{ "cells": [ { "cell_type": "markdown", "metadata": {}, "source": [ "# Signal Processing Basics\n", "*Written by Luke Chang*\n", "\n", "In this lab, we will cover the basics of convolution, sine waves, and fourier transforms. This lab is largely based on exercises from Mike X Cohen's excellent book, [Analying Neural Data Analysis: Theory and Practice](https://www.amazon.com/Analyzing-Neural-Time-Data-Practice/dp/0262019876). If you are interested in learning in more detail about the basics of EEG and time-series analyses I highly recommend his accessible introduction. I also encourage you to watch his accompanying freely available [*lecturelets*](https://www.youtube.com/channel/UCUR_LsXk7IYyueSnXcNextQ) to learn more about each topic introduced in this notebook." ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "## Time Domain\n", "\n", "First we will work on signals in the time domain. This requires measuring a signal at a constant interval over time. The frequency with which we measure a signal is referred to as the sampling frequency. The units of this are typically described in $Hz$ - or the number of cycles per second. It is critical that the sampling frequency is consistent over the entire measurement of the time series." ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "### Dot Product\n", "To understand convolution, we first need to familiarize ourselves with the dot product. The dot product is simply the sum of the elements of a vector weighted by the elements of another vector. This method is commonly used in signal processing, and also in statistics as a measure of similarity between two vectors. Finally, there is also a geometric inrepretation which is a mapping between vectors (i.e., the product of the magnitudes of the two vectors scaled by the cosine of the angle between them). For a more in depth overview of the dot product and its relation to convolution, you can watch this optional [video](https://youtu.be/rea6M1oagmA).\n", "\n", "$dotproduct_{ab}=\\sum\\limits_{i=1}^n a_i b_i$\n", "\n", "Let's create some vectors of random numbers and see how the dot product works. First, the two vectors need to be of the same length." ] }, { "cell_type": "code", "execution_count": 9, "metadata": { "ExecuteTime": { "end_time": "2020-09-29T22:18:36.483088Z", "start_time": "2020-09-29T22:18:36.313433Z" } }, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "Dot Product: 380\n" ] }, { "data": { "image/png": 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", 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" ] }, "metadata": { "needs_background": "light" }, "output_type": "display_data" } ], "source": [ "%matplotlib inline\n", "\n", "import numpy as np\n", "import matplotlib.pyplot as plt\n", "\n", "a = np.random.randint(1,10,20)\n", "b = np.random.randint(1,10,20)\n", "\n", "plt.scatter(a,b)\n", "plt.ylabel('B', fontsize=18)\n", "plt.xlabel('A', fontsize=18)\n", "plt.title('Scatterplot', fontsize=18)\n", "\n", "print('Dot Product: %s' % np.dot(a,b))" ] }, { "cell_type": "markdown", "metadata": { "ExecuteTime": { "end_time": "2019-04-09T13:24:30.977361Z", "start_time": "2019-04-09T13:24:30.973005Z" } }, "source": [ "what happens when we make the two variables more similar? In the next example we add gaussian noise on top of one of the vectors. What happens to the dot product?" ] }, { "cell_type": "code", "execution_count": 10, "metadata": { "ExecuteTime": { "end_time": "2020-09-29T22:18:39.024632Z", "start_time": "2020-09-29T22:18:38.879110Z" } }, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "Dot Product: 449.19188650977253\n" ] }, { "data": { "image/png": "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", 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" ] }, "metadata": { "needs_background": "light" }, "output_type": "display_data" } ], "source": [ "b = a + np.random.randn(20)\n", "plt.scatter(a,b)\n", "plt.ylabel('B', fontsize=18)\n", "plt.xlabel('A', fontsize=18)\n", "plt.title('Scatterplot', fontsize=18)\n", "\n", "print(f'Dot Product: {np.dot(a,b)}')" ] }, { "cell_type": "markdown", "metadata": { "ExecuteTime": { "end_time": "2019-04-09T02:14:48.655275Z", "start_time": "2019-04-09T02:14:48.631776Z" } }, "source": [ "### Convolution\n", "Convolution in the time domain is an extension of the dot product in which the dot product is computed iteratively over time. One way to think about it is that one signal weights each time point of the other signal and then slides forward over time. Let's call the timeseries variable *signal* and the other vector the *kernel*. Importantly, for our purposes, the kernel will almost always be smaller than the signal, otherwise we would only have one scalar value afterwards.\n", "\n", "To gain an intuition of how convolution works, let's play with some data. First, let's create a time series of spikes. Then let's convolve this signal with a boxcar kernel." ] }, { "cell_type": "code", "execution_count": 11, "metadata": { "ExecuteTime": { "end_time": "2020-09-29T22:19:12.670587Z", "start_time": "2020-09-29T22:19:12.448639Z" } }, "outputs": [ { "data": { "text/plain": [ "Text(0.5, 1.0, 'Kernel ')" ] }, "execution_count": 11, "metadata": {}, "output_type": "execute_result" }, { "data": { "image/png": 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", "text/plain": [ "
" ] }, "metadata": { "needs_background": "light" }, "output_type": "display_data" } ], "source": [ "n_samples = 100\n", "\n", "signal = np.zeros(n_samples)\n", "signal[np.random.randint(0 ,n_samples, 5)] = 1\n", "\n", "kernel = np.zeros(10)\n", "kernel[2:8] = 1\n", "\n", "f,a = plt.subplots(ncols=2, figsize=(20,5))\n", "a[0].plot(signal, linewidth=2)\n", "a[0].set_xlabel('Time', fontsize=18)\n", "a[0].set_ylabel('Signal Intensity', fontsize=18)\n", "a[0].set_title('Signal ', fontsize=18)\n", "a[1].plot(kernel, linewidth=2, color='red')\n", "a[1].set_xlabel('Time', fontsize=18)\n", "a[1].set_ylabel('Intensity', fontsize=18)\n", "a[1].set_title('Kernel ', fontsize=18)\n" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "Notice how the kernel is only 10 samples long and the boxcar width is about 6 seconds, while the signal is 100 samples long with 5 single pulses.\n", "\n", "Now let's convolve the signal with the kernel by taking the dot product of the kernel with each time point of the signal. This can be illustrated by creating a matrix of the kernel shifted each time point of the signal.\n", "\n", "We will illustrate using a heatmap, where the change in the color reflects the intensity, that this is simply moving the boxcar kernel, which is 6 seconds in duration forward in time for each sample." ] }, { "cell_type": "code", "execution_count": 12, "metadata": { "ExecuteTime": { "end_time": "2020-09-29T22:19:14.931248Z", "start_time": "2020-09-29T22:19:14.768063Z" } }, "outputs": [ { "data": { "text/plain": [ "Text(0.5, 1.0, 'Time Shifted Kernels')" ] }, "execution_count": 12, "metadata": {}, "output_type": "execute_result" }, { "data": { "image/png": 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", "text/plain": [ "
" ] }, "metadata": { "needs_background": "light" }, "output_type": "display_data" } ], "source": [ "shifted_kernel = np.zeros((n_samples, n_samples+len(kernel) - 1))\n", "for i in range(n_samples):\n", " shifted_kernel[i, i:i+len(kernel)] = kernel\n", "\n", "plt.figure(figsize=(8, 8))\n", "plt.imshow(shifted_kernel, cmap='Reds')\n", "plt.xlabel('Time', fontsize=18)\n", "plt.ylabel('Time', fontsize=18)\n", "plt.title('Time Shifted Kernels', fontsize=18)" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "Now, let's take the dot product of the signal with this matrix. \n", "\n", "To refresh your memory from basic linear algebra. Matrix multiplication consists of taking the dot product of the signal vector with each row of this expanded kernel matrix. " ] }, { "cell_type": "code", "execution_count": 13, "metadata": { "ExecuteTime": { "end_time": "2020-09-29T22:19:16.721273Z", "start_time": "2020-09-29T22:19:16.566400Z" } }, "outputs": [ { "data": { "text/plain": [ "Text(0.5, 1.0, 'Signal convolved with boxcar kernel')" ] }, "execution_count": 13, "metadata": {}, "output_type": "execute_result" }, { "data": { "image/png": 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", "text/plain": [ "
" ] }, "metadata": { "needs_background": "light" }, "output_type": "display_data" } ], "source": [ "convolved_signal = np.dot(signal, shifted_kernel)\n", "\n", "plt.figure(figsize=(12, 5))\n", "plt.plot(convolved_signal, linewidth=2)\n", "plt.ylabel('Intensity', fontsize=18)\n", "plt.xlabel('Time', fontsize=18)\n", "plt.title('Signal convolved with boxcar kernel', fontsize=18)" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "You can see that after convolution, each spike has now become the shape of the kernel. Spikes that were closer in time, compound if the boxes overlap.\n", "\n", "Notice also how the shape of the final signal is the length of the combined signal and kernel minus one." ] }, { "cell_type": "code", "execution_count": 14, "metadata": { "ExecuteTime": { "end_time": "2020-09-29T22:19:18.647210Z", "start_time": "2020-09-29T22:19:18.643785Z" } }, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "Signal Length: 100\n", "Kernel Length: 10\n", "Convolved Signal Length: 109\n" ] } ], "source": [ "print(f\"Signal Length: {len(signal)}\")\n", "print(f\"Kernel Length: {len(kernel)}\")\n", "print(f\"Convolved Signal Length: {len(convolved_signal)}\")" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "this process of iteratively taking the dot product of the kernel with each timepoint of the signal and summing all of the values can be performed by using the convolution function from numpy `np.convolve`" ] }, { "cell_type": "code", "execution_count": 15, "metadata": { "ExecuteTime": { "end_time": "2020-09-29T22:19:20.270638Z", "start_time": "2020-09-29T22:19:20.100454Z" } }, "outputs": [ { "data": { "text/plain": [ "Text(0.5, 1.0, 'Signal convolved with boxcar kernel')" ] }, "execution_count": 15, "metadata": {}, "output_type": "execute_result" }, { "data": { "image/png": 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", "text/plain": [ "
" ] }, "metadata": { "needs_background": "light" }, "output_type": "display_data" } ], "source": [ "plt.figure(figsize=(12, 5))\n", "plt.plot(np.convolve(signal, kernel), linewidth=2)\n", "plt.ylabel('Intensity', fontsize=18)\n", "plt.xlabel('Time', fontsize=18)\n", "plt.title('Signal convolved with boxcar kernel', fontsize=18)" ] }, { "cell_type": "markdown", "metadata": { "ExecuteTime": { "end_time": "2019-04-09T14:00:01.085908Z", "start_time": "2019-04-09T14:00:01.082090Z" } }, "source": [ "What happens if the spikes have different intensities, reflected by different heights?" ] }, { "cell_type": "code", "execution_count": 16, "metadata": { "ExecuteTime": { "end_time": "2020-09-29T22:19:22.382457Z", "start_time": "2020-09-29T22:19:22.130688Z" } }, "outputs": [ { "data": { "text/plain": [ "Text(0.5, 0, 'Time')" ] }, "execution_count": 16, "metadata": {}, "output_type": "execute_result" }, { "data": { "image/png": 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", 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" ] }, "metadata": { "needs_background": "light" }, "output_type": "display_data" } ], "source": [ "signal = np.zeros(n_samples)\n", "signal[np.random.randint(0,n_samples,5)] = np.random.randint(1,5,5)\n", "\n", "f,a = plt.subplots(nrows=2, figsize=(18,6), sharex=True)\n", "a[0].plot(signal, linewidth=2)\n", "a[0].set_ylabel('Intensity', fontsize=18)\n", "a[0].set_title('Timeseries of spikes with varying intensities', fontsize=18)\n", "a[1].plot(np.convolve(signal, kernel), linewidth=2)\n", "a[1].set_ylabel('Intensity', fontsize=18)\n", "a[1].set_title('Signal convolved with boxcar kernel', fontsize=18)\n", "a[1].set_xlabel('Time', fontsize=18)" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "Now what happens if we switch out the boxcar kernel for something with a more interesting shape, say a hemodynamic response function? \n", "\n", "Here we will use a double gamma hemodynamic function (HRF) developed by Gary Glover. \n", "\n", "**Note**: If you haven't install nltools yet run `!pip install nltools`. You may need to restart your jupyter kernel as well." ] }, { "cell_type": "code", "execution_count": 17, "metadata": { "ExecuteTime": { "end_time": "2020-09-29T22:19:28.723448Z", "start_time": "2020-09-29T22:19:25.252205Z" } }, "outputs": [ { "data": { "text/plain": [ "Text(0.5, 1.0, 'Hemodynamic Response Function')" ] }, "execution_count": 17, "metadata": {}, "output_type": "execute_result" }, { "data": { "image/png": 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", "text/plain": [ "
" ] }, "metadata": { "needs_background": "light" }, "output_type": "display_data" } ], "source": [ "from nltools.external import glover_hrf\n", "\n", "tr = 2\n", "hrf = glover_hrf(tr, oversampling=20)\n", "plt.plot(hrf, linewidth=2, color='red')\n", "plt.ylabel('Intensity', fontsize=18)\n", "plt.xlabel('Time', fontsize=18)\n", "plt.title('Hemodynamic Response Function', fontsize=18)\n" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "For this example, we oversampled the function to make it more smooth. In practice we will want to make sure that the kernel is the correct shape given our sampling resolution. Be sure to set the oversampling to 1. Notice how the function looks more jagged now?" ] }, { "cell_type": "code", "execution_count": 18, "metadata": { "ExecuteTime": { "end_time": "2020-09-29T22:19:31.143454Z", "start_time": "2020-09-29T22:19:30.999373Z" } }, "outputs": [ { "data": { "text/plain": [ "Text(0.5, 1.0, 'Hemodynamic Response Function')" ] }, "execution_count": 18, "metadata": {}, "output_type": "execute_result" }, { "data": { "image/png": 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", "text/plain": [ "
" ] }, "metadata": { "needs_background": "light" }, "output_type": "display_data" } ], "source": [ "hrf = glover_hrf(tr, oversampling=1)\n", "plt.plot(hrf, linewidth=2, color='red')\n", "plt.ylabel('Intensity', fontsize=18)\n", "plt.xlabel('Time', fontsize=18)\n", "plt.title('Hemodynamic Response Function', fontsize=18)\n" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "Now let's try convolving our event pulses with this HRF kernel." ] }, { "cell_type": "code", "execution_count": 19, "metadata": { "ExecuteTime": { "end_time": "2020-09-29T22:19:33.415080Z", "start_time": "2020-09-29T22:19:33.189979Z" } }, "outputs": [ { "data": { "text/plain": [ "Text(0.5, 1.0, 'Signal convolved with HRF kernel')" ] }, "execution_count": 19, "metadata": {}, "output_type": "execute_result" }, { "data": { "image/png": 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" ] }, "metadata": { "needs_background": "light" }, "output_type": "display_data" } ], "source": [ "signal = np.zeros(n_samples)\n", "signal[np.random.randint(0,n_samples,5)] = np.random.randint(1,5,5)\n", "\n", "f,a = plt.subplots(nrows=2, figsize=(18,6), sharex=True)\n", "a[0].plot(signal, linewidth=2)\n", "a[1].plot(np.convolve(signal, hrf), linewidth=2)\n", "a[0].set_ylabel('Intensity', fontsize=18)\n", "a[0].set_title('Timeseries of spikes with varying intensities', fontsize=18)\n", "a[1].set_ylabel('Intensity', fontsize=18)\n", "a[1].set_xlabel('Time', fontsize=18)\n", "a[1].set_title('Signal convolved with HRF kernel', fontsize=18)\n" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "If you are interested in a more detailed overview of convolution in the time domain, I encourage you to watch this [video](https://youtu.be/9Hk-RAIzOaw) by Mike X Cohen. For more details about convolution and the HRF function, see this [overview](https://practical-neuroimaging.github.io/on_convolution.html) using python examples. " ] }, { "cell_type": "markdown", "metadata": { "ExecuteTime": { "end_time": "2019-04-09T02:16:51.817120Z", "start_time": "2019-04-09T02:16:51.804369Z" } }, "source": [ "### Oscillations\n", "\n", "Ok, now let's move on to studying time-varying signals that have the shape of oscillating waves.\n", "\n", "Let's watch a short video by Mike X Cohen to get some more background on sine waves. Don't worry too much about the matlab code as we will work through similar Python examples in this notebook." ] }, { "cell_type": "code", "execution_count": 12, "metadata": { "ExecuteTime": { "end_time": "2020-04-17T06:38:46.151794Z", "start_time": "2020-04-17T06:38:45.890085Z" } }, "outputs": [ { "data": { "image/jpeg": 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"text/html": [ "\n", " \n", " " ], "text/plain": [ "" ] }, "execution_count": 12, "metadata": {}, "output_type": "execute_result" } ], "source": [ "from IPython.display import YouTubeVideo\n", "\n", "YouTubeVideo('9RvZXZ46FRQ')" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "Oscillations can be described mathematically as:\n", "\n", "$A\\sin(2 \\pi ft + \\theta)$\n", "\n", "where $f$ is the frequency or the speed of the oscillation described in the number of cycles per second - $Hz$. Amplitude $A$ refers to the height of the waves, which is half the distance of the peak to the trough. Finally, $\\theta$ describes the phase angle offset, which is in radians.\n", "\n", "Here we will plot a simple sine wave. Try playing with the different parameters (i.e., amplitude, frequency, & theta) to gain an intuition of how they each impact the shape of the wave." ] }, { "cell_type": "code", "execution_count": 20, "metadata": { "ExecuteTime": { "end_time": "2020-09-29T22:19:38.226612Z", "start_time": "2020-09-29T22:19:38.065375Z" } }, "outputs": [ { "data": { "text/plain": [ "Text(0, 0.5, 'Amplitude')" ] }, "execution_count": 20, "metadata": {}, "output_type": "execute_result" }, { "data": { "image/png": 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", "text/plain": [ "
" ] }, "metadata": { "needs_background": "light" }, "output_type": "display_data" } ], "source": [ "from numpy import sin, pi, arange\n", "\n", "sampling_freq = 500\n", "time = arange(-1, 1 + 1/sampling_freq, 1/sampling_freq)\n", "amplitude = 5\n", "freq = 5\n", "theta = 0\n", "\n", "simulation = amplitude * sin(2 * pi * freq * time + theta)\n", "\n", "plt.figure(figsize=(12, 5))\n", "plt.plot(time, simulation, linewidth=2)\n", "plt.title('Sine Wave', fontsize=18)\n", "plt.xlabel('Time', fontsize=18)\n", "plt.ylabel('Amplitude', fontsize=18)" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "We can also see the impact of different parameters using interactive widgets. Here you can move the sliders to see the impact of varying the amplitude, frequency, and theta parameter on a sine wave. We also show the complex components of the sine wave in the right panel." ] }, { "cell_type": "code", "execution_count": 5, "metadata": { "ExecuteTime": { "end_time": "2022-10-11T01:39:54.522861Z", "start_time": "2022-10-11T01:39:54.513654Z" } }, "outputs": [], "source": [ "%matplotlib inline\n", "\n", "import numpy as np\n", "import matplotlib.pyplot as plt\n" ] }, { "cell_type": "code", "execution_count": 7, "metadata": { "ExecuteTime": { "end_time": "2022-10-11T01:39:59.791013Z", "start_time": "2022-10-11T01:39:59.615610Z" } }, "outputs": [ { "data": { "application/vnd.jupyter.widget-view+json": { "model_id": "a8542b1637264afd99fb1af0129a18bf", "version_major": 2, "version_minor": 0 }, "text/plain": [ "interactive(children=(FloatSlider(value=5.0, description='amplitude', max=10.0, step=0.5), FloatSlider(value=5…" ] }, "metadata": {}, "output_type": "display_data" }, { "data": { "text/plain": [ "" ] }, "execution_count": 7, "metadata": {}, "output_type": "execute_result" } ], "source": [ "from ipywidgets import interact, FloatSlider\n", "from numpy import sin, pi, arange, real, imag\n", "\n", "def plot_oscillation(amplitude=5, frequency=5, theta=1):\n", " sampling_frequency=500\n", " time = arange(-1, 1 + 1/sampling_frequency, 1/sampling_frequency)\n", " simulation = amplitude * sin(2 * pi * frequency * time + theta)\n", "\n", " fig = plt.figure(figsize=(20, 4))\n", " gs = plt.GridSpec(1, 6, left=0.05, right=0.48, wspace=0.05)\n", " ax1 = fig.add_subplot(gs[0, :4])\n", " ax1.plot(time, simulation, linewidth=2)\n", " ax1.set_ylabel('Amplitude', fontsize=18)\n", " ax1.set_xlabel('Time', fontsize=18)\n", " ax2 = fig.add_subplot(gs[0, 5:], polar=True)\n", " ax2.plot(real(simulation), imag(simulation))\n", " plt.tight_layout()\n", "\n", "interact(plot_oscillation, amplitude=FloatSlider(value=5, min=0, max=10, step=0.5),\n", " frequency=FloatSlider(value=5, min=0, max=10, step=0.5), \n", " theta=FloatSlider(value=0, min=-5, max=5, step=0.5))" ] }, { "cell_type": "markdown", "metadata": { "ExecuteTime": { "end_time": "2019-04-09T04:54:24.560641Z", "start_time": "2019-04-09T04:54:24.557295Z" } }, "source": [ "Next we will generate a simulation combining multiple sine waves oscillating at different frequencies. " ] }, { "cell_type": "code", "execution_count": 22, "metadata": { "ExecuteTime": { "end_time": "2020-09-29T22:19:55.357070Z", "start_time": "2020-09-29T22:19:54.848609Z" } }, "outputs": [ { "data": { "image/png": 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", "text/plain": [ "
" ] }, "metadata": { "needs_background": "light" }, "output_type": "display_data" } ], "source": [ "sampling_freq = 500\n", "\n", "freq = [3, 10, 5 ,15, 35]\n", "amplitude = [5, 15, 10, 5, 7]\n", "phases = pi*np.array([1/7, 1/8, 1, 1/2, -1/4])\n", "\n", "time = arange(-1, 1 + 1/sampling_freq, 1/sampling_freq) \n", "\n", "sine_waves = []\n", "for i,f in enumerate(freq):\n", " sine_waves.append(amplitude[i] * sin(2*pi*f*time + phases[i]))\n", "sine_waves = np.array(sine_waves)\n", "\n", "\n", "f,a = plt.subplots(nrows=5, ncols=1, figsize=(12,5), sharex=True)\n", "for i,x in enumerate(freq):\n", " a[i].plot(sine_waves[i,:], linewidth=2)\n", "a[0].set_title(\"Sine waves oscillating at different frequencies\", fontsize=18)\n", "a[i].set_xlabel(\"Time\", fontsize=18)\n", "plt.tight_layout() " ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "Let's add all of those signals together to get a more complex signal." ] }, { "cell_type": "code", "execution_count": 23, "metadata": { "ExecuteTime": { "end_time": "2020-09-29T22:19:57.688172Z", "start_time": "2020-09-29T22:19:57.545126Z" } }, "outputs": [ { "data": { "image/png": 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", "text/plain": [ "
" ] }, "metadata": { "needs_background": "light" }, "output_type": "display_data" } ], "source": [ "plt.figure(figsize=(12,3))\n", "plt.plot(np.sum(sine_waves, axis=0), linewidth=2)\n", "plt.xlabel('Time', fontsize=18)\n", "plt.title(\"Sum of all of the sine waves\", fontsize=18)\n", "plt.xlabel(\"Time\", fontsize=18)\n", "plt.tight_layout()" ] }, { "cell_type": "markdown", "metadata": { "ExecuteTime": { "end_time": "2019-04-12T04:01:27.051173Z", "start_time": "2019-04-12T04:01:27.047251Z" } }, "source": [ "What is the effect of changing the sampling frequency on our ability to measure these oscillations? Try dropping it to be very low (e.g., less than 70 hz.) Notice that signals will alias when the sampling frequency is below the nyquist frequency of a signal. To observe the oscillations, we need to be sampling at least two times for each oscillation cycle. This will result in a jagged view of the data, but we can still theoretically observe the frequency. Practically, higher sampling rates allow us to better observe the underlying signals." ] }, { "cell_type": "code", "execution_count": 24, "metadata": { "ExecuteTime": { "end_time": "2020-09-29T22:19:59.604542Z", "start_time": "2020-09-29T22:19:58.915850Z" } }, "outputs": [ { "data": { "image/png": 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UPvBy5Fe0HpC7hRBhDq8ZhpZRKbM+pq73yUYLcqPAfjwWAH2FENNq0a3XrLcZbXBsvzdYX/vxWh5rcwxsaF80GmvWMQ2tL83eW2jt2bu3ES9l5tRzKATNAMCZRn0eKeUxtP6jS4SDvba1rKq21282UsoCtL6ey4WThb/1vYWLJayguefFU0eGw/G70ATKcMN54cRGNIfP22rrP7WWh9q+P409VraSyomOG4UQ16FN/DiyBC0z+ojt/ZyeE+R4DWgk89DKWE/5/rnwnXf5+NZxDdpg/dfdx1GhOC1RGSyFovXwKtBeCPEdWulHBdAZrZSjFzBHSrlVx/d7DC0r9pkQ4jO0AUoNmovgBWiZnJtceJ3f0ZzyktHszh23+wPd0eyXHfkTzZnrZaGtn5ONZnc8Ge2zD3B+E2u2bDFwJZqz14fOvQtSyvVCW+/mSWCTEOJztPKdBDQDkQusmgDeF0J0QrNHzkQrO7wGLTNWr7WzlLJIaOsDvYVmaf+J9U83oVlqz3QwC3jcGjj+gDbTLoC/oc22v+Dwso+jlUZ+YH38n9bHDkG7lk+m+XyBVlr5uxBiDlr/3KVobnHOn7FACLEXuFYIsQ/NRrxcSvm9DjoAHkALQlcJId5GC5iv5sTxcSVL8gUwUwixCK3cNQ6t/6SglseuRytBfUwI0Q4tQD5QiyGHI39Hy27+JYR4ixPW3+68t96OduxXWo/RRrSAuBtwCdq5+aQLr/M6Wunri0KIs9G+jyVoxjATsGYym6hxDTBNCPE0muW9Bfje0bimuVgz95PRdG8RQtiWkghG+45djlZO/In1KS4fKyllhhBiKdq5I9BK/wajTRLtRfte2B5bLoSYguZCmmHVsReIRPsOX2593vImfMzX0a4Fj1vLlX9BOy790K6nExt4rqvHd6cQYg2agZDtejgD7Xqvx/IPCkXbw9s2hupH/agf137QslRvoVkT56NlawrQ+pxuwcG21/r4g9Ru0768ltcej5OtsXV7MNpaUVvRMjelaAOm93Gy2q5Hd6RVqwQ6O/3tsHX7ObU8byBab4XN5GI5Wj/UJ9RiX219zhXW15PAmHo0XYg281wIVKP1Gi0GbnN4zOVobm3Z1sfkoZUxXtGIY3YZmj10ufVnFXBpLft+kfXYVFo1rUVb80s4PTYSLejaizb4KUDrv3O0T3+SJtq0W7ffipYJrUKzv5+FNostOdV2fTiabXq59e8HHf5W2+NP2VaXPuv2s9EG61WcWCdsBLXYXNex/4PRypsyra+xB3gEbYBZ22efav3sNXVpreU9xlqPaxVakPkW0B832bRb/xZt/Vw2844itO/o60Df+s4Fp9fxRZv8WM+Jc3QPWuZkUkPnSl06gVi0UrNCtOCqTg0u7Idatzv8PRFt7aaDnPhOpKNN5jhfb1w6VtbHxqNN/JSgZeQWoxlHLMfhPHd4fH+03rjDVh3HrO/1BBDl8Li6nl/X+RGINtm13eFYrwfucOH74+rxfQSt5zWXE9fDz4GhDZ3/6kf9qJ/af4SUniiVVigUCoWi+QghrkDLTF0npVSz64pmYc2QHwD+LaV80rtqFArF6YLqwVIoFApFi8PaTxTotM0PrdTLRNNKrhQKhUKhcDuqB0uhUCgULZEAIFMIMQ9t7av2aD1wA4Hn5cn2+wqFQqFQtBhUgKVQKBSKlogR+BHNuCEBzdAjA7hTSvm2N4UpFAqFQlEfbu/BEkIcRGtQNwMmKWWqW99QoVAoFAqFQqFQKLyEpzJYZ0kp8xt6UHR0tExKSvKAHIVCoVAoFAqFQqFoOunp6flSylPWH2xRJYJJSUmkpaV5W4auSCnJOFbK77tyKaowUmOyYDRbMJklRrOFGrOFTu2CGdcrhtSkdvj5KN+R1kxRRQ1Ld+ayJ7cUo0lismjHu8b6/wBfAyO7tWdsrxiiQwO8LVfRDMwWyfqDhazaV0BljQmjWVJjtmAyWzCaJSaLpHd8GOOTY+ibEI5+awErvEH28Qp+3XGMnOIq63E+cQ03miVRwX6c2TOG0T3aE+zfom6tikZSZTSzYncem7KKqDFp3+ka6/E2mS0IIRjaJZLxybF0jjpliThFK0JKyc6jpSzLyKW48tQxmtEi6dwuiPHJsQztEomvGqMpnBBCZNa63QMlggfQ1rGRwHtSyllOf5+BtqAdXbp0ScnMrFVnq0JKyfYjJfy09Sg/b8thf75rayuGBvhyRo9oxifHMC45hoSIIDcrVehBQVk1v+44xk/bcli1Nx+TpeHvlBAwsGME45JjGZ8cw6BOkfgY1AC8pWMyW1h7oJCfth5lyfYc8stqXHpebFgA43rFMD45ljN6RhMR5NfwkxReJ7OgnMXbcli89Sibs4sbfgLg72NgeNcoxifHMD45hu4xoSq4bgWUV5tYnpHHT9uOsmxXLhU1Zpee1y0mhPG9YjmrdwzDu0YR4OvjZqWK5iKlZOvhYn7amsPibUfJLKhw6Xlhgb6c2TOa8b1iGZccQ1x4YMNPUpz2CCHSa2t/8kSA1VFKeVgIEQv8CtwtpVxZ22NTU1Nla85g5ZZU8eFfB/hp61GyCivt26NC/JnUN46u0SH4+Rjw8xHWfw34GATbjxSzLCOPvbllJ73ekC6RPHxeb0Z2a+/pj6JoALNF8vXGw3y1IZs1+wuwxVQ+BsGobu0Z2S2KQD8f+3H28xH4+xrIK61mxe481h4opMZksb9eVIg/08/syi1juhLop27QLY1dOSV8/OdBftmRw/EKo317l6hgJvWNIzY84KRj7edjwCJh/YFClu/O5VhJtf05PgbBxD6xPHxeb7rFhHrj4yjqoaLGxOxVmfyw5Qjbj5TYtwf5+XB2n1j6d4jA3/fk67ifj+BAfjnLM/LYnF2E4221a3QI903sycWDOqhAqwWyPCOXBesOsTwjj2qHa/KgThGM6xVDWKCfdqx9tWPt72OgvMbEn3vy+XNPPqXVJvtzgvx8uGZYZ+6d0JN2If7e+DiKesgpruLDP/fz09YcDhedGKNFh/pzTt94ktoHa99nXwN+BmEfo23JLmb57lz25508WZ6a2I5Hzu9NalKUpz+KogXhtQDLScSTQJmU8qXa/t5aAyyT2cLs1Zm8+utuyqwX2+jQAM7rH8cF/RMY3jXKpbRy9vEKlmfksTwjj1X78u0zaOf2i+PRC/qQ2D7ErZ9D4Rqbs4p44tttbLHOaPsaBGN6RHPBgHjO6RtPlAs31ooaE2v2F9iP96FCbQatU7sgHjm/NxcOSFCDsRZASZWRV3/dzZzVmZitUXS36BAuGJDA+QPiXSr9k1KyK0crQVmekUd65nHMFomvQTBlVBL3TuhJRLDKaHkbKSWLt+Xw9A87OFpcBWhVBRP6xHJ+/wTG9YohyL/hyY+Csmr+2JPP8oxcVu7Jp7Bcy3IO6RLJExf1ZWiXdm79HArXyCqs4N/f72DpzmP2bUO7RHLBgATO7RfvUumf0WxhQ+Zxlu/WruM7j2oBeUSQH/dM6MnkkYn4+6qSMm9TY7Lw8V8HeP23PfZxVWxYAOf3j+f8AQkMS4pyqYIkq7CC5dbr+Kp9BVQatde6cGACj5zXW5WLtlG8EmAJIUIAg5Sy1Pr/X4GnpJQ/1/b41hhgrTtQyD+/3caunFIAzu4dy8yx3Uh18QtbF5U1Zmat3M+7K/ZRaTTj5yO4aXQSd53dU5UXeYnj5TW8sCSDhesPISXEhwdy38SenN8/oVkDZCklf+zJ59kfd5JxTDuPUhPb8fhFfRncOVIn9YrGIKWWoXzup13kl1VjEHDDiERuHJlIr7jmlXzlllTx0i8ZfJ6ejZQQGezHfRN6csPIRNWD6SX25ZXx5Hfb+WOP5sXUv2M4907oxZk9o5uVUTZbJJ+nZfHSL7vJL9OymBcP6sBD5yXTqZ0ajHmDKqN2b31r2V6qTRZCA3y5fXx3Lh/asdll+TuPlvDMjzv4a28BoGUv/+/83pzTN05NmHmJVfvy+ee32+0VQpP6xjFjbDeGdmmHoRljtPJqE++t2Md7K/dTbbLg72vgljFdufOs7oQFqjFaW8JbAVY34Gvrr77AfCnls3U9vjUFWLmlVfz3p118tfEwAJ2jgvjXRf2Y2DdO1/fJKdYGY19u0AZj7YL9+PukZG4Y3qVZFweF61gskoXrs3hhyS6KKoz4GgTTzuzKPWf3JCRAv2Z2k9nCorQsXvllNwXWWe9LB3fg0Qv6EKtqvT3GrpwS/vnNdtYdLAQgJbEdT13Sj34dInR9n22Hi3nmxx2s2a+9T7eYEP55UV/GJ8fq+j6KuqmoMfG/3/fy/h/7MZolEUF+PHhuMtcN76JrT2RZtYl3lu/l/T8OUGPSzG6mn9mVu8/uqUqCPciyjFye/G67vefmEuv1Vc9eGiklv+/K5dmfdtpLykZ1a8+TF/cjOT5Mt/dR1M+xkiqe/XEn320+AkBS+2CevLif7tfXI0WVvPDzLr7ZpL1P+xB/Hjg3mWuHdVZBdRuhRZQINkRrCbC+3pjNP7/ZTmm1CX9fA7eP687t47u79Ua57XAxT/2wg3UHtMHYOX3jePnqQYSrmRK3klVYwV0LNrI5qwiA0d3b89Ql/egR674bZWmVkbeW7eOjPw9QY7YQExbAW9cPZXhXVeftTswWySu/ZvDuiv2YLZL2If783wV9uHxIR7dNZkgp+XXHMZ77aScHrYO+28d354FJycr0xM2sO1DIfQs3csRaDnjtsM48dF5vl0p8m0r28Qqe/zmD762Dvn4dwnn3xhRVWuRmSqqMPPLlFn7amgNAr7hQnrqkv1v7m41mC/PWZPLab3soqjAS6GfgP5cP4LIhndz2ngqNz9Zn8e/vt1NeYybQz8BdZ/Xg1rHd3GpAsimriKd/2EF65nEALhyQwPNXDiRUx0lYRctEBVg6YDJb+O/iXXzw5wEAJvSO5Z9/6+ux3igpJT9tzeH/vtpCSZWJbtEhvDc5hZ5xalbMHazal8+d8zZwvMJIfHggj1/Ux6O9UVmFFTz4xWbW7C/E1yB4/MI+TB2dpGbF3EBxpZF7Fmxkxe48DAImj0zk75OSPVaOW2Oy8P4f+3nl192YLZIze0bzxrVDVKO8m/h0TSZPfrcdk0XSv2M4T13S36O9UemZx7l/0SYOFVYQGezHm9cN4cyepyyjotCB/Xll3DonjX155YQG+HLfxJ5MHZ3ksXLcoooanvlxJ1+kZwNw0+gkHruwjyoHdgNGs4Wnf9jBnNWaG/W5/eJ44qK+HivHlVLy3eYjPPb1NsqqTfSMDeW9ySnKzOg0RwVYzaS4wshdCzbwx558fA2Cf1/SjxtGJHpFS2ZBOTPnprMrp5Rgfx9eumoQFwxI8IqW0xEppTYA+34HZotkXK8Y3rhuiFd630xmC8//vIv3/9CC+suHdOTZywa41GyvcI19eWXcOjuN/fnltAv24+0bUhjV3TvOnav25XP3/I0UlNfQMTKI9yan0L+jvqWJbRmj2cK/v9/Op2sOAXDrmV15+LzeXlnbprjCyH2LNrIsQwvqHzg3mdvHdVcTKDqyYnced83fQGmVieS4MN6fkkqX9p7PFkopmb/uEE9+tx2jWTIsqR1v3TCU2DBV+q0XheU13DlvA6v3F+DvY+CZy/pzdWpnr2jZl1fGbXPT2ZNbRliAL69cM5hzdG4fUbQcVIDVDPbmlnLrnHQO5JfTPsSfd25M8Xq5VkWNif/7aivfWut+Z47rxoOTktUieM2kxmThX99tZ8E6bQA2c2w3Hjqvt9fLtb7ffISHv9xCRY2ZPgnhvHdjilcGCqcby3blcs+CjZRWm+gdrw3AvF2udaSoktvnbWBzVhEBvgaevWwAV6aosqLmUlBWze3zNrDuQCH+vgb+c9kArvDyfrVYJK//tofXf9sDwHn94nnxqoGqSb6ZSCn54I8D/GfxTixSMzZ45ZrBXi/X2nDoOLd/ms6xkmpiwwJ458YUUhKVq2Rz2ZVTwq1z0sgqrCQmLIB3W8B+Las28dAXm+1lqXef3YP7Jvby+lhCoT8qwGoiv+08xr0LN1FWbaJvQjizpqS0GPcnKSUf/3WQZ3/aidkiGdOjPW9dP5TIYFVW1BTyy6q5/dN01h88ToCvgeevGMilQzp6W5adjJxSZs5N42BBBRFBfvzvelVW1FSklLy3cj/P/7wLKeH8/vG8dNUgXU1LmkO1ycyT321nwbosAKaMSuSfF/VVEyhNZMcRbQB2uKiS2LAA3pucwpAWZJe+dMcx7v9sE6VVJrrHhPD+lFRVVtREqoxmHv1qq92A6p4JPblvQs8WYwqVV1rNnfO1QN/PR/Dkxd6rhjkd+HlbDn//bBMVNWYGdYrgvcmpxEe0jMyglJJZ1vuMRcK4XjG8ef0Q1TvfRKqM5hZpCqQCrEYipeTt5ft46ZcMpNQaFl+8aiDB/i1jAObImv0F3DV/A/llNSTHhTF32nDlOtdIdh8r5aaP1nGkuIq48ABmTU5lUAu0SC+uNPKPzzaxdGcuvgbBa9cO5qKBHbwtq1VhNFt46IstfG0dgN0/sRd3n92jxQzAHFm47hD//HY7NWYLk/rG8eb1Q9zaqH068uuOY9yzYCOVRjODOkcya3KKrq5xenEgv5yZc9PYfayM9iH+zL5luCoPbSQFZdXcMjuNzVlFBPn58MrVgzi/BZbPG80W/vPTLj76Syv9vn9iL+6Z0EOVhzYC2xjtxSUZAFw2pCP/uXxAixyA/7U3n7vma/3c/TqEM/uW4USHBnhbVqti+5Fipn2Sxn+uGMBZLcxpVwVYjaTKaObSt/5iV04pD0zqxZ1nteyL39HiSiZ/uI69uWUktg/m02kjvF7q1FrYkl3ElI/WUVRhZEiXSN67MaVFB6gWi+S/P+9i1sr9CAHPXTaA64Z38basVkGV0cyd8zbw265cgv19eOXqwZzXP97bsuolPfM4N3+8jpIqE2f0iOa9ySktJtPW0vl202H+/tlmzBbJ5UM78txlLXMAZqO82sTt8zawcnceYQG+fHTzMIYlKfdQV8gpruLGD9eyN7eMjpFBvD8llb4dwr0tq14+W5/FI19twSLhljFdefzCPi1yoqelIaXkP4tP3AMfOa83M8Z2a9FjtKzCCqZ8tI4D+eV0iwnh02kj6BDZvHXX2gobDh3npo+0e+CkvnHMmnJKLONVVIDVBLIKK8jIKdV9bSt3UVhew9SP1rH1cDFx4QF8Om2EchhsgPUHC7n54/WUVZs4u3csb98wtEUPwGw4z949ekFvZozt7mVVLZvyahO3zklj1b4CIoP9mHPLcAZ2ivS2LJfYebSEyR+uI7+smiFdIvn4pmGqFLgB5q89xGPfbEVKuPMszfq+JQ/AbFSbzNy3cBOLt+UQ6Gfg3RtT1NpoDZBVWMH1H6whq7BSq+KYPrzVGEgs3nqUexZuxGiWXJXSif9cPkCVAteDxSJ5/NttzF97CF+D4PVrh3DhwJaXpayNvNJqJn+4ll05pXSMDGLutOGqFLgBVu3NZ/qcNCpqzJzbL443rmt5VRwqwGojlFYZmTY7jXUHCmkX7MfsVjSI9DR/7Mnj1jlpVBktXDgggVevGYy/b+u6sc1ZfZB/frsdgLvO6sE/JvVqFYNIT1NcaeTmj9ex4VAR0aEBzJs+otUt+nkgv5wbP1jL4aJKeseHMWda6xlEepoP/tjPMz/uBODBc5O586weXlbUOExmC49+vZXP0rLx8xG8dk3rGUR6mr25Zdz4wVpySqoY2CmC2TcPb3XLG6zYncdtc9OpNJo5v388r107uMUNIlsCJrOFB63l3f6+Bt69cShn924dE+A2iiuM3PyJ7V7kz5xbRrT4TKu3+H3XMW77dAM1JguXDenIi1cObJGTD3UFWC1PqaJZhAVqM/Nn947leIWR699fy5r9Bd6W1eJYsj2HaZ9owdVVKZ1447ohrS64ApgyKolXrxmEj0Hwv2V7+dd327FYWs6kSUugoKya62atYcOhIjpEBPL5baNaXXAF0DU6hM9vG0W3mBB25ZRy9burySqs8LasFoWUkteX7rEHV/++uF+rC64AfH00k51pZ3TFaJbcvWADi9Yf8rasFsf2I8Vc895qckqqGJ4UxbzpI1pdcAWa+cGn04cTFujL4m05TJ+dRkWNyduyWhTVJjN3zt/A1xsPE+zvwyc3D2t1wRVARLAfn04fwZk9o8kvq+HaWatJzyz0tqwWx49bjjJjTjo1Jgs3jOjCy1cNapHBVX20LrUKlwj08+G9ySn8bVAHyqpNTP1oHct25XpbVovh202HuWPeBmrMFm4ancTzVwxs1daplw3pxDs3DMXfx8Cc1Zk88PlmTGaLt2W1CHKKq7hm1hp2HC0hqX0wn98+mq7RnlkY3B10iAzi85mj6NchnIMFFVz17mr25ZV5W1aLwNaX8erS3RgEvHDlQKaOTvK2rCYjhLa4+N/P6YVFwsNfbuWDP/Z7W1aLYcOh41w3aw0F5TWc2TOa2bcMb9X29imJUSycMZLoUH/+2JPP5A/XUVJl9LasFkFljZnps9NYsv0Y4YG+fDp9BKO7R3tbVpMJ9vflg6mpnNcvnpIqEzd+sI4/9+R7W1aL4bO0LO5esAGTRTJjbDeeubR/q+xNVAHWaYqfj4HXrhnM9SO6UG2yMHNuOr/tPOZtWV5n0fpD3LdoE2aL5I7x3fnX3/q2yi+uM5P6xfPJzcMI9vfhq41aY39bD7Kyj1dw9Xur2ZtbRnJcGJ/dNoqOp0FTcfvQABbMGMmwpHbklFRx7aw17M1t20GWxSL557fbmbVyP74GwZvXDfXaIqN6IoTgngk9+dff+gLwzI87mbVyn5dVeZ81+wu48YO1lFSZOLdfHB9MTT0tFl/v1yGCz2aOokNEIOmZx5n84TqKK9t2kFVWbWLqx+v4Y08+7UP8WTBjJENb0BILTSXA14f/XT+EK1M6UWk0M232elbuzvO2LK8zd/VBHvpCM365f2Iv/u/83q227cHtAZYQ4jwhRIYQYq8Q4hF3v5/iBD4GwbOX9ufmMUnUmC3c9mk6S3e03SBr/tpDPPyl1vT+4LnJPHRe6/3i1sboHtHMnTac0ABfvtt8hPsWbWqzQVZWYQXXzlrDocIKBnaKYOGMkadVv1J4oNZfOapbe/JKq61BVqm3ZXkFW9P73DWZ+PsamDUl5bTrV7p5TFf+c/kAAJ77aRfvrmi7Qdaqffnc/PF6KmrMXDq4A29dP/S06lfqFhPKopmj6NQuiM1ZRUz5cG2bDbLKqk3c9NE61h0oJC48gEUzR9Gvw+mzdIGvj4EXrhhonwifPieNFW04yPrkrwM8Ye0pf/zCPtw7sWerHqO5NcASQvgAbwHnA32B64QQfd35noqTEULwz4v6cssYrZb/9nnp/LI9x9uyPM68tZk8+vVWQHPca419Ga6QkhjF7Fu0IOuHLUe5d+EmjG0syLIFV9nHKxncOZJPW2lfRkME+/vy0U3DGN29PfllWpC151jbCrIsFslj32xl/tpDBPga+GBKaqvsy3CF64Z34fkrBiAE/HfxLt5evtfbkjzOqr353PLJeiqNZq5M6cTLVw9udX0ZrtA5KpiFM0bSOSqIzdnFTP5wLcUVbSvIKq0yMvWjdaRlHichIpBFM0bRI/b0c9wzGATPXNKfG0d2ocZk4dY5aSzLaHstHR/9eYAnv98BaL2z08/s5mVFzcfdV6bhwF4p5X4pZQ2wELjEze+pcEIIwRMX9WG6tWH6jnkb+Hlb2wmy5q7J5LGvtwHarMjpbmeektiOOdOGExbgy49bj3Lvwo1tJsg6VKAFV4eLKhnSJZI504YT3or7MhoiyN+HD6cO44wetobpNWTktI0gy2KR/N9XW1mwLosAXwMfTh3G2F4x3pblVq4Z1oXnLx+IEPDCzxm8taztBFl/7snn5k/WU2W0cHVqJ15o5b2zDdGpXTALZ4yiS1QwW7KLueHDNRRV1HhblkcoqTIy5aN1pGcep0NEIAtnjCSpFffONoTBIHj6kv5MGZVIjcnCzDnpbapv/oM/9vPUD1pw9dQl/Vp176wj7g6wOgJZDr9nW7fZEULMEEKkCSHS8vLabmrU3QgheOzCPswc2w2TRXLX/A38vO2ot2W5nTmrD/LEN1pw9cRFfU+LWRFXGNqlHXOnjyAs0JeftuZw9/zTP8jKLCjn2lmrOVxUydAukcy55fQOrmwE+fvwwdRUzuwZTUF5Dde/v4ZdOSXeluVWLBbJw19uYVFaFoF+Bj66aRhn9Gy9Te+N4ephnXnxykEIAS8uyeDN3/Z4W5Lb+WNPHtNmr6faZOHaYZ357+UDT4ve2YboGBnEwhkjSWwfzLbDJVz//lqOl5/eQVZJlZEpH65j46Ei6+cfRWL70ze4siGE4N8X9+Om0VpLR1vpm3dcUuPpS/szZVSSdwXpiNdz61LKWVLKVCllakzM6T376G2EEDxyfm9uG9cdk0Vy5/yN/Ljl9A2yPvnrgH2NqCf/1pdpZ3T1siLPMrhzJJ9O04Ksn7fncOc8bT2J05GD+eVcO2sNR4qrSE1sx5xpI1q1o1hjCfTz4f0pqYzrFWMNstay48jpGWSZLZKHvtzC5+nZ9uBqTI+2EVzZuDKlEy9fpQVZL/+6m9eW7qYlrWmpJyt25zFtdhrVJgvXDe/Mc5cNaBPBlY0OkUEsmjGKrtEh7DhawvUfrKXwNA2yiiuNTP5wHZuyiuzBZZf2wd6W5TGEEPzrb31P6pv/9TTum5+1cp89uHr2sv5MHpnoZUX64u4A6zDgaOXUybpN4SWEEDx8XjJ3jO+O2aKtr/JFera3ZenOhw71vE9d0o+bxrSt4MrGoM6RzJs+gvBAX37ZcYxb56RRWWP2tixd2ZdXxrWz1nC0uIphSe34xNqD1tawLc8wPjmGwnJtfZWNh457W5aumMwWHvx8M1+kZxPk58MnNw9v1XbNzeHyoZ145epBGAS8tnQP//1512kXZC3LyOXWOWn2tXCevbRtBVc24iMCWXDrSLpFh7DzaAnXvLeaYyVV3palK0UVNUz5cC2bs4ro1C7I2oPWdoIrG7a+edsaeLd/ms53m494W5buvL18L8/9tAuA/1w+gBtGnF7BFbg/wFoP9BRCdBVC+APXAt+5+T0VDSCE4MFzk7lvYk8sEh74fDNzVx/0tixdkFLy6q+7edpaz/v0Jf1Oq5RzUxjYKZL5t44kKsSfFbvzuOnjdZRVnx6LWG47XMzV71oXGu0axSc3t83gyoYtyJrUN866vspaVu87PRYarzKauWPeBr5yWGh0ZLf23pblVS4boi2S7msQvLdiP098u+20WWj8+81HuHW2FlxNHpnYatfC0Yt4ay9Sr7hQ9uSWcdVptNB4bkkV17y3hs3ZxXSOCmLRzFFtMriyYVsD7/bxWrXRvQs3snDd6bHQuJSS53/exQs/ZyAEPH/FAK4b3sXbstyCWwMsKaUJuAtYAuwEPpNSbnfneypcQwjBfRN78dgFfQB44tvtvLO8dVv/WiySp37Yweu/7cEg4MUrBzK5jQdXNvp3jOCzmSOJCw9g7YFCbvhgbatvmF5/sNC+0OjYXjHMvnk4IW04uLIR4OvDWzcM5ZLBHSivMXPTx+tavStVebWJabPX88sObaHRudNGMKKNB1c2LhrYgfcmp+Dva+DTNYd44IvWvwbegnWHuGfhRvtCo09d0q9V2zXrRWy45qY3oGMEhwq1df5a+0LjWYUVXPnuajKOldIjNpTPZ44+LdYrbC5atVFvHjw3GSnhka+28uGfB7wtq1lYLJLHv9nGO8v34WMQvHr1YK4ZdnoGVwCiJZUUpKamyrS0NG/LaHPMW5vJ499sQ0q466we/GNSr1Z3MzOZLTzy1Va+SM/Gz0fw5nVDOK//6bUWjh4cKqjg+g80C/Pe8WHMnTaCmLAAb8tqNMszcrnt03SqjBYuGBDPa9cMwd/X6y2lLQqz9Wa2YN0h/HwEb1w7hPMHtL7vRFFFDTd/sp6Nh4qIDg1g7rTh9EkI97asFsdfe/O5dU4aFTVmzu8fz+vXts7vxHsr9vGfxVrp0IPnauXsre1+5G5KqoxM+2Q96w8eJzrUn7nTRrTK78SeY6Xc+OFajpVUM6BjBLNvGU7UabikRnP5+K8D/Nva8vCPc3px19k9Wt13wmi28MDnm/l20xH8fQ28ff1QJvY9PZbUEEKkSylTnbe3vquvQnduGJHIK1cPwscg+N+yvTz1w45WVctfbTJz5/wN9r6MD6cOU8FVHXRpH8znt42iW0wIu3JKuea91RwpqvS2rEbx45aj3DonjSqjhWtSO/PmdUNb5UDS3fgYBM9d1t++PMOd8zfwZSvrt8wtreLaWWvsjmKf3zaqVQ4kPcGYHtHMtZraLN6Ww4y5aVQZW0+/pZSSF5fssgdXT13SjzvPan0DSU9gW2j8zJ4nlmfYlFXkbVmNYkt2EVe/t5pjJdUM7xrF/FtHqOCqDm4e05UXrhhoN7Vpbf2WVUYzt81N59tNRwixlnefLsFVfahRiQLQavnfun4o/j4GPv7rIA9+saVVOM5V1JiYPjuNJdu10qFPpw8/7dfCaS4JEUF8NlMbqO7PL+eqd1e3mgVqF60/xN0LNmA0S6af0ZX/XjHgtF4Lp7nYlme4d4LWb/mPzzfz4Z8HWsXNOauwgqveXc2unFK6x4Twxe2ak5qiblIS27HA2m+5PCOPKR+taxW23haL5J/fbuetZdbSoWsGtfne2YYI9vflg6mpnNM3juJKIze8v4aVu1vHUjdr9hdolvMVRs7uHcucW4a3KdfXpnD1sM68ce2JfstHv97WKpZeKas2cdPH6/htVy6RwX7Mv3VkmzEmUiWCipNYsTuPmXO17EBqYjveuTGlxZaQHS2u5La56WzOLiY61J85t4ygbwc1u+0qxRVGbvpEW28kNMCX164Z3GJnlSwWyeu/7eF165o/rbVMwpu8v3I/z/6kWeJendqJpy/tT4Cvj5dV1c7GQ8e57dN0jpVU079jOLNvHk770JZ5HWqJ7M0t5YYPtNKrLlHBvD8lleT4MG/LqpXyahMPfrGZn7bm4O9j4H/XD2FSv3hvy2o1OJZeGQQ8ekEfpp3RtcVeG7/ZeJiHv9xCtcnC3wZ14JWrB+Hno+b6XWXpjmPcMV9bcmVktyjeviGlxWb+so9XMHNuOtuPlBAbFsCn00fQK65lXoeaQ10lgirAUpzCluwiZsxJJ6ekioSIQN6fkkr/jhHelnUSq/cVcNf8DRSU19AxMoi504bTLSbU27JaHZU1Zh78YjM/bDmKEPDApJbX81BcaeT+RZv4fVcuQsC/LurbZm33m8v3m4/w4BebqTJaGNolkncnpxAbFuhtWScxf+0hnvxuOzVmC8O7RvHB1NQ2sWC03hwpqmTm3HS2Hi4mxN+HV64ZzLktLHDZn1fGzLnp7MktIzTAl/cmp7S5Nc30wGKRvLp0N2/+vheAK4Z24tnL+hPo13ImUIxmC8/9tJOP/zoIwA0juvDUJf1VBUITSM/UJqDySqvp1C6I96ektrjS6T/35HP3gg0crzCS2D6YubeMOG3XNFMBlqJR5JZWcdvcdDYcKiLQz8ALVw7i4kEdvC0LKSUf/nmA/yzehdkiOaNHNG9cN6TFzuC0BqSUvL18Hy/9koGUcOHABF68ciDB/t535NuVU8LMuelkFlQQGezH69cOYZwqAW0W2w4XM2NOGkeKq4gPD2TWlBQGdor0tiyqjGae/G47C9dnATB1VCKPXdhX9dc1g8oaMw9/ucW+js79E3tx99k9WoTd+a87jvH3RZsorTbRPSaE9yan0iNWTZI1hx+3HOUfn2+iymhhcOdI3pucQly49ydQckuruGveRtYdLMTPR/Cvv/XjhhFdWtREXmsjp7iKGXPT2JJdTJCfD69cPahFmBhJKXl3xX5eXLILi4RxvWJ4/drBRAafvmM0FWApGk21ycwT32zjszStMf728d15YFKy12acKmpMPPLlVvtg4bZx3XnwXO/pOd1YuuMY9y3aRFm1ib4J4bw/NdWrdrnfbT7Cw19sodJopm9COO9NTmnTa6PoSV5pNbd/mk5a5nECfA08f8VALh3S0Wt6jhRVcvunWrlvgK+B5y4bwBUpnbym53TCNuB5YckupITz+8fz0lWDvLakgdkieX3pbt6wZlvO7x/Pi1cNatPr1+nJ9iPFzJiTzuGiSmLDAnhvcgpDurTzmp70zOPcMU8r940LD+DtG1JISfSentOJKqOZR77cwjebtDHRPRN6ct+Enl6bQCmrNvHg55tZvC1H03N2D+6d2Ou0H6OpAEvRJKSUfLLqIM/8uBOzRTKuVwzPXT7A4wPvzIJyZs5NZ1dOKSH+Prx0VcuYrTnd2HOslOlz0sgsqKB9iD/PXT6ASX3jPDrTaDJbeP7nXbz/h7bmx+VDOvLsZQMI8m855S6nAzUmC//6bhsL1mkZo5tGJ/GPSb083my+al8+d8/fSEF5DZ3aBfHujSktriT5dOD3Xce4d4GWMeodH8ZLVw3y+H4urjBy76KNLM/IwyDgwXN7c9u4biqToTP5ZdXc8ekG1h0sxN/XwP+d35vJIxPx9WCvk5SSeWsP8e/vt2M0S4YnRfG/G4a0uJLk1o6Ukvf/2M9/F2sZowm9Y3nmsv4kRHh2jLbPWu67N7eMsABfXrlmMOe00J5uvVEBlqJZ/LU3nzvmbaC40kign4G7z+7J9DO7ur1Jvspo5sM/D/D2sr2U15jpFh3Ce5NT6HkaNkq2FIoqarh7wUb+2JMPwPjkGJ78Wz+SPODgtmpfPs/8sJMdR0vwNQj++be+TB6ZqAZgbkJKydw1mfz7+x2YLZLYsAAeu7APFw/q4PZ9nldazSu/7mbR+kNYJJzZM5o3rh1CO1Xu6zb25pZx65w0DuSXI4TWB/PApGS3l+9YLJIvN2Tz4pIMckuraRfsx5vXDeWMnqrfyl3UmCw8+f125q89BEDfhHCevrQfKYlRbn/v3cdKeebHnXZXw5vHJPHoBX2UmYUbWZ6Ry90LNlJaZSLY34d7J/Tk5jFd3V5iXVFjYtbK/by3Yj+VRjM9Y0N5b3JKm+qJVwGWotkcLa7kmR938uOWowB0jQ7h3xf3c4stupSS7zYf4YWfMzhsXafpwgEJ/OeKAarh3QOYLZJP12Ty0i8ZlFaZ8PcxcNu4btw+vodbMkn788p47qddLN15DICOkUG8fu1gUpPcPxhQaH1Zj3+zzb6WzshuUTx1SX+3OD5VGc189NcB3l62j7JqEz4Gwe3junP/Oad/KUlLoLTKyOtL9/DxqoOYLZKoEH8eOa83V6Z0cktp0Zr9BTz9ww62HykBYEiXSN64dogq9/UQP2/L4ekfdtjvo1emdOKR83sT7QZXzoIybdJkwTpt0iQs0JenL+nv1fLjtkT28Qqe/mEHS7Zr99EesaE8dXE/RrvBOMZikXy98TAvLskgp6QKgEsGd+C5ywZ4rfzYW6gAS6Ebf+7J55/fbWN/Xjmg1dA/flFf3coG0zOP88yPO9h4qAiAPgnhPHFhH7dcJBT1k1dazX8X7+LLDVofXsfIIP71t76co1PZYFFFDW/8tpc5qw9iskhC/H2446weTDuja4tywGoLWCySz9Oz+O/iXRyvMOJrENxyRlfumdBTl/4YKSU/bj3KfxfvIvu4Ntg7u3csj17QR5kbeIGMnFKe+HYb6w4UAlrg8/Ql/XUrGzyYX85/Fu+0D/YSIgJ5+LzeXDyoQ4sw2WhLVNaYeWvZXmat3E+N2UJ4oC8PnJvMDSMSdZnUqDaZ+eSvg/zv972UWidNbhjRhXsn9FTLK3iB5Rm5PPnddg4WVABw0cAEHr+wL/ER+pRnrjtQyDM/7mBLdjEAAzpG8PiFfRjRrb0ur9/a8HiAJYR4ErgVsK1896iU8qf6nqMCrNZDjcnCh38e4I3f9lBpNOPvY2Bsr2jO75/AxL5xRAQ1LstUXGnkzz35/LDliL1BMiYsgAcnJXNFSic1s+1l1h8s5IlvtrErR1uQODkujPMHxHPBgAR6xoY2KtgyWySbs4tYtiuXuWsyKaowIgRck9qZv0/qpWr0vUxRRQ0vLslg/rpDSAnhgb6c0zeeCwbEc0bP6EaXBR8trmR5Rh6fp2WxwTpp0js+jMcu7MOZPZUjpDexVQo88+NO8kqrEQKGJUVxQf94zuuf0OgBWZXRzJr9Bfyy4xifp2VhNEuC/Hy4fXx3bj2zm+qj9DIH8sv513fb7aV7HSICOa9/AhcMiGdol3aNCnyllOzJLWN5hnYdzyrUJk3GJ8fw2AV9VBm/l6k2mXl/5X7+t2wvVUYL/r4GxvWK4YIB8UzoE9foSqCiihr+2JPP95uP8MsObdIkLjyAh87tzWVDOrbpSRNvBVhlUsqXXH2OCrBaH0eKKnn2p538tPUotlPJz0cwpkc0F/RPYEKfWNoF+5/y5bNYJDuOlrA8I5cVu/PYcKgIs0V7gQBfA7ee2Y3bxndXzlItCJPZwtw1mbz+2x6KKoz27d1jQrhgQALn9Y8nOS4MH4M4JeDKK61m5e48lu/O4489eSc9f3T39jx+YV+1SHQLY0t2EU9+t90eFAGEBvgysU8s5/VP4Mye0QT7+5xyrGtMFtIyC1mRkcfyjDwyjpXa/xYd6s8/JiVzdWpnNWnSgiitMvLa0j3MXZ1Jjdli3z60SyQXDEjg3H7xdIgMqvWYHcwvZ3lGLst357FmfwFVRu35QsCVQzvxwLnJLcIqXKEhpWTJ9mM8+9MOe1AE2mD5vH7xnD8ggaFd2uHnc+p1vLTKyF97C1ixO5cVGXkcKa6y/61XXCiPXdhXLaPRwsg+XsEzP+zk5+059m3+PgbO6BnN+f21YCsyyK/WMdq2I8Usz8hjeUYum7KKsA7RCPQzMHNsd2aO69YilnPxNirAUriV3NIqlmw/xuKtR1mzv8D+RbThYxD4+Qj8DAb8fA0YzRZKq0z2v/saBCmJ7RifHMslgzvQwYv24Ir6qTFZWLUvn8Vbc1iyI+ekYAm0gZWfwaAdb18DvgYD+WXVJz2mS1Qw45NjOLdfPKO7t1cmFi2Yvbll/LztKD9tzWHH0ZJT/u5rEPj5GPD1Efj7GKioMVNpNNv/Huzvw5ge0YxPjuHiQR087lKocJ3SKiO/78rlp61HWZ6RR7XJctLfDQL8fAzWH20AXlhec9Jj+ncMZ3yvWC4alEDveDVp0lKxWCQbs4pYvPUoi7fl2Hu0HPHzEScd76IKIyaHm3t0qD9je8UwoXcc5/aL86hLoaJx5BRXsWR7Dou3HWXdgcJGj9H8fASpiVGMT47hksEddSs3PB3wVoB1E1ACpAH/kFIer+VxM4AZAF26dEnJzMx0ix6F5ygoq+aXHcdYvC2HdQdOzGg6Ex8eyPjkGMYnxzC6R7Qyr2iFGM0W1u4vZPG2o/y64xj5ZdWnXLgB/H0NjOzWnvG9tOPdNTpEBVWtkMyCchZvy2Hx1qPsOFqC0Vz7/aNXXCjjk2MZ3yuG1KQotVhwK6S82sTyjDx+2naUlRl5lNWYqG24EBHkx5k9oxmfHMvYXtGqxLcVIqVk6+Fiftqaw8/bjpJ1vNJeUeKIQcCQLu2s1/FY+nUIb9OlYa2VvNJqftmRw+KtOaw/WHjKRIqNDhGBjEuOZXxyDGN6RKuKojpwS4AlhFgKxNfyp8eANUA+IIGngQQp5S31vZ7KYJ2eSCkxWSQms6TGbMFotmCRkpjQADXIPg0xWyRG63G2HfOIID9lWnEaIqXEaJaYLBaMJu1Y+xqEslo/DZFSYrZo1/IaswWjyYLJImkf4q8yF6chFovEaLFo32+zhRqzhSA/H5WBPg2pbYwmpZahVGO0hvGqi6AQIgn4QUrZv4HH5QEtLYUVjRYoKtoG6ni3HdSxbjuoY922UMe77aCOdduiJR7vRCnlKc2Hbsv3CSESpJRHrb9eBmxr6Dm1CfQ2Qoi02iJTxemJOt5tB3Ws2w7qWLct1PFuO6hj3bZoTcfbnQWVLwghBqOVCB4EZrrxvRQKhUKhUCgUCoXC67gtwJJSTnbXaysUCoVCoVAoFApFS0R1pjbMLG8LUHgUdbzbDupYtx3UsW5bqOPddlDHum3Rao63R0wuFAqFQqFQKBQKhaItoDJYCoVCoVAoFAqFQqETKsBSKBQKhUKhUCgUCp1QAZZCoVAoFAqFQqFQ6IQKsBQKhUKhUCgUCoVCJ1SApVAoFAqFQqFQKBQ6oQIshUKhUCgUCoVCodAJFWApFAqFQqFQKBQKhU6oAEuhUCgUCoVCoVAodEIFWAqFQqFQKBQKhUKhEyrAUigUCoVCoVAoFAqdUAGWQqFQKBQKhUKhUOiEr7cFOBIdHS2TkpK8LaNBTBZJaaWRyGB/hPC2Go2WqqnEqsnQQjSZLZLiSiORwX4YWsiOapGapKS4omVpskhJUYWRiGA/fFqapiA/fFrISd4SNUkJxytqWqSm8CA/fJWmOmmRmoCi8hrCAv3w9WlZmkID/fBrSZoqaggN8MXPp+XMpx9voZpC/H3x91Wa6qOooobgFqbJ26Snp+dLKWOct7eoACspKYm0tDRvy2iQyR+u5Y89+YwcmMD/rhuCaAGDvZs/XseyjDyG9Yvn7RuGYmgBN8Lps9NYuvMYQ/vEMWtySovQdPun6SzelsPA5Bg+nDqsRQz27l6wke83H6Ffz2g+vmkYvi3gpnP/ok18vfEwvbu3Z/Ytw1vEjfDBzzfzeXo2PbtG8em0ES3iAv9/X21lwbpDdE9sx7xbRxDg6+NtSTzxzTbmrskksXMkC2eMJNDP+5r+/f12Pv7rIJ07RfDZzFEtQtNzP+1k1sr9dOwQzue3jSLY3/u3w+d/3sU7y/cRHx/Gl7ePJiTA+5pe+SWDN37fS0xsKF/dMZqwQD9vS+KN3/bwyq+7aR8Twtd3jiG8BWh6a9leXlySQVR0CN/cMYaIYO9rmrVyH8/9tIuIqGC+vXMM7UL8vS2JD/88wNM/7CA0Mojv7hpD+9AAb0tizuqD/PPb7YRGBPLtXWcQE+Z9TfPXHuLRr7cSFB7Ad3edQVx4oLcl8dn6LB76cgsBYQF8d9cYEiKCvC2pRSCEyKxtu/dHKK2MNfsL+GNPPgA/bjnKm7/v9bIiSM8sZFlGHgA/b8/htd/2eFkRbDx0nKU7jwGwdOcxXvolw8uKYNvhYhZvywFgeUYez/+8y8uKYOfREr7ffASAP/bk89xP3te0+1gp32w6DMCqfQU8/cMOLyuCfXllfLkhG4B1Bwr513fbkVJ6VVNmQTmfp2UBkJZ5nCe+2eZ1TVmFFSxcfwiATVlFPPrVVq9rOlJUybw1mqYt2cU8+MUWr2s6VlLF7FUHAdh+pIQHP/e+ptzSKj75S9O0K6eU+xdtwmLxrqaCsmo+/PMAAHtyy7hv4SbMXtZUVFHD+yv3A7Avr5y752/0uqbiSiPvrdgHwIH8cu6cvwGT2eJVTaVVRt5Zrmk6VFjB7fPSMXpZU3m1ibeXaWOmw0WV3P7pBmpM3tVUWWO2j+OOFFcxc24a1SazVzVVGc28+bs2jjtWUs2MuelUGb2rqdpk5nXr2DKvtJoZc9KprPGuppaOCrAagZSSl5ZogcL45BiEgFd+3c3P2456VdOLVk3jesVgENrs3o9bvKcJ4OVfdgMwtlcMPgbB28v38a110O4tbEHemT2j8TUIZq3czxfp2V7VZNtPZ/aMxs9H8NFfB/hsfZZXNb3yy26khDN6ROPvY2DO6kzmra11gsZjvPrrbiwSxvRoj7+vgQXrDjFntXc1vbZ0DyaLZFS39gT6GfgsLZuPrANkb/H6b3swmiUjukYR5OfDVxsPM8s6GPUWb/6+hxqzheFdowjx9+H7zUd42zrw8xb/+30v1SYLw5LaERrgy49bj/LGb96dLHt72T4qjWZSE9sRFujLLzuO8erS3V7V9O6KfZTXmBnaJZKIID9+25Vrv994i/dW7qe02sSgzpG0C/Zjxe48/rt4p1c1ffDHfkqqTAzqFEH7EH/+3JvPMz96V9NHfx7keIWR/h3DiQkLYM3+Qv79/Xavavpk1UEKymvomxBOXHgA6w4W8q/vvDsxNWf1QfJKq+kdH0ZCRCAbDhXx2Nfe1TRv7SGOFlfRKy6UjpFBbM4q4pEvvTsJtHBdFoeLKukeE0LnqCC2Hi7mIS9raumoAKsRrNidR1rmcdoF+/HmdUN4+LzeANy/aDM7jpR4RdNfewtYs7+Q8EBf3rhuCI9e0AeAf3y+iW2Hi72iafW+Av7cm09YgC9vXDuYf17UF4CHvtjC5qwir2hKO1jI8ow8Qvx9eP3aITx5cT8AHv1qK+mZx72iyZblC/Lz4ZWrB/PMpf0BeOybraw/WOgVTVuzi/l5ew4BvgZevnoQz10+AIB/fbud1fsKvKJpx5ESfthyFH8fAy9eOYgXrxwIwFM/7OCvvfle0WTL8vn5CF64ciAvXTUIgGd/3MGK3Xle0bQvr4yvNmTjYxA8f8VAXr1G0/Tfn3fx+65jXtF0ML+cz9KyMQj4z+UDeO3aIQgBLy7J4JftOV7RZMvyCQHPXjaAN6/TNL26dDeLt3pnYupIUSXz12qanr60P29dPxSDgDd/32vPcHuaYyVV9kmMpy7pzzs3DMXHIHh3xT6+3uidiSnHLN+/L+7HOzem4GsQvP/HAa9NlhWUVfORNcv3z7/15b3JKfj5CD5ZdZCF6w55RVNRRQ0f/KFNrDx+oabJ39fAp2sOMXeNdyamHLN8j17Qh1mTUwnwNbBgXZY9m+xpSquMvGvV9Mj5vXl/SiqBfga+SM+2Z249jWOW76Fze/PB1FSC/X34ZtMR3l3hncmyyhoz/7NqevDcZD6cOsw+WfbWMu9XcbVUdAmwhBAfCSFyhRDbHLZFCSF+FULssf7bTo/38hZSSnu24fbx3QkL9GPm2G5cPqQjlUYzt85JI7+s2uOabFmZmeO6ExHkx7QzunJVSieqjBZunZNGbmmVxzW9bNU0/cxuRAb7M2VUItcN70K1SdOUU+x5Tbb9NO2MrkSF+HPjyEQmj0ykxmxh5tx0jhRVelQTaNlPgJvGJBETFsA1w7pw85gkjGbJbXPTyT5e4XFNL/+q7acpoxKJCw/kypROzBjbDZNFcse8dA4VeF6TbT/dMLILHSKDuGRwR24f3x2zRXLHvA0cyC/3uKZXf9WyfNcO60LnqGAuGtiBe87ugUXCXfM3sC+vzCuaLBKuTu1EUnQI5/VP4O/n9EJKuGfBJvYcK/W4ptd/24PZIrliaCe6x4RyTt84HpiUDMB9izaxK8fzE1NvWLN8lw7uSK+4MM7qHcv/na9Nlv39s81sP+L5iSlblu+igR3okxDO2F4xPHahNjH1wOeb2ZrteU22LN/5/ePp3zGC0T2i+dffNE0Pf7mVjYc8PzH1znItyzexTxyDO0cyslt7nrpEm5jSJss8PzFly/KdlRxDSmIUqUlRPHupNjH1xLfbWHfA85psWb4ze0Yzslt7hnZpx3+tk2VPfredVfs8PzFly/KN7BbFmB7tGdQ5khesk2VP/7iTP/Z4fmLKluUbltSOcb1i6N8xgpevGgxoPZrLMnI9rsmW5RvcOZIJfWLpkxDOK1drml5YsoulOzw/WWbL8g3oGMG5/eLpFRfGG9aJqZd+2c3P27wzWdbS0SuD9QlwntO2R4DfpJQ9gd+sv7dalmzPYevhYmLDApg8MgkAIQTPXT6AwZ0jrfXE6R6tJ/5tZy6bsoqIDvXn5jEnND1zWX9SEttxtLiKmR6u3V3ukOW75YwTmv59cT+Gd40it7SaGXPTPKrJluWLCPJj2pnd7Nv/+be+jOrWnvwyTZMn64ltvXxhAb7MHHtC02MX9OHMntEUlNcwfXYa5dUmj2lyzPLdPr6HffvD5/XmrOQYjlcYmT5nPaVVRo9pcszy3eGg6cFJyUzsE0txpZHps9dT4kFNtl6+AF8Dd519QtN9E3txbr84SqtMTJ+dRnGF5zQ5ZvnuPrunffvdZ/fgwoEJlFWbmD4njePlNR7T5Jjlu2fCCU13jO/OJYM7UFFjZvrsNAo8ODFl6+XzMQjum3hC061nduPyodbJstlp5JV6TpNjlu9+B023jEni6tRO9omp3BLPTUw5Zvn+fk4v+/bJIxO5fkQXakzaxJQnJ8sce/n+MemEputHdGHqqBOTZYc9OFnmmOX7h3XiAODqYZ25ZUxXbbLs03SyCj03MeWY5XPUdPnQTswc280+MZVZ4LmJKccs3wOTku3GYJcM7sidZ2mTZXfO28B+D05MOWb5HDVdODCBeyb0xCLhnvkb2ZvrOU2OWb4Hzz2h6bz+8fzDOll278KN7PbgZFlplZF3rJr+MamXXdOEPnE8dK5tYmoTO496p4qrJaNLgCWlXAk4T9NcAsy2/n82cKke7+UNzJYT2au7zu5BkP8JB6xAPx9mTU4hPjyQ9Qc91+husZzIytw+vsdJDlgBvj68e2MKHSIC2XioiEe/9kyju2P2ypbls+Hva+DdG1Po1C6ILdnFPOShRnfH7NWMsd2ICDqhyc/HwNs3DCWxfTDbDpfwwBebPadpyclZPhu+Pgb+d91QukWHsCunlL9/5plGd8dePluWz4aPQfD6dUPoERvK7mNl3L/Ic43utu+dLctnw2AQvHbtEHrFhbIvr5x7Fniu0d12PtmyfI6aXrl6ML3jwziQX85dCzzX6O6c5bMhhOClKwfRv2M4mQUV3Dl/g8ca3W29fLYsn6Om568YyKBOEWQfr+T2eZ5rdHfM8iW2DzlJ03OXDWBIl0iOFFdx26fpHmt0d8zydYsJPUnT05f2JzWxHTklVR5tdH/dIcvXMy7sJE3/vrgfI7wwWXYiy5dAn4Twk/72xEV9GdOjPfllNdw6O42KGs9MTDln+Rx59ILejO0VQ2F5DbfO8dxkma2Xz5blc+Sh83pzdu9YiiqMTJ+d5rHJMluWb3xyDKlJUSf97R/nJHNO3zhKqrRJoOJKz2hyzPKN6Nb+pL/dN6En5/ePp7TaxK1zPDdZ5pjlG939ZE13nd2DiwYmUG6dmPLUZNlHfx6kqMJIaqKW5XPktnHduGxIR/tkmaeruFo67uzBipNS2grac4C42h4khJghhEgTQqTl5Xmnd6Ehvt98hD25ZXSMDOLaYV1O+XtseKC9dndRWhZfbnC/mcOPW4+yK6eUhIhAbhhxqqaYsADen5qqNbpvOMxnae43TliyPYdth0uIccjyORIV4s8HU1MJ8ffhu81HmLfW/fXptWX5HGkX4s8HU1K1RvctRz1SC15bls+RiGA/3p+aSligL0u2H+Ojv9xfC/7X3gLWHtB6+RyzfDbCA/34YEoqEUF+LN2Zy/t/uL8W3LGXzzHLZyM0wJcPpgyjXbAfyzPyeGe5+2vB68ry2QgJ8OWDqam0D/Hnjz359rp1d1JXls9GkL8PsyanEh0awKp9Bby+1P0uo469fI5ZPhuBfj7MmpKqNbofKLSXprqTurJ8jprem5xCQkQg6ZnHefFn92uqK8tnI8DXh3cnp9AxMohNWUX8d7H7XUb35mq9fL5OWT4bfj4G3rkxhc5R2mSZJ1xGT8ryOWTUbPj6GHjr+qEktQ9mx9ESnvre/ZrqyvI5anrzuiH2ybJ/fut+g4nDDr18jlk+Gz4GwevXDqZnbCh7cst4/JtttbyKvjhm+R5wyKjZMBgEr14zmOS4MPbnlfPo11vdrqmuLJ+jppevHkSfhHAO5Jfz0Jeb3a7JMcvnmL2yIYTgxSsHMaBjBIcKK3jwC/drOinLV4em/1w+gEHWKq5/fOZ+Ta0Jj5hcSC0tUOv0spRylpQyVUqZGhNzyjpdXsdottidnO6d2LPOtXcGdIrgnxdpxgmL1rs3cDA5aLr77J51rinTr0ME/7aaOSx0szOdY5bvbqcsnyO948N52mrmsMjNmhyzfHc4Zfkc6RkXZjdzcPd+qi/L50j3mFCev0KrT3f3fpJS8qJTL19tJEWH2A0mFq475NZsn+N+unXsyVk+R7q0D7bXpy9cn+V2TXVl+Rzp1C6YV6/RNC1ysyaoO8vnSIfIIN64zqopLcvtWVFbwDR1dFKd67fEhQfyv+uHAvB5WrbbM5B1ZfkciQ0L5K0bNE1fbMh2e7bPluW7bvjJWT5HokMDePfGFAC+TM92e7bvtaValu+q1M4nZfkciQrx570bUwH4euNht2exnHv5aiMy2J/3Jmuavtl02O0l37Ys32VOWT5HIoL8mDUlFSHg+y1HKHNzFut/Tr18tREW6Mf7U1IxCPhp61G3Z4ze/H1PnVk+G6HWiSlfg+DnbTkUVbg3O2PL8p3T99Qsn41gf02Tv4+BX3ccc3t2xrmXrzaC/H2YNSWFAF8Dv+3KdXvZ8LsrTu7lq41APx/en5xCkJ8PK3bneaWfvaXizgDrmBAiAcD6r+e7BXXgi/RsMgsq6BYdwuVDOtb72IsHd8Df10Ba5nG31vB/vfEw+/PK6RIVzFWpnep97EWDEgjwNbDxUJFb6+UbyvI5csGABIL9fdh6uNitRg4/bTuR5bu+liyfI+f1iycswJddOaVurU1vKMvnyDl944gI8mNPbplbTRN+25nL5nqyfI5M6BNHVIg/Bwsq2H3MfZocs3wNaRrXK4aYsACyj1ey3Y1ung1l+Rw5o0c08eGBHC2uYosbDQoayvI5MqpbezpGBpFXWs3GLPcZFDhm+W4b173ex6YmtiOpfTCF5TVudc5sKMvnyNAu7egeE0JRhdGtBgWOWb47z6pf04BOEfSOD6O02uRWg4KTs3z1a+rbIZz+HcOpqDHz5x73aWooy+dIcnwYgzpHUmW0uNXN0+bY6WsQ3FtLls+RHrGhpHRpR43JwnI3miY4Zvlqyzw6khQdwvCuURjNkmW73Kcpq7CCReuzEHVkHh3pHBXMyG7tMVskS3e6T5OjY2dtmUdHOkYGMbpHeywSt5pL1NXLVxsJEUGc2TMGKeEXN2rKLa3ik1UHXNIUGx5oLx/0ljtsS8SdAdZ3wFTr/6cC37rxvdxCldHMG9aF1e47pxe+PvXvrtAAX87oEY2U8KubTvwak8W+2Nt9E3vi14CmYH9f+4n/6w73nPiuZvlsBPr5cFZyLAC/bHfPfjKZLfYZ6/qyfDb8fQ2c1VvTtMRNFwhXs3w2/HwMTOjjXk2uZvls+BgE5/SJc6smV7N8NgwGwTl9NU3uuri7muVz1HRuP8/tp/qyfDaEEJzbL96qyT3fO1ezfLVrct+N2ZUsnyPn9feAJheyfI5McvOxA3jFqqm+LJ8j5/Z1/36qq5evLs6z7id3DvRsvXz1Zfkccff3DrTMY0NZvto1uW8/ve7k2NmgJg9875wdOxvU5IH95EqW72RN7r23gJblqzJaau3lq40T10zvLAnSEtHLpn0BsBpIFkJkCyGmAf8FzhFC7AEmWn9vVSxYpy321js+jIsGJLj0HNvF/Wc3nfiL1h8i+3glPWNDuWRw/Rk1G+e6WZM9yxfTcJbPxiTrBcJdmmxZvsT2DWf5bNguEO6yHP1u82GXs3w27Bd3N2ly7OVrKMtn19TfeuzcpOnnbVqWLzYsgCmjklx6jru/d0sbkeWz4e7vnS3LFxXizy1ndHXpOY7nuDtKF//cm8/aA5pj5/QGMmo2bIOqX7Yfc4umxmT57JocBlXuKKe0ZflCA3wbzPLZsJ3jv+7IcUs5pZbly3Upy2fXZD12S3cec4uhS0O9fLVhG3wu3XnMLSWe9iyfr4F7JriqSdtPy3blusU8ZfexUr7dfMSlLJ+zpuUZeW4p8XTM8jWUUbMxyTpRtnJ3nluMSmxZPh+DOMmxsz7O6RuHEFoFgztMQRyzfA1l1GxM7BOHj0Gwel+BWww4jjTQy1cbZ/WOxdcgWHuggEI3GHDsPlbKPQs2em1Nx6agl4vgdVLKBCmln5Syk5TyQyllgZRygpSyp5RyopTSOyunNpEak4W3l9usKZMxGEQDz9CY0CcWg4DV+/LdUts825pGvv+cXvg0QpOvQbBmf6FbapttxhD3TWw4y2fj7N6x+PsYSDtY6Jba5tmrNU33Tmg4y2djXK8Y/H0NbDhU5Jba5tmrMu2aGsry2RjbM4YgPx82Zxe7pbbZduxcyfLZGN09mtAAX3YcLXGL/bDt2N11dg+XNY3s1p6wQF92Hytzi9WvbT85O3bWx/CuUUQG+7E/r5y9ufrb6to03TauG6EBrmlKSWxH+xB/DhVWsCvHHZq0c3zG2G6EN5B5tDG4UySxYQEcLqpk22H9Szxt+8nZsbM+BnSMoENEIMdKqtmcXaS7pk+smm4Zk9Rgls9Gn4QwOkcFkV9WwwY3rEFlK1FyNcsHWvlbt+gQjlcYWeeGEk/btcDZsbM+usWE0isulJIqE2v26784+tw1mqYbRnQhIaLhLB9ovaJ9EsIpqzaxaq8bNK3ObFSWD7S+zIGdIqg0mlnphnLKuaszrVm+Ti5l+UDryxzaJZJqk4UVGfprmrc2E7NFcvmQjic5dtZHdGgAwxKjqDFbWOYGTfPXHarVsbM+2oX4M6JrFCaL5PcM/QOOBesOUWO2cOGAUx076yIiyI/RPaK1csqd+mtavDWH7zYfYcm2NhZgnY74+xr4+KZhTD+jKxOtZVqu0D40wG21zXtzy9ibW0ZEkJ+9JMoVIoP93VbbfDC/nF05pYQF+tpnWF0hLNDPbbXNWYUVbDtcQoi/Dxe4mHkEzQFubE+tnHKJzppyiqvYlFVEoJ+Bvw3q4PLzgvx93FbbnFtaRfqh4/j7GrhksOuaAv18GJ9s3U86ayooq2bdgUL8fASXupgNBe37OtFeuqjvsSuqqGH1/gJ8DIIrhrquydfnhCa9s30lVUb+2puPQcAVQ13L0IJW4mnPHuusqbzaxMo9eQgBV6W4rkkrp7Rl+4428OjGUVljZvlu7ZrnaiYbtNLFSW7KQFYZzfZ7w1WpnRulyZ6p1fnY1Zgs9kHR1Y3UZC/r0lmTydw0TeCQPdZZk9ki7WXtjdXkrmNnsUj7dbjJ+0nnc1xKab9fNeYcd7cm22tePayRmtx0jksp7a/ZmOsTuLfixvaajT+frPdgN2iyneO2CprWgAqw6qF/xwgev6jvKdaUDeGuml3b603sE+dyVsauyU21zbbXm9A71uWsjI3z3LSfbI2f43vHupwBsWG7QOgdzPxi7X8b1yumwd4rZ9xV2/zrjmNICWN7RhPiYgbkVE367qffduZikVqWzNUMiA131aX/tjMXs0UysluUyxkQG+e5qfdi2a5cjGbJsKQo2oe6lm2wMclN37sVu/OoMVkY2qUdsS5mG2y4q0dl5Z48qowWBnWKcKmnyJHzHAZVepYurtqXT3mNmX4dwl3ONthwvLfoqWnN/gJKq0wkx4XRNdq1bIOzpl926Fviue5AIUUVRrrFhNAj1rVsQ22a9CzxTM88TkF5DYntg+kd71q2wa7JOjD8decxXUs8N2UXkVtaTcfIIPp3dC3bYNdk3U+/7czVtZxy6+FijhRXERcewOBOkU3S9PvOXF0dM3ceLSWrsJLo0ACGdmnXqOfaSheXZeTqWk65N7eM/fnltAv2Y3hS7c6BdWvS9tOK3Xm6OmbuyytjT24Z4YG+dToH1oWtnPKPvfm6OmZmFVaw42gJoQG+jO4erdvruhsVYLkBd9U22yP4fo2P4N1V2/yzXZPr2SsbE/vGYXBDbbNt9qRJmtxU2/xzMzS5q7bZpmlSEzSNT451i2Nmc86nsb1iCPQzsClLX8fM5mg6o2e0WxwzlzRD0+ju7d3imHniHG/89WlEtygigvzsWXq9WNKMc3xYUpRbHDObcy0Y2qWdWxwzf27GvWVgxwgSIvR3zHT83jV2krNfh3C3OGY6HrvGakqOC3OLY+aJczyu0Zp6xIbSIzaU4kp9HTPt95a+8S63V9hIig5xi2Om7Xw6p2+cy+0VNjpHBbvFMdO2nyb2iXO5vcJGfEQgg93gmGmfNO8T1+hJ89iwQLc4Zto0jU+OafSkuTdRAZYbcEdt8+GiSrZkFxPk58PYXo1fL8wdtc3HSqrYeKiIAF8D45Ibryk6NIDUJH1rm/NKq1mfWYi/j4GzmqDJsbb5N52aKY+X17D2QCG+BsGE3o0fwLijtrm40sjqfQUYBPYytsYQGuDLmTo7ZpZVm/hzTz5C0KgSWBvB/idKPH/RyTGzosZk/w7bZgwbgzscM6uMZpZbvy+TmjAgDvD10d0xs9p0ouytKYGDOxwzjQ4lZrZsVGNwh2OmVvbW9P3kDsdMx7K3c5uwnwwGYZ/A06usy+KgqTGl5zaEELpn/qWUzZrkdIdjpqOmpuwnOPFZ9Cw1s2tqwvmkadI/o/1LczW5wTFzyQ599pOeFTe2fd6U6xO4p+LGdm42dT95C7cHWEKI84QQGUKIvUKIR9z9fi0FveuIf9EhgneXprG9Ylxu/K9Lk141u0t3amVvY3q0b9Deuy70Ln9bai0JGdW9PRHBTdOkd23z77uOYbJIRnRt73KT/ama9D2flu3KpcZsITWxnctN9s7ofexWZORRbbIwuHMk8RGNK3uzobdj5h978qmoMTOgYwSd2jWuxMyG3vX7q/YVUFptond8mMsN7ado0nmwsGZ/ASVVJnrEhrpkW10bejtmrj94nMLyGrpGh9Arrmma9HbM3HjoOPll1XRqF0RfFxvanTlX53LKzdlF5JRUkRARyMBODdtW16rJoedJD03bj5RwuKiSmLAAhnRuXImZXZPOjpkZx0o5WFBB+xB/UhtZYmbjvH5an/IvO/RxzNybW8q+vHIigvwY3rVpmmzHTi/HTMde8VGNLHuzobdjpmOv+JgeTSt709sx82hxJZutveLjmjCRr2nS9pNejpmOveLjk133Q2gJuDXAEkL4AG8B5wN9geuEEH3d+Z4tBb1rm5s7I+SoSa/a5ubOdGjP1be2WY/9pHdtsx77Se/aZpsTT1NmYm3YSjz1csxsTtmbjQm94+yOmcd1KKfU43zS2zGzObPoNvR2zGzu7DBoEzV6OmY2d2Yf9HfMtGlqSjmXDb0dMx33U1M1DU+Kol2wH/vzy3Up8XS8ZjZVU0piO6JD9XPMtB+7vnGNLnuzobdjpu063pSyNxv9O2rllMdKqtmkg2Om7dg1pVfcRp+EMLpEBevmmNmcXnEbejtmNqdX3Ibejpm2rHFTesVtdI4Kpq+Ojpm2XvEze0S77JbbUnB3Bms4sFdKuV9KWQMsBC5x83u2CLRZ0xCKK42s3d+8L6Ojs5qttKcp6FnbXFRRwxqrs1pjXBad6dROv9pmR2e1ppS92YiPCGSQTrXNjs5qk5pQ9mZDz9rmyhqz/XM1pTfFRlSIv26OmY7Oas0JsCKC/eyOmb81U1ONyWJ/jeZo0tMx09TMsjcbmmOmNmvaXMfMk0rMmrGfAv30c8y06KhJL8dMR2e15gR9/r4GJthLPJt37Byd1ZpSHmjD18fABJ3KKR3L3ppSAmvDx6GcUo8MpB6TLQZHF08dHDOb0x9qQ4gT+0mPzL8eE0BaOaX+x665+2mSjhU3zekVd0RPx0w99pP+mppevuxt3B1gdQSyHH7Ptm6zI4SYIYRIE0Kk5eXpv8aAN9GrXKk5zmrO6FXb/NvOXExNdFZzRi83weY4q7lLU3Oc1U7RpFNt88o9eVQazU1yVjtFk077qTnOas6cq1P52+pmOKs5o9d+OtlZrXEuZs7oVb/fHGc1Z+yli83UtDGr6c5qdWlq7rFzdFYb1EhnNXdpao6z2imadCpd3JNbxoEmOqs5o1fP0/68MnYfa5qzmjO2krzmXscPFVSw0+as1qOZmnQq8Wxur3itmprpmHmspIoNzegVr11T89wpm9sr7ohejpnN7RV3xLafmuuYWVxpZJUOk+bewusmF1LKWVLKVCllakxM8060lobjxb05J74es1TOmppb26xH+Y2zpubWNus1+6K9hvZl/q2Ztc3NcVY7VZM+tc1LdJixtmGb0WuuY2ZznNVO0WSdjf1jT/McM/WYibWhl2Omnt87vRwzm+Os5ozNMXPdgcJmOWb+4pABaa4mvRwzHa9PTS0xszG2VwwBvs13zGyOs5ozNsfMbYdLmuWYuaQZzmrOjO4erYtjph5lbzb0csy0nU9n9Y4lwLd5zmp6OWbq0StuY0hnfRwzbaV4zekVtzGwYwTx4YHklFSx5XDTHTP16BW3oZdjph694jZ6xYXq4pi5bFdus3vFvYm7A6zDgONKZZ2s29oEAzpG0CEikNzSptc2N9dZzRk9apsrakz2ErNzmuCs5kyP2FC6xTSvttnRWU2PwEGP2ubmOqs5o0dts9FssZep6aGpQ2QQg5rpmOnorKaHS5AejpnNdVZzRg/HTG1BUf2OnR6OmSc7qzVfkx6OmY5lb3oEono5Zuo5iRDs73uinLIZjpl69M7Z0Msx82cdNfn7GjhbB3fKn+0Be/M16eWYqedki16OmXq6vTm6UzYny24L2PXYT9qi6M3fT3qUm9rQyzFTz+v4SQuQ63A+6THJ6Q3cHWCtB3oKIboKIfyBa4Hv3PyeLQY9anb1cFZz1tTc2uaVuzVntSFdmu6sdqqm5u0nR2e1js0se7PR3DpiPZzV9Na0dn8hJVUmejbDWc2ZSc0sDXJ0VuvZyAVF66K5Dod6OKvVpamp5/iWw8XNdlarS1NTzyebs1psWABDOkfqpKl5jpkZx0rJbKaz2qmamnc+2ZzVIoOb7qxWp6Ym7ic9nNWcaa5jZlZhBduPNM9ZzZnm7ic9nNXq0tTUwefJzmo6aWqmY2ZBWTXrDza/V/wkTc383jn2ik9oRq94bZqaWk6pV694bZqa6pip9YrnN7tXvDZNTXXM1KtX3Ju4NcCSUpqAu4AlwE7gMynldne+Z0ujuXXEes4q6KVJz5lYuyaH3rCmlFPqOSNko7m1zXrODttobm2zrbHaHedTUx0zHc/x5pZz2WiuY+bPDrOe+mlqnmOmnqV4NmwD4pVNLKd0NCNobtmbjeY6Ztr2kx5lbzaa65hpm1me0Lv5JWY2JvSxLUDeNMdMPZzVnGmuY6Z9QdFmOKs5M85aTtlUx0w9nNWcGdtTc8zckl3M4SY4Ztqc1cb2jCZEJ2e15jpmLt15TLdecRsju7UnvBmOmbZe8VHd2je7V9zG8K5RRDbDMVPPXnEbzXXMXJ6hX6+4jcGdIokLb7pjpp694t7C7T1YUsqfpJS9pJTdpZTPuvv9WhqOtc0Zxxp34uvlrOZMc2qb9XJWc2ZgpwgSIppW2+zorKZnKrk5tc16Oas505zaZr2c1ZzpHhNKj9jQJjlmOjqr6XnsmuOYKaW0LwCpp3NRcxwz9XJWcyYhIsjumNmUEk93TLY01zFTzzJKG811zNSzn89GZLC/3TGzKeWUevb22miuY6Y7rk8hAb6caV2AvCmOme6Y5Azyb55jpu17p+fMfnMdM93xvfP3dXSnbM6x0+975+tjsGeempLtc8f51FzHTHfsJ63E05aBbLxjpp694t7C6yYXpzsn1TZva9wFQk9nNUeaU9usp7OaI81Z5d7mrNZdB2c1Z01NrW3W01nNWVNTa5v1dFZzpqkueTZntfjwwGY7qznTVMdMbQZXH2c1Z5q6n/R0VqtbU+P20768Mvbk6uOsdoqmJn7v9HRWO0VTE4+dns5qzpzbxP10rKSKjTo5qznT1P2kp7PaKZrsC/w2TpOezmp1aWrsfiquNLJ6n22JlJahqbTKqGuvuCNNHRc49orrXWJmP8cb2f+od6+4I03dT9UmM7+7YdIcmn4dN5ot/LbTPZo8iQqwPMB5A7QTZNH6Q40qDXLH7LCN8/trVrGL0rIapckdMx02bF/Gz9OyG1Wu5I6ZWBvnWzV9kZ5NeSPKldxRznVCk3bsvt54mJJGONLp6azmjO3YfbPpcKMc6U7MxOpXYmbjfOv37vvNRxpVQmW7GehZYmbDtp9+3Hq0USVUejqr1aVp8bajjSqhsl0L9HBWc8ZxsNAYlzw9ndWcmdQvHiG0sqPGlHXp6ax2iiZr6eLyjFwOFbhe1mXTpIezmjMTrd+blXvyOZDvunOfns5qp2iyllP+tTefvbmuV5Lo6azmzFnWcsq1BwrZleN6Jcnvu45hskiGW6tj9GR8ciwBvgbWHzzO9iOuV5Isz8jTtVfckXHWBcg3ZRWxpRFmYY694nE6lb3ZOKOnVk657XAJ6ZmuV7e4o1fchlaaqTlmrjvgeiXJqn0FlOncK25jeFdtAfK9uWWNqiRZu7+Q4kqjrr3i3kAFWB5gXM8YkuPCOFJcxcJ1h1x6jt7Oas6M7t6efh3COVZSzadrMl16jt7Oas6M6BrFwE4R5JdVM2e1a5ocy97csZ9SEtsxtEskheU1fPzXAZeeo7ezmjODOkUwvGsURRVGPvqz8Zr0cFNypn/HCEZ3b09plYn3/9jv8vPcqal3fDhje8VQVm3i3ZX7XH6eO3rnbPSIDePs3rFU1Jh5d7nrmmwzpe7Q1DU6hEl946gyWni7MZrceC3oHBXMhQMSqDFZ+N+yPY3Q5L7zqUNkEH8b2IEas4U3f2uCJjfsp7jwQC4d0hGTRfJ6ozRZr5lu2E/RoQFcObQTZovk9aW7G6HJffspMtifq4d1xiLh1aWN30/uuI5HBPlx3fDOSAmv/tqI/bTNffe70ABfbhyZCDRSkxvvd0H+PkwZpWl6+ZfGaHLfOR7o58PU0ZqmV37NaIQm953j/r4Gbh7TFYCXfslwub/enfc7Px8Dt1g1vfzLbpc1ufN88iQqwPIABoPg75N6AfC/Zftcys64w1nNWdM/rJreWb7PpeyMO5zVHBFC8I9JyQC8u2KfS9mZzdlF5JRU0SEikAEd9XFWc9b0gFXTeyv3u5SdcYezWl2aPvjjgEvZmYxjpRzU2VnNGdux++ivAy5lZ9zhrHaKpnO0c3z2qoPkljacCXGHs5ozf7dqmrMm06XsTFZhBdsO6+usdoqmSb0QAuavPeRSdsbRWW1sT/esX3j/OT0xCFi4Lsulpnt3OKs5c9/EnvgYBJ+nZ7uUnSkoq2bdAX2d1U7RNKEXvgbB1xuzXcrOFFXUsFpnZzVn7p7QAz8fwbebj5DhQtO9O5zVTtF0dg/8fQ38uOWoS9kZzVktT1dnNWfuPKsHgX4Glmw/5lJ2prLGzPLd2sSrnr2Yjtw+vjvB/j4s3Znr0lIu7uoVd2TmuO6EBviyYneeS73HNSbHvmz3aJpxZnfCAn35a2+BS9kZd/WKOzLtzK5EBPmx7kAhf+5tWJO7esUdufmMrkSF+JOeedxeHlkf2nIk7gv6PEmzAiwhxFVCiO1CCIsQItXpb/8nhNgrhMgQQpzbPJmtn0l94xhkzc7MXtVwdmaJG8u5bJyVHMvQLpEUuJidcZwddpemsT2jGZ6kZWc+/MMVTdrFYZIbNY3uEd2o7IxtP53TV/+yNxvDu0Y1Kjtjm/V0R9mbjZTEdvbszDsuZEIcndX0LnuzMahz5InszDJXNGnH7mwdndWc6d8xggsGxFNjsvDm7w3PptsWytTTWc2Z3vHh9uzMGy7M8LvDWc2ZHrFh9uzMay5osjmrndlDP2c1Z7rFhHLF0I6YLZLXXMjO/LYzV3dnNWe6tA8+kZ35teH99NvOXMwWychuUbo5qznTqV0w1w/vgpSuzfDbnNVSdXRWcyYhIogbR1izDi5kQlbs1t9ZzZnY8ECmjkoC4CUXNK3ck0eV0cKgThEkRLjHWS06NICbx2iaXv6l4WNn6xXvm6Bvr7gjUSH+3HKGlgl5cUnD2Zk1Dr3iSTr2ijsSEezHjDO7AfCSC5psveLddO4VdyQ80I/bxnV3WZOtV7xLlL694o6EBvhyu03TLxkNOjJvyj7RK96vg/4T+Z6kuSOIbcDlwErHjUKIvmhrXvUDzgPeFkK45y7cSmhMdiavtJofthwB3JPedtT0wLmuZWcKyqr5ZpOmyZ2uLo6aPvyz/uzM8fIavtmorVvt7lSyq9mZ4gojX23QNLl79uWBSQ7ZmXp6Z0qqjHyxIQvwxH7SNM1dk8nR4rozIaVVRj5L0zS5ez+5mp0przaxyKbJzfvp7+f0wiBg0fqsentnKmpM9rJidx+7+8/phY9B8MWG+rMzVUYzC6ya3H3sXM3OVBnNzFtj3U9u1nTPhJ74+Qi+ayA7U20y8+labTLN3cfOnp3ZepRt9biw1pgszLWWhLv7HHc1O2M0W5i72jOa7jhLy878tqv+7IzJbGH2qoOA+xc5vc2anVm5O6/e3hmzRTJntVWTm89xV7MzFovkE+uEsbuvBdMdsjN/1OPCqmk6CLh/P9myMxsOFbGsHsdTKSUfWzW5+xyfOjqR6NAANmcX17swupSST1Zpk9jn9XffBDXA5FGJxIUHsP1ISb1rmkkp+fivg4B7+tc9TbMCLCnlTillbVMclwALpZTVUsoDwF5geHPe63TgTGt2priy7uxMtcnMzLlp5JfVkJrYTndnNWdGd284O1NjsnD7pxvIK61mcOdI3Z3VnHElO2M0W7h9Xjo5JVUM6BjhthIzG65kZ0xmC3fO38Dhokr6JoTr7qzmzMBOkQ32zpgtkrvnbySrsJLe8WFuKzGz0a9DxInemd/31qnpvoWbyCyooEdsKGN7uVeTK9kZi0Vy/6JN7M8rp1t0iNvKuWw4Zmfq6p2xWCQPfL6ZPbllJLYPZqKbyrlsdI0OsffO1JWdkVLy4Bdb2JVTSqd2QXYbXndxUnamjmMnpeTRr7ay42gJHSOD7MY07sKV7IyUkse/3saW7GISIgK5cECCWzUlRAQxuYHeGSkl//puO5uyiogNC+CigR3cqskxO1Nf78zTP+wgLfM40aEBXDLYvZpczc4899Mu1h4opH2IP5cO6ehWTe1C/Jlmzc7Ul3V4/udd/LW3gHbBflwxtJNbNTlmZ+rrnXnplwxW7s4jIsiPK1Pcq8kxO/NyPT1Gr/22h9935RIW6MtVbtbkmJ15+ZfddWZn3vx9L7/uOEZogC/XDOvsVk3B/r7ceZam6ZVf69b0zop9/LQ1hxB/H651s6ZAPx/uOrunXVNda3h+8McBvt98hCA/H64f4V5NnsBdPVgdgSyH37Ot205BCDFDCJEmhEjLy2v8OiytiYayM1JKHvt6GxsOFZEQEcjbNw51W4mZIzZNtWVnpJT889ttrDtYSFx4ALMmp7itxMyRk3pnasnO/Pv77azZX0hMWACzpnhIUwPZmWd+3Mmfe/NpH+LPrCkpujur1a4pud7szH9+2smK3XlEhfjz/pRUt5W9OWLrnakrO/Pikgx+25VLRJAfH0xJ1d3trXZN9WdnXl26m192HCMs0Jf3p6a6rRTPkYayM2/8voeftuYQFuDLh1NTdXd7qw1b70xd2Zm3l+/j+81HCPH34cOpw9xWineSpgZ6Z95buZ+vNh4m2N+H96ek6u5AVxsNZWc+/PMAn6dnE+hn4P0pqbo70NWGrXemruzMnNWZLFh3CH9fA7OmpNJOZwe62ritgd6ZT9dkMmd1Jv4+BmZNSXFbeaAjDWVnFq0/xEd/HcDPR/Du5BRiw9xTHuiIvXfmYO3ZmS/Ss5m1cj++BsHbN6To7opXGw31znyz8TBvL9+Hj0Hw9g1DPbIYbEPZmR+2HOGN3/ZgEPC/64e6rWTRkYayMz9vO8orv+5GCHjjusG6O/XVxvUjutAhIpBdOaX8sPXUNah+3XGMF5dkIAS8es1gunnAqe+a1M50ahfE3twyvt10+JS/L9uVy3OLdwLwytWD3FZG6UkaHG0JIZYKIbbV8nOJHgKklLOklKlSytSYGPc0JrckTsrOrDg56/Dhnwf4wuGm7IkLO8DQLu2YUEd25pNVB1m4PosAX6smD1zY4eTembeWnZwJmbsmk0/XaAOF9yanuK0W3Zn6sjML1x3ik1UH8fMRvDc5hU7t3H9hB0iOD+PiQbVnZz5Py+KDPw9Yb8qeudmAU+/MbyfPXH+9MZt3V2g35XduGOq2+nhn6svOfL/5CG/+vheDgLeuH+oxW9j6emcWbz3Ka0v3WG/KQzx2s3HMzjjP8P+yPcd+U37t2iEku6lm3xnH7Ixz78xvO4/x/M+7tL9dPZi+HqrZr693ZsXuPJ77SRsovHTVIPq7wXynNhyzMy8tOfnY/bU3n6d+2AHAi1cOZLAbzHdqwzE749w7s3pfAU9+tx2A/1w+wO2VETbq651Zf7CQx7/ZBsAzl/ZnmJsMgZw5qXfGKTuTnnmcR7/aCsCTF/djVHf3VkbYCA3w5Y7xtffObMoq4qEvtwDwz4v6ur0ywkZ92Zlth4t54PPNADx6QR/7Qs7upr7szI4jJdy/SNP08Hm9OVvntdTqIsDXh3smaJpe+3U3JrPF/rddOSXct3AjUsIDk5J1XyOsLvx9Ddxr07R0D0YHTXtzS7lngabpvok9Od/NGX9P0WCAJaWcKKXsX8vPt/U87TDgmN/rZN2mwCE7s/pEdmZZRq79pvzyVYM9dlO28XeH7IzN2eyPPXk8bb0pv3DlQAa6uVzRGXt2Zt0hso9rmZBVe/PtN+X/evCmbKO27Mza/QU88a12U3720gFuc+mri/smnpqdSc8s5LGvNU1PXdLf7eWKp2iyZme+2XjYnp3ZeOg4D39pHSj8rS+jPXRTtlFbdmZLdpH9pvz4hX11Xwi2QU0OvTO27Mz2I8X8/TNN0/+d39vt5YrO3Hm2lp35ZceJ7MzOoyXct2gTAA+em6z7YqINUVt2ZvexUu5duAkptZ42TztO1dY7sy+vjLvmb8Ai4Z6ze7i9DM8ZW3Zm1b4CVlldxA7kl3PHvA2YLZI7xnfnksHuLXlzpjZns0MFFdw+Lx2TRTJjbDeucHMplzOOvTO27Ez28Qpum5uO0Sy5eUwS1wzr4lFNtuzMFofszJGiSmbOTafGbGHKqES7hbqnuHHkieyMzQAop7iKGXPSqDFZuG54F7uFuqeoLTuTW1rFrXPSqDJauCqlkz2o9xS1ZWfyy6q5dU4alUYzlw/pyMyx3Tyq6YqUTiS2D2Z/fjlfWXvVC8trmD47jfIaMxcP6mAPoD3FZUM60i0mhEOFFXyelg1orqbTZqdRWm3iggHx3GMNVk8H3FUv9B1wrRAiQAjRFegJrHPTe7U6nLMze3NLuWf+RiwS7p3QkwsHej56d8zOvPn7HvbnlXHnPG2gcOdZnr8pw4nsjNEsefO3vWQWlHPHfG2gMHNcNy53cx16bThnZ7IKK7h93gaMZsm0M7pytZtrmWvDOTtz2OGmPHVUIteP8OxAAbTszDUO2ZmjxZXMmJtOjcnCDSO6MNk6++9JnLMzuSVVzJiTTrXJwjWpne2z/57EOTuTV1rNrbOtN+WhHbn1TM/elAFiwwKZOjoJ0LIzBWXVTJ+dRkWNmUsHd7D3HHgS596Z49aBQlm1iQsHJnD32T08rumk3plfMiiuMDJ9dhqlVSbO7RfHfRN7eVxTRLCffSD30i8ZFFcamT57PcWVRib2ibMv7+BJnJ3NSquMTJ+znqIKI2clx/Dweb09rsk5O1NWbWL67DQKyms4s2c0j13Qx+Oagv19ucshO1NebeLWOWnkl1Uzunt7nrior8c1OWZnXrZqmjE3jdzSaoZ3jeLfF/fzuBGBc3amvNrEzLnpHC2uIiWxHc9c1t/jmpyzM+XVJm6bm87hokqGdInkucsHeFyTn4+B+63XoNetmm7/NJ3s45UM7BTBC1cO9LgmXx+DfZmSN3/XNN05fwOZBRX0TQjnpasGeaQtxlMIVxf+qvXJQlwGvAnEAEXAJinluda/PQbcApiA+6SUixt6vdTUVJmWltZkPa2JXTklnP/6H/gaBPERgWQVVnJ+/3jeut4zfVe1sTe3lEmvrsQgBB0igzhUWME5feN478YUr2k6kF/OxFdWANC5XRAHCyo4u3cs709J9UjfVW0cKqjg7JeXY5GSxPYhHMgvZ2yvGD6amuo2u/GGOFxUyVkvLsdosdC1fQj788sZ06M9s28e7jVNR4srGfficmpMFrrFhLA/r5yR3aKYO22ER/rTaiO3pIqxLy6jynhC07CkdsybPtIj/Wm1kV9WzdgXllFRY6Z7TAj78soZ0iWSBbeO9EgvWG0cL6/hzBeWUVZtsmsa1CmCRTNHeU1TcYWRM174ndKqE5r6dwzn85mj3WYV3xAlVUbOfH4ZxZVGu6be8WF8eftoj/Sn1UZZtYmxLyyjsLzGrik5Lowv7xhNqJc0VdSYGPvCcvLLqu2aesSG8tUdo91mX98QVUYz415cxrGSE5q6RYfw9R1jPNIzVxvVJjNnvbicI8VVdk2J7YP59s4xbrPUb4gak4WzX15O9vFKu6ZO7YL47q4ziPJAH19tGM0WJr6ygsyCCrumDhGBfHvXGcSEub+PrzZMZguTXlvJ/rxyu6b48EC+u2uMx1ornDFbJOe/vpLdx8rsmmLDAvjurjOIj/COJotFcuGbf7LzaIldU3SoP9/edQYdPdDH5w6EEOlSylTn7c11EfxaStlJShkgpYyzBVfWvz0rpewupUx2Jbhqa9iczYxmSVah5jr38tXejd4dszOHCitIjgvj1WsGe1WTY3bmYEEFPWNDef3awV4LruDk3pkD+eV0iwnhzeuGeC2QAegYGcR1wzsjJezPLyepfTBvXT/Uq5ocszP788rpHBXE2zd4xvyjLhx7Z/bnldMxMoh3bkzxWnAFJ2dn9uWVkxARyHuTU7wWyMDJ2Zl9eeWawc0Uz5h/1IVj74x2Uw5g1uRUrwVXcHJ2Zl9eOe1D/PlgaqrXgis4OTuzL6+cdsF+fDA11WvBFZzcO7Mvr9xucOOt4ApOzs7syyu3G9x4K7iCk7Mz+/LKCQ3w5YMpqV4LruDk7My+vHJC/H34YGqq14IrODk7sy+vnCA/H96fmuq14Aq07IyjJnsvvZeCKwAfg7BnjPblldsNbrwVXAEYDMLeJrMvrxx/H62XvrUGV/XhvVGFgvvP6YW/r4HoUH/e95BLWEPcN6EXAb4GoqwDBW/elG3cM7EnQX4+RFoHCp5wCWuIu8/uQbC/D+GB2g0wIsj7mu48uwehAb6EBfjywVTv3pRt3D5e6wkJDfDlw6nDvHpTtnHbuO5EBPnZXeeiPeBc1hAzzuxOu2A/jxvc1Mf0M7sSHepPgK+BWZNTPeJc1hA3n9GVmLAA60AhxSPOZQ0xdXQi8eGBdtc5Txnc1MeNIxPpGBmEr0Hwzo0pHjO4qY/rR3Shc1SQ3XXOUwY39XFName6RofYXec8ZXBTH1ekdKJ7jKbpzeuG0DPO+25qlw3pSK+4ULvrXO947y8A+7dBHeiToOl45epB9Ovg2b712rhwQAIDrP3zL145iAGdvK/p3H7xdlObF67wnMFNfUzoE0tqotY//+xl/UlJ9GzfuqdoVomg3rSlEkEbB/LLCQnwaREDKhsH88sJ9vfx6syLM5kF5QT6+bSIQZ6NQwUV+PkKj7kYukJWYQU+BtEiBp42so9XIIRoUTNUh4sqkVK2iMGwjSNFlZgtskUMhm0cLa7EZG5ZmnKKq6g2mT1id+wqx0qqqKwxt4igwUZuaRXl1Wa6tiBNeaXVlFYZPWIL7Sr5ZdXWEs+Wo6mgrJrjFUZ6xLYcTYXlNRSWV7co++zj5TXkl1W3iCDURlFFDbml1fRqQZqKK4zklFR5zPnVFYorjRwtrmwRwXpzqatEsEUFWEKIPCDT2zqciAbqXjZccbqhjnfbQR3rtoM61m0LdbzbDupYty1a4vFOlFKeYkHcogKslogQIq22yFRxeqKOd9tBHeu2gzrWbQt1vNsO6li3LVrT8VY9WAqFQqFQKBQKhUKhEyrAUigUCoVCoVAoFAqdUAFWw8zytgCFR1HHu+2gjnXbQR3rtoU63m0HdazbFq3meKseLIVCoVAoFAqFQqHQCZXBUigUCoVCoVAoFAqdUAGWQqFQKBQKhUKhUOiECrAUCoVCoVAoFAqFQidUgKVQKBQKhUKhUCgUOqECLIVCoVAoFAqFQqHQCRVgKRQKhUKhUCgUCoVOqABLoVAoFAqFQqFQKHRCBVgKhUKhUCgUCoVCoRMqwFIoFAqFQqFQKBQKnVABlkKhUCgUCoVCoVDohC4BlhDiIyFErhBim8O2KCHEr0KIPdZ/2+nxXgqFQqFQKBQKhULRUhFSyua/iBBjgTJgjpSyv3XbC0ChlPK/QohHgHZSyofre53o6GiZlJTUbD0K16gymvH1MeBrEN6W0qJR+8k1qowWfH2E2k8NUG20YDAI/HzUfqqPapMFgwA/H1VoUR9qP7lGjckCgL+v2k/1ofaTa6j95BpGswWLhIDTeD+lp6fnSyljnLf76vHiUsqVQogkp82XAOOt/58NLAfqDbCSkpJIS0vTQ5KiDkqqjHyZns3cNZnk55Xj72PgooEJTBmdxODOkd6W12Ioqzbx9YZs5qzOZE9uGX4+gvP7JzB1dCJDu7RDCDU4BqioMfHNxiPMWX2QXTml+BgE5/WLZ8qoRIZ3jVL7yUqV0cx3m44we/VBth8pwSDgnL5xTB2VxKju7dV+slJlNPPjlqPMWX2QzdnFCAETescyZVQSZ/SIxqCCd0Ab3C3edpTZqw6y4VARQsC4XjFMHZXEuF4xaj9ZMZotLNmew5xVmaw7WAjAmT2jmTIqibN7x+Kj9hMAJrOFpTuPMXtVJqv3FwAwunt7poxKZGKfOHxV8A6A2SL5fVcuc1Yf5I89+QAM7xrFlFGJnNsvXk1yWLFYJCt25zF79UGWZ+QB0CuxHVNGJXJ+/4TTLigVQmTWul2PDJb1DZKAHxwyWEVSykjr/wVw3Pa70/NmADMAunTpkpKZWatORTPZfayUOasP8tWGw1TUmAGICvHneEUNtlNgYKcIpoxK4qKBCQT6+XhRrffYm1vGp2sy+SI9m7JqEwDtgv0orjRise6nfh3CmTIqkYsHdSTIv23up4P55cxdk8lnaVmUVmn7KTLYj9IqE2brjuodH8aUUUlcOqQDwf66zOW0OrIKK/h0TSaL0rIoqjACEBHkR3m1CZN1P/WIDWXKqEQuH9qJ0IC2uZ8OF1Uyb00mC9dnUVheA0B4oC9VRgs1Zm2muFt0CJNHJXJFSifCA/28Kddr5BRXMX9tJvPXZZFfVg1AWIAv1WaLfUY9sX0wk0cmclVKZyKC2+Z+yi2pYsG6LOatzSS3VNtPIf4+mKWkyqjtp46RQUwelcg1qZ1pF+LvTbleI7+smoXrDjFv7SGOFlcBEGy9p9nGCQkRgdw4MpFrhnUmOjTAa1q9yfHyGhalZTF3dSaHiyoBCPQz4CME5db9FBcewPXDE7luRGdiwwK9KddrFFXU8HmaNoF/qLAC0DJ8AT4GSq3jqejQAK4f3pnrRyQSH3F67CchRLqUMvWU7Z4IsKy/H5dS1tuHlZqaKlUGS1+yCit4+MstrNpXYN82qps2M3VO3ziOFledMgBsF+zHPRN6cvOYrt6S7XGOFlfy0Bdb7LNSAMOTopgyWpuZyi2tPmUAGBHkx+3juzNzbLc2k4HILa3ikS+38vuuXPu2oV0imTo6ifP6x1NYXsOCtYeYv+4Q+WXafgoL9GXGmd246+webWY/FZbX8MiXW/h157GTJjCmjkriwoEJlFQaTxkAhgb4cvOYJP5+Tq82s5+KK4z839db+Hlbjn0Co29CODeNTuJvgzpQXmNi0fosPl2TedIAcPLIRB4+r3ebydSUVZt47Out/LDlaK0TGFVGC5/VMgC8fngij17Qu81kICpqTDzxzXa+3XT4pAmMqaMSuWxoJ8xmyefpWcxZfWIAGOBr4OrUzjxxUd/Tbma9LqqMZp78bjtfbThc6wQGwJfpWgXHgfxyAPx9DFw+tCNPXtyvzUzA1pgsPP3DDhalZdknMLpEBTNllDaBYTDA1xsPM2d1JntzywDw8xFcPKgjz1zav81MwJrMFp79aScL1h06ZQLj6tTOBPoZTqp0AfAxCC4amMCzlw1o9ROL3giwMoDxUsqjQogEYLmUMrm+11ABlr4cL6/hindWsT+/nGB/Hy4f2pEpo5LoFRd2ymOrjGa+23yE2au0EiaAZy/rzw0jEj0t2+OUVBm56p3VZBwrJdDPwGVDOjJ5ZBJ9O4Sf8lh7CdOaTDZnFQHw+IV9mH5mNw+r9jzl1SaumbWabYdLCPA1cPGgDkwZlcSAThGnPLbaZObnbTnMWZ1JeuZxAB48N5k7z+rhadkep8po5rr317DxUFGDJbj2EqbVmaw7oJUw3X12D/4xqd5L5WlBtcnMlA/XsfZAYYMluLWVME0/oyuPX9TXG9I9itFsYdrsNFbuztNKcPvHM2Vk7SW4tZUw3TiyC09f0v+0D9rNFsnMueks3XkMg4BJfbVS5dpKcGsrYboypRMvXjnwtN9PFovk7oUb+XHLUWsJbhxTRiXWWoJrsUj+3JvPnNUH+W1XLlLCRQMTeOPaIaf95IaUkgc+38KXG7IRAsb3imHK6CTG9Ty1BFdKyep9BcxefZBfdxzDIrUS8HdvTDnty1CllDz+zTbmrT0EaCW4U0clcVYtJbhSStYdKGTO6kx+3p6D2SIZ1yuGD6amturySm8EWC8CBQ4mF1FSyofqew0VYOlHldHM5A/Xsv7gcXrHh7Fwxkgigxsug5BSsmBdFo9+vRWDgA+nDuOs3rEeUOwdjGYLN3+8nj/35tM9JoRFM0e5XAbxZXo2//h8M0LAOzcM5bz+CW5W6z1MZgsz5qbz+65cEtsH8/nMUcSGu5be/3HLUe5asAEp4fVrB3PJ4I5uVus9LBbJnfM3sHhbDh0jg/j8tlF0iAxy6blLdxxj5qfpmC2SF64YyNXDOrtZrfeQUnL/ok18s+kIsWEBfHHbaLq0D3bpuSt353HLJ+sxWST/vrgfU0cnuVesF5FS8n9fbWXh+izah/jz2W2j6B4T6tJz1+wvYMpH66gxWXj0gt7MGNvdzWq9y5PfbeeTVQeJCPLjs5mjSI4/dSKxNtIzj3PjB2upNJq5f2Iv7p3Y081Kvct/F+/i3RX7CA3wZeGMkfTveOoEWW1sO1zMtbPWUFZt4vbx3Xn4vN5uVupdXlu6m9eW7iHIz4d5t45gaBfXjLAzckq56t1VlFSZuHlMEv/6Wz83K/Uu763Yx38W78Lf18DcW4Yzolt7l563L6+Mq95dTWF5DdcN78xzlw1otZMbdQVYetm0LwBWA8lCiGwhxDTgv8A5Qog9wETr7woPYLFIHvxiC+sPHic+PJCPbx7mUnAFIITg+hFduPvsHlgk3Dl/A9sOF7tZsXeQUvLoV1v5c28+0aH+fHLz8EbVmF+R0okHz01GSrh34SY2HDruRrXeQ0rJk99v5/dduUQG+/HxTcNcDq4ALhyYwOMXapmGBz/fwpr9BQ08o/Xyn8U7Wbwth7AAXz6+eZjLwRXAxL5xPHWJdjP+v6+3snJ3nrtkep1Xft3NN5uOEOzvw0c3DXM5uAIY2yuG/14xEIB/f7+dpTuOuUum13l7+T4Wrs8iwNfA+1NTXQ6uAEZ2a8+rVw8G4LmfdvHjlqNuUul9PvzzAJ+sOoi/j4FZk1NcDq4AUhLb8cZ1QzAIeHXpbr5Mz3ajUu8yb20m767Yh49B8PYNQ10OrgD6d4zgrRuG4mMQvLN8H/OtGYvTkS/Ss3lt6R4MAt68bojLwRVAcnwYs6ak4ucj+Pivg3z05wE3KvUuP2w5wn8W7wLg1asHuxxcAXSPCeWDqakE+BpYsC6Ld1bsc5dMr6FLgCWlvE5KmSCl9JNSdpJSfiilLJBSTpBS9pRSTpRSFurxXoqGeemXDL7ffIQQ6+AlIcL1QZ6Nv5/Ti8uGdKSixswtn6y31/WfTrz5+14+T88m0M/Ah1OH0TnK9UGejTvGd+faYZ2pNlm4dXYamQXlblDqXd7/Yz+frjmEv6+BD6ak0q0Rgzwb087oyk2jk6gxW5g5N91er346MWf1Qd7/4wC+BsG7k1NqLcVtiBtGJHLbuO6YLZI75m1g59ESNyj1Lp+tz+LN3/diEPDW9Y0b5Nm4MqUT903siUXC3Qs2siW7SH+hXubbTYd5cUkGQmiZ38YM8mxcODCB/ztfyzTc/9km0jNPv9vwz9tyeObHHQC8eNXARg3ybJzTN86eaXjkqy2s2pvfwDNaH8t25fLEN9pSpc9d1p+xvU5xlW6Qcb1iePbS/gA88e02lmXkNvCM1seqvfk88uUWAJ68uB8T+8Y1+jVGdmvPi1cOAuDpH3ewZHuOrhpbAmkHC/n7Z5sBePSC3lw4sPEVPEO7tOO1awYjBLzwcwbfbjqst0yv0nqLHhW1Mn/tId5ebp2hujGl1j4iVxBC8N8rBjCyWxS5pdXc8vF6SqqMOqv1Hl9tyOaVX3cjBLxx7RAGNdGiXgjB05dqN6uC8hpu/ng9x60mGKcDP245ynM/aTNUL181iNSkqCa/1hMX9eWcvnEUVxq56eN15FnNHU4Hlu44xpPfbQfgv1cMZEyP6Ca/1kPnJnPRwATKqk3c/PF6cqzmDqcDf+zJ49GvtwLw1CX9m1V+fO+EnlwxtBOVRjO3fJJGltW04HRg7f4CHvxcG+Q9dkGfZpUfzxjbjRtGdKHGZGH67DS7acHpwMZDx7l34Uak1Ho8m1N+PHV0EtPO6IrRLJn5aTq7j5XqqNS7bDtczJ3zN2CRcNdZPbhmWJcmv9a1w7tw51naJNBd8zaw/cjpU+Gy+1gpMz9Nx2SRTD+jK1NGJTX5tS4d0pEHJvWyVrhsZJO1Z/t04EB+ObfOSaPGZOHGkV24tRk96OcPSOCxC/oAWoXL2tOowkUFWKcRyzJyeeJbbYbqmUv7M64JM1SOBPj68N6NqXSPCSHjWCm3f5pud9Jpzazal8/D1hmqf13Ul0n94pv1en4+Bt66fgi948PYn1/OjLlpVBnNekj1KumZhdz/2SYAHjm/N38b1KFZr+djELx+7WAGdYog+3gl02evp7Km9e+nLdlF3L1gIxapDfqvtLpwNRWDQfDSVYNITWxHTkkVN3+y3r5kQGtm59ESbv90AyaLZOa4btw4snkGOkII/nP5AEZ3b09+WTU3f7Ke4orWPwm0N7eMGXPTqTFbuMk66G8OQgj+fXE/zkqO4XiFkZs/Xmd3Qm3NZBaUM312GtUmC9cO68wd45vfY/bYBX04r188pVXa5EZuaeuf3DhcVMktn6ynosbMJYM78I9JvZr9mg9MSuaSwR0ot1a4HDkNKlxyS6q4+eP1lFaZOL9/PI9aB/3N4c6zenBNameqjBamfbKeQwWtfxKooKyamz5ex/EKI2f3juXJv/Vrdu/UtDO6MnVUIjXWXu99eadHhYsKsE4Tdh4t4a55G7TSovHduW5402eoHIkI9rP2Jvnz194CHvt6K3oZo3iDvbmlzJybjtEsuWVMV27SyYo+LNCPj28eRnx4IOsPHufBL7a06v1kG7zUmCxcP6ILM8fq45IY7O/LB1OH0aldEJuzi7ln4UYslta7n7TBSxqVRjOXD+3IfTo1yAf6+fD/7H13eCPluf0ZVVty791e27teb+8NWFhYdpeQQICQkNBCCrk3yb03N7/chBTSSUhySbshhRRKIBASIPTtle3evq7r3i1Zbup1fn+MRhrJM5qRNCNL7Jzn4QFsS9/o01fe85bz/vGBNZhXoEfryAy+4N/bqQrDjAOf8hPFW5eV4mvbxSmQ16gU+N19q7GgOAOdBgs+93wT3N7UdQKZLE489MwpTNvd2NpYjEc/uEiUwm+VUoHffGIVFpdloddkw2eePZ3STqBpmxsPPX0aJqsL180vwA8+LI5KokJB4BcfW4EVlTkBYpLKTiCzw41PPX0aBrMT6+fl4aciqSQSBIGffmQZ1s3Lw9iM009MUte5YXd58alnqVKIlVU5+MXHVoiikkgQBH54xxJcN78AJqsLn3zmVEo7gRxuLz77XBP6TDYsKc/C/318pSgtIAiCwLc/tBhbG4sCGS4mS+pnuMgE630At9eHL710HlaXF7ctL8NXRJZ4rszT4c8PrkW6Wol/nBnEu5dTM5/Y6yPx33+/ALPDg+2Li/HNW+P3UDFRmp2Ov3xyLTK0Krx5YRivnUvNfGKfj8T/e/kCJm1ubGkoxPdvi99DxURhphbPPLQWWWkq7GkZw4unU7NYmiRJfPWfFzBucWJTXT4ev1NciedcvQbPPLQWeXoNDnUY8cyxXtHeO5EgSRLfeO0SRqYdWFOdiyfuXi6qxHN2uhp/+eRaFGZqcaJ7Ak8d7hbtvRONb7/RjIEJO5ZVZOPXH18hqsSzXqvCXz65FmXZaTjbP4XfHugU7b0Tje+/1YLucSsWlmTit/euElXiOV2jxJ8eXIOqPB0uD83g53vaRXvvROMnO9vQPmZGXaEeT92/BlqVeH2ZtColnrp/NWr9GS4/3Zm68/TE7nZcHppBdb4Of3pgjah9vtRKBX577yoqw8VoxQ/89YKpiN/s78TZ/imU56TjLw+uhV7E/lVKBYFff3wlllVkY2DCju++mbrzREMmWO8DPHW4G+1jZlTl6fCTu5ZJ0p9ieWUOvuEnJN95ozklvTBPH+3BpaFplGWn4YmPimu80FhUloXvfIhSzPvBWy0p6YX526l+NPVNoiBDi19+TBwPVTjqizLxozuXAgAef6cNYzOpl4rzytkhHO00IUenxq8/vlKSJqXV+Xr81K+Y98TudgxOpl6KyTuXRrG31YBMrQpP3rtKkialFbm6gGLer/ZdSck6o32tY3j74gjS1Uo8+YlV0GnEb75ZnJWGX398JQDgd4e6UrLO6L0r43jl7CA0KspwzUxTiz5GQYYWv/kEpSz45/d6cGkw9eqMmnon8PyJfqgUBJ68dxWydeLPU45Og9/euwoqBYHnT/alpIjKxcEp/OVoT0AxMD8KJWGhyExT48l7V0GjUuCfZwZxNAVFVNpGZ/B7v9Lfr+5ZEZWSsFDoNCo8+YlVSFcr8eaFYRxoS20RFZlgpTi6jRb8at8VAMCP7lgqaefwe9dVYU11LoxmJx7f2SrZOFJgYMKGJ3Z3AAB+8OElknYO/8jqClxTn49Jmxs/fDu15ml02oGf+GVXv3fbYkkuZRq3Li3FTQuLYHZ68J3XmyUbRwqMW5wB5bJv3booKnn/aLF1UTFuXVoKm8uLb/3rckqlnk7b3PiOX/zja7csRLEElzKNa+cX4M5V5VTfp1dTK5XZ4vTgW36Ft/+3bUFMiqZCsaYmD/eur4LbS+KRVy6mVIqu3eUNiKT85431MSmaCsWyihw8dM08+EhKWdCTQqmnTo8Xj7xKzdO/XV+HhSWxiV0JwcKSLHzu+lqQJPDIK5fg9KROSqXb68Mjr1yCjwQ+dc08LKvIkWysusIM/MeWegDAN167lFIpul4fiUdeuQSPj8R9G6riErviQ2WeLlAn+K1/XYY1heuPZYKVwqBTb1weH+5aVYFr58euXCYECgVVVK5WEnjx1EDK9DOiO43b3V7cuqwUNzVGL7saDQiCwGMfXgqtSoHXzg3hUAr1M/rOG5dhdnqwtbEIH1gan/gHH2gFRr1GiZ3NoyklZfuDt1owZXPj2voC3LVK+sbJ37ltEbLSVDjYbsQbF4YlH08s/PjdVoxbnFhbk4tPiFQXGgnfunUR8vQaHO824R9NqdPP6H93tWNk2oFlFdl4SKS60EigyK4WZ/un8PzJPsnHEwu/2ncF/RM2NBRnJqRx8pdvXoDynHQ0D8/gzynUz+h3B7vQabCgtkCPL95YL/l4/3HjfMwr0OOKwYLfH0ydFN0/v9eDlpEZVOSm48siiH/w4XPX16GhOBN9Jht+ufeK5OOJhedP9OH8wBSKs7T4agIaTH9yUw2WlmdjaMqO/92duqmnMsFKYbzcNIAT3RPI12vwLZHribgwvzgTn7/B74V5NTW8MG9cGMahDiOy0lSB9D2pUVOgx5e2Ugf2N1+7BJsr+b0wOy+PYlfzGPQaJb5/uzhF43woy0nH/2ynaga//frllGgFcKDdgNfPDyNNrcBjdyRmnooy0wKqVt9/syUlWgGc6DbhpdMD0CgV+PGdSyVJXQ5Hnl6Db3+Q2uOPvdOaEq0AzvZP4tnjvVAqCDx+5zJJUpfDkZWmxvduo/oZ/XRnO0amk18Frnl4Gn880g2CAB6/a6kkKbnh0GtVeOwOap5+sbcjJVTgOg1m/PYAlcr1ozuXSpKSG440tRI/uoNK+X7yQCc6DcmfetpnsuIXe6islsfuWCpJSm44NCoFfnzXUhAE1V8yFSTuh6fs+OlOKqvl+7cvQZYEKbnhUCkVePyupVAqCDxzrDdlJe5lgpWiMJgdeMyffvbtDy1Crl6TsLE/v6UO9UUZ6B634skkL5SetLrwfX+x5DdvbURRpnQpSuH4zHXz0FiahcFJe+AgT1bMONz4tl/i/6s7FqIsJ/rm1LHi/o01WFGZg7EZZ+AgT1ZYnR586zVqnr60dQGq8/UJG/tjayuxfl4eTFYXHnsnuVNPHW4vvuFPUaLOi+ibLseK21eUYfOCQkzb3fjem8mdeury+PD1Vy6BJIHPXlcbc9/CWLBjSQm2Ly6GxenBo/9qTuqUSq+PxNdfvQSvj8SDG2uwMoamy7HihoYi3L6iDA63D99IchVdnz+Vy+WlpOs3xNB0OVZsrMvHx9ZUwuX14euvXkrq1FM6+8fp8eHDK8ribmkTDVZV5eLBjTUhazpZQZIkvv36ZVhdXuxYXILtcba0iQaLy7Lxmevm+VNPL6akOqxMsFIU33uzBTMOD25oKMRtcfYnihZalRI/9gsU/O5gF9pHk9db9cO3W2GyurChNg8fXVOZ0LHVSgV+ctfSlCiU/sm7bTCYnVhZlRN3f6JooVRQTa1VCgLPn+hHU2/yFkr/fE8HhqbsWFyWhc/E2Z8oWtB9n1KhUPo3+zvRPW5FfVEG/l2E/kTRgErRXYJ0tRJvXRzB/raxhI4fDZ463IX2MTOq83WiSfxHg+/fvgSZWhX2to4ltTrs00d7cHGQEij6ynZxVXKF4NEPLkKOTo33Osfx6tnkVYdlChR9/ZbEZLUw8Y0PNKIgQ4vTvZNJrQ5LCxTl6tR49IOJyWph4ivbG1CWnYaLg9N4+mjypp4GBIrSVPje7YsTPv6XblqAqjwd2kbNKakOKznBIghiB0EQ7QRBdBIE8YjU410NoNWmdBolfihS/49osdZfKO3xkXjk1YtJ6YVhqk39WGQJbaFYVpGDTyV5ofTp3gm8cLIfamXiUpTCsbAkC/92PWWIP/JqchZKXxiYwtN+tanH71wmiboiH2oLM/CfNyZ3oTRTberxO5eKKg0tFCGF0q9dTspGzd1GC369n8oA+NEdiUnlCkdxVhq+dgtVU5Gs6rCJFCjiQkGGFt+6lTLEf/h2cqrDMgWKvn+7tAJFXMjWqfHd26h5SlZ12HCBIilUA/mQoVXhBx+mUk+f2N2BgYnkSz1lChQ9IrFAERfSNcHU01RUh5XUQiAIQgngSQC3AFgE4OMEQSTeXRAHki2HP1RtqgEVudKpTfGBLpQ+1z+F508kV6E0U23qv26iCnDnCl/etgAVuclZKO30ePF1htpUQ0niUrnC8cUb61FboEenwYLfHeyas+dgg9vrwyOvUmpTn752HpZWZM/Zszy8OXkLpem0l0SoTfGBLpQennbgf3clV6G0zz9PLo/PrzoqrUBRJHxiXRXW1iSnOmyiBYoi4a5V5bi2vgCTNjd+8Fby9egJChQV45YliUvlCkeyq8PSAkXX+VVH5wo3NRbj1mWlsLuTUx2WKVD08bXSCxRx4dr5BbhrVUVKqsNK7YJdB6CTJMlukiRdAF4CcLvEY4oCh9uLL//9PLb+/FBSkSxabWp5RTY+ualmTp8ltFC6DcNTyVMo/ct9HeifsGFhSSYe3lw7p8+i06jwmN8Lk2yF0r894FebKtTjC1ukV5uKhDS1MtAbi3qu5Ek9/dORHrT61ab++2bp1aYiQaOiCoCTsVD6r8d7ca4/cWpTkcAslH72eC/O9U/O6fMw8XLTAE72UAJF3/xA4lO5mEhmddi5ECjiAkEQeOyOJUhTK/Cv88M42J48PXpogSIqMiJuY/hokczqsIc6jEGBog8vndN5AoDvfIhShz3UkVzqsHMhUBQJ37y1MSXVYaUmWOUABhj/P+j/WQAEQTxMEEQTQRBNRmPyyFlrVQqMW11JVSjNVJv68RylcoWDLpS2urz49uvJ4YW5PDSNPx3pAUHAbzjMfanh9QsK8eEkK5S+MmbGbw9SKUo/nqMUpXBsqM3HPWupQulHXkmOQunecSt+uTexalN8WJmEhdLDU3b8zB8pSpTaFB+YhdJff/VSUhRKG8wO/OiduREo4kJ9UfKpw86lQBEXqvOD6rDf+tflpFCHDRUoakBpduIEiriQjOqwNpcH3/RntXxp6wJU5c9d9g+Nosw0fPPW5FKHnUuBIi4w1WGTyQHEhzm3PEmSfIokyTUkSa4pLEyckgsfkq1Qmqk29fDmxKpN8SFYKG3AO5fm1lvl8SsYzYXaFB8e/eAi5CZJobTPR+KRVy/B7SXx8XWVWJ9AtSk+fP0WqlC6qW8Sfzs1t4XSJEnim/+i1KbuWFmeULUpPiRToTRJknj0X3OjNsWHL920ANX5yVMo/b035k6gKBKSTR12LgWKIuEz187DIr867M93z706LC1QtKoqB/etT6xAUSTcv7EGK6uSRx3257s7MDhpx6LSxAsURcJH11RiQy2lDvvDt+c+RXcuBYoi4fYVZfjbZ9fjiY8un+tHEQypCdYQAObJWOH/WUogmQqlabWpmnwd/uumxKtNRUIyFUo/c6wXl4bmTm0qEvKTqFD6hVP9ONM3icJMLR6ZA7WpSMjWqfG92yjFop+824bR6bkrlKbU+ii1qUT1mhOKZCqUfvvSCPa1zZ3aVCSka5R47MPBQuluo2XOnmVvyxjevjS3AkVcSCZ12GQQKOKCSqnAT+5aBgUB/OVoDy4OTs3Zs4QIFN21bM5TuZhQ+lNPk0Ed9uLgFP7iFyj6yV1zI1DEBUoddhk0KgVeOTuI967MnTpsMggUcYEgCGyqK0iqs4APUq+y0wDmEwQxjyAIDYB7ALwh8ZiiIhkKpZNBbYoPdKH0uMWJH787N14YptrUD++YG7UpPtyZBIXSTLWp7922GNnpc5/KFY4PLC3B1kZ/ofQbl+fkGcYtzkC/qUc/ODdqU3xIhkLpaZsb332DWstzpTbFh5BC6TlK0TU73Hj09eQQKOJCMqjDJpNAEReWVmQH1WFfmZvUU6fHi0deuQgA+Pfr67CgeO5TucKRDOqwbjrdnAQ+dc3cChRxYV6BPuA4/8Zrl2B3JX6evP4easkgUPR+gaQEiyRJD4AvAtgFoBXAyyRJJkdBk0DMdaF0uNrUpjlUm4oEulBao1TgpdOJL5SmUrkotakPLivFjQvnTm0qEsILpQ91JL7u8NuvU9HYrY1Fc6o2FQkEQeD7t1OF0ruax7BzDnr0fP/NoNrUHSvnTm2KD3NdKE2rTa2ryZtTtSk+fOvWRuTrNTjRPYGXmwb4XyAyaIGiZUkgUBQJc60Om0wCRZFAq8O2jMyNOuxvD3Shy2hFbaEen59jgaJImGt12D+/14MWv0DRl7fNrUBRJDy8uRYLSzLRP2HDr/YlXh32r8d7cX4gOQSK3i+QPE5KkuQ7JEkuIEmyjiTJx6QeTwrMZaF0MqlN8aG+KBOf30J5qxJdKP3GhWEc7jAiO12N73wouVKUwsEslP7ma5cSWii98/IodreMQa9R4vu3J1eKUjiYhdLfeSOxhdIH2g1440LyqE1FwlwWSjPVpn6UBGpTkZCr1+DbfiW6x95uhcGcuNTTs/2TeO5EH9VUO0kEirgwl+qwyShQxIUQddg9HegzJa5HT6ch+QSKuDCX6rB9Jit+sSe5BIq4oPYr9s2FOmwyChS9H5C8p1eSYS46Siej2hQf/v2GxBdKh6hNfaARhZnJl8oVjrkolA5Vm1qIspy5V5viw/0ba7CiMrGF0lanB996jZqn/04StSk+MAul6bRGqcFUm/rClnrUF2UkZNx4cNvyMly/oBAzDg++92ZiUnSZAkWfvS65BIq4MBfqsMksUMQFWh3W6fHhm68lZp58/lSuZBQo4gJTHfbrryZGHZYkSXzjNUqg6MMrypJKoIgLc6EOm8wCRakOmWAJRHhH6UQUSier2lQkaFVKPJ7gQmlabWpjbT7uXlMh+XhiYC4KpWm1qZVVObhvQ/KoTUWCUkHg8bsSWyj98z0dGJqyY3FZFj6dRGpTkcAslKaEOaQvlKbVpuYnmdpUJBAEgR/61WHfvjiCfa3Sq8PSAkXV+Tp8aWtyCRRFQqLVYZNZoCgSHv3gIuQkUB32b6f60ZSkAkWRQKvDnu6dxIunpVeHfeXsUECg6NEPzm0PtWiQaHXYZBYoSnXIBCsKJLJQOpnVpviwpiYP921ITKE0U23qR3cmdypXOBJZKB2iNpXkKUrhSGSh9IWBKTztV5t6/M7kUpviQ3ihtJQpurTaFEEAj9+1FBpV6sxTiDrsv6RVh00FgSIuJFIdNhUEiriQSHXYVBAo4gJTHfbxd9owNiNdiu64xYkfvk1FqL91a3IKFHEhkeqwqSBQlMpInVsxScAslP79IWlSBYen7Pi6X0UpWdWm+PDVHcFC6V9LVLBpMDvw1X9eAJC8alN8YBZKS6VSabI48f9epubp366vQ0NJ8qlN8YFZKP0jiXqFTNvc+PLL5+EjgU9fm5xqU3ygC6X7TDZ85/VmSZxAFqcHX3rpPKU2tb4aq6tTT23qoWvmYVlFNkamHfimRM4yu8uLL/39fECg6JokFSiKBKY67NdeuShJapfD7cV///180gsURcJdDHXYr/zjAjwSOMtcHh++/PJ5mJ0ebG0sTlqBokhgqsN++eXzkjgVPV4f/ucfFwICRXeuSl6BIi4w1WH/++/nJXGW+XwkvvrKhZQQKEpVyAQrSuTqNYGCzZ/sbMNbF8VV7ZpxuPHQ06dhNDuxoTYvqdWmIiErTR1IgfvVvit45cygqO9vdXrw6WeaMDztwMqqnKRWm4oEnUaFn35kGVQKAn843I0XToqr2uVwe/HZ55rQP2HD4rIsfCGJ1aYiIU2txM/uXgaNUoFnj/eJrtrl9Hjxueeb0GW0YkFxBv775uRVm4oEtVKBn31kObQqBf7eNIDfiqza5fb68IUXzqJt1IzaAj2+uiN1UrmYUCoI/Owjy6HTKPH6+WH8fI+4dZBeH4n/fOkcLg5OoyI3PekFirigUFD9lTLTVNjZPCp6Cw6fj8RX/nEBTX2TKMlKS3qBIi5QKbpLkaNT40C7Ed97s0VU0k7XEx3rMqEgQ5tyWS00CILADz68BAUZWhztNOEbr4rr3CBJEt99sxkH2o3I0anxoztSK6uFie9+aDFKstLQ1DeJ//mn+M6NH73Til3NY8hMU+Hxu5JboChVIROsGLB9cQm+7k+d+PLLF0SrC3F7ffj882fRPmZGXaEef7hvTUqlcoXjhoaiwIX5tVcu4phIdSFeH4n/fPEcLg1NoypPhz8+sCap1ab4sKmuIFDf9+i/LuNAm0GU9/X5SHz55fM42z+Fsuw0/OWTa1MqRSkcq6vz8LO7lwGgUnHEkm4nSapo/ET3BIoytXj6oXVJrTbFh6UV2fjVPStAEMDPdrXj9fPi1IWQJIlvv34ZhzqMyNdr8PRDa5GZwmpTDSWZePITq6BUEPi//Z14+bR40u0/fLsFe1rGkJWmwjMPrU0JgSIu1BVm4Pf3rYZKQeCPR3rw3PFe0d77Z7vb8dbFEWRoVXj6obUpIVDEhUr/XaRRKfDXE3340xHxnED/t78T/zwziHS1En/55BqUZKduKldpdjr+/OAapKuV+MeZQfxmv3hiWH880o3nT/RDo1LgTw+sQWVe6mX/0CjM1OIvn1yLDK0Kb14Yxv/uFi/D5dljvfjTez1QKwn84b7VqC1MfoGiVETqWqVzjIc31+K+DVVweXz47HNN6BmPT6KVJEl849VLeK9zHAUZGjzz0Dpk61LXeKHx4KYafObaefD4SHzu+TPoGItP9IIkSXzvzWbsazMgR6fGMw+tRUEK5Vdz4aNrK/EfN9bDRwJf+NtZXB6KX6L18Z1teOfSKDK1Kjz90Lr3RX717SvK8T/bG0CSwH+9dE6UvnS/2NOB184NQadR4i+fXIvyFFBX5MOOJaWBqMn//OMiTorQl+53h7rw4qkBaFUK/PHBNajOT72U3HBsWViE7/sLu7/x2iUcuRJ/X7q/vNeDp4/2QqNU4KkH1qC+KPVScsNxTX0BHr+Lcm58941m7G2JXxzkbyf78buDXVAqCPz23lVoLE1+dUU+rK3JwxN3LwcAPPZOK965NBL3e756dhA/39MBBQH838dXYllFTtzvOddYXpmDX398JQgCeGJPB147F3+Gy9sXR/Cjd6j6tF98dMX7olHuorIsPHkv5QT67cEu/O1k/OIge1vG8L03qXa0j9+5LGl7q74fIBOsGEEQBL77ocW4cWERJm1ufPLpU3EVt/5mfyf+cWYQaWoF/vzg2pT2vITjGx9oxC1LSmB2ePDQ06fj6j/z5/d68NzxPmiUCvzxgTXvK8/Ll29egA+vKIPN5cWnnjkdV/+Zvx7vxVOHu6FSEPj9/atTsu6KC5+/oQ73rK2E0+PDZ55tQr8p9iLgl5sG8Ov9nVAQwJOfWIUl5alXd8WFT187D5/cVAOX14eH/3oGXXEon75xYRg/3dkOggB+dc8KrEoBCW2huHd9NT53fS08PhKff/4s2kZnYn6vXc2j+IG/uP5ndy/DhhSQ0BaKj6yuwH/dNB8+EviPF8/h0mDsTqAD7QY86m8Z8aM7lmBzCkhoC8WHlpfhEX+Gy5f+fh5n+mLPcDnWNY6vvXIRAPCdDy3G1kWpV5/GhZsXFeM7fnW/r/7zIo53xe4EOtM3gf9++TwA4Ou3LMSty0rFeMSkwPULCvGYX/Ti0dcv42B77BkuFwen8B8vnoOPBL60dT7uWp0aqsupCplgxQGVUoH/+/hKLCnPQp/Jhs8+1xRTMeJr5wbxxJ4OEATw63tWYnlljvgPO4dQKAj84mMrsLIqB0NTdnz6mSZYY1DuevfSSKDHzxMfXY617wMPFRMEQeAnH1mG9fPyYDA78dDTp2NqrruvdQzfecPvobprWUoW10cCncd/3fwCmKwufPKZU5iyRd9c970r44E+Tt+/fQm2LCwS+1HnFARB4NEPLsLWxmJM2ykn0HgMTqBTPRP4il8k5ZsfaMSOJe8f44XG17ZTRpnZSTmBYlE4Oz8whf966RxIEvjKtgW4fUXqFdfz4Utb5+POVeWwu7341LOnMTgZvXOjeXgaX3zhLLw+El/cUo+PvQ+L6z+3uRafWE9nuJxBbwwZLlfGzPjcX8/A7SXxmWvn4cEUrceOhE9eMw+fvnYe3F4Sn/trU0xNiHvGrfjMs01weXy4d31VytZjR8I966rwhS118PpIfOGFszE1IR6YsOFTzzTB7vbirlUVAcVZGdJBJlhxQq9V4S8PUmlFZ/unKBWyKIoRj3eZ8NV/Uh6qb39wEba9T5u8pamV+NMDa1Cdr8OloWn854vnopJvP9M3iS/9/TxIEvjajoX4UIr0BYsWWpUST92/BnWFerSPmfH5589GpbR0aXAaX/wb5aH6r5vm4yPvUw+VWqnAb+9dhYUlmeg2WvHwc2eikm9vG53Bvz9/hkpd3VybMn3BooVSQeDXH1+BZRXZGJiw4zPPNsHuEj5PXUYLHv5rE1xeHx7cWJ0yfcGihUJB4Im7l2NNdS5Gph146OnTUcm395ts+PQzp+Fw+3DP2sqUFZPhA0FQbR421eXD6HcCTduFO4GGp+z41DOnYXV5cfuKsoBc/vsNBEHg+7ctxpaGQkxYXfjk06cwYRXuBDKYHfjk06dhdniwY3EJvpGiIilC8I0PNGL74mLMODx48C/RZbhMWF146OlTmLS5cePCInzvtsUpK2rBh/93cwNuW14Gqz/DZWRaeIbLtN2Nh545jXGLE5vq8vHjFGtpk6og4lFwIQjibgDfBdAIYB1Jkk2M330dwKcBeAH8J0mSu/jeb82aNWRTUxPfnyUlOsbMuOt3x2B2eLC4LAsPbqrBbcvLOEUFLg9N46/H+/Cv80Nwenz41DXz8O0PpU4zvFjRbbTgzt8dw5TNjYUlmXhwUw1uX1HGKSrQNjqD54734bWzQ7C7vfjE+io8lqIKStFgYMKGO357FOMWF+YXZeCBTTW4c2U59Bz9YToNZjx3vA+vnBmE1UV5qP737mXv+3kambbjjiePYXTGgdoCPR7YWI27Vldwii90GS34q3+ezE4Pbl1Wiv+7Z+X7XkHJaHbijt8exeCkHdX5Oty/oRp3r6nk7KPTZ7Li+RN9+PvpAcw4KFnoP9y/OqVFd4Rg0urCnb87hp5xKypy0/HAxmp8dE0lcnTsIhUDEzY8f5KapymbG5sXFOLPD6a26I4QTNvduPv3x9AxZkFZdhru3VCNe9ZWcvYbGp6y44WTfXjp1ABMVhfWz8vDc59eB60qdUV3hMDq9OCjfziO5uEZFGdpcd/6atyzropTzGNsxoEXTvbjbyf7MW6hmsK/+NkNKS1OJAR2lxcf/+MJnB+YQkGGFveur8In1ldx1g0bzA68dGoAL5zsw9iME0vKs/D3hzdy3o/vFzg9Xtz/51M41TOBfL0GH19HzVMZR92wyeLES6cH8MKJPgxPO7CgOAP/+LdNKdU/LRVAEMQZkiTXzPp5nASrEYAPwB8AfIUmWARBLALwIoB1AMoA7AWwgCTJiK7TVCZYABWN+uLfzsLk91Tl6NT42NpK3Le+GpV5Org8Prx7eQTPHe/Dmb5gcf7dqyvw+F2p1fw1Hpzpm8C/PX8WRjOVrpSVpsJH11Tivg3VqCnQw+31YXfzGJ493otTPcH89dtXlOGJu5enVPPXeHBxcAoPP3cGo/50pUytCnetrsD9G6tRV5gBj9eHva0GPHe8F8cY+eu3LCnBr+5ZmVLNX+NBy/AMPvtcE4b8NWt6jRJ3rqrAAxurMb84E14fiQNtBjx7vBdHrgSVLG9aWIQn7131vjdeaHQazPjUM5RkPwCkq5X48MpyPLCxGo2lWfD5SBy6YsRzx3pxsMMI+mq4bn4B/nD/6pRWVowGveNWfOqZ0+j2p3VpVQrcvqIMD2yswZLybPh8JI52jePZY33Y1zYWmKcNtXn44wNrUlpZMRoMTtrw0NOnccVA1fZplAp8cHkpHtxYg+WVOSBJEse7TXjuWB92t4yCTlhYXZ2Lvzy49n0h4iQEYzNUNKp1hKrtUysJfGBpKR7YWINVVTkAqDTc5070YdflUXj8E7WsIhtPf3JtSjXJjQfjFic+9cxpXPTX9qkUBLYvKcGDG2uwtoaq+TzbP4XnjvfinUsjcHupeVpUmoVnHlqLoveBiJMQTNlc+PSzTQEbUqkgcHNjMR7YVI2NtfkgCALnB6h5euvCCFz+DJgFxRl4+qF17wsRp2SDJASL8eYHEUqwvg4AJEn+2P//uwB8lyTJ45HeJ9UJFkD1HXr74giePd4bOCgIAri2vgCtI+ZADURmmgp3r67E/RurU7JBbrxwerzYeXkUzx7rxdn+KQDUPG2qy0enwYKxGWqeMrQq3LWqHPdvrH5fqHFFC7fXh13No3juWB9OMdoBbKjNQ7/JhuFpinzpNErcsbIcD2yseV8JWgiFx+vDnpYxPHe8D8cZinnr5uVheMqOwUmKfKWpFfjwCmo9LS57/whaCIXXR2J/G0XKmWRzbU0uDGYn+vyCIRqVArcvp0hFKjZcjhdeH4lDHQY8d7wPB9uDyoIrq3IwbXej20iRL41SgQ8uK8UDm2qw4n1WOysEPh+JI53jeO5YL/a3GwJkc3lFNmwub4B8qRQ0qajG6urc931kPRwkSeJYlwnPHe/FnpaxANlcUp4Fj5dE2yhVe6RUENixuAQPbKzGunl5V+U8neyZwHPHe7GreSxQRrCwJBMqJYHLQxRJVRCUSMaDG2uwsS7/qpynM32TePZ4H969NBIg5fOLMqDTKHGBYXvetLAID2yswbX1Be/7TI25QqIJ1m8AnCBJ8nn///8ZwLskSf6T5bUPA3gYAKqqqlb39YnbaHUucX5gCs8d68VbF4NehIUlmXhgYw0+vJI7Le5qw6XBaTx3vBdvXBiG00PNU31RBh7cWI07VlUg430e9heKluEZ/PVEL147NwSHm5qneYy0uKyrxHPOh44xM5473otXzw7B5q83qsrT4YGN1bh7deVV4znnQ6fBgudP9OGfZwYD9UblOem4358Wl5fCvZvERM84lS75ctMAzA5qnkqz03Dfhmp8bG3l+6JNhBgYmLDh+RN9eOn0QKAuqyhTi3vXV+Pj6yqvmggDH4am7HjBP090XVZBhhafWFeJT6yvTukeV2JiZNqOF0/242+n+jFuoeYpT6/BPWsrce+GajkS44dhxoEX/emSBn9WUI5OjY/5s4LeT4rUyYqYCRZBEHsBsCkvfJMkydf9f3MQMRIsJt4PESw2jFuc2N9qQHW+7qr0SgnFpNWFPa1jqMhJvyq9UkIxbXNjT+sYirO0uKZO9kpxYcbhxt6WMeTpNdg8v1CeJw5YnB7saRlFdroa1y8oumpSlaOFzeXBnpYx6DUq3NBQeNWkKkcLu8uLPa1j0KoUuHFh0fu+Hi1WONxe7Gs1QEEANzUWXzUp3dHC6fFif6sBPhK4qbHoqknpjhZurw/72wxweXy4eVGxPE8JBBfB4g0NkCS5NYbxhgBUMv6/wv+ziDhz5sw4QRDJFsIqADDO+1cy3i+Qv++rB/J3ffVA/q6vLsjf99UD+bu+upCM3zerDLFUuVdvAPgbQRA/ByVyMR/AKb4XkSSZdN0GCYJoYmOmMt6fkL/vqwfyd331QP6ury7I3/fVA/m7vrqQSt93XDFpgiDuIAhiEMBGAG/7xSxAkmQzgJcBtADYCeALfAqCMmTIkCFDhgwZMmTIkJHqiCuCRZLkawBe4/jdYwAei+f9ZciQIUOGDBkyZMiQISOVIFdV8uOpuX4AGQmF/H1fPZC/66sH8nd9dUH+vq8eyN/11YWU+b5FkWmXIUOGDBkyZMiQIUOGDBlyBEuGDBkyZMiQIUOGDBkyRINMsGTIkCFDhgwZMmTIkCFDJMgES4YMGTJkyJAhQ4YMGTJEgkywZMiQIUOGDBkyZMiQIUMkyARLhgwZMmTIkCFDhgwZMkSCTLBkyJAhQ4YMGTJkyJAhQyTIBEuGDBkyZMiQIUOGDBkyRIJMsGTIkCFDhgwZMmTIkCFDJMgES4YMGTJkyJAhQ4YMGTJEgkywZMiQIUOGDBkyZMiQIUMkqKQegCCIXgBmAF4AHpIk10g9pgwZMmTIkCFDhgwZMmTMBSQnWH5sIUlynO+PCgoKyJqamgQ8jnDYXF7oNMq5fgwZMmTIkCFDhgwZMq46+EgSLo8Paerks8fPnDkzTpJk4axfkCQp6T8AegEUCPnb1atXk8kCn89H3vCzA2T1194ie4wWScYwO9zkph/vI+//80lJ3p8kSfK9K0Zy3iNvkX872SfZGN95/TK55Ns7yb5xqyTvb3d5yOt/up+8+/fHSJ/PJ8kYp3tMZN3X3yb/fKRbkvcnSZJ8/N1WsvHRd8krY2ZJ3t/p9pJbnzhI3vab9ySbpwsDk+T8b7xDPnngiiTvT5Ik+cs9HeSCb75DNg9NS/L+Hq+P/MCvDpM7fnmY9HilmafWkWlywTffIZ/Y3S7J+5MkSf7+YCdZ/423yXP9k5K8v8/nIz/85Hvkjf97gHS4PZKM0Wkwk42Pvks+9naLJO9PkiT5zNEesvbrb5Mnu02SvL/P5yPv+cNxcvNP95M2pzTz1G+ykku+s5N89F+XJHl/kiTJl071kfMeeYs83GGQbIyHnj5FbvrxPnLG7pLk/Uem7OSK7+0i/+cf5yV5f5IkyX+dGyRrHnmL3NM8KtkY//58E7n2h3vICYtTkvc3mh3k6h/sIb/4t7OSvD9JkuS7l4bJ6q+9Rb51YViyMf77pXPkqu/vJsdm7JK8/5TVRa5/bC/5mWdPS/L+JEmS+9vGyJpH3iL/2TQg2RiPvHKRXPbdXeTgpE2S9zc73OQ1j+8j7/vTCUnenyRJ8o3zQ2T1196SdM3GCgBNJAunSUQNFglgN0EQZwiCeDj8lwRBPEwQRBNBEE1GozEBjyMMBEFgWUU2AGBX86gkY+xvM2Boyo7DHUb0jlslGeOFk33wkcBzx/skeX+H24u/nx6A2enBa+eGJBnjcIcRvSYbTvVMoGPMIskYfzvVD4+PxHPHe2nHgKhwe3144UQfbC4vXjk7KPr7A8CJbhOuGCy4MDCFi4PTkozx0ukBuLw+/PV4nyTz5PWR+OuJPjg9PrzcNCD6+wPA2f5JNA/PoHVkBk29E5KM8fLpQTg91Hfu9Yk/TyRJ4rnjfXB7Sfz9dL/o7w8Al4dmcK5/Cl1GK453mSQZ49Wzg7C5vHjxZD9cHp/o70+SJJ491guvj8SLp6SZp06DBce7Tegz2XCoQ5o77F/nhmB2ePBy0wDsLq8kYzx3nLorXjghzTwNTNgCd97+NoMkY7x5YRiTNjdeOzeEGYdbkjGeO94HkgSePynNnWqYceCdS6MwmJ2S2R7vXh7FuMWJty8OY9zilGSMv57o8/+7V5L3n7S68PqFYZisLrxzcUSSMXa3jGJ0xoE9LWMYnrJLMsYLJ6j19NwJadaTxenBK2cGMW13480Lw5KMcaDNgMFJO45cGUePRLbsTv9eWO63y1MBiSBY15IkuQrALQC+QBDEZuYvSZJ8iiTJNSRJriksnB1hm0tsX1wCQDqCtety8H2lGMPh9uJAG3Xht47MoN9kE32Mwx1G2N3Uhb9Tonlivu/Oy+KP4fb6sLdlDADQa7JJQuJOdJsw4/AAoL53KchJyDxJ8F14fSR2N1PzNDLtkITEne2fDFz4u5slmqfL0s4TSZKB/WyyuiQhcZeHZjDkv/B3N49JQuJ2NgeNFqnOQPq7MDs9ONbFm0UeNToNFnT7L/y9rWOSkLidEp/jQHCdOtw+SUjcwIQNzcMzAICDHQZJSNwuic9xIDhPbi+JAxKQOMOMA2f6JgEARzvHJSFxu/x3ESDdnUrbHj4SgbtPTExaXTjRTZ17p3omYJKAxO1tDZ57ks0T4313SzCGxenB4SvUuXdhYAoj0+KTuANtBri81Lkn9b4DpLNlD/r3M22XpwIkJ1gkSQ75/20A8BqAdVKPKRauX1AIrUqBs/1TGJtxiPreDrcXB9qDF4AUi/LIlfEA+ZFqjF3NwcNZChLn9vqwr1XaeTrZPREgP1KNwXzP7nErOg3ikjgm+QGkIXHnGOQHkGieGBfA8LQDl4bEJXFM8gNQ5ETseWoeDpIfIHSPiAXmZzBZXQGjT9wxgs+9p0V8EtdpMKPLGPR2Sj1PZocHJ7rFj8TtagmOsU8CEsckP4A0hh5znhxuHw5fEZ/EMcc42G6Ewy0uiTPMOHC2P7gPpDifdjPIiFQkjvn9Hus0iU7ipmyukH0gxTztazMEzgsfiZA7XCwwz4tTPROYsLpEfX8rg/yEjycWDrUbQ86L3RKfgecHpjA6Lb4te7BNWhvtaOc4rC4vFpdloTJPJ/r7SwVJCRZBEHqCIDLp/wawDcBlKccUE3qtCtfNp6Jqu0X28rx3ZRw2lxfzizIkI3G0t2JpORVSFdvL4/b6sLd1LGQMsTfXye4JTNvdmFegR4ZWhZaRGQxMiEviaE99YJ5E9vL4GORHqjFo8lOek45cnVoSEif1eiJJMvCeUs1T8/AMBiftKMjQojhLi6EpOy4PzfC/MAqEz9MuCSJxUs9Tp8GCToMF2elqVOalY9wiPonbFbYn9rSMik7iZs2TyGt2YMKGy0Mz0GmUqC3QY0YCErcr7DPsbR2D2ysuiQsfY5fI68lodqKpbxIalQILijNgd3txWORI3O6WMZAksKQ8CwBwoE18EjdrnkReT9M2N453maBUEGgszYLL6xOdxO1rNcDjI7GoNAsKAjjaaYJZZBIn9V1BkR9q/Swuy5IkEnfQT34WlmRCpSBwssckOomT+hynspio9UPvi90t4o5Bk596vy17rl98Ekfvs1SKXgHSR7CKAbxHEMQFAKcAvE2S5E6JxxQVO5b40wRFXvj0grlteZkkJM7t9WFfG/V+P/zwEmhUCpztn4RBRBJ3qociP3WFenzu+loA4l849Pt9YGkJbmgoFH0MJvn57m2LoNcoRSdx5wamYDBT5Oe/bpoPINTrLQboOdmxpAQ3NRaH/EwMkCQZeOZvfKAROTo1uo1WdBrMoo3RMhIkP1/d0QBA/PVEe4e3LS7GtkXSpADT7/eV7Q0oyqRIHDMCES+Y5OdbtzYGxhSTxNGf4abGIuyQKFWafr//uLE+QOKYEYh4MTgZJD/fvW0xAPHTKekze0tDEW5dVgpAijVLjfHZzbWYX5QhOokLkB+lAo/dsQSA+CRuj5/8XFdfgNtXlAMQPyJAz/sDG2uwtDwbdrcXR66Il3bKJD8/vnMpAPEjcfvaxuDxkVg/Lw8fWV0BQPyoBj1P96yrxJrqPIrEtYtHdq1OD474yc+P71wKgqAcyhanh+eVwnGogyI/q6py8In1VQCkO5/uXFWOjXX5FIlrFe+7cHqC5OfHdy6FSkHgVO8EJkUkcce6KPKzqDQLD22aB0C6ebpteRk2L6BstD0i2jcerw97/OcsbY+nCiQlWCRJdpMkudz/z2KSJB+TcjwpsLWxCEoFgRPdJkzZxFn4HkbkZ8eSEklI3KmeCUzZKPKzvDIHm+cXgCTFJXG0t2XHkhLc0FAEjUqBM/2TMJjFIXE+HxnwtuxYXBqYJzG9PEzys6oqF1sWFgEQ9xBikp9r5xdAp1Hi8pB4JI4Z+dmxpCRgEIvpNaRIJ0V+1s3Lw1Y/iRPzu6DX/7bFxdhQm48cnRpdIpO4wDwtDu47Meepy2jBFYMFWWkqbKrLx7bFEswTg/ysrclDoQQkbhfbPImYdjo0ZcfFwWmkq5XYvKAwuGZFnCfaMN3SUIRVVTmoyE3HuMWJcyKSOHrNbl9SEvCu7m4Zg08kEmc0O3G6bwIapQJbGgolOQNp8nPt/AIsq8gJkLiT3eLVDtJ7jDlPYpK4aXuQ/GxtLJZknpjkZ0l5NpaWZ8PmEpfEMe/U7f6z40C7QTQSZ3N5AjV82xaVYDtte4h4Bh7qMMLpJz9LyrOxpjpX9Egcc55uXlQMgqBKIsQicU6PNyDEsn2xNDbasU4TLE4PGkuzsKQ8Gxvr8uH1kaKSuF2Xg3bmTY1FUCkInOgWj8RRtqwhMIYUtsfp3klM2qgspvlFGaK9byKQCJGLlEaOToMNtXnw+EjR8ohP9U5g0uZGbYEe9UUZISRu2iZOqD48pLpNZC80k/xsX1yCDK0K19VTJG6PSCTu/OAUxmYo8rOkPEsSEseMaBAEIbqwCbPmZ/viEqSpldjSQJE4schu64jZT340WFWVG0LiBifFIXG0t/nmRcVQKpjzJOJl4H+v7YtLoFYqcNPC4pCfx4tuowUdYxZkpqmwoTYf6+blITtdHYgIiQH6u97aWAy1UiGJUM5uxnpSKAhsWyRuxHI4jPysrMwVncTRn+GGhkKkqZUh8yQWidsp8d4OJz+Ly7JQnpMOo9mJcwPikLi9rRT5uaY+H5lpaklIXPB8Kvb/mzaSxFFmo8jPOBQEtS/qizJQV6jHtN2NUz3ikLj9fvKzriYPeXpN4LPsaxOPxIXfqfQYYq0nu8sbSHvbtqgEFbk6LCnPgs3lxXsikbjDfvKzojIHJdlpgbPjYJt4JG72PIm775iRn+2LS1CUmYbVVRSJO9gujo12rIsiPwtLMlGdrw+SuE7xSBzXvhNrnjxeH/a0Bu9UypalSNw+kcju6d5JTFhdAfJzU8CWnRAtIMFcTwRBiPKeiYJMsARA7IXP9HoSBIEcnQbr5/lJXFv8xiQz7Y1+9q2NlGF8vEscEnfBT37KstMC+cPbRfYa7gozkMQmcSGRH/88bVlYBI1Sgaa+SRjN8SsftY2a0WeyIV+vwerqXADBeRLLG0Z/hpsXlUCpIEJInFjkhDaIaU/edX4Sd2loWhQS1zNuRfuYGZlpKmyszQ8ZS7R955+LrY3F0KgUFIlrFDdiSY9BOzQ21OYjK02FKwYLuozxk7jhKTsu0OTHn1os9jyFkx8pSBzTAw0Aq6ooEjc4KQ6JG7c40dQ7AbWSCESlmRFLMUhcOPkhCEL0yEn4PIlN4mYcbhxjkB/mWLubxSFxB9oMcHtJrJ+Xjzy9JmQM0e6Ky6EpRPVFmagr1GPKJg6Js7u8wchPmEG8t3UMHhFI3KEOIxzuIPkBIHpEIHw9VeZRJM7q8uJoZ/wkzuXxYX9rqNob/e8DIpG4Y10mmBnkB2CegeLcd7vC5ilA4jzikDivj5yV9rbNT+IOXxmHVQQS19QXJD8LiqnIj1Q2Gk1+cnQabKylI3Hxz1Oog7o47vdLNGSCJQB0rcahDiNsrvgWvs9HhnjqaYh54VwYnMLojAOl2WmBXl55eg3W1VAkbn97/IdQ0Dsc9CpsbSyGggBF4uzxkTiSJINElDFPYkZO2seC5GdNTR4AIEOrwrXzxSNxTJKoVFDztKWhEBqlAqf7JkQhcbtZDqBtInpXe8etaBsNJT9pamWgJk6MGoFA2ttCKkoJBEncxcHpEFW+eMdgzhNtwIihzDYybceFgSmkqRW43p+LrlYqAoarGN8F/ZzXLyhEuobqaE+TuI4xC7pFIHE7myPtu/g/g8nixOkw8qNQELjZT+LE+C72tozBRwLX1BcgK00NgCJxBRkaDEzY0ToSf9opW+E183yKl8SxkZ/QSFz8+44mP2tr8pCfoQUQJHEGsxPnBqbiHoNt3wUjcaNxkzi7y4uDHZQxt41lDDHWLE1+llfmoDQ7HQBQX5SBWhFJXKT1JAaJc3l8gchFyBiLxLM9jnWNB8hPTQFFfirzdFhUSpE4MVox7I4wTwfaDHB64iNxTPIjle3R1DsBk9WF6nwdGoozAQBFWWlYFSBx8dfE7WSk3NM2Gu0oO3LFGDeJI0mS1fYQM7J7cXAaI9MOlGSlYXlFTtzvl2jIBEsASrLTsKIyB06PL27lo4tD00HyUx5smEaTuMNX4idxTALHDKmKReK4yE+eXoP18/IpEhdnJK5jzIJeP/lZ6yc/ALB1EU3ixuMmcfQ80GlvNMQs6g+PaABAZpoa19TngxShaDZAfrQqbKorCPz8Rn8k7nTvRNyNJNnIDyCuARPuWQXCSVx8Y4xOO3DeT37oQlwA2LygEOlqJS4MTsfdSJImmkzyA4gbsQzWsgQvNCoSJ0465YTVhVM9E1ApguQHEJfE7Ws1wEcCm+qC5AcQ14BhM1aVCgI308ZknOtpxuHG0U4/+VkU/C5WV1Mkrn/CFjeJYyM/QNCAEaMmjm3fEQQRICrx7juH2xswFpln4NLybJRlp2Fsxonzg1NxjXH4ip/8VGQHyA8QGtmNl8QFIviLQ+dpu0gRJpfHh32BdK7gehKTxB3vNsHs8KChOBPz/OQHCM6TGCSO7b5jjhGv7cEW+QGCJM7i9OBYZ3wCMEzys7AkM/BzMUkcPU87wmw0schJKPkJzlNxVhpWVVG2bLz99C4NTWN42oHiLG0I+aHP2MMiBCSYDmqFIrXSAwGZYAmGWAdEYMEsCl0wNIlzuOMjceE1P0zQl+ahDmNcjSRp8pOn12BtTW7I7wIHxOX4jCR6nunURhp5eg3WzcsTpQcJWyQRoMQDFATljYunB0m/yYbWkRk/+ckP+Z1Y5IR+/Y2NoeQnM02NTTSJizMSxxbRAKh0SrWSwOne+BpJ0uRHqwolP8wx4913dL3g5vmF0GlUgZ+LSeLYjFV6zDS1Im4SxyQ/Ny4MTZcQy9CjIz+b6guQnR4kPxqVeCSOaz1trM1HZpoK7WNm9Ixb2V4qCGaHG0c7TSAIBKJiNLaLRBxo8rOmJg8FDPKjZETixNrb4fO0piYP+XqKxLWNxk7iuMgPEJqaFg+JoxvRL6/IRllOkPxQJE6kM5CRcs8Ek8RdiIPEMduRhKcpBSPg8aVT0o3oFxRnoLYwWMgvZu0gV6pVfVEGagv0mLS5cbo39rRTivzMJqLUmDSJM8RF4s70TWLc4kJVXij5YY4Rv43G7qCuytehUQQSx7TRwvedWCSOSX5WhEV+xFpPOxlO9nBbdiVN4uKMxIWXcKQaZIIlEPSi3NdmiLmRZEjkh0VuUgwP7hWDBT3jVuTq1LPIT2l2Opb7SVw83otgIX8RVMrQJUQfGAc7DHGROKbyXjjEOCBo8pOhVWFTfSj5yfcr5cVL4ujn27KwCFqVMuR3dCTuaGd8JI7LWAXEyd8fm3HgXD9Ffq5vCCU/WWlqbKoriFu+liY/1y8IJT+AeCSOi/wA4pCTSasLp3r95Kch1IBJ1yhxwwK/sEkcY9DkZ2Ndfgj5Aai5S1MrcGFgCiPTsZO4SPnuYuw7i9OD966Ms5IfjUqBm0RQ8TzQboTL68Pa6lDyA1BRs0ytCm2jZvTGQeIi9WURY56o/jXUGR1+VzBJXDzGJE1+llVko5xBfoAgiesz2dA+FjuJ28lhSAKhLVBiJXGh5Cd0DCaJi2dvc5EfAFhWkY3S7DSMzjhwMY6m6LsiGJI7GHZBrCSO2Yg+fD0RBCGKmuDZfor8VOalo7E0lPwsKM7AvAI9JqyuuEgc0y4IFzyg19Oe1thbMURyUFM/i995QjeiL8rUYmVlTsjvqvP1WFiSCbPTg2NdsZO4oCO/ZFbkh/5c+1tjt2WZY0Q6A+PZd50GM7qNVuTo1Fg3L4//BUkImWAJxLwCPRqKM2F2eHA8xh4knQYLuv3kZ13N7AVDb969rWMxL3xm5Cec/ADi1JxEMlbLctKxvCKbisRdiY3EDUzY0MJBfoDg5o2nB0kk8sMcIx4DZmcEkliQocWamvhIXAj5CYv8AEESd6zTFDOJo9fJZhbyA4gT2Y10UDNJXKwqnpNWF076Iz83LZxNHGgSd6pnIuZGknv9l/rGunxk69Szfk+n9MXjPInkdEjXKANrINaaOIvTgyMc5AcIkrjzA7E3kjzQZoDL68OaakrUIhyirKcITiyNSoEb4xQ2YUZ+2IioGCTuyJVx2N1eLC2fTX4AiGIQc0XwAXFInNvrC+xZtjW71q/412uyoWMstrRTmvzML8pAXeFsCecA2Y2DxO1kSYenEZImGOM8UYq87Kl1gDgkjm5EX5GbjkWlWbN+L4aKZ8AuYFF7Y6adxrpmSZJkfBez992C4gzU5Ov8JC62dMpI5AdgkLiW2EkcszaKLe0tKDIjjY1WU8AkcbHVxHUazOiKQH7EIHF8tmwqIDWfeo4Qr/eCb8HUFmZgQXEGzHE0koxkhAGhJC4W+Vqa/Og1ypCan5Ax4qw54SM/ZTnpWFZBNZKMNZ2SL/QcL4kzzDhwtn8SGg7ywxw71vVEH8DXzS+EXjub/NAkLp4eJMxccTZsbaSUj452mmCOgcRNWl040e0nP41FrH8TrzeMj/xkp6uxkY7ExZhOyddp/saFxVApCJzsMcVE4ixOD450cpMf5tixrqeD7RT5WV2Vi6LMtFm/T9cElQt3x9hIkm+eNi8ohFYVO4mjyI9f8IBjnuKN7L53ZRw2lxdLyrNQkaub9XsxSBzfOb6pLh8ZfhLXZ4qexEWK/NCIN6PiZDfViL6eg/woFQRujrOfHt96WluTi1ydOmYSxyQ/XGMwiUMs5OTcAKVYW5GbjsVls8mPGGmCkcgPACwrp0jcyLQDFwejJ3F8kR96bIC6t2KZJ5r8FGZqsbIyd9bvxYjE8ZGfhuJMVOfrYLK60BQjiQtGK0tZfx8QgImxKXqnwYIuoxXZ6dyRn3j3Nv26mxZS7UjCEQhIxEHiIjmAUgUywYoC25fEt/B3tUQ+gID4Lv+BCRuahynyc009O/mhSdxMjCSOSX7S1LPJDxCqfBQLiRMiyxmP0c0kPzc0sJOfeEncbn/zzs3zC1jJDxC8mGMlcQHyE6G7OfOwjhZTNheOd1PNO7nIT2GmFmur/SQuhnzrfW0GeH2kv7GwhvVv6B4k78XYSJKr8JqJeJwnVqcHh/2RHy6jniJx+TGnUx5spzyBXOQHoC47isTF1kgykteTRjwRJirtbbaKGRM6jSoYiYuBxB3tHIfV5cXisixU5s0mPwBwfQNF4s71T2FsJnoSJ6QuIB6D2BOh5oeGVqXEjXGkU57qochPXSHVi5ENm+opEtc6MoN+U/StGCKlvdEIRnaj/wzMdiRca1alVMRVE0eTn/IcdvIDAOtq8pCrU6Nn3IorMfTTY0bIuPr8BEhcDJE4kiSDtgfHPMXbiqF5eAaDk1Qj+lVVs8kPACyvyEFxlhbD0w5ciiESx1W/zgTzvouFxPGRRIIg4rLR6Eb02elqrK9lJz+U/DxF4s70RZ9OGd6LkQ3BSNxobLYsjwMIYEbZo7/vBidtuDQ0DZ1Gievms9uyqQCZYEWBRaVZqMhNx7jFiXP90S38gQkbLg/NQKdR4toIC2ZbHN4LetHfEIH8APGlv/EdQABQV5iB+UWxkTij2YmmPpr8sBv1zPH3tRqiJnFCyA9zjFgOCCHzVJGrw9LybNhcXhyJspEkk/xs5SA/1PjUpXmgPfoeJPtaafKTx0l+gPgk4XdGSOeiUZipxZrq3JgicRT5MYIggO0c5AcIkrgjMZC4g+1GuDw+rKrKRVEWO/kBQmtOooUQb162jiJxVA+S6NasEPIDxEfijnVR5GdRKTf5YY4fz3qKZNTrNKqAmEq0aTgeAZEfgEqn1KoUOBsDiTvVM4Epmxu1hXrUF2Vy/l0855MQMq1VKQNKktF+F1Q7Ev4zcFNdATK0KrSMzGBgIjoSd25gCgYe8sMcP7b7LkjguMiPitmKIcoxqMgPv6OMJnHd49aom6JTcxuZ/ADBMzgW4kDvo0hqbwpFfOmUQoz6FX4SNzRlx+Wh6Prp0eQny9+Ingvb4iBxAUXexiJO8hNv2qkQB/XCkkxU5ekwbnHhbJS27JC/ET0f+aHHj4XE0Y4TuhdjqkJygkUQxA6CINoJgugkCOIRqceTEkzvRbQXTiDy0xCZ/NA9SGIhcUIuNObvd7dEVzQbID9K7shP+BjRztMeP/m5rp66eLlQX5SB+qIMTNvdONkdXaieS8EnHLFG4qZtbhzvoslP5OZ4sUZOhJKfilyqkaTN5cV7UZI4oQo+gXTKKBtJWp0eHPHX6XFFfsLHiHaeDnVQ5GdlZU5E8hNoJOmNvpGk0EaIARLXGR2Jc3qEkR/m76OdJ6HkJx4SJ8SoByjjQ6UgcKI7OhIXQn54xoiVnISSH/bIDwDotSpcF0injHKeBO67GxoKoVEpcKZvEoYoSByV9ibsroj1vjs/GCQ/S8q5yU+aOnYSx5Sh5iI/ANULTa9RRk3iQmt+hK2naMlJ64gZ/RM2FGRoIpIfJomL1uim13h4O5JwBEic0YpOQ3TCJpHElpiI9XzqNlrQMcZPfqhIHP1djEQ1hpDIDwDqLsmMjcSxtbdhQ6w1cTT5SVcrZynyMhFPU/TwRvRcoO6S9JhInND1lOyQlGARBKEE8CSAWwAsAvBxgiAWSTmm1GB6eaJZ+FwKPuFgLvxoDiEm+dnCQ35oEmc0O3FuQPjCp8nPtfMLkJk2u5aFiR2MdMpoSFywzw//xoqFnERDfpgkLpoeJPvbx+DxkVg/Lw+5em7yA8TegySaAyiWlAabyxNIjaT7WnChMk+HxWVUI8mjncJJ3KEOI5weH1ZV5aA4AvkBQuVroyFxQo165t9Ec+E4PV7sF0h+AiTOEx2JO9ZpgsXpQWNpFqryuckPQBFVggAOXxmPqpEk3VZByHraFgM5ociPsHnK0WmwoZYicfuiiFie6p3ApM2N2gI95kcgPwClgKpUEDjebcKUTTiJ2yXQqAdii1gy09745kmvVWGz34McDYk7PziFsRknyrLTsJTRi5ENARLXPwmDWTiJ28WoZeGbJ2ZfL6EgSZJxBkY+x9PUStwQA4lrGw2Sn9XV3OQHoO5EnUaJ5uHoSBz9PDcvKolIfgDGeooydXaXwDMwJBIXxd6myQ+zET0X1s3LQ45Oja4oSRz9PHzkB2D2P4vOsRFJHIcJhSI2wY7hKTsu0ORnfmQbjUnimoeFkzih5AcItZ+isWWFOh0IgoipifW4xYmmsEb0qQqpI1jrAHSSJNlNkqQLwEsAbpd4TEmxqioXBRlaDEzYBTeSNJqdON03IYj8AKHeVaELf28rRX6uqc/nJT+xei+EeuqBIIkzmJ04NzAl6P2n7W4c7/I37+QhP0CwSDSaRpI0+VnnV7DiQyyXv9ADCADqizKjbiTJJD/beMgP8zmiIXGH2inys7IqByXZkckPwCBxMa0n/s8QC4mLJvLD/JtoSNyxLor8UHnzet6/jyX1Q0jaG42irDSsCpA4YTVxzGiUECK6PUDijIJJ3OneSUxYXZhXoMeC4sjkB2A4sqKYp92MWjs+oz5Hp8FGmsQJVKek0t4ii74wQZO4E1GQuAuDU8FG9BWRyQ8QW0SAGcHnmyeaxJEkAg1e+cAUPBAyTzc0FEVN4trHzOjzN6Jfw6LIG45YInFB8hM58gP4I3EN0ZO4aO5UOhJ3eUg4iesZt6J9zCyI/FDPEcs5TgsehPZiZINaqQgouUZDgCLJ/Ydj3bw8ZKer0WmwCE6npMlPmlrBS36AoO0RjdOSJj/hjejZECuJE5JGSWNlJaXkOjgpnMSZLE6cjoL8MIMFgm1ZfzuSa+pDG9GnIqQmWOUABhj/P+j/WQAEQTxMEEQTQRBNRmN8TckSgRD5WoELPxryAwCrq3NRkEE1khRK4qIx6pl/J5TEzTjcOBYF+WHmEQutc6Cbd66bJ4z8LCkPkrjzAhtJRpJ5ZUO0JM7u8gZ6jG0TPEZ0EabD/sjPikph5Ke+KCNqEhcN+QGCBrFQEufy+LBfYEQjMEaURtKxLhPMUZCfyjwdFpVSJE6o8pHQlA8aTHVKIY0kvT4SewJpb8LWU7SR3dO9EzBZXajJ1wkiP0VZaVhZmQOXR3g/vaBRzx/RAIIpo0cEkrhQFbPo5knovrs4NB0V+aEicXnwREHiuJqccoFuxH68y4RpG7+KZ0gvRoFrdluURnf7mDnQiF4I+cnQqnBdfXQkjn4WIeQHoESZNEoFmvqEk7igolx0Z6DQfddnsqJt1OxvRM9fyE81RY+OxAUa0QsgP0AwEndpaBqDk8JIXLR3RbTO3ZFpOy4MTCFNza3Iy4Q6JBInbIxoyA8ArK+NnsQF9rbgczy6eaIb0auVRMT6dRqxCJvsbfU3oq8TRn7ogEQ0JC7a9ZTMmHORC5IknyJJcg1JkmsKC/k3TzIg2j4F0S4YJokTsvBDyA9PLQsNJolrG+UncTT5WVuTh/yw5p1cYBowQkhcNF5PIKy3hoBDiEl+hKQgAtGTuEMdRjjcPiyvzEFp9uz+NWxgKh8JIXHRpL0B0cv8ujy+QGqW0DU7vygDtQV6TNrcOCVAvvZY13iA/NQU8JMfgJlOaRBE4nbHcFAH++bwG3peHxkwCIV+F1X5OjSWZsHi9OBYJ78AzOleqjdXTb4ODcXcggdMMCNxQkhc4HyKUMgfjmiMJJIkA9+F0L1dnJWGVVU5cAokcRcHpzEy7UBJVhqWV+QIGoNOfT3cYYTNxU/ihKi9hSOafSdE6jocuXoN1s/zk7g2/jXbMWYJkB+hzTtDSJydn8TRe2ebQPIDRF8Tt0tgyj2NDK0K1/ojcXtb+Mkuk/xcI4D8AMCWhsIAiTOa+ZuiB8hPozDyA4QqGQtBtHcqMxInZIzRaQfOD7A3oufCdQwSNzTF3xSdfg6h5AcI2h7CbbToznG1UhFQ1hWytyesLpzsMVGN6Fl6MbJhQ20+stJUuGKwoNvIT+LoyM+muoJZjei5EG05SrTzxIzECfkuzA43jnaaIrYjSSVITbCGAFQy/r/C/7OUxsbafGSmCWskOeNw42hndOQHiO5iZpKfAoHkJ9pGktEa9QCwpiYP+XoN+kw2tI9FJnHM5p1CPYZAdMWgAfJTkS2Y/BBEdGR3d5RedCC6RpKxkB+AmSLDT+KOd5tgdnjQUJyJeQLJD0V2hV/+sfS4mF+UgXkFen8jyci1g14BEs5soL2Le1r5VTyb/JGf6nwdFpYIIz9AdOmU0dT80KjOZzaSjEziKPIT/XcRDYm7NDSN4WkHirO0gskPcwwh+45Zj8OlYhaOkuw0rKRJHE86JZP8CI1MA8EU3kMCSNwVgwU9/kb0a2si1/wwEdU80ZGfRuHkJ0+vwboaisTtF0DiYilQDzZFH+clcf0mG1rpRvR1/GlvNKKJ7MZCfjLT1LimPp8icQIEYKLNOgGCJO503wQviQtpRC+Q/ADRqcLSYinXczSiZwMViROu4hlLRGPzgkKkq5W4MDiNYR4SFwv5YT6PkM8QiPzUCyc/6ihr4mLZdzSJ6xjjJ3Fmhxvv+duRCMliohGNAMyBdiNcXh/WVgu3ZZMZUhOs0wDmEwQxjyAIDYB7ALwh8ZiSQ6NS4CaBRbM0+VkTBfkBKC9EplYYiYs1pLpN4MUcK/mJhsQd7jDC7vZieUU2ynKEkR8AVERNr0GvABK3m+GpjwbMYvVIJI7ZvFOoxxCITpY1FvIDREfidsU7Tzxkl4r8RL9mo4nEnembhMnqQlVedOSnoTgTNfk6P4mLHImLNp2LhlASF0J+Yvwu+C7/y0NU887iLC1WREF+oiFxTENSKPmh/x4A9rdSPcAiIdYzUOh6YpKfdQLS3miUZKdhRSVF4vj66THT3tga0XOBNogPdRhhd0Umu8G9HZ13OHgGRjb0BiYY5KdeOPmhI2oeH8nbioGZ9sbWiJ4LWxv9JK5rHDM8TdFjbXIq9BynejH6yY+AtDca0ZA4eu9vjoL8AP50QqWCSh22RCZxsZBE5t/zzdOk1YWTPf5G9FGQn2hIHE1+NtblCyY/ALB5vnAStyvK0gQaQqXzLU5PgPxEE/mhInHCSNxBBvkpzBRuy9IBiY4x6gyNBKFCI6kCSQkWSZIeAF8EsAtAK4CXSZJslnLMREEoK482RE9Do1LgRgEhaKp/TXRpbzQ21eUHSFyfiXvh0+RnWUU2yqMgP8xn4tu80agHMsFUA4x0+bsF9q9hw1q/IEavyYaOMW4vz4luE2YcHipdrpC/loWJbQIVfaKtM6EhlMR5Q1TMohtjWXk2SrLSMDLtwMVBbhJ3tn8S4xaK/DSWCic/zGfaLXCeIvWvYYNQEhdLOhcNoSSOJj9FmdGRH+Yz8fXTo6WMty2KjvyEjiHsDIx2nmoKmCSOuyau02BGt9GKHJ1acNobjUA/vbbIJI6++Lc2Rkd+AOHplLHOU2l2OpZX5sDhjpxOOTBhQ0sg8hNd885AU/QOQ0QSx2xEHw35AYRHdmOVcM7P0GJtTR7c3sgkzjDjwJm+yajJD8CIxPGQuF3+1OLr5hdG7MXIBqFOgWgEWZjITFNjUz1/U/QQ8hOhFyMbtiwsglpJ8JK4vX4n1Ma6fGTrohM82CGQnAhVWQxHukYZbIoeYQyL04MjndGTH4AicWlqBS4MTGFkmpvEHWw3wOX1YU11blTkBxC+noJCI9F9BqEBCYfbiwN+dV2+ti2pAslrsEiSfIckyQUkSdaRJPmY1OMlCtc3UI0kz0VoJBka+Yl+wQhZ+EeujMPu9mJpefTkR2gjyVi9eQBF4jK0KrSOzKDfxF406/b6AkXgsYwh5CBlkp+6KMmPUkHgZgE9SGJJo6RB9yDpGbfiCkfRbAj5iWGMbQLIybn+SYxbnKjMS8eiUu7+NWygGknyCwcwhUaiIT8AsLwiByVZaRieduASRyQutH9NDPuOUefANU/Nw0Hys7IyJ6r3F0riaPITbeQHgF/YQweT1YUzfdzplNHm1DPBbMXAReI6DWZ0xUh+AGFR9p1xkJ95BXo0FGfC7PDgeISm6DubY9/bQkjcwIQNzcMz0GuUuKY+OvIDCFPJCzSij6F5J5PEHb7CTeLi2Xf0dx0pEkdFfuhG9NHXbAshu7vjID8FGVqsEUDidsexnmgSd7STm8QxG9FHS34AYWSXJj8bavMj9mJkQ1aaGpvqCnhJXDyCBzSJO9VD1bGyIR7yAwizPQ62U/t+dVUuijLTonr/dI0SNyzgr4mLNZIIUOmdaWoFzg9MYXQ6gi0bQ2kCDSH77r0r47C5vFhSHrkXYyphzkUuUhU6jSrQyI3Le3GEsWAqcqNfMNcvoEjc2QgkLh6jnvk6rghTPJEfgCJxN/KQuJPdE5i2u2MiPwCwqZ6fxMVzAAHBlBquz0A174x9nkJ6kHAcQjT5qciNnvwAjEaS41ZO5aPAPC2KLvJDIygSwU7iQiScY1izzKJZrsOaJj+FmVqsrBRey0JjRQV/I8mgwpjwmh8mhJC4eBwbQiKWtAJWdnps5GdhSSaq8iKTuKCEM3//GjbQht6eFm4SF6unngaf+lu85IdJ4k5wkLgA+VkYuRE9F2hCs691jJPExX0G8ggKGcwOnAmQn+iN+rKcdCyvyIbd7eUkcbv9vRg3zy+ImvwAQRJ3sN3I2Yoh1iwBGnxkN7QXY/TzJITE0Y3oN8ZAfgAmiTPBzEHiohUaCQef7WF1enDYn/YWS0QjhMRxqFMeajfGTH4AisSpFJFJXDznOBC0PbjOcSqLKXbyExKJ4+ixdrSTakS/uCw28rPZb8tGInGBfSeg9UyqQCZYcYApHMCGWNMDaei1Klw3n174s8fweH0B5ahYL4PrF/gbSfZNwsBC4k71UOSnrlCPep7mnVzgS6eMV5aTLxLni0HtLRyb6gqQoVWhZYS9B8m5AUo5qjwnHYvLoic/zGfjmidmP6RYyA+TxLEd1iRJBppYxjpPdCNJLhLXPDyDwcnYyQ/Ab8AExAgWxUZ+qEgc/V2MRBwj1jXLR+KY5Gd9bfTkh3q2yGmn9Ge4qbEoJvIjpJ9ePGQaABpLM1GZl45xiwtn+2eTuMFJGy4NTUOnUeLa+dGTH4CZdspO4uIlP8wx+M7AWO+K2sIMLCjOwAwHiTOanRT5USpibt5JP9ve1jG4WVQ86Ub019VTZ2Us4ItYxrvvynPSsYwmcSzplNE0oucC7QA60MZO4va1Ub0YN9TmxUR+AP4zUGgTZi4UZGixpjoPLq8PB1gEYCjyQ/dijG2MrY1UP733royzkriDfvKzqioXRTyN6LnAlykQa7opjex0NTbVc5O4aHsxsuHGhcUUietlJ3HHuuIjP8xn4z3HY/wMOo0qIonzMOvX3yf1V4BMsOLCTf5GksdZGkl64oz80GAKLITjVM8Epmw0+YmuloUG1UiSm8TFGyEDqJQUjUqBs/2zSRzVvDO+Q456LXeE6dzAFAxxkh9m0SzbGLEKHjBBN5JsHp5N4pjkJ54C0MCFw3LIUeTRjoIMLVZVxUZ+VDw9SOho780xkh8gSOK6jFZ0GmYLm4iznridJ11GC64YLMhKU2GDgOadbOBrJBkv+QGCjSSHpth7kMR7aQKRSdzQlB0XBynyc12M5IcgiIjpSnTazJaG2MnPotIsP4lz4hwLiYtFZTEc2yOkUxrNTjT1UeQnlrS3wBgRjEma/Fw7P3byU1uYgflF3CQu3ogGELxn9rUaZpE4McgPEHlv0+Rn/bw85AroxciGilwdlpZTJO7Ildm1g/FGEgFGTRxLJI7ZiP7mOKIBkSK7hzpo8pOD4hjJT2GmFmuqc+HysjdFjzeSCFD3DEFQ2USWsH56YpAf5vOxzdOxTqoRfWNpFqryYyM/2elqbKzLD2kIzwRdex7PZ7jJT+JO9kxg0jrblqUd1KLYHizzdKp3ApM2N2oLYnfkJyNkghUHcnQabKylFn54I0ma/NTGEfkBgK1+EneChcTF632hwXVAUGlv8Y9BkTiqB0k4iTs/GCQ/S8pjIz8AcEMDJad7pn92I8lYpK7ZwOWtZ9b8xENE09RK3MARiROD/ADBRpKXh2aTONrgiDXtjUakxsk7RTDqVRHka7uNFnSMxUd+gMiNJOnvZmtjbGlvNOgm1mzzJAZJjNRIkiY/6WplINU5FkQicTSZjqXmh4lIrRhiLbxmgiCIQFpK+N42mp043TdBRX7iID+LSrNQkctO4pjkR0gjei4EREdaZrdiEGPfMccIX0/TdjeOdQpvRM+FusIM1BdlYNruxsnuUAGY/e3xkx8g+BnYInHxRlyDY7BnCthczMhP7GPQJM7mmk3iDrVTjehXVglrRM8F+uw42GaYReLEIInM14efgU6PF/tFID+hJC7URhOD/ACRSZwYTiyAWxXW4/UFGtHHs2azddwk7nTvZID8zI/Dlr2pkUqnPNE9m8Qx1QPjsdGSDTLBihNcqR9iGfU5Og021PobSTJInC/GPj9sCGkkaQuG6s8PTmFsxomy7DQsLc+Oawyu1I9djFqWeOYpQ6vCdfUUidvDIHGham/xKdNwkbi2UTP6J2zI12uwujp28kM9Y9DTzQRNJG6OonknG0IaSYaR3V0iXZpMEjc4GSRxNPnJjJP8MJ8x3IAJ1Pw0FgvuX8OGSI0kxZKS5SJxIeRnfnzN17mcAmKRn0gkTiwjbFUVReIGJ0NJ3LjFiaZeivzcGGPaG42At74llMTtbaXIzzX1+XGRn0jCJmKdT4vLqKboRrMT5waCJG7a7sZxfyP6WAQPmGAKmzBJ3IE2Azw+EuvmUYqr8YDL4SfWeqovykBdoR7TdjdO9QRJHLMRfTzkB2BE4tpCSdxhfy/GFZXxkR+Ae57EcM4AQGWeDkvKs2B1eXG0M0jixIr8MF8fTuKOdVHkhxLrEd6OJNIYs+8KcfZdUWYaVlfNJnHMRvTRtkUIB03iDoeRuKa+SUxYXZgXJ/kBmDZauO0xGvh9/LasPyDRFmrLxlunlqyQCVacoBflYUYjSeaCiddzAbB7DS8MTmF0xiEK+cnVa7De34NkH6ORpFgbC2AncSGCB2LME4sxSUnQU+RnTRT9a9jAReKYggfxkB+Au5FkrFKybNjOknbaM25F+5gZmWkqbIyT/DBJHPOwpv97a5zkBwCu85O4S0PTGGL0IBErqguw1zkMT9lxYXAaaWpF3OSHi8TR5Of6BYVI18ROfoBgI8krBgu6GI0kxTLCgND+ZzRMFidO905ArSRirvmhoWD002N6cPe20M074yM/AEXiCjK0GJiwo2UkSOLEMuqB0BpLmsTNONw41hV/5AfgFjahezGum5eH/Dibd9IkzmB24tzAVODnzPrQeEFHdnc1jwZIXAj5idMgBtgdD4dEJD/1RZmoLdRjyhZK4uJR7QwH/R57W8fg8ZO4WBvRc4EtsnusywSzn/zURNGLkQ2VeTosLptN4kS97/zzcIBB4rwi1GUzwbae6Eb0Nfk6NBTHVsJBoygzDauqcuEKa4q+UyQHNQBsD5A4I6x+Eiemg5r5Hsx5ujg0jdEZB0qy0rAsTls22SATrDhRnJWGlVVUI0l64dMLpjQ7Dcsq4l8wtDftEIPEBdO5xAmphpM4kiRFPeTy9Bqsq6FI3P526tnbx8zoFYn8AMFGkse7TJi2UySO/jzxRn5osOXvM4lovGBrJCkm+QHYSVyg5mdhUdzkBwBrfZGYB3VITZx/nY5M23FhYApp6uj717Bh8wKqkeTFwSCJC0R+FhTFTX4A9l5SYqUpARSJC6+JM1mcONUjDvkBgiSuY8yCbj+Jo5t3bqorQFac5AdgTzsV0znDbIpO7+0Q8iNCXxaKxGkwMGFH6whVO0iTn7U18ZMfIFSZjSZxYpJptkhcKPmJf4wl5UESd35wCkCQ/CyvzEFpdnTtSNgQTKcMkjgx5wmY7aBxecSpy6bBRuJibUTPhe0sJG63yPMUvp5CIj8ijFGZp8OiUorE0f30aPJTLQL5ARiRuHYjnB6KxDGdfWLYaOFnINWIXrwzsCgrDSsrcygS59/PFwenMTJNkZ/lUfZiZAN9PhxhkDimXRBPaUIyQiZYIiD8IGV6PcXYWCXZaVhRSZG4wx3GuJqccoE2iOkeJB1jFvSabMjTa7BWBPIDzPby0MWZYpGfPL0G6+flw+MLytfuFCmdiwYtX3u8axzTdjf6TFa0jZqRqVVhU1385AdgmSf/d32jSOSHjcSJadQDwR4kTb0TGLc4MTrtwHk/+Ymn5oeJ8IuZTqsUI/IDhJI4+iILFvKL0whx83yKxF0YnMbwlD1AflQKccgPMDv1Y1+rAT4S2FhXgOz0+MmPmqUmTkxPPUCRuEwGiTM73DjaaRKN/ACzBYVo8rOmJg8FIpAfisSFGkli1G4ysbo6F/l6DfonbGgdMYf0YhTPIA4VNjl8hWpEv7wiG2VR9mJkA0EwBGAu03tbPOcMACwtz0ZZdhrGZigS5/L4sC9AfsQZg5nu7fOROCEy+QEi2B4iraf5RRmoLdBj0ubG6d5J0ckPEFz7e1ooEnembzJAfhaWxE9+mGPQNgezJlEMG40mcRanB8c6TX7yE78wBBPMSJzT48WloWkMTztQnKUVhfwA3LZHvHXZNEICErQtK2KWQLJBJlgiILyRJHNRigXmwr9isKBn3OonP/HV/NBgNpI81GEMbLCbG8UhP8BsEidmOhcNZgiaJj8ZIpKfPL0G6+YFe5DQ3/WWhUXQquI36oFgJO5YF9VIUkxPPQ0mORmdduBc/xS0KvHIT1aaGtcw5GtpsZTN8wuh08SmYhYOmsSd7p2AyeIU3enAfK9dzaOYsLpwsscElYLAjQvF2dshPUiaRwPkZ1O9OOQHCDaSvDAwhZFpu2iCB0xsY3hXzQ433vP3r4k37Y2GRhVK4g60G+Hy+kQjPwCw0U/i2sfM6Bm3SrTvgqmOoY3oxRlDGaZOebiDIj/LRCI/ALCmJg/5eg36TDa0jZpFjeDTYO47Zi9Gsb4LisQFx6Ab0S8ozkBtDL0Y2bCsIhul2WkYnXHgwuBU3NLpbGBmVISovYk0Rvg8nembxLjFhao8HRpLxSE/84syMI9B4sR2UNPvBQB7/JG43YwMILHATM+9PBRsRL9CJPJTla9DI4PEMe87sSI/TBLn8vgkuSuYToFOgwXd47E3ok92yARLBNQwGkk+d7wXPeNW5OrUWCdS5AcIJXFvXhgGQCkMquJQMQsHc+EHNq9InnoglMS9cLIPrSMzFPmpF4f8AMED81CHEa+fp+bpRhHJDxA+T+L3bsjP0GKtv5Hk308NBMjP9XGomIUj2EhyHK+cHQRAGeJikR8g1EgSO0IGhDaS/MeZQZz0R35uEon8AEESd6pnAv9oGvBHfvJFIz9AaG2OmGmUNJgk7tWzQwHyc7NIkR8glMS9dGqAIj/VlDiFWGBGTqQg0xqVAjf5o4ZvnB9mkB/x5mlTXQEytSq0jZrx/Im+APkpF4n8AKGCQlI4sZjplG9fHAmIL4m5t9f6SVyvyYZnj/VixuGhoikikR+AcT5dHpXEkGSmU757eVT0iAYQSuKeOdaLcYsTlXmxNaLnArPGMkh+4q/5oRGedirF3l5QTJG4CasLzxzrDZCflZU5oo1B20p7WsfwzmWqf6KY5Id6P+YZKL4wRHW+HgtLMmF2UrZst1F88kM/7/5WA968SM3T1sZiUW3ZZIFkn4ggiO8SBDFEEMR5/z8fkGqsZAB9aD6xuwOA+AtmHoPE/elIDwDxG7Ixoz8tNPmpi61/Dd8Y9DyJGfkBgLKcdCz3N5L83cEu/5jizhNtwOxvM+Bs/yQ0KnFqfpign/nne6h52iwy+SnI0GKNn8T9Zn9nyJhigVY+eq9zHCe6xSc/QHAP/GrvFXh9JEV+dOKRH6oHCUXifrn3SsiYYmHLQkq+9lTPBI5IQH6A4DP/Zn+nJOSHSeLoNSv2etrsJ3HnB6ZET+eiQT/z7w91webyYml5NipyY5dwDodGpcCNfmET+gwUe5421eUHSNy7l6RJv6Hvuz+/14Npu9uvzCce+WH2uqLnSex9t7YmF3l+Evfa2SEA4kY0gOC8//V4H8YtTlTkikt+mOQksJ4WiSt1vaw8GyVZaRiZduDFU/0ApLM9/n56QBLyw0w7pedJrLQ3Gg3FmajJ11Ek7mgvAPH3HT3vr58fRqfBIknkJ3w9iW3L1hQESdwfD3cDENexkUyQmjL+giTJFf5/3pF4rDkFfUDY/So1UuSTMsfQa5Sik5/awgwsKM4IfIZ4JZzZQG8kegwpNtY2xhgaVXzNO9lQlpOOZRXZcHp8IElg8/wC6GNs3smFbQlYT8zvQqkg4pZwDkdBhhZrqykSJwX5AajDnyCC8yS2gQSE7jspyE92uhqb/OmULq8Pq6tyUZSZJuoYNzZQjSSlPZ9C97bYY+g0waboDrcPS8qzRCU/AHB9QyG0KgXjM4j7XQOzz0Cxx9CqlIH6Pbvb629EL27zzk11+cjQqiQ9x2ljUqr1RPXTC85TPI3oubC2Jhe5OnXIZxC7z0/4XSE2+VEoiJAzsDBTi5WV4pQm0FhekYOSrLTAZ4inET0XZtsepaK+P5Ps2t1eZKersb5WXPLTUJyJ6nxd4DPctDC+XoxskHrfAaE2mk6jxLUxNqJPdrz/YnJzhEWlWajMo9I8pFowzNSCLQuLRCc/QOhmEvugBigSR/drkIL8AKHPLQX5AULnSYoDiG4kCdDeXHHJDxCa+rSxNh85uvj617CBuWalID+FmRSJAwCCoKRmxQYdiQMgCfkBQo1sKfYd3UgyOJ74Y9y0kCJxACXnXZknLvkBQudGCqNep1GF1CFK8V3QJA6An/yIU8vCRMg8SfAZtCplSO8xKdbTpnqKxAGQhPwAs+dJbPKjUipCHDJSfBfravKQ63dcxduIngvM73ebBORHwagdBKSZp+UVOSjOoqL2UpAfIPS+u6mxSHTyQxBEyLknxTwtLMlElf/s1mmUuE4CW5b5GbY0SGPLJgOkJlhfJAjiIkEQfyEIQvxdn0QgCCLQM0KqBcMkcVIprtDvS5Ef8Y165hjX1UtDfuoKMwIeWymMeiD4GZipLOKPQb3vhto8SchPRS7VSJI5lthgvu82CcgPECSKKytzUJQlPvmhG0kC0u07JomTem9T54j45IdJ4qT6DEwSJ/U81UpEfnQaFa7zR+Kk+gzXLwiSOKnnqTwnPXCOiAmtKqjiKUXkB6Bq4mgSJ/U8FWRoJCE/KoaKpxSRHwBYNy8POX4SJ/U8ZYnQiJ4NVFN0aoybFopPfgBgBYPESTVPtE2TrpaG/FCROGo9SZHFBACNpUESJ2aNa7IhLuuWIIi9ANhW0TcB/A7ADwCQ/n8/AeBTLO/xMICHAaCqqiqex5lz/PsNdXB7ffj0tbWSvD9BEPjJnctwrMuEWyTwXACU5/lbtzaiKCstcPGIjc9eVwuL04P7NlRL8v4A8OM7l2JfqwEfXlEuyfvXF2Xge7ctRoZWhVy9+OQHAB7cVIMJqxsfXVshyfsDwA9uX4J3L4/i7jWVkrx/Ra4Oj92xBCoFgWIJyA8AfGJ9FUanHbhdou8aAL5722K8dm4I926Q5owqykzDT+5aBqfHJwn5AYCPrK7AwIRN1CL7cHzr1kV46XQ/HrqmRpL3z9ap8bO7l2HK5sZ8EfrXsOG25WXoMlpwg8h1lUx84wMLUZGbjoc3S3NX6LUq/O/dyzE67Yi7ET0Xti8uxn/cWI8NtfmSkB8A+NqOhcjXa/D5LXWSvH+aWon/vXs5usctoinyhuOGhiJ8aet8LK/MEU2RNxxf3rYA6RolvrClXpL3VykVeOLu5WgensG19dKkc22szcdXti1AQ0mWJOQHAP7jpnoQBPC566VZTwoFgZ99ZDma+iYlc7yuqsrBI7csRHWeTrLIz7/fUA+Xx4dPXTtPkvcnCAKP37UURzvH8YGl4qZqJhMIuhmhpIMQRA2At0iSXBLp79asWUM2NTVJ/jwyZMiQIUOGDBkyZMiQEQ8IgjhDkuSa8J9LE6KgBiwlSXLE/793ALjM95ozZ86MEwTRJ9UzxYgCAONz/RAyEgb5+756IH/XVw/k7/rqgvx9Xz2Qv+urC8n4fbOmY0kWwSII4q8AVoBKEewF8DkG4UoZEATRxMZMZbw/IX/fVw/k7/rqgfxdX12Qv++rB/J3fXUhlb5vySJYJEneL9V7y5AhQ4YMGTJkyJAhQ0YyQpZplyFDhgwZMmTIkCFDhgyRIBMsfjw11w8gI6GQv++rB/J3ffVA/q6vLsjf99UD+bu+upAy33dCVARlyJAhQ4YMGTJkyJAh42qAHMGSIUOGDBkyZMiQIUOGDJEgEywZMmTIkCFDhgwZMmTIEAkywZIhQ4YMGTJkyJAhQ4YMkSATLBkyZMiQIUOGDBkyZMgQCTLBkiFDhgwZMmTIkCFDhgyRIBMsGTJkyJAhQ4YMGTJkyBAJMsGSIUOGDBkyZMiQIUOGDJEgEywZMmTIkCFDhgwZMmTIEAkywZIhaSDQygAAVBZJREFUQ4YMGTJkyJAhQ4YMkSATLBkyZMiQIUOGDBkyZMgQCaq5fgAmCgoKyJqamrl+DBkyZMiQIUOGDBkyZMiIiDNnzoyTJFkY/vOkIlg1NTVoamqa68dIGDxeH/7jxXOoK8zAV7Y3zPXj8OLxd9swMGnDr+9ZCaWCSNi4Ph+JL/39PIqztPjmrYsSNm6s+PmeDrSNzODJe1dBrUxckJgkSXzlHxeRoVXie7cvSdi4seLJA5040zeJ3923ClqVMqFjf/3VSwBI/PjOZQkdNxb86Ug3Dl8Zxx/uW410TWLn6btvNGPG7sYTH10Ogkjcno8Ffz3ei53No/jD/WuQoU3s1fbjd1oxPO3Arz62AooEno2x4O+n+/Hq2SE8df8aZOvUCR3757vb0TFmwW8+sRKqBJ6NseBf54bw/Ik+/OH+1cjP0CZ07N/sv4Jz/VP43X2roVEl9zy9c2kEfzrSjd/dtxrFWWkJHfuPh7txpHMcT92/GmnqxJ6N0WJf6xh+vb8TT35iJSpydQkd+9ljvdjdMoqn7l8DfYLPxmjx3pVx/HRXG359z0rUFOjn+nEEgSCIPrafJ/fOfZ+jdcSMdy+P4o9HuuH1kXP9OBHh9vrwpyPdePviCDrGzAkdu8towRsXhvHn93rg9HgTOna08PlI/PFwN3a3jOHy0HRCxx6ctOOVs4N49ngfLE5PQseOBX860o39bQac7ZtK6LhGsxMvnurHi6cGYLI4Ezp2LPjzez043GHEiR5TQsedcbjxzLFevHpuCENT9oSOHQv+crQXRztNONJhTOi4DrcXfzzSjTcvDKN73JrQsWPB00d7cbJnAvvbxxI6rsfrw+8Pd2Nn8yjaRhN7h8SCZ4/3oqlvErtbEjtPJEniD4e6sa/NgIuDUwkdOxb89XgfzvZP4e2LIwkf+w+Hu3C4w4im3smEjx0tnj/RhwsDU3jjwnDCx/7jkW4c7TTheFdi75BY8LdTfbg4OI1Xzw3N9aPEDZlgzSFaR2YAAE6PD0OTyW3A9Jls8PhJIP3ciUKLfzwfCfSO2xI6drQYnrbD7qZIYOtIYo2IFsb30mWwJHTsaGGyODFpcwNI/HpijteZ5PNkcXowMu0AkPh5amOs32SfJ6fHiz4TRW4SPU8dY2bQ/rFknyevjwyQwESfTz3jVrg8PgCU0yyZQZJk4LtM9HoanLTD7HeQJft6AoBO49zMk8HswLjFRT2DIfkJe3CeEvusMw43Bv32ZWeS7zsAc7bvpIDkBIsgiF6CIC4RBHGeIIirJ/9PAEIM4iRf+MznS7xBHDyQkn+egh7suSQO8jxxI3Sekjvi0B2y7xJ7MafSPPWZbAGS0zKn85Tc+25o0h4gOXPlKAOS3wFktDhhdlAkZ07nKcnX07TdDaOZygJoHZ1LuyC5zyeH2xsgOXPpKEv2fefx+gJOdJlgCccWkiRXkCS5JkHjpQRSyZPOfL65NPRSa57kyAwXQuYp4Rdzis6TvJ44MbfzlDoGTKcx+KxzOU/J7klnrqe2ETNIMnEp/Km075gEsGPMAo/Xl7CxU2meuo1W0Euo22iBw524UoeQeUryfTcwaYfLv4YGJ+2Ycbjn+Inig5wiOEcgSTKmA+JwhxE/fKsl4IWMFU6PF99/swXvXRkX9PddYQZMsl84x7rG8d03muM+yFweHx57uwUH2g2C/j7kYh41w5fA2rrWGFK6mnon8O3XL8Pmiq9my+P14Sc727C7eVTQ3zOfL/EXc/SG3oWBKXzrX5dgjvPA9/lIPLG7XXC9AnOe5vJiFkocmoen8Y3XLmHK5oprbJIk8cu9HXj9vLA8fOY8DU3ZMW1P3MXcEoMB0zFmxiOvXIy7BpAkSTx5oBP/aBoQ9PfMeRq3uGAwO+IaPxrEco73jFvxtX9ehGEm/ud86nAX/nayX9DfMte72ekJRB8SgVgM4oEJG776zwui1Eo+fbQHzx3vFfS3zO/R5fEltAYxlnkanXbgq/+8EEgnjgfPn+jDn450C/pb5vP5SCS0jj183wmx3cYtTnz1nxdEIa4vnx7A7w52Cfrb8PHaEuzMFxuJIFgkgN0EQZwhCOLh8F8SBPEwQRBNBEE0GY2JLU6eSwxPOzDjCBq1Qg+IH73Tij+914N3L8dXUPrG+WH85WgPHt/ZKujvmc9nsroCaQFSw2RxwsAYS+iG/8nOdjxzrBf/irNQclfzKP54pAePvS1snpgXsyWBF7PZ4Ub/RLA+Teh6+tmudjx3vA8vnxZmoHHhYLsRvzvYhe+/1SLo75nPl8iL2enxhnhdhRKHX+ztwPMn+vGCQAONC8e6TPi//Z34zhuXBV10zPWeyIvZ6yPRPhY9Ef2/fZ3428l+PH20N67xz/RN4pd7r+Bbr10W5KSYfTEnJjoT7ijrEmjA/PZAJ146PYCnBBpoXGgensHPdrXjW/+6LMhJET5PicxGYM5Tz7hV0PM+dbgLf28awG8FGmhc6DSY8aN32vDo65cFOSnC56klgdE+5ncyOGkX9Lx/fq8HLzcN4td7r8Q19sCEDd97swXffr1ZkJMi/PxMZFSUOZbR7BT0vM8c68XLTYP4+Z6OuMY2zDjw6OuX8cO3WwU5KWbvu7mZJ7PDI8h2e+FEP15uGsTPdrXFNfaUzYVvvHYJP9nZhoEJ/vr5uZwnKZAIgnUtSZKrANwC4AsEQWxm/pIkyadIklxDkuSawsJZMvLvW7QOUwtnflEGAGGeBafHG1iAOy8LixRwYZc/0tAxaoGb56IjSTJwkNLPm6gLh75s6v3jdo9beA0ur49Euz/tbKfAiAoX6NcLjR7Qxnui56ndr8pVW6gHQQD9Jpug75V+PrHmaXBSWPQgfD0l6iC9MmaBx0eiOl8HtZLA0JRdUPSuxb9f4913O5spx8i4RZiTInw9JWqeesatcLh9KM1Og16jxITVhQkrf1SKXk+74l1P/nkWGj2Yq3kamrLD7PAgT69Bnl4Dq8uLUQHRlsA8XR6NKxuAnienQCcFXauS6HmiHWV6jRKl2Wlwe0kMCPhe6X23qzm+edrVTCkBen2kICfFXM0T7SjTKBWozteBJKn0Mj7Q62lP61hc2QDMfSvESTFX953D7UWX0QoFQd15zGeJBPr59rca4soC2t0yFkj5E+KkmH0+Jd5RRttQQpxlLSOUAvKhDiPsrtizJva1GgLiaELWxlyd41JBcoJFkuSQ/98GAK8BWCf1mKkAeuFsXlCIzDQVpu1umHgMGNo4BKiIQazpQlanB4f9qYEur4/3AB+dccDq8iJPr8Gmunz/8yfmgKDnaf28PBRmauFw+3jTIGjjEACOdZpiTutyuL042EalBvrIIInhwqTVBZPVBb1GiS0Li0KeX2rQ46yszEVFbjo8PpI3DYI2DgHgVM+EIAOaDR6vD3tbg1LGfBezzeXB0JQdGqUC2xYXA0gkYafGWVKejZp86mLmW//MKOr5gSmMTseWruTzkdjdHJwnvs/s9vrQZ7KBIIAPLC31P39i992i0izU+S87PgOGGUVtGzXHnIZDkiR2tQQNPb558vnIwLN9cFmZ//kTNU/UOI2lmagvDDrLIoE2DgGg12RDx1jsaThMg5jvrGEq431oOT1PiXWULSzNChp6PPPENA5Hph24OBh724to5on5bImeJ/qOqS/KQENxJvUsPPuOGUWdsLrQ1Be7ZDnzfIptnhKz7zoNFnh9JGoK9FhSlh3yLJFAfyaz04NjXcLKI9gQ7XrqCpunRN13tC1UnpOOVVU5Ic8SCfT36HD7cCiOthepsu+kgqQEiyAIPUEQmfR/A9gG4LKUY6YK6ML+xiguHOZis7u9OBzjwj/Ybgzx3vAtYvq56gsz0FiaJeg1YoEep7E0K2jA8Fw4zGdzeX040B7bPB3rGoeV4b3hnSf/c9UVZWBRguepJQZDj3kZ+khgb4z9Xk71TGDKFiSxfJ+ZJjQ1BTosLc+e9SxSgh5nUVT7LvTZdrfEFp05NzAVku7K95n7TFZ4fCQqctOx0n85JpqIhuw7nnkKd0DEGsVqGZnBwETQicK3noam7HC4fSjM1GJ9bR71mgQJpwTmqSRIRPnmiTYOacQaFe0yWnCFMRbf2hi3uDBtdyMzTYXNCwpDnl9qBNdTpuB9x3SUAbFH2Yem7CHkjG/fmR1ujM44oFEpcPOiYkGvEQsh+07gPDEdZUDs+85oduJ03wTjWSJ/Zofbi/4JGxQEcMuSkpDnlxotLPPERxzGLc6QrIFY52na7g7pJ8X3mZmtEW5dRjvKElPHHsu+Cy83iHWebC5PCDkT4gCiv0N6ntrHzEnfIzYSpI5gFQN4jyCICwBOAXibJMmdEo+ZEmB6PuuiNIgLMjQAgmkP0YLeMPT7CCVYdUX6hBMs5kFaV+RPBRBIRAPzFKMBQxs+Uc8Tk4gm2NBbVJoVxXoKm6cYD9LZ6ynyxcw6T3Ng6CV6nnbHuu8KQwl7Yi9mRgQrynmKlTjQ55rgeaIdG4V6NJZQ89Q+ak6IcErIPPlTlfjWU8sc7bsuY3A9NRRnQkFQqXCJEE4Jnae53Xd8RJSOLtYW6FFflAGNUoH+CVvcAjdC0MJiF/BFjsPtgt3NYzGdEXtbqbS3wHriubt6TVb4SKAqT4e6wgzoNUoYzU6MJ6B5uxj33Z6WsZiM9/1tY/D4SMHn0+CkDS6PDyVZaagt0CNPr4HZ4UlI83bWfceznmhHWb6e+nz7Wsd4yw3YcLjDCKfHJ/h8MpidMDs9yE5Xo7ZAj/KcdDjcPvSkQPN2LkhKsEiS7CZJcrn/n8UkST4m5XipApvLg16TFSoFgfqijKAHRmBk5nOb6wAA+9qiX/hOjxcH/Glv9PvwXziMi7mEupi7x6W/mF0eH7qMFhAEsLAkGJmJdp4OtBuiflYq7S10nngNGDrSV5SB2kI9NEoFBibskl/MVM0ZfTEzPHo8qW/0PH32uloQBHCkcxwWZ3Rqgj4fGTCIA/PEczHT3199UQYqc3UJu5hJkmSNHAtdT5+6dh5UCgInuieiVskjSTJgIAbXkzBDr74wA4WZWuQn9GJmcQDxzBNtHD64sQYalQJn+6diUn/bHT5PfOuJse+ydWqU56TD6fGhVwSlMD6wRRyErqdPrK9Ghlblj9hF30B91r4TmolQlIF0jRI1BXp4faSg1Kp4wRpxEDhPd6+pRI5OjW6jNaaGsmz7LhIB6Qo4FDOgViowv5h6Xr4UcTHAJA5CIzP0a25fUY6iTC2Gpuy4PBS9w4qep4c31wLgd1J0GfznU1EGFAoCCxPoLGOLzAhdTzuWlKAqT4dxiwtn+6NPp9x1mdp3n7muVpCTgrnvCIJAY2mm/3kSt55CI33C7IItC4uwoDgDMw4PTnSbIr6GDfT59MlNNYKcFF2c85S6aYKJELmQEYa2UTNIklpIWpVSUAoO0zj84PJS1BXqMWVz41TPBOdr2HCsywSz04OFJZnYvpgO6wuLONQXZSBNrcQ8/8V8JY7aASHoNFjg9pKoztNBr1Whvigz5Hm4QH+erYuKsbgsCzaXV7AcPY3TvZOYsLowr0CP21f484FHI1/MnQwiyryY2yS+mPtMVtjdXpRkpSFXr4k65fS6+YVYXZULl8eHgwLl6GlcHJrG6IwDpdlp+OiaSgD8FzNzPSXyYh6dcWDK5kaOTo2SrDTB80Qbhxtq87GhNh9eHxkg30LRPmZGr8mGfL0Gn1hfJchJMftipudJ2vU0aXVhdMaBdLUS1fn6qNfT6ppcbJ5fAADYFWXaae+4FW2jZmSmqXDfhmpBTooAYfefo/TFLHXDYavTg74JG9TKUEdZp0ADZkVlNm5ooFL1oo3OjEzbcWFgCmlqBe7dUIUMrYrXScFcTwAC60nqtNNZjjIGcYh0ntLztLQ8G1sbqVS9aKOiJosTp3omoFYS+Ni6SkFOis5Z6ykx51O4o4yOHHePWyNGWujnWlyWFahppcV0hGLG4cbRznEoCOCuVRWCnBSdDCJKPXNiDGKq5iw4TzUFOigIoH/CFvE8Zb5m++LY1pPd5cXBDursv215WcAWinQ2ztp3JYkkosHPXJGrg0alwOiMI+J52hIyT5SNGO08uTzBuuxbl5UJclLM1b6TEjLBmgMwvVQABKXghBuHO/w5z9FezLR3eMeSElTkpiNDq5qVmxyOToanCkjcwg/MU1lWyPiRDjPaONRplKjO02HH4tjmif77bYuLQ6IHkRTNwg/SRNVhMaMNAEJSS7gUF8ONw+B6is4gpudp++ISwdEDZuobkMh5CtbLEAQRUJ/qNXFLRocbh9tj3He01/PmRcXQa1WCnBSzDeLEGDD0+y8szYRSQaA6XweVglJc5FKUYhqHixgXs9C+aDToeb1xYRHSNUpBTorgPGUGxmd+DqlAO8rqCjOgUSlQlp2OdLUS4xYnpm3sBky4cRj7OU6tp+sXFEKnUWFhCf/aYGYiAImbJ9pRVpOvh06jQr5egxydGmanJ6QmMRwh87Q4tvNpX6sBPhLYVFeArDS1ICcFNxFNjKOsNJtylGVoVSjJSoPL44sY4WRGKXYspmpXop2nA20GuL0k1tTkIT9DK8hJEW4QLypNTD3tyLQD03Y3cv22kFZFOYJ8JCLeO8x52s6wC6JJpzx8xQiH24flFdkoy0kX5KQI3nfUfUPbM1Lvu4kwW0ipIFBbQCsuCpmnoBN+d8tYVD09T3SbYHZ40FCciXkFwkpLuPZdKhMs1Vw/QCriXP8knjzQCZd39oLTKBX48s0LApuIDcyNDgCVuenQKBUYnnbA6vRAr539tYQbh9sXl+DJA13Y1TyK735oMRQKgve5vQwVs+2LS6joQUkmmvom0Toyg8LM2TL50zY3xi1OpKuVKMtODzz3WxdHeD2fl4em8cu9VwKduZnQKAn8503zsawih/P1zM8MAMVZWmRoVZi0uTFhdSHPnyPM9pqGkkwoFAS2LynBE3s6sNcvX6tS8vsUSJIMEtHFJYHowXud42gdmUFlnm7Wa+wuL4am7FD5DVJA+AHRPmrG/+5uh5NFNlatIPD5LXVYXZ3H+frw9ZSr1yBfr4HJ6sLIjAPlOemzXhNuHG5fXIIfvt2KA20GOD1eaFXKiM8M+NPeLgeJKP0MQ1N2tIyYAwYvEx5vkHzRBEdoZKbLaMFPd7bB7p49TyoFgc9eV4uNfpVLNtCSz/R4Oo0K5TnpGJqyo2/CFjA8maCNw3kFlHG4bVExHv3XZRzuMMLm8kCnEXaE7mQQUfoZuoxWtI7MYGlF9qy/Zyrj1YV59OjPwYV+kw0/eqcVNhZvrpKgUh2vm8/dEqMlbD2p/ZLRXUYrusctWFw2+3mZxmGOToOtjcVQKggc7zJh2uZGtk4d8Zlp7GTsO/oZmodn0Doyg7U17HuAWSPKfG6+fTc8ZccP326BxTl7nhQE8MDGaty4sJjz9eGOMoWCIu3NwzPoNJpZ9yxtHNKOshsaiqBRKdDUNwmj2YnCTG3EZ6ZBe5SZ64k+x7m+264YHUAGswPfe7MlREiBhoIA7llbFSCKbGhhGGwAQBAE6gozcKZvEp0GC4qz0ma9JtxRVpqdBp1GiUtD0xictKEid/YZzIbZ+y4zcI7TAhbh6DKE7zuabESepwmrC995g71/FAHgI6srAupobGASShr1RRkYnXGgy2hBjd84ZoLpKKsrzEB9EZCdrkanwYJOgyXwXfNhF8u+29tqQOvIDG7jeOZYI1jTdje+8/plTHA4IT68ogx3rqrgfD3zviMIyu6pK9SjZ9yKToMFC0tm2150ixvaUZamUqIwU4vBSTuah2ewpHz2mcaG4H0XnKe3Lo4Ic2xESRysTg8eff0yxi3s6egfWFKCe9ZVcb4+3Bain6Ft1IxOgwUrKnNmvSbcUZadrg7ckecGJiPaIUwE913QLgB4CDvnOZ66zYZlghUD/nd3O452cuekqhQEfn//as7fhx+kKqUC8wr0aB8zo9toZTW4wl+ztDwbZdlpGJ524MLgFFZW5fI+95m+SZisLlTn6wIeT+bFTCtLMUF7qWoL9YFNKvRi/uXejoipVB4fiWce4lbtZ9bLAPTFrMeFwWl0GixYN2/2Zg83DucXZaC2QI/ucStO9U5gU11BxGcGgEtD0xiedqA4S4vlfgIYvJjNgcOVie5xC0gSqC7QQe0ncUI9n7/efwV7IqRSWV0evPTwRs7fhxMsgDpITT0T6DJYWAlWuHFYmafDotIstIzM4FinKSAzHwmdBgu6x63I1amxzm/8LirNxN7WMc6LuX/CBreXRHlOeoCcCL2Yf3ugK6Jn1mR14fUvXMP5+/BIH0DN09CUHV0GCyvBag0zDouz0rCqKgdn+6dwqN2IW/zy6ZHQb7KhdWQGGVoVNtXn+98vspNidMYBm8uLfL0GuX5HglDhlKeOdEVUXBuZdmDnl7gJFpeh12WkDBg2ghX+mly9Buvn5eFYlwn72sYiGkw0xmYcONc/Ba1Kgev9qXN8xsiE1YVJmzvg7RfyGhp/ea8H71zinqfecSu2NBQFjLhwsO27+qIMNA/PoMtgZTVGwh1lGVoVrqsvwL42A/a0jOET67kNJhqTVhdO9U5ApSBw08JQA4bLGLE6PRiedkCjVKAyN33Wa0iS5Pyczx3rw9sXuVPO2kbM2LaomNPJF+4oA6iox5m+SXQZLbimfvaZHG4cpimU2NJQhLcvjWB38xg+de08zuehYXF68N6VcRAEAmSKb224PD70TVCtEWgHEH1Gto/OwOsjoeT4nC+e6sebF4Y5n+fS0DRuWVLC6eQLP2sAaj291zmOToMFNzXOJoTBcoNMaFTU+97UWIRXzw5hV/Mo6ovqOZ+HhsPtxUG/0u62xcLmyecj0W0MJewNJZkgCOpeiOSk+0fTAP51nnuezvVN4tZlpZyv57rv9rYaOOuLOg1UixvaUQZQa+JvJ/uxu3lUEMFyM9qR0A4FPluI2RqBnieqhIBA34SN06EOAK+dG8KrZ4c4n+dUjwm3rSjjdPKxnk88dezhjjL6s/75vR7sah4TRLBCHPlLgo4N5jOxIZjqTf1tdZ4OOo0SozMOTFpdgXswlSATrCgxaXXhRDd1uf3uvtVQK4OHrc3lxedfOIuDHQbYXV6ka2YfED4fGegTFH6Qto+Z0Wk0sxIsNi/gtsUleOZYL3Y2jwoiWEyvJ32Z8h2k4V7P8NdwXcwWf68tggB+d+8qpKmDc+H0+PDvz5/B0c5xzDjcyEqb7d0OSaUpCz1IIxGscEOPnqffH+rC7uYxQQSLmfZGGw188xR+iALCLmZmr63/+/hKZKYFt6THS+LfXziDUz0TMFmcyM9g925zGXqneibQabCwEme212xfXIKWkRnsvDwqiGDR62lrY3HAaIhlnoRczMzL7ecfXR4SvSRJ4N9fOIMLA1MYmbajNHs2oeT6zPWFGTjcYUSn0YJtkV5TEjpPZ/unsLN5VBDBotfTloVFgc/GdzGHe4cBxsVsssHi9CCD5WJm9tp6/M6lKMkORgdIAP/54jm0jZrRO25l9Ygzn2lR2Pm0q3mMM42ZzTjcvrgEx7pM2NU8Kohg0VHjzf60N+b7cTkpmOk39DlUlUcJp4zNODkj3SRJBkjo929fjKqwqPT/e/kCek02tI+ZWT3ioZ95tgHDJQjCte/2tRmws3lUEMHa20qpn103vyAQGeQzYGjjZV6BPrBXi7O0yNWpMWlzY2TagTIWRwwQ9EZ/69bGWRGRR165hNGZyE4+rvMJ4E73DneUAZTx//alEexsHhVEsA60GeDy+rC2JjcQGeQ7n/pMVL1TVZ4ucGfl6DQozU7DyLQDvSYrqyMGCJ6HX93RENjfNL79ejP6J2w43TvJGWXnIg4A9zxx7btXzw5hd/MovrCFn2AduTIOm8uLpeXZgcgg3zwNTdnh9PhQlKkN3N86jQrz8ilnJpcjBgieh1/aOn9WFOWHb7ei02DBsS4TtjSw30GsDiDefTfbubZjcQn+drIfO5tH8eVtDayvY+Jk9wRmHB7UF2XMyirgclIYLU7MODzISlOh0H9/a1QK1BdlonVkBm2jZqyuZt839Dx9YUvdrOj9T3a2o3VkBoc7jNixhP0OYttDfPuObW63L6YI1s7Lo/j6LQs5HTE0zvVPYtziREVuemAfBG0hM6stNONwY2zGCa1KgXK/A0ihINBQkolz/VNoHZnBJhZHTLJD8hosgiB2EATRThBEJ0EQj0g9ntTY12aA10diY10+bl5UjBsaigL/fGBpKZZXZMPh9uHwFfbeSwOTNlhdXhRlakMMZj6JX7bDN5C/f5k/j5ipYradEYHhU7QJz7MGghfzjIPyirLhkL/X1uqqXOxYUhoyT9sXl2BtTR7cXjKgaBgOg5kyjrLSVChjGIl8ikFsxiGzzkFIvnV4+g3AHz1gI6LZOjXKstPgcHPXJB3tpHptLSnPwoeWl4XM09ZFxdhUVwAfSdUSsGHK5sLwtANpaioKSiMWQ4+epz2twuRr6WawzPQgXoIVlvYGBC9mT4Ri4VM9E5i2u1FXqMedqypC5mnLwiJc7yeRuzkiXDaXBz1+5U66rgcQcOGMshvEALC/1RDST44L4ek3zPfjUjRjI6L0xQxQpJ0NdK+t8px0fGxtZeg8NRThRj9x5qr5cXt9gbEbGMQiWNfHvo7Z1hPtDT/UYeSs3WJiFyN9mUa4kyIcbESUvpiZzxWOlpEZDE7aUZipxX3rq0Pm6YaGokDEg66dC4fPRwbqwsIdZcznCgebobd1UTEUBHC8a5w1vSwcbOd4uJMiHME0peAZESqcwk30Ow0WZKer8eCmmlnzxFe7yWyCy3SUxWLo3biwCBqlAk29E4IUR9nmKTx6wPZ5mc9HQwjhuDQ0DZ1GiU9dM2/WPN2ylL/WjpVgFdI1M3z3XfA1m+cXIl2txIXBaQwLUBzdFZbOBQSjB7STIhz888RuTxjNTjT1TUKjVOAz19XOmqcP+vsfRard5Ir0MZ+L8zWMM21DbT4y01ToGLMEonGRQAuHMM9x2haatlNOinDQEbU6v1ARDT6HyLSN6rWlVBD4zLWz54kW3oqU0RHs+Th7nqJxlK2uzkVBhgb9EzZBgl27wsorgKCTwu72sjagp5+ntjAjhHwlSohHKkhKsAiCUAJ4EsAtABYB+DhBEIukHFNq7AzLwQ3HdgbpYQPbIQpE9lTZXV70js82DtfW5CFPr0GvyYYOHkW/5uEZDE3ZUZSpxUqG14i+mLuM7BczmwETcjFz1IOE576Hg1lkygam94V5MEXqecFlHC4rz0ZJFuWBZDacZEOnwYwuoxU5OnVIhCw8ejDrdSzEgX5+gPsgDZC5RZHniSvliz5EG4ozQw6mSOuJyzhcUJyBmnwdJqwunO6NrE45MGHD5aEZ6DXKkBSf8OhBOGK9mOl54qr14FM7amfUnDEjZAEDhmWeuKKoNQV6LCzJhNnpwbGuyOqUBrMDZ/onoVEpAopxAL+Tgns9RY7oMI1KNk/jDp711GW0wOX1oTpfFxIhE2zAMM610ux0LK/MgcPtC2k4yYYpmwvHuymDYmtj0HNNX8xcTopwwRQafPuOPp9v5kht49t3/RM22NgcZTHMU55eg3XzIjucaFgZmQHbGDVEfE4KZrN4Jnjnyf/5b2osCqQ+M0GTaC7n1diME5M29yxHGV/vIjZHWWaaGpvq8wU1RXe4g+1ImHcQ7aQgSXbhlHBBAhp8BjG9nm5oKAzJ1qBB77vdHPPEdJTV5DMcZYz1xPY6tvWUrlEyHE6RxVM8LGlvAL+TgnvfRZ6nPS1Ur61r5xewRuCD4jjsTj6mo4x5hwQUF40W1texzZNGpQioU/KJgvjC6tdp8Dkp2BzUAH8Gwz5/r6318/JYU+PoZ9jbOsbq5HN5fIGWBkxbaF6BHgQB9E3YWF/HNk9KBRFwOPGpCTIzA7aH3dWR7njufScTrEhYB6DT3w/LBeAlALdLPKZksDo9OOKPTG3jKJBlLny2HlUtLJ45gBmZmW1EtI+Z4WMxDpUKAjc3Bi+4SGCq4jENCubFzKZo1mWM3qPH7LXFSbD8m+9gu5FVWpWLiEYy9LiMQ4WCCMqy8s4TdYjetLA4xKDgix50hSkt0og0T1yXGxM3LyoGQQDvXWHvUcU3T2yeOS7jkCAIwSp5u/0Gzg0Li0IMCr6LOdDbadY8cb/G5yOxuyUyYb9pYTFUCgKneicwyULs2CIHzOfoMlpnGTBcUVTmc/BdzLRBsXl+QUiuPZ+Tgi0iCkS+mJlRaq71dH1DIbQqBc71T2GMpUcVm6cXCBpSPeOzFRe5jEMAglU897VSmQEbavMCuf80Iu0hvvOJ62Kmv7cdHOtpU30+MrQqtI7MoN80W8GNa9/V5OuhVBAYmJwtGc0VRWU+B988HfRnBqyqykVRmDiEIAMmSsfGbh5H2bqaPOTq1OgZt+IKy5nMJkgAAOW56dCqFDCYnZgJk4zmcpQBwufpWBeVGbC4LGuWKFGks4b/vuN3bLBheUUOirO0GJ524NLQbCdfwFFWkhXiKCvM0CIrTYUZhwfGsKhdqKMsbJ6WRHYQ0DjVM4Epmxu1hfpZokTx7Ds+ws617xaWZKI6XweT1YUzfbN7VLWHtbihkZWmRlGmFk6Pb1bUjiuKCgSjdnzriZkZsKQ89D0izlOMEVG+9TSvQI+G4kyYOXpUdRn9LW7CbKE0tRKVuTp4fSRrJInrXONziAdfb8bAhB0FGVqsCksZjrzv2O2CRTwZVskOqQlWOYABxv8P+n8WAEEQDxME0UQQRJPRGNnLOdc45O9Mvaoqh1X5CKAMkflF3M3Z2EKwAFBbkAGCoAqrw4kZ12sAYPsSYZ4FtrQ3Glyb3eH2YmDCBqWCmGU4RUqZO9ZpgsXpQWNpFqry2dWeynPSsbQ8GzaXF0dYelQFw9uhG706Twe1kpKMtrk8Ya9hNw4BxgHBk04ZyUDlih54vMFu49ye9NkHxKneCUza3Kgt0M86WGgUZmqxpjoXLq+P1bvNdSCW+VW3xi2uWU1xuV4DhHoQI85TDOuJJEmGQhfHemI5fM8PTmFsxomy7DQs5ShGztapsbGO7lE1m/Rwfeb8DCqSZHF6MDYTasBwRVGB4Ofe0zIaMZ0yUsRbbAOmbdSMPn+vLa68fp1GFajJY/Nus6VmAYBeq0JpdhpcXh8GwloVcBmHQNCA2cfhaaURrh7IRKSLOZaIaM+4Fe1jVK+tDbXs9TBalTJQh8hmVHCtJ41Kgeo8HUgSgTOBBlcUFQiuDy6HEw22dC4aQuYpmojD8JQdFwanka5WYjOHMqFKyYgCsNxBbHUgAOUcrKXTTsOIGZejDAimUx7tNEXs5RPpvovkpOiMYd+ZLE6c7qV6bXHVrlJOPu4oO1vEDvALO3E4FWlHWXGWdlad4ZaFRZTDqWeCNZOARuR9x+2kEJJKGX5/zDjcONZF9dq6qZF9nmiFZIBrntjPJ+azhM8TVxQVoOo909QKnB+YwihHuQMQPCu3LS6edRcIi8ywz1PbqHmW/Lnd5Q1E/Lex7HMakZzGkWwhrnmK5CjbVFeATK3Kf8dwS7zTz3LzouJZd0HESB/HeqIdLJ0Gs6B0/GSD5DVYfCBJ8imSJNeQJLmmsJBb2SoZwOdVoBGJ7bPlTANUWL88Jx0eH4m+MI9pJIN4Ux0Vam8ZmeHsldFltOCKwYIsDoOCqw6rZ9wKH0mRGlqhiO81AL+XikakHjBcn1mlDG7+7rBoX6TDd928POTo1IECXDYMTdlxcZDKo79u/uyCSq6LeWDSDpfXh7LstFmKQJEMGKbSTqTC0YjriaVGCAhKIQOzD9JI62mF39M6NGXH5SF275rR7MTpvglolApsaZi9Z7ku5rEZJyxOD3J16lmCHZEu5mD0NY55ivCZuS6cSK9pLM1EVZ4O4xYXzvbP9rQClBwxnUe/lUUBjMtJMWVzYdzigk6jRClHlKKd5WJmRqm5lM6AyNG3SM4crvx9LuMQoHLqFxRzO5wAKrJz2G9Q3MySKstlwNhcVMNYtZKYJVKxMFCTNPtipudpa2PxrHONiUjRkhaOiCjAnSbIFUUFgLKcdCyvyIbd7Q3MRTicHi/2R8gM4DJg3F4f+kyUMl64oVdflAGVgkCPyTrLYUUbldcvKGQVbKIRKVrCdd/RYwMR9h2LcViQocWamjzK4dTOPk9UZoAh5NmY4Jonn48M1syEzVNNvh5pagVGph2zHFZ7W8fgI4Fr6gtYBZtoxHw+cdQ/RnpNdroam+oLIqZTcqW90eCKHpAkyUlES7PTkJ1OCaeEO6zoXlvr5uVxCjYxn4Ut7VTI+RTpHA+/P3QaVcB5QGdJhIOZ9hatA4jLUZan16A4Swuby4v+MLvtUIe/11ZlDqdgExDMAmJLp4ztvuN2lGlUCtzYGLl+l3qWSA7q6B2KGVoVqvN1cHtJzjrEZIbUBGsIQCXj/yv8P0s5uDw+7G+NnPZGYwdj4TONoBmHG4OTdmhUoYIENLgWfnj/HibS1MpAbQfXwmcaFGx59FwLn36OWhbVJPpi7g27mL0+MiA5TkfXuEB7YOgeVTQcbi+6jRYoWVJpgNBGukwE52n24RviaeWYJ6ZBwZZHzzdP4ek3AFCdr0e6WjnrYuYSHWED/fsDbYYQ77bH6wvU3i1kM/Q4hFMiGYcKBYFti2iDiV2aeW8rlfZ2TX0+MlkMigDBGmafJ7ZoHdfFzOy1FanXDkCl7RIEcPjKeEgBe6RUGoBZDxJqSNDPz2YcUp7WyNHj/f48+nX+WslwcDkpgvtOP6s+iHkx94VdzHz1oTS2NhZRPaq6TVFFN+s4hFO4ohQ0+NJLDrVTmQErKnNCVA9pcO072sFSna+fda7ptSpU57FfzMHoRuTz6YaGQmhUCpzpn4TBHOrdjkQcYnFsAMHvjSut61gXlRlApVHNvj+Yjg2mYdpnssHjo1ojhBMlrUqJ+qIMkCQC/W9o7IxgLDFxTX0B9BolmodnO/kiryf/+cR5jvOsJ459d7p3EhNWF+YV6DGf5azhih4MT9thd3tRkKGZlaaqVBABb3q44yhStIwJ2slHtTsInWsuRxnA7djg33eR77sLg1MYnXGgNDsNy1iUi7miByarC1P+1ghFYX3bqNRndsIhdJ5WVuagKJNy8jWH3SGCzqeo54k7YgZQJRp0ZsAall58XE4Ki9ODkWkHNCoFa+9MrnNNqIN6UWkWKnLTMW5x4lyYky+SM4dz30VwlAH889Q7bkXbKJUZsJHFkU87KYbDbCGnhxK+UBCYFTkDgo6WSBLvyQqpCdZpAPMJgphHEIQGwD0A3pB4TElwrGscZv/lxiVvTGNxWRbKc9JhMDtxbmAq8PM2hiABWy8Mth4FfMYhEDkSRP08tCdBOJiedObFzOVVAEIvZmaxcFPvBExWF2rydWgoZt+oNOqLMlFXqMeUzY1TPUFRhQ5/zVltgZ6V6LAR0ZA8a6554qmb4atf4YoehDeEZULJqEliXswXB6cxMu2/3Hh6cFTm6bC4LAtWlzdEVKF73AqXx4eK3HRWzymX4mIk4xAArzIY3zwtZAinMC/mSOuJ62LuGLOg12RDnl7D2WiWRlFWGlZV5cLl8QX6ugDA4KQdFqcHBRla1kauXPWPvOuJR52SVqDjmicuJ0UXR2E0DbaLuc/kv9y0KmyK0GwZoIQjNtTmwesjQ9QpDWYHxi0uZKapUJE723MaS6QPYKSdtozNiroB/OuJK3oQyzyNTjtwfmAKaWoFa/sCJvRaFTbPLwBJIqRP3bTdjaEpfkcZ177jW0/7Wg2s9buRvMNA0EkxZXNjlFFfF8mxwXweJtGfsLpwqodqR8LXsiFNrcQNLOmUDrcXPeNWTkdZkDhwZSJwGXoUcTjQbmBNp+QTeuFyUtD7n0uGnS2iY3a4cbTTFNJriwtqpSLQt4x5toY4ykpii8ywga7fPdLJXr/LVO1kmyeu6EEXw6HI9jq2DAZmry0+gqVQECHiKTT4bKFY77ubGql0ypM97PW79DnOlvYGcNtCAWW8Aj3r69jOJ5fHh32t9PcSeT0RBMEaZeezhWI9n65fQNXvnu2fgoGlfjcgiLOwiDUzgMtJ0WeywUdSdk40ju1UgKQEiyRJD4AvAtgFoBXAyyRJNks5plQQGm0AQvOImQs/UngbCEZAmJ4qPuMQAG5ooBZ0U98kXjs3iHcujQT+eeXMIC7QBgVHHn38F3Nw4e/kudzCwabWxbfR2Q4Io9kJk5XbOAQo5SKdRolLQ9P4R9NAyDy9fn4Ip3oi59Hn6TUoyUqbdTHHYsDQnzdSg04m2LxHQueJeTHTxqGWwzgEKE9rdroanQYL/nayP2Se3rwwjKOdVB49W9obEBo9YI7NlY9Og+1ipj/vzY2R095osHltw3vIhYMtpYvPOASAlZVUf53BSTueO94XMk9vXxzBwQ6KvHDl0XNdzLHsO7ZeW5HApiYYMGxLZqfSAOyRY7fXFxDHYTMOgaDDyWh24i9He2bN0z4eQRylggj0omKujVjmiU4D2jy/kLNBJxPbWPYd3ceQ01HGsp6EOMrqCjNQX5SBabsbTx3uDpmnd/wNdgHueeJyUkRyAFHPM/s1e1uotLdN9QXITudOe6PBrN2k0T4qzFHGXE9CHGUVuTosKc+CzeXF7w91zZonIRFKtrURy3o60G6kem1V56EgQtobjUA6JWM90Y6yyrx01owArowNNhluJooy07Da73D63cHOWfP09iWq2W+kOh+2tHguZTwabPN0uMMIu9uLZRXZnP3WmGC772hbqDBTyzrXgX1nDFVcDBCsMvb1RDmcqPrd37LM0xsXhkKeSehn5t939JkWPPtPdJsw4/BgQXEGa+ZQOLYz0nPpz8xnC9GNfLsM1hCHF9++02tVuM5vQ/724Ox999o5/nlic1JwKZzS4GsllMzgv2HiBEmS7wB4R+pxpERI2psAgkX9XTH+crQHu5qDzdkEG8SMg5TPOAQoT9N19QXY12bAf//9AuvfRMqjpy/mE90TaB2ZCeT98l84mXjtXHBjkuTsDt582LGkBL89SDUB/u6HFkOhICLWUjGfh2nABOaJwzgEKE/rloYivH1pBP/zz4usf3NtXeQ8+sbSTIzOONA6MhMgKHzztCjMgGGmvUUzTz/f04G9rQZ4vD6olAre1Ae29RQwDkvYjUOA8rRubSzGK2cH8Y3XLrH+DV8efWNpFnpNNrSOzAQutkiplMzPwUYc+NJNaWxfXIIfvdOG/W2GQNNiPg8mW88w2jicX8huHAJ0OmUxXjjZj++8we43Wl6RHTGPvrE0C22jZrSOzARUl2IjWJGjZeG4eVEJHn29GYc7jLC5PNBpVLwOoHDJaIIg0G20wuXlNg4Bv6d1CdWs8odvt7L+zYLiDE7CTz1TFs4PTKF1xBxoFh6LY4MvWhaOrX5if7zLhGm7G9npan5HmT8Fp3vcGmiqyTQOuRxlAEV8f2PoxM92tbP+vipPx0lkqWfK8p/jZtzoj5ZwKZkxXwNw7DseLzqNLQ2F0CgVON03AaPZicJMLe99V5Ovh4Kgoq/0XhXiKAOoebo8NINf7r3C+vviLC2WV+Rwvr6xNAsH241oHZnBB/zNwuNxbAg9x69jOPmGpuwoz0mPWHMGUJ59jYqK4NINxqdtQUcZW1oVjR1LStDUN4knD3Sx/j5Xp8a6CJkBjaVZePfyaFRElI2UsfW4i4QNtfnISlPhisGCLqMFdYUZvPddUaYWmVoVpmxumKwuFGRoQxxlXM8LUN/fe53j+OORHgA9s36foVVhUz13ZkC4LQTw33fhdgEQnSMfAFZV5aIgQ4uBCTtaR8xYVJbFawtl69QoyNBi3OLE8LQdFbk6QY4ygFpPe1vH8MyxXjxzrHfW77UqBa5nqcumEa9jg62ZczJDcoL1fsCZvkmMW1yoytNFJDpMrKnJQ75egz4T1ZytsTSLn2AxVJXohcRnHNL4nx0NyEhTsSqtaFQKfJGno3v4xez1kej2q2DVFrIf4ItKqdQ22oC5PBTstbUiwuXGxNLybJRlp2F42oELg1NYWZXLSyrp56Elo1VKBW9aCY3/vnkB1EoCTpZ5UisV+Nz1tRFf31iahQOMizlUGU/YxdxpsKB73Mp7uTExv4gyQHvGrTjdO4mNdfngUlqkUZWnDxh3DrcXaWol72VO4z9urIePJFlTcFRKBT5z7byIr2e9mHk8n+EX88CEDS0jVK8t2qjmQ3U+1aOqbdSMY10mbGko4vVgluekI02tgNHsZDGiI8/Tv99QB7vby9pIV6kg8NA1NRFfz3ox83g+F4URB8OMA2f6qF5b1/OkvdEoyU7DisocnB+YwqF2I25ZWsr7mQsyNMhOp5pqGs1OFGWlCV5PD2+uxZTNPUtIAaCI6v0bqiO+ns0Y4Y+IBl9DkiSmbG6c6KbS3uhULT7k6TVYV5OH490m7G8bwx0rK3j3XWaaGsVZWozNODE4aUN1vp7XOKTxyWtqMDbjYE3pUhAE7llXGdHAYIsCcwkShL+GrkmyuSllVyFpbzQy09S4pj4fB9qN2Ns6ho+vq+Ldd2lqJSrzdOgz2dA7bkNDSaYgRxkA3L+hBgMT9lkS7wBAEMDdqysjZgawRhx41hNteF4Zs8Dt9cHrI3HQH33latsSjjQ11aPq3cuj2HV5FJ+6dh7v2lAqCNQW6NE2akaXwYLllTmBmq1IjjIA+NjaSnQZrbNqLQFqnm5fUR7x9WxOCq6eRTTqi6hmsT3jVthdXqiUREDZVShxoJ18r54bwq7mUXz+hnpexwZBEKgtysCFgSl0GiwoyNAGHGULirgdZQBw16pytI/OwGRhV1y8dVlpxMyASPPEte9q8vXQqhQYmrJj2u5GplYVaH8idJ7oHlUvnurHzuZRLCrLCp5PHPsOoL67cYsTnQYLKnJ1ghxlAPCh5aW4NEhJ1rNh++KSiJkBkQgW176ryE1HZpoKJqsrcO+kCmSCJQBMb55Q9kwv/JdOD2BX8yjmF2UEU0Q4jJFcvQZ5eg0mrC5/8Wm6YENvYUkWfnXPSqEfaRbCL+ahSTtcHh+Ks7ScER2mAePzhYo2CEl7A6hDcdviEjxzrBe7msewojKHl1TqNCqU56RjaMqO/gkbagszBM9TfVEGfinCPNHjGc1OmJ0eZKerUZAxW8gAABb6X0NfzEzRkUiXGxN02unvD3VhV/MoNtblRxRhAPyS0fnU4dlttIYcvnxEtKZAj198bIWgZ2NDuEIebZSnqRUo50gRCb+YmWlvkS7HcOxYUoK2UTN2N49SBCtCATlAGfi1BZSHtMtowaqqXMHrqSJXh59/dIXgZwtH+MXscHsxOGmHUkGwChkAVA+UNLX/Yra5A5fy5vmFs1QsI2HHkhKcH5jCruZR3LK0lFdcgFKm1ONsP2XAhBAsnnkqzkrDEx9dLvjZwhG+7zzeYOPhuiL2eSrPSUeW/2I2mJ04cmUcXh+J6+YXIFvHn/ZGY8eSEhzvNmHXZYpgCSFL9UUZGJtxostoQXW+ntc4pFGQocXP7o59nsKdFEIcQHT6udHsxMCkDZeGpuHy+rCmOhdFmcKNmR1LSnCg3YhdzaN+ghU5EwGgnC19Jhu6jBY0lGQKPp+ydWr85CPLBD9bONhSlSLViAIUiazK06F/woZuoxWDkzZYXV4sKZ/daysSdiwpoQhWs59g8ew7gPru2kbN6KQJlkDHRmaaGj++c6ngZwtHuJOCjloD3POUplairlCPjjEL2sfMsDo9mLa7UV+UETGKFI7tS0r8BGsMn7+hniHCEHk9XRiYQpfRgg21+YLPJ51GhR9+OJ558jsp/LaQQkEwHGXs55NKqUBDSSYuDk6jdWQGaiUBo7/X1uII5CgcO5aU4MVT/djdPIov37xA0FlTX5SBkz0T6DJacUNDZOVOJrQqJb53+xLBzxaOcCeFWqkIplJyrA2CINBYkoVTvRNoGZlJKYIltchFykNI804uMPOIe01WOD0+lOekR7zc68OUcPiMQ7EQfjF3GqmLJ9KBmJ+hRVFmUGp0Z5ThbRrMerXBSTvMDg/y9ZqIqTSBejX/YS/0II0X4QYx00vFRb4ztCpU5eng8vrQZbTEMU+Ul3R386hfkMCJDG3kVJrw9LdErSdm3jRJBoukawsyOMk3fTH7SEq5SajqVDiY9SDTNjcGJihBgtoIKWjhaadCDb14EX4xdxutIEmgOn92awQaSgUREJBpHZ2JOp2LBj1P+9oMMDvc6B6nlJwaIqSIhNfNCI3MxItwJ0X/hA1uL6WMx+UxJQgi8LqWkRnBKovhoGtUDnYYYHF60D5mDnkmNsw6xwVmIsQL2knR63dSjM44YHV5ked33nGBSWBj3XdbG+keVeOYtrsFG3rA7HmSej2FRA9sbkxaXTBZXdBrlChlUbKkwSQcgXliaS0QCVsWFkGtJHC6dwImi5M3Igow77vweZL2fGI6KYxmJ6xOqjWCRqmY1RqBCfb1FN35tHk+1aPqwsAURqbtgtbGXK0n2klhdXkxMGmjziiO1ghMMBXymPsumjS4jbX5yEyjelT1jluTep4y09SozEuHy+tDt5GqAeNzbFDPlZp1WDLB4kHz8AwGJ+0ozNRiZSV7804ubKrPR4a/ORudg8x3IDIL7s0Ov3GoVHCm6YmF8IuZr/CQBr0h3740gk6DBdnpaqyvFZb2RmNtTS7y9Br0jFvxxoXhwPtGOmSYBozD7RVkHIqB8OgBX9obDfp739syhstDM9BplLiWpddWJCyvyEFJFpVO+Y+mQQCURyhStJB5kHq8voAUcyTjUAzQF/OEP3rAly5Bg15PRzqMONM/SfXa4lExCwclY62Dyfr/27vzIDnrOo/j7293T8+dmWSO3Mckk5PIZUQuMSFgABHUdT1KFxd0cVcuUdnicD32stZdV9faXavwBLVkV7zQWizPLWEFJMhNgGAgISHkINckIcdkfvvH8zw9z3Smu58+5umens+ramqmr3l+/Xue3/O7f78jfPuBjYA3xydfb2F4KWTnXKYiOtYF4uyMOfr15IXrvj++knevrXz6ultZPLWdgUOD3H7fRo4NOf/6zt1bmKsiOtbxFG6k2LDjQMH5DYEgXH/YuJt71u/ADNZEHM4VmN7RzEmzOzl0dIjbfvcCR4KGsjyLPxwXTzE1bGQ3UkS/j3v3p0de3JvZ0LzYClZXWyOvmzeFo8cc375/IwOHB+luS+ftBcteYCaugl7QewDeuXku1IoeZQjmY5v3Zoa9FdvwOqmpgTMXeHtU3fHgi9EaynI2AI1tPGU3UgS9V/O6WyINLXzqpX2ZhWUuOGF6UcduTidZuci793//oc2ZLW5Kaygb23gKH2Pd1n1sfOUAg0OOWZOb895PwxX2YufRBtKpBKv9PPLHj7zEH3fsJ2GwKM8qztlL/8fVUAYjK5Vb9rzKoaND9LQ35r2fjteVBFXBKuDnRa72FtaYSmYKh1+5ZwMQbQgbeDeIYEjhwqlto+5fVUm5MuZCBZjg+wTfb/XS3qLD6u1RlR1PhSqiwwtMrN+2P1LhsBKyew+G4yl/BTiIp6/e602gXbW4uGFvMHL52qjX04LQvL4RvagRVgYrR3bGXGiifSD4Pl/7v+dxzlv5sa2IYW/BsYPCYSaeCgx9CO+hErUXtVLCmUex6e62+15gcMjx+r4pTM7TQ5HLmiKvp/DCKTsGDkcqHFZKuDBSaPhN9me+df9GDg8OeXvslDDEpNh4Cl9PmYayAoXDSinlegoqonc8uIkDR46xdPok5nRFH/YWOC7dFRFPcTaUwciCXqF5IJnP+N/nBw9vZvfBo8zvbi1q2FsgO54KNpSFRiIMHhuK1ItaKeE5n8HIlqjx9JPHXmLbPm/Y2/KZxYc1WNwoyDcLNZQF94PshrKx7ukLH+OprcU0bHhx8vOntrFpl7fX1mvnFteQD8PX0zd+97y3cmdPW97yRfaehnE1lEHW/SnyfVwVrLpU6nCuQLAc8p6D3mTcQhdw5gaxY39srXmB8EUcDL2L2vIZfL9Cm+PlErTaZOKpwBjk8J5h1Y2naBWH4LwH3y/qqlPZsq+nqAXiP+7YH9pgOJ54WjZKPBXKmLPjqdTraU0Z8RS+nuJYsSicMRfa22n4M1nxVOL1tKbIdDdcYR8eilKocFgpI9Ld9vzzQALBQjzlxtPx9/FCe/wND2EOGsoKFQ4rZbT7U6ECTMXS3fLS0t2Gnft55uWB2BrKvLANV9ijNgCNdh8v5R4R7FEVNd3N72nFDDa9cpBnt+2P1ItaKSPjKWq6GxlPbypi/nrYuUumkkpY5PLTnCktpJPeZrbrt+9n4FDhXtRKWTZK+algRXTG8fEUZTuSbG9c7O1RFTXdTe9oojWdZNeBI6zfNhBzQ1nxDa+Lp7WTMG9l1tEW3qpVY3a3N7NPm9kWM3vE/7lorI41Vjbs2M+z2/bT3pTi9FF2po5i5eKeEXMpovdgRRtLW0mjtXxGvZECNDckC27emcuZC7ppDS0jH7lAvH1/rN3b4eOMiKee/AWucNjSyQSr8ixlms9pfVPoDM3hizrkdMPOAzy5ZS9QuHBYKeFx08UOEQRImNcjWopTZnfSG+p9KnRtzOtuIWGwaddBHt28x/9MPPE0ImOOGE9LssL2piLngYSPHc5UoyzqkU4leHnfIda+sCvSZyolnDFHHUq5cGrbiAJLqQ1l83vaWBg6J4W+c097I+1NKfa+epR71u/0PlOgF7VSSrmP93W3jsinom6LkG1mZzOvCW2cXnCxiuYGetobOXR0KLMfWvz38YGCK3cGZk1upj3Uo17q9dTT3siKUE9Foe/c1JBk1uRmBodcptG3lssF2XtVlRpPHc0NnBHaOL3Qd04lE8zr9npef/rY1kifqZRS4mlSU8OI+2+x80MDLenUiLJXoXRnZpmywU/8eIqroSzcIxq1QbGpIUlfdyvHhlxmOfnxYKyb077gnDvZ/xl3e2EFY2LPWzo154TzQlobU5zjz7VpTSfzTgwFmNHRTHNDkp37D3P/hqAAE1eB2Lvw713vTVJub0oVHCIVzphXLu4pueWxqWF4OGU6mSiY0XW1NTK5pYGBw4P89llvh/g4urdhOJ4efGE32/YdpjGVYGaBlp9gqVGAs/q78i6Fmk/KX74WvGV2Cw2laWtMMb2jiSODQ5m93OLOcB59cQ+bdh0kYWQyv1zCGXOhvbbyCQ+nhMLXRmMqydwub4js3Y9XpwDz5Ja9ma0RCg3pCmfMJ8/uZFqeifn5mNmI3opC8RQsGQ3xF2DCFdENEQswTQ3JTHi9uXmlD9EL934V+s5mw/vu/DQ0rzQOQX7xdBENG6lkIjP0eV5XS+bvUhQTTzBcuIo7noLhdc9sG+DZlwsv6gTB0GcvbqZ3NHFiqDJZrHClo5R4iquhbNHU4d6DJ7d6jXSF8mcYvg67WtO8LuJ2JKMp+nqqUrqb75eFNu9+lYc37R4RlnyC8LU3pjhzQWkN+TCy17mW092syc20NabYuf8wD/hl3P7ewtfyeBwmqCGCeZS6Ole2oFViyfRJBVsIEgkbsc8TxFlx8C7yTCGvJ/+EX/Ay5qV+Ib/UVqpA8Pmoc86Cm3wQ3vgyZu/7Buenr7u1YLe+mWXOY6Xiqa+7Ne+eE4FqxVOQMW/adZAh5w3fyLeXSCBYorZS8VRo5c5AeINYiD9jfmnvIY4MDjFtUlOkeWcViye/ANPVmh7R65dLuFcU4msACnoPdu4/wsDhQTpbGvKujBeo9PUULLhRSLXSXW97E91taQYOD7Jz/xGaG5LMyLPZdSAcT+UMjQ3yy3SqcEMZDM9f3RBzftfR3MDMzmaODA7x0t5DpBLG3Ajzzk6Y4VWqSpmXHRZcT+F5vflU63pqakgyv6eNY0OOF3e9CuTeGzMsiKdgs+5SBcMpzaL1Ah8fT/Hcn1LJBIumesd+4ZWDI8KST5DuVi3pjZQ/5rJ6aS8pP56jpKHj7+PxXE+JhGWWax9uUCx8PY22x1+tG+t9sK42s8uAtcDHnHO7s99gZlcCVwLMmTNnjIMTnXOO1Ut6MaPkYW+Bt548k02vHIy8Glp/bxtP+ntjTO9oorOl+MnrpQgy5p3+ZntRJ+9+4uJl3PPsDt58YnGrBGW7cPk0rl29kLMituL097axdqN3SU1u8Tb3jEPQe7B596uZcERx44VL+MVT23jbqTPLOv65S3r56PmLOHVOtMmw/b1t3PucN0wpSi9qpQQZc9RW9MANaxazdPok3nNaefeDsxZ0c8OaxQXnNwQW9Lbxy3XeMKWGpEXKHCshyJif2OKl+ajxdP35i5jb1cplZ+TfpLeQFXMnc/NFS+jrLtygAiOHc0TpRa2UoPfgwRd2Z8IRJbzXrF5Id1sjH3hD/s2xCzlhxiQ+efEypnc0RSpYZ5/HuCoO4BVGgqGJ83taI4X3wyv7aUmn+KuVC8o6dn9vO3976Ql0NDdEaijLHh4UV0EvONaWPd59fG5XS6TwXnnOfMzgqlX9ZR179pQWPvv215BOJmhOFy5YZ19PccdTcB/PtzVC2BVnz+PQ0WNlX0+97U187k9OZMi5SA1lVY2naZMy9/Gu1nSkhYcuO2Meew4e5YNl3p86W9J8/p0nMXBokKkRFvLJzt/iqoh6x5qUKbu1NaaYFiG8r507mdVLemO9j5arrAqWmf0SGK1Z8Bbgy8DfAc7//Xngiuw3OuduBW4FWLFihSsnPJVkZlyzeiHXrF5Y9v9KpxJ8fM3iyO8PZzhx3hyC4wUZc9SC3uvmTSlrCEAglUzw0fMXRX5/f9aciDgWJAgfr9gK1ilzJnNKxEpRPsmEcW0R12V4uNnimMZZB8IZc6Fhb4HlMztYXsbQm0AiYUUVgsLprr+3veRhwaUIZ8xRr6cl0yZx80Xl3x/MjCvPiV4ICoevrytaL2qlLJ0+abiCFTGeFvS08YmLl5V9bDPjirOjF4LC19OMjqaiNjcuVyn38TldLXzyLeXHE3iFxqjCw4PibCgDb5hdsNx61Hia0dnMp95yQkWOX0wjUjh8cTaUgVf4/smjx4cjn972Jj59SWXi6U9XzI783nDFIcp0g0oKl9ei5ndTWtMVi6dLT47eeBs+j3E2lEFWPPW0Riq7nT6/q+S1EKqlrBKEc+4859zyUX5+7Jzb5pw75pwbAr4CnFaZINe/kRWH+C5673jhCz++G1MpFlS5IjpaOGpReAWx+ONp+PotNJG12hbUTLob+6W8y5HdsBGncZXuqhpP4yndjbw/xd1QlglHrcdTT3UbykYLRy0KD1/s7x37LW7CwvFUyvL9cZrb1ZIZUhh/Q9nw/anWr6dyjOUqguHxYm8DnhirY9WbmsmYa/wGUc2C3jLFUySltOhVSzie4h6GMJ7iqa/bWzIaqlsRrfV0N3tyM2m/cKd0l1t4zmE146nWr6fJrWm6/CFn8ed34yeeWtIpZnZ6cw6rGU+1XnFoSCYycw7jjqfF09ozeUit35/KMZZV+8+Z2eNm9hiwCrh+DI9VV+Z1DS+aUK0MJ51MMDuGPRHKMbOzmaaGoABTnYJewrwCZy3raWtkUlN1CjDjKWOe1NSQWeRB8ZRbU0OS2ZOrlDH7C6dA7cdTKpnI3BvijqcFPW2Zyl2tx5OZZXpt446nOVNaMtuD1Ho8wXBhNO546m1vzCwoMx7iqT8TT/GWCzpaGpjhr+iqeMqtJZ2iz1/RdTzEU6nGrE/QOfdnY/W/6106leDqVf1sHzicuQjjsqi3nXetmM2syc2xbIpZjkTCuObchTy/8wBLYtpjJjBnSgvvO30Onc3pWDbFLIeZN2friS17OWlW+XObitHb3sjlZ82jIZlgUolL08fp6nP7eeD5XayYV/5cuWJ0tDTwoTfO5/DRIXpKXJo+Th9euYD/fWYHZ/V3x3rc5nSSq1f1s/PAkVg2xSzXh944n/95/GVWlrjvXakakgmuXd3PxlcO1vwQQYC/OGc+339oM+cvK2/F3mIlEsZ15y1k3daBcTF5/oNn99HUkOTNrylvQalimRnXrV7Igy/s4uTZnbEeuxSXnzWPY0OOS06eEfuxrz53Ib99dgev7yt/XvpYe/+Z8xg4NMjbT50V+7GvWtXP3U+8zBsWxpuHxMmcq5l1JVixYoVbu3ZttYMhIiIiIiKSl5k95JxbcdzztVTBMrMdwMZqhyNLN7Cz2oGQ2Oh8Txw61xOHzvXEovM9cehcTyy1eL7nOueOG6ZQUxWsWmRma0ermUp90vmeOHSuJw6d64lF53vi0LmeWMbT+a7tSTYiIiIiIiLjiCpYIiIiIiIiFaIKVmG3VjsAEiud74lD53ri0LmeWHS+Jw6d64ll3JxvzcESERERERGpEPVgiYiIiIiIVIgqWCIiIiIiIhWiClYeZnaBmT1jZs+Z2Y3VDo9UjpnNNrPfmNlTZvakmV3nPz/FzH5hZuv935OrHVapDDNLmtnDZvZT/3GfmT3gp+//MrN0tcMolWFmnWZ2p5k9bWbrzOwMpe36ZGbX+/fwJ8zsu2bWpLRdP8zs62a23cyeCD03alo2z5f88/6YmZ1avZBLsXKc63/27+OPmdkPzawz9NpN/rl+xszWVCXQeaiClYOZJYH/AC4ElgHvMbNl1Q2VVNAg8DHn3DLgdOAq//zeCPzKObcQ+JX/WOrDdcC60ON/Ar7gnOsHdgMfqEqoZCz8G/Az59wS4CS88660XWfMbCZwLbDCObccSALvRmm7nnwTuCDruVxp+UJgof9zJfDlmMIolfFNjj/XvwCWO+dOBJ4FbgLwy2vvBk7wP/Offrm9ZqiCldtpwHPOuQ3OuSPAHcClVQ6TVIhzbqtz7g/+3wN4BbCZeOf4Nv9ttwFvrUoApaLMbBbwZuCr/mMDzgXu9N+ic10nzKwDOAf4GoBz7ohzbg9K2/UqBTSbWQpoAbaitF03nHO/BXZlPZ0rLV8K3O489wOdZjY9loBK2UY71865nzvnBv2H9wOz/L8vBe5wzh12zj0PPIdXbq8ZqmDlNhN4MfR4s/+c1BkzmwecAjwATHXObfVfehmYWq1wSUV9EfhrYMh/3AXsCd24lb7rRx+wA/iGPyT0q2bWitJ23XHObQH+BdiEV7HaCzyE0na9y5WWVW6rb1cAd/t/1/y5VgVLJjQzawO+D3zEObcv/Jrz9jDQPgbjnJldDGx3zj1U7bBILFLAqcCXnXOnAAfIGg6otF0f/Lk3l+JVqmcArRw/xEjqmNLyxGBmt+BN7fhOtcMSlSpYuW0BZocez/KfkzphZg14lavvOOd+4D+9LRhS4P/eXq3wScWcBVxiZi/gDfU9F2+OTqc/rAiUvuvJZmCzc+4B//GdeBUupe36cx7wvHNuh3PuKPADvPSutF3fcqVlldvqkJn9OXAx8F43vHlvzZ9rVbByexBY6K9GlMabTHdXlcMkFeLPwfkasM4596+hl+4C3u///X7gx3GHTSrLOXeTc26Wc24eXjr+tXPuvcBvgHf4b9O5rhPOuZeBF81ssf/UauAplLbr0SbgdDNr8e/pwblW2q5vudLyXcBl/mqCpwN7Q0MJZRwyswvwhvdf4pw7GHrpLuDdZtZoZn14C5v8vhphzMWGK4OSzcwuwpu7kQS+7pz7h+qGSCrFzM4G7gEeZ3hezs1487D+G5gDbATe6ZzLnmAr45SZrQQ+7py72Mzm4/VoTQEeBt7nnDtcxeBJhZjZyXgLmqSBDcDleA2KStt1xsw+A7wLb/jQw8AH8eZiKG3XATP7LrAS6Aa2AZ8CfsQoadmvZP873jDRg8Dlzrm1VQi2lCDHub4JaARe8d92v3PuL/3334I3L2sQb5rH3dn/s5pUwRIREREREakQDREUERERERGpEFWwREREREREKkQVLBERERERkQpRBUtERERERKRCVMESERERERGpEFWwRERkXDKzb5qZlsIVEZGakir8FhERkbFXZGWpb8wCIiIiUgbtgyUiIjXBzN6X9dQbgCuBW/E2Bg/7IXAESDrnDsUQPBERkUjUgyUiIjXBOfft8GMzS+FVsO7Lfi3k6JgHTEREpAiagyUiIuPSaHOwgufMrMv/e6eZDZjZj8xsmv+eK81snZkdMrOnzezSHP//XWZ2r//5g2b2gJm9I47vJiIi45cqWCIiUo9+BnQAnwS+AlwM/NDMbgBuAG4DbgTSwJ1mNmJOl5n9PXAHMAD8jf/eg8D3zOyquL6EiIiMPxoiKCIi9ej3zrlMRcjMAK4HZgLLnXP7/Od/DTyKNxTxJv+5U4FbgM86524O/c8vmdmPgM+a2e3OuYE4voiIiIwv6sESEZF69MWsx8EiGbcHlSsA59xjwD5gYei97wUccJuZdYd/gLuAduCMMQu5iIiMa+rBEhGRerQh6/Fu//fzo7x3N9AVerwUMODpPP9/aulBExGReqYKloiI1B3n3LEcL+V63rL+dsCFed7/ZIlBExGROqcKloiIyEjrgQuATc65ddUOjIiIjC+agyUiIjLSt/zf/2hmyewXzUzDA0VEJCf1YImIiIQ45x40s08DnwYeMbPvAS8B04HXAhfhLe8uIiJyHFWwREREsjjnPmNma4FrgY8ArcB24An/ORERkVGZc67aYRAREREREakLmoMlIiIiIiJSIapgiYiIiIiIVIgqWCIiIiIiIhWiCpaIiIiIiEiFqIIlIiIiIiJSIapgiYiIiIiIVIgqWCIiIiIiIhWiCpaIiIiIiEiFqIIlIiIiIiJSIf8PlGm9QfGMnIoAAAAASUVORK5CYII=", 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", "text/plain": [ "
" ] }, "metadata": { "needs_background": "light" }, "output_type": "display_data" } ], "source": [ "sampling_freq = 60\n", "\n", "freq = [3, 10, 5 ,15, 35]\n", "amplitude = [5, 15, 10, 5, 7]\n", "phases = pi*np.array([1/7, 1/8, 1, 1/2, -1/4])\n", "\n", "time = arange(-1, 1 + 1/sampling_freq, 1/sampling_freq) \n", "\n", "sine_waves = []\n", "for i,f in enumerate(freq):\n", " sine_waves.append(amplitude[i] * sin(2*pi*f*time + phases[i]))\n", "sine_waves = np.array(sine_waves)\n", "\n", "\n", "f,a = plt.subplots(nrows=5, ncols=1, figsize=(12,5), sharex=True)\n", "for i,x in enumerate(freq):\n", " a[i].plot(sine_waves[i,:], linewidth=2)\n", "a[0].set_title(\"Sine waves oscillating at different frequencies\", fontsize=18)\n", "a[i].set_xlabel(\"Time\", fontsize=18)\n", "plt.tight_layout() \n", "\n", "\n", "plt.figure(figsize=(12,3))\n", "plt.plot(np.sum(sine_waves, axis=0), linewidth=2)\n", "plt.title(\"Sum of all of the sine waves\", fontsize=18)\n", "plt.xlabel(\"Time\", fontsize=18)\n", "plt.tight_layout() \n" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "Notice the jagged lines for frequencies that are above the nyquist frequency? That's because we don't have enough samples to accurately see the oscillations.\n", "\n", "\n", "Ok, let's increase the sampling frequency to remove the aliasing. We can add a little bit of gaussian (white) noise on top of this signal to make it even more realistic. Try varying the amount of noise by adjusting the scaling on the noise. " ] }, { "cell_type": "code", "execution_count": 25, "metadata": { "ExecuteTime": { "end_time": "2020-09-29T22:20:04.339372Z", "start_time": "2020-09-29T22:20:04.189102Z" } }, "outputs": [ { "data": { "text/plain": [ "Text(0.5, 0, 'Time')" ] }, "execution_count": 25, "metadata": {}, "output_type": "execute_result" }, { "data": { "image/png": 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ZaO5TDcMrfHaSx73WbPMoGEZWnXkszwHomuT57wZjUrIXhmf4AxjBeZ/Dnk5wHICXzd9sMI9rBowVF0qyvSPMNtQDKBS2lyGW0nOQ4u8YFGn9oEiHCIfUgTBkUqthPCdyir6M7sEE90tc283jvctsTxOMye1zAPomem5hrGjxfOpNMPqh9wGMV/x2XwCPmNesCcbzPMf87d6Jjkv/0/9a4z9izOsVM41Go9FojMqVMIzjcTluikaj0bQItMZbo9FoNBqNRqPJAtrw1mg0Go1Go9FosoA2vDUajUaj0Wg0miygNd4ajUaj0Wg0Gk0W0B5vjUaj0Wg0Go0mC7SJPN6VlZWsX79+uW6GRqPRaDQajSbPmTNnzg7GWJXqszZhePfr1w+zZ8/OdTM0Go1Go9FoNHkOEa1z+kxLTTQajUaj0Wg0miygDW+NRqPRaDQajSYLaMNbo9FoNBqNRqPJAtrw1mg0Go1Go9FosoA2vDUajUaj0WhyzKrqfTjn4W8wbdXOXDdF4yMt3vAmoiARfUdE75rv+xPRDCJaSUQvE1Fhrtuo0WhaBo3hCM5/dDoe+WJVrpui0Wg0KXHDq/Mwe91unP/Y9Fw3ReMjLd7wBnAtgCXC+7sB3M8YOwDAbgCX56RVGo2mxfHhwq2Ytnon/vrB0lw3RaPxlN11TWiORHPdDI2P7K5vznUTNFmgRRveRNQLwGkAHjffE4AJAF4zd3kGwFk5aZxGo2lx1DVGct0EjcZzttfux6F//ASn/HNqrpui8RHKdQM0WaFFG94A/gHgRgB8mt8ZwB7GWNh8vxFAT9UfEtGVRDSbiGZXV1f73lCNRpN7tEdQk498u243AGDl9n05bolGo8mUFmt4E9HpALYzxuak8/eMsUcZY6MZY6OrqpRVOzUaTZ6hDW9NPlIUCua6CRqNLyzaXIOrX5iDDbvqc92UrNGSS8aPBXAGEZ0KoBhAOwD/BNCBiEKm17sXgE05bKNG06KIRhmuen4OBnUtxw0nDc11c7JOkza8NXlIUajF+sg0mow47YGvAABN4Sgev/jwHLcmO7TYp5kx9jvGWC/GWD8A5wGYzBi7AMAUAOeYu10M4O0cNVGjaXGsrN6Hjxdvw4NT2mZWj+Ywy3UTNBrPKRAM72hU3+N5SxsWee9rDCfeKU9osYa3C78FcB0RrYSh+X4ix+1pddQ3tZ0bPJus31mPuhx3HqyNj8mb9zTkugkajeeIxnZDsw4g1uQfvTuW5roJWaNVGN6Msc8ZY6ebr1czxsYwxg5gjP2QMdaY6/a1Jh6fuhoH3fERpizdnuum5BVrd9ThuL9NwXH3TMlpO4KBmMuEtTEr/NPF2/Dy7A25boZG4zkRwfCu046TvKWtObxr98fSJ1ZWFOWwJdmlVRjeGu/4y/tLEGXApU/PynVT8orZZtaBnXVNOW1HVDC2G8NtS+/86Jerc90EjcYXwoLhXa9TZuYtoooo0gYkRVtq9luv25KEShvebYzRfTtZr9vSje43gRbiqmgSjO39bWxJul2JPVa8LQxcmraB9ni3DRqaYn12W5AUiWNUWwqM14Z3G6OsKJaWqrYNBTP4DbUQw1v0jO1vbjsdGQC0Ky6wvdepBTX5gvhci8aZJn9467tN2Lo35gGubwPjszhGhSNtx1GiDe82hig/2Nugy9N6BbUQdZ5obLYFj4lIuxK74R3WHm9NnhCJxp7rOm145yW/enmu7X1buM6ix7stOUq04d3GEA3vGm14e0ZL8XiLnVdbk5rIwaTNbUzjrslfRJukLXhCNW0j+5hojzRrj7cmX2kMx4yxPfXa8M43xM6rrXm8ZWlNc1Qb3vnI0q17cfeHS9uEYcIJa4933tNeWrFrC1LBturxbsmVKzU+0KQ93r5ALcTlHW6jHu+GpkjcRKMtaQbbEmc9+DX2N0fRFI5i0rCu6F9Zhi7tinPdLN9YtLkG174013rfliYcbYX6pjBqGppRGAxgVN8OmL56V5vov0WPd7gNOUq04d3G0FITf2gZZrfda7B0Sy1G9emI4oKgy1+0fjbtacDYv06O264N7/yEewKf+GoNnvhqDYIBwqq/nJrjVvnHTa8vsL2v3e+f4b1say26tS+O875q/IWn1evWvhglZn/dFgxvW1aTNlR1WEtN2hiNzW3T8G5oimDKsu02qY1f5LJwjSg1+cO7i3Huf6blrC3Z4rXZG5XbtdSkbZDvaSPlPsuvoPglW/bipH98iRPu+8KX70+VSJThuenrsKp6X66b4jsrtxvH2KtjieUoaWtSk7bk8daGdxvDpvFuyG2xl2xy0xvzcelTs3D3B8t8+X6xcE0ug0Rkndy8jTU5akn2EKufibQlzWBbobq27RUqbpKChP1ymExbtRNAyznH93y4FLe9tRC/ePG7XDfFd75YXg0AOHJAZ8Hwzn+Ptz24su3019rwbmO01XSCb8/dDAB41aeS4qKxncsORCWv2LGvZQykfrHPIcuDlprkH4f/+dNcNyHryBVo/TK8W9rT8h+zEu2SLXtz3BL/mblmFwDg2EGVKC4wzLL9WVidzTWNtuDKlnYH+oc2vNsYYif+35kbsHhz/ndqIn492mKe3VwafKrqX6P/lN/Giqx55RrJtuRB0eQv2fJ451Ii50a3PA6c5fBVu27ti1EUakNSEzG4sg3119rwzhKMMccl8WwRjkTj9JCnPjA1R63JL8RiLbksfduWOi/OXum5Ki82YsbbQgEdxhhq6pvxs+dm47Ml23LdHF9pqYah32TN491CT2+kpTbMQ7iRXRwKti2pifZ4a/zkhtfmY8SdH2PZ1tqctUHuwNsifg3eopc7l0Eibanz4sge7wrT8M73Ajr7myM44b4vcPAfPsZHi7bh8mdm57pJvtJW+6+44EqfHDisBYlNotGWId3LFtzILioIWFKTxjZgeIte/bZwnTna8M4Sr80xMi+8PMsfjXEytNWBS8SvoUX0rjbnMC2SUyaPfPYWyhrvimIjFVpznnu8Z67ZhVXVdVn5rboWUC3RzzR6LRl5Ml3jU+Ez8XGJ5vjZEfXNLeHe8xPGmDU22zzebWC8FieV2vDW+EZRQe5OOb/Ji0Jt97L7ZX+KGu9cprFzMvrzWXYhV2Btx6Umed6Ry7KxYMCfbPLPTluL4Xd8hA8XbvXl+5Ml11K9lkJtY9gXw1iUNuTaSWP3hLKspIHNFfxcFwYDCAQIxeb43BakJuJ1zucxSqbtWmA5ojCYu1P+35mGt71jaWHO2pBr/FpObTFZTRyM/nzN8MEYQ42UFrPYCq7Mz2Pm1EqewPIif+qh3f72IgDArW8tSLCnvzhlr2lrMAb86b0lnk8sG4RS9HIV2Gwj//6+PF7t4LU1uFOuLWm8xZWNfJcGimjDO8vk0uP9wGcrAABb9+7PWRtywZx1u63X/nm8BY13C8tqAuRvcYK6pkicgV0QNDy/+XrMnF1Smsh9jWFfJUV7c2z8uElN8r2IjsyTX6/BJ4u9C6ZduKnGSt8H5N7oEycBQP5OuqJRhrMf+QZAzODm/zfkeVaTB6esxOfLqq33+S4NFNGGdxYQOzFqMcXFY+Sr/jcSZVi+rRZnP/yNtc03jbdg8OY2q4mD1CRPvb976u3e7gABBeaqUr5rBnfV2Y89EmWo9iFne8iUsMhp7bKNm+Gdr9d64SbnAlheZje55a2Ftve59njLhn++6vs37K63qlYWWx7v/JeaRKMMf/vIXswuX59hFdrwzgJioZqW+DDl65L8rW8txKT7v7Rv9OlQwy3E4+3UeeVr+XRZ310YCiAU4IZ3ft7XnJ118ZVn4+53D+BZYnKNqPEulOJU8lUf+tDnKx0/C5B3ThxZM57rcUr+/XwNsBSvYYHZbxW1AalJveLY8tU5pEIb3llgTwsxvLm+/N3/OwYf/eo4a3u+Bq78d+b6uG2yxnvKsu2YtXZXxr9ll5q0vHSC+boUH2d4BwMxqUmed+S76+MNb/l8eAHPEgMYy8O5gns9xw2pwhs/P9r2WT7qQ/c3R2xL8QBw2oju1msv0wqWFQWl387t+ZQ97vnq8RZXR7lzpNgsoNPo4zW475Pl+PFj03O2ilWvmEjlcqU422jDOwvUtADDOxJlaIpEQQQM79EOQ7pVoFOZEWSZ6wj2bCKqamr3N+PSp2bhh49My/h7RYM3lx2Ik8c7X43QPVJgZWEoiFAb0XjvrstOlg9eCRQAHhV0wNmG63wP6tEe7UsKbJ/l4zL1os01qG+KoGeHEmvbUQM74/uH9gTgre5ZDszNtbdV1njXNuZnRhvRuOZGcGmh8bz5qWt/4LMV+GbVTny1sjrxzj5Q1xR/fzWFozlPY5kttOGdBcS8q7nSzvGOtKQgCDKXt3hawTZleAuvRa9Oph5hMZ3g5KXbc6abd/K256NhAgD/nmz3wBaFApbHKNfGg9/UN2XHCyhmHuhYWuCyp79wqUl5cSguSD0fvWVLzWJrB3avsLaFAmS99zLThyzVyfWzI+ew9it3ea6x57E2rkHPjsZEa8Ouel/GEVG241cV1FTacNMpQ63X93+6PBfNyTra8M4CdcIAmaslvAbB8OZwwzvXQVPZROzIosLrTAcxceB6dto6W4aAbOIUGZ6PGti6xrBlnHAKQwGUmt67v7y/FNNW7fT0N79dvxtLt+719DvThT/TN5w0BDNungggFgjpJfWCd2pLzf6cTSq5B7CiOGTrx4D8W9GZuqIat7xpBDz2ryyztgcDhPIiY/Ljpfxir2SA5Ty4UvKI1jTkp9REdHrxcbhzWSHaFYdQ2xjGjn3xcrJMaGiKYPgdH1nv9zXm5jrzPuXA7u1w5bEDrO3/mpw7KVs20YZ3FmgJ+VF5G4pthrepJctTjbeKKIsZ3+KEI1O9pDzwP/vN2pwYKE5a13wzTICYF79Y8H4WBgMoK4zd4+c/Nt2z39vfHMEPHvoGJ/9jaovIBMQHr++N7IEuFUUAjAmW123jfUeADENBzqaSLXg6w/KikK0fA/JvRefxqWus1306xwxvIkK5GezqpRRBThX5ixe/w0eLclcwSR4n/fTMTl66Db9+eW5OvPw2w9u8h4kI/avKAQCrq/d5+nurpO/LVdAq/90uFUUICM6CyvK2UWNEG95ZQOxEcrWEx3/XZqRwqUme5wuVeWvuJgD2wTpT75HsUd5csx+LNmffM+qo8c5DvTM/56WFMX2q6PH2GnFytqUm97nwLflYoSEf45UrvQykZYxZkpYDuhjGwOY9uTl2virVrrjAShnJyTepyVBBXlJZFjNGooxZWWbkAkqZwD3ep42MBW/+7Lk5nn1/qvB7u4MpbfLT8L7s6dl487tNeHbaWt9+w4lGwR4QHUEDzVWONTvqPP09eZzbnaNJNFcB8KDe0837bliP9jlpT7ZpsYY3EfUmoilEtJiIFhHRteb2TkT0CRGtMP/vmOu2JqIlGN7PmJ1KSWG81KQtabwB4N6PDB2ZGBCZaTnqiMKw9SPDRCKcsprkY2o9bmAGA4TzDu8NAPjpsf1tHm8vqReWZVds99YTlQ7c482faS4z8VJW1BiOIsqMlYQ+nUoBAJv2NHj2/akgarxl8u3+Li2IHePI3h2s19EoQ4U5scy0zxLhk8oJQ7p49p2ZwO/tbu2KAQCvf7sRaz02QmV2ZSlYWcRp7OXyotUeH7Oc599rKUuy8L6UO03ONfvvL5dX47evzc9Jm7JJizW8AYQBXM8YGwbgSADXENEwADcB+IwxNgjAZ+b7Fo2oV8uFxrumoRnPTzdS6/HAMyBWRbMtSU2A2HKWVx7vTXsa8NbczXHbc5E720mv71eKw6ZwFH/432K8OCM+daPfcAMzFCD85fsj8OUN43HmIT1tHnDAuwJRotZ5xbZalz39hzEWF7fhR+GgBsG472Fm19icM8M7pvGWyTepCT+es0f1smU1ibLYxMOr4Mq6xjD2N0cRChDGDamytucykPbb9Ua14WE92lnbbn5zga+/6UN4REKcDO8BltTEW8N7u1S1eocPBbeSwfJ4W06DmCn68uwNOWlTNmmxhjdjbAtj7FvzdS2AJQB6AjgTwDPmbs8AOCsnDUwB0eOdC423bTlLGKC4xtvr4Mo99U34fNn2nKcGCjr0pLxV4rnIJF3VHW8vUm7Pha66UTJAeE5rv/J43/3hUjz59RrfB0UVkUjM4x0IEPp0Njyyck7ia1781pPfE7OIyFrJbNMYjoIxQ1rD73P+v5f3HR8gSwXDO1ceb65pllPfAXloeJuTdi7v4UQZs45/X2MYkSjDzW8uwH++WJX2b/EA5OE92qFzeRGuP3Gw+Vtpf2VG1NQ34+uVO1AQJJxzWC9r+/Zaf41ELwsSJYvo9Lri2P7W6/6W1MTbfqZaOod7cpzVpMy8l3kK2LZCizW8RYioH4BDAcwA0JUxtsX8aCuArg5/cyURzSai2dXVuclV2RSO4swHv8ZjQqBMLqQmopddlD/wgjpeS03OeWQaLnlqFl6bs9HT700VOcMD9+bUN0XQGI7YAhEz8Xhvr415EW44aQgmDTNuyVwU0pEnUXxy9ePHZ/hy781Zt9vz70wWrluXr7Ps8X5/gTdBYnU2j3duDW/ufS8VZDVW4SAPLaaW4PGet2EPfvjIN5auXizow8k3qUlz2DieAskgYYxZ93d9UwRfrdyBF2esx10fLE37t75cYYyPE4Ya/dY14w9AMECoaWjOyWroht31iDJgYFU5encstbaP6Omv/jcHdrcVX3VE/0646ZQDre3c8F6/q95Tp4k8eanNleFt9iuW4Z2L5YYckrLhTUS3ElH3xHt6AxGVA3gdwK8YY7ZoNWasISvvSsbYo4yx0Yyx0VVVVapdfGfuhj2Yt2GPbZufSfGdEDvPPUK1O7+kJitN/evny7d7+r2pIgZgvXTlkfjTWQcBMNo35NYP8fa8mDxETqeVCqKn5MDuFSgwtfNOqf38pMm8lmcc3AOThnXFYX1jIRCfLfH+eoiGfrZXOESNt4jKI+oFYrW1Fdv35TSzCV85KxWye/DlWi8DabmxW1VehJ4dDL1ttg3vsx/+BrPWxiZ4/PrecmrMUMm3ypXcgy8HkTLEJlsNTRF8tSLmVErnfnx86mo8O20dAGBQV8O7HggQOpsBnTtzoAHeaQb8VZYXWZM9AHGZbLwmF6Yfd3od0ruDrR8rKQyirDCI5gizpSPOFNFJBHhb/TQVeF9aqpCaAN7JA1sq6Xi8/wBgPRH9j4jOIiLfngYiKoBhdL/AGHvD3LyNG/7m/7m17lwoVQR57W1ozrqBInq8xbRRRT5nNaGcdGUxxI6sR/sSlEmeUFGXnInHW5ythwIBFFhL/jnweJu/ed2Jg/HoRaOtzDWAP1p+cVDIdpBuTONt78ZUz50Xz5yo8a5paMbG3bmRXABAg3nei4VjtSp2euj9XbfT0Jj2ryxDlwrD8M52QJbowS8rDFrP9RXHDcDJw7sByEOpiYPhHY0yFIUCCJDxrIt57NOJH/rTe0us12LGq8pyIz1lLjTAO0yvbGV5IYIBwt1njwDgT38qOg5yUeuA98lFoXhTjK/seFkoafte+/Xcm6P86FZguDmZkqUm+Z7wIR3D+wgATwA4FoZRvJGI/kpEg71sGBnlFZ8AsIQxdp/w0TsALjZfXwzgbS9/10uiillblHmbBioZRINLNBIL/c5qkuPVI7Gj7tq+yJbRRaZeUcI2WcROIxQghMzBMhcab75Eza+teL39aI84Ycl2/IKTx7tM4fHmE4T/zlyP299emJZHRa4Uef8nuauyppKa8GvtpRG6dmc9AKBv5zLL45htuZxolLSTSsXncnXJT7h0RpaaRJmR55nLTbYJwXKZrqaKgfc8gLUuBwVWuLHf2TT+Yys53l/j+iwXt6tpaMavX56LGasNXT0fe4sU3nweROtloSRZatIUieZG/hrmNRh4YLj9Ps915VS/SdnwZozNYoxdBaA7gEsBLAdwI4AlRPQlEf2EiEpcvyQ5xgL4CYAJRDTX/HcqgL8COJGIVgA4wXzfInEaALNd/lbsUJ6+dIz1ujBo3PR+eYtyrdri3t8vbhiHolAQRUIgmkwmRqOoL22KRK1ORMxqsruuCaf8cyqem74u7d9JBn7MluEteMy8zrLCGLNJdLJVwpzDDW/ZW6LyePPYht+9sQDPTluHeRtrUv49rks8tE8HAMDiLbmrYMm112LaOX6tvdSEco93v86llkc024OieDyi5heAtbqUr1KTQskT2q29serA7/Ftggcz1WIo8uRTXD3J1SQLiBne3OvOJ1d+5GqvtxW387//uv+T5Xjzu00491GjsBdfbVZ5vGNBtN7YC/ubI8p86LmQmzRKdUWC0qql9ng7wBhrYIw9yxg7HsAQAPcAGAjgaQBbiOghIjokg+//ijFGjLGRjLFDzH/vM8Z2MsYmMsYGMcZOYIztSvc3/MYp4GdPQ3aXarnHe/yQKhwzqNLaXhAyBi2/ik9QLqJVTKJRZp1/nn+YiGyaWJFMDG+xM6tpaI55aITr/9TXa7Bky17c9tbCtH8nGfjSKR+wxcG1IQOvvoqG5ojNC5XtQTrs4PEWBzGeEu3Ye6bgR49Ms7ancy74IM0Dn7z0RKXK5hpD5lKs9Hh7Z3hzjXfPjiUxYyyLg2I0ymz32G9PGWr7nMep7PdQRhWORPHyrPVYb3r7cwE3vHlf8srPjsJ1Jw62pDXc8Bb7nlQ93rJxI3q8S3JqeHONt6Ez91O6JzoLvO4fVWypscvT3KUm3nq85YwmnFzITfZLnn45uFJ7vJNjDYA5MFL+EYByAFcAmENE72UzGLMlIXuSeUfiZxUuFY3Ssg6niOf9DfuzTJtLj7fo+RUnAAWKDg6w51pPFfF6VlUUWR5Y8fpnayHcMrwVOZ1FfX/t/mbM3bAno8FMHhAykeukQ0TI4y1CRLjwyD743sE90LtTzEM6c21mc3QeENTd9DrmKjAJAH798jwAgOjs53rgDxdtxXmPTovL2ZsO/N7uUFKIgqCxYhSJsqxpqvkqDREw65YTbMHCANC+xOhTd9c1IRyJYvHmvRnr+d9bsAW/fX0BjvvbFExdkZuMWDGNt3GBx/TvhF9OHGSV1y4pVMipUjS85f1FjTd/nYv0t5bHu8KUmvgo3ROlNNk4VjnuyZKahOIdQtzw9iohg1M6xlz0Y9ywLrJWZmXDW3u8HSGi4UR0H4DNAF4GMBTAnwAMANAbwJ8BjAfwZIbtbJXIgxNfJsx2RUP5Juf4UXBDJIcOb8clvF0OJXLT7XQZY5Z06I7vDcNRAzpb51X01MkBgH7AGItNOBSDlSgLOfWBqTjrwa9x78fp65TlTDB+e4x21zXhJ0/MwIcLjfSAPHuHSj70p7NG4F/nH6ostpIuXGrS1aymt68xnPNc9cOFEsv8PDzw2QpMX70L9368LOPv54Z3e1NbXRzKntxk8tJtuPa/cwEY2VuqTENMhDszdtY14da3FuLUB6biya/XxO2XCht2xTzdP3liZk4yLFgabwdHgao6a6rZL2T9tuiY4fEwuTC8uWe2imu8LemeD4a36PHOgbHXZHl+naUmXnm8ncrDZ5LRK11iUhN1VpN8L+qXTjrBciK6goimA5gP4P9g5Nc+C0AfxtjtjLH1jLGtjLHbAdwJ4DgP29xqaJI8ybz8bbaT1jt5vP3UzgG59Xg3RpyX8FSkO8A0hqOWrvvSsf1BRLHS3cJ55bIeP2kSvGTcM2YrEmR24IwxbNhlLHmu35V+ZTTZU3LRkzN9NUT/PWUlpq7YgauenwMAmLnG8GC7TWrkTDacdO55vixdXhRCRVEILAeB0oA9Q8v1k2Ix7XKAUqZLyJEoQ+3+MIhi3reY9td/I+Wyp2fjw0XGJMvJAO1kpr3bVdeEl2YZFe+e/mZtRr/bvb09RMlpsu4nzdIEWkYVKL4vxUBI2VAvKVBpvLNvjMakJobhba3e+SBxqhc93lmOUQFiE1jVdfY6qwm3A9qXFKCiOGT1F3tzIJnj9xWXN8UHV2qPt8w2AI/ACK78A4D+jLHvMcb+xxhTna11ALwItmx1iJ7k7u2LrTKwNfXZ7cgTebybwlF8vXIHJv7987i845mQS413k8sSnop0vbX7pbLdQGxpVNTaFvjk8V6zow7H3D0Zr8/ZKGRCEAIqbVITw1AWtZ2ZOPPkDrsxHPU14FAcgL5cXo1/fLoCgHOFUiCWGUAmHY9tg5ACixuiufAWiasa4jMmT0Dczksy1Jr3S3lRyJrIZSvoTg4QldPqcUTD2yvkR2LtTm/LdidDTOOtvoaqAOLMpSa5D66MRhl21Rkeb35tLUeGx8HhALBFkGPlwrvPV5TkbD2A4PH2aHLPvcgThnbBvNsn4axDegLI0YQjLAdXyhIc7fGW+QTAGTAM7t8zxlzLEzLGXmaMtYoKmV7DO4rTR3bH5OvHWcu1qXomUqUpHMXjU1djtVnW2snjzQPwnv5mLS54fAZWVdfht6/Pz+i3xWXZXHq8uRxB1sfJM2tOugNMLK1bzMArUAwUTr+bKXe+swgbdzfg+lfnxQVWAnbjn+eQF481kxRdqmCdZFcY0iEgdM5TlsXS97tVPXMqppPO9RZTYPGBMhf6SDlzDUfWSQYChOXbatNuoywzAfwruiXy6uwNOOCW923bnDy/ncsMr6hY6CXT+b4c97BmR/aDLJsSSk3S03gv2lyDS56aieXbauP6RvHZzVVw5e76JkSZcc/JmZm8rk66cvs+W7B7NoIrZbjstENpvOHNJ/fb9+7HlKXb8d+Z63Huf6Zh4+707seYnjyAQIByuqrBpaCxdIL2+1x7vOO5D8BMB+82iKiSiNqktESGBy2WFARRUhgUKo75O8N8fvo6/Om9JZh0/5cAnD3ehQpjMFMvtehNXbatFl8sz01w0kOfrwIAyDbZ29ccg2OFzC6cdL0dynzKCn21mNbPS82oODDKgZWA3eM9Y80uHPz7j/HU12utbZkEV26tiQ/e80u2BNivpVjExdXj7WB4p1M0ar+gS2xnLgPnIrMJX3KXJ3PyBGT51lpMuv9LnGT2A6miMrz50rCfA+MNr82PW4lxmrh2Ko/3eGdauEuOeVmSg7SR4bSkJonvxauen4PPl1Xj4idnxgVDixNbK7gyy8aonNEEUAeKe8HT39hjAbKR9EAeXnmGs46lhXH7csP7pVkbcOnTs/C7NxZgxppdtuxMqdAo2QG5Sg8KiB5v4z6W+3Cd1SSeKQBOdPl8orlPm4cbIdzo4saZ39kfFm02BgruzXRK0q9avuWlgtNFNLwXbd6Li580vCvZhnt/rh53gG37sB7tcN2J8bWetu1tTCsPtSU/EAZCK4+3YHiLHa6XnhtxMErk8QaMZct/frbCep+Jx3uLyvD2MdWc2Dn/b95m67Xs6RVxlJqk4bEVc8+2K2kBUpM4j7f9/TLzuVNdp2RQGt7mYP36t64LnZ7jJDWxSpvXxVZfMvV4c2/ziJ5G4Or7C7ZkPYjWqXIlR10VOXH/tcs0bLfU7Hc11LnHO9vyi+paew5vwJ+KrACwzKz6WVEUQlEogB37mnyvsSFOKBlj2O3i8S4vit8GAJvTfJ5lO6AkRx7vZ75Za3n6eX8iOw10Hu94EnVrQQD5fdaSJBYgY08BVe9zZ+ZUBcpJ4y3SuTxDw1txbGt2ZFcjyRizdJoXHtk37nPZYOH8+LEZCb/7re824d6Plllea26sqyoIilITcdDwcjCzF+8xA3WE42tKYGBmUmxFzklr/J6fHm911yMXXxBJV2rSGI5Y13jOut1G/INZdEf0eH+xvDrr3hnVBAvwXs6kNryN+/ypr9die23m6QplXpujNuidDNDiAmMl0TbJzbAN3Nt85IBO6NquCFtq9mNNlnXe/HicJpWlCqnJniRihzoInlU3aUquZAgvzzYCZHt2jIWFqQqSecFWU9/95jVjMairEX+1sjp7TqKG5giawlEUhgK2GCGOk9MASK/fFqUmQMwAz/bk6o53FlmveQyWvNKuPd5q3K760QB2pPm9eUVYCnbjxVvk5bvq2kbc+No8LN6c+ZJmdW2jFd0PGEZoKh5vVYeeCqqZqpPB5Bf1TUaHVlwQUC7JOumQ5yYRWPqrl+fi31NWYr5phNVLaZEAtSbRr0Izosf73o+M1IB2qYl7B52Jx5tLTc45rFfSv5cJTpKS9DTezoP4vsYwht/+kTURu+n1+VhVHTO8iguCaG96qF6YsR7XvzovYdu9xMkb6jYBSQcuoxFTMorPcr0PsSq/cTiXTlpnIBaE5xVi1ch+nY1iSSpZldfsqmuyJvIq2ZiIONHn3tI3vtuEldv3uf5Gx7LYJMpt5TUXwZUbd9fjf/M2ozAYwNXjBlrbVQXJMqU5EsXmPftBBPTuVIJBXSoAAMu2up8/L+He7o6lBUqJp1sq1HRW2uRiPbmsTspx6tM37WnAlGXbc5LKMxsk1VMT0bVEtJqIVpub/sHfS/92A/g5gHd9a3ErwkrvFpKlJnZPw61vLcArszfie//+KuPflAeufY3hmDZVGrxUBmimHkvVQ5ztIEuu9+yk0M0BQGEwuUwnbmwzvSUNCo13gbU0Knq8Y6+91E2Kmmqeek28rn07l8b9jUgmGm8uYbjplKEYYFZz5F53P3DqpN003mUOhrebl+e79bsRjjJMW70TQPzEsbggYNNkvjd/i+N3+UGjg1FWkGEWExlVxp5aIVDTy2qRgHoFhaOKR+HI8ri1O+uxaY/zdyWCS01CgYBVeyFduU6y1DWGMeqPn+DQP3wCILZalozUpGeHmHf4pH+46/k7lMTOlVtfn4vgSv4cTRreFQeYhjAQGz+91Hhv2bMfkShDt3bFKAoFcWifDgCA56av883YW7ujzhaLwAtcqfTdgCGBcWJ3GpnR5IDG4iwESsskm3nn4c9X4dKnZmWcGrSlkqyLZA+MtIDrzPc7hff831oAUwHcBuCXXjaytWJ5pqxqY2qP92rTm5bJsj9n2qqdtvfVtY2xYjJJeLyXbt2L56avS/thVHkSs51VkOvHOjp4wtLNqS12yFwfqcpqwj00ooZS9CxnurS3fFstJtz7OT5YsEU5GInX9W/nHIxzR/d2/K5077n6pjBqGppRGAqgc1khDuhiLNX6KTVxuo/cPN5Og1cqBgU3vjjFoaDjveU3tfubrRgOeeLspnVPh/2KfkMMQJMLsGTK3PV7HD9zMkABtcf7zDSdGAs21uABMwaiMBQzvLd5UAXUDT5R4JOqWGrQxFIT0fBO9DyLK0DJSE3kvqo5EsX6nf5keeGSxCMHdLZt5+Nnc4RhT31TUpKaROyqt+cK/9Ho3qgoDmHJlr2OFR4zYeX2Woy793Nb9dzPlxmJB9orUgkC7lKT3Wlo0ffLHu+Q2h7xk1TP7YNTVvrUktySlOHNGHuGMTaeMTYehpF9E38v/JvAGDuDMfYXxlj67oY8Ql4S5p2lvMQX8XCGLRsJf3x3sTU77iA94KpOfdHmvbjtrYW4+vlv0/p9lcHupzGmgneqTp4Ep+XbRIiTCp6+jGeoKbFlNTHO6wcLt+KDBYYXR1wmzTS49o/vLsbqHXX4+QvfWplzRETtb7f2xbj7nJEY2q0ibj8gfakJ9wB2b18MIrK8Un4GxThrvNPJ4+3cTjkrhuxRLS4IoqMiGCobnP/YdNz4mpHyUzZG5eBKkURePMYYXp+zEauqY0vt/FkWV8pEw9vrAdvNuHUzvDuXx1e0FLPeOLF3f3NcJovzHo1ljCgIklX0zG+piXwH88w1TtfU5vHumHyZDHGi7ubFLylUl4y/7OlZOO5vUzB1hffZqiyHidRv83PQ2BzBifd/idF/+jSjlTogtnIjFobiBnA6GY/c+Hb9bpxwX/xKBA9yd5KU8AI6KtKZfMSqOZvBlYXZ1/FvT3ECu2NfEy56cmbG17ulkbIFwhjrzxh7x4/G5BM19c2Ys243AJXUxN6ZeRkxLxve8zbWYMe++EhxsV0qPlu63fEzN1Tp1bIVoTxvwx688e1GqzSuk1fSKbgyEaIH25KamANTaYEoNYl9P9f/RoTAoEyXb0U9oMrjrTo+p849Xd3klj3G8XPDpMinXLsiTp2vm8fbSWqiCgLmyPa9fP8WhQKOMia/WbgpFgcSl9XE5Twkegafm74O1786Dz9+bLq1TeXxFosmpVqiPBF1Loa8q+GdxuoDYwwj7/wYB//+Y9ukRGxDKBBAd0tqkj1fEmPMViRJhTjR79quWLmPCvE+4MGxHUoL8ObVR9v2K3Lwhk5dYYRvvfntpqR/M1liqfXUDqLaxjCqaxsRjjKram26qOIX+PPktVzun5+ucP3caTwqVQRccpLxeM/bsAeXPDXTWkmIxXpJ6QSzKDWp3pf6asKXy6sxa+1uH1qTO9pkYZts8MHCLZi+2ugc+KDBO8tNexrw0OcrLQPMS4+33Anvawxb3tnKCvsAlcjzm47W7a258R1ytnSCZz74Na57ZR7enW+kmqt0yNAiD+Kv/Owo6/WizTWOBp6ozd9mLpkp83gLBlB9UwRTlm5Hsyg1ydBT2E4YLFR5s1XGZjsH70m61eC4IdLDXOa2Bi0fJ1lORr1bUKGj1MRlsIkK9/0HC7bgvQV2DXcgQLbsEHwA84OahmY89PlKpcc1zuPtch4S3XMvzlgPwEiryZGDsQBg/JAuSX9nqriltyt0kYc5BVe6yeVESYaTPKMgFEA/M3ZhyRZ/s12IBnFjOGq9d5KaiM94mSKA3Ikmm+FtXOvrTxyMQ/t0tO2XKE991AcdNPd4t48zvOPv688zrA8R83gLxaHMyYbXjqJEmcKcJpUBl4n07iQqtf7kiRn4fFk1/u+/xup1XHBlKPs6/h1pyni8ltHlmoQjBhGtIaJVRFRgvlcFVcr/Vvnf9JaNODDzwCDROLvnw2VW6iwfKuFaNIWj2FnXBKL4YMNEnt9UJRHRKMNnS+I95dnOyfmp2YbeHdWBheKE4+ELRmFM/06WgXbaA1/hz+8vUf6daBjw6mHc+CguVHu8AeDSp2fhnbmxvNPpBMaIiOWFVR7vYd3buf6NSLoab65J5SssMcPbv07cKbjKLYbAyeP9/oKttkBBEdE4+fkLasmVaOw55dv1gt//bxHu+XAZLnwiPtWl/PyKnrrhPez3QKK4gqVb4w3L/VIwFgD87ZyR1muv6xG4aY7dPN4DqsqV27fVOA/yosTKSW5VGCQM6lKBiqIQNu1p8FVuIk6g7/9kufXaSUYlBryWFIZw2dj+1nu3ZXlxMrLdnGSpzi130lTva1Q6YPxY2IpVcZSkJopz8OiXqzHgd+/ZzlUquHm8vR6v5JVmmVSkj/3MYPlExX7W7qizVqd4pptYOkHj3omlE8ze+LxHaPfzlx+R9N/5WRE5FyRzNOsArEcsheB6xAdWyv/We97SVoa4XMY1anyGyeGlnL0IquRwbeC/zj/U1ql0LC2M0wu6DWZi+5Jlw+567GsM2zyyQHajpkV6d1Ib3vYKbXa9GwBbZUcR0dBYsW0fGGMxj3dBvMZbRMyyMHnp9qRSFzoherhU+jyV4V1Voe7809V488AgbuDxe8nPypVOhrfb8yNOdi84oo/ts8kOcqpkvPZiwYuyosyz5DjB5WqqNHGy4b1hV+wek6+3m1dLfs5fnb0BCzfVWHIqcdDrWFZoGXkrttfid28swFqP8vTvc6kC6tZXTRzaBb0UOufNLvIQ8V5yuq9CgQCCAcIhZsaLTJ7ZRIj33H++XG29dqokLN7XZYVB3P69YZbzwE2yIxqVfDLmlFa2tDCIpnAUtYoJkS8e7wZ1LJLT5CPKDJ10quMUEEvHZ/N48z7MY8M7UbrLVKSPB5p9e6IqpePu/dx6zceImMbbLjVxk915DZ8w3HLqgThGUUHaiUzS3rZEEl5xxtg4M3gyLL13/ed/01s24qydd2zy0hGfCXt5U/FBpKQgiDIh8n2XYmkqUcGNZCqhifA85If1tS9b+h28wRizdOwivTslDjri10QcyJw8qGJnt68xjM01+61Ka6JH2W3JHzCCLs968GusS7MoRyId9UFmxT2Rbg46UDeN9+66JqwQqo5+s3IHNuyqx9aa/Zi7YQ9KC4OYOLQrgNjg4afG2+m73YwA0XD56bED8PVNE6xz4SSVSGbyUFwQxA9G9Uz4+5niptuWPWUbdsWyTciDvZvHe5nk7b7htfk4/V9fWROTYklryp+Vp75ei//OXI/LnpnlcgTJ42ZMuBnegQDh8H6d4ra75ToW73s3qQkAdKkw7pd0DLxkEY29HuYqklseZ3ElhzsNeCCx03lsaIooVzacYn34+KSSB3idcm9/cwT7m6MoDAbiqnI6TT446WRZ4d7gdiqNd5ZXaN0Mb3nSMcjMHpXI8FZhSU1MgzsXKSO5TeGUycWJZpdrwhjDdS/PxWPChLWlk1/++xaE6PF2MnB55+9lJybmDhc9cQOqyuL2TTTTTnWg4V65wVIGDb893n/7aBlG/+nTuO1OUhORINmrigL29FwicsGQZVv3YpaZHuqQ3h2s7clWENy0O72ALTfD8B/nHqL0bvfo4GB4u0z6jrl7Mk68/0us2VGHhZtq8OPHZ+DYe6Zg6VZjgjWyV3tr0OdGoJ+yIqfjTmT4/nLCATjj4B7o17kUPTuU4MRhxmTBacBJ9hh+e/JQ83v8O2bZ4BSfWdnwPmqgkYbtmAMq4wIO3QbXpVvcC3fJy7xyUarV1d54vN2CNd3yeAPx0hrA3TgR73s+oZM93/w3Y/mOfby3he/mHuunLz3ccX/xGvBsWTxVoNPKwQWPT1dudzq3PEZGlSHGy1VaAHhumpGpuKwomNDQlhEnnMniGlzp8XVOdK7cxuEvbhiHJy4ejd+ePBQ/PaY/hnKPt8vqkFOyBllqkovqpNzj7SR9dMLNobNw01688d0mR4loSyRlw5uIgkRUKm3rQETXE9GfiWiEd81rvag83gBw2oju1utwNIrV1fuwM4lAiWQRc4eLv/uPcw+J21ccuJ9SdPLJVMdqCketiQMfMORAPr8f7Ic+jw8p6Nau2FHfK8I9CqIu0ilLgqxB/WDBVuysa0LXdkXoXxmb2LildRMpSjMozy3d1RED4j1/ANCtvXoysWNfI5Zvi/eCAbHrOXvtLizaXGNt5xMsnrsbiA0eDU1hzwdljpPXI5GD+rpJQ/DA+YdaA3osml/9h8kaWNwg9dNjJMqWvlm1w1YzWDYUbzplKO4+ewQevGBUXIq9FducK/JtTZDiS/Z4pxLMlwr7XPKCJ3ISnDemT1zKTDfNuBhUzF/LsRd85coKuvPxOouTSm6cuFURFqVt3EPM+zunCce3DnnSnVboLI+3YjUxU0VZJMrwyuwNuO7luQhHonhhhmF4y/daMqxLy/BWBVf6I5dLlDnKTePdq2MpJh7YFT8fNxC3nj4sNrlyubfv/mhp3LZJ938RJx1zytXuNet31lsrw9ymSNnj7XJNVAkCmiNR3P72QnyZYRCuX6Qz8v8HwEz+xgy6/ArA3wD8DsBMIjrEk9a1YsSBQvT4PnjBKFx0VF8AhtF61oNfe/q7VuGFUMA2cx/Zq0PcvqJhrsp6kSiAo74pjGPunoyfPTcHQMwAkTvPbGu8h3arwJOXOHuLAODk4d3QrV2xVbFso+B9dpoocI8c7yh5ysXBXStsXho3eYBIuvli3QaGEoeBq0d755Rjk+53r3ZX1xi2qvkBsHI9HyAEtfFz8tjUNTjtgamu35cuTt75VFeMEpVKTtbjxb/HT0+oaBT9+LEZtmsvD5gVxQU49/A+aF9SECf3uumNBY7nKZGkLF5qYjcIvSqQtc9lhS1RPEp5UQgf/uo42zaVNpkjGkP89e46++8XyFrYLHm8OWUuhrc4uefOg4oEUhMnHKUm5sqZyqOcySptNMpw+r++wo2vzccb323C1BU7LOnHP887NOXv89rj7fV4pTIM//OTw2K/m0JwJZcTOd3bczfswX++iJdcLN+2z1q54BNJsZK2H2N0UziKP767GMf9bQoO//On+OEj31gFhLw0vMU+kt+Xb3y7Ec9OW4eLnpzp9Gc5JR3D+xgAYh7vcwAMA3ANgKMBbANwU+ZNyx/kZSFuHIWjzJYX1wvEoj2JBgpxMBMfBN6RX/fKPFcjZPFmo8rXx4u3IRplsYIbBQFbZ+K3x1vUL/MBeJhi6Vnk4QtH4eubJihn/U5L3ryz5sFWXDdfJXkXk+3E0s2f6uZ5c/IYqYqMJEtdU8TmbV67wxjo+lfFe7wBdYYML0gnuFJFoiVWp3u+qqIIN548xHpfJCxNe5mLX8RtUHbLKjJaMrwB54lLIkmZLDUplYJJk51oJsKtEub6JI2rD391LE44sIv5fc59q3gv8fMix8FwyVhRFtKuqe45+Tw7wdvJDXWVDMGt7U7SuKPMCpIvz9oQZ2hnkgJ3d30TlgjypuZIFLvrjcxb3BGSCsmWIbf9jdnHi5U8C30KrlQ9d2I/nUpwZYUlJ1I/s29+uzHhd8TyeAcxtFsFmiPMSn3sJc9NX4cnvlpjvRdzccspIxPhJjUR70Vu8yRTQCuXpGN4dwewRnh/GoBFjLGHGWPTATwK4CjlX7ZR5CVUvnzsFjCQDnv3N1udRkGQkjC8Yx2uGGQivnZLoSUGi27duz+WfiwUxEBBhrBky16srnZe6s4UMY9ysp0YETlGyzsZNFxiceKBXW3b5TytTYpqkirSnZA4XVci57RLwQBh1i0n4C/fVyvB3AzH2v1hm6FS22im/RIma/J59zr4CnAeEFO1eZ0kIut21uGuD5Y4VlCcefNEXD3uAOs9EQlFN7yfXE5Zut1WYlrGbYmYiDD1RnuMu9PEJZGkTJ7MyYGbzRGWsEhIMrgZUHKeaSeGdmuHowca2RLcdLC2dIIRtdSEOyay4fFWTdbLE0jlbjhpCM4e1QsDzQlwxzLjedylSFfqVhXUaXJ3ykHdUFwQwOoddXEe1kzmmbKzaVttIxgz0t0mWtlQ4XRd6hrDeG3ORuXKLb/XbIZ3FjXe4jlPxfBOFEC7Jwl5qHjMk8x4l08Wb026DcnithKRqsf7ptfn428KCQ1gv14NTRHUNYZt6XtbIukY3gRA7InHAZgivN8CoAs0uOTofigvCuHsw3ratvPOpdlDL9l363fj4N9/bHkbC4OBhJ5XUR4hat1E48KtipeYFWJ1dZ1NavLQBaOszxZt3osJf//CF2PsljcXYK0Q1Z5uholnLhuDEWY2ECcDgOucjxzQ2apoBwCdyuze5MP6dnT03Nx86lDrdbrLe04DQ0mBe2BSVUWRY5DlPpfAtg8XbrFNEniQaZnCW8TxY5XDyXBM9ZrHJCL28/9///0O//liNZ7+Zq3y71TntthHnfelT7tnC0n0m707ldpiN5odJoSyYTKmfydbzII8mTuwW/xq0v2fppdPmcMYU96DL15xBP7940Px4zF9FH+lJmacOJ+f5DzeXOPtr5b/mhe/xW1vL4rbnih38TXjD8Dff3SwdV+6ZSFxc6A4GbuhYMBanZWdRJn05fL9xp0yTilPAWOS4YST4X3XB0vwm1fn4dqXvov7jDtXxCBVv/J4y/0Wkd3YTmWywY1mp9UhflxyvIP422LWmBOHdQMAfGKuWntJwGEsCgZIGSfy2EWjcUR/dYxSbWMYD05ZpRwDxH68vjmCP767GMuEuCU3mUquSMfwXgPgJAAgorEwPOCi4d0DQI3i79ocd54xHHNvP9FKR8WxDO8Ub4hv1+/GrW8tUM52v1m1E2JfmIzUBAAe/clh+Nf5h9o6oDH9O1n5Qt0MKNFAXb1jn2B4B9C/siwuYNPrghsA8MIMe8r4SJrp7I4fXIV3fjEWREbHKxehmLthD1ZV1yEUIAzuVo7BXWMdm+zxLgwF8ObVY3F4v3gv3cCqcpw7ujeATDze6vPopO8WcZJl1LiUIF67s94KfgJi3hbRcyLrRA+68yPHAjXp8PXKHZi/Ud2teCU14ekwVXRwWBotykFmAE4ylSPHD+liZadw8srLHsjCYMC26iV7vDuWFTqmp0yX+qYIVLZcu+ICnD6yR1wmFTes5fjG5NIJxjTeaqmJNVFTXOOa+mZl8GEqvDd/i3J7qtk93IIhV0orjqI8yM3wi41VktQkAyNNXmHhWXHcDO9rxh/g+JlTf8iLufGaAyJ87BJ19FxS5PXqlXyuikIB26QqFY+3JSdqDCsNZV5d+XsH91D+fXlhyHZfHdSzHbq2K8K2vY1YvSN2j2zfux8/emQaPlqUvifc6bYqLVQ7iE4c1hWPXTzaet+prBDnj+lt22e7YlJp93iH46pnJ1PlM9ukY3g/BeBMIloI4F0A2wF8JHx+BAD1mkAbRJXhgnfoDyuycdz61gLH7/rBQ9/g+enr8U+Fd2mjlJquIBTAhUcYQZxy4RCRScO7xT2kZUXBpCK8RUO6pr45rtKd7LFJFKzpBc0ZlAElIqtjqxe8W1+t2GEFwfbuVIqiUBBDBI9CsqXpAWO2X5Rh4QKnCVUyxomTgZjo2ogdnlU0SNCgyh7vSJThuenr8P2HvsYXGUaWV9c24sInZjhqlFP3eKs9mGKWFpFvbzsR39w0wfW7clEk6tzDeyfeCYkn+rIhFAqSLd2XyvN6YHe1Ry1duCFUURSyqvMB6WW5KEvgFQScsppIwZXc421lwbF/H2MMB//hY4z+06ctwqvmZni/O89u3HcsE7NuORv44r0jGnqZ1J6Q+5q1Zj0DOVZGRuXIAJyD1FUJAzhcpmXrwxJITa58djYuf3pWyt5++VwVhYI2YzuVqowBwVs8Zdn2OGcBv+ePHNAZ9/7w4LjUuOVSbngisjJe1QhB1n/9cClmrt1lJU5IlY276/HY1DXKz+Q87SJikcHCYCBuDFWt3IjXq74pEpdFxsuscV6RjuH9TwB3AGgE8B2A7zPG6gGAiDoDOBLA+5610AEiOpmIlhHRSiJqVcGcbgVWnp++PuGDvU5RMEDWUxUECb89ZQiev/wI3P69YUm167Kx/TFpWFcMrCqPLbu5ePJEw7sxHLUGJm6MyHm097h4Vb0i01R2VqS3MGh/umSb9Zp7+o4bVGVtk6UmHJWGvCAYiHlc01zSdBoYkunAxw+twoCqMlx53ADb9mRSR3L2Kb1F8b99z4fL8N36Pbg4w8jyalMDKtJF8I6lbHg7BMs5VTrtVFbomNqNd/IfLvReI+nGO78YaysT7kZCw9tcmTh9pJHq9NKx/W1Gi8r47ds5vi7A/uYILn96Fl6etT7us0Twe6pzeSE+/vXx1vZ0SkVz4+KrlTusnPMyogeXG0bx6QRNj3dI7fEWA7jSCfAz2uGdwc49xnJgWXMkatUb4NjrTDif41hhrKjNCTNzza60PYmy4c2NKdkolHnyksPx3yuOxCs/s4eQOQWpO+mIm8JRNEcYQgGyOQyKXKQmkSjDx4u34bOl21MuEiavnh7Su4Nd452irp1Pii9/ZjZOlTJI8VWwsqIgzjmsF0b2shdTU8UNFIfiHUGpjAcqrnzW2WB3S5MpTgKDAYqzlVSxCuJ9Wd8UiZvoqIoH5pqUezVm8EfG2GGMsQlmQCX/bCdjrAtj7B5vm2mHiIIAHgRwCoyMKucTUXLWZQvAKX0T568fui8YqLwN63bZi1gUBAIoCgVxzKBKawktEbd/bxgevWg0iEjohJy9RvWCJrMxHBFK0hq/JxsyvCSwV6gGrUwrJ1reMuHYRI8213YfM6gSFx/VFwf37uCop1Np3IIB4dx6HFyZjFawtDCEydePw82nHmjbnupqRHFBwDaxSGQguQV3JaJe0v6+/vOjMPk346z3qS5yOElN0tGt8kDpuz5Y6ksMgxMje3WIq4TrBB/M5AkbYwwfL9qK/c1RhAKEB847FDNunojjB1ehp1CCXbUUrirR/tGirfhs6Xb89nXnVTsnrMlcUcg2+KZleAvGxTPfrFPuI3rFeD8iD9C8m3XyeK/YHtORphuQ56VunPdT1dJy/MbdDXFjhq3OhMs55tfiqufn4DIp5uDO/8Xr0pOBT/S4JIj3Z4mkchXFBThqYGeMkXTATv2omCpwwr2fW84p3p/Ikge3rCbidVKlB3SDn/tfjD8AlxzdD/f+8GB7IawU7/GOpeoVViA2bpUWqI1bVW2LmCModoyZOrAWuxTlcrvOsgSlIGR/r/J4i+Phja/Nj/s8LwzvFsIYACsZY6sZY00AXgJwZo7blDQFCQbM/3yx2jXFl8rw3lZj72wTGfeJKHJZdlu4qQbXvTwXq3fEjH2VxxsAPr0u5r3KdBYt40ewE/d4ix4sMfBUXIL//ZkH4e1rxjouh6suc0GQlB1dKjhNhlLtwEVSNbxlz0lxApnLUXd9lnKbOHJMQ/f2JSgvCuFg05szaXhX1Z85UuxgSKUTVPXLCYOs12vTKF3thJeeUD4hk2Vj/5u/BVeaS8ntSgoQCBC6mis6vz5hMK47cTB+f8Zw5cpND0V113QDmwF73IA4+KaqcwbslWedBnlRksaNDDkjBN/u5PEWS1SnG5CXjE4/WbjHe3vtftskcI2p3R17QGe884ux+PqmCehUmprUZPm2ffhm1U7bZ9NX71T9SUJ4X9NTmrylouMXcTr34v2+ekcdpq7YASBWGEw2QvkE64mv1sTFvIhjjVOQshP8PjqgSznuPGM4qiqK0g6uBOJjikRkGaD8SFYoVhVi0rv4gGM/SNY2YYzFrQaoHDji9VelHU1n8u43iUv7KSCiMgA/BjAIQGcYmU5EGGPs8gzb5kZPABuE9xthaMtbBck8aOt31uOgnu2Vn8lLV9EoixtUky1b7oRVrU3RqZ3+r6/itjU2R+M83oDR2fzwsF54dc5Gz6UmflTcUi03ipOPVDwBKoMlGAhk7PF28q6lk4qLo5roBcg5bZi8XOim2wMySz8mB+VyW+yFK47E0i1744rFJMIpWE51Pc48RB2kxPnh6N6Ysmw73l+wFePv/Rx3nz0C5x6efAYOJ7ycpBZZcgH7RZi2aof1ukzKGV1SGMQvJw6CE3JKQZn9zZGU9Nlcm8ondKcc1A079zU5xk+4UVYUwo0nD8E9Hy5zzMqkCq6sNc/5iJ7tEWUMA6sMOY3s8X5n3mb8+uW5tr4gbcPboQ978YrUh7OK4gJUlhdix74mbNrTgF6m1G8Nz7tfWWYVUuOpBwF3qYNbFV4egJ8q/N7u1bHElvM/meBwFU6OCFn+w43nenO7bOiL5+H5GetsAZ2iLDDVOCJ+f4njQSYeb6fKyoA6aFREJTUpsVYAvfN4u5Fs2v+te/fHjWkqB5HbatMLPz0CYw+oTKl92SBlw5uIxsAIqnQ7GgbAT8M7IUR0JYArAaBPn8wHQi8JJWEUr9/lZnjbHwpVAGSBi448GVLNadoYjjhWruQZIZLJMZoK+5u8D2iyItuF4xY79sEOshIVKqlJKECxTBgOAwZjDFGmNtyN9qiPO5NCJrLRydvgxB5JD5vMoLmvMZwwN7HT33FG9mpvZQkqLwphdD91+ik3VB7vv36wNC5n9oCqMvzZIe+5yCG9O+D9BYbG+7evL/DE8PYyENlJ4y3qJ92qJKpQ9U3ixHprzX70q4zXgTtRJ0hNAODhCw8DYywtjzcQC9SrdwiwFJ0X/LzwyecTl4xGVXmR9dtFgsebMYZf/jc+PV26UhNVpqdh3WO5yFNlUJcK7Ni3Eyu27bMM7/Vm8GI/QZff0ebxdtF4u4xVbpIHN3iF0F5SDFCiybsTznm8jXM7cWgXfLZ0u3WP8XMu3/OiASxnDLF5vFNcjeLSFNEZlm4eb8C5GFokytAYjoIo1seJEyzAQeOtkN5lani7OW2c0gxyencqwYZdDYiyeFtJ9by4PXuZrML5STrW2X0ACgH8CEAlYyyg+JfeE5Q8mwCIIf29zG0WjLFHGWOjGWOjq6qq0JJIJpjCrVKbrDFTdTzJ6j+dcAo0cZJ3vDV3sxU9LEpNgJie0OusJulKNdxQTTh4h1RSEMR5SWaSANSGcyiYWON98VOzcMJ9Xzh28E4dTSZSEzmnfKKOV05Bl8wy8eVPz8ICh5SAbnAP1UVH9cXb14x1nJAkS5FCOvDIF/EZhm459cCkJgrpev7c8MXwlu4bcVBL1egpLwph+u8m2raJwXZbU9T08wItYoBdukY3EDPgnVKYivd7JMrAGMNeM6tDu+IC22+LE7VkZA2poPJ4P3nJ4Yo9k2NwVyMzz3Ihj/EWUxfbvX1M2iEazW6OIDejPF2ZTLWZdeXIAZ0hXuJ0MtgAzv0on7B3MeVT/H2doPFW7Q8Ac9bvtmUd80JqEhQmupkEV8pyET5JsLTrQj2H60605z931Xg3RxCJMvzm1XmYsWZX3H6p4NZHJ3qqxw+JlYGRz00qhvfBvTvExQO0FNIZqQ8D8HfG2GuMscyuTvrMAjCIiPoTUSGA82AvY9+icVu+47gZ3rJR5Ecqs5gBav9unvrJDbkD5bporw1vL/WRHFVQKe90rztxcEpyDtXkJxQIJNR4f7m8Gmt21Ckrf4UjUYSjDCqbJBOpiSxf4hq/wmAAJxzYBYf07uD698l4vGes2YXv/TteppQIUZOZiTHGKVYsrYo8fenhePDHozBhaHJ1wETDmzevKRx1rdyWCDnDRiZwTaVsHIqDmmpAToQsA3lg8krrdarBtKpKgpnAJ4J1DoWhbB7vKMP+ZiNrR2EoENd/iRM1p3sm3dSgch92/YmD0a19+jnSebaZTXti6WX5tRC/V8xL77Y66tanpOv44MGfQ7pV2PqV9DXeEWVgM7/23STDW1UADLBfi8+XVePuD5di4aYa/P3jZTjtgVi/JUtNGGOuXnAu8RJXJDNxjMnGJ29PTN8dO66qiiI8flEsN7bq+eJSqobmCKauqMZrcxKXnU+Em1c7URd+48lDcfrI7njqksPj7j850B5Q2z+ThnXF29eMTTqxRLZJZ6TeCyC9qAqPYIyFAfwCRv7wJQBeYYylF2KdA9z013wwc9N4yoEPXpe4BZw93jv3JTYI5IelvIin6Esv5ZYT3Fs0pl8nK4dtpqiql/EBpqggtccl6CQ1cfF4J5pEca1hsaJDyUTXL99TfIkuGCA8fvHheOuasVYWAhXp6jOTIaZb9OY3nPJ4cwZWleO0kd2TNvIry4ssPTC/Dy9/ZhaOvWcKZruUfHdj297MirKIcLmArPEWPZ2pSk2Mv3d+HlLNJJBIm5oq/HucJud2jXfU8hCrcj8XCbnanfLgp+3x5sZSoZH+7dJjkksR6QT34or3dszjLVbbNcaZUIBcjUBXwzuNyQZjzDK8qyqKbIZ3ulKTKFMHA3IDu2s745lM5PFW5cWvawzjX8KEEoiXmpz36HSM/etkx3GYO8qSkZgmwwBJwhWxPN6xe0lEnEh2aRc/TsaChyOuue9Twd3wdj8P5UUh/PvHozB+aJeUpCa/OiEWk+JU8KylkI7h/QbMypW5hDH2PmNsMGNsIGPsz7luTyq4dWY8aM0tWCdO4+2L4R2vdQbSS83Dj6nOYw81N7yLC4P4x7mHoCBI+Od5h2T0naqgUqswUIqzZzlgDTAGcaeS5YA9H7uqkxGrg8pk4vGWB5NwNGZ4W/sInp5///hQ2/7JrOKkw666JjxkLvmm45VV4VSNj5PqBAsA3v7FMQCAfaYEh2dQ4NrvVHEr8Z0qyWi8SxX3aiakGkhdu59rvL1ph5WP31FqEjsXf/94Oc40C2S1L3HXwDp7vDOTmowf2gX3/vDgjD3+sl63ORJF9b5GENkrQ3L5X6I+o1BI5yZL2RrSOOa6pggamiMoKQiirDBoCxRMV2oCxI+XTWFjBSMYIGuS8fbczVi7o85yasmSjQ6lhbj1NHua1Q1SYTogfvydsWYXttc2Yv0u9Wowl4ZmKpHjnH1YL9x0ylDh+4328Mmr7AQRxwq5tobxeayuBIM3mmi3Q03lNMgLGaqJNJ/0digpwF0/GIEBlWWugeEtgXRGy98C6EJE/yKigeTF2m8bw93wdl8GB+KXutKNqHdD5fkF4oPqkiE2CHrr8d5vPoQlBQEcM6gSS/94Cs48pGdG36nWeKfn8f7VCYPjcnx3a1dsebzla7ynvgkn3Pel9V6l/+R/o/Iwp6oVFJEHk4giEl/c5/SR7tk+vOLpr2PVz7zyhlqGaDSqXKIuCqZRLbEwiGCA0NAcwfyNe6zt6Xpettc6G953/SBxwKdIogI6QGb3jopUZWVW5coERVSSJVGfI97LoiyjnaLoSllhCAEyPKZyaktOph5vr1aM5NWc7WbxqaryItu4wwvoJFolE/+mhySBSUdes92UvVRVGMGrYgVNt8IqiZDbwq97WWHQNpm54tnZ2KzQvDu1YcrS7XH72Au2xO4Hp3E9bElN7J+P6dcJFcUhx4q5ThQEA7jq+IFW38K/f7N5H3NNO0ec0Kjy75cI94zTRDVVZI/3D0b1dPzMDVlWW98c//zxsbowFMT5Y/pg8m/GxQXutjTS6W33wMijfTWA5QDCRBSR/nlrYeUZbktO5UWJPd7yzein1EQeUHbVuQ+olyuWSi2Pt0fLWBwuAeGDlhceBZXEhr9O1SPTtV0xPvzVcbjWnH2fOKwriEjweNvPrVx0QO3xdm5LJkuZcsBuhMXrEv3M7ZoM6WpAZYIBQoAMb4oqiDQdjzcRWd91xr+/tra3S9OQdJKaDO/RDuePSS1ritMkWny2vQ7+T3WCzpf/vVrV4H2Oo8fbwVBWSU2CAbIySWzcrdbtp9sHW6XLPbq3iwTvJRCTLMoZSLq1L0Z5UUiZj13EZnhL+6YjNRFlJoA9NV4mkw+VxxswjDExYHfF9n2Wgao6dvk6vLdgS9w+YpCyKL10WkFTrR4CwMs/OxLf3nZi2p5+3jfzvpvHX/XvbDc6xZUKlUEqxrx4lcY0zrZmLp+5II85So+3da1bXr5uJ9Lp5Z4FPFqPaKPI3qU+nUqtYEpuXKQkNTEHkRE926OhOYKjBnTOvI2KMrKAe9DX6L4dcdvp8QVE+fKx18GQDU3pGcRuqAoHOaVJTJafjxuIQV3LceKwrub3qD3esiZcpYmPed9VGu9MpCbqrCYq/Wcm85tUDVHRI+ZlOspQMICmMA9UtR+7l97fdCcrTsGJ6UwunTzeXkzYy4tCSi+w07UKR6LYund/nAGwzyHgLV24dMbJ8N7iIOVxWqHoUlGE6tpGbNgVLz0A0g9wr/fa4x2yr5jyay4bJaWFIXxw7bEJDX7RI/6DUb3wzaqd1jV30ru7wTOadDENb3FCkMk5eGnmelw3KZbBg2etKQiS7Z4igmB4xwexqs7HQT3bYeGmmFNEfKZ31omGt7vGW15dIKKM4nK4Bz0SZYhEGV6aaZQ2kdN4iv2ZynkhypO8MrzlcWOg4NVPZZyKSA4h2XkXjTLrGWqJhXKcSLmXY4xd4kM72hTijXfsoEo8dMEojLjzYwCx5XS3Zby4dIJmB1hRHMI7vxjrSeYHrnVevGUvNuyqt8q/uxneqsANIHZMThkG0qUhQ4NYRaEiq0mjpfFO78EuLgjapBlOxYlqpRR92dR4y1lNrIAgZUrE9H+nfYrSC9E4nJhklpFkKDQN76ZINC7Xa6apOEWcJtDNkajr9RJjKbq1K045PZ+IFVzp4BXMhGm/m4Dq2kZM+PsXtu1OGu+rnv8Wny7ZhjMO7oE/nDnc0hrvM3Noe5XVpLQgJjWR84Gv21mHJ75ao/y7vp3US9RdKoqwCM7ZpjL1eHvVh1mBoJLhrTLwejscq4goCzh7VE90qShCz44lmPj3L9IqYLZ9r+TxFjLjZLKi9cDklTbDm/dnoSDZgsIZi1WY7aGQmqgmftdOHIwrnp1tvRdXinbui61MyYb3izPWY+qKaqvP9krjzeHfF44wvDt/s1VJWja8+1WW4bbTh6F/pfp6i44grzKPiU6kQ3p3wOXH9EfXdsW47+NluPW0eOecE7JDqKE5gmiUWX30hU/MsCqqtiaPd+tpaR4hSgLGDeliK0leloTUJN7jbTzYhaGAJ0Y3/y4AmLV2N469Z4q1fbdL0BQvbCKTKNApXTL1RKtQerzDzl7mdHDyeNc22s9tvVLj7V1WEzHYyimPt2qwKEhjAOFGs5NOe099E+7+cGncUj5/Dn523ICEy+KpwJ/BcISl5blT8ZtJg+O2qVZ5Zq/dhUG3fIAnHYw/IPasTPvdBHx54/iM2uUUTOqF4V1RXIABVeV4/nJ7pUWnAfzTJdsAGNUfr39lnrVdrlyZKaFgAIXBAKIsvi/9csUOh7+KN1o4vG9zMrzTibOZvnonHvhsBQDvjjvm8Tba0xTm3tb0hnrxjiEiHDe4yjJY05KamIYqL3DUqSzWB3klJQPEFH4Bm9QEiMldVGkbVW0Y0tUepyOOv3apif0euPnNBfhg4Vas2L7PaouXWH1YlNmCsUcqiltdfkx/TBjaVfk9ojxJrs+QLqId8tuTh6K4wMja883vJqakaVdJAe/8XyyBHTe6gdbl8U6rpUQUJKKLiOh5IvqEiA41t3c0t2cW4ZbniEs/PaXlLi7LkD3e4iApP+CxUu3e3XhO38WLZHRUeC5FQ06ETybkEr6Z0uji/U2XQivwMYq5G/agoSni6mVOByePNy/gwWlQrBBYwZWKASLVwfXjXx2HK441NPlOebzVRYBS+517f3gwbjazBTgZe09+vRYPf74Kx9w9xbadrzx4ZZhwRPmFV3nwfzFhUJxUQWWc/Pn9JQCAP7y72PG7uMHesbQwY0+OUx7vdAMCVXSX+rEdtY34yRMz8OiX8YWJOJ8JgWv7PM7jDcTkJrIUxi0tpZPhzfs2p9zs6Rje5z063XrtVVBpcYF9xS7m8U7vHpIrOAL2OBjV527IGu/2QjCrlylJxRW70sKQ1c9xKsuLlA4blWNAXskVx19RatKUoLCOV+kEre8z++ZINGpNtK48boBjZUsnRHmSVx5vcdgQM+OkyknDuwEADu/X0dr27LR1+PvHy2yB8acc1C2tKsa5IuWnkYhKAXwB4GkAZwKYAICflb0A/grg5x61Ly8RH0DZi8eDgvZLHfkJ98WWcuOCKy0dn/eSC/k3ebaFpy4dg/FDqvDUpbEqa10cDO+iUABERkctG3iZ0BTJzJujghvFr87egLMe/Bo/e35O2ukEnXD0eO+XPN4qqUk4Ngk4bUR322ffPzS1+W7HskIc0d+IB4jLauLm8U5xACkMBazJppOxJ1Y9FI0bbqinE/DoBvfaN0einnm8gfiBW7Ucn+h+DUcMCUyAvJlMJ6PxPnZweiXKObLRVNsYxtQVO/CX95c6/o3Yx3gdXAnEslZslFLCuWVVcJKa9DSzQfDl/Nh3Gf9nunpQoQjqTAdVOkEg/Rz/qpLbohTrpVkbUvo+2fAOBgjPXDYGT11yeEpSjFevOgonHNgFH/3qOADxE7ZmS2pi3GO/OsG+GuU0Vqk03rKBLj5He4U+O1EpeZVsLxO4B705wqx+pr0iK08i+DHXNYat65Mp4jNWmEaWKM6QbhWYefNE/PeKI23b/zV5pZWeOBQgPHzhYZ47Z/wknV79TgCjAXwfwAAIFUAZYxG0kDzfLRm3SPFyB4+3uMQpywK4t8XLoDC5s+HlZHeYS2sHdq/AU5eOwbjBVdY+TkVsiMgySGT5hCqdW7JYRpmHnn5uDPAS1l8ur7a8R57pMAWPt3j8ssZbJVMQJwF//9HBePWqo7Dyz6dg3u2TMEhaEk0GPgl0lJooiwCpz/cfzhyOjqUFuPnUodL+lDClnZg/VqyO2mhdY2/zTHMvcHOEpbVk7oTsuVQZ3onu11imi/hKnekM3bECOuo0pBcd1TduEpcq6Xgr+d8wxjzP4w3A0rSulYxlp5SAd589wtFbeLiDN40bzJmmdPXO422vipupxzuRn+TmNxek9H3bJcMbAI4fXIXxKcZvHN6vEx6/+HD0M6+xvGoVlgIaZYPaSfWRzHUQJVtuK9EyXmu8ed8dibKMZJe8sNKyrbVxmbWAzMZoIPPj7tKuWLnKyh1VrUliwkmnxT8E8Chj7G0AqjttJYB+mTQq3xFL9IrplAB1AR1ZotEkGWyNPngFq6QBqKE5gl11TYhEGTqUFliGkGgYqHLgcnjH19BklPetawzjZ8/Nxin/nJq2F1zUtnuF6iHmBrBXUpNgwIhmZyzmAf5gwRY8M20tAGBwV0MDpwpGbRCymhQXBHF4v04IBQMpBy1y+IAcLzVxLvrgtGR60VH98O1tJ9pKqPPv4AOgk2ewRpDZbBbyKvshowKEVFyRqKd58GWvyw5FpddERlDsfvPGCI1lKIpi7Y46q+/g9974oV0yjg1JRp/73PR19r8xj++3r8+3JnpeTrB4+fQ1kuGtkry1LynAuYc7p2kcWFWmlNLx652px1vWIaeLvJpmrQqm+fxkanTJ7KozDO9U5RBOFAaN1dTmCLOtBFvBleZzLt/fUYfL1aG0EI9cOAq3m9m5hpl92dgDYpnCRAM7FcPby5VZQEwnyDKSQ1ZVFKG4IICwmR1lQJVdbjVzza6Uv1NMAOFVUZ6rjh9oe88n617FXmWTdO6EHgDmuXxeDyB111sbon1pAW46ZSj+ds5Iq0O4/Jj+qKoowtmjeiFAxsPEO48d++KXf+zaMu893t2lwJOGpoglM3FapuutSM7PEXXe1740F8Pv+AgfLdqGpVtrbQUsZBhjePjzVZgmBFFwmjMMHFKhMuK5h8zLZXBZ5/3zF761vNldzQIIKqmJ17r2kBAZL8L7TdHIvmysoZO8ZvwBjt9HRHHGUyhA1nl1ynUrags37YkFCjVaga0eS03Me2ZPQ7NtNemZy8Zk9L3yPfLl8mq8Mtu+HJ/oOXUq/Zwu/Fgf/2oNxt37OV6dsxEA0MTPrQfPj9vEiDEGxhhue2uhbTs/vldmb8z491X0Nw3vRZtrbNtVFXQTeTqJCH0UMhSr4FYks1WTdPO9yxQJwZWMMSuTTbpjQ8TB8OYxPk7pF9/4dqOt+BWHP+fpSCJUGP1NfCYqK7jS4bj7dnbO6HLyQd1x2TH98dn1x+O1nx8FAPjPT0ZbfxN2MLwbw1Es3rxXGRAI+JnVJFZRNZ2VJ/nePmpAZ1w9LmbknivEInAamiJ4ZdYGW1YXEfG8eDV3u2xsP9t7nvqwrXi8dwJwE5MOB7A5vea0Ha46fiB+OLq39f6204dh5s0T0V7wJnOjTKW7WrdToYP18AaUO9TGcMRaJpSzl7x61VF47KLRcRWzRPjA8tKsDXhnnv32cFr6BYzS23d/uBTnPxb/8Fvadh803iJRZhi6Xhr4TjpvwEgfB9hTygGGAfO/+UZBB68CkfjAJFdDtTzegqfottMPxNQbxycs4HJQT7vHOxSMnTtR493QFMF787egMWwP6rF5vP2Smpjt+eEj0/DL/34HADh6YGccL0in0kHlubz5DftyfCLvo1+GN4dn0vCy8ISbx7y+KRJ3LwPeZiNScdTAzigMBvDpku1YuClmfKs83vLKowqVsVgkrCZkglcab3F1achtH1reyvQ13urtT19qTFDllVHOda/Mw53/W2wbuxrDEexvNsq4uwW4poo1XgrXgPdfoq563BDj2T6kdwfc/r3EKe0GVpVbK9DlRSFMMOUwTaLUROjP/jV5JU59YCru+XCpMujUc423+Vx/uWIH3pprjKnpPlN9OsW83BXFBbjx5KEuewP3frwMN74+H5c9PUv5uehgcUoznCpyP8b19a0pjSAnnRZ/BuBSM8jSBhH1B3AZgA8zbVhbhA9eVi7WsLPHe51NB+t9Anl5IG1oilqdqOzxPrxfJ6s4jBNXHmfMoJ/+em3cZzUuKQq31Dh7w/2oWOX0XeVF3gyMHD5Y1O4Pxy3njj2gEsEAYeqKHbb0et9t2IN5G/YA8M5oKQg6eLxZfHAlESWV+7e0MIQrjxtgvQ8FKBZcKciknp22Fte8+C0uemKmrXDDpt3xhrfXJc1VhkgmubI55aqsCNLzkuhY1u8ynm3lNU5DEiJLwHjgUywo29tzK9sXdU1hZRq+glDA02Brmd6dSjF+qGFsiY4Kbnh3EoztgUmkOOvgYniv3VmXkSzDy8AwbvQ0haN42Vxt8TKrCRC7p1TB0qLHVzS8+eS6Q0mBZ2lvATGTi2h4x3u8n7j4cCy4cxLeumasslx8IgoVcSqiZ3elmTbwP1+uVp6XTOofqOCGPJ9IA+mvhIrZ1ZLRuX+5vBoAMG9jDRZv3ht37/Nz9N8rjnRMM5wqssOCZwFrKx7v38PIYjILRvYSBuBkIroLwLcAGgHc5VkL2yDFlsfbMKiT9Xj7OfPbH46Vk+1Qmtg7JHPayO44eXg3ZYfkVpHQbVxuyjBwSIWTUeRV8JP1O+a1mvj3L+K8Sv0ry3DMAZWIRJnNUyd6gr1atoxFxksebyEPbjqIxYaCAUIgQDZNIhDTDs5Ys8umw52/cQ9em7MRO/Y1+iY1UQ2Cq6vrFHumhsrjXSWtBIlGv1yhsq4xjKue/xaAdx5vWQLG7x2/+g3Ze1vXGMGG3fET6MbmiC1v8FmH9IjbJ1O49KdeiJfgUpMxQsDk4CQCk1UxLIf17YSCIGHW2t1YtDk+MC1ZvLrWTqQfXKk2vC2JjULbLsambKuN3d97PZaZcIqkap1ArP8Saw4EA5TRykIs979dXqJCtQLitcdbNQak65ARx/Rkxjqx/zz1gal4fsZ66300yqw+/sgB3qX4k50le63gyjag8WaMrQQwEUAYwB9gBNr/BsBvAWwAMJExllqOIY2NAjPv5YvmzbxdYXiLFST9GkBvOfVA63VDU8QKZkg3EMgpZdnVL3wbl0qP46QxBPyR2DgZeF6nKhIzlsiDV1FBwMoQIxomYoomL4xEQPB4O2Q1SbfmgxjwwgccObMJD34TKS8Koa4pgt+8Og8/fmy6pXv3Xmri7SDIUXlFZY+3mKLtiL98hlcFDbi4uuWVh0zWJvMj92s1QQ5CrGsMK/NfL91aix/9ZxoAQzP89x8d4mk7gJhBKxpl3ON96shYJhenNIIiKj1zr44lVkrO7bXpr5h46QFWke7Y0LuT2jNc4JApBwDqhbLe24WJJfd4uwXhp4PS4y1UrvSKmFxOLTURUdUG8FrjrZpMpW94x65JMoa33H8+881a6zWXLRqBrx6ef2kwsoIr24jHG4yxOYyxgwGMBHAugPMAHMYYG8kYcwu81CTBhl2Gd+hfk1cCALbUxHfoYuAd10+WOFQFTJcrjhtgVRxsaI4Z3hVpGqHDpGwXIi875IN1K9CQaaosFU4PsdeGtzjRkLOXFAYDVucnphgUtfCH9I6vTpYO3LiLKxnPMvN4i+eR/4ac2YSnPDvZLJIAAIf26WC9Xr5tH+as2x33fV6gumfuOWdkxt+rynwhG+PyROufwlKxeLurilmkM4x1kvTLexqajVzhHk/Y7/zeMJxwYJe4fPL7GsO2PO0ifHm+T+cyzw0TIBYLIaZ15M9RZXkh7vrBCJw0vGtS6eycPLWxomf+yWYyJd2J5i8nDsJFR/XF29eMtW0vCqqLgAH2/mxrTbzUJBse72aF1CRTVBmgmhyKb8nnpUf7Ys+zmig93mk6KETDWyWrlFc+ZO+9KrDVa+dGQPpNvoLSGjXeKVsTRHQcgCWMsWrG2EIAC6XPKwEMY4x96VEb2zwqnTNfOt27vxlvfLcJADC6b8e4/TKlRPAY7TNLmqcruxjSLfVkN05LnYA/nv6ODjIar9J9ccTMCqKHCDC8xdwrJGqf6wSDwS31WSrwDlTONhK2PN7pdZ4qj3csA4RpeJvn4IRhXfGDUT1RXhzCu2bwaPz3eTxoSZ6Ybu2K8SMh2DldVLns5VtYPtfioo5olPPUa5lCRBjarQJLt9aa39uEI/7ymZUZyavn55Kx/XHJ2P54edZ62/a6xrBrADWgXinwAu6M4I6KHfsarf60vCiE88f0SRgszFEZjMVmWk8gNpFMum0FQTQ0R/DylUcm3jkF/nTWQfhm1Q7MWL3LusbpGn0VxQX4w5kHxW13k5qI/ZkYN7Gn3i/D29njXeDhZE7l5XdKIykb3v/5yWjP2sFRSVeSSeupokOJu9SkORJFMCD06dL9JE46eSaddFNYJsveNpbHewqAE10+n2juo/EIlce7zuzcrjb1oJXlRRiahmGbiJIC0fDOTGpS6uKRd/J2iflAnSt2evfgyd5BTrpe/mSQPd5FoYCVBcbm8TZf/2h0b8+O2fLiSFlN1pma63R1iUWSxhsQg5OM6yhW4Zw0vBuOHljpuLLgtdREljB5dT4rBY/3BUcYBp18buVBWbyvRc/R7jpvyjcDwA0nDcFPjuxrvRfTkVZ4HDjcvsT+DNU1RWyGdzdF9iOntHSZInq8G8MRjP7Tp9aKYqqZgcTrdNcPRuC4wVX4waieaWc24ffFIcIqjxdceGRfPHTBYTYDymtvq5PUpKEpgqVbY1p3cfLol8ebT3zEZ4drvIPpauUUFEj9F6CWmoQCFGeQlxR6bxyqvPnpBlfaPd7xfbB8nPEe7/h85l7fczKx4Mo2oPFG4tXOINSFdTRJ8sTFxuw4GCAwxrBlj0pqYtx0PAf21eMG+qITjHm8ozGNdwZGqNPfylUbOaKkRtbN8c7NyyWt4oKgUvPqtcdbpF5hePNBk8/q56zbhb9/shyAt/nErcqVwmCyvzmCO/+3GED6usRilcZb8pKJVTg5TkFmXns15EmcV/eQKDXhKerkjDGysSJqvsUBu39lvAY+XSYe2BV/POuguPz8hcGAZznhObJhVdcYtlZrLjyyD/73f8fE/Y1vHm/z2BqaInETmVT1sOJqxvlj+uDZy8bYPN6pFGJijMWW5D00DkXE4/Naxx8KBhAgYzWHe5dnr92FY++Zghtem2/tVyd4v/2TmvDUrPFZTbwcG7gh+fXKHdY2lcc7wlhcxVo/UmeqnCLpS00SeLyl44zzeAtjM78OXt9zMpbH2+P+KxukO4K75U06GsAOl881CRg/xNAbRqIM1740V1l2mndoXCt8+sGZlXx2oljwGHGvVSYZPsqKgjbvF++89zpkNhGDEBuboxCVIHwW7rVRpvJibN/rzbK/CrlQTlEoiHZm9D2/vje/EVN0eZlhpUCR1cRpEpQKao23/bf4tRWXR5093t5eY9kY9so7I+aD5pM12dCWB+uog9TkgfMP9aRNIvJSdEGQPJ+wy95rw/A2rvVpI3oodfDdO6Se3i0Z+CpbQ1Mkrh9NdcAeN6QKN548xJYNBRANv+SlJtww5Bl//EA09vwIJi4MBbC/OYqmSBQBIpzzyLS4fcS+Pqseb57H28Pj5k6BFdv3YeX2WhzQpUJpeDOGuMIyXtVdEFE5RdKXmojBlfHXRx4T5fSB4qSHJ37oWObPZJpjabx9NvD9IKkWE9G1RLSaiFabm/7B30v/dsNIMfiuby1uAwSESn9ysRlOXVMYD3y2wipJ3c6jAgwyluEtZDXJJCWTbFj91kzUn4zHW9ZQ+r2kVRgMWAGhclGYTPm5UBmsTtJ4FwRjaa/4eeGZbgCgzMMg2pAij7doKMre+GSxGd5SVhM5uFL0uDrJkbwOoJE93l59v2js8JUJOWOMbIiLgxj3mh4/uMpTjzfHDwNARja8bTI1h4lVL5eqt5lQbBoi9c0RS6plfZbiuSAiXD3uAIyOM7xT93jH+i7/spmI19oPva01kQ4z1DtMOsT+wzK8PZYVqaQ+zRmmQ1Ux8cBYrYq1O4wsPU4abzlNqB8eb9W9k66DQsw0o3pGeZVoToOi+ivHMrzTSDucCvM2Gql289njvQfAOvN1PxjVK7dJ+zAYgZbTAdzvQdvaNMWhgONDDRh5vO8zpQdE/gUYcKOoQRi4vJSa9DA9XbWNao93veTxFvE7f3lpURCvXnUU3pu/xfMVhRtPGoKPF23Fquq6OOOWiNCuxC41Eb1EfkhNGpojeOabtbj46H42z92+xtQCxjjiQBN0Cq5UpArkGSJk3OID0kHWXXs5eXvoglHYWrMfPc17O87j7SI1aXS4p084sAs+XbId5xzWK6O2+Z0vGrAHagHGM8zjGJyub++OidP5pUMpj1FpisSlLPWqz3SrQuuE3zITwD6h9cM5URQKoBZAYySCqEM4guhU8C2PNz//No239xOb9iUFOOewXnhtzkbsNLXrTukEVwt1CQB/DG+Vxzvd1atggPC3c0YiEmXK8bQpYr+3VavwnGwZ3pzCYOvTeCc1mjHGngHwDAAQ0RoANzHG3vGzYW2dooIgkOSSP2P+5YHtYVb4WrezLuPgSsCoyshnqgCE7B3qY21ojm3nRsmstbtw9wdLsc2Uf/i11NSprBBlRSH86PDMs13IEBF6dCjBquo6ZQlr2ePdPoFHIl3Egf+Odxbh4qP72Tx3qrYlg8rjXSinE2yOl5o4efO9TjWXKD1WJpw6wpikcS2oLGuRJ9RiW5zkUw9eMArLttZiRM/M0kjKKUfTr7XojKwZb2iOWPcRv3fHDanC58uqrX388njze6u+KYJa6V72qt9QebznbdiDN77diNMP7oHDJQ85IHi8fczIID5XfvSR4gqW06QjG1ITdcl479MJAkDncsOY3LGvCc9OW2utOMuskuos+JEqU+zCpvxmXMaTjB+6ZHU69Z9fYfEfTrLOp9skc5cZS+GUqMBr0h2jckk6BXT6a6Pbf7wOeEqXod2NTCmLNu+1OtFMpA6/nDgIPz2mPwDD+xbLVx1zmbw9dxPueHsholGmDK784SPTMNvM7wx4P3g9dMEodG1XhPt8KOghwgeM295eFPcZN1D4KoM4sZK9tZmg0pfaPN5p6r1twZVmZ925zND2bjWz9PDfEfctdfCIeo0s//Bj1SRWqdPd4y3KJRvNcyK3pygUxMheHTKeYJdI/UoGVc4dkdsoSk34as3jF43Gt7fFkmP5NUhz47NBITXxylkRK+ASe27Oe3Q6npm2Dn9+b4nyb2KVYf2TmoiBdn54vPk92hxhjlLBusYwGGOo3d+MWWuNPjsbHu9mH9IJArEYjp37mnC7ot/mrDLz0/uJeD/3ryxDL49Xje783jDrdVMkimXbaq33+10y+PCc/dnyeG/aE59uuaWTkeuMiEoBdIYi0wljbH38X2iSxS06ubgg4Hrje8nAqnIUBAkbzZLPXdsVZTR7Ly4I4tbTh+HCI/uiY2khqvcZRpjYcV/70lwAxnLd1BWxOF2nY/bam3PqiO6W19JP3LRpoqfu7bmbsGxrrNPr6VMgGsdrjze/XwZ1LceHi4DlZgduGd7CvqpJnR+LOfFZTfxL95VI423LahKJl994ideSnWSo3R/G/uYoiGJSl1AwgE5lhXj950ejpCDo24pdiS1Gxbv0jCKxAi6x68qX4jc7GAXZSLlW5HdwpeDx5hOr4T3a4fwxfXDHO4sQMUuH76lvxhkPfmX9nefBleb5v+fDZagsL8KPRve2nm8v0wkCMefBzgQ59rNhDPp1P3MuGdsf/5u/xSpiJo77blKTXabUpJPPwZWcvT6fBz9I+a4kogAR3UREmwDUAlgLYI3inyYD3DRhXgbXJaIgGMCwHrHl7b6dvAn46ldZhvalBZbUZI8iq4lodAOGR0mOpgZaZ1QzkGByFYpp6699aa5V4e9nxw3AoK7e52sXET3e8vJ8sqgK6Aw227182z7zd8x0goqARNt3+eCNlo1hPwyTAkXgKpBcVhO/YjbkrAd+OVx/MCpWvXKHmeGhrDAUZ2Af1rcjhvXwNnBZpESRlclriqSS5aLnO+qwpHDHO4a3NC+CKyNRy/vaq2MJLjyyLxb/4SR0NIMoP1u63cqdDvjn8QaAG81UhlZwpcfnl0tNdjpITPys9yDjRfapRIj3r+isUElN+NhsebyzJDW5/fRhiXdqYaRzl/wVwG8ALALwOoxAS43HuA28fgRquPHQBaMw9q+TAQBV7eJTgWVCp9JCEBkBGeFI1FWT12imrpLxKx2X37h5vEPBAAqDgbjjzYYn3ovVlGIHjzcArN6xD0zIdWs3vOPvbT8mVmHpvPrheeTHLXu45cqV4uC2qtqYlPgVMCxnNXn4wsN8+Z2///BgnHJQd1zx7GxMX70LgHNgpZ+UihpvnwyVmMbYuJ95hUbA0AKf8e+vMLCqHH87Z6TVv01euh2AvZCR14hyRT+eIX6PNoaj1gSdx6YUhYIoKwphd31zXGo9rwN85dWhcCSKx6caCdi8nthwj/eOfWqPd8eywrSdFamSDcNbdBLwcYEp8pQDxmpdUSho3f9ykLUfXHncgLgsQ62BdJ7GCwF8yBgbwRj7JWPs96p/mTSKiP5GREuJaD4RvUlEHYTPfkdEK4loGRGdlMnvtGTcjGs5j7PfdqcobXDKt50uoWAAHUsLwRhwu7k8KdKloginjugGwNDwpZKyq6WTyKupMsz9MF5uOsVI6Rggo1MVPXbp5gy3L3MHzO8yBuWGpth1LAwGbEuYKilEkQ8TzTiNt4/BZ/JvyR5vbnfPXLMLz083FHp+ebxFo+fW0w7EcYOrfPkdIorzbGZjIJapEPLh+2UQxTTGxnXdJRnT8zfW4M3vNuHb9XsA2NNHumWuypQSxTPoJWLZeFXGK/5aXM0sDAY8lxXJ8VAvzdoQC670WGrCEwvItRc4Km/+j0ZnlonIiWxILESnAZ9YNoajytgQfi8nymDkJdlcYfCSdO7KjgDe9rohEp8AOIgxNhLAcgC/AwAiGgbgPADDAZwM4CEian25ZJLALbhyYJdy6/UpB3XD6z8/2vf2XDPeyDt97cRBnn83D1h5ccZ6PPrlattnpYVBW9R6Kim7WjqyJ1RGlXPZD43uVccPRHFBAFFmZCF45IvYNXjxp0em9Z2i4cjt6kIhIv61ORuN/aT7vEzhDevsw5LlDScNsW/wYfJqBVcmSCfIgy/fmx/L2e+XfEqUmvit95Y9m5UV2Te8iwuMlaPGcBTbauIrAHvyG5LHm6dTk+Gl1MXr76cjQVw18VreAcTu0eZIVFlcjV//Peb5OLh3B3x+wzjP2yF7vL8zJziA9x5vVSCtiJzD/vnLj8A95xzsaRs4Ew80Cu0d79PkGZA83uYxy2l95X0T5ez3Ej8rSvtJOr37AgC+rnczxj5mjHH3xHQAfMp4JoCXGGONjLE1AFYCGONnW3KFm5fvNFNu0L6kAA9feBgO7dPR9/Zcd+IQzL71BF+WdUSP5xfLt9s+KykMxQokhKOOD31rJNFSocpL5Ze+v7zIGDD+O3M9lmwxDIQLjuiDEb3SS19XEAzgquMH4upxAy0PFzcEdtc349a3jEqc8vGEggH88ayDbNvuP/eQtNrgxpmH9LRl1YhG1VrcTIhpYGPfbZQKj9d4N4WjtsJUfhWFECdzfuf0llftxJLr2YKIrIItczfs8eU3ZI23XJqew5+rbK3abREmGoO7lrvsmR42j7fC2OJZLXgWoyFdy626DV4iO6kiQhYhr9MJqgJpRdpJE5w+nfzJTw8AN596IP553iH414+9r3DLEQ1vPvY6BVZ+/6FvUN8UtgLyvaw34UQ2jHs/SOeu/D2Aq4jI++TGai4D8IH5uieADcJnG81teYe81HzmIT1wUM92uOsHI3DqiO545MJReOuasVlrTzBAvg2conxF1EcChnHAf3f5tlrL0zCgqgz/+clheONq/739fpHI8FYFZqVbEjgR3FO1cNNea1umsQQ3nTIUN5qVSQG1fEIVgHPOqNjS7I0nD8GB3f0JvhNT2MlyEC+wqoIKhsC+xrBymXbZ1lqbt9Avj7dobPsdKyLfq7kwvIGYt9cvPbVcMn6Xg8d78RYjm0+2nAc/PqIPOpQW4O6zR/iSNYZ7k5siUasvEz2QvU2jk+e09iuDi+zxFie6XsswxWJJ/JTOvvUE63NR+kAEdGtf7G0DBEoLQzjzkJ6+Va0G7Ksz3OPtZHiv31WPV2ZtsIomZcPw9qMOQTZI58wcBqOK5WIiehNGBhP5SjDG2B/dvoSIPgXQTfHRLYyxt819bgEQBvBCqo0koisBXAkAffr0SfXPc448KHYsLcS7/3es9f7kg/wPsssWNYLhXdMQb3ifOKwr/j1lJT5YuMWq3FcUCuKk4arbp/WQKB1UXFnzYMC3oDvuORB/0WudscqYVKWcEpeHs5WxRj7XXsD1peJ3y/pfzterdthkNn6l1xNz/fo1ibO+X+rD/NKtJ6KDDzILEd5Xc0+2UxzM8q21iESZo0zBawZ3rcDc2yf59v2xwkGxVI2iB5J7e9fvMsqr+2d427+3Wgh89DoAsVgqllQQtDukxMe2vDDkW3+dLVTBlW5yz8ZwNKbxzkKV3GwEmPpBOob3ncLrCx32YQBcDW/G2AlunxPRJQBOBzCRxaJRNgEQPe29zG2q738UwKMAMHr06FY3MZJTzanS6OUL108agj+8uxhAvMe7pCCIkb3ao6IohG17G7Ftr7FsmatB3EvOO7yPVVSC89Qlh1uvZY+3n4YSHzBFyYXXuaQDAUIoQDbvsqrIgig9CvhkgMr44fHmEwjRA/f23M3Kfb9cXm1LUeZX6rujB3bG/004AFNX7MAhvTv48hscWcqSqx7MD32zSGV5EQqChDU76jBn3S40OATeNTRHsG5nXav10smUW8XPwkqNd9/OdpmFX8WCZCfVzDW7rNdOevt0CQTIlm3KNSVsFgxPv7F5vJvdPd78M8aMlQGvZT4A8MxlY3DfJ8tRECAs2FSD741snQ7IdAzv/p63QoKITgZwI4DjGWP1wkfvAHiRiO4D0APAIAAz/W5PLuD5QtsCl47thyHdKnDB4zPiHuois7hGVUURahvDVmGCllLZMxN+MKonRvRqj0n3fwkAOG5wFcYP7WJ9LtuCfnoQ+CAqRsonCv5Mh8JQAOEmMWtKvFEkenuzZHf7ovG2CuiY53HOut2475Plyn2/WWXPyuqXJ4eIcP2kIbh+0pDEO2eIPDn2u/CTE34b3u1LCnD+mD54dto6fLVip6tHcMmWWvSv9KYWQq7h57WmvlnIahI717K+2Y9c4oC7E8aPrDFFBTHDOz4WK9ZhqYLjWxuNKo+3w8QSgDXp9Et7ffzgKhw/uMrMvhXNemplr0inZPy6ZP5l2K5/A6gA8AkRzSWiR8zfXgTgFQCLAXwI4BrGWP6kuRAYWOV9MExLhYgw3KGIBg+U4RMRbnj7VdkvmxCRVVQGiF/VkOUPfnYyXJtYXRtbpuVLhl7SUpdefdF48zze5ncv3FRjfZbI21zoY2GVbCFOoM47vDd+NDpbYUF22pf6a3gDQNd2hpZXTHlaKThPeHDjq3M2WFk+WjtcwlPT0KwMrpTPu9fl2zmqfvGk4V0xtFsFfnrsAF9/zy2w08/iSNmityBN4xPK/S5SqVgqQX/13UTUao1uIEmPNxFdl+oXM8buS7051t8e4PLZnwH8Od3vbi0c0KXtGN6As1HJl+m5jm7T7vzxeMvIaiLZC+t1FTYR7vEWA9DqG72f08Zrtt0N3mwNXf5ovO3pBMUVhH6dS3HPOSOxtWY/LnoyftHu8mO8NxhywZtXH42G5giOHliZszaI+cMrywuxY18TfnJkX09/g3td1++st/qyyvIi7DDlQ/06l2H5tn34fFm1LYD5lZ8d5Wk7skl7wfDmKzT2dIJ28yJbGm8AuPOM4eje3p8VFnHs4df62omD8PAXq/Cz4wfildlGqtRgKy3sJvLExaNxorki2xiOIhpleHDKKsf9eR2C1lpNOlskOy25N8XvZQDSNrw18fq4fKcoFABRvPHJDSLu8X53/hZz/9Y723VC1nTL74MeF4MQ4Z4qsSKbX1ITkZYyOPlhePNjizJjEsXjEwAjpeLgrhVKDfvvThmaFS9tNshGqtNE9OwYM8CunTgIRx9Qif6dvZV7cAPsvQVbrG1VFUVYutXIZCLKS/gzduygSozp3/qq7nG44T13wx5rJVL0eMtSCz80v4A69Wa3dv5lExHHHm6E//rEwfi/CQfYjjFb8Sl+MqhrBW47fRj++O5i7G+O4L0FWzBn3e6Ef7di+74stK71kqzhPd7XVmjiKAgG8JtJg3Hvx2pNaL5BRCgpCMZVBOPGHy/Vy8mH4EqZeMPb/rlfwUlAbGlQbML/+VAsSfR6VZYX4qrjB3r+G+kgpvzzCiJCQZDQHGFojkZteZW51ERV3c0vz2BbpX9lzInRubzIFxmfasVOzHbRV2Hot/Y+jBveopElSgyCAUJRKGDLAOIHcoBjZXmhb1mBALvHWzTC5YlFPhjegL1okDaovSEpw5sx9oXfDdHE84sJg/Du/C1YurUWEw/smuvm+I7K8OaeSNkobc36LifivP1xHm//OnK5NPzvzxjuSxCYaODOuuUEXwfIZDh+cBW+WF6NMw7xpxxAKBBAcySC9xdssVZrTh7ezZpwqKpHtlQdfGulf2XM0O7kQxVUQG1EV1XEDO9+lfErmK191U4uFgPE37ulhUHB8M6Ox1s1yfGSYoXHW0VLWc3LlOIERYNUeC3lyjdaZ9mfNsTrPz8aa3bU4aCe6VUQbE2ojOkR5nGfdWhP/GvySmt7a/cWqZDFDlcdNwAPCMfsp8dbjkL3S0MfFlLrJWN0+22YP3LhYVi8pQaH9vZHEhEKEtAM/Prleda2X5842EoNqcpUow1vb+koyHb8mrCrPd4xI181iW3tfVgy2WJKC0PYbaaIzVYBnQE+Z42xBVe6TJ7yxO62jnd19b6k7tn+lWW45bQD/W5Wq6Z1P/ltgLKiUJswugF7nupDenfAjScPwbUnGHKHgVXl+Pm4mCwhPz3edtP72hMG493/O8Z6H8ii4e2XN07MaZ0MfjvESwqDOKxvJ9/OrcrYEJfcVbrX1m6QtTSICLeceiDOOLgHRvrUl6omqqLUpGNpIb5/qH1VpbVPsDokEYcg9ul+BYfLnmW/U2XagitdUrz62V9nE56Pf97GGrw0a0OCvYEj+nfKy/HZS7THW9NiEINxBnUpx9Xj7MltRM9VPhonsqY7GCDbpMtXj3dxljzeKWqp/SoXny1U1yyR509nBPCeK47zN0uMytDoKMhaikIB3PWDEXjzu022ba2ZiuIC3Hragfh48TZb0RoRsYhSNu7rJX842feKrGLu7u4uQZz5ovE+tE+HlPbvUlGUeKc2jja8NS0G0fBWRaqLVQ47+qTVzCWyjl3GV413kd17FV8YwhvCSXq8p944Hiu378Ph/Vpv1gdAbWQn8vy1dk9oW0QlOeghpLPjeYcLQwGrqItfz1g2+emxA3DZ2P64/9PlOHJA57jPxT7dz3So0343Afubo74b3YD9Wvfu5Jx9LJgnhneH0kIcOaATpq9WT65kOpdrwzsR2vDWtBhEY1sVdCYGRh3YvSLu89ZOArvbV4+3PGD55Y1L1uPdu1Op66DWWhg3pAovzFhv2xZKkBZSG96tD5WjoLw4hNm3noAC4Xq3Ky6w0gm2do83JxAgR3mH6PH2M1uPXzm7VYjXuncn59/NE7sbAPDgj0fhsD99attWGAzYSspz/K4Umw/kx5OvyQtE78jAqvgAGVGHPKRb65YgqJA13jJ+5vGukrwUfmn0kvV45ws8RkEkUVo1LTVpfag83sWhACrLi2w52duVxPqwfDG83RAdKPlQyREAOgsOILGyo0y+ZDUBDC/26L6xAPRLx/bD/01Q1znUhndi8v/J17QaBnWNpf0aqjCsRa+GHAyYDziZpBce2QcAcMWx/X377falBXj7mrHWe/883m3L8O5SEa8BlQMqjx5oX6LXHu/WhyomQjV57SAYJW3hOtuCK310HGSTC4/si+KCADqUFrhLTfLI8AZgVScFgDu+NzwuBS1HnFxq1OTHk6DJCyYMjeUqH9w1XkrSp3Mpnrt8DD67/vhsNitrOGm8/3jmQZh3+yQcodBQesnBZlEXAJYO1S/yaRk2EZ//ZpztvSwZeuayMfj0utg93RYMsnxDpddWTV6H94gFS7t5S/OFbElNsknXdsWYeuMEvP/LY5WTK96PThreLcst85c9DU22905ZW7THOzF6aqJpMRzauwPOHtULVRVFjkEyxw6qynKrsoeT/JmIslZCvGu7Imzb24gBld5X9xMpyBPvVzL0qyxDl4oibK81tL2y4V0QDKBv55gR1hYkCPmGyuOtShUpZulRBSPmG/koNQHsxZFknrt8DOZt2IOjB1ZmsUX+c9FR/fC3j5bh/DHGCqyTJE5VWEljRxvemhZDIED4+48OznUzckZLEGF8ccN41DWGfTP0K4pCqG0Mo3sH5zRc+Yi47Kxagha9gbmu5qlJnWR1+ccPqQIRcHCvDnmZmUmmU1msH8kXj3ci2hUX5KWD6MrjBuCwvh1xiOnRP/OQnnh59gYwBszdsMfar12xNrwToQ1vjaaFkCi4MhsUFwR9LX7wwhVH4O4Pl+KO7w337TdaIqIpnciwjrYxHXw+kOxkqWeHEky9cXyb8QqKMQ5+phPU+E9BMGBbpSkpDOLNq424oFdnb8ANr80HkJ/F7bxGG94aTQuhBdjdvjOyVwe88NMjc92MFgnP8dyjQ/ZSo2n8wa0AVa82oO3mdGkXk2TobD35S+fy/F+98RL9JGg0LYREBXQ0+c13t52IObeegLI8zNjTFrjplKHW685luogIYAQiclSad01+0KdTfPpfjTP6SdBoWgja8G7blBWFdNW3VsxVxw+0XndqA/rtZBDLh/tZAEyTWw7oUo4XrzgCX94wPtdNaRVo14pG00LQZrdGkx9ow9tArLcQ0bELeU2+ZXHxE+3x1mhyzO2nDwMA3Gb+r9FoWjeH9umQ6ya0CIgI/zfhAJw6opstZaZG05bRHm+NJsdcdkx/XHBkHxQpyk5rNJrWw/9+cQzeX7gFPx83MPHObYTrJw3JdRM0mhaFNrw1mhaANro1mtbPiF7tMaJX+8Q7ajSaNouWmmg0Go1Go9FoNFlAG94ajUaj0Wg0Gk0W0Ia3RqPRaDQajUaTBbThrdFoND6TbElxjUaj0eQ32vDWaDQajUaj0WiyQIs2vInoeiJiRFRpvicieoCIVhLRfCIales2ajQaTSKYrkqq0Wg0GrRgw5uIegOYBGC9sPkUAIPMf1cCeDgHTdNoNBqNRqPRaFKmxRreAO4HcCPslbTPBPAsM5gOoAMRdc9J6zQajUaj0Wg0mhRokYY3EZ0JYBNjbJ70UU8AG4T3G81tqu+4kohmE9Hs6upqn1qq0Wg0Go1Go9EkR84qVxLRpwC6KT66BcDNMGQmacMYexTAowAwevRoLbDUaDQajUaj0eSUnBnejLETVNuJaASA/gDmmSm4egH4lojGANgEoLewey9zm0aj0bRYdDpBjUaj0QAtUGrCGFvAGOvCGOvHGOsHQ04yijG2FcA7AC4ys5scCaCGMbYll+3VaDQajUaj0WiSIWce7zR5H8CpAFYCqAdwaW6bo9FoNBqNRqPRJEeLN7xNrzd/zQBck7vWaDQajUaj0Wg06dHipCYajUaTb5xxSA8AwAkHdslxSzQajUaTS1q8x1uj0WhaO78+YTDG9O+EI/p3ynVTNBqNRpNDtOGt0Wg0PlMYCmD8EO3t1mg0mraOlppoNBqNRqPRaDRZQBveGo1Go9FoNBpNFtCGt0aj0Wg0Go1GkwW04a3RaDQajUaj0WQBbXhrNBqNRqPRaDRZgIyaNPkNEVUDWJejn68EsCNHv63JDvoatw30dW4b6OvcNtDXOf/J5TXuyxirUn3QJgzvXEJEsxljo3PdDo1/6GvcNtDXuW2gr3PbQF/n/KelXmMtNdFoNBqNRqPRaLKANrw1Go1Go9FoNJosoA1v/3k01w3Q+I6+xm0DfZ3bBvo6tw30dc5/WuQ11hpvjUaj0Wg0Go0mC2iPt0aj0Wg0Go1GkwW04e0TRHQyES0jopVEdFOu26NJHyLqTURTiGgxES0iomvN7Z2I6BMiWmH+39HcTkT0gHnt5xPRqNwegSZZiChIRN8R0bvm+/5ENMO8li8TUaG5vch8v9L8vF9OG65JGiLqQESvEdFSIlpCREfpZzn/IKJfm/31QiL6LxEV6+e59UNETxLRdiJaKGxL+fkloovN/VcQ0cXZPAZtePsAEQUBPAjgFADDAJxPRMNy2ypNBoQBXM8YGwbgSADXmNfzJgCfMcYGAfjMfA8Y132Q+e9KAA9nv8maNLkWwBLh/d0A7meMHQBgN4DLze2XA9htbr/f3E/TOvgngA8ZY0MBHAzjeutnOY8gop4AfglgNGPsIABBAOdBP8/5wNMATpa2pfT8ElEnAHcAOALAGAB3cGM9G2jD2x/GAFjJGFvNGGsC8BKAM3PcJk2aMMa2MMa+NV/Xwhioe8K4ps+Yuz0D4Czz9ZkAnmUG0wF0IKLu2W21JlWIqBeA0wA8br4nABMAvGbuIl9jfu1fAzDR3F/TgiGi9gCOA/AEADDGmhhje6Cf5XwkBKCEiEIASgFsgX6eWz2MsS8B7JI2p/r8ngTgE8bYLsbYbgCfIN6Y9w1tePtDTwAbhPcbzW2aVo65BHkogBkAujLGtpgfbQXQ1Xytr3/r5B8AbgQQNd93BrCHMRY234vX0brG5uc15v6alk1/ANUAnjIlRY8TURn0s5xXMMY2AbgXwHoYBncNgDnQz3O+kurzm9PnWhveGk2SEFE5gNcB/Ioxtlf8jBnpgXSKoFYKEZ0OYDtjbE6u26LxlRCAUQAeZowdCqAOsWVpAPpZzgdM2cCZMCZaPQCUIYseTU3uaA3Prza8/WETgN7C+17mNk0rhYgKYBjdLzDG3jA3b+PLzub/283t+vq3PsYCOIOI1sKQhk2AoQXuYC5VA/braF1j8/P2AHZms8GatNgIYCNjbIb5/jUYhrh+lvOLEwCsYYxVM8aaAbwB4xnXz3N+kurzm9PnWhve/jALwCAzgroQRlDHOzlukyZNTK3fEwCWMMbuEz56BwCPhr4YwNvC9ovMiOojAdQIy2CaFghj7HeMsV6MsX4wntfJjLELAEwBcI65m3yN+bU/x9y/RXtZNABjbCuADUQ0xNw0EcBi6Gc531gP4EgiKjX7b36d9fOcn6T6/H4EYBIRdTRXRyaZ27KCLqDjE0R0KgzNaBDAk4yxP+e2RZp0IaJjAEwFsAAx/e/NMHTerwDoA2AdgB8xxnaZHf2/YSxt1gO4lDE2O+sN16QFEY0D8BvG2OlENACGB7wTgO8AXMgYaySiYgDPwdD77wJwHmNsdY6arEkBIjoERgBtIYDVAC6F4YTSz3IeQUS/B3AujKxU3wH4KQwdr36eWzFE9F8A4wBUAtgGIzvJW0jx+SWiy2CM4wDwZ8bYU1k7Bm14azQajUaj0Wg0/qOlJhqNRqPRaDQaTRbQhrdGo9FoNBqNRpMFtOGt0Wg0Go1Go9FkAW14azQajUaj0Wg0WUAb3hqNRqPRaDQaTRbQhrdGo9G0MYjoaSLSKa00Go0my4QS76LRaDSalkyKRnR/3xqi0Wg0Gld0Hm+NRqNp5RDRhdKmYwFcCeBRGMWfRN4E0AQgyBjbn4XmaTQajcZEe7w1Go2mlcMYe158T0QhGIb3NPkzgWbfG6bRaDQaG1rjrdFoNG0MlcabbyOizubrHURUS0RvEVE3c58riWgJEe0noqVEdKbD959LRF+Zf19PRDOI6JxsHJtGo9G0ZLThrdFoNBqRDwG0B3A7gMcAnA7gTSK6AcANAJ4BcBOAQgCvEZFNM05EfwLwEoBaALeZ+9YDeJWIrsnWQWg0Gk1LREtNNBqNRiMykzFmGchEBAC/BtATwEGMsb3m9skA5sGQtPzO3DYKwC0A7mKM3Sx85wNE9BaAu4joWcZYbTYORKPRaFoa2uOt0Wg0GpF/SO95cOaz3OgGAMbYfAB7AQwS9r0AAAPwDBFViv8AvAOgAsBRvrVco9FoWjja463RaDQakdXS+93m/2sU++4G0Fl4fyAAArDU5fu7pt80jUajad1ow1uj0Wg0FoyxiMNHTttJes0AnOKy/6I0m6bRaDStHm14azQajcYrVgA4GcB6xtiSXDdGo9FoWhpa463RaDQar3jO/P8vRBSUPyQiLTPRaDRtGu3x1mg0Go0nMMZmEdGdAO4EMJeIXgWwGUB3AIcBOBVGGkKNRqNpk2jDW6PRaDSewRj7PRHNBvBLAL8CUAZgO4CF5jaNRqNpsxBjLPFeGo1Go9FoNBqNJiO0xluj0Wg0Go1Go8kC2vDWaDQajUaj0WiygDa8NRqNRqPRaDSaLKANb41Go9FoNBqNJgtow1uj0Wg0Go1Go8kC2vDWaDQajUaj0WiygDa8NRqNRqPRaDSaLKANb41Go9FoNBqNJgtow1uj0Wg0Go1Go8kC2vDWaDQajUaj0WiywP8D+lF+rJyzEesAAAAASUVORK5CYII=", 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" ] }, "metadata": { "needs_background": "light" }, "output_type": "display_data" } ], "source": [ "sampling_freq = 500\n", "\n", "freq = [3, 10, 5 ,15, 35]\n", "amplitude = [5, 15, 10, 5, 7]\n", "phases = pi*np.array([1/7, 1/8, 1, 1/2, -1/4])\n", "\n", "time = arange(-1, 1 + 1/sampling_freq, 1/sampling_freq) \n", "\n", "sine_waves = []\n", "for i,f in enumerate(freq):\n", " sine_waves.append(amplitude[i] * sin(2*pi*f*time + phases[i]))\n", "sine_waves = np.array(sine_waves)\n", "\n", "\n", "noise = 5 * np.random.randn(sine_waves.shape[1])\n", "signal = np.sum(sine_waves,axis=0) + noise\n", "\n", "plt.figure(figsize=(12,3))\n", "plt.plot( signal, linewidth=2)\n", "plt.title(\"Sum of sine waves plus white noise\", fontsize=18)\n", "plt.ylabel('Intensity', fontsize=18)\n", "plt.xlabel('Time', fontsize=18)" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "## Time & Frequency Domains\n", "We have seen above how to represent signals in the time domain. However, these signals can also be represented in the frequency domain.\n", "\n", "Let's get started by watching a short video by Mike X Cohen to get an overview of how a signal can be represented in both of these different domains." ] }, { "cell_type": "code", "execution_count": 19, "metadata": { "ExecuteTime": { "end_time": "2020-04-17T06:38:49.257272Z", "start_time": "2020-04-17T06:38:49.099337Z" } }, "outputs": [ { "data": { "image/jpeg": 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"text/html": [ "\n", " \n", " " ], "text/plain": [ "" ] }, "execution_count": 19, "metadata": {}, "output_type": "execute_result" } ], "source": [ "YouTubeVideo('fYtVHhk3xJ0')" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "## Frequency Domain\n", "\n", "In the previous example, we generated a complex signal composed of multiple sine waves oscillating at different frequencies. Typically in data analysis, we only observe the signal and are trying to uncover the generative processes that gave rise to the signal. In this section, we will introduce the frequency domain and how we can identify if there are any frequencies oscillating at a consistent frequency in our signal using the fourier transform. The fourier transform is essentially convolving different frequencies of sine waves with our data.\n", "\n", "One important assumption to note is that the fourier transformations assume that your oscillatory signals are stationary, which means that the generative processes giving rise to the oscillations do not vary over time. \n", "\n", "See this [video](https://youtu.be/rea6M1oagmA) for a more in depth discussion on stationarity. In practice, this assumption is rarely true. Often it can be useful to use other techniques such as wavelets to look at time x frequency representations. We will not be covering wavelets here, but see this series of [videos](https://youtu.be/7ahrcB5HL0k) for more information." ] }, { "cell_type": "markdown", "metadata": { "ExecuteTime": { "end_time": "2019-04-09T02:17:43.229039Z", "start_time": "2019-04-09T02:17:43.225371Z" } }, "source": [ "### Discrete Time Fourier Transform\n", "We will gain an intution of how the fourier transform works by building our own discrete time fourier transform. \n", "\n", "Let's watch this short video about the fourier transform by Mike X Cohen. Don't worry too much about the details of the discussion on the matlab code as we will be exploring these concepts in python below." ] }, { "cell_type": "code", "execution_count": 20, "metadata": { "ExecuteTime": { "end_time": "2020-04-17T06:38:49.408437Z", "start_time": "2020-04-17T06:38:49.259288Z" } }, "outputs": [ { "data": { "image/jpeg": 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"text/html": [ "\n", " \n", " " ], "text/plain": [ "" ] }, "execution_count": 20, "metadata": {}, "output_type": "execute_result" } ], "source": [ "YouTubeVideo('_htCsieA0_U')" ] }, { "cell_type": "markdown", "metadata": { "ExecuteTime": { "end_time": "2020-04-12T21:43:35.564608Z", "start_time": "2020-04-12T21:43:35.557328Z" } }, "source": [ "The discrete Fourier transform of variable $x$ at frequency $f$ can be defined as:\n", "\n", "$X_f = \\sum\\limits_{k=0}^{n-1} x_k \\cdot e^\\frac{-i2\\pi fk}{n}$\n", " where $n$ refers to the number of data points in vector $x$, and the capital letter $X_f$ is the fourier coefficient of time series variable $x$ at frequency $f$.\n", " \n", "Essentially, we create a bank of complex sine waves at different frequencies that are linearly spaced. The zero frequency component reflects the mean offset over the entire signal and will simply be zero in our example." ] }, { "cell_type": "markdown", "metadata": { "ExecuteTime": { "end_time": "2020-04-13T06:44:34.553928Z", "start_time": "2020-04-13T06:44:34.545174Z" } }, "source": [ "#### Complex Sine Waves\n", "You may have noticed that we are computing *complex* sine waves using the `np.exp` function instead of the `np.sin` function. \n", "\n", "$$\\text{complex sine wave} = e^{i(2\\pi ft + \\theta)}$$\n", "\n", "We will not spend too much time on the details, but basically complex sine waves have three components: time, a real part of the sine wave, and the imaginary part of the sine wave, which are basically phase shifted by $\\frac{\\pi}{2}$. \n", "`1j` is how we can specify a complex number in python. We can extract the real components using `np.real` or the imaginary using `np.imag`. \n", "\n", "We can visualize complex sine waves in three dimensions. For more information, watch this [video](https://youtu.be/iZCDOuzfsY0). If you need a refresher on complex numbers, you may want to watch this [video](https://youtu.be/fNfXKiIIufY).\n", "\n", "In this plot we show this complex signal in 3 dimensions and also project on two dimensional planes to show that the real and imaginary create a unit circle, and are phase offset by $\\frac{\\pi}{2}$ with respect to time." ] }, { "cell_type": "code", "execution_count": 26, "metadata": { "ExecuteTime": { "end_time": "2020-09-29T22:20:10.637724Z", "start_time": "2020-09-29T22:20:09.899091Z" } }, "outputs": [ { "data": { "image/png": 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", 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" ] }, "metadata": { "needs_background": "light" }, "output_type": "display_data" } ], "source": [ "from mpl_toolkits import mplot3d\n", "\n", "frequency = 5\n", "z = np.exp(1j*(2 * pi * frequency * time + theta))\n", "\n", "fig= plt.figure(figsize=(15, 10))\n", "ax = fig.add_subplot(2, 2, 1, projection='3d')\n", "ax.plot(np.arange(0, len(time))/sampling_freq, real(z), imag(z))\n", "ax.set_xlabel('Time (sec)', fontsize=16)\n", "ax.set_ylabel('Real(z)', fontsize=16)\n", "ax.set_zlabel('Imaginary(z)', fontsize=16)\n", "ax.set_title('Complex Sine Wave', fontsize=18)\n", "ax.view_init(15, 250)\n", "\n", "ax = fig.add_subplot(2, 2, 2)\n", "ax.plot(real(z), imag(z))\n", "ax.set_xlabel('Real(z)', fontsize=16)\n", "ax.set_ylabel('Imaginary(z)', fontsize=16)\n", "ax.set_title('Projecting on Real and Imaginary', fontsize=18)\n", "\n", "ax = fig.add_subplot(2, 2, 3)\n", "ax.plot(np.arange(0, len(time))/sampling_freq, real(z))\n", "ax.set_xlabel('Time (sec)', fontsize=16)\n", "ax.set_ylabel('Real(z)', fontsize=16)\n", "ax.set_title('Projecting on Real and Time', fontsize=18)\n", "\n", "ax = fig.add_subplot(2, 2, 4,)\n", "ax.plot(np.arange(0, len(time))/sampling_freq, imag(z))\n", "ax.set_xlabel('Time (sec)', fontsize=16)\n", "ax.set_ylabel('Imaginary(z)', fontsize=16)\n", "ax.set_title('Projecting on Imaginary and Time', fontsize=18)\n", "plt.tight_layout()" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "#### Create a filter bank\n", "Ok, now let's create a bank of n-1 linearly spaced complex sine waves and plot first 5 waves to see their frequencies.\n", "\n", "Remember the first basis function is zero frequency component and reflects the mean offset over the entire signal." ] }, { "cell_type": "code", "execution_count": 27, "metadata": { "ExecuteTime": { "end_time": "2020-09-29T22:20:18.613992Z", "start_time": "2020-09-29T22:20:18.211173Z" } }, "outputs": [ { "data": { "image/png": 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", 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" ] }, "metadata": { "needs_background": "light" }, "output_type": "display_data" } ], "source": [ "import numpy as np\n", "from numpy import exp\n", "\n", "time = np.arange(0, len(signal), 1)/len(signal)\n", "\n", "sine_waves = []\n", "for i in range(len(signal)):\n", " sine_waves.append(exp(-1j*2*pi*i*time))\n", "sine_waves = np.array(sine_waves)\n", "\n", "f,a = plt.subplots(nrows=5, figsize=(12,8), sharex=True)\n", "for i in range(0,5):\n", " a[i].plot(sine_waves[i,:], linewidth=2)\n", "a[0].set_title('Bank of sine waves', fontsize=18)\n", "a[i].set_xlabel('Time', fontsize=18)\n", "plt.tight_layout()" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "We can visualize all of the sine waves simultaneously using a heatmap representation. Each row is a different sine wave, and columns reflect time. The intensity of the value is like if the sine wave was coming towards and away rather than up and down. Notice how it looks like that the second half of the sine waves appear to be a mirror image of the first half. This is because the first half contain the *positive* frequencies, while the second half contains the *negative* frequencies. Negative frequencies capture sine waves that travel in reverse order around the complex plane compared to that travel forward. This becomes more relevant with the hilbert transform, but for the purposes of this tutorial we will be ignoring the negative frequencies." ] }, { "cell_type": "code", "execution_count": 28, "metadata": { "ExecuteTime": { "end_time": "2020-09-29T22:20:20.351113Z", "start_time": "2020-09-29T22:20:19.967229Z" } }, "outputs": [ { "data": { "text/plain": [ "Text(0.5, 0, 'Time')" ] }, "execution_count": 28, "metadata": {}, "output_type": "execute_result" }, { "data": { "image/png": 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", "text/plain": [ "
" ] }, "metadata": { "needs_background": "light" }, "output_type": "display_data" } ], "source": [ "plt.figure(figsize = (12, 12))\n", "plt.imshow(np.real(sine_waves))\n", "plt.ylabel('Frequency', fontsize=18)\n", "plt.xlabel('Time', fontsize=18)" ] }, { "cell_type": "markdown", "metadata": { "ExecuteTime": { "end_time": "2019-04-09T15:10:26.379640Z", "start_time": "2019-04-09T15:10:26.376391Z" } }, "source": [ "#### Estimate Fourier Coefficients\n", "\n", "Now let's take the dot product of each of the sine wave basis set with our signal to get the fourier coefficients. \n", "\n", "We can *scale* the coefficients to be more interpretable by dividing by the number of time points and multiplying by 2. Watch this [video](https://youtu.be/Ee9btm3tros) if you're interested in a more detailed explanation. Basically, this only needs to be done if you want the amplitude to be in the same units as the original data. In practice, this scaling factor will not change your interpretation of the spectrum." ] }, { "cell_type": "code", "execution_count": 29, "metadata": { "ExecuteTime": { "end_time": "2020-09-29T22:20:22.333367Z", "start_time": "2020-09-29T22:20:22.329020Z" } }, "outputs": [], "source": [ "fourier = 2*np.dot(signal, sine_waves)/len(signal)" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "#### Visualizing Fourier Coefficients\n", "\n", "Now that we have computed the fourier transform, we might want to examine the results. The fourier transform provides a 3-D representation of the data including frquency, power, and phase. Typically, the phase information is ignored when plotting the results of a fourier analysis. The traditional way to view the information is plot the data as amplitude on the *y-axis* and frequency on the *x-axis*. We will extract amplitude by taking the absolute value of the fourier coefficients. Remember that we are only focusing on the positive frequencies (the 1st half of the sine wave basis functions).\n", "\n", "Here the x axis simply reflects the index of the frequency. The actual frequency is $N/2 + 1$ as we are only able estimate frequencies that are half the sampling frequency, this is called the Nyquist frequency. Also, note that we are only plotting the first half of the frequencies. This is because we are only plotting the *positive* frequencies. We will ignore frequencies above the nyquist frequency (i.e., $\\frac{\\text{fs}}{2}$), which are called negative frequencies. Watch this [video](https://youtu.be/Nupda1rm01Y) if you'd like more information about why. \n", "\n", "Watch this [video](https://youtu.be/oh7WvhlkxnU) to hear more about frequencies and zero padding.\n" ] }, { "cell_type": "code", "execution_count": 30, "metadata": { "ExecuteTime": { "end_time": "2020-09-29T22:20:38.778134Z", "start_time": "2020-09-29T22:20:38.631081Z" } }, "outputs": [ { "data": { "text/plain": [ "Text(0.5, 1.0, 'Power spectrum derived from discrete fourier transform')" ] }, "execution_count": 30, "metadata": {}, "output_type": "execute_result" }, { "data": { "image/png": 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", "text/plain": [ "
" ] }, "metadata": { "needs_background": "light" }, "output_type": "display_data" } ], "source": [ "plt.figure(figsize=(12, 5))\n", "plt.plot(np.abs(fourier[0:int(np.ceil(len(fourier)/2))]), linewidth=2)\n", "plt.xlabel('Frequency (index)', fontsize=18)\n", "plt.ylabel('Amplitude', fontsize=18)\n", "plt.title('Power spectrum derived from discrete fourier transform', fontsize=18)" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "Notice that there are 5 different frequencies that have varying amplitudes. Recall that when we simulated this data we added 5 different sine waves with different frequencies and amplitudes. \n", "\n", "`freq = [3, 10, 5 ,15, 35]`\n", "`amplitude = [5, 15, 10, 5, 7]`\n", "\n", "Let's zoom in a bit more to see this more clearly and also add the correct frequency labels in $Hz$. We will use the numpy `fftfreq` function to help convert frequency indices to $Hz$." ] }, { "cell_type": "code", "execution_count": 31, "metadata": { "ExecuteTime": { "end_time": "2020-09-29T22:20:44.933798Z", "start_time": "2020-09-29T22:20:44.761037Z" } }, "outputs": [ { "data": { "text/plain": [ "Text(0.5, 1.0, 'Power spectrum derived from discrete fourier transform')" ] }, "execution_count": 31, "metadata": {}, "output_type": "execute_result" }, { "data": { "image/png": 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ws1LvAzM7c0AGlft8zKWY+0+GOdVUS1/dHH7/UlibCICZHUgQID+QVj5xN8GT5VcIarzuAvCgY8ZWgolmRs96agjqMmeRJQNk/eyZHdbcpXuBIAua6YXpkrTbezhBp5A7U15kfh1+/y8zK88z5hsJsilfM7OJGfaNriu67ExjyuclYEKYaYkut4zuzhJD5RaCc+Czqccl5Rgmufs2gpZV55jZ0ekXZIHa9O19EAXQ7yV4UX7R3R9N2+dagufKb5NB2v355/D759P2OZuBKf3IKKy/fIigRvzAlOs1ghaGkP/Ff6D8maAE4L1p279QyD9neUyuJwiCp0KyZvo6YH8z61UelPoYzSa8jN8CR5nZuVnGMiPl11yPwcF8nrqZ4Pz7YtplnkXQ1eKWlCAyemN+Wtq+5xF0NeqvYh4LfbWLvj3PdRE8v6Q+P1eQdtyKVcj5mMfNFH7/yTCnTLX0ibvfYWbXE0wWmmJmt9LdUi9qwZW6/3YzW06QkV3rPdty3U3Qx7SD7olSkR8RlGV8z8xOIQi6GwnaKp0aXtfJ/bgpV5jZXIKPDF8hyJq/g6BuMH2iFQR107eb2S0ELbY+QRCAJ4Mod/+XmV1G8EbhKTO7geCjyNkEGePXE0xgwt3XW7As70+BFWZ2bTiOOQS13u8nKInZZmargHea2WqCmsZmd0+t/c3mcuBiglZpPyII4s9liB//7v6Cmf2U4JjdZWZ/JGgH9wmCybCHpf3LRwkmQd4XHpcnCV6cFhMcm2sJjnF/xvSkma0geIMxkaBuMn2fG83sV8AnwjcAtxJkluYSTDjdKxwT7n67mf0FuMDMphLU/O4JfJjgY/ED0y9/AH2KoKXe/eFx3kww2fMM4HfufucgXneq7xKUB1xhZkcQZOxPIjhWhWTkvmJmpxMc5zUEQdK/EWTcv5u6H0HJ2JXh/g+E+x5GcG6fX8B1fZmg1dn14fPZIwSPjwUEj9PHCTpqAPyLoMb6y2Y2hWCuyZrwTdhgPk9dTbBs/RfMbCHBxMq9CD7520LKOevuL5rZPwlK7YxgItyhBJPlVhEkNPqsmMdCPzwCfMDMvkH3fIC/uHtznv+7kSDY/5sFLSEnEpyH/c3OF3o+ZnM1Bd5/MgIMRYsRfQ2fL3Is/pJh32jxl+cJ2pNtJ3hXflCW/aPewb9M2x61HHowx/V8kuBFrTn8WkmQZTo9w9gvLOL2nkOQQV1P98IP9wJvTdvv6vCyawky0dsI6t7uAo7IctlvIJjQsj287HUEdbwfybDv6QRdAnbSvfjLFcC0lH2OImib1hyOZW24fSFZ2u2l/O/rCV5g2wgC/O/QvTz0ZSn7ZT2GZGl1RZaFW7KMo4wgkHklHEu+xV+mE3TSeInuBTVWEAQx+xc6hmxjD/92cfi/XcC8HGM/n+BNX2M4lrUELavekbbfGIJzfTNFLv6Schn3kL2lXq/tKX8/hOAxGJ1zz5Nj8Zccj/+C7/8s44gWoWikyMVfwjH8IdzeEt6WRwl67Vra/04mCGxWEQTD28L76O35bmvK38cS9JJfEV5fU3jcrgBek7bvBQSTattJa51Igc9TOcaR69hHi4e8HF73VoLnoQUZ9p1FMMm8kSDr+zeC0qNe506u+zTPePI+FijgeSnL9c4g6DW9nbRWm3nGW07wqUy0iM8r4bmxX/o48ty2HudLoefjQNx/eS4j6/HMdN+G2y8kS4tFfQ3OV9RPUkRyMLOrgQvcXRM+REREpBfVVIuIiIiI9JOCahERERGRflJQLSIiIiLST6qpFhERERHpJ2WqRURERET6aUT0qZ4+fbovXLiw1MMQERERkRHu8ccfr3f3XguQjYigeuHChSxbtqzUwxARERGREc7MXsm0XeUfIiIiIiL9pKBaRERERKSfFFSLiIiIiPSTgmoRERERkX5SUC0iIiIi0k8KqkVERERE+klBtYiIiIhIPymoFhERERHpJwXVIiIiIiL9pKBaJMY2NrTwrb8+x+adraUeioiIiOSgoFokxm5Ytp4r7l/DH59YX+qhiIiISA4KqkVirLm9E4Cm1s4Sj0RERERyUVAtEmOtHV0AtHV2lXgkIiIikouCapEYa+tIBN87EyUeiYiIiOSioFokxqIMdZSxFhERkXhSUC0SY1GGWplqERGReFNQLRJjyZrqDgXVIiIicaagWiTGujPVKv8QERGJMwXVIjGWDKqVqRYREYk1BdUiMRZlqJWpFhERiTcF1SIx1hpmqFuVqRYREYk1BdUiMaZMtYiIyPBQsqDazK4ys61m9kyGv11sZm5m00sxNpG40OIvIiIiw0MpM9VXA2embzSzecDpwKtDPSCRuImCaS3+IiIiEm8lC6rd/T5ge4Y//QC4BPChHZFI/CT7VCtTLSIiEmuxqqk2szcDG9x9eQH7XmRmy8xsWV1d3RCMTmRouXuPTLW73meKiIjEVWyCajMbC1wK/Ech+7v75e6+1N2X1tbWDu7gREqgvas7O51w6EwoqBYREYmr2ATVwJ7AImC5ma0F5gJPmNmsko5KpETSSz5UAiIiIhJfFaUeQMTdVwAzot/DwHqpu9eXbFAiJZQ+ObG1o4vx1bF5yIqIiEiKUrbUuw54GNjHzNab2QdKNRaROEpfmlyZahERkfgqWdrL3c/L8/eFQzQUkVjqVf6htnoiIiKxFaeaahFJkb6KopYqFxERiS8F1SIxlR5Ea6lyERGR+FJQLRJT6UG0aqpFRETiS0G1SEylB9FaqlxERCS+FFSLxJS6f4iIiAwfCqpFYqr3REVlqkVEROJKQbVITClTLSIiMnwoqBaJKU1UFBERGT4UVIvElBZ/ERERGT4UVIvEVK+gWplqERGR2FJQLRJT0cTEijIDlKkWERGJMwXVIjEVZaYnjqkEoFWZahERkdhSUC0SU1FmelIYVCtTLSIiEl8KqkViKj1TrZpqERGR+FJQLRJTUU31xJqKHr+LiIhI/CioFompKDM9SZlqERGR2FNQLRJTKv8QEREZPhRUi8RUtKJilKlW+YeIiEh8KagWianWDpV/iIiIDBcKqkViKspUT6xRplpERCTuFFSLxFRbR1RTHXT/UKZaREQkvhRUi8RU7+4fylSLiIjElYJqkZhq7UifqKhMtYiISFwpqBaJqWRLvRotUy4iIhJ3JQuqzewqM9tqZs+kbPuemb1gZk+b2Z/MbHKpxidSaukt9VRTLSIiEl+lzFRfDZyZtu0O4EB3Pxh4CfjSUA9KJA7cPRlET6jpnqjo7qUcloiIiGRRsqDa3e8Dtqdt+4e7d4a/PgLMHfKBicRAe1cCd6gqL6OivIyq8uChqmy1iIhIPMW5pvr9wN9KPQiRUoiC5+qK4CFaXamgWkREJM5iGVSb2ZeBTuC3Ofa5yMyWmdmyurq6oRucyBCIelRHwXR1RXm4XZMVRURE4ih2QbWZXQi8EXi35yggdffL3X2puy+tra0dsvGJDIVokmIUTNcoUy0iIhJrFaUeQCozOxO4BDjR3XeXejwipdLaK1NdFm5XplpERCSOStlS7zrgYWAfM1tvZh8AfgJMAO4ws6fM7BelGp9IKaVnqpPlH8pUi4iIxFLJMtXufl6Gzb8c8oGIxFD6RMXu8g9lqkVEROIodjXVIpIyUbGi50RFLVUuIiISTwqqRWKoNcxI11SG5R/KVIuIiMSagmqRGErPVNckW+opUy0iIhJHCqpFYig5UTEtU92qTLWIiEgsKagWiaFeKyqG35WpFhERiScF1SIxFK2cGHX9iGqr1VJPREQknhRUi8RQd6Y66lOtxV9ERETiTEG1SAz1Lv9QplpERCTOFFSLxFBU/hEF01r8RUREJN4UVIvEUGuYkY6CaS3+IiIiEm8KqkViqDtTrWXKRUREhgMF1SIxlKypjvpUK1MtIiISawqqRWKo10TFZKZaQbWIiEgcKagWiaHWZJ/qnpnqNrXUExERiSUF1SIxlC1T3apMtYiISCwpqBaJoWhCYvriL8pUi4iIxJOCapEYauuIJipqmXIREZHhQEG1SAy1hpnqGi1TLiIiMiwoqBaJofRMdVQG0q5MtYiISCwpqBaJofSJijVqqSciIhJrCqpFYqj3RMVo8ReVf4iIiMSRgmqRGIpWTowy1Fr8RUREJN4UVIvEUHqmOpqwGG0XERGReFFQLRIz7p7MSFeFNdWV5YYZdHQ5XQkv5fBEREQkg5IF1WZ2lZltNbNnUrZNNbM7zGxl+H1KqcYnUiodXY57EEiXlxkAZqZstYiISIyVMlN9NXBm2rYvAne6+xLgzvB3kVElvUd1JLlUeYfqqkVEROKm6KDazBaa2QfN7MtmtjDcVmVm882sqtDLcff7gO1pm98MXBP+fA1wdrHjExnu0ntUR5JLlStTLSIiEjtFBdVm9h1gJXA58J/A4vBPNcBzwMf6OZ6Z7r4p/HkzMLOflycxsqO5neuXraOlXUFhLumTFCPJpcqVqRYREYmdgoNqM/sw8Hngp8DpgEV/c/dG4Bbg3wZqYO7uQNYZWWZ2kZktM7NldXV1A3W1Moh++cAaLrnxaW5+akOphxJr6Qu/RJJLlStTLSIiEjvFZKo/BvzJ3T8NPJnh708D+/RzPFvMbDZA+H1rth3d/XJ3X+ruS2tra/t5tTIU6praAKgPv0tm0QIv1ZVpNdUVylSLiIjEVTFB9d7AHTn+XgdM799wuAW4IPz5AuDP/bw8iZHm9s7wuzKtuWTLVGupchERkfgqJqhuBcbl+PsCoKHQCzOz64CHgX3MbL2ZfQD4b+B1ZrYSOC38XUaI3WEwvTsMriWz5ETFXuUfWqpcREQkriqK2Pcx4C3A/6b/wcxqgPOBBwu9MHc/L8ufTi1iTDKMNLeFmeo2BYW5JCcq9ir/UKZaREQkrorJVH8POMbMfg0cHG6bZWZnAPcAc4H/GdjhyUgSZaqj4Foyi/pQ1/Qq/9DiLyIiInFVcKba3f9pZh8FfgS8K9z86/B7O/Ahd394gMcnI0h3TbWC6lzyZaq1+IuIiEj8FFP+gbtfbma3AG8D9iVoq7cSuN7d1SdNctrdFtVUK9OaS9aWepVa/EVERCSuigqqAdx9M/B/gzAWGeGiCYoq/8gte5/qaKKiMtUiIiJxU/Qy5SJ94e4p3T+Uac2lLezuUZNe/qFMtYiISGxlzVSb2V19uDx3d3XvkF7auxJ0JoIFMtVSL7d8mWot/iIiIhI/uco/FtN7mfBxdC/w0hB+nxx+rwd2DdTAZGTZndJGb5fKP3KKMtVREB2JFn/RMuUiIiLxk7X8w90Xuvui6Iugf3QLQfePPdx9qrtPBfYAfgzsRj2mJYvUjh+tHQm6Eunv1ySSzFRXKlMtIiIyXBRTU/0D4CF3/0w4WREIJi66+6eBR8J9RHpJr6NWCUh2rclMtZYpFxERGS6KCapPAu7N8fd7wn1Eeknv+KHJitlFQXOviYrJTLWOnYiISNwUE1Q7sF+Ovx/Qz7HICJYeRKutXnbZJyoqUy0iIhJXxQTV/wA+ambvNTOLNlrgAuDD4T4ivShTXbjkioq9JipqmXIREZG4Kmbxl88CRwK/Av7bzFaG25cAM4F14T4ivaQH0eoAkl20uEu2TLUWfxEREYmfgjPV7r4eOBT4DrADOCr82hFuOzTcR6SX5vb0TLWC6myiTHTvmmot/iIiIhJXRS1T7u47gUvDL5GCpfapBmhuU2CYTdQyL72lXnf5hzLVIiIicaNlymVIKFNduKwTFaPFX9T9Q0REJHYKzlSb2XsL2c/dr+37cGSk6t39Q4FhNq1ZVlRMttRTplpERCR2iin/uJqgrZ6lbU9fGk9BtfQSdf+YWFNBY2unMtU5dPepzrz4izLVIiIi8VNMUH1ylv/fE/gYwTLlXx6IQcnIE2WqaydU09jaSbNa6mWVraWeMtUiIiLxVXBQ7e7ZVlO808yuAR4DDgfuHoiBycgSZapnTKhhdV2zFn/JIe/iL2qpJyIiEjsDMlHR3duA3xBkrEV6Sc1Ug2qqc8nW/SPZp7qzC/f0qisREREppYHs/tEGzBnAy5MRJOr+EQXVqqnOzN1pzVL+UVFeRkWZ4Q4dXQqqRURE4mRAgmozmw18BFgzEJcnI0/UpzqZqVZNdUYdXY47VJYb5WXpc4K1VLmIiEhcFdNS764sf5oK7AtUARcMxKBk5ElmqseHmWrVVGeUbZJipLqijF1twVLlE2qGcmQiIiKSSzHdPxbTu32eA9uBm4CfuPtDAzEoM/sM8MHw8lcA73P31oG4bCmNXjXVylRnlG2SYkRLlYuIiMRTMd0/Fg7iOJLMbA7wSWB/d28xs+uBdxL0yZZhKur20T1RUZnqTKIe1FGZRzotVS4iIhJPBddUm9kJZlab4+/TzeyEgRkWFcAYM6sAxgIbB+hypQQ6uxK0dSYwg2njqwBNVMwmX6a6qkILwIiIiMRRMRMV7wZel+PvpzIAPardfQPwP8CrwCZgp7v/o7+XK6WzOwwAx1VVML46+HBELfUyi9rpVWUr/1CmWkREJJaKCap7tyLoqRzo9yu9mU0B3gwsAvYAxpnZezLsd5GZLTOzZXV1df29WhlEUeePsVXl1FSUYwYtHV10JdQWLl1yomK28g8tACMiIhJLxbbUyxUFHQvU92MskdOANe5e5+4dBJMgj+01EPfL3X2puy+trc1alSIxEJV6jKuuoKzMGBsGjC0qYeilNQyWa/Jkqls1UVFERCRWck5UNLNPAZ9K2fRDM/tWhl2nABOBqwZgTK8CR5vZWKCFoKxk2QBcrpRI1PljbFUQEI6trqC5vYvdbZ3JchAJ5MtUa6lyERGReMoX0TQAr4Q/LwS2AVvS9nHgGeAR4Af9HZC7P2pmNwJPAJ3Ak8Dl/b1cKZ2o08e4qorwezl1wK62TmaUcFxxlG+iohZ/ERERiaecQbW7XwNcA2Bma4Avuvstgz0od/8a8LXBvh4ZGslMdXUQEI4Ls9O71au6l4L7VCtTLSIiEivF9KleNJgDkZErWk2xO1MddQBRW710+fpUa/EXERGReCp2oqJI0aLuH2OSNdXBd2Wqeyu0/KNVmWoREZFYyZqpDss9EsC+7t5hZi8XcHnu7nsO2OhkROjOVIflH1GmWgvA9NIWZqqrK5SpFhERGU5ylX+8QjAJMWqj9yq5W+qJZNRdUx2cblEXkN1aAKaXZKa6Mt9ERWWqRURE4iRrUO3uJ+X6XaRQ3d0/ek5UVKa6tyhTXZMnU61lykVEROJFNdUy6Lr7VIcTFcOaak1U7C1fprq7/EOZahERkThRUC2DLpmpDoPpscmaamVb0xXcp1oTFUVERGIl10TFu/pwee7up/ZjPDIC9cpUJ2uqlalOl1xRMVv5R5jB1jLlIiIi8ZJrouJiNDFRBkCy+0d19zLlwXYFhumiVnk1Wcs/lKkWERlN3B0zK/UwpAC5JiouHMJxyAgWdfkYm7b4y25NVOwlX6a6RplqEZFRo35XG2f+8H7evnQul5y5b6mHI3moploGXfqKimOTExUVGKaLMtDZlylXplpEZLR4dmMj9bvauG9lXamHIgUoeJnyVGa2D0F5CMDL7v7iwA1JRpruPtVpi7+oprqXwrt/6A2JiMhI17C7PfzeUeKRSCGKCqrN7BTg/4B907a/AHzS3e8cwLHJCNHdpzqtpZ5qqnuJ+k9HXT7SaZlyEZHRIwqmd7YoqB4OCg6qw4D670AbcAXwXPinA4DzgL+Z2Znu3peuITKCZctUq6a6t3wt9ZSpFhEZPXaEmeqm1k66Ek55mSYsxlkxmer/ArYAR7v7htQ/mNk3gEeAbwHHDNzwZLhz92RN9djKqPuHaqqzydtSr0LLlIuIjBapZR+NLR1MGVdVwtFIPsVMVDwY+H/pATWAu68H/h9wyEANTEaG1o4E7kGGtaI8ON2Uqc4u/+Iv0TLlCqpFREa6qKYaVAIyHBQTVO8EmnL8vRFo6NdoZMTp7lHd/aHImDBjvbu9i0RCrdBT5aup7s5UK8svIjLS7UjJVDcoqI69YoLqG4DzzKxXyYiZVRLUVd8wUAOTkaG7R3V3kFhWZsnfd3coOEyVt6a6sqzHfiIiMnKlBtLKVMdfMUH1LwhqsO8zs7eZ2UHh19uB+4By4BdmNj/1azAGLcNHeo/qSJS51lLlPSX7VOdpqdfemVCWX0RkhEst/0j9WeKpmImKzxAsW27A79P+Zin7pMv8ObaMClHddDQ5MTKuqpw61FYvlbvnnahoZlRVlNHemaC9K0FNmR5eIiIjVfpERYm3YoLq/yQIqkUKFnX4SM9Uj9UCML10dDkJh8pyy9k2qSYMqts6Ellrr0VEZHjrSjiNrSr/GE4KDqrd/bJBHIeMUMke1VVpmerq8h5/l/zt9CLVleXQ2klrZxeTqByKoYmIyBDb2dKBp6Qytapi/BVTUy1StN0Zun9ASqZabfWS8k1SjCQXgFFbPRGRESu9hlqZ6vgraplyADNbAiwBptFdS53k7tcOwLhkhGjOl6nWAjBJhQbVyaXK1VZPRGTE2pGWmVZQHX/FLFM+G7gGODXalGE3B/odVJvZZOBK4MDwMt/v7g/393Jl6EXdPdIz1eNUU91Lvh7VEWWqRURGvp0tQaa6prKM1o6E+lQPA8Vkqi8HTgZ+CNwP7BiMAYV+BPzd3c81sypg7CBelwyi7JlqlX+ki4LkqkLLP5SpFhEZsXY0B0H0gqnjeHFLk7p/DAPFBNWnAD9y988N1mAAzGwScAJwIYC7twNqzjhMRZnq9KA6ufiLJiomJScq5slUJ8s/lKkWERmxdoQ11QumjeXFLU2aqDgMFDNRcRewarAGkmIRUAf8ysyeNLMrzWzcEFyvDILuTHXmxV9U/tGt6ImKylSLiIxYUQ31ounjevwu8VVMUH0rcNpgDSRFBXA48HN3PwxoBr6YvpOZXWRmy8xsWV1d3RAMS/qiu/uHMtX5RDXV+YPq4NhpqXIRkZErylTvMXkM5WVGS0eXkikxV0xQfTGwyMx+YGaLzSz76hT9sx5Y7+6Phr/fSBBk9+Dul7v7UndfWltbO0hDkf6KFn/planWRMVeoiA530TFmnAJ8ygIFxGRkScq95g8tpLJY4I1CZStjreCg2p3byDo/vFJYCXQaWZdaV/9jpDcfTOwzsz2CTedCjzX38uV0khmqtNXVAwz15qo2K3w8g9lqkVERrooqJ4ytopJYVCtyYrxVkxLvUuAbwNbgMcY3O4f/w78Nuz88TLwvkG8LhlEyZrq6izdP9SnOqmto9AVFaOWejp2IiIjVUPYUm/y2EomjQ2Cak1WjLdiun/8O3APcKa7D+q96u5PAUsH8zpkaCT7VGcp/9itTHVSa5Sprix08RdlqkVERqqopV5qplrlH/FWTE31VOD6wQ6oZWTZnaVPdfS7MtXdosxzTb5MtRZ/EREZ8aJlyieNrVRQPUwUE1QvB+YP1kBkZGpuz7KiYrUy1enaisxUaxa4iMjI1N6ZoLm9i4oyY0J1RXKioso/4q2YoPrLwEVmprIMKdjutiwrKkaZarXUSyq2T7UWfxERGZlS66nNTJnqYaKYmurzgQ3AI2b2MMEEwvSIyN39AwM1OBne2jsTtHclKC+zXoHiWC3+0kvBExW1+IuIyIi2M8xIR8H0pLFVwXYF1bFWTFB9YcrPx4Vf6RxQUC0AtKTUU6e3NR9b2b34SyLhlJUNVtvz4aO7T3WeTLWWKRcRGdF2pLTTA5SpHiaK6VNdlu8L0HLiktScpUc1QFmZJUtCWtQaDujOPCtTLSIyukWrKU4OW+kpqB4eiqmpzsrMjjCznxGUh4gA3ZMQ03tUR6JVFrUATCDq5qHFX0RERredydUUq8Lv0UTF9pKNSfIrpvyjBzObCrwHeD9wEGDASwM0LhkBonZ5mTLVAOOqy6nfFU5mnDCUI4un1ihTnbf7h5YpFxEZyZKZ6jHKVA8nRWeqzewMM/sDQVb6B0A18HXgIHffd4DHJ8NYlIFO7/wRUaa6pyhTnb9PtTLVIiIjWUMYPE8ZF2aqFVQPCwVlqs1sIUFG+gJgLlAP3Ai8C/iyu980WAOU4Stqp5feozoStdXbrbZ6QOF9qpPLlCuoFhEZkRrSaqonpgTV7t5r8r/EQ85XbzN7t5ndCawCvgAsA94CzAEuIyj5EMkob6Y6DLZ3qa0eUPhExSiT3abyj4w6uhI8uKpe5TEiMmxFS5RPHhNkqmsqy6muKKOjyzW5P8bylX/8GlgAfBrYw93f6u63uLuiIMkrykBnq6keH05g3K2lyoHuFnl5JyoqU53Tn57YwLuvfJQr73+51EMREemTaPGXKWGmGlInK6oEJK7yBdVtwELgzcCZZjZm0EckI0a0sIu6fxQmylRHy5Bnk2ypp2xFRiu3NgGwauuuEo9ERKRvosB5UkpQrcmK8ZcvqJ5NkKWeRpC13mxmvzSzE1Dph+TRkidTnaypVvkHUPgy5VHQ3apMdUabG9sA2BJ+FxEZbhrSFn+B7lIQZarjK+ert7s3uPtP3P1wYCnwG4Ka6ruBBwhWUJw06KOUAbNySxMnfPdublm+cdCvqzlaUTFbpjpaqlwTFYGUPtX5JioqU53TlsbWHt9FRIab9MVfoOdkRYmnYlZUfMLdP06QvT4feDb805Vm9pSZfcXMDhiMQcrAuW9lPa9u383fVmwa9OvanWNFxWB7eY/9RrvWQicqKlOdk4JqERnOWju6aOtMUFVRxpiUcsCo/KNRQXVsFd2n2t3b3P137n4qsCfwLWAK8J/A8gEenwywKNDYtHPwA45o8Ze8fao1URFI6VOdJ1NdUWaUGXQlnM4uBdap3J3N4bnd3N6lzjIiMuxEWeopYyt7tM5LTlRs0aqKcdWvZcrdfa27/wfBZMbXA+pXHXNRwLF5CILqZKY6S5/q8VH5hwIf3D05UbGqPPfD0sy0AEwWjS2dPY7JUJznIiIDKb2dXkQTFeOvX0F1xAN/d/e3D8TlyeDZHGaqtza1DnqWM1lTnbVPtRZ/iXQmnIQHWeiKPEE1aKnybDanlXxsVQmIiAwzUSY6tZ469XdNVIyvAQmqZfiIyj8SDnW7Brc7QtTVY2zWmmq11ItEwXG+zh8RZaozS6+j3tKkoFpEhpcoaE4PqpWpjj8F1aNIar0pDH5ddd5MdZUWf4lEwXG+HtURLQCTWXqmevNOtdUTkeElUzs9UPeP4UBB9Siys6VjSOtN89VUj6tWpjpSaI/qSLRUuco/eorKPaLyGHUAEZHhJpqoOCm9/ENBdewpqB5F0rN4g56pbosWf8mdqdZExe6e09XKVPdLdI4fsEfQPl9BtYgMNw3J7h+aqDjcKKgeRdIz05t3tgzq9UWZ6rH5un9ooiKtHcVlqrUATGZRucfBcxVUi8jw1F3+kT5RUSsqxp2C6lEkCjCigGwwM9WJhCe7eozJkn2Ngm0tU06ynV6hmWotAJPZ1nBi4iFzJwNaqlxEhp8dYdA8Ka2l3sSa4DWzsbWDRMKHfFySX2yDajMrN7MnzezWUo9lpIiyeAfOmRT+PnhBdUtHd0BdXmYZ94mC7d0dXaP+CaLYmmplqjOLzukoU721qXXUn1siMrzsbOle/CVVRXkZ46srcIcmJaNiKbZBNfAp4PlSD2IkiepND503GRjcTHVzcpJi9sxreZkxprIc9+4luker4oNqtdRL19mVoH5XG2Ywb+pYJtZU0NHlyUk/IiLDwY5kS72qXn9L1lWrBCSWYhlUm9lc4A3AlaUey0gSlX8cEgbVWxoHL4u3O7lEeeZ66kgUdI/2pcq7+1QXN1FR3T+61e9qJ+EwbVw1leVlzJpUA6gERESGl2w11aDJinEXy6Aa+CFwCZA1DWdmF5nZMjNbVldXN2QDG86ij8YXTB3L1HFVdCac+ubBCTiiTHW2HtWRKOjePcrb6nX3qVamuq+iN42zJlUDMHNiTY/tIiJx5+7J7h/pLfUgZVXFFn0CF0exC6rN7I3AVnd/PNd+7n65uy9196W1tbVDNLrhLZrENWtSDbPCgGOw6qqjSYrZelRHoqB71yivD2srMlOtZcp7i8qbZk4Izm0F1SIy3Oxq66Qz4YytKs/4eqBMdbzFLqgGjgPeZGZrgd8Dp5jZb0o7pOGvvTNB/a52ysuM6eOrmR1+ND5YddXNbYVlqqO2ertHeVu9ZE21MtV9FgXPMydFQXV1uF3lHyIyPGRbTTGioDreYhdUu/uX3H2uuy8E3gnc5e7vKfGwhr0oS107vpryMkvWmw56pjpPTXXUVm+0LwDTXVNdZPcPBdVJW7JkqtMXPRIRiauGZDu93qUf0F0Sol7V8RS7oFoGR3oWb8gy1Tm6f0D3aovKVEc11cX1qVZLvW5Ry8j0muqtCqpFZJiIaqWnjMsSVIfBdqMy1bGUO41YYu5+D3BPiYcxIiQDjvAj8VmTxoTbB2dVxYIz1VXKVEM/+lQrU50UfRoTBdPJmuomBdUiMjwk2+mNyVz+EW1XpjqelKkeJaKPwKMJioOeqW4vMFNdrUw1pKyoWGRLvbZR3t87VVTK1B1UV4fbVVMtIsND1PljcobOH6Ca6rhTUD1KpJd/JGuqB+mj8ahPdaGZanX/KC5TXRMG360dylRHtqS9cawdX40ZbGtuo6NLx0lE4q8hufCLgurhSEH1KBFl8aKAI/q+aWcr7gO/AEyhfarHJzPVozyoDjPOhdZUK1PdU0t7F42tnVRVlCVfjCrKy5g+vhp3qGtStlpE4i9aATZb94/uPtUKquNIQfUokV7+Ma66gok1FbR3JpI1XAMpmanO26c6qqke3cFhsZnqZEs9ZaqBlB7VE6sxs+T27rZ6qqsWkfjbmWOJctBExbhTUD1KpJd/AMwOJytuGoTJioVmqscpUw0U36c6ufiLMtVA73Z6kVnJBWCUqRaR+Isy1ZPztNRT+Uc8KageBdy91yQuYFB7VbcU2/1DExWBIiYqKlPdQ6Y3jQAztKqiiAwj0SfH2Vrqja+qoMyCeUiaKxI/CqpHgZ0tHbR1JhhfXZFcwRAGtwNI0d0/RvlExWjCYU3BKyoqU50qfZJiJMpcK6gWkeEgykBPytJSr6zMmKgSkNhSUD0KpNabphrMTHXRfaqVqQYKz1R3L/6iTAV0t83rfY5rqXIRGT66JypmzlRDd2mIJivGj4LqUSDZ+SPto/FBzVSHmedxeTLV47VMOaDFX/prS1Pv8iZQ+YeIDB+JhKdkqrMH1WqrF18KqkeBZL1pWsCRXFWxceAnKkaZ6rF5M9Va/AVSun8UPFEx6lM9uo9bZEuGOQOQOlFRQbWIxFtjawfuMKGmgory7K8Fk8LOIAqq40dB9SjQvUR5CTLVeYLqccpUA9210YVPVFSmOlV6y8jITAXVIjJMRAu/ZOtRHUlmqrVUeewoqB4FkgHHpPRMdXdN9UAuAOPuyczzmDwt9ZSpDrQVO1FRi78kuTtbG6Oa6p7n+JSxlVSVl9HY2pnsSCMiEkc78ixRHpk0JkhGKVMdPwqqR4Fs5R8TqisYV1XO7nA1uoHS3pWgM+FUlhtVeWqEuycqdg7Kyo7DRV9b6rV2JEb1cYOgBVV7V4KJNRW93sSZGTO0AIyIDAMNeRZ+iUwOO4M0KFMdOwqqR4H0JcojZjYoHUCi1RTz1VMDlJcZNZVluHe3lRuNip2oWF5mVJYHKwe2j/JepVuyfBITid5MblZQLSIx1tCSe+GXiCYqxpeC6lEgV9AxGKsqRj2qx+Up/YhEdde7RmldtbsnJxwWGlQH+4Zt9UZ5XfXmLJ/ERLRUuYgMBzuao5pqBdXDlYLqEa69M8G25nbKy4zp46t7/X1QMtVR54/q/Jlq6J6sOFqXKu9MOAmHijLLOeM7XXKp8lHeASRb549ItH2relWLSIxFfacn5ZuomFyqvH3QxyTFUVA9wm0N+/fWjq+mvMx6/X0wOoB0d/4oLFMdTVZsbhudwWGxpR8RLVUe2NKYeeGXiMo/RGQ4aChg4RdQpjrOFFSPcMlJilnqTQc1U11ATTUoU90WlX5UFvYmJKK2eoFs7fQiKv8QkeFgR4Et9aLuIJqoGD8Kqke47h7VmbN4yUz1AAYcha6mGElmqkdpy7PWvmaqtQAMAFvDc3eGyj9EZBiLMtWTlKkethRUj3D5snizJoarKg7gRMWiM9XhfrtH6UTFKFNdo0x1n+TPVKv8Q0Tir+jFXxRUx46C6hEuX/nHoNRUtxeZqQ73G63dP/peUx0G1aM8Ux3VVOdrqbelcWAXORIRGUiFttQbU1lOVXkZbZ2JUf9JZdwoqB7hsvWojkweW0l1RRlNrZ0DFtQW06caYHyypnp0Pjn0NaiOMtujOVPd0ZVgW3MbZQbTxmXO7oyvrmB8dQVtnQkaW0bnGzcRib+G5sIy1WbGRGWrY0lB9QiX76NxM0tmqwdqsmKxfapTV1Ucjbp7VPe1/GN0vhkB2NrUhjvUTqjO2Y4wWlVRJSAiEkcdXQma2jopM5hQkz8hpcmK8aSgeoTLV/4BA98BpOg+1WHwvXu0t9Sr7OtExdGbqd6SZ+GXyMwJ3SUgIiJxE2WcJ42ppCxD+9t0qquOp9gF1WY2z8zuNrPnzOxZM/tUqcc0XLl7MlDOFXQM9KqKRfeprh7dmeq2Pmaqa5SpzrvwSyR646igWkTiqLtHde7Sj4iC6ngqLJU4tDqBi939CTObADxuZne4+3OlHthws7Olg7bORLKmNJtBy1QX3P1DmWroS6Za3T+6M9WZW0ZGZqhXtYjEWFTGka+dXiSazBgF4xIPsctUu/smd38i/LkJeB6YU9pRDU+bCww4BrpXddF9qkd5prq7prrIiYoV6lO9Oer8kS9TnewAol7VIhI/hS78EtFExXiKXVCdyswWAocBj5Z4KMNSsvNHjnpq6A44SpWpHl8dLVM+OoPqKNNcdJ/qKFM9imuqtxZaU61e1SISY1HGOV87vUg0UVFBdbzENqg2s/HAH4FPu3tjhr9fZGbLzGxZXV3d0A9wGCh0Eld3TfUAd/8oeEXFKFM9OjOufe9TrZZ6mwsOqoNPa7YqqBaRGIrKPyarpnpYi2VQbWaVBAH1b939pkz7uPvl7r7U3ZfW1tYO7QCHie4lygubxDVQqyoW26c6uaLiKC3/iCYaFj1RMcxUj+7yj8I+jZmp8g8RibEdUaa6wJpqBdXxFLug2swM+CXwvLt/v9TjGc4KDTimjauistzYsbtjQAK03R1R94/CgupoRcXROlExaomnTHXxtoZBctQyL5vaCUGmum5XG10JraooIvHS0BLVVBdX/qE+1fESu6AaOA44HzjFzJ4Kv15f6kENR4WWf5SVWXfN6QCUgCQz1QWWf4wb5Yu/RJnqomuqR3lLvV1twSqgNZVlTByT+w1cdUU5U8dV0ZVwtu1StlpE4iVZU63yj2Etdi313P0BIH/nc8kr3xLlqWZPqmH9jhY27Wxl4fRx/bre7hUVlakuRFsfM9U1o3zxl9Q3jcEHXLnNnFjD9uZ2tjS2MaOAx4SIyFDprqkutPwjCL4VVMdLHDPVMkC2FFj+EewTTFbc3Ni/uuquhNPakcCsu+Y3n7FhcNjc3on76Ptovs99qkd5prrQhV8iM7VUuYjEVLEt9ZSpjicF1SNUW2cX25rbKS8zpo/P3acaUnpV97P8Y3dKlrqQ7CFARXkZNZVlJHx0Zl37uqJidXKi4ug7ZgBbmgr/JAa0VLmIxNfOsPxjUoEt9VKD6tGYjIorBdUjVDSBq3Z8NeVl+YPbgepV3d2jurgAcTTXVXf3qe7b4i+jNVMddbfJt7hRZGb4xlFt9UQkbpKZ6nGFZaqrKsoYW1VOV8LZNUrXeIgjBdUj1NYwizezgNIPGLhMdfdqisWV64/muuq+ttQb7cuUFzoRN6LyDxGJo9aOLlo6uqgoM8YVkZBSCUj8KKgeobp7VBeWxevuVT0wmeoxRXayUKa67y31Rm35R7FBdbL8Q90/RCQ+oqB48tiqgssmoTuoVlu9+FBQPUIle1QXGHAM1KqK3Znq4oLqqFxkNC4A05qsqS62+8fonqhYaB/2SLSfaqpFJE6ihV8K7VEdiYLqRmWqY0NB9QiVzOIVGHDUTghqr+t3tdHej3KC7prq4so/onKRXaOy/COqqS62T3VYUz1KM9WFLvwSmRF+aqOgWkTipNh2ehGVf8SPguoRqpge1QDlZcaMCf0POpI9qovMVCeXKh+FEy6SfaqLbak3ijPViYQnz9MZBZY4TRsXvHHcsbtjVB4zEYmnYhd+iSRXVVRQHRsKqkeoYss/IKWuuh9BdXI1xSIz1dFExeb20Rfs9Hmi4ijOVG/f3U5nwpkytrLgDH/qG8etqqsWkZiIOn9MLrCdXkSZ6vhRUD1CdWfxCg+qB6IDSPdqin3MVI/Kmuq+TlQcvd0/Nhe58EskejyoBERE4qKhyHZ6kSizrYmK8aGgegRy9+7yjwJrqgFmTQxXVdzZ91UVkzXVfWyp1zwqa6qD21x8TXXw8G3vStCVGF3N/4vt/BGZlayrVqZaROKhociFXyITlamOHQXVI9DOlg7aOhOMr65gfBHB7YBkqtuUqS5WX1vqmVl3YD3KstVRUFzowi+RKAhXr2oRiYuGIpcoj6j7R/woqB6BNiezeMUFHAPRq7qv3T+ilnqjM1Pdt6A69X+itnyjRV/mDEB3UK1VFUUkLvraUi+qwW5oaR/wMUnfKKgegfpS+gEDnKkusvtHlFFvHmXdPzrC0o3yMqOivPiHY1QyMtrqqrf2Yc4AdAfVqqkWkbiIMtWT1FJv2FNQPQL1ud60lJnq6tG5omKyR3UfstQwetvq9T1TraXKZWg8vHobn7thOU+vbyj1UCTmokxzseUfyZZ6mqgYG8VFPjIsdC9RXmRnhAk1mMHWplY6uxJ9ypz2vU91tKLi6AoO26LVFIucpBiJ2upt3tnKgmnjBmxccRfVVBf7aUx3+YcmKsrgeWzNdi781WO0dSb44xPreeeR8/j8GfsytcjuDjJydXYlWL6+gftX1rNue9AcQIu/DH8KqoehXW2d1DW1sWh65iCq2OWbI1UVZUwfX01dUxt1u9qSS5cXo899qqtGZ/lHf+qpAaaGmY3zrniE0/abyfuOW8TRi6diZgM2xjgqduGXiMo/ZLA9s2EnH7j6X7R1Jjhs/mRWrN/JdY+t47YVm/ncGfvwrqPmU142sh+f0pu7s6a+mQdW1XP/ynoeWb2NppTXuzmTxzB9fHHPZxNqgqC6qbUzWUYopaWgehhxd/74xAa+fdvzbGtu5+jFU/nQaxdz8j4zKEt5MPW1/AOCuuq6pjY2NrT2Kaju7lNd7DLlpctU79zdwZUPvExTayen7z+ToxZNLTpL7+59CmSjCYZ9Daq/c+7B/PjOldz69Eb+8dwW/vHcFvadNYH3HbeQNx86p+g2fcNBW2cX25vbKS8zpo8r7kVoYk0FNZVlNLd30dTakXxREhkIq+t2ccFVj9HU1skbDprNj887jDX1zVx2y7M8sKqer978DNc9+irfOPsAjlgwtdTDlQJ0dCV4en0D/1q7g3lTxvL6g2YV9VyfSDjXPryWK+5fw4aGnu1qF08fx/FLpnP8XtM5dq/pVBb5ulNeZkysqaCxtZPGlo6i+1zLwFNQPUy8sLmRr978DP9auwOAijLjkZe388jL29mzdhwfeu1izj4sCKKKXaI81cJp43h6/U4+f+NyfvzOwzhwzqSi/r+7T3VxwVwyUz2ENdXuzs1PbeBbf32e+l1BTdvVD61l6rgqzjhgJmceOJtj95zW64nO3Vm/o4Vlr2znsTU7+Nfa7aytb2bmxBrmThnD3CljmTd1DPOmjGXe1ODnCTWVNLV2sKu1k8bWTna1ddLU2sHqrc1A8T2qI4umj+MH7ziUL71+X3736Kv85pFXeWFzE1/44wq+/bcXOO+o+bxu/5nUjq+mdkL1gAbZq7Y20Zlw9p01ccAusxC3P7sFgBkTqnu8mSyEmTFzYg2vbNvNhoYW9p2loFoGxoaGFs6/8lG2Nbdzwt61/OAdh1JeZuw1Yzy//sBR3P7sZr5x6/M8t6mRt/78Yc45fA4fO2lPxlZVUFFmlKd8VZSVUV5mVPXxzbb0XVfCeXbjTh5evY2HVm/jX2u390j2HLfXNP77nIOZN3Vs3sva0NDC565fzsMvbwOC7h7H7TWd1y6ZzvFLapkzufjEVbpJYytpbO1kZ8yC6rqmNi77y7MkEs4Xz9p31JQnKqgeJK9u201ja0fRQWm6XW2d/PCOl/jVQ2vpSjjTx1dx6ev347T9Z3L9v9Zx1QNrWF3XzBdvWsH//ONF3nvMQjaGi7cUW/4B8NnX7c3zmxpZuXUXb/nZg1x8+j5c9NrFBQcv3X2q+5apHqryj1Vbd/HVm59JPtkdtXAqhy+Ywu3PbmZNfTPXPbaO6x5bx6QxlZy230xO228G9bvaeGztDpat3Z6xQ8qGhhY2NLTw6JrtRY9nYj8zpjMm1PDp0/bmoyftyW0rNvGrB9fy9Pqd/Pye1fz8ntXJ/cZXVzB9fBXTx1czfXw1sybV8Pal89h/j8IDY3fnN4++ytdveZaEO195w/6877iFg15y4u789O5V/M8/XgLgnMPn9Oly5k4ZwyvbdvPOyx/hoyfuyXuPWciYIvuqx83u9k7+9OQGtja28cHXLhqSDHwi4WxrbmdLYytbGltZMG0se82YMOjXO1TcnZVbd1FdUZY3IKjf1cb5Vz7Kxp2tLF0whV+85/AeAbGZceaBszlx7xn8/J5V/OK+l7npiQ3c9MSGnJe776wJnHP4HN586Jw+ffIohdnV1sltT2/iH89t4dE122hq7fk6tLh2HEsXTOGO57bw4KptnP6D+7jkzH244JiFGV8b3Z0bH1/Pf/7lOZraOpk2ropvnn0gZxwwq+hEQD6Tx1SxjpZeddW72jq5/l/r+NVDa9i2q53zjprPRScsHpLz6KFV9XzqD09R1xTMXbnrha188tQlfOi1i0f8G0VzH/4rsS1dutSXLVtW6mEAwSIcP79nNT+5eyUdXc7Zh+7BpW/YjxkTijuR3Z2/rtjEN259ji2NbZQZvOfoBVx8+j49Vl3q6Epw24pN/L97X+a5TY3J7eVlxkvfPKtPNVatHV18+7bnuebhVwA4ZvE0/vfth7BHAe+qD/za7exq6+Tpy04vKlBsbO3g4Mv+wYTqClZ8/Yyix1yo1o4ufnLXKv7ffavp6HKmjqviS2fty7lHzMXMcHde3NLEbSs28/dnNvHSll0ZL2fSmEqOXDiFpQuncuTCqew7awJ1TW2s27GbddtbWL9jN+t2tLBu+27W79hNc1sXE2oqmFBTwfiaSibWBAvzBNsqecthc/r9BiyVu/PEqw389tFXWLllF/W72qjf1UZHV+/He2W58fkz9uGDx+d/89TemeBrtzzLdY+92mP7eUfN5z/ffEDRH18WqrWji0tufJpblm/EDL5w5r58+ITFfQrkX9jcyH/c/CyPrQ3e/MyYUM2/n7qEdyydN+ye8F/dtptrH17LH5atSwYCcyaP4bvnHsxxe00fkOtoau3gvpfqeeLVHWze2crmxlY272xla1Nrj/OpzOAzp+3Nx07eKxa1nVFg85tHXmHu1LGcuKSWE/auzZlscHdWbNjJX1ds4m8rNvPq9t0AHDpvMm89Yi7/dvDs5NLQkcbWDs67/BGe3djIfrMn8vuLjs67Mt4r25r5zt9fYPm6nXQlnM6Ek3CnM2yx2ZlwOroSRAullhkct9d03nr4XE4/YGbRc1ZS7Wrr5G8rNjF1XFWv0sHRxN15bM12bnh8Pbet2NQjGz1/6liOWTyNY/eaxtGLpyUD0fpdbVx2y7Pc+vQmAJYumMJ3zj2YPWvHJ/+3flcbX7ppBXc8F3yidsYBM/nWWw4qul66UO+58lEeWFXPNe8/ihP3rmXTzhaufmgtv3v01V5vDqrKy3j7kXP5yIl7MndK/kx7sboSzo/uXMn/3bUSd3jNoqnMnlTDzU9tBGDJjPF86y0HcdSi3KVPbZ1dPLR6G89tbGTP2vEcNn9y7N5Umtnj7r6013YF1QNn+boGLrnxaV7c0gQEJ3B7V4IJNRV8/ox9ePdrFuR9sUkknEfXbOend6/igVX1ABwybzLfOvvAnEGXu/Pw6m1cfv/L3PNiHYfOm8zNHz+uX7fn7he28vkbl1O/q51JYyr5r7ccxBsOnp1zDIsvvQ13WPWts4qqS+7sSrDXl/9GmcHq/3r9oGQ9735xK1/787PJF8p3HjmPL5y5b86PzFZt3cXfn9nE/SvrmTWphiMXTuWoRVPZq3b8sHsxcncaWzqpCwPs+l1tPLiqnuseWwfA8XtN53/ffkjWJ6/6XW189DeP86+1O6iqKOM7bz2IMjM+f+PTtHcmOHrxVH7+7iPyfgTp7tz5/FYefnkbr1k0lZP3nZEzGN/S2MpF1y5j+fqdjKsq50fvPIzT9p/Z9wMRjuHel+r43u0v8uzG4M3o/Klj+czrlvCmQ+YMaVDY2ZVgS1MbGxta2NjQwoSaChZMG8fcKWOS3V3Sx/7gqm1c/dAa7nxhK9FT+BELptDemWDFhp0AnH/0Ar541r6MK2JV1ci67bv55/NbuPP5rTy6ZlvGN2MQdCuYNbGGyWMreeTl4E3K8XtN5wfvOJTaCYMTRBSiYXc7l/5pBbet2Nzrb3vPHM8JYYB91KKpVFeU8dS6Bm5bsYnbVmzuUfc6fXwVrR0JdoWfoFWVl3HqfjN46+FzOXGfWroSznt/+RiPrd3OwmljueEjxw7Y7W7vTHD3i1u56Yn13PXC1uR9MK6qnDMPnM05h8/hNUXM/9jYEARb1z36anKC3P6zJ3Lx6Xtzyr4z8j7nugevTVc9sIY19c2ce8TcYfkpz8aGFm56Yj03Pr6etdt2J7cfuXAK5xw+l9cumZ434Lz92c185eZnqGtqo6qijE+ftoSLXruYfz6/hUv/9Azbm9uZUF3BZW86gHMOnzOon+J9/LdP8NcVm/jEyXuxoaGFvyzfSGf4bmzpgil88LWLmTN5DD+/dxV/e2Yz7kH56DmHz+GjJ+2VteFBsbY0tvKp3z/JIy9vxwz+/ZQlfPKUvagoL+OBlfV85eYVyeP9jqXz+OJZPV97d7d3cu+Ldfz92c3c9fzWHpM4IShnPXTeZA6ZN5lD5k3i4LmTi1oxeqApqB5ELe1dfP+OF/nlA2tIOCyYNpb/Pudg5kwew9dueYa7X6wD4OC5k/jm2Qdy8NzJvS5jY0MLf3x8PTc8vj4Z9E0aU8kXztyXdx45r6gAbvPOVsZWl/e7pACCQOqSG5/mrhe2AnDuEXO57E0HZDyZWzu62Perf6e6oowXv3lW0de1z1f+Rltnghe+cWbG2l93Z2dLB69uD7LBr27fHf4cfN/Y0EKXO0bwcWvwHQwD617Ke99ZE/jm2QeydKEmCgHc+fwWLrnxabY1tzN5bCX/fc7BnHngrB77PLNhJxddu4yNO1uZObGay89fyiHzJgPw1LoGPnTtMuqa2pg/dSy/vGApS2b2LgPoSgSfvvzs7lW8sLkpuX36+CrOPnQOb1s6j31m9fy/Fet38qFrl7G5sZW5U8Zw5QVLB7SGO5Fw/v7sZv73Hy+yui6ob9975nj+/ZQlnHHArAHNXDfsbueBVfU8v6mRDTta2NjQyoaGFjY3ttKV6P08bAZ7TBrDgmljWTBtHAumjaWizPjDv9axcmvwCUpVeRlvPGQ2Fx67kIPnTqazK/ik7Md3BZ+UzZ86lv952yF5M0PRZKw7n9/Knc9vTSYGIMiSHrFgCicsqWX+tLHMnFjDrIk1zJpU0+Nxeu9LdXz2D0+xrbmd2gnV/Oidh3LsngOTLS/Gg6vqufj65WxubGVcVTlfev1+dCWc+1fW8dDqbT0yktUVZUwaU8nWpu4WizMnVnPWgbM568BZLF04lfbOBP94bjM3Pr6eB1fVJ7PH08ZVMXNiDc9tamTWxBpu+MgxBdXZ9sWO5nZuXbGJm55Yz5OvNiS3T6iu4Ni9pnHC3rWcsKQ24/WvWL+TK+5/mb+u2JQ8z5YumMK6HbuTrSkPnTeZi0/fm+P3mt4rAGzr7OLW5Zu46sE1yTegkenjq/n4yXty3lHzh2xSdGdXgvpd7dQ1tbG1qZWtTW3Jn+ua2mjvTFBmFrwGWHD+GkZZGexo7uCRNduSb0RnTazhrUfM4dwj5hUdXO7c3cE3//ocNzy+Hggm+UdlgcftNY3vnnvIgNRM53Ppn1bwu0e7PzksMzjroNl88PhFHDZ/So99V25p4qd3r+KW5RtJeLDvvx2yB+86aj6HzJvc5/uw12P/HYdybNonZa0dXfzsntX84p7VtHclmDquii+etS/lZvz92c3c91Jdj0XM9ps9kaMWTmF1XTPL1zf0yrqbBZnvn77r8IyvN4NNQfUgeWh1PV+6aQWvbNtNmcGHXruYT5+2d/Ldu7tz+7Ob+fpfnmPTzlbMggzSxafvQ01lGXc8t4Xrl63n/pV1yQf67Ek1nHvEXC48diHTBukjo2JENbTfvPU52joTzJpYw/uOW8h5r5nfI3DftquNI775T6aOq+KJr76u6Os5/Bt3sL25nW+95UB2t3UlnzC3NAbftza2JTNGfTGhuoJPnrqEC49bOGhlCsPV1qZWPn/D09z7UvAG8Lyj5vHVN+7P2KoKblm+kUtuXE5rR4LD50/mF+85otdKhpt2tvCha5fxzIZGJlRX8ON3HcbJ+8wAgjczf3pyPT+/Z3UyUzFzYjVvPHgP7n2pjlVbu0tsDp47iXOPmMubDtmDB1bV87kbgus9auFUfv6ewwft8dDZleBPT27gh/9cmcxUTh9fxblHzOOdR85jYR+yOYmE88zGndzzYh33vLiVp9Y1kCF2BoISlDlTxjB7Ug2NLZ28sr2ZDTtacu5//tELOO818zN+rPzcxkY+e/1TvLC5CTP4wHGL+NwZ+yRfNJtaO3jy1QaWrd3Ov9bu4Ml1O2jt6H5BG19dwYl713LqfjM4eZ8ZBU+A2tLYyieve5JH12ynzOBTp+7NJ07JXg6yoaGFh1bV88LmJmoqy5hQU5ksiZqQUh41c2J1r7KLdG2dXfzP7S9yxf1rADh8/mR++I7DmD+tO9Bs70zw+Cs7uG9lHfe9VJcMEmdPquGsA2fz+oNmcfj8KVmTGJt3tnLzUxv44+Prk29spoyt5IaPHDNk9eRr6pv50xPruXXFJl4O3whGFk0fxwlLpnPC3kEW/coH1vBYOMejvMx4w0Gz+eBrF3Hw3Mm0dnTx20df5ef3rEpO1D5q0VQuft3evGbxNLbtauO3j77Krx95JVkbO318Fe85egH7zprIz+5ZxdPrg09FZk+q4ROn7MXbjshcQuXubNzZyor1O3lxcxMTx1SwuHY8i6ePY4/JY7KeH81tnTyzYSdPr9/J8vUNPL1+J+t27KY/YUtVeRmvO2AmbztiLq9dUtvvT6XufamOS29awYaGFmoqy/jimfvy3iy11oPhp3ev4nu3v8i4qnLeceR83nfcwrxv7tbWN/Pze1bzxyfWJ7PaFWXGfrMnctj8yRw+fwqHzZ/M/Kljs2bZO7oSNLV2csX9Lyfn7RTyKdWqrbv4ys0rkp9spTp8/mTOPHAWZxwwq8c8hkTCebm+meXrGli+voGn1jXw/KZGOrqc5V87PW+51WAYVkG1mZ0J/AgoB6509//OtX8pgurG1g6+fdsLydrSfWdN4LvnHpwxCw3Bk8MP//kSVz3YPeGwM+HJlZCiB/rbl87j+L2mx6ImMd3KLU185vqneGZD8EKU/iBet303r/3u3cydMoYHvnBK0Zf/2u/elWyCn83YqnLmTx3b/TVtbLLLxtwpY6gsL8PdccAdHE8+AVf0cSnw0SKRcK55eC3f/tsLtHcmWDx9HMftNZ1fPxLU1r996Vy+cfaBGUsSIPjE5uIbnuK2FZspM/jSWftRUW5cft/LyQzO/Klj+ehJe3LO4XOorijH3Vm+fic3LFvHLcs3JrMRUelUdL3fPPugIal3buvs4vpl6/n1w2t71NMft9c03nXUAl63/8ysQcPOlg42NrTy0pYm7n0pCNq2Nbcn96ksN5YumMqRi6Yyb8oY5kwew5wpY5g1qSbjMW3vTLChoYW125p5ddtu1m5rZkdzO6fsN5OzDpyV941he2eC/7trJT+7ZzVdCWdx7Theu9d0lr2yg+c3NfYK2BfXjuOEJbWctl/QVrKvx7uzK8GP7lzJT+5ehTscu+c0fvjOQ5kxoYb6XW3JrgoPr67v8fF7Poumj+OweZM5bP5kDps/hX1nTUg+nl/a0sSnfv8Uz29qpLzM+OQpS/j4yXvmfbzXNbWxvbmdJTOKK+dyd57Z0MidL2zh9QfNZu8SZMogKNO5f2U9971Ux4Or63tl8yBIJpz3mvlccOzCjJnT3e2dXPPQK/zi3tXJyW4Hz53EC5ubeny69/7jF/GmQ/ZIvjFzd+54bgvfv+Ol5CdPc6eM4VOnLuGYPafx7MbGZED8zIadPR4Lqaoqylg0bRyLa4OvqeOqeWFTI0+v38nKrU29zlMzmDaumhkTgo5Gqd+nT6impqIcBxIePfc7CQ9eD8rL4OjF0/K+QSvWrrZObnlqI8fsOW3AyikK1drRxf0r6zlq0dSig8v1O3Zz9YNreXD1Nl7c3Ps5Yeq4Kg4Ky06bWjtobA26VjW2dNLS0f2JT5kFTQ4+dtJeBT2O3J2bntjA5fe9zLTxVZx14Cxet/+soportHZ0sWrrrgGdi1SMYRNUm1k58BLwOmA98C/gPHd/Ltv/lCKoPvfnD7HslR1Ulhv/fsoSPnLingW9CD2/qZGv3PwMj78StMbbf/ZE3r50Lm8+dE6s2uFkk0gEtahX3P8yD60OOmdEHzeduHctl9z4NPvMnMDtnzmh6Mv+3aOvcvNTG5g+vooZE2qYMbGamdH3iTXMmFDNpDGVI35hk1J7YXMjn7ruqWQJQHmZ8ZU37MeFx+bv8JFIOD+8cyU/vnNlj+17zxzPx0/eizccNDtroNPa0cU/ntvCDcvW8cCqegy49PX78YHjFw35fR5M9NzB7x5dx61Pb0x+LDltXBXnHD6HcdUVbGxoYdPO1uT3TD3W50wew4n71HLS3rUcu9f0ktQALl/XwMU3LO/xiUBFmXHgnEkcuXAKRy6cyhELpgz4pwAPrKzn0394kvpd7cmOM6llPxAEfK9ZPI3D5k8mkXCawlaTwYt38HNTayfrd+zukUkHGFNZzkFzJ7Fn7ThuemIDbZ0JFkwbyw/ecSiHp33sPRp0diV4al0D94VBdkt7F29bOpd3HDmvoG4wja0dXPXAGn55/5pkPeup+87gA8cv4pg9p2V9DCYSzm3PbOIHd7yULKHKZPLYSg6aM4n9Z0+ksbWTNfW7eLmuuUfpTbryMmPfWRM4eO5kDpkb1NEumTlenzQOgua2Tp5ev5MnXt3Bk6828OSrO7K+EYLgdX/imErmThnDf7zxgLwlZiPNcAqqjwEuc/czwt+/BODu3872P6UIqu97qY4f/PMlvvvWg4uu50kknMfWbmdCTQUH7FGad1kD4ZkNO7ny/pe59elNyY+QAA6bP5k/fax/kySltFo7uvje7S/y4Kp6vvrG/YvuJPGX5Rv50k0r2HPGeD5+0p6ctt/MoucF7G7vZHHKrPpS2dnSwc1PbuC6x17tFRSmGldVzuzJY5g3ZQzH7jmdk/apZa8Z42PxJrC1o4vfPfoqzW2dLF04lUPnTR6SCWZbG1v51O+fSraurKks48iFUzlmz2kcu+d0DtxjYkGfHnV0JXhxcxNPvrqDJ8IX/PQs99uXzuU//i3zfA8pXMPudu5bWc+Be0ws6vHXlXBuWb6Bn969mm272jhwziQOnDOJg8KvuVPGZHwsNLV2sKa+mTX1zayua6auqY29Z47n4LmTOWCPiSNyAavhwN1Zt72F5zY1Ul1RxoSaCiaOCcqzJtZUMraqPBbPbaUynILqc4Ez3f2D4e/nA69x909k+59S1VT3dRW9kWbTzhaufjBs4dPWyWn7zeTKC3qdazLKJBI+7Dqk5OLuPLmugb+t2ERVRRmzJwUlHLMn1zB70hgm1lTo+SCDroRz30t1jK0q59D5k7OWDxVre3M7T766g2c3NnLw3EmcFNbwi4gMthEXVJvZRcBFAPPnzz/ilVdeGfKxSk+72jq547nNLF0wddBmwYuIiIiUUragOo6FSRuAeSm/zw239eDul7v7UndfWltbO2SDk+zGV1fwlsPmKqAWERGRUSeOQfW/gCVmtsjMqoB3AreUeEwiIiIiIlnFbkaHu3ea2SeA2wla6l3l7s+WeFgiIiIiIlnFLqgGcPfbgNtKPQ4RERERkULEsfxDRERERGRYUVAtIiIiItJPCqpFRERERPpJQbWIiIiISD8pqBYRERER6ScF1SIiIiIi/aSgWkRERESkn8zdSz2GfjOzOuCVElz1dKC+BNc73Om4FU/HrHg6ZsXTMSuejlnxdMyKp2NWvME8ZgvcvTZ944gIqkvFzJa5+9JSj2O40XErno5Z8XTMiqdjVjwds+LpmBVPx6x4pThmKv8QEREREeknBdUiIiIiIv2koLp/Li/1AIYpHbfi6ZgVT8eseDpmxdMxK56OWfF0zIo35MdMNdUiIiIiIv2kTLWIiIiISD8pqO4jMzvTzF40s1Vm9sVSj2c4MLO1ZrbCzJ4ys2WlHk8cmdlVZrbVzJ5J2TbVzO4ws5Xh9ymlHGMcZTlul5nZhvB8e8rMXl/KMcaJmc0zs7vN7Dkze9bMPhVu17mWRY5jpvMsBzOrMbPHzGx5eNy+Hm5fZGaPhq+hfzCzqlKPNS5yHLOrzWxNyrl2aImHGjtmVm5mT5rZreHvQ3qeKajuAzMrB34KnAXsD5xnZvuXdlTDxsnufqhaA2V1NXBm2rYvAne6+xLgzvB36elqeh83gB+E59uh7n7bEI8pzjqBi919f+Bo4OPhc5jOteyyHTPQeZZLG3CKux8CHAqcaWZHA98hOG57ATuAD5RuiLGT7ZgBfD7lXHuqVAOMsU8Bz6f8PqTnmYLqvjkKWOXuL7t7O/B74M0lHpOMAO5+H7A9bfObgWvCn68Bzh7KMQ0HWY6bZOHum9z9ifDnJoIXoTnoXMsqxzGTHDywK/y1Mvxy4BTgxnC7zrUUOY6Z5GBmc4E3AFeGvxtDfJ4pqO6bOcC6lN/XoyfXQjjwDzN73MwuKvVghpGZ7r4p/HkzMLOUgxlmPmFmT4flISplyMDMFgKHAY+ic60gaccMdJ7lFH4k/xSwFbgDWA00uHtnuIteQ9OkHzN3j861b4Xn2g/MrLp0I4ylHwKXAInw92kM8XmmoFqG0vHufjhB2czHzeyEUg9ouPGgXY8yFoX5ObAnwcenm4D/LeloYsjMxgN/BD7t7o2pf9O5llmGY6bzLA9373L3Q4G5BJ/07lvaEcVf+jEzswOBLxEcuyOBqcAXSjfCeDGzNwJb3f3xUo5DQXXfbADmpfw+N9wmObj7hvD7VuBPBE+ukt8WM5sNEH7fWuLxDAvuviV8YUoAV6DzrQczqyQIDn/r7jeFm3Wu5ZDpmOk8K5y7NwB3A8cAk82sIvyTXkOzSDlmZ4YlSO7ubcCv0LmW6jjgTWa2lqAk9xTgRwzxeaagum/+BSwJZ5VWAe8EbinxmGLNzMaZ2YToZ+B04Jnc/yWhW4ALwp8vAP5cwrEMG1FwGHoLOt+SwlrDXwLPu/v3U/6kcy2LbMdM51luZlZrZpPDn8cAryOoR78bODfcTedaiizH7IWUN7xGUBuscy3k7l9y97nuvpAgJrvL3d/NEJ9nWvylj8K2ST8EyoGr3P1bpR1RvJnZYoLsNEAF8Dsds97M7DrgJGA6sAX4GnAzcD0wH3gFeLu7a1JeiizH7SSCj+QdWAt8OKVeeFQzs+OB+4EVdNcfXkpQI6xzLYMcx+w8dJ5lZWYHE0wQKydI5F3v7v8Zvib8nqCM4UngPWEGdtTLcczuAmoBA54CPpIyoVFCZnYS8Dl3f+NQn2cKqkVERERE+knlHyIiIiIi/aSgWkRERESknxRUi4iIiIj0k4JqEREREZF+UlAtIiIiItJPCqpFRKSkzOyjZtZoZtOG6Pr+ZGZ3D8V1icjooaBaREYVMzvJzDzH19GlHuNoYmaTgK8DP3D3bSnbLwvvj6VZ/i+6Hz/Xh6u9DDjRzN7Up0GLiGRQkX8XEZER6TrgtgzbVw31QEa5jwGTgZ8M1RW6+3Izuwf4KloNV0QGiIJqERmtnnD33xS6s5mVA9XuvnsQxzSqmFkZ8GHgb+5eN8RX/2vgKjM73N2fGOLrFpERSOUfIiJpzOzCsLTgNDP7qpmtBlqBt4d/t7AO+HEz221mu8zsbjM7OcNl1ZjZ98xso5m1mNljZna6mV1tZp6279owg5p+GVGpw4Vp26vN7FIze9bMWs2swcz+YmaHZft/M3tfuH+bmb1iZpdkOQaHmdkNZrYl3HedmV1nZnuaWZWZ1ZnZg1n+9/Ph9Z2Q+0hzFLCAzJ8YFM3M7slR1rM2bfe/hd/fPhDXLSKiTLWIjFZjzWx62rY2d29K+f1/gErgCqAReDHc/mvgPOBG4FdANfBu4A4zO8fdU0sKrgPOBv4C3A7sCdwErOnP4M2sEvg7cGw4np8Ak4APAQ+a2Qnuvizt3z4CzAR+CTQA7wG+Y2br3f13KZf9RuCPQDNwJUFJzCzgDOBAd19tZtcAF5vZPu7+Ys+r4f3AS+5+X56bcWL4/bEc+0zKcD8R3tZ03wrHm2pPghrqLakb3X1zGGiflGeMIiIFUVAtIqPV18OvVH8A3pny+xjgsNSSDzN7C0EA/WF3vzxl+4+AR4Afmdlf3N3N7HSCgPoad78wZd/7gD/1c/yfIAgIz3T321Mu+2fAMwRvCE5K+5/5wH7uvjPc9yrgFeDfgd+F28YSvFHYGd72DSn//59hyQbA5cDFwAeAZLbbzI4D9gW+UMBt2D/8vjrHPv8s4HIAcPc7Un83synAw8A24F0Z/mU18JpCL19EJBcF1SIyWl0O3JC2bXPa7z/PUEP9HqAJuDlDBvUvBFnRJcBLBAE1wPdSd3L3m83sRWCfPo28exwvAI9nGMcdwAVmNsbdW1K2/yoKqMNx7DazR4BjUvY5A5gOfDEtoI7+JxF+f8nM7gXea2aXuntnuMsHgE7gmgJuQy3Q6e6NOfb5OMGxTHcIwRuHjMJM/h+BRcBp7p4pcN8GjM9wnEREiqagWkRGq5Xuni8LmimY2w+YQFo5QZqZ4f8uBhJZLud5+hdU70eQSc81wW86sC7l95cz7LMNSO0PvST8/mQBY7gc+C3wRoI3GRMIapRvdfdcxyfi+XfhsQxlLJhZZ6ad08Z2MvBed78/yz5WxDhERHJSUC0ikl2mTh9GEMhmKieIPNPH68sW3GV6rjZgBfDZHJeXHnB39WVQOfwR+DFBdvpm4B3AOHrXNWdTB1SY2aTUDHp/mdmlwIXAN9391zl2nQrscvfWgbpuERm9FFSLiBRnJbA38Ii778qz78sEXZb2Bp5N+9t+GfbfThDopVucZRy1wF1RScYAibLqhwL/yLWju7eZ2bXAJ81sD4LgegPBBMpCRG8+lgC9stF9YWZvB75JUB//H3l234u+vwESEelBLfVERIpzLcFz57cz/dHMZqb8+ufw++fT9jmbzKUfLwH7mtmclH2rCeqKM41jFlky1WnjKMY/gHqCzh6zM1yupW26AigHvgMcDVzt7oVmxO8Jvw/IKpbhapjXAI8CF7p71rIOM5tF0M7v3oG4bhERZapFRIrg7jea2a+AT5jZ4cCtBEHoXIIJf3sRZpbd/XYz+wvBpMGpBBncPQkWPHkGODDt4n9C0H3kn2b2C6AKOJ/MZSg/Al4HfM/MTgHuImj7Nx84laCvdq++2QXcvt1m9gGCdoHPmFnUUq+WYBLj9+l+s4C7P29mDxBMnHTgqiKu7nGCbP7rGZgVFf9M0ALxBuDctPh/l7vfnPL768Pv6ZNVRUT6REG1iEiR3P39ZnY3cBHwJYLgdzPwRPh7qncQlCO8myAIXgGcQ1CT3SOodvcHwwVeLiXoGLIB+DlBacSdaft2mNkbCJb5Pp/u9oAbCfo+F9J9I9vtu8XMjg/H8QG6J2beH44/3eXA8cDd7p5pMmS263Ez+3/Af5nZzAInN+YyI/z+vxn+9gpB3XfkfGCZuz/ez+sUEQHAcnw6JiIig8TMrgYucPf0cophJ6xj/gPwLne/rsj/nUhQH36Fu39lMMaX4ToPJXgDdHbaQj0iIn2mmmoREemvjxOUwNxU7D+GPaq/RjDZcVq+/QfIZcC9CqhFZCCp/ENERIpmZjMIardfC5wAfMnd2/pyWe7+C+AXAzi8fNd39lBdl4iMHgqqRUSkL/YnWNq8gSAgzlTHLCIyaqimWkRERESkn1RTLSIiIiLSTwqqRURERET6SUG1iIiIiEg/KagWEREREeknBdUiIiIiIv2koFpEREREpJ/+P5gROaY4btILAAAAAElFTkSuQmCC", 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" ] }, "metadata": { "needs_background": "light" }, "output_type": "display_data" } ], "source": [ "from numpy.fft import fftfreq\n", "\n", "freq = fftfreq(len(signal),1/sampling_freq)\n", "\n", "plt.figure(figsize=(12,5))\n", "plt.plot(freq[:80], np.abs(fourier)[0:80], linewidth=2)\n", "plt.xlabel('Frequency (Hz)', fontsize=18)\n", "plt.ylabel('Amplitude', fontsize=18)\n", "plt.title('Power spectrum derived from discrete fourier transform', fontsize=18)" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "Ok, now that we've created our own discrete fourier transform, let's learn a few more important details that are important to consider." ] }, { "cell_type": "code", "execution_count": 27, "metadata": { "ExecuteTime": { "end_time": "2020-04-17T06:38:52.138827Z", "start_time": "2020-04-17T06:38:51.983916Z" } }, "outputs": [ { "data": { "image/jpeg": 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"text/html": [ "\n", " \n", " " ], "text/plain": [ "" ] }, "execution_count": 27, "metadata": {}, "output_type": "execute_result" } ], "source": [ "YouTubeVideo('RHjqvcKVopg')" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "### Inverse Fourier Transform\n", "\n", "The fourier transform allows you to represent a time series in the frequency domain. This is a lossless operation, meaning that no information in the original signal is lost by the transform. This means that we can reconstruct the original signal by inverting the operation. Thus, we can create a time series with only the frequency domain information using the *inverse fourier transform*. Watch this [video](https://youtu.be/HFacSL--vps) if you would like a more in depth explanation.\n", "\n", "$x_k = \\sum\\limits_{k=0}^{n-1} X_f \\cdot e^\\frac{i2\\pi fk}{n}$\n", "\n", "Notice that we are computing the dot product between the complex sine wave and the fourier coefficients $X$ instead of the time series data $x$." ] }, { "cell_type": "code", "execution_count": 32, "metadata": { "ExecuteTime": { "end_time": "2020-09-29T22:20:50.078645Z", "start_time": "2020-09-29T22:20:49.915241Z" } }, "outputs": [ { "data": { "text/plain": [ "Text(0.5, 1.0, 'Reconstructed Time Series Signal')" ] }, "execution_count": 32, "metadata": {}, "output_type": "execute_result" }, { "data": { "image/png": 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", "text/plain": [ "
" ] }, "metadata": { "needs_background": "light" }, "output_type": "display_data" } ], "source": [ "plt.figure(figsize=(12,5))\n", "plt.plot(np.dot(fourier, sine_waves)/2)\n", "plt.ylabel('Intensity', fontsize=18)\n", "plt.xlabel('Time', fontsize=18)\n", "plt.title('Reconstructed Time Series Signal', fontsize=18)" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "### Fast Fourier Transform\n", "\n", "The discrete time fourier transform is useful to understand the relationship between the time and frequency domains. However, in practice this method is rarely used as there are more faster and efficient methods to perform this computation. One popular algorithm is called the fast fourier transform (FFT). This function is also in numpy `np.fft.fft`. Don't forget to divide by the number of samples to keep the scaling." ] }, { "cell_type": "code", "execution_count": 29, "metadata": { "ExecuteTime": { "end_time": "2020-04-17T06:38:52.502431Z", "start_time": "2020-04-17T06:38:52.316463Z" } }, "outputs": [ { "data": { "text/plain": [ "Text(0.5, 1.0, 'Frequency domain representation of signal derived from fast fourier transform')" ] }, "execution_count": 29, "metadata": {}, "output_type": "execute_result" }, { "data": { "image/png": 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", "text/plain": [ "
" ] }, "metadata": { "needs_background": "light" }, "output_type": "display_data" } ], "source": [ "from numpy.fft import fft, ifft, fftfreq\n", "\n", "fourier_fft = fft(signal)\n", "\n", "plt.figure(figsize=(12,5))\n", "plt.plot((np.arange(0,80)/2), 2*np.abs(fourier_fft[0:80])/len(signal), linewidth=2)\n", "plt.ylabel('Amplitude', fontsize=18)\n", "plt.xlabel('Frequency (Hz)', fontsize=18)\n", "plt.title('Frequency domain representation of signal derived from fast fourier transform', fontsize=18)" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "We can also use the `ifft` to perform an inverse fourier transform. " ] }, { "cell_type": "code", "execution_count": 30, "metadata": { "ExecuteTime": { "end_time": "2020-04-17T06:38:52.689769Z", "start_time": "2020-04-17T06:38:52.504753Z" } }, "outputs": [ { "data": { "text/plain": [ "Text(0.5, 1.0, 'Reconstructed Time Series Signal')" ] }, "execution_count": 30, "metadata": {}, "output_type": "execute_result" }, { "data": { "image/png": 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", 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" ] }, "metadata": { "needs_background": "light" }, "output_type": "display_data" } ], "source": [ "plt.figure(figsize=(12, 5))\n", "plt.plot(ifft(fourier_fft), linewidth=2)\n", "plt.ylabel('Intensity', fontsize=18)\n", "plt.xlabel('Time', fontsize=18)\n", "plt.title('Reconstructed Time Series Signal', fontsize=18)" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "### Convolution Theorem\n", "Convolution in the time domain is the same as multiplication in the frequency domain. This means that time domain convolution computations can be performed much more efficiently in the frequency domain via simple multiplication. (The opposite is also true that multiplication in the time domain is the same as convolution in the frequency domain. Watch this [video](https://youtu.be/hj7j4Q8T3Ck) for an overview of the convolution theorem and convolution in the frequency domain.\n", "\n", "![ConvolutionTheorem.png](../images/signal_processing/ConvolutionTheorem.png)" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "## Filters\n", "\n", "Filters can be classified as finite impulse response (FIR) or infinite impulse response (IIR). These terms describe how a filter responds to a single input impulse. FIR filters have a response that ends at a discrete point in time, while IIR filters have a response that continues indefinitely.\n", "\n", "Filters are constructed in the frequency domain and have several properties that need to be considered.\n", "\n", "- ripple in the pass-band\n", "- attenuation in the stop-band\n", "- steepness of roll-off\n", "- filter order (i.e., length for FIR filters)\n", "- time-domain ringing\n", "\n", "In general, there is a frequency by time tradeoff. The sharper something is in frequency, the broader it is in time, and vice versa.\n", "\n", "Here we will use IIR butterworth filters as an example." ] }, { "cell_type": "markdown", "metadata": { "ExecuteTime": { "end_time": "2019-04-09T02:30:04.598143Z", "start_time": "2019-04-09T02:30:04.595160Z" } }, "source": [ "### High Pass\n", "High pass filters only allow high frequency signals to remain, effectively *removing* any low frequency information.\n", "\n", "Here we will construct a high pass butterworth filter and plot it in frequency space.\n", "\n", "**Note**: this example requires using scipy 1.2.1+." ] }, { "cell_type": "code", "execution_count": 31, "metadata": { "ExecuteTime": { "end_time": "2020-04-17T06:38:52.868242Z", "start_time": "2020-04-17T06:38:52.691572Z" }, "scrolled": true }, "outputs": [ { "data": { "image/png": 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", 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" ] }, "metadata": { "needs_background": "light" }, "output_type": "display_data" } ], "source": [ "from scipy.signal import butter, filtfilt, freqz\n", "\n", "filter_order = 3\n", "frequency_cutoff = 25\n", "sampling_frequency = 500\n", "\n", "# Create the filter\n", "b, a = butter(filter_order, frequency_cutoff, btype='high', output='ba', fs=sampling_frequency)\n", "\n", "def rad_sample_to_hz(x, fs):\n", " return (x*fs)/(2*np.pi)\n", "\n", "def plot_filter(b, a, fs):\n", " plt.figure(figsize=(20,5))\n", " w, h = freqz(b, a, worN=512*2, whole=False)\n", " plt.plot(rad_sample_to_hz(w, fs), abs(h), linewidth=3)\n", " plt.ylabel('Gain', fontsize=18)\n", " plt.xlabel('Frequency', fontsize=18)\n", " \n", "plot_filter(b, a, sampling_frequency)" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "Notice how the gain scales from [0,1]? Filters can be multiplied by the FFT of a signal to apply the filter in the frequency domain. When the resulting signal is transformed back in the time domain using the inverse FFT, the new signal will be filtered. This can be much faster than applying filters in the time domain.\n", "\n", "The filter_order parameter adjusts the sharpness of the cutoff in the frequency domain. Try playing with different values to see how it changes the filter plot." ] }, { "cell_type": "code", "execution_count": 32, "metadata": { "ExecuteTime": { "end_time": "2020-04-17T06:38:53.024923Z", "start_time": "2020-04-17T06:38:52.869999Z" } }, "outputs": [ { "data": { "image/png": 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", "text/plain": [ "
" ] }, "metadata": { "needs_background": "light" }, "output_type": "display_data" } ], "source": [ "filter_order = 2\n", "frequency_cutoff = 25\n", "sampling_frequency = 500\n", "\n", "\n", "b, a = butter(filter_order, frequency_cutoff, btype='high', output='ba', fs=sampling_frequency) \n", "\n", "plot_filter(b, a, sampling_frequency)" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "What does the filter look like in the temporal domain? Let's take the inverse FFT and plot it to see what it looks like as a kernel in the temporal domain. Notice how changing the filter order adds more ripples in the time domain." ] }, { "cell_type": "code", "execution_count": 33, "metadata": { "ExecuteTime": { "end_time": "2020-04-17T06:38:53.155886Z", "start_time": "2020-04-17T06:38:53.027147Z" } }, "outputs": [ { "data": { "text/plain": [ "Text(0.5, 0, 'Time')" ] }, "execution_count": 33, "metadata": {}, "output_type": "execute_result" }, { "data": { "image/png": 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", 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" ] }, "metadata": { "needs_background": "light" }, "output_type": "display_data" } ], "source": [ "from scipy.signal import sosfreqz\n", "\n", "filter_order = 8\n", "sos = butter(filter_order, frequency_cutoff, btype='high', output='sos', fs=sampling_frequency) \n", "w_sos, h_sos = sosfreqz(sos)\n", "\n", "plt.plot(ifft(h_sos)[0:100], linewidth=3)\n", "plt.ylabel('Amplitude', fontsize=18)\n", "plt.xlabel('Time', fontsize=18)" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "Now let's apply the filter to our data. We will be applying the filter to the signal in the time domain using the `filtfilt` function. This is a good default option, even though there are several other functions to apply the filter. `filtfilt` applies the filter forward and then in reverse ensuring that there is zero-phase distortion." ] }, { "cell_type": "code", "execution_count": 34, "metadata": { "ExecuteTime": { "end_time": "2020-04-17T06:38:53.370622Z", "start_time": "2020-04-17T06:38:53.157479Z" } }, "outputs": [ { "data": { "text/plain": [ "" ] }, "execution_count": 34, "metadata": {}, "output_type": "execute_result" }, { "data": { "image/png": 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ZrNnXp+/HQlKWrqIoFBzuEcSSOr/tmWsFEpxqFLGkzm/2QPEUgJ96Tmo0C06jyYznu3L4GcPhlC2pC5N12E0eXL4P97y+Wy8R2tYx7PKICO5wsgoNB4zg8CEK3606tb758WMhk5XDiR9kUM6ZO2SkkrlYWHs+xLI6wj3aaqikzo/mnm8+uAaf+MMb+gF4KJj7S+o5Tmm6h7kJldS5DwlONYqfHU4hYWbiGU6TG6I5jxMtkkR10dskZxegdIrjLv1SJye77DOiehgZTrmh4QAwKeva7POgSyCdUfFfD63FA8v3uj2UilDrmx8/ZmhbHVZMa9bmfbqfuUOO4JS9lzVzhxM5zV2llkrq/FhO9tLmTtP74UDuljqSvWZobewug6aSOppP3IAEpxpFvHn5TXASJyZeUjdZcjgBZsWaqC78NJovQCMhCg13k5Z68/UhnuDImwaiOhRyOPF7Ws+I98qjXtrciafXHcCP/77B7aFUBD9ufmod2eEUUIB5UxoAkMPJK9RFzCV11KnOXQ72GyJTx6D35hGRWneVOiGc1+FEa2M3IYeT+5DgVKOYQ8P9dfEEhVMCXXBqsBCcyM7tGrzNa0xyOFH7V3doiBgumkQ6gw4h44WEWXfgFnq7DCfu2uz2YB6PF0WwcqLU+OaH+bCoLi5tyGZPrNedNH7syleL8PmeB4XT3OIeGZWhY0jIcBqIg3nY+hg4BER+q4MMXgVAJXXuQhlO7kOCU42SVv2b4SSW1MV5SV2jUVI3Jfs2na65Bw941UPDs5vqm17aThOrC6SE+0HXUMJkte+Tyu2I6sBL6uwcTlOasoLTiPeeH7+XMIn7gj++uhN7ukfcG0wJ+Mm0uLdnBNs6hnIOK+ZOaUB9dn7x++uxVuCOZt3hRId+rtE3mgRjwIT6MBoiQYylMqayIa/hd70pHFQsDzJ4Dh05nNxF3C+S4OQOJDjVKClTSZ2/FmPiSciohcNp3pR6AJQf4Caye6NvRHsulu3qwTNvH3RtXHaoKsO3Hl6LGxduc3soFUEsse3MEZzoOnEDXlJnl+HEO2960eF0KJUw/fr5LTjvd6+6PYyi8LCRoWje99tX8aEbF6Nfuk/NnVyP+qxz81B6PXoZ3hykuS4bGk5rMNfoyx5UTKqPYHpLDADQ4eEcp2CNu0oLEbLIbwKMa2YsmcHqvb2U5eQSojjuN5NGrUCCU42SNIWG+2vSV4XVNF/QTBQyag6fpOU60Omae8gOp+NnNuufe3v/gCtjysfbbQN48q0DuHnRdreHUhHERcyOjmHTBk0OFCeqgxEabpfhpDmcejzocPJ7G3qr0+Y0dT11FTn0eNaEOtRlOzmOUam2J+AldS0UGu46fN6Y1BDBYc2a4NTu4U51fi+ps+pQBxjz//UvbsMn/7gMP396YzWHRUCLoBHXxORwcgcSnGqUVEYsqfPXYiwt/G68dEA8PJjUoC12fv/KDizc1FHNoRHQFjUvbdb+7nwB+t8fPhaXnT4bALDpwKBrY7OjtXdUfzvlw42lKDitbe03fY4cTu5QKDR8Cg8NH/aew8nvJUxWv9/mg0MujKRU/GFxUvPUBs6YUCc4nGiDUG2s8oD4AVNTNsOpYzCBGxZuw47OWrp2/EGfleDkYYeTeJDsR3Gfl87JcMFp2a4eAMADy/dVbUyEhiyMk+DkDiQ41SipjH+71GVU82QUCwdwWHOd/j4PrNzfN4Yv37eqqmMjgH+7601sadcWmLxcaFpTDN+/8FgAwKaDg3k3Em6wo3NYf9uPmUbJjLGB3nzQLPiRw8kdnDqcuoe99/z47RBDRg6oBoCLb1uKDW3ec2cCwIa2AfzptZ36+34pqUup9hvPI6c0UEmdi1i5ALng1BjV/n9+YztuWbQdF92ytKpjIwyH0+RGoaTOww4n8SDZj3lGhRxOHKtOdkRlaevTIia4yW4kkcaGtgFsbSehvJqQ4FSj+LlLnejeArRFznEzm3HzZ07B0988R+9cQ7jDzi4jYJc7nABNdJraFMVwIo3WvlGrL3UNk+A04j/Hj+hw2tNjDkD2o8BWC/AQZDuHU3MshEgwgOFEOqclvNv43VEStxEwbnrJmyW3H7t1Ka57bov+vjxH1iry7xEJBnDDZSfj2x84GifMakFdhELD3cLqILMuKzg1REOmj1MuTfXpzQpOE+sNh9NBDzucxD2LLwUnuwwnKcOxpS634zZRWfZnBacFh2nRHwf74/jYrUtx4U2L3RzWIQcJTjWKuaTOX5uDtHTqyRc5l5wyCyfObtEDKwn34SeeHJ7lJLts3GZbh3GS0evBzJzxIi7g5PBd+X2iOhgOJ+vQcEVRMDlbVtftsbK6EWGD7+VW26UiZwLxzqhdQ97dsIn4pROoXFrTGAvhE6fNxrc/cAwAkMPJRYYsOp7xA6b6CK3B3KZXKKmb3ux9h1PK5HDy3/Vs51ySD5xaaP9SdfgB+IIZTQCAIWHPnPFYNYafIcGpRhFPC4Z8JjjJp551kqjBS+oI95FPdaZmy4S8FCaayqjYLbQ996Pjx+qEeUK9dp2Q4OQOhTKcAOiCU4/HyuqGhYYMflyQyY6y6y87GYD3AtyX7ezB717YmvNxvzhKkrLgJDln6sLa+yQ4VZ9hK8EpxEvqaNPsNr1CSd1hLd7PcDI5nFL+uH+JhApkOHEm1JPDqdrwDNcTZrZg7uR60+e85i73MyQ41Sh+LqlLS4JTNCxbUklwchMxHFEWlrx4It0+EEda2DT70eFktQGdPVHLPfOjwFYLcNeZXYYTYHTf7PXYcyRe12kfCk6yw2n+1EYA3rs3fPbON3HbKztyPu6XkhT5cEkWMvh8Mpby1xqnFhiy6ALMO401RK1dm0T1sCqp6/Cw4CRWLvjl/iUSdig4kVhbfXhJ3ZxJ9fjsGYebPkeCU/UgwalG8XOXOjk0vCkmL0LN7/vxBN6rxFMZ/VT6lDkT8JETDjN9PuZBwUkWxfo8tqksBwmLri8zWzTByao0gqgsjDH9OrHrXgMADbztu4euFwAYGDNeM37s6igvMudMrEckGMBoMlMTC1C/lKSk0rkldSJePMA4VMjnnKdNs/voDqeGKKY0RhBQtAYUXnU/ptJUUgfQfsUNeEndnEl1+NQ7Z5s+Z9VAhKgMJDjVKCaHUzLt2UmmFFLSDVkuoZveHDU/3ocbIq/Cg0QnNUTwj2+8BxMbzPbg+nDuBvr5DQdx5q9ewrrW/uoNVEAWnLzmJikHVtc/74JWCxtov8FPcCPBgO4KsKI+6xTwmkt1UHA3yI7TWiedUXOcNU2xECZl72VeK6uzwi8OAXnuzimpo9Bw17AqqePIoeFE9dEznBojCAUDaMquk702l3BSPnc4hWzmeTnD0U97tVpAVZnucJo9sR6TG6N4+Xvv0wVCWh9XDxKcahTxZJCx3M5UtYwcJNosnXpObozimSvP0d8nwal6cLeM3QmnUQJh3MS/ev8adAwm8N1H36r8AC2QM4z86HCyWsRMzeYDyeVDROUxAsPzT7FW14vbxFMZ0+spX+v6WsTqRDMQUHTBqddjeVpW+GXTUijDibuZDw7EsatrGET1sCqp44SDgbzZdERlYYzpB2eTsmXZPNA97lH3kLhOv2PxLuzr8VYn42JRpYNxuwwnLppzrNzoROVoH4wjmVYxsT6szy9HTm3Uy+hJcKoeNGPUKLLIInbhqnXk0+dmi8ym42e26FlOfjuB9zL81FMuc+TUebAEgjucuDOu14ch2lYb0ClN3OFEC5xq4yQwHDA21F66XgYlR6Df7q92bhk9wH3EWx0DrfCLQyAnw8mmpG5gLIULrn8Nbf1jVRvboc5wAaeMF8vq7lu2B99+eG3OoaXfaO0dQzKtYnJDRF9z8Y7BXp3vxXlk4aYOXPqH110czfiRxXK7kroPS7ETchkxUVk2HdA6Zr9jRrPp416/XvwICU41SlJaqG3r8M/pn1zjLDucODykz28n8F5lb88I/ra6FUAewSnMSyByF6vBPKVFlaR/TDsJnDu5AQCwZm8fOmuk/blT5MUPAEyhkjrXcOpw4teLlwSnp9YdML3vN8HJ7nrQHU4eckDaber9koEiH5w12ZTUcXZ0+med43UKdZr1YnD4T57ciH+8dQAvb+l0eygVZd1+LZ7gpNkt+sd4B0GvzvfyGsVL99lSyBWcrOf6+VMb8f0PHWP7dV7griW78NMnN4Axf831ALDhwAAA4IRZLaaPc0dgwqPXix8hwakGUVWmL9SOn6mptrcs2o4fPvG2m8MqG+mc0HDrrnT8REE+JSUqwwXXv4b7lu0FADRGrZ+TfCGvAcUdwWkg62g6cqomOA0n0vjMHW+6MpZKYZnhlN1Ae3UB6mf4Iqawwyl7vXgkd6O1dxS/fHaz6WN+E/RrSXCye/34pa14Tmi4XFIndahVfbgh8iqDY/nvSQ1C85ZCwnq1ae3ztxNufZu2iT5p9gT9YzEPlmeL+O3gQl5zhQL218A3LzgaD375TMuvc5v+0ST+75nN+Muyvb50kG5o0xxOfK/M0R1OPjm8qQW8NUsQBcmoDB+7dSnuXrobgPkiemhFqynstVbJLanL73Dyu33aK4jOMzvXWV2eRY9rglP2pPbY6U36pnJXl38yzwDD8SA+LxMbtM41aUGgJqqD4XDK7wKoz26wRz2ySegYjIMxrQPl0dO0jAO/bRTke9N/nD0XgCHQeik03K78woun5KWQk+EkzStyLgp13KwehR1O3hKcxEwdvzmYZd62dDhlM5w8MpfI+G0NIv8+diV1HO6w95rgtGiz4Qb0Y3nZRjuHU4hK6qqN+7MEURQHB8aw6eCg/v6xh5lV2wEf5NPkhoZbu2lCusOJbhjVRt4YcOrztHl3raQue01MbYrhjasvAGDfUaRW4YsYntsEaG4Bo07dm4tQv+I4wynsrS5cPBuoPhLUN/t+u7/yBebpR0zEWz/5IH568XEAgEkN2Yw3D4WG84DZj500w/xxnyySczKcCuQCyfliROUoJDjxkhTAvpyomgwJLtE93f46UBJhjOmujRNFwSk7l3j13uC3SoRihSO+FvDafPrCxnb9bb+tE/tHkzg4EEd9JIh5WcGPEw17W6D1I+7PEjYoijJHUZRXFEXZpCjKRkVRvpX9+CRFURYqirI9+/9Et8daTeSOW02xEG797Kn6+30+aPmeljOcLELDASAc4Ddwf01ktUChDCfLkjqXRB6+cJ5QH9ZPYtMqy+kyUsvoglODITg1REP680GnONWFCzdOu9SNWmSeuQFffMXCQaFk2V+vHe5wqosEMaE+AiXrvJzkMYcTY4Yz8dJTZpk+l0hnfJG3Ib+2CglO5HCqHsW45b1wjxDFyJ0+czCLxFMqhhNpREIBTGuK6R+PeXwDLUdl1Dqy4CRnz8pwUdZrDqc1+/r0t7362ikVXh4/tSmas//gDie/NOCoBTwrOAFIA/geY+w4AO8G8A1FUY4DcDWARYyxowEsyr5/yNA1bO6gEwkGcPHJM/GeoyYDyBWkahG5hMNO3AiH/LkhqgXsMpx4SZ3VxOWWqag/uxBtqQtDURRE+MTvo9cN/134phkAGiJBcji5BF9URsMFQsM91tWRC5PRUEB3AcoHALUOd5PFpHwgHoI8lvKGqJFRGRjT7psNkhCjMn88LzmCk81cz/FDZECtUMjhJOKF16I43r09I76NWtDnFslV5vVMGqvy4FoWzWWholC+HD98SnjsdSmuPbya/1Uq/HerC+dGG3hdoPUjnhWcGGMHGWNrsm8PAdgMYBaASwD8JfuwvwC41J0RukP3kFlw4qr5hHpto+kPh5PDkjpyOLmGnQjIHRutfaN4fPV+Uzclt8rYBgXBCYAvnRtiKRQnFAzQpOoS/HUfKVBqwoUEO8GpUGvycsPHHQv7t6RO/B1FvFaSwue1sHAdi3jtpLwUnJTULfzOuXjfMVMBUEldNeECjl30ori/TqZVrNrTiyEXBUFRjExlmG+DwxMZ64YURodgb94XUhaiZC27S+QDy0IOp4jgcPKK0MYYM60N/eaE5wKafGADCAKtz35nL+NZwUlEUZS5AE4FsBzAdMbYweyn2gFMd2lYriA7nHiO0YTsZrqYUymvkhsabi04RSg0vBenY4IAACAASURBVKqIelF9xDoMmS96UhmG7/1tHe5aslv4ercynDQRtqVeex0ZtfTemPTLgeGosd5E++3kyuvoz0eB0PB8JajXv7gVJ/z0BSzZ3lX+AdrAF1+xcEAXZv0WGt6dzWiSRXN+Al3IIfDIyn2mMoRKwTc0kWBAd8KJ1PJmjSOLmVYHGUdPb8K/nKqVFFJJXXVQVaaL3Z84dTYA4JyjppgeI+6Z0yrDp/60DJ+7c3nVxigji5EvbmzHX5ftQcdgHG/s7HZnUBWAzy2y4OR1N7PVwcWIR7qzloLs2Co0TQYCiudcw6kMgzgUv60T+brKar8S9fj14kfy+5c9gKIojQAeB/BtxtigImxaGWNMURTLK1dRlCsAXAEAhx9+eDWGWhW6h8wOJi66TOQOp5HaF5xkh5Odm8YIDffGzdvPMMYg/pXtnBfyxmjlnl79bTcEp1RGxUgyg2BAQVP2lCPsM+cGY0zoimZ36kmTajVJ2GwKZPhCaMwiw+nWl3cAAG5+aTvee/TUMo/QGr74ioaCuoPUb9kbG7Mtxd8xw6ZNcp4Tz7da+/GDx9cDAPZc99EKjVCD358ioYBlSUDCo6UzxSDfg+0EWr4GeGb9QcyeWIfvf+hY1zIBDwWG4mkwBjRFQ7jmkuNx5pGT8KHjzGe75hWBxvrsteUGg2Pme+i1z20BAPzvkxsBAE98/WycdnjtR77aCU56CLIH7wu8PFhmJJHB5Mbqj6ccyA4nJ5mg4WAAaTWDZFr1RNC+PIfEfbZO5OuqvCV1Hrxe/Ir7r/g8KIoShiY2PcAYeyL74Q5FUWZkPz8DQKfV1zLG7mCMnc4YO33q1Oos1quB7HAySuo090b/mA9K6iQBye7GrAsHPtsQeZFUxrxgWCB1R+REQwGTE6pFcKe50aVuQMpvArwb3lgq6exiLhhQclrz8k30p+94E9c+t9mN4eUlnspgXWu/Zyzm5SLpODRc20iP5FnoVfMvkxCyp8I+FfT5pvhE2zbJ9s9F+0D1ynS4GBMO2ghOPigFkO/BE4UMOhHucs6oDH94dSeW7PCPY8WL8PK05rowGqIhXHb6HD22gWN3y3ZLCC3k7t94YDDv52sF0fko4uU273aHe0OJ2j0gLzY0HDBEQq+sPeXXit/El5GEvcNJDw334PXiVzwrOCna7vBuAJsZYzcIn3oKwOXZty8H8GS1x+YmuRlO2ZK67GJgwA+h4Q7tpvqGyCM3bz8jLiL/8p9n4Ix5kywfpyiKvokGzPlbbpxIt2VzHKY1Gd3b9Enf6w6n0V7gtd8AA215HyaKGzMn1Jk+J+bU3P7arvKPcZx872/rcMnvX8fja/L/jrWGnuFUSHCKesuBZulw8pHgNJJIY2fXMEIBBQsOazJ9jp945itVCwaqt2RKpbMZTiElp1QWqIH7lwO4mHnRiYfhhW+fa9ulTs5xzNAhU0UZkHIPrfjcmdaVAzs73ekQx0Uyu3tug00MQK1RqKQu4cESITvBiQsCtYgsGhUKDQe8t/aUD1e8sg4pF6N6R9p8GU7++p29jGcFJwDvAfB5ABcoivJW9t9FAK4D8EFFUbYD+ED2/UOGHIdT9gbGM5x8ERru8GbMnSpeqYf2M3wTNrkhoge42iG6bMSuQ0EXKiB2dA4DAOZPM3zbkVopqXv6SuCVXwL3fyLvw8Tyrc+deTg+/+4jcP8XzwQAy7BhL/HM21oc391Ldxd4ZG2RcJjhVK9nOKU94fKK64HaAX1u8VNJ3aaDg1AZcMz0ppzQ8KgDh1M1qyCS2XBgPzuc+D14/tRGHCsJgCJyWb1beYCHClxwaq6zT934+Mkz8dJ3z0Wz9Nxs6xiq6Njs4BlOR02t0Roth9gJTnUebhAiumSPnNKgv13LGU45JXVOBKfsBJJIqVi9t9ck8PSPJqu+BpDdiH7JcMqoDN94YA1uXbQdgLXYTA11qo9ndyOMsaWMMYUxdhJj7JTsv2cZYz2Msfczxo5mjH2AMdZb+Lv5h25JcNIznBp4SV3tO5zEyWnu5Hrbx3mxi5KTOu5aJOGwRAgwByC7bR3e0aUJTuIiNBzSNituj60grSu1/7u25H2YvgANBhANBfGLS0/AOUdrAa/yptqryPe1WsdphlMoGEAkGIDK7J011VyEchEjFgoiHPBfSR0XoBfMyBU3eAZKPiGnmg6nZNbhFAkGckplAX9lOBXKM5Ebh3ixbMhPyJ1drVAUBUdNazI5mgFgS7s7ghMXycTDJZFaFjdExPlexMsNQvgh8tSmKF7+/nn46IkzAABDNfycyOtHJwfffD3wt9Wt+OQfl+HKh9cCANbu68Mp1yzE/z65ofwDzUNOSZ1P7qur9/bhmfUH0ZmtCLIsqaMudVXHs4ITkUsyraJfKpnjwdktdVpJnfz5WoTXQt/++XfiuW+da/s4r22IHlu9Hyf+7AWs3us/DZTbtK1KO3IeK0zEYptkN5xofIN5lLAIrZXQ8AycneLbnXgC1mGJXsSvgpMTgZYH7Vt1qqs2XMSIhgP63OKnLqD8RFku0QK050pRtJNruzyOoLlpSWUGmUUUYxQLR48futQlHQpO8gm1H8Q2L+OkpI4TksTQHZ0uOZyyHQztHE75cvJqiUTGer738gZav86za/aGbCl5LYuApYSGc5Hw6XUHAAALN3UAAP765l4AwP1v7ivnEAuSExruQbGyFOS52bqkjkLDqw0JTjVEv0W5XFjvUhe2fUytwUPA509tsGwHzdFL6jyyIfr+39ZhJJnBj56o7ilFNShmAy0ido5xIwtmp4XgFNFDw70hVNoxMOZsMcZLb6wEJ7mkzkmwZTXhnQMZq66Tp9IkhfDtQjREjLI6K6oaGi44nHQHqcdeM+MhLghqMoqi6Pc3O0FDLC+stOBjCE7WwnPPiA/mep5TVaDeWhbc/FBO6GX0kjoLYVZGdtq09ccrMqZC8DEfdYg4nOS1mJdLhPjaj5dpN2Tn/Vp+TnJCw4vIcJozyajc6B1JYmZLnd2XVJRch5P3XjulIDcoyhca7pffuRYgwamGsOrCwSd7fhI1MJaq+bIuPjmFCpQvhPQuSt5afMZ8Ek4pUrLgZHI4Vfd5SqZV7O0dhaIA84TcAD7pe+11I5NwKNAlbCz2QK7DyWt2e3Hj31dj7sxkWrUVJvTQcAehP1xU90JgpyjI8NNorwj65YALFXbZWtECnWtE0bzSooed+4dvLO9cvKvm5/qUjVujEPKp9Fgyg60ulXL5keGsENDkQHCSX58Hq9jJUYSvj+dOsY5hqOWAahE7RzN3n8c96Hzk13koO6fwg6ZhHwlOJ8+eUPBruLAuzvUr9/RiktCds5oiXE5ouMfWh6UiC2lWxoWohx2BfoUEpxrCSnDik30oGMDE+jBUlhssXmvwDY5s1ZYxSqO8teiur5EypmLgJXXFbgyG4sbkWe3naW/PCDIqw5yJ9aYso7DucPL2RMMUZ39ruxNPILcE0s5FoxMfAJLV6zIkvj52dw9X7eeWgwtvWoxTr1loKcgYDqfC9wKegeKFkrq4hcPJT13quDhrF6ZfyGYvlgVX2orP75fyPfffzzwC05qiWN82gOW7a7t822mGE2AODpc3Sp+5801ceNNivLGju7wDPEThG+K6SOHnRV6n9Y+mCs8zZSaeymBfj3a4NHuineBUu+KGiF2GU52Hu26lMgz1iOOLyQeBrq26w2k4XrvPCX8eLjllJq768LG4+iMLCn4Nv5eLWbsrd/eaDmP39oyWeaT2yGKLFw69yoF8DTTkK6nz4PXiV0hwqiGsBSdjsucujt3d7rSlLRd8UV/I4RT2qMMpXxlgreK065aMmw4nq/wmwLuvGxlWgQynvAuKdBK47nDgV7OcD3IcaA4hdxZa44Uxht3dIxhNZtAxlCvw69dLEQ6nh1bswyW3LUXHoLkkpZqVhgm9S13QcJD6qEsdX1za3ccK5aCYSuoqfDKastlYhkMBvGvuJAC1n33mNMMJABZ+531495Ha7y0/P+ta+wEAL2YzUYjxwcVUJxmAVs/dgSqX1a1r7Ucyo+LY6U1oqQtj1oTcEqWRKotglSJZIMMpIWygb3hxK75wzwrXS+nTqorvhB7D5xKPAL8/0yipq+HnhD8P86Y04OvnHeXIDRjJzjti1m73cMI0l+ztqd7+jc+HPJLFi+64UpCdWvlCw/2QhVgrkOBUQ3DBaUZLTP9YSJjs503RNta7unwiODl0OLkRRp0PfwtOhW8ZN336FP3tQUEkrbZTwk5w4pO+HProPRwKTnnKUuQudXldNGN92Teq8zzJJ85DNXTaKd5zeiw2/cVkODVmF98Pr2zFuv0DuHvp7jKNsnj4Rl4rqfOvw8nuPlYo18FUUldxh5O1GKMyJmRNVfgexhiwbzkQH6zIt9ezXQrM9QBwWEsM5xyldd+0e34CFuHqRPGMJZ07NK3Khg/0V7esbkXW6XfmPE2QfPbK9+Kl756LOZMM4cl3DiebDCdxs33LyzuweFsX1u7rg5ukMiqOVVqz7zF9zhuu4TLHfOsuOyLZ+5yYtTuazJjWorurJDgxxvT5Y0K9VtIX96nDyWpPFvOwI9CvkOBUQ3DBaaZweiNO9kdO5Q6n2ipNkdEX2gUznLyZxVMrncGKIZEnbFfm0lNn4dGvnAVALqmrssOpKys4TbVzOHl7I606vD1zkcAyw0kqicgrOImbtSrYauT8huc3tOOS25ZiV5f371/iRr99IPc0v5gMp9kTzafx4aBiyuap5quUL760kjojwymeytR8XhBgnP7LQiyH39/shJxURkUd4lCgVjz7QXf/ZDc0px2uZYRcePxh+jgrXha8+Wngng8B936kIt9ez3BycJ0AhR1oDr/NuGGMYcXuXgzUWO6cU4pxOIkHg4c1a4ehVRec9miC07uyglNLfRhHTWvCcTOa9cf4pUudUVJnfm4MsTz32nD71p3KMGSE9Qx3OI3WmAjYNZTAc+sPIqMy29LGfHBxSjywGk1mTPPNnipUqHz5vlX45B/f0MXJCVmHk38ynBw4nEJUUldtSHCqIawEJ1+W1GWcOZwiHiqNEnNcig3WLguZNHDfJcBLP6/Ity8UtisTtZhYq+1E4w6n+bLDqWYynJyd1m88MAAAOGJyQ87nYqEiSurUjPXbFUIstwSAZbt6sG7/AK5+Yn3Ff/Z4EcsWrErqinE4zZWet8kNUdOJZ6LUBVHXVuCW04CN/3D8JQlh3NxZMzCWwoL/fR6X3b6stHFUGsaAkR5HDx2vwykY78Pm2H/ikcgvKu5w4q8hPsc/dMW7sfi/z8dph0/U72GVHgO2PKP931GZzqvFZDgBYjCyjcMpUB2H06tbu3DZ7ctw6R9er8rPqzbc6WAnzIqETS577V52wEKEryTbOrTAeDm4+ebPnIo//fs7AfjI4VSgpI7fu8QyOreNf6mMahKcuJBZawLHpb9/HV97YA0eXLEvb3amHVbi1EgybVqL9gxXtvtoKqNi4aYOrNnXr5fvT+QOpxp7PuyQRdd8JXUUGl49SHCqIXTBSSipE9s/8sl+V60LTqqz0HAvhdoOCk4eV8bT+iaw61Vg6Q0V+fbFdqmz2mhX+u/y6tZOtPZqOUCqyrDTxuFUK13qmMPb8/Jd2ukuzzcRkTW+vJkJasr67QphFxgq2s29iigIdQ5aOZycC7RyVyWVMdPCr+SyqSe/CfTuBP52ueMvMTmcsnPLyj1aOcaqve6WZdjy6nXAb48E1j9W8KFiRpUV0QJBopO6VwIAzghsrfhCVQ8Nz85z0VAQh0+uz44zWxZcadG8wveBpMPDJQ6ff/b1jGLpdi0gnAluzGCVdtar9mr33Fo/3LOj1AyneVmXfbUdToNj2lzCnRqcWDiIY6Zr878XmjKUg4RNSZ0cGi46iN0Og05nmGk9w53XtSY4tWVf18t2dgsHAsU7nETGkhnTwYF8EFduuoQDMp4BOKHOXw6n3Awnq9Bw4/DCD+7tWoAEpxrCyuGkCAssflK+r2fU85vpfDgNDecbIr75+/0rO3Dfsj3IqKzqNxAx0N2Vv326suGxekmdU8HJYqNdydDw1Xt78R/3rsR7f/MKAODgYBzxlIopjVG0SIvQcLGlmJueApbeWNbxOsFJaHgincGabD4DDxIWkSfefAvP/mEhtDtTedHHriVyLcz9YsindUmd83wH2ZkWT5kt9iWfOo4W37FL71IXDuDo7oV4h7LX+6eer12n/f/Krwo+VM+osnM4FTj1TMFYuLqV4QRAcDhVeK7JVHbzYxeMbgd/fpbu6Ma/370cK3b3mv4G1QpHnjXBEIn9uFkZ0x1OwvMy2gssugboNWfMiS77uVlBtNPC9VkpUhkVY6kMAop1Nyq9I5pfHE42h3+6WJ79vPj7ui22JSWHE7+O3RbCSkWBosdFNMZyX3N2WN3LR5Jp0z2s0lmW4rXJ3VR8jez5ud4hTkrqggEF9ZGgZpCu4fD6WsL5lUK4Dj/FOawlhhsuOznnlLYuEkRLXRgDYykMx9OY2BBxY5jjIqMyMKZZgIMF7PF6PXSGoX80id++sBUA8ODyfQCA5799bmUHKyAKTq6EUVe4BMootSmupE6kkg6nTQeHTO+3D2gnUbMm5narCRe7WXv089r/Cz4GTDm69EEWi4PT+vX7B5BIqzh6WiMmN0ZzPj9REtvyLTwzKUFkylR+ArYXnLy9gdt0YBBbO4wQ5bwldQ4EpzlSG+9EWjUJWqUuAlNjQyjcN8cMF1Hqu9bhgvU/wAVR4OzUEyX9/KoTay74kIIOJz2M2/pvnmKi4FRph5O94FRonGVDrex9ICXlVBUiJj1ufduAnl0JVG9jLV7XHUNxzGjJnWdqGUN4Fq6TZ74HbHwCWPcI8N2N+ofF1+f0bIbToEVH5UrBnbKN0ZBlSWWt5gXZYZcdFA0FoCja5zMqMzmIx1Lu/u7pDIMiHKDJbqyaQwH6x7T1Ei9Hc4K9w8mYSyp97YiO7J4Rbe1ilNTVrlFBRD5otWvk1BwLYzSZwVA87ajLIDE+yOFUQ/AbUXMsjE+cNhsXnTgj5zH8hlaU6LHpSeCx/wRS1a275zDG8OLGdnQMxh0HhgOGAyqVUU0LzS3tQ9jSPlTVyWzQbYdThTcGiQLOABmrx4l/l3KHrYqlFJ2Dcezv0wSnaU25IkzJJXVVcP2IOCmp4xbvY6Y3WX7+/GOn4ZvnHyWUFTgrqWOZyp9Q85O8KY3mBZuX9aaMynDRLUvwnUfW6R+zLqnLhoY7uF7kx8RTGVNGTanCRnpsqPCDJPTrvG+rMR6PZ53pRAsLTk4dTglbh5OxcK30/GKEhuduoqsWGl5ph1ORGU6yUBgNBUwb62oJTqJb149ldXGrcP0Da7X/B/ebHis+d1Ozhx6VLgsS4fOI3YaxPvs7jCT9UTqTzFjPLYqimITo4YTxHPCug26RyqhQRcEpUpsZTiL92TVsS51zocJqPTCSyJju49V0OPVmHU5iaDjz8gLMIbJwZuegbcq60wbGUvjWw2vxlb+u8sXv71VIcKohuIsm3w1On3CKUaof/QKw4XFgzX3jGl+pPLu+HVf8dTU+fNNio5zOQaaD2G3MaiPdV8UsGNHhtGpPHz5/93I9tLoqsEo7nIosqbNwEPDn9tGVrTj5mhfxxJr9OY8pFfFg84xfLcK3Hn4LADDVSnAqJmxeFGED1T4BKXwN8A1WQ9T6BCcQUPD9C4/FB4+bDiC/hT0tOJzEtysFdzhNbYqZPu5lh5NVvlSHIDita+3HixvbMZJw3qVOJp7KdTiZFkE9OzW3wUBb3u9Th+IOEFSV6SJHKGN8rXhv9fRirAiHk12Ye0wvS7G+TsSSrWSysqJsKm3OcBKpWkldlTKcwg4znCwFp0T1nRxJwa27t2c0zyNrEy4EmJwBNo5b8bmb1pwVnMaq56jh4laTTWlTIFs6A9S2wMFJ5inXntyg/f13dY2YhIu8B01VoK1/zNR1t67mS+oMwamYShKre/lYKmM6vBhKpCtaGtxpynDS1jON0RCCAQUZlXm+e7MT5MMgxebe1ZzdS7/V2o8n3zqAFzZ2mPJ4ifJCglMNoQtOvEwmFQfS5g1QZDxW+8Rg4cdUgJXZlrZ9oylksje7QuV0gHGyllZVDCdyf9++keqdsomCU89IEku2d+Pye1ZU7eebTqLLvCncfHAQj6xsBVB8lzoRXlJ31eNvAwC+97d1OY8phW0dQ7YLSSuHk5Hh5ODvFB8w3q5CkDYAveOWky51XHCyCkUU4Z8fzbPgzqSN309NV/53HcpuFKY3m5+jauWwlEK3RQeZvtGUvsD5zz+vxBV/XY22/jG01IVNeXv5eOLrZ6MpW/ohO5xUJr1W/3opsPIu4PEvOvreoyz3GrBCbAygpA3BSTwtdKVc2CnRloIP0UuFbO5jhbrUqYKTNB2vrLOFC+JWm5RoASdW2ahwaW2+39GKmCQUBgOKtLGuzgY2JQh9e3p87HAyzeN2gpPgcMoeHrjhcGrOUxLD5z8/dKqzK6kDgPcePQUA8MqWTs+Ehh8cGMMfXtlhmeFUqyVciqLoB9qm2IKOjcDjXwL691l+nfichYOKLrzJZXSVzBsTHdl8Po+Fg0aZY6XLtKuAU/cxF6kfX20cflf7HvHM2wdx5UNr8eLG9qr+XDcgwamGMDmcVBX47Xzgd0eZHsMFgZJOPhV3Xg4BYWN91nWLADiz2Ivhz1Y3iWp2uxqwqLtuq2anFmGDWO4yiI/cvAQ9I9rf0kmbd0ALdJc1w5QUGl4OXWxdaz8+dONi/PzpTZaft3I48deNo3IUUXCqcHkJAGDFnVrHreW3Oyqp47kUVqGIIvoJr83C8+DAGPqHjI1TOlX5kjpeCjNdcjh52UTDu7rIHOgfg6oy/ToBgMvPOsJRW3EAOO3wifi/fzkBgFbCJgsJpkUgX8x2bnb0vUcQK/wgSGU0Ket7l+dOP8UXS9S6rFSksMMp/0aICQKMmqyss8Uy32jt/cAd56Epo92XKi4AVlhkH29JXTyluhKObCqp6/Kf4FSMw0k8HGyOhRAJBpBMq1WLNBgq4HACgMaoUVZXazDG8MU/r8TPn9Zys/g1b+VwOn/BNADAy1s7zaWmLjq7Fm3uxEgyg6nNRlZhNBRAQNF+l7SXDzFs4I09IsGAuZPjPR8B1v8NeOIKy68Tn7O6cFB3pvdJEROVzHGyCvSPhgL6vVUUX2oV8d7zxXPm2T6Oi9RiB95qNxd4q7UPT607UPPd5Z1QtMKgKMr/KIqSGx5EVJRkWuvEEQwoaIgEgUwCSA5rG2LB5WTUcJdwEw842xyVG3GtyReMIQcOp5BQUmd1k+ivYnDl4FgKxyu7cWv4FsxAj/7xqk2mqep0GHNaUqflCZhfT4yV372ydEf+TlxTLYK0i8o5i/cbb1c4JwsA8Ox/a/8/d5Uzh1OKl9QVcjhlF9wW18lwIo2zrn0Zv3h6vf6xTBVK6vjJtOxwqniZ0DiwE5z2942Z7jdTm6K4/Oy5RX3vqOCukR2qlk6WfK8PQRyNM2eWf9HhZLqfCFQ8M6hYREHYwYEJ/x3tHE4Fw7gFwSmTqKzgxMdqEmOe/AZwYC3eseseAMDf17bhY7cuqdzhRoVz67hTyHlouPl5y82qqZLDSRBe17cN5Hlk7cEYs3YC2lxfYgm0oihortPmokq4nHggtoiR4WQ/B9ayw6m1dwyLtnTi3tf3AACSvNTW4po556gpiAQDeKu1X8+xBNx1OPXoOUHGPKRACA732pziAH7APKE+bC7XSmTvBX17Lb9OXKc1REO6oCvHf1Qyx6lzKLfUPhYOYsFh2oHNz5/ehAPVPCyvAFwwf/BLZ+J/P3ac7eP4vUqk0hlaMu2D2ppSXgf7kVIsLdcA2KcoytOKolyqKIo7KsUhhuhuUhTF7LZIGllB+ma6pJu4sxyFchOw2Dg5OfGMFHA4VTPDaTCexjPRH+Pi4Ju4Jnyv/vFtHVXKcRIdCRUVnJxf7nL5A5Cbm7Sne6SiJVTTmnPdHfrrxosOJ4h/CweCU/Z1X1fASVOXp6TuYHZxEYZQLpSuvMPprVZNzFsww5y9M1TFcoxisSqpA4DWvlH0ZMWoIybX442rL7DsGpgPPT8olclx2Fi7BfK8PkYN0TuiFP57xlMZfPm+VdlxBM2OSYGKCU7JEaB7e/FfN9ZrvJ0aBVpX5C0D43/HUh1OqnAPUG1EOVt2LwG2L3T8cKPcLPd5jqjG87OhbRDXv7A15zFloZSSutSY5sB2QPEZTnLAviqFhldnsyDOYwcH4jg4MM4N2toHgPWPjXNU5SEhZASZu75ZP0dpaf7mroFy5zgxxnDxrUvxwRtfM60ZDIeTfUkdd5LUouAk9s8Rc/asBKeGaAgnzW4BY8Di7V36x93McOLr8Kh4jWdSRnB4DbrOeNObCfU2rzmbw6AjJhsur7pIEA3ZdZlRFlo5sZbTOZi7touFA7jr8tP18sBaLxPWBfMCzn+re0a17xE8A1R2+vuRUgSnMwHcDeC9AB4HsF9RlOsURTmmrCMjTDTFQrj3P96F6z5xovYBcfObMLoRjatdsksldVbrmBEHEyR3OKUzzKakrnobV3FDOFUxXDHr9vdbPbz8mASn8v3eckiwU4eT9tjcm73sRDvvd6/isdWtpQ3OAZYlddmuT84cTi5kOGUxrVlU6+u5UGg4pz5PSKce1A8hN6jCGU67uoaxq3sEzbEQzsnmTnASadVe2Bg8oAVm9+ys6PjsyOdw4mLU9KaY4xIhEbFDWo7Dyep+nu9+PWI4/6Io/Fwu3d6tOzX29Y5W3+H00GeB204H9q8u7utGDSs8Vt8L3P1BYN1Dlg9ljAkuLpsMJ0H0s0R0OSaLFBn+8jHggU8BCWeHEPnKzWR9JlEpJ22x97zEMPCrWcC9H3b0cF6apmebDHcBvbttHy83o4inMhhKpNGAMZyo7Kqiw8n8zgVj7gAAIABJREFU935r3zjm+XQSeOq/gKeuHOeoygN/7eccYthsouXOb03ZIN5yb5q3tA9ha8cQdnWNmOISnDicSure7BFE7XY0lUGSlwXbzDGnHTERAPD2fmPtUq1SUyt6s2XmsaAwhnRcn+9qUXDqH8t1bZmxvlbmTm7Q326IhMwlqwCmZNerlXLZZFRmuYaJhoKIhYM495ipAIAD/e50LB8v6YyKr/x1lX6Yaedk5ljlvlW7pE4XnFpIcMqBMbaSMfZVADMA/D8A2wBcBWCzoiiLFUX5vKIozpJSCcfEwkGcv2AaPnT8YdoHRBeLpeBUOyV1VhOOE7EoFDAWEdah4dVzOIknSCPMePl3W9RLV4QKOZzkMG5LZwBjwFhfzoetHtvam7uRvXFh8c4GxhieWncA+/vyuwymNOYuCCJB7XXONw2tvaP230f8varicDIICp0H7TKVnIeGB7OPz51M9Y2tKDhVuKTu5S2dAIDzjp2GRoux27qcnrhCC8y+/xOVHJ4tPdJijf9dNcFJ+9xki9ecE2JCaGc8pSKMNI5T9gBg1o6bfCV1I8bpdgyFn8utHcYc0hwLAaZ8IqEzW6ZCm4Pdr2n/L/9TcV8nOpw4QwctH5rMqGBMc9PYNaWIFsxwMl6XrBiHkyjcO2zOkdLdP1aCk3mT76QEvSSKvecdXKd1TG1d7ujhKbls8HdHAbecYhb6BWSHUyKtOZweifwCT0f/B6ckVxU33hLhzw0XMta2jkdwGtP+ZqkRx86wSjKmZ7nJrzvr15jsUNZdGmMpvLSpo+AcnY+HV+zDk29p3TiXCI4dsZPUUIILTvYOp0gxuY0eQxTJhuPpvF3qAOC0wyfkfMwNUWdD2wDO+fXLeGrdAQBALCD87dMJo1Od03ypsX7g3o8Ci64p91CLhu9PJuTpGG6F3ESkQVr7TGnkXR4rs9bsGU7AqqCArz1mZcfX1lebJXXLdvXghY0d+vtWVRYiViV13DE7kkjj7f39FXWbMcYMwcmiGsNvlGxpYYyNMcbuY4y9D8CxAH4DYD6APwM4qCjKHxRFOaU8wyRyEEUFoaSOn9yWNLG65HAasRCLnBAJcYeTaspx4MhBfJVkTNigiCG9VTtRK4PgFE9l9NMojnzSYunc+MfXgV/PBdrM7gQrN1SrxUR22hG5C6RCPLehHVc+tBYPrcjvjrJyMvDyjWSaQVUZ3vubV3DOr1+xbvkubHzi+dqg73wZeO4HZRSlFAQEwSmZtD5x4k7AQqHhVvZ1xhiufvxt3PryDgBmh1MmXcRrSFUlgaIwq7MhjeceM1Uq29CwPeE7mO1s2LenqJ9XLuSSuiOnaieW+4WSuilFltJxRHdNIp3BzeHb8Gz0R/jX4GvjKqmLKamCSexb2jXBqSkWwk2fOcV0iCG+Lnh+SMU4sKa4x49aCE4W1+DAWAo3LNwGIH9ZML9n2XbqKdXhJJYoCn/bfCStQsOz5ApOFZq7i3U4RYySkUKvOdFxljOvDFqLhnJnrngqg+FEGicE9gAAzs04E7rGCxfpz54/GQDw6KpWy8MUR4jly5kKH1BtexH4y8W2f1/AEFtzHU7Wr7GM9DzzVuP3v7kPX7pvFT59+5slDXVD2wCufmI9vvXwWwCAxdsM16bYpMVJaDgXZ2RnmteIpzL48E2LcY3QBEUc83AinbekDtAaUMi44XD6xT83mXKkoorZ4aSvSZwKTk98Gdi7FFhyfTmH6Yh9PaN4cLnReY7ftybaOZxsrhXxoKNzKJ6zbuOZo6/v7K6I0GEVGA4Y8x4XxGo9w4kjO8hkrERq7nD6t7uW4+O3vY73XPdyxQTbwXga8ZSKhkgQjQVyWP1AuVYpuwGsBrAZ2iq4EcCXAaxWFOUZChmvADYldZHxOJyKEZzizk5pnVBqfTlfZKdVZilaDYxVz+EUF25IwzBOMYoS/obatS4XW54pfgCm0PDSJqoLrn0OH/jF46aJTt74y4IUAGDdg9r/q+41fdhqY2e1KC9ls7R2X66jyilhYfEpCoKWWVKC4NTVn6cU5q//orkzbMp5SiHAjL99KjE+hxNfGB0YiOvC2pb2ITy8shULN2knQiEhw0ktRnB69PPAjccb9yEHbea4G2jWBGszrK3g5HILO9mOPn9qIwAt2JWLUSU7nEKGuyaRVnFRcAUA4LPBl63v53kcTkwQnABATeW3yG9t1+7n93/xTFywYLrJhWMSnCq9YevZUdxzbOVwshBJrntuC25/bReA/KeeYlmjJaLglC5CYBAPBGzcOzlforc/z32eZcHJaQZS0RSd4SSMI5k/BySRVpFWGSKhgLZuEZ93m7WIIr3mE+mMKcMpoKYrmgnI4SLAecdMxfnHTkX/aArXPuesa2QOohhpk51WNh78V2D3Yq2Ezwa+ucrpsOmwpI6Xqby0WZtXSg203/nkdfj3oJZ5ls6oWLXXuNYHxlL459sHcOfiXbrbKb/gNI7uzVVk6fZuqB2b8I/X1+kfyxGcCjicpjXHTFlBgDtd6uTy14gi3EtGuxHLjt/RZn6oHdj+YjmHVxTnX/8qfvT39Tkfn9Bgl+FU+Ht2DiVyBCfuyH9iTRt++HjuzxsvPDBcfu00DO8FWldg1sSs4DTeTDqXkPdbhUvqLBxOWcGJ51gNxdNoH6zMfflQKqcDxik4KYpyvKIoNwA4AOARAAsA/B+AIwHMAfBLAOcDuGec4yRkTCV1xuYgWmxoeCkW7iXXA9fN0U7LykCpNbNie3ur71FNh9No0vhZI6xEh9PCnwD73gAe/pzmGPnnd4A9S519bRkcTs9kvoI1sa9ib1u7/jG5tOmsIyfbf4OQ2dkhTmpcveeCEw8nDEAtSXAstKd4/4JpWHLV+ZafE+314sbSquV7WsiIiQQcPJdCKdO4UBQEhI1+KmE94fG/XaMSBx77om0o8RGT6zGpIYKuoQT29GjPgXzaGxZOIIsSnNpWaxv//lbg2as08anAppoLl5MarMUZ25I65u6GoUdyOM2ZWI9wUEH3cAK7s21tS3c4GV3qREdTEHYtxu1XtakRc4lPIm6/gEykM9jVNQJFAY6ZrnWqEQ8UIoIQWbGSlOZZxtvF5HM5dDiJAnU0FNTur0uuz/lZujDbP4an1x3AHrlVsSA4BVIlOpwcHtbkz3Ay36vsSgTHjei4scmRMz9euD7i+cvM+Jytn+yKTh+HHUHjKVUvqQKAsJKuSkByKuv0i4aDuOrDCwAYLsGiEe+1VWjWAADYs8T2U9zdlyM4iQjioDxtWpWpbDowaHIlFSI5OohLOv+A/wvfi+noxUjC3EhhcCyFbz64Fr98djOeeftg9ueOs6ROFOWrUdqYGgMeuAxY81f9Q5HhVrwY/QHWxL5qPMyupC5PTuD5x04zvT/mQmi43CFYbEqCO87Df4xo20LbvDyRYaNMCqHqJ7bYidgT6orLcAK0xk+AdgnVR61L6gDgmfX2LsRS4YHh84QsqUgwgEn3vBu4+4OYE9XmNEclde0bgMW/K62xRIWQ94HFOJyOnNJg+h5p4cZWqSDxQykwHChBcFIUpVFRlC8rivImgLcB/BeA5QAuBXA4Y+wnjLF9jLF2xthPAPwMwLnlHDQBSXASS+qKDA0vdkEJGDXU46yl3tszgjN++RKWbM/f2t4OfqqrOZzc7VLHhNPcjHBZFbVBG+403l52G7DqHuDPH3X2teN0ODHGMFHRXkexkTb949xpcvb8yXj7Zx+y7PqmEzQvMEQbN3d9dGUtvV87bz7uPKsXG6JfxDv6Fxc93kKn2OctmIY5k+otPyfa68XrxOq5Sg4bG1XmSIQp18ZPQVBwOCVtyvn433jmlj8DGx7TQomtvpui4N1HTgIAvLlLc7/If0NzaHgR1w7fQKdGgRW3A4NtwNbn834JF4PtBCdbO7mV4DTcVRXnE2MMXZLDqS4SxDuzIa18gWjKDUsM27ZIljGX1Bm/Zxi5XesA5HU4JSXBKT5mdufFUxn87KmNWL6rB7u6RpBWGeZObjAWaHYOp0oJTuJGe+iA86+zEjUs7n/iwjMaDgCvXqvNX3eYRekTZ7UgHFSw6eAg/uuhtfiPe1dI31sQnIpxOJlK6hw6nPJlOEF2OFWopC5Z5LwirkvGCghOcUlwEucwh06fRDpjyjsJI1OVvJpUVpAIBRTMnmiUoViWZVuREcpcTQ6nCgtODdNyf6ZEXHc4Sa8p8fkXxmnncBK56JYluPhWh4dnAEYHjXn3I8EV6JXWclbilZVbgVMwNPyVXwG/nA60rgTW3g9cO7v4BgbFsvZ+YPsLwFPf1D/U1L8l52HiQdjunhHdbaEf6D17FfDkN0xz4AfeMd30PdwoqZskuH8CCkwRAQBw0dDfADgsqRMbLaSdd8GsNMV2qQOAb55/FADgs2fM0Zu5cGTRtNwdezuyghOPAgCAd001fsaMSFZwcnIv+9N7gJd/Abz5h7KOcTzIzvhCTY5aBHH8yKxbnQtOotBbqRB3/nxMby7tkLLWKGWV0gHgT9BCw68BMI8xdjFj7GnGLI+f9wKgEPFyU6CkzvHGwHSqWOTNLdZc+DF5+NlTG21rir/6vvkFv54vslMZa4dTNbvURZPG4rpkR4D4nA622T/OinE6nOKjhmDGAsakx2+0LXVhy4WkiZBZPOgSnlseastFwOZYGB9460rUKwl8r6944bLQZChP5CLi60bcyFstRjOjxvPqqHNbuXLQFEUKDbdxOGVLSSOZwp2v3p11p3HBSdyYzVfaMEcxBE/HXeoyaS3sFjCX0ATtXysZlemvA7sF26DtBC8971uf04KGX/6Fs/GOA6vuedFQAJecMsv0scniye5d7wduPilv5y2OERquSg6njPUpcJ7XWnrULGrEx8xOnT+/sQd/fmMPPn3Hm3pew+GiQCu4cMST6YqFhovzUDFip1V2mMU8JpYuRENB4MBa7R1J/KmLBHHSbCNTjrsBje9t/C2CmSJs9qniHU75slpkh1O+/PiSUVVtc8dxMq+Mx+FkOjRx9hqIp1ST+BBCprTNNWPaNepQMIolevBU5MeY3/YkmmJhNMdCiKdU9DhpVJJOAtcvAO65UHtfPPSrtOA08Qjj7RHrgz7ucMrJcDIJY8brIic03MZptK+IjKukcP/6aPDNnMNDK8EpX2g433j+8dWdOO+3r+ilRTqv/Vr7f/FvNPEmNQI88x3H4y0Jq7+/xaGvuPH9339s0NcskVBAm3NX3K6JV4Lb84x5k0zfw43Q8LTwulAZoNhc047GJpfnVrr0VCDfWtO+jNP+hvzFc+bh8a+djZ99/HiTwykaCpj+ZgCwraNE16QFjDG0D2rX7bwphuD0vmbDSdWgJNFSF0Yi7fBeBgD7SstoqwTyPlAuwZYR9zTzp2UdTtm1Z1plmKccxOnKloo5nLZ3as8vldTZsxDAx6EJTT9njO3P92DG2COMMXfSqP1MgdBwx7Xq4vdxaGM3flhTcY+HFr531WPrsHZfn+0CZMWP34+rP7Kg4PcKcYdTxtrh1D+adH7iOE6iKWOBZN6gFSM4jcORJU7AJXyf0X7DspwUwnD5CYujQDvJ4cTzbsJI4zi2EwpUXQRsiIagjKM8Sg4qlckJ0VYzwP2fBJ67WnfGJdKSw8niuWLCKT1zcsJfxuD9oBjibdulTnuthaPWbi6Rs+dPAQAs3NSB9oE4RrILvUaMYlH0v/GN0FP6Y525uWDuuDUoOFPyvAYHxlJgTDuRDivMUowZts1wkp6jV6/V/q9CkKhVrk8kFMBFJ8wwlTeYSuq6sifW214o+P3FcmhRCA0hY+P4sl9MZcbMQkoybr7X7u0xFvBcGJ6abckMVTU9r2KpZcUcTqZNdzFCjsUcYnGdinly4aCSV1g4cVaL/rZctqKYBKdiSuryZzjt6BzG4m3mctykHqid+zwHJOG1ImHIaen3c7I+SBfhcOKCE9+0JYt3OMVTssMpXZrgtOz3Wne8Zbc5evh7ex/HSYHdOG3tjwEAsyZq919HpSh9e4DRbqOTX7rE134piPflNmsHz1hSey3llNSJYxMOuD5yotY5+V1zNadnQ4EyFickRoz7zynKzpyOw10WB5V2blnAuIb2941hT88obss2yshFuNYqXSokX18AFJZfcBKJBoPmuXPAaKASCQXw4JfPxP9degIAdxxOOXOFzfrJkcMpKR2oFVPOPE7ylYLmiLKcPEJHIKDgnUdMRDQUNK1TI6EALjt9Ni48fjomZ1/Lmw+WR3BijOHSP7yhN9nhbh4AOCVkhKEjNapXI/Q7rRApNUaiaxvw4KeBg2+X9vUW2K4bAW1dc+9FwBNf0T8kitTzBYcTYwwZleGV6PfwWPQapAfbc77deHlxY7ueK3nSrOIbJ9UipeyObgCwwsbNBEVRpiiKQiV0lcZUUmcVGu5wgjF1SHEwwYoL9WhxDqf2gTjO/e0reHTVftz+2i60D1gvrmw7P0jodfkZ1TI0XGXVC4mMpY1NhBiOWJzDaRyCk7jxKtapBiAxYLhbxLygIT2Q0+b0UNxg2IgtN8buxK3D38WXgs+iPzt5NwonQwkU11oWKJzhFJMXve1vAzteApb/Ud/YayV1QoaTxXOlCA4INZ3UTtoG8rjPyiY4KSbBKZ2yfm3whWQo1mD5eZGjpjXiwuOnYzSZwfUvbtXFqmlK7saQOX0tioJT7y7j7Tybzd4R7Z4zuTEKPP9D4JZTcGFgpekxtl3CZKEgWFpAdylYjSkaCqClPozffOokTGmM4LDmGGZOsDitEjYDdiiKor82xQ1WAKqlOJ/vEmDx/IKT2G2uW+6ulxw2ffeQSUCvgICvquZ7X1GCk8XGw0IYEU/RtUWp/e9x3rFT9bdbZAeeUOYaSo9pi9c3HIgUosMpketw+voDq3H5vSvQKYST9o4kMRkDOKz/rZzHBxXzvaoiQqD8ty23wylvSZ0zp08irZqag4SRxliqBKHgRU04wsKfOPu5zHwAw8vq9jsRnET3J2PVLakTv79Ywi/A3ZR5HU7Ca+PjJ8/EP77xHvzlP88AAFMp+7Sm0kpF0oJgHlYy6B02/125Q6kpFsKDXz4Tt3721LzZebJL8EC/zT1GFAqKPYAtFqt7l7Ct4oeldp1BI6GAec6V5piz50/BZ884HIAm6silj+jeAaz+s+OS72LJWXvbCE6OMpxyBKcSO0KWgNwoRMRWcHIYrdAgOW+bYmHc/vnT8bXztAqPLe3lac4UT6lY12rcj+cKofLzUoL4mhzR91VWmaaWjFjfRwryj68B254H7ruk+K/t3WXZlCJvCWLfbmDv68DbD+sfioUDmDWhDlMaI5iTPTQYTqSRVhmaYXx/daj8gtNr2QOmL5x1BC7KivZ+p5Td0SsAPpjn8+/PPoaoJDYldUWHhpscTg6ECrGlc6C4kyzetQQAlu/u0R0WMk7zKHgXjHgyYxs8Xg0rsaoyNGasS1CKOnk2LeiLrJEwldQVLzglB41TinQyrtvkC7YcFjdPUktnPpl+DFpA6eeCi/RTE9ExlUTx7UBzFk8SOSV1woQRyfDQbGYSZq2eq2DKWOiwTAq4+WTgxuPMbh6RctW2KOYMp3Qyd4GczHZ5CgUUhMKCyMGffwsB+dsfOAYA8MbOHl2kVSw2344znOI2glOezWbviDa+ifVhrRwAwPdCj+LCwEq8EvkOjlX2WWcWAbkOpyoKTlb3Eu6cufTUWVj+ow/gtavOs+zOiP59uR+zgLsKlmw3rscQ1NzwagADeU7zlIT5ZDSVMG9uxNc6766nO5wkQSRcbIZTKl6wQ5kJWcgoRni32HgkLPLORIdY/1gqr8PpvGOn4ebPnAIgNyxUEebIE9Jva4tXLlbkw+RwMv9946kMtncOgzHoZQyMMbQPxPF89GrM+vu/AHvfMOWWyHkoFTlYkZ/DMmc4jSTzCU72ouPSH5yP731Qu48Nx9NICc93vZIYn5ujaaajh/Upwok0Y3q3zbZ+Bxth8R6WHDEf2mQqLDiZ1gnWP4s7TuQuYyaxSvg+iqLglDkT9E6ppx8xEbd89lQs++EFmC5lPqYdrofSY+b719Cw+bXIw49j4SDOnj8FF5+c/3mLBM2/S05Jnc44BKdi3fQWglNGKKnj5VV2a8hcwSm32CQYUIRcV+n7PPNd4OlvaSXfxTRqcEiu4GR1X2elldRV0eHUNWQ/H9mGUjtcB4oHuWLeEC95a+0tz+/ZL3XsFq/LiUNbjU+kRk0Zp46wKc0tCH+9WnWazcee14FbTrXstDmUr/TNVAWiPU5RFLz8/ffh9asv0Pc4w/E00hmGoxXjesqMlt4V2w5+mH/a4RMLlv75hVIEp0J/mSAAbyS6+Rkbh5Pt5GJHsZ1hRKW3mE0FzB2e8naQY0yzuB9Yq739yrWWIcRN0RAUBRhOpm1Dhh3ZdcdJPJ3BBMUQJo5T9uKm8G2Yha7iNgLjOd0sIf/C9KOHjQ3u7xduwrm/eQXDiXThlsOik0Ia/0NXvBuXnmIsBFUEdGeSSXBi4aJLHwudivHFr45gPY/Gtd9VznCyeq6CwqJczaQN+zDPgJGpkMMpY7GJ5g6l+khQchYMAEMdwG/nA8//yPQ1h2UXGsMJo5uTGArNcVQ+CORxONlP0EaHOuNEem6oF7dHbsS8QAd+G74dCbvnVxacAsLzXOESCO5w+lBgJT4c0MKkxZNzbXFvswB14HACjPu3KMYHlQz2yllC0mNkgknteelmmgs1FTffq8XFJC9P0cPOl//J9NhwsZl0N7wD+PVc58+HLC6M0+H09t5ci784PzjplnXxSdp9azQpOQOEDWGL6iz8G4D53igJeju7hvW9KhdLekaSSGZUTFWyP+PJbwAPfVr/GkW611bF4eTkQEq8bxRwOPEF95nxpcDaB6SSOvu5cPbEenz4BO1EuHMojhiMxzZjpHjBSZx7mg7TnD8F5qMkE67zkW7d4eSopE6OQzA5nCpcUmf6WdbrBEuHk+zEyrPhVxQFHz95Jma01OkduThOw3fTkig7OKK9NngWZEdWMMoJNrdBdjhxwSqHUh1O+1dp97x1jzj/GovXeEbITuTXtN3GPxhQzHNuv/Ucw8u2cro39gnlePvNDuNyIM7h/33hsZb3jwbEiw8NB6rqcJIbhYjYd0FzJiDMELJ7okLpNF9HlKtUWp7zpjZFcdcXTscNl52MkCj4JEdNGad54Wsv2X3mNNA92lj4MVYsvVH7f8PjOZ/irtkz5k7CA1860/xJca+SFPfMQURDQX1PMpJMI6WqOCYgCLhW3XDHSU6G4SFAqbujfLPx2QBKlDwJx9iW1Gk3KucOJ7GkzsGCckho1VnkTZ+X0hRk81PACz8C7jgP6NwEvHadttje9arpYYGAgsZoCIzZL2TKJjgxZnvTGU1mMBHGTXduoAOXBt/A09Eflx4aXizjdDipQ8YmTVGTaOsfwwsb2vW/q2Vg+LYXgAf+1XhfWiyfNHsCbvrMqZY/rykgLnZZ0Sf0+TbbgMVCQFiYRcc0C3BSynDKmWAZQ1gVT0WEv6tid7JVzgwnYzxpi8Up/xvUR0Lmv/1oL7DmL9qG783fm76GlzIOJ9L6hBeDxcbDqWhp53CycDc8sHwvPnTja3oQ5qSGMBDSFlwR1Xj9TlKG8giK0tQjbt5LtXY7YdW9iG35O2JI4I7IjfhT5CYoUPN3QREFl749jk7ArVqRh6BiV/cI/r52v+n1yvIsakNp7X7UxbQ8orTkcBL/vrzr0dTGqJar8Matpte3uUtdgftpOqmdWGaSlqVjlsivtWJCwy02voMjFh8bM54Lzb2Z/7kIBBTdoTkibNQCwia0iQkiXqEOr+I4pXLHHZ3G3MFP+3PKzXt3AdtfNN6X7rVlFZwyKW3jLF7P/OMFv1a4TznMcPq3vf8DPPl1YFg4zErHgaU3AY9+wfJvyzdkfaMp1IuCkzJa/N9CPKFvWwX87mhg6Q15v0RRhdfo4H7B4VSk4JQYlspJK11SVzjrkd8bTGKOPC6Haz+5JNWp4KTGzQ6n4azD6bDsBl13ONkJ/BI5gpMThxNTtXKzRdcAIz35f8DjX9Lm279fAXRsdHYPM8UgaK9ZsVlHKqW9bbXxP2NuNhQ8T0kdhx++5Qix4nq2ayscs/U5zeltd+iWha/pbrjsZHz9vPmW948WpwJxOTKcVt6lHV4XSbdNYyOgtAwnkVlZoXquchBPjF4OLNHuO2Ehn9Yx6x+zDfAeEA747778dMTCQXzguOn4xGmzJSF5RP/ZdqWcOjHB5cmfj+V3AL8+AmhfX3i8ESEGopiug52bbT/F55Qr33803nPUFPMnxfkokZuN1Sg5nI4RHE6BYl1YDihYPeJDHO2OFEX5lqIouxRF4Xe3m/j70r8+AF8D8M+KjZj4/+y9d7glVZU2/u46ddLNt7tvJxroJkdBQEQUEBVMI6jjmHB0HBVnRmVQAZ1Px6w4mFBEUcGAICBJJAsCAoLk1KSmI53DzfeeUGn//th7V629a1eduo183/y01/P00/eee+qcCjus9a53vUsYXbw10fBshtNDN/4C9573H+B0cpONcXiiAGNJYzjNDHAq3PVgdHXyM3XO/5juRNWpc9pfraTu6o8CZy0RzoTlOwZZegGbxabAZtI6+wVpOG1nl7rNTwLP3wc0E4eqCjG21gxP5y+Kv3knMEKo2B2yszRA7vWT7xvAFBrtmYFkjbaPo5zHMQR7UJMSDSfZvEpzCwAuACfCcErVrIc+HAL6RPS+UmBJ2yzlNQ6vAO7/2cxYNzSw4qHGLIksGk5NxXCqlvR73xzNHAPlkoNa2UEY8ZhpVEP63vOi501BBcposLAbPnf1UizbPIXv3rIMgGQ49cxNva+Otr2kznRYw0APBCY24kWx9iRw3alYfMcpmhNShY+KRdA5NlpG1RwFGh2CFtgz9mWp1/PJyx7D7x9NSjl5zvZdkaWg2xTg5OlUA/YBAAAgAElEQVQOOmWYqnK9od6qEDMGgEUvAxYJTZaOTRA4By56B/Cbd+vPvSgD1gxmX6BouMnY45yntR0KgH/dKuNJ9AEZKXPtY+S7LQ6sZvSaDPbGc5sJ4CSD/Q2dgAvjHv1VS+ru/6kInC99j/56AcBplPoQOSxHwKKlRedH0AZu/SLw1DXA8/emjqXzpM6Sta4XjZnfi22WYPuP+Z1TmdZRdgMWSf2PQhpOdG31Jv/vMpz8zoCTAgC0YNoUuC54nibDKYuJnjITcJJddBUjRD3j6nYynCKeweAwGU4XvV00pLju1PwvoMLJPz5SMBI7GQ2A5f3k5Pl4UkvT1M372lsPwCUnHyF+yRANp6aegda12WvoIM6Gh3MDeQACmH30N8Al7xY++pUfyX27An7n99VEyZANcGLTBTWczJK6GfjVW5cJAP36T4vk9eTmzscQy9VwUn7m9DDw8IXJHwo2xFGM8yOcpzHAx4E/fhlY/zAqUQv/UboGO7WfK3aSIyuBKz+UdL40TGmnvm7feXjtvvOSP0SRniSYCcOJrh+qPO7G04VPePs3Op8zjVkmMyQqTAvawER2n7JUIwpqrQ6Ak9zvJ9sBgjDSSurK7RevpC6vu+bfmhVNx48BWCP/AcAw+V39Ww3gLgD/DeCUv+pZ7rC0bYdo+KH3nYpXbLoYT95D8EDyOetHCnRE0BhOMyupG7EATg7Z3z913F649uOv0oN5utFYGAxZLXiV/dUYTo9LqvRjl6b+1PRD9MDuaB7SuLdYS01vWl/4Z1LTy/n2l9Rd/E7gwhNQnkoW/IoEIFYPN2a2KHbIzirA6SVsBfrPPzx+vcQ4GpP52XDT9p28F7+ufBM3VD9r/XsKcCKZwK5rP4qfVc/GZDvQMtKpzLjpZNNAgY5RW6fHcw4BbjgNeIQ4IZ2MbsAGnd/WpU4Fwt0VV7/3zVGjVFa/rp6qeJabJbOlxtLjpbBoeEaL96hAzfus7rI1U9mFtn3eprKc0wlAAgATOWLuL8BoeeF+TiKwelnlq3jpzf+YnZ3zjaBsy1Mdv8vGcKJ6PU9uSO53JmQShahEDUScYQSipC40kgO0zbhKBMzpqSbPo1yLxY07dqkLWsDyW4BlN+rPYHsBpxlpOKXHjwk4TXuh1mTgPYfvjE4MJyBxQJUT6wWRtYsUgM6AEz1Pg/mlWiMDSdnLpokOAb1x3fS5PPz8KD78qwexbnQ7y06y2lwXeC4t0nCCdxINbwf6s9ICcFqCmL63VF+oThhO3awNz6J3l2szYXdIc2h50Pj6mKkw45K69pTRpa7g2L/li8B5r7JKDWSaGVxm7NfKTxukXd+2l+FkAk4FylkBgBtrfaMh7uuC/rr2elGGU9WiC2oDdSdo85koAIaloHKnkjNzb3rit51PigKycj5rgJMnnoPZzGReX02U0wWevt5aNJwAYI7U5ts6ReaF2Vls5R3Aj44AtjyTfb53fVcIPStr5BeyqBgkBgUzAKcXvUvdRW8XAHp8YjMT4rZ1RFQWg7KXvlfXFCo4j105LiPKrLv3h9j3+rfhjPJleO/Ur4qdZAcQTZXUmfMxpePmN4hoeAfAiYLOJthZKVAuR8cgJRnk2QajgYaRGE01oqCmMZymUn+uug5ch8ELIjT9EEuchFzhtmcWnxSxyU5yJX+DVghw4pz/inN+LOf8WAhw6bPqd/LvNZzzEzjn3+Cc/99TdPt7Nc1pmQB+dQJw/nGoyvUvj1buT5JMIllwSlnONLUXoOGkHJm95iWL0Ut3GYx/PuW1e+LARf3QaM30Oyzf12eZrAeylXhZTSyATS8Ujlankoei1j0n9VLTC1Fn9k3JGVuN/b94M377YI6Gy7oHgW8s1B0QmoHvlI0PfT2jUrSkLgxEtiBooTZNmBtMHL98yxQm2zOgfXZkOAn7ZPmq1N+8yc7sDwCIpkcw/KPX498mzgYADDG786AF7mGQEm0+jgkH8u7lidOU2mANwIBRJ5vOlTzh/U1LredntZz7F1mCgzgTXbEwnGiZiME0UM9ysypLsJbUFdVwsuvYTI13rqoe7KpYg8k68+xZT9NJaAzrgc/ki8NwoiVaL2VJR5eDnJXoGX48m7lkBmWbOwNONm2RWikZl7ojlQFKS4d6CjW0mcighkYQboL/rsOEM6rGkVuPAacu8v3WLnXU+d+6LPnZDBKyzHR6XzDDKXFCl22exOu/dycAYF5fFdef8ip85cQDdEA3Y29IGE4Btky2cNjXbrGW6wF4YQwnS0ldZhet+PP0e9Yma9e7f/oX3Pr0ZvzXVQXKGmzmWrosAoU0bUo8GVfhdAeGUztAhTwrbR7RsWPZ92kpKwWcAGSC4Jm2HR2IzJK6wa4y6uUSJttBZ42wlIYTBYEKjv2HfinKVi55VybQkP5eE9i1+yxa18ooEnvYdoo2mwz0ogwnZqwdzaaY5/P79bFpA+hTFnjoCdL7kY2NtoywDbXxPlNB8CJG92WZ3GLk+QcyyWT6JXHnv6lNADjQMx9wyiKAtzwXpc23jYpfy2CfD+2rv3lzjr9iJnQ6jAHFQosF2y2AdT+mZlZS55QLfXdsUZQGQzqt1drhXEvymBYDTmsNkH6G4v/aOrj0StRGBQi+OFiVcYRhHfaziSzAybyP3nQxhlMUGrqhxj2q9eefbxjo478o4DRmdFQ0khpKNNwar9Dvs4wBxhgGZAnw1sm2Vqpd8184w+mhNaP4zBWPx42TdpTUFTDO+RLO+e9fjJPZYTMwGhCOPQ+s+hOw7n70BsJpy6OVc5rdJUh8ySIenDK6eG9XSR1HP5lg8/sszi1lj9CAwuJ4UuZNrezAQYRrq5/H5fgMHAikGr96i2CcbK+oMF2cyl2pPzf9EN2wO4oVCd585srHsz//LotexEwYS2bQVZQhQBbgeithj6nNb/mWKYzKjmKdmGQAOjKcIrnceKV66m/tyWKyb6uu/SZmb/kL5iBfsFfT1pnalBks/ZkATs9tmdT0VEyGk0OEBrVrpffbBGqcGWwmOU4Ut2TMFBuiu1LSwbHmqO4cGsxAtcGpFuxVC+DEQq+Yk50R3JW9zoLKc7tYZoDVsq1f5vw3RVJfJIYTBRFf6lgo7lkZU/PaqDM/tQVYdWfqEMVscQn1s+Jw7DlXgPRUT4hnsSDlM5lEF1hZzDXu60w+U0tlTk8VjsN0hpN07s97z0vw9VeVMQfj9kQGfS7btgNwSomGt4sHeB0YTmfe8HTMYuyvl7H/wn7hUNPjMtga3TJ7M90O8Ot712CiFVgF9gEUYDhRwCmZG+1AF4RX2f5N451K6vS/U4Fe9Yy0tWwm5ma0ly+wr9B1irIcb392Cx5YretgTLWCmE0LQAecaPbb0gWp6joxCbhuMjTVfFx1J3DpSWKu5dl2lLGV6H4yvh6MseIsJ63DsCkanrOHbn0WWCPLC+n8KFoiZM6VIOmICCQd5LbGXSsrwF3fBs57JfCHzxufVcz3M4lFEwU1nBwTcGqJ7+uvlzX2ciHR8F+9BW+6+dXYjellO3bmOS2po2tdzno0w8RrbFQXRq0PGuAkfk4BTn1yfqpOuf07AX2yOct4eg8cihlOZGzJ+XXXFsP/zvNXTMZih3mTKnu0iIb3s+mYlZL/YXI8dA+J/4uW1NEqjK7Z4v+i+xKAax/fgKc22vf3SsmJGUopm4EWW3+9rANOxDY686yvmzY6StZIiz+iyilTgJP5DP0GykUaT6XK4I09Owtwmh6WerhGks7UC8yyKWOta6T3FCCD4aSV1Nmf6ZweMVfWjzW1eLjmz6BBiMU2Pnk3Vp3/ftz84FO4+pH14JzvEA3fYf8/sgznr6clsnW5iwXdSCnDKWPR04wyRWZQUsc5x8LGM1he/Wf8azkRPz1oZ8vC5JCsFd3Mg1YKve+rJ5N14UBdC57nYhQtLwDW3C0QdBMdL2o0sLVssk0vRFcGw6lq0cdJWe/89Gta97cODrHZcn07AKceL9mwVBDghZEWrHW0ggynupMem0EnUU5po+PFstdam9EMsXeGSNNt+sYNz+B13/1TzK7hhoNe8ikYlVGaYAJbaiyvuQe44kP5LWRzGU7pZ6qyxd1VQzS8OZo4o0CKPq82uM2SKm4rqdt71YXAhSdmn6uyjI274nd+Trv0ZK9RVoaT6Sia475opn+GFhD9rL0cC6iVJY5sBnhU/+3HRwogfM091kP3JixQFnr44JGLxVdp2eB8htMk70KpIgIKWqox1kg/7zm9snzGwnCqTK/HSQ/+Ex6s/bsdcKLOP9XDsdDWrWaO7Xt/CHx3v86aXFFozSRTzSnKgNDYFnQsnX2g0CbxGprTTEvqFHiTDTh1GO90frbHgYd/DQBYva0hRcyFqWz/BlM0PPV5Rpc6SzZ6u3WdshhOBViPdJ1ypjcDnGP1tml88BcP4J/Ou1fr+JdmOJF1moJEZvkPxPqukgomw4kpEPxXbwGeuQ645wf5J23bL0uV9Gv0Ozi5F8MChI471XXS3zIZTppoeMZz9xrAuYcDv3iDCNo03ZWCjA3zs8M2rn5kHQ768h/whWuWYr8v3Ix7VmzDMGU43f518d5nb9CPNcuFM0zsrxwnOH/GbmxD4ZI6ba8F0GqKe1ovlzRGQKor6I2fAc49Qk+GSvbJaxxd5DqeH2TOaxh+UYZTFjujlROk+k0DaJQMpzB5zfcUw0n/7tndBuDUtxAY2EX8PG7siZDNIKCXhkVyfm0Oe/HEkn8l55EDlORdj8XikjrXEffPkvTrx3TMos81FQeoCoOiDCeVCOiZB+x0mHytOOB06f3C9/+3Y3ZP/a1WdsR5rborfeAMGvfM6aloexY1lxfz5SfGiP9seU6KdTnQ1QFw8hqxaHg87u76Dvh5R6djMWphW0+62IDLu74DfGs34Olr02v68PL0+21mJg8IaBuEgmDAmEVSA9D9tAzQUYGzG8dbKJO9vjuU9/TWLwHnHTVj0fq+q07CO0p34qzyT7F+tBmX+dfLpWzQ8m/QOl4pY2wVY2wFY6wsf7eJhZv/VnT63B32Aqw5linI2dMSTnq+s2kXDS/xsHNmmYI2JsMpp2xtohngDOc3cFmEN647G+86bGdc/R9H4oOvXILTjt8LN516VPLmLIYToC96jRHMriTfudNAXQN4dmZb0W6RhSEv2M8zGthaWF25DCe5keQqMqmsjfahZHG87evp2mX6vp8eo79WdLMjizXd2GzZFlvpYqpTW8esjrgLA0wu9iecg4e6xXPvVH6hrFxNM8w6mpor9Vnay1lZJcU4MDt7aU5wWJThJO/RL94ILL0iaelqsxkwnDjn8XnuPKvL0HAaKQQ4qUDXWlIHCNZkp7FkMJxCzuDzEkqR13FTXljLdqa4LWucBTipAHl0hoDy2vsLsQNo5yCrZYkjq+ufs5f4f8vTyRqpnsn6h7VDTn/93nAY8I0T905e5BF2nn4M55W/h8p0AnhldqmLGU51lCpivlDwdMQCOMVMU4uGEwXKvNCyxtM1WiupK6rhZFk7JzcAfz47/7iM8UVBod2Gkk44PhVyout4c1Rok5y1BLjta/HLqqTu7Fufw41LRSLHZfZ9lXcq4zKv8fcfB1oTmn4TIABFL4iwdL1wcHlW10sj4LcBgVbQdnydEM8dySnVyGQ4dd5XONGac4NpYHobriFC9xSMmWoHqFKwm2a9NcDJzlBSYEMKcGqP60m1Tj6NbfxlgW7SSpStseVpIPTjTnUdtbNSJXWdhbw1TaCx1QaAWTCANnW/2m188rLHMNEKcOG9a+CFEc644nG9pK7gZ2XZUE8VRzpP4geVc3Fb9bTCDKeSkcwsQyVXShojICUaft95wNanhZ6cYeYoiOcH2Ts1QFkDSIyjNzwK/OQYwTjLmksWtlFs5p4h57NDnmtoKaljjAigqz2+dyHQv7P8znTSRQXRVPx6dIs4t23ox1+WfAI4+CT5pTk+nC2xktNdTK1JVbeUuXYMsCmtg2j2h20nw0mBINU+oNqjf1YBe1Z21H3zgQtSf6uWS4JB+at/SB8YtsUzXX03cPZLrGxmZS9bPEtnehJzeca9iSLguk8Cj18OAHCItEF7Kv2cMjWcTODYn05rOP3xK2CbHsP0g0S/1sZKpmu2OY6mtiaNGJZemeh/VXrF/9sKiqOnAKdkHilN056qqyeclXUQDQeAub1i3d9oMJx6Irm/3/09YNPjesfYThYG6A7Fdx9feggbxpsxE+vvqZwOKMZwWgPgeSQr7vNIC4ab/9Iw+w7765jfEm0nM9r21hsCcDIdUK0znfr5z9/XxPR223Qj8L0DsjUNmmMCPXfrAhSK/ASweuZ64GtzgWduSB83ugaVi9+CVziJhsn/vG1fvHSXQZRLDj7+mj2xz/y+5P10sTCDlq3Pio3+dx8DzlqCU556d/wnE3BaxLbCbyabiz82g5Kb5iiw8THxcwdWV8ML0zoS0hTjyroAKrOVe9Esxf0/SYNKysaeT/Sbdn+t+L8owymD+WNufj1V147Cm1nggl3q+iDv4YKD0CoP5J6LaU4lXY53S+V0fLR0bfZBaqOZf4D2co9rB0hXbhVjpt00nF6fltRlBAmRn1+6meeo59w/KuK9bPMkXvb1W3H2rWKTXjy7Sz92dI0+TqcMwMnY5DIBJ6BzqZDB7BhDD8YgHbuctuhDvVVUw2xAouZZxoMZWKl5qTKXRXUAhlcAK24HLjgO+MlRHd9uE2zXLAtwUmVPvQuAvkXi95FV+nXQ1sAAPnbsHnjqK2/AQfP1gPeou/4Zbyg9gLdt/H78WpS1fROGU7kq5gvVBhmZSj/vXWfL86AMJ6WXQcaevaSOMpwo4FSQeZG1XnXq6pcJOJHujiROVPNanJtl7AUtUUIkTQFOtKQiq+w8aHbI/qtz3e9E7TXVoU6VBjX9EA8/P4qGF2LvuV1gWd2OzJI6y3OxJp1++37RHvyKD2afa6aGU4FEhvEs+chK/O7RZN+lAFua4UQSQhRkykgUqXtmltQ53qTePbWTgK0tUdKB4VSiDKfQA7Y+8wJK6gpoOD348+Rnc50rqkljXOfm0TRI6gURWn6EerkUj3+rFQz433bITnj3bsn3FmU4leXeMA0xFtU4qVdc9GgyChkaTtYxo/tg8fwg97xMGSV5DKdL3g1sfBS48AQ9uUMtj3Fr7hlyPjskUA88HXD66NG74dEvHJ8cozQL+xYC/YvEz2aZORLgUDGcoohjyyZxbtt4nwBI1ZyfKcMpp118XFLnOplrfD+m0x1EbaZAItXVtmgZbAw49SbrQMH5MjzVxsi0h56qiyVD3am/uw4DVt5uPzgKgK/PB375ZpGk/11218LPvXlfHLYo/fkAUOYZ92blbWJNuOrD4utI+fLURPqZjGUBTlaGk13Daek6WgJq6VpJ12xzHD1MxM/L9WR+7voK8f/w8mI6u6qkrksy3UjcEOvNZq1bpoZTFKUAUwXOrh9rwSXEjH5eXPdLs7u+A3xzZ+2ldSONv0v9JqAA4MQ5f7UUBQ+M33P/vfin/ndqIwZ5bP6B2q+1hnDuzC51HikLiQJPODq3fCH9+RPrgHvOsX+30m8a2CVBplVge+l7xSJ76XvTx930WdTX3wuHkU07twVrDuB0wevERv/oRQCAXi9Z5HYaqMeC14BgOPnNZKFoDc8AB/3xq4CfHC2EOfNYXZAMJ2bfAKusQPbGtnkW7aShHL9FLwOWyOC5cEldBuBknLO1nC6KLK2SO3WpE9bLpfNQG4BXkYBThxbaynyedjD3dNbjv8qXZB+kPntgF+DfkxKm2VV75luVz3gt/Vm7AS2po2UQlO0U6M/Oa+ibs618UllBhtMv71mNbQQ02HV2tz6GzG5oBsPJFHKt5ZV9dhqHhvM2xnswzqXzlPNMFw3Wc8V9uzzLsWZmUrXSHdobKFVFwNop27/5KaHn9uu3it9NTQCLhZ06zmQynOQzKdeBefvL71+q6xVY7m+tXMrscqM0+oCcRpZEw6lSk4xAMkYnLdoli2d3GedMGE5BB8BJCz4pi2g7u9QpywEs6fe2ue60UZZCQJzm2BGNwvTaZTGbtkI5C3BqFGQ47XGcYCQAQOTHa83+C0VpecMLcddzYr6+eo8c4dXQAyMOsXoufhiBIcJubAPCKEqznNY/JP7Pa2aQpeNSRMPJeM/ExuewalsyDqgo81Qr0EvONYYTWbMyNJgU2JBiOPlN0YhD2UzKHeMPyXeNHTMQ3PhYzHCacUldVnk2NcreNBk1hbXS9PPilutWgWlcYptlBed2ueTghMP2jH+fbBbTtimHYm5PMJGIVEmw7kpJCyi1LnWUraGSpmRPNRnNVsCJjkfaGMQEftW+EXrZa0lO+/YUeOMrwIkwnOS6q0qb5vfXdF9MaRb2LQQGFMMpG3BSDKdP/fZRPLdS7EHDvF+Ip8eAUwaQw7kdcMoR3G/7UjTcddJgtVxjBtg0JlpBrCOWaamSuqIMJzn3q73iH1BsvoyuwdYHrwYA7DG3B10WYLPk5CSRAWh7YTmbMdlbK+OY3e1rvZslc2LEIZwkPKbH0359zHDqVFLnJ4CTudc7yuHY8nQ6Rgxaui9lrmN0DZ/anPikg4uBvp3EPCqSMFSfM1eK3ZMYRulSmgnV2Kg/0ZoQXT5/+SbtLQpw2jw2FcerIWfoQcNg6RXsIv7Hr6TGqjO6MmZ6Fur+/Tdkfz/Fg38rZpaN7Pl67dfqtCyp8/XFok3Kg7jfTNfkU8tCmhWjYHBXQJZqpAEYy8ZBs97KNjycfs32/Z2CDmKLZtXR7egMp4nJZCEOijKcOE+chQ2P6m2TLRtdywvRlVFSd6TzJG6pnI5DWU7rZdvmWbReXm3E5a4kK1u0pK4gw8kqGG5zTAoynHoiCVLUB8AVcNkpKJDXxDuAWm/Yfz7OftfB+otxSd2gCPz7dgKQDTit2KoAJ92pdgPye1ZJXeTr1F1vWqcL5z2bvPtHrnuBIbS/ZI4BOJni2UZJihlI2zScYuuUDTRAoxH0YgqqPCsZ16ZD2V8v5352V2CZ96ajqNaGcj3RsOik0/Z0DhMuw0J/ewEnef1ujQBOT+p6BVnHZpQ2tHgSCDrIYL+oLnW8jmpdgH+0VMMGGiUMJ7lPEA0nei5mi27xYobzXyQo5TwZ22ZDBlOkNuN7p6CzHingRPVPznnvS/PPFxBAQ6iC22SeDEpHXTGc/JJ+rmGzw/olA8qNDZD76sWMn5csEgFH0wtw5zKR/T1qCWH9umlmJwVr1DMda/j4tHs5bquehneW7sCmLC2ovC5CRnDoKZC/SNMNee+2cvH57c16qcSyzTkMJ+1Lydpg0XCi1mUCTkEzAdaAzl3rbHtKh4BWiYZHs6S2y5p7sfscMYf+snI4FoS1Gr2/7cligBPdY0YNwKkow8ksn7EAiGocZZbTleTrS68oLlFAvocXPEaxX6dKYhyJccLR7fLskjq6lqrELPEf+5i+HiUldcl9cblvBxvNZFAMQLHM5EBuSZ35efL3UpQ8f7XvKH22ckqB3cJwyi2pE593wxObMBtiTmxDP9aONpIy2qzx157UAThlGYAT51zXcFJ+T9cc4FPPAO8SCeM+p4kw4nGzhCzjMpH0wFa5FhXV0GkRwClmOBUAnH52LPa546M42nkMe83rEQ01DHM7Ak7ElH+SZRl+YWZJHS17NsDA9lTap+jYpU754d40yq6h4SQtrtL40RHAQ7/QPydo60kCcxzRtWZqa5Jc6JoNzJGAdFZZndcAbv4csOGRBNQakpIDJIZRwugD9QywnPoTW58BtjwJPH+vxnJSc2XLuFj/fZRjxr4/QcZ6XsVKB1vcegZbJ8Was4Ph1MEYYyXGWJfx2gBj7NOMsa8zxg7MOnaH/RXMZDh1DwHvvRw45jMAAHdKbHKmiKjfTjbVyG8Cj1+W8yUZ2QYFOA3skgQHyjEz9XyUeQ27tkqWJpE4weTngswXAJjXV8OnX7M4/n1nthVTE8lCzPMcAGq0vfr6h4DltyS/W4KoRjtIOb3KFrAR7Omsx8/db2Z/n23zzMrCrH9YB4rU/a90E8DpBTKcjCBgwAY4qXOu9gEfulX8XIDh5CJAlbfEeKn2xSVyPEuEdHIz8PM3AF+dA9x9dkdQ6/vvORhvfelO+osUcALi+zSQCTiJZ+y39WddyRINNzWcKFjoTemAZV4QnudEEYfE1K2Y21vNv/eGk08zQC6CzHJQAJ2DNQMoHOW9COCmztks76m5peRYi4ZZT1igpE45EKWyyJQBnbNkHYJXm9kE263nYZoaq+UuneE0TNbwzHK8LMApmYuZAtbye5uooFYX67RDAhkb4LRYAU6U4aRK6siYDWz3IqtbaSfH/ubPCbaZeibVPv3vBRlOk1wHf2hWOJDO5FdO3B+H7io13Gxz8CXvEll3HsXrP50nXznxAOw1rye+563+3bTDw04JAvk8v3jDCkRxqWIQA0J7zhUO/8pt03hi/Tjq5RIO21kGSF2zgRPSwte/+eDBePshYq1Twd3ItIePu9cAAD7vXowNWd3uan3214HU/jEC+d4iJXXyOpdH4ryiYQGOKBFXxeiaaPmYageoOwVArIw5qzTsakbDDido6sBzu9iz0cybztV+ciXDiS8+Wrzw6EXY/7kf49BdBzHa8PHLP+doZNHg0pvSweWgJYJ7c92l+97IauNct68bJAs9HFpZg++Vz8UQ9HVodnfVLgy+34nAkqNFwHjvD4t9LwHEdh1/sFBHqqpkODVcwYCuwMevy2fiiIv3xmmbPg3lo2oMJ7qWDq9MvdYHfZ2K9yRynaKkzhJMBk37OHFr2bpHeV1TU12+ZHfSkAJOsqROnmfFBJwU8Ni3EOhXCReDxX/ntzD4+w+g7HCMN32MN314YYRdHRG4b+SzsHakCd4JcMpa3wiLa+1IA6df/hhWbp1CEHFEXLCA3BIpqStVgL4F8Vrf53v1du4AACAASURBVIjvM7umahb6YGEbIWf47VPyGc5UNHwmGk6Tm2NA5Gjn8XhtNq0zw4mYKgHLsowxlKXtpK1NQQsO8cPa02P4+vVP4fu3PofH1o7h2U2TcaOQdEmd/N4uuTf6jbSGkzSWd71BW09smtdD17ypzQbgJDUubcQEAPjTN8Va89NXy+NYckyTAk7iGlPC6IC4X9Sf2PQEOfdkLM2VgNNkQ7wWMgfPMLHXB49eTq4nwyccXgE8fKG1XE/ZEBvD0xvFuNwBOHW2nwC4X/0ixcTvBvAtAP8F4H7G2MEZx+6wF2rDBuBUKgN7HQ8cLrSYylufRD+mtDbJAOARwKlvcjmw/I/Z35HlaFHAKWY4SefdyQCc1t1vd1RzqLjaZM6pEU9MnO/s7ipet2eSuV3EtqIxnSzEzlSHrkfKaDcpieRzpRNjyXx6XhMui7JFfAH0mCV3ExuBq04WOlFF6cHDK4CfHQtc83Hy5fLYcpeWOS9kGQwns7OetaROLdLVXmCWDL46gEERHPQr/aZaP8BY3LadZdHSV/1JZCEAYNWd2e8D8Jvy11B58GfpP5iAk6SPD1SyGU5RxBFKVuAkF+dYCYt0qfP1YOGZ6+I6ewD5zk7O/Qv9Nq54aB3Gm36KvcgYsx87sKv4P0M0vAIff66egg+6N2ef00wZTrwXAeRaQOa9WdpTKzvJZ6uWzsTqNn0n8xoVjbxUKQ44bc4pJcqwFywaXq4B8w5Ivr8Qw8k+h8tRMv5LtowzEN+nNsqodwknu0RKNWwdzRYOGKw0l5TUkWdsK8PJ7FbaybG/94ci+LzvPPG7CYJ0SjbI+2synGjZmx+IOa6xA2yA02H/CiyUDCjJEuipJnvakjndQstOfnbQu0g7PGrlzxMu160WKgiYmH++38ZEK4DDgN2czXg5exqPrxNj+pi9hlBTpc2lqmDxGXbIghq++86D4TChVRWEEUamPQRcXGsfa2B8w0pROj+1RXeATXCPmsFkGuUy4Cqyr8j3LOdiTpfGVwMAjtxdtCR/brNYWx9aI57t3kMdSrcAMSYtz2zveeK8jlkixngk7ysLWnoJR6c1zBpk88yglnMed/R1lhwFHC+E5tmTV+Pjr9kDAGKReavR+5jScGoDZy4Suh/qeYWBXtK1vQwnOXcnJEDLQg+XOZ/D20p/xpnl87W3DvVW7OXG5RpwyAfkeawu9r3k/P5z/H+AH7xUCNdnGeeocbEOqZL7LtbGUSWxdu8x/UgMHtXyGE63fgn48Svil0yGUyw7YWo4Za2rNtDFrWTPi5l0pG2MAOcfh/1bCTMvIqLhe7B16POI/3r1vyXPp3cB0C+TbBMb9AqB274G9uwNeE2XAOAeeX4UfZjGIrYNcGsYqS5C0w/RCEv281KWlVS57evxevmJSx7B5Q+twwd+cT8RDJfPRwEOak+R4E+v9Itztb3kPjKNGppcAmN5PvO25eIfkIy9Wl9xDSciCH2gswp7zbcDTq4zg/C5k+ZU1n6PjHJDev2tcZS8ZGxOjA3jZ3etwvduXYYTz/0zTjr/vriEKw04yTVOAU45Gk65OrRB2yipy2FTNrYlc6M+mMQPJliqTGuswkVZpUpSkjk/ltWJDxD7B41DKThGEmaK4aT2+Qgl3OwKbdzygz9NjskCPM85BPj9JwQDtGGf/4NsCk9LXcje6o6Suk72KgC/J7+/A8B+AD4G4EgAmwF89oWf2g6zmslwUqyWrtlAVYAtf6iegchYwAIvWQD23XQtMllMQPbfVODaMy9ZvJUjmMVw2vKMOKfwUNwSvQzeq/9bvJ4HJFGHV4EiZrkFsZIsLZnVXdEWugVsGO3pZCGuTOc4gcoevQS4+B2pl28KBeBEASxlKtjwXPvGZLVr/1OwzH56bLJ4vecyYPfXZB+jmFeUgaWCvYqlpO72M3WxUWWBJ/5lBHQVFmB2dxIIWAGnOJiud6ZjS+MgHerqUrtJloo4WVlCurA3tmnix6YdWXoK7KbPpP+QApwkw0kCTqe6V+CU0lXJ13ghGn6IoG0v2QFgsJroz0F+OeTUFmDlHfay1Zys3arNIzjt8sfwxrPvRIvos8XdA23Z6F7ZWcVgoKisyh5sPeaxDiySPOcsClPC0GPohSc1dSJSitYyQLKTj949uU+9acCpGjW1dvEA0uNLMReKMpw418Hk+HPzA+mwU6DdEXDqAmbvIYCDsefjNt25x2bMpQGejK1SRkmdAko9VGOGUynK12GKmwLErCxSUkfHgGWc+a0MwKk9Way8V7FRUgynkUIC/LkldTJo18ofbIBT1+xUWUqdlNQtntON7qob3/OBuboQaKeSYNUlsM0rCCUgOyWzqEfVV+OI61+HSypfwxyI5/v6A+YlY8CtWAEndf2qW5snAaeNfHb8lsP/8u+iOcg1H9OBZ1ujCmXGeB9WgNPYWtFU5K7v5BwrnvdzXATArmzTvue8Xgz1VtH0Q6wfa+KBVWJf338ovxtcbBaW04/edwi+966D8JK5Ypz6VbG+l8Km/v6ZdhBUlsFG9UOedJ91KwKsBICRlThgnphvG/J0nPK61NFAUgG25t5oMmc6MQmjUCS45HiZgGI9erEw7m5MT8bN6anatbPcehKcdhL1j8/Psoc8e1P2+/0mSoiENpv0Mwehf0YPxLVoouF0LfUbqY6wcbJLnZbck0KyptXCHCDDCjjVsvePjIATQHp9f+QikZwlpjScSt4kbq2egTfccpz4g98EHpOala88VawN5bpI4kW+9TznyGn26Nox7MNkYD93XyycJeb2qKcAp4J6ekP7ArscKQL3pVcCSKQI1o40dcFwIA04yeequjvndi/0lIB8HU1UkntgsygEfnio+Me5LhpeVMOJAE4vd57BEfNCYONjONW9AoewZficexG60JoZw6kT4JQxhirw036Q+XmtcZR9wnAyutRtm2ojjDj6am6SeLn9TOCG0wnDSe4Z48/jrUs/jio8eGGkNZtiebp2QUsvITWvh655PErK5+qDyXdnxYTm2OuZR9ag5JhRyXAa7LIkMfL8QpIwMwGnkLl4auBoTPAuuNM07urAsNu81KqnBgADmIxLyzP1pv5GbXsApwUAaIrlzQCe5Jz/mHP+FwA/BfAK65E77IXbsEFHViADY8A7RSeAeWwM1WBKQ8b9tmWCHPQe+3dkMZzURlYbsJTUZbVvFpN5BV+IS3Y7E5X93ixez+tKZiupU90pLFaWzt9gV1nbMF0WwW0mm36ttaVzJ4Qbz7C+/IfnxeYyOpYO0CMJTARud6J30ckUrZyHBniT44CrTZveHwUmVHqSsfDYJcBjlwoq6nWfTH/OOYcC394j02F8R+lOXIHT4w57KaFBIHnu9JyDVm4Zwq6zuzHkymutScBJiilmAk50o5oe1kQ1C5vasOKSOrGp9FdClBDiVPcqnOpemRLhDT0Z0HJLsEc3/BTDyeKYqizOshuBC08E7rcwsXKcEvUsNoy34i5IFdfBFf9+ZPaxvfPE/wYDRQFOPgpsdnnlKMqZI12gxnh3zHBqtJJzUgynXWZ14YkvHY/9FvblMpy6WTvV+ECNhXGjhAqlaiLGbiu/aU+J7lx/+bEdGMhi6Ejj2ysaHnd8qwElF5i3n/idOj8zZDgNaoBThoC1HLeRW4Uru9S5lpK6wxcLp+2gRUTPR61FLimpowGjZZzRTqCaPXkVcO7hxcsfTIYTKW+zWlxSlw04BaGF4WTLjmuAk3AUafeknqqLerkUs6fYXm8AFh2O593F4g0dgn7uKYZTOW58MDXdwHwM4/tclFs7jGMWE+Pz8CWzSRlK1Z5wkWw91Sa97UcYaXhxZy8AmD0tM/3P36fru+QBZAYjeRQyULvr2+LeqPbWFmNynK3jQwi4g0E+ijICDPVUsdc8sU4s2zyJB1aL/X/voQytINMsoNHuQz1420sXCZFwAEFNjGc3MACnjqLhWcmOLMApin0OlCqinL1/FyDyMdvbgErJwWjDR9PL8DW0LnWGhpNZjp13fvH7OjA2rjoZ+O4+ojMnkvnikDXGbBQiAKcMhpMKEAt2lrXe/8mN2WCy6rKJLpQqYizPZvpnqCYtMaABdGTD9zGzpE48H6rVWI1y9gLbvl6qZpfUTecAcuY6uvWZ1FtUKXfNN65LHVvpBY77cvJ6WZVFp9fb/qrwXx9dO4Z9HQk4zTsgDrCnFMMp61rMay+5SXJU/o0+C3Vv1doUrynKR5XgT5cEDifyOtVJwKnBq2iiA8OJgqR+UxcNL6rhZOhgVb+3N/CTo3GqexWuqn4JH3FvwMfc38EtzQBw6rQHqrmoYrJdXwVAxDamlpL4PHL9T1yBuY2ENR007EnEBf1ynww84M6zgPt/Srq+JUmKXUb/gtc5D8MPuNZsClGQ7d8Hbd2vSTGcjOerxnvXLKAuwaNtzwHXnxaTFGIz53X3UHIMZTgpDaeuijjP608TQC4g9J8AkfgzjSRke6suqq4T+1YRK2FOfx/WckP2odPzLHdldqkcZFNYLcvBd5TUdTYGgEbVrwZAe0NuBJCNDuyw7Te/le58USJgwO7HxoLINd5GEHUAnBZkVT5mLCoqcK/1W0rqMiaOnMxNXsXe83utC0XKtJI6+b7u7CGl6pzd+84F7vuJ9rchJIuvwwPgru9mfy+QGfRvgQBIqtxWUiI2sLDchcLdC+g9pkwIN8cBV1lp6qj5pKSOPoOrP5r8TDO1nAPjzwsnwaatJW1JuApHOKKTYMxwCoOECkvPueQKhhuP0plzAvAN1su45J/3Eb9I8MeRgFMpC0iiz6OxLft9eWYCTvIe95Z5PHYcxjXtKi+IEHk5DKeiGk7KjjxF//3xS9PvydnEaPfF3z0qurN9/s37Yi9ZVmINSnokCGMwnHokjbeGAiUyeQwn6cw1nKSlbwPVGMiamE7Gncp41spO0pkjr6QOrXTAJu/zBO/WXy9VEnaMjc3w4AXAU9cAN/+X+H3+S0RXR2UdxK07ajgVKakDgL1JRxRV7pilU5QRZNKgqRPghFIV5apYp8tRG1HEYzFXhggfrv0Rf/rgTrjk5CPIwUR3SgUHNGC0BCQB0TprzT0IWHR48seRlcDKP9mv0TRbmVeeDoq8vxRgAZIEBJBoOGnBgS3DXRsA+lWnJ7HH7iNLKZT+UL1SQonJe17pAj58Cy6a8ykAAOvEcJL3tYUK2nJ+TDaaOLN8PgZ4cmwNHhwGzOut6rontkTEb98PbHg0Duq8MMLIlJcqHQIggONL3pX8nsf6MYKDYZ5TfmcYk8ceuOv8eM+8oPwtHP38OdhzSAR8j64dw2NrxRq5+2BBhzuPlSD3wFACTn3BsL4mF2Q4Tc091PhO+7oQhJwATnItk8K3zshzmN8vnlWmflZelzq6HqjAWL3fTOqpspJOJUJLrxD/y86+E5CNBAiwaOo2ZgNO3QRwegEMJx4CUxmMc3kPxnk3yhmAU29cUpfBcLJYXwbDyWslz6kW5TCcbGu1W81MDsyI4WQp41MNUryQrF1akwXDL1G/q32HzONBqVf52Nox7Muk3zf/wFifcyrowHAyS+o4TzSR5DilGlPq3ir2ZXyPlI8qwZ+6LJ3M1XDyk3LkuGlGlq9E9wu/YTCcCmo4yfXkK/4/Z75lZ7Y16dqWZ6/+P+J/ta9mgbTq/uzzD8DJdwAn/RYBd1BiHL7N/6DXf+dZ+t/kXvTyJbNwxG6z4pfVuoTxtUmJrvLnVQJY2rGlR+GHEVpN0vglaKfvu2oi4E/rJXHmnEj5DTL+qc8CuqRfvulx4IGfiYQsNXNe1/oSX14TDScaTs//RXzWNR8Tf9woNYMXvwopI9fEGENP1Y0TSxFzMb+/lnRethyTXBKJ6dxaLuCkbEeXus62CsDrAYAx9koIxhMFnBYCKNhia4fNyGzZ3pJBH5SbTo15mlBvaCu5UWUoppktYJWpQLo+kGRTJjcBj1+enRmRi3cDVeHEqIWiOZqNllOHVzlFlOHUp+tnXPzBl+K2jx0M/OHzwApdm2ouE4vVikiWF93xDWD1n+3fC4hsJRBnGJRt4eK8K1H6PjIZ0EduF8pFZxS9xy+I4SQXL1pSZxrVEqAbQV4wh4RVE3epu+jtwLd2F/XxVOuF/p9Xux35YHQMAbFoOC350UzTt2ih7hcXkY9NbVhqU5X3qdcNNUebalf5YYTI0zWcMs8rNLJANsDJnGs2pl0Ow8kGDmmCqepYGrSrOWNkA7ur9nbiVssLZmQgt7aRbJotVODLfES7nXx+yw+xC9uMtwS3Jtokw5JW3WeIvEMwnFpm6Ze85ykAsFRO2DG2wN8UtZ61BPjwrcBs2R3lyg8LRmCGvXANJwnOH/CPyd/2fqP4P9MB7fxssgCnUDIuuVtDuSa+mwct7PuFm/DjP62AF0R4d+l2HL/6W9j1stehi5SOaSBZSb5O7qljCUhCCTh9yX8/nv6Ha4A3Gg0SVtxmvwATYLIJWdvKeuJzlXsL10F6ynDyTA2niQ3Axe9Mf5bjJMCn7P506K6zcPGHX447Tnu1OD03YTipwCmSQUzJz5knnIPJoKyFCrxInMt0oxGD+kH/YvEd8DCvryZKHFWg4VayS8rv+QG+GJ2LPkzDCyKMTLdT4sixaayfyWL7L9KAXp4xuTcN9HZhpCQAkaNLT2CPZRfgxGkhunru7cvhhREOXzwL3aUOjGMFsuSxEuQ4iGQya04ogYweyfDs2AFVjOl3rP0nfMb/CFZGCqi3A05eGKGsgEe156quSduWxXpomWV1poYTnet0LVHMJTXnehfo0gXx9RUUDZemNJzonmuKE8/pqdj9zUpXkjRsDIvvvvXLwOan0u/1m4Jd9dTvtJefiiTYntXERYIb4+hGuSru5SzYGU6ZGk4WU2D9rIoU/pcsHFU639FsOkZuNZmnKsEze08xLvxGdkOFTiVWIIkOOh+DFkkKGPPSrDog43e2K8bQaMPHXo4MhOfuJ9ggACaDThpOhk/Do8RXlj7oQWw5bqp8Boezp3NK6uR8KdcB5qDMfbgI8jWc5PhvoxwznHjWfaU+rTeli4YXZTjJ+3dLdAgmj7OXD4dwinWp2+0Y+ZlN4LHLgLOWiOY3qQ9Ua31VaAlWuuErrb+2LcmdPX7KMgHeW3Mxj3Q0nq9+pkwkBRob4OVrnYcRBh482t08aKfXUtXtdGS1HpdkxQFqzVJGGU7KTCDa8F99p4aTr1RNAWhJnfj+wS5LB2TFcFp8FFJmMFlr5SSxFLESFvTXYpA+65wA6N/Jo0zAaQDJ+FMMw78X2x7A6RcATmSMLQVwHYAtAKjq7MsBpPmhO+yFmy3jZIIMUhOnBh9bJ9vYKLNsQTsdKJx8bYYzn1lSRxlOcgLe9Bkhipy1UcmJ2URVTC63IqjAPMzWurHpS9BOVkN7aX86cH4XdhuwZ0qHmPiOm6KX4bY57xMLwVUfsddMc55kQw94W/IyK2FE6liUQ5lt8UM8vm4MnHM4csHi5W6tLCt1WbQWm95jrTwtj+EkF/TQE+d5zmFCnwMQAGARwEkLGPN0vBJAImY4rZJMhaevSQfTWTpOGjATpMCfUiVd8qOZkSkZ9CxzoJOlNJwkw6kUao42BZ/aQRR3zrNrOGWIhtsYTm49XRJqA3WlI6REf6nVLN1K4m51USjHBkuuEUjKzPyGBnApanWdFWA45bEDSOlD/HZeQSgZHDz08cymCVx472o0/RC3VE7HJ6Z/ADx6MbDsZmDVnWItsOiWdaGVEhpXTutkCnDqwHAyM8HKwVEszefv1RmBhnEjAOcm06A5Zl8zlSCnAmNn756AXAe9W4AW/rQ9q6zWpz2PB044B9jz9am3ZGo4yXHLyjVUJMOpBh/tIMJZNz2LdhjFQEeqoUNcBlhPSuqIMQsQpgCnBqoYb/paiSUA4Lmb7ffHBF1tDKc8FkWc+TYAJ5Z0iFEMp7JiOC27KVsU2KLx8co95mCudNRr5YRqH2fq5Tm7eWVNFxyH0qRwPlu8guXDst352HrUmYfpUh+4ZLzVmIcFKhOt7nWGaDgAYOmV+IfwNnzSvQLtIMS64cl0gwqb8TC7LMUYE4VKb6UphpPjVhB0L9D+duCqC8THy6HwloMXdgZWVXIp7/7K4JPLTlBzQ7lHDOwiAJqgla/TJuffMO/FZeGxiQaWNy2CM6PbUMsniQq156rW3luXYaFcXzeOyecQhcClJyV7taZRuU3fL+jPJsPJren7iAreinapk6bW6xJP7knZZDj1Vu26J+UusW66dXFeN/8f4O7vauLcsT1yUaob8qbyIqzh8hpMtr4ywnCqyJLg2cyu4VS1MZwsCQxAaDj9l3sx7nI+goPZ8piF4xcGnOSzoWtZqZKM4dd+AXjjt4AP/D7pSpa1fqk1v9pv/zuSUm5O54jXINpuBuBUMQAnMr8H3OQzlE4c+hbGvt1EJ4aTye7iPCXC/fX2N7CPsxYXVb4BL4hQQxsnhH8ApramASfGxN4PoeOUYjj5zeQ+qyYYvBJrOPGstYuCmF6DlNT1kfXdWEs2Pi6S5urS5L7isxq693il9WsiOMVK6hQgE7QThvWtX0y/T9134sOrbr+hb2M4ZY/ZXqbKtcoJyATCcKLzWiUhjP1lkE2ht7leY/8h8NP+lbo+VSJXUYx7k+Ekn38/IQs4ZTGGugzAiZrFb9jUYPjDc5PwUBZjQz6vhOFkxEETG4BNslnM7q8B5h2o/90AL6uuE2vbKYbThCnjYGM4UUajN52p4TRI1jL6fP4ebHsAp+8D+CKANoBHALyNc8GLZIzNBnAEgBv+ame4wxKzdXYrGUGBYjihjWO/fQdeceZtGGt4CA1AaIrX8NC2DEcyS+iVajhVe+zvMS0uqauIrBmQUCizau5tFGXqaM3ZO/3+jO5lc6UocoPXcGX/B4QzMrHe7kz5TeGIl6oa6h5VeuMsrytLur5w/lW47bxP4vqHVsAJpMNb7s5mhwGa2LO9pK4eA4ZWU88lDIQ+imKIAJLhlEHPpJntTnoQxJSTVzE31jX3JDoeaqPKZDiRsRR6qfI2pxPgZJzvrGCGgFPQFkE9KyUOh9zUu91QK1X7bPkSfNn9BQAOL4jizlJNZmEX0A3VZOSZWaD6YALQxu+zBL3yuLgNOTEbwymmq1OhZxq01wfFtfJIZNauE+U/s7oruPE/j8LZ/7hP+hxS59SZ4UQZYE/w3VAqi/sb+R7ecPZd+MI1T+LyB9ehqnRC1t4HPPJr8fPRpyVaU8S60LYATpLhZDLOSpV8hpPJDlEOjgmMZJip4RTWZutviHx70OeT56LsgzcAH/6jyGLGbE9L5lwFGW4VOOT9wEm/xQjTgxMnAziJ1Pe6NVQkw6lKxs+yTZMpAd3knCnDKQ1g++1mSlsrkoBTkyvAyRjro6vtTC4TbKhZgq9cwEklMyxAuwRNlIZT3FGIZrdLBrgfa6DYnflapRQ7ogpwCrqGEHGGanvYrkkTRcC6B+JfKQMw2irW74nqgngdrMHDggGltUFFw7ObZgDAQjaMdhBh89YO6+P7rkzK07PmtrH/qyYAsZn3jZgTJZn68iydiez6kzEzxXUY3nTA/HRgYoK5inWWx0pQc08mpWZxOZ+65+avC8rk+ulB7J8Nxeh64Hzg+wdpuo5Pb5zAUWfdbimpkz7JlqewQDGcVEndhkdEt9JbviB+NwV0qS9Cg2FTw8mtJo0ggCSh0J4SmoC/eVeh/T1hOCXPOQU4dVeBEaMbHpDMbVVWtyqnXNbs0vbOX+OSA3+eAHoZDKdIAkfj6EZVAk6zjJK6HqYE88l4UWvM3H2tn1tmIT7qXo9utHBF5UsxCyewyU3YTI0hTaIgSsZwrR94+clizHarssOMsjo55oajbH+Py3HC6HjxG0Rnz1y/6sl7AC2QHnASvyxu3NI1K+7oNeGrphEFS+rqgymAvoeL+1JhIdpBiE+7l+MT0z8ELv5HUh5M1hIZQ/SgqWs4TW0BztotSQLF5chlTKu9P6srqMZwmtZL6rIYTj85SiTN1z0IIGFP9fT0wRkyYg1pAS8VEw2P/eJmLispBcgB8OV65HuW43IYcr1owEWA3oqjMZwW2AAntb+6VWDJ0QCAVlWCpUEbHgVjwxyGk1pL1P3KYjjR2K1rlgAeq326HIgCrej5EZuMKgAYxpS2oJz3SsNpyFunx5YXHC/OfdHh4js/+ifgQ7cAO8kSaoPhVC2XYpY0Zy7m99XiRgux2eJNqtnmTafY2VNcdsfGFFT8twNw6mBc2Fc554dyzl8jhcLV34Y553M552flfcYO206zlRekSupkNpawF1Ztm0ZoLFqT6MIEywi4bJPJl1RepywD24Id2eKSuhqGeuQGGVOyswRzLYBXDsMJgZdZ0z2kACdUMdqKEvFmW3bN1kIVQFDuRlsu/mXeBqIQ39z0EZzqXgXc9R2UAtIpLscaVJOG2wGnKMeZj5lfkZ8O4Mo5JXXU6SlQqqNMOXmpLurLb00yGp0YTvT7KBgjx09JHu/yjAx0kVbcptF7SwEuVXMvnYDuUqiV0b2jdCc+4N6Cl7Nn4IURmHQQPNcIoAF9Q6XXaOtSV+lKgxs2Fp903LbwpJ5egTkUGFMWM5xoQEKB4Gpv4oS2xoWWkbR9F/RhsJyjm6CsgIbTJLpweOtcnND+KlbxBSjJLoC0u9t9q8hmHHoi6wQAux6pf6Zk1XQxC8Mpr6Quj+Fkai3EDCfjuWYEtSbDKTIp4IAdGKHMRWU9c4FFh8nzIOXFpqkghqwHDWO9ziqpUxlap1xHtS6usUbGz+3Pbk2CjtT3EoaTBcButxr46nVG+YxKKqAqSiNsQN6Gh/VS5sii92ZlOGUkJcia3+SWNVM+M9XaOc5Gq2dy9BmCZUbN1EAxrF4uwVWBuXSQq5UqtqIfDiK7Jo2xfrVQiTPX3VNCS6XZvRMBnHzMVTR7GoTQ8pkjTwGWHKN9LgfDeimFTwAAIABJREFURDPA1FgHXZ2e+cnencVeNMZ7AKMRRtjOTEopXSDmVtAztDj192+9fh7ed8Qu+NFJh2B2j0Vw2WSnqP06j8UjAQBmskh7hsi6QNZkzgXYETMokpIdAJhWjLlnrhP/P5A0ePjc1U8AgC4aDgDzDxD/b3kKO/WJ5xuX1NFgqj1ZfE+LGU6E/dBP7o9iOLXGgBtOE+y91Xd1/NiJmOFE2L0sWUsqJQd9dTeb4QQkoP1kDsBpgocLX4qdFizEBgU4ZZT0B9Nizk+xHpRkSd1so6Qut0vd3P0yT2larhUui7Cg8SwAIOwkAKzYSmpNpnti6OnlUOYxWcLhcsxtaOcEnIECnMgc8ZvZDKe4pE5eDwmkeyVA5yJAH2sKlm61PwacxrwOgJOKPQ5+n9A/POEHKQCHE/3Slh/hSEd2hN34WLLWUx9VdapjLa1BA565TqzTih2nGE6oYESCDKw1Yk/aaRpOBuDUScNpeLkof5bxT19fnyi1NuQ1ACAEg1tErjXeU1q5IFGSYCIMJ1lSF3ktwY5c/3DyfiMpcqd7JD7giQ7Ng2wSt1ZOx4dXnpKwmgDMszKcFOBUB066Avjs82jX5boStOGRcj4WttO+rZkkUoBTSsNJ/j6fsIuUH8UMZn4X+dlS1jsRiPsyHEn/TYJLow0fi9gW7H7p0TpjfXytmI/vkZ0dnRKw8+HAkEy4qvly1cnAxe9EzWUx4BQxFwv668U0nDSG01SqImkMPeBuHVUWxN0Z5/btKKnbYf9bzebQZpTU1UlGO+Icka9vJJO8jmP2SYv1ArAj8TG7qV+i0tlUYP2zkmBkjgKclLOSxXAyAxGnrC9I8w/StQxCL7NWfi6EE9JATWRRlENry67ZNicAXqkHHE6iFeI34TDhrO7krURJAXRmAGtYMxNwEuf+7EiAH91tp2GCOYTh5KcD3EpeSV0xhpNvdNg7cMCD6zC8co/ZGUcgzXD68ZGiI5Lt+0I/2SjlvSrJDGY5k+Fk36Qnhg7JPif6nduWif8Hdklek5t6VylMiaUCwDvd2+EFEZj8bt8GONENVetSF6RBmnI9PTZsz0Eet5InWewGS5gPpsUaTrSzWMUEnHLGZA4tOzmnHGaAXBMmeRe2YBCP890BIGY48cADQ4Q+TGPrpFGCKHVy4iy9MgUGooWWryOdqk10iuHkVuV1M+FkmkwTcwyptcRkjdhKlpEGnGhHl9hsgQUFb2xWz2F6UoaTtEZJB/ldhFbKOZdrfalaQ0kCFVVj/PQjw+mOWVk1ayOIKnxc/7jhBBKdvolWYF8HL34H8Ms3JUCjWcoH2JMYNiDvvp8C31gIrLwDQD7DSQFOsaBtvP50Acd+TpQqvu+q5DX6HsNq5VJSxijBuFq5hI1c7me2PYWsE78MjkebMJxmtYTIqt+zM5irgGUvaetMgQY6hrpmJ6ClNA7g2U0TsZhypvXOJ6yfLIaTPlasJXUZxyrAyXGrWLTr7qm/v2kxw9feeiCO31/Oe5PhRBsI9C2yM5zM+S0DSKfXAJyyGE43ngF8bz/g6WsFSGEynGwAprT1EkRKAU61fmDW7kDo4fBNl2EJ24ijHjsDD//u+zo4N7om+d22jlBT5xwQQIPqV6q1kwbQCuR54grgN++2gtmTXCV5/HgsUpvdUwHzpkQAZZbVqjmizj2DWQ4gze6p9mK3oe4EcMrQOPGnxDk3S71w5frlMn0viAEnqmOokks5gBPd7/t9sd6HNo0cakp7L2iJYP3KDyV/o4AT9b+6VUldPsMpFcgS49TfU+ZPk30lA3Dy0gwndb8GJLOV1QcBx8FAXZzzSAw4ZdwLJQh9yPuF/uGcPS0AToLAvO+C+5KOcgARDSfjiTKcmmROUwHr0NcA4RAljPAeMB7ZkxGpkjri05e7xPwIWskaQstloxAIPTAeoc1dDPXL+/nui4G93qB9TQQH3U6BhJ3WwVn5//I+ja4Brvk4sOHRXIZT/alLBTvyZ8cmn2sAHr9nx+LBSCTih9gEFjubscvkI1hYSUBHO8NJjs9yTawvtX5wleQK23qzqdDLZjgpm7NXcr3U1PUteEnyGo3paBKP/jyRBpzGZfnnOOT4a4yAc46xhofDWYaaT9/CZE4qU7GLKlN9/DLguZsxx5lMGE5OCXP7qhYNJxvDyQCcDDDeY9U49h1kU+ituTpg/ndg2wU4Mca6GWMfYYydxRi7gDH2c+PfBZ0/5YUZY+wNjLFnGWPLGWOffbG/73+FqQGsOhwBOSV1iSMXhDwps5A2xbow1JsBUNicCEPsuSjDSZVbeKyaaAHFDKeskjojGKl06UHMnD2A9/8uCa4pkGGYytw1eFVsaipDaMuuqRbw1V7t+5qyC1fD0pKVg8W6TqxDmWHLo9dFAsXIB5iDb9y0EtNhRlmc0kwABKgxZnSYq3TnlNRlaTgZb2N6YHz0QmDpl1+frommFgNOiuHUAn5+PDC8QvyuldT5Ke0nV2rMVHgW4CSv2QA4Vx/7Q2CP4zKOIWNdiQUuJB0Z5Yba5YQpsVQAeLNzH3yvDUc+16BsYV5oDCddGD0lNutaxOBtgbQFcGoxpcFjKakrG06iW9XnZbUvn3VXpF19HuBk0XAqlxgcVwFOPn5U/j4er30EO4UkuAhaCbjTYwBOcjzZNJzCLE2tUkVkIqsZ5TOm85NVUqeyuPecAzx9Hfli/d4zW6BoZTgZXepMUyDotufSf7NoOrRKljXXUsKrgNJSuU72A32c99s6mQFEd6puBbCr8DHZCsAJ0MVUUkGV1NF1iDJTgaQs3LYO0bEad6Gx3NcbTxfzbP1DAJB2BoE4oNjVW4ZbK6dhcOPd4nUVhJW7RCnnSb8F9nht8hp9j2H1cikBGpykc93GPMaGYlpVB/Gl4F/EzxLAmR+I9/OBXeIxUoUfsw40oIGWooCnQEwOhqc3TsYd6jgtvdIuYlayRrTH7e8xEj5WwEmtcVEE3Pw54BmhoqCEqJlbRmmAgCOqc6EJ6qYYTgRwmrdfOqj9/SdE44rGSAKOynNx+4zS3O6hZN9QbK7nbhHtwAHgt/8M/M9i8RG8hEi6w40MkfSWH2KLBM4rqjyYjvUFBwEA9njsLNxe/TTeUvoLDnn0C7o/Nbo6WU9ygBHtminwSO9PrT+9r6jncuWHgGU3JmV8xNT6WYEPn5RLHrarmHNzeoh+06wl+jpQNkrqqC3/o9BtUuuo+ayrvZjbWyMldXbAKZTM97bbi1LZXvaaEg3f/CSw5SkBKNAOpPu/HTjmM/H4KxMmlyOfS5SXeOnfBRiQ3StDD7j+08AawtQMPJ1hrKxTJz95zDhZu/4c7q+9ZenzW3HP8m1wtJK6PIaTUVJHGE6qG9yA0o+RPrhaa0bbTDuvlCnAiSbuUgwn3TTgVvlhdL4QhtPwtJGYVDa+LtHqkx3qhrmc09OWig+zpK5FGPWMJeesSldpqWBrLL53LVSScrT6QIqJXa1UcMbrdkHKjvuKngy3sWbdmgCCv/8SIS1wzw+s+33IxL2qbF2a/h7Dd1vlD2IatZT+56LG0/HP8/tqIkFFASez+Q8ArlhWoaeVmzKlHUvMKxs+iUrom4kE2vggfo34ZdRvpc1DLID5SFusWaNcPsvmCKa9EEHE0eNmSJrYyvVjRuC0xqSaXWpoDKdauYSoYsQAtjWDgsuTm1JxdBtVMDXvMKmXA/+d2IyvmDF2OESnup8AOA3ABwH8i+Xfi2aMsRKAcwG8EcB+AN7DGOuwe/8NmGI4KZo5kNulTlkQpQGnptODnmqGhlMnhhNg7yikjAQjqgNIpd4DR9U8m5l9zkWAp9Bsk45pCmJX+0S98bwDkvd3CJ6nURPBUMxwyimpq+oldQ3poMWlGwRQ4HBQlq10HQo4WUrjWk1a+29sz+UuNP0opvWnjLEkEAh90RVCO74gwymnpK5hBPKssS1B4KOMhVwt2qaezJp70t9HwRg5Tl1ZSlLmaeBHO5462gDK1e5sgXXqNKl2qAsI4CSPqzmBleFUYz6+ctWD2DYqxjy3lQhpGk6GnpO5GZXr6bIufzo9ZhXgFCWbctsR93c+G8EX3AuxB0vGbZzdpQ5oqqTOAJwoDb0Q4NRZw2mCMI56a2Vw1cEr9PHGktCveXuJlHqMrxfjpWuORiEHEAfeXaydYjgplmZaw0nOmSy9FtOJziqpm9okBET/8HngspPil7nBqGA9RqYMsGeyTWF902SAGo9RapYyjbZrAZwspZlM6sw5lXq8DlWZj3eU/oR5GJGsMzJGNbYlYThZAOzuUoAg4loHVBW4NVDFeMNHFHGEr/sK8KpPJrT1+M1yz7GVZNE1UwGRBVqvL48sIsGSaXPK5NnYw9mA3W+WLa59AjiZVqCkrqSYFqr0s1LCJsVwsgJO4jlGJLOvgnwFIruzdyXNPryk9JyKhmvXFqZATA7gqY0TsTYXm5VmF4nzpsBsB4bT4GL8R/mrGYCTBEOW3QTc+0Pg0veIj5frOCvV9OBCjXUThDDnJgUoZ++Z7MNr7wOWXgk8fKEIDM9aAnx9ntjH5Z5S7jXAzZ4hAq4RwMlibcKSy+rK9/i68XiqpBhOgJ69z7rG0VXJ/VX+S5YpVhcFHmlJnWJsUDPB0mduSLGUGrwas5mpF6K60c7pqSRB6eASHdiIGU6WsuKL3i7akF/zcfG7KQHhlNDfVcaYYiZkJDOiGHDqh1sxnoX0A3pN0fBbvij2lMM+JJozKNv7jcCx/8eaeCnJddL0jQFgnHfhxvLrgA/fksy/oJUuIdQYTuQ+xyV1+QynFhl390W69pTDfbz3/Pv08eM19AQTNbOkjoyFWiTmyKBitnYpwEkynBTgZPMP25LtVqrqXcYMEW4TcNIYTnd+K/251UQ0/OmNk0kSg46LsTWpktdtMeBE/FpArItU53ZkhQDVq30Ja8rUcaLPZ3prUqaNqqZ/ZAL8//SyxVjcb6yLThl45X/qa0JJ6A1pjF63qie0prdaWXKqpI5Z9SH1PWqlNwCAYcrRfYSB0QSs6n/uagG22+YdnePyHFjYRuAZgJNx7MUPGlU3PXINzmI40TlCnx/1Y2isYQF2hj0x5xPAaRSj0+L+zSpnxBG2cv24y2JDY1LNwgRhOMkGOGa824nhNCK66DV58jw9VonLBQfZVKIr+Xdk23PF3wVQAfBOAHM4547l34vNEzscwHLO+UrOuQfgUgAnvsjf+f/elLNWBHAijIimF4qWlsTapR701sr4F+8MXB0anRisDCfSoQ7IZziRYCKSzmCtm7xfOSu3nwlce6ro2nDZSUK8D0gHUZUu/TUVvKvFK/TSC5ORWW+iismWj6h35oCT0jywMZwiwnByqiSAddyU2KrXIIu1wUzgbg3TXqA5IJpFQXJfI184rtQqXdYSGABGSV22fkSTGc6dxozKACdU4LP5Sf31ODubwXCSi71iOFXRQTS8Xw8q3WpXOsOnbMMjCXtugwzmNYZTRX5ngIpFGwkARsfHMah0bmxjXetSRxlOQZrhlAU4mMG0dIJW8ARca5XEsT2shX91b8L1lc/Ff6ulGE41fWO1AU7UeSkCOM2wS11P1QWcJEMWnytlaCl2no2F4SqGU1o0XLWJtjKcgGwdJ/M6Y4aTWVK3Rc/+SQeYGwB4qZtk95UAsw0YySp9UBYDTo9Zjk1nzX0b084CODlybDrlGuA4saP+7fJPcE31vzEHE3qJCr0/lOFkWU/6y+KZUJHXUpg46RMtH28+524cf99BiF7zRYtYvgLNVRBNniUFH5XjWgBweo5bACe17lAw7aFfJZl6G/OPthW3lCq+8cD5qMSAkwSNyiWiSbPBch7iWUQscbRNTaTqnCXxOrr3bBev3VcGdfE9MvYEHqXGFAfDyq1Tcet3DO6KTMvTOwOSe/eOn+O+aF8E1J1T4EUcsOlBn9IFKlWqghny5u8A774kaQxgNj4xk0uUOTN7Nx1wuuJf0+f68IVQjC+3bqzT3UMJCK2uNUM/iSZ6rJpgAFYPJ+u6FXDa6TBYjQZfo6vj+/tAM4OFpiwWDZfHl4ySukp32u9Rx6ix3NiWKl9dy+fCkyAi7XT5j5O/QR+mdIbT4GId2MhjOClbfotYSy1NbnqrLry405i9fItLXzOo9MGtmoCTuGdKNDxO42yQ+jav/E89uaPmiWUNVoATt+yDj0e74Vu1T4iyRapPaQqSh20CFpD7pPYIk4muTD7TMZ6M2S0Y0N6ixthUgzxjv5G9r1QIY0O9V/1J6owOmgwnCTJuayqGk+WZqG5bAzsLwDr+0GwNJyCj1JnGIfL4uVUPI9MeNo7L76ZA+OgaouFURm/NxbBqqmKCeY0RPfG5Ugra73RIct4VA5SjiaIpAjjxSqKlB6RZyk4p7VeotYD6yoyln5NbS2vKWQEn8bPjWwAn4zmNRnVUSg6aZtn9xodx66eOwR2ffCXY1SdrDRBS5xRfh7huFnoIiPYvi9IMp5Qpfyhs63sovT7lV1D/gvoxJqPPsG0tsR9R0fDxpljj5pczpAJsBAnKCCTJollsEi7TAaeU72XVcCK+iozV1/AEoPWdWjzvBjFVrMvh35htD+B0KIDvcM6v4Jxn1ES96LYTACp2s06+9rdtkzbAychCuxbAyQ/jYE2ZX+5Fb83FHdHB+LxvOHJ+S3QoeeD8pNaZdqgD7IixMrrgyuC7q9vongWI7MNDv0jaBSvnNVVS161nVpSVSGCbCip1FkKL1RFxYLomM+e2bDSl35JAaTwSi3GcsSGZIw6gEklBxhpZ7JkTa0Io85tkIzUcxY0Nhic3TKDNMxhOUZA4jjxKCx+Wu9IsGmUacJStV9A0A3l6XBY4ETOcDAbUE1cAP3ttoqEE6OwfudhXq1UE3BGOr431oDaf/p21lys1S5maskveBXz/YDFmR1aIcTJEHEXpQFbh4YC59s+4qvpFHOCsBgAwy1jnmaLhlpK6rJbmpsMkAZz1PBm73FiiqXh4tVwSmRlV2+8ancXcWjqwbmePQasV6lKXfEdvzY3XJKp9pAFOKktG9ZsOloyiV30SgMh6Nj0dTFHaRFMmAyHWUXmhDKfNOhAtAx9mBGxaSZ0CQm2ZbNp90mbzJSNi09L02LcEMX7FQgu3Ak6yrEk6yR5x/OezUSxgBoijxqvfEp/HHPEMLYzJXlc4YlOkjbWrACdexaaJFp7eOIEVW6dFq2sT8FTPQl0fTQzQNUat97aya6LxMFqagymzgwySsaeV2117SiKqbAOBS2UBqPDQCkz0BqOYU5UBjXRE62XCcLIlMeR5hDJbvf/CvtiJVVYbnBfv2/900BxUFNU+SAchAMQzsoypaS9En+o+SPUxTItZPx261JUqaHihrvMzTxLJVUmKse6rzmclV+5jL/swsM+bEsaayXpJlbuSuTW0T+duuGrsVrrBjGe6OepL5rha6zLEzj3C4jJLNCMZSE80aVc3OQ6o/7X4VcAJP0wJumuM8dHVaEnNoHMfnIrXO7g1vRQHIKLhVMOJMH0r3cB+bxUg0C6v0K8zxx7me8a+CW0m8Obhn+MM9zLM6a0mvljvvAyGUw7gxCPBRrM0uXEchrLsnGkDegCASV8zqPSjbJbUSYb6PoMMr9t3ntCliaKk9EatG288S+juKO0dCxs6aE3jJ39aIUSZDfPhJvEyBZzqOihENYa071j0MrGOLr0SePam9EXKY+6ODsB/+/+C8/Y+H8sivaujGmNaB0G/2VnDKWY4JX6II+cr7VAHJKy2bXkldbZyOkBcr+MKvzRopxhOVns5EXOWc3t3ua0tXS9jDOrbjq7W2GBDPVVsVQwnc3yZLOPnJcueAsExyCDvTYrhpErqqpibw3ACkL5XZiymwHkTrHIr+l7XnrAymsOY4WQpf0/Nc4buagmeCYysvR97zKpgcb1DcpGcI5Pn4EQeQsJwcqI0w4mZT70+aGcxU8DpA9eKtf2tP07/3fzZkuje0hL7I2U4TbXFHJnLMsrEbUljmmAiyaIBnmg4QT6D0PS9bGuXZb1byxNdQZ9oOPWzKZQdBoyttSa3/lZtewCnCQCd047/j40xdjJj7EHG2INbt27tfMD/dgsD6QQwkXVSVpDhZC6OYVkwnABLF5qgCfz4laJeXekdmAynvJI64mCpjg89PeT9Zica00xnvz5LMFROPFe0FFemFmcrw0kHnAYHhKOwngq8mhOddqkjzus2Tyw6iWi4XlJXiWSr5ypxeB0ndlSVBRRwMjaR6Ug8x2yGU5gWS6VW6RZU8qNOS/9NK6nT7228aANoOiYbZpJ0PMlwZNUGvpsEPZRTsv5B8e+6T5FroCV1wqmvuAkDI3akKDiqxi0BWVu8jGq5nM78U2uPA6ulbsuCg/X3xpRhD589brH18EUscUScWnqz8qnQqKnhpO7VkaeI/48+3X6O1EHiPB5/lMFTh81REOO25jqiY6Cy8bXx3wAIANIMrDXAye6EtHkZo+gXnWzMjlRBO/mMmOFES+pccMo8lGbVDKKA0wnnAJ94GDj4PfBZBQ7jaLf0YxRLM7OkLqv7lhnUqjUspeG0WXSqUSad0VzRcLWW5Wo4ZYmGD4iSlbANbH3WOOd01xq/ZgnyLJ163EiV1Iln7zN9nsxjhi6CNyUo4GfKa3FlCailpE4BTpMEcCrL72ugimc3JeOrHYRpwFM9Cyt7h6yX9VkiAPcm0449yWI3mf3eBnINmbTpOwHZrEPqhFIbXQ18e08w5XCXEsDJ2nVreIUI1OR1hjL42HteL/p79XOq0PJg3wJkpwCn0AK2i3sXz7OaERgjydbGe/e2Z+3OrgSNuOOi6YcJawpIGDYKDDEBJy7GhWOenwICzMYnJuO2azbwms8DB74T2OVIe8dDauo5VXtS8+z4nz2NdZOqE11LuzbTaKKHdgmlfxsngFPFxnBiDDjkn4H93xa/1ERFX3+GV4DLa/bgAq/9ogCp3vHztE+lQD0KaFBWaKksjvv00wLsAmTJlcUfknZNeCRcx9EANmr7Os9jz7k9OttbYzjJ+ZEFaKrkzFO/h9luXFlNds7MYk2XpLYYr2WX1O09CJz/gcPAGBP7EI9EO3W1nrz8o8B7L0t+tySn6qyNM298Bis3ptduD2VEam7EfmY77ZsGlOFE1sv5BwLHSGnZRy9OXyQBUX4dHo97mrviYb4XTvdPjisOFNAU64UBUjRcjgcTyDBLgukYkM8zLqmTz6/kMPTV3GT82xKSBuA01Q7whyc3wQu5xnIylxJTNxDvJXp5QHzsrj1iDVm6QaytUxNkfxojDCdexuyeCoa5YjhJvzaSzTOyyhdpg4UyKaMCdB9segspqaskmrNAGrAMvfT4NddpNZ9NsKpU1Y9tTZDkQvKdoWSKlywMp1BKlVww61P48h6XAwDm/X/sfXe4JUWZ/ludTrj53sl5hmGGNIGcc5QgIBmJIigoCAIqi6wYVl0DuyoqiuyC4voTV0XAAC4goKIgQXJOwzB5bj73pD71+6Oqur+qru5z7h10d9n5nmeeO/fcE7r7VFd931vv+36dedRNYKQ8ADz/q6Tflbn+aUzjmOFEwVgnrDVnOFFfOW1Tlkjq5u4BfOjPwNzd47/TTV3NJD85R4xKmdoAMQ0vyc3JPgwknp94fxWapC4GnLr4UNQBOLKHMF9vHlejEbMsSbzF480xOG50HB0o4etzfw/863aC2JGhPHknxUQAp58BOPTtPpBxxkoAlPIwSz4WBef8u5zznTjnO02ebGj7/zfG6DoAXCRk1AAtATiJm73A4iS9VK0nkvZG0CnYCLAATrVynCw88FXgljMF4wkgpuEZgNOqx4HvHw2sfASenFhzbSRxXHQY8K4vAyf+wP56c9degUfbn6YvHlmSOmMHrqdbLLCvj/pi0amNAs//GniMJAO0owWhDq8bEccTSeoIWNQAiwyvXSqpY04C/Y8Ap3o1kfgq+vGjjS1hD57pvxQtIAdeBWx/uv634VXAioflZ+vvQZPrsq14U4t4ipFuVPAe/2/AqT+JQRYV5qKsCjZZiAauE4NstbIAiT43BfjLv+nHSwEnBIIFkMZwUqH8OhYepD+uXhdWwVJ2vLWnF5PFG9N2YQyArF4GwISB5CfXxqwAM2hnM9nFpMz9qG06ABT5WAK4nAyRkOd81zBetNGGMwCnFLbb0sr12KX8jQgE1RbXa3cGvjBLfFcWhlN7zo929ihQ023rikZ36x038t6ou2Icjo4YyU3YoqQui+GU74oNmM1rM7xGMOJUyLGfGCMaw0kuQ1ZJHZGnpYXq6jLwugCU+6UEw8JwatDuLdGDSRBaGTc7ci2oOXqyvAUzpF/VUeGBErWu9vWfJNpdKfOQO4rgPAKcxpBDiXTiHKuFScDAZDi5gVgHdjxL7wTk+sR4l7CcGqEmRzDvjehjauL9hyzsJwDpHUVNyYUKaYodhWI4aR5O8rrWq8A3dgD+dUkMOElJXc53Ep46uXwxLhbpfEm9e2jwMBXEVB5Otg2hh4Nd8cxbQ3hkWB7vIzcCD12ffBM53pUkfBoj1z/RmYo2vwjhIkSDM3i+MXYiSV0T0/BinwDoj7te+k01aU4SMZzaAdeP/Kaq3MUgb8NdL8q5QH2fqZK6OI8yASe1PukMJwvgpGLJCQjnCZZTAVVDUvcq3DExr9S4h5BDgFRbHZGcvyOGEwEeqXm8VxDzZr6LGN6PJFuXyxhYcjb+oXYOOvIeqilM6i0WbImjl8/UcyEqFVP3jc2EF4h9qZQvnSdlJHt+JHpKoSjew6mXrYBnDDh1J/3Loq6Fw6KN+fcOioGHLFafheGkOjk3LEVtDW58aC5hOJlrQYMwnMxjnbOb+GkxPo58ieT38LqUa/4k3A8PN4TvnQI1tcYmrTCc1D1R1QGnk3eejZk5ea7Eg6u7GJBNP8v9oWSBslnRp37xNM77wSP4yl3Poy4BnLA8lJDU7TLLBAvnsUQvAAAgAElEQVSNjWY5l8wsijXjGQk4rV5LwJENL2keTpPac0RSt06sB9/eA/j+u9M7As7cMf6/2YmU5mBvPQbcIBrRjPGcbupszreU2aZCzQWn/VSAcyf/SL7WuA68oW8sUIYTXe8lu0YDnOSgVH6w3181C//+VA1538GnjtpW3DPqEAuybnrkRiEXpGE2LCD3B5MgrRNWte7mroXhdEu4X/yL44nrRJUn0cFYZKc03v11++ss96aSOw7IzXI+tgGjFTGGehqWew1IkdRR0/A4J+rkg/Ck1DjapDGZjWa9ufYZcZ8H+nq1jqwlLouP4wO7TsKSZ74i/vCry0Tzit//i/3Y30ExEcDp4wCmMMa+wRjbgrE0Hc/fNB4GsCVjbD5jLABwMoDb/huO4+8XhW7gjF8Ilg9NllMldfEiNVZrJBI7L1eIAKfQHAb0Ji+tB565VRiDAq15OP3HiaJl9Y1HweU1mYAaXh27nie01bZIFHgWk16ATFC15MRkeDhN6hXJyIr+sZhZ8f9OAX5xAbD6SfG7mkyNc6txhikdubgNJ0kgQh5faycg58gcODBMj1USZ9n5U3K9VejDKPWQoOavWZ479PrS8aF2lu/7ovhpgAwRPRlA1bEAOOVBYaT8sKUwAWLmW7EXWHRINhCp3o8cb+ARwKk+BtxxCQAufyIet+0xNTVAXSQDaabhKp76qfiZAJzU51WyQTz1ecXkWHc0GR35vzq/oE3q9zOOkSaicmwMG2BKRziYkGZu4YjFMe85enFx5DXJBD4hqSMJg1o0tzseOPY78VMQoAaPAIFy3HEeJ58Db1g9nDqJpK5RixOHyA9LO7lpyccAhDKJHRvRCycmgRQKcAHAJT99Bn98eX3Sr0UFLeIpaGMzDd9AACeVwJqsCOrh1JXFcCIG3GmhEpnyEHDLGaJzzSu/sxrDWrvjWQAnT14nV35u3WA4be28ob9g8E3gxbvi39U9bbZEhzANB4D7X1yHF9cIBqQDjjL3oy5f0dvUGhZJXRl4+Z44uXJ9YJt3A0d9TS+mHdfe6ckopn/QdlbiGAEglGMvtcV9GuuMtkqmYcoa5LUpBG5cAClgjM7vcgzUVcch19EkdXXuIAhycfFoZTgZ5+DmEsVmTq5Bk5gc+2T9q3Af/1Q7FecOnInDv/4AjntwDn4/+WTxxzWWDkhy/R0Lxfd5Ryh2ossLj0ia7lKDV1ko1ODBd42cIpLUmabhJsPJAFWbMZyIpA6IwaEN6ALAsL4iN9OaSOqoh1Ma4KQYTpccuAAO42K8Oxa70lw7nDN/gYoE7LgxZoONgs1Yg2CQRWGCONUR4DdXxGuhmgtO+bHYzKAbGeo61Up65y0VvVvgrd0/g1EU0JH3UxlO3ZNnwHVY/P0am29xg4YUwEl5h6nrPW0pcPlL4nhldBbzqCpfsPJgoiFJUBNj2Cl0J1nMHQRweuLHwJsPx3OXWRTSsDGcpG+krQNsFV6S4UTZTLN3JU8e1Z8XfYA8HivgFPsSAcCb/fEapSSsvhVwGodpOJ2HKsP44nFLcdoymcsUKODkxzmGDQRUa6JUVvz0USEd/u79r+AVObQrpWHND8xDHb2BYbPQpUsGVXHe7YrvYe2wOK9cg8y9a56OuhZWWQ7dxUA3DR9dD6x7Dnj1/pidTCXLQYeWOyZAuRSPwDEEOuBkjh9bzaHujYUHARc/CcyRY8TccKpXkgwnC5tVNZrw6qP6axGzmFXnvm1ndGH3LfrAyOZoZYf3i/+89vskw2mq3hGRrodUUkcN9Z1GNVp/vzPnK1hW/i6e4fPi91DMaJPh1GjEOVRaJ+2p2wIfekj8vxnghBwWTmnHWCBquvrQOozKDbDOcBwMJ9qVljCc2sPBWFInx5Jr5ormcanOlYsO0R5eR3zZXIdHx9HFxvS1rTaq56bv0JgI4DQAYdp9AYAXANQZY6HxL0P7s+nBOa8D+DCAOwE8C+AWzvnT2a/6Xx5+AViwH7D4MANwskvqCsSEeaxaBzMBpyCPzry6+Q3MMM0gGogTDS+XjlarkAteCbm4m4j2XikJgrkL2WYptABi0lfJltQxB1P6xO9v9o8l5HbRQpUCOHEw7DyvN5Kf1QcImS6sIa+uNV2UmAPHYDjxitp5SgJOZdLN4MT6p8Xkc/BngIsejResDP8lzb+Jjg8l53rlPt2cUAadEENm2a2tjggz94e/Z/9cU9ffbEc6ApxiSV107vVKsoCWBcm3HngTXO74FFmlNYZTZUjselLDcCAet2E1uUtlxH+G+4B1z0487jRSGE5qHKYxKLTjG07835SLdTQGUWX6fbaAiY4anksApwM/JajK5oLuG8dhk9Rtdxwwe5fE4WlAIKCP2+oIAcl0DycmjyEkxV1kVkqjy9JWGACXx1weNfwCUhhOf359BKde/2fCcDJ2+Ol3TAtac/ysfS42SAWinXNmSlnpvKWSaJPOz3lrDCc1n5YHged/Kf7/+I/Irnl8TzrmvAXo90u1BDz+H/C4BJwkAF43GE5bM8PI9uV77HOLJTksOuLzvnPfKzj4X+63go4qBMPJ4uH0g2OBJ38iPyNlDXG8FMBJJpSds4CLn8Tv3eS4BYBypYLfv7gejTQZcqqkzvD8UWGy5oiHUxmBKODDimQgkPlAGSDLAj/nu+AEyKvAF91bbQwnU6pz9LeA2bsBu30wAZjlZNE8RcklO6ZjIxPj9MHGNrg+PDLeMAHDrzdKoHRsIxIhi4MxCQo8x+dg+/J12HDE9YThpDZPkrKdqg1wapskPG1K6w1vD2P+NefNZh5OqpiXr6vIxhdKdlOOGn0ohlNzwGk9dDBFreLl0SF8yfsOLnxQNDdxMiTdjLGINaUKZjNq8CIpCIAkiFMZAf70rfh3NRcsPkxjDAGI77PqqJ3h5BdQDQUA0JH3UgGn6PqodSJot3eoTQOcOmfqnfO6ZiVAua6CH68t/zxXsFNU1CvwGmXUuAu/0JGcHyjDScVKKWWxdc5TYWM4yU7OKleukCYvNZ7i4aTuyd3OJyCfXBcTkioFOA0kx53ReS1siA+77cN74ux9BOvVZ3W4DkMAAkpWS0RimSapszCcwgpQr8BR9wu5VpPbc2jAkY0NePJY1z4rfkrD9Ll98dw5KtfiWmkARaKq+MBuU5NFuTlm5L1d4OJ5G0bEtfUpwNKoA2/8SZ5vDnnf0SV1dP5RJuHdpGFCp2HMb3q6pbCiymbNYm5QNDIYTmaYG071sr6xoMAYx9PAXSWp00IetxMqVrF4Tm+b+OmTWsmfsoVYzxq1qGtaFNOW6L+T+8MhgBP1KnV5LQIff/QiI+uJ8R50Q1c7Pz/dZxbQCQTR+doApwDdRR+Oyr0GV2C0GoKhgY56iq20rS6hbGYCOLVZAKei0dGdm41FFOA0f1/tvlxNJHUOY/E9UBlKbrguMLz/3oExEcDp+y38S9FKvX3BOf8V53wR53wLzvk//a0/739UZDGclBkzi5Pel9eNYuOgzjBwPT9iOCUihXYOQGcbZfk4kRhDDnkb4BS0JTshcZ4EHZoynGym4dR8dGvM6BPHumJjKcF+iszeIhq5vjA2wLBkVhdGHPF4dUPMEHDrY8ira00XJeYiME6Zq11DizyNtpB9w18AXP5ynFSqa5TS1SURtJjqniOStobckTEWSUr5DC2Mhmin04ytjwIO/4owLaXRDHBS3628Vp7Dot21+vCa5HcvC5KfPbkO6xrxAuc5do+ZREzdLrkLbUsgLbGBd+Cy2gfR3RYvIKt4L0LOwDjx1LK9h62gVZIhxVqjwIgsaFUC98tQFNLPFHdOMpyoJCoy85djdtfzRTvxQz8vfs80DSceQ5Z7LOrWpJ5Hd2rHNkZMoiECkrUThhMdr32waP9n7Zh8DACTx1wp6SCVIxMXE5SL2ranMpzIfTOXdOSk31uhN8lkUnR7+vj2p+v3ufK0MXdKaWeprPa3FHBS4RHfF5K8uB1NAKff/iNw6/kABKtFJcx1I3Fd5BgNExTD0wzL/dXm6PfnyJBI8IZNXy1I78CEpK6J74WSGG55qJ6cRW8qx2BbH9A9B5W6pRgGcNMDL+K0G/4cdU1LRBogTDvX0Bhepf8u55SC7wJgGI7YrwP6eJPHq1pcB64Te5yBGLrbGE6mpG779wLn3ClAdJPhJM2fpzAJyHVMQ/nUW/H45KNwbbshcwbQ2ae6K1rAEHlfjNXjcduPTtRCxJKBaC0jxaEcw1V4yQ48jhuvu9RcVa1H7dOAeXsD3fP01zVjOKn3kt+nAucVCyLqlKW+zxQPJ9pRtm6AMUratHjwDzjRuy+ah1ILTBkKcGqoa6zGtowaXHGPqEgwnAyQPostG/mRjIoxaIZfQEWyqYqBixpS1k4119PNN9r5K+1YyedEnaoA3W9URnfR1ySMkZE/IGRNAN7kk9CW95PnrGRZdC16UzIjMiV1yc2p49378evgE5jnCNYdLaB1DyfC2CCG+on50RwP6niG3gS+OBe470vx3wyGEyA235bM7EJbQax/PurYY4u+pKROfUfmtYnAlBTfzcpIzMIkbIpF08Q9rViYGghcLQn/OseL8pbZPXFOMcKlbHtIZy5ess+MZE5ugg0yV8w3xByyYVR2V5Vy3aca8wAAbr8AORw/j7zvYp0ChIdX6/OPGke0Q6fZCddkOKX4Po1xk+E0AQ+n6LUWhpPNY814fcOWj8tr6srPVoB6b1H6PbXF94Df1hcDi+ue099n8lapx+hIo363UdO6m7fXB4Dht1DmPt4g3dfi9zA6Qtrk81lhldQlr1MZOXTkfLT1zUSdO/DH1qE8VkIXRiPvpUTY5isqQybM22K9OeDEwIEbDonX60GZU01erOX+tBGAy6B3iDUBS8tc+U6LcQNOnPOzOOdnN/v3tzjYzSGDTmBmMU1Mwy/1bsF3/GvwqydXYrSk37jMy0Wm4eMKiso2AxdkJCbv6CBYkuUUVpM7LLadfcCQ1JkMJwIqzdoRs3vFJLCiv5R8P+VPRX0LSLzQmI3F0zow5olJKxyIWRBuoxJTsmlS47hwDYbTQS9+RrRANzvMASiTxMN1mF6kqu84g3nGOcenfvEUfvTQG3ox5RdJ967hJMOJSOq0BU6NMRsdHBBAzi7nJsdfsx1pelyQO8GSWeXddERsUKlCTspV+JrBectK3t75yceicVPJZDhV4OP779sFfe3xQrmK98YAkErMbLI8W0F7wo3AOf8F7H6B+J0CI7KAU+ydj9fOwydrZ+Pm6VfoyTlIpxkgLgzUgtrWB1z4F2D3D4nfzZ05K+Akx8i59+CNU+6N/hyNSXVvUanG6Ibos0c0hpMPJq+vS3YqaTckAGIXPKVAcOQY0ro6Iu6AZTKcot36NA8nlRSceQdwyGetn5lIwICY4SQ/9+7FnwKOvlZPPjunA2Di2th25rLkdIAdcHKDOAFqj+exXKfFi5Cahj8W7/NU4EfdzkK3yTEowGmPC8V8vNM54ndLwps3yMtrZUOOYRSx95ZGZ9BamN6lToVZtJ17D3D+H4UcISCUdxWqmJZjp1K3J5iPviaAiMA0rlXRTFJnridkzgcQFU9FuasQdTYrD+jnKOdPVeDnPN3DqaqKPN+QIQDppuGW4xdrEMcUKIbTNMzYcnss/9DN4NQrTUYjLwuRtx4VjDPFIgAiIH0sNJpeNBpJDyd6neQYrsFDYDKcAGIcTopTtR6dcCNw1h1JcLYZ4KSkIhIIiwAndOGgracmQXN1j+5whvY9mGt1jcfrmpIr5iuGD0qTDQ+1rnEJOK3q2l7/DHia51mS4WQATlmMcp8ATjZJnZePGE6B58Tgghnq+1Tfb67T2pggFXDy8nqOaAOcCr7G6Nbi2dsBAHc3dkBb4Opj328TG4nM0UEwlTNkSVJSwLqtnTeiBiGDPF6zazZJXVjVi+eE1NW4prmOuPNgbRR4iTS8iTyc4vOb3J4DYyzy0AlQx24L+hDQtbNGGU7GHGaahptM+rGNMaORMJwWTxX3TuzjROav9c8D4EDfwoi5UgtjkF9tkE365fu1j/LCsWylBBBtCrtjG5DzHJRrDZSq9ciz6P7GUv35Xh55z8VbfBKqTlE0aTCZO4DOujcBpzSGk+ryKGMMhoeTea3DWnIDOG0+sDGcrIxiE3CyMZzGgEYIpyGsSlTu0ytz1PYusgYXuuPvea0EnHb9oFhj6YY8c7X7WTGcXF4FI8c5NRSbLi/zGQn5PID4PqH5NaAbhmeFktRrTWrUxl18LcZ4gI68h1l9HVgNcX7uyFvxZostskzDR9dpG3eF2gA8prqQSsDJd3Fq9R/w2dppKCv/uzcfElLO/tfIfNmh3XerEN9nLuN6J2XazKnTkJu+Q2MiDKfN8d8dWUCPpyR1VVzo3YpD3b9gO/aavmgBqBenpDOcsoLqoZv59cgoIS/MUm1h6u6ro8ldyFSGEzUNNz2cyGtm7hTtyrzZPwZuvl+/BJzKhqTu/D/iO23n45eNXUWSJDtAOENx++uAV2K/LL8g2CWAaIvLk7vvtb983yqpo740VXPXPo3hNE9Q+zFtKR5fMYCbHnwdV/zsySTgFLXBHtIWupH2+ZpfRYMmocqkW10bM7Y4wP54K2PCy2uFhSkZ00ImeFXuoR/GuG+lnWiPBXCKGE7VTIYT8/LYZ9Fk+ORYBeAkv4/VTwJP/9xutGkDnPwCMHvnGGS1SOoUU2QERdwcHoxK0JO4PlOxEZ/3rgdWPkIYTiny1FYkdSohmrkj+KTF0Z8j1p0adxR8HHwDAEfFKWrJB5XUeSldigDYAR4ZruwKGFbI6zmPpGIl6NcjZjgpRoxRqKkxb86bi98lvDgO/EdgMmEfzJCF4fAqYO2zyNXFvKDOS0s+/SJhbpBCmoJ5WWEFnHLAkGTUdMRgQaHNMu9ThhO5t8vEg8LsUpcIxaSYu6fwWzniq/I4bICTPjdv2CCSphFewH6Lp2h/E5K6Jt4HJpiS64j9JaipZ/SmcgzK8V6u2RlOcUvxlB3PtO/FZAmoGHwz+VzEbcU3NuTrEgwnkQSrMRp4jnZdY4aTRTadZhoOJBgbeVTRg2EELATPd2mA1LrhJCC+vkEKr5fvAf6NGLbLObEU6psJNaMrlTiBJMOpxj34tg0mG+BkaylPw22So1DPPMQ+hJWgF9tM7yAMJwNwWnYq8A8xUzTPqjh7z3nYeV4Plszs0pgnSq5YrBlyjSY79mreHh0U7Md/e864nuMFnLK6stJCOuooTNYEvxDlFTnPzQCcFMOJbL7ZGE5e3n7+Zic9C+DUVQzs3Xg5B567AwDwm3BnwSqg42LWTiJvCFLy33EynMxYzePX1+CJ8Q4Q0/CyLnOl5+/mkgweKqEBdLm2heE0pVN8TkWCnTs4L2L7jv64IyLQxMNJ+c+Nxs+lsf4FK8NpsWQ4jSmWH52DFFAh5XQANN+xUaRc18qInq9SL1IV0teNDa/GpHZxLhtGqvDrYm55qKHnCNzLI+87COFiRbuUhNEuvSqyJHW+sYmhxvnR3wQO+Vz0NOHhRCV1Fg8nEzQy1RoqzLFHuzXTMO4nbgNoaqXoHhVzmxhzfVJS19VLNqUKPfH3vOFF8XPhQcJEna7Lk7fSzs8JFMOpat1MfZ4nLSYANGc4NfNczWI4kXt7DIIsMbu3iJVc1HK50bcwjxkdUGlYTcPl/aLYyzJXztf6EwynQuDij43tcEN4uJ4D/ccJwNeWxQyyoD26ZlWvA9SuRmM4Db0Vj5/eLYCT/uaisP8RMSHAiTHmMsbOYIzdzBj7LWNse/l4j3y8Sd/7zbFJ4QXClO6jzyX/JicOaoSYRzXapftpuBe+Xj8GG6fulfRZaCXaCZWyVYYTcvrkTcMslKsjE2A4VZIyNQoqzdoJXUUhISxVQ5R8IzFRDCe1+6NAsKnb4ifuu8DhoC3noeKLx3OjcaKaQzW+1n4BOP3nwH5XAEf+C4AkILJy47CVJvo6oaimAk7mjlH3XODyV4D33x13jQL0YiooGjROeax7Xoxf7/1TjT3DHQ844SZg/yuBeVJ6RNvEA8A2RwPn3mv1/BGf1wLDySj2UgtiziPTwip8bOQTAJyyGE71cibDSXX3ovKQ1bwvvmb/dijwk7MEa82MLKDBxsSRiY+ZwLkOSzCc9nKfxqnevcD1ByQldWaYkrryEPDn7wpjajUOybF6ZE6IdqEjSR3ZQep/TTzH1QGF9pwX79CGGYDTovRGp35evCevjETeFmiEYOAIOUMIV2tjHgFO6jzWPQ98ZXHcgSvL8+Kcu4C9L9UBsC2l8eOztwHf2g2LBn4vfo8AJ5I4efmYwt9PvJHSOgmZob436iXBWOwpQBLm9pwlobWYhgNCUqcYTlVbcWeL3gXiHFXhZGHGKOnWpd4tOMf9FQb6paQORey3WGdgjVUtDKfxFNGmCS4QF9Nyjq7U7ICSFwFOKR5ONrNnIE5Ch94Crj9QeNeFNa2LDY2c5yBwHQwodsRYfwrDyYuezzSGkzx/lfDTc82SIiQ8nGqYKnd4Wfs07W9rhpK76evq5vzERTfaFQ9FGz4lg+FUCynDyeLhJL101qFLSJ7NiDrVkcKg1WKkWcgCqiYBp85JM1AIPOLhpEzDCWBAxl4eFSyZ2YWffHAP7L3lJA0QCVgINBpCUkLDJnkhocz6WUW8bhhFrYtUlXu6pM7crDHv7ay5JGIDjsTzNPUe9PKR/DRwHU1mu9HpAXY+V/xSMwrxXLud4cSYfa33cvH3DNgBp4KvMboBiLW8/1Wg/zUMO114lC8S8x0d+8qoO00Ou4mA09PEALkKN55btA0qIqmjc1fa+KXHNLwqfr3h4QQIhhMAzJ0ixsgkNoQ97jgIHR65/tQWIbGeGWC5yomnLxM/1zxtZTgtmNwG12EYDVWeSeavtc/Ig4sBJ2XQPK+viDnMaAKgojoS56t7fRQ409LTqSMGoHuL4jpsGK0iCMVxr+D6esK82Jrj1aJkP6lOxDQ0hpOxhpld6qokByI1Qxk5+FQWbDKcGhbAKS1sY0+tY5QlZ4whniapiwCn+PnKw0kbb/nuRLfuqJaitZvhcaqajXi8Zt1MfbGRwsZR9wO1rAA2UVInxxA5rzIEw2l2Tww45UsrI29T6zxgNQ035pHu2YDjwa+Pog3iu1VrdZst97IFua6DOR3sdEiXugh87p4jfHrTGmi9w2LciANjrAjgPgA3AjgawAEA1Dc8BOCLAM5/m45vc6RF95wkeg9ESXqeeDgFrIacTLzvCnfGNfUTsWh6a+wkLXL6zmlqkWvEGA+QT2M4JXwLSpYudSmm4RHV2SKpy7ULY7yu2VExqVhO6xoGcNH/mt6SnCxYJbm4FgMXtZwY5l4YFwV5VJFnhOLcPRvY7xNiQScMp0dnnAoAGBwetUrqKOBUb/C40AbSGU5eICRUXqA/P1VSR7phBG0YqjmoIy68Go4PbHsMsO/H4mTSBJw6ZmRPjq2AkEYRanbRiqI6GmnIq/DwpfpJGOIFfNs/XfzdwiBLRBbDKaxmJg3KRJ0WTxrDKToBC3U8yzRcXSMqqavaTcM9h8WyG1s0A5zMpOXJW4BfXw58/+j43Mk97ZNzLZv+J5ThtPE18RDTz9N1GBxPyocaFsCpb0tg308IUDMllKSugErcilztGsFH3ne070B19Wl4clyteUp0nPvVZcDj/yFlAcguammSmsLeU1JBMAZscSAwdy9x7dSOqgThxEGNk+FEwaqRtYLV4xc1QD4TcDIA9wr8COSvptxfXDs2pu8Mq2ObriejhcYoJmEQF3q34ir/ZtTlOBjmBczva8Npu8XXsVy3MJxMk+qsJNQqqZNjMJLU2eeAWWwd/tH7fvaupy3UvfDANcDKvwC/vFQUiilzDWMMnQUfg0pSd9uFwP1fJscrzjdmOOkyoQhstzGcxiOpY1ViGK4DTvssEoXbwdtMxa0fEhsJA3U/WQg9c6toC84b4GB44k0dHBQMpwwPp6d/DgC4J9zevpkVdaqjHk7E62xTQq1XckzPmj0HxcDFWASaq45JdnlHHtUIoG3LeRoQAADlcgld3DDjtvmwkFD3XVAV83yF++DE36gGNzINHyrXUPGarJ2Z94oCAkvxmtBFACe/GG1kBZ6DkMVzyZDTI/zB1Dkp9gZzxPVMW2dtDAw3pxd8ncm95+6Cn9hEQb0cAZYvBlujAUfIVemc3QxwGqdpuBlPS88gQLD0ympuiQrosl48awynlDWaMvh5QwDZnEfjvmphOAWBfl+esIwAL8/dAbzwG/s5mZI6xQydtbP4ueLPYr3w27TX5jwX8ye1kU51BHBSDPdJC6OHFEj6qXdviz81SKdEGtXR+Dj2/ViyQx0g8iC/DaiXMbtN3Jcbh0vISxNxBSaoYH4+qiNeyEuGk20jgIKcaQwnde+qYwyKWp1Rc3K6bUMrDCfLBrP1tUAMCtMNfGMMcducWCtF+SYFxSPAKcoXJLvOvCfU/EPvIQVIylCSOp/XwMJkfvwCT+GTRAwnA3CqE5A/K1Sdw8MY5I46/ca5SgMOOvIedpjTgzVMjJH6xhUx4DTFMiazTMNVFHoiZce2zmvymKWkjhjyruEpagJAA+E3+GLsvdgQ1+vlzl2TwJfpJ/wOj4kwnK4GsBOAYwEsAOGMcc5DAD8DkL59vTn+tiFv+gJhOJ3j/hoHu48AAE7eYyG+/d4dsHx2xk2TFlROB7TMcCplMZxakdSlyYWyJHVeHnj/PcBFj0W72bN7xYK8qmbszIUVYVYZVsQEkOtAuRZixcYSSpHRpocwl0TO86xGJHXpu2iDvWJHxq2XrHTaV7leJGgspzQPJ7IgpQJOQZvOqCGa6FKlHrNDYFB4cymAU5r3Sat/BxITfc1JSQbH+qPOZBUEeI1Px7LK9fjP/PHqiJt/lo3hRCm/GZK60FUMp3iaXM17NXZNamQBTtRTS4XqUmd0+7IxnLRoBjiZctFAy+8AACAASURBVAiqG2/CcIp20NSYKScZTqNM/74dxuDIRDzfsBRkc3YD9r8iO/mQc0IfBrGxJL8fAjx2FXxwrbOm+P+o7TrdSvY+sna55+wukt85uwu/CkswWmCc9lPhOcNYzHAaIKDReD2cKFil6O8d0zWZRrtNAq0SM8PLgno4pQFOWjLaNct+rIvfpf06ed2fcGvuquj3+evuEZ/ntsFxGD53zBKcvec8AMo03AScDE+4rCLaKqmL5UKc81TA6Wr/+3if9xts4cgk1ATTUj9THi8tZFY8lPmSzoIX+7+U1gMv3kmOV7b05oTh5BF2npr7VJJO17FMSV3Sw2kq6VBH44vvWYKrjtwGXzlhWZQ4j1bqmZ43Ve7iq//1ovZYLWzEBZwabxR0WSsaBd/d2CEFcFKMBgICRueYMQ7e9eVkcwoz5DibscdJGOrcEsv3PgqFwCWyYMVwIh2TSORYLfKd6ikGuCvcSfv78MgoJjHDG87mlURCdYf0axJwgo9KPi4wavAwVgsRNjiWXn0XrvzNG9b3iSILNKFmyOq4NMApTyR1jtYBq858nU1I5XSMpQNONgaGF+gbhhZJZHfRj31QVNTGhEQcwHOusCUQDCdDUgdsOsMpRfb/FI9zhSp8hA0uxny0QVXR/WhMSZ0tzNx1cIV8D44qdzU5+uR2eYzGnOgOGeNCMaPNXMucLxVQrwCn1yRT1wLMTe/KEw8nAjIMSwYTmVNGJeA0vSuP79SPxLXOexPvJzY3Ld6mZkiW05xAnNPgoBi7IzyPMnKanYCQ1In56zXPyOuoUT0d9ybDSV2jF+8CHrlJz4FIh7e6Y1xb8xxsHk5pjHtbl9oIcCLHbYyhZgwn6oPW1yZfq0CzQo+oGxIMJzn/0DFm2BswBTghtCoAVvIUkCTycCL3C9A6w4mxZKc69f0Y178j76Or6GPyTJGr5UZWYoFa6212DVY2piELzndF98oujlAPKRuFAml6dXz1UxhuT1FOeIHYTA3a8fO+8wAAJ1avwgeqF+MPvccka+bNgFPTOAHAdznnvwBgW4leAjBvUw5qc2xCyAm1iHgyPMB9PPr/nMk9eNcSCzOqlTB1sK0ynEwDPhrmJPTcHcmOT2ldnrJMw72cuPlJYasYTq9XLKwD2R1FIdwnXPcg9v7SvRgoiYmvGLgILKa9eSqpy2h/7kiQxQ3L1i4yK7gO5umAUwrDiZybBjhRqqhfsEvqvBxGqvWIHQIAnJoUqgnabLHcjLHRipm3kSjV0zycxjbC4WIHWB0nhxODl60wnGxjlFJ3MyR1oZLUOQwrGuK7/3Nja9zdaIH+Ol5JnWQ7jfC8xmRxHWaAK0ZEBXjKvZjSBlx8pvxuaSc0wnCK2QEWhpP0MRs1GE49xSCS1BW5hfnVbPwAESttnrMG/aNyvMrziAGnZAyFTRKaLPCn2Atc8pQAktomASf9EHjfnVpRzmjxxFg81tWOqiapU52EmgCwqiChYLJsPWxK2oq2Tp9vPizYmRtf1h72EEYFNGUx0mA0GU0B2bDb+SKBI7uGymQXALaqiZbZdT9O6FRyZjUNL42D4WST1EUMp+7IBNk3O6LZ4j3fbW29sgHmT/w48yWdecJwMkMeb0VJ6nzdwylid/pZDCfL/GgAtjnUMBmqQ53eQaivPYdz9pqProIfAU6lapjJCKmZLE4A9ZADk2QXnoHXReMAg1m3jvXiWT7H/p1EkjpqGp5xjip2PQ848SbgqK+nd/KRGyQ9e5yFzo/+BaxrFgq+m+7hZIw7ynCa2VPAP9dPxpW190V/HymNJDttpshZVdTkuqakxWUEKAWERSE9nJQcnvo4WiPrGmkeTorhRFglXiEy2A88Bw0CQodOoLNjIsBJrlM2SR1g3zTw8naGAYmOvJ/0cCKA09MQc1FbzhOA1RHXiO9ebU6myfYzASdy7cxNTgiT+A1BzNxQOd2fXtmAc25+QjxYr+jjR5NWp8xj5jENrCD+TfprFMMpcV036HN7/JlmlzoyX9Yr8ebSjB0EW03NLZbzz3mO3TRcgcOEiaNYedO7ChhBEdeU9E0JAIJZDIj1LysnlKzH2b7ccBsS86VqDDLqkEYxfiHK/QbDvDgnFdu9RzCOtz5KPz+T4aSu0cAbwO0XiQ05R3bWJeth3bzXHFcHWMcjqaNru7qOSpJM2agJhpPNNLwU5WP0Huppk6/tmCoY5Ad/RvxONxU6Z8XjlLE4NzEkdWpcBaxmzY/X85R1VL1fqqSuhY1aU1aXsnHXKTfftttG+D3OYOsxXzGcttg/+b62GpIxHfDJd0eAk8pxmKy9qKRuBZ+Kt6bsk3w/NS/t+zHg46/j5Yb4bvvRiTsbu6ASOmIcUQ+6NLuYd2hMBHCaAcBiWhJFCTDdfTfH3y3kjdnB7HRvZixS1522AxZNbbGzmGmKt/REYULXJMZ4rL22HJH+6++vae1YAOLFU7EwnJKFg+pU9/KopaiQu7Oq2H1yZQy0uA5DznPQ29ketYFV0Y4x+CwUO1VpEypz4OQI4KR08SQqCHDvZfthkuw2MVSu4erbnsYjr29M93Ai3yUFnLiWCBWMLnWxSetopY4aaQetLahpSZ1JQ51IGNrpAksBfWRhUuE+5vTGr4kM6LdsQqTc4Qz743RBNBhODUYkhhHDieHQ6j9jl/I3sQ7d+Hz9vbh53/uT0ivy2nFL6iTI2o8ObEPkrq+sG40NDG3RqIlCJA1MyToOBdgRwMmzSuosHk4ylMn5efsswIf3X4jdFvRGkrp2WOagVhhwfcJgdC5bg40R4BRL6jpTumv215okNM18PIq98fXa+kjBxiI7UiytqLBK6pJyRWvYQBAFRBqAk+MwrOIGSPCbTwD3/pMOdgFoY+XoPnFTWsFryWiap1a+C/jQn4FjvpV6CgAQBvGYVYCT1TR8PIBTQFgbKtZL1k3PvIjdlMqe1T7HTzd11T7Tcr+8dLd47dKTrC/pLPhahystDIZT4DoRAxBAzDRRY5NuKqji1jbujCKuwAjDyfBwotEWiOMoVcNMhrINpKw1GgIAUDLLtx5NsHVXYQoA1kRSR03DW2A4qdjxTODUn9j/ZvneioFLPJxMwEkfC3nEDKdZPQWUkcMPw4PwppT1TP7RYZjtyAK+FdAcMUNWRQU+hj3dmLpUDaOuX0No8r6tmIaneTj5xMPJczTvvdDx9S53CnBSOYDNNBxIkdQFwLKTgUO/AFzwp+TfAeR9Jwk4VYYjL8RHQ5GDqbGKnc8R3310ruQ6UclvVsMSmg9agKkxBOhqi7+vOY6QfZ5+w0O492U5H9crusy1FYaTCe4MrrD6NwGxh1NiThxaaX9vcz1T51grATcfJ+S8kxaJzQRq2m1hNgaeEzO3FZDCeQwOS6CkWm+gFnK4DkNn3hPgpa2MfPU+8bMZw1eC0NOk/1xpWDGcxLkMkM7ELpHUjYXQ1858F3D2L4GTbtavX5uhyjB9e4D4fiYeTqFrWbfpWm61Y0hhOEmpqDhOYzxQhpMJIFoBp7EI5KfNU/rI2MX+VwA7SNsJuqkw1QCCL35CeAGbOYj83AA1MANwasDBxrTyPuHhJK9PCshvDTWn/PJS4TmWsnGnOqxPni7muPnOavSxYYR+G7DVkcDhXwGO+lrzz9MAp5jhpEKxkQuBvh5WmGV80A7droehsp53Rd0dKXFjM8OpaWwAkGUKvi0Au8Pm5vjbh5w8O2BvSern9AXgsO2m419P2t763EQwIwmduaNgBDSJUhbDKWv3Y9pSrXNEIiganuh+lCwulKTuhWHLxLdGgkAWCVYxcMEYw5SOHPoN42pfts+ssSD9XJgDVyZJXlgGVokds2HDr6cYuFHx9K3fvYQb//gajvv2gxkMp3iRodKSOifH4TiGpC7eUS5VQq2wsErqzGgFMGgWBmjVhWH782T3iAo8reX62iF5DrN2BD70sDB9NuP8PwLv/ob9fanZvLGg1v34+1UaetdhKCGPtYgT1VGnPelPQReSVgCn6jDQkN+bBJzW885opx0AVvSXMKurSaGcxdzY5hhg22OBvS+z/90raLs/Bd/FrB7xHSeKNVMOBWBQ7sofvXwGLjt0MRhjkQeANVop1mRyPI+tRn8kqYu7FXbkPSvrq7/W5DpNxCeGFDFOWsGnWBeapE5R9Zsk3FlFktnSGcBJ1atwQ/1dkS8AAAHSV3T2RRvKUQHtsxQmIC1Ytj4q+zibgXUEvFDJ2Vi1sWkeTqo4ePMvwD3/JBJtBdZP3Q6VWiwRahpu0BrgZJvfeCgSUZsfHMRuazPASXWeyvmuJqlTLMqY4UQldRkeTpaYxOQmSQZzqZhTDKd6JvvRxnCqqTVGefj98HhgzZPac4Yk08sKOBGT4ChaYTjRSNvwsGyQFAKXND6Q92PDKH6kWfYPwoNihlN3PAZUEd5eEQBEFb7dj8YSdUe/ZyrcRz/iuboBB+VaKJiAAIa0MWTJJbKukZJ48UZsyk6lRV4+YgTmPBdjflz4hk5OZzjRFt+A8MIEkuwyq6QuJ3bxd79A62xGI+e5SZn4+udFgdo5C2tq4jtuy6UAyXRO6Z4j8tD2qensN3VcKiwWDWXk0FMkRuokz2tAeV3ymNGXkNSl3KPMuA8GKcNJv34RwymNUWaGuc5SFsdrD4ifR/6LeJzmtZb5wXedpGdjeUDcn0F7lA8q/yaVE3cVmmzyNFvvJQg9hQswtzysGE7i3lkXxq93gkK0cV2uhUYXRvI5jAEf+auw0zDrANv8ocY+GVdWhiZdA8N6suZIC5Wf7vOx5HemeTgZYygNcJLfzxiP38sERKKg37XJPGyfontXqlAMJ9TBDVCt6nUkAMbbwt3Ff3Y6R75eWVYowEkxnFqY49U5P3kLcN1e8TU2rpvqsN7dI+qCmUzkz2HXXPH973IusONZwDHXAWf/Ov3z6PUvdANTtkaDfM/M4uEEAGOm5BJIdM+M/EdlRF0vc5sBp/HE3QDOlubhWjDG5gN4H4DfbOqBbY4JhrxZFBBixuxJycW2JUkCkN7Zp0kMoj1mpSQi47M/cD+wx4Xpf9ckdXKndeZOwHbHW58+S0nq+gnIoIqatUIagp75GDaQabXTNrkjh37YgZiak1GQMQeuZDgVwiHwdc+hwRmurQtfij/y7cTfAjdKel9aS4zFUz2c4sW+TLo11YopXltlAjh5OYxUDEkdXeDSGE4t7u5mhlHUdfEUwGkkTvI78n4kNVs5QK7D5EV2j6/M3U65eA28ATz9M+1PdcLUUAuPb6Hj1sKGfh6Op+/CZAFOlFarqNWS/r5RAk7/8f5d0dsW4KojtsHk4iYATl4AnHAjcOBVwLuvFTKxObvHfze+C8dhuOfS/XD2nvOIpE5eb4tnyWBDvL4YxMfo+RlJaCuAZcd01JwcJrEhDA1siDsYQRTC7XnTw0nEhqrxuYd/Rf89TZqbFZThlMZg7JwpwPjhVcIX4r4vky51Tc7X9dLbfFsMd9/gU/HZ+ulJppPR/a0NY9FcsnR6yj1Li5BmRXQzsIaArXnKcGoqqWthrKx7Frj/S8IEvjoiksS2SZFEqHXAqQVKf9r47JieygjSTMPNkPImBTgFrqMBl/XIw0muH2EV+NpyARoo/7yOdMYSjR6MZJ+D/HzXYaiFHI2MgqlmYTjVFYs2o2nEQAQ4WdZ1ldwPrxIAclW2eHeD1jcy0tYfyxpQDDyLpE4WP2osHPp5fLzzi/hy/aTofqFsbLNBRMVtT/eUNKJhFFhlBNjQ0MdJqVpHuaYYTrQhi2X9asYCU9dmUMidNf8W3ogA2sBzUPLic2g4ASkSx2JJnhrvx3wb2O0C4PRb9c+zbOq10g0u8BzNfwZAPNa7ZkUSw9TOUGZTlLN/DXzkiWz2NT0uS24zBsHCP7TyRfx7/dAoN1MRdfpUYJzJcEr7bkwWzABhOBk+VpM75HiZvBUwf1/RpCcrbNd6qgQHdzwLOPN2YN5e4ncKxlkYTr7rRGBxxLw22E2PrxjA+256GEBcgDcFnJqNBzm3LXnua/i49yNU+gWbayPrweSOHAYa8XfqEsCpUgt19piZb/XMi+wxtMhiOJEN4zbHAsZrgFM17iSrIs3Dadv3ABc9Duz/D8nroXk4GdeSjK/I86w+FrFKKcMpNegc0ETqGn+ueN8cagiMLq9jbvLeubj2Idx56L3Agn3FAxF4bQJO45DUAQI8j/Io/VyVn6VbNNiKJoCz/BRg7h7pn9duMJwcF41cPK6iLnWBPheNNWM4ARgu69euamM4zfi/0Z1OxUQAp09DdKV7GKIbHQdwGGPsCwAeBVAB8IW37Qg3x/ii2QRvSexcWwtjW8wXE8pTKwdx4Y8ew6pBI2FNMSHt5+3psoeeFDNXx2vuB2RjOJ15O3D8DdanK+bGyoExNHY+V+yMqQVZFf6987FmSGe9qMXVxnBSUbcZXx/zbfHz2Ovg5cVkNL3+JhgP8Qqfju+Fh+P06idwbuUSAIJdolgJY7Tdd2qXuvgz6fNrfjdw7j3Ah4UnQiypG9TaUI9WddNwzRQ5TW7R4m57ZhiLfo6T612cFO/MSv+AKjwELsNHD14EABrbKfWY0hhaQOZOS4MATupe8izFU7VuAE5+UU/AmwFz6voqoGBUaMY3ogOB62CPhZPw6FUH46BtpoI18Qpp1UsNO5wuZGI0CbEcZ+A5aM952V3qZAxIwKmN7ACZst067bLXiiTTcTBcEGOAr38ZeOxmwaaAAB/bc56VvL6haswxQXs6mNNqkPsgleHkejF4c/tFwL2fi1iMLRXSad+f4cVDIzSX7sqI9mvAwrjrlhvPDQ0K1C08CDjuBkGrbxZNQA+vkAScKrUwef4ZsuBEmGPl8R+KnzJxjiR1qXJtEq5vL5DNsBUkgCgMUphDnfkMSZ2MSkMxnBw4JPGOQAm61vW/Cvz4NMEG65jesuF5D1OAU/o9xhiL1jNurick6twiqVMJ88KDY9aLEf0NMe96NoaTXxDsxUZdMFpK0gusbUpr3n9A+kaIBTAVkjoyh3EumAlAXPx4AR5j26AOT2OWqjBZKB1hf8vzrQk4VRBgbV3/bkrVFIaTDWxoxhBQ10ZtvtHxGtYIw8lBOYgLtYbjCzBegePK+0fNfR3TgMO+kGR/2wDcFvKDnGeR1EmfokbHdFTrjcjGwBp0DPgFMYc0Y5JqNgPJ61hlgoX/PJ+DT9fPxKCxsRitYRRwoutB2ndjeuBkMJwmRZI6DzjzNuDY6/TXTt3OOCfLOZ/9S+Cyl4ScaD7xmaGAUwrDKWLcK7asYiLKuf/E6x7EI6+LHEAV4AoUvFOa7D/ctp/OLG+2/hGGyfne7QilNHy9NxXzJ7Vpkjovl4/GRLnW0IHftHkBwIMvb8BvnlqNl9eN4JkNllzKMl9aO8TRMdaoAeueN19lPwDFMGNMH3uOB8zeTf+dBJXwv8Dl/EZMwxXgdOXhdiYhAL0mMyV1aSE/N2B15JgOvJmenYBgAA75BLih4DXQumk4kO4LZ4RiOCHXqeU0TlanSltQyaUaT2TMOp74HJNBNsYt954xBhXDSYGyu86Xx0Y3embuOL7j/V8e4wacOOcvATgQQB3AZyAoKpcB+DiAFQAO5JyveDsPcnOMIxwnpumbcdTXI38UGl6znf/py4AjvgrseREA4Mhv/B63//UtXH3b0/rzUiaUjbwj0l4nYvcPCyrm3D31x1uhFavJqV4mSHh64lEMPPS2BaiFHOv3/pwAZcydxGIf1g7pibiSIUzpzCe6yalImAwCwPJTgSvXANsdBz+vL2pP83kI4eKBxlKMogDfFb4XAV1QVaiFKDSSF7oDQp5fDRtiIlOtbHPEw4m0oR4xJXVpHk708YyubplBdx6MJOQHUy7FOt6JR3e/Frj8JWCns8UfpDSgwkXHrbP3nIcbz94Z15xomBzaIgtoyLWnMk8alBnlKdPw5NithlxPVPyC4YGVXYBG427VE8CdV0amzxt4Z5INmObBE71Xi4CTCuphQX0+6FtSw916WRRrFvPSjXVxjeiC7BrAzMrC4viXFhly5c55AABv8DVg9RPR41UISR2ldSvfqY1joZ74B23ZwGMr0QrgBCTlI8rEe1MApwwvnoTHTjXJEoxAfgJY1mjHOi8PLDneTqtPvFkHcMkzAmywhFeMk3/Nw6nppkEWwynlHpoqjELHJ6nLTVxSB4j5a9v3iALhgE9qf+oseBhIYb6qKFMPJzKOTFAiijcFkwBzdm8ZjOluAXAC4mKxMn3n1OfQjQiVMEeSgHwn8IEHrKDIgJTYBjbACQCmi26tWPVXYEQCG+MxTrXdg45nBUQLvosQrmQpcd2zj4w71aCDHrNiaFk7hM7dPf7cjAhdQ1IHH6ur+vgaq4YRU2+EMpxs81YWOAvoAC1zdZZvo6Z1qav4FHAK9NcroKHZ3GnL95odIxTgZDfGrhSFjLhNSrasYTKcWgmaF9oAJydvl4HKqJmdPk1JXdrasFx2cFuwn/g5+KYVcOptC5Kfb4KoR30NOOjT5DMtuW6+S2dtqGjCcMp5lOEkGW4jOsMpYmggXu+HZVF9We2D+OnMyzHj9Ov0jpLNNsAJW7LBGeZwkfMN+NOwxeQ2DBNfM88nkrp6E4YTifff9DA+ePMjOPCr9+FDtzyXfAKZ85/f62v4WbgXHmnfN/k8ei6lftE4ZbwyfdNfleYNq55Ife6LEeBUigDlMs/hutN2wLn7WJhcKujm4qRFrR2jPKcCq2Nhj55nDKcweaO1AdDlucA4ASfLc/yCdh6BRxoHOQ7KDmHBtY0TcKKSOpWHkTlF+S2akroSLOOazJeNBseINNe/65J98LWTl+PMPeaJP5J8tiXvwndQTIThBM75I5zzZQCWAjgJwMkAduScL+WcZxmKb46/QzQsk/yGqXvoxoskXMLgWMMtdPGu2cDO708s1GuHDQAkpWvYADIYTkEROPIaYOGBxh9aaHmvjod222oCnvUUxSI/oPS15rXyi1gzbABORFJ3X2OZ9X3DNEmd3BXxjeRthdFaVBVpCnBSWnkA6YmtBjgRhlNofA8K3NAkdQFKlbouGaCTH13Au4i0p5XOHPt/MvkYndiN5OCN9mXYufJtrJh6gCiu1E4DkdT5rgPGGPZbPCWmnkdhGStZbAYvJ3YQLcFJks7kwmljOCUkdV5eL56bAU7qc/7fKcCD1wIQhuWDaEsWaxR8tS3IXVmWepagSUhvEoAGIDs8EQ+nH54Q7+7OjFuGbwzF+M6S1G0sEIZGi4Blo1eApV3DL2meLzV4CYbT1E5xDP2lml50BW2ZO58tBQGcXC8DHDHp6utfED9bkJikA07p+v7QBJwMhtMIj3eDKUMmATiNJ7pmahsWq3Pzov/n2gjgFFhYmmmR6eGUAv5EDKdxSuoWHSb+n0Vjt0mZAMFw8vPAOXcC+1yu/akz7zftMDYmGU553wCcnCYJZ5YcwIge5YXXBORUGyird/ukmKstJsoUcFJrprauMGZlFW2UkjHbnAlAbF4BAnBSTJpN9bFom2yV+6uiOPaiKyU9nEAAJzKOFMhW5cY6suQEYI+LROF//h8zD4sb91eF+/hrXYC7o9J/pVQNI+A0hIu1B30DOPY7duCmKeBE1pxCjw5UhnXtPDkxSI5AT1VoyXU3U5YOAId/OSkvbAFw8lwnlqipkJK6AU8c1/SujDGsAU4tSjHpcVnmnKqTTwdJYbB01Xu42e8JQMiMLnoceO9/inm+Xo6aS1QQRPfWlEROg+T95QY6sNrCtY6CsiStDCcWM5xUPq28wCxgrgKtN8imHsMo4rhzP4mZ0wzpcTN29uTFwOWvAN1z4TCOvRzBth1rm4n5k9riTS8A+cCNmNSjlbo+b6Uwp8MGxyjJpQdtnWzJGFo56134aO0CeL6N4UTGmtrgoSBOmqSOBp0T/Ly4Rztkc5DRtdpTHZLDRp6Nf/ga8ND3AEhv3Gbs3qAofIxOuKn18SLXpyXTC+iu6x3D3yrbx3m1TtZ6swHGuCR1NoZTAdjnMpQXHo6zqh+LOtSpGHOJ7UFWp0pb0BxLApgsF88vysMpb9SvozbAiWxyD1fq4BzoyHmY2pnH0ctnxoDygv3EzyUnjO9Y3wExbsCJMbYPY2wyAHDOn+Kc/4Rzfgvn/DH590mMMUvPwM3x94qGm7wZeIYe3HMY3lO5Gt+oH4Mb6pYWpyk7Te0JjT0HDvxU4nkbeUfzomAihaGanJTUp4X3UInkoAKczB2yoA2rB3UgTS1y7TkPf/XsUgJzN9MMv6gfmynBUAW7SnrKmqQuZVEhC0gm4ERNw4mB32iljjpJqDWPGpo0dM2O36MVzfG+lwNXrtYZClSrbiSJOdcBwKKEOPosKbmopsgdomhloTdj9i66l5F6K3KfMCWps0hOhaSOMpyKrXX5U2EpbCt+Nzic5LnSpM2WYO/zsezPMoMmnBaTfMAw3B1dB7z02/iz5sVsxCFeRM5zNFmumaxpHV+MNupp4c4S42x2+bmYCQFRtAkaf/x507rE97RxpKqPuaA9sxNXS9FKlzogCThtfEX8bGUHXjERzTA77JCom0u3TFb5sd/Fr8OdcUr1k3EBtf8VwC7nAef9LmrVDmB8BYsKAlaub98q+n++PS48Iw8nlehf9Hh6x5jMLnUpoK0EvWiXurUiJcF63om7w+1xee0843N8wUw6+pvAe1M6nQGCabv3ZcApPwaWnhw/3p4ub+ws+FiDXvym572pzyk3lIeTC9cngJMN9Dvkc4KRwFxggaXFc0rkWcqaZoTarR1mHWKuVowtwjKmHk49beJ46+a60p4cnxHglCbT/1sAThRApw8r83rqRafmUrKJo5gbdN49dVdRoFMWynNbngcccY0YS3tdLIrljDABpzICvDoa4Nrlt2H3ithkKFVDwdaQsXHhMaLLm1Wu1uR+pfOFCSo4bgTQBq6D3slxQ4JIPqTWFuVNgdxYsAAAIABJREFU02wNm7Yd8PHX4gKqlWOUkbAgkGv9Gia+y5k9GUCSPxHAKZvhFDr5zByjagJOjq8Xx1nzWO988dwuySR9XpgYv9qYhh3n9uDEnWbhwgO2TL4u361vNrqBPg+NZ8OAWldYinLdw8nOcKKhQOvBMQv7mtYLFhl+Itr6ovVzruwOOG3OIsyf1K4ZY+d9F50kf+ctSOqUH1h0ODbGIllnYtasJee2Xe8mc0DyPQyGEwCccauY74/9rvbUQj3ulL0BJF9cJ/xmS8glgBBrLD8F2PaY5s9TIe9hZ2xA5BVkbK+vF7QuyiqsDKdIUjeeLnUpgGChB28ecj1+11gedahTUfVIjjdewEmT1Inc3yHrp2LrO8Z6NsIt8xwhFSg5XafN4+yY60QXz6O/Ob5jfQfERBhO9wKw8+pFHCifszn+m4JbFtT27nTauucwPMoX4av1E+3SgO3t7eU7DKQZvAHsebFohztrl+jh/lYAJ7ObRyuhJifZ4auV4rJbdiIZKKnk3FhEgjasSUjq4vPs6LDv+lk13yRyQR4h6R43BBNwij0+gBQPJzNaZTjZJHWRaXiKhxNdwLvniI4f594bSyKahV/QGVOapE4viFSiF1G21fc4Kr7XKvxswKkVNpwtbIUOYZs4gRgbjLGEz5nJcBoMPazrJ4bIM5p0frSM1TEpc0icq6LRH/iPuhRw6UnCpytFFpcaGsPJTscu+MT/ZLX0+Jm8NXDAlcCUbaPnDaOYMHc1pWfcywNHf0sUtMtPaekQ2xaI+WNR/UWN4VSFhw7j8yLAabSaZDhtsqQuvt9NqaAWaYaczbxFAOBdXwbOuA0473fxY8zJPPYEw2mDALhqk7bC+bVL8CzbIk6S8l2CjTBje9RooTdehhOgjZ3hnvici51xgVugnYQAUXBRrwoamQynFOBEdouLPZwcfLLr87ixfggOr3wB59Qux9ONecnP8QvA9qdlS7i8nDDYX3yYLtnIAEXUJsYP288ULZktUaYeTmQcaWv1Yf8s5CgSHMQHH0gHI7OiGcNJbm6MSso/dnwfcM5/Aaf+OHoO9QhT3bu0ogKwFqKDaIPvsnQ51DQJOK1+Mm73Ph5JnS1SfDtUMVZSgJPypjH8IaNx5Mb31IUHLMT3ztgJfhDfI4OzD0xnwNnCZDjBx+rBMtY7k6L1f6xW1+XwatPFutPfpGCjTFclmzriGmDSYmCPi2JJne9gytQYcGIqv1Dj5lnJ/p0az/OpwZgOMrUIYlstCACsqIs1kHYKTMSEJHXZx1h38+ld8WAYfDNXel6N87zVOv2U6Oz8CF+EQuDhS8cvwxFLkx1J4Th6QeyZDKdxzN9NWEeB58QsTXWfyC7B6j6nObzKVz9ztBgj/3Ss4S+lwtJoxBoGcLPV1ttidm9B8/rKey7yvou876AWctSo32bK5oQCnKZ35bHDnO6kdxigzZd0TUmE7XpP2Yr8MgGGEyDO/SN/BZadpB8Wj8G8hMk+RJe6VKuSTQk1lgffED+J5H4IRVx2aFKaR+WWqabhrcjHrICTGJeqmZNZd9Z8Mg7GzXCikjrJcCJjqWF2Zpcx0sj2cBpKOVYAQOd00cVzIht+/8tjIqO1maGACyClD/Pm+LuEZTHPt6ffiNSjZoSThX7hwcCFjwKLDokeomBGMTABJy4WySlbawvAsNNpNxGlUR7M/rst1OQkDZdbApxMhhMt4L084LhYa0rqCG11SkcOu5e/gU/WzsYzXlxwhU26UeUDL5YoQTBDaCj6f6ZpuBkppuHVurHwRZK6wai9PHcDlKqh3o0ozZOgfYooCjK6E1mjTuRT9L1n7aQ9LQKcIoaTnLgrYkxUuZ/przAhhhNg3aFnBQI4EbDA3LGvGoDTc+trmFyVBZSby2xNDsAqVyjJVtUJwGmrw4Er3hTtdWkxue/HJ1aQUg8Hi6cbIMZjNF5V4qk+ixQiw7wYAQwq/MACOG3/XuDsX7WcEHRMnot1vAvdbARcsYWgutR5Wpe66VJSt360ohcgQfFtNQ3PlNSlAHdNu9QBIvFcsK8OUqbs2H7t5OUIPAeuucRKX4eqK84/DeB/OxlOtclxkdHRSSV1xMOp2WdlMpxsLayL0X1bqcWSunXBTFxdPwtrIcZXorCYSLMDuoNumStUKIr/0FgttQAuhfH8rgGXlBm72weBE6X0odDTvOBP8/hqIudVjN2IgeY4wOydtbHegdjYVAFO1bCBG//wKp5dJQtSi6n9IG/Pnqvb+oT5ca0UFd5Z17alSGE4OQ6TwLkhvTfGgk1S57uOaNhA1gC/fZz+IBbAqRo2tC6r1DScHot1zW+2KUe7Wqp5dudzgA8/BHRMxUhFfE7BdzF3SrzO5bjMdyhzKN8dS1CbBQXHWpxT0nxGXyqL48pkOE1IUke+C0t+XGV5TG5PP/YyN5hGQOsMJxWRRE7kK482tmzeIVrrYpbTge/xdl3d/nTRhGDe3ok/CYaTnLvUfaJk4TJHoMySgi+uxxm7z8NDVx6I9+6a0tig1byeeBmN8QDbLpiHzryvzeMKBOouiMdKDlnbU+bdEdkprD3noS3ngdtKXvLaTJn2lgcn55ruefH/W5LUkTHWZOyuWnA8/tTYGpdWP6jVDipUZ8W3Pcyx3BOz4Id4EdvPTuZwCqgD8Pabhss5WIGHJojD6MbQpkjq1GYzyTvSAKfhFIbTq+tH8aOH3sBgKYPh9H84JgqPZt1ZewBYP8H33RxvQ5hUbgCZxsLUw2nUNK40CtL1I7HcTJtkAN3DiewgNgNjALS+U0VDTWDKl6EF82Q1AQyU5CRodhoD8Mq6Ue01lMGx9fROrEIfbg4PRk9PPLlZzUVJ5H1Ho/MOwQCcDA8nbe1KZTjFk1nCNJyGKiRG1kR03Cp81BtcZzilFdTjncRV0I5UKx6K/z93L/3w5Dl/+vZncNfTqxPFdhVeaz4tAHDQ1cBZv2rtuRbJkkMWLzeIx0YCcDIkdZT6ja3tLActLEWS6kaXsxVs6jvUxmuLybYZdIHOYDiNmbtqfZL2T3wLxhAkdoYT/gcTADaY4+AFV3weI8sNB5OJYxw6w8mU1G0aw2mUtL/NNA13PcFEMyVQE/2OUkCDo5fPxLOfOQx9vt0LqyoNNNMYgeEE2AhaEDaKM30JHmssxL3hsog5CsTMEq3xQdp1GC/DqWtWtLZQSZ1vFF+UkdAAS5clZwVdTzIYTmpNGSrXU89zjDCcXOJxZl2rW43zfge853vAFob/YVMPJ8VwSvfY6mGxCb3ymfnu/a/g6tufwdHf/IP4w/Skn6FgODWZq7c+SvxUBe14JXWHfRGYvWv8e0p3XEAwMaJ1V7V7J3I1zrlVUqeCAiOF8QJOBKyq8LjYfW19nF+MVUP72m0rvJpJ3CjgZNnweEsCXdO6CpjTG99buYY8HjputjuuNXYmoN/DLUrqrBYEzMELo+IYZmUCTrRL3dvDcOLMweTO9PO1A04teDjR6IqZyBWvA6/w6c3zGgo4eTkx/+5xIbDfFc0/z4yjrwUuedrK0gtcwnAqDwnfyPUvit8l+4iSFhskQZ3Ske1n01IQECxgITxPyOdolzolc1OM0mGqxkiV1InaoD3vJYyfo7AxnGxStV3OBS43GqeMt2GLJu3MnqfrQRdOrl6Fnzb2SW4wQXo4tZoXjyfM+6NnHu5qiE3iWxt7oruYnJtqWQyn+ttgGg4BzgNJosOMaWTjZby1Ct1UsuTYPe3x/PKl45eiT8rLhxqWeY652P8rv8MVP3sSNz34GgDh77g54mhptDLGPsIYe4Uxpraa/1X9bvzrB3A+gDv+Zke8OZqHrZDImBhpMT3MDcaPEWuGYsCpZOijNZSEtIPN+S10B9rxTGC745s/j4Y5ObUkqZPFQeThRM43aMdLa4fx3Gq94xNdqC47dDFO2WU2FkxqQ1dH/HkzJ2dPdHnfRZmAEqaHU8Rwsi0gacUSSXgyJXVBe5zkyyg1xHdCu12xtGRxooCTAiCZC8yXCcVWRyZ25ug5f+aOZxLfYwVNGE4UkNvrEs1jKDMspswOZThRwMn4fFNSV0aAy2vnYWX3TkIi1SwsRVauKujnmUaQGiX7bQAzUu6ZAm0prmKSBJy8AFj+XoxOWoo3+BQUjATA8/XXsQke5xuFrRKPdaAkTcPjOWtKZx6MCZlsQ7uf24D5sttMMwNcS4xW6vjoL2J2lWszEqWx18VSlkQy84l+RxmFlOswtBEGCo2Kmw04Te0jCdZEACdyHbt7J+PY6qdxdu1jGuA0LoZTJohnK7qJ3wbpumVKXqlkpwZdQjWhyLhWHZThlAIUjtYddOQ85D0XHnkvtimAU+d0YOkJyc9sUsgoxm5i/SbRy2ITerXhslEaBEcsnG2OBfb9BLDLB6LnDvD25qwNU3Y4XkndbucD59wV/24BvlTkfTfeDIgYTvG4ChtcELMZEmMIEEzg6L26xgc4McqcILLwVwngVCJd6gDKcCJjv9ADnP7z5qzZLgvDCYIZ8Ogb/RGzamZ3QWdGVCxm84stXp5pQfOTrGYdJGw+o2ifhhWD1egYU2MiDCcth2LABX8GDv5s9IjLuN24W0apQdlM8v8aI3wckjoAK/v2FH6NzcBZjeEkP/eQzwH7faL559kiJZcMPIPh1P+asF/onBnVDnS+UPKm1Nj+NPFz8eGtHVfXTOCM28DzXWC7XwBAMDF/y3fCXeGO+MfamZF8rEvl8NSWImXeHSorVowfzWMrp5qbQvF9Wq5lMJwAsY7QfJOCd610QdUYTtlz/9TO+LlOZ5LNKiR1fw+G0zx8oHoxlpS/h9HibE0urebMaksMp1ZMw9MldWq9N8/Z3RSGE2PAx18XXnTqvAjTk+ayJ+40G189Uaw1VsCJEC4efFnYgXQWWpsP/69Eq/DoAIDX5T8A2EB+V/9eA/AAgKsAXPS2HuXmGFdYk9iMG5ECTlprXsv7rCX+RqXEDikBnGpxQZRvBYUP2oDjbxifc/8EACe1OzJgBZyK+NmjQhZFNfWU4dSZ9/GF9yzFPZfthyIxAi8Ws3cffddkOKV4OFkBp/FJ6mom84wx4KSbNR8VBThRSZ3rGZ+jdpFTWqG3HH4B2P9K2S3jxsSfRyvxsU/rzCe+xyr87MRs+alCpnHQ1eM7LgvDibZ39wngZJpj1kKuFXZjCPCTcD/8cofvCtlI089OFlmjnkjsTImaFppReZNOeGkxbSmw10eB425IfYrm4aRCMZwA4Jhv4bFDf446vEiiEx1WguE0saJ6XWdSUtTFRtGWcwVrhRxrJPvRJGMFYNkpouvTB38/7s9/+q0hbT40u+9Zw8sJ2UL0+wQBhSayqCIs3SIdHxVZGKV1Bc3lyftO5NiIh0hvex4CXGPRvArECWGZrg9pnzVeqZtN/uC7UVe0GV15zO0r4ptnxN3dKItzXNFiR0XVPKNUDVML4Co8HLlsBhyHwaWS02YgZitBx4pXaCq1actiOFmA2VQAyXGEIf2WseS+JYbT1G317k4TNQ1/352iiYEqbi2hMZwqScApi90EAD6L19L24vjmWyrHq8DHwskiR6g34jypZDKcIg8nMmZn7QxscUDzD7RJ6gB86IeP4j3f+iMGx2rIeQ4mtRv3XEXfYAMgmmq0GhOQtFs9LzunY2W/BMValtRNgBkPCO+dPeMyxUFDA5wO2lqXiyoPNgDxnEW+3/qMnfDrJ1fZTbRVzN9XMHl2PR/3LxIMpWxvSugeMy2yxyYSvsZwGgTWPSf+L9lNjQZHieSYQ2NNus8ddDVw/L8Dx3y79YNYsC/Y5a/AOfRzAIR3ZiFfwHm1S/H98NBoXYka/9DN8SaSuo6cF3XW+6+l/wKc/CPrayPT8CxvJAoG5zqBE38gTL/f/Y3m5zgOhtPy2d249tTt8eAVB+CNwjb4QPVi7e+lv5ukbh44HAyjiBnd+jquACc7w0nWgIp80Mpab6t15DWrpIGBmwI4qdfT19E13DgelVeV6pbxQQCnYQnObmY46dFSJsY5vwnATQDAGHsVwCc45/a+4pvjvz2YDTnP2OGnO3sjTRhOa4cJw8lse00ldfW4IGraulM7znFQcU3EfBwMJ6uHU9CGP7wk1KAn7zwbv3xCeNekgh3UrLmFnTZaDA/xInad34s/vyqMps0udTS449mN08j5V7IkdSoWHgSs+BMAYEROmFTT7piSujPvAKojzXdWm4WXF++RYhhdqsbJi+OwBD26Ah8dWYlZvhM4/w/jPy6Ld4jbFi88Xi79OxWSOgI4SfmZ0yqTwgScFuyP/3TeB6yPGSLW0HaTJ7iYMQYclOwmSUNjBqgw/KKU6bBJVfd9DyFncJkoRJxWpRlGjPQtA1bpj3WxEhqeqzGcfJehry3AxtEqqvVG3LBWFd7LTsZE4qW1Ixgl86HXKiNo+lJgWHZ6mjALLRvALvIkw4nn2nH386LzV2ohM14ZiBntU4BTfwIU+9BHClf6eQowHa7UceMfXsVZe85PL5bkMXz97hdx62Mr8Z/n74HetozjInN8uRYznBTIsdeWk/Cl45dp/nETBpxUF8uMboGAkBAyJkD/hle07uLV4OHEnYSHi0fuB2ei40M7AJJwt/B+Ufe2qqVoLPTEpsEyTHZnjympIMBciBj8Sw3GgB3OAO6S3fGaXN/UmLOb+JcRxcDm4UQAJ+XflLLG5xADCFYD2IxwNMApwMIp7XhmlX5th8o13cMptDCcWmFOAAbgFI+J+16Iu3zO7C5EDIVHne2wQ+MprJlxIBYDwNpn4tePSyo0fsDJBmLW26ejv1RD4DmY1JYx12qSuomsLcnjZRBMWRWLprbjT69siHxjaLfCaPxsdSTw+h+BJSfg629th6/f+yj2XzwZ/352ClhX7AXOEuKPkXuEXK0p4ETB2InM1y2G77KY4VQZAtYK6wVMFt5KY7VwfLiinwe2e8/4D8RgyHUWvChXV+CK8mEdqJK8IwVkV9+f8nACgNFaqIMUrUrqomMMYvZOvhPY5t3iXysxDoYTYwxHLp0hPibwcGdjF4x1LkBhSLCuhYfT30NSNxeAMBCf0aWvL0tnduEvr/frDCcKOD1yI/C7z4vfWwFMbWNcMuspo1kLOlfR73WiQb0jTcBJXu+EnQyg1cvqXtns4aTHuEcr53z+ZrDpf3ZYAaeMyY1SJDWGk+U1lOGUSFjpzUkBp/HojMcDOJkT43gYTiULw8kvYrisulrEj4dpK+1U0pmjBbZAjcWT6VZzZ2GrafHxqt01GziXZlxHJ3CN4WR2E1IxN971H6kn3zMhKfCCTQebgKZF0IUHbBl5SgyUquL55Jz7eXtz6vlEwrKz7qZI6lScsovo2CFMw6lkYryAE/nstinAGbfidVcAmJkMJxqbKhPKiISkbuqSxO7RWIqm3ncd3RtsgoBTZ+8UvN7Qi9EujCaKlcBzIpCiVk/3pTFjoFRNtnoH8MSbA1ixsYTnVg9p18BtdQzO3DH+/9vs4aSiiFLiseFGHp+9QxSNqfcLHTMTHT+LDgFm7Yic5+KBj+2PB6/Q2Rf0+7n69meEFMtx7MmkNEK+5rcv4JX1o7j2npfSPzfXqbEYY4ZTLKmLwBECKjT4BM9zzq6CRXPBg5lPcxwWydSqjn2sV7mH5bNFMkyZchOVm2qhFU/NGR+q8IrWQBqW+d5kLIUNY32p62y7lnZ1l5HNhxTT77cjCgHxoivJLqKOBXBKKTADTqwBxumXQj0Ah3gbFk5JgsjVekPbxKvZPJxaBZzoPBvaGSgziFRt9gW/wD07fQe7nCTlWSqH6ZxleWVGTIDhZGsINxyIuX5WdyHRhlwLWhBO5P7hyTnfAdeYX57DcM+l++LyQxejLXBR1QAn+by+LYSEesnxuOURwYy/9/l1uOCHj+Avr21EVqhx15QNSNfc8ZqEjyMCz0EFAWrMFwDy6ifEHyTDaZTk+vP6irj63S10MHwbgs4lClxRm8ZvMcn+6pmnvebZVUN45i0B7NLOZoqJPVqpW1lydz+7BtfeK9afzHudgmLjqVcAHVyvjqY/zwh17jU//rwxnov8Et/WMGWXffFGo5o/7r50X3zumO1w4k4iZ9U2udUmfr0M3P6R+HHLfZcIW46wVHTvq1iaOySO9+3o/EaVA8amrhoXGuA0aREwZ3dwC9O2c5ybFO/02KQZjDFWZIzNZozNMf+9XQe4OcYfVkZBGmhhhAY4WRDp1QRwiqRQp9+KsGsubt/2GvRLnwc6oY+L4bTtseLnjBY6opkgT0uAk5jQIoYTvVZBe7SwUiPkRIKtYtqS+P8tJD6K8QEAO28xWaPDbjdTAB22QjHRAl0FmVwzPZxUkEJ4WDKcKMjUNPmZaDQB42b3FnHLBwSb4IU1Izj5+j+hTib9jbyz+U7gRMIia2N5e5e6G87cCVcevjWO31HsIpseTqqLiM0HxP7ZBHCSBaP6DrNp0hPsyDfOKPiuJgHFVkkvhlSGkwE42YC7VmJaVwF/5XrTgjrzEHiOxnASMhFx/au2nSdLrNhYwvLP/Bbn3PQX7fH/z955h8dR3ev/nZmdbVp1yZZcJPduwNgGbMAFjO1gCDVAaA89lBAIF0L9JSaQcgmXhITkElKAcEMICTgOISGQBAIEHDo2xjXuxk2S1bV9fn/MnJkzbYu05ax0Ps/Dg7zalUa7M2fOec/7fb8HO8P4/CP/wokPvIoN+zoRphYaGV8fdDfHbBdE876s/n/BrSmf5uRwOhQ1jtX1esmxSDm6JmgS59VfIWB0jfEYCSt2HAeSZoFw7R6XNtqTPqdmLVDdjPTyB4+ki1x6eTj1dwoDaZrbdFxGGUMkiNtU0kmhSF59Y0emciH66/4z4VYO4MJETfj45DOHDlLH3QAA+EPC2JywCry90QQUSmRQNCdYR6X62aTM3yGU1QFXvqIKepm0y+4nQa8HWxXN+bP9dfX/1KLGdddcQ0oaYpCQ7bVDCYHfj5/jKDgBwJ7DhnjsmOHUHycrNReiFz30Z1NfV4eTTrsAfp92zp7xiBpAf8mqLH9Z9vckr8Pb3Sqq11nKcjogNyV1FkQkTa6WnmgCwyr8uGHxBAyr8JuaEDgtiulMoz+v249zH00tUkfSlHLq9Dc/M0v07sii9t6SzrBaCXWvNtdvrg3itdsWY9qI7DMR+wMtOFlDw1ujInDXZ8AN7+rPSSQVfO7hN3DqD99AMqkYXer8HqNZQiRhcsnt6gaefXe3aS6QUnCi11LZhqPPONt4vVtnWwfI3x7zGMcdE9MIs7mgrN50TzlxonqNjq8P4eLjmnXHj9nhpN3TSFOIbHDKGNMdTqSkzvKc/napdsNUUmf+XeR307l7mHsVcMVL6BPtYxEvqTOTtfwmCIII4GsAbgTg0pcXANxWyZx842jTb5hhf8yBJK1BOijSdEtf3VUzfjEur/w5Xv/XISxq+QhPXH4McOaj6H72S7h6/xnZ7QyOmAV85SNzDoobgWr15k8s/RkEA9tK6ixt1MmNlXZtuApONdRiOIO8D6+Q0OdmNWVe0w6zLjg5dcpxu5SoiU84noHgJPuB694Ckgn0tqgHUhWQAe2lCX+Od5qDdUBvCzBqTtqn0p0v1mxrw36fF6O0e2krKvLjcPKVA8u+o07oZ5yjPkYtgKsrDfHp5KnDcfJUYN0edZHmXlKX4e+md/W185ZcTylL6nJ9c3UhaHU4ObTIdnc4Ceihztn+LqobKvz4aWIh5omf4tH4aThL+hce9n0J35NEvJiYjcs9f8Wa5FQEJcPhFM3Q4fTiOrVWjy43AYBdbcbi75O9nUgqxueUtlSIQIvlYpYTjqX3Awu/lrakJSF4ACUGRRAhaON0n2C8z+5jbp4nqBq/ufo4XPDYGuw53IcDnWF1fPP4beVaSJqdGI4iCKBeo9ZOdJRY4NG+53FwATh1+Mk1ZV4Jh6B+BvpdyFeh/71JyqVCd3HMieBEl9R50y/Aj25WF7Ef7+5APJE0l8zNPBf3rBHwzDZ3oTWeVBCJJ+GXJXSFY1j+kw0466iXUFlZDfz1P+kFA0I2OUH9JOCV8Lfk0bgTvzFcG5RDIV2Gk4cSnLIlUT0B/y92GbYqI/F2cjpuqnH+bOgxxzHDKVOHEwBc8DSw6c+mLMwRVQF0ao1QUt5bRs4GLnk+899F6Mc9aVvZUUgcEkybcPsU1V2XVrCUB5hD53S8dDkizO6/Mp/kXFJHkarjoxPpSjl1/DkoEcoAco33CmWoQDvQsUf9hiZcktI0670+39BlrEZouHqvb++1N2k42GVsiIfjCT1LJ+TzIOSjHU6GcPPA33fhT8m1pp+TcpOcaoiUtetMDgC3bgbe/UVWpf7kb49QglMiF+7YdGjusb//10Ks/6wTJ1uyzcg8wxwabjmuEbPUapA5l6f/ffQG1KxLVDFHIxJz2RxI170zW+hzSnRxOMWS6hy+t1UvvXfKNeOh4Wb68258F8CtANYDeA5qgDiHIegSlvYp56PqjP/Ovn0n4CiikFBHwJy987q2cHtNyxBBwwy8t2wV3n78XZyYrTulZmxmzxMEdQemXa0vzqakzshwoupu5TKTayMgS+iLJfRSCBv0pJDsCKXAJxjvV02Z1zTRbK5x7y6VENzyWAxBoC/qEDzqxPDp6s7PHnVCURmUsaLlW6gSunFpLsrnaK54CfjwKbVzXBr8soSgV9KD6HsUv742blPK8+NwAgCtI4pO2FgQSw6LQXIcMUtJnS7OZLoLTk9aNcFAdzjl62/NAp9HhAIRv40vwnlHVEEYMcv2nB5dnDVPzgRBMDmcpAwWwU40VPrxRvIIzI2owaO/SKxAc3kQXo+I78a/iI+S4/Fq8ig86xH1PKFYIrOJ/+FeZ4H4MLXQUAVAL+aE/xdRePB6pmoifR055ISlRBAyGqu/VbkSl7b9EMnTf4QpL6pZGX4qb8bd4VSYc2tUdRDHj6/Db9/bjX0d2iIgNAzKFWD0AAAgAElEQVToOWh+YlI95hotgyscS6InEjc1agDg6CowdjxF3dnklA0jFMAVSI43DGrMqBwNHFyvfi0axy9TXVulTILo02FyOKW/1upCPjTXBrGztRcb93fpmx0AAEHATmk04lCzDP/fadNMTUUIvdEE/LKEv3yyH3vb+/DImj5cOk+9/2bkcCoQAVnCf5QR6CprRnmP1vNGO5dauiP4sVbC6bbw73f+F9Tz8qmEEag+vMJ8PxlZFcDe9j7spuYBESeHUzai9ZQV6n8U9AZUmVMtWxFI+iowLfI4jha34DfebwEAdsbUeVba84eed/VrPDPGg22nP4eONb/CjC/eZ3pGR59xfwh6PRbBaeCOPPKZpN2MbTxSFcMajhjw70wFuV/0iNrive+w+n9tTk3mZdYGIfmGzsDxWxxOnQ4B7Z+1m5sakYiMCr+si6290YRJVOizNkdBms8l7twhNmPK6oBFt2f1EvK3hyVDXEl6cuPuS4kmOI2vD2F8vV3YIUKlOTTcMm+ee1XKxg4m6DXnGY+YvqVvMFlzq2aco4rs2XTWTIWcYYbTLe8BHbvVzE6oeXxWakP5C/ovRfpzN70YwEuKomTY75JTaASq1Coph/pvy7XsPieTimlAD8eSSCYViKIAjyiYuq8AGQbwDZTyxn4LToqimDI0Ep4Akop685UlEa/euggb9nfqNlJHmuYDu97KqIuMDIvg1GpMNIk1NruSOqo0IJMMJ40Lf74Ga7apGQM1QS/eU8YCCnBlpg6OTKmbCJzyzYyfXh30ojeq3sx7qIVbq1KRvtV2rqBrwB3qwclxqF3qfFBVMUUvqeuXA0lbdLPkcBIEAV6PiNvj1+CMs5bD7yCk9cY0cdZhEROnzllvZf9CgRsqHQQ/SW0lHYEXq5Mn6I/V6g6nzNws7T3O3YQOdNq7v7VAXZBbw5NT8tVPVXdftoJThmz2H4ml0e/ht7VH6Y+FFKOVvasrs0CCEwAM1z4//T0995fAjjfUxdPjn1PvL1pZMp19tnF/F2ZrLhyMPhbY/W/DgUhBHHZ+qkudU0lrYRxOWqc6uvSmqkkXnBRqkUqPZR5rZ9D+4BKAm4qjm6qxs7UXH+w6bBacYCwe/u/KY3HCxDqs/miv7fU9kbgt3J1sRo3K1OFUAFRngIB91XMNwUkTcG5+5iO8qTUJcRNon6y8Dpf1HMQP4ufAvaenM9afGfJ5UO736ItgIjjRl6p+76Y3JKSBnSNkHja1sQJfWjg+zbP7Qz9K6rTMoF6qMcWWsOoNzMghN2ou0LEXqBiR9e+my9nHzV4CzF6i/9vnERGJJ9FcawgSIZ8HnQqd62I+7/tc3E2KoriWYUbd8misyH7gprXOpUY5hAgHPbCIGNqc2oiaKKxjw5zhZAkN77NvGu3voDNmE6aSOuIS6o7EHfM3aVKuWTLsXppLiNARluhy0hy4Y9NRnXrzn5y/pgwn66ZHMH1Juo7DextPJPH8h3uxvUWd39g+G48XOP+pzH9HOuh7qC3DiSqpC9aYNhedOlTWc8HJRH9Gj2oAq3N9IJwcQtuMB7IbkzBfQC3dEUQTSVQHZYRjSfTFEuiLJVDm80ByEJyMTJo8LnKoNt2ZCE6yJKLMK6EnmkB3JI5yanCJSupASXZxGir9joteExf+FvjsA7XdbbrfTQlO1UEvvrRwPF7ddBD/tXSy/nh2JXVUhlMmJXVQJ0FEbAKAqiAdlFlcZ011mayXbNITn8PIo8PJCn29OFw7ZGIWjSdVN4ocBGI9usMpndjniBbwSiauKUPDMwlezBE+j4hoPIlILOmYK6WXnzp8r0IwxNRhYzIr57US8nn0BQDB61EDogXB0N5kSdR3QnuVzMY72uHUFY4h6FXHMDrA14qT08OVypHqf3mCXKq0sBRKGoJTS7fL35HHoHkrjdrYqS8C6ifrIbS4dQvQfUDPsaBLIU0LuEtWAYc2qbZ8C+QzrCnz6mKgkyhIl+3kCyK69tIOJ7qLKTVxpTcVvAMUEwBk7XACgOkjKrDqw73YdsgeXBvXxjAy5sapMW1sXRm2t/TojgcaMnaPrCrAznuGkAVCj0SJctpnQcQmwH3h/5k4AqdHvz2g3238W0RVUDYEp+oAsMP8GiPDqZ8ldQ6Qn/nE5XPzkynSj3sSeW/0jRoAn3aXAejBqOoMzp8rXlZ/bzbXz0W/Bzb8Ue2Q6MKfbzoRf/hwL65ZYOTrlPk8aAUV12BZhO5ttzdwAIC2nqirwyFjwQkYsOCYCV6Pel/oEizNKrRy/56IPdu0EISokjriOiLxC05ND/Z1GO6jnmjc1KWOvL43GjeVwjk5YDNas1hLx/IIuV7CAnVtFMLhNDx1OLzucIpT76EkqzlVinaPyKYpRML+mT61ZifufcHooJlt84asMZXU2cdwwLlLnZPjrr6cC040/RnJ1gHIIGCHUzQo5TsYGMCgaFGb95AJZXUA+zvC6Isl0BNVyx88ogDrEqdgDidChh0jKgMyeqIJdPTFUE7dNKJaBkpWuzj+CmDcooye6qVKXmpDXsyoDGD9vctNjhZHwUlJXVIXTyRNQkcqwckqCtItrjPOqMkT1ZT4FZWC+sZpq1KenwwnJ0xdvOy/02fd0ZEDquCkCR3xZD8EIc3hRNq8pw4NLxw+j4QuxBFJJADYFypk0Rl0uF5CUMeKNiWEmrL+78RZnTo+j6i6ryTRlOFDHCa/rbgCcwL7gRP/y/HntfVE8flH3sQeqjR45sqXcdy4GjxzzTwc6jI7nGaOrMS6vWquUFaCU54h4jDdQTMkGH/TIVfhrHB/Q4NWQrTfwTVm3R2kJ3CmQE5vmTmEnaJNa1BRHfTqn43TZ+QtwLhGzr+eJHWdVBqCk9nhRI0rIXunzKzxZ9elDjBKVZzKAGLaNUfuB3RuI3kdWcjREIdTxhlOBUBfZIrunYcA95K6fo3nGpUBs8goigKqg17sbiPCnP19ipKSYHqzI9scOAuRTPOCCoj+uWiCUzJYj53tlBCXDlFE1j2PJp6i/peC8fUh0wYgoG5Atii04GTe1Nh92LnEan9n2F1wSmTYpa5AeCV1ztEJS9mUlo/jlG1aCGhxgVQB2DpNU9hL6owudbqLK2IWy0UHwSmj5i+FcBhpkDlhRDHmhj5vHgOpz3pMdRZP/XzKp5H1SsS65pADQFTbAEsR1WFzATo4nN76jzm1J++Ck6mkzjnDKRpP2o7dei8NyFLBHYGs059P7l4A1wqCMDrtMznFgXI4+f3ZT/7WC5PUL6acZnpcn1BWBXSRhOxGO+0su9bc5hKTwymzzhnl2i5fVzhusk+GRfXrsjzdVHsko3SBiCvW8imnwTTudplqO19hi9oeTSE4WcWo6jKXhVCRiVJaeCfKCudwAoCqZtU95lAOZatZ186fPovDSVEUx8Wc+fdozTw190ZGJXUF6lIHWAISHeh16VJHs0UYM6BjsAqk5DygzwevR9QdJruVOrWN/cxzHX/ePzcfNIlNBOL6O9hpFmrmjDHcIxl3ICwA5FjiSQU49UEAwH0xIyfhsFPLe6CwJXUVFoeTC4qimMasTMsiieBUU+Y1QsMdxCVRySzXayCQa6A7SS0wXRxOsiRiReRbuDh6J8TyHJRc0iV1GbaFJp3LiNuGJmYRKEiG4ciqgB68S+c3EroicQRkybSJUWx0h5PoXhIFALLL/eX8ueoYfdoR2e+xjq4JIES6F2rnNy1CjXASnPTQ8FyW1GlZZ/mah/WjzJscyx6lHr+On4zOY/8LB7sikEQBwxlzBZT5PGhVzA4nRVGwvaUHiqIYXTgtpBr3Mg4NLxCy5nDqALVp6/HrsQ20U6iQOM2Hh5Wr95WDXWHELfNZ2uHUGzFCw8v9Hn3x32MZu7Yr9t5X5N6Skhx1SMwEXeigBKfU88QBcuT5wGkPpQ1F9+oOJ8s9m66ycXE4vbmlBUfc+zJe+mS/8aBLSR1NVl3P+0OKDCcSNQHYXU4dljkXdzfZ6c/oMRvATgCfCoKwCsB26H2udBRFUe6zvZJTGEwlddlP/q6VvoE3rmpWOwtQ0Jb5HS2qjZi4HKyLMUVRECYZGwVzOGUqOFGTbdm4wYa13TanTJpc8Fj9nVix+3/w37EL8LzLoElPSAmuJXUa1gwBk73VgnUxR3eHK7aDo4faNRcSUUoOFworON34gZov47QTbu3KoQtO6rlDyk/ufH4dnnl3N178ygmYPsIlBPrSPwIfPAnMu1H9GZmU1DXNA3a9bXJP5ItU9mHA6MyTSqDd68u89W8meLWxhJ6oq2WyWoZOmm5BbS7ZTYBaAmwtqTu6qRqP/2sHgH60Rc8jZLz99LNOLFxwJT7wz8Mvnt6hf991IVOMkjonhxNFPKmY1qypBHMaWnAaV68KCuPqyuxPLEAZKlnMdMWp971ilPG1JcNpvZabd3cuFpwODQjSYWy62K8H4uoh4t2JE+vwzDXHYfLwcnztObWbE3EJWMeGxio/U9cJETa6Bcq54VCi5na9nHP0SMwcWamfX9kgCALmj6/Fy58e0B+jXbxOTh7dqZyjkjpFUfIvbvRjjunTj0XA3fErMW7UcQDWYHi5L7usvALg84iWkjovHnt9G77zl4348uIJjnM2IPW4F8mmpK4AkI20NoW6TqiKgUw2l/KB0/sT8EoYXuHDgc4I9nWEMZrq/vhZB+1wihsZTj5Z7yCsO5xuXofNWzZj13PGPd8viwjIEhZNzmAjoD8dEvsJcTjFksb7kXKeWCAcM5wAcymaSxOUt7e1oCscxz82HsDyGZro51BSZ910zH9JHSU4OYxtetRE3Bw10WnZvCGNbDgG/bmTraS+doueVwBwwalY0Luc/chw6ojLepgrzWdUSZ2p4wPMgtOaba247v/e13fwQvms+84ywwmgBaeYaUAJJ9XjzJfDaSuacH706ymf0+TQOtnV4aRhLW9IVVJnvTHQE+BiO5xoscCjmG88BT02yeO6q2xzOGn13qSkLqEt1p55dzcA4Nf/3oVvn2W/lgCo3RiXrASgLgz69MyzFNfLwq+pQamT89+zwdjJcRZx+lJMQh+PL8PZ0ht4vfaLOHsAx3DLKZPw0Cub9X8nk+Z8GfJ1Gd3yOAV0Rygr+zrCttDwyQ2ZjSmFhoy33/vrJiSSCkbXVAEQMLWxAgFZxK3LJju/kLjqCkBVUIbPI6IrHEdvNO5ajmEVLdwcdTSJpIJ2LTOhKijjomObsHT6cH3320QBBCdyDXTFqb+RckjSjTxoQUbMtTgTd88go6mgXb7WH6GJHsQ1JggCjhun7lKXec0Op7BF4M1LRtAAIB0/uxTjvnqwV8H5D75mep7bIkYQhAGNAUunN5gEJ3qDx6mkLuLkcBpASV08qSCpqJtJeRNylqwE9q0FFtyW8UusLoU9h9VxuY5BV4DXI1ocTl78j3ZPeuTVrbjNZaxN5XAi8wdWBCciRh5OUsIqNZ/WN5cK7HByE0mba8twoDOCna29JsFpP+Vw6grH9XtEud+je8P1OUJVE/ZVBgC8o7/ml5fNxTFjajK7VjJs0JALSKZUJGncL5gQnOhMU5oY5fpzuceRzb8dVPMkJ4eT9WcXtqTO/h7rURNxc9SENcOp0OJsKdCf0SPDnvWcojHA0HA3RwMp06gLefUFHpl40u6YG379AQ73xvTn5/UmFaDqgzMtJ3DJr4hoE+18DRTp3BcAHAMz40rq43lx7Wemf6cUnOJWwYmdDKdTZzZi4/4uAICPyrsShOK7rwh0lzpFUSDM+zLaP/oj1q1XnTwxy25MpsdN73imLN2SA8AxV/fjyLOHLArcSpx6UuQ63Bu/FPfHL8Y5NQMLzr5h8QQsn9GApd9/HYAx3hDhj5wbwQwdTqkEpz2He/Ww7cvmj8HE4SGMziTAtgjQ59X3/7YZdyyfAgCYN64WXz99mvsLT/gq0NsGHHFevg8RgiCgIiDjUFcEXWF3wcl6ftnyIBxo741CUVRHKDkXHMWmAkHuca2oABZ8Tc2toEtyXUSDnJuBEpkJTmTTxTnDieTL2A+O5LWRRVtfzHy9lfsLuyBNBxnDOmAspN/c3oHtMXNYupKnUuWzZo3EtkPdmKl1Aqyi3DCNlX6U+zx62Q9Ah4bTJXX9F5wK4qSpHgN85YOsXmJdNJIy5zoGuzrJkmjqmotkzDRmud0fMympy/viOUPI+XFYcRGcSGh4gRfRbmVJzTVBvLO9DTtaezB/fC0EQd2EoB3KH+9pRzSexKjqAMp8Hn2zqi+WQCKpQBIFvbNYY6Uf1ywYh3njajN3aBbQ4URKgzcFZmEFgP1KNROCBilFJmuOf21tweP/2o6fxXrTpkW2a00/drRQY/Gyb6kdbJd9R3/Iup7JayYwkLKkTv39zlET1i51eT/OEiTr2YGiKDvzcSCcHDJAh1M0YQ9EAwwFt8IvIyCbF3i0WJGw1PTnVXCid+wzvFGUu+RXkH/m63idci+sOE0M/7B2P251mZfEEkk8tUa9JBdPrsermw6lyXAyfzYsdam7duF4TG4ox92rPoESMT5LWRKZKdMggdXRRBLRRBK+medie+XJiK1/C4C93jzT9zSjcroCQ8oe3ARosth0LkEVkICk5/j0F0kUMGk4be1Xfye5Tsi5oYc2p3E47dIEpz/deAL++6WNeGOL0anqk72dSCqqCLvy80Z3lnfvXsLMTjRBFM0uGfJ3VwTSjF3eMjWboUCQndlwzF0ItAlOKZ5LoDvUuUJ3yskzuvMnEgeW360/vnPWbXjmnd2QXSafOS9zimfWstvtHggYJdlOrtKQnoOivq9WwSlf7uD+QhYHnYrhRogp9mN0eh9ygSQK+JomBgPm+63PI2JqYwXe2WF0jdXv3SaHU//vCawJGwTreGoITuyVoajvHTX/CHfoX8qS4DrfSpUDRF5DwrqLjV5SZ3I4Ga4uUppWaIfT4snDcNn8MThmrDl4eoxWOr29pQen/ehNNFT68d1zZppKs0nYNMmgE0UBQa+E3mgCvdE4yv2yvqZZNLkelx+fpZeiCA6nXVITXjhhFe76WytOZ0BwsjqcLvr5vwEAgl8bTwX3YyTXx8GuCHoiavMpNM8H7jmkZ4cBDiV1+cwEBky/2wny+63Of+vmTV67s5coGY0egiDcku0PVhSlcLNajhm6XWc/BCdFUYUJ0iqVQBTcioCsq+sHuyJY/dFeU26QVRrI665noAq4fo25lWUayl3KCVhwOAGw7XqGE6JrvP/O1h4c6IygsdKPxVOG4dVNh1I6nKzfo/MHih2K7PWIWDa9AT95dSvu33sxXgg9hDs6zs7/DSZL1Emmeo34POYFs1XQy9Q1pgeGsyQ4yakFJyJyOF0vpx3RiD+t3YcvzM5t1pQuOGkTHSKK0SW+TmI5oJYt7tZKN5pqg7bF8bvawq+x0jyRZDH8kXY4SYKA7kj6PK1iQPL7winK5KwTt0wynIgdP7XgJBZMcApahBjCzqlfwv++/Q5OtCyw7z51KnYf7tUXTjkjY4eTcQ+0Xi/WDCeaIC2swZ4fGGLN4aSdf+2UcyPukIlo3Z3OF/RcSBIFTG0sNwtO5FowZTjZHU4/fnUr/m/NToytK8MTlx/jKojrgeGM7bZbBbC97eq47NbVrZjY3ttwp/E9SbQHJmsQUdwJMmeQPWxspJG/sSURNOaalMOpLROBPw+IomDa/CE016oulPd2Hsan+zrx6b5OvakRYetBtUsaEZwA1Y2tCk4JVXAKG2uarClAjiaBxCz84aPP0DapHl3oY2KuqAtOmknBRopgdfr62Nnai2kjNIHTIvgUvKSOJmnfiBhW7sO2Qz34+4aDmDDMuEZaus3Xe16zi0uUTGcHD2b5cxUAXHAqFiaHU//s2JF4wnajJYNzZcCjTzz/3x8+sb3WmkuR90XQsKlZPd2tnGCvfxKA3rzt4kxtrMCew30YU5u6TKe+woeuQ8ZAl0iR4UQW4HUhH9UxIvPQ8EJ3HcmEcr+Mj5XRePGUf2DVsx+jhrHdWdkjAtGEOtH0mQWZeDKpW7cB87UQjiVc85nCen4TO3+rYR12y3ByL6n74QWz8J2zZ+oL21xBzndi5aa71smSgFhC7XjmtMA61B1BOJZEVVBGhV+2Xef/3qbuiDanuT5ZgBaHBcFwT7LWhpec79k4nDLpUtfWowordAadjQJ25DNC69XP4dl3d8PvlXTnk7W09uoFuQ3Tx8I7gH9+F1h4e0ZP93pE+GUR4VgSfbGE6Romorns4M7UnYTE4WQVnJg7/9S/oSNJOZwcBCdr/ka+oK9PQVAz12j0DQspdUndb97ZhX0dYezrCGPLwS7XxhSk7IO1TRvr+Ly7jd2SOpsLkXI4+WTJVSB37RQKBrvUaeJya6LMUXA63FMcwcmN5hpVQN64zxD/3t952PG5ZsHJnD3bQVVtZMylq4F/PwYsLVxMMS2yvL75EAA2MoLoJjpO3X9NAdwW6AYuO1p7DMHJgtVFWxDxfP5XgLZtQLXd9XbdoglYs+0d/OgfW3HBMU36pv22Q92m500f6dIsaAiT6exgcV6PgpNbBpjhBKiLaGtUZmefVrbhsFijsZoLWFsEkUXwvvYw9rb3YeStW4Cu/di3zgdga94G8m+fNRPj6spw8XHNKZ9HFHSC044sgS7FsgVaO2CdHNF/q+MORREgZUGt2o4BK5MyAr2rA5gXyImkgm6qdJLsMP/o71vwo39sxXPXzcfMUfYbUUaB4QWG3NidJtSKoujthZ2uF1EUci42AUZQOXE20WU/Qa8HHX0x9EYSjpMSMiEapXWHKrOUApJFtFNwP2tI1CAriQIV6srO+QNkVlJnCw3PSHBSJ6u1qRZAomTvn5sngnpovVquQbq5PXrx0QAK0PRg8Z3A8TelnOBbKffLCMciuO33a3HLKZMwvl7tUEXKgh0dTpZwfutigDXBiYwDvQnjb/HCvmtt7TCUL6xzoUmWQHLHDCeHHBHaLa133XIgwpiwQbBuZpIOyCyW1Nmu3Yghcvi1jlVOZOJwYqVUm4jLLYmAkYPsNTrWtTImOJEOj/S9wk1wosVYMlch82Z9TZONw2ncIvW/AuIUYs7CXJHuUrd2T4f9CS4OJ0VRTNfH9pYex+cB9s2AgjicUoiJCyfVY0pDOTbu78K2Q92Y1VSNtp4oDvfGEPJ58Ltr5+EfGw/i0nmp13lDkYw+OUVR/pntf/k+cE4K+pHhdOLEOtO/nW6itP001cTSWnPL2iS0QnM4/fHjz3D8d/+BFlQCjUdk1OZ9INSX+3DnqVNNXTWcWDjJ3JI1QQtOw7RA4BnnAKCECq+kuz6e/3AvXl6/Hy+u3Yd/bW0x/Sybw4my+LPSIabcp978WzQXAyuTMoJsqVunBZlYQjHdIHu1xcD/vLIZ0UQSj7+13fFnkgV5gIFdK4JbOCKgTvSSirqQKWQHwd6YOcOJPjeIm6THJSuN7NKSXXQ3IXxUCQhO9BCrKHR5I1tjre5wSiEiWQWmrBxO6UrqCgS5Z7z1nxbTxJuMz3IhxrAsxCbAcPq+uHYfrnryPf1x3eHUjwwn5krqdMHTOKf8gl0IGF+f49JGF6zi/BQ3wYnukuooOBljXHckvZOGPYeT8/Ew6XDSjrVX1ASYQLX+PdrhdNPJEzF/fC2euvIYCILqnkkknTfxogl7t9ViIooCZElABNR4SmWHkXtnyvG2gDjFdLynCU50sHltmdc0pyL3o76Yev3oaxrGxi0rY2vt4xMLJXWSKEAU1DnIO9tb7U9wiTrpDMdN18bOVmfBSVEU22YAC2MZcTWR+x8p3xxfX4apjRW4YfGEonf9ZhH+jgxGaIdTmgA0whOXH4N3716il3u9s70N976w3mh/HEsgGk/CK4nwecSUuUzWBSpru+7WY9+sdUYjf6tzCHLhuOrEsbj71Kk4ZdpwAECcvkwbjwTuOQic8wsAtMNJhJfakb7mqfdxw9Mf6CF+BOJ+GlkVwF9vXgCfR8Lbd56EV766gJmW1laHk1O3pGJCJokxB4dTPJHUd80AVfygS+ycWmEDQF9U/RksTCII5O90cpyQHfZCCWSPXjwbkijg0YtnAzDOCXrCTnJ03LLSjMmlep67CeGl4HCiM2f6Ygl9t5C1sZY4TKylVzS20PB4alvSJ3s78ODLalvylA6nU76p/v/kb2RwpAODCAmxhIILHlujP96hldWw5jABYHIg0jvMRpc6+zHr3SAjxryAhrXNJV00p86pIIycq1OmDcel85rx/fOPKsjxTNNK6EgpXdDrwdt3noTHLlHHNb1DYwqHUzKpmAS07pQOJ1YznJyPh2XB6YGGh4AJS4Bzf6l/z0c5nMbVl+Hpq4/DiRPrUeGXoSju2WAkq8vHSGg44HC9J41rvCeagEcUUM7I9S1Loi1+4JDWoY7e0LU2LTEcTupnRjYHK/uT4VRAmmqD+NONJ5geY6GkDjCujyffNvqJ/W38nWpg+KnOaTyHLYH6O1qcuwd3R+I20ZaFa4a89+T+959DRHAKub6G048udZwSoB8OJ0kUUF/u0ycCN//2IwDqBPK/lk6m3E0eCIKQUnAKx9mehFpLfcjf1sNI8K4sibh6wTh0hWN45dMDSCjUAFveaPp86bBpN0U9EjdKjMjkaNLwECZru6uNlQGAoXJj8vm0dhOHU/FvMDTk3G/riWJcvSU0PKmYssH6ognsbDNupm42aCZDwx0WawQ9M6hAk57lMxqw6b7lurWc7lJH0B1ODp3qNu7vxD6tTTWZXNLHPr6+DP/RylhLQ3AyT9hIYGqxxy4rfpeOLjTW7x3ojODf21px7Lhax+c/+dYO/esjqXwOG3OvBKaeDoSGuT8nR7i55dq1BY01w4kFnHb1E0kFiqKWxTs1kSCCJllIs57hRO579CZYABF866wZ8EoiTp3ZWNCS/zKfBxu+udy0idJYGdA3V/QA6hQZTlZXWbdLOaCiKPoinL6f3EIAACAASURBVDXB0615K4sldeRes80zFrj4Oe3RbQDUe2RM7zhn/FE1ZV509MXQ1hN1LEMjrihWQsMBci+lzi1NcGrXRPPqMi8z3YIBoyTYyuiaIDZqm8jDK8wCJplfkflLZ98AQsMLzPQRFfCIgl5BwoobXpZEW1OQ9+vPxJILbzU7NSlICH1dyIuW7ii2uzicnARbFhxOAUsW2H+Iw2kYF5xSUfxPjpN7BpDhZL2Yyc4nnd8E2EUbGmsUEGs2e6tYdqBTvWmxFrxLJjomh1PFCNNz+qhSLDfB6TAVzkcmRyzbPclCiOQGeBlzOE3UOlOQSU0kYXY40TfJNdta8UXK8dDrUu5Fl0aygk82i5Q0hXY4AeYcA9kiPAGU+8KyCH53RxuW/+ANPPDSJgCGgy5IXecnTx2uf+3mQmMJayDtQW1hyZrDqT+h4a98egDnP7YGr2466Ph80l30vjOm29pl2yiA2AS4v+9ksVaQkrosoR2tggB8/5XN2N6iTpzd7g9jta56Ww91Q1EU5jOc/A6dNgNCBLVlXnxhzuii3OsDXsmWyUJnoQBwdDj9Y+MBPP3vXbbxzUlgj8aTuPSX7+C6X38AgI1FGk08YS81EwWgKlUTgCJhtH5X33daIBcEwTGPqSqofn7tLjlOrIWGAw7lfUn17yTt61O6SYuAm9tqdLWxYdRQaXY4kfkKGbfIvYT1kjpAPdfotRQLGU6AuTx2+fQGAJpw7iI2AYbDadqISng9Ig51RRzHMSfBiYVrRi/N1Mbibdo6uVCl2aVK8T85Tu6RacEpO+XeejEnNfWow7ITkM3EkiXXBmDvSLG/U3U+dEcK69pIB5kAmDKcyhtNzyEDnj+Fw6m1x9gFijAWVulESPt8yESHtWOd2kgEJzU81BoaTmc49UQT+vkFuAe8hqMsO5zcBadiibPknPDRDiefs8OJdHUhkOuffq8XTa63/WyWsVrSCexlONkzdKy4dXn6+4YDjo+TjK4mh1yLYlEf8uGLx9jbZJOxgIVJshWRcjApCvDw37fg1B++CQCQXRxZDRV+VAVltPfGsL8zbBOcWNmsIegOJ0okCCDC3IaLIWo4ZzjFEklc8cR7uGvVOmw52GV6bZfDQu37f9uMN7YY+Y0FbSWeAU6NTWrKfI6uumJjlNAr+HDXYSz+3mv692KJpJ55Rt83ajThrM1hnI4n1PxDUXAOgy4W5ByMNM5VH5h6OgDjb0jZEbQIuFVZNNUYG0bDyt1K6swZdKyIN+mg/2ZWSurosZQ0ZHG7pxPIhlldmRfNmqN8h4PLyUlwEhkYI6wldeQaqbecbxwz7Ix2nNyRQ4cTqZ+lA8MB98HeCZZsuICTw0kVBIrh2kgFGchNXeoqzIJTmCrF8rrYs+lJjz45YmiiYyWkCQfkuFlbHExpUPM3Nu7THE7UYiaWsIcc0rhl2bBYUqdPQKm/b/1nHXj7P616hkuxjpcsoOiSBDeHk3URTMawJGXFnD++DvefOQNPX3VsXo4317S7ZIOwtuD3e9I7nEi5k3XH2k2c7WFsYwBQ73HfOfsI3dlAIJ8Tazl0gBG8TkMED7eFsCAImKqNfxv2ddrGs2zmBYWAjBPhWFLNPwTwVnI6Uwt9wHDAReNJJJKK+Z4vyfhwV7v+T7qDLeDscHp3e5vp36xlOB0xyl4KO4yRpiVWaDHwa79fi886jA2kaDypXzP0PIU4tdp77eM0WYyztrFBxqh9n/8NcM1rwKTlAIzyJ1Y61BHcKidSZTgZJXXquBUuMcEp5DPuL6zMFelupqR7YKpO2YCxYVYV9KJZ2zhyynGi81BZgj6PEklFH4NZc/iyBlsjHic3SNSNW8zO4WSdmJBxQ6911gZ51iaW2WDNOSGCE8lRYOXGajicqMu03KWkLoXDySw4sTnZoSmzhD+zdqxTGo2SOkVRzKHhyaStjSsALJikOmjcOqj1sdiljpSjUO6UFT98E1/82Rrs0dpYF0vg0EvqnBxOlvfYOgkgGU7Wso6Lj2vG/Anmbp2scsspkxwfZ2XXk0Am8j2RuO4gtUIWYNZ7itvzi+2uS4Xfcv8kJTWsCRyAcb9zIpVARgKvH3hpk56LRmBtwu2jM8Qufh6PVn0V34+fy5wASMaxWCKJc/73Ldz2/Abjm6KMN7cYLk1rC3GnDCfrtcPaPbS+3If37lmCe1ZM1R+zlj+xgpcSA617p9FEUi+pNzmcyjSXtkNJXSzO5qaf3n1X9AMjZoH8sUaHOrZyjsop8YWE8QNmwamh0pLhpM39yXyLOG9ZEW/SQd8jWZkr0htDZPx3csXTkCYn1UEZY+vcHU5uERTFhpwv3/nLRsy5/xXsPqyKZazNv1iDrRGPkxvcEhkzwDqIrf+sA9/+8wbs1yaWhsOJrZtPNlgtmQc6I0gmFV14su6KFAsSICqCWhhbMkn07mYpMpzohYXTbhxrWBeSrE3M6kI+1IV86I7Esb2lxxwanjCHhhPOmqUKhR/uasc3Vn9iy3agSyNZQQ+a1ybUdLe9Hdqip1iTHnJOOGY4WZwx1jINUlI3q0ndZbe6UkqB6xeNxz9vW4QbFo/XH/N6ROaua1JS98N/bMWMb/zV5Mb4zl82YMlD/9SbA1jvKW6TTaP0mS1xA7BfD4bDia3PBQAuP36M6/dSHS8tuFthTQQ0SuqSUIK1eMW3FGH4mPs8yDjWF0vgo93t2NpKuc9ECW9uNcrjbIKTw3ViFZxYK6kD1Pso3R3MGvDMCroQk0jaGkrE4kl9nuZ1cDg5lT5HEmQjjZ17PWAW1mjIhmUNYyV1tMPpczMa9K+HU2VNqUrq6Aw6luZdqaCzplgRyQ5Tc1m6/DQVpFSuMijrmZn7Ovpsz0snXBWLADX3ONwb04VL1jZcWIO/O4MdJbsLNmgZxPZ1hPHY69v0f6drKV6KHOgMo7UninhSQVVQZubm06OJEDVCp/GgaD42+oaZSYZTKTicrKU1LAbunjixDqs+3Itfvb3T1IEqnkjabMBej6hPfPa29+HJt3eiN5rA975wpP4cFkvq9Awn7WZKZ4XsJQ6nYglOqbrUWRZgEUs5FwkNH1cfwitfXWCblJYCgiCgubbMJI6zOCZbx9LtLT2YMVJtifnTf6r3lZ+/uR2AvUTCrd274XBi51ohWBf2RoYTW44aADhvzmjMaqrGbb/7GB/v6TB9z5PieI9NEdTOmvNZEgXIkoBYQkEsoSDOaNMMct6Qc9taUkeLTORrQVCzt5xK6uyCE3vXCmAeH1jZ6LPio4SYYZZjjCaSjiVyxCVPmjmYXqMLVGyNCbSwRnOY0ZI6eqwZVRPAc9fNhywJCPrczym6FCpCCYUsZoc5Qd/jWXE4kWSCMq9kODUdhKLtLT344d+34PblU4xMYL+suwY7HMrnrHM3Vgi4NGEIMjgnYQm27rqc3KF1NkHlyKxelm6HUu/wxMhg11/e+NpirLp+PrweEV3huD6Ja2Bo0kMmkh6qVe2Df92Et/5j7HaGMxAq6JK6SAk6nFjcnb1mwTgAwDPv7sKhbmNSmUjaHU6VAdk2ObC6A8gCgaWOjmQCTTKc6FLBXW3EQlzkkjra4WQpxSRYd8noXfWJw8tRWYIOJ8KISiMglcUx2So4OV3LJOfEKlZ0ueRU6Q6nEhDYyN/GYkmdIAiYNLwc1Q4LSTmFS7q5tgzv3r3E0XnK4lhNB4dHtZ13D2MLTOt7GaX3gkXZ5Dohc5X6kOoIspbUKYpiE6FY3WAqBcGJ7iCYsDg3ovGksYlHfYZHjFJF9b98sg8Hu8K219A/lxXcxIJDmmhWE2LLgUY7Ysu8HsxursYRo6ogSyLqQl74PKKtsx7dpY7MnVnr4JgK+m8Oymzd/6qCXlfREgDO/d+3sOrDvbhr1To957QyIOvzMaeOjuw6nOxzLY8oMFeNwRr83Rms3L4TuHUr4CvP6mXpVHPicGItCDxbRtcEMaupWg+qXLtHDeVkadIzSmvv+nziRLyNI7BzwUN45NWt+MErW/Tn9FFB50QMtEKX1BmTI3Y/P+tCkhYIWGFqYwWmNVYgHEtiEyUexRKKbQEQ9Eq28p9E0jxxJa9xa/VbDOhyFMDcMWRXa3Fr1vUudR4Hh5NlsWWdtFi7VJYyjVXGeMViiZlVgElltbeW1Dm5A2IJNaRXEgUmxQ2/ZfES165zlgV+awkNkNrhBKgZPGPr7F0CWZwX0MHhcUYdvqIomDaNTA4n0eO4gBumlaB1R+Lo6IvpZc6ReNJ2nbF4rQDm64XVkjo6NNwahhxNUKHh1Hs8fUQllk4bjnAsiV9oDk76NQB75yAtrNGQLrssbcYC5rmS1d375u0n4eNvLLXFZ5Br7Dfv7MK9L3wKoHTK6QDzpozfy9b5U10mUyV19vGqVdv43nO419T1nJSfHuqK4OX1+9FFbdim6m5bTAIOc60yn4fJ+x9LsHXGcnKHLwSE6tM/z4K1pM6Kdceg1CE3KrJr2MhQcOUX5ozClxaOQw8CuAb3YG/zGQDU3RlFUfDjV7fi7xvV1uEBr4Rh5X48ffWxmDzcLDLSDidWd9dorGVaVQE2zzly7nRRAlM8mbRlzwRkySbM2AQnBl0bPkumAy04kclDsQQnn0NJXcClSx3dZQ9gr+xnIJgcTgzaua0CDL2Yse4GOoWGW68l8tkGvRKTkzs3pynLAr9TB8FMBLLRVPtxlvFRTk2yEGLN4QSYS0TjivF1UvA4CrW6wykSx6kPv4FFD76G3W29jiV2rLo4SsHhRHcQtIoxsYRClciZ3+NzZo8CAGw50G16nNU5mNdSQk840MGo4ETdL6zzJr8sOQpJ9Hxl1Yd7AbAVY5AO+lhZc9NUUw4n6ybfIWrzqMIv6275yoCMKm1DeeP+Llzz1Pu4+ZmP9Oda526s4HTOsNQ1l1XYOmM5RSedw6me0da1/cWnDRw7NccGS5MeWRJx40kTAagCBemqFUsk8ebWFnzvr5v0iSgZAOePr8NMzc5NcOpSx/KOu0cSTQtVVkOdySSeLjWLJxSb4BHwOghOirPDiaUcHqPDk11wIhSrpG7hpHocOaoSy6cbYaHkGrC2ardOoFksb+ov9LWRTJ3TWRSsXdvoTAbrvcZJCDzYaXY59TAcGA6475YzPd46lM9lco0QBy7rkM+Edv6w+HnQY2kM9NfO5xTJnjvYGdEz9TYf6DLKs6l7CbMZTh72BSe6gyCZP00YFgKgzsuIYGsVAKo154b1vulUgscCZDzupcboZFLRnabDGHOghUyCU2bnt9P6xropwjIStXHByoYLqRJZOKne1eH0/s42/ev9nWEjNDwg2+b3f994UP+a2ZI6J8GJobk7q5TOlcYpCOkWkJkG7NaFfAj5PHjkwlm5OKy84dcGSNKSk7XWvGQnNpFUEE+qg288qWDvYXNHB3oAtIob+zrCuk2VTLhZ212zEqJa3rIqOJGFDB2mHUsmbYJT0CvZris3hxNL7huvZDgDADfBqTgLmYnDy7H6yydg/oQ6/bGAZjEPx1NnOA0m6Elnp0vmUTGxCjC0Q8A6KXUqJ7WW1RHHE4uB4YC74MSyyPn106ehsdKPB845Qn8sEwcQ6fIIAI9fPhev3rooH4c3YGjnBssbLvRYSpfUxbRpesjnMd0fyOYffU0JgnEvGUGV27Lo6AIAes3MWhc0gqwt8uNJRS/xuevUKbpzjjR3sc6pSBSA9b5JOguzJgKW6R3cjPlMS08E8aSCaoaa6RBMGU4ZLvadhIJScjixeB2vuuF4/Pc5M3H58WNN5ac0a6mmFPs6wnoQfUXAg3IqONwKmXuytgZwEi6DXHBKC3t3XQCCIHxPEISNgiCsFQRhlSAIVdT37hQEYasgCJsEQVhWzOMcjKRbQKba5aAzHRZPrsfabyzFaUeMyNmx5QNyE92jCTis2YYlSnCKxlWRIp5I2hbR9ABoHQz7Ygn86B9bAZRGaDgAhKgFZRWjE1GnXIxEQrF1SQvIHtsuWpclWNxpV7rY+ChnAOAiODF0vGS33FoixKotO9ewKThZSuriKQQnh2ytth6z4EQ617G6m+i2Wy4zXFI3Y2Ql3r7zZJw3d7T+mFNZlpXTjxiBW06ZhKevPhaLJw9zzHRiAWMcS1CZWux9HvTYTwtOUa28zusR9RbigLoIs/4dvdGE7pals+r6GO32ROczWvN2WEEQBF1MIteFLIk2h5JVcCKL5D2He3HD0x/gtU2qc4OEiNcxVi0QdChJP9Chjr8sus/o6yXT+4HThrqvpAQn9ubtI6sCOH9uk9oR1KNew9Z7O31OJZIKFEW9V/o8EiRRMI1V9OdKBN6bT56IS45rxnPXzcvnn5IxvKSuf7B39qq8AmCGoihHANgM4E4AEARhGoALAEwHsBzATwRB4J9yDklVUlfu96Tc5RAF4M3bF+Pi45pw40kTmZ1A0FgXCKyVDEqCsbtGHE6xhIIDnebOJyaHE9W94rpF4wEAv/n3Lu21bOYHWKEnEFUMhoYDzm6GWFJBr6Wde2Ol32Z/buuJIkm5nEotw4mQLvOtkPj1DjTmyc5gdjjROH0+xcbmcNI+i2RSseXSOLn7SJc3Qm+JltSxVj6TjpZue8cgK6Io4CsnT8T88XVpn1tMjAynpN6Bi0XHGS3e02V0saTWkVMS0VRjlDEGvR7bxlFvJKFveNAlR1bXLSuMrgni0YuPxh+/fHyxDyUl5PrtpgUnag4lCsbmIIGIaeFYEi+u3YfLHn8XAB3CzdZcUy+po84V/VgZc/4DFsEpw/tBwCFomzXnVirSNXMoNm4OJ6emB7TYTDuYqsuMr8ncrbrMi/vOnIHZzTU5Pd7+4rROZmnuzirs3XUBKIrysqIoZIttDYBR2tdnAHhGUZSIoijbAWwFcEwxjnGwksrhVJ+mLaqiqLkO9585E021pZHvYFWqWSppAtRJPdEqyCAeTyaxv8MsOPldSuqOGVsDWRLQFYmrbaFdAi5Zgx68q0vI4RSOJRBNJCEKwGOXzMaCSfW45ZRJtuclFaCdEghYLKmjF2qAm8OJnckacThFrA4nTYAKyBJ+fumcgh9Xvpk7phoAMH1ERZGPxI5V0CfnUixpn4A63XsOWwQnUr5SaiV1rDtKrbR02zsElipGl7qEft6xeP8rM5XUGfeBqKIJTh4Ro02Ck2QTknqicb2JBX0P7c3AsVYsls9oxBGjqtI/sYjoDidNzPN6RNM17bSB55clx8dJCDdrriGyeUQ3amC1Qx1gFvisYp8bTt3FAiWU4fS5GY2QRAFnHsVm5Yis552ZN5NiDpt+JsGJ+pourSVzOdbKT53mKtzhlJ5SuNKuAPAX7euRAHZT39ujPcbJEakynKyq7tdPm2b6d1JhMLU2DdYFQrrQ9GJA6raJvTSeUPSJAMGtpC4oS3qpSlc4znSGBQ29e1XJWP02wWlxqU/2vR4snd6AX11xDKpdOjuSciEiBHoYa/VuZJ+kynBiRyAj4oa1fISU1P34ollYMm14wY8r3zxy4dG44vixeOTCo4t9KDasE0UieDt13XJanLX3mZ02PQw6AWmsIekE1nemCRUMCd65wik0nMXPwxwa7lxSRzucAl4JJ2gZdlMa1M60vdEEejSHbbnPg1HVagneseNq83vwgxwiUJL31mtxOLnNpyot7uzuSJxZ15CTw4lVcQwAxtQGMXl4OZZMzfye7uTILiWHU325D59+cxm+f/5RxT4UR6yblASy7qArSOhrg16z0KX15Oew1mXT6ZxhdU7CEkV7hwRB+BuABodv3a0oymrtOXcDiAP4dT9+/jUArgGApqamARzp0CKVw8lqQ7/ihLH4wpxRmLnyZQBA6clN9oGDpQU0QRQEAEY3lFgiaROc/NTkh979D3o9qPB70NYTRWdfjNmWvFZoZ4RTmDALpOpukonzp6U7ignDjElsyO9hpvMIYIgF5KZPMoK8HlE/j1ja1SGTFnuGE5shrblieIUfXz99WvonFgHr+BrRJp4xahwi55JTPkV7j9XhpApOLI7TgPuYwKKjxom6kA+dYXbdMP2BdjiRZg0shu+GTPcM4/hoV3KTxeH08AVHoaU7ilc+3Y+N+7vQE4nruU5lPg9e+PIJ2LC/E/O44DQgyHyJLqmj87PcNooqA7KpJfy2Q93Yr3XeZM01RBbMfSVSUueRRPzlphNdA6edcNpQLqXQcIDteYxMdXSkIUL/MWNq8OK6fQDMghMtUMUp9zPZLGRpIxbgXer6S9E+RUVRliiKMsPhPyI2XQbgNAAXKYpundkLYDT1Y0Zpjzn9/McURZmjKMqc+vr6PP4lg4uUgpPDJI1Wo0vR4WRVzlm8+egOJ23wjScVW0kdLQYGqAyngFdChTawd4bjei01i6GpNHHKAcFqFliqG38mC+K2HtW9wWqrd3JtRONJbDnQhTe3tgAA7lkxVX8OS45A4i450BnBZY+/g79vOACAFpzYmrQMBdxCw8k4RFvp6RJT4rRxdTgxdN7RuF0Pcomce0eOZru0qT+QcZq4T2VJYErYJ7g1YCCRdGpJnREaHvRKqA35MLmh3BT4TIL1Qz4Pqsu8mD++jsm/t5Qg8yV6w85L3f/dBGWrw2nboR5mXUNBB4dTq1ZaW5cmTqNYqJETmZ/bTnOAUnI4sY7XkvtJIPf7BZPqbM8FjNgDwOx+JlUdrIlsThv2rM3fWYTJd0gQhOUAvgZgoaIovdS3/gjgaUEQHgIwAsBEAO8U4RAHLakWkOl2BR1iOZiHLoHwy2LGteCFRLKU1KULAKVFw6BX0jtAdPbFSiY03LpDwiIpHU4ZLIhbNcGJLIRYym8CjMlZVySOL/z0bRA9+YQJdbh24Xh81t5n6ppUbOix67VNh/DapkPY8d0V1C4ZW5OWoYBbaDj5P+n2FE0kMXFYSH9eXbnqtLFlOLHepc6tpI7B+4oT3zh9GmRJwIXHNhf7UHJGjRZCu69D7UTLajm5VUR9te5CLB4toVdWM9q8kohR1YbDiR7PiKu5JxLX5wssdTwtdbyW61qWBHNJXQqHE82Wg1041M1m57eAQ4YT2RSrcYkFKDWcxCnWyrVKGXeHk72kbsuBbv1rupMw/dpS2ix0CqTnmGH1jvQIAB+AV7QBYo2iKNcqirJeEIRnAXwKtdTuBkVR2Gy/UaKkcmYsm+5UAWlQig4nc9g2m5cDcS9Zw5DdoMWOMq9HFzK6wvGSCQ2PJ9k/l1IJGJnsdpASNWLTZ22BQJ8jdLewqqAXd3xuSjEOKSVukxKye8YnloXHurgnE0ta+H7zjsXY3daHqY1G6Hl9yIdth3rQYROcSIYTm+Kh2znGqshhpSroxQPnHlnsw8gpzbVlAIwFDqvin3X+8VzN1Vh8xtGIbj4EQL1W6PkKfU7RDidRW1SHGNvAKGWsG3ReSYSXcoln6nB6Z3sbEkkFtWVe5jb96HOIQDbFageJ4OQEi1UNpQpxAsaTCpJJRa9OoLNjF0yqx+ubD+H4CYbb6bhxtfjPoR7tucbcn8wXuAttcMDkHUlRlAkpvvctAN8q4OEMKZwG37NnjcQp04bjlDSBu6UoONEdKli98ZAJZKbt3a0B4rrDKRzTB3PWJjtWrJZcFqEdTl5JBATjuJ2cgpIo6BkigPp5AEB3RP0/awsEQRAwd0w13t1xWH/skuOamd3tFAQBflnUnYCA2m2rlHbJBjvW0HBZEjCs3I9h5ebd/jptJ9RWUhdl3OHkcg9hfbwdzIytUwWnrQdVwYnVz8IqopKFvzV38aeXzMaWA12YrAWF06/ticb1+CdWr5FSxGcRlOQMQ8OtrmVyL2XN3QQ4h4brDqcQm/f8/nDmUSPwh48+0//NxYzcIQiC7liOJpLwi+p7a9zvRTx2yWz88aPPcOoRjfrr7vjcFETjSfzu/T1mh1OsdOZuJbBHXnTY/xQ5BYUuKZsxsgLnzxmNe8+Yjs/NbLSFhlspxQvO7HBi88ZjdKkzO5ymNJRjWLkP588ZbXqc7FR5RNX2XRFQ/02HhrO+4z5puDqZZjlrinY4BbwSZOracXJg/OnGE3D58WNw27LJAIxSum6Gy4RuOWWy/vXLX12A+86cUcSjSY918nj3qnXY1aZWZfOSuuITjSfx9L934aZnPgTgvviv1zJDDvfGoFAbGcQVSGcHsgS9aVFNdddkfbwdzDTXqmVo21rUHXSncHoWsI7/pLSJ5J8QF82y6Q348kkTTc/V3SmRBLpJiTaD95NSRfaY5yFej2i6pt3GMXqDia7mosPfWYHMWUhoeDiWQG80AVkSBtW59IMLZuE3Vx+n/9tfAmJGKaHnOCXoXCZj3eGXJZw3d7TJ0V/ul3HD4gmm5wJUaHgJuNNL0XBRaAbPKMLJOUc3VeObZ2S+wEyWoOJUCoKT5CI41Ya8ePErJ9pyp8jfQXaszA6n0hCcbl02GQGvhHNnjyr2objit7jjeqkbjlN55tTGCnzj9OlY/ZHa50AvqWN4gTBvfC2+ctIERBOKKWOHVQKyhHYYZVh/XX9A/7oUdskGI7++6lg88NJGfLynA9FEEnetWqd/z20cGl9fBp9HRCSeRDiW1Mcykn9Sz2iILX0/GVNXhsO72gGwW8Y1FGisDOi77oBdPGAFaxl2n4vDKdVre6JxJLT7EIsbGKWKtWSOZM/p33f5bGindnNNEDta1c2PWU3shfMHtWYzvTF1PkLnNw220HnaecZS45PBANkkjsWdBCf384jkoNGvizAaGg4Ax4ytwTvb2/R/VwcHjwswX/A7EseVbAXbUlR4TaIBozcejzZI91kEJ1lyDjmvD/mwYFI9xmo7u3qXur54yZQXVQZk3HXq1PRPLCI+i1hJ78ykEi/proHbW3r0BThrGU6EW5ZOTv8kRkhljy+FXbLByPET6nDBMU34eM86W6msVXB6+qpj8cqGA7jgmCY88upWHOiM4HBvFAGvGk7forUYry9nc3JH30/G1pbhQ01wWW+tEwAAIABJREFUYrWMayggiQKaaoN6SZ3MqMPJes9wK6lzfK3PKIciz7fmB3H6j/W9lyXBFBTuluFEuzwmDS/XBaejm6vzcJQDQy+p0xzXhuDEprg/EGgxlpfU5RZyrdBZTLG4UVLnht4J0pThxO565emrjkVnOI73dx7GX9fvxzlHs7s5zgpsrnA4TJCtgFSCBieLaMDm5SC5ZDi5TXJEUcCvrjhG/7cRGl46DqdSgL4JBrySmp+hkepcorsG/nrNTuM1jApOpUSqiQnrQfmDGfLepxvD5k+ow3wtTLQ66MWBzgjae2MYoXVDPEQEpxB7GSiA3eFE4ONtcRlDC06Mfhb2kjp14R/JoLOs7nCKxPXMR9a6npYydJc6WRIgCIIp18nts7l24Xis/ugzXLdovKn1+8yRlfk72H4StGQ4teqC0+ATLunIAy445RYyvkYdHU7p52fkucmkogu2LApOHklETZk3o3xjjgq/I1FEIhG0tbWhq6sLicTQbX73s8+rYW5lviQ2bNiQ8fNFARk9nyWqYwn9+INeyXT8kiShvLwcNTU18PmKt8vjVlLn1orXilFSFzfyIBgcwEsNazkmnQ1ibXFNU0kytcIxtGglQgAwjerSxekftEvxkQtn4ctPq1lBkiikzaDj5A8y3tDtj+nHnSAOjfZedeETjiXQFYnDKxm5dKwRcBWcBldJSqlBBEvAcAyzht3hFMfWg114b4datpFKMKcdTmSjsII7nHKG7NCRzhwa7nxOTW2swIZvLkfAK+EXb27XH2dR5CBjV18sgWRSQVuPOjcZjA6nEHc45Q2nDCdrDp0TskVwosWmwVbSOVRhc9ZWBCKRCHbt2oXq6mqMGTMGsiwP2ZM8tkctA6gp82JUdfpwQ/J8SRAwlcGdm1T0RuIQD6k7n9VBL0ZrYY6KoiAWi6GzsxO7du1CU1NT0UQnQ3AyuwOsnVPcIBPP1u6IvnvFF0ADx+xw8pje01TlmYbDyRAA7z9zBpbPaMjTkQ4d/NROdGOlschMlKL9chBBJqEdfTHT46nGIbr0FDDcTXUhdjNF6B3cZioYmFVXzVCBdvuw+llYS6p7owkseeh1/d+pdvmD2qK5O6JeK6KQetODkx30e082+syh4e7vNZkLXHxcE3a39TJ7nxdFAQFZQl8sgXA8gdZuVeivZbQr7UCgNwZknq+XU7ypHE4p8vOsghPZYGfR3cTpH1xw0mhra0N1dTXq6uqKfSjMkK3yX4pLOoG62YjU14IgwOv16udDW1sbGhsbba8vBK4Op4wFJ/Uy/3hPh/4YdzgNHJPDSZZMeVqpAluNhXRM71Q3qjrg+nxO5tBCX8jnQdArmdo8c4oDmTQe7rEKTu7jEFkUkHGPuAHry9ndcacnx41VRtkfqyLHUCHkozsGsrnAtJZU28pPU9yzPZKoh+wDatcnVkXZUoR2ZsgODqdMyrV9HgkrPz899weXQ4JeVXDqiSRMoeGDDfraSJRg9izLGBlOtOCUeYZTLKFAURQjv4k70AYNfBak0dXVhYoKXtICAJOHl2NEVSDjnQ3igirFRTN9AbhtdFRUVKCrq6sgx+ME6XCUzQSUxtpCvMLvYTY4tZSgF5dBr2S6maYKDfd51A430XhSn9SxGhheatChzSG/h+eYMAIZqw5r5XH646nKhCyZIobDiV3BqbrMizs/NwXfPXsm6qhSFKfmDpzCESoBh1OQWlg5XRfpRA16k4PVktNSxUlcMjucBsf1TTZs+qKDW3Ci4e7n3KJnONGCUzx9hpMgCCbRyehQx+Z4zckeflfSSCQSkGVe8w6oinI2qnJNmRdVAdnkECoVRGqnQ3TZEZRluaiZXgN2OFGT7ZtOnojTjxxRkp8Va9AOJ79XMmWDpAoNFwQBFQEPWrqj2NcRBsBbWOcK+jMJ+TwI+Tw4gEiKV3AKAZk0tvdm4XDyGpkiAHCoBBxOAPClheP1rz/4f6cU8Ug4hHJqfGU1y00UBfz0ktlQFODW331sWrAB6TMbg14JbT3q1xV+PpfNJXQJFhGfsnU4lQK6yB+LY297HwBgeAWbDRoGysJJ9VizrRWzGewYWMroolE8uwwnAPCIImKJBD7cdVifE3PBafDAVzkU3ILcf0pVwKA/cjfBqdjnBQmjtgpOmTqcQj4PTp3ZAEVRBadS/axYw1pSR3ehaapJnX1W4ZfR0h3lDqcc4/NYBCe+8GICr2QWj/THU4xheoit1v2xpUu9VlgXnGgGuzugVKCdjl5GS+oAYNl0Nd/njufX2r6X1uFEbXJwwSm30AHsZEGdSBr3+wnDQgU/pnwQ0M6h3mgCWw6o2aYTB8nfZuWJy+cimkia5gycgUPyzCIJpy51qcdeWRLQFwPOf2wNRteoFTM81H3wwFc5nCGN2eFUxANJAal+s7cUz+yABUHATy6anevDGvJYS+q2aG23AWByQ3nK15ZbOghxwSlXGPZ4SRRMzgZO8fDJzovlVA4nW0ldt+oGZLmkjsMm9PjqKYFycqdjTLfBRJcN8lLi3FJpEpzUz2FsnSrEjKsrw4XHNhfluHINKes80BHG/s4w/LKoN9IZbAiCwMWmPOC1OJwSSQVJRd3cT1daTo9xu9tUhx13OA0e+F2JM6TJxOFUbAbqcOLkB3OGg4gTJ9bhjS0t+NZZM9K+tsKyIOAldbmBhFMSuJDHBm7ujFRda/yy2RVVig4nDhuYMpxK4L7p5ARId78fVR3A+zsPAzA7cjgDhxacyOdwxlEj0Fjpx5wx1YMmo63Mp465H+1WO09PGBYaNH8bpzCQ64OU0RnuJjFttYjTBhQXBQcP7N95OSXDZZddNqDysx07dkAQBKxcuTJ3B5WClStXQhRF7N29C4BZfGIJcsO3ZhuyGn46FBEEAQ9+4Uj835XH4qIMdjvpkgevR+TiYY6wBoCG+E4/E7id36lDw7XyjkgCLd0RPcOJO5w42UKPt6XQBt1pkZ9up7+5tkz/mpfU5RYnh5MsiTh+Qt2gWhCTDZoPd6mC06ThqZ3aHI4Vcn3ELIJTJjlnjoKTizuaU3rwT3II09nZifvuuw9HH300ysvLEQwGMW3aNNx22204cOBAsQ+Po+FxmSBzkYIdJFHA8Ao/TphYl9Hz6S5C3IWTO+IWweny48cAAC6YO7oIR8Mh9EdwCnjV7/32vd2Yc//fdPcGdzhxsoUeY0tho8bpGNMt2Jqp0ideUpdbKoPUBlEJnD/9hTit39+ljrVccOJkC7k+SKYpcZ2ny29yew4vqRs88LvSEGXz5s1YtmwZdu7cibPPPhtXXnklZFnGmjVr8PDDD+Pxxx/HCy+8gHnz5mX8M3/2s5/h0Ucf7fcxNTc3o6+vDx4PPy1p3EK+S2HiPFTIds+8vtzo/EJs7JyBE7d0dpo+ohJrVy7lWU5Fxm3SmKq8KSA7f2ZccOJkC12yLDEcGk5w2mRKt8E0ps4QnHhJXW5xKqkbjBBHMHEKj6FccxxOJhBHklNJXTqcnhPgoeGDBj4LH4L09vbi9NNPx969e/HCCy9gxYoV+veuueYaXH/99ViyZAnOOOMMrFu3DsOHD3f9WYqioKenB6FQCLIsQ5b7P9ERBAF+f/FasBa7G50b3OHEPtnmfzVWGud5yMcXB7nC6nACeHkJC7iNVakmoQGvfaLpl0WUOTzO4aSCPv8SCfsYwRoeJ4dTmvt9Uw1dUsen9rmk0qFL3WDEujFTFeT3Tk52kBJT4nCKxjMXnJzGuHQdnzmlA1+xDkF+8YtfYPPmzbj55ptNYhNhzpw5+Pa3v41Dhw7he9/7nv74a6+9BkEQ8MQTT+DHP/4xpk2bBr/fjwcffBCAe4bTP//5T8ybNw+BQAANDQ246aabsH79eltek1OGE/3Yn/70J8ydOxd+vx+NjY247bbbEI/HTb/rnXfewWWXXYZJkyYhGAyivLwcxx9/PFatWuX6ftSHfAj5PMza0N1CGweztbvUcHOhuWEWnPgCOldct2g8AOBLC8YV+Ug4NG5jVapOm0EHYam+3MfsxgCnNAjHE+mfVGQcQ8PT3O/rQl79a4V9Ta2koF0WDnsagwZr8xK+WcPJFuJmjmjjrOFwyqSkzj7GjR8WyuHRcYoJmytsTl75/e9/D0B1M7lx2WWX4eabb8Zzzz2nC0qEH/zgB2htbcXVV1+NhoYGjB7tno/y5ptvYunSpaiursYdd9yBqqoqPPvss/jXv/6V1TH/+c9/xk9+8hNce+21uOKKK7B69Wo8+OCDqK6uxl133aU/b9WqVdi4cSPOO+88NDc3o7W1FU8++STOPvts/PrXv8aFF15o+9l15T6MqWd3UHMVnLjDqegEZAl9sQRmN1dn9brGyoD+Ne9QlzuObqrGp99cpgdOc9hAEAR4JVG32RNSOpwcrPQ8MJwzUMjOO8v0p6SOFmI9g9iFUwzo99baLXgwYc2TpLMmOZxM0B1OcWuGUyYldfZxawIXnAYNfDRJw5g7Xiz2ITiy47t2Z1KmfPLJJygvL8eECRNcnxMMBjFlyhSsW7cO3d3dCIWMi37Xrl3YuHEjhg0blvZ33XLLLRAEAW+99RbGjVNdB9dffz0WLVqU1TGvX78e69evx5gxYwAA1157LWbOnIkf/ehHJsHpnnvuwXe+8x3Ta7/yla9g1qxZuP/++x0FJ9ZxE5x4hlPxeeP2xdjZ2oOjRldl9brGKjrDiQ/DuYSLTWzi9dgFp1SLaKeSunouOHEGSCk4nPpTUgcA/3vR0Xj50wNYcURjPg6LA6A3yv7501+sLn+eBcbJFj3DKZ6bDKfxDJsBONnBV6xDkM7OTlRWVqZ9XkVFBQCgo6PD9Pill16akdh04MABvPvuuzjjjDN0sQkAZFnGTTfdlNUxn3nmmbrYBKg7TosXL8b+/fvR3d2tP15WZuQY9Pb2orW1Fb29vTjppJOwYcMGdHZ2ZvV7WYBnOLFLXciH2c01Wb+OzkpQeP0DZwjgFByeahLqVFLHF0CcgVIKDpX+dmv63MxGfP/8o3SXASf3DGbBid78EgQgxDdvOFlilNRpGU5EcMpg/HIqG/bz0PBBAx9N0jAQJxGrVFRUZCS8kOdYxalJkyZl9Hu2b98OAJg8ebLte06PpYIWrAi1tbUAgNbWVt2BdfDgQdxzzz1YvXo1Dh48aHtNe3u7LqSVCpLoFrjLbfOlCm3R7+yLp3gmhzM4yFZwciqps3Yh5HCyJVwCJXVO93zuaGaDvujgvV/TJXXlPk/W2ZQcjlFSp2U4acJTqrxGAh/jBjdccBqCzJgxA6+//jq2bt3qWlbX29uLjRs3YsyYMaZyOkAttys0kuSuchOHiKIoWLp0KTZs2ICbbroJc+bMQWVlJSRJwuOPP46nn34ayST7k00rbmNwJjueHPbpCseKfQgcTt6ZOaoSn3WETY95Pe6TUKeSOrJryuH0l5JwODks9J3K7DiFp68Ezp/+QpfUcTcppz/oDqdYPzKcqDVNc20Q96yYlocj5BQLfgcbgpx99tkAgJ///Oeuz/nVr36FWCymP7c/kBK4TZs22b7n9NhAWbt2LT7++GPccccdeOCBB3Deeedh2bJlWLJkCRKJ0p0keFwdTvzyHQzwiR1nKHDWrJG2x9zGNsDZXn/FCWNzekycocOKmWqu0bmzRxX5SNLjFPrNzSZsMFRK6niHOk5/IBlOemh4MpsMJ2OQ+8tNJ+KUacPzcIScYsFXrEOQq666ChMmTMBDDz2El156yfb9Dz74AHfeeSfq6+tx22239fv3NDQ0YM6cOVi9ejW2bdumPx6LxfDwww/3++e6QVxQ1kycTz75BKtWrcr57ysUvEvd4OT3187DCRPq8M0zZhT7UDicvLN4ij33L5Eiv4wuO53dXI337lmCuWOyz0vjcADgf847Es9fPx9XHM++aGl1M3158QRTZ1NO4fmCJlR+YbZ7V+ZShy6p4x3qOP3BraQuE8FJou75fp5DN+jgI8oQpKysDH/84x+xfPlyrFixAueccw4WLVoEj8eDd955B0899RRCoRD+8Ic/oKGhYUC/68EHH8Qpp5yC+fPn4/rrr0dlZSWeffZZRKNRAOZFxUCZOnUqpk+fjgceeAC9vb2YPHkyNm/ejJ/+9KeYOXMm3n///Zz9rkLiFhrOHU6lzZwxNfi/q44t9mFwOAXB55Hw7JfmYWdrD277/VoAQCKRWWC+VxJRxzvUcQaAX5ZwdFN1sQ8jI+iSukWT63HrsuwyLzm5574zZ+D0I0fg2HGDV/Quo0LCQ7x7LqcfWEPDSUldqvJ5QjxpzAd4ftjgg48oQ5SpU6di7dq1ePjhh/H888/jz3/+MxKJBJqbm3HjjTfi1ltvHbDYBAALFy7ESy+9hLvuugvf/va3UVVVhfPPPx8XXnghjjvuOAQCudu1kyQJL774Im699VY8+eST6OnpwYwZM/Dkk0/i448/LlnByW3gdSo54XA4HFY5ZmwNjhlbowtO9AQzFZl0uOFwBgu0w8ltw4lTWPyyhAWT6ot9GHmFnmu6Oes5nFTYM5wydzjFeFOQQQ0XnIYwlZWV+PrXv46vf/3rGT1/0aJFKVu4P/HEE3jiiSdsj5900klYs2aN6bHnnnsOANDU1KQ/NmbMGNvPd3qMsHLlSqxcudL0WHNzM373u9/ZnnvWWWfZnuv0ehZxm3DykjoOh1PKVAczywlxClHmcAYrdJZJqpwzDidfcMGJ0x98srmkLsoFJ44GF5w4eUVRFEQiEfj9fv2xWCyGhx56CB6PB4sWLSrewZUIrhlO3OHE4XBKkF9dcQzW7e3AMWMzK0/h5cOcoQQtMjkFiHM4+SaXcRecoYO9pC5zwSmeYYk9pzThghMnr0QiETQ3N+Oiiy7C5MmT0drait/+9rdYu3Ytbr/99pyU7Q12JJcbPy8z4XA4pciCSfVZlafwsY4zlKA3mbjYyikGIhecOP3AJjjpoeHpz6dYhiX2nNKEC06cvCLLMlasWIHVq1dj3759UBQFkydPxo9//GNcf/31xT68kkByGai5w4nD4QwFJg0LFfsQOJyCQS/OeGkTpxhwYx2nP+gldTGtS53mWsqopC7OS+oGM1xw4uQVSZLwy1/+stiHUdK4d6njMwIOhzN4+dONJ+Avn+zD1QvGFftQOJyCQYeG8/s8p5BMHl6OTQe6cPLU4cU+FE4JYnU4ZZPhFE9ywWkwwwUnDodxJJfQUF5jz+FwBjMzRlZixsjKYh8Gh1NQ6JB8HhrOKSTPfmkePvmsA/PH1xb7UDgliFuGkzcD4TzKM5wGNfxOxuEwDt/g5HA4HA5naEA7nHhoOKeQVAZlHD+hjm9ocvqFz2N0qXt/52H84G9bAGTmcFo6TXXVzWmuzt8BcooGdzhxOIwj8awmDofD4XCGBLTI5FZSz+FwOKwhSwIEQc1uuvV3H+uPZ+JdumbBOEwaXp5x91pOacEFJw6HcfiEk8PhcDicoYEs0g4nvuHE4XBKA0EQ4POICMeS2N7Soz8+qjqQ9rWyJOKUaTw7bLDCBScOh3F4lxoOh8PhcIYG9D1f5vd/DodTQvg8EsIxNbvpukXjMX98LY4bxzPBhjpccOJwGEfitfQcDofD4QwJ6M503OHE4XBKCRIcDgCzRlfhxIn1RTwaDivwOxmHwzg8NJTD4XA4nKEBLTJxhzOHwyklfLIxftWX+4p4JByW4IITh8M49ITT6+GXLIfD4XA4gxU6t1HmG04cDqeEIJ3qAGBYhb+IR8JhCb565Tjy2muvQRAEPPHEE/pjO3bsgCAIWLlyZdGOayA4/U2lAF1Sd9PJE3H6kSPw8AVHFfGIOBwOh8Ph5AO6hbhH5NN0DodTOtCCeX2IO5w4KvxONkQh4ovbf2vWrMno57S3t2PlypV47bXX8nvAQxja4TSloRw/+uIsnHHUyCIeEYfD4XA4nHzgMWU4cYcTh8MpHXqjCf1rXpXBIfDQ8CHOF7/4RZx66qm2x5cuXYqbb74ZsiynfH17ezvuvfdeAMCiRYvycYhDHnrCOa4+VMQj4XA4HA6Hk09oVxN3OHE4nFKioy9W7EP4/+3df3CV1ZnA8e9jAqFgFg0UBAFBSQFrARHBzrIObR1Qtyha0XZq5Ycr7YwzWnTbLVQhtotlx85iWXfa6bZSqUx1RalOtW6p1tl2hqpg7Q+FnTrUoi5FsoDJiDZIz/5x38SbECCxl7y5yfczk8l9z3vy3ucyOZyb557zvOqGTDj1clOmTOHqq6/OO4wjamxspLq6Ou8wctX0zl9aHo88+X05RiJJko6nPq5wklSmGt424aTD+dGJ2tWRekdPPfUUY8aMAeC2225r2Y43evToVv3uv/9+ZsyYQXV1Nf3792f69Ols2LDhsOtFBAsWLOCJJ55gxowZnHjiicyZM6fl/JYtW7jssssYPHgwVVVVjBs3jpUrV/LOO+8cdq2HH36Ys88+m379+jFy5EhuvfVWDh4sz/8Edzf8ueWxt0iWJKnnqrBouKQylVLhe/++FUfvqF7FFU693IEDB6ivr2/VVlXVsSJvEyZMYPXq1SxZsoTLLruMyy+/HIATT3x329ctt9zCypUrufDCC/nqV7/KCSecwMaNG5k3bx533XUX119/fatrbtmyhQcffJDrrruO+fPnt7Q/+uijXH755YwdO5abb76ZmpoaNm/ezPLly3n++ed54IEHWvpu3LiRT3ziE4wePZrly5dTWVnJ2rVrefTRRzv979MdXPShU/i3J1/iU9NG5h2KJEk6joqLhle4pU5SGRr4vqOXZFHvYsLpWOoG5h1B++reKMllVqxYwYoVK1q1XXXVVXzuc5875s8OHTqUuXPnsmTJEiZOnHjY1rznnnuOlStXsnTpUm6//faW9htuuIG5c+eydOlSrrnmmlZb5l544QU2bdrEBRdc0NL29ttvc+211zJ9+nSefPJJKisLv7af/exnmTRpEjfddBNPPfUUM2fO5NChQ9x4443U1NTwzDPPMHjw4Ja+EydO7Pw/UDcwpLofz375Y0T4SackST1Z8V2e+pzgvC+p/Jx6kiVA9C4/OunlFi9ezKZNm1p93XLLLSW59vr164kI5s+fT319fauvSy65hMbGRjZv3tzqZyZNmtQq2QSwadMmdu/ezcKFC9m/f3+r6zQXPP/JT34CwNatW3nllVdYuHBhS7IJYODAgR1KonVXJpskSer5irfOu41eUjlZu+BcJo0YyB3zJuUdiroRVzgdS4lWEnVXtbW1hyV4oFCf6a+1bds2UkqMHz/+iH12797d6vgDH/hAu9cBWLRo0TGvs2PHDoB2n/PMM888dtCSJEk5sWi4pHL1kfFD+Mj4IXmHoW7GhJOOm5QSEcGPf/xjKiraLx73wQ9+sNVx//79270OwB133MHkyZPbvc7w4cP/ymglSZLyVVlUt6nSLXWSpDLXrRNOEXEz8HXg/Sml+ijsK/oGcDFwAFiQUnouzxh7u6Nt9aqtreXxxx9n1KhRTJgw4T0/R21tLQADBgxodzVWsdNPPx2A7du3H3buxRdffM8xSJIkHW+tVjhZNFySVOa67UwWESOBWcDOouaLgNrsazHwzRxCU5HmO9Lt3bv3sHOf+cxnAFi2bBmHDh067Hzb7XRHMnv2bIYMGcKqVavafZ633nqLxsZGAM455xxGjBjB2rVrW919r6GhgW9961sdej5JkqQ8FNdt6uOWOklSmevOK5xWA18EHi5quxRYlwp7rH4ZESdFxLCU0q5cIhSDBg1i7Nix3HfffZxxxhkMHTqUAQMGMGfOHM4991zq6uqoq6tj8uTJzJs3j+HDh7Nr1y62bt3KY489RlNT0zGfY8CAAaxbt465c+cybtw4Fi1axNixY9m/fz/bt2/noYceYuPGjcycOZOKigpWr17NlVdeybRp07juuuuorKzk7rvvZtCgQezcufOYzydJkpSH4m10Fg2XJJW7bplwiohLgddSSr9us2XrVOCVouNXs7bDEk4RsZjCKihGjRp1/IIV69evZ8mSJSxbtowDBw5w2mmnMWfOHABWrFjB1KlTWbNmDXfeeSdvvvkmQ4YM4ayzzmLNmjUdfo7Zs2fz7LPPsmrVKu6991727NnDySefzBlnnMFNN93ExIkTW/peccUVbNiwga985SvU1dUxZMgQFixYwPnnn8+sWbNK/volSZJKobLVljpXOEmSyls0F2Tu8ieO+ClwSjunvgwsA2allN6IiJeBqVkNpx8Bq1JKv8iu8QTwTymlLUd7rqlTp6YtW47ahW3btv1VdYbUs/n7IUmSjrc9jX/m3JU/BeDxz/8d40/5m5wjkiTp6CJia0ppanvnclvhlFJqt/pzRHwIGAM0r24aATwXEdOA14CRRd1HZG2SJElSWbNouCSpJ+l2M1lK6bcppSEppdEppdEUts1NSSn9CXgEuCYKzgPesH6TJEmSegKLhkuSepJuWcPpKB4DLgZeAg4AC/MNR5IkSSqN4rpNFdZwkiSVuW6fcMpWOTU/TsD1+UUjSZIkHR99Wq1w6nYbESRJ6hRnMkmSJKkbKF7U5F3qJEnlzoSTJEmS1A1EREvtpkpXOEmSypwzWZHCjj2pNX8vJElSV6kZ0Jd+fU6gXx/fpkuSylu3r+HUVSoqKjh48CB9+/bNOxR1MwcPHqSioiLvMCRJUi/wnWvO5a2Dh6iq9L2HJKm8mXDKVFdX09DQwODBg/MORd1MQ0MD1dXVeYchSZJ6gQ+NGJh3CJIklYRrdTM1NTXs27eP+vp6mpqa3EbVy6WUaGpqor6+nn379lFTU5N3SJIkSZIklQ1XOGWqqqoYNWoUe/fu5eWXX+bQoUN5h6ScVVRUUF1dzahRo6iqqso7HEmSJEmSyoYJpyJVVVUMGzaMYcOG5R2KJEmSJElS2XJLnSRJkiRJkkrKhJMkSZIkSZJKyoSTJEmSJEmSSsqEkyRJkiRJkkrKhJMkSZIXp4uQAAAHkUlEQVQkSZJKyoSTJEmSJEmSSsqEkyRJkiRJkkoqUkp5x3DcRcQe4I95x1Eig4H6vIOQyoBjReoYx4rUMY4VqWMcK9Kx9aRxclpK6f3tnegVCaeeJCK2pJSm5h2H1N05VqSOcaxIHeNYkTrGsSIdW28ZJ26pkyRJkiRJUkmZcJIkSZIkSVJJmXAqP9/OOwCpTDhWpI5xrEgd41iROsaxIh1brxgn1nCSJEmSJElSSbnCSZIkSZIkSSVlwqlMRMSFEfE/EfFSRHwp73ikPEXEyIj4WUS8GBEvRMSNWXtNRGyKiN9n30/O2iMi1mTj5zcRMSXfVyB1rYioiIhfRcSPsuMxEfF0Nibuj4i+WXtVdvxSdn50nnFLXSkiToqIDRGxPSK2RcSHnVekw0XEkuz91+8i4gcR0c95RYKIuDsiXo+I3xW1dXoeiYj5Wf/fR8T8PF5LqZhwKgMRUQH8O3ARcCbwqYg4M9+opFy9A9ycUjoTOA+4PhsTXwKeSCnVAk9kx1AYO7XZ12Lgm10fspSrG4FtRcf/AqxOKY0F9gHXZu3XAvuy9tVZP6m3+AbweEppPDCJwphxXpGKRMSpwA3A1JTSWUAF8EmcVySA7wEXtmnr1DwSETXACmA6MA1Y0ZykKkcmnMrDNOCllNKOlFITcB9wac4xSblJKe1KKT2XPW6k8EfBqRTGxT1Zt3uAudnjS4F1qeCXwEkRMayLw5ZyEREjgL8HvpMdB/BRYEPWpe1YaR5DG4CPZf2lHi0iBgLnA98FSCk1pZT247witacSeF9EVAL9gV04r0iklP4b2NumubPzyGxgU0ppb0ppH7CJw5NYZcOEU3k4FXil6PjVrE3q9bKl2WcDTwNDU0q7slN/AoZmjx1D6s3uBL4I/CU7HgTsTym9kx0Xj4eWsZKdfyPrL/V0Y4A9wNps++l3ImIAzitSKyml14CvAzspJJreALbivCIdSWfnkR41v5hwklS2IuJE4EHg8ymlhuJzqXALTm/DqV4tIj4OvJ5S2pp3LFI3VwlMAb6ZUjobeJN3tz0AzisSQLa151IKSdrhwADKePWF1JV64zxiwqk8vAaMLDoekbVJvVZE9KGQbFqfUnooa97dvKUh+/561u4YUm/1t8AlEfEyhe3YH6VQp+akbCsEtB4PLWMlOz8Q+L+uDFjKyavAqymlp7PjDRQSUM4rUmsXAH9IKe1JKR0EHqIw1zivSO3r7DzSo+YXE07l4VmgNrv7Q18KhfkeyTkmKTfZ3v/vAttSSv9adOoRoPlODvOBh4var8nuBnEe8EbR0lapx0opLU0pjUgpjaYwdzyZUvo08DPgiqxb27HSPIauyPr3qk/i1DullP4EvBIR47KmjwEv4rwitbUTOC8i+mfvx5rHivOK1L7OziP/BcyKiJOzFYWzsrayFI738hARF1Oow1EB3J1SWplzSFJuImIG8HPgt7xbl2YZhTpO/wmMAv4IXJlS2pu9IbqLwpLvA8DClNKWLg9cylFEzAT+MaX08Yg4ncKKpxrgV8DVKaU/R0Q/4PsU6qLtBT6ZUtqRV8xSV4qIyRSK6/cFdgALKXw467wiFYmI24CrKNw1+FfAP1CoMeO8ol4tIn4AzAQGA7sp3G3uh3RyHomIRRT+tgFYmVJa25Wvo5RMOEmSJEmSJKmk3FInSZIkSZKkkjLhJEmSJEmSpJIy4SRJkiRJkqSSMuEkSZIkSZKkkjLhJEmSJEmSpJIy4SRJktQFIuJ7EeHtgSVJUq9QmXcAkiRJ5aiTyaMxxy0QSZKkbihS8oM2SZKkzoqIq9s0/R2wGPg28PM25zYCTUBFSuntLghPkiQpV65wkiRJeg9SSvcWH0dEJYWE0+a254ocPO6BSZIkdQPWcJIkSeoC7dVwam6LiEHZ4/qIaIyIH0bEKVmfxRGxLSLejojtEXHpEa5/VUT8Ivv5AxHxdERc0RWvTZIkqS0TTpIkSfl7HBgILAf+A/g4sDEivgB8AbgH+BLQF9gQEa1qQkXEPwP3AY3ArVnfA8ADEXF9V70ISZKkZm6pkyRJyt8zKaWWxFBEACwBTgXOSik1ZO1PAr+msHVvadY2Bfgy8LWU0rKia66JiB8CX4uIdSmlxi55JZIkSbjCSZIkqTu4s81xc9Hxdc3JJoCU0m+ABqC2qO+ngQTcExGDi7+AR4Bq4MPHL3RJkqTDucJJkiQpfzvaHO/Lvv+hnb77gEFFxxOAALYf5fpD33tokiRJnWfCSZIkKWcppUNHOHWk9mjzOAEXHaX/C+8xNEmSpPfEhJMkSVJ5+z1wIbAzpbQt72AkSZLAGk6SJEnl7vvZ99sjoqLtyYhwO50kSepyrnCSJEkqYymlZyOiDqgDno+IB4D/BYYB5wAXA31zC1CSJPVKJpwkSZLKXErptojYAtwAfB4YALwO/C5rkyRJ6lKRUso7BkmSJEmSJPUg1nCSJEmSJElSSZlwkiRJkiRJUkmZcJIkSZIkSVJJmXCSJEmSJElSSZlwkiRJkiRJUkmZcJIkSZIkSVJJmXCSJEmSJElSSZlwkiRJkiRJUkmZcJIkSZIkSVJJmXCSJEmSJElSSf0/F9hdfcqfeYIAAAAASUVORK5CYII=", "text/plain": [ "
" ] }, "metadata": { "needs_background": "light" }, "output_type": "display_data" } ], "source": [ "filtered = filtfilt(b, a, signal)\n", "\n", "plt.figure(figsize=(20,5))\n", "plt.plot(signal, linewidth=2)\n", "plt.plot(filtered, linewidth=2)\n", "plt.ylabel('Intensity', fontsize=18)\n", "plt.xlabel('Time', fontsize=18)\n", "plt.legend(['Original','Filtered'], fontsize=18)" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "### Low Pass\n", "Low pass filters only retain low frequency signals, which *removes* any high frequency information." ] }, { "cell_type": "code", "execution_count": 35, "metadata": { "ExecuteTime": { "end_time": "2020-04-17T06:38:53.592302Z", "start_time": "2020-04-17T06:38:53.372453Z" } }, "outputs": [ { "data": { "text/plain": [ "" ] }, "execution_count": 35, "metadata": {}, "output_type": "execute_result" }, { "data": { "image/png": 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", "text/plain": [ "
" ] }, "metadata": { "needs_background": "light" }, "output_type": "display_data" } ], "source": [ "from scipy.signal import butter, filtfilt\n", "\n", "filter_order = 2 \n", "frequency_cutoff = 10\n", "sampling_frequency = 500\n", "\n", "# Create the filter\n", "b, a = butter(filter_order, frequency_cutoff, btype='low', output='ba', fs=sampling_frequency)\n", "\n", "# Apply the filter\n", "filtered = filtfilt(b, a, signal)\n", "\n", "plt.figure(figsize=(20,5))\n", "plt.plot(signal, linewidth=2)\n", "plt.plot(filtered, linewidth=4)\n", "plt.ylabel('Intensity', fontsize=18)\n", "plt.xlabel('Time', fontsize=18)\n", "plt.legend(['Original','Filtered'], fontsize=18)" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "What does the filter look like?" ] }, { "cell_type": "code", "execution_count": 36, "metadata": { "ExecuteTime": { "end_time": "2020-04-17T06:38:53.839513Z", "start_time": "2020-04-17T06:38:53.594047Z" } }, "outputs": [ { "data": { "image/png": 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", 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" ] }, "metadata": { "needs_background": "light" }, "output_type": "display_data" } ], "source": [ "filter_order = 10\n", "frequency_cutoff = 10\n", "sampling_frequency = 500\n", "\n", "# Create the filter\n", "b, a = butter(filter_order, frequency_cutoff, btype='low', output='ba', fs=sampling_frequency)\n", "\n", "plot_filter(b, a, sampling_frequency)" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "### Bandpass\n", "\n", "Bandpass filters permit retaining only a specific frequency. Morlet wavelets are an example of a bandpass filter. or example a Morlet wavelet is a gaussian with the peak frequency at the center of a bandpass filter.\n", "\n", "Let's try selecting removing specific frequencies" ] }, { "cell_type": "code", "execution_count": 37, "metadata": { "ExecuteTime": { "end_time": "2020-04-17T06:38:54.051634Z", "start_time": "2020-04-17T06:38:53.841198Z" } }, "outputs": [ { "data": { "text/plain": [ "" ] }, "execution_count": 37, "metadata": {}, "output_type": "execute_result" }, { "data": { "image/png": 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", "text/plain": [ "
" ] }, "metadata": { "needs_background": "light" }, "output_type": "display_data" } ], "source": [ "filter_order = 2 \n", "lowcut = 7\n", "highcut = 13\n", "\n", "# Create the filter\n", "b, a = butter(filter_order, [lowcut, highcut], btype='bandpass', output='ba', fs=sampling_frequency)\n", "\n", "# Apply the filter\n", "filtered = filtfilt(b, a, signal)\n", "\n", "plt.figure(figsize=(20,5))\n", "plt.plot(signal, linewidth=2)\n", "plt.plot(filtered, linewidth=4)\n", "plt.ylabel('Intensity', fontsize=18)\n", "plt.xlabel('Time', fontsize=18)\n", "plt.legend(['Original','Filtered'], fontsize=18)" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "### Band-Stop\n", "Bandstop filters remove a specific frequency from the signal" ] }, { "cell_type": "code", "execution_count": 38, "metadata": { "ExecuteTime": { "end_time": "2020-04-17T06:38:54.445971Z", "start_time": "2020-04-17T06:38:54.053621Z" } }, "outputs": [ { "data": { "text/plain": [ "" ] }, "execution_count": 38, "metadata": {}, "output_type": "execute_result" }, { "data": { "image/png": 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", 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"text/plain": [ "
" ] }, "metadata": { "needs_background": "light" }, "output_type": "display_data" } ], "source": [ "filter_order = 2 \n", "lowcut = 8\n", "highcut = 12\n", "\n", "# Create the filter\n", "b,a = butter(filter_order, [lowcut, highcut], btype='bandstop', output='ba', fs=sampling_frequency)\n", "\n", "# Plot the filter\n", "plot_filter(b, a, sampling_frequency)\n", "\n", "# Apply the filter\n", "filtered = filtfilt(b, a, signal)\n", "\n", "plt.figure(figsize=(20,5))\n", "plt.plot(signal, linewidth=2)\n", "plt.plot(filtered, linewidth=2)\n", "plt.ylabel('Intensity', fontsize=18)\n", "plt.xlabel('Time', fontsize=18)\n", "plt.legend(['Original','Filtered'], fontsize=18)" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "## Exercises\n", "\n", "### Exercise 1. Create a simulated time series with 7 different frequencies with noise" ] }, { "cell_type": "code", "execution_count": null, "metadata": {}, "outputs": [], "source": [] }, { "cell_type": "markdown", "metadata": { "ExecuteTime": { "end_time": "2020-04-13T06:24:44.424287Z", "start_time": "2020-04-13T06:24:44.422065Z" } }, "source": [ "### Exercise 2. Show that you can identify each signal using a FFT" ] }, { "cell_type": "code", "execution_count": null, "metadata": {}, "outputs": [], "source": [] }, { "cell_type": "markdown", "metadata": {}, "source": [ "### Exercise 3. Remove one frequency with a bandstop filter" ] }, { "cell_type": "code", "execution_count": null, "metadata": {}, "outputs": [], "source": [] }, { "cell_type": "markdown", "metadata": {}, "source": [ "### Exercise 4. Remove frequency with a bandstop filter in the frequency domain and reconstruct the signal in the time domain with the frequency removed and compare it to the original" ] }, { "cell_type": "code", "execution_count": null, "metadata": {}, "outputs": [], "source": [] } ], "metadata": { "kernelspec": { "display_name": "Python 3 (ipykernel)", "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": "3.12.2" }, "toc": { "base_numbering": 1, "nav_menu": {}, "number_sections": true, "sideBar": true, "skip_h1_title": false, "title_cell": "Table of Contents", "title_sidebar": "Contents", "toc_cell": false, "toc_position": { "height": "calc(100% - 180px)", "left": "10px", "top": "150px", "width": "298.237px" }, "toc_section_display": true, "toc_window_display": true } }, "nbformat": 4, "nbformat_minor": 2 }