QPSK
hard-descision
Forssén
+bandpass
+lowpass
+Bandpass
-# %%
+# %%
import numpy as np
import matplotlib.pyplot as plt
import scipy as stats
def diff_letters(a,b):
return sum ( a[i] != b[i] for i in range(len(a)) )
-# %%
-# Create constellations
+# %%
M = 8
first = (2 - 1 - M)
last = (16 - 1 - M)
for j in PAM4:
QAM16.append([i, j])
+
# %%
# Assign gray codes:
g_QAM16 = {format(k, '04b'): i for k, i in zip([0, 1, 3, 2, 4, 5, 7, 6, 12, 13, 15, 14, 8, 9, 11, 10], QAM16)}
# %%
-# Plot constellations
-
# PAM-8
plt.figure(figsize=(4, 1))
plt.title("PAM-8 modulation, gray coding")
for (k, s) in g_QAM16.items():
plt.text(*s, k)
-# %%
-# Transmission through AWGN channel
+# %%
+# Plot definitions
num_symbols = 10**6
-SNR_list = np.linspace(-20, 20, 21)
+SNR_list = np.linspace(-20, 20, 10)
+
# %%
-# PAM8 transmission
+# PAM8
symbol_error_rate = []
bit_error_rate = []
signal_power = np.mean(np.abs(PAM8_symbols)**2)
noise_power = signal_power / SNR_linear
- noise = noise_power * np.random.normal(0, 1, len(PAM8_symbols))
+ noise = math.sqrt(noise_power) * np.random.normal(0, 1, len(PAM8_symbols))
rx_signal = PAM8_symbols + noise
distances = np.zeros(len(PAM8), dtype=float)
SER = errors / num_symbols
BER = bit_errors / num_symbols
-
+
# Make the plot for specific SNR_dB
- if SNR_dB == 20:
+ if SNR_dB == 30:
plt.figure(figsize=(4, 1))
- plt.title("Recieved symbols, PAM-8 modulation (SNR_dB = 20)")
+ plt.title("Recieved symbols, PAM-8 modulation (SNR_dB = 30)")
plt.plot(rx_signal, np.zeros(num_symbols), 'o', color="red")
plt.plot(PAM8, [0]*len(PAM8), 'o', color="blue")
plt.yticks([])
# Final curve plot
plt.figure(figsize=(4, 4))
plt.title("PAM-8 modulation error rate")
-plt.plot(SNR_list, symbol_error_rate, 'o-', color="blue")
-plt.plot(SNR_list, bit_error_rate, 'o-', color="red")
+plt.semilogy(SNR_list, symbol_error_rate, 'o-', color="blue")
+plt.semilogy(SNR_list, bit_error_rate, 'o-', color="red")
plt.xlabel("SNR (dB)")
plt.ylabel("Error rate")
plt.legend(["Symbol error rate", "Bit error rate"])
+
# %%
-# QPSK transmission
+# QPSK
symbol_error_rate = []
bit_error_rate = []
signal_power = np.mean(np.abs(QPSK_symbols)**2)
noise_power = signal_power / SNR_linear
- noise = noise_power * np.random.normal(0, 1, size=(num_symbols, 2))
+ noise = math.sqrt(noise_power) * np.random.normal(0, 1, size=(num_symbols, 2))
rx_signal = QPSK_symbols + noise
distances = np.zeros(len(QPSK), dtype=float)
BER = bit_errors / num_symbols
# Make the plot for specific SNR_dB
- if SNR_dB == 10:
+ if SNR_dB == 20:
r_x = [x for x, y in rx_signal]
r_y = [y for x, y in rx_signal]
y = [y for x, y in QPSK]
plt.figure(figsize=(4, 4))
- plt.title("Recieved symbols, QPSK modulation (SNR_dB = 10)")
+ plt.title("Recieved symbols, QPSK modulation (SNR_dB = 20)")
plt.plot(np.cos(circle_x), np.sin(circle_x), color="orange")
plt.plot(r_x, r_y, 'o', color="red")
plt.plot(x,y,'o', color="blue")
# Final curve plot
plt.figure(figsize=(4, 4))
plt.title("QPSK modulation error rate")
-plt.plot(SNR_list, symbol_error_rate, 'o-', color="blue")
-plt.plot(SNR_list, bit_error_rate, 'o-', color="red")
+plt.semilogy(SNR_list, symbol_error_rate, 'o-', color="blue")
+plt.semilogy(SNR_list, bit_error_rate, 'o-', color="red")
plt.legend(["Symbol error rate", "Bit error rate"])
plt.xlabel("SNR (dB)")
plt.ylabel("Error rate")
# %%
-# PSK8 transmission
+# PSK8
symbol_error_rate = []
bit_error_rate = []
signal_power = np.mean(np.abs(PSK8_symbols)**2)
noise_power = signal_power / SNR_linear
- noise = noise_power * np.random.normal(0, 1, size=(num_symbols, 2))
+ noise = math.sqrt(noise_power) * np.random.normal(0, 1, size=(num_symbols, 2))
rx_signal = PSK8_symbols + noise
distances = np.zeros(len(PSK8), dtype=float)
BER = bit_errors / num_symbols
# Make the plot for specific SNR_dB
- if SNR_dB == 10:
+ if SNR_dB == 20:
r_x = [x for x, y in rx_signal]
r_y = [y for x, y in rx_signal]
y = [y for x, y in PSK8]
plt.figure(figsize=(4, 4))
- plt.title("Recieved symbols, PSK-8 modulation (SNR_dB = 10)")
+ plt.title("Recieved symbols, PSK-8 modulation (SNR_dB = 20)")
plt.plot(np.cos(circle_x), np.sin(circle_x), color="orange")
plt.plot(r_x, r_y, 'o', color="red")
plt.plot(x,y,'o', color="blue")
# Final curve plot
plt.figure(figsize=(4, 4))
plt.title("PSK-8 modulation error rate")
-plt.plot(SNR_list, symbol_error_rate, 'o-', color="blue")
-plt.plot(SNR_list, bit_error_rate, 'o-', color="red")
+plt.semilogy(SNR_list, symbol_error_rate, 'o-', color="blue")
+plt.semilogy(SNR_list, bit_error_rate, 'o-', color="red")
plt.legend(["Symbol error rate", "Bit error rate"])
plt.xlabel("SNR (dB)")
plt.ylabel("Error rate")
+
# %%
-# QAM16 transmission
+# QAM16
+
symbol_error_rate = []
bit_error_rate = []
signal_power = np.mean(np.abs(QAM16_symbols)**2)
noise_power = signal_power / SNR_linear
- noise = noise_power * np.random.normal(0, 1, size=(num_symbols, 2))
+ noise = math.sqrt(noise_power) * np.random.normal(0, 1, size=(num_symbols, 2))
rx_signal = QAM16_symbols + noise
distances = np.zeros(len(QAM16), dtype=float)
BER = bit_errors / num_symbols
- # print("errors: ", errors)
- # print("QAM16 Symbol error rate (SER): ", SER)
-
# Make the plot for specific SNR_dB
if SNR_dB == 20:
r_x = [x for x, y in rx_signal]
# Final curve plot
plt.figure(figsize=(4, 4))
plt.title("QAM-16 modulation error rate")
-plt.plot(SNR_list, symbol_error_rate, 'o-', color="blue")
-plt.plot(SNR_list, bit_error_rate, 'o-', color="red")
+plt.semilogy(SNR_list, symbol_error_rate, 'o-', color="blue")
+plt.semilogy(SNR_list, bit_error_rate, 'o-', color="red")
plt.legend(["Symbol error rate", "Bit error rate"])
plt.xlabel("SNR (dB)")
plt.ylabel("Error rate")
+
# %%
# Hamming code
num_symbols_encoded = len(QPSK_symbols_encoded)
num_symbols_plain = len(QPSK_symbols_plain)
-SNR_list = np.linspace(-20, 10, 16)
+SNR_list = np.linspace(-20, 20, 10)
-# Encoded QPSK transmission
+# Encoded QPSK
for SNR_dB in SNR_list:
SNR_linear = 10**(SNR_dB / 10)
signal_power = np.mean(np.abs(QPSK_symbols_encoded)**2)
noise_power = signal_power / SNR_linear
- noise = noise_power * np.random.normal(0, 1, size=(num_symbols_encoded, 2))
+ noise = math.sqrt(noise_power) * np.random.normal(0, 1, size=(num_symbols_encoded, 2))
rx_signal = QPSK_symbols_encoded + noise
distances = np.zeros(len(QPSK), dtype=float)
ber_encoded.append(BER)
-# Plain QPSK transmission
+# Plain QPSK
for SNR_dB in SNR_list:
SNR_linear = 10**(SNR_dB / 10)
signal_power = np.mean(np.abs(QPSK_symbols_plain)**2)
noise_power = signal_power / SNR_linear
- noise = noise_power * np.random.normal(0, 1, size=(num_symbols_plain, 2))
+ noise = math.sqrt(noise_power) * np.random.normal(0, 1, size=(num_symbols_plain, 2))
rx_signal = QPSK_symbols_plain + noise
distances = np.zeros(len(QPSK), dtype=float)
ber_plain.append(BER)
plt.figure(3)
-plt.semilogy(SNR_list, ber_encoded, 'o-', label="With hamming")
-plt.semilogy(SNR_list, ber_plain, 's-', label="Without encoding")
+plt.semilogy(SNR_list, ber_encoded, 'o-', label="With hamming", color="blue")
+plt.semilogy(SNR_list, ber_plain, 'o-', label="Without encoding", color="red")
plt.title("Bit error rate for QPSK communication with and without encoding")
plt.xlabel("SNR (dB)")
plt.ylabel("Bit error rate")
-# Also check with Rayleigh-fading channel
-
-
-
-# %%
--- /dev/null
+# %%
+import numpy as np
+import matplotlib.pyplot as plt
+import scipy as stats
+from scipy.fftpack import fft, rfft, irfft, fftfreq, rfftfreq
+import scipy.signal
+from scipy.stats import norm, expon
+
+# %%
+f = 4000
+T = 1 / f
+t = np.linspace(0, 10 * T, 1000)
+s = np.sin(2 * np.pi * f * t)
+
+plt.figure(figsize=(10, 4))
+plt.plot(t, s)
+plt.title("Given signal")
+plt.xlabel("t (s)")
+plt.ylabel("magnitude")
+plt.grid(True)
+plt.show()
+
+# %%
+# Power/Energy
+
+s_T = s[0:int(len(s) / 10)]
+P = np.correlate(s_T, s_T, mode="valid") # Complete overlap of s and s
+t_new = np.linspace(-T, T, 200)
+autocorr = (1 / (len(t_new) / 2)) * np.correlate(s_T, s_T, mode="full") # Full autocorrelation
+
+t_cut = t_new[1:]
+
+plt.figure(figsize=(10, 4))
+plt.plot(t_cut, autocorr)
+plt.title("Autocorrelation function")
+plt.xlabel("t (s)")
+plt.ylabel("magnitude")
+plt.grid(True)
+plt.show()
+
+print(f"Energy of signal is infinite since signal is of power type.")
+print(f"Power of signal: {P[0] / (len(t_new) / 2) }")
+
+# %%
+autocorr = np.correlate(s, s, mode="full") / 1000
+t_new = np.linspace(0, T*10, 1000)
+
+autocorr_fft = np.fft.fft(autocorr) / 1000
+freq = np.fft.fftfreq(len(autocorr_fft), t_new[1] - t_new[0])
+
+plt.figure(figsize=(10, 4))
+plt.plot(freq, np.abs(autocorr_fft))
+plt.title("Power spectrum of signal")
+plt.xlabel("f (Hz)")
+plt.xlim((-7000, 7000))
+plt.ylabel("magnitude")
+plt.grid(True)
+plt.show()
+
+# %%
+# Two tone sampled signal
+
+f1 = 60
+f2 = 10
+sample_rate_original = 100000
+
+T_tot = 1 # 1 second total
+
+t = np.linspace(0, T_tot, T_tot * sample_rate_original)
+
+x = np.sin(2 * np.pi * f1 * t) + np.sin(2 * np.pi * f2 * t)
+
+plt.figure(figsize=(10, 4))
+plt.plot(t, x)
+plt.xlabel("t (s)")
+plt.ylabel("magnitude")
+plt.title("Original signal")
+plt.grid(True)
+
+sample_rate = 80
+
+# Generate impulse train as close as desired sample_rate as possible
+impulse_train = np.zeros_like(t)
+should_sample = 0.999 # skip the first sample
+for sample_i in np.arange(len(t)):
+ if should_sample >= 1:
+ impulse_train[sample_i] = 1
+ should_sample -= 1
+
+ should_sample += (sample_rate / sample_rate_original)
+
+# Sample signal
+sampled_signal = x * impulse_train
+
+# Plot samples
+sampled_signal_plot=sampled_signal.copy()
+sampled_signal_plot[sampled_signal_plot==0] = np.nan
+plt.plot(t, sampled_signal_plot, 'ro')
+plt.show()
+
+# spectrum of original
+s_f = np.fft.fft(x)
+f = np.fft.fftfreq(len(s_f), t[1] - t[0])
+
+plt.figure(figsize=(10, 4))
+plt.plot(f, np.abs(s_f))
+plt.title("Spectrum of original signal")
+plt.xlabel("f (Hz)")
+plt.xlim((-100, 100))
+plt.ylabel("magnitude")
+plt.grid(True)
+plt.show()
+
+# spectrum of sampled
+frequency_domain_sampled_signal = np.fft.fft(sampled_signal)
+f2 = np.fft.fftfreq(len(frequency_domain_sampled_signal), t[1] - t[0])
+
+plt.figure(figsize=(10, 4))
+plt.plot(f2, np.abs(frequency_domain_sampled_signal))
+plt.title("Spectrum of sampled signal, 80 Hz")
+plt.xlabel("f (Hz)")
+plt.xlim((-100, 100))
+plt.ylabel("magnitude")
+plt.grid(True)
+plt.show()
+
+
+# %%
+# Bandpass signal
+
+f0 = 5000
+f1 = f0 - 10
+f2 = f0 + 10
+
+t = np.linspace(0.00001, 1, 100000)
+
+x = np.sin(2 * np.pi * f1 * t) + np.sin(2 * np.pi * f2 * t)
+
+plt.figure(figsize=(10, 4))
+plt.plot(t, x)
+plt.xlabel("t (s)")
+plt.ylabel("magnitude")
+plt.title("Original signal")
+plt.grid(True)
+
+x_f = np.fft.fft(x)
+f = np.fft.fftfreq(len(x), t[1] - t[0])
+
+plt.figure(figsize=(10, 4))
+plt.plot(f, np.abs(x_f))
+plt.title("Spectrum of original signal, X(f)")
+plt.xlabel("f (Hz)")
+plt.xlim((4900, 5100))
+plt.ylabel("magnitude")
+plt.grid(True)
+plt.show()
+
+x_hat_f = 1j * np.sign(f) * x_f
+
+z_f = x_f - 1j*x_hat_f
+
+z_t = np.fft.ifft(z_f)
+
+x_lt = z_t*np.exp(-1j*2*np.pi*f0*t)
+
+plt.figure(figsize=(10, 4))
+plt.plot(f, np.abs(z_f))
+plt.title("Specturm of analytical signa, Z(f)")
+plt.xlabel("f (Hz)")
+plt.ylabel("magnitude")
+plt.xlim((-10000, 10000))
+plt.grid(True)
+plt.show()
+
+x_lf = np.fft.fft(x_lt)
+f = np.fft.fftfreq(len(x_lf), t[1] - t[0])
+
+plt.figure(figsize=(10, 4))
+plt.plot(f, np.abs(x_lf))
+plt.title("Spectrum of lowpass signal, Y(f)")
+plt.xlabel("f (Hz)")
+plt.ylabel("magnitude")
+plt.xlim((-50, 50))
+plt.grid(True)
+plt.show()
+
+
+# %% [markdown]
+# # Report questions
+#
+# ## Explain what is an energy- and power-type signal and their characteristics. Is the signal from Student Task 1 a power- or energy-type signal?
+#
+# An energy-type signal is a signal with a finite energy (see definition, "finite area"). This signal will have a power of 0, because the time-average energy of the signal is 0.
+# A power-type signal is a signal with a infinite energy and and a finite time-average power. Periodic signals are power-type signals.
+#
+# The signal from Task 1 is a power-type signal since it is intepreted to be infinite, thus having infinite energy.
+#
+# ## Why is it called time-average autocorrelation function, and what is the power spectrum?
+#
+# It is called the time-average autocorrelation function since the autocorrelation over one period is averaged across the entire time-scope.
+# 
+#
+# The power spectrum is the fourier transform of the time-average autocorrelation and shows the power-content of the signal across the frequency-axis.
+#
+# ## What happen at different sampling rates in Student Task 2? What is the aliasing distortion?
+#
+# The aliasing distortion is the unwanted effect of overlapping frequency components resulting from sampling the signal below the nyqvist rate (2*W). The overlapping of original frequency components and those created from the sampling results in a frequency-spectrum unlike the original frequency-spectrum.
+#
+# The spectrum of the sampled signal looks correct for large sample-rates (>200). When the sample rate approaches 120, the aliasing distortion from the 60Hz signal gets closer to the signal visible at 60%. Once the sample rate equals 120 the aliasing distortion overlaps with the actual signal and the spectrum is no longer easily intepreted. When the sample rate decreases further the aliasing distortion shows up between the two signal peaks at 60Hz and 20Hz.
+#
+# ## What is the lowpass representation of a bandpass signal?
+#
+# The lowpass representation of a bandpass signal is simply the same signal but instead of being centered around f_0 the signal is shifted and centered around 0.
+#
+
+
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+ "execution_count": 7,
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",
+ "image/png": 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",
"text/plain": [
"<Figure size 1000x400 with 1 Axes>"
]
"s = np.sin(2 * np.pi * f * t)\n",
"\n",
"plt.figure(figsize=(10, 4))\n",
- "plt.plot(t, s) \n",
+ "plt.plot(t, s)\n",
+ "plt.title(\"Given signal\")\n",
"plt.xlabel(\"t (s)\")\n",
"plt.ylabel(\"magnitude\")\n",
"plt.grid(True)\n",
},
{
"cell_type": "code",
- "execution_count": 99,
+ "execution_count": 9,
"metadata": {},
"outputs": [
{
"data": {
- "image/png": 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",
+ "image/png": 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",
"text/plain": [
"<Figure size 1000x400 with 1 Axes>"
]
"\n",
"plt.figure(figsize=(10, 4))\n",
"plt.plot(t_cut, autocorr)\n",
- "plt.title(\"Autocorrelation\")\n",
+ "plt.title(\"Autocorrelation function\")\n",
"plt.xlabel(\"t (s)\")\n",
"plt.ylabel(\"magnitude\")\n",
"plt.grid(True)\n",
},
{
"cell_type": "code",
- "execution_count": 100,
+ "execution_count": 13,
"metadata": {},
"outputs": [
{
"data": {
- "image/png": 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",
+ "image/png": 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",
"text/plain": [
"<Figure size 1000x400 with 1 Axes>"
]
"\n",
"plt.figure(figsize=(10, 4))\n",
"plt.plot(freq, np.abs(autocorr_fft))\n",
- "plt.title(\"Energy spectral density\")\n",
+ "plt.title(\"Power spectrum of signal\")\n",
"plt.xlabel(\"f (Hz)\")\n",
- "plt.xlim((-10000, 10000))\n",
+ "plt.xlim((-7000, 7000))\n",
"plt.ylabel(\"magnitude\")\n",
"plt.grid(True)\n",
"plt.show()"
},
{
"cell_type": "code",
- "execution_count": 101,
+ "execution_count": 18,
"metadata": {},
"outputs": [
{
},
{
"data": {
- "image/png": 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",
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",
"text/plain": [
"<Figure size 1000x400 with 1 Axes>"
]
"\n",
"plt.figure(figsize=(10, 4))\n",
"plt.plot(f2, np.abs(frequency_domain_sampled_signal))\n",
- "plt.title(\"Spectrum of sampled signal\")\n",
+ "plt.title(\"Spectrum of sampled signal, 80 Hz\")\n",
"plt.xlabel(\"f (Hz)\")\n",
"plt.xlim((-100, 100))\n",
"plt.ylabel(\"magnitude\")\n",
},
{
"cell_type": "code",
- "execution_count": 102,
+ "execution_count": 21,
"metadata": {},
"outputs": [
{
},
{
"data": {
- "image/png": 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fjRs31hNPPKFnn33WY1PyW265RUlJSZo0aZL279+vVq1aKS0tze0+uYSEBG3atEmTJ0/WRx99pDlz5qhu3bpq3bq1XnrpJbOdzWbTihUr9MILL+i9997Thx9+qLp166pLly665pprzHbz58/XyJEjNWbMGOXn52vChAkXDXXJycmaNm2apk+frtGjR6tDhw5atmyZ/vd//7d8Bu4iHnroIUVHR+vFF1/U2LFjzY2rX3rpJa8bvZdG69at9a9//Uvjxo3TlClT5HA41KlTJ73zzjsee9SVxUsvvaTo6Gi9+eab+vzzz5WUlKTPPvtMXbp08XoZoy8eeughZWVl6Y033tCqVavUqlUrvfPOO1q6dKnbZual9dhjj+ndd9/V9OnTdfLkSTVs2FCjRo3Ss88+W+Lryvtc69ata/65evbZZ1W7dm394Q9/0G233abk5OQyvx8ABDKLwT9ZAUDQs1gsGj58eLlfmofAk5OTo9q1a+v555/XM8884+/uVKiqdK4AcCm4pw4AgAB15swZj2OvvPKKJKlr166V25kKVpXOFQDKG5dfAgAQoBYvXqy0tDTdcccdqlGjhr788kv97W9/U8+ePfW73/3O390rV1XpXAGgvBHqAAAIUG3btlVYWJimTp2q3Nxcc0GR559/3t9dK3dV6VwBoLxxTx0AAAAABDHuqQMAAACAIEaoAwAAAIAgxj115cThcOjAgQOqWbNmuW0ICwAAACD4GIahEydOqEGDBrJaK76ORqgrJwcOHFCjRo383Q0AAAAAAeLnn39Ww4YNK/xzCHXlpGbNmpKkffv2qU6dOn7uTdVUUFCgzz77TD179lR4eLi/u1MlMQf+xxz4H3Pgf8yBfzH+/scc+N/Ro0fVrFkzMyNUNEJdOXFeclmzZk3FxMT4uTdVU0FBgaKjoxUTE8NfYH7CHPgfc+B/zIH/MQf+xfj7H3PgfwUFBZJUabdlsVAKAAAAAAQxQh0AAAAABDFCHQAAAAAEMUIdAAAAAAQxQh0AAAAABDFCHQAAAAAEMUIdAAAAAAQxv4a6iRMnymKxuP1q0aKF+fzZs2c1fPhw1a1bVzVq1FDfvn2VnZ3t9h779+9XSkqKoqOjFR8fr6eeekqFhYVubdatW6frr79ekZGRuvLKK5WWlubRl9mzZ6tp06aKiopSp06dtGnTpgo5ZwAAAAAoT36v1LVu3VoHDx40f3355Zfmc2PGjNE///lPLV26VOvXr9eBAwd0zz33mM/b7XalpKQoPz9fGzZs0FtvvaW0tDSNHz/ebLNv3z6lpKSoW7du2rZtm0aPHq1HHnlEq1atMtssXrxYqampmjBhgrZs2aJrr71WycnJOnToUOUMAgAAAAD4yO+hLiwsTImJieavevXqSZKOHz+uBQsWaPr06br11lvVvn17LVq0SBs2bNDGjRslSZ999pl27dqld955R+3atVOvXr303HPPafbs2crPz5ckzZ07V82aNdO0adPUsmVLjRgxQv369dOMGTPMPkyfPl1Dhw7V4MGD1apVK82dO1fR0dFauHBh5Q8IAOCifjx0Uodyz/q7G0HlbIFdW/cfk8Nh+LsrAIByFubvDvzwww9q0KCBoqKilJSUpClTpqhx48bKzMxUQUGBunfvbrZt0aKFGjdurIyMDHXu3FkZGRm65pprlJCQYLZJTk7WsGHDtHPnTl133XXKyMhwew9nm9GjR0uS8vPzlZmZqXHjxpnPW61Wde/eXRkZGcX2Oy8vT3l5eebj3NxcSVJBQYEKCgouaUzgG+e4M/7+wxz4X1WYg+NnCtRr5hdqVDtaq578nb+74yFQ5+Avq/6t+V/+pFfubauUaxL93Z0KFahzUFUw/v7HHPhfZY+9X0Ndp06dlJaWpubNm+vgwYOaNGmSbrrpJu3YsUNZWVmKiIhQrVq13F6TkJCgrKwsSVJWVpZboHM+73yupDa5ubk6c+aMjh07Jrvd7rXN7t27i+37lClTNGnSJI/ja9euVXR0dOkGABUiPT3d312o8pgD/wvlOcg+IxXYw/TL0ZNasWKFv7tTrECbg8x/WyVZtWbjVll+rhrVukCbg6qG8fc/5sB/Tp8+Xamf59dQ16tXL/P3bdu2VadOndSkSRMtWbJE1apV82PPLm7cuHFKTU01H+fm5qpRo0bq1q2b6tat68eeVV0FBQVKT09Xjx49FB4e7u/uVEnMgf9VhTn4IfuktG2DZLXpjjuS/d0dD4E6B5/mfisdydbVzVvojpub+bs7FSpQ56CqYPz9jznwvyNHjlTq5/n98ktXtWrV0tVXX60ff/xRPXr0UH5+vnJyctyqddnZ2UpMPHfZSGJioscqlc7VMV3bFF0xMzs7WzExMapWrZpsNptsNpvXNs738CYyMlKRkZEex8PDw/ny+Blz4H/Mgf+F9BxYbZIku8MI6HMMtDlw3kpnyBJQ/apIgTYHVQ3j73/Mgf9U9rj7faEUVydPntTevXtVv359tW/fXuHh4Vq9erX5/J49e7R//34lJSVJkpKSkrR9+3a3VSrT09MVExOjVq1amW1c38PZxvkeERERat++vVsbh8Oh1atXm20AAIHDYZxLJ3aHIcOoGpcRlgdz3BgzAAg5fg11//d//6f169frp59+0oYNG9SnTx/ZbDYNGDBAsbGxGjJkiFJTU7V27VplZmZq8ODBSkpKUufOnSVJPXv2VKtWrfTAAw/o22+/1apVq/Tss89q+PDhZhXt8ccf13/+8x89/fTT2r17t+bMmaMlS5ZozJgxZj9SU1P15ptv6q233tL333+vYcOG6dSpUxo8eLBfxgUAULxCl9UbWcix9JzjZmfQACDk+PXyy19++UUDBgzQkSNHFBcXpy5dumjjxo2Ki4uTJM2YMUNWq1V9+/ZVXl6ekpOTNWfOHPP1NptNy5Yt07Bhw5SUlKTq1atr0KBBmjx5stmmWbNmWr58ucaMGaOZM2eqYcOGmj9/vpKTL9yH0b9/fx0+fFjjx49XVlaW2rVrp5UrV3osngIA8D/XUGJ3GLJZLX7sTfCwE+oAIGT5NdS9//77JT4fFRWl2bNna/bs2cW2adKkyUVXP+vatau2bt1aYpsRI0ZoxIgRJbYBAPhf0VCH0iHUAUDoCqh76gAAuBi3UMf9YaVGqAOA0EWoAwAEFbdQZyeglJZz3AoJdQAQcgh1AICg4lqdo1JXes6xcjBmABByCHUAgKBidzjM3xe6/B4lo1IHAKGLUAcACCp2lxxHpis9Z6hzEOoAIOQQ6gAAQYVKnW+o1AFA6CLUAQCCSiFbGviEzccBIHQR6gAAQYV96nzjINQBQMgi1AEAggqhzjdU6gAgdBHqAABBhc3HfcPm4wAQugh1AICg4hpKCtl8vNRYKAUAQhehDgAQVFyrc2ykXXpsPg4AoYtQBwAIKm6VOqpOpUalDgBCF6EOABBUXEMdG2mXHpuPA0DoItQBAIIKlTrfXKjUsWE7AIQaQh0AIKhQqfPNhUqdnzsCACh3hDoAQFAppFLnEyp1ABC6CHUAgKDC5uO+cYY5xgwAQg+hDgAQVAh1ZWcYhpxDxYbtABB6CHUAgKDCQillx4btABDaCHUAgKDC5uNlx5gBQGgj1AEAggqVurJjzAAgtBHqAABBhS0Nyo4xA4DQRqgDAAQVqk5lx5gBQGgj1AEAggpVp7JjzAAgtBHqAABBhc3Hy45KHQCENkIdACCouFaa2HOtdFj9EgBCG6EOABBUXCtNdrvDjz0JHq5701GpA4DQQ6gDAAQV10oT+2iXjtuYEeoAIOQQ6gAAQcWtUuegUlca7mNGqAOAUEOoAwAEFdcgx6WEpcNCKQAQ2gh1AICgwvL8ZceYAUBoI9QBAIIKVaeyY8wAILQR6gAAQYWqU9kVvY+OcQOA0EKoAwAEFTYfL7ui48S4AUBoIdQBAIKK+5YGhJPSKLrhOBuQA0BoIdQBAIKK60badjaqK5VCO5U6AAhlhDoAQFChUld2RStz7FUHAKGFUAcACCpspF12RStzjBsAhBZCHQAgqDgIdWVWdLVLxg0AQguhDgAQVKjUlR2VOgAIbYQ6AEBQYSPtsrM7HG6PC4s8BgAEN0IdACCosPl42dmLZDgyHQCEFkIdACCoUKkru6KVOSp1ABBaCHUAgKBiZ0uDMmPzcQAIbQET6l588UVZLBaNHj3aPHb27FkNHz5cdevWVY0aNdS3b19lZ2e7vW7//v1KSUlRdHS04uPj9dRTT6mwsNCtzbp163T99dcrMjJSV155pdLS0jw+f/bs2WratKmioqLUqVMnbdq0qSJOEwBwidh8vOzYfBwAQltAhLrNmzfrjTfeUNu2bd2OjxkzRv/85z+1dOlSrV+/XgcOHNA999xjPm+325WSkqL8/Hxt2LBBb731ltLS0jR+/Hizzb59+5SSkqJu3bpp27ZtGj16tB555BGtWrXKbLN48WKlpqZqwoQJ2rJli6699lolJyfr0KFDFX/yAIAyYfPxsmPzcQAIbX4PdSdPntTAgQP15ptvqnbt2ubx48ePa8GCBZo+fbpuvfVWtW/fXosWLdKGDRu0ceNGSdJnn32mXbt26Z133lG7du3Uq1cvPffcc5o9e7by8/MlSXPnzlWzZs00bdo0tWzZUiNGjFC/fv00Y8YM87OmT5+uoUOHavDgwWrVqpXmzp2r6OhoLVy4sHIHAwBwUWxpUHZsaQAAoS3M3x0YPny4UlJS1L17dz3//PPm8czMTBUUFKh79+7msRYtWqhx48bKyMhQ586dlZGRoWuuuUYJCQlmm+TkZA0bNkw7d+7Uddddp4yMDLf3cLZxXuaZn5+vzMxMjRs3znzearWqe/fuysjIKLbfeXl5ysvLMx/n5uZKkgoKClRQUODbYOCSOMed8fcf5sD/qsIcuC7PX2i3B9y5BuIcFBS435aQlx/aP6sCcQ6qEsbf/5gD/6vssfdrqHv//fe1ZcsWbd682eO5rKwsRUREqFatWm7HExISlJWVZbZxDXTO553PldQmNzdXZ86c0bFjx2S327222b17d7F9nzJliiZNmuRxfO3atYqOji72dah46enp/u5Clccc+F8oz8HZszZJFklS1qHDWrFihX87VIxAmoPvDlok2czHX361QQdi/NefyhJIc1AVMf7+xxz4z+nTpyv18/wW6n7++Wc9+eSTSk9PV1RUlL+64bNx48YpNTXVfJybm6tGjRqpW7duqlu3rh97VnUVFBQoPT1dPXr0UHh4uL+7UyUxB/5XFebgmS1rJPu5ylOdOnV1xx03+LlH7gJxDrI3/Ff6aY/5uGPnzurYtI4fe1SxAnEOqhLG3/+YA/87cuRIpX6e30JdZmamDh06pOuvv948Zrfb9cUXX2jWrFlatWqV8vPzlZOT41aty87OVmJioiQpMTHRY5VK5+qYrm2KrpiZnZ2tmJgYVatWTTabTTabzWsb53t4ExkZqcjISI/j4eHhfHn8jDnwP+bA/0J5Dtw2HzcsAXuegTQHxvnKppPFYguYvlWkQJqDqojx9z/mwH8qe9z9tlDKbbfdpu3bt2vbtm3mrw4dOmjgwIHm78PDw7V69WrzNXv27NH+/fuVlJQkSUpKStL27dvdVqlMT09XTEyMWrVqZbZxfQ9nG+d7REREqH379m5tHA6HVq9ebbYBAAQO9qkru6LjxLgBQGjxW6WuZs2aatOmjdux6tWrq27duubxIUOGKDU1VXXq1FFMTIxGjhyppKQkde7cWZLUs2dPtWrVSg888ICmTp2qrKwsPfvssxo+fLhZRXv88cc1a9YsPf3003r44Ye1Zs0aLVmyRMuXLzc/NzU1VYMGDVKHDh3UsWNHvfLKKzp16pQGDx5cSaMBACgt10od+62VTtH9/Bg3AAgtfl/9siQzZsyQ1WpV3759lZeXp+TkZM2ZM8d83mazadmyZRo2bJiSkpJUvXp1DRo0SJMnTzbbNGvWTMuXL9eYMWM0c+ZMNWzYUPPnz1dycrLZpn///jp8+LDGjx+vrKwstWvXTitXrvRYPAUA4F+GYbiFOteVMFE8jy0N2LQdAEJKQIW6devWuT2OiorS7NmzNXv27GJf06RJk4uufNa1a1dt3bq1xDYjRozQiBEjSt1XAEDlK1pgspPpSsVj83EuvwSAkOL3zccBACitwiKVOSp1pcPm4wAQ2gh1AICgUTTDEU5Kx0GoA4CQRqgDAAQNz0od4aQ0qNQBQGgj1AEAgoZHpY57w0qlaIgj1AFAaCHUAQCChkeljlUcS4VQBwChjVAHAAgabKLtG8YNAEIboQ4AEDSoOPmGzccBILQR6gAAQYNQ55uilbmiq2ECAIIboQ4AEDSKhjgqTqXDuAFAaCPUAQCCBkvz+8Zz3Ni0HQBCCaEOABA02ETbN57j5qeOAAAqBKEOABA0qNT5xnPTdlIdAIQSQh0AIGg4Q5zVcv4xS/OXirMyZ44bmQ4AQgqhDgAQNJyhLjLMJkkyDFZyLA1nZc45blTqACC0EOoAAEHDWZmLCLN6HEPxnNvUOceNMQOA0EKoAwAEDWelzi3UUam7KGdlzjlubGkAAKGFUAcACBpmqLMR6sqi6LhxySoAhBZCHQAgaFy4p+7Cjy+qThdXdNwYMwAILYQ6AEDQ8Hb5JVWniys6bowZAIQWQh0AIGg4w0mYzWIeo+p0cUVDHWMGAKGFUAcACBrOcGKzWmU7v+mag5UcL8pcNdR5Tx1jBgAhhVAHAAgazgpTmNVihjqqThdXaC9SqbMzZgAQSgh1AICgYVbqLBbZLOdCnZ2AclFFL79kxVAACC2EOgBA0HBeRmizWhR2vlLHRtoXV/TyS8YMAEILoQ4AEDScm2iH2SyynV8sxXkMxTO3NAi3SeKSVQAINYQ6AEDQsJ/Pb1bXyy/JdBfF5uMAENoIdQCAoGFW6twWSiHVXQxbGgBAaCPUAQCChlmpcwl1ZLqLMy+/ZPNxAAhJhDoAQNCgUucbKnUAENoIdQCAoOEMJ26VOlZyvCg2HweA0EaoAwAEDa+bj7NP3UXZ2XwcAEIaoQ4AEDScFSa3zcepOl2UWakLY586AAhFhDoAQNBwVupsLpU6O/eHXVRhkS0NGDMACC2EOgBA0HBeRmhzWyiFgHIxLJQCAKGNUAcACBrOywZtVovCzC0NCCglMQzDI9QxZgAQWgh1AICgYXe5/NJKpa5UXIcnkkodAIQkQh0AIGi4hjoqdaXjev+cuaUBYwYAIYVQBwAIGnZvWxoQUErkGuoiw52VOjZsB4BQQqgDAAQNNh8vO9ftCyJsNknul2QCAIIfoQ4AEDTcNx9nI+3SsLuMz4XVL6nUAUAoIdQBAIKG++bj546xkXbJ3Cp15uqX/uoNAKAiEOoAAEHjwubjVrNSx0baJXNW5SwWmYvLUKkDgNBCqAMABA2HGerO/ZIIdRfjzG82y4X7EO1kOgAIKT6HupycHM2fP1/jxo3T0aNHJUlbtmzRr7/+Wm6dAwDAlWulLoxKXak4q3Ku20DYqdQBQEgJ8+VF3333nbp3767Y2Fj99NNPGjp0qOrUqaOPPvpI+/fv19tvv13e/QQAwK1SZzUDCqGuJGalzmXDdsYMAEKLT5W61NRUPfTQQ/rhhx8UFRVlHr/jjjv0xRdflPp9Xn/9dbVt21YxMTGKiYlRUlKSPv30U/P5s2fPavjw4apbt65q1Kihvn37Kjs72+099u/fr5SUFEVHRys+Pl5PPfWUCgsL3dqsW7dO119/vSIjI3XllVcqLS3Noy+zZ89W06ZNFRUVpU6dOmnTpk2lPg8AQOVwr9QRUErDe6WOMQOAUOJTqNu8ebMee+wxj+OXXXaZsrKySv0+DRs21IsvvqjMzEx98803uvXWW3X33Xdr586dkqQxY8bon//8p5YuXar169frwIEDuueee8zX2+12paSkKD8/Xxs2bNBbb72ltLQ0jR8/3myzb98+paSkqFu3btq2bZtGjx6tRx55RKtWrTLbLF68WKmpqZowYYK2bNmia6+9VsnJyTp06JAvwwMAqCDOMGKzSFYLm4+XhjlmVgtjBgAhyqdQFxkZqdzcXI/j//73vxUXF1fq97nzzjt1xx136KqrrtLVV1+tF154QTVq1NDGjRt1/PhxLViwQNOnT9ett96q9u3ba9GiRdqwYYM2btwoSfrss8+0a9cuvfPOO2rXrp169eql5557TrNnz1Z+fr4kae7cuWrWrJmmTZumli1basSIEerXr59mzJhh9mP69OkaOnSoBg8erFatWmnu3LmKjo7WwoULfRkeAEAFMQOK7UKljs3HS+bc0iDMalGYjTEDgFDk0z11d911lyZPnqwlS5ZIkiwWi/bv36+xY8eqb9++PnXEbrdr6dKlOnXqlJKSkpSZmamCggJ1797dbNOiRQs1btxYGRkZ6ty5szIyMnTNNdcoISHBbJOcnKxhw4Zp586duu6665SRkeH2Hs42o0ePliTl5+crMzNT48aNM5+3Wq3q3r27MjIyiu1vXl6e8vLyzMfOkFtQUKCCggKfxgCXxjnujL//MAf+F+pzUGC3S5IshkMWy7lgkldQGFDnG2hzcDbvXD9sFouM8+NX6DACpn8VIdDmoKph/P2POfC/yh57n0LdtGnT1K9fP8XHx+vMmTO65ZZblJWVpaSkJL3wwgtleq/t27crKSlJZ8+eVY0aNfT3v/9drVq10rZt2xQREaFatWq5tU9ISDAv8czKynILdM7nnc+V1CY3N1dnzpzRsWPHZLfbvbbZvXt3sf2eMmWKJk2a5HF87dq1io6OLt3Jo0Kkp6f7uwtVHnPgf6E6BwezrJKs2rlju345aZFk1Z5//6AVZ/b4u2seAmUO9p+UpDDl5Z3V2jWrJYXJMKRly1fofLEzZAXKHFRVjL//MQf+c/r06Ur9PJ9CXWxsrNLT0/Xll1/qu+++08mTJ3X99dd7VMRKo3nz5tq2bZuOHz+uDz74QIMGDdL69et96ValGjdunFJTU83Hubm5atSokbp166a6dev6sWdVV0FBgdLT09WjRw+Fh4f7uztVEnPgf6E+Bx8czpRyjui6a69V+IFcfZm9X5dffoXu6HGVv7tmCrQ52PpzjrR9k2pUj1Zyz8565pu1kqTk229XuC00t6sNtDmoahh//2MO/O/IkSOV+nk+hTqnLl26qEuXLpfUgYiICF155ZWSpPbt22vz5s2aOXOm+vfvr/z8fOXk5LhV67Kzs5WYmChJSkxM9Fil0rk6pmuboitmZmdnKyYmRtWqVZPNZpPNZvPaxvke3kRGRioyMtLjeHh4OF8eP2MO/I858L9QnQND50pLEeFhCg+znTtmsQbkuQbKHFit58YpzGpRZMSF/lhtYQoPt/mrW5UiUOagqmL8/Y858J/KHvdSh7pXX3211G86atQonzojSQ6HQ3l5eWrfvr3Cw8O1evVq8z69PXv2aP/+/UpKSpIk83LPQ4cOKT4+XtK5MnNMTIxatWpltlmxYoXbZ6Snp5vvERERofbt22v16tXq3bu32YfVq1drxIgRPp8HAKD8sZF22RW6rH7p3LBdYlsDAAglpQ51rqtFStLhw4d1+vRps4qWk5Nj7hVX2lA3btw49erVS40bN9aJEyf03nvvad26dVq1apViY2M1ZMgQpaamqk6dOoqJidHIkSOVlJSkzp07S5J69uypVq1a6YEHHtDUqVOVlZWlZ599VsOHDzeraI8//rhmzZqlp59+Wg8//LDWrFmjJUuWaPny5WY/UlNTNWjQIHXo0EEdO3bUK6+8olOnTmnw4MGlHR4AQCXwvpG2HzsUBByuWxq4XG1pZwVMAAgZpQ51+/btM3//3nvvac6cOVqwYIGaN28u6VwVbejQoV73ryvOoUOH9OCDD+rgwYOKjY1V27ZttWrVKvXo0UPSuSBptVrVt29f5eXlKTk5WXPmzDFfb7PZtGzZMg0bNkxJSUmqXr26Bg0apMmTJ5ttmjVrpuXLl2vMmDGaOXOmGjZsqPnz5ys5Odls079/fx0+fFjjx49XVlaW2rVrp5UrV3osngIA8C8qdWXnvmG7S6XOTqgDgFDh0z11/+///T998MEHZqCTzi14MmPGDPXr108DBw4s1fssWLCgxOejoqI0e/ZszZ49u9g2TZo08bi8sqiuXbtq69atJbYZMWIEl1sCQIBz5hCb5cJG2lScSuYcH5tVbqtdMm4AEDp8Wvbq4MGDKiws9Dhut9s9FhwBAKC8OKtyNptrpY5wUhJnRc5mtcpiscjGuAFAyPEp1N1222167LHHtGXLFvNYZmamhg0b5tO2BgAAlEahM6BYLtxTV8hlhCUyL788X6Wzna9wFhLqACBk+BTqFi5cqMTERHXo0MFc2r9jx45KSEjQ/Pnzy7uPAABIkhznLxkMc72njssIS3RhzM79yHdW6hyEOgAIGT7dUxcXF6cVK1bo3//+t3bv3i1JatGiha6++upy7RwAAK6c1SWrlcsIS+vCmJ177Bw3KnUAEDouafPxq6++miAHAKg0zupSGKGu1C6MmXuljnEDgNDhU6h7+OGHS3x+4cKFPnUGAICSuG+kTTgpDdcxk8S4AUAI8inUHTt2zO1xQUGBduzYoZycHN16663l0jEAAIpy30ibcFIajiKhjnEDgNDjU6j7+9//7nHM4XBo2LBhuuKKKy65UwAAeEOlruyo1AFA6PNp9Uuvb2S1KjU1VTNmzCivtwQAwI3DcKnUsfl4qZibj58fL8YNAEJPuYU6Sdq7d6/XTckBACgPhS4LpYTZqDiVht1+YcN2SS7j5vBbnwAA5cunyy9TU1PdHhuGoYMHD2r58uUaNGhQuXQMAICinAHOanGp1BHqSuTcm91ZqbOZ4+avHgEAyptPoW7r1q1uj61Wq+Li4jRt2rSLrowJAICv7C7L8zuX6Ge/tZI5K3LOe+ku7FNHqgOAUOFTqFu7dm159wMAgIuyu2ykbTt/A4GDUFciZ0XOWiTUkekAIHT4dE/drbfeqpycHI/jubm5bGkAAKgwrpU6G5W6UqFSBwChz6dQt27dOuXn53scP3v2rP71r39dcqcAAPCm0EuljnvqSnZhzNxDHeMGAKGjTJdffvfdd+bvd+3apaysLPOx3W7XypUrddlll5Vf7wAAOM/1MkvXSh3hpGQOlxVDJUIdAISiMoW6du3ayWKxyGKxeL3Mslq1anrttdfKrXMAADi5XmbJ5uOlx+bjABD6yhTq9u3bJ8MwdPnll2vTpk2Ki4szn4uIiFB8fLxsNlu5dxIAAIfhHurYRLt02HwcAEJfmUJdkyZNJEkObq4GAFSyQrfLL9l8vLTs5zeq89x8nHEDgFBR6lD3ySefqFevXgoPD9cnn3xSYtu77rrrkjsGAIAr1xDC5uOlV2yljnEDgJBR6lDXu3dvZWVlKT4+Xr179y62ncVikd1uL4++AQBgshet1HFvWKnYiyyUEmZuacC4AUCoKHWoc73kkssvAQCVza1SZ7WwimMp2YvZ0oBN2wEgdPi0Tx0AAJWtaMXJRsWpVBg3AAh9ZVooxdXq1au1evVqHTp0yKNyt3DhwkvuGAAArpz3hnlUnFjFsUTFVuoYNwAIGT6FukmTJmny5Mnq0KGD6tevL8v5m64BAKgozlUcPSpOdm4JKIlnpe7cRTqFdkIdAIQKn0Ld3LlzlZaWpgceeKC8+wMAgFeF568Kca7iaGMVx1JxXmZpNcft3HHGDQBCh0/31OXn5+vGG28s774AAFAs5+WCzv3WzIVSuIywRM7xKVqpY9wAIHT4FOoeeeQRvffee+XdFwAAiuWsOJmVOla/LBVz83Ez1J0/zrgBQMjw6fLLs2fPat68efr888/Vtm1bhYeHuz0/ffr0cukcAABOzhBiK7LfGuGkZObm4+crdGaljnEDgJDhU6j77rvv1K5dO0nSjh073J5j0RQAQEUobml+hyEZhsHPn2Kw+TgAhD6fQt3atWvLux8AAJSouKX5nc+F2Qh13rD5OACEPjYfBwAEheIqdRJVp5Kw+TgAhD6fKnV9+vTxepmLxWJRVFSUrrzySt1///1q3rz5JXcQAACp5EodG2kXj83HASD0+VSpi42N1Zo1a7RlyxZZLBZZLBZt3bpVa9asUWFhoRYvXqxrr71WX331VXn3FwBQRVGp802xlTo2HweAkOFTpS4xMVH333+/Zs2aJev5VbQcDoeefPJJ1axZU++//74ef/xxjR07Vl9++WW5dhgAUDU5V3G0Ftl8XOL+sJIUN25U6gAgdPhUqVuwYIFGjx5tBjpJslqtGjlypObNmyeLxaIRI0Z4rIwJAICvnNW4MBuVurIoLPaeOoff+gQAKF8+hbrCwkLt3r3b4/ju3btlt9slSVFRUSwvDQAoN44im49bLBY5cx2VuuI5iuzvd2HTdr91CQBQzny6/PKBBx7QkCFD9Kc//Uk33HCDJGnz5s3685//rAcffFCStH79erVu3br8egoAqNIKi4QTSQqzWpVvd1CpK0HRcbsQ6kh1ABAqfAp1M2bMUEJCgqZOnars7GxJUkJCgsaMGaOxY8dKknr27Knbb7+9/HoKAKjS7F5CndUqyX7hOXhyhreioY4gDAChw6dQZ7PZ9Mwzz+iZZ55Rbm6uJCkmJsatTePGjS+9dwAAnOct1IVZrZIchLoSFB23MDYfB4CQ41Ooc1U0zAEAUBG8VurO/5aqU/GKjptzFUzGDABCh8+h7oMPPtCSJUu0f/9+5efnuz23ZcuWS+4YAACuLoSTC2t8hdnOb6vD8vzFcm5pYFbqbGxpAAChxqfVL1999VUNHjxYCQkJ2rp1qzp27Ki6devqP//5j3r16lXefQQAwGMTbYmNtEvDbmfzcQAIdT6Fujlz5mjevHl67bXXFBERoaefflrp6ekaNWqUjh8/Xt59BADAYxNtiY20S4PNxwEg9PkU6vbv368bb7xRklStWjWdOHFC0rmtDv72t7+VX+8AADiv6CbaEis5loa9mE3bGTMACB0+hbrExEQdPXpU0rlVLjdu3ChJ2rdvn4wy/MvflClTdMMNN6hmzZqKj49X7969tWfPHrc2Z8+e1fDhw1W3bl3VqFFDffv2NbdRcNq/f79SUlIUHR2t+Ph4PfXUUyosLHRrs27dOl1//fWKjIzUlVdeqbS0NI/+zJ49W02bNlVUVJQ6deqkTZs2lfpcAAAVq+gm2q6/Z/XL4tmLbNrOmAFA6PEp1N1666365JNPJEmDBw/WmDFj1KNHD/Xv3199+vQp9fusX79ew4cP18aNG5Wenq6CggL17NlTp06dMtuMGTNG//znP7V06VKtX79eBw4c0D333GM+b7fblZKSovz8fG3YsEFvvfWW0tLSNH78eLPNvn37lJKSom7dumnbtm0aPXq0HnnkEa1atcpss3jxYqWmpmrChAnasmWLrr32WiUnJ+vQoUO+DBEAoJx533ycgHIxxW8+zpgBQKjwafXLefPmyXF+M9Phw4erXr16+uqrr3TXXXfp8ccfL/X7rFy50u1xWlqa4uPjlZmZqZtvvlnHjx/XggUL9N577+nWW2+VJC1atEgtW7bUxo0b1blzZ3322WfatWuXPv/8cyUkJKhdu3Z67rnnNHbsWE2cOFERERGaO3eumjVrpmnTpkmSWrZsqS+//FIzZsxQcnKyJGn69OkaOnSoBg8eLEmaO3euli9froULF+qPf/yjL8MEAChH3ip1VgLKRRUdN0IdAIQen0Kd1WpVfn6+tmzZokOHDqlatWrq3r27pHNB7c477/SpM85FVurUqSNJyszMVEFBgfnektSiRQs1btxYGRkZ6ty5szIyMnTNNdcoISHBbJOcnKxhw4Zp586duu6665SRkeH2Hs42o0ePliTl5+crMzNT48aNczvH7t27KyMjw2tf8/LylJeXZz52bsJeUFCggoICn84fl8Y57oy//zAH/hfKc5BXcO6yeosM8/zO3yamvAD6uzfQ5sBZqTMc9nN9Ov+PsoV2R8D0sbwF2hxUNYy//zEH/lfZY+9TqFu5cqUeeOABHTlyxOM5i8Uiu91e5vd0OBwaPXq0fve736lNmzaSpKysLEVERKhWrVpubRMSEpSVlWW2cQ10zuedz5XUJjc3V2fOnNGxY8dkt9u9ttm9e7fX/k6ZMkWTJk3yOL527VpFR0eX8qxREdLT0/3dhSqPOfC/UJyD73+xSLLpwK+/aMWK/ZKkkydskizauHGTju8JrMpToMxBgf3cGK1fu1a1IqXtR8+N429Hj2nFihX+7l6FCpQ5qKoYf/9jDvzn9OnTlfp5PoW6kSNH6t5779X48eM9gpCvhg8frh07dujLL78sl/eraOPGjVNqaqr5ODc3V40aNVK3bt1Ut25dP/as6iooKFB6erp69Oih8PBwf3enSmIO/C+U52Dv2r3Sz3vVtElj3XFHK0nS/P0b9evpXF3foYO6NY/zcw/PCbQ5GL3xM0lSj+63Ka5mpKrtOaz5e7YqJjZWd9zR2c+9qxiBNgdVDePvf8yB/3krflUkn0Jddna2UlNTyy3QjRgxQsuWLdMXX3yhhg0bmscTExOVn5+vnJwct2pddna2EhMTzTZFV6l0ro7p2qboipnZ2dmKiYlRtWrVZLPZZLPZvLZxvkdRkZGRioyM9DgeHh7Ol8fPmAP/Yw78LzTn4Ny1luE2m3luNuv59b4s1oA730CYA4fDkHNR6siIc/2JCD/3o9/ukN/7V9ECYQ6qMsbf/5gD/6nscfdp9ct+/fpp3bp1l/zhhmFoxIgR+vvf/641a9aoWbNmbs+3b99e4eHhWr16tXlsz5492r9/v5KSkiRJSUlJ2r59u9sqlenp6YqJiVGrVq3MNq7v4WzjfI+IiAi1b9/erY3D4dDq1avNNgAA/3Juou1t9Us20vbO7jIuYecDsPO/jBkAhA6fKnWzZs3S73//e/3rX//SNddc45FER40aVar3GT58uN577z19/PHHqlmzpnkPXGxsrKpVq6bY2FgNGTJEqampqlOnjmJiYjRy5EglJSWpc+dzl4z07NlTrVq10gMPPKCpU6cqKytLzz77rIYPH25W0h5//HHNmjVLTz/9tB5++GGtWbNGS5Ys0fLly82+pKamatCgQerQoYM6duyoV155RadOnTJXwwQA+Bebj5ed6wqXNjYfB4CQ5VOo+9vf/qbPPvtMUVFRWrdunSyWCz9gLRZLqUPd66+/Lknq2rWr2/FFixbpoYcekiTNmDFDVqtVffv2VV5enpKTkzVnzhyzrc1m07JlyzRs2DAlJSWpevXqGjRokCZPnmy2adasmZYvX64xY8Zo5syZatiwoebPn29uZyBJ/fv31+HDhzV+/HhlZWWpXbt2WrlyZbldYgoAuDRsPl52bqGuyObjDsYMAEKGT6HumWee0aRJk/THP/5RVqtPV3BKOnf55cVERUVp9uzZmj17drFtmjRpctEVvLp27aqtW7eW2GbEiBEaMWLERfsEAKh83jYfJ9SVzLUaV3SfOip1ABA6fEpk+fn56t+//yUFOgAAyoJKXdk5Sgh1jBkAhA6fUtmgQYO0ePHi8u4LAADF8lapCyOglMi1GuccNsYMAEKPT5df2u12TZ06VatWrVLbtm09FkqZPn16uXQOAAAn52qNNpf7uK3nf29nJUevHC4rhjrvf2fMACD0+BTqtm/fruuuu06StGPHDrfnXBdNAQCgvBTazwcUm0ulzkbVqSReq5uMGQCEHJ9C3dq1a8u7HwAAlMheUqWOgOKVeR8iYwYAIY2VTgAAQcHOPXVl5m1vP8YMAEIPoQ4AEBS8XUpoZXn+EtkdDkkXxkly3dLA4Zc+AQDKH6EOABAUHFSdysx+PreFeQl1ZDoACB2EOgBAUHBW47xVnQh13hVSqQOAKoFQBwAICt4qdYS6kjlKqtQZksG2BgAQEgh1AICgcOGeugs/usLO/55Q552zGudtcRmJcQOAUEGoAwAEhQsbaV84xkbaJXPdfNzJ9VJMxg0AQgOhDgAQFMzNx10rdWykXaILY0alDgBCGaEOABAU2Hy87EoaM4lxA4BQQagDAAQFNh8vu5LGzPV5AEBwI9QBAIKCt4BiJdSVyNuY2Qh1ABByCHUAgKBgL2Hz8ULCiVfexsxiscj5kFAHAKGBUAcACAolbz7ORtreeBszyXUDckIdAIQCQh0AICiUvPm4X7oU8LyNmcSm7QAQagh1AICg4NxI23X1RpuFSl1JzEqdpUioY9VQAAgphDoAQFBw5g/n3nSSS8WJbOKVc/Nx1zGTXMeNgQOAUECoAwAEBWelzm15fhuVupJ427BdksJs5x5TqQOA0ECoAwAEBWduY/Px0ruw+bj7ccYNAEILoQ4AEBS8VupY8KNEF/apK1KpY9wAIKQQ6gAAQcG5wiWbj5fehVDnfpzVLwEgtBDqAABBwXnfHJuPl96Fzcfdf9yzTx0AhBZCHQAgKNhL2HzcwSqOXnkbM4lxA4BQQ6gDAAQFewmbjxeyp4FX3sZMYtwAINQQ6gAAQcG5kqO3zcepOHnnbcwkxg0AQg2hDgAQFMyqk5fNx7k3zLuLVuoYNwAICYQ6AEBQcAYQ133qWMWxZM7LK4u7p45N2wEgNBDqAAABz+Ew5LxS0OblnjpCnXfOyy+Lq9TZyXQAEBIIdQCAgGd3ufeLUFd6di8btrs+plIHAKGBUAcACHiuoY1QV3reNmx3fUylDgBCA6EOABDwXEOb60bazt8T6rzztmG76+NCKnUAEBIIdQCAgOd6+aVLppPN6vk8LnBW4th8HABCG6EOABDw7HbvlTrb+d+zibZ3xVXq2HwcAEILoQ4AEPDcKnUu+YRNtEvG5uMAUDUQ6gAAAc95z5zNapHFyz51bKLtHZuPA0DVQKgDAAQ8u5eNxyWXe8MIJ145x63Ye+oYNwAICYQ6AEDAc63UuaLiVLJCKnUAUCUQ6gAAAa/wIqGOLQ28u1gYZtwAIDQQ6gAAAa+4cBJGOCkRoQ4AqgZCHQAg4BUXTqyEkxIVG+osXH4JAKGEUAcACHgXrdSxNL9XxY6bjYVSACCU+DXUffHFF7rzzjvVoEEDWSwW/eMf/3B73jAMjR8/XvXr11e1atXUvXt3/fDDD25tjh49qoEDByomJka1atXSkCFDdPLkSbc23333nW666SZFRUWpUaNGmjp1qkdfli5dqhYtWigqKkrXXHONVqxYUe7nCwDwzcWW5rc7DBkEOw9saQAAVYNfQ92pU6d07bXXavbs2V6fnzp1ql599VXNnTtXX3/9tapXr67k5GSdPXvWbDNw4EDt3LlT6enpWrZsmb744gs9+uij5vO5ubnq2bOnmjRposzMTL388suaOHGi5s2bZ7bZsGGDBgwYoCFDhmjr1q3q3bu3evfurR07dlTcyQMASu1im2hLEvnEE5uPA0DVEObPD+/Vq5d69erl9TnDMPTKK6/o2Wef1d133y1Jevvtt5WQkKB//OMfuu+++/T9999r5cqV2rx5szp06CBJeu2113THHXfoL3/5ixo0aKB3331X+fn5WrhwoSIiItS6dWtt27ZN06dPN8PfzJkzdfvtt+upp56SJD333HNKT0/XrFmzNHfu3EoYCQBASewOh6QLlw062VweFzocslltldqvQGdW6oqOm/Xcv+lSqQOA0ODXUFeSffv2KSsrS927dzePxcbGqlOnTsrIyNB9992njIwM1apVywx0ktS9e3dZrVZ9/fXX6tOnjzIyMnTzzTcrIiLCbJOcnKyXXnpJx44dU+3atZWRkaHU1FS3z09OTva4HNRVXl6e8vLyzMe5ubmSpIKCAhUUFFzq6cMHznFn/P2HOfC/UJ2DvPxCSecuL3E9N0dh4YU2eQWyGo7K7pqHQJqDQvu58TAcDrf+WHTueEGhPSD6Wd4CaQ6qIsbf/5gD/6vssQ/YUJeVlSVJSkhIcDuekJBgPpeVlaX4+Hi358PCwlSnTh23Ns2aNfN4D+dztWvXVlZWVomf482UKVM0adIkj+Nr165VdHR0aU4RFSQ9Pd3fXajymAP/C7U5+OG4RZJNZ06fcrvnucAhOX+UfbpylaIC6KdaIMzBocM2SRZ99+022X7Zah7/6b9WSVb9uPc/WrHiR7/1r6IFwhxUZYy//zEH/nP69OlK/bwA+vEXXMaNG+dW3cvNzVWjRo3UrVs31a1b1489q7oKCgqUnp6uHj16KDw83N/dqZKYA/8L1Tn4au8RaVemYmNq6o47bjSPF9gd+r+vP5ck3dajh2Kr+f+cA2kO3v51k3QiRx2uv17JrS/84+Xu9B+0+sA+NW7SVHfc0cKPPawYgTQHVRHj73/Mgf8dOXKkUj8vYENdYmKiJCk7O1v169c3j2dnZ6tdu3Zmm0OHDrm9rrCwUEePHjVfn5iYqOzsbLc2zscXa+N83pvIyEhFRkZ6HA8PD+fL42fMgf8xB/4XcnNgOXcPWJjN6nZeNpvh0sQWUOccCHNgPz88kRHufQkPP/fj35DF732sSIEwB1UZ4+9/zIH/VPa4B+w+dc2aNVNiYqJWr15tHsvNzdXXX3+tpKQkSVJSUpJycnKUmZlptlmzZo0cDoc6depktvniiy/crmtNT09X8+bNVbt2bbON6+c42zg/BwDgX85VGr1tPu5c2JG96jxdGDf3487VLxkzAAgNfg11J0+e1LZt27Rt2zZJ5xZH2bZtm/bv3y+LxaLRo0fr+eef1yeffKLt27frwQcfVIMGDdS7d29JUsuWLXX77bdr6NCh2rRpk7766iuNGDFC9913nxo0aCBJuv/++xUREaEhQ4Zo586dWrx4sWbOnOl26eSTTz6plStXatq0adq9e7cmTpyob775RiNGjKjsIQEAeFFo9x7qJJcNyFnJ0cOFcXP/ce9cDdNuZ8wAIBT49fLLb775Rt26dTMfO4PWoEGDlJaWpqefflqnTp3So48+qpycHHXp0kUrV65UVFSU+Zp3331XI0aM0G233Sar1aq+ffvq1VdfNZ+PjY3VZ599puHDh6t9+/aqV6+exo8f77aX3Y033qj33ntPzz77rP70pz/pqquu0j/+8Q+1adOmEkYBAHAxzsBms3iGunN7sBlmgMEFxY2bc986tjQAgNDg11DXtWtXGSVc+mGxWDR58mRNnjy52DZ16tTRe++9V+LntG3bVv/6179KbPP73/9ev//970vuMADAL+zFXH4pnavU5YmNtL0pbtyc1U3GDABCQ8DeUwcAgJNZcfIS6qxWqk7FKW7cGDMACC2EOgBAwCsp1JlVJwKKh+LGjTEDgNBCqAMABDxnRSnMS6hzLgJC1cmTvZhxs5mVOkel9wkAUP4IdQCAgOcooVLnXK6f1S89FVeps5krhlZ6lwAAFYBQBwAIeIUlXn557kcZoc5TceN2IdSR6gAgFBDqAAABr7jNxyXJuQUbG2l7Km7cLmw+XuldAgBUAEIdACDgFbeJtkSlriSF56+v9FgoxUalDgBCCaEOABDwzIqTZ6FOzrxCqPPkHJLiNh9nzAAgNBDqAAAB78K9YVTqysK5umVxWxowZgAQGgh1AICAd2EVR8/n2Ei7eGw+DgBVA6EOABDw7CVW6thIuzjF7VPHmAFAaCHUAQACXiGVujIzDMO8p85KpQ4AQhqhDgAQ8Bxmxan4Sh33h7lzHY/iKnWMGQCEBkIdACDgOStKVovn8pc2VnL0yrUKV7RSx5gBQGgh1AEAAp5zS4MwL3saOBcBYfNxdw6j+EodYwYAoYVQBwAIeBc2H/cMdWyk7Z1rpa74zccJdQAQCgh1AICAd2Hzcc9Qd2Ej7UrtUsBzXdmSzccBILQR6gAAAa+4TbQl10U/SHWuSqzUsWE7AIQUQh0AIOA5q3DeQp3VSqXOG4e5uIxkKVqpO//Tn1AHAKGBUAcACHh2KnVlVljiNhBU6gAglBDqAAABr3SVOgKKK+d4eMl05iburH4JAKGBUAcACHjOKlzRpfldjxUS6tzYS6jU2ZyVOjtjBgChgFAHAAh4bD5edoUu99QV5RwzgjAAhAZCHQAg4LH5eNldGDMvlTobYwYAoYRQBwAIeM7Nx71W6pyhjksJ3ZQ4ZlQ3ASCkEOoAAAHPrDp5uZaQSp13pRozhyGDcQOAoEeoAwAEPOe9XyVvaUA4cVWaMZMkhg0Agh+hDgAQ8OwlBBS2NPCuNGPm2g4AELwIdQCAgFdSQKFS592FLQ1KrtQxbgAQ/Ah1AICAR6Wu7C5sPl78PXUS9yICQCgg1AEAAl5pqk7sueaupDFzC3WsGgoAQY9QBwAIeM5qUknL8zuoOLkpzZi5tgMABC9CHQAg4JlVJ6+bj5/7UUalzp3d4ZDkfcysVoucua7wfDsAQPAi1AEAAl7Jm4+f+y+XEboracwkNiAHgFBCqAMABLwLG2l7/thyVuq4jNBdSZuPS+4bkAMAghuhDgAQ8ArNlRw9nzMrdYQTN4UlrH4pEeoAIJQQ6gAAAc/hKEWljnDipqTVLyVCHQCEEkIdACDgFZr71Hk+51wHhHDirqS9/VyPM24AEPwIdQCAgHchoHip1Nmo1HlzsVDnrOBxLyIABD9CHQAg4LH5eNmV9vLLQlYNBYCgR6gDAAQ8Nh8vu5LGTGLcACCUEOoAAAGv5M3HqdR5U9KYSZLNxrgBQKgg1AEAAp4zoHjffPx8xYlw4qakMZNcKnWMGwAEPUIdACDglXR/2IVKnaNS+xToSn1PHaEOAIIeoQ4AEPBKWsnxQqWuUrsU8Oyl3HycSh0ABD9CXRGzZ89W06ZNFRUVpU6dOmnTpk3+7hIAVHmlCXVU6twVXrRSZ3VrBwAIXoQ6F4sXL1ZqaqomTJigLVu26Nprr1VycrIOHTrk764BQJXmDGxeQ52FTbS9ufjm4+7tAADBy2IYrGXs1KlTJ91www2aNWuWJMnhcKhRo0YaOXKk/vjHP5b42tzcXMXGxuqxN9crqkbNyuguinA4DP164Fdd1uCyYi83QsViDvwvVOfgH9sOSJKe791G9WpEuD23bs9hvb/5Z0lS73YNKr1vRQXKHCz77qAKHYbq1YjU871bezz/+DtbJEmXx1VX28tiK7t7FSpQ5qCqYvz9jznwv7MnT+iNobfo+PHjiomJqfDPI9Sdl5+fr+joaH3wwQfq3bu3eXzQoEHKycnRxx9/7NY+Ly9PeXl55uPc3Fw1atRIjUYvkTUyurK6DQAAACDAOPJO6+dX7q20UBdW4Z8QJH777TfZ7XYlJCS4HU9ISNDu3bs92k+ZMkWTJk2qrO4BACQ1q+n575CFDunnU/xLdHEirYYaVPc8vu8EYwYAoYJQ56Nx48YpNTXVfOys1G0ae5Pq1q3rx55VXQUFBUpPT1ePHj0UHh7u7+5UScyB/zEH/scc+B9z4F+Mv/8xB/535MgR1X+l8j6PUHdevXr1ZLPZlJ2d7XY8OztbiYmJHu0jIyMVGRnpcTw8PJwvj58xB/7HHPgfc+B/zIH/MQf+xfj7H3PgP5U97qx+eV5ERITat2+v1atXm8ccDodWr16tpKQkP/YMAAAAAIpHpc5FamqqBg0apA4dOqhjx4565ZVXdOrUKQ0ePNjfXQMAAAAArwh1Lvr376/Dhw9r/PjxysrKUrt27bRy5UqPxVMAAAAAIFAQ6ooYMWKERowY4e9uAAAAAECpcE8dAAAAAAQxQh0AAAAABDFCHQAAAAAEMUIdAAAAAAQxQh0AAAAABDFCHQAAAAAEMbY0KCeGYUiSTpw4ofDwcD/3pmoqKCjQ6dOnlZubyxz4CXPgf8yB/zEH/scc+Bfj73/Mgf+dOHFC0oWMUNEIdeXkyJEjkqRmzZr5uScAAAAAAsGRI0cUGxtb4Z9DqCsnderUkSTt37+/UiYOnnJzc9WoUSP9/PPPiomJ8Xd3qiTmwP+YA/9jDvyPOfAvxt//mAP/O378uBo3bmxmhIpGqCsnVuu52xNjY2P58vhZTEwMc+BnzIH/MQf+xxz4H3PgX4y//zEH/ufMCBX+OZXyKQAAAACACkGoAwAAAIAgRqgrJ5GRkZowYYIiIyP93ZUqiznwP+bA/5gD/2MO/I858C/G3/+YA/+r7DmwGJW1ziYAAAAAoNxRqQMAAACAIEaoAwAAAIAgRqgDAAAAgCBGqAMAAACAIEaoK8aLL74oi8Wi0aNHm8f27t2rPn36KC4uTjExMbr33nuVnZ3t9rqjR49q4MCBiomJUa1atTRkyBCdPHnSrc13332nm266SVFRUWrUqJGmTp1aGacUdHyZg59++klDhgxRs2bNVK1aNV1xxRWaMGGC8vPz3dpYLBaPXxs3bqzM0wsKvn4PmjZt6jG+L774olsbvgel48scrFu3zuufcYvFos2bN0vie1CSiRMneoxLixYtzOfPnj2r4cOHq27duqpRo4b69u3r8R3Yv3+/UlJSFB0drfj4eD311FMqLCx0a7Nu3Tpdf/31ioyM1JVXXqm0tLTKOL2gcKlz8O2332rAgAFq1KiRqlWrppYtW2rmzJlun1Hc9yQrK6vSzjOQlcf3wNv4vv/++25t+B4U71LnIC0trdifBYcOHZLE9+BiLjYH8+bNU9euXRUTEyOLxaKcnByP96isbECo82Lz5s1644031LZtW/PYqVOn1LNnT1ksFq1Zs0ZfffWV8vPzdeedd8rhcJjtBg4cqJ07dyo9PV3Lli3TF198oUcffdR8Pjc3Vz179lSTJk2UmZmpl19+WRMnTtS8efMq9RwDna9zsHv3bjkcDr3xxhvauXOnZsyYoblz5+pPf/qTx2d8/vnnOnjwoPmrffv2lXZ+weBSvgeSNHnyZLfxHTlypPkc34PS8XUObrzxRrexP3jwoB555BE1a9ZMHTp0cPsMvgfetW7d2m1cvvzyS/O5MWPG6J///KeWLl2q9evX68CBA7rnnnvM5+12u1JSUpSfn68NGzborbfeUlpamsaPH2+22bdvn1JSUtStWzdt27ZNo0eP1iOPPKJVq1ZV6nkGskuZg8zMTMXHx+udd97Rzp079cwzz2jcuHGaNWuWx+fs2bPH7XPi4+Mr5fyCwaXMgdOiRYvc3qN3797mc3wPLu5S5qB///4ePwuSk5N1yy23ePw553tQvJLm4PTp07r99tu9/n+mU6VlAwNuTpw4YVx11VVGenq6ccsttxhPPvmkYRiGsWrVKsNqtRrHjx832+bk5BgWi8VIT083DMMwdu3aZUgyNm/ebLb59NNPDYvFYvz666+GYRjGnDlzjNq1axt5eXlmm7FjxxrNmzevhLMLDpcyB95MnTrVaNasmfl43759hiRj69atFXUKQe9S56BJkybGjBkzin1/vgcXV57fg/z8fCMuLs6YPHmyeYzvQfEmTJhgXHvttV6fy8nJMcLDw42lS5eax77//ntDkpGRkWEYhmGsWLHCsFqtRlZWltnm9ddfN2JiYsw/808//bTRunVrt/fu37+/kZycXM5nE5wudQ68eeKJJ4xu3bqZj9euXWtIMo4dO1Ze3Q4p5TEHkoy///3vxX4G34OSlff34NChQ0Z4eLjx9ttvm8f4HpSspDlwVdw4VmY2oFJXxPDhw5WSkqLu3bu7Hc/Ly5PFYnHbQDAqKkpWq9VM7BkZGapVq5bbv4R3795dVqtVX3/9tdnm5ptvVkREhNkmOTlZe/bs0bFjxyry1ILGpcyBN8ePH1edOnU8jt91112Kj49Xly5d9Mknn5TfCYSA8piDF198UXXr1tV1112nl19+2e3SM74HF1ee34NPPvlER44c0eDBgz2e43vg3Q8//KAGDRro8ssv18CBA7V//35J5ypABQUFbvPSokULNW7cWBkZGZLO/fm+5pprlJCQYLZJTk5Wbm6udu7cabYpOrfJycnme+DS5sCb4n4WtGvXTvXr11ePHj301Vdflf+JBLHymIPhw4erXr166tixoxYuXCjDZXtkvgcXV57fg7ffflvR0dHq16+fx3N8D4pX3ByURmVmA0Kdi/fff19btmzRlClTPJ7r3LmzqlevrrFjx+r06dM6deqU/u///k92u10HDx6UJGVlZXmUq8PCwlSnTh3z2uSsrCy3H/SSzMdcv3zpc1DUjz/+qNdee02PPfaYeaxGjRqaNm2ali5dquXLl6tLly7q3bs3/0N7XnnMwahRo/T+++9r7dq1euyxx/TnP/9ZTz/9tPk834OSlff3YMGCBUpOTlbDhg3NY3wPitepUyelpaVp5cqVev3117Vv3z7ddNNNOnHihLKyshQREaFatWq5vSYhIaFMf88X1yY3N1dnzpypoDMLHpc6B0Vt2LBBixcvdrvkqX79+po7d64+/PBDffjhh2rUqJG6du2qLVu2VOSpBY3ymIPJkydryZIlSk9PV9++ffXEE0/otddeM5/ne1Cy8v4eLFiwQPfff7+qVatmHuN7ULKS5qA0KjMbhJW6ZYj7+eef9eSTTyo9PV1RUVEez8fFxWnp0qUaNmyYXn31VVmtVg0YMEDXX3+9rFaycXko7zn49ddfdfvtt+v3v/+9hg4dah6vV6+eUlNTzcc33HCDDhw4oJdffll33XVXxZxckCivOXAd37Zt2yoiIkKPPfaYpkyZ4lZhgqfy/h788ssvWrVqlZYsWeJ2nO9B8Xr16mX+vm3bturUqZOaNGmiJUuWuP3PECpOec7Bjh07dPfdd2vChAnq2bOnebx58+Zq3ry5+fjGG2/U3r17NWPGDP31r3+99JMIcuUxB//v//0/8/fXXXedTp06pZdfflmjRo0q9/6GovL8HmRkZOj777/3+LPN96BkJc3BkCFD/NgzT6SR8zIzM3Xo0CFdf/31CgsLU1hYmNavX69XX31VYWFhstvt6tmzp/bu3atDhw7pt99+01//+lf9+uuvuvzyyyVJiYmJ5mpCToWFhTp69KgSExPNNkVXh3I+drapqspjDpwOHDigbt266cYbbyzVjaadOnXSjz/+WFGnFjTKcw5cderUSYWFhfrpp58k8T0oSXnPwaJFi1S3bt1SBTW+B97VqlVLV199tX788UclJiYqPz/fY4Wz7OzsMv09X1ybmJgYgqMXZZ0Dp127dum2227To48+qmefffain9OxY0e+A8XwdQ5cderUSb/88ovy8vIk8T0oq0uZg/nz56tdu3alWgyL70HxXOegNCozGxDqzrvtttu0fft2bdu2zfzVoUMHDRw4UNu2bZPNZjPb1qtXT7Vq1dKaNWt06NAh83+WkpKSlJOTo8zMTLPtmjVr5HA41KlTJ7PNF198oYKCArNNenq6mjdvrtq1a1fS2Qam8pgD6VyFrmvXrmrfvr0WLVpUqkrqtm3bVL9+/Qo5r2BSXnNQ1LZt22S1Ws1LEPgeFK8858AwDC1atEgPPvigwsPDL/rZfA+8O3nypPbu3av69eurffv2Cg8P1+rVq83n9+zZo/379yspKUnSuT/f27dvd/tBnp6erpiYGLVq1cps4/oezjbO94C7ss6BJO3cuVPdunXToEGD9MILL5Tqc/gOFM+XOShq27Ztql27tnnFBt+DsvF1Dk6ePFmmyhLfg+K5zkFpVGo2KNOyKlWM64pzhmEYCxcuNDIyMowff/zR+Otf/2rUqVPHSE1NdXvN7bffblx33XXG119/bXz55ZfGVVddZQwYMMB8Picnx0hISDAeeOABY8eOHcb7779vREdHG2+88UZlnVZQKesc/PLLL8aVV15p3HbbbcYvv/xiHDx40PzllJaWZrz33nvG999/b3z//ffGCy+8YFitVmPhwoWVeWpBo6xzsGHDBmPGjBnGtm3bjL179xrvvPOOERcXZzz44INmG74HZePL30WGYRiff/65Icn4/vvvPZ7je1C8//3f/zXWrVtn7Nu3z/jqq6+M7t27G/Xq1TMOHTpkGIZhPP7440bjxo2NNWvWGN98842RlJRkJCUlma8vLCw02rRpY/Ts2dPYtm2bsXLlSiMuLs4YN26c2eY///mPER0dbTz11FPG999/b8yePduw2WzGypUrK/18A9GlzsH27duNuLg44w9/+IPbzwHn6w3DMGbMmGH84x//MH744Qdj+/btxpNPPmlYrVbj888/r/TzDUSXOgeffPKJ8eabbxrbt283fvjhB2POnDlGdHS0MX78eLMN34OSXeocOM2fP9+IioryusIl34OSXWwODh48aGzdutV48803DUnGF198YWzdutU4cuSI+R6VlQ0IdSUo+j9SY8eONRISEozw8HDjqquuMqZNm2Y4HA631xw5csQYMGCAUaNGDSMmJsYYPHiwceLECbc23377rdGlSxcjMjLSuOyyy4wXX3yxMk4nKJV1DhYtWmRI8vrLKS0tzWjZsqURHR1txMTEGB07dnRbEhjuyjoHmZmZRqdOnYzY2FgjKirKaNmypfHnP//ZOHv2rNv78j0oPV/+LjIMwxgwYIBx4403en1PvgfF69+/v1G/fn0jIiLCuOyyy4z+/fsbP/74o/n8mTNnjCeeeMKoXbu2ER0dbfTp08ftH44MwzB++ukno1evXka1atWMevXqGf/7v/9rFBQUuLVZu3at0a5dOyMiIsK4/PLLjUWLFlXG6QWFS52DCRMmeP050KRJE7PNSy+9ZFxxxRVGVFSUUadOHaNr167GmjVrKvM0A9qlzsGnn35qtGvXzqhRo4ZRvXp149prrzXmzp1r2O12t8/he1C88vi7yDAMIykpybj//vu9fgbfg5JdbA6K+7vG9c9xZWUDi2G4rC0LAAAAAAgq3FMHAAAAAEGMUAcAAAAAQYxQBwAAAABBjFAHAAAAAEGMUAcAAAAAQYxQBwAAAABBjFAHAAAAAEGMUAcAAAAAQYxQBwDAeYZh6NFHH1WdOnVksVi0bdu2Yts+8MAD+vOf/1yun//bb78pPj5ev/zyS7m+LwAgtBHqAAA4b+XKlUpLS9OyZct08OBBtWnTxmu7b7/9VitWrNCoUaPMY127dtXo0aM92qalpalWrVql+vx69erpwQcf1IQJE3zpPgCgiiLUAQBw3t69e1W/fn3deOONSkxMVFhYmNd2r732mn7/+9+rRo0a5d6HwYMH691339XRo0fL/b0BAKGJUAcAgKSHHnpII0eO1P79+2WxWNS0aVOv7ex2uz744APdeeedPn1O06ZNZbFYPH45tW7dWg0aNNDf//53n94fAFD1eP8nSAAAqpiZM2fqiiuu0Lx587R582bZbDav7b777jsdP35cHTp08OlzNm/eLLvdLulcQOzXr5/Cw8Pd2nTs2FH/+te/NGTIEJ8+AwBQtRDqAACQFBsbq5o1a8pmsykxMbHYdv/9739ls9kUHx/v8dycOXM0f/58t2OFhYWKiooyH8fFxZm/f/LJJ3Xw4EFt3rzZ7TUNGjTQ1q1bfT0VAEAVQ6gDAKAMzpw5o8jISLdLJp0GDhyoZ555xu3YRx995HWVzHnz5mnBggXasGGDW9CTpGrVqun06dPl23EAQMgi1AEAUAb16tXT6dOnlZ+fr4iICLfnYmNjdeWVV7od81bRW7t2rUaOHKm//e1vatu2rcfzR48e9Qh6AAAUh4VSAAAog3bt2kmSdu3a5dPrf/zxR/Xr109/+tOfdM8993hts2PHDl133XW+dhEAUMUQ6gAAKIO4uDhdf/31+vLLL8v82jNnzujOO+/Uddddp0cffVRZWVnmL6fTp08rMzNTPXv2LM9uAwBCGKEOAIAyeuSRR/Tuu++W+XXZ2dnavXu3Vq9erQYNGqh+/frmL6ePP/5YjRs31k033VSeXQYAhDCLYRiGvzsBAEAwOXPmjJo3b67FixcrKSmpXN+7c+fOGjVqlO6///5yfV8AQOiiUgcAQBlVq1ZNb7/9tn777bdyfd/ffvtN99xzjwYMGFCu7wsACG1U6gAAAAAgiFGpAwAAAIAgRqgDAAAAgCBGqAMAAACAIEaoAwAAAIAgRqgDAAAAgCBGqAMAAACAIEaoAwAAAIAgRqgDAAAAgCBGqAMAAACAIPb/Ad44Rdf8lPnPAAAAAElFTkSuQmCC",
+ "image/png": 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",
"text/plain": [
"<Figure size 1000x400 with 1 Axes>"
]
},
{
"data": {
- "image/png": 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",
+ "image/png": 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2BZ9hlqtSpUrauHGjsrKy5OPjk2/NxcJUiRIl8r1Ms7Bn3DylQoUKysnJ0Xfffadq1apZ7ampqUpLS3O7GUdB7dy5U99++63efPNNde/e3WpPSkoqdD/ff/99+fv7a+XKlW6PcpgzZ06Blm/VqpVKlSqlefPmKTo6WhkZGXrwwQfdai4nDFeqVEm7du26aM17772nG2+8UR988IHbui/njxV/VbRoUXXp0kVdunRRZmam7r33Xo0dO1ZDhw6Vv79/nvrc8fv+++/dzjIfO3asUEFKktauXatjx47pgw8+cLsR0YEDBwq1vlwbN27UsGHDFB0drbFjx160tmrVqnr//fcvexsHDhxw+z4HgKuBS0MBwMPWrFmT7xmu3M+5ValSxa09OTnZ7bNYP/30kz766CO1bNnSet5ax44d9f777+f7pv78W+Z37NhRR48e1fTp0/PU5fYpMDBQ0p9nTP6qUqVK2rt3r9s6v/76a9vvYNi6dWtJ0pQpU9zaJ02aJEkXvBvnxeSeUTp/rIwxmjp1aiF7+ec6XS6X2xnUgwcPavHixQVavkiRIrr//vv17rvvau7cuapZs2aes71FixaVlP/4/VXHjh319ddfW3dVPV/u685vP2zcuFHJyckF6vNfHTt2zG3a19dXt9xyi4wxysrKyneZ5s2bq0iRIm7P4JOU7/dxQeX3ujIzM/XKK68Uep1paWnq2rWrAgMDtWDBggv+sSVXTEyMTpw4ccnPwP7V1q1bL3q3WwDwBM4IAoCH9evXTxkZGerQoYOqVq2qzMxMbdiwQQsXLlTFihWtz/XlqlGjhuLi4tweHyHJ7TK6F154QWvWrFF0dLR69eqlW265RcePH9fWrVv16aef6vjx45L+vLTwrbfeUmJiojZt2qQmTZrojz/+0KeffqrHH39c7dq1U0BAgG655RYtXLhQN998s0JDQ1WjRg3VqFFDDz/8sCZNmqS4uDj17NlTR44c0cyZM1W9enWlp6dfu534F7Vr11Z8fLxmzZplXfK3adMmvfnmm2rfvr2aNWt22eusWrWqKlWqpH/961/65ZdfFBQUpPfff7/QZ6CkPwPppEmT1KpVKz3wwAM6cuSIZsyYocqVK2vHjh0FWkf37t318ssva82aNXrxxRfzzM+9sdCwYcPUtWtX+fj46J577rEC4vkGDx6s9957T507d9bDDz+s+vXr6/jx41qyZIlmzpyp2rVr6x//+Ic++OADdejQQW3atNGBAwc0c+ZM3XLLLTp16tRl74OWLVsqIiJCt912m8LDw7Vnzx5Nnz5dbdq0UfHixfNdJjw8XAMGDNDEiRPVtm1btWrVSl9//bU+/vhjlSxZslCXBDdu3FglSpRQfHy8+vfvL5fLpf/85z/5/pFm7dq1atasmUaMGGE9UzM/jz32mA4ePKguXbpo/fr1F/wDSe7nENu0aaMiRYro008/Ve/evQvU7y1btuj48eNq165dgeoBoNCu8V1KAeB/3scff2wefvhhU7VqVVOsWDHj6+trKleubPr162dSU1PdaiWZvn37mrffftvcdNNNxs/Pz9StW9esWbMmz3pTU1NN3759Tbly5YyPj4+JiIgwzZs3N7NmzXKry8jIMMOGDTNRUVFWXadOncz+/futmg0bNpj69esbX1/fPI8EePvtt82NN95ofH19TZ06dczKlSsv+PiI/G5/n/v4iN9++82t/UKPdbjzzjsv+bgBY4zJysoyo0aNsl5XuXLlzNChQ/M8BuByHh+xe/duExsba4oVK2ZKlixpevXqZb7++msjycyZM+eS68x9red74403rLGsWrWqmTNnTr51f33Uw/mqV69uvLy8zM8//5zv/DFjxpiyZcsaLy8vt8cw5LfOY8eOmYSEBFO2bFnj6+trbrjhBhMfH289iiQnJ8c8//zzpkKFCtb339KlS/OMuTEFe3zEa6+9Zu644w4TFhZm/Pz8TKVKlczgwYPNyZMnrZq/Pj7CmD8fY/Hss8+aiIgIExAQYO666y6zZ88eExYWZh577LE8y27evNltu2vWrDGS3I6d9evXm0aNGpmAgAATGRlpPcrlr3X//e9/jSQzc+bMi762ChUqWI98udjX+dq2bWuaN2/u1nax42fIkCGmfPnybo/GAICrwWVMIW5nBQDwCJfLpb59+17RJXD431O3bl2FhoZq1apVdnfFVmlpaSpRooSee+45DRs27Kpt58knn9SCBQv0/fffu3220xM+//xzNW3aVHv37s33DsHnO3v2rCpWrKinnnpKAwYM8Gg/AOCv+IwgAADXka+++krbt293u4GNE5w+fTpPW+5nQps2bXpVt71mzRo9++yzHg+B0p/PN2zZsqXGjx9/ydo5c+bIx8cnz/MqAeBq4IwgANiIM4LItWvXLm3ZskUTJ07U0aNH9cMPP+R7h83/VXPnztXcuXPVunVrFStWTF988YUWLFigli1bauXKlXZ3DwD+53CzGAAArgPvvfeeRo8erSpVqmjBggWOCoHSn8/CLFKkiMaPH6/09HTrBjLPPfec3V0DgP9JnBEEAAAAAIfhM4IAAAAA4DAEQQAAAABwGD4jeA3l5OTo8OHDKl68eKEejgsAAADgf4MxRr///rsiIyPl5XXtz88RBK+hw4cPq1y5cnZ3AwAAAMB14qefftINN9xwzbdLELyGihcvLkk6cOCAQkNDbe6NM2VlZemTTz5Ry5Yt5ePjY3d3HIkxsB9jYC/2v/0YA/sxBvZjDOx3/PhxRUVFWRnhWiMIXkO5l4MWL15cQUFBNvfGmbKyshQYGKigoCB+6NmEMbAfY2Av9r/9GAP7MQb2Ywzsl5WVJUm2fWSMm8UAAAAAgMMQBAEAAADAYQiCAAAAAOAwBEEAAAAAcBiCIAAAAAA4DEEQAAAAAByGIAgAAAAADmNrEFy3bp3uueceRUZGyuVyafHixW7zjTEaPny4ypQpo4CAAMXGxuq7775zqzl+/Li6deumoKAghYSEqGfPnjp16pRbzY4dO9SkSRP5+/urXLlyGj9+fJ6+LFq0SFWrVpW/v79q1qyp5cuXX3ZfAAAAAODvwNYg+Mcff6h27dqaMWNGvvPHjx+vl19+WTNnztTGjRtVtGhRxcXF6cyZM1ZNt27d9M033ygpKUlLly7VunXr1Lt3b2t+enq6WrZsqQoVKmjLli2aMGGCRo4cqVmzZlk1GzZs0P3336+ePXtq27Ztat++vdq3b69du3ZdVl8AAAAA4O/A1iB4991367nnnlOHDh3yzDPGaMqUKXrmmWfUrl071apVS2+99ZYOHz5snTncs2ePVqxYoddff13R0dG6/fbbNW3aNL3zzjs6fPiwJGnevHnKzMzU7NmzVb16dXXt2lX9+/fXpEmTrG1NnTpVrVq10uDBg1WtWjWNGTNG9erV0/Tp0wvcFwAAABTMzl9Oas8JlzLP5djdFcCxitjdgQs5cOCAUlJSFBsba7UFBwcrOjpaycnJ6tq1q5KTkxUSEqIGDRpYNbGxsfLy8tLGjRvVoUMHJScn64477pCvr69VExcXpxdffFEnTpxQiRIllJycrMTERLftx8XFWSGvIH3Jz9mzZ3X27FlrOj09XZKUlZWlrKyswu8cFFrufmf/24cxsB9jYC/2v/0YA3ttPHBc/5z9lSRv/fLBTk26r7bdXXIkjgP72b3vr9sgmJKSIkkKDw93aw8PD7fmpaSkqHTp0m7zixQpotDQULeaqKioPOvInVeiRAmlpKRccjuX6kt+xo0bp1GjRuVpX7NmjQIDAy+4HK6+pKQku7vgeIyB/RgDe7H/7ccY2OODg17KvSjtvztTFVts+cUXwFXFcWCfjIwMW7d/3QbB/wVDhw51O9OYnp6ucuXKqVmzZgoLC7OxZ86VlZWlpKQktWjRQj4+PnZ3x5EYA/sxBvZi/9uPMbDXtuV79dmvh6zp1q1b29gb5+I4sN+xY8ds3f51GwQjIiIkSampqSpTpozVnpqaqjp16lg1R44ccVvu3LlzOn78uLV8RESEUlNT3Wpypy9Vc/78S/UlP35+fvLz88vT7uPjwwFnM8bAfoyB/RgDe7H/7ccY2MPLy9ttmjGwF8eBfeze79ftcwSjoqIUERGhVatWWW3p6enauHGjYmJiJEkxMTFKS0vTli1brJrVq1crJydH0dHRVs26devcrsFNSkpSlSpVVKJECavm/O3k1uRupyB9AQAAAIC/C1uD4KlTp7R9+3Zt375d0p83Zdm+fbsOHTokl8ulgQMH6rnnntOSJUu0c+dOde/eXZGRkWrfvr0kqVq1amrVqpV69eqlTZs2af369UpISFDXrl0VGRkpSXrggQfk6+urnj176ptvvtHChQs1depUt0s2BwwYoBUrVmjixInau3evRo4cqa+++koJCQmSVKC+AAAAAMDfha2Xhn711Vdq1qyZNZ0bzuLj4zV37lw9+eST+uOPP9S7d2+lpaXp9ttv14oVK+Tv728tM2/ePCUkJKh58+by8vJSx44d9fLLL1vzg4OD9cknn6hv376qX7++SpYsqeHDh7s9a7Bx48aaP3++nnnmGT399NO66aabtHjxYtWoUcOqKUhfAAAAAODvwNYg2LRpUxljLjjf5XJp9OjRGj169AVrQkNDNX/+/Itup1atWvr8888vWtO5c2d17tz5ivoCAAAAAH8H1+1nBAEAAAAAVwdBEAAAAAAchiAIAAAAAA5DEAQAAAAAhyEIAgAAAIDDEAQBAAAAwGEIggAAAADgMARBAAAAAHAYgiAAAAAAOAxBEAAAAAAchiAIAAAAAA5DEAQAAAAAhyEIAgAAAIDDEAQBAAAAwGEIggAAAADgMARBAAAAAHAYgiAAAAAAOAxBEAAAAAAchiAIAAAAAA5DEAQAAAAAhyEIAgAAAIDDEAQBAAAAwGEIggAAAADgMARBAAAAAHAYgiAAAAAAOAxBEAAAAAAchiAIAAAAAA5DEAQAAAAAhyEIAgAAAIDDEAQBAAAAwGEIggAAAADgMARBAAAAAHAYgiAAAAAAOAxBEAAAAAAchiAIAAAAAA5DEAQAAAAAhyEIAgAAAIDDEAQBAAAAwGEIggAAAADgMARBAAAAAHAYgiAAAAAAOAxBEAAAAAAchiAIAAAAAA5DEAQAAAAAhyEIAgAAAIDDXNdBMDs7W88++6yioqIUEBCgSpUqacyYMTLGWDXGGA0fPlxlypRRQECAYmNj9d1337mt5/jx4+rWrZuCgoIUEhKinj176tSpU241O3bsUJMmTeTv769y5cpp/PjxefqzaNEiVa1aVf7+/qpZs6aWL19+dV44AAAAAFxF13UQfPHFF/Xqq69q+vTp2rNnj1588UWNHz9e06ZNs2rGjx+vl19+WTNnztTGjRtVtGhRxcXF6cyZM1ZNt27d9M033ygpKUlLly7VunXr1Lt3b2t+enq6WrZsqQoVKmjLli2aMGGCRo4cqVmzZlk1GzZs0P3336+ePXtq27Ztat++vdq3b69du3Zdm50BAAAAAB5yXQfBDRs2qF27dmrTpo0qVqyoTp06qWXLltq0aZOkP88GTpkyRc8884zatWunWrVq6a233tLhw4e1ePFiSdKePXu0YsUKvf7664qOjtbtt9+uadOm6Z133tHhw4clSfPmzVNmZqZmz56t6tWrq2vXrurfv78mTZpk9WXq1Klq1aqVBg8erGrVqmnMmDGqV6+epk+ffs33CwAAAABciSJ2d+BiGjdurFmzZunbb7/VzTffrK+//lpffPGFFdAOHDiglJQUxcbGWssEBwcrOjpaycnJ6tq1q5KTkxUSEqIGDRpYNbGxsfLy8tLGjRvVoUMHJScn64477pCvr69VExcXpxdffFEnTpxQiRIllJycrMTERLf+xcXFWYEzP2fPntXZs2et6fT0dElSVlaWsrKyrmjfoHBy9zv73z6Mgf0YA3ux/+3HGNgrJyfbbZpxsAfHgf3s3vfXdRB86qmnlJ6erqpVq8rb21vZ2dkaO3asunXrJklKSUmRJIWHh7stFx4ebs1LSUlR6dKl3eYXKVJEoaGhbjVRUVF51pE7r0SJEkpJSbnodvIzbtw4jRo1Kk/7mjVrFBgYeMnXj6snKSnJ7i44HmNgP8bAXux/+zEG9jhw0EvnX5TGPRfsxXFgn4yMDFu3f10HwXfffVfz5s3T/PnzVb16dW3fvl0DBw5UZGSk4uPj7e7eJQ0dOtTtLGJ6errKlSunZs2aKSwszMaeOVdWVpaSkpLUokUL+fj42N0dR2IM7McY2Iv9bz/GwF7blu/VZ78esqZbt25tY2+ci+PAfseOHbN1+9d1EBw8eLCeeuopde3aVZJUs2ZN/fjjjxo3bpzi4+MVEREhSUpNTVWZMmWs5VJTU1WnTh1JUkREhI4cOeK23nPnzun48ePW8hEREUpNTXWryZ2+VE3u/Pz4+fnJz88vT7uPjw8HnM0YA/sxBvZjDOzF/rcfY2APLy9vt2nGwF4cB/axe79f1zeLycjIkJeXexe9vb2Vk5MjSYqKilJERIRWrVplzU9PT9fGjRsVExMjSYqJiVFaWpq2bNli1axevVo5OTmKjo62atatW+d2nW5SUpKqVKmiEiVKWDXnbye3Jnc7AAAAAPB3cV0HwXvuuUdjx47VsmXLdPDgQX344YeaNGmSOnToIElyuVwaOHCgnnvuOS1ZskQ7d+5U9+7dFRkZqfbt20uSqlWrplatWqlXr17atGmT1q9fr4SEBHXt2lWRkZGSpAceeEC+vr7q2bOnvvnmGy1cuFBTp051u6xzwIABWrFihSZOnKi9e/dq5MiR+uqrr5SQkHDN9wsAAAAAXInr+tLQadOm6dlnn9Xjjz+uI0eOKDIyUo8++qiGDx9u1Tz55JP6448/1Lt3b6Wlpen222/XihUr5O/vb9XMmzdPCQkJat68uby8vNSxY0e9/PLL1vzg4GB98skn6tu3r+rXr6+SJUtq+PDhbs8abNy4sebPn69nnnlGTz/9tG666SYtXrxYNWrUuDY7AwAAAAA85LoOgsWLF9eUKVM0ZcqUC9a4XC6NHj1ao0ePvmBNaGio5s+ff9Ft1apVS59//vlFazp37qzOnTtftAYAAAAArnfX9aWhAAAAAADPIwgCAAAAgMMQBAEAAADAYQiCAAAAAOAwBEEAAAAAcBiCIAAAAAA4DEEQAAAAAByGIAgAAAAADkMQBAAAAACHIQgCAAAAgMMQBAEAAADAYQiCAAAAAOAwBEEAAAAAcBiCIAAAAAA4DEEQAAAAAByGIAgAAAAADkMQBAAAAACHIQgCAAAAgMMQBAEAAADAYQiCAAAAAOAwBEEAAAAAcBiCIAAAAAA4DEEQAAAAAByGIAgAAAAADkMQBAAAAACHIQgCAAAAgMMQBAEAAADAYQiCAAAAAOAwBEEAAAAAcBiCIAAAAAA4DEEQAAAAAByGIAgAAAAADkMQBAAAAACHIQgCAAAAgMMQBAEAAADAYQiCAAAAAOAwBEEAAAAAcBiCIAAAAAA4DEEQAAAAAByGIAgAAAAADkMQBAAAAACHIQgCAAAAgMMQBAEAAADAYQodBNPS0vT6669r6NChOn78uCRp69at+uWXXzzWOQAAAACA5xUpzEI7duxQbGysgoODdfDgQfXq1UuhoaH64IMPdOjQIb311lue7icAAAAAwEMKdUYwMTFRPXr00HfffSd/f3+rvXXr1lq3bp3HOidJv/zyi/75z38qLCxMAQEBqlmzpr766itrvjFGw4cPV5kyZRQQEKDY2Fh99913bus4fvy4unXrpqCgIIWEhKhnz546deqUW82OHTvUpEkT+fv7q1y5cho/fnyevixatEhVq1aVv7+/atasqeXLl3v0tQIAAADAtVCoILh582Y9+uijedrLli2rlJSUK+5UrhMnTui2226Tj4+PPv74Y+3evVsTJ05UiRIlrJrx48fr5Zdf1syZM7Vx40YVLVpUcXFxOnPmjFXTrVs3ffPNN0pKStLSpUu1bt069e7d25qfnp6uli1bqkKFCtqyZYsmTJigkSNHatasWVbNhg0bdP/996tnz57atm2b2rdvr/bt22vXrl0ee70AAAAAcC0U6tJQPz8/paen52n/9ttvVapUqSvuVK4XX3xR5cqV05w5c6y2qKgo6//GGE2ZMkXPPPOM2rVrJ0l66623FB4ersWLF6tr167as2ePVqxYoc2bN6tBgwaSpGnTpql169Z66aWXFBkZqXnz5ikzM1OzZ8+Wr6+vqlevru3bt2vSpElWYJw6dapatWqlwYMHS5LGjBmjpKQkTZ8+XTNnzvTYawYAAACAq61QQbBt27YaPXq03n33XUmSy+XSoUOHNGTIEHXs2NFjnVuyZIni4uLUuXNnffbZZypbtqwef/xx9erVS5J04MABpaSkKDY21lomODhY0dHRSk5OVteuXZWcnKyQkBArBEpSbGysvLy8tHHjRnXo0EHJycm644475Ovra9XExcXpxRdf1IkTJ1SiRAklJycrMTHRrX9xcXFavHjxBft/9uxZnT171prODc9ZWVnKysq6on2Dwsnd7+x/+zAG9mMM7MX+tx9jYK+cnGy3acbBHhwH9rN73xcqCE6cOFGdOnVS6dKldfr0ad15551KSUlRTEyMxo4d67HO/fDDD3r11VeVmJiop59+Wps3b1b//v3l6+ur+Ph46zLU8PBwt+XCw8OteSkpKSpdurTb/CJFiig0NNSt5vwzjeevMyUlRSVKlFBKSspFt5OfcePGadSoUXna16xZo8DAwILsAlwlSUlJdnfB8RgD+zEG9mL/248xsMeBg146/9NJ3HPBXhwH9snIyLB1+4UKgsHBwUpKStIXX3yhHTt26NSpU6pXr57bmTlPyMnJUYMGDfT8889LkurWratdu3Zp5syZio+P9+i2roahQ4e6nUVMT09XuXLl1KxZM4WFhdnYM+fKyspSUlKSWrRoIR8fH7u740iMgf0YA3ux/+3HGNhr2/K9+uzXQ9Z069atbeyNc3Ec2O/YsWO2br9QQTDX7bffrttvv91TfcmjTJkyuuWWW9zaqlWrpvfff1+SFBERIUlKTU1VmTJlrJrU1FTVqVPHqjly5IjbOs6dO6fjx49by0dERCg1NdWtJnf6UjW58/Pj5+cnPz+/PO0+Pj4ccDZjDOzHGNiPMbAX+99+jIE9vLy83aYZA3txHNjH7v1e4CD48ssvF3il/fv3L1Rn/uq2227Tvn373Nq+/fZbVahQQdKfN46JiIjQqlWrrOCXnp6ujRs3qk+fPpKkmJgYpaWlacuWLapfv74kafXq1crJyVF0dLRVM2zYMGVlZVkDkpSUpCpVqlh3KI2JidGqVas0cOBAqy9JSUmKiYnxyGsFAAAAgGulwEFw8uTJbtO//fabMjIyFBISIklKS0tTYGCgSpcu7bEgOGjQIDVu3FjPP/+87rvvPm3atEmzZs2yHuvgcrk0cOBAPffcc7rpppsUFRWlZ599VpGRkWrfvr2kP88gtmrVSr169dLMmTOVlZWlhIQEde3aVZGRkZKkBx54QKNGjVLPnj01ZMgQ7dq1S1OnTnV7zQMGDNCdd96piRMnqk2bNnrnnXf01VdfuT1iAgAAAAD+Dgr8HMEDBw5YX2PHjlWdOnW0Z88eHT9+XMePH9eePXtUr149jRkzxmOda9iwoT788EMtWLBANWrU0JgxYzRlyhR169bNqnnyySfVr18/9e7dWw0bNtSpU6e0YsUKtwfdz5s3T1WrVlXz5s3VunVr3X777W4BLjg4WJ988okOHDig+vXr64knntDw4cPdnjXYuHFjzZ8/X7NmzVLt2rX13nvvafHixapRo4bHXi8AAAAAXAuF+ozgs88+q/fee09VqlSx2qpUqaLJkyerU6dObkHtSv3jH//QP/7xjwvOd7lcGj16tEaPHn3BmtDQUM2fP/+i26lVq5Y+//zzi9Z07txZnTt3vniHAQAAAOA6V+Azguf79ddfde7cuTzt2dnZeW6oAgAAAAC4vhQqCDZv3lyPPvqotm7darVt2bJFffr08fgjJAAAAAAAnlWoIDh79mxFRESoQYMG1iMSbr31VoWHh+v111/3dB8BAAAAAB5UqM8IlipVSsuXL9e3336rvXv3SpKqVq2qm2++2aOdAwAAAAB43hU9UP7mm28m/AEAAADA30yhguDDDz980fmzZ88uVGcAAAAAAFdfoYLgiRMn3KazsrK0a9cupaWl6a677vJIxwAAAAAAV0ehguCHH36Ypy0nJ0d9+vRRpUqVrrhTAAAAAICrp1B3Dc13RV5eSkxM1OTJkz21SgAAAADAVeCxIChJ+/fvz/dB8wAAAACA60ehLg1NTEx0mzbG6Ndff9WyZcsUHx/vkY4BAAAAAK6OQgXBbdu2uU17eXmpVKlSmjhx4iXvKAoAAAAAsFehguCaNWs83Q8AAAAAwDVSqM8I3nXXXUpLS8vTnp6ezuMjAAAAAOA6V6gguHbtWmVmZuZpP3PmjD7//PMr7hQAAAAA4Oq5rEtDd+zYYf1/9+7dSklJsaazs7O1YsUKlS1b1nO9AwAAAAB43GUFwTp16sjlcsnlcuV7CWhAQICmTZvmsc4BAAAAADzvsoLggQMHZIzRjTfeqE2bNqlUqVLWPF9fX5UuXVre3t4e7yQAAAAAwHMuKwhWqFBBkpSTk3NVOgMAAAAAuPoKHASXLFmiu+++Wz4+PlqyZMlFa9u2bXvFHQMAAAAAXB0FDoLt27dXSkqKSpcurfbt21+wzuVyKTs72xN9AwAAAABcBQUOgudfDsqloQAAAADw91Wo5wgCAAAAAP6+LutmMedbtWqVVq1apSNHjuQ5Qzh79uwr7hgAAAAA4OooVBAcNWqURo8erQYNGqhMmTJyuVye7hcAAAAA4CopVBCcOXOm5s6dqwcffNDT/QEAAAAAXGWF+oxgZmamGjdu7Om+AAAAAACugUIFwUceeUTz58/3dF8AAAAAANdAoS4NPXPmjGbNmqVPP/1UtWrVko+Pj9v8SZMmeaRzAAAAAADPK1QQ3LFjh+rUqSNJ2rVrl9s8bhwDAAAAANe3QgXBNWvWeLofAAAAAIBrhAfKAwAAAIDDFOqMYIcOHfK9BNTlcsnf31+VK1fWAw88oCpVqlxxBwEAAAAAnlWoM4LBwcFavXq1tm7dKpfLJZfLpW3btmn16tU6d+6cFi5cqNq1a2v9+vWe7i8AAAAA4AoV6oxgRESEHnjgAU2fPl1eXn9myZycHA0YMEDFixfXO++8o8cee0xDhgzRF1984dEOAwAAAACuTKHOCL7xxhsaOHCgFQIlycvLS/369dOsWbPkcrmUkJCQ546iAAAAAAD7FSoInjt3Tnv37s3TvnfvXmVnZ0uS/P39eZQEAAAAAFyHCnVp6IMPPqiePXvq6aefVsOGDSVJmzdv1vPPP6/u3btLkj777DNVr17dcz0FAAAAAHhEoYLg5MmTFR4ervHjxys1NVWSFB4erkGDBmnIkCGSpJYtW6pVq1ae6ykAAAAAwCMKFQS9vb01bNgwDRs2TOnp6ZKkoKAgt5ry5ctfee8AAAAAAB5XqCB4vr8GQAAAAADA9a3QQfC9997Tu+++q0OHDikzM9Nt3tatW6+4YwAAAACAq6NQdw19+eWX9dBDDyk8PFzbtm3TrbfeqrCwMP3www+6++67Pd1HAAAAAIAHFSoIvvLKK5o1a5amTZsmX19fPfnkk0pKSlL//v118uRJT/cRAAAAAOBBhQqChw4dUuPGjSVJAQEB+v333yX9+ViJBQsWeK53AAAAAACPK1QQjIiI0PHjxyX9eXfQL7/8UpJ04MABGWM817u/eOGFF+RyuTRw4ECr7cyZM+rbt6/CwsJUrFgxdezY0XqkRa5Dhw6pTZs2CgwMVOnSpTV48GCdO3fOrWbt2rWqV6+e/Pz8VLlyZc2dOzfP9mfMmKGKFSvK399f0dHR2rRp09V4mQAAAABwVRUqCN51111asmSJJOmhhx7SoEGD1KJFC3Xp0kUdOnTwaAdzbd68Wa+99ppq1arl1j5o0CD997//1aJFi/TZZ5/p8OHDuvfee6352dnZatOmjTIzM7Vhwwa9+eabmjt3roYPH27VHDhwQG3atFGzZs20fft2DRw4UI888ohWrlxp1SxcuFCJiYkaMWKEtm7dqtq1aysuLk5Hjhy5Kq8XAAAAAK6WQt01dNasWcrJyZEk9e3bVyVLltT69evVtm1bPfbYYx7toCSdOnVK3bp107///W8999xzVvvJkyf1xhtvaP78+brrrrskSXPmzFG1atX05ZdfqlGjRvrkk0+0e/duffrppwoPD1edOnU0ZswYDRkyRCNHjpSvr69mzpypqKgoTZw4UZJUrVo1ffHFF5o8ebLi4uIkSZMmTVKvXr300EMPSZJmzpypZcuWafbs2Xrqqac8/poBAAAA4GopVBD08vJSZmamtm7dqiNHjiggIECxsbGSpBUrVuiee+7xaCf79u2rNm3aKDY21i0IbtmyRVlZWda2Jalq1aoqX768kpOT1ahRIyUnJ6tmzZoKDw+3auLi4tSnTx998803qlu3rpKTk93WkVuTewlqZmamtmzZoqFDh7rtg9jYWCUnJ1+w32fPntXZs2et6fT0dElSVlaWsrKyCrczcEVy9zv73z6Mgf0YA3ux/+3HGNgrJyfbbZpxsAfHgf3s3veFCoIrVqzQgw8+qGPHjuWZ53K5lJ2dnc9ShfPOO+9o69at2rx5c555KSkp8vX1VUhIiFt7eHi4UlJSrJrzQ2Du/Nx5F6tJT0/X6dOndeLECWVnZ+dbs3fv3gv2fdy4cRo1alSe9jVr1igwMPCCy+HqS0pKsrsLjscY2I8xsBf7336MgT0OHPTS+Z9OWr58uX2dAceBjTIyMmzdfqGCYL9+/XTfffdp+PDhecKRJ/30008aMGCAkpKS5O/vf9W2c7UMHTpUiYmJ1nR6errKlSunZs2aKSwszMaeOVdWVpaSkpLUokUL+fj42N0dR2IM7McY2Iv9bz/GwF7blu/VZ78esqZbt25tY2+ci+PAfvmdVLuWChUEU1NTlZiYeFVDoPTnpZ9HjhxRvXr1rLbs7GytW7dO06dP18qVK5WZmam0tDS3s4KpqamKiIiQ9OcdTv96d8/cu4qeX/PXO42mpqYqKChIAQEB8vb2lre3d741uevIj5+fn/z8/PK0+/j4cMDZjDGwH2NgP8bAXux/+zEG9vDy8nabZgzsxXFgH7v3e6HuGtqpUyetXbvWw13Jq3nz5tq5c6e2b99ufTVo0EDdunWz/u/j46NVq1ZZy+zbt0+HDh1STEyMJCkmJkY7d+50u7tnUlKSgoKCdMstt1g1568jtyZ3Hb6+vqpfv75bTU5OjlatWmXVAAAAAMDfRaHOCE6fPl2dO3fW559/rpo1a+ZJs/379/dI54oXL64aNWq4tRUtWlRhYWFWe8+ePZWYmKjQ0FAFBQWpX79+iomJUaNGjSRJLVu21C233KIHH3xQ48ePV0pKip555hn17dvXOlv32GOPafr06XryySf18MMPa/Xq1Xr33Xe1bNkya7uJiYmKj49XgwYNdOutt2rKlCn6448/rLuIAgAAAMDfRaGC4IIFC/TJJ5/I399fa9eulcvlsua5XC6PBcGCmDx5sry8vNSxY0edPXtWcXFxeuWVV6z53t7eWrp0qfr06aOYmBgVLVpU8fHxGj16tFUTFRWlZcuWadCgQZo6dapuuOEGvf7669ajIySpS5cu+u233zR8+HClpKSoTp06WrFixVW/PBYAAAAAPK1QQXDYsGEaNWqUnnrqKXl5Ferq0kL76yWp/v7+mjFjhmbMmHHBZSpUqHDJO1I1bdpU27Ztu2hNQkKCEhISCtxXAAAAALgeFSrFZWZmqkuXLtc8BAIAAAAArlyhklx8fLwWLlzo6b4AAAAAAK6BQl0amp2drfHjx2vlypWqVatWnpvFTJo0ySOdAwAAAAB4XqGC4M6dO1W3bl1J0q5du9zmnX/jGAAAAADA9adQQXDNmjWe7gcAAAAA4Brhbi8AAAAA4DAEQQAAAABwGIIgAAAAADgMQRAAAAAAHIYgCAAAAAAOQxAEAAAAAIchCAIAAACAwxAEAQAAAMBhCIIAAAAA4DAEQQAAAABwGIIgAAAAADgMQRAAAAAAHIYgCAAAAAAOQxAEAAAAAIchCAIAAOCaMTJ2dwGACIIAAAAA4DgEQQAAAFwzLrns7gIAEQQBAAAAwHEIggAAAADgMARBAAAAAHAYgiAAAAAAOAxBEAAAAAAchiAIAAAAAA5DEAQAAAAAhyEIAgAAAIDDEAQBAAAAwGEIggAAAADgMARBAAAAAHAYgiAAAAAAOAxBEAAAAAAchiAIAAAAAA5DEAQAAAAAhyEIAgAAAIDDEAQBAAAAwGEIggAAAADgMARBAAAAAHAYgiAAAAAAOAxBEAAAAAAchiAIAAAAAA5DEAQAAAAAh7mug+C4cePUsGFDFS9eXKVLl1b79u21b98+t5ozZ86ob9++CgsLU7FixdSxY0elpqa61Rw6dEht2rRRYGCgSpcurcGDB+vcuXNuNWvXrlW9evXk5+enypUra+7cuXn6M2PGDFWsWFH+/v6Kjo7Wpk2bPP6aAQAAAOBqu66D4Geffaa+ffvqyy+/VFJSkrKystSyZUv98ccfVs2gQYP03//+V4sWLdJnn32mw4cP695777XmZ2dnq02bNsrMzNSGDRv05ptvau7cuRo+fLhVc+DAAbVp00bNmjXT9u3bNXDgQD3yyCNauXKlVbNw4UIlJiZqxIgR2rp1q2rXrq24uDgdOXLk2uwMAAAAAPCQInZ34GJWrFjhNj137lyVLl1aW7Zs0R133KGTJ0/qjTfe0Pz583XXXXdJkubMmaNq1arpyy+/VKNGjfTJJ59o9+7d+vTTTxUeHq46depozJgxGjJkiEaOHClfX1/NnDlTUVFRmjhxoiSpWrVq+uKLLzR58mTFxcVJkiZNmqRevXrpoYcekiTNnDlTy5Yt0+zZs/XUU09dw70CAADw92Vk7O4CAF3nQfCvTp48KUkKDQ2VJG3ZskVZWVmKjY21aqpWrary5csrOTlZjRo1UnJysmrWrKnw8HCrJi4uTn369NE333yjunXrKjk52W0duTUDBw6UJGVmZmrLli0aOnSoNd/Ly0uxsbFKTk6+YH/Pnj2rs2fPWtPp6emSpKysLGVlZRVyL+BK5O539r99GAP7MQb2Yv/bjzGwV05Ojts042APjgP72b3v/zZBMCcnRwMHDtRtt92mGjVqSJJSUlLk6+urkJAQt9rw8HClpKRYNeeHwNz5ufMuVpOenq7Tp0/rxIkTys7Ozrdm7969F+zzuHHjNGrUqDzta9asUWBgYAFeNa6WpKQku7vgeIyB/RgDe7H/7ccY2OPgQS+d/+mk5cuX29cZcBzYKCMjw9bt/22CYN++fbVr1y598cUXdnelwIYOHarExERrOj09XeXKlVOzZs0UFhZmY8+cKysrS0lJSWrRooV8fHzs7o4jMQb2Ywzsxf63H2Ngr23L9+qzXw9Z061bt7axN87FcWC/Y8eO2br9v0UQTEhI0NKlS7Vu3TrdcMMNVntERIQyMzOVlpbmdlYwNTVVERERVs1f7+6Ze1fR82v+eqfR1NRUBQUFKSAgQN7e3vL29s63Jncd+fHz85Ofn1+edh8fHw44mzEG9mMM7McY2Iv9bz/GwB5eXt5u04yBvTgO7GP3fr+u7xpqjFFCQoI+/PBDrV69WlFRUW7z69evLx8fH61atcpq27dvnw4dOqSYmBhJUkxMjHbu3Ol2d8+kpCQFBQXplltusWrOX0duTe46fH19Vb9+fbeanJwcrVq1yqoBAAAAgL+L6/qMYN++fTV//nx99NFHKl68uPWZvuDgYAUEBCg4OFg9e/ZUYmKiQkNDFRQUpH79+ikmJkaNGjWSJLVs2VK33HKLHnzwQY0fP14pKSl65pln1LdvX+ts3WOPPabp06frySef1MMPP6zVq1fr3Xff1bJly6y+JCYmKj4+Xg0aNNCtt96qKVOm6I8//rDuIgoAAAAAfxfXdRB89dVXJUlNmzZ1a58zZ4569OghSZo8ebK8vLzUsWNHnT17VnFxcXrllVesWm9vby1dulR9+vRRTEyMihYtqvj4eI0ePdqqiYqK0rJlyzRo0CBNnTpVN9xwg15//XXr0RGS1KVLF/32228aPny4UlJSVKdOHa1YsSLPDWQAAAAA4Hp3XQdBYy79nBl/f3/NmDFDM2bMuGBNhQoVLnlHqqZNm2rbtm0XrUlISFBCQsIl+wQAAAAA17Pr+jOCAAAAAADPIwgCAAAAgMMQBAEAAADAYQiCAAAAAOAwBEEAAAAAcBiCIAAAAAA4DEEQAAAAAByGIAgAAAAADkMQBAAAAACHIQgCAAAAgMMQBAEAAADAYQiCAAAAAOAwBEEAAAAAcBiCIAAAAAA4DEEQAAAAAByGIAgAAAAADkMQBAAAAACHIQgCAAAAgMMQBAEAAADAYQiCAAAAuGaMjN1dACCCIAAAAAA4DkEQAAAA14xLLru7AEAEQQAAAABwHIIgAAAAADgMQRAAAAAAHIYgCAAAAAAOQxAEAAAAAIchCAIAAACAwxAEAQAAAMBhCIIAAAAA4DAEQQAAAABwGIIgAAAAADgMQRAAAAAAHIYgCAAAAAAOQxAEAAAAAIchCAIAAACAwxAEAQAAAMBhCIIAAAAA4DAEQQAAAABwGIIgAAAAADgMQRAAAAAAHIYgCAAAAAAOQxAEAAAAAIchCAIAAACAwxAEAQAAAMBhCIKXacaMGapYsaL8/f0VHR2tTZs22d0lAAAAALgsBMHLsHDhQiUmJmrEiBHaunWrateurbi4OB05csTurgEAAABAgbmMMcbuTvxdREdHq2HDhpo+fbokKScnR+XKlVO/fv301FNPXXL59PR0BQcH69F/fyb/YsWvdneRj5wco18O/6KykWXl5eWyuzuOxBjYjzGw19c/pennE3+oRtkQVQgrand3HIljwF6Ltx92m25fJ9Kmnjgbx4H9zpz6Xa/1ulMnT55UUFDQNd8+QbCAMjMzFRgYqPfee0/t27e32uPj45WWlqaPPvoozzJnz57V2bNnren09HSVK1dO5Qa+Ky+/wGvRbQAAAADXoZyzGfppyn22BUEuDS2go0ePKjs7W+Hh4W7t4eHhSklJyXeZcePGKTg42PoqV67ctegqAAAAAFxUEbs78L9s6NChSkxMtKZzzwhuGtJEYWFhNvbMubKyspSUlKQWLVrIx8fH7u44EmNgP8bAXux/+zEG9mMM7McY2O/YsWMqM8W+7RMEC6hkyZLy9vZWamqqW3tqaqoiIiLyXcbPz09+fn552n18fDjgbMYY2I8xsB9jYC/2v/0YA/sxBvZjDOxj937n0tAC8vX1Vf369bVq1SqrLScnR6tWrVJMTIyNPQMAAACAy8MZwcuQmJio+Ph4NWjQQLfeequmTJmiP/74Qw899JDdXQMAAACAAiMIXoYuXbrot99+0/Dhw5WSkqI6depoxYoVeW4gAwAAAADXM4LgZUpISFBCQoLd3QAAAACAQuMzggAAAADgMARBAAAAAHAYgiAAAAAAOAxBEAAAAAAchiAIAAAAAA5DEAQAAAAAh+HxEdeQMUaS9Pvvv8vHx8fm3jhTVlaWMjIylJ6ezhjYhDGwH2NgL/a//RgD+zEG9mMM7Pf7779L+r+McK0RBK+hY8eOSZKioqJs7gkAAACA68GxY8cUHBx8zbdLELyGQkNDJUmHDh2yZbAhpaenq1y5cvrpp58UFBRkd3cciTGwH2NgL/a//RgD+zEG9mMM7Hfy5EmVL1/eygjXGkHwGvLy+vMjmcHBwRxwNgsKCmIMbMYY2I8xsBf7336Mgf0YA/sxBvbLzQjXfLu2bBUAAAAAYBuCIAAAAAA4DEHwGvLz89OIESPk5+dnd1ccizGwH2NgP8bAXux/+zEG9mMM7McY2M/uMXAZu+5XCgAAAACwBWcEAQAAAMBhCIIAAAAA4DAEQQAAAABwGIIgAAAAADgMQbAQxo4dq8aNGyswMFAhISH51hw6dEht2rRRYGCgSpcurcGDB+vcuXNuNWvXrlW9evXk5+enypUra+7cuXnWM2PGDFWsWFH+/v6Kjo7Wpk2b3OafOXNGffv2VVhYmIoVK6aOHTsqNTXVUy/1b2Ht2rVyuVz5fm3evFmSdPDgwXznf/nll27rWrRokapWrSp/f3/VrFlTy5cvd5tvjNHw4cNVpkwZBQQEKDY2Vt999901e63Xs4oVK+bZvy+88IJbzY4dO9SkSRP5+/urXLlyGj9+fJ71MAaFc/DgQfXs2VNRUVEKCAhQpUqVNGLECGVmZrrVcBzY71I/11Ew48aNU8OGDVW8eHGVLl1a7du31759+9xqmjZtmuf7/bHHHnOr8dTvaycaOXJknv1btWpVa35B3qOw/69Mfr97XS6X+vbtK4lj4GpYt26d7rnnHkVGRsrlcmnx4sVu8wvyO/L48ePq1q2bgoKCFBISop49e+rUqVNuNZ54z3RJBpdt+PDhZtKkSSYxMdEEBwfnmX/u3DlTo0YNExsba7Zt22aWL19uSpYsaYYOHWrV/PDDDyYwMNAkJiaa3bt3m2nTphlvb2+zYsUKq+add94xvr6+Zvbs2eabb74xvXr1MiEhISY1NdWqeeyxx0y5cuXMqlWrzFdffWUaNWpkGjdufFVf//Xm7Nmz5tdff3X7euSRR0xUVJTJyckxxhhz4MABI8l8+umnbnWZmZnWetavX2+8vb3N+PHjze7du80zzzxjfHx8zM6dO62aF154wQQHB5vFixebr7/+2rRt29ZERUWZ06dPX/PXfb2pUKGCGT16tNv+PXXqlDX/5MmTJjw83HTr1s3s2rXLLFiwwAQEBJjXXnvNqmEMCu/jjz82PXr0MCtXrjT79+83H330kSldurR54oknrBqOA/sV5Oc6CiYuLs7MmTPH7Nq1y2zfvt20bt3alC9f3u3nzp133ml69erl9v1+8uRJa76nfl871YgRI0z16tXd9u9vv/1mzb/UexT2/5U7cuSI2/5PSkoyksyaNWuMMRwDV8Py5cvNsGHDzAcffGAkmQ8//NBtfkF+R7Zq1crUrl3bfPnll+bzzz83lStXNvfff78131PvmS6FIHgF5syZk28QXL58ufHy8jIpKSlW26uvvmqCgoLM2bNnjTHGPPnkk6Z69epuy3Xp0sXExcVZ07feeqvp27evNZ2dnW0iIyPNuHHjjDHGpKWlGR8fH7No0SKrZs+ePUaSSU5O9shr/DvKzMw0pUqVMqNHj7bact8Ab9u27YLL3XfffaZNmzZubdHR0ebRRx81xhiTk5NjIiIizIQJE6z5aWlpxs/PzyxYsMCzL+JvqEKFCmby5MkXnP/KK6+YEiVKWMeAMcYMGTLEVKlSxZpmDDxr/PjxJioqyprmOLDfpX6uo/COHDliJJnPPvvMarvzzjvNgAEDLriMp35fO9WIESNM7dq1851XkPco7H/PGzBggKlUqZL1h3COgavrr0GwIL8jd+/ebSSZzZs3WzUff/yxcblc5pdffjHGeOY9U0FwaehVkJycrJo1ayo8PNxqi4uLU3p6ur755hurJjY21m25uLg4JScnS5IyMzO1ZcsWtxovLy/FxsZaNVu2bFFWVpZbTdWqVVW+fHmrxomWLFmiY8eO6aGHHsozr23btipdurRuv/12LVmyxG3epcbkwIEDSklJcasJDg5WdHS0o/f3+V544QWFhYWpbt26mjBhgtulJcnJybrjjjvk6+trtcXFxWnfvn06ceKEVcMYeM7JkycVGhqap53jwB4F+bmOwjt58qQk5fmenzdvnkqWLKkaNWpo6NChysjIsOZ54ve103333XeKjIzUjTfeqG7duunQoUOSCvYehf3vWZmZmXr77bf18MMPy+VyWe0cA9dOQX5HJicnKyQkRA0aNLBqYmNj5eXlpY0bN1o1V/qeqSCKXP5LxKWkpKS4HVCSrOmUlJSL1qSnp+v06dM6ceKEsrOz863Zu3evtQ5fX988n1MMDw+3tuNEb7zxhuLi4nTDDTdYbcWKFdPEiRN12223ycvLS++//77at2+vxYsXq23btpIuPCbnj1lu24VqnKx///6qV6+eQkNDtWHDBg0dOlS//vqrJk2aJOnP/RcVFeW2zPnHRYkSJRgDD/r+++81bdo0vfTSS1Ybx4G9jh49esmf6yicnJwcDRw4ULfddptq1KhhtT/wwAOqUKGCIiMjtWPHDg0ZMkT79u3TBx98IMkzv68DAgKu5ku7rkVHR2vu3LmqUqWKfv31V40aNUpNmjTRrl27CvQehf3vWYsXL1ZaWpp69OhhtXEMXFsF+R2ZkpKi0qVLu80vUqSIQkND3Wqu9D1TQRAE/7+nnnpKL7744kVr9uzZ4/YhaFxdhRmTn3/+WStXrtS7777rVleyZEklJiZa0w0bNtThw4c1YcIE6w0w8rqcMTh//9aqVUu+vr569NFHNW7cOPn5+V3trv7PKsxx8Msvv6hVq1bq3LmzevXqZbVzHOB/Vd++fbVr1y598cUXbu29e/e2/l+zZk2VKVNGzZs31/79+1WpUqVr3c3/OXfffbf1/1q1aik6OloVKlTQu+++SziwwRtvvKG7775bkZGRVhvHAC6GIPj/PfHEE25/QcnPjTfeWKB1RURE5LkLXO5dsiIiIqx//3rnrNTUVAUFBSkgIEDe3t7y9vbOt+b8dWRmZiotLc3tL27n1/ydFWZM5syZo7CwsAK9qY2OjlZSUpI1faExOX9/57aVKVPGraZOnTqX3N7f0ZUcF9HR0Tp37pwOHjyoKlWqXHD/Spc+LhiDHhetOX8MDh8+rGbNmqlx48aaNWvWJdfPcXDtlCxZ8pI/13H5EhIStHTpUq1bt87tSpD8REdHS/rzjHmlSpU88vsa/yckJEQ333yzvv/+e7Vo0eKS71HY/57z448/6tNPP7XO9F0Ix8DVVZDfkRERETpy5IjbcufOndPx48cvuc/P38alfl8XBJ8R/P9KlSqlqlWrXvTr/Ot0LyYmJkY7d+50G+SkpCQFBQXplltusWpWrVrltlxSUpJiYmIkSb6+vqpfv75bTU5OjlatWmXV1K9fXz4+Pm41+/bt06FDh6yav7PLHRNjjObMmaPu3bvLx8fnkuvfvn2720F6qTGJiopSRESEW016ero2btz4P7G/83Mlx8X27dvl5eVlXf4QExOjdevWKSsry6pJSkpSlSpVVKJECauGMXB3OWPwyy+/qGnTpqpfv77mzJkjL69L/4jnOLh2CvJzHQVnjFFCQoI+/PBDrV69Os9lVPnZvn27JFnf8574fY3/c+rUKe3fv19lypQp0HsU9r/nzJkzR6VLl1abNm0uWscxcHUV5HdkTEyM0tLStGXLFqtm9erVysnJsYK6J94zFUiBbysDy48//mi2bdtmRo0aZYoVK2a2bdtmtm3bZn7//XdjzP/dirdly5Zm+/btZsWKFaZUqVL53op38ODBZs+ePWbGjBn5Pj7Cz8/PzJ071+zevdv07t3bhISEuN3Z6bHHHjPly5c3q1evNl999ZWJiYkxMTEx125nXEc+/fRTI8ns2bMnz7y5c+ea+fPnmz179pg9e/aYsWPHGi8vLzN79myrZv369aZIkSLmpZdeMnv27DEjRozI97b5ISEh5qOPPjI7duww7dq147b5xpgNGzaYyZMnm+3bt5v9+/ebt99+25QqVcp0797dqklLSzPh4eHmwQcfNLt27TLvvPOOCQwMzHMrZMagcH7++WdTuXJl07x5c/Pzzz+73So8F8eB/Qrycx0F06dPHxMcHGzWrl3r9v2ekZFhjDHm+++/N6NHjzZfffWVOXDggPnoo4/MjTfeaO644w5rHZ76fe1UTzzxhFm7dq05cOCAWb9+vYmNjTUlS5Y0R44cMcZc+j0K+98zsrOzTfny5c2QIUPc2jkGro7ff//deu8vyUyaNMls27bN/Pjjj8aYgv2ObNWqlalbt67ZuHGj+eKLL8xNN93k9vgIT71nuhSCYCHEx8cbSXm+cp/ZYowxBw8eNHfffbcJCAgwJUuWNE888YTJyspyW8+aNWtMnTp1jK+vr7nxxhvNnDlz8mxr2rRppnz58sbX19fceuut5ssvv3Sbf/r0afP444+bEiVKmMDAQNOhQwe3N35Ocv/991/wGYpz58411apVM4GBgSYoKMjceuutbre0zvXuu++am2++2fj6+prq1aubZcuWuc3Pyckxzz77rAkPDzd+fn6mefPmZt++fVfl9fydbNmyxURHR5vg4GDj7+9vqlWrZp5//nlz5swZt7qvv/7a3H777cbPz8+ULVvWvPDCC3nWxRgUzpw5c/L9uXT+3/s4Dq4Pl/q5joK50Pd77u/SQ4cOmTvuuMOEhoYaPz8/U7lyZTN48GC3Z6gZ47nf107UpUsXU6ZMGePr62vKli1runTpYr7//ntrfkHeo7D/r9zKlSuNpDw/hzkGro41a9bk+7MnPj7eGFOw35HHjh0z999/vylWrJgJCgoyDz30kHVCKZcn3jNdissYYwp+/hAAAAAA8HfHZwQBAAAAwGEIggAAAADgMARBAAAAAHAYgiAAAAAAOAxBEAAAAAAchiAIAAAAAA5DEAQAAAAAhyEIAgAAAIDDEAQBACggY4x69+6t0NBQuVwubd++/YK1Dz74oJ5//nmPbv/o0aMqXbq0fv75Z4+uFwDgPARBAAAKaMWKFZo7d66WLl2qX3/9VTVq1Mi37uuvv9by5cvVv39/q61p06YaOHBgntq5c+cqJCSkQNsvWbKkunfvrhEjRhSm+wAAWAiCAAAU0P79+1WmTBk1btxYERERKlKkSL5106ZNU+fOnVWsWDGP9+Ghhx7SvHnzdPz4cY+vGwDgHARBAAAKoEePHurXr58OHTokl8ulihUr5luXnZ2t9957T/fcc0+htlOxYkW5XK48X7mqV6+uyMhIffjhh4VaPwAAkpT/nzIBAICbqVOnqlKlSpo1a5Y2b94sb2/vfOt27NihkydPqkGDBoXazubNm5WdnS3pz1DZqVMn+fj4uNXceuut+vzzz9WzZ89CbQMAAIIgAAAFEBwcrOLFi8vb21sREREXrPvxxx/l7e2t0qVL55n3yiuv6PXXX3drO3funPz9/a3pUqVKWf8fMGCAfv31V23evNltmcjISG3btq2wLwUAAIIgAACedPr0afn5+bldzpmrW7duGjZsmFvbBx98kO/dRWfNmqU33nhDGzZscAuHkhQQEKCMjAzPdhwA4CgEQQAAPKhkyZLKyMhQZmamfH193eYFBwercuXKbm35nTlcs2aN+vXrpwULFqhWrVp55h8/fjxPOAQA4HJwsxgAADyoTp06kqTdu3cXavnvv/9enTp10tNPP617770335pdu3apbt26he0iAAAEQQAAPKlUqVKqV6+evvjii8te9vTp07rnnntUt25d9e7dWykpKdZXroyMDG3ZskUtW7b0ZLcBAA5DEAQAwMMeeeQRzZs377KXS01N1d69e7Vq1SpFRkaqTJky1leujz76SOXLl1eTJk082WUAgMO4jDHG7k4AAPC/5PTp06pSpYoWLlyomJgYj667UaNG6t+/vx544AGPrhcA4CycEQQAwMMCAgL01ltv6ejRox5d79GjR3Xvvffq/vvv9+h6AQDOwxlBAAAAAHAYzggCAAAAgMMQBAEAAADAYQiCAAAAAOAwBEEAAAAAcBiCIAAAAAA4DEEQAAAAAByGIAgAAAAADkMQBAAAAACHIQgCAAAAgMP8P0FyVhONWMj/AAAAAElFTkSuQmCC",
"text/plain": [
"<Figure size 1000x400 with 1 Axes>"
]
},
{
"data": {
- "image/png": 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",
+ "image/png": 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",
"text/plain": [
"<Figure size 1000x400 with 1 Axes>"
]
"\n",
"plt.figure(figsize=(10, 4))\n",
"plt.plot(f, np.abs(x_f))\n",
- "plt.title(\"Spectrum of original signal\")\n",
+ "plt.title(\"Spectrum of original signal, X(f)\")\n",
"plt.xlabel(\"f (Hz)\")\n",
"plt.xlim((4900, 5100))\n",
"plt.ylabel(\"magnitude\")\n",
"\n",
"plt.figure(figsize=(10, 4))\n",
"plt.plot(f, np.abs(z_f))\n",
- "plt.title(\"Z\")\n",
+ "plt.title(\"Specturm of analytical signa, Z(f)\")\n",
"plt.xlabel(\"f (Hz)\")\n",
"plt.ylabel(\"magnitude\")\n",
- "plt.xlim((-20000, 20000))\n",
+ "plt.xlim((-10000, 10000))\n",
"plt.grid(True)\n",
"plt.show()\n",
"\n",
"\n",
"plt.figure(figsize=(10, 4))\n",
"plt.plot(f, np.abs(x_lf))\n",
- "plt.title(\"Spectrum of lowpass signal\")\n",
+ "plt.title(\"Spectrum of lowpass signal, Y(f)\")\n",
"plt.xlabel(\"f (Hz)\")\n",
"plt.ylabel(\"magnitude\")\n",
- "plt.xlim((-100, 100))\n",
+ "plt.xlim((-50, 50))\n",
"plt.grid(True)\n",
"plt.show()\n"
]
"cells": [
{
"cell_type": "code",
- "execution_count": 63,
+ "execution_count": 38,
"metadata": {},
"outputs": [],
"source": [
"import math\n",
"\n",
"def diff_letters(a,b):\n",
- " return sum ( a[i] != b[i] for i in range(len(a)) )"
+ " return sum ( a[i] != b[i] for i in range(len(a)) )\n"
]
},
{
"cell_type": "code",
- "execution_count": 64,
+ "execution_count": 39,
"metadata": {},
"outputs": [],
"source": [
},
{
"cell_type": "code",
- "execution_count": 65,
+ "execution_count": 40,
"metadata": {},
"outputs": [],
"source": [
},
{
"cell_type": "code",
- "execution_count": 66,
+ "execution_count": 41,
"metadata": {},
"outputs": [
{
"data": {
- "image/png": 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",
+ "image/png": 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",
"text/plain": [
"<Figure size 400x100 with 1 Axes>"
]
},
{
"data": {
- "image/png": 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",
+ "image/png": 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9xMbGMnfu3FLPE1g9o7qh2Ip9+/bpI0aM0ENDQ3WTyaQDuru7u37gwIES2xZ17dq+fftVX3PTpk36448/rrds2VL38/PTXVxc9Dp16uijR48u1uVJ11W3pRYtWpR4jbS0NL1Tp066yWTS58+fX+a+ynp+3bp19QEDBpRYD+iPP/54sXW7du3S+/Xrp3t7e+uenp56z5499T///LPEc/fu3at3795dd3d312vXrq3/5z//0WfPnl2iK1Z+fr7+7LPP6kFBQbqnp6fer18//ciRI+Xqunfw4EG9d+/eure3tx4UFKSPGzdO37NnT4kuh3l5efqTTz6pBwcH65qmFevGRyldB8vzHsv69y2tzo8++kgH9OXLl5f4PV3p2LFj+oABA3QPDw89ODhYf/rpp/WffvpJB4p1rSzr31LX1WeqU6dOuoeHhx4WFqZPmTLF3BWztC5527Zt0wG9b9++16zvcvv379fvvPNOvUaNGrq7u7vepEkT/aWXXiq2jaU/L2V13Vu4cGGx14uJiSnxOdB1Xf/www/1unXr6m5ubnqHDh30TZs26W3bttVvvfXWCr13o0lYV9DXX3+ta5qm33///UaXIqzY0KFD9fbt21f6+e+//74OmPvmW1p0dLQO6PPmzauS17dm+fn5ekBAgP7QQw8ZXUqFSDNIBY0aNYqzZ8/y3HPPER4ezptvvml0ScLK6LrO+vXr+fbbb8u1fWZmZrFeHllZWcyaNYtGjRqZ++Zb2hdffIG3tzdDhgypkte3FllZWbi5uRVr8pg3bx5JSUk2d7m5put22s9FCBvRv39/6tSpQ5s2bUhJSeHbb7/lwIEDzJ8/nxEjRlh0X0uXLuXgwYO89NJLPPHEE0yfPt2ir29t1q9fz6RJkxg6dCiBgYHs2rWL2bNn06xZM3bu3GlTg0RJWAthsBkzZvDll18SGxtLfn4+zZs3Z8qUKdx7770W31dkZCTx8fH069ePb7755ppX6dq62NhYnnrqKbZt20ZSUhIBAQHcdtttvP3221cdNM0aSVgLIYQNkH7WQghhAySshRDCBlh1b5CCggLOnDmDj4+P7XVgF0KIUui6zsWLFwkLC8NkKv/xslWH9ZkzZ6p0XAYhhDDKyZMnKzQBglWHddGZ6pMnT1ZofIbc3FxWrlxJ3759cXFxqaryhB3JyMhg3bp19OzZ0+7nNBSWUdmcSU1NJSIiosI9caw6rIuaPnx9fSsc1p6envj6+kpYi3JxdnY2f2YkrEV5XG/OVLRpV04wCiGEDZCwFqIUM2fOJDIyEnd3dzp27FhsKM/PP/+cHj164Ovri6Zp1xyGVQhLkLAW4grff/89kydPZurUqezatYvWrVvTr18/zp07B6j27VtvvZUXXnjB4EqFI5GwFuIK06dPZ9y4cYwZM4bmzZvz2Wef4enpyVdffQXAxIkTee655+jUqZPBlQpHImEtxGVycnLYuXNnsTkwTSYTvXv3ZvPmzQZWJhydhLUQl0lMTCQ/P5+QkJBi60NCQoiLizOoKiGsvOueENUhPx82bDCxYUNt0tLkSllhnar0yHrDhg0MHDiQsLAwNE1j8eLFVbk7ISps0SKIjIT+/d2ZPr0dI0eGA04sXhxfbLv4+HhCQ0MNqVEIqOKwTk9Pp3Xr1sycObMqdyNEpSxaBHffDadOXb7WFWjLO++sYdEitaagoIA1a9bQuXNnA6oUQqnSZpD+/fvTv3//qtyFEJWSnw8TJkDpo7lPBh5g3Lh2NG7cgY8+mkF6ejpjxowBIC4ujri4OI4cOQLAvn378PHxoU6dOgQEBFTbexCOxararLOzs8nOzjb/nJqaCqjLOnNzc8v9OkXbVuQ5wo7kXoTMU2iZpyE7AfLS0fLS4LLb79siOHXqxTJe4F7gPElJL3NTm9Pc2MSfZe/1JijuU/IvBPPJp+v4z4c/mbeOiooC4Msvv2TUqFFV//6EVahszlQ2l6ptphhN0/j5558ZPHhwmdu88sorvPrqqyXWL1iwQMZrEGYuehq+BcfxKjiLh56Au56Ih56IR0ECHnoCLmRc8zX+9+cwRsz83zW3W/D4cIZ3+e6a2+XgRaYWRLqpFummWqRpYaSbQknXwsjSAkCG+BWFMjIyGDFiBCkpKRUa88iqjqyff/55Jk+ebP65aHSqvn37Vnggp1WrVtGnTx8ZyMmW5WfBxUNoKfsLbwfUfebpaz5Vd/EDj9robjXBxRucvdGdvcHZB5y9qJndrFwl1Gw7kPyWLSDvIlp2ImSfh5xEtOwEyE5Uy+i4ko6rno5f/nHIv6IWJw/wboDu3RC9xg3o/u3QA9qBW1BlfivCSlQ2Z4paDCrKqsLazc0NNze3EutdXFwqFbqVfZ4wgK5D2jE4twHOb4SELXDxH9DzS9/eqy74NgXPOuAZDp4Rhffqprmo4SfLOp7t0QrCX4bTp0tvt9Y0CA+HHqNG4OR0lboL8iHnggrx9Fi4eBguHrl0nx6Dlp8JhX9wOL34svcQCYHtIbADBLSHgJvAxb4nsLVHFc2ZymaSVYW1cCB6AaQcgHMbLwV05pmS27n6Q41W4NdK3ddoBTVagkv5v2mVxskJPvhA9QbRtOKBXdRiMWMGVw9qAJMTuAepm18z4IoT6gW5kH5chXfq35C0E5K2q+X0WHU7sbBoz+DXHEJugVp9oWZ39a1ACKo4rNPS0sxnzAFiYmKIjo4mICCAOnXqVOWuhTXKjIfTS+HMryqgcy4Uf9zkqo40g6MguCv4twGPWlXW3jtkCPz4o+oVcnn3vfBwFdRDhlhgJyYX8GmobmGXBXlOigruxG0qvBO3Q8ZJ9Qcs5QD886F6bnBXCO0LtfqBf2vQ5KJjR1WlYb1jxw569uxp/rmoPfqBBx5g7ty5VblrYS1SDsHpJXBqiWra4LJDWGcvCOoCwd2gZpRqDnD2qNbyhgyBQYNg1aosVq3aT58+LenTx/3aR9TXy9UPQnupW5HMODi/CeJWwdkV6qg7fp267Xke3IIhtA+E3Qbhd0iTiYOp0rDu0aMH1dTZRFiLgnxI3KLC+dQS1e58uYB2ED5IHS0G3KiOHg3m5ARRUQVkZ58mKqp51Qd1WTxCoc5d6qbrqs07biWcXQnxa1W7+PEF6ubkDmEDoO4wdV/Nf+RE9ZM2a2EZqYchZi7EzIOMy9oUTC4Q0ksFdO07wLO2YSXaFE0D30bq1vhx1fadsFkdcZ/8SbV5n/xJ3Zy91e+37jD1R9DJ1ejqRRWQsBaVl5umTo4d+wrO/3FpvYufOtoLHwRht173yUCB+qNXM0rdbngdkvfA8e/ULf04xM5XN1d/iBgC9cdCUCfp321HJKxFxei66rlxbI4K6rx0tV4zQWg/aDBGHUE7leyCKSxE09TJV/820PotSNyqQvvED5B5Fo7OVjf/G9VRed3h4CwXldk6CWtRPnkZcGwu/D1DdUMr4tMI6o+BeqOkicMImqaOoIM6wY3vFf4hnavC+8Ju2PoQ7HpG/Rs1elQ1qwibJGEtri4zHg7PhMOfqCv2QLWR1r1XBUBQF/mqbS1MThDSQ91uek99+zn8qbrY6O/31S20LzR+DMJuV9sLmyFhLUqXcggOTVcnDAsKB9fyrg9NJ0O9B+RiDWvnFgjNnlH/XmdXwD8z4cxvqndJ3ErwbggtX4TI+6yiR464NglrUdy5DfDXf9XFK0UCO0Kzf0H4YDkaszWaSV2ME9Yf0mLg8Gdw9EtIOwJbxsC+16DFC6oZS3qRWDW5HEooidthTW9Y3b0wqDXVm6P3Rui7WfX9laC2bd714MZpMOg4tHkH3GtCegxsGwdLG6kgz8++9usIQ0hYO7rUv2HjUFjRAeLXqK/EDcfD7X9B1GKo2VXapO2Nizc0/xfcEQM3vQ/uoZBxArY/Cr80gL8/ViMeCqsiYe2oMk7B1nGwrAWc/BHQVFv07f9Ah1ng28ToCkVVc/aEphPhjmPQ9iPwqA2Zp2Hnk/BrUzj+Q1lT6QgDSFg7muwk2D1Ffe09+qUagrT2HXDbXug8F7wjja5QVDdnD2jyBNxxFNp/qoaZTT8Om+6F1VFqwClhOAlrR1GQr7px/dIA/npXfc0N7gZ9NkH3JWrYUeHYnNyg0SNw+9/Q6lVw8lBXpi5vD1seVANNCcNIWDuCpF2wsjNsfwxyk6HGDdB9GfT+HYK7GF2dsDbOntDqZRj4j+rah676bC9tBAfelvZsg0hY27PcVNg5EVa0V2Mmu/hCu4/h1l1Q+zY5cSiuzjMcunyregMFdlCTDe95Hn5tDmeWG12dw5Gwtke6Did+hF+bwd8fqFlZ6g6D2w+psSKkC56oiKBOKrA7zwOPMNXdb31/1U/7ygkkRJWRsLY3acdg/W3wx1A1TZZ3A+i5Am7+n5p1RYjK0ExQ737Vnt1kEqCpMUiWtYBTS6/1bGEBEtb2Qtfh6Ffw2w1wdrmaIqvlVBiwX83nJ4QluHhD2+nQZyP4NFaj/G24A/68X/U0ElVGwtoeZCfCH3fD1rFqyNKaUXDbPrjhFTWjiBCWFnwz9I9W449oJoj9FpY1h5M/G12Z3ZKwtnVxq9XR9MlFoDlDm7eh11rwbWx0ZcLeOXvAje9Cnz/BtxlkxcPGIbDpPnVyW1iUhLWtys+CnZNhbR/VNu3bBPptgebPyglEUb2COkL/XdD8edCc1ByRy9vBhT1GV2ZXJKxtUfIBWNFRjU8M0PAR1R0voK2xdQnH5eQObd5UA395RqgJKlZ2giNfyCXrFiJhbWti5sOKdpC8F9yCIeoX6PCpTNskrENwZ+i/G8JuU9/+to2HzaPUfJ3iukhY24qCPDU90+aR6j9BrX5qPI/wgUZXJkRxboHQfamaH1JzUicfV3RQ3whFpUlY24LsJNV3+tB76ucWL6jLxT1Cja1LiLJoJmjxHNyyVvXvT/1LBfaxeUZXZrMkrK1d8j51uXjcKnDyhK4/QOs35CSisA01o1QXv9DekJ8BWx6A6OfUVbWiQiSsrdmJn9QATGnHwKte4YwtQ42uSoiKca8JPZZDi3+rnw9Og03DIC/T2LpsjIS1NdJ12PuyutAlLx1CboFbt4P/DUZXJkTlmJyg9X+g09dqNqITC2HtLZB13ujKbIaEtbUpyFNXIu7/j/q5ySTouVydtBHC1tUfBT1XgksNSNisuvelHDK6KpsgYW1N8jLV0fSxOeoETccv1TgMJpmEXtiRkB6qSc+7vmriW9kZ4tcbXZXVk7C2FjkpsP5WOLUETG7QbRE0GGt0VUJUDb+m0HcLBHVWE2Ks6wsx3xpdlVWTsLYGmfGwpgec26AmCOi5AsIHGV2VEFXLPRh6rVEnzQty1cUzR74wuiqrJWFttLRjsOpmuBCtzprfsh5CuhtclBDVxNkDbv4OGj8J6OqKx38+MboqqySNoUZK3gdr+0JWnOqa12sl+DQ0uiohqpdmgrYfqF4ih6bDjsehIAeaTjS6MqsiR9ZGSfkL1tyigrpGK+i7SYJaOC5Ngxv/C82fUz/vmgQH3zW2JisjYW2Ei0dhbW/IPg/+N6lZxmXKLeHoNA1avwktX1Y/R0+BA28aW5MVkbCubukn1MUAmWfAr4U6mejqb3RVQlgHTYMbXoUbCq8z2PMi7H3FyIqshoR1dco8q5o+0o+DTyPotRrcg4yuSgjr0/LfatYjgP2vwl//NbYeKyBhXV2yElTTR9oR8IpUXZZk1Dwhytb8WWgzTS3v/pfD98OWsK4OOcmq03/KQfCoDbesAa8Io6sSwvo1nwJNJ6vlLWPgzApj6zGQhHVVy8+G3wfChd2qH3Wv1eoyWyFE+dz4LtQdAXoe/HEXJG43uiJDSFhXJV2HrQ/B+T/AxQ96rlKX2Qohyk8zQac5akzsvHRYPwBSDxtdVbWTsK5KB95UUxppTtDtJxniVIjKcnJV4+X436S6vK7rB5lxRldVrSSsq8rxH2Bv4WDr7T+B0FuMrUcIW+fiAz1+U82I6TGwvr9DTcQrYV0VErap6YtAjUfdcLyx9QhhLzxC1LUJ7jXVeDpbx6rmRgcgYW1p6Sdgwx1qBvKwAerkiBDCcnwaQtefQHOGEz9cmkjazklYW1LuRdXzIyseatwAN/9PJrYVoirU7AptZ6jl6Gchbo2h5VQHCWtLKer5kbwX3EOg+1LVxiaEqBqNHoN6D6iZ0jfdq64MtmMS1pZy5HP1lUxzhm4/g1cdoysSwr5pGrT/tLCHSCJsGGLXM6ZLWFvChb2wc4JabvM2BHc2th4hHIWzB0QtUhNKX9gFOx6z2xOOEtbXKzcNNt0DBdnqhGLTSUZXJIRj8aqrZpvRTHBsLhz5zOiKqoSE9fXa8Tik/q3G/Og0V31ghBDVK7Q3tC4cpW/XZDW5h52RZLkex76GmHkqoG/+nwx3KoSRmj0DoX1Vt9nN96tJeO2IhHVlpRyC7Y+p5VavQs1uxtYjhKPTNOj0lZrMI2kn7H/d6IosSsK6MgpyYdMwyM+AkFug+fNGVySEAPCsrXqIABx4AxK2GluPBUlYV8bBdyB5jzoD3eUbufBFCGtS916oOxz0fNUckpdudEUWIWFdUSmHYP9ravmmGTLRrRDWqP1MddL/4mHYPcXoaixCwroi9ALY9hAU5ECt/hB5n9EVCSFK4+oPneeq5cOf2MUMMxLWFXH4Uzi/CZy9ocNn6oSGEMI6hfaGxk+q5W3jbL45RMK6vNKPQ/RzarnN23I5uRC2oM3baoLqjJM23ztEwro8dB22PQJ5aRB8MzR61OiKhBDl4ewJbT9Qy4feU+ecbJSEdXnEzoezy8HkCh2+lKsUhbAltQeqoSAKcmHnkzY7doikzrXkpsHuf6nlli/LhLdC2BpNg3YfgskN4lbDiYVGV1QpEtbX8tc7kBUH3g2g2b+MrkYIURne9aFF4cVruyapiUJsjIT11WScgr/+q5bbTFMzLAshbFOzKSq0M89culbChkhYX82eFyE/E4K7QsQQo6sRQlwPZw9o+6FaPjQDUg4aWk5FSViXJWmnGlEP4Kbp0qdaCHtQewDUvgP0PNjzb6OrqRAJ69LoOux6Wi1H3geB7Y2tRwhhOW3eAjQ49TMk7jC6mnKTsC7NqSVw7ndwcofWbxpdjRDCkvyaQ+RItbzXdo6uJayvVJAH0YUDvzSdLFcqCmGPWk1Vk1ufXQHnNhpdTblIWF/p+P/USF1uQdD8OaOrEUJUBZ8G0OBBtbznRZu4UEbC+nJ6ARx4Sy03nQwuPsbWI4SoOi1fUhfKnN8IcauMruaaJKwvd2oxpP4FLn7Q6DGjqxFCVCXP8Evj/NjA0bWEdRFdh/1vqOXGT4Crn7H1CCGqXovnwckTknbA6V+MruaqJKyLnF0JF3apf7gmE42uRghRHdxrQpPCMa//etfYWq5BwrrIgcKj6objwT3I2FqEENWn8VNgclETiyRuN7qaMklYg+q6c36j+gdr9ozR1QghqpNnGNS5Vy0fmmFoKVcjYQ2XeoDUG62mshdCOJamk9T9iR8g47SxtZRBwvriETj7f4AGze1jFmQhRAUF3AQ1o9SYIf98bHQ1pZKwPvK5uq/VD3waGluLEMI4TQqPro/MgrwMY2sphWOHdX42HJujlhs9YmwtQghj1R6oxrvOuXBpxE0r4thhffJnyE4Aj9pqjjYhhOMyOameIQB/z1BXNFsRxw7rI7PUfYOxYHI2thYhhPEaPAjOPpD6t+rKZ0UcN6xTDsG59Wqm8gYPGV2NEMIauPhAnaFq2cqaQhw3rM0nFm8DrwhjaxFCWI9696v7Ez9AXqaxtVzGMcM6PwtivlbLcmJRCHG5mlHgWQdyU61qvBDHDOvTyyAnCTwjoNatRlcjhLAmmunS0XXMN8bWchnHDOsTC9V93XvVGWAhhLhcUVifXQ6Z8cbWUsjxwjovE878qpYjhhpbixDCOvk2gcAOoOer2aOsgOOF9dnlkJeu2qRk1nIhRFnqjVL3VtIrxPHCuqgJpM7doGnG1iKEsF51h6mROC/sVv2uDeZYYZ2XCaeXquU60gQihLgKt0Co2UMtn/7V0FLA0cI6biXkpaleIIEdja5GCGHtat+u7iWsq1lRE0jEXdIEIoS4tqIxg87/ATnJhpbiOGGdnyNNIEKIivFpAL5N1TjXZ1caWorjhHXiNnVFklsQBHUyuhohhK2wkqYQxwnr+DXqPqSXukJJCCHKo6gp5Oz/QUG+YWU4TmrFXRbWQghRXsE3g4ufGvs+cZthZThGWOelQ+IWtRx6i7G1CCFsi8nl0hhCZ4xrCnGMsD73BxTkqqsWvRsYXY0QwtaEFYZ1/HrDSnCMsC5qrw69RbrsCSEqLriruk/aoeZuNYBjhLW5vVqaQIQQleDdANyCoSAHknYZUoL9h3V2krq2HyCkp7G1CCFsk6ZBcBe1nGDM3Iz2H9bnNwG66tjuGWZ0NUIIWxVUGNbn/zRk9/Yf1hcKv7IEdjC2DiGEbQu+Wd0n/Am6Xu27t/+wLmpf8r/R2DqEELYtoK3qxpcVD+kx1b57+w/rovbqgJuMrUMIYduc3MG/rVo2oCnEvsM6OwEyTqpl/zaGliKEsAPmk4wS1halJUerBe+G4OJraC1CCDvgX/gNPXl/te/avsNamkCEEJbk10zdp/5V7buWsBZCiPLybaLusxPUrRrZd1gXNYNITxAhhCU4e4FXXQC01EPVumu7DWuTngtpR9UPNW4wthghhP3wLWwKuShhbREe+nk0dHDyBPcQo8sRQtgLv+YAaNXcbm23Ye2pn1ML3pEy0p4QwnIKj6ylGcRCPAvi1YJXPWMLEULYFz8Ja4u6dGQtYS2EsKCiI+vMkzjp1Te2tf2GtfnIOtLQOoQQdsbVH5w8AHDTL1Tbbu02rL30wrCWI2shhCVpGnjUAsBdwvr6eRYUNoNIm7UQwtLcQwE5sr5+eem4kaKW5chaCGFpcmRtIdnqqFp38gDXGsbWIoSwPxLWFpKTrO5d/A0tQwhhp6QZxDK03GS14OpnaB1CCDslR9YWUnhkrbvUYMOGDQwcOJCwsDA0TWPx4sXFNl20aBF9+/YlMDAQTdOIjo6u9nKFEDbGfGSdbF41c+ZMIiMjcXd3p2PHjmzbts38WFZWFo8//jiBgYGEhamJu8+dO1ehXdpnWOcWnlx09Sc9PZ3WrVszc+bMUjdNT0+na9euTJs2rRoLFELYNA813pCbrrLm+++/Z/LkyUydOpVdu3bRunVr+vXrZw7kSZMmsXTpUhYuXMiyZcsAGDlyZIV26WzB8q2GllP41cTFj/49+9O/f/8yt73//vsBiI2NrYbKhBB2wckTAJOeA8D06dMZN24cY8aMAeCzzz5j2bJlfPXVVzz66KPMnj2bBQsW0KtXL1JTUwHYunUrW7ZsoVOnTuXapZ0eWScDoLvKCUYhRBVwcld35JKTk8POnTvp3bu3+WGTyUTv3r3ZvHkzO3fuJDc3t9jjABEREWzevLncu7TTsC5sBnGRE4xCiCpgDuscEs6fJz8/n5CQ4kMxh4SEEBcXR1xcHK6urtSoUaPY48HBwcTFxZV7l3bXDJKfD79vrUX838Oomd2SHjeAk5PRVQkh7Ek+7mw82J2zybXQtIJq2We1HFnfc889ODs7o2ka3t7ezJkzp0r2s2gRREbCLU/9mxEz/0fvB0cQGanWCyGEJSxaBJGNa9DzjfWMmPk/ho8IB5xYvDi+2Hbx8fGEhoYSGhpKTk4OycnJxR4/f/48oaGh5d5vlYf1hAkTWLhwIaNGjWLJkiVEREQwduxYDhw4YNH9LFoEd98Np04VX3/6tFovgS2EuF6l54wr0JZ33lljzpmCggLWrFlD586dadu2LS4uLqxZs6bYa508eZLOnTuXe99V3gwye/ZsWrVqxVdffQXAbbfdhpubG08//TTLly+3yD7y82HCBND1ko/pehpwhMceUz/HxMQQHR1NQEAAderUISkpiRMnTnDmzBkA/v77bwDzX0QhhIArc+bK2acmAw8wblw7GjfuwEcfzSA9PZ0xY8bg5+fH2LFjmTx5MgEBAZhM6hi5Q4cO5e4JAlUc1mlpaaSnpzNgwIBLO3R2JjIykj179pTYPjU11dytBeDixYsAZGRk4OxcdqkbNpg4dcq9jEd3AD2JL/yGMnnyZADuu+8+Pv/8cxYuXMgjjzxi3nrYsGEAvPDCC7z44ovleZvCDmRlZRW7F+JKV8+Ze4HzJCW9zI03xtGmzQ0sXrwYHx8fMjIyeOONNygoKOCuu+4yf8a+/fbbCu1f0/XSjkctY9euXbRt25ZZs2Yxfvx48/oOHTpw8OBB0tLSim3fo0cPfv/99xKvs2DBAjw9Pcvcz4YNtZk+vd0165k8eQdRUacr8A6EEEKxVM5kZGQwYsQIUlJS8PX1Lff+rao3yC+//FLiyLp58+b07Nnzqm/Kzc3E9OnXfv0+fVoSFdXcEqUKO5OVlcXGjRvp1q0b7u5lHT0JR2apnLk84yqiSsO6cePGgGonvlxiYiI+Pj4ltvf19S0WykVvytPT86pH1n36QHi4OplY2vcETVOP9+njLt34xFW5u7tf9bMmHJelciYvL69S+6/S3iDe3t54eXmZr4UHVWhsbCytW7e22H6cnOCDD9SydkW7f9HPM2ZIf2shROUVz5niaV0dOVPlXffGjh3Lvn37GDduHL/++iutWrVC13X++9//WnQ/Q4bAjz9C7drF14eHq/VDhlh0d0IIB2TOmbDiYV0dOVOlJxiLDB06lJ9//pn8/Hy8vLz44IMPGDt27DWfl5qaip+fX4Ua4vPz4ffPphH/VzQ1b+xPj9Gj5IhaXFNGRgarVq2iT58+0gwirik/PYGNb93N2eRaBA/6mp69XMudM5XJNaimE4wLFy6sjt0A6itI947xOPl/R36TMAlqIYTFOWlZ9Gj+O/k4U9BjXrXkjH0O5FQ4gJNWNL2XEEJYUl4mAAW4Vtsu7TOsi4ZGLZreSwghLKlAXdiSj0u17dIuw1ovGho1J8XYQoQQ9qkwW/I0j2rbpV2GNa411H1u9U1mKYRwIFlnAcjWqm+CE/sMaxf1C9TkyFoIURUy1aQBWRLW10d3LWwGkSNrIURVyJQja8soPLImJxkK8g0tRQhhh7KKjqxrVNsu7TOs3WtSgDMaBZApo+wJISzMfGQdUG27tM+w1pzI0ILVclrM1bcVQoiKKgxrObK2gAytplpIl7AWQlhYlpxgtJgMU+G08HJkLYSwpII8yDoHQLZJmkGum/nIWsJaCGFJ6bGAjm5yJ5uS4/JXFfsN66Ija2kGEUJYUspf6t6nMWjVN1Kc/Ya1Js0gQogqkKrCWvdtVq27tduwTjcVNoNknoH8bGOLEULYj5SDAOi+Tat1t3Yb1jn4oTt7AzpcPGJ0OUIIe2E+spawtgxNQ/e7QS1f2G1sLUII+6Dr5jZr3UfC2mJ0/zZqQcJaCGEJmWcg76I6sejTqFp3bd9hXeNGtZC0y9hChBD2obC9Gu8GYKq+WWLA3sP68iPrqp8XWAhh74rC2q96e4KAnYc1vs3VX7/cFOlvLYS4folb1L1/22rftX2HtckFarRSy9IUIoS4Xuf/VPfBXap91/Yd1gD+0m4thLCAjFOQcQI0EwR2qPbd239YB9yk7i9IWAshrkPCZnVfozW4VN+YIEUcIKzbq/uEzWq0LCGEqIzzm9R9UPU3gYAjhLX/jeBSA3JTpSlECFF5BrZXgyOEtckJQnqo5fg1hpYihLBReRmXLq6TI+sqFNJL3cdJWAshKiFpB+h54FELvOoaUoJjhHXoLeo+YRPkZxlbixDC9sSvU/dBN4OmGVKCY4S1bzP1FzE/61K7kxBClNfpZeo+7FbDSnCMsNa0S00h8WuNrUUIYVsy4yFpu1oOu82wMhwjrAFCCptCpN1aCFERZ35T9wFt1Td0gzhOWIcWHlknbYecC8bWIoSwHWd+VfdhtxtahuOEtVdd8GsJej6cWmJ0NUIIW5CfA2dXquXaEtbVp85QdX/iR2PrEELYhvMbIC8N3EMuDV1hEMcM67iVkJNsaClCCBtwuqgJZIAawMlAjhXWfs3ArzkU5MKpX4yuRghhzXT9Ulgb3AQCjhbWABGFR9cnpSlECHEVidsg7Sg4eUBoH6OrccCwLmoKObsCclKMrUUIYb1ivlH3EUPAxdvYWnDEsPZrDr5NoSAHTi81uhohhDXKz4Hj/1PL9UYZW0shxwtrTbusV8hCY2sRQlinM79BTpK6CKbogjqDOV5YA9S5V92f+Q0y44ytRQhhfWLmqfvI+9Qwy1bAMcO6RgsI7KSGPDw2x+hqhBDWJDvp0lWLVtIEAo4a1gCNHlb3Rz4HvcDYWoQQ1uPE96p7r38bqNHK6GrMHDes69wDLn6QHnvpclIhhDhW2ARiRUfV4Mhh7ewJ9R5Qy0dmGVuLEMI6XIiGxC2gOUHd4UZXU4zjhjVcago5vRQyzhhbixDCeIfeV/d1hoJHqLG1XMGxw9qvOQR3VSPxHZ1tdDVCCCNlnr3Ut7rJJGNrKYVjhzVAw8Kj66NfQEG+sbUIIYxz+FN1YjGoCwR1MLqaEiSs69wNrgGQcRJO/mR0NUIII+RlqrAGaDrR0FLKImHt5A6Nn1TLB95UI20JIRxL7HzITlCTlITfaXQ1pZKwBmjyJDh7QfKeS/OtCSEcg67D3zPUcuMnweRsaDllkbAGcAuERo+q5QNvyNG1EI4kbjWkHABnb2jwkNHVlEnCukjTyWByg4TNcO53o6sRQlQHXVcHaAD1x4Crn7H1XIWEdRGPWtDgQbVc9I8nhLBvcavVwZnJFZr9y+hqrkrC+nLNpqgrl+JWQ8I2o6sRQlQlXYc9L6rlRo+CV4Sx9VyDhPXlvCPVkIgAB980tBQhRBU7/QskbQcnT2j+vNHVXJOE9ZWaPw9ocGoJJGw1uhohRFXQC2DvS2q5yQTwCDG2nnKQsL6SX1OoXzjA067J0jNECHt0/HtI3gcuvtDsGaOrKRcJ69Lc8Lr6apTwp8yCLoS9KciDfVPVctNnwC3A2HrKScK6NJ61L50Z3v0s5GcbW48QwnJi5sHFw+AWZLWXlpdGwroszf+luvOlx8A/HxtdjRDCEnJSLvUAaf4cuPgYW08FSFiXxdkLbijsb73/P5CVYGw9Qojrt+8VyIoDn0bQ+Amjq6kQCeurqTcKarSG3BTY/5rR1QghrseFvfDPR2q57Ufg5GZsPRUkYX01Jie46T21fPhTSDlkbD1CiMrRddjxmJpoJOIuCOtndEUVJmF9LaG3QO2BoOfBtvEyE7oQtijmGzi/SfXyuul9o6upFAnr8mj3kWrDPr9RJtcVwtbkJEN0Ye+uVi9b/WXlZZGwLg+vutD6LbW8+1lIP2lsPUKI8tv7MmSdA9+mVjm3YnlJWJdXo8fU3Gx5F2H7o3JloxC2IHE7HJ6pltt9DE6uxtZzHSSsy8vkBB2/VEMpnll2aRZkIYR1ysuAzfer80x1h6vzTzZMwroi/JpBy8LBX3ZOgKzzxtYjhChb9HOQ+re6uK2d7V/YJmFdUc2mQI1WanLNnRONrkYIUZqzqy71qe44x2bG/7gaCeuKcnKFjrNBM8HxBXBiodEVCSEul3MBtoxRy40es8k+1aWRsK6MwPZqXAGArQ9B2jFj6xFCXLL9ccg8rS4pv/Edo6uxGAnrymr1KgTfDLmp8Me9kJ9jdEVCiNjv1Ml/zQk6f6Ouj7ATEtaVZXKGLv8D1wBI2qFOZgghjJNxSl1SDtDiRQjqaGw9FiZhfT28IqDTHLX89/twaqmx9QjhqPKzYeNdqr06oC20/LfRFVmchPX1Cr8DmkxUy1tGy9WNQhhhx5OQuA1c/aHrD2ByMboii5OwtoQ20yCgHeQkwZ/D1bRBQojqceQLOPoFoEGXBeBd3+iKqoSEtSU4ucLN36nJN89vgt1TjK5ICMeQsBV2FE4i0Pp1CLvV2HqqkIS1pfg0gI5fqeW/34cjnxtbjxD2LjNetVMX5ED4ndD8eaMrqlIS1pZU5y5oVTijzPbHIW6NsfUIYa8KcmHTPao/tW9T6DwXNM3oqqqUhLWltfw3RN6nJivYeJfMLiNEVdj1NJzbAM4+0O1n1QRp5ySsLU3T1Oh8QV3U3I2/3w7ZiUZXJYT9+Ou/l8b96Pw1+DU1tp5qImFdFZzcIepn8IqEtKOwcYhc4SiEJcR8C7sLZ31p8w5E3GlsPdVIwrqquNeE7r+qr2nnNsD2R2TCAiGux9mVlwZoajIJmj1jbD3VTMK6KtVooTroayY4Ngf2PC+BLURlJO5Q31D1PDWRwE3/tfsTileSsK5qYbdC+0/V8sFpsP91Y+sRwtZcPALrb4O8dAjtDZ3mqgMgB+N479gIDcfDTdPV8r6X4a/3jK1HCFuRGQfr+kH2efC/Cbotsul5FK+HhHV1aToJbig8qt79DPzzibH1CGHtss6roE47pi4h7/EbuPgYXZVhJKyrU8sXL11lteNxODbX0HKEsFqZ8bCmJyTvBfdQ6LkCPEKMrspQEtbVrfUb0GSCWt46Vg2WLoS4JOMMrOkBKQfAIwx6rwefhkZXZTgJ6+qmaXDT+6odWy+AzSPh+PdGVyWEdUg/Cau7Q+oh8IyA3r+DbxOjq7IKEtZG0DTVQyTyftDzYdNwacMWIi1WBXXaEXVBWe/f5Yj6MhLWRtFMapaZRo8CumrD3veq9MMWjintmArq9BjwbqCC2rue0VVZFQlrI5mcoN1MaDlV/bzvFdj5lGoeEcJRJO9XQZ1xAnwaq6D2qmN0VVZHwtpomgY3vAJtPwI0+Odj+PM+GUtEOIazK2HVzWqyW99m6mSiZ22jq7JKEtbWoskT0GU+aM5w/DvYcIe6YksIe3XkC3VlYm4q1IyCPn+ARy2jq7JaEtbWJHK4GvzJyRPOroDVPVU3JiHsiV4A0c/BtvHqBHvkSOi5EtwCjK7MqklYW5uwfnDLWnANgKTtsLwtnN9sdFVCWEZeJmwapsbJAWj1CnSeB05uhpZlCySsrVFQR+i3DfxaQlYcrOkOR740uiohrk/WeVh7C5xYCCYXFdKtpjrc6HmVJWFtrXwaQN/NEHGXmm9u2zg1r6OceBS2KHE7rGgPCZvB1R96roJ69xtdlU2RsLZmLt7QdWHhAFAaHP4E1vaGrHNGVyZE+eg6/P2R6vGRflz1oe67GUK6G12ZzZGwtnaapgaAilqiZp05vxGWt1ODsQthzXJS4I971LUDBbkQMQRu3SmXj1eShLWtCB+o2rF9GkPGSVjVRU0cKhfQCGuUtFudHD/5o2qfbvsBdP0RXP2MrsxmSVjbEr+mKrDDB6sjld3/grV91AUFQlgDXYfDs2BlZzVZtFdd6P0HNHlKTiReJwlrW+Pqp2bL6PC56o8dvxZ+u0GdYRfCSNlJ6urb7Y9AQTbUHgi37oKgDkZXZhckrG2RpkHDcdB/NwS0g5wLqm1wyxjIvWh0dcIRnVoCy1rA8f+B5gQ3vqvOs8iFLhYjYW3LfBtD3z+hxQuApmae+b82chGNqD5ZCbBpBGwYrK4J8G0KfTZBs2ek2cPCJKxtnclFzT7T+3fVPph2DFZ3hR0T1JgLQlSVEz/Cb0VH0yZo/pz6thfU0ejK7JKEtb2o2Q367ymc0KAA/vkQfm0Kx3+QMbKFZWWdg41D4Y+hatmvJfTdCm3eAid3o6uzWxLW9sTVD7rMU4PieDeEzLOw6V5Y3x8uHjW6OmHrCvLh6GxY1lx1ydOcoMW/4dYdENjO6OrsnoS1ParVBwbsU4PkmFzVCH6/tYT9r0N+ttHVCVt0bqO6XHzrQ5CdCDVaQ7/t0Po/MghTNZGwtldO7mqQnNv2QWhvyM+CvS/B/7VWA75L04goj7RY1dNodRRc2A0ufnDje6q/f8CNRlfnUCSs7Z1vY9Us0mUBuIdA6t+wrp8aYyRhm9HVCWuVmwZ7/q3Oe5xYqE4gNnwYBh6GZpPBydXoCh2OhLUj0DQ1scHth6DJRNU0Er8WVnaEjXdByiGjKxTWoiAfjn0NvzaGA2+oi1tCesGtu6HDZ+AebHSFDkvC2pG41oC278PAf6DeA4AGJxep7ldbH4L0k0ZXKIxSkAcx36iTh1tGq5PT3vWh28/QazX432B0hQ5PwtoRedWFznPhtr0QPkh19Ts6G5Y2gl3PqEHihWMoyIWjc1Rzx+ZRcPEfNUtRm2kw4CBEDJaLW6yEhLUjq9ESoharK86Cu6mvvIfegyV1YNujkHrY6ApFVcnPURPWLm0MWx9Ugy65BUGbt2FQLDSfIr08rIyz0QUIKxDcRV0BeXY57H0ZknbAkc/gyCw1wl+zZ9Q2wvblpkHMPDj4thpqF9SJ52b/gkaPgLOXsfWJMklYC0XTIKw/1LoVzm1QY2Wf+RVO/axuQZ1VaNceBCYno6sVFZX6N/zzCcTMvTQMgUctaPasGhTM2dPQ8sS1SViL4jRNTbkU0h1SDsKh6erEU8Jm1XPEuwE0fgIi75OeAdauIA9OL4V/ZkL8mkvrvRtC04nQYKxcHm5DJKxF2fyaQ8cv1RyQ/3ys5oBMOwq7JkH0FDVecf0x6mjcJB8lq5EZD0e/UM1YRRNTaCYIux0aP64uktLkdJWtkX8xcW0eodD6dRh8Etp/osbQLshV3f5+HwiLI2D3FEj5y+hKLWLDhg0MHDiQsLAwNE1j8eLFxR7XdZ2XX36ZWrVq4eHhQe/evTl82OCTsblpELsAfr8DlkSoq1UzToFbMDR/Hu44Bt2XQK2+EtQ2Sv7VRPk5e0GjR+HW7arbX5NJKgyy4uCvd1Uf3RWd4fCnqp+ujUpPT6d169bMnDmz1MffeecdPvzwQz777DO2bt2Kl5cX/fr1Iysrq3oLzctUfzD/uAcW1VSztJxeqv6QBnWGzt+qP7Bt3lTdNYVNk++uonJqtIK201VXrzO/wbE5cGYZJG5Rt+2PQWBH1Y87fBD4NrOZ/rr9+/enf//+pT6m6zozZszg3//+N4MGDQJg3rx5hISEsHjxYoYNG1a1xeXnQNxqOP4dnFoMeZfNDOTTCOoOh7r3qiYsYVckrMX1cXJVF05EDFZtpbHfqrEkErdeuu15QZ3UKgruoC4226MkJiaGuLg4evfubV7n5+dHx44d2bx5s+XDWtfVeYKzK9XoifHrige0Zx2oO0zd/NvYzB9EUXES1sJyPEKg2dPqlnlWfSU/tQTi1kDaEXXBzaH31MUXIb2gZpS6+bWwmXbUuLg4AEJCQoqtDwkJMT923XJS1NgtZ1eokE6PKf64ewjUuUcdRQd1tJnfnbg+EtaianjUgobj1S03TQXPqSWq73Z2Apz4Qd0AXP0huKsK7uAoNfSmyaXaSs3Phw0bTGzYUBs3NxN9+oBTdR346zqkH4ek7ZC4Dc7/qb6N6PmXtjG5QNDN6uRgrX6FR9AS0I6mysL6jTfeYNmyZURHR+Pq6kpycnJV7UpYOxdvqHOXuhXkqT7b535XF98k/KlmZz+9VN0AnDwhqJMKJb+Wqn3cr3mVXLixaBFMmACnTrkD7Zg+HcLD4YMPYMiQktuHhoYCEB8fT61atczr4+PjadOmzbV3mHUOErcX3rapkM5OKLmdbxMI7asCumYP9TsUDq3KwjonJ4ehQ4fSuXNnZs+eXVW7EbbG5Kzmi6zZTf1ckAsXolVwn9sA5zeq8I5fq25mGvg0LAzuVmpcE7/m4BkBLj6VKmXRIrj77pLzMJw+rdb/+GPJ59SrV4/Q0FDWrFljDufU1FS2bt3Ko48+qjbKz1ITF188AhcPX3b/z6VLvIv9Tlygxg0Q0B4CO0BoL+m9IUqosrB+9dVXAZg7d25V7ULYA5MLBLZXt2ZPqxEAUw5CwhZI3gcp+9R9dkJh4B1W3dUu5+KrQtszvPBWuOwRrtrRnb0vu3mCZiI/Xx1RlzZhjq6nAUd47DH1c0xMDNG7dxPg60adEHcmjruL1/8zlUY+J6kX4sxLM34hLNCVwX6zYPGzhYFc1kw8Gvg2Ve83oPB9+7eWKwnFNVlVm3V2djbZ2ZfmCExNVWMY5ObmkpubW+7XKdq2Is8RVsSriboVHVzqOmTHo6UcQEvZj5ayH1L2o6UdQctNUWNdpBxQt2vQ0cDZiw2H+nDq1KIyttoB9CQ+Xv00efJkAB7oBnMfgSlNIL0XjJ/yAckZ0LUxLJ8M7hfWX9qPsw94N0T3aYju3QDdu6H62a+l+uNyuQLUNwxhUyqbM5XNJasK67feest8RH65lStX4ulZ8fbKVatWWaIsYVUaFd7uBFdwdsnEXU/EQ0/EoyABdz0BDz3B/LMrF3HSs3AmCw0dDR3y0og7d7XhP3tQdGS84PHhDO/ynfmRPNzIMfky+R4fnrjXl2z8yNF8yNF82KUFk2YKI90USg5+kKtBEuoGQDLwh+V/JcJQFc2ZjIyMSu2nQmH93HPPMW3atKtu89dff9G0adNKFfP888+bj2JAHVlHRETQt29ffH19r/LM4nJzc1m1ahV9+vTBxaX6ehUI65Wn65CfCXlpkHeRYE8NSr9AsZjg3q+Q2/VZ1S7uGgTOnrgALoAMJurYKpszRS0GFVWhsH766acZPXr0VbepX79+pQoBcHNzw82t5BGPi4tLpUK3ss8T9soV8AOg50DV6+P06dLbrTVNPd5zYJPq68YnbFJFc6aymVShsA4ODiY4WIbFFLbPyUl1z7v7bhXMlwd20UWAM2ZUY39rIa6hynrWnzhxgujoaE6cOEF+fj7R0dFER0eTlpZWVbsUokKGDFHd82rXLr4+PFytL62ftRBGqbITjC+//DJff/21+ecbb7wRgHXr1tGjR4+q2q0QFTJkCAwaBKtWZbFq1X769GlJnz7uckQtrE6VHVnPnTsXXddL3CSohbVxcoKoqAKiok4TFVUgQS2skgwwIIQQNkDCWgghbICEtRBC2AAJayGEsAES1kIIYQMkrIUQwgZY1UBOV9ILLyur6LX0ubm5ZGRkkJqaKpebi3LJyMgwf2by8vKMLkfYgMrmTFGe6aWNc3AVVh3WFy+qiUEjIiIMrkQIISzr4sWL+Pn5lXt7Ta9ovFejgoICzpw5g4+PD1oFZm0uGq3v5MmTFRqtTziu06dP07x5cw4ePEjtK68/F6IUlc0ZXde5ePEiYWFhmEzlb4m26iNrk8lEeHh4pZ/v6+srYS3KpeirqY+Pj3xmRIVUJmcqckRdRE4wCiGEDZCwFkIIG2CXYe3m5sbUqVNLnchAiNL4+vrSvXt3aQIR5VbdOWPVJxiFEEIodnlkLYQQ9kbCWgghbICEtRBC2AAJayGEsAEOEdZvvPEGXbp0wdPTkxo1ahhdjrBC99xzD87Ozmiahre3N3PmzDG6JGGlNmzYwMCBAwkLC0PTNBYvXlwt+3WIsM7JyWHo0KE8+uijRpcirNCECRNYuHAho0aNYsmSJURERDB27FgOHDhgdGnCCqWnp9O6dWtmzpxZrft1qK57c+fOZeLEiSQnJxtdirAi3t7e1K9fn7179wKQl5eHm5sbffr0Yfny5QZXJ6yZpmn8/PPPDB48uMr35RBH1kKUJS0tjfT0dAYMGGBe5+zsTGRkJHv27DGwMiGKk7AWDu2ff/4BoF69esXWBwYGmofoFcIa2GxYP/fcc2iadtXboUOHjC5TCCEswqqHSL2ap59+mtGjR191m/r161dPMcJmNW7cGICYmJhi6xMTE/Hx8TGiJCFKZbNhHRwcTHBwsNFlCBvn7e2Nl5cXy5Yt46233gLUCcbY2Fj69OljcHVCXGKzzSAVceLECaKjozlx4gT5+flER0cTHR1NWlqa0aUJKzB27Fj27dvHuHHj+PXXX2nVqhW6rvPf//7X6NKEFUpLSzNnCKhvZUX5UqV0B/DAAw/oQInbunXrjC5NWIm7775bd3Jy0gHdy8tL//LLL40uSVipdevWlZonDzzwQJXu16H6WQshhK1yiGYQIYSwdRLWQghhAySshRDCBkhYCyGEDZCwFkIIGyBhLYQQNkDCWgghbICEtRBC2AAJayGEsAES1kIIYQMkrIUQwgZIWAshhA34f2Uaee+7Mb96AAAAAElFTkSuQmCC",
"text/plain": [
"<Figure size 400x400 with 1 Axes>"
]
},
{
"data": {
- "image/png": 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",
+ "image/png": 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",
"text/plain": [
"<Figure size 400x400 with 1 Axes>"
]
},
{
"data": {
- "image/png": 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",
+ "image/png": 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",
"text/plain": [
"<Figure size 400x400 with 1 Axes>"
]
}
],
"source": [
- "\n",
"# PAM-8\n",
"plt.figure(figsize=(4, 1))\n",
"plt.title(\"PAM-8 modulation, gray coding\")\n",
"plt.figure(figsize=(4, 4))\n",
"plt.title(\"QAM16\")\n",
"plt.plot(x,y,'o')\n",
- "plt.xticks(x, rotation=45)\n",
+ "plt.xticks(x)\n",
"plt.yticks(y)\n",
"plt.grid(True)\n",
"for (k, s) in g_QAM16.items():\n",
},
{
"cell_type": "code",
- "execution_count": 67,
+ "execution_count": 51,
"metadata": {},
"outputs": [],
"source": [
- "num_symbols = 10**4\n",
- "SNR_list = np.linspace(-20, 20, 21)"
+ "# Plot definitions\n",
+ "num_symbols = 10**6\n",
+ "SNR_list = np.linspace(-20, 20, 10)\n"
]
},
{
"cell_type": "code",
- "execution_count": 68,
+ "execution_count": 52,
"metadata": {},
"outputs": [
{
"data": {
"text/plain": [
- "<matplotlib.legend.Legend at 0x7f178faf0ca0>"
+ "<matplotlib.legend.Legend at 0x7f8abab8e680>"
]
},
- "execution_count": 68,
+ "execution_count": 52,
"metadata": {},
"output_type": "execute_result"
},
{
"data": {
- "image/png": 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",
- "text/plain": [
- "<Figure size 400x100 with 1 Axes>"
- ]
- },
- "metadata": {},
- "output_type": "display_data"
- },
- {
- "data": {
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",
+ "image/png": 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",
"text/plain": [
"<Figure size 400x400 with 1 Axes>"
]
],
"source": [
"# PAM8\n",
+ "\n",
"symbol_error_rate = []\n",
"bit_error_rate = []\n",
"\n",
" signal_power = np.mean(np.abs(PAM8_symbols)**2)\n",
" noise_power = signal_power / SNR_linear\n",
"\n",
- " noise = noise_power * np.random.normal(0, 1, len(PAM8_symbols))\n",
+ " noise = math.sqrt(noise_power) * np.random.normal(0, 1, len(PAM8_symbols))\n",
" rx_signal = PAM8_symbols + noise\n",
"\n",
" distances = np.zeros(len(PAM8), dtype=float)\n",
" \n",
" BER = bit_errors / num_symbols\n",
" \n",
- " # print(\"errors: \", errors)\n",
- " # print(\"PAM8 Symbol error rate (SER): \", SER)\n",
- " \n",
" # Make the plot for specific SNR_dB\n",
- " if SNR_dB == 20:\n",
+ " if SNR_dB == 30:\n",
" plt.figure(figsize=(4, 1))\n",
- " plt.title(\"Recieved symbols, PAM-8 modulation (SNR_dB = 20)\")\n",
+ " plt.title(\"Recieved symbols, PAM-8 modulation (SNR_dB = 30)\")\n",
" plt.plot(rx_signal, np.zeros(num_symbols), 'o', color=\"red\")\n",
" plt.plot(PAM8, [0]*len(PAM8), 'o', color=\"blue\")\n",
" plt.yticks([])\n",
"# Final curve plot\n",
"plt.figure(figsize=(4, 4))\n",
"plt.title(\"PAM-8 modulation error rate\")\n",
- "plt.plot(SNR_list, symbol_error_rate, 'o-', color=\"blue\")\n",
- "plt.plot(SNR_list, bit_error_rate, 'o-', color=\"red\")\n",
+ "plt.semilogy(SNR_list, symbol_error_rate, 'o-', color=\"blue\")\n",
+ "plt.semilogy(SNR_list, bit_error_rate, 'o-', color=\"red\")\n",
"plt.xlabel(\"SNR (dB)\")\n",
"plt.ylabel(\"Error rate\")\n",
- "plt.legend([\"Symbol error rate\", \"Bit error rate\"])\n",
- "\n"
+ "plt.legend([\"Symbol error rate\", \"Bit error rate\"])\n"
]
},
{
"cell_type": "code",
- "execution_count": 73,
+ "execution_count": 44,
"metadata": {},
"outputs": [
{
"Text(0, 0.5, 'Error rate')"
]
},
- "execution_count": 73,
+ "execution_count": 44,
"metadata": {},
"output_type": "execute_result"
},
{
"data": {
- "image/png": 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",
+ "image/png": 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",
"text/plain": [
"<Figure size 400x400 with 1 Axes>"
]
},
{
"data": {
- "image/png": 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",
+ "image/png": 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",
"text/plain": [
"<Figure size 400x400 with 1 Axes>"
]
],
"source": [
"# QPSK\n",
+ "\n",
"symbol_error_rate = []\n",
"bit_error_rate = []\n",
"\n",
" signal_power = np.mean(np.abs(QPSK_symbols)**2)\n",
" noise_power = signal_power / SNR_linear\n",
"\n",
- " noise = noise_power * np.random.normal(0, 1, size=(num_symbols, 2))\n",
+ " noise = math.sqrt(noise_power) * np.random.normal(0, 1, size=(num_symbols, 2))\n",
" rx_signal = QPSK_symbols + noise\n",
"\n",
" distances = np.zeros(len(QPSK), dtype=float)\n",
" \n",
" BER = bit_errors / num_symbols\n",
" \n",
- " # print(\"errors: \", errors)\n",
- " # print(\"QPSK Symbol error rate (SER): \", SER)\n",
- " \n",
" # Make the plot for specific SNR_dB\n",
- " if SNR_dB == 10:\n",
+ " if SNR_dB == 20:\n",
" r_x = [x for x, y in rx_signal]\n",
" r_y = [y for x, y in rx_signal]\n",
"\n",
" y = [y for x, y in QPSK]\n",
"\n",
" plt.figure(figsize=(4, 4))\n",
- " plt.title(\"Recieved symbols, QPSK modulation (SNR_dB = 10)\")\n",
+ " plt.title(\"Recieved symbols, QPSK modulation (SNR_dB = 20)\")\n",
" plt.plot(np.cos(circle_x), np.sin(circle_x), color=\"orange\")\n",
" plt.plot(r_x, r_y, 'o', color=\"red\")\n",
" plt.plot(x,y,'o', color=\"blue\")\n",
"# Final curve plot\n",
"plt.figure(figsize=(4, 4))\n",
"plt.title(\"QPSK modulation error rate\")\n",
- "plt.plot(SNR_list, symbol_error_rate, 'o-', color=\"blue\")\n",
- "plt.plot(SNR_list, bit_error_rate, 'o-', color=\"red\")\n",
+ "plt.semilogy(SNR_list, symbol_error_rate, 'o-', color=\"blue\")\n",
+ "plt.semilogy(SNR_list, bit_error_rate, 'o-', color=\"red\")\n",
"plt.legend([\"Symbol error rate\", \"Bit error rate\"])\n",
"plt.xlabel(\"SNR (dB)\")\n",
"plt.ylabel(\"Error rate\")"
},
{
"cell_type": "code",
- "execution_count": 70,
+ "execution_count": 45,
"metadata": {},
"outputs": [
{
"Text(0, 0.5, 'Error rate')"
]
},
- "execution_count": 70,
+ "execution_count": 45,
"metadata": {},
"output_type": "execute_result"
},
{
"data": {
- "image/png": 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",
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hffv2mSTPDz/8QD169KBly5bRN998Q9OnTycXFxd67bXXKjxWef9v3bqlkd6iRQvy8fHRqmMBAQH03HPPqX43bNiQ2rRpo3Xe+fPnaygDU+psVRSjOg8fPqTbt2+r8i1btky1zxTFaOw1Kv9HdaVARHT69GkCQHv27NEpp5IXX3yRXFxcdO67d+8ezZgxQ6PuyWQymjJlikbDvPy4XefOnSkkJERVL/UpxvKbq6srzZw5U6X0jWXSpEnk4uKipdyV46S6FGNCQgIlJSXRzz//TOvXr6c2bdqQt7e3zjG/8pw8eZKSkpIq3H7//XeTroOIaN68eQSAVq5cqZE+fvx48vT01HlMREQEDRgwQCu9bdu29OSTT5pUfqUMyStWrEDDhg2Rk5ODL7/8EocPH4a7u7tq/99//w0iwqxZszBr1iyd57h16xbCwsJw5coVDBo0yKTyTTl/8+bN0bhxY2zfvh0TJkwAIJpRq1evji5dugAAbt++jXv37mHNmjVYs2aN3vMBQGpqKurXr6/hJQUAjRo1Mkr2hQsXYsyYMYiIiECrVq3Qu3dvjB49GnXr1lXlGTZsGKZOnYrNmzfjvffeQ05ODr7//ntMmzZNq9zatWtr/Pb39wcARERE6EzPzs7WSJfJZBplA0DDhg0BPDKRp6amolatWvD19dXI16RJE9V+fbz//vsYMGAAGjZsiMcffxy9evXCc889h//85z96j6mItm3bYu7cuRAEAV5eXmjSpImWd6NMJsPkyZMxefJkZGVl4ZdffsHq1avxww8/YPjw4UhJSdHIv3DhQixbtgyDBw/Gzz//rDGmpDTpKPH391eZZ5Tu7UrTzsCBA+Hn54f4+HiMHz8eTZs2NXgtHh4eWmZEf39/hIeHa/3X/v7+Gv9famoq2rZtq3VO9f/l8ccfr3KdNZa7d+8iPj4e27ZtUz0vSnJycip1TmOvUUn550Fpjixf703B398fCxcuxMKFC5GamooDBw5g0aJFWL58Ofz9/TF37lydx82ZMwcdO3bE6tWrMW3aNL3nHzBgAKZMmYKioiKcOHECH374IfLz8032zk1NTUVoaKjW3GRD/3NMTIyGqXLw4MFo0KABXn75ZZw6dcpgea1atTJJPmPZvn073n33XUyYMAEvvviixj5PT08UFRXpPK6goEDnuD4RadX9iqiUYmzTpo3Gi6BDhw4YOXIkLl++rHL9BYDXX39dr7tx/fr1K1M0AJh8/mHDhmHevHm4c+cOfH198e2332LEiBGqAWbl+Z599lm99viqvMjVGTp0qGre3c8//4yPP/4YCxYsQGJiIp555hkA4sPct29flWLctWsXCgsL8eyzz2qdTy6X6yxHXzoZOU5iLmJiYnDlyhXs2bMHP//8M9atW4elS5di9erVeP755yt1zurVq2s5SRgiKCgI/fv3R//+/dGpUyccOnQIqampqvEjQHSYSUpKQocOHdCnTx8cOnQIzZs3V+1TZ/369Rg7diw+//xz1KxZU2u8o3///pgzZw6OHj1aoWK0tf9P3wtEoVDolUnJ0KFDcfToUcyYMQMtWrRQvQt69epltQnzlb1vQUFBKCkpQV5enlYDUJ3IyEiMHz8esbGxqFu3LjZv3qxXMcbExKBTp05YuHChahqRLsLDw1X1uXfv3qhevTqmTJmCzp07Iy4uzqDc5sbHxwdt27bFnj178ODBA3h7e+vNe/fuXb1KSh1PT09Vw7wikpKSMHr0aPTp0werV6/W2h8aGgqFQoFbt25pONEVFRUhKytLa+oMIDaKGjRoYFT5SqrseiSXyzF//nyVc8Wbb76p6oG4urpW+AKrV68eLly4YFKZppwfEBVjfHw8EhISULNmTeTm5mL48OGq/cHBwfD19YVCoajwfJGRkbhw4YJWK+Ty5ctGyx8aGoqXXnoJL730Em7duoWWLVti3rx5KsUIAKNHj8aAAQNw4sQJbN68GU888QQee+wxo8swltLSUvzzzz+qXiIA/PnnnwBED0FAvOb9+/drvTT++OMP1X5DBAYGYty4cRg3bhzu37+PmJgYzJkzp9KKsSq0bt0ahw4dQkZGhpbcdevWxU8//YSOHTuiZ8+eSElJQYMGDbQ82pT/Q2ZmJhQKhVYZxcXFAESHHksSGRmps96V/19MqbPVqlXT6cWYmpqqZVlQJzs7GwcOHEB8fDzee+89Vfpff/2lldeU1rux11hVlI5SV69eNaoRXK1aNaPeXXPmzEGnTp3w+eefGy3L//3f/2Hp0qV49913ERsba/T9ioyMxIEDB3D//n2NXqMp7ybgUb29f/++QcUYFxeHQ4cOVXi+MWPGGBV157fffkNsbCxat26NHTt26PSMVc6tPHnyJHr37q1KP3nyJEpLS7XmXpaUlOD69evo379/heWrYxav1E6dOqFNmzZYtmwZCgoKUKNGDVVlyMjI0MqvPhVh0KBBOHfunE4PM32tPFPOD4hml2bNmmH79u3Yvn07QkNDERMTo9ovl8sxaNAgJCQk6Kzo6ufr3bs3bty4oREpJT8/X68JVh2FQqFlUqpRowZq1aql5Tr/zDPPoHr16liwYAEOHTqks7doLpYvX676TkRYvnw5XF1d0bVrVwDiNSsUCo18gOhVKAiChkIvT/kIMD4+Pqhfv77R01sqw82bN3Hx4kWt9KKiIhw4cAAymUyvxaJZs2bYu3cv7t+/j+7duyM9PR3dunXT2JQ9yIYNGyIzM1MrpNrWrVsBiBOMLUnv3r1x/PhxHDt2TJX24MEDrFmzBlFRUareqil1tl69evj11181egLff/89rl+/blAWZU+t/DOr7tGtRPmyNWYagbHXWFXat28PQHzBqnPu3DnVtDF1UlNTcfHixQrN0R07dkSnTp2wYMECvVFcyuPi4oLXXnsNly5dwp49e4y8AvFelZSUaEwTUSgUOqPC6OPu3bs4evQoQkJC9E5rUrJ48WIkJSVVuBnj/Xzp0iX06dMHUVFR+P777/VOderSpQsCAwO1psKsWrUKXl5e6NOnj0b6xYsXUVBQoHM6iCHMNlllxowZGDJkCDZs2IAXXngBK1asQIcOHdCsWTNMnDgRdevWRWZmJo4dO4a0tDRVmJ4ZM2Zg165dGDJkCMaPH49WrVrh7t27+Pbbb7F69WqVOas8xp5fybBhw/Dee+/Bw8MDEyZM0LLff/TRR0hOTkbbtm0xceJENG3aFHfv3sXp06exf/9+3L17FwAwceJELF++HKNHj8apU6cQGhqKr7/+Gl5eXhXeo7y8PISHh2Pw4MFo3rw5fHx8sH//fpw4cQKLFy/WyOvq6orhw4dj+fLlkMvlGtE4zImHhwd+/PFHjBkzBm3btsUPP/yAvXv34u2331aNffXr1w+dO3fGO++8g2vXrqF58+b4+eefsWfPHkydOhX16tXTe/6mTZuiU6dOaNWqFQIDA3Hy5Ens2rULU6ZMUeW5du0a6tSpY3TLsiLS0tLQpk0bdOnSBV27dkVISAhu3bqFrVu34ty5c5g6darGuEp52rdvj8TERPTr1w/du3dHSkqKaiqIOlOmTMH69evRr18/vPzyy4iMjMShQ4ewdetWdO/eXefYmDl58803sXXrVjzzzDN45ZVXEBgYiI0bN+Lq1atISEhQ1XFT6uzzzz+PXbt2oVevXhg6dCiuXLmCTZs2GfyPAcDPzw8xMTFYuHAhiouLERYWhp9//lljeokS5djUO++8g+HDh8PV1RX9+vXT2Tsx9hqrSt26dfH4449j//79GpGOkpKSMHv2bPTv3x/t2rWDj48P/vnnH3z55ZcoLCzEnDlzKjz37Nmz0blzZ5PkGTt2LN577z0sWLAAAwcONOqYfv364emnn8abb76Ja9euoWnTpkhMTDQ4vrtr1y74+PiAiHDjxg188cUXyM7OxurVqyvsqZprjDEvLw89e/ZEdnY2ZsyYoTUXsV69eqqGi6enJz744ANMnjwZQ4YMUVl2Nm3ahHnz5iEwMFDj2KSkJHh5eaF79+6mCWWKp46+yDdEohdgvXr1qF69elRSUkJERFeuXKHRo0dTSEgIubq6UlhYGPXt25d27dqlcWxWVhZNmTKFwsLCyM3NjcLDw2nMmDGqqRP6POCMPT8R0V9//aXy+lJ6mJYnMzOTJk+eTBEREeTq6kohISHUtWtXrQgoqamp1L9/f/Ly8qLq1avTq6++Sj/++GOFXqmFhYU0Y8YMat68Ofn6+pK3tzc1b95cy/NKyfHjxwkA9ejRQ+d+XV5uRLqjaSjvoboLuDLyzZUrV6hHjx7k5eVFNWvWpNmzZ2t5xOXl5dG0adOoVq1a5OrqSg0aNKCPP/5Yy9OxvFfh3LlzqU2bNhQQEECenp7UuHFjmjdvHhUVFanynD9/ngDQm2++qfvGGXHN6uTm5tInn3xCPXv2pPDwcHJ1dSVfX19q3749rV27VkPm8pFv1Nm+fTvJZDJ68skntTxylfzxxx80ePBgVZ2JjIyk119/nR48eFDhteiLPNSxY0d67LHHtNJ1XfuVK1do8ODBFBAQQB4eHtSmTRutSDxEptXZxYsXU1hYGLm7u9PTTz9NJ0+eNMorNS0tjWJjYykgIID8/f1pyJAhdOPGDa1pJkREH3zwAYWFhZFMJtPwUNXlFWvMNer7H02J0LNkyRLy8fHR8G7+559/6L333qN27dpRjRo1yMXFhYKDg6lPnz703//+V+N4fdFkiB5NbTAm8o2SOXPmGOXprk5WVhY999xz5OfnR/7+/vTcc8/RmTNnjJqu4e3tTe3bt9eY1mMNlP+Rvk2Xl/SaNWuoUaNG5ObmRvXq1aOlS5dqvYuIRI/U8tGMjEEgsrI3BmM0586dQ4sWLfDVV1/hueeek1oci7Fy5UrMnDkTV65c0YoiwzDWIicnB3Xr1sXChQtVHuyM/XL27Fm0bNkSp0+fNjnuK0c4tmHWrl0LHx8fq3umWZvk5GS88sorrBQZSfH398fMmTPx8ccfO9SyU87KRx99hMGDB1cqGDr3GG2Q7777DhcvXsSsWbMwZcoULFmyRGqRGIaRCIVCoTN2sjo+Pj5mX1vVmWHFaINERUUhMzMTPXv2xNdff21wXhXDMI6N0jnNELNnzzbKEYgxDlaMDMMwNkxBQQGOHDliME/dunUNzjNlTIMVI8MwDMOowc43DMMwDKOG9VajtENKS0tx48YN+Pr6mhyElmEYxhYhIuTl5aFWrVpmC5DgaLBiNMCNGze0VqlgGIZxBK5fv47w8HCpxbBJWDEaQOkNev36dfj5+UksjekUFxfj559/Ro8ePeDq6mrVsvPz85GcnIzOnTsbFS7PmeF7ZTxS3ispnydzkpubi4iICPZ2NwArRgMozad+fn52qxi9vLzg5+dn9QfZxcVFVTa/7A3D98p4pLxXUj5PloCHh/TDBmaGYRiGUYMVI8MwDMOowYqRYRiGYdRgxcgwDMMwarBiZBiGYRg1WDEyDMMwjBo8XYNhbAGFArLDh4HsbCA0FIiOBuRyqaViGKeEFSPDSIVCAaSkwHXXLvT6+mu45+Y+2hceDnzyCeDgi1QzjC3CplSGkYLERCAqCujcGa4rVmgqRQBITwcGDxbzMQxjVVgxMoy1SUwUlV5amv48ytXgpk4Ve5YMw1gNVowMY00UCuDVVx8pPkMQAdevAwcPWlwshmEewWOMDGNpysYSkZEBZGYa7inqYuhQYO1a3eON6udmpx2GMQusGBmmsuhTSurpf/0FrFkjjhlWlrt3gUGDgB07gCFDHqUnJoq9T3VFy047DFNlWDEyTGXQpZQCA4Hu3YEjR6qmCPUxdCiwZQswYsSjccryJlml086uXawcGaaSsGJkGFPRp5Tu3gW2b7ds2SNHAlu3AmfO6B6nJAIEQXTaGTCAzaoMUwnY+YZhTMEU5xlL8d13FXu0Xr8umnMZhjEZVowMYwopKaY7z0hFRobUEjCMXcKKkWFMwZ6UTWio1BIwjF3CY4wMYwpBQVJLUDGCIHqnRkdLLQnD2CXcY2QYY0lMBEaNklqKiiECnn9eaikYxm5hxcgwxqD0RL1zR2pJjGP2bDEWK8daZRiTYcXIMBVhC56olSEtTQwMwMqRYUyCFSPDVIQ9eaLqYuzYR4HIFQox9urWreInByhnGC3Y+YZhDKFQAAcOSC1F1cjLA+bOBZo14xByDGMErBgZRh+6wr7ZKx9+CBQVaadzCDmG0YJNqQyji127xPE5R1CKgG6lCPC6jwyjA1aMjPOib7xt505g+HApJbMuHEKOYTRgUyrjnOhbsmnECODjj6WTS0rsKaoPw1gQVoyM82FoySZnVYoAh5BjmDLYlMo4F4bmJNrbPEVzEhHBIeQYpgxWjIxzYe9zEi3FsmW8diPDlMGKkXEueBxNG5lMXNSYYRgArBgZZ4PH0bQpLQX++1+ppWAYm4EVI+NcREeL3qeCILUktsXGjVJLwDA2AytGxrmQy8UQaM7saKOLq1elloBhbAZWjIzzERcHxMdLLYVeVgCIAuABoC2A42r71gDoBMAPgADgno7j5wF4CoAXgABjCz15klfhYJgyWDEyzkmDBlJLoJPtAKYDmA3gNIDmAHoCuFW2Px9ALwBvGzhHEYAhAF40peCiIl6iimHKYMXIOCc26oSzBMBEAOMANAWwGmLP78uy/VMBvAmgnYFzxAOYBqBZZQSYNIljpjJODytGxjlROuHYEEUATgHoppYmK/t9zFpCZGWxhyrj9LBiZJwTpROODXEHgAJAzXLpNQHctKYgtmhSLQv4Lt+xA0Hnz3OvlrEorBgZ5yUuTlxJQ0IUkOEgOmIrhuOoQQOpFcnLE2PJ2opy3LkTCAkBOneG+7hx6DBrFjyaNLEd+RiHw+KK8fDhw+jXrx9q1aoFQRCwe/fuCo85ePAgWrZsCXd3d9SvXx8bNmzQyrNixQpERUXBw8MDbdu2xfHjxzX2FxQUYPLkyQgKCoKPjw8GDRqEzMxMM10Vo0J96aYDB8Rt61bIDh/WbtUXFYmhx15+WfwsKtK/9JO1GDwYaN3aumWWkYhYROEaOuMgRmIrhuAQADl2o61GvkwAIVIIaAtrNM6YAQwdCty5o5EsKBdYropylLruMbYLWZh9+/bRO++8Q4mJiQSAvvnmG4P5//nnH/Ly8qLp06fTxYsX6bPPPiO5XE4//vijKs+2bdvIzc2NvvzyS/r9999p4sSJFBAQQJmZmao8L7zwAkVERNCBAwfo5MmT1K5dO3rqqadMkj0nJ4cAUE5OjknH2QpFRUW0e/duKioqskwBCQlEYWFE4qxAra3Qy4uKBgwgevddosGDiQRBM48gEPn4aKaFh4vntSY9e+q9BkttCYglAQoCFOV2tSFgMiUglgggBUBhAM0vd3wyQAAo20AZ6wHyr6qsycnmv98lJeJ5t2wRP0tKdOd77bWK5QsMJPr5Z+1zKcvYtIlo6VLxU31/QoJY10yoexZ/nqyEvb/XrIHFFaNGYUYoxpkzZ9Jjjz2mkTZs2DDq2bOn6nebNm1o8uTJqt8KhYJq1apF8+fPJyKie/fukaurK+3cuVOV59KlSwSAjh07ZrS89l6BzP4gl5QQ7d//SNFZQmkIgrhZQzmWlBDFx1tdKZZARuH4V4dSJAK2EeBOgVhM5yHQJIACALpZliEDoDMArS1TjIfLfmepnSS1LC0eIJ+y72cAyquMvFOnmvee61NI8fGaym3Hjsrd37AwoqFDiXx9de8PDyeaMUO7kWZE3WPF6DzY3HqMx44dQ7du3TTSevbsialTpwIAioqKcOrUKbz11luq/TKZDN26dcOxY6Lv3qlTp1BcXKxxnsaNG6N27do4duwY2rXTPZZTWFiIwsJC1e/c3FwAQHFxMYqLi81yfdZEKXOlZFcoIBw5IgbdDg0F7tyBfPJkCHfvmlnKchCBBAF49VWU9O5tsRUfhG++gXzaNAg3bljk/IZIQTTSEKFn7zAAt3EXH6MlgCcA/IhHDjmrIU7HUBJT9rkewNiy7+8BUA/w9kTZZzLE4ACmQJs2oWT+fLP8D8I330A+bJj4Xb2MtDQIs2c/+h0aCty/j8oE7aP0dAg7dujfn5amWnNT6/wV1L0qPU82hL3Lbw1sTjHevHkTNWtq+uXVrFkTubm5ePjwIbKzs6FQKHTm+eOPP1TncHNzQ0BAgFaemzf1+/fNnz8f8Toiovz888/w8vKq5BVJT1JSkkn5Q48dQ7N16+CZlaVKI3MLZQCBCEhLw2+LFiGrWaVm4xkk9NgxPLlggdnPaywZqGgO5RQAU7ARIzAC2zT2zCnbDLGhbDMHwp075vkfFAr0mjABcmgrJC0FlZFRKaWo81ym7jei7pn6PNka+fn5Uotg89icYpSSt956C9OnT1f9zs3NRUREBHr06AE/Pz8JJascxcXFSEpKQvfu3eHq6mrUMUJCAuQ6lIYUIbfbZ2ai9I03zHtShQIukycDkOaaACAUxi19ZWw+S9MuMhLUu3fFGctZGahDB1WvSzZ3LuT37xtVni2Ed9d1zZV5nmwRpSWM0Y/NKcaQkBAt79HMzEz4+fnB09MTcrkccrlcZ56QkBDVOYqKinDv3j2NXqN6Hl24u7vD3d1dK93V1dWuHwSD8isU4uK9GRnA5cvABx9YVzgDyFeuhLxjR9H70Fz88guQnm6+81WCaKQgHNeRjjCQDsdwAaUIRxqikSKBdNq4REQAFdX/xETg1Vc1F4EODxfnig4YACxfblkhzYyha3aE9wFjGJtTjO3bt8e+ffs00pKSktC+fXsAgJubG1q1aoUDBw5g4MCBAIDS0lIcOHAAU6ZMAQC0atUKrq6uOHDgAAYNGgQAuHz5Mv7991/VeRjofpnZEqWlwJAhQGws8PTT4lw2ZcPm1i1x7DM62rTxLxtYqFiOUnyCVzEYuyCgVEM5CigFACzDVMjLvktKRIR4jw2RmCg2XqicwV05pWLOHMDSY9PmJDBQbDAqFBYb42ZsHEt79+Tl5dGZM2fozJkzBICWLFlCZ86codTUVCIievPNN+m5555T5VdO15gxYwZdunSJVqxYoXO6hru7O23YsIEuXrxIkyZNooCAALp586YqzwsvvEC1a9em//73v3Ty5Elq3749tW/f3iTZ7d17q+jhQ0r54AMq/uqrR95+Sjf2qVOt7o1pkc3U6R3JydLLXLYlILbMO/VRcgRSVVM1bGKr6N6WlGh7mapvgkAUFCT9dZihbrFXqvMASxeQnJxMALS2MWPGEBHRmDFjqGPHjlrHtGjRgtzc3Khu3bq0fv16rfN+9tlnVLt2bXJzc6M2bdrQr7/+qrH/4cOH9NJLL1G1atXIy8uLYmNjKSMjwyTZ7boCJSRQafk5hkFB9vuSMvTiNXZ6h6KYKHUPUbCn9HKXbSWQUTI60hYMp2R0pBLIJJdJtU0bSlScb/ie2lBDw9J1ixWj8yAQEUnVW7V1cnNz4e/vj5ycHPtyvikzbRGRTTgyWIXwcODaNd2mr9zLwD/rgatfAQ8zgBMAlllZPnvDB8AqAB6BQL0JQIMXAZ862vm2bgVGjrS2dNZDEMS6dfUqiktLsW/fPvTu3duux+ns9r1mRThWqqOhUIjjhs6kFAFxnHTevEe/qRRI3wvs7wx83xi4uEBUiu7VgWenAS8+K52s9oCLJ+AZDhTdBS59DHxbDzjYF7jxg3hvldjo8l1mgwi4fl10UGOcBptzvmGqSEqK7TrTWJrZs4GmjYAn8oE/FgE5F8V0QQaE9gbqjQNq9QXkbkDeQWDVJimltW3uPQSqbQAaPgD+XAHc/Bm4sVfcfOoCDV8B6k96tHyXo9c5G3DaYqwH9xgdDWd/gP9vBHBsvKgUXXyBJq8D/a8Bnb4DIuJEpQg8eqELTtWvNo3MW0B4f6DLT0Dfy0CjqYCrP3D/H+D0VODbOsCfnwCL5kstqeXJzOQg404EK0ZHw9FNWxVxl4Cr1YEnPgYGXhc/vXWEX7PB9RhtDvW65NcQaLUUiE0HnlwFeEcCBZnAmdeAP6ZIJ6O1mDYNLvXrI/SY1ZaMZiSEFaOjwT0hoO4Ssafo5m84X1wcsGsX4OtrHbnsBUHQP3/RxRto8ALQ7y+g7TrAuw5wK8f6MkrBjRt4csECCN98I7UkjIVhxehoqPWEyFmVY5i+AN06UCpHRkRZZ5YtMzy5XeYqeqsWfAh8ab8emqYglDnwy197jc2qDg4rRkdE+bKvVUsz3Rl6Rl5eFUdqKU/Xrs5xb4whPFysO3FxhvMpFMDw4cDwEUCB86zWIAAQ0tLYS9XBYcXoqMTFoeTvv3Hkgw9Q8tVXwP79Fce7dAQqs6SOXA5MmmR+WeyF4GBg0yYgORm4erVipZiYCNSoAWzfbh35bBFnd3JzcFgxOiplKx14ZGeLThTFxfYVr7KyFBcDBw+adkxiIrBkiUXEsQtWrgRGjQI6dao4NmhiIjBokHPUJUM4u5Obg8PzGB2RsuDgLmlpaA2IL31nGm88eFA0jxqDWkAEp6V6dePyKe+Vk0PBwRBMNdczdgUrRkdD30oHzvziN4QzB0RQYqxZkO8VAKB0+HDIedUNh4ZNqY4E935EOnUyPi+PFRlvFpR4HUtbgfr3l1oExsKwYnQkuEUv8tRTxud19rEiY9ZbBERLxNSpFhfHliEA+UFBoA4dpBaFsTCsGB0J7v2IPP008M47wIEDFc83c/aACBXNVwQemefv3LGKSLZMuqkLYzN2CStGR8KGez8rAEQB8ADQFsBxtX1rAHQC4Adxntg9HcffBTCqLE8AgAkA7usr7MwZ4MMPgW7dgJo1xRe7PtRDwzmTcpTLgZ07jZuvaMPmeUP1qgDAZABBEFfRGgQgs9zxrwBoBcAdQAsjygtLSeHJ/U4AK0ZH4qmnbLI1ux3AdACzAZwG0BxATwC3yvbnA+gF4G0D5xgF4HcASQC+B3AYgFEzD7OyxOkFhpSjMiBCWJhmekQEMHSoMaXYH1u3ir3AirBh83xF9WoagO8A7ARwCMANALqaAeMBDDOiPAGAV1YWhCNHqiY4Y/tIvFCyTWN3K13b6GrqbQCarPZbAVAtgOaXy5csDuNQdrn0i2XpJ9TSfgBIACjdWDnCw4lKSgzfv5IS8R5u2SJ+lpSIW2Cg5PfQbFtQkGpFeqPYskV6mStRr+4B5ArQTrX9l8rq0TEd55oNUHMjyy3esKEKD6n02N17TQK4x+hI2KDXYBGAUwC6qaXJyn4bu07BMYjm09Zqad3KzvObsYIYE8ZLLhc9WkeMeDTZXS4H1q41thTbJTAQiI8Xl0+qyHyqjo2a5yuqV6cAFJfb3xhAbRhf7/Qhf/llwxYIxu5hxehI3L4ttQRa3AGgAFCzXHpNADeNPMdNADXKpbkACDThHAAq75wUFycqFXvExUUMB3jrFvDee6ab2pXOSTZGRfXqJgA3iA0qXfurRF6eaIZm5eiwWE0xDh06FC4uLhAEAT4+Pli/fr3evAEBARAEQWurUePR67G0tBQxMTGQy+UQBAGBgYFISkpS7V+2bJnOcwiCgI0bN1r0WiUjOFhqCQAACshwEB2xFcNxFO2kFucRVen9vPOOTSqICtm+XYwCVNmxZ6Vzkg04JtlKvRIA0ag6dSo74jgq1rDXvvLKKwSAxo0bR3v27KHGjRuTIAh04cIFnfn//vtvOnfunGrbvXs3AaAJEyao8vTq1YsA0FtvvUU7d+6kkJAQcnFxoezsbCIiysvL0zjHuXPnqFGjRuTi4kIKhcIoue3OFm8DY4wJiKVw/KuWVEiAnGairUa+0QD1L3dsMnSPMX4BUED5cR6A5AAlGiubIBAVFlbt/iYkiOcRBMnvc4WbqWOJxly7r6/d1KsDeupSbYCW6Dj/bBg/xqixJSeb7x5bCbt7r0kArFGIt7c3NWvWTPW7uLiYZDIZ9ezZ06jjBw4cSAAoMzOTiIgUCgXJZDLq06ePKk9qaioBoJdfflnnOR48eECCIFCXLl2MltvuKlBhIZFMJunLS4CCAEW5XW0ImEwJiCWC6CQRBtOdb06qpf0EE51vzPUSS0gQHXkkusdGbX5+VW8E6GLWLLupV/cgOt/sUjvgD5jH+UZj27TJ/PfZwtjde00CYOkC8vLyCAC9+eabGul169alkJAQo87h7u5OjRs3Vv1OTk4mALRt2zaNfP7+/tS8eXOd53j99dcJAB0/ftxo2e2uAknYYyyBrKxFX/7lRQRsI8CdArGYzkOgSRB7gDfLMmQAdAagtWUvrsNlv7PUTtILoCcA+g2gIwA1AGiEqXJu2WKe+6z0Xh00SLL7bXAzZ09R/ZrDwuyqXr0AsYf4X4iNqvZlm/pJ/iqra/8HUMOy72cAKjRWxuBgy9xvC2J37zUJsHgQ8T///BMAUKdOHY30oKAgZGaWn26rzfr161FYWIiZM2eq0i5fvgwAaNSokUZeX19f3NWzHM7GjRsRHByMJ598Um9Zubm5yM3NVf3Oy8sDAOTn58PFxfbjrcuvXYO7RGWnIBppiNCzdxiA27iLj9ESwBMAfsQjx4nVANRdW2LKPtcDGFv2fTOAKQC6QhwYHwTgUxNlLKhWDaX5+SYepYc2bYD16+Hx008Q7t+H9CNwQGlYGIo//hiKXr0Ac11nGbLDh+EhgddzVerVUjyqK4UQ5ziuLHeG5yHOcVTyRNnnVYiBAyqC7twBBg9G0ebNUAwYYMQR0pNv5rrhiNj8237hwoXw8PDAuHHjKn2OEydO4Pbt23j99dcN5uvfvz8OHTqklZ6cnAwvL69Kl28tgtLSIFUUxwxU5NgyBcAUbMQIjMA2jT1zyjZDBALYUknZCMDD6tWRlJ8PqDlomYPQyZPx5IIFIMDqypEAFPr54cL48SgICkJW06ais4yZrxEAwg4f1pguYy2qUq88IEbGWWHg6INVkg4QiEAAFK+8giR3d5sMsFEeVowVY3HF2LBhQwDA1atXNdKzsrLg6+tr8Nhbt27hjz/+QGxsrEa6sqd4+fJltGjRQpWel5eHqKgorfO8+eabEAQB8RW43H/77bdaPcamTZuic+fO8PPzM3isTdClC0pXr4aQnm71l3QojJsKYWw+c0Fl3pTyTz9F9169zF9A9+4oat4crq+/DuHGDVVyqYcHhIICAJZRmAQAggBh9Wo0tUJPRebuLslizrZar9QRAHjduYOeXl4ojYmpML/UqL/jGD1Yw15bWeebCRMmEAD6888/NdKVzjd9+/ZVpV2/fp0AbecbhUJBLi4u1KpVK5PltktbfEKCJONayrEgQedYEJEABUUglUpgZeegiAjrjAHpipqTkCB6h9rzdSmv7aefJPHGtdl6pWsz1xi2hbHL95qVgTUKUU7XeP755+m7775TTdc4f/48EYmOOO3atdM6zs/PjyIiInSes1evXiQIAr399tu0a9curekaShYuXEgAaO/evSbLbbcVaNs2SV4MSu/B8i8xZZrSe9Bq2759FYeBszQlJUT79xO9+664/fST+HvqVKLq1TXkLZXL9V+LIIiOHps2PVK81sAGvHBtrl7p2+xk6obdvtesCKxV0ODBg0kulxMA8vb2pnXr1qn2+fv7U7169TTy79u3jwDQ/PnzdZ5PoVBQdHQ0yWQyAkDVqlWjH3/8UStfZGQk+fr6Vkpmu61AEnqnas83I4pAqjQvr6VLpf4nDFPWyyxYv55SPviACjZt0j1PUplmbe9H5bxNqRWOrdWr8psgiD14qRthRmK37zUrIhARSWLDtQNyc3Ph7++PnJwc+xhjVLJ1KzBypGTFKyBDCqKRgVCEIgPRSIEcpdYX5KWXgBWGXC9sg/z8fCQlJaF79+7w+vFHcZkn9RUtIiLEdRNNiXFaVRQKICrKplbWsJl6pY4yItCuXdb9f6qA3b7XrIjNe6UylUDiwM9ylKITtL17rY4NhDEzmbg4YMAAMeB5Rob4X0qxOK4NLjdlM/VKncBAYM0au1GKjHGwYnREeKV1kbZtpZagcihX+ZCSygZcdzY8PcWGDONQ8OoajoZCAUybJrUUtkGEvonhTIXY6HJTNocxy5kxdgcrRkfDBk1gkiAIwFNPSS2F/aJcbsoezdHWhnvXDgcrRkeDH1IRIuDoUamlsF+Uy00BrBwrgnvXDgcrRkeDH9JHcCOhasTFid6WYWFSS2KbCIJoro+OlloSxsywYnQ02AT2CG4kVJ24OODaNSA5GdiyBXjxRaklsg2Uz9eyZXYRH5UxDVaMjoaaCYycWTkGBnJL3lwovWRHjBAVgYxfGwgPt6u5i4xpcA13RJQmsFq1pJZEOvr355a8JXBzA157TWopJKFk3z6cnD4dJUlJwNWrrBQdGFaMjkpcHBSLFokr/0otixR06ya1BI7LwoXAkCFSS2F9XF2RHhMD6tiRG10ODitGR0WhgLxs/UmnNKiyw4hl2boVsIM1Ss0KO3M5DawYHZWUFEnWZbQJ2FPQ8sjlwBtvSC2FdalRQ2oJGCvBitFRcdbWrSCwp6C1eOcdIChIaimshzM7szkZrBgdFWecqsCegtZFLhcDaDsLmZlSS8BYCVaMjkp0NCgszHkcbwYNEufbsVK0Ps7Sa3TGxqaTworRUZHLoViyBICO+YyCIG7Tp0sgmIWYMoXNp9YmMREYPBjIypJaEstSFuGGOnSQWhLGSrBidGAoNhYn3nhDez6j0uS4eDFQ5rlq18jlHDDc2igU4oLKjr7OOUe4cUpYMTo4Ge3bo+Tvvx+F9EpO1pyc/PHHwNCh0gpZVRQKDhhubZxlFRcet3ZKeKFiZ6CihW+3bAH27gUePLCaSGbHWb1wpcLR7/e77wJdu4rTfrin6HRwj5ERH/wZM6SWomqwY4R1ceT77e8PzJkjNiZZKTolrBgZkXFPAN5SC1EJeOkfaXDkVVzGjmWF6OSwYmREB4o/PgImSi2IibBjhHQ48kLGAwdKLQEjMawYGeDWYeDOMaCtO7Blnf3MS2PHCGlxxIWM2frAgBUjAwC/fyh+1psAjJggRvjYv1+co2ZLCAIQHAxs2qTtXctIQ/mFjJcuNe44NzeLilUpOJwgUwYrRmcn6yRw82dAkANNyhxw5HLRI2/nTmDqVGnk0hWUAABWrwZGjWLHCFtCfSHjl182PPaoHBPOy5NmmpAgiBaR8HDN9EAA6xdyQ4sBwIqRufiR+Bk1CvCJ0t4/YIBVxcH27UBCgrZ5js2m9oGhscfyY8K//GJV0VTlr1mj2cv9tAvwCYCG560rD2OzsGJ0ZvJvAGm7xe9NZurOY23vwxo1tM1zbDa1L/SNPao3blJSgPR0y5Q/ZgwwaxYQGKi/fPVe7oj54pswdSvw8KZlZGLsCp7g78xc+QIgBRAcDQQ8pjuPsgcweLCoHC0dAkw5cbyioASMbRMXJ1obUlLE/zQ0VHOyvCUCBEREiL1RZQNq9mz95atTvQ1Q/SngzlHgr1XAf+LNLxtjV7BidFZKFcCVteL3+v9nOK+yB/Dqq5phwIKCgMJC4P59zfxeXih5+mncuXMHNa9dg5Cdbbxcjjxx3Nkw1Lgx1/88bJiogHUpPlMaV42nAkfKFONjbwFyD/PIx9glrBidlYwfgfzrgFsgUHtQxfn19QAA4OBBcQPEF1GnTigqLMRvSUno3qULvE6dEs1mU6cCd+7oPr8giKYudpV3DqKjRVNrJc2ppUFBkK1aBQwZYh55wmMBzzDgYTrw77dAao2Ke5qMw8KK0VFRKCAcOoSww4cheHsDnTtrPtx/fy5+1hljfOtYXwu8a1dxq+gYT89HU0DUTbI8Ud/5kMuBTz8V19E0kT+GDEHtL76Al6+v+eSRuQB1ngU2LgCmjgFuFzzaFx4uDif062e+8hibhp1vHJHERCAqCi7du6P1kiVw6d4diIoS0wEgPw24sVf8Xn+S9eQyximDcR7i4kQPZBMDStz5z38s04A6HwIsg6ZSBMRe7eDBEL75xvxlMjYJK0ZHQ7l4bPklgcoebiQmAqnbACoFgjsA/o2tKx97nDLqxMU9Cijx9tuAoV6gIKA0PBxZTZuaXw6FAnh7se59ZdYN+WuvifnKH3fwILB1q/hZfj9jl7Ap1V5QKHSP7ynd3m/fFlve06fr9hxVpr3yCjDFF0gD0LaleF5rmy/Z45RRRxlQomtXoFUrg+b24oULzVNfyz9PxcWG15ckgpCWhqCLFx+ZVBMTtR3SlGZXbujZNawY7QFdD6DS/JSVZdq50tOBt8q+r/gUeDtR+0HWpYR57I+xBvo8oMPDgWXLoOjVC0hKqloZup4nI6mfmAihXTvg3j0xck/5RmhamjhuunOn7YVUZIyGFaMtYEgRKU2j5R9AUxWiPtLTxQc5Ph5o0AD46y8xMoi6tyC3ghlrYmgOZH5+1c6t73kykpAzZ4Du3UVZDJ1j+HDRvGour1nGqrBilBpD5pgBA8R9lpxUrzz37Nn68yjHJ9lBhrEWVTW36xt6MNfzVNFYokIh9ii552iXsGKUEn2tV6U5Zty4Spl7zA6ROMYzdaqorNmsytgy+hqbEyda/3kaNgzYtk1sUOqY7wuAhy1sEFaMUqFQAJMmGW69rl9vPXkqggi4fl18sPXNWWQYqTHU2DRkFbEUpaViz9HHRzNC1Ny5Ypq7u+awCA9b2AQ8XUMq5s0z3zihNRk69NF8SIaxJRQKyw89VJbyYROVaeXfAerTqhjJYMUoBQrFo6V57I27d/nBZWyTlBTbGHqoCkqlPnUqz4mUEFaMUpCSIioYe4YfXMYWUJ9gf+CA1NKYB+WwRUqK1JI4LTzGKAWWWHLHmqiPN8rl7DjASEMV5iPaBfb+nrBjWDFKQY0aUktgHmJjgby8R7+rVweefVb0XG3VSjq5GIdHvmcPMGqUbY4nmgtegk0y2JQqBaWlUktgHtSVIiAuKbVsGdC5MzyaNEHosWOSiMU4OAoFXGfMcGylGBHBS7BJCCtGa5OYKEbFcHCEGzfw5IIFYsueYcxI0MWLkFVyHUe7YfhwHpaQEFaM1kQ5x8reHW+MQChrzbvOnMlOOoxZ8bDHaU6m8uWX/NxICCtGa6FQiCtbOLL5pxwCAFlaGnvXMWZDvmcPmn35pdRiWJ6sLHGuMyMJ7HxjLebN0wzM7Uywdx1jDhIT4eboDjfqLFsGPP00cOsWe31bGVaM1iAxUZpwVLYCe9cxVUUtqo0gtSzWIjsb6Nbt0W8OF2c12JRqaZQPtBNCACg4GHjqKalFYeydsqg2TqMUdcHh4qwGK0ZL4whhqiqJAEC4fRuoV48fZqZqsDmew8VZEVaMloYfaG7pMlWHzfEiHC7OKrBitDR//SW1BNLDLV2mqkRHA+HhIMGpjamP4Aa3RWHFaEnseRUNc8MtXaYqyOWqZ8lJfFINwz1oi8KK0ZLMm+cUk/lNgiPhMJUlLg4lTurIpkIQOFycFWDFaCm4t6ibzZvZnMpUDoUC8p07pZZCWoiAxYt5PqOFYcVoKRxhzUVLcPs2m1OZynHwIGTp6c49ZQMApk9nRzYLw4rRUtjY4PhhAP0A1II4jWJ3uf2JAHoACCrbf1bHOQoATC7L4wNgEIDMyghjY/eGsQMSE4GBA6WWQoMVAKIAeABoC+C42j5jnpV/AfQB4AWgBoAZAEqMKZi9vC0OK0ZLYWOD4w8ANIf4MOvb3wHAAgPnmAbgOwA7ARwCcANApWJw2Ni9YWycxERg0CDg/n2pJVGxHcB0ALMBnIb4bPUEcKtsf0XPigKiUiwCcBTARgAbALxnTOHs5W15iNFLTk4OAaCcnBzTDy4pIQoLIxKrsU1tAOgbPfuulu0/Uy79HkCuAO1US7tUlveYsWULAlFEhHhvGBUPHjyg3bt304MHD6QWxfYoKSEKD5f8mSm/tQFostpvBUC1AJpv5LOyDyAZQDfV8qwCyA+gQlNkSU42+ZZW6b3mJHCP0VLI5cCkSVJLYTZOASgGoBa5EY0B1AZg0nLEy5ax4wBjPDYYOaoI4vOg/izIyn4fg3HPyjEAzQDUVMvTE0AugN9NEYaHJSwCK0ZL0qCB1BKYjZsA3AAElEuvWbavQnx8gF27OAAyYxo2+OK/A9EUWrNcuvJZMOZZuanneMDI50lJjRqm5GaMhFfXsCQSVloFZEhBNDIQilBkIBopkKNUMnng6QkMGCBd+Yx9YiPj0erPkyuuAfhVapEYC2K1HuPQoUPh4uICQRDg4+OD9evXG8w/ffp0uLu7QxAEeHh4ID4+XmN/aWkpYmJiIJfLIQgCAgMDkZSUpJHnypUriIqKgiAIEAQBDRs2xM2bJrXH7JJExCIK19AZBzESW9EZBxGFa0hEbKXPGQLRhHSvXHpm2b4K4WkaTGUoCwUnJeWfpyE4BECO3WirkU/5LBjzrIRA20s1U22f0dy6VXEexnSsMZD5yiuvEAAaN24c7dmzhxo3bkyCINCFCxd05l+9ejUBoN69e9N3331HHTp0IACUmJioytOrVy8CQG+99Rbt3LmTQkJCyMXFhbKzs1V5qlevTh4eHrRu3TpasWIFubq6UmRkpNFyV3mQessWqzsFJCCWBCgIUGj6vUBBAhSUgNgqOd/sUkv7AyY632zZUrn76OCw800FJCRI5mSj73kC2hAwmRIQq3K+CYOm842hZ0XpfJOpludziM43BabIyM43FsEqitHb25uaNWum+l1cXEwymYx69uypM39ERATVqFFD6xxNmjQhIiKFQkEymYz69Omj2p+amkoA6OWXXyYiou+++44A0MaNG1V5PvjgAwJAp06dMkruKleg5GSrPsQlkFE4/tXxEBMBeQScoprYRwBoSZnySy3LkFX2e2/ZA7yt7HeG2kleAKg2QP8F6CRA7cs2Sz7EzgArxgooKSHy8bG6UjT8PG0jwJ0CsZjOQ6BJAAXgkZdpRc9KCUCPA9QDoLMA/QhQMEBvmSJjcDDRpk3ic2WCpzcrxoqx+Bjj/fv38eDBA/Tp00eV5uLigqioKJw7d07nMTdu3EC/fv000lq1aoXjx8UptIcPH0ZpaSmee+451f7atWvD398fhw8fBgAkJCRAEASMHj1alef111/HrFmzsH37drRs2VKr3NzcXOTm5qp+5+XlAQDy8/Ph4lKJW9WqFTyrVYOQnW36sZUgBdFIQ4SevScBdFaZa6aXfY6BOH/qWwDj1HIPL/ucDWBO2felEG3vgwAUQvSiW2mkbASgKD0divx8I49wHgoKCjQ+GU1khw/DQ4I5jIafp2EAbuMuPkZLAE8A+BGPHGgqelbkAL4H8CKA9gC8IT6L7xspG6FsrdNnnwUAlIaFofjjj6EwYhw/n5/BCrG4Yvzzzz8BAHXq1NFIDwoKQmam7rgpCoUC4eXGFUJDQ1FYWAgAuHz5MgCgUaNGGnl8fX1xtywMW3p6upYy8/DwgCAI+Pfff3WW279/fxw6dEgrPTk5GV5eXjqPqYiG3bujyY4dlTrWVDJgyFGhE1C2LsEWjMAIbNPYO7ZsM4QHxAAB+oIEVMiLLyLJzQ1Bly/DIzsbBdWqIatpU56+UUYKj8Fqo1Cg0dataCxB0YafJwCYAmAKNup4nox5ViIB7KukbOXD4gnp6XAbORIn3ngDGe3bGzyWFWPFsFeqGt9++61Wj7Fp06bo3Lkz/Pz8TD6f6zvvwGXXLnOKaJBQGOfabmw+cyIAcM/LQ/8XX4SQlaVKN6Wl66gUFBQgJSUF0dHR8PDwkFocm0G+Zw9cZ8yALD1dkvJt+XkqjwCABAGtN29GwTvvGGxsqr/jGN1YXDE2bNgQAHD16lWN9KysLPj6+uo8Ri6XI63cpN6MjAy4u7sDeNRTvHz5Mlq0aKHKk5eXh6ioKABAWFgYSko0Iw8WFBSAiFC7dm2d5fr5+WkoQGUF8vLyMr3HOHOmOJndikQjBeG4jnSEgXQ4HAsoRTjSEA3peibqShEAZDduwH3UKJ7jCNGiUVnLhMORmAiMGiWOpkmEPTxP6ghEENLS4HXqFNCpk9585d+LjDYWn67h4+MDb29v7N27V5VWUlKCa9euoXnz5jqPqVWrFo4ePaqRdvr0aZU5NiYmBjKZDJs2bVLtT0tLQ05ODmJiYgAAgwYNAhFp5Fm6dCkAYNiwYea5OH0UFQFLlli2DB3IUYpP8CoA8aFVR/l7GaZKO5+xPMoXH8d9ZJQoFMCrr0qqFAE7fZ4AmwyKYHdYw8NHOV3j+eefp++++041XeP8+fNERFS3bl1q166dKr9yukbfvn1p79691LFjRwK0p2sIgkBvv/027dq1S+90DU9PT/ryyy9p5cqV1puusXSp1T3o1LcExJZ50z1KjkCqyrXcZjcn9Vplr9RyWNmb2+GepwqeI/ZKrRhYq6DBgweTXC4nAOTt7U3r1q1T7fP396d69epp5J82bRq5uroSAHJ3d6c5c+Zo7FcoFBQdHU0ymYwAULVq1ejHH3/UyPP3339TZGQkAeIUhAYNGlBGRobRMleqApWUEA0cKPnDUQIZJaMjbcFwSkZHKoFMcpkq3Jx0niMrxnJIMP/XIZ4nI4P0s2KsGIGISJq+qu2Tm5sLf39/5OTkGOd8k5gomoBsLOix3ZCcbHBsxFHJz89HUlISunfvzmOMAHDgANCtW8X5mEcIZX6qRozVm/xec0I4iLi5SEwUFw9lpagbwcC664IARESI4b8YhjGd8HB2YDMjPF3DHNiIs4BNo7w3gqB5n5QKk5ejYpRw/E/jefddoGtXsVHJz4/Z4B6jObDBNeNskldeAcLCNNO4pcuUx0ZW1LALmjYVhx9YKZoV7jGaA3aPNo46dYBr18SGREaG+ALkli5THuWKGunpbIWpCG5EWARWjOaAK6dxBAeLStAJHWwYE5DLgU8+Ecfsy5neCdrh0JwSQRAbDzwubxHYlGoOlC1cQw4mjLYZlWH0ERcnmtjL1Rl+wtTgcXmLwYrRHChbuIC2cmRlKcJep4ypxMWJpvfkZGDKFKmlsR14XN7isGI0F3pauAgPB555RhqZbAACxMYBt26ZyqA0vQ8aJLUktkF8vNhYYKVoUVgxmhP1Fu6WLeLn1atAjx5SSyYZxK1bxhyUDVeQM1tg4uOB997jBqYVYOcbc6PLuSQ4WBJRpOb82LGo9+mn8NKzigrDGI2aQ47TOuA0aCC1BE4D9xitgZM6nRQGBHDrljEfcXEo2rwZBUFBUksiDez9bjW4x2gNoqOB6tWBO3eklsSquPOCqIyZUQwYgCR3d/T08oJHdjawejVw+LDUYlkedl6zKtxjtAZyObBypdRSWJ1CDlDMWAK5HKUxMcCIEUDZ+qsODTuvWR1WjNZiyBBgxgyppbAqTmvyYqyHoweLCApi5zUJYMVoTRYuBHbuBJygJ1UaHo6spk2lFoNxdDp1EpWHI9K8OZCZyUpRAlgxWpvBg4G7d4HZsx168n/xwoVs+mEsj1wOjB0rtRSWIStLagmcFlaMUiCXA3PmANu3Sy2J+QkKAhISoBgwQGpJGGdAoQC++kpqKSxDWpoYcJ+xOqwYpWTIEGDHDkDmAH9DYKA4AZlNP4w1SUkBbt+WWgrLwSv3SIIDvJHtnCFDgFmzpJaiasTHi4vLclQOxto4uuLguYuSwPMYbYFGjaSWoPLMni0qRIaRAkdVHLyslKRwj9EWsOeH256VOmP/KJd8s2f0rcjDcxclgxWjLWDP6znas1Jn7B9lDFV7fHYAYMAA3Svy8NxFSWHFaAsYWs/RVhEEDlPF2AbKJd/K9xyrVweGDgV8fKSRyxhOnwauXNFekYeVoqTwGKOtoHy4X31VdNO2ZdjUw9gacXFi7yslRXTICQ0VG21yuTil4+BB4L//BY4fB/bvl1raR1y/Dhw96vgRfOwMVoy2hK6H+84dYNo0TWWpfNilIjxcVIrcqmVsCV1LvinTu3YVt61bracY33oLmD+/4nyO7llrh7BitDV0PdyxsZrK8qmnxFZmQgKwfLll5YmIAJYsEc1S5VviDGNvWGtMPCpKXKDcGMXI4/Q2BytGe0CXslT+NpdiFAQxGk+9euKE6eBg0SmAlSDjSCgd3dLTASLt/YIAuBBQXMVy7t0TG7AVlcVTMmwSVoz2jPIhr+qYZFAQsGYNm0YZx0fp6DZ4sKiY1BWWIAAgYDIAuSewPRBIS69cOffuiVYdg2WBx+ltFPZKtWfM5aq+fTsrRcZ5UDq66Zom8WFX4EkAQ0YC11JFL9FNm4ClS6GYMsW0NUYzMgyXxVMybBbuMdo7ygdv0iSd0fgJgEG1GR7OHnGM86HL0a19a+DbMNGMGvWc1hBGaXExfuzcGX2vXoX89dcrLkM5dmjIY5axSVgxOgLKB2/ePLEHeffuo33lTTjleWcIP6CMc1J+7D51O1CcC3hHAjX0jPvJ5SidPBnyZctMGzvU5zHL2CSsGB0FuVyMWfrOO6qWaUlwMPZmZ6PvhQuQL1+uqTBr+gEjcoH6Z6wvq0LBrWdnx9Q6UJZffu0agtLSgC5dzC/T1a/Fz6hnAcHAKFOF45TgsUM7hxWjo6HWMqXiYmDfPpS++y7k772n+SJqGQXsrQfcOgjkXgb8KhnztKIXnHJytaF5meHh4ouGx1scC311IzFRO5CFoTqwfbs4VJCbC3cAHQCUrl4NfPpp5eqMLrkK0oGMH8X9dZ6r+Bz6AnLwHF+HgBWjs6DLlBPaG7jxPfD3WqDlItPPaegF16sXQo8dg8fkyaLJyRBpaWLrm50RHAd9dWPECGDRIm0TZHq6WAe2bxenCimV1tKlwLffap1eUOYvX2cqaqjpk+vVlkAtBVCzq/GNRB47dFhYMTozDf5PVIxXNwDN5wJyD+OPTUwEBg3STk9LAwYNgluvXnjyxx+NPx+R2CsYMIBfLPZOYqKotMorv7Q04OOPdR+jzDtihFFRnQTlMePHAw8eiIEoKrJGGJJrRhowFcDr04y8yDJ47NAh4ekazkzoM4BXBFCYBVzbbPxxCoWoxAzg8uOPEFCBR2x5srKAUaNMOYKxNRQKsUdmyOGrouNNIScHGD0a6NxZXPS7/JxeZc9y586K5fpCBtTsYbrMjMPBitGZkcmBRq+K3y8uAEr1vJSU44Rbt4qf8fE6p4aYhe3bRfMYY5+kpNhWEHylIpw8uWK58kqBD40I4cY4PKwYnZ36/we4VQPy/gKuJ2jvT0wEIiPFFvnIkeLnBx9YVqbnnweKiixbBmMZbDEgNpEY5tAYPv1U2gD9jE3AitHZkXkCuf2BowC2vg2UlDzapxxHrMh5xtzk5IgOGNxztD/sPSB2VpbY62WcGlaMzkxiorgKwISNwAoAb10BaoeK6UaMI1qU3FxxzMiYCCOM7aCM32svC27rwhZ7vYxVYcXorCg99MqPu2TcEXuJgwdbbhzRFBYvBvr0Ecc22cRl+8jl4jJllXW+sQXsvdfLVBlWjM6IMZ6Du3dbTZwK2bdPHNuMjBQVOmO7JCYC06dLLUXlCQ4Wl4tinBpWjM6IrXkOGkt6utibjY/n3qOtoVAA778v/j/2WLeU3L4N1K3LDTAnhxWjM2LvYyhz5gCBgeLcNEZ6lJ7Ls2dLLYl5UDbAWDk6LawYnZG//pJagqqTmwsMHQrMnCm1JM6Ncqza2p7L1mDSJLZMOCkcEs7ZSEx0nJY9IIYYKygQzV/BweKCsByv0jpUNcqNrZOVJTp9de0qtSSMlWHF6Cwoo9eMGSO1JObns880f/NqHdbBXseqTYEVo1PCplQnQPjmG3G+YrduwP37UotjeZSrdfAYkWWx97FqY7h2jc2pTggrRgcn9NgxyIcPd/yWvS6mTuWXmiW5fFlqCSzPpk1io5IbWU4FK0ZHRqFAs3XrHHcMyBBEwPXrHN7LUiQmitNmnIGyFTqEb76RWhLGSrBidGCEI0fgmZVl2tJPjoYzmPusjdLpxlkoa1jKX3uNLRBOAitGR4aVgmNMTbE1nMHppjxEENLSEHTxotSSMFaAFaMjU6OG1BJIz9q13Mo3N07c4PLIzpZaBMYKsGJ0VBITIZ8wQWoppCctjccZzY0TB9kuqFZNahEYK8DzGB0RZTQSZ3S60YUT93Aswp07UksgCRQejqymTaUWg7EC3GN0NNSikTi10406TtzDMTuJiWIoPmckPx+hx49LLQVjBbjH6Gg4o2OEISIixBBxTOVRKMR6lZ4OTJvmvJaIu3fx5IIFULRs6byNAyeBe4yOBpsNNVm2zHbjppaF6ZPv2IGg8+dt00koMVGc4N65M/Dss+KyTE6K0gLD0zYcH1aMjoYNmg0PA+gHoBbEl8vucvsTAfQAEFS2/6yOc6wB0AmAX1mee8YUPGuW7cZLVVM47uPGocOsWfBo0sS2Iqwox6pt0AJRUZ0iAO8BCAXgCaAbgPITd+4CGAWxTgUAmACgooCJAgCBHbocHlaMjkZ0tBhEW7CdEcYHAJoDWGFgfwcACwycIx9ALwBvm1JwUZEpua2HHoUj3LhhOzFebXzljIrq1EIAnwJYDeA3AN4AegIoUMszCsDvAJIAfA9R2U4yVoA9e0yWmbEjiNFLTk4OAaCcnBypRTGNhAQi8ZVmcxsA+kbPvqtl+88YOD65LE+2MeW1bCn1P6FNSQlReLh+mQWBKCJCzCclycmS15XK1qlSgEIA+lgt7R5A7gBtLft9sey4E2p5fgBIACjdmHKDg6X/jyqJ3b7XrAj3GB2RAQOAtm2llkJ6zpyxjd6XOhU5R9lKjFc7Hqu+CuAmRPOpEn8AbQEcK/t9DKL5tLVanm4QTWi/GVPI7dvS/0eMxWCvVEcjMVFcc9EZlpeqCCJg0CAgIcG6Y41KL86MjEfRh27dEsd/jV3pXmrFZINj1cZys+yzZrn0mmr7bgIoHxfKBUCgWp4Kkfo/YiyGxXuMV65cQVRUFARBgCAIaNiwIW7e1F/1jhw5ospbfps+fboq37Fjx1CjRg0IggCZTIYnn3wSBQWPRhDq16+v8xweHh4WvV5JSUwUFYHESlEBGQ6iI7ZiOA6iIxRSD2W/8or1vAjVvThHjhTXwOzWTfzeubO4FJYxSB3j1QbHqm2uXnHIRcfF0rba6tWrk4eHB61bt45WrFhBrq6uFBkZqTd/YWEhnTt3TmPr3LkzAaCMjAxVHnd3dwoMDKRt27ZRfHw8CYJA7du3V50nNTVV4xzHjx8nQRCoY8eORstuV7b4khKiwEDJx3sSEEvh+FcjORz/UgJirT/GqL7Fx1v+P0hIEMcIzXU/d+zQ/T8nJxNt2SJ+WnKcy4bGqg3Vq/J16oqeehQD0Ctl378AKKDc/mKA5AAlGitXWJh4j+wMu3qvSQQsefLvvvuOANDGjRtVaR988AEBoFOnThl9Hk9PT2rQoIHqd3x8PAGg8+fPq9JGjBhBACgvL0/nOd58800CQEeOHDG6XLuqQPv328TLS4CCAIXGLgEKEqDQ+RJT367qeaGpb8mopGIELPsSq8ippjKbIBDNnv1I+SUkaJcRHm656yopIQoKsvl6Vb5OKZ1vFqml5UC3881JtTw/wQTnG+X/Iwh2pxzt6r0mEbDkyceOHUuCIGikPXz4kADQzJkzjTrH119/TQBo9erVqrTo6Gjy8PDQyHfo0CECQFu2bNF5nho1alBgYKBJ8ttVBXr3XUlfXiWQlbXoFTp25xFwimpiHwGgJRCVX2pZhqyy33vLXlbbyn5nqJ0koyxtbVmew2W/s0yR05Lenpb04vTyIho61PAL2hIvZxvwTNVfr/IIOEPAKQJAiyBo1KmPIPYI9wD0P4AGAFQHoIdqJ+kF0BMA/QbQEYAaADTCVBltxYvYBOzqvSYRFnW+SU9Ph4uLZhEeHh4QBAH//vuvUef46KOP4Obmhv/7v/9Tpd2+fRve3t4a+ZqWBff9S8fYzOnTp3Hr1i1MrWB8Jzc3F7m5uarfeXl5AID8/Hyt67A1XIqL4SZh+SmIRhoi9Ow9CaAzMst+KUeKxwDYAOBbAOPUcg8v+5wNYE7Z99UA1NeLjyn7XA9grLFCXr+OgqQklMbEVJzXWBQKyH75BS5LlljOky0/H9ixQ+9uIgJeeAEPu3QB3MxXC+TXrsHdbGerHPrrlVinlLwOAvCoTs2EONdxEsRgEB0A/AhA3cNgM4ApALpCdLYYBHHuo0kQWaZeWZD8/HypRbB5KvUst2vXDr/9Ztipee/evZUSSJ27d+/i999/R9++fat0nrfeeguCIOCDDz4wmK9///44dOiQVnpycjK8vLyqJIOlCfLyQgcJy8+AIS/GTkDZi2sLRmAEtmnsHYuKldscPFKSVeFCUhLSCwvNcCYg9NgxNFu3Dh5ZWWY5X2URAOD2bcgjI3HuxReR0b69Wc4b9O+/ktYpwFC96gRlnQK065UA4P2yTR+BALZUWUIRc9YrS8OKsWIqpRjXr1+Pq1evGswTExODnTt3oqSkRCO9oKAARITatWtXWM7bb4txThYuXKiRHhwcjGvXrmmkXSxbWbtBgwYa6aWlpUhOTkaLFi3g4+NjsLxvv/1Wq8fYtGlTdO7cGX5+fhXKKylduqD0k08g3L0ryaoaoTDOdd3YfJbi8e7d0bSqLXuFAi4LF8J1gaFYPdbHLTcXTy5ciKLNm6Ho2xeyX36BcPMmKCQEpU8/bXLMWJkNWEmcql5ZCfV3HKMHS9pplc43X3/9tSrtww8/JMA45xt/f38KCwvTSlc631y4cEGVNmrUKJ1286VLlxIASkxMNFl+u7PFS+hFqBwLEnSOMYqOEhFIpRLIpBuzMsdYkC4HGFvaBEF0mAkL00yvjJPOpk2SX49d1KugIB5jdDBg6QKqV69Onp6e9OWXX9LKlSu1pmucOHGC3Nzc6Msvv9Q4bv/+/QSAPvjgA61zKqdrBAUF0fbt22nu3Lla0zWU1KlTh7y9vSslu11WoIQE7ZeilTal92D5l5i6V6qkL9qqOqiYezqGNbfKeFAuXSq93PZQr1gxOhywdAF///03RUZGEiB6EzZo0EA1H5GIKCUlhQDQ0qVLNY5r3749yeVyKi4u1nneI0eOUHBwMAEgQRCoVatW9PDhQ408qampBICee+65SslutxWopITo7bcle4mVn28WgVTpX17jxlXtnhYWivExpbwGc2yBgeLUHmNe5DbQY7T5eqXckpOrVr+siN2+16yIQERkdfutnZCbmwt/f3/k5OTY/hhjeZYtExeVlQAFZEhBNDIQilBkIBopkKNUEllUbNoEjBpVuWMTE4H/+z/gzh3zyiQl4eHAJ58YDpV38KAYrcdGsMl6pWTLFmDECKmlMAq7fq9ZCelH1xnLEBwsWdFylKITtL17JSUkpHLHKZeIcrT2Y3q6eF27dulXjsqwcDayHqNN1isldhxbltGGV9dwVMLCpJbA/rHxNQmrhPKapk7VH0dWLhd7lTYUL9XmEAQgIkJsRDAOAytGRyU6GhQWBgd8pVeOW7dMP6aiJaLsHaKKl7iKixN7lYGB1pPLniAShy1MnArD2DasGB0VuRyKJUuklsJ2qIypy1mWFaroOuPiDEbecWqCgsT1TxmHghWjA0OxsbhhpigodktFpi6FQnQy2bpV/FQ3K0q99JO1MKbR0KkT4MhLtlWWrCxesNgBYecbBycvPFxqEaRDOTamz9SVmCiOIaqbS6tXF9dOjIwUj3N0goKMHx/jsUbdOItlwYlgxejg3Hn8cWDnTqnFkIbwcFG56fK61OdteucO8KnJoaQdn5QU4OFDqaWwTdgj1eFgU6qDk9WkCcjZWvo+PsD+/cDVq7qVoiN7m5qKsaZA7hVpwx6pDgv3GB2coMuXITibAnj+eaBrV/37Hd3b1FSMUXrcK9KGPVIdFu4xOjge2dlSi2B9KvIS5N6PJsYoPeVkf2ezPjBOCStGB6egWjWpRbAufn4Vm7a49/MIY02Bysn+ACtHdV59VX+ABMZuYcXo4GQ1bQoKC3Oel5kxLynu/TziqafEOYoHDoibrmkrSpST/Tmq0iPS0oB586SWgjEzrBgdHeVEf2cZZ3zwQHyxG0K99+PsbN8uTk/p1k3cRo4UA4dHRYmeu+WJiwOuXQOSk4GWLa0trW0ye7bue8XYLawYnQDq31+cr+YsJC4BFAWG8yh7P848z9MQyiDjul74AgG1rwGzc4FnrC6ZbWIo5ixjd7BidAKEI0dEt3xn4cY+YE8UcGEeUHhXf764OGDxYquJZVfoCjJemAVc/Bj4rgHw6zjg/t9AW162CEDFMWcZu4IVozPgbF6YLaoDBZnA/94FdkcAJ6YA2ee08ykUwJQp1pfPAIcB9ANQC4AAYHe5/QTgPQChADwBdANQPnDdPABPAfACEFAVYZRBxr9fCxwbC3wTBpydCTy4BrgHAy0WAnWXVaUEx8LZnjMHhhWjM+BMXphBQcDb14H2m4CA5oAiH/hrBfBDC+CHlsDl5Y96kSkpwO3bkopbngcAmgNYoWf/QgCfAlgN4DcA3gB6AlA3HBcBGALgRXMJlfQicHUjUFoIVHsCaLsOGHANaDoDiKhjrlLsH2d6zhwcnuDvBFCHDuJYWnq64zvhrFkDuHoAdUYBUSOBzAPAX58D6XuA7DPAqZeBM68B4QOBi7b3Un8G+oftCMAyAO8CUM7U/ApATYg9y+FlafFlnxvMJVSgCxA1HGg4GQhqq+nNq/TwdYK6RRB78VoIgngPOAKOw8A9RmfAEeeg+fho/g4PBxISNEPACQIQ0g2I3gkMvAG0+gQI+A9QWgT8uwO4scC6MleRqwBuQjSfKvEH0BbAMUsVGuIPvPEv8NTXQPV22vXHUN1S/rbHyDB6nhMt1V9RoHrGLmHF6CwovTCrV5dakqozZQpw7544ZWDLFvHz2jXdcVGVeFQHGr0CPHMW6HUKaDgF+E8Q4KP/EFvjZtlnzXLpNdX2mQ0B4kt/xZeAdwUmQn3zG5WNFXtbyzEwEKhVSzMtIgKl06ejoLx3d3i4eO2G6h5jf5CFmTt3LrVv3548PT3J39/fqGNKS0tp1qxZFBISQh4eHtS1a1f6888/NfJkZWXRyJEjydfXl/z9/Wn8+PGUl5enkefcuXPUoUMHcnd3p/DwcFqwYIFJsufk5BAAysnJMek4W6GoqIh2795NRUVFjxI3bSISjV72uyUnm+cG7dwp+bWUQEbJ6EhbMJyS0ZFKIFPtA0DfqOX9pSztRrlzDAFoqI5zrwfIv7KyRUQQJSSYdj9LSsT/ZssW8bOk5NG++HjJ77VJ2/79WtdSVFREuxMSqDgpSfc12gn2/l6zBhYfYywqKsKQIUPQvn17fPHFF0Yds3DhQnz66afYuHEj6tSpg1mzZqFnz564ePEiPMoWSx01ahQyMjKQlJSE4uJijBs3DpMmTcKWLVsAALm5uejRowe6deuG1atX4/z58xg/fjwCAgIwadIki12vzWPvUUvMtZqBQgFMm1b181SBRMTiVXyCNESo0sJxHZ/gVcThG638IWWfmRC9UqH2u4U5BQsOBv7+G3BzM+04uVxc0FgXDRpUWSyrcusWMGKEZlppKSCXgzp2BFxdpZGLsQ7W0sDr1683qsdYWlpKISEh9PHHH6vS7t27R+7u7rR161YiIrp48SIBoBMnTqjy/PDDDyQIAqWnpxMR0cqVK6latWpUWFioyvPGG29Qo0aNjJbZ3ltWOnuMJSVE4eFEgqC7pSwI4n5fX+lb7eXlEgTTezH6SE6W9HoSEEsCFAQoNC8TChKgoATEEqDZYywFKASgRWppOQC5A7RVRxnrUYUeo7l65TZyv81x/TqfJzvE3t9r1sDmxhivXr2Kmzdvolu3Ry4G/v7+aNu2LY4dE10Mjh07hoCAALRu3VqVp1u3bpDJZPjtt99UeWJiYuCm1urt2bMnLl++jGxnXHFCiTHOEp98Anz5pXXlqghzj+VIOOdMARlexSdljhyajyAhH4SzeAkTAYgON2cB/Atx2G8qgLkAvgVwHsBoiHMeB6qd41+1YxRl388CuG+KkOa+P/YSn5bXWGRgg9M1bt4U3Qhq1tR0MahZs6Zq382bN1GjRg2N/S4uLggMDNTIU6dOHa1zKPdV07HqRGFhIQoLC1W/c3NzAQDFxcUoLi6uymVJglJmLdn79YOwbRvk06dDSE9XJVNYGBSLF4P69QMAyKZPh2zJEt0u6haGACA4GIqPPwbCwsQpJ3I5YKb/QQgOlqzypyBaw3yqyUkAnZFZ9mt62ecYiNMvZkKc6zgJwD0AHQD8CMBD7QzvAdio9vuJss9kAJ2MlLEkOBhk5jovLF4M+fDhgCBIvkYoAVpyKBf0VixaBCotFU2nauh9nuwMe5ffGlTq3fDmm29iwQLDru6XLl1C48aNKyWUVMyfPx/x8fFa6T///DO8vLwkkMg8JCUlaSe6uwOffoqgixfhkZ2NgmrVkNW0qah89u0T88TEIFQuR/PPP4d7WSMBKHuBEFlMYSpfVSfGj0dGQIAYGPynn8xbSFER+lv4OvSRAUNenp2gvANbMAIjsE1jrwDg/bJNHxtQ+TmMBOBh9epIys19VA/Mhbs7QmfORLN16+ApUYhCAlDk64tzL7yAZl9+qSHHw6AgXJgwARnu7gavXefzZEfk5+dLLYLNUynF+Nprr2Hs2LEG89StW7cyp0ZIiOhikJmZiVC1SBKZmZlo0aKFKs+tW7c0jispKcHdu3dVx4eEhCAzM1Mjj/K3Mk953nrrLUyfPl31Ozc3FxEREejRowf8/OwvJmRxcTGSkpLQvXt3uOpzFijrHeqld2/g/fdRcuSIaF4LDQXu3IF85EhQJZUKQc9EaSU+PlB88QWeiI1V9XbMjfDf/0rWawmFcWZKY/OZC+XdcFuxAr0rqheVpXdvYM4clBw5AuG77yD79FMAFdQHM6G8Pvm6dXgiNlarXrt26IAn5HK9dc6o58kOyFVr5DJ6sNZgpqnON4sWLVKl5eTk6HS+OXnypCrPTz/9pNP5Rn2g/K233mLnG3ORkCA66VTWueHxx7UdgASBaNgw67jAv/uuZI4dJZBROP4tc77RziJAQRFI1Zi6YbUtPt7y914dY+uRj0/Vry08vErOW+x84zxY3Pnm33//xdmzZ/Hvv/9CoVDg7NmzOHv2LO7ff+QK0LhxY3zzzTcAAEEQMHXqVMydOxfffvstzp8/j9GjR6NWrVoYOHAgAKBJkybo1asXJk6ciOPHj+OXX37BlClTMHz4cNQqm5g7cuRIuLm5YcKECfj999+xfft2fPLJJxo9QqYKKNfl02F6NoiPjzjp+/x5oKAAWLpUnLC/dKn4e9s2h48gIkcpPsGrAAABmuNYyt/LMBXycvusgrWnVaiv7zh1qnYAiogIsb5sFEdNK93Hj4+vOAgEwyixtOYdM2YMQazPGluymjs0AFq/fr3qt3KCf82aNcnd3Z26du1Kly9f1jhvVlYWjRgxgnx8fMjPz4/GjRtncIJ/WFgYffTRRybJbu8tK6u1cBMSiPz8jGu1799vWVmMZf9+yXqMyi0BsRSOfzWSI5BKCYiVTi5zT9MwFUNBAhISSBEYaNr1VCZQgR64x+g8CERU6UaYo5Obmwt/f3/k5OTY7Rjjvn370Lt3b8uPiRQVicED7tzRvV8ZaPnqVdvoESoUQM2akq9TqYAMKYhGBkIRigxEI0WaniIgTuzPyLCN/0cP+Xl5uPLKK2i2YUPFmZcuBV5+2WzXY9XnyYLY+3vNGtjcPEbGTnFzAz7/XFSA+uZH2lKgZbkcGD9eaikgRyk64RBGYBs64ZB0ShEAVq60nf9HH3I5/unXD6VhYfrnRCrnIppRKTLOBStGxnwYCiZta4GWFQpg61appbAtjh+XWgLjkMtR/PHH4nd7aIQxdgcrRsa8lDlTFPzwA05On46CH34Qzae2pBQBcZHitDSppbAtliwRTeJ2gGLAAPtphDF2h81FvmEcALkcpTExSC8sRNOYGNtsuUsYEs5mUShEc+rUqVJLYhxxccCAAWIjRznHNjraNusbY1ewYmSck9AK1hh0Vv76S2oJTMPQih4MU0nYlMo4J8qg1owmth7km2GsACtGxjlRX2WEeUTbtlJLwDCSw4qRcV7i4sSoKkFBUktiO0ToW/WDYZwHVoyMcxMXB2RmAvv3A4MHSy2NtAQH8zqEDANWjAwjmlW7dgV27hQ3Zx1nW7GCPToZBqwYGUaT6tXFKJvOhocHz/1jmDJYMTKMOs46v7GgADh4UGopGMYmYMXIMOo48/xGVowMA4AVI8NoEh3NXqoM4+SwYmQYdfbskXwpKsngCDIMA4AVI8M8QqEAXn1VaimkISiIFSPDlMGKkWGUOPOKG2vW8FQNhimDFSPDKHF0j1Q/P+3x0/BwMfoPT9VgGBW8ugbDKHFkj9SAADHCj1zOyzQxTAWwYmQYJcoVN9LTdU/yFwQgMBC4e9f+ggCsXQu4uYnfeSyRYQzCplSGUaK+4kb5sHDK32vWiCvEBwdbV7aqMGMGx4FlGBNgxcgw6sTFiYovLEwzPTxcTI+LE7e0NDF8nC0THAzs2AEsXCi1JAxjV7AplWHKExcHDBhgeCzOzQ34/HOxJ2aLZtXq1UXlrTSfMgxjNNxjZBhdyOXiWNyIEeKnLgcVZe8yPNza0lXMnTvA0aNSS8EwdgkrRoapCnFxwLVrQHIysGULsGiR1BI9wtGnnzCMhWBTKsNUFWXvEhCj5yxbpt+ztbJ4ewN16wLnzxt/jCNPP2EYC8I9RoYxJ4Y8WytLcLA4ReTMGdFsa8x5IyLEcVGGYUyGFSPDmBt9nq2VZeVK0YlGXekaQhDEXitP3GeYSsGKkWEsQfmxx/37xW3qVHG/Kb1J9WkhFTn8REQ8mlbCMEyl4DFGhrEU6mOPSrp2FU2cr75qfMDy8k406tNJ0tOB27dFc2tYGId4YxgzwIqRYayNUrF99hkwbVrF+XU50ehSugzDmAU2pTKMFMjlwMsvA+HhIH1mVUFgJxqGkQBWjAwjFWrONFoTO5TKkp1oGMbqsGJkGCmJi0PR5s0o0LVOIjvRMIwk8Bgjw0iMYsAAJLm7o6eXFzyys3mdRIaRGFaMDGMLyOUojYkBvLykloRhnB42pTIMwzCMGqwYGYZhGEYNVowMwzAMowYrRoZhGIZRgxUjwzAMw6jBipFhGIZh1ODpGgagsoVmc3NzJZakchQXFyM/Px+5ublwdXW1atn5+fmqsktKSqxatr3B98p4pLxXUj5P5kT5PiNzLqTtYLBiNEBeXh4AICIiQmJJGIZhzEteXh78/f2lFsMmEYibDXopLS3FjRs34OvrC8Fcq7FbkdzcXEREROD69evw8/Ozatnp6elo2rQpLl68iDBzLdjroPC9Mh4p75WUz5M5ISLk5eWhVq1akMl4NE0X3GM0gEwmQ7i+BWHtCD8/P6s/yEpzja+vr12/RKwB3yvjsYV7JcXzZG64p2gYbi4wDMMwjBqsGBmGYRhGDVaMDoy7uztmz54Nd3d3q5ft5+eHjh072r3JyRrwvTIeKe+VlM8TY13Y+YZhGIZh1OAeI8MwDMOowYqRYRiGYdRgxcgwDMMwarBiZBiGYRg1WDEyDMMwjBqsGBnGjigtLZVaBJvm7t27KC0t5fvEVAlWjIzNkJSUhDlz5kgths1RVFSk+s6xLfWzZ88e1K1bF6dPn4ZMJpNEOSpnv/EsOPuG5zEyKtLT03H69Gm4u7ujVq1aePzxx61W9jfffINBgwbBw8MDv//+O+rUqWO1sm2Zffv2YerUqSgsLISnpyc2btyIJ598khVkOXbs2IHhw4eDiNCyZUucOnXKquXfvXsXBQUFyMvLQ6NGjVTpRGSXCxA4O/x0MQCA8+fP48knn8SsWbMwatQo9OnTBx999JFVyt6xYwfi4uLg5+eHgoICHDx4EACcfm3CH374AX369EFRURFcXFxw/fp1tG/fHhMmTMDVq1elFs9m2LFjB4YNG4ZWrVqhffv2uHz5Mm7dugXAOqbn//3vf+jYsSO6dOmCNm3a4Nlnn8Wvv/4KABAEgXuP9ggxTs/du3epadOmNG3aNLp//z6dPXuWFi9eTC4uLjR58mQqKiqyWNnbtm0jAPT0008TEVG1atUoKCiIsrOzLVamPaBQKKhp06YUFhamkd60aVOSyWQ0ePBgSk9Pl0g62+Hrr78mAPTUU08REdGBAwcIAA0ePNgq5aelpVFYWBi98cYblJycTD/99BM1atSIoqOj6auvvlLlKy0ttYo8jHlgxchQRkYGPfbYY3T06FGN9N27d5OnpyfNmDHDIuUqX2Jt27ZVpcXGxpKrqyvt3r2biIiKi4stUrY9ULduXapbty4RET148ECV3qJFCxIEgT788EMiEpWoM5KdnU1BQUH0xBNPEBFRYWEhFRcXU+PGjSkwMJAuXLhgcRn27dtHjRo1ojt37qjSbty4QX379qUOHTrQrl27LC4DY37YlMpAoVDgr7/+wj///KORPmDAAHzxxRdYtmwZNm/ebPZyf/vtN4wePVpldgKA1atXo7S0FG+//TYAwMXFeZcM9fHxwfXr1wEAXl5eqrUIz5w5g1q1amH27NnIz8932vFGHx8f/Pzzzzh9+jQAwM3NDS4uLujduzfu3r2L5ORkAJY3p+bn5yMnJweA6CgVGhqKtWvXwtXVFatWrUJWVhYAdsixK6TWzIxt8MILL1D79u3p5MmTqrTS0lJ68OABjR07lp599lkqKiqyqEmosLCQiIgGDhxIbm5ulJiYaLGy7IEzZ86Qi4sL1a5dW5WWlZVFRETfffcdyWQy+vTTT6USz6YoLi7W6DnXqFGDqlWrRpmZmRYt99q1a+Tr60tz5sxRpSmHHlJTU8nHx4eWLVtmURkY8+OcTU0n586dO7hy5Qr+97//qdKGDBkCmUyGTz/9FOfPnwcgOg54eXmhZs2a+PPPPyGXy6vsYZeamoqzZ8/it99+09rn5uYGABg6dCiKi4uRkJAAwDnm7h04cAADBw5EmzZt8P777+PChQto0aIFxo0bh5s3b6Jhw4YAgMDAQACAp6cnZDIZfHx8pBTb6ui6T4C2ZaFz587Iy8tTWSPM5chVUFCA/Px81e/IyEgsWrQIH3zwAdatW6eSRaFQoHbt2ujcuTMuX75slrIZKyK1Zmasy7lz56hJkyZUp04dCgkJoc6dO9P//vc/IiLaunUrtWzZkoYNG0ZHjhxRHTNlyhQaNGgQPXz4sEpl79y5k7y8vMjFxYXc3NwoMjKS/vzzT9V+9RZ/y5YtydXVlU6dOlWlMu2BxMREEgSB/Pz8yNvbmwBQREQELV68mIiIRowYQS4uLlStWjXau3cv7d69m2JiYkgulzvF/VGi6z5FRkZSfHy8Ko/S6lBYWEguLi5Ur149s5V//vx56ty5M7Vq1YratGlDy5cvpxs3bhAR0YwZM8jFxYVWrFihcUyvXr3ojTfeMJsMjHVgxehEpKenU+3atentt9+mX375hZKTk+mJJ56gqKgo2rlzJxERJSQkUO/evSkgIIB69OhBPXv2JD8/Pzp37lyVyj569CjJZDJq06YNvfvuuzRhwgRycXEhd3d3WrdunUopKj+XLl1KgiDQm2++WbWLtnGysrKoRo0a9J///Ef1Uv/ggw8oKCiI/P39ae7cuUREtGjRIvLy8iJBEMjV1ZVcXFxo06ZNUopuVQzdp4CAAJo5c6Yqr9JRqWPHjuTt7U3Xr1+vsoPSlStXqFq1ajRx4kT66quvaOTIkdSyZUvq168fpaamkkKhoPfee48EQaDhw4fT66+/Ti+++CL5+PjQpUuXqlQ2Y31YMToRhw8fpoYNG1JqaqpG+oABA6hevXq0d+9eIiK6fPkybd26lZ5//nmKj483y4M9a9Ys8vDwoL///luVdv36dfL29iZXV1fVeKLypUdEFBYWRj/++GOVy7ZlCgsLydPTk7p166aRvnbtWqpZsyYFBQXRli1bVOkrV66kXbt2VbmhYm8Yuk8hISFUvXp1Wrdunca+PXv2aFg+qsLy5cupR48eGmmbNm2iTp06UefOnenff/8lIqLk5GTq27cvde3aleLi4pzuf3IUWDE6EXv37qWaNWuqzD/5+fmqfT169KAGDRpU2Vyqj3HjxpFMJlP9zsvLIyKihw8fkqenJ/n6+qr2WUoGW6O4uJhu375NwcHBGlMOlHz22Wfk7u5O7dq1k0pEmyE9Pd3o+2SJKT7z58+nyMhIys3N1UjftWsXderUiSZNmqSae1tQUKDxydgfrBidiPv371NYWBg9//zzqjTlw1tYWEjh4eE0a9Yss5X3zz//0LVr14hIHNsUBIGio6NV+5XK8ccffySZTEYjR440W9n2xJAhQwiAal6i+ot9+PDhBIAuXrwolXiSsX//furTp4/q94gRI6x+n5Qm2N27d9Njjz1G+/fv1/LMXrRoEdWpU4f++usvjWN4Ur/9worRgXnw4AE9fPhQI3LN5s2bKTQ0VMu9vLS0lPr3708vvviiWcrevXs3ubu7qxxIsrOzqXv37uTp6UmjRo1S5VMoFJSZmUne3t4UExNjlrJtmePHj9PcuXNp2rRpdOjQIVV6vXr1CACtXLlSI//8+fO1TNDOwM6dO0kQBJLL5RrKrlGjRla5TyUlJVppbdu2pRYtWtA///yjtS8oKIinZTgQrBgdlPPnz1OHDh2odevWVKdOHVq+fDldvXqVioqKaPbs2VSnTh0tx5bY2Fh65ZVXiKhqrd3t27cTAAKgEd5t//791KBBA/L29qa4uDiNY4KDg6lz585E5LiRXHbt2kUymUzlUenl5UXNmjUjIrHHHhERQQBo4sSJlJKSQoWFhdSqVSvy8PBQ9bydAWX9qVevHgmCQIMGDVLt+/PPPykqKsqi9+nixYv04osvUo8ePWjOnDmqsfd79+5RgwYNqG3bthpRdR48eEDt2rWjbdu2VblsxjZgxeiAXL16lQIDA+nFF1+kzZs309SpU6l+/fo0ZMgQOnv2LD18+JAWLFhA1apVoy5dutCMGTNo/Pjx5O3tXWVTlPKl1q5dO3r55ZfJ1dVVw3ty79691KxZM5LL5VS7dm0aMmQINW3alAA4tKNNamoqeXh40BNPPEGpqal04sQJ6tq1K7m7u1ONGjVU+Vq1aqXqKSm9UNWdbxwdZexc5Xjh448/Tr6+vnTixAlVnqysLGrXrp1F7tOlS5fI39+fnn32WRoxYgR169aNgoKCaNGiRUQkOow1btyYmjRpQh9++CHt3r2bZsyYQYGBgXTlypUql8/YBqwYHZAVK1ZomSW3b99OnTt3pt69e9Pvv/9ORGJklYEDB1Lfvn1pyJAhqvmMlUUZ0FkZEDwjI4Pkcjk1adJEI9/58+fpzTffJG9vb/Lz86OgoCDVdBFH5ejRo+Tq6kqff/65Ki0jI4OmTZtGrq6uFB4erkpfvXo1TZ8+nV566SVKSUmRQlxJOHTokIZSJBLnBwJQmeTVxxXXrl1r9vs0bdo0io2NVf1OTU2l+fPna8SmLSkpoQkTJlD79u2pbt261K5dOzp9+rRZymdsA1aMDsjKlSupXr16dOvWLY303bt3U4cOHWjy5Ml07949jX1VXUFDoVBQ48aNqUWLFkT0yGtw2LBhWr1GdYqLi51iJY1//vmHXFxcqG/fvhrpOTk5NHHiRPLw8KBhw4ZJJJ1tkJKSQhMnTtRKr1mzJvn7+1NOTg4RWS6wfGlpKcXGxmr9D/fv36clS5aQi4uLRsMmJyeHMjIyVHIxjgOHhHNAwsLCkJeXpwqXpVAoAIhBwZ977jls3LgR//77r8YxVQ3WLZPJcOrUKZw5cwbAo/Bu/fr1Q0lJCfbt2wfgUWgu5aeLiwsCAgKqVLY9EBQUhMjISPz666+qUHcA4Ofnhw8//BABAQE4duyYhBJKS0lJCTp06IA1a9ao0pShAPv27YsHDx5g9+7dFpVBEATExMTg3LlzuHTpkird29sbY8eOxZQpU7BhwwZVYHc/Pz+EhITAz8/PonIxEiC1ZmYsw+DBgykiIkLljKDeyq5fvz7Nnz/farK0atWK5HK5xjiRM5KYmEgymYwiIiLowIEDGvv69+9Pnp6edPv2bYmks11ycnLIxcWFGjRoYPGyUlJS6Mknn6SZM2fS9evXNfYlJSWRr6+vRqB9xjHhHqODoWxlr1y5EpGRkejSpQsuXbqk6hE+fPgQgYGBCAkJsZosI0eOhEwmw1dffQVAXJrH2SgpKUFsbCzWrFmD69evY/To0ViyZIlq/59//gl/f394eHhIKKXtUVRUBD8/PwwdOhTXrl3Dpk2bLFpehw4dMGLECGzfvh1r1qzRWIqtWbNmqF27NgoLCy0qAyM9AhEvEuaoXL16FRMnTsT//vc/zJgxAzVq1MDFixexdu1anDhxAvXq1bOaLDVq1MCDBw/w4MEDq5UpBSUlJSgtLVWZkpVpLi4uKCoqgpubGzZt2oRJkyYBENfoCwgIwM2bN7F9+3YMHTpUKtGtiqH7pIvvv/8e/fr1Q1xcnIYp2pyUlpaq1rb88MMP8dVXX6FVq1YYO3Ys6tevj1WrVmHr1q04ceKEVRqWjIRI3GNlqoCuSci6mDFjBrVv354aNmxI0dHRVvWgU5pw3333XXJzc6MLFy447DzFPXv2UFRUFFWrVo2aNm1Ks2fPVu1TX/WBSPRSnTlzJjVr1oyeeeYZ1Vw5Z8CY+6SLXr160e7du6tcvqHnRr1ubtiwgQYOHEgymYyaNWtGkZGR7H3qJHCP0Q7JzMxEzZo1AYiONXK5XCuPeusXALKysuDi4gKZTAZfX99Kl33gwAHEx8ejqKgI4eHh2LVrl1aZ5csGgMuXL6OwsBD/+c9/Kl22LfPDDz+gd+/eqF27NmrVqoWzZ89CJpOhUaNGqhXm79+/Dx8fH533x1kw5T4pUfa0zcGff/6J7777DiNHjkRoaKjOPOo91wcPHuDq1auQyWQICgpSPXeMgyO1ZmZM49KlS+Tq6kr9+vVTpRlqAZefslEVdu/erYpm4+/vTwDIx8eHFi9erAr8re7ko4yF6ugoFAp66qmnKCIiQpWWnp5O3bp1I09PT2rcuLFG/rfeeksjcoqzYOp9evvtt80a+/Svv/6iwMBAEgSB3nrrLZ2OThzflCHieYx2xY0bN+ipp56idu3aUd26dTXCqulSjtOnT6fBgwebJUxWTk4OhYSEqF5eDx48oAsXLpCXlxd5enrSrFmzNJRiq1atqFWrVpSZmVnlsu2B+vXrk7+/v0Zaeno69e3bl7y8vKhnz55ERDR79mySy+X09NNPW2w+ni0j1X26f/8+jR8/nsaOHUsrVqwgQRBoxowZer2AFy5cSO+//36Vy2XsE1aMdsSWLVsoLi6ODh48SLt27aKoqCgN5Vj+BbJr1y4KDAyk9PR0s5RfrVo1VUQdZQ/x9u3b5OfnR56envTzzz+r8g4YMIAEQXD4VSGUY1KDBg0iX19f2rdvn8b+f/75hxo3bky+vr6qHnRMTAwlJydbW1RJkfo+5efn04oVK1TxTLdv365XOWZlZdGwYcOobdu2lJWVZZbyGfuCFaMd8eDBA9qzZw8RiUpwx44dWsqxpKSESktLVS8ic5kzi4uLKSAgQCN0mfLc2dnZ5OLiomEiIyKnCnx94MABEgSBGjRoQBkZGUT0SBn8+uuvBMCsS3rZK1Lep/v372v83rZtGwmCQK+//jrduXOHiMTnJzs7m7KyslTrljLOBytGO0GXJ+fDhw9p586dWspxzZo19McffxCRecZMlGUvXryYANCAAQNU+5Qt6lmzZpFMJqN9+/Y5rNdpRSjvT7NmzVT3n0hci9LDw0MjnJgzI/V9UjYeiYi2bt2q6jmmp6fT1KlTaeDAgbzIsJPDitHOyc/PV5lVBw0aRK+++ioJgqBzzbiqkp6eTk8//TS5uLjQ4MGDNfYtWLCAXFxcnD66zbvvvksAqFatWvTKK6/Qd999R+3atSOZTEbHjx+XWjybQer7pG5V2bZtG7m6ulKjRo3IxcWFp2QwrBjtifJjiMpW78OHD1VmocDAQDp16pTZy1aOKR44cIBatWpFMpmMOnToQNevX6e///6bOnToQO7u7vTnn3+avWx7Y9OmTeTv709yuZxcXFzI1dXVqZaOMhap71NpaanqGerSpQsFBgZWeYUZxjHgeYx2gnK+4rVr13Do0CGMGTNGY//EiROxdetWHD9+HE2bNjVr2cp5ZEeOHEFiYiKGDBmCpUuXYufOnZDL5XBxcUFxcTG++uorjBo1yqxl2ytpaWm4du0aMjMz8fjjj6NRo0ZSi2STSH2fFAoFZsyYgWXLluHs2bMOO8+WMQ1WjHaAcsLxtWvX0KhRIwwfPhwbN25U7d+3bx+mTp2KrVu3olWrVmYtu6CgAB4eHjhy5Aiio6NRt25dXLlyBQBw+vRpbNiwAQEBAXjmmWfQvn17s5bNMJZGoVBgw4YNaNWqFVq0aCG1OIyNwIrRxlFXii1btkRsbCw+//xzjZiSDx8+RE5OjtnjN6orxZiYGNSvXx9nz56Fl5eXwbiWDGNPEBEEQZBaDMaGYMVow5RXiv3798e6des0FJKlwouVV4p169bFhQsXePUHhmEcHlaMNor6mKI+pWgp1McUWSkyDONssGK0YVJTU9G0aVMMGzYMa9eu1Rks3FL88ssv6NChAxo0aIALFy6YLYgzwzCMrcOK0UZRKBSYNGkSBEHA6tWrrTqeV1RUhMcffxyCIODcuXPcU2QYxqlgxWjDZGdnw9/fX5Iliq5evYqIiAh2sGEYxulgxcgwDMMwajjnaqkMwzAMowdWjAzDMAyjBitGhmEYhlGDFSPDMAzDqMGKkWEYhmHUYMXIMAzDMGqwYmQYhmEYNVgxMgzDMIwarBgZhmEYRg1WjAzDMAyjBitGhmEYhlGDFSPDMAzDqMGKkWEYhmHU+H/9aDaHK7i+nQAAAABJRU5ErkJggg==",
"text/plain": [
"<Figure size 400x400 with 1 Axes>"
]
},
{
"data": {
- "image/png": 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LL4zyHAp744038PPPP8PFxQUNGjTAsWPHtF570qRJE0ilUsyePRtyuRwymQwdO3aEu7s7vv/+ewwYMADNmjVD37594ebmhtu3b2PXrl1o3bo1Fi9eXCaxi0KkUUOsBKohav/880+x9Y4cOUKjRo2ioKAgcnFxIRsbG6pevToNHjyYbty4oVG3Xbt21LBhwyLbyMjIoJYtW5KVlRWtW7dO637y8vJo0aJF1KRJE3JyciInJyfq0KED/fnnnyU+F9UQv7lz52qUq4ZHbtq0Sa/nvnjxYqpXrx7Z2NiQh4cHjRw5kp48eVJkf0uXLqXAwECSyWTUokULOnz4MLVr105jyCYR0Y0bNyg8PJxkMhl5eHjQZ599Rvv379dryObKlSupdu3aJJPJqF69ehQTE6MehljQ5cuXqW3btuphtarhm7qGjOrzHHW9j9ri1GXLli306quvkqOjIzk6OlK9evVo1KhRdOXKlRL3o+v9VDlw4AC1bt2a7O3tydnZmSIjI+nixYsadVSv1YMHD/SKt7j/hydPntCQIUOoWrVq5OTkRBEREXT58mXy9/cvMlx2xYoVVKNGDZJKpUXe54MHD1JERAS5uLiQnZ0d1axZkwYPHkwnT57UK0ZzISEqw7NljDHGyhXu02eMMQvCSZ8xxiwIJ33GGLMgnPQZY8yCcNJnjDELwkmfMcYsiMVdnKVUKnHv3j1UqlSp1JNjMcZYeUJEePbsGby9vYtMyFiYxSX9e/fuGXUxDcYYKy+Sk5PVK4rpYnFJv1KlSgCEF6eiTZnKGLNM6enp8PPzU+e34lhc0ld16Tg7O3PSZ4xVKPp0WfOJXMYYsyCc9BljzIJw0meMMQticX36jBWmUCi0Lp7BWHliY2Ojc5lMQ3DSZxYtIyMDd+7cKdP1eBkzBolEAl9f3yLrGBuKkz6zWAqFAnfu3IGDgwPc3Nz4Yj1WbhERHjx4gDt37qB27dovdcTPSV8fCgUQHw+kpABeXkCbNoARvmYxceXl5YGI4Obmpl4EnrHyys3NDUlJScjLy+OkX6a2bgXGjAHu3HlR5usLfPst0KuXeHExo+EjfGYOjPV3yqN3irN1K9C7t2bCB4C7d4XyrVvFiYsxxkqJk74uCoVwhK/tBJ+qbOxYoR5jjJkJTvq6xMcXPcIviAhIThbq6aJQAHFxwC+/CD8N+YB4mbbMpCzlrYqLi4NEIsHTp09fajsBAQFYuHChUWJihuOkr0tKin71Pv8c+P13ICdHs3zrViAgAOjQAejfX/gZEKBfl9DLtGUmJcZb9eDBA4wcORLVq1eHTCaDp6cnIiIicOTIkbLbKSu1pKQkSCQSJCQkiB0KAD6Rq5uXl371jh4FevQAnJ2Bnj2Bt94CMjOBvn2Ldg2pzgVs3qz7JLDqPEJp2gI80siEXvatKq0333wTubm5WLNmDWrUqIG0tDTExsbi0aNHxt+ZmcjLy4ONjY1GWW5uLmxtbQ3elr7tSrt90ZGFkcvlBIDkcnnxFfPziXx9iSQSIuH/WvMmkRC5uxONGUPk41P0MW1tVI/5+Qnb17XP0rQlItqypWh7X1+hnBWRlZVFFy9epKysLCIiUiqJMjL0u8nlRd/2wm+Vr69QT5/tKZX6xfzkyRMCQHFxcTrrDBkyhLp166ZRlpubS25ubvTjjz8SEVG7du3oo48+ojFjxlDlypXJ3d2dli9fThkZGTR48GBycnKimjVr0u7du9XbOHjwIAGgnTt3UqNGjUgmk1FoaCidP39eY1+bN2+mBg0akK2tLfn7+9O8efM0Hvf396cFCxYU+zxXrFhB9erVI5lMRnXr1qUlS5aoH0tMTCQAtGHDBmrbti3JZDKKiYmhQYMGUY8ePWj69Onk5eVFAQEBRER07tw56tChA9nZ2ZGrqysNGzaMnj17pt6ernaFRUdHU3BwMK1YsYICAgJIIpEQEdGePXuodevW5OLiQq6urtStWze6fv26uh0AjVu7du30ep6FFf57LUjvvEZEnPSLs2WL8N9bOImrylTJVKEgio8nGj2aqEoV3Zmg4K1pU6KwMKImTYjq1BGSubOzfm2nTiX6+2+i1NQX2UIVq7bsUzBWplb4nygjQ7+XvyxuGRn6xZyXl0dOTk40duxYys7O1lrnyJEjJJVK6d69e+qyrVu3kqOjozrZtWvXjipVqkRfffUVXb16lb766iuSSqXUtWtXWr58OV29epVGjhxJVatWpczMTCJ6kfTr169Pf/zxB507d47eeOMNCggIoNzcXCIiOnnyJFlZWdGXX35JV65coZiYGLK3t6eYmBh1LCUl/bVr15KXlxdt2bKFbt68SVu2bCFXV1davXo1Eb1I+gEBAeo69+7do0GDBpGTkxMNGDCALly4QBcuXKCMjAzy8vKiXr160fnz5yk2NpYCAwNp0KBB6v1pa6dNdHQ0OTo6UpcuXej06dN09uxZIhI+5LZs2ULXrl2jM2fOUGRkJDVq1IgUCgUREZ04cYIA0IEDByglJYUePXqk1/MsjJN+KRmU9Im0Hz37+elOomvXmjZb2NsLHxoyWem/IVgoc0z6REKSqVKlCtnZ2VGrVq0oKipKnYBUGjRoQLNnz1bfj4yMpMGDB6vvt2vXjl599VX1/fz8fHJ0dKQBAwaoy1JSUggAHTt2jIheJP0NGzao6zx69Ijs7e1p48aNRETUv39/6tSpk0YsEyZMoAYNGqjvl5T0a9asSevXr9co++qrrygsLIyIXiT9hQsXatQZNGgQeXh4UE5Ojrps+fLlVKVKFcoo8ALv2rWLrKysKDU1VWc7baKjo8nGxobu379fbL0HDx4QAPU3IFW8Z86cMeh5FmaspM8nckvSqxeQlAQcPAisXy/8TEzU3Vnr46PfdidPBrZtA/buBQ4dAk6cAFat0q9tUJCwH4kEyMoCrl4teiK5IKKSRxoxODgAGRn63Xbv1m+bu3frtz0HB/3jfPPNN3Hv3j38/vvv6NKlC+Li4tCsWTOsXr1aXWfo0KGIiYkBAKSlpWHPnj147733NLbTuHFj9e9SqRRVq1ZFo0aN1GUeHh4AgPv372u0CwsLU//u6uqKunXr4tKlSwCAS5cuoXXr1hr1W7dujWvXrkGhx7CmzMxM3LhxA++//z6cnJzUt+nTp+PGjRsadVu0aFGkfaNGjTT62S9duoTg4GA4OjpqxKNUKnHlyhWd7XTx9/eHm5ubRtm1a9fQr18/1KhRA87OzggICAAA3L592yjP09j4RK4+pFKgfXv96rZpI1yxe/eukGwLk0iEx7/4ougJ1mbNgKlTS26bkCC0zc0VknlMDPD11yXHtmUL8MorQIF/ADU+AQyJRPtLo03nzvq9zZ07l83LaGdnh06dOqFTp06YMmUKhg4diujoaAwePBgAMHDgQEyaNAnHjh3D0aNHERgYiDZt2mhso/CJT4lEolGmugJUqVQa/wnokJGRAQBYsWIFQkNDNR4rPPWAo5Y3S1uZPvRtp61eZGQk/P39sWLFCnh7e0OpVCIoKAi5ubk6t2PI8zQ2PtI3NqlUmKIBEP7zC1LdX7hQeyYwtK2tLVCzJhAerl9sixcD7u5Av36aw0x5iKjBXuZtLgsNGjRAZmam+n7VqlXRs2dPxMTEYPXq1RgyZIjR9nX8+HH170+ePMHVq1dRv359AED9+vWLDB09cuQI6tSpo1cy8/DwgLe3N27evIlatWpp3AIDAw2OtX79+jh79qzGa3PkyBFYWVmhbt26Bm+vsEePHuHKlSuYPHkyXnvtNdSvXx9PnjzRqKP6BlHwm46xn6chOOmXhV69hPF6hbt6fH1LHsdXmraqbxe65uaQSIQhpTVqAM+fAxs2CMNMPT2B114D3nyTp5oohZd5m0vr0aNH6NixI9auXYtz584hMTERmzZtwpw5c9CjRw+NukOHDsWaNWtw6dIlDBo0yGgxfPnll4iNjcWFCxcwePBgVKtWDT179gQAfPLJJ4iNjcVXX32Fq1evYs2aNVi8eDE+/fRTvbc/bdo0zJw5E9999x2uXr2K8+fPIyYmBvPnzzc41nfeeQd2dnYYNGgQLly4gIMHD2L06NEYMGCAuvvqZVSpUgVVq1bF8uXLcf36dfz5558YP368Rh13d3fY29tj7969SEtLg1wuN/rzNEiJvf4VjMEncl9Gfj7RwYNE69cLPw05kWpoW31GGimVRCdOEI0bR+TtXfLZxQp+Ari4E2OGeJm32VDZ2dk0adIkatasGbm4uJCDgwPVrVuXJk+eTM+fP9eoq1Qqyd/fn15//fUi22nXrh2NGTNGo0zbCVYAtG3bNiJ6cSJ3x44d1LBhQ7K1taWQkJAiJ5FVQzZtbGyoevXqNHfu3BL3U9i6deuoSZMmZGtrS1WqVKG2bdvS1q1biUj3iVHV0MvC9B2yWRLVkM3C9u/fT/Xr1yeZTEaNGzemuLg4jdeNSBia6efnR1ZWVhpDNot7noUZ60SuhEhbj2TFlZ6eDhcXF8jlcjg7O4sdjnFpmxHUz0/oZyh82KlQAIsWAePGlbzdgwf1P6dhRrKzs5GYmIjAwEDY2dmJHY7RZWRkwMfHBzExMejFM8KaveL+Xg3Ja3wityLp1UvottHnhKxUCuj79VbfKSlYuaBUKvHw4UN88803qFy5Mrp37y52SKwc4aRf0Rgy0kjfqSZ++00YhlK1aqnDYqZz+/ZtBAYGwtfXF6tXr4a1Nf+bsxf4r8GSlTS8VGXjRmDPHuCTT4TuoEqVXjzGQz3LnYCAAFhYry0zgKijdw4fPozIyEh4e3tDIpFg+/bterc9cuQIrK2t0aRJkzKLr8IradyhRAJ89hkQHAykpwPR0cIIoPnzhYvCeKgnY2ZH1KSfmZmJ4OBgLFmyxKB2T58+xcCBA/Haa6+VUWQWpKRxh19/DZw+LRzt16kDPHwoHPH7+vJQT8bMULkZvSORSLBt2zb1eN/i9O3bV70i/Pbt2w2ap7pCj955Gfp00+TnA2vWCFcTF7fAjOpy1MTEct3VU9FH77CKxWJH78TExODmzZtYu3Ytpk+fXmL9nJwc5BSYlyY9Pb0swzNf+pwAtrYG3n9fGAYaEaG7XsG5firgUE/GzJlZXZF77do1TJo0CWvXrtV7RMLMmTPh4uKivvn5+ZVxlBZA38U6eKgnY+WO2SR9hUKB/v37Y9q0aahTp47e7aKioiCXy9W35OTkMozSQug71FPfeowxkzGb7p1nz57h5MmTOHPmDD766CMAwkUoRARra2v88ccf6NixY5F2MpkMMpnM1OFWbPoM9bS3BwpM3VuhlcNhq0lJSQgMDMSZM2d4hBvTYDZH+s7Ozjh//jwSEhLUtxEjRqBu3bpISEgoMj0pK0PFDfVUycoCWrYELlwwXVxiEGHY6uDBgyGRSNS3qlWrokuXLjh37py6jp+fH1JSUhAUFAQAiIuLg0QiwdOnT8ssrvIqICAACxcuFDuMckPUpJ+RkaFO4ACQmJiIhIQE9eIDUVFRGDhwIADAysoKQUFBGjd3d3fY2dkhKCio1PNos1LSNdTTzw+YNUv4ee0aEBoqLD5TEalWRhdh2GqXLl2QkpKClJQUxMbGwtraGm+88Yb6calUCk9PT5Ncjatt3niFQlGqefj1bUdEyM/PN3j7DOLOsqmata/wTbV+5aBBgzRmpCtM16x3xTHpLJuWQNcUkw8eEIWHv5ixc/RoohKWozO1IrMWmsPK6KR9Vsj4+HgCoF7Kr+BMlKrftf2PaRMfH0+vvvoq2dnZka+vL40ePVpjuUF/f3/68ssvacCAAVSpUiUaNGgQxcTEkIuLC/32229Uv359kkqllJiYSI8fP6YBAwZQ5cqVyd7enrp06UJXr15Vb0tXu8JUuWL37t3UrFkzsrGxoYMHD9L169epe/fu5O7uTo6OjtSiRQvav3+/ul27du2KPHd9n2d5w2vklhInfRPKzyf6/PMXiTAsjOjOnRePmWo+Yh2K/BOZySK5hZP+s2fP6IMPPqBatWqpF+MumPTz8/Npy5YtBICuXLlCKSkp9PTpU63bvn79Ojk6OtKCBQvo6tWrdOTIEWratKnG+rr+/v7k7OxM8+bNo+vXr9P169cpJiaGbGxsqFWrVnTkyBG6fPkyZWZmUvfu3al+/fp0+PBhSkhIoIiICKpVq5Z6IXVd7QpTJf3GjRvTH3/8QdevX6dHjx5RQkICLVu2jM6fP09Xr16lyZMnk52dHd26dYuIhDV8fX196csvv6SUlBRKSUnR+3mWN5z0S4mTvgh+/53IxUVIbu7uRNOmFV1s3tdX92LzZcSck75UKiVHR0dydHQkAOTl5UWnTp1S1yk857wqaT558qTYbb///vs0fPhwjbL4+HiysrJSv07+/v7Us2dPjToxMTEEgBISEtRlV69eJQB05MgRddnDhw/J3t6efv31V53ttFHFv3379mLrERE1bNiQFi1apL6vbf5+fZ5necMLozPzERkJnDwpjOa5f1+Yw6c8Tt9gLiujA+jQoYP6fNiJEycQERGBrl274tatW6V44i+cPXsWq1ev1lisOyIiAkqlEomJiep62hYlt7W11Vhs/dKlS7C2ttYYZFG1alWNhdS1tStO4f1mZGTg008/Rf369VG5cmU4OTnh0qVLxS5KbsjzrIjMZsgmM3O1agF//SUs0fj8edHHiYSRQGPHCmsCiDHk0YxWRnd0dEStWrXU93/88Ue4uLhgxYoVel2prktGRgY++OADfPzxx0Ueq169usb+C7O3t1cvpm4IQ9oV3u+nn36K/fv3Y968eahVqxbs7e3Ru3fvYhclB/R/nhURJ31mOqdOaU/4KuY0fYNq2Grv3kKCL5j4RVgZXSKRwMrKCllZWVof17Y4tzbNmjXDxYsXNT5QSqt+/frIz8/H33//jVatWgF4sZB4gwYNXnr7gDDb7uDBg/F///d/AIRknpSUpFHH1ta2yPM25vM0N9y9w0xH32kZzGX6BjFWRv9PTk4OUlNTkZqaikuXLmH06NHIyMhAZGSk1vr+/v6QSCTYuXMnHjx4gIyMDK31Jk6ciKNHj+Kjjz5CQkICrl27ht9++019QaQhateujR49emDYsGH466+/cPbsWbz77rvw8fEpsoh7adWuXRtbt25FQkICzp49i/79+xcZ8hkQEIDDhw/j7t27ePjwodGfp7nhpM9MpyJO39CrF5CUJKwjvH698DMxsUwTPgDs3bsXXl5e8PLyQmhoKP755x9s2rQJ7XV8Q/Lx8cG0adMwadIkeHh46ExujRs3xqFDh3D16lW0adMGTZs2xdSpU+Ht7V2qOGNiYtC8eXO88cYbCAsLAxFh9+7dsLGxKdX2Cps/fz6qVKmCVq1aITIyEhEREWjWrJlGnS+//BJJSUmoWbMm3NzcABj/eZqTcjO1sqnw1MoiUiiEq1VL6gc30ZTMPLUyMyfGmlqZj/SZ6ZQ0fQORSfvBGbNEnPSZaenqB1cpuP4uY8zoOOkz09PWDz5ypPDYe+8BFjgpGGOmwkM2mTgKr9T1yivA/v3A9evAmDHCsoyMMaPjI31WPjg6Coneygr46Sdg+3aT7drCxjIwM2Wsv1NO+qz8aNUKmDBB+P2DD4AHD8p0d9L/ThiXdPUmY+WB6u9U+pIDHbh7h5Uv06YBu3YJi6+MGCGc9C3Fpf36sLa2hoODAx48eAAbGxtYWfExECuflEolHjx4AAcHh5deI4HH6bPy58wZICQEyM8H1q4F3nmnzHaVm5uLxMTEUi34wZgpWVlZITAwUD2lRkGG5DVO+qx8mj4dmDIFqFxZOOrXNcTTCJRKJXfxsHLP1tZW57dRTvrF4KRvJvLzhT7+f/4BIiKAPXvKrJuHMXPHV+Qy82dtLYzisbMD9u0Dli8XOyLGKgRO+qz8qlcPmDFD+P2TT4CbN8WNh7EKgJM+K9/GjAHatQMyM4HBg4VJ2xhjpcZDNln5ZmUFxMQISy3GxwPz5wtX76akCFMwt2nDE7QxZgBO+qz8CwwUkv3w4cD//qf5mK+vMHNnGc9fz1hFwd07zDy4umovLw8LqjNmRjjps/JPoRAWTNdGNeJ47Fju72dMD5z0WfkXHw/cuaP78YILqjPGisVJn5V/FW1BdcZExEmflX8VcUF1xkQiatI/fPgwIiMj4e3tDYlEgu0lzKG+detWdOrUCW5ubnB2dkZYWBj27dtnmmCZeNq0EUbp6JqGQSIB/PyEeoyxYoma9DMzMxEcHIwlS5boVf/w4cPo1KkTdu/ejVOnTqFDhw6IjIzEmTNnyjhSJqqSFlQHeEF1xvRUbiZck0gk2LZtG3r27GlQu4YNG+Ltt9/G1KlTtT6ek5ODnJwc9f309HT4+fnxhGvmaOtW4Qrdwid1f/oJGDBAnJgYKwcsZsI1pVKJZ8+ewVXXGG4AM2fOhIuLi/rm5+dnwgiZURVcUH3dOsDfXyh//lzUsBgzJ2ad9OfNm4eMjAy89dZbOutERUVBLperb8nJySaMkBmdakH1/v2Bjz8Wyn78UdSQGDMnZpv0169fj2nTpuHXX3+Fu7u7znoymQzOzs4aN1ZBDBgA2NgAJ08CZ8+KHQ1jZsEsk/6GDRswdOhQ/PrrrwgPDxc7HCYWNzegRw/h95UrxY2FMTNhdkn/l19+wZAhQ/DLL7+gW7duYofDxDZ0qPBz7VogO1vcWBgzA6Im/YyMDCQkJCAhIQEAkJiYiISEBNy+fRuA0B8/cOBAdf3169dj4MCB+OabbxAaGorU1FSkpqZCLpeLET4rD8LDhTH6T54A27aJHQ1j5Z6oSf/kyZNo2rQpmjZtCgAYP348mjZtqh5+mZKSov4AAIDly5cjPz8fo0aNgpeXl/o2ZswYUeJn5YBUCrz3nvA7n9BlrETlZpy+qfDC6BXQrVvCnPtEwI0bQI0aYkfEmElZzDh9xgAI4/U7dRJ+X7VK3FgYK+c46bOKQXVCd/VqID9f1FAYK8846bOKoXt3oGpVYSUtnoSPMZ046bOKQSYDVCO9eMw+Yzpx0mcVx/vvCz937ADS0sSNhbFyipM+qzgaNgRathT69H/6SexoGCuXOOmzikV1tP/jjy8WTWeMqXHSZxXL228Djo7A1avAX3+JHQ1j5Q4nfVaxVKokJH6AT+gypgUnfVbxqMbs//orwPMyMaaBkz6reFq2BOrXB7KygA0bxI6GsXKFkz6reCSSF0f7PAkbYxo46bOKiVfVYkwrTvqsYuJVtRjTipM+q7h4VS3GiuCkzyouXlWLsSI46bOKi1fVYqwITvqsYhsyRBjN8+efwM2bYkfDmOg46bOKreCqWtHRwC+/AHFxgEIhaliMiYWTPqv4goKEn2vXAv37Ax06AAEBwNatoobFmBg46bOKbetWYMGCouV37wK9e3PiZxaHkz6ruBQKYMwY7VMsq8rGjuWuHmZROOmziis+HrhzR/fjREByslCPMQvBSZ9VXCkpxq3HWAXASZ9VXF5exq3HWAXASZ9VXG3aAL6+wjh9bSQS4YrdNm1MGxdjIhI16R8+fBiRkZHw9vaGRCLB9u3bS2wTFxeHZs2aQSaToVatWli9enWZx8nMlFQKfPut8LuuxL9woVCPMQshatLPzMxEcHAwlixZolf9xMREdOvWDR06dEBCQgLGjh2LoUOHYt++fWUcKTNbvXoBmzcDPj6a5U5OQnmvXuLExZhIJETaxrOZnkQiwbZt29CzZ0+ddSZOnIhdu3bhwoUL6rK+ffvi6dOn2Lt3r177SU9Ph4uLC+RyOZydnV82bGYuFAphlM7OncA33wjdOrdu6f4GwJgZMSSvmVWf/rFjxxAeHq5RFhERgWPHjulsk5OTg/T0dI0bs0BSKdC+PfDll4CdnTBU8/x5saNizOTMKumnpqbCw8NDo8zDwwPp6enIysrS2mbmzJlwcXFR3/z8/EwRKiuvHByEKZcBYMcOcWNhTARmlfRLIyoqCnK5XH1LTk4WOyQmtshI4ScnfWaBrMUOwBCenp5IS0vTKEtLS4OzszPs7e21tpHJZJDJZKYIj5mLN94Qfp44AaSmAp6e4sbDmAmZ1ZF+WFgYYmNjNcr279+PsLAwkSJiZsnbG2jeXJiGYdcusaNhzKRETfoZGRlISEhAQkICAGFIZkJCAm7fvg1A6JoZOHCguv6IESNw8+ZN/O9//8Ply5exdOlS/Prrrxg3bpwY4TNzxl08zEKJmvRPnjyJpk2bomnTpgCA8ePHo2nTppg6dSoAICUlRf0BAACBgYHYtWsX9u/fj+DgYHzzzTf48ccfERERIUr8zIypkv7+/bxoOrMo5WacvqnwOH0GQOja8fMT5tXftQt4/XWxI2Ks1CrsOH3GjEYi4S4eZpE46TPLpUr6O3dqX2iFsQqIkz6zXB07Chdr3bkD/DeYgLGKjpM+s1x2dkCnTsLv3MXDLAQnfWbZuF+fWRhO+syydesm/Dx5Erh3T9xYGDMBTvrMsnl6AiEhwu98dS6zAJz0GeMuHmZBXirpZ/OVjKwiUCX9AwcAHVN0M1ZRGJz0lUolvvrqK/j4+MDJyQk3b94EAEyZMgUrV640eoCMlbnGjYWrc7OygEIT+jFW0Ric9KdPn47Vq1djzpw5sLW1VZcHBQXhxx9/NGpwjJkEX53LLIjBSf+nn37C8uXL8c4770AqlarLg4ODcfnyZaMGV14oFEBcHPDLL8JPhULsiJjRFbw6V6kUNxbGypDBSf/u3buoVatWkXKlUom8vDyjBFWebN0KBAQAHToA/fsLPwMChHJWgbRvDzg6CsM2T58WOxrGyozBSb9BgwaIj48vUr5582b1FMkVxdatQO/ewlX6Bd29K5SXlPhf5htCadvyt5JSsrMDOncWfucuHlaRkYG2b99OLi4uNGvWLHJwcKC5c+fS0KFDydbWlv744w9DN2dycrmcAJBcLi+2Xn4+ka8vkTATV9GbRELk5yfU02bLlqLtfX2F8pKUtu3L7JMRUUyM8KI1bSp2JIwZRN+8RkRkcNInIjp8+DCFh4eTm5sb2dvbU+vWrWnfvn2l2ZTJ6fviHDyoO+EXvK1cSZSRodl2yxbhQ0HbB4VEUnwSLm3bl9knkfDhdfAg0fr1wk9dH2YVWlraixcxOVnsaBjTmyFJnxdR0eGXX4Q+fH15egI1awKBgcDvvwPp6drrSSSAlxfw119Abq4wSjArS1i8KSMDGDIEePRI937c3IANG4TuZ5lM6JWwsQHatAFSUnTv09cXSEwECpx7V9u6FRgzRrMby9cX+PZboFev4p+3QgHExwv79vIS4tC2D7PRqhVw7Bjw/ffAiBFiR8OYXgxaHMrQT5TAwEB6+PBhkfInT55QYGCgoZszOWMf6Ts56VevPNxiYoiyszWf58t+K6lw3UkzZghP5PXXxY6EMb2V6ZG+lZUVUlNT4e7urlGelpaG6tWrIycnx8DPKNPS9xNRoRBG6dy9q319jYJHz+npwM2bwI0bwlHzxo0lx2FtLRyt29u/uGVlCdsribe3cJSfnf3iG4K+A6ckEqB6daB2beGbyYYNgFyuu66ubwiqk9yFXxuJRPi5eXPJ3xLKpQsXgEaNhBf40SPhTWKsnDPkSF/vpP/7778DAHr27Ik1a9bAxcVF/ZhCoUBsbCz279+PK1euvEToZc+QF0eV2ADN5FZcYouLE4Z1luTgQWGUoDHa6ttO9cFiqE8+Ebbv5SV84Li6Ch8YhUc1qZTUnVSuEQE1agBJScD27UCPHmJHxFiJyqR7RyKRkEQiISsrK/XvqputrS3VqVOHduzYUeqvJ6ZiyNcgIu1dGH5+urswVKN+tHWZlDTqp7Rt9W2Xl0eUmkoUH0+0ahVR9+6l6yaystKv3sGDul/Xcn3iePRo4Qm8/77YkTCmlzIdvRMQEEAPHjwoVWDlgaFJn8jwBKXqJy+chA0ZvWNo29K00/e8RcuWRM2aEXl66p/wVecQdMVars8F/PGHEJSHB5FCIXY0jJWozIdsmrPSJP3SMPQbgjHamuJbSV4e0aZN+iV9Gxuizp2J5s8nuniRSKl8+aGlJpGTQ1SpkhDY33+LHQ1jJSrzIZuZmZk4dOgQbt++jdzcXI3HPv74Y0M3Z1IG9X29pJcZzljatoa2K815i5JOcgPCPgtfDeznBzx+DGRmam9Trs4F9OkjPPnJk4GvvhI5GMaKV6ZDNk+fPk2enp7k7OxMUqmU3NzcSCKRkKOjY4UasmlJSvPNoqTupM2bhaP7+fOFo32ZTP9uoeLOBZjMmjVCMMHBYkfCWIkMyWsGz70zbtw4REZG4smTJ7C3t8fx48dx69YtNG/eHPPmzSvdxxQTVa9ewmCVgweB9euFn4mJxQ+57NVLOBD28dEs9/UVyt98E6hfHxg3Dti3TzjC/9//9ItH10VmJvX664CVFXD2LHD7ttjRMGY0Bif9hIQEfPLJJ7CysoJUKkVOTg78/PwwZ84cfPbZZwYHsGTJEgQEBMDOzg6hoaE4ceJEsfUXLlyIunXrwt7eHn5+fhg3bhyv4GUEUqkwDLRfP+GnPt0rhnxYODgAXbvqF0tGhgGBl5Vq1YCwMOH3nTvFjYUxIzI46dvY2MDKSmjm7u6O2/8dBbm4uCA5OdmgbW3cuBHjx49HdHQ0Tp8+jeDgYEREROD+/fta669fvx6TJk1CdHQ0Ll26hJUrV2Ljxo2l+rBhxmHIh0WbNsI3AdX5Al2GDxeuC9A2tb1JZxHlhVVYRWRo31GnTp1o3bp1REQ0dOhQCgkJobVr11JERASFhIQYtK2QkBAaNWqU+r5CoSBvb2+aOXOm1vqjRo2ijh07apSNHz+eWrdurfc+uU9fXCWdC2jThsja+kV5vXpEP/xA9Py5CEM9L14UdmJtLcysV+4uKGBMUKZDNv/55x/6888/iYgoLS2NIiIiqFKlStSsWTNKSEjQezs5OTkklUpp27ZtGuUDBw6k7t27a22zbt06cnFxob//G0Z348YNqlevHn399dc695OdnU1yuVx9S05O5qQvspJOHN++TTRhApGLy4vHVSMoTTrUc/NmIqm0HF9QwJigzJK+UqmkW7duUVZWVqmDU7l79y4BoKNHj2qUT5gwodhvDN9++y3Z2NiQtbU1AaARI0YUu5/o6GgCUOTGSV9c+lzwlp5OtGABUfXqxY/2KWltg1IxiwsKGBOU2egdIkKtWrUM7rs3lri4OMyYMQNLly7F6dOnsXXrVuzatQtfFTOOOioqCnK5XH0TK3amSZ9zAZUqAWPHAqtWFb8tIiA5Wbg+wSgUCmGuaW0XIajKxo7lZcmYWbI2pLKVlRVq166NR48eoXbt2i+142rVqkEqlSItLU2jPC0tDZ6enlrbTJkyBQMGDMDQoUMBAI0aNUJmZiaGDx+Ozz//XH2CuSCZTAaZTPZSsTJx6TivX4TRhnrGx+ueTQ7Q/JQpPGseY+WcwaN3Zs2ahQkTJuDChQsvtWNbW1s0b94csbGx6jKlUonY2FiEqYbKFfL8+fMiiV363yEiGX5hMTMTXl7GrVcifT89ysUFBYwZxqAjfQAYOHAgnj9/juDgYNja2sLe3l7j8cePH+u9rfHjx2PQoEFo0aIFQkJCsHDhQmRmZmLIkCHqffn4+GDmzJkAgMjISMyfPx9NmzZFaGgorl+/jilTpiAyMlKd/FnFoxrqWdy0D56eQj2jMPmnDGOmY3DSX7hwodF2/vbbb+PBgweYOnUqUlNT0aRJE+zduxceHh4AgNu3b2sc2U+ePBkSiQSTJ0/G3bt34ebmhsjISHz99ddGi4mVP1KpsHRj797CGH9tiT87W1jI5iV7HQUlfcqoJgky2qcMY6bDa+Qys6FtLV8fH2EVslu3hAndDh8WJoMzys60zUQHCEnfbJcGYxWRIXnN4D59xsSibdqHW7eAEyeAevWEc6uvvSYcoBtlZ9omF3Jx4YTPzBof6bMK4d49oG1bYZ3iunWBQ4eA/3oJX45qruqffgJiYoT5If780wgbZsx4+EifWRxvbyA2Vlj0/coVoFMnYV3zl6a6oGDCBOH+sWNATo4RNsyYODjpswrD319I/F5ewPnzQEQEIJcbaeP16glDhLKzgePHjbRRxkzPoKSfl5cHa2vrlx6jz1hZqVVLSPxubsCpU8K0+BkZRpidUyJ5cSHWwYPGDZoxEzIo6dvY2KB69epQ8OXnrByrXx/Yvx+oXBk4ehRo2VL4FtChA9C/v/AzIEAYoGMQTvqsAjC4e+fzzz/HZ599ZtBFWIyZWnAw8McfgJ0d8O+/RUf03L0rjMg0KPF36CD8PH4cyMoyWqyMmZLBo3eaNm2K69evIy8vD/7+/nB0dNR4/PTp00YN0Nh49I7lUCiE/v0HD7Q/bvBC7ERCg3v3hD6kjh2NGi9jpWVIXjP4ityePXuWNi7GTCo+XnfCB0oxb5pEIhztr1sndPFw0mdmyOCkHx0dXRZxMGZ0ZTJvWsGkz5gZMjjpq5w6dQqXLl0CADRs2BBNmzY1WlCMGUOZzJum6tc/cQLIzAQKdW8yVt4ZnPTv37+Pvn37Ii4uDpUrVwYAPH36FB06dMCGDRvg5uZm7BgZK5UymTctMFC4Auz2beDIEaBzZ6PFy5gpGDx6Z/To0Xj27Bn+/fdfPH78GI8fP8aFCxeQnp6Ojz/+uCxiZKxUVLNzAkKCL4wIWLhQz5O4Kqp+fYC7eJhZMjjp7927F0uXLkX9+vXVZQ0aNMCSJUuwZ88eowbH2MvSNW+aiq1tKTbKSZ+ZMYOTvlKphI2NTZFyGxsbKJVKowTFmDFpm51zzBjhsffeA1JTDdygaqjPyZPAs2dGjJSxsmdw0u/YsSPGjBmDe/fuqcvu3r2LcePG4bXXXjNqcIwZS+GF2GfNAho3FoZ0DhkCGHS84u8v9O2rZuBkzIwYnPQXL16M9PR0BAQEoGbNmqhZsyYCAwORnp6ORYsWlUWMjBmdnZ1w1G9nB+zdCxj8p8tdPMxMlWo+fSLCgQMHcPnyZQBA/fr1ER4ebvTgygJfkcsKWrIE+OgjoW//n3+Eo3+9rF0LDBgAtGghNGRMRIbkNYOSfl5eHuzt7ZGQkICgoKCXDlQMnPRZQURA9+7Azp1Aw4ZC/ra316Ph3bvCeE8rK+DxY2FFLcZEUmaLqPAsm6yikUiAlSuFVbb+/ReYOFHPhj4+wirsSqWwMC9jZoJn2WQWz90dWL1a+H3RImD3bj0bcr8+M0M8yyZj/xk7VriYy90dOHdOjzV2N2wQhgM1aQKcOWOCCBnTjmfZZKwUZs0S1jw/f14Yxrlrl/YredVU4/XPnhX69V1dTREmYy/FoKSfn58PiUSC9957D76+vmUVE2OiUA3jbNEC2LMHWLwYGD26mAaensIyXZcuAYcOAf/3fyaLlbHSMqhP39raGnPnzkV+fn5ZxcOYqIKCgHnzhN8nTAASEkpYW5f79ZmZKdUVuYcOHSqLWBgrF0aNEhZUz8kBXnmlhLV1OekzM2Nwn37Xrl0xadIknD9/Hs2bNy9yIrd79+5GC44xMUgkwJtvCqN4Cn+pVa2tu3mzMKcP2rUTHrhwQZjTgacWZ+UdGUgikei8WVlZGbo5Wrx4Mfn7+5NMJqOQkBD6+++/i63/5MkT+vDDD8nT05NsbW2pdu3atGvXLr33J5fLCQDJ5XKDY2WWIT+fyNeXSLh0q+hNIiHy8xPqERFRUJDwwKZNosbNLJchea1Us2zquhl60dbGjRsxfvx4REdH4/Tp0wgODkZERATu37+vtX5ubi46deqEpKQkbN68GVeuXMGKFSvgo2veXMZKIT4euHNH9+MF19YFwF08zKwYnPSNaf78+Rg2bBiGDBmCBg0aYNmyZXBwcMCqVau01l+1ahUeP36M7du3o3Xr1ggICEC7du0QHBxs4shZRWbw2rqc9JkZ0Tvpv/7665DL5er7s2bNwtOnT9X3Hz16hAYNGui949zcXJw6dUpjojYrKyuEh4fj2LFjWtv8/vvvCAsLw6hRo+Dh4YGgoCDMmDGj2G8YOTk5SE9P17gxVhyD19Zt1044EXDpUikm52fMtPRO+vv27UNOTo76/owZMzSmYsjPz8eVK1f03vHDhw+hUCjgUeiyRw8PD6Tq+Me5efMmNm/eDIVCgd27d2PKlCn45ptvMH36dJ37mTlzJlxcXNQ3Pz8/vWNklkm1tq6uC7MkEsDPr8Dauq6ugOrbZlycKUJkrNT0TvpUaLaGwvdNQalUwt3dHcuXL0fz5s3x9ttv4/PPP8eyZct0tomKioJcLlffkpOTTRgxM0clra0LaFlbl7t4mJkQrU+/WrVqkEqlSEtL0yhPS0uDp6en1jZeXl6oU6cOpAX+2+rXr4/U1FTk5uZqbSOTyeDs7KxxY6wkxa2tO23af8M1C+Kkz8yE3klfIpFAUuiwp/B9Q9ja2qJ58+aIjY1VlymVSsTGxiIsLExrm9atW+P69esaa/FevXoVXl5esC3VCteM6VZ4bd3ISKH85Ektldu2FebWv3ZNGMzPWDml98VZRITBgwdDJpMBALKzszFixAj1xVkF+/v1NX78eAwaNAgtWrRASEgIFi5ciMzMTAwZMgQAMHDgQPj4+GDmzJkAgJEjR2Lx4sUYM2YMRo8ejWvXrmHGjBn4+OOPDd43Y/pQra0LAE2bAjt2CLdr14Tp9NVcXIBmzYRPhIMHgXffFSNcxkqkd9IfNGiQxv13tfxRDxw40KCdv/3223jw4AGmTp2K1NRUNGnSBHv37lWf3L19+zasrF58GfHz88O+ffswbtw4NG7cGD4+PhgzZgwm6r3yBWOlV6+eMD3D7t1Cn//ixYUqtG/PSZ+Ve6VaI9ec8Xz67GXExgLh4YCDg3ABV5UqBR7cvRvo1g0IDARu3hQtRmZ5ymy5RMYsXceOwuLpz58DK1YUerBNG6E/KDERuHVLlPgYKwknfcYMIJEA48YJv3/3HZCXV+DBSpWEyfgBHq/Pyi1O+owZqF8/YSnFu3eFYZ0aeOgmK+c46TNmIJkM+PBD4ff584UJ2NQKJn3LOl3GzAQnfcZKYeRIIfmfPAkcOVLggdatARsb4PZtoW+fsXKGkz5jpeDmBgwYIPy+YEGBBxwdgZAQ4Xfu4mHlECd9xkpp7Fjh57ZthUZocr8+K8c46TNWSg0bAhERQtf9d98VeID79Vk5xkmfsZegGr65ciWgXm4iLEzo1793T+j7iYsDDFxVjrGywkmfsZfQuTPQoAGQkQH8+ON/hXv2vJiT+ZNPhCP/gABg61axwmRMjZM+Yy+h8MVaik1bgd69gcJTfd+9K5Rz4mci47l3GHtJWVmAvz/w6IECz1wD4PBYx6rqEomwJFdiYqEVWBh7OTz3DmMmZG8vjNtvg3jdCR8QTuomJwPx8aYLjrFCOOkzZgQffgj4SVP0q5yiZz3GygAnfcaMwMMDCOrkpV9lLz3rMVYGOOkzZiSvz2yDZPhCCR3LiEokgJ+fMAUzYyLhpM+YkTRqIsWqxt8CAEhX4l+4kE/iMlFx0mfMiF6Z2Qu9sRn3JD6aD9jbC/Mw9+olTmCM/YeTPmNG1KULcKleL1SnJHzb8yDO9Z4GACBra+CNN0SOjjFO+owZlZUV0K4doIQUY7e3R5PNk5EGd0iePUP8DB6qycTHSZ8xI9q6FVi+/MV9ghV2IBIAcGba73xBLhMdJ33GjEShAMaMKTqxpirpR+J3jB1DPPcaExUnfcaMJD4euKPlgtwDCEcW7BCIJLjcucAX5DJRcdJnzEh0XWj7HI44gHAAQHf8zhfkMlFx0mfMSIq70PZ3dAcARGIHX5DLRMVJnzEjadNGmERTouW6rJ0Qhmu2xN9oUzvVxJEx9kK5SPpLlixBQEAA7OzsEBoaihMnTujVbsOGDZBIJOjZs2fZBsiYHqRS4FvhgtwiiT8VXjiBV4R6e3aaODLGXhA96W/cuBHjx49HdHQ0Tp8+jeDgYEREROD+/fvFtktKSsKnn36KNjyPCStHevUSLrz18Sn6mKS70MWD3383bVCMFSB60p8/fz6GDRuGIUOGoEGDBli2bBkcHBywatUqnW0UCgXeeecdTJs2DTVq1DBhtIyVrFcvIClJWBd9/XogOFgoT6j+X9Lfvx94/ly0+JhlEzXp5+bm4tSpUwgPD1eXWVlZITw8HMeOHdPZ7ssvv4S7uzvef//9EveRk5OD9PR0jRtjZU0qBdq3B/r1A8aOFcrm7GkE8vcHsrOB2Fgxw2MWTNSk//DhQygUCnh4eGiUe3h4IDVV+8muv/76CytXrsSKFSv02sfMmTPh4uKivvn5+b103IwZondvwNERuH5DgpQW3MXDxCV6944hnj17hgEDBmDFihWoVq2aXm2ioqIgl8vVt+Tk5DKOkjFNTk7AW28Jv/+SIVydix07AKVSvKCYxbIWc+fVqlWDVCpFWlqaRnlaWho8PT2L1L9x4waSkpIQGRmpLlP+949jbW2NK1euoGbNmhptZDIZZDJZGUTPmP4GDwZiYoCv/2qH8ZUqQZKWBvzzDxAaKnZozMKIeqRva2uL5s2bI7ZA/6ZSqURsbCzCwsKK1K9Xrx7Onz+PhIQE9a179+7o0KEDEhISuOuGlVtt2gA1awJPMm1xq35XoZC7eJgIRO/eGT9+PFasWIE1a9bg0qVLGDlyJDIzMzFkyBAAwMCBAxEVFQUAsLOzQ1BQkMatcuXKqFSpEoKCgmBrayvmU2FMJ4lEONoHgHXP/uvX37FDtHiY5RI96b/99tuYN28epk6diiZNmiAhIQF79+5Vn9y9ffs2UniyElYBDBwoJP9vLnUFSaXA+fNAYqLYYTELIyEqPBFsxZaeng4XFxfI5XI4OzuLHQ6zMJ06AQcOAIn+7RFw65BwCe/HH4sdFjNzhuQ10Y/0GbMk//Va4ud0HrrJxMFJnzET6tkTcHYGfnry3wi0Q4cAuVzUmJhl4aTPmAk5OAB9+wLXURt3XeoD+fnA3r1ih8UsCCd9xkxM1cXzSyZ38TDT46TPmImFhgL16gHb8v/r4tm9G8jLEzcoZjE46TNmYqox+8fREk+sqwFPnwJ//SV2WMxCcNJnTAQDBgCwkmJ7vrCiFnfxMFPhpM+YCLy9gS5dXqydix07AMu6ZIaJhJM+YyIZPBjYj07Ihgy4cQO4dEnskJgF4KTPmEi6dwdkrk74Ex2FAu7iYSbASZ8xkchkQP/+Bbp4OOkzE+Ckz5iIBg8GdkI4mUvHjwOF1pZgzNg46TMmombNANdGvjiJ5pAQAbt2iR0Sq+A46TMmIolEuEJXYxQPY2WIkz5jInvnHWCPVLg6V7nvDyArS+SIWEXGSZ8xkbm7Az7dmiAZvrDKeg78+afYIbEKjJM+Y+XAkPck6i4exXYexcPKDid9xsqB118HDrsIST9v6w5AqRQ5IlZRcdJnrBywsQGqD2yPZ3CE3eMUnO07EwkL46DIVYgdGqtgOOkzVk60Sd8FKYQj/OBNk9FkXAekOQTg+P+2ihwZq0g46TNWDhz/31a8saY37KE5csdTcRchc3tz4mdGw0mfMZEpchWoPn8MAIKk0GNWEGbe9Js/lrt6mFFw0mdMZOeXxsNbcUfnP6MVCD6KZJxfGm/SuFjFxEmfMZE9v5Fi1HqMFYeTPmMic6jpZdR6jBWHkz5jImv0YRvck/pCWaRHX6CEBHelfmj0YRsTR8YqonKR9JcsWYKAgADY2dkhNDQUJ06c0Fl3xYoVaNOmDapUqYIqVaogPDy82PqMlXdSWyluj/8WAIokftUCisnjF0JqKzVxZKwiEj3pb9y4EePHj0d0dDROnz6N4OBgRERE4P79+1rrx8XFoV+/fjh48CCOHTsGPz8/dO7cGXfv3jVx5IwZT8s5vXBiwmakSn00yiUAzrcYgpZzeokTGKtwJETirsYcGhqKV155BYsXLwYAKJVK+Pn5YfTo0Zg0aVKJ7RUKBapUqYLFixdj4MCBJdZPT0+Hi4sL5HI5nJ2dXzp+xoxJkavA+aXxeH4jBSm//Y03k7/F3SoN4fPovDAPM2NaGJLXRD3Sz83NxalTpxAeHq4us7KyQnh4OI4dO6bXNp4/f468vDy4urpqfTwnJwfp6ekaN8bKK6mtFE3GtkerRf3g9cM0PIc9fJ78i4z9+v0/MFYSUZP+w4cPoVAo4OHhoVHu4eGB1NRUvbYxceJEeHt7a3xwFDRz5ky4uLiob35+fi8dN2OmENbFBXsr9wUAJE9dLnI0rKIQvU//ZcyaNQsbNmzAtm3bYGdnp7VOVFQU5HK5+pacnGziKBkrHYkEUAwZBgAIOPEr6MlTcQNiFYKoSb9atWqQSqVIK7QYdFpaGjw9PYttO2/ePMyaNQt//PEHGjdurLOeTCaDs7Ozxo0xc9FpSktckATBnrKQOH2d2OGwCkDUpG9ra4vmzZsjNjZWXaZUKhEbG4uwsDCd7ebMmYOvvvoKe/fuRYsWLUwRKmOiqFxFgrMhwwEA1qt+AMQdd8EqANG7d8aPH48VK1ZgzZo1uHTpEkaOHInMzEwMGTIEADBw4EBERUWp68+ePRtTpkzBqlWrEBAQgNTUVKSmpiIjI0Osp8BYmao3/V1kwQ7Vn56HfD9fk8JejuhJ/+2338a8efMwdepUNGnSBAkJCdi7d6/65O7t27eRkvJizpHvv/8eubm56N27N7y8vNS3efPmifUUGCtTzV6rggOubwEAkqfwCV32ckQfp29qPE6fmaPf/ncEPea+iucSB9g/vgdJZRexQ2LliNmM02eM6afj5Fa4bFUfDvQcV79YL3Y4zIxx0mfMDFRyluB8S+GEru2a5XxCl5UaJ33GzET9GQOQDRkCnybg0R+nxA6HmSlO+oyZiaB2VRFXrTcAPqHLSo+TPmPmZJjQxVP75Hoo5c9EDoaZI076jJmRdpPb4KpVXThSJi5O+UXscJgZ4qTPmBmxd5DgYmthPh7ZzytEjoaZI076jJmZBrMGIQe2qP30JNL2nBY7HGZmOOkzZmbqtKqGv9yElbSSp/LRPjMMJ33GzJDkA+GEbt1T65D/lOedYvrjpM+YGWr9eXvclNZCJXqG85M3ih0OMyOc9BkzQzI7CS69KhztO6zlMftMf5z0GTNTDecMQi5sUFd+And3nxU7HGYmOOkzZqYCQtxx3KMnAOD2FD6hy/TDSZ8xM2Y1QujiaXjmZ+Q+fS5yNMwccNJnzIyFRnVEkrQGnCkdCZ/9KnY4zAxw0mfMjNnIrHCtnXCFrmvMXBwd/QsSFsZBkasQOTJWXnHSZ8zM2fi4gQDUyr6IVov7o8m4DkhzCMDx/20VOzRWDnHSZ8yMHf/fVrT9eViRck/FXYTM7c2JnxXBSZ8xM6XIVaD6/DEACJJCj1lBWFnLb/5Y7uphGjjpM2amzi+Nh7fijs5/YisQfBTJOL803qRxsfKNkz5jZur5jRSj1mOWgZM+Y2bKoaaXXvWsqzqXcSTMnHDSZ8xMNfqwDe5JfaEs0qOvyferD/DPF7tMFBUr7zjpM2ampLZS3B7/LQAUSfxKSEAA7lt5wFt5F69MewNHAt7Bw0sPRIiUlSec9BkzYy3n9MKJCZuRKvXRKE+R+uLvCVvglHYTcc0/gQJWaH1rPdCwAY6O/gWkJHVdRa4CCQvj+MIuCyEhIiq5WsWRnp4OFxcXyOVyODtzXyerGBS5CpxfGo/nN1LgUNMLjT5sA6mtVP34xTX/wHrE+6iTfR4AcMK9G3x//x63t/yD6vPHwFtxR133ntQXt8d/i5Zzer3UPrmdadoBBuY1KgcWL15M/v7+JJPJKCQkhP7+++9i6//6669Ut25dkslkFBQURLt27dJ7X3K5nACQXC5/2bAZMys5z3LoYMcvKRu2RABlwo6UACkAogI3BSSkgISOTdiic1vHJmyhu1JfjXZ3pb7FtuF2xm+nYkheEz3pb9iwgWxtbWnVqlX077//0rBhw6hy5cqUlpamtf6RI0dIKpXSnDlz6OLFizR58mSysbGh8+fP67U/TvrM0l377V8659hSI8EUvikgoTtSP8rPyS/S/tiELf99MBj2YcHtjNuuIEPymujdO6GhoXjllVewePFiAIBSqYSfnx9Gjx6NSZMmFan/9ttvIzMzEzt37lSXtWzZEk2aNMGyZctK3B937zAGnJobi+b/Cy+5XpXXkOkeCLJzANk7gOzs0CxuAZwh1zpmSAngiaQqroz9HlbWL7omlPkK1F04Eq70iNsZ1E6CFKkvPJ8nFtvVYzbdOzk5OSSVSmnbtm0a5QMHDqTu3btrbePn50cLFizQKJs6dSo1btxYa/3s7GySy+XqW3JyMh/pM4t35KP1xR7p86183c4sOFjs+2nIkb518R8JZevhw4dQKBTw8PDQKPfw8MDly5e1tklNTdVaPzU1VWv9mTNnYtq0acYJmLEKQt8Luw4FfQjy9AaeP4ck6zkqJZ5Fs6cHS2x306YOMuzc1Pedsh+gRt5VblfKdka9qtpIBw6lcvfuXQJAR48e1SifMGEChYSEaG1jY2ND69ev1yhbsmQJubu7a63PR/qMFZWfk093pb6kgETrkaWuPv0zCw6W6siU2xm3XWFmcyLXFN07hfGJXMYEL04gaib+4k4glvbDgtsZt11hhuQ1US/OsrW1RfPmzREbG6suUyqViI2NRVhYmNY2YWFhGvUBYP/+/TrrM8a0K+7CrhMTNmsdp1/SVcAAkDx+YZGTjtzOuO1eSokfC2Vsw4YNJJPJaPXq1XTx4kUaPnw4Va5cmVJTU4mIaMCAATRp0iR1/SNHjpC1tTXNmzePLl26RNHR0Txkk7GXkJ+TT2cWHKQjH62nMwsOlnhUSaR9XPkdqV+pxqNzu9K3UzGrIZsAsHjxYsydOxepqalo0qQJvvvuO4SGhgIA2rdvj4CAAKxevVpdf9OmTZg8eTKSkpJQu3ZtzJkzB6+//rpe++Ihm4wZh7lcsVrR2wGG5bVykfRNiZM+Y6yiMSSv8YRrjDFmQTjpM8aYBeGkzxhjFoSTPmOMWRBO+owxZkE46TPGmAURdcI1MahGqKanp4scCWOMGYcqn+kzAt/ikv6zZ88AAH5+fiJHwhhjxvXs2TO4uLgUW8fiLs5SKpW4d+8eKlWqBIlE27IF2qWnp8PPzw/Jycl8UVch/Npox6+LbvzaaFfa14WI8OzZM3h7e8PKqvhee4s70reysoKvr2+p2zs7O/MfqQ782mjHr4tu/NpoV5rXpaQjfBU+kcsYYxaEkz5jjFkQTvp6kslkiI6OhkwmEzuUcodfG+34ddGNXxvtTPG6WNyJXMYYs2R8pM8YYxaEkz5jjFkQTvqMMWZBOOkzxpgF4aRfgqSkJLz//vsIDAyEvb09atasiejoaOTm5mrUO3fuHNq0aQM7Ozv4+flhzpw5IkVsWl9//TVatWoFBwcHVK5cWWud27dvo1u3bnBwcIC7uzsmTJiA/Px80wYqgiVLliAgIAB2dnYIDQ3FiRMnxA7JpA4fPozIyEh4e3tDIpFg+/btGo8TEaZOnQovLy/Y29sjPDwc165dEydYE5o5cyZeeeUVVKpUCe7u7ujZsyeuXLmiUSc7OxujRo1C1apV4eTkhDfffBNpaWlG2T8n/RJcvnwZSqUSP/zwA/79918sWLAAy5Ytw2effaauk56ejs6dO8Pf3x+nTp3C3Llz8cUXX2D58uUiRm4aubm56NOnD0aOHKn1cYVCgW7duiE3NxdHjx7FmjVrsHr1akydOtXEkZrWxo0bMX78eERHR+P06dMIDg5GREQE7t+/L3ZoJpOZmYng4GAsWbJE6+Nz5szBd999h2XLluHvv/+Go6MjIiIikJ2dbeJITevQoUMYNWoUjh8/jv379yMvLw+dO3dGZmamus64ceOwY8cObNq0CYcOHcK9e/fQq1cv4wRAzGBz5syhwMBA9f2lS5dSlSpVKCcnR102ceJEqlu3rhjhiSImJoZcXFyKlO/evZusrKwoNTVVXfb999+Ts7OzxutV0YSEhNCoUaPU9xUKBXl7e9PMmTNFjEo8AGjbtm3q+0qlkjw9PWnu3LnqsqdPn5JMJqNffvlFhAjFc//+fQJAhw4dIiLhdbCxsaFNmzap61y6dIkA0LFjx156f3ykXwpyuRyurq7q+8eOHUPbtm1ha2urLouIiMCVK1fw5MkTMUIsN44dO4ZGjRrBw8NDXRYREYH09HT8+++/IkZWdnJzc3Hq1CmEh4ery6ysrBAeHo5jx46JGFn5kZiYiNTUVI3XyMXFBaGhoRb3GsnlcgBQ55RTp04hLy9P47WpV68eqlevbpTXhpO+ga5fv45Fixbhgw8+UJelpqZqJDUA6vupqakmja+8scTX5uHDh1AoFFqfd0V9zoZSvQ6W/hoplUqMHTsWrVu3RlBQEADhtbG1tS1yjsxYr43FJv1JkyZBIpEUe7t8+bJGm7t376JLly7o06cPhg0bJlLkZa80rw1jzHCjRo3ChQsXsGHDBpPt0+KmVlb55JNPMHjw4GLr1KhRQ/37vXv30KFDB7Rq1arICVpPT88iZ9ZV9z09PY0TsAkZ+toUx9PTs8ioFXN+bfRRrVo1SKVSrX8TFfU5G0r1OqSlpcHLy0tdnpaWhiZNmogUlWl99NFH2LlzJw4fPqwx3bunpydyc3Px9OlTjaN9o/39vPRZAQtw584dql27NvXt25fy8/OLPK46kZubm6sui4qK4hO59OJEblpamrrshx9+IGdnZ8rOzjZhhKYVEhJCH330kfq+QqEgHx8fPpH7H9WJ3Hnz5qnL5HK5RZzIVSqVNGrUKPL29qarV68WeVx1Infz5s3qssuXLxvtRC4n/RLcuXOHatWqRa+99hrduXOHUlJS1DeVp0+fkoeHBw0YMIAuXLhAGzZsIAcHB/rhhx9EjNw0bt26RWfOnKFp06aRk5MTnTlzhs6cOUPPnj0jIqL8/HwKCgqizp07U0JCAu3du5fc3NwoKipK5MjL1oYNG0gmk9Hq1avp4sWLNHz4cKpcubLGKKaK7tmzZ+q/BwA0f/58OnPmDN26dYuIiGbNmkWVK1em3377jc6dO0c9evSgwMBAysrKEjnysjVy5EhycXGhuLg4jXzy/PlzdZ0RI0ZQ9erV6c8//6STJ09SWFgYhYWFGWX/nPRLEBMTQwC03go6e/YsvfrqqySTycjHx4dmzZolUsSmNWjQIK2vzcGDB9V1kpKSqGvXrmRvb0/VqlWjTz75hPLy8sQL2kQWLVpE1atXJ1tbWwoJCaHjx4+LHZJJHTx4UOvfxqBBg4hIOOKdMmUKeXh4kEwmo9dee42uXLkibtAmoCufxMTEqOtkZWXRhx9+SFWqVCEHBwf6v//7P40DzZfBUyszxpgFsdjRO4wxZok46TPGmAXhpM8YYxaEkz5jjFkQTvqMMWZBOOkzxpgF4aTPGGMWhJM+Y4xZEE76jJlQbm4uatWqhaNHj+qsk5SUBIlEgoSEBIO2PWnSJIwePfolI2QVHSd9ZhEePHiAkSNHonr16pDJZPD09ERERASOHDmirhMQEACJRILjx49rtB07dizat2+vvv/FF1+op5iWSqXw8/PD8OHD8fjx4xLjWLZsGQIDA9GqVSu9Y1d9CKhutra2qFWrFqZPn46CF9R/+umnWLNmDW7evKn3tpnl4aTPLMKbb76JM2fOYM2aNbh69Sp+//13tG/fHo8ePdKoZ2dnh4kTJ5a4vYYNGyIlJQW3b99GTEwM9u7dq3OdYBUiwuLFi/H++++X6jkcOHAAKSkpuHbtGqZNm4avv/4aq1atUj9erVo1RERE4Pvvvy/V9pll4KTPKrynT58iPj4es2fPRocOHeDv74+QkBBERUWhe/fuGnWHDx+O48ePY/fu3cVu09raGp6envDx8UF4eDj69OmD/fv3F9vm1KlTuHHjBrp166ZRfuLECTRt2hR2dnZo0aIFzpw5o7V91apV4enpCX9/f7zzzjto3bo1Tp8+rVEnMjLSpAtyMPPDSZ9VeE5OTnBycsL27duRk5NTbN3AwECMGDECUVFRUCqVem0/KSkJ+/bt01gjWZv4+HjUqVMHlSpVUpdlZGTgjTfeQIMGDXDq1Cl88cUX+PTTT0vc58mTJ3Hq1CmEhoZqlIeEhODOnTtISkrSK3ZmeTjpswrP2toaq1evxpo1a1C5cmW0bt0an332Gc6dO6e1/uTJk5GYmIh169bp3Ob58+fh5OQEe3t7BAYG4t9//y2xW+jWrVvw9vbWKFu/fj2USiVWrlyJhg0b4o033sCECRO0tm/VqhWcnJxga2uLV155BW+99RYGDhyoUUe1/Vu3bhUbC7NcnPSZRXjzzTdx7949/P777+jSpQvi4uLQrFkzrF69ukhdNzc3fPrpp5g6dSpyc3O1bq9u3bpISEjAP//8g4kTJyIiIqLEkTNZWVmws7PTKLt06RIaN26sUR4WFqa1/caNG5GQkICzZ8/i119/xW+//YZJkyZp1LG3twcAPH/+vNhYmOXipM8shp2dHTp16oQpU6bg6NGjGDx4MKKjo7XWHT9+PLKysrB06VKtj6tG0AQFBWHWrFmQSqWYNm1asfuvVq0anjx5Uur4/fz8UKtWLdSvXx99+vTB2LFj8c033yA7O1tdRzWCyM3NrdT7YRUbJ31msRo0aIDMzEytjzk5OWHKlCn4+uuv8ezZsxK3NXnyZMybNw/37t3TWadp06a4fPmyxjDL+vXr49y5cxqJu/CQUV2kUiny8/M1vo1cuHABNjY2aNiwoV7bYJaHkz6r8B49eoSOHTti7dq1OHfuHBITE7Fp0ybMmTMHPXr00Nlu+PDhcHFxwfr160vcR1hYGBo3bowZM2borNOhQwdkZGTg33//VZf1798fEokEw4YNw8WLF7F7927MmzdP5/NITU3FnTt3sGfPHnz77bfo0KEDnJ2d1XXi4+PRpk0bdTcPY4Vx0mcVnpOTE0JDQ7FgwQK0bdsWQUFBmDJlCoYNG4bFixfrbGdjY4OvvvpK4yi8OOPGjcOPP/6I5ORkrY9XrVoV//d//6dxgtjJyQk7duzA+fPn0bRpU3z++eeYPXu21vbh4eHw8vJCQEAAhg8fjtdffx0bN27UqLNhwwYMGzZMr3iZZeI1chkzoXPnzqFTp064ceMGnJycjLrtPXv24JNPPsG5c+dgbW1t1G2zioOP9BkzocaNG2P27NlITEw0+rYzMzMRExPDCZ8Vi4/0GWPMgvCRPmOMWRBO+owxZkE46TPGmAXhpM8YYxaEkz5jjFkQTvqMMWZBOOkzxpgF4aTPGGMWhJM+Y4xZkP8HyHyUVzp8R7kAAAAASUVORK5CYII=",
+ "image/png": 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",
"text/plain": [
"<Figure size 400x400 with 1 Axes>"
]
],
"source": [
"# PSK8\n",
+ "\n",
"symbol_error_rate = []\n",
"bit_error_rate = []\n",
"\n",
" signal_power = np.mean(np.abs(PSK8_symbols)**2)\n",
" noise_power = signal_power / SNR_linear\n",
"\n",
- " noise = noise_power * np.random.normal(0, 1, size=(num_symbols, 2))\n",
+ " noise = math.sqrt(noise_power) * np.random.normal(0, 1, size=(num_symbols, 2))\n",
" rx_signal = PSK8_symbols + noise\n",
"\n",
" distances = np.zeros(len(PSK8), dtype=float)\n",
" \n",
" BER = bit_errors / num_symbols\n",
" \n",
- " # print(\"errors: \", errors)\n",
- " # print(\"PSK8 Symbol error rate (SER): \", SER)\n",
- " \n",
" # Make the plot for specific SNR_dB\n",
- " if SNR_dB == 10:\n",
+ " if SNR_dB == 20:\n",
" r_x = [x for x, y in rx_signal]\n",
" r_y = [y for x, y in rx_signal]\n",
"\n",
" y = [y for x, y in PSK8]\n",
"\n",
" plt.figure(figsize=(4, 4))\n",
- " plt.title(\"Recieved symbols, PSK-8 modulation (SNR_dB = 10)\")\n",
+ " plt.title(\"Recieved symbols, PSK-8 modulation (SNR_dB = 20)\")\n",
" plt.plot(np.cos(circle_x), np.sin(circle_x), color=\"orange\")\n",
" plt.plot(r_x, r_y, 'o', color=\"red\")\n",
" plt.plot(x,y,'o', color=\"blue\")\n",
"# Final curve plot\n",
"plt.figure(figsize=(4, 4))\n",
"plt.title(\"PSK-8 modulation error rate\")\n",
- "plt.plot(SNR_list, symbol_error_rate, 'o-', color=\"blue\")\n",
- "plt.plot(SNR_list, bit_error_rate, 'o-', color=\"red\")\n",
+ "plt.semilogy(SNR_list, symbol_error_rate, 'o-', color=\"blue\")\n",
+ "plt.semilogy(SNR_list, bit_error_rate, 'o-', color=\"red\")\n",
"plt.legend([\"Symbol error rate\", \"Bit error rate\"])\n",
"plt.xlabel(\"SNR (dB)\")\n",
- "plt.ylabel(\"Error rate\")"
+ "plt.ylabel(\"Error rate\")\n"
]
},
{
"cell_type": "code",
- "execution_count": 71,
+ "execution_count": 46,
"metadata": {},
"outputs": [
{
"Text(0, 0.5, 'Error rate')"
]
},
- "execution_count": 71,
+ "execution_count": 46,
"metadata": {},
"output_type": "execute_result"
},
{
"data": {
- "image/png": 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",
+ "image/png": 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",
"text/plain": [
"<Figure size 400x400 with 1 Axes>"
]
},
{
"data": {
- "image/png": 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",
+ "image/png": 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xxhtvKC3j7+8Pf3//BseclpaGX3/9FQBw7tw5AMDXX38NgPs2OGrUKABc5+CiRYsQERGBXr16YdSoUUhPT8f333+Pnj17YujQoQ2OQR3jx4/H6tWrMWbMGCQkJEAikWDbtm04ceIEli1bJu8DCg8PR48ePRAdHY3U1FT4+vpi+/btSj8U3nvvPSxZsgRhYWEYO3Ys7t27h1WrVqF9+/YoLCysM56BAwfi119/hYWFBXx9fXHq1CkcOHAA1tbWCuUCAgIgEomwYMECFBQUQCwWo0+fPrCzs2vwNT6r6dOnY9euXRg4cCDGjBmDLl26oKSkBJcuXcK2bduQmpqqsjZaH39/f0RERGDNmjXypp8zZ85gw4YNGDJkiHwghjZ1794dVlZWiIiIwOTJkyEQCPDrr78qbWrr0qULtmzZgqioKAQGBsLMzAzh4eEYNWoU/vjjD3z44YeIj49Hjx49IJVKkZycjD/++EM+V0Ov8TiCimjg0qVLbOTIkczBwYEJhUIGgBkbG7MrV64olAsPD2fGxsZ1DhEdM2YMMzQ0lM9exv+GudZFk2Gu8fHxDIDSRdkQ0N9//535+/szsVjM7O3t2cSJExWG7GoaU0REBGvVqlWt8r1792bt27dXWJebm8veffddZmNjw4yMjFiHDh2UzozOy8tjo0aNYubm5szCwoKNGjWKJSYmKp1J/dtvvzFPT09mZGTEAgIC2P79+9Ua5vro0SN5LGZmZiwsLIwlJyczd3d3heG5jDG2du1a5unpyUQikcKQV2XDbNW5xurhp4sWLap17U/HqUpRURGbMWMG8/b2ZkZGRszGxoZ1796dLV68mFVUVNR7nrr+xiorK9mcOXOYh4cHMzQ0ZK6urmzGjBkKw00Z44a5DhgwoN5Yqyn7m6h24sQJ9uKLLzITExPm5OTEPv30U7Z///5aQ4yLi4vZyJEjmaWlJQOg8HuuqKhgCxYsYO3bt2disZhZWVmxLl26sDlz5rCCggK14+SLgDEd99oRnfjll18wZswYvPPOO/jll1/4DocQ0gxRE1MTNXr0aGRnZyM6OhouLi749ttv+Q6JENLMUA2CEEKIUjSKiRBCiFKUIAghhChFCYIQQohSlCAIIYQoRaOY6iGTyZCVlYXWrVs32enyhBBSE2MMRUVFcHJyqnUjx5ooQdQjKyurSdxUixBCNJWRkQEXFxeV2ylB1KP6VgQZGRkwNzfnORpCCHl2hYWFcHV1rfdWK5Qg6lHdrGRubk4JghDSrNTXbE6d1IQQQpSiBKFCbGwsfH19ERgYyHcohBDCC7rVRj0KCwthYWGBgoICamIihDQL6n6uUQ2CEEKIUpQgCCGEKEUJghBCiFI0zFUXpFLg2DEgOxtwdAR69gT+94zbZn1uQkizQglC27ZvB6ZMAe7efbLOxQX4/ntAx89Y5vXcACUnQpoZamLSpu3bgeHDFT+gASAzk1u/fXvzPHf1+SUSICQEGDmS+ymR6P68hBCdoWGu9VB7mKtUyn0gPv0BXZOdHbBjB2BsDBgaAgYG3M+6FnVuEFjfuQUCriaRkqKbb/TVyenpP6Xq2LdtoxoMIXpE3c81ShAqxMbGIjY2FlKpFDdu3Kg/QRw+zH1r1jaR6EmyUJVQysuB27frP9brrwNt23IJysTkyc+a/67v59MfuHwnp2p8N68R0oRQgtAStWsQv//ONa3Ux8YGEIuBysonS1UV91Mq1V7gumJgoJgwZLK6a03VZs4EevQArKy4pU0bwNJSO0lDX2owhDQRlCC0RO0EoW4NIj4eCA5Wvk0me5Is6lqeLnPuHPDpp/Wf+403AFtboKwMePyYW6r/XdfPior6j91Q5uZPEkZ18lDntYUFIBTqTw2GkCaEEoSWaNwHkZlZ+5ssoNsPKl2fWyrlmrGUJZWTJ4GpU+s/hr8/9/PhQ+DRI6C4WPM4ahIIuBqIsTHX51CfuhIzIS0MJQgt0eheTNVNHYDiB3VjNHXwde6GJqfKSiA//0nCqF7Uef34seZxenkBQUHcT29vbvHy4gYOaONJgdRBTpoQtT/XGKlTQUEBA8AKCgrU2+HPPxlzcWGM+7jkFldXbr2u8XXuP/9kTCDglprnrl6n7fOXlTGWnc3Y1auM/fCD4jk1XczMGAsIYGzYMMY++4yxtWsZi49nLD2dMalU/et/+n13cWmc3zkhDaDu5xrVIOrRoLu5tsSZ1MpGEbm6AsuW6baDWJ0ajJ0dsHw5V4u5fRu4dYtbMjKU71NNLOZqGU/XOry9AXd3rsOeOshJE0RNTFpCt/vWAJ/JqSHNa+XlXNK4dUsxcdy6BaSmcoMBVDEwANzcuMRUXq68DHWQEz1FCUJLKEE0EdquwVRVAenptZPH7dvcUlam/rGog5zoGUoQWkIJoglprBqMTAZkZQFr1gBz59Zfvm1b4O23gVdeAQIDqTZBeEcPDKrh77//Rrt27fDcc89h3bp1fIdDdEUk4r6pv/UW91NXH8RCIdd01KePeuVv3ABiYoBu3biJkiNGAGvXAmlpuomPEC1p9jWIqqoq+Pr6Ij4+HhYWFujSpQtOnjwJa2trtfanGgRRSZ0OcgcHLjkcOMAt+fmKZdq25WoWr7zCTbQ0M2uMyEkLRzWI/zlz5gzat28PZ2dnmJmZoX///vj333/5Dos0ByIRd68noPZciurXK1YAH3wAbN0KPHgAnD4NzJnD3XZEJOJqFytWAIMGcbPFg4OBb7/lZsfLZOrFIZVyM/l//5372RRu2UKaBL1PEEePHkV4eDicnJwgEAiwc+fOWmViY2MhkUhgbGyMoKAgnDlzRr4tKysLzs7O8tfOzs7IzMzUacx8/n9tqefmzdCh3CipGn9jALgmqKdHT4lE3GS9WbOA48eBvDzu7r4TJgCentzkwSNHgC++4Poq7OyAN98Efv5Z9a1E6DbrRJd0OhtDC/bu3cu++OILtn37dgaA7dixQ2H75s2bmZGREfv555/ZlStX2Lhx45ilpSXLzc1ljDG2detWFhkZKS+/cOFCtmjRIrXPr+lEOT7nTLXUc1erquLmuG3axP2sqmq8c2vl5LduMbZyJWNDhjDWunXtSX2+voxNncrY3r2MFRc/maD4dDldTVAkzYa6n2t6nyBqUpYgunbtqpAApFIpc3JyYvPmzWOMMXbixAk2ZMgQ+fYpU6awjRs3qjxHWVkZKygokC8ZGRlqJwg+/7+21HPXjIHvBKVVFRWMHT/O2KxZjL34ImNCoeLFGRoyJharniEuEHCz6Bs1S5KmolnOpBYIBNixYweGDBkCAKioqICpqSm2bdsmXwcAERERyM/Px19//YWqqir4+Pjg8OHDanVSz549G3PmzKm1vr7OHHWeF2RhAUyfzj3CQSisfxGJ1CsHAO+/zzVxq2JvD/zzD2BkxM3xqrmIRKrX1XebIn24mao+TGbW+Qjbhw+BQ4eAf/8F9u/n5miog+ZgECXU7aRu0s+kfvDgAaRSKezt7RXW29vbIzk5GQBgYGCA7777DiEhIZDJZPj000/rHME0Y8YMREVFyV8XFhbC1dW13liOHav/sQgFBcCXX9Z7KJ3IzQU6d9Z8P6Gw7kRSUcEdWxXGuDta9O3LTTwWi7kbsIrFT5aar9X5d83XBgbc/DhlX3MY45LE1KnA4MG6TVA6f1ZRmzZcFqzOhEuXAp98Uv9+6tzplhAVmnSCUNegQYMwaNAgtcqKxWKIxWKFJ8qpQ93/h717Ax4e3AAVVYtUWvf2p8vdv6/eA+UsLLjaS1UVt0ilTx4toYpMxiWBZ30kRHz8s+3fUNUJavhwwNeXe/yEhQW3KPt369aaJRJVtZfqR4HrpPYiEKif7Q8c4LKzjY2WgyAtQbNvYnpW6lbFtPG8oIbS5rOKaiaOpxdl68+cASIj6z93ZCR354vy8idLWVnDX+vyGUZmZnUnkep/t27NPacpL0/5cXTavFbfHIyajI2BUaO4qpSvr5YDIU1Rs7zVxtMJAgCCgoLQtWtXLF++HAAgk8ng5uaGiRMnIjo6+pnPqe4b2ZyfF6SP566u2Rw4AISH119+1CjuQXQFBdxSWFj736ruufesJk3ivsR7eHBLq1ZaOvD/qi8MgKDGm88EAggAYPJkbjhtQsKTfcLCgI8/5ibmaeM5GKRJajYJori4GLdu3QIAdOrUCUuWLEFISAjatGkDNzc3bNmyBREREVi9ejW6du2KZcuW4Y8//kBycnKtvglN1GxiunHjhlozqVvi84L4Prc2E1R5uerkoex1cjJw8aLmMdvacjFXJ4zqRSLh7iIuFqt/rNOfbofbkilwkj7pAMkUuSIjahleXDiUe1OOH+f6LHbufPIm+fpyNYp33uGeLU5alGbzwKD4+HgGoNYSEREhL7N8+XLm5ubGjIyMWNeuXdnp06e1dn5tzINo7s8L0odzN+bziqrFx6v3TKKePRnr1IkxS8v6ywoEjDk7M/bSS4yNGsXYzJmM/fwzd67UVMVRq9XXLUQV64149iY2sd6IZyJUKb/u27cZmzKFe0hS9QltbBj78kvuAUykxWiWw1z50JB7MbXE5wXxfW4+nlfUkNpLfj73OjWV+1m9VL8uLa37nAYG3HVJJFz/T0mJ8nJ11pwKCoCffgJ++OHJDQMNDbmbHH78MRAQoOY7QJqqZtPExJeGNDERfvGRoLTZvMYYNyJNWQJJSeE+y+sacaZMnYMiqqq4ZqelS4GTJ5+sDw7mEsXAgU8m2pBmhRKEltDdXEl9Gqv2Uv0YipQUYNMmYNWq+vfp0weIiuJ+1tnVcOYMlyi2bn1yEy1vb+7Cxoyhu8w2M5QgtIQSBFFHY9de1B3aXM3UlBu4NGgQMGAAdx9ApTIyuLvLrlnz5NbklpbAuHHccCxlk0b5bFskDUIJ4hlRExPRZ+r0f9jYAMOGAX//rVi7EQi4ZxcNGsQtzz+vZMRrcTGwYQNXDfrfKEKIRFx72scfc3elBRppGjnRNkoQWkI1CKKv1O3/YAxISgJ27eKW8+cVj+Pt/SRZ9OjBdYTLyWTAnj1c81PN6fDdugHduwNLlvB7EyzSIJQgtIQSBNFnDen/yMjgahW7dnH3/6s5K93KimuCGjSIm1On8CeflMQdeNOm+nvLG+MujaTBKEFoCSUIou+epQugqIi7QeyuXVzSePjwyTZDQ66fY9Agbra6m9v/NuTkcPcY+fXX+k9Ad5PVS5QgtIQSBGkpqqqAU6e4ZPHXX8DNm4rbAwK4u+IOGgR0Sv4dgrdH1n/QTZu4+RVEr1CCeEbUSU1auuTkJ/0WJ08qdjUMsz6MbXn1D6OSHoiH6OVgncVIGoYShJZQDYIQbgLfnj1csti/HygrlSIVEjgjE0LU/ghhAHJhj+QDmQh+mfog9I26n2s0TZIQUi9bW26+3Pbt3O3NP5kuwhR8DwCQQXGMLAMgAGCFRzDY9Wejx0q0hxIEIUQjxsbAq68COzAUw7ENmXBW2J4JZySgM8SowEs/vAHMns0NlyVNDjUx1YOamAipreZEPQGToieOwRHZyIYjjqEnAGC5yWf46PF33A4jRgDr13NTugnvqInpGcXGxsLX1xeBgYF8h0KI3hGJuMnSAMAEIhxBMDbjLRxBMGQQQQYRJpUvxr4RP4EZGnL3eOrZs/4HtxO9QjWIelANghDVlE3Uc3YGPD25uRkA8Gn345h3/TUI8x4ADg7cHWSrb9VBeEE1CEKIzg0dyt2aPD6em/IQH8/dlvzIEe5us2IxsPDkS+hlfBalXn7cJLvevbnCRO9RDaIeVIMgpOESE7nuh9u3ASuDIpx7/m14Xt7NbfziC+Crr+iZEzygGgQhhHedOgEJCdxdZR9VtcZzl3dgR9vPuI3ffMPdbbC4mN8giUqUIAghOmVhwfVR//ADIDIUYeiN+ZhmtwEyQyNgxw7gpZeA9HS+wyRKUIJQgUYxEaI9AgH3vKHjxwF3d+C7e6PRB/EobW0HXLgABAZyN4IieoX6IOpBfRCEaNfDh9ys7N27AVek45jlILjnXwCMjIB164BRo/gOsdmjPghCiF5q04a7W+yiRUCWyA3t84/jP7PXuAdTjB4NREc/eS424RUlCEJIoxMIgGnTuOGwls5mCCvehgUGX3AbFywAXnuNe1gF4RUlCEIIb3r04IbCvhImRHTV1xiJjagUibn2px49uEkWhDeUIAghvLK1BfbuBb7+GtgiHImXpEdw38ABuHSJ67w+fpzvEFssShCEEN4Jhdy8uQMHgHSHIHSqOotEYWfgwQOgTx8gLo7vEFskShCEEL0REsI1ObUNccFLsqPYiuFAZSXw3nvAJ59Q53UjowRBCNErDg7Af/8Bn8xshTexBbMRw21YsoR7IHZhIb8BtiCUIFSgiXKE8Eck4m7T9M9+IWJtZuN1bMFjGHOdFd26AXfucAWlUuDwYeD337mfVMPQKpooVw+aKEcIvzIzgTffBB4fP4e/MBjOyAKztoZg8mSwtWshqHGvcebiAsH333O3mSUq0UQ5Qkiz4OwMHDoEvPzpCwjEWZxBIAR5eWAxMbUeQMTuZoING849qII8M0oQhBC9Z2jIzZ9bs9sJQy0OoQQmEAAQPFVOCAYGoHT8VGpu0gJKEISQJmPgQODMynNohccqywjBYJqXAenhY40YWfNECYIQ0qTkX8tWq9z1w+qVI6pRgiCENCnZcNRqOaIaJQhCSJMiCu6JDLhAVqsHgiODAOlwhSi4ZyNH1vxQgiCENCk9g0X4yvp7AKiVJKrH7H9tvQw9g0WNHFnzQwmCENKkiERA/zVDMQLbkAlnhW0CAKvwIfqtGQoR5YdnZsB3AIQQoqmhQwH8ORQvTR4Mj8xjcEQ2euA4JmIlRrTaC9uBFQCM+A6zyWsRNYjXXnsNVlZWGD58ON+hEEK0ZOhQ4E6aCLPjgzFo01vIiVqMLDjCtiQNj2N/5ju8ZqFFJIgpU6bgl19+4TsMQoiWiURAcDDw1lvA7AUm+MnucwBA5eyvgbIyfoNrBlpEgggODkbr1q35DoMQokMGBsDz341DBlxgXpiJkmVr+Q6pyeM9QRw9ehTh4eFwcnKCQCDAzp07a5WJjY2FRCKBsbExgoKCcObMmcYPlBCi94aNFCPO6UsAgPTrb4HSUp4jatp4TxAlJSXw9/dHbGys0u1btmxBVFQUYmJicP78efj7+yMsLAz37t2TlwkICICfn1+tJSsrS+N4ysvLUVhYqLAQQpoGoRAI+P5dpEAC85IcFC1exXdITRvTIwDYjh07FNZ17dqVRUZGyl9LpVLm5OTE5s2bp9Gx4+Pj2bBhw+otFxMTw8ANp1ZYCgoKNDofIYQfMhljX0l+YgxghSa2jBUV8R2S3ikoKFDrc433GkRdKioqkJCQgNDQUPk6oVCI0NBQnDp1SifnnDFjBgoKCuRLRkaGTs5DCNENgQB4MXYUbsELrR/fR8G3ylsnSP30OkE8ePAAUqkU9vb2Cuvt7e2Rk5Oj9nFCQ0MxYsQI7N27Fy4uLnUmF7FYDHNzc4WFENK0hPY3xOa23KNKRUsW0mNKG0ivE4S2HDhwAPfv30dpaSnu3r2Lbt261bsPPXKUkKZLIAB6rRqJZLSDWflDPJrzA98hNUl6nSBsbGwgEomQm5ursD43NxcODg46PXdkZCSuXr2Ks2fP6vQ8hBDd6BUiwvYOswEARiu+A/LzeY2nKdLrBGFkZIQuXbrg4MGD8nUymQwHDx5UqxbwLKgGQUjTF7rmdVxGe7SqyMeDL5byHU6Tw3uCKC4uRlJSEpKSkgAAKSkpSEpKQnp6OgAgKioKa9euxYYNG3Dt2jVMmDABJSUlePfdd3UaF9UgCGn6ur4oxJ7AOQAA0zVLgbw8niNqYhppVJVK8fHxSoeVRkREyMssX76cubm5MSMjI9a1a1d2+vTpRotP3eFghBD9dCFRyhLhzxjAct6bwXc4ekHdzzUBY4zVkT9arNjYWMTGxkIqleLGjRsoKCigEU2ENFGLeu7C9OOD8VjUCibZKYCtLd8h8aqwsBAWFhb1fq5RgqiHum8kIUR/XU9mKPTpikCcQ/bb0+D42yK+Q+KVup9rvPdBEEKIrrV7XoBjoV8BAKx+jwU0mEfVklGCIIS0CK+t7ofTeBHGsse4O3E+3+E0CZQgVKBhroQ0Lx6eAvzfwLkAANvtq8Ay7vIckf6jPoh6UB8EIc1H5l2GFLfeeIkdQ/rAj+C2u2Xep4n6IAgh5CnOLgJcGM7VIhz3rAVLTeM5Iv1GCYIQ0qKMWNEbh4V9YMgqkTb+G77D0WuUIFSgPghCmic7O+D629yIJuf/4iC7dYfniPQX9UHUg/ogCGl+Hj0CEuz6IbRqP+70HgPPw3F8h9SoqA+CEEJUsLIC0t7jahHuR35B1dUbPEeknyhBEEJapNcXd8V+w4EQQYa0sV/xHY5eogRBCGmRWrcGciO5xOBxehMqLlzjOSL9QwlCBeqkJqT5G/5NJ+wVvwYhGNLfm813OHqHOqnrQZ3UhDRvv39+CW/N6wgAKDtzEcaBHXiOSPeok5oQQtQwNKYDdpu+DgDIGBvDczT6hRIEIaRFE4uBiugYyCDAc5d2oPT4eb5D0huUIAghLd6gaF/sNhsJAMh8n2oR1ShBEEJaPENDQDh7FqQQ4rnrf6Po4Bm+Q9ILlCAIIQTAq1PbYpflaABAzvhZPEejHyhBqEDDXAlpWUQiwOSbmaiEAZ67sx+P/j7Bd0i8o2Gu9aBhroS0HIwBO2zHY2jeWtx064Pn0g7yHZJO0DBXQgjRkEAAWC3+AhUwxHPph/Bg22G+Q+IVJQhCCKkhOMIdux3GAQDyJ8/iqhUtFCUIQgipQSAAHH/4HGUQwzv7GHI2Ns9mJnVQgiCEkKd0H+GMPa4fAgBKoma22FoEJQhCCFFC8mM0SmECr/uncXfdPr7D4QUlCEIIUaLLAAfs84wEAJRHt8y+CEoQhBCiwnNrP0UxWsHr4TmkLt/NdziNjhKECjRRjhDSoY8t/m03GQDAZs0CZDKeI2pcNFGuHjRRjpCW7frJPDj28IA5inBrwTZ4fzqM75CeGU2UI4QQLWjX3RoHO34MADCYGwNIpTxH1HgoQRBCSD0C1n+MR7CEpPgKkudu5TucRvNMCaKsrExbcRBCiN7y6GSJI10+AQCYLpwNVlnFc0SNQ+MEIZPJMHfuXDg7O8PMzAx37twBAMycORM//fST1gMkhBB98MIvk5GHNnB7fB1Xvvyd73AahcYJ4uuvv8b69euxcOFCGBkZydf7+flh3bp1Wg2OEEL0hYuvOU50/xQAYPH9HLCKSp4j0j2NE8Qvv/yCNWvW4O2334ZIJJKv9/f3R3JyslaDI4QQfRL0SyTuwRau5bdxYdqvfIejcxoniMzMTHh7e9daL5PJUFnZ/DMqIaTlsvcyw5mQaACA3aqvICur4Dki3dI4Qfj6+uLYsWO11m/btg2dOnXSSlCEEKKvum34EDkCBzhVpuF0SDROTvodScsOQ1rR/Ia/Gmi6w6xZsxAREYHMzEzIZDJs374d169fxy+//IK///5bFzE+k4yMDIwaNQr37t2DgYEBZs6ciREjRvAdFiGkibJ2NcUhyQA4pPyE7qeXAqe59VnTXJAe9T1eXDiU3wC1iTXA0aNHWWhoKLO1tWUmJiasR48ebP/+/Q05lM5lZWWxxMRExhhj2dnZzMnJiRUXF6u9f0FBAQPACgoKdBQhIaQpOTX9TyaFgMm42/fJFykETAoBOzX9T75DrJe6n2st7lYb/v7++Pvvv+Hq6qpWebrVBiGkmrRCilxTCRykd5W2z8sgQLbIBQ6lKRAZiZSU0A86u9WGp6cn8vLyaq3Pz8+Hp6enpofD0aNHER4eDicnJwgEAuzcubNWmdjYWEgkEhgbGyMoKAhnzpzR+DwAkJCQAKlUqnZyIISQmi6tPAYnFckBAIRgcJZm4NLK2v20TZHGCSI1NRVSJfciKS8vR2ZmpsYBlJSUwN/fH7GxsUq3b9myBVFRUYiJicH58+fh7++PsLAw3Lt3T14mICAAfn5+tZasrCx5mYcPH2L06NFYs2aNxjESQggAlN7O1mo5fad2J/WuXbvk/96/fz8sLCzkr6VSKQ4ePAiJRKJxAP3790f//v1Vbl+yZAnGjRuHd999FwCwatUq7NmzBz///DOio7nhZklJSXWeo7y8HEOGDEF0dDS6d+9eb9ny8nL568LCQjWvhBDS3Jl6OWq1nL5TO0EMGTIEACAQCBAREaGwzdDQEBKJBN99951Wg6uoqEBCQgJmzJghXycUChEaGopTp06pdQzGGMaMGYM+ffpg1KhR9ZafN28e5syZ0+CYCSHNV4ePeiJrmgscpJkQonb3bXUfRIePevIQnfap3cQkk8kgk8ng5uaGe/fuyV/LZDKUl5fj+vXrGDhwoFaDe/DgAaRSKezt7RXW29vbIycnR61jnDhxAlu2bMHOnTsREBCAgIAAXLp0SWX5GTNmoKCgQL5kZGQ80zUQQpoPkZEI6VHfA+CSQU3VrzOilul1B7UmNJ4HkZKSoos4dOall16CTIOnQInFYojFYsTGxiI2NlZpfwshpOV6ceFQnMY2uC2ZAifpXfn6fIEVbkxb26zmQWicIACuY/nIkSNIT09HRYXiVPPJkydrJTAAsLGxgUgkQm5ursL63NxcODg4aO08ykRGRiIyMlI+HIwQQqq9uHAopF8PRtLKY6icOx+BD/fjUqfR6N2MkgPQgASRmJiIV199FaWlpSgpKUGbNm3w4MEDmJqaws7OTqsJwsjICF26dMHBgwflfSAymQwHDx7ExIkTtXYeQgjRlMhIhICpwTiSlAJs2A+LlAt8h6R1Gg9z/fjjjxEeHo5Hjx7BxMQEp0+fRlpaGrp06YLFixdrHEBxcTGSkpLkI5FSUlKQlJSE9PR0AEBUVBTWrl2LDRs24Nq1a5gwYQJKSkrko5p0JTY2Fr6+vggMDNTpeQghTZttWGcAgCQ/EUzWzOYdazpF28LCgiUnJ8v/ffXqVcYYY6dPn2bt2rXT9HAsPj6eAai1REREyMssX76cubm5MSMjI9a1a1d2+vRpjc/TUHSrDUJIXcqKKlgZjBgDWObxO3yHoxZ1P9c0bmIyNDSEUMhVPOzs7JCeng4fHx9YWFg0aMRPcHAwWD13+5g4cSI1KRFC9JLYzBBXTDqg/eME3N11Hk49PPgOSWs0bmLq1KkTzp49CwDo3bs3Zs2ahY0bN2Lq1Knw8/PTeoB8oSYmQoi6HrhwjzooO5XIcyTapXGC+Pbbb+HoyM0S/Oabb2BlZYUJEybg/v37zeo2FpGRkbh69ao8GRJCiCqyAK4fwvT6eZ4j0S6NmpgYY7Czs5PXFOzs7LBv3z6dBEYIIU1Fm5c7AVsB1wctuAbBGIO3t3eLmF1MTUyEEHV5DukIKYSwl+Ug73LzuFEfoGGCEAqFeO6555Te7ru5oSYmQoi6Wtub4o7R8wCAtJ3NpxahcR/E/PnzMX36dFy+fFkX8RBCSJOU48j1QxQfbT79EBoPcx09ejRKS0vh7+8PIyMjmJiYKGx/+PCh1oIjhJCmotKvE5D2G8RXm08NQuMEsWzZMh2EQQghTZtFSGdgD+CU23xqEC3umdTqqnk31xs3btAzqQkhdXp4Jx9tvKwAAIWpD2HubsVzRKrp7JnULQV1UhNCNNHG0xLpIm4WdeqO5tHMRAmCEEK05K4d11Gdf5gSBCGEkBrKfLhbbhhcbB79EJQgCCFES1r15GoQ9lktsAZRWVkJAwODFjEHgmZSE0I05TaYq0F4lCfj8YMSnqN5dholCENDQ7i5ubWI5zRTJzUhRFMOAQ7IETpCCIaUvy7yHc4z07iJ6YsvvsDnn39OE+IIIeQpAgGQ3oarReQdaPrNTBpPlFuxYgVu3boFJycnuLu7o1WrVgrbz59vHp0zhBDSEMVtOwMP9kKQ1PQ/CzVOEEOGDNFBGIQQ0jwYd+sEnASs05t+DYJmUtdD3RmHhBACAKmHUyEJ8UAFDCEoLoZhKyO+Q6pF3c81jWsQ1RISEnDt2jUAQPv27dGpU6eGHkov1bzVBiGEqMutpzsewQpWeISbe6/iuREBfIfUYBrXIO7du4c333wThw8fhqWlJQAgPz8fISEh2Lx5M2xtbXURJ2+oBkEI0VSC1cvokn8IJ8f+hO7r3uM7nFp0di+mSZMmoaioCFeuXMHDhw/x8OFDXL58GYWFhZg8efIzBU0IIc1BoSfXolJ1rmn3Q2jcxLRv3z4cOHAAPj4+8nW+vr6IjY3FK6+8otXgCCGkKTLo2hk4D1ilNO2RTBrXIGQyGQwNDWutNzQ0hEwm00pQhBDSlDn0/9+M6sILkFU23X5MjRNEnz59MGXKFGRlZcnXZWZm4uOPP8bLL7+s1eAIIaQp8ghrixKYwgwlyDh0k+9wGkzjBLFixQoUFhZCIpHAy8sLXl5e8PDwQGFhIZYvX66LGAkhpEkxEItw28wfAJC1t+n2Q2jcB+Hq6orz58/jwIEDSE5OBgD4+PggNDRU68ERQkhT9dC9M3DlFCpPnwfwFt/hNIhGCaKyshImJiZISkpC37590bdvX13FRQghTZqgcyfgCtD6VtOtQdDdXFWg230TQp6FTV+uo1ry6DyYrGnesELjiXI//fQTtm/fjl9//RVt2rTRVVx6gybKEUIaoqygHELL1jBCJbJPpcLxRXe+Q5LT2a026G6uhBBSP2MLMa4Zt4dPWRLu7jqvVwlCXXQ3V0II0ZH7Lp3hcysJpScSAbzGdzga0yhBVFVVQSAQ4L333oOLi4uuYiKEkGZB6t8JuAWYXm+aLSsadVIbGBhg0aJFqKqq0lU8hBDSbFj16QwAcH3QNEcyNWgm9ZEjR3QRCyGENCueQzpCBgEcpFnIu5rLdzga07gPon///oiOjsalS5fQpUuXWp3UgwYN0lpwhBDSlJk7meG2YTt4VSYjbWcirH378R2SRjROEB999BEAYMmSJbW2CQSCFjFHghBC1JXt2Ale6ckoOpYIoGkliAbdzVXVQsmBEEIUVfpx/RDiy02vo1rjBEEIIUR9rXtxM6odc5teR7XaCeLVV19FQUGB/PX8+fORn58vf52XlwdfX1+tBqcN+fn5eOGFFxAQEAA/Pz+sXbuW75AIIS2I5DUuQbhX3kbR3YJ6SusXtW+1IRKJkJ2dDTs7OwCAubk5kpKS4OnpCQDIzc2Fk5OT3jUzSaVSlJeXw9TUFCUlJfDz88O5c+dgbW2t1v50qw1CyLPKMJDAVZqGiz8cRsdJvfkOR/vPpH46j2h4CyfeiEQimJqaAgDKy8vBGGsysRNCmoe7tlw/RP6hptUPwXsfxNGjRxEeHg4nJycIBALs3LmzVpnY2FhIJBIYGxsjKCgIZ86c0egc+fn58Pf3h4uLC6ZPnw4bGxstRU8IIfV7/DzXzCS61LT6IdROEAKBAAKBoNa6Z1VSUgJ/f3/ExsYq3b5lyxZERUUhJiYG58+fh7+/P8LCwnDv3j15mer+haeX6seiWlpa4sKFC0hJScGmTZuQm6t6wkp5eTkKCwsVFkIIeRamPbkahP3dplWDULsPQigUon///hCLxQCA3bt3o0+fPvKJcuXl5di3b98z9UEIBALs2LFD4YaAQUFBCAwMxIoVKwBww2xdXV0xadIkREdHa3yOjz76CH369MHw4cOVbp89ezbmzJlTaz31QRBCGirzbBacuzpDCiEq84pg3MaU13i03gcREREBOzs7WFhYwMLCAu+88w6cnJzkr+3s7DB69GitBF+toqICCQkJCo8zFQqFCA0NxalTp9Q6Rm5uLoqKigBwH/JHjx5Fu3btVJafMWMGCgoK5EtGRsazXQQhpMVz6uKIewJ7iCBDyq5LfIejNrVnUsfFxekyDqUePHgAqVQKe3t7hfX29vby52HXJy0tDePHj5d3Tk+aNAkdOnRQWV4sFstrSYQQog0CoQBpbTrBLm8f8g4kAmOC+A5JLRrfaqOp6dq1K5KSkjTeLzY2FrGxsXo3bJcQ0jQVte0MnNoH1oQeqsb7KKa62NjYQCQS1epUzs3NhYODg07PHRkZiatXr+Ls2bM6PQ8hpGUQB3EjmazTm85IJr1OEEZGRujSpQsOHjwoXyeTyXDw4EF069ZNp+eOjY2Fr68vAgMDdXoeQkjL4DyQSxBeJRdR9biS52jUw3uCKC4uRlJSkrwZKCUlBUlJSUhPTwcAREVFYe3atdiwYQOuXbuGCRMmoKSkBO+++65O46IaBCFEm9yCPZEPC4hRgdR/rvEdjlp474M4d+4cQkJC5K+joqIAcKOm1q9fjzfeeAP379/HrFmzkJOTg4CAAOzbt69WxzUhhOgzoUiAFIsAdCo4gtx95+E9tCPfIdWL9wQRHBxc760vJk6ciIkTJzZSRBzqpCaEaFu+R2cg6QikZxMBjOE7nHrx3sSkr6iJiRCibQaBXD+ERUrT6KimBEEIIY3Erh93yw3PgkTIqmQ8R1M/ShCEENJIPPu3w2MYozWKcffIbb7DqRclCBVomCshRNsMTQxwq5U/ACDrb/2fMEcJQgXqgyCE6MJDN64fovy0/vdDUIIghJDG1Jnrh2h9k2oQhBBCarDpy9Ug3B4mgsn0++mWlCBUoD4IQogueA7yQyUMYMMeIDfhLt/h1IkShArUB0EI0QUTK2PcMfYFAGTs0u9+CEoQhBDSyHKduX6I0uP63Q9BCYIQQhqZrCPXD2GSTDUIQgghNViEcDUIl/tUg2iSqJOaEKIrnq/5QwYBnKR38fD6fb7DUYkShArUSU0I0RULl9ZINXwOAJC2U3+bmShBEEIID7IduH6IwiOUIAghhNRQ4cslCKMr+tsPQQmCEEJ40Lo311HtmE01CEIIITW4D+FqEJLKmyjOKuQ5GuUoQRBCCA9sfWyQKXIFAKTsvMBzNMpRglCBhrkSQnQtw4arRTw6pJ/9EJQgVKBhroQQXXv8PNcPIbygn/0QlCAIIYQnJt25GoTdXUoQhBBCanAdzNUgPMuuoLygjOdoaqMEQQghPHEKdMYDgQ0MIEXK7st8h1MLJQhCCOGJQChAqhVXi7j/r/51VFOCIIQQHhV5c/0QOK9//RCUIAghhEdGL3I1iDapVIMghBBSg+OrXA3Cs+QipOVVPEejiBKECjRRjhDSGCQve6EQrWGCMqTuS+Y7HAWUIFSgiXKEkMYgNBDijnkAACB3n371Q1CCIIQQnuV7cP0QlWf0qx+CEgQhhPBM9ALXD2Fxh2oQhBBCarDr978Z1fmJYFIZz9E8QQmCEEJ45vnq8yiDGOYoxN1jKXyHI0cJghBCeGZoaojbph0BAJm79acfghIEIYTogQduXD9E+Wn96YegBEEIIfoggEsQrW5QDYIQQkgNbUK5jmrJw/MAYzxHw2kxCaK0tBTu7u6YNm0a36EQQkgtXkM6oAoi2MjuIzcxi+9wALSgBPHNN9/gxRdf5DsMQghRytTaBHfEPgCAjF360Q/RIhLEzZs3kZycjP79+/MdCiGEqHTPieuHKD5GCQIAcPToUYSHh8PJyQkCgQA7d+6sVSY2NhYSiQTGxsYICgrCmTNnNDrHtGnTMG/ePC1FTAghulHZkeuHMLmmHx3VvCeIkpIS+Pv7IzY2Vun2LVu2ICoqCjExMTh//jz8/f0RFhaGe/fuycsEBATAz8+v1pKVlYW//voLbdu2Rdu2bRvrkgghpEEsg7kahPM9/ahBCBjTk+5yAAKBADt27MCQIUPk64KCghAYGIgVK1YAAGQyGVxdXTFp0iRER0fXe8wZM2bgt99+g0gkQnFxMSorK/HJJ59g1qxZSsuXl5ejvLxc/rqwsBCurq4oKCiAubn5s10gIYTUIT+tAJYSS+7ftx7A0staJ+cpLCyEhYVFvZ9rvNcg6lJRUYGEhASEhobK1wmFQoSGhuLUqVNqHWPevHnIyMhAamoqFi9ejHHjxqlMDtXlLSws5Iurq+szXwchhKjD0t0CaQZeAICUHUn8BgM9TxAPHjyAVCqFvb29wnp7e3vk5OTo5JwzZsxAQUGBfMnIyNDJeQghRJlMe64fovAw//0QBnwH0JjGjBlTbxmxWAyxWIzY2FjExsZCKpXqPjBCCPmf8vadgMytMLzMfz+EXtcgbGxsIBKJkJubq7A+NzcXDg4OOj03PVGOEMIHs55cDcIhm/8ahF4nCCMjI3Tp0gUHDx6Ur5PJZDh48CC6devGY2SEEKIb7kO4kUySihsoyS3mNRbeE0RxcTGSkpKQlJQEAEhJSUFSUhLS09MBAFFRUVi7di02bNiAa9euYcKECSgpKcG7776r07hiY2Ph6+uLwMBAnZ6HEEJqsvOzQ5bQGUIwpOy8wG8wjGfx8fEMQK0lIiJCXmb58uXMzc2NGRkZsa5du7LTp083WnwFBQUMACsoKGi0cxJCWrb/sxvIGMCOjFiuk+Or+7nGeyd1cHAwWD1TMSZOnIiJEyc2UkSEEMKvknadgXt/Q5jEbz8E701M+oqamAghfDHpzvVD2NzldySTXs2k1kfqzjgkhBBtyTiRDteX3FEJA7DCYhi1Fmv1+M1iJjUhhLRELt1c8VDQBoaowp3dV3iLgxKECtTERAjhi0AoQIol18z04F/++iEoQahAE+UIIXwq8uYmzMkS+OuHoARBCCF6yLArV4Nok0o1CEIIITU4DuBqEB7FFyGt4OeecLzPg2gOZDIZKioq+A6DkDoZGRlBKKTvhE2Fe+hzKEYrmKEEd/67Ac8BPo0eAyUIFdS9m2tFRQVSUlIgk8kaKTJCGkYoFMLDwwNGRkZ8h0LUIDIU4nbrAPgXnUDO3vOUIPRJZGQkIiMj5eOFlWGMITs7GyKRCK6urvTtjOgtmUyGrKwsZGdnw83NDQKBgO+QiBryJZ2ASydQeSYRwNuNfn5KEM+gqqoKpaWlcHJygqmpKd/hEFInW1tbZGVloaqqCoaGhnyHQ9QgfKEzcAkwv8VPRzV95X0G1c1PVGUnTUH13yk9BKvpsH2FG8nkUZAIJmv8m15QgtACqq6TpoD+Tpsez4G+KIcRLFk+Mk+kNvr5KUGoQDOpCSF8MzIzwh0TPwBA5t+NP2GOEoQKjTmTWioFDh8Gfv+d+9lcWwAOHz4MgUCA/Pz8ZzqORCLBsmXLtBITIfruvis3H+Lxicbvh6AEwbPt2wGJBAgJAUaO5H5KJNx6Xbl//z4mTJgANzc3iMViODg4ICwsDCdOnNDdSUmDpaamQiAQyJ+6SFoWFsD1Q7S60fg1CBrFxKPt24Hhw4Gnb7iemcmt37YNGDpU++cdNmwYKioqsGHDBnh6eiI3NxcHDx5EXl6e9k/WRFRWVtYa2VNRUdGgAQjq7tfQ45OWpU1oZ+APwC2PahBNGmNASYl6S2EhMHly7eRQfRwAmDKFK6fO8dR9qkd+fj6OHTuGBQsWICQkBO7u7ujatStmzJiBQYMGAQDee+89DBw4UGG/yspK2NnZ4aeffgLAPQlw0qRJmDp1KqysrGBvb4+1a9fKnxfeunVreHt7459//qkVw4kTJ9CxY0cYGxvjxRdfxOXLlxW2//nnn2jfvj3EYjEkEgm+++479S6uhnXr1sHHxwfGxsZ4/vnnsXLlSvm26m/kW7ZsQe/evWFsbIyNGzdizJgxGDJkCL755hs4OTmhXbt2AIBLly6hT58+MDExgbW1NcaPH4/i4icPk1e139Nmz56NgIAArFu3Dh4eHjA2NgYA7Nu3Dy+99BIsLS1hbW2NgQMH4vbt2/L9PDw8AACdOnWCQCBAcHCwWtdJmgfPIR0hhRD2shzcu5DduCfXyQNPm5G6nt36+PFjdvXqVfb48WPGGGPFxYxxH9WNvxQXq3c9lZWVzMzMjE2dOpWVlZUpLXPixAkmEolYVlaWfN327dtZq1atWFFREWOMsd69e7PWrVuzuXPnshs3brC5c+cykUjE+vfvz9asWcNu3LjBJkyYwKytrVlJSQlj7Mnzx318fNi///7LLl68yAYOHMgkEgmrqKhgjDF27tw5JhQK2VdffcWuX7/O4uLimImJCYuLi5PH4u7uzpYuXaryGn/77Tfm6OjI/vzzT3bnzh32559/sjZt2rD169czxhhLSUlhAJhEIpGXycrKYhEREczMzIyNGjWKXb58mV2+fJkVFxczR0dHNnToUHbp0iV28OBB5uHhofDMdGX7KRMTE8NatWrF+vXrx86fP88uXLjAGGNs27Zt7M8//2Q3b95kiYmJLDw8nHXo0IFJpVLGGGNnzpxhANiBAwdYdnY2y8vLU+s6n/b03ytpOm4a+TIGsLNz9mjleOo+k5oShAorVqxgPj4+rG3bts0qQTDGfSBZWVkxY2Nj1r17dzZjxgz5h1U1X19ftmDBAvnr8PBwNmbMGPnr3r17s5deekn+uqqqirVq1YqNGjVKvi47O5sBYKdOnWKMPUkQmzdvlpfJy8tjJiYmbMuWLYwxxkaOHMn69u2rEMv06dOZr6+v/HV9CcLLy4tt2rRJYd3cuXNZt27dGGNPEsSyZcsUykRERDB7e3tWXl4uX7dmzRpmZWXFimu8wXv27GFCoZDl5OSo3E+ZmJgYZmhoyO7du1dnufv37zMA7NKlSwrxJiYmanSdT6ME0XQdk7zNGMDiQ7/WyvHUTRDUxKRCQ0YxmZoCxcXqLXv3qnfMvXvVO54mE7mHDRuGrKws7Nq1C/369cPhw4fRuXNnrF+/Xl7m/fffR1xcHAAgNzcX//zzD9577z2F43Ts2FH+b5FIBGtra3To0EG+zt7eHgBw7949hf26desm/3ebNm3Qrl07XLt2DQBw7do19OjRQ6F8jx49cPPmTbUmeJWUlOD27dsYO3YszMzM5MvXX3+t0GwDAC+88EKt/Tt06KDQL3Dt2jX4+/ujVatWCvHIZDJcv35d5X6quLu7w9bWVmHdzZs38dZbb8HT0xPm5uaQSCQAgPT0dK1cJ2n6qjpwI5mMrzZuPwR1UmuRQADU+Byp0yuvAC4uXIe0sv4DgYDb/sorgEik3TgBwNjYGH379kXfvn0xc+ZMvP/++4iJicGYMWMAAKNHj0Z0dDROnTqFkydPwsPDAz179lQ4xtOdugKBQGFd9cSsxryRYXXfwNq1axEUFKSwTfTUG9lKyS9L2Tp1qLufsnLh4eFwd3fH2rVr4eTkBJlMBj8/vzrvEKzJdZKmz7x3J2A34HSvcUcyUQ2CJyIR8P333L+fnuBa/XrZMt0kB2V8fX1RUlIif21tbY0hQ4YgLi4O69evx7vvvqu1c50+fVr+70ePHuHGjRvw8eHuVOnj41NruO2JEyfQtm1btT747O3t4eTkhDt37sDb21thqe7s1YSPjw8uXLig8N6cOHECQqFQZWe0JvLy8nD9+nV8+eWXePnll+Hj44NHjx4plFF2iwxtXyfRb57DuKGublUpKEh9VE9p7aEaBI+GDuWGsk6ZAty9+2S9iwuXHHQxxDUvLw8jRozAe++9h44dO6J169Y4d+4cFi5ciMGDByuUff/99zFw4EBIpVJERERoLYavvvoK1tbWsLe3xxdffAEbGxsMGTIEAPDJJ58gMDAQc+fOxRtvvIFTp05hxYoVGo3OmTNnDiZPngwLCwv069cP5eXlOHfuHB49eoSoqCiNYn377bcRExODiIgIzJ49G/fv38ekSZMwatQoeRPas7CysoK1tTXWrFkDR0dHpKenIzo6WqGMnZ0dTExMsG/fPri4uMDY2BgWFhZavU6i3ywllkg38IBbVQpSdiQh4OOQRjkv1SB4NnQokJoKxMcDmzZxP1NSdJMcAMDMzAxBQUFYunQpevXqBT8/P8ycORPjxo3DihUrFMqGhobC0dERYWFhcHJy0loM8+fPx5QpU9ClSxfk5ORg9+7d8m/JnTt3xh9//IHNmzfDz88Ps2bNwldffSVv+lLH+++/j3Xr1iEuLg4dOnRA7969sX79+gZ9szY1NcX+/fvx8OFDBAYGYvjw4Xj55ZdrvVcNJRQKsXnzZiQkJMDPzw8ff/wxFi1apFDGwMAAP/zwA1avXg0nJyd5ItfmdRL9l2XH1SIK4huvH0LAmLoj6Fum6udBFBQUwNzcXGFbWVkZUlJSFMa0NyfFxcVwdnZGXFwchuoqY5FG09z/Xpu7+NBvEHLwS5yQvI0eKb8907Hq+lyriWoQpBaZTIZ79+5h7ty5sLS0lE+gI4Twx6wnV4Owz268jmpKEKSW9PR02NvbY9OmTfj5559hYEBdVYTwzW0IN9TVozwZpQ9KG+Wc9D+f1CKRSEAtj4ToF3t/B+QKHWAvy8GdnRfh9/6LOj8n1SBUoOdBEEL0TZo1V4t4eKBxOqopQajQmM+DIIQQdZS25fohkNQ4/RCUIAghpIkQd+NqELYZVIMghBBSg0s4V4PwLL2MyhLVt2LRFkoQhBDSRLi8JEG+wBJiVODO31d1fj5KEIQQ0kQIhAKkWHC1iHv7dd8PQQlCH0ilwOHDwO+/cz/VuK21rtFzkAnRTwVeXD+ELEH3/RCUIPi2fTsgkQAhIcDIkdxPiYRbryNjxoyBQCCQL9bW1ujXrx8uXrwoL+Pq6ors7Gz4+fkBAA4fPgyBQID8/HydxaWvJBIJli1bxncYhAAADLtyNQirFKpBNG/btwPDhyveyhXgHhIxfLhOk0S/fv2QnZ2N7OxsHDx4EAYGBgrPoRaJRHBwcGiUWdTKnnsglUob9BwJdfdjjKGqqkrj4xPCN/v+XA3CsygJskrdtjZQgtAmxoCSEvWWwkJg8mTlTwuqXjdlCldOneNpOPNZLBbDwcEBDg4OCAgIQHR0NDIyMnD//n0Aik1MqampCAnhbi9sZWUFgUBQ591Vjx8/jp49e8LExASurq6YPHmywvMUJBIJ5s6di9GjR8Pc3Bzjx4/H+vXrYWlpiV27dsHX1xdisRjp6el49OgRRo8eDSsrK5iamqJ///64efOm/Fiq9ntadQ3on3/+QZcuXSAWi3H8+HHcvn0bgwcPhr29PczMzBAYGIgDBw7I9wsODkZaWho+/vhjeY1L3eskRBc8wtqiBKYwQwlSD9zS6blaRIKQSCTo2LEjAgIC5B90OlFaCpiZqbdYWHA1BVUY42oWFhbqHa+04fdmKS4uxm+//QZvb29YW1vX2u7q6oo///wTAHD9+nVkZ2fj++qnHT3l9u3b6NevH4YNG4aLFy9iy5YtOH78OCZOnKhQbvHixfD390diYiJmzpwJACgtLcWCBQuwbt06XLlyBXZ2dhgzZgzOnTuHXbt24dSpU2CM4dVXX0VlZaX8WMr2UyU6Ohrz58/HtWvX0LFjRxQXF+PVV1/FwYMHkZiYiH79+iE8PFyeZLZv3w4XFxd89dVX8hqXJtdJiLaJjES4Y+YPAMjZq+N+CK08AVvPubu7s6KiogbtW9fDvWs9BL64mDHuo73xl+Jita8pIiKCiUQi1qpVK9aqVSsGgDk6OrKEhAR5mZSUFAaAJSYmMsYYi4+PZwDYo0eP6jz22LFj2fjx4xXWHTt2jAmFQvn75O7uzoYMGaJQJi4ujgFgSUlJ8nU3btxgANiJEyfk6x48eMBMTEzYH3/8oXI/Zarj37lzZ53lGGOsffv2bPny5fLX7u7ubOnSpRpfp76p9fdKmqzDfh8xBrD4wOkN2r+uz7Wa6GZ92mRqCvzvWcH1OnoUePXV+svt3Qv06qXeuTUQEhKCH3/8EQD32M+VK1eif//+OHPmDNzd3TU6Vk0XLlzAxYsXsXHjRvk6xhhkMhlSUlLkjxZ94YUXau1rZGSEjh07yl9fu3YNBgYGCs9ctra2Rrt27XDt2jWV+9Xl6fMWFxdj9uzZ2LNnD7Kzs1FVVYXHjx8rbaZqyHUSoguCzp2By4D5bd3WIHhvYjp69CjCw8Ph5OQEgUCAnTt31ioTGxsLiUQCY2NjBAUF4cyZMxqdQyAQoHfv3ggMDFT4D611AgHQqpV6yyuvcM8WffqB1DWP5erKlVPneKqOo0KrVq3kzzAODAzEunXrUFJSgrVr1z7TW1BcXIwPPvgASUlJ8uXChQu4efMmvLy8FM7/NBMTE4U2fnVpst/T5502bRp27NiBb7/9FseOHUNSUhI6dOigtOO8JnWvkxBdsH2FG8nk/fAMTkRuQtKyw5BWaL/DmvcaRElJCfz9/fHee+8pfWrZli1bEBUVhVWrViEoKAjLli1DWFgYrl+/Lm9rDggIUDoi5d9//4WTkxOOHz8OZ2dnZGdnIzQ0FB06dFD5jbO8vBzl5eXy14WFhVq60qeIRMD333OjlQQCxU7m6g+7Zcu4co1AIBBAKBTi8ePHSrdXPxJUWs8cjc6dO+Pq1avw9vZ+5ph8fHxQVVWF//u//0P37t0BcM/Uvn79Onx9fZ/5+ABw4sQJjBkzBq+99hoA7oM/NTVVoYyRkVGt69bmdRKiqUdnboIBMEcReqx8GwCQNc0F6VHf48WFWnz6Y4MasHQEANuxY4fCuq5du7LIyEj5a6lUypycnNi8efMadI5p06axuLg4ldtjYmIYgFqLWn0QDfHnn4y5uCj2J7i6cut1JCIigvXr149lZ2ez7OxsdvXqVfbRRx8xgUDA4uPjGWO1+yDu3r3LBAIBW79+Pbt3757KPp0LFy4wExMTFhkZyRITE9mNGzfYzp07FX6Hytr04+LimIWFRa3jDR48mPn6+rJjx46xpKQk1q9fP+bt7c0qKirq3O9pqvpQXnvtNRYQEMASExNZUlISCw8PZ61bt2ZTpkyRl+nbty8bNGgQu3v3Lrt//77a16lvqA+ieTg1/U8mhYDJnuqHlELApBCwU9Pr/+xQtw+C9yamulRUVCAhIQGhoaHydUKhEKGhoTh16pRaxygpKUFRUREA7tvhoUOH0L59e5XlZ8yYgYKCAvmSkZHxbBdRn6FDgdRUID4e2LSJ+5mSwq3XoX379sHR0RGOjo4ICgrC2bNnsXXrVgQHByst7+zsjDlz5iA6Ohr29vYqR+t07NgRR44cwY0bN9CzZ0906tQJs2bNgpOTU4PijIuLQ5cuXTBw4EB069YNjDHs3bsXhoaGDTre05YsWQIrKyt0794d4eHhCAsLQ+fOnRXKfPXVV0hNTYWXlxdsbW0BaP86CVGHtEIKtyVTADA83agqBNcK4bpkqvaam7SU1LQCT9UgMjMzGQB28uRJhXLTp09nXbt2VeuYt2/fZh07dmQdO3Zk7du3Z8uWLdMoJo1GMRGix+jvtelLXBqv1qjGxKXxdR6HRjH9j6enJy5cuKDxfrGxsYiNja23zZ0QQhpL6e1srZarj143MdnY2EAkEiE3N1dhfW5uLhwcHHR6bnqiHCFE35h6OWq1XH30OkEYGRmhS5cuOHjwoHydTCbDwYMH0a1bN52em55JTQjRNx0+6okskQtktXogODIIkClyRYePemrlfLwniOLiYvk4cgBISUlBUlKSfKJSVFQU1q5diw0bNuDatWuYMGECSkpK8O677+o0LqpBEEL0jchIhPQo7jY3TyeJ6tcZUcsgMtLO8Hje+yDOnTuncH+kqKgoAEBERATWr1+PN954A/fv38esWbOQk5ODgIAA7Nu3D/b29nyFXAvT8EZ5hPCB/k6bhxcXDsVpbIPbkilwkj65E3S2yAUZUcu0Og9CwOivRqmandQ3btxAQUEBzM3NFcpUVlbi1q1bcHJygoWFBU+REqKegoICZGVlwdvbW2vDhAl/pBVSXFp5DKW3s2Hq5YgOH/VUu+ZQWFgICwsLpZ9rNVGCqEddbyRjDOnp6aisrISTkxOEQt5b7AhRSiaTISsrC4aGhnBzc2vQLU1I86FuguC9iakpEwgEcHR0REpKCtLS0vgOh5A6CYVCSg5EI5QgnpGRkRGee+65em/uRgjfjIyMqJZLNEIJQgVNJsoJhUIYGxs3QlSEENJ4qA+iHuq21RFCSFOh7uca1TcJIYQoRQmCEEKIUtQHoUJ1H0T1g4h09uAgQghpZNWfZ/X1MFAfRD3u3r0LV1dXvsMghBCty8jIgIuLi8rtlCDqUT3BqHXr1hqNHy8sLISrqysyMjKoc7sGel9Uo/dGOXpfVGvoe8MYQ1FRUb0TfKmJqR5CobDODFsfc3Nz+qNWgt4X1ei9UY7eF9Ua8t6oc3sg6qQmhBCiFCUIQgghSlGC0BGxWIyYmBiIxWK+Q9Er9L6oRu+NcvS+qKbr94Y6qQkhhChFNQhCCCFKUYIghBCiFCUIQgghSlGCIIQQohQlCC1LTU3F2LFj4eHhARMTE3h5eSEmJqbWA4UuXryInj17wtjYGK6urli4cCFPETeeb775Bt27d4epqSksLS2VlklPT8eAAQNgamoKOzs7TJ8+XX4/rOYsNjYWEokExsbGCAoKwpkzZ/gOqdEdPXoU4eHhcHJygkAgwM6dOxW2M8Ywa9YsODo6wsTEBKGhobh58yY/wTaiefPmITAwEK1bt4adnR2GDBmC69evK5QpKytDZGQkrK2tYWZmhmHDhiE3N/eZz00JQsuSk5Mhk8mwevVqXLlyBUuXLsWqVavw+eefy8sUFhbilVdegbu7OxISErBo0SLMnj0ba9as4TFy3auoqMCIESMwYcIEpdulUikGDBiAiooKnDx5Ehs2bMD69esxa9asRo60cW3ZsgVRUVGIiYnB+fPn4e/vj7CwMNy7d4/v0BpVSUkJ/P39ERsbq3T7woUL8cMPP2DVqlX4v//7P7Rq1QphYWEoKytr5Egb15EjRxAZGYnTp0/jv//+Q2VlJV555RWUlJTIy3z88cfYvXs3tm7diiNHjiArKwtDhw599pMzonMLFy5kHh4e8tcrV65kVlZWrLy8XL7us88+Y+3ateMjvEYXFxfHLCwsaq3fu3cvEwqFLCcnR77uxx9/ZObm5grvVXPTtWtXFhkZKX8tlUqZk5MTmzdvHo9R8QsA27Fjh/y1TCZjDg4ObNGiRfJ1+fn5TCwWs99//52HCPlz7949BoAdOXKEMca9D4aGhmzr1q3yMteuXWMA2KlTp57pXFSDaAQFBQVo06aN/PWpU6fQq1cvGBkZydeFhYXh+vXrePToER8h6oVTp06hQ4cOsLe3l68LCwtDYWEhrly5wmNkulNRUYGEhASEhobK1wmFQoSGhuLUqVM8RqZfUlJSkJOTo/A+WVhYICgoqMW9TwUFBQAg/0xJSEhAZWWlwnvz/PPPw83N7ZnfG0oQOnbr1i0sX74cH3zwgXxdTk6OwocgAPnrnJycRo1Pn7TE9+XBgweQSqVKr7u5XnNDVL8XLf19kslkmDp1Knr06AE/Pz8A3HtjZGRUq19PG+8NJQg1RUdHQyAQ1LkkJycr7JOZmYl+/fphxIgRGDduHE+R61ZD3hdCSMNERkbi8uXL2Lx5c6Ocj273raZPPvkEY8aMqbOMp6en/N9ZWVkICQlB9+7da3U+Ozg41BphUP3awcFBOwE3Ek3fl7o4ODjUGr3TVN8XddnY2EAkEin9e2iu19wQ1e9Fbm4uHB0d5etzc3MREBDAU1SNa+LEifj7779x9OhRhUcQODg4oKKiAvn5+Qq1CK38DT1TDwZR6u7du+y5555jb775Jquqqqq1vbqTuqKiQr5uxowZ1En9v07q3Nxc+brVq1czc3NzVlZW1ogRNq6uXbuyiRMnyl9LpVLm7OxMndRKOqkXL14sX1dQUNAiOqllMhmLjIxkTk5O7MaNG7W2V3dSb9u2Tb4uOTlZK53UlCC07O7du8zb25u9/PLL7O7duyw7O1u+VMvPz2f29vZs1KhR7PLly2zz5s3M1NSUrV69msfIdS8tLY0lJiayOXPmMDMzM5aYmMgSExNZUVERY4yxqqoq5ufnx1555RWWlJTE9u3bx2xtbdmMGTN4jly3Nm/ezMRiMVu/fj27evUqGz9+PLO0tFQYzdUSFBUVyf8mALAlS5awxMRElpaWxhhjbP78+czS0pL99ddf7OLFi2zw4MHMw8ODPX78mOfIdWvChAnMwsKCHT58WOHzpLS0VF7mww8/ZG5ubuzQoUPs3LlzrFu3bqxbt27PfG5KEFoWFxfHAChdarpw4QJ76aWXmFgsZs7Ozmz+/Pk8Rdx4IiIilL4v8fHx8jKpqamsf//+zMTEhNnY2LBPPvmEVVZW8hd0I1m+fDlzc3NjRkZGrGvXruz06dN8h9To4uPjlf59REREMMa4b9IzZ85k9vb2TCwWs5dffpldv36d36AbgarPk7i4OHmZx48fs48++ohZWVkxU1NT9tprryl8KW0out03IYQQpWgUEyGEEKUoQRBCCFGKEgQhhBClKEEQQghRihIEIYQQpShBEEIIUYoSBCGEEKUoQRBCCFGKEgQheqyiogLe3t44efKkyjKpqakQCARISkrS6NjR0dGYNGnSM0ZImjNKEIQocf/+fUyYMAFubm4Qi8VwcHBAWFgYTpw4IS8jkUggEAhw+vRphX2nTp2K4OBg+evZs2fLb30uEong6uqK8ePH4+HDh/XGsWrVKnh4eKB79+5qx16dMKoXIyMjeHt74+uvv0bNGydMmzYNGzZswJ07d9Q+NmlZKEEQosSwYcOQmJiIDRs24MaNG9i1axeCg4ORl5enUM7Y2BifffZZvcdr3749srOzkZ6ejri4OOzbt0/ls7mrMcawYsUKjB07tkHXcODAAWRnZ+PmzZuYM2cOvvnmG/z888/y7TY2NggLC8OPP/7YoOOT5o8SBCFPyc/Px7Fjx7BgwQKEhITA3d0dXbt2xYwZMzBo0CCFsuPHj8fp06exd+/eOo9pYGAABwcHODs7IzQ0FCNGjMB///1X5z4JCQm4ffs2BgwYoLD+zJkz6NSpE4yNjfHCCy8gMTFR6f7W1tZwcHCAu7s73n77bfTo0QPnz59XKBMeHt5oD58hTQ8lCEKeYmZmBjMzM+zcuRPl5eV1lvXw8MCHH36IGTNmQCaTqXX81NRU7N+/X+GZ5MocO3YMbdu2RevWreXriouLMXDgQPj6+iIhIQGzZ8/GtGnT6j3nuXPnkJCQgKCgIIX1Xbt2xd27d5GamqpW7KRloQRByFMMDAywfv16bNiwAZaWlujRowc+//xzXLx4UWn5L7/8EikpKdi4caPKY166dAlmZmYwMTGBh4cHrly5Um/TVFpaGpycnBTWbdq0CTKZDD/99BPat2+PgQMHYvr06Ur37969O8zMzGBkZITAwEC8/vrrGD16tEKZ6uOnpaXVGQtpmShBEKLEsGHDkJWVhV27dqFfv344fPgwOnfujPXr19cqa2tri2nTpmHWrFmoqKhQerx27dohKSkJZ8+exWeffYawsLB6RxA9fvwYxsbGCuuuXbuGjh07Kqzv1q2b0v23bNmCpKQkXLhwAX/88Qf++usvREdHK5QxMTEBAJSWltYZC2mZKEEQooKxsTH69u2LmTNn4uTJkxgzZgxiYmKUlo2KisLjx4+xcuVKpdurRxL5+flh/vz5EIlEmDNnTp3nt7GxwaNHjxocv6urK7y9veHj44MRI0Zg6tSp+O6771BWViYvUz2SytbWtsHnIc0XJQhC1OTr64uSkhKl28zMzDBz5kx88803KCoqqvdYX375JRYvXoysrCyVZTp16oTk5GSFoak+Pj64ePGiwof808NsVRGJRKiqqlKo5Vy+fBmGhoZo3769WscgLQslCEKekpeXhz59+uC3337DxYsXkZKSgq1bt2LhwoUYPHiwyv3Gjx8PCwsLbNq0qd5zdOvWDR07dsS3336rskxISAiKi4tx5coV+bqRI0dCIBBg3LhxuHr1Kvbu3YvFixervI6cnBzcvXsX//zzD77//nuEhITA3NxcXubYsWPo2bOnvKmJkJooQRDyFDMzMwQFBWHp0qXo1asX/Pz8MHPmTIwbNw4rVqxQuZ+hoSHmzp2r8O2+Lh9//DHWrVuHjIwMpdutra3x2muvKXR+m5mZYffu3bh06RI6deqEL774AgsWLFC6f2hoKBwdHSGRSDB+/Hi8+uqr2LJli0KZzZs3Y9y4cWrFS1oeeiY1IXrs4sWL6Nu3L27fvg0zMzOtHvuff/7BJ598gosXL8LAwECrxybNA9UgCNFjHTt2xIIFC5CSkqL1Y5eUlCAuLo6SA1GJahCEEEKUohoEIYQQpShBEEIIUYoSBCGEEKUoQRBCCFGKEgQhhBClKEEQQghRihIEIYQQpShBEEIIUYoSBCGEEKX+H7lFDjTVMbPiAAAAAElFTkSuQmCC",
"text/plain": [
"<Figure size 400x400 with 1 Axes>"
]
],
"source": [
"# QAM16\n",
+ "\n",
"symbol_error_rate = []\n",
"bit_error_rate = []\n",
"\n",
" signal_power = np.mean(np.abs(QAM16_symbols)**2)\n",
" noise_power = signal_power / SNR_linear\n",
"\n",
- " noise = noise_power * np.random.normal(0, 1, size=(num_symbols, 2))\n",
+ " noise = math.sqrt(noise_power) * np.random.normal(0, 1, size=(num_symbols, 2))\n",
" rx_signal = QAM16_symbols + noise\n",
"\n",
" distances = np.zeros(len(QAM16), dtype=float)\n",
" \n",
" BER = bit_errors / num_symbols\n",
" \n",
- " # print(\"errors: \", errors)\n",
- " # print(\"QAM16 Symbol error rate (SER): \", SER)\n",
- " \n",
" # Make the plot for specific SNR_dB\n",
" if SNR_dB == 20:\n",
" r_x = [x for x, y in rx_signal]\n",
"# Final curve plot\n",
"plt.figure(figsize=(4, 4))\n",
"plt.title(\"QAM-16 modulation error rate\")\n",
- "plt.plot(SNR_list, symbol_error_rate, 'o-', color=\"blue\")\n",
- "plt.plot(SNR_list, bit_error_rate, 'o-', color=\"red\")\n",
+ "plt.semilogy(SNR_list, symbol_error_rate, 'o-', color=\"blue\")\n",
+ "plt.semilogy(SNR_list, bit_error_rate, 'o-', color=\"red\")\n",
"plt.legend([\"Symbol error rate\", \"Bit error rate\"])\n",
"plt.xlabel(\"SNR (dB)\")\n",
- "plt.ylabel(\"Error rate\")"
+ "plt.ylabel(\"Error rate\")\n"
]
},
{
"cell_type": "code",
- "execution_count": 77,
+ "execution_count": 53,
"metadata": {},
"outputs": [
{
"data": {
- "image/png": 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",
+ "image/png": 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"text/plain": [
"<Figure size 640x480 with 1 Axes>"
]
}
],
"source": [
+ "# Hamming code\n",
+ "\n",
"def hamming_encode(data):\n",
" if len(data) % 4 != 0:\n",
" raise ValueError(\"input data multiple of 4\")\n",
"num_symbols_encoded = len(QPSK_symbols_encoded)\n",
"num_symbols_plain = len(QPSK_symbols_plain)\n",
"\n",
- "SNR_list = np.linspace(-20, 10, 16)\n",
+ "SNR_list = np.linspace(-20, 20, 10)\n",
"\n",
"# Encoded QPSK\n",
"for SNR_dB in SNR_list:\n",
" signal_power = np.mean(np.abs(QPSK_symbols_encoded)**2)\n",
" noise_power = signal_power / SNR_linear\n",
"\n",
- " noise = noise_power * np.random.normal(0, 1, size=(num_symbols_encoded, 2))\n",
+ " noise = math.sqrt(noise_power) * np.random.normal(0, 1, size=(num_symbols_encoded, 2))\n",
" rx_signal = QPSK_symbols_encoded + noise\n",
"\n",
" distances = np.zeros(len(QPSK), dtype=float)\n",
" signal_power = np.mean(np.abs(QPSK_symbols_plain)**2)\n",
" noise_power = signal_power / SNR_linear\n",
"\n",
- " noise = noise_power * np.random.normal(0, 1, size=(num_symbols_plain, 2))\n",
+ " noise = math.sqrt(noise_power) * np.random.normal(0, 1, size=(num_symbols_plain, 2))\n",
" rx_signal = QPSK_symbols_plain + noise\n",
"\n",
" distances = np.zeros(len(QPSK), dtype=float)\n",
" ber_plain.append(BER)\n",
"\n",
"plt.figure(3)\n",
- "plt.semilogy(SNR_list, ber_encoded, 'o-', label=\"With hamming\")\n",
- "plt.semilogy(SNR_list, ber_plain, 's-', label=\"Without encoding\")\n",
+ "plt.semilogy(SNR_list, ber_encoded, 'o-', label=\"With hamming\", color=\"blue\")\n",
+ "plt.semilogy(SNR_list, ber_plain, 'o-', label=\"Without encoding\", color=\"red\")\n",
"plt.title(\"Bit error rate for QPSK communication with and without encoding\")\n",
"plt.xlabel(\"SNR (dB)\")\n",
"plt.ylabel(\"Bit error rate\")\n",
"plt.legend()\n",
"plt.grid(True)\n",
- "plt.show()\n",
- "\n",
- "\n",
- "\n",
- "# Also check with Rayleigh-fading channel"
+ "plt.show()\n"
]
}
],
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\usepackage{hyperref}
\usepackage{xcolor}
\usepackage{todonotes}
+\usepackage{amsmath}
\title{TSKS35: Information and Communications Engineering Lab Report}
\author{Nils Forssén}
\subsection{Student tasks}
Exercise 2 is made up of three student tasks covering the following topics:
-\todo{}.
-\begin{itemize}
- \item This is a topic
- \item This is another topic
+\begin{itemize}
+ \item Calculation of the power, energy, autocorrelation function and energy/power spectrum of a given periodic signal.
+ \item Sampling of a two-tone signal at different sampling-rates.
+ \item Generation of a bandpass signal and obtaining the lowpass representation.
\end{itemize}
+The Python-code used to complete the tasks and generate the plots is included in the appendix\nobreakspace\ref{app:code_lab2}.
+
+\subsection{Student task 1: Power- and energy-type signals}
+
+The first task was to calculate the power and energy of a given periodic signal with the frequency 4000 Hz.
+The signal is shown in figure~\ref{fig:given_signal}. The duration of the signal is supposed to be interpreted as infinite.
+
+\begin{figure}
+ \centering
+ \includegraphics[width=0.8\textwidth]{images/given_signal.png}
+ \caption{Given periodic signal.}\label{fig:given_signal}
+\end{figure}
+
+Since the signal is interpreted as infinitely periodic, the signal is of power-type. This means that the energy $E$ of the signal
+is trivially infinite. The power $P$ of the signal was calculated. \todo{add formulas?}
+
+\begin{align*}
+ P & = 0.5 \\
+ E & = \infty
+\end{align*}
+
+The task also included finding and plotting the autocorrelation function and power spectrum (energy spectrum not applicable to power-type signals).
+These plots are displayed in figure~\ref{fig:autocorr_func} and~\ref{fig:power_spectrum} respectively.
+
+\begin{figure}
+ \centering
+ \includegraphics[width=0.8\textwidth]{images/autocorr_func.png}
+ \caption{Autocorrelation function of the given periodic signal.}\label{fig:autocorr_func}
+\end{figure}
+
+\begin{figure}
+ \centering
+ \includegraphics[width=0.8\textwidth]{images/power_spectrum.png}
+ \caption{Power spectrum of the given periodic signal.}\label{fig:power_spectrum}
+\end{figure}
+
+\subsection{Student task 2: Sampling}
+
+The second task of laboratory exercise 2 was to sample a given two-tone signal ($f_1 = 10$ Hz, $f_2 = 60$ Hz) and compare the spectrum of the original
+signal with that of the sampled signal for different sample-rates. The Spectrum of the original signal is displayed in figure~\ref{fig:spectrum_orig}.
+The two-tone signal sampled at a frequency of 80 Hz is displayed in figure~\ref{fig:sampled_signal} and the spectrum of the resulting signal obtained from the samples is
+displayed in figure~\ref{fig:spectrum_sampled}.
+
+\begin{figure}
+ \centering
+ \includegraphics[width=0.8\textwidth]{images/spectrum_orig.png}
+ \caption{Frequency spectrum of original two-tone signal.}\label{fig:spectrum_orig}
+\end{figure}
+
+\begin{figure}
+ \centering
+ \includegraphics[width=0.8\textwidth]{images/sampled_orig.png}
+ \caption{Original two-tone signal sampled at 80 Hz.}\label{fig:sampled_signal}
+\end{figure}
+
+\begin{figure}
+ \centering
+ \includegraphics[width=0.8\textwidth]{images/spectrum_sampled.png}
+ \caption{Frequency spectrum of the resulting signal obtained from the samples (80 Hz).}\label{fig:spectrum_sampled}
+\end{figure}
+
+The spectrum of the same original two-tone signal is also sampled at 160 Hz and displayed in figure~\ref{fig:spectrum_sampled_2}.
+
+\begin{figure}
+ \centering
+ \includegraphics[width=0.8\textwidth]{images/spectrum_sampled_2.png}
+ \caption{Frequency spectrum of the resulting signal obtained from the samples (160 Hz).}\label{fig:spectrum_sampled_2}
+\end{figure}
+
+As seen in figure~\ref{fig:spectrum_sampled} and~\ref{fig:spectrum_sampled_2}, when the sampling-frequency is lower than the Nyqvist-rate
+(twice the highest frequency component, the bandwidth) aliasing will occur and reconstructing
+the original signal from the samples will be difficult.
+
+\subsection{Student task 3: Bandpass signal and lowpass representation}
+
+The third task was to generate a two-tone ($f_1 = f_0 - 10$ Hz, $f_2 = f_0 + 10$ Hz) bandpass signal centered around $f_0 = 5000$ Hz.
+This signal was then to be shifted into its lowpass representation centered around 0 Hz.
+
+To obtain a lowpass representation $y(t)$ from bandpass signal $x(t)$, the following formula can be used:
+
+\begin{align*}
+ z(t) &= x(t) + j\hat{x}(t) \\
+ \hat{x}(t) &= \frac{1}{2\pi}*x(t) \\
+ y(t) &= z(t)e^{-j 2 \pi f_0 t}
+\end{align*}
+
+Where $z(t)$ is an analytical signal. This operation however includes a convolution and is thus often easier to perform in the frequency domain, which
+was how the task was solved. $X(f$), $Z(f)$ and $Y(f)$ are the fourier-transforms of the respective signals. In figure~\ref{fig:spectrum_bandpass},~\ref{fig:spectrum_analytical} and~\ref{fig:spectrum_lowpass}
+the frequency spectrum of the signals are displayed. \todo{frequency formulas?}
+
+\begin{figure}
+ \centering
+ \includegraphics[width=0.8\textwidth]{images/spectrum_bandpass.png}
+ \caption{Frequency spectrum of two-tone bandpass signal.}\label{fig:spectrum_bandpass}
+\end{figure}
+
+\begin{figure}
+ \centering
+ \includegraphics[width=0.8\textwidth]{images/spectrum_analytical.png}
+ \caption{Frequency spectrum of the created analytical signal.}\label{fig:spectrum_analytical}
+\end{figure}
+
+\begin{figure}
+ \centering
+ \includegraphics[width=0.8\textwidth]{images/spectrum_lowpass.png}
+ \caption{Frequency spectrum of the resulting lowpass signal.}\label{fig:spectrum_lowpass}
+\end{figure}
+
\subsection{Report questions}
Answers for the report questions of Laboratory Exercise 2.
Why is it called time-average autocorrelation function, and what is the power
spectrum?}
- This is my answer \todo
+ An energy-type signal is a signal with a finite energy (see definition, \textit{finite area}). This signal will have a power of 0, because the time-average energy of the signal is 0.
+ A power-type signal is a signal with an infinite energy and a finite time-average power. Infinitely periodic signals are power-type signals. The signal from student task 1 is a power-type signal since its duration is interpreted to be infinite, thus having infinite energy.
+
+ It is called the time-average autocorrelation function because as the signal is of infinite length, a complete autocorrelation is not possible, instead the autocorrelation is only made across one period, which is made to represent the time-average.
- \item \textbf{What happen at different sampling rates in Student Task 2?
- What is the aliasing distortion?}
+ \item \textbf{What happen at different sampling rates in Student Task 2? What is the aliasing distortion?}
- This is my answer
+ As shown in figure~\ref{fig:spectrum_sampled} and~\ref{fig:spectrum_sampled_2} the lower sample-rate introduces multiple peaks in the frequency spectrum which were not present in the original spectrum.
+ This is called aliasing distortion and occurs when the sample rate is below the Nyqvist-rate (double the highest frequency component, the bandwidth, of the signal). The introduced peaks in the spectrum diagram
+ makes reconstruction of the original signal from the sampled data difficult since new frequency components are introduced as distortion.
- \item \textbf{3. What is the lowpass representation of a
- bandpass signal?}
+ \item \textbf{3. What is the lowpass representation of a bandpass signal?}
- This is my answer
+ The lowpass representation of a bandpass signal is simply the bandpass signal shifted from being centered closely around a carrier frequency to being centerd closely around 0 Hz, essentially removing the carrier wave of the signal and leaving the rest of the signal as is.
\end{enumerate}
\subsection{Student tasks}
-The first task was to create an alphabet of 16 symbols, each encoded using at most 8 bits for Huffman coding.
+The first task was to create an alphabet of 16 symbols from a list of probabilities, each encoded using at most 8 bits for Huffman coding.
After the alphabet was generated the given, incomplete, Huffman encoding algorithm was to be finalized.
The final task was similarly to finish a Huffman decoding algorithm and verify the functionality of the algorithms created.
Average codeword length: 4.375
\end{lstlisting}
-In the output the alphabet is first listed in the format: \textit{symbol Huffman-code probability}.
-The probabilities are all randomly generated. Shown below the alphabet is the bitstring to be decoded and
+In the output the alphabet generated from the probabilities is first listed in the format: \textit{symbol Huffman-code probability}. \todo{describe huffman?}
+Shown below the alphabet is the bitstring to be decoded and
the resulting string of symbols obtained when decoding the bitstring using the generated alphabet. Finally
the entropy and the average codeword length of the source, the generated alphabet, is calculated and displayed.
\begin{enumerate}
\item \textbf{What is the difference between lossless and lossy compression? What type of compression is done with Huffman coding?}
- This is my answer \todo
+ Lossless encoding compresses data without losing any information. Lossy compression may result in information being lost. Huffman coding is a form of lossless compression since all the information of the source is
+ recoverable.
\item \textbf{Why Huffman source code is called fixed to variable-length coding?}
- This is my answer
+ The Huffman source code is called fixed to variable-length coding because it encodes blocks of variable-length information into symbols of a fixed length depending on the probabilities of the specific block of information in the source.
\item \textbf{What is the prefix condition?}
- This is my answer
+ The prefix condition means that no codeword is the prefix to another codeword. This results in that the source can only be encoded into one specific string of symbols and then decoded back into that same specific source when iterated through.
\item \textbf{Why Huffman codes are said to be instantaneous?}
- This is my answer
+ The Huffman code is instantaneous because it shapes a binary tree. This also means that the encoded information can be decoded as soon as the last symbol is received. No more information is required (except the symbol mapping) in the decoding process.
\item \textbf{Calculate the entropy of the source in Student task 1 and
the average length of the corresponding Huffman code in Student task 2.
Comment on your results and relate it to the source-coding theorem.}
- This is my answer
+ The entropy of the source and the average length of the corresponding Huffman code was calculated in the Python code. The formula for the entropy of the source is as follows:
+
+ \begin{align*}
+ \mathcal{H}(X) &= -\sum_{x\in X}^{}p(x)\log_2(x)
+ \end{align*}
+
+ As the probabilities are randomized every time the source entropy and the average codeword length are not constant, but they follow the trend of (which can also be prooved)
+
+ \begin{align*}
+ \mathcal{H}(X) < \text{Average length} < \mathcal{H}(X) + 1
+ \end{align*}
+
+ The lower bound for the average length is also called the source-coding theorem. If this lower bound is broken, there is a high probability of information loss in the coding/decoding process.
+ Since the Huffman code is lossless, the Huffman code is an optimal prefix code for the source.
\end{enumerate}
The first task was to generate constellations for 8-PAM (Pulse-Amplitude Modulation), QPSK
(Quadrature Phase Shift Keying), 8-PSK (Phase Shift Keying) and 16-QAM
(Quadrature Amplitude Modulation). Gray encoding was also to be applied to
-the constellation.
+the constellation. \todo{describe the modulations} \todo{amplitude/parameters?}
The generated constellations with gray codes are shown in figures~\ref{fig:pam8},~\ref{fig:qpsk},~\ref{fig:psk8} and~\ref{fig:qam16}.
the Hamming code (7, 4) and transmit them using QPSK or 4-QAM modulation through an AWGN channel.
The received symbols were then to be decoded back into information bits using the hard-descision method.
The bit error rate for the Hamming-encoded transmission was then to be compared the bit error rate of
-a transmission of the same information bits without any channel coding.
+a transmission of the same information bits without any channel coding. \todo{describe hamming?}
The QPSK modulation technique was used to compare the coded transmission against the raw data transmission
and the result is shown in figure~\ref{fig:qpsk_hamming}. This time the SNR was varied from -20 to 10 dB in steps
What is the difference between amplitude and phase modulations?
Observe and describe the constellations.}
- This is my answer \todo
+ The difference between one- and two-dimensional constellations is that one-dimensional constellations, such as that of Pulse Amplitude Modulation,
+ only has a single parameter that varies between the signals corresponding with each symbol, such as the amplitude. For two-dimensional constellations,
+ multiple parameters can vary, such as the phase or amplitude of two independent carrier waves.
+
+ 8-PAM encodes 8 symbols to 8 different amplitudes of a fixed frequency carrier signal. The distant between two neighboring signals is constant. This modulation technique is one-dimensional.
+
+ QPSK encodes 4 symbols each to an I/Q signal with a fixed carrier frequency and varying phase-parameters. The Phase difference between two neighboring signals is 90 degrees.
+
+ 8-PSK is similar to QPSK, except it encodes 8 symbols instead of 4.
+
+ 16-QAM encodes 16 symbols to a signal with two fixed-frequency carrier waves and modulating the amplitude of the two carrier waves.
\item \textbf{What is the purpose of Gray encoding? What is the difference between symbol
error rate and bit error rate after applying Gray coding?}
- This is my answer
+ The purpose of Gray-encoding is to ensure that two neighboring symbols differ only by one information bit. This means that whenever a symbol is misinterpreted it
+ is probable that the information bits that symbol encodes only differ by one bit to the information encoded by the expected symbol. This reduces the need for
+ comprehensive error-correcting coding.
\item \textbf{Comment on the difference on the symbol error rate for different modulation
schemes, what are the advantages and disadvantages of those?}
- This is my answer
+ As seen in figure~\ref{fig:pam8_error},~\ref{fig:qpsk_error},~\ref{fig:psk8_error} and~\ref{fig:qam16_error} the symbol error rate varies greatly between the different modulation techniques.
+ In general the phase shift Keying modulation techniques is less error-prone than the amplitude modulation techniques.
+ The difference between the 8-PAM and 8-PSK constellations especially show that the two-dimensionality of the 8-PSK constellation provides more space between the symbols which results in less errors across the channel.
+ However, the encoding/decoding process is usually a bit more complex when using phase shift keying compared to amplitude modulation.
\item \textbf{What is the purpose of channel coding?}
- This is my answer
+ The purpose of channel coding is to, with some additional data transmitted, reduce the chance that data is misinterpreted by making the transmitted data
+ able to withstand errors induced by the channel.
\end{enumerate}
\appendix
\section{Python-code: Laboratory exercise 2}\label{app:code_lab2}
-\begin{lstlisting}[language=Python]
-
-\end{lstlisting}
-\section{Python-code: Laboratory exercise 3}\label{app:code_lab3}
\begin{lstlisting}[language=Python]
# %%
- import random
- from heapq import heappush, heappop, heapify
- from collections import defaultdict
- import math
-
- num_of_letters = 16
-
- letters = [chr(i+65) for i in range(num_of_letters)]
- random_probs = [random.random() for _ in range(num_of_letters)]
- total_prob = sum(random_probs)
- probabilities = {letters[i]: random_probs[i] / total_prob for i in range(16)}
-
- # Probability cannot be 1 / 256
- while True:
- for i in range(16):
- if list(probabilities.values())[i] <= (1 / 256):
- continue
- break
-
- def huffman_coding(probabilities):
- heap = [[weight, [symbol, ""]] for symbol, weight in probabilities.items()]
- heapify(heap)
-
- while len(heap) > 1:
- lo = heappop(heap)
- hi = heappop(heap)
- for elm in lo[1:]:
- elm[1] = "0" + elm[1]
- for elm in hi[1:]:
- elm[1] = "1" + elm[1]
-
- heappush(heap, [lo[0] + hi[0]] + lo[1:] + hi[1:])
-
- return sorted(heappop(heap)[1:], key=lambda p: (len(p[1]), p))
-
- def huffman_decoding(encoded_string, codes):
- reverse_codes = {v: k for k, v in codes.items()}
-
- acc = ""
- output = ""
-
- for bit in encoded_string:
- acc += bit
- if acc in reverse_codes.keys():
- output += reverse_codes[acc]
- acc = ""
-
- return output
-
- codes = huffman_coding(probabilities)
-
- code_dict = {item[0]: item[1] for item in codes}
-
- for letter, code in code_dict.items():
- print(letter, code, probabilities[letter])
-
- encoded_string="01001101110011001111111011110000"
- decoded_symbols = huffman_decoding(encoded_string, code_dict)
-
- print()
- print(f"encoded: {encoded_string}\ndecoded: {decoded_symbols}")
- print()
-
- source_entropy = -1*sum([p * math.log2(p) for l, p in probabilities.items()])
- print("Source entropy: ", source_entropy)
-
- average_len = sum([len(code) for l, code in code_dict.items()]) / len(code_dict)
- print("Average codeword length: ", average_len)
-\end{lstlisting}
-\section{Python-code: Laboratory exercise 4}\label{app:code_lab4}
-\begin{lstlisting}[language=Python]
- # %%
import numpy as np
import matplotlib.pyplot as plt
import scipy as stats
def diff_letters(a,b):
return sum ( a[i] != b[i] for i in range(len(a)) )
- # %%
- # Create constellations
+ # %%
M = 8
first = (2 - 1 - M)
last = (16 - 1 - M)
for j in PAM4:
QAM16.append([i, j])
+
# %%
# Assign gray codes:
g_QAM16 = {format(k, '04b'): i for k, i in zip([0, 1, 3, 2, 4, 5, 7, 6, 12, 13, 15, 14, 8, 9, 11, 10], QAM16)}
# %%
- # Plot constellations
-
# PAM-8
plt.figure(figsize=(4, 1))
plt.title("PAM-8 modulation, gray coding")
for (k, s) in g_QAM16.items():
plt.text(*s, k)
- # %%
- # Transmission through AWGN channel
+ # %%
+ # Plot definitions
num_symbols = 10**6
- SNR_list = np.linspace(-20, 20, 21)
+ SNR_list = np.linspace(-20, 20, 10)
+
# %%
- # PAM8 transmission
+ # PAM8
symbol_error_rate = []
bit_error_rate = []
signal_power = np.mean(np.abs(PAM8_symbols)**2)
noise_power = signal_power / SNR_linear
- noise = noise_power * np.random.normal(0, 1, len(PAM8_symbols))
+ noise = math.sqrt(noise_power) * np.random.normal(0, 1, len(PAM8_symbols))
rx_signal = PAM8_symbols + noise
distances = np.zeros(len(PAM8), dtype=float)
SER = errors / num_symbols
BER = bit_errors / num_symbols
-
+
# Make the plot for specific SNR_dB
- if SNR_dB == 20:
+ if SNR_dB == 30:
plt.figure(figsize=(4, 1))
- plt.title("Recieved symbols, PAM-8 modulation (SNR_dB = 20)")
+ plt.title("Recieved symbols, PAM-8 modulation (SNR_dB = 30)")
plt.plot(rx_signal, np.zeros(num_symbols), 'o', color="red")
plt.plot(PAM8, [0]*len(PAM8), 'o', color="blue")
plt.yticks([])
# Final curve plot
plt.figure(figsize=(4, 4))
plt.title("PAM-8 modulation error rate")
- plt.plot(SNR_list, symbol_error_rate, 'o-', color="blue")
- plt.plot(SNR_list, bit_error_rate, 'o-', color="red")
+ plt.semilogy(SNR_list, symbol_error_rate, 'o-', color="blue")
+ plt.semilogy(SNR_list, bit_error_rate, 'o-', color="red")
plt.xlabel("SNR (dB)")
plt.ylabel("Error rate")
plt.legend(["Symbol error rate", "Bit error rate"])
+
# %%
- # QPSK transmission
+ # QPSK
symbol_error_rate = []
bit_error_rate = []
signal_power = np.mean(np.abs(QPSK_symbols)**2)
noise_power = signal_power / SNR_linear
- noise = noise_power * np.random.normal(0, 1, size=(num_symbols, 2))
+ noise = math.sqrt(noise_power) * np.random.normal(0, 1, size=(num_symbols, 2))
rx_signal = QPSK_symbols + noise
distances = np.zeros(len(QPSK), dtype=float)
BER = bit_errors / num_symbols
# Make the plot for specific SNR_dB
- if SNR_dB == 10:
+ if SNR_dB == 20:
r_x = [x for x, y in rx_signal]
r_y = [y for x, y in rx_signal]
y = [y for x, y in QPSK]
plt.figure(figsize=(4, 4))
- plt.title("Recieved symbols, QPSK modulation (SNR_dB = 10)")
+ plt.title("Recieved symbols, QPSK modulation (SNR_dB = 20)")
plt.plot(np.cos(circle_x), np.sin(circle_x), color="orange")
plt.plot(r_x, r_y, 'o', color="red")
plt.plot(x,y,'o', color="blue")
# Final curve plot
plt.figure(figsize=(4, 4))
plt.title("QPSK modulation error rate")
- plt.plot(SNR_list, symbol_error_rate, 'o-', color="blue")
- plt.plot(SNR_list, bit_error_rate, 'o-', color="red")
+ plt.semilogy(SNR_list, symbol_error_rate, 'o-', color="blue")
+ plt.semilogy(SNR_list, bit_error_rate, 'o-', color="red")
plt.legend(["Symbol error rate", "Bit error rate"])
plt.xlabel("SNR (dB)")
plt.ylabel("Error rate")
# %%
- # PSK8 transmission
+ # PSK8
symbol_error_rate = []
bit_error_rate = []
signal_power = np.mean(np.abs(PSK8_symbols)**2)
noise_power = signal_power / SNR_linear
- noise = noise_power * np.random.normal(0, 1, size=(num_symbols, 2))
+ noise = math.sqrt(noise_power) * np.random.normal(0, 1, size=(num_symbols, 2))
rx_signal = PSK8_symbols + noise
distances = np.zeros(len(PSK8), dtype=float)
BER = bit_errors / num_symbols
# Make the plot for specific SNR_dB
- if SNR_dB == 10:
+ if SNR_dB == 20:
r_x = [x for x, y in rx_signal]
r_y = [y for x, y in rx_signal]
y = [y for x, y in PSK8]
plt.figure(figsize=(4, 4))
- plt.title("Recieved symbols, PSK-8 modulation (SNR_dB = 10)")
+ plt.title("Recieved symbols, PSK-8 modulation (SNR_dB = 20)")
plt.plot(np.cos(circle_x), np.sin(circle_x), color="orange")
plt.plot(r_x, r_y, 'o', color="red")
plt.plot(x,y,'o', color="blue")
# Final curve plot
plt.figure(figsize=(4, 4))
plt.title("PSK-8 modulation error rate")
- plt.plot(SNR_list, symbol_error_rate, 'o-', color="blue")
- plt.plot(SNR_list, bit_error_rate, 'o-', color="red")
+ plt.semilogy(SNR_list, symbol_error_rate, 'o-', color="blue")
+ plt.semilogy(SNR_list, bit_error_rate, 'o-', color="red")
plt.legend(["Symbol error rate", "Bit error rate"])
plt.xlabel("SNR (dB)")
plt.ylabel("Error rate")
+
# %%
- # QAM16 transmission
+ # QAM16
+
symbol_error_rate = []
bit_error_rate = []
signal_power = np.mean(np.abs(QAM16_symbols)**2)
noise_power = signal_power / SNR_linear
- noise = noise_power * np.random.normal(0, 1, size=(num_symbols, 2))
+ noise = math.sqrt(noise_power) * np.random.normal(0, 1, size=(num_symbols, 2))
rx_signal = QAM16_symbols + noise
distances = np.zeros(len(QAM16), dtype=float)
BER = bit_errors / num_symbols
- # print("errors: ", errors)
- # print("QAM16 Symbol error rate (SER): ", SER)
-
# Make the plot for specific SNR_dB
if SNR_dB == 20:
r_x = [x for x, y in rx_signal]
# Final curve plot
plt.figure(figsize=(4, 4))
plt.title("QAM-16 modulation error rate")
- plt.plot(SNR_list, symbol_error_rate, 'o-', color="blue")
- plt.plot(SNR_list, bit_error_rate, 'o-', color="red")
+ plt.semilogy(SNR_list, symbol_error_rate, 'o-', color="blue")
+ plt.semilogy(SNR_list, bit_error_rate, 'o-', color="red")
plt.legend(["Symbol error rate", "Bit error rate"])
plt.xlabel("SNR (dB)")
plt.ylabel("Error rate")
+
# %%
# Hamming code
num_symbols_encoded = len(QPSK_symbols_encoded)
num_symbols_plain = len(QPSK_symbols_plain)
- SNR_list = np.linspace(-20, 10, 16)
+ SNR_list = np.linspace(-20, 20, 10)
- # Encoded QPSK transmission
+ # Encoded QPSK
for SNR_dB in SNR_list:
SNR_linear = 10**(SNR_dB / 10)
signal_power = np.mean(np.abs(QPSK_symbols_encoded)**2)
noise_power = signal_power / SNR_linear
- noise = noise_power * np.random.normal(0, 1, size=(num_symbols_encoded, 2))
+ noise = math.sqrt(noise_power) * np.random.normal(0, 1, size=(num_symbols_encoded, 2))
rx_signal = QPSK_symbols_encoded + noise
distances = np.zeros(len(QPSK), dtype=float)
ber_encoded.append(BER)
- # Plain QPSK transmission
+ # Plain QPSK
for SNR_dB in SNR_list:
SNR_linear = 10**(SNR_dB / 10)
signal_power = np.mean(np.abs(QPSK_symbols_plain)**2)
noise_power = signal_power / SNR_linear
- noise = noise_power * np.random.normal(0, 1, size=(num_symbols_plain, 2))
+ noise = math.sqrt(noise_power) * np.random.normal(0, 1, size=(num_symbols_plain, 2))
rx_signal = QPSK_symbols_plain + noise
distances = np.zeros(len(QPSK), dtype=float)
ber_plain.append(BER)
plt.figure(3)
- plt.semilogy(SNR_list, ber_encoded, 'o-', label="With hamming")
- plt.semilogy(SNR_list, ber_plain, 's-', label="Without encoding")
+ plt.semilogy(SNR_list, ber_encoded, 'o-', label="With hamming", color="blue")
+ plt.semilogy(SNR_list, ber_plain, 'o-', label="Without encoding", color="red")
plt.title("Bit error rate for QPSK communication with and without encoding")
plt.xlabel("SNR (dB)")
plt.ylabel("Bit error rate")
plt.legend()
plt.grid(True)
- plt.show()
+ plt.show()
+
\end{lstlisting}
\end{document}
\contentsline {section}{\numberline {1}Introduction}{2}{section.1}%
\contentsline {section}{\numberline {2}Laboratory exercise 2}{3}{section.2}%
\contentsline {subsection}{\numberline {2.1}Student tasks}{3}{subsection.2.1}%
-\contentsline {subsection}{\numberline {2.2}Report questions}{3}{subsection.2.2}%
-\contentsline {section}{\numberline {3}Laboratory exercise 3}{3}{section.3}%
-\contentsline {subsection}{\numberline {3.1}Student tasks}{3}{subsection.3.1}%
-\contentsline {subsection}{\numberline {3.2}Report questions}{4}{subsection.3.2}%
-\contentsline {section}{\numberline {4}Laboratory exercise 4}{5}{section.4}%
-\contentsline {subsection}{\numberline {4.1}Student task 1: Generation of constellations}{6}{subsection.4.1}%
-\contentsline {subsection}{\numberline {4.2}Student task 2: Signal transmission through an AWGN channel}{6}{subsection.4.2}%
-\contentsline {subsection}{\numberline {4.3}Student task 3: Channel coding}{12}{subsection.4.3}%
-\contentsline {subsection}{\numberline {4.4}Report questions}{12}{subsection.4.4}%
-\contentsline {section}{\numberline {A}Python-code: Laboratory exercise 2}{14}{appendix.A}%
-\contentsline {section}{\numberline {B}Python-code: Laboratory exercise 3}{14}{appendix.B}%
-\contentsline {section}{\numberline {C}Python-code: Laboratory exercise 4}{15}{appendix.C}%
+\contentsline {subsection}{\numberline {2.2}Student task 1: Power- and energy-type signals}{3}{subsection.2.2}%
+\contentsline {subsection}{\numberline {2.3}Student task 2: Sampling}{4}{subsection.2.3}%
+\contentsline {subsection}{\numberline {2.4}Student task 3: Bandpass signal and lowpass representation}{7}{subsection.2.4}%
+\contentsline {subsection}{\numberline {2.5}Report questions}{7}{subsection.2.5}%
+\contentsline {section}{\numberline {3}Laboratory exercise 3}{9}{section.3}%
+\contentsline {subsection}{\numberline {3.1}Student tasks}{10}{subsection.3.1}%
+\contentsline {subsection}{\numberline {3.2}Report questions}{10}{subsection.3.2}%
+\contentsline {section}{\numberline {4}Laboratory exercise 4}{12}{section.4}%
+\contentsline {subsection}{\numberline {4.1}Student task 1: Generation of constellations}{13}{subsection.4.1}%
+\contentsline {subsection}{\numberline {4.2}Student task 2: Signal transmission through an AWGN channel}{13}{subsection.4.2}%
+\contentsline {subsection}{\numberline {4.3}Student task 3: Channel coding}{19}{subsection.4.3}%
+\contentsline {subsection}{\numberline {4.4}Report questions}{19}{subsection.4.4}%
+\contentsline {section}{\numberline {A}Python-code: Laboratory exercise 2}{21}{appendix.A}%
projects / TSKS35.git / commitdiff
