc71ypzTNBNaBJK9Znl3xALmBtJ5c2k0aydoNqLaywtGIpczbP/WCnU2g6ZiplyeIjV9C5lnZiGAKVgL5Bo83AkbjUPT+NIyn5flAVpGC9TLlOV+pyGQRNQYzRIqitsUxN3h18juU1d65cNQcLFw/G5uAfdzflYidmT39j8gssSlgt1oDHqzS8caV2TnM31Z8LfF5SPhvJppnzosKEmFiX9xhKKgsW3USk665VKi8ORWKiBksRFLC+DwpzTIuCqQAiG5GSIEe42xEpGeKAFdc4uCI1hynJ/E8BXM4VVvRLKc6JMFjUmcNsenMGcBuaXa7k6ZpVurOWNO64N9aN2zmmViHXEnVT7numPqSov3GH7pPTFs5ftxcwkJWw/YadKSUB58qcxdMaLo4LqyMYo55xcctxSChlByPae6dRdTkJTlqTTSeSmXLPbsiCdOpJzQo+ySuXXhE+bLmTimHdU0yyJx5PUCed0m6JQ0V5XeTyoO5OUsEWh3XXRcPrJWh5YjxP+MOZoT8u0joo1Sgo+HtciwoxrHeXlwVOcAe66xGzWckNsDUOwtO8i5qAZuT+B6RzBJO3gLtep7gyBpUu9We5C3rFL0RudOLgEy76vMKO4Cm7UJM4OScbPlew1TT9iTxPO6vvmVidHcqgkQHUnJkEVMTuZQJdHJf7YOSo3Iu/cEj6Ku2tPo0w1Sos9DBTHhlBnAeWk0bYbBYOlbN8ZH/c6wr2Hg2iiEihWkBep9GPaBMz32WBZLmXLAvvqhZrprCOjacSrThE+Qj/4NBZtdvi+8C+tz9wDR5qC7uBpzrS1bE6XLdRtI++DlJIUvNZSHGbGjccO4WIyPF5FuBuYHxuB58fn3KyLaNAaHZVzIL29x2R7TBLZUyAD7NFc1ArMFtNpuOD6IE8FoDgETcfGoCN4jripyLqvvPN2nu28oPnOsfzurFqQ94Hvw8UYhMJjh4mwLhmujJAQMt67jZS7gBscdjSkXjtkcuIemClghlF1vIfyST4MMTsz6ptFWDIxQtyoxp4SNFrgJubQ6sdO9eqZExuevYRNWT6rGJwlPjzp83ROO3KWSVG2mHDQ5xUTDB3nzF2qSuqHj2+0n8iiTVFJfjFhF40GBv0gIkVVCU2oc6KNc5iy1hEyDKqfQsDGqCPocUvR1iSzwE4ihhQnLc66GemvKw6vPcvvhKtWu8hw5Qgt9FeOdrOQrswYaOqLl5c7JYpdtsmfQzbZSLhW+WDjWhzbcvv8lvr9ACGJ5HzsWCQIxYLTS0v/eQSXMI8F5Y6L/5YJUL/r8dteRzeQmuqCq6bMP7CTYC4TeTZ8HmF2iXkdGDee4abAd8/ATXEMlF8/EJetjKWnWU1aUZCSzDLK7XhxJBdXQYYd/hix+07j1uxmmeb52aPLC15jnkm7Tu+fc2J6ZUiLwucoJqVxYo2ITilqsyiK7P7+cT7tJ9GIJe+kKcpOJaQk07K2lYzjdMq25oLAzjWPKQtRF7N3LWdz5Sl70taesCwvtMR12xPL7KC9kuNMKDKt7zzPaAvtcE0NV2uG20pGbFOeKMUo9cIE+MRi0ePrKYsTYV5kS6Nz0Eg/yJWlEt3RJPFg3cHCaEmFdkB/ChT7CdcF3GHA7I6YbiTWnlj6/Lga5bpRvIdY5mPb6rmnjU4FXMrfp2FKcjZ/j7nM/00IyuJ9eBIMlfsJuz1JZJkxbSBbiRo5o6eo3bWpJTytpflKIWgBVuVFy5eOJ312TSM23nZH2O0uu3La7hQODRoSdR3x4YmQLfB/6PokFi1wOarS/GwPf+Yg2KpSA3ROuc7Oien7ZJnzFQLmcKJ8HPCHEYKCL9LNxKv2AKUsg4pjvIgdLwmFBkIjC3sQXJQsmLOBzZkEnbI9fDNztzxSVTPJn11YlPPwJ1xSslmb3R4vGbOxTlAFWE05+kiEGdeH3EQuiG1F/6JmeNnIK7YQkX24C4SFJN7ykBX+a6JRdJOX5s2fIn47YMf8nN4wvd4wvWiFbecMsNQPF5JKqgudEIaLUljqhVxKVJV8Ds5XTJdg7dR1mppl2NKU5cVU5Zz75tZrbTzjCMbirjfPCt15vqhRPnZ9GuUBmfHjJZ2JIWjnDVJwxq7HvvtAeNwKMTgD2P1AnGQzSYq43IWmccJ990CaJsxvfSbPq3riujphSi3IcSXDtVCaTOjWbuy6vIvnCPjmbUl3sxB60HhcWSgjoIAUDY2fSEkYabI542BUY5YKhx1yYss0YoqC4jCTXIG5GiEYUudFQM/cANdN2F12YlmoqTm72yRn8EdNyMLVzNxawV4nLa5YR/AaLsgdRs46rpuyXF4j2egN7lgAMoJLT1sAeaTtl4Sr5YVUHiox385xUMSkAc/heDHlOCcPxX7ATJOYd9nbALggA5QFFyXKaqmN6NSTnraZXFMqz8GaT78RM9kOSTQ2QV4XP1rnSGEUShADiSxTzkOGM69WCEMlyGWzJNYV9iTz43kBdT0RkoFoLi4qcmvRLuV7YZgyFHZ63rbOcaNcum6z3asMsXB1feQvrN+wG2q+W6xFMlnKJr88xOzWCPHxUa/t4ZHSO/zpC5FiqhnKwHjtmZZewspZEJU9nLDDrKTy0l/0a1iUbTtbYqmFKGt6wCaYcvBz9hmzs4Yd58TJYjdKq+asSq6UcLfXXEKWU8IOE/6gKeEZry2OKidMW+POSYtWJP2z5ZEFSWnqSkk2hy12tdJOG5VKTjb6SNs9PG0loQohTzhzFllRfnS9fBKLNnnLOZnxnL54HumeKW520RB24fnuhssY8UyiObsrytlP1MJkDeMq0ZrEu25FOonrep4KgSLpZQUfGO4qxuuS9g8fSYWTTRGqee0Y9cYul4xrWJcT1iSmmCU3zmBixA/CQpOVYZu9vcnHZI6Yym6LdT3hbeToW4YrOXEXh0mWmocj1hj8smJeOiJyRJybRGhE6Illyr4EIt8Q87i6ipjoRL00OjUusVOHQUjG00kWnXVm03knsv0wYvqBsh+x85rhOvtGnLI6YRgvZZk4IkJUTJ52XdwtUxKTK6fGX5QOIWTtX1b0ZrJ4mmbh4/N8MdP+oevTWLRW8gzbtoTDUSCzL/4Ev4CYFCBisoohRCiSuJvOaYbdNoQPj7i7G8KmwR1HgfXRsD/WWBspdo7ykOQQsx0o1iXJVpoyNWKAlYfAfLdU3lhWo5pss6SIoRE7w+Ox4T99/IK37zc0W0P7PlI9TPjjLBuhdzvS199dEnkolP2aDFxtjlgDx77U0e7l8WXnhDcatsRVw7gpmGtl2SaHbo42YKtAHB3zwlFv9TXTzoK8cjntT0HvwaJUxu+UMKcBF0SiSfs9Zm4uNa1dr56B/d0eHwL2tFAmA+SSLDt8p6SxelmI8dU0KtMyN/rcaMVjh73aYDMJCpC2LJcP9mzQMQovxhrYfdxh5pNYtGaWUVoYBvEMslmHnEwC5/AQyPVRvltjP+jr80yMSROzFJWwUjgYJ5lMmEToPQ/9muUHQ/tuoLg/YU8qnOrCXpwSh7Wj2E7YfsrdvrIT/JCwU8hmEolpkSiS4Wf3N6TD89tYf7UlLiuSK6UgDlHk9EzhizESS2iKmTlammpk25CTcDSQiOtWcafWXkLnzmXMfBWo1gPT4HF1uMSBTleBph2ZS8s8eqIvGNee4uH5iDcpKdjj3YfnMA5rMy82TxnPRO5JhBcbItYYeUA4e3H3idP+XDVhV43skOZZ0QCTYrDMcilJed9DmVUmZ7+Ep+1FUmXqOjeEPek0/M1VLvwtu6xIFWdbT2OMwoJ3B929WTxncr1kypI0Tc/QSP7+dA4K3h0wNwv5WBVyXCkXo06qsmS4LvCHQgSNKVAcJswQcH3Wk3WTtFURyndH6tu80+TMLFPXzOvAq+WJbVczBoPvVZunpiSWXsd0WWA3K9IwClYKAVt4QgmLYsSYREqGp+Imj3DVKJESPsqEw04pqxpg2KiDD7MjJUPsFT+aLGAT41BgXaCsJ+ZFlcOcS+w4X+iIZiHhKDFot4tqms4L6OxkyCbLwvdHjWXnWUEgQUJEe/bryopb7ZQz7lwGGEPa7cW9DRH6Pu/ERnCmXVx+Nu4PGiYt2uxeU8LDDy+XT2PRJjRdOZ0ALpp4W0saHg9HNVrWCEE4T1cuP58uGQzny540CFBAXcIGS5gsRdJQwUwy/zVkCcqphzngQBkBhdcQYd1cXLtT4bTrjxPu6LAmMY5aoNEJgAftaHZKmp65jEFnj6qz0V43F6yrHm8iZpZ2DcjTpzPk5sQRCAnOkFMCXwRiFJ9CfroJM1mcD9ysj8zBsYsyM07ewqRp33kIYVYLSYCqglSVmIdM4zydLjltxKjRuTGkN6qxTcw1vctc2TwJS/v9hVOQ+l7U0bMB9v6gmrXP5Qfl5Xkude48KwUnBnFOfonc5tNYtN+zpLTZmCwdTpKSh3BZ0Jek8sILXrEGiuoZOThPyFYLUlXAFAiVJVaRupo4DTV2fOaykhKxLkmFxRmjD68q1VVPM8k7Tl80HH5kqe8TsXD4Otsx+cS66jk0JdsrB6aRH2w3YlxeIDHKjyElGL2kJ01NaBLWJOZomRFsJYZXxHVB9XtIRCuF8NSKixtKg2kCt6sjXe15elrQ3xiqJwMBFs3ApupJybB1t7hR5s0phz8nZwg3S4UytzWpchDBNbWO9GmEohTvIkSiMaRNi5uuJVY0RugOYJymXzEnjtu2faYgpqQp1xkOKwvZVo2C/chOlwY0PvZezx0lq/q1IMxEZwhXLebnfK92LbE+owjZDyEejnKMPp0wRakx75k5n/VJKSXsHLAnNSBzZaAMLGpRBudFJair9rhJC3a8ruC6ojZGTt/LRrvl457qcaLYu+foomm6NBTLYuDl8kA3lMwtTCuHu13IP6wyunFmQUWAFntdCrICrqqOfi4uKgEbxJet3+XS4DRhhxpaLkEmy6sTrxc7vjlsiCePG8TX5ToPB5JhzEG9c2Wp+pD9ydCJUHmdMildxsSgUfGZNB1rIQZhUQoq2yywIWp8a8wzG++cLpR5IbZtxNg6j3RD0GRxGDRFO0eNenFL4vGkXbttMNY+G9EtF/D4w+vlk1i0IFocxgiz26xlk5NtI8m+B4BGuSlh12v5/Yf8AXRifZlxvDRiSvNOEAxzsDgXhY+X8p6NpWe8rpiWohViVtRvjvpaW5Bu1jKjm/KM32WV8DjhT4av91eEZLA2MpdZ5RDTZXQea49/0o4NiC+6qCDDZN5ErMnMs8AlF9edRsz+RLpeitNwZZ8VD0BpA6/aA/erFaFSvkQ6CyxtpB8rXC/TEgAzRkyWoMfSEu5asc5CxI6BuG4xh07wV+GJy5JQy5PM70dxDkaxuExa6PQDjLGYZUt6fFL/8bTVZ1cJc43DIKf2nFpk2uaCpKRTfszzog7xQnc0i/bXYNEaQ1hU+Loi7A64cYLrDWQnxfPIjxRhNM/mu9+z2gEuHlHheiHjiyGIU+oSbTnxeGzkKXvecWYhBtNCnFnfyx8hLOsc1BGZF04+WGe7S8CsV7iTISSDM4lpctg52xMNwpIvIXrrFqzVZGwc5eqS1pyGkj94uuOq7jL/wDJXcooxU3ZrqQsZzy24DDj275f8Z/Fz/s4Xb1kuesbUSkUxW24XJ26qE0PwvLuKMo2rDcVebLXxyjM5ZT7o9xMObceIP2kAkEov84/mfKN5oRkhPAc1hwhlcYkVxXvczZUW3Tn4LgSN18+yHMjl2yQUJccUpGyNRDjXyhXx/sNHl8snsWiThf5VxfKPKmw9CeOrissxklLClP55zDvNynvNVLh0PMlWZ9GKszlFwlVF8ko6JBhetnsS8P5mzbB2VPeG8UXN8XWOQMo7XawLRSNVDjtHXB8z20mkEUBM/Ix/h2RI0Uo6kyA2nlTYTEF02DE3NYVXsot3uAGGydNWI++PC9zR4vt40WjFpsBYS2iLnAuWR8xZFLGsB06zfoF5oR20ue6o3MzCD2zKjlTq302QVixUlmElZ0VwckofdRMWu4CrC+zuJC/ftb+kRMYqk9nHWXzlt/eq1VNUEDPIGWbRkN59uMS+UvhLOpFZLLTh5A0oDgN2sZCzzDRpsVblhXtr6gq6H14v///2zh1G0uyq479z7/eqRz+mZ2bHg7HQGDlxhFYWcoAcAt5kIXOEAyQSCAkWOXFqJBIkhASSJUOAM4QTJB4JEQYj+bEOFi+sLXu98+7uqur6XvdBcO73Vc8y015L7q5uqY40qu7q6qnTX53v3nPP+Z///1oErdJiKrSQUqkhw7TQTtfJ6TiSgTE6bjwwhIvoBGiMWrzOdbyDzOhWbZLiYOVZ9hWdyxLIRAM0XzlCntPPIFtrDri+XxKNMHncbcpEKSXt5xnFwBBoI6umpMic1vITkmwkvAPdiivN70yjdc4hT8wzjw+G3ttEuKHdLAkRU/esHxywvpvRHMkI5gk5FPste2VLZXuMCdp0mEaqzOOCoQsZXciQTgO2mxsmtddy2kRTo2ggLiBKAnt3EXcwIR5NcVNLfaRlOQUBWW1K9BOyJ04DTBIvcKpzEwNypn/60Iqn65SYY6z0KCuiWIsdsLdp0vrDVEgymdyA9ACS/KfCEM05AjKpSk0JJpOxE2bv3tESV5rD1/RBiFWO7M1YPlDMavVMVxKbB3pv6ZwlXwrFyismobKJtysxFE5lRJu5smT2yEDY1EldZQh7k1GAJDOBo2nNWV0iTrVolRDZ0NwyxNuGYqFM2m6Wka8czZ1C2cO94awt6LoM0wtZ63GVpifdvTnLj2c6VJg4usSD1zIxdZ+zlzfaDc0iMQgh6EmxD5a71YrvH/a4aZmmj/V6hiLdACSdiFzz9awW6nsF/dQoZVOl4J1otJQn3pKttWWuLV9BOggLhRUOuhfkGebWgZYKT0511xsmQRLWVopCJxqczs2NozsiukBZwy+ErOPSLZIgeQnrWWiB3g7VgVS4HnijYtdpXut9Oq0m9JCPuNf2qW8rl6ubGkVQSaT1FufNuNWCtjmHD9QMQhpebyAlpdOxcjcd5r3SYF+aUdurWkrrcH1GHrUzZTqDm6qMUij0bytPIWZCe6Q6B+Lg1qzml+anvHdym0U+0xvC6orb3M5pj3Tk208i/aFHnJAtDMZEcuvJTKDIHKZL4+NB2C8a9vOGp+0Moq6seWIQd5WO2tg2AWDWA8JNKe8lkAiV1dd+Bm4ayUpBotCuc7JFjoFxfNzMZ2NOG52WJnE+yS4lxstVUGhu149siJLnRFLuG3TqRMpCW7oDufIFdj2CFrRt6sPYWAB09RywmFmmbMJpWlcGPOjBvgIsUlUhFKryMgKYc51YuD3RxsWzch9X6SqLSCJ50xTAOP2lcSDQDBywmk/6Qrm3pCwoj4WTumKad8xmDU1e4XMVcJYY4TXtxDkkbe12xDFEC+suxwXDftXwfKL6CZKA18GeE9MzpCnigBMogL2iZdFV2CQcZnpo1gUhCoVxmu+2GojBqrD0oFRTrJI2WPo9ktJ4VivdU7en6uqhTMDyPAJCdSyYpD5p9uZKb2TtZvg0BKIz+KfPFGtwsL/ZBXtHpCfUjUo67c+1OZH4hVkuwRoN7L05cnQIp6+OlWsRtNGA2y+xTxfaB0+KNLEskNmM2HX4k5NxQmHshg3zR6k9GEXIj2tsV+qBI+gIirWeadbxgdvDtkK+9jpWkhkk5bmhHNIDRpWYfiIqf4Rup/1MD1p2qfliBE7birbLsLVQnbhRHrRYRLK1/l/lwhNyoZur4J04OKtLuv0MH4wK76UR8pDA5NGQoIcg7Wa77Jqch6s9blU1udXx9fzEICbigqULGbXLwSovV9ao4mLWaC1Ybz5Nd7I2bGCaBoiSdgswLZgMhuJtP9FmSaybMYXCqwRTbFttGhQ5rNEDWNB0D9C27+EBYy1QNO0aV1VjNuCbpoH1uYPBS+xaBK3EDdJL3Lk0oWmJvareDLwHynGQYIli9O61FjutdKXNMz1pN2kF9bA8q/hpfsBiOSUj1VuN6Hh2AFsrQ4xukRqwJKztcMI2Po3cuEi0ln5PL17T5bSrkmkgzZL1CjFcJ5ZDUUqjYhEwLiNYS3skiERWXclZpzuLz5XZBTE6aZHpQcj0ECowbVr9DyPOJwoo64hZCvTesOxL+mDpvUVqqymP16nabB10BKlIOAkPw8QtcfP9wIhjfAKcZ4zKOqTAwgdtySYwkHntjmIyAJsUGAeW8EHgDu+JLk1K9P1Yh49dN9KGSmJj9IOg4SvsWgStqhsarQSkWmDMjSr3WQu9jmEos0w9TuAOiHh/ulDk/CRPU6/K+F0s0nbvLPOi5bjscVmSMqoyFQXpYpqO3dBmml7JKYzTspHxus0qg3eWiJYjzlmqSTtOCthGR9NDrvmjFhNUazd/usYXc2yvOW1eOPbLhhCF56Wugiw19+z3NgekkIEEzcX9JFJWPbemmlP3wWp3TSArteBf+xyfqJpMF8nrQL7yWskok19B04GQJ2GUVNYzXaRYAWJwtSAF0OrNHzII+xPM8wRLHEbDU5s61g0ymxKmlaLCTk5HnMLQkMFaPWj16LlkOsEUykIT1zUx4UtMkV9Y8roWM2JKZRkUGV8WynptdRaLEMfySPQBYtDhuNROHGFskkAhafVU0WMdIgyN5dFS55pML9gkez/QvtuW8XBSLsIoJKeU9JoaDLqzbmLoDgokCPNJS2E9BA2ufmYSVb4ddw8tNVn8fplE6nRrHlqmfTBJfI8R0BLyDXZWx14SwVzQNm1uPHtFw0k9Aac4iPms4aCocdGQm6ArcCHjaDykXD2Be3ypARusVhVGDG4dKJaBfBVHKlHb6ERzKJShXSYTDVhrkfmMMJ8qdWhVKI+tSx2zxFwzjJDHrtOF6XShqLK21YNYQo4Nernm/r0L4+VarLQDwp5ehxql7bDtRKdFE/ZAygJaP2IT/GIBxm7KY0Hbkvb4jKyeIwdROWMzwOt23DYFRdjwHfhSEf1Zy0ZWc6QU1A93+DBVaEODdlhJ70zPKIznp+5uwgAYBjn7Ybo3ZFqgj9bgqyQ+l6567XLaPlPKz6hEd74Y8ktGCVTQm8100KwK/JFh7QoWZ5Vy0eYQoowgnI/NFvyovEvIbRJH2czBqQgJLwhAByv4uVYvzNhOTg2NVg+hxcpjFzrWT+d0pZ1ONGVo2hEVJ7DBJ/QOUu1djK64/tETfVPvX2AQijEgoddKxE0YbDS9wgUxWqszIZKVhXa6ZjO9U7teQRnz+TnyudRqLHQiQFukMQ0pao64fs2Q7fVMip6VCSPCyzidxG0OFUGFgZCnfK5XguViGfBVGmHJgMTYbTrNAwvjmeftub9DZ8OUgkjI66BU8idOJUQPVdCZAL3TempuPIt4a5SsV37Yc3iHdEPHMuKnAZMFbpVrOp8pci3ds2dnFeuDgvuTBUfFGd80Om+WNZFi0dNPM9r9bLwhJKqYc5iZcQXu5iktaVC19pxxSxAXdQzo+JSwVgSeSSJ3VLe0ElO32n4+OVWmIHokvSY4p/wVRtt6se/HqgNGx61kljQXHj65MF6uRdBGg6oqWqu5KyjBRaJBCgl/GTolTtacyusAXDqcSQJNg64gto8UC4/P4bSz5CZQTTqcnakm2JlJel2oPpeDYiFp5VVh46z2SDSIU4r58iSSrzzF84ZQ7PHe8ZHSDKyUdLk88WSNx7ZGASlOmw3iAmbdEfJUhDfQdRlPmjlWznF5FQbjVFZ0M3ypK2PMhGgMbl9/cLda8bDYY42ygje9Pn/cTXh/fYBZZpuAS4AZHZVP5HSlEMXQzwzFSsfpfW5TOqQ3lq1VW23y3JE1XnfCgRylVArRsFxiD/dTLbbbjJKnSkEMZqwm+NPFpkPmHP7kVCkCqkpb92I2SjkX2LUIWiKKI13XWoOdBIzTUldYLrWx8LJf6zcMhfF0gXQ90XuK0zu4Kic7c1QW4tryeDGnbXKmbSoBrXpsa+inhvB8EHaOVMdeJeafNWQ/fkK4d8T+wT5RlCm8OG6xz5ZMP9jn5GMzcIaqEdVIeNpgVg2hKjDrFndbaTONC0jdki8c1UTn3Oplzk/yQ0IQimPD9FFH+bzl7BNTsrXqQPhcecdsr+W4KIJLKUAbLG2fURxrGSt2hkVbsTYFZ12BrZX3S+mZOsQHmqMMXympnO1UmyJfR+Y/WhMyQ7c3Gcmaq2Ntsswe9hSPzjDLM+JiqUAX0MdhquTZsR7CThdJkchv2uzBv0AYE4MnOpVHHVK90LYbVsz4sk/6RZP4EV502SYiT4Az4Om2fTlnd9j5c5Fdtj+/EmO8+7IfXIugBRCRb8UYP7NtPwbb+XOxbdOfa1Hy2tnOfh7bBe3Obpxdp6D9q2078CHb+XOxbc2fa5PT7mxnH9Wu00q7s519JNt60IrIb4vIOyLyroi8tSUffigi3xORb4vIt9JzRyLyzyLyg/R465J9+KqIPBaRt88991IfRO3P0zX7roi8fkX+fFlE3k/X6dsi8sa5n/1J8ucdEfmtX7Q/L9igV7CNf4AF/gf4JIpv/g7w6S348UPgzoee+1PgrfT1W8BXLtmHzwGvA2//LB+AN4B/RHtenwW+eUX+fBn445e89tPpsyuBB+kztZd1rba90v468G6M8X9jjB3wdeDNLfs02JvA19LXXwN+5zLfLMb4b/x/BqtX+fAm8DdR7d+BQxG5fwX+vMreBL4eY2xjjO8B76Kf7aXYtoP248CPz33/k/TcVVsE/klE/ktE/iA9dy9utH8fAhfj5S7HXuXDNq/bH6WU5KvnUqYr9WfbQXtd7DdijK8Dnwf+UEQ+d/6HUffArZZZroMPwF8Cvwr8GvAB8GfbcGLbQfs+8Ilz3/9yeu5KLcb4fnp8DPw9urU9Grbc9Pj4qv26wIetXLcY46MYo48xBuCv2aQAV+rPtoP2P4FPicgDESmALwDfuEoHRGQmInvD18BvAm8nP76YXvZF4B+u0q9kr/LhG8DvpSrCZ4HTc2nEpdmH8ubfRa/T4M8XRKQUkQfAp4D/uDRHruJ0/jNOqW8A/42eOL+0hff/JHry/Q7w/cEH4Dbwr8APgH8Bji7Zj79Dt9wezQl//1U+oFWDv0jX7HvAZ67In79N7/ddNFDvn3v9l5I/7wCfv8xrteuI7ezG2bbTg53t7Oe2XdDu7MbZLmh3duNsF7Q7u3G2C9qd3TjbBe3ObpztgnZnN852QbuzG2f/B0AQ1wtVokiYAAAAAElFTkSuQmCC\n", "text/plain": [ "
" ] }, "metadata": { "needs_background": "light" }, "output_type": "display_data" }, { "name": "stdout", "output_type": "stream", "text": [ "n_mels = 550\n", "Shape: 550x183\n" ] }, { "data": { "image/png": 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\n", "text/plain": [ "
" ] }, "metadata": { "needs_background": "light" }, "output_type": "display_data" }, { "name": "stdout", "output_type": "stream", "text": [ "n_mels = 800\n", "Shape: 800x183\n" ] }, { "data": { "image/png": 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\n", "text/plain": [ "
" ] }, "metadata": { "needs_background": "light" }, "output_type": "display_data" } ], "source": [ "for n_mels in range(50, 1050, 250):\n", " print(\"n_mels =\", n_mels)\n", " stft_and_display(y, n_fft=1024, hop_length=256, n_mels=n_mels, mel_scale=True, to_db_scale=True, show_shape=True)" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "So the height in pixels of our image is always equal to n_mels when we compute a mel-spectrogram(and is equal to n_fft when we don't use the mel scale). If you scroll down, you'll see that we have a lot of black bars when we have too many mels. This is because when librosa converts a spectrogram to the melscale, there are points where it doesn't have enough data from the linear scaled fft buckets to fill in the logarithmically scaled mel buckets. If we increase n_fft, they will go away, but not without a cost. " ] }, { "cell_type": "code", "execution_count": 58, "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "n_mels = 50\n", "Shape: 50x183\n" ] }, { "data": { "image/png": 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\n", "text/plain": [ "
" ] }, "metadata": { "needs_background": "light" }, "output_type": "display_data" }, { "name": "stdout", "output_type": "stream", "text": [ "n_mels = 300\n", "Shape: 300x183\n" ] }, { "data": { "image/png": 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\n", "text/plain": [ "
" ] }, "metadata": { "needs_background": "light" }, "output_type": "display_data" }, { "name": "stdout", "output_type": "stream", "text": [ "n_mels = 550\n", "Shape: 550x183\n" ] }, { "data": { "image/png": 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\n", "text/plain": [ "
" ] }, "metadata": { "needs_background": "light" }, "output_type": "display_data" }, { "name": "stdout", "output_type": "stream", "text": [ "n_mels = 800\n", "Shape: 800x183\n" ] }, { "data": { "image/png": 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\n", 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" ] }, "metadata": { "needs_background": "light" }, "output_type": "display_data" } ], "source": [ "for n_mels in range(50, 1050, 250):\n", " print(\"n_mels =\", n_mels)\n", " stft_and_display(y, n_fft=8192, hop_length=256, n_mels=n_mels, mel_scale=True, to_db_scale=True, show_shape=True)" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "When we increase resolution in the frequency dimension (y-axis), we lose resolution in the time dimension, so there is an inherent tradeoff between the choices you make for n_fft, n_mels, and your hop_length. This is getting to the limits of my understanding, so if you feel you can explain this precisely, message me or post in the [FastAI Audio Thread](https://forums.fast.ai/t/deep-learning-with-audio-thread/38123/).\n", "\n", "Thanks to Tom B explaining this in a bit more detail: \n", "\"This is true of the FFT where the choice of n_fft trades off temporal resolution for frequency resolution as it determines both. You have n_fft//2 frequency bins, but your spatial resolution is limited to sample_rate/n_fft, e.g. 16000/1024=15.625 means a temporal resolution of 15.6 milliseconds. But this is why you use the STFT. This separates temporal resolution, determined by hop_length, from frequency resolution, set by n_fft.\n", "There’s still a bit of a tradeoff as while you get an FFT every hop_length samples it is still giving you frequencies over the next n_fft samples not just those hop_length samples, but it isn’t the direct tradeoff of the FFT. And using a window function will balance this out a bit, reducing the sort of temporal smearing a larger n_fft will give without a window function. So you are correct that there is still a tradeoff but it’s not the simple frequency resolution vs. time-resolution of a standard FFT. Thus you see that when you raised n_fft from 1024 to 8192 you still got the same 206 time values based off your hop_length.\"\n", "\n", "If not, just know that you can control the height of your images by setting the number of mel filters via the `n_mels` argument to `librosa.feature.melspectrogram` or if you are using fastai audio, setting the n_mels parameter in your spectrogram config. " ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "### top_db " ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "`top_db` is a threshhold for the softest sound you want displayed in the spectrogram (relative to your loudest sound). If you choose 50db, the brightest pixel will be 50db, and anything that is 50+db lower will be represented by a 0. The default value is set to 80 in librosa but we've found that higher can be better (usually 100), with up to 120-130 still getting good results, so this is a good value to add to your grid search to see if it affects your results. Keep in mind that if you are doing voice recognition work, setting top_db to a high value increases the likelihood that you pick up distinct background noise or microphone artifacts that increase your validation accuracy, but aren't actually improving the ability of your model to generalize and identify voices, but instead are learning to identify the speaker's device." ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "This notebook was written by [Rob Bracco](http://github.com/rbracco)" ] } ], "metadata": { "kernelspec": { "display_name": "Python 3", "language": "python", "name": "python3" }, "language_info": { "codemirror_mode": { "name": "ipython", "version": 3 }, "file_extension": ".py", "mimetype": "text/x-python", "name": "python", "nbconvert_exporter": "python", "pygments_lexer": "ipython3", "version": "3.7.9" } }, "nbformat": 4, "nbformat_minor": 2 }