Python之路【第三篇补充】:Python基础(三)

参考老师:http://www.cnblogs.com/wupeiqi

lambda表达式

学习条件运算时,对于简单的 if else 语句,可以使用三元运算来表示,即:

# 普通条件语句
if 1 == 1:
name = ‘luotianshuai'
else:
name = 'shuaige' # 三元运算
name = 'luotianshuai' if 1 == 1 else 'shuaige' #这个就是if else的一个简写。
#if 条件成立的时候name为'luotianshuai' 不成立的时候为:'shuaige' ,语法糖!

那么函数有没有他的简写呢?也是有的lambda表达式!

lambda 和if  else的三元运算一样,是为了简化函数,但是:

1、只能做简单的操作
2、自动return

看下面两个函数的对比:

'''正常函数'''
def func(arg):
return arg + 1
result = func(100)
print result '''lambda表达式'''
func2 = lambda a: a + 1
result = func2(10000)
#这里调用函数的时候就是lambda表达式左边的等号就是他函数的调用!
print result #执行结果:
#
#

内置函数 二

一、map

遍历序列,对序列中每个元素进行操作,最终获取新的序列。

aaarticlea/png;base64,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" alt="" />

解释:

在Python中,最基本的数据结构是序列(sequence)。序列中的每个元素被分配一个序号——即元素的位置,也称为索引。第一个索引是 0,第二个则是 1,以此类推。序列中的最后一个元素标记为 -1,倒数第二个元素为 -2,一次类推。

Python包含 6 中内建的序列,包括列表、元组、字符串、Unicode字符串、buffer对象和xrange对象。

'''例子1'''
li = [11,22,33] def func1(arg):
return arg + 1 #这里乘除都可以 new_list = map(func1,li) #这里map调用函数,函数的规则你可以自己指定,你函数定义成什么他就做什么操作!
print new_list
输出结果:[12, 23, 34] '''例子2'''
li = ['shuaige','nihao',]
def func1(arg):
return '%s test string' % arg #或者使用+进行拼接万恶的+能不用最好不用他会在内存中开辟新的空间! new_strlist = map(func1,li)
print new_strlist 输出结果:['shuaige test string', 'nihao test string'] '''例子3'''
li = 'abcdefg'
def func1(arg):
return '%s test string' % arg new_list = map(func1,li)
print new_list
#结果:['a test string', 'b test string', 'c test string', 'd test string', 'e test string', 'f test string', 'g test string']

map例子

使用lambda表达式:

li = [11,22,33,44,55]
new_li = map(lambda a:a + 100,li)
print new_li #输出结果: [111, 122, 133, 144, 155] #多个列表操作:
l1 = [11,22,33,44,55]
l2 = [22,33,44,55,66]
l3 = [33,44,55,66,77]
print map(lambda a1,a2,a3:a1+a2+a3,l1,l2,l3)
#输出结果: [66, 99, 132, 165, 198]
#这里需要注意如果使用map函数列表中的元素必须是相同的才可以!否则就会报下面的错误!
#TypeError: unsupported operand type(s) for +: 'int' and 'NoneType',如果看下面
l1 = [11,22,33,44,55]
l2 = [22,33,44,55,66]
l3 = [33,44,55,66,]
#l3的数据少一个,如果元素里的元素为空那么他调用的时候这个元素就是None

lambda表达式

二、filter

对于序列中的元素进行筛选,最终获取符合条件的序列!

aaarticlea/png;base64,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*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" alt="" />

li = [11,22,33,44,55,66,77,88]

print filter(lambda a:a>33,li)
输出结果:[44, 55, 66, 77, 88]

三、reduce

对于序列内所有元素进行累计操作

aaarticlea/png;base64,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" alt="" />

li = [1,2,3,4,5,6,7,8]
result = reduce(lambda a1,a2:a1+a2,li) #累乘、除、加、减
print result # reduce的第一个参数,函数必须要有两个参数,因为他是两两进行操作
# reduce的第二个参数,要循环的序列
# reduce的第三个参数,初始值 #初始值
li = [1,2,3,4,5,6,7,8]
result = reduce(lambda a1,a2:a1+a2,li,100000) #累乘、除、加、减
print result

默认参数:

aaarticlea/png;base64,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*ABoANEBsQNkDMXhoRNhFoxNAAkR4gnYR0TqBzOPSSlE1JDsZ6q23xyX9O2Jg54L2JEa1aPerj0ygycvLE99esWn3u3Pnq6mrRfMpLmSkEKbP0I1mYCcgyll3qMj2kWM/KsovKMnHJVPae/VJzhpcop5RihCVJKi4uzt2WO3369OjoaD8/v/j4eBZrLS8vV58VRhgBiCBiShY5rZY7ly7tyz6w/kvdZ1MWJY6fOWHCxPET3n13/LvvjR8/YeK49yZNnpj48bSZX8yat/SjBZ8vyvhsWW6a8chPx0su3qm2SYirf6QQLsIQIySyfGXZ6XTHWjlHdu8xY8aMA/kH7t6963Q6xSSr10yk6jlD40gNGjT8P4vaY62eI50QB2J8V7GjEp1DmFKKECwtLS0sKtLp9ePeeadP9+4BQUERcXH9xo+b9e13yy5cyKyuNkiSQQJGAHWMCyE2YGLExICJHmM9QHrAVCPZjMkWSjcTYsLIiJABIj3iatKAiBFiA0RGqARmEeNOaADICKFRAkYn2FRZtfzihRk7dvV/7/0mnToFhYX27tF9zNujDUZjYdGF0tIyhJDoooWRux7DraExdaf3UEopdzenzKNOdrE75XK5ZEprNhNWC1MGdayVEspc6EpKSoSO9Pf3j4+PT0lJOXDgQFlZGVL1dEQQQQkgAAjGFGNgq6q4fOzX9Qsy3x88/cno/i1CWjdpFBnRNCyicXjjRo2bNWkc1ahJeEizAN9on/pNfP1Co+NbDJ41eGbO8h8vHL1SaXZCFnEFEAGAWR0rwhgRTJXuLSLWyuYjhY7ksVanJL426m+FrGoYKb5aLi3WqkGDhv+HIMYv9lL91C/ko5omZZXlmJBBLOWEdXqilDqdznPnzn333XfvT5rUuUvn8PDQpp069hwxbNz6b1Zdu7rFbttGiEkCOrtT55R0jAsxNmEeRNUhyESkXoIGp6R3OnQOh87h1DmBHkA9RHoIDRAZEDYibIBYD7ABYCOAJh6PhUxl6iWgtzs3S9J2jLIdjlVXr03YmNl3zJgmbdpERIS369BuwsSJO3buOnv2nOTkWSfM+9VjDlLlP8eaWwmDVp4Qy8OtVOhISl08fVN2y3F304narHzYn75+/fr27dsZRwYEBDCOZDpSMDdvdQwhRty3CAK7pezmleP7j35v+l63Jmttxtq1a1at25ixftM3mzbos9L1X89N+Xjky/3axkUG1/MJieo57OU56xbnnjl0xXLDLDkRpNwXCSOktPVS4qXs/J1OJ4u1JiYmxsfHh4eHd+/eXZ2z4/UlUa6xlhDrw0OQLo0jNWjQ8C/h9YyvDgmqZSITPUpWC1ZzJBOREgBOSYIQEUqtFsv+ffvS09Pje/UKatiwYZPGPYYPfyNp6YL8/Kyqyq0IbqPYBIDOIemcwACQEREjwkaI9QDqJWCA0IiwQZI2VZavKbmQfurQ0t/3Lz5xKunSnfTb1m+qoc4JjQCYEDQixHJ5jAAbATZAZEDIAJBeQjqJTWc6NwOwndKtCGZWVS08cmTMihU9Xns1pGljHz+fnr17Jict3bt3j81mJYRAhCQAJAAQhETVCJIpSEwwogTLlBKZYEooxUoAFVNZ6frh4tOTNaKsIndUrFFrSoSR0JEs1ip0pOBIztyUIGUGkWccEYSg5LBbrVZztbnCXFVeZa6qsljN1RZrdZn99u+Vp9Ye3Txz6shn23d4umHc2Bem6FbvOn3qutkCCcAEQgQhj+SyPF3+QWMsU+qiVJZlSZJYrHXq1KlMRzKOZDoSSEDwn5oj1dOQroeMHRk0jtSgQcO/gBi/1PORXtNmHmkdNQKt3LMGQgC4LXhFRUXu1q3zZs9uHh1dz8cnqkuXlxZ8OnvXt2kFRTqbzYTQFoINCOqBQocQ6dl0I0QmjLcQkkvlbUjSl11fdWbPwm1JczYtmrFty7zfLywqrl5lozpCs2WyVSZbKDZiZIDICLABEJ7RA7EBYANgShQYIdpCiAnCLJsj/eKleT//nPDJJ1EdOz5av36bVi2nT5u6LSenqrKSUoowBoD1xiJYWAJhQjBVSj5ZPyuKWbIokSmhhMoYuyiRKZeNMqUuKrsos1mozTi0lvlIjFnth4i1qnVkRUWFELHMlkFJHaaUm8ZTqlRwKNKXYihJ5lvXjhh/TnkjfcKTQ596offgGc8k7kjZVfzrJXOZzYkJxBgBiABEyB1b5cCC56gsSW4dKThy1qxZhw4dKi0trTXWqnGkBg0a/hPgIR9VDWnF8K2OrFJKRU9dNRQe5Qrnxs2bG9atmzh+fFRUVP3g4JYDBoxes+bzo0dX37qtB8BEkJFSA8J6APWAJ6zqAdRJUqbNsqG8dMP9Oxvv3V17o2TZmV8//3HD9LQJ7302ekxa0oTc/GlHLi4sup1+/dbaO3c3Vpk3WRyZDqQDxAAxT3wF0CBhIyAmiI0Q6QE0IrSZECNCegC+vnPvy2Mn3l61OrZvv3oNg2Kio8e+PWrj+nW3b9/myaIIYYhZyinCCBNMMcWYEiwTpWoCE4oopYTKWGYtnQmVCe9B4RLWAbIse5WtP4gjZVkmmNSMtfbp00fUR6ofUJB4ZmFTpO4EVwQRAhABADGodlZeuF3wsyl5yojuHbpHxsYPeGf0h2vWHyg6V4lLJeRAAGOACW+7onrm4XYABGPBbSxn58CBA0JHqucjNR2pQYOG/yiIIUtWsljZoOaSXdxiprbWgR6yUgFL1BHKEiMkSdLFS5dWLls2euTIxlFRfhERHZ5/YYJev/TMmW/KyowQGTA2UWpgiTkSMCJkIsSIoM5uXXOzOOnX/Qt/3jFnx9YpJsO4jGUjP56WMOq5p18dNGDU2IEzlzy76JvX0zPHrTNMy9756ZHTS4rurrgnbbBTHcCsXNIgIYOEjACbIDYBbADICPFmQo0YGyBcV16ZfK7g3Uxd2+deqN+kSbPo6DeHvb5yxfIrVy/bHQ6eF6O4rzMlSQkliBJEKMZ8ChJTTGRCKCWcI7FMKfcilWVVrFWhSD7dyyiE6y3qcWMZRzIdOXPmzBYtWohY68GDBysrKwnh3RApJbyXGHc4QBhDhACEEkKAt6GUqmHZubKT609um/fJ6GfbRvcNjnz92XFfL8o8dKz4voNShDFvQaY84FB3t0x3Ead6PrJmrFXoSI0jNWjQ8B8FdXzVa9kL6ulJdxROyEdVK0TevxEhAMCVq1dXr1wx7q23mkRF+YaFt3/m2fc2Zi45eeqbu6UGgAyYmAg1IKyXoN4JTAhtptSEkc5SlXHp3Pxdhg++SR2X+uXriz57cdaMge+M6P1sn8ee6tnl2ee7vv7u42/NeGL87GenffzaorTJOfs++u3q0uv2tVaS5cQmiEyIJb5iA8RGiI0AGiSmI6kJIQOA35SWLT1zduyGjW0GP+MT2Tg6uvmokcO/zsgovnaN2dQx0xtKMcYQIVYBoWSxEGXGDrGWJpRxISUEIUwIlnmglXL6VEKvXuFrcWPVOpLFWtU6Uj0f6Y61UioeYpTzwrzftAQggJjKGAFn5e2bR7flfTn869HdhvWO79ZvYp+x6z8xFew8WXqzwkEIwQhDCUGAEGSPAogoyVmEUPGAJM72QTpS40gNGjT8Z0IMWJ5cyIc5oRrdUUGVcZoSkqME82IJNh/JSwwJuXfvnkGnmzZ5ctOoqHoBATG940empC3Yl7/yarHO4TQitJlSI0QGJzA4wWaINhNiwljnsH5zuyT52KHPD/w4P++H2d/tmKJf+07SzJcmPfvs6KcGvz/2uQWpL6XoR63ZNlG3feaOnz/7/dzSy3dXljnXO2gWwEaETAixRB4jwgZIDACzWK6JYCOCWU7HipLrCw4dGrZ0SfMePer5B8TFxL7/3gSD3nC/tJRgrHS1RIQwuof8QYA9BBCCmF07749JMLcHoBjLjDD5fCQnT25N5/WcUet8pDqvdebMmYwjWaz14MGD3IsOU5npeJZho1Ak8zUCAAOICEXAXlp6+VjeukXT+nR+Pti/d+f+L09JX7D51/3XnVcsxAoQxRhjAhGGECLMXWtZ2JaK+WbPNmEOh8OLIzUdqUGDhv9YiKky9fAtFgQX8qigVyKrEpATW2JFPkqShCCihJqrqr7/7ruFn33Wtk3b+n5+oS3jBk2Z8n5W1pfHT2yyWEwQbiHYCKFOkvQAGAEyAWIE2AiQ3mHPslRlWaoMtuqsytI1l08l7c+aveq99xe/NX518uSffp194mbSzeo1FeZMs9lotxuckg4gPcAGiI3MnQ4BA4JGiA0A6wHSScCIYDbFWyDMsliW/vNU4mbDgPcnhMfFPlK3bqcOHRd8Mv+HH36otlioLCOEWWMQhCAvEVQMhpjNOVFafXlwCKGY3Q4uGVlJoSq1VeV+7hW1rsmRLGenRYsWzEPAQ0cqpnLKh8FvPEYAYQwJgchJnLdtxXsu7luZMXt4r1adGvp36f789A/X/fL9yatlkDgpQQhQBAhGmGXscL9BXnrJdKT4xLkmfkCs1V0fKUniatUcKb5RDy1ZahypQYOGWqAOpYphS4xlhIcSPTIVWX2eIFFFb3EKgQgCCUiShBCilDrs9t+PHs3MzHz5pZeimjZtEBzStl//5z74YPrOnevv388BUi4lJgCyHE6dQzIAaOQFjtgAkQmjLYRslWkOArqKm6vPHfji2+UfmZJm79z60bGiL4qrV9uontAcSrdRmk0IM3Q1QmziP1xE6gHSSZLO4dwMwXZKciHYUHp/9g8/DP3o45ZPPBEUER4RGTkkYciGjeuP/v6r02EnhBGVBCQJIaiq+uCm4YRgihEhCFOMKaaEyJiwTB5EMaGYCUnWZ5q6qKzMRxLqoR3F84f7gYMQ5iGgjrUyT3M2Hyk8zYUY5fk6GCEIEJAwxoQgaC+3XjtUtH3+95+/mDi0V7vur0X0m/vapz/oDlw7e6MKEUIptwpkMWREMaaYEESEq2uNFK0HxVoZR/K8VkkSTa/EBYpnLEqpZ0us/9vvvgc0jtSgQYM3ak43UsVkDnvabKoHSlXg1dPgW9kSQsjCrZRSAEDJ9eu//vbbl1999fSgQXHRzYObRLWMj3910aKlJ09llpdtliSjBHQOp16S9NwTBxsxKwKBBgAMCBokZ5alct3dkpUXTqefPZFaWJRecnfFPes31TDTwa1ZDbzkAxshNiFiQsQIsRESPcQ6iHQS0DmdBgC2SJKuomLJyVOvL17a4ZnnQps0aRndfPDAgV8u+erIP44UF1+DEFKZYoyBchVKqQvx8NjBTE0qFCK4D2OZeZ1TypzrXNRdJOnRAESlKUVmlNCRzNNczZHJyckHDhwoLy8XnwXhQWHMYq4QYAAgIRQDW/WdwrPfZ3w9Nn5C20efbB7dc+i8hI9yl+2/98ct510LYJQPEQYIQYx4PQvFlPIEJHEybEGV58pjrcJDICws7PHHH581i3uaAydwt4Lx9Gtla9STsi5NR2rQoOFhRk2OlNUtI2o0YOJFecQjNkipWOseUoWnKELIYrXeuXt3z969n87/5KUXX/D19fUNatjmqQGj0pfN37/v61u3DU7nFoyzMTZIUO+U9BJkPGdAShUHhEYADRAaICujhEYIWQ2lAfLEHD1ERoRMGBsRMjCvc4D0TqBzSnoANmOUjZERSKtu3FhwIP+N1LR2Tz8dEBkRFNTwlSFD5n/0UX7+/jv37losFqaS2fQq9EzVYXFWohJ91L0o7hAPSiq3VK55k9WcIR5KRMgWIaTWkepYK9ORquAnY0nmioMBJBLEhBAMqitvFRz/bsOKyW9MfqrvOwlvzk/fvH73P0+UwVIo2xAiyrwjuyjmyK5cgUeerQihixMWHDl16lTBkSzWeu/ePYn1WHa3Q/GOtVJZHXTVOFKDBg0PN7xirUIgKqLII9QmyE+860GT2D2kMrCwIQvG3rt3b//+fcvS0x5//PHg4CAfH7/Y7t0HTnhvanb2ystXjBbLVoJNEBolySAB1gPLwHNTFXGJsAnjzYhsxsSIsZ7ZtAJshEgPgR5JBigZWZMQKGzQgcEJTBBmY2yw2laVlEwymgZMnNi822P1/fwaBgf17t17xYrle/bsKSsrw7xaAireASpTISGXMcYEs+xPqkw2usU0N9wh/FGD31iZytSlSCtZltUM5H4E4fFcgiD32fHKa63F05zPQ0Ju3YAwYg5yGEhOq7n0zo0LFy6eOXfh/MWbt0vLqq0OjKHoMSIo3qPzJLsmyq/Z83GHnaro+6H2EBDzkU7JSTxDtV7PUsrjgaxxpAYNGh52CIIUw5nXS+L2avFQFURxhFF30+VG5qqWFCxWSQihMoUQVlRUFl24sH7jhgkTJvZ4vHvd+vX9wsNi4+Nf+uSTadk5Ky5dNjrsWzHKodSEsAFAnUPSOaUsh1PvlPQA6CVgkCS9w6mXgNIMi7mWAz2Q9JJT53SyeU2dA+glaIJoK6U5GJscjvSioqlbt72y6PPo7j19Q0Lq+/g81qXr2HfGbMzMLLpwoaysDCLELlzVLpEI1zcx4iOlIJFdFwufsjlajDGlWJaxu1GWTGUXV06umr5FxM0ZgvMIIRBB3vdD8dnx9fUVvbFKS0uhkjeMFEDevwpiDHmVKiYe7CPLLpl1CUEIYYgIRNxij3slYIgJxFRZpwC56ZeTpdCRrDdWREREz549Z82adeAA7/tBlEC9+tviZkpVlrRLZQ78fw6NIzVo+A+E2gFAlmVXjTZMfw4xTqkHMc4HyC0fqaenuYd2rBUqVclWsJGW7XX/fukfx06sWfvN0ISXOrRrHxgQEBAWHtO9xzPTpk3ebJyfv39lcfGGiiqDU9pG6TZKthGyleJsSjYTYiLERIiRUBMmRoQNhBgpNVGymdBsQnIIySVku0y3UWpwShsrzRlXr32Wf2Da5i3PJk5t88QTYc2jgxo2aN+u7csvvZSRserQoUNlZWVUmTlT9yv2uBrVxVLPK6eeOpJSIrtkhQC8nefUE5BqKH+S33AxH8k4UvTGSklJOXz4sMhrZdFg99MM5XWSLHxKMH9GAR7TqkTxPmDtIRX/WYope4cqZR8qiBuClf6RYj5SrSNreppjkfiLMaNGooq7yoph3//1/0McGkdq0PAfCVn12yW7/r0Rx925yTOdVQxzKtbzfKmmDd7hnhDiMf/kJTcF/QAIHU7p9t37e/fuX7kyY+QbI1q2jAsMDKjn7x8WF9uyz5PPTp81Zu26OT/9knb+3Kqrl9fdub2xvHxTVfUmqy3L4TRIwAB5yaMBIIME9A5nltWWWWXOLC9ff/v2mmvXUs6cnf3Dj+O+Wf/s9Bmtn3giIjaunp/fo4/WDQ2PGDZi2PLlaQcP7r97947NZmOmsiLKqm4mrJaP3s8AnvRGlHgp9ZiG5A8vghWEcBQHEWwk3NLZnxM6kvnsNGjQ4Ik+T6hjrer7jwlWelwrpSYsoZbzINuGECITKrMNmWke5X+Yt8gWZ6Qc2f0hqh8IvGo/IiIievXqNXv2bGU+UnKfmGfUwQuylrOjQYOGvxtKcaOHjvRME/m3VCXLy3cPZGpKEIJJTFCJkCOlVMTi1EFar5cIISABAAAimFBaUVl55uzZTZmZ74x5p1d876Cg4Dp16tSpU+eRevX9wiMatW3X4emne40Y/tzMGW8tS5+QlTl9x/aP9u797Mg/vjh24qt/nl78z39+eezYwiNHPtm3d+aO7ZN0WaPS056fObPPqFFtBw0Obd3aNyzkkXp1+TEffdTX16916zbzP5mfv2//vbt3KaWYYACAJAEIoJhndZ8590JFHhyvRF9lz8Cs0Ih/dnMFWdbWdFMAQuhwOK5du5abmztr1qyYmJiAgIAuXbrMmjVLr9cfPXr0/PnzhYWFRUVFRUVFhYWF58+fLygoKCwoLCooKjp/oaigqKiwsLCwsKCgsKCgkK0vLCwqLLxQUFhUUFhYWFBQVFBQUFBYWFhYUFh4vrCgoLCwsIi9LCgoPF9QWFBYUFjINigo4MdnKCo8ffr00aNHdTrdm2++2bFjx4iIiD59+syZM+fAgQN37tyx2+01r0j9mCWr5mVdWqxVgwYNfysUBfgnxMcY1OWSRSNDjzeVVHyPfApWIEhUZW0i1qoOulLPKKVaJHmxKVEKK1lGDEEEIXTzxo0D+/cv/OyzgYMHtW7XNjau5WPdu/fv1//5wc8889SA3t26NW3SJCAw4FGf+vWDgwKbNAmJi2vUoUOTrl2b9erd4om+LZ54Mrp37ybdujXq0D4kLqZBk8Y+wQ0f8fH18/NvEtmoe+eOzzzV9+2RIya9//748eOf7Ns3KqppRHjkkBcTli5Zmpe39+bN2+bqaqfTAViDD69TZY41wlFISTolNaCmVUKIS/HTcXk2qRYPGewPeD1nsFwb9lLUR+7atWvu3LnNmjWrU6dOvXr1oqKiunTp0r9//8GDBw8aNGjgoEGD2MLAgQMGDBg4YODAgQMHDBo4cNCAwYMGijcGPvXUoAEDBwwaNHDQoIEDBw0YOGjQALYDWzlwwKCBAwYNemrgwKf47gMHDhg0YOCggYMGsWPUxFNPPdWpU6fw8PC6dev6+Pj07t17zpw5R44cuX//PpuPZIzIvwCI30CvpwR1oeTDAI0jNWj4T4Oa87wEioiMuV8qP4SK8gS2htl+yoz42MEI9x31NkujVFZTguBIN42oqVHFAWoSghBardaLFy6sX7fu3fHvtmzZqs4jj0RENnrttddXrfp6165vf/vt9yNHfv3+p59WrF71yYIFY8eNGzpkyNMDB/SPj+/drdtjHTp2bt2mQ1zLDnFxndu0faxjx15du/brE//0wIEvvzR07Nixc+fOW7F85bfffnvkyJGLly4WFxefPn1m+fLlzz7/QouY2AaBgR07dnr77beNRtPp02eqq6tZ9xI2aadmRF7oogqiKvWND5SJnuu8OZLdca/KGbXkEgZ4CKGKiorjx4/r9foxY8YMHDiwR48eHTp0aNeuXevWrVu2bBkbG9uiRYuYFjExMbExsbExsS1iYmJiW8TFxLZsERsXExsbFxsbF9ciNrZFDNsqpgVbiouJjYuJiYnhK2NiY2JiY2NjY2NatGjRokVMTGxsjLIuLjY2JjaGvx8boyAuLq5N6zZt27bt3Lnz448//txzz82ePdtgMFy6dKm6uhpCiD1D624dqYLQkRpHatCg4W+EXEMbspGYPaeLuSeqkBvjUjFSMR8YNnFFCfYySlPHWpVje1QDKjX0PAbp/lFUJRdGCAEAAACsXdbNmzcPHjy4eMnixx7vHhQc4uPj27Vrt7Fjx2/fsfPmzVsWixVhJAHJ4XRUV1dXVFTcu3fv+o3rV69euXjxwvmz506eOHn0198OHzx06OChX3/97eTJE+fOnr148cLVa1dv3Lxx7/79iooKc3W13eGQICCUIIzsdvvp02fWb9j4wQfTW7Vq5efr2zCowauvvZKalnLs2B9Wi4WN7EQVZfWiMdVNqFHkqGJHNU26VH7xtZCllxhV7pVbXyJst9tLS0vPnz//+++/5+fn5+Xl7dmzZ8+ePXwhLy8vb8/uvLy8Pbt35+3es3vPnt178n7Zm7d7T15e3u683bv37M7Ly8vbnef+nbd7T97Pe/J+2ZO3O29P3u683Xl73MfcvXv37t18uz157pV8T2VBYN++ffv37//9998vX77MXOgUpq8RV1CqaLwe6VwaR2rQoOHvg4izUvccpLKCN8StMTmpYjtmHiqzlBuKKfNSU6JijFyFOpQpa2tBPIxKsTIS8vEdYzc7UsGOrNzQ6ZTKysoKCgq/Wbf+3Xff69b1sUceqdOkcZMhLw5ZvfrrQ4cPl5aVQ4TcapRgD/6RPS5cXLVqrUuQEM8ikinGmGV22h2O27dvH/39j/mffta3b9+QkJDAwMAuXTpPmvT+L7/8cuHCBYfDISs9NwAAvKYFe8yqsvNQR1apktXC1lOVd7maKanSoJgqE5me6txNnNgzR0as9NLi7G+7H1FUzy2UcM8D9iEQL2tZjCgRRyCYKknI7i6URP3by79eLCPsPh8v4veKsbOD1GK4o3GkBg0a/lawrEnOeEpijdAlvHUSi+8pwyniQycfHKloZ88MRylh5X1iiKQyJTIlhLt4u9MwuTkL25ISYWGGuVkbm88DAAAJEIwoJWWlpQcPHsxYlfFk336RkY18fX27dOky5p0xJqPxytWrNpudEAIRkpRyBQCgBACzR2cLXhOH7A8hhCCA7A9JkiQ5+eaQFQ0CBAGEELJx2WazHT9+bM3aNW+Pfjs6OrpePZ/IyMj33ntvxYoVp06dqqqsstlsfHcIRdhTbblX035PzZpUVf7ocrnUylNs6fazUc1TypRbuYrwOFKKFL1K+PnjizC/42nFqmcDipkjAFW/owou8GXPVFPlO+O5pjYi99qlZkyVfUG8WNPrEtTPE//X/xtxaBypQcN/GsQgQwgTeTLGstAAbDTEhCKMEYY8f0KQJMv6V9oFilI2TqeU9RHGmHVIpJgQxF4pDqGIUtYbigkQilm0lmCMEUQQsqJ2QgjG1mrLrZs3v925MzFxct9+T9arV8/P3++JJ55YsmTJTz/9VFxcbLfbIYQsSAcB8FAhnkOv+pW3uOHcjzFVelZgjDGGwoYGQoSQw26/cf363r17Z8+eHR/fp2HDoEaNGvXu3fvjjz/et2/fpUuXAACUUiYoRQz2QRxJVVWPcq148PwlIUTpMUnUKS2s0Vitl8n/NEJeAvfvgGC4P4HaWEk8H7CTVEU1akD0m9Z0pAYNGjzSjncAACAASURBVP4+8JAjlQmRZSo4kioKkHJPMR56IwhThN1hOlW0jrmrYYwpIqymHFOKMUE8ZMdaJlGECVL0KFEMvtn+GBFOwRAjACGAnGDMVeZDBw59s3bdc889HxYa8uijj7Rt2/b1119bs2bNxYsXzWYzoy8gSQhArMr1YLRACObeaGKte+LQbfHDT4K6qYsq5X8MEEJJAqwaEgLIKvzSUtNefPHFkJCQRx55pE2bNomJiVlZWTdu3HA6nSL3hChJSYI2BFcRT3XFGULIQaUnVs1t1FJMXMIDycfzLfUa1ftUTCGr5KN6gXOvIjHdfCxImngKR/XJ8HeVfCMv2q6pL4mqVJRF/mt9VHBpHKlBg4Z/DWED4OGa4/UM/mcVHqJ4XJZlFmAlRGZjGy8eJzKmFFOMKEIUYd6+nhAlXIooQgRBphq5ayemFBHGqkoElWBMICEIY0wQi9QKC1PeaonpRwwhrDabr169umvnzokTJvaJj2/QoEFgYMMePXslJSXt3bu3pKREUWkYK5NbxDtXVpFanhE/9bjszR+iSYdwWyUeBSqKoITV1dVXrlzZtWvXqFGjOnfu7OvrGx4e3rdf3/T09EOHDt24cUMcU7QxUdESJtyojtfDeHGYWlSpVaZ6PRHWAarcFnGZaiqqSajUvZL/qO4MkWXWaYTIsrrrCFuDZUp4oy5SWy60Z2oWJVQYAKmfPNQcKfOj1cKdsqwK/qu895S9tFirBg0a/gSymiCZMBQlj7VzZC1FjowjlVkwt7sKZfONYhTGIkzKJBgbzzCbVpQJkTmpconGCIcgRJTGF8q7XN8RImzL2E4AQiABBBHGuMpsPnnyxKZNG1959eWIyIh69eq2at3q7VGjVqxYcenSJVZpzuinprVNTUrAfxpadI+/Sl8SIQG9eIsQAiFkKTmM28rKyn788cfk5ORBAwcFBgY++uij3bt3nzRpkslkKikpsVqtYjJUMKXgWnV9g5eVnfDh82J09dWpib/mRQm16qETeTKTIv+ZZBXUhdVMpvCy2/hNLPwbqMnu/9bufw6XpiM1aNBQO2TxX1n1I166ajSgFW5zbrs5mVmCulwKQVLicmHKBksl2MrCo4TNJCrN5pEyrEMEEYQYQoQgm0VU4p0EY0KQZ0UHn2iECAIEAIaIbcCOwXkTOxyO27du7dmz5/NFi55//oWgoKCGQQ26dOk0b+7cH77/7vz5czabDULA9BwAACnylRELuxB1pNHNSTWq7rw29uYSlewTQ7ya0liyT1lZ2YULFwwGw7Bhwzp37uzn59esWbMhQ4asXbv22LFjzENcqEm2zJ4fRFqN11mpifxBHOlBlsRDNWLsbjmiPmFvAlb518kq3cllN2ZJMewLInv9CH4SC4L8xPp/h+v+6yypcaQGDRpqwIPlPMYuriOZOQ4v3WDDl8tdzSEe5XlGpKrgQZZZ2gxR8h0xn0tk1Ii4/ECYQIwQAhACACSWOyqJMg0WbaWK/w6PVULIyhwlAIAEoDsXBgAoAQQRIdThdBScP7/FZBo7ZkzLuFYBAQ3CwsKHjxjxxRdf/PH775WVFZLkZD4yTMy5a+moBz3UJJta2UjRT7VTVK3cKd6CTPUihDEGABQXF+fk5MyfP79r167BwcGhoaGDBw9esmRJfn5+WWkZAEAcVi1zBdWpPhEq4oc1uUetxkQ1qmAM/rLGLCZVwrleN4SRNFXyhhjdyry7s7tBo+z5ICZ40KWiQ3HCXi9r//7W2MVrd9n9RFfzsO6jPjT86HJpHKlBw0MEZerxgc/ffzmgJcJpwjWOMGsASoky5agUZWAIeZUEgohgwimWCtKlLEoJIbQ5bGZLdUVVZZW5ymKxOJ12Fp1VRnCFPhWpijG2Wq03bt06ePjQokULhw55MSIs3N8voH27DtOmzfj5l1+KLhTZbDZ2NuxPIFXKqGru0DtBhqgnyYgHfaoXxLtqjzeMPNpa8S09yxUwxg6Hw2q1lt4vvXDhwoEDB7744ouhQ4e2bds2ODi4Z8+eY8aM2bhx4z/+8Y+SkpLq6mpha3Dv3r3S0tLy8vKysrLS0tKysrKy8jIGtrKcQyx4gG3JdywrKy0tFcvlZeVlZWX379+/d+/e3bt3S0tLzWazw+HAqvpCfupIPWNby5dG+NXX0JH82+f+SqqYTf2y1m9dzV28dhcrajus+6iuB9Pw/z40jtSg4eGBLMYr0Zadj3JE5tRDKKtOpLw6kTKuoyK9UCmR4ykbyr+4RuUAhJDFNqliboIxstlt90vvFxUVnjhxPH/f/h25O0x609rV36xIW5n8VcrC+Z9/MnfBvFkffzjn4/kfLvjysy/Sk9Mzlq/atH5Ttin7u2+/PXzk0Jmzpy9fvVxeXma322w22/nz502bTe9PmtS8RYugkODIiIhnn31m4cKFR48etVgsjPyYfHTTFcvpUHEYVYou1UzwIBGplnRqLvSaxlPTp/othLDdbr9+/foPP/6wYcOGJUuWLFy48MMPP3zjjTfi4+ObNm3KzNB9fHxatmz59NNPjx0zdtbMWTNnzpw2bdqkSZMmT56cmJg4NXFqYmLiFAWJiYlTp05lKxMTp06dmjh16pSpUxOnsrX838RpU6clqjBlyhR+NLZdYuKUKVOmTZs2ffr0WbNmffbZZ8uXL8/NzS0oKLh//z4AQDxJ1KqS1ffE5S5AVM97u9QKz+VJhK4HEKRLyaOuZQNXTTZ1KdzsfRBlrp0t/e/87/aXoHGkBg0PDYSOpLJMZZfskkXBt5v9CGXZqAr3KTmLlMjKXCNf4KuFIHOPn0TMmRGEkNVmvV96/9KVy/n5+SajKTkpZfw74xKeH9Ktc9fGkY0aNmjoF+jrF+jr38DXP8gvIMgvINg/INjPP9jPP8jXv6GvXwNf/0C/4ODQZs2a94nv++Ybo2bOmL1i+crNJtPWrdmLl3w1cuTINm1ah4SEdO7cZdL7k3S6rGPH/qioKGcMjRCCAEEo5jexO2FSSTRiQ/6fBEjFTJvqwcKdaam8dK93r1R1W2QHt9vtN27c+Pnnn8eMGfPYY481aNCgfv36AQEBISEhYWFhYWFhERERkZGRYWFhwcHBwcHBISEhoaEhaoSGhoaEhoSEhoSGhrJfoSGh4q2/BLZriPdhGRo0aODj4+Pr6xsZGfnCCy9s2LDh+PHjZrNZzY6M+72uV34ozd4ecmgcqUHDQwM+L+SSZZmbqlKZEiJzAUkxpZQS5pciY0oxlkVpgEypTNi0FaaEDYZUsdXhFeYI8zoKQgghEEFztfnylcvbv93+xZIvh40c0aF958aNokKCQv39/P39/YIbN2zapVGrfi16jOj01Ps9n5nxxNAFA1/9/OnhXz0/7MvnXl30TMInAwZPi+/73uNdXmkT+0TTxh3CgyIaBAYGBAY0CA0Ji2oS1bp1q9hWsZGNI8PDw/v16zd37tw9e/beuXOXpedIkhMASSFrb13oNgXyLN4Q3t9qLmQQusS93qO8j6p38dCR2J1EY7VYL1++nJOTk5CQEB0d7e/vHxsb+9xzz3/8ySfLly9fs2bN+vXr129Yv379+jVr1qxatWrVqlUZGRkrV2ZkrMxgvzgyMjIyMjJWrspYlZGRsXLFCr5u1aqMDL5tRsaqjIzVfI0HVmZkZGSsXLlyxYoVbC/loCu//PLLcePG9enTJzAw8JFHHunZsyfrHyl6LIsbgpQOLeqIq8aR/y40jtSg4WECC1CxABR1yUQ16svUxXVjzVgrVgKpiuMLr6jn7IgRRhCJ5FSbzXbj5o39+/euXrNq8pRJvXr2bhTR+NG6dQMb+UV1i+g6tO2QuU+9kZwwWf/2xz9NXpg/I+nEh+kF81dcXvj19S/W3fpqw+0l628vXnfry9Ulny+78GnauY+X/D574b5p876b+N76Ea8ufHrA+z3bDW4RGtvAJ6Aei0z6+fn379/vw4/m7du/9979u07JiVUOqOowqSBMJMhN5vHVWuOoNbUjVc1TesVaBZW6t+GpQHx2lhJss1iuXL6yNTvnlZdfjo2Nbdq06QsvvvD5F58fO3Hs9t075RXlZrO5ylxlNpvNVeZqs9lSbbFZ7TarzWaxWi0Wi8VSba22WC3ix2q1WG0Wq81itVqtNpvVarVZq63WaqvVYrVabVYOm9Vms9qsVquyl9VisVRXV1ssFqvVarPZLNWWysrKoqKiLVu2TJ06tXnz5g0bNuzbt29qaurBgwfLyspYwylxvep5Sk1H/pehcaQGDQ8NxHQOpTKhrJJaCCJe64eJ4qqJqVKeSBRHHC4SWX02Zo44vI6DiQunJF0rvvbjTz8mpyQnDBkS2yLG39/PP9QnqlNk7xFdxyx/dc6u95aemLOhdKnRtjwHrNoKM7Lhis1gmdGZbpLSTc50kyPd6EgzOtONUroRpBulZSYpfQtYlg1WboMZ2dKKrKqkr68vXHR42qRNb7328XNdn2nfrF1kg1C/8PCwx7p1nThh/Lr1aw4fPlhWVsqcARDG3HyHKOM7tyvwhlo1ykonE7W4rMkHlHpkh8o18kLVB2eHstosV69cyc7e8lLCS82bRUdFNU0YOnRJUlJBYaHFahUWr0SJ5FJCXVjmFflMxbGiUpnFwRndIyo+CoQwUUwY2F8mVObxcnZNhIcEVBclyzKbQr5+/Xpubu706dObN2/u5+fXu3fvlJSUQ4cOlZeXY6VyXxSNaPLxvw+NIzVoeFggy7KLTUOypFIXT92XlfaOTCHKRKaEylidiKnEK93uqESZ3SMQIYiRBKU7d+8cP35s+YrlL7zwYmxcbH2feg0bBbbtF/vqp8/MzB2zrODDrKokoy3VYE81ONJMjnSjI91oSzPYUg32FKM9xWhPNthTdPYUvSNZb0vR21L19jS9Pd1gT9M7Ug32NOUnVW9L0dtTdNXJG+5+9eVv06dkvflc4pNNO4QHhvkENAjo0rnL6HdGZ2dvuXrtqrnazMwFvCoKRUarlx4S/OQlFpUcTkYICimq+cGTKQVZij9HCGWVJlar9crly9nZ2UMTXmrePDoqqumQhKFLFiedP3febK6WnBLmZZSY1bgwlY6wcABiHwhby+pgxBs8uZY7ALr3ZHZ9ABHlc1RuhzoHByHkdDqLi4tzc3NnzJjRvHlzX1/fXr16MY5Ux1oF39d8VtDI8t+FxpEaNDw08MgPZDrSbW1Jldwdnr2DRVxS8cvhDppY3fSCbWOxWgoKC9Z+s3rihPc6dejg41M/INi/w6BWr85/Zu53E9aULNJVJ2+R0jdLy7Y40432tCxrcpYlKZP9WJN1lmSDJUVvTdXZkrPsyVm2FJ01RW9J1llTdNZUnTUty5qSaU3JtCRtsizNtC7VWZKMjtTNUtpmmG50pm6sWJJ2/qP3N458enKfpp0i6wfUDwoJfqJvv6+WLtn53a6bt25BBNn8mbAL95qYrDWsWnOl/CC4atGRgmK5HKTci8dmtV29fDUnO+eloS9FN2/etGnU0ISEpCVLC84XVJurJUlye70Kbx1CIGV+B8KRAREEEYQAIYgwQhBKTqfD4XQ6JQmwps3qnlOMUiHmdkcIKzPICscSQiCEnCO35U7/wK0jveYjZWb/hrCmI/9HoHGkBg0PDZRYK6NFFrpTph7dZRwyIYpLKgviiXxNStgIiyDC7jZSFRUVZ0+fzdyU+cLzL7RoHvNI/TpNOoQ/+dbjUzLfTjo+L7M8aStemQ1X6K2pmZVJOnOy3pKss6fqbCl6e4rekap3pOltaXprqs6SkmVJzrKk6KxpBnuqwZaqt6fqHak6e5rOkaazp+ocqXpHisGRbLAn6y3JmealmVVJBiktB6/MgSvW3vxi4cEP3vgqocvz7YKbBvr4+Dzx5JMTJk786aefbt68YbFamIc5s6wTE5SC+0SI1R1R9JSVXgLRpe6vpCr781KYjCMJ50hKKbXZrFcvX83ZkvPS0KHR0dFNm0YlJLy4dMlXBQXnLBYzgJK71gZjgjDFhFCKZYoJYdIRY4QowVTGhMrQiqpvXDuZtzt77ZqURYuTUlZlGvedLLhlcVgxwhhRBCiGmGLFFJcHZ1WRAF7syIpkSkpKtm/fznSkn59ffHw805GVlZWEEIrdtkHq26Jx5H8ZGkdq0PCwgA9lLp7FqgziSvUG5S5jlGKZIEXM8OQcrNRIIIQA4jZzTkkqK684+sfv69atHzfm3djmcQ0DGzbv3uj52f1m5o5dfWVhZkWy3ppqsKfp7Wk6W4rOmqSzJ+ttKQZ7qt6eqnOk6e3pevsyvX2Z3pmul9INUprRmbbZmWpypBrtqQYH2yxV53AfRM+4056SZUvWW5N1dha8TdVZUjaULll6fM673wzvO+bxsOjgyLAm3bv1+OijD3/46fuCwvMOh12UYTA16dGIosaUJFX8YIUa89KUtSpL1Urqno7ESlGpTKw26+Url7OzsxOGJjSLbhbVNGrIkBeXLv6q4PzZ6mozBBKfM2VaDSJ3nJvJQcjanDgpqLTeOn3hoClf9/mC0f0HdGzUrHF42ydfTJgyf+0v/yiqtJgxwgQR4MDAiTGCIn+IBWIxxog7ILFngpoc6e/vHx8fz3J21DqSUoowYtxfM8Jcu9Kupd5fg8ulcaQGDQ8PlLigi1uSyUoxhxIGJJQXbsgU82wVzNs5Kk6rAAAJMoM0jM1V5qKiC1+v+frtt0d1aNc+ODwoMiZs0MTeM3eMW3154TZp1VaYYbCnZZqTMquTs6wpOnuKzpGss6fobSk6W3KWLUVnT82yp+rsqTprSpY1WWdN1tmS9LYkvS1Zb0vW2VJ19lSdLVVnT9E70jhN2tP4ekeKzp6cZUvOrF6aZUkyScu2wVWm6rTkk3Pe/eb1bi+0CwkPCgkJ7de///z587dv384L4TEPutY01vGaiXTHS1Xh05qDvvqly60jxSMIf8qQKY9hW22WK1euZOdkJwxNiG4WHdW06ZCEhCVLlp47X1BttkAnEE8twr1H9Azhy/Yq250zt0/m/PL1e3NGdBvSM7pd+/Yd+z7/yrRFGTvzvz9WUHinvFoCACNMMGI9n7FI5lWmRoVDOcIUUxd1YYwBACxnZ+bMmS1atAgICOjTpw+LtXIdSdw6kuVAaTryvwmNIzVoeJigOLPKPE1SZiwpMjd52ynK+hsTwqzKlW4TCCHmscpmyu7euXf48JHExKndunZr0NC/SbvwHq91Gbfq9aXH52wsTdqKVuWAlUZHus6corOkMv2ns6fq7Ck6a7LOkqS3pRidaQZH2ob7n68qmJ36++TFhyd9+cfMJQULVtxeurY8ZWN1ikKo/EdvT9Xb01kk1mDjR8usTsqyJG8Gy7aijC3O5WtuLPp0X+Kr859t2bu5f5hPVLOmCS8OTVqSfPnSVYfdgRXHVNH6w0tB1qoRH6STPG6s4EjR+UKR6JyJKaEysVotVy9fycnOHprwUrOm0VFNo4YkJCxesvTcufPmKrPkBJTXl2KEIW9STTBgDEmcUCq9e+ngvuykL6Y8/0yv2Md7PfHUq+Pnfb0z57cLp2+WWyGGPMALueTkbn7cConV67CiHta7k4VfZSpjjGuNtXpwJOZtpzDiO1LPBwhNR/670DhSg4aHBaLBFXUJ/1PKCgn4HBiv+SAYU8RGaopFsg5PJIEQAEAoQRheu3bt213fvf7K8KhG0X4hvu2fjhv68aCPfpy0+srCjZVLTSDdJC3T29N0lmSDNclgSzJYk41WPtFodKZn41W59Jtt+OvMOwvTD49dmD105roXp+eMnnf4w6Sb6aurMwwoYxtZsRUtM0lpenuKnnNkmoHFV21pelu63p6ms6bobCl6Z5oRLjc409bfX7zs3CeJhrd7v9k1okNIWGTo4516zPxg9qmT/2TudEww1ezmQZQyR0GW6sRXwaO15+94uHV7cqTai0emFqv1yuUr2Vuyhw5NaBbdtGnTqISEIUsWLy44e67abJYkJ6G8nANBCUIJIYQJRZhCyWYrLfj/2HvvwCjKtW0cpSRAaOm7Cb1KUUGxUAQERUhCAklo4pGOYEWlJCEklCRbE4rSSU+AgKKAiqCIoogiNQEhIQWpadt3Zp42+f3xzMzObmI53/f73sN5mevEMJmd3czO5jzXXHe57nslB05kLkme+9QzPdo2b9HWt9foIePfWBCfuTbj0/Qtn+buPXbw2Nnfrt+7b4dORO9/ECbUWJ6Ic7CFodBCraxgEcHLdeS7777bpUsXGmvV6rQ01uqpI2WlrTTo2tBIRyqk+LdQOFKBggcFlBQbxLZInvBECLEKTXf0X4QQpEIDSUk5acSV0E2ACbY77RcvXtq9K2vc2PG+Hfzbh7QZOmPArI1RKWc+2HkvJduqzWMNOYwx067PsqZl21JzHGk5Dk2OU5dj1eyuSdlxd92Oeyk77mq3/pGq++Xd+PzJb2lHvr5q2CzdpLkFCz/4aVXS5TXp5ck77q7ZVbNul0mzy6LLtOloo0i2Q5vl0GbSxKRdn2XTZdm1OU59LmvIdeh31adtqVwTf/SNl98d1m1kcKfgjn179pvz+twT356orqnmgBBuRYJ7qpvDgAcRNuZFcTqGjAp5nhDiriPptGE6gxphBMWRYRjzhOYjCwoKaD5SrQoJDwtPTUm9crnYarZwHIsIwgQSAhBkAeeEgKNKlLXeu3vx83P5H2yb13fOkGYDfJu1bNb6Ue+ubTsNClYPD1U/HxI0tPfACU+Nnfv6io0ff3ryq9+uVdRYbABwGEGEIYcQEKuUERbpH2KRJjHGlCPlOvKZZ5/RaT1jrdKtg1wlSzcFje8kCCENio78EygcqUDBgwKeiHFWQtdwXlKO9IuugRhihHmExEHwSKxdgeIGRgijelP96Z/ObM7YMmr4i+3bdejYrc2IeYPn74rVXV6xu16TbdfnMsYcxpDl0GdZNZm2tGxGm8vpc1j97rr1GZc+XP/d4pUHZ79T+NrinFf/pYuY8s5zr8zoPyrqsZGvPjP6rZcnJE+enBb9r81T39k/Z+Xxt9KuJm+6q91er8ux6fMculyHPtuhy7Jrsxy6LIcu06bJtmpynLp8pz7Xqc+0arbfW5t86u3wlaP6jO/SSdWpZ5deM6e+evjQkcqqSofTIRXgYNm4D1n1qVCKIl/usbt7jmwIlFt0scEVa8XihC/sGrVICOax1W4pLbteUFgQFh4eGtpZrQ4JmxiRmqopLi6xWMwsx2IeYSrmAQc4BgGWYEQI5sy3bv1adHrbEuOU7rHdm3Vv09Lbp2/3pyaPiFi06J1l8cve/nBedNSw/oN7hHbu3PeJcTHTl6VuP3buXLXtHsAsRghymGY0RZMhOqxMCplKOnL//v3UQ4D2R+p0upPfnRR0pBhrbWxu7sGRgjx1LwMmUiWwAhEKRypQ8KBAWMb5Bp5voL4thPAE8zziCSQ8XSgF4zmCIcGIx4hHmAguO0ItpLBhtljO/vLb1o+2jxkxtmP7jh26thk2+4m526O1F5bvqtNk2fR5jDHPacxx6LMs2t1WbZZTnwfT8zjjztp1mp+WxO+f8cbGsJnrX4pZ/dKEt4ePmjbg2fHdnxjV9fHx/Z6Y8vTQWcOHzxn20tujZhimLMyft+rXVYabmi01+my74MJDK2OzJUsBuzab0eWy+lynLtOctu3OmsQTSyZ8OLLXi6Gdgjr26tzntRn/Ovrl0Vu3bzkZJxJncbg4ErnykfKuBokyPcSlWABMJCp1z7p5xFqxNHqa8NRD4MaewqLwiZNCVV1UqpCJYeEpqamXS4rNQu8HprVSkOMAy0DA0ddg62/d+nHP6U2L0qf0mzGk6+ODRw+KSZ6t+9yw//SvJVdvVZWUXzr6+aYP1s8aPbGLX5+2qqeGR7+uKdpx5vapO2w9iyDkCIIQYalU1jU0GSOed3GkFGuVej+ajLW6e9U2ncdV8pF/C4UjFSh4YCAuUpIOwgTzWFiTeSzWdQhCEWLo6vxAQusBBgACDmJMOI699vvvhfmFYa+EB3QK9AlsPTiy7/S0icnfv7P11rrdZk0eZ8xjDdl2XaZFk2lNy3bocjljLmvcbUrdcGVZ2o9LEo/OW35o7gcH57yxffLMhGGT5vcfN7Pfiwufe3ll2GT9tJmbZizc9eqyQ4sSv1+qK127uVq33aTPshtyHLo8hy7Hrs22a3Nsumy7LsuuzbLrclhDHmfMYfQ761I3lia+/8mcF+Y/pXrKr2NAxwF9Bi1euPj06Z9NZjMlCKlgh9I+FpOx8kVfPtPDLdzaWDg2oSNlHgLYFWslPLHZ7GWl5XsK94WHRYSGdFar1BPDwtanplwqLrZYzCzHULcAghEAHGAZyHEQYYyRo7ryxteZJ5Jm6l7pPXvsCy/Pjpu689eNv5iPV7B1dg5hCDjrzbPHzuxauy3q+bldO098NnzC29uW7ruSe95cacEswggTCBHLQQ7SdkkEERTLbl35yP3797/33ntS74dWo/3uu+9q61xedFLFrSviSoQmEOFKyliTFvk2KBz5J1A4UoGCBwXSIiVaqwnRQKFchyeE8LROB2GIMMCYI0iIzkGEMUEQIo4FLMPRVfKPm38c/fLorFdf69GtZ+v2Xt2fVY9dPOydPa8br8bvqkstgOn5wJjt1O22ajLtmmyHNoc2O9q0u02pO+tSd5t1WZb0zHr9huL3kw5MXpoxfN7aYXM2RS385K248+tSy9I+vp2aVZeSZU7Nsul22/SZdn2WXZ/tpC2S2iyhP0Sz25qWadXkMoY9ICOfMW69sy7l5w9e2zBl0Cu924V6+wX6jnh+REJcQknxFbvdIZUduepaEZYSch6lOo05skmmbESZxDUOWghlSl6pxGq3lJZdKyzMCwt/JSRUpVarw8IiUlPTiotLzBYzyzI8hrQkBnCAY1nICTrSUV1ZfjTzxOoZ2rE9Xx32/MiYDyMyfjT8WP/1Da7eiTFugJC9dfG7s7mpGrME4wAAIABJREFUu2YOXzAoNGxU+Ph3t72790r2OVOFGbIQIYIhxCwHAYSQfqoIIAwljqR1rXIdSf1aKUfK85HUJE+4w2gkKMWbAyGDq8Ra/wIKRypQ8KCA8A1E0JE8JoLgwYQgTKtMhAGS4jxFwflTyFgRweeF4ziWE3o/ampqf/vtt+Tk5HHjxgWrgvy6dOz1fNfJiS8lfrtk2521RWDTXrAx16nfbU7Lsmmz7Tqp3zHHocth9PlwQyH6uABs2nVndfpP89YcmPJhduT7B2Yv+355apV+U31GNmPcg/R7oC6X1WU7tTmCg6vQQ5JNHQZs2kxzWqY5LZ81FMFNBY6MDddWLd0/Z9ScocG9/Nu09+77WN85c+Zs37b9j5t/UDdUAADLsvLeD1fNjuQaIAsrC7VLjUhU2BazlY10pCwfSaTRm8TqsJTeuF5QmB8eFhaqDlGr1WETw1NTUkqKL1vMZo5lCRK6/SEAgGMhoB2TBNqqTZe/uL4/oeDd0YvHDR30xKQe43Wvab7POHT96s3aelN1ze3iE3sMG9+ZHPVkaK/QzoPHTp2lKdp6+vbJW2wtCyHiMIYQIY7ymzDjEyCMMKGxVsxxnLz3w8vLS/I0FzwECJbHWuXlTsSVrJWi0pKSVGp2/hQKRypQ8KCANnw0NPAYCxwpluzwGPEEi/JSNm+YNg1gJNmYQwAAJ2bIbHZbVVVl0f6iDz/88IURL/h28u3QwWdI1GPztk/Rnvsgz2ooYDKy7Lrd5rTdFm2WTZdl1+U69LkOfbZNm2XTZDq0WYw+y6nbWbv247IVGeff0Z55O+23D9OuJGbcSvm4VrPLkpbrSMt1puU4NJkObbZdm2vX59r12XZ9jkOX69DlOnRCLNeSluPUF7DpO++lJH6zJHb9yz2eCm3n0y5UHRodHbNh08Zvvvmm3mQCAGBM5B4C0ipPtR/125MTp0e2UirncXGkuLOpfKRYGUx9/ggmhNhsthulZYWFhRFhEZ3VXdSqEOohUFxSbLFaOY7jxd8FIYCAQxAgRCDCCDigucxacezC4dSdq2fOfnn4k72GPvFM5EuTF7yzYuX6dcuTlr0+Y+KzzwzsHdj9yZ4vzol6f8OWoxfO3bHdZTCDEaSFrQhBiEWOREC8GaIRVJZl5XWtrVu3dulI2dwPQUdiIa1LxFYQepWkw4gYq/CQ2grkUDhSgYIHBXThbmhoEMp1eNesJEENIYKRoCcxgQJBQIQhxIi22dFxFBxdEzmOs1qtV66UHNj/ybL3lw/sO9C3vV+nbu2fm/n46xsjU8+8v/XWmmyrNo8x5DD6TJs200IFpTbHrsuhszuc2iyHNtumzbJqsqyaLEtapiUt06rJsumy7fpsuy7Hrs2xabMcOmrZmu3Q5dj1OXZdtk2XZdFmmzU5Dn0eY8xn0jPNms0VSSu/WDg5cVz/l3u07dS6m7r7i6PGGg3pP57+sfJmBcMyEi82VpBENBtCf+JRJ0YR/8qLruHPdCTGoq7CNpv1RlnZnoKC8PCwzqGhajr3IyXtcvEVi9XGcZzo8Uqt5yBGCEIM6NAryELOYrtfXH6m8Lus9w2Lhr06uteLT/ca+Fiffr379O3T+/GnRgx9aVr0uxtSC346cLqytMZuB9TBHENAA6uCqTnCGLp87jAhBEIh1rpv3z5a1yrkI/+MI8XnSqFp+RWTbh2kEKsSa20SCkcqUPCgQFzHeSlnRhdu2pZAEO0tp118mAh2LHTMkhhypWs3hoKg5DgIodPpuHnz5hdHvliwcOHQoUO9W3t5+7bq9WyXyate/vCz+ZvKVuU79QXAkO3U77JodtvSdtvSsm2aHKs21y4QYbZDl8Poc1hDDmvIZfQ5jD6X0eU69TkOXZZNl2mjVTnaTLsuy67LFqaCaLMtmiyrNpc1FICMHKtBc2HF4txXX5g9NLhvQMv2zTt16jglenLSmqRffvnVZDJxHEdnlcjnfuC/hCjm3Lx4pEXfkx2b7o8UU5uEzq3GmGCbzVpWVrqnsCA8Iiy0c4ja5UVXbDZbWJalrf4Eu6K99HoLp4wQRixy1jK1pXd+/+HCqSMnv/r00/1FhYX79hYdPHLs++9OX7hYdu+2mTOzGGAxuwwRHR0iFChD4e6H0iTGiCeE6siKiop9+/a9/fbboaGh0mwsiSMRQq5Yqyiy0Z8MF5NzpKIj/wwKRypQ8KBAkjpEkJG8pIqwNF8Z06yZjCMRoe0fdIUm1J4OQggAhIC2T7Ice/f+3WPfHNuwMWPylMnBwcGt23r7dWk3OKJv7NqXE795c0PpqiybtgCm58P0HKdOEIsWTZZFk2XVZFo1WRZtplWz26LJtKRmWtMyhcylPsuqz7TqdlvTMi2puy2puwWVqc1nDYUwowCm76xZry9eufTAvHFvDu89qnsb39Y+7Xwee+yxhW8sLPqk6Oz5s/VmE4SQTkumHAmhq+tBCg9K9TtCXtI1qhG5iSTkykdKlEA8PAQa9364orLEarWWlZYWFhRGhEeEdg5VqdRhYWEpqSmXiy+bTGaWYbCYDYUQQgionZwwcAUCCDgAEXT1m/AN7s42hJI0oUKR2rxCV7uHaLxLJ1ICAAUbAYQAAE6GoRwpzVgeOnSoRqM5efJkbU0tvUTyWwcaa6UhevcQq6srhigGAn8JhSMVKHhQIK1ThIrIBh6Llt20JoW6CPC0aIROAkFCO4gw197VJ0kZBiEsjjnEyOFw/PHHrUOHD3+4/IPxr7wcHBzUuq23b+f2QyL6R64c907hbO355ZsrkndUp+Yxxj1o4164YQ9MLwTGfE6fy+hzGEOOU5/r0ObYNVlOXRajz2GMeYwxlzHmc8YCYNwD0veijAKQnmPTbbu3PuP3VetOvTdvy7RX3h7Vf3SvDr4+nXw79n/ssenTp2m0aWd+PWO2mAEAECFAi1QkLwRBGhJhcgVxM46h2tojEitPPcpJ1EMnNTTya0VCdhNRoY4J7Y8sKyzYEx4eHhoaqlKrw8PDUtNSi0tKaD4SI4xcNTXiadPbFcEWByNK0xBgwCEAAIKATmQBLAAAQEDHKYuRXogJJBgRAmmkgH7AEMvGu2CMEGJZrrKycn+R0PtBdaRGo2kca5W4Fkv5SIikbYkdG2vu//T/CR44KBypQMEDA0HruMdaqbc5FsOu1EiArsu0201Y/6QAJRTzWgiJ45uAOJSRg6DeZCouKT506LPlK5aNGzeua5cuXl5ebXy8g3sHPDvtyajEcQuzpq89/V761VXbqtbvvp+6qyZ1V33abrMm06LNpiWv1EPHps2yaTMtml0mza661F01qTvupmwuT9KcXxZ37I3XP4oeu2T4gHF9/EM6erf1atGyea+ePaMmR2ZsyDj5ww8VVRUOp0MQT4IgE05YoBz3DTn/ScrSLRiLsDTmQn4kT5riSPe5HxJnQIQxxjabraysrLCwMCIionPnzmq1OiwsLDU1raSkxGqxcRyg7EdHeCEEMEaYCM47Qt+qSNKC8EXiG6QpRzpKmUDxiRBjQe6L71cMnAvhXKF1AyHEsWxFRUVRUZGUj6RzP77//ntpNpb8+rjdQ2C3i9NkoFXhyMZQOFKBggcFUmBOjNGJtTuEOouKxTtEJAUiaCxh2C9E4uIMxe4EhGkkEEIIOA6wAACMMeC4mprq77771mDQT5s+rWfPnm1bt23WrFmzR5u1at+iY7f2fUd3f3rywJffHjFDEzF3a+zS/XPjv16c/MM7qWc/0F1abihZqbu8XHP+w/U/L1317Zsrvlz0Vv6/Zm+KjlkzYdTcZwaN79v56WAfdevm3o82E+Ht5TVq1AurEhNO/fijyWymazfLsbRNReiBFPKton05ROKbcNXvNNZA2D0xKe0RNngXOzbKVopXUlYBixC2Wqxl10sLCwsjJk3q2rVLYFDgqNGjly1bdvz48StXrt64UVZVVVlVWVlZWVlRcaOi/EZlZUVFVWVFJf2qqKwsr6oor6ygx1RVVFQK/7tRVVFxs6K8qrK8qrKiqqKiQvacqvLKKvpTZUVFZUVFRXmFuFFeUVFRWVlZVVVVUV5eVlr2008/bdmyZfbs2SEhIe3atRs2bBid+yHlI6VQs/yWAv+dz47CkX8GhSMVKHiQQLUOpccGXuRHKoiojSvNRxKhxoSug0LvB5Z4Q/gOES+58iAAOI5yJMdxd+/dO3L48OrExAkTJvTq3bNb9279Hus39Olnnn9m+NNPDO3drVewX2Cbtq1bdWjRJsgroE+H0MEB3Z5X9Xmx62Pjuw8M6zlgYo9+L3frOapzl6eC1YP8O3Vr5+3v5dXBq62PT7BvSJ9ufYc/M3xSWOS0adNfHv/ygIED/P39+vbtO23qtF07dpw7d+7OnTsOh4NlWY5laRek1OdBk640nCm0P8pGNcoisZ6pSokM5FTKu3vReUD+dIFXELFZbTfKbuzbuzc8bGJoaMijjz7Szqddnz59XnrppSlTpsTERMfGxkyNjYmNiY2Njo2Njo6JjYmOjYmOiY2OiY2JjYmJjY4VvmJiY+lxMbGxsbGxsTGx02Jjp8fGTo2JiY2JjYmdSp87NWbq1OipU2Nip8ZMjYmJiYmJjY2NiZkaExMbHRsTHRMTHR0TEzM1NjYmJiY2JmbixIlPP/10aGjoo48+2qxZs6efflqv17t0pCQ/xfC1B0d6vH05NSoc2SQUjlSg4IGBWN5BRGNzuVqi1a1I3vNHVSbGkpgSRyvR2JpQySM041MKQMhsNl+6dKmwsHDWrFm9evVu06Zt586dwyPC16xdc+CT/V8d/fLQ4c+3btuavDb59ddnj3lhzDNPPzvwscf79ujXq2vvbiHdO6u6hgR1Dg3q0lnVtXtoz97d+vbr1f/JgYOHPTts4oSJSxYv0aRpMrMyv/322wsXLxYXX/7000/i4uKGjxjRtm0bf3+/F154IS4u7pMDB27evMlxHNV/1FVHHh6Ub9N0rJtIwq79rmgrEizrPISmSzgSQU1i7DJmk7MvfQWGYe7fv//DDz/Er4ybMnnKwIEDu3btGhoaGhwcHBQUFBgQ4O/v7+/vH+AfEOgfEODv7x/g7x/gH+DvHxDg7x/g7xfg5x8QEBDgHxDgFxAQEBgQEBjgHxgYEBDoHyDAXzg6wN9POJ4+UfYq/v7CE4TX9vf39w8ICAgKCgoOClar1Z07d+7bt++wYcMWLFhw4MD+kuISm82GpKCuuCFnwcbxZyXK+k+gcKQCBQ8U3CxG5SFFKZskZZuENkF5CFaUYpLLCoSQZVmO4yBEdPU/duzYihUrRo8e3c6nnbe3d58+fZYsWVJQUHD92jW73c4wTofTUW+qv19dXVlV9fvv14uLS86e/e30T6dPfnfy6Bdfff7ZoU8OfHrwk88Of3742Ndfn/rh1M8//3zh/IWrV66WlpbeuvVHTW21yWJiWIaewJ3bt78/eVKv148ZM6Zr166tW7fu16/frFmz9hft/+OPPxwOB6Q1RbKVXdJDUiJNYEFxr9vD8mylmMeT3VhQcnTJJokjPQK28h4SjuNMJtOVK1d+/PGnw4cO7927d8+ePQUFBQUFBfl5+Xl5+fn5+fn5eXn5ebl5efn5+QUFdFdBfkF+Xn5BnnhMXl5+Pn0WfbCgIL8gn34VuO3PL8jPzytwHZNXUJBXUJCfn0+PyRNB9xQWFu7Zs+fgwYPHjx8/d+7cvXv37DY7ZUQPwS1dCjlHur99emUUHfmnUDhSgYIHEVL4S1jZG63pUlRNTgkIC6PrIUIAAKogOY5jGKa2tvbMmTN5eXnz5s3r3r27t7e3SqWaNGlSWlramTNn7ty5w3GcEJTDrtBcg3vjAiEEIggQoAUy1PHA47SJkCUllPIYhrFYLKWlpfn5+W+//Xb//v29vLz8/f1fHv/yRx99dPz48fv370vru0tQ0kJTd0sdSfZ5OAzIT1s6TLiH4F1U4KGc5BeTyHJ4cjalp8QwDL3PkECvLcdyHMsBDgAIAYCu/QBIh0EIpQ/CBfef3B4RjwQe4ADLsfQ0WJZlGEa6VvK4sefthWxAmPw6NL4a/3N/2f9tUDhSgQIB/F9+yQ6QBljJN9ySOrzbtIn/c3hECykLSLJAFA2uQkpBZNFOPQCECh0AqqurT506tWrVqokTJwYEBHh5efXo0WPRokW5ublXr15lWVZSnBKt0rVYDupIIIRxqVcsRE0eJn8RuogjhG7fvn3ixInExMSRI0cGBQW1bNny2WefnTdv3qFDh6qqqqxWq2TTKssRIvmb9SAz4p59lK6MnPw87iHkG42ZQ7x4nvVB8uM92KVBdh/D8w2Nrd3+D9DkX5HHCXioZ9c9BHbdTGBZzLnx3xJRAq3/DApHKlAgcSD/F1+0KaOBVp4K3xuEFKLIoq528f+7NYeI3mBYljnzEAdCVYuQZHSrbZFH25xOZ2lp6cGDB5ctW9avXz8fHx9fX9+xY8fGxcV9/fXX5eXlUh4LcECyEZdzDJJaAN2ThXK3M9ePsvIbWjYitXZwHGc2my9evJiZmblgwYIuXbp4eXmFhITMnDlz+/bt33//vdlslghSbmjexKLvKk7yJAMXCwoO8MK2nBUk3nVjGtGVxoN3XalKzwEkrrPyuDL4z0HcYwCyl3NdZNcvpf9K/a7uv9cD0hv3ODeJHelO+sZ5RUf+YygcqUCBgL/Tkfz/pI4UClmlRZ9gj2VOvhTKSZFa0NHtmpqac+fOpaWlhYeHBwcHt27dWqVSvfrqq1lZWRcuXLBYLJJelHuI06AlElWpB5HI11/Z8i4cRjDxOB5BJLniEUKcTmdZWdmhQ4feeuut/v37+/j4+Pv7jxo1avny5WfOnKmtraUnL7jtyAhATjPSGcrhdmKoMXe6Clwb6yoPgnE9V7RQ/zPma7zf42AXZ7tOxFPRupUeNXo1eofh+nXI7dEmf5cHcXrcE8ihcOTfQuFIBQ89XNTnIiiRpuQ/N7g9TKT9vNCaIX4T/5NG+cpeuFH5/d9xpeuspAVOknSuxR0J1aGU5ziOs9lsV65c2bt37/LlywcNGtSqVav27du/9NJLK1euPHbs2N27dxknIy3B0hMFepMIxn2msbTISiFfaTmmQo2XqRPpu7TKS2k2h8NRU1Pz888/r127Njo6OjAwsEWLFl26dFmyZEl2dvb58+cdDgdlBUFQAs/+SNeZuDOlG8NhsY0UIeIeIyV/GQ6V34vwfIP7j8IHQX87/SCkV5OfIS+LiDb6BeJHKyvOkm27NulWkx+B0BfbiE1dl0UcTC2/V+BFESleBKVO5++hcKQCBbQpsUFiJGn0rDC3UVxUaT8G5gmifqk8QTyPecJTA1Ue8w08TymEp/McBVMyuj4LQ+ARXTqFWlRedJsTf2ET+sZjifRQDPS7JB8BABaL5eKFCzqdjjrF+Pj4dO7cOTY2Njc39/z583a7ndKPPCrryTQEy9VkY47x0CJYFh4k4oAONxEmJi+lMhOWZS9fvnzw4MF58+b169evdevWgYGBw4cPT0pKojVETqdT0rgSUyIk8+VpCi7jU9nBLsp05RfFmmCCpG0P3pVrNTk3e1wr+RWQ1xO5iTbchAOc+4crO9T9E5c/0bUtDi1p8v4ANyUl3U9JHmttUGjyL6BwpIKHHjId2UBZjoiCkBDCY4EjMWnA4tR2usjyhDRgQgci05gZL+gs0ToOYyJ3fqH9/MSVQhRtsF25PdlSK6/epBCydNCtyFNSgRBCjmUrKytPnjyp1eqee+45Hx+fNm3aDBs2bOnSpfv27btx44bJZKIHS8WWguubDPJVVdrjUjAypSUusn/K67L37nJHkwSl3W6vrq7+5ptvEhMTIyIiWrdu3aJFi4EDBy5btqywsPD3q7/bbDbX2XJAOBOE5ZfL4+QlUx45YfwN3LN4jV9T/upyCnbjPF68pUCugiYiyyvTh4hMXv/FBRT2NKJULLs9kj4F1++VnzaUorIumYvFQL38NRsaeKKMxPpzKByp4GGHqB4FVxvaZkFpjwpEHmNCMI8Ij3geEx5jHmGC6PANJChKsYcf85hgeqRItsKaJmoUym1AzByynNhXIE68kKw1CUFYiFUCsZ1AXjgq1Y5CiDDGDrv9xo0b27dvf+211wYNfPzRR5sHBQWNHj168+bNp0+frq6ulhoSKK1K9jZYtGSTCEZOkHRll8hSWOJxI31JZMFp99ClnFYxxhBBjuNYhqUKr76+/pdffsnMzJw4cUKXLp1bt/bu0aPH5MmTt23d9vvvv9tsNiwTdjI5S3i+gUjTPMSUMS8pI17+Q4N7tRUR74yIvGZZHuGU2AvLJLL84mCZgpRTlzv5ihQo6kghTi+L3zaIJnnup+yZ0CZivMHFuPJf2ihJiaQOWXrTw3voSBcZN4ipdAVNQuFIBQqEWCtdMAjPY14ces8TxPOIJ5invAcJjzARdiKeINKAqcbkESECiWJhEDJCGGJpoCMEHEdLY4Cw1je1MBGCIQQMyzCMk2UZAAC90290GF0yMUIYAOB0MlVVN7/++pjRaBw+fHibNm28vb2HDn36/fff37t3b3l5ucPhEPhJ7AkRFn2MaJBYyt7RRVYubjxX78ZooBM0sAeFYPmPSKyjcV/NIYR2u726uubatdL8/MIPPlj24pixHTp0VKvVo0ePXrNmzYEDB65du2Y2mxmGYRjGarWYzRaL2WKz2mw2m81qtVmtNpvNarNZbTab1W6z2mxWu81mtdosVpvFaqVH2q0211E2u/jNTvdYbDYLfZpwgM1msVgsFovNZmMYxoOePchG2pbfEzR9r/DvdIXISRrLhp+4hKOsMZSIeV8P+pQIVTpD9/N0S4gqaBIKRyp42CFflcT8IJZkHMaYLkRIiKFSkzdhDBUmGAmLJp3hQOUVQgTSMhrAsQCwdFq9uEhhhnHW1tbevFlVUlJ85syZb7898dlnn+/btz87O2/rtp0bNnys1aanphrS0ozpxk1bt+zctStrz959Bz87dPTosZ9/PlN8+XL5jRs11fcddiuE0Gy2lJaWZmVmxkbHPP74481btGjfscOIkSM2bdp09uxZk8mExYSlEH9zixNKZOZqRuSlXJes1cGlPBpcoULsbuomcYl8mhVyN0RFYt2pw+G4fv36qR9P5eXnffzxlk0bP0pavXb+vEUjR4zyaevzyCOPPPLII8HBwUOGDJk1a9aqxMSUlNTU1NQ1a5JXJyatXp2UnJyclJyUlLR69erEpKTVycnJSUnJyavXrElak7Q6OSkpcXXyqtXJq1Ynr05KSkpKTqbHJyclr0lKTkpOTl6dnJyUlJS8enXSqqTkVUnJifTV6INr1qxZt26dVqtNT0/Py8v78ccfS0tL7Xa7FNNGCFFp2GQ4VyIk7FYg43aX4XH/4fk32ehWhPAuye6uBAkvTIPxhNunJou1io8Kf+5KPvKvoXCkgocdUqxVLEMVO+vo6CkaQcVYmF5MZSECGHOIAJpbpIPpMYGIQIgBQsBVWALof4BjWbPZdLOq6vz5CwcPfqbXG99//4NJEVFDn362R/eevr5+7dp1aN3ax8u7jZeXd6tW3i1aerdo6d2qlbeXd2tv7zY+7dp37OQXpFINeWpoeNikxW+8aTQY8/Pyvz569LODn360eVN09OSgoID27ds99fRTr89+fevWrSXFJfX19RwHkJR9RFBUd1hcVXlZ8SqPiTykJxrBui+1PC1cci/aJES6g8BuUlKmF1122wA6nc7SstId23cseXNJ3359O7Tv4NPWp22btm3btm3l1aqlV6u2bdq0a9uutbf3o48+0qxZs+YtWrRoKaCFiOYtmrdo0aKl21fLli3EA+iRLVs0b0mf3KJlS+E1Wrg2mrdo0bxFy+ayJ7Vs1aqVl5d3q1atWrdu3bZt2wEDBixatGjHjh0VFRUOh4NKcPpePMpzJKUu3ym7/RIuYINnJLgJaS6fCC3pPywvl5U+k6Zqjz0Iu0kKl5+ewpF/AYUjFTzsEMpVG6R0GiF0XiMkWJpoTBDBmEd0RiBN3SFE6ARH+i8ioj8qgnSArrBQ2m2W36+VHD9+NCVlXXRs9HPPD+/Rs1/HjkFeXm1bebXq5OvVvUe7555Xv/JK96lT+8+d8+SSN55e+u5zH74/7IOlw95567kFc596beYTYRN6DRum7j+gUyc/b++2Xl6tfTp2Cgrt3H3gwEFDhjwxcGC/kBC1Kjjk2Wee12h1J06cqKyoZJwMy7Isy3CAozUuVOsK3eoY01m+Yn2nWI0kCQypdaVRFJG4L/rERatuRaFyQSMPEnIcZ7VaL126tH79+sjIyI4dOz7a/NGQ0JDwSRGLlyyOi49bt359SkpqWmpayrq0dWvWJa1OXpWQkJAQF58QF58QHxcfHx+/KiEhMSF+VUL8qoSE+PiEuPiElfEJcQkJ8QlxCaviEhPiE1fFr1oVn5AYv2pVfGJ83Kr4+ISEhLiEhLj4hPiEhISEhFUJCQkJCQnx8fHxcfGr4uMT4xPoQcuXr1iy5M2IiIjQ0NDmzZv7+/uHhYWlpqaWlJRYrVaO46RBjEjWbiFRkbzEhxfTjRgLQ4/lhEeJjv/zdKBEkx7XX7qevHslDnKvrmpKUPKyImrXTY/CkX8BhSMVPOyQr0GEYHnWCQl24TzVSEgYE48hTyDNNxKBFyECEEEoTDPGGGOOY6uqKs+c+Xnnzu1z588Z8+KYDp18mzVr5u3drG+fDuNf7v36a0OSk1/esiV2797Zx4+/efqndy9dXH7jWnxVeeLdP5Krb6+9f2vt7co15dcSf78c98tPS789tuTzg/O2bY1Zv/aVJYufmzC+1+AnAjq0l2Y0PhIYEDRmzJgdO3dcuHi+tq4WEwwhkAzNkTj4AxOICaRyGGEpXkxbVghuoGu3kI6VrAwkMdTQ0ECEEh6M3WOt2FUmIkYgpXofyZMHIg5wVqv14oWLqSmpUyZPUYeog1RBE8MmZmUPkff8AAAgAElEQVRnnz137uYff9TU1lbX1NbU1tVW19VW19bX1tXX15lMdab6unpTXX19vclkNpsspnpzfb3JZKqvN9eZTHX1pnqT2WQ2mU31ZnO9yWwymU31ZlOdqb7OVFdnqqsz1deZTPUmk8lUbzbVm0z19fX19XV1dfW1daa6eovJZK43mevNd27fuXDhwq7du8a/Ml6tVoeEhERERKSlphUXF1PXBdetgHQnJKVaZZoNNWqdlKSbXMY18IKtUuM/S/kfpxxybmsaRPaPq4mXNHWMwpF/A4UjFTzsEAv7pLJWsXMDE7rEU4qkCUg6PB4iXmjhwBhixCHAQaEYh/C83W6/ebPqhx++X7t2zbRp03r27Pnoo829WjXv1ytg1vQha1ZPOFA05/KF5Xdvr7NZ01lmI8dtgnADAukIGDFMJ8BIQDrh0gmbTrh0DIwIGCCXDkEG4DYwzEa7Pb2uWlNyccVXRxbqNJGx0YOff657QEC71m28glQBk6ImJayK33+gqLyi3Gq30ZVaJHJIM6mYIIIhpspSaFxxVU7ytKFTMEFwWQjJhaNb9pHnpRijq6jSPS0n5SNp54bNZrt48eL6lPWRkZHBquCQkJDJkycfOHCgtKzMZrPRsika9KadlQQjQqBwQmI8HCOIIEAQIAQhon0sEGEAMaRfCEGMISKQYNSAMS/aAtAaJXoPQKRbIbGsxmF33Lhxo3BPIe0uVavVYWETU1JTXDqSEPp+IXB55rkoEwmJXIggL4uXQnFSVYN73WxDw9+kA6X7Eg+SIzJ9L/9oPOjQY4+iHf9dKByp4GGHR+uH1NRPaC5SDKxhhGlkUsxKEoQwFFvmqC8px3EWs/nUqR8yMtJnzJgWFBTk5dXK37/NuBd7v/PmyINFc6+VrKq+n+qwGwBjRFw64jIgm86xRsgZEWuEnAFxBswaEWfErAEyesgYEKdDnA6xRsilAzYDsBsQtwFxGSxjcNh19XVpV4rjvjn+5vp1E8e91KdXL19vr1Z+/v7Dhg3T6rQnv//+7t27HMdCwTtVUD9YUnWIvifa3kkaiNjuwovRVln1o1xHulJivKfni3twzxWElDYAAAJHrl8fGRUZHBysVqmjoqKKioquX79uNlsgwrQ4BiEAEUQIYChdZgQxAvR+BQEIOcBxdHY0kE/dgICDtD9GpGxRSYtsJhCa1J8KRYN4q9VSVlpaWFgQHhYWGhKiUqkmhoWlpKaWlBTbRI6UaJJypDzCTEGT0X+mI6ULIt18/NXfp4xHhT4X2RwrTxNEXv6j23PFp7s2/glDK1A4UsFDD9ktN5USWPhG+yJ5xNO8HcIEYgx4BBowwBhyELAcCwCgwUqrzVpccmnPnvzpM6b16t3Px6e9r6/30KdDE+Je/ObY4mtX4x12PUYbCNqIQAZg9JxDx9m1rFXLWjWcXcs59NCpx049ZgyINULGAJ0G4NRBpxY4tMCh5ewa1q5hbBrOpuVsWsjoEUgnaAOCGRxruHUz6djXizZtmDR2TFc//zZtWrfq1avPa7NmbtyQfv7Cufr6WoQgxgQCSMc5icJOUJLCLQER2lyIIONcFNkgX5flisR9NoVbOBG5MmTyShaJI1PWp0RFRqlUKpVaFRkVuW/fvmvXrpvNZggRhAAhgCAHIUuVIhY1IsBYssaRFBSWd2dKXaliCBlTpYkQQBAiCBHEGAiMKxRWAUEHYmyxWK9fLy0oyJ8YNjEkJEStVk8MC1ufmnK5pNhqsdBuHCmaChtZwAuqVCz95WWOAVL0VX6VGv4xS/FCL6Oc88S+UPfuIPEAObny4tNdG/9//R/ofzcUjlSgoIEXlyqXhQCPCYGEyixqFoAQxGLZKgQIQggBVTEMx5gtpnPnzm/cuDk6OqZ1G2+vVo9069L+rTeG7fg4tuTSMsapxygDwQzGrnXaNKxdC5w64NBBgRH1iDVA1oAYPXbooEMPnAbg1EOnAbEGzOoRa0CMHjE66NRBRodZPWb1iDFAp95p1TjtOsAaCdrAMvrbN1fvK5j1/rujRw7v6uX1aKdOHZ99dqjBYDx16lT1/fuS5BLsA2g0EiGCaA0rIgTRklWeEL5B1NXusdYGVz7SLdbqQRgeEVf5NuXISxcvrU9ZHxkVqVKp1KqQqMioon37S6+XWi1WhDBCEBOIEAchixAncAxGELLQWW+7U3L76o+/nvh0f8H2Xds3bt5gMGjTtKkpaakpGk2aRqPRaDalb8jbkfvVibPXS+/UWVgACYFI1KVIsqURJmtghDAhiBBEiNVmKysrKywsjIgIF2Kt4WGpaaklxSVWm1XiSLk+lutsj3jmX6Dhn401dpeJDU3ryKZN9BuLS7keVfCPoHCkgocdchkkCgKx5RFTKYmlDnuEEACQ44QIG+YxyzG379769dczmzdtnjxlWvcej3Xq5PXMUNX77w4/eXxJRWmi1azhGANgDJAxAIcOOHXAoYcOHXRqEaNDjA4xeswaMWfENPvIGRFjwIwBs/RLT2kSMgbI6BGrg049YgyIMUCHnrVrWYeWc+oAa2AZvdOu/6My+fSp9zYaI18Y3rVjBy8/P79JEVFpqaknvjl+7+4dh91OVQ7VarQbRPAjwBgTwUyWF033pGvT4K4jm6SBxsFVab/EkVRT2u32S5cupaxPiZwUpVKr1Sp1ZGRk0d59pdeuW80W2UBECCELAYMQEBo7WTO4f7nq283fb1uS8K8R/bv5d2jfsV37jp06+garArp08QsJ8vPtFNCx44CQHuHPv/Lhup3Hvj5XccfGQJ6nJVUYQkQoK1JzB0TtjQihHzixWW1lpaUFhQVh4eGhoaFqtTosLCw1LbWkpMRmtUIIpbfvEV/1uC2QXwF5CNrFpkS4nn8da1Xwn4XCkQoedrgv8a61HosOclhsB6TBSTqAno4vJoRYLOYzp0/v2LY1evLk3j16+Xj7PP9sl3feHvHZJ3Nqa3Qc+AiCTaxdz9i0nEMLGQPijFQXYkaHGR1kdMCpR4weMXrEGiBnBJwRsAKnIkaLWQ1iNFRBIkaHGAN0GrHIkcihQ04dcGgZu9Zh03FMBuA2m0yGX39eunLZ6OeGdvb3a9e1S9cJE8anrF975syZu3fv0DwZ9bETuv0IFnzvMIFCGJOn8WbqBsQTz1irpJmk/QKnkiaY0oMbBB0p9n6oVSq1Sh0VGbl/777S369bLWaaPKQuDghCAFiMACQEYw47a+Ctn8oPrT6qm/ZG+NhA9QTvnvMHhyXFaXbtLtj72ef7DxTtyc/Jz9xVkJN7cP/nJ88UV1RUm60cBIQHgtErRJhWJROEsViKjAgm1AjXZrOVlZUVFBSGhYeHdg5Vq9Xh4eFpqWnFJcVWq43qSLlWFqSzrDdUivO67iRkl8WDI/+JlFTwH4TCkQoeergMPV0LGu/y2yE8TwhtLEQIYwSA0FBBdcfdO9X79ux/9633uoZ26dihTfduHRYteD5r16sXfvvQ6UhHaDOGGziHjrFpGbuWdeoBY0CsEdF0o0MPGD3kjJxDZ69eW1u6vPLcO1fPvnf+0srLleuv39NWm3ROh5ZzaoBTxzlFNmX1VGIi1oAZA3bqoUPH2rWMXQ+5DIQ2seyGm5XJhXn/Wrxw+FNPqf382gUHB8dETykq2nvt2jWW5QghHMcxDCuUnIhFulAMu/JETEa6RercNpoALd5xtxWViyqJI61Wq1DXGjVJrVKpVSGTIyfv37e/7Hqp1Wym8U9CICbUq5ZFCCDKkcx9ePuniiNrj2XMeWvqq72e/LDnSztfXfXDsXP375sZTDCEmGURBIgnuKEBN/AYEyKmH91nG1MvPoghQBjS0mWIMbLZraW0ZkfSkeGijrS56Ui5XPYQjjJ4Xi7hAiqtF/8lUDhSwcMOOSnKFnQqrWhnJEF0WCCEmE6hYlmO46hSqiiv3LTh45jJ09r5tPP19RozpuumDZE/fPd21Y1EjtFjmI6gkXPqWLuOdeiBU49opJQ1IsaAYQbGm3mylTAbuNuJ1afmXSiIOp4dveezRZ9cXPvtrfQqxyYObSA4gyAD4vSQ0UOnDrF65DQgxoBYA2IMiNFDp45z6DinDnEGDNMBq6+7v/6nH97dkD5lxvRBISEdHm3e/Pnnn//4o4/OnfvN6XTyPA84wLIcgECw6oYQYyLYzYpW3ITniWSx8HfXsEHmzS3qJOLBHxRSrJXqyODg4JAQdVRU1P6iorLSUpvFSh0OeIIIQghyADAQAoQxggA5armbP5YeTPgibfLiCU8H+w1q6T+q2+Apsa8tfu+DZQmrVickaRLXb87Yfbjw6MVvz98ur3aaHbTnhVbuQASRbKaUYIdEuY7W+1qtViEf6eLI8NS0tJKSEjqH5G85simm/FM0uEpsFDyIUDhSgQK3WKKwxrn8dQjieUSw2CCJEES0WwBjxHHcpUuX1qxZP+6lCT4+Pt26tps2bWDRvllXi1fU3luHWAMBRswagEPPOfTQYSCMgbBGxOg5u5Y1pznqU60mrdlkqL2z7s75d3/fH31CP2pv6phNW2d8dHxlwbn1v1am3q1ONdWn2qwau03jcGg5yrJOHWb0kDFg1khYA2YM0KkHDh1ijRgYEaO3WzTXrqws2vvaB0uH9evr27Jl8yeeGLJubeqJEyfNZhMhWGgGQRhJnSBIct2Rgq3EYynnG+lIjx89aFIOiUg8OFKlUqlUQZGRk/YV7b12/ZrVasGCwRHBGEHAQuik+UiMAHLUOW/+fP3zpK+NMfEzBj3d2zfQ37+TX2BgUJA6ODAkwC+wY4f2bQO9g14Ifu7tYXO3GA+e++Ha/VonhwgBEAEOQAAQoa06CEIMoWQnSxDCCBKbxVZWVlpYWBgu9keGh4en/QOOlAWf/438okKQDzgUjlTw0EOKtYqFnJjwPOIJJBgRRIdiYSKWQEptdhgAaLfbTp8+vWJFwoiRY9u1a9Ond/t5cwd/eWR+VcVqa30aZo2ES8ecETgNnF0HHXrMGQlMR6zBfn/t/d9XlHy36NSROV98+np+zswdxvCMpc8lz3js/WmD5s4bOTc+6q3U6ZqNM/NzXj90cOHpsyuLy9dVVqfZHFrg1GJWizkddIVbjchpAA49YgyES8eMkbXr/6hI+vLw/KTEF594PMDb69HHHhu0fEXC558fvnf3Du25p2FRsWUSY0hdZ10EKUun/c2iz7vX8sh5Uc4fNAyLELLb7RcvXUxZnxI1KUqlUqlUqsjIyH1F+65fv26xWiXuQQhBAADgaOMKQRCxFrb69zvnDlw+tvWz3PSNmz9O35rzcVZR3p69Rfvy9menb1mz8INXxzzZLbSlV0ibbi9Er/xo05Fff7trtWDCIgQBhxCAGHGIEiQGEAHh1aktL7Fa7WWlZYUFhRFhsnxkUxzpzov8vxdrVXTkfwkUjlTwsMNNAxGZZ7Qw+IMaCYjpK9lYPgih02k/88sv8XGrR40a59O2be9eHebNGXLk8wUVpUmWujSxWtUIGD3n0EKHFgMjQRmINZhvra785a2T+TGFGRM2poyPixv3zuJhc6MHTH+xa9ToHuNfGfRK7HORM0fMmftCwrLxOm1MwRfvHStee+G2ttamZ506wmoJp4e0Y4SWvDr10KmjHInYdNZmqCxPOvL5gsSEFx8fFODl9ehj/R9fGb/6yJdfVlffw7QLwr0gE4kDDqnpDC92wjSIbXz/8GI2iCYDPBGyvC4dKTYOOhwO2vsxKSpSrVaHqNSTo6KKivaXlZZZLTaMeISIMLUYQghoFSrBCGPIAqfJXnfTdL/izu1bN++Z71lYC4sAxJggjMw1VWfOHvlo1bThI/2aDwoMnDwvbn3BsWOVdbcRsSGAESAYIqk7UppxjREShmIim81aWlZWUFgQHh7eOdRNR1ptNiByJHEv3/Xgy/+Hf68K/mehcKQCBU2bR9NVUL4aIjEuBwGgznMQgitXrqSl6SZMiPBp56MOaRs1uX9uzqsXzi2/d3sNYPQYGBE0AKeOc+iAQyfoSM5gr11bXbr86g9v/Pz1/ONfzD9QNDtny+RN8c8nz+n7wWsDFyweuTh5yvu6mcaPX91bOPvIoUU/no+7eDOlvFZrcRgBo6cNIZDRA6dBKP9x6qFTBzkDhkbI6q31qcUXludlzXjrjed69uzUvPkjQwYPTdPoT5360Wq18oRQIxjRRhXRKc1iOJRIDaOSEPqHF9BNO0pmBH8Wa123PjIyUq1WqdTBkVGR+4r2XS+7brVYBON1wiOCaUkRtTjChCCMkTi2S+R3AFjGbnM6nBwDYH3tH2W/fbHzvWkL+gRM6ho6e96KtIJjRyrqyxExYYAwhzFAGEFhHBhECEDIIQww5jEkGGGb1VZWVlZQWBgeERYaGuKZjxTrWhvHWrE4M1kRiP+boHCkgocdsmSaiyNlxTuuCg9KKQBAsa4VE4yrqqp27Ng+a9asDh06dOjQauhQ9bo1r3x5eGHp1ZWcYB2Qzjn0rE0HHFrE6Gk9KnTqOKvGaU6zW/RWa7rpXur9S+9d/2TK94YRRZrRm3dM3/LtisKLKWerUu/VpJhMKXa7xm7XOUXbAczqEaNHTj21GoBOPbDrOYceckaM0jlGX3NnzTdH31iX/ErExN5BQW28vFqNGTNm587dFy9eZhiGJwQAIPV+ICiZzAjFSlINE/9verK4kWVjHUlcOvLipYvr16dERkap1GqVWh0ZFbV3/75rpdctVjPGwrhNRE3dpIpUITDMQs7GMVanw25nWAcHGYBYDgKIEXSa7hQX/5BrWDBxSkjHF4LUU1+PX5v3zZGK+gpIzAhAxGIMIEY0rix1SCKEMCFUrVptttLSssKCwvAIt1hrcSMd6aEd5W/z/+Hfq4L/WSgcqeBhh1w+uqhRTNVJkVUszhymvR8syyKECE9qamqOfHF4dVLikCGDAwP9AwLax05+wqiZ9NPJt+w2A8YfYbiJsRsYqxbYddCpR049ZAzIaUBOPeLSMdpE8MeYSWdvJdb+OP/KviknC2MOHF702aXkE7f0VbYMFmYglI6hEXNGxBqgU49YHSVI5NQjVg9ZPXTqgE3L2nWITUdoo9NhLPs9bsvGKVOjn+jT2z8w0HfAwP6LFi388qsvy8sraIcfxwGWYQDHSV3w8lY/j+FJjRf9xnk1jwQbIYTHvBS7dolUgiGEQqyV9keq1WrKkUVF10qvm21myl88IRhjgCCkXnQEEwwRZwOmSlPpycrzh386+cXnJ3754mz5zzdqb9fVmU036ypO/nZIl508a9JTPVWtAtXBz05fuvmjw2d/u28zE8JAgAGDhVJejKAw44zGBBDt/SDIZrOWldHej4jQ0M5yHWm1ufVHSu4BjWOtHhdEwX8vFI5U8NCjUc0OEUZ90NJWl3mKNFmX4zhIPQR4YrPbLxVfKtq/b/EbS4YMeaZ9+6D+/YJenTY4c+fUqsq1dnsGx2YwDgNj0wKHDjn1gNFDRo8cOujQcQ4dYPSQNXB2nbNmnbl85e1L75WdX3q5eEVJ1dqye6k1Jq3TqedYPWQNgDEAp56mHpFDjx2C2w5t/6DtJZA1OpzGO3fXHf964aJ5Q/v3DfLt1GnggCf+9dqsbdu2lJRcrq2tpUQIAQAcBwCHECKCxSkmGBKMCE0lEsxjnlAHAfJv60iPfKS890PUkZdS1q+PioxUq9WBIapJUZH7ioqulZaarRZhcjWdtYKEmh1EDQWcFnC/5M5Pu8/sWaWNe318VMxzk/718qzF89956/13Zr896+XokQOe69uzZ5/nBo6eHfGG4aNPf/7x9zs1Dg7zdEQXhyBHWyWlJKxY4SuMeLRarWWlZQWFheHhEbT3Y2J4eGpa2pWSEltTHEmaKlNSYq3/a6BwpIKHHbJQqxBkxMLIYV50aBNqeOgGQsKkCIwQxpgDXE1tTcmVkpycvNlzFgwaNMSnbat+/QJee23I/qK5F84tr69JBVw6BOmQNVIfc+jQIcFbx4AZPWL1iNEhpw46dJxdx9p1TruOsetYuw44dIjRUddWzNAoqwHR8hyHHtp11AwdsEYIMiCXbrfqrl6JO3x4/urEsYOfDPLx8VYFq2fOfO2jzR/9fOZ0bW2N0+mglA8hhJBDECKMsDAhis6fEgzDebfZWKShKXnUpI70IAyJIF2xVojsdvulixfXp6RERkWp1GqVShUVGVlUVFRaWmq1WKmBPG3GABBCABCCkLrvcE5suVVT/NXFLz7enLQobOywxwf279W7T+8+/fr17te316D+A0c9NXLGvz7YqMs/8dkvN8pq7CYnBxDCBEOMoTjxA2OIBc8AWuGKhGQnxlabTdSR4YKOpDOWi4utVivHiX6tPBHNCt1GTMvf71/obIVE/1ugcKSChx0eK7sUEhTLREQ3U4Iwj+hcLDqoEEIIAAcB4ABwOBzXr1/PL8hfvOSN0M6hbdq08vdvMyVqUPKq8Se/XVJTncI4DAhksE49S+WjUwecOsRQ5tMjRg8ZPWQNdHgkBkbMGojoV0cNzTFjwKJjAHBqoVMLnDrOoeUYPQRGwKbX1qRdOr88Qx81fepTAwcEtfb26ta9e3hEeGZm5sWLF8wmkzQ7Sph5iBGiAzFpqo+m42QrvtwtzcMG20M8Cc/ChIjFPlRHShwp6UhMMILI4XC4vOjU6hC1OioysmjfvtLr161mC0FYzBbSrn8xKkojpIBlLDWmexVlV86d+u7Y1198fujTAweK9hft+3T/J18c+vKHY99fuFh693adw8pKfgH0JcSUMkIEQoIgDaRDRI0FBA97q83m6v1w9xCw2mwsy0kUiFylQxi7/IWaEJQef2/yDSUe+4BD4UgFDz34BkL9ZMQhyzzmMUGQCDaeGIvOZbTLXBzjCwCi5ua0qMTpdFTdLD/x3Tdx8XEvjhsX2rmLl1ez7t3az5zx5K7t004cX3LvzjqOTUdoE4IbIEtnY+lYu5az6ziHnrPrOIcWOLWcQwcdevoF7Dro0AGnHjj1nFPPOfSsXcfYtZxDB1kDBukEbWQZo7k+7fxvH+zcPm3puyP7P+bXtk2LDh18Ro0aHbcybv/+ohvlZTabFYmsA9zmAguRVV5odeEx4QWXHXqD0NAg1O408gpoaFzIKtjduoo8ednoRIkpaV3rxUuXUtati5oUqVap1OrgyMhJRfuKrl+/bjFbXGMeoWyIMZ1qRcW7MMdLmGFG6VyYkixwFSV9+gLiHElh4gdGCGFIi1uRMBoLCgyMELJYLKWlpQX5BWFifyTVkcXuM5Zp0JhyJN+oiucv1HaDoiP/q6BwpIKHHZQG+IYGt3QkjzFBiCAabYWYQFkGCwnzigmEgmULgEIzOsM4iy9f3rtn7/IVy4c89ZRKFezr23bQwKDJkwYadVHHjr556ULcnT/W2swajjFAkAHBBggyEEyHIB1xRgyMiEvHrAGLLueYM2DOgEA6ghkIZECwEYGNkMuwW7TV99b/fjXhqy8W794x4435w54a3CU0tGNgYODjAx+fMWN6Xm725YsXTSYTTb8BJNjJSCVIBInzFQXHPYFvhEiroAMFFmyQbXsob1eY0V1IEdH1WxoeSXcCAMS5H4IXnUqlioqK2r9/f2lpmVX0EBAITDZ4Ujpz6WGaVOWAkFKEAicCAKEw2kN6lhA1J9JQK2G2i3D7Izi4YowlLzrq16pSqQSOLC62WCxyjpTTP5JNi5RrcV523eRXrzGVKngwoXCkgocdPO8iA7qq0YAjJhBRZYVlBgIQYYyI6HAuxCshhBxAQFjNGcZZU119+dKlnTt2LF363rPPDm3XzqdNGy+1qv2YUb3mzX4mwxBx9Mj887+9X1WVdP9+al2dxmrR2q1axq7jGD1gJSNWAxCKcbQOq8Zq1ppM2ur7qX9Urfm9ZOWxrxbu3Bbz9lvDhw3r3rOHfzufVm3btO7erdv8efM+2rTpu2+/rb5/j3E6aM2mIJYQgliIMGLRJwEJtwICWYo6kPB8gygLXSFX4p5sk9hRLhM9HvKgSYwxgMBms124cHF9SkpUVFRISEhISMjkyZOLRI6UXlO6KyHuqU2Rkv8aElG52ajKCIynvgMe52+z2crKbhQW7okQvejkHEnnvUii3IO8PaSz/Grgv0tSKngwoXCkgocedJFy0QGRwnaEIIkFkBhsJdRuG2OMISGQxvQwhHSChBDZg5BhmOvXfj969Kv4hLgRI1/o0bN38+YtmzVr1s7nkV492o8c3jVmysD3l47QpE7cvi320wNzjx194/RP7148/+HV4hU3ridUlK4qL024fjX+4oXlZ395/9tjSw4emJubNVOTMuHDpSNfnfHEyOGh/ft18u3UspmIjh07jhg+bMvHm387+2tNTQ0hGELAcQwAnCjHJH9WSOtVMG3JJ4IFHRKMhYhnKtFlL+Ba/emVk3OYnAxEMnM9S3oihJByZEpKSnR0tFqtDggIGD9+/I7t23/66afS0tI7d+7cvn2bfr9169atW7dcP96+ffvWndu36QHCTrr7Nt0r/nvnzh3xEPG7sHmbPip//Vu3bokvdbu0tPT06dNbtmwZO3ZsUFCQWq2OiIigPjtms1niSOmNC9cEudlNiCMwpQCwG2vKyb5BmR/5YEPhSAX/GUhVIHTj/+JLCgQ2cXf+V7tcNjIN0pREV06LFrVSlUEE1cXTacRYyGphghBPm9GRNEGCAxwHIB0zWVZWdvTo1ytWrhz5wgsDBgzo1r1Ln759Bgx8fMCAJ3v2HNA5pHugn5+/b5tQVZtBg3yfe1Y97sVukRF9YmMee/XVQf967fHXZj0+fdrAyMh+Eyb0GvZ86OMD/Xt2a+/XsU2njh38/AK7du39+BNPjx03Pmxi2JhRo3r06Obr59t/YP+VcSs++eRAScllm9XCME6GFTiSlucQDDEECAGakUMYYx7TWlZxlDTBuAlf8oZGo5XleySe8NB/WBYylbQaBNButxcXF6elpUVHRwqv6tkAACAASURBVHfq1KlZs2aBgYGjR4+ePn363LlzFy5cOH/+/IULFy5YsGDB/PkL5Vi0cOHChQsXLFy4QNyzQNxcsIA+Ij20YMECt6eKkO9csGDB/Pnz6ZELFixYsGDBvHnzZs6c+cILLwQEBDRr1szPz0/wohNjrZLilBO/xJFUnnoEVxsrSCXW+t8ChSMV/MfBi9+b/PqLh+QH/MUr/8ku3vUvZUzRxltY5TBPMC9E7LA4cVnwQqNNIIRAniCCAOIAZIHYeMeybH19/dWrVz7++KP58xf07du3devW3bt1mz5tmkGvL8jL++TAgZzsbKPBuGTJm5GRkSNGjOzff1CPHv1CQnuoVF0CA0P8AoJ9/QP9/AMDAtTBAZ3VwV27d+v7WL/Hnx767KRJUfPmL0hMXL07M/PwkcO//HLm++9P7iksXLBgQfce3Tt26ti3b59JkyJSU9b/cubn+9XVdE2nmTsIOYRpXhXSiDH9EspZXS0u0hLftDs5cR3gindSLsQIS5QpKwySinCEwhmGZSorK/Pz8+Pi4kaOHNmjRw+1Wh0YGKhSqYKCgvz9/X19fX19ff38/Pz8/Pz9/el3N7jvCPD39w8IcHvc/SnSj9ILNgbdHxQUpFKpAgMDO3fu3LVr1xEjRnzwwQd5uXlVVVVOh1NwJkJuEVphvlijXklPeY2JnCM9bjgUPJhQOFLBfwaNdSQhTW7wTctH1zE8zzfwYpuCsLTLOvukAU9EUo9EmIwo7KXrmiAjBZp0ESTPEx5jnvqwUAWBqORCCCFMBy6xLMdygKMlI+Xl5V9+9UXymuTBgwd3aN/ex8fn8cFPvj5n7sGDn1VWVllMZofdZjLVV1ffKy+/UVxSfPa333744dS333735ZdHPz34+d69RTk5eZmZ2VlZuQUFez799LPDh784fvzbH3748cyZX4uLi8tKS2/98Yeprt7pcGKMHQ7HrVu3Dn568K0lb44d82K7tu3btGn75JOD16xZ8+0339y+fZvjOMG5G0GIIEAcQhzGQAgUCy0fmGAkTJCk7X/iQo5kpZsSN0hxRRf9SRlHIugqqeJGolJJUCKEHA7HzZs3L164eOTIkby8vMzMzB07dmzbtm379u3S9y1bt2zdunXbtm1bt27dsmXLli1bpI1t27bR/dKeLR9/TA+QntL44G3btm3btn2bCHHPNvmr0Z07duzIzMzMy8s7fPjwhQsXblb9f+y9eUBU5f4/bpqCigoqMoDlhruZmoq2WJmZ3RLQSi13SwVT0LJMZZ8F1KxbgqZpttxU0Cy7mRsKzID7bi6AKfsi2+xznu3w++N5zjNnBuzW5/6+H66fe163q2fOnNnOjM/rvN7L611ks9ncGJ9HlZtgTVmG0i0eK7+2kDzjFY78z4XCkQqaBzKOdImANsIf3PVH+PNTbp0xVyKKWBSpqTfTjVQ4SiFIKZxIEMIQQQCA4ABQAFAAENhtjqrKe9euXduyefOcObOGDBncqlVLX99uYWFhKVs2H804VnXvHg85chXRIIqSlGVACAIgCIJdEBwIAfpR6BnjhxGJzRFCAAgOh6OiouLkyZPbt29/5W+v+HXr5tW+w+DBgxYufGfbl1uv37hWZ6yjtZ0AAodgB9CBEGBd9QRjVsiCMaH6kte3ilwXiRJHygUTT7NR/nPhyEY8IacW+U6Hw2G1Wi0Wi9lstlgsVovVZrPZbDa73W61WC0Wi9VqtdlsFouFblPYbDaXbdmR9E832O12t5tue1xgtZnNZrPZbLVaHQ6H2zUBlNA4xej8jNKFBf++eNaWew+5/AgV/KdC4UgFzQMqFhsaGggRqV7EWPqPaRi2jWn0Uxr6y7axiEURExFjUcQim2BFZ/hJT8TCpHQDs8J/kf4tEixiwl6Dtj1Qlx2MRWf1BWEJOl7bwqbZI0RtRIHgECDNPkJQXlF+/Pjxjz/e8Ny4Z1Xd/Lzat3982NCZs2bu2rP7TtHdepMRIgBppwI1jxEEABwCcDgEuyA4AKBPxStBGEdDBAGAgiAIguAQHILgcAgOABwQChABABwAOBCEGGOL1XLnzp0dO75a+M7CkSNHenh4qPz8nn123KeffaI36CvKywWH3eFwCIIDAIAQ4MMwpTFUiGAkNRyKrGVSYnROA1I1igvYHqnKl/X7S4k6eW2LXFbKGZfIylg4r/AjZcKLB4Fd3pgb67gxECHO4lzXHCG7xV+d3yXXiE0EjWXRY+fbQy4HY9kYEEIIhJC4GqCLokgbc8lfmcms4H8ZCkcqaB7IdSTlSMJSYTT4yddNLmWchEkk8xv5hnOR5U0BkvcL5jblmDidZLDzBejf/MFUSCJOkhJHUmaACFLtyBrTITSZzHfv3vnpp/1RUcvGBAd7enh06dx5zNixWl3STz/9dPfOHbvdTi1CBYcgCDTqiTCECAGIAaQ5Qkj90WibHsvd8Q4Tpl6ZwTdAECAEMAKsp4M12UPBIRQVFRsMhk8++eSZZ57p1Mnby8vrySefjIqK2rN7d0FBQV1dHX/bUnu+9IKy4KGcrggHdrnLyWGNoo5yEpVPsZKTh1xvNY5VytnXzc7mDw52fvX/ar/8szTxirKXcONIef3qffdgVqzESRcrda0PLBSOVNA8kHEkkeb4YimfiEWR/icpSpGIIpI0IxEpc8ookxEgQtTfhZIiVwpO/xxCE24ikZ6JOF+QPY2IaLQVYW47I630CCNMEIRsqhRdamtrarOzsz/f9PmklycFBgS0frhV//7935w+bUtq6s2bt2pqaukgLYFb8kCEERWljHalxViyepHmGlKpR+/n0osQdlOyF6WPQYCKWghpZ8W1a9c+/fTTqVOn9uzZs0OHDt27d586derXX3998cIF2qQv2csw/xkIIZIuJpBEHm5LPJL1KfLrEr6f3+UmDeVk05h+XIjw/uA0KWcg+TOwR7tS6R88oRspyt+hfL/zs2CX/g05s7pfMUg7/xVHOk+vEmv9T4bCkQqaB4Q00KtnQkSM6Z88SspXHJHSlFRpSgji9aaUJelhTOIhQpvh5aqBENnKKVWkshoVghGlQnYcoS0QBBOECaQeAohgLIqIEIggAAKAALFQKairq7t7t/DAgQPvvvtucHCwh6ent4/PqOBRiRr1oUOHbt/+HQCBcPs3QYCQGhCwl0SyVjosmRJgZ4QYyVdk9jExJzLCIsREpBYBcgAAzGbzzZs39+3bt3rNmhEjRrRv397Hx+fFF19ctWrVoUOHSkpKrFYrxhgx11nJwFW+6rvyB38b8txbY6ZhAUj5s2EZxTmfSpQ/m3gfyDnmfszEb2Lisl/+JuU7nYFcl/pTHnvAjR/uIqal/cRNZDtfwIX85B+EyGKttE5HIcj/fCgcqaB5wHUkz0cSghGivCTxBGI+4sweBhHW+C6pLbo2s1UYYRqtZOY3nGIku25EXXIgQhhDghAGLL4JmYphTY9M29FMHXMoQ3QkloP6nkEIYV1dXXZW9rat28JCwwICA9q2a9ezV88ZM2akpKbeyssz2ywCBNQYjdmE0tci1A6dCgq2sBOCRMJULRvKJboIYJa6Ep37pRCye1ElE5SCQImqurr64sWLycnJkydPDgwMbNeunUqlmjlr5tdff3358mWT0cTSnA4HEAToYuPKso7S387X4i/kzoIyuBnIOQ1RZeIPuSYp+UvwR8nt3OSdl4033OSpfByHc9uVI+W8JSdg+fO4MWVjxpUfJrIMust7I40uKQghDWKDRKZOEm3uf44K7guFIxU0D/jSILvaxpgJN8wEEybMExVSUkQIM7aEGCJqcIMgk2VsmaYhSon2KL1hFk4EEAmQ9c9LbfWAzlyi7Ml4lN2kNgFs9ATfMJvMpaWlmZmZH3zw4YQXJ/j4eHfo4DVixPDlK6L27ku79ttVq9VKM4QCAA7BAQGkhC4y+wFWOyppEMmbgBDKjg0NWBYb5gTJKFNWdEoDelyiscwp9Sul71YQBJPJdP369bS0tOXLl/ft27ddu3bdunV75dVXEhISMjMzCwsLzWYzV5/8gdQRobE0lDGoCzk1ud/JkTyoKz0Jv+nGnY15DrvChZykb0f+JBhhiKD8SE5gRCYi3XWerHYXS2KSy0T313Xt35A9LS0ZcxG7XAe7PdbtPTT3P0cF94XCkQqaByJpEKVYKyEN1NcGIVGye0F0tcMQI0Qg89WEzEcNQkp8GEJJPdIFmta3IIgwBAgINHNotws2u8Mu1XQKgDftiSJtc4QQAOAQBLvDYXfYbYLDQSdIAYgEAGlCka7ANqvt/PnzO7/++u233w4MDGzt0canS+fJoaEarfbUqZMVFRVWq4XWn9IAJnWmw5C5vDG1ymwJECEYExFhHl2Vr6ESUbgs95gQxIKzksEPX38pYTCygYgJRAAcDkdZWdmJEydWrlz5wgsvdO7cuX379oMGDYqKitq7d+/t27f5o+TtjPJn5rqHSOlGuQJzIww33cY5g/vbuXEVfzl5T4VMnBH+iSTadtKVk1kppyJCJ10xrkIuyo9q94ZGgzjkr+XCmf8qFPzn0HTzkhtNNvO/RgX3h8KRCpoHfGmQFeXTXCBNPiGeEJMqXDAb4oghQUhEiCBabMriaRBBBxAcDocAHBABWm7IimAbRKe/jtggEoIhhECAQIBQwBg2uBbfS04DTLVRWWWxmIuKigx6w+rVa5579rmuXbq2bdcuqG+/xUsi9u3/4dpvv9lsNvoWaXsjALRklGDIeBgjxoZUVxCEREyISBoI4j0IjVfPJpddWg5MO+3knMS5TS4EIYA2q62iosJgMHz55Zdz5swJCgry9fXt16/fW2+99dlnn50+fbq4uNhisVA1abfbea+hXQaHwyHf5jfdthvvdNvDWhCl5kaHw0FJWpSqgdwYGkslMC6EJ23IZSgTlxi5nQ16QunfDVIdqSi1Kv5PeK/B7WbD/bjwfl+e283/xX95Cv4aFI5U0DygwcQGWrMjKQxqYCMSLNIxuwQjzMdu0D2SEzdlT8h0pTQolwophLDgEKxGY11pacnvv9+5fv3G+fMXTp46dfxE5q+/Hv7px5+//373zq+/3bHz66+//Xb3nj0//nTg8JGMzBPZJ3NPXbp4+fr1G3fv3KkoL6+rrRUcDgihzWa7dOnSls1bFi1cGBjg7+np4ePjPWXqlLiEuDNnz9BxEDRgiRCEXJA5C3AwixYTypmYyHzusLNt31liK4VYGWgHIy3x5TFIThVy5qDFs9TmxmQyFRcX5+TkHPjpwJ49e7766qtPPvlk4cKFI0aM6Nq1a8uWLdu1a9e7d+8pU6asXLly06ZNX3/99fbt27ds2bJp06bU1FTuO5Mqs7DZunXrF1u+4DfdwA1rJOubVPlOuj81NZU+4bZt27Zv37579+6MjIzLly/X1tbShn0sdyRwTYjK1aobibqpXokaXTStOznd18XwX8CN1ESR2yL+mceKf3BTwX8aFI5U0DygGbeGhga2dlESoAFIGlVFiBW6EpqkdMZaaZ0OxAgiAKBDgA7ayOAQgMlsrqysunrlytEjh776cvuHH3y4YMGCiS+9NGDw4J69+6gCunfx9ffu3K1Dxy4dOvh4eXl36ODTsVMXn86+vt0CAgIe7dmrz4gRT0x8aeKihYvUiertX24/euRIbk7u8YyM9evWTZr4Us8ePTr5dBowuP+8+XN3p+06e/50XV0NbcYHQACCAyIBOTtFWBCQFgMhQuiIZiSrnqRlJUQkzOcHUxEkcoYkojPkSCR3G0YGUhgTSdcI8jb2+vr6y5cv79q166233ho2bBgdr+Hr60tjrZ6enm3btvX09PTw8GjdunWbNm28vLw6duzYoUOHjh07enl5dZDQsSk0vqvJI/lO9rQdvDp06ODt7U3tWDt16tS5c+c+ffqMHz/+/fffz87OLi0t5ZZv8vCvswdRynfyD85VpnyPnCzlyUV39fa/oSPvO2PZ5Z0o+E+FwpEKmgc0ltlA5xvTpZ9ggpGIJINoqUUCS/U6IkKE560QhAhigmgDiNViLSspOXzo4CcbNy5btmzipL89PmyUKqB3G48OD7du09azla93655+7Uf08316aOALIx8NeSrotXH9Xx83YMrT/V8ZGzRhZI8xQwIeD+rSy6+9T9tWnq1btm7j0bZDZ7/Ano8PHzn+hQkTJkwYMWxYgL+/Xze/kLCwhMTEjOMZlVUVZrPRbrexulAIWUcjwgiJkFYgYcwmNdPAIBYRESHt8EQixiISRcROgCgSEYsiptcPUj8DV0jENfOHpdJNed0K5RKqwyorK0+cOLF+/fphw4a1atWqZcuWPXr0ePLJJ2fMmBEREREZGfnee++9//77y5cvX7JkycKFC+fPnz937tz58+bPnz9/3rx58+bNmzt37ty5c+fNmzdfgnzbBfPmzZ/ntmMe/XPu3Llz5syZO3eudAe7NzQ0dPDgwZ07d27durWvr29oaOi+ffvy8/PZjGWpG5LX4/DYaWOOlO/nFj+irCtRfpHRoPTsK/grUDhSQfOg8TU1HVvIOABJPRvYGXCjVjUAQgAB3W+1WCsrqk6fOrVj+5fRa9c+9dTT3j4+LVq08Hy4RWDXdkP7dpv6/KCFU4LjFk/cGjN9V9KcI5sX5+5cdu4fK67t/eDm/o/yflx9Y/+qK+nvn/t+Reb2dw+mLNyVNOezlVNiF05cEDJy0ug+j/fp5tfJkw9obNmylb+//+Lw8G++/fZWfh5CmBCR9YQ4AJVxGCGCqP5lKzdtIaFxZERo0JW1flCHAoKxKGIWfqb1Sy6JSZdQoZMj2ahHLGcLzhmcI9etWzd27NiOHTv27t377bff/vLLL8+fP19UVFRcXFwiQ1lZWUVFRWVlZUVFRUVFRbkrKiSUlZfTeytcUV7OHlJRXtH4Geiwxopy9vylpaV37tzJzMxcvWb1pEmTAgICHn300SlTp6anp+fl5TGO5AQJpXocWTDZTSyKMpcDrizFpgwNFI5U8FehcKSC5oHI85GYjfDFUiUnTyIxKmAlrohm/DDGEEC7zV5aWvrrr79+vunzKa+FBXQPaOPRxrP1w30CvF8YFfTh3Od2xL6evSOi8HDMvSy18aTOcjrZcjLJnKM1G7TWHJ01R2fNSbLk6qy5Oluuzpqjs+RoLTk6y8lk86l1xpPJVZnqWz99lL1tyaYPp8x5dfTzo/oFdvP2aPNwmzYPj3xixKy3Zm7alHL+wsWS0lK73UGk6lgIAEKQt1jSlhNaeUuQ5CnHPhfEbKAxxghjkYgNmFsMNWZETpOcAlnQVgon8qJWzi5VVVWZmZnJycmjR49u27Zt3759ly9fvnfv3uLiYl44KulUak/EL1kaaHaNaVv2RdEpK07+5mTEosGsPkqkaT4e4yTsT+lKiBAIocVquXrlqk6nmzJlSkCAv7+/f2hoaFpaWn5+vtlk4nxGs6q0BgfLwPWiPNbKibOxZ57sgkOJbSr4a1A4UkHzgEiLMZEWaGnaFMLMF45I6z2ACEAEABQghhiTysrKs2fPbt6c8tJLL/Tu1cPDo413B48hQaoVM5/dpZt95rvlZUfj6zI1lpwkcHYDOr8BnFvvOL3OfirZdjLJkqOzGpIsOTpLjs6cqzXnaC0GrTVHZ8tNsp9KdpxeB85sAOc2wPMbhNPJlhzdvRPq/ANrz3z3XurqN+aGBo96rEcbj9ZtPNv26Nlr4cKFn3322dWrV60WM0QAIQCgA2EBYmp57hQ2EGOMIGYtCayDg5fqIEyws//FaRNAtXVjjnSLN4rEqaIwdsZaq6qqTpw4kZycPGrUqHbt2vXt2zcqKiotLa2wsFAQBGrGzcKT0PlsTkiXKNjpCIQxb19FfKo0b6PkZgyYz1Nk0pbHQaVGTJPZdOnKZY1GExoa6u/v76fyDw0NTU/fy2OtjMDZw7Ho6ofnvFBw7afEkjUBP1IOypQNCkcq+CtQOFJB84AuWw0yjqS6AUn5O0QwRBBCIAAHAAATDBE0mupv3LiWmvr53DlzHn/88TYPt2rn+fDTj/dc+87E77Vzbv8cbcrRwbPr8bkNjtPrzHpdXaa6LlNdeyKxJlNdl6Wp12uMeo1RrzUZNCaDxsRuqk3ZGmO2xpitNmap6zLVdScS6jIT67MTzQYNOL0en9uIzn1claE+v+v93UlzZr48fGhfv45tW3fs0HHggIFL313y0/4fblz/zWa3YoIIxgBCaugKeXMKrcFFmNDcIyIYsfArs9QTsdjALXUapJIekbMFl1YiETl5uBSzyNmNEIRQZWXl8ePHuY4MCgqKiozcs2fPnTt3aLsFo0dnV6LUfopYYRSCGACJR5HkhC4IEEJMMKEzPBtEsYFgjBCEGAoICxDTQZU0NI5p86kABAgBRhBBBARgMpkvXbys1mhDQ8NUAf4BgYFhYWHp6el5+fkms5l/WKc0bGQsx68JGB1iZ4mv/IqBsya/q0GJtSr4K1A4UkHzgOcjidxCUwoASuZxSPJ/gUAAtTU1Fy9d+jx105inxnh4tm31UIth/fxff/Hxr+Jn3Nj/UV22Bp/fYD+ZZNRrarMS67M1Rr3WpNeZ9TqzQWsy6EwGnUmvNem15myNWa81GXRGvdao15n0WrNBazHozAad2aCz5OpMORqTXmPSa4zZ2vosTc0JdX2WVji9Hp3baDQk6bcv3fTBa9NfHNalo+dDLVp07dr1rbdmpqRsvnnzlslkEgRB4DOzJAc9jAlmzm5s/BQt4CUiEbFIkCiVtYoENzht6YhLM7sbOHlQuUl5jNMnj7WuW7du1KhRnp6efYKClkVF7eE6klOIlDbFtC0VI5FIwlEy8EEYMzJFtCEHmuqN5UUV+VcL86+XlBRXWyx2BAFGAGEBIYFW70KEIb3SAQBAgKTwMoDQbLZeuXRVI3Gkf6B/WFhY+t70/IICk8nEP7IbLzopELvsdFOK2DUBKTZll9rcP38FDwwUjlTQPHBypGzRJ6xLknnfcKFgt9urKisNBkNK6ubXpr/p07VrmzYPPzFAlRgxcf/HcwsOfFSfrbbkaGko1ajX1Os1Js6LBq3ZoKWkaM5JMucmm3PXWXLXWXOSLTlJZoPOrNeY9VpzTpIpJ9mUk2Q2JJlytGauMrM19Vma+myNJVdry9VZc7UVx2Kv//Dhvo/nLAh5YmQ/v04dvXr3G/zGtLe2f7nj/PnzFRXlAhBYMJDmUBHtlESY9Usy0zIp9Soy505KkpIPHZF8beSrPz1XWB6HxFhW6IS57kQI8XzkqFGjqI6MlDiSes4RycuHmfCxvCT7CyHOnxAi5ADU4s+K7BWm8qv6f/60bf3Oj97dpk74eXf6ubuldQDS+SMQCgAB5wwTZgII+UsgAIHJYr505bJGqwkNC1X5+weoAsJCw1is1Wx2Y0S5QJSzoNtdbuVLcoKUX2Q0KByp4K9A4UgFzQOZhwDBko6k/jpspRUEAACNqlXX1Jw5e3b9uuRp06f17t3Hv2vHIUH+UTOezNq+pORYnOPcBvupZGO2pi5TbWLsqKGJRjP7T2PWa80GrTknyZqbbD25zn5ynSM3yZGrtedoLQYNFZpmqin1WpNBS8Wl2aCx0JsGjTFbXZuZaNRr7GeSHRc2lByL/U49Y8WMp/r3UHXo6NO3b/+33pq5beu2s2fPWix0pAb1axUAtTUgGBFpfKUUOaQfnS7kDaIoig3E1bBNLpKw62Ol3J+TNrjkohccXEeyWGvfvpHLl6elpRUVFtLqHolZEUCscQQ5WycI43iHQ3A4IEQQAQQsxqLzecdSftkwZ9nk558bM2Xos6vfXH3wk91X8stMAGKEMIQIOAAEECEoGdQ705Z0ngoQoMlkvXTlqlqrDQ0NC/APCPQPnBI2ZW/63oKCArPEkaKrzSnbEIn8JGDJhFA+r0POrwpHKvg3oXCkguYBjSc2NDRQh1b5Qk/jq9QlFWMsCMKdu4V79+17/fU3Bg4c0L5dm1FDui8IG709Znr+gTXmkzp8caPj9DqTXlubqTbqNWaD2mxQm/Uac7bGnK0x6SkFao3ZidWHVpfuW/H7nmXXdkdd3Lfq8j9j844mlp9QG7M1Vr3WoteasnWmbK0pW2vS68wGnUWvoyxr0muM2Zq6E2qjQQfOf0yufGo+lXzy68idcTOmTXisl39nr/ae/QcOiljy7t70H6rvVdNJF9R7DQLoNBKgbOmUiOzTszSkNBnzX1qE3ifAKOlIQhBC9+7dy8rKorFWlo+MikpPTy8sKgIAIIR5ChhCxpIsiYgxhABCAUIkQCIgAh11QvnZexe/ytj0esIbvSb1bOndslOrTqO6Prlmwcf61EO379yzQogw9XRwCBAC2puCMcaIIAgxAAQyOQ0BtJjNly9JNTsB/gGBAWFTwtL37s0vKDC5cqQ81irSVpn72Kj+GVvV5v7VK3jwoHCkguaBM9bKF3pRxFKRJWQ6UhBFYrfbrl67tnnzF0+MHOPj08W3k+ebk4Z98sGUjK1Lyo7Emg0a4VSSNTfJqNfUZ6lNeo1Zr7Ho1Wa9xqTXWgw668l14Pwn6NKnwpnkup+i7qZMv5A0+QfN69+kLPnH9zGZh9b9bthgPr0On0mCp5JsOTpTttas15r0OpNeZ9Zrzdk6S7bWoteY9Jr6bI1Jr7OfWgfOrLcYdHk/fpS5fYk6YsK44Y/4eLXu0rXby69M3pSyubi4GEKIEQIOQbALiI6NpM7mGIkQEYwRYfYHTEaKInF2ijY5FMWFIOVMyTkSY4IQone560jPtn2DgqS61iLq2Mf1GIQCRgBjiCDECEIEHQJ0CBAiIMJaZLlTfHH/r5uXb1j09BtPeDzZx3Nw70cD+j3rM/CNwHHxcxIOf7b/Wn6FWQAIQRYAgJAaKRCqJSFAUECYebhjgIDZarpy+ZJWkxgaNtnPX6UK9A8NC9ubvrcg30VHcqUoXQ4Qgu87u+NfsKPsrCpQ8OehcKSC1aCbYQAAIABJREFU5oGcBoi06mEeRpT6BESMTaa6U6dyNFrtgIGDO7TvEBTgvXLWuL3r511KW1mdmWgyaG0ndZZcrUmvMWZpzHqtWa81GzTmHK1Rr63PVNdnqY05yfUnN9Rkqou/XXRN/XLm+89sX/7iBvW8j7d8sHef+tIRXWW2xmLQWAxao15Tn601GTQ0hWk26MwGrcWgtRg0Zr3GrNeYDVpLjs6WozNna0oPRV/bt/KrhNenTRgY5O/V2afz0888l6jW3Lhx3WG38eYIKqakvggi0kimSDAd2ISJU0fymCvrR2x6QXe7thBpi4hkTCNKvfNUR7K61nZt+wb1jVoWlbYnrbCwEELA4pAiQRhA6EBIoPYMCAgI0pFjgmAsrL6299Yh3ebVs8ImvNHvsdmjX1ixbGXcF19otRu005eoh4R8PGnZT+qd528VGwWAEMIAIEEAAELqjQQRAhADgADghaZEAMBkNl2+fFGjUYeGhqhUKlVAQGhYWHp6en5Bvsl835odUTJw/x9wpMST/4s/cQX/J6BwpILmgZMjpdiiPNNGV3namVBRXnrkyOFVH60O6te/Ywevx3p3jl/0wuGUd/J+/Kg+S2MyaK05SeYcrVGvNmapTXqtNTfJeirZZNBWH40p2LX08pfvZH0+78cNc3dp3ty69KW/vz5C+/LAZS8Pmzt9/Ox3Qla8N+2T6De/180+unlZznerL/6U+HuGripbZ8nR2nM01hyNOUdjMmhMOTRJqTEbdNacJGuuzmzQVmUk/P7Lmn0b5rz96vDHe/r4+Hg/MebJD1atPnPmTF1drSAIvIyEzYhm8UdCTYQw03GENYRSNYlFTJ12GhrcOhSclxR8KiFxKfjkf4qNdWT7tkF9gyKXRaalpRUV3YVQwJjFWjGCUHBAIEAEAe3uxAISSh11l37L3P7Zqtlvhzw39smQ52etW5Kc8ZPhTkHh9Yqio+m7voiI/GTQxNRn5h+K++LqrWKzADDCGADksANBYPlS6WqHli5hWrnkgMBoMV26fEmr0YSGhgaoAvxVgWGhU5iONLnU7MhHZTWOMN9vp0jc1LYo/8kpUPDnoXCkguaBTEc6rVuwrDFcKqiEFZUVR44dW7UmOqj/4E5eHYf26hy/cPyvm965tX9VfZbGbNBac5MsBp0pW2PMUpv1WtvJZPuZdeYcbcUvH53fNOtI3OSdkRPi3x6/ctaz77z6xOyn+s4Y0fOV4b1fePKx55974tWXRs8OGbv8refXf/jW9o2Rv3wff+VwcmlmkjlHZz+pteVozQatUa81GrRGg7Zez17OejLZnJtUeVx9+59r962fveCV4UN7dO7s7TMy+KmPPlpz7ty5+vpaAARnjaXUX8/HeWGMiYjFBurbyvojidiAGwh1pWscZpUzAZePbnpLno/kHgI01hoUFBQZGZmWllZYKONITAUjokM1IbbZHVVVpRezf/5s58eLF4SO7OHr/dBDXTs8+rdXlqz/9PuDF26cvn7twImDH69auuCFcW+q+i7q98KGN99L25tx/XphTXmN1eaAggABkHwJEHXfg9y1FmMCADCZzZcvX9ZotGGhYQGqwEC/gCkhYelp6fn5LjqSSH2QoijylkdOn84WSYicBVCy1klRVvjDz2Fz//AVPGBQOFJB80Aea+VrPnIdVQ8REkVisphOnTmjTd4waPBwLy+fPqqOy98cu0s38/z371UfTzTrNY7cJKtBZ8pW03ykNTfJejLJbNDeOxx965uIs6lzj348a0/y7J2JMz6NnKCZNnT1K30XvjR45mvPzJzzytLwKerlU79YM/2Hvy86vPP9Uz/GFWToKrN0ZoPOmqu10FYQg9ak15iyNeYstVmvtuXq7Kd0phxt0aHYy2kffBnz2uvPDezt69XFu/O4Z8frdOtu5eUJgoONeQYCxBDx8kvqQcP89+hiz6KuNOhMiCjiBmmwRANf2d2YknMk5pY0CLNWeskXj/q1yns/oiKZz44z1koIxNgBiR0QgCAWKuy1F2+d3pX04cy/PTc0UNW1XfvOvn5BQ0e98uq0xYuWvx+X+H7CmgVRC/723IiBPfwebdu2f4ceIYNfWBG1/sfdmTfP5FcZ7ZBytcxmnX2XGFFfIQwhMFvMV65c1mo1YWGhASpVoMo/LDQsPT3d6WkuMwyS60jOke6XC66hV5ebxKWep7l/+AoeMCgcqaB50JSOFHk2Ejp7P0S73f7bbze2bt0+duxTvr6+XTq0fn38oOSoVw6lLC49HGvJ0cLT62y5OmO2pjYr0WjQmqSWj/psde3x+Orj8feyNFXZ2rKj0XlfzT0X+9zhyNGblz6fFDc36fOV33+fcOpA4t3DcTUn4moy42uyEuuyNEZWCit1jNC2kGxtfZbGpNc4TiXBs+vMObobP6zK2BIR/c4LTw7t7t2+TbduqpDQKVu+2FpSVkZ53iHY7XYbgMA57IswMUmNhKjBjnPEstggYpHgBpEwkuRhQ2d8VZac4xtyUUVpUs6R3GcnMioyPT2tqKiQ6kiJWzFABCCMsIDtFULN9bLrx3/d80XqRm3s2jVr16yNj0tISt6YtP4z3bqNG5LiNsYvjY+cFvr8mEF9hnbqPMqv38yxk2Pjvjh88Ozdq0W1ZgEijAkmEEEAAUQQEQgRBBAiVrNLOdJ0+fJljUYTEhai8lcFBARQDwHqac4pkF8zcYJ0E4VuFw3uVxJNpSyb+4ev4AGDwpEKmgd8NhbVFqJLPpJangnUDkYQQFFh8YGfDsyePevxx4d28Go3rJ//9JeGp3z02q0Da0wnk/GlTxynk0161r9oohlEg8aUo7Hk6mynkoULG+HFTxynk2r3Lyv8/PWLmr/tT3jt68+WfvNd3IlDH9/J2Wg5u56cS4JndLZcrdN8gNa1svodnSlbW3NCY9TrwPmPyeVPTSeTs3cs/WLt65OfGxzo792xk9ewYcNWLH/vxx8PVFfX0tldguBwOGwACNyBG7OBmBgTjESIRSySBoI45zEPAUKYhJTrJ3mzoBtJINn8SMoNPNaalJQ0evRoT09PWay1CADIq3tYLTGGBAMCbMhudJir6++VVZYVFxfeufv77cI7t+/cvXPr9p0bt/JuXT9968r+sxl/T4p5b/Lkd3sMWzl88tbwuF8zztwtrTbXWwQHQAKgVb2Yz0h2DjLDhGACBGg2sVhrSGgorWsNCQtJS0+7lXfLaDI6daRk4Sv3rXXbkHvD8v1SfTQishwt1ZTN/cNX8IBB4UgFzQOZjuTX/hhjESHCWtEBAJB5CNTW1l68cOHvf984Z/bMfv0H+nbu1L9nt4jXxhz9IvzO4Vjb2fXWU0nGbHVdZqIkAbVmvc6kl8zncpJMucn1es29Xz8q2bM0/5uIczuX5uz6MHd/7G+HNCUntPV6jTVHYzVoTQad0ZAkGfSwolazQWfWa03ZmtpMtTFbazuVbDu7/u6h6O1xb7z7RnDvR329vDsPGjRkwYK3v9751YXzFywWK3WogQAIggNCIE3/YEUrkq85/U+k7QwNYoMo0rEfdPxvo0m+Ei9yIUUpQu79zZ1dqY7kPjvU03zZsmW7d+8uKipy8xCg8zgxRtTDQYreirTjkpXMYurNXgWFs9WFu774PDFs2tquI5OHvXlg1ecXbxQaHRAjRGjNDnBAxA3c2cQwRmHMi85ivnLlilarDQsN8/f3VwX4h04JTd/bKNaKsBR7dzq5y2OwcnZ0o0menFU4UsG/A4UjFTQPaDUr3aBrPnExQmPig2CCELbb7VVVVadO5W7btm3mzNldfbu1bv3wY0G+0e+8sEs368YPq+qy1NYcnf1UkilHV5+tqc/SmrJ1Zn2SWZ9kNiTRFg5qwWrSq43Z6vpsTZ1eW5+tMWZrKI9Shx1zjs6So7PkMPs6So3Ui86aq6OTQ0oPx1xOf/973ZuzXh76WO8uHb3a9R/42MxZs7/59psrVy5VVVXRDn2MMa3oZJ5s0vgMlpUjlEEwJoTORabCmjBDBcqPDYTIIorYmY3jfOmsW+GEQTAhhMdaqY5ksdbIyD179nAvOu45J5XYEISJfGgxhBAwMwEIEBQggKBKMF+6d+fn3d+mLF+1ccKczW+uPbRx9+W8EiOta4UQCQILsnKFh6iOlmwUAARmC9WRmtCwUP8A/8DAAOppXlBQYDKZmH8QEeVcKH82FwXJB4Q1FXQVG6Uqm/uHr+ABg8KRCppGY53XeKG5311N7m/ymAa5hwAbZOgyuoFOMBYAgBDW19X99ttvO3Zsnzhxgk+Xzh4eDw/u6Tv56cGpH752adf7lRnx8NwG+8kks0FrzKaOdLQeVWfUa03ZGlO2xmLQWE9qrCd1tDbVnqOz5SRZcpLNOcnU0Nys11r0WqpETZwjM9UmvdZ+Otl+JrnqROKhlEXJka9OHjeok1fr1q1a9OjR452339m+fXvB7QKr1UI92AVBoPFMhDDCNAaKMWEOqJKClNiSxVqd9qwioSMYRV6hIpdH8tXfpcRJSt3xWOvx48eTkpKCg4Plsda7d+9yT3MkeazSqlbmRAfp+BV2mUJnVUJqWQfs0F5nN5UVF93+7Ub+2cu3L98qu11aY7Q6ZLPAZJAcIaA0fwshDAAwmcyXLl2iHKkKUPkHsPmReXl5RqORG8/eTy/K489sWzaH2S1PqXCkgn8HCkcq+CPcb035H6w18oeIopSPZBtYFOnsRGlqJCYIE4QRgIIA7BAKdIqwxWL5/feC7/6xc/l7kePGPd2hXbt2Hq2f6O8fOf3p1I9eu7R75b2MBPvpZHRug+PUOpNeV5epqctU12eq67LU9dlqk15tyk40ZqmNWRpjtsao1xn1OqNBa9JrjdkaU5bGmMVUY12Wtl6vMedowelkeG6d43RS4a8xx7e/u3nt6yHPDuz3aJd2nq38VN2Cg0dFx0QfPXKkoCDfbrdRDgTQyZHSTA2ICSR0jiSrqkEiQoQqN4KISJiFgIgxczh30UCyywiXfKRrGNLZ/tG4ZqdPnz7Lli3bs2fP3bt3BYfgZFYAIQCMJ6kjDtWVUP7cztegUVrp/zRozNmQHQtldujsFWiDJEIIIQCAyWS6dOmSWq0OCQlRqVQqlSokNIRzpDNYiqQYcqMOWjlTNhlx5ce4xFoVjlTwF6FwpAJ3uOm8/7FY/IOHNDRIxawNIiYic5whEnVgSXHQwb0YYAwgBgAIVFVU3au6cuXyN9/snD7tjeHDh3f26eTdwbN/T9+3w4I3fTT1UMriGz+sLj2cUJ+dBM5swOc3onMfw3MbhLPr7SeTbblJtpwka06yxZBkyUm25CRZcrW2XK0tR2fPTRJOr4PnNqALH6MLG+1n1tfrtUWHYs5+v+LXzeHaZa+89uKIYQO6d+ro1bVrl+HDH//g/fd2bP/y5o0bVqsVIkArORGGCEPqfEoQFqnfDEaQIESo67eIMCEEiQRRDQkRwVIVJkEitXh39n64TneSL/c81ipxk5MheD6Sz8YKCgpatmxZmmzuB8Z0hpU0OJIGhFlAVJqljKVcIhv0hWmCEkEMEQEQA0ivZjDGGCIi2aFL7rQ8HsCmi7AZy85Ya2iof4C/f4B/aFgo7f0wGo3sKonzH38u12GQ7JxI1asNYoPY6JfZILs4UwhSwf8ACkcqaBp/lvPkfWiy+XzS/ApZ94Ior8VnMqlBbOCrPsEiJggTSHjxJ8aE1UdCqWGSCRG73V5ZUZF5PGPnju3z584e0L9vl84+7dq2eUTV6cnHe4S//tTG90J/+nTBlfQPbv8SXXYkofqEpvaEujZTXZetMxqSzDnJZkOSJSfJnKMzG7RmvaY+S12Tqa4+kVh1PKH0WGzBzx+d+S7qwKdva5e+8tqE4cGP9fLt7NX64Yfbeno8/dSTixct/Hrnzuu/Xa+sqHTY7XRUIkBAQAJAAGMkSnFM6hngvMG2+DgnggiBGGPmIcDmZDlLTCS4KSSJMjFrPKQ9EhBxRzo6P5LqyODg4Pbt2/fr10+qay0EwNkfKY22ZKSD6TdG3wsLCotO73UsNiCRTYbGIsYiRiJGIsENmD1Wsp9l6WXXoKiIMcGUI2nNTuiUsICAgEBpxjLlSK4UebxXrhTpCZFLycZqW75bibUq+HegcKQCFzRJh0R0W3pcFiC+nrpJHNlBomzDeQTbwKJIl2G67iIkz8IRhDCUWicgI0gqgxCEtTU1BXl53333zdtvL3j+ued9vDu3aPFQixYtvL1a93vEZ9zwR+f87fHIaWO0ES/tiJm2RzfzUMo7WTuWnvx2+aU9H1xL//D63o+u7l11ac/7Z76LOr5tyS+fvbNbNyvlozB1xMQlrwdPfW7guGE9evp3atemZQuKhx7q0sVn7pw5W7Z8ceXKVZrVAwA4HHYBCBBCgPlyTiRNhgnGtBqG0IgrgTTaSuiwZREjgrBkIkCph3bFiKLzlLrFFdmZw8QZMpXlAzHGAIDKysrjx48nJyePGTOmY8eOvXv3nj9//pYtW06fPn3nzp2ioqLikpLi0uKikuLCouLC4pLi4pKS4pLiwpLi4pLikqLiksKSkqJiequ4uLiopKS4pLikpKS4uKSkpJj+VywdW1TMtktKSkpKS0pKikuKi4uKSwqLS4pLioqKi4qL6NMXlxQXFhYWFBRkZGSs+mjVS5Ne8vf3DwwMnDJlSnp6OstHSmlIuemS5Ejg1Kb8iqFxrFUej2VDO6XT2Nz/whQ8YFA48r8O4h+GUt0OaCRlnBMK5as2cS2gEF3d0bhkkZEoZUsiiowgWSKOjopgzEIYy0Ap7CqJSAEA2m9XV1+XX5C/Y+eOWbNnPf300z16PNqrZ6+BAwcNG/7E4yNG9B88JPARf99u3r4+nj1V7Qb26PTUENXEUT1Cnuo944WBs18cMnfSY7MmDpk+fmDYM0HPj3g0eJBqUE/v7l3bdvNp36WLj19gYJ9+g558etyrr06ePHly8JjRgYEBXbp0fmniSx+tWvPLPw+WlpYa6+vtdrtDcNA4MKBajrBJiYhQzYikSCXAGGBCD8EiTUsShDCUvOhEkXWG/GvDbrdTLeMMp89OVlbWhg0bRo4c2bp169atWwcFBT0//vlZs2YtXrx4cfji8IjwiCVLwiOWhEcsCV+yJDxiScTiJeGLIsLDI8IjFkVELIpYsjhiSfiSiPAl4RFLIiIiliyJWLIkIiIiIjwiPCJi8ZLwxUsiwiMiIsIXh4eHRywOjwiPYAiPWBIeEREeHhEeviQ8Ijw8fHFEeDi/LyJi8aLF06dNHzZ8mK+vb+vWrbt16xYWGrZv3z7KkS46UkaT8loefs3kUqwkczR0+6HKf+EKFPx5KBz5X43GcxDkS7AbRxKX6kpneYjbn1hWTCGPhiHkcjyhLXhMPRIWdkRYZMkvOS9ixBrRnTWcggDuVd87lnE0JWXT5JBXu3Tp3K5du+EjRoSHh3/y8ca0PWnp6elf7dwZExe7KGLxy6+8PHLUqMeGPt6334DeQUE9e/d5tEfP7t0fDXyk+yOPPNLj0R69evYKCurbr//AIUOHPfXkM5NfnRweEaHWaL7ctv3okSNnzpw15OR89tlnIaGhffv18/H2Hth/wOyZM7/79tuTJ3NraqrpGwMACg4BQIAwJUhIOZ5g1kiP+EeSLjUIIziICSG00UPqcXQjQsJPmXRWOR/IWUHOl0aj8erVq3v27Jk/f35wcHCfPn0CAwO7d+/evXv3wMBAf5W/yk+lUqn8Vf7Str8/zQ36B6j8A/wDAlT+ASqVv0rlr1LRDQp/FX0ku+GvClCpAtnTqPxVAX7+KpW/n7+/yl/l7+8vHcQ2/Pz9/P39uwd2f6T7I/SdDB48eNKkSR9++KFery8tLbXZbI0VoVwiOzlS+jHw0LEo5WiZMx9xD8YqHKngr0LhyP86/LGOdFmRG/mfuWpK3ORNt22mdQjm7X1u93KOFGnTOuHHSsUi0lLocDgoG9XXG3///fcff/xp3tz5Tzwx0tvb28fHZ8TwEQkJiSdOnLh7567JZDQajbW1NcXFhfn5eZcuXzp58mRWtv7XQ0d/+vmXvft+/Pa773d89fWXO77a/vU33+3anf7DD/88+OuRI8eysrPPnDl75fLVgvz80pLimupqu90GIbDZbFeuXt2+Y8eyyMigfn07duzo4+MTEhKydu1ag8FQU1vrEBwQQloRCqnrDYLOuhVmZU6krnZKhSxfyxzkaIGvi9WcKD/x7MQ2cpxx2+bCCwBgNBqLiopycnJ+/PHHb775ZuvWrV9s+WLz5s2pqakpKZvof5tSPpe2U1JSU1NSUlNSU1M2p2zanJqSmpqakpqakpq6KSWVHpCyKSXl89SUTSmpn6ekbEpNSUlJTUlJ3ZSSuik1dVPK5pQU+uSpm1NTUjZv2pS6iR6TmpKyKSU1JWUze77NqZu3bNmydevWL7/8cvfu3UePHLlw4UJ1dbXdbneLsvKP5mJ27xpc5TflPz/Zz8zlmqO5//0peMCgcOR/HVyoscHJi02SZWMp46Zj3C7zSVOBVjm5No59YZaKJIQQJCJMsIhZlQ+1WQEA0HiaAASrzVZRUXHs6NFPP/30zTff7OarauPhOXjw4IjwiJRNKb9d+62+3ggAdPFZIaKcQjDGCALB7rDbbFar1S55xbFxVZhXmvDPSyBEAECT2VxUVGQwGKJjoie+NFHlr2rfvv3AAQOWvPvuvv0/XPvtN4vVgiDECNPeD2nOMG90x5iI/FwgWpZE65kwoX0wrNzFeYpoi6T7BUqTTMBlpRz04wAAbDab2Ww2mUwmk8lsNlssFrPZbLGYLRazxWyyWExmi7TbYjFbLSarxWzlty0W9gCzhe0yWazSXqvFbDFbLCaLxWyxms1Wi8VitVikW9IjzBazxWqxWC1mq8VssfA3YzKZrFYrPV1un87t94Mbwf1rlYVb+UVGYzT3vz8FDxgUjvyvgyjv3G9owsDF7Xq8ydWZ5yBZWoh7oUj3ylnTeaRrxIzdRRiVSEFGFpuk5ML68SHAGNsd9pLSkmPHji1fvvypp54KCAjw8ek8YMDA91a89+uvv+bl5dEiGpaggiwKR31fBYeDmqTL1B2zLOAJPHqww+FwsIMhbaEXBEEQAH3nJpNJr9dv2rRp+vRpvr5d27Rp071797lz5qampl67dq2uro4+1uFwsMIiJDXqic7zwMlb5HuIrPDJ5RrC5UuRf1POI4ko/7Lk3yCPOsqZhhDSIJu91dCk87eMU0TJ9Ee2h7O5PBAhBSdEZ5iC97A0iDSy7zxYTvDyXwhGzqip2wWB/CFuPyTcKE1OH9T4mqy5//0peMCgcOR/HeQc2SAtVZJ4IvKbTE/JAoAui6+MDuW0Kr9LvnI5A2KYuK1uLDApOalhqViDh90AgGaz+caNG/v27YuKiurbt6+Hh4dKpXrjjTdiY2KOZxyvKC+3Wa0IM6qT+Im2Dkg1n7AJFucRPOZsxh4gkZt0DGNdhBBCdbV1BQW3Dxw4sHjx4rFjx3bq1MnPz2/8+PEajebIkSMFBQU2m42V4EL2TohkP+eigUTn6Sa8ZUJGdTIjAYKx0/bdvaFCir7Kw9TyA+Rfk0zfy3K9snudB8i6Ep17GkN+GHLd3/hJmnpOfpob054b3C4OpFOB3XfKLyAUjlTw70HhyP86iI3ykcQ1UifnRbf9bouXC/NxwmvEkfL98meg7wFjDGXrIwWEEAgAAIAwom0Mubm5CQkJYWFhAQEBnTp26tmz55w5c3744YerV6/W19cLDiYXIWCxWeci7CpbmwKWbTjPgfzzImlcF+vxAKC6uvrw4cMbP9k4YcKErl27enl5PfbYY0uWLPnHP/5RXFxMg4f0yCZPCMIYsdZDrsmcwUE5KXIl2iR5NEkqjb8IOdnLdkqnXboiwI1KlP+fgr9VqcTGRQg2cbD84oDej521YKRRdqAJUaxAwV+EwpH/ByE2VYzjBr6OkPtQYNP7mwrcEVelIooilTI0qShb391fSyrMccpQnn1EUpGOyWS6cf3G3r17V6xYMWDAgA4dOnTq1Ck0NDQhIeHQoUNVVVUOh4M+CZePjAOwuyHLfU+FRE/SBxW56pPXGfGX4ORXVVV148aNb775ZubMmYMGDWrTps0jjzzyyiuvbN269cyZM2VlZZSQnO8Nulaa0AuFpt6k67fjQnh0W6623SSg24YbU7rJOELcL19cXl0UXUOsfxKNH/Jnf43S9h8f7f5YlyeRucC7vCfZdaECBX8eCkf+10GUYq3YqVQQko96lwJibpE3JIN8kXXG+pA7s7otzXSnfBGXr9EIOSOlGGNBEMrKyk6fPq3VaUNCQnr06NGhQ4fevXu/9dZbe/fulTebszgoZoFSTgnuXO5a3+j8U1p36bGiKEpRS8ksFBP5GZAsy1k4t6ys7MCBA3FxccHBwb6+vm3atBkzZgx1fSspKbFYLIIESpNu7f6IcxX/AojIA91uVOe2LX+iPwA/WH5m+NckP8ydI/9Em+b/U/w7r89/6vKfvahwpIK/CIUj/w9C/EMdKV8HnQJRplH4Bp8B6FyduSKBrs3ddL9sxZZzKnSlVXz/fnBOk3a7vbCw8ODBgxqNJjg42MvLy9vb++mnn6bTne7evWuz2ujxlHvkDQNsuZdJQH6TXxaItPKEbbjkaIlcHxMX1qcbXOzSm4IglJeXnzt37vNNm6ZOndqrVy8PD48+ffrMmDHj+++/P3PmzL1792gJj5NcIWrymgNJzS7yE8VPpttNl8c22oNY/4k7WeJGkVvSKGAgp8Zm+en+W88gtfy6/Sv4/+XJFfwXQuHI/4P4Y45sTJnUas65BDMt5d525mb4haQQIhNJAhAEQXDQAlKWjUNssUZQVjhKc4fseEHg+wEAdIGuq627du3atm3b3nzzzSFDhnh4ePj6+k6aNGnTpk1ZWVnl5eV2u10qPQVuNmxyvnEnAJFQKnHJPzIpSe7Skhr8AAAgAElEQVR3xjhh8CJJ5zWEpHoBAFarLb+gYPfu3VFRUX369Gnfvr2Pj8+rr766Zs2arKwso9FIxTEAAALnfOMm5Zrc1pa4BhLZd8XDwqLE5NJXQ3iwkbg81oVx7/O6Lq/STPjzv9v7PoPokmtv3n+JCv4PQOHIBxh/vKbI9RBdSfn6KP/TTVaK93HYITQxhhAEAAIgrxHFGPOgWIM05x1jDAGAgoAEAQFAMJa/bf72eEqSVsRYrdbS0tLDhw5pNJpx48Z5eXm1b99+xIgRERER33333e3bt/ngJM6vLDBMCCYE0SmIMrh9Avkmc+9m78b5efmGG6nwu5iSw86KWXqkxWK5c+fO8ePH16xZM3HixN69e3fu3Pnxxx9fsWLFL7/8cunSpZqaGkEQIGJCmTM9LzjiIVkgAFqyxDYEAATAD2OPEgSHw2F3hfwA+b2sX1MWXefXQMQtvsrHaCgco0CBwpEPChrR4R/lV/hdck3AVQh1gJNTiMQnThUi309cs2JIFsETBMFoNFZXV5eVld25cycvL//y1avnL1w4dfp0xokTBw8dOvDzPw/8/M9/Hjx49Nix3JMnz5w9e/nKles3bhTkF5SUlFRWVtbV1tptNprbq6mpuXjx4o4dO6ZNm9a/f39PT8+AgIDnnnsuJSXlzOkzNTU1UAKLyUJIW/NFwipS+cBGbuDpVFfU64cwauS9mKKkykTGD5wwRKrPnOfHVUPzSwSr1VpUVHTx4sWMjIyDBw/u379//fr18+fPHz16tIeHR5s2bVQq1bhx4+bNm/f555/v27fvwIED+/fv3717965du3bv3r1nz549e/akpaXRPynS09LZ32lsK21PWtqePXT/HhnoM6Q1At2Znp6enp7+448/Hjl85MyZM8XFxUajkVcSOfteZBcTztZHiSkVKPhvhsKRDwxcvVWbMB/nEvDPxMqcukEWYsUY89pLOSXyek4aX7Xb7DXVNbdv387Oytr51Y7169cvi4wMmTJl/IQXnwgOHjx8eP/HHus9oH/PoKDuvXp379Xr0d69e/brFzR48IChQ4ePHv30uHETJ01auGhhdHT0ls1bDh86dOrkyatXrhw5cnjdunWTJ0/u0qVLu3bthg0bFhERsXXr1hs3bhiNRioQ2TuRVRIxIwCp0EhKzNFMqqzalmcWXfwDJNcCiSPdTiOWdSW6nBMp/Wm1Wq9du7b1i60RERFjxowZPHhw//79e/Xq5efn5+Xl1apVq5YtWz700EMtW7b08PDw8fGhc6ACAgJUKpWfn5+fys/Pz8/PT+XvR+1M/f1V/hLoDuqTyo5SMVNUlZ8fdUz1oxv0aPYYFXuKRx55pEePHo8++mi/fv1GjBgxY/qML774Iicnp7q6ml5eyD+R/GKC/jYaGhqI4tym4L8eCkc+GGhSR/5LFnRRilK1KpGWe3oDyUpdRCkQxzkAyropbFbb7YKCrBMntm/bturDVTPnzH7q+ed79O3XtZtf+/bt27Vq2bFVy8C2bYM6dhzUufMoP79n/P3HBwa+EBj4XID/GL9uQ7t0GeDt3b1dO59WD7dr0cLTw7Ojj0/3Xr2fGDt2/MSXXp82LXTyq8GjRj0S2L1Xr17PP/98cnJyVlbWnTt3LBYLna0hG2iPnBNBkFSiw6p0ECIIUu8aSFjjnex+KI1rFLFIM6+UHRtIAxeR8vMml9FuZUp2u722tjYzM3P58uXBwcGtWrVq0aJF165dx4wZExISMm3atLlz586fP3/BggWzZ8+eMWPG1KlTQ0JCJk8OCQkJDQ2dEhYaFhoSFhoSGhYaGhYSGhoaGhoSEhIaEhJGt0NDQkP5/0NDwkImTwkNCaOPCQsLCQtjd4WFhrGHhoaGhTm3//a3v40dO7ZXr16tW7du0aJFnz59li9fnp6eLp+xTMH7JkVZX2yDEmtVoEDhyAcFTdKiXO64RE3/RbOjSw8GjVLKU5VSIBMihBFEgt1eXlp28cLF/fv3f7Dqg0l/e9k/MPChhx5q0+Ihb482j3XrOq7HI9MfH7Jy/Dj1qy9tnT5t1+w5+xcsOBqxOGvpktyopbnLl+qjlhxfsvif7yzYO3/Ol2++sSH01eiJE2aNHPFS/75PBPipPD29Hn64JZvP+FDrNm2GDx++8J1Fv/zzl/KKcofDQUQRAOBwOAAQEAJYmj2FMYGYDtcgCBOMCCVHzIY1Mq1IrwgwRARJpwURSYASURQJHfOMnVlJuXyUnyiMMa31pXvsdnt1dTX1xhs7dqy3t3e/fv1mz569a9eu06dPX716NU/CzZs3b968eevWrfz8/PyCgvz8ggL6V35eQX5+QV5BgeyO/Py8/Pz8vIKCPLo3vyA/Lz8/ryA/73ZBfkFBQUEB3VuQz24WFBTkF+Tn06dg9+fl5Z09e/b777//4IMPhg4d2tazbf/+/VesWJGWlnbnzh3aVOoWRW+sIxWOVKBA4cgHA2686MaRTTKifI8zASk5lTjFJR/pznNUUsLRZrUV3S08lXvy4w0fz5jx5oCBg9p7tW/TqpVvu3ZP9ewxf+TIT0NfPRr+9rn3lxXEfFicuLZEE1OWGFseH1uREHcvMa4qMb5KHVelia/SxlWp4yoT4yoSYssSY8oTY8oSY+7Grr6xaqV+acS2N16PnTghdMig3l27dvLwbPnQQ34q/7FjxkavXfvzzz//9ttvJrMZAAFCwAx5IJJKbAlCBCGM6OgMNnsSMVtyWTQWYYQwxBhR/zcRixghjJGIqYYk9BQ1bk7nHMk1FqMThBFCDoejtrY2IyMjMjJy9OjR3t7eQ4cOjYyMNBgM1dXVDoeDfzvs7REiyxRjUcQiM1KXm5MSgjAhGIkE0ddHIqHvroGIDby4SNbWKXurUpChgRBSXV2dlZWVnJwcHBzctm3boKCgqKio9PT0u3fvCoKAXbtj3WKtio5UoIBC4cgHAzw/5Hax76YaG5Nl451cWWFp+eZKAkkxNwBAbW3dyZMnN274eMb06T169vRs27Z969ajAgLmj3xi82tTMpcuvvLhe4Vxa2o0CZYkrX29zrZOa0rS1GsS6jRxter4anV8lTq+KjG+KjHhXmJcdWJcjTquRh1fp000adXmJI1tncaWrK3XJhbHx+RHf3R6ReS3M2esnTB+8qABPTp16uDhqfIPeGH8+MhlS48cOlR4967DbicYI96CTyt0EMQEYoIwHWIMMfcgxRgTusEIinoBEBE5TQ+YjuQ1O6Kza4KfMfmpk+stjLEgCHV1dcePH6cc2bFjx8GDBy9dujQrK6uyotJmszXS5ZSskfQeIUYAQQAAEOxSdSsrSRUcDiAAAAGCCNN2SoghRBAjiDGUzGVd0oryOlsIYWVlZWZmZnJy8qhRozw9Pfv06RMZGZmWllZYWCgIAitHklkdYeYO2KBwpAIFHApHPhhoMr5KlY1LPLCRzY1sBSSoUV857WCg7YkIIVrxaayvv3Du/LfffPP2woUDBgxs69nWp3XrMd0DI54ak7ZgzrkPoioTY21JGmuSpk6TUBEfXRq7tiwuujQupjQupiw+pjwxpiIhpjIxplIdU5kYW5kYW5UQU5kQU5kQU54QWxYfUxYfUxYbUxYXXRYbXRoXfS8xrl6bYEnSVKvj89asOrzonZgJ4yf36+ffrl3rh1t17dp1ypSp65OTM49lVFZU2Gw2TDDEmDZEQIlBKHWwdkwofUyIMdN87JTQWccEE5H/r5EDXGNSJDKfPCS1XdJYa01NDdWRwcHBHTp0GDx48LvvvpuZmVleXm61WrE09RDSPCqEGEICqCsQRoTQ+G6jQdfsK29oEEWCEUTMhBZQCoQIAYghdJKtRJDsANa4WVlZeeL4iaSkpJEjR1IduWzZsj179tB8JNORjYY2O8emKRypQIHCkQ8K7hdfdWNETn58HW8STu6UBjTSbnwAodlkOnP6dEJCwvgXXmjfsWPbhx56pGPHuaNGbXnjtdPLl9ZqE0zJ6hpNfHlCdEVcTGV8bFVCTGV8dFViTKU6rlIdX54YV5EYW5kQXZW4pjJxbaU6ukIdU6GOqUyIrYqPq4qPq0yIrUqIrUyMqUqIZdHXhLiy+NjSuJiqxHiTTm3SqW+t/vDAO3OXP/fMiO6BXTw9Wrdu07//gIXvLDz4y8GCgts2mw1C6BAEBxAATZpKs7VoVpJSJlOQktUbC8oiLG8TFCUFSWSGO/JAq1yL85JZInm+03zk0aNHuY4cMmQI05GVlXa7nT8P4oVRmJfeAgysNmNFRXHerWvncvTHMo4d/PXXn//5yy+/HMw4dORMzpnbF65XFlVZrQKCNEZOs7CshJcHlJkJn3w8Gf3qq6qqTpw4kZSUNHr0aBZrjYxKS0srKiqCECKMnKFgKZgs/401KBypQIHCkQ8KGsdaqQbi1mI8t8TJz0mHzqXUva9DDpvNVlpaeu78+fUffzx+wovdAgI6tGkzrucjy59+8sA7C658uLI0LqZeq67TJt5Tx5fHR5fHx1QmRN9LiL2XEFeVGFeljq9Ux1Ulxt5LiKlKjK1KiK1KiK1IjK1Qx1aqYysT46oS4u8lxFUlxFUmxFYlxlapY6sS46oS4yoS4svj40rjossSou+pY+u0CVWJsXdiVh9bsij5lZenDRmsat++tafnkGHD3v9w1Z49e25ev2ExmSGALMCKqD5DdJSG03EGE2ogi4nozE66+irI52y4ZSJF1ySfnOf4M9BYa0ZGRlRUVGOOtNlsrhwJEAQY0+gwQkItrs8rvbD/4M74Ne9OGz44SOXXxdu7s7e3r0/Hvt6dnu0/avmz0/8euzkr43L5zQqLRUA00EowQphARDAiUjgZyd8bBYTQjSPlsVanjnS9FBBl5dMNCkcqUKBw5IMCUbxPPlI2iIMvdhgz6nAffczGIjKBRa1tqK6CEFZUVJzIyEhJSZn08ssBgYGdvLyCH+m+dvxzB9+ZX5EQa9Kpq9UJpXHRZXExFQmxlYkxFYmx5QmxlQmxVQlxVYlxlYmxFYmU/OKrNYm1WnWdRl2nia/XxNaqY6sT46oS4ioT4yrUceXq2IrE2MqEmMrEmKqEuKrEhKqE+MqE2IrEmLL46LK46Cp1nClJXaNNOPvesi+nTZ3Ur5+qY6cuXbqOGjN28eLFu7//vqiw0G6j6UnnSA2CiIgIgVLdLp2ahBBxDqeUeFHybZdP/GiszrFrQlceeqWgNTvHjx+PioqisdZBgwbRWGtFRYXVauVPxeK0EBCCISEQA2SrRNVXS8+nH9m1ISl25dSZ4ZNnrZi3dPX77y9/b/GMOROfCO4f1PvRYf1GLpq06B/LN+ZmXr13z+QQIMQICwICAuNEiAkPtcqvgVis9cQJmo/kNTuUI+Vi2uXCS+FIBQpcoXDkg4H75SPdMmd8ccfyNBU1ncHOHgbqo0btyoAgIIwdDsfNmzc3fb5pwfwFvr7dfL28hvh1WzRmzK7ZM3/7cKV1XZJ9fXK9Vl0WF1MWG1MZH1OVGFuZGFuRGFMRH10RF10ZH1OZGFuREFsSu7ZwzQe3Vy2/sXLplZVRFz9YeWX16pvR0UWx0VX0GHVsWWJMeUJMZXz0vQQWca1Sx99LjKtKiKuIiymPi65Wx1uTtfYNuqKE6MzIiLUvvvBiUFCAl1dnn84jRoxYtWrV2XNn6+vrqYJ0OBwOhwABwBgjgiGLvGJE20KktB29QsAIEZ61RViURlMR3DRHyk8712pccnEdyWOtjz32mFxHMsGPiZzEEBERRshhgZYq873bZYU3b+XlXy2oKqiw1dgwQkZkuWS6nHwg8cmVL/cO8hvTouvS7uNTNv1wo6DMbBUQxkRwCILdQVtXoRQokAdaeayV1uxQHdm3b19a10pjrQpHKlDwZ6Bw5IMBHgvE3IZbtqDL/+SRRuI69qhxoJVyJASAEGKz2U6fPfveqlXPvzjRo41Hv07erw8c9PcpYdmR795eu7pWq67XaWrUieXxcRXxcVUJsffiY6riY6oSY6oSYqsSY2s0CfVJScakpOr41SXvvXN94dQjMybteuv1bW+H/yNq7ZFVCXnxCWZtrE0bY9TE3qOR2PjYyvjYysTYSnVspSa2Uk05MrYiLvpeQlydJrFOl1gcH335w/e+nTkj8qmxo/18vTw8uvj5TZ858/DRY1VV96h8FBzOMVUQQ4AgNxagwVcaZ6b1PJhgJIqYEKdEbCLU6i4rZRzpwkMOh6OmpubYsWPLli0bNWpUp06dKEdmZ2fL85Fcg1IWZ/FgHiRFECGIEcDILthNxsq7lXnZeYd030W/svKNp0aPDH3kyZhn5n3z1eG83yvMVgES5lXLOJJ9UuQs+OXB4Xv37mVmZq5bt47nI5cvX67oSAUK/hIUjnwwIF++3VZwN6bkQUJRNtPYKS+dtImkACDECBnr649mZCxYtGjkmDH/H3vXHRhF8f2DKDUNkBRKCHB3CVWKkHJBRQSUIiBSBFH4+cVQg4idlEsBFAUCCiKiUgSkI7kLRRCQnkso0gQi6XeXS7u2u1N2L78/Zndv7xKwECm6HxbYvjtv5+Yz782b9xo3bBgR3GpOVNS211+7+N47BYnzzSmJ5amJ5pQEgyahJDnJmKIpTUkuFQcXkxPL01IqP1lU+cmi0oR3C2ZN+PXV534cHvnlyMGpE//32cz5P7yX8qsmxZqWSC2It6Yl8lMnkzWlKUmm5ERTcrwpOd6YkmBMTTCkJhpTksypmvLUlLLUlGJNwo357x+YNvWToc+/qOzQvEljH3//54cN37ZjZ0FBIZkIDyGUpP1AJEwdhwXHFo7jnHwsAT6GOuFIt/yRQq6s2jhS3ONha3U6nR7zI0WOPHr0qNFoFMcjOcH6LXRWeH9UIY8XZjmI6Ap76c287IP7vvl06bwpY57q3ql9+xBl714vvf9G+uHPtDcuFNurKAARZFkMEAYIQcK5nDgNhr+/yOilpaVkfiSxtRI9UuZIGTL+EmSOfDhwZ1srJ8YBkMDpdEqDqzk9HE9cXposQ9OG4uIdO3eOffXVrr16+TdoMCCkXeKAZw/ETr05/4OSpARzclJZSlJpisagSSrRJBqTk0pTk82pKSZNQt77b1+dO0M/43+H3nxj79T/2zxh7HfDBqx+ukfqk2FzIvq89syQ/xs64d2XXvtywmva/00+PGPaqXfeO/dRwrUETUlykjk1sSwl0ZycQEy1ZLTSlJJkTk0sS00qS00yaRILE+NPvzXrq5dHTerWNcC7qZ+Pz9MDBnz97beXL12uqqriR16xYF8V9UfR4sxijkW8f4sQqo5lOczxEYY4jh+idFZL5/HzNxHFLg7y1WprJeORUp8dwpGcxBIuzo8U5qUgCBEECCPEsgxVlV9y5dAv61MWjI95UdXc18vLy8vXy6dbz8kfJ+79bdtVRzHjBKSILAsxhiSgEMsnZybuSyTWbk09UuRIEotOtrXKkPHnIXPkwwGO45zVJCQMxzfrHqmvbhOXTlSAROurGJxTPIGmqOKiom3bd4yZOLFLz17NGjQYGNI2aUD/A9P+d3P++yWaeHOKpiw1xZyaakzRGDWJppTEsjRNeVqySRP/21tvnn1j7K6XBi0b3D9xQP9p0dGv9+w2sVPoyPbBgzu2fyr8iWe6RQ7tHjm5T/SHzw1KGzHmm//N0c6LP/NRUqEmyZySUJGSVJ6SVJqiMaVoSlM0xpQkY3JiaWqiOTWpLCXJlJxYlBh/Zu6cNWNGv9a9e2DTpr7e3v3691+9du3FXy9WVlayLCuZUkEcennzJcZYsDUjlkVOFjsx5lghuCvGHItZEoCO45wcJ430d2c9UmQUj/FIokfGxcUdO3bMTY9kOUmSS1cUWT4cLgQY0ZTVaM4/d/HQlu1LP1j61oTZo5564aneffr27jV43Mi5S99ZueenXwtKLBSFMMeRJJQQ83nBSDgevkcg8jrhyKNHj4q2VpkjZcj4G5A58uGA2ITxviRCLBix1ZZSo8u+JxmMrAlh1jnGCFZVVhw4eHDK1P/1ioxo0rBhVKvgt6Mjd0ye+OsH8wo0H5WmacrSkstSNMbkBIMm3pScUJaaVJaWbEqOv/nOjIszJ/382ks/jBu1dsyoT4a9kPBM5Dt9w9/oFjKuu+rFPhGjY577v6cHzx885PNRL38zYfKuGfN+fi8hJ15TlJxUlpxQnpxoTk4yaZKMKYmlKQnG5HhDSoIxNaksVVOWmmRITsid/+FPM6YvHj5shErVvEkTX3+/QUOGbNm6Nf/WLRJPAEKRfkQrMv9HSCzJMyIf2Y14sRJ+FAK6ucYjJeOTNTlSHFaU2lpFv1biszN79myP+ZHit2DJ7EbsFLsuJPgBxghjAAFNOayWSnOlOc+c/8uRrcmfvzdyQI8Ofv6tlE8+N/+rHT9fL8m3A8ixCDIYMixG4qxIVgwmyOKaHCnrkTJk/G3IHPlwQKLkOGs23KK+WFN9lK575L0igcKJRyhFUWezzs57773+Awc2bNAwrFnzsV27Ln9p5LG3Zt5IeL98oaZyYXJZqsagiS9JSjAkJxpSkkwpSaXJiYakjwoT3itIeD8vIf73hPjL82Zm/9+oI6Oj1w3q9vELMe++PD7h/+asnPH+z/M+yP3gg4L5HxUkJt7SJBVokgya+FJNfKkmnkwaMaYmlKYkGpPjjZpEc0pSZVpyZVpyUVL8r++/s/H1V9966qnIVq18GjV8PDBw7Cuv7DtwwGzmfXZIPmEEIcL8ZBciACymA8GcNL45dvLmVCfJDC0sf1KPFLsghCNJnB3CkUSP9OBIcnPsfq04r1GwFHMcx7FODjudrNPprMYcV/qbfsuuL2eP7Kd6rP5jPiHdJiR//e2ZW2dKKQvHQgQ4BDkSUQgh4qwrrQmEI4lfq1SPlP1aZcj4q5A58mGCtAnzgLDfM1JMTR1IBACApmkynZwB4Oq1a8tXrJg8ZXKLFi0Cvb2fCGo1Q63+YfKkyx/Msy9eQH26sHJBaokmoUSTaExONJL5G8mJpSmJZalJlQvSbIs/sX+6uFLzkWnu5JtvDD005umN415MnxK7+q3EHz9aeD11IbUoDX6c4lioKUvTmFOTTMmJppREU0qCKTXemBpvSk0oTUk0JMUbkhLKUjWOTxZQixcWJsX/MntGwguDB3cKb+Pr93jz5r169nrv3ffOZukrq6wIYzL3AzBAtGWyHB/znPyDWIRZlmO5apbjWA6RxB2Y5TjW6cRk7gcf5pzkVnFPzCk1XUq5hOwHAEj1yFptrdXOaifnFDKNIcxiJ8dhDBir2W64brh6+ub5Uxcv/nrhVtnNMlDOOBHHcMgMzGd+2Zq89O0Xozu383q0dTPlwGmfbt1xvuhSJePgWAgZFjEk1ScSVEjxEzsFn51aba1inB2ZI2XI+DOQOfLhgEh7HhCZT3r0TnZXIYCAS49EiOM4hFBJScmBAweWLVv27IDnAoOC/X18+oWGJg9+7qcZU80Lkm2fLChLSynWJJQkkfmRCaXJiabkRIMmwaBJMKYkmdKSTSkpJYnzC9+ffSPujazYST9PeyNz9uyf3vnw9EcJNzUJZSmJFakJ5tQEU0qSMTnJmKIxpWpMqUkmElIgJdGUnGQgQemSk2yLFlQuTD03761148e82LlTW3//x1s079Wnz9Q3/rdx/Ya8W3kURRNlEQAAAeQVSGHMkeNj03EsPyeSeLZwLGYRS/JHck6WH911sk5xPLL6jnqk1KZN9EgS09zD1nrsqIsjybW8CzEEHIs5J8dChjLeKLugy/o+eUNq7Iez3xw39YPX3ln8waIvVqz4bPWSjz6dN37Sc33U4WEdOkR0eeqNF99cvO7g+aumqkoAOY5FAGDIYAQxizGvJ/MMWVOP9IghIOuRMmT8Jcgc+XBAbLNczTfrIj8ytCW1svLDlpKg59L9ol+rNGmw3W4vyMs7eeJ4cmpK9FNPtwgMfLxRoxcUHRMGPHN4Ruy1D98vTkooS9WUp2pKUxINGhKvNcGUnGhITjKkJBl562tCqSa+VDO/JGl+cdL8ksT4Ek1CSXKCkYTjEaLQmVKSDCkaQ1qyMUVDKLNEk2RKTi5LTalITSnVJBYkfHR89owVo16c3LNHiK9Pg0YNO3XrOisubt26dRcvXLBYLET9xSzL62dI8GglaiPHe7NwZPCPUCE5QHJ7EJrjA+2Q/6sFavCUtpRLpBwp5v2Q+rXOnj1b1CM5YfoN4UgEAUfSbSAIKgotN05k71yyNvH1qaP6KTuEPB7U6vHAoODAoFaBgYHNW7fr+HRX9WsT3vnyix+zdecKCispCgg5PVwpzMQhVzcjASeJ1yrGEHBxZH5BrbHoZI6UIaMmZI58OMA3W85qPl2FqOUIzjusRBvwUDQlG67J86yQfZ403wSk0T/2y7EPP/wg5qkY7yZN/B59NKzl4zP6RX87YVz2229VLkixL0qtSNOUJMUbSHid5CRTikZgvkRzSqI5LaksLal8gaYiTVOZmlSRmljGxw1IKk3mp0WWpmpMaRpTapIpOcmUnGjQJBZrEkypmqqPU20fp+bOf+/gtDc+GvhsTPt2wU0bP/roox06Kl5/ffKu3buvXb1qt9sRhAAAkveDxRLHFY7jeGYUy+wU5OTk/3XycVpZ0S5NBCooktW34UiP0T6uRiw6wpFxs+NEPVKqxIuBAUm4HwwoaKuoKLqRe+lM1i8H9u7asm3Tug3fffPt19998+3Gdd/v2KE7tu+XC+dumgw2YIUsYjkhWyafMBqxpB/Au7V6eG8RjjxSayy6As/5kVJHpGqZI2XIkEDmyIcDztujurraWc3nV3LbKWni+TZUVIP4MOcu5x2SG4s06BXlZadOnFj95ZcTJkzs0L5DgwYNWjZu1C+0XVy/mB+nTrnw7lxzciK1MM2xKK1iQXJJckJRUnxxUnxJ4vySpHijJsGUEm9MjjdoEgzJiYbkBKMm0ZicYEyON2kSTJoEgyqeuUsAACAASURBVCa+WBNfrEko1iQUJ8WXaBLKUzXWhSnUorSK1KSb8R8cnhW7cNgLY7t1C/XzafDoI/5+foMHD0lM1Oi0uuKiIofdQcoCEQQQ8IOLmOPIyCIJ/MZilsMi/fG2VCfHOTnWySKnMOXD6eRcKxxJRUWoUkqNogBr6pEePjt8vNZZbrmxRBdikgoSY4wQRBgh8tYu1na69Fr+fYT4BhhjCBGA/HUYYgwxCzHJOA2F+xMHX8HFl+SPPHz48KJFi0S/1ri4uB9++IHokeLn9tAjnU7ey7da5kgZMmSOfFhAWivOXVkUPDVJI+dqvj30SNG+Kp3eV8tQpWi3xJihaZOx9MjPP6ckJ784bFirVq2aNGkS6Os7MDxs7jNPbZj4ypm3Zl/94N2C5PmmBZqKhSnWRanWhamWBSmVackVaZpyPscyH0/HnJJkTkksT0msSEmsTNVULUixLky1LUqzLUorT0sp1iTmxc+/8M7bu6a8tnDIC2Of6NGxZUvvRo1btHw8Jlo99Y2pP+7+8caNm3a7g2S7RHwsHSEnFskTxYmCEMpF0mQJ66ygQTtZJ0ei7TireYYiof6qq53VRFWvdnGVezprXlkVxFwzx3LXrl0Fnx0TTdOcpxVUsIgTWzfHYhYJXRQCBkAAIQAQAAAhQBBiIT0mFtMpu7KYsBJIki2zQo5lMaZ5o0aNRD0yLy8PAOBha5XSpMyRMmSIkDny4cDtlEjCAFKNp9ZznO7WQg+CFHd6KCJWS9W1367uP5A5P+Gj5194oV1oaKPHGvg3atwpKHBE965v9+/37Ssvn5wz/coH8wqTPipN1ZhTk0tTU0g0AHOKxpyqKU1NLk1NLk0l64mlKQnm1MSyNE1ZmsaQknAr4cPst+dsfW3SshEjpvTt06tNmyBf34aPPtqyxeM9n+gxZ86czZs2Z509W1FewTAMIm6cwpRAVgw/y2LECvPzxeIIijLr4ieOFJIkBmGdTpYE1nE6nc5qYmQUFsKb1S5z7W18g2ud+zFnzpzjx4+XlpoZhpF+AiHQrutjVjuFBGdiBCDiUyUGOMAcyzpZtppjnU6u2slVc85q7KxmuWqOq3aynDiCShRo8VtXV1ezkjg7ERERTZo0EccjSW4sqR4pzflVLdtaZciQQObIhwbSdPXSVqwmaj2B45xSavQgSOkmSQkCAMAYAQgqq6oOH/4pKSnxmWeeadS4sZeXl5eXV30vL/9H66v8/QZ3CB3frcvcmOhPhg/9cuzo7f/3ui72f4dnTjv9Vlz2229deOfti+/OO//O21lvv3Vs1qyfpk/bMWXyN6+MT39p5HvPPvO/vk++GKbs1qJF26bejb3qkTvXq/dI1y7dXp/0+s6dOwsKChwOB8YYAuKCC1mSEIqMynFYoh5jQUPDrshs4gGOJQHbWMxyZGoIx7HVvEmTq67mnJzE1OpmYvUgSHFkkRVyLB86dGju3LlqtdrPzy88PPyNN97Ys2fP5cuX8/PzjUajwWAg/5bwMJSUGAwGcb/JYDCWGIwGo9FgMBoNRgNZNxoNBmEpMRoNRoPRdbSEPyTAaCD3Ly4pLuHvbiwpKbl8+fKuXbvi4+N79erVtGnTsLAwMvcjLy+PYRgyWdbDuiAqzTJHypBBIHPkwwEnsQK6T0jwUAo9NEU3w2ONdTdwLgIgGiQAgGZoiqLKysquX7++7rt1U6dOfeKJ7i1atFB07NCvX78Xhg59esCAbr16twkJebxlQPMm3sGNGoc0bdK1hX/f4ICnQ1oPU7QfrVKODw9/JbzTuLDwUUrVc6HtY9q07d6iRXvvpq2aNPZv3NjP1y+oVeuwrl16R0YOHDx4wIABT3TrHhgQ1KGDYtDAQenpy0+fPl1YWOiwOxiaYRhGOuR2O1WYH2R1RUuQaJKYE6LdCK43YpplUX9yj2wuVSKxJNGYqEdWVFQcOXKE6JH169dv0KBBhw4dhg0bNnnK5KlTp06bNm3atGnTp08nK7GxsbGxb8bGxsbGxk6LjY2dNm3atNhpsbHTYqfF8mvk77RpsdOmTee3pokXTxMOSfbFCqfEuuPNN9+cPHny0KFDu3Xr1rRpUy8vL4VCMXfu3O3bt9fUI2vQpFNUKO93xZch4z5D5siHA5x7vFax4eaH29ybcg9SlO6vSSriGJvUeYcQQGFh4YH9+xcvXjx40OA2bdr4+/s/+WTvWbNnbt6y+fSZMydOnNizZ8/SpUs+/PDDVydNeqb/sz17P9lOoWgdGhrctm1gcKugwOCggIDAli0DAwKCgoKDWrcJbts2tGOH8M6dIyIjx4wdO2PGjAVpaVu2bNm/f/+Z06f3ZmSkLkgbMnRIy5aP+/n7RUVFvTX3rXXr1l2/ft1qtYruRaR9d6N4SbmkcHUIiGbJiqUmk0AEW2t1tWinJqIWhxylT8HCVBmeUTALIbTZbBcuXEhPT3/99dfDw8ODg4NbtmwZHBzctm3b4ODgwMDAwMDAoKCgQAHiakBAQKBrb6AbggIDAwMCAwL/LGo7MygoqHXr1q1btw4ICGjVqhVh7hUrVhw9etRsNotJSKTlktoYZD1ShgwCmSPvBe5gGq2uJr4ifxZueqSLH51Sk6BTOi3S6UGoLtWBE6YxiO0+5OO3YrvdXlhQsGf37tkzZ/Xu3aupd9MWjz8eGRGdlJSs1WqLCgsBYCAEdpvdZDAU5uf/du1azvlzZ7LOHv3l2MHDh7T79m3buXPD5s1rN6xbu37ddxs3btm67ceMjMz9+38+evTkqVN6ffaVq1d/z71ZUlxsqaqiKApBaDabz2adXfXlqlGjRqlUKm9v7w4dOwwZMuSbb745f/58VVUVFhxExVkrHmQvVfI8dWihw+CaXOoWis5dyGLvQpAk666dS5nYYrFcv379xIkT27dvX7du3ddff7169epVq1Z9KWDVqlUrV65c+cVKgi+++OKLL75YuXIl2e+xuXLVypWrVq1atXJVDfDnkNMECHdd6TpB2Pzyyy9Xr169Zs2adevWbdu27dChQ7/99pvZbCYOOx79CXE2iFiFqquriTYpQ8Z/GTJH1hmctxkIFDvjtfbKiX3vz9y8VtQ84GF95ViXVuShGIl7POd+VFScPn1qzVerJ058pX279g0ebRAaGjp+/Cvp6cvPnTtvMBgYikIQIowlVCI+3smxLMuxGCFAM5TDQTnsDEUhADmBqGowPsdyLMKYZkBVleXmzZvbt217d967vXr0bNigob+f/8CBAxMTEzMzMw0GA0VRrDBiSkyvUn1IbOv522KhmKxrIqn4ZKfbmwifTDqCW+NFefEKgYrEuxEF1+FwWK1Wq8VqsVosVovNarPZbHa73WazWa1Wm81GViwWi9VqtVltdpvdarPabDa7zU7OvDNcd7PZxLsRiJs24bB4iDzObrczDMMri6ynvV1quxZRLXOkDBkyR/6jEMmvVuJ00eef0SPd7avSdSkF1mz+arUZihkWsTC1jkQGJ04oR48eTUxKGDhoYEBgQIsWj4erOsXNjtv0/abLly45HA5i7ZSODhKKZYTpCyJ1YSFFIx/6DiEAIUPOhACSBQGMIEKAAQyAAGMMACgoyD96+OfE+Qn9Yvq1adPGx9u7a9eusbGxxBfGYrEABjA0AwDwzPgh8Tslo5LSneIhUe+USs6T5SWoVY/0uBUxv4r3rHmJeCvp4F9NZiIfUfzEHr0fkaSlL4bdR2elPQZpd0EqJelzaz7Is37KkPEfhsyRfwDn7bXDP0RN8nOpMeK8A/cW8HYQjgrpI/kNtxCdZEzRI7mH2ERKw85hwX8VAp7PIIQVFRWXLl3KyMiImx3XvXt3H1+fgMCA4S8OT0lJOXH8ZFFhkcPucF0IAUKQV90ggghBFkOMxNSGJF4aeSQihzAGCDMIAgQABpCFGEMWA8xChKGQpgtjjBmGqaqqOJ+T8/VXa6bHxnZo375hgwahoaETJkz49NNPjx49WlpaStM0Od/DjwbXhprMIXYshEn8EqrgnCR6nZNzcpynJDmSj4zFbuxI7old/Y/b8t8dUWufRtrvud+/Bhky/nOQObLOUJNNpV11DyKU7udcJ4oxX8RQc2RPzWjmkont0lnz7qzgpmC5aVwYC/6rhGBsNltOTs6SJUumTJkSHBzcrJl/+/btJk58Ze3aNTk5WVarFSIIEQSAVx9ZIUAq0VA4lmU5JyZRzQTigghBjABL4sVhjMnEDYw5fmE5zDmFAOQSpZYYfikHlXvj5r59++Li4qIiI1u2bNmyZcvIyMh33nnn2LFjpaWlxHjIv0+N8roxIsux2MVqUiqSsiMnie3n4i0hyB0nGb5lPcB5PM5Nv5Sqkn9MnBI11IPyZY6UIePeQ+bIO6EWzfDuINUSsMTWR7QQz2ZXCKPjZFmOJRPKORKtm2U51kmCxfDXYw4TI6G0Fa61QRepkWwyDHPz5s3Dhw8nJCREREQEBLT08fF5dsCA999/b+/eH3Nzb1qqqojKiBACCEIIERKyGHPk3YSZh6LGwx8V5iwKuhWJF0uUX0KSwtX8CkYIQkQSQyKIHQ6HyWz+5ZfjK5avGDd+XKtWrbx9fDp27BgXF7dx48Zz585ZrVYSnhshN5dXTvDNcaVaFiTjFMyVLoszJ4k5wJIEk6zwchzHCvHqJNHkRc3SKSSiwhI3WvFbi/IneqdTkmzrjlYDV21xo3NWHh2UIeNeQ+bIP4DTTTt0Ot11QaebRujpQeqhqXjw1u04zI0m3f53Dz7GCe07aZoFTiXNvYceIyqOWEiJJUYwv3LlSnp6+pQpUzp06NCwYcPAgMBRo15a/dWas1lZlRWVxJIJICBWWaI/EorECLNCWibMcoikauSZkDiOCuHRkKBrirSPEYsxSyJzu1JXkJP5SyCAUMj/nJubu2v3rqlTp0ZGRvr6+rZt0+app56Kj48/ceJEYWERRdEAQJphAMNIRiglSphHaB4s2XSdzUqj8tT8EjW1c1HINYdFPXVWVlJ6ScRXkVY9lElpj0p6zv3+NciQ8Z+DzJF3gtNzDFLM4+imCgibteTckKg1TsIObryIazbLtbbSntzI1XYadl0uxmlzS4NFHGoIR1IUlZ+ff/z48S9WfjFo4KDWrVuTcKMTJ0z8/vtNV69eq6ioRBCTgUzih4OFiDUsf0sWsSxiMSIWVoSJZuxknRzrdGlhLB9VlRNeXcrpAtGLZwpHEAshhJDnHoqiioqKdDrdggULBg0a5Ovr26BBg169e2k0mm3btl2/ft1itZJ80RASbnUNVrobYMmKSItiyNfa4YquKnQ1xBuykrsIsq7F2Cu9EScE/GNrm7pK6hLLurJwiKeRO8gcKUPGvYfMkXdCDdpzssKcRGkT5lIXBJA9LuMqx4oGOp7oOI5lWTL2yOuCPGlgjiNhs4Un8XECXOECXP9xHOcU97PCxD9WON+zIebbdxYzDGMwGLZt2zZv3rxnnnnGz8/Pz88vKioqPj7+h60/FBQWUhQleKkCqUcMeTVWGISUEgxR1/gXwSSkOCsYLbHbC5FVp8vQLJSUj0POh5MjGiBEgGHIUmo26/X6latWDRw8ODAw0MfH54keT4wePfrbtWuvXbtWVVnJcRzGLPH/Ed6Z48VNkiyTOHWcQMWuvy7BccLsSSfHcpKEWhzHjwKL31qwc3v6jorB6pxC58nVyeGEYA6C0xYRnVMSs96jLkkr2/3+QciQ8Z+DzJF3grOGb6rbVMAaNjEP7nRpEuLIl6BJiNMtgJi7EULAJ3zgD5DpERAABBgAGAAZiMh+xM+cQPx1gKRTZAAEEJA0SQBAAMSMEmSgDiFE07TJZDp//vzWrVtfffVVlUrVokWLsLCw4cOGL1my5NSpU3l5eYABHOuiVddUfZZ1CqZdV8waQjqSgVXhZI5XH10HSJxULLIj4VFW5CZRs+RDrrIYYTK5BCPEchyEsLKy6sqVK2vWrIl9MzY6Orp5i+YtA1oOGzZ0+YrlBw7sKykpttvtAEKSIAQIAgaiKIVJKny6TMj3AwAADGAAoAGkeTlCgARJAwQgEq6Q/M+n3gSQIfNZhABvnLsd1SUT90risdNVo9yj7HKS0dD7/YOQIeM/B5kj74TbeVIIa07iherBkdL2Uao7AgDKy8vz8vLOnj17+PDhffv26QRk6jIzM/dl6vbptPu0Gfsy9u7LyMjUarW6zIxMXUZm5l6dLkOny9DqdFptpk6XmZmp0+m0mTptpk6n0+oytZk6rU6r1Wp1Wl2mLjNTl5mZmanTabXajIyMvXsztDrdoUOHDh06tGfPnmXLlk2dOrVfv37NmjWrX7++n5/fkCFD4uLivvvuu4MHDx45ckSv19+6dauyspI0+rxmhJB0Wp7H4Bzf1js9nTn5FU6YpUJMlLxwOIw5luhqfOJjjnO/LTHuQoRsdltxSfG5C+dOnDx+6PChzZs2fbLo41cnvhoSGtqwSWNvH+8unbu8MOSF1NTUzZs379+//+cjPx88eECr1WZkENHptNpMbca+jIxMbQYvKK1L+pnafUR+GVrtjzptBhFspk6r0+p0Wq1Wx0s3Q6vNyMjgr87kP0NmZmZmZuaBAwdOnDhx+fLlkpISmqYJWXqYXjlBo6zZqXKz6tfw5xF33O8fhAwZ/zk86BxZK0v9bfzlp3NOPkqqQH5S653T6RQnyIsNIjmEawAAUFhYqNPpli5dOmLEiKioqB49enTp0qVLly7h4eFKpUqpVKlUYWHKMJUiXKkMUypVSqVSpVSGKZVhKoVKpVQpFSqlUqlSKZWqMKVCpVKoFB1VSqVKqVIpVCqFUqlQKskmuVuYKiwsTKlQdOzYUalUhoeHh4eHd+jQISAgoHHjxo888ki9evUeeeSRxx57LDg4WKFQ9OzZMzIyMiYmZuzYsYsXLz548GBRURGZXyG09DWL5emfInKquF+gBH7Oh2uiimjdFPsWHCcOoPIjtRhjjMorynPO53y37rvXJ08ZNPj56OjoJ3s/+US37iHt2jVu3Lh+vXqP1KvnVc+rfv36/v7+ISEh4eHhXbp0CQsLVyiUSoVCxYtSpVCqFMowhUKlUCmUKoVKqVQqlQqVSqkKU6nCVERsCoVKoQhTKlRKlVIZrlSFk6+gVKoUSlVHpVLRUaFQdFQolCqlijyoa9euPXr06N279+DBg0lX48aNG1arlcxgIaOPoricTmetHCntWnHuHClusfLcDxky7jm86paEHnz8JelwtbnhuHGkxO+faFrSkT+RJ0igsvPnz3/22WcTJkwgeRgaNWrUvn373r17q9VqtVodHR2tjomKVkdFR0epo6P7qdUxanWMOposanW0OkatjomJiVGrY8ihGAHqGOkGf5JaHaOOiY6JUceoY2KixUeo1f379x80aNCwYcNGjBgxfPjwoUOHPvvss1FRUaGhoQ0bNvTy8mrevPmYMWNWr1596dIlm83mmlDhGlLl+wQslsxzENx2RF4kApRQqXAmEV616ADFz9x3CkHdBAM1hxEGgMnPy9u798d35r0THNTay+uRevXqtWoV3KNH96f7xQx9/vnhQ4eOenHEyBEvkoLExPSLjo6Ojo4iEiPiUavV0THR0THRal46ophiYqLV6uioaDW/EJGpY9RqdUyMup+631MxMTFqdbRaHaWOjlJHR6nV0US65FbR0dGdOnVq1qxZvXr1GjRo0K1bt7lz5548eZJEORBFgQTvIWlnC0tmjzgleqSUI4Wdrnm3MmTIuJd40Dmybkt79+8jGlZde4S+PyvMu5DaG4kuBACw2Wx6vf6TTz4ZP368r69v8+bNn3322QULFuzcufP48eN6vV6vz9Jn67P0WVlns/RZ+hx9do4+O0evz8nKytZnZen1WdlZWTl6fU529rlsfU5Otj5br8/R6/XZer0+OztLn6PPOpednZOTfS5bn5OdnZ2To8/WZ2frs/V6vV6vF1f0en1WFtnD7zx+/PjevXuTk5NjYmKCg4ODgoLGjBnz+eefnz9/3mq1IoRETREJ/ihCl0HoN7BClBmJQ6YYKZanCta1IrVLO/n8Gy4rLhacRTHGDM3c+v33Pbt2z53zVrvQdt7e3p07d5437+0NG9Yf/ulgdtbZ7KwsIgG9Xp+VlaXPIqXNys7W5+SQ3dnZ2YIQsvXnsolgc87ps3OILLKy9PqzWdln9dln9eR22UQ4WfyNs/V6/Vm9/kxW1tns7KycnOycbH12dvaZM2eOHj3y5Zdfjhs3rlOnTv7+/j2e6DFnzpxjx44ZDUaKolxyQ24cKdW8OYmVwlkjfePfQ93+amTcY9xF+yRXhrrHf87W+tev8dxRkyNFGpBQo2B0JFMSAbTZbNnZ2YQj/fz8WrduPXbs2C1btly7ds1mswnalTBuR7QujmdgJz/NXQxEx3FOjqvm/VtYzLGcE4sxeUQnV6fwohLrJis4oPLvhjDG2Gq13rp1a8OGDS+++KJKpQoKCho9evTy5cvPnTtnsVikHClCzHovFllqbuUdaAWLKyfMXsC8t6eQfKM2q6NE72RZjBmGuZV3a/ee3XFz5oSGhvr5+UVGRq5YsSLrbJa5tBQjhEnYO4xJaYSikwc4WU6ILMeJrrWY41gWcyx2spyTuN2yHMs6ea8hwecVCe64/HQW3u9I8s5kgunhw4fnzJkTGRnp7+/fvXv32bNnHz16lIRf95AbkZLTPbyAWIuktbRaMu+IbP0TPwcZMmT8IR50PZKrUzj/Yq+q9vFIwbhaXV1N9tcyTCed44FZokfm5OQsXryY6JHBwcFjxozZvHnz1atXrVYrK4AQK8siloUsi8lsC3FiBMuyvMenMFiHScg3XklBZFYD5v1FBd2Wc1Pg3J/Fc+Tvv/9OOFKpVAYEBIwaNWrFihWiHum6hBUJjI8BK9WQ3AhSmJcp4TzJrAnh43p8a5YVpxLyHAkByMvL27V7z+zZc9qGhPh4+0ZERC5fseJs1tlScykx7gpExCLRIUicq8LLCEIAIANowNCQoSFDA8AAxEAEEUYkboFklj/HYpZDHIs4DmEWcZw01h1fKI7jAAMqKioOHz4cFxfXt29fHx+fzl06z5o16+jRo0ajS4+UMiJXQ18UIWHEB6tnKeMeo07qgFwZ6gpedUtCdY66Le1fvSFXY36kx7txYvPHseJUfQ+axIKtVapHtgpuNWbMmE2bNl25coXoaq4cGhBAyCAMIAaSbImQzPVAkM+dQTMIQCxMpWQ5DmMOQd6qR1p+jDAicVb58TDkCogqTl1ACFVVVd24cWPdunXDhg3r2LFjQEDASy+99Pnnn1+4cEHkSDGkqjSZxh8mcRRXxEPimWIfQoSEhLEQGw4DAG7dytu1a/esWXEhIW19vH369o1MT19++kyW0WgUAwZAXjT81BfIz3xBJJyPwLm8Du50Cv0efkoqT6MQAlIghIiSDRFmIAIIQv6ugtxIGSmKMpvNPx38afbs2X369CFBGAhHGgwGh8MhlstDUJw7a3LuKvXd1/O6bWRl3GPcfQWQK0Md4j+nR979TTzadykTiNTowZEMw4jjka+88oqfn19wq+CxY8eKeiQW2lB+yh1hNYyhEB4cIgZChmSTghAjhBGEGAKbxWY2VhiLK8vK7TYHAxHCkoFD4kfD31JyfzJpUtxTVVV18+bNdevWDR8+XKFQBAYGvvTSS6KtlQSE48vCk4eraCLRkj3IA1ggRXel00NEUunxZM5TMqIZJvf333fu2jFr9qyQtm19vb0j+kamL/v89Gm90WDmuw2E10gHQ+xsIIAxAxkrZSsvMxbe/O3ylV/P55w9e/bUmbOn9VnZl85dyr2cW1JgslTaGZq4oGIIMYAIQIQgwnzPAkEk9jKgSJE8R5aVlf108CeiR4oceeTIEaPBSDkosbaQWZUevQfpCCVRfJ21eb3+DdzvX62Mu8LdVwC5MtQhHnQ9ss7x18TDueWCcNaovs4aU8VJIyhyA8dxt9Mj3ThSQq5CE8wilkMsC/nZiQAiwEDEIAQRgKDSUp5bdE2/74eMZQu3f/KxdkfGxV+vGy0OhmM5nrdIJDficAqR+GJiEy/CYrHk5uauX7+e2FqDgoJeeuml9PT0nJwccTwSc4LtFGEPjhTvJl2X6lucRJeSyspDlWRdFmTMh+dhMQPo32/l7ty1Y9bsmW1DQnx8fCMjItKXpZ85c9pkNEpyVfLkL9mkgM1QcunQ+f3frlv89qSRz/WP6BHGT94IU3SO6fzs6/0mJb21bPe6Q5dP/15hopAdIoQBixiMIcKEIzE/0snTMC9UQuE0Q1dUVPz0009z5syJiIjw8/Pr3r074UiT0URsrWR2EEQugpQU1mWFlh66+1/1P/TbkXFvcPcVQK4MdYgHnSPZOsU/9IZYMhrHU5G7xiDlSF6PDA4eM2bMpu83XblyxWqzEXpgBVUFElURE2USI5aFLIc51skxjC3PcPPo4R8/T53/xhsTXurT95XOEe8Pmrh26ffZxy8Zym00izEAkKEBZEi7zGLMIsTPzOAVIwldYYyJHrl+/frhw4cTjpT67Ih6pAcRSssoqomsMFPe84QaYWWkbCE9R+RZXnQMnfd77u4du+Jmx7VtF9rUt1nfiKj09PQzZ86YTCYEyVgiixFGAPGJlzFGiLFXGQrO/7QzdcbHY56Z1LtT3669e/d7/rkJU8e9OfO1KRNeGR79XHRYryc6d3/q5X6TFr+edmDDz4U5v1dW2RmWRRgjEqoIka+AibJK9FSIhGRfJCU14UiiR3br1o3XI41G3tbKcqx716RWaXAcVyMWxd9H3TayMu4x6qweyJWhLuBVtyRU58C1AdXMhfhHhzx68XULMQ61650RRhiJnpwIIbvdnp2d/fHHHxM9Mjg4eOyYsZs3bb569arNZuPnzGPMD3xBhs9DhSDENEaVdGVuyY2z2Ucz1qYvfvt/rz33ZOfgJl5NH/Py8u/p3zfuqdhNqCCL3wAAIABJREFUy/deP32jooqCLGYBwAyDEEAswiS7MRLiq7IS5Y8VNBiiR27YsGHEiBHEr1U6HinlSI8LXbHAsVvZRVGTnZwYvk54AU7StyAfSKRViTGWRQgxDJP3+++7d+6aMyuuXbtQHx+/iIjo5cu/OHNWbzKZoVRzRYhhIGAgRiyCwF5pzLvwi3bFx9+88/aKD5K++25XxrFzl0stpXZ7VWWe+dd1WRsmfftun1FPRwSFvxYU81nsopNbj+QXljk4lkUIMwxkGAghxCxCGCIMiTWXpAkjBWEYpry8/KeffoqLiyN6ZLdu3eLi4mr6tZK+j1QsWGJr5aX0j9RNGTJk3BW8bkc2f4mZ/sYldyYzEXXOuHV6N/5fXCMphEvZEoaxPMYja7W1kgshgBAwCEKIMMAIIBumrltu7jq7N3158vz+z77RLmxYz049xvZrO3Fg+2f6D1QOfCfq/9Yv2Hz56OWyCjvgMIYAMQwEAGJBFxWCmWNMdCJpXmKEq6qqiK11xIgRSqUyMDDQTY8EUFoo8UKe1STf0WOs0eMLIslApvRbiKdh1+gmJCZdhCBNU7m/39yxY9usWTPbhbT19faOiIhMT19x+sxZo8kkKHbEtxdAcXASYgQhQ9mtFWVVZnNVWZnNaqNomnwSTFdQN/ff3PmhLnXUtJFDukZOU76QPn3pqa2/FBSUUSzLIogYGtA04DNZImFckrjv8N0Afjzy4MGDIkeSuR9HjhwhPjtiAZEgc6l8/ok6yX8aGQ8z5MrwQOGh1CP/Nmq9oQcr8zvdKbx2RhdmGZI7QMFM6jKYIn6dpmmLxaLP0ovjkbytddOmy5cvV1VVCdeRhpj3n4QIMQgwjB3YShzGSyU3si9k63UHT2Zo9x/dtfLImv99rxk9eczETv3je72yPn7t+Z9yjGUWmkUIMAxN0zTD8DeFSHT/FB12iM8Oeb2qSt7WKo5Hjh49Oj09PTs7u6qqimEYsUQAAskQIHaVVDhKBj7F/agGPKSHJSOX0OU7CsRXtVOOm7k3t+/cMXPWzJC2IT7ePhF9I5YtSz91+nSJwQAAI8QZBxAwgKEgpIHL/5R8dQyRUGoIKIaqMuVd2b16x8yXUvp1H9mzf+Tw959/f8dn+28duV5psjIIIQgATdMUTTGAQoBGgIEAAgYJT+MJz+FwlJaWHjhwgHCkaGv9+eefS0pK7HY7Xz2gmy+xtM7wcnCvXH+/Qtawb8t4GFH7l70L45mMu8Ff0CP/HahD2Yn3RKIzKmn7ECZ+NUjgSIZhrFarXq//+OOPx40bx+uRY8Zu3rxZnPvBk6owa0GgHQYyNKAoxkEjQGyegMOlyPBTXub7P346cdJLkxQxiU+M+f6jry8czDaYqyiMMQMARTEMw5C8FTxBQjc+g0K8cgR5v9aaMQRycnKqqqrEuKMIkWwigFhf3W7C9xf+SPqSgUY+TrqQBYXFLCSZOIiBWRCdg6Jyb+bu3LFr9qzZbUPaevs27RPRZ+mypSdPnyw2FIuEihAEANAMzQA+awcEADA0TdkcdqvdarNZ7A6HA9HlsPJa0bmd6z8YM7Fj8x5eXt3D1C/P/WzBnuwTRfZ8C2OnGQgYBgIKMA6GYiAFEY0gAyFDsoNAABDJF4YQmfsh1SOJX+vPP/9cXFxs44eZXQwt1SMRdBNWHVZLtq57ln/S5HNXj7iLW93hWv7XeBf4dxjP6hD/wcrwoHNkTUXkbnC/S4MJR/r6+rZq1WrM2DGbNm26fOVylaVK1DvFBFkQiPZDBgKaoe0MTTE047BWOcquV1z+4dwPb36fPGL8qJcVT33Yc+zG+WvPH8wxmKsojDDDQIoGDA1EtZFMGYEudRBK9cjKykoPnx0y94NwJNEjBRYHAACIIMZY1BT/nijELyJyLeRzTrnpkRRF3byZu3PHrlmz4kLatfP19ekb0WdZ+tJTp04aSkqEzF8A8TnFGEjyWBFtnGEYysFQFGAAAAxjLzdfPXxhZ9IPKSPHRgW3a9OuuSJyyPSk9B2Hz9wyWiCiIWBoimEoBjIMACRrJYSQz5AFICPJZSbVI2fPnu0x94NwJCmpqETWrkf+A6jbRlbGPYZcGR4oeNUtCdU5XO0L0WCAy1QIAW/6c9tze7jmzt0/iHokb2vdvOnylcvEd1Qwhgq5I3lFipAFDRg7YGgAEENZmfIblstbL2ydtil55LiRL3d86oMnxq6fv/b8TzxHIglHEisrkE4hhJJWHt2GI0ePHr1ixYpz58552FqhxNbq0ej/1Z8ueTp27wZJ6AQhniMdubm5O3funDVrdkjbdj7efhEkhsDp00aDQUiOSa5jGIaGkEGAQZCBEDAQUAygGQAZB115y/Tb0YzP354zoPPAkIAOoX3VE5MmL9OtP513ocRSYaeIpBgAaOGmCPA2asg7UEHAkM4G+TA8Rx48cHD27NnE1ipypNTWKr5fTY78G3KTIUPGvYSXoFbUQkLipshDtztNPKeuyEz6rDoG9HwBaRnvVC6eIO5KXIsWLXLpkZLxSOmzGJJ8GQIGQIaBADAMTTOUnWEoBkJA22BlrvXKtl9/mLE5efT4UeMUT3/UY+yG+V9fOJhtLK2kEIQ0zVAURdM0r/oI6g/weFuh7a6oqLh+/TqJs+OhR1ZWVtI0LX5WhhHezl03grUNPd4Z0mulQpO+LmAYu8N+4+YNMh7Ztm2Ir7dP3759ly5bdvL0qZKSYoaheWEByDAMTVEMTTGUg6HsNOVgGEAxjMNWUZl39tqPqQc+mxA38IlOQV0DWw1VT0pP3XLm4FVTsR3aIKRpmqEowNAMAAzDAJoBDIQAQoYUG/B6Je0qPYTQbrebTKb9B/aLemSXLl1mzpxJbK0kRJGUwPly8Qr535Tbn8H9blVk3BXkyvBAweuvUsy9B8MwDN84M0BcI+u8Ee3P4n4XBSxcuHDs2LE+Pj7BwcEvj3l54/cbL126VFFRQdPEyYZhaIaiaYqmaIamaIaiGJqmaYeDdtgZmmIApCkLXX6z6sq2X7fO2JI6esLo8WHPzH9y/Mb4ry8e1BtMlQ4AAEXRdruDstOABoACDAUYmmFoXgg0TQsMCgAAZALDb7/99t133w0dOrRjx46BgYGjRo0iPjsVFRX3u4pijPH27TtmzpwZ0q6tr693nz59lixdeuLUqcLiYoqXGl8qh91OU3aaclAOiqIoAGmGKq40nM3WLV48pdcb0S16qrp2jJnab9ratD2//ZJbZrJYIGMFDpvNardYHVa7w0ZRDoqhibhoskLTFE1TDE0zlPg8wAAAbFab0WDcv3//rFmzCEd27tx5xowZhw8fLiwstFgsRLyEXMU3FcUu1goo/pF2sCQ9rdut1IoHwV4i427wLzOePezw4qnmdqTC8D9mt83azgd1Smb/IPjX9HwZV3NW636+YQN3Ka5FixaNHTuWxDR/+eWXN27c+Ouvv5aXl4sn0DRN0Q6atjOMg2Yoot/QDgdlt9GUgwGAdljoshuVv245t+n/1sc/P/KFYQF95ipfXPPOSr3ubLGhws4wjMNB2WwOh50irTxFi/zIP4IAMHxjXVZWRjhS1CNFjiwvL7/fVRQhhLbv2D5z5ox2ISG+vr4RfSOWLVt28uSp4uISB+lb0AJF2iyUw0ZcUu228irD1RuHVx9ZPVvzap+wgIbej3k96t+2Rc8hfcfOmZb6xaIvVq9avXLtqvSvPl/x5epvvt9zSHf6anZ+RZEFVDpomqYY2kHTtIOmHaRPwXMkTWTIMIzVajUYDFKO7NSpE+HIoqIii8Uinin2S25btUTHW3inJu8voSbLSveLRhFQoxX+eyYfNytLDaOLR+MuPtrz6TXMOeKJbuffV2tQLbd9wI1ncmWoWeQ/XRm8/ohS7jNoiqZuA5r8oW97Qk3c79IwCxcuHDNmDNEjR48evWHjxosXL5aVlYm8RVMURTkctJ2mHQzloB0Uv8dh442HDgtTnlt5efeF7W9vXjhhwrjxyoHv95r0Tfy3+gM5RcYKO03RdrvDZrXb7Q6iklIMTdNujbXDwTf7hF3KysquXbtG9EgSr5VwpF6vLysrk/6E7vD7uTNu+8u5/c9GWt23bd82c8aMdiEhvj4+ERF9ly5devLkyaKiIspBKgJRtimb1Wa3WikH5XBUVZbm5p7evXnu+ER1pxceb96ysbefj6+Pj4+3r6+Pn79/8xbNWzzevEWLZs2aNW/evFXH8BemzJu3avf3WfkXy5kSu8NB2xiHlabsdkFYpK9CaJII02KxlJSU7Nu3b9asWWQ8kuiRhw4dKiwsrKqqokUKp2jXlbTrDjRN03wXhr5dnRH7WHfonHleIuMhB/neNb/7w2g8e9jhxVPN7XhI6P+6aImq/fy6JTMRvNXsdoccfHP/53G7IniU1G0/eX2KFtdve/M/EldaWtrLL7/s4+ND/GLWb9hw4eJFc1mZw+EgBXE4HHaH3e6wOygHZXdQdgfl4MG/gcNB28rtplzTb6d/yzl86NDhHftO7T5y+cyVkluGSovNQdjCbnfY7XYH//60Q2jgHQ6H3W63Cy0/2VNaWnrt2rVvv/1W5MiRI0cuW7YsKyvLbDbf7yoKAADbtm+bMX0miWnet0/fz5YsOX78eEFhgcNupyhevg67w2az22x2ykFRdqut0mjM/TVHu+en79ZtX/XV+tVrvvt6zZqvVq/64vMvlqcvX7p06dJlny1d+tlnS5YsXbZi1ervd2fuO3PpfL652EJVOhwUZaccdopyOMS/Doqy8/WRSI/nyMx9RI/08fHp0qXL9OnTDx48mJ+fL5rQPcQu7pQepSjXfkrCpn++Kay9cbyDyaeGwUNcB3/X5AMEYwwAbgYV1/vUePTt7lDrVa63va/WII/bPgTGM7ky1Nz/pyuDF081t4HYcPOblIO6DW/VOZmJL1CHuEMRPErqtp+8PuUQ1+/wttQdxUU40tfXl/jFrFu37ty5cyaTyWazWa1Wm81GVqxWq91us9qsNpvdbrfZbHabXYDNbrM77OR9KL5UDkFQ/Nl2u81mJzez2W02u91mt4u3tlgsFovFarWS+1mtVqPBeOnSpTVr1rzwwgvt27dv2bLlyJEjly5devbsWZPJdNv6+rd+Px6/HI9Dt/vZbN22dcaMGSEhIU19fJ588slPP/302C/H8vPzRaGRgvObdpvdbnfY+e8lfDxK/Da0KC/+qCBDsttus5Nb2Ox2u93msPFid30jXsgVFRVFRUU6nW769Om9evXy8fHp3LmzyJHl5eVixSOvZ7PZxE2+ktT8XQgdKo+eFnXHbqgH/upHkfFA4V9mPHvY4VW3JFTnsNUp7ndpHKIeSWyt69evP3/+vNlcKlKj2BBLm2k74Tmb2NLaBdazWq1Wi9VmJcTJH7aLZwgXCxQikDBhT5FgjEbjlStX1q5dO2TIEJI/csSIEUuXLj1z5ozRaLzfVZRhGOaHH36YMX1GSEiIt7f3k0/2+ezTz3459gvhSKnQhNITGdlsdpvNarVZLNYqi6WqylIl/FNVZbFYLFZLlQBLlYXcSCJHvkciiF/gSCsvOrvdXllZWVxcnJmZOX369N69exO/VsKReXl55eXlDrtD/ATSPhC5u6MGd7qB525XH+sOnbPbtae1m3xqsK/nVX/L5ENJ7Ci1Wms8FOXbvbPHhdKrJCfdT2uQx9vetiAPjPGMkiuDx/6/Uhm86paE6hzWWmGpfbfVcttDRHO636Wxpaamjh492sWRG9ZfvHjRbDY7BFucSGnSddJm2u1Ci+uwOxyCnmi1Wvgml7LbHURnlKqdoolPbI75+9tchGoyGa9cufLNN98Qnx1ia12yZMnp06eNRqO0vnpUzr/x+/H45Xgcut3PZsuWLdOmT2sX0s7Hx6dv375Lliz55ZdfCgoKRFm5FU2gOJ4jrVabe02wWCykvyBWJvFqm0RkRGpE6ROVeKloKysqi4uLdTrdzJkz+/Tp4+/v36VLl2nTpu3fv//WrVtlZWU28RsJurtYFcWPItI8ub8Hg/69rhgRmqg8e8DhuBPpitz8N+AQ7Ci1Wmvc3u02j6h5ofQqyUn30xrk8ba3LcgDYzyj5Mrgsf+vVAavP8U9kt/2nznzj0/7IzITUVWn+LOvV9ub/IXS1bxcWE1NTR0zZoyfn19QUNDw4cNXrlx57NixGzduFBQUFBQUFBYWFhQU5Ofnk02yUlhYWFRUVFhYWJBfUFBQWFBYWFhUWFhUWFAgXsSjoKBQeh9yB+FYobhZUFCQl5eXn59PblZQUPDbb7+dOnVq+fLlgwYNat++PbEDL1269NSpUyR/Re1V8G/9fjx+OR6Hbvez2bJ5y/Tp00NDQ/38/Hr27JmcnKzT6S5evCiVFYFYdrcVXgaFBQUFBfkFBQUFRUVFRUVFovjIJvm/sKhIlLkoZelTiJgLCwtzc3+/fPnyDz/88MYbb/Ts2bN58+bdu3efPn36vn37cnNzzWazVWBHXluVwCqov1ZJB06sL3fZFavbRlbGPcZdfn25MtQtvOqWhOoclXWK+12aqpSUlNGjRzdu3Lh+/fpt2rQZOHDgpEmTZs6cOWfOnDlz5rz11ltzJCCbb7nBbVM8Kr2k1v2eN4+Lk+6fOXPm5MmT+/fvHxQU9Oijj/r5+Q0fPnzJkiWnTp0qKSm531XU4XA4tmzZMn369ICAgEceecTb2zsqKmrcuHGxsbHSosVJCkXWPaRR6+afwe2+Tlxc3PTp00eOHNm5c2dvb+/HHnssLCzszTffJBxZWloqsmPN6mexWMgekUQ9GPQPOmcPtr1Ext3gr/XI5crwD8OrbkmozlFRp7jfpalkOZZ1D4YOAKAZmqKosrKy69evr/tu3dSpU594onuLFi0UHTv069fvhaFDnx4woFuv3m1CQh5vGdC8iXdwo8YhTZt0beHfNzjg6ZDWwxTtR6uU48PDXwnvNC4sfJRS9Vxo+5g2bbu3aNHeu2mrJo39Gzf28/ULatU6rGuX3pGRAwcPHjBgwBPdugcGBHXooBg0cBAJ7VZYWOiwO8gcBDH+C8b4fldRm81mYximoqLiyJEjc+bMiYiIqF+/foMGDTp06DBs2LDJUyY3EtC4ceNGUjRuzO8hK41dkJzQqFEj96vc73CHzSZNmjQV4O3tHRoa+vzzz2s0mhMnThQUFJSWlooVr7y8vLy8vKKioqKyRlWUrBI2JUfJ+t/riv2ptvXP48+ZfO7qCXdzq3tuDfqbN3wQjGdyZfjrl3vVLQnVOcx1ivtdmgoW82kXyfw/jDHLsgzDFBYWHti/f/HixYMHDW7Tpo2/v/+TT/aeNXvm5i2bT585c+LEiT179ixduuTDDz98ddKkZ/o/27P3k+0UitahocFt2wYGtwoKDA4KCAhs2TIwICAoKDiodZvgtm1DO3YI79w5IjJyzNixM2bMWJCWtmXLlv379585fXpvRkbqgrQhQ4e0bPm4n79fVFTUW3PfWrdu3fXr161CMksyxRZjfJe18+5/PCSerc1mu3DhQnp6+uuvvx4eHh4cHNyyZcvg4OC2bdsmJSUlJSUlJiaSFY1GkyRAI0GSBPymRiOe43GyB5I0SRqNJsn9JuSS5OTktLS0jz/+eNWqVTt37Tx58mR+fr7JZDKbzWVlZeTf8vLysrKy8rLyCilfCiCble49wrvpitVtIyvjHuNuPr1cGeocXnVLQnWO6jrF/S6NWdQg+VzAGNvt9sKCgj27d8+eOat3715NvZu2ePzxyIjopKRkrVZbVFgIAAMhsNvsJoOhMD//t2vXcs6fO5N19ugvxw4ePqTdt2/bzp0bNm9eu2Hd2vXrvtu4ccvWbT9mZGTu3//z0aMnT53S67OvXL36e+7NkuJiS1UVRVEIQrPZfDbr7KovV40aNUqlUnl7e3fo2GHIkCHffPPN+fPnq6qqiI5LXvJ+V9GqqqoqIjSLxXL9+vUTJ05s37593bp1X3/99erVq1etWpWfn58nARk45Mdc3UcrRZBRSddmzdFdCcQBSNeQpOS2eXl5t27dysvLKyosMhqNZoEazaVmc6nZVGoqLS01m83kX5EvxT3lZeVkDzlE+NKDRP8q6raRlXGPcTefXq4MdQ6vuiUhGXeGqD5yHMeybEVFxenTp9Z8tXrixFfat2vf4NEGoaGh48e/kp6+/Ny58waDgaEoBCHCWMwm7hTBOTmWZTkWIwRohnI4KIedoSgEIMeyHOt+spO/nOVYhDHNgKoqy82bN7dv2/buvHd79ejZsEFDfz//gQMHJiYmZmZmElcdlmURQve7ilZWVlaKZSEKrsPhIJqrxWqxWC2Eb6Qwm82l5I/H/lKzeLLHUZG0/iTES6QwmUziv6WmUpPJxK/XBvGo65X+4jvcDnXbyMq4x7j7CiBXhjrEg86RFRamDpf7XZpqCCHDMAAAEgHu6NGjiUkJAwcNDAgMaNHi8XBVp7jZcZu+33T50iWHwwEhrNvieywAgIKC/KOHf06cn9Avpl+bNm18vL27du0aGxu7Z8+ey5cvWywWwID7XUUrKioqWJYlvQpeDWcxxpj0A1iWvd9f9YFD3TayMu4x5MrwQMHrH22F5cVjIWpQRUXFpUuXMjIy4mbHde/e3cfXJyAwYPiLw1NSUk4cP1lUWOSwO8hQ5T/9MgzDVFVVnM/J+fqrNdNjYzu0b9+wQYPQ0NAJEyZ8+umnR48eLS0tpWkauWc9JKlHa03QISYmdW1yvA7s5JxOzkk0Ql4v5Jwsx7Ec5+ScnMSbSdCZOUKHbuxI7olZjDFLbs9xddumyJAhQ4YImSPv6ULcRHNycpYsWTJlypTg4OBmzfzbt283ceIra9euycnJslqtEEGIIADMP61HioZfykHl3ri5b9++uLi4qMjIli1btmzZMjIy8p133jl27FhpaSnD8OyOEPIgSE9GZDkWu1iNcBjZlLIjx/OiG1iMWcGo7HQ6xTu4gfN4HMtx3H3/rA/acr9bFRl3BbkyPFCQOfKeLjdv3jx8+HBCQkJERERAQEsfH59nBwx4//339u79MTf3pqWqCiHIzwlB8J/nSAQhxAgjiB0Oh8ls/uWX4yuWrxg3flyrVq28fXw6duwYFxe3cePGc+fOWa1WCCHLsgi5XF4F5uM4jsMsZlkssJiLEVnM8hof0Sl5lmNZlsVOjuNYDrP8ACrLOp1uPEp8gIlmSfaIm+R+ZJDyvn9WeZEXefm3LjJH3tMlPT19ypQpHTp0aNiwYWBA4KhRL63+as3ZrKzKikpiySQZohBCiMUI43/0ZTBiWYwxwiRTFcuyFEXl5ubu2r1r6tSpkZGRvr6+bdu0eeqpp+Lj40+cOFFYWERRNACQZhjAMMiV4lxid0X8tpt+yRtIxbNZlq2pIbr0xJrmXFExRe551WU9Ul7kRV7+0eU/x5GS5rjWVprzWOdqOw27LsfiHtL6YyEyAFG2GIahKCo/P//48eNfrPxi0MBBrVu39vX17dq168QJE7//ftPVq9cqKioRxCxmEUIAQsiP+XEs+8+2/uQRLGIhhBDy3ENRFMllsWDBgkGDBvn6+jZo0KBX714ajWbbtm3Xr1+3WK00TUsSlLoGK90NsGRFpEWeKm9DjYI0MU+QUjqUcK0oazdj732vVPIiL/Lyb13+nRzpMV7FsqyTc3JOJ/EfIdTAcpjjMLHxca6/HMcPoQkDaeJwmVPczzqFFeF811lu7TuLGYYxGAzbtm2bN2/eM8884+fn5+fnFxUVFR8f/8PWHwoKCymK4jOZQSD1iCGv9o9KicMsxpzIYwgiwDBkKTWb9Xr9ylWrBg4eHBgY6OPj80SPJ0aPHv3t2rXXrl2rqqzkOA5jFiIEXe/M8eLmWI7IlsUsx1tfOddfl+D4v07OybGcU+LVw3HkP1YYznRybpsiRyKM8D+sbcuLvMjLf3n5d3KkSI0IIXG6Ba/ZCUnvAQQA8AcAUYkAQIABgAGQgYjsR+QQQPx1AAIAAGQABBAgBCFEAEBAruYfQjiSpmmTyXT+/PmtW7e++uqrKpWqRYsWYWFhw4fxoVDz8vIAAzjWRasiR3Is6+T+cSsix7Is4UiWxQgjhBCEGCGW4yCElZVVV65cWbNmTeybsdHR0c1bNG8Z0HLYsKHLVyw/cGBfSUmx3W4HEGIWI4SAIGAgihIA4JI6LzfyLwMYAGgAaV6OECBB0gABiIQrJP+T7wgBJJkniZBF7577Xt/kRV7k5d+6/Ds5EgBQXl6el5d39uzZw4cP79u3TycgU5eZmbkvU7dPp92nzdiXsXdfRkamVqvVZWZk6jIyM/fqdBk6XYZWp9NqM3W6zMxMnU6nzdRpM3U6nVaXqc3UaXVarVar0+oydZmZuszMzEydTqvVZmRk7N2bodXpDh06dOjQoT179ixbtmzq1Kn9+vVr1qxZ/fr1/fz8hgwZEhcX99133x08ePDIkSN6vf7WrVuVlZWk0b/vcvNYDh0+tHnTpk8WffzqxFdDQkMbNmns7ePdpXOXF4a8kJqaunnz5v379/985OeDBw9otdqMDCI6nVabqc3Yl5GRqc3gBaV1ST9Tu4/IL0Or/VGnzSCCzdRpdVqdTqvV6njpZmi1GRkZ/NWZ/GfIzMzMzMw8cODAiRMnLl++XFJSQtP0Ayg3eZEXefnXLP9OjiwsLNTpdEuXLh0xYkRUVFSPHj26dOnSpUuX8PBwpVKlVKpUqrAwZZhKEa5UhimVKqVSqVIqw5TKMJVCpVKqlAqVUqlUqZRKVZhSoVIpVIqOKqVSpVSpFCqVQqlUKJVkk9wtTBUWFqZUKDp27KhUKsPDw8PDwzt06BAQENC4ceNHHnmkXr16jzzyyGOPPRYcHKxQKHr27BkZGRkTEzN27NjFixcfPHiwqKiIYe6/3DyW6OjoJ3s/+US37iHt2jVu3Lh+vXqP1KvnVc+rfv36/v7+ISEh4eHhXbp0CQsLVyiUSoWIpUTZAAAV8UlEQVRCxYtSpVCqFMowhUKlUCmUKoVKqVQqlQqVSqkKU6nCVERsCoVKoQhTKlRKlVIZrlSFk6+gVKoUSlVHpVLRUaFQdFQolCqlijyoa9euPXr06N279+DBg0lX48aNG1ar9b4LSl7kRV7+rcu/kyPPnz//2WefTZgwoWnTpl5eXo0aNWrfvn3v3r3VarVarY6OjlbHREWro6Kjo9TR0f3U6hi1OkYdTRa1Olodo1bHxMTEqNUx5FCMAHWMdIM/Sa2OUcdEx8SoY9QxMdHiI9Tq/v37Dxo0aNiwYSNGjBg+fPjQoUOfffbZqKio0NDQhg0benl5NW/efMyYMatXr7506ZLNZrvvcvNY6tWr16pVcI8e3Z/uFzP0+eeHDx066sURI0e8SAoSE9MvOjo6OjqKSIyIR61WR8dER8dEq3npiGKKiYlWq6OjotX8QkSmjlGr1TEx6n7qfk/FxMSo1dFqdZQ6OkodHaVWRxPpkltFR0d36tSpWbNm9erVa9CgQbdu3ebOnXvy5MnS0tL7Lih5kRd5+bcu/06O1Ov1n3zyyfjx4319fZs3b/7ss88uWLBg586dx48f1+v1en2WPlufpc/KOpulz9Ln6LNz9Nk5en1OVla2PitLr8/KzsrK0etzsrP/v71zD46qyvN4V6mlkYQwVgkJurVSGC3CgqJ0d9xy3GFrsXwFAqETH8UkNT2lxpDEcabK3cGChABhiXmyaqmgSSCBGHUYHdRFeZNnd4cEOjwj6UdIP2/37fs45z66cf84996+3TRTu39kO+k6pz4093XOPfeXVL79+53zO3fYbLJYzCazyWQxmUxmk8lkNg+ZLKahYbPZYjEPm00Ws9lssZjMJrPZZDaZTCaTSdkwmUxDQ+iIdPDMmTPffPNNTU3N008/nZ2dnZWVZTAY9uzZc+7cuRnoD+Xm5v7xj+90dLQnvScKxcXFS5YsmTdv3uOPPV5VVXXq1CnXlCvpvcJgMKlKamqk2WxGGpmZmfnAAw8UFRUdPHjw0qVLFEUpE1fDco5eJHLzJsqDD4dvSmnu0kTVmzcjkZuRyC9S2l5YjIQjN8XITZTRflOZ5HpTnj2izIWVZ+KgfEFBQBMwxVAodP369Y6OjjVr1jzyyCNZWVmFhYUtLS3Dw8MkSSbdbnHk5eW1trYODQ4lvScKVVVVeXl58+bNW758eUVFxcmTJ6emppLeKwwGk6qkpkZaLJbdu3cjPzI7O9tgMHR1dV28eDEUCkUT8kRRFIVwWAiH+XBYRNkWKB9BymKQsvnkFHlBQKkOgiiKEQFlNYiRsBiRJ9FKlcPyZiT2XpJG/vzzz0gjc3Jy5s+fv27dutbW1pnpR+r1eS2trYNDg0nviUJlZaVOp8vIyMhdmrtp06aTJ0+6XNiPxGAw00VqaqTaj1yYvdBgMHR2do6NjZEkKciF53mO53geCiLHi5z8tkTpjIAWaoMcBzkABY4X5VTKcCQiihGBl5I1eOQhCqKA1llFORQolQLlQCipC+hdjFevXm1ra3vppZcWL148f/789evX79mzZ2RkZAZqpE6X19zc0j8wg/zIiooKrVaLFmFAGon9SAwGM32kpkai8chXXnklMzMze2F2UVGR4keKchqilHKHVE0UeSlDkecFyPOQ43mOR+mCosDzIs9RJOV1Ea7JgM9PUwzkBUGUlnITREEMiyjFMGbhGSVpUjkSDAavXbvW1taWn5//8MMPL1iwYP369TM21qrX5TU37envNyW9JwrIj1Q08sSJE3g8EoPBTB+pqZFxfmSMRqqWN5PT9sNCOCKEw7yI3D+OFzjIC1AQeIHjuQDpH3deMn1/6NumnT3/uetvX347ev6Ki2RgJByRHES0klskLIZFgZfWARCk5mPWFyVJcnx8vL29HcVas7Ky1q9f39zcbLFYZqBG5un1zU3NAwP9Se+JQlVVlV6vz8zMXL58OdJIt8ud9F5hMJhUJZU1UvIjs7MNBkPngc6xsbEQRUlTdaSYKs8jV1FEzqQohMN8OCJGwjcjEFITU9dOHvvrntrNRuOr67W6V3L17z772t7GA+YzF6b8FAiLIsfxEHA8RL5jWBTDgiCGReVti1L0VhmVRH5ke3t7fn4+0siZPGdHp3+qubl54Ms/aDXqkrdjGBKkdYfOuKMuT1tnRRd3l6LjCtYdOmP37RofrtdqEp0dri+psyp1zXV5JT2Q6DFqSg+jC6qqqpAfuWzZMsmPxOORGAxm2khZjdy1axfyI7Ozs4sMRV2dXRcvXqQoSl5+XOQlkYTSe6gEnheBKARAYPzG1UHzyW/3Nu9+5/e//beVudn3aubcpdHMWzFPV/nMG50t31zpv0oEWT4shjlOhFAQOCEsiCIvCrwoiGHkUapdVbQ2nuJHdnR0rF27Fs1rncnjkXr9P7e0/NfAV+9oSw8T5OESXb2ZtO7QRTWyO7oLCfJwSYzs3U4jrTt0Go2u3kxCgoTdpRpFZaWfXV1eSU+MAEtKSUKChJWVlciPXLZsWWVlJR6PxGAw00pqaqR6PDJhrFUaL+R4noMCz/OCyIkCJ1Aie4W89vXgN80tNZtX/avxHx99acWSx4t+/Q+vrV70m1Wrc1b/6anfte/osp60+giai4gizwkQ8hzHi7IvKi9mLoqiiOb9RP1IQQwGgyjWunbt2pycnAULFsxkP1Kvz2tubu1HfmSpsURnLNHF+JHxEjhcr5UdvlskUzmYqMi1zHV5cWdKemKrZD+zXKdDsdaKiooTJ05gjcRgMNNHimrkkEkZj5RirZ2dVqs1GAzy0qwaQeAFnpPmnfKCAAUOQpqjbjCuCzeumkfMpiNHe7/92w8nv/7gxCe/P1BdWGp4bcmq9554pf29ved+tLh8JAgLAgchAABAKDXKC/L7onhlwg6as4Niu8GAFGtVxiMLCwubm5vNZnMwGEy63eLQ6/RNTc19X7wd50eWlMYqWVQX1STUSBlV+JSI9RQJEnbXGUtkX9Nclyc7nYdLNMY1lZV6vV6JtR4/fvzGjRtJNxQGg0lVUlQjTaZdu3YVFxdLfqShqKurS8n9QDIpvfxDKRzkIeBYFjJA4PhwOBwOcxHRI0z9OPHdu3+tf23j+o0PP73lMcOBP386ctQ85Q2yoihCjmNZCCFE762QBJIX+NiivHwKjUfeuoaAxWKZgRqp1Wsbmxp7v6hKNB6plkDrDt2tYnm4RBM7QjlcH9tOfNFKI5EaFGvt7jFq6w7vKDWWIId1uF6rq/+tHGtF81qPHz8+OTmZdENhMJhUJcU1cu7cuQsXLjQUGTo7O61j1iAZlFRLSo9EoLUBOJ6HPAcgoCFgIYBMKMj4rhDWQ8OHXj9Qs/bldRsefuY/VhTt37z33FHLlDfIioIIIc8CDgJOcRtRyog82InepxX1IwOBQNycHZT7MTM1UqfXNjU39vX1EiSU/Ujl7OESjUbt/MW5hkSPUZa9uGYVFdRoNMbu2FryxB95sLMUuZLGHcOQ6DFq66wVFRVxuR9YIzEYzPSR4hoZjbV2dVrHrCRJyhop8DxUNA3lRQo8z/OAgzQHAccJkA1B/1XS2j3S/WZnTUFxwYbFz/z7Y0Xtm/ee+1HSSEGlkSjKyqGVeKKzZqOx3cQaWVhY2NraOjw8PAM1Uo/WEGgsiPX38pBiaXR5JWoJjFc7TUlPnKzGuJIlPerduMk+sQ5oj1FTeri7VFPSAysqKlCsVdFIHGvFYDDTR2pq5NDQUF1dXdSPVI1HKm9C5jgOopcv8xzkeAh5joMQAMjSELKQ5zlA8YHx0NgX5w+91VVT+PK64of/5c+PF3Vs/nTkqNnlCbACzwMAWZYFAHAcD6W3CqvfKcwpt0N3JAjiypUraJ2dOD8yEAgk3W5x6HS6xqam3v4+goRxfmR3qRwRVa5HGjlcr9XVm+VIbExCSI9Ro6s3D1vNpKKOSthWCtV2l8bKsXTH6FRYxY9cunRpeXk5jrViMJhpJTU1cnBwcOfOnUVFRRkZGdnZ2RsMG/Yf2H/hwgWCIABAk2wgBJAFgAUsgIAFkGUhAAAwDGBoCFjI8YAlgf9acOyL891vHawtfLXw5Ud/s3nly/vf+3T0qGnKHWA4jmNZQNMMSwMOcBzLQZaDAEIAUQEAyArKIUn2+/2XL1/+/PPPX3zxxcWLFy9YsGDdunVozg5BEEm3WxxarbahsfFQ1T/FzzWtk7Ibzar8SBRc1UjSKEdZJclU2oxOUi3pgfJApkpoo3mTKCSrqqWrN5Nw06ZNSCNzc3PfeuutY8eOORyOpBsKg8GkKqmpkQMDA3V1dUVFRWhN8w0bNuzfv//8+fN+vx9ClYABBgAaQgZAFgAAWRYwDEtTgGUgxwGGBL6rgfMHhzt/1/7ecwXPvzRf+4ecNZ/86QPTkcHJKYKGEDIMS1EMQ7MQQAAgCxR9lG6BCgcljfT5fEgjFT9S0Ui/3590u8Wh1+mbmpp6extKdMaS0npzj1FTWo+m56jUS/IUzXV5KNbaXaqJm7OqUcmkedhKkIqgxi07oLSpmjHbY0S3Q+1slDVyyZIlSCOdTmfSDYXBYFKV2amRsjvIsizDMMhXQ5rEMEwgEBgYGNi5c6fBYEB+ZGFhYcf+/aOjoz6fT9EtwLIsyzCABoCBLAMYVjrCUIBlIORYhoT+8YD1LyM973TtfPXV4pdzVr/7xMZ9731m+m+L00XQgAU0zVAhmqYZ5JKyEAAAlc7EdA9AAIDP57t06RLyI9F6rUgjTSaTz+dLvmFj0et1jY2NDWs0JT2qqOmtc3PUEigrpRrVwWhYNeEdu0tjhbPHGONl9hg1Wb9ervIjf/rpJ+xHYjCY6WNWaqTf72cYhmEYmqYpmqJpGkkRy7I0TRME0d/fv3379g0bNmRkZKB5Me0dHSOjo16fD1VE6kUzNM3QDMuwNMPSDMtIBQBWirtSfto97r7cf9ly7Kefjn35fd9fTlgHxm5cnwqQFAMAYBiWphmaphmWBQCwADDIGUXt07S6bwzDeDyeS5cuffbZZ4pGFhQUNDU1DQ0Neb3epBs2Dp1W935Dw5kzZ5LeEwUUa83IyFi6dGlZWdnRo0dtNlvSe4XBYFKVWauRNEPTdCgUIkkyRIaQFDEMEwqFfD5fX18f0si5c+eieTFtbW3Dw8Nut5uiqFAoRFEU2giFQjRNhagQRdE0TVFIclGhaIpmaJZhEAzDsCzDslF5lurQqDGKpiiapmhaaZokSZIkQ6EQai8UCrmmXBcuXPjkk0+ef/75RYsW3X///QUFBY2NjYODg273jFube+XKlfX19adOn0p6TxTKysqeeOKJjIyM3NxcrJEYDGa6mZUa6fP5KLnIOicVkiS9Xm9vb6/iR6JYa3t7+7lz57xej1JFEUvJFZW0kaLQPyR80gmpEhmiQkg4pdO0coVcWaqpiDBST0WVXS7X2NjY3r17X3jhBfT+yLVr1zY2Ng4MDMzAtblXrtS+X//+6VOnbTZbnNHkp0c2oiiaokIhiiRDQZIMBsmg/BEMkiRJhsigXMggiRpS2VH6RiKbXzI3FZJMR9N0IBCYnJz87rvvysrKnnzySTSvFWnkxMRE0g2FwWBSlVmpkV6vF3lpUe1CUkdRwWDQ4/GcPXu2tra2sLAwqpEd7aOjo16vVwmBKpKm3lZ8RDlOSjOM7CfK96FplqYZ5DOq3U4lsqoIrNQ+FRVUt9s1Nja2b98+NGcHxVobGhr6+/tnoEbqdLqGhobTp0/b7XbFVjGPJkucpJGhkPQFROVGo+8L6EBUX9WGYxhkNQZty0682rQBIjA5OXnkyJHy8nKtVjtv3rylS5e++eabP/zww/Xr15NuKAwGk6rMSo30eDwkSQaDQekPcVAKaYZCoUAg4HK5Tp8+XVtbazAYMjMzs7Ky8vPzP/jgg1OnTl29etVut9vtdofDYbfbbTYb2kUbDofD6XQ6HA67zW63O+wOh8PpcDgddrtSSSp2u0PdDmpBPudQdu12+8TEhM1mQ43Z7fbLly/39fW1tLQ8++yzixYtQnHgxsbGvr6+Gbg294oVK2pqao4cOTI6Oqq2FSrKs8dsSDZw2O12u81ut9udTqfT6VTMh3bR/w6nU7G5YmX1XZCZHQ7H+PjPVqv10KFDRqNxxYoV99133/Lly8vKyr7//vvx8fGkGwqDwaQqs1UjCYIgCCIQCKBPFNMLBoMEQbhcrjOnz2zbtq2wsDAtLe2OO+548MEHV69evXHjxvLy8qqqqqqqqrfffrtKVdDu2zElZlc5q66S8Hh845WV6uPl5eWlpaWrVq3Kysq68847MzMz8/PzGxoa+vr6ZuB6Menp6U899VRxcfEbb7yhfrRK1UOh7ThrJNz935Tb/XQqKyvLysoKCgpyc3PT09PvuuuuRx999PXXX8caicFgppVZqZFer9fn83m9Xj/h9/v8Pp/P7/f7/X6CIPx+v8fjsVgsH3/8cWVlZU5Ozq9+9as5qnKPqqSlpd2TuKQluOy2F8fWTEuLfqpq3X333ffccw/qw7333jtnzpy5c+ciZ6itrW1kZGQGxlozMjLmzJmTnp4+Z86cOFvFmy4tTbFSWloa+kxTDkrH4w0b18Lf2UUWQyU9Pf2hhx567rnnqqurz549a7fbk24oDAaTqsxOjfR4vR6v2+NGouj3S0qJxNLn8zmdzpGRkWPHju3du7ehoWHnzp01NTXbtm2rrq7esmXLli1btsqlurp669at6Ajaro4tW2M3tsrXqKtvldqr3qousdeg+1ZXV2/btq22traurq6+vn7fvn1Hjx4dHR2dnJxUOo++AShPRKhK9AKv/LB+H/pyoJgi7nq1t606IdvN7/d55Tv6/S6X69q1a319fQcPHvzoo492795dW1uL7KZ+MsWA6uMxRosxQ7ViDeVs9e3L1uqtip3j2qmpqdm+ffuuXbs+/PDDr77+qre312azzcD5wBgMJmWYlRrpcXvcbrfb7UZ/3JFsoOKTDvh8Pp/H45mcnESDghMTE9FRrtgxSLs8dCZtO1QDj7cMuSkVbXabPVFR2r/lFtG722y2iesTEzabc3LS7XYrj+DxeJQHQd8DpE2PR5Exr9frdrs9clEsIBnBE6OvyBoEQfj8PoIgol8jvD6lbtR0qnZu3LjhcDomVEUZhlQflJ4FjbnGjlYqBdkpunvr6K7a2vIA5K0/LHSj69evT0xMOB1Ol8ul9D/pv5AYDCZVmZUa+YtGo/lFo9H84na7kV6iv/ieREU5Hi9CySh/p59I9eUdaVcth3FXoq8IaFd9yuPxeD3RW9zuvm632+V2oeNuT9SMUiPSZkwVpNkJzOuNueOtF8ed9f4ffxAJjYZ6iz6T/guJwWBSlVmpkRgMBoPB/D+ANRKDwWAwmMRgjcRgMBgMJjFYIzEYDAaDSQzWSAwGg8FgEoM1EoPBYDCYxGCNxGAwGAwmMVgjMRgMBoNJDNZIDAaDwWASgzUSg8FgMJjEYI3EYDAYDCYxWCMxGAwGg0nM/wB/zpZCUNEqsgAAAABJRU5ErkJggg==" alt="" />

yield生成器

yield和return的区别:

yield跳出函数后会记录当前函数的状态当下次调用的时候,从记录的状态开始!

return后将直接跳出函数!

1、对比range 和 xrange 的区别

>>> print range(10)
[0, 1, 2, 3, 4, 5, 6, 7, 8, 9]
>>> print xrange(10)
xrange(10)

如上代码所示,range会在内存中创建所有指定的数字,而xrange不会立即创建,只有在迭代循环时,才去创建每个数组。

看下下面的例子:(自定义生成器)

def mrange(arg):
seed = 0
while True:
seed = seed +1
if seed > arg:
return
else:
yield seed
for i in mrange(10):
print i

冒泡算法

需求:请按照从小到大对列表 [13, 22, 6, 99, 11] 进行排序

思路:相邻两个值进行比较,将较大的值放在右侧,依次比较!

冒泡算法原理图:

aaarticlea/png;base64,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" alt="" />

冒泡算法实例:
列表中有5个元素两辆进行比较,然后用中间值进行循环替换!
既然这样,既然这样我们还可以用一个循环把上面的循环进行在次循环,用表达式构造出内部循环!

li = [13,22,6,99,11]
for n in range(1,len(li)):
for m in range(len(li)-n):
num1 = li[m]
num2 = li[m+1]
if num1 > num2:
temp = li[m]
li[m] = num2
li[m+1] = temp
print li

让的原理和下面一样:

li = [13,22,6,99,11]

for m in range(4):  #等价于:for m in range(len(li)-1)
num1 = li[m]
num2 = li[m+1]
if num1 > num2:
temp = li[m]
li[m] = num2
li[m+1] = temp
print li
for m in range(3): #等价于:for m in range(len(li)-2)
num1 = li[m]
num2 = li[m+1]
if num1 > num2:
temp = li[m]
li[m] = num2
li[m+1] = temp
print li
for m in range(2): #等价于:for m in range(len(li)-3)
num1 = li[m]
num2 = li[m+1]
if num1 > num2:
temp = li[m]
li[m] = num2
li[m+1] = temp
print li
for m in range(1): #等价于:for m in range(len(li)-4)
num1 = li[m]
num2 = li[m+1]
if num1 > num2:
temp = li[m]
li[m] = num2
li[m+1] = temp
print li

冒泡算法原理

装饰器

装饰器是函数,只不过该函数可以具有特殊的含义,装饰器用来装饰函数或类,使用装饰器可以在函数执行前和执行后添加相应操作。

简单的来说在不修改原函数的情况下,在对原函数进行包装!

一、初创公司有N个业务部门,1个基础平台部门,基础平台负责提供底层的功能,如:数据库操作、redis调用、监控API等功能。业务部门使用基础功能时,只需调用基础平台提供的功能即可。如下:

############### 基础平台提供的功能如下 ############### 

def f1():
print 'f1' def f2():
print 'f2' def f3():
print 'f3' def f4():
print 'f4' ############### 业务部门A 调用基础平台提供的功能 ############### f1()
f2()
f3()
f4() ############### 业务部门B 调用基础平台提供的功能 ############### f1()
f2()
f3()
f4()

目前公司有条不紊的进行着,但是,以前基础平台的开发人员在写代码时候没有关注验证相关的问题,即:基础平台的提供的功能可以被任何人使用。现在需要对基础平台的所有功能进行重构,为平台提供的所有功能添加验证机制,即:执行功能前,先进行验证。

老大把工作交给 Low B,他是这么做的:

跟每个业务部门交涉,每个业务部门自己写代码,调用基础平台的功能之前先验证。诶,这样一来基础平台就不需要做任何修改了。

当天Low B 被开除了...

老大把工作交给 Low BB,他是这么做的:

只对基础平台的代码进行重构,让N业务部门无需做任何修改
############### 基础平台提供的功能如下 ############### 

def f1():
# 验证1
# 验证2
# 验证3
print 'f1' def f2():
# 验证1
# 验证2
# 验证3
print 'f2' def f3():
# 验证1
# 验证2
# 验证3
print 'f3' def f4():
# 验证1
# 验证2
# 验证3
print 'f4' ############### 业务部门不变 ###############
### 业务部门A 调用基础平台提供的功能### f1()
f2()
f3()
f4() ### 业务部门B 调用基础平台提供的功能 ### f1()
f2()
f3()
f4()

修改原基础平台代码

过了一周 Low BB 被开除了...

老大把工作交给 Low BBB,他是这么做的:

只对基础平台的代码进行重构,其他业务部门无需做任何修改
############### 基础平台提供的功能如下 ############### 

def check_login():
# 验证1
# 验证2
# 验证3
pass def f1(): check_login() print 'f1' def f2(): check_login() print 'f2' def f3(): check_login() print 'f3' def f4(): check_login() print 'f4'

新建立一个函数把函数应用到原基础函数上

老大看了下Low BBB 的实现,嘴角漏出了一丝的欣慰的笑,语重心长的跟Low BBB聊了个天:

老大说:

写代码要遵循开发封闭原则,虽然在这个原则是用的面向对象开发,但是也适用于函数式编程,简单来说,它规定已经实现的功能代码不允许被修改,但可以被扩展,即:

  • 封闭:已实现的功能代码块
  • 开放:对扩展开发

如果将开放封闭原则应用在上述需求中,那么就不允许在函数 f1 、f2、f3、f4的内部进行修改代码,老板就给了Low BBB一个实现方案:

def w1(func):
def inner():
# 验证1
# 验证2
# 验证3
return func()
return inner @w1
def f1():
print 'f1'
@w1
def f2():
print 'f2'
@w1
def f3():
print 'f3'
@w1
def f4():
print 'f4'

对于上述代码,也是仅仅对基础平台的代码进行修改,就可以实现在其他人调用函数 f1 f2 f3 f4 之前都进行【验证】操作,并且其他业务部门无需做任何操作。

Low BBB心惊胆战的问了下,这段代码的内部执行原理是什么呢?

老大正要生气,突然Low BBB的手机掉到地上,恰恰屏保就是Low BBB的女友照片,老大一看一紧一抖,喜笑颜开,交定了Low BBB这个朋友。详细的开始讲解了:

单独以f1为例:

def w1(func):
def inner():
print 'gongneng1'
func()
print 'gongneng2'
return inner @w1
def f1():
print 'f1' f1()

当执行的时候,python是由上到下执行的,首先执行到def w1(func):这里把def w1(func)加载到内存

当执行到@w1的时候@w1是python的语法糖!他会把他下面的函数进行封装。

把f1这个函数作为def w1(func)的参数传进去!就是:f1()=w1(f1)

然后def w1(func):  == w1(f1)就会执行:

    def inner():
print 'gongneng1'
func() #func() == f1()“原函数”
print 'gongneng2'
return inner #然后把封装后的函数输出给原函数

@w1就相当于做了一个替换

def f1()  <==> def inner()

@w1
def f1(): # ==def inner() :
print 'f1' # print 'gongneng1'
# func()
# print 'gongneng2'

二、被装饰的函数如果有参数呢?

def w1(func):
def inner(arg):
# 验证1
# 验证2
# 验证3
return func(arg)
return inner @w1
def f1(arg):
print 'f1' 一个参数 ################################
def w1(func):
def inner(arg1,arg2):
# 验证1
# 验证2
# 验证3
return func(arg1,arg2)
return inner @w1
def f1(arg1,arg2):
print 'f1' 两个参数
################################
def w1(func):
def inner(arg1,arg2,arg3):
# 验证1
# 验证2
# 验证3
return func(arg1,arg2,arg3)
return inner @w1
def f1(arg1,arg2,arg3):
print 'f1' 三个参数

用动态参数搞定!

def w1(func):
def inner(*args,**kwargs):
# 验证1
# 验证2
# 验证3
return func(*args,**kwargs)
return inner @w1
def f1(arg1,arg2,arg3):
print 'f1'

三、一个函数可以被多个装饰器装饰吗?

def w1(func):
def inner(*args,**kwargs):
print 'gongneng1'
func(*args,**kwargs)
print 'gongneng2'
return inner
def w2(func):
def inner(*args,**kwargs):
print 'gongneng3'
func(*args,**kwargs)
print 'gongneng4'
return inner @w1
@w2
def f1(arg,arg2,arg3):
print arg,arg2,arg3 f1('nihao','tianshuai','shuaige')

输出结果:

gongneng1
gongneng3
nihao tianshuai shuaige
gongneng4
gongneng2

这个被多个装饰器装饰,其实就是套完一层在套一层!勿把自己绕进去!

 四、还有什么更吊的装饰器吗?

def Filter(a1,a2):
def outer(main_func):
def wrapper(request,kargs):
print a1
main_result = main_func(request,kargs)
print a2
return main_result
return wrapper
return outer @Filter(f5, f6)
def Index(request,kargs):
print 'index' '''
1、第一步:把def Filter(a1,a2): 加载到内存
2、第二步:@Filter(f5, f6) == 调用了装饰器 == @outer 然后返回给函数
3、第散步:执行outer函数并返回给index函数 Index == wrapper
4、执行wrapper 函数,这样做的意义就是除了原函数给的参数外,装饰器也可以调用自己定义的参数 '''

这样做的意义就是除了原函数给的参数外,装饰器也可以调用自己定义的参数

上一篇:[LeetCode#266] Palindrome Permutation


下一篇:聚类--K均值算法:自主实现与sklearn.cluster.KMeans调用