1. 数据分析基本流程
作为非专业的数据分析人员,在平时的工作中也会遇到一些任务:需要对大量进行分析,然后得出结果,解决问题。
所以了解基本的数据分析流程,数据分析手段对于提高工作效率还是非常有帮助的。
首先都是存在一个要解决的问题,主要问题和预期分析目标,简单来讲就是对问题进行定义。
然后才是开始收集数据、数据清洗、数据建模、数据展现、优化和重复,最后是报告撰写。
1. 明确分析目的和思路:在进行数据分析之前,首先考虑的应该是“为什么要展开数据分析?我要解决什么问题?从哪些角度分析数据才系统?用哪个分析方法最有效?”,而不是“这此分析需要出多少页报告?打算用高级分析算法试试…”这样的思维方式。只有明确了分析目的和思路,数据分析的方向才不会跑偏,才能得出有意义的结论。
2. 数据收集:明确了分析目的,接下来就是开工收集数据了。数据来源有很多,但是确保数据可信度等很重要。
3. 数据处理:包括数据清洗、转换、分组等处理方法。我们拿到的数据,通常情况下是不可直接使用的,比如数据有丢失、重复、有录入错误或存在多余维度等情况。只有经过处理后的数据才可以使用。提高数据质量,定义分析需要的数据结构。
4.数据分析:在明确分析思路的前提下,选用适合的分析方法对处理后的数据进行分析。创建不同数据模型,然后不停的优化和重复。
5.数据展现:将分析结果用图表来展现。所以数据展现阶段,你需要思考“采用这个图表,能否清晰的表达出分析结果?我想表达的观点是否完全展示出来了?”这是本文重点关注的点。
6.报告撰写:将数据分析的整个过程和结果,以书面的形式向他人说明。需要将分析目的、数据来源、分析过程、分析结论和建议等内容展现在报告中。
1.1 常用统计方法
除了可视化展示数据分析结果,一些统计描述也很有必要。因此,罗列一些简单的统计性描述概念。
使用Numpy
平均值、最大值、最小值、求和
标准误差:表示样本平均数和总体平均数的变异程度,可以用来反映结果精密度。
标准差(均方差):计算一组数据偏离均值的平均幅度,不管这组数据是样本数据还是总体数据
方差:在概率论和统计方差衡量随机变量或一组数据时离散程度的度量
中位数:对于有限的数集,可以通过把所有观察值高低排序后找出正中间的一个作为中位数。
众数:在统计分布上具有明显集中趋势点的数值,代表数据的一般水平(众数可以不存在或多于一个)
import numpy as np
from scipy.stats import mode
array = np.array([, , , , , , -, , , , 45.0, , ])
print '求和:', array.sum()
print '最大值:', array.max()
print '最小值:', array.min()
print '条数:', array.size
print '标准差:', array.std()---------------偏离平均值的幅度
print '平均值:', array.mean()
print '中位数:', np.median(array)
print '方差:', np.var(array)---------------这组数据离散程度
print '众数:', mode(array).mode, mode(array).count
结果如下:
求和: 928.0
最大值: 565.0
最小值: -8.0
条数:
标准差: 148.326323439
平均值: 71.3846153846
中位数: 4.0
方差: 22000.6982249
众数: [ .] []
关于NumPy和SciPy常用统计方法,参考《使用Python进行描述性统计》。
1.2 常用图表
题外话《如何快速成为数据分析师?》,是一个不错的科普。包括数据可视化、分析思维训练、数据库学习、统计知识、数据分析常用语言Python/R,以及业务也即需要分析的对象学习。
数据可视化是分析数据的优秀工具,好的可视化是会讲故事的。
下面这张图来源于:《数据可视化:你想知道的经典图表全在这》。他根据你想要展示的内容进行划分,只要对你的展示内容分门别类就可以找到合适的图表。
维度:数据分析本质是各种维度的组合,维度可以用时间、数值、文本等表示。
数据通常包含五种关系:构成、比较、趋势、分布及联系。
参照:《如何选择正确的图表类型》
构成:关注每个部分所占整体的百分比,适用饼图。
比较:展示事物的排列顺序,首选条图。
趋势:常见的时间序列关系,适用线图能更好的展示变化。
分布:关心各数值范围包含多少项目,适用柱图。
联系:查看两个变量之间关系,适用气泡图。
2. Python可视化
Python可视化工具繁多,但没有一个能覆盖所有需求。所以需要针对需求,决定使用那些工具更合适。
《Overview of Python Visualization Tools》对Python下的可视化工具进行了介绍和对比,包括matplotlib、Pandas、Seaborn、ggplot、Bokeh、pygal、Plotly。
下面重点了解一下matplotlib、Pandas和Bokeh。
2.1 matplotlib
根据上图《如何选择图表的类型?》,将各种图表在matplotlib中对应函数列出。
2.1.1 趋势
线图(很多日期) & 多线图(多种分类)
#API: http://matplotlib.org/api/pyplot_api.html#matplotlib.pyplot.plot
import matplotlib.pyplot as plt
import numpy as np
import pandas as pd
fig, ax = plt.subplots()
plt.subplot(, , )
data = pd.DataFrame(np.random.randn(, ), columns=['x', 'y', 'z', 't'])
index = range(len(data))
plt.plot(index, data['x'].cumsum(), label='xxx')
plt.subplot(, , )
plt.plot(index, data.loc[:, ['x', 'y']].cumsum())
plt.subplot(, , )
plt.plot(index, data.loc[:, ['x', 'y', 'z']].cumsum())
plt.subplot(, , )
plt.plot(index, data.cumsum())
fig.set_size_inches(, )
plt.show()
柱图(少数分类)
#API: http://matplotlib.org/api/pyplot_api.html#matplotlib.pyplot.bar
import matplotlib.pyplot as plt
import pandas as pd
import numpy as np
opacity = 0.8
data = pd.DataFrame(np.random.rand(, ), columns=['a', 'b', 'c', 'd'])
fig, ax = plt.subplots()
index = range(len(data))
plt.subplot(, , )
plt.bar(index, data['a'])
plt.subplot(, , )
plt.bar(index, data['a'], alpha=opacity, width=0.2)
plt.bar([i+0.2 for i in index], data['b'], alpha=opacity, width=0.2)
plt.bar([i+0.4 for i in index], data['c'], alpha=opacity, width=0.2)
plt.bar([i+0.6 for i in index], data['d'], alpha=opacity, width=0.2)
fig.set_size_inches(, )
plt.xticks(index, list('thisisabar'))
plt.show()
2.1.2 比较
表格(许多项目)
import matplotlib.pyplot as plt
import numpy as np
col_labels = ['col1', 'col2', 'col3']
row_labels = ['row1', 'row2', 'row3']
row_colors = ['red', 'gold', 'green']
table_vals = np.random.randn(, )
fig, ax = plt.subplots()
my_table = ax.table(cellText = table_vals,
colWidths = [0.5]*,
rowLabels=row_labels,
colLabels=col_labels,
rowColours=row_colors,
colColours=row_colors,
loc='center',
animated = True)
#ax.xaxis.set_visible(False)
#ax.yaxis.set_visible(False)
ax.axis('off')
fig.set_size_inches(, )
plt.show()
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" alt="" />
条图(一种分类)
堆叠条图(2种以上分类)
2.1.3 联系
散点图(2维) & 气泡图(3维)
散点图和气泡图的区别就在于气泡图多了一维数据,是散点具备了不同的半径。
#API: http://matplotlib.org/api/pyplot_api.html#matplotlib.pyplot.scatter
import matplotlib.pyplot as plt
import numpy as np
import pandas as pd
N =
fig, ax = plt.subplots()
data = pd.DataFrame(np.random.rand(N, )*, columns=['x', 'y', 'r'])
data['r'] = np.pi*(np.pi*data['r']/)** #s is area
colors = *np.pi*data['x'] #colors is value of circumference
plt.subplot(, , )
plt.scatter(data['x'], data['y'], c=colors, s=np.pi***)
plt.subplot(, , )
plt.scatter(data['x'], data['y'], c=colors, s=data['r'])
fig.set_size_inches(, )
plt.show()
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" alt="" />
雷达图(多维)
2.1.4 构成
100%堆积柱图(相对差异)
堆叠柱图(绝对差异)
堆积百分比面积图(相对差异)
堆积面积图(相对绝对差异)
饼图(占整体比例)
#API Introduction: http://matplotlib.org/api/pyplot_api.html#matplotlib.pyplot.pie
import matplotlib.pyplot as plt
labels = 'A', 'B', 'C', 'D', 'E', 'F', 'G'
sizes = [, , , , , , ]
explode = (, 0.1, , , , , )
fig, ax = plt.subplots()
ax.pie(sizes, explode=explode, labels=labels, autopct='%.2f%%', shadow=True, startangle=)
fig.set_size_inches(, )
plt.show()
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" alt="" />
漏斗图(次序部分与整体)
金字塔图(次序部分与整体)
2.1.5 分布/地理
地图(地理分布)
柱图(1维)
散点图(2维)
气泡图(3维)
曲面图(3维)
2.1.6 其他
极坐标图
有三种:线状极坐标图/柱状极坐标图/气泡极坐标。
import matplotlib.pyplot as plt
import matplotlib
import numpy as np
import pandas as pd
fig, ax = plt.subplots()
ax = plt.subplot(, projection='polar')
r = np.arange(, , 0.01)
theta = *np.pi*r
plt.plot(theta, r)
ax.set_rmax()
ax.set_rticks(np.arange(, , 0.5))
ax.set_rlabel_position(-22.5)
ax.grid(True)
fig.set_size_inches(, )
plt.show()
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" alt="" />
import numpy as np
import matplotlib.pyplot as plt
# Compute pie slices
N =
fig, ax = plt.subplots()
theta = np.linspace(0.0, * np.pi, N, endpoint=False)
radii = * np.random.rand(N)
width = np.pi / * np.random.rand(N)
ax = plt.subplot(, projection='polar')
bars = ax.bar(theta, radii, width=width, bottom=0.0)
# Use custom colors and opacity
for r, bar in zip(radii, bars):
bar.set_facecolor(plt.cm.viridis(r / .))
bar.set_alpha(0.5)
fig.set_size_inches( , )
plt.show()
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" alt="" />
import matplotlib.pyplot as plt
import numpy as np
# Compute areas and colors
N =
fig, ax = plt.subplots()
r = * np.random.rand(N)
theta = * np.pi * np.random.rand(N)
area = * r**
colors = theta
ax = plt.subplot(, projection='polar')
c = ax.scatter(theta, r, c=colors, s=area, cmap='hsv', alpha=0.75)
fig.set_size_inches(, )
plt.show()
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aLZURqGqnJE1prwuEwPT09dHd3EwqFPhZaD37M6enpZGRkYLfbyczMJDU1VVr9DPD666/rW2+9tbWtre3Vpqam72mtm42uSYjhkGAnkpJSaoLH43lyzpw5Jz788MOOKVOmGF1S0otGo3R2duL3+/H7/QQCAUKhEEopMjMzyczMxG63k5GRYXjrlZGzYvtbKbu6uujq6jrwXHV3d2MymT72XGVlZZGeni6Bb4TFYjGee+656O233+4LBAL/0dbW9oDWOmJ0XUIMhQQ7kVSUUra8vLy7srKyvvHII484PvnJT8oEoREQDofp7Oykvb2djo4O/H4/AFlZWWRlZR0IJmlpaQkZShJ1uZNoNHqgZTMQCNDR0UEwGMRms5GdnU12djY5OTlkZmYm5PM61oVCIe69997AH/7wh6ampqZrtdbLjK5JiMGSYCeShs1mO8/hcDx60003OW+//fZ0m81mdElJIRaL0dnZic/nw+fzEQgEMJvNZGVlkZOTQ3Z2NllZWYylxZwTNdgdTU9PDx0dHQcu/a9BTk4ODocDh8OBTASKn927d/PVr37Vt3379hVNTU1f01o3GF2TEAMlwU6MeUqpEo/H84d58+bNffTRRx3FxcVGlzSmhcNh2traDgS5np4esrKyyMvLw+FwYLfbx3xr0VgLdkcSDodpb2/H5/PR2tp64HXqD3pZWVlj/nUy2tKlS2M333xzq9/vf6Ctre1XWuuw0TUJcTwS7MSYpZRKcTqdd2dnZ9/4yCOP5J1zzjnyLjYEkUgEn89Hc3Mzra2tKKUOhAOHw0FqaqrRJcZdMgS7Q2mtP9ay2tnZSVpaGi6XC5fLlRSB3AihUIj77rsv8Pjjj3tbWlqujUQi7xpdkxDHIsFOjElWq/VTeXl5j9xyyy2u7373u2nS7TpwWmva29vxer14vV4ikQh5eXm4XC7y8vJGbCZqIknGYHckwWDwwOvs9/vJyso6EPSk63Zw9uzZw/XXX+/bsmXLqqampuu11vuMrkmII5FgJ8aUvm7XpxYsWDD3kUceyS0qKjK6pDGhp6eHpqYmmpqaCAQCZGdnH3iDT8YWueMZL8HuYFprOjo6DgS93t5enE4nHo+HvLy8MTVG0kivvPJK7N/+7d9a/X7/gz6f75cye1YkGgl2YkxQSqns7OxvZmdn3/PEE0/knX322dKndByBQICGhgaampoA8Hg8eDwe6ZJjfAa7Q0WjUVpbW2loaMDn85GVlUV+fj5ut1sWUj6O7u5u7r333q4nnniitrm5+XNa621G1yREPwl2IuEppUrcbvdzl1xyybQHH3wwOyMjw+iSEpLWGp/PR2NjI16vl7S0NPLz88nPzyclJcXo8hKKBLuP62/Na2xspLm5GYvFQn5+PgUFBdJlewwbNmzgiiuuaG1tbf1ta2vrfdJ6JxKBBDuRsA5upXvqqafyzjzzzPHdzHQE/ePl6uvr8Xq95OTkUFBQgMvlwmw2G11ewpJgd2zBYJDGxkYaGhrQWlNYWEhhYeG47LY/nt7eXu65556uxx9/XFrvREKQYCcSkrTSHZ3WGr/fz969e2lqaiIrK4uioiLcbreMkxogCXYD193dTX19Pfv27cNsNlNUVERBQQEyYenjpPVOJAoJdiKhSCvd0QWDQerq6mhoaCA9PZ3i4mI8Ho+0zA2BBLuhCQaD1NfX09DQgM1mo7i4mIKCAvkd7COtdyIRSLATCUNa6Q4XjUZpaGigtrYWrTUTJkygoKBABrcPkwS74etvNW5sbCQvL4+SkhJycnKMLishSOudMJIEO2E4aaU7XHt7O7W1tbS2tpKfn09JSQkSdONHgl38aK1pbm6mtraWYDDIhAkTKC4uHvddtdJ6J4wiwU4YSinldLvdf7344otnP/TQQ1njObyEw2Hq6uqoq6sjPT2dkpIS3G73uF+aZCRIsBsZPT097N27l71795KRkUFpaSlOp3Nc/w73t941Nzf/rL29/QEtb7pihEmwE4axWCxLXC7Xnx999FH3xRdfPG4H6fj9fvbs2UNraysTJkxgwoQJsjzJCJNgN7L6Z2t/9NFHdHZ2UlJSwoQJE8bFriZH0t3dzTe/+c2OV155ZU1zc/NlWut2o2sSyUuCnRh1Simz0+m8r6Sk5Gt/+9vfHMXFxUaXNOq01jQ1NVFdXY1SirKyMjwez7hu2RhNEuxGT29vLzU1Nezduxen00lZWRmZmZlGl2WIv/zlL5Gbb765qamp6TKt9ftG1yOSkwQ7MaqUUgUul+vla665ZurPfvazzPH2Cb63t5fa2lrq6urIy8ujrKwMu91udFnjjgS70ae1prGxkT179mAymSgrKxuXQw327NnDpz/96db6+vqHfD7fT7XWMaNrEslFgp0YNampqec7HI4/PP30065zzjlnXC24FgqF2L17Ny0tLQe6pWRmq3Ek2Bmrs7OTPXv20N7eTllZGcXFxeNqDcbe3l6+853vdD733HObm5ubL9Vae42uSSQPCXZixCmlrC6X69fl5eVffOmll3I9Ho/RJY0av9/Prl278Pv9TJ48mcLCwnHXQpGIJNglhu7ubqqrq2lqaqKkpITS0tJxNQ7vlVdeid5www3Nzc3NV0UikXeNrkckBwl2YkQppUpcLtcrN998c9mdd96ZMV4+lft8Pnbu3Ek0GqW8vByXyyWBLoFIsEss4XCYmpoa6urqKCgooKysbNxMIKqvr+fSSy/1ffTRR4+3tLT8QGsdNbomMbaNj3fZBKaUekIp1ayU2nzQz/5dKbVRKbVBKfW6Uqqw7+cTlVKhvp9vUEo9ctBtLu67zWNGPI4jycjI+GxxcfGaF198cebdd989LkKd1+tl+fLl7N69m4qKCk477bRxOY5IiMGwWq2Ul5ezZMkS0tLSWLlyJZs2baK7u9vo0kZcUVERK1eudFx33XXfcLvdq/vP94lGKWVWSq1XSv297/t7lFL1B70fXXDQdZ9QSlUppS4yruLxS1rsDKaUWgIEgKe11rP6fpalte7s+/ctwAyt9deVUhOBv/df75Dj/C/wReDHwP9qrTcfep3RopQyuVyuB2fOnHn1Cy+8kOtwOIwqZdS0trby4YcfkpqaSkVFhUyISHDSYpfYtNbs27ePnTt34nQ6mTJlyrhowXvrrbdiV199tbe5uflzkUhkudH1HEwp9W3gJCBLa32RUuoeIKC1/tUh15sFfB64D3hGa335qBc7ziV/E0qC01q/B/gO+VnnQd9mAANJ3ybACqQD4bgVOEhKqSyXy/XONddcc+2bb76Z9KHO5/OxYsUKqqurmT17NvPnz5dQJ8QwKaUoKirijDPOIDs7m5UrV7J161Z6e3uNLm1EfeITnzCtWrXKU1FR8bfc3NyvG11PP6VUMXAhMJAeoSj737dkdphBxs8o1TFGKfVT4MtAB3DWQf9VppTa0Pfzu7TWy/p+/ihQCbyltd4+qsX2UUqVu93u1x966KHiK6+8Mqn/qNva2ti+fTtKKWbOnEl2drbRJQmRdJRSTJgwgaKiIvbu3cvy5cvJz8+nvLw8aWeVT5gwgTVr1uRdeeWV97vd7gVer/fGBNhr9kHgduDQT603K6W+DKwBvqO1btNab1NKWYD3gO+Ocp0C6YpNCMfpYv0BkKq1/rFSKgXI1Fq3KqXmA38FZh7SwmcIm812rsfjeWbp0qWuE0880ehyRkwgEGDr1q3EYjGmTZsmm56PUdIVOzbFYjHq6uqorq6muLiYSZMmYTYn56Y1Wmt+8pOfdD388MNbvV7v+Vpr3/FvFX994+Qu0Fp/Uyl1JvDdvq5YD9DC/h6lfwcKtNZfNaJG8XES7BLAcYJdCfDqUf7vHfb/ka0Z6RqPRimlHA7H90pKSr7/z3/+05GsS5n09PSwY8cO2tvbmT59Ok6n0+iSxDBIsBvbotEo1dXV7N27lylTplBUVJS0E5SWLl0aueGGGxqam5vP11pvHe37V0rdD3wJiACpQBbwotb66oOuM5GjvIeJ0Sdj7BKQUmrKQd9+Gviw7+cupZS579+TgClA9ehXuJ9SKsXtdj933nnn/fD9999PylAXjUbZuXMnK1asIDc3l8WLF0uoE8JgZrOZKVOmcNppp9HW1kZlZSUtLS1GlzUiLrnkEstbb701obS09N309PRLRvv+tdY/0FoXa60nAleyf7jP1UqpgoOu9hnAsAl74uNkjJ3BlFLPAmcCTqXUXvbPar1AKTUViAE1QP8g2iXAT5RS4b7/+7qBzfMel8v1rzvuuKP8tttuS0u2T8taa+rr69m5cyfFxcUsWbIkabt8hBirUlJSmD179oEhErt372bmzJlJtxftzJkzWbt2rfPCCy/8g8vl+k1LS8s92vjutl8qpU5gf1fsR8CNxpYj+klXrBg0pdSJ+fn5f3/66afzzz333KRr9W1ra2Pz5s3k5ORQUVExLpZZGG+kKzY5tba2snXrVnJycpg2bVrSTbAIh8N885vf7Fy6dOmy5ubmz2utQ0bXJBKPBDsxKFlZWVe43e6H//nPf+aVl5cbXU5c9fb2snXrVoLBILNnz5ZlS5KYBLvkpbWmrq6O3bt3U15eTnFxcdKNv3vkkUd6fvSjH+3xer2f0Fo3GF2PSCwS7MSAOZ3O75SXl9/52muv5SbT8h5aa2pqatizZw8VFRWyn+s4IMEu+fX29vLhhx/i9/uZPXs2WVlZRpcUV2+//Xbsqquu2tfU1PQJrfVOo+sRiUOCnTgupZRyuVy/XrBgwTUvvvhiTjJ1TfZ3uzocDioqKpKu60YcmQS78aOjo4NNmzaRk5PD1KlTk+pvvKqqigsuuKB53759Fxq5OoJILEk3PkrEl1LK4na7n7344ou/unTp0qQJdeFwmKqqKrZt28bcuXOZOXNmUp3whRD7ZWdns2jRIrKysqisrGTv3r0kS4PG3LlzqaysdJeVlf0jNTX1PKPrEYlBgp04KqVUmsvl+tfXv/71ix577LGsZJkV2tDQQGVlJQ6Hg1NPPTXpumiEEB+nlKKkpIRFixbh9XpZvXo1oVByzDsoKytj1apVzvLy8j/l5OR82eh6hPGkK1YckVIqx+12v/OTn/xk2o033pgUzXQ9PT1s2rQJgNmzZ8ts13FMumLHN6/Xy5YtW5g4cSKlpaVJMaY2EAhw/vnnt23fvv2XXq/350bXI4wjLXbiMEqpQrfbvebRRx+dmQyhrn+W3IoVKygqKuKkk06SUCfEOOZyuVi8eDGBQIAVK1YQCASMLmnYMjMzeeutt3IXLVp0h8fj+Y1KhrQqhkSCnfgYpdRUj8ez+vnnn5/06U9/eswvYB0KhVi1ahWtra0sXryYgoKC499ICJH0LBYLs2bNYvr06axdu5Zdu3YRi8WMLmtYbDYbL774YvbnPve5r7jd7heUUjJweBySYCcOUEotLC4ufu+NN94oOv3008f0pz2tNbW1taxatYrJkydzwgknyOQIIcRhHA4HixcvJhKJsHz58jHfemcymXj44Yftt95663kul+stpVS60TWJ0SVj7AQAGRkZ5xcUFPzxrbfecpaUlBhdzrD09vZSVVV14BO5BDpxKBljJ46kra2NqqqqpBl79+STT/Z+//vf3+H1epdorduMrkeMDmmxE2RmZl5SWlr6zPvvvz/mQ11zczPLly+nuLiYE088UUKdEGLAcnNzWbx4MR0dHaxevZqenh6jSxqWa6+91vbYY49Nc7lcK5VSDqPrEaNDgt04l5GR8ZmJEyc+WVlZ6XA6nUaXM2TRaJRNmzZRXV3NqaeeKmPphBBDYrFYmDt3LqWlpaxYsYLGxkajSxqWSy65xPLkk0+Wu1yu95VSY/ckLwZMgt04ZrfbL588efJjlZWVDodj7H6Ya29vp7KykszMTBYuXEhqaqrRJQkhxrj8/HxOO+00ampqqKqqIhKJGF3SkF144YXmp59+elJfy53b6HrEyJJgN07l5OR8oby8/L+XLVvmyMnJMbqcIdFaU11dzcaNG5k3bx5lZWVjfkyMECJxpKSkcPLJJ5OTk8Py5cvp7Ow0uqQhO//8883PPPO5mpGrAAAgAElEQVTMpL6WO4/R9YiRI8FuHMrJybl64sSJj7777ruO7Oxso8sZknA4zJo1a/D7/SxatAi73W50SWKM0FofuAhxPEopSktLOfHEE1m3bh21tbVGlzRk5557rumPf/xjaWFh4XqlVL7R9YiRIbNix5msrKwrJ0+e/PDDDz/syMrKYubMmWOulaujo4P169dTXl5OcXGx0eWIUaC1pre3l56ensMu4XCYSCTyscuxzmtKKfx+P5mZmce8T5PJhMViOXCxWq3YbDZSUlIOu1gsY37JRzEAkUiEqqoqTCYTs2fPHnOve3d3N++//z7t7e2xG2+88aPm5uZTtdbNRtcl4kuC3Thit9svmzRp0u+XLVvmsNvtbNy4EbPZPGbCndaampoaamtrmTdv3nHfmMXYobUmGAzS1dVFKBQiGAwSDAYJhUIHxjYdLVRZrdYDwas/hB3v93kgy51Eo9GPhcVwOHxYuOz/vr/G1NRU0tLSSE9PJz09nbS0NDIzM7HZbHF5noTx+tfI/Oijj5g3b96Y6S3oD3WzZs3C6XTyxhtvxL74xS/uaW5uPkVr3WJ0fSJ+JNiNE5mZmZeWlZU9XllZeaD7VWs9ZsJdOBw+sDbd7NmzMZvNRpc0ZrXSxC42s4tNVLOVbrowYyGPAmYwn1KmMpmZmIn/cxyNRgkEAvj9/gNfu7q6AEhPTycjI+OwYDQSS9aMxDp2Wmt6eno+Fkr7w2pvby8Wi4XMzEwyMzOx2+3Y7XbS0tIS+u9OHF1/z8HkyZOZMGGC0eUc06Ghrt9rr70W+/KXv7yrr+XOZ2CJIo4k2I0D6enpF5WVlT1VWVnpyM3N/dj/jYVwFwgEWLt2LZMmTUr4E2ii0mg2spKl/IGNrMSEiQgRUkjBhAkNROglRgwTZjLJ5hKu4UwuJZuhzZgOh8N0dnbS3t5OR0cHfr8f4ECo6Q846enpmEyjO9zXiAWKw+EwgUDgQKD1+/2EQiGsVivZ2dnk5OSQnZ1NZmZmQv4disP1f+BMSUlh5syZo/57PBBHC3X9Xnnllei11167y+v1niqLGCcHCXZJzmaznVVWVvb8ypUrj7qkSSKHu+bmZrZu3cqJJ57IWJ3oYTQv+/gtd7KVDzBhxk4OpuPMm+ohRJAAKaRxA3ezhItRHP33QmtNIBDA5/PR2tpKZ2cnZrOZ7OzsA5esrKyEeeNLpJ0nent7D4Tfjo4OAoEAFouF3Nxc8vLycDgc0pWbwLTW7Nq1C6/Xy/z580lJSTG6pAOOF+r6LV26NHL99ddv93q9C7XWXaNYohgBEuySmFJqbklJyRurVq1y5ucfewJUooW7/pNlc3MzJ510UkKdLMeS9/kX/8X3iRAhG8cxw9mR9BCiCz/zWMK3+BVpZAAQi8Vob2+npaUFn89HKBQiMzMTh8OBw+EgOzs7YULckSRSsDuS3t5efD7fgUskEiE7O5u8vDycTifp6bL9Z6Jpampi27ZtCfMhdKChrt/TTz/d+93vfneN1+s9U2sdHoUSxQiRYJeklFJlBQUFK9599938KVOmDOg2iRLuotEoGzZswGq1MmvWrIQOCInsbf7Kw9xFBpmkkDbk42hitOlWZnadwheav0O7t5NgMEhOTg5OpxOHw0F6errhHwYGI9GD3aH6g7TP58Pr9dLT00Nubi5utxun0zmocYgRauhhGb18QJhNxGgHYijSsDAVGydhYyE2Thr0B4HxLhAIsGbNGqZMmUJRUZFhdQw21PX7+c9/HnzggQfeaG5u/ozWOjaCJYoRJMEuCSml3G63e/Wrr75aOn/+/EHd1uhwFwwGWbNmDaWlpZSWlo7qfSeTDSznp9xIBlnYGFprpzliwektwd04iZx2D+3pXpQ7zJddt2HPsI+pIHeosRbsDhWNRmlra6O5uZmWlhaUUrhcLgoKCsjKyjria9PDSgI8Si9r2B/krCjSgP5QGEXTjSYEWDDjIoPrSeezqCH+Do1H4XCYdevWYbfbmT59+qj/nQw11PW7+eab/c8999wzTU1N3xiB8sQokGCXZJRSmS6X64P/+Z//qfjkJz85pKYuo8JdW1sbGzZsYO7cuYzlLc6M5qedm7mQKOEDXacDldKdjrupDE/DZFK6M2hx19KcX017TiMxU4w2vFzHnXyKL4xQ9aNjrAe7Q/X29tLc3ExjYyN+v5+8vDzy8/P3v7GbOunkZ4R4pS/MZaOOM8ZSo9EE0XRhoYwcfomVGaP0aMY+rTUffvghnZ2dzJ8/f9TWuxtuqIP9rcOXX355xzvvvPOrlpaW++JcohgFEuySiFLK5na733vggQfmfeELXxjWGhGjHe727dvHzp07WbBggYwfGqb/4g6W8XdycQ3o+qlBO4X7puBpmIw2xWjyVNOUv4dgZvth1+2lh25CPMTLeBi7i0MnW7A7WCwWo7W1lcbGRrwt9Vgzq3AUrcPhacFsHnzvWow2NFGyuIsMrhiBipNXbW0tNTU1LFiwYMT3sI5HqOsXDoc5++yz2zZu3Pid9vb2J+NUohglEuyShFLK5Ha7l95+++2f+M53vjP0AVUHGa1wt3v3bpqamliwYMGIrFk2njRTz79xPtk4jjnzNaU7nfx9UyjYN4WYKUpD0Q4aC3YTtnUf9z7a8HIeV3E9d8az9FGVzMGuX5jttOgvEezMw1c/n/amiaRneXEW7yDbVYvJNPCQp+klRjtZ/IAMrh7BqpOP1+tly5YtzJ8/f8QWM45nqOvX1dXFKaec4tu9e/eXgsHgq3E5qBgVEuySgFJKuVyu/3f11Vdf/utf/zquZ46RDHdaazZv3kw4HOaEE06QSRJx8Cce4iX+3xFb68wRKwX1Uyisn4opZqaxcCcNhTvpSQ0O6j4ihAkR5AmWDbqrN1Eke7CL0Y6Xi9F0YaJ/QXIItOXTUj+VDu8E7I4GXBO2Ync0MJA/6/3hrgMHj5DC4hF+BMmls7OTdevWxTV49RuJUNevpaWFhQsXtlZXV1+gtV4d14OLESPBLgm4XK57zj777NueffbZ7JFoVRuJcBeJRFi7di3Z2dlMnTp1TA/ETxQazbUsAvi/CRMacn0FTKidSVaHm8aCndRP+JBQun9Y99VOK7fySxZx/nDLNkSyB7s2vkc3/8TMkd/otVZ0thThrZtBsDOPvKIduCZsw3ackB8jgCIFF69iImskSk9a3d3drF69mrKysrgttD6Soa5fTU0NixYtaq6vr1+itd4+Inci4kqC3RiXk5Nzw7x5837x+uuv547kAN14hruenh5Wr15NaWkpJSUlcaxyfGuhkW9wLrk4SelOp6huOoX1FfizWqkr2YIvr554rV7ho5kL+RLXckd8DjjKkjnY9bACHzdgwnncSRIAkbCN1voKvHXTsdi6cZdsIcfz0VG7aqN4SeNz5HBvvEtPev0faHNycqioqBjWeXQ0Ql2/TZs2ce6559Y3NTWdrLXeN6J3JoZNgt0YZrPZzpk+ffr/rly50jEaEw7iEe6CwSCrV69mxowZuN3uEahy/Fqj3+UPvl8xc8/ppAXt1JVspaFoBxFrb9zvK0iAAkr5D56P+7FHQzIHu1a+TJiNmMg9/pUPEex00Fw7kw5vCXmFO3GXbj6sFU8TQdOBm3eHdB/jndaaqqoqzGYzs2bNGtJ5dDRDXb/33ntPX3bZZTu9Xu882Z0iscmgpjFKKTXZ4/E88/rrr49KqOu7T+bMmUM0GmXLli0M9kOB3+9n1apVzJkzR0JdHEWjUWpqati3zMfkj+azZ9J6Vix5jrqJm0ck1MH+rt5m6kfk2GLoInxEL+tRDG3ng/QsHxNnLWPWkj9jSw2wffXF7Fx7Hn7f/+1co7CgiRHi5XiVPa4opZg7dy4mk4n169cTiw1uprIRoQ5gyZIl6uc///lEt9v9kpKxMwlNgt0YpJTKcrlc//rb3/7m9ng8o33fQwp37e3trFmzhvnz58sadXESCoXYsmUL7733Ht3d3ZhPDlE5/znaHY0jft8KRZTIiN+PGJxu3mP/4sPDO7WbzVHcpVuZdfr/4pm4kYbqE9m87HK8dVOJxUwo0gjy1/gUPQ4ppZg5cyZ2u501a9YQjUYHdDujQl2/r371q7bLLrvsFJfL9bNRv3MxYBLsxhillMnlcr380EMPFc+bN8+oGgYV7lpaWtiwYQMnn3wyWVky4Hq4/H4/69ev54MPPiA7O5szzjiDqVOnYku1jtoWUDFiWJClaRJNmA9QcXxdlIKsvAYqTvoHU056haDfyaZ3r6Kp+jR6IzVoCffDMmXKFNxuN6tWrSIcPvb2rEaHun4PPfSQferUqTfa7fbPG1aEOCYJdmOMy+V64Ctf+cqJV111laHvqgMNd01NTWzZsoWFCxeSkTE2l8ZIFD6fj9WrV7Nx40aKioo4/fTTKS4uPrBMjJuiUQtbYXooQLZ8SzRhNvVtExZ/KWldlM5YzszFfyEWtbJl2dfY9uFqentHprt/vJg4cSKlpaW8//77R30uEyXUAVgsFl5++eVcl8v1O6XUbEOLEUckwW4Myc7O/vKcOXO+9Itf/GJkVrkcpOOFu/r6enbs2MGpp55KWtrIvNmMBy0tLSxfvpxdu3YxZcoUFi1ahNvtPmzQdQkVRImiGfkJUd2EmMGCEb+fZBXBTyfr8fEebSwjwBZi9Az7uDHaYITDvcXaS9GUtcxa8v9ISQuzYsUKNm/eTHf38Re3FkdWVFRERUUFK1euPOx5TKRQ1y8nJ4d//OMfTo/H86pSKjGKEgeMzgZ2YtiUUvPLy8t//dJLL+Um0kK+/eFu48aNbNmy5cBs2fr6evbs2cMpp5wiu0kMUWtrK9u3b8dmszFnzpzjrlqfQx7ZOOilm5QRarXpZ8JMBXOJEqWJPdSzg0b20EsIG2nkM4lipuKmFDPmEa1lrOhiJ3X8Ny38nV5aAVCYMJGKiRRM2EhnKoV8GSfnYWbwk6I0etS6403mKMWlaUwqWUB9fT3vv/8+LpeL8vJyUlJSRqWGZOLxeDCZTKxatYqFCxeSmpqakKGu39SpU3niiScKrrnmmteUUqdorY/dlyxGjSx3MgYopfLz8/PXVlZWFk6ePNnoco7o4KVQcnNz2bNnDwsXLpRQNwQ+n4/t27djNpuZNm3aoMYlvsijPMt/DXif2KHopYdeQlzF9bzDnwgRADRRIigUGo0ZC6DIIJtzuYZTuRQ7iTNpZjSXO/GzkQ+5lQ5W9rWlKhTmvgCmD4QxjcZCNhbsmLEziR/i5jODCmpNLASscR1ndzQx2nHwNDb298Zprdm7dy+7d+/G7XZTXl6OzWYb8TqSjdfrZevWrZxwwgmsX78+IUPdwe6///7ggw8++GJTU9OXjK5F7CfBLsEppVJcLtcHzz777Myzzz47cZrqjkBrzcqVK/H7/Zx11llyUh+kzs5Otm3bBsC0adPIzh78khVteLmRs7GT3Reu4kuj8bKLDBRZZJOGHRtH39y8hxAhAqSQxhf4ESdz0ai1KB3LaAS7GD3s5ifU8hAxIphIOc5sVU2MMAqFFTdmUsnmVKbya6wDXL6klasJs23Ed4XQaGK04GElJj7ekhyLxairq6O6uprCwkImT57MSC6enozq6+tZv3498+bNo7Cw0OhyjklrzWWXXdb+9ttv3+Pz+R4yuh4hY+wSmlJKud3uZ++8887yRA91APv27SMWi+F2u9mxY8eg17kbr7q7u9mwYQObNm2ioqKChQsXDinUAeTi4jyupIO2OFcJMaK0so0IreSRTzauY4Y6gBTSyMGFGTNPcgeP8i3CcRhLdiQajZ9G6viAGlawlzUE8I7KmMNDhWlnPZ+mhgfQgJm0ASxBojBhA8z00kQvLXSwkk18iTAdA7pfKyehCQ23/AHowYz7sFAHYDKZKC0t5YwzzsBqtbJs2TJqamrkfDBA3d3d7Ny5k2nTprFz586EH7uolOKZZ57JKS4u/pHNZjvT6HqEtNgltLy8vNsvuOCCHz799NMjsgdsPPWPqVu4cCEWiyXue8smo0gkwq5du2hsbGTq1Knk5+fH5bkKEeQ2LsZPO5lxarnRxPDxId10UMwUco+yB+nxjtFBCzM5nW/wm7jM4N3fgvghG3iWnbxGmCCmAy2VmhhRUrAzlQuYy1XksX8ow0i22EXwU8VVtPE2qq/9bfD2t95ZyMSKkyzmMYunjhsOe1hJGzdiIm9oxQ9QlBbSuYxsfnzc64bDYXbs2EFLSwvTp0+XxcmP4dAxdf3dsv1j7hLZvn37OPnkk5vq6+tP1lrXGl3PeCbBLkEppU6aMWPGa+vWrXMk+kDkffv2UV1d/bExdfHcWzbZaK2pra2lurqa0tJSJk6cSLwnxOxgI3fzJVJIJXUIg/AP1cEeAjSQhYsSpgy5M1WjaaeZc7mWy/jesGoK0My/uJsaVqDRpJGNmY93/2s0UXrpphOFopxzOZu7WfVO1YgFu+3cQT3/jxjdfS1wQ7U/3FlxYyGdMu6kkC8c9xZePkGMEKY4vO5Hvo/93bBOXsDK1AHfLhgMsm3bNnp7e5k5c6asaXmIo02U6A93p5xySsJPSlm+fLn+zGc+s6Vv2zGZTGGQhO/eG4+UUtkej+fFpUuXJnyoa25uZteuXYdNlBju9mPJqq2tjcrKSvx+P4sXL2bSpElxD3UAFczh+/yGHroJEhjWsbppI0ADmeQxgfJhjZBTKLLI402eopqqIR+nmvf4AxdSw0rSySMT12Ghrv/+LKSQiYt0HOzkX/yBCwgTPMJRh6+NSpp4jhjdcZjAoDBhJUwzYKGG/yCM77i3yOA69DBf82PRtGNl5qBCHUB6ejrz589n2rRpVFVVsXnz5uMuyjteHGv2q8vlYtq0aaxevTrhn69Fixapm266qcztdv+n0bWMZxLsEkzfuLrnHnjggfxEnQHbz+fzHegmONLsVwl3/6e3t5eqqiq2bt3K3LlzmTVr1ojPGJ7HEn7M49hIoQ0vMQa3JyVAF5342E0WeZRSgSkOEx/MWDBj5U/8ZEjj33bzNkv5t74QkzfgyRgKE5k4iRKhjY+o44NB3/exaDR7+AVROqGvE3b4FAoTvTSiCdM8gP1Z07kcMxOI0R6H+/84TRhNdEBdsEeTm5vL4sWLsdvtVFZWUldXN67PDQNZ0sTj8TBp0iRWr1494O3HjHLXXXdlTJ48+erU1NTzja5lvJJgl2BycnJu+uQnP7nQ6J0ljqezs5ONGzdy8sknH7N7YLyHO601NTU1LF++nLy8PE477bRR7YKawUk8xCuczsV04KMNLxGO/alfownQSTutmNG4cFMSp1DXL4Ns6tlOHR8O6nY+qnmFb2MjA9sxuhpjRAnRSgfVtLCRJtbSxFq8VNFNM5oYf+VG/MRvX90AmwiymyghVBxnJCvMxOhCY2EffzhuGFakkMMv0UTQxG9XCN030jKTr2FlxrCOpZSitLSURYsW4fP5WLFiBZ2dnXGqdOwYzDp1RUVFFBUVsWbNGmKxwX9IGy0mk4mXXnopNy8v7w9KqQKj6xmPJNglEKXUbJfL9eNHH310aFMiR0lXVxdr165l/vz5pKcffxzPeA13fr+f5cuXH+h2LS4uNmSsoZ1sbuF+fsULnMvnCdFFJ2204aWdFjrw0UErrTTRgY92WimglFv5BWdwLqmkx32Jkv7jreClAd8mSoR/8H00MaxHWYBZE8VPHV7W08FuQrQS7VtCRKGIESFEKzHCtLGN/+ESeuiKy2Nq4Z/ECBK/1rp+qi9UddFLC714j3sLG3PI4vvEaEcfJ8gPhO4bvZfCaWRy47CP189mszF37lxmzpx5oEU70Vuk4mUoiw9PnDgRh8PB+vXrE/o86vF4eOqpp1wul+tlpZSsUD7KZPJEglBKZbjd7s1vv/32xBkzhvdpeCSFQiFWrVrFCSecQE5OzqBuO14mVMRiMXbu3ElTUxNz5swZ9PM00kIEqWMnNeygmq2ECGDGiptCJjOLAkoJ0YWfdp7gNiL0kkku5jh/DuymCweF/Ii/Duj6O3iNV/gOGTiPGJx6CdDBLqL0YsJyzBmkk975MbvO/BFRenEzk0t5jAJOHPJjAajictp5nzCtw5w0cThNBDOZ2PAwnd+Sy+IB3S7Ak/j5FYoMTAxtr2ZNmBg+UjiNHP5r5CZlaE11dTV1dXXMnj2bvLyRndlrpOHuKLF161YikQizZ89O6PPo7bffHnjyySd/4/V6f2h0LeOJBLsE4fF4XvzpT3964fXXX5+wq/qGw/v3hZw1a9aQT7rJHu7a29upqqqioKCA8vLyEZkYMRJCBHmf1/k7T1PLzr5twDQBtrN/50FNCqk4yCeHvLhsExYjRoA2fsO6AS2m/Ccup5VdpB5hsd4eOmhnB/tH0h3/WJPe+THVZ95LlDBW0siikAv4DRNZMpSHAsAKTiBMC2HaMcV55wfdNz4ylRLKuRcPnx3wbbt5hw5+SAw/JnJRA3ztdN8cZk2UTG4gk6+j4hxYj6Srq4uqqioyMzOZPn160u1eE49twvrPo6mpqUydOrhJLKMpEomwcOFCX1VV1Wcikch7RtczXoyNd50kl52d/dXTTjvtrOuuuy5hQ10sFuODDz6goqJiWJ+kk7Vbtv/xbN68mXnz5lFRUTEmQp1GU8mr3MhZ/Dd300gt2TjIIpcMMjBhwYoVC1bChGmghu2sp5WmYS/7a8KERvdtSXZsnTTQzDZSjrAuX5gg7ezsO+LgxraZsBAmhAkbr3ILXrYN6vb9NFE0PSO2FPL+Fsoo/Qu4DEYqZ+LiVdK4BE07Ubx9Y/YOH6e1P8x1E6WFGK1YqMDJn7Fzy6iEOoCMjAxOPfVUsrOzqayspLm5eVTudzTEa+/X/vNoe3s7tbWJu2ScxWLhb3/7m8Plcv1ZKZW4+6IlmcR/50lySqmpeXl5v3j66adzErX1SmvN+vXr8Xg8FBQMfyxssoW7jo4OKisrSU1NZdGiRdjth6/Gn4hCBPklt/Ag30OhyMFJBnZMRzgt7N/d1IwVKwoTDdSwh21EiAy7jiMFjEN5+RCF6bAu2P2LHu8GNKYhtCLuP97+PVsBXuN7RIY04cDUd7yR3TpLYcI8hC5VEznk8FNcvI2db2GmAE0bMdqI0d53aSNGC4pU0vgsTv6Ck+ewMnMEHsmx9U+uOPXUU9mzZw9VVVVEIsP/XTNSvEJdP6UU8+fPp6amBq/3+OMujVJcXMyjjz7qdrvdf1WJ+iaXZCTYGUgplep2u//+4osvOhM5DGzfvh2bzUY8l19JhnCntWbnzp1UVVUxb948Jk+ePGa6lrsJ8VNu5APeJhcnKUeYjKD6umMPnYVp6mvHCxIYVrjTxNBoUgcQVFrYQfQIkwBCtBAZ9izUGBG6SSOXdvawmT8P+gj795dwYiYFRqDdThPrazEzkc7Q/w7N5JHJdbj4Gx7WkMf/ksvvyeW/cfAUHlbg5m1yuBcr0+L3AIYoNTWVk08++UDrXVtb/LfKGw3xDnX9LBYLCxYsYMuWLQk9q/jiiy82X3bZZbPz8vJkrN0okGBnILfb/fAdd9xRfMIJJxhdylHV1tbS2dnJrFmz4n7ssRzugsEgK1asIBwOH1iTyygB/GxgDf/iVV7n7yzjLeqoOea6db/nHj5kHbk4jzrJwISlb6zY4a/L/iBjpYcQdewaUpTppRs3JVg5/iLc3XQc1pKo0XSxD4V5WLNQNfuXRwGwkcl6njjw/WBkMrvveRiJcB/DTDoQI41JcTmiwoaVqaRwMimcgo25mOK0BV08KaWYOHEiJ510Eps3b2b79u0JvdzHoUYq1PVLTU1l/vz5rFu3LqH3lX3ggQeyPB7Pt5RSw5ulJI5rZPsNxFFZLJbTFyxYcOltt92WsBsAer1eampqOPXUU0esJao/3G3cuJEtW7aMiQkVe/fuZefOncyZM8ewmXsBArzNazzLk9TxEWYsfS1g/zd2zYSZT3Ihl/FFypl6IPys5V2W8Qo5R5ldejArmfTQftQZsRasfYuneHHgGtRj6CbIPM4b0HVNWA9rOQzTRZTwoMfVHUn/82AlnRA+GlhPEScN6hi5LMbHu5iwoIkOeJLCwGu04OCcuE/MGCsyMzNZtGgRO3bsYMWKFcybN29Ayy0ZaaRDXT+73c6sWbNYvXo1p512GhZL4r2122w2nn/++bwzzzzzL0qpGVrr+C2yKD5GWuwMoJRKdzqdz/z5z392JGqI6ezsZMuWLSxYsGDETxJjpeUuGo2yYcMGGhsbWbx4sSGhTqN5g1f5LJ/gl9yDlyYcOMkhl1zycJDX928HGaTzKi9xHZ/nTm7FRytRovyee0gl7Yhj6Q6VjptjdS3uH3tnoZEaooPY2UKjUcCpXDqg6+dSelgIDdMF6GGvGbf/MfzfxIAYEbxsHfRxnHyqr5PaNegJDsfSH9jNZFDIl+J23LHIZDIxbdo0ZsyYwerVq2loaDC6pKMarVDXz+l0MmnSJNasWZOw59Dp06dzyy23FDidzp8ZXUsyk2BnALfb/dsf/ehH7tLSUqNLOaLe3l7WrVvH/PnzSU0dnQbFRA93gUCA5cuXk52dzfz58w1ZgiFEiB9yCz/me5gwkYeTDDKPGmwsWMnDRS4OlvE2V3EBz/E47bSSTuaA7tNGFiasx+yaNGEihqbzOPuYfvyxBHBQxOQBrh3npOKwlrkwgbgtBHzwgscmrOxj7RCOkYuLi1BYUH2tdvHQv4ZdFguwk7jDNkaTw+HgtNNOo7a2ls2bNydc1+xoh7p+xcXF5OTksHXr4D+YjJY77rgjPT8//xrpkh05EuxGmcViOX3SpEmf/sY3vnH8gUUGiMVirFmzhmnTpo36uLFEDXf19fWsWbOGOXPmUFZWZkhXcTfdfIevUcnbOHGSepSdF45E9YVAjebf+SGdg9hpQaGwU9K3nMfRXw8TCh9NAzpmjBi9hLiSOwcczJxMwYSVCD0HHab6Y4IAACAASURBVCfMcMezxYhiwoKF//sAY8JM9xD3WS3l21jIIoWi4z5nA7G/S9dECvlUcD/799/wEqGpb5eL8ctms3HyySeTmprKihUrCAYT4/kwKtT1mzp1Kl1dXezdu3fU73sgzGYzzz33XJ7b7f6LUiphl/gayyTYjSKlVEaid8Fu3bqVvLw88vPzDbn/RAp30WiUqqoq9u3bx6JFiwzdQeI/uJeNrMNxjMkOx5NOBmF62EkTQQY+yDoVBynk9gWpI9sfhoLHDTIaTSctLOQSZnH6gGuwkMJcrqSbjoN+Ovy/IU0UO4cv4TPU8XE28ijnpygUNlxowkMOd5oYMcJYcVDIWXi5mY+YRy1nU8cn+YgF1HI2zfyQbtYPO0SORUopysvLmTFjBqtWraKpaWAfLkaK0aEO9j8n/5+98w6Pqz7z/ec3vaiM6qhZxWqWLMtykTu2IcACoZkUAgkLgQCBTYNk4S4h3BACPKTcBBKWzd0bNm1DQkiWbGATUogBIze5W8WSLVmS1aWRRtJo+jn3j5GEZauNNKM5kvXxMw880syZd0bSnO95y/dds2YNZ86cob9/dhco4WapJBteloTdPJKcnPwDJZdgm5ubcTqdFBQURDQOJYg7l8vF3r17iYqKYv369RF1v9/Le7zFf4+IutmLGT++sX6tKhpmLAQEglhy0GDEj2fCx43G5Z5CMAZEXS/LKOI2Hg86/tXchhrdWNZOg2FGHniTIY0MOJgZfwL24SaOnFkfN5EryeafUWFCS+KIuAuuLBsQdW606IlDIPEXfDShwoKGBNTEoyYJiWGG+ANt/COt3IKb2lnHvZAZLc2eOXOGurq6iH1mRFrUjaLValm/fj1HjhzB7XZP/4AIsFSSDR9Lwm6eUHoJtq+vj7Nnz7JmzRpFTKVGUtz19fWxd+9eCgsLI+5N58fPczyBEdOMhh2mO1Ygk6TBzhBdQfTEqdAQzwo0mJDwTiKoxKS9eD682Okmm1U8xMsz8q67kBjSuIyv4MKOjIyOKOaStZPxE0f2Rb17AkHqHHvZ0rmLfJ5GSxw6kgGQ8EwrRGUk/LiRcWFARwqJxJCJhiRURI3LJAoEKgxoSERNAl7O0sbH6efHl2T2Tq/Xs2nTJjweD5WVlfNqaKwkUTeK2Wxm5cqVVFZWKq4HEZZKsuFkSdjNA0ovwbpcLo4ePcq6desUNSYfCXHX3NzMiRMn2LBhA0lJwdl3hIMDVGCjF/MMhx1mQkAQqGiiI6jHqdCSQDFm0pDw459BmdGHl366cTLITXyRr/AzTHPwSlvNbWRzGQ660Yy8J8GKGHnkn5EETCRc8L3ACTBlhkMdU2FlF2v5A3FsR086aqIBPxJeJNzI+Eb68HxIePDjRMKNjiiSsJLGckwsm1FZODDZa0FFDDa+Sx/PX5LiTqVSUVJSgtVqnbe+OyWKulGSk5OxWq2cOHEi0qFMyGhJNikpaakkG0KWhN08YLVaFVuClSSJQ4cOUVJSgtkcfBYl3MyXuJMkiZMnT9LZ2cmWLVsU8168zq9DNvmpGfOCk9GgZpDhoHrtIDCIEU0GCazESOKIKPGOlGh9eHAyiI1+uhikDzfD7OATfI3XuZb7UM/Rc06Fiuv5HplsxkU/WqKRgth8Mdq3FshAXmz066KfDDYRS8ac4hzFwDJK+All/I4M7iOKUvQkoyUBFbqRfkkVGiwkcj2r+DFZ5BNDIlrign4+gRY1CfTz7zh4KySvYSGSmZnJqlWr2L9/f1jXbSlZ1I2Sm5uLz+ejqakp0qFMyFJJNvQIpUweLlZGjIhfr6ioUGS2rqqqCq1WG/G+uumQZZnjx4+jVqtDbmLs8/morKwkLi6OgoICRZSiIZBZuo4tqFChDdEC9jqO4ceHCjUevKxkOSnM3o9PwocXB24GcTPAVXwcPUYyKWYZK8hm1azKrtPhx8tB/p09fA8HLajRT1mqlpHHpmhjWUb67ocY2PnKBa/FjxMbt/Az0lgb8phH8dCLixZkvKjQYSBzTMR18ShDvIkmSLPnCxmdmF3G/6Cew893oeNyuTh48CBZWVlkZmaG/NhKF3Wj+Hw+3n//fdasWUNMjPK2i9TU1LBz584zXV1dS8bFIWApYxdGhBCGhIQExZZgOzo6GBwcJD8/P9KhTEu4MndOp5OKigoyMjIoLCxUjKgD6KWHIYbQhGjTgB8fGnS4cTGMAw9OTtHAGZroondWO19VaNATi4yJ9eziQX7APXyLq7iLFWwKi6gDUKNlEw9yJ2+SRjl+3Pjw4MeDhA8JPxI+/Hjw40XCh4lEUlhFNBdPfMvIOOmlhFvDKuogMDkbQxmxlBPN6jFR5+EMQyESYipMSAxh56dzPtZCxmAwsHnzZjo6OqitrQ3Z58ZCEnUQ2Cm7du1aDh8+jNc7+XR7pDhvSvapSMeyGFgSdmEkKSnp6w8//HCiEkuww8PD1NTUKGZYYiaEWtwNDAywb98+iouLycgITektlNjpR4NmzqVYLx5aaaSGIwwxgG9E+MjIuPFwjk5qOMNejnCKRtwEf8EcyC5+ak5xzoYkCriLP1PAtUSRiBkrWsxoMKCTo4j2LyPJvYp01zYSnaXoHMmohizgV6MaikU1HINwmnG7XCR5VrNJemjeX8MoA/yKwCaN0Hwsq4llgFeQgiy3RxTJDe5qGH4fHO+B8wj4B+d0SI1GQ3l5OT6fj8OHD895kGChibpRoqOjyc3N5fjx44rxCD2fRx991GSxWO4WQoRmGfIlzFIpNkwIIXKWL19+sLa2NiGSVhkTIUkSFRUVFBUVRWzX6VwIRVm2u7ubqqoq1q1bN+9GzDPlDHV8hluJZfb+ef300spZJPwjIlGFE8fY9KoWDWYC+zYlJHz4UKMmnyyszOyk5WCAaOJ4kbdQh3g/6oX4fD6cTifDw8M4nU7cbjdutxunx0Gb+yQ+rxeBekwMy2o/qL3IKj8IGYSErJLQdmXiTWoBGSTZj06KIUlaieRj3ElPCIFOp0Ov14/dDAYDRqMRk8mEwWAI2YVRE9sACUHoBud92Ejl3zGyIWTHDDn+QRj6H7C/At4zMO53SABeUFsh+maI+ShoL/YdnCkNDQ10dHSwfv16dLrg2xsWqqg7nyNHjhAXF0d2dnakQ7mId955R7711lv3dHR0bI90LAuZJWEXJlJSUt755S9/edkVV1yhuHTYyZMn0ev1C6IEOxlzEXfnzp2jsbGR8vLyeVuZNhu66OSjXEn8DAXWxY9vpZNW1KhRnXeyDPSSOZABPTpMjH8P/CP/skkni/Qpn8OPHzs2vsFPKGb9rOK8EEmSGBoaYmhoiMHBQYaGhnA4HEiShFqtHhNVRqNxnODS6FUc0/yMQ+IlJPwYsKCepIwdvfsTdOz8ASpUrOVe1nM/mgn6GCVJwuPxjAlIj8eDy+UaE5ZOpxMI+IZFR0cTFRU19t9gRJ+fXprYgXqOXoUX4qOLeP4XFiXumJX9YP852F4A2QvCAMIE4oKMpSyD7AJ5CBAQvQsS/hnU01yQyTJ4OsDVBJILhBq0SbTbzdTVN7BhwwaMxplvcFkMog4Cxut79uyhrKyM2NjYSIdzETfddFPfW2+9dafL5fpDpGNZqCwJuzCg1Wqvu+aaa37xhz/8IfixtjDT3t5OU1MTGzduXDAl2MmYjbhrbGyko6OD8vJyRVm7TISMzNVsRIcO7chEqxM3Dpx48SEALVrMGDCgHycIbHTRytmxLN2FePHgxokZI7qJBA0yPrzkk03aiA/bxfeR6KOHD/Mp7uZfZvUavV4vAwMD9Pf3Y7fbGRwMlN3MZjPR0dFjIslsNqNWzywb2E8Tx/lPqvntWK/dqEGwCg0q1CTuvp+knb2UcvuE07HB4na7x4nRwcFBXC4XOp2O2NjYsVt0dPSEv6cujtHOXajnkJ2dCD+9RHEjSXwzpMedM9526PwiuKpAbYGZ2pjJfvDbQB0PKc+D8YJBSlmGwUPQ8QuwV4DkDAg6mQ8sD2U/vWILJ+zXsH7DFqJirdM+7WIRdaMMDg5y6NAhtm7dGlHz9Yloa2tjzZo157q6uvJlWV5AfQTKYUnYhRghhN5qtdYfOnRoWXr61NmO+cbpdLJv3z62bt06qzKEEpmpuJNlmfr6evr7+1m3bt2MRUKk+RL3coAKHHhppxtpZHNE4DwlIxDIBEqqaSSRQiLgp56TI251k/VryTgZxoAGLdoJxZ808m89JRgvyOoFDIdtbOM6vsBzMyrByrKM0+mkt7cXm81Gf38/QghiY2OxWCzExsYSExODShWaHjMfbmycpodTDNMLyJhIJIECqnd3c/nOy0PyPFPhdrux2+1jt8HBQfR6PfHx8WM3jUaDk0o6uDcMws6GmatJ5tshPe6c8LbAuU+B1AeqeJjNBaY0CLIPUl8C0+bA1waPQMNXwdUCCFDHgGoC0SJLIA1jd1s4bP8oa/MFsXl3gWriz8TFJupGaWlpobu7m7VrwzssNBuee+4553e+853nu7u7Z3fFeImzJOxCTGJi4tMPP/zwQ4899tjMc/zzgCzL7Nu3j9zcXJKTJ87ALFSmE3eyLFNdXY3H42H16tUhEw7hxoePr/IoP+JHqFGjQT2pUPOPWAarEMShxo9rSosUPz506EkmiU5aAEY85sa/dx48xGNhFQE7HBmZQfqR8LOL+/g4D04p6lwuF93d3XR3d2O32zEajcTHx5OQkIDFYomYwN69ezc7d+6MyHO7XC5sNhu9vb309fUhhMCSACR9l+j4IVTq4NaPTYWPbmK4jUS+GrJjzgn/ILTcDP5eUM+xoCE5AiXctJ9B55vQ+YtA5k8dM2OxOOSO4qDtOlYnVhK/6n+BaXx7ymIVdRD4XDx06BBpaWmkpaVFOpxxeL1eioqKes6cOVMuy/LZSMez0FgSdiFECJG1fPnyypqamkSlZcQaGhpwOBysWrUq0qGEhcnEnSzLHDt2DI1GE3L/u3AywACf4584xjHaaEaFGNcnNxl+fKgZRI0GM8ZJ+rVkvHjJYjnxJOLBRRtncTAIyKjGBKRAHrnvavKR8CEQZLOCz/J1cll50ZElScJms9HR0UFvby8ajYakpCSSkpKwWCyKef8jKewuxOv10t3Txpnuf8Npy0GjdxKTfJbY1Ab0poE5HdtPD4l8k2huClG0c6TzcRh8HTQh2uri7YX+fvBHgTYBRPDtFU6vmf0911Ecs5vksn+B6EB5dzGLulE8Hg/vv/8+mzZtCqrfcD54++235dtvv/2djo6O8KfWFxnKbjJaYFit1v/40Y9+lKA0UTcwMEBLSwvbtm2LdChhY9QK5fjx41RVVbFyZUB0HD58GLPZrDiPuqkYZpj7uY9aakkmCR0aGjk9JramQj3Se+fDzzAuTBguEnc+fBgwETfil6bDQDYr8OCij26GGMDN8NhCKj9+3Ahu5Hau4BayKRx3TJ/PR1dXF+3t7QwMDBAfH4/VamXFihWK72NUAlqtlrTULPypJ/DzV3zDqdg7c2g5dgV+j4Ho5CZiUxowWTqDqloGFqcJdKwIX/DB4KyEof8CdYgm8WUZ+rrBZQO9cVaiDsCodbA5+Q32d38Y+cizWNd9A5c6e9GLOgCdTkdJSQlHjx5l06ZNivqMvOKKK0R5eflqrVZ7rdfr/WOk41lILGXsQoROp/uHq6666pU333xTUQMTkiSxZ88eVq9ercgJqFAzmrlTqVR4PB7MZjMrVijkxDZDnuab/IbfkDQyISkDDdRhpx8tWqYSd4IhwAcIJGSM6NGfV5INdM35WcFKDCM2JxMjj/XzDTHAGjbwLf7v2Hf9fj+dnZ20trbicDiwWq2kpKQEnZWz0cYx/oqNdpwMYiaWJLIo42qiQtxvdj5KytiNYueX9PIsmvOmoP1eLYPdWfS35+IaSCTGehZL+imMMT3TijyJQdRYyeCNkE7azpq2+8G5LzD4EAoG26G/BVTqQOnVsIbpLnymwu03sL/7enJiajnju4WSklWLWtSdz8mTJzEajeTm5kY6lHG0traybt265s7OzgJZlt2RjmehsCTsQsDIwERdZWVlptKMbqurq9FqtQva2iRYJEni7bffRqfTcdlllynqKnQ6DlHJZ7iHeOLH9a758VNHDU6caCfohRtFYOeD0QoAmSjMqFGNdOH5ySEPCzM/uXpwo0bN7+R36enpoaWlBbvdjtVqJT09nZiYmKDeYwmJOvbxNj+llgpkJBgZ9Qj46wXKzuu4lh18ikxWhlyYKFHY+bHTzBUI9Kgm8LKT/GoGOrPpay3E7YglNrWBhGXV6EwXG/jKyPjpJpGnieHm+Qh/arzt0Hz1yLBECHpcvU7oPBmYeBWqQK+dLm/OfXsDnjje7byNwrRB8svvnnucC4RRCxQlrhx75plnnN/73vf+T3d39+ORjmWhsCTsQkBiYuI3vvSlL3358ccfnyoFMu/09vZSW1vLli1bFpS4mQuyLHP48GFMJhMejycsu2XDyT3czXGOETfBAngfPs5Qj2Okh26iQQpB/9j/QcC2RIcWHWpAkE0uliCXyxuGTWQ1F3Bl+43Ex8ezbNky4uLiZvWeuhnmZR6mhj0I1JixTPg6/PhwjLyW7dzOLh4JqfmxEoUdBLZP9PAUapKmFLN+nxZ7ey69zcUIIROfWY0l9fTY4IUfGzoKSOMVRAg6bmR5GKTTINsBFahSQGQhZlr+HHwDuh4LXRm29wwM94J6JBste0GTCNqcWR/S5Texr/smCmPep36gnMKya7Cm5YUm3gWA3W7n2LFjbNu2TVEDZh6Ph6Kiop6GhoZ1siw3RzqehcCSsJsjQoikzMzMqvr6+iQl9db5/X7ee+89NmzYgMmkKL0ZNmRZ5siRI5hMJlasWBGSDRXzSRNN7OImEkiY9KQuI9NNF620ICOPmA9/8CF8fsZu9P4yMkkkkEMeuhluNRCyIKNjOQWNpSDDqcyjfCf1/86pZ87NMC9wF81UEzNDI14JPwP0sI4PcyfPTWHfEhxKFXYyEh3ch5N9MzYrdjti6W0uxt6xnOjEc8Rn70Uf3Us6r6Kbg0efLDvA+yfw/hTkBj5oyRaABMig3gbaO0G9Yeq/r+5vgv1XoRma8Huh7SioNOdNv/oDE7H62Q2HjYq6Esu7JBpacbsc7B9+lBWlly06F4GpqK+vR5IkCgsLIx3KOP74xz/Kd9999xvt7e03RjqWhcBSZ/McsVqtzz799NNxShJ1ALW1tWRmZl5Sou7EiRMYDIaxnrqJBiqULO4Oc2hEkk3VQydIxoqFOHrpoZsOfASWesvII0XaDy7WAiYpalLJmJGo03kM5DeVkH2ukM7EFg6U/p2OqBayyEUzh48LCYmX+XJQog5AhZpYkjjE/xBPKjfx8KxjWAgIVFh5nnY+g5vjqElATJOp1JvtpBXtJWXFXvo7kmk9cTV6sRJjjgmrVQ76d16WZfDvBtdXgUFADyRebCEi+8G/B/zvgaoU2fAsQpU58UHd1aAK0ZYXZx8gXxCPKrBdYhZcKOoA9FrBRstP2FudgFqtXpCrF2dDbm4ue/bsITU1VVEl2WuuuUakp6dvEUKskmX5RKTjUTrKybcuQIQQWbGxsTfdfvvtihLIfX199PX1kZMz+7LEQqO2thZZlikqKhr39VFx5/f7qaqqUuTy61EOcwTVDAWPDh2ppLGKtRRTSg55LCObGBLRosWEiSiiMY5YngwzPOXxoocsbDr6Ia6s2IVX4+Gty16lctW7DEb148LJasrn9Nrq2E8Ne4ISdaMIVEQTz9/4D2y0zSmOhYAKM6m8TAy34seGn35kpv69lXAhiW4SUofZtuV6Vpdspauri927d9PQ0IDP55vRc8uyBJ5vgutzgA9EIojoiX3hhBpEApAA0kkYvgnZu3uSA7sI2enGPcDFPaYCpnmPJmIiUQeAyoje38jGdcWcOHECu90+l4gXDCqVitWrV3Ps2DFFfVYKIXjxxRcTUlJSXop0LAuBJWE3B1JSUp7/3ve+F6+kfgRJkjh+/DirV69WdHYqlJw+fRqHw0FpaemEr3mhiLuzNKAPcgG8APTosRBHEslYybxojZhA4MQ54eMT+qxsP/BhNh37EM2pp/mfHa9Ql3Mcn+aDLKAKFVuZm5XU3/kZYuTfbAiYJ8tU8Ns5xbFQUGEkkSdI5SfoWYmfXnx04ceGhAMJB37s+OjCRy8CNfE8TAa/RU8h0dHRlJaWsm3btrG2jFOnTuHxeCZ9TlmWwf0N8L4CJIAwzyxYIUDEAzpwfx7Zt2eC++iYjfCaEPdQYBJ2HCEUdTDymjQY5WbWr1/P4cOHGRoamn3MC4jY2FgSExNpaGiIdCjj2LhxIyUlJUVCiMXr2xUilKNIFhhCiJK0tLRt1157raLew/r6elJTU4mOnmZB9iKhqamJnp4e1q5dO6WQXQjizjdiADwXDEShxTC2G3WUCzM+yT3pXFmxi5L6cqrzDvGXrb+lzdp0USLEwRApZLCK2a8dstFGDXswBzm0cSFGYniHX+Dl0nE9MLKeNH5BBr8nga9h4mo0ZKEhAwNriONzpPBvZLIbC3cjLtg2MjoRv337dvR6PRUVFZw8eRK3e4L30Pcn8P2GQNl1FoMqwgQYwfUQstQ9/nu6XAiVW4Xfy8UZOwnEzC+KphR1o8gSeDqJiopi7dq1VFZW4nROfIG02CgoKKClpQWHwxHpUMbxwgsvxFut1pfEpZK1mCWKEiULiZSUlJdefPHFBCX9fg0MDNDZ2Ule3qUxydXe3s65c+coLy+f0RSX0sVdDLH4mFnJbDIEgkSyx4YmYLT3LtAtkGhL5UMVuyg8W8rBknd4Z8Mb9MR3THgsCQk3Tr7AY3MSnMd5GxlpzoMPWvR4cHGayjkdZyGiYzmxfAIr3yaD35DB70jlx8TxACa2TDv5qlaryc7OZseOHVgsFvbu3UtVVdWYwJPlfnB/HYianagbRZgDZVf3k+O/blhHSDJ28uim5Au/LoEqakaHmJGoCxw0sI+WQBartLSUAwcOTJn1XCyo1WpKS0sVV5ItKiri8ssvz9BoNNdHOhYlsyTsZoEQYktxcXHxpk2bIh3KGKMToKWlpYoaVQ8XNpuNuro6NmzYENS+USWLuzLKcIUgG2XGQjSJ+PGNiDtBTn8+V+y9ieLTazlU8i7vrf8j9hjbpMeQkemjh6u4gY1cNqd4+mhjLsax45EZZPK4l5gaIQQZGRls376d6Oho9u7dS01NDd7h1wHHSNZtrk8SD/53kKWmD75mWB3471z/3oSYfA+senoD9pmLOgL+eKoPsoDx8fEUFhZy8OBB/P7Q7fNVKvHx8URHR9PcrCyHkW9961uWhISE54WYyxXI4mbxK4AQI4QQVqv13374wx+GyD49NDQ1NREXF4fFEj63fqXgcDg4duwY5eXlaLXaoB+vVHFXwqo5TZ6eTxI5GIkiZjiWOw59lstq/oGjRRW8u+FN+mN6p3ysjISNHoop4yH+95ziaKKWCt6gjQZqOEANB6ilkhbqcBD8HlQJP15mN/24xAeoVCoyMzPZvn07RqOR9/f5aGzZgSSF4JQgVAEB5/3NB1/T5YJ+JUhz230LgMYQyNCNIQXE3jQbLYISdQCyAMP4Kd+UlBTS0tI4cuSIYj43wklRURENDQ0Tl+4jxLJly/jYxz6WYDab74x0LEplSdgFiUaj+fDOnTszLpy+jCQej4fGxkYKCgoiHUrY8Xg8HDx4kDVr1szJykWJ4m4DGzBgwB2CrJ3Ba+SjVZ/h0wcf4tCy9/nj5l9js3RP+zgnw9joYSuX8x3+HSOzWwxexxGe4GM8wcdooR4BaNCiQYsaNQ7stHCK0xxlgKmF5vmoUKOfchXaEsGgUqnIytSxbf1LeHzRvHfwVtq7cuecWEOYwPfu+K9Z7gXZM/esnS5qvLCTfaBOZqrTWfCiTgL8YLx4xVZOTg5Go5GamprgY19gaDQaCgsLFfdan3zyyZioqKinhAiisfISYknYBYEQQpWQkPD8t7/9bUXtg62urqagoGBW2auFhN/v5+DBg6xYsSIkmUmliTs9em7nduyzyGSNIUNRUxG79nyE/ig7P97+MpclX40GDX300I8ND+5x/Xce3Njpo59eNGh4gu/yFC9gPE9A+fCxn908yl18lI18mBJuYi13ciW/5CV66Rq77wHe4hnupJXTxJJAFPEjPXof3NRoUaPBj59WztDNDE62I1hImf37s8TFSHVo1H4Kl+9nY9nv6ezJZu/hWxgYmktRwghyI7Ls/eBL5ivAuAmkOZbSDeeXXH0gtKBJn/TuQYs6AP8gmFeOK8WeT3FxMQ6Hg6ampgm/v5hITU1leHgYm005LRDx8fE88MADlri4uC9GOhYlsrR5IgiioqLuuuuuu57/4Q9/qBjnxr6+Pmpqati8efOitjcZXRUWHx8fcn8+JW2oGGKIm7kRBw6iCW6yObE/ictOXkanpZODhQfo1HaSTz4/5z+RkdnHu/yR31HNMfrpQ40KPxIW4ihmNddyC5vYjpYPLhD8+PkvfsprvMwQA6hRYSIKNWokZLx4GGYIEGxkJ1vZyc/4Oiai0BEwpJXw0sFRBJpJhjBkfHhJZhkJpE76+tw4MBDNk/xlzoMYSt08EQlk73+B+4mAZ90I/QPJnKzbQVxMB4XL96HReKc4wmQH7gXT3xGq88x9fR3QfBPgB9UsJ/dlCdqOEBiikEFfCKqJP5JnJeoAvD2Q921IuGbSu/j9fvbu3UtBQcGi304xODjIkSNHFLV72+FwUFBQ0NXW1pYvy3IIavyLhyVhN0OEEFqr1dpYVVWVrhQXclmW2bNnD2VlZYve3qS+vh6n00lpaWlYjq8kcVfJQe7jXqKJnpGvnc6rY2PNZuIH43hv1bvYYmw4cODDxyv8muUTrJUaxoEbN3r0mJjYr8yNi+f4Z/byN6KJRc/kmwMk/NjooYsmCskhI/OnzgAAIABJREFUifGro/powEkPKibe0CIj4cdPDisxTFJqHaCHW3iUnXxq0jhmypKw+wDZ+zq4vzZO2EGgYtrctpLGljLysw+SZq2bdG5h4gP3gPldhLigwOE6Bm13B3SZepbXyH2NMNQO+vxJ15TNWtT5nYHE8tp3Js3YjeJ2u9m7dy/r168nKmpmU7kLlerqaoxGo6KM71988UX317/+9Re6u7sfiXQsSmKpFDtDjEbjHXfccUeMUkQdBAYmRieXFjOdnZ10d3dTUlIStudQUll2PeU8yVMMMDjtxojs9hx27bmFzrgOfr/ldWwxNgYYwIOXF/jBhKIOwISZOOInFXV+/HyLR9jL2ySQNKWog0DvmxqBhEQdTQxdELcZK4FlZxO/r6OGyjY6J/y+FzdqNKxnyeUg5IgEmGBtmRCQlV7FlnWv0W1bxoFjN+B0zVC8yH4C6miCzybDakj7KajM4OsZue8MkWXw90JUDOhzQUzcAzprUSdLIA1B9hPTijoAvV5PWVkZhw4dwuudRVZzAVFQUMDZs2cVNUhx77336vV6/Z1CiMV9EgySJWE3A4QQqpiYmCceeeQRxfzyuN1uGhsbFbesOdQMDQ1RU1PDunXrwm7joiRxdwM38AI/AATd9OC/wHDY6DZydeU/kN+Wz++3vE7dslN4hZduuonFwsu8zEZmb8fze35BBX8lgcRxWywmQwZ6aUeLFhmoog6JDxrcdZgxk4yEd1Jxp0HDAD34L/Dy8+PDgZ2P8wRRLP6p73lHVQj4Jx1q0GndlBX/jeWZR9h/9EbOnls1g/kHJ6gKEGKSKW9DCWS+CdE3gdQHvm6QpxBGsj8g6Pw9oC+F7Deh8P8FsmvS+MfNWtQBeHvBsgMSrp3xQywWC7m5uYt+UnZ0kKK6ujrSoYyh0+n40pe+FBMXF/eFSMeiJJaE3QzQ6XS7rr/+ektS0sQp/0hw6tQp8vPz0WgUtaY2pHi9Xg4dOsSaNWvQ6+dn+ElJ4u4yLuMPvMEN3IAdO9300E8/2eeyuaHiJmozavnDuv+mTd9GDz04GOYO/pH/4nVWMfuStQ8fv+H/EUXMjEQdgIshvHhQoUKLBg8ebPSPu08MmZhImELcBTJ6g/SNfcWLm0FsXM8X2MyuWb+mJaZAJIFIg2myw0nx59hW/ipDwxb2Hr6FYedUZVQnqK+Y+nnV0WD9Jix7HWJvA3kY/LaAgPN1Bm7+XvD3BcSfaSek/wTSfw7aZRC7BTIeBF/fmJHwnEWdIROWPz25V94kZGRkYDabOXXqVHDPucBITU3F6XTS398//Z3niQceeMCg1+s/tzQh+wFLPXbTMOJbV7t///6CrKysSIcDBBpZjx49yrZt2xTTyBpqZFnmwIEDZGRkkJ4++cRbOJ9fKT13ADZs/Nn7Z+zH7fTRxx9Kf49b6yaBBFZTxla28iGuJIq59/kc4B2+weeII3H6O48wgI1WzqAZGbzw4iMKE2UUj7tfQLidY4gOQB4ZqPhAPPrwkEAqscTjxokaDR/niZCLuqUeu/HInl+D55sX9dlNhq0/lROnLidn2RGWpdaM10GyH+gD058RqsmHYS4OwgfeZnCfCgg55MA2CW1ewAdPNUE7gCxD60vQ+q+45GT22T4xi/KrH7w2MC6HopdBN/Pf+/GhyOzbt4/s7GxSU4N43QsMu91OVVWVogb2Hn/8cccLL7zwyMDAwL9GOhYlsCTspkEI8aFbbrnl1d/+9reKMSTev38/eXl5KKnfL9TU19fj8XhYuXJlxGJQkrjr7u7m5MmTFBQUhF3oPsY9nOQQsUHsdu2nh3Yax4SdjIwXL+tYhWkCLzwfbobpxkEn8ljJVsaPHzOxZFPCldzDej6Mmek3CgTLkrAbjyw7YPiawDowMbOLA59Py8m6HXh9OlaveBudbsQ4Wu4Gzc0IwzfDGPF4XB1/Z9/hOkqi/0CisR9UM7B+kmXw9QM+sH4Clj0M6rl5JHo8HioqKigvL8dsnrh/dTFw+PBh0tLSSElRhvWQzWajqKjoXFdXV7YsB9O0uThZKsVOQ0pKyreeeuopxYi6np4ehBCLWtT19vbS2dlJpE2glVCWlSSJqqoq6uvr2bRp07xkL89QM+lQxWRcaD8iRv45J9kSoUFPDBmksIZ4CrCQQyzZ6ElmK5/iSf7CDm4Pi6hb4mKEMIP+OcA5VtacDo3GS1nxX8lIOUXF4Y/QY8sAeQBEHOjnb0jR5XKxr1ZQsu4fSFy2FSRnwK7EawPJNb53UPaBbwA8XeDrhagSKPoJZD8+Z1EHgZ6v1atXc+jQoUW9dqyoqIja2lokSZr+zvNAfHw8H/3oR2P0ev3HIx2LElgSdlMghCgvLi7OKi4unv7O84Asy1RXV6OUeMKB2+3m+PHj8zIsMRMiKe6cTicVFRVotVo2b96M0Ti7LRDBMowD9QRTklOhHbNl+eD9kZHxMfXJTaDCQCwmEjGTjJYYitgyZ5+6uSIj008tneylkwr6qEaa5rUsdIRmC2gfBNk29SDDBaQmn2HTmtepa1xHXeNlyPofIsT8WH26XC727dtHSUkJidZsyP4XWPcu5DwFcVeAygje7sDN0wX+YTAXQfpnofT3sPIXELM+pDHFxcWRkZFBVVVVSI+rJIxGI1arVVF7ZB977LEYi8XylFBKfTiCLN7O+xCQkpLy7WeffVYxqbHW1lbi4uIWrV/SqAlxcXHxvImYmTAq7o4fP05VVdW8lGU7Ozuprq6mtLR03rOzWnRIyEFJKwNmtOjw40M1IgoFIiiB5seHGg3ruDLIiEOHhwGaeZN6XsZJ11j/n4yEnjjyuYssbkSPYpL4oUX3QGCTg+cFkDUgZjCFLEsYdE1sKnuVUy3PsP/gMGvXusM+8DRO1CWe1xenNkPyzYEbgOQO3IQmIPTm4byfk5NDZWUlra2tEekRng/y8vLYs2cP6enpith6lJ6ezhVXXJHw61//+hrgj5GOJ5JEPiWiUIQQRRkZGSs3bNgQ6VCAgMt5fX39ot4HW1dXR2xsLFarNdKhXMR8Ze5kWaampoaGhga2bNkSkZJ7HAl48QT1GAEkkDrO4gRAG8S14yB9bOUGoiJUfu3hCH/iao7xDB7s6IlDjwU9FgzE48fJSb7DH7maTt6PSIzhRgiB0N0Lxv8EkRLYHjFRBk+WA/14UjdgA/XVqKLfpHjlTpYvX05FRUVYV1BNKuomQqUHTUyg1DpPyRwhBGVlZdTX1zM0NDQvzznfaLVasrOzOX36dKRDGePJJ5+0JCcnPxfpOCLNkrCbhNTU1GefffbZ2Y1HhYHGxkYyMjLmzfZjvrHZbHR3d7NixYpIhzIp4RZ3Xq+XAwcOIMsymzZtitjP+ho+hhNH0I+LIQGBamSHhIQaFTEznNL14QUEV/HJoJ83FPRwmPf4NDJ+jCSixXzR+jMNJgwkoULN+zxAO+9EJNb5QKhLwfQGGP4V1JsB14jI6w/c6AZhAN3tYPo9wvjdsQ0TVquVjRs3cvLkybDsUg1K1EUQrVZLWVkZhw8fVkwvWqjJysqis7MTl2viXtr5Jj8/nzVr1qQJIbZEOpZIsiTsJkAIkWmxWLZ+6EMfinQoAPh8PlpaWhS1yiWUeL1ejh8/ztq1axXRVzcV4RJ3Q0NDVFRUkJGRQXFxcUQncK/kZlSoLjJFng41ajLIQ0LCh5c0UmZUivXjY5A+buVhsph/Ye/GRgUPoEKLdgZCVIMJDUb28xAOzs1DhJFBCDVCsw1h/DcwHwTTW2B8BYy/BnMFwvx3hP4xhOri7SYmk4ktW7bQ3d3N8ePHQyZsFoqoG8VisZCamrpo/e1UKhX5+fnU19dHOpQxnn766YTU1NRvRzqOSKLss2iESElJ+fpTTz0Vr5QezIaGBjIzMxetGfHJkydZvnw5JtPcp9Lmg1CLu66uLiorKykrK1NEP04cCWzhKvoJvpQWRSwp5CAjE4V20i0TEBhQcDLEADZ28U9cy11ziHr2NPHf+HDMSNSNosGEHw8NvBrGyJSDEAKhSkWoVyDUBQgxfblco9Gwbt06jEYje/fuxeMJrrx/IQtN1I2Sl5eHzWajt7c30qGEhbS0NGw2G06nM9KhALBmzRpycnIKhBDh20GpcJaE3QUIIcwajeb6m2++WRHvjdfrpbW1lezs7EiHEhba29vx+XwsW7Ys0qEERajEXVNTE3V1dWzevJnYWOVYe3yahzATzRADQT1OQsKPxKd5mFxKsNNLP9148SAjjUzKerHTi51eoojjn/guu3jwotLnfCDhp57/QBOkvQuAjhgaeAXfJJYuSwT+TvLz88nNzaWiogKHI/gSPyxcUQeB92DNmjWcOHFi4n2yfh8MtkN/E9jPgWfqDSBKY/RnXFdXF+lQxnjiiScSU1NTH4t0HJFicaaA5kB0dPSd9913n1mtDs7uIVw0NDSQnZ2NUuIJJS6Xi9raWrZu3aoYB/NgmMu0rCzL1NbWMjQ0xObNmxX3800hg6f5d/6Fuxmgn5gZ7Gj14aUfG9dxK5/jCQSCFur4G6+wjz/RTy8yMgZMrGYH13InhayLiKAbxcZx3PRjmMWUqxo9Xhx0s59UdoQhusVDSkoKBoOBAwcOsHr1auLjZ/5+L2RRN4rJZCI3N5eTJ0+yZs0a6D4Fta9Dy36wjQwfCFVgKEXyQUw6pK6BFTfCsk2gUtbnw4WkpqZy+vRphoeHFVF5ueqqq9BqtVcKIWJkWQ7u6nQRsLR54jyEECIlJeX0sWPHlicnJ0c6HLxeL3v27GH79u2KO/HPFVmW2b9/P8uXL0cJ7/VcCHZDhd/v5+jRoxgMhoj3001HM2f4GvfTSycq1MQQe9H+WDcuHAwiUPEp/olbuW9CsTZalo2kkBtldPNEG39jHw/PStgBOOlhHd8ge2mP7YwYHh7m4MGD5Ofnk5aWNu39F4OoG0WWZSrffYuMzj+T2vkXQAatETTG8cJNlsHnAq8DEGCMh/X3w6qPK1rgdXR00NHRQVlZWaRDAeC5555zPfPMM/9it9u/H+lY5htFlBsVxKYNGzbEKkVonD59mpycnEUn6gDOnTuH0Whc8KIOgivL+nw+Dhw4QFxcXMTXlM2ETHL5MX/ia/yAIsrow8YA/fRjw04f/dgQqLiDz/NT/sonuH9S4Ta6jUJJyEhzikiMHGOJmTE6VNHY2DjtxOxiEnW4BhB//SqlJ56gVlWIx5wG5iTQRV0s1oQICD5TIpgSwOeEd74Jr94GfY2RiX8GWK1WBgcHZ11uDzWf+cxnDCaT6UuXomHxUin2PNLS0r726KOPKsKQ2OPx0NnZyfbt2yMdSshxuVycPn2abdu2RTqUkDGTsqzH4+HAgQNkZWUtqJ5CDRo2spON7KSdFlpowMEQOvTEYKGIMjQL9KNESwzMUdrpmJ8tC4sFrVbLpk2bqKysxOv1kpeXd9F9FpWo62+G390Fji70pgQKXIepMu9gjeMvM3u81hTI6vXUwi9vgeu+DznKK/0LISgsLOTUqVOsXbs20uGQkJDAtm3bol977bXLgHcjHc98spSxG0EIkWQ2m8s3b94c6VCAgG9ddna24u0/ZsOJEycoKipShFt5KJkqc+dyudi7dy95eXkLStRdSCrL2MAOLufDbOVKVrF+wYo6gHhWo0KLP0hDZgAJHwJBIuVhiGxxo1arKS8vx263U11dfdHfyqIRdfZz8NonYbg3kKETKtI8dXhUBrq0mTM/jhCB7J1GB298DhqVqVOSkpJwOBwMDytjAOSRRx6JT09P/1qk45hvFp9qmCUJCQn/9NBDD8UoIWvr8/loa2tb0AJgMtrb21GpVKSkpEQ6lLAwkbhzOp3s27ePlStXLtrXvVDRYGA5n8CDPejHeuhnGdejn8FgyRIXo1KpWLt2LT6fjxMnTiDL8uISdT43/P4+cA2A6YMeTgGUDr1NlekyfAR5cas1gc4E//NFsDWENt4QIIQgNzeXM2fORDoUAMrLy4mOji4TQlxSH7xLwg4QQqg1Gs29d9xxhy7SsQA0NzeTkZGx6HrrPB4PtbW1lJQsbnuh88XdsWPH2L9/P6WlpQv/RLVIyeHjCDT4cc/4MRIB24o8PhWusC4JhBCsWrUKIQRHjx5l7969i0PUAez7YaAMa7p4MMcoO1juOkqNaRYLErQmkCV469GAVYrCSE1Npbe3d86+haHiK1/5iiUxMfELkY5jPlkSdoBKpbr2+uuvN0dFzdygNFxIkkRTU9Oi9K2rqakhPz9/0a5FO59Rb6f29naioqKIi4uLdEhLTEIUy1jL1/Fgn5G4k/Dipo8SvoyFonmIcHEjhCAvL4+Ojg7MZnNE9iOHnO5aOPITME3+d5/prmJQHU+fZha7sY1x0F0NJ349+xjDhBCCnJwcGhqUkVG87bbbNBqN5tNCiIXbMxIkS8IOsFqtT3z5y19WhDtsa2srVqt10fWf9fX14XA4FLFZYT5wOp0cOHCADRs2oNVqw7JbdonQkc3NrOVJvAzhpAeJizMhMn5c9ODGziq+TD53RiDSxYfL5WL//v2sX78eo9E4VpZd0Bz+D0AG1eRaQgCrhndzwrQDOdgBHiFAHw2VPwIpuNV/80FGRsaY+fz5tLS0cPnll1NcXMzKlSt5/vnnL3rs7t27iY2NpaysjLKyMr7xjW/MKRaTycSuXbtMGo3mxjkdaAFxyQs7IURuWlpaTlFR5K+8ZVmmoaGB5csv3r24kJFlmZMnT1JSUqJ4e49Q4Ha7x8qvCQkJYdktu0ToyeGjXMGrZHEjXgZx0sMwHQzTiXNE0KVzNZfznxRwt+KsWxYi5/fUJSUljbVp1NTURDiyOTBsg/o/BrJq0xDt7yPB10aTfhbtKVojuPqhuWIWQYYXtVrNsmXLLrK00Wg0fPe736W6upp9+/bx4osvUl1dfdHjL7vsMo4ePcrRo0d54okn5hzPQw89FJOUlPT4nA+0QLjkhZ3Vav3Ko48+Ojt30hDT1dWFxWLBYDBEOpSQ0tTURHx8PDExi98Wwuv1sn//foqLi8fc9UO9W3aJ8GFhBet5muvYTTnPUsZXWc3/Gvna22zku8RTGukwFwUTDUqM9tw5nU5FLZYPiub3AybDU2TrzqdweD+NhlLcYpaf+7X/PbvHhZmsrCyam5uRpA98HlNTU8esUKKjoykqKqK1tTXsseTn55OZmblMCFEY9idTAJe0sBNCaIQQu5SyF/b06dPk5uZGOoyQ4vF4aGxspKCgINKhhB2/38+BAwfIy8u7yHh5SdwtLPRYyOR68vgU+fwjWdyIgUXQ+6UQppp+Hd2tarPZOHv2bGQCnAvtR4CZ/31r8FLgPECNaWvwz6U1jTyf8tBqtVit1kmF29mzZzly5AgbN2686HsVFRWUlpZy7bXXUlVVFZJ4Hn744fjk5OQHQ3IwhaMIQRNBrrj22mv1Suhns9vtaDQalDDAEUqqq6spKChYdD2DFyJJEpWVlWRkZEy6KmlJ3M0fsizj9XoZHh5mYGAAm81Gd3c3XV1ddHZ24vV66ezspKuri56eHvr6+hgaGsLlcuH3K69naTExE0sTlUrF+vXraWtro62tbZ4jnCNthwOCKwjSPPUMq2KwaYJ05dAYYKgD3EPBPW6eyMnJmVCcDw0N8ZGPfITvf//7F1Vy1q5dS3NzM8ePH+fzn/88N998c0hiueGGG1RCiI8JIRa97rlkpkQmIj09/Yv33XefIkyoGhsbycnJiXQYIcVut+NwOFi9enWkQwkrsixz4sQJLBYLWVlZU953JhsqlpgeWZZxOBwMDQ2NGaIODw/jcrnGBLNWq0Wj0Yzd1Go1QghUKhV+v5/e3l5kWUaSJPx+Pz6fD5/Ph8fjGSsfaTQajEYjJpMJk8lEVFQUUVFRl8RkdzgIxqdu1MS4oqICg8Ew1tqgeIY6QB2cc9boIMVR85VsG/jNzLs3hQiUfJ29oFdeUsBoNGIwGOjr6xtzBvB6vXzkIx/hk5/8JLfccstFjzlf6F133XU8+OCD9PT0zNkCx2g0smPHDv2rr766FXhvTgdTOJessBNCmDMzM8snSgPPNx6Ph/7+/kUlgGRZvmSEy+nTp5Flecbl5iVxFxw+nw+73U5/fz92u53BwUFkWcZkMhEdHY3ZbCY1NRWTyYTBYJjRtpbOzk6Ki4unvZ/X68XpdI4Jx9bWVgYHB/F4POh0OmJjY4mNjcVisRAVFbX0c5yC2ZgPa7VaNmzYwL59+ygvL18YFQ3JD+rgKxTR/j5i/D206fJJ9wTTXyjA7w36+eaLnJwcGhsbiYuLQ5Zl7rnnHoqKinj44YcnvH9HRwdWqxUhBAcOHECSpJBZ4Nx///3xe/bs+RxLwm5xotVqb7r99ttNSvggbm5uJjMzc1GdFLq6utDr9VgsikiIho3W1lZ6enrYuHFjUD+/JXE3OV6vl97eXnp6erDZbMiyjMViwWKxsHz5cmJiYuZt1Z5Wq0Wr1U44+DN6QWa326mtrWVoaAiTyUR8fDxJSUnExsYu/UxHmMtGCaPRyNq1a6msrGTz5s3Kz5aqtQED4VmwYngfe2N2keJpQM0MWwJkKegM4XySkJBAVVUVbrebgwcP8vOf/5xVq1ZRVlYGwDPPPENzczMAn/3sZ3nttdd46aWXxrLlv/rVr0L2d7Rjxw6Ay4UQelmWZ+5IvsAQl2qfT3p6+oG///3v5ZFu6pdlmd27d7Nt27ZF04cmyzLvvvsu5eXlmEzB9ZosJGw2GydOnGDLli2z/tnJsszx48dRq9WXrLiTZZmBgQE6Ojro7u4eu0JPSkoiLi4uLH8Xu3fvZufOnSE9pizLDA8P09vbS3d3N3a7nejoaKxWK1arVfmCJEyEak1YZ2cn9fX1bNmyRdk7tF+9HXrrAj5zs6DOWI5a9pHrmsFQhCwF7FUeqASNcn+/zp49i8fjUcQQ3Re+8IWBF1988U6/3/96pGMJF5dkxk4IkVRUVJSthF+yzs5OEhISFo2og0AGMikpaVGLOpfLxbFjx9i4ceOcfnaXauZOlmX6+vrGMp7R0dGkpKSQnZ29YAWQEAKz2YzZbCYzMxNZlhkcHKS1o46KA/tA5SI+pQdrupkEw4fRkhHpkMNOKHe/Wq1WhoaGOH78+Fi2R5Gkl0PHsVkLu+XOI7wXeyvL3NXopksqeZ0Ql61oUQcBw+L33nuPvLy8iIvye+65J+Z3v/vdF4ElYbeYiImJuePee+9VxKaJxsbGRbU71efz0dDQwLZt2yIdStjw+/1UVlayatWqkIhXpYi7Ok5TSx1OXJgwUkIxOUw9DBIsg4ODtLS00NnZSWxsLOnp6axcuTLiH/bhwCfaccQ8iT6mgqwCGZ8rFntbMScrV4J4leSMQfLT78Ko+eA9lhlEpgPwARZUpEYs/rkSSlE3yvLlyzly5Iiyh81SV4Nq9nu+NfjIdR6mzriBkuHzWsFkGSRf4L+jQxPeYciIfJ/4dGg0GpKTk+no6JjUNWC+KC0tRa/XlwghLLIs90c0mDBxSQo7s9l8/+233x7xpgSHw4Esy0RHz+7KTok0NjaSmZm5qDKQ5zNaOk1LSwvpovJIiTsJiT/zNi/zC2qoQyCQkBAIZGTWUsrd3MEOts5604LP56O1tZWWlhY0Gg2ZmZkUFhaiVs/+5Kd0PJylnU/hx46aeAQqNAYwLD+Ndflp3MNmes9l8+6et0iMXUFWVjTRcb/FL94AGHn/vagoRsPdqLkCQcQ/smZMOEQdBP5OVq9eTUVFBTExMcrcK7tsC6j14HPPOpO2zFPDu4ZP4PSqMA6cBdcgeIbH2+MJGdQa6LVDWy2krQhJ+OEiOzubY8eORVzYCSG4++67zc8888ytwI8iGkyYuOR67IQQ+Zs3b36/oqIiKdKx1NTUEB0dTUbG4ijJeL1e9uzZw/bt2xftSfvs2bP09fVRVlYWFuE1nz13btw8wv/mr+xGj54YoseJNwmZAQbw4OUj3MATPIImiGtBh8PB2bNn6erqIi0tjczMTIxGYzheStCEo8duFAk357geP92omXqtlE/uZ7jXytDZLbiG48jIriIl/TRqtR8ZGRgAPKgoRs+/IVC+5Ue4RN35OJ1O9u3bx6ZNmxTzOzWO9/8PHPoxRCVPf98LkYHhPtokKz3GPEqbfwJCDSoVnH9xJXtB1oA/LfD91EK48vNQuD2Q0VMg77//PmvWrIl4m05zczObN28+0drauijXyCy++sc0JCYm3vvggw9G/DJPlmU6OjpITV24pZYLaWhoICsra9GKuv7+fpqamigtLQ2b4JovE2MJiUf5On9lN4kkEkvMRRk5FQILsSQQz2v8N0/z3RGxMTX9/f0cPHiQI0eOYLFY2LFjB4WFhco8AYeBYd7GR8e0og5AJZwYEneTt/4Vyjb8Cdewhf3v3EbDqQ34PAYEsUAiEjW4+Qwyw+F/AXNgPkQdBCZlS0pKOHz48LiVVYph9ScD5sE+V3CP83uhsx4660nt2Ut/1HKGDSkjpd3zRZ0MyGDIhhgrRCVAdwP87EH41ZfB0RfCFxM6MjMzxyZgIx1HcnJyihBiWaRjCQeXlLATQgi1Wn37rl27Iv66u7u7iY+PXzQiyOv10tbWNq1B70LF6/Vy9OhR1q1bF/af2XyIu7/xDn/h7ySSiGqaEqsaFYnE8xq/5xBHJ71fb28vFRUVnDp1itzcXLZt20Z6evqi7J+bin5+PKOyqYwbmXMINDjoRmdwkLtiPxt3vIJW56Ty/Y9yqmobHrcJSECiFh8/C/8LmCXzJepGSUpKIjExkVOnToX9uYImygo7vgqugRERNgPcDmg5AcP9oNYiVGryO96gLuWGCe7sBXU8qEbspIQAYyxEJ8LJv8D3b4QO5e3aTU1Npb29XRFbdx544IG4uLi4T0c6jnBwaX3iwrr169frzWZzpOOgqalpUYmgM2fOkJOTs2iE6vnIsszRo0fJy8ssj0fPAAAgAElEQVSbN4PUcIu7l/kFOnTTirpR1KgRCH7Gry76ns1mo6KigoaGBkpKSti4cePC2RIQYiT+P3vvHd9Wfe//Pz9Hy5I8ZHmP2I7j2EmcxCEJSQiZQEvLhgIto6GMDiiFtrct5X5ve297e1s66OZXSm+50MEoXDoolPa2QCGDhJDtDDvxiFe8ZVuSrXU+vz+O7cTxtuQcSfDk4UceSEfnfI4s67zOe7zePvwcRmHiullJEJVGIIRAIUg/Ei3yZDCEmDP3IKs3PkVScgd7dlzL8cPr8PuzCPJrJMFzcCbT41yLuiFKS0vp7u6mra3tnB1zyiy6FgrXgadjcnHn82h1clIdNDfW/i6ze/bRZ83HYz7jPZUBECYwF45OuQpFE3c+N/z81qgTd0ajEafTSXt7u95L4cYbbzRaLJaP6b2O2eBdJewyMjJu2rJli+5pWJ/Ph9frJSUlKhpzw8bv99PS0kJBQYHeS5kV6uvrMZvN57wWcrbE3QlqOcQRUhhtujsRDhy8xpu0oX0pu91udu3aRXV1NeXl5Zx//vljGvm+m5D0w6AIHvt5L0FOEGQvkiYkfsCDxEeIds6sjlcUSe6co6ze8DS2xC72bLuF2uqlBEI7zsm5TBW9RB1ofyMrVqygsrKSgYFppj1nGyHggz+ArMUTi7tQAFqOAVLrdD1zF0DpqT9RlX2V9oAMaPV0lgWauBsPmwNCfnj8TvBEV+NntKRjHQ4H+fn5iUKIuLtwvauEncFguO4DH/iA7lWljY2N5Ofnx41f2ZD1QDym3NxuN3V1dZSXl+ty/NkQd1UcR0GZtMvVSz9NtFDHSU7SSDcuFATH/TUcPHiQvXv3UlxczOrVq+PmJiVcFOxAaDj6diYqHQSpRNIJGIZfIQefldQTogrOeq2iSPIKjrBqwzOAZNsbHTQ2NkZFOktPUTeExWKhvLycffv2RcV7MgKzDa79JRRcAJ720TV3Euio08aQKWM3JmX2HsSdkIPXmKSJOctCUKZQr2pzaLV2f/5W2KcRSRwOBx6PB7/fr/dSuPXWWx12u330wNoYJ/6uxOMghCicM2eOPRoiCo2NjcyZEx81m8FgkObm5rg5nzNRVZW9e/eybNkyjEb9nIEiLe4G8KFO0ATRSx+VHOUQR2iimXY6OEUbtbKe3PosTmw7js1hY926dbpdzKMVgQkrq1HpGfG4Sg8hatAEnZkzC+ElAhNGBObB7U6MuW+DIUTR/DdZvVYbubZjxw56e3tn72QmIRpE3RCZmZnYbDbq6up0XceYmO1w9WNw0dc0CxR3uxZNA62eztOt2ZaMhZQIGWBe60ucyLkeEpaMEHUNrgE2/2Ifi36wi/If7OJH2xpHvt7uRO57kfu23EBJSQlLly5lz549s3SiU0MIQX5+Po2NjZNvPMtcc801JofD8VG91xFp3jXCzm63X3vrrbfqPri0t7cXq9WK2Rw7nlQTcfLkSfLz8+Oytq6qqorMzMyomHcbSXFnxzZubV0HXRylmn76MWHEjBkTJop68/nKts9R0JvPt9b9iC/P+Tpu4Z7xGuKZFG5HEhruIJZAiHq0r9szv3LFYGRPYsc8GEE1oeJC4hln7wYslgwqKipYuHAh+/fv5/Dhw4RCU5wrGiGiSdQNsWjRIurr63G7w/xcSjn1hoepIgQsvh4++hIsv00TeN5O6Dyh+dHJM39Cg1YmfiAIBgc5Ax46kxbiN4y0CTEqgocvm8fhz63irXuW88iOJg63nvHZURT+Uuejes92qqureeyxx7j77rsje24zID8/n6amJr2XQWFhIQkJCXOEEPpHfCLIu0bYpaSkbLn66qt1d81tamoiLy9P72VEBFVVqa+vp6ioSO+lRByXy0VHRwfz58/XeynDRErcLWYh6uB/Z9KHmxrqMGLAiBGBwKAqXHns/dyx7yZ+u/gFfrvkf3GanByhis/wwJTsT95tWFmLhQWE6ARA4gZ8nE6/AoMiTiIxYsA86A84lB5XaR21X4kPQQIKawFITU1l3bp1JCQk8Oabb9LZ2TmLZ3WaaBR1oBXmL1u2jL17907vb8PbDe88Bb/7FPx4HXy7HB4qhx9eAM/cCTv/B/oi1JyRlAPrvgh3vQnn3w8BGxgSNXEnQiBUUExgTAPzXLBWgGU+QrFT1H2AWmfFiN3lJFtYnqc16iRZjCzMtNHUO3IM2R9PeNlSoiA66lizZg0ul4uWlpbInM8MsVgsGAwGPJ7xbmDOHdddd51VUZT3672OSPKuEHZCiGSr1ZqvdxfqkHddVlaWruuIFM3NzWRmZsbdlAlVVdm/fz8VFRVRVzcYCXGXSw5rWY3rrHRhA00IBMrg10JubzYPbr0PVah8a92PqXHUkU4aJkykk8Y77GMP+yNyXvGEwEg2j2KikCCtqHShxe3OTL+qhNDaLBwknFXvaEBlLB8yFwZuRnB6moEQguLiYlatWkVVVRUHDx6c1ehdtIq6IRwOB+np6dTU1Ey+8UAvvPLv8Mgm+Ps34eROLWKWmAlJmZohcONeeP1h+Nkl8McvgidC4tlkBVcfkAYJ5WBdAdaV2r8JS8FcDMYMEKczO3N6jtCcNJ+gGDttW9fdz95mN6vnjAw+NfX6mZNkhIN/A6InWpaXl0dzc7Pey+CGG25IzM3NvUPvdUSS6LpqzRJCiEuvv/563SfSu1wukpOTda3XihRSSmpqapg3b57eS4k41dXV5OTkjDvqrZo2/pNX2MiPWc53qODbXMgP+QzP8zb1sx7FioS4u52bCRIkhCYC+hnAjQcjBoQUXHJiA3fuvYknKn7HS6V/J6BoFhtZaANbxOB/v+bZyJ1YHGEgjVyeJpnbkAygEkLFP/wDKgnk4GAOBkKcNSsKGCnOJJ0I8jBx25jHs9lsrFmzBrvdztatW+np6Rlzu3CIdlE3RGlpKY2NjRNHg+p3wmOXwf4XICEZEjPA6gCjWUubCgEGs+YNN/Tc0Ve011T9IzILrd2lCbwpYpAh8nuOctIxupHL7Qvyod9U8sMrSkhOGOP6YjBpx4sicnJyokLYrVixglAotFKIcRRzDPKuEHa5ubm3X3/99bqb18VTGrajo4PExEQSEhL0XkpE6e3tpbW1lZKSklHPbaeWj/AE1/E4z7KXACESsZBCAiD5Jye4g6d5Pz/jefbNqsALV9ytZiW3cRMddBEkSA89SCRJvkTu3/lx0vudPLTuJzSmNKOiEiRIPrnYOH1/5CCFv/P6sDh8j5EYSCKdB8jiX7CTiY052JhDIvNI5TzsFCIpQiUDCAz+DE4UGEzbSrxI2hDkYOEJxATTLIaid8uXL2f//v3U1NRErEs0VkQdgMFgYMmSJezfv3/s8696FZ65S6tzS0wftxt1BIpB2xbg9/drgjAcpNR866Yh7ACKXAc56Sgf8c0SCKl86LeV3LIsi+sWj56UmZdiocEroOkQSEljY2NUXIfMZjMJCQn09fXpug5FUdi8ebMBBmsc4oC4F3ZCCKOUcsXy5ct1XYeUkvb2djIydB9RGxFqa2spLi7WexkRZWhO69kpWInkf9jJx3mGKtpIw0YGiVgwYkDBgIIZI2nYSMNGD/18lZd5kBfxz6KZbDjiTiD4Ap/hLm7FRQ8ueijrLOZL2+/htaJtPLP4D/gMAfwECBFiDnnkkD1iHwa0MUeecQv93wPAwmbMpJBANlZysJCGGK63E4QoIkgpkiQgiMCHgnUwSmfDxAMk8DwKU7sYJyUlceGFF9LX18fu3bsJBAJhrT+WRN0QTqeTpKSk0X5pLZXwh8+BxQ6WGZiNm21ahO+Vr0LdWzNfYH+v5l83XjfsOJhUP6n9p2iza2VFUkru/N9jLMyw8fn1YzsTXLUwnV/t70D29/HWtjdJSUmJmlGWeXl5UZEWvvnmm53Z2dm36L2OSBE3occJWLt582aj3rVSXV1dOByOuOge9Xq9+P3+qOgWjSQnT57E4XCM8mT7Fbv4Hv8gFRsmJv79CQR2zFgx8SKVBFH5LldP6hk3U4bE3YEDB6isrKS8vHzK/ogKCp/nXi6Rm3iy9ikympw8vPpROm2n67sySSeTDGyMjixIJBIVyxk1X/FOkD562EkIN0YcpLAGAxNHrY0sw0A+Ku0w5kQKgcRBEAeSAaCNRL6CiZUIFiFmcP9tMBioqKigqamJbdu2sWLFinFLCyYiFkXdEAsWLGDr1q3k5ORoLgRBH/zpC1rt3DQjZSMwWsCUAC9+CT7+EiRM/31FnfkN39yufRzOXEeWp55t9T38em8rS7LtLPvx2wB88/3FnOzR/PI+tTqPy8qcvHysk5JHj2N78W7+54knZ3zsSJOdnc3WrVspKyvT1df1oosuArhMtwVEmLgXdtnZ2bfefPPNus83iqc0bF1dXdx1wvr9fmpqali3bt2Ix3dRz3d5dUqi7kwUBOnYeZnDLCSLO7kg0kseJhxxFwqFCB0IcDHr+fLa/yLdkI4TJwYUrFgHo3Jj48VLHjmYpzAXNdYJ4aWO79HG7wctSlS037KJXLYwh3tQxvk6FQhsPEgf9wDmEc0PZ6IJ5V7MfAAzt0XkZiAvL4+kpCTeeecdFixYQHZ29uQvGiSWRR2AyWSitLSUI0eOUFFRAfueg+6TWmNEuFiStE7Znb+EjZ+d/usNphlbqiT7u1CFAbcphXVFIL+1acLthRA8ctV82JwCX9sDpui5ETMajdjtdnp7e3U1ObdarSxYsMAihCiTUkbh8OHpEdepWCGEkFJeNqjGdUNKSWdnZ0x+OZ5NKBSitbWV3NxcvZcSUY4cOcL8+fNHdfj+f2zFiDItUTeEgiAFK79gx6ymZGFmaVmfz8eOHTtISUnhkmUXk2iwYcJECskkkjihqAPwMsCdbJm1aGS0EMLLIW7nFM+iYMeEEyMpSHz4qOE4D/IWC2jnd4TGSUtb2EAiX0fiRqUDeUZdoibo+pC0YWINSXw3ou9pcnIya9eupaamhurq6il9NmJd1A2Rm5uLx+Ohu6tLE2EzSb+OhzVFs0kJ+ibf9mwSkrSoX2hmafK53QeoS62YfMMhQoHTzSFRRm5uru72KwC33HKL0+Fw3Kj3OiJBXAs7oKikpMSsd4H/UDes3ungSNDU1EROTk5cnMsQ3d3duN3uURHVerp4hwZSxkhDTpUEjHjw8zrHw13mpExH3Lndbnbs2MH8+fMpLi7GLMzcxk3DTRST4cFLAhYu45JInkJU0sDPcXMQExkomAjiwsN+/DQiCaJgoJ9GTvAFDnMpXo6OuZ8ErsPBU5h5H5KeQSNiF5JuFLJI5Bsk8yiCyDfwm81m1qxZg8fj4cCBA6jq6JFnQ8SLqAPtb2LJkiUc2rML6enWauQihdGiibq6GczuFQLyFoG/f0aHznLX0G6fQ3CiebFn4vfCnCXacaOMzMxM2toi5BMYBldccYXBZrNdr/c6IkH8XJ3HwGw2X3z11Vfr7ih96tSpaaVAopn6+nr09gOMJFJKKisrWbJkyaj05e/Yi0SOO6VhqphQeJwwCq2nwVTEXXd3N2+//TbnnXfeCE/FO7iVVaygg84JR4558DLAAD/iWySNWTMWP4QY4BRPYSQVgSCEmwGqB81eTAgMgz9mfLgJ4uE4H8PP2BEII4tJ5vs4eZUUfkESP8PB8zj4Mwlch2D2PCEVRaGiogKr1cquXbsIBkdHkeNJ1A2RlJREqnDTkLQ48jtXg9ByaGavnbcaAgOTbzcGCpK83iqakqdooB70Q/HqGR1rtjGZTBiNRrxer67ryM7OxmQy5QghoidXPUPiWthlZmZed/HFF+v+S2prayMzMwJ1HTrT29uL2WzGag2j8DjKaGlpITExkbFmCL9GNfYI1I8lk8ABmvHNcjp2iInEXXt7O/v372f16tWjalpMmPgZD3MRG+iii3Y6CQyuWSJx46GDTiSSR/k+F7LmnJyPnrg5hEoAZfBz4GdovuXINLVAIYQfhQRC9NHObyfcr0IaJlZiZg1G5p+zdLYQgtLSUnJycti5c+eIjtl4FHVDlLr3cMK5flxz3xljSoDGGc5eXXqZFkGT40dPJ2JOz2EaHIsm31CqIBRYcumMjnMuyM7O5tSpU3ovg/Xr1xuAVXqvI1ziVtgJIUQwGDyvomIadQizgNfrxWw2x8V0hoaGBgoKCvReRsRQVZWqqioWLFgw5vM9DGCcQW3d2QgERhTczKAWZ6bHHEPctbS0cOTIEdasWYPNNnZKyoqVH/EQz/EE13EFHjy00kYb7WSRwdd4kNd5kbVE591/pFE5nSqT+AjRhxijSWJImElUDDjo4FlUwrMZmU0KCwuZO3cuO3bswOfzxbWoAzD7uyjo209N4nmR3bFigP4ZmkFnzIWC88A7s9dbgx6MaoA+8/jehgB4XTBvDaRGb/NetAi7K664IjU9PT3mu2PjVtgBxaWlpQa97UXiJQ2rqiptbW1xMw4NtO7enJyccU2WI20wPF56UyLxERw1uzVczhR3u3bt4vjx41xwwQWTmkoLBAso5ev8K3t5g328ySF28Gee5TquxI7uXt/nDDMZaL85iYoPbSrE6OiaHDQWVjChYB78jY41Fix6yM3NZcGCBezYsYPt27fHragDQBgp6tlFs3U+PiWCGQcpp2ZwPB6X3Ks1NqgzM/kucFVyMmX0JIph1JD2c/E9M1zgucFmsxEMBsP2XAyXTZs2CbPZfLmui4gAcSvsLBbLxVdddZV+/dODxIuwa21tJTMzM26aJgKBAPX19ROOREsmgVAExJZEEkIl6QybiyAh3uA4t/NblvIQ5/EdFvMQm/gxv+QtOiNk+iuEICMjg+7u7hmPszNjHp4f+27DRhkW8ge7Xcd/DyRBzKSgYBr291OmWC8npQ8Z+AvSuwXpeT/Sey3S/99ItSNCZzE+ycnJBAIBpJQz8rmLGTJKMAT6md/3NseSIphpC/ogPQyj9nmrYcV14JnZTUB2Xw1tiYWo4302PV2w6iNQGOFI5SwQDU0UWVlZmM3mbCFETI9Uittv68H6Ol17uwOBAMFgMC5q0k6ePMmcOWM7m8citbW1FBYWTih0LmBuRNKnbnyUkEHC4IV+O7VczCPcy/PspREndrJIIpNEBgjyQ15nMz/hP/krgTDHdbW2tnLixIkhA84Zz5Z9tyIQFPAZVDxnNDaMFPty8P9t5A4+68HCHAxMbuAtQ9XgvRR8XwL1EMg+UBvB/0PwXoIM/DGi53MmQ+nX8847jyVLloyquYsrsheDYiS3v5puSw79hgjZnkgV8leEt4/LvgTJGeCdvrhTUMnwNNCaWDT6SU8XOHLhA58Pb33niGhJx27cuNFIjNfZxaWwE0KIQCBQsXTpUl3X0dHRERcjxHw+H36/f8wGg1gkEAjQ1NQ0aXfvzWhj6MJNyfoJcedgo8HLVPJJnsWLnzTspGIb7roVCKyYSMeOAyvPsIe7+d2Mmy46Ozs5evQoq1evxmw2hzVb9t1MOh9gDvcSpBcF+3DtnBaX8yMJkUQhZpIGH/OQyV2TNkRItQX6bwPZAyIdRAqIBBCJIDIAG/j+HzIQoaHzZ3B2TV1mZibz588ft1s25snXIlZCDVHau4uqSETtpAoIKDj/jMckdLXAoX/Cm8/C67+F7S/Aib0wME4U3poEdzyuWbHMIHJX0FNJQ8pZTRSeLm302Z2PgyXy9jmzQUpKCr29vbp/Nw3W2V2h6yLCJF4nT8xbsGCBQe+0YVtbW1xMm2hubo4rQ+ITJ05QVFQ06Xi3+WRSTjbVtM/Yy85PEDNG3kcZ79DAA7xIIubh6N14GFDIwM4O6vgKL/Edrp7WcXt6ejh48OCwqIPwJlS8m9GidveQwkoaeJQ2fkeIfgQGLDixkYMJO5IQQTpJZBVOrpp8x4FfaqJOGadjXlhA2sD/X0jjZoSIzPfZeI0SOTk5BAIBdu/ezapVq+Km7AIAexqUXgLH/ka2UkN10kq8hmRsod4Rm93xm6P8+VAnmUkmDv2/0eLv9apurn7sEHPTEkANcd3aMr76QCG4u2Hnn+AfT0Bfh9aFGgoO1uAp2kzYUBDmnw8X3w4L146cE5tRBJ96Gn55O/S2gd2pNWZMgWRfJ/2mRAKKGVPQq60lNVcTdc78MN60c4sQguTkZN2nUGzYsAGz2XwZ8CXdFhEmcfSXexqLxXLJlVdeqXt9XXd3N6mpk3QsxQDxNA7N7/fT0tIyZS++u1mHjxDBGdTaSSQu+rmVlVgx823+jhFlUlE3hDhjLNlRWqd83P7+fvbs2cPKlStHlQHMZELFe2iksIrFPM5ajpLPjTgowkYi4CZAGyF6cHIt83h00vo6Kb0QeAHEJN8Pwg6yA0K7InIOk3W/FhQUkJaWxoEDB+Lvs7H2EyAEIhSgrG8Xx5JHC7ePrcnmlU9PnOlZPy+FfQ8sZ9/98/jqw4/B1ufhK5fA77+rGQEnp0OSExyZkJoFKRmQmArJaVCzF37+aXjoBmiuHrnj9EL47Itw/g1axM3TNWUrlOze47SYsrSI3wU3w31/iClRN0RGRobudXaZmZlYLJbMWK6zi0thl5GRce0ll1yia32d1+vFYrFMGhWKdvr7+xFCTNpJGSvU1tZSVFQ05WjEJuZzF2vowjOtRgqJpB0PFzCXe1nPUVo5wilSJhkYfzbKYELvGabmlRUIBHj77bdZunQpiYlj1xG9J+7CI4F8yvgVi3iZfP6NbD7DHP6Dcl6lkG+gTOV3rDYCEqYyOUAGQa2efLtJmKqlSUlJCUIIqqvDP2ZUkVkGaz4O3i4y+2vpMzpH1dptKHHgtE0hkeXpgEVXw4v/DU//uzaqKyVj4rSnUDSBl5QGrbXw0PWw9bmR21jscM2/w8d/pRkKe7q0CJ6nW2vUGPpblRICPu3x3jbyTu2iac4G+ORv4cp/jZn069lkZGTQ3t6u9zLYtGmTEWLXqDPuhJ0QQoRCoaWLF8+Cy/g0aG9vj4v6uniK1oVCIZqbm6ftxfdZNnEbq+nEgwf/pDV3PoK042YtRfyI6zBi4NlBYTYTI9oUrPyBA5M2ckgp2bNnD/PmzSMtLW3Cbd8Td+GTQCEZ3EIOd5PODZiY+D2fOeH/bqbjUzc0hqurq4vm5uawjx1VrP0kFK5BuNuZ17eHEzPwtdte08PSnzbxwS/8ksptr2qCzjyNGzYhICkVEhLh6f+A134zepui5XD7Y/Avr8AHvwjz14IwQG+rJvR6W8FggtL1cPmXSbzvGQKZpfiyxvbkjBWsVit+v59QKLymsXC5/PLLUzMyMmLW9iQea+zmL1y4UNG7PqS9vZ3S0lJd1xAJmpubWb06PsxoT548SV5e3rSjqALBF7mIMjL5CW/QSh8CcGDFMHhvpCLpY4AAKjbMfJr1fIK1wwbH+2nGOsMpFiYMCATN9FDK+BNMjh49SnJy8pSF+Hs1dzNjgGo87ETFj5WF2FmNmO49sjL4O5KByaN2wgTK+LY8kzET82FFUVixYgXbtm0bdzJLTGI0w4d+Cr+/n9zaHVQX34dfWDDLKXS/hwIsTx3g5A+vJlHk8/Iff881f22m+u4ZugWYzJDogP99CHJKYMEYAaLUPFj/Me0HNE+6UFCrzzurBi8310NLSwtFRUUzW0+U4HQ66erq0jUwsnHjRoxG42XAF3VbRBjEXcTOYDCsvfTSS3Wtr5NS0tfXF/O+UB6PB5PJhMWi+1S2sFFVlbq6OubOnTuj1wsEV7OE/+MefslNbGAe3fTTRh9t9NGBh/lk8DDX8Ab3cQ/rR0yt8ODDEObYKA/+cZ9rbm6mt7d33Cka4/Fe5G7qhOijjk9ynOto4Zu08l3q+STVfJABppe2FMIOxmtAuibeUHpBOMEws5urcCZKmEwmVqxYwZ49e/D7x//sxRxmG9zwc8QlD1Lk2kWtuURLc45HyA/uDhjoI/n9nyNx9d2w7+9ctmQuAVWlwxvGe2M0a9G+Jx8Ab9/k2ysGMFnGbKzIy8ujqalp5muJEjIzM3VPx6anp2M2m9OFiPQMunNDTC56IrKzsy9evXq1rkqkp6eH5OTkmI9+tLS0kJOTo/cyIkJLSwsZGRlhj3YTCFZRyCoKkUj8hAihYsU0YZrVjpnuM8ZTzQTbOAX5brebqqoqLrzwwhl95t6L3E2ORFLPvXjZjZGMEb/rAG3Uchsl/BET04gymO+E4MuDdidj3ItKH+AG89cQYvq1upEYE5aUlERZWRl79+5l1apV8fO5UBRYeQtzijfxxvbtlBzfi8HbpdWuub0QCoGnU6uLU4yw8qOw/COc8ipk/eRmRIKdXafcqBLSrGGOi7QmgasNXvs1XD7zCRFWq5VQKITf7x/uhI9F0tLSqKqq0nsZLFmyRNTX1y8EDuq9lukSdxE7VVXPP+88fV22Ozs742I0T2tra1xMzQBtfFhxcRgO8WMgEFgwYsM8ae3cEvLwThBxm4ggISSSXEZf/EOhEHv27GHZsmVhidb3IncT42UvXvaMEnUARhyE6KGb58Z59dgIJR+sT2idr2oHyF5NzEkvyHY0UfcfCNMHpr3eSM5+zcnJwWazceLEibD2E40YnHlkz1tM07VPwe2/56Z/Orng8Q6OdQbJ/34zvzTdyKPW23m0OhlSC3j+ke+x+Be7qPjNYe77WzXPXLMoMmLXngyv/xqC4RlEZ2Vl0do69Q76aMRkMiGE0N0se+PGjSkGg2GlrouYIXEVsRNCGAsKCpx614N0dXVNOyUWbfj9flRVjYtu2J6eHoxG47iD788FN7GcF9iPRE67gaKbfq6jgqQxui0PHTrEnDlzcDgmn3IwGe9F7sanh1dggt+dgSS6+T2ZTC/iIgwLkba/QuBvEHwKZBtgA+MWMH0IoUz/xiqSom6I8vJytm3bRlpaWlxYOJ1JUVERu3fvpmD9ep5+6fUJt713jp97bynT7EwiiSkB+rrg2FtQvn7Gu8nJyeHYsWMxPyUoNTWV7n2pLp0AACAASURBVO5uMjPHrymebVatWmXOzs5+H/A/ui1ihsRbxG6B3t2wUkrcbve4VhOxQmtrK1lZWXovIyLU1tbOuLYuUpSRSSkZ9DIwrdepg2LiZkaPLWptbWVgYCCixdJnRu7eqnybKtlIJ72TvzDOUelDMH46VGBEneF8XyFsCPM1CNvvEPbXEfaXEZZPR42oA62ZYvny5ezfvz/uJlNYrVYSEhLo6uqaeEMp4cQesM7Sd3soAHX7w9pFUlISbrdb967ScBlqoNCT8847D1VVYzJiF1fCzmAwrNy4caOujRP9/f1YrdaYj3ScOnUqLtKwfr8fl8ulu/WMQPBlLiGAOuURYRJJJx7eRxllZ3XD+nw+Dh8+zLJlyyL6WQsS4jnxBl9a+gwvhnbwy8rn2SS/wF18n50cidhxYg0ri5ATzO0N4SYBfaP0syXqhrDb7cydO5fKysqI71tviouLqa2tnXijnnZtLJghzJq68TBboXp3WLsQQpCenk5nZ2eEFqUPTqdT93NISkrCZDI5YrGBIq6EXXZ29sWrVq3StWq0s7MTpzPCYfpzTCgUwu12x3xXL0BDQwNz5syJCqF9PoV8kyvoZWDCDleAECrteDifAr7FlaNSgAcOHGDhwoUR7Vj24edufsx/8Gu6RB/blzZgD1m4prKCt2UVd/J9nuRvETteLJHCFQhMqGNEXCUqkgDp3KbDyjRmW9QNUVBQwMDAgO7TASKN0+nE7XZP3P3rcWk2I7P1XWIwQW/43aDZ2dm0tLREYEH6kZCQMFwOpCdLliwBWKjrImZAXAk7VVXPX758ua5r6OrqmtQcNtoZOodoEEPhIKWksbExqupNrmQxP+NGzBjowEM3XtRBA1qJpJ8A7bhx0c/1LOPnfBjLWaWwzc3NKIoS8Yjqd3mO7VSSiYNEtKjza0trMIUUrq5cikMm8l2eYweHI3rcWMBIKnl8gxBugnQOijlJiD6CdJDKdSSyQZe1nStRB6dT9ZWVlXGVkhVCkJ+fT2Nj4/gbzXZDkSASXtSkpaXpnsaMBCkpKfT26lsGsmnTphSDwXC+rouYAXEj7IQQBpPJlKp344TL5YpIIbuexMvUjJ6eHmw2W9S1/q9nHq/zGX7Ch1hKHh14aKOPVvowY+A+NvIP7uVrfBDzWaLO7/dz7NgxIl1L2oOH53kTJ8kjo4MCXltagzEkuKhyPkZp5FH+HNFjxwoOLqeYX5HIhQTpIEgbJvLI4yFy+fqMpoqEy7kUdUNYrVaKi4s5fDi+BP6kws6WDOositlgQBs5FiaKomC1WvF4ZlbzGS1EQ53dYAPFxbouYgbEXO54AhYsXrxY1xBTIBBAUZSYnw/b0dHB/Pnz9V5G2NTX11NYWKj3MsbEiIFNzGcT84cjdWYMI0yNx+LIkSOUlJRE3DT6NfYRJDT28QfF3eYDxVxZuZg/lO+nVXSTRXx1R04FG+dRyM+QhJCoKON4C54L9BB1QxQUFLB9+3a6u7vjpkvWYrFgtVrHvzlPzQajRWtymI06O/8AlIxukpoJQzNX7XZ7RPanB06nk6qqqojbVE2HwQaK9yJ2ejHYOKFruC4eonV+vx9FUcI28tWbUCik+1iaqSIQ2DBPKupcLhdut5v8/PyIr6EVF6GJ8kCD4s4UUrischHtk01MiHMEhnetqIPT82QPHToUV56HBQUFnDx5cuwnhYC5FdA/S5EwgxGKlkZkV0PCLpZJSkqir28K0zhmeQ2x2EARN8IuOzv7klWrVuk+cSLWhV1HR0dcmCu3tbWRmZkZ83WCQ0gpOXjwIEuWLJmVc7JhQUxW4DMo7gwhBVdla0xc0Ie6otva2mhqaqKuro7a2lp8Ph+1tbWcPHmSlpYWOjs76evriwmbCL1F3RDJyck4nc7xhVAMkpGRQWdn5/hF++s/PDvp2KBfiwIuvDAiuxuyPYmFv9HxEEJgMpl0H2cXiw0UMaVCJyIaJk64XC5KS0t1XUO4tLe3z0pE6FzT1NQUF+nkIZqamnA4HLM2jH01CzBgmNRA2St8bFtaz40HNkSVibGqqvT29tLd3Y3L5aKvrw9VVTGZTMN1liaTCZPJhKIoCCFQFIVgMIjX6yUQCODz+fB4PKiqisViISUlhdTUVFJTU0lISIiK84wWUTdEaWkpW7duJTc3N+aj/KDVpw1ZbYwZ7V+8CRISwd+v2ZNECrcLLr5dmxsbAYQQpKSk4HK5YjpVnpKSQk9Pj66Zl40bN6a88sor5xNDo8XiQtgJIUR+fn5qSoquFnZxYUzc3d09dIcSswSDQdxu96yJoHNNKBTi+PHjrF27dtaOUUo+iyjkKCdxMvb7JpH04eGT4kYqllboPqGiv7+f1tZWWltb8Xq9w0Js7ty5JCUljVnr6sdLDycx1irj1l9KKYcjfd3d3dTX1+Pz+XA6nWRlZZGenq5LHW20iTrQxj/NnTuX48ePs3BhTAU1xiU/P5+GhoaxxYTJDNc/CL96UJsWEYnPvc+rzYt93x3h7+sMhtKx7wm78Fi+fLk5KyvrQuBx3RYxTeJC2AFZubm5ui4gGAxiMBhQlNjNbg8MDGA2m2P6HOC0uXI0RFgiQU1NDfn5+bPe3fst7uAmvkk3fThIHBG5C6HSRS/LKOEWNus2fiwQCNDU1ERTUxOgeXaVl5djt9snPL5Espufs5vHkKhk8An+wktcxH9iYeTNmBACi8VCVlbW8PSVoZrN1tZWDh8+jMPhYM6cOefMFigaRd0QBQUFvPHGGxQVFWG1joxi3XHHHfz5z38mMzOTQ4cOjXqtlJL777+fl19+GZvNxhNPPIHellVOp5MDBw6gqurY34WrroTdL8GRbZASpuAIBaHfDR//ESQkQc1RqKuCUyfB54MEG+TPhaJSyC2EadxQpKWlceDAgfDWpzMOh4Pq6mpd11BWVoaiKPqOtJom8SLsSpcsWaJrHqCnpyfmI0RdXV0xb64MWtoyXqIHgUCAxsZGNmyYfY+0YnJ4igd5gP/mGI2EUIfFnQHBFazmq9yKBU1gnktx19vbS01NDS6Xi7y8PJYvXz5KRExEJc/xFj/GihMDJhQMnOBvqAS5nJ9M+nqDwUBGRgYZGRlIKenq6qKhoWF4Vm9BQcGspSKjWdSBlr4sLS2lqqqKioqKEc997GMf495772XLli1jvvYvf/kL1dXVVFdXs3PnTu6++2527tx5LpY9LkKI4WjXmGMVhYDbvg3fvwXaTkJy2swid6Eg9HbCBTfA27vhv74MwSCoIQiFQBGgqmA0afu3JcLVW+DiayFt8hmqVquV/v5+pJQxe5ObmJioewNFbm4uwWAwT9dFTJO4EHZGo7GsoqJC1zEJ8dA40dXVpevQ5UgQCoXo7++PeZE9RE1NDUVFRecs9TePXJ7jKxzhJFupxEM/2Ti5hPPIYPTne7bFXVdXF8eOHdPWNm8eFRUVM9r/bn6OhSQMw52sAgtQz5M8zy7mcAnl3EMik39/CyFIS0sjLS2NQCBAfX09W7duJSsri5KSkohGVqNd1A2Rk5PD8ePH8Xq92Gy24cc3bNhA3a7XoKcNvvEBbSSXxQ7zVsD6m/njH/7Ali1bEEKwZs0aXC4XLS0t5OTk6Hg2WiS4qalp/HnZiQ743K/hkU9CwxHt/43TEPbeXs3eJLUUnn9hcJ/JYJ/gMuYbgN/+FJ55FLZ8Fq68dcIInhCCxMTEmJ4ipCjKcC2s0aiPXFEUBZvNZhZCmKSUAV0WMU1iO+c2SGZm5vkLFizQVaS6XC70rvELl66urpiux4D4MVcGLVrX3NxMQUHBOT2uQLCIQj7BZXyOD3ETm8cUdcPbD4q7UChEZWVlRDrxent72blzJ9XV1SxatIgLLrggrC5nNy0YOV2YLvETog5BkBAD1PJH/o8P00/HtPZrMpkoKSlh48aNJCYmsm3bNqqqqiIylSFWRB1on4GhqN0wHQ3ww5vh0U9Bf682kkuq4HXB23+C73+Epjf/xJwzAq/5+fnDaXY9GTLHnfCznOSELzwFV9wL/X3aLNngBB2cUp7ezmABdzIcPA7JDkhN1+r3JsKSoG1ntcHj34EHbgXXxPNUo8HkN1yiYQLFvHnzJFCk6yKmQVwIO0VRlujdjdrX1xezd0Wg1QhKKWO+s22ovi4eqK2tpbCwMCYMryMl7gKBAAcPHuTAgQOUlJSwevXqiNwwpbEAP24AJEEkASRGJApmkrGSgQ8XJ3huRvtXFIWCggI2bNiAwWDgzTffDGteZyyJuiGysrLo7e2lv78fWqrh4RvgZKU2TUExaF2kRrP2b3I6JKVpjQO/+xrU7dd7+SNQFIXk5GRcrkn8Go0m+OCn4CsvwkW3QcAHfd3Q0wGuVi1S2X0K+rq0H0c2fOBeaAxBXz84MzT/uulgMkNqBlQfgi9NLO6GOnxjmaEGCj2pqKiwAmW6LmIaxEUqNhgM5us5D1RKiZQyJi7A4xHrbfHAcO3T0qWRMfnUk1AoRFNT0zmprYsU003LduPiD/yV3ewnk3QubVlP/1E3mcWZNC8+xRFxjGVUsJIVYY/ruoDP8mfuAfowDu5LJUgiWSiDX4MGzHSwJ6zjGAwG5s2bR35+PocOHeLkyZMsXbIAa4IJFNvkOyA2RR0BH6LydYqPvsqJgy+xePsjWl1Yag6o41xmhCAvNZGGPj88+gl44A80NjaSlxcd5Uw5OTmcOnVqat+LGQVw3Rfhyvug5QQ0V0H7SQj4wZ4M2SWQVwqWJPj01eD3Q3IY37dCaNG7tib4j0/B956GMVKV0RDtCpfExESam5t1XcOSJUsSExMTF0NszFOMeWEnhDDOnTvXomcnZ39//7QKuaOReBgN1NPTQ0pKSsx39QI0NDSQm5sbczcLUxV3J6hjC/fTgxtbMIH3H1rLPwL/xL22n79bXsKPnxAhjBhZxfn8hB9hYeb+40Vs4DJ+wg4eposqUoBk8kjmdDe9ip8UpuZ9KPGjcgiBEUE54qypIRaLhRUV2bTV/oK3tu6lLOsf5GYZIfUBsCwbd78xKeqObodf/Qt4e8kFqlfcg9+YgFn1Q1cTuKXWFCDlqCaDq0rT+enbTXxknpWdv/gmKSkputfXDZGRkUF1dfX0GrFMFihYpP2MxQ8eBFeHFqmLBClOOHEY/vAEXH/XqKcVRcFoNOL3+6NuZvZUGTJb1pOysjKRmpoamXlv54CYF3ZAYXFxsa722n19fTHvX9fT0zN+oXCMMDRtItaRUlJXVzervnWzyWTiTiL5Mt/CQz8Leot5394LOFhUzasFO9knDrCAHDLIGN52B2/xK37Nxxl94ZoOxWymmM2ECPAKzxHCSIgACib8uDCQQAkfmXQ/IXbi53NIvIBEkI6FR1BYoG0QPAk93wX3E2SaQzhKitnXcBvtbheL8+7CkPMkWMpH7TcmRd3BV+Hnn9RqxwbcKFJScOwVThaso6TqZW7aqfJ6q0qHT5L//a187aISAiFtqsOnVuZx2XwnLx/vpOTJE9iMNfzPn/6u8wmdxmQyYTAY8Pl8kZnNfGg3vPYiONLC39cQQmg1er/9Kaz7AGSPNpePBi+4cLBYLLpPn5g/fz6hUChmrBZiP7QBZUuXLo2MXfcMieWuoyHi4Rza29tj54I4AR0dHaSkpMTsHTZMXHPXQDNHOcHylkW8f88F/O287VQWHscjPKhI3JxuPBMIkknmOf43YmszYMJODgu4CxUf/bThoIzNPE4SEzeqSLrxcw+SIIJUBE4kXfj4BJIABFug/SPgfQEIASbMhlrOL/oeSdY+dhz/KAPtj43ab0yKus4m+PGtWlRuwA2KEYRCQc1rNBRvQqqSp8+XtFxlJHBLMo1XW7hzruBTK/P41Eot3SqE4JHLSjlx3wUc3FLKSvuAvud0FhkZGXR0TK+hZlz+95egKNpPJDGZNeuUvz4/5tMOh0P3GrVwMRgMBAL6NaQO2oDFjBdYzAu7xMTE8qVLl+qqSGI9YhcIBDAYDDHrdQRaTVogEJhSSryXILtx8zo9vE4P7+DGTfTMCK2pqaG4uFjvZYTNeOLOLT1sqF7BstoyXlj7D7qStYtOaPB3EDzrd2HEiIdID14XLOPzfIhd3Mg+3s+zpDF5bWaI15D4ENjP2JMDSQ8qb4PnSVB7te5PDCAUwITAQ3Hmm5Tl7mLH4UUjLrQxKeoAfnE39HWCwazNORUCkJgC/Tg7jtGat1x7TA1pI7iEAbpbtJTsWKghcEdXoX9GRgZtbW3h76j9FOzZFl5d3UQkJsNLT4HfN+qpaGg+CJdoSMempKQYhRAxcaGPeWGXmpq6sqysTFdFEuvRrt7e3pj3fevs7CQtbfwUh0RylH6+SgMbOMxd1PBZ6vgsddxJDRuo5Bs0chx9Iwb9/f34/f6Yt84Z4mxxp6oq/kov6Z5UnlvzN3zm0ymWJJIG/x0ZgHfhYiOz00QiUDAwnchoPzDOgHj6YWArCDsIIzAoYAYFD2ofGUk1nF/8Mnv37qWrqyt2RV3tfjjwdzBaxjTnnVv1V+pLLgHEaXGnBrXIkncckSGlZsgbRTgcDlwuV/gWPkf2giDy0bohzBbNaqV+9JSGaDD5DZchPz49WbRokYApFuHqTMwLO1VVF+ptdRIIBGLaJsTlcsW8uXJHR8e4F8ZOAtzGCW6gihfoIgkDqRhJxTT4Y8SGgWfo5FqO8Ulq6CF8H7KZ0NDQcM5966bDLur5JM+ygu+ymof5Ci9xYhLvtyFxFwwG+ec//4lBGiioKKRLcTGAFmEIodKHlwLyCNFPL73000877SSRxKf4xLk4vUlRWAMYkGd8PiR+NIm4AgzpgB8MGYA8KzplBLWHxPT3s3r1avbv38/WrVtjT9QB/P3nWlRSObu5RxN5yT0N+BOSGUhwMCzugv7TXm5joRggMbqyXYPmtJqFSzgc26+J29kkGILaY6MeVhQFg8EQEW9FvUhKStJdnC5btswO6Cs2pkg8CLu0iSI1s00sdxsN0dvbG/MRou7u7jHHoTXh50aq2YeHNIxkYBq2uzgTE4IMTKRhZDt93EQ17Zzbmg4pJc3Nzeg993g8nmQXd/AUb1GHDTNGDPyeA1zP4+ykbkr7GEr3386HeYB7AOjChYseLuZCtvEiD/FflFBCCil8mBt5lqcomKT27VyhMA8jHwdcSFqRtAJ9mPg3BA6w3wL4QSSCIRMIgBwAVE3UWJZD8u0IIYZHPcVcCYTPCwf+odXUnY1iAARIyZyaf9JQvHHwCe0xpKpF7s4mFND2VxZ9DUMR8YKrPgSWWXZOEFLrkB2D5OTkmLY9iYaIXVlZmdXpdC7RdRFTJKa7YoUQorCwUNdQ2dkjdGKRWK8RVFWVQCAwqnPNRZA7OEEHAdKY2sdEIEjHRAN+PkENv6EEO+fGcsTlcpGUlBSV0d8aOvger+LAiumM9yODRDz4+Cwv8Dr3YRnnK+XYsWMoisKGDRs4ePAghysP89Hy67lZXEsr7SSRSPJgKvYKLucKLj8n5zUTzNyHkYsJ8ioCEwbej8JgTWTCJWD/GHh+paVkjbmgesC8GZLuAut6BnxB3nrrLZYuXYrdbmfnzp0sX748dsoh+joHawfHQAjNhDjoI69+G9sv+grzD//x9PNSji0IPS5Y+2GwRt/3kNPppLGxkbC8Ugf6Zy8NO4QwQL93zKeGIl6xOgt8aO6tnuTl5WGz2WKi+DnWI3ZOp9Opq9VJrAs7KSWhUEi3OXyRYLxxbj+khUb8OKco6s4kDSPHGOAxIlA4PUWamprIzx9tVxANPMteJHKEqBvCjgU3fv7J8TFfW1dXR19fH0uWLEFRlBE1dwZpII+cYVEXKyiUY+YzmPjUaVEHmrBJ+SJk/gVS/xOcP4a8o5D1W7BtHhZ1Q+lXq9XKihUreOedd3S/cE0ZqWriTTEMNomchdEECEx+Dwn9XfSmnPWZtp4lYH1ebX8bPzprSw6HoTq7sDCZxm8aiRhSO84YREPEKxwURYnIqMJwyMnJQQgRHamDSYh1YZeTn5+vax4j1s2JfT4fCQm6usWETVdX16g70T5C/JFuUmcYlBYIHBh4mg584xbLRw4pZVTPuT3MKRImeC+DqNSMUWvX2dlJQ0MDy5cvH045zsZs2ajDmA+2a8H6QVA0ITNeo0RSUhIVFRXs3r2bUCh6urPHJdEJqJCSMXZaVSiDaUdJft1WmgovPP2cwQi2M4Rdfx/4B+COH0Nm0SwvfGYYDAYURQnPbiO3cMyO1YgSCkH+2AGlaKhRCxe96wRzcnIIBAIxMa8y1oVdblFRka4FbrEesYv1Gbcw9ji0l+kmgMQUxigqCwr9qPyD2bcK6OrqwuFwRO3UDCc2AhMIXAGkMPIGZ2BggAMHDrBy5cpREzTeFeLuDCbrfnU6neTn53Pw4MGZHcDVDAdegv1/hs76MFc7CdYkKN+sRdmEAnIMMaoYwWInq2kPrbnLtcielJCWP2hr0q2ldBPs8OnHYeG62V1zmIQdtStfOfsdv0YTFC8Y86mEhAQGBqLLI3C62Gw2vN6xU83ngoSEBIQQMXGxj86ryNTJKSoq0vWNjnVh53a7Y7q+Dsa2m3mCdmwR+HibETxBe9j7mYxTp05FzSilsbiWpahIJKMFWAgVAwqbz3ACkFLyzjvvsHjx4nEj2u8WcTdVS5OioiJCoRAnT56cxs774On74YeXwgsPwu//FX58BTxxJ/RFyFh3LDZu0Wq6sks0wTJW5E4xYDQasQ64cCflQEKiFrELDEDxcrjrEfj3V2Fe9E9qCtsLrqR8UATP0mc8FNLE89yxhZ0QAkVRYiMiPA4R6U4OE7PZbBQx0O0U08IuNTW1OD8/X9dK84GBgZhOZcZ6xC4QCKAoyqiRVSfxY43Ax9uKgVpmOYUCUZ2GBVhHMUvJpQMPoTMid35CdODhFlaQzekU24kTJ0hNTZ30nGJN3EnZiwz8GRn4E1J2Tbr9dHzqhBBUVFRQU1Mz7gXslVdeoaysjJKSEh765n/Bkx+HI/8AmxMS03i9VSHlO0dY9uWnWLagmK9/9d9mdJ6TMm8FLLlYszDJLdPq7UIB7Ueqg92vIVADZDe9zamFl8IjJ+AHh+Dbb2tRukXrIUZmIYcdsZu3EHILwDtLdW59Llh9kTZebBxivc7OarXqGrEDSEtLk8TABIqYFnZ2u32e3lEOKWXUps+mgsfjwW63T75hlDKWVcvAYFRJCSMNO4QB8M5yjZ3b7cZqtY5KV0YTRgw8xoe5gnJ6GKAbL9148RHgM2zgS1w8vG1fXx9NTU2UlZVNad/RLu5UuR2/uhm/WkHQfx7S9wD4/hW81yDVlnFfNxPzYaPRyOLFi9m3b9+o9yEUCvHpT3+av/zlLxw+fJinn3ycw/t3Q1L6iI7L9XNT2PeFNey7cw5fvXKW3BmEgI9+G8o3QaAfsuZp0Ttr8mnDYsUANgdZZknrypu1mrwYJWxRJARcf5fWHRvpz7dUtajpVRM3n9jtdjyeSE9wOXfonYoFGKzpj04/qjOIXUUCCCHm6On5FQgEYrqbFIjcgGudGMtc2YIYTBqG/wUqB/c3m0R7tG4IOxYe4ipe5V4e4QZ+zod5g/u5m3Uog18lUkr2799PRUXFtIRqtIo7KU8RlPcicSNVN6qhEdUYBJEBaicEHh/zdeFMlEhPT8dut9PQ0DDi8V27dlFSUkJxcTFms5mPLHXyxyrPmJMfADDbYNfT0zr2tDBZtKaHW7+t1c5JFVIyIaNQa4TIXwjX/xsJ//I0QcUY0wa5iqKgKEp457Dhciicr0XXIkl3J6y5CBYtn3CzaBBG4RAN6x+s6Y/emplBYlqVBIPBHD0jdrHeUTp08YyBkoFx6evrGzWpQUGQjJEAEnOYosyPxDnLfybt7e0sXLhwVo8RSdKwcyFjd981NTWRnJw8o0kmQ+LuwIEDVFZWUl5ervtnU1KLRCJIBDqRUiCVPgihjQ2T3aNeE4kxYQsXLmTr1q3k5OQM+xo2NTWN8FLLt6rsbBgdTd5e18vSh98mL9nE9y4PUT6jFUwRgwFWXgkrroDmY9DRoI0NS3RqdXRGbe1paWl0dnaSlZUV+TX4/dDZBl4PWBLA4YTEyJeXDHWWnt2oNWVMJvjCd+CzN2idwOYIXDu8brAlwj3/Pr7AH8Rms9HdPfrzGiskJCTg881+WcxEFBUV2YmBiF1MCzvArmfjQqxHu+JhasZ4c3qvIZXf0EFGmEFpNyFuY/bGPUkp8Xg8Md/AAhAMBqmurubCCy+cfONxiDZxJ5iDQEVKN0I1o818VUD2AUEwjDRSjtTsV5PJRHFxMVVVVZSXjyPNEtNArRvx0PK8JE7+vzUkWoy8vL+Ba35bTfX3Z7yMqSME5C3QfsYgIyOD9vb2yAq75gZ46Tn40zMQ8J1uTlBVWH8JXPtRKF82qeCZKkOD6Gcs7ACKSuH+b8APHoREoc14nSleNwQD8J+PgmPy6UvR0HwQDnrbnQDk5+cbnU5n1JsUx2wqVgghTDpb9Me6sIv1jl4Yf07vh9G+6NQw0rEhJAK4bhZrZXt7e0lOTtY9MhUJampqKCgoCPtmIZrSskLkY1A/i7H/CAZ/HSZfAoZgISgFYPk2wrR5eNtIibohCgoK6OjoGL4Y5+XljUjPNtqKyUsyjjAJTk4wkmgxgpRcNjeBgNFGR8csdsdOEafTSVfX5M0mU6LfC1//HNz2Qfjd41pUMMWpNQ6kpGr/vvl/8PktcNfV0BgZ+5eIecFtvhI++01NmPXOIIImJbg6tX+/9gson1pXcUJCQkwLu2j4jszJycFms83Tex2TEbPCDnDoPXXiPWGnLxNFHOeSwHLs9DDz9v5ugmwimSxmL6o5lrlyLBIMBmlqaqKoqCgi+4smcacEa1BkIYpYjRBlCGFC2F5AmK4Y3ibSog6092D+/PlUV1cDcP7551NdXU1tbS1+v59n/m8HV116sWZrEvQDcKrXX66s3wAAIABJREFUhwz6oa+dXaE5qAYLes7SHsJkMiGlDD/i4u6Dz22BN/6mRamcGXD2d4DBAKnp2vNN9XDPjVB9JLzjEuGu0ouugoefhcx86GqDfs/kTRVSgrsXutth4Xnw0z/CkvOnfMhoEEbhoigK6mz7AU5Abm4uQogwZsudG2JZ2GXrPSzd5/PFdCoz1qdmTDbj9ovkIoH+GXS1eghhQnAfs2s0Hi/Crq6ujoKCgoh29kaPuFMH03kKmhXzyM/TbIi6IXJycujq6mJgYACj0chPf/pTLr30UhYuXMiNN95I+eef5FHXQh7d/v+zd95xjpX1/n8/56TPTKbPbGMru8suu0tdehVFRBEEUYSrIGIHrw2Fi1xRUblyxfLTq1cFEZEOUgRRQTosZfsOW9kys9NLJmXSc57fH0/CTkkmyUySk3B9v15xJZOc8yQ5Ofmcb/l898OIhwfWtrPilnUc9sdBvvTUIPfcc0/Z/KDX19dPzzIkHodvXwVvbVOCLpsbgRAqkhePwTevgN6uqe+bIhTvL1oGP38IPvstqHLD8BAM9qrmikhI1eGFQ+D1qBrC4UGYORe+fjP84HZonZ33Lq1W6/QmaJiMzWYztc5u5syZxOPxsp8+Uck1drVNTU2m+kNUesQuHA6nnbFaKQSDwUmtWlbi4r+Zy1fZh0TiSjPnNB0BEkSR/IoFLKa4wtfv91fO8PcMGIZBR0cHJ598csG3XRY1d7ZPQvzpZKOEAbYD3nDFFHWgXv+iRYvYvXs3y5cv5+yzz+bss88e85jP/fwBNW+1dztXXmZwZesScJSfN2VK2E35fXrpadj4BjQ05Vc3V1OrhNHt/w+++cOp7ZsDES8pZeGOQZsN3v8xOPsiaFsL2zbAljegc68SpDa76qRduRqWH6UmS0xj36kJFCZXMU0Zu91OJBIxLSDhdDqRUpZ9x2QlC7ua2tpaU9df6cKu0tcfDAazmiu/hzr+B40vs5d+YrjRsWcIVIcxCJDAicatLORoitvQEIvF0HW9bCIqU6W3t5fm5uacrH924uEPtNGBnzOYy4UswcnkPzJmizuhHYx0/QWMraDNRmiqdrrYoi7FrFmzeP755znkkEMye2baXTD3iKKtoRDU1ta+nVYGVAQuGgGHM3v0DeDeW5UQmspnX9cA/3wCPvdNqM2/YztFSlgU3A1BCFhxtLp9+IrCbnsUqYhXpZrSp95/M9E0rXwNR5NUtLCrq6v7l7CbBpW+/mAwmFOX3cm4+QuH8ABD3Ek/A8SQgCVphRJPNkm40bmSGZxPA81ZxEYhSDVOVDp79+5lxYoVWR+3lUEu4QliGNjQeJ0enqad2zmLBAY/50X+TBtVWPkmp3M6B7/93GKLO4MIUd7EygJ0Jv7wC60JtAMRyVKJOlDdgC0tLfT09GB2+cl0qK6uxu/1wpOPwN23wZ4dysTYMGDVUXDRJ+G4UyDdBcJb22Hnm6p2biroFrWfpx6FCz4x5deQSseWnc1VIAAvvAAbNsDatdDZqYSzzQbz58Pq1XD44dhbW00XRtOhHISdrutlX8JWycKuur6+3tQCt0QiUdEGxZVud5JP88dMbFzFDD5LC8/i41UCDBJHAxqwcAI1nIL7bbFXCrxeb0WnwkHVaRqGkVME4NdsJIZBE04SGNjRWUcfa+nldXbzO16jDieDBPl3HuEuLmHFqBrHYok7iaSHTxNmPTp1zOFhdDI3HJRS1KWYN28emzdvrmhhp732EtqubSTu+62qxWxqVZEqacC2LXD9l6G+AW76FSwZ5+u4fo2ahzqdz9tuh38+Pm1hV1adpR0d8Ic/wEMPKSGXSIDLpV6rJSlmt21Tgk/XsR93HJHjj4dzz4UKrO01u8YOKiNiV/bKMxNWq7XW7XZXZqFAGVHJacBMVieTYUPjTOq4njn8lPncwny+xRzeRW1JRR1k9uCrJLq6unIWG28xnJy962MdA2xiiA4CtDHI39lBNXbsWKjGThyD1+mYsI1iNFRIQoR5HZ0GEgwTZUfGx5oh6kBFu2KxWOUWvj//FFzzBaq8QwTmHawMhFPnHqGp9GhDI/h9cNXHYXvb2OcP9ueWrp0M3QK+6U19KId5pYAScH/8I5xzDtxzjxJzjY3Q0gLV1coM2WJRETu3W93f2Ig9GCSyYQOcfTb84x+FH29WZCwW8yeY2Gw2hBBlHRGpWGFXVVXVWOk/imZSLiObpkslC9NsXb2VQHd3N7lOfzmJ2XQQoJ8QFjR0BGHiPMheGqkijBItqVFwtaRPdxVa3Gm4qOZ8EvRjYyF2VqV9nFmiLkVrays9PT0l3++02d8O37saqqqoCfgI1E0SKXLXKrFx9WdhjIAqwPlKiGkLmVTzgan4/XD55XDTTUrQNTcrIZcD9nicSHOzeh++8hW47joV6asQykHY1dTUSKCsxUfFCjuHw9FgprCrdGE0lWgXgB/JPiS7kXQXaB7rVIjH4wW11jCDaDRa0TWOqZRIrvVGn2YV8eQxEyNOAoPZ1LKbAJ/meJxYGWCEQUZYyQzOJv0UAyi8uGvmRubxErN5CI2JndZmizpQTRTd3d2m7HtaPHIPxOLgcFLtHSLgzjK5ocYNfi88+7cD9zU0q7RiLkgDhoZg91uwfZu67X4LBgeheno1rXa7nWg0Oq1tTItAAD75SVVH19ysUq55YAuFiDqdByJ8jzwCX/taxYi7chB2ybroshZ2FVsgZrFY6s2MdlR6fV2uws5AsgZ4CMlaJP0cOGgkoAPLgPciOAdBfYnSmZXe+GEYRuYOxwphYGCA5ubmnB/fiJN3sYi19GJDJFOvVnxEWUErj/JJXqcDJ1ZOYgH2LKendDV3QRHi59yKHTtf5FLs5HaMCAQ69cjERiQx0I56OxpcDqIOVDp2ZGSksHYbxSYYhEfvU+lAoCrgo/egHCYy2e1w1+/gfeepSNvhx6pUqpSZ6+xiUejrg75eSBjKcjD1WCnVDFt/DH7+U7joYpWezBO73W5exE5KJcK2bYOmPC1fklgjEWKpumpNU9t56in4yU/g6qsLvODCUybCTkCRLROmScX+sgghas2M2MXj8YoWdtnWL5E8jsEZGHwOg78jCQNNQH3y1gBUAduAHyE5DYNvYTBcgihepQu7SjeHBiXs8p1q8HkOxY4NO3YkGgOE+TCLqMJKKzV8gOWcweKsoi7F+MjdffIxbuM+fsOd/JVn8lqbTKyH0MchdBkkngdSou4VVvA0TS+dA7vuymubhUQIgdvtxufzmbaGvNm+RQkqqxITzhEfwaocomauauhsh75k6vngQ2DBYhjJMNIrOAJtW6C7Swkeq1WNGtMtB24WC1Q3wW2/hQs/BFvfzPvlmGrw+8gj8OKLUxZ1AJZYjPjohjlNU00Ud9wBGzcWaKHFoxyEXV1dnUaZR+wqVtgBpgq7WCz2jhV2/Ug+j8E3kIwAjcmbAybE4yyAG2hO/vsIkvdh8GyRxV2lpzErfZwbgMfjyXsg+mnM5leczEoamE0V13IE1zI9/7XR4q65zY1dWrFiZSZ5RmRkGEiATADhA5G6mQZN/Q+px6z/ARjmNTA0NTWVxezXnAn4x5THWaMRYrl8b4VQo8FGAgf++6IrlO/d+LR7MAjbtqpUrdWmmjHGY8SgqkEJxpYWiITh8k/A9u15vRzTIqWDg3DjjSryOY01aIaBHJ8psFiUEP7GN8o+JWu1WstB2Fkoc2FXscpESlltZir2nRqxa0fyCQwGUdG5fJS/JfmcEeCLGFyN4LIiXTtEo9GKdU8HFQkqOy+sPIjH42iaNqU6x1OYxSmk76QNk+AZBkkgOZVGavKM3LEJft72bVoObWWFyFyjlxb9OHD8HGSUcOwUXn01mX61emCLFSLDUDMPhHnf+7q6Onbt2mXa/vPGahtzNSgApNJ6WeWJ5O1IHwAnvRuWHQZbN6npE6C6Q3ckxZme4XMx4sovr37UCC63G7xe+Pyn4ZHHodwb8f78ZwiHC7POdPWotbXQ3a0igqedNv19FAld18tB2Fn5Vyq2OCQSiWozI3aVXmMXj8cnCKPepKjzkL+oG00VKlX7IyR3T2FOay5UurCu9Iij3+8vuFVLDINPsomr2cY1bOejrCdA7ifxlLhrTNRBW3zShgpJnE18jUHWjHm+sJxBJHE6r7766oGautrFcNodcNQN6l8T69tqamoKN4i+FMyZp8SXPHAesMSjxC1ZLspisWQN2Kioq80G3/slzF0AQ/1KoAwNqihTRlGXjK62LgXruAup2loY9sCTT+T1kjRNI5FI5PWcaRGPw+23KxuTYqJpcNttxd3HNCmH2tK6ujobZR6xq1hhZxiGw8waJcMwyuIgmyrjhZFE8s1kpK4QtpVWlLj7IZLtRUjLVrqwC4fDFS3sijE1Ywt+2vDThJVmbHQQ4mU8eW1jfM1dh+ziWdYgkXgZ4A6up4NtJAjRyf108sCY52dslGhcBYs+Cs78C+4LiaZpSCkxcu0QNRMpweMFaYE322DHDujowB7wE3VkKUPwDcPZ58P4c3xtHfzsT3DMKeAZgI520Madh6WEREzddBvMWg6ODKLI6YTbb8vLBqXkdV5tbaobtoC/d2lfbW0trFsHw9Pz+nunU1tba7HZbGXtLF+xv4xCCN1MYSWlrOiuxvERxweRvI6qlSsUNtSVw9UYPIiGdZods3EJLwLPSyAWZ5tmYXdCrflwAacIOBWwVYDenqrdTLkQCAQK3iFqQ0OS+tFR/5turu/rDNNHlHfRiJOJqeDR3bJ3tt3Pbw59kPvFL7AyyDP8iUZmUsVyVvF7ajn87eeNEXUNDaroP10k6PW/w/p/wskfgmXHFubF50FqrFXaUpRIBP75NPz5QRWNWrYcPnIRHJp95FtBWbcOvvMd2L0bogHV3CDCMDyMrbuTaHcPVRbSi5VEUjSdd1H6bVfXwPf/Bx5/GL72OTBGxtY9SsDphtoZ4MhSk+ZyQU83rFsLRx2d00tLCbuSXZht317Q2jc9HsfQdfTxUUdNU/V2O3bAMccUbH/vNBwOBw6Ho6wjdpUs7Ezdf6VH7EavP4Lkv5G4yaHuJU/qgN3AU8D7prgNKeFhCT+W4AMM4EOxOAmLBQvQh/r7IxKcwJUCLhagl/HHky4VXkmEw+GCd/Uup5rzaOVhegE4kXpOZGxzxrMMciVtJJCcQSO/IL1gSYm73Zva+Urbv7H40Pm4xUqu4wHmspyXWUMLZ4x5PW+Lutpq+O0HIOqHyx6EmlFRuq7d8OuvAxJe/xvc8k+oya+BZLo4nU7C4fBEYefxwKc/CW/tUsXwVivs3AmPPgyf+jR88UulSSM/+yx86UtKJDQmW696oxAcBosVSzRC3JDw5lY45BCoGuUbmEio9OrFV8CCgzPtQTHsB3sDNC+BeBSMhBInulXdckEI5bG3fVvewq5kvPHG9KdujEJIiaFpE4UdqBT4tm3/EnaToGla2Y8Vy3q0CCFuE0L0CSG2jLrvcCHEGiHEBiHEG0KIY0b97VohxC4hxHYhxHtH3X+OEGKTEOJ3BVq7qT/blR6xG73+54AgZPD5nx4CFbm7dVStnSHhNQm/NeAzCTgvAecm4FMJ+LUBL0sVnQPwSPiUAd+SEEd15zYDdsMATccKuFA1gY2oA/omCZcY0FvGHtKV3lVdjOYPgeC7LOEhjuJ+juR/WIFl3ClqByPEMHBjYTMZrC9S2xOC81Z9gFMTx9LR1g4SDuZIbDgI08V2/uvt1zIm/RodAW8nBD0QHBy70UhI1YtZ7SqyFC99h2zG6QfXXwu7dik7jLo6JZiam6C+Hm79LTz3bPEXt2uXmmjgcqnUnhDq1rIIXLWQiGEJh4hVVasrtu3blbCSUqVfPYNw/iXwmS9n35fHo04wmg42p0q32ly5i7oUGsrQOEd0XS9tKrynR9UXFggtkZjYGZtCCOjtLdi+3okUW9gJIc5K6qddQohrkvctFEK8JoT4pxAi65VkLr8stwO/AO4Ydd+PgO9IKf8qhDg7+d+nCSGWAxcBhwKzgKeEEEuklAng34AjgW8LIVZIKbcwDYQQpv5sV5RJaBpGR+zuwkiT0CocbmA7sFNKXpOC30oYQgk1O0r4AXQAayRYpKpM/QjwBLAfJeZGv9uaNDDG19agxKkdeBP4mAF3aTCjDD+mVCo8KOHvEh6TMIha/2oBFwqYW4brTlGsVLJAsDjN5IcU59DCg/TQQ4TrWJR9e2lMjIUQ6FRRxxHpa+qqGuHf7oRYEFrHDaOfvxw+dBW88Xd49yVQX/qau7TCrqMDXn4JmhonRuVSM0Nv/Q2cdnpxF/f736uoT13d2Ps1HVoXg38QSyxGwmoFDGUqvG+3Ep+tc2H16TB3OTzzEhy5Eurr0u4GALutIJPGkBIcuadVhRClnTxU4EYNIWVmYQdlb3liNrquF03YCSF04JfAe1A/fa8LIR4FLgc+CiwELkFpsoxkFXZSyueFEPPH3436vQaoBbqS//9c4B4pZQTYI4TYBRwDvIK6LkoFWKZ9mStMVlWVPjkgJUwlkk0Ut3dbAFEJnzBUKrUaFV2bjBDwn0ACOISJ4VlNSowMh4BIbn8Q+LwB92tgKTORZBgGd6LxCwMiqC+iFfXF2iLhdgknAj/UoL7M1p7CjK/gTBw8yWokoOUYtE8n7izYsIfjStQtmkdT1bjo46yVmTYG53xW3UzCYrEwMjIy9s4321S6LtM5ye2GTRuV11uxzlvDw/D440qkpUNo4G5G1LRiWKuhaT6EQuA3oGoWbA3D1idAPp5co4D3vQs+8WFYvnTi9hrSiNipIDSoz71lTAhR2ohdVVXu49RyQBgGRqZjwDCK331b4WialhJgxeAYYJeUcjeAEOIelK5KoAwnqshBP031G/5l4GYhRAfw38C1yftnowIvKfYn7wP4Dar23ZBS5ucKWYZUcsQuKKHHkLyExjdi0GnAfgO6DfBKiBX4YtQnYZ+hsRcVecvFltePOnolsBUV4RuNEnaTH771wA7g1jJLyUoJ3YbBzQjsqDRyHeobW416jxqAl4CLDBgqs/WbjUDkLOrefs64blnDEKxfI1Sk7i83w8M/LtJqk4RC8MYG2LBl2hERi8Uy0W4jm5+gTAq6Yp6z1q9XB3eWEgNNSqTdBbZ66BbQFYeRODTWQ2ODijo21IO7Bh5/Cj76ObjzwYmdq8efqF7TdERPSuiecFLOT0l1JpeMFSuUh12BSGtSnMJigYOz1Db+H6fIwi6ThvoFKpJ3BfCnbBuZqrD7PPAVKeVBwFeAW7M9QUr5DynlUVLKQg2kM73GrpKEnZTQZsB1MTghAn+JG9yZEDyUjKL1S+iQsMOADQa8mRQU0z1/BSRsNzR01MGWyzsmUUdzKoqlAW+h1plCM4yMEbsUAiWYfi3BX0bi6O/JtGujEGSqnNFQgq8L+FqRgwNSwhsG/FcMbojBQ3EYKaP3KxekhHuicGdU/f+AhC9G4clRGiol7oLBIAF/hBWHHq3Sr+d+Fc68IvedxePwwmvQtiO3xw8Mwvmfgiu+Bp+4Sv0bieT3AkcRDAbZv3//2DuPPCpp85EhbecZhlNOK66wCwRyOmEMt7TQP3sObO2CWAKsOtjSpPUtOjQ1KIH3w5/DvY+M/fusWUqQTceeY9ijtjFzZs5P6e3txev1Tn2f+XLooaoRpkB0H3ww4UxROSFgaZroaBnh9XpLK6zHUWRhlxYpZYeU8lQp5QellFmNLEUub1AyFfsXKeWK5H97gToppUymRL1SSrcQ4trkIn6YfNzfgBuklK9M+RVlYM6cOV3333//zMg0TpDTIRqNIqWsCC+yONAlIXU06EBNOEzUohOyWAmLiYIrdVQIVM3aVI5iiUqppralk1uDRhyVnhy9ppRTvTP5b+3ICAGHg0QOkw/iwEygtL2LmXkLcPv9eKqrc/qhjQOLIMdx9vmRANrlgc8ptRqBqvHLVO1WDIPi6RABdiUF8EJNHWs7pfrMZ416iw3DYGRkBMMwsNlsOByOsRdoCQNGwlDjynwV0tWr/NmEgLmzoTpLDLqrRz3emoxkxeIwsxUaJqkfm4RYLEY0GqWqatyn09OtmgCsFsYs3jDUbf6CgnqhTcDng/37s0bswi4XJCSOoWH1HkoJTsfkKWIp1Wdz8IKxInBkBNr3KRGY97W+hHgC5s4b25mbhWAwiMViwVbAhoZJiceVBYmuF0SY+xsacHm9E7tiU5HPQ/Kc2FJivF4vbrfbtMDKSy+9xG9+85tf7Nu376pCb1sIcTxKM703+d9jNFWuTLUtrwtlGfYs8C5gZ/L+R4G7hBC3oJonFgOvTXEf2ZDHH398kTadnfb2dmKxGIsWZS/gNpO/x+G6OIRR6b1Uv8FxO7fSU1vP5tZWtluMjAdCXCp7kRYB80R+55V2Q9AjVVQqhoqeLc7h5PsWKvU6/ho1iopiLQTOWvcGry5Ziqc6u7jwAkcAt5ZBg3qbhKsMuPKF57j3pFOQObyh/ahmim8XuDRKSrgkCpukel9HLyUolVi63waL0+z32Wef5bQyGj0UlHBnSB2vl7qgWsBhSWFnE3DvFnhhd5gPu9dw/PHHs3nzZhoaGtB1/e2GCgC++yf47V/hd1+G92awvzjzEhj2gS8AV14KV142+eI+fiVs3Qk1yShJ/yB8/MPwzfOm9Fp7enrweDwsWzausSMaheuugaf/MbaWzmKF730f3jtVw6Ec2b8frrtODZWfRKTtOWQ5omOQ+S++pg5Cw4Ajj1ANFpPRPwiXfgSu/sKB+6SEL18Fzz+ruoFzPUFJCf0DcOpp8NnP5VV3uGXLFlpbW2luLqTrZxYeekiN+2rMVp2cnVfPOYdVzzyDc/wEk/5++Oxny3qkGJh/7hkeHiYUCo1kf+SUeB1YLIRYAHSimlEvzncjudid3I1qflgqhNgvhPgU8Gngx0KIjcAPgM8ASCnbgPtQTYlPAl9MdsQWHDNDsWBCncUUuDsOX4mr6EWTGGvQLoWGJiWOpHDL9EosQgmsPgk7pLIqyYWEhD4p3haMkszRn/EESH9gWlEpzBhgCIGW42KcQBvTTysXgi3J99vQBFqOtUHVwCtFWPsGCZvTiDoAl1DRvNtLODlpOrgE/NEFd1cpUQfQKg6YVR/RFOZM+4Hu1/E1d29/ly88GT73flg9STrqi5dCKAItjfCBMzI/LsXxR0EwpCJOKWuPow+b8mtNJBLpZ/TabHDzLXD3A3DFZ+D8D8M3/wP+8czURF0oDPu6oL1LicZszJkDq1erGayTIINRhGGogy4eh5aW7KIOoLZGpWNDoQP3CQE33QyrDlPCRObwnZIGDAzAYYep5+bZTGKK1dWllyoBXICTmBRCvf+jicfV+3DBBdPe/jsdwzAooq6JA1cCf0OVl9+X1FV5kUtX7Mcy/OmoDI//PvD9fBcyBUz9mS55Z1SePBaHG+MqSpZuEoMhBJqUWBFYJcg06dgUQoBVqsaKXcASyJr1GJJqTFmqyF2Qu7CLkv7AFKgPfQCQmhKmuWAFPMntmp04j6AEU0LTsRhGTqlkDRVxLTRPJ5TIzBTkqAWeTMD305T3pI7/SugMD4fDdG1bwwlHrWDtM00clAyyp7VCWTYXrps7+QbPPRPOOlWlHHP4/Pj0v6n07cN/VY+/6nJ4V+7F+uPJ6oG4dOn06qTau+COR+Ghpw6k52xWuPj96tYySdToiivgM59RQiHDGhNxiS2RUNsWQgm7XLDZYCQEO/fAquUH7nc64Te3wfX/AU/9XYmfurqJdWmxmKrHEwLe81743g9gCqU0ppjTH3MMnHACvPKKikxOA0PXJwo7jwcuu0zVLf6LSUkKu6L9+Espn0A5fU2Z8j8rlykl9zLKg/0S/jOu/GgyjdcyNIGWPDZrpcg6al0kI3fDUkXvsjEsBSn1l3p47lUsmdFQIk0J09y+W6mVlMOnVS2UaI1aLFhz7I6MU5yJ02EmPwHoKDGcDrvdjln1rfkw3qfukT/A809ALADDuyZ2y+b8nbbbcxN1oATGjdfAhqdh/VPwuUunVStVjKkfb/PGFjj/3+Huv4LLAfVudbPo8NsH4ENfgp37Mj//hBNUOm9wUAmpNMRtNizBkBJ/CxdAPkbXAgikyYLZ7fCjH8O9D6kRaiNBJVaGhtTN41H3feQi9Zgf/XhKog5MapwTAr73PfVeBYPT2pRMXtS/zfAwzJ4NV145zUX+36CYEbtCUbHW99JkVVWuqVhDwjVRFRVyTHLuMcSBiFerIRjQ5Jji+XQIocyD2yXUSrBP8uAABxouUhMjLDkWN1sg41p01JSMmK5jydG4M2WEbHa0DuBYkr5+Fgu2eAyVKJ6cIPD+IvyOHCbg3kn+7geWZ9hvyiS3aAKjAKQzH/7JAyAk/OX3sPYxOON/M5sYF5wCTRoJh8O0trYWZFtj6O6Hz383GUUb12pkt0FLg6ot/NT18PivoCbDpdqVV0JNDfz0p0q8uVxKREkJoRBxuw1LKAKLF2f2vJsM+yRNC4sXw7Xfgqu+rLz9/MnpJDU1sPzQgni0ZUyFF5vWVvjRj+Cqq1TadLQgjhkQikHUIGnyCHYdnNYJsxWlpiFS506/X12g/Oxn+Qns/8MYhoFhGGUt7Co2Yme2qCrXVOxLBmyUqlFiMhLiQI2XS0KVJGvUDlSdnoGKCmZCSoghxkTJ8vkZqkYJ03QI1P7DFiu2HCNeQWAZpRmTmY3ZAo4HfBYL9lj29SdQr/n8Iqz93bryFExnbWIkmyc+lUGLOJ1OQqNrncqMtBMlALtDTZ9yL4Bjrj/w+ClH7kwgFAoVR1Df84SqHZysy7fODR4fPPF85scIodJ6zz4L114Lzc2qLi4ahQULiC+ch6WhIX9RZxiqi3VODunC6mo45lg4493qdsyxBTPeNXXO8+mnw803K2uZIS90BmB9n7pt98BuL+z1qn+3DsHaXtg8AP1BVePHXnhnAAAgAElEQVSJSsVqiURyJJuAW28t+07YciIejxMv6bDg/KlkYZeYYNJZQso1Ffv7hIpqZRMxMYvlbWEkECxIqEMhF6lqRdXQxXN4+TGU4W5VHlYEdUyeNj0Q8crtuxUBTisDUZfiSg1GbHYs0clTmQaqWeRCobqSC41TwM9t6jMakGo6SCJZSzkAXKDDezKcIWpqavD5fOn/aDKZRF0KKSE8BK/dCPFRH0GliLtwOFx4m6VEAu5+Atw5iB+HDf7wSPbH1dXBJZeoaRRvvAGvvQYPPEBk5XLsgSlcFHi8cOIx0FrCbtQ0xONxc+c8n3QyrD4LdoVgn1ddhVm1pB+grv59+6ZBJAF7fbC+H7pHVBlLby8sWAD33KOaSP5FzgQCATkyMpL7cGETqFhhp+t6cMJYndLuf6L7u8l0SXjdUEXv2YhaLNgSB4SRSwpmJVStXbafMyHUYwYzPFAkGzHiqDmwB+Wy+FE0oA7MdCJTJm+xHIVdIrmtc8tI2K0ScKbDjh6J4CH9+x1G2Zy8C/iPIq79WA0etCkRF0OZQB8i4GdW+I4l8wWC2+0uS2EXDod54cU1tHWsYE93+iLzRBSiXuh8HiKesX8rd3EXjUaxWq3pU8XBMHQOgH8KNVi+gIrW2XOIRLkc0NGd/z6SRFwO7FWu9LVymUjZolx64ZT3WyhMFXZr1sPZV8BrbXD4KpjVAkZC1TMmEhO7ZoUAi6Zu0oC9HgjH4eOfhPvvhzK36ypHfD5fLBeTYDOp2Bo7TdP8fr8ft9ud/cFFwGKxUG7R2E2GElRaDkIgqk8URrMMQUhIhjQVlZtsMxowTOYUqxVJFMFSQM/TOFQHZqDMEsdX0xioWrmYxUJNOPtV/xBwQZEiXtPhCIedKr+fGLCRAylXifpSuoGvC7hUTCiRKTgLNbhBgxvyyC5VVVVNnFdqMqlI3d/fWMHDzzRR/RC8dt/E5kiLHWoXwkl/gqoZE7dTspq7KeDz+Sae8wZ98LOH4dE1SQEk4V2HwVfPh3k5FkFYLOq5UmYP90uZe+NI2qdLtOu/Cl+4Rn04k9XMpfbXPwQnHwPHHjnl/RYK06YO/eUZuPZmVQvXnCy2mT9fNT7090Nfn0p3p1ublKp7uLUFrHa451n4UDssXVjKVzBtTOlIHofH44miSpDLlooVdkIIn99v3ntbrsIu1xhiuoiXQLAwoaEhGdAkOpknTmgka7PGdTmk0of1yUYL5xQnv81CibIIajtGHOJRiEXBloDtIRuH+r30jkCNDVxpRIkP1bTx9fL4TR6Dw+Ggvr+fO3XYLeH5ZPqzClgm4CSUh2C5IoTAZrMRiUTKYvrK6PTri1ubsFlhdmvmfgXdAS1HjL0v0QfGMFgWl6+4GxoaoqFhVAXtkB8+9kPoHISGGtW9mjDg6Q3w6na45xqYn0a9jqfaBbNbVP1cVZb6Pd8IHLFs8sdk4O0I6CnHwfe+Adf/SAm7mgxTWKJR1bBx1Cq45Ya8PefeMfzzFbjmZtWw4hj3fbNalU3JrFmqWSVVz5gS6XY7uJyg6So7YLVAJAqXfRPu+SnMm51uj2WJ6WlwYHh4OEaZC7tK/pb4AuOds0tIOQq7zTK3kV2QuUZNQ7AgIVgUVyfZKOlTogIlIlNbSAm6IeAcBPcKgR0xZYsRDVgswQhBYABGBiHig0QEZBwGNDv2cIR9PtgyAG0D4B1VL+VLrvF/NKgx//d4Ai6Xi2DStmChgMs0+LoGn9dUPWA5i7oUTU1NDAwMmL2MCTV1134G7vsJ3PPj3Btm4h3QfzYMXADB+9R95ZiWHRgYoHH09IHfPalEXUtdcqwWoGvQXKtGo/3X/bltWAi4/HyVzp0MmRzDddnUpmaM6aT+0Nnwux+rsWyDHjVZwhdQKVqPV83YjcTg05eox7myjG4rAaZEjHr64er/UuJ7vKgbj8WiOoAbG5XfXWOjahpJGkAnLDp6PKHMnkdC8LUfKjFYIZSDsPN6vQnKXNhVbMQukUgM/ytiN5YRmftM16jFmtFHTSBolAJ3TNKrSXp1SYwDXfRCPQhDqjowW/JvJwGXo7E6KeiWosaDTWUiZsyAjmGQyaGxUqiLdS25v4DNTl08ik1PuijEYfsQNDih2g1NGvxag0PLQCB1x+AhHzw7An5DTUk40mFndbj8feAmo7Gxkc7OTmbPNu+KP12jhK7DoYvz206iA2QIiEFsM/BRdX85Re4MwyAajR4QRoYB9z8PdRkaHhqq4aU2FdVryMEJ8ZzT4I+PqWkTjbUTVbGU0O+Bow+FE49Iu4lsBIPBsR29xx0FD90GW3fAA3+B3e0q2lRfB2edDu85paxsOEoeoZYSrv8pRGO5NbZkIW6zYIkm/QUbamHrW/CHh+BTH5n2tktBOQi74eFhgwOj18uSihV28XjcY6aw03W97OxO8gm/RixWHPHJxwRZEcwxBLMMiV9AQEgCmiTKAZF3HoITERwNzByVdhUCvqXBxw0V1cvnQIsmYOugauaya8ovL4K62VHRQZ/VRk2qpVEcmCXeHwJXHO5qgoNMFnVDcfh2nxJ0EnAmh9MPATt8goYoXNIu+d4MwcISzRMvJPX19WzevNm0mqNs3a/5YDsGqi6FeDvUfGHs38pF3A0MDIxNw4ajEIxAdYbUqaap6F2uws7lhN/fCJ+5AXa1q+em0rL+5EF8zEr4+X9M2ZNvZGSEqqpx/ndCwPKl8J/TmJZRIqLRaGmF3WsbYc0GaJzK5fFEYnYb1khS2Amh7Gt+cSdc+D5wF8MGvbCUg7BLNo2VdcSuYlOxoVBo0MxUbDnSKFRnYy7EdB1rPLeKPA1BrRTMNjSWxnVWxnVWxnTmxHS+jcY5iDGiLsXhAj4ulJDJNYllSBV5iyZU537q91ND1d3NRaWbo0mD5RgHDIjnCDhSA1scrhlS1h1m0ReHj3YoUdegQ7MFqjUl7qo09d9Bm4tOf5CLOqCtGDPDioyu67jdboaHh0u+70KKOgBhAfc3oPoLMPI3iL457u9lkJbt6upi1uiRTw4bVDlUujIdCUPdmvJoMGtugPtvgV9cB0ctB6GpEOgpR8Ot34XbbsxsTJwDfr+f6gL5yZlBySN2f3w4aTNQmAuJiMuOPTgqU2CzqlTsE88VZPvFxlQPwSTJgNK/hF0xCAQCgz6fz/yilzLi6GRkKyemeaIIA7OE8kKbjK8IOBWVss0lvtnpV2lVazKnLFFitQZYlNznoQKOBhxCcKQ0OBpYIZT5r12DRg02ROFOk3R/xIArOqE3Dk2WzF3KHkc1C+J+EhI+3anEYKUxc+ZMurunbn0xFQot6lLE90Pvx8Fzk/o3vn/s380Ud1JKPB7P2Po6TYOPnQbDGQ70IT+cuipzqjYTFgucuhpuvRFe/CM8fwf84ltwzKppnzcCgQA1NeUfGcpEKBTCUarU8MAQPPe6GulWIKJOO/bxdZROB9z+UMH2UUzKIWIXCAQ0oLwsAcZRscJOShnwer2T5xJLsw6zl/A2y5I2JbmS0DT0KU5GCQJH5HD0WAX8TIMPCtX1Odm3IRyHnqDy1ATVnBED6lH1eqMFkhAwYnNQFwtP+K0RAuo0+KkPPCZYDT4zAnui0Jjl/DNor6Ex7Metg8+Au0sf+Jo2ra2t9Pb2lux7UCxRB0khFwN9pvp3vLAD88RdX18fDQ0NE1PAl79Xdb32DkM0eWUQT0DfsBJ03zTf9200RZuaUSKCwSCuUjVxtO1U6fACdgJHXI6xETtQKfj9PeAt6yAUALFYzHRhF4/HjXKfFVuxwg7wJ9uOTcNmsxHLMOjaDI5I1nDFcvytCdrsOKNT18Zn5nj0WAX8UINfJoXnAOBlYgSvP6jq5BKjUsqLgMWkj3r5bC7ckfRmrLbkNh6b3rzsKXGbR73mbPQ7a2kJeQFwa/Anr4r2VRK6rtPY2Ehvb2/R91VMUQdgPwKsh4LRr/61Z+gPMEPc7d27l/myBr77N/jk3fCdv8GbPVBbBXd9Ez5xhqq5G/CCLwjnHQ/3/QfMMXdKw2hisRi6rpeFbcxUKamwe3MX5DB2MB9UKnZcxE4I1VG9Y09B91UMSl7jmIZynxMLFdw8QRkIO7vdTiQSwWYrj8r3KgHn63BPQo3xykbIbsMViRBw5HcFHZZqnuspeV4WnCbgnxo8A9xhwBYOdNlKCd0hkBo4UcbHDUxutuyzO3FHgnRm+LtLwL1B+EQJMz/7Y7A1Ao05tCd77DXUR1Qaza5BIA6vhuCUqZcwmcL8+fPZunUrM2bk4Jc2RYot6gCEHVr/BIYHtHpVXiYjYOwC0QDazFGPLWFDRSgUIto+QO13n1O1CXYd3uiABzbCF06Ez58I13wUvnYB+ENQZc9u+msCPp+P2tpc5uKULyWNOLbtUjVwBSTicmALpSnYiSdgXyesXlXQ/RWaSCRCfb4zhgtMIpEo+8vvSo7YBYaHh01VzilhV05crKsPNZc5rkGbHVeWeaXp8AGX6blFpcZjF3CWgLt0WKfB/Rr8rwY3AbMlrEbV0DWJ7BM0fHYX7kjm6RNOAfviEC7h13AgrjzocvmNl0IQ13SsCXV9YiSfX2m43W7i8Tj5NjNFYtDWCd1ZUtCFFnURHwS64ckvQve6sX8TGuiNSVHnhcCFELgY/GdB9LFxjy1R5G7PK5uY/0gH1DqguQrcDmiqgjoH/PIlJfJAGc821JSlqAMYHh6ueGFX0uL9ULjghswRlx1HOq9Cw1CmxWWO2YboUsqKiNhVsrAb7O3tNfUNTjnvlxMLNbhUB0/2hxJwOKnOYSzXaIalshG5tACxXouAxQKOEdCYABf5nceGHdXUhTOLCU2okHR7CY+SfH/ae1x1zAjm8mmVN4sXL2bnzp05P/6pN+GUH8Elv4Uzb4Gr7lLOHeMpRqTu2esgNAQdL8ITn4aRvvSPiz4Gxk7QGkC4IPzddKM4iyvuotEovV3dzN7iP9BRlMKiq4P8j28UdJ/FYmhoyPRoy3SIx+NopZx8YdEnHnDTJFzlxBFIc84XYsoWNqXEbGHn8XjQdb38hmSPo5KFXXdXV5ep6y/HiB3AlRZl/eHJck7wOV24Q7kXoUWlshb5kVVF3gpJZArnr2FHFfWTCDtQad5wCftbGnRls5Lr+bjL1cis4BCgvowNUx/BaSrNzc0EAoG3p2lMxv4h+Pp96rOpr1I+uk9vhVv+MfZxxUq/9m9RRvzOBjU/3Z8plz860ivI2NZdTHG3e/duFqz3ozkyRIlcVtjRX7D9FQspZcV3xI6MjJTWquWgmcqYuIAYuoZmpDk+LRZoKn/RHY1GTbU76erqQtf1TGeMsqFihZ2UMjwyMmJqrrtchZ1dwK+tqlbNO8lvjM/pxB3KLWIXlTAM/KcFVhXhqJmKUExoOprMrqIKLUInY64VFtnUhIlc6KpqYNbIEFGpGj6OM39q0pQQQrBkyRK2bt2a9bFPb1U+hc5kxlAT0FAFD6498FEWs6Zu6fkgDRWpq2qFxgy+uNZzQJsH0gMyAPZrMqfYiyHuIpEIPT09zB22QiRDjj4Sh9by94VL1aZVcuOE3+8vrTA9fFlBU7Hx1DixdEgJSxcUbF/FxMxjqLu7m0Qisde0BeRIxQo7gHg8HjXTbqRchR3AfA3usKn05kAG7eNzuKjJIWLnl6qu7noLXFikaP08i7I3yffjDNgcVEfTu/saUnXGzi1hFEwI+FS9EsK5ELQ6cMajBGIJLqoFRwV/I1taWohGowwNDU36uHTG0QL1eUHxGyWOvhLcc+G0H8D594I1g5jW6qH6IXDdCtWPgT2Lc0ihxd3WrVtZsmQJ2seOVEp4fKTFkOr+i4+a1n5KwYQZtxVIyc2Vly480FlWAEI1Lpy+NOf7WAxsFphdvOanQlAO1mLd3d14PJ5dZq8jGxX8MwK6rg9n+xEpJuUs7AAWa/CQHU7QlEFwcNz3Im6xYE1kLkCLS+iXqtv2dza4qIglGM0a1GiQb/nukLOGhlB6/6WQhIN0Ne2hlLy7GuZYwZNjI8Q+Zz2Lwx4uKczUINMQQrBixYqsoub0pWDRDgShpIShETjnMIhEStD9KsBWDUvPBUeW91y4wHIU6PNy3XZhxJ3X62VkZISZM2fC6QfDe5ZA/wj4IxBLqH/7R+DdS+CMPAfjmkB/fz8tLS1mL2NalDyVfPA8mNUCI/nVQWci6Hbh8qVxEh32w3nvKdh0i2IRjUZNd6Bob28PhUKhDlMXkQOVLuw6S+16PxqHw0E4XN6zoFqSadmbLKpLdFDCkFQRJSnB0ATaqJm3CakidP1STTm+WIfHbXBskY8UIeACF/jybHQYcLlpDnrT/i0o4aMmWIc4NPjdbKjVVZdrupIWUO+/JwG7q1v4ouhnprmTcgpCTU0N9fX17NmT2RNrQTPc8EEIRcEzokTdEXPhS6cVX9SVgumKO8Mw2LRpEytXrlRpJ12DH58LPzgbDqpTQ5Tn1MH33wc//qD6exkjpcTn8+F2F26CghmknXNbTISAT30EwoUJHoTcVbj84yJ2qZPTRR8oyD6KSTmYW+/duzcEdJm6iBwo/zaYSYjFYvu6urpYsWKFKfvXNK0swsPZEALOscDZOrxqwF0JWGvAIDDocEEwyHBV9du14UsFXKCrx9eU8CLuI1Xwh4CKFFpy3G+fq5Zjhyea40alMkP+oEk1a7OtcP9cuLYHXktecLuSBtIGkKoOXWiD65Y0MbhuJ7DMnMUWmGXLlvHCCy/Q2tqa8Yfw/KPg3cuhrUvV182tDfPqq5Uv6lJMx+du586dtLS0jBVCugbnrVS3CsPr9eJ2uyu6vs40c+X3nQI/ux0CQaie3slsxF1F8/5xLeBDw3Dy0So6WOaEQqHSmUNnYN++fXHAvGhSjpT3pV4WvF7vTjMjdqCc9+PxyjAf0wWcoMMvbPCyHZ62w/Huaq6PBPiNDf5sg7V2uM8OH7WUVtQBHGSBS6vBk0dLjMdZQ31obGeslDBswJVuc7tMWyxw6xx4bB5cUgdNSe+/Oh3eXwN3HQQPz4VDq61YLBZCOTaylDu6rrNq1So2bNgw6YWP2wnHL4J5de8sUZdiKpE7r9dLX18fixeXf3o1V3p6eopqXl0KvF6vOR58VS646WoIhmCavriBhhqqh0aVrYTC4LDBd/59mossDcFg0PSIXWdnp+Bfwq64BIPBjn379pn6a+hyuXKyeCg3hFBp2oNrqpk94me1pjzwco2UFYsv1sB8CwzmmJIdb/IrJQwasMqmRGI5MN8G1zTD4/PhuYXw5Hy4aQasdBwoa5kxYwY9PT1mLrOgNDQ00NjYOKZL1h+ER1+F2/4Bz29RZvelmChRSGQQwr9RxsXBqyC+cfLH5yPuYrEY69ev5/DDDy+tX1qR6evrq/j6OtOEHcCJR8GH3wuDnmk1UoRqXDhTqdhYHPwjcMOXoKUymlpKOs4tA4FAwJBSTjbyvCyo9LNHVzkIu0qOtNTU1OQ9MaCYODS4tQlm6NA/SX3aaPpdblpGvBgS+g1YaIFfNZgvUvNhxowZmB19LjRLly7F5/PR3d3Nq9vhXdfBdXfAzQ/Clb+Gi34Y5sWXKkjUSQh+HiI/BWMvxJ6DkY9DfO3kz8tF3EkpWbduHUuWLKlor7fxBINBLBaLqd5jhcD0qRnXXwmnHQt9Q2pKRJ4YmkAYEgHKG29oGL52Obz/9IIvtViYLeyklMTKaTj8JFS6sOtO5rxNw+l0VmTELkV1dXVZCTuAVh3uboZTHDBgKE+4yS5Uu6sbqPd7GDDgbCfc2azSnZWEy+UikUiUdZd1vgghOPLII3lz63ZuuMOHAJrcMKMeDmoI8665a3h8a+6irqcH7vkT/OE2eMsEw4HEJoivB9ECohq0RkCDyC+zPzebuNu+fTvV1dXMmjWrOIs3ic7OTmbPnm32MqaN6c0fFgv87FtwwZkw4IGR/H5zAnXVVHv8StAFkpG6y7P495QZ4XAYh8Nh2v6Hh4fRNC19p16ZUfHCLpnzNo1KTcWmsFgsxOPxsmsCadThl43w43ol9IYM6IurLtIRAwKG+v99CWiramDpyBC/aoSbG5RtSiUya9YsurrKvuEqL2w2Gx79KM49ZC0z3Op74rKGOXfpGl7qWMFTW5vYO7H3ZQIvvQDnvQ9+9AP4yc3w0Q/BH28v7trHI3tV6nx0/bxwgtGe2/Mzibu9e/fi9/tZvnx5EVZtLl1dXcqypYIJh8PYbDbz0+MWC3zvK/A/N4DVCv1Dygol27lbSgJ2K9WdfbB4Pjz0S/jI2aVYcUGRUpr6GXR3d6PrekWcoCu6K1ZKGTzooINMVSSVLuzggB+fmVdD6RACznLBe52wOQbrIvBGFHoTyrdzlg5H2+BIm4uevUFOtkvUXyqTWbNmsXbtWhYsqAwH+Fzp8dXwWNthnL/ydf626wjOOngdz+9bQVegCYsGAz6Y35r5+fE4XH+t+i2rTfrOxWLws1vgzPdB6yTPLST6quRvaAxEMrMovWDN4zdyfLdsQ0MDnZ2dHHfccRXdNZoOv9+Pw+Ew3XtsugwNDZWXufKpx8KTt8Jj/4Rb74d+j0rPahrYrOrEaRgQiar7pMR/xtHUHL0K3nNqRcyEHU8sFsNi8rq7urpIJBL7TF1EjlTeJzyOeDweSSQS6Lo5ubdKT8UCuN1ufD5f2Qm7FEKoZohVNrgs/SMYqak2fRalJwp/6YI2H/jiUGOB5W74wExozGFutdPpRNd1AoFAaR3ui8ziWdDlb2Bd9yI+tvJ5ntx5JJ3+JhIGxA2Y2zz58/fshoAf6hsO3Ge1Kgm/YR28931FXf7baDPA8VUI/zgp8DQ1csz+hfy2kxJ3r7zyCp2dnZx++ummnb+KSXt7OwfpbrjxH7ClG0IxqHXA6Yvh3EOVz00FMDQ0VH7NHzXVcPEHlf9c207YthvWboGObtUY4bDBIYvgsENgxRL8/d3MWrq0IkUdmF9fB9DR0SG9Xu92UxeRI5X5KY/CarW2t7e3H2RWlEPXdaSUSCkr9oq7trYWr9dbfievPGhoaGBwcNAUYfdWAH67G/7ao5o9NKFqHAzgiW64ZQe8uwU+uwiWZFnevHnz2LdvH4ceemgpll4STlsF85rCHNa6i5fbD+HYOTvo9tezb9jJ+1dDS5bpDzVu5fQgDRCjMzEC3AWoZ5cG+PaCxQlVWbKG9svAcjok1oJoAMuJB6J3+dDZ2YlhGLS0tLBjx468fO4qAWNLF31vbGfZT3apWYFOi/pi7B+GdZ3wk+fg7GVw7RlQa66FRTY8Hg9Ll2YYKGw2mgYrl6rbhZmvcAJ7dlb0xWLJ5/SmYfPmzf6RkZE2UxeRIxVajXSARCKxeceOHaauoRImUExGSthVMs3NzQwMDJR8vy8NwIWvwOPd4LZCkx0abFBnU/822aHWCn/vhY+8As9kqSdrbW2lr68PYwqdb+WKTIT50slr2NS/gqd3Hszj21dyztJX+dAxPm64OPvzZ8yAE0+G/n5IJJQQGxyA1hmw+pjprW1gIzz6Hnjig/DYmfD0ZRAenPw5+jywnQ/W0/IXdVJK3nrrLdrb2znuuOM4/PDDCzZbtmx4eQ+933+E5q0+tHoXNFdBtR1cNnA71H/XOeAvbfCxP0J/eTVvjSYaVUMOK7mr1zRz5QJSDlmMTZs2hQFzxUaOVLyw6+3tfWPbtm2mdsbW1NTg96efV1oJlJvlyVRIfQal/HFc64EvrFO2Kk32zPYqevLvDh2+tAFemUQ46LpOS0tL3tYnu4bgr2/BozvhxY4Dc1jNJuVTd+ThK/jVV5q47xr4xkWNnHnaUbx7wTr83hw6J4Dv/xe8/4PgHYaBQThqNfz61ulllkJD8MS50LMGfHvAvx+6noOXvjr1bU6GYRhs3LgRv9/Pcccdh8ViKdhs2bJhRx988UH2HFPH/B2RzPNHdQ2aq6FjGD57X/kcsOMYGBioCCueyfD5fOZatRSAcojY7d69WwD/qrErBYlEYvvGjRt9QEPWBxeJ6upq/H5/xaYyhRDouk4sFqvYK1MhBG63G6/XS11dltxeAYgk4Kp1YNOgKsdvkVNXqdp/Xw/PnJb5eQsWLGDdunU52UQ83w6/XAtvDh5oGxGAwwIXHwqXr4KaHOr7ikE68+FDDkr9tYaDWk/g9ddfZ3h4mCVLlkwaUaipgRtvguu/o6J2hSi3eeVaCHaD7gAEyDiM9EHPKxDohOoCunSEQiHWrVtHa2srixYtGvNapzN+rOz42fP46y0ITaN6OAex1uiCHf3wj+3wgfIrP+jv7694uxbTPfgKgNk1doZhEAqFIlLK8rwCGUfFR+yAHZs2bTI9YlfpEa9UA0Ul09zcTH9/f0n29XQfBOJQneelUZUFQgl4cpIhEy6XC6vVyvDw8KTb+tU6+PzfYKcHGh3Q6FS3BqcKiPzverjoERgwobcnl4kSNpuN448/HsMwePnll3My+rbbCyPqADqeQg3v1QABwqICTJFhiBfwPevq6mLNmjUccsghHHzwwWlF2zsictftg+d3s/vUZhZsmOR8mDCgLwCbemBtJ7w1BJ+4B775OGzqntZ0hULj8XhoaDAtZlAQSnWxWyxSNexmWp10dHRgsVj2m7aAPHknCLv+3t7c0jnFIhWxq2Tq6uqyColyp7m5mb6+vuwPnCZSwu/2gHWK3x6HDrfumfz36+CDD2bXrswuvI/sgF+8AQ0OqLVPzHjZdWitgnYvfOavqvu0VOQzJkzTNJYtW8bSpUtZs2YN7e3tJRE10gB09b7J0e+NgWrKWDj9fUQiEdatW8f+/fs58cQTs1pmVLy4e/xNIk4Nz0wbrXvT1BxLoH0Y1nXBvmGIJdQViE2HSAz+vAUuuRvOuwPazB+vNzIygsPhMN+/bpr4fD7T05jTYWRkxPSO2B07dmAYxmZTF5EHlX3EAlJKmUgk/GaO9bLZbFTIpJGM1NfXMzQ0ZPYypoXT6SSRSBT9s4jZXRAAACAASURBVOgOw06/sjOZClU6dARhzyQTBxsbGwmHw4yMTHxQwoBbXoNqG1iyfIMbnSqi92LH1NaaL1Od/drU1MRJJ52E1+vl5ZdfLvqFktDAPR/szSoFa0TVTUpY/HHQpuE+IqWkvb2dl19+mRkzZrB69eqcvdwqWtztHmT3iQ0s2BiY6CZpSJVy7fGrg9aqqeJTgeqWFQKqbCo12+6Bf7sX1phbztTT08OMGTNMXcN0STVOVLI4NdvGCmDbtm3xvr6+101dRB5U7qc9CovFsuutt94ydQ02m62ix0Gl0skV9UOShtbWVoodwfVEk79JUyyDEkI1Wgxn0Z+ZonavdIInDK4cyiGFUGu9bdPU1poPUxF1sRikvjZWq5WVK1eyfPlyNmzYwMaNG4vabb76OrC4wTkHHK1gbYCGo+Doa6e+zb6+Pl588UW8Xi8nnXQSs2bNyrterlLFXSwep+eQag7aliaPvWcIvGGw6pk9xKVUB2ydUwm/LzwM20tTWpGOnp4eWkvlfl0khoaGKj6VXA6NExs3bvTF4/GK8LCDd4iwC4VC67dvN/c9r3TLECEETqczpzqncmbGjBn09BQ3jVOI+RYSFcSYjNbWVrxe7wQD7DWdKmqXK7V2eKM7v+fkS76ibtMW+OxX4PCT4YhT4LxL4Mmn1G97fX09J510Es3NzaxZs4a2traiHJdzToWz/gQLPgjNx8ARX4dzHgZnnkMGpJT09/fz8ssv09HRwZFHHsnKlSun1Yg0qbiLSxiIgS9RVvVouxfbmPeaB238cRaIwmBoclGHVGnZFFU2VT/w388VabWjdy3h9b3wgyfggl/B0TcSPe77JDa247zyXvjdC9DpKf46isA7Qdh5vV7Tmz82b94cp0KsTuAd0BULMDAwsL6trS10wQUXmOZ0+U4x+R0aGjK9nmE6uN1u/H4/hmEULf3gtkJCHggwTAWZ3M5kCCFYsmQJO3fu5LDDDnv7fl907G9gNlKZrkgCXEV4S/IVdc+/DFdeDQhoalRr6+iEr30Ldr4FV30W+noFr740i2hkBha9i9cHX6eqqopFixZRW1tbsK7RppVw8s1Te24ikaCrq4s9e/ZQXV3NihUrCjoofkK3bONixJ+G4N5BiEhl/HuIA65ohrNqp34wFoBYLEbXLI1T1vqVR93otfT6laDLtLyUq3f1uPbteiesaVemxnOKVPz/wk648XHoGlZfSqcVnFb6lrlp3R2A9T2wZg/87Gk4dQlcdzbMrJxGhKGhIRYuLEDBqImUg4ddcoa3ucX8efCOEHbAjo0bN44Apgm7uro6zI4aTpfGxkb279/PnDlzzF7KlBFC0NTURH9/f9HSKAc5odUB3ljuViejCSWUafGiHM5Vra2t7Ny5k5GREaqq1AimBkd+zRAJQ/2mOovwbc9X1MVicM0N4HBA1ajrB3cNuJzwv7dD/x74x+Pq994wNCz6HBYuns0NNw2yc+dOgsEgs2bNYs6cOTidpf3KSykZGhqio6MDj8fz/9k77/C4yiv/f+40SaPRqIxGxSqWLRdZkuWCC9gYA9mQbEhCQjYFQhLSNskm2d/uJqRsSNkN2UCyu5C2AUIIBhxaaIZQQjXuBhdJlmRZzZbVpVGZ0fTy/v64ki3bKjOjmbkzYz7PM4/skebOuVPu/d7znvM9FBQUsGHDhqiN4zsj7nYdoeGR/VQ9k42UpQaDWr6yOOmGb3fCG1nw8xJ53V0B2traWFS5DHVuO1hdcsYN5A/qsHP2YlBfAAoz5SkKU1FJ8j4+UQ//uiWyAbu88JPn4LlaWcyZ0s8Roz3LjFTst5ydihEIwM4TsLcN/uPD8KFVM2w4fggEAni9XlJSFPI7igDxYK7sdrvx+Xx2kSg1ESTJUizQ2tTUpKhVv8FgSHjLk2TojAUoKiqiu7s7atuXJPjiIlmghYPdBzeXBXcOliSJiooKmpqaztx35UL5scEeZkbdcPXCyCd0wqmp23cQxu3nirpJNBoYH4Dt2yArG8xmyM+HHBO0t0r8+7/lsmbNejZt2oRWq+Xw4cO89dZbNDU1MTw8HLVpHR6Ph+7ubg4fPswbb7xBZ2cnxcXFXHnllaxYsSLqM5Ylj6DmR6n4CdDwsVGEbuKNlCQwqiFXA8+PwgPK1KO5XC76+vooXbgQvrpJXnqdrDNwThSSzvTZ8wfk/TDPUEOVqoW3I9z54/LCVx6WRV1uOmScm2H06lQ4jBqMFs/Zx6hUkGuAFA187yl4eH9kY4oC8bCEOV/iYR/a2trQarUzWxTEIUmRsRNCjC9YsMCv5LzWZDD5VavVqNVqPB5P0F188Uh2dja1tbX4/f6oDVf/QCH8ohlcftm+JFjcfrlx4roFwT/GbDbT1tZ2pl5mVR6UZkLfOBjnuBgXE0vGn105/e9beuHPe2BPM3h8UJAFN2yC99aAfpZth9v9OmiRkx/TEQjIBsGZRpj6tkkSmEzQ1QkH9sLmK7SUlZVRVlaG1+tlcHCQprpO+nvrcNvVBJxZLFphZNnqdNLT00lNTQ3quOD3+3E4HNjtdsYGxxnsHMUZsJFi0JJXmMuiRYvIysqK/THmDSuSxU/N3nzqrhqgYcsQVbtykSbVkkqCTDX8cQg+Z555BEqUOH78OMuXL5dLHz5WA4dOw7PHZNHkF7OLOr+AJWZZwE2HWgW2CDel/fhZeOekPPlimveyb3E6hW0zXKSnauXX+/aXYLEZNpVHNrYIMjQ09G59XQQ4fvw4TqfzqKJBhEhSCDsAtVrd2dnZWbhw4ULFYsjMzMRqtc7pVxXP5ObmMjQ0xIIFISiPOEOSJPLy8hgYGKCwcI6p7mFi1MJt1XBLnXyc1wWR+/YG5OXb21aCKcTVkcrKSurq6ti8eTOSJHHrJtmfzuWTp0xMhxAw6IQrSuCS81wb3F744WPw4lG5tMiQKu9HSx/c+jj8/Fn47edh3TTnrXBFHcg1dTPVB3ocsqecPn363wf8cOggbL7i7H1arZa2PQt45KcLEAFIy/SSbh6ls9ZGZ0svC1fbcbvPdtZOLuuMj4+ze/du/H7/mcYESZLQ69Nx1acztjMdqWcZ0mAGPiER+BRk3qJQGdtTI6ABCYmaN/KmF3epKhj2wVE7rItdPZLVasVut5+1BZEkuO0DkJ4Cjx0Bu/fC1PKkoFNJsCQPcmZ4w0FW+/oIXmS+dQKer5dF5wxvZvfyDKrfnCX7qdPIy7fffRJe+Gc54xeHDA4OsmbNGqXDmBdjY2OUlysrnvft22cbGhrarWgQIZI0ws7lcr116NChjUoLu9HR0YQWdmazmdOnTye0sAMoLi7mxIkTURN2IGftrF64rUkWdkbN9OcKIcDmA1cAblkOHw1jQpHRaCQzM5Ouri5KSkq4rBh+cTV87w2weSA79WwZkxDyfS4fXFYM//Oec+MSAr6zHV6th1yjfH6dJGUicTLugi/fC9v+CWqmfKXmI+oALlsvCzeH48IJEpNdu+YZvj5CwPnJ8IFOeOQ2SMsArQ5Ai3fMzOiImTf3wedvhys/NPl4cUbI7d69m40bN17g8dV8FwzeC6kmUGmAbBB+6HgIkKDyeyHv8vwZ9oFWfpNmFXcSMB67ihQhBPX19VRXV5+bxVSr4Nb3widXw7374Ld7kDs9Jv5Go4IFmfLSpnaOdLfLBxXmSAUsN0qkaS+s55vAk6rCk6LCMDaHF5EhBQZssP0AfHVrZOKLIH6/H4/HE/Ma1EgTD+bKu3btcgKHFA0iRJKlxo6hoaG39uzZo+j4h2SoUcvOzmZkJDFb+6diNBpxOBx4PJ65/3gefKoU/rAOFqWDxQODbrmGzumXfw655fuL0+D3a+DmReE/V0VFBa2trWcMmP++HP5yPVy/TBZyoy75ZnHJS7V3XAV3v/9Cv7u9J+C1YxeKuqkYJuan/vDxswmX+Yo6AJ0Obv8xOF0wPCInZIQA27gsJotLZCF1PkLIy7OXX3nevjwt/732vKSOpAJdKrzypyn3SRIajQatVoskSWi12nNEndcGHdtAlzMh6iYfp4YUE5x6BDxKfL3ztXIX7GQ8E+LOrwnQsGUIwcTvBJAVndKD6ejq6iIjI2PmpbKlZvjlh+Hja6AkFyoLYWURrC6RmyXmEnWTH7xPRqhR4e2T8tiz87tvp9C1PIOiE0HWShtT4cF94Auz2DaKJIPNic/nQ6VSKWquLITg1KlTAuhRLIgwSJqMHXBoQlkrJu8zMjISfrSYSqVCr9ef04WZiEiSRHFxMd3d3SxaNA81FQSXmeAvl0GzDR7phGNWeY5sugYqjXBDifxzvst4Wq2W8vJyGhsbz9ifLM2B/9wKt1wKnVbw+OVZsaWzPN8DO+WkykyibpLMNGjvh4YuWGKev6ibZOtmeOhu+N0fYc9EDfqSxfDVz4PaCz+8RU6opE4kG/x+GLbAhk1QXXPutvraQD3DUSwlDQZDmO44dgwQoJqm3GtS6I0chfwrg99mRPh4Duw697hyQebu5RykbA3UxMaqyOPx0NrayuWXXz73H395IxzpkZdUQ/kS2NywNBdWRMhC6m+N8pXELDF0VWRw6bNBnsNTtTDigIYeWFUSmRjnIhCA08PQPgj2idpDQwosyYei7DP7Njg4iNkcoUynQoyOjio+43ZiRmxnInXEQhIJOyFE74IFCwJKNlCoVCq0Wi0ulyvqnXLRZNIuJJGFHcjLsQcOHIi6sAP5eFphhP+oju7zlJSU0NXVhcViOWfJPyMFqoI4jnt9sLdZztbNhSTJpVC7G10MpURG1E2yaiXcexd4PLJwS53SmOjzwp13wMiIfF/ADx/4MNzywwvPyeaF4PdN/xweF+SEsOwtqWC2o7c08Tcxo9sPT7jgeR+czoZTfijygsl7bs3dlRPibmM10lxqPUIcO3aMZcuWBdcotmmhLM6OD8ojw4LB45c7jb51ReQKGw+dOmvDMg2j5hTSbD50rhCWs30BONEfXWEXCMCBdnhoL+xrPetfNPlhVUlyF7JODVcsh5s2MTQ+xNKlS6MXUwywWCyKZx0PHTqE2+1+S9EgwiBplmIB1Gr1qc7OTkVjMJlMCT9zdbLxINFJSUkhNTU1oSeCnI8kSaxatYr6+nr8/tCXgJwe+TwZ7Pk/U+ciyxlZUTcVnQ7S0s49d3/gOnjxLfjd/fA/v4Pn34Af//zCmjyATR+VxZbvvJIoIcDlgPd8NvhYMlfKM2ID06zeB7yACrJjVYv+pBP+fgTuc8C4gCUpIFTQngJHDGBTgV/I3bJP5OCvTqGhojcm48cGBgbwer3B1+GqVfD7j0JhBgzZ5/bpcflg1Ak/uBo2l8073jOcGj5bRDoNnVVGShusoW1TApqj6Fu7+wRc80v4ygPyvw0pYDJAjkH+aTJAdrr8M1UHrzTi/tqfUDX2oD2WUKuHFzA8PKx4vfrevXttg4OD7wo7JZlooFA0hsnpDYmMwWDAbreHJRzijdLSUk6dUnaYeKRJT0+ntLT0HG+7YJm0MAlmvJhe4+Kmqv040qIj6mZDo4HVa2HjJtnHbiYKF8NH/w3sozA2BG7nxL8HYdV74LLrQnhOPSz5mlxHN1XcBTzgGYbFXwRtLAo9XnPDj8bBIIFZDWmSbEi8Wg+LJ5YzG/TQL2BLBtL9i6n57Eb8gUDUZ8t6vV4aGhqoqakJbWXElA6P3ghrisDikAXeVJdtIWDcLd/v8cEvPgA3rI5s8D7/jGc8v1rCUpRGXuc0c25nQ0KON9LYnPCDv8BXH5BF7qSI08xSl6hVQ66B/kvyyWsYhs/cC7c/D67o1hlHAyEELpdL8eaPRGycgCQTdvHQQJEMzQeT0xuGhoaUDmXe5OfnY7FYzjQcJAuLFi3CarUyOBiaKa1GDe+phtE5zl96jYvrFu3npfZqttTEVtSFyntvhm8/BGuvgQwTlK2Cf7wTvnLXzPV3M7H4i1DxLfC7wTMi3/wuWPbPsPTrUQn/XISAO+yglyDlPOGkluRGinV6KE+VO3d+VwYbDEgq1fSzZSMs8urq6li2bFl4J9xsPWz7hCzwPrRCrqGzOGDECUMOyDPAf7wX3voaXLsionEDE/Nnp389uioyWNBiQwr15fILyIqw+LCMw6fvgWcOy2IuRDuVvsUZFPS45EzeQ3vhi/fLQjGBsNlsinfDCiHo7OxMuMYJSKIauwkO7d69W9EGCq1WSyAQiKo5biwoLCyku7s7amO5YoUkSZSUlHD69OmEn5k4FUmSWLNmDfv37+fyyy8PyRT7s1fIXbH+wPSecpOi7vm2atIzc1kaPceYsLGNwP7noOUwaFJg7Xvg5p9f2B0bKpIEi78ApTeAtUHWRZlVcjYvJhz1QZ8fcua45s5SwQ43fCcd0uW/lSSJmuqV1L16hIZX9lH1YDaSG9m8+LpM+GQWLAp/vNTkNJeiojD8eiaRJKgqgP/6e/jR38mizuMHgw5y9NE1CqwogNou0J0rxARwcmUmG3eEcf5Wq2BFBL8gVid8/j44OQR5oc8d9qslHJk6MoY9sq2MOQNqT8NXt8F9X4C0xDCej4f6uq6uLtRqdcI1TkCSZeyEEL2nT58OKP0+ZGVlJXzWbnJJWenXMhKUlpbS2dmZFPsylbS0NJYvX86RI0dC2re1i+Djl4LFduHM2UlR90J7NX3OXH72yQgHHQH2PAvfvgoe+wXUvglvvwj3fBu+ew2cnjKuWQg4XQtNr0LHwZmbLKZDkwY568C0PoaiDuCkX1YacwmcCV87eqe8gRYf0qdOUfNtPf5BLw0fHELkqeXlwodH4MMd8Mv+s+O+QsBut9PS0kJNTc3cfxwsqVooNMLC7AtmtUaFjYvBfeGHYHhBKoYRD6mOEEtPJr9zkRJ2QsBPnoa2ATlTFwZDJXpyT9vPDvuQJNkv8Ggn/O/LkYkzBsRDfV2iNk5Akgk7ODOBQtEYkqGBQqVSYTQak6LxQKfTkZWVFfKyZSKwYMECUlNTaW9vD/oxkgQ/vB6+cBWM2WHQKicK8Lu4tnQ/z7VWYxe5PPx1KC+Yc3Mx5dgeuP8HkKKHTDMYssFokm/2Mfjl5+Vau+Y34a73wp8+A3/5Fjz8ZfjvrfDO4xFfnYwsoRyRxZS/t/nhc6fguBvJpKFm3wL8WkHDFQOIFAnMGshWw5+G4RcDIb0Ifr+fQ4cOsWrVqoQdlwjAB2vOdpBOoX11FotqwzAotLpgeT6URahU4bVGePkY5Ia/4NS3OIOC9vN8+CRJFoqP7IdDJ+cXY4ywWq0YjaFnLCPJnj17ErJxApJQ2LndbsUbKCbtQhKdgoICent7lQ4jIixevDgk8ZNIVFVV0dPTE9LFhEoF3/ogvHorfPP9sLbExWeq9jNANd/7RC4v/Tssi8PhI0/eKS+3aqdZUTRkgcMKj/0UHv0GOMdAn3P2JgLw3E9g930xDzt4KjWANLfwcgtIAYonyj3us0C7B3Ll8SeyFUrhhIlxv2xirJbk328fgUbXrJufyrFjxyguLiY7Ozvs3YoLirNh8xLZe24CR4YGV7qGnL4Q59EKIduxfHlLZGLz+ODHT8uj2MK0rBHAcGEaOT3TFNCqVZCigVv/EudXNnJ2OC0tTTHbskkStXECklDYDQ4O7ty1a1eIPeuRJTU1Fa/Xm/BdpXl5efT39yfFEubk1V8yZCDPR61Wc8kll1BbW4vTGVqRdF4mfO5yF5+u3M+Hr67mJzflsnn5zPNclWSoB7qaQT/LhXxKOrzygFx353GCtR/GhyDgA20qpOfAG7+R/x+XLNVApRpG5/jOjQXg02mgk8AdgEdGLpg6MaO4A3lpNghOnjyJz+eLiRfktEwKqEgdg269Vv5wu+Rmqta12ZQfDqNsxuKAjYvgvZWRievN43LaPD38GsiRwjQyB1yoZnqpMlKhayTus3bxYK6cqBMnJonDw/e82fO3v/0txMuvyGMymbBYLEqHMS+0Wi3p6elYrYrq5IixZMkSWltblQ4jKuj1elauXMk777wT0gVFJMaExQqHVZ4AMduFvNcu+9f1NsNQB1g6YbADTh2B4dNyl6wIgCOeJ//90DDz3FchYDgAhWr4zEQTwEHHRAbvwsP5tOIuSw1/tc7YITqJxWKhs7OT1atXxzZ7MuqGh5vhfTug5lFY8xhUPwJbnoLf1EGvPfxtF2fDjz8IVhdujVxfV9gW4vZGHbIj+M+ui1xd4J92zT1ibQ66lhspbp7lWC1J8u3BPfN6nmgTD8KuqakJjUbTlIiNE5CEwk4IMTI8PDxut8/jyx8B8vLykmI5tqio6Ew3XKJjMplwOp04HCF6VSUIubm5FBcXc/To0aCyrIkk6kCuqQv4ZCP+mRjqBJVfFnBqHWh0oNbKgnC0F4ZOybNffYpf+s1CtRb+mCln44YCspCzBuR/WwJQroaHMiF74vA97IdZXpMLxJ0Ged1ufOYLALvdTl1dHevXr49dd7/FBbfuh61Pwx2HYcQNOamQr4fcNLnT554GuGYHfO1NaA8z+/6RNXDLNXSsMLDo7SGClmZCyD57aTp44PNQGKFxV3Y31HeBMXzblIAEQ8Vy48SsZOph14nZv0QKIoRgfHxccauT119/3Tc8PPyUokHMg6QTdgCSJL25Z4+yVyUmkylpfOCSZTlWkiTKy8uTNmsHsr9dSkoKx48fn/XvEk3UAWSaoPpysM1QSuiwygbFmVo4/2wtSaDRgm0QPI4YjwYLh7VaeCMH/icDrtLBKi1clwIPZMGTWXLGbhKtdMH+ns+54q4PEQic7aw9D4/Hw9tvv83q1atjZxB7ygqfeAme7gCjThZy6dqz9WYqCVI1YE6Txd7uXvjky/BOeBNyfDdtpPeaMoqb7TBgO7M0Oy1CyMukg+OwbiE8+VVYFkEbqJY+2ZpkHtk/S7EeU7dz5mXYSTQquXnkdHw2942NjZGZmal4fd2zzz474nA4XlU0iHkQ74e3sOjt7X36pZdeUtSoWKPRoNFocLvjOTUwN2q1GqPRyOhoPK9dBU9BQQEjIyMh16IlElVVVdhsthknbiSiqJvkY/8mN0/Yx84tuxIBGDwFaanykIZpr0MmehKcVkjLjFnI4aOT4JoUuMsI92fCbRlwifZCAbA8Rc7AzXHxdUbciQANnxhGpF148vT7/bz99ttUVFTErlliwAGffRWGXJCXJouP2VBJsvBDgi+/AQ2hl7y0t7ezsHIZ6ue+AV+/St7WsEMWeUPjYJkQfBa7fCvLhTs/Afd/LnKZuklaBy70HQqR7mVGik6EkMFsieIYtHkwMDCg+DKsEIJjx44FgNmvjuOYpBR2wK6XXnop+LavKJEs3bHFxcVJsxwrSRLLli3jxIkTSocSNSRJ4pJLLqGrq4uennNrfxNZ1AEUL4XvbIOsPLBZYHRAHh9mHZZrwyuXQ7pJnu06rc4R8hKtLpbedNGmPAWqU+WGijmQkKh5Jg9/tY6GxsZzMvGBQIB33nmHoqIiCgpi5HMjBHxz19ll11AwTGT0vvImOIKfLOP1eunu7mbhwoXy0uQ/XQlvfRseuBl+eC38wyXw4VXw+U1w+/Ww4xvwl6/CNVXR8dqzOoOb8TcDARWMFKRh6g7yYjUQAJvip8dpiYf6usbGRjQaTUOi1tdB8k2eAEAIMVpYWGgbHx83GwzhGT1GArPZzKlTpyguLlYshkhgNptpbGwkEAigUiX+tUBBQQEtLS04HA70002WTwLUajUbNmxg3759aDQa8vLyEl7UTbKoGn7+Ipw4BD2tcj3d8vXwyDfkLticRTDkA7cVkORlVxFAFnVaWLRZ6T2IAt/Iha90gVfMuMQKwJgfKVNNzXvXUtfRQENDA1VVVQAcPXqUnJwcysrKYhMzQL0FGofBFKKom8SogyEnvNwJHy0P6iHt7e2UlZWdWzuo1cCaUvkWa+apH/rLDJg77cHXCkbgOaOBz+fD5/ORmhrmZyFCvPrqq16LxfK0okHMk8Q/S8+AJEmvK11nl52dzejoaMLXp6lUKnJzcxkYCK+eJd64GLJ2IHc1b9y4kaamJnp6epJC1E0iSbB8HVz1KbjiHyB/Iax8P7gdoFKDebl8S8uSrU9SjWBaAhnFsPYjSkcfBTYb4NtmGPHJZsXnH3MCQla7WgnuK0Uyas7Mlj127Bi1tbWkpqaydOnS2Mb98MR3cD6ZsBQ13NcUlFjxeDz09PTI2bp4YR7edQCdVVmUNoRQKqNSgT7+RosNDg7GxbHpueeeG3U6na8oHcd8SFph19vb++yLL76oqE+HJElkZmYm/HgxgIULF85Ys5WI5OfnMz4+js2maClm1ElJSWH16tUcPnyYkpKSuDhwRot1H5Mzch6nrBNSMyF3KRRUyyJPnSIvwdZ8QOlIo8TNJvh1EeRr5E7ZPq98G/DK/99qgMfLoELOiEiSxMqVKxkcHGRsbIyKiorYxjvikjNtWeF7twHykmynDermrrVraWlh8eLF8bXysDgvbKsTl16DJ1WNcdgT2gPL88J6vmjS19dHYaGyg6kDgQANDQ0BIKGv+pNyKXaCXS+//LLinQuFhYX09fUpPtB4vhiNRjweDy6XS/FUeSSQJInKykoaGxvZuHGj0uFEDZfLxZEjR1i7di0nTpzAaDQqXsMSLTIL4JO/hEf/Tc7cpWfJ2buAD+yj8pLtZ++GNGUnFUWX9xjh6gyoc8ExJzgCkKWBLelQcO44MCEEdXV15OXl4fP5aGxspKqqKnYdiSdGJ9qV5ymyJAn8Ql7SXTXzhYvD4WBoaIjKygiZCoeDEHC4B/Z0wtvdcHxIHk12SoDOAelqyFBBphrSpTkzmadXGClpCqFpwh+QY1gUX8cAIQSjo6OsXr1a0TgaGhrQaDTHErm+DpJY2AkhxgoLC602m82spCeO2WymublZ2YNJhCguLqarq4slS5YoHUpEyMnJQaVSMTQ0lJSZrPNr6kwmEwcOHMDr9bJgQRzOC4sAVX8HX30EthUOsAAAIABJREFUdv4BGl+bOC9KsOpa2PJFKIjxSqMiSBKsSpNvMxAIBDh8+DAGg4Hly5cDUFdXd6bmLibibnymDpcwGZ39Or6pqYkVK1YoY6Xh88MzTfCHQ9BjlYVomhbSNFCYAYOj4PHL3oJjfuj2QpoKCjVgUk8r8ARyN+zmJ0OYjW51wtqFoImRN2GQjIyMkJWVpbjNyWuvveYdGhp6UtEgIkAc5aOjwuu7d+9WNACNRkNqaipKGyZHgklhl+AXM+ewYsUKGs/rDkwGpmuUSElJ4bLLLqOjoyOpltXPp6gKbrwLfnQQbnkNfnQAPn77RSLqgsDn83Hw4EGys7OpqKhAkiQkSTpTc9fQ0BCb74M0t/9e0AjOjkubhtHRUTweD3l5CixBdozADY/Dj1+HYSeY9JBvAGOKvAQrSbAgGxCgkSBFAi3yqLh2DzS75X+fx0hhGkaLG60nhI5afwBuvjxiuxYp+vr6YteJPQs7duwYdblcrykdx3xJamHX19f3zEsvvaT4PKyCggL6+vqUDmPeaLVaMjIykqJmcBKDwUB2djanT59WOpSIMVv362RDRV9fH8ePH086QTsVXRoYzfKM2HeRcblc7Nu3j6KiIsrLz+0ijbm4M0awgF8FZE5fqyeEoKGhQZlVk9fb4Po/Q7MFzOlg0E2/vGpKl+8PTLzmkiSLPC1gC0C9G6znTgo5WZ1FaUMIy7B2N2Tp4fJl4e9PlIgH/7pAIEBTU1MAaFE0kAiQ1MIO2P3iiy8qXmeXLMIO5MkG7e3tSocRUSoqKmhra8PrDd4LK14JxtJEo9GwYcMGvF4vR44cIRCn44XeJbJYrVb279/PihUrKCkpmfZvYiruKrNBrQJv8LONpyUg5K7S9dNn47q7u8nIyCAzM8au1K+1wf97AVI0cpZutmVGlQpKc2Sj4qkvuSRNTBYRcuZuQty5U9XYTCmYuoMcjxgQsrD70XVxtww7Pj5OWloaGo2ylWG1tbVoNJraRK+vgyQXdkIIq91u7zvfpDXWpKamEggE8HhC7FyKQ7Kzs3E4HLhc8WlwGQ5arZby8vI5x3DFO6H41E12RGZmZrJv376kej/f5UL6+vo4fPgwa9euDeqzERNxp9fCx8thdJ7HRasHakyw+ELh5vV6aWlpiX3Hb6sFvvUSpOvkWrpgyDPKLtu+aYSuWpLP1i0ecAc4VZ3FwobR4FeyLePw3ir4u6pgHxEz+vr6yM+P4Ii2MHnqqaccvb2925SOIxIktbADGB8ff3jHjh0+peMoKCigt7dX6TDmjSRJlJWVcfLkSaVDiSglJSWMjY0xNhbmYHGFCdd8uLy8nGXLlrFv376kWmJ/FxkhBM3NzXR0dLBp0yaMxuBagmMm7j4x0YgVmMf2/QH4woppf9Xc3Ex5eTk6XQx923x+uOVlQAQv6gCQZBsSjRq802TR1fJSbeCUh+7lRoqPB3msGrZDUTb8+CPRmZwxT3p7exW3OQF44okn7H6//0Wl44gESS/srFbrkw8//LDiZ6yioqKkGctVVFREb29vUi3hTWaw6uvrE67ubL4TJcxmMxs2bKC+vp6Ojo6E2/93mR6Px8PBgwfx+Xxs3LgxZHETE3G3OBOuLgKLM7wO2WEXFBvgigu7vK1WK6OjozMuO0eNx+rhxBBkzdyVPCM6DawolC1gvP5zl2UBNNC3xIi5ZRyNd47XSwgYtEG+ER74EmSnhx5PlLHb7Wg0GlJS5ullOE+6u7ux2Wy9QgjFtUIkSHphJ4Roa2trcyrdlarX6wkEAkmx5KVWq8nPz79gDmmik5mZSVZWVkJ1jEZqTFh6ejqbN29mbGyMQ4cOJUW94cXM8PAwe/fupbS0lKqqqrANeWMi7m6/DJZlyaPBQtn+sAsytPDHqy8w+BVCUFtby8qVK2NroeEPyJYmhpTws2OpOqgqAkOqLO6mZjMliY5rzJQ93z/7a+X0yKJu81J45GtQmBVeLFGmu7uboqIipcNgx44dPpvNtl3pOCJF0gs7gEAg8Nwrryg/IWTBggVJI4bKysro6OhQOoyIU1FRwcmTJ3E6gxyorSCRnv2qVqtZvXo1BQUF7Nmzh+Hh4QhEGRqnW+FPt8GXN8GNK+HmdfDf34SGg3E53jLuCAQCNDc309DQwIYNGyKyxBV1cafXwp/eA6vNMOAExxwXFW4/9DsgLw22vxcKL8xEtbW1kZubG/uGif2nZUsTfShLsNMwmbkrM8nCzusHfwDrglTUvgCGky5wnPc+CCH71A3Z5Mfc/nG4+3NgUm5e+lzEyzLsww8/PGKz2RLev26Si0LYDQwMbN++ffvc82aiTDIJO71eT1paGhaL4i9rRNFoNFRVVVFbWxvXS5KRFnVTKS4uZsOGDTQ1NdHU1BSTJXefF+6+Fb77UXjlUfk+Yw7oUuHITvjZF+HWT8FYcn3cIordbmfv3r0IIdi8eTN6vT5i2466uMtMkTNv/34JpGvlpVmLCxw+Wcg5fbIB8ZBTzop9tQoefx8svLBm0G63093dzbJlCth6vNY+v3rBc5AgLxPWlEJZLmg1tL4/j/K/9st1fKft0D8GA1YYscPQOJTkwH/9A+z8PnxoTVzW1E1itVpJTU1Fq52nCJ4n4+PjtLe3O4UQbYoGEkGSdvLEeRzcvXu33+/3o1Yr1+qdmpqKSqXC4XBE9KCrFEuXLqWpqQmTyaR0KBHFbDbT3d1Nd3c3xcXFSodzAdEUdZPo9Xo2bdpEa2sru3btYtWqVWRlRWc5JxCA334X9r8EWWbZ+WESlQoyTXIy4mQT/OQz8NNHwBDjREw8I4Sgvb2d06dPU1NTE7XxhZPiLmoTKlLUcNNyuHEZHOiHR05AhxXGfaBXQ0G63GxxZZH8t9MwdQlWkWP94Z75Z+vOR60GsxHH4izs5enkvuGEAqA4HW6sgMw0WJoPywsgK/7q6GYiXo6vr7zyCoFA4Fml44gkF4WwE0L4i4uL9x04cOC6TZs2KRrLZBPF0qWJb4OfmZmJEAKr1Rp0t12iUFVVxZ49ezCZTKSlhVEEHSViIeomkSSJpUuXUlBQQG1tLdnZ2SxfvjziflMH/gb7X4ZsM0gzrCFIkizw+k7Bo3fBl34c0RASFqvVSm1tLbm5uWzZsiXqYibq4g5kT7rLCuRbiHR0dGA0GpWZze0PQPswZEfnor1tbSrlR9xImXpISwEEfP09UXmuaCOEoL+/Py7Og9u3b7cMDAz8Wek4IslFsRQL0N3d/cATTzxhUzqOwsLCpFmOBTlr19KS8EbdF6DVaqmqquLo0aNxsyQbS1E3lYyMjDNLe7t27aKnpyeir8lzfwRdysyi7pxYsmHnM2BX/JusLF6vl2PHjlFXV0dNTQ0rVqyIWYZKkfFjQWC1Wjl9+jQrVkxvfRJ1XD4IIAvTCONJlbAUaSlsm/D806jAlri+qGNjYxgMBsVNif1+P3v27PEDBxUNJMJcNMIOeOWZZ55RfAqFTqcjLS0tYf3SzsdkMuFwOHA4gnRATyDMZjMZGRlxMWlDKVE3iSRJLFq0iE2bNtHf38/+/fuxWuc/ra/nJJw8DulBJnw1WvD74NAb837qhEQIQWdnJ7t37z4juGPeIED8ibtAIMDRo0dZvXq1cuU2UXwN2lelsqjWhTT1KeJEUIdDZ2dn7G1opuHAgQOo1ep9Qojk8e7iIhJ2Qgi71+ttb21tVToUSktL6ezsVDqMiCBJEuXl5cTD6xoNVqxYQVdXV0RETLgoLeqmkpKSwpo1a6ioqKC+vp6jR4/Oy8JnuA/UmtBqvP0+GEqepHfQDAwMsGvXLmw2G5s3b2bhwoWxtfI4j4iKOyHgwBj89yn45DG44hBsOQTX18NtHfDmiDxuawaOHz/OggULFBG5Z0idyD5FrHlCxqeF3iU6io9PyUv4AvLc2QTE7/djsVjIy5t+BFwsefzxx23d3d1/UjqOSHPRCDuAkZGRbfGQtcvLy2NoaAi/f54zEuOEwsJCRkZGEsIiJFTUajVr1qzhyJEj+HyxH2AST6JuKtnZ2WzatIn8/Hz2799PQ0MDbncYX60wdUkwy7bJgsViYe/evZw+fZp169ZRVVUV20kKszBvcScEvGqB9x6FLx2HP/VCmwP8QhZIXS54tB/++QRsPQJPXOjfNjAwwOjoKOXl5RHcszDQqGFRFjgj6wHZsSqV0gY36qmnC6cXKpUXRuHQ29tLQUGBohclkzz77LMu4FWl44g0F9HhERwOx1Pbtm1TLvUygUqlIj8/n76+PqVDiQiTRfYnTpxQOpSoYDQaKSsro76+PqbPG6+ibhJJkigsLGTr1q0YjUb27dtHY2NjSBm8vGI5AxfKQohGCwWlYQScYFgsFvbt20d7ezvV1dVccsklcdlNH7a4c/jh31rg/7XAmA9MGsjTQYYGdCr5lq4Gsw5MWrk54Scd8LlGsMjiyeVy0dDQwNq1a+NCKLC2KKLCzquT6FqeQln9ed8plw/WK2/sGw6dnZ2Ulir/BW5sbMTr9bYIIZSdXhAFLiphJ4ToGx4e7oqHmqlkWo4FOWs3NjaWlLV2IL9fgUAgZu9ZvIu6qUiSRElJCVdccQUGg4EDBw5QW1tLMNNe8opg+VoYD7Lk1OsBrQ7WXjm/mOMVIQS9vb3s3r2bjo4OKisrWb9+fdx3nYcs7hx++GIT/G0YcrVgUM+9Hp+mBrMWjozDjQ0EhtwcOnSI6upqUlNTI7cz8+GqRRH1jmtfnUpZvevcbJ0Q8tzYTcqLo1BxOBwIIUhPV96W5f777x/v6+v7ldJxRIOLStgBDA8P/2bbtm2Kqw+DwUAgEEgaISRJEsuWLUvarJ0kSaxatYqOjo6o19slkqibikqlorS0lCuuuIL8/HyOHj3KgQMHGBgYmPVE/+EvygbFgTkqE4QA2yhccyOkxMl5PFJ4vV7a2trYuXMnAwMDrFmzhnXr1ilbMxYiIYm7n3RA3bgs1ELpIpUkWQj2umm+dz+5OSbMZvP8g48Ul5eCMSUiWTtvikTPUh2lDeeVOIx7oCwLVubP+zliTbxk6wKBAI899pjT7/c/p3Qs0eCiE3Yul+sv27ZtcyjdxQVQUlLC6dOnlQ4jYuTn52Oz2YLK1CQiGo2GNWvWcPjw4ajNUk1UUTcVSZIoKChg8+bNVFRU0NPTw86dO2lpaZl2mXb1FrjmBnmqhH+GMkYRgNEhWFoDH/unKO9AjBBCMDw8zNGjR9mzZw8AmzdvZtWqVcpkNCwBuN8FX7PDjeNw8zh83wF7vUE3BAQl7t4cgb9aZIEWZnard52XUY2DZYfiLJOpUcMX1oJt/qXcbWvkTtgLsnVOL/zj+rieKjEdk9noeBghtmfPHoQQe4UQyVcYzkUo7IQQNp/Pd/Tw4cNKh3JmxFg8iMxIMJm1a25uVjqUqGE0Glm2bBmHDh2K+PuWDKLufDIzM1m9ejWbN29Gq9Xy9ttvc+DAAbq7u880o0gS3PwDuP5rYLfKAs45Dh43uBwwMghjw7DuKvj3+xI/W2e32zlx4gQ7d+6ko6OD4uJitm7dSnl5uTLjlRr98C07XGWD/3XBfh+0+KHeD8974Kt2uNoGD04zn3QaZhV3QsAvOyFNCtvvzZrjpflSK5e8aEL6dTe448yp4qZVsCgbRsLXDO5Uib7FOkobzxOIw05YswCuVWBc2jwZHBwkJydHce86gHvvvXeku7v710rHES2kZBEVoSBJ0rVf+cpXtt99992Kr3PU19eTm5sbF1cxkUAIwd69e6murk6oZaRQaWpqQghBZWVlRLaXjKJuJqxWK93d3fT395ORkUFhYSFmsxmtVsuYBd56FnbtkOvuUlJh9RXwd5+EosWRi+HNN9/kyiuvjNwG52B8fJy+vj56e3vRaDQUFRVRWFio+JxMdrjhVpcsuLIluXZrOhwCbAIq1XBPOpjmzgkIIairq0OtVp+dUHHUBp9plBslwsg4eVIC7L1+gLUvmzAOa+UmijuWwN/H2VjDxgH41OOQrjtrgxIC9Vv1ZPf5KG6eYkLs8ILXD89+GkoS79i6f/9+KisrFa8XdbvdlJWV9fX19RULIZLDmuI8lJfOyvC3HTt2uH/7298qfvWwaNEi6urqkkbYSZJEVVUVDQ0NXHbZZfHRqRYFKioqOHjwIN3d3RQVza87bS5RJwScOAkDw+B0y9OETFmwYnHCrcYActbTaDRSUVHB2NgYvb29tLS0oNPpyMnOo3hZHh/7mgGtTsJUCKXLE28/J726BgcHGRwcJC0tjYKCAjZs2EBKSorS4ck874HvO8EoQeocQk0vQRrQ7IfP2uFRA2TM/qZMO35s35hsZRLGGyokwaH3W1h+IFMWdSDb5bw2HH/CrjIPfvZ38P1X5P+HIO7Gs1SM5muo3jml/trhlZdg/+9DCSnq7HY7fr9fcVEH8MILLwghxLPJKurgIhV2QgjvggULXnn99dc/fc011ygai8FgQJIkbDYbGRkZisYSKbKyskhJSWFgYID8/MQr8A0GSZJYu3Yte/fuJS0tLezZlLOJOocT/rYP7nsSOvtApZJFniTJNWf5Jvji9fCBLZChfJNZyEiSRFZWFllZWWTrV/DaXxy8enwA06ImDCY71n4jQydzkLwmrvpYBhvfJ5ESP2N7z8Hn8zE8PHzm5vF4MJnkwv5ozNedN81++MGkqAtSZEkS5Epwyg+32OFuQxAPOU/cvaNCmktEToNAUL91lJxeHYXtUz4EaSqoHQ95ezHhQxXyzx+8KouyrNSgBG3jZj0r9jhki0ch5CVdtQp+90G4fGFUQ44WHR0dLFq0SOkwAPj9739v6e/v/73ScUSTi3IpFkCSpEs/8pGPPP/0008rfqnX19fHwMAANTU1SocSMRwOB2+//TZbtmxBpUreUk6n08n+/fvZsGFDyAXvs4m6Z16H2+4BtxdSdGDQn3tOEAIcLnC65Hrtf/kMfPZDiZfZAtj7PPzhVgj4wJAJGh0gCQy5Y2QWDmPIGybdZEMSOlaszaRgQSYZGRnzmjUZ7lKsEAK3243NZsNqtTI2NobVakWlUpGdnY3JZCInJyd+7Ddm4nsO+KsHcsP4bgYEWATsyIDFwY3vOrMs+6yFqhcMSGmhvW+ta2zYTF5Wv5qNNNXV2i/A6oejG0LaXkxpGoBbXoaOEchIgbSZl98tCzS0XpLGxh1WOUvn8EJVHtxxDZRlxzDoyOHz+di1axdbt25V/FwwOjrKihUrTvX19S0SSSx+4uwyMqYc2Ldvn8tutyvuqZOfn8/x48fxer3K19xECL1ej9ls5vTp0yxcmJhXmcGQlpbGmjVrePvtt9m0aVPQEwFmE3W/fwx++wgYMyBjhqSIJEF6mnzzeOEX90NXP/z7lxJL3O17Ae7+rjwrVjdVCwmJ8cEsxgezALm4zunw0HFwjI/96yiDg4OMj4/j9/vR6XTo9Xr0ej1paWmkpKScuWk0GjQaTVAlAYFAAJ/Ph8fjwe12n7lNzkJ2Op34/X5SU1MxGAwYjUbKy8vJyMhQ/IQVEqMBeNELWWF+UFQSIOBxD3wvuBTqmczd86/TcLWVqn3nCbRZ6FniYKDMxaXP5gb9mLhiRR48dQP8uQ7uPwwWhyyO9VpZ5E00kQh/gMbL0lj9xCAMByA/HW65HK6vlDN2CUpXVxdFRUVx8R154oknfB6P54FkFnVwEWfsAMxm83//6le/+tcbb7xR8U9ca2srKpWKxYsjWCGuMF6vl927d3P55ZcnjWCdif7+flpaWrjsssvmHEI+m6h77CX4z7shJxNCSUb5A2AZgW/cAF/7ZDh7EHuG++Hb75cbJHRBJrhGh2DNlfAvv5H/L4TA6/WeI74mBZnH48Hr9U47Cm660gdJktBoNOh0unPE4VTRqNiA+UjysBtud4J5Hoc9rwAnsNsod7gGifhiI3WF3ahVKqp2Zc0p1IYL3dRvHWXTU2a0nmnidQVkc+NX1oS4Awrh88O+07DzJBzqhtbhM1YyXWsMDK80UiPyZKPjDcWJdZU2DUII3nrrLS699NK4qC1du3bt4JEjR9YJIZJnOsA0XMwZO4aGhu793e9+99kbb7xRcYfL0tJS9u7dy6JFi5Km4UCr1bJ48WKam5uprq5WOpyokp+fj8vl4p133mH9+vUzXp3OJuq6++G/7oMsY2iiDuQL+uxM+L/H4Mr1cmNFvPPWU+D3gi4r+McYc+Dom2DpA1OBLMZ0Oh06nY6srOA3FOuu2LjiqH/+R36tBOMCegJQHrzYldYZqfnNGHWfctCwZXRWcTeW66H26hEufTZ3elEH8gSLzQnUTKBRw5Yy+QZyTYXbh9fvo+XAPjZffjnEyRzgSGCxWMjIyIgLUXf69Gn6+vr6k13UwUXoYzcVIcSJ9vb2kf7+fqVDQafTkZ2dTTzEEklKS0sZHR2N+rSGeGDhwoWYTCaOHDkyrcfdXN2vf3kF/H7QhZnc1GpAANv/Gt7jY4nPCy89CPoQ+4UmG0jeeio6cV0UjAZmtjUJBQlZ3IXCpZlIGhU1r2fi10DDllEEF25jPNPL4fcNs/6vJtLGZ1GhAeDqxKw9A+SMXKqW5o42FpeXB13KkSi0tbXFzSrUgw8+6BwbG/s/peOIBRe1sAOw2Wx33n333XEx12vJkiW0trYqHUZEkSSJ6upq6uvrk8aIeTaWLFmCXq+/YH/nEnVuD2x/AYxzNxrOSnYGPLcTxmzz20606WkHtzP4JdippOjhnVciH9NFQ6okC6JIkBKiQFxtgKIUpPEANW9kTSvunOk+3rnWwtqXczCMznKV4w7INi3vCa8jPV6wWq2MjIzExaitSGK1WvH7/SFl0qNFIBDgnnvusTscjoeVjiUWXPTCzm63P/iHP/zB7vcrb2mTnp5OamoqFotF6VAiSlZWFhkZGXR1dSkdSkyoqJBtDhobGxFCBGU+vPMducM1ZZ4X7BoNBALw4u75bSfaOMfDLx9Sq+UJFe8SJgsk8MzzIksI8E2YGoeCJMG3S8EZQApwgbhz6f0c/NAQK9/IJnNoli+DEGD1wTeKISVxT2NCCOrr61m5cmXSlOBM0traytKlS5UOA4CXXnpJeL3el4UQcX7JGxkS9xsRIYQQDr/f//zzzz8fF+mkZMzagSx2WltbozZjNZ6QJImVK1fi9Xqpr69n3759c06UaDstN0BEJgBo6ojQtqKEZh4CVojwMn3vMsEHdfKRfz4Z9DFgpRrywziFXJ0N7zPBkA9JnBV3tVcNc+DDg1TuzsLUO0dNlsUH1Qa4qSCs8OOF7u5uDAZDXGS1IonT6WR8fDxupujcfvvtlr6+vp8rHUesuOiFHUBfX98dt99+e1ykybKysggEAklXk6bT6SgvL6exsVHpUGKCJEksX76c7u5uMjIyMJlmt0scGo2co4FGBSNjkdlWtMhdAAG/fAsVlwOK4yMRkJisVMNCNczH19cPfCFMdS1J8NPFsDJdFncBWHYgg96lLvRjanK7ZhF1QsCQBwp18OtlkakVVAiPx0NLSwsrVqxQOpSI09bWxpIlS+IiC3ny5ElaW1v7hBANSscSK94VdoAQovnUqVNd8ZIpS9asXUlJCQ6HI+mWmqfD5XJx4MAB1q1bh0ajObMsOxOpKfNLoEwlIOa/pBttMk2w5iqwjYb2OCHk2zU3RSeuiwJJgi/p5Pmv4Xzo7AIMwNZ5tNamq+GPK+CqbFwuFwc/OMS6F3LQuTQzNlTgCsCgD2oyYHsV5MX5h3wOjh07xrJly5KuYcLj8TA0NBQ3YzJ//etf24aGhm5TOo5Y8q6wm2BwcPCnd911V1ykyXJzc7Hb7TgccdHTETEkSWLVqlXU19cTDzWN0WJqTZ3ZbGbVqlX4fL5ZG0jycs7YWc0bnw/MCVBP/r7PTAi1EJagnXYwFcLyS4J/TLz37AgBjqPQ9R1o+TAcvxparoVTXwfbLojKRMtrdXCpBgZDFHduIQvCX+hly5P5kK7GcXsR+3/gpHJvFuZaDTWP6fGLAA2bRxFeP9j9MOQFy0QJx60L4aFKMCe2GBoYGMDr9bJgwQKlQ4k4HR0dlJWVxUW2zu128+ijjzq8Xu/TSscSS94VdhP4fL4dTz75pMPpdCodCpIkUV5eTltbm9KhRBy9Xk9JSQnNzc1KhxIVpmuUmHTd12g0HD58mEDgQiWzaZW8FDtfESKEbAlydRxPWJpk+SWy2fDoUHD77XWDxwmf//HsjRceB9Q+DfdcBz9fBT+rhNvXwJ9ugKa/gc8TsV2YF0LA6AvQ8kFo/wyMvgi+fhBO8FlgfLcs7pqvhqFtIC70WQ4frQS/SoeVE+IumKsKuwCrgJ+lweXzNxy32WwcOHiQVVsuwbztMrinAukzhdQ05eNXCxq2WhEFOvhYHty5FN5aCzcUnJnUkKh4vV4aGhqoqamJC/ETSXw+Hz09PZSUlCgdCgCPP/643+/3/1kIESff+thwUU+eOB+z2fzzO+6449tf+MIXFDdunnTs3rBhA2lpcTr5PEyEEOzZs4fq6uqkKhoOpvu1paWF4eFh1q1bd8EUgxu+A80nITNEb7epjDsgxwgv3Z0YpvVuJ/zv16HxAGRkgnaa8iohwGEFrxe+dBtsuW76bQX88Nbv4MA28HtAkwI6PUgqOSvoHge/T76v8jtv8vcfvVKx10gEoO92sGwHlR5U6TO/XwEn+K2QsRVK/hdUMxwOfN0Q6IWAHaRUUJlAUz7H58Al4CdO+KtXfqEzJNkO5cyTCxgT4JfkEWS3p8Hm+Yu60dFRjhw5wiWXXILRaLzg92dmy6rVVFVVJZUAqqurIzMzMylHLba0tKBSqSgvL1c6FABqamoG6+vr1wohLg5LhgneFXZTkCSpcMWKFXWNjY1x0crT09PD0NAQNTU1SocScWw2G4cPH2bLli1xMUNwvgQj6iY5efIk3d3drF+//pz6mlf2wbd+CaZ5+K0OjcCt/wiffH/42wi4CHH5AAAgAElEQVQVpwMO74GRIXA5QW+AgmJYtVG2JpkLnxee+T28/JCclVOpQK2RdYbXLQuT4qVw43ehcuP02/B74alvwYlXQZ8D6lm0h9cFRTe9Sbb1Sq75XuwFsBDQ9wuwbANNLkhBvEZCgG8QMq6A0t+ANHHpKXzg3gX2P4HnyNn7QV7C1ZRA+pcg9X2ygJyRvgA87YEH3eDgbNesD1ingc+nwGYNaOb/Yg0MDNDY2Mj69etnndOdjOLOYrHQ3NzMZZddlhT7M5XJEZJXXHFFXIzeO3r0KNdee+2u7u7uK5SOJda8K+zOo7i4+LWnn3766vXr1ysdCkIIdu3axbp169DrZzsqJyYtLS14vV4qKyuVDmVehCLqJunr6+P48ePnnNw8Xrj+X+B0vzwrNlRGrZCVATt+Axkzny8jRtdJeOExePEJ8HrOdrmqNLI4y8yG62+G91wHWUHU/HnccPh12PcCWC2g1UFROWz9B1hYMbMAEwKevxXqngFDrpyhm4uCT71Jy6+u5Mp/gc3/GMpezx/bLjj1NdDkBCfqJhECfAOQ/x0w3wzugzD6LQiMyduRjOfuuxAgxgE3oAPj90H/D3M8iU/AgJAnSmiRs3TZkbvwOnXqFJ2dnWzYsCGoMVPJJO68Xi979uxhw4YNSXk8b25uPjNGMh646aabRrZv3/4JIcSrSscSa94VduchSdLWj3/84089/vjjcVF+3tvby8DAAKtWrVI6lIgjhGDv3r1UVFTMaQcSr4Qj6iYZGRnh6NGjrF69muxsOU3XOwif+DbY7PLs12AZtYFOA4/8AhYXhxRGyAgBj90LD/92YvUuUxZh5+NygsMuj778/v/Chq3Riae7DrZ9Ws7UBZv8LbjhTbofvBKXFb7+ChjzoxPbdLR/Fpx1oAkjMxtwgqSD0u/C2PcmllyDmFYi3LIANHwFDN9UIkspOH78ODabjbVr16IJYRhysoi7I0eOYDKZkm7CBMRftm5sbIzly5d39ff3LxQilPas5CDx18Aiz1tvvfWWLV4sOQoKCrBardjtdqVDiTiSJLFmzRrq6+sT0rh4PqIOIDs7m40bN1JXV0dPTw8AhWb48x2QZ4J+izxqbDY8XhiwQIYeHvqv2Ii6e26Hbb+WBV2OeXpRB5CaBjm58jSM//gG7HwhOjG9PTEkKNQVfbVWntJRG8O5s+6T4DgC6jDn1qvSwNsDA9+UBV0wog5ASgFVDozfA47t4T13uPj9fg4fPozf72f9+vUhiTo423zk9/tpaGhIyNGEPT09+Hy+uGkqiDRtbW0sWrQoLkQdwP333+92u92/vRhFHbwr7C5ACCEcDscv7rzzzrhQUpIksWzZMk6cOKF0KFFBr9dTXl5OfX290qGExHxF3SR6vZ5NmzbR2dnJ8ePHEUJQUgCP/xK++nHw++W6uTEbuDzg9clizzou3+/2wOeug7/8Dywri9z+zcSz22HHw5BtAk2QNfSpekg3wC+/B41HIhuPfRiaXgZ9mHWJqRlw8EG5Ri8WjDwLiOCWi6dDCLlBwjkuZ+tCQdKAKgusvwBfjErJnU4ne/fuxWQyUV1dHXa2LZHFncvlorm5mVWrViVstnE2PB4Pvb29cZOJ9Pl83HnnndbR0dF7lI5FKd4VdtNgs9n++Mc//nE8XrJkeXl52O12xsfnYxUfvxQXF+P3+89kreKdSIm6SbRaLRs3biQQCHDw4EG8Xi9ZRvjnT8NbD8B/fwuql4I+RfaoS9HJIu5n34RdD8B3Pi9n+KKN0wHb7gRjVnBNEVNJSZUfc+8dkY2ppw4kQBVmokCbCl4nDLVHNKwZ8bSf2+AQKmIEJCEL/nCQdEAAHH8JP4ZgGR4eZv/+/VRWVlJWVjbv7SWiuBNCcOTIEaqqqpLOiHiS1tZWFi9eHDdNcH/+8599brf7CSFEiPbnyUN8vBNxhhDC7Xa7f/v73//erXQscHY81fHjx5UOJSpMGhc3NzfHvSlzpEXdJJIkUVlZSVFREXv37j0j4lN08L7N8ODP4LX7YP92eOOP8Mgd8OGrIC2GM1N3vyw3Scy09DoXGZnQ0gAnWyIXk8sWGQNid4xGg/vHQ2uYuODxvYA0P9NilREcf5br7qKBEIKTJ09y7NgxLr300ojWzyaauGtvb8dgMJCXl6d0KFHB5XIxMDAQN0vMgUCA//zP/xwdGBj4qdKxKMm7wm4GRkZGfnXXXXdZPZ748DU0m834fD6Gh4eVDiUq6HQ6ampqZjTwjQeiJeqmUlxczOrVq3nnnXfo7u6OynOEgxDw+H2gm7uRcUYkCRDw10cjFhaqSDhOSqCavzVbUKiN4Ysy4QIxYUUyH3EopcgmyO6d4W9jJnw+H4cPH2ZkZITNmzdHxYMzUcTd8PAwPT09Cd/1PxvHjx9n+fLlcZOte+655wJ2u/1vQog+pWNRkvh4N+IQIYTN4/E89NBDD8VNVX9lZeWcM0cTGZPJRH5+Po2NjUqHcgGxEHWTZGZmsnnzZnp6eqitrY2L8WuDfdDbKXvUzYeMTNj5YmRiAkjPQV6LDRMhIOCb2E4MSFsx8wSJyTm4MzGZYQsI0M7XLcMnGxpHEqvVyu7duzGbzaxZsyaqhfTxLu48Hg+1tbWsXbs2bhoKIs1kU19BQYHSoQBypvjWW28d7uvru1XpWJTmXWE3C4ODgz+/7bbbxuLhxApgNBoxGAz09vYqHUrUWLJkCXa7Pa72MZaibhKtVsu6devIyMhgz549itdX2sbk7Nh8a7/VGrBbIze/tWQt6NJl0+FwcNvAvBSyotxNPMn/Z+/Mw+Kq7/3/OrOwDksGBgLZVwiERJIQsmnicq3VNi5tta5Xq9b22uXXem+r3lpvb7VWe1vtdq+tba1abau2dWndojZqCElIiJAACUkIJBCYGRhgGGaY7Xx/fxyGECVhZpjlQOb1POeBwJzv+ZzJcM77fNbsyxkJpQrAZwdnM9hrYGB4s9fAYBN4+059n4Rf+bcEpE+0PYsG5N4JrjGMEIK2tjb27t3LihUrYpZEr1ZxF8irKy4uPmMD5slOQ0MDJSUlqikIef/99+np6dklhDgab1viTULYnQEhRLfL5Xr1b3/7m2pig8XFxTQ3N6s2XDlRAi1Q1JJvFw9RF0CSJObPn8+yZcvYvXs3ra2tcbt5CXlCjrERJElpMRIptHpYfaOSaxcOPi+suy12fd30+cposKE2GPwQnAfB168UVEj64U2njAVzHQLHXnB3Dgu64VnC2iTQT9Bzihx8q5Qz4fF4qKmpwWazsX79+jHHg0UTNYq7I0eOkJ6eTkFBQbxNiRoWiwW9Xj/Sf1MN3HPPPd2dnZ3fjrcdaiAh7MbBbDbff99999nUcMEASElJoaCggNbW1nibEjUC+XZ79uyJaxgynqJuNNnZ2WzYsIH+/n527dqF2x37mp40Q2QEmd8HqWeYixoO53xGEXheV2j7DQ1AigEWXxg5W8ZD9oF7CLxmEF4lt0+jV96PUzbdybw/93FF5AkUgW0ojMD7pwXNBD/SFouFqqoqZs2aRXl5ecj96SKFmsRdT08PXV1dUzqvTghBU1OTqs6xtraW1tbWg0KI/fG2RQ0khN04CCGO9/f3b9uyZYs6lB2wYMEC2traJmVT32AxGo3MnDmTurq6uFyoYyXqvF7Yvht+/Qf44rfhc1+Cq78E3/gvePZvsK9J8dLodDqWL1/O3Llz2b59e8xD1XmFSi86d5ghzwAOuzJDNpJk5MHmH8KQI/iQrJAVkXX1/4J+AgUhoSAEtH4X+raDZi4gFDvOhKRRvHi+XnAdhbTpkDzB/DrhV4ovksOcBOLz+aivr6elpYW1a9eqwjOlBnHncrmor69n5cqVqikmiAbHjx8nNzdXVWPR7r333p7Ozs7/iLcdaiExUiwIJEkqWrly5bbdu3fHz23zEdra2hgYGGDp0qXxNiVqCCGoq6sjIyODBQsWxOy4sRB1jkF45i/w9F/A6QSfXxm9pdcpAsDrUzaNBmZOhztugE9fpPSCc7vd7N+/H1mWKSsrIyXl4z1PhACLBQ4dgr4+xcOTmwOLFoMxzEKBP/8anv6ZMm0iHISAvh548DeRF3cA+16Fv/+n4tlKyx67t53fB85eWHjnVipXbGJuFOw4HebnoO1B0OcCEshmEMeHf3ma/EUhAD8gg5wO+ZsgqRG0Yf4fAPi7IeVimPbj0Pe1WCw0NjYyb948Zs+erZr8qgDxGj/m9/vZvn07JSUlk3Y8YjAERodt2LABvT5GpeTj0NzczMaNG+s7Ozun3tzNMEkIuyApLCz859/+9rdNlZUxvBOcASEE27ZtY/ny5THPa4klsiyzfft2ioqKMJkmcDcLkliIup174VsPQk8vZBgg5QweIyFg0AlOFywvgYfuhjnDif5dXV00NTWxcOFCZs6ciSRJ9PXBq6/C009BT7ciBGUBCEUk+nwwezbcfAtc/AkIJbfbZoWbLgyvQTGAaxDSM+H3W6KX09bZANufgIPvKt4wzXBrEOEf/rcOyi6HlPVbufDiTdExYgxkH9SdD7IXtKM6gIgBZZKE6EdRpBInkxmHvXmSAaQCEOnAABQK0GQpnrxQETLINsh5GpLKg9/P4/HQ0NCAx+Nh2bJlUWljEiliLe6EENTW1pKTkxORRsxqpqGhAYPBwJw5c+JtygjXXntt7/PPP3+t3+9/M962qIWEsAsSSZJWnn/++W++++67qnkc6+vro6GhgXXr1qnuyTmSDA0NUV1dzerVq6NaZRYLUfenl+GBn0FKCmSEcCpCgK1PaVj864ehfNhR6/V6aWxsxOl0Yusp48EHDbhckJ4GY0VKhIDBQRgagqxsePBBWLc+eDt+dj+88aLitQvlI+f3QW8P3PUQXHR58PuFy4AV9r8K1sNK5WtqFhQshZJLITUTtm7dyqZNm6JvyDB978Ohr4D+NFcP4Qa5G3CieOg0QApoTCCN0lAeK8xcD9I2JUculNFkQoBshZSLIPux4P7/hBB0dHRw6NAhFi9eTGFh4aS41sRS3B0+fJjBwUGWL5/aDiO73U5dXR0bNmxQzWegvb2dVatWHTabzYtFQsyMkBB2IVBQUFD1yiuvrKuoqIi3KSPU1dWRk5PDzJkx6tcQJ3p7e6mvr2fdunVRCQHEQtS9/Cbc+zBkZ0FSmKcwMKh4XZ79ORQvVH7m88EjD9vIzNpP+3ET9XWL8PnGT2R3OBRP4K23wle+GtyN3uOB/7wNGmrBmBvcPj6fEoL9zC1w67/HrgL1TMRa2DXdolS46idYROh3gM4Ic9aA60XQGIMbUSZkRTgmnQPG3wY3Z9Zut7Nv3z4MBgNLliyZdCOxYiHuLBYLhw4dYu3atVM6r04IMRJqVlMl7A033ND3wgsv3Op2u/8ab1vURELYhYAkSWUVFRX/3LlzZ45anlg8Hg9VVVWqynmIFh0dHRw7dozKysqIXkRjIera2uHyWyEtBZInmKzfZ4f8XHj5t0pe3r33wOuvgckkKFt2lNLSNnbtKuJoSwHjNSnx+aCnB27/oiLuPsqQCxo+hCMHlFFgPh8YMqB+B7QdUr5PzxhbrMky2HuVr9fcATd+RR2iDmIr7IQMNWVKbl0oHrYx1xLg7YHlb4PnzzD4hBLBPV1oVvhB7lPmyyZfANkPjy/qvF4vBw8epLe3l7KyMrKzsydmdByJpriz2+3U1taydu1akif6R61y2tvb6enpUZVX8uDBg2zcuLHRbDYvTXjrTiUh7EKksLDw1SeffPKyT3ziEyq5RZ0dhRQBmpubcTqdLF++PCIX6ViIOiHgxq9DfRPkROhh19oDt18Hc3Lg/u+CKVfJJwNITXWzZm0jmZlOtleVYrWe+cbs84GtF379a1g9nEJq64Y//xb+8YISRvV6lbw6SVL+LWnAOQCSDHo9pKQqXzUakP1K4YckwaoNcNUtsHx1ZM47UsRS2PnsULsekiL08fL2wdIXIXUBeA/C4B9h6GWlfQoyoGUkPw8NJG+C9BshqeLMwlqWZdra2mhtbWX+/PmqLI4Ih2iIO5fLxY4dO6ioqMBgiEBDQBUTKJhYv369qry2l1xyie3NN9+8UgjxfrxtURsJYRcikiTNKyoq2tXY2JirFte7EIKqqiqWLVs2pQsp4GSlbHp6OosWLZrQWrFqaVLfBNd/VRF1kbpPer1gt0OKXSm+GKMwlpycftaub2TIlcSO6iU4HKdvTzAwoBRS/P012LEVHv2ukouXlQ3601zLhQz2fnA5IL8QFhYpos+QBfOL4KIrIC/+nTDGJJbCztsHe8+NrLAr/TOkLT75M3kAht4B/7FhD50BtAWQcgFox5lSIYSgq6uLgwcPMn36dBYsWDDlvP+RFHder5fq6mpKS0undAVsgP3795ORkaGqgomamho2b968o7Ozc228bVEjCWEXBtOnT3/y0UcfvfHaa69VzRDAs6WQAhTPws6dO5k9ezYzZswIa41YNh/+1gPw+lbIjfA80kP7IdkNC+ad+XWzZluoXNNE54kcavcswuUaO2zU3Q3nr4P695TwakqQhY+yrOTQFcyCHz8FuXkhnkgciKWwk32wexno8yIj7L02WPYGJEdANPf09HDgwAHS0tIoLi5WdbXrRImEuJNlmV27djFz5swpn9cM6iyYAKisrOzZtWvXhUKIunjbokbU4XKaZJjN5m/fc889NjU1CM7OziYrK2tKT6QIoNFoWLVqFUeOHKGnpyfk/WMp6oSAf1ZDVkbk13WYwR3ER/D4sTz+8sJ5WCzZfHpzNWvWNpKc4vnY64ac8MfnIMsYvKgDJfxqNEFXB3z7NqXiNsFJNDpIXagUPkwUeQi06aCfYOcfm83G9u3baWlpoaysjPLy8ikt6mDiTYyFEOzbt2+kefpUR5Zl6urqWLZsmapE3VtvvSWOHTu2MyHqTk9C2IWBEMLidDqf+vWvfx372U5noLi4mLa2NlyuEGcrTUL0ej0VFRXs27eP/v7+oPeL9ZiwLgu4PUr+WSRxOwEBQx/XZ2MihMSh5pm88Px59PYauPyK7VSuaSIlRfkIu4eguwvcfsIeCjstB44dgad/Ed7+U5npXwA5AlcL3wDk36iIxXCw2Wzs2LGDw4cPU1paSkVFxZRP3xjNRMRdU1MTkiRNOAVkstDS0oLJZCIrKyvepowgyzJf//rXe7q6usYo9UoQICHswsRqtf73D37wg/7BwcF4mzKCTqejtLQ0bmO4Yk1qaioVFRXU1tbicIzvDonH7Nf2TtBG4a/MNQBISuFDKDNchdBw8MBsXnz+PPr70vn05mrO3ViPa3AQSVK8b44JPBdkGeEvT0F7W/hrTEWMF4MmGeQghfhYiGHRbboqxP2Gc+i2bdvGkSNHKC4uZvXq1aq6YceScMTd4cOHcblclJWVqcp7FS0cDgcdHR2qE7HPP/+8v7e39zUhREu8bVEzCWEXJkKIAZfL9eP/+Z//ccbbltGYTCZSUlJob2+PtykxIT09nRUrVlBTU3NGT2U8RB0o1aHRwBeogGR4skSIyLKGAwdm88LzGzl6xMTnPr+X2768h9lz+vBMwGbd8Ei0v/85/DWmIto0yLsGfH3DY8LCwNsL0y6CpHGKIQL4/X6OHTvG+++/j9lspry8nIqKikndviRShCLu2tra6Onpoby8/KwQdYECtbKyMrThjJiJEl6vl7vvvrvXbDZ/K962qJ2EsJsAvb29P3388cd7w8nziialpaUcPnwYt1tVkeKokZWVxfLly9m5c+eY5xwvUQdnHhc2IUbdhyZWnC2xd3cBP3pwPR+8N5fLNjfz2Vu2MaeoHY0mBFfgKAyZ8MZfwxcwasIzAI5OGLQobVwmwoyvQnoZeLtDf2+8PZBcCHPvH/+1LpeLpqYm3n//fQYHB6msrGT58uVRndoifAKxV8b/Rz/+b/vw3eHD92Uf/u/5kF+WEc1CdVGEYMRdR0dHYLrBlG5APJq2tjYyMzMxhjtUOko88cQTbqfT+ZQQwhxvW9ROoip2ghgMhltuueWWx37+85+rKlGls7OTjo4OVq1aFW9TYobFYuHAgQOsWbNmpN9SPEUdKP3hzvusUhEbyYf93i44uh+SU+Cckomt1dIMA/2g0ysexvNWOlmxppUZ88wcP1JAS8NsnAOnb5Uypn3d8Mxbk6/diRBgroUDf4bOneDqAY1W+bmkAWMRLLwcFlwGyWFEMr190Hw7DDaB3qjMsT0TQgafDZIKoPhJSD5NEbgQgu7ublpbWxkaGmLu3LkUFhZG3eMiegTyCzLy0zIMCmUcmnZ4AwgU90ggzZKQbtOguVSDlKwez9fpqmXNZjPNzc2sWbNmyrV/OR0ul4udO3eyYcMGdLowEzmjgNPpZNGiRZYTJ04sEkLY422P2jk7HkGiyODg4NMvvPBCT1ubupKKCgqUO2pnZ2ecLYkdeXl5LFq0iJ07d+LxeOIu6gCM02BaljKKK5KkGJSbviE0vTUmQ66T4kUWIDxp1G8v4c0/nYejP401F+9l0xXVzF7cgUYbnNtKo4XjrRO3LZbYDsJLV8HrN8PR18HvhdRcSDFCag4kZULfEdj5EPxxE9Q9obQyCQV9NhQ/BbmfVsKyHiv4x8ggkN3K73w2yDoPSp4fW9Q5nU4OHjzI1q1b6ejoYOHChZx77rnMmjUrqqJOCIH/NT++T/qQf+EHIZCMEpJJUr5mDW+5yoYRhFkg3+fHf4UP0RCeNzgajOW5M5vNHDx4kNWrV581oi4Qgi0pKVGVqAN45JFHnC6X69GEqAuOhMcuAmi12gsuuOCCF7Zs2aIq33Vg3NjatWtJGauD7RSls7OT5uZmZFmmrKwsbqIuwCP/B8/8JbJ97IQMe9+FebMgb4KtL/bvPSnqUpJg7RgeQEOWg3klx5kxvwvrCSNtB2fSfcLI6Upo+3vh/p/Cmo0Tsy1afNRj1/gs7HxYCWsnZY/vXfV7wN0HOSVw8eOK8AsVjxW6X4Kup8A/AGiUd1MIpdAi7zowfQZSPtJZw+v1jnjkZVlm1qxZFBYWxuxmLLwC+Tt+5L/LkAFSamjeN9EnwAeae7Ror1NPDlfAc+d2uxkaGqKysnLKjwobTWtrK3a7nWXLlsXblFM4duwYq1evbjObzYuFEBF+RJ6aqEuWT1L8fv+7BQUFu994442LLrnkEtV4QZOSkigtLeXDDz+ksrLyrEj8BZg2bRoejwetVquKVg7XfFoRdrI80Xy4kwx5wDSbU3LtwkWjUSZG+GWYc5rmwo5+A/uql7B/RzH5s6zMLzlGxfn1dB4zcezgDGyWbEaLPElSwsSTgX1PQs3/QHI2aIOcmKRNglST4uX7+w3wqWchNUThnmSCwtth+i3gPj4s7gRoMxTvnGaUpvD5fJjNZjo6OnC5XBQUFLBs2bKo5s2NhfAL/P/hR2yRIRckTejXFClbQngE8oN+kEF7gzrEnSRJTJ8+ndraWgoLC1U1PivaOBwOWltb2bBhQ7xN+Ri33367zWq13poQdcGT8NhFCEmSZs6dO3fvgQMHctX2lFdfX09GRgbz5o0zomAKMDr86vV6OXz4MJWVlXG/SH/rQXjtn2CKgNdOCGVW7DdvhV8/powTm8hH7uhh6O1RRoetLwVdkPdZjdbP9NlW5hS1k5UzgKU9h46W6Zjbc7FZNTz3jnqnUAQ8dl274bVblHw5bZgRN6cVZqxXPHeRfHYaGhrCbDbT1dWFy+UiPz+fGTNmxPVhxf+/fiX0agpP1I1GeAT0S2if1KKpiP/z8Ojw68GDByM6W1bNyLJMVVUVZWVlqquYfuutt+Sbbrrp3a6urn+Jty2TiYSwiyC5ubn3f/WrX/3W/fffH4HMp8jh9/v54IMPWLlyJRkZER6BoCLGyqnr7Ozk0KFDcQ+r9PXDZTcrzYozJuhksdpgVRk8+RN48QV48AEwmcIXFZYuaDsKq4ohJ0zNoNHI5M3sZsb8LnILe+jvyeDKa/PIyzOpcqLB1q1b2bBmEy9eCu5+SJ6AVhICXFbY+DAs+NRE1hH09fVhsViwWCwjHqT8/HxV/N2KgwLf57yQCZI+MmJHDAikDAnt33VI6fETUF1dXTQ3N49cJyI5W1btHDhwAI1Gw+LFi8d/cQzxeDwUFxd3Hz16dIUQ4ni87ZlMJIRdBJEkKSk/P795165dc2bPnh1vc06hr6+Pffv2sX79+ilZtn+mQgmLxUJjYyOVlZVxFRl798Mtd4FeB4YwxZ2tD3KnwR9/CXm5iqj497vgnXfAlBu6uPP7wWwGfx+ULVSKHiaKzSq48St21lxowWq14vF4MBqNmEwmcnJy4u49BUXYzbRv4v17IW2COYoA3kGluOLqLSf/Dzx9MHBUGQMm6SFtBqROP/l7IQQOh4Pu7m6sViuDg4NkZWVhMpnIy8tTXX6X70Yfol5GMkZW5AiLQPMVLdovxycke/z4cdra2li9evUpn82zQdzZbDaamppUOWP8gQcecD722GM/7u7u/m68bZlsJIRdhElKSvqX888//09vvvmmqgopAJqbm/H7/SxZsiTepkSUYKpfbTYb9fX1rFq1CoPBEGMLT7K7Dr58r+K5MwaRpB/A71dE3cwCePLHUDCqSa3HA/95L2x5CzIzldBsMAwOwqATbrgBXCdg29swbYJ1Jl4vDA7AU69DfmHAdj82mw2r1YrNZsPn85GdnY3RaMRoNJKenh7zm8rWrVvpfWwTA+2QFAFnmBAw1APnPwJDLdD2IgxZQRMI7wqQNX60c/vIuMCGttiGR+PEYEgnNzcXk8mEwWBQ3c01gDgi8F3hgxwRcRvFkAAkdO/rIuYJDJaWlhbMZjMVFRVjFp9MZXHn8/nYtm0bFRUVMc/VHI/jx49TUVFxzGw2L0rk1oVOQthFgenTp295+umnL7j44otV5RoTQrB9+3aKioriXikaKUJpadLf309tbS0rVqyI2zglvx9efUK5lrUAACAASURBVB0e+DkcagWPFyShCDy9HtLTICMDpmUrAs3nV8K4ANdshm/eDmljOB2FgJdegocfGg73GsYWeEKAy6UIuowM+P4DsHEjWM3whctAq4OUMJ2aQoDNCjd/Da6/40zvgZ/+/n5sNhs2m43BwUH0ej3Z2dlkZWWRlZVFenp6VNt1/PPdrRz92iZSw/ByjoWQYegApGmV9ig6kwep0I7I70c29SFyBkBISOYs5EM50GbEtCSN8u9LpKo0D3E0/h/5kJ+SkUzRETaiR6D9uQ7NxthcMoUQNDc3Y7fbWbFixRk/a1NV3NXW1pKbm4vaoksAl156ae/bb799rcfjeTPetkxGEsIuCkiSNGvevHm1TU1NqiukcLlc7Nixg3Xr1qku1BMq4fSpczgc7N69m7KyMnJywuhRESYeD/zpRfjd09Dbqwg8vwS9LnAMAZJSNStkZVKYhCLgcnPgqkvhps9ASRApMN3d8PJL8MwzMGBXRItfBoQy7ssvQ14e3HwzXPYpRdwFeO8NeOAuyMxWCilCQQilKXFRGTz6jHKsUPB4PPT399PX14fdbsfhcCCEIDU1FYPBgMFgIC0tjbS0NFJTUyecTvD2a1tpv3cTKdMmsEiyFynDiZTqRHicSKYBdLMd6KZ5kVxJSLYMJEsWGms2Uk8GknzSZiHAYwNtMlQ8BnnrlZ54g03gbAZHI/idSmVs2mIwFEF6CWjjlEngu9KL6BBRy4MTFoHmdg3a/xf9Rg1CCBoaGvB6vZxzzjlBCbWpJu6OHTuG1WplxYoVqjuXLVu2iBtvvPGfXV1dF8bblslKQthFidzc3P/++te/ftd9992nqkIKUKq/WlpaWLNmjer+qINlIs2HXS4Xu3btYtGiRRQWFkbJwpM0HYBv3wdHW8Fg+LjHzeMDpxsG3crkBwklD094QSPBdZ+Fb3wVQomWCAEdHXDoEPT3KT/LNcGiRYqwO91/+yt/gl88oLQqSQ8yROn3QZ8NFpXAD38DmRFyhgohcLlcOBwOHA4HTqcTp9OJy+VCCIFGoyE5OfmULSkpCb1ej06nO2WTJAlJktBoNEiSxJZX36PzextJyZFBI5RN60dK8oHep3xN8iEle5HS3JDqQUobQkrzIKW6QQLh1iP6UvEfTsNvTkPuMiCsGZgWBV9e63OC3wELPgmOauV7Mdy7V9IMfy9A0inb9Kuh4LqP97aLJsIn8K3wwrSJV8Ke9hh2gVQsoXs2us2A/X4/e/fuJTU1lZKSkpCuf1NF3Nntdvbu3cv69etV14jY4/GwZMmS7paWlpVCiGPxtmeykhB2UWK4kOJQTU3N7FmzZsXbnI/R2NiIVqulqKgo3qaETCQmSni9Xnbv3o3JZGLBggVRu0i/9ibce7/SKy47K7zihp5emDUDfvc4TA9yAPxEqN0BP/wW9Nog3XD60KzfD/bhofZXXA+3fA1SY/gY4/f7cbvdp2wejwefz4fP58Pr9eLz+fD7/ciyjBDKvFJZlunvG8B7PFMRKrIGZAn8GoRXBx4dwqMDjx7h1oErGeE8uTGUBEJSxn01gBgujhB+JafOFGx/VwH0gjgC+CCzFPRnqM6VPeDrVwTe3P+AgmsV8RdthEXgu8iLlBM9ISPcAilJQrc1esLO4/FQU1NDYWFh2K2fJru48/l8VFVVUV5erooenx/lBz/4gevRRx/9idVq/U68bZnMJIRdFElKSvrERRdd9MfXXnttIgGfqCDLMtXV1SxevBiTKQJlgTEikmPCZFmmrq4OrVbL0qVLI14t/NqbcPd9SrgzZYJR755eMOXAs09OfNJEMDgG4B/Pw4tPKXNkhawIOUlCCesmKaHj9RfA1bdCcVn0bYokb7++lfZ7JhaK9XcoG3rlfZF9kGQAY3EQOwugDbAAWuW91BsgK4i6JtmtCLxpG6DoseiHZ0WnwPcJH1IUMxeER0k01W+LjrAbHBykpqaGJUuWkJ8/saejySruhBDU1tZiMplUmVfX0dHBypUrjw1PmHDH257JTELYRZnp06e/8fjjj190xRVXqKO9+igC+XaTZeRYNGa/BpKo+/r6WLlyZcRCE82H4JqbIC1t4qIuQHcPlC6BZ34LUZ7tPoLfD0cPQctB6GgDnxem5cC8xbCwBLLU1c80aCZaPCF84N0LaE96zfweyJgJhvGi+6NFnZ7hOWIgeyGr+Mxeu5ElBHitkL0WlvzfqOrbKCB6Bb5zvcqkiSiJGDEkkAwSui2RPxGbzUZdXR3l5eURa8A7GcVdW1sbNpuN8vLyeJvyMYQQXHDBBb1VVVXXeDyeLfG2Z7KjqqrNqYjZbL7xzjvv7O7p6Ym3KR8jNTWV0tJSamtrUbvAj4aoA+VGVVRURGFhIdu3b8fpdE54Ta8XvvUdRTBEStQB5Bihfj/86YXIrTkeWi0sLIaLL1dCrbffBZ+9GVaum7yiDhQxlrMEPAPh7S93o+S+Ba6gw5XNScFEt2ycKuoY/iqBqyu440sS6E3QVw3tvw7N9pDJBtIl8EXxGC6gJPLiqL29nX379rFmzZqITlWQJIlly5bh9/tpaGhQ/fXTbrfT2tpKWZk6Xeu///3vPU1NTW8lRF1kSAi7KCOEsPb29n7ttttu64u3LWORl5eH0WiksbEx3qaclmiJutHMmjWLpUuXsnPnTrq7uye01osvwZEWJacukkgSZGfDT34ONltk1z4bKfuC4mULB7mHU66ewq9UuCaN1yLRC7QCWkaP1gVAo1OaGgeKJ8ZDkkA3Ddofh8EDwVoeOpIkIS2VYOLPPKfHC1JF5IRdoPL1xIkTrF+/PiqNySeLuPN4PCNtntRWLAFw4sQJ7rnnnm6z2fzFeNsyVUgIuxjgdDqfr66u3vnSSy/5423LWBQVFeFwOGhvb4+3KR8jFqIugNFoZM2aNTQ1NXH06NGwLtRCwO+eUipYoxGdSU5SPIKvvhb5tc82Zl8AGTPAHeIjl5BBOFHEGShhVBkygqmRMgN+QKMUQ/hd4HOAzw6+AfAPgX0/uI4rPx8PjR6EBMd+Edo5hIp0iQTeKIVhhQCNhKYyMrcjj8fDjh070Ol0p208HCnULu5kWWbPnj0UFRWpYizdRxFCcP311/fabLZbhBD2eNszVUgIuxih5pCsJEmsWLGCI0eO0NenHsdiLEVdgNTUVNatW0dvby91dXXIcpDuk2F214LFOnYT4UiRng6//4MiIhOEjy4ZNv0IZH+InjvPcOR0ODfO74WUaYxfiCEDXUqRhW9AGTUmvMoagVAsKC1QhjphoAns+8A7zp+kPht63wO3OYRzCBHNJzWgEwhvFD50dpBKQVo0ceFot9vZvn07c+fOpaioKCa5b2oWd42NjRiNRgoKCuJtypiMCsG+FW9bphIJYRcj1B6S1ev1rFy5kg8//BC3O/4FSfEQdQG0Wi3l5eVkZGSwfft2XC5X0Pvu2q00AQ4rIV/AoAO6zdB6GJob4OB+ONwIJ44pveI8HkU09vZBe0fox0hwKqYyWHef4rXzBfuxF4oWC4g6fRpkzx9/N2+n0nRY9qGIOM3wJp3cJJS8PU2S0tbE7wZHMwweVgo2xkLSKp+dvqog7Q8DySChuU4DEb56CVmAGzQRmBN74sSJkZBjrIWMGsXd8ePHcblcLF4cRGfzOJAIwUaPhLCLIWoPyRoMBkpKSti9e3fInqpIEk9RF0CSJBYsWMCSJUvYsWMHZnNw7pCaPZAaYoGxzwvmE7BvDxzcB21HwGZRZq46HcoEic52pTJ1/x443ASuQTh4KIwTS/Axij4H5/5A8ZS5eoLwhI7y1CVnQk6xIq7OxNAJ8LQq4+NGxNyZ1kd5ONDolB55HhvYG5Tw7en2se8dx+4JorlTi5QvIewRFC02kC7WIJ0XvmfN7/dTX19Pe3s769evj1t/NjWJu97eXlpaWigvL1dlxe5wCNaWCMFGh4SwizFms/kGtYZkQSmmyM/PZ9++fXE5vhpE3WhycnJYt24dLS0tNDY2jit4mw8HL+yEAFs37K+FjlYlJKjXQ1KSMtJLpzu5JSUpv9PplKbAJ47Cf98PJ05M/BwTwKLL4cqXIe8cGOoBpxW8zpOFDEIo4dqhPhgaAARkzlZ61knjpHC5zeBqB62k5MONx0ebDkuS4sGTPTBwQCnU+CjaVHA0BHWqYSOlSWj/Rws+EK6JixbRK8Aoob1PG7b4GBwcZPv27aSnp1NRUYFeH93JFeOhBnE3NDTEhx9+yKpVq1RZLAEjIdgtiRBsdEgIuxgjhOhWc0gWYMGCBfh8Po4ePRrT46pN1AVITk5mzZo1aLVaqqurzxiaHRpSpkyMh9+veOCONiv/1icF15tOkhSBp9FB61G48nJ4KzEmOyJkzYHLnobNL8CSayEtD4Zs4LIqm5ChoALOfQhmXhxEBSxKcYTzmCL+NHBmT92wBjjdNAmNXsnLc7aN9UuQo1m1OoxUrkHzqBYGQTjCEy1CCESPAIOE7vc6JGN4oq6zs5OamhqWLl0a1ekxoRJPcef3+9m9ezelpaWkhzKDMIYkQrDRR51yforjdDqfnz59+hdeeuklVTYuliSJc845h+rqatLS0ibcqT0Y1CrqAgT63RmNRnbs2EFJScmY74tWO3J/Pi1+PxxuAIdDEWnh3I8kSRn3lZwM3/4WOJ1wxZWhrxMOQoDdBoN2QFJmymYao1MFHA9yimHtfyrfyz7Fc6fRgS715DlKfdDwMHAmcSdg8Mjw6zXD3rpAocRpXi/pzvw+SnrwdENSDuhHt9MRyu9igfYCLdJvJPx3+RFWATnBz5AVHgH9IBVLaB/TIc0M/UPj9/tpbGzE6XSybt06kpKSQl4j2gTEXX19PQ0NDTFpYiyEYO/evcycOZO8vLyoHitcEiHY2JCYPBEnJEnKLSws3F9fX5+fkxPFWT0TwO12U11dTXl5OVlZEW7KNgq1i7qP4na7+fDDD0lJSaG0tPSUcMcnr4D+fjhd2ywhlGKIgX7QhSnqADxemDtbGS/mdoPdDj/7BZx7bnjrjXs8N+x+F957CY7sA6cdtMOn7fdBWiYsXAbnXQ6rLoCkCDZmjgZbt25l06ZNYe/v6YM3N4HOcPqpD95+pfAhINaS3MomxvLICWXTpyki8kzIPiX0mlk66li9YNwIxT8N84TCQPQL5B/6kf8uK/YbgJSPT6cQslB64A1JoBdo7tSi+VcNki70D39/fz8ffvghs2bNYt68earx0p2OWE6oaGhQYvGlpaXjvDJ+PPnkk5577rnnb11dXZ+Pty1TmUQoNk4IIbr7+vruvOaaa3rVKq6Tk5NZtWoVtbW1IVWGhsJkE3WgvC+rV68mKyuLbdu20dvbO/K75WXgPMNb1d0F9gmKOlD2DYjH5GSlBcq998AoUyKCzwcv/wbuOBd++W1o3KUcOysXMqYpW9bwWK6GHfCLbymvfeW3yr5TlaRsWHgreM7wfruHp0gE/p/9Z/LNC6UAY7wiDFBe43cq28juXsisGH/fSCJlSWgf0qF7U4/mDg1SmgTdIPoEoleMfMUG0gwJzXc06N7To71VG7KoE0Jw6NAh6urqWLFiBfPnz1e9qIPYhWVbW1txuVyUlJREZf1IcOTIEe6++25LIgQbfRLCLo4MDg7+Zd++fa8+9thj0VFNEcBgMLB8+XJ27dqF1+uN6NqTUdQFkCSJuXPnsmrVKvbv38/BgweRZZlVK5V2J2PhHoL2NqUAYiL3JCGUbXSvvLQ0JbT70A/CX/ejHD8M934O/vSoYnNWDmRkK/mAo+2XJOVnGdMgO1d57R9/ouzbfiRy9qiNxXeAYZ5SsfoxZPDaTy2s8GuHo7AfvbcPh2f1qcF9LgL987z9w7sPV9pmrQrjJCKAVCih/aoO3bt6dNV6dL/Tof2FDu0vdej+qEe3W4/uJT3aa7RIGaF/8J1OJ9u3b8fr9bJhwwZVNto9E9EWd2azmfb2dtVWwIIS5di8eXOPxWK5KhGCjT4JYRdnLBbLHQ899FB7bW1tvE05LUajkUWLFkW0DcpkFnWjMRgMrF+/HiEEVVVVrF5hR6tR8ug+iqVTmVAQTHHFmfD5lHFlHy22yDHC21ugbazk+hA5sAfu+zx0HoVsE+hDCK3qk5V9TrTAd66Bg1FuwxEvtEmw5v9Al/FxcecfflQbfZ8VgEcLkl+pbBW+4c2vvE72jV3xOiYaZVoFgN8O6UWQXjzRM5o4UoakFFhs0KBZp0FaIiElhyc2hBC0tbWxa9cuiouLKSkpQTPRP544ES1x19fXR1NTE6tXr0YbTPVVnPj6179u7+rq+rEQoibetpwNTM6/kimEEGLIarV+6qqrruoeGAhzInkMKCwsxGQyUVdXN+GL0lQRdQE0Gg3FxcWUlZXR2voht9xwELv9VAHs9yuNhyfafSDwzk8fo55Fo1F+/5e/TOwYRxvhoS8CkuKFC7e4I9OorPHgrXC0aWI2qZX0WXDus5CSD0OW4ebDKKPBAggZfC7wDoDTd7K5cQBJA8jKPt5BZZO9Z+6nJ2mUvntCBtkNs78ShZOLI4ODg1RXV2O329mwYQNqzU*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" 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2.2 Bokeh
Bokeh的官方文档和Bokeh源码。
2.3 Pandas
pandas基于NumPy的一种Python工具包,主要是为了解决数据分析任务而创建。
Pandas提供了大量库和标准数据模型,高效地操作大型数据集所需的工具。Pandas主要包括三种数据结构:
Series,一维数组,与NumPy中的一维array类似。TimeSeries,以时间为索引的Series。
DataFrame,二维表格型数据结构,可以将DataFrame理解为Series的容器。
Panel,三维数组,可以理解为DataFrame的容器。
关于Pandas有一个简要的入门《10 Minutes to pandas》,主要包括创建pandas数据,查看数据,对数据操作(统计等),Merge/Grouping/Reshaping/Time Series/Categoricals/Plotting,以及数据的I/O接口。
更详细的入门在《Tutorials》。
可视化相关内容在《Virtualization》,pandas的可视化基于matplotlib,包括基本plot/Bar/Histograms/Box/Area/Scatter/Hexagonal Bin/Pie。
《API Reference》提供了所有pandas的objects/functions/methods的介绍,在这里可以获取每个函数的使用方法。
还有很多对plot设置的Plot Formatting以及附加的Plotting工具。
在pandas_test中对pandas基本数据处理和可视化进行了简单测试。
2.3.1 pandas数据构造
import pandas as pd
import numpy as np
import matplotlib.pyplot as plt
s = pd.Series([, , , np.nan, , ]) #一维数据构造
s_list = s.tolist() #从series到list
s_series = pd.Series(s_list) #从list到series
print '\nSeries:\n', s
print '\nSeries item:\n', s[]
print '\nSeries to list:\n', s_list
print '\nList to series:\n', s_series
dates = pd.date_range('', periods=)
#二维数据构造
df = pd.DataFrame(np.random.randn(, )*, index=dates, columns=list('ABCD'), dtype='uint32')
df_list = np.array(df).tolist()
df_dataframe = pd.DataFrame(df_list, columns=['a', 'b', 'c', 'd'])
df_list.extend
print '\nDataFrame:\n', df
print '\nDataFrame to list:\n', df_list
print '\nList to DataFrame:\n',df_dataframe
print '\nDataFrame row:\n', df_dataframe.iloc[]
print '\nDataFrame column:\n', df_dataframe['d']
print '\nHex format:'
for i in range(len(df_dataframe)):
print '0x%0.8x, 0x%0.8x, 0x%0.8x, 0x%0.8x' % (df_dataframe.iloc[i]['a'],
df_dataframe.iloc[i]['b'],
df_dataframe.iloc[i]['c'],
df_dataframe.iloc[i]['d'])
'''
print 'head\n', df.head()
print 'tail\n', df.tail()
print 'index\n', df.index
print 'columns\n', df.columns
print 'values\n', df.values
print 'sort_index\n', df.sort_index(axis=, ascending=False)
print 'sort_values\n', df.sort_values(by='B', ascending=False)
print df['C']
print df[:]
'''
#二维数据构造
df2 = pd.DataFrame({'A':.,
'B':pd.Timestamp(''),
'C':pd.Series(, index=list(range()), dtype='float32'),
'D':np.array([]*, dtype='int32'),
'E':pd.Categorical(['test', 'train', 'test', 'train']),
'F':'foo'})
2.3.2 pandas可视化图表
可视化图表主要有基本plot/bar/histograms/box/area/scatter/hexagonal/pie。
准备好数据,使用起来都非常简单,xxx.plot()/xxx.plot.bar()/xxx.plot.pie()形式。