# Adaptive Echo Cancellation

Paolo Prandoni, LCAV, EPFL

In this notebook we will use the adaptive LMS filter to estimate the impulse response of a reverberating room.

A typical use case is handsfree telephony: since the received signal, amplified and played by the speaker, is picked up by the microphone, we need to eliminate it from the signal that is transmitted back in order to avoid a feedback loop. The signal picked up by the microphone, however, has been "processed" by the speaker and by the room and therefore simple signal subtraction is not sufficient. We need to first estimate the reverberation introduced by the room and pre-filter the received signal with the resulting impulse response before subtracting it from the transmitted signal.

The same setup can be used to combat the effects of a a communication channel that introduces multiples echos.

```python
%matplotlib inline
import matplotlib.pyplot as plt
import numpy as np
import scipy.signal as sp
import IPython
from scipy.io import wavfile
```

```python
plt.rcParams["figure.figsize"] = (14,4)
```

## 1. The echo model

Let's begin by implementing an echo filter that simulates the reverbereation in a room. We will use a recursive model in which each reflection introduces a 180-degree phase shift (i.e. a change in sign) together with attenuation and lowpass filtering.

In the above block diagram, $M$ is the echo's delay, $-1 < \alpha < 0$ is the attenuation factor for each repetition and $H(z) = (1-\lambda)/(1 - \lambda z^{-1})$ is a simple leaky integrator with $\lambda$ relatively small in order to just attenuate more and more the signal with each reflection.

The CCDE governing the system turns out to be

$$
    y[n] = x[n] − \lambda x[n − 1] + \lambda y[n − 1] + \alpha (1 − \lambda)y[n − M]
$$

which is easily implemented as follows:

```python
def add_echo(x, M, lmb=0.6, alpha=-0.8):
    # if the first argument is a scalar, assume the input is a delta sequence of length x
    #  in this case, the function returns the truncated impulse response of the room.
    if np.isscalar(x):
        x = np.zeros(int(x))
        x[0] = 1
    y = np.zeros(len(x))
    for n in range(0, len(x)):
        if n >= M:
            y[n] = x[n] - lmb * x[n-1] + lmb * y[n-1] + alpha * (1 - lmb) * y[n - M]
        elif n > 0:
            y[n] = x[n] - lmb * x[n-1] + lmb * y[n-1]
        else:
            y[n] = x[n]
    return y
```

The resulting echo system is an IIR filter. Let's look a portion of its impulse response for $M$ small; we can observe the periodic pattern of the reflections, together with a decaying magnitude:

```python
plt.plot(add_echo(1000, 100));
```

### How does it sound?
Let's load a brief speech sample that we will use in the rest of the notebook.

```python
Fs, speech = wavfile.read('speech2.wav')
speech = speech / 32767.0 # scale the signal to floats in [-1, 1]
print('sampling rate:', Fs, 'Hz, data length:', len(speech), 'samples')
IPython.display.Audio(speech, rate=Fs)
```

    sampling rate: 8000 Hz, data length: 19063 samples

<audio  controls="controls" >
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type="audio/wav" />
    Your browser does not support the audio element.
</audio>

For audio signals, that's how the reverberation sounds for a delay to about 20ms

```python
speech_echo = add_echo(speech, int(0.020 * Fs))
IPython.display.Audio(speech_echo, rate=Fs)
```

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type="audio/wav" />
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</audio>

and we can easily convince ourselves that simple subtraction does not work; here we play the signal with echo first to compare volume levels.

```python
IPython.display.Audio(np.r_[speech_echo, speech_echo - speech], rate=Fs)
```

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    <source 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type="audio/wav" />
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</audio>

## 2. The LMS filter

Let's now implement the standard LMS filter algorithm. Given the original signal $x[n]$ and its echo-corrupted version $d[n] = h[n] \ast x[n]$, the LMS algorithm will estimate $h[n]$ iteratively as

\begin{align}
  e[n] &= d[n] - \mathbf{h}_{n}^{T} \mathbf{x}_n \\
  \mathbf{h}_{n+1} &= \mathbf{h}_n + \alpha_n\, e[n] \, \mathbf{x}_n
\end{align}

where $\mathbf{h}_n$ is the set of estimated filter coefficients at iteration $n$:
$$\mathbf{h}_n = \begin{bmatrix} h_n[0] & h_n[1] & h_n[2] & \ldots & h_n[N-1] \end{bmatrix}$$
and where
$$\mathbf{x}_n = \begin{bmatrix} x[n] & x[n-1] & x[n-2] & \ldots & x[n - N + 1] \end{bmatrix}$$

```python
def lms(x, d, N, step_size=0.001):
    # Run the LMS adaptation using x as the input signal, d as the desired output signal and a as the step size
    # Will return an N-tap FIR filter
    #
    # initial guess for the filter is a delta
    h = np.zeros(N)
    h[0] = 1
    # number of iterations
    L = min(len(x), len(d))
    # let's store the error at each iteration to plot the MSE
    e = np.zeros(L)
    # run the adaptation
    for n in range(N, L):
        e[n] = d[n] - np.dot(h, x[n:n-N:-1])
        h = h + step_size * e[n] * x[n:n-N:-1]
    return h, e[N:]
```

### Convergence tests with WGN

Let's now test the LMS filter using unit-variance white Gaussian noise as the input signal; with this maximally decorrelated input the convergence is faster. First, let's verify that the filter converges to a good approximation of the echo's impulse response:

```python
# create the signals
wgn = np.random.randn(10000)

DELAY = 160
wgn_echo = add_echo(wgn, DELAY)

TAPS = 500
h_orig = add_echo(TAPS, DELAY)

def plot_lms_test(N, step_size=0.0008):
    h_est, _ = lms(wgn[:N], wgn_echo[:N], TAPS, step_size)

    plt.plot(h_orig, 'g', label='original impulse response');
    plt.plot(h_est, 'r', label=f'estimated impulse response ({N} iterations)');
    plt.legend();
    return h_est
```

```python
plot_lms_test(1000);
```

```python
plot_lms_test(2000);
```

```python
h_est = plot_lms_test(5000);
```

The approximation obtained with the highest number of iterations is actually quite good, as we can see by plotting the difference between the original and the estimated impulse response:

```python
plt.plot(h_orig - h_est);
```

Clearly the precision depends on the number of steps in the adaptation. We can try and play with the value of the step size, for instance, and see how it affects the convergence. In the following example we see that increasing the learning factor actually decreases the precision of the estimation

```python
h_est = plot_lms_test(5000, step_size=0.002);
```

```python
plt.plot(h_orig - h_est);
```

Increasing the learning factor even more prevents convergence:

```python
plot_lms_test(5000, step_size=0.005);
```

### Eror decay

To have a quantitative description of the convergence process we can average the value of the MSE at each instant over a set of independent experiments.

```python
TRIALS = 150 # number of independent experiments
L = 6000

for n in range(0, TRIALS):
    wgn = np.random.randn(L)
    wgn_echo = add_echo(wgn, DELAY)
    h_est, err = lms(wgn, wgn_echo, TAPS, step_size=0.0008)
    if n == 0:
        mse = err
    else:
        mse = mse + np.square(err)
mse = mse / TRIALS
plt.plot(mse);
```

As you can see, with these parameters the error stops decreasing after about 4000 iterations. Here too you can play with the step size and see how it affects the convergence rate.

## 3. The LMS echo canceler

Let's now run the LMS adaptation using a voice signal as the input. Since the voice signal is very correlated, the convergenge will be slower, but we can use a much larger step size. Since our sound snippet is short, we will use it multiple times in the adaptation.

```python
# let's build the echo signal with a 20ms delay
speech_echo_delay = int(0.020 * Fs)
audio = np.tile(speech, 5)

# now let's estimate the first 1000 taps of the echo impulse response using the speech signal
speech_echo_taps = 1500
h_est, err = lms(audio, add_echo(audio, speech_echo_delay), speech_echo_taps, step_size=0.021)
```

If we plot the difference between the ideal and estimated impulse response we can see that the match is not perfect. This is because the speech signal, as opposed to white noise, does not drive the adaptation as effectively since it doesn't "hit" all of the frequencies. You can try and use more copies of the audio in sequence to improve the adaptation; in a normal use case the LMS filter would be running all the time, using much more data to converge.

```python
h_orig = add_echo(len(h_est), speech_echo_delay)

plt.plot(h_orig, 'g', label='original impulse response');
plt.plot(h_est, 'r', label=f'estimated impulse response ({len(audio)} iterations)');
plt.legend();
```

```python
plt.plot(h_orig - h_est);
```

We can now listen to the effectiveness of the echo canceler; listen in sequence to the reverberated sound, the cancellation performed by simple subtraction and the cancellation after filtering with the coefficients produced by the LMS adaptation. The results should speak for themselves!

```python
speech_echo = add_echo(speech, speech_echo_delay)
speech_echo_estimated = sp.lfilter(h_est, 1, speech)

audio_sequence = np.r_[speech_echo, speech_echo - speech, speech_echo - speech_echo_estimated]

IPython.display.Audio(audio_sequence, rate=Fs)
```

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5L/0P8jAJgAEAFsAa4BHAKRAuICDQNBA3IDsgPJA7kDtgO+A7EDkANjA0IDLgP2Ar8CggJWAhUCyAFnASQB2AB7APr/k/8//+3+cP4D/rz9j/1A/fD8u/y5/Lv8sfyW/LH80/zz/Pr8If1C/Xj9nv2v/cX9BP49/mr+h/7O/hj/Zf+Z//f/XADCAAsBbgHMAT0CbQLCAvMCRgNuA28DeAOaA5gDfANkAzEDHwMGA8ECawI6AvEBqgFCAe4AgAA0AL3/T//n/oj+Ef68/Vj9D/21/Hn8L/wk/AX88fvT+9775/v2+w78Ifw4/G78ifyk/Nr8GP1B/Xv9s/39/Vj+mv7u/lT/v/8lAIQA8wBaAccBIgJvAr0CAgM1A2EDegOIA4MDhANnA1ADKQP+ArwCfQJHAvoBpQFSAQUBuQBjAAAAnv9H//j+mP4+/t39jP1B/fD8s/x6/Ef8G/z4+9b7wPu3+637rPut+737zPvZ+/H7B/wo/E38bfyS/Mn8Cf1H/Yn93v0z/pb++P5Z/8X/LgCOAOgATQGaAeIBEAI7AmMCfAJ6AnICcQJpAlECNQILAucB0QGwAYQBUgEyAQAB0QCQAE0ACwDE/2n/E/+6/mb+Bf61/WT9I/3Z/Jb8bvxU/EH8JPwj/DD8Rfxe/HP8kfy//Or8Ff1E/Yn9wv0H/kv+k/7n/kP/nP/6/1UAvAAaAXcByQEkAm8CrALgAg4DOQNPA2gDdAN8A4QDeQNnA14DSAMmAwED2wKoAnACJALUAYMBLAHDAFQA6f99/xX/rf5C/uv9mP1L/Qr91fyt/Ij8c/xl/F/8Y/xr/HP8gfyZ/Kz8y/zw/BD9N/1j/Zj9zP0P/lP+nv70/lT/sf8VAHMA5QBJAawB+wFQApkC2QIMAzkDWQNyA38DgAN3A2oDUwM7AyAD+ALIApoCbQI0AvgBuQF1AS8B5QCbAE4ABQC+/2//Mf/z/rn+gf5V/i3+EP7u/dz9zv3A/bH9pP2f/Zr9kv2R/Yz9i/2P/Y79lv20/dX9/P0q/mn+sv4R/2z/0f8/ALkAKAGQAfkBYALBAg8DSAOAA60DwAO/A7kDqAOOA2sDNQMIA9kCkgJNAhUC0AGJAT8B8gCqAGMAFgDE/3z/O//z/rP+bP48/gn+4f2r/ZX9fv1h/Uj9Kv0f/Rf9BP35/Of87Pzr/OP87/wE/S39Tv1//b/9Fv50/tT+Qv+8/0AAtwAwAa0BGgKGAtsCLQNmA5MDtAO3A7gDsQOYA3UDRgMgA+wCuQJ7AkUCDALIAYsBSQEGAbkAdQAYAL3/b//+/qz+Pv7a/Yz9Jf3j/Jf8Wvwk/AP82vvF+8L7sfva+8j70vv6+/r7Nfw6/Fr8kPyp/Oj8EP1g/bf9Hv5o/uD+YP/C/2kAwgA/Ab8BFAJ7ArACAwMfA0oDSwNGA1wDLgMlA+QCvgKpAnACQQL6AekBmgFPATQBvACaACYAyf+I//z+rP48/t79g/0w/er8jvx3/DX8LvwA/AT8Jvwc/FX8VPxj/Ln8vfzw/CP9Nf1w/Yv90f38/UH+dP7I/ij/ef/o/zwAvQAdAY4BAgJNAssCBwNhA5YDqAPtA/0D9wPrA+UDxAOdA24DDAM8A7oCXAI9ArIBjQEGAY4ANwC9/yr/zf5j/qT9g/0e/YH8wPzf+zL8P/yV+1H8S/xF/M38t/zs/Mr9df1y/bX+6P19/uD+J/5m//j+1v7H/2f/rf9jAEQAvwByAW8BQgK5AsQC2QPCA20ElwS9BE8FDQUhBf0E9wTVBDsEWQTbA3cDBAOLAkUCBwJuAdMAAwEHAOb/rf+9/if/Pf4C/vn9QP01/Qj91vyt/LD8i/yw/Jn8tfzp/Az9Gv2L/YH99f3p/SX+i/6V/vL+Fv8n/6L/zv/Z/4IAlQDzAKYBdAFIApYC2QJaA5kD0ANKBEQELASZBDMEPQRSBMIDkwOiA8gC4gJrAv0B3QGZAQABFwGHAEAAMwCX/6z/Of+a/sj+Jv7L/f39Cv0k/Qz9ePy1/Fr8VPyc/I78jvwQ/fX8Sv3Y/bb9Of6p/pD+I/8p/3b/CQCL/1oAiwB/AP0APQFUAe8BHgIaAuYC2gIBAzQDYgN+A3YDPwNUA2UD3wLbAtECPwI7AkYCjQHtAUkBMwFOAbgAqACaAPX/AwCG//r+I/88/v/96/04/Uf9xfyH/N78o/x2/AX9AP0x/bj98P0F/rz+x/4E/1X/jP+z/6X/6P/h/9P/GAArAMv/hwByAHUA6QAhAWoBqgEbAiICcwLwAqECGANWA/ICXwM/A84CMgOrAvUCeQI0AmUCHQKUAeMBCgFcAVABVwCEAFUA+P+2/0v/dv8v/9j+/v6u/uv+C/++/hf/Tv9h/2v/wv9u/+P/KQCs/8z/CgCT/8//if9X/0f/UP+P/87+Ff/O/yX/lf8zANb/qwD+ANUAjgGyAWACRgJhAucCBgPWAv8C8QIQA+0C4AKLAmMCrQInAvMB/QHJAXgBiQEVAesA7ACOAKYAIgDN/xsA8f8v/4T/hP///nz/5P7h/lX/4f4Z//n+r/6W/5X+rv4q/+z+pv7R/sX+mv4c/6P+xP4g/xD/af9w/8X/zP9YAJQArgAJAT0BqQG5AcIBLwLsAZkCEAIBApkC5QHuAewB5gGPAVYBWAHrAN4ArQBiAP//IgB+/0P/Tf+T/pT+Vv7O/Qz+dP2O/Yb9fP2g/Zn9C/5F/ln+1/5n/5L/6P+1AM4AHAGCAaQB3wFTAvkB0gFRAvoBcAGzAUQBHQGxALwAJwD7/zIAhf+n/7v/I/+P/3T/+P5d/0j/2/4N/+T+uv6W/oT+G/4c/kT+zv2O/cv9j/2S/YL9Qv3E/Yr9o/3q/df9Yv6a/sH+kf+7/14AKgF5ATIC7AKKA/0DogTeBC4FkwVjBT8FUwX0BFkE6QNYA94CCQI0ARMBUgCD/3L/1v6+/m3+IP5E/i/+Bv4C/v/99f0K/p79sf3E/T79R/0x/R79t/zQ/BH90PwY/Tj9V/33/d79u/4t/8f/xAAxAREC+gK4A0gEGgWxBQkGewaqBvsGtAbjBqcGFgbVBY0F6wRGBHkDLwNuAqgB1wBNAOj/Nf9y/hL+Dv5x/d78FP3a/KD8xfyd/O385Pyf/Ev9K/3Y/D79Pf1U/Tb9rfx4/YL9xfxs/bT9A/5i/nn+gf82ANYAhwFgAlcD5gOjBGEFlAUcBocGbQaSBh4G6AX0BVIFSgQyBMwD9wJEAp0BcAHxAMH/of+A/53+Q/7F/Wz9dv2V/GH8Yfzz+6P7xvtt+zn7SPtl+7D7Y/sP+/37c/zn+6j8KP3E/Tz+dP46/xgAZgD1AJcBDgJnAsACHANDA0UDNAMsAzADnAI1AiYC7gEbAbsAqwBGAN7/Sf+S/2L/3f4E/+D+Bv8D/+r+8/4c/2j/5/4r/zv/0/4b/9/+Tf5d/hL+/P2d/cn8vPxf/Wj8dvyN/KL8Qv3q/KX9TP5v/oH/2P9QAAwBdQECAnsCZwLDAvsCBQOqAnQCqwJeAmoBGgEGAXQAsv/Y/uP+bv5z/ej8vfyI/Br81Ptt+9T76/vH+zj8SPzI/ML9kv0a/uz+QP82AF0AHABhAU4CnQH0AbACLgPqAqECWAPCA1YD6QJXA1gDvwKvAmMC0gHEAVoBmQBIALv/2f81/2H+Wf6G/hb+n/1G/dn9/f1g/d/8jf3e/UT9Hv1N/Xj9pP15/WX90/0d/k7+z/7O/pr/UgBRACMBngEYArACrwIZA8oDiQOMA4MDrAPXA2MDHQM/A+AC4gLoAlsCSAJ7Ao0CLwKCAegBCgKYAZsAswDDAOT/3v6K/pH+3P2u/DX8fvwN/Bv7LPuL++v7gvuy+w/9OP2L/Xz+Jv9JAIYAHwFxAnsCxgIDBFME8wNzBK0ERAWYBOADpwSMBMgDGAPVAvYCKAIWASMB/ABSAMT/Sf9//1f/2P6J/sn+2v7s/oX+bf7P/vv+v/54/sH+v/50/ob+Uf5f/iv+Of5s/hX+JP63/pn+Jv9W/8//rgD5ABcBNALsAj8DXQOiA5wEFgTAA/wDmAMxAz8C8QGjAVsAqP+p/xX/Vf7V/cT9Kf6X/S79sf0H/hn+tv3S/ZT+cP4f/jD+lv5q/nX+qf4s/rD+9P4D/zT/Cf/Y/5wAUAAwACcByAEPAu0B5QEXA1UDBQM/A1kDEQQGBFsDawO1A2ID9QJdArEBsAFDAcn/KP/G/mv+bv1H/M77Bvye+2r6dfrl+u36tfqz+oH7/PtU/K/8jf36/YP+cf8CAHgAfAB0AZcC5AH5Ae8CXANiA7AC9wL+A9IDBgNsA94DzwOhA2QDEgSvA2kDzAN1Az0D1gLnAuACxgEUAVwBFQHK/5v+v/6c/lb9Ffzv+/37SPso+sP5S/rp+Wb5YPm1+UP6HPqc+kz7uvvl/Jf9Iv4T/wsAfgElAkICYAOwBBYFIQUhBd4FfQbyBXMFVAWEBVsFWgQABNMDyQNFA3QCXQIzAhsCkgHuANkAvAAKAHH/Of+x/h/+dP0S/Z/86fuL+2j7BPut+rL6wfrU+vz6Ifuh+1j8L/z3/LX9Q/7F/v7+5v/RAPYARgHtAWICwgL4AiADTAM4A1IDZQMHA2oCVwJ9AuwB2wCsAKUAeACz/8L+av9+/6H+Lv6t/u3+nP4//l3+0P6b/i3+Mv5k/j3+0/2N/Wj9XP0Q/cH8pfzS/K78qvz6/Ez9Vf0V/sD++/6A/z8AAwFUAZEBJQK5ArsCcQJlAn0COwJXAd0AuwABAAX/Xf5F/pz9rvyI/MX8hvzn+zr87fwG/R39g/0s/sL+Av8X/5n/HAATAPj/NAATAP3/nf+2/2L/EP8R//P+xv6L/rz+5P75/u/+Pv+s/+7/wv8HAHMAtQB/AAIAYACFAO3/FP/8/ur+RP5l/av8pPxV/Lf7Jfsq+4j7RvtH+6j7W/zM/Bf9Bv6X/iz/r/9ZAOsADwFMAZkBwQGUAYsBXgF7AUoBzQD5APcA3QDMAM8AGgFAAfwAXAGOATcBFQEdAfEAXQAEAJL/N/99/r79c/0O/XP8wfvX+8T7vftp+5f7Tfyi/KT8Jv3j/Y/+2f5E//P/TwDNAPsAVAFwAZkBtgGyAbQBmgG3AeoB1gHfAeYBiwKnAssC9QKmA/4D1QP9AwwEMQTCAyUDxgL2AVgBXQAe/0z+rf18/Lf77vp1+oD6Vvrh+YD6H/vl+xv8nfwJ/vb+f/8hANIApAEfAnkCUAKTAqQC3wJrAtABFgITArEBfwGYAbkB8wEkAmwC+gKTA/sDfQS4BLEFiwX5BfYFswWtBT8FWgR5A48C2AF9ACL/Ef4v/U78Rvuw+mf6h/p5+rz6S/vs+/f8of28/pP/iQBWAfgBhgKnAgADRgMAA6ICSwJJArYBTgG/AKUAtQCQAE0AsgACAbUB3wF3AhgDuQNMBIwEwwQCBUYFEgVdBPcDdwMjA3UBkAC3/wP/9/3a/PX7mPt6+976g/q6+i775fvX+2v8nP1s/uf+l/8iAFwBdAGxAdwBbAJhAjkChwGcAcsBqACnAP7/7/+2/4X/E/86/zb/gP+g/7f/HgC2AP8AegHNASQC5gLSAv4C4wLqAvICdQKyAUsB+wD+/0v/eP6X/Yn9k/xK/Mn7x/vW+z78BfzD/Bn9If5D/ij/sv+QANgAagG6AdsBKwIEApgBmAFBAakA+/9///D+Tf6g/fr8sfxE/Fb87PsP/Cn8zvwL/dL9Pv4t/9b/0QAwAQkCdAJFAxkDNwP9AhcDUALGAd0AgABQ/+7+k/1C/aX8mfzb+xr8LvzQ/Af9Cv5b/m//FwAGAWoBFgJhAq4CXwJUAq4BNQFcAG3/Qv54/a/8kPv2+k36RPoQ+in6Zfpo++37OP0m/j7/gQDcAdoCywMvBCkFZwVQBfwEwQTmA3sDDwI0AUIAkv8O/qP94fzu/Iz8ifzo/ML9Rf5J/+X/CQEoAvICOQMmBDEEigTaA0oD5wLkAVwAa/83/vv8qfvt+h76j/lM+WT5svmG+vz6Ufy1/f/+SgCvASEDbQQ5BTAG3QbXBm0H2AZ6Br4FGQXNA9kCsAG3AIv/qv7w/Wb9Uv0d/Sf9rv0w/vT+rP+hAEMBUwK5Al0DbQOlA4QDIAOMAuIB1gBNACH/Lf6H/bf8F/zd+8f75vsS/OD8S/1S/lf/bwB8AWcCmwNABGAFyAUkBnYGVQYvBtEF/QRqBHUDigJVAYYAX/9q/qX9Bv1q/DP8NPxi/JD8PP3b/c7+Y/9PAF0BAwKQAsUCdAOdA1UDDwOjAh4CkgGLABcALv+I/uf9oP37/NL80/w0/VT9cf2A/n7/6f/EAO4BHgPMA4gECAW3BUAG2wWuBXkF8wTdAwMDjwF0AFr/vv10/LP7p/rx+Tb5BvkP+VT5tPkp+iv7IPxj/Q/+HP9MAF0B7QE6AqwCHQP5ArQCOQIMAj0BrwDl/zD/1f5I/uP92P27/Q3+U/79/oz/BgBBAcgBfAIVA8gD3gM6BAQErQPoAn0CdAELAMD+xP1E/Cv7nfnc+B34Zfff9sr2Qve69xf4HfmL+qT7yPwv/nX/0ADeAWoCnAPCAzcEIQTLA1YDwgL3ATgBFQBv/4D+9f09/Rn9lfzx/Cr9Sf3L/aD+af8gAJAAdgEPAm4CfgJ/Am8CIgJuAZgAp/+9/oz9V/wy+zL6Afl8+On3S/d496D3PPi++OH5Kftr/Mr9Sv+RAFMCngNqBEQFHAaABnkGMgYVBpUFowTZA9UC3AH8AOf/Vv9u/gz+tv2s/dn98/1K/jb/uf9FAAEB7QGQAtAC9wKDA3UD7AIoAoABtgCK/x7+/vzr+xH7rvka+cX4yPjQ+DT5Ofpb+5P8Uv6f/4IBMwPtBDEGSAdYCFoJkwm4CbsJUgnfCOUHvwbVBbsEfQOCAjsBjgCv/+n+of50/jP+hf7E/hf/hP8jAJ8APwFCAdoB1QHlAXsBCgGIAPf/2/4B/kH9Svxv++D6q/qX+tT6Qvsx/GD90P4wAAEC3QPKBYgHywhvCpoLTgwADTsN6Ax+DNwLegpICb8HCQZOBKgCMwFp//r9NP1K/LL7i/tx+9L7aPwk/YX9n/5r/x4AWgDeAAgB7wCjABQANv90/mH9hPyq+5f6VPoI+vL5GPqo+sz7Cf1j/u7/1AG1A5oFXQf3CGQKdAtkDNUM/gzTDIIMQgsMCvYIWAcVBXADpwEEAB3+j/xJ+4H6w/lT+fj4PPnr+Wj6wvq/+438Y/3Y/Tv+wf7m/n3+Mv7T/Qr9ZPyK++X6Rvqn+Yz5s/m++V36cvug/NH9Of8bAegCgAQHBo0H1AjKCWAKuwoNC7kKHgrdCMYHgwaRBL8C8AA3/0v9hPsc+sX4xPcV9+f2j/be9lH3G/jN+Mf5m/rC+3/8T/3S/T7+b/5P/iv+0/0c/cb8GPx8+wj72fru+vD6O/v/+/r8Kf5E/70ATwLLAyQFTwaSB3wI9whzCewJFAm/CAYI6gakBdMDwQLtAOH+sv3X+4L6Lvkr+Hz3AfeW9qv2r/ZR9yX4mPhH+YT6Ufsu/MP8iP0+/pj+t/7h/gf/7P7U/rz+nf6a/rz++P5Z/7X/YwBFAUICDgMGBBsFIAbcBrsHUQjbCKAIvAh2CMYH2QbHBa0ETwOlAS4Apf4s/b37xPqK+Yz4J/j+9433tvcH+HT4Evm4+Uf6Afug+2T87PwL/Yv9/P03/lD+cf7R/i7/e//M/1QAAgG/AX0CaQNbBFwFDAa6BuYHmQj1CHUJQQloCYkJ6ggRCCwHmQadBTUE3QJ/AXUAHv8N/vr8nPtM+6v6BfrD+Zf5Wvm1+dD5VPpO+i763vpX+7r71/vV+yb8ifwW/SD9Pf2z/VL+E/96/wkAsgDvAd8CqgNqBFUFcAY5B8cHCwhwCL0IowhqCI4H+QZfBkcFYAQOA7QBwACg/8H+1/3e/E/8Ifyx+577OfsJ+7P7y/uT+2f7dvvn+xf8cfs3+2r7dfuf+377TfuC+yX83/w7/Zj9KP4X//P/rAA/AdsBmwJhA7MD8wMXBGYEnwSfBFYEqwNGA18DugLLAQcBeAAkADX/uv4k/pz9oP10/UT9Gf1D/af90P3l/eX9Sv65/qP+Vf5t/lX+Wv4f/sT9xP2G/W39Af6n/dH9Kf6x/lH/df/1/4QAKQHZARkC5QFPApYCpAI3Ar0BWgEPAZ4A+f/Q/oH+7f16/c/8OPwJ/K37r/uw+9v74/s1/LH8+Pxz/RT+jP4Q/33/5/9bAMcALAFXAYIBzQEfAi4CWwJaAl0C4wL8AvECuAI1A4QDngN/A4IDWQO6A64DVwONAgMCBQKkAb8ArP+6/iD+q/3c/O/79vqr+nn6TPoO+tX57Pk++sv6J/s7+6r7Tvzv/KX99/0j/vL+jv9hAJgAJQHFAaoCJwP0A1EEBAWuBVcG2AYlB4EHvwfYByQIKQjsB4sHHwfZBj4GiQWoBLoDzwLlAfAA0v+v/uT9vPw4/JH7FPtw+iX6EvpW+k76iPqK+v76dfvg+/v7UPyD/An9Vv2h/af93/2C/hT/d//o/3cAZwE0AuICzwNFBEAFIQbOBkIHoQfiB2sIhQieCEkI3Qe7B0kHoQYFBgMFZQRvA5kCnAGmAOT/I/9F/rX9OP3z/Jb8S/xU/F/8gPyB/In8kfza/PH82vzP/M/83fzm/P383/z5/EP9uv0V/l/+0f56/zwA6QCcAfgBwAJEA/QDQQRzBK4EywTjBOQEkgRdBDkEBgTMA0UD8gKjAlYCCAKTASoBAwG4AHYAFAD6/9L/mP9k/1r/N/8e/yL/7P7c/uL+v/6a/lv+OP4M/gH+4f23/XH9Zf2H/Yj9dv2i/ZX9vv0J/jb+Wv5S/qT+4P44/x//bv9F/7z/yv8hACMAOABsAJ0A0QDVAOYADQFcAWABLwEgAS4BLAELAcwAxQBnAIMATABUADwATgBIAEwAdwCYAK0AugCdALMAtgC9AD8A5/9p/0H/wP4n/qH9G/3q/GT8O/za+9z78Pv7+yT8OPzC/PP8af3f/W/+rP4J/3//2f9tAHEAwgC1ACQBJgEWAdsAsACtAIwARQAEAMX/yv+8/6T/rP/m/x4AgAC4AFEBmAH/AVICtwK6At4CxgKJAnEC/QGhAe4AhQD2/4L/z/5//hD+6f2u/dT9rP3+/R7+Xv7K/hn/af+l/+b/OwB5AKcAwAC1ALoA+gDgAMgAjgCeALgAhQBqAE8AZABFAFkACwApACEAUQAjAEAAUQB9AJYA0wDcACUBUAGnAcEB+AEiAlUCRQKKApAClQKWApIClwJ+AokCWwJhAkQCNwL0AfkB7AHZAZsBrAGPAYsBXAFPAU0BZQFjAVkBWgGDAYcBpAF0AXoBVgErAQABrgA7AAkAuf85/+n+oP5b/i3+6/0J/vX9Of5q/uD+IP+U/+j/WwAHAVEBsgEGAmsCoQICAwYDSgNkA3kDlgOPA4cD0gOyA7EDpwOjA9MDogNVA4gDlwNpA3MDNQMjAzMD1gLMAn0CHQLkAZoBDQGSAOv/a//q/jD+ff0U/Yj8Jfzc+4n7fvuD+5b73fsE/En8u/xw/b79N/6v/h3/oP/+/y8AiwDXAPwAMgGGAacB6QEfAmYCtALRAlsDwwPlA00EsgTPBGUFaQV7BbAFxwWWBakFOgX+BJ0EFASYA/8COQKEAfUAAAA0/5z+5f0n/Zn8tPtq+xv7n/ph+iL6B/pE+gn6E/p4+kz6tPoh+xH7h/vp+yP80PwI/YL9Jf62/jT/1v9RAPoAmgEzAqQCLAOGA+ADUwSMBLIEDwVdBW8FpgXHBcgFAQbnBfYF5wWbBUEF4wRiBJUDFQPeAUYBTQAl/1X+df1Z/Ob7L/tz+i36pPmF+Zb5a/lh+bX5qvnl+U36mPq7+gX7bvvb+238dfwL/av94/2F/u7+cP9EAKQAMgHxAUQC6gLYAzUE9AReBc4FlgYbB4UH/AdCCFcIhwidCGcI/QeOB+8GUwZQBW8EOwNXAi0BHAAV/zb+/Pxz/Kn7K/vf+lz6J/pM+iP6WfpQ+ir6rPq8+tb6FPvT+hz7a/s3+5X7nPvB+2j8s/wH/dX9M/42/xsA8QDBAcUCUgONBEgFGwanBv8Ggwf1BwMIHQgZCBoI7wd5Bx4HsQYpBp8F7gRABL8D2wJzAscBHAGiABUAT/8g/6j+Sv7f/TP90fyw/DX82PtW+7D6efoT+sr5kfka+RL5Cvke+Vr5nvn4+cD6hvtz/F79WP6O/7UA6QHXAuIDFgURBrYGSwe2BxUIegiXCI0INwjNB24HLQeuBh0GdAWnBEYEzQNCA+kCQALxAe4BZgFFARsBhQB0ABkAQf9W/7j+Dv6w/eb8NvzG+wH7cvrW+UX5t/gu+AP46Pff9+r3EviF+EX5Efog+yf8V/24/gkAZwHgAgMELwUfBg8HkwcMCEMITwgdCL8HfgfrBloGygU5BYoEEwSwAzgD6gJtAgsC2AGbAU8BGwGzAF4AAABs/yX/i/7W/Vr9r/zj+2X7qvod+o357fh4+CP45/e995/3jvf391H4Kvn2+eX61fsS/Wj+0f/xADoCUwMiBPEEhgXBBfcF2wWuBVYFzARTBNQDdgPfApsCQAIQAh4CKgIbAkICVQKRAqMCkwJpAjgCwQFqAcoABQBS/zL+WP2j/Hj7q/q3+fj4T/jp92/3H/cF9+D2LPdr97H3UvgQ+Q76EPsd/Pr8EP4e/ysAHQHXAXUC+AJ9AxcECAQdBAkE1AOzA4kDBwOCAjcClAGqAUIBzADgANUAHwFKAWQBtgE3Al4CdQJJAucBuwEHAWgAwP9o/oP9r/ya+yn7QPqQ+QP5+fj1+D35Ufms+WD6zfqP+xz82vzO/bb+Yv/B/0AAsAAYAV8BZgF4AW0BggGUAYIBcgEuATsBNgEmAdIAmgChAMMAEgFGAWgB+gGqAoYD7wNrBMkEWQVhBUsF8QQhBIcDfwJZAVIAvP5o/Vj8/frn+ff4E/iv9733m/fg9zL42fga+iv79vsw/XX+7/9bAZICSgPtAzEEmgTCBIUEEwRhA90CmwKuAcoAKwDr/4b/Tf/H/rL+JP+0/0gA8gCKAc8CCgQDBYwFIwbdBioH+QbJBhsGMwWVBIgDpgKxAb//tP5J/ub80PvD+vz5ofl++SP5//gC+bL5YvrK+jX7M/x6/Qv/of9EABUBqwEbAmcCLgIFAuIBOAEQAcsA7/9Q/yT/A//v/tv+z/7+/g0A7wCSAWwCKgNxBLgFPQZiBpkGFAfpBjkGbgWABHYDbQL7AOn/Nf9P/Uj83fue+vj5a/mo+ID4q/ix+K34Bvm4+ZP6Rvvh+5X8tP02/9P/GQDOABABMwFrAQwB5QD5AF4AsP/J/1j/8f5H/3H/af/Y/2IAqgAOAksD3QPWBLMFuQazB+kHpwdJB34HHAdWBe4DFQO9AY4ABP8k/Zj82Ptb+g/6P/me+LT4wPiT+Hr44Pjx+IX5evrm+h/75vu7/Hv9rP7i/gf/CABqACkA9P8SAFUACwB5/yP/Lf8y/zD/O/+e/2EA7gCsAXsCkQPiBPgFiwYcB7QH4wfsB18HkgYlBjQFjQN7Am4B+P9//mn9q/z2+4T6jflN+af4S/i791r3mPfx9/r39fdf+E75GfrU+rP7f/xw/Xb+7/6Q/3sAUADy/0EAugAIAYcAQgDKAJEBFgJNAqgCcwPBBIkF3wUrBhcH+wcdCNQHggfcBnkGAQYABfoDtwJlAYcAKgD9/pD9U/wz/BX86vqs+e34YvhS+Kf3nfY39nD2zfYj9yz3vvfZ+A/6U/ud/Ob9Gf8MAA4B/gGfAnMCOgKWAh4D1wIjAk8CxwL1AngDrQN3AyQEBQUTBS8FbgWgBfQF+wXYBckFcAUSBdIEtwQkBB0DJAKFAfkA5f9A/uf8V/xe+6n5Qvg992f2BvZp9cT01fS29T32zPbV9yv5YPrS+xL9Ov6b/7YAbgE7ArACnwKWArkC1AKbAvsB0wE/AmQCMgJvAvQCZwMKBG0EXQS3BJkFKwY2BgkGIgZXBj4GFgbCBYoFMgVeBEsDowKBASkAB/8K/rn89PpO+XT4kvfb9hX2bPVd9dX1gPbm9jD3Q/hl+R76wvpZ+/v7rvwh/X/9x/0D/hv+S/7H/mH/bP+2/7IA9gGxAlwDRwRqBccG5gdjCLIIawlhCskKkAqKCngKLAqxCdYIKQjBB7UGRgXmA7ICNAGA/wj+4fxR+6r5JPgI90L29vWT9Tf1HfWW9VP2wvZI91T48fhZ+ef5U/qF+gf7T/t0+/n7fvyx/Pz80P2a/lD/SgAEAf4BWAOBBIgFrAbkBxoJ8Qm6CoALYgzpDBoNVg26DYIN1QwEDBcLggpPCRQH0AQKAxEB0v6Q/E/6cvgS96X1Q/Rm81LzhfMD9Jj0GPXJ9dL2Efg4+fL5WvrF+jz7h/up+4b7V/ud++/7F/wd/I78WP1A/lL/dgCIAdQCTgS9BSsHwwgEChYLNAxQDSkOeg7gDiMPVg9WD50OeA1xDFYL7wnpB6oFhwNNAT3/c/2c+9H5Zfhv9+n2lPaL9rb2BvfJ96f4Bflj+dT5Pfpl+n76N/rb+Zj5TPnm+JP4afgd+BD4Vvj3+Kj5cfqK+wv9tv5/ACMCqgOPBZEHJQmHCugLQQ0/Dr8OGw9EDzoPIw9kDkoNLgzQCmgJyQcfBlYEhwLUALb/k/6J/av8mfv4+v/6IvvD+kL6LfpE+k/6U/rY+UT58fis+C/40vc497/2n/ab9mr2QvZB9pP2Off+95P4fvmz+ij8/f1d/54AeAJwBNYFSgfaCF8KpQuYDC0Nhg3VDc4NBA1DDFELEwreCF0H0wW+BKEDeQKCAa4AJwC//0//5f6w/oz+Yv4M/p/92vwb/LX7GPsR+vb42fft9jv2hvW89Er0F/T48+zzGPST9EL1UPY09w34Ofm0+kX8nP34/oIAzwGbAmoDkgSLBQ4GNwZbBqUGvgamBi8GnQVBBfEEowQTBI8DXwOhA/0DDAQeBD8EdgS6BOEE0AR6BE8ELwTIA8cCqQG6AMP/x/5R/YL74vmn+H73gPaj9bz0HvS287TzOPTU9KT1kfa69xT5hvrs+xX9av6o/1MAwQAKAVoBWQE2Aa4AJwDi/5//df8Z/yn/ef8LAMkAVgHiAfQCYQSUBV0GFAekB0AIsgi1CI8IUwg3CAIIiAehBtMFYQWtBN0DzQJiAQkA/P6k/Yb8oft5+oj5u/gE+LH3r/cV+Gb4ufiQ+XL6Tvsn/Aj9pf0b/mf+f/6M/lX+7v2W/XH9Lf3T/Jr8Vvyw/ED9xv2i/lr/JwBuAdMC/wPlBMAFdgY9B80H2wfFB7QH4wfdB1kHoQbnBcIFugVSBXAE0QOOA04D6QJyAgcC4AHnAXgBDwHUAMsA5ADCAGAAPgDs/5z/oP9t//H+UP6u/UP98/wv/Er7oPpS+kH6BvrG+bX5/PmH+iL7lfsb/AP9JP7w/rT/ZwC7AAQBcQGpAbEBbwHxANcAJgEfAfwAowDMAFsB0gErAqkCXANCBDgFNAYTBwYItQhtCfYJSAqgCuwKvAqGCvUJ1gjZB4sGMAULBBgCAACZ/lL9QfwT+/L5DPm1+Kv4B/k9+ZX5N/rm+m/7w/sK/G/8ifx0/Bj8y/s6+8T6Vvq1+Q35lfh3+Gv4Vvix+F35E/rw+q77sfy+/fb+MwAAAocDEAWKBiMIggnCCvAL6AzVDVcOaQ5qDgoOdg2fDIQLLgqvCEsH3AVCBEoDZgJVAYAAmf8a/yz/wv4O/kH+Af7j/Tr9k/zD+8n6ofm6+IH3NvYB9f/zJ/OB8r3xdfFJ8RXxRfHO8WzyZPOA9K316PZt+Eb6bPxa/hUAHgJyBHEGJwjKCTkLpgzuDYEO9w47D0MPlA9dD/kOOw6JDSEN8QxVDLYLGQuQCk8KjwmNCNoHKwdlBlIFvQNQAjYB4v85/mz8Xfp++Pb2BfWv8y7ywfCv7+7uS+7b7X7tV+3W7U7u2+7d7+jwXvIo9CX2IPgy+hz8O/5pAKoCygR/Br4HNQmfCsYLMAxDDOIM2g1bDhgO0w0VDqQOAQ8gDwUP+w4RDwQP0w4eDhQNdwywC1kKewhvBm4E0QIIAc3+TvwR+k34xfb29AjzrfHg8D3wUu957hbuOe4S7g/ud+7/7srvlfCH8RPzi/TQ9Wn3CPmG+jz84f1V/xMBaQK+A00FUwZKB1YIUAlGCjALBwzJDL8N4g7MDysQURDBEDsRQBHMEAAQWA+XDnENrwsHCiwIOgZFBLwBTv8w/f36DfkR9wv1XfMf8u3wKvBj72ru9O367ezt4+3H7Rju2+7o78PwqvGc8gb0gPWh9hX4bPnR+h38Zf3D/lIAngHaAhAEMgUyBogHrQjSCfQKBQwYDc0New4RD5EP/w8lEBMQlg/6DgcONw3WCxEKXwiZBrIEWgLa/7L90fse+kv4P/Zf9CDzUPKM8dLwCfC67+7vCvDw7yfw4PDj8ejylPNo9HD1h/am9534cflM+hf7TPx+/WT+aP+PAM8BPAO0BOIFRgdXCG0J1ArMC3oMUw3jDTsOZQ6gDoMO/g0vDbAMAwzdCmQJuwdpBiMFdAOMAcj/Mf6n/Ez7s/n399/2DPYh9Sz0OvN88k7yNPI68kXykfJJ8z70JfXj9YL2aveb+KX5a/rX+nn7jfyS/Wf+Pv9TAJsBMgPDBAUGUwf7CGEKhQuwDEoNrQ1cDoIOpg7kDoYO5w2hDS0NdgzWCwcLOgo2Ce4HswZTBYMDrAGz/8796Ps1+sf4g/d69qX14fQR9IDzW/M/8xvz/PIy89Pzb/Sy9Df1G/YI9wP47PiY+Wz6avt7/K/91/4AAI4BOQOCBNIFBwcoCFEJaQr0CvsK/go8C7gLNAyFDJsMBQ1UDRcNtwxFDJoL1gq6CWYIHQd/BdgDJgKeAHb/aP5q/XX8ifvF+gv63viG92D2d/W89Bf0lvMz8yfzdfPJ8wX0NPRS9Nj0zvWk9oX3yPhI+vn7nP3p/joAvwEwA3MEWQUkBjMH8gfwBwoIMQiMCCcJyQktClsKewpNCu8JbQmVCGEHXAZvBW0EkAPFAvsBnwE9AcUAZwDz/3b//v4B/j/9V/zs+s/5FvlW+Lb3GvdN9vv1vfVR9eD0jvR39Mv0OfWi9S/2Ovd/+MH56/rx+/T8Jf5X/24AbgFtAgcDdAPaAzkEqgRIBe0FQwbFBu4GrgaFBnkG8wVgBdsESQTFA0YDlAIKArsBZwEXAcMAMACU/wH/Y/6z/fz8fPwl/OL7r/tk+wP72/q3+pf6fPpN+iH6RfpV+n76svrA+uL6J/sy+0b7ivvZ+0/80fxK/fH9h/6w/gD/h/8vAAsBxgEaAm0C/gJPA00DSgM6AzYDNwMTA+8CvQJxAkECJgLTAY8BPgHZAIUA+f8n/1v+f/3T/HT8DvzJ++T7LPxu/Lr8Ev2e/S7+sP5X//D/YgDJAAwBMAEwAQcB2ADCALoAAAETAfEANgGDAUYBzwBYAAoAKABIAE8AewCsAOsALAEvATIBOAE0AUIBYAFOARsB1gClAJoAZADr/2D/3f5u/sD95fz6+yn7wfq7+vb6Tfvd+7f8wv3a/vz/CgELAg4D/gPTBI4F8wVPBrYGxQarBlAG7wXQBdMFeQUCBYsE3AP0AgICDAFoACIA+//o/wwAUACUAO4AQgGgAeABEgI5AkYCQgIuAgQCyQF0AQwBewC5/8D+tv2I/GT7SPo0+Vn43ffb9zT4zfiN+W/6pPsE/WP+rf/vAEQCrgP6BPYFygZ7BywItgj6CA0JMAkpCSgJFwmwCNwHzAbJBdEE6QMUA2AC1wGaAYABTgEmATsBcAGcAa8BxwHPAdEBuAGSAWkBAAF0AOT/Mf9j/lL9LPwE+835w/gB+Fz3CPcu92734Pdo+Ar5APrj+rr7rfyl/ar+tP+QAEkB7gFdAtACLwNiA5oDtQPYAy0ElgTQBNAEzQTABOME6ATnBPgEAgVDBY0FpgXSBSMGWQaKBn0GLAbXBUMFagSoA4kCZAE7AAj/3P2R/Fz7YfqG+bX4HPiz92H3Sfd39+n3LPiM+Db5+/nD+ov7OPz9/N79mf4d/3z/sP/S/+b/5//P/7L/pv+O/6n/w/8NAEsAlQD9AHMB3QFBApkCOgPkA3QE1wRCBbgFRwZBBiwG7wWLBQcFZASRA7MCrAHfABAARP+h/vH9Qv3J/H38RvwM/Nr72vvc+9371vvc+yf8SPxz/Kn82vwJ/Tr9b/2e/bD9dv1t/TX9+fy+/In8NPwS/AD8J/xe/Mz8Y/0r/vL+7f/iANkB5AL4A9sElwUTBnwGtgbEBmgG2AUhBWgEtAPfAs0B7AAMAFr/sf4c/qz9Zv0n/TD9YP2d/QL+bv4I/57/HACTAAEBWwGjAeEB6AHNAbMBmQFGAf0AjwAYAKX/+v5g/tf9Nf22/Ff88/vp++r7Efxv/O78iv09/uj+x/+4AJYBYAIdA6kDKASEBK8EoARnBBIEqgMgA10CoAHqADMAfv/k/nH+B/7c/eL9Mf5o/tf+Tv/w/34AGAGoASsCowIPA4wD0gMDBBYEMwRMBDME+QO0A14DCAOiAicC2wFbARUB3wCuAI8AZABNADgARwBHAE4AGgAdABYA9//Z/5r/XP8v//n+oP5m/iH+BP7Y/dX9u/3N/eL9C/5o/pv+4v42/8X/OADkAF8B2gFXAtcCQwOrA7sD0APXA8cDfwNKA8oCegICAnwBEwGsAB8AAADP/7j/yP/n/ysAggDpAE8BzgEIAnYC2QIiA0oDSgNAAy4DDgO7AmQC3QFGAaQA/f8e/2P+hf3c/Df8evvn+mn6APrX+bT5i/lr+Zz58/mk+iH7xvuI/Fz9Yv44//D/iABFAdABUAKSAsUC6gL0AsQCuQJWAhQCzAGnAZABcQFcAUUBcwGDAawBxAHTAR8CSAKPAowCngKxAq0CngJdAi8C6AGgAVABBAHdAIAALQDI/27/Ef+k/hL+kP0m/Z382vs3+476M/q8+U758vil+IL4hfh1+Gf4cPiI+Mn4GfmQ+RD6kvoT++j7zvy1/WL+WP9JAGkBUAI4A/gD3QR/BSgGYQaXBrUGtwa8BmEGFAaxBS0FdwTpAxkDUAKIAbcAIgCp/yX/1v6p/qz+2f4f/4X/EACxACQBUgGNAXoBmAFiAWIB7gCbABkAnP8K/2r+vv30/Cr8afu++hP6Sfmk+ED4AfjV99H3E/h9+Bn58/n3+hX8If2M/u3/SAGdAusDRQWOBrMHsgiQCTIKpQrsCt4KtAorCpYJ1gjRB80GvAWwBJYDlwLTAQUBfQD4/93/tf/V/9n/OgCCAN4APAFzAd4BCQL/AdgBlgFHAQcBrQBTAMb/Tv/v/nD+7v1l/ej8T/zx+3n7Ovu2+m/6S/pR+oP6hvr5+lf7H/zX/PT96P4HAEIBpgIMBD4FcQaAB3oILAm8CQ8KHgr4CcAJbwn6CFcIsQcKB1cGsAXmBCcEUAObAt4BIAFYAJr/Bf98/gT+m/1i/Uf9Pv15/Zr92v0q/pP+1f4W/zv/bv+5//X/MgBeAFUAYABaAD8A7v95/+/+bP7I/RD9VPyi+xP7ovpL+hH6Afol+ob6/vq7+5H8fv17/pv/ywD+ARADBwT/BM8FfAbwBjIHXQdTByEHvAZABpAF2wQABAoDAQLrAMb/n/6B/Vv8RPsw+jv5gvjr9233Ovcp92f3vvdE+OP4wvmU+lP7E/y9/Gz9Fv6u/hb/W/+U/7r/0f+y/4T/Qf/s/rb+a/4b/sf9ev1t/X39if2p/fD9Tv7Q/mr/CAC9AGIBHwL1AqMDNwSoBBoFXwWGBYIFVwUPBZgECgRVA4cCngGkAKL/fv5T/S78EfsX+iL5Xfih9xD3qPZ69m72jfbJ9h73mfc3+PH4pPli+jr7J/zr/K/9cf5T/yEA9wDSAYUCMAPbA30E/QRkBaYF1wX7BewFxgWFBSsFxQRdBN8DTAPGAkUC3wFsAR8B3QDFAL4A2QDtACgBWAGGAcAB7gEOAhYCFALtAdwBngFJAeEAXgCz/wb/RP53/br89vsq+3j65vl0+SP55fjT+OH4I/mM+RD6qfp/+3P8ev2M/rj/AQFXAooDzAQUBjYHQAgeCdMJWQqfCqcKiwpDCroJAwkmCDYHPAYgBQ0E8AL1AQEBMwBv/9/+Z/4Y/uT93f30/SP+Wf6H/sb+KP9u/4L/lf+e/5n/ef82/+H+j/4m/rP9Kf2e/Af8hvsA+4v6GvrQ+a35qvm4+ez5Qvq/+mz7MPwe/RL+Kv9eALsBDgNeBKEFxgbkB9gInAkxCqkK4QroCrwKYgr1CVcJggirB8IGyQW1BIgDTwIqAev/nf5P/RT88vra+cz49PdT99D2hfZV9lf2ifbv9l73+fec+Fb5Bfq/+mz7EPyL/AP9Wv2c/cL9yP28/Z79f/09/Rb93PzN/MH81vzx/Dj9k/0Z/qL+Qv8GAOYAwwGxAr0DuwSkBXEGNwfVB1IIrgjgCMsImwhGCNMHKwdZBl0FUgQTA9gBhwAg/6H9Mvy7+lj5BvjG9qn1zfQX9JjzavNn85PzDPS89Ij1efZ+96b4wvnp+vP76fy3/Zj+Kf+h/+//MgBuAIUAjwCHAI8AjAChAJ8A1wAIAUQBiAEIAoMC7AJlA+0DeQTtBHcF6AVTBrQGFQdBB1QHSgcjB9cGZgbPBSkFYgRyA20CdQFcABL/yP2s/JT7Tvoc+Sn4SPdw9t71VPXm9Kb0s/TW9A31ZPUC9sH2kfdd+Er5Wfpj+4n8xP3W/uL/BQE1AkEDFAT6BM8FlQYgB6IHFQiBCK8I1wjxCPMI3wixCGUIBgisB1wH/AaABiIGzAWYBT0F8QSoBHUENwTbA4gDDwODAskBRQHEAO//7v45/sH99PwN/E37rvoT+nr58/hf+Pj3t/d79y739Pb/9jj3ZveX99r3hvgz+eP5y/rf+9z83/0x/4wA0QHyAkcEoQXGBscHtwiXCWgK6Ao/C1ULlwu2C6ILUAvECiQKnwk5CZMIpQfVBkwG0QVABV0EuwMYA6YCGgJxAYIA1P9Z/6b++P0F/Sn8kPsW+3/6vvk2+cP4Zvhd+D747Pej96v32vfy9/X3/PdT+LD4APla+aX5Sfom+xn8wfyM/X/+xv8VARQCDwM0BIAFZwYDB+wH7QhsCcIJ8gkrChwKPwo4Cs8JNQmACBgIbAeeBoUFbQSrA68C0gGvAHX/SP7O/fj85vu/+tz51Pls+Vb44/e396n38ffS95j3TfeU9+n3Xvh5+Eb4Y/io+BL5G/lB+Wz5y/lb+qX69fpi+yb86Py8/Wr+Av/I/78A1QGUAkUDTQQ+BSwGsQYBBwgI5AgPCTEJVgluCYcJfQmuCCgInwftBuMFlwRiA1ECQwH//3X+J/0p/Pz6xfn3+Nj34vZt9rz13fWc9Tv0UvQg9Z/1sPVr9Xr1SvZC94T3p/fZ97X4cvmZ+Zz5w/nK+qv7x/vy+338ff0j/tf+w//aALkBZQKfAw8F0gWKBogHyQjtCYgKVQoOC4EMvAyWDPsLCwxTDP8LdQpSCboIwwdoBkAEuQLBASMAQ/5b/N76BPp2+Mj2B/bo9C30hvMC80rzcvM+8vXy8fM79Mf0BvXg9fT2xPcZ+Cj5cvqZ+yL8w/y6/Qz/LADwAG8BhgK6A0gEzgSoBYoGPweZByQItAgwCTUJyQllCsgKowqNCvoKxQtwC/oK9wpCCwALSAp1Cc4IjwhjBy4G7ASFA9UCcgHG/3z+CP0G/K36p/ia9yj3YfWU9Jjz9PJC83byrfG58rHyYfMP9Kn0dPX59un3D/mK+sP7Iv0v/pH/0wBdAokD8wMhBdcGgAe1B0sIYQkwCp0KNAp8CkMLZQtCCxALUAtZC/4KKQvtCpYKRAokCs0JJQmDCJAHBQftBQAFQgTvAncBgQA//yv+nfyn+8D6hfnm93v3IvaB9dv0u/O286Xz+vHe8kzznvJ38yj0lfSW9Zr2Gvcw+Wf6Y/ua/Dj+ov8sAVICZQNqBC8GCgeDB1IINgnQCXYKggrkClULGwsvC6cLYgu2Ci0KXApcCtEI9wd9ByEH3gW4BGQD2AKcARoARf+K/iT9ifx3+8X67Pnz+IP4Qvhc9y33X/aD9cT1afUz9Uz1KPSh9Gv1avTl9ID1Mfa69gz3Ove8+Oj5avr8+m38uf0k/7X/sgA+AgIEvAS1BeoG/AcCCcEJYgr9CkcLeQulC5QLGwtmClYKpgltCK0HwAZ9BRMEWQMxAu0APf81/uT9wPwa+yj6pPl1+Xv4Vfcz9+b2WfZp9i/29PUM9sr1JfZF9mj1c/Zl99b2uPZ+92T4l/i9+Gj5z/o8+3b7SfyL/XX+0v4lAIkBsgFGArQDzgR7Be4F5AZOCJ4IfAj8CX0KOgquCgYLNwupCp8JFwrQCYYIIAebBrQFzwQiA8YB8gCF/3f+xP0n/An7iPrs+TT5V/in9zX4k/fA9gD3/Pb99lr3wvbW9034nPer+Iz5yfkd+vj6i/uD/KT8dP3H/m3/uf9sAIcBJgKLAnEDUgTLBDwF6wXABkcHaQczCO4I/ggoCdMJ3AkfCjUKDgroCZYJJgnXCF8IjAd1BiQGhwUgBLkCCgKCATkAv/4a/oP9dvzC+x37nvpr+nX5dPl5+Qb5HvlA+QT53/mC+QD6mPrI+uL6J/yB/LH8if1z/kr/Xv80AEgB3gFvAsoCjgOVBPQEIQUXBrQGtQYzB98H7gdOCHMI6AgACbAI1ggJCQwJWwhYCCII0wcLB7UGPAZqBaYEDgSBA6oCRwG1AE0Aof+p/uT9hP3S/Pv7oftM+6/6LPr6+W75Efm8+Hz4qPhc+Aj4HPiE+H34+fhI+aP5XPob+4T7O/z0/B/+p/5k/ycAJwHUAZsCHwP6A5kEKQXIBWgGtAYWB2gHngcdCMUHyAfJB6QHMwcFB1cG2QWHBbsEqQP7AlYCkgGaALX/Bf9q/p39v/xS/A78SPv/+oH6T/oI+qf5Yflk+Tz5tPi4+H34mfhd+Cf4Ofg4+E74U/gq+G74Oflc+Xj5H/oW+7L7U/wJ/RP+Uf8FALAACwIrA5UDrgR+BSgG4AYJB1wH3gfdB7sH4wd+BxkHyQZABloFmgQRBDUDJgI2AYIAzv/d/vD9aP39/FP8uvt++1T7GvsO++P65foF++/6+foM+/H64fr3+uP6zvq5+q76lPp2+m/6g/qy+rv6z/oM+2D7uvtl/NH8Wv0J/qv+sv+iAGsBRQJWAzUEEAUMBsQGhQc9CL8IRgmpCcYJHwobCuUJwwmFCeoITgjiB0MHKQZEBaAExAPJAssBAQGQAML/8v5//hz+1P02/ff8Af3b/IT8h/w//Ej8Yfz/+6H72fu/+7D7nPth+6D7yvuJ+6/7R/xh/Gn8wPxk/Qf+b/7J/nz/hwAuAbUBwAKYA2sEQgUQBv4GxgchCOsIqwkFClgKqwruCh4L+grPCrMKJgqUCTgJqwjEBwEHcQZ1BWwEjwOkAtgB+gDq/y//tv6s/f785/xi/LT7W/sT+9v6j/pW+jn6TPot+gH6IPo++mH6avqw+ij7cvun+xD8ufxK/aH9dP4c/7j/ZABaARECwwJ/A0kEMgXyBZQGFwfGB14Iwwj8CFgJXwlPCRwJ1ghkCPIHfwewBscFCAVIBDYDEwJkAUwAN/88/kv9aPzR+/H6S/qs+fv4i/gq+Or3mvcE9+z25/af9qP2sfbH9gb3I/dr9/L3JPiB+CT5v/kc+rz6Ovsx/Or8qP0g/h7/BADIAJIBRQLYAnYDNgSSBAUFjQW2BdYFGgYiBkUGPQYLBvQF1QVoBe4EegQNBF0DsAK5ARcBOABC/3b+xv3M/Pz7P/uo+j/6dvnH+Jv4Ovji96f3eveA9033Hvc392z3kPez99/3QPh8+Pr4NPmR+Sr6xPr6+qX7SvwF/fH9f/4M/wIA1wBPAfgBogIyA5QD3QNKBJUEnQSfBKQElQSABD4EyAONA2QD/wJdAgACggEzAZwAOQDM/3v/DP/F/nH+Cv74/Z/9dP1u/Vf9K/08/Sn9Fv0B/fj8zvyt/H78QPwO/NT7lvs1+x/79vqy+nn6hfrB+tH6M/ug+xX80fyH/VL+Ov8JAN0A2QGsAoQDJQSuBGkFAQZrBrAG9AYcBzIHIQcaB/UGoQY5BucFqgU2BYUE+AOVAxcDcwKxAUUB0QApAL3/aP/2/rz+fP47/kD+JP4C/ib+K/43/lP+bP6F/qH+iv5g/nH+Yv5U/iv+C/7T/dD9y/3f/QT+A/5m/r3+MP/L/2cA0wBsARQCowIQA54DJwR7BLwE8wRwBdQF6AXQBewFFwb+BesFsQVyBSAFtgQ6BMUDXAO/AisCaAEEAYUACwCJ/y7/1/61/mL+a/6F/pn+rf7c/h//hf/o/ygAeAC4AN8AJAELASIBCwHuAJoAeABAAPT/dP9E/zD/2/6O/pb+k/6r/qP+Yv6J/p7+vP7Z/iT/Mv9M/6P/LwBhAMIAEAGaAQ0CYAKXAhYDdQPRA/wD4QO+A6wDiAM6A6cCawLJAawBPQGaAGMALAC2/6H/ef9g/2v/Y/91/2v/lv+Z/63/pf/X/5L/lv9q/1//W/8H//z+q/6U/nD+S/5I/nH+YP5i/lb+bP7L/gj/HP8+/0r/c/+9/5r/s//P/7f/p/+D/6n/4v/v/wUAVQBfAI0ApwC2ACsBIQH+AAUB7AAJAdIAbQCJAFQARwBjAFcAWwCJAIIAuAASAREBSAFeAacB1AHSAdQBAwILAvoBlwE/AdEApwApANT/kf8V//L+pP68/s/+sP6+/gD/TP9C/0b/MP+S/1j/M/+u/mf+VP6L/oH+l/5t/o7+9P4a/1X/QP+B/6D/k//I/+r/kf+c/+P/6/8gACAAFwBdALEA0AAxAWQBuwE0AqcCEwOJA8ADDARFBFgEYgRTBDAE8QNuAxUDkwL0AUkBlADu/1X/t/4g/tT9Zv0d/ej80/za/Mj8Af0M/S39Sf1w/XT9wP09/hv+vv21/er9Of54/oL+uP46/5D/wv8CADUAJABtAHEAXAAGAOb/7//v/9b/1//s/x8AXAB/AOkAQgGXAQYCkAIwA7oDCgSKBMkExQTBBHUELgTRAy8DlwLZAVYBqQDx/yz/tP4L/nj99PyP/D38EvzQ+3L7bvuG+5D7nPuh+wP8OfxR/K/8Nf0J/QT9Av1f/bT9+P0n/pr+Sv9V/3P/fP+P/3f/W//e/pz+X/4t/hz+9f0A/jz+t/4X/57/MQDNAFoBIQKiAmID/ANUBNwELgUyBToFGgXgBFgEmAMaA1ECPQGaAMD//f5B/oj99vyH/OL7fftD+/T6xvrD+r/6yfrS+gz7bPvE+/v7RfzQ/FL9EP1Q/ar9/f0u/qn+z/5Z/8b/3/8nAEQAbQBbACgA7v/V/8r/tv+D/5L/6/81AIgAsAAlAaUBIgJsAqkC9AJrA54DzQPjA8QDzAOfA2wD8AJlAt8BjQHqAFsAy/9r//7+kf5X/hP+yf1i/UP99Pyr/GD8Jvzx+937xvvF++r7D/x4/Ab9/vwg/a39Nv54/sz+Y//i/6YAwAAnAaMBDgLcATUCGgI+AhgCGQLVASgCEQI3AlECnQLJAhkDMwN/A58DtgPiA/0D9QMIBOoD0QPQA8MDlANTA0UD2gKQAhQC2AFiASMBegA1AMH/d//k/p3+MP7a/VD9Gf3B/Jb8N/we/Cz8Qvw0/J38gfzM/DL9ff3J/SL+qf4H/5b/9v9gAMUAWQGJAbYB/AE3AmcCdgKVAtgCCAMTA3sD0wP9AyAEdgTGBO0E1ATCBOoE0gRxBBkECwSRAysDrgJhAv8BmAEgAcUAfgABAKX/Zf8i/+3+sv6I/oH+Uf4//jT+L/43/hf+C/4C/v79/f0o/r79nf27/Zj9iP12/ZT9pf3m/fL9HP5k/qj+2/4I/1z/gv/l/yEAegCxAC8BdAH9AUQCnALvAjoDaAOcA6IDtgO2A18DXANZA+4CfgJiAgACzwFiASMBwQCnAC0A8/+v/2j/J//p/qj+if5Y/lH+Gf7y/fX9/P3l/eD97/0M/jP+5P21/RH+uP2B/XD9e/1t/XH9lP2g/fL9Df5b/nz+rf7Z/gv/L/8l/zb/cv+Q/5T/uv/z/0kAfwC4ACIBZwHMAR8ChwKtAhQDFwNqA3QDdgN+A0UDOwPkAqgCRwLVAWsB/QCIAPf/lf8w/8r+bf4m/vv9vv2O/Xb9e/2K/Wj9nv2//X39+/30/fj9BP5G/oD+qf77/hT/af+I/wkANwBYAGEAfQCxAMEAcAB2AHAAgQBzAGsAUgCjANoAIAFKAZIB7QF9ArgCKgN1A8QDHQRQBIYElASYBFAEQwT0A3wD9QJeAscBKwGgAAUAef8Q/8n+ov5t/lv+e/55/pr+qv61/sf+tv7C/qn+tf6L/m7+T/5O/lb+U/5w/qT+wf4k/1T/uf/f/1QAggDlAAsBSQGRAdUBFAJwAnwCFwNMA48D3wM2BG0EwwTsBBEFPAVWBVEFgQU4BU4FKgX+BL4EdAQ2BOgDfgPxAq0CNwKmATIBogBSAO3/bv85/7/+fv5X/jX+8f3y/cP9y/2O/aP9jv2Y/Vn9lP2C/d/94P02/o/++/5m//P/XQDOAB4BkQHLARMCDwI2AjsCOgISAgACBQL4AeEB5gHdAewB9AEIAiUCJgI0AkoCUwJRAlwCYwJGAk4CNAJHAhoC3wHcAawBgAEdAccAhwAvAKr/Qv/o/pr+Rf7l/Yv9c/1i/Ub9H/3i/AX9Ev0T/f/88Pwf/TD9bf1j/az92f07/nv+4/4j/4v/zP8eAGIAsAC7APkACAE+AT0BTAFiAXcBlAGUAYUBmgGTAZ8BggFvAUcBKQHyAK4AkgBLAEYA7v/q/8P/yP+8/7b/qf+z/6T/qf9w/13/KP8f/9f+lf5U/iH+7P27/WH9LP35/An94fy3/Ib8jfyn/L/84PzK/CT9Rv2y/eH9LP51/t7+LP+H/7j//v9DAHUAswDeAOwAFAEuAWMBbAF4AaIB2QHlAQAC+gEPAgYC+wHgAacBdwEuAQABuACNAEAAGQDz/8n/u/+G/4z/Y/9e/yn/H//1/tj+kf5M/jr+F/7a/aP9df1d/V/9OP1A/Tj9Pv1k/XL9fv2n/cT98/0x/kj+of7b/ij/eP/N/yUAfgDBAB0BXQGSAb8B7QEfAlECUwJTAmIChAKDAnICcgJOAkcCKgL0Ab0BggE6AQYBswBYABwA6P+l/27/M/8j//7+6/7I/r7+rP6n/pf+lv6J/oz+i/6m/qH+vf7Z/gT/Kf9b/4P/nv/g//P/FQAWADUAMwBQAEMASABFAFMAWwB6AIcAnQC9AOYAFgEvAWsBjAG4AdgB9wEIAjICTAJPAksCVAJUAlYCIQIFAs0BzAGQAVIBAAHWAJkAbQAqAPb/u/+k/37/Tf8j/xL/9v7h/s3+mP6M/m3+Yf5Q/j3+Hv44/kL+Yf5s/oz+t/4F/yX/U/9y/6f/yf/V/wAAHwAmADsASABjAIAAqwDDAP4ADAEmAVQBjwGqAbUBwwHgAfYB6QHfAc8BzgHBAakBfgFfAUQBJgH0ALQAigBTACYA1/+I/1f/Ev/X/qb+b/4//iL+6f3f/cH9uv2Z/Z39kP2i/Yz9k/2n/dH97/0Q/jP+U/6a/sb+Bf82/2n/mP/H/93/EQAqAEYAXQBiAIMAkQCWAJcAsQCuAL8AnwCfAJkAggBtAEIAIAALAOL/xP+h/53/hv97/2b/a/9y/2z/a/9S/1T/Q/9D/xb/+v7S/sT+kv50/kn+Jf4F/vT9y/3A/aL9lv2p/Zn9iP2Q/Yr9uP2+/fH9Jf5R/mD+nv7I/gv/Pf87/4//jv/A/9f/7//z/xMAHAA8AEIAYgB4AIcAlQCkALEAqwCkAKIAogB9AFgANAAdAA8A0P+m/6L/i/97/1T/S/8w/0L/IP8j//P+4v7T/rv+qP6H/mj+Uv5H/iD+JP4O/hr+D/4T/hP+NP4//lj+Xv6K/rr+4/75/h//Zf+q/8j/7v81AHgAowDSAAQBGQFFAW0BmAGgAaMBswHTAdIB0QHIAckBwAGkAaYBhwFUASoBJgHzAL4AgQBPAEkAFADY/73/vv+Y/4r/f/9y/23/df9t/3P/a/+M/4n/h/+b/5H/zP/f/9j/3/8EACAAPAA9ADcAVgBXAHcAawBpAG0AdwCWAJUAkACnAL4AzADiAPcAEQEnAUgBTgFuAXQBkgGcAacBpgGmAbQBxgGjAZIBgwF1AVwBSgEQAekAygCiAJgAXwBAACMADgD2/+L/yf/H/63/n/9//27/bP9t/0X/Q/9A/0D/Uf9H/1r/Zf96/5//rP/G/9X/7v8FABcAPQArAFAAUABjAHAAhACSAKMAxwDQAOEA6gARASkBIwE8AVcBUgFhAVcBXwFkAVEBWAFBATgBHAH9AO0A2gCyAIYAcQBJACEA9v/U/7n/lP9y/1b/PP8e/xf/CP/0/uv+5f7x/vH+5v7p/gP/H/8y/zf/WP9z/5n/tv/h//n/LABHAIQAmwC3AM8A8QAOARsBFQEsAS8BRQFAATQBNwE+AT0BMAElARgBIgEXAQcB7wDeANsA4ADIAMEApQCoALAAqgCcAIoAfgCSAIkAewBrAGAAVQBUADYAJwASAAsAAADk/8v/2v/B/8X/vP+z/87/wv/E/8X/7v/y/xYAGABGAFoAcwCIAKwAzQDlAO4ABAEYAScBLwFAAVEBaAFzAWUBfgGPAYoBfwGIAXwBiAFyAXQBSQFJAS8BKgEUAQcB8gDhANYAuQCyAJkAnwCCAHwAVgBHAD0AMgAjAPv/8f/d/97/tf+n/5//tP+Y/3r/i/+P/5j/lf+Q/7P/y/+7/9f/+P8dACMAJABJAHsAhACKAJkArwDbAOMA0wDeAOQA+AD3AOcA2gDnAOMA2gC1AK0ApACYAG4AQgAxADkA9v/F/63/jP90/0//Jf8k//v+3v7W/sP+uv7F/qD+nf6l/pT+v/6u/pD+tP6//qX+yv66/tn+8v7F/s/+CP/u/g7///7s/gr/E/8J/xn///4s/yv/G/8X/zP/R/9c/y3/OP9W/2L/a/9f/13/b/+A/33/dP9V/3D/ff9c/z7/Mf81/xv/4v7C/uL+yv6B/nn+af5h/lH+MP42/mH+M/4h/j/+OP5f/mf+Qf5c/nH+hf6r/nH+hf7J/r/+zf7c/uD+Fv/3/qL++v7//vT+4P6s/p7+rv6F/nr+V/43/ib+Cv7h/en9zf3Q/b79ov22/bP9tP3W/cz95P30/Qf+RP5V/mr+nP69/vD+Q/9l/67/2f8RAHAAgwBqAHEAdwCbAJgAsgCuANUA5QDiANgAxwCjAK4AkgBaADQAAwDx/9n/if+A/3b/aP9k/yr/B//x/rT+v/6t/pL+cP5c/jv+Pf4k/g7+B/7g/fP97/30/f/9MP5X/pv+zP4M/1L/0P8kAIsA/wCLARQCxwJTA7ID/wM3BEAEXgRoBJcEnwSzBLsEnQRtBCwE/APIA5EDKgPPAkkCvQFjAR4BuABoACsA7f+f/0L/8f69/rv+nf50/nj+a/5h/k/+WP40/l7+aP6F/pX+jv6G/ob+ov7q/iT/UP9q/5//5P8nAGYA0QBQAcgBQAKuAhsD2AN7BNsE8gQNBQgF+gQpBQ0FGAUSBTQF4gTYBJgEUQQlBNcDZAPmAmkC/AHNAW0BGAGVAEsA//9h//H+wv5X/kv+Df62/df9jv1h/ab9a/1J/Vj9Nf0Q/ez84vwN/Sn9Gv0q/RT9CP0N/Xr96/09/ov+4P4w/2r/1v+eAKEBYwK4AscC7QL/AkADqgMOBAsEwAN+A18DrAPvAysECgSgAxIDcwIQAtEBsQF6ATkBOQB0/xP/dv4x/ov9Df36/Gr8bftt+/36y/ro+vP6zPqB+tH5WvlZ+Zf51fnm+ez5dfkE+SD5Q/mm+Wr6Ifs1+zz7h/sb/Or8q/2w/q3/agBsAIIAdAGDAlIDHwQSBA4E6AO5A+0DywRlBbcFlQWlBOsD7gO7A/UDWwPVAkYCsgDp/7L/F/+1/gz+2fyd/C38Y/qA+lf6//lC+sT5Ofka+cr4ePi2+Dj5VfmE+UP5mPiH+O34d/mq+YP6o/q5+tH60Prm+xL9lP0e/pH+K//8/5MAHwHAAroDTATHBHkEugQvBbwFUwa6BsIGtQbDBscF9AUwBr4FiwWhBKwDCwMaAhcBSAFLALX/q/41/RL9WvwD+3z7n/pv+rT6q/l2+WX5T/md+fz5c/mt+XL59/jv+DX5xvlg+ov6Yfp6+tH6SvtO/C399f2X/vf+cv8sAGgB8gL2A3UE6wRoBbAFdAYQBwIIeAhwCEIIKQgdCB8IfAgBCOcHdgdhBuEF3wRHBDcEUwMjAnoB//9S/y3+pPzK/Hz8MPtJ+wP6ZvmG+bf47/hN+Rr5//jo+Oj3Ivhr+Ir4Lfko+TT5Lvkq+SX5i/mC+mD7K/xi/KP8Nf0O/mT/TgB6AX4C0QImA8oDBQXUBScH1wc/CEgI7gfqB2gIwgjhCAEJhQj2B+oHBQfIBvEFQgUZBdQDbAJ3ATMA7v8O/5P9Tf2x/Oj6i/pi+fj4hPm9+LX4VPio95j3l/cd9133p/e59573IvcQ9873Lvi8+BX5mPkN+tP6aftF/KT9d/5m/1YAlACYAe4CzwP6BFEGbAbfBn4HJAj6CCYJZQkRCmoKLwpIChsK0wm7CcwIHQhKBxkG5wXMBF4DQwL6AND/vP6d/Dz72/p0+fv4yfjF98P32vZR9jz27vXw9TH2DPat9QP2HvaH9uz2zfZz9+X3GPiA+C356vnu+rr7QfyK/Wf+YP+5AFQBYwLiA+0E0AWnBlAH4QcQCcAJtworCzILoQv5C6QLCQuhChIKtAmACZ4IKwjiBscF/QRIA80BtgBl/1D+6vz4+tT6vPqJ+UH5g/gT98n2HvYQ9l32FPYa9lX2E/bP9S/2MvY79kj2WvYY93z37vd5+Oj4g/lu+p37Ff0T/gP/LgAPAQECVQMoBa0GPAf2B+UI1wlIC3MM0AwJDf0M2QzNDJQMMwxuDJoM/QtRC+cJhAhJBxAGFgW/A9cBwgCY/1X+9Pxn++j6sfot+Sj4R/cs9pv2zPZ09iH2hPWK9Yv1+fSy9Ar1sPXW9dz1ZfbR9hT3qPen+Mf5R/uC/ML9HP/Y/58BhgP5BCMGbAfMCA0KBwuCDAYOzA5aD7MPjw/tD0EQYhDHEEcQZg8VDy4OOw0KDIUKQAkmCNAGiAWeA4UBRQAh/7f9zvv0+VD5jfgI92L2Bval9YL1jfRr84zz/PNl9D/0AfRT9EP1tPV59Xn1cfZ995j4vPma+tj7L/2m/oEAyAELA+kERAYfB4II7An4C3wNkA6tD6YP5Q/8EPkRWRJ1Ei8SBhLYEcsQ2g/qDigOfQ0RDDUKGAgpBvgEVQPuABv/sv05/DL6I/gB96X2l/W89Onz5PJh8r3xkPH78a/y8PKo8kXyQvLP8kHz1vOD9Kv17vZ69zL4mPlr+0j9xP7e/wMBrAJIBBIGfAe7CMUKegyFDYEOog9REBgRVBJYE5MTIhNtEn4SvxIREpYQcA9JDiMNkAsMCfYGMwWzAwkC+P6S/BT7zfnZ95D1GPSQ82ny8vCR8Arw0u+s73Xvr+/97wbw+e/X74bwifFs8unyOPMV9I71v/a89xz56/qt/GD+0P+BAWMDVwU4BxsJmwryC1oN1Q7ZEJQS3xLdEnQTnhTUFPgTIRMPE2gTnhKOEH4ORA2EDBcLewjnBcUDKwJNAK79cvu8+S34oPax9BDzGfKi8Ofv/u+h7z7vie687jnvOe8c75LvW/BS8cfxwPHw8c7yTvRP9rb3qvgu+lX8jP46AOABmAO1BWAHIQkWC9QMbA49EJQRBxO+E/8TLhRrFLcUqRQgFJkT5hNuEy0SfxC2DoYNSQwYCqwHgQWgA/MB3P9U/V77cfma96v1t/OR8qHxBvCD70vvfu9k797u9+6U77/v5O9N8LjwwPEJ8kbyFPMs9Cb2/fc1+bH6RvxV/kgAlgEmAxUFLwc3CVALSQ0kDyEQMhGkEocTARQlFJcUQBVWFRQVoxS4FKMUVhOHEfcP8A5yDUULwwjOBmMFMgNsAJP9Ofs5+TH39fQi80DyK/EU8Fvv1+7h7g3vQe9t79LvMfAh8Gnw8/C+8X7yGPMF9Ob02vXZ9ij4//nU+8X81/3y/wUC7QOxBdgHaQpADBgN8w1eDzgRPRIQE2ATQxQgFWwVFBWpFJEUfBSrEwYSkRBnDxoOLwzCCboHkQWWAuf/0f2U+yH57fao9Zz0DfPk8MDvSfBN8G3vwe7v7nDv+O/f7yvwLfGJ8Yvx6fFz8mzzXvTs9Fn1Xvba9yL5Jfrp+1b+TgCXASkDWQXJBx8JzwmaCwcO7w8BEccRyhKyE0wUqRQbFR4VCxVlFNQTShNtEkcRkQ/7DTQMwQm/BvkD+gFZAA/+WPvj+Bv3qvWX81LxEPCa7wjvf+7h7aHt2e397Sjuw+667zHwSPBr8AjxLfLl8qjzyfQa9kP3Cvhd+av7Kf7//zwBiwJXBE8GJgi9CU0LIA31DpYQsxFXEu0SdxPoE3AU9BT1FNIUkBQiFFMTAhJ4EPoOlQ2AC9wIZwZOBFgC4P8a/Yj6Q/gg9v7zEPK58ITv5e6R7hfuyu2m7a7tEe5+7j7vfPAS8WbxPPIX8+vzcvRZ9e32PvgF+V76Dfym/Vb/5QCIAu4DYAURBzAJNQuBDAUOsw8kER4SrRIFE4ITTBTHFAUVtBRhFBQUKxPTEUgQ2Q6fDacLXwkuB5gEIwLi/5j9K/uz+EH2sPSf80LyC/Ho70jvze6M7qLu5u6h72rw6fBH8dHxiPJj8+nzQfSd9On0n/Vy9or32PgD+gz7Qvy0/Uf/NgHZArEE0QbLCK8KXgzTDWwP1hDmEbkSeBMHFDIURhQ8FDEUsxPOEtERhhDxDjANTwtUCX4HAgVZAggAuP2l+4D5Lvch9afzMfLq8OzvJ+/k7sjuo+6C7ujuq+9s8PLwIfFp8RvyzvJk88HzK/R79BX18vW69pb3n/js+RX7cfwQ/tn/wwF4AwYFygawCHYK7gstDT0OYA+eEL0RNBI1EjwSUBIkEu8RShHREAcQuA48DbwL7wkjCPoFuAOfART/n/w6+iH4T/aB9M3yc/Ej8CjvYu7e7Z7tXO1o7dftYe7R7u3uP+8x8P/whvHt8UvyJvPd8y30wfTZ9WP33vgc+oP7bP2X/1sB5AJGBB4GEwjPCYgL6wwkDlkPZxBoEWcS9xJCE5wTBRRnFFcUERR+E6ASOBH+DnoMKQqgB28FYwPqAHT+4/t6+VL3WfVD86nxPfBU74zuvO0J7Z7sB+3Y7X3u3O5N7zzwDfFg8WfxxvG28p/zC/Sc9Nb1V/ff+Gz6uPtH/f7+pwB+AjgExwV0B2YJDwveDHgOxA/pECoSYxOGFC8VrBUdFm0WKha0FcYUcBPkEVEQ2w75DP8K5wieBskDpAB+/d/6/fgS99L0dPJ08DXvj+7l7Rjtzez27BvtBu0f7Zjtr+7m74bw0vB88UryavN39DP1LvaB9yf5Efvf/I/+QQC7AWUDDAV2BskH+AgyCmkLdwy0DRsPYBBTEeARcRLYElcTEBO7EisSWBHsD+EOaw7ADfUMwwqACFIGCQRlAdD+Tvxu+pH4MPby8zXyDvFf8L7v9e5z7jru9+3l7eHtNu4z70Dw7/Cf8eDxmfKg88D05vWW9nL3afjC+Rr7e/y2/Rn/VQCZAdcCBQRYBZgG1AchCTcKtAv3DNkNxg5sDyQQphBnEE4Q4A9tD90OYA4RDpcNowzECtQItgbrBOYCbwDq/a37mvlq9z71aPMm8kjxPvBL70ruv+2e7Yjtsu2z7TruGO/97+Hw2fGP8nzzefQu9T/2T/d8+K/5wPro+wz9Kv6Y/wsBgwK2A8cEEQaBB74I6gkDCwMM9AzjDbMORw+mD/APqQ+FD8AOuA33DE0MFgxHC/0J6QfuBfwD7wHJ/2r9MPtD+U33PPWA81Xyp/Et8X/w0O8s7xXvgu8C8JTwBPHO8dny//MR9TD2Ofda+DP5yfmR+lP7T/xF/Q/+7/7X/8AAAwJjA5kEpQWXBpAHugjNCaUKews5DPEMvw1cDrIO9w5SD/sOiA5mDUQMiQvzCqwKtglhCK4GKAVpA7kBJwBe/oz8y/ru+E/32vXF9Cn0t/MI82zyE/IS8ozy8/Ji8+rzmPRo9UD2GfcA+Pn4/fnU+n37FPzB/Iv9af4//wAAuACQAaoC8gMlBR4G9AYACA0JDArWCo8LTQzbDIINHA5wDqsOBA/IDvcN9AysC/IKJApaCXwIPAfpBU0EsQIhAYj/8f1E/Hz6uPgr99j15/RS9Mvzc/Mm8yfzdfPl82n09vSs9Yr2Uvda+GT5Xvpi+1v8Mv0D/sP+gv9gABoBlwEbAr0CiANlBDAF3wVgBuAGdQcYCK8IHglSCYMJ1QkECj4KYQpiCl8KPgp8CWIIdAdwBrQF7gQ/BFUDZQIPAYr/U/7y/Jz7Ifpv+P72wvWh9OvzifNT8zXzL/OY80H00fRk9Tf2Jfcr+C/5L/p6+7/84f3v/sr/cAAtAe4BgwLKAgkDWgOpA+YDUATTBF0FxAUNBmsG1AZAB34Hvgf/BzAIZginCO8INwlICSAJDwlmCIQHjAZnBZoE8AMvAzoC/gCj/2P+J/3a+4X6MvnJ95L2nvUT9b70e/Rf9Jb0EvWk9U/25PaV94L4cvlh+l77cPyi/bb+of94ACgB4QFoAq0C7AIlA3IDzAMOBEgEpwQiBbcFJAZqBqgG/QZMB5gH1gfsB+cH7QceCEUIRQjmB6AHJgcxBh0F9wPqAhMCNwFBADH/D/7+/CT8NvsZ+iL5P/iU9wj3n/Z89pb24PZS9+r3nfhr+T76FPvr+8j8u/2l/oL/YwBCAQgCoQIJA3QD2AP2A/wDHQQ7BFEELwQqBE8EhgSsBMUE3QQTBUEFWgVuBX4FigV5BX0FlQW1BZIFMQXaBLYEGgQIA/YB7QA+AKz/8P4M/ij9cvzM+xD7Cfop+VT4kvfs9pT2VfY59kn2pvZD9/f3v/hj+Rr68/r+++78r/1X/jf/JADHAFMB3QFXAq0C7QI4A1MDSwNZA3ADcwOMA4UDrgPmAyEESQRlBIsE0AT3BB4FMAVYBaQF0wXRBb4FuAW0BTEFWASRA8ICKgJ2Aa0Ay//6/jz+ev1//In7k/q6+Qf5YfjC92H3RvdS94v34/dd+Pf4p/li+h/7wfuD/Eb98P2z/lT/zf9JALMADgFoAYABdgFxAV8BOAH8ANMArACdAKYAoQCEAHsAjACnAJwAfgB0AIcAngCEAHAAgABiADQAIADE/xH/kv7w/Xj93/xG/Jv7Hfuz+jv6uvlM+QP5ofh7+DX4G/gc+F34lvjz+FT5APqx+kv7yvt+/DT93f03/rj+WP8AAGMA2gAcAZMB5wEgAkICXAJUApMC0QKUApYCugLYAt0C+QLvAgMD/AIeAy4DOQMhAzgDUANeAxwD8wLbAsYCQQK+AQ0BdwD0/1z/nP77/ZL9Gv2f/OH7cfsi+8z6LvrV+Xf5QPkR+fr46PgB+S75bPml+ef5Q/qq+v/6aPvb+1781Pw3/bH9Nf6R/tv+Sv+3/xwAOwBjAKkA/wAkAV0BeQGtAeIBJQJPAo8CwwIbA1UDfAPKAwYEKARPBIAEowSIBD0E9QO2A04D5AKUAiEC0QFQAfAArABrAP3/vP9e/x3/8f7J/ov+hf6e/tL+5/71/lz/u/8RAFQAoADwAGkBrgHtARACTAKiAuEC/QIfAxYDRgNYA0kDFQPxAsYCqgJlAkcCMwIUAhkCNQIvAjcCaAKYAsYC2gL0AhADTwMfA7YCagIyArYBJgGmACwAsf8o/6n+UP7s/a39Y/0K/dj80vzO/Nb8zvz3/Cz9Xv3F/RD+TP7H/jP/hv8AAEQAiQDuADIBcwGlAbUBGwJVAm8CjAKjArYC4AKoAnwCbAJTAk4CUAItAkkCZAKNAsoC9wI+A6MDywP2AzwEbQRpBDkE8QOfAzkDwwJWAsABOAG0AFAA2P9s/wD/pf5e/iL+2f2j/Xn9dP1z/VD9N/1B/XX9pP3A/cr9E/53/t3+Gv9Z/43/4/9FAIsArgDtACQBYQF/AXUBVwEyAf4AxgBdAPL/q/9s/w//w/59/k/+Rf5V/l7+P/5M/qD+A/8M/xv/Sv+Z/7L/tP+r/8z/0P/B/5j/hv9Q/yz/A//L/pT+jv59/nb+VP4+/jn+LP4p/kT+Ov4T/hL+J/5f/oL+nf7S/hP/X/+z/+P/RAC/AA8BSwGZAeEBGQIaAggC+wHZAaQBcQElAdYAfgBSADMACQDy/+z/8P8VADsAYwClAL4AxwD3AAcB9QAGAfkA5gC3AHwASAAqAOH/rv9o/yr/FP/x/qj+fP5T/ij+AP66/XD9Jv3Z/Jv8efxC/DP8JvwW/Br8Pvxc/KL87PxL/Z/9+P1n/vD+Wf/O/yEAgQD7AEoBgAHQARQCUQKGAqoC3AIfA1wDjgPMAw4EVgSMBJMEgAR6BEcE/gOpAz8DuQI6Aq8BFAFnALj/IP+O/gL+hv0a/cj8mvxf/DP8JfwY/Az8B/z8+xT8Qvxx/JD8qvzS/CD9aP3A/f39Pf6J/uL+Rf+d/+z/YwDIAP8AUQGeAekBRgJzAnQClALAAvICCAMPAyADYQPCAyQEUQR0BJgErASqBJEEYwQZBLcDSwPAAggCSwGSALj/3P4D/kX9lPwE/Hf7Dvuy+on6evp5+nf6cvqE+rn6APs8+4v73/s5/JH8Bv19/eX9Vv64/iX/sf8xAG8AvwAOAVkBrwHmAeoB9QHtAdoB0QGyAYUBhgF7AXkBmAHKASAChwLPAgUDIgNNA6wD+wMJBOUDxAOfA2kDDAOFAtgBJQFeAKD/3/4d/j79gPzA+x77dfrg+Ur53/hs+CL46ffU98T31PfM9wX4cPjs+Gj5//mO+hf7xfua/Hr9X/4u/9P/ewAaAcwBbALoAkIDjAOeA7sDtAOiA68D0QPaA9sDqQN9A10DZgNpA2cDRgMhA90CxALMAsYCtgJ7AhECjAH6AHcA+/9d/7j+/f0c/V38pvsN+2360PlB+bb4P/j89373Dvfh9qL2t/bk9vz2FfcV90L39ffM+K75hPop+/b7AP0x/ob/uACoAZcCbgMWBMcEjQVGBr4G1AbmBjIHYQdhB3MHewdyB2UHNAfrBp0GXQYOBtcFqAVyBRAFagTDA1MD6QJlAqEBrwDn/0L/iP4B/nb95fxJ/KP7Ovv5+oD6Kvrb+br5vPmR+WD5YvmC+aX5vfnP+TX6n/oF+2f7v/tr/ID9cf4f/7j/kQCbAccCuAOSBG0FJgbEBm8HIAjcCFMJiAnbCSIKKgpECm4KeApwCgcKnAlHCecIiQj7BxEHaga9BQcFQwQvAzwCegGaAN7/RP9T/qH91Pwu/Bf8sPtE+0b7+foB+z37JPtV+5D7tvtB/Jj8sPwh/Vv9mf0H/mH+7v50/93/NACRAC4BFAL0AnAD3gN2BP8ElAVBBtIGdwfQB5gH6QeHCJkIvQiOCGcIsgizCJcIjAjyBzQH5wZtBgwGjgVvBI4D2gIOAr0BEgHm/3j/w/4H/n/9v/yp/PH80vtX+1b77Por+xj7xPr4+rj6pvpC+0T7Z/uv+8v7Pfy7/AT9if3u/Vf+Df+W//3/nQBSAfMBWwLbAq8DigTVBBAFawUTBqQGsQaDBuwGFwdEBx8HuAaCBnsGMgbzBY4F8ASSBCcEPQO3AgECOgGEAH7/mf77/dr8avwg/AX7PfqC+fb4hPkP+Q74MPip9/v3i/hK+Dj4vfiP+FH5+vmC+mn77Pv8+9L8sv3Q/ob/2P8/APAAdAEiAqkC/AJlA9oD5wMnBHQE+AROBZsFtwUDBmQGgQZ7Bq4G3gYSBxQHuQYwBp8F/QSTBGMEogOIAmcBpgAiAGT/YP5l/Yv8A/yO+7n68/my+XP5fflT+QT5Ovk0+Xb4w/go+aL5EvpK+jL60Poi+9H7pPwX/ZH9NP56/g//o/9DAPsAXwHCAVUChALTAnMD0wMvBIgEBwWsBbwFogUFBpYGGActB/8G2wblBtUGzQaxBi4GwQWGBWgF4gQ8BKkDIwOYAukBLAGIAMP/Yv/0/lf+nf1B/RL9vPzu+2j7cPt4+zT79vrQ+hn7B/vJ+hr7RPtj+3/7pfvG+1L85fxd/bf9Lf7O/mj/8P+FACgB/wF2AucCrgMkBIMEIgWoBQ4GSAZTBp8G9gbSBpoGSwYfBjwGBgZsBeIEmwR9BAkEPwOMAjUCyQFCAacA7v9h/xr/r/46/qf98fxt/CP8o/tS+z/7M/sL+6H6bfqJ+pT6qfrG+uf6Cvs1+3n7Bvxx/LX8aP0Y/mH+7/6O/wQAmwAkAZUBKgJ6Ao8C/gJDA4EDLwSsBLYEgwSIBLUE3AS2BGsEUAQ5BAcEmAMaA3wCAQKkATYBkAD8/0v/sv40/tX9bP37/HD8v/sT+476cPp2+mr6KPqs+W/5hPm++Qz6Qfpi+oX62/pU++n7cfz3/Gf9Av6c/iH/7/+6AEoBHwKZAhUDwAMYBHwEFQU+BZUF9QUGBhcGKgYYBg8GtAVmBVcFJwXLBFwEBQSsAzUDqwIOAmcB1ABSAKr/+/5m/s/9X/3M/BH8gfsj+/P6BPu/+kr6/fno+TT6pPqt+sL68vpG+8b7I/xt/Af9bv2i/eP9aP4p/9f/VwDmAIYBKgL3AqoDTQT5BHcFCAamBhEHrAc4CFsItgjlCMYI5QjRCHUISQjnB2cH8wYtBjwFpAT9AyADKwILAb7/7P4t/jH9SvxV+4P6F/qJ+fP4rvhY+En4Xvgx+Bf4Nfh6+PH4MPly+QP6cfqn+t36BPuE+wv8Z/zb/GP9sP0o/rT+ZP88AO0AZwHgAYUCLgPCA10EBwWeBTYGnwb6Bm8HtQfnBzMIPgguCPUHbwcRB94GZgbEBfwEQgR0A48CngGvAOP/Fv8S/ij9Xfyu+0T70PpI+uj5kflV+XP5hvm6+br5vfkR+sD6W/vV+yn8qPxQ/QX+xv5x/9//PQC6ADUB1AFSArwCFQNFA4sD9QNUBLEE7wT4BBoFQQVxBbYFqgVPBQAFuQRgBBoEuQNNA+MCgQIxAv4BqgE6AY8A4/92/+D+DP47/XX84ftc+6D6BPpr+cH4XPgC+I73VPcT9wD3LvdQ94D3zvdY+O/4aPnm+aL6Uvv2+3H85fyF/S3+4f6d/ykArwA5Aa0BKAJzArkCBAM9A3kDvAPnA/AD4APnA+0DtwNhAxkDogJQAh4C5QGQARIBgQAZAKT/Dv+A/vP9cP3j/F78u/s9++b6jfoL+sT5afky+Q35ofho+IH4g/jE+BH5NPl2+b75D/qi+jL7lPvo+x38afyp/BT9gf3m/Sn+Yv6L/uD+If+K/wAAUwCcAO0AMwGZAQICMQJUAkYCPQKNAs4CugKtAoYCbQJbAjICAgLlAYYBQAH5AIoANADq/1//y/43/sP9bv33/G78A/y5+5n7p/ue+4z7jfu5+yD8hvzW/EH9vP0m/oL+z/4o/4//5f8FAAkAEABAADcAJQA3AEEASQBLAEUAVQBpAIIAngCcAK0AuADLAOEA7gAOAWIBnAHhAQQCDgIrAlMCXQJyAmkCdwKbAqsCkQJeAlQCNwLqAYYBGQGnAGoADgCj/1j/+/6Q/lb+Cf7L/aX9aP1G/UH9If1X/bH91v0R/kD+bv7r/lH/rv8qAF0AhQDGAPcAMwGeAb0BtQGtAbMB0wHbAaEBSgEVAfQA8QAWARUBCgEkAVcBjAGoAbcBvwHbAQ4CaAK+Ag4DPANeA28DeQN6A3wDYQMpA+wCmAJBAtwBpwF0ASEBoAAbALr/nv+I/1D/HP/0/tb+0v7W/uT+Hf86/0f/Xf9z/4X/xv/1//z/2f++/8X/3f/w/xMAAADW/7z/sP+t/43/a/9s/4L/iP+b/5X/dv88/wn/+f4a/yT/Lf8n/yv/N/9j/1v/Wf+A/6D/nf+P/43/rv/I/9P/yP+z/7n/wP/p//T/+P8iAGsAmAC+ALIAtADVAO4A/AAUAQYB7QC9AI8AWwADAK3/Of/U/l/+2/1f/Q/9vvx6/C38x/t5+1r7YPub+7b7uPvp+yH8bfwF/XL9nv3e/ST+mf4I/yX/Pv96/4j/rf/M/+3/GABZAGoAhgC2APUAOwFoAYcBzgErAnwC0wIQA0IDXwOBA7kD7QP7A/UD0wOiA3IDWgNDA/kCjgIEAmQB0ABFAK//Iv9r/sX9M/2f/A/8tPta+wz71PqR+nH6fPqO+qX60voI+1j7wfs7/Lz8N/2g/RP+k/4y/8L/UADXAGIB3gFuAucCQQNwA6gDuQPjAwYECQT7A9MDlQOQA4sDcwOLA2kDMwMkAzIDYQOnA6cDgQNdA1oDdAORA4ADQgPxApQCNwIAArgBPwGuAAkAef8T/6T+av48/v39xf2R/Ub9Mv0u/Sj9If0d/SX9Xv2l/e79M/54/tL+VP/k/2UA4QBmAeMBagLPAvEC8wIDAxQDNgNCAxkD+AKsAkUC4gGRATQB/gC4AH8ALADw/9L/z//H/73/yv/w/wIAKABlAKEA2wDtAPgAEwEVASMBPwE/ATEBDQHsAOUA8QD2AN4AmQA/AOb/o/9m/zT/4v6E/jj+Ef7r/dr9xP2b/Xf9dv2f/dL9+f0S/h/+Pf52/tn+YP+u/8T/xf/W//T/FQAhABsAGAASAC4AVQByAGgAVABIAF4AiACZAJYAhQB4AHIAfACPAK4AuQDiAP8AGAFDAYoBzwEXAk0CbwKYAqYCpwKgAn4CRQIAAqcBRwHQAFEA5v+V/0f/5P5w/vf9nP1W/fr8mfw8/Oj7rfus+8P7Cvwu/Ej8bPx7/JD81PwQ/V/9tP39/Ur+l/73/m//+v9pANMAIAFTAWsBhQGRAZUBmgGRAYYBdwFdAVwBXAFGAScBDQH6AAcBNQFWAWQBagF4AasBzgH5AT0CdAKYAtYCCwM0A0wDTANKAz4DOAMpA/0CfQKpAb0A5v8d/5j+Jv6p/SP9d/zy+437M/vX+oH6Hfrv+f35N/qd+gD7Yvvf+3z8M/3x/YT+FP++/28AGAG0AToCyAJVA6kD3wPsA+0D6QPLA60DfgNDA+4CjAIbAqwBRQHtAJoAXgA7ABEABgAdAFsAqQDkACIBdwHRAT0CnQICA4ADeQMWA4cC5QGKAV8BGAGqAPb/Cf9A/p79Fv2a/Nz7Cvta+u/5rfmW+ZD5l/nJ+TL6yPp8+y384Pyf/Xb+Yf9aAGMBWgJTA0cEHAWfBRMGZAalBqoGdgYSBq8FJwWWBOkDLgNnAr0BBQF3APn/ev8B/5f+XP5Z/m7+of7j/j7/uP8kAJkAPQGoAZYBdwEvAUMBegHAAdQBuwFdAQABngA+AMn/Jf9S/oX9yPwm/Iz75fpY+vX5sfmn+bj5yPkC+l766vqa+3L8bP2d/un/KAFbAnYDbAQ4BeUFYAbLBgcHEAcTB+cGrQZuBugFSwWaBNMDKwN5AqEB4wAuAHj/9f6R/jz+Av7S/cX94f0B/iD+Yv7I/tP+7/4X/3j/7f+JABIBgAHUAQ4CMQIzAgQCrgFZAdUARgCr/wn/gP7w/UL95vyH/CL8/fvV+9H7Mvxy/Oj8uv2B/nH/pQCPAY0ChQMfBPcEiQXaBY0GuwbNBkIHFAckB0QHewZnBhgG4gSmBOcDpwIyAh4BHADI/8P+Ev7I/RT9zvzL/KX84/wf/W/98P0q/m7+5P5O/8n/ewD1AFsB1QFBAqkCDQMYA/wC5AKuAksCCwKwASkBzABnABUA5/+b/2b/Wv85/2D/i/+i/x0AmAACAbIBMQKsAlEDzANMBNIEQAW0BfkFJgZ1BoYGYQZbBhAGpQU5BZEEzgMKAyICMgFQAHr/n/7l/Tv9uPxL/Oj7x/uf+577xvv8+2H84vxT/dr9Vv7g/oz/BQC0AD0BmgE9ArcC+QJ6A6oDzQMaBO8D6APkA2sDMgPjAjsC2QFqAdIAnAAeAMT/0P+d/4n/vP+j/9j/BQD//2IAbwCkABABHQFeAcEBtgHeAe4BtgGkAVEB9wCJAOD/lv/w/kf+7/1k/dL8k/wQ/L77mftK+yz7BvsU+2b7Vfu/+1b8pPx1/QH+gf53//7/ngCEAdEBegJJA2ID5QNHBCsEjQRKBBUEHAR6AykDzQLiAbYBAwH2/93/Af8n/jL+bv3r/DP9sfy4/On8jvwO/Rf9//yB/Xn9rP0J/tv9Lv5l/i7+h/5w/h3+ef5m/v/9OP4T/u397f28/YT9gv1i/S/9If0D/S79Kf0g/YT9uP0M/p7++/6M/zYAuwA1AcQBMQLIAhUDLwO0A+EDCAQoBBoEMAQEBMkDkwP4AroCUAJ6AfcAjgCG/yf/hf6G/V/90PxG/AL8jfu6+637QfvC++/75/uE/LX83Py2/aL9FP6o/ob+DP9I/z7/2f+g/+z/bgAaAE0AngBhALIAcgBeANQASABuAM0AkwDaABQBKwGqAbUBNAJ+ApUCHgMlA2ADugN0A74D7AO1A9sDfwONA7AD+ALhAsQCFAIKAmEB5wCyAOP/tP8j/27+df66/WL9Pv3h/Or82vyl/Bf9Iv0w/c39tf0h/sL+y/4g/5H/7f8yAEkA0wDKABIBZQFNAU4B5AHhAboBMgIaAkYCeAJlApoCjgK/AsUCuwLjAsoCxgLoAp8CygLBAmgClAKxAloCiQJWAioCbgINAhICuAGpAcYBIAEPAQUBZQBpAC4Aq/+p/5X/Ov8d/87+DP/F/mj+wf51/pP+0v5n/uz+QP8Q/5r/xP/t/1sAZwCTAPgAEwE+AS4BMwGNAXwBTQFRASoBVgFEAewAyAD5AM0AnwCdAHQAlACbAGgAcgCYAIgAlgBEAKAAjQA5AHkAYwBRAIAAWgAXAFsAGAAXAOX/ef+f/0r/Gf/I/n7+1v4q/hr+Zf78/Sb+K/79/UP+RP43/mr+b/5K/sz+kP7a/gr/9P56/1n/kv/N/////f8AAEoAQQAxAAsAHgAiAJz/uP9s/zb/Kf/G/sj+iv5c/lz+Uf4j/hv+Pv4g/jv+Mf5O/nH+YP55/mD+vP6V/lL+sf6M/nr+ZP5j/nX+J/4h/hj+7v3j/cj9h/2b/Zn9Yv1y/VX9bf11/WD9m/1h/cP9+/21/TT+S/5y/uv+5v5X/5f/wv8xAIAApwDYAAABSgFeASsBWAE2AQQB5ACNAGUA1f+K/3//s/5c/gz+5v2m/Qv9Ef0y/eH80vz+/DT9M/1a/Yv99P01/jL+lf70/mP/IP96/wAA2f/p/xgASwDl/wEAOADf/7b/wf/t/8//ZP+U/8b/2P+d/8X/BgAqAF0AhQDmAA4BXwHMAQcCdwJXAuACVgMoA2YDhAPKA8ADigO9A7kDSQNNAy4D2wKdAvUB3gGuAccAsgA+ALb/lP8X//H+o/5K/pv+ev5v/o7+tP42/2r/kv8KAKIAyAA3AZQBCQI8Ap0C6AIHAz0DPgNpA5cDOwNcA1wDFQMsA7MCuAK2Ai0CIgIdAuoBoQGTAX0BmgFoAVEBkgGRAXgBywHCAc0BDgI3AjICUgJjAngCngJ3AoYCWgJQAlwCtgHbAYAB+gDkAIsAEQDH/4P/Av/2/rb+nP5e/kH+mv6X/oX+9v4s/7f/sf8BAIsAxgAcAUEBigHgAewB9wEcAksCDQIgAhkCDALrAb4BzwF0AYwBXwEfATkB4AD3AO8AyQC7AN0AAQEaAQAB+wB7AakBRgG7AeMB9QExAgQCRAKAAjoCXAKOAi8CJAIoAqcBvgFJARgBzQA3ACsA4P9i/yP/xP6i/lz+4P3k/ZH9af1f/Uj9Jf05/VP9Yv1Z/cj99P3Q/Vz+l/6T/ij/A/8p/57/m/+p/5n/pf/2/6H/p//B/5T/mf+s/3L/qv+n/2D/qf/6/9n/yv8YADkAQwCxAF0AZQDPAH0AwgBbAAAALAAWAH3/Iv/T/sL+VP7S/X/9PP3j/N38E/wh/Bb8j/t5+437Uvsu+0T7NPtH+5n7lPu9+/z7hfwl/fv8hP0w/s3+Df9a/83/ZQDNAM0AFAExAWgBfQFKAUUB5QD4AMoAPgAeAM7/j/9J/8j+r/6N/jn+yf3h/en9b/1s/WL9hf1n/W79TP2V/a39v/3X/aX9Nv5A/vH9gf5o/jn+qP6W/oX+g/6V/rH+ov53/pT+rP57/qH+sf6v/qn+sf77/vr+J/8//2n/nv/3/xQACwB0ANwAwQATATYBRgGQAdUByQGuAdQBAwLiAdUBtgFkAT4BbQHjAIMAVQAiAPX/d/9e/zX/4f7l/tf+rv6U/pj+sv7j/q/+wv4V/+3+Ov9i/xD/dv+J/2n/n/+h/3b/hP+e/4f/hf9o/3z/kv9d/6b/ov+a/97/AwABADgAowCTAMwA+QAqAXwBfQGWAakBvAEUAusBwQHlARQC8AHRAcIBrAGdAXkBcwERAaYAygCYAA0Arf+c/1b/+v6m/on+TP4Q/ur9+/3x/fT9xP0U/lr+bP6e/sr+Lf9k/6H/4/8VAD8AlADNAMkAxgDyADEBKwHEAM0A/gDVAH0ATAA0ACAA//+W/0v/e/8k/wT/0f6q/rr+sv6n/pT+h/6q/s7+yf6w/gb/G/8Q/wX/Sf94/zb/af9j/07/d/9B/wr/GP8h//3+nP59/pL+ff4b/hv+4f3N/Qb+oP1o/Zj9r/2b/Wr9mv21/cT9w/36/fD9//1w/lX+R/6N/rr+1v6l/uL+Bf8W//T+Bv8a/w7/Pf8V/+7+Rv9C/xb/Hf9H/0H/S/9L/1b/fP9g/5z/hf93/7D/ev94/3n/Vv88/yf/Cf/A/rv+nP5f/ij+Cv4T/r/9pv2P/ZH9Z/1Q/W79MP1D/V79WP0+/VL9mv2X/ZX97f33/Rn+bf7M/s7+Ff9p/6v/5v8UAEMAbwCjALwArgDWAOAAyACTAI8AkAAnAPr/3f+3/3j/Of8N/+D+x/6t/pL+T/5A/oX+V/5C/mb+cv54/r7+1f66/uf+Tf9K/1z/jP+9/8H/yf8aAAsAEgAQADoAQQA8AC4AMAAmACsALAATAAEAHwD5/wEADwD5/wMADQA5ACsAHQBRAG0AcAClALYAqADSABEB5wAPATkBRQEgAUQBgQFMAU4BYQFUATEBUwFTAQwB/AAlARcB3gDMANEAvADFAJ4AgACVAIQApABYAFsAoQBcAFkAhwBkAFcAcABfAF4AWgBKAFgAGAA7AFUAAAAhADkAKgAwAEsAVABZAIEAvwCvAM8AAwElASQBOwFrAaABjgGqAf0BzQEAAh4C9AEbAiYCFAL8Ad4B5AG4AYUBgAFQAQ4B8QCjAIYAWwAMAOf/uv+f/4n/Rf9O/1L/O/84/0T/af9f/47/uf/Z/+b/JABLAGIAjwC4AMUA3QAJASEBFwEsASsBKgEvAR8B+gDTAPsA4QCTAHIAfQBaADMAAAAJAOn/3v+6/8D/uv+j/6T/n/+U/5L/lP+T/6r/i/+Z/6n/nP+Y/6v/mf+U/4L/i/+L/27/Xv9O/0b/LP8Y/w//4v7n/uX+qf6m/qD+jf5z/nL+cP50/nL+hP6g/rD+vP7U/vn+Cf8e/z//TP9c/3P/if+L/4n/lP+V/43/nP+P/4D/nP+C/4//mf+I/33/pP+i/57/p/+v/9T/w//q//D/0P/4/wUA5f/0/+T/6v/h/7L/wP+p/4f/cv9x/2b/Sf8v/zv/FP8b/zH/5f4A/xr/Af8f/wz/Jf8z/1H/dP97/4n/wv/d/woAPABJAJUAvgDTAP0AKAEvAW8BcwF/AZwBnAGIAa4BpwF4AXEBagFnASoBIAErAdgA1QD2AKoAlQCkAJ8AfQCCAJMAkgCOALMApwCsAOYA4QD2ABUBGwFEAVUBVAFuAWIBngGSAXYBpgGmAY8BsAGpAZwBiQGbAbYBegF2AaMBgwGMAYgBegGMAYUBpAGkAZABrQHQAccB5AHeAfIB/gENAh4CLQIfAi8CNQJMAkICJwIpAiYCCAL9AeoBuAG/AaEBgwFjAUoBOQEyAf0AAwH3AM0A4AC+ALkAyQCWALEApACQALkAlwB5AJEAiQB4AHEAUQBXAD4APQA7AA8AEAAfAAAAGgDy////HwASACcANABJAEMAUQB6AIwAYQCdAJ0AkgDAALcAqwDDALkAzAC2ALMAuACXAJ0AkgBbAFkAVgAQAA8A+//D/6L/kf98/1//QP8y/wz/Fv8Z//b+Bv8N/wX/J/83/zP/VP9s/2v/qf+5/6n/z//n//n/8v/1/wIABAAGAPv/+f/o//P/1v/W/8n/rv+6/43/iP+H/3n/bv9V/0z/Wv86/0P/P/8e/zv/Of8l/zb/Lv8u/0H/Nv9A/y7/Of8+/yf/Pf8b/xD/Iv8E//P+7/7h/sz+x/7A/qn+j/6e/pD+c/6C/mD+Zv55/mf+Xf5p/ob+h/6P/qj+rf60/uj+9/72/gL/I/8//zX/P/9D/3D/cP9b/3b/f/9j/5L/mv9k/3//nP+j/5L/m/+1/6b/t//Z/8L/2v/f/9n/8//i//H/5f/Z/9r/2//K/6v/r/+k/5f/b/92/2n/Xv9I/0n/S/8u/zD/Kf8W/yT/LP8k/yb/JP9L/1X/W/9m/4r/qf+4/9X/6f8MABgAPQBaAF0AcACXAKMApwCyAK4AxwC9ALwAuAC0AJ4ArACnAJMAhAB9AHwAYgBnAFoAWwBJAFgAWQBgAGsAaACAAJAAogCcALUAxgDTAOwA/QAJAQoBFwEwATYBPgFMAWABaAFpAYkBeQGAAZMBjQGWAZ0BnQGfAaUBqgGqAagBpgHEAckBzgHQAdwB8wEHAgQCBwIZAiICLwJCAkcCUQJXAlMCWAJqAmYCWQI1AlYCSAItAiMCBwIJAuQB/wHGAb4BtwG/AZ8BngGcAY0BhgGAAXwBegF4AX0BZwFqAX0BVwFkAV4BVQFXAToBTQFEASUBQQEoARMBIwEpARQBFgELAS0BGgEtASwBHQFGATMBMwFDAT4BVAFTAU0BUgFfAV4BXQFAAVYBUgEzAUcBKAEhARIB8QDzAM4ArQCoAIUAgwBRAEkAMQALAAAA7f/U/73/x/+2/57/pP+h/6f/nP+l/6r/rP+6/8D/yP+8/9f/3//L/8z/1v/W/7r/w//W/7T/pP+i/6D/hv94/3P/Vf9O/0v/Mf8d/xf/FP8I//j+4/7f/ub+zv7T/tP+q/69/sn+vP6b/rL+u/6s/q7+tP6n/ov+tP6a/oD+e/6J/mL+Xf5f/kz+M/46/kf+Lv4h/in+LP4i/i3+Jf4Q/h/+L/4f/iT+OP5L/kj+Wf5y/nb+cP6p/qX+kv6h/s3+sf6m/sz+0f6//s3+3P7c/tP+2v7s/tv+4P76/ub+3v7//gz//f4C/xb/Jf8U/y7/Qf8n/zP/Qf9A/zD/KP81/zL/Ev8d/yT/F//7/hH/Cf8B/wP/Ff8A/xD/Hv8a/yP/Lf89/0r/S/9e/2X/dv+X/5f/rP+5/8z/5f/9/wEACQA0ADwATwBSAGoAbABzAH4AZgB9AG0AbQBeAFsAUwBcAE8ASAA6AFgAWABSAFIAVgBrAHMAXQBlAH0AgQBwAIcAnACRAKMAuAC4AL0A4ADiAN8A2gAQAQUB9AAIAR8BHgETARMBIQEeASoBJAErAScBJQFCATUBJgE0AUkBMwFAAVgBTQFQAU8BZwFrAWcBaAFuAYMBegGIAYEBhwGHAZsBhwF+AXcBfwGDAV0BWwFZAUQBPQE6ASIBEAEQARMBCAH2APYA/gDtAOEA8ADoAMoA2wDiAM0AwADHAMoAtQC3ALEAogCnAJ4AlwB9AIYAhABtAGkAZgBaAF8AaQBfAFYAYwBtAGgAawB6AHIAbQB7AHkAbQB0AHgAagBgAGAAaQBUAEsATQBAADAAMwAlABIA+//0/+D/yP+8/5j/jv93/1v/Rv88/y3/Ev8L/wf/AP/p/u7+5/7T/uL+5P7V/sr+6f7h/tD+5P7n/tz+3/7l/tz+2v7f/tf+wf7I/sH+r/6n/p/+lf6H/oL+c/5m/mX+af5Y/k/+Wv5h/k/+TP5Z/lf+Vv5S/l3+TP5Y/lr+VP5L/lf+W/5I/k7+Uf5L/kH+Pf43/iv+Iv4a/hD+CP4C/v399/3o/e398/3n/eT95v3y/fL99P31/QH+DP4Z/hD+Gv4y/jn+P/5B/lL+Wf5h/mr+bf5x/nj+if55/ob+l/6Z/pX+n/6t/rH+v/7L/sz+3f7t/vX+A/8J/xv/Jf8p/zL/Qf9M/07/V/9e/2T/av9l/2f/Zv9p/2r/a/9s/3L/dP9//4b/iP+O/5j/nf+h/6v/uP+0/7r/yP/P/9X/4f/r//D/BwAaACEAMgBKAF4AaAB5AJEAmAClALMAwgDEAMwA1QDUANkA3QDaANkA2QDZAOAA2QDRANMA1wDWANEA0ADSANEA0QDRANQAzwDRAN8A3QDgAOsA9AD7AAEBCgELAQ4BEwEWARgBEQESARMBEAEMAQkBBgEBAf8AAAH7APgA+wD7APsA+gAAAQQBAgEIAQ0BEQEVAR4BIgEmAS4BNQE5AToBOwE+AUQBQAE8AUABQgFBAUIBQwE/AT0BPgE8ATUBLgEuASYBGgEVARABBwH8APcA8gDrAOUA3ADWANEAyQDCALsAswCtAKcAoACYAJAAiwCHAIEAegBzAHAAbABqAGUAXwBdAF0AWABVAFIAUQBQAE8ATABGAEIAQQA+ADkANQA0ADYANwA1ADkAPgA+AD4APgA/AD0AOwA1AC0AJwAiABYACgAAAPX/6f/b/8//xP+6/7L/qP+g/5n/k/+O/43/jP+L/4v/jf+O/5D/kP+P/5H/kv+S/5H/kv+T/5X/lf+V/5b/mP+Y/5j/mP+Y/5T/kv+R/4r/g/99/3j/cf9q/2T/YP9c/1f/Uv9O/0v/SP9H/0L/Pv89/zv/Of8z/y//Lf8p/yT/H/8c/xr/Gf8a/xv/Gf8W/xb/F/8X/xX/FP8T/xX/F/8Y/xb/F/8a/xv/G/8Z/xr/HP8d/xv/G/8e/yD/I/8n/yr/Lv80/zj/Pf9A/0T/SP9L/0//Uv9V/1f/Wf9Z/1v/Xf9f/2H/Zf9q/23/cP90/3v/f/+D/4n/j/+U/5n/nv+i/6X/p/+p/6j/qP+p/6n/p/+k/6T/pP+j/6L/of+f/57/nf+e/5//ov+m/6r/rv+0/7v/w//L/9T/3//o//P//f8IABMAHgAoADIAOwBEAEwAUABVAFkAXQBgAGMAZwBqAGwAcAB0AHgAegB8AH4AgQCDAIUAhACFAIcAigCLAIwAjgCQAJIAlACVAJcAmwCfAKQAqwCzALoAwADGAM4A2ADgAOUA6wDzAPkA/gADAQYBCgENARABEgESARQBFgEVARQBEwEQAQwBCAEFAQAB/AD4APYA8wDvAOwA6ADlAOMA3wDbANcA0wDPAM0AygDHAMMAwAC/AL4AugC3ALQAsQCsAKgAowCeAJoAlwCUAJAAjQCKAIkAiACGAIUAggB+AHsAeQBzAG4AZwBhAFoAUQBJAEAANwAvACgAIQAaABIADAAIAAMAAAD8//r/9//2//T/8v/w/+7/7f8=" type="audio/wav" />
    Your browser does not support the audio element.
</audio>

```python
plt.plot(audio_sequence);
```

```python

```

```python

```