finished report

diff --git a/full_script.py b/full_script.py
deleted file mode 100644 (file)
index e8f2b60..0000000
--- a/full_script.py
+++ /dev/null
@@ -1,584 +0,0 @@
-# %%
-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
-import math
-
-def diff_letters(a,b):
-    return sum ( a[i] != b[i] for i in range(len(a)) )
-
-
-# %%
-M = 8
-first = (2 - 1 - M)
-last = (16 - 1 - M)
-PAM8 = np.linspace(first, last, 8)
-
-M = 4
-QPSK = [[math.cos(2* math.pi * m / M), math.sin(2 * math.pi * m / M)] for m in range(M)]
-
-M = 8
-PSK8 = [[math.cos(2 * math.pi * m / M), math.sin(2 * math.pi * m / M)] for m in range(M)]
-
-M = 4
-first = (-3)
-last = (3)
-PAM4 = np.linspace(first, last, 4)
-QAM16 = []
-for i in PAM4:
-    for j in PAM4:
-        QAM16.append([i, j])
-
-
-# %%
-# Assign gray codes: 
-
-g_PAM8 = {format(k, '03b'): i for k, i in zip([0, 1, 3, 2, 6, 7, 5, 4], PAM8)}
-
-g_QPSK = {format(k, '02b'): i for k, i in zip([0,1,3,2], QPSK)}
-
-g_PSK8 = {format(k, '03b'): i for k, i in zip([0, 1, 3, 2, 6, 7, 5, 4], PSK8)}
-
-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)}
-
-# %%
-# PAM-8
-plt.figure(figsize=(4, 1))
-plt.title("PAM-8 modulation, gray coding")
-plt.plot(PAM8, [0]*8, 'o')
-plt.yticks([])
-plt.xticks(PAM8)
-plt.grid(True)
-for (k, s) in g_PAM8.items():
-    plt.text(s, 0, k)
-
-# QPSK
-x = [x for x, y in QPSK]
-y = [y for x, y in QPSK]
-
-circle_x = np.linspace(0, 2*np.pi, 100)
-
-plt.figure(figsize=(4, 4))
-plt.title("QPSK modulation, gray coding")
-plt.plot(np.cos(circle_x), np.sin(circle_x), color="orange")
-plt.plot(x,y,'o', color="blue")
-plt.xticks(x)
-plt.yticks(y)
-plt.grid(True)
-for (k, s) in g_QPSK.items():
-    plt.text(*s, k)
-
-# PSK8
-x = [x for x, y in PSK8]
-y = [y for x, y in PSK8]
-
-plt.figure(figsize=(4, 4))
-plt.title("PSK-8 modulation, gray coding")
-plt.plot(np.cos(circle_x), np.sin(circle_x), color="orange")
-plt.plot(x,y,'o', color="blue")
-plt.xticks(x, rotation=45)
-plt.yticks(y)
-plt.grid(True)
-for (k, s) in g_PSK8.items():
-    plt.text(*s, k)
-
-# QAM16
-x = [x for x, y in QAM16]
-y = [y for x, y in QAM16]
-
-plt.figure(figsize=(4, 4))
-plt.title("QAM16")
-plt.plot(x,y,'o')
-plt.xticks(x)
-plt.yticks(y)
-plt.grid(True)
-for (k, s) in g_QAM16.items():
-    plt.text(*s, k)
-
-
-# %%
-# Plot definitions
-num_symbols = 10**6
-SNR_list = np.linspace(-20, 20, 10)
-
-
-# %%
-# PAM8
-
-symbol_error_rate = []
-bit_error_rate = []
-
-symbols = np.random.randint(0, len(PAM8), size=(num_symbols))
-
-PAM8_symbols = np.zeros(num_symbols, dtype=int)
-for i, s in enumerate(symbols):
-    PAM8_symbols[i] = PAM8[s]
-
-for SNR_dB in SNR_list:
-
-    SNR_linear = 10**(SNR_dB / 10)
-
-    signal_power = np.mean(np.abs(PAM8_symbols)**2)
-    noise_power = signal_power / SNR_linear
-
-    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)
-    detected_symbols = np.zeros(num_symbols, dtype=int)
-    for i, r in enumerate(rx_signal):
-        for j, s in enumerate(PAM8):
-            distances[j] = np.linalg.norm(r - s)
-            
-        detected_symbols[i] = PAM8[np.argmin(distances)]
-        
-    errors = 0
-    bit_errors = 0
-    for i in range(num_symbols):
-        if PAM8_symbols[i] != detected_symbols[i]:
-            errors += 1
-            code = ""
-            expected_code = ""
-            for k, v in g_PAM8.items():
-                if v == PAM8_symbols[i]:
-                    expected_code = k
-                elif v == detected_symbols[i]:
-                    code = k
-                
-                if code != "" and expected_code != "":
-                    break
-                    
-            bit_errors += diff_letters(code, expected_code)
-        
-    SER = errors / num_symbols
-    
-    BER = bit_errors / num_symbols
-    
-    # Make the plot for specific SNR_dB
-    if SNR_dB == 30:
-        plt.figure(figsize=(4, 1))
-        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([])
-        plt.xticks(PAM8)
-        plt.grid(True)
-        for (k, s) in g_PAM8.items():
-            plt.text(s, 0, k)
-
-            
-    symbol_error_rate.append(SER)
-    bit_error_rate.append(BER)
-
-# Final curve plot
-plt.figure(figsize=(4, 4))
-plt.title("PAM-8 modulation error rate")
-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
-
-symbol_error_rate = []
-bit_error_rate = []
-
-symbols = np.random.randint(0, len(QPSK), size=(num_symbols))
-
-QPSK_symbols = np.zeros((num_symbols, 2), dtype=float)
-for i, s in enumerate(symbols):
-    QPSK_symbols[i] = QPSK[s]
-
-for SNR_dB in SNR_list:
-
-    SNR_linear = 10**(SNR_dB / 10)
-
-    signal_power = np.mean(np.abs(QPSK_symbols)**2)
-    noise_power = signal_power / SNR_linear
-
-    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)
-    detected_symbols = np.zeros((num_symbols, 2), dtype=float)
-    for i, r in enumerate(rx_signal):
-        for j, s in enumerate(QPSK):
-            distances[j] = np.linalg.norm(r - s)
-            
-        detected_symbols[i] = QPSK[np.argmin(distances)]
-    
-    errors = 0
-    bit_errors = 0
-    for i in range(num_symbols):
-        if QPSK_symbols[i][0] != detected_symbols[i][0] or QPSK_symbols[i][1] != detected_symbols[i][1]:
-            errors += 1
-            code = ""
-            expected_code = ""
-            for k, v in g_QPSK.items():
-                if v[0] == QPSK_symbols[i][0] and v[1] == QPSK_symbols[i][1]:
-                    expected_code = k
-                elif v[0] == detected_symbols[i][0] and v[1] == detected_symbols[i][1]:
-                    code = k
-                
-                if code != "" and expected_code != "":
-                    break
-                    
-            bit_errors += diff_letters(code, expected_code)
-        
-    SER = errors / num_symbols
-    
-    BER = bit_errors / num_symbols
-    
-    # Make the plot for specific SNR_dB
-    if SNR_dB == 20:
-        r_x = [x for x, y in rx_signal]
-        r_y = [y for x, y in rx_signal]
-
-        x = [x for x, y in QPSK]
-        y = [y for x, y in QPSK]
-
-        plt.figure(figsize=(4, 4))
-        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")
-        plt.xticks(x, rotation=45)
-        plt.yticks(y)
-        plt.grid(True)
-        for (k, s) in g_QPSK.items():
-            plt.text(*s, k)
-        
-    symbol_error_rate.append(SER)
-    bit_error_rate.append(BER)
-
-# Final curve plot
-plt.figure(figsize=(4, 4))
-plt.title("QPSK modulation error rate")
-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
-
-symbol_error_rate = []
-bit_error_rate = []
-
-symbols = np.random.randint(0, len(PSK8), size=(num_symbols))
-
-PSK8_symbols = np.zeros((num_symbols, 2), dtype=float)
-for i, s in enumerate(symbols):
-    PSK8_symbols[i] = PSK8[s]
-
-for SNR_dB in SNR_list:
-
-    SNR_linear = 10**(SNR_dB / 10)
-
-    signal_power = np.mean(np.abs(PSK8_symbols)**2)
-    noise_power = signal_power / SNR_linear
-
-    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)
-    detected_symbols = np.zeros((num_symbols, 2), dtype=float)
-    for i, r in enumerate(rx_signal):
-        for j, s in enumerate(PSK8):
-            distances[j] = np.linalg.norm(r - s)
-            
-        detected_symbols[i] = PSK8[np.argmin(distances)]
-    
-    errors = 0
-    bit_errors = 0
-    for i in range(num_symbols):
-        if PSK8_symbols[i][0] != detected_symbols[i][0] or PSK8_symbols[i][1] != detected_symbols[i][1]:
-            errors += 1
-            code = ""
-            expected_code = ""
-            for k, v in g_PSK8.items():
-                if v[0] == PSK8_symbols[i][0] and v[1] == PSK8_symbols[i][1]:
-                    expected_code = k
-                elif v[0] == detected_symbols[i][0] and v[1] == detected_symbols[i][1]:
-                    code = k
-                
-                if code != "" and expected_code != "":
-                    break
-                    
-            bit_errors += diff_letters(code, expected_code)
-        
-    SER = errors / num_symbols
-    
-    BER = bit_errors / num_symbols
-    
-    # Make the plot for specific SNR_dB
-    if SNR_dB == 20:
-        r_x = [x for x, y in rx_signal]
-        r_y = [y for x, y in rx_signal]
-
-        x = [x for x, y in PSK8]
-        y = [y for x, y in PSK8]
-
-        plt.figure(figsize=(4, 4))
-        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")
-        plt.xticks(x, rotation=45)
-        plt.yticks(y)
-        plt.grid(True)
-        for (k, s) in g_PSK8.items():
-            plt.text(*s, k)
-        
-    symbol_error_rate.append(SER)
-    bit_error_rate.append(BER)
-
-# Final curve plot
-plt.figure(figsize=(4, 4))
-plt.title("PSK-8 modulation error rate")
-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
-
-symbol_error_rate = []
-bit_error_rate = []
-
-symbols = np.random.randint(0, len(QAM16), size=(num_symbols))
-
-QAM16_symbols = np.zeros((num_symbols, 2), dtype=float)
-for i, s in enumerate(symbols):
-    QAM16_symbols[i] = QAM16[s]
-
-for SNR_dB in SNR_list:
-
-    SNR_linear = 10**(SNR_dB / 10)
-
-    signal_power = np.mean(np.abs(QAM16_symbols)**2)
-    noise_power = signal_power / SNR_linear
-
-    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)
-    detected_symbols = np.zeros((num_symbols, 2), dtype=float)
-    for i, r in enumerate(rx_signal):
-        for j, s in enumerate(QAM16):
-            distances[j] = np.linalg.norm(r - s)
-            
-        detected_symbols[i] = QAM16[np.argmin(distances)]
-    
-    errors = 0
-    bit_errors = 0
-    for i in range(num_symbols):
-        if QAM16_symbols[i][0] != detected_symbols[i][0] or QAM16_symbols[i][1] != detected_symbols[i][1]:
-            errors += 1
-            code = ""
-            expected_code = ""
-            for k, v in g_QAM16.items():
-                if v[0] == QAM16_symbols[i][0] and v[1] == QAM16_symbols[i][1]:
-                    expected_code = k
-                elif v[0] == detected_symbols[i][0] and v[1] == detected_symbols[i][1]:
-                    code = k
-                
-                if code != "" and expected_code != "":
-                    break
-                    
-            bit_errors += diff_letters(code, expected_code)
-        
-    SER = errors / num_symbols
-    
-    BER = bit_errors / num_symbols
-    
-    # Make the plot for specific SNR_dB
-    if SNR_dB == 20:
-        r_x = [x for x, y in rx_signal]
-        r_y = [y for x, y in rx_signal]
-
-        x = [x for x, y in QAM16]
-        y = [y for x, y in QAM16]
-
-        plt.figure(figsize=(4, 4))
-        plt.title("Recieved symbols, QAM-16 modulation (SNR_dB = 20)")
-        plt.plot(r_x, r_y, 'o', color="red")
-        plt.plot(x,y,'o', color="blue")
-        plt.xticks(x)
-        plt.yticks(y)
-        plt.grid(True)
-        for (k, s) in g_QAM16.items():
-            plt.text(*s, k)
-        
-    symbol_error_rate.append(SER)
-    bit_error_rate.append(BER)
-
-# Final curve plot
-plt.figure(figsize=(4, 4))
-plt.title("QAM-16 modulation error rate")
-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
-
-def hamming_encode(data):
-    if len(data) % 4 != 0:
-        raise ValueError("input data multiple of 4")
-
-    G = [[1, 0, 0, 1, 0, 1, 1],
-         [0, 1, 0, 1, 0, 1, 0],
-         [0, 0, 1, 1, 0, 0, 1],
-         [0, 0, 0, 0, 1, 1, 1]]
-    
-    encoded_data = []
-    for k in range(0, len(data), 4):
-        block = data[k:k+4]
-        for i in range(7):
-            sum = 0
-            for j in range(4):
-                sum += block[j] * G[j][i]
-            encoded_data.append(sum  % 2)
-        
-    return encoded_data
-
-def hamming_decode(recieved_data):
-    if len(recieved_data) % 7 != 0:
-        raise ValueError("Recieved data length mult of 7")
-    
-    H = [[1, 0, 1, 0, 1, 0, 1],
-         [1, 1, 0, 0, 1, 1, 0],
-         [1, 1, 1, 1, 0, 0, 0]]
-    
-    decoded_data = []
-    for k in range(0, len(recieved_data), 7):
-        block = recieved_data[k:k+7]
-        syndrome= []
-        for i in range(3):
-            syndrome_sum = 0
-            for j in range(7):
-                syndrome_sum += block[j] * H[i][j]
-            syndrome.append(syndrome_sum % 2)
-        error_pos = sum([2 ** i for i, bit in enumerate(syndrome) if bit])
-        if error_pos > 0:
-            block[7-error_pos] ^= 1
-        decoded_data.extend([block[0], block[1], block[2], block[4]])
-    return decoded_data
-
-num_data_bits_by_4 = 10**6
-
-data = np.zeros(4 * num_data_bits_by_4)
-for i in range(4 * num_data_bits_by_4):
-    data[i] = np.random.randint(0, 2)
-
-encoded = np.array(hamming_encode(data))
-
-ber_encoded = []
-ber_plain = []
-
-QPSK_symbols_encoded = np.array([g_QPSK[str(int(block[0])) + str(int(block[1]))] for block in encoded.reshape(int(len(encoded) / 2), 2)])
-QPSK_symbols_plain = np.array([g_QPSK[str(int(block[0])) + str(int(block[1]))] for block in data.reshape(int(len(data) / 2), 2)])
-
-num_symbols_encoded = len(QPSK_symbols_encoded)
-num_symbols_plain = len(QPSK_symbols_plain)
-
-SNR_list = np.linspace(-20, 20, 10)
-
-# 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 = 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)
-    detected_symbols = np.zeros((num_symbols_encoded, 2), dtype=float)
-    for i, r in enumerate(rx_signal):
-        for j, s in enumerate(QPSK):
-            distances[j] = np.linalg.norm(r - s)
-            
-        detected_symbols[i] = QPSK[np.argmin(distances)]
-    
-    recv = []
-    for i in range(num_symbols_encoded):
-        code = ""
-        for k, v in g_QPSK.items():
-            if v[0] == detected_symbols[i][0] and v[1] == detected_symbols[i][1]:
-                code = k
-                break
-        
-        for char in code:
-            recv.append(int(char))
-                
-    decoded = np.array(hamming_decode(recv))
-    
-    bit_errors = np.sum(data != decoded)
-    BER = bit_errors / num_symbols_encoded
-        
-    ber_encoded.append(BER)
-
-# 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 = 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)
-    detected_symbols = np.zeros((num_symbols_plain, 2), dtype=float)
-    for i, r in enumerate(rx_signal):
-        for j, s in enumerate(QPSK):
-            distances[j] = np.linalg.norm(r - s)
-            
-        detected_symbols[i] = QPSK[np.argmin(distances)]
-    
-    recv = []
-    for i in range(num_symbols_plain):
-        code = ""
-        for k, v in g_QPSK.items():
-            if v[0] == detected_symbols[i][0] and v[1] == detected_symbols[i][1]:
-                code = k
-                break
-        
-        for char in code:
-            recv.append(int(char))
-                
-    bit_errors = np.sum(data != np.array(recv))
-    BER = bit_errors / num_symbols_plain
-        
-    ber_plain.append(BER)
-
-plt.figure(3)
-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()
-
-
-

diff --git a/full_script_2.py b/full_script_2.py
index 344bcd053dcba9c65ea04f82e09ade7023385a3b..e2c2aea1b41c726f6bf02f8a96b79722ca8cf5f1 100644 (file)
--- a/full_script_2.py
+++ b/full_script_2.py
@@ -21,8 +21,9 @@ plt.grid(True)
 plt.show()
 
 # %%
-# Power/Energy
-
+"""
+The signal is supposed to be intepreted as infinite -> power type signal -> energy is infinite
+"""
 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)
@@ -33,7 +34,7 @@ t_cut = t_new[1:]
 plt.figure(figsize=(10, 4))
 plt.plot(t_cut, autocorr)
 plt.title("Autocorrelation function")
-plt.xlabel("t (s)")
+plt.xlabel("lag (s)")
 plt.ylabel("magnitude")
 plt.grid(True)
 plt.show()
@@ -58,8 +59,6 @@ plt.grid(True)
 plt.show()
 
 # %%
-# Two tone sampled signal
-
 f1 = 60
 f2 = 10
 sample_rate_original = 100000
@@ -126,8 +125,6 @@ plt.show()
 
 
 # %%
-# Bandpass signal
-
 f0 = 5000
 f1 = f0 - 10
 f2 = f0 + 10
@@ -183,34 +180,3 @@ 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. 
-# ![image.png](attachment:image.png)
-# 
-# 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.
-# 
-
-

diff --git a/full_script_3.py b/full_script_3.py
new file mode 100644 (file)
index 0000000..df8ffbd
--- /dev/null
+++ b/full_script_3.py
@@ -0,0 +1,70 @@
+# %%
+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)
+

diff --git a/full_script_4.py b/full_script_4.py
new file mode 100644 (file)
index 0000000..8b0deba
--- /dev/null
+++ b/full_script_4.py
@@ -0,0 +1,581 @@
+# %%
+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
+import math
+
+def diff_letters(a,b):
+    return sum ( a[i] != b[i] for i in range(len(a)) )
+
+
+# %%
+M = 8
+first = (2 - 1 - M)
+last = (16 - 1 - M)
+PAM8 = np.linspace(first, last, 8)
+
+M = 4
+QPSK = [[math.cos(2* math.pi * m / M), math.sin(2 * math.pi * m / M)] for m in range(M)]
+
+M = 8
+PSK8 = [[math.cos(2 * math.pi * m / M), math.sin(2 * math.pi * m / M)] for m in range(M)]
+
+M = 4
+first = (-3)
+last = (3)
+PAM4 = np.linspace(first, last, 4)
+QAM16 = []
+for i in PAM4:
+    for j in PAM4:
+        QAM16.append([i, j])
+
+
+# %%
+# Assign gray codes: 
+
+g_PAM8 = {format(k, '03b'): i for k, i in zip([0, 1, 3, 2, 6, 7, 5, 4], PAM8)}
+
+g_QPSK = {format(k, '02b'): i for k, i in zip([0,1,3,2], QPSK)}
+
+g_PSK8 = {format(k, '03b'): i for k, i in zip([0, 1, 3, 2, 6, 7, 5, 4], PSK8)}
+
+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)}
+
+# %%
+# PAM-8
+plt.figure(figsize=(4, 1))
+plt.title("8-PAM modulation, gray coding")
+plt.plot(PAM8, [0]*8, 'o')
+plt.yticks([])
+plt.xticks(PAM8)
+plt.grid(True)
+for (k, s) in g_PAM8.items():
+    plt.text(s, 0, k)
+
+# QPSK
+x = [x for x, y in QPSK]
+y = [y for x, y in QPSK]
+
+circle_x = np.linspace(0, 2*np.pi, 100)
+
+plt.figure(figsize=(4, 4))
+plt.title("QPSK modulation, gray coding")
+plt.plot(np.cos(circle_x), np.sin(circle_x), color="orange")
+plt.plot(x,y,'o', color="blue")
+plt.xticks(x)
+plt.yticks(y)
+plt.grid(True)
+for (k, s) in g_QPSK.items():
+    plt.text(*s, k)
+
+# PSK8
+x = [x for x, y in PSK8]
+y = [y for x, y in PSK8]
+
+plt.figure(figsize=(4, 4))
+plt.title("8-PSK modulation, gray coding")
+plt.plot(np.cos(circle_x), np.sin(circle_x), color="orange")
+plt.plot(x,y,'o', color="blue")
+plt.xticks(x, rotation=45)
+plt.yticks(y)
+plt.grid(True)
+for (k, s) in g_PSK8.items():
+    plt.text(*s, k)
+
+# QAM16
+x = [x for x, y in QAM16]
+y = [y for x, y in QAM16]
+
+plt.figure(figsize=(4, 4))
+plt.title("16-QAM")
+plt.plot(x,y,'o')
+plt.xticks(x)
+plt.yticks(y)
+plt.grid(True)
+for (k, s) in g_QAM16.items():
+    plt.text(*s, k)
+
+
+# %%
+# Plot definitions
+num_symbols = 10**6
+SNR_list = np.linspace(-20, 20, 10)
+
+
+# %%
+# PAM8
+
+symbol_error_rate = []
+bit_error_rate = []
+
+symbols = np.random.randint(0, len(PAM8), size=(num_symbols))
+
+PAM8_symbols = np.zeros(num_symbols, dtype=int)
+for i, s in enumerate(symbols):
+    PAM8_symbols[i] = PAM8[s]
+
+for SNR_dB in SNR_list:
+
+    SNR_linear = 10**(SNR_dB / 10)
+
+    signal_power = np.mean(np.abs(PAM8_symbols)**2)
+    noise_power = signal_power / SNR_linear
+
+    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)
+    detected_symbols = np.zeros(num_symbols, dtype=int)
+    for i, r in enumerate(rx_signal):
+        for j, s in enumerate(PAM8):
+            distances[j] = np.linalg.norm(r - s)
+            
+        detected_symbols[i] = PAM8[np.argmin(distances)]
+        
+    errors = 0
+    bit_errors = 0
+    for i in range(num_symbols):
+        if PAM8_symbols[i] != detected_symbols[i]:
+            errors += 1
+            code = ""
+            expected_code = ""
+            for k, v in g_PAM8.items():
+                if v == PAM8_symbols[i]:
+                    expected_code = k
+                elif v == detected_symbols[i]:
+                    code = k
+                
+                if code != "" and expected_code != "":
+                    break
+                    
+            bit_errors += diff_letters(code, expected_code)
+        
+    SER = errors / num_symbols
+    
+    BER = bit_errors / (num_symbols * 3) # 3 bits per num_symbols
+    
+    # Make the plot for specific SNR_dB
+    if SNR_dB == 30:
+        plt.figure(figsize=(4, 1))
+        plt.title("Recieved symbols, 8-PAM 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([])
+        plt.xticks(PAM8)
+        plt.grid(True)
+        for (k, s) in g_PAM8.items():
+            plt.text(s, 0, k)
+
+            
+    symbol_error_rate.append(SER)
+    bit_error_rate.append(BER)
+
+# Final curve plot
+plt.figure(figsize=(4, 4))
+plt.title("8-PAM modulation error rate")
+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
+
+symbol_error_rate = []
+bit_error_rate = []
+
+symbols = np.random.randint(0, len(QPSK), size=(num_symbols))
+
+QPSK_symbols = np.zeros((num_symbols, 2), dtype=float)
+for i, s in enumerate(symbols):
+    QPSK_symbols[i] = QPSK[s]
+
+for SNR_dB in SNR_list:
+
+    SNR_linear = 10**(SNR_dB / 10)
+
+    signal_power = np.mean(np.abs(QPSK_symbols)**2)
+    noise_power = signal_power / SNR_linear
+
+    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)
+    detected_symbols = np.zeros((num_symbols, 2), dtype=float)
+    for i, r in enumerate(rx_signal):
+        for j, s in enumerate(QPSK):
+            distances[j] = np.linalg.norm(r - s)
+            
+        detected_symbols[i] = QPSK[np.argmin(distances)]
+    
+    errors = 0
+    bit_errors = 0
+    for i in range(num_symbols):
+        if QPSK_symbols[i][0] != detected_symbols[i][0] or QPSK_symbols[i][1] != detected_symbols[i][1]:
+            errors += 1
+            code = ""
+            expected_code = ""
+            for k, v in g_QPSK.items():
+                if v[0] == QPSK_symbols[i][0] and v[1] == QPSK_symbols[i][1]:
+                    expected_code = k
+                elif v[0] == detected_symbols[i][0] and v[1] == detected_symbols[i][1]:
+                    code = k
+                
+                if code != "" and expected_code != "":
+                    break
+                    
+            bit_errors += diff_letters(code, expected_code)
+        
+    SER = errors / num_symbols
+    
+    BER = bit_errors / (num_symbols * 2) # 2 bits per symbol
+    
+    # Make the plot for specific SNR_dB
+    if SNR_dB == 20:
+        r_x = [x for x, y in rx_signal]
+        r_y = [y for x, y in rx_signal]
+
+        x = [x for x, y in QPSK]
+        y = [y for x, y in QPSK]
+
+        plt.figure(figsize=(4, 4))
+        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")
+        plt.xticks(x, rotation=45)
+        plt.yticks(y)
+        plt.grid(True)
+        for (k, s) in g_QPSK.items():
+            plt.text(*s, k)
+        
+    symbol_error_rate.append(SER)
+    bit_error_rate.append(BER)
+
+# Final curve plot
+plt.figure(figsize=(4, 4))
+plt.title("QPSK modulation error rate")
+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
+
+symbol_error_rate = []
+bit_error_rate = []
+
+symbols = np.random.randint(0, len(PSK8), size=(num_symbols))
+
+PSK8_symbols = np.zeros((num_symbols, 2), dtype=float)
+for i, s in enumerate(symbols):
+    PSK8_symbols[i] = PSK8[s]
+
+for SNR_dB in SNR_list:
+
+    SNR_linear = 10**(SNR_dB / 10)
+
+    signal_power = np.mean(np.abs(PSK8_symbols)**2)
+    noise_power = signal_power / SNR_linear
+
+    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)
+    detected_symbols = np.zeros((num_symbols, 2), dtype=float)
+    for i, r in enumerate(rx_signal):
+        for j, s in enumerate(PSK8):
+            distances[j] = np.linalg.norm(r - s)
+            
+        detected_symbols[i] = PSK8[np.argmin(distances)]
+    
+    errors = 0
+    bit_errors = 0
+    for i in range(num_symbols):
+        if PSK8_symbols[i][0] != detected_symbols[i][0] or PSK8_symbols[i][1] != detected_symbols[i][1]:
+            errors += 1
+            code = ""
+            expected_code = ""
+            for k, v in g_PSK8.items():
+                if v[0] == PSK8_symbols[i][0] and v[1] == PSK8_symbols[i][1]:
+                    expected_code = k
+                elif v[0] == detected_symbols[i][0] and v[1] == detected_symbols[i][1]:
+                    code = k
+                
+                if code != "" and expected_code != "":
+                    break
+                    
+            bit_errors += diff_letters(code, expected_code)
+        
+    SER = errors / num_symbols
+    
+    BER = bit_errors / (num_symbols * 3) # 3 bits per symbol
+    
+    # Make the plot for specific SNR_dB
+    if SNR_dB == 20:
+        r_x = [x for x, y in rx_signal]
+        r_y = [y for x, y in rx_signal]
+
+        x = [x for x, y in PSK8]
+        y = [y for x, y in PSK8]
+
+        plt.figure(figsize=(4, 4))
+        plt.title("Recieved symbols, 8-PSK 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")
+        plt.xticks(x, rotation=45)
+        plt.yticks(y)
+        plt.grid(True)
+        for (k, s) in g_PSK8.items():
+            plt.text(*s, k)
+        
+    symbol_error_rate.append(SER)
+    bit_error_rate.append(BER)
+
+# Final curve plot
+plt.figure(figsize=(4, 4))
+plt.title("8-PSK modulation error rate")
+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
+
+symbol_error_rate = []
+bit_error_rate = []
+
+symbols = np.random.randint(0, len(QAM16), size=(num_symbols))
+
+QAM16_symbols = np.zeros((num_symbols, 2), dtype=float)
+for i, s in enumerate(symbols):
+    QAM16_symbols[i] = QAM16[s]
+
+for SNR_dB in SNR_list:
+
+    SNR_linear = 10**(SNR_dB / 10)
+
+    signal_power = np.mean(np.abs(QAM16_symbols)**2)
+    noise_power = signal_power / SNR_linear
+
+    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)
+    detected_symbols = np.zeros((num_symbols, 2), dtype=float)
+    for i, r in enumerate(rx_signal):
+        for j, s in enumerate(QAM16):
+            distances[j] = np.linalg.norm(r - s)
+            
+        detected_symbols[i] = QAM16[np.argmin(distances)]
+    
+    errors = 0
+    bit_errors = 0
+    for i in range(num_symbols):
+        if QAM16_symbols[i][0] != detected_symbols[i][0] or QAM16_symbols[i][1] != detected_symbols[i][1]:
+            errors += 1
+            code = ""
+            expected_code = ""
+            for k, v in g_QAM16.items():
+                if v[0] == QAM16_symbols[i][0] and v[1] == QAM16_symbols[i][1]:
+                    expected_code = k
+                elif v[0] == detected_symbols[i][0] and v[1] == detected_symbols[i][1]:
+                    code = k
+                
+                if code != "" and expected_code != "":
+                    break
+                    
+            bit_errors += diff_letters(code, expected_code)
+        
+    SER = errors / num_symbols
+    
+    BER = bit_errors / (num_symbols * 4) # 4 bits per symbol
+    
+    # Make the plot for specific SNR_dB
+    if SNR_dB == 20:
+        r_x = [x for x, y in rx_signal]
+        r_y = [y for x, y in rx_signal]
+
+        x = [x for x, y in QAM16]
+        y = [y for x, y in QAM16]
+
+        plt.figure(figsize=(4, 4))
+        plt.title("Recieved symbols, 16-QAM modulation (SNR_dB = 20)")
+        plt.plot(r_x, r_y, 'o', color="red")
+        plt.plot(x,y,'o', color="blue")
+        plt.xticks(x)
+        plt.yticks(y)
+        plt.grid(True)
+        for (k, s) in g_QAM16.items():
+            plt.text(*s, k)
+        
+    symbol_error_rate.append(SER)
+    bit_error_rate.append(BER)
+
+# Final curve plot
+plt.figure(figsize=(4, 4))
+plt.title("16-QAM modulation error rate")
+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
+
+def hamming_encode(data):
+    if len(data) % 4 != 0:
+        raise ValueError("input data multiple of 4")
+
+    G = [[1, 0, 0, 1, 0, 1, 1],
+         [0, 1, 0, 1, 0, 1, 0],
+         [0, 0, 1, 1, 0, 0, 1],
+         [0, 0, 0, 0, 1, 1, 1]]
+    
+    encoded_data = []
+    for k in range(0, len(data), 4):
+        block = data[k:k+4]
+        for i in range(7):
+            sum = 0
+            for j in range(4):
+                sum += block[j] * G[j][i]
+            encoded_data.append(sum  % 2)
+        
+    return encoded_data
+
+def hamming_decode(recieved_data):
+    if len(recieved_data) % 7 != 0:
+        raise ValueError("Recieved data length mult of 7")
+    
+    H = [[1, 0, 1, 0, 1, 0, 1],
+         [1, 1, 0, 0, 1, 1, 0],
+         [1, 1, 1, 1, 0, 0, 0]]
+    
+    decoded_data = []
+    for k in range(0, len(recieved_data), 7):
+        block = recieved_data[k:k+7]
+        syndrome= []
+        for i in range(3):
+            syndrome_sum = 0
+            for j in range(7):
+                syndrome_sum += block[j] * H[i][j]
+            syndrome.append(syndrome_sum % 2)
+        error_pos = sum([2 ** i for i, bit in enumerate(syndrome) if bit])
+        if error_pos > 0:
+            block[7-error_pos] ^= 1
+        decoded_data.extend([block[0], block[1], block[2], block[4]])
+    return decoded_data
+
+num_data_bits_by_4 = 10**6
+
+data = np.zeros(4 * num_data_bits_by_4)
+for i in range(4 * num_data_bits_by_4):
+    data[i] = np.random.randint(0, 2)
+
+encoded = np.array(hamming_encode(data))
+
+ber_encoded = []
+ber_plain = []
+
+QPSK_symbols_encoded = np.array([g_QPSK[str(int(block[0])) + str(int(block[1]))] for block in encoded.reshape(int(len(encoded) / 2), 2)])
+QPSK_symbols_plain = np.array([g_QPSK[str(int(block[0])) + str(int(block[1]))] for block in data.reshape(int(len(data) / 2), 2)])
+
+num_symbols_encoded = len(QPSK_symbols_encoded)
+num_symbols_plain = len(QPSK_symbols_plain)
+
+SNR_list = np.linspace(-20, 20, 10)
+
+# 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 = 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)
+    detected_symbols = np.zeros((num_symbols_encoded, 2), dtype=float)
+    for i, r in enumerate(rx_signal):
+        for j, s in enumerate(QPSK):
+            distances[j] = np.linalg.norm(r - s)
+            
+        detected_symbols[i] = QPSK[np.argmin(distances)]
+    
+    recv = []
+    for i in range(num_symbols_encoded):
+        code = ""
+        for k, v in g_QPSK.items():
+            if v[0] == detected_symbols[i][0] and v[1] == detected_symbols[i][1]:
+                code = k
+                break
+        
+        for char in code:
+            recv.append(int(char))
+                
+    decoded = np.array(hamming_decode(recv))
+    
+    bit_errors = np.sum(data != decoded)
+    BER = bit_errors / (num_symbols_encoded * 2) # 2 bits per symbol
+        
+    ber_encoded.append(BER)
+
+# 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 = 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)
+    detected_symbols = np.zeros((num_symbols_plain, 2), dtype=float)
+    for i, r in enumerate(rx_signal):
+        for j, s in enumerate(QPSK):
+            distances[j] = np.linalg.norm(r - s)
+            
+        detected_symbols[i] = QPSK[np.argmin(distances)]
+    
+    recv = []
+    for i in range(num_symbols_plain):
+        code = ""
+        for k, v in g_QPSK.items():
+            if v[0] == detected_symbols[i][0] and v[1] == detected_symbols[i][1]:
+                code = k
+                break
+        
+        for char in code:
+            recv.append(int(char))
+                
+    bit_errors = np.sum(data != np.array(recv))
+    BER = bit_errors / (num_symbols_plain * 2) # 2 bits per symbol
+        
+    ber_plain.append(BER)
+
+plt.figure(3)
+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()

diff --git a/lab2.ipynb b/lab2.ipynb
index f064cf3dd0ab0a7323688de24c501c4c0dd14b83..e50ffd7fcd166cc6b663f2aa94c3f4d89af7b6db 100644 (file)
--- a/lab2.ipynb
+++ b/lab2.ipynb
@@ -2,7 +2,7 @@
  "cells": [
   {
    "cell_type": "code",
-   "execution_count": 7,
+   "execution_count": 3,
    "metadata": {},
    "outputs": [],
    "source": [
@@ -16,12 +16,12 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 8,
+   "execution_count": 4,
    "metadata": {},
    "outputs": [
     {
      "data": {
-      "image/png": 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cOO1W1cbHKgd7w7jikbfRORCH12HFg5efjo9OqTZ6WEVTrLyozUjHIUiSxKSbQBAE/P3vf8ell1465HtOPvlkrFixIs/QWrNmDS6++GJEIhH09fVh7NixeOONN7BgwQLlPT/4wQ/w73//G5s2bRr0urfccgtuvfXW415/8skn4fGwq4AmReBn71jRl8gaF9VOCT+em4aNqdip+rx8VMD/HcpfwL8yLY0z65h8fFQjnAR+us2KSCorM+O9ElbNSsPCvo1aFM8dsmD90fwH5xsz05heUdoy0xsD7njXiqSYFZCZlSKumSHCBH6NovjTHgve6snKjEWQ8L1ZaYz1GjgoCjgcAu7ZYYWIrIB8tF7El6aWdmRMkoDf7rLgg/6szNgtEn4yN41Kp4EDo4BdAQEP7srfsxeOEXHJxNKWGVEC7tpuRVsk+yx5bBJuPD0Nj6lDM/oTiUTw5S9/Gf39/fD5hg5o8GkvgNWrV2PVqlXKz8FgEOPHj8fixYtPONl6kEwm0dLSgkWLFsFuH5238LGNh9CX+ACNPif+cs18fOF3m9A5EMdA3Wm4fP4EjUZMP6F4Cjfd/SqAFH766ZnoDMZw/yv78Z++ctxwxdmwWdm2UouRmbtb9iCSOoCT68vw4BVz8enfvInD4RQck+dh8cwGjUZMP10DcXxv86sAJPz2y3Pxn709eHLzEbwZqsH1XzrL6OEVTTEys/rv7yEptuGsSVW4+ZMzcOlv38T7AQvGzPooTp9Qqc2AGWBvVwhvbXwDggA8fdVZePi1g2jZ1YWtiSZc/YXTjR5e0RQjM1//0zsQ0Y2lpzZg+Ucn4MuPvIU3uyy49bKPYUpd6Vqpbx3swwdvvgWHzYL/u+6j+Mn/vY8trQG8b5mInzafavTwiqZQmZEkCY88tAlAEF+ZPx4fnVKNb/75Xfyny4bbrvgY6spL10pds6MDbW9uh89lw/99YwGu/t+t2NsdxmHPybh+4TSjh1cUxawxWkCy5YbD1IZYY2MjOjs7817r7OyEz+eD2+2G1WqF1Wod9D2NjUOH9p1OJ5zO4x9ku91OxR8fGP1YJEnCk28dAQB884KTMKG2HNedNxW3PP8+nnzrCL56zhRTpOEVwrpt7eiPpjC51osvzZ+EWDKN/910GAd7I3jzUD/On15v9BBVYbQyk0iJeHZrGwBg1eKTMaW+AssXTMQDr+zD/246jIvnjNNqqNTz920HkUxLOGNCJS6aPRbzJtXg2S1HsbU1gF2dYcweV2n0EFVhtDITiCTw/PZ2AMAPls7AqeOq8dnTx+Hptw/j8U2HcdbUOq2GSj1/flt+lhad0oCzptahutyFll1dePmDbnSGkhhXxW62RS6jlZnW3ghe+bAbgCwzU+rKcOGMeqzf3YW/bD2KGz85U6uhUs//bjoMAPjcGeNwytgq/GDpDCx76E08924HfvLJU1HuokMfKZbRysw7rX3YfiQIp82C/140HTVeB+a8dgjvHg7g+R2d+PonzJEiXghEz1txzmRMrvfh+kXT8c0nt+KZrW1YtXg6845lgB5dfKRjYH/GT8CCBQuwfv36vNdaWlqUNESHw4F58+blvUcURaxfvz4vVbEUePdIP/Z3h+GyW3Dp3DEAgM+cMQ4OmwUfdobw3tGRWfZm5K9bZAXpi2eOh9UiwOu04dK5YwEA//dOm5FDM5RXP+xGTyiBunInLjxFjn596Sw5crrpgB+dJVw4/reMXFw+fyIAoN7nwuJT5Tl6/t2jho3LaF58rwPxlIgZjeWYN7EKAHDFR+U5emlXJyKJ0mwQlEqLeCFjoF6emY9p9eX46JRqiBLwz8zvSpHntx+FJAHnTqvFlLoyAMDlH5XXmf/b1oZ0iTZhCMVTWL9b7u5MMlbOmlyNafVliCbTWLuzw8jhGcpzmTV26WmNqC1zQhAEfOkjcq3ls1uOGDk0Q2kLRLHpgB+CACzLzMeimQ2o9jrQPRDHf/b0GDzC0oQpQywUCmHbtm3Ytm0bALk9/bZt29Da2gpAThlcvny58v5rr70W+/fvxw9+8APs3r0bv/nNb/CXv/wF119/vfKeVatW4eGHH8Zjjz2GXbt24brrrkM4HMaKFSt0/W5G0/K+vGgvPKVB8aJVuO24IBPtWfd+55CfNTP+cAJvH5KbLXwqY6ACwCVz5P9/aVcXkiXawaslIxPNpzXCnvGijavyYN7EKkgSSlYR2Ncdwv7uMOxWQTG+AOCTs2WZWbOjA4yW5hbNi+9lZGZWkxJhP22sDxOqPYglRbyyu9vI4RnG5oN++MMJVHrsOHtqjfL6xRmZWfteaT5LAPCvnbIRevHsJuW1j51Uh3KXDT2hBLYd7jNqaIby8u4uJFIiptR5lYZagiDgk5l5emlXae7ZkiQpe8+n5mT37ItmNcFmEbCnK4RDvaXZxfbFzLycNakaYyrdAACHzYLmWXIGWEuJyozRMGWIvf322zj99NNx+ulyvvyqVatw+umn46abbgIAtLe3K0YZAEyePBn//Oc/0dLSgjlz5uDuu+/G73//eyxZskR5z7Jly3DXXXfhpptuwty5c7Ft2zasXbsWDQ2lVd+y4QNZAbpgRn6a3QWn1Gd+X5rnqv37wy6IEjCjsRxjMwsXAJw+vhLVXgdC8RS2Hio9RUCSJLyckYmFx9SCLcxEx/6zpzSV6pd3yfOyYGptXmrQJ06ug8NmQVsgin3dpacIxJJpvLZX9rguOTWb+i0IApZkDNZ/f1ii60xm/b1wRoPi1ACAJZln653WAPwl2Ga6eyCOnW1yNsainHXGbrUoe9VLu0pbZhbNbMgrGyDr76sf9pTk0RB7ukJo74/BabPgnGm1yusVbjs+MknuDFiyMpNJ8SUyQrhwhvzzK7u7StZJaCRMGWLnnXceJEk67t8f//hHAMAf//hHbNiw4bjPvPPOO4jH49i3bx+uvPLK4667cuVKHDp0CPF4HJs2bcL8+fO1/zIU0RuKK6mHHz85v0bjvMzP24/0l6Qi8MbeXgDAecfUgVksAj5+krzIv1qCBsf+njC6B+Jw2iw4a3J+29uPZeZl475eJFKlFy3cfFCOoJ47rSbvdbfDijMz6Xiv7y29FJCtrX1IpETUlztxckNZ3u+IwvT63t6SVARe3yfLA3l2CPU+F6Y3lAMA3tzfq/u4jOaNzLzMbPKhtiy/LvvjJ8l708Z9pTcvkiThtb3yvvOxafl79qlj5LmKJtN493C/EcMzlFczxsb8KTVwHdOq/vwZ8ly9UYLrbzyVVtaQT0zPl5kFU2vgtFnQ3h8rSSeh0TBliHG0YdvhAABgWn3ZcZtdvc+FqZmuVFtKMPLzTmZuiAKdy9kZ5XHzAb+eQ6ICEgWcPa4CTlv+ZjezyYdqrwPhRBo7j5aWIiBJkjI38yYefy7LuRlFmyiYpQRRmM+eWnNc45+PTKqGzSKgLRDFYX/UiOEZRn8kqTjCFkytOe735LVSNN6JzJwz7fh5+WhmXna09SMUL63awkO9EXQG43DYLDhzUv7eJAgC5mfOhCpF4/3tg/L6e84gz9L8yfJrmw/6S6628L2jQcRTIqq9DpxUn+8Ic9mtmDu+EgDw1sHS02eMhhtiHLzTGgAgp9sNBol4vF1iD2h/JIm9XSEAGLStNjHO3j3SX3IpIFtb5c3ujEEMVItFwBkT5NdLLW3zYG8EveEEHDYLTht7/FEWJDVma2ug5CI/xJEzf8rxCpLXacOpYysAANuOBPQcluG8eyQASQIm1ngGPdR6fmb9Jet0KfHuEdmRM5hTY2ylG+Or3UiLEt5pLa115t3MMzKzyXdc1AcAPpqRmVJ0EpK5mTuIPnPqGB+8DisGYins7iitBmTbMuvH3PGVg3bAnl/CMmM03BDj4J1MsfPpE45XqgHgzMwm+HaJKdVkXibVeFBTdvxxBZNrvajxOpBIidjZVlqRH6JUzxtKZjJe2lKLohJnxeyxx0cKAWDW2ArYLAK6B+I40lc6kR9JkpRnZFbG4DqW2ZnXd5SYIbYjMy9DHWkwO6NQftg5gFiydBw+0UQaH3YOAJAj74MxJzNnO0ps/SUph4MZG0B2L9/R1l9SDp/OYAzt/TFYBOC0QdYZm9WCuRmn6vYjpSUzJPNpKJk5cxJx+JTWnk0D3BArcdKipCzqQx2mOme8vKDtag9CLKFw/taMB+mMIYwNQRCURY0UlJcC/dEkPuyUI4WDRcSA7Jy9m1n8SwXFQJ00+Ly47Falw9nWEtrwWv0RBGMpOKwWnJypeTqWWRllu9QUpB2Z7zt7CAN1TIUL1V4HUqKE3R0Deg7NUN5vDyItSqgtc6Kp4vhIIZBVtt8rofUXyEZ9hjJQT2oog90qoD+aLCmHDzE2Tm4oh9c5+DG5p43JyEyJpc0PZ4iRZ+lgb6TkUn2NhhtiJc7erhBC8RQ8DuuQCtLk2jK47BZEEmkc8kd0HqFxEM/Q6UMYGwBwSpOsVL9fQueskQV9Yo3nuJpCwowmWZaO9scQiJROkxdiiJ05SCoVgWx4paRUk4jFjKZyOGyDbzskurGzrb+k6jfI3MwaQqkWBEGRmVKK/JDI6JxxFYOmUgHZ6GopzUsqLSpGxFBRVKctu5+XksHx7jDGBgDMzDjCSuls1N5QHK0Z3W3OEHNT7XUoDo9d7aUzNzTADbEShxgbc8ZVwmoZfLOzWgRMbywtg0OSJGVRH6p2Dsgu6rtKKN98xwly8Ak+lx3jquR2/7vaS8PgiCXT2NctRwqH8lQDwIyM8b67hDY7oigPli5EmFrnhdtuRTiRxoGekF5DM5SeUBxtgSgEAUqkdDBItGxnCUULSWR0KAMVyEY3Wv0R9EeSuozLaD7sDCGWFFHutGFKrXfI92UjP6WzzpBI4VDGBgCcOiab4VMqDh8yL1PqvKhw24d8H1mDSkXPowVuiJU4xPNxos0OkIuCAeD99tJQBDqCMQRjKdgswpCRQiAbEfugYwCpEjnYmaQlzmgcWnEEsnNTKt61fd0hiBJQ6bGjvnzwSCEAnNIoy1MpRcSGqw8D5PoNogiUSnoiMVCn1Hrzzpw7llKMiG3PfNc5Q0R9AKDCY8eEag8AlEyHVqJUzxpXAcsQzlMASrOgUqlfliRJWTdO5AibXCs7fGJJEfu7S8PhQ0on5p7gWQKyel4pRVFpgBtiJc6eTFfAY9uZHsvMEvOUEGNjUq13yFQqAJhY7YHHYUU8JeJAT2mcv0EK6I89C+pYiCFWKt2psvNSPmQqFQCcnDHE2kskbVNu1JFx+JzAEAOyqVYlY4gdGd5ABbKOslJp2BFJpJTo8omiqPLvS8vgIJH04eaFdCHdWSJ7dkcwhoGM8/Sk+qGdp1aLUHLpiUTPI3vPUMwswSgqDXBDrMQhBsdJJ4j6ALkRsdJ4QD/sGJmxYbEImJFZ3EphbpJpUVGQThQpBICZmTqxUklNJBGu6cPMS6mlbbb3x9AfTQ4bXQagPEv7SsRTTYx34rQYijEVLlR67EiJUknMzf7uMCQJqPE6UHeC6DKQ07CjRJTHvZm//7RhnKenNPpgEYDugTg6gzE9hmYoe0boPAWyKXilEvnZM0LnKZmXPZ0hJFKlkeFDA9wQK2H6wgn0hOIAho+IzWgshyAAncG48hkzQxSkE3nWCEqdWAko1Qd7wkimJXgdVoytdJ/wvSR18YPO0kjbVIz3YbyOQGlFC4nhMBIFaWq9XPNCzu8zO/u65Sj6cEq1IAiYVleW9xkzQ/7+U+tOPC9Ado0uBQMVyBocw+3ZbocVkzI1ZOQzZoZEfaaNQGZmKuuv+ffsVFrE/syaMZw+M67KDZ/LhkSOw5WjPdwQK2HIwjW20j1kq1eC12lTcvGJkWJmPuwaWdQHKK1aqNwI6onqEwBgQrUHXocViRJJ28zWzo1AZkidWAkY7/sUpXroxgKEaXXZtE2zt1AWRUmpURmJwUHes68EjFTFEBvG2ACycrW/O2z641WCsSS6BmRH6EjmZkqt/J79JdD8Zm9Xxnk6TNQHyM7d/hJwarT6I0ikRbjslmGdp4IgKNlR3BDTD26IlTBK1GcECxcApUOT2ZVqSZKwNzM30xuHnxvigTP7vABydAsYPv0OkNM2p5XIoj4QS6ItIJ/Xc/IIoqikC+nuEnBqkAjOSIyNCo9dORLB7IX0bYEo4ikRDqtFSVU9ESRaaPZnCch+x+EihQAwvtoDu1VANJlGh8lT8IiB2uBzwneC5i4EIjOlYHCQuRmJzBBdpi0QRTRh7prLPTnzMpzzFMjOTSnIDC1wQ6yE2ZPTXGAkTM541w6Y/AFtC0QRTqRhtwqYWDO8F39yZuE60hcxfV41Sb8bqfE+uUaOou43uZFKomGNPhcqPMMrSFMyXvyDJp8XIKtUj8QQk99XGgYHqfWZXOuFzTr8Vjy1BFMTR6JU260WJVvD9DIzinkBgKm1RGbMPS+SJClr8EjmptrrUNq4m92BuldpyDZCPU+JMJtbZmiCG2IlzJ5RLupEeTT7wkXy6afUlsE+AgWprtwJr8MKUYJyaKJZ2dNVmPFudoNjNB58AJiUMfD7o0n0hc3dOVExxEY4N2QOzV4npqRs1g/v7AGy87K/O2Tq849SaREHe0kUdWRzUyppm/tGqVRPqSuN6EZPKIH+aBKCMDKHjyAI2bkxedomyXwasZ5XWzoZPrTADbESZu8IW9cTSiU1kURvRqogCYKgeJHMPDdpUcJhv5x+N/kEB4nmMqlW9lSbeV4AoLVXNsDJ9x0Ot8OKRp8LAHCg17xzMxBLojMo17RMGbVSbd55AUYfKRxX5YHDakE8JeJoJg3WjBzyR5BMS3DbrRhTMXzKJpBT82PydWbPKGrngKxstQWiiCTMW3NJHIQTqj1w2a0j+oxSP2dyI3WkzV0Iuca7JJnX4UMT3BArUaKJtFL0O1Klmhgbrf4IkibugteaUYwnVI9sXoCctE0Te9c6gjEk0iLsVgFjhin6JWS9a+aOFBIP/qQRpLISiNFm5mghUXLqy0dW0wLkRMRMnhpDDM2ReqqtFkFZq808N3tzIoUjqWkBsk5Cs6fgKZH3ERrvVV4HqjzmT8EbTR0qoRQyfCRJwqHM3jRlhHMzodoDQQAG4in0hMydrUEL3BArUUgKnc9lQ6XHMaLPNJS74LZbkRIlHDZxCt5BEt2oGVl0A8gas2Ze1A9lvtv4Kg+sI1SQiLHRE4pjIJbUbGxGcygjM6RWZSQQmTGzITbaqA+QNUwO9oRNfexBIXOjNOwwcQoeWUNHNy/mj6Im0yKO9MmR0JFGl+X3mj/yQ/SRiaPYs6eWQC1UbziBcCINQcCIGgIBgMtuVd5r5rmhCW6IlSjESzKSZhQEi0VQziUxs8FBjNQJozLEzJ+Cd6iAza7cle2Cd9CkUTFJkrIRsRFGl4Fs9OxArznnBcg+D5NHoTg2+lxw2CxIiRLa+83ZBW8glkRvpjZwNM8TiTAfNHE6K1l/J47CqUGaUnQEYwib9NiD9kAMaVGC02ZB/TCHXOdSCs1vSGr4aGQm10A1awoecRA2+lwjTtkEshk+Zk/1pQVuiJUohRgbgPnrxNKihCN9xOAoJDXRnPMCZJW/0cwLkGOkmlR57IskMRCTlb/RRMQmlUBETFlnRjEvFougeGQP95nTSCW1ltVeB8pHmLIJAOOr3XmfNyMkujFuFDJT4bErXfDMKjO5z5IgjCwjAciuM4dM7PA5VIA+M7HGA0smBa87FNdqaIZyuID1F8htYW9e450muCFWohwqwIME5BRymlR5PBqIIpmW4LBalGYKI2FyxjjpDMZN65E91DP6iBiQk7Zp0tQYYqA2VYzW65g1xMzqkS1UESDvN2sKNDEWxo8wXYgwvsrc8wIUZrwD5jdSC54Xk8uMJEkFrTNOW7ZhEkn5NBuKnjfKPZuUZZi9CzQtcEOsRCkkzQyQD88EzLuok4VrfLV7xHVQgOyRJUXRZvU8FiozSuTHpBGxbJrv6I0NUhTda9IW9q0ZpZgogyOFvN+sigBZP8eP2tiQ33+kLwrRhC3s06KEtoxSzA2OfFpVkBkz0hdJIpRxfo4b5TozzuT6TOFODTIv5pQZ2uCGWIlSSGdAIFvw2WbSRf2Qv7D0OyC7CbSZsLV0bvel0c7NBEURMOdmR2rfRtMxEZCLopsyHlkzGu/RRBo9mZQfEq0YKRNMrggUaog1VbhgtQhIpEV0Dpivfq69P4qUKGckNIwiIwHIkRmTrjOFRpdJ1LVzIIZ4Kq36uIyG7EujrYMCssa7WY3U1ow+M2GUe9N4k+/ZtMENsRIkldN9adQRMbJwBczpkW0toPsdgRipZly8ekIJREbZfYkwttLcxrvSXIAb73mQ56DcaVPqd0YKMdzMGhEr1FNts1owplI2UMxopJJ5GVc1uowEIDe6Yb55AbJOwtHKTLXXAY/DCkky5xpcaL07YO49Gyh8nSF7djCWQn/UvN2OaYEbYiVIe39M9jraRlcHBQCNFS5YBCCREhVvt5koNKcaMHe0kHjWxlS44bSNzutIjI2OYAyJlPnakRe62QHmVgRIZGLcKJsLAOZPgVbSzEaZSgWYu36ukEYdhPEmfpaAHCfhKPcmQchtfmPCvakI56mZU/BiyTQ6g7KONtpeAF6nDdVe+Vgjsz5PNMGcIfbAAw9g0qRJcLlcmD9/PjZv3jzke8877zwIgnDcv4svvlh5z5VXXnnc75cuXarHVzGMrBLgHvGBmQS71YKmCvMu6kR5LEypNm+aA/lOo42GAUBtmQNOmwWiBHSYsB05MbzHFjA3Y81svCsK0ujnhShIveGE6ZrfiKKkPE8FKY8mrp/LOjUKl5nD/ojpmt/0R5IIZjqzFmK8m7l+rpDjDghm7s5K/tblLhsqPaPLSAByHRvm25togylD7Omnn8aqVatw8803Y+vWrZgzZw6WLFmCrq6uQd//t7/9De3t7cq/nTt3wmq14gtf+ELe+5YuXZr3vj//+c96fB3DaFOU6tEvXEBWeTSjp+RooHClWoluBMw3LyR1jqQsjAZBELIyY7K5SebU6pCUsdFA5tOMmx1x1BSiOPpcdkV5MJuS1B2KI54SYbUIaCpAZsabuBaKNHcpxEAlz1I4kYbfZM1viLFRV+6E2zG6jATA7DJTeGoimZejgSjSJiu1yHZmHX1GAmBuxzJtMGWI3XPPPbj66quxYsUKzJw5Ew8++CA8Hg8effTRQd9fXV2NxsZG5V9LSws8Hs9xhpjT6cx7X1VVlR5fxzCIUj2mAKUayE2nMtcDGkmk0BeR86ELMTjMvHAVY6AC5jU4OvpjkCTAYbOg1jvyQ1YJZq4RK7QhBYEo460ma2RC5qWpwgW7dfRbsJnTNgttSAHIzW8afPIzaLZsjUKPOyAoe7YJU/DI2llItkajzwWbRUAyLaEzaK5sjbaA/H0K3bPHVZvX4U4bNqMHMFISiQS2bNmC1atXK69ZLBYsXLgQGzduHNE1HnnkEVx22WXwevOL6jds2ID6+npUVVXhggsuwE9/+lPU1NQMeZ14PI54PFsfFQwGAQDJZBLJpLGFjeT+JxrHkb5Ml6FyR0HjHVshb3atvWHDv6+aHMocXljussFlPfEcDkZ9mfw4BSJJ+AeiKHex8XiNSGYyClJDgTIzpkL2/Lf2hMwlMz0DAOTvl06nkB5lU7KGcllG2voiSCQSBXkujWAkMkM81U2+QtcZF7Yf6cdBk8nMwW5ZZsZVugr6Xk3lcqSw1R9hal5Gtjdl1pmywmRmfJUbncE4DnYP4NTG0TfPoZXDvfLe1FRRmMyMyRiorX629uzhZCYtSkq6e53XXtjzVOHC4b4oDnYPoM7Lxp49Eo4o3SSdhc2Ljz09byRrjJ6MdBzMSF1PTw/S6TQaGhryXm9oaMDu3buH/fzmzZuxc+dOPPLII3mvL126FJ/97GcxefJk7Nu3DzfccAMuuugibNy4EVbr4CkAd9xxB2699dbjXl+3bh08nsK8v2rT0tIy5O927LMAsKD70AdYs2b4uTuW3i4BgBXv7mnFmjUHCx4jbewKyN+rzJLEmjVrCrqGx2ZFJCXg6efXYQxjesCJZOaDw1YAAo58uANruraP+trhjMxsfm8v1sQ/LHyQlLG5W/5ejlSoIJmRe5fYEE2KeOa5f6Fs9Kn8hnIimTnULcvM/h1vIbpv9NeO+uV16o1tu9AQeK/gMdLGK0dkmRFDvQXJTDABADZ0BWN4/oU1KCCoZihDyUxKBHpCskry/tuvofXd0V9bCMsys/7NdyAcNk+q2RsH5e8V7T2KNWuOjPrzbWEAsGF/Z3/Be5uRDCUz/QkgJdpggYQtr72MUZa8AwBcaXlu//nvN9H9vnlk5u098vcKth/AmjX7R/359j55ndrV2sWczJxoX9KTSGRk0URmDLFieeSRRzBr1iycddZZea9fdtllyv/PmjULs2fPxtSpU7FhwwZceOGFg15r9erVWLVqlfJzMBjE+PHjsXjxYvh8Pm2+wAhJJpNoaWnBokWLYLcPrtXd++FrACJY+vH5mD+5etT3qDngx5P73kbcVobm5nOLHDE9DLx9BNj1PqaPq0Nz8xkFXeOhQxvx3tEBTJ51Ji6cUa/yCLVhJDLz460vA0jh0kUfx9S60VuYqXfb8ULrDsBbg+bmjxQ5YnrY/8o+YO8+zJ46Hs3NpxZ0jV++/290DcRxypnnYNbYCpVHqA3DyUwonkJ048sAgGWXLEaZc/RbTecbh7Ch/QO4q5vQ3Dyn6DHTwpvPvQ8cPoKPnDoNzRdOG/XnRVHCbdteQjINnHHu+QWlURvBcDLT6o8Am16D02bBFz51UUHR4d0te/DWqwdQ0TQJzc2nqDFsKvjnn7cB7V049/SZaP7ohFF/PhhN4s7tryCcEnD+wiUF1ZkZwXAy887hALBlMxor3PjkxR8v6B6vJd7Dni1tqBl/MpovmFrkiOnhf3+/GegJ4IL5p6N5VuOoPz+9O4zf7X4dwbQdF120mIlsjZHoMnpCsuWGgxlDrLa2FlarFZ2dnXmvd3Z2orHxxEIWDofx1FNP4bbbbhv2PlOmTEFtbS327t07pCHmdDrhdB5fD2K326n44wNDj0WSJBzNhPIn1pYXNN6JteUAgLb+GKxW26g7L9JKh+xqxvhqb8F/x/FVXrx3dAAdwQQ1sjBShpKZYCyJUKZz3YTaMtjto182JtWVAZDz1lmblxPROVC8zIyrcqNrII6OgSTOYGxuhpKZ3j55jSl32VBVVpihMD5z2HzHQNyUMjOuCJlprHDhsD+K7nAKk+rYmpuhZKY7LK8xTRUuOByOgq49lsgMg+vviSBtyAuVmWqbDV6HFeFEGj2RFKZ4R98kxkiGkpmukJz6NabSXcT6681cy1wy094vy8z42rKCvtekOlnPC8VTiKYEVBTQedEoaNHFRzoGZpIaHA4H5s2bh/Xr1yuviaKI9evXY8GCBSf87DPPPIN4PI4rrrhi2PscOXIEvb29aGpqKnrMNNIbTiCREiEIQMMozxAjNFa4IGTOEvNHzNOd6miRTUyA3I6S5imKJl02qzx2eByF+W7GVmbPEkulzXOWWLbxTeGKzVjSsMNEMnM0UyjeVFH4vDRlnsP2gLmK6Mk6U9TcZI4QOWqiJi9qrL/kOWzvN8+8ANnGC4XOjSAIaKwgc2Oe56m9yHkBss/hURPNS1qU0JFpPlJoxNxlt6IqY3x1mKyRCW0wY4gBwKpVq/Dwww/jsccew65du3DdddchHA5jxYoVAIDly5fnNfMgPPLII7j00kuPa8ARCoXw/e9/H2+++SYOHjyI9evX49Of/jSmTZuGJUuW6PKd9IZsdvXlTjhshf357VYL6srkiKCZzoVSQ6kmi7qZFq5iOyYCsrzZLALSooSuAfMcBF7MGWKEbEdJ83SnIoowMRgKgTR46Rowl/FOFOGiDA4zKtX9xHgvfF4afe68a5mBeCqNnpC8ZhZnpJpvbsieXcgxEATy2Q4TGe9dAzGkRQk2i4DastF38yU0EoePieaGRphJTQSAZcuWobu7GzfddBM6Ojowd+5crF27Vmng0draCosl37j44IMP8Nprr2HdunXHXc9qtWL79u147LHHEAgEMGbMGCxevBi33377oKmHZkANryMgGxxdA3G098dwGiN1LcNBFptiai6IEmEmA1WRmSIUJItFQIPPhbZAFO39saLljwYkScq2Tq4svEkPMfzNZbwXfrYaobbMCbs101p6IM5MLdSJiCRS6I/K6VTqRAvNoyAdVcERRj7rDycQS6bhsrNRC3UiyF7itFmUCEUhEHkzo8wUt2eTeTHT+ivPS2OFC9YiSkfGVLiwqz1oKn2GRpgyxABg5cqVWLly5aC/27Bhw3GvTZ8+HZI0eCcct9uNF198Uc3hUU+xKQ6ExgoX3j3SbxovUlqUlIW4mOiGGdM/jqhovLcFoqZZ1HvDCcQzab6NRSjVjT7ikTXHvADqRMQsFkGphToaiJrCECMGarnThnJX4Ur1GBOmU6kREatw2+G2WxFNptHRH8OkWsZa1w4CkZmxle6iGiZkoxvmk5linIRkXgbiKQzEkkU9l7Sgpp4HmEufoRGmUhM5xaOGBwnIqVEwyQPaPRBHSpRgtQioLy8+NbEzGIMomqMVbq4iUAwNJkvbJIZTbVnhab5A9lky02aXVaqLawpgtlqooyqkUgG5MmOOeQHUiYgJgpBT82OOuVGcGkXKDDHezeI8BdR5nsqcNuXMT7M4w9TT88wXRaURboiVGGoUigNZT4lZFi6y2TWUO4sK5deVO2ERgJQooTdsjkYmnRnDqZioDwA0+cylCBDZbyyw6Q2hIXNAencojqRJaqHUqIMCzFcLpUakEMgqnmZKp1JLZsw2N2qkhgM56awmeZZiybSyxxZrcIwxmTNMDacGkI0WmsV5SivcECsxiFJdtCKgKEjmUKpJe+CGIo0Nu9WCunJzNTLpyshMoV02CWZLc+hQaV5qvXIjE0mSI7OsI0mS4kEtOiJmslooNWrngKzi2JuphWKdcFyd2jn58+aKFpKskya1ohsmWX/J93DbrahwF5dO2GgyfSbbtZbLDAtwQ6zEUAwOX3HNSMxW19I1kFGqi0hLJDSaSBGQJCnH4ChOZszWyCQbKSxuXkgjE8AcnsdgLIVwQjYOilUEzFYLpVZErNJjh8sub9+dJpAZMi/F1s4B5ouiZiNixRqo8uf7o0lEEqmix2U02WfJVfRhw2YzOIg+U2y2RpPJMp9ohRtiJYQkScoDWl/0A5oN5Q/VDIUllDSzIjc7ICcFzwQKUjCWQiwpp8sVHxGTDRazbHZqpSYC5kr1JQpSlccOt6O4rnVmi26oVTsnCIISFTtqghQ8ZV6KjBQCuY4w9ucFyDpPi92byl12lDnlWigzzE2X4lRWYc82mZNQrbkhMheKpxCMJYseF2dwuCFWQvRFkkimZaOproizJQCgPhMdiadEBCLsP6Bks6svMuoDmCsFj6QlVrjtRbeCJgpS14A5Gpl0KBGx4rv5mSnC3N6v4rwozW/YT9kEVHb4mOjw4k41lerMvJilwUs3cZ6qkK1hplbtWady8Xu2mQ51TosSukPq6DMeh01J+zTD3kQr3BArIUgKS43XUVSXN0A+db3G6wBgEoNDxdREM4Xz1UplBeRDnQUBSKbN0chEk4iYCaKoxHhvVElmAKAnFDfFoc7kMHM1DA6imJvhgPQuDYwNM6RsJtMiekLyWqnGGkzqzMzQUVIL490MjaR6w3GkRQkWAYqOVgxmS9ukEW6IlRBkYyo2LZGQVR7ZX7w6VWq8AJir8FethhRAppFJmXkamXSoVCMGZI05M2x2SnRZBaW6pkzuQipJYN54jyXTSkMKYmAWA/F2d5kgWtilYkYCkbu+SBKJFNvGO2neY7cKqPIUr1Q3ZOTODE2BFH1GhWfJTMYGeZZqy5ywWYtX8RV9xiQRZhrhhlgJ0aVidAPICeebIM1BzciPmfLN1TRQAfN024wkUhiIyQXvahrvnSaQGSW6rMKzZLUIqM0Y76xHOIjy67BZiu7yBuRGxNieFyA3I6F4many2GG3ys0bSIoWq5BoZ12ZE5YijlUhZI13M8iMehGxusyzNBBLMd+FVO09mzgJzZIeTiPcECshlAdUBU81kI2ssZ4ak+epVkOpzmnWwXojky6VOiYSGpRFnW1FgBjZXoe16C5vQI7X0QTRZeLwqVNJESAyw3rkJ5t+5yy6yxu5DsD+vAC5NbrFy4wgCErknXWDQ+0sFlOls6pocPhcNjgz5RqsP09qOpWBnHXGBA4fWuGGWAnRqaKnGsg+oN2MP6Bk4XXZLfC5bEVfj3gdY0kRA3G22wSrmYcPmKcWSknZVKHpApDjdeyPs2+8D5DURLUVAbMoSCobqIyvv4C6UVQga7iw7sXvUjH9Lvc6rD9LkiTlpEAXPzeCIGSjhYw/T2ob73UmcbjTDDfESgg1vY5AjneN8c0utw5KDU+1y25FecagM9PcqEG9SWoUlDPE1JqXjBKQSItKdJZVVFceTRJF1VKpZtl4z1eq1V5nGJcZFdPvgOw6w/qzFIqnEM2kEKpRVwiYJ1qoZuMxwDzGO81wQ6yEUDOUD5jnAVU7ZRMA6kxicKgtM3UmkZmO/szZPirNi9NmVeqGWJ4bScq2TubrTD5aKdWRRBohhiPvwWhKaapRp5rxbg6Z6VQ5NTzX2GDZeCeGe7nLBo+j+CwWIDfVl20jVc3GN0COU4PxeaEZboiVEGrnDpvF2OhUOc0MMEdetShKOcqjyooA45FCtQ5Gz8UM0cLcswprizyrkJCtEWP3WQKy669axobHYUN55oBelg0OkjKvxlmFBPOsM+pGConsJVIiglF2jXe1HYSAeRw+qpegZOa4O8S28U4z3BArEXIP+VPbI9sTijN9QK9ibKikIAHZjZNlpdofSSAlShCE4g8AJyjGO+PdzLpVroMCcqOF7BocxKlRrcJZhQSzKEi5zTrUos4ELezV7uabe61Ohp8lILecQJ25cdmtSh000+uMBs+SWZqPqZ3mS/b+ZFpCX4TttHla4YZYiaD2IX+A7PEWBCAlSvBH2D3jR+12r4A5ooWkM6Ba55EA2Y2zNyTLI6sobaVVNd7Zlxm1G3UA5um02aVysw7AHJH37HlQas6LSSJiGsxNgwkMDi2eJTOkzafSInpUdrg7bBZUeUjaPLvrDM1wQ6xEUPuQP0A+oLc6c8gkyxtetsuQ+ko1y4u62p3MADlSIgiAKMnOAVbp0TIixvCz1KVyxy75WtnIO9vGu/rrjBla+yvGu4rzYgalOpkWlUPM1VyDzdAdUO1IIWCOGrGeUAKSJJ+/qJbDHTDH3kQz3BArEbSI+gDmSKfSxFNtos1OrYYUAGCzWlDjZX9R79YkIpbNxWcVLSJiNV4HLMR4Z3Ru4qm0ktajZlMgHhEbHLL+9objSKVF1a6rJ2SNsVsFVHnUU6rNEC3sVLkzIGCOcoLOnM6sahwATjDD3NAMN8RKBLUbdRDMkIKnSWpiGfsLl9rnkRBYT8GLJtLK+XBqGmJm8Dqq3aIdyBjvZWxHOIisO6wWVHqKPwCcQBQkls/L6la5IRAA1HidsFoESJIcJWARsv7WlamtVLP9LAFAt4bO095wAklGjXet92yWZYZmuCFWImj3gLKdbz4QSyKcyJxHomrhL/sLlxZt/QH2jXeSg++yW1DmVKd1MpBjoDIa9QG0iYgBOc0XGE0byq0pVOOsQoI5Iu/qR8SsFgG1ZZm0eUbnJpuyqVUWC7vrTKcGab7VHgdsGYO3h9E1uFOj9bfOBOsMzXBDrERQ+5A/AlkIWVWqlfNInDZ4NVCqA5Ek4qm0atfVE62iqKynU2mlVNeZoEZB7bOyCKw7fLo0qEMF2J8XIFdmNJobRqOFXSqfIUZg/YB0+QBw9fUZi0VQjtxgVWa6tZIZE6wzNMMNsRKBK9WDo5WCVOG2w5FpisJqaowWzQUA9iNiSn2YSi39CWSzC8ZSiCXZNN61kpkGxtu0axUprGd8XnKVajUjYvL12I78qH2GGIH11PCBeAqxpJw6qLpjg/FMFkXP00pmGF1naIcbYiWCFp0BAfaLOEkamNqbnSAIzEc4egZkA5LUu6kF6wpSd8bYULM+DAB8bpty9haLz5OsVGvzPNWRWihmHT7aRArJ9ULxFCIJ9g7oDcZSiKe0UqqJF59NmenULLrB9r5Exq3mAeAE1h3L2cOctdqz2ZwX2uGGWInQrZV3jXEPEpmXWpWVaoDtXHxRlJQ8+dpy9Tp2AVmlmkVjA9CmYyKQMd7L2K0TC0ZTSGSUarXnhvWIWKcGTUwAoMxpg8chK6Mszg1Rqn0um2ZKNauNTLRyahADNZxIIxxnz3jXKrsHyO5NLD5LQHZu6jRzarA5L7TDnCH2wAMPYNKkSXC5XJg/fz42b9485Hv/+Mc/QhCEvH8uV/6iJkkSbrrpJjQ1NcHtdmPhwoXYs2eP1l9DV0RRUs4jqVU5naouJ6daktg744ekDZLCbjVhOQWvP5pEKnNmE2k3rxbMG+8aRVEBtjsnEm+pNp5qtqMbWjVeAHINDvbmRquaQiC3fpm9eQFyalFVVqrzjHcG1+AujTISAPazNYjzVP20efl6kUQaIQaNd9phyhB7+umnsWrVKtx8883YunUr5syZgyVLlqCrq2vIz/h8PrS3tyv/Dh06lPf7O++8E/fddx8efPBBbNq0CV6vF0uWLEEsxubiPRiBaFI5CLVGZYODbHbRJJsPqBIRU3nhAthe1MmCXuG2K+lyapGb5sCi8a5VRAxgu3Ni1oOv/ryw3jVRq4gYwLa3WquUeYD9BgPdGtUVArkHgbP3PJGUeU32bIaNd1GU4NfI4e512uBVIu/szQ3tMGWI3XPPPbj66quxYsUKzJw5Ew8++CA8Hg8effTRIT8jCAIaGxuVfw0NDcrvJEnCr371K/zkJz/Bpz/9acyePRuPP/44jh49in/84x86fCN9IEp1pccOu1XdP7nHYVNaeLO44WnlQQJy6+fYW7iIIaCFsUGuGUuKTBvvWsiMEkVlcLPTqlEHkJ2X3lACosie8d6jYRSV5YiYlusvy+msaVGCP6z9OsPknh3W0nnKbtp8XyShmcMdyDp8WJwb2lGvX7fGJBIJbNmyBatXr1Zes1gsWLhwITZu3Djk50KhECZOnAhRFHHGGWfg5z//OU499VQAwIEDB9DR0YGFCxcq76+oqMD8+fOxceNGXHbZZYNeMx6PIx7PCmMwGAQAJJNJJJPJor5nsZD7546jIxAGANR4HZqMr67MgVA8hfa+MCZUqr84agkxkirdVtXnptojP14d/VHD5eJEDCYznYEIAKDGa1d97HYB8DqtCMfTOOoPY0qdV9Xraw1RXqo0kJkar3zYb2eQPZnp6M/IjEf9dcbnkB1IKVFCz0AEVR71FQ2tSOekhle6LJrJTBeDMtPZHwUAVHnUX2eq3LIHvzsURzyeUPVQZK3pDcVB/A3lDkH1uanzys9PeyDCnMyQiEyV26b+np2Rmc5gjOp5GQyi51W67YCYRlJUt/NubZkDB3rCGZnxqXpttRhMXoxkpONgxhDr6elBOp3Oi2gBQENDA3bv3j3oZ6ZPn45HH30Us2fPRn9/P+666y6cffbZeO+99zBu3Dh0dHQo1zj2muR3g3HHHXfg1ltvPe71devWwePxjParaUJLS4vy/1t6BABWCPEBrFmzRvV7WZNWAAJa/rMJvbvY8la39chj/+DdtxDdp+61W/3yvO890q3JvKtNrsy82i6PPRHs1WTsHsGKMAS88NK/Ma1C9ctrhiQBXUFZZna89TqObFf3+p2d8rzv3HcYa9YcGvb9RpMrM28dtACwINjdhjVrDqt+L7fVimhawN/XvIRGOpbZERFMAJJkgwAJb766HlaV7YGeI7LMvLt7P9ak9qp7cQ3IlZnte2WZ6TmyH2vWqLsAy31jbEiLEp59/l8os6t6eU05GgYAG7w2CeteXKv69UO98rxvencXGgLvqX59tcmVmd0H5LEf3b8ba0K7VL1PIA4ANnQNxPDCP9eAIdsdH/TL64ATCU327NSAPO//3vwOhMN063m58mIkkUhkRO9jxhArhAULFmDBggXKz2effTZOOeUU/O53v8Ptt99e8HVXr16NVatWKT8Hg0GMHz8eixcvhs9nrKcgmUyipaUFixYtgt2e8a6/cQjY8wGmTxiD5ubZqt9z3cB27N3ZgbHTZqL57ImqX18rRFHCdze9BEDCp5dcgKYKddOGxrf14+EPNiFhdaG5+ROqXltNBpOZ99ftAQ4ewKyTJqG5eYbq9/xT+1voPtiHKaeejubZTapfXyv6Igmk39wAAPj8JUvhVLl+zrm7C0/v3waLpxLNzR9V9dpqMpjMvPLsDqC9HR+ZNR3NH5us+j1/vec17O+J4NR5H8X8ydWqX18rdncMAFs2otLjwCUXn6/69cNbjuCfh9+Hq6oezc1nqH59tRhMZp59bAvQ3Ytz5s1G8xljVb/nbdtfRn80hdMXfBwn1Zepfn2teH1fL7B9C5qqytDcfI7q12/99378u30vKhrGobn5NNWvrxaDyczvDm4EAgO44Owz8YmT69S9X1rEzVtfgigJOPu8haj2shN5T73bDry/A5Maq9Hc/BHVr78Vu/HOxlbUjpuK5iUnq359NRhMXoyEZMsNBzOGWG1tLaxWKzo7O/Ne7+zsRGNj44iuYbfbcfrpp2PvXtlrSD7X2dmJpqasMtjZ2Ym5c+cOeR2n0wmn8/gUPLvdTsUfH8gfiz8i1+HU+VyajK+hwg0A6A0nqfn+I6EvnFA6AzZUemC3qdvpralKTrnrDSVgtdqoT43Jlxk5pN5Q4dbkb0ryzf3RNFMyE8g08an02FHmVj8Nt6lSlpnugQQT85IrM72KzHg0GXttuQv7eyLoY0xm+mPZlv7arL9yeNDPyPqbJzPhjMxUaiQzZU70R1MIxFiTGTmtrK5cqz07IzMRFmVGTvNtrPSqPna7XW5Q1R9NIhgX0VBJ/9wQ+qIZPU8zmZH1PH8kRb3M0KKLj3QMzDTrcDgcmDdvHtavX6+8Jooi1q9fnxf1OhHpdBo7duxQjK7JkyejsbEx75rBYBCbNm0a8TVZoEfDxgtA9pwp0gqeFXI7AzpVNsKAbDFxSpTQF2FzbrQoFAfYPSBSy0YdQLbRRU8ozlxTit7M869FoTiQnfMexjpKKufxaSQzNWWkkQlb8wJov87UKjLD1vqr5fmWQPYZ7WVsXkRR0nydIUfZsNa5NnsUj7bPUm+YrXlhAWYMMQBYtWoVHn74YTz22GPYtWsXrrvuOoTDYaxYsQIAsHz58rxmHrfddhvWrVuH/fv3Y+vWrbjiiitw6NAhXHXVVQDkjorf+c538NOf/hTPPfccduzYgeXLl2PMmDG49NJLjfiKmpBVBLRauNh8QLOt67WZF7vVgkpPvhePFZRFXeXDnAmsnrGmtJTWoDMgkD2zjRvvx0MUL26I5VNblnWEsXQcRG67be2UajaNVC3Pt5Svy6ZTQ8vzLQlZxwaj669WDndG118WYCY1EQCWLVuG7u5u3HTTTejo6MDcuXOxdu1apdlGa2srLJasbdnX14err74aHR0dqKqqwrx58/DGG29g5syZynt+8IMfIBwO45prrkEgEMC5556LtWvXHnfwM8vopwiw9YB2azwv5NqBSBI9oThObijX7D5qo+X5agBQm9lE/YwZqFpHxBw2C6o8dvRFkugNJxSlgHa0PDSeUMusgqSPsZFIiwjGUqhwG5+SMxL0UKpZ3Zu0j6JmI2KSJEEQ6E6bJ2h5viWB/ci7NusMeUZZW39ZgClDDABWrlyJlStXDvq7DRs25P1877334t577z3h9QRBwG233YbbbrtNrSFSh5YHIALsPqDZqI92ym6N14G9YGtuJElSopt6KAIsoeX5aoSaMif6GDPe+3MOjdeqwJ1VL77WSrXLbkWZ04ZQPIXeUJwZQ0wPpZr16IbWETHWjPdujecFYHdv0tzhnnOWI0vGOwswlZrIGT25SrV2NWL5DygraJ1KBbCpPPZHk0imtTsYUr4umylDWkcKAdl4B9hSBPRRqkntBjvzAui1zrBXp6uHUs3i+gvoZ7wDbK3BWtdB5V6bOZnR3OEuP6fEeOeoBzfETI4uSjWjD2iPxjViAJveNbIB+Vw2TZqYAFmZ6QmzabxrmTLIYl2Lrko1Y3WFWZnhBkcu2ZRNbqAei9ZKtXxt9uamR+MmJkBuLSo785KXxaLR3LjsVpQzaLyzADfETI4eSjW73jV9asQAthqZdGeUAG3T7zLGe0pEKM6O8a40F9DwfBnFeGeofq5XB6W6LudZYsl479XBi591+LCzzvTqECmsYdBA1UOpBtjMSuBZLIOT53DXYW9iyUhlAW6ImRyiVGu5oANZ7xpLyqMeaQ5KOtUAO/OiRxMTj8MGj0N2DLAULdS6yxuQrblkabPTRUHKdPCMJUWEE2nN7qMmkpRtt63lGkyeVZbSNrWugwJyjHeG5iUYTemiVLPYyKRX426SuddmyXlK/oblLhtcdm0c7gCbxjsLcEPM5OgR9QFyPI8MpQ1p3e4VyGlkwtKirkP6B5Ab+WFjbmRPtawIaNWQAgCqGYxu6KFUexw2uDNKBivrTDCaQiItH+isrVLNnhdfj/Q7ssZEk2mEGYm8E0dYuVMfpZpN412HiBhLzlOSxaKxnsei8c4C3BAzOXp4qoH8mh8WkCQpu6hr6qlmt0ZMe5lhK/ITTqSRSBGlWkOZ8bIXXdYjNRHIPTyeDUWgJ6yPUl3LsvGu4frrdeYY74zMjR7zArBZi6pHjS65djSZRiTBhvGuu8OdkT2bFbghZnL08FQDuZ0T2VjU9cqpZnmz01xmGDNS/Zlxuu1WuB3ae6pZOmNNL0WgljFFQK/oMmvzAmSddlquvwB7dS16r7+sGKiA9gddA4DXYYXLLqvGrETFssa7xjLjZSuLhRW4IWZy9Ej/ALIPKCuLun451fK8hBNpRBmpayGbnZYpm0Du+XOMyExm89EyLRHIVRzZmBdAHwUJyI2isjE3SmdAjWWGGHqszAtghJHKxtz06HBERu71WXGESZKkS/2yIAjZdYYRg0M3RxhZZxgxUFmBG2ImR680B9YOztQrp7rMaVPOVWJFEdDjrCyAve6AfiX9TmuvozzvA7EU4ilWjHftU4YAoI611ESdI4WsrL+5qeHa17WwNTdkPdR8/WXMeToQTymp4Vo7CbMGBxtzo5fDncWadxbghpjJ0T9liI0HVK95EQQhp+02I4qATko1a62l/To06gAAn9sGm0XIuyfNcKV6aHp1ShkizoFQPIVYkn7jPRRPIZ5RqrXfm9gyOPSObrDyLBGjqEzjekuAvTpd/fQ8ttJ8WYEbYiZHt5Qhxup99MqpBnJSzRjwrkmSpFvtBms1Ynp0TAQyqTEMzU0kkUYsmVGqta5RYMx471ZSE7VVkMpzIu/dDKwzZF/yOrSttwTYq9Ml2Rq6Rd4ZMd710mXke7AlM3p0gAbYc56yAjfETExeZ0DudcxDr+gGkDVoWAjn53UG1Kneh4V5AQB/ZpxaG6jyPdjZ8MgY3XYrPA6bpvdirX5Or9Rw1iLvekXd5Xuw5cXXa8/2uW1wWGUVkAWZ0WteABZlRh8jlVx/IMaG8c4K3BAzMeFEWkn/0Ny7llkcg4zUtWSjG3os6ux0NMvtDKiXUs1C1AfQW2bYmRs9o8usdQfsVVI2eeQ9F706A8r3IOdl0T8vQG50Q7/IOwsykzXe9Vxn6J8XIOvM1NpIrXDbmUqbZwVuiJkYolS77BbNlWqfi60H1K9TNzOArUW9V6fOgEB2Q/VHEkiLkub3Kxa/TimbQE5qDAPRwqw3VnsDlaVnCcjpmsjnJo9uA2SGlTSzXp3SWYHchkn0z42ezxJLkfdIIqWkhvO0eTbhhpiJ6VVSqbRfuCwWQVkEWHhAFaVaF+8aO/PSq1NnQACo9sj3kCSgL0L/3BiSzsqAzCgdE3VYZ1hLjdEznUpZZxhwhOmZmshSg4FIIoVoRq51jfww0I5cT0dYHUNNgcgYnTYLPBrXWwJsOXxYgRtiJoYot3oojgBbKSBGRH5Y8DrqaWzYrBZUeewA2NrwqnVJM2MnBY8ocVqnUgFspcZEE2lEEvop1URmWGjW4VdatOtnbPRHk0r9K62QNcZhtaDMqW0WCwCmzsvS1RHGkLGRa6AKgqD5/ViaG1bghpiJURRHnQwxlkLW2cVLhzQHL0PeNR03OyD3/Dn6F3U9PbJsGe/6RcQEQUBVZv5pN8TI385uFVCui1LNxrwA+q4zFW47rIwY77nOUz2UalLXyUJETE/nKXEQ9EWSSKXpNt6JTFfp5XD3shNhZgVuiJkYPRVHgJ1c/FRaRF8kCUCvRZ0dD5KenQFz79NDuYIUTaSVlCGempiP7sY7I2f85Hrw9fFUs2OI+XV0ElosAqo8bDg29H6WahnqXKun87TS40DGdqf+edJdZsrZ0PNYghtiJkbPUD7ATgt7YoQBUFLjtKQ2R0GivSlFr1I7p/1mB7BjvBNFRbeUocy80K4EAPrWWwLZ9cxPufKoZ5dNADnGBjsyo7fxTvvz5NexRhfIfZbonhdAX5mx5tS80x75Mcx5SvmezRLcEDMxiiKg06LOSl0LWdArPXbYrNo/AiRlQJSAAOVNKXRXkBhJZ9U9upGz2UkS3ca7khrj0Vd5pF1m+nTOSCCRAtoNVEB/Lz4rBofe6281I+uvKEqKA5Ubqfno7fBRygkonxeW4IaYidE7NbGakZQhPXPNAcCe05SCdiO1V8e2/vJ92EiN0b92Tr5PPCUinKC7O6BRqYm0d9o0Sqn2hxNUG++yUq1fmhnAjsGhu4HqYcPY6I8llWwS3R0+lO9NekdRWYkuswQ3xEyM7p4SoiBR/oAqHbt0mhcgGxWjflHnEbFB0Xuz8zhsSitimtM2JUnKRn5081SzkbZplIGaTEsYiKd0uWchBGOprFLt1T41HGDJeNc3zSw36kOz8e4Py9GwcpcNDps+aitxErCiz+i1zrDSLIkluCFmYvw6R35YCeXrvXAB7HiR9Dx7DmDn7CO9o8tA7qGi9M5NMJZCKqNU83SqfPQ8NB4AXHarYrz7KZ4b8iyVO21w2rQ/9whgJ1vDr3uamTwvibSIEMXGuxHrLyv6jJHNkmg23lmCG2ImRm9FgJk0Mx3PgyJUMxAtjCRSiCXlVr161xXSHPUB9I8uA7nHHtA7NyTCUKajUs2OU0PfttIAGwaHP6L/+qvIDMUGKqC/Uu1x2OCyy2ogzc+TEc5TFp4lwLgSlAQDafOswJwh9sADD2DSpElwuVyYP38+Nm/ePOR7H374YXzsYx9DVVUVqqqqsHDhwuPef+WVV0IQhLx/S5cu1fpraE48mVYeEr02PJJmEkuKiCTo9a716pz+AWQVeJoXdZL+4bRZ4HXoq1RTH90gMqOj8shCtJDIjBEKEs2KI6B/mlnuvWieG2OUajbSWY3J1mBgb4oY4Ahj5DgIvWXG47DCmUkPpd2xwQpMGWJPP/00Vq1ahZtvvhlbt27FnDlzsGTJEnR1dQ36/g0bNuBLX/oSXnnlFWzcuBHjx4/H4sWL0dbWlve+pUuXor29Xfn35z//WY+voyn+TIchvQ4TBWSvuCPThZBmxZqnJg5OrmdNj86AQDYiNhBPIZak17tmqIJEcUTMyGeJZsURMNaLT3PnRKX7nSHRDXrnBdD3fDVCNQPRQuLw0VNmWDgOIp5KKymlepUTCIKQ1Wcor7lkBaYMsXvuuQdXX301VqxYgZkzZ+LBBx+Ex+PBo48+Ouj7n3jiCXzjG9/A3LlzMWPGDPz+97+HKIpYv3593vucTicaGxuVf1VVVXp8HU3Ru902ID+gSgoexQ9orwGbXRUDyqPexx0AgM9lg90qyyfNRmqPATLDQo2YkbUb/dEkkmlRt/uOluyZfDzynoshxjsD0Y14Kq00WTGkForiPdtvwN7EkvPUZhHgc+vjcAdyO7TS7dhgBf3+ckWSSCSwZcsWrF69WnnNYrFg4cKF2Lhx44iuEYlEkEwmUV1dnff6hg0bUF9fj6qqKlxwwQX46U9/ipqamiGvE4/HEY9nBTAYDAIAkskkksnkUB/TBXL/rv4IANmro+eYqjx2dARj6OqPINng1e2+o4FEGCpcVt3mpsJFiujjhsvIsZDxdAejAIAqt13XMVZ7HOgciKMzEEGdl84lSZEZp0W3uanMbKzdAzF6ZWYgBgCocNt0G6PXLkAQAEkCuvsjqCvXL11ppCTTIgZislJd7tBTZuR1pidIr8z0EJlx6Scz5Q7Z2ROIJhGLJ2C16OOcHA1dQXlerBYBHht0m5sqss4Eo9TKDFl/K3Xcs31Okt1D355N6AwQPc+OVEq/cpAqt1yG0tVPl8yQsdAyppGOg06tZxB6enqQTqfR0NCQ93pDQwN27949omv88Ic/xJgxY7Bw4ULltaVLl+Kzn/0sJk+ejH379uGGG27ARRddhI0bN8JqHbxO5o477sCtt9563Ovr1q2Dx+MZxbfSjlc3vwPACjHajzVr1uh2XzFqAWDBKxvfRngvnR11OvqsAAS8v3UT+j/Q5577AgIAKw529Or69xgNm7a9B8CKaKBb1zHa0vLfY+2G19FaRafMdAXlMe54eyM639Pnnoe7ZZn58NBRrFlzRJ+bjpJtu/YCsCDQeQRr1rTqdl+P1YpwSsD/rV2PMRT6e/oTAGCDAAlvbHgJeun93W2yzOz48ADWSPv0uekoeW9fKwALug7vw5o1e3W5Z1oCABskCXj2+X+hXJ+u+aPiSBgAbHBbRaxd+y/d7hvokvfsLTs+wJqBXbrddzTsPdwOwILDe3dhTf/7utwzmHmGA5EEXvjnGt2e4dGwO6NX2MS4rnt2JCDLzBtbtsPd8a5u9x0pLS0tRg8BgBz8GQkFG2KBQADPPvss9u3bh+9///uorq7G1q1b0dDQgLFjxxZ6Wc34xS9+gaeeegobNmyAy+VSXr/sssuU/581axZmz56NqVOnYsOGDbjwwgsHvdbq1auxatUq5edgMKjUn/l8Pu2+xAhIJpNoaWnB2CnTgb17cfKEMWhunq3b/V8Kb8cH2zswftopaD5nkm73HSmiKOH6N+WH9NNLL0S9Tt70iUeD+O2uN5GyONHcfJ4u9xwpRGZqx04CWg9j1smT0XzRdN3u/0z3FrTt7cXkU2aj+Qz61o54SkR840sAgM80L0KFWx8trmJfL/537xYILh+am8/W5Z4jhchMeW0T0N6JM2dNR/O5k3W7/317X8e+7jBOnTcfC6YMnb1gFLs7BoAtG1HldeCTF5+v230jW9vwXOt7cFfVobl5nm73HQlEZly+GqCnD2fPm43m0/V73m979xUEokmc8dGP46SGMt3uO1Je39cLbN+CpqoyNDefo9t9D796ABva96CicRyam0/T7b4jgciM4PYB/SGct+BMfOLkOn3unRZx45aXIEHAgvMW6pouOlKS77YDu3ZgUmMNmpvP1O2+76zZjS09raifMBXNS07W7b7DQeRl0aJFsNuN97aQbLnhKMgQ2759OxYuXIiKigocPHgQV199Naqrq/G3v/0Nra2tePzxxwu57Ampra2F1WpFZ2dn3uudnZ1obGw84Wfvuusu/OIXv8BLL72E2bNPbJRMmTIFtbW12Lt375CGmNPphNN5vAJvt9up+OMDQH9MbnxQW+7SdUw1ZbKRG4imqZmLXPzhBDLHHqG+wgO7VZ8yyfoKOVLaF0nCZrPpVrc3GgIZmanz6SszdeWyzPTH6JSZnoicsmmzCKgpd+v2t6v3yTLjjySonBcA6M+k39WVu3VeZ5zY1x1Gf0ykcm6Ccbl2rcbr1HV89T43AKAvkqJyXgCgLyrLTL3Po+sYq8scCEST6I/TKTNkz64p01dm6nyZPTuSpHJegGyDl/oK/WTGbgcq3Hb0R5MIJUQ0VtI3N8bJjLzOBKJ0rjO06OIjHUNBWuiqVatw5ZVXYs+ePXnRpebmZrz66quFXHJYHA4H5s2bl9dogzTeWLBgwZCfu/POO3H77bdj7dq1OPPM4T0GR44cQW9vL5qamlQZt1EYUUSfez9aizjJuOQmEfr1qiEF0SlRQjBGZ2t/o2SG9nbkpLlLlY6Nb4Bs+/q+SBKiSGfKptLNTMcieoD+QnojzhAD6H+WAGOadQD0y0x2/dW35pF0B6R1XiTJeJmhtQu0EUdkAGysMyxRkCb61ltv4etf//pxr48dOxYdHR1FD2ooVq1ahYcffhiPPfYYdu3aheuuuw7hcBgrVqwAACxfvjyvmccvf/lL3HjjjXj00UcxadIkdHR0oKOjA6FQCAAQCoXw/e9/H2+++SYOHjyI9evX49Of/jSmTZuGJUuWaPY99MCILkO59yMKGm2QDnSkbbpeuOxW5WwuWhcvI85qke9Hd3dAowxUosSnRQn9UTqfp6yCZIzM0Nod0B8yRkHKnglFpyNMkrJHq+itVNPe2t8wY4Py8wrjaSApF/npbqTSbnAYvf7SOi+sUVBqotPpHDT38cMPP0RdnXb5u8uWLUN3dzduuukmdHR0YO7cuVi7dq3SwKO1tRUWS9a2/O1vf4tEIoHPf/7zede5+eabccstt8BqtWL79u147LHHEAgEMGbMGCxevBi33377oKmHLOE34KyW3Pvxze54qsscCPuj8IfjmFxLX4cBI86wAbjMDIXdaoHPZUMwlkJvOKF7dGUkEOOdrzP5GCUzVV45FSaWFBFNpOHW6WD2kRIXgUQqk7apt5OQ8tb+vQbJDO2HXYcyCSRuu1V3eabd4aMcxcMzEpimIEPsU5/6FG677Tb85S9/ASCfH9Xa2oof/vCH+NznPqfqAI9l5cqVWLly5aC/27BhQ97PBw8ePOG13G43XnzxRZVGRhfGeUroXtSN2uzkezpx2B+lN83BKOO9jMvMUNSUORGMpaicm3haVvgBnoJ3LL0GRVHLnDY4rBYk0iJ6w3GMc9DRxZcQygR2XXYLPA59mzbTrjz6lWwNY56lSCKNWDINl50u453IjDF7NuUyw8sJTEFBqYl33303QqEQ6uvrEY1G8YlPfALTpk1DeXk5fvazn6k9Rk4BGOWRpd2DpGx2RizqHtlbTeNh14m0vBEDBqSz0i4zBuXhA3SnUxEFyWGzKGm3elGdMd5pdWr0RYxZfwVBoFpJIjKjd4oZwMI6Y4zMyPXScu0rjXMTSspj09tABeg3OPwGrTPk+Q3FU4in0rre24wU5JKqqKhAS0sLXnvtNWzfvh2hUAhnnHFG3vlcHONIi1AaQhiVMjQQSyGREuGw6dcQYyQoSrUhizq9qTEk/cNhtaDcyT3VuRgVXZbvSa/ySGSmRucmJuSeAL0yk00ZMkZmOoIxSmVGlhNjosuZ5jcUzguQreszwniv8jjQNRCHP5TA2Eq3rvcfDrLOGBkRo/FZAoyLiJW7bLBaBKRFCf5wAk0VdMkMaxSlcZ177rk499xz1RoLRyXIwmW1CLqdeUSocNthEQBRAgKRBOp9ruE/pCO9BirVRBHwU+jFD+ekf+itVJMIXCSRprKuxag8fIDurl3hpHFKNfWeaoMUJICNdcaIekd2ZMYY471rIK5EWGjCyNRE5VmiMCMhlRYRMKjxjcUiG+89oTh6Q9wQK5YRG2L33XffiC/67W9/u6DBcNSBLFxVHjssOh8HTx7Q3nACvWH6DDEjFSSaFYGQgUp1uVNOjUmmJSrrWrjMDI6Rnmryt+iLJCCKku7r3HAY2hSIZplRUhN5dCOXtCghEDVGqQboNjiU1ESD6roBOrtAk7PVBAGo9BizBveE4lSuM6wxYkPs3nvvzfu5u7sbkUgElZWVAIBAIACPx4P6+npuiBmMkekf5L694QSVDygVChKFXscBkmZmQNRHEATUeJ3oCMbgDycwropOQ4ynxuRjpFJNIiqiBASiScPWusEQRcmwGrHce1IpM0amJmaU6r5wApIk6R75PxF9kQSkzFGBVR79D6JV0uYpjKJmHT4GZLFQXKNL9qUqjwNWAxxR1TnOME5xjLiA58CBA8q/n/3sZ5g7dy527doFv98Pv9+PXbt24YwzzsDtt9+u5Xg5IyBsYCg/9740KgI9BrVoB4Bqig/ONDL9I/e+NMoMGVOtEamJDHiqjVCQSGt/gL65CUSTEBWl2rhoIW3zAhi7zpDW/ilRQjCa0v3+J4LsCZUeO2xW/euqaa65pCGK6s8Y7zRhVE0hgaTq02i8s0ZBT/yNN96I+++/H9OnT1demz59Ou6991785Cc/UW1wnMIwsjMVkFujQJcikOupNqRZB8ULVzb9w2iZoWtukmlROUzZmGYdFHuqFaVafw8+kHvsAV1pQ8QAKnfZDGlWRPMRIkYq1U6bVWlERNuB10odqgGGO0B7OqvxtajJtISBOJ3Gu1GGGM3GO2sUtEu0t7cjlTpeKNPpNDo7O4seFKc4jFy4cu9L2wMajCWRzriqjaxroW1egBwFyQADFciNiNGlIBHD3SIAlTo3vgHolpmwgSlD8n3pjPz0GnhEBkB3dDlscNp8FaXPk5GprEB2XuiUGfm/RjRLctmtytEctDkJjaxdBuheZ1ijIEPswgsvxNe//nVs3bpVeW3Lli247rrreAt7CjCyiB7IScGjLHeYLBjlThucNv0785G/RzQpdwekibDBMlNDaWv/3Dx8IxpC5Obh05YaY7TDh6T90Sozhj1LZXQaGwBNDh+65sbIQ+MBuh0+RkZRAXqN1F4Dyyxy70ubI4xFCjLEHn30UTQ2NuLMM8+E0+mE0+nEWWedhYaGBvz+979Xe4ycUULLZkfboq4oSAbNS5kze3AmbUaq0Uo1ramJfko2u2RaUs4GpIWQgQ1egBzlkTaZUaIbBkcKKZsXIDed1aAUaFr3JhJF5Xt2HtFEGgnR4L2J0rmhJSJG27ywSEHniNXV1WHNmjX48MMPsXv3bgDAjBkzcPLJJ6s6OE5hGK1Uk0NMaatrMdqDJAgCqr0OdAbpOzhzwGCvI62Leo/BnmqSGhNOpOEPJ3Q/F/BEGN4UqIxOT7Xf4NREct+BeArxVNqQ6P9gxJNpxA1WqmldZ/wGN17InldIV3SDODXsVgFlzqKOvS0YWiM/RkfeaY0us0hRkn3yySdz44tCjE5N5B6koan2OtEZjFNXC2W0zNC6qJOGM0Z5qgHZ4Aj7o/CH45hc6zVsHLkkUiKiaePO98m9L23rTK/BkXefyw6rRUBalNAXTqKxgg5DzJ8598hmEZSOl3pDa8OkbGqisVHUYCyFZFqE3YDOjYORa2wYddxANaVp80rXxDKjosv0NgVijYJWw//6r/864e8fffTRggbDUQejuybS6nUk3j4jzxyiUXmMp0TEiVJt2KJOZ7MOo72OgPwcH/ZHqVIeSXMBq0WAz2VMlI7WdcZoh4/FIqDKIx+22huOo7HCZcg4jiVbb2k3TKmmtbW/0TJT6XFAEABJkp/t+nK6ZMaobpJA1gnXx9eZPMj62x9NIpUWDTl2wSwUZIj19fXl/ZxMJrFz504EAgFccMEFqgyMUxhpUUKEkohYXyQBUZQMaXIwGEZ7HeV706c8krHYrcZ5qpVW5BQZGwAdMkOj8U5axle67YY939RGUXMavBhFtdeOnlCcMpkx3qlBa3TD6LmxZox3fzgBf5gmQ0xeZ6oMOiIDoH+dMa5Zkvw3kST57MRag5y4ZqAgrevvf//7ca+JoojrrrsOU6dOLXpQnMIJRJOQICtG5EHRG9JlSJRkb0mVgRtvLkZ7kAC6DbEqj5HpH/K8hBNpxJJpuOyUpFNRJDM0KQLZhhTGKUjZ1Bi6ohtGpyYClK4zEXIeH89IOBajuyaSe/vDCaqcYco6Y6hTgz6Zkc9ENfZ5slktqPTYEYgk4Q8nuCFWBKrFEi0WC1atWoV7771XrUtyCoAsFpVuu2GhYrvVgnIXOTiTnsVLUaq5gpRHdrMzTqn2uXI6SlI0N1QoSBS2IzfaGwvkzwtNrf2JYWik8V5D4UHgNKSZKcdBUPQsSZKkjIeGvYnGPZsb7/n0R7NnohoaeSdHiFC0zrCIqpr6vn37Bj3omaMf2YXL2O5qNC5eVCjVNG52BneTBOSOklUULuo0RMRofJYUb6yRtRs5rf0H4nTsO5IkUaE80ujw6aNgb8pdf2kx3oPRFFIZpZobHPmQ1EQaniWa9iXlTFSXDQ6bcbVZNK4zLFJQauKqVavyfpYkCe3t7fjnP/+Jr371q6oMjFMYNCgB5P4HeyNUpQ1lPdXG1/vQ5JElKUNGp5BWex3oGqCro6TRZ88BdNa10LDOuOxWeBxWRBJp+EMJw5qG5BKKp5BMy0q1kesMlQ6fTOTdyHWGRJziKRGRRBpeg1qi50LWuzKnzdCjBqiUGYqMd5qMDRochAC9rf1Zo6BV6J133sn72WKxoK6uDnffffewHRU52qIo1QZ6qgH6lMc8T7WBSnUVhYt6HwVKNYBMjvkANXOTFiWlOyANnmqazvihQUGS7+9AJBFFbziBSRS09ifz4rZb4XYYp1QrB6RTpCDREN3wOGxw2S2IJUX4wwkqDDEanBq596dKZiiqEYsm04gm0oY+1wSjz50j1FB6liNrFLQKvfLKK2qPg6MStCzqtEV+BnI81TSkU9G0cNFQIwbQ53kMRBIg2UvGdsCja14AutaZI31RauaGhvTn3Pv3kVO3KSBbI2Z02rwTbQHZeB9f7TF0LAA9zxKN60wfBcZ7mdMGh9WCRFpEbziOcQ7jZYaGbr7y/enS81iloOTSCy64AIFA4LjXg8Egb19vMDTk4QM5B2dS8oCSOiijPdW5Z28k06Jh48iFBk917v2pkZnMOCrcdkMPOKWxroWeyDtdXnyyzhjZdAHIlRk65gWg0eCgY25oSzOjqRbKT0FGgiAI1Dk2lHXGcJmhK/OJVQrSLjZs2IBE4viJj8Vi+M9//lP0oDiFQ41S7aHLu0bDgg5kD84EgECEkkU956BVI6EtBa+XEgWJKPWJlIhwIm3oWAj0pCbSpQjQcIYYkNvan455AehZg6soMzhoiaLSJjOJlIiBmNyEx/h1hi7HBg1HZAB0NnhhkVGlJm7fvl35//fffx8dHR3Kz+l0GmvXrsXYsWPVGx1n1NCQUw3Ql+ZAi6f62IMz68qNP3uDhjooIOdQZ1pkhhIFKa+uJZRAGU11LUYbHKQWijKl2mjjnchsINPm2mrQoduEZFpEf5Qo1Vx5zIWG2mWAvj2b7EsWSKgwuBFPDWVHiNAWRaVlXlhlVDv63LlzIQgCBEEYNAXR7Xbj/vvvV21wnNFDi/KopCZSoiDRMi+AHHnyhxMZ71q50cOhJ4pKWWqiolQbrCABuXUtcUyoMbZGIS1K6I/SJTO0KAK0FNFXeewQBECSZIXW6MNWiVItQEKlm47oBj0yQ5dToy+SgChKsBhsvBPdwWOH4WOhVmYoWX9p2bNZZVSpiQcOHMC+ffsgSRI2b96MAwcOKP/a2toQDAY175r4wAMPYNKkSXC5XJg/fz42b958wvc/88wzmDFjBlwuF2bNmoU1a9bk/V6SJNx0001oamqC2+3GwoULsWfPHi2/gqbQkjKkNOuI0PGA9lKy2QF0pYCk0iIClCjV1HkdlfPVjI9a0qQI9EeTyBx7hEpKGrzQogjQkjJks1pQkTF4aJAZMgaPDYZH56iVGcONd/n+ogTF0WIkRGbKjE8A4DIzBLnNOmipX2aRURliEydOxKRJkyCKIs4880xMnDhR+dfU1ASrVdsmCE8//TRWrVqFm2++GVu3bsWcOXOwZMkSdHV1Dfr+N954A1/60pfwta99De+88w4uvfRSXHrppdi5c6fynjvvvBP33XcfHnzwQWzatAlerxdLlixBLBbT9LtogSRJ2YNWKXlAaWkwQEv6Xe4YaOg0ROSFKk81NVFUcu4cPTJDgyJA5sVjlQxtYgLQ5/DpoyRlCKCr+QJ5psuMP+qNwtTEzDpjsPHusFlQ7pKtHhrWGeV8Nbvx+oNS807BswTQcSYqkF1jUqKEYCb1mDN6RuxreO6553DRRRfBbrfjueeeO+F7P/WpTxU9sMG45557cPXVV2PFihUAgAcffBD//Oc/8eijj+JHP/rRce//9a9/jaVLl+L73/8+AOD2229HS0sL/ud//gcPPvggJEnCr371K/zkJz/Bpz/9aQDA448/joaGBvzjH//AZZddpsn30IpgNIVUxlVNS7E4aTBgdF0LUUaM9lTnjoGGzY4osDR4qomCNBBPIZ5KG3q4KUCP1xGgS3nspUippsnYAHIzEoyPotZ4HdjfHaZCZkjtMo9uHA9NkfcarwMDsRQdMhOmaJ2haM+m5UxUAHDZrfA6rAgn0vBHEqgwOEPi3SP9eLdXwKn+CKY1VBg6ltEw4mXx0ksvRUdHB+rr63HppZcO+T5BEJBOq9/ZK5FIYMuWLVi9erXymsViwcKFC7Fx48ZBP7Nx40asWrUq77UlS5bgH//4BwA51bKjowMLFy5Ufl9RUYH58+dj48aNQxpi8Xgc8Xi2e04wGAQAJJNJJJPGhfQ7+8MAAJdVgkVKGzoWmwC47RZEkyI6A2E4DT6vpSckRzgrXVZD5wUAKlyygdEzEDN8LF39EQDyZmf0WNxWwGYRkBIldAYiaKpwGToe0r2xggKZqXTLS3V3MGr4WLqCUQCAlwKZ8TnliJw/HDd8LECOzDgtho+HRLi7gxHDx9KtyIxk+FjI+tsbMl5mJElSlHufUzB8PFUeOw72yvtCMmls/XJ3UN6zy2zGrzMVTiIzxu/ZA7Gkciaqz0GBzHgdCCei6OqPYFyFsYbhU5tb8eyHVnjHtOHbFxp/3ttI/zYjNsREURz0//Wip6cH6XQaDQ0Nea83NDRg9+7dg36mo6Nj0PeTbo/kvyd6z2DccccduPXWW497fd26dfB4jPvjd0WBkysssAlAS0uLYeMguAQrohDwQssGTDK4J8WBNisAAft37cCazu3Dvl9LOtoFAFa8t/cQ1qw5YOhY3umVx1Jmo0NmPFYrgqKA59e9jHFeY8dysEOWmb3vbcOatncMHUtXm/x32vHhAawR9xk6ltc6iMxIhstMLA0ANkSTIv7x/BoYeEQgAKArKMvM9rfeQPvOYd+uKaFeCwAL3tz2Hqp6jR3MpsPyWMrsxq8zXVEAsKE7GDmuZlxv4mkgnpLVsLdf24AdBstvMiT/nV7dvBXpQ8amBG7bT4/M7AsCgA2HuwOGy0x3Rn4dFgkvt7xo6FgAwJqU17yWVzeio9pYmfngoCwzHYf2Ys0a43s9RCKREb2PgkQB9li9enVepC0YDGL8+PFYvHgxfD6fgSMDLk8m0dLSgkWLFsFuNzZM/PChN9F3NIgZcz+CC6bXGTqW/7frVQAxLPr4ApwxodLQsaTebcffD+6A01eD5uaPGDqWvk2twIe74bVLVMjMb/a/gWBnCKecfhY+Nq3W0LHcvmMDgASWnn8OZjYZ+1yHt7Thhdb34K6qR3PzGYaOZf8r+4AD+1Bmh+EyI0kSfrLlJSTTEj7ysfMxttJt2FhiyTQSG9cDAD7TvAg+g2sud7fswcauA6gdOwnNzacYOpbNz+8CjhxGmc14mQlGk/jZtlcQTwu4cPFSOG3G1Tke7osAm1+D02bBpZ+8CIJgbHr4a4n3sHNLG8ZMno7m86YYOpZ//nkb0NmFMgr2pn3dYdz33uuIw47m5iWGjQMA3jkcALZtRr3Pjebmjxs6FgD4e+9WHPqwB5NnzELzmeMMHctjRzYBff0458zZaJ5t/FFaJFtuOAo2xNavX4/169ejq6vruAjZo48+Wuhlh6S2thZWqxWdnZ15r3d2dqKxsXHQzzQ2Np7w/eS/nZ2daGpqynvP3LlzhxyL0+mE03l8PrfdbjdckSXQMBZyLlR/LG34WEhTivoKj+Fjqa+QlcVANGX4WPpj8rNbZqNIZjpDCMZEQ8ciitnGNw0VXsPnpd6XkZlI0vCx9MthKHjtlMiM14mOYAzBuIhJBo6lKywXq9utAqrL3YYr1bUZmemjYJ0JZAr5y+yS4TJTbbPBbhWQTEsYSIgocxtXmxWMyxGEGq8DDgcFtahlcjo4DXtTIJKRGQr2poYKOdNpIJaCJFjhMNB4D2b27Joyp+F/IwCoLc/IDEV6Xp3PbfhYAIx4DAVJ06233orFixdj/fr16OnpQV9fX94/LXA4HJg3bx7Wr1+vvCaKItavX48FCxYM+pkFCxbkvR+QQ9zk/ZMnT0ZjY2Pee4LBIDZt2jTkNTkjh5YGA7FkGuGErDzS0HiBpmJxv9KZyuCBZCBz0xOKD/NObQnG5INwAaDK4KMgALqKxbNtpY3vZgbQ8zyRpgtVHofhRhiQ01GSApnppWidEQRBaWZldJMX5dw5CppIAfTs2UBWZihYflHhtivNrIzu0ErLGWIEmmSGNAWi4Zii0VBQROzBBx/EH//4R3zlK19RezwnZNWqVfjqV7+KM888E2eddRZ+9atfIRwOK10Uly9fjrFjx+KOO+4AAPz3f/83PvGJT+Duu+/GxRdfjKeeegpvv/02HnroIQDygvyd73wHP/3pT3HSSSdh8uTJuPHGGzFmzJgTNiThjAxazj4i97dZBPhcxmfjHnv2hpFKG1FevRS0CAagHDxrtMyQeSl32gzv3ghQttlR1M0MyDl/zmClupeSw5wJtKy/uWOgoWsiIM9N10Dc8Lnxh8lxM8Z3TARolRnj9yaLRUCVx46eUAK9oQQafMY1kuqlqDMrQI/MJNMi+jOR9ypK1uCRUtCymEgkcPbZZ6s9lmFZtmwZuru7cdNNN6GjowNz587F2rVrlWYbra2tsFiyQb6zzz4bTz75JH7yk5/ghhtuwEknnYR//OMfOO2005T3/OAHP0A4HMY111yDQCCAc889F2vXroXLZWzHNjOgePEN9zpmPNVeOjzVx569YWTLVxoVJMD4RZ2W9sAEMi+RRBrRRBpuA7tS9FJmiNEmM0afB0WgJVII5BrvxivVAE0yQ89ZhQA9kfe0KCGQOVSapnWmJ5SgRmaqaQgVgp51hkQqaTgTdbQUpH5dddVVePLJJ3HjjTeqPZ5hWblyJVauXDno7zZs2HDca1/4whfwhS98YcjrCYKA2267DbfddptaQ+RkyHrxjU0zUxQkSjY7p82KMqcNoXjK8LM3aItu0LKoK+fOUSIzZU4bHFYLEmkRveE4xjmM686qpLNS4KkGcpRqalKG6PBUE4PQ6Mh7br2llzKHj+HrDLVpZsbu2YFIAlJmeaFPZoydG9oiYkpGAiV6Hg1noo6WgkQ8FovhoYcewksvvYTZs2cfV5B2zz33qDI4DtuQhcJ4DxJdmx0gjyUUT8EfjmNyrXF92mnzVNOSgkeb8S4IAqq9DnQEY/CHExhXZYwhlnuYKC3GuyIzhqcm0iUztETe+6PZekvqZMZo5ZEyh09upNBI452sMRVuG6yWlCFjOJaajD5jdM0lbXuToucZnfkUomtfGg0FGWLbt29Xugru3Jl/PgkNqV8cOuBex6Gp8jrQ6o8YmrYpSZISzqclNZF02uw1uFmHn7J6HwCKIWbk8zQQTymHidKy4RFFwOh1hjalOjfy3huOG2aIKamsThtslCjV3Ek4OMTYSKYlDMRT8LmMlRm56ULMkDEcCz3prLTJTFbPM9J4V9YZSnSZ0VDQkF955RW1x8ExIfREN+hTqmmYm2Asq1RTkm5OofFOR/oHQEdTCnJvr8MKOzVKtSy8hkc3InQpSEBu5D2BKQYd5ZhVHO2gRqmmpH6ZNieh22GF225FNJmGP5QwzBCjzdgA6NmbaK1fjqdERBJpeJ3GWEKKU5mS7J7RYNxhCBzTQxaKSCKNWDJt2DiynanoWLgAOhZ1kmIhK9WGDSMPYqAOxFJIpMRh3q0dtKV/AHR4ZIm80tSVirboBk0yU0XBOsMdYUNDo8zQUHNJm4EK5NZCcZnJxeOwKoeiG7o3lVpq4mc+85lBw4+CIMDlcmHatGn48pe/jOnTpxc9QA67lDuzB2f2hhMYW+k2ZBy0daYC6FAE8pVqY6MJBHJeS1qU0yaNahPMPbKDkx/doAMa5gWgU2ZoWGcURxhFZ/vQYGwAlMpMmQNtgSgVkXe+zuQTS6YRoehMVEDW+2u8Dhztl9Pmx1cbU79MniVamruMhoL84BUVFXj55ZexdetWCIIAQRDwzjvv4OWXX0YqlcLTTz+NOXPm4PXXX1d7vByGIA0GAIPTqWhOM+NKdR7kvBbA2EOdla6JlKR/AHQ0GFCiGxQp1bREUUldIy3t6wE6oqg8IjY48VQaoXgqMx569iaaZKaKonWGhnkhRqDdKqDMoBTAwaimoHMibY3HRkNBhlhjYyO+/OUvY//+/fjrX/+Kv/71r9i3bx+uuOIKTJ06Fbt27cJXv/pV/PCHP1R7vBzGyBbSG6hUK5EfegwOGhoM0LjZAVmlhAYjtZYqBcn4eaExZYhEUYFsnYDeJNMigjFZqabK4UOR8kiTw4fIbyCSRCptjPFO/iY2iwCfmyKlmoLID43rDBX7Uk5DIJoa4yn6jIEOd6JjspiaWJAh9sgjj+A73/lO3uHJFosF3/rWt/DQQw9BEASsXLnyuI6KnNKDBkUgm1NNo4JkpAeJvto5wHjPY26LdpoiYjQoSLR1BgTyo6hGKQKk3tIigKrDRI1+lnLvTZPMVHocIHosOeNMb4isVlGmVNOwNxGHSrWBZ2weC5HfvkhCOY5Bb3qV6DI9ugyQ/TvRsM6w2DWxIEMslUph9+7dx72+e/dupNNy/qrL5aJqceEYg9GKQCotoj9Kn8FBR8omSTOjZ7MDjO9oFoqnkMh4yamqK+TprEOSqyQZgRJ19zhgoegwUSqM97xW5HRgtQhKJoBRzxNtTRcINGRr9FLo8CHOHkmSD5w2Atplhoa9icXUxIJsx6985Sv42te+hhtuuAEf+chHAABvvfUWfv7zn2P58uUAgH//+9849dRT1Rsph0mMVgQC0SSkzHNZRZHBQealx8CzN/LSPwZ0v/2QGB1FJff1OKxw2a2GjGEwaDDe8873CRo2jOMgSrVR6wyNUR8g13inoN7Sa0fYsFEcT7XXAX84kYkylOt+f2plhrIoKi1bk81qQaXHjkAkCX84oZx5qSfUykyZseuvKEpKZJvF1MSCDLF7770XDQ0NuPPOO9HZ2QkAaGhowPXXX6/UhS1evBhLly5Vb6QcJqkxWHkkC1elxw6blZIe7cguXImUiHAibUjhrT/Hi0/Nbodc490Y5ZHG+gQgW682EE8hnkrDadPfSMxVBKK6331osmescZnJRfFUU9EsyUGXIUZJRIw2maky2BCTJCmbmuh14JAhoxicao8DgUgSveEETjLg/rTKjNGZT8FYUkkXZbFrYkFDtlqt+PGPf4wf//jHCAZlt6jP58t7z4QJE4ofHYd5qg32lCjeWIrSYgDA47DBZbcglhThDyUMMcT6wllPNR3N62WIp9Go1ESitNKW/uFz22CzCEiJEvrCSTRWGGuItel+96ExWhHwU9gxEcjKcK9Bkfe8ekuvA4d1vfuJMVxmKFeqjVp/g7EUkmlZqaYubd7rwP6eMJeZYzA684nct8xpg82SMmQMxVB0iMDn8x1nhHE4BKMLf3M9a7RRY3BHSVq9+EanxtC62QmCkHNAr1EyQ4rFaVOQjK1roVVmyHjiKVE5f0hPcustaXOGGV2LytffwVHOg3JY4aQoNRygx+CgV2aM2ZdorV0eKQW74Z999ln85S9/QWtrKxKJfKHcunVr0QPjmAOjizhpXbiAnIMzKVAe2w0ZweAY7anuobQzFSBveN0DcUPmJpJIIZaUlWr6jjwwVmay6wxdMuNxWOG0WRBPifCHE/DqHHknfw+33Qq3gy6l2miZIUorbZF3YqBGk2lEE2nd/25KEynKostAbgo0b9aRi9H1yzQ2dxkNBUXE7rvvPqxYsQINDQ145513cNZZZ6Gmpgb79+/HRRddpPYYOQxjtAdJSTOjcFE3cm5iybTiIact/aOGy8yQGGmkks3OYbPAS5lSbfg6ozQxoetZEgTBWJmh2BFmtMPHT6nxXu60wW6VU1iNiLxnlWq65gXIlRmjIz90PU8kuyecSCOW1D/yTmNn1tFQkCH2m9/8Bg899BDuv/9+OBwO/OAHP0BLSwu+/e1vo7+/X+0xchiGKNUDsRQSKf0PzqT10GLA2Fx8snDZrYIh9WkngtSI9UeTSBpw2Cqtmx2Q023TQJmpoezcI8D46IZicBjQSW04jDQ4WHBq8NTwfIw23mk8Q4xgdAp0L6W1qKR+GTBonVGyWOial5FSkCHW2tqKs88+GwDgdrsxMCC3XPvKV76CP//5z+qNjsM8FW47rJkH1Igzfmjd7ABj86pzjQ3alOpKtx3kKKY+7sXPgxaZoY1qg89YozVlCDA2WpjXmZUyiBe/L2zMgc6KzFCmVAPGGhy0pvkCxjp8kmkRwZjciIK2ucmtXzbGEJOfYZqOKBoNBRlijY2N8Pv9AOTuiG+++SYA4MCBA5Ak9g5T42iHxSIoD4cRkR9i/PHNLh+aNztLzmGrRiqPdCrVxtVc0mygkpSUQCShtDHWE5qNVEON9wjNz5Jxa0wqLSKQOfeIapkxIvLOQBTVkEhh5p4WQXZw04aRJQUlGRG74IIL8NxzzwEAVqxYgeuvvx6LFi3CsmXL8JnPfEbVAXLYh4a6FhoNDiO9a35Ku98RDE2nolipNrLTG63NBYDs2UeiJKe06klazJ57ROPcGOnwoflZIop+XyQBUWfjnRw+Kwh0RgvJ38uILBaaZcbQ6HLmb1HpcShZRjRhZP1c1klIpz4zHAUVhzz00EMQRbl245vf/CZqa2vx+uuv41Of+hSuvfZaVQfIYR8jc/FpLuKsMTCdioTyaTRQAWM3vF7F4KBvbow03mmOotqtFvhcNgRjKfjDcV2VuEAkAZIIUkWh8mhkpzfFEUZhdIMYQGlRQjCWRKWOewR5fitzUvdpwtj1l15DTDHeDTiXz095Z0Aaat6rvQ5EdL978RQUEbNYLEilUti8eTNeeOEFuN1uLFy4EBMnTsTatWvVHiOHcWoMSqeSpKynmkZFwNiFi97oBgDUKoc662u857Zop1lmeOOF4zHqIHDyt/C5bLBbiz6aU3WMjS7Tu844bBaUu2RftN4GB3H20Gi4AwanJlKdGi6PKSVKCEb1PTiYZgMVMDrDh16H+0goKCK2du1afOUrX0Fvb+9xvxMEAem0/u0rOfRilCIwEE8hmZZd1TQu6kYZqLn3pHVRN0pmaG7RDhidh0+/zBzoCesvM0rTBfoihQAdzTpojKIC8twMxFLwhxOYWqfffWk2NoCcFGi+zuThtFlR5rQhFE+hNxxHhY7NIaiXGQMd7rlG6hFd764OBbnvvvWtb+GLX/wi2tvbIYpi3j9uhHGOxShFgHjzPA4rXHb6lOrcgzMjCZ29a5m5odUja5jMUNyiHcjOixGt/Wn3yBotM7TOCx3prHTOjVFZCX2Uz4uRDV5oTg0HDHQSUi4zRhnv4URaORqppLomdnZ2YtWqVWhoaFB7PBwTYlSNAu0Ll9dhhcMmP4JGpVPR6l0zSmZoV6orPQ4Q+1DvQnrqZYYrSIOiNF7gHUiPw3iZodXYMCa6EU2kqU4NB4x0+NCb5gsY9yyRdc1ps8BDYRbLSCjIEPv85z+PDRs2qDyUE+P3+3H55ZfD5/OhsrISX/va1xAKhU74/m9961uYPn063G43JkyYMOiB04IgHPfvqaee0vrrlBRGeZBoV6oFQTBs8SIdmGidG6O9jrSmmVlzWvvz5ykfo86xUWrnKJ0X8vcaiKcQT+mXsRJLphFJyPejXanWO/JDu4FqlLFBomEOK52p4UD2b6a3Y4P29dfwPZvSLJaRUFCN2P/8z//gC1/4Av7zn/9g1qxZsNvzw4Hf/va3VRlcLpdffjna29vR0tKCZDKJFStW4JprrsGTTz456PuPHj2Ko0eP4q677sLMmTNx6NAhXHvttTh69CieffbZvPf+4Q9/wNKlS5WfKysrVR9/KWNU10Ta0z8AeWzt/THDlGpaFQGSltKju4JEt9cRkGXGH07oGi2Mp9IIxeX0WVpThoyqn6P9DBufS+7MlxYl9IWTaKzQR8Elfwe7VUC504ZUSt/065FgVGt/VqKoA7EUEilRydzQmlxjg1al2jAjlfJyAmX91bnBlrL+UursGQkFGWJ//vOfsW7dOrhcLmzYsCHvgREEQXVDbNeuXVi7di3eeustnHnmmQCA+++/H83NzbjrrrswZsyY4z5z2mmn4a9//avy89SpU/Gzn/0MV1xxBVKpFGy27FevrKxEY2OjqmPmZDGqKQXtmx2Q0+lNx7nJPUyU2kXdoNb+vZRHNwBjFAHyd7BZBPjctCrVxniqaV9nyAHpPaE4esNxNFa4dLlvbrttWpVqwzISKO9AWum2wyLI5/L1RRJo8OkjM7Q/S0BW4dc9BU85q5BORxj5mwVjKSTTom4dZGk+K3akFGSI/fjHP8att96KH/3oR7BYtJ/sjRs3orKyUjHCAGDhwoWwWCzYtGnTiA+R7u/vh8/nyzPCAPkstKuuugpTpkzBtddeixUrVpxw44jH44jHs1Z/MBgEACSTSSST+h4meizk/kaPIxefU57LQDSJWDyh27kpPQNRAECV20bVfORS5ZZlsTsY1W2MPRmPlSAAZXaBTplxZGQmkkQ0FodNp0W9ayAGAKikWGaqMwXJespMZ0A+naXKY0cqlaJSZipccqSnJxTXdVzEA1zpslI1H7lUe+zoCcXR1R/FyXUeXe7ZFSQy48jbG2maIyIzvQbJjM9Jr8xUeuzwh5PoDERQ7dYnitrdn9mzPXZqZaYyc+RBz0BMZ5nJHJPhtFA1HwSvXYAgAJIEdPVHUF+uj2HUPYieR8v8jHQcBRliiUQCy5Yt08UIA4COjg7U19fnvWaz2VBdXY2Ojo4RXaOnpwe33347rrnmmrzXb7vtNlxwwQXweDxYt24dvvGNbyAUCp0wqnfHHXfg1ltvPe71devWwePRZ5MbjpaWFqOHoCB3kLdBkoBnn/8XynVqbLN9rwWABZ2H92PNmn363HSU9HfJY3xrx26MCb6vyz3bIwBgg8cq4cW1/1Jep0lmRAkQYIUEAc8+vxY+nRykuw/If4+2/buxJrRLn5uOkoEeeYyb3n0fNf6dutxzd0AAYIVNjGPNmjXK6zTJzOEQANjQ3hvMG6PWHOywAhCw9/13seboNt3uOxqkmCwzL7++GcEPJV3u+Va3LDNitJ9amdnXJ4/xYHuPrjLT3ifLzPvvbELwQ91uOyocojzGta+8hgOV+sjM60flv0esv5tamTnSJY/xg4NtWLPmsC73FCWgLyz/PbZt+g8OUBow9FitCKcE/N/a9Rjr1eeebx+S17ZAVxtaWuS/By3yEomM7Hjpggyxr371q3j66adxww03FPJxhR/96Ef45S9/ecL37NpVvDIUDAZx8cUXY+bMmbjlllvyfnfjjTcq/3/66acjHA7j//2//3dCQ2z16tVYtWpV3vXHjx+PxYsXw+fzFT3eYkgmk2hpacGiRYuOq90zktvefQWBaBJnfPTjOKmhTJd7/u3xrUB3D84+Yxaa543T5Z6jpfXf+7GhfS8qG8ahufk0Xe656YAfePdtNFSWobn5HHplZvsr6IskccaCj+HkhnJd7vnwoTeBQBDnLzgT50/X8WChUbBn/V683rkfNWMmoLl5pi73TL7bDuzagUmNNWhuPpNKmTkaiOKuHf9BRLTgoosW65YO99MdGwAksPS8c3DqGGPX/6F4ceBd7NnZiQknz0Tzgom63LPzjUPA3g9w8oQxaG6eTaXMjG/rx+92b0LK6kJz8yd0uacoSli16SUAEj615AI06pT2N1qeaH8LHQf7MO20uWie3aTLPd9b9yFw6CBOO2kSmptnUCkzng+78cS+d2D1VqC5eYEu9+yLJCC+uQEA8LlPLtWtZm+03Lf3dezrDuPUM+bj7Kk1utzz33/bCRw9inmnnoxFZ4+nSl5IttxwFGSIpdNp3HnnnXjxxRcxe/bs477wPffcM6LrfPe738WVV155wvdMmTIFjY2N6Orqyns9lUrB7/cPW9s1MDCApUuXory8HH//+9+H/ePMnz8ft99+O+LxOJzOwUOrTqdz0N/Z7XYq/vgAXWMB5LzqQDSJ/rio27gCUTksXOfzUDUXudT53ACAQDSl2xj7Y3J74JoyR949aZOZmjIn+iJJ9Mf0kxmS999QwWUml/6Y3P2upsxJrcw0VMrKSTItISYK8Lm0H5ckSejL1FvWUywzteWyst8fTeu4/qaUe9MqM/UVcgaLP5KEzWbTxXgPRBJIi5Jyf7uNzu6AtZnUsv6Y/jJTR7PM+GSZ6QsndRtTMFMKU+6yweumtxaqpsyJfd1hXfW8fiIzPrdyT1rkZaRjKMgQ27FjB04//XQAwM6d+akxo1nI6urqUFc3vNd5wYIFCAQC2LJlC+bNmwcAePnllyGKIubPnz/k54LBIJYsWQKn04nnnnsOLtfwnqdt27ahqqpqSCOMUxg1Xgf2d4d1LXBlovDXkMYLdHd5I+g9N5IkoSdMdxE9kJ2XHh27JrLQTdJlt8LjsCKSSMMfSuhiiAWjKaQySjXNz5ORDV5olhnS+CCREhFOpFHmLEglGhXkb1DmtMFJqREGGNOO3B9OZu5Nr/6V+yxJkqSL8U5763qC0vxGx86JLOh5w1HQqvPKK6+oPY4Tcsopp2Dp0qW4+uqr8eCDDyKZTGLlypW47LLLlI6JbW1tuPDCC/H444/jrLPOQjAYxOLFixGJRPCnP/0JwWBQCRPW1dXBarXi+eefR2dnJz760Y/C5XKhpaUFP//5z/G9731P1+9XChhxXgsLixfpmqjvvNC/2QH6dzQLxeVWzfK96Z0bIzq9ZZ8leucFkBtDRBJR9IYTmFSrfZECOZLD67DCZadXqTbi7CNFQaLYqeF2WOGyWxBLivCHEroYYizsS4Axrf1ZcBKSscVTIiKJNLy6yAz98wIYZbzT7/AZDu0lSCWeeOIJrFy5EhdeeCEsFgs+97nP4b777lN+n0wm8cEHHyjFcVu3bsWmTZsAANOmTcu71oEDBzBp0iTY7XY88MADuP766yFJEqZNm4Z77rkHV199tX5frETQe1HPO0yU4gc060Hi0Y1j0duLT7pSeR1WuCk9TBQwpn2y0iKYYqUakCOZbYGobnPjZ8DYALLrryHGu4fuuanxOtEWiKI3HMeEGu2bbfWG2DDEjNmb6M9I8DiscNosiKdE+MMJXQyxXkaMDSPOcmTFsXEimDHEqqurhzy8GQAmTZoEScp29jnvvPPyfh6MpUuX5h3kzNEOvb345D52qwCfi14xJwpcOJFGLJnWxatOFklazxAjKGes6ZTmQKIb5L60opyXlak10eM4CFa8jnpH3nsZiRRmnRo8I+FYqr3GGO/MPEsR/aOoVRQb74IgoMbrwNH+GHrDCYyv1t5472PoWQL00/PiqTRC8VTevVmEztYrHNNhVHSjykPvYaIAUO60wW6Vx6f33NRS7HUE9Dfeeyg/ZJVAlBRJkgv/9YAlpRrIpt9qTR9rSrWuUVTi2GBjbvRaf8nBvLQ/S3qvv4mUiIFYKu/etJLNSuAOn1yqy/TNfCKyabXo05xJK7ghxtEFshnrlebQk1kgaymPbgiCkFWS9JqbEBtzY5TxTnN9GADYrRZUuOVNRy8libXUGP0VJLrnhYwvEE0qHfu0JJkWEYwRTzXdz5PeBgcrab56p0ATA9VqEZT1jVaUUgud9mxWoqhGPUtVHgcsOmSGaAU3xDi6oLdHtpeR6AaQWz+nr/JIuyGm/6JODFT6ZUbPXPxkWkR/lDR4oXtu9K5FZUVBqvLIiq0kZRVeLSGRQosAVFKvVOudNs9WjW5fTrt9Lckq1XbqlWqjDA7a9Rm9n6UehvbsE8ENMY4u6B/dYCPqA+i7qKfSoqKIUb+o6+yRVaI+lM8LoO+GR+RFEIBKims3AONqUWk3UG1WCyo9+kVRc2t9aFeqjVpnaI8U6p0CrdToUj4vgHEGB+31yzUGGe915XTPy3BwQ4yjC8Qg6oskIOrwgLLkKanRURHoiyQhSbJSTXNBNJDdkPVa1JXNjiFFQA/Hhj9HqdajMUgx6B55Z8QQA3JkRod0KlYMVIDXog6F3inQSu1yOd3zAujvWO5hpK6bNADT33ine16GgxtiHF0gSn9alBCMaV9Inw3lc6U6F2JsVDOgVOudTsVK+gegb82ln5F220B2XvSq3WClIQWgr8HBSh0qoH86K5GZOibmRv+9iQVHmJ7PkihKSjor7c+T3WpRulTrs86wUWYxHNwQ4+iCw2ZBeeYB1WVRZ6R2A9D3vJZehhYuvdOpsvU+9M+Nnm3aWXqWiFx3h+LDHl+iBiwZHDU61qIqChIDKUPZSKH28yKKEk+BHgKWlGo9DdS+SAIkIYQNZ5h+jg1WUjaHgxtiHN3Q1SM7kFGQmFAE9FOQsmdl0b+gA/qmU7E0N3p68Vl6logSl0iJGMicL6MVkiQx5dggKV/k76kl2egG/c9SrY5R1P6crpUsOHxqdDRSe1iKLuvYvp6s8ZUeO+xW+lV2PY13lrJYTgT9f1WOaTBCqa5lYLPTN/2DnZRNIPv303pRT4tSNiLGwKKup1ODPEsspFK5HVZ4HfKh6FqvM/3RJFIZpZoFT3U2Wqif8c5CET2Zl2gyjbDGxjsxNnwuGxw2+tUv4nzp0SVbg511pkbH9vXkWWLBqQEYk87KgsycCPpXAo5p0Cvyk+upZkKp1rFZB0ueaiB3UddWZgK56R+UNzEBdJaZAXZSE4Gsk6FHYy8+uX65ywaX3arpvdSAGBx6RDeyR2TQLzNepw3uzN9Pe5lhJ2UTAGozz7zW8yLfg509m/z9Iok0IgmNjXdGjpshZCPMOqwzDMnMieCGGEc39EoByfVUs/CA1ugZKQyx46kGsq2ltZ6bbLttO2wMpX/o6XVkRnnUSREgiiMr3lgyL/oo1ew0XgBy0jZ1Mt6ZUarL9XFqAGwdOeN1WOGyy/sEcVRpBUvzAmTHqbXMSJKUU07AxtwMBf0aB8c06PWAEgWp3GWD00a/p5osIqF4CrFkWtN7KR4kVqIbOqXgsVb0q7T2D2t/HARzyqNOKXgs1bQAuesvrys8FkVmdFOquczkIkkSUxExQRCUNbhbN+Od/nkBcmRG42cpGE0hmSb1lmzMzVBwQ4yjG3p5ZFnzIPlcNjgyURi9PLKsGBx6Ff6yZqBWeeVukikdjoNgSUECclITNW5KoRgbjDxLenqqWeq0CejXUZKlzoCAfjITjKWQSIt596QdvaKFLB3FA+jocM88q+VONlLDTwQ3xDi6oSxcWnsdGapPAGTvGkkV7NZaeWTkYEhCthUuN95zcdqsKHdqfxyE7KlmqyC6rkyfusJexmo3iCGtdV3LQDyFREpWqllJga5TOkrqFEVlJWWTOE813pfI+lvGkFJdp5Njmb2MBJ3mhbGo+4nghhhHN3LP+NES1jY7IHfx0lap7mXkYEiCXvVzLJ3tQ6jWoWFHKJ5CPMWop1ovpZoRmSlz2uDMdOrT8nkiChJLSrXeafOkJo12yLMUTqQRTWiXNs+agxDQLwWPtYwEvTpt9jIWdT8R3BDj6EatXilDjC1cgD6KQCSRRiwpK9WszI1eqYmKzDBkvOtxHASZF6/DCreDDaWa/A21VqpJPRErBqogCLo4w1h0auhniLHlJCx3Ztvsazk3vYylzAM5XUg1j7yzWSOmdc17L2OOsBPBDTGObpA0lQGdHlBWFCRAHyOVbKRuuxUeh02z+6gJ8Xb1RbRtSsHioq5HIxM2FSR9OkqyFl0G9Olcy1rtHKCfIaacycdIREwQBCUlWcu5Ya0hBaBnCh5bDp/cmnctSy26Gau3PBHcEOPohl5NKZhc1HVon8xaWgwAVGWMDVECAlHtmlKwVlcI5EYL+bOUSzY1UZ/oBitKNaCPwcGkzOiQGg6wp1QDWeeUlnPTw1hDCkCfFOhIIoVoxmnNytzIkXft9RkWnYRDwQ0xjm7kP6BaevEZXNR1aBPcy1haDADYrRZUuOUOgVoaHCwu6tkD0rWTGRa9jrVefSLv2YOuGZobXSLv7K2/ehwCzqJSDehtvPN5yYWsMS67BV5GUsMBferEiJ5Xx5DDZyi4IcbRFT281ax1MwNyz7HRISLG2MJFUvB0Md4ZKvzVIzWRxc5UPnc28q6VkZqrVLM0N/pE3tlTqkn63UBMO+OdWaVah86JvQzuTXrUW5IW7TVeJwRB0Ow+aqOn8c6SU2MouCHG0RV9vEjs1fvoMS8sRsQA7Rt2xJJpDMTldt4sLeo1eqR/kDoohgxUQRCyc6OR8siqUq00MtG0rpA9T7UexjtXqoeGG++Dw6IjDNDJeOddEzmcwtA6dzhXqa5lyOBQzhHToZsZSzViQE53QI0UJGLg2a0CfC42mpgAQH25C4C2NQpKTQtjioDWRmp3iFGlWoeMBBY91foY76wq1ToY7wxmsehhvCvzwpixoavxztjzNBjcEOPoita1UHlKtZsdpVoX7xqjETGi0Pk1khniwa/2OphSqvUw3ln0VAM5raU1kxk2lQA9iuhZlxmt5kZJDWdNqdbDeGcwi0UP453FDtCA9npeLJnGQIw9h/tQcEOMoyta10L15pwHxZJSrUtqDIMt2oGcQ501atbRHYoByBo2rEDG6w8nkMgcuqw2rCvVWhmpPQym3wG5Zx/p0SyJrbnROorKrlKtYxYLc3Ojj/HO2rNUq7GTkFWH+1AwY4j5/X5cfvnl8Pl8qKysxNe+9jWEQqETfua8886DIAh5/6699tq897S2tuLiiy+Gx+NBfX09vv/97yOVSmn5VUoarR9QVo0NPbxrxPhlzeDQOjVRmRfGlIBKtx02i+xs0MpI5Ur14LBuoAYiSSTT6hvv5lCqtXWEsZYaXqfxvJB13WG1MJUaDmhvpLKY5gvoOC+MOdyHghmpv/zyy9He3o6WlhYkk0msWLEC11xzDZ588skTfu7qq6/Gbbfdpvzs8XiU/0+n07j44ovR2NiIN954A+3t7Vi+fDnsdjt+/vOfa/ZdShmtH9CuATm6Uc+YsQHIikB7f0zDuZGvS2qLWIEo1VqlJnYF2ZwXi0VAbZkTHcEYugfiaKpwq3p9lpXqOp1SE1kzUCvddlgtAtKihN5QAo0V6so8WbvYVKo1jm6Es9kaLEGMgP5oEomUCIdNXf997rPEmlKtm/HO2DqjGO9a1Vsyuv4OBRMRsV27dmHt2rX4/e9/j/nz5+Pcc8/F/fffj6eeegpHjx494Wc9Hg8aGxuVfz6fT/ndunXr8P777+NPf/oT5s6di4suugi33347HnjgASQS2h7sWKrUa5xvTpRq1qI+QHax1SJtMzenmrW50bprIonOsjYvQE6dmAYyw5Xqoelh8Hw1QDbeq73aOcNyI6jsKdXaHpPBarMOYrwD2kTeWVaqazVcf3Ovy1q2BlkXg7EU4in1a96zzlO25mUomNhdN27ciMrKSpx55pnKawsXLoTFYsGmTZvwmc98ZsjPPvHEE/jTn/6ExsZGXHLJJbjxxhuVqNjGjRsxa9YsNDQ0KO9fsmQJrrvuOrz33ns4/fTTB71mPB5HPJ598ILBIAAgmUwimUwW9V2Lhdzf6HEMRYVTbvUcjKUQisbhVNm71tEfBQDUeO3UzsFQVHvlg4s7+6Oqj/1oXwQA4LRZ4LZKedenXWYqXbLMdIdimowxKzM2audgKGrLZJlpD0RUH3tHQJaZaq/9uHRt2mWmIiMzPQNxTcZIIu9VbvZkpsbrQPdAHJ39EUyv9wz/gVHQ0R9R7nHsvNAuM1WZWpPuoPrrL5BVqitdFmrnYChqvA50DcTR0RdBrUddtbG9zwwyo83eRLJYqtxWaudgMDw2wGYRkBIldAYiaFI58t6e2ZtqyxxU6zIjHQcThlhHRwfq6+vzXrPZbKiurkZHR8eQn/vyl7+MiRMnYsyYMdi+fTt++MMf4oMPPsDf/vY35bq5RhgA5ecTXfeOO+7Arbfeetzr69aty0t9NJKWlhajhzAokgRYBSvSkoBnn1+LKpUdGjv2WgBY0N26F2vW7FH34hrT3yGPfct7H2JNZLeq1z4wAAA2lFnT+Ne//jXoe2iVmVASAGzwh5N4/oU1sKocx/+w1QpAQOuH72FN7051L64xsT5ZZt7YugPlXdtVvfbOPgGAFfZ0DGvWrBn0PbTKTFsYAGxo8w8MOfZiaO2UZWbvznew5rCk+vU1JSrLzMuvv4XQHnXHvrFTlhkxEmBOZvYF5LEf7PBrIjPtfbLM7Nq6CX3qLu+aY0/LY1+74XW0VqkrM68fkec9HuhiTmaO9Mhj/6D1KNasOaLqtRNpYCAmq+jb3nwVHzKhrWfxWq3oFwX834svY0KZutfesl9ew/o7DmPNmkPH/Z4WeYlEIiN6n6F/2h/96Ef45S9/ecL37Nq1q+DrX3PNNcr/z5o1C01NTbjwwguxb98+TJ06teDrrl69GqtWrVJ+DgaDGD9+PBYvXpyX+mgEyWQSLS0tWLRoEex2u6FjGYo73v83OoNxzD7rHMwaW6Hqtf94ZBPg78d588/AklMbhv8ARXRtPISXjn6AstomNDfPUfXaL77XCex8FxPqK9HcPD/vd7TLjChKuHnrS0iJEs782AWqe9f+3+7/AIhi6ScW4IwJlapeW2s+eGkvNnbtR1XTJDQ3n6LqtcNbjgC738eUsXVobj4j73e0y0xvOIE7t29AOCVg0ZKlsKtsvf/knZcBpHDxhR/DtHqVtQyNeSWyA7vfbUfTlBlo/vhkVa+9/5V9wP59OHXqeDQ3n5r3O9plZmrHAH6zayPiggPNzeereu1YMo3oxvUAgM9fvAg+N33f/0Q8270FbXt7MfmU2Wg+Y6yq1970/PvA4SM445RpaF44Le93tMtM1f5ePL5nCyRnOZqbz1H12q3+CLD5NThtFnzukouYS/X93cGN6G8fwPQ5H8H50+tUvfYLT24DOrtw9ukz0Tx/gvI6bfJCsuWGw1BD7Lvf/S6uvPLKE75nypQpaGxsRFdXV97rqVQKfr8fjY2NI77f/PmyArp3715MnToVjY2N2Lx5c957Ojs7AeCE13U6nXA6jw/l2O12Kv74AF1jOZa6cic6g3EEYmnVx9idye9vqvJQ+/2HoqFCjqb2hpOqj90flVPLGnzuIa9Nu8y098fgj6YxoVa9MUqSpKQMNVV6qf3+Q9FYKTfo0EJmesNEZlzMyUy9z6akxgRiIsZUqhd6z623HFtTRuX3PxENRGYiGshMRE7Faaxgb51pqvICAPoiSUiCVdWmFO1BeV6cNguqy93MKdV1Ptn51RdVf8/ukVMe0FTJnsw0Vsoy0xtOqD6+vqhcW1Xvc8LhYK9+rq7cBbQPIKCFzGTqxRuH2LNpkZeRjsFQQ6yurg51dcNbygsWLEAgEMCWLVswb948AMDLL78MURQV42okbNu2DQDQ1NSkXPdnP/sZurq6lNTHlpYW+Hw+zJw5c5TfhjNSlEL6AXWLoiVJYrYzIKBtR0mWm5gAclFue38MXcGYqtcdiKcQz5zBxeLc1Gl4XhZ5lhp87D1LFougGO9dA3GMqVSvoyR5llx2C8qdjOULIbs2dmnQYEApomdQZqo8DsV47wmpLDOZmsIGn4s5IwzIro3ke6hJl3KsCnsyk3schNodJVnWZQBtz3JkXZ85Fia6Jp5yyilYunQprr76amzevBmvv/46Vq5cicsuuwxjxowBALS1tWHGjBlKhGvfvn24/fbbsWXLFhw8eBDPPfccli9fjo9//OOYPXs2AGDx4sWYOXMmvvKVr+Ddd9/Fiy++iJ/85Cf45je/OWjEi6MOWj2gwVhKOdiWxQdUy/NaugfY7jJUp5HySBb0cqcNbodV1WvrQb1POwWpM8juURBA1hhQ23jvVI7IYFOpbsjITHdQfQWpk+F1xmIRlHGrvc50Mt7lrUFD413Zm3zszU2l2w67VV4D1HagdjG+/mrV0Tc3i4XVuTkWJgwxQO5+OGPGDFx44YVobm7Gueeei4ceekj5fTKZxAcffKAUxzkcDrz00ktYvHgxZsyYge9+97v43Oc+h+eff175jNVqxQsvvACr1YoFCxbgiiuuwPLly/POHeOoj1YPaHdGQSp32eCys6dU1+ac16J2y1flfDUGNzsg1+BQW2YynjVG56WuTFaQugfikCR1i+gVpZrB6AaQ3aQ7NTLeGxiVGeJh79TAeO9mXXnMyHqnysY76+tvg0ZODdaVatl410pm2J0XIMfho/L62x9NIpFm1+E+GMzkVVRXV5/w8OZJkyblKSLjx4/Hv//972GvO3HiRE06JHGGpoEoSGovXIx7HSs9djisFiTSIroH4hhXpV4HTpbPygKyf9NulZVHoiCxdk4LobZcTmeNJUWE4imUu9TLi2ddqVZkRiulmtGUIaIgdQVl412tqJ4kSco6w2I6K5Ddm9Q2OFhPMyMGZKfKUdRAhH2luq7cibZAVPW56WLcEdagkVODGHYVbjuTDvfBYCYixjEPWj2grG92giAom5Hqi3qQ7blR6lpUnpduxjc7j8OGskydkpqeR1GUmK4RA3K8+BqlmbGqOJJnKZpMYyCeGubdI6cvkkQyLTtDWTvomqCVzLBe09KQE/VRM/JO5rnSY4fTxqZSnY38aKPPsCoz2YwEHikcDm6IcXSnXjHEtFKq2X1As95q9RavdKb4HGB38WrQOjWRUcUR0CbVty+SQEpkW6mu1yryntN4gUXcDivKXbLxrqZjg8xztdehatMCPdFaZlhdf8meGk+JCMbUM96VZ4lRByGQ61jmNWK55M6LusY722m+g8HmaslhmsYK4nVU27vGdpoZkJ0bNRUBfzgBUQIEQVaSWETzPHyGF/U6DRoMEKWihmWlWiPjnfUUaCA7djUdPmbwVGsdEWPVeHfZrfApxruKMhNkf/3VOgWP1SwWsi8lUiKCURWNd8azewaDzR2WwzTEUEqmJfRlzp1RAzMo1dlCevUUAWKg1nidsKl8sK1ekL9pTyiOtKie8c5yoThBi4iY4tRgeF60atPOekQM0MbgUDz4DM9LnUa1UGbw4msR+WE9/Q7QpilQMi2iN3NWFqsy47JbUemRa5bVTE80g8wcC5taGYdpHDYLajKRGTW9SGbwlCibXb9689JtgoWrxuuAIACiBPSGucGRixZnibHuwQeyCkxvKI5UpiGAGpjD4aN+Cp4pImLlpAupevOSSImKw9EMe5OaR2Ww3vgG0KajJCklsFoEVHvYzGIB8msL1cIM68yxcEOMYwj1GoTzuxmvgwKytVBaeJBYnheb1YIab7bbm1qwnv4BaBsRY7VFOyBHgC2K8a7O2XyxZBoBRalmd240jYgxPC/ZyHsCSZWMd7Iv2a0CqjzqdTXVm6zxrn5EzAwyo+6zJF+rtswBi4W9swoJWnTb7DaB8/RYuCHGMYTcFspqQRQBlh9QLdI/zJB+B+S2sFdnbnI91SzLjJY1YiwbqFZLtgupWusMkT2HzYIKN7tKdZ2GETGWo6jVHgdsFnUP6FX2pTInkweAEzRxnpqhRiyzRvrDCdXO/2S9AzRBi/o5s8xNLtwQ4xiC2iHrWDKtdHNi+QHVYuEyQ2oikOt5VGduenI81ZUMK9XaNF5gPyIG5NaJqTM3ud3vzKBUq+rFN4HDRz6gV10vvnLcAcMGKpDbuZanJuZCzv8E1HMSmsV5qkUXaDMY78fCDTGOIaidgpfrqfa5mTmn/DjIvAzEUogk1Ok0xHrrZEK9ytENojjWljmZTv/QIs0se1YWuwoSoH46lRlq5wBtDi7uVJp1sL3O1Klc89OttGhne16ytVDceM9FEATVU/DM0NwFUD/DJ5rInn3IsswcCzfEOIag9lliZvFUlzlt8Djkgy3VVh5Z7mYG5HaUVCm6YYKaFgBo9KmfGtOtpJmxPTf1KjcYMIPiCORHxNQ4QkSSJNOkDBGDSa0ueGZo7gKof0BvKJ5CJCGvV6zPjdoNO7KdAdl+llTfszPXcdktKHOy63A/Fm6IcQxB7YXLLOl3giConp5olnav9SrXFXaaZLOr9NiVs77UmBtRlHI8smzPTb3K9XOdJjHeyfgjiTRC8eIj78FoComU3NzCPOuMWg4fkxioKh/QS+ZXdj6yrVSrvc6Y4axCQP1eALnNtVh2uB8LN8Q4htCgcii/0yQLF6Bua2lJktCRuU4j80q1uil45IiApgq250UQBOVv267CsQd9kQSSaVnRYvlwdEADpXrAHNFlr9OmeJTVeJ6I4V7htsNltxZ9PSMh9cvqpUCbw3hX+4Bes0SXAfVru7tNIjO5Rx6IKpz/aSaZyYUbYhxDIA9ot0oH9BJjo6nCXfS1jKaxQr1FPRBJKp5q1tM/yPjVKogmRksj44YYkDWyO1SQGbLZVXsdSqSNVRpUNt7NpAhk61qKlxlTOcJUrl82S2qiy25VOoWqMTedJuhyTFC/RswcDh/yt02mJfRFij9CpKOfNJFie16Ohe1dlsMsNV4HLAKQFiVVDujtMJFSrWaBKzE2assccNrY9lRn0z/U8a51BKMA2I+IAUADMd5ViIiZJf0OUD+dlUTWzKAIqHkcRLbLpgnmReWmFGY4CoLQoKLx3m0SYwPIdfgUPy+ptKgYYqzvTXarBbVl8oHUaugzWYc72/NyLNwQ4xiCzWpBbZl6SlJ7v3mUajVTE4mxYQYDVc4Ll71rfhW9a2aYGyL3akbEzKAgEeVXrci7WaIbgLrpVGaKFKqpVCdSouJoNIORqqaT8GhAnt8xJlh/1XyWekIJpEUJVoug6Egso2bDDjNlseTCDTGOYai5eClKtYk2O3UMVDIv7KdsOmxZ4709UJzMSJKUMzfmkRlVDDES9TGBUl1blhN5L/KA3ngqDX9YdgCYIbqhZmv/9oDs8GkwgYJEjOzecALJtFjUtboGYpAkwGG1oMbrUGN4hlKXk5VQLGZyEmbPWFPBQM04lRvKnbAyfKwKgcxNtxoRMcXhzr4+kws3xDiGoVbDjlyl2gwPqGKgqrHZKR4k9pVqIOs9JRHQQhnIaZ1sBkWAGJNqpCa2mygP32a1KN/jaJFzQ54lp82CKg+7B4ATGjNrZYcKMkPm1gzRjWqPA3arAEkqPm1TeZYq2D6rkNCg4jpDImJm2LOJYyYQSSKWLO4IEfI8NlWyPy+Aug53HhHjcFRGLS9+IJJE3CQNKYCcxgv9saLbBJvJQAWyC3Cx3QGJIlHhtjPfOhnIGtpqRMTI3I4xiSJA0jZJ1KZQlFSqSrcpWicTo+lokU4NIEd5NME6Y7FkjxAp1uFzNGAuD76aTYE6TNK1FgB8bhucKh0hYjZjQ63z50RRUow5M8hMLtwQ4xiGWt41snDVeB3Mt04GssZkXIU2wWZK2QSyCk2xhpiZ0hKB/HTWYo13RXmsNMfcEM9ysRExopSPMdm8FJvmC+TU6JpkbsZk1pm2Iuemw0SRQiDrnDla5LzIDSlI5If9uREEITs3RRrvSvqdWfYmUr9c5PrbE44jmZZgEczRaTMXbohxDEMt75qZcs2B/DbBxc+NuTxIRAku1lOtnK1mknkhqTGJtKjUMRWKEhEziRd/jEoRMbNFl8m8dA3EkCqiFiqeSqMnlMhc0yRzU6muzDSaZF6aVEoN7xqIQ5QAu1VArdccSrVac3PUZKmJahnvxJCrK3fCbjWX6WKub8NhirFV5AFVS0Eyh1INZL9L8d41cxkcjSpFxMyUFgOQRiZyM4Bi5iaSSKE/mgRgDk81oF4UlaxTZolu1JY5YbcKECWgs4haqNzauUoT1M4BOdFCHkXNY2xmXnpCiaJqoci8NPhcpqidA9Q3OMyyN41VKVJoNqdGLtwQ4xgGWbjaAtGi0qnMZmwAwLiMkdrWV/jiNRBLIhSXUxvNMjdqNeswWx4+oI7BQZSIcqcNPpc5lGqiBKulCJjFU22xCNmayyKcYWarnQOy60wbj6LmUemxw2WX1cZiUs3M6DzN1WeKwWyGGPkegUgS4XjhpRZmS/PNhRtiHMMgD2gkkVa88IVgts0OyPWuFb6ok4XL57KZoiEFkDWcOvvjRR3qTIp+zVIjBmQ9j219kYKvYbb6MCDHQC3SU51tvGC+uSlGeTTTGY6ErFNDnQYvZpkbtWqh2k3UMZGgNL8p4llKi1JOOYE55qbcZUe5S9Y/inmeiLyZyXlK4IYYxzBcdquSTlWMImC2hhSAOobYURNGfRp88qHOibSI3iJqobIGhzk2OyCb6quOUm2eeSFGZbG1UGbrJgnkRpjViG6YaF5UaGSSSInoyZxdZxZDDMjWARaTgmfmiFgxMtOTOXjeahFM1ZBCcRIWMTdmixTmwowh5vf7cfnll8Pn86GyshJf+9rXEAqFhnz/wYMHIQjCoP+eeeYZ5X2D/f6pp57S4ytxoE5etRk91WNVSHMgaY3jqjyqjIkG7FaL0g630NQYSZJwRJkb8yiPashMNs3MPM9Srbf4Wqi82jkTrTPZzonFyIy56qCA7HfpDRdeC0Wi7k6bBdUmOMyZoEYjEzNGUdVwnirnzpnkMGeCqnNjIoc7gRlD7PLLL8d7772HlpYWvPDCC3j11VdxzTXXDPn+8ePHo729Pe/frbfeirKyMlx00UV57/3DH/6Q975LL71U42/DIWS9a4U9oJIkKYrn+GrzGBxqGKhtATlFbayJPPhAtli30NSYYDSl1M6ZaW7GqOB1VJoLmCi6oUYtVG7tXLlJaueA3LPEeEQslwq3He7MUSiFRgtzHYRmqZ0Dsn/nYlITj5qw8QIxUAfiKQRjhZVakPXJTFksQE6driqOZfPIDIGJwpFdu3Zh7dq1eOutt3DmmWcCAO6//340NzfjrrvuwpgxY477jNVqRWNjY95rf//73/HFL34RZWVlea9XVlYe916OPhTrKekOxRFPibAI5lq8iIHQEZTTqWwFtGs1Y9QHAMZWuvDu4cJl5nCmhqq2zGmKc+cIajR4MVtDCkJThRuH/dGCDQ6znZNFUNKpiqn3MWHKkCAIaKp0YX93GO2BKCbXekd9DTM2BAJyuuCpkMVipiiqx2FDpceOQCSJo4EofI2jd9iQvclMWSxA8Y1MUmlRqZ0bb7K5ARgxxDZu3IjKykrFCAOAhQsXwmKxYNOmTfjMZz4z7DW2bNmCbdu24YEHHjjud9/85jdx1VVXYcqUKbj22muxYsWKE3qw4vE44vFsikswGAQAJJNJJJOFN51QA3J/o8cxUhp9csrGEX+koDEf7B7IXMcFiGkkxcJb6tJElcsCu1VAMi3haF+4ICXnsF9e1Jt8jhPOLWsy05Q58PpQT6igMR/qkWVmTKWTme88EurL5OW8JxRHKBKDswAjkxhx9WU2U8lMYyad9XBvYTJzuDcsX8dnLpmp88rK4tFAtODvRZrDmE1mmnyyIdbaG8JHJlaM+vOHeuTSiTEVLma+80ioL5dlpq2vsD07lkyjO5Mi3FhuN5XMNPpcCESSONwbwtSa0TuzWjPrzNgKc60zDaQXQIEyc7gvgrQo4f+3d+fRUZT53sC/1WvSSTqdkI1sEMKSsAgIEllUlLAYR5x5ffXF8ergcZsR9Xjkzh29R2HkuszoXM+MHHcFZt4jctV3VEYjiqCCGAJigEBiIJCF7CSdTmft9Xn/qK5KmnSSriT0UvX7nOMRuquSqodfP/38nq10GhVi9aohf0aoxYu/1xEWiVhTUxOSkpK8XtNoNIiPj0dTU5NfP+Pdd99Fbm4ulixZ4vX6li1bcMMNN8BgMOCrr77CQw89hK6uLjz66KND/qwXXngBzzzzzKDXv/rqKxgMoZGt7927N9iX4JemNg6AGqerG1FYWCf5/J9a+fMj3b0oLCwc9+sLJqNGjTYXh4++2I9so/TzzzWpAXCoLvsJhbUjHx8uMdPRxP+bH/u5GoU4L/n8bxv581W9FlnFDGOATqWG3c3h/d1fIkliO4AxoM7Mx8yZkmK0/zzyOeESM31tKgAq/HCiAumd5ZLP/7aWP99lvSirmOlxAoAG5m4HPvlXIXQSc/ceJ2Dt45sRp48cRKUf54dLzDit/L/5d0dPIrLphOTzi87x5/devIBCfyrgMNHcCwAaXGjrwuefF0LqrMumHv58vZrhh2++9uv8cIkZjY3/N//q+x/RUyl9V9+fKvjzzXWVKCw8O+7XFyw1VgDQoLLBPKr682wH/51t0riwZ88XIx4fKvHS0+PfDsZBTcSeeOIJ/PnPfx72mPJy6V+al+rt7cXOnTvx9NNPD3pv4Gvz589Hd3c3XnrppWETsSeffBKPP/64+Her1YqMjAysWrUKRuMoWszjyOFwYO/evVi5ciW02tBfy5BR34FtZ4rRy0WgoOA6yefXfnceOFuJK7JTUVAw5zJcYfC813gUbdXtmJQ7HwVzJ0o61+Z047HDXwMAbr8pHxOGWSwebjFjOHMRH1WVwKEzoqBgycgnXOKnwp+B6loszJ2CgtXTL8MVBs/Wc4dw7mI3ps3Lw9LsCZLObe2ywX74O3AccMcta6DTDD0dNtxipvtYPb6qPw1VTCIKChZIPn/fh6VAfSOWzJ2BgmuyLsMVBs8Lpfth7XNi1qJrMS05euQTBjjdYAWOHkZ8lBa/unnVsMeGW8xUfXsexfsqYUjKQEHBbMnn79r+I9Bixg15c1Ewb/DyiXDVa3fh+eP7YHNzWHr9SskP8f72zEXgRAmyEmJw003D19/hFjNH3eU4VXwB8elTUbBqmuTzt1YeAtCNG69dJLn+DmUNll68cvogrE4V1qxZJfkh3h/9VA+Uncb09IRh6+9QixdhttxIgpqIbdy4EevXrx/2mClTpiAlJQUtLS1erzudTpjNZr/Wdn300Ufo6enB3XffPeKxeXl5+K//+i/YbDbo9b63D9Xr9T7f02q1IfGPD4TWtQwnMyEGANDSZQPj1MM2/nxpsPJbmGdMiA6L+5UiPd6AI9XtaO6yS763+o5uMAZEaFVIjjX4tVg8XGImK5GPmTpLHzQajeSF8I0d/LSYzAlRYXG/UqTHGXDuYjeaO6XHTINVmEoViahI/7ZODpeYmZzIJxj1lr5RXW+dZ21DVmJMWNyvFJkTDDhVb0WD1Y6Z6dLurdFT/2bG+/9ZCpeYyfLETF372GJmssxiRqvVIjFGj4udNjR1OpAYK20WUJP4nS2/mMmcwK8lbLDaJF8vv/EYvw5qcoK8YiYtXg21il9q0d7nlrxuUqhnMvysZ0IlXvy9hqAmYomJiUhMTBzxuMWLF8NiseDYsWNYsIDPhvfv3w+32428vLwRz3/33Xexdu1av37X8ePHERcXN2QSRsbXhCgdIrVq9DpcqB/Foug6cXGrvDYXAPoXRdeNYvOFugFb18tpxy6gfyFzl80JS48DcRK3hpbrJibAgGeJjSJmhDWFGfHyKxdhgXddey/cbia5R/aCpzzluFA8I45PxC6M4kHgwjly2rFWINyT8LmQwulyi5tZyDFmJsUbcLHThhpzN+akS1s/d0HG9W+mJ2aEtV5StHXb0etwgePk9axCANCoVUg1ReCCuRe15h7JiVhdu3y/m4Aw2b4+NzcXa9aswf33348jR47g0KFDePjhh7Fu3Tpxx8T6+nrk5OTgyJEjXudWVlbiwIEDuO+++wb93H/961945513cOrUKVRWVuL111/H888/j0ceeSQg90X43amEyqtmFJWXnLc07a/UpTcEhK3r5VguEVq1+LDL0SSpws5NaSb5NZDGkrzXehqcmTJsVE+MjYBGxcHucqO5U9pub732/s0F5Fg2Yj0zioTjgllIUOVXzwjl0mjtg80pbROoxo4+cXOBJBk9mFcwtpjxNKplmKBmxvMdyWMplxRjhOSZQeFgkqdsRtPOq5PhM1EHCpt/7ffeew85OTlYsWIFCgoKsGzZMrz11lvi+w6HAxUVFYMWx23btg3p6elYtWrw/HWtVotXX30Vixcvxrx58/Dmm2/i5ZdfxubNmy/7/ZB+mRNGV6m73Uyc/iHHSn2SZ5pDjXksFZf8GkhA/31J7cXv7HOID+ZNk2HZTPJ8lmpG0RCQcyLG98h6YsYsLUkVemNjIjSIlbgeJhyMZeRHziNiE6J0MOjUYEz6CLNQlummSMmjr+FgLDEjfDfJMWaEtkx7j0Pys8TqZDzqDoy+nQfwu2oD8m3PhMWuiQAQHx+PnTt3Dvn+5MmTwdjgXWqef/55PP/88z7PWbNmDdasWTNu10hGZ5I4IibtA9raZYNdhs8QEwiN6vr2Xtidbkm9ZEKlLsdRH4D/siqptUhuCAiNcJNBi2h92FR/fps8YfS9jv1TE2UaM/GRqDX3oNbcg0VZ8X6fJ+cEFRjYqB79dFY5lo0wW+Pnpk7UmnswJdH/jUyEBFWOnT3AGEfEZDzNLFqvwYQoHdq67aht68HsNP+nbV6Q8TILoL+dJzVm7M7+Z4jJtWzCZkSMyJfYiy8xERMqrhRjBLSjeOBxqEuK0SNCq4KbSX8QotAQl2MDCej/Epc6IlbtKRchYZEbodextcuOTok9snJPxDJH2Ysv56lUgHej2ldn5lDcbibrtXNA/1So0Xb4yPWzNGmUoxudfQ5Yevh6Sa7TzEY78iPOYpFpzGSOssO9qaMPbgboNSokRstvmi9AiRgJAcJOQ7USp+BVtfIf6MkSN/gIFxzHjXpedVUrf7zUzU/CRUbc6Hrx5V4uxgit+KgCKV94NqcLjZ5eR7km72KjWmLyXis2quXZG5tmigTHAb0OF1q77H6fd3HAjISJJvnNSABGP/IjjvrINdnwlEuDpQ8Ol9vv84RkI06mMxKAMcSMzKffjTZBFTpPM+Llt/GYgBIxEnSTRtkjW9XKb7ct10Y1MLrRQkuPHe2eXsfJCfJuCEiu1FvlPSIGjC5m6tt7wRhg0KmHfeZcOBvtuhahUS3XBFWnUWGikU+kpHyehHKcGBspyxkJAJDpSb5H26iWa/KeGKOHXqOCy83QIGG2hlD/Zsq5/h3lyM/5i/LuJBTWvJu7pc3WEDpPp8i0XABKxEgISIuLhFrFoc/hRotndzJ/yH10Axhdo1oolxRjBAw6efY6ZiX2705ld/rfIytOTZRpggr0J5nVEkZRB66Dkmuvo5BIVUtsIAm7lsp1yhAwuiRVqGeEOkqO+nvx/U82GGM4J/NG9cDdjqUkqec9MZMt03IBRvdZ6nO40NDBx5hcEw5h/RwgMWYuejrcE+VZLgAlYiQEaNUqcdttKQmH0IM0RcYf0EmjmLYpNJDknGzwSaYaLjeTVKkrI3mXPp1VKBe5jvoA/fXExU6b3zuaudwMVW1C49H/zRrCjfB5EBo9/hCSjalJ8i2XzAFTw/2drWHutos7s06RccyMZs3POU98KeE7W8pux1Wt3WAMiI3UIl6mMxKAAR0bUtp5rfKvfykRIyFB6FX1txff7WbisVky/oD2l4v/FVd1q/zLheM48cv8nJ+Nx84+h7gGRq7rCoH+BFxKzFS28GUo50a1MUIrPtNJ6MQZSV17j7hjqVx3wAP6/93P+Vku/LF8zGRL2E0w3EyaYIBGxaHH7kJjh3/PnxMajmmmSETq1Jfz8oJKSN79rX+BgZ2n8o4ZgJ/u7e/z5wZ2EMp1RgIwulkJYtnIOHmnRIyEBKHyEj50I2my9qHP4YZGxcl2cSvQ/xDEWnMPXG7/emTPK2BONdDf2+xvo7ras7lLQrQOxgj5PQ9KMJoRMaExJedEDOhPGs61+Nd4FHvwE6KgluHzoARCuVT6WS6AMkY3tGqV+N3kb9kIsSXncgGAacnSYoYxJo64yrlskmL0iInQwM38b88ooVyAAfWvn8l7n8Ml7hgt51kslIiRkDAtKQYAcLa506/jB06lkutCcYBfP6fXqGB3uv2ec96/Dkq+FRfQX6n7O52qSuZb1wsmexqOzVYbum1Ov86pbPFM/5BxTzXQn2hW+hkzQiMzW+YJqlAuVa3dfnX4OFxucXqRUmLmrJ8JhziVSiHl4m8i1tplh7XPCY6Tdx3McRymCTHT7GfMXFRGzPSXi3/tvJq2HjAGGCM0st1ECqBEjIQIoXftjL8VlwLW+gCAWsWJX3gVflRejDFUyXyhuEDoPTzvZ6+jUC5yT1BNBh0SPM9b8afx2NHjQGsXv0mO3BOObGE6q9+jG551UDJvIKWaPB0+Lv86fGraeuB0Mxh0aqQY5bl1vUBqwiHEVrbMRzemJvKdp40dfX7tgid0mKWZIhGhle+UTaC/Y9nvmFHILJZpyZ4O95Yuv9ZcijtjJ0bLesomJWIkJEz3fEAvtPeg1z7yvGqlJBsAMCPZ/9HClk4buu0uqDh5b7wASJ/mUKmQ6R8AkJPCx8yZppFjpvIif8zE2AjZPttHkJ00upiRe4KqVnHiuh1/ymbgtESVjKdsAgPWz9GImJdYgxaJnjWX/qwtFKfMy7xcAGnTNvnOU/nvDAjwS1C0an7NZb0fjz0Q4kruCSolYiQkJETrER+lA2P+NQTOeJISuTeQgP5eJH9GC8sbrQD4BFWnkffHW0jCLT0OmLtHfhCtUDa5E42X9bpCgdCx8bMfiZg46qOAz5LQOK5p6xnxQbSMsf5NTBTQeBRGcPxpPCphow6BMPLjz3RWu9Mt7uKqhO+mqRLWFp4fsN5S7vqns45c/7Z1K2PKJsCvuRTWdvszW0NcbynzmJF3S42EFWH+8JkRRn4YYyjzNKpnKqBRPSPFv3IBgPJG/hglJBuROrX42IORRgv7HC6xIZCbIv+ykRIzlQpqVE+M5R974HSzEbfdFrYh5zhljLxPlTBaeE4hawoBIDup/0G0I3X41LTxa+yidGpxh045E0Z+/Ek4hI5EJSSoQudpVWv3iB0+QgfhpHiD7KdsAsDUZP/XiQntvByZt2coESMhw991Ys1WG8zddqg4YIZnCpacCfPNz1/0v1KfmSrviksgJJynG6zDHlfZ0gU3A0wGLZKN8m8gzfAkm/6MiCllQwqAX0g/1c8OH6Eekvs25AIhqfKnp/rnJv7zNk0BMWPQacQOn5FGfoR6KGeiUdZrWgT+TttkjOF0QwcAYJYCvptSYyMQpVPD4Rq5w0eImVmpsYG4tKCbnuTfDB+b0yV+3uQeM5SIkZAx3c+1UEKykZ0YrYgepDRTJAw6Newu94hbkitp+h0AzE7j7/OU50t+KELPWm6KMhpIQgO5tcuGNs9GHEM5Vc+XXY4COjWA/gZPaf3wMSOUy2yFNJCEzpvyRiucw3T42JwuMYmdnaaMshE6/MpGqGf6Y0YZ9a+QiI3U4dPSaUNrF995qoQZCQM7fEZqzwiJmFI6T/tHUYdPxM42d8HpZjAZtJgYK+8NgSgRIyFDGPkZqVIvU9ioj0rFiVMdKpqGrrz6HC5xQbQSpmwC/Y3k0/XDj4j97JmymTNRGclGlF4jbtYy3G6bzdY+tHTaoOLk3+somONJHkrrhm9Un/Q0quekKyPZyJoQhWi9Bn0O97CNpIqmTjhcfANJzs9wHEiImZMjxIzQIaSUBFXo1Khr7x22w0dIUKcmRStidBno7wwdqcNHSSOFQH+He0XT8B0+ZeJIofw7TykRIyFjVpoRHAfUW3pxsXPoSl1J68MEMz0JxMl6y5DHnG3ugsvNEB+lU8T6BKC/wXO2pXPY3TaVNlIIDNiwo3HoROzEBYt4rEEn7x0TBWIiVt8x7BbKpXUWAMAVCknEVCpOHGEeLkkVGpZz0mJl30ASzM3gY+CEJyZ8cbuZ2CGklEQsNlIr7kI7XJIqjPooZXQZAOZmmAAAxz11rC/dNqf4TFSlTE2ckhCFmAi+w2e4TkIhQVVCO48SMRIyjBFacUpVSW37kMeVNyivUT0/Mw4AUFJjGfKY/mQjRjENpGSjHgnROrhZ/7qVSzHGxPeUMC1GMNeTQPw0zGdJaDzNUUjDEQCmp0RDp1aho9eBC2bfWyh39DpQ7VnboaSyuSLdBGD4Dh9x+p0Cy+V8a/eQz8yqNfeg0+aETqNSxA6kgnmeshkuSRViRimzWABgnicRO1nXAfcQD0n/uckKxoCkGL34KAC5U6k4sWxKai1DHqekmU+UiJGQcqUn4fhpiA9ol82JKs86KSUlYgsm8eVyos4Cu9P3cL7QeFJCD5KA4zixJ/HUEBt21Jp70N7jgE6tEuenK8GCyXzMHKsZJhHzNJCu8HwxKoFeoxbX/Aw1bei05/WM+EiYDLqAXVuwCaN/w41uDBwRU4qEaD3STJFgDDg1xDRooVxyJxqhVSunaSXEzIlhRn7EETEFxcy0pGhEatXosjmH3IlUaevDBPNGGC10u5m4A7QSRgqVU1uQsDA/0wRg6BGxktp2MMY3kJTSgwTww/kmgxY2p1sc+brUj9V8mQnJrFL0T6ey+HxfGBGalWZUxOYugnkZJqhVHBo7+nw+PJMxhpPC9DsFNZCA/gbhUCM/YoKaZgrQFYUG4X7LG62wOQdP9bU73ajwrOFVUiIGDExSLT7fV9pGHQJhCt6JOt9TfVu7bGL9o6SEQ6NWietLS4ZIOIRERGmfpZESsTMtneiyORGlU8v+GWIAJWIkxAhJxMm6Dp8LOY96ko2Fk+IDel3BxnEc5nsqL19Tzax9DnG+tTASohRCzAixcSlhRGiBwhJUg04jLgD/sdo86P1acw8sPQ5o1ZxiNjERCNM2h5rqK3QEKWWjDgE/AqiFw9XfIz1Qab0FDhe/DlUpG3UIrhhhCt4Rz2dsnoJGlwFhBJCDuduOuvbBHT5Hq/hymZEcA2OENtCXF1RCLAw1WnjEUzZXTVZWe0Yol8qWLnT0Dp7qK8TMlZPioFHA6LL875CElezEaMREaNDrcPncPfFIVRuA/ql6SiLcs6+pZj9Wm8EYkBlvQFKMvLd6vdTCyfFQcfzDM5utfYPe/+Fcm+c45cWM0GHxo48ktchTLlekm6DXKGekEACunjIBAFByoX3QJi8uN8Ph83xDIC9LWQ0kjuPERuEP51oHvf9DJR8zV0+JV8w6VIFQ/xafNw9a89Ntc4rTOYXYUooIrRozPdPHiqsGd/gIr+VNUdZnCYDYeeqr/m2w9KKuvRdqFYcrFdaemRCtF3f19TUqVqywBJUSMRJSVCoOCz2V0veV3g2BLptTTEKWTU0I+LUF2wJPo/qwj4bAgTN8WS2bprxyiY3UilNeDl0SM/WWXpy/2A0VByzOVl7ZCMnnUR8jYsLnS4mfpUkTDEiNjYDDxQaVTVmDFR29DsToNYqbMgQAS7P5REJIugYSOjUWKyzZAPhefINOjbZuO8ov2RjoSLUZLjdDmikSGZ4GppIsm8rHw8GzFwe9J9QzeVnKi5mrp0wAx/GPELm0k/D7s3y5zE6LRbReGTvWDiR0ch044x0zLjcTY0YpnRqUiJGQc31OEgDgm59bvF7/obIVDhfDpAkGTFbAvOFLLZgUh2i9Bq1dNq9NBhhj+M5TmV07LTFYlxdUy6fzMbOv3Dtmvqvgy2VuhgmxkcqaFgPwX2Qqjn82X117j/i6w+XuT8QUmLxzHCfe9/5L6pl9PzcDAK7OnqCIaTGXWuapQ45Umb12COzocYhJ6zIF1jM6jUpsGH5b4d14/LqMj5nrZiivXADgGk88HDzb6rWkoKatG5UtXdCoOEV2+MRF6cT1t99dEjNCPXO9QmNm+Qz+O/vbCu/690SdBZYeB2IiNLjSs2eA3CnvW4aEvOs9H9Afa9q9nidWWNro9b7S6DQqXDud/zLbc7pJfL2s0Yqq1m7oNCosnaqMHqRL5c9MBsBX6n2O/qlmn5c2AABWet5XmvgoHRZ6pnd8dbpZfP2Hc22w9DiQEK1T3OYugtWzUgAAe041eY0w7znV5PW+0mQnRmFKYhTsLrdXkrq/ohlON8P05GhkKbAjDOivRz4/2Si+5nIzfF3e7PW+0iyYFAeTQQtzt91reuKXnu+pqybHI9agvI4wALghh4+Jz0r7Y6bb5sRBz4jYDTnKbM8sm5YAjYrDuYvd4gZAAPCFp5yunZ6omI6wsLnL5557DkuWLIHBYIDJZPLrHMYYNm3ahIkTJyIyMhL5+fk4e/as1zFmsxl33nknjEYjTCYT7r33XnR1+d5qlARGRrwB8zNNcLkZPimpB8BPS/zS05C8ZV5qMC8vqH5xBX/v//ypTux5/PgnvoxW5CQhRmGLoQVXpMUiPS4S3XaXmLA3dvSK66B+MUe5MVMwm08oPvjxgrir2T9/qgPAJxtqlbLW+giWTk1AjF6DJmsfDnnWQ52q78DPTZ3QqDjk5yqzgcRxHApmTwQAfHSsTnz9g6P8n9d43lOiNZ7PS1mjVXw24YEzF9FstSE2Uosl2crsCNOqVbjRExf/z1O3MMbw4Y/8nwuuUG7MrPW0V74/exEtnumJhaWN6LG7MHmCQZHTnwF+SYEw+0n4PnK63PjkON95estc5Xxnh00iZrfbcdttt+F3v/ud3+e8+OKLeOWVV/DGG2+guLgYUVFRWL16Nfr6+ufq3nnnnTh9+jT27t2Lzz77DAcOHMADDzxwOW6BSHDbggwAwPZDVehzuPCPomr0OlzIToxS3K5UA63ITUKcQYtmqw27TzTA0mPHrqMXAAD/e0F6kK8ueFQqDuuu4mPmnYNVcLkZ3jlYBTfjNxbInKC8dRuCX81PR4RWhZ+bOvF9ZSvq2nvEHv11V2UG+eqCJ0Krxq2ez8xbB86DMYa3D54HANx0xURFPT/sUv/nqgyoOH6qWVmDFafqO1B0vg0qjn9PqeKidFg9ix/heOs775i59cp0xW16M9BtC/nP0r9ONKDe0otvz1zE2ZYuRGhViu48zUqIwsJJcXAz4J3v+7+bAOC2hRmK2/RmIKHNsvNILTp6HfhnST0udtowIUonTl1UgrBZIfjMM88AAHbs2OHX8Ywx/PWvf8VTTz2FW265BQDwj3/8A8nJyfjkk0+wbt06lJeXY8+ePTh69CgWLlwIANi6dSsKCgrwl7/8Bampyq08gu1/XZmGV/adRUNHH/7tnWKcauDXRG24fqqiKy69Ro37r52CF/dU4NnPy7HtUBW6bE7kpMQodsqm4I5FmXjzwHmUNVrxb+8Ui9tJ//a67CBfWXDFGrRYd1UmdvxQjd9/eBIxERo43QxLsicobnv2S61fMhnvFdfg4NlW3L3tCA6ebQXHAfctmxLsSwuqjHgDbpwzEZ+fbMTv3jsG4fFQN89NRZpJWdvWX+qBa7NRWNrENxq7bPjhXBt0GhXuWTo52JcWVFdmxiEvKx7FVWbcs/2IuC35XVdPUty29ZfacP1U3LPjKLZ9X4XSug5UNHfCGKHBv+VNCvalBdXK3GRMT47GmeYu3PVuMWra+HXMv70uGzpN2IwTjVnYJGJSVVVVoampCfn5+eJrsbGxyMvLQ1FREdatW4eioiKYTCYxCQOA/Px8qFQqFBcX41e/+pXPn22z2WCz9a9dslr5KQoOhwMOx+BnIgSS8PuDfR1jpQaw+Rc5eOj94/jRs1Pikux4FMxKCvt7G6u7FqVjd0k9fm7ugrnbDq2aw5a1uXC5nHANfgbriOQSM0a9Cn9YPR1PfVqGovP8lMSbr0jBkixT2N/bWD2yPAtfnW5CQ0cfmqyAQafGH3+RM+pykUvMpMXqsGF5Nv66r1Jcs3H31ZnISTaE/b2N1ROrp+HQ2VaxcRRn0OL3K6cqPmZmpUThrqsz8X8P14ox88jyKUiJ0Yb9vY3VH3+Rg//1xmGcaeaXd2TEReK310xWfMwsnWJCwexkFJ5qFr+bnrxxBgza8L+3sXrm5lzcvf1H8fEPs1JjsG5h6qjKJdTixd/r4JivR6GHsB07duCxxx6DxWIZ9rgffvgBS5cuRUNDAyZO7J+ffPvtt4PjOPzP//wPnn/+efz9739HRUWF17lJSUl45plnhpwG+cc//lEcoRto586dMBiUOwXqcjjVzuFoC4eECGBluhsRyp354aXLAXxZp0KnA7gmxY1sY7CvKHQca+VwvI1DRhTDDakMCupYG5bFxseMzQ2sSHUjTZn7LQzCGFDUwuF0O4dpsQzXpjAodNncIC29wN56/gO0Ks2NRGUPholcDDjQyOGclcPMOIbFSQwKnqjhpa4b2N+ggl4NrE5zw6QP9hWFBocb2FfPob6Hw/wJDFcmhFXT+7Kq7AC+b1bBqAVWpbsRLZMB1J6eHvz6179GR0cHjMahG2lBHRF74okn8Oc//3nYY8rLy5GTkxOgK/LPk08+iccff1z8u9VqRUZGBlatWjVsYQeCw+HA3r17sXLlSmi14R/NBcG+gBB2+zj9HIoZ5fj1OP0cucXMTcG+gBC2fpx+jtxi5uZgX0AIG69V9nKLmVuCfQEh7NFx+BmhFi/CbLmRBDUR27hxI9avXz/sMVOmjG6ufkoKv1NYc3Oz14hYc3Mz5s2bJx7T0uL9DAOn0wmz2Sye74ter4deP7ibR6vVhsQ/PhBa10LCA8UMkYpihkhFMUOkopghUoRKvPh7DUFNxBITE5GYeHkeZpeVlYWUlBTs27dPTLysViuKi4vFKYeLFy+GxWLBsWPHsGDBAgDA/v374Xa7kZeXd1muixBCCCGEEELCZvVEbW0tjh8/jtraWrhcLhw/fhzHjx/3euZXTk4OPv74YwD8s1Aee+wxPPvss9i9ezdKS0tx9913IzU1Fb/85S8BALm5uVizZg3uv/9+HDlyBIcOHcLDDz+MdevW0Y6JhBBCCCGEkMsmbHZN3LRpE/7+97+Lf58/fz4A4JtvvsHy5csBABUVFejo6BCP+Y//+A90d3fjgQcegMViwbJly7Bnzx5ERESIx7z33nt4+OGHsWLFCqhUKtx666145ZVXAnNThBBCCCGEEEUKm0Rsx44dIz5D7NINIDmOw5YtW7Bly5Yhz4mPj8fOnTvH4xIJIYQQQgghxC9hMzWREEIIIYQQQuSCEjFCCCGEEEIICTBKxAghhBBCCCEkwCgRI4QQQgghhJAAo0SMEEIIIYQQQgKMEjFCCCGEEEIICbCw2b4+lAnb5lut1iBfCeBwONDT0wOr1QqtVhvsyyFhgGKGSEUxQ6SimCFSUcwQKUItXoSc4NJHa12KErFx0NnZCQDIyMgI8pUQQgghhBBCQkFnZydiY2OHfJ9jI6VqZERutxsNDQ2IiYkBx3FBvRar1YqMjAxcuHABRqMxqNdCwgPFDJGKYoZIRTFDpKKYIVKEWrwwxtDZ2YnU1FSoVEOvBKMRsXGgUqmQnp4e7MvwYjQaQyIQSfigmCFSUcwQqShmiFQUM0SKUIqX4UbCBLRZByGEEEIIIYQEGCVihBBCCCGEEBJglIjJjF6vx+bNm6HX64N9KSRMUMwQqShmiFQUM0QqihkiRbjGC23WQQghhBBCCCEBRiNihBBCCCGEEBJglIgRQgghhBBCSIBRIkYIIYQQQgghAUaJGCGEEEIIIYQEGCViQfbqq69i8uTJiIiIQF5eHo4cOTLs8R9++CFycnIQERGBOXPmoLCw0Ot9xhg2bdqEiRMnIjIyEvn5+Th79qzXMWazGXfeeSeMRiNMJhPuvfdedHV1eR1z8uRJXHPNNYiIiEBGRgZefPHF8blhMmahGDPV1dXgOG7Qf4cPHx6/GyejEox4ee6557BkyRIYDAaYTCafv6e2thY33XQTDAYDkpKS8Pvf/x5Op3NM90rGR6jGjK86ZteuXWO6VzI+Ah0z1dXVuPfee5GVlYXIyEhkZ2dj8+bNsNvtXj+H2jKhKxRjJihtGUaCZteuXUyn07Ft27ax06dPs/vvv5+ZTCbW3Nzs8/hDhw4xtVrNXnzxRVZWVsaeeuopptVqWWlpqXjMn/70JxYbG8s++eQTduLECbZ27VqWlZXFent7xWPWrFnD5s6dyw4fPswOHjzIpk6dyu644w7x/Y6ODpacnMzuvPNOdurUKfb++++zyMhI9uabb16+wiB+CdWYqaqqYgDY119/zRobG8X/7Hb75SsMMqJgxcumTZvYyy+/zB5//HEWGxs76Pc4nU42e/Zslp+fz0pKSlhhYSFLSEhgTz755LiXAZEmVGOGMcYAsO3bt3vVMQN/BgmOYMTMF198wdavX8++/PJLdu7cOfbpp5+ypKQktnHjRvFnUFsmdIVqzASjLUOJWBAtWrSIbdiwQfy7y+Viqamp7IUXXvB5/O23385uuukmr9fy8vLYgw8+yBhjzO12s5SUFPbSSy+J71ssFqbX69n777/PGGOsrKyMAWBHjx4Vj/niiy8Yx3Gsvr6eMcbYa6+9xuLi4pjNZhOP+cMf/sBmzJgxxjsmYxWqMSNUXiUlJeNyn2R8BCNeBtq+fbvPRnVhYSFTqVSsqalJfO31119nRqPRq94hgReqMcMYn4h9/PHHEu+IXG7BjhnBiy++yLKyssS/U1smdIVqzASjLUNTE4PEbrfj2LFjyM/PF19TqVTIz89HUVGRz3OKioq8jgeA1atXi8dXVVWhqanJ65jY2Fjk5eWJxxQVFcFkMmHhwoXiMfn5+VCpVCguLhaPufbaa6HT6bx+T0VFBdrb28d452S0QjlmBGvXrkVSUhKWLVuG3bt3j+2GyZgEK178UVRUhDlz5iA5Odnr91itVpw+fdrvn0PGVyjHjGDDhg1ISEjAokWLsG3bNjB6FGpQhVLMdHR0ID4+3uv3UFsm9IRyzAgC2ZahRCxIWltb4XK5vBoiAJCcnIympiaf5zQ1NQ17vPD/kY5JSkryel+j0SA+Pt7rGF8/Y+DvIIEXyjETHR2N//7v/8aHH36Izz//HMuWLcMvf/lLSsaCKFjx4g+qY0JTKMcMAGzZsgUffPAB9u7di1tvvRUPPfQQtm7dKulnkPEVKjFTWVmJrVu34sEHHxzx9wz8HSTwQjlmgtGW0Vy2n0wIUYyEhAQ8/vjj4t+vuuoqNDQ04KWXXsLatWuDeGWEELl4+umnxT/Pnz8f3d3deOmll/Doo48G8apIsNXX12PNmjW47bbbcP/99wf7ckgYGCpmgtGWoRGxIElISIBarUZzc7PX683NzUhJSfF5TkpKyrDHC/8f6ZiWlhav951OJ8xms9cxvn7GwN9BAi+UY8aXvLw8VFZW+nFn5HIIVrz4g+qY0BTKMeNLXl4e6urqYLPZxvRzyOgFO2YaGhpw/fXXY8mSJXjrrbf8+j0DfwcJvFCOGV8ud1uGErEg0el0WLBgAfbt2ye+5na7sW/fPixevNjnOYsXL/Y6HgD27t0rHp+VlYWUlBSvY6xWK4qLi8VjFi9eDIvFgmPHjonH7N+/H263G3l5eeIxBw4cgMPh8Po9M2bMQFxc3BjvnIxWKMeML8ePH8fEiROl3ygZF8GKF38sXrwYpaWlXgn+3r17YTQaMXPmTL9/DhlfoRwzvhw/fhxxcXHQ6/Vj+jlk9IIZM/X19Vi+fDkWLFiA7du3Q6XybtJSWyY0hXLM+HLZ2zIB2xaEDLJr1y6m1+vZjh07WFlZGXvggQeYyWQSdxK766672BNPPCEef+jQIabRaNhf/vIXVl5ezjZv3uxz+06TycQ+/fRTdvLkSXbLLbf43Ip8/vz5rLi4mH3//fds2rRpXluRWywWlpyczO666y526tQptmvXLmYwGGjL1xAQqjGzY8cOtnPnTlZeXs7Ky8vZc889x1QqFdu2bVsASoUMJVjxUlNTw0pKStgzzzzDoqOjWUlJCSspKWGdnZ2Msf7t61etWsWOHz/O9uzZwxITE2n7+hAQqjGze/du9vbbb7PS0lJ29uxZ9tprrzGDwcA2bdoUoJIhQwlGzNTV1bGpU6eyFStWsLq6Oq+txgXUlgldoRozwWjLUCIWZFu3bmWZmZlMp9OxRYsWscOHD4vvXXfddew3v/mN1/EffPABmz59OtPpdGzWrFns888/93rf7Xazp59+miUnJzO9Xs9WrFjBKioqvI5pa2tjd9xxB4uOjmZGo5Hdc8894ped4MSJE2zZsmVMr9eztLQ09qc//Wl8b5yMWijGzI4dO1hubi4zGAzMaDSyRYsWsQ8//HD8b55IFox4+c1vfsMADPrvm2++EY+prq5mN954I4uMjGQJCQls48aNzOFwjPv9E+lCMWa++OILNm/ePBYdHc2ioqLY3Llz2RtvvMFcLtdlKQMiTaBjZvv27T7j5dLxBWrLhK5QjJlgtGU4xmjvV0IIIYQQQggJJFojRgghhBBCCCEBRokYIYQQQgghhAQYJWKEEEIIIYQQEmCUiBFCCCGEEEJIgFEiRgghhBBCCCEBRokYIYQQQgghhAQYJWKEEEIIIYQQEmCUiBFCCCGEEEJIgFEiRgghhIxRRUUFUlJS0NnZOeKxZWVlSE9PR3d3dwCujBBCSKiiRIwQQgjxYfny5Xjsscf8OvbJJ5/EI488gpiYmBGPnTlzJq6++mq8/PLLY7xCQggh4YwSMUIIIWQMamtr8dlnn2H9+vV+n3PPPffg9ddfh9PpvHwXRgghJKRRIkYIIYRcYv369fjuu+/wt7/9DRzHgeM4VFdX+zz2gw8+wNy5c5GWlia+VlNTg5tvvhlxcXGIiorCrFmzUFhYKL6/cuVKmM1mfPfdd5f7VgghhIQoTbAvgBBCCAk1f/vb33DmzBnMnj0bW7ZsAQAkJib6PPbgwYNYuHCh12sbNmyA3W7HgQMHEBUVhbKyMkRHR4vv63Q6zJs3DwcPHsSKFSsu340QQggJWZSIEUIIIZeIjY2FTqeDwWBASkrKsMfW1NQMSsRqa2tx6623Ys6cOQCAKVOmDDovNTUVNTU143fRhBBCwgpNTSSEEELGoLe3FxEREV6vPfroo3j22WexdOlSbN68GSdPnhx0XmRkJHp6egJ1mYQQQkIMJWKEEELIGCQkJKC9vd3rtfvuuw/nz5/HXXfdhdLSUixcuBBbt271OsZsNg853ZEQQoj8USJGCCGE+KDT6eByuUY8bv78+SgrKxv0ekZGBn7729/in//8JzZu3Ii3337b6/1Tp05h/vz543a9hBBCwgslYoQQQogPkydPRnFxMaqrq9Ha2gq32+3zuNWrV6OoqMgraXvsscfw5ZdfoqqqCj/99BO++eYb5Obmiu9XV1ejvr4e+fn5l/0+CCGEhCZKxAghhBAf/v3f/x1qtRozZ85EYmIiamtrfR534403QqPR4OuvvxZfc7lc2LBhA3Jzc7FmzRpMnz4dr732mvj++++/j1WrVmHSpEmX/T4IIYSEJo4xxoJ9EYQQQkg4e/XVV7F79258+eWXIx5rt9sxbdo07Ny5E0uXLg3A1RFCCAlFtH09IYQQMkYPPvggLBYLOjs7ERMTM+yxtbW1+M///E9KwgghROFoRIwQQgghhBBCAozWiBFCCCGEEEJIgFEiRgghhBBCCCEBRokYIYQQQgghhAQYJWKEEEIIIYQQEmCUiBFCCCGEEEJIgFEiRgghhBBCCCEBRokYIYQQQgghhAQYJWKEEEIIIYQQEmCUiBFCCCGEEEJIgP1//s5Sn3BTPaoAAAAASUVORK5CYII=",
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",
       "text/plain": [
        "<Figure size 1000x400 with 1 Axes>"
       ]
@@ -47,12 +47,12 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 9,
+   "execution_count": 5,
    "metadata": {},
    "outputs": [
     {
      "data": {
-      "image/png": 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",
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",
       "text/plain": [
        "<Figure size 1000x400 with 1 Axes>"
       ]
@@ -83,7 +83,7 @@
     "plt.figure(figsize=(10, 4))\n",
     "plt.plot(t_cut, autocorr)\n",
     "plt.title(\"Autocorrelation function\")\n",
-    "plt.xlabel(\"t (s)\")\n",
+    "plt.xlabel(\"lag (s)\")\n",
     "plt.ylabel(\"magnitude\")\n",
     "plt.grid(True)\n",
     "plt.show()\n",
@@ -94,12 +94,12 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 13,
+   "execution_count": 6,
    "metadata": {},
    "outputs": [
     {
      "data": {
-      "image/png": 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",
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",
       "text/plain": [
        "<Figure size 1000x400 with 1 Axes>"
       ]
@@ -127,12 +127,12 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 18,
+   "execution_count": 7,
    "metadata": {},
    "outputs": [
     {
      "data": {
-      "image/png": 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",
+      "image/png": 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",
       "text/plain": [
        "<Figure size 1000x400 with 1 Axes>"
       ]
@@ -142,7 +142,7 @@
     },
     {
      "data": {
-      "image/png": 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",
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",
       "text/plain": [
        "<Figure size 1000x400 with 1 Axes>"
       ]
@@ -152,7 +152,7 @@
     },
     {
      "data": {
-      "image/png": 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",
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",
       "text/plain": [
        "<Figure size 1000x400 with 1 Axes>"
       ]
@@ -229,12 +229,12 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 21,
+   "execution_count": 8,
    "metadata": {},
    "outputs": [
     {
      "data": {
-      "image/png": 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",
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tWAA579Oqk174Pb38apqMWPKLgVe2lX9tPuxUBF8J12K23qcHGxajY5j5p2VKx8z0PT44fqn8hY6MWM5dBd7eWf61+bhzEcy+FrN3znuldRFqVzI3FsD2MRPka8HbHcxfraZ0/O654IU5h2ic84pLgLit5V+babcUIVDCPK2t96lvrRIMrefZn5M/pXpjU2b5DyEZseQWAq9vL//azOhcBBnztBSufW+Wl5eHBx54wOkgS85SiE5jx47F3r17HQ6wtJo4cSLi4uKsX5euZMXGxkpfyXo+sewsR4tOvVCvhrkDv5tnWkq9v78y1r3Ug0QsU5IqmD4ztvbwWSBxZ7nb91z0xuDBA02NxWKx4PnEBJvf691vACr6mZs++Lyd9ymlYlM827uhqbHYO2Ze2mr+MTP5j/0A/il3+48pPpgyytxYcq8WAolrbH5v0KBBps/s3nyuKxXRsiva1Q02NRZ7x8z4LeYfM80mJwAoPwD/YLf5sRzKyAUSE8vdnlPohcGDB5saC2D/mOnUoy9qVDZ31s3eOe+3CzXx1UMxpsZi7/id+Lf5x8wPW9MBHCx3+6pT3pj1tLmfkwVFJUDiSpvfGzBwkOlZH/aOmaLaMRjapqapsdg7Zl6QcM4bMWcbgKwyt/Xv35/ESpYSLjfIGjduHP7880+sX78ederUcXjfiIiIcitWmZmZiIiIsPsYf39/+PuXPyH7+vpKf1Nv1u/jjUj7zxDTfp6jvTSnsq+Sen18fCrA28ST5OP/LT/AKrXiwDkMaW3eSTJqwlK732v99ipTj5mjZ+zvefp0dQriYuWkH9hi9vE7f1v5AVapzEuFqFPNvAmUdnY+VAFg4GebsfrFXqbF8vN2+3vT7vt6m6nHr7O9YGYfM0UO4inx8oZ/BfMmUG6bWX6AVWr2xuMY27uRabGMmL3F7vc6v7/O1GPmTK79PXurD50l9TlpdixT/yw/wCq1P+My2kQGmxZL4zfsf05GT04w9ZjZdPSc3e+9uHgPhneoa1oszpLbzD5mth/PshmD7L8jpT+fxk5VBSwWC8aNG4dff/0Vq1evRv369Z0+pkuXLli1alWZ2xISEtClSxejwnRr0W8sc/j9c5fyHX5fpJ3pFx1+f9AnG0yKxLmx85Oc38lN9Zu+3uH3zSxoMH2F45YP321OMycQOJ6wAIBu79teVZIh9az9Cq5GeHnxblN/niOd3lvl8PtmFk7556LjzedNX3d8fjbT/y133l5FpEQCRY9KdXzX8TFz2cQiGL8ln3T4/VcW296bbgRnF+93zNxkUiT0PDhnq8Pvm7mr54n/2i8mBwAbj9gfEIpm5t+KUVxmkDV27Fj88MMPmD9/PqpUqYKMjAxkZGTgypUr1vs8/PDDmDhxovXr559/HsuWLcNHH32EgwcPYsqUKdi+fTvGjRsn41cwxBZCHy4d3rG99G6EO7/Y7PD7h0y8+JmRcNi0n+VMgYLSO+dNHAw7c+cX5n2wfrr6qMPvT/59n8Pvi+Ts4t1Mp7KuOL0Ppa27jla6RHM2cdR/huNJBJEoDbxX7MuQHYKVkmPT0Yq62VpMXm7az3p+YbLD7/+03f5qumjP/EhnslFJtUcKVXBLvbbEvLZDCftt1yso9dBcxwNCkcz8WzGKywyyvvzyS2RnZ6NXr16oWbOm9d+iRYus90lPT8fp06etX3ft2hXz58/H7Nmz0aZNGyxevBhLliyxW43QFd3vIE1CJEoXWdR8ssp5ufYDp5Xl7+r14Bznx0N7kwbDWXnOy/vv/ifbhEjoyb5S6PQ+VwrM+ZDv+p/VTu9j1urSHgXHA6WVLmrMOk87m+0GgDWHzCkvr2TVzNmKuij5RXQuzKn5a6/zgfkZk9ojtH/b9p7lG/Wfsc7pfURwtkINAPO3ppsQCTOCywyyLBaLzX+jRo2y3mft2rWYN29emcfdc889OHToEPLz87F3714pG3LdgdLVGjM+5IsU9o/YnGLesrYzZqUv/p3mOI3STEou3s2itLcRpVW++2bb3/NitsU7zJnxvv1z8cWMtFp90PGMbikzznlKf8bPJq5MODP6W3P6Dn2xNsX5nUzy/IJk2SFY5V51PpEDAClnLxkciXIdTVrhz1eQ8XHigvMVfhEorVArnQxWkjHDrnGZQRazz4wPeWepVqXWm5CvqzSt64GvjV/WppRSQE2ewpUYM2YvlabnmZH+dfy8sj1OnrrKp0SJCXv5Hp23XdH9vlqfanAkygdPr/zP+FU+zmqwb5nCNMrd/2QZGwiAh5zs8ynV9yPjV2yy85QN+Jh9ZuxPUjoZ/PxC+4W+RDHjb8QMPMhyAxtM3IjozCPfbDP8Z/xIaOn8naX7ZYdgpWbAZ1ZahhJ9TPiQV+rCZecpjnr1/L+1hv8MpZQO+ABzBjZKKUnRNct//rJfMU0UMwZPSv13y3HZIVipGfAln8gyLhCVhn5u/F7UXYQmaSityitJ1S6Vo3A10AzO9teZSUnqp15m/I2YgQdZbuBhEwY2zLYftigf8BmdivaRk+p5NxrymbFpWWoGfEo2IXsqowc2albuvlxnbFrWSQUFOEpRGmR5mjd/U14gZv8pY/eiLtimvAjKMIOr1/EKn30HM5QXHjH680DNRPCkX/YYGIm6fbcrDyhLX2a08CCLOWX0B6WRlOalm8HowfDXG44pvu/ZXGMHfHM3Ko/FaIUK9/CVonSx9ONWY1cN1OTWG12W21GvI7M56nVEnZKN9GYZ/Kmxe1En/WrsRbAaf+4+7fxOJlF7DqOU9v7BMmNXhtWsaBr9no5fZHzanVJK97ozdXiQxZxS+0Gp9qJWDTXpTQDwKqE0m30uPFhVS+0FuZEDmyU7HfeKudkyA1Mh1K5MvaFi1cDVpV+gMzgYN1/dxY+Rq9Rq97M8PJczG2R4doG6Y8bIz8mtxy6ouj+lSbHvE+mkoxpt+T46q1P/pyITBjB28p1SarpePMhyE5Rm379YY1xa0UiVFxDxe4y7YDaz+bK722ngfgm1Jb+fNrCfC6Wmqa7OyI3g21RepBpZVv5tlfs+U88Z1zya0oqHFpQu3ozc16K2tYuRq9SphKoXuroTBk5EfbVOXQGf2z4zbpV6wd909t3rxYMsN0FpRmTGSuOa81Ka7Z4Wb/yGd6XyCtRfcJ7ONqdErRJ3OWku7S4eVFjxywxaLn6KCV2kUtqXtfqgcT2hzCqfr8R3m9NUP8aoCUAtA6ZdhCqWPady5ctVPTrPnFL+SmgpZKGmUIbRKGXmGPlR8Nqv5jVfNhoPstzEUz84bw7JxPpfkvqLH6Nm339UUYCj1HiDqhVxbrdr0HLO+FVl6qVSShpX32y2CaXTWVnTNFRSNGr/59rD6ge2SsuaM3HSzqufGDWqqfNbf6ivBvzFWmXta9TSMkmwOYUzIVwND7KYQ5Sas2pFKUXku8Q0Q5733fgDqh+jNm9fKUofBJTSaLXae9KYUsyHM9WvZL308y4DIgHeX2ZsUQ013GGSgFKz0NeWGDMrrbSP2Y0uq6jmpobavcIUUTpXGrUvVsuqsNo0OqV+33XKkOdltPAgizn0mcImxGbQuh+A0j6YDwhdTBqFUkuBDI39wIyuvqjGE9+rv5h0NQu20cnBX5Ks7eKH0kXq9wZN5miRsJ9OKrtRXv6ZThqX1oq6asqsG41STyijjF+ULDsEK62Nf7VsU/A0PMhiDs3TkIMPGLPfR+uH9ahvxV/0U7qgchdGbKp/+09tzaJnrhE/uaB1P9OpbNctJ+6KtK7W/Z12UXAk2it4vbNU/co2025bmrasACNajPy4VduExcuLxa9Su8OqMDVGXHto3R/4vyTx6eOUJjhF4EGWGzGyJKxaRhSFUFsit1RhsfiT0okLdIpG6EFpsLj20Fnhz6m1uqTWyQVH/uD0EOEyCA1Axy8UX8jgzd/obAC/eFn9vjmKKKWPq2lmr9R/NOybA4C9J8WX5E5KzxL+nFpR+qzTw4hWMFr2zQHAGwakAhsxwSkTD7LcyO8a01yM4O75xu/Ga1shMYKarvE3O5lFZ7Do7sVbKKWHHNKRGmTUpnQtKH0gG7HiuP24+NUxrX7YQqd/kZ4VkqR0Oq/p+wY33pXteQMmHrTSUyWQ0gTDxF/oNOA2ghETnDLxIMuNvGjQpnRWnp6S+aJTKP7crX1A+8lKsWWwKc0SM/sm/659BnLjkXMCI9GXMvVfQhf+7u6jBO2tOURfpOrpq8efk+Y5rWPiQXRmjp6Gy/MF7xnVs6q2x6BCSMwYPMhidulZIWH2rRLcU0dPI9SfBffgOU6oj5k7Eb3HcUuq9sqSojelG1UW3tNRSo8SXVX1dR19dI5rTI2yR0v7Aeac6Kqqeop4iW7WbFRlX0YPD7KYXesOi98jIwulvRvu3ITyYwMbUauld1XNiEIcWs3ZoH0WVrRLgnu9vfnbPqHPp8eB0+L3O8hCKS3uY8Er5ocy6VTCW7DthOwQrPRmSYj+29ZDa9EiVzCBUFNhd2jTQxkPsphdeqsNiZxJ1TtImrOBTuPSfEI9bET7jdC+wJUH9JWOpnSRqifVhSn3oc4Za5FpcXorz03+nc7g1Z3p3VclMsVaS++7G/2aJDazQQ9KRTNE01powgiLtuubJDh6RtyEB6XVd1F4kMXsyr2qb1ZLZH8qvZsh5wi8SKW08d/d6NmcfDM9aZQA8NYf4mZSMzX262LOifxg1pvKK7Lgz6oD+mIxolocE+/ERXEX3NMT9E0SvCFwVZnLtxvnssAVR729O2euSREUiXues3iQ5WYoLf2KvEidtU7cH7Je7nYi0Nq/yQgiZ1L1DthENuekVJnN3WYLj57RN3svksjVo1cIpRSdIlSFVARKfwOz1onLslipc2Aukt5MAmZfYoq4CWy9RO6p/XCF2L1vFPAgy838ufu07BCsKHWQF0nvbKFIIoqTpBMqVjFF4MCcEj2brkXTU5mtVF4Bnb0bX66lMwEjUgGhtGLRhSv0EJFJsOkonYvUBYIr11Hx6v/olBo/k6s/k+ACoTLuby91z89Jd6oDUIoHWW6G8/CNJ+IDWtRM6vJ92prt3ugbQamUlGaHmX0fCZgt3CaoOpbefUcA8AtXJzTcVwJWW0TtVzt4Wv/k3TtuepFKiYjUb1Ephz/9rb84yS+E9quJrpDJjMODLGYTpVlUdyTqIvV1AR3XRfUaOk9ops8diZpJFTFJICqtY/1hsT23GF1/7dU/IQQAX6zVvyosKsuC25wY68RFMWmqH67QX/X2naUHBEQivjQ9o40HWcymw4RK5IpCKcXpIwEnfYBWyV1KM32iUGqu/NdeOqnAovYlUlpRoNTmQZRj5y7LDsFq0q9i0sf0NIIXbcMROulNojIJKBWsoLSXVZQvCe0vp9SmxF3xIIvZRKnkuahKOmsP0flA3Jbmfs0I34vXV8pYJFFlZc8SKiRDqZ+UKKcJDWx+SxaTdihiYC7qgnn+Vve7SKXkPzrLt4uUJ2hVbQ+hlRZ3bF2xlNC++e1pYtqUiGxd4W5capC1fv163H777ahVqxa8vLywZMkSh/dfu3YtvLy8yv3LyBCTtuDOlgjqdyRidvhvQQOSNwSk1jHjFQqYSf1us5iLSxGb0kWthlGqAumOpv0l5oJZxEWqqBWorwk1sXZHqWfFvE8i/rb/3C3mM5tSJV9mrP8sE5MCuV7Aii6lytgiudQg6/Lly2jTpg1mzpyp6nGHDh3C6dOnrf/CwsIMipDdLH6P/lmbzwVVZhOxZ4hSyqG7ShNwgSlqn9nHK4/ofg5KTY3dFaW02dnr9WcB/LiVTsU5TikynoiLVFE9rkSkY7pj6i01Z3P1D0pEpX3/n84m7gCtTCORXGqQNWjQILzzzju48847VT0uLCwMERER1n/e3i71a6tGKQ//rT/177nYfpzOReqag3ROBO5azW/BNv2VoCihNDPsrpMEuwSUpRdlqYCJJUppUpT6kImUI6CypSjTBezRpVSs6g+BTbkpoZRNIGrlUoR/BBQo+WA5ndRbkSrIDsAMbdu2RX5+Plq2bIkpU6bg1ltvtXvf/Px85OdfnyHIybk20i8sLERhIZ2TsiOLth3Hi/0byw7DitLrpjeWDwWeCPTGIrKyVfLx82hRK0jY8+nxzaZjmDjQfY5fkQ1C9cbyd6q4/kDncvJQtaKvsOfTY/b6FHSsV1V2GFbudM77cUuamECgPxaRq2rrDmZiYItwYc+nx56T2W51zLwbLyYNDdAfS4qglE4AyMi6jLAq/sKeT493lx7AQx3ryA7DSu/7lJmjfGWOwt+K0hjcepBVs2ZNzJo1Cx06dEB+fj7mzJmDXr16YevWrWjXrp3Nx0ybNg1Tp04td/uKFSsQGBhodMhOKHu7Zq0/hmaFetOcxB0a8fHxOp+BTizHzouLZenSeHh5aX/832e9APgIiWXa4s14oJHemVA67xPHYtuMPT4AdBx0N/hi8Uq0qaF9ZvdyISDqtVl3+JxbvU+UYlnwt7hYFiyJR1U/7Y9PyQFEvTZv/JKMkuN6B2103id3jeWPpfHw0XHK+u24N0QlbU1buBr9a2s/511LPhHz2hSVWEi9T2bGkpCQoPNn6ZeXp6xXmVsPspo2bYqmTZtav+7atStSUlIwY8YM/Pe//7X5mIkTJyIuLs76dU5ODiIjIxEbG4ugILkz/c8nrlB838GDB2v+OQVFJUDiSs2PFxkLoO73doZSLGEtuuCWqGqaH//O+2sBiKnqs/WsN354bqDmx5+/XAAkrhUSC0DrfaIUS7fe/RGkY/VIZCzb86ph4sjOmh+/fF8msH2XsHgovU8ci23edVpjcAfts+/PL9oFQEwJ96wCL/6ctINSLG269ELd6tonuJ9/Q1wsf6b7YMbjsZofv+9UDrBli7B4KL1PZsbSv39/+PrKzaIozXJzxq0HWbZ07NgRGzdutPt9f39/+PuXXw729fWV/qaqoSfW0zliu4lTet0sXj7wq0BjT973W06ga2PtRVjOXhJbNlXP+7QpRWzvGkrHTIUKFeClZ8lRoC1p2RjSuqbsMAAAu//J0fU+zdkktry4nljOCa5sRen4zcgtRKSOi1SRPluTgoe61Nf8+Pi9dM4zfx8X20ib0jFDKZYVB87h6V4NZYdhpee1WbRD7D4qPbGI7odm5jFD4Xpc6c+ncbVpouTkZNSsSeMihapF2+lUthK9mXf7cTr9qZbtc59WAiIKnIhyKkv/Jtwbieo/I8KX68RU2qQgmVCxio1HxF4wU7JiP53mvWr2XVD37eY02SFYiW6aTql41vuEepHpJaIliCgHM8T0kiwlqp+pu3GpQdalS5eQnJyM5ORkAMCxY8eQnJyM9PRrB+7EiRPx8MMPW+//8ccf47fffsPRo0exd+9ejB8/HqtXr8bYsWNlhO8yZq4RWw1NT3nlExfFrqqJKK/Mysu+InYjqp7KiasOiL2oXH1QXOEKvUSV3GVlia4A+Y+O85bofjEzEvRXrmPlJRAavG4RWNAGcN/qgOy6/yaKzSTQM2hz5zYRLjXI2r59O2JiYhATEwMAiIuLQ0xMDN58800AwOnTp60DLgAoKCjAiy++iFatWqFnz57YtWsXVq5cib59+0qJ31Pt09GcM15wd3Q9vRgolW91d4XF2l/rT1bp7211oy/Xar8AP3FB7CQBs0/PwFz0rO6yvdpXqUX3i9EzyeWubSIoOpKp/Rj8ZpPYkv/TdQzMRaehMfv0tORYtF1sq5TFO/7R/FhRTb0pcqlBVq9evWCxWMr9mzdvHgBg3rx5WLt2rfX+r7zyCo4ePYorV67g/PnzWLNmDXr37i0neJOJXlnQ4wsdF6kfEZqFPX7efU8E1Kw+qH2W+JzgvWr7T2tfPVopeFWN2XeaUAPUT3UM9L9aT6evWi6nAJlGz+qRyDYRem07Ricl390dOC12ckgPPamQ3yemiQuEGJcaZDHlDuq4MBRt3WE6DXz1WL7PvS+YRfbd0kvP6hEleiYYRDNiVU30XhA99KweiZZzVfvg5HAmnea/olfV9DBiVU3P6pFon652j/2WlPaq5ReJ/0yj1PR5yc6TskMQYuHfYlfVKOFBlpv6dlOa7BDcDqUNuGkGbEzenEJn8/+uf7SnmFJyNpfORn/Re9UA4EKe2FVDPb5Y6x4XqZTM3SB+D6vWwVK+ARe3S/eITUdntPaq7Toh/nPkkODUYj3+u0XsviomHg+y3JQ7Va5zZ1r3SxiRhkZp1YXZp3X1yIiiL8s1nmdOZ4utAAmITxNlxkx2pGqcINpgQAXIz9xk9YjZNm+z2L1qAPDHbm1pne5c3IHZx4MsVgafCMy1M/2ipsd9uOKQ4EiAHce1xcJ71cx1SeNm51MG7FnSOnBbRygNzRNQKmChdWBuxL4NrcWMKKXJegKtaZ3xe8RPNms954kursNcAw+yWBl6Sg+7Cj3VtkTTesK+WkgnL9xd9tw5QukidTWhTe7Hz2s7X1BKZxbdiJiiExfErxxqpXW/pRErWVolCi6ZzhyjtN9SK9El0/XgyXTz8CCLlUGpuINRpWAPECoKQunCQauZa+ik3JwU3Ii4lJ6S8qJ9K7hcswyHCBUc2Jzi/hfMq3RU6xQtV0dRECrmE2oqa9SqWspZOgVYPhbclkOG/yVpL3EuWppB2SeUimdRwYMsVsb/LRefhgZo++PLNKhogDtcpFKSmUNnJWCLQRfMG47QWa1zl6IgVCw06II5Q0N6Zs5VY1pvUFo5dAdLBfdv1CNJY8q5M2sINWHnHpViLdxmTDW/4xfUD96MqABJCQ+ymCmOadjsvPaQMSd5I/K0mXhaZmjnbjRmAP3jVvUX4mdy6PRtYvYZtZKlZWC+I82YC+Z0bortEtI1pN/qaQLryKx16tM6KaVVewotJeXnGVRmX0tap5bJKFfCgyw3RmmGYP429fnIRq2qaZFFqFS1p9iWpr6ppZ7GwY6s1jCrm3wiS3wgzKGLl+n8nWrp/bIkmU7fG963Yb4tGvZ6GdVjSEu1zn2n6KTie4pMQpN5H69Un9a5ZKf2JtyugAdZbux0Fp0/vh+2qF8JyMozJnVGCy0ffq6I0kzk/wyaoTWLltUvo1AafBhpu8YKmUbQUq3zt2Q6FxyecsFMaSbdqJV4s2gtb24EIz/LKH1OGpXxY5Yv19HZ020EHmS5MUqzoq5u5ho6PaQuG1gdce9JOhdWP7v4IItS1cXDBhaaMPJ4VOs3PucJs2I/nbRqIy9qd/+TZdhzq0WpIIwWczbQGSQaWbgj5wqdc970hMOyQ9CFUqVkI/Agy419bUDzUU+15ySdYgNGbXQGgPi9dDZ0M3F+2m7cgFVttU4jWyj8Sagggav7ap1xnx8XVK6sam1grMT3hEpruzpKBSrWHDRukmtTCp2qwBcJZfyw8niQ5cYuq6zoR2kJ3JMcPaNuxs3Ii4LvVW6I1bLplumn9mLGyPLBavernTKozD5zHakqVxmMLLO/8SidC2Zmn9o9ggv+Ni5d+yuVE9ie0H+U2caDLGZVYFBfKubYJpUf8gn7jet5o3ZgvvcUnRU+T3KCULW4L1Q2l/0liU5KH6XiQEajlNapdr/ih4SKIFHaw+VJth1TVwgp9axxq5+7VBY12m5Q1VBGHw+ymFXS8SzZIZiG0mz6T9uNqQ5lhiU76VwwG9WUk6Ktx1y3EIuW0tBGoVRcx2ins+mc835Ved7IvkLnfdppYLo2NZTS/xYauDJlNLXHu5E8pQgSFTzIYlbL99HZ6Gy03YQaurpyFS9K+xmOGrjRGVC/j8RIlNobuLL4Pcbu4VKTTmv0Be3iHXQu9FzZ52voVEMzevC5i1BREFfub0mpCJLRxVXyCuismFPAgyxmZVSDulJqek0dPWPsicDIPSpMjlUHjC1lq6Ukt1G09LBh5X1n9DnvivL36YrBfam+3sCFkEQwelJMzd7ofQana8dzIRm388cuY8vsq6lQ7AkDMh5kMdMcV9HNfkuq+ka0ahi5r4mJo2azs9ED5zkqLlJPEkpH9TRq0kbTVJyTtFBzntl4xNjZbjUrZVwESR41hZB+2GJsJsH8bcpT9LgIkjxq/raN7t+4XsWqXWZOvoGR0MCDLDd3RWUhAyMtVtH3SEvncKNQ6qjuadRsMFZbpVGtrSo2XicRWvXyNJcJzY7+9Lfy/ZaU9m0Q2orjcRJVNL43OoUuT8X1g5G9+JhjlKoXqkmnNTpdmwIeZLm585fpzBT8V8Ws27lLdOLeQ2j/lhkozWK7alrnn7uNTclQw9M2OlOq5LVLxblj+T46q+uUGvSagdJE2v9ctAk7pR51lD7DzKC28iIVsz2glysPstwcpROfq6J0IjCjDPN+lc1ljWRkE10jUbpgPnbeuFLGpQoJtX9YdZDOa++qNh7xrN5RhzLorMKoGZhTskBFaqHR1GxN0CrnKp2Kl5+uppP5owalqqFG4UGWm/txK53qb65qWxqdWaIDJgyA1h/2rAssd7fUhIkWpT1p1DYU1eKHLXQu9lyVGRX0chVepJqRCuWqK+aUULpgNmNlh1IhpBMXeA8wVTzIcnP8x+calDaXVbOvTSulva88qS+VK5u78ZjhP2P7cWUXNRdVVBhl8uSbUMRA6aZ3M9K1f0umk97L7FP6mRO/1/iJpR8Vbn+gtPWBmY8HWQyA5+UwU6M0RW+hio30Winto3HY4DL7zDFKe62mrzis6H6Uet144iQBpbTOXxSuHs1cS6cvldLVN2YMpX271h4yvi/VSoUtQ1IMLsjEaHOpQdb69etx++23o1atWvDy8sKSJUucPmbt2rVo164d/P390ahRI8ybN8/wOF1R6jnj921Qk51H5wNT6QUHJRs4rVCqpHQ66SrnFQ74KO3bMLovFUWUVhKVNjJX03fHaPtduHG8O1h5wPX2W1KqoOcJfamocalB1uXLl9GmTRvMnDlT0f2PHTuGIUOGoHfv3khOTsb48ePx2GOPYfny5QZH6nqS07Nkh2C60zl0UikpFUpQ6k9CHx6ns815L9X0IzGammqdVBhdZl+NrceUl8p2F2sPGj/Dr9QlE4r4iEapEI9ZK7HHCE3ALtnpemmd3ymcTDDDBZOyHyh9TsrmUoOsQYMG4Z133sGdd96p6P6zZs1C/fr18dFHH6FZs2YYN24c7r77bsyYMcPgSF3PZyZVp1GSrmLWBtrFhD4wXZGaHlZGM6s62E5Cq0dmpMS4szUmDTiUVCEz66Jk+T466ZquiFKBjIMmnfP2nqRT7ZCbvOtj1qqaksGcpwzEKsgOwEiJiYno169fmdsGDBiA8ePH231Mfn4+8vOvb1TMybmWHlBYWIjCQjrpZWooiTvNhJKnAJCZdRnhQQEO77MjzZw0tO8S0/DqgMam/CwlKB1frhbLryZd/KzYdxptaldxeB8zZ+hd7X0yi5JYzFoJ3PfPRXSoV83hfVIUVmfUa9XBMy73PpmFUixnsi+jWqCfw/usP2xO9sPCbekY2DzUlJ+lBKX3ydViWbDVnHTtxKNnMKhlhMP75OiYTKfwuiuNwa0HWRkZGQgPDy9zW3h4OHJycnDlyhVUrFix3GOmTZuGqVOnlrt9xYoVCAwMNCxWZbS9XfHx8YY9t1qf/28NuoQ7nsH49pA3zFhkLSy2OH1trk22mPPaUHqfKMUy73/xCCv/p1rGb7vMiWXhlmNoUeR4I/7ZK4Anvk+UYvnjz3j4OD2FmBPLf5dvwZk6js95W894AfAxJR5K7xPHYttPf65EZGXH95m/2weAl+GxbEo57/S1ycoHPPF9ohTLn0vj4e3kcDh23pxYPonfBUt6ksP77L6g/ZyXkJCg6XEi5eUpW5hw60GWFhMnTkRcXJz165ycHERGRiI2NhZBQUESIwOeT1yh6XHdevdHUEVfQ55brbN+ERg8OIZELAAwePBgh9/f/U82sGUriVgA814bSrGENWmHwa0cz4qZFUtOoZfT12bm2lQA5lREcxZLcYkFSDTnA4nSMdO5Z1+EVvEnEUv8CR988kSsw/vM+HgjAHOyCZy9T5fyi4DE1SRiAcx7n/rFDoRfBccjc7NiOV2xPp4c3IxELIDz92nj0fNA0g4SsQCe+TkZ2rwzOtWvTiKWlFznn5Pb/jgAQFu15P79+8PX1/E1rdFKs9yccetBVkREBDIzyy6pZ2ZmIigoyOYqFgD4+/vD37/8h7Ovr6/0N1WrtIv5aB8kexXumlUHz5J6HZ3FsvV4ljmBwHksZsorBKoG0ohn4faTuKNdpOwwrJy9T4uTlPUZE8FZLDkm9mihdPxuO56NYTG1ZYdh5ey1MStdG3Aey55jWeYEAlrHzPm8YtSt4XhgbpYft53Au3e1lh2GlbP36bdd5hVBchaLmenalI7fDSkX0K1JuPM7msTZa/PjNu3taChcjyv9+S5V+EKtLl26YNWqVWVuS0hIQJcuXSRFJMeWVM+roiXKryZeMDtzysRNvycumnfR50yiix2//1ykszl76zFlTYJFoNRr78etdCp6uRozGp4rZeYxte6wsr5HrLwlhJo5n8m5atrPSj1Lp1rqTyb00GTqudQg69KlS0hOTkZycjKAayXak5OTkZ5+bTPfxIkT8fDDD1vv/9RTTyE1NRWvvPIKDh48iC+++AI//fQTXnjhBRnhS/PJSnMqB7qjIyaWnHZWkjftvHmldCldaDHtzJxg2eZkQGdmj5a/0+hUgXQ1v+8y74L5vJOV1n0m9qVax33/3MKfu81bVTuc6fj6wMxJgouE+n6y61xqkLV9+3bExMQgJubanp64uDjExMTgzTffBACcPn3aOuACgPr162Pp0qVISEhAmzZt8NFHH2HOnDkYMGCAlPhlKVBQNp3J52z16L8m9ttY5GRWjJsaugalDV9F2JTieEBn5koscw3OejBtTzNvJdYVG916ImctEX5LNi/75OsNqQ6/fzbXvHRtRpNL7cnq1auXw5mBefPm2XzMzp07DYyKMTG2HruAejUq2f3+X3vN63FzpbDY4ff5gpmGExfyEFmdxn7LH7YcR1z/Jna/v9nJIMxMntKjxZarhcUI8DWnkqEzaw6dQYco+5v1FxHqZZhpYhoasy/lzCXE1LXfEsGsdggAsOO44xXzZEK9JJkcLrWSxYyx7xSdZoNmM6sDuhLrDrtOc9n4PXSamlLaC2S2I2fMaUiqhLO/JWezvmZS0hTdXZlZGMCZmWtSHH7/wGnz0gWdSXOy6ubOKJ1jf91JZ5+0M5Qmlq4UOJ44ZcbgQRbDvpN0PsjMlpFNZ3ZyqYm55HpRSq3JMHmG+aqTVT4zzd14THYIip24QGf1c9NRc/ffULpIXbmfzt+uK/nRpEauShQUmTtJYObqkDOu9Dk5b3Oa7BCszplYaZZdx4MshjkbzZ1hzi+yf5Fq9srSX3td54RNye5/6Kx+HswwdzXH7J/nyKajdGZKXcnqg+ZWkqO0L9bMtGN3YmZBEGec7WUTbc/JLFN/niPnCWWfuBKzz3mO0mudFflyJzzIYk4r5Ih2Od/+IOtIprkXsJRmmpg2a0z+8EjYb/8i9TKhVCxmn9mrEgdO2z+vpZhcBtqV0pI92UUHg4n1Jr+HfxFKD2faLNhm7jlv70n7E7GUJp2MxoMsZjpH/UgWbTe310PuVfsXxZRSfDxduoNmrWZW0AOAFfvsp1tlXeEyuqy8Pf9k2f0epX1HjI4zDirTrTlk7sTSCgcppmdy6aTcezpHK0RmZ2B85+Bz+W8Tq4bKxoMsD0Gp5PaWFPt/YH+a2DneGUppYZ4u9Rydpo+OeqctI5SK5UkpGbZQKvDwySr7vQpnr6dTEMTTN8cXEZph/2Wn/cqKlAoqUGq+7ul2nqDTH9DRamvS8SzzApGMB1kegtKJ0NFqFaVlZE8vv0rpIvVnF2mOvHQ3nX0blwhNrMhAabb03CX7qV+U9jfudrDi5gkoVZv9Nck1quj9nkznnEepKJEMW500hKdi5tqjskMwDQ+yPASlCw5XQamKkYzKQJT6wlB6LxxJSs+SHYKVo5x4T0Dp4s9VLNtHZyVWBmd9j8zkKF2QEkr7mrMlpGtT6hn5i4sMzM2ujikTD7I8xJwNrlPqmYqNJpd5dkRGqfm/9rjGwIbZtlPCgG//Kdv7i2T0pfqDUDU4VyGjwIG9FXOzK+gBrrMSwGwzuwgSABx3sF/YbEcdpLIzOXiQ5SFkfGAx9ewNphZLSJfbcMT2ILPYw/f6uApH+4CMcthOdVAZVReL+DhVzeyecwCQlWc7RU9G819KqzLMPnuTNtskDJJ/2Gq7wEPOVS6CxHiQxRgp9go8yOjRYm9Wl1J6BAOy82x/mMtIybDXHNnegJ3JQWmiZNUB26sP3yemmRuIA9yagRZ7k8a/7DQ/Xc5eKvs/hJqvM3l4kOXhTmfziYBSRa21h2xX5KG0ITspnc6+BQYcNbnPkiN77OwDc5U9dZ5CRvqmPfYujNfYORfKQKlwFAO2ptKprmjP5hQ6E0uUqmZ6Gh5kebjUs5xGmJtPZ1mfUjlnezYR2qsmY6MzNb8l09/sTKmgAvelojVRsssFqrguJ3T8ynKWUCEOSgNwe77dlCY7BCtKVZs9DQ+yPNwPW8xt5OqIrL4+9tJVmG0/badTTt1eqpzRKG0wNrsxqauzt2/MaJT6ltkrUMJso1QESVb2iYwKt/asllDgQq2ThNLqNx2Vs/JHKS1ZFh5kebi/JDVPtdUceb+kGeZEQo0dmTpLJVVAtLUnQNZF9AnO/Vfly7UpUn5uro19PbL2+nyy0vyiKK5MRkEFwHZap6y/91+S6EyuMXVkrVzb+rkWi2cNvHiQxaRIv1C+7Kms5r8yikow9XJtVGuKlzTIsnXB4enNf13FwQw5K1nbbfQqlNXLzNaAj9Fz3kYTa1kNz5fY6Dvn6c1/XcWsdXImlmxNTpyW0I5GJh5keRBK6Srb08rPcMi6YLaFUmoEu8ZWc2R7hRaMZmsFeN9JTsFi9tmazFmxP1NCJMxV2GqO/F2inBR/W3uyLtopv8/ksZVOKmvxyFZDeFmf2bLwIMuDFBNapv3GRqnnzYTS9mQ0/2WOLZOU2qrUrn+yZIdgRal6nEyU9h79aaPCIqWCCtxL8Rp7zZFl+NvG6icl61ygAIWnSSfUHPmQjf2vlOoAmIEHWR5kC6Gyp6nEP9D/Ryj/XGYO8xkJzUntsde3iwpK+1zyJfTIoojSwMHWJnBKpcH/uUjn4kwmW2nJslBvjkypSqXMSrOUsoQWbEuXHYJDntYzkQdZHmT3P561TKsHpYqDMi/EKFVIon5yvkJof8L6w/JmmG0VtZFl9gb6LRGo+F5SGhpQ/iJV5l6f5cRXzCmhVGlWZon5w2fk7PO0RVYxM2YbD7I8yLebyqfoMdtsFeYwS35R2QsMWSWnAWD5Pt4z4opkpvFQ6kPlCj2YqEiQuD/s6k3nvLTz8lYgEw7wOc8VrZXYymLvTftxZTb/5SwGWniQ5UHO2ahUxOjJvVp2JWCdxFWJm/OnZZWcZuos2n5C2s9eedMqcOpZOj3FGE0HTpedSNoocdVaVk8hps7Fy2WvZ36SeM5L2F929Yib/7JSPMhijJibC4DITOO5eRN4DqH9Cuy6ExJXXm+2+qZB1uFMHmRRRKlR6L5TZVPZ1xNKDT6TS2dfKrvu5grAMs8zN2d82KoKyTwTD7I82BGJaWjUUNpHsodQlbqbyUwpYvZlECpQcnNFKVuVRGWhNLCQraiEzmz7zQ2iZe4pvNm5XM4AKUWpkSzl/paUUqYpvWeeyOUGWTNnzkRUVBQCAgLQqVMnbNu2ze59582bBy8vrzL/AgICTIyWtjRCpT5lk1mZ6GZfb6BzUXozW80FZZH9nlEqkz5/K92KUtsIlaGmVA1Ntk1H6awWUW5QaqvxuCyyJwkoTeZQavlyM0qVZi8X0CnI5IlcapC1aNEixMXFYfLkyUhKSkKbNm0wYMAAnDljf8NjUFAQTp8+bf13/Lhn1eh3ZNHfci/MbqwoJXuvD6WZU8ps9fqR5ZTkyocyi6Pc7Lfkk7JDcAlcCOO6bcd4wKkEpWptthqymyntHJ1zHuWUPEoDmy2SB6OyJ0Nlc6lB1vTp0/H4449j9OjRaN68OWbNmoXAwEB88803dh/j5eWFiIgI67/w8HATI6bt5g3qZruxObLsfjGUBg9MmUTJHx5JN3zIy6wmBQCcBafM4h1yVyVubIkge6/PQsmTbK5CdhuLG8vZ7z0ptw2LzCJMTJsV++VOEqR4eOGjCrIDUKqgoAA7duzAxIkTrbd5e3ujX79+SExMtPu4S5cuoV69eigpKUG7du3w3nvvoUWLFnbvn5+fj/z86xsqc3Ku5dYWFhaisND1R+SUfofd6RfQuk5VAMDK/XIHORuOnCP12nAstp3NzkNwoC8A4L+JaVJjWX/4DIa1iQAAXCEwc0npfaIay8EMuftQD53KQlilax+7qZly921k5dH6TONYbMu6dAU1KvsDADYflTvImbsxFS/2awiAxj5mSu8T1Vhk711buuskWtWsDABIPSumNQOF11ppDC4zyDp37hyKi4vLrUSFh4fj4MGDNh/TtGlTfPPNN2jdujWys7Px4YcfomvXrti3bx/q1Klj8zHTpk3D1KlTy92+YsUKBAYG6v9FdNH/dsXHxwt9Pj3+t3Iz/gm7NgX/x35vyF5YLX1tsgsA2a8NpfeJUiy//ZWA0IrX/n/svNxY/tidgX6Vrq2MHMjyAuAjNR5K7xOlWJYujYeXV+lXcmOZ8cd25EZfW/VcmELnnHctqYCPmVKUYvnsf6vRMfTa5+S8RLmxFBZbrK9NDn9OlkEplu9/iUfIv+UHrhZKfl2S0tC65Fphm70XxHxOJiQk6H4OvfLylKXOan71s7KysHjxYqSkpODll19G9erVkZSUhPDwcNSuXVvr0wrVpUsXdOnSxfp1165d0axZM3z11Vd4++23bT5m4sSJiIuLs36dk5ODyMhIxMbGIigoyPCYHXk+cYXu5+g/YCB8fbyFPZ8eW7KDMHXUrSRiAYDBgwcD+Ldnyw77q6NmxgLIf20GDRoEr3+vUmXHcqlGNB7p1YBELMD19+nUxjTgwGESsVgsFjyfKPdDiNLxW69tN7SsHUQiloM5Phg8eCAA4IOP1gOQmzJY+j4dPXMJ2LKZRCyA/Pepd78BqOjnQyIW39D6GDw4mkQswPX3aeHf/wA79pOIhc95ZUW364yOUdVJxHL6ipf1tVn07XYA+gsh9e/fH76+vrqfR4/SLDdnNA2ydu/ejX79+qFq1apIS0vD448/jurVq+OXX35Beno6vv/+ey1P61BISAh8fHyQmVm2hHRmZiYiIiIUPYevry9iYmJw9OhRu/fx9/eHv7+/zcfKflNFSDqRi26NQ2SHAQBIPXeZ1GtaGssfe+RvdC6NRfZeHwDIzrcgtIqf7DAAAH8fv0jymPlibarkSK7HQqGXGaX36PjFq4iJqiE7DADXVgJKX5uTWfIrtZXGcipHfplySsfMpUILgirRiGdeYjqm3NFKdhhWpe/TzhNy94cB12OhkLpo8fKBXwUaZQ5+3nEKtzamU3+g9H3anCqm0iyF63GlP1/TEREXF4dRo0bhyJEjZUqiDx48GOvXr9fylE75+fmhffv2WLVqlfW2kpISrFq1qsxqlSPFxcXYs2cPatasaUiMruBvQuWUqYonMMgqde6S/Iuf9Ati8qhF2HSUZtneXMnVMW+0ncDfOKWKUov+PiE7BPJ+SZJfnbK0nw+FC2bK5cGp+GWn/GOm1CkCExYnLtKpvLgkmW4PMU+jaZD1999/48knnyx3e+3atZGRYdwFalxcHL7++mt89913OHDgAJ5++mlcvnwZo0ePBgA8/PDDZQpjvPXWW1ixYgVSU1ORlJSEhx56CMePH8djjz1mWIzU/bKTTs8PqmRXkwKA/KJrhRRkV5MC5FfxY+os3yu/YfQJQuXtE1P5+HVm6R751VVLK2RmEOiZ9QfhRresvB3H5U8slZaU5+a/7EaaBln+/v428xEPHz6M0NBQ3UHZc9999+HDDz/Em2++ibZt2yI5ORnLli2zFsNIT0/H6dPXPywuXryIxx9/HM2aNcPgwYORk5ODzZs3o3nz5obFSN2JC/IHEMy5q4XX0gQpNHL9dlMaABozzMy5P3fLv0Bcvu/aZJunl+9lyh04fe2aYu0h+WXCuVS5a8jOu7ZiTqEZ++Z/m3vLbhjNaNE0yBo6dCjeeustawlDLy8vpKen49VXX8Xw4cOFBnizcePG4fjx48jPz8fWrVvRqVMn6/fWrl2LefPmWb+eMWOG9b4ZGRlYunQpYmJiDI3PVfBsC22JKddO2LPXy9/rc/7ytZTFPAJlypl9pSuwFBphlq5+pp2jk2rKaDt65tqAnFJK+/lL+c7vxKQpTUve9Y/8jI/SFL2d3PCc3UDTIOujjz7CpUuXEBYWhitXrqBnz55o1KgRqlSpgnfffVd0jMwAqXzxU05pih4Fsvv52LJyv/w0NGbf2Vw6F4Tb/02dKV0FpYBnmMujUFin1Kx118o8/7WXzp7YLEJ7C6mgNEFLIc31ZqWTBYwBGqsLVq1aFQkJCdi4cSN2796NS5cuoV27dujXr5/o+JhB/rnIaYM3u3S1CP6V5fY6KvXxyiMY36+J7DDKSCY0Q0cldbGwuMTaEkG2n7efQNvIYNlhlLHx3xQaCijsb6Rm27EL6NqIRrVZihNLlPZmUZkkuHC5wNocWbZrRX4ayg6jjC/W2q9ebTYqn5OeTFeXsm7duqFbt26iYmEm+iWJTgGMKwTSm4BrG+Rva11LdhhkLSRUpS0zh8aqTUb2VURWl92k/Jrl+zLw7p10Sj1Ts/cUD7JulvxPFplBFkWrD56RHYJVVp78SrPAtbRkKoOsVYTen1KU9r0nHc+SHQIA4FJ+ESr7y22KLIvi3/rTTz9V/KTPPfecpmCYeX4jVOIzI0d+NSkASNifyYMsF0Fl38bek9moU62i7DAA0Cj3TxmVc96ZnKtkVj//t+MfPNOrkewwyNpNYK8PcG3F/HAmjTS0zSnn0bpOsOwwmALrj9Ao4HL8/GW0qFVVdhhSKB5kzZgxo8zXZ8+eRV5eHoKDgwEAWVlZCAwMRFhYGA+ymGJHz+Rii6AGdXr9lnwKn9zPhVGoy71aiJ+IrKolpp7HwJbKmqEzubYdo3GeOXbuMioRmdVNOct7c13B1cJiEv3vAODHrccx+tYo2WEwBZbuprFnbe2hswgKoNHc22yKp9OOHTtm/ffuu++ibdu2OHDgAC5cuIALFy7gwIEDaNeuHd5++20j42Vu5uiZy2RWJQDg4mVeDaDuUn6RtbCCbN8nHicz281cw/+S/sGfRC5+mGvYnnaRRKVZ4Fo6XH4RnYIpzLaM7Ksken4C16rNphPqnWgmTdNpb7zxBhYvXoymTZtab2vatClmzJiBu+++Gw8++KCwAJl4JUQ20ALAN5uOkZlhBq6XhGV0JRCrcsi9oOg7kkmnqMKmo+cRHkRjTwsA/HPRMy9+nCkkVHnxUGYucvPpFDHYeIROQRtm2/nLNPYtA9cKIFWt6JkrWZoGWadPn0ZRUfk/+OLiYmRm0roAYuVR6uNAaYAF0GjkWopSqVxKg8/9p8o3Qpfpy7UpskOwKuAZZptOZ9PY9wlcKxxAZYYZoFX6nxJKf0ufrjoiO4QyKFWCpNSGgNIE9i9JJ2WHUAalSrNm0rT7tm/fvnjyySeRlJRkvW3Hjh14+umnuYy7CzhMaFaXms3/NlGlICuPzsCGUlNOSlUOAeAIob4o24/TmbS4WkijaihwbR8Js+3nHXQqzVIa2GwgUjQAoNcIntKg7yKhz0lKkyfrD9M5fgFaE7Vm0jTI+uabbxAREYEOHTrA398f/v7+6NixI8LDwzFnzhzRMTLBFhG7SKWE0iAr7TydTemeOgvlanak0dirBoBUDv7yfZxhYQ+VzfEAcCaXzopjIqHPAmYflYIgAJB6js5nNqXJP0+mKV0wNDQU8fHxOHz4MA4ePAgAiI6ORpMmtJqnMtsoNZVl9m0iNLD5H7HUA2bbkmQ67xMXd3ANlGaYKQ34+JznGii9TxsJrX4yGrwslDZ+EJSTk4OqVasiOzsbQUFBUmOJmrBU6s9njDGlQir74xyhNFNGX70agTh+ns4KKGOMniNvx8LXV24hDaVjA00rWY8++qjD73/zzTdanpYxxpib4AEWU4sHWIwxd6JpkHXxYtm8/8LCQuzduxdZWVno06ePkMAYY4wxxhhjzBVpGmT9+uuv5W4rKSnB008/jYYNG+oOijHGGGOMMcZclabqgjafyNsbcXFxmDFjhqinZIwxxhhjjDGXI2yQBQApKSk2mxQzxhhjjDHGmKfQlC4YFxdX5muLxYLTp09j6dKleOSRR4QExhhjjDHGGGOuSNMga+fOnWW+9vb2RmhoKD766COnlQcZY4wxxhhjzJ1pGmStWbNGdByMMcYYY4wx5hY07cnq06cPsrKyyt2ek5PDJdwZY4wxxhhjHk3TIGvt2rUoKCgod/vVq1exYcMG3UExxhhjjDHGmKtSlS64e/du6//379+PjIwM69fFxcVYtmwZateuLS46xhhjjDHGGHMxqgZZbdu2hZeXF7y8vGymBVasWBGfffaZsOAYY4wxxhhjzNWoShc8duwYUlJSYLFYsG3bNhw7dsz67+TJk8jJyTG8uuDMmTMRFRWFgIAAdOrUCdu2bXN4/59//hnR0dEICAhAq1atEB8fb2h8jDHGGGOMMc+maiWrXr16AICSkhJDgnFm0aJFiIuLw6xZs9CpUyd8/PHHGDBgAA4dOoSwsLBy99+8eTNGjBiBadOm4bbbbsP8+fMxbNgwJCUloWXLlhJ+A8YYY4wxxpi787JYLBYld/z9998xaNAg+Pr64vfff3d436FDhwoJ7madOnXCLbfcgs8//xzAtcFeZGQknn32WUyYMKHc/e+77z5cvnwZf/75p/W2zp07o23btpg1a5ain5mTk4OqVasiOzsbQUFBYn4RjaImLJX68xljjDHGGJPlyNux8PX1lRqD0rGB4pWsYcOGISMjA2FhYRg2bJjd+3l5eaG4uFhVsEoUFBRgx44dmDhxovU2b29v9OvXD4mJiTYfk5iYiLi4uDK3DRgwAEuWLLH7c/Lz85Gfn2/9OicnBwBQWFiIwsJCHb8BY4wxxhhjTCsK1+JKY1A8yLoxRVBGuuC5c+dQXFyM8PDwMreHh4fj4MGDNh+TkZFh8/43VkW82bRp0zB16tRyt69YsQKBgYEaIhdJU+9oxhhjjDHGXF5CQoLsEJCXl6fofnzVfpOJEyeWWf3KyclBZGQkYmNjpacLPp+4QurPZ4wxxhhjTJb+/fuTSBdUQvMga9WqVVi1ahXOnDlTbmXrm2++0fq0doWEhMDHxweZmZllbs/MzERERITNx0RERKi6PwD4+/vD39+/3O2+vr7S31TGGGOMMcY8FYXrcaU/X1UJ91JTp05FbGwsVq1ahXPnzuHixYtl/hnBz88P7du3x6pVq6y3lZSUYNWqVejSpYvNx3Tp0qXM/YFry4z27s8YY4wxxhhjemlayZo1axbmzZuHkSNHio7Hobi4ODzyyCPo0KEDOnbsiI8//hiXL1/G6NGjAQAPP/wwateujWnTpgEAnn/+efTs2RMfffQRhgwZgoULF2L79u2YPXu2qXEzxhhjjDHGPIemQVZBQQG6du0qOhan7rvvPpw9exZvvvkmMjIy0LZtWyxbtsxa3CI9PR3e3tcX57p27Yr58+fj9ddfx6RJk9C4cWMsWbKEe2QxxhhjjDHGDKO4T9aNXn31VVSuXBlvvPGGETGRwn2yGGOMMcYYk88t+2Td6OrVq5g9ezZWrlyJ1q1bl/tlp0+fruVpGWOMMcYYY8zlaRpk7d69G23btgUA7N27t8z3vLy8dAfFGGOMMcYYY65K0yBrzZo1ouNgjDHGGGOMMbegqYQ7Y4wxxhhjjDHbNK1k3XnnnTbTAr28vBAQEIBGjRrhgQceQNOmTXUHyBhjjDHGGGOuRNNKVtWqVbF69WokJSXBy8sLXl5e2LlzJ1avXo2ioiIsWrQIbdq0waZNm0THyxhjjDHGGGOkaVrJioiIwAMPPIDPP//c2peqpKQEzz//PKpUqYKFCxfiqaeewquvvoqNGzcKDZgxxhhjjDHGKNO0kjV37lyMHz++TONfb29vPPvss5g9eza8vLwwbty4cpUHGWOMMcYYY8zdaRpkFRUV4eDBg+VuP3jwIIqLiwEAAQEBXM6dMcYYY4wx5nE0DbJGjhyJMWPGYMaMGdi4cSM2btyIGTNmYMyYMXj44YcBAOvWrUOLFi2EBsuYJ4mOqCI7BKuoGoGyQ2Au5okeDWSHwFzMs30ayQ6BuZiOUdVlh2BVtzp/TrKyNA2yZsyYgfHjx+ODDz5Ajx490KNHD3zwwQd44YUXMH36dABAbGwsFi5cKDRYxjzJm7c1lx2CVecGNWSHwBQY0TFSdghWbeoEyw6BuRhKx0zf6DDZITAFbqlfTXYIVq8NaSY7BEaMpkGWj48PXnvtNZw+fRpZWVnIysrC6dOnMWnSJPj4+AAA6tatizp16ggNlonxdK+GskMgq3ZwRdkhWNWuRieWezrQuXhn9lG6SO3XnM5FaoOQSrJDIKt74xDZIVj1bUbnmGlXj87FO7NvaJvaskOwqkco48PXh7frUKC7GXFQUBCCgoJExMJM0jYyWHYIZPUhNHtZrwadC8NawQGyQ7BqXpPPN/Z0bxIqOwQrH0J7ckfdGiU7BLIe6FhXdghWlPZxxzYPlx0CWb2a0jnPhFbxlx2CVXQEnc+mAS0iZIfAoGOQtXjxYtx7773o3Lkz2rVrV+Yfoy2G0CCreiU/2SGUMagln5hsqVmVzqoatfeIUope9UA6f08VfHTP4QnDE0v2tahVVXYIJIUF0ZlYojbg69uMTjzUriGoGNqmluwQymhV2zPPM5o+BT/99FOMHj0a4eHh2LlzJzp27IgaNWogNTUVgwYNEh0jEyyY0IXYnTG1SaXo8QUHfZ2I7Q+LJTRjWNHPR3YIJEURShfs1TQUIwitHlFKS6akakVf2SFYDWldU3YIZVCaqGW2ta0bLDsEKy8vYHArWsewWTQNsr744gvMnj0bn332Gfz8/PDKK68gISEBzz33HLKzs0XHyATzq0Bnhvm21jVJVSGrGkjng5XZ1rpOVTLVDlvWDuL9Pi6gsl8F2SFYdWsUgk716VRE86aTocfsaBRWGb2JpOhV8vNBk3A6lW+ZbZSyGsb2aoTYFnRWP82k6Wo7PT0dXbt2BQBUrFgRubm5AK6Vdl+wYIG46JjbCwsKQOPwyrLDAABSFz7MvgBfH3RtRGOz/hM9GnLZXhfgTWgkMbBlBHo3pbP3k9I+KGZbs4ggPNw1SnYYAICeTUNJTdQy2yr4eOOOtjRSBlvUCiI16DOTpr+UiIgIXLhwAcC1KoJbtmwBABw7dgwWi0VcdMwwTYgMbGoHV0Tn+jTSv24h1G+DOXYvkWqHUTUC+SLVRTxHpAdTFX9f+PvSuEiltJ+QopDKNC4Mvb29EEkkrfOhTvVkh8AUolJttnuTUFTz0L1zms70ffr0we+//w4AGD16NF544QX0798f9913H+68806hATJjPNaNTooelWtUannv1FAqHhBBZFN6ayIfYgDQk1BlQYpaEtl4XTXQFwG+NPbOxURymXJHKK04NgqjkaJXpxqdlXtK+7kp6k+kYIonl5PXlKg+e/ZslJSUAADGjh2LkJAQbNq0CUOHDsVTTz0lNEBmjBa16ZQapbISEE7kwh2gecHcr1kYkk9kyQ4DABBRlc57RQWV1b0bhVbxx9ncfNlhAOCValu6NKSRRUDVsJja+HnHP7LDIKUukf2wwLXUW2ruaV+HzDFDZfXIvwKNSSUZNK1keXt7o6ioCNu2bcOff/6JihUrol+/fqhXrx6WLVsmOkZmgIahNNIFKaFUCpbih8etRPZBMdta16GxUnOjezvQaUhfyZ9O8QsqQirT6TFUWnGRUt+jphE0Vo+YbX0J9bUsRamhdmU+50mn6R1YtmwZRo4cifPnz5f7npeXF4qLi3UHxozlR6iHDSuv5b+l5NvXq4Ydxy9KjuYaSo0WWXmUVmJH/btJf0CLCMxckyI3mH/xZv3yKJX8v+3fdO1Hb62P95cdlBzNNZQGoay81v+msFNYMa/z7545rrzIbqTpU+fZZ5/Fvffei9OnT6OkpKTMPx5guQZK1bZYec1rXRvQPNatvuRIrs8WUrogY+WVDiIopJrG/NujhcreOUZf6UVqSwKp7M1qyo+BOVe6UkNhRWts72uFdaJqcEsPdp2mQVZmZibi4uIQHk5jUx1T7q52tWWHQF4FAgNQn39joJD//giR0sFMmQ715Bcz6PVvwYAwAoMsXsFyjkIbgtIYujaUn5bM7Txcy723yN+PWtovkSew2Y00ffrcfffdWLt2reBQHLtw4QIefPBBBAUFITg4GGPGjMGlS5ccPqZXr17w8vIq88/TC3O0qyv/Aow6KhV5AKBFLfn7bCIJXICV4pUR5wa1kl8l05/QwGZsLxql2ymj0BC+tAAShWvU4e3o7CWkqkUtOqt9FD4X2hOY3CpFcX+up9K0J+vzzz/HPffcgw0bNqBVq1bw9fUt8/3nnntOSHA3evDBB3H69GkkJCSgsLAQo0ePxhNPPIH58+c7fNzjjz+Ot956y/p1YCCdC0YZejSWn0pE3T0d6uCvvRmywyCjfgid9AeKBUEAYFDLCDLHTCiBfSRUSpQDQLt6wbJDIK8VkfL2AI1qszWD5V+0l6J08X6jvs3Cse9UjuwwAAC1CJRy9yZw3Jai2suseiU/XLhcIDsMU2kaZC1YsAArVqxAQEAA1q5dW+ak6OXlJXyQdeDAASxbtgx///03OnToAAD47LPPMHjwYHz44YeoVct+V+vAwEBERNC8MJMhpAqdCnr3tL8+Wxjg642rhSUSo7muJYHVI2Zbv2Z0VhlvFNsinMwgq2qgr/M7eZDmhPbXNA67XtW1R5NQrD98VmI01zUm0pyeCkoFL4YQWJm2pWeTEHy66ojsMMiglCZIdWJpRMdIMoWQzKJpkPXaa69h6tSpmDBhAry9jU8LSUxMRHBwsHWABQD9+vWDt7c3tm7d6rAB8o8//ogffvgBERERuP322/HGG284XM3Kz89Hfv71KjU5OddmagoLC1FYWCjgt5HL18tC5vcY3DLcGsuYW6Mwc22q1HhKY6lWUf4sPJX3CKAVS4ualazxVPT1xhWJA/M6wQHWWJqEyl8hp/Q+UYqlkq8XmXj6NwuzxtKrcQ3pg6zSWHwsFqlxALSOGUqxtKxZ2RpPmzpVseufbKnxlMbSOITPeTeiFEtIYAUy8dwZU8saS58mIUIGWRR+N6UxaBpkFRQU4L777jNlgAUAGRkZCAsrWz2mQoUKqF69OjIy7M8eP/DAA6hXrx5q1aqF3bt349VXX8WhQ4fwyy+/2H3MtGnTMHXq1HK3r1ixgkCqof6eB/Hx8UKfT4+UXVuRc/ja/wsueAGQN7ipGWgh9dpwLLatX7XC+v/mVb2x45y8vT+3Vr9sfW1KLIDs14bS+0QpluXL/rrhK7mxBGcfRnz8tZOeT778eCi9TxyLbSf3bMbpvdf+HxPohV0SPyebVC0h9dpwLLatXbkCpQlmTat641C2vM9Jv+wTiI9PBwBkFwAiXpuEhATdz6FXXl6eovtp+m0feeQRLFq0CJMmTdLycKsJEybg/fffd3ifAwcOaH7+J554wvr/Vq1aoWbNmujbty9SUlLQsGFDm4+ZOHEi4uLirF/n5OQgMjISsbGxCAqSm3byfOIK53dyYvDgwdb/v7d3HTIl9pZ4+K5B1lTTPoXF+PqtVdJi6d+6HgYPjrZ+LeK11uPG94ljue7GWELSLuDBudulxTKsT+cylfxe2ELntaH0PlGKZXvJAfx36wlpsQwd2A81/m16fim/CJOTVkuLpX+zMAwe3Nb6NaX3iVIs47esgMyFvtuGXI8l6nQO5h3eIi2WuNvalSmXTul94liuG3LDMZNSMQWHVstL0Rt/T58y6bdv7tD/2vTv379cLQizlWa5OaNpkFVcXIwPPvgAy5cvR+vWrcv9stOnT1f0PC+++CJGjRrl8D4NGjRAREQEzpw5U+b2oqIiXLhwQdV+q06dOgEAjh49aneQ5e/vD3//8vnYvr6+0t9UEW78HZ7o2RBv/7lfWix+ftf3h3l5y03Ru7tDJKn3l2osjcIq4+gZx1U9zYqlXojcpo+31A9BBSJNvdvUqUr2mJHtxlg61K8hdZAVEXy9iEw1ya9Rl4YhZN8n2W6MZWALuUVtboylTd0a0uIAgMYRdM4zVfwrkIkFoHv8Dm1bG59KHGRVrRQAX1+xK3sUrseV/nxNv/mePXsQExMDANi7d2+Z76mpDBQaGorQUOfV7rp06YKsrCzs2LED7du3BwCsXr0aJSUl1oGTEsnJyQCAmjVpbiQ1W7t/G4ZSIPtitTaB6kSlKPQ5smdwywh8uvqo7DAAAHWqyU3fpVRNakTHurJDsKuSnw8uF9BoUt+pvtyLVEp6EGha7QqGt+Nqs6UahtIpkDK0rf2CZ7INaBGO5fsyZYcBAAitIrdSZqCf3NRJ2TT99mvWrBEdh0PNmjXDwIED8fjjj2PWrFkoLCzEuHHjcP/991srC548eRJ9+/bF999/j44dOyIlJQXz58/H4MGDUaNGDezevRsvvPACevTogdatW5saP1UNw+icMGWrQaia1LAYug2juzUOJTPIko1SNalODegOHu69JRLfbkqTHQYAoFolOrPNslGaWBrSuuzEp5+PNwqKaVSbbUtoMpJd17dZmPM7STKkdS0yg6yqFfmcJxONXBcFfvzxR0RHR6Nv374YPHgwunXrhtmzZ1u/X1hYiEOHDlk3o/n5+WHlypWIjY1FdHQ0XnzxRQwfPhx//PGHrF+BnCr+nj3DQFXLm3rWtIkMlhOIDdzkkKbwIDqTBCM6Rpb5+o62dCYN/CvIrxxKRUU/Oq/FfR3KHjPj+tBpIF26h47R0vmmiaVqEltX3HyMNA2Xm8rO6HCZq+zq1as7bDwcFRUFyw27UyMjI7Fu3TozQnNZFJo+svJa3zTIerx7fYybv1NKLDenFFFqMsuuuzklo2vDGticcl5KLDGRZdNdI4LoNHZlNNWpVnZVrWVteUWmGtzUfJ0/J2kKuGnCpHd0GH5JOikllpsnBZpw3zn2L5dZyWL63ZySwWi6OQ2tkcS0zlFdaXaOZ451bSgvfbB3dNk0noiqPMhyBTcPdMzU4Ka9Pl0ahEiKhPequYqbPyfvv0XevtToiLKTAjwwZ6V4kOVBejSW98Hlaga2UF610mg3n8DN1DiMTtpDlQCXWXiXrn9zecdvZUJpyE/2aCA7BJcx+tb6skOw8vWRd5F6exu6BRWoobRiU6+GvEJIMYT27VHaXsB4kOVROkRVlx2Cy+BVv2siq8tuwH0d5Qp6AMr0j5GttsRVCUp7fXryqoRinRvQ+XyQWW22EaEKeq1q094DO7xdHdkhWIVLTEv2JdLKAwDuIlw4CwBqelhmA50jgxmuLqEL5jtslF+ltMJ+ayNe9aOG0kWgLfcTGgRSWk2SqX5oJed3Momtlhm3EZrMkd0SgYqqEgso3OyRrlGyQ3CoPeF2I2byIVRptg+hyT5bKJ3zzMCDLA9CabblwU7l9/q80K+JhEhs49Q0emwNfEMkld63Vf66fgidC3p2DaWiG90bl19Vo1R6n0s902MrHa9TfTqTTTF1eZBFTTChSYKRnctf590ZQ2f10wx0rrqZR6kVXP7ip5Wk8uDREeX3HVEakLJrfL3Lvyf9m8uZtXuqZ/m9PjILlDDbKG1Av71N+Rnc/s3CJUTCXIWtdMFHu8nZO2drnzKlFRx2TZWA8oOsXk3lpE3bWukMI9RuxAx8JenhZF0Y2kpNkZV6MLAlnSIXzD5bzX9l9WDizcWua5SkFKzQyuUnloIqylkxH8TnPFVkjSVsTRI0rymnENJ9t0Q6vxMjSdZ+4S42qtzKyj6RhQdZHu6udnQ2SQZK6sFkK42H2deQ0D6XZpIqL1JaterfnFdD1OgnafXI1l6fm/ubmYUL+6hDaW+UrGJElBrRV+R+jarcIinFlFLqoiw8yPJwg1rS+bCVVVGKUgUnSvn29jzZs6HsEKxkbVKn9CEvKxVEDUp/Yw0ITRLIYitFWpZwF0gf6kJo75wsNQitQDzXt7HsEJyiVOBBVsVM/wp0Pidl4UGWh6teyU92CNL5VaDzZzBGUr69GpQu0GShtNfHFVayejShU63T00oI29KQUJnyvnZWFkOr0Lmo52wHWihN2thjq7iXLDJbIng6fuU9HFeUoqVxuO0BjIyc6ip2yoC3rhNsbiDMoSr+dP6G7TX/va01nQavlAbIslB6Dez1WnqK0Iq5zObIrLwOUbb3bzeWkMZtryGzzObIjA4eZDFGiL0y4MPbm1/29J4OvNHZFdhr/isjjbBbY9srVjKbIzPa7J3zZKROt6xte48nrwTQYq/67zAJjXhH2OmPWMtGmw/mefjM4SHuJN4FnKIKhMrTyrjgoJTixdS7X0I1sMZhtldig2yUFTZaW64AqdqAFuanntpLWZexEvBw5yjTfyZTz17peBkN63s1pd38l8nFgywP8UAn27MtzL4X+tNpjiwjrdNW819Zolwk9YLSJv5GdgY8RqL0+8sqW+zKuhHae2Sr34/RmteSU63Uld3aiE5RkLaR5reBCalMZ1/7Q535Oo8aHmR5iDqE0nXspWRQQ2kmXEa6CqWVPEoVDR0ZYKNhpywyysxT2uvDZcrV8/TmyC0IDbKGtHKN43dUVzrFmmQ0R5YxGWBPx/p0BryOyGqjIQMPsjxEzap0Blm3O9gET6nJK6VYZKB0wRxTN1h2CIpQKvDg6ShVp3M04JPVHNkWT+9rQ+mcd7eDfbiUJsAoDUw9XWdCLWAcrfDFSkhLloUHWcx0nRz0HLmjDZ2LVFnNkVl5UTXs9zYyu5yvo4sfvuCgg9IM83AHTd8prbgF8DmPjHb17Ke+PdnTdhVPo1RzMPjmAg90VHPQkifA19zL/bvb298T3M5FJk1F4EEWM11rBxfFA1uam27laNnam9BsoadzdPFn9gVHNwd71SrZKXvPaDF7H0mjUPv74+pVN3e/ITdjdg2O9uHeEmXuisXzLtD8l9mvuggAw9qaW/zsLgcTS5T69BmNB1nM9HQVR4MXsws8jOxCp2GgK5GR+25PdIS5q0c9m9ApDlDJTvl25livJuYWxajroHBLWJC5zZFdoXk1RU3t9DCUobODbBAjtOLeiC7P7JYsoZXtp2tTSss1Gg+yGHpK6Kdjj9krAc0i6Hxw1qpq7sWWHiM60umhZXaBB0qrVWO60dl07kpk9BCjYlBLOumJroRS5TZHKxZGoFSsypX+dim9bg3s9KMziqPURU/CgyyGZiavBFBi9iyyI491NzftTY++HlQd6GZ+FeicNge60AXzsLZ09ls6Wllyd9GEJpa6NnSNamgArX5IZmcS+BFqxjzYhc55j3SJkh2CFQ965KDzl8OkodTbxpM5q6BX3+SZKEdc6eLIndUKpjNJMLiV4/2UD3Sik5rrX8Fz0ywpFbdwthL76K10VmpDHKQ/uTtK6V39nKS7+vqYF6uzsW6rOuYWZWL08CCLkTqBejJnfbke627eBUcPJ/uOfL351EFBcKDj2Ukz01Wc7XNylYbSzDxNnOxzMnMyx9kgqiLvfyQh0Mn7cFeM/eqvoo3r3cjh983eL8zo4SslD9C9sf1qaIwOZ4NdMzc7Oyo5DXDlRVdxr4mbnTs1cFzxzMzUXC4Iop2Z6YSRTiormtmrcGRnOiutzD5nK7FmtkToFU0nhZTR5DKDrHfffRddu3ZFYGAggoODFT3GYrHgzTffRM2aNVGxYkX069cPR44cMTZQgh7lzfGaUWoUWtvEfiSU9h9Q2gOlBKXxZ3sHvXZEi6xGZ6Xq3lvoFGZxNUMJ7Z1z1NBUtK4ml/V3J03C6ZTkNnMy0lH/RrMNMrn9DVPGZa5eCgoKcM899+Dpp59W/JgPPvgAn376KWbNmoWtW7eiUqVKGDBgAK5evWpgpPQ0ItSToKYLVdADzC+V64iZeymcpWSYydV6tAyLMbcfiSPNa5qXrkJpdXN4O/NShtzNkFZ0CguYmcrewcQJCWfM7uOm1xM9GsoOwcrMSbnqhIpJOEvxp8bZHnR34TKDrKlTp+KFF15Aq1atFN3fYrHg448/xuuvv4477rgDrVu3xvfff49Tp05hyZIlxgZLjLOUDDMpSV+qR2jvRqf65jZ9pMLsEsGOdHGxIhtm7glwxlP3W1JaVVOSrn13ezrHTGgVzyzwQOlvZURHOuXilTBzxZzZ1q0RnW0h/goGumY3R5aFTsMXwY4dO4aMjAz069fPelvVqlXRqVMnJCYm4v7777f5uPz8fOTn51u/zsnJAQAUFhaisLDQ2KANQinurg2qOY1neEwtTF951JR4nMUSaOJfCKX3iVIs9YL9ncbTKLQSjp69bHgsA1uEO42lVS3zUkgovU+UYgn0pRPPiA51nMYyrE0EFu/4x5R4nMXia+JYg8p7BNCKpWO9qk7jebRrPXyz+bjhsQT4ejuNJaKyeR+UlN4nSrGEBPo4jcfLC7BYjI/lgY6RTmNpF6k9y4LC6640BrcdZGVkZAAAwsPLlvsMDw+3fs+WadOmYerUqeVuX7FiBQIDZc+Oanu74uPjDXtutU7t2YyMvY7vU+kqYEY8LaqVkHptOBbbNq5JcHqfzlW9cPSs8SmO1a+eQnz8SQX39Lz3ydViaVDFB6m5xo8oTh/cjvg0x/fJLgDMeG2q+1tc7n3yxFg2rlkJZ5XIfS96ATD+nBdbs5DUa8Ox2LZi+TKn9+kU6o0tZ4zPUgm9lIL4+BSH97k22NP22iQkOL8mMFpeXp6i+0kdZE2YMAHvv/++w/scOHAA0dHRJkUETJw4EXFxcdavc3JyEBkZidjYWAQFyS3H+XziCk2PGzx4sNP7bMjfh8VJSi4e9bltiPNYLucX4e2dqw2P5bkh7dFHQfd4ra+7WkreJ47FthYX8vDDjI2Gx/LMXb0RrqBKnhmvTdWKFTB4cCyJWADXO2Yu1EjH1D8PGh7Lw3c5jwUA3txh/GvzYNeGGNzHcdlpgNb7RCmWr9ISsf90ruGx3K7gc7L71SJ89a7xn5OPDOqK1gr6PVF6nzgW20LSLmDL3O2Gx3Lvbf1RtaKv0/uN36Lttenfvz98fZ0/v5FKs9yckTrIevHFFzFq1CiH92nQoIGm546IuFZpJTMzEzVrXt/Im5mZibZt29p9nL+/P/z9y+ek+/r6Sn9TtVIS9/D2kaYMspTEEmzS69ylUSiZ9zSksj+ZWABl79Nj3epjzsZjJGJpGGbOBEhEcCVUILJf7aHO9VzumDGLklhubRwGwPhBFqXXpU+zCFLxuFos991SF5N/30cilmAfcy7fomsFw9eXRtLT7W1qudwx0zYyGMknsmjEUtec/c0hQcZmfVG4Hlf686VeLYSGhiI6OtrhPz8/bdVb6tevj4iICKxatcp6W05ODrZu3YouXbqI+hXcRsNQOqVIzRIUQOdk/Xw/16qgBwDdCVUzMmvTOpUBFgDcSaiKoVIjOtIprd44jE7VVbO0qRMsOwSrgS1cr+T0AEIxm1XNs5I/jQEWAPRrRqe1iFJP9dS2UGAESu+lp6BzxeBEeno6kpOTkZ6ejuLiYiQnJyM5ORmXLl2y3ic6Ohq//vorgGsXXePHj8c777yD33//HXv27MHDDz+MWrVqYdiwYZJ+C7rMbBTKyusYpayKYVsTm3M6Q6nksSdSkrZoltvbKOutdBeh0uqUqsmZhVKZ/fsVDrgf706nz2NwIJ2JOU90q8IKema0IFFahbMVoYkNZj6XGWS9+eabiImJweTJk3Hp0iXExMQgJiYG27dfzy89dOgQsrOzrV+/8sorePbZZ/HEE0/glltuwaVLl7Bs2TIEBNC5OGEMAKJClC2v39PB+IvUhzorKx9c0cS+Xay8KgpXYpUO4PW4V+Fx2bKW870dzDN0UHhcKh3A61E/RFkmh5m9Cll51QKVZTaNU7DvUK+Rnespul/t4IoGR8Ioc5lB1rx582CxWMr969Wrl/U+FoulzB4vLy8vvPXWW8jIyMDVq1excuVKNGnSxPzgJbqHUP8VV2XG5K9/BWUf3v2bhzu/k069mypLyaA0K87se8yElYDGYVUU3a+iCTPMlFZ7XVW/ZsafZyorTF2qa0Kfx3G9jb8oZ/r5KPzM6drQ+J5Rd7Q1fvDPXJ/LDLKYNpTSc1zVUz3pdLNXUrFHr1sINWBuVds1Vz6qEUoramPCoCOiKp3sgOHtXG+vGjW3t6np/E4mCVa4eqHHLSas9ro7SnvszPjcoNS0+y4+55HFgyw3F1M3WHYIVrdEueYenjsIdSZXuuKlR2U/OptjlaahURPXn86KOaW9W2bo3MCcClpKVFKxcqc0Zc0M7eq65rlaq9rV6KR0UZrUU2NYDJ2VHTOSLAIJfU6O6KgsxZ+awa3oDMyNwoMsN0cph/yx7sqr7NxFqHJazWDPukillAYYS2h2VM3L0rE+nQt9T9OIUNXA+1Vc/FBagYs0IUWPEqVpaGbo0UR5qhul/T7dGntetVkqKE3QdFExyfWQwn1trowHWcw07VVUoxtqcL5zUIDyWShKpd49jdKNzgDwQCdjZ/Me76F8kqBJOJ0LfU9D6QJrcCvlaXd9TdgHxehrraIa3aiuUYbFAQA9VLTp4EJI8oRUVp66GB2hbP+sVvfdorxNR4uarrkdQA0eZDGrjgbvxVFzImhe09jmsi8PjDb0+ZkYfhWUn6KM3hOgpogMpQt9Zp/RfbvUFOFoGm7sxY8ZxSyYfkoLggDAkNbG7p0bpmKyk9JqILPvub7G9uRUk2pcldDeZaPwIItZUWpuanTfri4NeKOzCJT22Rm9eT2iKp3UHDUXP8y+4QYXBlJz4Wl0mu6DClszMMfGdKPTt6t6JWOLgqhZyTJahAvvLfVXMVloNKOrr9at4Vmpxs7QeeeZdGpyaV1dvRp0cpgpNdtU675b6Fy4BfgaezpTM8NsNDV7faihdOHW0kWrV2rRiVDVUFdOp6U0GWn0nms16dpGe8Tg1EgjvRTbVHYIVrUI7ePzBDzIYlZRhDZPGs3Xh86h3ydaXRpPDYNnL9XoE62sp5YZPClFj1JxB7WrmaNvjTImEA0oFQYyGqVqaM/0UteXyoyGxEp50kw9pRTA2wxOjTRSt8bG9+1iNNG50mTMQ7Wqo242XU2VRrX6NVM3aFJTQISJo2Z/I2DsoExthShPKw/OyuvaSF3WxN0q9kOqVUHlQIILIckRFqTunPeQgemxaguONDF4vyWjiwdZbozS7B+zT20ampGNQu+MUXcxU4HQiiCzz8jNzmqqhgLGNtSu62Glx41kZCGkGpXUXTAbWQhpwiAuguQK1PaIHNzSuM9JNRX0AForgsxcfIXkxly1kStFRpfKVcPITvOdCRUEaRDq2umraiojGs3I97VONToDG0p/p67uAQP3/am96DTynNerKZ09gq6uJ6H9lm3rBhv23JQmc4aoaBPBzEfnKoAJR6mQhdHl4Y1GqaO62hk9NYyuVqXGI12iZIegyyRCM+RhVVy3MpcalIpqaCnE0oDQvtgOhCqHGonSJMGTPY1LBTfDvR2MbYmghpF7ECsRKoL0aLco2SHoYnQbAtl4kOXGKKVyjdYww0zpjy+yumdU5KFUPIJSUY1AP/UDW0oX/J6CUkGQJ3o0VP2Yh7uo299mJEqDDyNRKn4S21x9rz9KlRq7NqQzsespGoXS2e+lpYLpCEIVio1A5yqcubXeGi6YHzWoClltDSVMKVXm8hR1qql/n8b2Vn9hq8RTPdU/byShlBJmn1HFWwa0UN/8lwfmnk3LgGlUV2NagGgpNhLsAc1lqdHS0NeowfDY3uqqhgJAJ0JbFIzAgyxWxq0qqz4p5adhVa1RmDEzNE+5eEqGp9CyqjaghfqZYCUGt1L/vJTaBDD7HjeoWmeLWup7cDUINWZVgveqiWVUWnUVDZULjVrxH6qhcBalTAhmn1Hngxa11BeocffPSff+7ZhqT/dUPxOhhLeG6jpGVSEbTGijqNENdM0woiOdPPzGBg3MG4TQSclx5ebVFA1oaczAnJI72nKlWZEoTdSFqyxtrlQrQo261bYWoagpoTLuPQ0q9lJDZWsRT+D6V3hMqJa1jSuVS0WQgSWk1Xq2j3Gltc1CqVVARQ17p5TQMklglDva1pYdgm6UNvh7Qg+bNnWCZYdgdWeMtuOX0J+gYSvmWhi1elSNUBGkewgV1NDqiR50znlaMouYNvxKszKCA+mcWI1CaXla6wUHpbKtWtKimHZG9gxSa6TKRsSltKQiMe0oTRLco7GxsJG93tSiVMLbE2htYB4RJL6qageVfQFL9dewR9MonNZpHjpXm0yokMruP1hyByEal9fvVdkMUQmtRSOMbC7LytN6wax1QOTIcI0XzDww91ztNF6k3mZAtdn+zbVd+PJFqrm09kkzohDSwxr3M1Xi4lkeiQdZburVgXR69LgLIyp/aW1Y26aO+IvUe9q7fkoGs++uduLTDFsT2rdBaW+gu3i6l/iLVK0l0xsaUBTkgU7uXT5ahioGVevUYpABGR+dNfb8VNuAWwlK5fuZbTzIclNaSqYbRUuPIYpGG1RSXgsj0jpraShtbxRK+et63EdoL4ERq0ek0tAIvdbuglLBDCNWj9prXFUzgruU73+eUFpnNQM+J8MMSEHU6plexhQqMxulFHjReJDlpqoT2lulZ1WtYxSdHgptCW0eN4LWVTUjaN23Qc09Hej8HpTeXyPERAbLDsFKz6qalp5sRqFUEc0IQRpKphvlYR3pvJQKGQwxIK1TKyNWjyjpQqj5c2R17ZO0z/V1j8GiLXT+MplQlGaY9Zx0x/UR+8enp2Q6pWpL7k5PvyDRq0d6VtV475F5KO2Tuf8W7WloWovhGIHSa+ruOkRpX1V7oX8TgZEA3RuHaH5seBU6Kz3uLlzHqproVEM9k+m9mtLJvBKNB1msHNGrR8E6CiO0ETw7/VJsU6HPx4yhZwZS9OrR8Hban8+okvJMLNGV6/Sct5pGiF09opSy6k78Ba8M60kBF10U5JEuUZofS2mCl9knun1MlwbaV9W07tN0BS4zyHr33XfRtWtXBAYGIjg4WNFjRo0aBS8vrzL/Bg4caGygbkD06lEFHakMoivXDSW0x4DSBmG99AxERGsmOL+b0ubicb3dN61CJkp7j0QbwcUdDPHyADoTdnWqid1PS2mv2q2N6KTE6UUp/bav4AbP3IjYNpcZZBUUFOCee+7B008/repxAwcOxOnTp63/FixYYFCE7qOjxuo5riCkEp0TwYuCUzxkeqSr+PLgWlXyFzt4pZQyNYxQKplerwykc5FqROU6KihtKn+os74BH6XWJANbum9DYkqp8U/3dJ+JpWcMKCmvVUU3Xj2ixGUGWVOnTsULL7yAVq1aqXqcv78/IiIirP+qVaMzQ0OVWy/dEkpl0FteVmQaUHiQvsFn4zA6M3TurFEYncGA3pn821u77+oRJZQKntzXQd8gK64/nYF5nWrckNgMbSL17WsVueWgp84KkJSqPlOaPHRn7pOvZMfatWsRFhaGatWqoU+fPnjnnXdQo4b95ef8/Hzk5+dbv87JyQEAFBYWorCw0PB4Rbi1YQ1SsXIstlWv6KMrngc71sGi7SeExDK+byNdsVQQfL6m9D65UywvxzbG/604IiSWQS1CdcUTWkncx4+Pt5dbvU8i6Y2ldnAATmZdFRJLVHV/XfH0aCRuknRk57pu9T6JRCmWAB998TzZLQrPLEgWEssT3evpiqWi4PlrSu+TmbFQ+L2VxuDWg6yBAwfirrvuQv369ZGSkoJJkyZh0KBBSExMhI+P7aN92rRpmDp1arnbV6xYgcBA2TNXyt6uNn5nEB8fb8rPUsKdYulV0xtrT4uZGdYbS4kFEPXaFKXvQnzGLp3PIiaWWoEWtzpmfLx8UGwRMwrVG0tQASDqtdmTuBZ7dD+LmFjuiSpyq2OGUiyxYV74NkvM1eHqhOUCnkXMaxN5NRXx8akkYgHc65hpHuyN/Vk0PifzigBRr03m3i2I36/3WcTE0iGkxK2OGTWxJCQk6PxZ+uXl5Sm6n5fFYrEYHItdEyZMwPvvv+/wPgcOHEB09PXSkPPmzcP48eORlZWl+uelpqaiYcOGWLlyJfr27WvzPrZWsiIjI3Hu3DkEBcnNbW/8xgpF99v7Zl/460z5U/qznBnSKgIf39uaRCwAcOTtWF2PTz17GQM+3UQiFkDca0Mpls/ub4OBLcJJxALof21+2JqOqX8eJBFLcYkF0ZPFfEBROma2Teylu/GoqFiqBfpi28Teup5j+Kwt2H0yR0g8et+n3KuFaPfuGhKxAOLep32T++lOpRQVy9M96iOuv75qb5TOeVtSL2Dkt9tJxAK45+fkL091Qqva+lIpKR0z/1l2CHM3HVd03/1v9oavr9wedzk5OQgJCUF2drbDsYHUlawXX3wRo0aNcnifBg2096ix9VwhISE4evSo3UGWv78//P3L70/x9fWV/qYqVTmQTp+Kx7o30P26TRwUjWl/iblI1RtL01rBQuIA9MciEqVYejQJ1x1PZPWKOHHhiu5YOtavrjuWoW3rCBtk6Y1F5LtM6ZgJq1pJdghWb9zWXPdr8+KAaDzyzTYh8eiNpbrA95nSMVOpIp0iSCM6Rek/z7Sphd93ndIdSwVvL92xtIsSVxGQ0jFDKZaYejXI7Kt6pldD3a/NA52jFA+yKFyPK/35UnfEhoaGIjo62uE/Pz9xVW7++ecfnD9/HjVr0ulITlVwoJgDWEQ5bVFl1x/kUsYuoaqAY09PY8Qbje+nv5cIl7Z1DaJ6DYmoOte9kfZmsDdqU4ebYbuCyOr6S7DraZp+o8m3N9f9HKIrvLLyRAywRLUhuO8W/UW4omrQmSgTiU7ZISfS09ORnJyM9PR0FBcXIzk5GcnJybh06ZL1PtHR0fj1118BAJcuXcLLL7+MLVu2IC0tDatWrcIdd9yBRo0aYcCAAbJ+DZfxzrCWQp5HRKXCmlXF9AAZ062+kOdhtlHqZ9K9kb4qUKU61afzO93Tnk4vMnf0VE8x5ZVFlEYWVQV1vBu1iaDo6V5ijhkRF8yiSvUPaEGnND2lHoWiBBJqUH9PBzGfKfUEDJB8CFV+FsllBllvvvkmYmJiMHnyZFy6dAkxMTGIiYnB9u3X834PHTqE7OxsAICPjw92796NoUOHokmTJhgzZgzat2+PDRs22EwHZGX1jda3J4YiEScCUSg1shTlOcEd5PUQsRoG0DrxP9ZdXOo0FaIGNiKIukilksIDAJ0JTRIME5SR4E+oJP2IW+hkR4gamIcF0dluICojgZIpQ1vIDsGKUt9Qd0XnbOXEvHnzYLFYyv3r1auX9T4Wi8W6x6tixYpYvnw5zpw5g4KCAqSlpWH27NkID3e/wYMRKhKabRGF0gXz8HZiZpBGdNS/TF+zqpgPVZH9SFh5TSPo9CJ7fUgzIc9DKYWXUg89USidx0VNEojKshChbg3ZFYfdW5eGYiYJOtTTX/q/XzMx144DmtNZKXTHcx41LjPIYsoM0dnglpkjQtDAZkw3/Rcub96mPwcfcO8m1u5kqoCZ1LsETRLUCtafChxahWdjjaa3ihkANAkXM0kQKyCd7bk+jQREwowW6Cdmb1dcrP602ef7isnUEJVlwVwDD7LcjKgccWbf24RmUhuF6c9Z766zi71IomYLqRGViibCHQLStqpXElOQSMTqMqWVDXf1moCVS73l0ktVraj/InUEoRVUUUWmqKG0St2urv6VrFaEisi8yHstXQYPstwMpZSiOIEngpa16Vyk3i6oChkVlQlVghJRzY+iSYPFpNeJEKyznxQ1vZuGyQ7BSmQmAaVCPZ3qV5cdglCiiimJ8N6drWSHYIjHCe0hdbcsi/sEbBMQRdSEGwB8MFxfT1WKeJDlZnx96LylIzqKm8l68zZ9KU61BaQllXK3i1RKWtQSN5h+qLO+4+81gQOjDlH6Z1KZbaJWSER4tq+4NLRHCQ2yKBXzcDc9BGYSvD9c34BNZCZBVAidQlPuJqyKuOIknRvom0B5X+DAaIibTWADPMhiDozrre+CQeReiVt0XqS+cyenFJlBb/aXyIu5J3voS50dLrBkut6ZVHcsZUzRjPva6Hp8o1Bx71Mtnfs2Jw12v8psFHVpoK84g8hMgkE6V1JfGsBpaJ5GbwXH3k3FTRK4Y381HmQxu0bdGiU7BCu9F996PwhFopSrLton98fIDsEqsrq+yl8i0yD0emeYe6YUAbT24Q1qqe8itYLATAK957x7O9BJKYomlMYumoj9aqIEBejb3xUdQSctn9LeZ9GeE1REQ4SWOovaiDznuSN+dZhdIZXdp2oXpZxs0cVJhrbRXshAdM8ZShfM7kTvSq5IzwquzEapZxyl84RelNKa37pD7AXz5NvFVEQVQe9FKrNNVF+1UlE6yu2L3pP4cJd6Qp9PD0pbTNwRv7pu5DY3zGd1R3Wqie2t8qKO8rSfjRC78kSpL487Eb0n5l0d6bOiCzLoqZDpThNB1OkZ6MfUDRYXCID7btG+SieqFDczVhWdq3I3m3aX9r1DohsI83nLc/Agy424Y3d0qr5+uIPsEKzq1dC+wbhPNJ3KbHoLVVA3UEB/H1HuaFtb82NFlNC+kZ4y7p+OaCsuEObQuzqq4ImeLdfTP+mRrlHiAtGpDaGy4EagVC1Wz2pUM0ItOP7vbverwHcjSmn6IvAgy43o3YMi0qyH2gl/TkoX4X0JDU70oJRP/VwfOh/INQU1i77Rq4PoTILo2WxPqdLcLVF0SouLbFlR6gNCF1SNBfTko4DSRZwRey1FrxrqMYrQgNZbQE8+CobFaJ8gE61fM/HXQZ8/QGdftwh0rrAYSVorBPYyoHdNXH9tezeMONG7ywmbkrAg8QMbrYP9zx8QP0lQn0saC2fEfoJBLbWtOD7SJUpsINDeOLqVAfuEKA2u3YURDW6n3aVt4Kb1cY5Q2hfoLow452ndFzv5drFplACtiTMReJDFHPpqZHtNjzNiA7nWGchxgjfq69E03H2rbJWi1ERVayGO9vXoFJp4x42rbJWiNGeh9cKhaqDYNEoA8K+g7Tz60b36StEzdb54UPykjFZaKwQObyeuZYVedxFarTGKyNLneo3UWIijTjXxTb3drRCHe/02TLi2dYJlh6AbpU2mH9/f1pDnbRsZbMjzaiG6+pwelNIhtdKzyV+0AS2MqR75w2OdDHleLSIMSBU1WxNCkzkzDVgVBoDHCE3mUNpvqRWlpt6TCJXFrx0sfiABAFOH0pk801r6n1e3naPzV8V0Meokz2lxYhm1gfbj+9qqfsxsjauUznCKiFhGzexN0VAG26h+XZ3qq+9jJ7oAB3OutYb0NqMG5i/Gqk9xes6gCSD+nBTLqInRhU90Vv2YuaOMKXJVV0dJeeY6eJDlJqbeIT43VqugAPfr2m3L4qe6yA7BKkrDfp/+zen0tHpJRxl6V0KpEfX9HdXHonWPpjNaKgz+MIbO6pen0LIqZdRqspZ2EU/0FNujUI9YQudfI72noyqlaFoqDFJq0DzrIWMmRqlpWZvOa64XD7LcRLgBRQO0+uWZroY9t+i+Tnp0cPENmpSW+p8y8OLn1kbqVkmM3A/wygA6FQZdvfEupQ9io1aFAeCnJ+lM5lCqYKuFnqqaoukpie/MEz0aqLp/g1DjivJQSnem9JmnhRHV/LR63cCUztkj6bTI0YsHWcypVwaqS8toFGbcfoAhrdQ1XP6Z0GqTJ1FbAt3IvVPT722r6v5GXvyoLY7QhtBeO2qMvGBSu2KjtcCKEmqbAL/tAYVSKFJbldKoVWFAfYP6b0fdYlAk+vrgsbKM/JxcPr6Hqvs/1FlbsQwlahm0D04GHmQxpyhVi1Ob+06pHOjcR9xndsaZRU/QGdyqXeXVkoZklG8IHTNG9xeiVEVxoMoLZiP35KgdTI4gtHLwfF9je99RmoSgVNFRbVVKPQ3tRVN7se/KKE0CN41QNznu6pkQZuFBlhvoZXApUK1lhFlZfQ2c7QaA1S/2VHxfI5pF34g39YpRw+DKmJMGK09f/PPZbgZGAozQsEfMKK48+250Rc0oFX/bRrfP+H50R8X3fby7sZOFgX50UhFdmdqLfbXU7OX81cCtDwCtSWBmDB5kuYFPCe1T6hNNJ2fYDKtUDGyM1iC0suL7DmypLu3SSEbuZ6FIzcDGaI91U753w+gUDjUDm42v9jYwEnoiq9NJn/n1mVsV39fonjdq0m9fHUjn707tnilXN/9xOkVqujUOUXxfSq1RKK16meG+DnRW5PXgQZYb0NrjwAhmFKZY81IvRfdTmyOvRUMVAxtmW6wJPWam3aVsn9Wch41Pz3u8O50LLFctPV2nmvErpUoLa2yZ2NfgSIA/xilbRTSjsms1g9NGjUKpZ94EEwZ8SldhXh6gvhS+Wl0bKh/YUEKpUIYZq16jukYput+SsconWrSiVDFbDzpnHUbatknKLiQqmVC9qb7CcuWUVvie9LCZSwCYN9q4zdRqKU1F62tC9SalH9yLNPR0cXVD29SSHYKV0n2FZjQvVtp7bt3LdFb41BbscAcJLyjbT2TG5EZMXWWv/zO96JS1/+T+trJDMN1rg+k0Xn7jNmW9E81Y4XOXPV88yHJxHTX0fdAijFCJeKWMTlVRY8Igc1JVVij4kDerDH6vpq6XOkpp5rJTA/UNerVQkka17uVexgcCYDqh4gFmTBiJZtYqk5L0xR8fM2eS4O/X+jm9j1npeY3Djd1PZARK5zyzJlm+e9T5Xj6z0vMeM3ivoBquvBeVKjpXoUyTBY/Tme1WOgsiglmDSyV2TY51eh+zPsiaKPiQv53QaoEnVZK60f+eppNf/7SCmWyzqo8pSenaO3WACZEoM7xdHdN+lpG95NRKeMH5XlS/CuZcXigphT7RpEkuJf47RnmxDr2qVqSzlWDThD5O72PW52TPJs6LhZlVlELJ77xVYSaRGSJMnHD/+L62pv0so7jEICstLQ1jxoxB/fr1UbFiRTRs2BCTJ09GQUGBw8ddvXoVY8eORY0aNVC5cmUMHz4cmZmZJkVtDjNnHpyl35lZ6n2hk8GlmQUpnH2QVfDg2aHbWjsusGF0Jakb7ZnieDB84K2BJkUCtK/n+AP80VvpzG5SY2ZD2d+c7D348J7WJkXifDV8/mPmFRdwtVQeM1drnK0Md29sbDXgG+143fEqX9Ib/U2KBKjtpHAOpebiZnO2Mqy2DYkezgbDZhYdGhZT27SfZRSXGGQdPHgQJSUl+Oqrr7Bv3z7MmDEDs2bNwqRJkxw+7oUXXsAff/yBn3/+GevWrcOpU6dw1113mRS18Qa0MLYk+M0o7ZdwltNOqSDF4XcGmfrzHJXaVttkVa/PTf55jlRxUiCGUn+sN283b1UYcLwKvVZhoRlRjrxr/++loskX9876MFFKterayNziAk0drJoffNu8CQvAcfGRsb3NXQFUsjJsFmcrw0b3vlNDaXEXUb53kDJo5oQFAKwntJfS2WCYUgEZV+ASr9bAgQPx7bffIjY2Fg0aNMDQoUPx0ksv4ZdffrH7mOzsbMydOxfTp09Hnz590L59e3z77bfYvHkztmzZYmL0xvlqJJ1GpTKWsxfbyZnubXDfMFuOTRts93tmV3BrWbuq3e8NcbKyZCazB5+A/U3G795pfiNcsy9EHXG0Ch2lsNCMKI72Uu5/y/xUwWg7q63xz3U3ORL7lVWrSNg/ttzB/k+zV7ocFR95eQCdVEFnq+lG+PJB2xNdRvcNsyXlPfufk2ZPWPRwkDJo9oSFo9891cFrZpR72ttOg/5WQjErM1dbjeB6O3v/lZ2djerV7afc7NixA4WFhejX7/pyeXR0NOrWrYvExER07mw73Sw/Px/5+fnWr3NycgAAhYWFKCwsFBS9fiNuqSMlniNvx6LxGyvK3V69oo/p8bSpbfviZ/ZDMVJemzrVKuKfi1fK3Lb3zb5SYvnfk50w/KutZW775N7WUmI5NLU/mk5OKHe7l6UYhYXFpsYyqksk3o0/UO72e9vVMv21sXcZemhqfynv0zt3NMfrv+0vc1v8uK5SYtn1Rh+0eXt1mds61AtGUVGR6bH8MbaLzXNe49CKpr82daraXnlIer2PlPdpQPMwLN9/psxtOyb1lhLLqhe6oe+MjWVumzCwiZRYDr/VH03eLH/OC/CB6fH0i7Y9YHgltjGZa5oDU/pJieWbR9rh0e+Sytz2w6MdpMSyf0o/NJ+yssxtvj5eKC4uQrG5H5N4b1hz/Lzjn3K3d2tQzfTXpopf+QEoheNWaQxeFovFYnAswh09ehTt27fHhx9+iMcff9zmfebPn4/Ro0eXGTABQMeOHdG7d2+8//77Nh83ZcoUTJ061ebzBQYa35vFkS/3e+Ngtjeq+1swuZ3Jf3U3yCsCJv59fXz+SRfzL3xKWSzA+C3XY/mwUxF8Ja7PPp94PZa4VkWoJzFrcfk/Xog/ce1SvkNICUY2LpEWy7mrwNs7aRwzJRbghRuOmRmdiyBz29yNx8yUdkWo5nwfv2G+PuiNvRev/QHdGVWMXjXlfTwczQE+20fjmCkoBl7eRiMWoOwx837HIgRIzHR9ZZsP8ouv/QE9FV2MZtXkHTOJmV5YmHrtxWhQxYLnW8r7nMwpAN7YQeOYuflzcnqnIsjM+rrx+J3YpggREi+tFqd6Y0PmtRejT60S3FFP3ufkycvAB7tpHDPFJUDc1uuxfNy5CDKzo0uPmcGRxRhQR/6wJS8vDw888ACys7MRFGR/P6HUQdaECRPsDnZKHThwANHR15f7T548iZ49e6JXr16YM2eO3cdpHWTZWsmKjIzEuXPnHL6QZigsLERCQgL69+8PX186VYMYXXzMMLX4mGFq8THD1OJjhqlF6ZjJyclBSEiI00GW1HTBF198EaNGjXJ4nwYNrve3OHXqFHr37o2uXbti9uzZDh8XERGBgoICZGVlITg42Hp7ZmYmIiIi7D7O398f/v7lp5J9fX2lv6mlKMXCXAMfM0wtPmaYWnzMMLX4mGFqUThmlP58qYOs0NBQhIYqK1Jw8uRJ9O7d21rAwtvb8Vp3+/bt4evri1WrVmH48OEAgEOHDiE9PR1dutDpUcMYY4wxxhhzLy5RXfDkyZPo1asX6tatiw8//BBnz55FRkYGMjIyytwnOjoa27ZtAwBUrVoVY8aMQVxcHNasWYMdO3Zg9OjR6NKli92iF4wxxhhjjDGml0tUF0xISMDRo0dx9OhR1KlTtrRk6ZaywsJCHDp0CHl5edbvzZgxA97e3hg+fDjy8/MxYMAAfPHFF6bGzhhjjDHGGPMsLjHIGjVqlNO9W1FRUbi5hkdAQABmzpyJmTNnGhgdY4wxxhhjjF3nEumCjDHGGGOMMeYqeJDFGGOMMcYYYwLxIIsxxhhjjDHGBOJBFmOMMcYYY4wJxIMsxhhjjDHGGBOIB1mMMcYYY4wxJpBLlHCXqbQsfE5OjuRIrvUCy8vLQ05ODnx9fWWHw1wAHzNMLT5mmFp8zDC1+JhhalE6ZkrHBDe3jroZD7KcyM3NBQBERkZKjoQxxhhjjDFGQW5uLqpWrWr3+14WZ8MwD1dSUoJTp06hSpUq8PLykhpLTk4OIiMjceLECQQFBUmNhbkGPmaYWnzMMLX4mGFq8THD1KJ0zFgsFuTm5qJWrVrw9ra/84pXspzw9vZGnTp1ZIdRRlBQkPQDjLkWPmaYWnzMMLX4mGFq8THD1KJyzDhawSrFhS8YY4wxxhhjTCAeZDHGGGOMMcaYQDzIciH+/v6YPHky/P39ZYfCXAQfM0wtPmaYWnzMMLX4mGFqueIxw4UvGGOMMcYYY0wgXslijDHGGGOMMYF4kMUYY4wxxhhjAvEgizHGGGOMMcYE4kEWY4wxxhhjjAnEgyxiZs6ciaioKAQEBKBTp07Ytm2bw/v//PPPiI6ORkBAAFq1aoX4+HiTImVUqDlmvv76a3Tv3h3VqlVDtWrV0K9fP6fHGHM/as8zpRYuXAgvLy8MGzbM2AAZOWqPmaysLIwdOxY1a9aEv78/mjRpwp9PHkbtMfPxxx+jadOmqFixIiIjI/HCCy/g6tWrJkXLZFq/fj1uv/121KpVC15eXliyZInTx6xduxbt2rWDv78/GjVqhHnz5hkep1o8yCJk0aJFiIuLw+TJk5GUlIQ2bdpgwIABOHPmjM37b968GSNGjMCYMWOwc+dODBs2DMOGDcPevXtNjpzJovaYWbt2LUaMGIE1a9YgMTERkZGRiI2NxcmTJ02OnMmi9pgplZaWhpdeegndu3c3KVJGhdpjpqCgAP3790daWhoWL16MQ4cO4euvv0bt2rVNjpzJovaYmT9/PiZMmIDJkyfjwIEDmDt3LhYtWoRJkyaZHDmT4fLly2jTpg1mzpyp6P7Hjh3DkCFD0Lt3byQnJ2P8+PF47LHHsHz5coMjVcnCyOjYsaNl7Nix1q+Li4sttWrVskybNs3m/e+9917LkCFDytzWqVMny5NPPmlonIwOtcfMzYqKiixVqlSxfPfdd0aFyIjRcswUFRVZunbtapkzZ47lkUcesdxxxx0mRMqoUHvMfPnll5YGDRpYCgoKzAqREaP2mBk7dqylT58+ZW6Li4uz3HrrrYbGyegBYPn1118d3ueVV16xtGjRosxt9913n2XAgAEGRqYer2QRUVBQgB07dqBfv37W27y9vdGvXz8kJibafExiYmKZ+wPAgAED7N6fuRctx8zN8vLyUFhYiOrVqxsVJiNE6zHz1ltvISwsDGPGjDEjTEaIlmPm999/R5cuXTB27FiEh4ejZcuWeO+991BcXGxW2EwiLcdM165dsWPHDmtKYWpqKuLj4zF48GBTYmauxVWufyvIDoBdc+7cORQXFyM8PLzM7eHh4Th48KDNx2RkZNi8f0ZGhmFxMjq0HDM3e/XVV1GrVq1yJyvmnrQcMxs3bsTcuXORnJxsQoSMGi3HTGpqKlavXo0HH3wQ8fHxOHr0KJ555hkUFhZi8uTJZoTNJNJyzDzwwAM4d+4cunXrBovFgqKiIjz11FOcLshssnf9m5OTgytXrqBixYqSIiuLV7IY81D/+c9/sHDhQvz6668ICAiQHQ4jKDc3FyNHjsTXX3+NkJAQ2eEwF1FSUoKwsDDMnj0b7du3x3333YfXXnsNs2bNkh0aI2rt2rV477338MUXXyApKQm//PILli5dirffflt2aIxpxitZRISEhMDHxweZmZllbs/MzERERITNx0RERKi6P3MvWo6ZUh9++CH+85//YOXKlWjdurWRYTJC1B4zKSkpSEtLw+233269raSkBABQoUIFHDp0CA0bNjQ2aCaVlvNMzZo14evrCx8fH+ttzZo1Q0ZGBgoKCuDn52dozEwuLcfMG2+8gZEjR+Kxxx4DALRq1QqXL1/GE088gddeew3e3rwmwK6zd/0bFBREZhUL4JUsMvz8/NC+fXusWrXKeltJSQlWrVqFLl262HxMly5dytwfABISEuzen7kXLccMAHzwwQd4++23sWzZMnTo0MGMUBkRao+Z6Oho7NmzB8nJydZ/Q4cOtVZ0ioyMNDN8JoGW88ytt96Ko0ePWgfkAHD48GHUrFmTB1geQMsxk5eXV24gVTpIt1gsxgXLXJLLXP/KrrzBrlu4cKHF39/fMm/ePMv+/fstTzzxhCU4ONiSkZFhsVgslpEjR1omTJhgvf+mTZssFSpUsHz44YeWAwcOWCZPnmzx9fW17NmzR9avwEym9pj5z3/+Y/Hz87MsXrzYcvr0aeu/3NxcWb8CM5naY+ZmXF3Q86g9ZtLT0y1VqlSxjBs3znLo0CHLn3/+aQkLC7O88847sn4FZjK1x8zkyZMtVapUsSxYsMCSmppqWbFihaVhw4aWe++9V9avwEyUm5tr2blzp2Xnzp0WAJbp06dbdu7caTl+/LjFYrFYJkyYYBk5cqT1/qmpqZbAwEDLyy+/bDlw4IBl5syZFh8fH8uyZctk/Qo28SCLmM8++8xSt25di5+fn6Vjx46WLVu2WL/Xs2dPyyOPPFLm/j/99JOlSZMmFj8/P0uLFi0sS5cuNTliJpuaY6ZevXoWAOX+TZ482fzAmTRqzzM34kGWZ1J7zGzevNnSqVMni7+/v6VBgwaWd99911JUVGRy1EwmNcdMYWGhZcqUKZaGDRtaAgICLJGRkZZnnnnGcvHiRfMDZ6Zbs2aNzWuT0mPkkUcesfTs2bPcY9q2bWvx8/OzNGjQwPLtt9+aHrczXhYLr8MyxhhjjDHGmCi8J4sxxhhjjDHGBOJBFmOMMcYYY4wJxIMsxhhjjDHGGBOIB1mMMcYYY4wxJhAPshhjjDHGGGNMIB5kMcYYY4wxxphAPMhijDHGGGOMMYF4kMUYY4wxxhhjAvEgizHGGHPg0KFDiIiIQG5urtP77t+/H3Xq1MHly5dNiIwxxhhVPMhijDHmcXr16oXx48cruu/EiRPx7LPPokqVKk7v27x5c3Tu3BnTp0/XGSFjjDFXxoMsxhhjzI709HT8+eefGDVqlOLHjB49Gl9++SWKioqMC4wxxhhpPMhijDHmUUaNGoV169bhk08+gZeXF7y8vJCWlmbzvj/99BPatGmD2rVrW287fvw4br/9dlSrVg2VKlVCixYtEB8fb/1+//79ceHCBaxbt87oX4UxxhhRFWQHwBhjjJnpk08+weHDh9GyZUu89dZbAIDQ0FCb992wYQM6dOhQ5raxY8eioKAA69evR6VKlbB//35UrlzZ+n0/Pz+0bdsWGzZsQN++fY37RRhjjJHFgyzGGGMepWrVqvDz80NgYCAiIiIc3vf48ePlBlnp6ekYPnw4WrVqBQBo0KBBucfVqlULx48fFxc0Y4wxl8LpgowxxpgdV65cQUBAQJnbnnvuObzzzju49dZbMXnyZOzevbvc4ypWrIi8vDyzwmSMMUYMD7IYY4wxO0JCQnDx4sUytz322GNITU3FyJEjsWfPHnTo0AGfffZZmftcuHDBbgoiY4wx98eDLMYYYx7Hz88PxcXFTu8XExOD/fv3l7s9MjISTz31FH755Re8+OKL+Prrr8t8f+/evYiJiREWL2OMMdfCgyzGGGMeJyoqClu3bkVaWhrOnTuHkpISm/cbMGAAEhMTywzIxo8fj+XLl+PYsWNISkrCmjVr0KxZM+v309LScPLkSfTr18/w34MxxhhNPMhijDHmcV566SX4+PigefPmCA0NRXp6us37DRo0CBUqVMDKlSuttxUXF2Ps2LFo1qwZBg4ciCZNmuCLL76wfn/BggWIjY1FvXr1DP89GGOM0eRlsVgssoNgjDHGqJo5cyZ+//13LF++3Ol9CwoK0LhxY8yfPx+33nqrCdExxhijiEu4M8YYYw48+eSTyMrKQm5uLqpUqeLwvunp6Zg0aRIPsBhjzMPxShZjjDHGGGOMCcR7shhjjDHGGGNMIB5kMcYYY4wxxphAPMhijDHGGGOMMYF4kMUYY4wxxhhjAvEgizHGGGOMMcYE4kEWY4wxxhhjjAnEgyzGGGOMMcYYE4gHWYwxxhhjjDEmEA+yGGOMMcYYY0yg/we6xiodcJuFYgAAAABJRU5ErkJggg==",
       "text/plain": [
        "<Figure size 1000x400 with 1 Axes>"
       ]
@@ -244,7 +244,7 @@
     },
     {
      "data": {
-      "image/png": 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",
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Xy5Yty7vrAOAVl18CQDlZtWqV16rT0qVLJXleQpiRkeF2D9S+ffv08ccfq2fPnua+YP369dP777+vbdu2ebyv63Lw/fr102+//aaXXnrJo52zT87VLL0FtJJcdtllWr9+vfLz881jixcv9rhEsSJ07NhR8fHxmjNnjtv2B59++ql++OEH9e7du8zvabPZ1LNnT3388cduS/RnZ2fr7bff1vXXX6/Y2Ngyv+/NN9+ssLAwvfzyy27Hvc3JxXBWvFz/rH399dfKyMjw6f2c9405RUREqFWrVjIMQwUFBV5fUxHn6u288vPzNXv2bJ/f05vjx49r9OjRat++vXkPYIMGDfTEE09o2bJlWrRokdk2PDxcHTt21DfffFOmz8jMzJQkXXfddeXXcQAoAZU6ACgno0aN0qlTp9S3b1+1aNFC+fn5WrdunRYuXKimTZua98E5tWnTRsnJyW5bGkhyu+Tt6aef1qpVq9S5c2cNGzZMrVq10pEjR7Rp0yZ9/vnnOnLkiKSzi5O88cYbSk1N1YYNG3TDDTfo5MmT+vzzzzVixAjdcccdio6OVqtWrbRw4UJdeeWVqlOnjtq0aXPB7Rfuv/9+vffee7rlllv0xz/+Ubt379Zbb71V4pYB5SU8PFzPPPOMhgwZohtvvFEDBw40tzRo2rSpxo4d69P7Pvnkk0pPT9f111+vESNGKCwsTK+88ory8vJKvLeqJAkJCXr44Yf13HPP6fbbb9ctt9yib7/9Vp9++qnq1atXbvdX/d///Z8++OAD9e3bV71799aePXs0Z84ctWrVSidOnCjz+/Xs2VOJiYn63e9+p4SEBP3www966aWX1Lt3b9WoUcPrayriXK+77jrVrl1bgwYN0ujRo2WxWPTmm2+W+vLcwYMH6/XXX9eePXvUtGnTYts9/vjj2r9/vz744AO3S0JHjhyp119/XWPGjNEtt9xinvsdd9yhxx57TLm5uaUO++np6WrcuDHbGQCoNFTqAKCc/POf/1S3bt20dOlSpaammgFrxIgR+vrrrz02Jb/xxhv1/PPP680339SECRNUp04dffrpp273ySUkJGjDhg0aMmSIPvjgA6WkpGjmzJk6cuSInnnmGbOdzWbT0qVL9dhjj+nrr7/WmDFjNH36dMXGxuqqq64y282bN08NGzbU2LFjNXDgQL333nsXPK/k5GQ999xz+vHHHzVmzBhlZGRo8eLF5bKoSmkMHjxYCxcuVH5+vsaNG6dXXnlFffv21dq1a71u9F4arVu31pdffqk2bdpo6tSpmjx5spo0aWIGaF8988wz+vvf/66NGzfqL3/5i3bt2qXPPvtMhmF4vYzRF4MHD9Y//vEPffvttxo9erSWL1+ut956y7zMt6wefPBBnThxQtOnT9fIkSP10UcfafTo0XrrrbdKfF15n2vdunW1ePFi1a9fX48//rj++c9/qkePHqUO2SdOnFB0dHSJfyYyMzM1a9YsjRgxQtdee63bczabTXPmzFFWVpYef/xx8/g999wju93udQVbbxwOh95//33de++9LJQCoNJYjGC4Qx0AQozFYtHIkSPL/dI8BJ6cnBzVrl1bTz75pB577DF/d6dC+fNcExISdO+995brJuVOQ4cO1Y8//qgvv/zygm0/+ugj3XXXXdq9e7fq169f7n0BAG+o1AEAUE5Onz7tcez555+XJHXt2rVyO1PBAulct2/frtOnT2vcuHEV8v4TJ07Uxo0bL7jVg3S2gpmSkkKgA1CpuKcOAIBysnDhQqWlpenWW29V9erVtXbtWv373/9Wz5499bvf/c7f3StXgXSurVu39tgwvjw1btxYZ86cKVVbXxesAYCLQagDAKCctG3bVmFhYZo2bZpyc3PNBUWefPJJf3et3FWlcwWAQMc9dQAAAAAQxLinDgAAAACCGKEOAAAAAIIY99SVE4fDof3796tGjRrsSwMAAABUYYZh6Pjx42rQoIGs1oqvoxHqysn+/fvVqFEjf3cDAAAAQIDYt2+fLrnkkgr/HEJdOalRo4Ykac+ePapTp46fe1M1FRQU6LPPPlPPnj0VHh7u7+5UScyB/zEH/scc+B9z4F+Mv/8xB/535MgRNWvWzMwIFY1QV06cl1zWqFFDsbGxfu5N1VRQUKCYmBjFxsbyPzA/YQ78jznwP+bA/5gD/2L8/Y858L+CggJJqrTbslgoBQAAAACCGKEOAAAAAIIYoQ4AAAAAghihDgAAAACCGKEOAAAAAIIYoQ4AAAAAghihDgAAAACCmF9D3aRJk2SxWNx+tWjRwnz+zJkzGjlypOrWravq1aurX79+ys7OdnuPvXv3qnfv3oqJiVF8fLweeeQRFRYWurVZvXq1rrnmGkVGRuryyy9XWlqaR19mzZqlpk2bKioqSp07d9aGDRsq5JwBAAAAoDz5vVLXunVrHThwwPy1du1a87mxY8fqP//5jxYtWqQ1a9Zo//79uvPOO83n7Xa7evfurfz8fK1bt06vv/660tLSNGHCBLPNnj171Lt3b3Xr1k1btmzRmDFjdP/992v58uVmm4ULFyo1NVUTJ07Upk2bdPXVVys5OVkHDx6snEEAAAAAAB/5PdSFhYUpMTHR/FWvXj1J0rFjx/Taa69p+vTpuummm9ShQwctWLBA69at0/r16yVJn332mb7//nu99dZbateunXr16qUnnnhCs2bNUn5+viRpzpw5atasmZ577jm1bNlSKSkp6t+/v2bMmGH2Yfr06Ro2bJiGDBmiVq1aac6cOYqJidH8+fMrf0AAABe06+AJHcw94+9uBJUzBXZt3ntUDofh764AAMpZmL878NNPP6lBgwaKiopSUlKSpk6dqsaNGyszM1MFBQXq3r272bZFixZq3LixMjIy1KVLF2VkZOiqq65SQkKC2SY5OVnDhw/X9u3b1b59e2VkZLi9h7PNmDFjJEn5+fnKzMzU+PHjzeetVqu6d++ujIyMYvudl5envLw883Fubq4kqaCgQAUFBRc1JvCNc9wZf/9hDvyvKszBsdMF6jXzCzWqHaPlD//O393xEKhz8M/lP2re2p/1/B/bqvdVif7uToUK1DmoKhh//2MO/K+yx96voa5z585KS0tT8+bNdeDAAU2ePFk33HCDtm3bpqysLEVERKhWrVpur0lISFBWVpYkKSsryy3QOZ93PldSm9zcXJ0+fVpHjx6V3W732mbHjh3F9n3q1KmaPHmyx/FVq1YpJiamdAOACpGenu7vLlR5zIH/hfIcZJ+WCuxh+uXICS1dutTf3SlWoM1B5o9WSVatXL9Zln1Vo1oXaHNQ1TD+/scc+M+pU6cq9fP8Gup69epl/r5t27bq3LmzmjRponfffVfR0dF+7NmFjR8/Xqmpqebj3NxcNWrUSN26dVPdunX92LOqq6CgQOnp6erRo4fCw8P93Z0qiTnwv6owBz9ln5C2rJOsNt16a7K/u+MhUOfg09xvpcPZurJ5C936+2b+7k6FCtQ5qCoYf/9jDvzv8OHDlfp5fr/80lWtWrV05ZVXateuXerRo4fy8/OVk5PjVq3Lzs5WYuLZy0YSExM9Vql0ro7p2qboipnZ2dmKjY1VdHS0bDabbDab1zbO9/AmMjJSkZGRHsfDw8P58vgZc+B/zIH/hfQcWG2SJLvDCOhzDLQ5cN5KZ8gSUP2qSIE2B1UN4+9/zIH/VPa4+32hFFcnTpzQ7t27Vb9+fXXo0EHh4eFasWKF+fzOnTu1d+9eJSUlSZKSkpK0detWt1Uq09PTFRsbq1atWpltXN/D2cb5HhEREerQoYNbG4fDoRUrVphtAACBw2GcTSd2hyHDqBqXEZYHc9wYMwAIOX4NdX/5y1+0Zs0a/fzzz1q3bp369u0rm82mgQMHqmbNmho6dKhSU1O1atUqZWZmasiQIUpKSlKXLl0kST179lSrVq10zz336Ntvv9Xy5cv1+OOPa+TIkWYV7aGHHtJ///tfPfroo9qxY4dmz56td999V2PHjjX7kZqaqldffVWvv/66fvjhBw0fPlwnT57UkCFD/DIuAIDiFbqs3shCjqXnHDc7gwYAIcevl1/+8ssvGjhwoA4fPqy4uDhdf/31Wr9+veLi4iRJM2bMkNVqVb9+/ZSXl6fk5GTNnj3bfL3NZtPixYs1fPhwJSUlqVq1aho0aJCmTJlitmnWrJmWLFmisWPHaubMmbrkkks0b948JSefvw9jwIABOnTokCZMmKCsrCy1a9dOy5Yt81g8BQDgf66hxO4wZLNa/Nib4GEn1AFAyPJrqHvnnXdKfD4qKkqzZs3SrFmzim3TpEmTC65+1rVrV23evLnENikpKUpJSSmxDQDA/4qGOpQOoQ4AQldA3VMHAMCFuIU67g8rNUIdAIQuQh0AIKi4hTo7AaW0nONWSKgDgJBDqAMABBXX6hyVutJzjpWDMQOAkEOoAwAEFbvDYf6+0OX3KBmVOgAIXYQ6AEBQsbvkODJd6TlDnYNQBwAhh1AHAAgqVOp8Q6UOAEIXoQ4AEFQK2dLAJ2w+DgChi1AHAAgq7FPnGwehDgBCFqEOABBUCHW+oVIHAKGLUAcACCpsPu4bNh8HgNBFqAMABBXXUFLI5uOlxkIpABC6CHUAgKDiWp1jI+3SY/NxAAhdhDoAQFBxq9RRdSo1KnUAELoIdQCAoOIa6thIu/TYfBwAQhehDgAQVKjU+eZ8pY4N2wEg1BDqAABBhUqdb85X6vzcEQBAuSPUAQCCSiGVOp9QqQOA0EWoAwAEFTYf940zzDFmABB6CHUAgKBCqCs7wzDkHCo2bAeA0EOoAwAEFRZKKTs2bAeA0EaoAwAEFTYfLzvGDABCG6EOABBUqNSVHWMGAKGNUAcACCpsaVB2jBkAhDZCHQAgqFB1KjvGDABCG6EOABBUqDqVHWMGAKGNUAcACCpsPl52VOoAILQR6gAAQcW10sSea6XD6pcAENoIdQCAoOJaabLbHX7sSfBw3ZuOSh0AhB5CHQAgqLhWmthHu3TcxoxQBwAhh1AHAAgqbpU6B5W60nAfM0IdAIQaQh0AIKi4BjkuJSwdFkoBgNBGqAMABBWW5y87xgwAQhuhDgAQVKg6lR1jBgChjVAHAAgqVJ3Kruh9dIwbAIQWQh0AIKiw+XjZFR0nxg0AQguhDgAQVNy3NCCclEbRDcfZgBwAQguhDgAQVFw30razUV2pFNqp1AFAKCPUAQCCCpW6sitamWOvOgAILYQ6AEBQYSPtsitamWPcACC0EOoAAEHFQagrs6KrXTJuABBaCHUAgKBCpa7sqNQBQGgj1AEAggobaZed3eFwe1xY5DEAILgR6gAAQYXNx8vOXiTDkekAILQQ6gAAQYVKXdkVrcxRqQOA0EKoAwAEFTtbGpQZm48DQGgLmFD39NNPy2KxaMyYMeaxM2fOaOTIkapbt66qV6+ufv36KTs72+11e/fuVe/evRUTE6P4+Hg98sgjKiwsdGuzevVqXXPNNYqMjNTll1+utLQ0j8+fNWuWmjZtqqioKHXu3FkbNmyoiNMEAFwkNh8vOzYfB4DQFhChbuPGjXrllVfUtm1bt+Njx47Vf/7zHy1atEhr1qzR/v37deedd5rP2+129e7dW/n5+Vq3bp1ef/11paWlacKECWabPXv2qHfv3urWrZu2bNmiMWPG6P7779fy5cvNNgsXLlRqaqomTpyoTZs26eqrr1ZycrIOHjxY8ScPACgTNh8vOzYfB4DQ5vdQd+LECd1999169dVXVbt2bfP4sWPH9Nprr2n69Om66aab1KFDBy1YsEDr1q3T+vXrJUmfffaZvv/+e7311ltq166devXqpSeeeEKzZs1Sfn6+JGnOnDlq1qyZnnvuObVs2VIpKSnq37+/ZsyYYX7W9OnTNWzYMA0ZMkStWrXSnDlzFBMTo/nz51fuYAAALogtDcqOLQ0AILSF+bsDI0eOVO/evdW9e3c9+eST5vHMzEwVFBSoe/fu5rEWLVqocePGysjIUJcuXZSRkaGrrrpKCQkJZpvk5GQNHz5c27dvV/v27ZWRkeH2Hs42zss88/PzlZmZqfHjx5vPW61Wde/eXRkZGcX2Oy8vT3l5eebj3NxcSVJBQYEKCgp8GwxcFOe4M/7+wxz4X1WYA9fl+Qvt9oA710Ccg4IC99sS8vJD+2dVIM5BVcL4+x9z4H+VPfZ+DXXvvPOONm3apI0bN3o8l5WVpYiICNWqVcvteEJCgrKyssw2roHO+bzzuZLa5Obm6vTp0zp69KjsdrvXNjt27Ci271OnTtXkyZM9jq9atUoxMTHFvg4VLz093d9dqPKYA/8L5Tk4c8YmySJJyjp4SEuXLvVvh4oRSHPw3QGLJJv5eO1X67Q/1n/9qSyBNAdVEePvf8yB/5w6dapSP89voW7fvn16+OGHlZ6erqioKH91w2fjx49Xamqq+Tg3N1eNGjVSt27dVLduXT/2rOoqKChQenq6evToofDwcH93p0piDvyvKszBY5tWSvazlac6derq1luv9XOP3AXiHGSv+5/0807zcacuXdSpaR0/9qhiBeIcVCWMv/8xB/53+PDhSv08v4W6zMxMHTx4UNdcc415zG6364svvtBLL72k5cuXKz8/Xzk5OW7VuuzsbCUmJkqSEhMTPVapdK6O6dqm6IqZ2dnZio2NVXR0tGw2m2w2m9c2zvfwJjIyUpGRkR7Hw8PD+fL4GXPgf8yB/4XyHLhtPm5YAvY8A2kOjHOVTSeLxRYwfatIgTQHVRHj73/Mgf9U9rj7baGUm2++WVu3btWWLVvMXx07dtTdd99t/j48PFwrVqwwX7Nz507t3btXSUlJkqSkpCRt3brVbZXK9PR0xcbGqlWrVmYb1/dwtnG+R0REhDp06ODWxuFwaMWKFWYbAEDgYJ+6sis6TowbAIQWv1XqatSooTZt2rgdq1atmurWrWseHzp0qFJTU1WnTh3FxsZq1KhRSkpKUpcuXSRJPXv2VKtWrXTPPfdo2rRpysrK0uOPP66RI0eaVbSHHnpIL730kh599FHdd999Wrlypd59910tWbLE/NzU1FQNGjRIHTt2VKdOnfT888/r5MmTGjJkSCWNBgCgtFwrdey3VjpF9/Nj3AAgtPh99cuSzJgxQ1arVf369VNeXp6Sk5M1e/Zs83mbzabFixdr+PDhSkpKUrVq1TRo0CBNmTLFbNOsWTMtWbJEY8eO1cyZM3XJJZdo3rx5Sk5ONtsMGDBAhw4d0oQJE5SVlaV27dpp2bJlHounAAD8yzAMt1DnuhImiuexpQGbtgNASAmoULd69Wq3x1FRUZo1a5ZmzZpV7GuaNGlywZXPunbtqs2bN5fYJiUlRSkpKaXuKwCg8hUtMNnJdKXisfk4l18CQEjx++bjAACUVmGRyhyVutJh83EACG2EOgBA0Cia4QgnpeMg1AFASCPUAQCChmeljnBSGlTqACC0EeoAAEHDo1LHvWGlUjTEEeoAILQQ6gAAQcOjUscqjqVCqAOA0EaoAwAEDTbR9g3jBgChjVAHAAgaVJx8w+bjABDaCHUAgKBBqPNN0cpc0dUwAQDBjVAHAAgaRUMcFafSYdwAILQR6gAAQYOl+X3jOW5s2g4AoYRQBwAIGmyi7RvPcfNTRwAAFYJQBwAIGlTqfOO5aTupDgBCCaEOABA0nCHOajn3mKX5S8VZmTPHjUwHACGFUAcACBrOUBcZZpMkGQYrOZaGszLnHDcqdQAQWgh1AICg4azMRYRZPY6heM5t6pzjxpgBQGgh1AEAgoazUucW6qjUXZCzMuccN7Y0AIDQQqgDAAQNM9TZCHVlUXTcuGQVAEILoQ4AEDTO31N3/scXVacLKzpujBkAhBZCHQAgaHi7/JKq04UVHTfGDABCC6EOABA0nOEkzGYxj1F1urCioY4xA4DQQqgDAAQNZzixWa2yndt0zcFKjhdkrhrqvKeOMQOAkEKoAwAEDWeFKcxqMUMdVacLK7QXqdTZGTMACCWEOgBA0DArdRaLbJazoc5OQLmgopdfsmIoAIQWQh0AIGg4LyO0WS0KO1epYyPtCyt6+SVjBgChhVAHAAgazk20w2wW2c4tluI8huKZWxqE2yRxySoAhBpCHQAgaNjP5Ter6+WXZLoLYvNxAAhthDoAQNAwK3VuC6WQ6i6ELQ0AILQR6gAAQcOs1LmEOjLdhZmXX7L5OACEJEIdACBoUKnzDZU6AAhthDoAQNBwhhO3Sh0rOV4Qm48DQGgj1AEAgobXzcfZp+6C7Gw+DgAhjVAHAAgazgqT2+bjVJ0uyKzUhbFPHQCEIkIdACBoOCt1NpdKnZ37wy6osMiWBowZAIQWQh0AIGg4LyO0uS2UQkC5EBZKAYDQRqgDAAQN52WDNqtFYeaWBgSUkhiG4RHqGDMACC2EOgBA0LC7XH5ppVJXKq7DE0mlDgBCEqEOABA0XEMdlbrScb1/ztzSgDEDgJBCqAMABA27ty0NCCglcg11keHOSh0btgNAKCHUAQCCBpuPl53r9gURNpsk90syAQDBj1AHAAga7puPs5F2adhdxuf86pdU6gAglBDqAABBw33z8bPH2Ei7ZG6VOnP1S3/1BgBQEQh1AICgcX7zcatZqWMj7ZI5q3IWi8zFZajUAUBoIdQBAIKGwwx1Z39JhLoLceY3m+X8fYh2Mh0AhBSfQ11OTo7mzZun8ePH68iRI5KkTZs26ddffy23zgEA4Mq1UhdGpa5UnFU5120g7FTqACCkhPnyou+++07du3dXzZo19fPPP2vYsGGqU6eOPvjgA+3du1dvvPFGefcTAAC3Sp3VDCiEupKYlTqXDdsZMwAILT5V6lJTUzV48GD99NNPioqKMo/feuut+uKLL0r9Pi+//LLatm2r2NhYxcbGKikpSZ9++qn5/JkzZzRy5EjVrVtX1atXV79+/ZSdne32Hnv37lXv3r0VExOj+Ph4PfLIIyosLHRrs3r1al1zzTWKjIzU5ZdfrrS0NI++zJo1S02bNlVUVJQ6d+6sDRs2lPo8AACVw71SR0ApDe+VOsYMAEKJT6Fu48aNevDBBz2ON2zYUFlZWaV+n0suuURPP/20MjMz9c033+imm27SHXfcoe3bt0uSxo4dq//85z9atGiR1qxZo/379+vOO+80X2+329W7d2/l5+dr3bp1ev3115WWlqYJEyaYbfbs2aPevXurW7du2rJli8aMGaP7779fy5cvN9ssXLhQqampmjhxojZt2qSrr75aycnJOnjwoC/DAwCoIM4wYrNIVgubj5eGOWZWC2MGACHKp1AXGRmp3Nxcj+M//vij4uLiSv0+t912m2699VZdccUVuvLKK/XUU0+pevXqWr9+vY4dO6bXXntN06dP10033aQOHTpowYIFWrdundavXy9J+uyzz/T999/rrbfeUrt27dSrVy898cQTmjVrlvLz8yVJc+bMUbNmzfTcc8+pZcuWSklJUf/+/TVjxgyzH9OnT9ewYcM0ZMgQtWrVSnPmzFFMTIzmz5/vy/AAACqIGVBs5yt1bD5eMueWBmFWi8JsjBkAhCKf7qm7/fbbNWXKFL377ruSJIvFor1792rcuHHq16+fTx2x2+1atGiRTp48qaSkJGVmZqqgoEDdu3c327Ro0UKNGzdWRkaGunTpooyMDF111VVKSEgw2yQnJ2v48OHavn272rdvr4yMDLf3cLYZM2aMJCk/P1+ZmZkaP368+bzValX37t2VkZFRbH/z8vKUl5dnPnaG3IKCAhUUFPg0Brg4znFn/P2HOfC/UJ+DArtdkmQxHLJYzgaTvILCgDrfQJuDM3ln+2GzWGScG79ChxEw/asIgTYHVQ3j73/Mgf9V9tj7FOqee+459e/fX/Hx8Tp9+rRuvPFGZWVlKSkpSU899VSZ3mvr1q1KSkrSmTNnVL16dX344Ydq1aqVtmzZooiICNWqVcutfUJCgnmJZ1ZWllugcz7vfK6kNrm5uTp9+rSOHj0qu93utc2OHTuK7ffUqVM1efJkj+OrVq1STExM6U4eFSI9Pd3fXajymAP/C9U5OJBllWTV9m1b9csJiySrdv74k5ae3unvrnkIlDnYe0KSwpSXd0arVq6QFCbDkBYvWapzxc6QFShzUFUx/v7HHPjPqVOnKvXzfAp1NWvWVHp6utauXavvvvtOJ06c0DXXXONRESuN5s2ba8uWLTp27Jjee+89DRo0SGvWrPGlW5Vq/PjxSk1NNR/n5uaqUaNG6tatm+rWrevHnlVdBQUFSk9PV48ePRQeHu7v7lRJzIH/hfocvHcoU8o5rPZXX63w/blam71Xl156mW7tcYW/u2YKtDnYvC9H2rpB1avFKLlnFz32zSpJUvIttyjcFprb1QbaHFQ1jL//MQf+d/jw4Ur9PJ9CndP111+v66+//qI6EBERocsvv1yS1KFDB23cuFEzZ87UgAEDlJ+fr5ycHLdqXXZ2thITEyVJiYmJHqtUOlfHdG1TdMXM7OxsxcbGKjo6WjabTTabzWsb53t4ExkZqcjISI/j4eHhfHn8jDnwP+bA/0J1DgydLS1FhIcpPMx29pjFGpDnGihzYLWeHacwq0WREef7Y7WFKTzc5q9uVYpAmYOqivH3P+bAfyp73Esd6l544YVSv+no0aN96owkORwO5eXlqUOHDgoPD9eKFSvM+/R27typvXv3KikpSZLMyz0PHjyo+Ph4SWfLzLGxsWrVqpXZZunSpW6fkZ6ebr5HRESEOnTooBUrVqhPnz5mH1asWKGUlBSfzwMAUP7YSLvsCl1Wv3Ru2C6xrQEAhJJShzrX1SIl6dChQzp16pRZRcvJyTH3iittqBs/frx69eqlxo0b6/jx43r77be1evVqLV++XDVr1tTQoUOVmpqqOnXqKDY2VqNGjVJSUpK6dOkiSerZs6datWqle+65R9OmTVNWVpYef/xxjRw50qyiPfTQQ3rppZf06KOP6r777tPKlSv17rvvasmSJWY/UlNTNWjQIHXs2FGdOnXS888/r5MnT2rIkCGlHR4AQCXwvpG2HzsUBByuWxq4XG1pZwVMAAgZpQ51e/bsMX//9ttva/bs2XrttdfUvHlzSWeraMOGDfO6f11xDh48qHvvvVcHDhxQzZo11bZtWy1fvlw9evSQdDZIWq1W9evXT3l5eUpOTtbs2bPN19tsNi1evFjDhw9XUlKSqlWrpkGDBmnKlClmm2bNmmnJkiUaO3asZs6cqUsuuUTz5s1TcnKy2WbAgAE6dOiQJkyYoKysLLVr107Lli3zWDwFAOBfVOrKzn3DdpdKnZ1QBwChwqd76v7+97/rvffeMwOddHbBkxkzZqh///66++67S/U+r732WonPR0VFadasWZo1a1axbZo0aeJxeWVRXbt21ebNm0tsk5KSwuWWABDgnDnEZjm/kTYVp5I5x8dmldtql4wbAIQOn5a9OnDggAoLCz2O2+12jwVHAAAoL86qnM3mWqkjnJTEWZGzWa2yWCyyMW4AEHJ8CnU333yzHnzwQW3atMk8lpmZqeHDh/u0rQEAAKVR6AwolvP31BVyGWGJzMsvz1XpbOcqnIWEOgAIGT6Fuvnz5ysxMVEdO3Y0l/bv1KmTEhISNG/evPLuIwAAkiTHuUsGw1zvqeMywhKdH7OzP/KdlToHoQ4AQoZP99TFxcVp6dKl+vHHH7Vjxw5JUosWLXTllVeWa+cAAHDlrC5ZrVxGWFrnx+zsY+e4UakDgNBxUZuPX3nllQQ5AEClcVaXwgh1pXZ+zNwrdYwbAIQOn0LdfffdV+Lz8+fP96kzAACUxH0jbcJJabiOmSTGDQBCkE+h7ujRo26PCwoKtG3bNuXk5Oimm24ql44BAFCU+0bahJPScBQJdYwbAIQen0Ldhx9+6HHM4XBo+PDhuuyyyy66UwAAeEOlruyo1AFA6PNp9Uuvb2S1KjU1VTNmzCivtwQAwI3DcKnUsfl4qZibj58bL8YNAEJPuYU6Sdq9e7fXTckBACgPhS4LpYTZqDiVht1+fsN2SS7j5vBbnwAA5cunyy9TU1PdHhuGoQMHDmjJkiUaNGhQuXQMAICinAHOanGp1BHqSuTcm91ZqbOZ4+avHgEAyptPoW7z5s1uj61Wq+Li4vTcc89dcGVMAAB8ZXdZnt+5RD/7rZXMWZFz3kt3fp86Uh0AhAqfQt2qVavKux8AAFyQ3WUjbdu5GwgchLoSOSty1iKhjkwHAKHDp3vqbrrpJuXk5Hgcz83NZUsDAECFca3U2ajUlQqVOgAIfT6FutWrVys/P9/j+JkzZ/Tll19edKcAAPCm0EuljnvqSnZ+zNxDHeMGAKGjTJdffvfdd+bvv//+e2VlZZmP7Xa7li1bpoYNG5Zf7wAAOMf1MkvXSh3hpGQOlxVDJUIdAISiMoW6du3ayWKxyGKxeL3MMjo6Wi+++GK5dQ4AACfXyyzZfLz02HwcAEJfmULdnj17ZBiGLr30Um3YsEFxcXHmcxEREYqPj5fNZiv3TgIA4DDcQx2baJcOm48DQOgrU6hr0qSJJMnBzdUAgEpW6Hb5JZuPl5b93EZ1npuPM24AECpKHeo++eQT9erVS+Hh4frkk09KbHv77bdfdMcAAHDlGkLYfLz0iq3UMW4AEDJKHer69OmjrKwsxcfHq0+fPsW2s1gsstvt5dE3AABM9qKVOu4NKxV7kYVSwswtDRg3AAgVpQ51rpdccvklAKCyuVXqrBZWcSwlezFbGrBpOwCEDp/2qQMAoLIVrTjZqDiVCuMGAKGvTAuluFqxYoVWrFihgwcPelTu5s+ff9EdAwDAlfPeMI+KE6s4lqjYSh3jBgAhw6dQN3nyZE2ZMkUdO3ZU/fr1ZTl30zUAABXFuYqjR8XJzi0BJfGs1J29SKfQTqgDgFDhU6ibM2eO0tLSdM8995R3fwAA8Krw3FUhzlUcbaziWCrOyyyt5ridPc64AUDo8Omeuvz8fF133XXl3RcAAIrlvFzQud+auVAKlxGWyDk+RSt1jBsAhA6fQt3999+vt99+u7z7AgBAsZwVJ7NSx+qXpWJuPm6GunPHGTcACBk+XX555swZzZ07V59//rnatm2r8PBwt+enT59eLp0DAMDJGUJsRfZbI5yUzNx8/FyFzqzUMW4AEDJ8CnXfffed2rVrJ0natm2b23MsmgIAqAjFLc3vMCTDMPj5Uww2HweA0OdTqFu1alV59wMAgBIVtzS/87kwG6HOGzYfB4DQx+bjAICgUFylTqLqVBI2HweA0OdTpa5v375eL3OxWCyKiorS5ZdfrrvuukvNmze/6A4CACCVXKljI+3isfk4AIQ+nyp1NWvW1MqVK7Vp0yZZLBZZLBZt3rxZK1euVGFhoRYuXKirr75aX331VXn3FwBQRVGp802xlTo2HweAkOFTpS4xMVF33XWXXnrpJVnPraLlcDj08MMPq0aNGnrnnXf00EMPady4cVq7dm25dhgAUDU5V3G0Ftl8XOL+sJIUN25U6gAgdPhUqXvttdc0ZswYM9BJktVq1ahRozR37lxZLBalpKR4rIwJAICvnNW4MBuVurIoLPaeOoff+gQAKF8+hbrCwkLt2LHD4/iOHTtkt9slSVFRUSwvDQAoN44im49bLBY5cx2VuuI5iuzvd37Tdr91CQBQzny6/PKee+7R0KFD9be//U3XXnutJGnjxo36xz/+oXvvvVeStGbNGrVu3br8egoAqNIKi4QTSQqzWpVvd1CpK0HRcTsf6kh1ABAqfAp1M2bMUEJCgqZNm6bs7GxJUkJCgsaOHatx48ZJknr27Klbbrml/HoKAKjS7F5CndUqyX7+OXhyhreioY4gDAChw6dQZ7PZ9Nhjj+mxxx5Tbm6uJCk2NtatTePGjS++dwAAnOMt1IVZrZIchLoSFB23MDYfB4CQ41Ooc1U0zAEAUBG8VurO/ZaqU/GKjptzFUzGDABCh8+h7r333tO7776rvXv3Kj8/3+25TZs2XXTHAABwdT6cnF/jK8x2blsdlucvlnNLA7NSZ2NLAwAINT6tfvnCCy9oyJAhSkhI0ObNm9WpUyfVrVtX//3vf9WrV6/y7iMAAB6baEtspF0adjubjwNAqPMp1M2ePVtz587Viy++qIiICD366KNKT0/X6NGjdezYsfLuIwAAHptoS2ykXRpsPg4Aoc+nULd3715dd911kqTo6GgdP35c0tmtDv7973+XX+8AADin6CbaEis5loa9mE3bGTMACB0+hbrExEQdOXJE0tlVLtevXy9J2rNnj4wy/Mvf1KlTde2116pGjRqKj49Xnz59tHPnTrc2Z86c0ciRI1W3bl1Vr15d/fr1M7dRcNq7d6969+6tmJgYxcfH65FHHlFhYaFbm9WrV+uaa65RZGSkLr/8cqWlpXn0Z9asWWratKmioqLUuXNnbdiwodTnAgCoWEU30Xb9PatfFs9eZNN2xgwAQo9Poe6mm27SJ598IkkaMmSIxo4dqx49emjAgAHq27dvqd9nzZo1GjlypNavX6/09HQVFBSoZ8+eOnnypNlm7Nix+s9//qNFixZpzZo12r9/v+68807zebvdrt69eys/P1/r1q3T66+/rrS0NE2YMMFss2fPHvXu3VvdunXTli1bNGbMGN1///1avny52WbhwoVKTU3VxIkTtWnTJl199dVKTk7WwYMHfRkiAEA58775OAHlQorffJwxA4BQ4dPql3PnzpXj3GamI0eOVL169fTVV1/p9ttv10MPPVTq91m2bJnb47S0NMXHxyszM1O///3vdezYMb322mt6++23ddNNN0mSFixYoJYtW2r9+vXq0qWLPvvsM33//ff6/PPPlZCQoHbt2umJJ57QuHHjNGnSJEVERGjOnDlq1qyZnnvuOUlSy5YttXbtWs2YMUPJycmSpOnTp2vYsGEaMmSIJGnOnDlasmSJ5s+fr7/+9a++DBMAoBx5q9RZCSgXVHTcCHUAEHp8CnVWq1X5+fnatGmTDh48qOjoaHXv3l3S2aB22223+dQZ5yIrderUkSRlZmaqoKDAfG9JatGihRo3bqyMjAx16dJFGRkZuuqqq5SQkGC2SU5O1vDhw7V9+3a1b99eGRkZbu/hbDNmzBhJUn5+vjIzMzV+/Hi3c+zevbsyMjK89jUvL095eXnmY+cm7AUFBSooKPDp/HFxnOPO+PsPc+B/oTwHeQVnL6u3yDDP79xtYsoLoP/3BtocOCt1hsN+tk/n/lG20O4ImD6Wt0Cbg6qG8fc/5sD/KnvsfQp1y5Yt0z333KPDhw97PGexWGS328v8ng6HQ2PGjNHvfvc7tWnTRpKUlZWliIgI1apVy61tQkKCsrKyzDaugc75vPO5ktrk5ubq9OnTOnr0qOx2u9c2O3bs8NrfqVOnavLkyR7HV61apZiYmFKeNSpCenq6v7tQ5TEH/heKc/DDLxZJNu3/9RctXbpXknTiuE2SRevXb9CxnYFVeQqUOSiwnx2jNatWqVaktPXI2XH87chRLV261N/dq1CBMgdVFePvf8yB/5w6dapSP8+nUDdq1Cj98Y9/1IQJEzyCkK9Gjhypbdu2ae3ateXyfhVt/PjxSk1NNR/n5uaqUaNG6tatm+rWrevHnlVdBQUFSk9PV48ePRQeHu7v7lRJzIH/hfIc7F61W9q3W02bNNatt7aSJM3bu16/nsrVNR07qlvzOD/38KxAm4Mx6z+TJPXofrPiakQqeuchzdu5WbE1a+rWW7v4uXcVI9DmoKph/P2POfA/b8WviuRTqMvOzlZqamq5BbqUlBQtXrxYX3zxhS655BLzeGJiovLz85WTk+NWrcvOzlZiYqLZpugqlc7VMV3bFF0xMzs7W7GxsYqOjpbNZpPNZvPaxvkeRUVGRioyMtLjeHh4OF8eP2MO/I858L/QnIOz11qG22zmudms59b7slgD7nwDYQ4cDkPORakjI872JyL87I9+u0N+719FC4Q5qMoYf/9jDvynssfdp9Uv+/fvr9WrV1/0hxuGoZSUFH344YdauXKlmjVr5vZ8hw4dFB4erhUrVpjHdu7cqb179yopKUmSlJSUpK1bt7qtUpmenq7Y2Fi1atXKbOP6Hs42zveIiIhQhw4d3No4HA6tWLHCbAMA8C/nJtreVr9kI23v7C7jEnYuADv/y5gBQOjwqVL30ksv6Q9/+IO+/PJLXXXVVR5JdPTo0aV6n5EjR+rtt9/Wxx9/rBo1apj3wNWsWVPR0dGqWbOmhg4dqtTUVNWpU0exsbEaNWqUkpKS1KXL2UtGevbsqVatWumee+7RtGnTlJWVpccff1wjR440K2kPPfSQXnrpJT366KO67777tHLlSr377rtasmSJ2ZfU1FQNGjRIHTt2VKdOnfT888/r5MmT5mqYAAD/YvPxsnNd4dLG5uMAELJ8CnX//ve/9dlnnykqKkqrV6+WxXL+B6zFYil1qHv55ZclSV27dnU7vmDBAg0ePFiSNGPGDFmtVvXr1095eXlKTk7W7NmzzbY2m02LFy/W8OHDlZSUpGrVqmnQoEGaMmWK2aZZs2ZasmSJxo4dq5kzZ+qSSy7RvHnzzO0MJGnAgAE6dOiQJkyYoKysLLVr107Lli0rt0tMAQAXh83Hy84t1BXZfNzBmAFAyPAp1D322GOaPHmy/vrXv8pq9ekKTklnL7+8kKioKM2aNUuzZs0qtk2TJk0uuIJX165dtXnz5hLbpKSkKCUl5YJ9AgBUPm+bjxPqSuZajSu6Tx2VOgAIHT4lsvz8fA0YMOCiAh0AAGVBpa7sHCWEOsYMAEKHT6ls0KBBWrhwYXn3BQCAYnmr1IURUErkWo1zDhtjBgChx6fLL+12u6ZNm6bly5erbdu2HgulTJ8+vVw6BwCAk3O1RpvLfdzWc7+3s5KjVw6XFUOd978zZgAQenwKdVu3blX79u0lSdu2bXN7znXRFAAAykuh/VxAsblU6mxUnUritbrJmAFAyPEp1K1ataq8+wEAQInsJVXqCChemfchMmYAENJY6QQAEBTs3FNXZt729mPMACD0EOoAAEHB26WEVpbnL5Hd4ZB0fpwk1y0NHH7pEwCg/BHqAABBwUHVqczs53JbmJdQR6YDgNBBqAMABAVnNc5b1YlQ510hlToAqBIIdQCAoOCtUkeoK5mjpEqdIRlsawAAIYFQBwAICufvqTv/oyvs3O8Jdd45q3HeFpeRGDcACBWEOgBAUDi/kfb5Y2ykXTLXzcedXC/FZNwAIDQQ6gAAQcHcfNy1UsdG2iU6P2ZU6gAglBHqAABBgc3Hy66kMZMYNwAIFYQ6AEBQYPPxsitpzFyfBwAEN0IdACAoeAsoVkJdibyNmY1QBwAhh1AHAAgK9hI2Hy8knHjlbcwsFoucDwl1ABAaCHUAgKBQ8ubjbKTtjbcxk1w3ICfUAUAoINQBAIJCyZuP+6VLAc/bmEls2g4AoYZQBwAICs6NtF1Xb7RZqNSVxKzUWYqEOlYNBYCQQqgDAAQFZ/5w7k0nuVScyCZeOTcfdx0zyXXcGDgACAWEOgBAUHBW6tyW57dRqSuJtw3bJSnMdvYxlToACA2EOgBAUHDmNjYfL73zm4+7H2fcACC0EOoAAEHBa6WOBT9KdH6fuiKVOsYNAEIKoQ4AEBScK1yy+XjpnQ917sdZ/RIAQguhDgAQFJz3zbH5eOmd33zc/cc9+9QBQGgh1AEAgoK9hM3HHazi6JW3MZMYNwAINYQ6AEBQsJew+Xghexp45W3MJMYNAEINoQ4AEBScKzl623ycipN33sZMYtwAINQQ6gAAQcGsOnnZfJx7w7y7YKWOcQOAkECoAwAEBWcAcd2njlUcS+a8vLK4e+rYtB0AQgOhDgAQ8BwOQ84rBW1e7qkj1HnnvPyyuEqdnUwHACGBUAcACHh2l3u/CHWlZ/eyYbvrYyp1ABAaCHUAgIDnGtoIdaXnbcN218dU6gAgNBDqAAABzzW0uW6k7fw9oc47bxu2uz4upFIHACGBUAcACHiul1+6ZDrZrJ7P4zxnJY7NxwEgtBHqAAABz273Xqmznfs9m2h7V1yljs3HASC0EOoAAAHPrVLnkk/YRLtkbD4OAFUDoQ4AEPCc98zZrBZZvOxTxyba3rH5OABUDYQ6AEDAs3vZeFxyuTeMcOKVc9yKvaeOcQOAkECoAwAEPNdKnSsqTiUrpFIHAFUCoQ4AEPAKLxDq2NLAuwuFYcYNAEIDoQ4AEPCKCydhhJMSEeoAoGog1AEAAl5x4cRKOClRsaHOwuWXABBKCHUAgIB3wUodS/N7Vey42VgoBQBCiV9D3RdffKHbbrtNDRo0kMVi0UcffeT2vGEYmjBhgurXr6/o6Gh1795dP/30k1ubI0eO6O6771ZsbKxq1aqloUOH6sSJE25tvvvuO91www2KiopSo0aNNG3aNI++LFq0SC1atFBUVJSuuuoqLV26tNzPFwDgmwstzW93GDIIdh7Y0gAAqga/hrqTJ0/q6quv1qxZs7w+P23aNL3wwguaM2eOvv76a1WrVk3Jyck6c+aM2ebuu+/W9u3blZ6ersWLF+uLL77QAw88YD6fm5urnj17qkmTJsrMzNSzzz6rSZMmae7cuWabdevWaeDAgRo6dKg2b96sPn36qE+fPtq2bVvFnTwAoNQutIm2JJFPPLH5OABUDWH+/PBevXqpV69eXp8zDEPPP/+8Hn/8cd1xxx2SpDfeeEMJCQn66KOP9Kc//Uk//PCDli1bpo0bN6pjx46SpBdffFG33nqr/vnPf6pBgwb617/+pfz8fM2fP18RERFq3bq1tmzZounTp5vhb+bMmbrlllv0yCOPSJKeeOIJpaen66WXXtKcOXMqYSQAACWxOxySzl826GRzeVzocMhmtVVqvwKdWakrOm7Ws/+mS6UOAEKDX0NdSfbs2aOsrCx1797dPFazZk117txZGRkZ+tOf/qSMjAzVqlXLDHSS1L17d1mtVn399dfq27evMjIy9Pvf/14RERFmm+TkZD3zzDM6evSoateurYyMDKWmprp9fnJyssfloK7y8vKUl5dnPs7NzZUkFRQUqKCg4GJPHz5wjjvj7z/Mgf+F6hzk5RdKOnt5ieu5OQoLz7fJK5DVcFR21zwE0hwU2s+Oh+FwuPXHorPHCwrtAdHP8hZIc1AVMf7+xxz4X2WPfcCGuqysLElSQkKC2/GEhATzuaysLMXHx7s9HxYWpjp16ri1adasmcd7OJ+rXbu2srKySvwcb6ZOnarJkyd7HF+1apViYmJKc4qoIOnp6f7uQpXHHPhfqM3BT8cskmw6feqk2z3PBQ7J+aPs02XLFRVAP9UCYQ4OHrJJsui7b7fI9stm8/jP/7NKsmrX7v9q6dJdfutfRQuEOajKGH//Yw7859SpU5X6eQH04y+4jB8/3q26l5ubq0aNGqlbt26qW7euH3tWdRUUFCg9PV09evRQeHi4v7tTJTEH/heqc/DV7sPS95mqGVtDt956nXm8wO7QX77+XJJ0c48eqhnt/3MOpDl449cN0vEcdbzmGiW3Pv+PlzvSf9KK/XvUuElT3XprCz/2sGIE0hxURYy//zEH/nf48OFK/byADXWJiYmSpOzsbNWvX988np2drXbt2pltDh486Pa6wsJCHTlyxHx9YmKisrOz3do4H1+ojfN5byIjIxUZGelxPDw8nC+PnzEH/scc+F/IzYHl7D1gYTar23nZbIZLE1tAnXMgzIH93PBERrj3JTz87I9/Qxa/97EiBcIcVGWMv/8xB/5T2eMesPvUNWvWTImJiVqxYoV5LDc3V19//bWSkpIkSUlJScrJyVFmZqbZZuXKlXI4HOrcubPZ5osvvnC7rjU9PV3NmzdX7dq1zTaun+Ns4/wcAIB/OVdp9Lb5uHNhR/aq83R+3NyPO1e/ZMwAIDT4NdSdOHFCW7Zs0ZYtWySdXRxly5Yt2rt3rywWi8aMGaMnn3xSn3zyibZu3ap7771XDRo0UJ8+fSRJLVu21C233KJhw4Zpw4YN+uqrr5SSkqI//elPatCggSTprrvuUkREhIYOHart27dr4cKFmjlzptulkw8//LCWLVum5557Tjt27NCkSZP0zTffKCUlpbKHBADgRaHde6iTXDYgZyVHD+fHzf3HvXM1TLudMQOAUODXyy+/+eYbdevWzXzsDFqDBg1SWlqaHn30UZ08eVIPPPCAcnJydP3112vZsmWKiooyX/Ovf/1LKSkpuvnmm2W1WtWvXz+98MIL5vM1a9bUZ599ppEjR6pDhw6qV6+eJkyY4LaX3XXXXae3335bjz/+uP72t7/piiuu0EcffaQ2bdpUwigAAC7EGdhsFs9Qd3YPNsMMMDivuHFz7lvHlgYAEBr8Guq6du0qo4RLPywWi6ZMmaIpU6YU26ZOnTp6++23S/yctm3b6ssvvyyxzR/+8Af94Q9/KLnDAAC/sBdz+aV0tlKXJzbS9qa4cXNWNxkzAAgNAXtPHQAATmbFyUuos1qpOhWnuHFjzAAgtBDqAAABr6RQZ1adCCgeihs3xgwAQguhDgAQ8JwVpTAvoc65CAhVJ0/2YsbNZlbqHJXeJwBA+SPUAQACnqOESp1zuX5Wv/RUXKXOZq4YWuldAgBUAEIdACDgFZZ4+eXZH2WEOk/Fjdv5UEeqA4BQQKgDAAS84jYflyTnFmxspO2puHE7v/l4pXcJAFABCHUAgIBX3CbaEpW6khSeu77SY6EUG5U6AAglhDoAQMAzK06ehTo58wqhzpNzSIrbfJwxA4DQQKgDAAS88/eGUakrC+fqlsVtacCYAUBoINQBAALe+VUcPZ9jI+3isfk4AFQNhDoAQMCzl1ipYyPt4hS3Tx1jBgChhVAHAAh4hVTqyswwDPOeOiuVOgAIaYQ6AEDAc5gVp+Irddwf5s51PIqr1DFmABAaCHUAgIDnrChZLZ7LX9pYydEr1ypc0UodYwYAoYVQBwAIeM4tDcK87GngXASEzcfdOYziK3WMGQCEFkIdACDgnd983DPUsZG2d66VuuI3HyfUAUAoINQBAALe+c3HPUPd+Y20K7VLAc91ZUs2HweA0EaoAwAEvOI20ZZcF/0g1bkqsVLHhu0AEFIIdQCAgOeswnkLdVYrlTpvHObiMpKlaKXu3E9/Qh0AhAZCHQAg4Nmp1JVZYYnbQFCpA4BQQqgDAAS80lXqCCiunOPhJdOZm7iz+iUAhAZCHQAg4DmrcEWX5nc9Vkioc2MvoVJnc1bq7IwZAIQCQh0AIOCx+XjZFbrcU1eUc8wIwgAQGgh1AICAx+bjZXd+zLxU6myMGQCEEkIdACDgOTcf91qpc4Y6LiV0U+KYUd0EgJBCqAMABDyz6uTlWkIqdd6VaswchgzGDQCCHqEOABDwnPd+lbylAeHEVWnGTJIYNgAIfoQ6AEDAs5cQUNjSwLvSjJlrOwBA8CLUAQACXkkBhUqdd+e3NCi5Use4AUDwI9QBAAIelbqyO7/5ePH31EnciwgAoYBQBwAIeKWpOrHnmruSxswt1LFqKAAEPUIdACDgOatJJS3P76Di5KY0Y+baDgAQvAh1AICAZ1advG4+fvZHGZU6d3aHQ5L3MbNaLXLmusJz7QAAwYtQBwAIeCVvPn72v1xG6K6kMZPYgBwAQgmhDgAQ8M5vpO35Y8tZqeMyQnclbT4uuW9ADgAIboQ6AEDAKzRXcvR8zqzUEU7cFJaw+qVEqAOAUEKoAwAEPIejFJU6wombkla/lAh1ABBKCHUAgIBXaO5T5/mccx0Qwom7kvb2cz3OuAFA8CPUAQAC3vmA4qVSZ6NS582FQp2zgse9iAAQ/Ah1AICAx+bjZVfayy8LWTUUAIIeoQ4AEPDYfLzsShoziXEDgFBCqAMABLySNx+nUudNSWMmSTYb4wYAoYJQBwAIeM6A4n3z8XMVJ8KJm5LGTHKp1DFuABD0CHUAgIBX0v1h5yt1jkrtU6Ar9T11hDoACHqEOgBAwCtpJcfzlbpK7VLAs5dy83EqdQAQ/Ah1RcyaNUtNmzZVVFSUOnfurA0bNvi7SwBQ5ZUm1FGpc1d4wUqd1a0dACB4EepcLFy4UKmpqZo4caI2bdqkq6++WsnJyTp48KC/uwYAVZozsHkNdRY20fbmwpuPu7cDAAQvi2GwlrFT586dde211+qll16SJDkcDjVq1EijRo3SX//61xJfm5ubq5o1a+rBV9coqnqNyuguinA4DP26/1c1bNCw2MuNULGYA/8L1Tn4aMt+SdKTfdqoXvUIt+dW7zykdzbukyT1adeg0vtWVKDMweLvDqjQYahe9Ug92ae1x/MPvbVJknRpXDW1bVizsrtXoQJlDqoqxt//mAP/O3PiuF4ZdqOOHTum2NjYCv88Qt05+fn5iomJ0Xvvvac+ffqYxwcNGqScnBx9/PHHbu3z8vKUl5dnPs7NzVWjRo3UaMy7skbGVFa3AQAAAAQYR94p7Xv+j5UW6sIq/BOCxG+//Sa73a6EhAS34wkJCdqxY4dH+6lTp2ry5MmV1T0AgKRmNTz/HbLQIe07yb9EFyfSaqhBNc/je44zZgAQKgh1Pho/frxSU1PNx85K3YZxN6hu3bp+7FnVVVBQoPT0dPXo0UPh4eH+7k6VxBz4H3Pgf8yB/zEH/sX4+x9z4H+HDx9W/ecr7/MIdefUq1dPNptN2dnZbsezs7OVmJjo0T4yMlKRkZEex8PDw/ny+Blz4H/Mgf8xB/7HHPgfc+BfjL//MQf+U9njzuqX50RERKhDhw5asWKFeczhcGjFihVKSkryY88AAAAAoHhU6lykpqZq0KBB6tixozp16qTnn39eJ0+e1JAhQ/zdNQAAAADwilDnYsCAATp06JAmTJigrKwstWvXTsuWLfNYPAUAAAAAAgWhroiUlBSlpKT4uxsAAAAAUCrcUwcAAAAAQYxQBwAAAABBjFAHAAAAAEGMUAcAAAAAQYxQBwAAAABBjFAHAAAAAEGMLQ3KiWEYkqTjx48rPDzcz72pmgoKCnTq1Cnl5uYyB37CHPgfc+B/zIH/MQf+xfj7H3Pgf8ePH5d0PiNUNEJdOTl8+LAkqVmzZn7uCQAAAIBAcPjwYdWsWbPCP4dQV07q1KkjSdq7d2+lTBw85ebmqlGjRtq3b59iY2P93Z0qiTnwP+bA/5gD/2MO/Ivx9z/mwP+OHTumxo0bmxmhohHqyonVevb2xJo1a/Ll8bPY2FjmwM+YA/9jDvyPOfA/5sC/GH//Yw78z5kRKvxzKuVTAAAAAAAVglAHAAAAAEGMUFdOIiMjNXHiREVGRvq7K1UWc+B/zIH/MQf+xxz4H3PgX4y//zEH/lfZc2AxKmudTQAAAABAuaNSBwAAAABBjFAHAAAAAEGMUAcAAAAAQYxQBwAAAABBjFBXjKeffloWi0Vjxowxj+3evVt9+/ZVXFycYmNj9cc//lHZ2dlurzty5IjuvvtuxcbGqlatWho6dKhOnDjh1ua7777TDTfcoKioKDVq1EjTpk2rjFMKOr7Mwc8//6yhQ4eqWbNmio6O1mWXXaaJEycqPz/frY3FYvH4tX79+so8vaDg6/egadOmHuP79NNPu7Xhe1A6vszB6tWrvf4Zt1gs2rhxoyS+ByWZNGmSx7i0aNHCfP7MmTMaOXKk6tatq+rVq6tfv34e34G9e/eqd+/eiomJUXx8vB555BEVFha6tVm9erWuueYaRUZG6vLLL1daWlplnF5QuNg5+PbbbzVw4EA1atRI0dHRatmypWbOnOn2GcV9T7KysirtPANZeXwPvI3vO++849aG70HxLnYO0tLSiv1ZcPDgQUl8Dy7kQnMwd+5cde3aVbGxsbJYLMrJyfF4j8rKBoQ6LzZu3KhXXnlFbdu2NY+dPHlSPXv2lMVi0cqVK/XVV18pPz9ft912mxwOh9nu7rvv1vbt25Wenq7Fixfriy++0AMPPGA+n5ubq549e6pJkybKzMzUs88+q0mTJmnu3LmVeo6Bztc52LFjhxwOh1555RVt375dM2bM0Jw5c/S3v/3N4zM+//xzHThwwPzVoUOHSju/YHAx3wNJmjJlitv4jho1ynyO70Hp+DoH1113ndvYHzhwQPfff7+aNWumjh07un0G3wPvWrdu7TYua9euNZ8bO3as/vOf/2jRokVas2aN9u/frzvvvNN83m63q3fv3srPz9e6dev0+uuvKy0tTRMmTDDb7NmzR71791a3bt20ZcsWjRkzRvfff7+WL19eqecZyC5mDjIzMxUfH6+33npL27dv12OPPabx48frpZde8vicnTt3un1OfHx8pZxfMLiYOXBasGCB23v06dPHfI7vwYVdzBwMGDDA42dBcnKybrzxRo8/53wPilfSHJw6dUq33HKL179nOlVaNjDg5vjx48YVV1xhpKenGzfeeKPx8MMPG4ZhGMuXLzesVqtx7Ngxs21OTo5hsViM9PR0wzAM4/vvvzckGRs3bjTbfPrpp4bFYjF+/fVXwzAMY/bs2Ubt2rWNvLw8s824ceOM5s2bV8LZBYeLmQNvpk2bZjRr1sx8vGfPHkOSsXnz5oo6haB3sXPQpEkTY8aMGcW+P9+DCyvP70F+fr4RFxdnTJkyxTzG96B4EydONK6++mqvz+Xk5Bjh4eHGokWLzGM//PCDIcnIyMgwDMMwli5dalitViMrK8ts8/LLLxuxsbHmn/lHH33UaN26tdt7DxgwwEhOTi7nswlOFzsH3owYMcLo1q2b+XjVqlWGJOPo0aPl1e2QUh5zIMn48MMPi/0MvgclK+/vwcGDB43w8HDjjTfeMI/xPShZSXPgqrhxrMxsQKWuiJEjR6p3797q3r272/G8vDxZLBa3DQSjoqJktVrNxJ6RkaFatWq5/Ut49+7dZbVa9fXXX5ttfv/73ysiIsJsk5ycrJ07d+ro0aMVeWpB42LmwJtjx46pTp06Hsdvv/12xcfH6/rrr9cnn3xSficQAspjDp5++mnVrVtX7du317PPPut26Rnfgwsrz+/BJ598osOHD2vIkCEez/E98O6nn35SgwYNdOmll+ruu+/W3r17JZ2tABUUFLjNS4sWLdS4cWNlZGRIOvvn+6qrrlJCQoLZJjk5Wbm5udq+fbvZpujcJicnm++Bi5sDb4r7WdCuXTvVr19fPXr00FdffVX+JxLEymMORo4cqXr16qlTp06aP3++DJftkfkeXFh5fg/eeOMNxcTEqH///h7P8T0oXnFzUBqVmQ0IdS7eeecdbdq0SVOnTvV4rkuXLqpWrZrGjRunU6dO6eTJk/rLX/4iu92uAwcOSJKysrI8ytVhYWGqU6eOeW1yVlaW2w96SeZjrl+++DkoateuXXrxxRf14IMPmseqV6+u5557TosWLdKSJUt0/fXXq0+fPvyF9pzymIPRo0frnXfe0apVq/Tggw/qH//4hx599FHzeb4HJSvv78Frr72m5ORkXXLJJeYxvgfF69y5s9LS0rRs2TK9/PLL2rNnj2644QYdP35cWVlZioiIUK1atdxek5CQUKb/zxfXJjc3V6dPn66gMwseFzsHRa1bt04LFy50u+Spfv36mjNnjt5//329//77atSokbp27apNmzZV5KkFjfKYgylTpujdd99Venq6+vXrpxEjRujFF180n+d7ULLy/h689tpruuuuuxQdHW0e43tQspLmoDQqMxuElbpliNu3b58efvhhpaenKyoqyuP5uLg4LVq0SMOHD9cLL7wgq9WqgQMH6pprrpHVSjYuD+U9B7/++qtuueUW/eEPf9CwYcPM4/Xq1VNqaqr5+Nprr9X+/fv17LPP6vbbb6+YkwsS5TUHruPbtm1bRURE6MEHH9TUqVPdKkzwVN7fg19++UXLly/Xu+++63ac70HxevXqZf6+bdu26ty5s5o0aaJ3333X7S9DqDjlOQfbtm3THXfcoYkTJ6pnz57m8ebNm6t58+bm4+uuu067d+/WjBkz9Oabb178SQS58piDv//97+bv27dvr5MnT+rZZ5/V6NGjy72/oag8vwcZGRn64YcfPP5s8z0oWUlzMHToUD/2zBNp5JzMzEwdPHhQ11xzjcLCwhQWFqY1a9bohRdeUFhYmOx2u3r27Kndu3fr4MGD+u233/Tmm2/q119/1aWXXipJSkxMNFcTciosLNSRI0eUmJhotim6OpTzsbNNVVUec+C0f/9+devWTdddd12pbjTt3Lmzdu3aVVGnFjTKcw5cde7cWYWFhfr5558l8T0oSXnPwYIFC1S3bt1SBTW+B97VqlVLV155pXbt2qXExETl5+d7rHCWnZ1dpv/PF9cmNjaW4OhFWefA6fvvv9fNN9+sBx54QI8//vgFP6dTp058B4rh6xy46ty5s3755Rfl5eVJ4ntQVhczB/PmzVO7du1KtRgW34Piuc5BaVRmNiDUnXPzzTdr69at2rJli/mrY8eOuvvuu7VlyxbZbDazbb169VSrVi2tXLlSBw8eNP+ylJSUpJycHGVmZpptV65cKYfDoc6dO5ttvvjiCxUUFJht0tPT1bx5c9WuXbuSzjYwlcccSGcrdF27dlWHDh20YMGCUlVSt2zZovr161fIeQWT8pqDorZs2SKr1WpegsD3oHjlOQeGYWjBggW69957FR4efsHP5nvg3YkTJ7R7927Vr19fHTp0UHh4uFasWGE+v3PnTu3du1dJSUmSzv753rp1q9sP8vT0dMXGxqpVq1ZmG9f3cLZxvgfclXUOJGn79u3q1q2bBg0apKeeeqpUn8N3oHi+zEFRW7ZsUe3atc0rNvgelI2vc3DixIkyVZb4HhTPdQ5Ko1KzQZmWValiXFecMwzDmD9/vpGRkWHs2rXLePPNN406deoYqampbq+55ZZbjPbt2xtff/21sXbtWuOKK64wBg4caD6fk5NjJCQkGPfcc4+xbds245133jFiYmKMV155pbJOK6iUdQ5++eUX4/LLLzduvvlm45dffjEOHDhg/nJKS0sz3n77beOHH34wfvjhB+Opp54yrFarMX/+/Mo8taBR1jlYt26dMWPGDGPLli3G7t27jbfeesuIi4sz7r33XrMN34Oy8eX/RYZhGJ9//rkhyfjhhx88nuN7ULz/9//+n7F69Wpjz549xldffWV0797dqFevnnHw4EHDMAzjoYceMho3bmysXLnS+Oabb4ykpCQjKSnJfH1hYaHRpk0bo2fPnsaWLVuMZcuWGXFxccb48ePNNv/973+NmJgY45FHHjF++OEHY9asWYbNZjOWLVtW6ecbiC52DrZu3WrExcUZf/7zn91+DjhfbxiGMWPGDOOjjz4yfvrpJ2Pr1q3Gww8/bFitVuPzzz+v9PMNRBc7B5988onx6quvGlu3bjV++uknY/bs2UZMTIwxYcIEsw3fg5Jd7Bw4zZs3z4iKivK6wiXfg5JdaA4OHDhgbN682Xj11VcNScYXX3xhbN682Th8+LD5HpWVDQh1JSj6F6lx48YZCQkJRnh4uHHFFVcYzz33nOFwONxec/jwYWPgwIFG9erVjdjYWGPIkCHG8ePH3dp8++23xvXXX29ERkYaDRs2NJ5++unKOJ2gVNY5WLBggSHJ6y+ntLQ0o2XLlkZMTIwRGxtrdOrUyW1JYLgr6xxkZmYanTt3NmrWrGlERUUZLVu2NP7xj38YZ86ccXtfvgel58v/iwzDMAYOHGhcd911Xt+T70HxBgwYYNSvX9+IiIgwGjZsaAwYMMDYtWuX+fzp06eNESNGGLVr1zZiYmKMvn37uv3DkWEYxs8//2z06tXLiI6ONurVq2f8v//3/4yCggK3NqtWrTLatWtnREREGJdeeqmxYMGCyji9oHCxczBx4kSvPweaNGlitnnmmWeMyy67zIiKijLq1KljdO3a1Vi5cmVlnmZAu9g5+PTTT4127doZ1atXN6pVq2ZcffXVxpw5cwy73e72OXwPilce/y8yDMNISkoy7rrrLq+fwfegZBeag+L+X+P657iysoHFMFzWlgUAAAAABBXuqQMAAACAIEaoAwAAAIAgRqgDAAAAgCBGqAMAAACAIEaoAwAAAIAgRqgDAAAAgCBGqAMAAACAIEaoAwAAAIAgRqgDAOAcwzD0wAMPqE6dOrJYLNqyZUuxbe+55x794x//KNfP/+233xQfH69ffvmlXN8XABDaCHUAAJyzbNkypaWlafHixTpw4IDatGnjtd23336rpUuXavTo0eaxrl27asyYMR5t09LSVKtWrVJ9fr169XTvvfdq4sSJvnQfAFBFEeoAADhn9+7dql+/vq677jolJiYqLCzMa7sXX3xRf/jDH1S9evVy78OQIUP0r3/9S0eOHCn39wYAhCZCHQAAkgYPHqxRo0Zp7969slgsatq0qdd2drtd7733nm677TafPqdp06ayWCwev5xat26tBg0a6MMPP/Tp/QEAVY/3f4IEAKCKmTlzpi677DLNnTtXGzdulM1m89ruu+++07Fjx9SxY0efPmfjxo2y2+2SzgbE/v37Kzw83K1Np06d9OWXX2ro0KE+fQYAoGoh1AEAIKlmzZqqUaOGbDabEhMTi233v//9TzabTfHx8R7PzZ49W/PmzXM7VlhYqKioKPNxXFyc+fuHH35YBw4c0MaNG91e06BBA23evNnXUwEAVDGEOgAAyuD06dOKjIx0u2TS6e6779Zjjz3mduyDDz7wukrm3Llz9dprr2ndunVuQU+SoqOjderUqfLtOAAgZBHqAAAog3r16unUqVPKz89XRESE23M1a9bU5Zdf7nbMW0Vv1apVGjVqlP7973+rbdu2Hs8fOXLEI+gBAFAcFkoBAKAM2rVrJ0n6/vvvfXr9rl271L9/f/3tb3/TnXfe6bXNtm3b1L59e1+7CACoYgh1AACUQVxcnK655hqtXbu2zK89ffq0brvtNrVv314PPPCAsrKyzF9Op06dUmZmpnr27Fme3QYAhDBCHQAAZXT//ffrX//6V5lfl52drR07dmjFihVq0KCB6tevb/5y+vjjj9W4cWPdcMMN5dllAEAIsxiGYfi7EwAABJPTp0+refPmWrhwoZKSksr1vbt06aLRo0frrrvuKtf3BQCELip1AACUUXR0tN544w399ttv5fq+v/32m+68804NHDiwXN8XABDaqNQBAAAAQBCjUgcAAAAAQYxQBwAAAABBjFAHAAAAAEGMUAcAAAAAQYxQBwAAAABBjFAHAAAAAEGMUAcAAAAAQYxQBwAAAABBjFAHAAAAAEHs/wNxtYUuI2Y7LwAAAABJRU5ErkJggg==",
       "text/plain": [
        "<Figure size 1000x400 with 1 Axes>"
       ]
@@ -254,7 +254,7 @@
     },
     {
      "data": {
-      "image/png": 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",
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",
       "text/plain": [
        "<Figure size 1000x400 with 1 Axes>"
       ]
@@ -264,7 +264,7 @@
     },
     {
      "data": {
-      "image/png": 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",
+      "image/png": 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",
       "text/plain": [
        "<Figure size 1000x400 with 1 Axes>"
       ]

diff --git a/lab3.ipynb b/lab3.ipynb
index 523d83f341564bdce377020b650729f427e146f5..4cbfb7d47b07b528c157d5fdc9c3d2d15e062200 100644 (file)
--- a/lab3.ipynb
+++ b/lab3.ipynb
@@ -2,35 +2,35 @@
  "cells": [
   {
    "cell_type": "code",
-   "execution_count": 8,
+   "execution_count": 1,
    "metadata": {},
    "outputs": [
     {
      "name": "stdout",
      "output_type": "stream",
      "text": [
-      "A 010 0.10889628583541382\n",
-      "C 001 0.09152888714794946\n",
-      "G 000 0.08903984849793534\n",
-      "B 1011 0.07059353601667875\n",
-      "E 1001 0.07001353988551143\n",
-      "H 1111 0.08826797559046656\n",
-      "J 1101 0.07422403331445343\n",
-      "K 0111 0.05648000917065521\n",
-      "L 1110 0.08784093309263273\n",
-      "N 0110 0.05289972255448987\n",
-      "O 1100 0.07110861095979067\n",
-      "P 1010 0.07018129978231921\n",
-      "F 10000 0.024254244476492406\n",
-      "D 100011 0.022376076316506087\n",
-      "I 1000100 0.006899547136273925\n",
-      "M 1000101 0.015395450222431209\n",
+      "A 010 0.10051317020995947\n",
+      "I 001 0.09887180242305445\n",
+      "K 000 0.09453051299519555\n",
+      "B 1110 0.0904659913285257\n",
+      "D 0111 0.059819707414404726\n",
+      "F 1001 0.06278210983608723\n",
+      "G 1010 0.06360527725444541\n",
+      "J 1000 0.062252950520661245\n",
+      "N 1101 0.08329967011151292\n",
+      "O 0110 0.05509141084417124\n",
+      "P 1011 0.06695689046906175\n",
+      "C 11001 0.03739653640759057\n",
+      "L 11110 0.044594627305240817\n",
+      "M 11111 0.047256392647664354\n",
+      "E 110000 0.007778048534189522\n",
+      "H 110001 0.024784901698234902\n",
       "\n",
       "encoded: 01001101110011001111111011110000\n",
-      "decoded: ANLNKHKF\n",
+      "decoded: AOBODLLK\n",
       "\n",
-      "Source entropy:  3.802902958392826\n",
-      "Average codeword length:  4.375\n"
+      "Source entropy:  3.8569015188636593\n",
+      "Average codeword length:  4.25\n"
      ]
     }
    ],

diff --git a/lab4.ipynb b/lab4.ipynb
index 7280f2c919bdbaf88a0d6bf988beeb16f5162591..dd3b2d2e6371bfc2f8e287817832cce52c980f73 100644 (file)
--- a/lab4.ipynb
+++ b/lab4.ipynb
@@ -2,7 +2,7 @@
  "cells": [
   {
    "cell_type": "code",
-   "execution_count": 38,
+   "execution_count": 1,
    "metadata": {},
    "outputs": [],
    "source": [
@@ -20,7 +20,7 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 39,
+   "execution_count": 2,
    "metadata": {},
    "outputs": [],
    "source": [
@@ -47,7 +47,7 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 40,
+   "execution_count": 3,
    "metadata": {},
    "outputs": [],
    "source": [
@@ -64,12 +64,12 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 41,
+   "execution_count": 4,
    "metadata": {},
    "outputs": [
     {
      "data": {
-      "image/png": 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",
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",
       "text/plain": [
        "<Figure size 400x100 with 1 Axes>"
       ]
@@ -79,7 +79,7 @@
     },
     {
      "data": {
-      "image/png": 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",
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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>"
       ]
@@ -89,7 +89,7 @@
     },
     {
      "data": {
-      "image/png": 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KlSvh5+dX5DZ69uwJJycnhIaGonv37i+9L0qtbt26+Oyzz/Dll1+iffv2GDBgAMzMzHDmzBm4ublh3rx5evl/KY9+/fqhVatW+O9//4ubN2/C19cXf/zxh6ZpdFnr2YyWRK3IWDHUTUfPnDnz0vVOnjxJkyZNokaNGpGdnR2ZmJiQp6cnjRkzhm7duqW1bocOHahhw4aFtpGenk5t2rQhmUxGmzZtKvJz8vLyaOnSpdS0aVOytrYma2trCgoKosOHD7/yu6ibVf7f//2f1nx1M9zQ0NASffdly5aRr68vmZiYkIuLC7377rv09OnTQp+3YsUKqlWrFpmZmVGLFi0oIiKCOnTooNXUk4jo1q1bFBwcTGZmZuTi4kKffvophYeHl6hp8M8//0z16tUjMzMz8vX1pXXr1tHs2bPpxUPp2rVrFBgYqGm+rW4mXFzT5JJ8x+L2Y1Fx+vv7k6ura6F1i7Jlyxby9fUlMzMzatSoEf3xxx80cOBA8vX11axT3L4kEpvmfvPNN+Tl5UVmZmbUrFkz2r17d5Fxqf3nP/8hAPTbb7+VKEa1tWvXUrNmzcjMzIwcHByoQ4cOFB4errWOLv9fimsabGVlVWh7Rf0fPH78mIYPH042NjZkZ2dHY8aMoZMnTxIA2rJlS6m+u7ETiAxUc8cYM4i0tDQ4OjpiyZIlZW6G2rRpUzg7OyM8PFzH0YmmTp2Kn3/+GfHx8YVaO1V2YWFh6N+/P06cOKEpUq4MuM6EsUomIiICNWvW1Lq/oThFNaQ4evQoLly4UOau+18lOzsbGzduxMCBAyt9IsnKytJ6rVQqsXTpUtja2qJ58+YSRaUffGXCWBUWGxuL4OBgjBw5Em5ubrh27RpWrlwJOzs7XLp06ZV9t5XGo0ePcPDgQWzbtg1hYWE4f/48mjZtqrPtG6O3334bWVlZCAgIQE5ODnbs2IFTp07hm2++0Xudo6FxBTxjVZiDgwP8/f2xZs0aPH78GFZWVujZsye+/fZbnSYSALhy5QpGjBiB6tWr44cffqj0iQQQO2hdtGgRdu/ejezsbNStWxdLly7F5MmTpQ5N5/jKhDHGWLlxnQljjLFy42TCGGOs3LjOpBgqlQoPHjyAjY1N5bu5iDFWJRER0tLS4Obm9tL+/sqCk0kxHjx4UKhXW8YYqwzu3bsHd3d3nW6Tk0kxbGxsAIh/9NKM/5GXl4cDBw6ga9euMDEx0Vd45ZKZmYkjR45ohn5l0uL9YTwqyr4o63kmNTUVHh4emvObLnEyKYa6aMvW1rbUycTS0hK2trZGm0wUCoUmRmM+YKoK3h/Go6Lsi/KeZ/RRdM8V8IwxxsqNkwljRmb58uXw9vaGubk5Wrdujb///luzbNWqVejYsSNsbW0hCEKRXaZ//fXXaNu2LSwtLWFvb2+4wFmVxsmEMSOydetWTJs2DbNnz8b58+fRpEkThISE4NGjRwDEMv1u3brh008/LXYbubm5GDx4MN59911Dhc0Y15kwZkwWL16M8ePH46233gIArFy5Env27MHatWvxySefaMapOXr0aLHbmDNnDgBxsCfGDIWvTBgzErm5uTh37pzWUMAymQzBwcHFjlrImLHgZMKYkUhMTIRSqYSLi4vWfBcXF8THx0sUFWMlw8VcjElIqQQiImSIiKiJ9HTuaYFVXHq9MomIiEDv3r3h5uYGQRAQFhb2yvccPXoUzZs3h5mZGerWrVtkue/LWrsA4uA7kyZNgpOTE6ytrTFw4EAkJCTo6Fsxphs7dgDe3kD37uZYvLgFRo50ByBHWJj2/2pCQgJcXV0liZGxktJrMsnIyECTJk2wfPnyEq0fExODnj17IigoCNHR0ZgyZQrefvtt/Pnnn5p1XtXaBRCHBN21axdCQ0Nx7NgxPHjwAAMGDND592OsrHbsAAYNAu7ff36uKQB/LFhwCDt2iHNUKhUOHTqEgIAACaJkrBQMNdg8APr9999fus706dOpYcOGWvOGDBlCISEhmtetWrWiSZMmaV4rlUpyc3OjefPmERFRcnIymZiYUGhoqGadq1evEgCKjIwscbwpKSkEgFJSUkr8HiKi3NxcCgsLo9zc3FK9z5AyMjIoLCyMMjIypA6lSsrPJ3J3JwKKemwhwIwcHdfTxYtXaMKECWRvb0/x8fFERPTw4UOKioqi1atXEwCKiIigqKgoSkxM1Gz/zp07FBUVRXPmzCFra2uKioqiqKgoSktLk+orVxgV5dgo63mmrOe1kjCqOpPIyEitliwAEBISomkOqW7t8vxwly+2djl37hzy8vK0tuPr6wtPT09ERkaiTZs2RX52Tk4OcnJyNK9TU1MBiN0W5OXllfg7qNctzXsMTT3md35+vlHHWeEos4CsOAiZ98XnvDQgPw3ITwfyMyDkpwP56Th2thbu3/+2mI0MAfAYSUmz0LxpHJrVt8OehR1R7cEPUCZWw4qVEfhyaZhm7cDAQADAmjVrMGrUKADA559/jl9//VWzTrNmzQAA4eHh6NChgz6+eaVRUY6Nsp5n9PmdjCqZxMfHF9mSJTU1FVlZWXj69GmxrV2uXbum2YapqWmhO39f1SJm3rx5mvb5zztw4ECZ+ugJDw8v9XsM7ciRI1KHUKHIKA/WqvuwobuwVD2CBSXCgp7AnBJhoXoCM6SVaDsJt4a+Yo3JACZjw8RhGNZ2C4Aw4GoYAGBuG/HxvHyYI0P2FR7vWIMMmRum9qmBCf2+QobghmzBASjohykjIwN79+4tzVeusirKsVHa80xmZqaeIjGyZCKlGTNmYNq0aZrX6t41u3btWuqOHsPDw9GlSxej7egxKytL0zOqhYWF1OEYH1IBmXcgpFzSeiDtBgTKf/lb5ZaApTvIoiZgYg8orEEmNoDCClBYAwprVFfWA0pQjVi91RtQNm0J5CYBOYkQcp4AuYkQch4DOYlAzhMIlAcFsmGnioUdYgFlEfFY1wHZ1AM5+IMcW4AcmgMmdmX+81RmFeXYKOt5Rl3iog9GlUxcXV0LtbpKSEiAra0tLCwsIJfLIZfLi1xH3drF1dUVubm5SE5O1ro6eVWLGDMzM5iZmRWab2JiUqakUNb3GYL6UlehUBhtjAaVlwY8PgU8jgAeHQeeRolFU0UxsQPsGwM2dQFLD8DSHbBwB6zEacHEHhAEvKyRb0cfwP1TIC5OrCV5kSAA7u5AxxH9IZe/ZENEYjFa1kMg7RaQdgNIvyk+p90AMmIhKDOBlIsQUi4C93c8e6+tD+DYEnBqBTi1BByaAnLzV/+tKrmKdmyU9jyjz+9kVMkkICCg0GV4eHi4piWLqakp/P39cejQIfTr1w/As9YukydPBgD4+/vDxMQEhw4dwsCBAwEA169fx927d7lFDBNlPwEeHxcTx+MIMXmQSnsdmSlg20BMHM8/LGpqio3KSi4Hvv9ebM0lCNoJRb3pJUvw8kSiXtnEVnzY+hRerswFMmKBtJtAyiUg6SyQ+DeQcQdIvS4+YjcWbEsBODQDanQVH9UCAJnxn0yZ8dBrMklPT8fNmzc1r2NiYhAdHQ1HR0d4enpixowZiIuLwy+//AIAmDhxIpYtW4bp06dj7NixOHz4MP73v/9hz549mm1MmzYNo0ePRosWLdCqVSssWbIEGRkZmr6M7OzsMG7cOEybNg2Ojo6wtbXFe++9h4CAgGIr31klp8oHHp8A7u8E4g8AKVcKr2NdG6geCDi3B6q1AWzq6fVkOmAAsG0b8MEH2s2D3d3FRKKTluxyU8C2vvio2ePZ/OxHQOJZIOkMkHhGTDA5j8XXSWeAy18DChvAJQioESImF5u6OgiIVWZ6TSZnz55FUFCQ5rW6TmL06NFYv349Hj58iLt372qW16pVC3v27MHUqVPx/fffw93dHWvWrEFISIhmnSFDhuDx48eYNWsW4uPj0bRpU+zfv1+rUv67776DTCbDwIEDkZOTg5CQEKxYsUKfX5UZm7x0MXHcCwMe7BHrHZ5n17AgeQQC1dsDljUNHuKAAUDfvkB4eDbCwy+hS5dG6NLF/NVXJOVlXl1MLuoEQwRk3gUSjgIP/wTiw4GcJ0DcH+IDEJOta1fAvS/g2pmvWlghAlFRpbYsNTUVdnZ2SElJKXUF/N69e9GjRw+jLXPNzMzUVN4Z82hypZYVD8TtKrgCOQionjX1hpkT4NYLqNkbcOkovjYSRrc/SAU8jQYeHhCTy5OTgOq5JqVmToDHIMBrqHglJ9N39jMco9sXxSjreaas57WSMKo6E8ZKTZkj/nq+tQ6I/1O77sO6jvhL2r0vUK0tION/9xIRZIBjc/HR8BPxKu/RMeDBXuDeNrGY7OZP4sOiBuD5hphYnFqXuz6JVVx8dLGKKSkKuL0WiP1NuwjLseWzBGLXkE9uumBiDdTsKT78vwceHQXubAHubhdbkl3/XnxYeQNew4C6EwBrb4mDZobGyYRVHNlPgNhNwO11QPKFZ/MtagK1RwO1xgC29SQLr0qQKQDXYPHRYoVYL3VnC3A/TGw5dmUecOVbwK0nUH+SWHkv8EgXVQEnE2b8nkYDVxcBd7c+K7uXmQHu/YDab4kntkpUbl9hyE2Bmr3ER36m2NDh5mqxAv/BbvFhXQeo9664n8wcpY6Y6REnE2aciMQK4GsLxcp0NUd/8cTkNYxPTsZEYQl4DhYfqdeBGyvFK8j0W0DUh8A/n4v7rN5/AKcWUkfL9ICTCTMuylzgzmbg2iIg+aI4T5CLlbwN/ismE2bcbH0A/++AJl8BsZuBG8vFq8vb68SHS2eg8SyxaTarNDiZMOOQmwLcXAlc/wHIeiDOU1gBdcYDvlMAKy9Jw2NloLAC6r4N1BkHPPlLTCp3tgIJh8RH9Q5A49lA9Y7cUKIS4GTCpJWfJZ5kLs971irLogbg84HYKsjUQdr4WPkJAuAcID6afA1c/ha4/bPY3PhQJ8C5HdBollj3xUmlwuJmFkwaqnzg1s/A7vpA1EdiIrH1BdqsA/rEAn4fcyKpjKy8gFY/Ar1vAfUniw0pHp8AjnQFDgQAcXuL7v2SGT1OJsywiMT7E/Y2Ak6/DWTeF3vfbbMO6HEJqD1GbCXEKjcrD6DFUqDPbcBnithjceJp4FhP8Wrl6YVXboIZF04mzHDiDwN/tgZODBJb/Jg5Ac0XA73/FZMIN++teizdxMr6PjFAgw/FpPLoKLC/OfD3O+Ld9qxC4GTC9C/jDnCsL3C4s9grrcJKLCPvcxvwncrjaDDAwhVo9n9Ar2uA5xCxW5ybq4Bd9cR7jJS5UkfIXoGTCdMfVR5wZQGw20/sP0tQAPXfE8vLX5sjjsPB2POsvIB2W4Dg42Iz8LxU8T6VvY2A+7u4PsWIcTJh+vHoBLCvGRD9MaDMFO8p6HEBaPEDYOHy6vezqq16OyDkb6D1WsDcVRw5MqIPcKQbkB4jdXSsCJxMmG5lPwH+GgccbA+kXAbMqgFt1gOdjwJ2fhIHxyoUQQbUeUusU/P7RBz9Mv4AsLcxcH1Z4dExmaQ4mTDdIBK7gd/jK/bmC4g3HPa6JnbCyPcPsLIysQGazgN6XhZvdMzPAM69BxwKEockZkaBkwkrv+xHQERf4PRYICdRHCu9ywmg9SqjGoSKVXA2dYHOh4EWy8VGHI8igL2vAde+A1RKqaOr8jiZsPJ5sE8sdojbJRZDNJ0PdDsHOL8udWSsMhJkQP3/AD0uAi6dAGUWcH4acDBQbG7OJMPJhJVNfhZw9j3gaA/xysSuIRByBvCbzuODM/2zrgV0Ogi0+glQ2ABPTgH7mgLXl3KLL4lwMmGl9zQa+LMF8O8y8XX998VE4vCapGGxKkYQxP7bel4CXLsCymzg3PvAiTfEjkOZQXEyYSVHKuDqQuDPVkDKFbHJZsf9QIvvAYWF1NGxqsrKEwjaLw4pLDMRx6nf7y8O7cwMhpMJK5ncFPEu9qiPxJsR3fsCPf4B3EKkjowx8SrF533xZkdLT3FQrgMBwI2fuNjLQDiZsFdLvQ4caC0OwyozE8up2/8OmDtLHRlj2qq1BrpHAW69AFUOcGYicGokkJcudWSVHicT9nJxe8RirdTrgKW72OS37gS+b4QZLzNHoMNOoOkCcZTOO78Bf7YEki9LHVmlxsmEYfny5fD29oa5uTlat26Nv//+WywauPQ1Vs3uhY6zU2E7Xg6h/30ky+sWen9SUhJGjBgBW1tb2NvbY9y4cUhP51+CTEKCDPD7CAg+BljUBFKvicVeDw+UajNFHhsFsrOzMWnSJDg5OcHa2hoDBw5EQkKC1vvff/99+Pv7w8zMDE2bNtXFNzNanEyquK1bt2LatGmYPXs2zp8/jyZNmiAkJASPdvUB/vkcmTlAt06t8elnc4rdxogRI3D58mWEh4dj9+7diIiIwIQJEwz4LRgrhvPrYrFX9Q5AfprYlP3m6hK9tdhj45HYLf7UqVOxa9cuhIaG4tixY3jw4AEGDBhQaDtjx47FkCFDdPq1jBKxIqWkpBAASklJKdX7cnNzKSwsjHJzc/UUWfllZGRQWFgYZWRkUKtWrWjSpEmaZcrU2+TmpKB5Q0C02YToxioiIjpy5AgBoKdPn2pt68qVKwSAzpw5o5m3b98+EgSB4uLiDPJ9Krrn9wfTk/xsopNvEm2C+Ij6mEilLLTaS48NpZLc3Nxo3rx5lJycTCYmJhQaGqpZfvXqVQJAkZGRhbY7e/ZsatKkic6+TlnPM2U9r5UEX5lUYbm5uTh37hyCg4PFGcmXITvYDsF++Yi8bSZ2zlh3/Eu3ERkZCXt7e7Ro0UIzLzg4GDKZDKdPn9Zf8IyVhtwMCNgANP5CfH1lPnBiiHjzbREKHRsAZDIZgoODERkZiXPnziEvL09rua+vLzw9PREZGanPb2K0OJlUYYmJiVAqlXBxcQEeR4o9/WY9gIuzE+KpAeDc9pXbiI+PR/Xq1bXmKRQKODo6Ij4+Xl+hM1Z6ggA0ng0E/PrsfpRDnYoczVHr2HiOi4sL4uPjER8fD1NTU9jb2xe5vCriZFLFKJVARIQMERE18ddfBS2yHv8FHA4Gcp8CTm0A7+FiP1uMVUa1RgJB4YCpA5D4F/BnGyD136KPDVZiBkkmb7zxBhQKBQRBgLW1NdatW1fsuvb29hAEodDj+V+/KpUKgYGBkMvlEAQBjo6OCA8P1yxfsmRJkdsQBAEbNmzQ63c1Zjt2AN7eQPfu5li8uAVGjnQHIEfY6lBxAKsa3YDOB5HwJAWurq4l2qarq6umQlItPz8fSUlJJd4GYwbn0gHoGglY1wYyYrDjq/nw9swrfGyEabfOSkhIgKurK1xdXZGbm4vk5OQil1dFek8mH3zwAUJDQzFq1Cjs3LkTHh4eGDduHC5fLrrN97lz53DhwgXNIywsDADQp08fzTo9e/bE8ePH8fHHHyM0NBRmZmbo0aOHZse+/fbbWtu4cOECfHx8oFAo8Oabb+r7KxulHTuAQYOA+/efn2sKwB8LdjfHjtjFQOBOqGQWOHToEAICAkq03YCAACQnJ+PcuXOaeYcPH4ZKpULr1q11+h0Y0ylbH6BrJHZcnopB/7ca9x/In1tYcGwsOIQdO8Q5KpVKc2z4+/vDxMQEhw4d0rzj+vXruHv3bomPnUpH51X6L7CysqLGjRtrXufl5ZFMJqOQkJASvb9fv34EgBISEohIbFEhk8moZ8+emnXu3LlDAOi9994rchsZGRkkCAJ16tSpxHFXptZc+flE7u5E4s0jLz62EGBGjo7r6OLFKzRhwgSyt7en+Ph4IiJ6+PAhRUVF0erVqwkARUREUFRUFCUmJmq2361bN2rWrBmdPn2aTpw4QfXq1aNhw4ZJ9XUrHG7NJZ38fCL3mvkEKF9ybKwv8tiYOHEieXp60uHDh+ns2bMUEBBAAQEBWtu/ceMGRUVF0TvvvEP169enqKgoioqKopycnHLFbYytuRT6TFTp6enIyMhAz549NfMUCgW8vb1x4cKFEm1j37598PX11RRzRUREQKVSaV1heHp6ws7ODhEREUVuY/bs2SAifPvtt8V+TmpqKlJTUzWv09LSAACZmZlQKEr+Z8rPzwcAZGVlIS8vr8Tv06eICBnu3zcvZukQAI+RlDQbzZrFo2nT1xAWFgYbGxtkZmZi6dKl+OabbzRrBwYGAgBWrlyp2QerV6/GtGnT0LlzZ8hkMvTt2xcLFy5EZmamnr9Z5ZCdna31zAwnIkKG+3GvOjZmFXlsfP3111CpVBg4cCBycnIQHByM7777Tuv/fuzYsTh+/LjmdbNmzQAAV65cgZeXV5njLut5Rp/HpECkv17Qzp8/D39/f/z0009aN7G1atUKV65ceeVd0uvWrcPYsWOxdu1avPXWWwCAn376CRMnTkRUVJTWHaUeHh4QBAF3794ttB11InqxbP95HTt2xLFjxwrN/+2332BpafnSOI1dRERNLF7c4pXrTZt2FoGBcQaIiDHjUNWOjczMTAwfPhwpKSmwtbXV6bb1emVSXgsWLIC5ubkmkZTFmTNn8PjxY3z44YcvXe+PP/4odGXi5+eHoKCgUv3R8/PzceTIEQQFBZXqikafzMxkWLz41et16dIIgYF++g+IacnOzsbx48fRvn17mJsX9yuZ6UNFPTbKep55/hyna3o929WvXx8AEBMTozU/MTERNjY2L33vo0ePcO3aNfTv319rvo+PDwCxsuv5K5O0tDR4e3sX2s4nn3wCQRAwZ07x3YEAgK2trVbSUP/RLS0tS3Vlor7ktLCwgImJcYw42KUL4O6agbh4C1ARbS4EAXB3B7p0MYdcXsQGmEGYm5tX+KvgiqZLF/F/Py6u6J7qBajgXjPf6I6Nsp5n1MVj+qDX1lzW1tawsrLCnj17NPPy8/MRGxuLJk2avPS9n376KQBg/vz5WvMDAwMhk8mwceNGzbz79+8jJSVFU56vplKpEBERgebNm1fpg1R+bwu+HzoaACBA+4hRd/67ZAmM6mBhzBDkcuD778XpFzvCFqACACwZ/i7kWbGGDawC0nvT4HHjxuHixYsYP348du/ejcaNG4OIsHDhQgBAnTp1imxKFxoaCg8PD9SrV087YJkMXbt2xZ49e/DZZ59h+/btaNmyJRQKBebOnau17qJFi5Cfn19ofpVyfycQORIDWm7Htm9Xoaa79mJ3d2DbNqCI/ukYqxIGDBCPgZo1tee7uwPbPp2GAU3XAkdCgOwn0gRYUei8fVgRBg0aRHK5nACQlZUVrVmzRrPMzs6O6tSpo7X+3r17CQDNmzevyO0plUpq3749yWQyAkAODg60f//+Qut5eXmRjY1NmWKuFE2DEyKINpuKHdudfJNIpaT8fKJ9+7Jo2rQztG9fFuXnSx0k46bBxqHIYyPjPtHvnuIxtL8VUV661GESURVsGqwWGhpa7LIX7yAFgO7du4Ne0shMJpMV2wz4ebGxsSUJr3JKuwUc7w+ocgH3/kCbtYAgg1wOBAaqkJMTh8BAPy7aYqxAkceGZU1xfPnwdkDi38CJN4DAMLFvL6aF++aqjHKTgWO9gJxEwLEl0HYjIDOOlmWMVTh2DYAOuwG5BfBgL3B6PI8rXwROJpWNKg84MVgcWc7SXRy+VFF1Gx8wphPOAUC7/4nDAMdsAP6ZKXVERoeTSWVCBJx9D4g/CCisgA67AIsaUkfFWOVQsxfQapU4fflr4O42aeMxMpxMKpPrPwA3fwIgAG1/AxyaSh0RY5VLnbFAg4IboP8aAyQX3WFtVcTJpLKI2wNETROnm/0f4N7n5eszxsqmyTzApROQnyE2cslNkToio8DJpDJIuwWcGg6QCqgzHvCdJnVEjFVeMgXw+hbA0hNIuwFEvikee1UcJ5OKTpkDnBwC5KUCzq8DLZcXvpWXMaZb5s5A4A5AZgbE7QIufSV1RJLjZFLRRX8CJJ0DTB2Btpu5/TtjhuLoD7RaKU5f/EIsaq7COJlUZPf/AK4vEafbrAesPKSMhrGqp/YYoN67AAg4NQJIvy11RJLhZFJRZdwVW5MAgM9UwL23pOEwVmU1XwJUawvkpQCRowCVUuqIJMHJpCJS5QEnhwG5TwHHFkDT4keQZIzpmdwUeP03QGEDPD4JXP0/qSOSBCeTiuif2cCTU4CJLdBuq/jPzBiTjpUX0OIHcfriLOBptKThSIGTSUWTcAy4Mk+cbr0GsK4tbTyMMVGt0WKnqqo84NRIQJktdUQGxcmkIsnPAk6/LU7XGQd4DpY2HsbYM4IAtPoJMHcBUi4DFz6XOiKD4mRSkVz8Aki/CVi4Ac0WSR0NY+xF5s5iiQEAXFsMJByVNBxD4mRSUSSdA64VJJCWPwKmdtLGwxgrWs1eYk8UICBydJXpboWTSUWgygP+GgeQEvAcwv1uMWbsmi8W6zMz7wIXPpM6GoPgZFIRXF0IJF8Q73JXtxhhjBkvE+tnxV03fwSSzksbjwFwMjF2qdeBi3PEaf8lgHl1ScNhjJWQSxDgNUzsBPLMfyp9Z5CcTIwZqcTWW6ocoEY3wHuk1BExxkqj2UJAYQ0kngZur5M6Gr3iZGLM7mwBHp8QR01stZJ7A2asorF0AxoXlCxEfwzkJEkbjx5xMjFW+VlA9Axx2m+GeIctY6zi8XkPsGsI5CQCFz6VOhq94WRirK4vEVuCWHrwYFeMVWQyE6DlCnH65iog8Yy08egJJxNjlJUAXC7oMqXJN4DCQtp4GGPlUz2woM6TgDOTKmVlPCcTY3RxNpCfJvYI7D1c6mgYY7rQ7P/EnoWTzgD3tksdjc5xMjE2yZeBW6vF6eaLAYF3EWOVgoXrsyLrf2ZVunFP+ExlbKI+Ei+B3fsD1dtLHQ1jTJd8pwKmDkDqNSB2k9TR6BQnE2MSfxB4uE+ssGs6X+poGGO6ZmoH+H0sTl/8AlDmShqOLnEyMSbqO93rvgvY1pM2FsaYftSfLHZTnxED3F4rdTQ6w8nEWDw6Lt6gKDN99suFMVb5KKyAhgWdP176UrynrBLgZGIsLn8tPtd+S7xrljFWedWdIN5DlvUAuPGj1NHoBCcTY5B4Fnj4JyDIAb/pUkfDGNM3uRnQaJY4fWUekJ8hbTw6wMnEGKjHdPcaxmO6M1ZV1B4tHu85T4DbG6SOptw4mUgt5Qpwb4c47feJtLEwxgxHZgL4fCBOX/++wt8Vz8lEaupuU9z7A/YNpY2FMWZYtd8CTGyBtH+BB/ukjqZcOJlIKT0GuLNZnG5YeXsTZYwVw8SmYLx4ANe+kzaWcuJkIqWbP4njurt0BpxaSB0NY0wK9SeL3SYlHAKSL0odTZlxMpGKMvfZyGv1J0kbC2NMOtbegPsAcfraEikjKRdOJlK5HwZkPwIsagA1e0kdDWNMSr5TxefYTeJ5oQLiZCKVmz+Jz7XHia06GGNVV7UAwKkVoMqpsDcxcjKRQuq/QMJhAAJQ922po2GMSU0QnjUTvrW2QjYT5mQihZurxGe3Hjy2O2NM5N5fbCaceRd4FCF1NKXGycTQlNlAzHpxuu47kobCGDMiCgvA8w1xOuZXaWMpA04mhnZvB5CTCFi6A27dpY6GMWZMao0Sn++GAvmZ0sZSSpxMDE39i6P2OECmkDYWxphxcX4dsPIG8tOA+zuljqZUOJkYUk6SOJoiAHgPlzYWxpjxEWRArTfF6ZhfpI2llDiZGNL9nQDlA/aNAdv6UkfDGDNG3gXJJP4AkPVQ2lhKgZOJId3bJj57DJY2DsaY8bKtJ953Qiog9jepoykxTiaGkpsMxIeL056DJA2FMWbk1EVdd7ZIG0cpcDIxlPs7AVUeYNcQsGsgdTSMMWPm3l98TjpbYYq6OJkYyt2CIi5PLuJijL2ChSvg2FKcfrBX2lhKiJOJIeSmiJVpAODBRVyMsRKo2VN8jtsjbRwlxMnEEB7sAVS5gG0DHk2RMVYy6t7E4w8AyhxpYykBTiaG8LDgqqRmb2njYIxVHA7NxCEq8jOAR8ekjuaVOJnoG1FBD8EAXDtLGwtjrOIQZGJnsECFKOriZKJvaTeBzHvimCXO7aSOhjFWkbgVFHXF7RJ/mBoxTib6lnBIfK4WACgspY2FMVaxuAYDMlMgIwZIvSZ1NC/FyUTf4guSiQsXcTHGSsnEGnBuL04beb0JJxN9IhXw6Ig4zfUljLGycH5dfH58Sto4XoGTiT4l/yOOXaKwFsd3Zoyx0qrWVnx+wsmk6lIXcVUPFCvgGWOstKq1BiAA6beArASpoykWJxN9enxcfHYJkjYOxljFZWov9ukHGPXVCScTfUo6Lz6r+9hhjLGyUNebcDKpgnKeiPeXAIBDU0lDYYxVcOp6EyOuhOdkoidCcrQ4YV0XMLWTNBbGWAXnXJBMks4abT9dnEz0RHgaLU44NpM0DsZYJWBdBzBzFjuMfRoldTRF4mSiJ0JywQ53aC5tIIyxik8QxI4fASD5krSxFIOTiZ4I6l8PjpxMGGM6oB6hNfWqtHEUQyF1AJWRgjIhZNwUXzhwMRdjTAdsC5JJinEmE74y0QNbVYw4YekOmDtLGwxjrHIw8isTTiZ6YKOKEyfsGkkbCGOs8rD1E58z7ogDZhkZTiZ6YEkFXR5Y15Y2EMZY5WFeDTCrBoCAtH+ljqYQTiZ6YKl6JE5Y15I2EMZY5VJQbyIYYVEXJxM90FyZWHEyYYzpUEG9iZBmfANlcTLRA0uVupiLkwljTIdsfQEAQtoNiQMpjJOJruVnwBwp4jQnE8aYLlm6i89ZD6WNowicTHQtIxYAQCZ2gKmDtLEwxioX8xoAACHb+MY14WSiY0JBMoGVt5RhMMYqIwsxmSD7IUAkbSwv4GSiY0LmHQAAcTJhjOmahSsAQFBmQoFsiYPRxslE17LFZsFUcDnKGGM6o7ACFDYAADNKkjgYbZxMdC2voPLd1F7SMBhjlVTB1Yk5JUsbxws4meiYkJcsTpjYSxkGY6yyKqg3MaOnEgeijZOJruWKO5hM7BEREYHevXvDzc0NgiAgLCxMa9UdO3aga9eucHJygiAIiI6OLrS57OxsTJo0CU5OTrC2tsbAgQORkGB8LTkYYwZSUIRu/lwx1/Lly+Ht7Q1zc3O0bt0af//9t2bZ8+cQNzc3AMCjR4+0Nnn37l307NkTlpaWqF69Oj766CPk5+eXKixOJrr2XDFXRkYGmjRpguXLlxe5akZGBtq1a4f58+cXu7mpU6di165dCA0NxbFjx/DgwQMMGDBAH5EzxiqCgp7ITSkNALB161ZMmzYNs2fPxvnz59GkSROEhIRoEsbz55A9e/YAAEaOHKnZnFKpRM+ePZGbm4tTp05hw4YNWL9+PWbNmlW6uIgVKSUlhQBQSkpKqd6n2tWQaBMo795+rfkA6Pfffy/yPTExMQSAoqKitOYnJyeTiYkJhYaGauZdvXqVAFBkZGSp4npeRkYGhYWFUUZGRpm3wXSH94fxqBD74vx0ok2gG1v7UG5uLrVq1YomTZqkWaxUKsnNzY3mzZtX6ByiPq89fw7Zu3cvyWQyio+P12zjxx9/JFtbW8rJySlxWHxlomsFdSakgwr4c+fOIS8vD8HBwZp5vr6+8PT0RGRkZLm3zxirgOTm4hPykJubi3PnzmmdI2QyGYKDgxEZGVnkOQQAPDw8NOeQyMhING7cGC4uLprlISEhSE1NxeXLl0scFicTXctNFp91UAEfHx8PU1NT2Ntrb8vFxQXx8fHl3j5jrAKSWwAAZMjFkydPoFQqtRIB8OwcUdw5xNnZWXMOiY+PL/L96mUlxcP26pAyLx/HL7bAw+QacHZwRlBXQC6XOirGWGWihAWOX+mAS6mBqKYSpA5HwyBXJm+88QYUCgUEQYC1tTXWrVv30vWnTZsGMzMzCIIAc3NzzJkzR2u5SqVCYGAg5HI5BEGAo6MjwsPDtda5desWvL29IQgCBEFA/fr19fprfscOwLu2HEFfH8Xw5ZvRpYcjvL3F+WXl6uqK3NxcJCcna81PSEiAq6trueJljFU8O3YA3sHjEPT1Uby3dBaGDXMFIEdYmHYLT/U5orhzyOPHjzXnEFdX10ItRNWvS3We0VGVULHef/99AkBvvfUW7dy5k3x9fUkQBLp06VKR669cuZIAUI8ePWjXrl3Url07AkA7duzQrNOtWzcCQDNmzKDQ0FBydXUlhUJBT58+1axTrVo1Mjc3pzVr1tDy5cvJxMSEvLy8Shx3aSrgt28nEgQiQEVihzniQxDEx/bt5auA37Ztm2betWvXuAK+kuH9YTyMeV8Ud54BWhEwmbZvF9dTKpVUs2ZNrQp49TnkZRXwCQkJms/66aefyNbWlrKzs0scn96TiZWVFTVu3FjzOi8vj2QyGYWEhBS5voeHB1WvXr3QNho0aEBE4h9KJpNRz549Ncvv3LlDAOi9994jIqJdu3YRANqwYYNmnS+//JIA0Llz50oUd0mTSX4+kbs7vbBz1Y80AqLIxSWKANDixYspKiqK7ty5Q0REiYmJFBUVRXv27CEAtGXLFoqKiqKHDx9qtj9x4kTy9PSkw4cP09mzZykgIIACAgJK9B2KY8wHTFXE+8N4GOu+ePl5ZgsBZuTouJ4uXrxCEyZMIHt7e03rrOfPIUePHiUA1KpVq+e2nU+NGjWirl27UnR0NO3fv5+cnZ1pxowZpYpRr3Um6enpyMjIQM+ePTXzFAoFvL29ceHChSLf8+DBA/Tu3Vtrnr+/v+YmnIiICKhUKrz55pua5Z6enrCzs0NERAQAYPv27RAEAaNGjdKs8+GHH2LmzJnYunUrmjdvXuhzU1NTkZqaqnmdlia24c7MzIRCUfyfKSJChvv3zYtZehZAENRXkNOmTQMAjBgxAqtWrUJoaCgmTpyoWXvo0KEAgE8//RSfffYZAODrr7+GSqXCwIEDkZOTg+DgYHz33XfIzMwsNqZXyc7O1npm0uL9YTyMdV+8/DwzBMBjJCXNQrNm8Wja9DWEhYXBxsYGmZmZWucQ9ffauHGj5t1yuRy7d+/Gu+++i4CAAFhZWWH06NGYO3duqWLUazL5919x0PtatbQHiXJycir2Lm6lUgl3d3eteTVq1EBOTg4A4Pr16wAAHx8frXVsbGyQlCTeERoXF1coAZibm0MQBNy9e7fIz+3Tpw+OHTtWaP6RI0dgaWlZ5HsAICKiJoAWxSztCPGKEpg27SwCA+M0S8LDw+Hq6lrorvjnl6v16NEDPXr00Ly+ePEiLl68WGxMJXX8+PFyb4PpDu8P42Fs++Ll5xkAmAxgMt5/XzzPJCcnF3kOyczMxPDhwwu13vLy8sLevXvLFSO35irwxx9/FLoy8fPzQ1BQEGxtbYt9n5mZDIsXv3r7Xbo0QmCgny5CLbfs7GwcP34c7du3h7l5cb92mKHw/jAexrovdHWeef4cp2t6TSb169cHAMTExGjNT0xMhI2NTZHvkcvluH//vta8hw8fwszMDMCzK5Lr16+jadOmmnXS0tLg7e0NAKhZs2ahfmWys7NBRPD09Czyc21tbbWShvqPbmlp+dIrky5dAHd3IC6u6LFqBEFc3qWLudE1EzY3N3/pd2OGxfvDeBjbvtDVeaa0/W2Vhl6bBltbW8PKykrTHwwgfpnY2Fg0adKkyPe4ubnh1KlTWvPOnz+vKSoLDAyETCbTKvO7f/8+UlJSEBgYCAAYOHAgiEhrne+++w4AMGTIEN18uQJyOfD99+K0IGjvZaGgCfiSJXy/CWOs7CrEeUaHDQ6KpG4a/Pbbb9OuXbs0TYMvXrxIRES1a9emNm3aaNZXNw3u1asX7dmzhzp06FBk02BBEOjTTz+lbdu2Fds02MLCgtauXUsrVqzQa9NgIrHZnru7dpM9Dw/SNNczJsbaYqWq4v1hPIx9X2zfTuTumlrm80xZ+xwsCYN09Dho0CCSy+UEgKysrGjNmjWaZXZ2dlSnTh2t9adOnUomJiYEgMzMzOiLL77QWq5UKql9+/Ykk8kIADk4OND+/dodK968eZO8vLw0barr1aun1eT2VcryR8/PU9HhzzvRb5OGUvjuh5SfX+K3GpSxHzBVDe8P41ER9kX+P/9HRz7rQD+8/yWFh+eV6jyjz2RikAr40NDQYpe9eGcmACxevBiLX1LbJJPJNM2Ai1OnTh3ExsaWNESdkCsEdGzyD4TcJ8hr/THkcr5LnTGmW3JkoaPfMXgrzFCzw8dGU4TOHT3qWkFvwZoRFxljTJdU4r0iSphKHIg2TiY6RiZ24oS692DGGNMlpZhMVAInk8rN1EF85isTxpg+FPxQzYeFtHG8gJOJrhVcmQh8ZcIY04eshwCAbMFB4kC0cTLRNfWgWHxlwhjTh2xxKI1swV7aOF7AyUTHNMP15qVIGgdjrJIquDLJERwlDkQbJxNdK6gzEXKeSBwIY6zSUSmBnEcAuJir0iOLgh6PM4vunZgxxsos5zFAKhBkyBGK74BWCpxMdM1K7ENMyIiVNg7GWOVTUMQF8+qAYCR3KxbgZKJjZOUtTmTeB1R5ksbCGKtkCirfYe7y8vUkwMlE18xdoYQpBKiADC7qYozpUMGVCZnXkDiQwjiZ6JogIFOoLk5nxLx8XcYYK420mwAAsix6XCYpcTLRg0xZQTJJ52TCGNOh1Kvis62vtHEUgZOJHmQKBeWZnEwYY7qUcgUAQLYNJA6kME4mepAhK0gm3KKLMaYrylwg/RYAgPjKpGrIFArGMUm9Lm0gjLHKI+0GQEpAYQOYu0kdTSGcTPQgReZdMHFJ/DXBGGPlpa4vsWvwbOB3I8LJRA8yBRdxXBNVLpB6RepwGGOVQYq68t346ksATib6IQgg+2bidFKUtLEwxioH9Q9TOz9p4ygGJxM9IYem4sTT85LGwRirJFIui898ZVK1kH1TcSKJkwljrJzy0p4lE0d/aWMpBicTPdFcmSRfELuNZoyxsko8DZAKsPICLI2vJRfAyUR/bHwAuQWQnyE26WOMsbJ6fEp8rtZW2jhegpOJvghyQH11knRO0lAYYxXck4Jk4vy6tHG8BCcTfXJsKT4/PiFtHIyxiotUwJNIcZqvTKoo107ic8IhaeNgjFVcKZeBvFRAYQXYN5Y6mmJxMtGn6h0AQSbWmWTckzoaxlhFpK4vcWoNyBTSxvISnEz0ydQecGwhTiccljQUxlgF9cT4K98BTib659JZfI7noi7GWCkRAQlHxGkjrnwHOJnon2tBMkk4JP5jMMZYSSVfBDLvibcZVO8gdTQvxclE36q1BWRmQNYD7pKeMVY6D/aIzy6dAIWFtLG8AicTfVNYAM4FZZ1cb8IYK4243eJzzV7SxlECnEwMQV1v8vBPaeNgjFUc2U+e3V/i1lPaWEqAk4khqH9VPPxT7LCNMcZe5eF+AATYvwZYeUgdzStxMjEE+9cAm3qAKufZZStjjL1MBSriAjiZGIYgAJ6Dxel726SNhTFm/FR5BVcmANw4mbDneQwSnx/sBfLSpY2FMWbcHp8A8lIAs2qAUyupoykRTiaG4tAUsK4DKLOfNfdjjLGixP4mPtfsA8jk0sZSQpxMDOX5oq67XNTFGCtGfhZw93/idK1R0sZSCpxMDMlTXdS1Rxw0izHGXhT3h9hLsJUXUL291NGUGCcTQ3JoDljVApRZQBwXdTHGihDzi/jsPVLsdbyCqDiRVgaCAHgNEadvr5M2FsaY8clKeHZzc603pY2llDiZGFqdceLzwz+B9BhpY2GMGZc7mwFSimOX2PpIHU2pcDIxNJu6gGsXAATcXC11NIwxY6Iu4qpAFe9qnEykUPcd8fn2WvHmJMYYS74EPI0CZCbPisMrEE4mUnDvA5i7AtkJwP2dUkfDGDMGN1aIz269ADMnaWMpA04mUpCZAHXGitM3f5I2FsaY9HKSgNsbxGmf96SNpYw4mUilzngAAhB/EEi7KXU0jDEp3VoNKDMB+yZA9Y5SR1MmnEykYu0N1AgRp2+ukjQUxpiEVHnA9aXitO9U8RaCCoiTiZTqTRSfb64W73hljFU9d7cBWXGAuQvgNVTqaMqMk4mU3HqJbcnzkoEbK6WOhjFmaETAte/E6Xr/AeRm0sZTDpxMpCSTA36fiNPXFosdvDHGqo4nkUDSGUBm9qykooLiZCI17xFih27ZCcCtn6WOhjFmSOqrEu8RgHl1aWMpJ04mUpOZAA2mi9NXFwDKXGnjYYwZRsoV4N52cdp3iqSh6AInE2NQ+y2x8i3zHhC7SepoGGOG8M8sAAS49wfsG0sdTblxMjEGCgvA97/i9JVvAZVS2ngYY/qVdL7gqkQAXpsrdTQ6wcnEWNSbCJg6AGn/Prv0ZYxVThc+F5+9hgH2jaSNRUc4mRgLExug/vvi9D8zuQNIxiqrxyeBh/sAQQ68NkfqaHSGk4kxaTANMHMWr05ucJ9djFU6RM+uSmq/JQ5JUUlwMjEmJrbPyk8vfQHkJksZDWNM1xIOAY+OAjJToNFMqaPRKU4mxqbO24CdH5CTCFz+WupoGGO6QgRc+EycrjsRsPKUNh4d42RibGQKoNlCcfr6D0D6bWnjYYzpRuxGIPFvQG4JNJwhdTQ6x8nEGNXoJg7tq8oFoj+ROhrGWHnlJgNRH4rTjWYCFq6ShqMPnEyMkSAAzRcBggy4Gwo8PiV1RIyx8vhnNpD9SOzY1Xea1NHoBScTY2XfGKhdMBrj+akAqaSNhzFWNk+jgRvLxOkWywC5qaTh6AsnE2P22peAwlosZ/13hdTRMMZKi1TAmUnis+cbgGuw1BHpDScTY2bhCjSdL05fmAFk3JE2HsZY6cT8Ajw5BSisxKLrSoyTibGrNxFwbgfkpwN/TxSbFzLGjF/uUyCqoEfwRrMBS3dp49EzTibGTpABrdeIg+c83M+9CjNWUUR9DOQ8BmwbAD4fSB2N3nEyqQhsfYDGs8Tpcx+IrUIYY8Yrbg9wa7U43fLHSlvp/jxOJhVFg48A+yZAbhJw9n2po2GMFSf7CXB6nDjtMwVw6SBpOIbCyaSikJkAbX4uuPdkK3D/D6kjYoy9iAg48444DLedH9DkG6kjMhhOJhWJoz/gW3AX7d8TgKwEaeNhjGmL+RW4twMQFEDARnHguyqCk0lF0/gLwK6h+MsnciTfzMiYsci4C5x7T5xu/AXg2EzScAyNk0lFo7AA2v0PkFsA8QfFYX4ZY9IiFRA5GshLBZzaAH4fSx2RwXEyqYjs/IAWy8Xpf2YBj05IGw9jVd21xeI4JXJLoO2vYu/fVQwnk4qq9hjAeyRASuDUMHH8E8aY4SUce9a7d/PFlWr0xNLgZFJRCQLQcgVgUx/IvA9EjuG74xkztMz7wMk3xB91XsOBuhOkjkgynEwqMhMboN1W8e74B7uB60ukjoixqkOZAxwfJN5EbP8a0Hq1+COviuJkUtE5NBUvrQGxH6CEY5KGw1iVce59IPE0YOoABP4OKCyljkhSnEwqg3rvAl5DAcoHjg8A0m5KHRFjldvNNcDNVQAEoO1vgHVtqSOSHCeTykAQgNZrAadWYncrx3qJPZYyxnTvyWng7CRxuslXgFs3aeMxEpxMKguFBRC4E7D0AFKvi2W5qrxXvi0iIgK9e/eGm5sbBEFAWFiY1vIdO3aga9eucHJygiAIiI6OLrSNVatWoWPHjrC1tYUgCEhOTtbNd2JMQkUeG1kPgeMDAVUuqGZfzNqShRo1asDCwgLBwcG4ceOG1jaSkpIwYsQI2Nrawt7eHuPGjUN6ero0X0jPOJlUJhauQIfd4uiMCYeBs5Nf2cIrIyMDTZo0wfLly4td3q5dO8yfP7/YbWRmZqJbt2749NNPyxU+Y8ak0LGRlwEc6Q5kxQG2Plhwshl+WLoUK1euxOnTp2FlZYWQkBBkZ2drtjFixAhcvnwZ4eHh2L17NyIiIjBhQiVt8UWsSCkpKQSAUlJSSvW+3NxcCgsLo9zcXD1FVgL3dxFtEog2gejq4kKLMzIyKCwsjDIyMrTmA6Dff/+9yE3GxMQQAIqKiir2Y48cOUIA6OnTp+UIvuopbn8ww3vpsfFFQ/GY2u5CqtSb5OrqSv/3f/+nWSc5OZnMzMxo8+bNRER05coVAkBnzpzRrLNv3z4SBIHi4uLKFWdZzzNlPa+VBF+ZVEY1ez0bIvT8f4H7u6SNh7GKTKUUn1MuAwoboOM+xDwWEB8fj+DgZ2O629nZoXXr1oiMjAQAREZGwt7eHi1atNCsExwcDJlMhtOnTxv0KxgCJ5PKymdKwQ1UBJwcAjyKkDoixioeIuD8FHFakAOBYYBjM8THxwMAXFxctFZ3cXHRLIuPj0f16tW1lisUCjg6OmrWqUw4mVRWggC0WAa49QSUWcDRnsCT01AqgYgIGSIiaiIiQgalUupAGTMORR4bV74F/l0mruAzBXDtJGWIRk2vyeTWrVvw9vaGIAgQBAH169d/aUY+ceKEZt0XH9OmTdOsFxkZierVq0MQBMhkMrRs2VKr0qtu3bpFbsPc3FyfX9f4yEyA9tsAl85Afjp2fLsM3p656N7dHIsXt0D37ubw9gZ27JA6UMaktWMH4O0N7WPDPQM71px5tlL1dppJV1dXAEBCgvaYQgkJCZplrq6uePRIe4jt/Px8JCUladapTPSaTNq0aYOEhASsWbMGy5cvR2xsLNq0aVPs+q1atcKFCxe0HkFBQQCA6dOnAwByc3MRFBQEpVKJLVu24IsvvsC5c+fQqdOzXwyHDx/W2sbff/8NQRBe+tmVltwc6LATO67PwKBFG3D/gXZvpnFxwKBBnFBY1bVjh3gM3L+vPT8u3gKDlmzDjoe/FHpPrVq14OrqikOHDmnmpaam4vTp0wgICAAABAQEIDk5GefOndOsc/jwYahUKrRu3Vo/X0ZCeusneffu3Xjy5Ak2bNiAUaNGARDbXM+cORPnz59H8+bNC73H1NQUr732mta8v/76C/Xq1dNk8m+//RY5OTk4e/YsGjVqBAC4du0aNm/ejPT0dFhbW8PT0xOenp6abcyYMQNEhK+//lpfX9eoKQUrfPDzVxAbCWv/fiBKB3AT//mP+DomJgbR0dFwdHSEp6cnkpKScPfuXTx48AAAcP36dQDiry71PomPj0d8fDxu3hTvvL948SJsbGzg6ekJR0dHA3xDxspGqQQ++KDoFvSETAD/4j//J55nXjw2pkyZgq+++gr16tVDrVq1MHPmTLi5uaFfv34AgAYNGqBbt24YP348Vq5ciby8PEyePBlDhw6Fm5ub4b6kgegtmWzfvh2CIGgSCQB8+OGHmDlzJrZu3VpkMnnRxo0bkZWVhf/+97+aeQcPHoS5ubkmkQDAxIkTsXnzZuzatQvDhg0rtJ21a9fC0dERr7/+erGflZqaitTUVM3rtLQ0AOI9FApFyf9M+fn5AICsrCzk5b36pkFDiIiQ4X5ccUV8ZwEEQX21ri5OHDFiBFatWoXQ0FBMnDhRs/bQoUMBAJ9++ik+++wzAMDSpUvxzTfPxroODAwEAKxcuRJvvvmmbr9MJaQuon2+qJYZRkSEDPfvl+3YmDx5MpKTkzF+/HikpKQgICAAv//+O1QqFTIzMwEAq1evxrRp09C5c2fIZDL07dsXCxcu1Cwvq7KeZ8r7uS8jEOmn3/KuXbvi6NGjyM3N1Zovk8kwZMgQbN68+ZXbaNSoEW7cuIGcnBzNvAYNGuDx48d48uSJZt6TJ0/g7OyMOXPmYNasWVrbOH/+PPz9/TFlyhR89913xX5Wx44dcexY4U4Sf/vtN1haVuwO3CIiamLx4havXG/atLMIDIwzQESMGYeqdmxkZmZi+PDhSElJga2trU63XeorkzZt2ryyjfSePXvKHJBaUlISLl++jF69epVrOzNmzIAgCPjyyy9fut4ff/xR6MrEz88PQUFBpfqj5+fn48iRIwgKCirVFY0+mZnJsHjxq9fr0qURAgP99B8Q05KdnY3jx4+jffv2Va+RiMQq6rFR1vPM8+c4XSv12W7dunWIiYl56TqBgYEIDQ3VXIqpZWdng4i06jOKo+6aY8GCBVrznZ2dERsbqzXvypUrAIB69eppzVepVDhy5AiaNm0Ka2vrl36era2tVtJQ/9EtLS1LdWWivuS0sLCAiYlJid+nT126AO7uYmV7UdehAlRwd8tFly7mkMsNHx8TmZubV/ir4IqmSxfA3TUNcfFWoCLaIwmCeOwY27FR1vPMi+dkXSp1MmnQoAEaNGjwyvUGDhyI9evXY+PGjRg5ciQAaIqZhgwZ8sr3b9myBTVr1iz0WcHBwTh+/DguX76Mhg0bAhA7GgSAnj17aq37ww8/IC8vDzNnznz1F6vE5HLg++/FFiuCoJ1QBKgAAEuGjoH84QjAvbdEUTJmYESQX/kS3w+NxqAl2yAIBKJng1upx7lasgRGlUiMls47aHlOtWrVyMLCgtauXUsrVqwgExMT8vLy0iw/c+YMmZqa0tq1a7Xed/DgQQJAX375ZaFt5uTkkJmZGTk5OdHWrVvpq6++IkEQKCAgoNC6tWrVIisrqzLFXqH75irG9u1E7u5EYjoRHx7uSto+52uxz6Hf5ES31ksdZpXDfXNJID+H6NRo8f9+E2j7os3k7q7SPjY8xGPGGBlj31x6LdT/66+/0LlzZ4wdOxaAWAwVEfGsW4/s7Gzk5uYiJSVF630zZ86EXC7HJ598UmibpqamOHToEPr3748hQ4ZAEAQ0b94chw8f1lrv7t27iImJ4dZEzxkwAOjbFwgPz0Z4+CV06dJIvHwXPgJO/wvEbAD+GgPkPAEa/PeV22OsQsp9KnYjn3BE7CKlxTIMqDcUfT8o4tjgK5IS02syqVOnTqH6jee1a9cOVEQh/qlTp1663ddff73QnaUv8vT0LHLbVZ1cDgQGqpCTE4fAQL+Cg8UEaLMWMKsGXFsERH0IZN4Dmi0EZMbRiIAxnUi/LXYtlHpNHKqhXahmcKuijw1WUtw3FxMJMqD5QqBpwbgl178HjoQAOYnSxsWYrjz5C/izjZhILN2BLid4lEQd4mTCtPlNB9pvBxRW4gBb+1sAT/+ROirGyufuNuBQEJDzGHBoBnQ9DTg0kTqqSoWTCSvMYwDQ9S/AujaQEQscCADuhkodFWOlp8oHLnwOnBgMKLMBt15AcARgWfm6M5EaJxNWNPtGQMgZwLUroMwETrwBXPjs2UBBjBm7rIfA4S7A5YI++eq/L45HYvLye85Y2XAyYcUzcwQ67gEafCi+vvwNENEXyE2WNCzGXin+MLCvGfDoqFjR3nYz0OJ7QMa16vrCyYS9nEwBNPs/IGCj2J39gz3A3iZAQuF+zBiTnEoJXJwLHA4GshMA+8ZAt7OA91CpI6v0OJmwkqk1AuhyErCuA2TeFSszo2cAytxXv5cxQ8h+BBztDlycDYCAOuPEinZbH6kjqxI4mbCSc2wOdI8WD1KQOKTpgQAg5ZrUkbGq7mG4WKwVHw7ILYE2G4DWawCFhdSRVRmcTFjpmFiLB2n77YCpI/D0PLC/OXBjZdG9SDKmT7kpwOm3gSNdgawHgG0DoNsZoPaoV7+X6RQnE1Y2HgOAHhcB12BAmQWceRc41kcsamDMEOL2AnsaArd+Fl/Xf09MJHbG01V8VcLJhJWdpRsQ9CfQfDEgMwUe7AZ2NxAPblJJHR2rrHKfApFjgGM9gaw4wLqueO9Iix/Em22ZJDiZsPIRZIDvVPGeFPsmQG6SWOxwMBBIvih1dKyyuf+HeDUSswGAAPhOA3pcAKq3lzqyKo+TCdMNh9fEJpjNFom/Dh+fBPY1B6I+BvIzpI6OVXQZd4ETQ8X7nLIeii20upwEmi8CFDygmDHgZMJ0R6YAGkwDel4V61QoH7i6ANjtJ/6iZKy08jOAf2YDu32Bu1vFK+EG04FuUYBzgNTRsedwMmG6Z+UhtvbqsAuw8hLvS4noC0T0A9JuSh0dqwiIgJhNwC4f4NJcsZFH9UAg5CzQbD43+TVCnEyY/tTsBfS8DPh9AggK4P5OsYL+73fFogrGivLkb+BAWyBypFjBbuUNtNsGdD4KODaTODhWHE4mTL8UVkDTeeLNjm49xKKvmyuBP+oA0Z9yP1/smYy7wKlRwIHWQOJf4v9Ok2+AXlcBz4HPBmVnRomTCTMM+4Zip5HBx4BqAWKxxZV5wB+1gSsLgPwsqSNkUkmPAU5PAHbVBWJ/FefVHgP0vgE0nCH2CceMHicTZljVA8VWOIE7AbuG4j0D0R+LJ5KbqwBljtQRMkNJuwn8NRbYVQ+4tRpQ5QEuncRm5m3WARY1pI6QlQInE2Z4ggC49wG6XwDarAcsPcWuMP5+B/ijFnD5WzHJsMop9ToQOVpsoXV7HUBKcdyc4ONA50OAUwupI2RlwMmESUcmB2qPBnr/CzRfAli4iRXzF2YAYR7AuSlAeqzEQTKdeRoNnBwB7PEDYn4Rk4hbD6BrJNDpT6B6O6kjZOXAyYRJT24G+H4A9IkRe3u1byzeX3D9e2BXHfFmtcSzUkfJykKZA8RsFFtn7WsG3PlN7GqnZh+xOKvjHqBaG6mjZDqgkDoAxjTkpmJvr7XeFLsSv7pQfL67VXxU7wDUfQdw78f3GRi7jDvAjZ+AW2uAnMfiPEEBeA4SbzrkJr6VDicTZnwEAajRVXw8vSAmlTtbgEfHxIeJPeA9DKj9FuDYgpuMGgtSAfEHgX+Xi51+qjv7tHQXfwTUeRuwcJU2RqY3XMzFjJtDE6Dtr0Cf20CjmWJlfV4ycONH4M9WwN7GwNXFlaLr+xMnTqB3795wc3ODIAgICwvTWk5EmDVrFmrUqAELCwsEBwfjxo0bWut8/fXXaNu2LSwtLWFvb6//oInEupDoT8Rm3kdCgLg/xETi0hlov0Msvmz0OSeSSo6TCasYrDyA1+YCfWOATuGA13Dx/oOUy0DUf4Hfa4rdtdz5H5CXKnW0ZZKRkYEmTZpg+fLlRS5fsGABfvjhB6xcuRKnT5+GlZUVQkJCkJ2drVknNzcXgwcPxrvvvqvfYFOuAv98AexpINaFXJkvFm2Z2IrjivS8CnQ+CHj0F/tsY5Ue72VWsQgycUAu12Dx7vk7W4Hba4HEv8XuWu7vFMdWcQkC3PuKFb2WNaWOukRCQkLQv3//IpcREZYsWYLPP/8cffv2BQD88ssvcHFxQVhYGIYOHQoAmDNnDgBg/fr1ug8w/baYrO9sAZIvPJsvNwfcegJeQ8XWWdyLb5XEyYRVXKb2QL13xEfKFbG56f0w8T6Gh3+KjzP/EetV3PuKD7tGFbKOJSYmBvHx8QgODtbMs7OzQ+vWrREZGalJJjqVly7WUT38E4g/IP5d1QQFUCNETCDufcQrElalcTJhlYOdH9D0W/GRcg2IK7hKefIXkHRWfPwzU+w00KUj4Bwo3o1vXbtCJJf4+HgAgIuLi9Z8FxcXzbJyI5VY//HwgJg8Hp8Q70pXE2RA9SAxgXgMAMwcdfO5rFLgZMIqHztf8eH3MZAVD8TtFq9Y4g8CGbHA7fXiAxBvlHRuLyaW6oFiUhIMV5WoVAIRETJERNSEmZkMXboAcrmBPjwvDUg6JxYRJp4Rr0LUzXjVrLzFK5AaIWLRoam9gYJjFY3ejpqytCopSWuVpKQkjBgxAra2trC3t8e4ceOQnp6utc4///yD9u3bw9zcHB4eHliwYIGuvharaCxcgbpvAx13AwOfAB32iF3iV2sLyEzEblzubgXOThJbhm13Bo50B6KmAzG/ir/U9dRf2I4dgLc30L27ORYvboHu3c3h7S3Of5Grq9gSKiEhQWt+QkKCZtlLKbOBJ6eB68sKujLxA0LtgENBYt9o97aJiURhLdYztVgmdrTY5zbQaqVYkc6JhL2E3q5M1K1KAgIC8PPPP5foPerWKhs2bECtWrUwc+ZMhISE4MqVKzA3F3sOHTFiBB4+fIjw8HDk5eXhrbfewoQJE/Dbb78BAFJTU9G1a1cEBwdj5cqVuHjxIsaOHQt7e3tMmDBBX1+XVQQm1kDNHuIDEHsqTjwNPIoAHh8HHp8Sx7B/uF98qAlywKa+eGe+XSPx2aYuYOkh1hWUoZhsxw5g0CCxZe3z4uLE+S+qVasWXF1dcejQITRt2hSA+L9++vTpZy23VEog8x6QfhNIOCwmkGN9gLQbQPot7SIrNUtPwKkV4NRS7M25WhsxyTJWSnpLJqVtVVKS1ipXr17F/v37cebMGbRoIXYGt3TpUvTo0QMLFy6Em5sbNm3ahNzcXKxduxampqZo2LAhoqOjsXjxYk4mTJvCQqw/cekovlblAUnngadRQPLFZ4+8ZCD1qvjA/17YhrWYVCzdn3sueJg6iMtNbMRnhTUgM4VSJeCDDwonEiAdRM9Gorx1KwbRUVFwtDWFp4sFpowfiK++nI16NvdQy0WBmUv+gJuTKfo5/gLsngOk38bdR7lISgfungeU+UD0yV0AgLqugLVdNcCxpZg41AnEvLp+/rasyjGaOpOStFaJjIyEvb29JpEAQHBwMGQyGU6fPo3+/fsjMjISgYGBMDU11awTEhKC+fPn4+nTp3BwcCjy83NycpCT86w4IzVVvFchLy8PeXlF/KIrhnrd0rzH0PLz8zXPxhynJOyaiw81IiArDkLKpWeP1MtAxl0IeU+B/PTnEs2rkaBAxPUQ3L+/u4ilZwEEaV59+OE0AMDo9sD6icB0HyCjEzBh+vdIzgTa1Qf2TwPMn+zTvGfWdgEbIp5lqWafic/huzaiQ9fBha+ieP9rqSjHRlnPM/r8TkaTTErSWiU+Ph7Vq2v/klIoFHB0dNRap1atWoW2oV5WXDKZN2+e5mrqeQcOHIClZenbzYeHh5f6PYZ25MgRqUOoYPwKHgBMAblJNswpERb0BBaqRFhQoua1OSXChDKhoGzIkQUFcgEAAuUj/olNMdvvCOBZIvht0jAMa7sFAJAPM+TKbDHtDRtMHmKLHNgiVxAf0YIdMmUuyBBqoP/Uaug/rXANfoYS2LtvX6H5rGgV5dgo7XkmMzNTT5GUMpl88sknmD9//kvXuXr1Knx9fcsVlBRmzJiBadOmaV6npqbCw8MDXbt2ha1tydvQ5+XlITw8HF26dIGJiXGWPWdlZeHIkSMICgqChQV3mKhvBCCPlGJPyPnpcLZWAUXf5K7Fudv/IS9wHmDiACgsYQLABICVnuOtyirKsVHW84y6xEUfSpVM/vvf/2LMmDEvXad27dplCuT51io1ajwbYS0hIUFT4ejq6opHj7T7YMrPz0dSUpLm/a6urkW2eHn+M4piZmYGMzOzQvNNTEzKlBTK+j5DUF/qKhQKo42x8jEBTM0BOCGoJ+DuLla2F643KRg7zB0I6u5uuGbCDEDFOzZKe57R53cqVTJxdnaGs7OzXgIpSWuVgIAAJCcn49y5c/D39wcAHD58GCqVCq1bt9as89lnnyEvL0/zhwsPD4ePj0+xRVyMGZJcDnz/vdhqSxC0E4q6SmPJEgPeb8KYDujtPpO7d+8iOjoad+/ehVKpRHR0NKKjo7XuCfH19cXvv/8OABAEAVOmTMFXX32FP/74AxcvXsSoUaPg5uaGfv36AQAaNGiAbt26Yfz48fj7779x8uRJTJ48GUOHDoWbmxsAYPjw4TA1NcW4ceNw+fJlbN26Fd9//71WERZjUhswANi2Daj5Qrdh7u7i/AEDpImLsbLSWwX8rFmzsGHDBs3rZs3EwXCOHDmCjh07AgCuX7+OlJQUzTrTp09HRkYGJkyYgOTkZLRr1w779+/X3GMCAJs2bcLkyZPRuXNnyGQyDBw4ED/88INmuZ2dHQ4cOIBJkybB398f1apVw6xZs7hZMDM6AwYAffsC4eHZCA+/hC5dGqFLF3O+ImEVkt6Syfr16195jwm9UGAsCALmzp2LuXPnFvseR0dHzQ2KxXnttddw/PjxEsfKmFTkciAwUIWcnDgEBvpxImEVFo9nwhhjrNw4mTDGGCs3TiaMMcbKjZMJY4yxcuNkwhhjrNw4mTDGGCs3o+no0diomy2Xti+bvLw8ZGZmIjU11Wi7Y8jMzNTEqO4llUmH94fxqCj7oqznGfX57MXbMnSBk0kx0tLSAAAeHh4SR8IYY7qVlpYGOzs7nW5TIH2kqEpApVLhwYMHsLGxgVCKkfTUvQ3fu3evVL0NG1JcXBz8/Pxw5coV1HyxPw9mcLw/jEdF2RdlPc8QEdLS0uDm5gaZTLe1HHxlUgyZTAZ3d/cyv9/W1tZok4n6UtfGxsZoY6xKeH8Yj4q2L8pyntH1FYkaV8AzxhgrN04mjDHGyo2TiY6ZmZlh9uzZRQ60ZSxsbW3RoUOHCnEZXxXw/jAeFWVfGON5hivgGWOMlRtfmTDGGCs3TiaMMcbKjZMJY4yxcuNkwhhjrNw4mTDGGCs3TiaMVSAqlUrqEKq8pKQkqFQq3hcv4GTCXik8PBxffPGF1GFUWbm5uZppXfenxEpn586dqF27Ns6fPw+ZTGbUCUV914eh7v7g+0wkFBcXh/Pnz8PMzAxubm5o1KiR1CEV8vvvv2PgwIEwNzfH5cuXUatWLalDqlL27t2LKVOmICcnBxYWFtiwYQNatmzJSUUC//vf/zB06FAQEZo3b45z585JHVKRkpKSkJ2djbS0NPj4+GjmE1GpOq0tNWKS+Oeff6hGjRrUpEkTqlatGnl6etK8efOkDkvL1q1bCQDZ2dmRIAi0du1aIiLKy8uTOLKqYe/evQSAvLy8qHbt2mRpaUmCINCYMWPo9u3bUodXpaiPhRYtWlBAQABZWVlRQkICEREplUqJo3vmwoUL1KhRI/Lx8SFbW1saMWIERUZGaparVCq9fTYnEwkkJSWRn58fTZ06ldLT0yk6OpoWLVpECoWCJk2aRLm5uVKHSFu2bCEA9PrrrxMRkYODAzk5OdHTp0+lDayKUCqV5OfnRzVr1tSa7+fnRzKZjAYNGkRxcXESRVe1/PrrrwSA2rZtS0REhw4dIgA0aNAgiSPTdv/+fapZsyZ9/PHHdOTIEfrzzz/Jx8eH2rdvT7/88otmPX0lFE4mEnj48CE1bNiQTp06pTU/LCyMLCws6KOPPpIoMpH6YGndurVmXv/+/cnExITCwsKIiK9ODKF27dpUu3ZtIiLKyMjQzG/atCkJgkDffPMNERnXL+PK5unTp+Tk5ETNmjUjIqKcnBzKy8sjX19fcnR0pEuXLkkc4TN79+4lHx8fevLkiWbegwcPqFevXtSuXTvatm2bXj+fC14loFQqcePGDdy+fVtrft++ffHzzz9jyZIl2LRpk0TRAadPn8aoUaPw119/aeatXLkSKpUKn376KQBAoeChcPTN2toa9+7dAwBYWlpqxtqIioqCm5sbZs+ejczMTK4/0SNra2scOHAA58+fBwCYmppCoVCgR48eSEpKwpEjRwAYTyu7zMxMpKSkABAbbtSoUQOrV6+GiYkJfvzxRyQmJgLQU6W8XlMVK9bEiRMpICCAzp49q5mnUqkoIyODxowZQyNHjqTc3Fy9lnGWVE5ODhER9evXj0xNTWnHjh0SR1Q1REVFkUKhIE9PT828xMREIiLatWsXyWQy+uGHH6QKr8rJy8vTugqsXr06OTg4aOpOpBYbG0s2Njb0xRdfaOapi8zv3LlD1tbWtGTJEr19Pv+kMYAnT57g1q1b+OeffzTzBg8eDJlMhh9++AEXL14EAAiCAEtLS7i4uODff/+FXC7Xb+uL59y5cwfR0dE4ffp0oWWmpqYAgDfeeAN5eXnYvn07AOP5NVYZHDp0CP369UOrVq0wd+5cXLp0CU2bNsVbb72F+Ph41K9fHwDg6OgIALCwsIBMJoO1tbWUYVdKRe0LoPDVeFBQENLS0jRX8Pn5+QaNMzs7G5mZmZrXXl5eWLhwIb788kusWbMGgBizUqmEp6cngoKCcP36df0FpLc0xYhIbF3RoEEDqlWrFrm6ulJQUBD9888/RES0efNmat68OQ0ZMoROnDihec/kyZNp4MCBlJWVZZAYQ0NDydLSkhQKBZmampKXlxf9+++/muXP/xpr3rw5mZiY0Llz5wwSW1WwY8cOEgSBbG1tycrKigCQh4cHLVq0iIiIhg0bRgqFghwcHGjPnj0UFhZGgYGBJJfLeT/oWFH7wsvLi+bMmaNZR32lnpOTQwqFgurUqWPwOC9evEhBQUHk7+9PrVq1omXLltGDBw+IiOijjz4ihUJBy5cv13pPt27d6OOPP9ZbTJxM9CguLo48PT3p008/pZMnT9KRI0eoWbNm5O3tTaGhoUREtH37durRowfZ29tT165dKSQkhGxtbenChQsGifHUqVMkk8moVatW9Pnnn9O4ceNIoVCQmZkZrVmzRpNI1M/fffcdCYJAn3zyiUHiq+wSExOpevXq9Nprr2lOUl9++SU5OTmRnZ0dffXVV0REtHDhQk3TYBMTE1IoFLRx40YpQ690XrYv7O3tafr06Zp11Q0iOnToQFZWVnTv3j2DNYS4desWOTg40Pjx4+mXX36h4cOHU/Pmzal37950584dUiqVNGvWLBIEgYYOHUoffvghvfvuu2RtbU1Xr17VW1ycTPQoIiKC6tevT3fu3NGa37dvX6pTpw7t2bOHiIiuX79OmzdvprfffpvmzJmj1x3+opkzZ5K5uTndvHlTM+/evXtkZWVFJiYmmvoR9cFFRFSzZk3av3+/wWKszHJycsjCwoKCg4O15q9evZpcXFzIycmJfvvtN838FStW0LZt2wz2Y6Mqedm+cHV1pWrVqtGaNWu0lu3cuVOrVMEQli1bRl27dtWat3HjRurYsSMFBQXR3bt3iYjoyJEj1KtXL+rcuTMNGDBA7/8znEz0aM+ePeTi4qK5/MzMzNQs69q1K9WrV89gRVnFeeutt0gmk2lep6WlERFRVlYWWVhYkI2NjWaZ1LFWNnl5efT48WNydnbWanqqtnTpUjIzM6M2bdpIFWKVEhcXV+J9IWXT+Hnz5pGXlxelpqZqzd+2bRt17NiRJkyYoLkfLDs7W+tZnziZ6FF6ejrVrFmT3n77bc089U7Nyckhd3d3mjlzpsHjun37NsXGxhKRWKcjCAK1b99es1ydUPbv308ymYyGDx9u8BirksGDBxMAzX0jz5+ohg4dSgDoypUrUoVXqR08eJB69uypeT1s2DCj3RfqYrSwsDBq2LAhHTx4sFBrz4ULF1KtWrXoxo0bWu8xRKtQTiY6lJGRQVlZWVp3sG/atIlq1KhRqLmeSqWiPn360LvvvmvQGMPCwsjMzExTufv06VPq0qULWVhY0IgRIzTrKZVKSkhIICsrKwoMDDRojJXZ33//TV999RVNnTqVjh07pplfp04dAkArVqzQWn/evHmFiiGZboSGhpIgCCSXy7UShI+Pj1Hti/z8/ELzWrduTU2bNi2yWx0nJye9NgEuDicTHbl48SK1a9eOWrRoQbVq1aJly5ZRTEwM5ebm0uzZs6lWrVqFKq379+9P77//PhEZ5peDun8hAFpdoxw8eJDq1atHVlZWNGDAAK33ODs7U1BQEBHxndbltW3bNpLJZJpWQpaWltS4cWMiEq9UPTw8CACNHz+ejh8/Tjk5OeTv70/m5uaaK0mmG+pjoU6dOiQIAg0cOFCz7N9//yVvb2+j2BdXrlyhd999l7p27UpffPGFpp41OTmZ6tWrR61bt9a6Cz8jI4PatGlDW7ZsMViMapxMdCAmJoYcHR3p3XffpU2bNtGUKVOobt26NHjwYIqOjqasrCyaP38+OTg4UKdOneijjz6isWPHkpWVlcEumdUHT5s2bei9994jExMTrdZAe/bsocaNG5NcLidPT08aPHgw+fn5EQCubNeBO3fukLm5OTVr1ozu3LlDZ86coc6dO5OZmRlVr15ds56/v7/m17K69dbzFfCs/NT9zqnrPxo1akQ2NjZ05swZzTqJiYnUpk0bSffF1atXyc7OjkaOHEnDhg2j4OBgcnJyooULFxKR2FDG19eXGjRoQN988w2FhYXRRx99RI6OjnTr1i2DxanGyUQHli9fXqgoaOvWrRQUFEQ9evSgy5cvE5F4R3O/fv2oV69eNHjwYM39Jvqm7qhO3Wnjw4cPSS6XU4MGDbTWu3jxIn3yySdkZWVFtra25OTkpGnCzMrn1KlTZGJiQj/99JNm3sOHD2nq1KlkYmJC7u7umvkrV66kadOm0X/+8x86fvy4FOFWWseOHdNKJETifRkANEW/z9eTrF69WrJ9MXXqVOrfv7/m9Z07d2jevHla/bLl5+fTuHHjKCAggGrXrk1t2rSh8+fPGzRONU4mOrBixQqqU6cOPXr0SGt+WFgYtWvXjiZNmkTJyclaywzVM7BSqSRfX19q2rQpET1roTJkyJBCVyfPy8vL4x6Cdej27dukUCioV69eWvNTUlJo/PjxZG5uTkOGDJEouqrj+PHjNH78+ELzXVxcyM7OjlJSUohI+o5MVSoV9e/fv9D/RHp6Oi1evJgUCoXWD5OUlBR6+PChJn4pcDLRgZ07d1L16tXp8OHDRKRdYfbTTz+RtbV1oasQQ/a59XyPs2obN24kQRA0LbXUB4/UB1FllZKSQnXq1KFq1aoV6r318ePH5OrqqtUHF9O9ov631fWA6pt1N2zYUOy6hvbdd9+Rr69voaLwpKQkmjJlCgUEBGjuKTEGnEx0ZNCgQeTh4aGpnHv+n7Fu3bpGN/AVkVg+L5fLtcqKmf7s2LGDZDIZeXh40KFDh7SW9enThywsLOjx48cSRVe1paSkkEKhoHr16kkdisbx48epZcuWNH36dLp3757WsvDwcLKxsdHqKFZq3NFjOak7O1yxYgW8vLzQqVMnXL16VdMpXFZWFhwdHeHq6iplmFrUMQ8fPhwymQy//PILAO2xxplu5efno3///li1ahXu3buHUaNGYfHixZrl//77L+zs7GBubi5hlFVTbm4ubG1t8cYbbyA2NhYbN26UOiQAQLt27TBs2DBs3boVq1at0hqyonHjxvD09EROTo6EEb5A6mxWmdy+fZs6d+5Mzs7OtGDBAlq/fj1Nnz6dHBwcjPY+AWdnZ7K0tJQ6jEojLy9P685p9TyiZ/VVv/76K1lYWJCFhQWZm5uTq6srAaCtW7caPN7K7GX7oii7du0iAIWax0vh+Wb4X3/9Nfn4+NDw4cPpwIEDdPv2bfroo4/I3d2dHj58KGGU2jiZlEJRNw8V5aOPPqKAgACqX78+tW/fXrLWFS+jPqg+//xzMjU1pUuXLvF9JOW0c+dO8vb2JgcHB/Lz86PZs2drlj3f0yyR2Lpr+vTp1LhxY+revbvm/gGmGyXZF0Xp1q2bZjRRQ3jZOeX543H9+vXUr18/kslk1LhxY/Ly8jK684pApI8htyqXhIQEuLi4ABBHSZTL5YXWUalUWiPeJSYmQqFQQCaTwcbGRu8xHjp0CHPmzEFubi7c3d2xbdu2QrG9GCMAXL9+HTk5OXjttdf0HmNltm/fPvTo0QOenp5wc3NDdHQ0ZDIZfHx8NKP0paenw9rausj9wHSnNPtCLTc3VzNuj6H8+++/2LVrF4YPH44aNWoUuU5+fr6myDwjIwMxMTGQyWRwcnLSnJOMhtTZzNhdvXqVTExMqHfv3pp5L/s18WLzYEMICwvT3NVuZ2dHAMja2poWLVqk6Zzx+ct7dd9bTDeUSiW1bduWPDw8NPPi4uIoODiYLCwsyNfXV2v9GTNmGNXY4ZVJaffFp59+KklfWzdu3CBHR0cSBIFmzJhRZMMLYxhltTQ4mbzEgwcPqG3bttSmTRuqXbu2VllqUQll2rRpNGjQIIN2t5CSkkKurq6agyQjI4MuXbpElpaWZGFhQTNnztRKJP7+/uTv7280Q41WFnXr1iU7OzuteXFxcdSrVy+ytLSkkJAQIiKaPXs2yeVyev31142i+WllZOz7Ij09ncaOHUtjxoyh5cuXkyAI9NFHHxXbkm/BggU0d+5cg8VXVpxMXuK3336jAQMG0NGjR2nbtm3k7e2tlVBe/Afctm0bOTo6UlxcnEHjdHBw0NyBr74Sefz4Mdna2pKFhQUdOHBAs27fvn1JEATuhVZH1OXaAwcOJBsbG9q7d6/W8tu3b5Ovry/Z2NhorggDAwPpyJEjhg610qso+yIzM5OWL1+u6T9r69atxSaUxMREGjJkCLVu3ZoSExMNGmdpcTJ5iYyMDNq5cycRiYnjf//7X6GEkp+fTyqVSvOPbOgipLy8PLK3t9fqjkMdw9OnT0mhUGhd8hMRdxqoB4cOHSJBEKhevXqaFjbq/4m//vqLAEgy3EBVVBH2RXp6utbrLVu2kCAI9OGHH9KTJ0+ISDy3PH36lBITEzVjIhkzTibFKKplU1ZWFoWGhhZKKKtWraJr164RkWHLOdUxLlq0iABQ3759NcvUv2JmzpxJMpmM9u7dy6219Ey9Hxo3bqz5fyASx4wxNzfX6v6C6VdF2RfqH6NERJs3b9ZcocTFxdGUKVOoX79+BhnYShc4mZRSZmampshr4MCB9MEHH5AgCEWOK2AocXFx9Prrr5NCoaBBgwZpLZs/fz4pFAq+y91APv/8cwJAbm5u9P7779OuXbuoTZs2JJPJ6O+//5Y6vCqlouyL50s2tmzZQiYmJuTj40MKhcLomv++DCeTl3ixTkT9CyIrK0tzWero6Ejnzp2TIjxNLETipb2/vz/JZDJq164d3bt3j27evEnt2rUjMzMz+vfffyWLsarZuHEj2dnZkVwuJ4VCQSYmJtyNvEQqyr5QqVSa80unTp3I0dHRYL2K6wrfZ1IM9f0ksbGxOHbsGEaPHq21fPz48di8eTP+/vtv+Pn5SRKjum38iRMnsGPHDgwePBjfffcdQkNDIZfLoVAokJeXh19++QUjRoyQJMaq6v79+4iNjUVCQgIaNWoEHx8fqUOqsirKvlAqlfjoo4+wZMkSREdHV7h7vziZFEF9o1BsbCx8fHwwdOhQbNiwQbN87969mDJlCjZv3gx/f39JYszOzoa5uTlOnDiB9u3bo3bt2rh16xYA4Pz581i/fj3s7e3RvXt3BAQESBIjY6zklEol1q9fD39/fzRt2lTqcEqNk8kLnk8kzZs3R//+/fHTTz9p7kIFxM4bU1JSJOu88flEEhgYiLp16yI6OhqWlpZad8wyxioWIoIgCFKHUSacTJ7zYiLp06cP1qxZo3VylrorjBcTSe3atXHp0iXubZYxJilOJgWeryMpLpFI7fk6Ek4kjDFjwsnkOXfu3IGfnx+GDBmC1atXF9mho9ROnjyJdu3aoV69erh06ZLBO6djjLGicDIpoFQqMWHCBAiCgJUrVxrVFYlabm4uGjVqBEEQcOHCBb4iYYwZDU4mz3n69Cns7OyMunvwmJgYeHh4GGWyY4xVXZxMGGOMlZvx/gRnjDFWYXAyYYwxVm6cTBhjjJUbJxPGGGPlxsmEMcZYuXEyYYwxVm6cTBhjjJUbJxPGGGPlxsmEMcZYuXEyYYwxVm6cTBhjjJUbJxPGGGPlxsmEMcZYuf0//wGbkGvWqLkAAAAASUVORK5CYII=",
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",
       "text/plain": [
        "<Figure size 400x400 with 1 Axes>"
       ]
@@ -99,7 +99,7 @@
     },
     {
      "data": {
-      "image/png": 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",
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",
       "text/plain": [
        "<Figure size 400x400 with 1 Axes>"
       ]
@@ -111,7 +111,7 @@
    "source": [
     "# PAM-8\n",
     "plt.figure(figsize=(4, 1))\n",
-    "plt.title(\"PAM-8 modulation, gray coding\")\n",
+    "plt.title(\"8-PAM modulation, gray coding\")\n",
     "plt.plot(PAM8, [0]*8, 'o')\n",
     "plt.yticks([])\n",
     "plt.xticks(PAM8)\n",
@@ -140,7 +140,7 @@
     "y = [y for x, y in PSK8]\n",
     "\n",
     "plt.figure(figsize=(4, 4))\n",
-    "plt.title(\"PSK-8 modulation, gray coding\")\n",
+    "plt.title(\"8-PSK modulation, gray coding\")\n",
     "plt.plot(np.cos(circle_x), np.sin(circle_x), color=\"orange\")\n",
     "plt.plot(x,y,'o', color=\"blue\")\n",
     "plt.xticks(x, rotation=45)\n",
@@ -154,7 +154,7 @@
     "y = [y for x, y in QAM16]\n",
     "\n",
     "plt.figure(figsize=(4, 4))\n",
-    "plt.title(\"QAM16\")\n",
+    "plt.title(\"16-QAM\")\n",
     "plt.plot(x,y,'o')\n",
     "plt.xticks(x)\n",
     "plt.yticks(y)\n",
@@ -165,7 +165,7 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 51,
+   "execution_count": 11,
    "metadata": {},
    "outputs": [],
    "source": [
@@ -176,22 +176,32 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 52,
+   "execution_count": 12,
    "metadata": {},
    "outputs": [
     {
      "data": {
       "text/plain": [
-       "<matplotlib.legend.Legend at 0x7f8abab8e680>"
+       "<matplotlib.legend.Legend at 0x7f2adc491360>"
       ]
      },
-     "execution_count": 52,
+     "execution_count": 12,
      "metadata": {},
      "output_type": "execute_result"
     },
     {
      "data": {
-      "image/png": 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",
+      "image/png": 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",
+      "text/plain": [
+       "<Figure size 400x100 with 1 Axes>"
+      ]
+     },
+     "metadata": {},
+     "output_type": "display_data"
+    },
+    {
+     "data": {
+      "image/png": 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",
       "text/plain": [
        "<Figure size 400x400 with 1 Axes>"
       ]
@@ -250,12 +260,12 @@
     "        \n",
     "    SER = errors / num_symbols\n",
     "    \n",
-    "    BER = bit_errors / num_symbols\n",
+    "    BER = bit_errors / (num_symbols * 3) # 3 bits per num_symbols\n",
     "    \n",
     "    # Make the plot for specific SNR_dB\n",
     "    if SNR_dB == 30:\n",
     "        plt.figure(figsize=(4, 1))\n",
-    "        plt.title(\"Recieved symbols, PAM-8 modulation (SNR_dB = 30)\")\n",
+    "        plt.title(\"Recieved symbols, 8-PAM 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",
@@ -270,7 +280,7 @@
     "\n",
     "# Final curve plot\n",
     "plt.figure(figsize=(4, 4))\n",
-    "plt.title(\"PAM-8 modulation error rate\")\n",
+    "plt.title(\"8-PAM modulation error rate\")\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",
@@ -280,7 +290,7 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 44,
+   "execution_count": 7,
    "metadata": {},
    "outputs": [
     {
@@ -289,13 +299,13 @@
        "Text(0, 0.5, 'Error rate')"
       ]
      },
-     "execution_count": 44,
+     "execution_count": 7,
      "metadata": {},
      "output_type": "execute_result"
     },
     {
      "data": {
-      "image/png": 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",
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",
       "text/plain": [
        "<Figure size 400x400 with 1 Axes>"
       ]
@@ -305,7 +315,7 @@
     },
     {
      "data": {
-      "image/png": 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",
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",
       "text/plain": [
        "<Figure size 400x400 with 1 Axes>"
       ]
@@ -364,7 +374,7 @@
     "        \n",
     "    SER = errors / num_symbols\n",
     "    \n",
-    "    BER = bit_errors / num_symbols\n",
+    "    BER = bit_errors / (num_symbols * 2) # 2 bits per symbol\n",
     "    \n",
     "    # Make the plot for specific SNR_dB\n",
     "    if SNR_dB == 20:\n",
@@ -400,7 +410,7 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 45,
+   "execution_count": 8,
    "metadata": {},
    "outputs": [
     {
@@ -409,13 +419,13 @@
        "Text(0, 0.5, 'Error rate')"
       ]
      },
-     "execution_count": 45,
+     "execution_count": 8,
      "metadata": {},
      "output_type": "execute_result"
     },
     {
      "data": {
-      "image/png": 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",
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",
       "text/plain": [
        "<Figure size 400x400 with 1 Axes>"
       ]
@@ -425,7 +435,7 @@
     },
     {
      "data": {
-      "image/png": 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",
+      "image/png": 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",
       "text/plain": [
        "<Figure size 400x400 with 1 Axes>"
       ]
@@ -484,7 +494,7 @@
     "        \n",
     "    SER = errors / num_symbols\n",
     "    \n",
-    "    BER = bit_errors / num_symbols\n",
+    "    BER = bit_errors / (num_symbols * 3) # 3 bits per symbol\n",
     "    \n",
     "    # Make the plot for specific SNR_dB\n",
     "    if SNR_dB == 20:\n",
@@ -495,7 +505,7 @@
     "        y = [y for x, y in PSK8]\n",
     "\n",
     "        plt.figure(figsize=(4, 4))\n",
-    "        plt.title(\"Recieved symbols, PSK-8 modulation (SNR_dB = 20)\")\n",
+    "        plt.title(\"Recieved symbols, 8-PSK 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",
@@ -510,7 +520,7 @@
     "\n",
     "# Final curve plot\n",
     "plt.figure(figsize=(4, 4))\n",
-    "plt.title(\"PSK-8 modulation error rate\")\n",
+    "plt.title(\"8-PSK modulation error rate\")\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",
@@ -520,7 +530,7 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 46,
+   "execution_count": 9,
    "metadata": {},
    "outputs": [
     {
@@ -529,13 +539,13 @@
        "Text(0, 0.5, 'Error rate')"
       ]
      },
-     "execution_count": 46,
+     "execution_count": 9,
      "metadata": {},
      "output_type": "execute_result"
     },
     {
      "data": {
-      "image/png": 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hQ4cYPnw4yNpCQUEB/fv3Rwjh8tbUt29fysrKqnteb775JhkZGQwZMqT6fI0bN2bcuHGmdNeiRQs+/vhjn66fUaNG8fHHH7u4d5YtW0Z2djbdunVzKXvOOefQtWvX6s9dunQBoGfPnrRt27bW/p9++qnW9Zxdr4bL8eTJk9XReG+++SZ2u52JEye6fG/q1KkIIbxG6hr3+/XXX/PDDz94LWMWw83TtGlTr2WMY84uoZKSEtatW8eIESOq9xk9MU9eDoORI0fy448/8umnn1b/DdRVbBbDNVxSUsI//vEPpk2bxrBhw3jjjTc455xzmDNnjqnz9OrVy8U9bfzugwcPdtGbe33497//zf79+xk/fryLp+Taa6+lU6dOvPHGGwDs2bOHzz//nNGjR7sE9Fx11VWcc845Qdy5dxo1alT9f1lZGQcPHqRbt2789NNPlJWVBXw+s/fozO233+7yOScnx+Mz5E5JSYnHnuNVV13Fli1buO666/jiiy94+OGH6du3L5mZmR6H0gzuvfde071Zf+2zGRwOB+vWrWPgwIEu7cjZZ59d7f1zp0uXLrzzzju88847rF27lrlz5/L1119z3XXXcezYMZ/XS09Pr/6uv+2CCy4wfR8AR48eZejQoTRq1KiW/o4dO0bDhg1rfceoH+5yG7+pMZRphqAc5U899RRnnnkmZWVlPP/887z//vsugv74448IIbjvvvu8hjzv37+fzMxMtm/fzuDBgwO6fiDnv+CCC+jUqRMrVqzglltuAaTbLzU1tTpC7MCBAxw6dIjFixd7dQXt378fgJ9//pkzzjij1gvAWWedZUr2hx9+mNGjR5OdnU3nzp255pprGDVqFKeffnp1meHDhzN58mSWLVvG/fffT1lZGWvXrmXKlCm1ruv8AADVDV92drbH/b/99pvL/oSEBJdrA5x55plAjZvp559/pk2bNrWM29lnn1193BsPPPAAAwYM4Mwzz+S8887j6quv5qabbuIPf/iD1+94w5MBdcc45jy+tWLFCk6dOsVFF13Ejz/+WL2/S5cuLFu2jAkTJng810UXXUSnTp3Iz8+nRYsWpKene40q3Lt3r8vn5s2buxgJfxhl69ev7/ICl5CQwPDhw5k1axa//PJLrd/bnWDrg/EbeqrHnTp14oMPPnAp5xx1aXDWWWcFNQzgjf/3//4fs2bNYsuWLRw9etTlWFlZmYuRN4PZezRITEwkLS3NZV/Lli1rPUPeEF7G7S655BIKCws5efIkX3zxBa+88goLFixgyJAhfP755x5fVk4//XRuuukmFi9ezD333OPzuv7aZzMcOHCAY8eOef2dPc0XTU1NpXfv3tWfr732Ws466yyGDBnCP/7xD4+R0waJiYku3w0VDoeD66+/nm+++Ya33nqrVoR2o0aNPMbTGHEv7s+w8ZsGMk84KCN76aWXcvHFFwMwcOBArrjiCkaOHMn3339PUlJS9bjftGnTvL71nHHGGcFcGiDg8w8fPpy5c+dy8OBBmjZtymuvvcaIESOqB+ON8914442MHj3a4/mCMQqeGDZsGDk5ObzyyiusX7+eefPm8dBDD1FYWFg9paRly5b069ev2siuXr2aEydOcOONN9Y6n91u93gdb/u9Pfjh4sorr2T79u2sWbOG9evX849//IMFCxbw7LPP8pe//CWgcxmNz5dffsmFF17oscyXX34J4PLiYIy9/ulPf/L4nZ9++qnWi4bByJEjeeaZZ2jatCnDhw+vNXZjkJGR4fJ5yZIlASXlMIL3WrRoUeu3M14YfvvtN79GVqX64K0hMhM4tH37dnr16kWnTp149NFHyc7OpkGDBrz55pssWLCgVmxBOPCmMzOkpKT4NcYNGjTgkksu4ZJLLuHMM89k7NixrFq1yiUewpmZM2eydOnS6ukp3vDXPkeSXr16AfD+++/7NLIOh8NjsKcnkpOTTU/LuvXWW1m7di3Lli3z+IKckZHBnj17au039rkbZeM3dQ+s8kWdQ76MAAIjsOWee+6pbrDq16/v9+2kQ4cOAQUBAAGdH6SRzcvLo6CggNatW1NeXs71119ffdwIMnE4HH7P165dO7Zt24YQwqUR+f77703Ln5GRwfjx4xk/fjz79+/nj3/8I3PnznWZtzlq1CgGDBjAp59+yrJly7jooos499xzTV/DLJWVlfz000/VvVegerDfcDu2a9eODRs2cPjwYZferBF5265dO5/XSE5OZuzYsYwdO5YjR45w5ZVXMnv27ICN7J///GfsdjtLly71Gvz0r3/9iwYNGjBgwAAAiouL+fDDD7njjjtqudorKyu56aabyM/P59577/V4vpEjR3L//fezZ88eli5d6lU292jpQH+rhIQELrzwQj799FNOnjzp0ogYQwvuvapQYvyG33//fa3G6Pvvv68+bvz15P53fwYM15p7QJEvz4fB66+/zokTJ3jttddcXiyKiopqlTXbqzB7j6GgU6dOFBcXmy5vGEVPDb5Bhw4duPHGG1m0aFG1u98fntpnM6SlpdGoUSNTv7MvjOQw/iLld+7c6Tc4yqCoqKg6gtwX06dPZ8mSJSxcuNBlqMiZCy+8kM2bN1NZWenyAv3xxx/TuHFjl3YRqP5NDS+eGUISXdy9e3cuvfRSFi5cyPHjx2nVqhXdu3dn0aJFHiuN8xvL4MGDq10m7nh7yw7k/CAVcv7557NixQpWrFhBRkaGS2i93W5n8ODBFBQUeDT4zue75ppr+PXXX10yrRw9etRUxKHD4ag1ltSqVSvatGlTy2Xx5z//mdTUVB566CHee+89j73YUOEcvSqE4Mknn6R+/frVb6HXXHMNDoejVpTrggULsNlsPpM6lJSUuHxOSkrijDPOMD3lyZmsrCxuueUWNmzYUGsqB8Czzz7Lxo0bue2220hJSQFqerF33303Q4YMcdmGDRtGt27dfEYZd+jQgYULF/Lggw9y6aWXei3Xu3dvl829Z2uG4cOH43A4XKacHT9+nGXLlnHOOeeYTkYQDBdffDGtWrXi2Wefdflt3nrrLb799tvqiOqMjAwuvPBCXnzxRZe6/M477/DNN9+4nLNdu3bY7Xbef/99l/1PP/20X3mMXqRzG1BWVsaSJUtqlW3SpEktQ16XewwFXbt2Zdu2bbXqeVFRkcd2zXC/+ht2uvfeezl16hQPP/ywaVnc22cz2O12+vbty6uvvsovv/xSvf/bb7/1m1DFmddffx3A7zhqqMdk582bx/z585kxYwaTJk3yWm7IkCHs27fPJWbn4MGDrFq1iv79+9dys2/dupXmzZsH9BIdsslL06dPZ+jQobzwwgvcfvvtPPXUU1xxxRWcf/753HrrrZx++uns27ePLVu2sGvXLr744ovq761evZqhQ4dy880307lzZ0pLS3nttdd49tlnvSrU7PkNhg8fzv33309iYiK33HJLLbff3//+d4qKiujSpQu33nor55xzDqWlpfznP/9hw4YN1anBbr31Vp588klGjRrF1q1bycjIYOnSpR4zDLlz+PBhsrKyGDJkCBdccAFJSUls2LCBTz/9lEceecSlbP369bn++ut58sknsdvtXt/E6kpiYiJvv/02o0ePpkuXLrz11lu88cYbzJgxo7rn1L9/f3r06MHMmTPZsWMHF1xwAevXr2fNmjVMnjyZDh06eD3/OeecQ/fu3encuTPJycn8+9//ZvXq1S7BVjt27OC0005j9OjRfudOPvroo3z33XeMHz+et99+m6uvvhqQ857XrFlDz549mTdvXnX5ZcuWceGFF9YakzS47rrruPPOO/nPf/7DH//4R49lfD2kZli6dCk///xz9bji+++/Xx3IdNNNN1X3oG677Tb+8Y9/MGHCBP773//Stm3b6u8ajVW4qF+/Pg899BBjx46lW7dujBgxgn379vHYY4/Rvn17pkyZUl32wQcf5Nprr+WKK67g5ptvprS0lCeeeIJzzz3XpcfSvHlzhg4dyhNPPIHNZqNDhw6sXbu2Or7BF3369KFBgwb079+f2267jSNHjvDcc8/RqlWrWi/WnTt35plnnmHOnDmcccYZtGrVyqNrMJB7rCsDBgzgf//3f3nvvffo06dP9f4777yTo0ePMmjQIDp16sTJkyf58MMPWbFiBe3bt3fJRuQJozfrae6/L9zbZzPk5eXx9ttvk5OTw/jx46moqKj+nY1hGWd2797NSy+9BFA93rxo0SJSU1N9uoohtGOyr7zyCnfffTcdO3bk7LPPrpbJ4KqrrqJ169aANLKXXXYZY8eO5ZtvvqnO+ORwOMjLy6t17nfeeYf+/fsHlrvZdByy8J5RRAghHA6H6NChg+jQoYOoqKgQQgixfft2MWrUKJGeni7q168vMjMzRb9+/cTq1atdvltSUiLuuOMOkZmZKRo0aCCysrLE6NGjq0O/PYX8B3J+IWQIN1Uh4B988IHH+9u3b5+YMGGCyM7OFvXr1xfp6emiV69eYvHixS7lfv75Z3HdddeJxo0bi9TUVDFp0iTx9ttv+w0vP3HihJg+fbq44IILRNOmTUWTJk3EBRdcIJ5++mmP5T/55BMBiD59+ng87i3LCh6mlxg6nDdvXvU+I+PT9u3bRZ8+fUTjxo1F69atxaxZs4TD4XD5/uHDh8WUKVNEmzZtRP369UXHjh3FvHnzqqdZOcvkPIVnzpw54tJLLxUtWrQQjRo1Ep06dRJz5851mbLw1VdfCUDcc889nhXnxsmTJ8XChQtF586dRePGjat/19GjR7vIvXXrVgGI++67z+u5duzYIQAxZcoUIYTrFB5feNKxN7p162Z6OsK+ffvE6NGjRXJysmjYsKHo0qVLrWkEgcjk6XcXwvMUECFkBpyLLrpINGzYUCQnJ4sbbrhB7Nq1q9a1CgoKxNlnny0aNmwozjnnHFFYWOgx49OBAwfE4MGDRePGjUXLli3FbbfdJrZt22ZqCs9rr70m/vCHP4jExETRvn178dBDD4nnn3/eZeqREELs3btXXHvttaJp06YCqJ7O420KkZl79JYNLZDMVH/4wx/ELbfc4rLvrbfeEjfffLPo1KmTSEpKEg0aNBBnnHGGuPPOOz1mfPL0fP/www/V02jMZHwSwnP7bIb33ntPdO7cWTRo0ECcfvrp4tlnn/Wa8cm5XickJIhWrVqJESNGuEzxiwSGfGafudLSUnHLLbeIlJQU0bhxY9GtWzePOvz222+rp0gFgk2ICEfCaEzzxRdfcOGFF/Kvf/2Lm266yWpxwsbTTz/N3Xffzfbt26vfMAOhvLycbt26sX37dt5//32vQVEaTSRZunQpEyZM4JdffvGY4UkTXUyePJn333+frVu3BtSTjYql7uKV5557jqSkJJeUX7FIUVEREydODMrAAjRr1oy33nqL1NRUrrnmGlOBNRpNuLnhhhto27atS4YqTXRizF+fM2dOwMv86Z6sgrz++ut888033Hfffdxxxx08+uijVouk0WhihCNHjviN9k1LS6vTFCZNDdrIKkj79u3Zt28fffv2ZenSpT4zHGk0Gk0gGPnEfVFcXGx6YQuNb7SR1Wg0mjjip59+8psa8oorrgjr2rPxhDayGo1Go9GECR34pNFoNBpNmIjcSroxTGVlJb/++itNmzYNOPJMo9FoVEQIweHDh2nTpo3XnN0a/2gjGwJ+/fVXrxmFNBqNJprZuXNnQMvkaVzRRjYEGNG/O3fupFmzZhZLExylpaVs2bKFrl27kpycbLU4yqD14h2tG8/Eil7Ky8vJzs7WsxvqiDayIcBwETdr1ixqjWxFRQWNGzeO6nsIB1ov3tG68Uys6UUPgdUN7WjXaDQajSZMaCOr0Wg0Gk2Y0EZWo9FoNJowoY2sRqPRaDRhQhtZjUaj0WjChDayGo1Go9GECW1kNRpN4Dgc1PvgAzLff596H3wADofVEmk0SqLnycYzDgds3gx79lCvSRPdUGrMUVgIkybRbNcuLgZ49FFIS4MbboABAyAnB/RapBoNoHuy8UthIbRvDz16wMiRNBswgD7jxlH/9detlkyjMoWFMGQI7Nrluv/AAVi4UNan9u1lOY1Go3uycYXRc12zRjaIbiSWlMDYsdC0KeTmev/+nj2QkREfPRaHg5SvvqLB/v3QsWN83LM3HA6YNAn8rY65a5c0xKtXe65H8UY8PjeaarSRjReqXHy1eiBO2AABcPvtcOwYZGbWNAievp+VBY89FrsNaWEhze+8kyt+/bVmn9l7jsWGdfNmn/WnFpMmQfPmsH9/7OjAH85j1TYbnDwJU6bE13OjcUEv2h4CysvLad68OWVlZWrmKjVcfMH81KmpcNllsHZt7WNGTtNY6LG4G8UDB2D4cIQQ1MrcarP5vudYfSFZvhxGjgz++9GmA7MvSs4eopdegoMHfZ/XZpPP4uTJSo9hK9+uRQnayIYA5Sqjc+PQqhWMHg27d4fnWjabbDyLi5VsKEzhySja7b4DwbKyYMeO2vfs7YUmGl9ITp6Ep5+G7duhQwc45xzo2zf480WTDsy+KJnwEPlF0ZcP5dq1aEVo6kxZWZkARFlZmdWiCFFQIERWlhCymY/cVlRk9Z0HR0GBEDZbcPecl+d6rooK37q32YTIzpblVKKiQv5++fnyb0WFENOnC2G3u8qfkCBEo0Z1qyc2m9TRhg2u11MJb3XCZpNbQYHvcsFueXlK6UKpdi2K0T3ZEKDMG19d3MJ1JT8fRoyI/HXrgsMhI2Hr0gsZPBjOPhu6d5efe/f2/52iopryVrNqFYwf7+riTEqCI0ciJ4NKPTl/dcLw3Pz4o+zd16XueEIhXSjTrkU5OvAp2vA2TmQ28jNctGplfbBPoNcPNJDHEwUF8u+cOdI4mWHPnrpdM1jc9bN2LTzySO1ykTSwIIcyVIlG9lcnhICdOz1PYwoFu3bJF7dVq+Q1NNGP1V3pWCBibhVPruCsLLm/qCjyLmLnrUkTIVJSPMsWCXzpxpkTJ4SYP1+IgQOF+NOfrNGVFa51q4YRzG6quNLz863XBUjX/MsvW6oK7S4ODVgtQCwQkcrob/zn6qutbxg8NZzOY1hW6Mb5+lOnhnYMLVoMSajHDsO5WT22b/XLqvs2fbplqtBGNjToMdkQEPaxi1CMHVpJcjKsXCnHIUPtPjajm7Q0aNMGvvgitNcOBKsia48dg/R0KC+P3DXrgtVj+ydPQuPGaqUYXbkShg6t+RyhYRk9Jhsa9JhsNBCKsUMrKS2VAUGhCupwbmT27fOvmwMH5GYlycmweHHNvUeioZw2TeYVjqb36H37pG6sGMvfvRtUXOxg/HhZb+I1KUy0Y3VXOhYIu1tFlXGium6hcB+rPrbobWvSRIjDh73fQ6jHrwcMsP6eg91SU4VYuTJ0uvDFqlVCpKVZf8/+tgkT5BitmalFIUK7i0ODdheHgLC7VTZtkonXYwVviRz8YeUUpVDRuTNs3Vp7f13dyc4942+/hf/937rJqQLXXit74+GKUr/7bpg3L/TntYIwJIXR7uLQoI1sCNBjskGQlwf332++fCzqwJ1gG8pQZB1SmXC4Q1etgmHDQnc+VQjhHGxtZEODXuouGrDboy/Rgz9mzQpsObRoH5c2gxByDubmzea/423puVjCWNUnVMvnORxynDMWsWoOtsYr2shGAw6HTM4ea0yebD7IJJ4aD7P3anUCkkgTSH3xxebN/pP4RysZGVZLoHFDG9loIFZ7cYH02uKp8TB7r7FaLzxh9PI3bar7ucK1WIbV2O2x+/IQxWgjqzoOBzz1lNVShA+zDV5Ojhybi3WaNZM62bTJf68tnnr3BsOG1biNHQ6pp+XLzenL+M4HH4RTQutwOFz1o1EDa4ObY4OwhboXFAiRmWn99IFwbmlp5qceTJ9uvbyR3PxN61EtO1GkNptN1oVApkFVVMhVbpKTrZc/3LoJUVYxPYUnNGC1ALFAWCpjNKXCq2ujYGaOX7zow5N+fBmOrKz41EsgdamgIPaNq/sWgvSU2siGBp3xSUXiKaBFCDl1ZfJkGDDAdeqKcyaeW2+ND324I4Rn3YD8/NhjerUWA6N+3H67TCeZmSkzfcXiVB1/xONQgqLoMVkViaeAFpCNo3tQS2GhnBfbowfceKNsNOMVXwFiubkyYYOmhgMHZJ3p0QOuv95qaawhngIFFUf3ZFUkVqMf/TFsGDz3nPw/2jM7hRpvPZNYnd4VKiorrZYg8jRrJgMFNUqgjaxqFBZKd1c8UloqjWtysjaw7rRq5Xl/vHk9NP6JxxcLhdHuYpUoLITBg+HIEaslsQ4hoKTEainUY8wYz1Mz1qyJuCgaxTlyJLCsYZqwoo2sKjgcMrhHo/GEp9SChYWwcKFlImkURgc+KYM2sqqwaZN0l2o03jAijR2Omgh0jcYT339vtQSaKvSYrCqEIl2cJvZxjjTWY7EabzzwAJx3np7epQC6J6sK331ntQTVPAW0BxKBLsAnTseOAxOAFCAJGAzsc/v+RKAz0BC40Ms1vgRyqq6RDTzsfDAlpQ7ShxdfulkMdAeaATbgkIfvzwUuBxoDLbxc4xfg2qoyrYDpQIVzgT17lHIHvg/0B9og7/tVt+OFQB9knbEBn3s4hxndlQI3VJVpAdwCqB694E83ArgfyAAaAb2BH9zKBFVnhKBi6FCdYlEBtJFVgcJCuVi3AqwA7gJmAf8BLgD6Avurjk8BXgdWAe8BvwKeVvm8GRju5RrlyEa3HbAVmAfMRja0ACxeLN2iiuFPN0eBq4EZPs5xEhgK/I+X4w5kY3kS+BB4EXgB2RBXk5Gh1DzI35G68JZh+3fgCuAhH+cwo7sbgK+Bd4C1SAM2LlBhI4w/3TwMPA48C3wMNEHWqeNOZepUZyZNCs3KRZrgsTrlVCxQp/RjRmo8q9OwVW2Xgpjg9NkBog2IB0EcAlEfxCqn49/Kl3GxxcO5ZoG4wMP+p0G0BHHCad9fQZwFQnTpIvWiYF5eX7pxLldUpZPffJxrCYjmHva/CSIBxF6nfc+AaGboKzlZ1pmKCiXzWgPiFS/HiquOf+bj+950903V/k+d9r0FwgZitwL3HYxuKkGkg5jntO8QiIYglnv4ftB1ZsOGyLdrmmp0T9ZqFJrneBLZs+zttC+h6vOWqmOn3I53AtpWHTfLFuBKoIHTvr7A98BvH38se/aKrbrjTzehYgtwPtDaaV9fZO//a5A9E7tdTt05ftzDGWKTLUhX6cVO+3ojf4OPrRAoBBQDe3GtU82RwxCBPk8+64xemcdStJG1GoXG1g4iXU+t3fa3RjYGe5GGsYWX42bZ6+UaxrFqV/GCBQGcNbz4002o8Kubs8+WDeaQIXE1n3gvcqzRmXpAMqHVfyQx5K5rnfJbZ4wkL9rQWoKOLgbatWvHL7/84rKvR48ebNy4MfwX/8E9zCHyOEhgMzl8QwtgDQ5sSO+WRRgRtKmp1slAjV72kEF9dgAfWSoPAMOHK5ERy1k3Gewhh83Y0ZmGlNaLt4UmNGFF92SBtm3b0q1bNx588EHmzJlDUlISRUVFzJjhKwyjjjgc8O67licTKGQQ7dlBDzYxgZWAnYEsppBB1WX2AelV20lqR34ax82STu2I5H1OxwDLI2id9TKS5QzlPcDOq3RxKRfovfvDr26EsLwH666bHmyiPTtc6kyoSacmwMygAhlxHEr914VA9WLI7en3DvnzJITvhSY04cPqQWFVAUSHDh1MlQ04QKCgQIlgpwIGCRsOAQ6n3ZcKmCBsOEQBg4QDRCaugU+rnc7xHcEHPp102vc3qgKfjK2oSIhhwxTSS41uChgkBLjoxrlgEXUPfNrntG8RMojluMX1xZdubDiq9oc38OnfTvvW4SXwyYL1df3ppYBBtXRjBD7Nd9pXRvCBT6bqTH6+6TZQBz6FBqwWQDUOHz4s/vCHPwhAzJgxw9R3AqqMiiw+XkGCyOKXWo0CvCygoYDnRTobxK0gWlATuXg7iLYgNlY1eF2rNueT/IBsSG8DcWbV/59RE018CERrEDeB2AbiZRCNqxoGAULY7UIcPqyYXmp0k8wj4itsYpybbvZU3edzSIPwftXnEqeT/Fy1Lw9EkpNuDldfH3EeiD4gPgfxNog05EuIunXmsIDPBGwVgJiPTXxWda+i6v4/A/FGlV5ervq8x+kkZnR3NYiLQHwM4gMQHUGM8Cbv6NEK6MXQzVbRmjcFIB6tui9DN39H1qE1IL4EMQDEaSCOhavOBLCYuzayoQGrBVCFadOmCaoecEB069bNa9mdO3eKTz75pHrbuHGjAERxcbEoKSnxvu3fLyratBGVEXr4fW1FdPNx+AkBbQU0EJ1oKj5yOngMxHhkT7QxiEG4NpYCRDcnPTpvxU5lvgBxBfKtPbOqsXE+x9ExYxTUS41u6mMTl4KLbmZ5ue8lTmVGeylT5FRmB4g/g2gEIhXEVBCnLKon5nRT5PGeRlcVWOLlnmcFqLsSpFFNQvbSxlJjaNy336dOVUAv/nVTCeI+5EtnQxC9QHzvdpJQ1RlHkyaiZP9+322U01ZcXCy0ka07NiGECN7ZHDvs3buXpUuX8tNPP/HSSy9x5MgRZsyYwdy5c2uVbdGiBWVlZbX25+fn07hxY6/XSPnqK664776Qyh0sy7mekfhfhzSfEYzg5QhI5MrRFi1ofOhQxK+rul6sJJp08/3QoZy1alVErhUtehHAp3/9K3u6djVV/ujRo4wcOZKysjKaNWsWXuFiGB1dXEV6ejrTp08H4JlnniEhIYH58+d7NLLbtm1jj1NQzpEjR+jZsyddu3b1WRkb7HcP3bCODMwFFZktF2oaWWBgQX29WEk06EYAlZmZZJ92WsSuGQ16Mej80kuUTZ1qKsK4vLw8AhLFPron64WEhATsdjunTp3yW7a8vJzmzZv7f+PbtAl69AidkHXAQQLt2cFuMhEegsxtVJLFLoo5TZ0pCBFA68U7UaEbmw2mTYN58yJ2yajQizNFRdC9u99ipts1jU/0FB6gadOmDBkyhKeeeorp06fTtGlThBD06tUrtBcyshjZbKE9bxDYqeQxJgGyEXDG+LyQyWo0ChEkavRiQR1SXjdpabBiBTz/fEQvq7xe3FEoAU5cYOmIsCLUr1/fJaDAZrOJvn37mv5+NEYXG1sBg6oiI2t2Z/Nz9TSVeN2U1IvNJkR2thArV1o6BUxJ3YAQkybJPL1aL743kxHGOro4NGh3cQgI2K1SWAi33qrMIu1KZ6mxEOX0YrPJ1Zpyc2UykyeegClTLBFFOd0YDBli6YpWyuoFZP3JyoLiYtNjstpdXHd04JMV5OZC8+bQu7f/shHATiXdec9qMZRDKb2kpMglAHOrFha026G1e8bayKGUbpxZv97SyyurF2N4YeFCnVYxwugxWavo3t3y3LyaKEIImXfWGQXyXiuHjoj1TFZWjRdEE1G0kbUKux1uvNFqKdQkLQ1WrZK9N42ktFRGpxsUFsLs2VZJozZNmlgtgVr07i1dxNrAWoI2slbi3jPRSG64QY6t7dsH69ZBYqLVEqmBsSqUwyHXldXhFJ4ZOtRqCdSiWTPtIrYQbWStRLGFyZXBePmw26FBg7hanNwnxnKMmzfDrl3WyqIyvXtDXp7VUqjD++/LFzONJWgjayV2Ozz2mNVSqEV2tnz5MNBz+mpo21b+1TrxTWYmdOpktRTqcPCgXuLOQrSRtZrcXCgogKQkqyVRA/fox4wMy0RRjp495V+tE+9kZ8thhpEjrZZELfSLmWVoI6sKR45YLYG1pKTIlw334IycHBkIFe80a1aTCk+hzGFKYbPB9dfLTbtHXdEvZpahjazVGEEs8Uy3brL34Sn60W6XgVDxzs031/TwnYcZ4tXQuk9/y86WKRWX+18NJ66w2WoPwWgiijayVqODWGQD4Cv6sV+/yMmiKu6R6Lm5ct5jZqY18lhJixawe7dMdJ+fL/8WF0uPR7w/S87oBBRKoI2s1eixElMrgsQ1aWmeeyK5ubBjB2zYAMnJERfLMrp2lVHn3bvDiBHyr92unyV3dAIKJdBG1mr0WIn/HM4KrcNrCd26eT9mt0OvXvDcc/HjOu7Tx/N+/SzVMH++TkChCNrIWo0OYoGpU30HqsR747l6NbRvL7M8ecNwH8fDvGtv9UE/SzUcOqRdxIqgjazV+ApiiZfGYudO3/P4cnLiyx3qid27ZRYsf4bWcB83bBgx0SLO9OmeX8p0QJhGQbSRVQFvQSyZmdCypTUyRRpf42l2u47ANlIoTp7su9dvuI/vuCMiYlmCr5cyb89SvC3GoeMclEGvJxsCQrbuosMhG489e6RLzOFQZjm8sFNU5LthcDjk0m4lJRETSVnM6Kp9+9iOtM3Pl0FP3nB/lnJy5FSwFSsiJ6NVpKTIKXF1dBfr9WRDg15PViXsdtfGMx7m/BkLSfubx2e3y/VUBw+OjFwq4y+KNh6mhfkbp3d/lgD6948PI7t4sR6PVQjtLlaZWA/4CXQeX26uTvwO/utFrE9lCTa5woEDoZdFJbKyPGdN01iKNrIqk5MT28kGgpnHN3Nm7Opk/nzf0bFms/fE+stZsMkVYjU952WXySGEHTu0gVUQbWRVxm6HceOsliJ0JCTArFmuWXoCbRTsdnj8cWlwYiWC1DCekyf7jzQ3Y2BycmJ3wfu8vOANSay+nH30kZxrrl3ESqKNrOp07Gi1BKHj5Zdh9mzXLD3B4C2CNDsbrruurlJag2E8vd2bzt4jdTBzZvDfj+X1m/1FnWssQxtZ1YkF1192thwrGjo0dOc05oS6569dswZWroSmTUN3rXDiyXh6uzezBnbz5tiLwrbZZC+/Lr01Yx5tLHlBDPzNNddYho4uVh3j7Xv37pq5kqpz3XUwZYrr9IlwuLI8RZCCNOa5ubBpE/z97zI5g4rk5cmemSfdeLs3M8Ra4FN2tuzph6IXb3gKJk1yjcC22aLn+fJGrP3uMYI2sqpjvH0PGaJ+Q9C8OSxaBMOHWy1JTVKGvXvVM7KhNBqeiAXvB0gX6IABoX9Jy82V53WeR3vgAAwbFrprWEGs/O4xhjay0YC3t28VSEuTk/zD0RiGAlWCXdLSYMECKU+49RQN3o9p0+DFFz1Pqwn3Swh49hSsWhWdC76bnWuusQRtZKMF97fvH36QkbqR6t1mZcGtt0KHDrJhTEuLjMGoK4bBsfrlpLISGjWKTLo7X94P43NKioxIjbQRzsqSsuXmSlf+5s3yZUCFOpWaat7ANmsGJ0/C8ePhlckdT78n6DVjVUZo6kxZWZkARFlZWWQvXFAgRFaWEPKxk1tamhCTJwuRlydEaqrrsUC2hg3lOfLzhSgqEqKiIrL3FkoKCoSw2czfe1JS8HrzttlscisoiOx9u9eP7Gy539CJN70kJAgxdaoQGzYIMXiwEE2bBnffyclCjBkjxEsvyXNt2KBuncrPN3dP994rZa+okM9IMPUlkPro/nx7+j3DgGXtWoyhjWwIsLQyVlTIBstTw/WvfwX8EFca/x89Gvj1VMaTwfG2ZWRIw3DJJaE3tNnZkdWZr9/Lk06SkoQYO1aIEyc8H09OloZlypSauuJpu+Ya1+t5OldWVmRfOvxRVGTudywqcv1eRYV8efjb34Ro1Mi3Xlq0EGL+fPlsjhkTeB166aWIPX/ayIYGbWRDgJKVsaAg4J5spWFkp0/3fk7VG0pfnDgRVMPms9EMZnNvpK3EmxFescL7i4I/vdx1V805N2wQYvZs7+eKdO/eFxUVsj5762X6e0kya6Sdt5QUuSlYd5Rs16IQbWRDgHKVceXKoBp/R0KCOHrHHZ7P6c3lqlpD6Y1AerLBbmZdqvn5VmvDN1On1k0PCQnmy1rRu/eFNze6mXpu1t3s6bz33ee7/ligJ+XatShFBz7FGqtX+14CzJ3GjaFbN37/05/YcOaZ5PTqRSP3Mg6HjGwWovb3hZDBF8Z0CxWDLwoLZRCQJ/nrQkqKXNVl//7AliZUearF3XfDI4/U7RyVlebLClGTSEGFNVC9RfJnZsrAvxMn5PxrT8FZwfyuRp38v//zHnSlg5uiGp3xKZYoLJSJGMxESCYkQJ8+skHp3JmE334j5dtvPX/X39JpRkO5aVPQoocNXy8IdaWkRJ6/VSt4913YuFFGqNY1wX8oOXlSNs533in/njzpu+yjj0ZKMldUSqRgZNzasAHuvVd+PnxYRvOPHAk9esj1egsLZXmHQ9b93bshNZWgapqvZ1an1IxurO5KxwJKuFUqKoRo06bOLs+Kli1dXWIVFULk5pr7fnKyEKtWqRUYFcw4WTg2K9zq06cLYbe7ymG3ex5zr6gQom9f6/Sj0ji1EOaHF7p2rVsUv7+taVMh1q+35DlSol2LAbSRDQGWVUbnoJUePULyUFcHs9x3nxA5ObUb6UC3zExrxmsN3dxxh7XG1djCONXCI9On+5bH2dCuWiVEs2bW6mfSJDVeyoQIfMpXJDYLAgy1kQ0NWC1ALBDRymgYj8mTa8+ZU3mzen6olVvjxjJaN1KcOOH/5chul+X8GeM4MCYuGBHGVuvBfbPAE6KNbGjQY7LRgDHmM2UKpKfLMaGFCz2npFOVceMik67OCHKyOsOTM0ePynzOd98dmes9/bR/XTsc8Je/wLx5kZHJLLt3y9/PGO+MNP7iD6zCMLfjxsnx/2hL/RjHaCOrOoWFMsjCMKwHD1otUXCUlIQuMMp46Vi+XP49eVL+XbYMbrtNNkYqMm8ejB7tO/goFPzwg7lyS5eGV45gMIzJ7beHX0+e2L078tcMhJISGcHuHHilURptZFVGxV5ZXQiFkXV+6TAiPRs3ln9vvFH9l5B//QsSE8ObiD4W1ko9cEBOmwm1IXF/QXM4XD1Ft94a2uuFC6t7/BrT2IRQ9bU/eigvL6d58+aUlZXRrFmz0JzU4ZDGJFYMLMhGYdWq4L8frvmuVpGUJFeiCfXUjKVLYdSo0J7TKmy20E1fKSysPf81JUX+jcZF7o3Vd4qLwzJ/NiztWhyie7KqourYUF0oKpLjSc69CLOEc76rVRw5AoMHw+zZwenEEw5HdI3Vm2Hy5LrrxZtXqKQkOg0syGfBSOShURad8UlVVJqcHyqM8SQD52XP/BGLLx0GeXk1/weiE3c89dSiHWdDEmxGqFh8QXMmFtuKGEL3ZFVF5dR7oSKQcaV4aUiCHWuLtfF7d4L5/Y2x1tmzY1cvIDOOaZRFG1nVcE7RFuvjIEbPwow7MB5eOiAwnRjEek8NpJEMxGXsHCA3Z07YxFKCMWN0AJTCaCOrEs4Nw403Qnm51RKFH7PjSjk50pUaC5Gz/gh0rC2WXekGd99tftpKrPfq3dGRxkqjjawqxFvD4I4/d6DdLscqIT4MLZh3kcaLK33XLv/GJB569e4E4/3QRAxtZFUgHhsGd8y4g41lyOLFdWx2rC1e9GHgy5jEQ6/eEzrSWFm0kVWBeG0YDLKyzC//9tFHsG9feOVRBbO9ki5d5NKF8YA/YxIvvXpvxPv9K0icPJmKE+8PxqFDMHeu/7mi06fL1ITx4hKbNct/mcJCaNcusIXSYwFvz0y89erdiff7VxBtZFUg3h+MI0e8L4htsGIFzJ9viXiW8dFH8sXDG8Y4fqwlnzCDt2cmngLk3AnEI6SJGNrIqkA8NpK+cI+WLCyUuX7jkZEjYdq02vvjeRw/O9u7MYnHADmDjh3Dkl5RUzd07uIQUKccn7GYozgUGHlZf/wR2rSJ3tR3oWLqVOjXT7pJMzJkvXHOnhVPFBT4z4gVi9mv/NGwIfz+e8gMrc5dHBp0T9Zq4j3oyRtGgMsTT2gDC/DII64rDw0bZrVE1mCzwbZt/sflc3Nhxw5YsCAiYinBiROhW05SEzK0kbWaeA968scHH1gtgZqUllotgTUIIcfvW7XyP19282b4/vvIyaYCeXmhW2xCExK0kbUaBYOengLaA4lAF+ATp2PHgQlACpAEDAbcJ9RMBDoDDYELPZz/ODAGOB+5QsVAX8IkJQUke7jxpZvFQHegGWADDnn4/lzgcqAx0MLLNfzpTzXeB/oDbZD3/arb8UKgD7LO2IDPPZwjYN2VlsoVjDwZWufMac8+G+DdhBZ/uhHA/UAG0AjoDfzgViagOrN5Mxf6CiDURBxtZK0mJweSk62WopoVwF3ALOA/wAVAX2B/1fEpwOvAKuA94FfA0+jYzcBwL9dwIBuUichGxSvZ2bKhUAR/ujkKXA3M8HGOk8BQ4H/8XMuX/lTjd6QunvJx/ArgIR/nCFp348a59tgUy5zmTzcPA48DzwIfA02Qdeq4U5mg64xOt6gGQlNnysrKBCDKysoC/3JFhRDNmgkhHWGWb5eCmOD02QGiDYgHQRwCUR/EKqfj38qXcbHFw7lmgbjAz/VGgxjg7fi0aZbrw6xunMsVVenkNx/nWgKiuZ/rmdGfahsgXvFyrLjq+Gc+vh+U7jZsqHmWsrIs14FZ3VSCSAcxz2nfIRANQSw3c98etlm41RmbTYjsbKmbSLZrmmp0T9ZqNm9WZiGAk8BWXHuXCVWft1QdO+V2vBPQtup4yHnxxXCcNSj86UZjIU8/Lf9GWRBhMbAX1zrVHDkMEbI6JYROt2gx2shajUKBTweRrtzWbvtbIxuDvUADao8LGcdDjkLzh/3pRmMhb70lXcYKPUtmMOpNROrUmjWhPqPGJPWsFiDuUaDyO0hgMzl8QwtgDQ5sSO9WfGPoZQ8Z1GcH8JHVIimDs24y2EMOm7FjUWrHY8dkT02BIEKl9OLMsmUyY5pOVhFxdE8WGDJkCAkJCdhsNmw2G127do3MhVetkukCLaSQQbRnBz3YxARWAnYGsphCBlWX2QekV20nqR35aRyPJZz1MpLlDOU9wM6rdHEpF4v37g933fRgE+3Z4VJnIs6ePXDwoHXXJ3C9GPXGPTo/LHXqwAHtMrYIbWSB0tJSkpKSuPTSSyN3UYcDxo+P3PU8UMgghrCaXWRW7WkAdKaEzxnCagoZRCXwLtAVOUWgftVng++BX6qOxwq19QKGbh7m4upG01k38YJn3cBuMhnCaoukQs6bnTLFssv704snQ3sa0pg6P0/lyCjjsNSpKHOnxwraXQxs3Lix+n9bpPKdbt5s6Zu3gwQm8ViVU9j5XesuYDSCzkxgAm/zCr8DY5FBGbdUlUhGzmm8E9kgXOZ0hh+BI8hxpWPUzIs8B2mqAL5B9opLgcNOZS4M1Q0GiXe9gKGbW/k/zuRVnkBU6wZqxq1/rPr8FdAUGRhmTNL6BXnPvyDHeD+v2n8Gct4xmNOfFXjXzREEP0KVW3Q7Nj5HkIy8d+N+f60qbaSHMLwjUEfdNWkidWdR0JOvOiM4CvyX8dwKvEIxUm5DN5OBOUBHpNG9DzmndqDTOUJWZxRwp8clVoc3qwYgLrvsMp9ldu7cKT755JPqbePGjQIQxcXFoqSkxNR2ePFiS6cTFNHNx+EnBLQV0EB0oqn4yOngMRDjQbQE0RjEIBB73E7QrWq6gvtW7FSmnZcyVk+z8K2XGt3UxyYuBRfdzPJyT0ucyoz2UqYoQP2ppZsij/KOriqwxMv9zAqR7tb17CkOP/usgnrxr5tKEPeBaI2cutMLxPduJ/F230VOZbp5KVNcdY2KzExRsn+/6fappKREFBcXC9BTeOqKXiDADZvNxmWXXcaWLd6D6Fu0aEFZWVmt/fn5+TRu3NjUdVK++oor7rsvaDnrynKuZyQ+llGrIp8RjODlCEikBlov3lFRNwL48brraLtpEw0tmgqnol4MjMb907/+lT0BxpocPXqUkSNH6gUC6oh2FwfBtm3b2OM0vnHkyBF69uxJ165dzVfGyy/HsXAhdouS32dgbnzGbLlYIVr0YjSekVzMTVXdnPHaaxG9njuq6gWgMjmZo48+yhn9+3NGgN8tV2T+frSje7JumOnJuhP0klBTpsDChYELGQIcJNCeHewmE+Eh/s1GJVnsopjT1JiCECG0XryjdeMZpfWyciUMHRrUV/VSd6FBRxdbyYABll3aTiWPMQmQjYAzxueFTI6rxhK0XnyhdeMZZfVis8l1iPVqPNZi7ZCwGnzxxRdi4sSJYuLEiQIQ6enpYuLEiWLRokWmvh90jk8j16rNZlnQRgGDRBa/uOzO5mdRwCBLg2zE8OFCpKRovSi4ad1EmV6KigJvFOvSrmlc0O5iYNCgQbz66qu19terV49Tp075/X6d3CrGqiEW/gxKZqlZsQLuukuuJGIRSupFEbRuPKOkXvLzYcSIgL+m3cWhQRvZEFDnyvjAA3Ihak0NaWlK5S7WaKKWoiLo3j3gr2kjGxr0mKwKdOhgtQTqoQ2sRhMaunTxX0YTNrSRVQFtUDQaTbhYtMhqCeIabWRVIC3NagnUJDVVRkhqNJrg2b7dagniGm1kVSAz03+ZeMJmg+zsmsW4taHV+EIv3+YbPRxlKdrIqkBODjRpYrUUarFwoZxEv3q1fglxZvhwqyVQj2XLYMMGSE72XzbeSEiwfLWveEcbWRWw22HsWP/l4oG0NGlYc3Pl59xcePRRa2VSiY4drZZAPVq3hl694LnnpNdDez5qqKyEtWutliKu0UZWFQYPtloC60lIgJ9/rjGwILPV3HWXdTJp1MfII56bqz0f7thsMHmyzvpkIdrIqkJODmRlWS2FtVRWwscfu+7bvNmydUKVIzs7qPmOMY/zOqm5ubBjh5wbescdlomkDELAzp3yOdJYgjayqmC3w2OPaVfXnj2+P8crNpscp+7eXb+MOWO3w8GDtfd17669Q87o58gytJFVidxcmU4wng2tc6/E0+d4JCurZpxav4y54nDAsGEyPak72jtUg36OLEMbWdVITrY0j7FlGNN2cnJc9+uGEl54wXWc2hh7dNdLixaRlEotPI07Gi8k8Yy350oTMbSRVY1Nm6yWIPIYvbKFC2vPedQNJezfX3uf89hjfr78++STERdNCXyNO+bmwssvR14mlfD0XGkihjayGutxdod6IjdX9lTiFW+uPmPsccQI+TfeM/t4G3ccPlyudBVv+HuuNBFBG1nViKfo0cmTZQ+suNh/Q2DhAveWYtbV53DIeaLxjK9xx3gzNHl50tMRb/etIPWsFkDjRvfukJICJSVWSxI+srKkCziQBsAYm929O77GrM26+uJ5qpPNJuuGr5eReAn8yc6WdUYbV2XQPVnVsNth8WKrpQgvzz8feCPgPDYbD5G1KSlQUGBeT/E6RcPXeL4zsRpAl5Iie63GuLwZr5AmomgjqyK5ubKBjdXMNe+/H9z34iGjT1KSbDT37QussYyXnpo7ZscdYzWAbsUKuP/+mnF5HeCkHNrIqkpurkwxWFQEL70kl33TeI6qXbkSmjWzWrK6kZsrk9wfOiQbzUAby1jtqXmjX7/Ae26xGEDnKfJcoxR6TFZljOhRgEaNYieDTV2Du5z1YnD8OIwaVbfzWsW110rPRV0wemqxUkf88cYbclGNQF9GBgyQruVYIV49GFGE7slGC7m5sGqVTKIfzaSkhCeCOjs79OeMFNOmheY8sdhT80Uwie+NHn+0j+vrJBNRQ5S32HHGkCHRP7F+8eLwjBtFq7s01A1lvEx1CjbxfSyMzZoN9tIogTay0cbQodEZFJWcHFi0bKA45/SNll6KkfQ/lA1lrPTUJk40Vy6YqGpvaSlVxX0xep1kIqrQRjYacQ6Kuuceq6Uxx8qV4W8Uoin6ODs7PA1ltE91ys6WL2ODBpkrH+yYpBFAl5cX3PcjycqVroF+eppOVGETIp5m9oeH8vJymjdvTllZGc0iHeXqcEDr1uomrzASBRQXR8615XBIN+K778KcOZG5phnGjIHeveVLQE5OePVRWAiTJrkmqMjMlD2/ysrwXTdQbDaYPRs6dpQG09CLwwHt23tPPhLKeuVJVypgxbPjhKXtWgyhjWwIsLwyFhZaE1WamAgNGkB5uefjRk/KKteWv4Y6UgST4SoUGC8be/bUGLC//Q3mzYusHN7wl52osLAm57Dz7xeOemXoavduOHAA0tLkS8nBgzBlSuQNsNXPDgq0a7GC0NSZsrIyAYiysjLrhCgoECIzUwjZHIVns9mEyMkRYsYMITZsEKKiQm5FRUJMnixEaqpr+exsKZeVFBRIuW228OrG25aXJ3WkEtOnC5GQYI0+jC01VYiVK/3LWlAgRFaWtfXKuY6HQxcNGgjRtKlyz44S7VoMoHuyIUCZNz7jbXzNGli2TL6RB4BREbyO5K1a5Xs1E089JxWiHz25A0OZH7pZM6hXD0pLa/apnkP22DFIT/fuhQgFLVtK9/iqVbWPBdJTU6lePfAAzJrlt5jfZ8mZggIZFa7KPVahTLsW5WgjGwKUrIzuDZMnt5cx9lXFiaZNoXdvGn76qWs51Q2GGdz1cfnl0tAeOVK38y5YAHfeKf9XrJH0iy93rBB1exGZNQtmzIAOHby7Wi0ecwwKEzEQlc2akWDm5aVZM1iyRNnnSsl2LQrRRjYERE1l9GRo/v53OV7o3AvLzIS//KXGAHfvHnt5UR0OmDvXb69E4KM3kp1dYyCcdZuSAl99JaNXO3SA8ePl2LWKFBbK6TK7d9fsM8aQwedYv1fdTJ0K8+fDpk3Qo4d/GYqKomeJRxPxD5WNG5Nw9Kj/c82YAeedp+xLWdS0a4qj0yrGKw4H/N//eZ7CsHu36/45c2QgyMiRMpDICApRsGEwRQDRpB6NiHsyAH/nmzYN7roLHn44WInDS6in+qxYIV/gTpwwV37Nmugwsg6H/J39YDNjYEE+fwZWBcdpwo7uyYaAqHjjC8c0hWhsGAwXqbdqn5bmfyy7aVPo0wfOPlsaWbNzLadPV8vQetOFYXSTk326RYXNhs1X8zF6NLz4ojlZwpmoJBB8jf+a7ZnjxwPii1mz5DX377e8hxsV7VoUoI1sCLCkMpoJBjl5Ep5+Gtatg7ffDp8seXm15zmqiDGlx6r5kHY7HD2qhuvYal04o8rYrLe5xePGyfr9zTeRn3dt4YusNrIhwqqw5lgi4qHunqY1ZGW5hvxbNU0jK0tOW8nPl9MeVJq+kpdn7bQVEGLBAqu1IH+TBQus14X7VlRkjS7COT0nVJsF03n0FJ7QoMdko43Vq2X+Ynd27ZIBGRMnwpdfSteWFeza5RpMZHUiBiO5QHExPP54ZGXwxPbt1lzXeXrX0qVqZghzDr6KBKpmevLEuHFymo+qXiKNV7SRjSZWrYIRI3yXUcGQOLN7txz3i2TmmtWr4X/+R05bUo0OHSJ/zVWrZISzivpwZvJkuW5yJOqJVVnSgqWkRL449+pltSSaANELBEQLhYUwbFjg62dajRDybzBrfwaCwyEbof79ZU9fVYMS6UW2775b1htV9eHMwYPyhaywMLzXcThkzzDa2LjRagk0QaB7stGAyakDyiJEzdqfoZyqYbhAX3kFXnghvNmLQsWIEVC/fmR6a6tXq5On2CxCwNixsHUr9OwZnvnZc+eq6S73xy+/WC2BJgh0TzYa2Lw5OsaN/BHM2p/eKCyU0bE9ekgXeTQYWJBG5LbbZNrLTZvC17t3OKSLOBopL5dzSHv3ltmVQtmzdTii78XD4NgxqyXQBIE2stFAKI2TlYTKVWrM74zWF4+DB+HGG+ULQvv24XGPbt4ccO5qJSkpkWOnodLR3Ll1T6VpFQUFMjVqOF/ONCFHG9loINLjeOGgSRPpAjx5sm7nMVznxlhvtGMEhoXa0K5ZE9rzWc2kSXU3LA5HTbrIaGXhwvC+nGlCjjay0cC+fVZLUHd+/12mF2zUSAYnBfs2HiuucwNjJmQoA8McDumOjiV27ZK/fV3YvNk1R3c0s2tXZILENHVGG1nVMKJkly+Xf1eulDmDY4XKSli7Vr6Nt2sXeCMRK65zd4zAsFAQK65id/bsqf18BPJiEmt1x/3lrC660YQNHV2sEtE0OT4U7N4tx9sCyVsbC65zbzz1VGiWyos1Y2Lw1FNySpLz8xFIspNWrcInm1UYL2elpbXbjmjMLR6D6NzFISAkOT79Ja6PZVJSpEvcjFExcu7u3h3bugqkgXTPY71pk/lFC6KdQBZ/X78e+vYNv0yRpkMHz5nEAtGNB3Tu4tCgjWwIqHNlVClZu1Vs2GA+m4231JKxyMqVvu813rwfnjCzwEBhoVwVKFoji4OlDosvaCMbGvSYrArEWjBPMJjNtVxYKKcxxAsjRsiXCk9E+1SmUOGc7MQdhwMeeEAOS8SbgQXfutFEBG1kVSBWx9AC4eef/QdsxKNRcThkT9Y9QCzWpjKFAvfnaNUqSE93XbAiXtFtjGVoI6sCsRzMY5alS2UUtbc5gPFuVNyn+GjvR22cn6NoytkcCXQbYxnayKpATo4cNzECFeIdTwka4t2ouLv8dM/Elexs+RxBdOZsDhc2m6tuNBFHG1kVsNtlJGm89tLc8bRyT6TXGlURZ8P6ww/WyaEijzwin6NoztkcaoyX9oUL9Tq0FqKNrEZN3AM2fv3VWnlUwHD5FRbqcUZ30tLk31hNxBEMWVmRXcdZ4xGdjEIFHA45vUBTmz175PhaPLv/jGkYOTnRv+xhuDB6+dqNXsOwYdrAKoDuyarAxo3xOb3ADGvWaAMLNS6/eB+b9obRy4/FrE7B8sgj3qd/aSKGNrIqsHSp1RK48BTQHkgEugCfOB07DkwAUoAkYDDgvnzBL8C1QGOgFTAdqHA6vgcYCZyJrICTPQlhs0FmppyGoRC+dLMY6A40A2zAIQ/fLwVuqCrTArgFcH69Og6MAc5HupkGJia6uvwUXF3nfaA/0AZ536+6HS8E+iDrjA343MM5zNSriUBnoCFwobFT8cAef7oRwP1ABtAI6A24j7YHXGecvzx+vM5hbDHayKrA4cNWS1DNCuAuYBbwH+ACoC+wv+r4FOB1YBXwHvAr4OyQciAN7EngQ+BF4AVkQ2JwAkgD7q06v0eEgHPPlQsKKII/3RwFrgZm+DjHDcDXwDvAWmQjPM7puAPZ2E5ENrikp0NysmwoCwtlj1Yxfkfq4ikfx68AHvJxDn/1yuBmYLjzDiFcA3v27jUveATwp5uHgceBZ4GPgSbIOnXcqUzAdcaZAwd0IgqrEZo6U1ZWJgBRVlYW3AkeecRY8Mzy7VIQE5w+O0C0AfEgiEMg6oNY5XT8W/kyLrZUfX4TRAKIvU5lngHRDMQJD9frBmKSAvddV904lyuq0slvbvu/qdr/qdO+t0DYQOz2cL3RIAYYnzMzhUhJsVwH/jZAvOLlWHHV8c/c9pupV87bLBAXGJ8TEoRYtarmWVqwwHIdmNVNJYh0EPPcdNEQxHJCUGeMLT/fmnZNI4QQQvdkVeCOO6yWAJC9z624vg0nVH3eUnXslNvxTkDbquNU/T0faO1Upi9Qjnwbj1b86cYMW5Duvoud9vWuOs/H/r68ezeUlJi8UnRhpl55pbJSZsSaMkVmC2vZMjxChoFiYC+u990cOQzh/Dy1IMg6Y6ATUViKji5WgbVrrZYAgINI11Nrt/2tge+QDUID5EPvftxw0u318n2cykQj/nRjhr3IMWpn6gHJRLdu6oqZeuWXhQvl1rx5yOQKN8a9eapTzs9TnepMy5ZyqGH58rovoagJCm1krUaBKRkOEthMDt/QAliDAxvSSxXfGHrZQwb12QF8ZLVIyuCsmwz2kMNm7Cgwfl5WZunlldOLwwG9nfrKeo3ZiBP37uKUlBRsNlv1FnEsnpJRyCDas4MebGICKwE7A1lMIYOqy+wD0qu2k9SOmjWOU/XXPSp0n9OxaMFZLyNZzlDeA+y8SheXcs737o90aoKkDCqQ0aPRrJsebKI9O1zqTCCYqVfRQKB6Me7N0/Pi/DzVqc6Ul7t+9pSyVBNW4t7IVlRUkJ6eTqNGjawRwMLJ84UMYgir2UVm1Z4GQGdK+JwhrKaQQVQC7wJdkdMn6ld9NvgeOWWna9XnrsBXuDYM7yCnH5wTvlsJKbX1AoZuHubi6kbTWTdm6Io0JFud9m2sOk8XT19QEM+6gd1kMoTg5mSaqVeq408vngztaUhD6Xzf5cixVufn6RAhrDOiykPlvuCEJnxYHXmlCmeeeaYIVh11isIrKrIk0rGCBJHFLwIcbodeFtBQwPMinQ3iVhAtqIkWvh1EWxAbQfwbRNeqrea8iPNA9AHxOYi3QaSB+Jvb9T+r2jqDGFn1/9cKRIB610uNbpJ5RHyFTYxz082eqvt4rioi9P2qzyVOJ7kaxEUgPgbxAYiOIEa4Xejrqu/1B9HdSVfVZVJTFdPNYQGfCdgqADEfm/gMxM9VBUqq5H+jSi8vV33e43QSf/VKgPih6nu3gTjTSS+eotbV0Iuhm62iNW8KQDxaJbOhm78j69AaEF8iI4NPA3Es1HXG01ZUFL52TVMNVgugCoEY2Z07d4pPPvmketu4caMARHFxsSgpKQls279fVLRpIyoj3DAU0c3H4ScEtBXQQHSiqfjI6eAxEONBtATRGMQgXBtLAWIHiD+DaAQiFcRUEKfcyuBhaxdhHQSulxrd1McmLgUX3czycl9LnMqUIBvIJOS0prEgDrtdpJ2X8xjHDz/7rCgrLBSV9esropsij/KOriqwxMv9zHI6iZl61c3LeYojXEcCqzO+dVMJ4j4QrZFTd3qB+N7tJKGoM562w4sX+2ybiouLhTaydUcHPgXBeeedR5mHAIstW7bQuHHjgM+XcdNNXPKQr6n6oWcPvsL676ja4H5G0IWXq48kIifWe5tcD9AOeNPP9YUpKSOPb72AoZsXGcEIJ70AzK7afJEM5Psps8PP8c8PHIADB7ji1Ck/JUOLd910x/kXzXfTzZiqzRdm6tUmvxJag+860x1DN+56AZkF6oGqzRuhqDOe+HzfPkp8JKo4evRoEGfVuBOTRjYpKYnff//dZ5nZs2czK8iVTLZt28Yep7HUI0eO0LNnT7p27UqzZs0CP2FODqe2bqXBhg1ByRMMGZgbCzZbLlZQXS+OlBTOue02GlgQuKK6bqwi2vQibDYq27ThnNtu8zmdp9w9aEoTFDYhhKqdiqBZu3YtW7du9VnmtttuIz29Jj7vrLPO4r///S/BqKO8vJzmzZtTVlYWnJF1OCAxESoq/JcNEQ4SaM8OdpOJ8BD/ZqOSLHZRzGlqTM2IEMrrZcgQGDECxo6tHTkaZpTXjUVElV6MGRQmlsCrc7umkVjsrlYGywKfhBBi1ixLxpIKGCRsOITNLWDD2FfAIEvHuqzalNbL4MFaNwpuyuolOdn1c3a2EAUFkWnXNEIIoQOfFi1aJCZOnChatGghADFx4kQxceJE8cUXX5g+R50qY0WFEE2bWto4yMhIp+eQn+O2sVReL+6NptaNMpuSeklNFWLDBpm/uKhItjeRaNc01cSkuzgQ6tevT4UHN+3AgQN55ZVXTJ2jTm6VTZugR4/AvhNilMtSowjK6aVZs4i7iL2hnG4UQUm9FBVB9+4Bf027i0NDTAY+BcKpCEdo1sLCZBQGdirpzntWi6Ecyunl5puVWepOOd0ogpJ6UaCNiWfiPuOT5egVMjT+SEqCggIYMMBqSdRmxgzZ29e4otsYS9FG1mpycmTSbo3GGw0aSAObkwOZmf7LxyPZ2dIlqog7XRmys2W90ViGNrJWY7fLVTE0Gm+UlsLcubKuPP641dKoycKF8P77VkuhFjab1Ite2s5StJFVgdxc6Q5MSrJaEo2qPPaYnE+dmwt5eVZLow4JCbBypV66zZ2kJFNzYTXhRxtZVcjNhVdftVoK9UhLs1oCNSgtlcsiAsycCamp1sqjChMmwNCh8v8gImhjliNHrJZAU4U2sirRvbsO3EhOhg0bID9fTj144gmrJVIHI0rUboczzrBWFlU4/fSa/7t3h6ZNLRNFKWw2vZydIsT9FB7lqF/fagms5bnnoFcv+b/DAe3bWyqOUhhRooWF8NFH1sqiCs6eDrsd/vlPGDbMOnlUQQjYuVN6P3QP31J0T1YlNm+GkhKrpbCOyZNdx5A2b4ZduywTRymSk2WUqMMBkyZZLY06uEdbDx0K/fpZI4uK6DmylqONrErE+wPhPg803vXhzKRJsqemXzxq8DY9ZerUyMuiKnqOrOVoI6sS8fpA2GyeG8x41Yc7KSky2An0i4eBr+kpeu6592dKE3G0kVUJo3EwlqOKJzw1mLqxlCxeXKMb/eIBzZv7np5izD2Px+cIau5bz5FVAm1kVSJeE1PMnu25wYz3xtJurz0HNN5fPGw22Zv3N/8zN1ca4pSUyMhlJe73mJWl58gqhDayqmE0DvE0D7JjR+/H4qmxdOfll2vmgBrE+4vHtGnQqJG5srm5sG+fTN7RsmV45bKKl1+W91hUVDPtrbhYG1iVsHqtvVggLOsunjghRFqa5WtkRmQrKvKvj4oKIfLyLF17N6Lb9Om+9VFQIERWlvVyRnLr1i3456miQtazl14SolEj6+8lFNu0acHrwwR6PdnQEPfryYaCsK27WFgIQ4bIRyoWsdmka6u42PzY0cmTspd/+HB4ZbOa7Gz/enE4ZLTx7t1w4ADs2CF7MwcOREzMiLJuHfTpU/fzDB0qvSPRzJQp8OijYb2EXk82NGh3scoYrtJYXXlFiMCDMxo0kC7DWMdIJOALu10mGrjhBjnHeOFCOV5puA4feigCgkaQUM0hv/320JzHKpKSYN48q6XQmEQbWdXJzYWff47NpPDuySfMMnNmfKTPC2a6jmF4R4yACy8MtUTWEqrI6u7do3uM/8gR/y9gGmXQRjYasNvh/vtjz9AGuwi5kT4v1qmrUYmlhjiUcz7tdjktKprR86WjBm1ko4mZM2Nj+kYoJsoPHQrTp4dOJpXQiQRcCce6qLm50V1/9HzpqEEb2WgiFqZvhHKi/MMPw6pVsbUcXij1EwuJ4VNSwjPn0+GA5ctDe85IoF/Aog5tZKMNIxgqWnu0oZ4oP2SIa7DPvfeG5ryRYOzY2r9jKPUTzWOPSUlyeGTfvvDM+YzGHNA6k1NUope6i0Zyc2Vqud69rZbEPHfcAYMHyzfwUDcQRrAPwKZNMGdOaM8fDlJS5LJ+IBv8PXukCzCU+jHGHgcPDs35Ismrr9YseRgOonFMMytLGlidaCKq0EY2Wtm/32oJAmPw4Mi4L420g7t3R8f8YucXhHAwYIA06NGyhKIxdzrcdSWaxjQnT5a/YzheUDVhR7uLo5VoaSQiPYbknP9Z5bHrkpLIRP9G0xrFkXSHRsNiHNnZUFAACxbIlw5tYKMSbWSjFVUaibS0mkWy3WWxagwpWpJ4RMJlqapbNDnZ2sT2vl7GQvRMBeRHadiwJvewzkEcU2gjG62o0mNr0EAG8BQU1DZqVq4Gkpsr0wwWFUl3WzCkpnJ06lS+HzqUo1Onwvr1cr5yqIiEN0JVj8fKldYntvf2MpaVJeWrw0tsQAa2WTMoL5cJRIxEIrrnGjPo3MUhwNIcn4WFMGmSa6RkWhp06QIff+w9j21KChw/Dr//XrfrG43Q6tVy3ChcQTx15e67zaWiy8uTqwJlZMDBgzgmTcL+6681x7OyZCO4fLn36FS7XU4R8UYwOZuDxeGA9u3Nj1E3bw5du8qgut9+g//7v/CMbefnSz2qgJED2r3eGrnDISgdHP3rX2n83XewZo3vggUFSvZYde7i0KCNbAiwvDIajcSaNfDSS3DwYM2xpk2hb18YNw4SEuDXX6XxFQJOPx3OPReWLpWNXrBE0mgEg2FofE3ZsNul4czNrdHlwoUIwGNfZtYs2Rjv3w+tWsl9+/fLRvryy+Hvf5dl3HF+KYlUw+rNWNhs8rPzi4Xzi9EDD3i+h1BQVBQd83g9vcSaDCQ7fsstJK5Z4/o8upOSInv0Cj43lrdrsYKVSwDFCkosCVVQIITN5n1ZrJQUIQYMEMJud92fkCBEhw6hWXrLzJJ1VlBUZE7+vLzAlo9LTRVi8mR5/oqK2tf1tBxddrbcL0TN8mv5+d7PESr8yeKpvEk9VAZSR2w2ed1w3muocV4mb8ECIe65J7RL1in63CjRrsUAuicbAix/4zPTU4sEKrkAnVm+HEaODO81srLkGLl779TZFenc4/3hBzlP1vk383aOUOHNLeqpXDjqkxW9+FDhqUfrBa/eD29Mngzz5ys31GJ5uxYj6HmysYAq2WtUDbKJhFy7dkmXrGFA3A1a/fowZozv32n3btdzhBpvc3LdZXU4wlOfoiGZgqcXkTVrAlrXOeBQqUWLZHrQ3btr9oX7hUsTMbSRjQVUmKaRlVWTD1aRN/FqIpmgYvJkOHVKZrjyNRbnCSFkb89IPhAJ/RUWwsSJrg18o0ahv07z5nKRcdWMhrNR9eZdOHYsvPXm2DFX/UP4X7g0EUO7i0OAZW4Vo4F4913rUwk2bQqHD9d8Tk6W7rWZM9UwtitWwPXXWy2FeSIRGFRYGPmUiypF0gbgArYEiwMKtbs4NOh5stFKYaEcN+vRw3oDC64GFqC0VEamtm4tZbWSu++GG26wVoZACbd3wuGQEeeRZtw439ObIoURca2qgQXZe965M7bWBY5DtLs4GjEaiGhwQpSUWOv2Mjs/VjXCNY5seD/eeceadIslJTKhR8+e8rMx7SmSwwsOh+zBRsPzA9JTdfnl8OGHSgVGacyh3cUhIKJuFVUiiQMlOzvybq+TJ+X4YmVl5K5ZV8LpIlTZPRrJQJ9Nm6QHKJpISHCtxxHQl3YXhwbtLo42VIkkDpRIub0cDtmILl0Kf/hD9BlYCE+uZ2P8VdW6YwT6RGJoQYVAwUBxr8eR1JemTmgjqyKGoVi+XP51HsNyj0KMJt59N7zjcatXS1dajx4wahR8/334rhUOQp3r2ahHy5bJ6UMqYzjUJk8O/5itqlPNAiGS+tLUCT0mqxqeXHqGawiCT3avAnPmwAsvhMfNFa1jrxCeSGyVXcPecA70yckJbXIG56k6334bOpmtxFlf0ZCiMl6xMt1UrBCy9GP+UiPGwmazyc1bOr9gWLnS+vsKxbZyZWj0Ee31aMgQITIzXfdlZQVfZzyllIylLT8/NPXGDZ1WMTTowKcQEJIAgWgNaAqGUAb3OBzQsmXtKUTRiN0OL79ck8w/GGK1HgWbkjGaIvGDJUxzqnXgU2jQY7KqEK0BTcEghHRzbdoU3Pedx6xvvTU2DCzI+xo6tG7BLLFaj4x+2+23y6hxM0TbVJ1gyM6WrnSNsmgjqwrRGPFYV4YNC9ygOCfhGDkSliwJi2iWUpdgllivRwcOSC+ImXoTqy8czpx/vrxPHfykLNrIqkIsRDwGSmmp+WkIDodc31TlaSihoi7TneKhHh04YK7e+FssPRZ48035wpmRAVOm1J6NoLEcbWRVwUhibwt4DY/oRgjfPTfDuLZqFb4FxFXklVeC+1481SN/9WbZsoiKYykHDsj51T16SE+Pnj+rDNrIqoLdXjNNJ97w1nMrLJS5j2fNkr3eeOLFF4PrkRj1KJbHIaFmXN9bj3/zZml44pFdu6THZ9UqqyXRoI2sWuTmyujJrCyrJYk87okqjKhQK/LrqkBZWfAu44qK+OjJgvcx6FgfmzbDiBGyPdFYijayqpGbCwsWWC1F5Jkzp8bNFQ9RoWYwayico62vuAKGD48f3Xkbg46HsWl/hCJaXVNndMYn1XA4ojurU13YtUv2XmfPjv3gJjP88IP/MtGY2SkUGHOtvU1fOXBAus51EJBsTwYM0Kv2WITuyarGpk3RnZ+4rggRv2PT7sye7bsXEg1rooYLIbwvpFBYKHvz2sBK9Jq0lqKNrEoUFso3zngn3oKcvOEr8jreXeo2m9ZLIOgxasvQ7mKrcE5YnpEBBw/K8RONxGbTDSV4TwAfD4kWfCGETGZSUOCaZjHe9eINPUZtGdrIWkG8jqMFgjawNXgaPtA9E8m4ca7jjVovtbHb4fLLrZYibtHu4kgTBeNoTwHtgUSgC/CJ07HjwAQgBUgCBgP73L7/C3At0BhoBUwHKtzKbAL+CDQEzgBecD7YtGldbyFs+NLNYqA70AywAYc8fL8UuKGqTAvgFuCIW5kvgZyqa2QDD7/8cu0TKdQzeR/oD7RB3verbscLgT7IOmMDPvdwjqDrVUkJzJ1bU0ghvYB/3QjgfiADaAT0BtzD3YKqM84HHQ748MM63YcmeLSRjSRRMF60ArgLmAX8B7gA6Avsrzo+BXgdWAW8B/wKOK+J4kA2hCeBD4EXkQb0fqcyxVVleiAb3MnAX4B1RoG77grhHYUOf7o5ClwNzPBxjhuAr4F3gLXIRnic0/FypEFqB2wF5gGz169n8eLFrifKyZHr0CrA70hdPOXj+BXAQz7OUad6NW9ezfisEVWsCP508zDwOPAs8DHQBFmnjjuVCarOIF/6qtE9fOuweq29WMD0uotFRdavPelnuxTEBKfPDhBtQDwI4hCI+iBWOR3/Vr6Miy1Vn98EkQBir1OZZ0A0A3Gi6vPdIM51u+5wEH1BiOnThaioUHL9T1+6cS5XVKWT39z2f1O1/1OnfW+BsIHYXfX5aRAtnXQlQPz1vPPEWWedVbs+5eVZrhP3DRCveDlWXHX8M7f9IalXeXnKr6PrrptKEOkg5rnpoiGI5dSxzoA4y/n6RUXha9c0PtE92Uii+NvkSeSbcG+nfQlVn7dUHTvldrwT0LbqOFV/zwdaO5Xpi3zb/tqpjPM5jDJbAB58sCY1oEJZi/zpxgxbkO6+i5329a46z8dOZa4EGjiV6bttG99//z2//fab6wnPOcfkldUmJPXqsceU9xK5UwzsxfW+myOHIZzvuwVB1Bnge+A3gLQ0vRyehWgjG0kUGy9y5yDSLdfabX9rZGOwF/kgt/BynKq/nr6PiTLlwLGZM+Vc4QEDYNq0wG8iTPjTjRn2IscSnakHJGNSf84BUA6HXHUlBghJvSotVTrOwRPGvfmqU3WuMyDTKyrkQo834t7IJiQkYLPZqrd69eqRn58fnotdfrmSld1BApvoxqsMqPpsYQ/yoYdqVhJ5/nnr5KBGL8u5ng+5zFJZAHjmmZr/LZ6q4qybTXTDoZsSQFG9nHaa1RLENQrUAGtp3bo1N910E8888wwjR47E4XBwww03hOdiH36oXBaaQgbRnh30YBMTWAnYGchiChlUXWYfkF61naR21KxxnKq/7lGh+5yO+SrTDBlhCUgDYuHiAM56GclyhvIeYOdVuriUc753f6RTEyRlUIGMHjWlv6efrskAZWFWMHfd9GAT7dnhUmcCIVT1ymoC1Ysht6f7cr7vOtUZkO5ijXVYPSisGpdffrkAxIEDB0x/x3SAQH6+5cEXzlsBg4QNhwCH0+5LBUwQNhyigEHCASIT18Cn1U7n+A7PASr7nMosQgaoHK/6fDeI89xkGUFV4JMCm2e91OimgEFCgItunAsW4Tvw6d9O+9bhOYjlpFOZv+EUxJKdLcTKlUKkpiqlGxuOqv3BBz7VtV6pWGcMvRQwqJZujMCn+U77yvAc+FSnOhNE0FNA7ZrGJ1gtgEq8++67wm63i0DfPaIxuriCBJHFL7UaBXhZQEMBz4t0NohbQbSgJqrzdhBtQWysevC7Vm0155UGtA+Iz0G8DSKt6qE3yvwEojGI6cgo0qdA2KvKqquXGt0k84j4CpsY56abPUgD8lxVw/h+1ecSp5NcDeIiEB+D+ABER+QLhnH8EIjWIG4CsQ3Ey1W6WqS0bg4L+EzAVgGI+djEZyB+ripQUqWHN6r08nLV5z1OJwlFvVJPL4ZutorWvCkA8WjVvRu6+TuyDq0B8SWIASBOA3EsVHUmO1tG6weBNrKhAasFUIEmTZoIqhoAQKxfv95n+Z07d4pPPvmketu4caMARHFxsSgpKfG+7d8vKtq0EZUKTDMoopuPw08IaCuggehEU/GR08FjIMYj35wbgxiEa2MpQOwA8WcQjUCkgpgK4lSt6yMuBNEAxOkgllisD3N6qdFNfWziUnDRzSynOuS8Od9bCbKBTEL2wsaCOOx2kS9AXIHs0WQiG2Ln45XK6abI432PriqwxIteZjmdJFT1Si29+NdNJYj7kEayIYheIL53O0mwdaYSxO/33CNK9u/33S552YqLi4U2snXHJoQQIfQ+K0FSUhK///67zzKzZ89m1qxZALz99tts3bqVzZs3s27dOmw2GydPnqRePc9ZJ1u0aEFZWVmt/fn5+TRu3NjndTO2bOGSh+S0fCsnqCznekay3G+5fEYwAg8Zh2IUrRfvRItuBJF9tlTXy7GUFL76y1/Y07VrQN87evQoI0eOpKysjGbNmoVJutgnJnMXv/zyy2zdutVnmdtuu636/6uvvpqrr74agBdeeIGxY8cyZswYXnrpJY/f3bZtG3uc5rweOXKEnj170rVrV/+VMSeHI2efTeMZM7D/+qvJOwo9GZibs2u2XKyg9eKdaNGNaNIEm5+X7FCiul4SS0u55OGHObJkCaf69zf9vfLy8jBKFUdY3ZVWjUWLFglADBw40PR3ghq7WLnSUheXMY5k8ziOJAM2svlZVJBguTtO60WNLSp0k50txLp1Wi+1hLAFPD6rx2RDA1YLYCWjR48WmZmZYuLEieKZZ54R/fr1EyDHTHbu3Gn6PAFXxooKIZKTLW80jYhI98bBOSLSahm1XtTalNdNQYF8vlJStF48bQFEGmsjGxqwWgArmTZtmrDZbMIwrIBo0KCBePHFFwM6T8CVccMG6x82p8ZBRkbW7M7mZ3UaBa0X5TZldTNmjHy+Cgq0Xrxt+fnha9c0HonJwKdIU15eTvPmzc0HCNx3H8yZE37BTOIggc3ksIcMMthDDpuxU2m1WJajpF6ysuCWWyAvz1IxlNTNSy/B9ddD27ZgUbyDknpxpqgIunc3VTTgdk3jkZgMfNIEhp1KuvOe1WJAv37QooVsLBVAGb0489hjcOKE1VKoqZv0dJlu0sKAQiX1AnKxjawsvVCABcR9WkVLMPkmGXdMngzXXGO1FOqyahXk5iq/0ISlKL7SlaUsXKhk7vRYRxtZK+jeHVJSrJZCTbQB8cysWTBkiPw/JwfatLFWHhXZv1/XH0+kpcHq1fIFTRNxtJG1ArsdFi+2Wgr12LRJJr7XCc1dSUqS4/gGdjs4zfPWVJGRoV9A3ElNlYttaANrGdrIWkVuLhQUyHESjWTOHLjxRjhwwGpJ1OLIEVizxnVfx47WyKIq2dnSwNrt8MQTVkujDk8/DQ0a+C+nCRvayFpJbi7s2AEbNsjeikbjjcmTXZdJ1G5RV5zHG3Nzpb402iukANrIWo3dLrcjR6yWRE1sVmZ4VoidO2XkrEFOjvSCaP3AmDG13aEDBlgiinLoQDDL0UZWBfSD4B09jbsG53pit8vpPBrYu7f2Pv0SItEeD8vRRlYF9IOgMYN7PcnNhRUr9LSMLVtcXelQ8xISry9pNlvNOLXGUrSRVQHjrVuj8YSvBjMtrbaBiTfKylxd6Qa5ufDnP0deHlXQ82KVQBtZFTDeuuPdtaXxjBDeG0w91CDxpoc+fSIrhwroebFKoY2sKuTmygdDJ6nQuJOX573B1EMNEm96iMc5swsWaAOrENrIqkRuLuzbB4MHWy2JRiV8zYmN96EGX650hwOmTo28TFaTmWm1BBontJFVDbsd7rjDaims4cYbrZZATXz1VuM5ytgYXvHmSt+8WWY7ihd0sJOSaCOrIvHYO8nOlvMdNTWYbTRzcy1f+s4SsrJ8jz3u3h1ZeVRABzsphzayKmK3w6OPWi1FZLDZ5LZwoVw4wdfcRptNjlnHwwuIv16aOzNnxo+bcPJkuS5qcbHvscd4Ss+pg52URRtZVYnVdGiJia6fnXsjzq5Pd0NrfF68WKaivPfesIsaUdx/b3+9NHfsdnj88ZqXllgkO1vm+16wQL6Q+Xv5iNVnyJ3mzfUiAAqjF21XlVidmrF2rWwc9+ypWTXFubE0oqwnTXIdT8vKkr06oyHp1UsuKBALZGfDjz/Chx9614sZvOkuOxsuugheey20ckeCGTPgvPOC00m89Oz/8he9CIDC2ISI15QooaO8vJzmzZtTVlZGs2bNQnPSTZugR4/QnEsV0tKkETHTUDocMnDFm9FxOKB9eznuFu1VuKAgtL0Qb7pbvRpuuQXKy0N3rXCTlwf33x/cd406EuvBT9nZ0nUe4rHYsLRrcYg2siEgLJUxloyIweTJ0tUXKgoLaxYyj1Yd1cWIBIPDIV3y0TK1JStLDg8Ea0CMOhKt9cMsRUXShR5CtJENDXpMVlVicWpGqFdGMdyj7m7B1NTomMaQliYDliKJ3R5dCSx27fKcMtEsRh1xD5aLtaQvsTq8FANoI6sy3hqIaCRc8/eMNXmLiiA/X/7du1f+Vb0hveEGa6ZbRJORhbobEE91ZN8+6aZXvY6YJdp+0zhCu4tDQNjdKsYY2yOPyMChaMKIdLViekFhodrZs8Lg4jOFwwGtWkFpaeSvHQzh1JPDAXPnSq9RtOjDGZtNvoTrMVll0T3ZaMBul43M66/DqlW1pyZkZ8v9KkZTBjoVJZTk5sreior5a63MzGO3ywjkaCDcerLb5Zj4/v3SmE+eLIcbooFA51JrLEH3ZENAxN/4vEWPPvAAzJoV/uub4d575TSbYKaihBqHQ0bVvviitXKAtT17ZxwOaN0aSkoif+1Bg+Ddd/1HOdts1ujJeL7WrIF//hMOH47s9ZOSYMkSaNkSNm6EX36BY8fgvffg4MGactnZrtPaQozuyYYIoakzZWVlAhBlZWXWCpKfL4SMowx6q/RXxm73fdxmEyI7W4iKCmt14U5FhRBJSXXWT5237GwhCgqs1oakoED+XpG692bNau7duLa366ekqKGnigohhg+PrJ42bPAuS1GRfM6LisL+jCnTrkU5OhlFLBFM8ENCAlRWVn8UTZpg+/13z2VtNnj5ZfjmG889ZpXdV3a77MkGOEZruHnqlENpwQLZaww2yUS4MALrxo0Lf4+2WTOZ5tBImuAtcUZystw3c6YaelqzBlaujNwUoOxs7+PPxrCRJrqw2srHAsq88VVUCJGVZe6t2+hFrFwpRFGROLx4sdj8v/8rSvbvF2LVKiHS0nz3wAoK5LVU7aV5w5Pczr2nZs1c9jmSk0UlJnr43nSsYq/enYoKIfLyhEhOrv17Tp0qRNOmde+deasXEe6dBYTxPPm6r4QEr8cCrjM2m1LPjzLtWpSjx2RDgFJjF2YTNLiN55SWlrJ582ZycnJITk72n3EJzJVREUPu3btl7yotTQaNGQE2TvdUeu65/PjII3RevBj7b7+5niclBW6+GebPl5+d9a3K2GsgePs9ly0ztwxhv37w+ee1UzqGcdwwrJjNujZ2rOzxOkUnn2rcmHpHj2Kz2WrXCyFkz955TFpBPSnVrkUx2l0ca/jK/XvrrXIBcDMG0YxrKlrdV/7kdj5WWsqerl0pmzqV5C+/lA2vUcZIUn/ZZf5zLUcD3vRiNmp96lRZr6LxxcsTZufnXnUVPPdc9X2XN2lCUUUFPQ8fpum993quFwMGxI6eND7RRjYWyc3VD3GosdtltHSvXrWPxbq+jfWNvaT4FDYbtqysmnuOxhcvT5iNccjIcLnvitJS2LyZU/37Sw+At3oRK3rS+EQb2Vgllhq7aCCW9W2k+BwypMbdWUX1fyoGu9UVPy8X1YkgfM3jjeV6oTGFTkah0Wj84yVP9LHUVI4sWRJdbnGzmFnfOBZfLjQhRfdkNRqNOdzc4sbYY04s99TMrm+s0XhBG1mNRmMeD2OPMU+sj7lrwoo2shqNRuMPPbaqCRI9JqvRaDQaTZjQRlaj0Wg0mjChjaxGo9FoNGFCG1mNRqPRaMKENrIajUaj0YQJbWQ1Go1GowkTegpPCDAWMip3XlUjyigvL+fo0aOUl5dTr56uFgZaL97RuvFMrOjFaM/0Qm11I3prgEIcPnwYgOzsbIsl0Wg0mtBy+PBhmjdvbrUYUYteTzYEVFZW8uuvv9K0aVO5fmQUsnXrVnr27MnGjRvp3Lmz1eIog9aLd7RuPBMrehFCcPjwYdq0aUNCgh5ZDBbdkw0BCQkJZGVlWS1GnUhKSqr+qxdorkHrxTtaN56JJb3oHmzd0a8nGo1Go9GECW1kNRqNRqMJE9rIagDIyMigefPmZGRkWC2KUmi9eEfrxjNaLxpndOCTRqPRaDRhQvdkNRqNRqMJE9rIajQajUYTJrSR1Wg0Go0mTGgjq9FoNBpNmNBGVlOLhIQEbDZb9VavXj3y8/OtFstyUlJSXPQSrwwZMsSljnTt2tVqkZSgXbt2LvXDZrPRs2dPq8XSWIw2sppatG7dmptuuolnnnmGkSNH4nA4uOGGG6wWy3IqKipIT0+nUaNGVotiKaWlpSQlJXHppZdaLYpStG3blm7duvHggw8yZ84ckpKSKCoqYsaMGVaLprEQPYVH45c//elPfPjhhxw4cIDU1FSrxbGcs846i//+9796dRLAZrNx2WWXsWXLFqtFURKbzUaHDh348ccfrRZFYxG6J6vxycaNG/n4448BtIHVaExy5MgRLrjgAgCGDx9usTQaK9ELBGg8kpSUxO+//179ef369RZKo9FEB9OnT2f+/PnVn7t168bcuXMtlEhjNbonGyckJSXVCspw3/Ly8qrLr169mjlz5tC3b18A+vbtS0VFhVXih41A9aLR+GLq1Kk8/PDD3H777SQlJfHee+8xc+ZMq8XSWIgek40T1q5dy9atW32Wue2220hPT6+1/4UXXmDs2LHccMMNvPTSS+ES0RKC0Ysek61Bj8n6JiEhgfr163PixAmrRdFYhHYXxwn9+vWjX79+QX335MmTAC7u41ihLnrRaMxQWVlptQgaC9FGVuPCmDFj2LBhA4MHD+bss8/mjTfeYO3atQA88cQTFktnLYsXL+brr79m//79AEyaNAmAW265hT/84Q9WihZRvvzyS/75z39Wf96xYweTJk3i3HPPZdy4cRZKZi1Nmzalb9++9OjRgx07dvDss88ihKBXr15Wi6axEO0u1rgwffp0HnnkERdXaIMGDXjuuecYNWqUhZJZT/369T2OSw8cOJBXXnnFAomsYdCgQbz66qu19terV49Tp05FXiBFaNCggcv922w2+vTpw9tvv22hVBqr0UZWo9FoNJowoaOLNRqNRqMJE9rIajQajUYTJrSR1Wg0Go0mTGgjq9FoNBpNmNBGVqPRaDSaMKGNrEaj0Wg0YUIbWY1Go9FowoQ2shqNRqPRhAltZDUajUajCRPayGo0Go1GEya0kdVoNBqNJkxoI6vRaDQaTZj4/3lAcL3RMPvCAAAAAElFTkSuQmCC",
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HlHJBQQHdu3dn+PDhHvfx5VoK5Ppjxozh5MmTFBYWOr7/9ttvc/DgQcaMGQPybaegoIAhQ4YghHBpPQ0ePJiKigpHS/L111+nY8eOjBw50nG9Fi1acPPNN/ulu9atW/Phhx86WuTeuPbaa/nwww9dejcrVqwgKyuLPn36uJx79tln07NnT8fnHj16ANC/f386d+7ssf/HH3/0uN9tt93m+N9wl1VVVTl6ha+//jrx8fFMnTrV5XszZsxACOESMODteb/66iu2bdvm85xQYEQM/v73v2f58uWMGDGC+fPnc9999/Hee+/x7rvvNniNQ4cOkZycXO85xvFDhw459q1evZq4uDhGjBjh2Ddu3DjeeOMNn63x+Ph4Ro8ezapVq4C639sYlgmEG264weXd6dGjB0IIbrjhBpf7XXTRRS7lwd/f+fXXXwfwOG/atGkBy1ofTZs2dbj/7HY75eXlJCUlccYZZwTdswu0LA8cONBl2OC3v/0tKSkpXt8jZ4wer7OXz+D555/nySef5JRTTuGll15i5syZnHXWWQwYMMDn7I1WrVoxbdo0XnnlFZ9DQAbffvst6enppKenc+aZZ7Jw4UKuvvrqgKdHFhUVUVVV5RH4U9/vPHfuXN555x3eeecd1qxZw7hx45g9ezaPPfZYg/e79tprHd+tbwsmivlf//oX+fn5jB49mv79+zv2Hzt2DJBlzZ1mzZo5jjvTpk0bjh075rdHAoJ0HT/11FO88847rF+/niuuuIL9+/e7CPr9998jhGDOnDmOH9zYDJekMVbwww8/cO655wZ0/0Cu3717d84880wXV+yaNWto27atQ+H79u3j4MGDLFmyxON61113ncv1fvrpJ37zm994NALOOOMMv2R/6KGH2Lp1K1lZWVx88cXMmzfP46UdM2YMTZs2dRSoiooKXnvtNSZMmOBxX2djCvKFBMjKyvK6372ij4uL49RTT3XZd/rppwN1QwI//fQTnTp18jA6Z511luO4L+bPn8/Bgwc5/fTTOe+885g1axZffPGFz/PNonnz5oA0cM6MHz8ewBEJWlFRwe7dux2bs1s5OTnZxYB6wzjuPLa2fPlyLr74YsrLy/n+++/5/vvv+d3vfkdVVRXr1q3zea3x48fz9ddf8/nnn7Ny5UrGjh0bWGRjLYGUCefy4O/v/NNPPxEXF+cxbu3vO+AvNTU1LFq0iG7dutG0aVPatm1Leno6X3zxBRUVFUFdM9Cy7K5LkBWtv+5L4SWGIS4ujilTprBlyxb279/Phg0buPzyy9m4cSNjx471ea3c3Fxat27d4Fht165deeedd3jrrbd4+umnycjIYN++fQHPCDF00a1bN5f96enpXhsQAOeddx4DBw5k4MCBjB49muXLl3PVVVdx9913e407cebUU091fLe+zdv4dn18++23DB8+nHPPPZe//vWvLseMesJbjM3x48cdx50xftNA3s2gRqgvvvhih0972LBh9O7dm/Hjx/Pdd9+RlJTkGAecOXOmz0CO3/zmN8HcGiDg648ZM4YFCxawf/9+kpOTeeWVVxg3bpxjgN643jXXXONzLOG3v/1t0PI6M3r0aLKzs3nppZd4++23WbhwIX/5y18oLCzk8ssvB+SLfNVVV7FixQrmzp3L+vXrOXHiBNdcc43H9eLj473ex9d+by9+KPnDH/7ADz/8wIYNG3j77bf561//yqJFi3j22We58cYbQ3ZfY+pP+/btXfYbBtGoKHNzc12C5fr06eMIJjv77LP59NNPOXHihNcWL8AXX3xBYmIiGRkZAGzbto2PP/4Y8KygQPZUfXk/evTowWmnnca0adMoLS11NAoCJZAyEery4Ksy8icw7YEHHmDOnDlcf/313HfffaSmphIXF8e0adPCNmUn2PcoLS0N8GzYejvv6quv5uqrr6Zv375s3ryZn376yWXerYHRq503b169vdqWLVu6TCW79NJLueCCC7jnnnt4/PHH65UnFAwYMIDXXnuNjz76qN5xfGMMtSHi4+NJT0/36947duxg0KBBtGrVitdff92jgdWxY0cAr/Nrd+3a5XUK4a+//kqLFi28GmFfNDoULD4+ngcffNAR7HL33Xc7ekgJCQk+5w4anHbaaWzdujWgewZyfZCGNj8/n4KCAtq3b09lZaVLy9GInLTb7Q1er0uXLmzduhUhhEsl8t133/ktf8eOHZk8eTKTJ09m7969XHDBBSxYsMBhaEG6UYYOHcrHH3/MihUr+N3vfsc555zj9z38paamhh9//NHRiwX43//+B+CI1uzSpQtFRUUertRvv/3Wcbw+UlNTue6667juuus4fPgwf/jDH5g3b15IDe2FF17I0qVLPVxxhsveeFHvvPNOlwaMc0t9yJAhvPfee6xbt85rI2f79u2UlJQwdOhQx0u3YsUKEhISePHFFz0q6X//+988/vjj/Pzzz157SiB74Pfffz9nnXWWx5zQUOPv79ylSxdqamr44YcfXHqx3t6BNm3acPDgQY/9/mRKWr9+Pf369eNvf/uby/6DBw+6BLQE0rNobFn2lzPPPBOQUcb+ctFFF7F582Z27drlU45p06axePFi8vPz/Q5s+u1vf8s111zDc889x8yZM32WPXcMGbZt2+bi9dq3b19AAUnV1dUADRrRhx9+mPz8fL/kMrxt9VFeXs6gQYM4ceIE7777rsOoOnPuuefSpEkTPvnkE5egx6qqKj777DOvgZClpaUOD4i/mBJ13LdvXy6++GIWL17M8ePHadeuHX379uW5557z2lJwdiGMGDGCzz//3CUS2cBXqzGQ64N0C5133nmsWbOGNWvW0LFjR5eoxPj4eEaMGEFBQYFXo+98vSuuuIJffvmF9evXO/YdPXqUJUuWeJXVGbvd7uHyateuHZ06dfJwXVx++eW0bduWv/zlL2zevNlrRW8WTz75pON/IQRPPvkkCQkJDBgwAJDPbLfbXc4DWLRoETabzaWB4I57dGZSUhK/+c1vgkpjFghDhw6ladOmPP/88y69H8N19Mc//hGQvVZnt9SFF17oOPeWW26hQ4cOzJo1y8O9f/z4ccd0EueI8xUrVpCdnc2YMWMYOXKkyzZr1iwAxzisN2688Uby8vJ45JFHGq+EAPH3dzb+uveOnKPzDU477TQqKipchgt27drl9X13Jz4+3qMOWLdunUfjqWXLlgBeDbo7jSnLgZCRkUFWVpZHNq/du3fz9ddfe5xfVVXFu+++S1xcXL3ePqNXu2HDhoAyYd15552cPHmSRx991O/vDBw4kISEBJ544gmX38Hb71wfxhTK7t2713uemWO0R44c4YorrqCsrIzXX3/dq3cJpD4HDhzI8uXLXYaJXnzxRQ4fPsyoUaM8vvPpp5/Sq1evBmVwxrTJTbNmzWLUqFEsW7aMW2+9laeeeorevXtz3nnncdNNN3HqqaeyZ88e3n//fXbu3OmYCzdr1izWr1/PqFGjuP7667nwwgs5cOAAr7zyCs8++6zPH8ff6xuMGTOGuXPn0qxZM2644QaPOVZ//vOfKS4upkePHtx0002cffbZHDhwgE8//ZSioiLH2N1NN93Ek08+ybXXXsuWLVvo2LEjL774Ii1atGhQR4cOHSIzM5ORI0fSvXt3kpKSKCoq4uOPP/aoWBMSEhg7dixPPvkk8fHxHmONZtGsWTPefPNNJk6cSI8ePXjjjTf45z//yT333OPo9Q0ZMoR+/foxe/Zstm/fTvfu3Xn77bfZsGED06ZN8xirc+bss8+mb9++jvlnn3zyCevXr3cJwNq+fTunnHIKEydObDBg44svvnDMlf7++++pqKjg/vvvB+SLPGTIEAA6dOjA7NmzmTt3LpdddhnDhg3j888/Z+nSpYwbN84x97I+2rRp44hDuOCCCzwyQxnZZoxAsw8//JDvv//e5dmcycjI4IILLmDFihXcddddXs/p0qVL0PMlG4u/v/P555/PuHHjePrpp6moqKBXr168++67fP/99x7XHDt2LHfddRfDhw9n6tSpHD16lGeeeYbTTz+9wYCmq666ivnz53PdddfRq1cvvvzyS1asWOERU3DaaafRunVrnn32WZKTk2nZsiU9evTglFNOCfoZzWDo0KG89NJLLt6vnTt3cvHFF9O/f38GDBhAhw4d2Lt3L6tWreLzzz9n2rRpLr11b+Tm5rJo0SI+//xzRyOjIc4++2yuuOIK/vrXvzJnzhyHa7s+0tPTmTlzJg8++CBXXXUVV1xxBf/973954403fMpYUlLimOpm1OObN29m7Nixjl6+L0499VSP3zZYJkyYwEcffcT111/PN9984zJ3NikpiWHDhjk+L1iwgF69etGnTx9uvvlmdu7cySOPPMKgQYO47LLLXK67ZcsWDhw4wNChQwMTKJAQ5fqmGdjtdnHaaaeJ0047zZF95IcffhDXXnut6NChg0hISBAZGRniqquuEuvXr3f5bnl5ubjttttERkaGSExMFJmZmWLixImOqTbepvcEcn0hhNi2bZsjPPzf//631+fbs2ePmDJlisjKyhIJCQmiQ4cOYsCAAWLJkiUu5/3000/i6quvFi1atBBt27YVubm54s0332xwes+JEyfErFmzRPfu3UVycrJo2bKl6N69u3j66ae9nv/RRx8JQAwaNMjrcWNqiDuAxxQiQ4cLFy507DOmB/zwww9i0KBBokWLFqJ9+/YiLy/PY1rFoUOHxPTp00WnTp1EQkKC6Natm1i4cKHHNBn3KRr333+/uPjii0Xr1q1F8+bNxZlnnikWLFjgyO4khBBffvmlAMTdd9/tXXFOGGXQ2+aeVaimpkY88cQT4vTTTxcJCQkiKytL3HvvvS739oft27eLm2++WXTu3Fk0adLEcb+ioiKX826//XYBiB9++MHntebNmycA8fnnnwshfP+G3p7Z3+k97ucZ0yaM6VoG3qaH+Ps7Hzt2TEydOlWkpaWJli1biiFDhogdO3Z4zQz19ttvi3PPPVckJiaKM844Qyxfvtzv6T0zZswQHTt2FM2bNxeXXnqpeP/990WfPn1cpiUJIcSGDRvE2Wef7fh9jLrC2/Qif5/R23vkTU5ffPrppwIQJSUljn2VlZXiscceE4MHDxaZmZkiISFBJCcni549e4qlS5e6yOAr25IQdb+pP5mhDDZt2uT196kPu90u8vPzHb9B3759xdatW31mhnLeEhMTvb7v4cCY+uht8zY9qKSkRPTq1Us0a9ZMpKeniylTpojKykqP8+666y6PbF/+YBMizNExGr/5/PPPOf/88/nHP/7Bn/70J6vFCRlPP/00d955Jz/88INH8JKKvPvuu1xxxRX07t2bN954g8TERKtF0ijKgAED6NSpk0tiEE1kcuLECbp27crdd99Nbm5uQN+NiGXyYpWlS5eSlJRETk6O1aKElOLiYqZOnRoRRhZk5fnCCy9QXFzMddddF/ZIbk3k8MADD7BmzZqoWyYvFnn++edJSEjg1ltvDfi7ukerIK+++ipff/01c+bM4bbbbgsogEGj0WgaYt++ffVOsUpMTCQ1NTWMEkU32tAqSNeuXdmzZw+DBw/mxRdfbDA7kUaj0QRC165d6+1lO88n1zQebWg1Go0mxvjPf/7jNb2gQZs2bVymumkahza0Go1Go9GEEB0MpdFoNBpNCAnvarxRSk1NDb/88gvJyclBJYHXaDQa1RBCcOjQITp16uSR4EcTGNrQmsAvv/zisTKKRqPRRAM7duxwLIGqCQ5taE3AiAresWMHKSkpFksTPAcOHOD999+nZ8+eOrQfrQ9vaJ14Eq06qaysJCsrS896MAFtaE3AcBenpKREtKGtrq6mRYsWEf8cZqH14YnWiSfRrhM9HNZ4tONdo9FoNJoQog2tRqPRaDQhRBtajUaj0WhCiDa0Go1Go9GEEG1oNRqNRqMJIdrQajQajUYTQvT0nmjHboeSEti1Czp2hOxsiI/3vl+j0Wg0pqMNbTRiGNENG2DFCti3r+5YZiaMGwerVsHOnS77E+6/H1q3Dru4Gk1EUvueJX73Had+9BGJu3fDGWfUNWY1mlq0oY02CgshN9fViDqzcycsXOi5v6yMpOuuo+PMmTSx2eDIEdcecDTj3Ltv107u27uXJi1bymMaDbiWk23bYOlS2LmTJOA8gL//XZ6Xmgq33y7fnb17Y+c90vhEL5NnApWVlbRq1YqKigprM8MUFsLIkRDkTyoAbDZszt/PzITHHoOcHFNEVAbnXv/y5bB/v9fTjqWlUf3IIyRPnBhmARXCycBUtmxJcXU12X37ynSDxrGyMuk5SU+HjIzoMywNNWAbIj0dJkyAoUMjRjfK1GtRgDa0JqBEgbTboWvX4CuChpg6FYYPd60kfI3/qk4Alaaj8bF+ffQ1NvzBi64cjY8WLWDyZO+NlMxMePRRaWAirXwYODfGFi8277oR0nhVol6LErShNQElCuSmTdCvX+jv07YtPP20rDDdjVUkVCBB9PqFzYYtMxNKSyPLUBgE2yBatw5Gj/bYbWgu4Ay4kVA+DBrbg20Imw0Ub7wpUa9FCdrQmoASBXLVKhg/3pp7GxjJx1WtQOx26NJFujmDYdEiaN9ejuOePCkDzQ4dksarVy/IylKv1+bNYPhj8Navh7FjzR2jVr18GDRyCMYvbDb5OyjceFOiXosStKE1ASUKZLh6tA2hcgUyfz7k5YX2HunpssHTtav145W+DIYvg2f0fF96CR5/PHRyZWWpWT4g9EMw7tx7LwwYoF4DDUXqtShBG1oTsKxAukfLTpwIv/wS2pa4vxQXQ9++VksRunG2QLDCZdqQwbDZZCNg2TIZGesURRsWioqkgQk37m70Xr3k502b5PE2bWDGjPDLpaBbXRta89DTeyIVby7BtDQ1jCzIisxqCgtlEFewrmKz2LkTRoyASZNg4MDw9HJLSuo3mkLI4wMHhk6G+hg2DF54IbyGxds7ExcHNTXhk8EXZWXS+6C6W10TFNrQRiK+XILl5dbI441t26y9f2GhNG4qsWyZ3CD0PZiXXgrNdc3i8GH5++TnQ7duLvOXQxKh7OudUcHIQp1cubnQqpWefxtlaNexCYTVxRLuMaRgCXdUpbsbfdQo+PXX8Nw7WEKlozvv9J6UJJIwsyESKe+MNyx0KWvXsXloQ2sCYSmQhiF59124//7Q3MNsUlLkFJEBA0LXKrfbYcECWRkdOBCae4SKUASOrV8vGxnRgFkNEVUCBYPBwkhtbWjNQ6/eEwkUFsoWeb9+kWNkASorYfBgOSWmsNDca9vtMoq4dWsZSRxpRhaku3DHDtmAMoOqKrjxRnOupQJCwLRpjZtiZLfLxmmkYvSDGqsHjaVoQ6s6xthSJLq9DMrL5XicWca2sFAa77w8OdYX6fz979JINobCQhlkVVFhjkyqsGMHPPFEcEbGaKBGUuPUG2Y3yDRhRxtalbHbZXBEtHj3b7qp8a1yI8hJpcCvxvLii9CihRxbDQajMeYjX3PEM326NJiBNNSioYHqzh13SDe47tlGHNrQqkxDUzQijQMH4L77gv++0fCIRux2GcAUqLGNtsaYL4zpL/4Y22jVyX//K4ePAm10aCxHG1qVUWEuqtnMny8DpIIh2hoe3nj4YXj7bf97LbGgE/A9Vmm3y17eqlV1vb1o14kxL3v+fN27jRC0oVWZjh2tlsB8hJCJ6oOpJKKx4eGOEDKAzN9eSyzoxMB9rNI5SHD8+Lre3oYNVkoZPvLyZO5u3btVHm1oVWb/fpm5JhoJppKIxoaHL4xeS0P6iSWdGOza5XsMtqzMulSbVhCIS11jGVFai0cBhYWy56dK5ppQUFYmjcn69f6dn50t550acwtjgZtvrr/nn50t5yvHEu3a+R6DNfZFawPVF3r6j9LEWGmMEKI1mMMXY8bUP25rjMOtXSsjl2NFLyCjqxcs8H18wwY5XzlWyMqSfxsag43mBqo7evqP8mhDqyLRHszhTk2N7L27u7+MpBTt2tWNw4V6mTsVefxx772VaI7C9sUjj8g8wBpPYmm8PsLQhlZFYvWFcXZ/OSeliMSsT2ZSXu69txJrDTKQa/zG4ri0P2i9KItevUdFvvnGagmswXB/HTig3so7VuOt8fXII+GXw2p27ZLej7S06Epa0liysuR4vUZJdI9WNe68s3FJHSKdsrLYc4f6g3tvpaoK/vlPa2Sxkm3b5Li0NrKuLF6sl9NTGN2jVYl16yJ/ebPGsm9f7LlD68NY4ce9t3LrrbEVFGaweDG0bGm1FGqRkGC1BJoG0IZWFex2mDzZaimsJTVVjsFpXDHmhW7aVLfe7sqVVkpkHb/+qv46w+Hm5Ek51FJQYMm6tZqG0YZWFUpKojcpvL/k5soVaDQSY9FviNyFyzXhIzcXhg7VLmQF0WO0qqBYpPFTQFegGdAD+Mjp2HFgCpAGJAEjgD1u358KXAg0Bc73cY8vgOzae2QBD/3vf0onpahPJ0uAvkAKYAMOevn+AqAX0AJo7eMePwNX1p7T7vBhZr3wAtUjRihpZP8FDAE6IZ/5ZbfjhcAgZDmxAZ95uYY/ejsATKg9pzVwA6Dq4ogN6UQAc4GOQHNgILDN7ZyAywkwC6jeuVPPpVUUbWhVQaHQ/DXAHUAe8CnQHRgMGLMXpwOvAuuAzcAvgDeH1fXAGB/3qERWwl2ALcBCYN6KFSyZMqWuF6cQDenkKHAZcE8916gCRgH/z8dxO7LyrALeA174wx9Y9tprzG209KHhCFIPT9VzvDfwl3qu4Y/eJgBfAe8ArwH/stm4OWBpw0NDOnkIeBx4FvgQaIksR8edzgm4nADLkAZctQa7phahaTQVFRUCEBUVFcFfZN06IWR4i+XbxSCmOH22g+gE4kEQB0EkgFjndPwb2VAX73u5Vh6I7l72Pw2iDYgTTvvuAnFGkyZCVFcLsXatEPHxluvCH504n1dcq4tf67nW8yBaedn/Oog4ELud9j0DIsVNTypugHjJx7HS2uP/ref7vvT2de3+j532vdGrl7CBKFPguQPRSQ2IDiAWOu07CKIpiFVevh9UOXnjDbXqNY0QQgjdo1UBu10ubq0AVcge5kCnfXG1n9+vPXbS7fiZQOfa4/7yPvAHINFp32Dgu+pqfn39dRkUpUju1oZ0YhbvA+cB7Z32DUb2/r8y8T6RxPtI9+lFTvsGXn01cTYbH1ojUtCUArtxLUetkMMQgb47PsvJtdfqBQYURAdDWYWxbuauXbBnjzJjcPuRrqn2bvvbA98iK4pEPMeO2tce85fdwClergGw+7vvaKNQUFRDOjGL3T7uYRyLRXYjxyCdafLBB6S2asXugwctkCh4jN/Q228c6Lvjs5zs2ydX81m/XkcgK4Q2tECXLl34+eefXfb169ePjRs3huaGhYUyQlAR4wpgJ44Ssvma1sAG7NiQ3i8L+OknuOiihs8LIYY+dtGRBLYDH1gqjwo466Qju8imhHgsSN7/5puQnAytW4PFxlYZnTgjhExnqiOQlUG7joHOnTvTp08fHnzwQe6//36SkpIoLi7mnnvqC9EIEl/raFpIIcPpynb6sYkprAXiGcYSChnuOGcP0KF2q8IzOtQ47i8d8IxUNj53KCiA3db14Zz1MZ5VjGIzEM/L9HA5L9Bnboh6dWLifYLBXSf92ERXtruUkVDQgbqAM4Pq48c5UF5Ohz59QnrvhghUJ8Zv6O03Nu3dMXbo1XzUwupBYlUBxGmnnebXuX4HDVRXC5GZaXmQhvNWwHBhwy7A7rT7YgFThA27KGC4sIPIwDUYar3TNb4l+GCoKqd9/wfiDCX1UaeTAoYLAS46cT6xmMYHQ+1x2vccMsjluII6sWF3lBEIbTDUJ0773gIZDNWmTUTpxAiGethpXwXBB0M1WE5WrmxUHaiDocwDqwVQjUOHDonf/va3AhD33HOPX9/xu0AWF1tWMXjbqokTmfzsUVnAagFNBfxddKBI3ASiNXVRjreC6AxiY20F2LN2c77INmTFeguI02v//y910bMHQbQH8ScQW0GsBtGitsJQTx91OknlEfElNnGzm0521T7fUqRh+Fft53Kni/xUuy8fRJKTTg457o84F8QgEJ+BeBNEOrIBoqZODgnYItrzugDEo7XP81PtCeW1n/9Zq5PVtZ93OV3EH71dBuJ3ID4E8W8Q3UCMi1Cd/BlZbjaA+ALEUBCngDgWinJSXNyoulAbWvPAagFUYebMmYLalx0Qffr08Xnujh07xEcffeTYNm7cKABRWloqysvLfW6HliyxrHLwthXTp57DTwjoLCBRnEmy+MDp4DEQk5E90hYghuNaeQoQfZx06byVOp3zOYjeyBZ9Rm0lpK4+6nSSgE1cDC46yfPxvM87nTPRxznFTudsB3E5iOYg2oKYAeKksjop9vo8E2tPeN7H8+YFqLdypGFNQvbarqPO6ESaTmpAzEE2MpuCGADiO7eLNLac1ICozsgQ5Xv31lsfNbSVlpYKbWjNwSaEEME7nqOH3bt38+KLL/Ljjz+yfPlyDh8+zD333MOCBQs8zm3dujUVFRUe+1euXEmLFi183iPtyy/pPWeOqXI3hlWMZTyrGjxvJeMYx+owSGQtKuvD+SUNZ84slXViFarrRAAfz5rFrksvbdR1jh49yvjx46moqCAlJcUc4WIUHXVcS4cOHZg1axYAzzzzDHFxcTz88MNeDe3WrVvZ5ZSB5fDhw/Tv35+ePXvWXyB79cL+zDPE7dqFTYH2TUf8yyLj73mRjur6EElJ2A6HN/mg8johvA0PUF8nNuDCFSs4es45nBwyJOjrVFZWmidUjKN7tD6Ii4sjPj6ekydPNnhuZWUlrVq18q/lV1iozKLmduLoynbKyEB4CUC3UUMmOynlFOunLISBiNCHsUpLmIgInYSZiNCJkSu8EfNpA6rXNPWip/cAycnJjBw5kqeeeopZs2aRnJyMEIIBAwaYf7OhQyEtzfzrBkE8NTxGLiArB2eMz4uZFjMVaETo46yzwno75XUydSrEhbcaU14nIEdrQc6nVSTDWkxj6QixIiQkJLgEHdhsNjF48GC/vx9QdJ5ikccCOVVBRlHW7c7iJ8dUlljblNZHUZEQaWlaJ8a2aJEuJw1tQUYf66hj89BjtEBVVVX4bqbg6ho5vMRQNqiX4cYilNSHzSaXD8zOhhMnwn57JXWSlgbbt1t2eyV14g0F65xYQxvacKPQcnjOxFNDXzZbLYYyKKmPxYtltp8wB0QZKKeTbt0sX1JROZ14Q9E6J5bQY7ThRuGFzZUiLU3qSOtJ6sIIatm0yWpp1OGrWF3TyE9sNsjKknWOxlK0oQ038fF1rXBtRLxjs8GSJdK4KLSKj2WsWVMXOVpdba0sKnHokNUSqItRtyxerBcWUABtaK0gJ8e7EdEvBLRoUdd7y8mRY3CLFlktlXWkp0PfvnWfI2xpuJDRrJnVEqhNZqZeKk8htKG1CsOIFBfDypXy7+rVupcbFyenQBnEx8Ptt0uDE4tMmODaAAvzVBZluesuqyVQh1atYO1a17qktFQbWYXQwVBWEh/v2lsBmDcP8vKskEYNDh+W45DOc5jj4+Hpp2HUKMvEsgznRgfIAKBY5/zzYc4c+NvfoKxMTmKJZcaPj813I4LQzWPV0BWp94Cf4cOhZcuwi2Ip3gJZJk/WvdqJE3WsgzMrV8qMcxplifE3VkF0KL53SkrgyBGrpQgvN97ouS8xEWbMCL8sqhAXJxsb4DvWIdaoqICRI7WxVRhtaFVDT//xdKdDbE66z8uDrl09K9CHHoJZs2KzjIwaJRsbBs6xDtOmWSWVGuh0i8qiDa1qOLvEYpG0NO+GNlZ7+mVl3nsrDz0ke/ixFn3rPmYNdbEOixbJBRdSU8MuluUIATt2SM+PRjm0oVURwyWWmWm1JOFnyRLv05yMnn6sYQT6eOutNG8OK1aEXSRLaajBlZMjI3BjlVj0/EQA2tCqiuESe+QRqyUJD2lpsjfia0pCLPf06+ut5ORIvTVtGn65wkkgWY769o3NRhnErudHcbShVZn4eGjf3mopQk9eHuzZ0/C8P8OoKLLMYNjx1VvJyYF//jO8soSTQLMcxWKjTKdbVBptaFVn3z6rJQgteXly7rC/WbFycqRRfvttSE4OqWjKUV9vZe/e8MkRboLJcpSTA/n5oZNJJXS6ReXRhlZ1orn3lpIiEw8ESnw8/PGPsGyZ6SIpiT+9lXbtwidPuHnkkeCyHM2eDW3amC+Pauh0i8qjDa3qlJdbLUHouP76xrXADVdySop5MqmG7q3IecPBTFuJj4/uKT+pqVBUpNMtRgDa0KpONOf49TZVI1BycmR6xmjF395KNLuOGzNtZfbs6PQK2WywdKlMVRqrDbAIQhta1YnWrDcZGeYFbkSrjhYt8r+3Eu3RpsFOW4mPl1PGognn9Yk1EYE2tKoTrfNHH3/cvJZ4NOooK0uuWuSvjrKzo9v7Ee0NCX9ISpIBXv5E6GuUQhta1TGmKkRLur2kpPrnywZDtOkIAh+TNVY4ikbS04P3ftjtkJtrrjzh5NJL4Z575FjswYMwd652FUcg2tBGApGcKapPHxg2DK65Bt56S1YWoWiNGzqKhl5dfn5wOho5UuZAjjaefjp441JSAjt3mitPOLn/fliwQI/FRjg2IWJ9McfGU1lZSatWraioqCAllBGwdrusOHbtku6j6dNDdy8zSEqShjWcFcSKFdKoq0p8fP0RtJmZMiNYY3S2bp1c4Wb//uCvoQqzZsm8zsGyapVcrzXSsNlkWSgttczAhq1eiwF0jzaSMJKnjxsnx+9UX+Xn8OHwJzlXMTCqZUv5exUXw+rV8jdz/92MfY891viKddQo2L1b3m/lSul2VDnydvRoz98tPV3mLG6MkYXIHNvVU7qijiZWC6AJEmNccuRI+WKq6pgId5Lz7Gxo29b63tw998C558qKPjvbtcJcv16OGzq7NDMzZcVqllvdaJQZLFkiy4pq5WTaNBld7eyt8aazYDEC5crK1Ht2X5hdFjSWow1tJGOMS7pX2ioYGoNw9yiMoKDRo8N7X3f++Efvy/2B/N2GDg2NYfGFUVZuvVWttJ5G5ib3hoFZ1NcgNXqOV14Jr71m/r39ITlZ9twTEuRc6HCUBU3Y0WO0JmD5WIZ7b6BXL+jUydqsUlaPMd15JyxcGP77gpyaY+HYWr1UVUk3rSoNMZstPHNCCws9G6RZWbLnmJoK/fqF9v7eCNezB4nl9VoUoQ2tCShZIAsLYcSIxl+nWTM4frz+c3z1FKyuRNavl0FB4ezBKV55ArJsjBwp/7f69Q9ng8yXe9pul5/DWU4MI69wOVGyXotQdDBUtGLkAXYPMqkneEoAVS1acHTaNLj3XhlEU1Ehp5ukprqenJUlr+/tHqokOR85UlaqxcVyLNB96k9WlozQLSqSz/unPzXufllZajx3QxhuZPffLS3N83duLA2tsFTfWrtm4xxM2LdvnWEPxxzkCRPg4Ydh+XJZHr//Xup61SrYtCm4XM6aiEH3aE1A6ZZfY6YEGZGqzi7o1FTpgps9u66iClUgi9k0JKfdDl27Bhc4s2hRYJmcVMCbPkDuKyuTjZNwuZhXrpQG0EqGDoVXXgnd9TMz69bJ9RYM99hjSjXSlK7XIgxtaE0gYgqkGXMKVXEL+0t97sJNm+QGsofTty9s2BCcW1UFQ2EmmzaFd9yyuDg0wVD+YtZQS33UNztAwfcqYuq1CEAbWhNQrkD6Mi5mVp7p6bJFnpiobo+2sBCmTpW9M4OMDNnY+PvfPYPF0tLqEtC79zgawmpDYTbhSvRgddAcyPLbvr31S1KqoAsnlKvXIhmhaTQVFRUCEBUVFVaLIkRBgRCZmULItrPcMjPl/upq+b/N5no82C0lRYirrhKibVvv97NaD8E+17RpQhQViYrCQrHtiitETUPnx8cLceKEtc9rNsXF5pSR+jabTW7+lJXqainTypXyb3W1ec+anx/6Zw1kKy4279kagVL1WoSjDa0JKFMgCwrqN6Jr1zbOAAW65eebWyH6S3W1EGlpjZa/umNHUdW8uX/n33uvpwEIpXEIJdXVQrz1lhD+PnuwW1aWf0a2vsajGc+ammq9cXXepk1r/HOZgDL1WhSgDa0JhK1A1ldxG73V+l7guDjZAw1npZGREf7ebVGRKbI32JP1trVtW9egCZVxMBujXC1fLsSkSUK0aBH6crFokX8ND1+Nx0B6w/URjp57MJsC5UQbWvPAagGigbAUyIYq7rfesr5y8LWZUSEGwr33Wv/MileiDryVq3Bsw4bJBlF9xrahxqPNJnvFjfEUrFxpfXnwtmVmWu4B0YbWPPQ82kjASDDgHpxTViYjJXv3hssus0Y2f5k2Tc8VNLj55tDrwoiqNuZpVlW5frbbfZercPDyyzBwoAxCKiz0fk5DS9wJEfwcXEM/X38d+HfDwc6d4V+QQxMydK5j1bHbZcUshOcxY99//hNemQLFuUIMR2Ru375yHU9VKS+Hm26CpUtDE13qLd2g+/J8bdvCoUPey1U4KS+XjcX8fNe52eD/ghT+nOccGb9tm9S96uvU7thhtQQak9A9WtVZsMD6aQdmEY6VfOz2uik6KvP883KK1Pz55vZuffVS3e+xfz+cOGHefRtLXp5MFuLcu/V3QYqGzisslNfu109OWcrLU9/IAkyaJHN2ayIePY/WBEI238xuh3bt4MAB865pJaGca2q3y0bJQw/BkSOhuUeoMObvBpuowOithTubUyhwzhXdUKYuf+adhiMRRagZPRqGDQv7HHU9j9ZErB4kjgZCFjSgakRksNvRo+bqx2DtWjmn1+rna8wWbMCYVcFModSDc4CTEXXsHnnsT9SxilN3GruFMXJdB0OZh3Ydq0y4F00PNfUFvgTLzJmyxV9Zae51w40QgQeMWRnMFCqEcA1w8rUAgj8LV9x3X/R4gwzKyuRvbvZ7pAkp2nVsAiFzsbz7rozMjDYKCszJ5zprllwRJZooKpKuwYbSWRpu1Wgyss64544ONM1nNLiMfRGmVI3adWweOupYE35yc+VKKY2pJNavjz4jC7J37twL87WqS0NTXyKdrVvl9BvDoBpL3PmD3S7LWLTi3OuPpvzaUYx2HavM3r1WSxAadu6sWzUnGOx2uaB7NOLu6vTlKoy2YQV3HnhARgm7RyL7Q7Q3QgyivQxEEdrQqoy/0xsikdGjA69AjSQDc+fCvn0hEUs5jJEd9/HbaC4bzuzcKV3AgZSVl14KnTwq0a6d1RJo/EQbWpXJzq5bfD3aOHAgsKAO57mQDzwQUtGUwz1ACGTZyMysW8c02vE3m1akzKM2A505KmLQhlZlNmyInmQV3hBCjqXZ7Z4pA50r1WiMrg0GZ1dhfLwcu40VystlcGBD9OkDx4+HXh4VyM/X0ccRgja0qmK3y0XLo52dO2HCBNfMPc5jc1VVcMstdS7UWGbPHteGSE4OzJhhtVThoyEPyMyZ6qcjNRudQzwi0NN7TCAkYfDz58tUcbGKzSaNa/PmcOyY1dJYj3uu4tRUGDBARl/H0ivsnDnKmaoqWVZqaqyRy0pClHFNT+8xDz29RzWMVIKxbGShznhoIytx77UcOADr1lkji9Xk5kKrVjIq35hT+/TTsWlkQUcfRwDa0KqEt1VXNBpNHULI98M5kUtmJpx3nnUyWU2sRKBHMNrQqoIR8BNLbkCNxgx27oztxumrr+rEFYqjg6FUwMhko42sRqMJlEcf1cvpKY42tCoQK5lsNBpNaHj0URkQplESbWhVQMFghqeArkAzoAfwkdOx48AUIA1IAkYAe9y+PxW4EGgKnO/l+seBScB5yPGLYSbJHUrq08kSoC+QAtiAg16+vwDoBbQAWvu4R0N6U4l/AUOATshnftnteCEwCFlObMBnXq5hlt5UoSGdCGAu0BFoDgwEtrmdE1Q5sdvhjjv0VB9F0YZWBRQLZlgD3AHkAZ8C3YHBgJF5eTrwKrAO2Az8Anhbi+d6YIyPe9iRFc1UZGXjQfPmwQkfIhrSyVHgMuCeeq5RBYwC/l8D96pPbypxBKmHp+o53hv4Sz3XMFNvKtCQTh4CHgeeBT4EWiLLkXOKjaDLyVNPBZcbWhN6rF0ONzpo9ALJ1dVKLd59MYgpTp/tIDqBeBDEQRAJINY5Hf9GNtTF+16ulQeiewP3mwhiqPv+1FQh8vIs14U/OnE+r7hWF7/Wc63nQbRq4H7+6E2lDRAv+ThWWnv8v/V83yy9qbS566QGRAcQC532HQTRFMSqIJ83Dy/lxGYzZXF4vfC7eegerQoolE6vCtiCay8zrvbz+7XHTrodPxPoXHvcNA4ckEulKUBDOgkbiYnhvJvGZEqB3biWo1bIYQjTy5HOGKUU2tCqQk4OrF5ttRTsR7p127vtb4+sJHYDiXiOHRnHTaWgwOwrBkVDOgkbOtglojHKSsjLkRCei1BoLEUbWmDkyJHExcVhs9mw2Wz07NnTGkHefNOa+wJ24thEH15maO3nGFkVxgeGPlYxlve4xGpxlMBZJ5vog11XH2rrRMEgy1hFoVJhHQcOHCApKYmLL77YOiHsdstS6hUynK5spx+bmMJaIJ5hLKGQ4Y5z9gAdarcqPKNDjePRgLM+xrOKUWwG4nmZHi7nRdMzN4S7Tvqxia5sdykjsUagOjHKinuEfsjKkWJBlrGMNrTAxo0bqays5MMPP7ROiAUL4MiRsN+2kOGMZD07yajdkwhcSDmfMZL1FDKcGuBdoCdySkFC7WeD74Cfa49HOp76AEMnD3GRoxJ11km0410nUEaGo4zEGsHo5BSkQXV+dyqR0ceml6OUFJkDWqMEOgWjChQWWrKIgJ04cnkMAbi2ue4AJiK4kClM4U1e4ghwHTJ444baM1KR8x9vR1YUzg7W74HDyLGnY9TNoTwbabYAvkb2jg8Ah5zOOT8x0ZLxSN/6AEMnN/EAp/MyTyAcOoG68evvaz9/CSQjg8RSa/f9jHzWn5Fjvp/V7v8Ncj4y+Ke3cFKfTgRHgf8xmZuAlyhFypuKfG7jWX+pPf+72r+GZwTM01s4aYxOpgH3A92QhncOcs7tMKdrmFJOYnWBBVWxOuxZNQBxySWX1HvOjh07xEcffeTYNm7cKABRWloqysvLA9v27hXVnTqJGgumHxTTp57DTwjoLCBRnEmy+MDp4DEQk0G0AdECxHAQu9wu0Kd2eoP7Vup0Thcf5wgQNXFxYddJ/fqo00kCNnExuOgkz8ezPO90zkQf5xQHqDd1dFLsVdaJtSc87+NZ8kKgt0jRSQ2IOSDaI6f1DADxndtF/HnePj7OKXU6p2LDhsDrI6ettLRUgJ7eYwZ6PVo3bDYbl1xyCe+/7zvgvnXr1lRUVHjsX7lyJS1atAjofmlffknvOXMCltMMVjGW8axq8LyVjGMc1kdEhxqtD0+0TjyJFJ18cscdlP3hD0F//+jRo4wfP16vR2sC2nUcBFu3bmWXU0Tf4cOH6d+/Pz179gy4QCbu3dvwSSGiI/5FJfp7XqSj9eGJ1oknkaKT0/v04dTevYP+fmVlpYnSxDa6R+uGPz1adyorK2nVqlVwLb9Nm6Bfv8C+YxJ24ujKdsrIQHiJi7NRQyY7KeUU4gnjmE96OuzbF7771aKsPixE68QT5XVis8k1ektLZTKcIGlUvaZxQUcdA1988QW5ubnk5uYCsH37dnJzc1myZEnob56dLV8KC4inhseQz2xzqxCMz4uZFt7KwmaTOVst0ImS+jBISAj/PVFcJxahtE5stfPfFy9ulJHVmIy1Q8RqMGzYMK+BBU2aNPHr+43OCVpQYElQh7EVMFxk8rPL7ix+EgUMD68sycl1OVrXrdP6cN5SU4UYPVqI+HitE0U2JXWSlWVKnmNT6jWNA+06NgFTXCzr18Po0fJ1sQA7cZSQzS460pFdZFMS/hb522/DH/8o/3/3XRjodV2fsKCEPhRD68QTpXSSnAz795uWE1u7js1DB0OpQtu2lhlZkO6wvmy27P6kpED//nWfN22yTBRQQB8KopxORo6UDVQLUUonhw7Be+9B375WS6JxQ4/RqkKs5yWtqoING6yWQhMp2GxwzjlWS6EesV6PKIo2tKoQ63lJjx+HESPqFq3WrXJNfQgB8+dDWprVkqhFrNcjiqINrSpkZ0v3aayTmysXWOjbV1eiGk0gxMfLMVqNcmhDqxIWTeFQip075Tqa8fFw/fVWS6NRGSGgvBzy83UjFWQDdfToOq+QRhm0oVWFkhJZaWjkOJPdDqsaTnOn0dCtm0xwoo2tZNo0+f5olEEbWlXQQQx1dOwoGx47d1otiSYS6NhRTml5/vm6hA2xihCwY4d8fzTKoA2tKuggBklmphyv1g0P72RmSlfpoEFWS2I9NhtkZdWtu5qTI6f7WJRpTSn0+6MU2tCqQna2zPEb6zz2mByf1Q0PV9LSoKgItm+HuXPh8sutlkgN3FMN5uTAww9bJo4y6PdHKbShVYX4eHj6aaulsJb8fFlRQl0O6Fh3BdpscluyBAYMqDMqkydDXAy/vpmZsvdqlBeDwkIYO9YamVTAvZevUYIYflMVZORIGDPGaimso1u3uv/j42XvFmLb2GZkeDcoiYlwxRXWyGQ1+fmyZ++uE7tdTg+LVfSCAsqiDa1qDB1qtQTW4e7uMsbcMjKskUcFli3zNCgGM2aEVRTLycqCggLpOvdmSGI9gM5XL19jOTrXsWrE6thKaqp3d1dOjmx8lJTIAI+OHeHVV+HRR8MvoxXs3ev7mOFejwXjsmgR3H57/T21WA0AuvdeOayQna17soqiDa1qGJVnWZmliwyEndxc35VEfLxrSsa+feVKJfn54ZDMWupreBnu9ZEjo7+stG/fsBGJtUaqscD7vHnawCqOdh2rRiyOTaakwOzZgX3njDNCI4tKGFOd6sNwr7dtGx6ZrMIfIxpLAXR6PDai0IZWRWJtbPJvfwu8soiF3osx1akhcnKkByRaMyP50+AA10ZqtKPHYyMKbWhVJSdHRlYWF8uUatHaY5k1S7o+AyU7W47rRiNpaTLoJ5BK9LXXoLIydDJZib8NDoj+Hv7UqbJOKC3VRjaCsAkR7YM7oaeyspJWrVpRUVFBSqh6FXY73HSTTDMXDaSnw1NPwahRwV9j/nzIyzNPJqsYPRpOP13+37ev3ALp4dvt0LVr9AVFpaTI8h6MQVmxAq65xnyZrGTWLHjoobDdLiz1WoygDa0JhK1A2u3QujUcPhy6e4QDfyJI/cFul0EykboYQ3q6TFISTI/emU2boF8/U0RShuRkueRbYmJw348mnZhVTgJEG1rz0K7jSKNpU6slaBxZWeYYWZDXWLKk8dexgvx8OR3FjMozGqe1LFsWvJGF6AiMuvde6SY2q5xoLEMb2kgiGpbSe/RRc6Mkc3Jg7drIirzMz/eddCEYoikwLDMz8PFpb0RD9P7ZZwc+jKBREm1oI4lo6LmEIkhl1ChYvdr864aCzMzApzI1RDT03kAOKXhLrRgsvqL3IyVHdDQ1oGKcCClxGiA6XrxQNRZGjlQ/gYXNFlgErb/U13szFiW47jpz72k26enmDSk44xy9v3Kl/Lt6tdqNEr0wQNShDW0kEQ09l1A2FpwXJVCNtLTQznv01Xsz5lsuXap22Xn66dC5SI3MYuPGyb+jRkmdpKWF5n6NQSeiiEq0oY0kInncKRytdBV7/Kmpsqe9Z0/o5z16670Z8y2tLDszZtR/z2DnUjeGnBz5m+Tne87HTk6GESMaN/UsWHQiiqhET+8xgbCHwRcWytzAIZo3KQBTq2Kjkg11BWLMJ7UyT7TNJnPPdusmDb9qid69lZ24OKipMf9eWVmyZ5aT4/2+ZsylNgO73XXRCqMxGK65yXPmwFlnKVde9PQe89CG1gQsKZBG5VBQAE8+ae6lO3Ui/qab4PHH4ddf/f9iVpZcdHvVKtcKyrnCDTWFhXW9o3AX7XA+Z2OoqpKu2h9+gNNOg1tugQ8/hA0bYPlyOX+1MbRpA+vWeUbMejNoihgVB4aM77wDDzwQ+vutXWt9Q8MH2tCaiNA0moqKCgGIioqK8N+8uFgIaVIat82bJw4tWSJK7rtPlO/dK69dUNDw9/LyhFi5UspRXS2/V10tP7vvDxcFBUJkZrrKGRfnKXtamhBTpwavs/R0IfLzrXvOYPCmm8xMuV8I+Qz33hucPmw2uRnXijS86caMbdq0+nWuKJbWa1GG7tGagKUtv0DcpZdeCh98IL9jEBcHV1wBM2Zw4JxzKHnvPbKzs0k1xq0KC2HiRN/ZqDIyYNAgaNlS9o4mT25cogGzcO49tWsnP2/eDDt2yJ5n//6yx1VSElwGofR02WtX4Vnrw1kP27ZJt7Z7OXF37QebVSlSevTeMDwhoagOi4tl71313rwbukdrHno92kjHeU1Sm817RZGWBtdfDwsXeh6rqZEJ6V97jVadOtFxwgSa2Gxw5IisEGpq5P++KCtzzb88cybccUdYc7J6xYg0LSyESZNcXdlt20JCglxUvV076eoMxEUO8Oyzvo2sKi5Sf8fyhZBlJzcXWrWC3btlQ2L/fq/lyWMMPzVVfnf2bOWNh1fsdil/KIxsampdw9Z5TWVNbGF1lzoaUMLF4s3tlZoqXZsnTkg3aQMurprarUGXqz/brFnW6cJg7Vr/ZG3ePLBny8/3fc+GXLPhoqBAunFNdoN6LSPGNniwEHffLV3PRUWR4UoXwrzhl/q2Vq2EyM2NnCEGoUi9FiVo17EJKONi8dWTmjfP72QOHr2VYImPh6NHrXOtrl8vA7Oc3eRmsXy5vLa7rjds8O5+DFfUtUEIV/MJqHykpclc1Kq7kletgvHjw3e/zEzphVJcL8rUa1GANrQmYHmB9DU9oaQEXnpJRg9bwaJFci3dcFNYKOdBhor4eGjSBE6cqNuXkCAXfPA1lm2zyQq2tDT07lXVVq7Jz1fbrWyVviZNgueeU3ac3/J6LYrQY7SRjrdxOCPjjdULEPzwQ/juZbfLCnPjRnjiidDfy72nfPKk3HwhhAzEKikJfWCMajmx8/JkD06FcVxvjVIj41q41/Ndtgz+8Q8Z03DlldaP6WtCh7We6+jAsrGMEI3DmbYtWhQ+PfgxBq3ElpsrpwU57zN7DDccY47Bbmlp1k1rqW/8fOZM63UTqvIQJHqM1jy069gELEtYEa7MNcEQrjHaULuJw4XNZt4Y7rp1Mq9vKManzWLduvCmXWxo+k5KClRWhk+e+qhvTD+MEe3adWweOtdxpFJSoq6RBbjqqtAZWcNNvGKFzGoUDQghx7MbaxwLC2H0aLWNLMCYMdKVvGlT6GX1Z/qOKkYW6uR0Lw+FhbJx3a+fDN7q109+Liy0QEhNIGhDG6moNg7nzoYNMtq5vkrUMJirVvlf4TpXNtdc0/h0gSphjOEGi90ON99snjyhpKZGBumFw1io3ij1hhCyPDzxhPxdjR65+3OUlcn92tgqjTa0kco331gtQcPk58uEEPPnexrTYFrnviqbaGLDhuC/u2CB9QFwwbBzp7nGwr0Bt2OHOde1gunToXNn2YDy1iP31fvVKIUeozUBS1bvidRxycxMOX748MOeFUdDY1Mqj0mbRXq69FYEOu5mt8tGzYEDoZErHKSkwL59jRty8BaF36KFjBeIdoqLTc0+pcdozUP3aCMNux1uv91qKYJn506ZCjLQ1nkkuv+CYd++4NzHJSWRbWRBjpOmpwffs/Xl8YgFIwvqDyfFMNrQRholJfDLL1ZLETqMsSl3Y9MYl2qkEUyFGS2VbGWl9NasWxfY90KZrzhS6NjRagk0PtCGNtKIFYPjbDjsdhlhHCsEU2FGWyU7bpwcQvCXWPF4eMNmkysnGRnhNMqhDW0kUVgolyGLBZwNR0mJdKnGAsFWmEZ2I5spmaqtx26XC6L7a2yjpUcfKMbvvXixzialMNrQRgqGayza8dY6j6VK9JFHgq8wb7op+lynY8b450aOth69L9zLRmZm+Bar0ASNNrSRwqZN0e8a89U6j5VKFGDyZDmlw595xcY0ltxcuaZuXl44JAwvNTUyAcf8+fXrw+jRRzuGDpKS5PS50lJtZCMBazNARgchzwm6bp0QycnW52AN9ZaeLp/VnepqIdq2tV6+cG/15bz1lrc32reGcgCvW2e9jOHeQpgTWec6Ng/do1WdO++UY1WHDlktSejZt0/25tynd8THw4QJ1shkJb6y/sRC4g5vNJTYom3b8MqjArm5OlFFBKANrcqsWyfnnMYSO3fK6R3OlWlhYWxFHRsIIf86zyvW01h8Z0GKpbF8g507G5e2UxMWtKFVEbsd3n0Xrr3Wakms4+aboapKjs2NGBFdOY0DQQjXecWxPI0FPPXhTCyN5TsTiw2MCEMv/K4a3lLIxSLl5XIB+8OHrZZEDYzKNFbmUTdEWZnnvl69oGlTOHEi/PJYSaw2MCII3aNViXXrZO8t1o2sgTaydXTsKD0dy5dbLYkaTJvmObxw6qmxZ2QzM3WiighA92hVYf16mQ1Ho3EnLU1WpiUlsetCd2f/fhkYZSS0qG9R92jm4Yd1oooIQBtaFSgslJHFGo0v7HZ46imrpVAPI4lLLBpZgNtug4QEPZdWcbTr2GoUzfj0FNAVaAb0AD5yOnYcmAKkAUnACGCP2/d/Bq4EWgDtgFlAtdPxXcB44HRkIZxmsvyhoD6dLAH6AimADTjo5fsHgAm157QGbgCcnePHgUnAecgW8DDjQHk5ZGQElvs3DPwLGAJ0Qj7zy27HC4FByHJiAz7zcg1/ytJU4EKgKXC+8wEh5DCLQkMtDelEAHOBjkBzYCCwze2cgMrJ/v0Mc4/S1yiHNrRWo2AU6RrgDiAP+BToDgwG9tYenw68CqwDNgO/AM7taTvSyFYB7wEvAMuQFYzBCSAduLf2+qrTkE6OApcB99RzjQnAV8A7wGvISvlmp+N2ZOU7FVkBu6Cgy/gIUg+++tlHgN7AX+q5RkNlyeB6YEzQkoaPhnTyEPA48CzwIdASWY6OO50TVDnR82nVxuqMGdFAozKoTJtmfXYZt+1iEFOcPttBdALxIIiDIBJArHM6/o1sqIv3az+/DiIOxG6nc54BkQLihJf79QGRq8BzB6sT5/OKa3Xxq9v+r2v3f+y07w0QNhBlXu43EcRQBZ7b3w0QL/k4Vlp7/L9u+/0pS85bHojuCjxrsDqpAdEBxEI3HTQFsQoTysmkSUKsXClEcbHMpmZlvaZxQfdorUTB5d+qgC249qjiaj+/X3vspNvxM4HOtcep/Xse0N7pnMFAJbKlHmk0pBN/eB/pBrzIad/A2ut82HgRIxJ/ylI0UQrsxvV5WyGHIZzfndYEWU6WLYPx46FfP+jaVbuTFUIbWitRcPm3/UjXVHu3/e2RlcRuIBFZGXg7Tu1fb9/H6ZxIoiGd+MNu5Fi1M02A1ACuEW34U5aiCeOZ6itHppUTX+k7NZYQ81HHaWlpHDhwwPFZCBG+myuU0cVOHCVk8zWtgQ3YsSG9WLGJoY9ddCSB7cAHVotkOc466cgusikhnhqrxbIUZXUihFwNa9o0GDpUTwGymJjv0VZXV9OhQweaN28e/psrktGlkOF0ZTv92MQU1gLxDGMJhQx3nLMH6FC7VeEZVWscp/ave+ToHqdjquOsj/GsYhSbgXhepofLec7P3BAdqAucMqhGRphGok76sYmubHcpI4HiT1lSmUB1YjyTt3fD+d0xrZwI4TtdpSasxLyhraioYNeuXWRlZYX/5sYamsY6rBZQyHBGsp6dZNTuSQQupJzPGMl6ChlODfAu0BM5zSKh9rPBd8jpPD1rP/cEvsS1wngHOV3h7NA9iil46gMMnTzERY5K1Fkn/tATaVC2OO3bWHudHt6+oBDedQJlZDjKSDD4U5ZUJRidnII0ls7PW4kce3V+dw5icjlRyHMWs1gdjaUKp59+ughWHY2KzisoEMJmsyQqspo4kcnPAuxuh1YLaCrg76IDReImEK2piyK+FURnEBtBfAKiZ+1Wd13EuSAGgfgMxJsg0kH8n9v9/1u7XQhifO3/X1kYJepbH3U6SeUR8SU2cbObTnbVyr+0Nmr0X7Wfy50uchmI34H4EMS/QXQDMc7tRl/Vfm8IiL5OOlJTJ4cEbBHteV0A4tFaWX+qPaG89vM/a3WyuvbzLqeLNFSWBIhttd+7BcTpTjrxFsGuuk7+jCw3G0B8gYwYPgXEsVCWk+Li8NdrGhewWgBVCMTQ7tixQ3z00UeObePGjQIQpaWlory8POCtctkyYU9LC3uFUUyfeg4/IaCzgERxJsniA6eDx0BMBtEGRAsQw3GtPAWI7SAuB9EcRFsQM0CcdDsHL1uXMOvAf33U6SQBm7gYXHSS5+N5nnc6pxxZYSYhpzpdB+KQ2026+LiOmjop9irrxNoTnvfxLHlOF/GnLPXxcZ3SCNRJDYg5INojp/UMAPGd20XMKic1NpuozsgQ5Xv3BlUvlZaWCm1ozcEmhBCmdY8VISkpiSNHjtR7zrx588jLy3N8PuOMM/jf//6HP+po3bo1FRUVHvtXrlxJixYtAhcYSPvvf+mdnx/Ud4NlFWMZz6oGz1vJOMaxOgwSWYvWhydaJ55Egk6MWuzju+5iV8/gHPFHjx5l/PjxVFRUkJKSYp5wMUhURh2vXr2aLVu21HvOLbfcEvT1t27dyi6ncY/Dhw/Tv39/evbsGXSBTNzrHgIRejri39iNv+dFOlofnmideKKaTgyj6i3S46yzzuI3Qa7uU1lZGbRMGleiskcbDIH0aN2prKykVatWjWv5bdokJ5qHETtxdGU7ZWQgvMTF2aghk52UcooaUxZCjNaHJ1onnkSMTmw2GWxZWhrU9B5T6jUNoKOOWbJkCbm5ueyt7VHm5uaSm5vLF198EV5BsrMhNTWst4ynhsfIBWTl4IzxeTHTrKkseoQ/FldpfViE1oknEaMTIfT0HlWwcoBYBZo0aeI1qGDYsGF+X8OU6LyCAssCXgoYXhtFWbc7i59EAcMtk0kUFQmRkaH1ocimdRLBOlm5MqgqSUcdm4d2HZtAo10sdrvMTWrhKj5KZbjJzITt22HBAnAKWAsnSulDEbROPIkInRQXQ9++AX9Nu47NIyqDoSIOBZbKi6eGvmy2VAYHjz0mx5S6dbNMBKX0oQhaJ54orRNjjDbIYCiNecT8GK0S6MwtrnxQm1e4nXt6dY1G4xdGtrnFi3WeYwXQhlYFFMl5rAwLF8L69VCjmAtOox6TJ8OiRVZLoR6ZmfIdysmxWhIN2tCqQXY2pKVZLYVaTJ4spzxpNPWxdq00KpmZVktiPffeCytXyjHZ0lJtZBVCG1qNmuzbBz//bLUUGtXZvx9Gj4Zx46yWxHoGDJB66NtXu4sVQxtaFSgpgfJyq6VQj86drZZAEwkIAatXw+23Wy2JdWRl6aAnhdGGVgV0MJR3+vfXLnWNf+zYAaeearUU1qGDnpRGG1oV0MFQnmRlSRfYM89YLYkmUkhPh+Rkq6UIP+vW6fFYxdGGVgUUWABeKWy2uhZ6errV0mgihYwMmDHDainCS3IyDPdcZF6jFtrQqkB8vEzSoPGclqDd6hp/MMYo770XmjWzWprwceiQzmUcAWhDqwo5OdLAxPI0hfx8mXrR2Q0Wq271e+6R+gDt6WgIZw9IfDz83/9ZLVF40Y1R5dGGViVycqShKS6GCROsliZ8JCVBQQHMnesZ0BGLbvXMTJg/X+qjoEC6RDXeycryTMwwe3bYV8KylFhtjEYQ2tCqRny8DAK6/HKrJQkPc+bAwYO+gzmc3eqxYmzHjatrcDg3vpYvh1hP7j51qswEtXy578QM8fGwdKk18oUTm01P64kQ9KICqhILvZiUFDj//IanJRhu9dxc18UXbDY5hzLaePhhuOSSOgNiNL4AmjeHESMsE80ysrKke9jf6NqcHDmv9oknQiqWZehcxhGFXibPBEKynJTdDh06yMw30YzN5n9OVrtdpmU0UjNeeilcc030JfswVl0pLfVeiRYWejY6opW0NFizJrhsR5s2Qb9+oZDKegJteASBXibPPLShNYGQFcjp0+XLFM00ZFSc8WZg0tKiz9Aa1LeOqN0uo03LymS6yh9/hCefjL4efkFB8MZEgXWeQ8KiRbK3HuKerDa05qFdxyozdGj0G1ohZFafkpL6F6cuLISRIz0NiWFko9GNXF80qbM72eDSS2Hs2JCKFDaSkuCFFxrXYzPG96PJ1Z6VFRYjqzEXHQylMkbEbSxQn1Gx22VPtj5DGo2BUoFGk44ZA6NGhUaWcPPyy+a4RXNyZK+4efPGX0sF9JhsRKINrcrEUiKL+oxKSUnD7r9oWru2MdGkq1ZB06bmyxROjPSbZpGTIyPbI93Y5ufrVIsRija0qmO0yH0l14+Enlxysm85/TEq0Twh310vjY0mjY+Xa5JGMqHotSUmwt13m3vNcJKZKecHayISbWgjgZwc2LMHiopkxqBrrpF/i4rg+HEZNHPxxVZL6Rsj/2ywRiUaJ+SvXu09GYV7CspgyMmpyyoVScTFhTZBfrduobluKLHZ5PbYY9plHMkITaOpqKgQgKioqLBOiKIiIeQoplpbWpoQ1dVCFBQIkZnpeiwrS+5viOpqz+9G8jZrluuzFRcLsXKl/FtdbU55iESdrV1rzrP7orjY+mdsaGve3PWzv+9ICFCiXosS9PQeE1AiDN5uh/bt1Zvq4jw9w5iSsmuX7KVmZ/vfSi8sjPzo0eRk+Nvfwhew5CtSWzUyM2WPLdTjj8Z0n7IyNXWSkSGnab33XnDviMkoUa9FC1Zb+mhAmZZfQYH1LXJjy8w0vyW+bp0Q8fG+72mzyR50Robr/rQ0a3VhswmRl2debzUQvHkS4uKsLx8gxLRp5vbi/dWHzSY3q5/ffbOo5+oLZeq1KACrBYgGlCqQ06ZZU0lkZkr3tdkuUHfWrvVtzGw2WVl5c8fm5lpXga5eHRpd+Iu7Pk6cEGLuXOv0YaE7VAjhvfFh9Zafb50+fKBUvRbhYLUA0YBSBdKqcahwVpzBjPdapRfn8VjVGDo0vLqwogfrC6Pxce+91hvZzEw1dOKGUvVahKPHaE1AqbEMux26dJHjUOHAZpOZaoYPD+94UqDjvaFKx5eTA0ePSlmOHKnbn54OTz8tx0hVZuZMePRRWeX7iQACmlSWlgZLlqg5B1SFNI3r1ilZTpSq1yIcbWhNQLkCaVXgULiCWoJl3ToYPdq/c202apo0wXbypG+jEhcnp+mMGtW4QC+rqaqCG2+Uz3LyZOOv9/DDMkEEyMQTwSwIEE6sDrSrL6e1hShXr0Uweh5tNNJQkgsfCKCmMQkwyspky7ywMPhrhJL0dP/OGzYMVqzA1pDRqamRaQ8LC+tyD48bp75hcefee2WSC+fnjYuTjZLly+G66wJbSL1TJ7jvPrkNGKC+Lup7X1JS4KqroG1b/68X6PNGc0IWDaB7tKagbMvPWFbumWdkRdIARkFoVK6pQFbjCTerVsH48f6dGxeHqKlpWBcqP68/3HknLFzo+/jQofDKKwG5llXtoTWI+zKMzr3xdetg8mSfy1YeT0lBjB9P8zFj5GpKY8b4rzNF9aVsvRaBaENrAkoXSKvGoFSsPEK5PqmKz2vgy61dVQUtWsjjZtGY9WNVpYH5yMfHjeOtoUPp17w5KYcOSUNbWiq9BPWtJ614I03pei3C0MvkRTv+JOQPBSq5w5zXbk1PlxWh2ZSVqTlO620NX2Ms/eefzTWyIBOmDBzoOV6vom78wW6HqVPr7Z02W7WKq1et8u79SEmBykrP/Y3Naa2JKLShjTbcK7SXXrJGjm3brLmvO94MTSi48UbpWnSuVNu2hSlT4IwzrDEuvnpixlj6738funvv3CkDjPLz4ddf5Vivc+9O9cA5kO/S9df7FcHvc4jBKA9paa5Z2zIzpZFV+fk1pqFdxyaghIulqgpuukm67U6csEYGZ2y2xifHbyyqpSAM55QfFaat1IfRowtnGXFuhLZrJ/ft3i09HOnp0KGD3Ld3r2woLlwIhw+bc+/MTFi2TF47Qnr0StRrUYI2tCYQtgLpy/12551ySoVqP2VmJmzfHpoKpSFXpMqGZtYseOih0N4jlOPRZhHOMcpweTbqY8oUOWc5MdE6GQJAG1oTsSZPRnQRlgwq3rIhZWaGP7tPoFsoUsv50oVzZijVV2oJ5Uo11dVqZDzydysuDp0uhKjLb2z1cxrbmWcKcc89Qrz1VnjSlgaJzgxlHrpHawIhb/n5coHabJ77VMR5BZ/G0pA7eOpU6NxZutA//tice4aC9HTZGze7J6dCzy1Q/vQnaNUKTjtNjnOb1eMzpuuMHg0HDphzzVDStq1ca3roUCVcy7pHax7a0JpASAtkVZV0r4UiUjZcZGWZ4x5U2R0cDGZPCVJtTDoY4uPhjjsa71qPxAaHMxkZ8PjjlsY4aENrHjozlMoUFsoXLpKNLMCOHXI8tbFYNVUpVDhPgTJ6X6tWyb+BTrux26VhiWQjC/I5Fi6UcQfO+wLRjdHgiOSyUlYmo7ZVzbKmCQhtaFXFyL9a34T3SMKMebUqzc01g2++kX8LC2VPvV8/mbmqXz/5OZBKNtoaIY8+Kr05geomWhocBpMmmT/XWRN2tKFVEbsdbr7ZainMpWNHNa6hEvfdJ+eyeut9BZo3OtoaIXY73Hpr4LqJtgbHoUOwcWPd58Z6PjSWoA2timza5Dq5PdKx2eTc3sZWCtnZcry6MQsfqMYnn3jvfRn7pk3zT2/R1ggBmV84UN1EW4MD4MUX5V8zPB8aS9CGVkWcW7DRgBBw2WXQunVdpRBMyzw+XmYTgugytr4Qwv/xbaMREk3UlyzCl26iscHx3nu+x51VXzFLA2hDqx6FhfDEE1ZLERoOH5bjznfeGXzLPCdHZhPKyAi1tOrgTy8tPt7/tXajCXfdRGOD44cfYMIEczwfGkvQhlYljFbroUNWSxJaFi5sXMs8J0dmnCoqgqSkkIioFP700tavl7lzYw133Th7PaKJ48d9HwvE86GxBG1oVSHaoiUDJZiW+ZdfmpeLVkVsNjkHOTu7/vMKC2HUKLkQfaxQn26GDoVLLgm/TFYTjePTUYI2tKoQbdGSweBvy9wICpk+PSxiWcqNN8Latb7HsY0GWixR3xJz69ZBaip88EHYxbKcaByfjhL0MnmqoFujdWzYUJcxyX3xgH37YMyY2Oj5t2wJeXl1n70tLReLDbTUVFiyxDNr0p13ymGJWMQfz4fGMrShVQXdGq1j8eK6SsM9jV5cXGwYWfB0ixvj2M5Ly8ViA615c+kedmb9+tg1sqAXkFccnevYBEzJCRpteXwbS1qaTASvi6cr7kvLRcJyeKHAOU+03V7n7YhFrrgC/vlP0y+rcx2bhx6jVYVojZYMlvJybWS94T6OnZ0NycnWymQFO3bU/V9SErtGFuCNN+TYtEZZtKFViZwc1zE5jcYXhss4Ph4GD7ZWFiu4/fa6qWBlZdbKYjVCyDnUOmmFsmhDqxr33BMbc0M1jaNdO+kyffddGTwWa1RUyPHqO++UU8I0OmmFwmhDqxKFhXLx62ieG6oxhxdfhC5dYOBAOHnSammsQQgZABUtK1w1Fp20Qlm0oVUFxdbQfAroCjQDegAfOR07DkwB0oAkYASwx+37PwNXAi2AdsAsoNrtnE3ABUBT4DfAMqibI5mWZsZjmEp9OlkC9AVSABtw0Mv3DwATas9pDdwAuDepvgCya++RBfhc/vyFFyx3mf4LGAJ0Qj7zy27HC4FByHJiAz7zcg2zypIqNKQTAcwFOgLNgYHANrdzGlVOYjEKPQLQhlYFFMsKtQa4A8gDPgW6A4OBvbXHpwOvAuuAzcAvgPOMRjuyYqwC3gNeQBrRuU7nlNae0w9ZAU8DbgTeSkuDggI5T1IhGtLJUeAy4J56rjEB+Ap4B3gNWSk7L4ZYiTRMXYAtwEJgHtKIq8gRpB6equd4b+Av9VzDjLKkEg3p5CHgceBZ4EOgJbIcOSdYbFQ50dME1URoGk1FRYUAREVFRXAXKC4WQppZJbaLQUxx+mwH0QnEgyAOgkgAsc7p+DeyoS7er/38Oog4ELudznkGRAqIE7Wf7wRxjtt9x4AYnJAgREGB1Mu6dULEx1uuj4Z04nxeca0ufnXb/3Xt/o+d9r0BwgairPbz0yDaOOlIgLgLxBkKPH9DGyBe8nGstPb4f932m1WWVN3cdVIDogOIhW46aApiFSaUkyZNhKiuVqde0zjQPVoVUMjdU4VsJQ902hdX+/n92mMn3Y6fCXSuPU7t3/OA9k7nDEa2xL9yOsf5GsY57588KVf4MVzpV17Z6GdqLA3pxB/eR7oBL3LaN7D2Oh86nfMHINHpnMHAd8CvgQodAZhVliKFUmA3rs/bCjkM4fy8rQmynFRX82tlpelyaxqPNrQqoJC7Zz/SXdfebX97ZCWxG/mCt/ZxnNq/3r6PH+dUAsdAutLXrIFXXgn4GcymIZ34w27k+KIzTYBUAtNbNGFWWYoUDHnrK0eNLifGIvEapdCGFoiLi8Nmszm2Jk2asHLlyvAJ0KOH5QuZ24ljE314maG1ny1eWH3nTrjlFstub+hjFWN5DwtXgmnb1rp7u+Gsk030wa6rD/V08uCDeoqPgug3BWjfvj1/+tOfeOaZZxg/fjx2u50JEyaE5+aFhdC5sxxpsYhChtOV7fRjE1NYC8QzjCUUMtxxzh6gQ+1WhWdUrXGc2r/ukaN7nI7Vd04KMhoTkHMlLcBZH+NZxSg2A/G8TA+X85yfuSE6UBc4ZVCNjDCtVycHDjiOWYm7Tvqxia5sdykjgWJWWbKKQHViyOvteZyfN6hyYhzbvVtP8VERqweJVaRXr14CEPv27fPr/KCDBgoKhLDZLA3YKGC4sGEXYHfafbGAKcKGXRQwXNhBZOAaDLXe6Rrf+ghg2eN0znO1ASzHaz/fCeJcN1nGgRhscQCLd33U6aSA4UKAi06cTyym/mCoT5z2veUjyKXK6Zz/w/pgKF86sWF3lBEIPhiqsWUpUnRiBEM97LSvAu/BUI0qJytXBlHrmVivaTzAagFU49133xXx8fEikDZIUAWyulqIzExLK9Bq4kQmP3tUFrBaQFMBfxcdKBI3gWhNXeTnrSA6g9hYWyH0rN3qriuN6CAQn4F4E0R6bWVgnPMjiBYgZiEjTZ8CEV97rgAhWrRQSB91OknlEfElNnGzm052IQ3J0tqK8l+1n8udLnIZiN+B+BDEv0F0QzYujOMHQbQH8ScQW0GsrtXRc0qWESHgkIAtoj2vC0A8WvvMP9WeUF77+Z+1Olld+3mX00XMKEuRpJM/I8vNBhBfgBgK4hQQx8wsJ8XFgVd8ZtVrGq9gtQCq0LJlS0FthQCIt99+2+e5O3bsEB999JFj27hxowBEaWmpKC8v92ur2LDBsorC2IrpU8/hJwR0FpAoziRZfOB08BiIychWdQsQw3GtPAWI7SAuB9EcRFsQM0Cc9Lg/4nwQiSBOBfF87f4aEPaWLRXTR51OErCJi8FFJ3lOZcd5e97pnHJkhZmE7JFdB+KQ200+B9Eb2cvJQFbM6paRYq/PPLH2hOd96CTP6SLBlqUqzH/WcOikBsQcpKFsCmIAiO/cLtKYcmJv00aU791bV9fs3SsqNmwQh5YsERUbNrgea2ArLS0V2tCaQ9Quk5eUlMSRI0fqPWfevHnk1Sbxf/PNN9myZQslJSW89dZb2Gw2qqqqaNLEc8ne1q1bU+Fl/HDlypW0aNHCL/ky/vUvLnr0Ub/ODRWrGMt4VjV43krGMY7VYZBIsvt3v6PDf/8btvsZqKoPK1FVJ2U9e5Lxvr+Tq8xFVZ0A7D33XN7Pz4f4eDq+/z7n/fWvNC8vdxw/lpbGlzfeyK6ePRu81tGjRxk/frxeJs8Eonbh99WrV7Nly5Z6z7nFKar1sssu47LLLgNg2bJlXHfddUyaNInly5d7fG/r1q3scpr7evjwYfr370/Pnj39LpBNbDaw2NB2xL/5u/6eZxatL7gALDC0quoDZLfIijhwVXWSPGsW9ttuI27XLmxh7iuoqhOAdlu3ctWNN1I1YQLNnnpK9nOdaHbgAL9/6CEOP/88J4cMqfdalXpOrnlY3aVWkeeee04AYtiwYX6d36gxWguDoYyxJpvXsSYZ2JHFT6KauPDKtmiR1of7FmfBPVXVSWamfH8KCrROgtlsNiGyshrMIqXHaM0j5qf3TJo0iczMTHJzc3n22WcZMmSIo6f7xBNPhO7Gzgu9WzSHNp4aHiNXikCNyzHj82KmEe92LOR07AiZmWHXi7L6AKipgUcegWbNwnpbJXUybpx8f4YOtWRJSSV1EghC6JV+wo3Vlt5qZs6cKWw2m4C6wIXExETxwgsv+H2NRrX8CgqESEuztIVbwPDaKMq63Vn85JjKEvYtKUmIOXO0Pty35cuFSE3VOklLk72xoiJLfw+ldBLM1sA0IN2jNY+oDYYKJ5WVlbRq1Sq4oAG7Hbp2tXx5PDtxlJDNLjrSkV1kU6JuizwMKKmPRYtg+nTLbq+UToqKYNMmuP9+a+5fi1I6CZTiYujb1+fhRtVrGheiNhgqYigpsdzIgnSH9WWz1WIog3L6yMqC9HRLRVBKJ888Y3naUlBMJ/5is8mhmexsqyWJGbShtRqFVu7RKMzixZCaarUU6vDWW2Efr45IbDbpKHb+DLI8xcdbIlIsEvPBUJaj0Mo9GkVJSZGBP9nZsieigcOHYf9+q6VQm1mzICPDdV9mJqxfDzk51sgUo2hDazW68tQ0RGWlHGJwjlTXaHwRHw/r1sFDD8H27XIsduVK+be0VBtZC9CG1mp05anxB2OIIScH8vOtlUWjNqtWwciR8v/4eBnwNG6c/KvdxZagDa0K5OTIFqh+CTS+2Lat7v9u3ayTQxUyMiyZa600aWlQUACjRlkticYNbWhVYeRI2RLVaLwxb55cuxj0uD7A449rT5BBy5bSy7Fnj3YLK4o2tCoxahSsXWu1FNaQkGC1BOozbZqcd52dDa1aWS2NdeTnS4OSkyMDeyye9mQ5y5bB3LnaI6Yw2tCqxqhRMGeO1VKEn+efl0kI7r0X7rlHphtcvlwmadDIKRpG2rz4eJg40WqJrMPZdZ6TI+eht21rnTxWYrPBHXfIBphGWbShVZF777VagvDzww8waZLM9PPAAzBjBtx9txyLi/UeizNGUNTw4dbKYSXurvPERHjuOWtksRrnBphGWbShVZH33rNagvBhs8kgjrw8zwxZZWUwZkxs997cMYxMrE4Ly8ryntEoJ0cGAqWlhV8mFdCJb5RGG1oViaWXpr5U28axNWvk+GQsY7O5GhljWlisRd0+8ojvscicHBkQ9PDD4ZVJBXSAnNJoQ6sisfTSjBwJ5eW+jxuusaFD4eqrwyeXSvhKm5eTIxshcTH0Gjc0jBAfD506hUcWFXBvgGmUJIbe0AgiOzt2gjvOPNO/83btgg0b4MorQyuPCrj32OpLm5eeLteqjRX88fbESkNV5y2OGLShVZH4eJgyxWopQovREq9nmS4XjMpz5syQiWQ5NpvcVq/2P21eLA0zgH9GNDs7NsZqdd7iiEGv3qMqZ5xhtQShZ/FiaWgzM2Xgk7fxWvclvYwgIAWWFjSdzEypk0AqzljpvYHsvfvjIt2wof7hiEjlj3+EHj3k/3376pSKkYTVK89HAxUVFQIQFRUV5l20uFgIaXqib8vMFKKgoO5ZCwqEsNnk5nyesc/5XON8q5/BzO2qq+TvXV0deDmprhYiPd36ZwjHtm6df/rIzLRe1lBv7u9QCAhJvRajaNexqhg9t2iLKv397+WKIs69NiPDj79LekVTYv1Dh+DVV4PvncTHw4QJpoulHLNm1SXKr4+Skuj0drhTVib1YaTl1CiNNrSq4ryqTzQZ2/HjvRuUnJzAlvSKhsT6PXpAUlLjrzN0aOOvoSrp6TIt6UMP+Xd+rIxZCyH/Gmk5NUqjx2hVxujp5eZGRys9Lg4mT/Z93FjSyx+iYWzyj3805zpG7uOKCnOupwI2G7z5JgwYEFhPPxrKhb8IUZcVyt/3RmMJukerOu49vaKiyM2UdMcdMl2eGUSDa92syjE+HpYsMedaqiCELCuButOjoVwESqz04iMYbWgjAefFmwcMgL/9LfKmLwwdCgsXmne9SHetp6WZ2wsZPTr6XMjBGJBILxfBEEu9+AhFG9pIxOjBREJF0qqVnBf68svmX9tXEFVqKjRrZv79zGTJEvOnZrz8slyMIVoI1oD4KhdZWVI/KSmNly2UtGzp33k6K1TEYBPCGFXXBEtlZSWtWrWioqKClHC+xIWFnuO3mZlw7Jh18whbtoQ775TBSh07ykog1HP97HY5TrVrV909FyyQCxVYTcuWcORI3efMTNnjCmWSgWPHZGaxo0dDd49QYsydLi1tXNnxVi7i4+X+BQvk73DggHlym8GMGfCXv9TJvW2bLMc2W10AFNQ1skOYsMKyei0K0YbWBCwtkN4qkw0bZOi/FT9tUZF0b1uN3Q7t24e/wZGYCOefL125t98uK3ZvlX2oKSyEESM89xsV9B13yAT9qhEGA+LA+d1p107+/+ijcspVuImLg1WrZLlxx1uDOisr8OQmAaINrYlYO403OlByYndBQfgn7sfFCXHihNVPXocViS2Kiqx+6jq8lYGsrLpEBwUFQiQlWZt4oW1b3/JZwfLl1uhh7dr65aqulklNVq4MPrlJgChZr0UoukdrAsq2/Jxb7Nu2yXHBsrLQ3rO4WK2pBt56A0YgmXNvNzkZBg6UU0qOHQvuXllZjXd3mo0v96nz8QkT5FxVM6sCm02OlR844P26hnv4++/l+svh7vH7YtMm6NcvfPdLS5PvpYL5ipWt1yIQbWhNIGIKpFHpbtgAf/87VFaaf4+VK2V0tEp4Mzbg3QD5crnWRzjdnaGiqgqeflo2NEpKGje+axgPqMvmFObxxaCx26FrV9+5t80iKUlmu5o9W62GmRMRU69FAtZ2qKODiHSxVFcLkZ8vRGqqiwvrWEqKqG7TxjPvsL9bcbHVT9Z46nO5NuSOjQaqq4W4997g3aBvvVV3rUjUl6/c22ZsaWnyvQuD67exRGS9pii6R2sCEd3yc+rtVbZsSXF1Nf0PHSL5uuvkcX+Lh1mRoqpgt1P5z3/yv82bOb1PH1KuvLLuuRpyx0YDjXGhugfERaK+vA05BErbtvDMM/JvJD17LRFdrymGTsEY6zilPaw+cABKSjg5ZIj31I9xcd4XGY/GBajj46nu3ZsyITi1d2/X5wokVWSkYmRYCsaFunev6+dI1FdOjkwAUlIidTB9Ouzf778uUlLk98zKhKaJaHTCCo13vCX5P3ZMrpqTmup6rl6AOvpoTIalaMlUZDQQJkyAZ5+V+/zVxfPPayOrcaANrcY3zqkf+/aVFcfcubLH4u8qO5rIxUeGJZ99umjOVOQr25S7ByczEwoK9PugcUG7jjWBE4muQE1wOLtQd+3i6Bdf0PzPf0bYbNi8RRJH0/CBO266oGNH6NWLyjff9D6Wr9HUog2tRqOpH6eG1fHBg9kqBBe++CLxv/xSd05mZsgzFSmBl0amz7F8jaYWbWg1Gk1A7OrZk4oZM0j96quIjKbVaMKNNrQajSZw9PCBRuM3OhhKo9FoNJoQog2tRqPRaDQhRBtajUaj0WhCiDa0Go1Go9GEEG1oNRqNRqMJIdrQajQajUYTQvT0HhMwFkCqDMX6rmGksrKSo0ePUllZSZMmumhofXiideJJtOrEqM/0Am+NJ3pKhYUcOnQIgKysLIsl0Wg0GnM5dOgQrVq1slqMiEavR2sCNTU1/PLLLyQnJ2MLdKUThdiyZQv9+/dn48aNXHjhhVaLYzlaH55onXgSrToRQnDo0CE6depEXJweZWwMukdrAnFxcWRmZlotRqNJSkpy/NULPWt9eEPrxJNo1onuyZqDbqZoNBqNRhNCtKHVaDQajSaEaEOrcdCxY0datWpFx44drRZFCbQ+PNE68UTrRNMQOhhKo9FoNJoQonu0Go1Go9GEEG1oNRqNRqMJIdrQajQajUYTQrSh1Wg0Go0mhGhDq/FKXFwcNpvNsTVp0oSVK1daLZalpKWluegklhg5cqRLmejZs6fVIllOly5dXMqDzWajf//+VoulURBtaDVead++PX/605945plnGD9+PHa7nQkTJlgtlqVUV1fToUMHmjdvbrUoYefAgQMkJSVx8cUXWy2KMnTu3Jk+ffrw4IMPcv/995OUlERxcTH33HOP1aJpFENP79H4xaWXXsp7773Hvn37aNu2rdXiWMoZZ5zB//73v5hd1cRms3HJJZfw/vvvWy2KcthsNk477TS+//57q0XRKITu0WoaZOPGjXz44YcAMW9kNRpvHD58mO7duwMwZswYi6XRqIZeVEDjk6SkJI4cOeL4/Pbbb1sojUajHrNmzeLhhx92fO7Tpw8LFiywUCKNiugebQyRlJTkEbzhvuXn5zvOX79+Pffffz+DBw8GYPDgwVRXV1slfkgIVCcajTMzZszgoYce4tZbbyUpKYnNmzcze/Zsq8XSKIYeo40hXnvtNbZs2VLvObfccgsdOnTw2L9s2TKuu+46JkyYwPLly0MlYtgJRid6jFaP0foiLi6OhIQETpw4YbUoGoXQruMY4qqrruKqq64K6rtVVVUALq7kaKAxOtFovFFTU2O1CBrF0IZW48GkSZMoKipixIgRnHXWWfzzn//ktddeA+CJJ56wWDrrWLJkCV999RV79+4FIDc3F4AbbriB3/72t1aKFnK++OIL/va3vzk+b9++ndzcXM455xxuvvlmCyWzjuTkZAYPHky/fv3Yvn07zz77LEIIBgwYYLVoGsXQrmONB7NmzeKRRx5xcY0mJiaydOlSrr32Wgsls5aEhASvY9TDhg3jpZdeskCi8DF8+HBefvllj/1NmjTh5MmT4RdIARITE12e3WazMWjQIN58800LpdKoiDa0Go1Go9GEEB11rNFoNBpNCNGGVqPRaDSaEKINrUaj0Wg0IUQbWo1Go9FoQog2tBqNRqPRhBBtaDUajUajCSHa0Go0Go1GE0K0odVoNBqNJoRoQ6vRaDQaTQjRhlaj0Wg0mhCiDa1Go9FoNCFEG1qNRqPRaELI/weR+Yu+a1vLigAAAABJRU5ErkJggg==",
       "text/plain": [
        "<Figure size 400x400 with 1 Axes>"
       ]
@@ -545,7 +555,7 @@
     },
     {
      "data": {
-      "image/png": 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",
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",
       "text/plain": [
        "<Figure size 400x400 with 1 Axes>"
       ]
@@ -604,7 +614,7 @@
     "        \n",
     "    SER = errors / num_symbols\n",
     "    \n",
-    "    BER = bit_errors / num_symbols\n",
+    "    BER = bit_errors / (num_symbols * 4) # 4 bits per symbol\n",
     "    \n",
     "    # Make the plot for specific SNR_dB\n",
     "    if SNR_dB == 20:\n",
@@ -615,7 +625,7 @@
     "        y = [y for x, y in QAM16]\n",
     "\n",
     "        plt.figure(figsize=(4, 4))\n",
-    "        plt.title(\"Recieved symbols, QAM-16 modulation (SNR_dB = 20)\")\n",
+    "        plt.title(\"Recieved symbols, 16-QAM modulation (SNR_dB = 20)\")\n",
     "        plt.plot(r_x, r_y, 'o', color=\"red\")\n",
     "        plt.plot(x,y,'o', color=\"blue\")\n",
     "        plt.xticks(x)\n",
@@ -629,7 +639,7 @@
     "\n",
     "# Final curve plot\n",
     "plt.figure(figsize=(4, 4))\n",
-    "plt.title(\"QAM-16 modulation error rate\")\n",
+    "plt.title(\"16-QAM modulation error rate\")\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",
@@ -639,12 +649,12 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 53,
+   "execution_count": 10,
    "metadata": {},
    "outputs": [
     {
      "data": {
-      "image/png": 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",
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",
       "text/plain": [
        "<Figure size 640x480 with 1 Axes>"
       ]
@@ -751,7 +761,7 @@
     "    decoded = np.array(hamming_decode(recv))\n",
     "    \n",
     "    bit_errors = np.sum(data != decoded)\n",
-    "    BER = bit_errors / num_symbols_encoded\n",
+    "    BER = bit_errors / (num_symbols_encoded * 2) # 2 bits per symbol\n",
     "        \n",
     "    ber_encoded.append(BER)\n",
     "\n",
@@ -786,7 +796,7 @@
     "            recv.append(int(char))\n",
     "                \n",
     "    bit_errors = np.sum(data != np.array(recv))\n",
-    "    BER = bit_errors / num_symbols_plain\n",
+    "    BER = bit_errors / (num_symbols_plain * 2) # 2 bits per symbol\n",
     "        \n",
     "    ber_plain.append(BER)\n",
     "\n",

diff --git a/report/images/PAM8.png b/report/images/PAM8.png
index cf2cfb8fd1fd8304d1e19929d12d1a6cd94b8873..d4a2af7ff10b9040b8835401357661fe7edbb313 100644 (file)
Binary files a/report/images/PAM8.png and b/report/images/PAM8.png differ

diff --git a/report/images/PAM8_recv.png b/report/images/PAM8_recv.png
index 248e42df682a0cee4341e621d7eede93d39907e1..3638983b0635c47aa1129c782cc49a74e5bbc041 100644 (file)
Binary files a/report/images/PAM8_recv.png and b/report/images/PAM8_recv.png differ

diff --git a/report/images/PSK8.png b/report/images/PSK8.png
index 488489ad023d481bd39c503978c85bed1fa46dfb..67b54a1553762dee1953ef124e13c66522210029 100644 (file)
Binary files a/report/images/PSK8.png and b/report/images/PSK8.png differ

diff --git a/report/images/PSK8_error.png b/report/images/PSK8_error.png
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Binary files a/report/images/PSK8_error.png and b/report/images/PSK8_error.png differ

diff --git a/report/images/PSK8_recv.png b/report/images/PSK8_recv.png
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Binary files a/report/images/PSK8_recv.png and b/report/images/PSK8_recv.png differ

diff --git a/report/images/QAM16.png b/report/images/QAM16.png
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Binary files a/report/images/QAM16.png and b/report/images/QAM16.png differ

diff --git a/report/images/QAM16_error.png b/report/images/QAM16_error.png
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Binary files a/report/images/QAM16_error.png and b/report/images/QAM16_error.png differ

diff --git a/report/images/QAM16_recv.png b/report/images/QAM16_recv.png
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Binary files a/report/images/QAM16_recv.png and b/report/images/QAM16_recv.png differ

diff --git a/report/images/QPSK_error.png b/report/images/QPSK_error.png
index 280c31dc542058269c8933aa9f746be4ca23885d..256d106994f266d57dfd079bb73adcedb792b26c 100644 (file)
Binary files a/report/images/QPSK_error.png and b/report/images/QPSK_error.png differ

diff --git a/report/images/QPSK_hamming.png b/report/images/QPSK_hamming.png
index b8ef9bdb43bab723786b027e8eca4056269be7b4..290475b046bac22e6976c7c7e2d1fcbfb0463299 100644 (file)
Binary files a/report/images/QPSK_hamming.png and b/report/images/QPSK_hamming.png differ

diff --git a/report/images/QPSK_recv.png b/report/images/QPSK_recv.png
index 217898ada398fbe4287138d1b045e6d4513ec568..ec37d346af4d29527b9939fe2f55e37cf8d14778 100644 (file)
Binary files a/report/images/QPSK_recv.png and b/report/images/QPSK_recv.png differ

diff --git a/report/images/autocorr_func.png b/report/images/autocorr_func.png
index 36c10c0270580443af0687189ed920775b38d21d..5c6c6e8673f03d0a64ff6fd04402d895c0dae240 100644 (file)
Binary files a/report/images/autocorr_func.png and b/report/images/autocorr_func.png differ

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index f3a157ee3bcd3fcce3ef4948e93d081563caca37..76c6896cb149d2e4284ca09203366d40cc7dc3f2 100644 (file)
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+++ b/report/main.fdb_latexmk
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 # Fdb version 3
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-  "/home/forssennils/TSKS35/report/main.tex" 1734013888 41718 477bf252e4ed4549ad83d320e09ae9e8 ""
+["pdflatex"] 1734360717 "/home/nils/kurser/TSKS35/report/main.tex" "main.pdf" "main" 1734360719
+  "/etc/texmf/web2c/texmf.cnf" 1718133671 475 c0e671620eb5563b2130f56340a5fde8 ""
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+  "/home/nils/kurser/TSKS35/report/main.tex" 1734360714 50030 c8c9619d80fbb7c076acc96ec5ca0e76 ""
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diff --git a/report/main.out b/report/main.out
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+\BOOKMARK [1][-]{appendix.B}{\376\377\000P\000y\000t\000h\000o\000n\000-\000c\000o\000d\000e\000:\000\040\000L\000a\000b\000o\000r\000a\000t\000o\000r\000y\000\040\000e\000x\000e\000r\000c\000i\000s\000e\000\040\0003}{}% 17
+\BOOKMARK [1][-]{appendix.C}{\376\377\000P\000y\000t\000h\000o\000n\000-\000c\000o\000d\000e\000:\000\040\000L\000a\000b\000o\000r\000a\000t\000o\000r\000y\000\040\000e\000x\000e\000r\000c\000i\000s\000e\000\040\0004}{}% 18

diff --git a/report/main.pdf b/report/main.pdf
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diff --git a/report/main.synctex.gz b/report/main.synctex.gz
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diff --git a/report/main.tex b/report/main.tex
index b97ce32a83c471351561ded45b35d1c38bf46c37..1b8e5ca9c55162324dfd4805229418e6cf85421a 100644 (file)
--- a/report/main.tex
+++ b/report/main.tex
@@ -72,10 +72,10 @@ The signal is shown in figure~\ref{fig:given_signal}. The duration of the 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?}
+is trivially infinite. The power $P$ of the signal was calculated.
 
 \begin{align*}
-    P & = 0.5 \\
+    P & = \lim_{T \to \infty} \frac{1}{T} \int_{-T/2}^{T/2}x^2(t)dt = 0.5 \\
     E & = \infty
 \end{align*}
 
@@ -140,13 +140,24 @@ To obtain a lowpass representation $y(t)$ from bandpass signal $x(t)$, the follo
 
 \begin{align*}
     z(t) &= x(t) + j\hat{x}(t) \\
-    \hat{x}(t) &= \frac{1}{2\pi}*x(t) \\
+    \hat{x}(t) &= \frac{1}{\pi t}*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?}
+was how the task was solved.
+
+\begin{align*}
+    \mathcal{F} \{ z(t) \} &= Z(\omega) \\
+    \mathcal{F} \{ x(t) \} &= X(\omega) \\
+    Z(\omega) &= X(\omega) + j\hat{X}(\omega) \\
+    \hat{X}(\omega) &= - \text{sgn}(\omega) \dot X(\omega) \\
+    \mathcal{F}_{inv} \{ Z(\omega) \} &= z(t) \\
+    y(t) &= z(t)e^{-j 2 \pi f_0 t}
+\end{align*}
+
+In figure~\ref{fig:spectrum_bandpass},~\ref{fig:spectrum_analytical} and~\ref{fig:spectrum_lowpass}
+the frequency spectrum of the signals are displayed.
 
 \begin{figure}
     \centering
@@ -230,11 +241,19 @@ The resulting Python-code is included in the appendix\nobreakspace\ref{app:code_
     Average codeword length:  4.375
 \end{lstlisting}
 
-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
+In the output the alphabet generated from the probabilities is first listed in the format: \textit{symbol Huffman-code probability}.
+Shown below the alphabet is the bit-string to be decoded and
+the resulting string of symbols obtained when decoding the bit-string using the generated alphabet. Finally,
 the entropy and the average codeword length of the source, the generated alphabet, is calculated and displayed.
 
+One condition given in the exercise was that the length of any codeword should not exceed eight bits.
+Because of the binary-tree-like structure of the Huffman code, the maximum probability of a codeword with length $l$ is 
+$2^{-l}$. This means that if any of the codewords generated in the alphabet has a length $\ge 8$, the probability of that symbol occurring
+is less than $\frac{1}{256}$. 
+
+The easiest way to ensure that no codeword has the length of eight or above is thus simply to ensure that no symbol has the probability of less than $\frac{1}{256}$. 
+This is done in the code. 
+
 \subsection{Report questions}
 
 Answers for the report questions of Laboratory Exercise 3.
@@ -261,16 +280,16 @@ Answers for the report questions of Laboratory Exercise 3.
     the average length of the corresponding Huffman code in Student task 2.
     Comment on your results and relate it to the source-coding theorem.}
     
-        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:
+        The entropy, $\mathcal{H}$, of the source, $X$, and the average length, $\overline{l}$, 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)
+        As the probabilities, $p(x)$, 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
+            \mathcal{H}(X) < \overline{l} < \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.
@@ -298,7 +317,7 @@ The python-code used to solve the tasks and generate all figures is included in
 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. \todo{describe the modulations} \todo{amplitude/parameters?}
+the constellation. The parameters $\sqrt{\epsilon_s} = 1$ and $\sqrt{\epsilon_g} = 1$ was given for the constellations.
 
 The generated constellations with gray codes are shown in figures~\ref{fig:pam8},~\ref{fig:qpsk},~\ref{fig:psk8} and~\ref{fig:qam16}.
 
@@ -362,7 +381,7 @@ Make note of the different values of SNR used in the plots.
 
 The results for the symbol and bit error rates for the different constellations are shown
 in figures~\ref{fig:pam8_error},~\ref{fig:qpsk_error},~\ref{fig:psk8_error} and~\ref{fig:qam16_error}.
-The SNR was varied from -20 to 20 dB in steps of 2 dB.
+The SNR was varied from -20 to 20 dB in steps of 4 dB and a logarithmic scale was used for the y-axis. 
 
 \begin{figure}
     \centering
@@ -390,15 +409,15 @@ The SNR was varied from -20 to 20 dB in steps of 2 dB.
 
 \subsection{Student task 3: Channel coding}
 
-The thirds task was to generate $4 * 10^6$ randomized information bits, encode them using
+The thirds task was to generate $4 \dot 10^6$ randomized information bits, encode them using
 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. \todo{describe hamming?}
+a transmission of the same information bits without any channel coding.
 
 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
-of 2 dB and the plot displays a logarithmic scale for the y-axis to better show the difference between the two transmissions.
+and the result is shown in figure~\ref{fig:qpsk_hamming}. This time the SNR was varied from -20 to 20 dB in steps
+of 4 dB and the plot displays a logarithmic scale for the y-axis to better show the difference between the two transmissions.
 
 \begin{figure}
     \centering
@@ -445,7 +464,8 @@ Answers for the report questions of Laboratory Exercise 4.
     \item \textbf{What is the purpose of channel coding?}
 
         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.
+        able to withstand errors induced by the channel. The Hamming (7, 4) code adds three additional bits for every four bits of information. This additional information makes the channel
+        able to withstand and correct for one bit-error per four original bits of data. The system is also able to detect up to two bit-errors across the channel.
 
 \end{enumerate}
 
@@ -459,24 +479,285 @@ Answers for the report questions of Laboratory Exercise 4.
     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()
+    
+    # %%
+    """
+    The signal is supposed to be intepreted as infinite -> power type signal -> energy is infinite
+    """
+    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("lag (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()
+    
+    # %%
+    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()
+    
+    
+    # %%
+    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()
+    
+    
+\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
     
-    def diff_letters(a,b):
-        return sum ( a[i] != b[i] for i in range(len(a)) )
+    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
+    from scipy.fftpack import fft, rfft, irfft, fftfreq, rfftfreq
+    import scipy.signal
+    from scipy.stats import norm, expon
+    import math
+
+    def diff_letters(a,b):
+        return sum ( a[i] != b[i] for i in range(len(a)) )
+
+
     # %%
     M = 8
     first = (2 - 1 - M)
     last = (16 - 1 - M)
     PAM8 = np.linspace(first, last, 8)
-    
+
     M = 4
     QPSK = [[math.cos(2* math.pi * m / M), math.sin(2 * math.pi * m / M)] for m in range(M)]
-    
+
     M = 8
     PSK8 = [[math.cos(2 * math.pi * m / M), math.sin(2 * math.pi * m / M)] for m in range(M)]
-    
+
     M = 4
     first = (-3)
     last = (3)
@@ -485,36 +766,36 @@ Answers for the report questions of Laboratory Exercise 4.
     for i in PAM4:
         for j in PAM4:
             QAM16.append([i, j])
-    
-    
+
+
     # %%
     # Assign gray codes: 
-    
+
     g_PAM8 = {format(k, '03b'): i for k, i in zip([0, 1, 3, 2, 6, 7, 5, 4], PAM8)}
-    
+
     g_QPSK = {format(k, '02b'): i for k, i in zip([0,1,3,2], QPSK)}
-    
+
     g_PSK8 = {format(k, '03b'): i for k, i in zip([0, 1, 3, 2, 6, 7, 5, 4], PSK8)}
-    
+
     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)}
-    
+
     # %%
     # PAM-8
     plt.figure(figsize=(4, 1))
-    plt.title("PAM-8 modulation, gray coding")
+    plt.title("8-PAM modulation, gray coding")
     plt.plot(PAM8, [0]*8, 'o')
     plt.yticks([])
     plt.xticks(PAM8)
     plt.grid(True)
     for (k, s) in g_PAM8.items():
         plt.text(s, 0, k)
-    
+
     # QPSK
     x = [x for x, y in QPSK]
     y = [y for x, y in QPSK]
-    
+
     circle_x = np.linspace(0, 2*np.pi, 100)
-    
+
     plt.figure(figsize=(4, 4))
     plt.title("QPSK modulation, gray coding")
     plt.plot(np.cos(circle_x), np.sin(circle_x), color="orange")
@@ -524,13 +805,13 @@ Answers for the report questions of Laboratory Exercise 4.
     plt.grid(True)
     for (k, s) in g_QPSK.items():
         plt.text(*s, k)
-    
+
     # PSK8
     x = [x for x, y in PSK8]
     y = [y for x, y in PSK8]
-    
+
     plt.figure(figsize=(4, 4))
-    plt.title("PSK-8 modulation, gray coding")
+    plt.title("8-PSK modulation, gray coding")
     plt.plot(np.cos(circle_x), np.sin(circle_x), color="orange")
     plt.plot(x,y,'o', color="blue")
     plt.xticks(x, rotation=45)
@@ -538,49 +819,49 @@ Answers for the report questions of Laboratory Exercise 4.
     plt.grid(True)
     for (k, s) in g_PSK8.items():
         plt.text(*s, k)
-    
+
     # QAM16
     x = [x for x, y in QAM16]
     y = [y for x, y in QAM16]
-    
+
     plt.figure(figsize=(4, 4))
-    plt.title("QAM16")
+    plt.title("16-QAM")
     plt.plot(x,y,'o')
     plt.xticks(x)
     plt.yticks(y)
     plt.grid(True)
     for (k, s) in g_QAM16.items():
         plt.text(*s, k)
-    
-    
+
+
     # %%
     # Plot definitions
     num_symbols = 10**6
     SNR_list = np.linspace(-20, 20, 10)
-    
-    
+
+
     # %%
     # PAM8
-    
+
     symbol_error_rate = []
     bit_error_rate = []
-    
+
     symbols = np.random.randint(0, len(PAM8), size=(num_symbols))
-    
+
     PAM8_symbols = np.zeros(num_symbols, dtype=int)
     for i, s in enumerate(symbols):
         PAM8_symbols[i] = PAM8[s]
-    
+
     for SNR_dB in SNR_list:
-    
+
         SNR_linear = 10**(SNR_dB / 10)
-    
+
         signal_power = np.mean(np.abs(PAM8_symbols)**2)
         noise_power = signal_power / SNR_linear
-    
+
         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)
         detected_symbols = np.zeros(num_symbols, dtype=int)
         for i, r in enumerate(rx_signal):
@@ -609,12 +890,12 @@ Answers for the report questions of Laboratory Exercise 4.
             
         SER = errors / num_symbols
         
-        BER = bit_errors / num_symbols
+        BER = bit_errors / (num_symbols * 3) # 3 bits per num_symbols
         
         # Make the plot for specific SNR_dB
         if SNR_dB == 30:
             plt.figure(figsize=(4, 1))
-            plt.title("Recieved symbols, PAM-8 modulation (SNR_dB = 30)")
+            plt.title("Recieved symbols, 8-PAM 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([])
@@ -622,43 +903,43 @@ Answers for the report questions of Laboratory Exercise 4.
             plt.grid(True)
             for (k, s) in g_PAM8.items():
                 plt.text(s, 0, k)
-    
+
                 
         symbol_error_rate.append(SER)
         bit_error_rate.append(BER)
-    
+
     # Final curve plot
     plt.figure(figsize=(4, 4))
-    plt.title("PAM-8 modulation error rate")
+    plt.title("8-PAM modulation error rate")
     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
-    
+
     symbol_error_rate = []
     bit_error_rate = []
-    
+
     symbols = np.random.randint(0, len(QPSK), size=(num_symbols))
-    
+
     QPSK_symbols = np.zeros((num_symbols, 2), dtype=float)
     for i, s in enumerate(symbols):
         QPSK_symbols[i] = QPSK[s]
-    
+
     for SNR_dB in SNR_list:
-    
+
         SNR_linear = 10**(SNR_dB / 10)
-    
+
         signal_power = np.mean(np.abs(QPSK_symbols)**2)
         noise_power = signal_power / SNR_linear
-    
+
         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)
         detected_symbols = np.zeros((num_symbols, 2), dtype=float)
         for i, r in enumerate(rx_signal):
@@ -687,16 +968,16 @@ Answers for the report questions of Laboratory Exercise 4.
             
         SER = errors / num_symbols
         
-        BER = bit_errors / num_symbols
+        BER = bit_errors / (num_symbols * 2) # 2 bits per symbol
         
         # Make the plot for specific SNR_dB
         if SNR_dB == 20:
             r_x = [x for x, y in rx_signal]
             r_y = [y for x, y in rx_signal]
-    
+
             x = [x for x, y in QPSK]
             y = [y for x, y in QPSK]
-    
+
             plt.figure(figsize=(4, 4))
             plt.title("Recieved symbols, QPSK modulation (SNR_dB = 20)")
             plt.plot(np.cos(circle_x), np.sin(circle_x), color="orange")
@@ -710,7 +991,7 @@ Answers for the report questions of Laboratory Exercise 4.
             
         symbol_error_rate.append(SER)
         bit_error_rate.append(BER)
-    
+
     # Final curve plot
     plt.figure(figsize=(4, 4))
     plt.title("QPSK modulation error rate")
@@ -719,29 +1000,29 @@ Answers for the report questions of Laboratory Exercise 4.
     plt.legend(["Symbol error rate", "Bit error rate"])
     plt.xlabel("SNR (dB)")
     plt.ylabel("Error rate")
-    
+
     # %%
     # PSK8
-    
+
     symbol_error_rate = []
     bit_error_rate = []
-    
+
     symbols = np.random.randint(0, len(PSK8), size=(num_symbols))
-    
+
     PSK8_symbols = np.zeros((num_symbols, 2), dtype=float)
     for i, s in enumerate(symbols):
         PSK8_symbols[i] = PSK8[s]
-    
+
     for SNR_dB in SNR_list:
-    
+
         SNR_linear = 10**(SNR_dB / 10)
-    
+
         signal_power = np.mean(np.abs(PSK8_symbols)**2)
         noise_power = signal_power / SNR_linear
-    
+
         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)
         detected_symbols = np.zeros((num_symbols, 2), dtype=float)
         for i, r in enumerate(rx_signal):
@@ -770,18 +1051,18 @@ Answers for the report questions of Laboratory Exercise 4.
             
         SER = errors / num_symbols
         
-        BER = bit_errors / num_symbols
+        BER = bit_errors / (num_symbols * 3) # 3 bits per symbol
         
         # Make the plot for specific SNR_dB
         if SNR_dB == 20:
             r_x = [x for x, y in rx_signal]
             r_y = [y for x, y in rx_signal]
-    
+
             x = [x for x, y in PSK8]
             y = [y for x, y in PSK8]
-    
+
             plt.figure(figsize=(4, 4))
-            plt.title("Recieved symbols, PSK-8 modulation (SNR_dB = 20)")
+            plt.title("Recieved symbols, 8-PSK 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")
@@ -793,39 +1074,39 @@ Answers for the report questions of Laboratory Exercise 4.
             
         symbol_error_rate.append(SER)
         bit_error_rate.append(BER)
-    
+
     # Final curve plot
     plt.figure(figsize=(4, 4))
-    plt.title("PSK-8 modulation error rate")
+    plt.title("8-PSK modulation error rate")
     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
-    
+
     symbol_error_rate = []
     bit_error_rate = []
-    
+
     symbols = np.random.randint(0, len(QAM16), size=(num_symbols))
-    
+
     QAM16_symbols = np.zeros((num_symbols, 2), dtype=float)
     for i, s in enumerate(symbols):
         QAM16_symbols[i] = QAM16[s]
-    
+
     for SNR_dB in SNR_list:
-    
+
         SNR_linear = 10**(SNR_dB / 10)
-    
+
         signal_power = np.mean(np.abs(QAM16_symbols)**2)
         noise_power = signal_power / SNR_linear
-    
+
         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)
         detected_symbols = np.zeros((num_symbols, 2), dtype=float)
         for i, r in enumerate(rx_signal):
@@ -854,18 +1135,18 @@ Answers for the report questions of Laboratory Exercise 4.
             
         SER = errors / num_symbols
         
-        BER = bit_errors / num_symbols
+        BER = bit_errors / (num_symbols * 4) # 4 bits per symbol
         
         # Make the plot for specific SNR_dB
         if SNR_dB == 20:
             r_x = [x for x, y in rx_signal]
             r_y = [y for x, y in rx_signal]
-    
+
             x = [x for x, y in QAM16]
             y = [y for x, y in QAM16]
-    
+
             plt.figure(figsize=(4, 4))
-            plt.title("Recieved symbols, QAM-16 modulation (SNR_dB = 20)")
+            plt.title("Recieved symbols, 16-QAM modulation (SNR_dB = 20)")
             plt.plot(r_x, r_y, 'o', color="red")
             plt.plot(x,y,'o', color="blue")
             plt.xticks(x)
@@ -876,28 +1157,28 @@ Answers for the report questions of Laboratory Exercise 4.
             
         symbol_error_rate.append(SER)
         bit_error_rate.append(BER)
-    
+
     # Final curve plot
     plt.figure(figsize=(4, 4))
-    plt.title("QAM-16 modulation error rate")
+    plt.title("16-QAM modulation error rate")
     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
-    
+
     def hamming_encode(data):
         if len(data) % 4 != 0:
             raise ValueError("input data multiple of 4")
-    
+
         G = [[1, 0, 0, 1, 0, 1, 1],
-             [0, 1, 0, 1, 0, 1, 0],
-             [0, 0, 1, 1, 0, 0, 1],
-             [0, 0, 0, 0, 1, 1, 1]]
+            [0, 1, 0, 1, 0, 1, 0],
+            [0, 0, 1, 1, 0, 0, 1],
+            [0, 0, 0, 0, 1, 1, 1]]
         
         encoded_data = []
         for k in range(0, len(data), 4):
@@ -909,14 +1190,14 @@ Answers for the report questions of Laboratory Exercise 4.
                 encoded_data.append(sum  % 2)
             
         return encoded_data
-    
+
     def hamming_decode(recieved_data):
         if len(recieved_data) % 7 != 0:
             raise ValueError("Recieved data length mult of 7")
         
         H = [[1, 0, 1, 0, 1, 0, 1],
-             [1, 1, 0, 0, 1, 1, 0],
-             [1, 1, 1, 1, 0, 0, 0]]
+            [1, 1, 0, 0, 1, 1, 0],
+            [1, 1, 1, 1, 0, 0, 0]]
         
         decoded_data = []
         for k in range(0, len(recieved_data), 7):
@@ -932,37 +1213,37 @@ Answers for the report questions of Laboratory Exercise 4.
                 block[7-error_pos] ^= 1
             decoded_data.extend([block[0], block[1], block[2], block[4]])
         return decoded_data
-    
+
     num_data_bits_by_4 = 10**6
-    
+
     data = np.zeros(4 * num_data_bits_by_4)
     for i in range(4 * num_data_bits_by_4):
         data[i] = np.random.randint(0, 2)
-    
+
     encoded = np.array(hamming_encode(data))
-    
+
     ber_encoded = []
     ber_plain = []
-    
+
     QPSK_symbols_encoded = np.array([g_QPSK[str(int(block[0])) + str(int(block[1]))] for block in encoded.reshape(int(len(encoded) / 2), 2)])
     QPSK_symbols_plain = np.array([g_QPSK[str(int(block[0])) + str(int(block[1]))] for block in data.reshape(int(len(data) / 2), 2)])
-    
+
     num_symbols_encoded = len(QPSK_symbols_encoded)
     num_symbols_plain = len(QPSK_symbols_plain)
-    
+
     SNR_list = np.linspace(-20, 20, 10)
-    
+
     # 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 = 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)
         detected_symbols = np.zeros((num_symbols_encoded, 2), dtype=float)
         for i, r in enumerate(rx_signal):
@@ -985,21 +1266,21 @@ Answers for the report questions of Laboratory Exercise 4.
         decoded = np.array(hamming_decode(recv))
         
         bit_errors = np.sum(data != decoded)
-        BER = bit_errors / num_symbols_encoded
+        BER = bit_errors / (num_symbols_encoded * 2) # 2 bits per symbol
             
         ber_encoded.append(BER)
-    
+
     # 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 = 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)
         detected_symbols = np.zeros((num_symbols_plain, 2), dtype=float)
         for i, r in enumerate(rx_signal):
@@ -1020,10 +1301,10 @@ Answers for the report questions of Laboratory Exercise 4.
                 recv.append(int(char))
                     
         bit_errors = np.sum(data != np.array(recv))
-        BER = bit_errors / num_symbols_plain
+        BER = bit_errors / (num_symbols_plain * 2) # 2 bits per symbol
             
         ber_plain.append(BER)
-    
+
     plt.figure(3)
     plt.semilogy(SNR_list, ber_encoded, 'o-', label="With hamming", color="blue")
     plt.semilogy(SNR_list, ber_plain, 'o-', label="Without encoding", color="red")
@@ -1033,7 +1314,5 @@ Answers for the report questions of Laboratory Exercise 4.
     plt.legend()
     plt.grid(True)
     plt.show()
-    
 \end{lstlisting}
-
 \end{document}

diff --git a/report/main.toc b/report/main.toc
index 4ddcb8f9b019686e028259c24e53bbfd3f8e5e77..a1c965fa67c571f08e7e137b5cf5208d900593bf 100644 (file)
--- a/report/main.toc
+++ b/report/main.toc
@@ -1,4 +1,4 @@
-\contentsline {section}{\numberline {1}Introduction}{2}{section.1}%
+\contentsline {section}{\numberline {1}Introduction}{3}{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}Student task 1: Power- and energy-type signals}{3}{subsection.2.2}%
@@ -7,10 +7,12 @@
 \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 {subsection}{\numberline {3.2}Report questions}{11}{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}%
+\contentsline {section}{\numberline {B}Python-code: Laboratory exercise 3}{25}{appendix.B}%
+\contentsline {section}{\numberline {C}Python-code: Laboratory exercise 4}{27}{appendix.C}%