{ "cells": [ { "cell_type": "markdown", "metadata": {}, "source": [ "# `pyroomacoustics` demo\n", "\n", "In this IPython notebook, we demonstrate a few features of `pyroomacoustics`:\n", "\n", "1. Its _pythonic_ and convenient object-oriented interface.\n", "2. The Room Impulse Response (RIR) generator.\n", "3. Provided reference algorithms. \n", "\n", "Below is a list of the examples (run all cells as some may depend on previous imports and results). \n", "\n", "1. [Creating a 2D/3D room](#room)\n", "2. [Adding sources and microphones](#source_mic)\n", "3. [Room Impulse Response generation and propagation simulation](#rir)\n", "4. [Beamforming](#bf)\n", "5. [Direction-of-arrival](#doa)\n", "6. [Adaptive filtering](#af)\n", "7. [STFT processing](#stft)\n", "8. [Source Separation](#bss)\n", "\n", "More information on the package can be found on the [Github repo](https://github.com/LCAV/pyroomacoustics) and from the [paper](https://arxiv.org/pdf/1710.04196.pdf), which can be cited as:\n", "\n", "_R. Scheibler, E. Bezzam, I. Dokmanić, Pyroomacoustics: A Python package for audio room simulations and array processing algorithms, Proc. IEEE ICASSP, Calgary, CA, 2018._\n", "\n", "Let's begin by importing the necessary libraries all of which can be installed with `pip`, even `pyroomacoustics`!" ] }, { "cell_type": "code", "execution_count": 1, "metadata": {}, "outputs": [], "source": [ "import numpy as np\n", "import matplotlib.pyplot as plt\n", "from scipy.io import wavfile\n", "from scipy.signal import fftconvolve\n", "import IPython\n", "import pyroomacoustics as pra" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "\n", "## Creating a 2D/3D room\n", "\n", "We can build an arbitrary room by specifing its corners on a plane." ] }, { "cell_type": "code", "execution_count": 2, "metadata": {}, "outputs": [ { "data": { "image/png": "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\n", "text/plain": [ "
" ] }, "metadata": { "needs_background": "light" }, "output_type": "display_data" } ], "source": [ "corners = np.array([[0,0], [0,3], [5,3], [5,1], [3,1], [3,0]]).T # [x,y]\n", "room = pra.Room.from_corners(corners)\n", "\n", "fig, ax = room.plot()\n", "ax.set_xlim([-1, 6])\n", "ax.set_ylim([-1, 4]);" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "If we wish to build a 3D room, we can \"lift\" the 2D shape by a specified height." ] }, { "cell_type": "code", "execution_count": 3, "metadata": {}, "outputs": [ { "data": { "image/png": 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\n", 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" ] }, "metadata": { "needs_background": "light" }, "output_type": "display_data" } ], "source": [ "room = pra.Room.from_corners(corners)\n", "room.extrude(2.)\n", "\n", "fig, ax = room.plot()\n", "ax.set_xlim([0, 5])\n", "ax.set_ylim([0, 3])\n", "ax.set_zlim([0, 2]);" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "\n", "## Adding sources and microphones\n", "\n", "We can conveniently add sources to the room using the `add_source` method. We can also set a `numpy` array as the source's signal.\n", "\n", "The speech file comes from the [CMU Arctic Database](http://www.festvox.org/cmu_arctic/)." ] }, { "cell_type": "code", "execution_count": 4, "metadata": {}, "outputs": [ { "data": { "image/png": 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gS1IjDLokNcKgS1IjDLokNcKgS1IjDLokNcKgS1Ij/hemPNA06Yr38wAAAABJRU5ErkJggg==\n", "text/plain": [ "
" ] }, "metadata": { "needs_background": "light" }, "output_type": "display_data" } ], "source": [ "# specify signal source\n", "fs, signal = wavfile.read(\"arctic_a0010.wav\")\n", "\n", "# add source to 2D room\n", "room = pra.Room.from_corners(corners, fs=fs, ray_tracing=True, air_absorption=True)\n", "room.add_source([1.,1.], signal=signal)\n", "\n", "fig, ax = room.plot()" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "And similarly add a microphone array." ] }, { "cell_type": "code", "execution_count": 5, "metadata": {}, "outputs": [ { "data": { "image/png": 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7S9WGJM8GbgauqarpcdczalX166o6l9nXPJ6fpNkhtiSXAIeras+4aznFLqiqlwNvAN7THVIdmpUW6IO831QN6I4j3wx8uqq+NO56TqWq+inwLeDiMZcyShcAb+6OKX8WeE2SfxlvSaNXVY90/3sY+DKzw8hDs9ICfZD3m2qF604Q3gDsr6qPjLueUyHJRJLTu8vPBF4H3D/eqkanqrZX1ZlVNcns3+NvVtWfjLmskUryrO4kP0meBVwEDPXutRUV6FU1A/zm/ab7gc9X1b3jrWq0knwG+C/g95McSvLOcdd0ClwAvI3ZXtu+7ueN4y5qxDYBtyW5m9mOy61VtSpu5VtFfhe4PcldwPeAf6uqfx/mCVbUbYuSpIWtqB66JGlhBrokNcJAl6RGGOiS1AgDXZIaYaBLUiMMdElqhIEuSY34f9owYB36mYL6AAAAAElFTkSuQmCC\n", "text/plain": [ "
" ] }, "metadata": { "needs_background": "light" }, "output_type": "display_data" } ], "source": [ "R = pra.circular_2D_array(center=[2.,2.], M=6, phi0=0, radius=0.1)\n", "room.add_microphone_array(pra.MicrophoneArray(R, room.fs))\n", "\n", "fig, ax = room.plot()" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "\n", "## Room impulse response (RIR) generation and propagation simulation\n", "\n", "Using the Image Source Model (ISM) we can compute the impulse response for each microphone. From the `Room` constructor it is possible to set the maximum ISM order and the absorption coefficient." ] }, { "cell_type": "code", "execution_count": 6, "metadata": {}, "outputs": [ { "data": { "image/png": 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\n", "text/plain": [ "
" ] }, "metadata": { "needs_background": "light" }, "output_type": "display_data" } ], "source": [ "# specify signal source\n", "fs, signal = wavfile.read(\"arctic_a0010.wav\")\n", "\n", "# set max_order to a low value for a quick (but less accurate) RIR\n", "room = pra.Room.from_corners(corners, fs=fs, max_order=3, materials=pra.Material(0.2, 0.15), ray_tracing=True, air_absorption=True)\n", "room.extrude(2., materials=pra.Material(0.2, 0.15))\n", "\n", "# Set the ray tracing parameters\n", "room.set_ray_tracing(receiver_radius=0.5, n_rays=10000, energy_thres=1e-5)\n", "\n", "# add source and set the signal to WAV file content\n", "room.add_source([1., 1., 0.5], signal=signal)\n", "\n", "# add two-microphone array\n", "R = np.array([[3.5, 3.6], [2., 2.], [0.5, 0.5]]) # [[x], [y], [z]]\n", "room.add_microphone(R)\n", "\n", "# compute image sources\n", "room.image_source_model()\n", "\n", "# visualize 3D polyhedron room and image sources\n", "fig, ax = room.plot(img_order=3)\n", "fig.set_size_inches(18.5, 10.5)" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "Moreover, we can plot the RIR for each microphone once the image sources have been computed." ] }, { "cell_type": "code", "execution_count": 7, "metadata": {}, "outputs": [ { "data": { "image/png": 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"text/plain": [ "
" ] }, "metadata": { "needs_background": "light" }, "output_type": "display_data" } ], "source": [ "room.plot_rir()\n", "fig = plt.gcf()\n", "fig.set_size_inches(20, 10)" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "We can now measure the reverberation time of the RIR." ] }, { "cell_type": "code", "execution_count": 8, "metadata": {}, "outputs": [ { "data": { "image/png": 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\n", 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" ] }, "metadata": { "needs_background": "light" }, "output_type": "display_data" }, { "name": "stdout", "output_type": "stream", "text": [ "The RT60 is 285 ms\n" ] } ], "source": [ "t60 = pra.experimental.measure_rt60(room.rir[0][0], fs=room.fs, plot=True)\n", "print(f\"The RT60 is {t60 * 1000:.0f} ms\")" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "Moreover, we can simulate our signal convolved with these impulse responses as such:" ] }, { "cell_type": "code", "execution_count": 9, "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "(2, 63584)\n" ] } ], "source": [ "room.simulate()\n", "print(room.mic_array.signals.shape)" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "Let's listen to the output!" ] }, { "cell_type": "code", "execution_count": 10, "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "Original WAV:\n" ] }, { "data": { "text/html": [ "\n", " \n", " " ], "text/plain": [ "" ] }, "execution_count": 10, "metadata": {}, "output_type": "execute_result" } ], "source": [ "# original signal\n", "print(\"Original WAV:\")\n", "IPython.display.Audio(signal, rate=fs)" ] }, { "cell_type": "code", "execution_count": 11, "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "Simulated propagation to first mic:\n" ] }, { "data": { "text/html": [ "\n", " \n", " " ], "text/plain": [ "" ] }, "execution_count": 11, "metadata": {}, "output_type": "execute_result" } ], "source": [ "print(\"Simulated propagation to first mic:\")\n", "IPython.display.Audio(room.mic_array.signals[0,:], rate=fs)" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "\n", "## Beamforming\n", "\n", "Reference implementations of beamforming are also provided. Fixed weight beamforming is possible in both the time and frequency domain. Classic beamforming algorithms are included as special cases of the _acoustic rake receivers_, namely by including only the direct source we obtain DAS and MVDR beamformers.\n", "\n", "The noise file comes from [Google's Speech Command dataset](www.tensorflow.org/versions/master/tutorials/audio_recognition)." ] }, { "cell_type": "code", "execution_count": 12, "metadata": {}, "outputs": [ { "name": "stderr", "output_type": "stream", "text": [ "/Users/JP27024/anaconda3/envs/pyroomacoustics/lib/python3.7/site-packages/ipykernel_launcher.py:6: WavFileWarning: Chunk (non-data) not understood, skipping it.\n", " \n" ] }, { "data": { "image/png": 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\n", 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" ] }, "metadata": { "needs_background": "light" }, "output_type": "display_data" } ], "source": [ "Lg_t = 0.100 # filter size in seconds\n", "Lg = np.ceil(Lg_t*fs) # in samples\n", "\n", "# specify signal and noise source\n", "fs, signal = wavfile.read(\"arctic_a0010.wav\")\n", "fs, noise = wavfile.read(\"exercise_bike.wav\") # may spit out a warning when reading but it's alright!\n", "\n", "# Create 4x6 shoebox room with source and interferer and simulate\n", "room_bf = pra.ShoeBox([4,6], fs=fs, max_order=12)\n", "source = np.array([1, 4.5])\n", "interferer = np.array([3.5, 3.])\n", "room_bf.add_source(source, delay=0., signal=signal)\n", "room_bf.add_source(interferer, delay=0., signal=noise[:len(signal)])\n", "\n", "# Create geometry equivalent to Amazon Echo\n", "center = [2, 1.5]; radius = 37.5e-3\n", "fft_len = 512\n", "echo = pra.circular_2D_array(center=center, M=6, phi0=0, radius=radius)\n", "echo = np.concatenate((echo, np.array(center, ndmin=2).T), axis=1)\n", "mics = pra.Beamformer(echo, room_bf.fs, N=fft_len, Lg=Lg)\n", "room_bf.add_microphone_array(mics)\n", "\n", "# Compute DAS weights\n", "mics.rake_delay_and_sum_weights(room_bf.sources[0][:1])\n", "\n", "# plot the room and resulting beamformer before simulation\n", "fig, ax = room_bf.plot(freq=[500, 1000, 2000, 4000], img_order=0)\n", "ax.legend(['500', '1000', '2000', '4000'])\n", "fig.set_size_inches(20, 8)" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "Let's simulate the propagation and listen to the center microphone." ] }, { "cell_type": "code", "execution_count": 13, "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "Center Mic:\n" ] }, { "data": { "text/html": [ "\n", " \n", " " ], "text/plain": [ "" ] }, "execution_count": 13, "metadata": {}, "output_type": "execute_result" } ], "source": [ "room_bf.compute_rir()\n", "room_bf.simulate()\n", "print(\"Center Mic:\")\n", "IPython.display.Audio(room_bf.mic_array.signals[-1,:], rate=fs)" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "Now let's see how simple DAS beamforming can improve the result." ] }, { "cell_type": "code", "execution_count": 14, "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "DAS Beamformed Signal:\n" ] }, { "data": { "text/html": [ "\n", " \n", " " ], "text/plain": [ "" ] }, "execution_count": 14, "metadata": {}, "output_type": "execute_result" } ], "source": [ "signal_das = mics.process(FD=False)\n", "print(\"DAS Beamformed Signal:\")\n", "IPython.display.Audio(signal_das, rate=fs)" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "We can certainly hear that the noise at higher frequencies, where we have better directivity, is noticeable attenuated!" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "\n", "## Direction of Arrival\n", "\n", "Several reference algorithms for direction-of-arrival (DOA) estimation are provided. These methods work in the frequency domain of which there are generally two types: incoherent and coherent methods.\n", "\n", "We provide the following algorithms: SRP-PHAT, MUSIC, CSSM, WAVES, TOPS, and FRIDA.\n", "\n", "Let's perform DOA for two sources." ] }, { "cell_type": "code", "execution_count": 15, "metadata": {}, "outputs": [], "source": [ "# Location of sources\n", "azimuth = np.array([61., 270.]) / 180. * np.pi\n", "distance = 2. # meters" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "A few constants and parameters for the algorithm such as the FFT size and the frequency range over which to perform DOA." ] }, { "cell_type": "code", "execution_count": 16, "metadata": {}, "outputs": [], "source": [ "c = 343. # speed of sound\n", "fs = 16000 # sampling frequency\n", "nfft = 256 # FFT size\n", "freq_range = [300, 3500]" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "Let's build a 2D room where we will perform our simulation." ] }, { "cell_type": "code", "execution_count": 17, "metadata": {}, "outputs": [], "source": [ "snr_db = 5. # signal-to-noise ratio\n", "sigma2 = 10**(-snr_db / 10) / (4. * np.pi * distance)**2\n", "\n", "# Create an anechoic room\n", "room_dim = np.r_[10.,10.]\n", "aroom = pra.ShoeBox(room_dim, fs=fs, max_order=0, sigma2_awgn=sigma2)" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "As in the Beamforming example, we will use an array geometry equivalent to that of an Amazon Echo." ] }, { "cell_type": "code", "execution_count": 18, "metadata": {}, "outputs": [ { "data": { "text/plain": [ "" ] }, "execution_count": 18, "metadata": {}, "output_type": "execute_result" } ], "source": [ "echo = pra.circular_2D_array(center=room_dim/2, M=6, phi0=0, radius=37.5e-3)\n", "echo = np.concatenate((echo, np.array(room_dim/2, ndmin=2).T), axis=1)\n", "aroom.add_microphone_array(pra.MicrophoneArray(echo, aroom.fs))" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "We'll create two synthetic signals and add them to the room at the specified locations with respect to the array." ] }, { "cell_type": "code", "execution_count": 19, "metadata": {}, "outputs": [], "source": [ "# Add sources of 1 second duration\n", "rng = np.random.RandomState(23)\n", "duration_samples = int(fs)\n", "\n", "for ang in azimuth:\n", " source_location = room_dim / 2 + distance * np.r_[np.cos(ang), np.sin(ang)]\n", " source_signal = rng.randn(duration_samples)\n", " aroom.add_source(source_location, signal=source_signal)\n", " \n", "# Run the simulation\n", "aroom.simulate()" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "The DOA algorithms require an STFT input, which we will compute for overlapping frames for our 1 second duration signal." ] }, { "cell_type": "code", "execution_count": 20, "metadata": {}, "outputs": [], "source": [ "X = pra.transform.stft.analysis(aroom.mic_array.signals.T, nfft, nfft // 2)\n", "X = X.transpose([2, 1, 0])" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "Now let's compare a few algorithms!" ] }, { "cell_type": "code", "execution_count": 21, "metadata": {}, "outputs": [], "source": [ "algo_names = ['SRP', 'MUSIC', 'FRIDA', 'TOPS']\n", "spatial_resp = dict()\n", "\n", "# loop through algos\n", "for algo_name in algo_names:\n", " # Construct the new DOA object\n", " # the max_four parameter is necessary for FRIDA only\n", " doa = pra.doa.algorithms[algo_name](echo, fs, nfft, c=c, num_src=2, max_four=4)\n", "\n", " # this call here perform localization on the frames in X\n", " doa.locate_sources(X, freq_range=freq_range)\n", " \n", " # store spatial response\n", " if algo_name is 'FRIDA':\n", " spatial_resp[algo_name] = np.abs(doa._gen_dirty_img())\n", " else:\n", " spatial_resp[algo_name] = doa.grid.values\n", " \n", " # normalize \n", " min_val = spatial_resp[algo_name].min()\n", " max_val = spatial_resp[algo_name].max()\n", " spatial_resp[algo_name] = (spatial_resp[algo_name] - min_val) / (max_val - min_val)" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "Let's plot the estimated spatial spectra and compare it with the true locations!" ] }, { "cell_type": "code", "execution_count": 22, "metadata": {}, "outputs": [ { "data": { "image/png": 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fAICfRoNevXohsokPolqoHnAfMcawatUq49tvv52akpIynDF2pl6F5uCwIw1f8zgIIiKlUrmwbdu235w7d05VE2UPAEKhEH/88QeuXr1aXyI6lNOnq5d5uNBswb7LKfjqr1tllL27RIhBYX54oXcIwgMU9a7sAeDgwYNIS0tDYWEhkpOTodPp4C7iQZ4WA/e0i+CZjEhJSUVBYSGO3czAjyfiH3gSISJMnz5d/NdffwWEhITs8fDwcGwVGA6OOsBZ+NWAiNxUKtXGYcOG9Vy+fLlHXWrEGo1GWCwWpxYPsQfVWXiVlmPEL2cSkZZTEv7I4xF6NPVF1yY+DlHyxSQnJ2PIkCFITi5KnSOVSrF27Vq0aNEC77//Pi5evAgLCaD3bYmI3oMRHBwEoGjSeEJkEORiwQN9ZmdnY/jw4fcuXrz4dVpa2quMsdrFkHJwOAjOwq8CIvJXKpX/LFy4sP/q1avrpOyBIsv45s2bdpLOeWzcuLHCY4wxnE3IwldHbpVR9kE+Mjzfswl6NlM6VNkDRXMOaWlFVRA1Gg2efvpp+Pv7Q6PRYOnSpZgwYQL4MEOeFgPznQsgazRPeq4RPxyLQ+59lj4AeHh4YO/evV7R0dHTVCrVXiKSO/SiODhqCGfhV4I1hfHWDRs2qHv16lW9WMBqkJmZCZPJBJVKZa8uXQazhWFnTDLOJWTZ9vF5PDzWWo32gQqbInU0Q4YMwblz59C6dWsEBQXho48+gre3d5k2Z86cwQcffICcnBx8uPJ7/HE5wzaZ6yMX49muQZCKHrT0AWDdunUF8+bNS0hNTX2MMXar3i+Ig6MWcBZ+BXh6ek5p0aLF70ePHtXYU9kDQEZGBjIzG3ZJ1MWLFz+wz1BoxvoT8WWUva9cjMndg9EhyMtpyv7WrVu4efMmevTogeDgYISHh5e7uCsiIgJfffUVOnbsCN3tixge7g+eVeaMXCN+OXMHFkv5BlJ0dLRo+/btIf7+/sdEIlFUvV4QB0ct4Sz8+yAivlKp/G/79u3Hbdq0SSGX189TelJSErKzs9GyZct66d/RZOUVYMPJBGTklrhwQv09MSjUDyKBc+2K5cuX459//gGfz4fFYsGiRYugUCgqPScuLg5BQUG4lJSNX84k2vZ3aeyD/q3VFZ6XnJyMAQMGZCYmJr6XmZn5ud0ugoPDDnAWfimISKxUKvdMnTr1mR07dtSbsgcAsVjcoCduS1v4GblGfPt3XBll36eFCsPaaZ2u7FNSUnDhwgVbSOzAgQOr9b4HBRVN2rbWeqBns5IV0sdvZeBSUnaF5/n5+eHEiRPeUVFR76jV6pXkrMcaDo5y4BS+FWskzv4FCxZE/uc//5HVd6y8j48PeDweDhw4UK/j1BfF1a7Sc434/lgcco1FqRH4PB5GRPije1Nfp7lwSrN582ZbfpyCggI89thjZVbRVoeezXzRTF1SZ3hXTPID4ZqlkUgk2Lhxo+ewYcPGq1Sqb4iI+51xuATcFxEAEcmUSuWh9957r8Ps2bMdZnarVCo01BKHy5cvR1qOEeuOxdmUn4DPw/jOAWijdXye/PLQ6XS4cuWKbfvFF19EbQrEExGGtdPCQ1IUoZVfaMbeyymVnsPj8bBq1SqPsWPHjlQqleuJ6OHJq8HRYHnkFT4RuSuVyiOffvpp2+eff75mpl8dEYvFyM/PrzTE0VV5cvwzWF9qYZKQz8P4ToEI8pE5WbISPD098f7776NPnz4oKChAaGhorZ86JEI+BoVpbNsxd3S4kVZ5HjUiwtKlS90nT548WKlU/kJE5Yf4cHA4iEd60tZq2R/54osvWo8bN65uAfa1hDFmS7vQUJKrGQrNeHn5VjRq2goAIBLwMK5TIAK8pU6WrHzMZjMKCwvtkqJ665k7uJhUVP5W7SHBlB6Nq3UTefvtt/UrVqzYn5aWNpKrpsXhLB5ZC5+I3JRK5cHFixe3cpayt8qB3NxcfP/9984SoUaYLQybTidCoQkEUJSf/skOAS6r7AHgyy+/hEBgH+O6f2u1bdFYSrYBV1Oqly154cKFsueeey5KqVT+yPn0OZzFI2nhW6Nx/vzggw/aT5s2zaFunIpgjCEnJwceHg9maXQldl5Ixj/x93Dr1m00bhyMYe38EdbINXz2xRgMBps1n52dDXd3d7tOIO+7nIJjNzMA1MzKZ4xh9uzZOT/99NMvqampk9ij+OPjcCqPnKVBREKlUvnHG2+8EeEqyh4A9Ho9fvvtN2eLUSnnE7PwT/w9AIC7uzt6N1e5nLLPzc3F66+/jnXr1kGn0+Gnn36qtIJWbYgslQcoJdtQpS+/mGKf/vDhw0eoVKoVdhWKg6MaPHIKX6VSrZ45c2anl156yaVqDsrlcowbNw43btxwtijlkpptwM6Yu7Ztf6kF3Zv6OFGi8vn999+h1+tx+PBhLFy4EFOmTLF7OmqZWID2gSUFVM4l6Kp9LhFh5cqVHj169Bjn7e09x66CcXBUwSOl8L29vf8VGRk5/O2333ZJh7PFYsHly5edLcYDFJgs2PzPHZjMRfHsvnIx2ivJJeLsS5Oammpb18AYQ2BgYL3VHggPKFmpezU1p9K4/Pvh8Xj44YcfPBs1avQml4aBw5E8MgpfIBD01Gq1Czds2KBwNUVVjFAoxKBBg3D48GFni1KGP6+kIlNftIpWyOdhVPtGaKTVVHGW49myZQssFgsYY+Dz+Zg9e3a9jaV0F8NfUbRkw2JhuFjJ6tvykEgk2LVrl7dKpdpARI3rQ0YOjvt5JBQ+EQWp1epNu3bt8nb1dAY8Hs+lUi7cTtfj1O2SRG8D2migdBeXWdDkCly/fh1nzhQVn2KMYciQIfX+BNKulJV/OblmCh8AtFotfvnlF5VKpdpDRDVfEcbBUUMeeoVvjbXfs3nzZlWjRo2cLU6VEBE6dOiA9evX232ysaYYTWZsP59k226mckdb6yRtZGSks8R6AMYYNm3aBAAwmUwQCoV44okn6n3c5uqS6J+krHwYCmseXt+pUycsXrw4QKlU/sqFa3LUNw/1F4yIeCqVautHH30U5EoKqiqICL1793a6j/yva+nQ5RflyHET8jG4rZ9Nph07djhTtDKcPn0at24VpaAXi8V48cUXHTKuTCyA2qNo7t/CGG5n1K6meXR0tCg6OrqDUqlcZE/5ODju56FW+L6+vh+OGTOmy+TJk0XOlqWmaLVaLF++HGazcxZlpuUYceJWiSvnsdaaMmX+oqOjnSHWA5hMJvzyyy8AipKjCQQCtGnTxmHjN1GWpJK4mVY7hQ8AixYtcm/Tps1zHh4eT9tDLg6O8nCIwieir4golYhiSu17h4juENFZ62twqWOvEdF1IrpCRANK7R9HRP8QUZXhbO7u7k+1bNly2tKlSxusb3Ty5MlOsfIZY9h96a6t2lOAtxSh/mUXhC1btszhcpXHgQMHkJ6eDgBQKBR45513HDp+41K5g0oXaa8pfD4f27Zt81KpVF8QUUR1zyMiCRGdIKJzRHSRiBZa9zcmouNEdI2IfiIikXW/nIh+JaL9RKSttcAcDRJHWfjfABhYzv7PGGPh1tcOACCi1gDGAWhjPWd5qUyD4wB0AhBZWf1QIgry9vb+8rfffvNqKPlpykMikWD58uUwGo1VN7Yj11NzcTu9yFolIgxoo3ngxjNnjmuEkBdPHufn50MikTxQtrC+0XiWLOdIyzXCXEFFrOrg4eGBXbt2+ajV6m1EVN0sdEYAfRlj7QCEAxhIRJEAPkbR76sZgHsApljbRwP4H4DZAF6qtbAcDRKHKHzG2CEA1a3pNxzABsaY0Vob9DqAztZjxVqHlfq/DEREKpVq03fffedTVVWjhsCLL76IwsJCh43HGMOBK2m27faBCpufujRLlixxmEyVMXPmTEydOhVt27bFu+++6/DxJUK+LW2yxcKQoa/bzblp06Z45513VGq1+svqtGdFFC/1FVpfDEBfAJus+78FMML6Px+AxfpyzfhkjnrD2T78fxHReavLp3jpoj+AhFJtEq37AGALgFMATjHGcsrrUKFQzBoxYkTz3r17PxRfZiLC1q1bkZtbveX7deVScjZScwwAivLb9yhV7ak0c+fOdYg8VUFE0Gg0aNWqFYRC5+TAK31DTM2u+9PY9OnTxSEhIUMFAkHv6rQnIj4RnQWQCmAPgBsAshhjxavBSv+GfkCRZf9fAK7hl+NwGM5U+CsAhKDoMTQZQHHNvPIUNQMAxti3jLEIxtiDFbQBEFGwp6fnm0uWLHHtDGQ1JDo6GhkZGfU+gWuxMBy6mm7b7hzsXWaitjSff+4a5Vpzc3MhFosdEoZZEd6ykpiA7Py6P40REdavX+/t6+u7rjquHcaYmTEWDqARip6GW5XXzNo2izE2iDEWxRhLLKcdx0OM0xQ+YyzF+kW1AFiNErdNIoCAUk0bAUi6//z7KXblfP/99z4ymesU4bAX169fr3cr/0pKjm1FrVjAR9eQinPlzJo1q15lqQydTmcrW5iZmYm4uDinyQIAcknJTTGnBikWKiMwMBALFy5UqlSq5dU9hzGWBeAAgEgAilIFV6r1G+J4+HGawiciv1KbIwEUR/D8CmAcEYmtS86bAThRVX8KheKlkSNHNuvZs+dD4cq5n379+uHmzZv1pvQZY7aUvwDQIdgLEmHFE97r1q2rFzmqgjGG//3vf1i4cCH27NmDgoICdOrUySmyFFP6KagmOXWq4vnnnxc3a9ZsCJ/P71NRGyJSEpHC+r8bgP4ALgP4E8CT1mYTAWyzm2AcDRZHhWWuB3AUQAsiSiSiKQA+IaILRHQeQBSAlwGAMXYRwM8ALgHYBeDFqioEEVFjT0/PNx42V879iMVim2VrbxLv5dvCCnk8Qscgr0rbDx48uNLj9cWZM2dw48YN3L17Fz/88APy82sfCmkvSiv8XDsq/GLXjlKpXFdJVJofgD+tv6OTAPYwxrYD+D8Ac4noOgAfAGvtJhhHg8VRUTrjGWN+jDEhY6wRY2wtY+wZxlgYY6wtY2wYYyy5VPsPGGMhjLEWjLGdlfVtXU27ad26dT5SqUsmwbQbrVu3xvnz55GQkFB14xpyslS+nDB/T7hLKp8APXbsmN1lqAqTyYQtW7YAADIyMhAeHo6wsDCHy3E/YmHJz6jAZN8bckBAAN59912lWq1eWd5xxth567xWW8ZYKGPsXev+m4yxzoyxpoyxMYwxx8b2crgkzo7SqTNeXl6zR48e3bRHjx4PpSvnfpo3bw6VSmXXPvMKTLiSUhL01Dm46lj2Fi1a2FWG6nDw4EGkpRWFjKrVajz11FMOl6E8eKXWKNRH+qNp06aJmjVrNpjP5/e1f+8cjxINWuETkbdMJnvt008/fahdOaVRqVQ4evQoYmJiqm5cTS4k6mCxLhjyV7hBVU7c/f2kpKTYbfzqkJeXh99//x0AcOfOHXTo0AFarWssFC29Js1SDxqfiPDjjz96KZXKtaUWIXJw1JgGrfBVKtWHs2bN8nrYXTn3ExkZiTZt2tglmyZjDGcTsmzbpVP+VoZI5Nj0RDt37oRerwdjDKGhoRg/frxDx68MfimNb66nDKcBAQHo37+/SiaTTa6XATgeCRqswieiRnK5fPTzzz8vOHz4MDIzq7uQt+EjkUjw119/4dSpU3XuKy3HiPTckuImrbXVe1hyZOhreno69u/fDwCIi4tD165dXapmQKG5RMkL66HC1u3bt3Hu3Dm8/fbbUrlcvpCIXKo8J0fDocEqfI1G8/lnn33mpVAo4O/vD3d3dxw8eNChaQicSY8ePdC+ffs6R6lcKlW4o5laDrGgeh6DxETHrdnZunUrTCYTCgsLERUVhaFDhzps7OpgNJUEkZWewK0rWVlZOHnyJBQKBTQaDZo1a4Z//etfnl5eXq6xzJmjwdEgFT4RtVKr1X2GDh3KA4AmTZpAKBTC09MTAoEAf//9t7NFrHeICOfPn8e5c+dq3QdjDJeTSyZrW/lVfyqkbdu2tR63Jty+fRsnT54EUHST6dWrV73Vqa0txlKROZJq3jAro7CwECdOnICbmxtkMhkUCgXUajUAYO7cuVI3N7fZRORZ54E4Hjlc65dTTTQazYovv/zS5/4MjuHh4bBYLODxeAEazb4AACAASURBVDCZTLhw4YKTJHQMERERaNu2LVJTU2t1foa+oEyt2hBlhQlIH+DgwYO1GrOmJCUlQSgUQq/XY8SIEejWrZtDxq0JpStd1dXCP3v2LPh8PsxmM8RiMVq3bl3muFQqxZtvvqlQKpUL6zQQxyNJg1P4RBTZsmXL0O7du5d7nM/nIzIyEgaDAXq9Hrm5ubhz546DpXQcKSkptU4tULpgRxOlHEJ+9b8OI0aMqLqRHejWrRvee+89aDQaDBgwoOoTnICuVP6cinIPVcX169dhNptx7949MMbQtWvXCttOnTpVJJPJJty3Wp2Do0oalMInIlKr1SuXLVtWcZIXK3K5HJGRkdDpdLh79y4yMjKg19e+IpGr0rhxY4SEhODSpUs1PvdmWkmahtKVm6rD119/XePxasvNmzfx/vvvIyQkxGFj1oSsvBKFr5DWLGNneno68vLykJCQAL1ej6ioKFRVw0EgEGDRokVearX601oJzPHI0qAUvkAgGNSjR4/A0NDQap/j7++PDh06ICEhAQkJCQ7JOulo+Hx+jVMumMwW3M7Is22H+FbfnQMU5aF3FGazGQJB7SxnR5CVX1rhVy9c1Wg0Ijs7G1evXkV6ejqioqLg4VH9OZTRo0fzfXx8HieipjUWmOORpcEofCIiHx+fzxcvXlx5kpcKCA8PR8uWLXH8+HGkp6cjJ6fcdPoNEk9PT2g0Guzbt6/a5yTrDDBbbxJeMhE8a2iZLl5cboZqu5Cfn29bUbtt2za0a9fOpRX+PX2B7X+FW+XvI2MMOTk5uHbtGq5evYpu3bohMDCwxmMSEb744gsfPz8/18hTzdEgcN1f0YP06Nq1q09QUFCdOilO+vXNN99g/PjxYIxBImn4Yc0KhQItW7asdvvEeyXhnAFeNV+4Nm/evBqfU1127tyJvXv3IioqCmFhYRCLxfU2Vl3RG03IMRRZ+Hwer1IL32AwICsrC8eOHbPLHEjfvn3J09OzMxH5lc5FxcFREQ3Gwtdqte++8cYbditYOmnSJAgEAnz11VdgjMFksl+WQ2cgEAggl8vxww8/VKt94r0Sd04jr5ovYqovCz8jIwP79u2D2WzGsmXLkJWVVfVJTiRZZ7D9r/YQg897MKWTyWSC0WjE999/D41GY7cJbyLC/PnzvZRK5St26ZDjoadBKHwiCvL19W3ToUMHu/bL5/Mxc+ZM5OTk4NtvvwVjzC7pCpyFp6cnRo4cWa1ruFtKUfnXQuHXl4W/bds2mEwmMMbQr18/dOnSpV7GsRel30c/z7Lvo8ViAWMMK1asgEAgwLRp0+w+/rhx4wQCgWACt/qWozo0CIWvVqvnL1iwoMrInNri4eGBKVOm4ObNm/j1118btNIHgJUry82ka8NQaEa21Q3B4xF8ZDV3maxZs6ZWslVGXFwcjh8/DsYYLly4gPHjx+P+tRauRnENAQDw8yzRuYwxrF27Fjk5OZg1a1aVkTe1RSwW47nnnpPLZLLoehmA46GCXF25EZGbv7//7du3b6scMXHHGMOhQ4cgl8th7ycKR8EYQ35+PipKKpd4Lw/f/n0bAKB0F+P5XjUPd9TpdPD0tN9iT8YYlixZgqtXr8JkMqFjx46YMWOG3fqvD8wWhiV7rthy4M/o0xTeMhF+/fVXtG7dGiEhIQ65YaWkpCA8PPx6cnJys3ofjKNB4/IWvkQiGfvss8/KHBWlQUTo1asXwsPDsXHjRiQlNbxSoCaTqVJfflpOSS0MpXvtJkT37t1bq/Mq4vz587h69SoYY7h27RpGjRpl1/7rg6SsfJuy95AIcftKDA4dOoQnnngCTZs2ddjTiVqtRrt27RRE1DAtFA6H4fIK38vL65UXXnjBoVXJiQh8Ph8jRoyAn58f1q5dC4PBUPWJLoJQKMTUqVMrrIyVnlsSRqiU1871a8+nH7PZjM2bNwMA9Ho9Zs6cacsd48rcSi9ayJebq0fazYto27YtevToUW/um8qYN2+er5+f378dPjBHg8KlFT4RtWzcuLGqNnHK9kAoFIKIMH78eIhEIqxdu7bB+PctFguOHj1arrylUwF4yWoWf1/MjRs3ai3b/fz1119ISUmB2WyGTqfDE088Ybe+65PYpHu4dOkSZDIZRvTvBoFA4LTEbv369YNAIIiqpPYtB4drK3y1Wj33lVdeqbfJ2uoilUrB4/Hw5JNPQq/X26xRV4bP52PMmDE4fvz4A8eK48aBIldEbfD2tk+ErMFgwG+//QaLxYLMzEzMmjUL7u7udum7vmCMYdU3PyA114SQkKbg8wmtGzn3a8rj8TBlyhSZVCp92qmCcLg0LqvwiYhPRMOGDBniMjJ6enpCJpOhZ8+eSEpKwpEjR5wtUqUQEcxm8wNpF3INJWsOapvsy17odDooFApYLBZ4eHigb1/XLtv6+++/Iz8/H41CO4MIEItFaOIrg0To/MqD06ZNk3p6es52thwcrovLKNNy6NK7d2+BUFg7C7S+ICKoVCp4e3sjJCQEsbGxdnVv2Jvu3bvj119/teUPYowh11hK4Utqp/DtVWFMrVZj1qxZaNu2LebMmQNX+7yLOXnyJFJTU9G2bVuIxWLcNZS8by01rlFSWavVwtvbW0lESmfLwuGauKzCV6vVE55++mmnu3MqQiKRQKPRwMfHBx4eHjh37hwyMjKcLVa5tGvXzuZbNhRabIW2xQJ+jVIil8aemSulUilGjRqF8PBwu/VpL+Li4nDz5k2o1WpIpVIEBAQgQ1+IZF1R/D2PR2ihcR0X1Lhx4+QikWiIs+XgcE1cVuET0ZD+/fs7W4wqUSqVUCqVEIlEkEgkOHPmDIxGY9UnOpDGjRvjm2++gcFgQIG5xL0jEtT+4z99+rQ9RENSUhJ27NiBgIAAu/RnL3Q6HWJjYyESiSAWixEYGAi5vGg+9Eypou8tNe4u4c4pZtSoUW4qlWqSs+XgcE1cUuETUdOmTZu6VbRwyBVp1aoVZDIZ8vPzIRAIEBMT41IRPWPGjIFYLEZhKYVfW+seAOpyM2aMISYmBhaLBX5+fujXr1+t+7I3hYWFiI2NBRHBYDDAz88P/v7+JcfNFsTc0dm2wwNqlby13mjVqhUAtCIi1804x+E0XFLhe3p6PhkdHe1av6Rq0q1bN/B4PNuCLVfx78vlcqxZswb3dCVpoYX82i8M2rhxY63PjYmJwbJly/DKK69g+fLlNsvZmTDGbJ/VnTt34OHhUa6L6WJStq2koUIqQrCPaxklRITBgwcLAfRxtiwcrodLKnyZTPb0sGHDGlLq5jIQER5//HHk5+fj2rVrKCgosOV3dyZTpkwB8fgofu4QlJPZsbpMnTq1VudZLBZs3rwZFosFOTk5dk3PUFuKb84XLlyAQCCo8ImDMYbjN0vmadoHerlkrp9x48YptFrtRGfLweF6uJzCJyIvDw8PjZ9fwy/XKZVKMXDgQKSnpyMmJga5ublO9e/zeDzs3bMbhvyiCce6OJxqmx75r7/+QnJyMnQ6HTIyMjB8+PA6SFE3srOzYTKZcOLECeTl5WHEiBGVKvDrqblIzy36/EQCHiICFY4StUb06NEDZrM5ilzxbsThVFxO4QuFwsFPPfWUQ1Mp1DdarRZRUVG4ceMGYmJioNfrnebfHz58GBhjsFgsMFtqL0Nt0iMbDAb8+uuvKCgogFwux7Rp05yyyMpkMsFgMODo0aO4e/cuRowYAZms8q8cYwxHS1n3EQFeLjVZWxqhUIiOHTsKALRztiwcroXLKXyVSvXc6NGjXcsxaifatWuHDh064ODBg0hISHCKtc8nQlp6OvLzDajLPac2Fv4ff/yBnJwc2w3PGZO1RqMR//zzDy5evIgBAwagUaNG1TrvVroeCZlFRWN4ROjU2G61eOqFCRMm+Pj4+IxzthwcroVLKXwi4gMICwsLc7Yo9crgwYMRGBiIdevWQa/XO7SouoDPQ1BgIAoKCqDL1de6n5pa+FlZWdizZw9yc3MhFosxffp0iETVK/htD8xmM+Lj47Fr1y507ty5RsnfGGM4cKVkDiY8QAHPKmrXOptBgwaRSCRy/ZSjHA7FpRQ+gBZt27Z9ZFyPU6ZMgVQqxbJlyxxWbcvN6oawWMzIMxZW0bpili9fXqP227ZtQ2FhISwWCzQajcMqWTHGkJeXhzVr1iAwMLBWcwbXUnNtC634PB66N/O1t5h2R6FQwM3NTcGFZ3KUxqUUPhF16NWrl2usU3cQRIQ5c+bAYDBgxYoV9T6e2LrYysfHB5m6HFy7fr1W/Tz33HPVbpuYmIijR48iLS2tOMmXQ6JbGGP4/PPP4ebmhunTp9eqD7OFYd/lVNt2+0BFrRPOOZqIiAgC8HA/LnPUCJdS+Fqttn+XLl0eSYvEzc0NM2bMQGJiIn7++ed6G4fHI9tko1Qmg9yzdr7orVu3VqsdYwybNm0CYwwymQwRERFo2bJlrcasCStXrkR+fj7mzJlTp5vLyduZyNQXzbWIBXx0b+r61n0xvXv3VgiFwo7OloPDdXAphW+xWDpHREQ4WwynQURo1KgRRo8ejRMnTuDYsWP1Mk6x/1kmleJc7HWcPHmyxn307t27Wu0sFgu0Wi0SExPBGMOECRNqPFZN+OWXX5CQkIBp06ZBKpXWSdnrjSb8dS3dtt2jmS9kTs4uWhM6deokUKvVrrOMmcPpuExNWyLiBwQEJMXHx6ucLYsrYLFYYDKZsHfvXrRp0wZBQUF263vT6URcuZsNABjQ0gftAr0hEAhqpBx37dqFgQMHVqstYwxxcXGIi4ur9o2iphTftIqzWVaHwsJCWyx+eRPn8Rl6ZFmLxYgFPDRTu4PXgOaXTCYTtm/fnhMVFbXF2bJw1DsWxlhKfn7+Dx06dIipqJErmSvNrXlAOFC0SEokEiEqKgoikQg///wzBg8ebJc0BF7SEh+0wcLHpUuXkJ6eXqMwyeqGMwLADz/8gMcee6xelH18fDxiY2PRs2dPiESiapcXzM/Ph06ng7u7OyQSCXg8XpkbXkauEQW5Qkit945Qf094yxwXVWQvGGP8kJCQBJFI5LhQMA6HY7FYKD8/3/3OnTvzTp8+vbgipe8yLh0i6tC7d+9HasK2Ori5uYHP56N///6QyWRYv379AwVNaopCWqK4MvRGhIWFoW/fvjVaF6DXVy+k02g0Yvz48XavUZubm4tt27bBz88PkZGRtvepuuTk5MDLywsymQx8Pr+MsjeZLbiemmvbVnmIG6SyB4rqDVy/fp17an7I4fF4TCaTZfv7+99zc3Or0G/qMgrfz8+vX5cuXWpXUfsRwNvbG0SE3r17Fz+q17ovtUeJy+OuzgAej4dr167hzz//rHYfBQUFlR4/d+4csrKysGHDBuTm5lbatiZYLBZs3boVMpkMnTp1glAohIdHze0Ek8lU4TqAW+l6GE1FN1Uhn4cQpfOTu9WWgIAASXx8vNbZcnA4Bjc3txwiqtC6chmFzxjr0r59e2eL4fJotVrw+Xy0adMGWVlZtZrYVXtIbBZthr4ARpMZzZs3R79+/aqd5K0yi12n02HNmjWYO3eurSykPdi3bx8sFguKF+ZptXXTY+XNWWTqC5CsM9i2m6rkdUoj7Wy0Wi0vIyOjibPl4HAMPB6PoRK97hLfZCLi8fl8Xy+vBpkR2eHw+Xw0btwYQqEQSqUSiYmJuHnzZrXPF/J58JUXWbeMMaToilw56enpOH/+fLX6uHLlSoXHivPlJCYm4p9//rFV26otZ86cQU5ODrRaLRhjCAkJqZc4/gKTBVfulqSP9pGLbO9TQ0Wj0SArK6vhZyLksAsuofABaAMDA+vmmH4EkclkCAkJAZ/Ph0AgwI0bN3Dv3r1qneuvKElXdCujyB9f7A+PjY2t8vzIyMhy99+5cwdHjhxBRkYGgoKCMH78+For/MTERNy9exdisRiMMbRq1areat4yxnDlbo6tQIxIwEMzlbtLpj+uCUKhEBaLpWHftTjshqsofL+goCDXTD3YAPDz80NgYCDy8vJgNptx/fr1Kn3sjX1L3Cy30kp87ESErKys8k4pw44dO8rdv3nzZjDGYDQaERoaitpEXuXk5NiSyxUUFKB169a18tPXhMR7+biXV/SeEQEtNO51KgHpSojFYuj1+mrfKY8ePap46qmn+vz1118PPHJ7e3vP6d69+4iayvDUU0/1IaK3a3qeKzB16tTI999//6EIIXSVb7RfUFAQN2FbR8LCwuDr64v4+HiYzWbcvn27wvw8jX1lNus1WWewVXGSSqUIDQ3F/v37Kx0rOjr6gX2XLl3CxYsXERcXB61WizFjxtRIfrPZjISEBOj1eqSmpiIkJASBgYE16qM2ZOUV4HZGSdRRIy8pvKQPj1Hs7u6OtLS0auehvnDhgmLjxo29z549+4DCX7NmzYYPP/zwoH0ldG22bNkSuX37dk7h2wuBQKANCgp6KFMiO4O+fftCIpHg9OnTRT76lJQH2riJ+NB4FN1jLYzhWkqJle/m5lZlUfFly5aV2S6uZMUYg6enJ3r06AGtVovJkydDpVIhNDS00v5SUlJgMBhw4cIFaDSaGmWzrAuGQjMuJ+fYUkV7SAQIcrGyhXXFw8ODl5mZaZdQo1GjRt3t1atX9fyGjyDZ2dku7alwCYXv7e3dTKvVuoQsDwtEhNGjR6OwsBAHDhyAxWJBdnZ2mTYt/UqMvotJJYW5+Xw+AgIC8N1331XY/5w5c8psHzt2DAkJCbhy5QqUSiWGDRsGAJg0aRJ27dpVYT86nQ5msxl79uyBVCrF4MGDa3SddcFiYbicnG3z2wv5PLTSerjcatqrV69i5MiRUKlUkEgkCAwMxJgxY2AymQAABw4cABFh8+bNmDRpEry8vODh4YEJEyYgIyMDHh4eQp1O5w4AL7zwQufg4OApUqn0/9zc3OYHBwdP/fTTT5sVj7Vq1arg6dOnTwSAWbNmPUNEbxPR26tWrQoGHnTpXLlyRRoVFTVEqVTOEolECxQKxctdunQZfebMmVpVtlmwYEGYv7//dLFY/LpEIpnv5+c3Y9asWba7f/fu3Ud4enrO/fbbbwMCAwOnCYXCN7y9vedMnz698/19HTlyRBEZGTlKJpO9KhAI3vD393/hgw8+eCCR09atW9Xh4eFjpVLpv4VC4QKVSvWv6OjoHsXXe+/ePc/jx4+HFb8Xxddf7Kb6/fffVa1bt44Wi8Wv9+zZc0x571MxRPT2U0891ad4u7iPPXv2+LZu3TpaJBK9rlAoXp43b144AMyfP7+tSqX6l1gsfr158+YTDx06VKfIFpdYaSsWi4PrGmLHUT5isRhjx45FSkoKjh07hkGDBoGIIBQK0cbPE3/GFmWCvJWuh95osuWKkUgklaYSXrJkCebOnQugaHHVtm3bQERo0qQJBgwYYKtV26tXL9y+ffuB8/Pz8yGRSLB161aMGzeuXBdRfcIYw9XUHOQYipQmEdDazwNigesZaEOGDIFCocCKFSvg6+uLO3fuYMeOHQ8swJszZw769++P9evX49q1a3j99deRlJSEzz//XBAfH+8JAAkJCYqRI0f+06xZs6zCwkLe9u3bW7z66qtP83i8H+bOnXv9iSeeSJ4xY8aOFStWDH7++ed39uzZMwkAoqKiyo3XTUhIcBOJRKaXXnppr5+fX15cXJz7t99+27Vfv35Tbt68+V+FQmGq7nV+/fXXgR9++OGoxx9//PiQIUP2WCwWiomJ8dXpdGXcvUajUTx79uwnx40bd6Rly5aZGzduDF21atUgd3f3gk8//fQsAJw6dcpjwIAB0+Ryuf6ll176Q6PR6Ddt2hT65ptvjuXz+Rvmz59/BQDWr1/vP3HixEm+vr6Zs2bN+iM4ODj70qVL3pcvX1YDRS6sSZMmTWjUqFHK66+/fgAAAgMDy6w6fPbZZ8cNHDjwzKxZs47w+fxa5ap59tlnxwwdOvSfGTNm/L127dpOS5YsGX7jxg2fc+fOBc+ZM2dvQUEBb8mSJYOeeeaZ0XFxcWtqMwbgIgqfMdboYahh68qo1WoMHz4cMTExyMjIQLdu3eApFaKRlxSJ9/JgYQwX7ugQ2cTHdo5MJsOyZcswa9YspKenIz4+Hu3bt8f7778Pi8WClStX4vnnn8fu3buRmZmJS5cuoVu3bnj88ccrlMNiscBisWDHjh3o3r07Jk50Tq3tlGwjcvklfvoQpRyeUiE++P2SU+QpjwVPtEZ6ejquXbuGbdu22Z6aAODpp59+oH2bNm3w9ddfAwAGDhwIb29vREdH4/z58xCLxd4A8Pvvv+8ubm8ymWj69Om3IiIifL799tuOc+fOve7v728MDw9PA4CwsLD06OjoxMpk7N+/f0b//v1tj3AFBQU0fPjw+E6dOr385ZdfNl2wYEHVIV9WDh482EgikRh2lX0kvHF/O6PRKHr11Vd/e++992IAYM6cOddbtmzpvnbt2j6ffPLJWR6Ph7lz5/ZhjOGvv/76umnTpvkAMHv27BstW7b0WLZsWVSxwn/zzTcfl0qleefPn1/j6+tbXCDiVvFYo0aNujt16lSzh4dHXkXvxahRo46vXr36eHWvszyeffbZvz/++ONzADB06NCkkJCQFrt37+5w7dq1pf7+/kYASEpKcl+9evXAY8eOeUZGRuoq77F8XMKNYjKZVPZees9RPqGhoejduzf27duHK1euIFRb8uR9Ou4eLKXq3AoEAkyePBkfffQRFi9ebHMJzZw5E2KxGI899hh2796Nd999F7t27YLRaMTw4cMrTF5mNptx6NAhXLx4EaNHj4ZGo6nfi62AC4k6pOaULK7SeErg5+maMQM+Pj5o0qQJ5s+fj9WrV+PatWsVtn3qqafKbI8ZMwY8Hg8XL16EwWDwBICNGzf6hYWFPS2Xy18RiURvubm5vRkbG9skOTm51nmfX3zxxY5arfYFsVj8ulgsfqtTp04vA0BsbGyN+uzevfud/Px8SWRk5KhFixY1j4+PL/dD4fF47LXXXitzZx40aFBMVlaW55kzZzwA4Ny5c03Dw8OvNWrUyGgwGHjFr8jIyBtJSUnqO3fuiNPT04U3b94M6N2794VSyr7GTJs2rdo3tYqYPHmy7YMNDg42yGQyfZMmTRKLlT0AhIaGpgPA5cuXPWs7jktY+Hw+XywQuIQojwzFmS5XrVkLUnWEhS9EVl4BrqXmooWm6CYQExOD5s2bw2Kx4D//+Y8tqsfb2xuvvPIKAODxxx/Hb7/9hnXr1mH37t1QKBQPjMUYQ0FBAXbu3IkhQ4Y46ArLJy5Dj+0XkhBhfZDxkorQVCV32Xh7IsKePXvwzjvv4LXXXkNGRgYaN26MV199FTNmzCjT9n6jSSQSwcvLCxkZGcjPz/c4deqUx7PPPjtRo9GkzZs3b2ezZs10QqHQ8u6770YlJycrayPf9OnTO69atWrQoEGDjg4cOHCPSqXKN5vNFB0dPdVoNNboRz1t2rS45OTkjd99913n+fPnj50/fz6aNWsW98knn/wxbNgwW+SBRCLJl0qlZfxZWq1WDwCxsbHuHTp0yM7NzZX9/fff7dzc3Mot5H779m03qVRqZoyRn59fdnltqktoaGhO1a0qJygoyFB6WyAQmOVyeZl9EonEDAB6vb7WytLpWpaI+I0bN3a6HI8q06ZMxoEraVj2825EtI/AiduZaKFxx+HDh7F792689tpreP3115GamgqVqiQH17p169C8eXM0bdoUvr6++M9//gO5XI5169Zh0qRJtiInOp0OP//8M0QikdOVfXquEZtOJ9qeYmRiPlr5lU15vOCJ1s4Sr0KaNGmC7777DowxnDt3Dv/9738xc+ZMBAcHY9CgQbZ290djFRQU4N69ewgMDITRaJR8//33TQ0Gg3jTpk0bO3ToYFNyCxYsqPVqtj179oS2aNHi1o4dO2yuoiNHjjx4168mb7311qW33nrrUkpKiui7774LXrx4cf/o6OjozMzMJQKBgAGAwWBwy8vL45VW+klJSTIAaNmyZQ4ASKXS/ObNm8f9+9//PlLeOGFhYTkFBQU8ImLJycm1mmAupryFhQKBwGQymcpMCN28edOtLuPYA1dw6fgqlUpula2TICJ0CPZCxw7tAcbw674juHw7CVu3bsVrr70GqVQKxhh2795dJmf84MGDcefOHWg0Ghw5UvSbCggIQFZWFlasWIF79+5h2bJleOGFF/D555/jypUraNSoEdauXeuU69QbTfjpZIJtvYGAT2ij9YSgAeXJISKEh4djyZIlAIqewEpzf6W0jRs3wmKxoFu3buDxePy8vDwhUGIpAsD+/ft9bt26VWaxg5ubmwkA8vLyqjTEjEajkM/nl0m9/Nlnn9W5ipFarS549dVXrw4bNux0Tk6O/MaNGzZlabFY6MMPPyxzZ965c2eoQqHQRUREZANA27ZtryckJKgfe+yx1LFjxybd//Lw8DD7+voWNmnSJP7gwYNtMzMzK7xWgUBgKigoqJFR6uvrm5WQkFAmS+n//ve/5jXpoz5wBctaKpfLXfN5+hHBQyJEK60HLiVlo23bdjgdr0NERASk0qJ4dCJCdHQ0zp49i3bt2oGIcOzYMRQWFkKv12PkyJG2voRCITw9PbF161bMmDEDs2bNctZl2Sg0W7DxVAKyrCtpBXwegn2ktlKPrsz58+cxe/ZsjB07Fk2bNoXZbMY333wDgUCAvn37lml78eJFPPfccxg3bhyuXr2KBQsWoHfv3ujXrx9iY2MxcuTIm1999ZVlzJgxI1944YWjCQkJ8rVr10YpFAodY8z2G+zatWsGj8ez/PjjjxEqlSrfzc3N3KtXr3Q/P78Hlm937Njx+m+//dZjwoQJPbt27Xpn7969jY8cOVKrx6Qnn3wyKiMjQ9ajR4/bQUFBObdu3fLYsmVLF61We7dFixZ5xe3EYnHBsmXLHktLS5O2atUq4+effw67cuVK8H8toQAAIABJREFUk1deeWVrsbX92Wef/dmvX79p4eHhz40dO/ZE8+bNs9LS0twuXLigSkxM9Dp8+PA2AHj//fd3P/vss8+FhYVNfeaZZ/4ODg7OvnLlildMTIxmz549OwFAq9WmXb16NWjRokXNAwMDcwMDA/O6du1a6XL0QYMGxSxZsmT4oEGDBgwdOvTqqVOnNLt27QqvzftiT6pU+ET0FYAhAFIZY6HWfeEAVgKQADABmMkYO0FFjtClAAYDyAMwiTH2j/WclwE8A+BjxthPpWWor/woHNWnU7A3LiVlIztbh+0X4rDqpVG4cOECcnJy0K1bNwBAVlYWTCYThEIhWrRogfj4eCQmlgQu/PHHHwgKCsL8+fNt+X2cDWMMv51Lwp2sfABFN6+REf6QmuvsdnUIGo0GgYGBWLJkCRITEyGRSBAWFobt27c/sDht6dKl+PXXXzF27FiYzWYMHToUX3zxRfFhGjx4cNobb7yxZcWKFVHz5s0b7+Pjk/niiy/u3b9/f9PLly8HFzdMT0/3Hzp0aP6hQ4eaT548uQVjjD755JOtQqGwI2OszKq0r7/++uCTTz4p2bp1a+SmTZsEzZs3j9u6dev3PXr0mF3Ta42MjEz86quvuixdunRAXl6em1wu17dt2/bGF198USZvt1gsNi5dunTTm2++OXDt2rVquVyeO23atF2LFi06V9ymc+fOugMHDqx6+eWX+6xataqfXq+XSaXSPK1Wmzpy5Ehbu3HjxiWJRKK177zzTtTSpUsHm0wmvpeXl27gwIFnitssWrRo3wsvvDB0wYIFYwoLCwXdunU7d+TIkUqLOn/88cfnEhMTPXfv3h2xb9++jk2bNo3bsGHDht69e79U0/fFnlRZ4pCIegHIBfBdKYW/G8BnjLGdRDQYwL8ZY32s/89CkcLvAmApY6wLEckBrALwLIDNjLHhpfpvNWTIkAO//fYbV6TBiTDG8N/913H09Fl4eXvjzTHdoZQLYTAYcPr0afj7+yMkJAS7d+9Gnz59sHfvXri7u2PixIlYsmQJgoOD8cwzz2D9+vUIDQ3F4cOHYTab0adPH6de059XUnH0RoZt32OtNejc2BtJSUl1Tq9cHjqdzrYGwVEcOHAAUVFR2LNnD/r3719umy+//DJv5syZi6qanDabzfTpp5/OGj9+/PcajSZ72bJl04YPH7758OHDXYcOHbr36NGjoUqlMjMyMvJ6fVxLVXTv3n1ETExME51Ot8QZ4zcELl++HNyqVatJ5R2r0oHJGDsEIPP+3QCKs1l5Akiy/j8cRTcGxhg7BkBBRH4AqNR59yMQCoWcS8fJxN7NQY7RhJycHPj6+EIs4IHP50MmkyEiIgL+/v7YtWsXfH19QUSQy+Xg8/l48cUX8corr2DUqFEYN26cLYWCj48PLl1ybkz7msO3yij7jsHe6NzYu17H3L17N65evVqvY9QGIoLFYqnydxYTE+Mvl8szAwMD74lEInPjxo1jzp8/38JisfCICETEXKUONkfNqe0z9xwAfxDRpyi6aXSz7vcHkFCqXSIAf8bYKSK6AOAUgEX3yyAQCDiF7yQsFoaD19Lw9/V0AEVpj4N8ZPAqVdLP3b0oiCEsLAx+fn54+eWXIZPJ8MYbb6BFixaYN2/eA/2qVCpkZt5vJziOP2NTy8TaaxVueOz/2zvz8Kaq7e9/d5Km6TzPpaWUMs9lLBZEBplExQsUR1ARBBUEvf70vV4RxeleLnBRsF5BJpkERERAAYUyUwp0opRS6Jg2SdukTTMP+/0jaZpCh7TNVHo+z8NDerLPOeuk6ffss9baa/W2/VqPM2fOQCKRoEcPh8fnGiAUCt2VSiXHw8Oj2XxziUTi7e7ubsrg8fb2ruHz+ZEJCQmXtm/f/qyXl1fVlClTrtreYgZb0NYUhdcBvE0p7QLgbQB1qReNCTcFAErp55TSwZTSXfe9TyQSicvly5eRlZWF48ePg8/nY/fu3VAoFNi4cSMAYM2aNQ3+//7771FdXY0DBw6goKAAp06dwvXr13H9+nWcOnUKBQUFOHDggKn7UmPH2LhxIxQKBXbv3g0+n4/jx48jKysLly9fxtmzZ3H79m38+uuvEIlE2LZtG3Q6HdatWwcApkyJdevWQafTYdu2bRCJRPj1119x+/ZtnD17Fs5+Td9t2Y4fLxVgw15DRt3Vq2nIunYFpRd+afSabt26hdTUVIhEIuTk5Ji2NfZZ+fj4gMfjOeSzOvL7SRy7fhe3b+dBpVIjMzMTScOisHbtfxocIzU1FRqNxhSruHPnDoRCIUpKSlBYWIjKykrk5uZCJpPhxo0b0Ov1pg5jFy9eBGCoIaTX63Hjxg0UFhbi6tWrOHHiBAoLC1FSUgKhUIg7d+5AKpUiMzMTGo0GqampAIALFy40+P/atWtQKpW4efMmJBIJ7t69i7KyMpSVleHu3buQSCS4efMmlEolrl27Ztr30Ucfxfnz5zFhwoQmrwkAdDqdJU/0jW7u3bt3+dtvv/39q6++erCt5QOswfnz5w8x7py206IPHwAIIV0BHDHz4VcD8KWUUmOgtppS6k0ISQZwmlK62zguF8CjlNKyZo49YObMmScPHDjQpoUfDG2juEqOg9dKUauqn/B1C/JE6v6NWP3xR3Bzq08ZrkvH3Lt3L0aNGoWuXbsiMzMTWq0WFRUVGDduHDgcToPFS/n5+Th9+jReeeUV+10UDIK1+0ox7lXUV/+cPzoG4b4NU6Bt4cP/+eefTUHSzZs3o1s35+ksuGnTJvmCBQvWcDicZlOg09PTI8+dO/fokiVLdgLAwYMHHwGAmTNnnrOHnQztp10+/CbgAxhrfP0YgLplwYcBvEgMjIThRtCk2BvRttSsg8F6UEpxMb8SOy8VmsSeEILEuCDMGdoFPWNjGvig6ypZ5uXl4dlnn8XFixehUChMs9dJkybh/PnzSE9Pb5Cnn5OTA0fUR7pWJDGJPSEEs4Z2eUDsbUVKSkqjr9vLoUOHTE9JbUWv14PNZre43qVv37782tragKKiIl+1Ws2+d+9ev/79+zfaz/K7777ral5J0xF89913XWfPnv2oVqtt4F24ePGiLyHko3feecfhqZDOhCVpmbsBPAogkBBSAuAjAAsArCeEcAAoAbxmHH4UhgydOzCkZc63wAatRqNhokB2QKenOJpZhoyS+hRiNxc2nhwcgdggQ7n0uXPnws3NzbSqs7Ky0lSG4datW5gzZw7YbDa8vLwwbNgw5OfnmzJxdu7ciUmTJiEoKAgZGRlYuHChXa9PrtbidK7Q9PPIbv7oEdKuRZQWI5FIGvQDTklJwbx586xy7EOHDuHkyZOm6qRtgVJqUfkIDoejT0xMPLpnz54XKKWke/fu1+Pi4izrbO8ATp482fWnn34au3379pS6lbgA0LdvX+mOHTs2Dxs2zHGBJCekRcGnlM5t4q0HOlQYw/dLWmmDRqNpc90iBgtRaXX4+Vop8s3aGUb4uuHpIZHwcatfB+Ht7Y1vv/0WALBw4cIGIlFQUIC4OEPp9JCQEGg0GpSWliI2NhYA8Nxzz4EQgnXr1mHp0qXw8Khvo2gPLuZXmlbS+rpzkRhnPy/huXPnGpQrvnfvHoqLi1tsJGNtVCpVk8XrLCUhISEvISGh6SptHQBvb29dS5U+OyOOXxkDqBQKBTPDtyFKjQ67LhehrFph2jYg0hdT+4eBzaoXdI1Gg++++w5jx47F3r1769wAAIBTp05h4sSJpp9zc3PRo0cPxMfH48KFC0hISAAhBHK5HMXFxdDr9abSyvZApdXhelH9k8uE3iFwsWLZhNzcXCQnJzfZK5jP5z+w7YMPPmgyJz8oKAhvvvkm/P2bTxOdN28etm3bBgCmm290dDQKCgpM+fcHDhzAsWPHcOjQIWg0GkgkEsybNw+nT58270VAASAuLm4eAOTl5W2teyMvL8994cKF49LS0nrKZDJ3f39/SVJS0sX//ve/ac0a1wh6vR4LFiwY+euvvw6tqqryc3d3l48YMSJn69atp8wrPyqVStZrr7026vfffx9UVVXlx+VyVdHR0WXr168/PnHixAqJRMKZO3fu+OvXr8eKxWJfLperjomJKV2zZs2JiRMnVgCG5iE//fTTWABwc3P70HShlH588eJF34SEhKUrVqz4pa5GPgC8//77A7Zt25YgEokCuVyuesCAAXnJycknBgwYYJoJ+fv7L+vRo0fRxIkTb3/33XdjxWKxT0hISMWqVauOz58/v6hu3J49e8JXrlw5vqioKEyr1bp4eXnVDho06M6pU6d+a+3nZi+cQfBFIpGo4xQ06WA0JvaPxAVhTFxgg9n7xo0bsXDhQixcuBAcDgc5OTnIysrCwIEDQSlFYGCgSewBQ/omYGiUUpe2qVAo8Nlnn+GZZ56Bl5cXXn/9dVRXV+Pw4cN44YUXbHqdueVSqLSG2b2fBxc9QqzS0c9Ez5498eabb2LVqlWNNnRpjJKSkgYrket45JFHsHz5ctPn1hwffvghRCIRUlNTcfjwYQB4YAb/5ptvYsqUKdixYweUSuUDx6CUglLaqP++tLTUdfTo0S+r1WqXefPmnY6Li5McP3489uuvv56mUqnYycnJVyy6WCMzZ84c/8svvzwyYcKE1OnTp+dmZGQE7dy587ExY8aE5Obmbq1zu4wePfpvN27c6DV58uRLEydOvCuXyznnzp2Lzs/P95w4cWKFVCply2Qy1wULFqRERUVJhUKh244dO4bNmDHj1dTU1K/79etX+957710rLy/3Pnv27OAffvhhi7lLpzHeeuut+A0bNkwfOnRo9ooVK04VFxd7ff/99+PHjx8fmZWVlRwSEmK6m+fm5kbx+fyAJUuW/OXm5qZdt27duMWLFz87fvz4dVFRUUqBQMB9+eWXX+jatWvpypUrD/n6+qpv377te/XqVfs+0rUShws+pVQTGRmpa3kkQ2tRanTYfaWh2E/uF4b46PouaXv27MHkyZPx8ssvNxD0WbNmgVKKzZs3Q61WY9GiRQ2OffToUbz00ktgs9mIi4vD5s2b8eyzz2LGjBkYPtzQbY7D4cDHxwezZs1CXl4eiouLH6j/Yi3uVdQ3IRoY6WuTcscxMTH49ttvsXHjRpP4tgYul4vFixc320nsfmJjYxEUFAQul2u6yd7P8OHDTWm6jaFSqcDhcFSNvbdixYoRYrHY948//tg4bty4KgB444037o4dO5a3c+fOR9evX3+Vx+NZVNzw7t27br/99tuohISE9BMnThw1bs4PDg6Wf/HFF0//+9//7vF///d/uZs2bYq5du1a7wULFhz/7rvvzBuHmOrKd+nSRZWSkmL6kNVqNVm4cGF+RETEO2vXru23efPmS/Hx8TWhoaE1AJCUlFTanJ1qtZps2bJlXFxcXEFqaur+uu0DBw6sePnll+d/+OGHg81tUSqVrtevX/+2a9euSgCIioqqTUpKWpCcnBy3evXqzNOnTwcqFAreF198ccK8dDOAG3BinGJmrdPp1OYZHgztR6vT46e0EvAl9WI/tX+92J89exb5+fmYNm0afH19TTnz5hBCMGLECNy6dcvU31alMuhGXUvCtLQ0rF27Fvn5+XBxcTGJvTk8Hg+xsbEYPnw4Ll26hFu32t0v4gFKxPXX2TXQdrEDV1dXvP3221i1apVFM3STTV274ttvv22V2FuKefG6xqitrYWbm1ujxYOuXLnSPTo6umTUqFES80Yh48ePz5fL5W5//PGHxYGQn3/+OVKr1bLnzp2bYb79o48+ymKxWPqUlJRoADh+/HgsIQRffPFFsy6jjz76qG90dPSrbm5u/+fq6vrPoKCgD9RqNffevXutbtby559/BspkMo+pU6dmmm+fP39+kZ+fX/XVq1ejzbfHxsaW1Ik9AEyZMkUAAHWtIhMSEip5PJ7yrbfemv7+++8PuHr1qjc6AA6f4QMAm82uqKioiGK6XlkHSil+yyxDUWX9rHdyv1AMjvJDXl4eampq0K9fP3h6eqK5wnVarRYpKSlYt24d+Hw+dDodVq5ciZs3b6KmpgbLly8Hj8fD7NmzER0djeTkZCxZ0njMnsViwdPTEwMGDABgiAkMGDAAQUHtD6xSSlGjrA/8B3u1L2hpCYmJiejZsydWr17dIDunMWbMmGHqEmYLWkp/lUql4PF4jVZ3rKmp8aisrPQ394Gbw+fzLc5praiocAOAbt26Nbi58Hg8vbu7u6KmpsYNACQSiZubm5vC39+/yX63X331VY9Vq1b9LSEhIf2tt946Ex4eLmexWPSVV155rrWNVQCgrKzMDQAiIyMfuPF5e3vX1tbWNrhOT09PxX1jdABQd+4uXbqodu3ate2TTz4Zs3bt2mlffPEFNyQkRLRkyZK/Pvzww5zW2mcvnELwWSxWaVlZ2RBG8K3D2bwKZJXWt7wc1zMYXT0pzp07ZxLZxjpT3Q8hBAsWLAAhBBEREQCAzz//HAsXLkRoaCiOHDmC5ORk0/jXXnsNOp2ugWvofupKLvfp0wd+fn44fvw4xo0b1y4xVGn1pqYmXA7LqsHa5ggODsaMGTOaFXxCCF544QWbiX3dOe6Hx+OZAszGGb7Y+NrNXMw8PT0V3t7exZ9//vnxBw4CYMyYMRWW2hEYGKgAgIKCAk8AplROpVLJksvlbj4+PgoA8PX1lSsUCreqqipOU6J/8ODBfgEBAVXmVSnlcjlLoVC0aVFFWFiYAgBKS0sfCO7U1NR4xsTEPBh1b4Gnn366/Omnn96nVCpZ+/fvD//Xv/71yEcffTRryJAh306bNk3Y8hHsj1O4dDQaTUFjWQ4MrSdPIMXZvPq06f7hXlCXZMHLywsRERHw9va2SOyVSiWSk5ObfAJoTOTYbDY2bNjQ1PL8BoSFhYHD4aBbt27gcrk4efKkRfu1BGm0uoftaGmBFaW03YuwXF1doVAoWh5oRnR0NAQCASoqKlBTU6Pz9PSUpKSk+IlEogbukOHDh98pLy8PHDBgQHVjjUIaq4HfFE8//XQJh8PR7d27t5/59lWrVvXV6/WssWPHFgDAlClT8imleP/994c0dSylUuly/0Kxf/zjHwPvLwDH5XK1ACAWi5udvD722GMVnp6esmPHjjWwbdu2bV3EYrHP0KFDCyy5xsbg8Xj6559/vuSTTz75i1JKUlNT29wf2NY4xQy/qqoqj8/nUzRei4fBQsQyNQ6nG26cFACtFmDa5F7IzKwEl8tFTEyMRcehlEKpVGLx4sVNjqlzzZjDYrGwbNkySCQSi24qAEw9c4OCgqDVanHjxg0MGzbMon3rMJ/Ra3R6ixcZtReVSoXLly+3OC4lJQUzZ85s83n69OmDqqoqbNq0CUOHDjXVxG+OWbNm4cMPP8Rzzz2HRx55RCcQCIL279+f6O7uLjcft2bNmotnzpzpO3bs2PmzZ8++1K9fvwqpVMrNzs4OvH79elR6evoeS+3s1q2bYtq0aRd/+eWXRyZPnqyZOnVqXmZmZuD27dsf69atW9Hy5cvzAGDRokUF//vf/3K+//77x/l8vs/48ePvqdVqVkpKSvSMGTPyXnvttYLExMQ7X3/9da+6BiKXL18OP3To0Agej9cgDalv374iAFi6dGnCk08+mcfhcOicOXMemD1yuVw6f/78vzZs2DB95MiRM5OSkjIKCwu9vv/++/GBgYFVq1atalWw9V//+lePHTt2xE+YMOFWjx49xFKplLtly5YRrq6u6ieeeMJp8/+dQvDVanVpUVGRHIB9V+o8ROj0FAeulUCp0UEkqkBMZCgGRvEAUAwa1LrV5VKpFMePH0dSUlKTYzIzMxsVHUopDhw4gHnz5jXr2jGHxWJh4MCBkMvl4HA4qKmpgUgkMi3oagk2i8CVw4ZKq4OeUsjUOni62v6rfeXKFVMQGzC4eP7xj3+goKAA33zzjem9jIyMVt0E7+fVV1/FpUuX8MEHH0AikZjy8Juje/fu2L9/P/7xj3/gk08+4QYGBvb54IMPjm3YsCHRfFyXLl1Uly9f3vz666+P3bVr1+iamhpvHo+nDAkJqRg3blyrfdEHDx48tWDBAtmvv/469OTJk8Pc3d3liYmJ6du2bTtlnjZ5/vz5/S+//PLoEydODDp27NhIV1dXZUxMDL9bt27XAGDt2rXXSktLfU6ePDn41KlTQ6Oiokp/+OGHXa+++mqDL+WKFStunzp1KvXo0aPD9u/fP5ZSijlz5nzcmG3//e9/0zw8PDTbtm1LeOedd5K4XK564MCBecnJySfMUzItYfDgwZX79u3TbN26dYxUKvXicrmqmJgY/ubNm7eb9wt2NiwqnmZzIwgZ9eKLL/66bdu2AEfb0lE5nSvE8esFcOW5oqpChLemDkZceOs/To1Gg6KiombFduHChaZZtLkP35zc3Fz07Nmz1ecHDM24BQIBQkND4eLiAj8/vxb32XzuHsqN6acvjuqKLv7uzY63RvG0Tz/9FKdOnQIAjBkzBu+8844pc6ewsBCrVq3C3bt3AQArVqxwWBP377//XjZr1qwNPj4+jaZmMjxc2KJ4mrUpKywsZPIy28jtkgqcyiqBTFYLtUqN5x5rm9gDhgCfJfGUvLzmV97fu3cPbS2ZERISggEDBqCiogIVFRUoLy9v8Vj+HvWxBqHU9rqm1Wpx8eJFuLq6Yvny5fj4448bpGlGR0dj06ZNpjTMM2fO2NymplAqlfD29mbEnsFpBL+0oKCA8d+3Ep1OB4GoArvO34ZUKkVoaCj6RAdjRBu7OtXVYE9MTGxxbEs1YiZPnowLFy5Aq20y865F+vTpg7i4OGRnZ0MsFqOioqLJwG6od33yhvnaA1tx9epVhIaGIjk5GU888USjY7hcLpYtW4ZPP/0U+fn5kErt30dXp9OBUqq1R0yDwflxCsGnlGpUKlWNTCZreTADAIOfXSQS4ccTqXDx9DWsxuSwMGNAeJsDliwWC97elq0fqWuq0RwBAQENCoq1lfHjxyM4OBgnT56ESqVqVDgj/ewr+O7u7ti0aROio6NbHDt69GgkJyc7pAOYUCiEj4+PU6YIMtgfpxB8AGCz2Wk3bjj1qmSnQKlUQqlU4sCBA3D18ofarz7z5rFewfBxb3ohVXPcu3cPGRkZpmqYLWFJALJfv344duwYamqsE8NKSkoCl8vFnj17TJlEdYT68MAy3ugqalWmqpm2YsCAAeByuS0PNBIUFGTRzcHa8Pl86u/vf9fuJ2ZwSpxG8AUCwckrV64wdZKbQKvVglKKLVu2gMvlYt68eThxUwCdcQYd6uOGwV1aDm42RUREBHr37m3xeLlc3vIgAKNGjYKnp/UKmbFYLCxYsAAymQy7d++GXq+HTqeDC5uFILMVtpbM8p0hYcHWlJSUKCMjI0sdbQeDfTCuU2jysdppBF+r1V5NSUlpdPl3Z8ZY6RBbt26FTCbD4sWLwWKxcK9ChjyhwbVBCMHkfqFgsdrmyrlx4wYuXryIgADLAr2JiYkYMmSIRb7+4OBg7Nu3DwKBoMWxrcHT0xPz589HYWEhfv31V+j1ekT61WfmFIubF3wOh9NkqeOHibKyMn2PHj3KHW0Hg31QKBRelNIm/9icIg/fSDbj0mkIpRSHDh3CoEGD8OqrrzbYbt7ZaUCkDyLa2MZPp9Nh4MCBrcqoef7555GVlYV+/fq1PBiG4l4cDscmC6JiYmIQExOD8+fPQyKloPAHgaFnb3N4eXlBLBbDy8sLPB4PLBbLLou17IlOp4NGo9G6u7szT84POXq9nigUCq/S0lI/hUKxpqlxTiP4lFJ1eHh4jVwuD6qrt9KZSU1NhVKpxFNPPfWAEN0R1ppcFmwWC2N6tL0AWWpqKvR6PRISElq1X0lJicWC7+rqigMHDmDo0KE282OPHj0a1Qo13tx0FOHh4Shls6DT0wYNXsxxc3MDh8OBVCpFbW0tHsZqrVVVVfD09JTm5OR0dbQtDDZHTykVKBSKNfHx8VlNDXIawQcANpt9PT09PXbUqFGONsVhlJSU4PLly3jqqacanXUaZvf1tXKGRPnCm9e2QG1tbS2GDh1q8YpYcxorrdAcM2fOhFKphFqtblWwszX4uHExbGAfVCu1uHY9HfcGBqN7WNMpqi4uLi12nOrIHD16VL9s2bL1tbW1/3a0LQzOgdP48AFD4DY1NbVTPn4qFAps2bIFERERmDFjBthsdqMuhtuCWgilhuwUDpuFhO5tr9OUkZGBnJycNrkyWruQiBCCixcvoqioqOXB7SAqwAMEQL9+fSGS67Fp06ZOEZxtjJSUFLFMJrvkaDsYnAenEnyNRpN65syZ6pZHPjzUdZXi8XhISkoCIaTZGvWX7laaXg/r6tfmmjF8Ph8DBgxosQhXY+zcuRMKhQI7d+5s1X6PPfYYfHx8IBaLW31OS4kyllRgsVgoFivw0ksvQaFQYNeuXTY7p7Ny5coVPZy8AxODfXEqwQeQlZaW1mmmYwcOHIBCocDf/vY3EELQUuyiRCxHidgQjGSxCIZ1bbs7orS0FBJJ25Kizp49iy1btuDs2bOt3re8vNymC5DMa+iUVMnh5uYGd3d3TJs2DSUlJabaNw87CoUC1dXVckppbcujGToLTiX4lFK1Vqu9l5+f72hTbMq5c+dQVlaGxMREuLm5wcfHx6L9UgvqhbJfuA+82ui7T09PR2xsLCIjI9u0PwD07du3Tfv1798fLi4upqJi1ibAgws3ruGpR6HRoUpmSL308fFBaGgoBg0ahKysLNy8edMm53cWTp06BUppo01NGDovTiX4ACAWi7cdOnTooSz0lJeXh9u3byM2Nhb+/v4IDg622H8uV2txq7y+pMDwNtbLAQzByvYGTltq62fr8zcFIQQRvvX9ecuq61fjcjgcBAQEoEuXLggNDUVqaqpFJSI6Irt27aoSCAQ/OtoOBufC6QRfLpcf2rVr10Plx6/BOGwlAAAgAElEQVSsrERGRgZ8fX3h5+eHsLCwVre8yyypNrXxC/d1Q4j3g03HLeH48eMICQlp9+rX1mbpmBMWFgaVSoVLl2wTTzT/bMqrlQ+87+PjA39/fwQGBsLT0xMXL15sdUcpZ0av1+P06dNaABcdbQuDc+F0gk8p5ZeVldW01b/sTKhUKty4cQOurq7gcrkICgpqc9Pu9JL6z2NQl7Y10gCAQYMGtbkRhzntmeEDQGhoKHr16tVuOxojzKd+EVp5zYOCX0dMTAzc3d3B4/HA5XJx5cqVhyKjJy0tDWw2+yqltO2lShkeSpxO8AFArVbvP3bsWIf9y6OUIisrC2w2G3K5HJ6enu0SN6FUCZGxxjuHzUKfcMsqWt7P1q1b4eHh0aa8+/tpzwwfADw8PCAWi3HkyJF223I/oT4NZ/gtifjgwYPBYrGgUqlMv7uOzP79+2v5fP4PjraDwflwSsGvrKzcu3PnzgpH29EW6gLOfD4fbDa71StYGyOnrN53HxfsCVdO6wVbr9cjKSmpQZOO9nDr1q12HyMqKgqTJk2ySgllc7x5HFPgVqXVQSJveWkHIQSJiYlQq9WorKyESqVCcXGxVe2yFwcPHlTo9frfHW0Hg/PhlIIPIP3atWvatnZMcgQikQgajQZ5eXlQKpWYNGmSVWqzUEpxk19fXrits/tvv/223baY061bt3Yfg81mo6KiAnv37rWCRfUQQhpUzqyUWZ4DwOPxMHbsWFRXV6OwsBA1NTWore04mY2FhYWQy+XFlFL7d1thcHqcUvAppZTFYv117tw5R5vSIiqVCjKZDBkZGaisrMTkyZPh5ta2QmaNUSVTo8ooWFwOC7FBrQ+21tbW4vXXXweP17ZAb2OUllqn4m54eDiSkpKsLqqBHvVZQJW1ra+KGRwcjEceeQQlJSXIy8uDRCLpEPV2fvnlF011dfUOR9vB4Jw4peADAJ/P375nzx6njdxSSk1Cf/fuXYwfPx6hoaFWP0++qL4LWNcAD7iwW/8r27Nnj9XFKjCw7SUd7kcsFuPo0aNWOx4A+JkJfl0uflvo06cPBg8ejLS0NJSUlDj9bH/nzp0SmUx20NF2MDgnTiv4AE4fPXpU44xZEyqVCgUFBTh79iyGDRvWpvIElpIvqheY2ODWz+7v3r2LV155BRyO9erkTZ8+HX369MH06dOtcjx/f38888wzKCwstMrxACDQ02yG3w7Br2P8+PGIjo7Gzz//jNraWqhUzrdURCKRoLi4uJZSatuCRQwdFqcVfEqpSqfTnWttkS5botPpUFtbix9//BExMTGYPHmyTc+n1elRWFlf17217hxKKdLT061tFp544glMmzatyebdbUGtViM7O9tqx/Nxqxf8GqX1YkEvvPACPDw88L///c/UbctZ2LFjh1qpVH7vaDsYnBenFXwAKCsr+3LNmjWVLY+0LZRS6PV6fP311/Dw8MDLL79sl/OWVStNLQz9PLjwcbO8lAKlFOfOnWu0nr4z4ubmhgkTJlhtMZYXr/6JRqrUWjW/nhCCN954A2q1GsnJyQAc3y6RUooNGzZUSySS7xxqCINT49SCD+BKampqTWWlYzV/06ZNUKvVWLp0qV3Fs8SsTV8Xv9Y1hdHr9eDxeDaz1xYF0DgcDlgs63wlXTkscIzxDq1OD5XWuqmfgCGjZ/HixeDz+VbPNGotaWlpkMlk6ZTSDpnOzGAfnFrwKaVULpd/88MPPzjEYbp3717w+XyrZ7hYSrG43p0T6Wd55o9Go8GhQ4cwbNgwW5gFAIiNjbX6MVksFuLj47Fv3752H4sQ0mCWb023zv2Eh4djzpw5SE1NbVMFUWuwdu1aMZ/P/8IhJ2foMBBHP4q2BCHELyYmJjc/Pz/IXrPrCxcugMvlYvDgwVZZldpW1p/MQ63KIFQLxnRDsJdlNx1KKUpLS9tVDbM5vvnmG1y/fh2DBw/GkiVLrH78kpISq9i+/WKBqbftsyOiERPo0e5jtoROp8OxY8fQu3dvm9wUG0MqlSIuLq5UIBBEUUqt/yjD8NDg1DN8AKCUipVK5Vl71DG/d+8ejh07hqFDhyI+Pt6hYq9Q60xiz2axEOhhWbE1uVyOH374wWZiDxjq6Oh0unbX02mKiIgIbNy4sd1+cZ7ZimSNzj46yGaz8fjjj6Nr167YuXMnampqWt6pnfzvf/9TqVSqbxixZ2gJpxd8ACgrK1v5ySef2Mw3WVNTg3379qFLly4YN24cuFyuwwOddbVzAEOKIauJZtz34+bmhrlz59rKLBO2qmcPGNwx8+fPb/dxXDj1n5naBj78Js/r4gI2m42nnnoKXl5e2Lp1q82yefR6PdavX18jkUg22eQEDA8VHULwKaWZeXl5pXfu3LHqcXU6HXbv3g0vLy9MnDgRHA7HIb76xhDV1ld5DLawFLJEIsGWLVusutK3KWxV6bIONzc3rF+/vl1CyTV7QrNF0LYlPD09QQjBjBkzoNPp8NNPP1n9HL/99htVq9W/U0qddpEig/PQIQQfAEQi0cqvvvrKanXyjxw5Ar1ej7Fjx4IQAj8/P2sd2ipUmJUDMC8T0BSUUnC5XLuljNrKnWPO0qVLoVQ2Xd64Jbic+q+3PWf49+Pv7w8XFxeMHj0aVVVVOH36tNWO/emnn1aUl5d/arUDMjzUdBjB12q1vx4+fFja3hTNixcvoqamBn379gWLxUJ4eLiVLLQuNYr6rBIf95bz74VCIY4dO2Y3V1R7yyNbAiEEe/bsafOqVo6ZG0ynd2xyAiEE4eHh8PDwQPfu3VFQUNDuiqPp6ekoKiq6SynNtZKZDA85HUbwKaW62tralStXrmxTFCw/Px+lpaUIDg4Gh8NBTEyMQ4OyLVGjrO9d4d1C79q6Ou7PPPOMrc0yYY8ZPgC88sorKC8vb1MAl6J+HwtDIDbH1dUVkZGR8PLygre3N27dutXmNotvvvlmZXl5+VtWNpHhIabDCD4AyGSyrfv27atsTZ3yqqoq5Ofng8PhgM1mIzY2Fu7urVvE5AhaM8OvqqqCteMbLWGPGX4d2dnZkMvlLQ+8D/My+44Owt9PQEAAwsPDwWazweFwkJ2d3ao2iykpKcjLy8uglF6xoZkMDxkdSvAppbqqqqpl7777rrilsSqVCvn5+dDpdFAoFIiOjrZJNUtboNdTyNX1M3xPbtOFz0QiEaRSKR555BF7mGbCmnVvWmLq1KnIyclptWtHT51vhn8/cXFx8Pf3R3V1NVgsFm7dutViQxhKKd54443K8vLy1+1kJsNDQocSfMDgyz99+nRpTk5Oo+9TSlFYWAidToeioiIEBQWhX79+drayfajNcsa5HFaLKZmOmL327NnTrudzcXGBVtu6Fq3mbntL01odRUJCAlxdXXHv3j0AQEFBQZNjf/nlF71QKDzF+O4ZWkuHE3xKKRUIBIvefPPNB4q5CAQC6PV6pKWlwd3dHePGjXOEie3GPIWwuXaGt27dAp/PR1xcnD3MakBzgmQLBg4ciCtXrkAkElm8j3mgluVkLp2mmDJlCrRaLdLT06HT6R64Xp1Oh3feeadKIBAsd5CJDB2YDif4AEApPZ+dnX2zrrJiTU0N9Ho9/vrrL+h0OsycOdPBFrYPlbY+99yV0/SvKDIy0qYrapvi+eefxxtvvIHnn3/eruft2bMnfHx8LB6v1NR/jjyXjvNV53K5ePLJJyEWi5GamgqlUmlKT926datGKpXuo5Rap+UYQ6ei4/wV3Ed5efnrS5YsqVSpVPjzzz9RWVmJpKQkcLkt56w7Oxpd/cy0qQ5XFy5cwJ07dxAQEGAvs0wkJibCzc0NiYmJdj1veHg4/vzzT1Oj+JZQmAm+m4vzZmQ1RWBgIKZOnYqCggKkpqZCLBZj5cqVEqFQ+A9H28bQMbFeGyQ7QynNCgsLu/jDDz9MXbRoUYe9cbUFSimGDx/u0OYbjniyAIAxY8bAzc0NlNIWYxcNZ/gdT/Dr6NWrF3r16oXFixer5XL5Rkppi0kLDAyN0aGFsry8/I21a9dWOVPXIWtgLmONZZ//8ccfuHXrFlxdLSuoZgtkMlnLg2yAu7s7Tpw4YVGWkNRsLYMnr8PObQAYymb8/PPPVVVVVV852haGjkuHFnxKaaFYLP7x3//+t+UJzB0chUKBSZMmoW/fvg61Q61uf5/YtjJx4kT07t272TRNjU5vSm1lEdJsamtHYPHixRKZTPY+pbT1CxIYGIzYXPAJIV0IIX8RQnIIIdmEkKXG7bOMP+sJIUPv2+d9QsgdQkguIeRxs+1JhJBrhJBlddtEItF7//nPf8pycx+eDDXzjBL9fSUBzpw5g7t37zp0IdHq1atx8OBBrF692iHnJ4Tg8uXLuHnzZpNjGszuXTlOn5bZHMeOHdP/+eef6VKpdBsAEEJ4hJArhJB049/Qx8btm43bMggh+wkhnsbtroSQvca/qcuEkK51xyaE/IsQcpUQMtYR18ZgX+wxw9cCWEEp7Q1gJIAlhJA+ALIAzASQYj7Y+F4SgL4AJgPYSAipc8AmARgGYGTdl5lSqhIKhbNnz5790Lh2zDNKzP3Q5eXlGD9+vN0aazRFUVERcnJyUFRU5DAbEhISEBcXh6ZqK1XJ6p9ALKlF5KxUV1fjtddeqxAIBEm0vr6ECsBjlNKBAAYBmEwIGQngbUrpQErpAABFAN4wjn8FgJhS2h3AWgBfAgAhpK7k6RgA1u9kw+B02FzwKaVllNJrxtdSADkAIiilOU0sHHkSwB5KqYpSeg/AHQDDje/VTdOo2WtQStPKysp2fPXVVw+Fa8c8wKg0S9HMzs6GROIcVXCDg4MdbQKKi4tRUlLS6HsVteb9BBwX62gvixYtkkgkkncppeV126iBWuOPLsZ/lFJaAwDE8PjnhvoQ0JMAthlf7wcw3jiGDUCP+/6eGB5e7OrDNz5KDgZwuZlhEQDMi+WUGLcBwEEAVwFcNd48TIhEovfWrVtX1t4KhM6AK4dlctmotXro9RQZGRkYOXIkgoKCHGydgdbUM7IVvXv3Rnh4eKNpmuaCH+TVMQX/6NGj+r/++utGbW3tjvvfI4SwCSE3AAgBnKCUXjZu/wFAOYBeADYYh5v+piilWgDVAAIopdkA3AGcA8A0UOkE2E3wjS6YAwCW1c1EmhrayDYKAJTSbZTSwZTSNQ8MeIhcO4QQ8MwWXMnUWqhUKnA4zhN4dMTq3qbQaB5sUN6wY1jHE3yJRFLnyplr5soxQSnVUUoHAYgEMJwQ0s+4fT6AcBiepOcYhzf3N/UmpTSeUvqnTS6Ewamwi+ATQlxgEPsfKaUHWxheAqCL2c+RAPiWnIdSmlZeXr71yy+/7PCZDN5u9X7nw8dPok+fPg5Nw7yfrKwsR5sAAAgKCoKPjw/Onz9v2qbV6VFeY9YxrAPO8F977TVJdXX1CnNXTmMYO12dhiHeVbdNB2AvgLp62aa/KUIIB4APgAdKkzA8/NgjS4cA2Awgh1L6Hwt2OQwgyZhZEAMgDoDFJWBFItH769evL2uquFpHwc+9fsVwYHi005V07t+/v6NNMOHn54eYmBjTzwKpypTd5OvOhYer8zwZWcKRI0f0KSkp12pra39s7H1CSBAhxNf42g3ABAC5hJDuxm0EwBMA6vybhwG8ZHz9NwB/NvbUwPDwY48Z/mgALwB4jBByw/hvKiHkaUJICYBRAH4jhPwOAEa/4j4ANwEcB7DEOGOxCEqpWigUzpo9e3aVI3PF24uvMbMkMysLLp6+TlfP3V4NUCyBx+OBzWbjwIEDAIBScX3sPtLP9v19rUllZSUWLVpUIRAInm1GlMMA/EUIyQCQCuAEgN8AbCOEZALINI5ZZRy/GUAAIeQOgOUA/s+mF8HgtNh86kMpPYemMwB+bmKf1QDanORNKb0eGBi45tVXX31v27Zt3s4mlpbg684FhaFgmFTtfJMxezZAsYTg4GBMnjzZUB67sn4VcEcSfI1Gg6lTp4qrqqpeoZQKmhpHKc2AIfnhfkY3MV4JYJaVzGTowHTolbbNUVlZ+fnvv/9+asOGDW3vgu1Agr1ccf3aNXA4HJRXO98lZGZmOtqEBhBCoNVq8f3mLSisrA/hRPl7ONCq1rFo0aKau3fvrpfL5UccbQvDw8lDK/iUUioUCud++umn+adOnWq+hZAT4usKDBkyBCxCUClTNyiZ7Aw4Y1MZHx8fTHpqDmRKgyvPm+eCQM+OUT31m2++UR45cuRMRUXFqpZHMzC0jYdW8AFDqqZIJJrw/PPPC+7evetocyyGUood27aa8scppRDWtK69ny1ZsmQJoqKisGSJ8y3OzCkVoy5g3y3I0+liH41x5swZ+vHHH98TCoWzmWAqgy0hneH7RQiJj4uL+z0tLS3Ay8vL0ea0CJ/PR3h4OH5N5yOjxLCydlyvYCTEBjrYsnpEIpHTLAKrg1KKb8/cRaVMBVmtDC+N7Yleod6ONqtZCgoKkJCQUFZWVjaUUmpR+jEDQ1t5qGf4dVBK0wQCwdtPP/20uKUG0Y5Gp9Ph7NmzAIAo//pUzLsix5Qjboq6bmPOhFCqQpVMBarXQ1BWitggT0eb1Cy1tbV4/PHHK8vKyp5ixJ7BHnQKwQeA6urqHRkZGTvfe+89acujHQOlFNevX8ecOYYFkjFB9QHHYrEcaq3z3Kzs3cTcErL51QAAFouFJ8bEI+PGdQdb1DR6vR7PPPOMRCAQvEsptXidCQNDe+g0gg8AIpFo2bZt227s2rXrwbX4ToBGo2lQZ96b52Ly4+v1FEVVzjPLFwiazBp0CHo9RVZpfcWOvuE+qK2thbO6LD/44IPa69ev75ZIJD842haGzkOnEnxKqV4kEk1ftmzZ3aNHjzpV2otCocCpU6eQkJDQYHu3wHq3RG557f27OYS///3vSE5Oxt///ndHm2LijqgWUqXhPu7G5SA22AtjxozBL7/84nSiv27dOsWWLVtSRSLRm462haFz0akEHwAopTUikWj0vHnz7p08edJpfCQuLi7o1avXA9t7htYHmW+V10Crc7zJ1dXVUKlUqK6udrQpJq4W1Ld5HdzFF2wWASHEqUpAAMC3336r+uyzz66JRKIprVlBzsBgDTqd4AMApbRSJBKNfu6554pSUlIcPv2rqqrCwYMHG9SDqSPSzw2+xro6So0O+U4SvHVUT9vGqKxV4V6F4emHEILBUb6m92JjY7FlyxZotdqmdrcbW7duVf3zn//MEIlEEyilzpNny9Bp6JSCDwCGdVnC0bNmzSpxdMaJn58fpkyZ0uh7hBD0Da9PLaxL03Q0/v7+jjbBxMW79V2vugd5mm6QdcyePRtsNvv+3ezK7t27NX//+99zRCLROGOpAwYGu9NpBR8AKKV8oVA4+qmnnnLYTJ/P52PPnj1obn1Avwgf0+s7wlrUKB0fcy4rK3O0CQAAiVyNzJJ619LIbgEPjPHy8sKmTZugVDpGZ7dv365eunRptkgkGkMpdZ5HI4ZOR6cWfACglBYLBIJRs2bNKrS3T1+n0yEoKAizZ89udlygp6spJ19PKa4WOL6UedeuXR1tAgDgYn4l9MagbFSAB6ICGi8jvXDhQoesuk1OTla9++676SKR6JH7u7QxMNibTi/4gGmmP+LZZ5+1a/ZOUVERfv/9d4vcDSPMZq7XCiUOr62Tm9tYO2L7UiVT44aZiyuxe9MrkdlsNnbv3g2p1H6au379esWHH36YJhQKxzIzewZngBF8I5RSoUgkGjlv3rw79sjTl8vlCAgIwPTp0y0aHxfsCX8PQ06+SqvD9SLH+vL79u3r0PMDwMmbAlOjky7+7ohuYnZfx7x58yCXy2HrFpiUUqxcuVK+evXqyyKR6DFKqaLlvRgYbA8j+GYYs3eGL1u27OI777xTa8syDGVlZcjOzrZ4PCEEw2PqA6UX7lRAqXHcLN/RDVDyRbXIExpm64QQTOwTYpHLJi0tDRKJ7W6WcrkcTz75pGTTpk17RSLRRCYbh8GZYAT/Pox5+uO2b9++ZdKkSWJbuADKy8vB4/EwatSoVu03MNLHlIGi0OhwIb/C6rZZiiMboGh0evyRXb/Sd0CkD8J8LGt0MnXqVIhEIpuklZaUlGDYsGFVZ8+e/X8CgeBlSqnjc0EZGMxgBL8RKKV6oVC4NDU1dVl8fHxlfn6+VY+vUqnalDHCYbPwaM/6CpVX7olRLXdMxo4jZ/hnckWokhkmzlwOC4/2DG7V/kqlEiqVdSfeFy5coCNGjBDk5uY+KRaLN1r14AwMVqJTlEduD4SQ+NDQ0F937twZMn78+HbfILOysuDm5obY2Ng27U8pxdYLBeBLDG7huGAvzBoaadcMlMLCQtPr6Ohou50XAIqr5NhxqdBULmFyvzDER/u1+jhpaWkICwtDeHh4u23avHmz+v333y8wunCK2n1ABgYbwczwW4BSmlZeXj5k7ty5N9evX69s7w0yJCQEfn6tF6g6CCGY0DvE9HOeUIrMUvuWOIiOjsaJEyfsLvZKjQ6H0/kmsY8J9MQQs1W1rSE0NBTe3u2rla/VarF48WLpBx98cEYkEg1hxJ7B2WEE3wIopeUikWjoZ599duzFF1+sNq9o2Rr++usv1NTUtHuVahd/d8RH1x/jj2yB3RdjzZpl357YlFIcvsGHRG747F05bEwfGNbmJ5uIiAhkZma2uTevWCzGo48+Kt6/f/83QqHwcSbtkqEjwAi+hVBKVUKh8Jljx459FR8fX1XXRq81jBgxAl26dLGKPY/1CjYFcFVaHX5N55tSFO3ByZMn7XYuADibV2HKygGAKf1D4c1zadcx+/fvj969e7d6v9OnT9NBgwaJ0tPTFwqFwveZtoQMHQVG8FsBpZRWVFR8lpWVNeHRRx/NX716tdzSnO4DBw5AJBKBy7VOU20uh4UnBoSbZrgFFTL8eUtolWNbQnx8vN3OlVNWg7N5ItPPI7sFoG+4TzN7WIanpyeuXr2KCxcuWDReJpNhwYIFNXPmzLlaVFQ0VCqV/tRuIxgY7AgTtG0jhBBuUFDQ56GhofP27dvn31hp4zrUajXYbDZYLJbVg6spt0UNxHDGwAj0j2y/GDbHwoULUVpaioiICCQnJ9v0XPcqZNiTWmR6euka6IG5w6LAYlnnc9TpdGCxWNBqtXBxafqJ4cyZM/Sll16qrK6uXiWRSL5mZvUMHRFmht9GKKVqoVC4IjMzc+LYsWPvfvbZZ03O9g8ePIiKigqbZNIkxgWiR0h94bXfMstQUGF7d7Krq6vNz1EiluOnq8Umsff3cMXTgyOsJvaAoeRCenp6k7N8mUyG1157rWb27NlphYWFQ8Vi8QZG7Bk6KozgtxNK6TWhUNh77dq1yUOGDKm8v8aMSCTC7NmzERIS0sQR2gchBDMGhSPQ0yDAOr0ee68Wo7hKbpPz2YviKjn2XCmGxtjwxYvngmdHRMGdy7H6uQYNGoSEhARUVTUsSpeSkkL79u1b8dNPP30oFAqHU0oLmzgEA0OHgBF8K0ApVYtEouUZGRmPjxkz5u4XX3yhqJvtnz9/HrW1tm1N6MphY86wLvAyBjG1Oj32pBbZTPTbunDMUm4LpPjxcpGpQJwbl4NnR0TBx619QdrmKC4uxs2bNwEYyiMsWrSoZtasWdcKCwuHicXi/zKzeoaHAcaHb2UIIa5BQUFf+vr6Prd8+XL/+fPns+zh/gAMnZ92XCqETGVY0c9hs/DUoIgGbRKtwaRJk8DhcNClSxer+vAppbhWJMHv2eWmXHsPVw7mDo9CiDfPaudpColEguTkZM3XX38tqa2t/UwikaxnhJ7hYYIRfBtBCIkODQ39OiwsbNTGjRsDRo4caZfziqQq7LxUCLm6vozLuF7BGNUtwGoxhLo+sQkJCVYTfLVWj+PZ5cg0K3fs687Fs8Oj4OdhncympqCU4vDhw/q3335bLJPJfhIKhf+PUur4pgMMDFbG+g5RBgCA0d/7BCGk39NPP72pT58+fb7++mv/tuR9t4YgL1e8OCoae1KLTYuU/rolhKBGiSn9wsBzaV+rP4lEgqqqKnC5XFhrsiCSqvDz9RKIpPX1bUK8eUgaHgVPV9t+Rc+dO4clS5ZUCIXC0+Xl5W9TSktsekIGBgfCCL6NoZRmAUgkhIweN27ct2PHjo3897//7WutBViNEeDpipdHx2B/WjGKjH78m/waFFcpMG1AGGKDPNt87HPnzoFSCq1WC7FY3C47tTo9zudX4kJ+RYNFYwMifTG5Xyhc2LYLMWVmZuKNN96ovH37dmZ5efnrlNJbNjsZA4OTwLh07AghhHA4nOkBAQHr//a3vwV8/PHH3gEBD/ZgtRY6PcXxrHLcKG4ozAMifTG2Z1CbVqq+++67+PHHHwEA3bp1w7lz51p9DEop7lXI8Hu2wFT1EgDYLBYm9wvFoC5tq49jCQUFBVi+fLn4woULRQKBYCGl9LLNTsbA4GQwgu8ACCFsDw+Plzw9PT+ePn2613vvvecTFxdns/PdFkjxW0ZZA78+m8XCiBh/jIoNsNjNI5VKMXPmTGRnZ4PNZoPL5aI1paMppSiolCPltggl4oYZROG+bpg2IAzBXrYJzqampmL16tVVly9frhAKhUv1ev3vTECWobPBCL4DIYSwORzO9KCgoJXdu3eP/Oc//xk4fvx4myzQkqm0OJpZhtuChg1dXDls9IvwQXy0H4K8ms8mOn78OL788ssG/Wz//PNPNLfKGDDU+rlVJsX1IjFKJQ27/bly2BjXKwiDu/hZdUEVAGg0Ghw8eFD36aefiisrKzPLysr+CeA8I/QMnRVG8J0EQkj/sLCwf/J4vLGLFy/2nj9/vqst3D33KmQ4lSOAoObBPHqeTo5rfx4GrS4Hlz5YEbSqqgpSqRQajQY8Hg9KpRKhoaHw9HwwJqADC16hMRg9bRZKZTAtoKqDxSIYFOmLR+ICTesHrEVRURE2bdok26Fvq3QAAAjjSURBVL59u0yr1R4QCoVfMKWLGRgYwXc6CCF+3t7e893d3d+Ij4/3WrFiReCjjz5q1Vk/pRTZ/Bqczato4EMHDIuOLl26hKqyYnBU1WBrZOBoZGBrZCA6DQgafl8oAMriQMdxh97FHToXd2hcfRDRvS/ihw59oD5NndAndA+06kIqjUaDw4cP69esWVNZUFAgEIvF/1IqlT8xDcQZGOphBL8RCCFdAGwHEApAD+A7Sul6s/ffAfAvAEGU0gpiUOP1AKYCkAOYRym9Zhz7NoAXAHxJKd3bChsIgGFhYWHvsVisxKlTp7okJSX5JiYmNlvkqzVQSlFYKUdaoRi3BVLojd8FSoHsm9m4efPmA6mXhOpB9DqwOWxo9QAlDTNpOGwOhgwZjJiYmAbbAz1dMSDSF/0jfayWaimTyXDy5Ens2rWrMiUlRUsp/UUgEPyHUprb8t7G6yGEByAFgCsMWWv7KaUfEUJiAOwB4A/gGoAXKKVqQogrDN+NeACVAOZQSguMx/oXgHEAVlBKz1jlIhkYrAgj+I1ACAkDEEYpvUYI8QKQBuApSulN483gewC9AMQbBX8qgDdhEPwRANZTSkcQQjwBfAfgRQAHKKVPttEeVwBjw8PDX9TpdI8NGTLE5fnnnw+YMmUKaU/3LHOkSg3yhLW4I6zFvQoZtDo9RKIKXLp8CXK5ZSUa/Hz9MGrUSHh5eYEQghBvHmIC3dEjxAsRvm5WeUrh8/k4fPiwdufOneL8/Hy5Xq8/IhQKfwRwhVJqWa1qM4w3Vg9KaS0hxAXAOQBLASwHcJBSuocQ8i2AdErpJkLIYgADKKWLCCFJAJ6mlM4hhPQC8AqAjwBspZTObvfFMjBYGSYPvxEopWUAyoyvpYSQHAARAG4CWAvg7wB+MdvlSQDbjcHAS4QQX+NNo66ITrvuqpRSFYA/APxBCCHHjh0bcOXKlTlcLndWaGioz3PPPef91FNPuba1Ty5gKE42JMoPQ6L8oNXpUSJWQCgNxejekdh3+BjyCvmgLA6oUbTZLDZ0eoO+Er0Og/v0wLQJYxHs44ZgL1dEB7hbpdAZpRQZGRk4cOCAfN++fTKpVFpWW1v7Y01NzQFKabu7yxt/Z3W/JxfjPwrgMQDPGrdvA7ASwCYYftcrjdv3A/jaeNNgw/A0SAHYr8EwA0MrYAS/BQghXQEMBnCZEDIDQCmlNP2+2WoEgGKzn0sARFBKrxJCMgFchcEF1G6MApVu/PcBISQ8Nzf3qbVr177I4XC6DRkyhIwdO9Zn2LBhLoMGDYK7u3urz8Fhs9A10ANdAz0wPMYfIar++Oij/Ya7FmGBsjgGRdPrAKoDAfDxp68iOjqq3dcnFotx/fp1XL58WXnmzBlpVlYWBZBRXl7+g06nO0Ypbd9qr0YghLBheIrrDuAbAPkAJJTSujzWEhh+x4DZ75pSqiWEVAMIoJRmE0LcYXhCeNfaNjIwWANG8JvB6JI5AGAZAC2A/wdgUmNDG9lGAYBS+jmAz21lI6WUD2AjgI2EEG5hYWHf3377bVhwcPB4nU43xNXV1WfQoEFITEz0HT58uMugQYMazappjpSUFADGi6R6EJ0aLi4u0JjV/09JScELL7zQquNWVVXh2rVrdeJek5OTQ3Q6XQUh5HJZWdkpSmkagNttcdW0BuPxBxFCfAH8DKCx+hd1T2nN/a7ftI2FDAzWgRH8JjD6cw8A+JFSepAQ0h9ADIC62X0kgGuEkOEwzADNayVEAuDb2WRQStUArhv/fQcYrqOgoKDvkSNHhoaEhEzQ6/XxXC7XJzo6mkZHR7Ojo6N5UVFR7uHh4SQ8PBxhYWEICgoCm21YjKXRaHDx4sUG52GxWNDrG6ZZ3i/4Go0GAoEAfD4fZWVl4PP5+sLCQllhYaGqqKhIX1RUBJ1OVwHgcnl5ubm4NzywHaGUSgghpwGMBOBLCOEYZ/nmv8+633UJIYQDwAcAU2iNoUPABG0bweiT3QagilK6rIkxBQCGGoO20wC8gfqg7X8ppcPtZW9rMd7MwgGEAQjjcrkRfn5+cVwutyulNEKr1Qay2WxXHo/H9vT0ZFVWVroRQkAIITwej8bGxiolEomLQCBga7VaQg0gKChIJhaLodFotDqdTsnhcISEkBKlUllQWVmZp9fr+TDERsoAlDlS3OsghAQB0BjF3g2GWMmXAF6CIdBeF7TNoJRuJIQsAdDfLGg7kwnQMnQUGMFvBELIIwDOAsiEIRAHAB9QSo+ajSlAveATAF8DmAxDWuZ8SulV+1ptfYw3hkAYUhZdYHgi5Bhf62Fwc5n/UwCosLULxpoQQgbAcHNnw9AQaB+ldBUhpBvq0zKvA3ieUqoypnHugCGuUwUgiVJ61zHWMzC0DkbwGRgYGDoJTItDBgYGhk4CI/gMDAwMnQRG8BkYGBg6CYzgMzAwMHQSGMFnYGBg6CQwgs/AwMDQSWAEn4GBgaGTwAg+AwMDQyeBEXwGE4SQLoSQvwghOYSQbELIUuP2vYSQG8Z/BYSQG2b7vE8IuUMIySWEPG62PYkQco0Q0mhpCgYGBvvDFE9jMEcLQ7cmU+MXQsgJSumcugGEkDUAqo2v+wBIAtAXhto8JwkhPYylFZIADAPwIyHEk1Jae//JGBgY7Aszw2cwQSktq2vNSCmVAqhr/ALAVFRuNoDdxk1PAthDKVVRSu8BuAOgrmhcXRlhpiEIA4OTwAg+Q6OYN34x25wIQEApzTP+3GjjF+PrgzA0frlqvHkwMDA4GMalw/AA5o1fKKU1Zm/NRf3sHmi+Gcg2GKpQMjAwOAmM4DM04P7GL2bbOQBmAog3G+4UjV8YGBgsg3HpMJgw+ug3A8ihlP7nvrcnALhFKS0x23YYQBIhxJUQEgMgDsAV+1jLwMDQWpgZPoM5owG8ACDTLPWyrvFLEhq6c2Bs3L0PwE0YMnyWdKTmJwwMnQ2mAQoDAwNDJ4Fx6TAwMDB0EhjBZ2BgYOgkMILPwMDA0ElgBJ+BgYGhk8AIPgMDA0MngRF8BgYGhk4CI/gMDAwMnYT/D/NUF0MYbHqeAAAAAElFTkSuQmCC\n", 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\n", 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\n", 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\n", 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" ] }, "metadata": { "needs_background": "light" }, "output_type": "display_data" } ], "source": [ "# plotting param\n", "base = 1.\n", "height = 10.\n", "true_col = [0, 0, 0]\n", "\n", "# loop through algos\n", "phi_plt = doa.grid.azimuth\n", "for algo_name in algo_names:\n", " # plot\n", " fig = plt.figure()\n", " ax = fig.add_subplot(111, projection='polar')\n", " c_phi_plt = np.r_[phi_plt, phi_plt[0]]\n", " c_dirty_img = np.r_[spatial_resp[algo_name], spatial_resp[algo_name][0]]\n", " ax.plot(c_phi_plt, base + height * c_dirty_img, linewidth=3,\n", " alpha=0.55, linestyle='-',\n", " label=\"spatial spectrum\")\n", " plt.title(algo_name)\n", " \n", " # plot true loc\n", " for angle in azimuth:\n", " ax.plot([angle, angle], [base, base + height], linewidth=3, linestyle='--',\n", " color=true_col, alpha=0.6)\n", " K = len(azimuth)\n", " ax.scatter(azimuth, base + height*np.ones(K), c=np.tile(true_col,\n", " (K, 1)), s=500, alpha=0.75, marker='*',\n", " linewidths=0,\n", " label='true locations')\n", "\n", " plt.legend()\n", " handles, labels = ax.get_legend_handles_labels()\n", " ax.legend(handles, labels, framealpha=0.5,\n", " scatterpoints=1, loc='center right', fontsize=16,\n", " ncol=1, bbox_to_anchor=(1.6, 0.5),\n", " handletextpad=.2, columnspacing=1.7, labelspacing=0.1)\n", "\n", " ax.set_xticks(np.linspace(0, 2 * np.pi, num=12, endpoint=False))\n", " ax.xaxis.set_label_coords(0.5, -0.11)\n", " ax.set_yticks(np.linspace(0, 1, 2))\n", " ax.xaxis.grid(b=True, color=[0.3, 0.3, 0.3], linestyle=':')\n", " ax.yaxis.grid(b=True, color=[0.3, 0.3, 0.3], linestyle='--')\n", " ax.set_ylim([0, 1.05 * (base + height)])\n", " \n", "plt.show()" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "\n", "## Adaptive Filtering\n", "\n", "Implementations of LMS, NLMS, and RLS are also available in `pyroomacoustics`. They share a similar constructor and interface as shown below." ] }, { "cell_type": "code", "execution_count": 23, "metadata": {}, "outputs": [ { "data": { "image/png": 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\n", "text/plain": [ "
" ] }, "metadata": { "needs_background": "light" }, "output_type": "display_data" } ], "source": [ "# parameters\n", "length = 15 # the unknown filter length\n", "n_samples = 4000 # the number of samples to run\n", "SNR = 15 # signal to noise ratio\n", "fs = 16000\n", "\n", "# the unknown filter (unit norm)\n", "w = np.random.randn(length)\n", "w /= np.linalg.norm(w)\n", "\n", "# create a known driving signal\n", "x = np.random.randn(n_samples)\n", "\n", "# convolve with the unknown filter\n", "d_clean = fftconvolve(x, w)[:n_samples]\n", "\n", "# add some noise to the reference signal\n", "d = d_clean + np.random.randn(n_samples) * 10**(-SNR / 20.)\n", "\n", "# create a bunch adaptive filters\n", "adfilt = dict(\n", " nlms=dict(\n", " filter=pra.adaptive.NLMS(length, mu=0.5), \n", " error=np.zeros(n_samples),\n", " ),\n", " blocklms=dict(\n", " filter=pra.adaptive.BlockLMS(length, mu=1./15./2.), \n", " error=np.zeros(n_samples),\n", " ),\n", " rls=dict(\n", " filter=pra.adaptive.RLS(length, lmbd=1., delta=2.0),\n", " error=np.zeros(n_samples),\n", " ),\n", " blockrls=dict(\n", " filter=pra.adaptive.BlockRLS(length, lmbd=1., delta=2.0),\n", " error=np.zeros(n_samples),\n", " ),\n", " )\n", "\n", "for i in range(n_samples):\n", " for algo in adfilt.values():\n", " algo['filter'].update(x[i], d[i])\n", " algo['error'][i] = np.linalg.norm(algo['filter'].w - w)\n", "\n", "plt.figure()\n", "for algo in adfilt.values():\n", " plt.semilogy(np.arange(n_samples)/fs, algo['error'])\n", "plt.legend(adfilt, fontsize=16)\n", "plt.ylabel(\"$\\||\\hat{w}-w\\||_2$\", fontsize=20)\n", "plt.xlabel(\"Time [seconds]\", fontsize=20)\n", "ax = plt.gca()\n", "for tick in ax.xaxis.get_major_ticks():\n", " tick.label.set_fontsize(16) \n", "for tick in ax.yaxis.get_major_ticks():\n", " tick.label.set_fontsize(16) \n", "plt.grid()\n", "fig = plt.gcf()\n", "fig.set_size_inches(20, 10)" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "\n", "## Short Time Fourier Transform (STFT) processing\n", "\n", "While there is an STFT module supporting overlap-add, zero-padding, and analysis/synthesis windows:\n", "\n", "1. Analysis : ```pra.transform.stft.analysis(x, L, hop, win=None, zp_back=0, zp_front=0)```\n", "2. Synthesis : ```pra.transform.stft.synthesis(X, L, hop, win=None, zp_back=0, zp_front=0)```\n", "\n", "It performs the analysis and synthesis operations on the entire signal. The ```pra.transform.STFT``` class is more suitable for streaming / real-time data, can be applied to multi-channel, and can be used for applying frequency domain processing." ] }, { "cell_type": "code", "execution_count": 24, "metadata": {}, "outputs": [], "source": [ "# filter to apply (moving average / low pass)\n", "h_len = 50\n", "h = np.ones(h_len)\n", "h /= np.linalg.norm(h)\n", "\n", "# stft parameters\n", "fft_len = 512\n", "block_size = fft_len - h_len + 1 # make sure the FFT size is a power of 2\n", "hop = block_size // 2 # half overlap\n", "window = pra.hann(block_size, flag='asymmetric', length='full') \n", "\n", "# Create the STFT object + set filter and appropriate zero-padding\n", "stft = pra.transform.STFT(block_size, hop=hop, analysis_window=window, channels=1)\n", "stft.set_filter(h, zb=h.shape[0] - 1) " ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "Simulate streaming audio." ] }, { "cell_type": "code", "execution_count": 25, "metadata": {}, "outputs": [ { "name": "stderr", "output_type": "stream", "text": [ "/Users/JP27024/anaconda3/envs/pyroomacoustics/lib/python3.7/site-packages/matplotlib/axes/_axes.py:7747: RuntimeWarning: divide by zero encountered in log10\n", " Z = 10. * np.log10(spec)\n" ] }, { "data": { "image/png": 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\n", "text/plain": [ "
" ] }, "metadata": { "needs_background": "light" }, "output_type": "display_data" } ], "source": [ "fs, signal = wavfile.read(\"arctic_a0010.wav\")\n", "\n", "processed_audio = np.zeros(signal.shape)\n", "n = 0\n", "while signal.shape[0] - n > hop:\n", "\n", " stft.analysis(signal[n:n+hop,])\n", " stft.process() # apply the filter\n", " processed_audio[n:n+hop,] = stft.synthesis()\n", " n += hop\n", " \n", "# plot the spectrogram before and after filtering\n", "fig = plt.figure()\n", "fig.set_size_inches(20, 8)\n", "plt.subplot(2,1,1)\n", "plt.specgram(signal[:n-hop].astype(np.float32), NFFT=256, Fs=fs, vmin=-20, vmax=30)\n", "plt.title('Original Signal', fontsize=22)\n", "plt.subplot(2,1,2)\n", "plt.specgram(processed_audio[hop:n], NFFT=256, Fs=fs, vmin=-20, vmax=30)\n", "plt.title('Lowpass Filtered Signal', fontsize=22)\n", "plt.tight_layout(pad=0.5)\n", "plt.show()" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "Let's compare the low-pass filtered signal with the original." ] }, { "cell_type": "code", "execution_count": 26, "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "Original:\n" ] }, { "data": { "text/html": [ "\n", " \n", " " ], "text/plain": [ "" ] }, "execution_count": 26, "metadata": {}, "output_type": "execute_result" } ], "source": [ "print(\"Original:\")\n", "IPython.display.Audio(signal, rate=fs)" ] }, { "cell_type": "code", "execution_count": 27, "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "LPF'ed:\n" ] }, { "data": { "text/html": [ "\n", " \n", " " ], "text/plain": [ "" ] }, "execution_count": 27, "metadata": {}, "output_type": "execute_result" } ], "source": [ "print(\"LPF'ed:\")\n", "IPython.display.Audio(processed_audio, rate=fs)" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "\n", "## Blind Source Separation (BSS)\n", "\n", "Blind Source Separation techniques such as Independent Vector Analysis (IVA) using an Auxiliary function are implemented in ´pyroomacoustics´. IVA based algorithms work when the number of microphones is the same as the number of sources, i.e., the determinant case. Through this example, we will deal with the case of 2 sources and 2 microphones. \n", "\n", "First, open and concatanate wav files from the CMU dataset." ] }, { "cell_type": "code", "execution_count": 28, "metadata": {}, "outputs": [], "source": [ "# concatanate audio samples to make them look long enough\n", "wav_files = [\n", " ['../examples/input_samples/cmu_arctic_us_axb_a0004.wav',\n", " '../examples/input_samples/cmu_arctic_us_axb_a0005.wav',\n", " '../examples/input_samples/cmu_arctic_us_axb_a0006.wav',],\n", " ['../examples/input_samples/cmu_arctic_us_aew_a0001.wav',\n", " '../examples/input_samples/cmu_arctic_us_aew_a0002.wav',\n", " '../examples/input_samples/cmu_arctic_us_aew_a0003.wav',]\n", " ]\n", "\n", "signals = [ np.concatenate([wavfile.read(f)[1].astype(np.float32)\n", " for f in source_files])\n", "for source_files in wav_files ]" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ " Define an anechoic room envrionment, as well as the microphone array and source locations." ] }, { "cell_type": "code", "execution_count": 29, "metadata": {}, "outputs": [ { "data": { "text/plain": [ "" ] }, "execution_count": 29, "metadata": {}, "output_type": "execute_result" } ], "source": [ "# Room 4m by 6m\n", "room_dim = [8, 9]\n", "\n", "# source locations and delays\n", "locations = [[2.5,3], [2.5, 6]]\n", "delays = [1., 0.]\n", "\n", "# create an anechoic room with sources and mics\n", "room = pra.ShoeBox(room_dim, fs=16000, max_order=15, absorption=0.35, sigma2_awgn=1e-8)\n", "\n", "# add mic and good source to room\n", "# Add silent signals to all sources\n", "for sig, d, loc in zip(signals, delays, locations):\n", " room.add_source(loc, signal=sig, delay=d)\n", "\n", "# add microphone array\n", "room.add_microphone_array(pra.MicrophoneArray(np.c_[[6.5, 4.49], [6.5, 4.51]], room.fs))" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "Mix the microphone recordings to simulate the observed signals by the microphone array in the frequency domain. To that end, we apply the STFT transform as explained in [STFT](#stft)." ] }, { "cell_type": "code", "execution_count": 30, "metadata": {}, "outputs": [], "source": [ "from mir_eval.separation import bss_eval_sources\n", "\n", "# Simulate\n", "# The premix contains the signals before mixing at the microphones\n", "# shape=(n_sources, n_mics, n_samples)\n", "separate_recordings = room.simulate(return_premix=True)\n", "\n", "# Mix down the recorded signals (n_mics, n_samples)\n", "# i.e., just sum the array over the sources axis\n", "mics_signals = np.sum(separate_recordings, axis=0)\n", "\n", "# STFT parameters\n", "L = 2048\n", "hop = L // 4\n", "win_a = pra.hamming(L)\n", "win_s = pra.transform.stft.compute_synthesis_window(win_a, hop)\n", "\n", "# Observation vector in the STFT domain\n", "X = pra.transform.stft.analysis(mics_signals.T, L, hop, win=win_a)\n", "\n", "# Reference signal to calculate performance of BSS\n", "ref = separate_recordings[:, 0, :]\n", "SDR, SIR = [], []\n", "\n", "# Callback function to monitor the convergence of the algorithm\n", "def convergence_callback(Y):\n", " global SDR, SIR\n", " y = pra.transform.stft.synthesis(Y, L, hop, win=win_s)\n", " y = y[L - hop:, :].T\n", " m = np.minimum(y.shape[1], ref.shape[1])\n", " sdr, sir, sar, perm = bss_eval_sources(ref[:,:m], y[:,:m])\n", " SDR.append(sdr)\n", " SIR.append(sir)" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "Run AuxIVA to estimate the source images from the observation signals in the frequency domain." ] }, { "cell_type": "code", "execution_count": 31, "metadata": {}, "outputs": [], "source": [ "# Run AuxIVA\n", "Y = pra.bss.auxiva(X, n_iter=30, proj_back=True, callback=convergence_callback)" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "Apply the inverse STFT to return to the time domain, where we can compare the separated signals with the reference signal." ] }, { "cell_type": "code", "execution_count": 32, "metadata": {}, "outputs": [], "source": [ "# run iSTFT\n", "y = pra.transform.stft.synthesis(Y, L, hop, win=win_s)\n", "y = pra.transform.stft.synthesis(Y, L, hop, win=win_s)\n", "y = y[L - hop:, :].T\n", "m = np.minimum(y.shape[1], ref.shape[1])\n", "\n", "# Compare SIR and SDR with our reference signal\n", "sdr, sir, sar, perm = bss_eval_sources(ref[:,:m], y[:,:m])" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "Visualize the results by plotting the spectrograms and the Signal to Distortion Ratio (SDR) and Signal to Interference Ratio (SIR) source separation performance metrics in decibels (dB)." ] }, { "cell_type": "code", "execution_count": 33, "metadata": { "scrolled": true }, "outputs": [ { "data": { "image/png": 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\n", "text/plain": [ "
" ] }, "metadata": { "needs_background": "light" }, "output_type": "display_data" } ], "source": [ "fig = plt.figure()\n", "fig.set_size_inches(10, 4)\n", "\n", "plt.subplot(2,2,1)\n", "plt.specgram(ref[0,:], NFFT=1024, Fs=room.fs)\n", "plt.title('Source 0 (clean)')\n", "\n", "plt.subplot(2,2,2)\n", "plt.specgram(ref[1,:], NFFT=1024, Fs=room.fs)\n", "plt.title('Source 1 (clean)')\n", "\n", "plt.subplot(2,2,3)\n", "plt.specgram(y[perm[0],:], NFFT=1024, Fs=room.fs)\n", "plt.title('Source 0 (separated)')\n", "\n", "plt.subplot(2,2,4)\n", "plt.specgram(y[perm[1],:], NFFT=1024, Fs=room.fs)\n", "plt.title('Source 1 (separated)')\n", "\n", "plt.tight_layout(pad=0.5)" ] }, { "cell_type": "code", "execution_count": 34, "metadata": {}, "outputs": [ { "data": { "image/png": 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\n", 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" ] }, "metadata": { "needs_background": "light" }, "output_type": "display_data" } ], "source": [ "fig = plt.figure()\n", "fig.set_size_inches(10, 6)\n", "a = np.array(SDR)\n", "b = np.array(SIR)\n", "plt.plot(np.arange(a.shape[0]) * 10, a[:,0], label='SDR Source 0', c='r', marker='*')\n", "plt.plot(np.arange(a.shape[0]) * 10, a[:,1], label='SDR Source 1', c='r', marker='o')\n", "plt.plot(np.arange(b.shape[0]) * 10, b[:,0], label='SIR Source 0', c='b', marker='*')\n", "plt.plot(np.arange(b.shape[0]) * 10, b[:,1], label='SIR Source 1', c='b', marker='o')\n", "plt.legend()\n", "plt.xlabel('Iteration')\n", "plt.ylabel('dB')\n", "\n", "plt.show()" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "Finally, listen to the mixed signal and the separated audio sources." ] }, { "cell_type": "code", "execution_count": 35, "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "Mixed signal:\n" ] }, { "data": { "text/html": [ "\n", " \n", " " ], "text/plain": [ "" ] }, "execution_count": 35, "metadata": {}, "output_type": "execute_result" } ], "source": [ "print(\"Mixed signal:\")\n", "IPython.display.Audio(mics_signals[0], rate=fs)" ] }, { "cell_type": "code", "execution_count": 36, "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "Separated source 0:\n" ] }, { "data": { "text/html": [ "\n", " \n", " " ], "text/plain": [ "" ] }, "execution_count": 36, "metadata": {}, "output_type": "execute_result" } ], "source": [ "print(\"Separated source 0:\")\n", "IPython.display.Audio(y[0], rate=fs)" ] }, { "cell_type": "code", "execution_count": 37, "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "Separated source 1:\n" ] }, { "data": { "text/html": [ "\n", " \n", " " ], "text/plain": [ "" ] }, "execution_count": 37, "metadata": {}, "output_type": "execute_result" } ], "source": [ "print(\"Separated source 1:\")\n", "IPython.display.Audio(y[1], rate=fs)" ] } ], "metadata": { "kernelspec": { "display_name": "Python 3", "language": "python", "name": "python3" }, "language_info": { "codemirror_mode": { "name": "ipython", "version": 3 }, "file_extension": ".py", "mimetype": "text/x-python", "name": "python", "nbconvert_exporter": "python", "pygments_lexer": "ipython3", "version": "3.7.7" } }, "nbformat": 4, "nbformat_minor": 2 }