plt.imshow(face_image.mean(axis=2),cmap='gray')

图片灰度处理

 

size = (m,n,3) 图片的一般形式就是这样的

rgb 0-255 jpg图片 166,255,89 0.0-1.0 png图片 0.1,0.2,0.6

灰度处理以后 rgb---->gray 166,255,89 ---> 190 0.1,0.2,0.6 -- > 0.4

size = (m,n)

import scipy.misc as misc

import numpy as np
import pandas as pd
from pandas import Series,DataFrame

import matplotlib.pyplot as plt
%matplotlib inline

face_image = misc.face()
plt.imshow(face_image)

face_gray = misc.face(gray=True)
plt.imshow(face_gray,cmap='gray')

三种方法

  • 最大值法
  • 平均值法
  • RGB权重法[0.299,0.587,0.114]

plt.imshow(face_image.max(axis=2),cmap='gray')

plt.imshow(face_image.mean(axis=2),cmap='gray')

n = np.array([0.299,0.587,0.114])
plt.imshow(np.dot(face_image,n),cmap='gray')

matplotlib

一、Matplotlib基础知识

 

Matplotlib中的基本图表包括的元素

  • x轴和y轴 axis 水平和垂直的轴线
  • x轴和y轴刻度 tick 刻度标示坐标轴的分隔,包括最小刻度和最大刻度
  • x轴和y轴刻度标签 tick label 表示特定坐标轴的值
  • 绘图区域 axes 实际绘图的区域

只含单一曲线的图

x = np.arange(-np.pi,np.pi,0.1)
y = np.sin(x)
plt.plot(x,y)

包含多个曲线的图

plt.plot(x,np.sin(x),x,np.cos(x))

设置子画布

axes = plt.subplot()

plt.figure(figsize=(8,8))
# 设置字画布,返回的值就是当前字画布的坐标系对象
axes1 = plt.subplot(2,2,1)
axes2 = plt.subplot(222)
axes3 = plt.subplot(223)
axes4 = plt.subplot(224)

网格线

绘制正弦余弦

 

设置grid参数(参数与plot函数相同),使用plt面向对象的方法,创建多个子图显示不同网格线

  • lw代表linewidth,线的粗细
  • alpha表示线的明暗程度
  • color代表颜色
  • axis显示轴向
  • # 对不同的坐标系分别设置网格线
    plt.figure(figsize=(16,4))
    axes1 = plt.subplot(141)
    axes2 = plt.subplot(142)
    axes3 = plt.subplot(143)
    axes4 = plt.subplot(144)

    axes1.grid(True)
    axes3.grid(True)

    # axis参数设置网格线显示横纵
    axes2.grid(axis='x')
    axes4.grid(axis='y')

    # 设置线宽、透明度、颜色
    # red green yellow blue black orange pink gray white purple cyan
    axes1.grid(color='red')
    axes2.grid(lw = 2)
    axes3.grid(alpha = 0.5)

  • 坐标轴界限

     

    plt.axis([xmin,xmax,ymin,ymax])

  • plt.figure(figsize=(4,4))

    x = np.linspace(-1,1,100)
    y = (1-x**2)**0.5
    plt.plot(x,y)
    plt.axis([-4,4,-3,3])

  • 坐标轴标签

    xlabel方法和ylabel方法
    plt.ylabel('y = x^2 + 5',rotation = 60)旋转

    • color 标签颜色
    • fontsize 字体大小
    • rotation 旋转角度
  • loc参数可以是2元素的元组,表示图例左下角的坐标

    • [0,0] 左下
    • [0,1] 左上
    • [1,0] 右下
    • [1,1] 右上
    In [122]:
     
     
     
     
     
    plt.plot(x,x,x,x*2,x,x*0.5)
    # 使用loc参数设置图例位置
    plt.legend(['nomral','fast','slow'],loc=[-0.3,0.3])
     
     
    Out[122]:
    <matplotlib.legend.Legend at 0x1bee4870>
     
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" alt="" />
     

    图例也可以超过图的界限loc = (-0.1,0.9)

     

    ncol参数

    ncol控制图例中有几列,在legend中设置ncol,需要设置loc

    In [124]:
     
     
     
     
     
    plt.plot(x,x,x,x*2,x,x*0.5)
    # 使用nloc参数设置图例的列数
    plt.legend(['nomral','fast','slow'],loc=9,ncol=3)
     
     
    Out[124]:
    <matplotlib.legend.Legend at 0x1bf93870>
     
    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" alt="" />
     

    linestyle、color、marker

    修改线条样式

    In [139]:
     
     
     
     
     
    x = np.random.randint(-20,30,size=(100,3))
    df = DataFrame(x)
    df
     
    . . .
    In [142]:
     
     
     
     
     
    plt.plot(df.index,df[0].cumsum(),linestyle='--',color='red',marker='o')
    plt.plot(df.index,df[1].cumsum(),linestyle='-.',color='blue',marker='H')
    plt.plot(df.index,df[2].cumsum(),ls=':',color='green',marker='d')
    plt.legend(['one','two','three'])
     
     
    Out[142]:
    <matplotlib.legend.Legend at 0x1d43e550>
     
    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aaa7yf2blzpzz55JODHtv/3DUaTXCmrpgqk3+bLPkNMvX+VDl26ViZ/+d8uaV8S6yHZk5Tk5RDh0rZr5+UOTlSCiFlbq6Uy5a1eFfAJmnBdrdI60ZKuQHY4H79LXCGSZ8a4KqWX3Jaz71v3kuT9NUpbpJNlHxewp/H/zkixzjjjDPo378/AEOHDmXHjh2ce+65AEybNg2AY8eO8e6773LVVc2nX1tbC8Brr73G1q1bve3ff/89R48epUuXLhEZn0bTGfHUgG1oUnkhtY21bCzbyOPjHo8Pz92fkhK4804oL4eePeGxx6AgUEUz0nQYUbMNN2zwvrbb7D7vH7zoQW5Zf4tPLUin3cmjYx8FoJezl0//Phl9Wnz81NRU72ubzUZDQ4P3fXq6ivc1NTXRvXt3Pv3004DPNzU18d5775GWltbiY2s0GnOC1YCd+/pcCocVxmhUQfCkVHqybQ4dUu8h6sY+ISQQolHWy1+m2Apdu3Zl0KBBrFixAlBhsc8++wyAMWPG8Kc//cnb1+xioNFoWsZ9592H8Ev0i3mOfDDaOaXSSEIYelBlvbLTsyOWPmWUKb777rstf66kpIQlS5Zw2mmnkZ+fz6pVao76scceY9OmTZx66qnk5eXxl7/8pU3j02g0MPnkyQzoOoAUWwoQJznywWjnlEojCSVTXFpRyrTnp/HslGfjMz5nES1TrNGExvhbH9h9oLd2a063HErnlMY+fdKMgQPVClh/cnNhx45W7bJTyhR7ynp1ZCOv0WhCY1wzc8mySwA6Ru3W++4LbItmSqWBhDL0Go0m8TGumdlzdA8zVs3oGE6eO2uPrCwQQnnyixa1S9ZNXBv6eAgrtTed8Zw1Gqt40imNwmVrv17bMSSHX3oJUlLg22+hqUmFa9rByEMcG3qHw8HBgwc7leGTUnLw4EEc/pXONRoNEDqdMu5Zvx5GjoSMjHY/dNzm0ffv35/du3fT2ZQtHQ6Hd2GWRqPxZcGFC0zXzMRlOqWR+nr40Y+UoY8BcZt1o9FoNGZMXTGVFVvVWhVHsoPJJ01m+ZTlMR5VbOiUWTcajSYM7VHVKMrHeHLykwzoOiB+JIfDUVKiJmLboZJUUKwI4kT7YSZqptFoIsyyZVI6nVKqmkbq4XS2SkyrvY6xpXyLqUBZsPa4I8r/51gUNdOhG40m1pSUqGXwZWVK6AqUDkpOjsqxjlRmRhQW7ETzGK46l+lCqDlr5zDmB2O47OTLwu8k1kT5/1yHbjSajoB/7dCDB9UjGnVE22MJfgSPYVZjwlXn4vX/vs62g9vaONB2IoayB0a0oddoYomZ0JWRSIpeBateFK6qUUti7q09hh/++fI1DTWs+moVg/80mH9O/Sd3nn1ni/YXM/r2NW+PUiWpYGhDr9HEEiueXaS8v6IiMMhte9m5M7gB97/jCHeX8ZvfBLalpbV4mb9ZvnxNQw17j+5lwjMTfBZMxTVDhwa2tZPsgRFt6DWaWGLFs4uU91dQAOeeq5bf+xPMgLdUWtdTSCc72/c4113XooyTUIW+9x7d2+ZSoe3GCy/Ar36lYvLtLHtgRBt6jaY9CBb+KCpSHm8wIun9NTTAZ5/B1KnK4PhjZsBbGmPu3x9mzoS9e2HpUrDZoLraezdQesd0htwsKB3cHXr1ChoOKhxWyMmZJ5seor6pnjXb1sSv7IHxuz75ZDjpJDXx2s6yBz5YSc2J9kOnV2oSmlApdkeOSGmzSdmjh6odmpmpHm2oIxqUl19Wx165Uu3fOB7jw3jcPn2C9/E/x9xc33Hn5vp85pgdmXMbUtyLzL1NvTdLOfSkTn64+0M54JEBPrWgjY/s32dH7v8mUrRHCqsBLKZXao9eo4k2ocIfb74JjY2wcqXy+A4cUI+KCrj0UjjhhLYf3+NhXnKJCh8cPhw6HLRzpwq1CAG1tcorNyKEb1w/WBzfL62wcDJUpINMgvJ0mDk58P/DKEF81YqreGHqCxyXcRxpyb53PXErexDDKlKh0IZeo4k2ocIfr7wC6elw9tm+2xwOWLIELrigbSsqjUYYlCG++WYYP16FhYLhWV9TWamOn5mp3gvRvM1j0G+91dy4GS4QxUNh7WCosav3NXZYM1i1eykro/CxCyk/WIZEsvfQTh5e/r/suXMPE0+aGNFSoVEjTtIp/dGGXqOJNqFSDl99Fc4/X8nXGlm1SsXUq6rallMfzMNct05NCprF6v2pr1eKi7m5zUbeuK+DB80/19jovZjMvQhcfqdYlaLaPRSf42Rt5QfUuqUW622w5tAHFC+cHfFSoVEjQumlkUYbeo0mWnhCJmYrI1NT4bbb4Ouv4eKLA7fPn68MvZHWhABCeZgFBWpy0IqxLytruVfqyTDJzWXBa+Co993sqIfkJijNAoRg7tku84tB2RLSV/yLdU/Vk1chWftUHekr/tWysbQXRUXqbsxIDNIp/dGGXqOJBv4hEyPJySrjpKAA/vhHmDQpsE8woxoq590MKx5mUVHoMI6nf0u8Uo9xc19MCjdLLu0+gpRGtTm5URmffRkwoQBcyZIFr4Gzzm83dfDgy01w3XXkf7aPLQsh/7N9kV0xHEkKClQ6ZVpaTNMpA7AyYxvth8660SQcfhknPtkqJSXqda9ewbNrgn2+pZkcy5ZJ6XCE/6wxS8Y/I8fT3yyjxPjwfC5IttCx2mMy59EcKX4jpPMBp3Q84JD8BumYj5w2Re3jrMLmrBpju6XMn04IOutGo4khoUImjY3K2ztwIHj8PZyXbTWMU1AAEyeq16E8TE8YR0qV/262wKegIHRcX8pmsS6//f+38r889sFjLL18KX0z+iKRzfIGhonZ5S9ApguEhN4uWLIqxLnFeILTlO+/h//+N9ajCEAbeo0mGoQKmfzqV+aTmkbDHc6ogvUwznffqepGVhfseIy+WX/PNrPVtRDU+G7cuZF5b8wjp1sODbKB6oZqn+2eidncI/DWU5C3H9aWQHq96e4UUsZO3z0YK1fC8cfDf/4T65H4oA29RhMNzFa8euLWVlPwrEyWhsvGaWhQefNjx1oeuiVakF1SWlHK79/9PRuu38DA7gNZcOEC0u3pPn2cdfDzf8M/hkBOfRpbns0k30oVUf/zb4/CKh6Mx+rVSz1uuEG9//zz6B23NViJ70T7oWP0moTkZz9rjl0b49ah4vdmhIuNW4lXNzRE7ryCjckk9m+My+c+miuP1R6TUko5dcXU5hj9fXZ55fVp8vEzVGz+2ycfMd+/ldW87bUqNdx3EsXVsEawGKOPuZGX2tBrEpWZM6Xs3l3K+nrf9tYYJBNJgQAjaEZTU8ROJ+iYQsg1TF0xVabcn6IM+v0OOW3FNCml7wUg6b4kecu6W2Ten/Pkc1ueC73/YMbe06e9Jm3DTZa302RxxAw94AA+BD4DSoH73O2DgA+Ar4FngRR3e6r7/Tfu7QPDHUMbek3C0dQk5YABUl55pfl2C0bSlFAGxrifZcukzMlR7d27t4t36c+ST5bI9KJ0H30aZ5FTLvlkiZSyWdNmxsoZss/v+wR4/aaEMuahLgKRJtTdRTSP64dVQ28lRl8LXCClPA0YCowVQpwF/A54VEp5IlAJeHRDZwKVUsoTgEfd/TSazsVXX8GuXTBmjPn2UBOeoQiVjeOJV8+Zo549Mf/Dh2OSd26mKV9VX8Xc1+cCkJ+dz5Y5W3A1uKisqfSpJBUUs/O32+HYscAJbg/RWJXanvLSESCsoXdfOI6539rdDwlcADzvbn8a8BRwnOx+j3v7hUIEm6LXaBKU8nIYPNh81WtbCJeNU1WltseBsJbppKufGJmnklRtYy2giouElCA2nr8QSoNHiOAyDNFalVpUFChb0R7HbSWWsm6EEDYhxKdABfAqsB04LKX0rNHeDfRzv+4H7AJwbz8CZJrsc7YQYpMQYtP+/Vam1zWaDoAnE+P885Xy47vvRv4Y4VIcGxvN29s577xwWCGDMwcjUOM0EyML5/WbYrwbysiAurrgfe320EVPWpulU1AAp5yihNs8FxzPRSdeVsMasGTopZSNUsqhQH/gDOAUs27uZ7O/voB7KinlIinl6VLK07OysqyOV6OJX1padq+tBAsN+MsKh+sfReacPoc0e1pQMTIrXn9Iwl28jhwJ/l205fv6/nv44gu45RZfeelYFhcJQYvy6KWUh4ENwFlAdyGEW2eO/sBe9+vdwAAA9/ZuwKFIDFajiWvaW4vcLF7tdCpjFSyHv525cfiNfHjjh+Rl5bH22rWkp/ga9cJhhUwYPKH1EsQtudj5fxdt+b6amuC++9TdQgcgrKEXQmQJIbq7X6cBFwFfAG8CU9zdrgc8i5VXu9/j3v6Ge3ZYo0ls2luL3D9en5wMCxeqx+LFMa9T6qpz0SSbvJOu+dn5pv3aJEEc7GIXLHy1c2fz4iYzwTkI/X15Qj09e8Jf/gJbt1ofaywJl5YDnApsBj4HtgD3utuPR6VdfgOsAFJlczrmCnf7h8Dx4Y6h0ys1CUF75nH7U13dnDP/xhtSvvJKdHPoTfCkS24p3yKllPLnr/xcHvfwcbKuoa7Fn20RFsoYtujRkoVr7bQwKhjoBVMaTTuzbJmUKSmxMwTLlqncfZAyObldDZDZCth129bJB956oN3G4IOV1cRmj7S04P9vsbyQB8GqoddaNxpNpCgoULf1ycntHzIpKYEbb1S5+6A0btoxd75wdSEVrgpvLvyU56Zw96t3c9nJl4X/cDSwIgpnxqWXBv++4rRMoBWEjIPw+emnny43bdoU62FoNG3nww9VndVLLmnf4warZOWRDW4jpRWlTHt+Gs9OeRbA5/WYpWOorKkMUKQUCHK65VA6pzRgErZdCfZ/YyQ3F7p0URW/6urUJK+ncEq4/UTo/7g1CCE+llKeHq6f9ug1mlBYybM29pk6VaXZtTdR9DZddS7GPzOerfu3Mq5kHONKxvm83ntsb4CRB6ytdG0Pwmn7O52qWPr27WrtQ7BUy6IiVQLS/7NxtDAqGNrQazTBCJVn7THuQqgUu/bKnQ9GhItSl1aUMmThEEorSn3CMnuO7mHv0b3e13uO7gm5n7ArXdsDs9W0/oub1q2Dar+LlVmNgPPPVxf0OF0YFQwdutFoghHsVj0zUxkF/xxsI+19O++5KBnH5HS2yhC56lzkLcxj15Fd9HD0oLqh2tRjbwnZ6dmU31Xepn1ElaQkc60cIVTOvAcpYd8+OO649htbCHToRqNpK8HCHgcPhjbyoT4bLfy91jZ4m0YP/lDNoRYbeeG3OL5FK11jhdU7IiHixsi3BG3oNRowrxbUlrvdWCgXtlYR04BHZMxTz7UlOJIdHNflOMb8YEzrV7rGCrM4flqaajeG6bp1i6/ShRbRhl6TmASbRDVr94/FHzwYWg0xM0CjL7BPB5ig86e0opTZa2YHiIwZSRJJ2IQt4LUj2cHkkyaz5449vDD1hdavdI0V/ndEAOedp549fxugNG5iMQfTRnSMXpN4uA13aXoV066CZ1dAvssJ118PTz8dGMdOSwtu2P15/HHo0UPlrNcYvF4h1EUiNzcwLa8D4InLlx0pQyCQBh3CtOQ0nHYnh6oP0b9rfwB2f7/b57V/GqUxHTOY9EFcc8458P77we/qYphSaUTH6DWdl/nzcdVXMb4AtvaCCQXgqm/WaS/NgiFzoDQLZfStGHkh4Oc/V+mT+fnKyBszN5YuVUYhDpULreCJywMIIUgSyjQ4kh1MOmkSb93wFnlZeawvWM/6gvUBr/0Fy8Lp28Q1JSWweXPo0F0HWCRlRHv0msQjKYlpV0pWnwQ1dnDUw+gdsKsbPLkSpkyDXV0h53so/TOk11vYp8dTnz9f3cYLAX/9K8yaFe2ziTrFm4u5Zf0tPiEbj1ef2y039gue2hurC6y0R6/RxI7i83uwdrAy8qCeXz4BtmbB6BlQkQ4yCcrTYeZklGduZUGNMVYrJdx2W4eL1ZphVvxDIrEJm6m0cMITzlvvgHMw2tBrEo65I2tw+VV5k0I9quy+F4A1g6F4wEFwOJpDMcEW1MRBeb5IYFwMBcGLfyyetLhjhl7aSqiMqQ60SMqINvSahGPBvnySmoJs9Kt/VpUCcy8CDh1Si6CWLjWvFtSBBa2MGOUMJjwzAVedq+3FPxKNYBpBuDxdAAAgAElEQVT3y5Z12DkYbeg1iUVlJYVPf84lDbmk2EIUb3bjrIMHX1OvS9OrGPLRDK+n66G0opQhtySryVt/YpEvHwKjt+7vuUOgyqRHh+b47seTakvtWCmR0SKCi8/iBW3oNYmBJz8+MxPS01nR9Ub6ZPQBQPjnG7jfJzfCxG0w41Nw2VFZOt3qvZ4uGDzgHg1MmC5w2Q37iWGs1syIBxMf85yP/2KomoYaVn21in6P9OOLA18weuDooCX/Oh0RWHwWT2hDr+n4+C14+uugQ2xe8gDrus4hv9LOmG9U5g1Aaj046wEJvV1w579VquWVUw2TtAZP18cD7p7MlJ84VGrmaX3b3cvzGPeP9nwUEH7xH6tRfMxzPmaTrjUNNew9updPv/uUZZcv67gpkZqQ6PRKTcfHkA7XkAR974Srt8DjW3OhrAxXsiTvZpVemXMEVjwLMy6HJ9enMmVyLWVdUbF7Q/zekewg1ZZKXWOdj9aLR8clp1sOK65awYxVM9plUZBRaCwtOY0mmqhpqPGuSB3zgzEBKZJGnHYnU/On8lzpc1TVB+r0ePazfMryqJ6HJrJYTa/Uhl7T8XErD5ZmwbSr4Ol/qhz5rGqhYug7d3q3PbsC8vcDubmMu7kbrx37nIZW3Nem2lKxJdmorq9ul+Ia056fxuqvVptq0DjtTmzCxtG6oyH3YRM20u3puOpdNMrA4tlOu5PHxz1O4bDCiI1bE110Hr0mYQmIT+fkNMfYe8GVV7vDM54qQU4n+fthy0K3kXc6Kf75GN6s/apVRh6gtrGWqvqqqBTX8D+/4s3FvLjtxaBCYx4P3T9F0ohA0CRVKlJ3R/eg+5n7+ty2DF0Tp2hDr+lQ+KQHLh6N6wTlsRdObo6x78uAmVfYmjVnTDIo5latoraxNiJjimRxDf/0x4/2fMTsNbNNwy0enHYnD495mJN7nexNkfQXHwO1CKquqY4Rx43guIzjSEtOC9hP3MsJa1qFNvSaDoXP5Gj1AWYO20XxUHxWwtYlw5o8G8V5bkNukkFhtkjIX0fdn1DbI+UNF64upPxYORLJd8e+Y/TTo2mUjSGPfWa/M3ng7Qf4eN/HdE3pikDQr0s/juuidNOllF6RspqGGjaWbeT+C+5n4kkTde58J0Ebek2HISA90L2y9baxBKyErZJ1IQ2v2SKhS35wiamna6az7k8kvGFPiMZzp+EJD4ESGvN46Km2VJx2JwJBuj2drw5+xa4ju+iT0Yc116zxERyzCZuPEiU0X5SKJxV3PDlhTavQhl4TPawU1m7BfuY+MzMgq6TKbeDT6nw/YsXw+hu656c+z5479wR4umY6685kp7dPskhmwokTWuwN+8fi574+N2iIpkk2eWPsfTL6sOH6DeRl5XFuzrkcqj6ERHK45jCPvP+IN0UyPzufRRMXmcobPHjRg6SnpLPu2nU6d74ToA29JjqEKqzt3y/UxcCwnwWvQWqD72ZHPXSpA3sTXtkDq2GIYIYumKdr7L/hhg3ePg2ygbEnjA1YwBQKMykCs3CSEaPQ2Ih+I7jj7Dt4p+wdnwVQ/nMF4eQNOrScsMYyOr1SEx2CSb0a5V3NClobCniU3nsT0z7/Fc8+U6+yZYDTZ8EnfdWka2o92CRUJ0OvKtV20Ak5EZDWtVI4w9PnoYsf4qdrf8quI7ssp1oa0yU9dw1/ufQvnPW3s9hxeIfpRLHT7uRP4//kNdK9H+rt1ZA34l+I25iD3x6poJr2Q6dXamKDx0MPpudtFAGbPz9QEdLteLj27mT8lrlKkqAAPuqrVrA+8SIM+F7JGtgk1NmUgT/qgNMzf0heVn5EwhBWPF1Pnyc/e9JUP8YfT6jmgbce8EmX9HjiRRuL2H5oOz0cPQLCQ2Z3KcFUJ/1DVjpEo9EevSZymHno/hg9evdCJzOmTcFbOMToued8r1a2XnYNVKZBtUF7JhYLfsyKdpiNw+hVC9Gc024kOz2br36mJlaveeEanpz8JFNWTAnpiZvdGejVrZ0H7dFr2h8zD92IvwhYEOVH/3TJWrvSkZdJsKcLPPxjJXVgNPIQmwU/ZvoxZuMwpoUm0Zzj7sGR7CA5KZk93+/hh71/yJY5WxjRb0RYT1xnzmisoA29JnKE02a/8UZfETAz3W+UPrx/uqQnjbzBplIqx2+D9FZk2kQaK+ET/7TQBqlmlO1J6kqVaktFSsneo3sZWzLWK1IG4UNIOiyjsUJYQy+EGCCEeFMI8YUQolQIcau7vacQ4lUhxNfu5x7udiGEeEwI8Y0Q4nMhxI+ifRKaOCGYNntODmRlqRqrxuyaPn2U4fd8TihrvuC1QCNupCoF1g2GCduaVSljteDHP6slxZbCsD7DePjdh33SJv29/kbZ6F0IVddYR12jOuEDVQdaLKegM2daz8aNcN11zY+NG2M9ouhgxaNvAO6UUp4CnAXcLITIA+4BXpdSngi87n4PMA440f2YDTwR8VFr4pOiIkjzXWyE0wkTJsCRI1Bb25xqed11cNFFUFwMDzyg2pcuhdxcCj9VHrvHiPut98FZL3jwNSjePIDstMyYhy2M4ZP6xno+2fdJ2LRJp93JfaPvo29GX5JEks/K1UjJKWhC43LB5ZerwlGexxVXhI4+dlTCGnop5T4p5Sfu10eBL4B+wGTgaXe3p4HL3K8nA3+XiveB7kKIvhEfuSb+KCiAxYsDK/OsWwd1fi66ZxK2sRH+53+Uh++RKli2jIwmm1IOlkqgzMdzHzqVGZsl6d+UsW7WWzEPWxjDJ2f2PxPp/ufJwCkcVsjFx19MSlJK8zkMnsgvR/2SBtkQoCSpxcXah6IiqPHTiauq6nB1vy3Rohi9EGIgMAz4AOgtpdwH6mIAZLu79QN2GT62293mv6/ZQohNQohN+/fvb/nINXFFaUUpQ34/iFLXDvj6a2v1Vj34F9kuKODUC67huu3p5O2HDS/1Duq5x0vYIj87nzvOvoP/lP/HdAHTuBPGUddUF3AOVlMkNZHniScCvffqali4MDbjiSaWDb0QIgN4AbhNSvl9qK4mbQE5dFLKRVLK06WUp2dlmRXj1HQUvKs8XTuY8NW9uJr8FvtYqavqdzG47eal/PUfx9jyZ8mIj7+LC889HKEycAp/VMhTk58KOAddmDt23HQTpPhN+qelwZw5sRlPNLFk6IUQdpSRL5FS/tPdXO4JybifPUv0dgMDDB/vD+yNzHA18Yg3dVBAeQbMXHOjb4cg2TU+uC8GpRWlnPSnk/hP+X98NseL5x6KUN55clIy1w+93vQcdIpkbJg/P3AZh9Ppe3OZKFjJuhHAEuALKeUjhk2rgevdr68HVhnaf+LOvjkLOOIJ8WgSjwBFyaSmwMlEoyY8eLNrvLjz6z13BtsObuOsJWf5pBl2BMy881E5o/jNht9w+0u3U9tgrn+vUyRjw/79UF8PP/whTJwIAwaoxLBwPklHJOzKWCHEucDbwH8Az3K+eag4/XNADlAGXCWlPOS+MPwJGAtUATOklCGXveqVsR2EkhLl7pSVeas39d53hyW9lXD7oaDAZ5WnPcnOFadc0eFWeRpXwPbv2h9XvYtD1YewCRuHf3GYjNSMWA9R4+bee1XC144dKidg+HD40Y+grzt1ZNYsGDUqpkMMi64Zq4ksZvIGTifFPz2D/03b4JULBnDWwZ/6zWLGnEWWd29VSqAj4BE765nWk7fL3gZ08e14YuNG5bmvXAk9esA//qGMfE4OHDrU3C8zU/ki8ezha0OviSwhhMr8dWku+wqWf2TQtLGAVSXGjkIiXbgSCZfL3KDPmKGybYx+TFoa3H57fKdbaq0bTWRxZ8WUZikVyVJ3otSbA2HkTsh2ARKaBPxtlaG/fyFvN/7tCy5cQKot1adPR04ztKqBo2lfguXOP/54YqdaakOvsUZODi47jC+Arb3wSgdfORUeGAVrnoEBR+Det+DbHjDklmQ+2vNRQHENMC+A/ch7jzB64Givse/oaYY6Pz4+CZY7D4EhmkRKtdSGXmONe+6hcDJUpCsVye/SYfQMOOxQ1Z1+UAllf4Db34eJBYKtPRoY/dRob6Fro067UcnRUwB76/6tbN2/NWHSDHV+fHxy003mBv1//xccjsD2REm11IZeY4liNvNiEOngA06YOVm1X3+tk33dlHZLVUOVt1KSZ5XojFUzfNIxPQWwJZLyY+XkZ+UnTJqhzo+PP+bPB7ufvLXTCffdpyZnp0+Hiy9W7T17wk9/mhhiZ3oyVhOAWRm93r9KoyK5JuhnnHUwteconq35iOqG6qD9BMIr4GW6nwSbsLRSklDTvuTmQkMDXHCBeu+fRulyqWyc+vrmtnjNwNFZN5pW4V9fdMVVK5ixagZXv7iDB0fU4EpqDPpZK0Z8Wv40nit9LmCi0khHzbTRxD9SwoYNyqs/91zzPvPmwaOP+k7axmsGjs660bSKYPHzRT+s45KMYd6Ysz9Ou5Mbht4QMAHpISUphUtPvJT7z78fiSTF5l9ZpHk/esJS01rC6csLAeefH9zIg5qw9c/Mqa6G3/++44ZxtKHvxPinOPrLGRjj57udDcgB/b0xZ7PC1cWTi30mIFNtqTjtTlVco6mOsweczeinR/PD7B/Sy9nLUgFsjcYqVvTlS0rg3XdD78dswhZUKKc1mvXxUNxEG/pOin+Ko6vOZZr77UEieXnbOm4cdiN5WXlsuGGD6USjcQKyT0YfNly/gVOyTqHogiIeee8Rth/aznfHvuNf0/4Vcj8aTUspKgo0wEZ9+cZGuOUWVTIhFPPnB2bgBNunh2DG3Ozic/HFcM017Wz0pZQxfwwfPlxq2pepvz9TOn6J5DdIxy+R0x46Uy75ZIlML0qX/Iagj+z7u3r3saV8i8z/c77cUr7FZ99m7VNXTJWp96eq4z3gkNNWTAu7H42mJXTvLqWKwvs+uneX8q23pBw3Tr3/8Y/V+1C89ZaU06dLabcH36eHY8ek7NnTd3tmppQul5Rz50rpcJjvw9ivtQCbpAUbqz36TkjxwtmsrfyAmmT1viYZ1hz6AN57n7EnjG2Ow/tLuNbBgxuSve+DSQf7t3tCQv6plh6Fy44gQayJf/7nfwKFUdPSVE36yy+H9etV27//HT78MmqUqmx5113BF1J5vPgzz1SVMo14vH6zeL9Zv2ijs246Ib3vsVGR1hTQnn0Mfr45jZ//uBopIK1eSRrU2FUpv8lfwfIXhKoe1ZLjJZiOTaKwcaNvGKMjqDWG4r334JxzfNvaqmMTTBvniy/g5JN92/3p3h2uvx7++MfQx7DbYdq01v3/W826SQ7XQZN4LHi5iVvGg8tPcfLB1+DEQ9X8JB0+6g9ProQp02BXN+jtgiWrsFYtyv94Fy4wFfjS2TWxwxM7Nhqq9evjM1fcKqtWgc2mzmvfPti9G044QRlaY048NOvYhDP06elqIZXxglhYGJh+6Y/H67fyf+mZ5I3q/7+V+E60HzpG387k5sopVyHt7hg9v0ZePtU8iLglC5k/Rz1Lp1PKZctadcipK6ZKxwMO0xi9pv2ZO1d9ncavOy1NynnzYj2y1tHUJGVurorDS2keN4/Euc6frz4bLHbvefToIeXRo1IOGiTlaaepeP/VV0uZkhLZMWExRh9zIy+1oW8/li1TvwaQx+zInNuQ4tfI7LuQHxyHPPFnyDdzg/wV5ua22shLKeWx2mMy59EcKX4jZO6jufJY7bGInZam5YSauOyIvPeeGv/TT6v3Zheytk6CHjsmZdeuwfdps0k5ZIiUF1+sHuefr9p//evmfbRkktcK2tBrfFm2zOcv/+UfIN/rr7z1D/sqo8+vkUn3Ir9PMTHyEUBn18QPZtkgDkfH9OjfekvKk06SMilJyqlT1ftgFzK7XRnacFk3Zli5eFRUBM/ACbcv7dFrWo/Bi/c89mWokM39o9Rf4ZSrk2Tyr1Sb/ZfIaVMMf31tCNdo4pdjx5RhMRqalBQVXvB4pNOnt94othfBUhvvuivyoSkrFw+rBjxUSmZLsGro9WRsImNW/g/oVQVvF0POESgedJD1p6TSIFXqY30yrDkJiodCYWWut56rpmMRLqPG6YRevaC2Vol7/fOfUFcHy00qHcbzJG2wQiKgFj35Vb5sk+zwTTepid1Q2TuTJwcvYGKc+DWb5J01K3r/xzq9MpExKf9XmgXTroJnV0D+fuj9iyTzVEud+thhCZYSaDTWmzbBiBHK0Hz7baABMxKvgl6gVCYPHw5s795dZeFEMn3Uyv/rvHnhLwaRRKdXdjZKSpS7Ulam/hqLirzl/Dx4KkTt6gaXTIevitNYkDOdWw4/o1MfEwgzL/fwYbWwp29f9X7PHkhKUu/vvjv04iGjR9qeuffGY5W7fY7evX2Pe9NNSmysoaH5c57UxlGjIjs2K174/Pmq8Hgk7yQigfboEwGzEI0QKvRnYNoU+NfJUJcM9ka4otuZLL/zfaY9P43VX62mpqEGR7KDySdNZvkUk3t4TYcgmJdrRrAFRUaEgFNOgVNPbQ7xGD8fjbCOmffsP+6yMnURysry/VOPtXZ8e14MtUffmZg/P/BX6mfki4fC2sHKyAPU22BN7X8o3lxM8aRirwZ9ZxIWS7SVoR5uugkeeUTF38MRLJ5tRErYulU9zD5fVBT5sITZXUmw477xhvKik91/29GMdVsh0ncSkUB79IlAUlKAYfen911QkRHY7onFd7ZKSFbirR0VswpJofCPZxvDJJs3w5dfKuXHUJ+vrGzbmP2xclcSjeN2NHThkc6EBVmCBa9BWnKaT5sxFt/ZhMWCZWvE44RjS9m7Vxn5IUMgP1/JAgTDGM9eulQ9XnlFPZYuVbH8UEbeZoP+/SMvuRtME95/3OedB3/5S+SOm6hoQ58IFBUprz4EhZW5jDhuhPd9Zy/y8cQT5mlwHbmKkEdN8dJLVVz9t7+FDz6Abt2CfybcRGE4g9vYCFu2tK4gRyjMingbcTph6lR1znEQlIh7dOimA+ONMdfVwnPPMcv5DKOqXgqciHU6YdEiXFdd5lMPtnROKekp5qX/OhotjbfPmxeYrWGko4VxQoWiNm0Kn73Skv2mpMAPfgDbtvl6+61NIwz23d18s5okvuwyNQ7PuLdsgaNH4dZbVSGRb75R4+mMWA3dxHxVrNQrY1uF6cq6bnVqZd2yZXLLaX2VGNlpfX1WtiaiDEFrVhl++635KseOKvAVTZEyjz6LcaVspLRyQn13F1wgZV5e4Gd++UvplWzIyIjvlbvRBi2BkNiY/7Cb5Lx55gJiq75cJc9YfIbcUbkj5H7NftTxTmuM3N13SymElBMnRk5gKhZEWiTLKpG6sATbz513SpmcrL4nI5GSDkgUtKFPUKz8sP0lgccuHStzHs2RIxaNkLUNtUH33ZIfkZULQntdNFriXb71lpRTpiilwYEDW6ZPEm9ES4q3tcdujcEN9t2lp6vnDRt8+3fU7ypaRMzQA8VABbDF0NYTeBX42v3cw90ugMeAb4DPgR9ZGYQ29NYI98O2USePO/9xmXyvb91X8RthSR44koJM7eF5eS4k+fnKO2/tuK0qDsYb0ZDibQnG//+kJClXrWr5PubODRRXS0uT8tRTpezWTcq6Ot/+iSav3FasGnorWTdPAWP92u4BXpdSngi87n4PMA440f2YDTxhYf+acJSUwMCBFGX8HzWHgqc1NGJn7/D7aUhy+bRL979yVzkzV88M+vlgmSgLF/q2WUlNjHb6oqdC0rJlUFqqfu5GkpICs0mKitT5+I/pD39QS9unT1f6bRddBA88EP8TsWbfF6hslenT1SrWaJ6DJyXzH/9Q1SV/+1uV9dOSrKX58wPrvDY0wIEDKpf+vfd8t5llAXlSLTUhsHI1AAbi69F/BfR1v+4LfOV+/VfgGrN+oR7aow+BQUe+O4dMvRlBvRQ0SLK2SO7oI/llio9Hb3w4i5xyySdLTA9l1aO3ItcaDT3wcGP1FH7o2VPK/v2lbGy0Nm6jN1hXJ2VWlpR9+qhxxrNk79y5Uqamhv++os2xYyqe3tq7ieHDVUGPq68Ovx8do/cFix69pfRKIcRA4EUp5RD3+8NSyu6G7ZVSyh5CiBeBB6WU77jbXwd+IaUMyJ0UQsxGef3k5OQM3+mnsqhxY1CgnEcRf+RWqmhOiUzDRRNJ1Nqb4OY86LYLhISGFEiuM91lMGVKlwsGDPBdbWiWZjhvXuiamVb0U9qavhhKtXDhQrj2Wjj/fOjXT7XPmgUvvRReWdDlUtop/p6//7iNKYue/Y8a1b6yCi4X9OzZPtozoZg3Dx5+2HccVlMtKyshOxvuukt59laUHxNVuqI1RDS9kkCP/rDf9kr381rgXEP768DwcPvXHn0IDMHnYzhlTw74ejPsl3fxO2mbcoVkvpqA5Zd2yTyn5NcqPm/06JN+5ZRn31Qc1Dv99a/Vfi+5JLg3a2US8K67ojtROHduYP1Nzz4rKwNj9ikpUp54YuAktr83aBYztnJusYj1u1zKoz/xxNjecbQlbv73v6u+H3yg4++tgSgXHikXQvSVUu4TQvRFTdYC7AYGGPr1B/a28hgaUKtV3B79dn7AMD6hC0fJQMXhZ7GYrUPfp3GwHexuFzu5Hupt9Ek/jgNbf0hDv7fUtnoHTV9N5L3nZ/Ae5gUltm9XXuFzz8GgQb4LZTz9bTYV1375ZdXPX1OluhoefxxmzoTvv4dnnzXv41+MIRhmcrUZGb4eJDSv8nzgASVwZTxmXR18/bV6nZKiVnEmJwcKYD3xRHBv3nhu/rIChw9DXh4cOeLbHi3RL1B3KLW1aswXXhj5/VslWEEOK3HzlSvVXdfpp7dtP5owWLkaEOjR/x64x/36HuD/uV9PANajsm/OAj60sn/t0Ydg2TKV0gDyHv5PJlMn95PZ7O44nTL7/q6m8XjbPdkyyXFMcluO5NdCcluuxH4sqFfd0KA80IKC0PH6l15S7195JXisvEsXKU84IXj6oieeHi418+qrAz13/5j/1Vf77ieYZ2jlbiJcJktaWmBcPNwjWh7pNddI2auXlPX10dm/Vczu8DxlCUN9v9deq/oNHqze6/h7yyGC6ZX/APYB9SiPfSaQiQrLfO1+7unuK4A/A9uB/wCnWxmENvQh2L1bSpBNXbvJgXwrx9lfUX/9QqhasMuWySWfLJFpD6T5Gvp5TsnQYvWDydoimZOvnkMYoXffVW3PPBP6Nvq776RctEj9AMOFcYKFNEL9mMPtM5zRDmesQxnfcMdOSZHylFPUhaq142srb73VPHHpuZjGGs+F+cILW/f9evp0xAV7sSRihr49Hp3V0Fv6o/7jH+VbjJRjRx6VIOU555j3My6SYr5DMmVai43Qnj1S/u53Uh482LKFKf751GafCZXz7u/dWzHUoYx2WxcSGb8XzzxFuDuLUI8rr4yc0Yp3r3fu3MDMGf//b73oKXJoQx/nWP3BHjvnYtnTVhmyX019jTzgOiBzHjUP0QR7JCUpA2Y26Wo2vowMKf/7XykXL5bywIHAc7IymRYurJKZqRbKWDWi4S4+Zga6NYYxWPipV69A795mUxot4SZ+w2HmCMS7kWzL34CedG052tDHEW35wc792fcyLbUhZL+Sz0tkxv9lyLVfrZW97s2XjgFbAgzPkCG+3mmo0IP/bXRBgfoR5uZK+eSTqs/mzYHnaeWcrMTAzz5bCVZZMfRWjGckwgHBjFO3buYX7Lvuavm8hJFgjkCwi2C8GEmrfwPxkP+fCGhDHye0+ge7bJmUublBF0l5+m0p3yKP/+Px8rp/Xicbmxot3SlYSSH0/9EtW6a2OZ3qR1pQEGisWiuNYMV4eib3YrWAKZQBa4m6o9ULVDBpgLPPNm+PFyMZL/IYnQWrhl7r0UeZefPMU8aGDoXPPguyOCSvhI0zn2ZR7XWsYzyVZPrs09Nv3q9dpvry4RaUtKZM25EjanFOU1Nzm9niHCuLWTx9zMrUpaUpnfExY6C4OPR+2pOWlh40+96NhFtQFOw76tZNpXbGcwlEz/frckF6euBisvJylfpqt1vXxdeYo/Xo44SQt/zpNT5tPZw1KpNlwMkBC6PMvJ+pK6bK1PtTvSqV01ZMszQmK+ETs0wW/5hzWz1JM8+uZ08ply5VEgRff936fUeDloSArNy5eO7KzPZ7++2B/ZOS1GfOOCN+ZRnMaGrSXny0QIdu4oO5cwPjzWlpUs6b9B/5U9tiOZIN8nJekNAkf2JbKuWyZXIuRdKJ72SqjTo5hM+9P+wlnyyR6UXplnVsjFhJifT/AUZrAs1j5MaPV/sbOFDKfv3U/9Ebb7Rt37HGmGnkPyeSnKwuksEM4G23hb5IdBQjOWmS+k7N/g/iKeTUUbFq6HXoJsqY3fKnpUF5Zh7n7v4HZ/Mef+EmxrOWzzmVHTnn0WvXJxyRgYU+u4sjVDap9t4P9abCVRHQJ5iOjT9mq01D3UYHC0G1pnScGfGi2xINzP4GACZMgB07AsNXNpsKkWVnw6mnqmLfZiGuSP3fRwuXC3r1Cq6JBIEhQk3LsBq6aa0EgiYMHkPa0ADDh6u23r3h1Vdh/36Ysfs+fsjnXMZKQEkZXMFKLi77G126wJGjErX+TJFGFXMm7gKUoV9w4QJuWX8LrvpmSWKn3cmDFz1oaXyjRrUsJjp/Pvz1r76GPlxh6ZZgVt88mvIB7Ul6ulrq77mwHj0Kq1bB2rXm/T0GvbwcPvlE/Q0ZjTy0TEIiVoQbm5Y3aD+0Rx8Fgk3cffEFDB7sO8mWyQHKyKEOOz2pJFiJgMyMGsrKHT7e7TlLzuHjfR9T11iHI9nB5JMms3zK8iidVXRVA0OpUSaaxzdvHjz0UKD+jxlhJ+7j2NCHm/RPlDu2WKI9+hgSrOjG5MmBQlxVpFHEPCRJ2GikwWDobTY45RT1Q581yxHwgzhccxibsCEQ9E7vzZJJS6J0RoqW3gW0hJHD31MAABClSURBVM4kaPXEE9aMPCjPfetWcDiidzcVLcy+U9+/aW3k2wvt0UeBYJ6MEGoayp/uVIIQHG6W+G/eFsKjra6v5t1d73LrS7fy7JRnyc/Ob+PIY0dL0xc7MmbzHTab+ruprDSPxV9yScfTYO9M32mssOrRa0MfBebNUzK+RrnbtDQY2q+Cz75J9yscUsXtk75F1jfwx/Unmm4rWjWkPYcfMzpLQYlQob2TT04sw9hZvtNYoQ19DHG5oG9fNenmITMTvnAM4+Q9r3HIsAAqkwOUDTgXiSBn1zum25xlXwYc4xev/oJhfYdx9ZCro3oumugQzABqw6hpCdrQx5ixY+GNN2DKFHVbPmsWjBqdxEZ5LouZ5e03i8WMEu8ABN9mXI4KfPbdZ5z5tzOZfup0/jbpb+1zQhqNJu7Qk7ExpK4OPvhA1S196inDhpwcRu18m1G87fuBnFyAkNs8uOpcTFo+ibrGOl779jVcdS7SU9LRaDSaYJjn8mnaxOuvq8nYKVP8Npglizudzcni/oFYzzYDhasLqXBVIJGUu8qZuXpm5E9Ao9EkFNrQR5jSilKufWcI6YNKufhiv41Dh6owTPfuKgUnNxcWLYKCAvVYtEi1+W9zU7y5mBe3vUhNg8rdrGmoYc22NRRvLkaj0WiCoWP0EeTlN11c8XoeVbZd2Fw5rJ1QyiXnp0NJiUp63rlTefQLF8JPf9ri/bdV9kCj0SQWVmP02qOPEC4XTPxbIVVUQJKk0VHOpL/NpKp4OcyerYw8KI/+jjuU8W8hCy5cQLrdNx7fEtkDjUbTOdGGPkJMXVBM/cC1YHcvibXXUDdwDVMXrw4UJa+qatWyxvEnjuei4y/CkewAwJHsYOLgicwYOqOtw9doNAlM4hn6khIYOFCFSAYObJXn3BrW18+FFJdvY0oV6859FYDSLBgyRz0DahVMCyitKCX/z/m8tv01spxZ7SZ7oNFoOj6JZehLSprDJFKq59mz28XYj7MvgDq/NMc6J+PfGYPLDuMLYGsvmFAALjtqaSTKgA9ZOITSitKg+3bVuRj/zHgqaypx2B28MPUF8rLyWHvtWp1aqdFowpJYhn7+/IiFSVrK328vxL59LNSrsApSYN9xDs+9v5LCyVCRDjIJytNh5hU2KCryGvCt+7cy4ZkJuOpcpvs2plS66l08/N7DbJmzpUNr22g0mvYjIRZMeZeN77yfcrIB6I3KTpnFYkaVvRO9Y//qVRY/cpStpFE/Jo2U6gzqkmtIarBx55adnHhHNZVpUGNX/WvssCbPRnFeLS+b5MT7ywwXby5m7ba1pimVhcMKo3ZeGo0mceiw6ZXGwh7//Geg/K+HTA5QljQIp3QrSRUVeXPTSytKmfb8tFYrP7qWLCfnxos5lPUdXDsB0ivIeOEvDLjwBp5eKZkyDcq6Yawf4qVLSheaZFNA4ZDHxz3uY8B1SqVGowlGQqdXulxw+fhali2D5cuDG3lw6703/SIgZm81bBKKojsOUm1vhILx0K0MqrJo+HYsly/8LQ/9WIVrEIDftdRpVytgjUYeoKq+irtfvdsnZq9TKjUaTVvpkIa+6Jot1LgaLPWtJp2F3Ox9X5pexZCPZnDlc1dakhIINllaWlHK76b/ieqpP4F0lTtPegU1k2/h0aHdWTu4OVxjNPb2JDuDew6mS0oX0pLTfPZpT7IjEN6Lz0d7PuKhdx/i3JxzdUqlRqNpNR0ydNMj6QiHTYpnm5FMLSezjaF8SoO9ljdv/hnlXWsRSQJpcLWNYRNPSOfJyU8yZcUUdh3ZRU63HErnlJKeko6rzkXewjzKKsuUXIEw/B/WOUlpaqDOYX6bkZKUghCCusY60pLTaKKJmoYabMJGk2wiNTmVmoYaUm2p2ISNqoYquqZ0pZujG7u/3+0zDo1G07lJaJnieeL/+CO3+hTpCI6hyPaUaXDSKrDXmvbMTs/m21u+JW9hHruO7PIxxI5kB6NzR7Pr+13079qft3a+5Z0g9SejBqTNnUbpxkEyPbtkMzhzMO/vfp+ahhrswo492U51fTU9HD2obqimuqE6YH8pSSlcMOgCdn2/q8NXktJoNJEjpjF6IcRYIcRXQohvhBD3RHr/8wcsxYGvkU2hhqt5hot5mYuTXmP6j7/l5L5HsOMuzjm0GAavDWrkHckOkpOSfUI6VQ1VPtkuL29/mdL9pby8/ZWgRt4hU3lsWjEThk71CbdMzr+S+8+/n4/2fOT9bL2sp0k20bdLXxCYGnmAuqY6NpZt5I6z79BGXqPRtJiIe/RCCBuwDbgY2A18BFwjpdwa7DMtzropKWHjzKdZXHudt2kWi3213HNz6XFkR3Pt1rt6Q0Zg9ooHW1MajaIa8AvFtABHsoPJJ01m+ZTl3vCOMexz/GPHB82gWXDhAm5Zf0vABK1/P51po9FoPMTSoz8D+EZK+a2Usg5YDkyO6BEKChi15HqW5v6KpfyEpfwksGBHWRk33WSQeH9tATTZfLoIiYrsNCXR2NikIjytMfJSgMRHkiA9JZ11167zWcEaKoOmcFghEwZP8N4F+KMzbTQaTWuJhqHvB+wyvN/tbossBQWwY4fSbTcjJ4f588HhsZufFsLWK6E+FQBHPVzyDaQf7QKNqUFDOmGpd8A3l5B0MD9AkiA/O99nBau/MffPoCmeVEx2ejYCgTPZqTNtNBpNRIiGoTdZHuSfSQ5CiNlCiE1CiE379+9v/dFCVGZKT4eVK+HSwlK6/WwAY/+dR2+Xctp7u+D556AqyQF289h4qi3Vm/Mu/E/L7cXj6o1jzfPc09WaJIHRmPuLkhnvAjbcsCFoP41Go2kJ0TD0u4EBhvf9gb3+naSUi6SUp0spT8/KyvLfbJ0wlZmGn+Xi47yLOdJrN28X/J4Tni2i6/5+HFfyFy6vf4lur/08UIzMbcT7ZPRhw/UbyM/KZ8wPxjSHVdxePPvzoWQt6U02y3I6ZiEdI567gBH9RoTsp9FoNFaJxmRsMmoy9kJgD2oy9lopZVB5xmhWmJr2/DRWfbmK2sZaFbb56jJ43ldPRqVdrlZa8vUOkveM5sThu1jhvI783z4BZWW4ju9P3owqdjUcpNdhJ4P//DyD6g8AMCt1KaOWXO9T9k+j0WiiTcwmY6WUDcDPgJeBL4DnQhn5thBO4tcjCFbb6I6/22th8BqVamlkVTG4skEKHI29GbXveYYvX82Ds3PYuDMHpCR9+y7W/dVF3kEbb5ZU8U79+OaJ4NpX20UhU6PRaFpDh1wwBZimL/qHN4IJgnEsGx7yS1PMKiXpqik41/yDY7uGepszOUAZOThRcfwlFGKnnp+w1PfzQqgygRqNRtNOJLSoGfhqtJe7ypny3JQA737BhQuwCd+USuqc8FpgmmLa/oGc+denaNw12Ke9ijSKmMdGRnIdf2ceRczl/9jISN8duAuJaDQaTbzRIT364s3FAYuLPFkx/t79pc9cyqvfvkpdY52aRP1qcmCMHsjkIA0imSMmGjrJ1JIE1JFq6G/w9J1OnwlgjUajaQ8S2qOf+/rcgBWk0v3PX4ny2SnP0iejj0pT7NKbq9OWMH06XDxkLxc7NjKdpUwXy/jn/I+ZI/+Mk8CVqQ2k+hh5gCqcFDE/IMtHo9Fo4o2E8eiNeJQovzv2HRcdfxHp9vTgBUZKSmD6dHjtNVzXzyFnz7scItPSOLp3h8pKy8PWaDSaiJLQ6pWg0iZXf7U6qLiYTdhItaXyq/N+xT3nhtBVq6mBTLdhr6piIyNZzCyeZSr1fl68kTSquH3StxStGtKicWs0Gk2kSOjQDTSvMIXAVasCQZNsold6L2447YbQO3rhBVWiyl1UfBRvs1Rcz108jFNUBf2Ykyrmb57SpnPQaDSa9qDDGnrPClP/VatJIokkkYREUuGq4LaXbwu9o/nzVeFZI1IqKeQevtIKHink6Szln1yBc/e2SJ6SRqPRRIUOG7ox4q34dKQMQfDKUaYkJal6sv4IwcYNTSxejKo+XuUylUJmx45Wj1uj0WjaQsKHbox4vHubsPkYeVAFt+e+Pjf4h4Plv+fkMGoULF0KSxdVs9T5P75G3i2cptFoNPFOQhh6UGJgiyYuCqr3HpQQ6pdewginaTQaTTyTMIYewuu9m2LViHv075ua1LM28hqNpoOQEDF6I1Y0cDQajSYR6FQxeiPh9N41Go2ms5Ec6wFEA0/xDo1Go9EkoEev0Wg0Gl+0oddoNJoERxt6jUajSXC0oddoNJoEJy7SK4UQ+4Gdrfx4L+BABIfTUeiM590Zzxk653l3xnOGlp93rpQyK1ynuDD0bUEIsclKHmmi0RnPuzOeM3TO8+6M5wzRO28dutFoNJoERxt6jUajSXASwdAvivUAYkRnPO/OeM7QOc+7M54zROm8O3yMXqPRaDShSQSPXqPRaDQh6NCGXggxVgjxlRDiGyFEiArgHRchxAAhxJtCiC+EEKVCiFvd7T2FEK8KIb52P/eI9VgjjRDCJoTYLIR40f1+kBDiA/c5PyuESIn1GCONEKK7EOJ5IcSX7u/87E7yXd/u/vveIoT4hxDCkWjftxCiWAhRIYTYYmgz/W6F4jG3bftcCPGjthy7wxp68f/bt78QzeY4juOvXztsdqVFETNqbU3YFCtpQ9JyYZeMCxek7MWWG4VSIlculfy52PZmN5ZEWRuTCzdDubJYCVmx/rQ7DLvFLrnZ3XxdnN/UNM1IYx6n5+f7rtP5fX/Pr8732+c8n+ec7zlPKSuwHZuxHneXUtb3m9VAOIWHI+IybMT9tc5HMRUR45iqcWs8iANz4ifxTK35V2zrJavB8hzejohLcYWu/qa1LqWM4gFcHRGXYwXu0p7eL+CWeXOLabsZ43W7Dzv+zYGH1uhxDQ5GxLcRcQKvYqLnnJadiJiJiI/r+HfdF39UV+vuumw37ugnw8FQShnDrdhZ44JN2FOXtFjzWbgBuyAiTkTEMY1rXRnBGaWUEazCjMb0joj38Mu86cW0ncCL0fE+1pRSLljqsYfZ6EdxeE48XeeapZSyFhuwD+dHxAzdjwHO6y+zgfAsHsGfNT4XxyLiVI1b1HsdjuL52rLaWUpZrXGtI+IHPIVDOoM/jv3a15vFtV1Wfxtmoy8LzDX7ClEp5Uy8joci4re+8xkkpZTbcCQi9s+dXmBpa3qP4CrsiIgN+ENjbZqFqH3pCVyMC7Fa17qYT2t6/x3Ler4Ps9FP46I58Rh+7CmXgVJKOU1n8i9HxN46/fPsrVzdH+krvwFwHW4vpXyva8lt0l3hr6m39rSp9zSmI2JfjffojL9lreFmfBcRRyPiJPbiWu3rzeLaLqu/DbPRf4jx+mT+dN3Dm8mec1p2am96Fw5ExNNzPprE1jreijf/69wGRUQ8FhFjEbFWp+s7EXEP3sWddVlTNUNE/ITDpZRL6tRN+ELDWlcOYWMpZVU932frblrvymLaTuLe+vbNRhyfbfEsiYgY2g1b8BW+weN95zOgGq/X3bJ9ik/qtkXXs57C13V/Tt+5Dqj+G/FWHa/DBziI17Cy7/wGUO+V+Kjq/QbO/j9ojSfwJT7HS1jZmt54RfcM4qTuin3bYtrqWjfbq7d9pnsjacnHzn/GJkmSNM4wt26SJEmSf0AafZIkSeOk0SdJkjROGn2SJEnjpNEnSZI0Thp9kiRJ46TRJ0mSNE4afZIkSeP8BbTBHXSLiSZ5AAAAAElFTkSuQmCC" alt="" />
     

    保存图片

     

    使用figure对象的savefig的函数

    • filename
      含有文件路径的字符串或Python的文件型对象。图像格式由文件扩展名推断得出,例如,.pdf推断出PDF,.png推断出PNG (“png”、“pdf”、“svg”、“ps”、“eps”……)
    • dpi
      图像分辨率(每英寸点数),默认为100
    • facecolor
      图像的背景色,默认为“w”(白色)
    In [148]:
     
     
     
     
     
    # 获取fig对象
    fig = plt.figure()
    x = np.arange(-np.pi,np.pi,0.1)
    plt.plot(x,np.sin(x))
    fig.savefig('dancer.png',dpi=100,facecolor='blue')
    fig.savefig('dancer.jpg',dpi=100,facecolor='green')
     
     
     
    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" alt="" />
    In [147]:
     
     
     
     
     
    png = plt.imread('dancer.png')
    jpg = plt.imread('dancer.jpg')
    display(png,jpg)
     
    . . .
     

    二、设置plot的风格和样式

    plot语句中支持除X,Y以外的参数,以字符串形式存在,来控制颜色、线型、点型等要素,语法形式为:
    plt.plot(X, Y, 'format', ...)

     

    点和线的样式

     

    颜色

    参数color或c

    In [153]:
     
     
     
     
     
    x = np.arange(0,100)
    plt.plot(x,x**2,c = 'm')
     
     
    Out[153]:
    [<matplotlib.lines.Line2D at 0x1d76b770>]
     
    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" alt="" />
     
    颜色值的方式
    • 别名

      • color='r'
    • 合法的HTML颜色名

      • color = 'red'
    颜色 别名 HTML颜色名 颜色 别名 HTML颜色名
    蓝色 b blue 绿色 g green
    红色 r red 黄色 y yellow
    青色 c cyan 黑色 k black
    洋红色 m magenta 白色 w white
    • HTML十六进制字符串

      • color = '#eeefff'
    • 归一化到[0, 1]的RGB元组

      • color = (0.3, 0.3, 0.4)
    • jpg png 区别
    In [156]:
     
     
     
     
     
    plt.plot(x,x,color='#0000ff')
    plt.plot(x,2*x,color = '#00ff00')
    plt.plot(x,x/2,color = '#ff0000')
     
     
    Out[156]:
    [<matplotlib.lines.Line2D at 0x1a81b3f0>]
     
    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" alt="" />
    In [157]:
     
     
     
     
     
    plt.plot(x,x,color=(0.3,0.3,0.4))
     
     
    Out[157]:
    [<matplotlib.lines.Line2D at 0x1a859830>]
     
    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" alt="" />
     
    透明度

    alpha参数

    In [158]:
     
     
     
     
     
    plt.plot(x,x,color=(0.3,0.3,0.4),alpha=0.1)
     
     
    Out[158]:
    [<matplotlib.lines.Line2D at 0x1a88aa90>]
     
    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" alt="" />
     
    背景色

    设置背景色,通过plt.subplot()方法传入facecolor参数,来设置坐标系的背景色

    In [163]:
     
     
     
     
     
    # 使用坐标系对象绘制图形
    # fig = plt.figure() # 通过此方法能得到画布对象
    axes = plt.subplot(facecolor='c')
    axes.plot(x,x,color = 'g')
     
     
    Out[163]:
    [<matplotlib.lines.Line2D at 0x1d8b3e90>]
     
    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" alt="" />
    In [164]:
     
     
     
     
     
    plt.subplot(facecolor = 'yellow')
    plt.plot(x,np.sin(x),color='red')
     
     
    Out[164]:
    [<matplotlib.lines.Line2D at 0x1efd02b0>]
     
    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" alt="" />
     

    线型

    参数linestyle或ls

     
    线条风格 描述 线条风格 描述
    '-' 实线 ':' 虚线
    '--' 破折线 'steps' 阶梯线
    '-.' 点划线 'None' / ',' 什么都不画
    In [169]:
     
     
     
     
     
    x = np.arange(0,100,5)
    plt.plot(x,x,linestyle = '-',linewidth=1)
    plt.plot(x,x*2,linestyle = '--',linewidth=2)
    plt.plot(x,x*3,ls = '-.',lw=3)
    plt.plot(x,x*4,ls = ':',lw=4)
    plt.plot(x,x*5,ls = 'steps',lw=5)
     
     
    Out[169]:
    [<matplotlib.lines.Line2D at 0x1d44e730>]
     
    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" alt="" />
     
    线宽

    linewidth或lw参数

     
    不同宽度的破折线

    dashes参数 eg.dashes = [20,50,5,2,10,5]

    设置破折号序列各段的宽度

    In [174]:
     
     
     
     
     
    x = np.arange(-np.pi,np.pi,0.1)
    plt.plot(x,np.sin(x),dashes=[5,1,10,2,20,4])
     
    . . .
     

    点型

    • marker 设置点形
    • markersize 设置点形大小
     
    标记 描述 标记 描述
    '1' 一角朝下的三脚架 '3' 一角朝左的三脚架
    '2' 一角朝上的三脚架 '4' 一角朝右的三脚架
    In [182]:
     
     
     
     
     
    x = np.arange(0,10,1)
    plt.plot(x,x,marker = '3',markersize=15)
    plt.plot(x,2*x,marker = '4',markersize=15)
     
     
    Out[182]:
    [<matplotlib.lines.Line2D at 0x1f342c30>]
     
    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" alt="" />
     
    标记 描述 标记 描述
    's' 正方形 'p' 五边形
    'h' 六边形1 'H' 六边形2
    '8' 八边形
    In [191]:
     
     
     
     
     
    plt.plot(x,x,marker = 's',markersize = 30)
    plt.plot(x,2*x,marker = 'p',markersize = 40)
    plt.plot(x,3*x,marker = 'h',markersize = 30)
    plt.plot(x,4*x,marker = '8',markersize = 30)
     
     
    Out[191]:
    [<matplotlib.lines.Line2D at 0x20555f70>]
     
    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" alt="" />
     
    标记 描述 标记 描述
    '.' 'x' X
    '*' 星号 '+' 加号
    ',' 像素
    In [196]:
     
     
     
     
     
    plt.plot(x,x,marker = '.',markersize = 30)
    plt.plot(x,2*x,marker = 'x',markersize = 30)
    plt.plot(x,3*x,marker = '*',markersize = 30)
    plt.plot(x,4*x,marker = ',',markersize = 30)
     
     
    Out[196]:
    [<matplotlib.lines.Line2D at 0x2068d430>]
     
    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" alt="" />
     
    标记 描述 标记 描述
    'o' 圆圈 'D' 菱形
    'd' 小菱形 '','None',' ',None
    In [199]:
     
     
     
     
     
    plt.plot(x,x,marker = 'o',markersize = 30)
    plt.plot(x,2*x,marker = 'D',markersize = 30)
    plt.plot(x,3*x,marker = 'd',markersize = 30)
     
     
    Out[199]:
    [<matplotlib.lines.Line2D at 0x20748290>]
     
    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" alt="" />
     
    标记 描述 标记 描述
    '_' 水平线 '|' 竖线

    In [201]:
     
     
     
     
     
    plt.plot(x,x,marker = '|',markersize = 30)
    plt.plot(x,2*x,marker = '_',markersize = 30)
     
     
    Out[201]:
    [<matplotlib.lines.Line2D at 0x207affb0>]
     
    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" alt="" />
     
    标记 描述 标记 描述
    'v' 一角朝下的三角形 '<' 一角朝左的三角形
    '^' 一角朝上的三角形 '>' 一角朝右的三角形
    In [203]:
     
     
     
     
     
    plt.plot(x,x,marker = 'v',markersize = 30)
    plt.plot(x,2*x,marker = '<',markersize = 30)
    plt.plot(x,3*x,marker = '>',markersize = 30)
    plt.plot(x,4*x,marker = '^',markersize = 30)
     
     
    Out[203]:
    [<matplotlib.lines.Line2D at 0x20830d10>]
     
    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" alt="" />
     

    多参数连用

    颜色、点型、线型,可以把几种参数写在一个字符串内进行设置 'r-.o'

    In [204]:
     
     
     
     
     
    plt.plot(x,x,'r-.o')
     
     
    Out[204]:
    [<matplotlib.lines.Line2D at 0x20867e70>]
     
    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" alt="" />
     

    更多点和线的设置

    • markeredgecolor = 'green',
    • markeredgewidth = 2,
    • markerfacecolor = 'purple'
     
    参数 描述 参数 描述
    color或c 线的颜色 linestyle或ls 线型
    linewidth或lw 线宽 marker 点型
    markeredgecolor 点边缘的颜色 markeredgewidth 点边缘的宽度
    markerfacecolor 点内部的颜色 markersize 点的大小

    In [216]:
     
     
     
     
     
    plt.plot(x,x,marker = 'H',markersize = 30,markeredgecolor = 'm',markeredgewidth=2,markerfacecolor='b',lw=10,c='blue')
     
     
    Out[216]:
    [<matplotlib.lines.Line2D at 0x21b05430>]
     
    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" alt="" />
     

    在一条语句中为多个曲线进行设置

     
    多个曲线同一设置

    属性名声明,不可以多参数连用

    plt.plot(x1, y1, x2, y2, fmt, ...)

    In [217]:
     
     
     
     
     
    plt.plot(x,x,x,2*x,color = 'c',ls='--',marker='d')
     
     
    Out[217]:
    [<matplotlib.lines.Line2D at 0x21b40090>,
    <matplotlib.lines.Line2D at 0x21b40190>]
     
    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" alt="" />
     
    多个曲线不同设置

    多个都进行设置时,多参数连用 plt.plot(x1, y1, fmt1, x2, y2, fmt2, ...)

    In [219]:
     
     
     
     
     
    plt.plot(x,x,'r-.h',x,2*x,'b-->')
     
     
    Out[219]:
    [<matplotlib.lines.Line2D at 0x209bd190>,
    <matplotlib.lines.Line2D at 0x209bdbd0>]
     
    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" alt="" />
     

    三种设置方式

     
    向方法传入关键字参数
    • import matplotlib as mpl
     
    对实例使用一系列的setter方法
    • plt.plot()方法返回一个包含所有线的列表,设置每一个线需要获取该线对象

      • eg: lines = plt.plot(); line = lines[0]
      • line.set_linewith()
      • line.set_linestyle()
      • line.set_color()
    对坐标系使用一系列的setter方法
    • axes = plt.subplot()获取坐标系

      • set_title()
      • set_facecolor()
      • set_xticks、set_yticks 设置刻度值
      • set_xticklabels、set_yticklabels 设置刻度名称
    In [223]:
     
     
     
     
     
    # plt.plot函数,返回值的呗绘制的包含每一条线对象的列表
    lines = plt.plot(x,x,x,x*2,x,x*3)
    # 可以通过line对象进行设置外观
    lines[0].set_linewidth(10)
    lines[1].set_linestyle('--')
    lines[2].set_color('red')
     
     
     
    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" alt="" />
    In [237]:
     
     
     
     
     
    axes = plt.subplot(111)
    axes.set_title('axes_title')
    axes.set_xlabel('X-Label')
    axes.set_ylabel('Y-Label')
    axes.set_facecolor('yellow')
    axes.set_xticklabels(['-pi',0,'pi'])
    axes.set_yticklabels(['min',0,'max'])
    axes.set_xticks([-np.pi,0,np.pi])
    axes.set_yticks([-1,0,1])
    x = np.arange(-np.pi,np.pi,0.1)
    axes.plot(x,np.sin(x))
     
     
    Out[237]:
    [<matplotlib.lines.Line2D at 0x220aa8b0>]
     
    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" alt="" />
     
    使用plt.setp()方法
    • plt.setp(line2,linestyle='--',linewidth = 3,marker = 'o')
    • plt.setp(axes,title='title')
    In [241]:
     
     
     
     
     
    lines = plt.plot(x,x,x,x*2,x,np.sin(x))
    plt.setp(lines[0],color='red',ls='--',lw=4)
    axes = plt.subplot()
    # p->> property属性
    plt.setp(axes,title='title')
     
    . . .
     

    X、Y轴坐标刻度

    plt.xticks()和plt.yticks()方法

    • 需指定刻度值和刻度名称 plt.xticks([刻度列表],[名称列表])
    • 支持fontsize、rotation、color等参数设置
    In [245]:
     
     
     
     
     
    x = np.arange(0,10,1)
    plt.plot(x,x*2)
    # 使用plt来设置坐标轴刻度
    # 新的刻度标签最好与原始的刻度标签保持一致
    # eg1:使用原始刻度
    plt.xticks([0,2,4,6,8],list('abcde'))
    # 在matplotlib里显示汉字的方法
    # eg2:修改原始刻度
    plt.yticks([0,4,8,12,16],['ok','good','very good','good good','vv good'])
     
     
    Out[245]:
    ([<matplotlib.axis.YTick at 0x21c57090>,
    <matplotlib.axis.YTick at 0x221fb8d0>,
    <matplotlib.axis.YTick at 0x21c6c690>,
    <matplotlib.axis.YTick at 0x21c74390>,
    <matplotlib.axis.YTick at 0x21c74790>],
    <a list of 5 Text yticklabel objects>)
     
    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" alt="" />
     

    正弦余弦

    LaTex语法,用ππ、σσ等表达式在图表上写上希腊字母

    In [250]:
     
     
     
     
     
    x = np.arange(-np.pi,np.pi,0.1)
    plt.plot(x,np.sin(x),x,np.cos(x))
    # 第一个列表写新的刻度值,注意不要越界(可能会显示不出来)
    plt.xticks([-np.pi,-np.pi/2,0,np.pi/2,np.pi],['-$\pi$','-$\pi$/2',0,'$\pi$/2','$\pi$'])
    plt.yticks([-1,0,1],['min',0,'max'])
     
     
    Out[250]:
    ([<matplotlib.axis.YTick at 0x21da52d0>,
    <matplotlib.axis.YTick at 0x231e75b0>,
    <matplotlib.axis.YTick at 0x21da5390>],
    <a list of 3 Text yticklabel objects>)
     
    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" alt="" />
     

    三、2D图形

     

    直方图

    【直方图的参数只有一个x!!!不像条形图需要传入x,y】

    hist()的参数

    • bins
      可以是一个bin数量的整数值,也可以是表示bin的一个序列。默认值为10
    • normed
      如果值为True,直方图的值将进行归一化处理,形成概率密度,默认值为False
    • color
      指定直方图的颜色。可以是单一颜色值或颜色的序列。如果指定了多个数据集合,颜色序列将会设置为相同的顺序。如果未指定,将会使用一个默认的线条颜色
    • orientation
      通过设置orientation为horizontal创建水平直方图。默认值为vertical
    In [266]:
     
     
     
     
     
    x = np.random.randint(1,100,50)
    x
     
     
    Out[266]:
    array([71, 51, 44, 82, 16, 32, 94, 27, 39, 35, 23, 57, 35, 55, 17, 54, 19,
    25, 2, 38, 46, 26, 57, 46, 69, 14, 79, 27, 77, 83, 98, 67, 97, 90,
    21, 83, 22, 66, 10, 37, 94, 94, 17, 38, 7, 68, 72, 76, 54, 23])
    In [268]:
     
     
     
     
     
    plt.hist(x,bins=10,normed=True,color = 'r',orientation='horizontal')
     
     
    Out[268]:
    (array([ 0.00625   ,  0.0125    ,  0.01458333,  0.01458333,  0.00625   ,
    0.0125 , 0.00833333, 0.00833333, 0.00833333, 0.0125 ]),
    array([ 2. , 11.6, 21.2, 30.8, 40.4, 50. , 59.6, 69.2, 78.8,
    88.4, 98. ]),
    <a list of 10 Patch objects>)
     
    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bDYHvuZcv93M66/328emfsV4Az+P+dsRdMeN5PMFipesOkvNfmyzvrvnUcwJ2x41koXMDgaJPHgI93034fuLC7fjjwlwx2Wn0ZOHnWvB/v5nuEWXvQ51rmJGZlsLe9gK8C93c/I3mzjOu5nXX/2Yyw6Mf4Wng7MN09x38NrJrgrL8HPAw8CPwZcNiEPLdfZ7D2+V0Ga6andNOnuqyPAdfRfahyEvMyWMsuBgc87HuvfWBS8+637HUcwKL3k7GS1Dg/GStJjbPoJalxFr0kNc6il6TGWfSS1DiLXpIaZ9FLUuMseklq3P8Bz70vgS1TL5kAAAAASUVORK5CYII=" alt="" />
     

    条形图

    【条形图有两个参数x,y】

    • width 纵向设置条形宽度
    • height 横向设置条形高度

    bar()、barh()

    In [262]:
     
     
     
     
     
    x = Series(np.array([3,5,7,8,9,2,4]))
    plt.bar(x.index,height = x.values)
     
     
    Out[262]:
    <Container object of 7 artists>
     
    aaarticlea/png;base64,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" alt="" />
    In [263]:
     
     
     
     
     
    plt.barh(x.index,width=x.values)
     
     
    Out[263]:
    <Container object of 7 artists>
     
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    饼图

    【饼图也只有一个参数x!】

    pie()
    饼图适合展示各部分占总体的比例,条形图适合比较各部分的大小

     

    普通各部分占满饼图

    In [269]:
     
     
     
     
     
    x = [89,45,32,16]
    plt.pie(x)
     
    . . .
     

    普通未占满饼图

    In [270]:
     
     
     
     
     
    x = [0.1,0.3,0.5]
    plt.pie(x)
     
    . . .
     

    饼图阴影、分裂等属性设置

    • labels参数设置每一块的标签;
    • labeldistance参数设置标签距离圆心的距离(比例值,只能设置一个浮点小数)
    • autopct参数设置比例值的显示格式(%1.1f%%);
    • pctdistance参数设置比例值文字距离圆心的距离
    • explode参数设置每一块顶点距圆形的长度(比例值,列表);
    • colors参数设置每一块的颜色(列表);
    • shadow参数为布尔值,设置是否绘制阴影
    • startangle参数设置饼图起始角度
    In [283]:
     
     
     
     
     
    x = [89,45,32,16]
    plt.pie(x,labels=['boy','girl','bgirl','gboy'],labeldistance=0.3,autopct='%1.1f%%',pctdistance=0.8,
           explode=[0,0,0,0.2],colors=['m','c','purple','yellow'],shadow=True,startangle=90)
     
     
    Out[283]:
    ([<matplotlib.patches.Wedge at 0x24aa4ab0>,
    <matplotlib.patches.Wedge at 0x24aad0d0>,
    <matplotlib.patches.Wedge at 0x24aad6d0>,
    <matplotlib.patches.Wedge at 0x24aadd10>],
    [Text(-0.299821,0.0103548,'boy'),
    Text(0.195031,-0.227954,'girl'),
    Text(0.268004,0.134811,'bgirl'),
    Text(0.136343,0.481052,'gboy')],
    [Text(-0.799523,0.0276129,'48.9%'),
    Text(0.520083,-0.607876,'24.7%'),
    Text(0.714676,0.359496,'17.6%'),
    Text(0.272686,0.962103,'8.8%')])
     
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" alt="" />
     

    散点图

    【散点图需要两个参数x,y,但此时x不是表示x轴的刻度,而是每个点的横坐标!】

    scatter()

    In [289]:
     
     
     
     
     
    x = np.random.normal(size = 1000)
    y = np.random.normal(size = 1000)
    # [0.3,0.6,0.8] 这样的一个数就可以表示一个颜色
    # 随机生成1000个颜色
    color = np.random.random(size = (1000,3))
    # s表示marker的大小
    plt.scatter(x,y,marker='d',color=color,s = 30)
     
     
    Out[289]:
    <matplotlib.collections.PathCollection at 0x21bbcc90>
     
    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3V3Bb6lJuD9g7YXfnLhl0IkSKEmCOE2CiE2CCEuKUlFLM5MOjdNRbNUfeYOFRBn+67D3Fr301wxs0gBNx7fyynix44ax4zAQwgnqNlMu98tpQlq/58ioDeg0aR2L4zDofGmAlnNzqep+dQajZMjmVKg9TA+j8tc1e+zf2SbH82b+54BUuabF9SQLBaR1qSdWu34q9q6Fqx3k2HehErwifp+G3fuuOWQUb2e82S/czL8wiFwueqDur80iEV4RQommDY3V1a4OoObAIyxFWBd5DANGMVC43WT8B2MNESI3YDuF1KOQAYA9wghGi7TE02LcqL94xrYNi7dIziynP2nJvknNvgkenQbZDgWY5Cq3nMXKhMZjwr1+VSVOrltwVbqfI27dbZG0IITvn79Zz1j9txutyNjvdw9eKM2HNwEnbZKCgM8YxgXOQxf0reruQFcplZNB0LkzK9lF92zGTzbzmYukWovZ+cazYxZ+PiBn2UuweCpy4zpRVhkXndmrrjikZsVPNCJr+blkqwxrAPOdLJyS8ZBHoEGPCvZDwdnHvpffDzVOhHKmV4NuYnxP8F3sKQrRPmeTDylw27lDJPSrmy5v9VwEagbWqo2bQ4yUmRTPrXYXjcKh6XynuPjUdV9/zYaC5B/zFhn28SHh5gNJ7P0jk3pyPd/FH8Mi8Nw7QwLcmM2Zv+tG5RMXEkJXfd7fGnOr2MpoQTdjmFi9dT3t/trtC84jQWrf2yWXKllLyT+TqGDK8dBK0gy1esxZISiaTk7CwAdgxNx6vX1UQVIxPg4m7gUkABMTCBspPrimS4ne1JTjq1WTpceuFw3G4HTjecfUMkAJ6nt9H9ooPTt15UVMVTT/7cYFF8d1TLAE+FpuGjbkaUJ8v42li6h17/W7Soj10I0R0YAdh3+BDixkuG0DExgrNP6Mmowe33uf/IlYKoJ9ZSfM8cZs5NwzTDERyWJUnbXsyO7L+e6nZFIJs//JkNPkvS2vNAxycRCP6Z+C/6uPs12de0DGYufZ1VadPJLkwFIJBTjHdr05WJvKaXzdUbkVi4LDdxegKZKZuQioVvSDl6YgBLBsAhWexoWHRbeWZ42LBrCuqHY+nd7SYUxY0iXPTrcReimbnmb7luHB63xokXR6C5wi8rC4ONlWv20vPA5O7/fMfzz83iu6mr99o2Aie9lQ4NPrOQjFC6t5J2Bx8tZtiFEFHAt8C/pZSN9jULIa4RQiwXQiwvKipqKbE2+wFNU1nw+Tm8+fCxe21bNfMTgul1xsUwTO659wWQsHFDOhvS8jDrxcJblmTztr/2PHitEHcV/8Tdxf+l2mro2jml6lKGXfwiV1u7z4K4Om0GgWA1Ulr8tuxtDD1E6i1vsuH61zADjUMQoxxRHJVwLA6hMa58AieWnYnTqdHv1GTK/pZDWdl0cjY9hSV00smgUBbX9hXxTsR7RyAeGIwYGEv7hOOJ9HQnKeFYRFEU276e0axrjvBoPPzQ0Yw91Y2zxrCbmKR7U/EZ3r30hpc+/5VvflveLFmtzdIlGfwyMxUp4a47v6Wqas9RU4pQ+NB9HR7CszEPTq7TJtBf7bQ/1D0oaBHDLoTQCBv1z6SUU5tqI6V8W0o5Sko5KikpqSXE2uxHEuPcOLU9jyZDWZsp+/gRil+8AVmTv+WTz3+kqCi8iOn3B1ixdG4Dn72qKhw5qvtf0u2N8kWELANdmrxWvrDBsSdumos/R+O1u5o2YtX+Mpalfodhhl8I/mAVC75/k2BBGaYvQPb7M5vsd2mXK+gS7EaS3hFVqpxjXUz74fFUW6VUFs7GNKopL/gVgcCgYYC/cm4Kyj3hZSghBMP7vUDfbrcx7/L/sOCKe6jYnNGs6z56bHcUtbFr6UvvYlYHt++2X1pmAQ++/SPXPfkpJRXVzZLVWhiGyY03fIHfH35eAgGdJx7f+8ttlNqT8x1jcKDgwckjrvNbW9WDipaIihHAe8BGKeULf10lm4MRKSUlk+8Ey8SqKqVy+ntYlsVzL72Pz183AktLXQM1W/w1TWXCuN5ERfz5xb70UAk/etcTxCSIyX+9qWwJhWcA82ZksGFFAZYlWTo7i+Xzshv1X7f1FyyrbtHNMIOkhpZh+UNYAZ3cz+YQyC5u1C9CRDKuegIRBgzPy8XMD/CZvoAMzY0lHCANKgt/IzGk0knsuRC4ojjJnPob5Ru2IiUsvPaBZvmao7Ro+scNQq1x36iouDydea5yBreUfERINt4xJqXkmsc/IWQYhHSTu175dq9yWpP//rSegoK6CX4gYPDB+4soLd37rON59yVE42Gy+0qiROMF9P9lWmLEPg64DDheCLG65l/zVoBsDhl8i6Zh5KSDlMign8pvX8EsK2TokP6ou+QUOWpUZ4QQREc6OXxYXWieaVqUlexblMzL5fMJ1YuGCEmTl8rmE/AbPH7jHAK+sHEL+A0e/tdsDL1h5ESflLGIevoplkLCxrrUtJZhkv7M143kbsvYjmKq9CwtJEIPoYp8NogsLKEQ7DARAClNirKmNOhn6ZLsWQay3gYmvdrH4psfw/D5wbIoW5/GjqmzmnX9A6JHoIrwjjBVaLwdXIWJpNzy8X7V743a/zB3NWu2ZGFZkqBu8O3sFazY2HaVqUaN6kr9d5gQ0Lt3e+LiPLvvVEOiiCYn6jXO145oRQ0PTloiKmaBlFJIKYdKKYfX/JveEsrZHDyUf/oEMlgXASJ1naofJ/PUo7eiaWHD43RqnDrxGI49cggnHdOH804d2sDoL5hdwKdvb8XnbSI3wW4Y5eqMS9Ql33IJByPdndm0uhDvLnHkJQVe0jc2jG1vF9eV/t2ORq2JnlFQ6bIoqva4UASOmIjav71luRRsXYKiKMT6fUQHA1gCfhttYKkCFA09YSymqyNgUehPbSAv5zeTrBkWeQvqXjCpr36CWW9WY3j9LL3tiWZdv0NxMCLuSADKIxJJNwqRSPwyxBuVv5BvlDdo/8i7P+Grt27gD+o88UHTP9f1WxZSWd26hbI7d4nn37dOIKJm1uZyabz2xoXNTjDmFod+aOefwd55atMieEYcD1q9IsuahmfkBLp17cT/XX42muZA0xzc+59rARg7shudOtTlLi8rCbJ2WSmWKZnzc16z5V4cM5I4pW50F6O4uSz6MIaNSaZb33h2RjcqqmDQqA70HdKu0TmOHPJ3VNWBqmgcM+JyNKVuWi8cDnrefg4QdmPM//BfzJ58CR1i3fQszkeVkrm9DUrd9WYCwkGg84U4lQjOTnmBNCOfz7yLCZRKcueEI4KyZliEqsJD1cSRAxGKqNddJWFo8+uYdnJ35bikU3nLtxC/rDPaujR5s/LXBm2vPH0cke46YxjhdnLlmUc1aGNJSX7xDj78/gGm/PxMs/X4s9x083ji4tz0ihScc85whg9PaXWZhzq2YbdpEeIuuRuxM3+LouIacASeYeHNQDf96xLaJcZz313XEh/XuBBFYXU5P/+QjWlKLAu2ba4kN8vXqF1TOITKA4kn4hYO3MLB/QkncO7zZ/DYd4/w0JsTcLpqcrlrCpNeO75BHHtRRpD3r85ExcNxI6+gY2IfBvQ5jt73XojicaJ4nHS78XS0+PD2/Kw10ynPSUVaJpu+fw5HjQ9hTmEGprVLgjFFI9kzhEExZ3BJ6dtcVfEh66Z42enOlyZkTA3PTLqcfDRJY4YjHGpNV42xrz2w22uWUlIy52esYHiUL4QgwdmeE9yDcdVEigA4hcqJEUMa9L3u3GNJbhcLhBeujxjUg9PGNWxzT/ESnp02CZCkZ65h8/bWjZ5xOh18dutYFoyQPHrFyFaV9b+CbdhtWgQlMob4yx9AON0Ih0bCVY/XHnO7Xcz++QP+fv4pjfoFjBB3fzqFvFxvra/VMCQzf8hu1gIiwCh3Cke4u9I7GMvt117Lwk0LeOG/z6EmVXDaRf0RClxw7VC69q5LhSClZMpduaTOqWLuuyX07XokZx93b9hIjh9GZL8uOJPiSD7v6LBOQR9Lp/wHI+TDMnW2pP4AbgfrSvJY+MksdG+dK0VIC0/OV5zfdTKf+5ew1Sykb14KvgzBznoj0oSy9RJfQfgaj3zjQRTNgeJ2Mvi2K4jqtvvQvYoVi8n98j3yf2zov7897m84d/rbURjt6s24XWL3HQ6Vdyf9A49Lw+lQmXzPpQ2OrwoUsz5tHmZpPlJKdCPAlBnPYJitl9NeBkMMnLsQRUDU+98hzbbPwnmwYxv2AwDTL1l0UjmV65vvW95frMnS8Qab90OLPOYctJR+xJxzE452DQ2T06k12eeDFbMwdYG5y3bwUBMyQwE/2Vs3NHmex+Insu7mr1ilz8Wv+9FNneveu4YbHhrDKRf05Zp7Dm/Qfv0vVeRs8CNNmPVaEeV5dYZLCMHAF65lyNs3I2p22W747Q2MUF1CM1P3szrnJx5bNpNAMMimF6ZjBnQwLEaQwuUdHsXl7MKtlV/ilUGy4gvRlYbfb8gZwFXzronq1pnBt12BOzGeIXf+s8lrBDADfnI/D2epLJ07k2B+Tu2xKMXNA/Hn4EZDEyqPxDcdAjh2SC8uPOlw7r3iVHp0qnNNGdJiUukf9Fz2O2o9Q+7zV7J49bTd6vRXsabMgkDNonlROfKXxXvuYLNXbMN+ALD1GR8VKwzW/Kuq2aPU/UF2qcnXy/xMW928NLtCUejw6FRiz7q+eeevKOK7DQvZ7tqCT/Eia4pwODTBiad3arT9f/oHzzH5zosoL2y8I/STL79lm7UaqYRfEKZlsiJjOfMyZvHw2yfijqh7sYT8Fl/fk0vIX1O2T5d8O6mhX98RE4GzxmUBEBnXCSHqfi5CUVlbFaAoEA7LK125nfK1mRi6weEFqxgQM4aXq2cRqAntrHb7ee24b/FrNfHyDh9vHPUIBUpdFshh9/2Ls1b/gOra/YJgwY9TsEJhP7o0DLI/eqPBM3NGxGEM0Dpz9Zb+tMvZ/Qv5zXsu467LJzb47MuqrZSYAQKR0Q0KGQohaBfXOpt/ZH4JTJsPwZoXSTCE/PAnZFXzXHE2TWMb9jbGu80kY3J45OjbZpLz5Z9LitXSWFLy7YrwCHVzvsH24t3PJjYEprIpEB7RiX0ol/bMvG/QLQMErIxbgIUJSJI7R9Czb0NffP6OLSz/dSrSkkx94+EGx4pKSnnshdfwx5SAWmfkAqEA3/7xTSO562dVoQfqFaYwYOPsKiqLdu9u6DXmQiIT6kIzFVXj/KuegXrXu+HZaex4+mfiPKmU+95gjNYTtd7L4NchyyiLKcbCYkfiFhb2mMV/Ch6pPS6EQIuqi8DZFb2ijNLfZyL1mgVSKfFn78C7aV2Dc3yw43Qundce39RV++TWWODPJyBNUo84HqmG/f1SKHTvNIgBvcY0+zz7hL+J5920INT0d5FdHWz24GdxZjarcluvTOCBjG3Y2xApJetuqtq5XwfTC6n/8aKXt72PcXlGiHJfWA/dhKkr/A1SAeykysxnsfclFnifxWs13sizJ0p8lbV52cudJeS5twOSE09vmENOSsnXL96DqYewLJOM9cuY+tG73HHrQ1iWxfRf52BJC1dWMph1o3ynw8l9Z93fSO6A46JQHHXtFBV6HhFBTJJGkc9PdWk5Uye9ghHSyS5fzpIdbyIUhbGXvIh0qFgOheRjzqd91/50P74vilaTljhoct4ZZ1CkjkY3t9MvL4OxSk8chI2kQ5i8ety96GqQ1499CEMYLPQt5Q/fymbdLzUiEjUyquGHUuJMqtsAZVUHCf66CSyJ5Q0RWLytWecGuDV+KE6h4o1LJLfHAExFQUqVc0+6fa99KzYW48+tarasnYgeneCIQVCzcIxTg9OPRiTGNmqbXuFn0tIM/ijYu5wyv5+v16Xy2Zp1eEP7VpnqUMA27G1IqEhSutigvntZGpLCWS37IBauDCD3UKt0V0xLMmNdkPp7eaoCkjVZjUdR87xPYqFjYTC/et9C4+4YcybOenpti1jC+Mrv8eRvadBu7bz/UpiVXjtS04MBFn3zGlvStjJzxhzOPPkENIeGozwG1ecBC1QcnN2uM3JFXVWi7I0FrJudhidG5eyHOuKMCBt3VRNc8FRn0ssqOe/7Bbz+xhcs//YX5n38NQszXiG9eDZ5lWvJbR+ickAnTJd4rRGUAAAgAElEQVTGslEW07bPoP2IzriiPQhFMGzMKLr26UspQwlID7r2KSdPcaIJFTcad0WcSlHSdi674lhy4rcDIJHEqo0jhZpC0Zx0vvw6hDMcViqcLpJOPhNnu7rEbL4Z68MjXgDdJPB7GlZl81xp/Zxx/C2yK4ohSB84BgsnpaVHsXRN0xkxd2JUh1hz9xzWTpq7T89Z7XVddVadYfe4UC48qVEbS0reTQ27yz7ZnI/f2HOK3ilrUzGlxLQkUzf8+QyiByu2YW9DXO0V2p+sIeqtK6oRgo6nuRq1/bMVh/KX+PnmyO188/gKFi5oXpEJRUB8RONHo11Uw8+yQkvI01dhYWJhkK0vIVdv3ugTYHinXozwWqiWxGVKrssqJyWUi3A33HVYtXwGUm9onKSUmIbg13fmsqP/aJ697CIiPRG4M1IAQYzbwzlmJdtnvkJF2hr0oMEv7yxi0TdrKC+o4rCz40jq4UJR4Zh/JpLYVePmuVls5whmJKdgKCrrC7/BMINY0mBhxqt8X/YpOScPYNsVR1KlVJMdygBF4cyrLyA6NoaTjj2MH2+9k2nv/UIux+LQJDG+tVzjPYJOahwXlXh4vehUXGo4csUlXPw95mz6uXrXXlcwUEFpUcNNTfUp7dOHyJ59QQhUTwRJE+uKjEjDQt+QC/XL8klJaEPTWSqbYnx+N6QBpupiY8YtZGWP4/W3GlbR2pX091Zj6RaBAh+5M9KbLWsnIi4acVl4s7py/XmIJtYYfs8ppywQHliELMnU9N0njttUVMyWklIsKTEsi1W5+WSW/2+Vz7MNexsz+Pmo2hqhagQMfikKNaLhCCk7EOLwRalsrt63WqGWKfntqlxChJj05ptce/XLVFbufVFKCMF5ozzszNWlKjAg2UHXREeDdsv8b2PUq19qEGC5r/l1RYWm8e9x56AAfXwGo3wS59DhaD161rYJFWwnMe134lTJzrtiSYUsPYWeyadx6vo1mOUVDPzyO3qkdEYzIrh40OXcHhmB0wgiMVj9yj/448d16EETy5TM/jCcSvei5zrTdYSHE29M4setuaT6OgOCfNcQyk8fROxxEoua5FRGBVFVZUiHihHlRpchiqI3YypOojvHc/+rTzD/3Uyiq4v47Y2PKc/NwrIEaUscxDyylUURN5GfuQBXSOf8wDAEApdwcm/Svxvck5VLnmfB7LsJ+Bvv+JxdkUXP1R+x7bxzEKqDLpf/C0WrGxUIh4JzZFeol2QNRcE5rPkVlRKcbuKnJhD1dRyWNxpr09f45j9LRVHjkoI/LF3H4qVp5M/MQIZMrIBB+psr0XdTE3dPiFPGodz9f3BE40IjXt3kq62FBGtmA7olmZtbQd5uirRM25hGyKx7EemWxU+btjTZ9lDFNuxtjLuTSu+7I0CFmOEOOpzWeLRy7+ZsynWTOzdl7VPUzPq3yvDmGSyImIuOTsAb4qknmldMolO8ytAuDhQBqoDThjVOsjTQdTYO6o2uLTcD3Y3L1O2J5NHjeNgXy7+3e0FRibzg4tpjUkryProXLJ0jY8zaAnteGY3p7MmIakFs3hqElAQ3pfHyccdy2gnjuaVXJ/rvnKorEJQ5ZE/7AFM3kVJSnFXGlpVbSO7v5qave6KrFg+t8GEhAEFAiSN2vBtRL3OilAYxBSrOBYfXnFalg7sP6Snnsr5oC8u/XM/a4ANsVu7n5IFBXr3zE37/OJJAtUJVaRUbF3+GJS0sS+dvZZ25bvH/8XrZc+RM18hbE355FOavpLhgDdKyWLv8jQb3KWSZXJke3kV6bfEK+jz3DtGDRzS6n54TB4bfxACaiuekASh7SbJmWibfrf0cS1oM7B3NcdGdiEyPQFbsgPyVKEIy+eFnG/TJKChhU3YBczO2E3DUX4i22PbB2j3KawqhKoixQ5oshGJKya4eHkF45N4Uo1M641TrMpE6VZXRKf9bKX1tw34A0ON6Dx1OcTL0tehGD/bckiqWV3ixgHRfkGmF5U2fZBcCpSZLHyiiIFDEKs9yDGGgWwbffDWPjamZez8BMHGoB02FEwe7iHQ1flT6uU4jVg2Pci1LkFPcHdU7oVnn3okQgjGXXEOCCRFnnYsSU+dv9q6biz9jHVgWibEq/TurKEiKlO4M7nQBA357GNUIR+5YXh88/TJvPTqJjCXT0NR66xSqRXz5b+zcAWWETBZ+Ow9dhkeha0p0yqz2ULPIKVGZX3Em9TeTqsKFd/HFuGcdiyOtJwoKc/wnU17pwhuMYe7iU0AI8jkV3TWUUE4R078JL/J16KGAWg4yfEJXSSJXLbmSQZ8PYfqtlXx7dQW6P8TKxS9gmkGkNCjIXUZm2mKqiitYsPYrHs+YS4kRnh0V6D7eKE9r8n4qHo2IUwaBIlBiPbgO67bX72DKqg+448er+HbNJwDceGlPVFVirf8ELB3LNFgyewFrl4bdbKZlMW3ZegzLwhKQMa5ebh1V4G6/+8ieP0OM08HfuifirEm74BAwMimabtFNZ3Q8untXYt016xBAx6hIDuuU3KI6HejYhv0AQNEEh30aQ2TPhvnOg5bFXZuz8NeMTHyWxaQtuVTtZeEIQFoSacGciF8xqZf9UDd4+KGPm6VXhFNwx8RoxvRsesQnhML4qIeQlhPT0vjh93u4fbrOVw9+R+7m5oWZhQJ+1PYdiJv0KO5jxze8BqNusTbu1E5MvLk7Zw2O4qyzr6eDIdGCDeu5WP4Am6evYs6Ks0Gv92hbAveS9kQWhHVSNIP2I7eRr78W1sHScOzyQs0PdqN8oYIVDH8n/m190DO7IRB4fpjIONeplL33Mkkv3ETV7CGEZHinkYWLVPU5RveEdblbQUDKgKjanDVIaLf0FLAEplcytIeKv8xixlOr0UN10R6mGeT36Z8xZfInrC7YwDOF6/Fa4ZBTr2UwKWsJBaGm3WrOYSloA5OJPHdEgxw0TbHNt4X3l78CwGO/3EWFv4yEWCdjO2yFQJ07KOgP8NStDwKwZPN2AjXhiFKBsq5OKjuG3XRatIuU8+ry3Nx801M8/dT7e9ShOZzSLYGImgVWVRFc1Hf3lbwUIbh0+BA0RcGhKFw6oumZwKGMbdgPYDL9Icp2STMbsiw2NcPX7mnnYNR97egquuKQdb5xt1tj1KimS8Q1eR6n2OOPwgz0YXnq6Sxeez4FZd1ZkW0y9Y9KPr/7K6xd86fsQvq6Fbx882VUFBeiduzYKAY+asQJuDr3xdUjGme3KDRNod8VQzj+pMPxtetLacpYrJpc5JZQ8AwfwlM/JjLVPAm9ODa8fV9X0NZ0QJhx+DuEy6k53DrdTl6D11qJ11zDMckqxzmLGePfyGn++4g0Cxm8cCqVX/dC6g7MgEbRjPMwaiYBStBJ6dfJRGxdByGF0u3HYYlw3VGEgp9OrK44jcO6DUTTNMaccAlCCesZtX0wWlU8AgVVCPp3VfEogo2fpqCXx9deu2G42LbpTObnZJJf4mXXO2kaFlVW09FTQhFEnX8Yjk5x7PAWMC236Z2cVWYlxRTxzxPDfv6QGeKp3+4F4LBBcbicDQcaIWf45bUyPRu9Xny85RAUDPKguFT63zkGpaYgyx9/rOeLz2fw/HMfsW1b41z4e8MIWcx4LYfizACaonDlwHBY5/m9kohxOvbYt2dCPCM6deTo7l1Jjo7eZ9kHOweVYTf9ftLfeBbT799740OAPpFuxsVHsfPnpQD9ozyMim3eVHfYzQkcFzsOj6xrHxXl4cabz2zQLr+smH++/ChFFftee/SlhTo/L76J35ZdA0DAUvhjxImUZJey7PvdR8gYus70917FNHRmfPR6k22EECRf8Thxp3VCcSrh0aejmviYBXTrZ5F2wiSkWpNu1+mk2zsvE9deJae9g+fLbwcpELqCtTKFP25oh9BUFM2g38ULUDUTSZA8/XkCQT+DyzcyVv+QocZ3nKo/yeGr56MUTaTo5YmUzzgJKevNWnSN7Ss8yJBEmF6ELICGezWJateBbp1TGPbk/xHVvSvdep2MomjErzsGxXRiyRICoecQSIb0VJGmSvFvf4eaJeLc9OMpttIpNDayaX42Y4M+HDUzN02H41a6SC7fs3EzLZPH1r/L61u/J726YWSMlJK0wEaEEHRJ7M5A9zkEKyL5Yf0UMkq2MPGC0+nUtW73b7DHkfw+4V3W5lkcNbAHWj0ftiokPbMhfkRHEkaGja9pmlx3zSMEAkFCIZ0brn98n3dVr59dTmWRzpJvi7EsyZDEKG4b3oXxXeL33hm4dPgQzh7U/CyZhxIHlWHPmvIBRb//TNZXH7a1KvuNx/t2RquZTjsVwbP9ujR7WqlqghPf7cKp1Wfg0px4PC6efu5q3O6GrpVXp31FYUUZr/+38S7NvXF0d5X6AzvF1OmYv52QX+eHp6fjq2j6Jbz4v98Q8HuRUpKdlkr6uhVNthNRGSiR9fSVQQLF7/G3C5OQSSnsGH0NUgiSrr8CLbED92TO4XBZwZzo0WxbMxZtZi/WxPWi0yaT8eXbie9TQLtBdaNHg3Lm/7EWzBISyxfRZXNf+pm/M/rv54OMwLu4HxVfDoEGt1zitbIxCSKwiJBPggi7JhQZQJZ+z+TX7uCU5/+FiItgUXE+HTsfgdMVS3WP9aBJAqEHCRmvEDKmsjXHRHXC8NMHoKgavspkivL7s936FZD4g0EOX5mNpoeV0AzBpbMiWPViw0LZuzJtw9vk+YuRSJ7d/CWWrHv5FBh5SFGTUiHgYvOb52D+/G8UVGLccSiKwj0vP4rT5URxuck94UEkght+NBjavTOxkW5AIiydRO8GjnzgSAbdN672/O+9+x25ueGQRNO0WLliI9Onz689Pn/dRuau3X1YZ2WxzpalVUgL/FUmW5aG3VRDEqNQmvn8/6+5X+pz0Bh2f04mhbN+BCkpmPkD/pzmLQAe7HRyO7m+a3sEcFFyAr0j960EWOdjI7n5v8dwzPjBHDaqDxMmNIyk+CNtA5uyd4R3wW7fwuptm/fp/Kf0VRjaUbAzgEQ1TUau+g0A0zBZ/uOq2rabq4IETYuK4kKWzPgWIxQOV9NDQaa/9yqG3ngDlOrsinDUTyAmULRO6KKUTqOXkz36n8Recw3Jk+7EO/l3tJDO62Y6qjS5N+Z2sqp6suDILhy/MYH2qRWMOTKDnVZa4MIdPJfUzUVo5hccPeXvHPvp/+EpdVPe/kmsqPBLSXot9CwvQq0xjIrFptBbtRppIpXEyPUowkIROldd1A5XfAw5QkcC1YbONm81/YdcTMLZHbDUVRjmTEASNB6kpLKSxN4ODr+0G126HUd2+klkmYuwamqlWuhsTM3m5lk6X2/O5NrpbiJ8guLVhfgK60rIhaoDBErDNUwr/AW8X5JGSNGQQLYvn18L6mZQab7sWsP+8VOVGCEQZV2ZqD1NYmQSi/TpOAfD8WeeTNHQSzDd4Z2g28tgylrJsd08CGmhYNK5YhHpaz9F9dTNIN5/7zu83rqXus8X4IP3vwegtLKaWSvW8dvK9ZRUNt5FKqXkj++Kscy6XD7rfi0jUL33tSWbMAeFYZdSkv7GM1g1P3xpGKS/8ewBlTCrNbm2axJXdGnH7T32XDtzd3Q+JoLJb93CBx/d2eDzkKHzyo9TCNbkHgnqOi/98CW62fwsk0IIXjzNiaaCJg0OX/0rLr0uT/iQE8JFm/MDBjesyefd7eWUFuQgGg6B8XsrCfgaF1Z2eAbhiBjJzogVhEZE+5v5bu39LAldzbHXbKPXK49gbSsjtCoTpKSLw+AqM58ydzRXnHAdD+bl4TRUCBrEPZiMMDWQEPH5KDYs7odpFtJzg0p8XjJCCo747lx8/nzWPXQPuseP4QyxqecM/O4qFBWcIwoJeOoWh4WlcveNEs1pcP8NSVx15bksKi7A3BmFIyUryopwRLSnQ8owAvI2qIn/lzLIkN7P8bcXYhBCMGzUDaT06k0BK5H1imBLYZGsb2CgL8g5RhEogrj+CWycOp9AWfi+zbnlU37+v3ewTIvPVz2PUS9PTUjCm+k/AFDql5z30XB+Sm1HRqrO3O/86CEwgw5+fieJ7dXbeVO/h5eCt3Duf+6g9Iir8Bvh78unw70zTdLnv0eHyuV0K5mJMHzkbpxDZWHd5qR777+aiIi6QYjb4+K2Oy8H4NsFSzEtC9Oy+Hb+H41+xyG/RXFWsEHJPCkhb8v/hgu2JTgoDLt36ya8GVtrw9WQFt6MNLzp+za6PJCRUlLtb3oxzKkoTOrdiUiH2uTx5qBpDpy7LDil5+XgCzb8sVR4q9lR2PwKRgA9ExSuPlylbzuFvtnhtLpOj8aEq44hPjm84PbclhKkhB/zqxHdB5HUpXvtVNmhORkx/hSiYpv2nXraXQPCAThwRk9ge1UuaUXzQcAPm25FD/qoenEWBMOGUA0ZTLKy6GD4uI1pdKp01b5GZIGfhG+PwP1jf4zJgxm53IPLbMcRP5yLprtQLJUO23vScUsflk9cR/6IVKRq8vvDL/LLxQ+juC1Kjv+DvkcdiSadOCyN5IphrJ05lxseuIGho/7Ab5qUhBoucFtI8gM+qlf8F9NXd39VJUiPjl+SkBxe31AdLs66fATtlAEI6r5vRUhGdIigwm2Q0Dsfd2yAxMM9ZM5LZc0Hs8meu4mCtdupyi9l4yc/0aNgFoI6y6hgkaKVIaXF3b9bBAyF1xd049VJPvR6+3yCAZPHs/6DhUWFLOEXfQ6IhmYiZErKqkN0qlxMXCADAIHAW17nxz/99GMZPrw/qqrgcmkMHN+VbR03sTEzh6yiEiwpsaQku7iEjZk5Dc7vilDpNjQSpd7j7nAKUga3bBjlocxBYdgjuvXCERnZ4DNHVAwRXXvupsfBR3ZhFTOXbKeiev9ld+zfpRtdk5JrR8+KEPTulEKvjs3fqbhztHXfcRozr4rglBsnoDoUPNEexl8ZrqC0pNTPhspgOEjFkjyzpYRTr7wJtcbF4nA6OfacS3cnAsWRgCvhIoTiQYu/kCkr70Q3/RhBlaUzI/ngh0exShpWtXc6BCfkF3PmOnetbxoAfwj3jy5Kvx7NZYu+IzVjFeMXO1FDdWkcHLqTo6ddTj/XCGa+/DBTv7wFM9HP8JHt+dtjGtKtc8aUk+kf6o8LJ/8X+DvbvkjBqrBYVf46TkUnxdPweXUqCl0iInH3PAx2GaE6k3uiRifU/u2JcHDNBf9E1Pw8HYrK+PYJBDronH7uVuZ3raTzuGwyZq0EKclftY15902BgIX0m6x5Yzk9KiropRSj1CzqqkjGR6Yxc+t8vtkMhiUwTEHekP4NDGjcMZvxd0rDwiSIn2WJD3NMrxA1ec5wO+DS4SpHHjURxbHzngk8sR3p2KfOxy6E4PXJ96JpDhSHwtG39CfTm83PK1ei1wvX1Q2TuWs3NvrOR56SQI2nCAUYfVY7HNpBYa4OCA6KO6U4nfS87k4UV3hqp7jc9PzXHSjOQ6OQrW5YrEorBGD5xvx9cjFJKXkpv4TSZsS274oQgn+fdRGaIzySd6gO/n3mhc1edHph7jdc9sXTtefSVMHRlx5JyuAuXPjEeTicDiwpeWxDIYGaiA4JZHh1NjsTGH78cQBMvPx6nO49V6V3xZ5JdNfJrMn9lQp/eGNRzqZ2WKbgh4VLMI/qilWzlV4Ca2Qs3kKTyuh8EPXujdsBRoAXH1yMJSQvPbKYjgWOBul3LcXE2bcDd2ydhC+ujPyRG9AsB4+pz9GxPJk+s7uT7IvmCu+V3FVxNx3UaPo54yle0BnTCpJa+QlJzlhKyn6monouqhCMTeyIKhQcCZ2oHn80whm+XuH0kHzdW7XhkDsZd3xfBsSegCJUnMLN8e3jeXxsHpaAp8fkk5VhYNWEHPpzqjCq6gYEumGQtehcToxIR0GiYjIucgcRisEdvw8kUOPhCVkKxR06YXWoqyzV7b5pWFqQ7vnDOGLjuRjoHDHhLWoiGHE54P4JKt1HnokrItxPcWgMnXh7g3z1AL17d+W+B67m5HtG4IxVGVQ1CBlfglZv5qmpKkcPaRy5opqQkCZBSlxlkljjoDBVBwwHzd2KP2wMUX0HglCI7jeI+BFHtLVKLcaGbUW1KXGrfCEy8yv30qOOH8qreLe4jCfzdp8UaU90b5/MiSOOQAjBaaOPonPi7jd+1GdHWQEvzJvK7+lr+XXLSqpD1Wws2oiglJs+vZa+Y3oBUO4NUtWEi0mreozkER9ywsVX0P/wcY2O74oQAqFG4XEORjctvGVuKgsjQQqkpfJZux21OcR1ReXdLRHEWUUc1/lXHDFZgAmYOFL8zOwdS073alCgKjbIV6esoTpeYNW4LoTmwPHCYXxx/VckfdwZJAybfARxMp4Zj6yi72dd0BQVj4ygvdUBp6IyPCKJDiftwCJEevV/ue+DT8krfJbc/CcIGl461Yzgt5T+wsI+GYTcCigqUYefgafXqEbX+3TZLC6873QG9BxAr4p/Mr9rgLT4AFKAz2HxxZF5tbnWLcOintcFy7TwGV3pmV/EUZ7txKpBRnrysGQkud6G7i4hBUOO74TTKXA6BTG5DlSvkxNXXsfIrafRsbwXY2MH859jw6biyZNVYlwCRXUwdOJtACT3O47YDr1pin7nd6D/SZ3pEuxCnBnPQK0bUTFq+Pu0oEO+YGDXzo36Zb1aSky2JDoHktZLMh4pQpr/G2tqLUGLGHYhxPtCiEIhRPPSB/5Jel57O87EdvS4du/5oQ8WKr1BMvIqsWoMu2lJ1mwtQjf2npO90jR5Mq8YCcyu9LLa9+cWl/4x4TSOHzqKS449udl9bv3xTXTLIGCEuOX7ySzJWsrmkk1k507GDNatfTz7zWqqlqZjmWHjLpCMjMzCGfgM3Syg64i82hmCtKwGsxUpZaPZyzOzurIp/1wy13VAWuHH1zJh9soZrD2+BxL4XumC32tyQZdfUYWBu+NKUCwQFs6on3nr/pUEIsPD1mCEyZfXrufVIRsxnKA7LNQb+jJz8QLyMvPp+EIPujzdi9feuI/Vly2gYGM5aVU+DKWeO0GaZB+zFC1aR0HD0o8kQX0dgQWmwR9/PEBZyCBkepmz4ymkCutObA8RUbS/9CkActN+YUva/HDu+YIdpGWkMKl6Ok/d/QRHnjCMZ8bkEdAkIghBTTLrhB0UJoV3nro6RIRTcu68b4pg0S0BuvSfxLF6GlfEr0VT3AzrfBMPHaUQWS/IKFEz+fcxkqhIlRHDK0l/YDVjN52PajpRLZUTV17H4cqJXDta5dUzVC4YUmcyEroMYejEOxhw7FW7fU6KgsWopkqPYDgNg0u66JkSgWqFR+UTv1cJfZfVoI9eYlD83yoIQftUieaHUIFB+YK2raoUCnlZtPj9gyJoo6VG7B8CE/fW6K/i7pDMiDe+wN3+z0WHHIjohsWujg/LkrWGfk88n1+CXvOQBaTk3uzC2kiMXZm9ZitvTm96B2KEy82tZ12M29k4XXBT/JK2guVZaZg1O0srAtV8sXIhAOv9ffGXfYmUBut3lDJ92Q6qCrfi96UipYllhThfuw9pBpEyQF7h0+h6OMLk+1de48fXJ9fKKZryNMXfvlD794Y8k/+uN1mWcTV6wIGa0g3HoCEAHO7vQ6ZiUXD8MIq6dEBaksWlQzCkA8URwt1pCa4uywj2caBHNIz6MVVJ1qURLLgMvHHwdMT3fPbxVAK+AKpf5ep3L6M98fRbFofLJyg2Q+QEDXxmOJ1yuRLEcdUSAFTh5OMPt5HUvwwcJpZDJy5+Fa+t+plF2a9jWGGXSVEXB4uuHYKIjCHgLWLmd/dwwRff8OPapczd7iBGT0Kr7MpH5QvxnT6PgEsnYpUg+TkF4QMUhbJ24XMp8TEkHXE84Z+zwOFOYHz3o4jpeQmDezyNqqhEurrTMeZErh8pSKpZg/Q44JXxJm6XwtNP9cWtTiaWjgzOHI9mOREoxPjaUbStBE0VXDxMbeSm6zzweDT3LsU/6nFK8v+zd95hVlTnH/+cKbdt731Zdpfeq4AgKAqi2LsxRk1M7EmMxkRjSUwsibHFltijxhIFFVFABKRIlV6X3YVley/37m1Tzu+Pe9kiqNjyi3n4Pg/Pw86dOzN35sx73vOW73cG/YMDUA7mC9DIr05kwnKVCcsVkmokgTu3YHd0l7pqiSrOnEM1cmOHHtn4/K6wcNF9zH3712zd+s7/63UcCb4Vwy6lXA4cyjP6HeB/rekgJcFNepKny7irimBAn+RD2rk/iybTZG5rB6EehrzBMFnS0XnIvh3+IPe+voRXP97M7sqGb3zNc7auJGh2h1eCpsEn+yNKPabUKA8kYfqW8sKHuwkaJoGChdTVPgnYFIcfImzuBkVihnQs22B/7a85sGsXezduZM+6dVSVlBCs2EHnlqX4Pl1EqCqyAkiNESgCMnNSSR06ltifXkPs5T8lx5HPBd7jGLfZQd3YURzzw0FoDpUNrYPY1VGAaSs4EqrQU6qJGZzAxGqw7UheQZiC2B1xaNNzmPNHwR8/kiwJtVMRE8TpcZIo4rjceRpO4UATKtOD6UgJz+zL4bHybGwBWbcVoeseBBqDYq4gr2AZQutRqqgZyJoH2NEwh3RHcpeRC1jtbGtawFsLb2dOaAgSuHv+HGRYoqDSxzeWp5o3ML/tXQZuGkXi+wJhQOIHgpS6VEZqIxGKIGvoTNRmDUXoCBTilByK5yYihEJC1imMznuAETl/RAiBpgienhU5/8mFMGuoh6zcRFLSm9lftpPjJ16MSrdRlRZUbY9U8YQNk2Do8+UDD4dkPYlUI7XrNwNkPNfChBUqE1dGnoEMWQQe6BYpF6qg8I40hDOa1HcJcn6ahJ7yxZ223yUaGvfyyernAZjz9s2EQoeW5v434XsTY/9fxqgB6SgHu0t1lQH5yV/yDUhSVfIdvb0aCYzwHNrA9Ph7n2BYFqZp8cfXFh/RauCL8Kup56HAsikAACAASURBVOJQu18yp6px7shI45ONyr5QDj7vIi6emo2SVIntqce0GqjYdwsZ9ofYioUZ0lly262UfzSBRv9K3n7yScxwGDMcZt4TT9Lw2r1II4Q0wjS8eh/7lnRS9lwlt87UmDYJ3Kddj3B7QAh+aJ6KQODw+nCtqUN3qZz68+G4PCpPVZ6PVDQsnJQ4f4YtnHzsvQw7yp9jo5AuhoKmYGvgz1bJu3o0IdXAMTiD3yaehh5NCqoo5Jke8GXRFoqlJuSkbFQefY7PZVzyr8hwjaYoYSZ9YseD6NFybzgZvuUUsj198Kge0hxpkedlBXlh9ybu6bCokfFIBJZlU1EWWf0oUqFfx2Tqg5nYywJgCoQtcO8QdDyiMOYn00ksHITwuzFrmklwFJHgLMZp6JQ8s5NwWwhZ20JyzBjeXvUYFfVbADg2V/DUTMHDJyoIISgenMHIMeNITE5l7aZ5mD0mbaEKEnMi+YE7HnmHm+574yuFIlRVJTU1Cbsn5YIm6OWfCRCOz/AEDXORNC0GFNCSVTIuOFQq7z8FKSVv/PsGrGg40TACLFh07//b9RwJ/mOGXQjxUyHEBiHEhsbGr5fo+1+F26kzsCAFgDEDM7qM/BdBFYJ7cjNwRt8QtxBck55Mut7bq9lT1ciijXsImxYSqGnp4L11n9/KfSTol5bDZeNm4tIcKEKQl5TE6Nw8AAQ2yVobYOPO1ZhUVNTVjh8K7eONqlhMW1AybwZGp5s9c2cxt6OAvx3fgN8VMRjpgQqM5vro2SRmSy01Sx/Cm/okWe4WFLdFZ0YY4XQyco2X1A4FASiWTcrWPYiKMLMu6EOfAfG0ksZ+9yVsjx/KwwMLeNK6hFItn5rG0wFobT0BMTwB0UMDVegKMWOyqJI+EpUstB4ebFjCmtYCbKli2ArPv+si4JOku0YxKfVOvHYbHJuOondX+WgkMMiaiUvREEIQo8XgwUlck8nixnLUKjcm0YnGNpk4r5QJz6xAQSUtVEjg3f74OndzMKwvTEGc0sJ9c98lZdgMhO4AKVEVJ5oSibOYtoXcVk5o9t2UzH+ND9Y+wuPvXNZFK3DpMIXU6P1usU0MXeOOe56mprGUHXtXdRl3aRlsXPwSq9btYvPOA5QdaGT5+sNTBn/ueCnsixqt+lEUBcedw6BH6aJwabh/OZjKVTvZ8erSru35v0xBS1Ai3rv2/7dSLy1bQU3NdmT03hlGkNWrn6ej479XKPs/ZtillP+QUo6VUo5NS0v7T532e4P+eUlMHJZNRnLMl+8cxXCPixnxsSiA0+mk2nMoi92ryzYR7sEQGQybvLh4w9e+zmfry6g3gtwy7XzcugNNUbljxgVdlAICSbGrjDfkIK7sgPsumI27ZRjYURbGkEbLu+PYt2QytqljmyrN/5iBocHK8ZFj5Dq8CLt7yW8bQRKUdYCNWT8PX3YnMnq+WS/V4Ah1e5DCsojZUElsuIkfn76NO/45lrYBP+Xy2eN59sRlvKvkE5aCNu8IKuvPpq5pDMG6ZmSPZLU0bNrW1GAYJn/OehZDiSTtrBg/rwdiCcluIxPyS/55f3dSb3tgPUITeHInRLx2oeLoP4bGs95CSjN6jwQpzgxeCxVjSAXs7uNlt+tM3z+KgevqSCmvp9Hchm9vbK/SdwHoDpOFm0vwGyG05HjcA/t0CWyYbpMd12+j8+5XAPD8ZQlYNs0dlSzd/Dz+zhBP/+YF2t58BjMU5OT23VzpLWf8pOmMOWYqcxY+jCTSl1RfvYZQKMQfH32bUDgSinnwuUUEgodWOhnBQ8OAALquU1iQD4DL5SRzWC7unw8CtwoelZh7RhG2w2x++gNK319Pa3kk9KMnqYx8vw9xo764FPaLYEtJh/3NekNSU/rSq+wI8HgScbsTD/+F/wIcDcV8x2htDfPgg3swv6TKRVEE2amfn4T6PNySlUqCqtKZnMZfg5Kl4d7nOXPSUBw9vHiXQ+OcycO/8nkAVnQ08EDNbu4q3UzrZbt4MP2H3DXjh8zoNxlVcdAIzJWSkrVO/mRNYp9p8KFq8PvJv8ChOFAQDO+Io37xyV0VLdLWyClJJ6MymcocSW26ZHtnMmjdPQpSqDRl5yIUSZK/gqSWNkT0Z9b0dWN9ZhTLjHgOLHwLM+CjfNUrLNcfZk9WLVLA5rR5iHAQELR2jKVvxUv4V7+BiHpjdsAk9814tJCCIgRZieV4nQcwPJ3UXTKP/flhpOw+oRmGqtLuez7UPQ6BguZJQ0/IwxlfyIDWSXjd3e32Qgi2dzqpVmJBBzM9FOFtkXDduol0xh1D0NGf459ZR/lrDkLVU1GV7knboWlMHT2USSdM4sGNjxIyg8QdMxTbYSOFpDPfR93sCpaeF1kZx/kdHF82hJDRyb8W3869ty3mxL6tmMEAT5Stp9Y2+NjoYIXh5Te/f4zElGQyByUT9NfT2VHF5mZHL3qCUNjk+bdW9brnTft38MJPhtNYfnj1pKzMdFKSkxjQrxAhBK4r+6EkO1AHJKCfmsO2lz7CNi1sw+LTJ9/rEsX+Mj75L0OF1cYWqx6//Gq5gZ5ISspj2tQb0KOrMIfu4bxzHkbXvxpv038S31a546vAamCAEKJKCPHjb+O4/wt44olSFi2qY86cr85HfSRI0lSuKsijVkZ6DK/utAj3cO9GFmYzaVAftKg3lxTr4fwpI77yecK2xa0VW5GAc34bgV1eBj6uc0X/k9AUjZGZo5iruBBrgmx9P55+G+volJK/d3ZwyXHDeGDarSiKyqXG+YRSBb947x3Siw/SBAtSauOxFMGyiZAwIpmYIZNA1bCFgi8xkXBcZCWjSoMpm95CNRSQ8O6VedjRZboUgmBaMtmjWgk2NaAAmQS4b0IHIUfkxe5wd5K79RG0kJ8YbxmZjR9h+70EdqwBW+Ku1xleMpBpWTOZdso4cn98B58OeJr249aDYnPurPfQe0jmaQpcdUX3Cx6vJjEh5kR0HHhyJhCXPJFThl+MR+/dH+C2TQ56gVZGGFTJsRVJuJUJAHTGDMLTJpnp343isAntvZaD0YhYl8asY4eTE9vIxv2rWV+3Dn+sl52/ihjVbXdswo6RfPIDPy3ZFk5L56ztxxAXdBEq+wFVjYns70ik3aXxlxQnfmwCSK7z7Sc5I4c3F2xHEW3UV0WMd3NYw+qxSgkbFqUV3Ul4adssffJGbMtk6ZM3Ig/Dwy+EYPCgfsTGRp6j0BXi3phK3HOTaCuvo2bNbuxok52/oZ39S7cc0bj8IgSkQY2MJDlLrOZvVKZ4wvE/x+WKRwiF/D5jGTRoxje+vu8S31ZVzEVSyiwppS6lzJVSPvttHPf7jh072lm7NsKR8vLLFTQ3f/t0AW225JaA5GAwoNWGRwO9X6wbzzoOTVVwaCq/u3B6l5H/KvhHfRnecIgYH5z/ukSEJdK0abw3IhK8WQqCHTbD1kS6Qmct3E5ywOCW+EhDzDn9TuEnOW9xbePZnH/rKhwxBrNvWwtCYjhM9oyK1DJ3eiT9pleSeOo5CFVFqpKG/N4UB6o0SamKQ0jwp7kIn1qAVBSkImB6P5rXvY8j2ir5Xk4Iv7vbKBkOlZKBCp6GCgbs+xvKQVWiHWuhppbRc4tRhcqwgmH0GZxPQA9gnno+gT5VoEhS4to5ZWwpThWcKpzZTyd7c+97dYznBJyKC1VozEg6F7cew4ica1FEZBWi2Bbn1G+iyOqIrBQUsPLDzNp3PPKgPJ8QdLrGMLWuGdUVom+MxeDEMCC5sNCH26lwzAAVp1Ph2a3/wBAhqmYcYMXrSzBKCtB25CCBkDtizBQp0P15aB2zAXh7VwF/Ki7E6JHFbLENngxE4sbhQKCrYeuYZF/PMnlUAddf2i2BuGf5m3TUVwASb2MVu5e9fkRjSs2LQUlxsnf+WqxwdxWRFTIoeefwpblHCikle62Wrt/QKQ2a5NcnEdM0J+ef9yiqqnPeOQ99o2v7T+BoKOY7gmVJHnhgN6FQxMiaps3f/vbtK6U/H7TpEWLGD9z7GcOeEh/DDadPZsbo/owqOrTL78sQsC3+XldKUIEpc0s4+6wbqI1pgrDEt7iJps3N/LlxF+MWVCOiS2jVsjlv0U5muSLJvJp2yZNL4pg4ZCfuwX4UBZJyvAw+tYyVp2zD0m0cwuYkLUx2ogM9sYiGmYPYMz2WcLzsjnBaOs5BZ+AIORhmecjHwfCzhqHEOWjv35f6qqVY4e747/CO3pVDCoL+7kRS3/gTsb59XfxW0jZpXvIaljfCX+4dfgCExBY2Fdkq1kECNWFx4rSFeBw2Lk1w8UgHTO79GmlCY3b8JRQ7hzA0ISJ+7ersS4ocBygkq9nYLU5+F9iIA1CFQr+4MbiUQaAcPI9KyJFGx8lD6Xvhq1x6/AOc26eD8/r4KHb7sGs2I4Rg1PBcOsLt3Pn+HzgwP0jA0km461wSf3UxwxZ5yCrTCCsmqwr20NZ0fRf/TMBQad/gwexhsU1gf1SVqd8xxxKITo5xus3QOB9YFpgW2YpN39xUAEKd7az+5+8xQxHXwgz5Wf3SHwj6jkybF6BwxhjUHgR1qlOneNah3bhfBa0yiFd2jwMbSanVgv05XvtauxKfPDwJ30EMHDCdO2/fTXLyl+vI/n/jqGH/jrB+fQvNzd0DxbJg7doW6uq+XerRmQ6lV4OTDszQD41LnjlxKLde8NWEpg/CJRSKOmwww8x3v46hmNw36UUApClZtLuCuGofmZV+DlKWa5Ykb2slHY3tANz4bz+KCPPw+U/jdEbCIg6PxcwbNhEcEvESXark1hF+4pJuoDG8nz19a2nsr9Harx6EjZQQE5/F1MEjuTDPxa8d6dyhZKM6NYoem0nMcW4+eH4n9U2+rpLO4g6VY0vAYUQuTBOCk/apmBVt2MHeE6DbjCcxmI8/uwnLE+qq5rEEbM/sTvjruuS2mfXcPcWFM1vAMYe+Rn0c/Tgr4XKEEEgp2X6fD++9ZxCvF1FXdgXXvvp74n0Ozs4YCqj0yzsNy937OFIIpp53AqNjOol1tRKrSyamB8E2kOXLEYbJtk8jugT13io8r0iS7j0TLIFo95D714iGrHA6mFtsoBqFXUyNhq2SvEIhpqM7sa4juM0Tmfhf2ruEdeMHYIpICWZCYw2EDbBt7r69m7DN31qPZfY2iLZl0tl85AyhqQPzyBxVjIhy/bgSY+k7Y8wRf/9w+CwtdGTb4VFmt/CwuYoXzcOLvfSEy/X9kNk7ati/IwwdmoD2mRKtvDw36enfPOHSZrTSGIrEOAdrgh86BQePqgMPxn59et/DQQjBH7aYBNZvwP/YfMT+8WzJKOGTnK0IXTBrWn9CiU7kZ94ch1PDHedhc6XJxyUmWYk1JMb0buxwuEwuK+hAIPn9oDqyU7w43VPY2PYqVtSDMmPCdGZ0gIChU06jqmU+Q+MCqIqCHg0lmGHJ/vc6yUwp4qU5u7qS1ZZlk3B/E5oJqhScFpPP1OGDEUKhdqWJbUQ9OEswtf1aVDTCSV6k0kPTU1FoiummjNWSUhgcU0y/DBV+qH1pgq/xkzDefSZ0xBLz5s38/YkqTKnz3PY7OWfwdczsewuO2AT2XOxARpWYkCF2Ti/nDXMj5w+bjdA+Q/LmSqR1s4YWXa6pCC5rmoS+sQBhqShBBxsDE/DKWJy3nEdKbiKq2rtz06VaTK9rRDElHhTu9OSQomjsatpL5b6VxMpaajNTkAg+XVqNY8M2Zg/KIr8ou+sYSbn96TP6RJQoU6ei6uSNPJ6UPoO+8J58FsMvn4Giqii6xphrZqN8jXBhTyQpLuJFN12zgqCfmnyI+pItJU+aka7hdbKKUrv5G533vwVHDft3hNhYjauvLsblitxih0PhppsGHlGN+hdBSslfS+7mvt23Y0bjw3d5VFwCHMBv3QpZ3/Ach0PSKQMwnjweLB3HO38iqEjumfI8sddlk5QZy9VpyWyZnIwRXS2oDo1pl0zH4XaQn6ygKQbS8wgfl2YQNiMTj2WDgsEleQ38ql8jZ2R3oKoGsI4Cx7GodFfGdPb1kTlpLF4qsGWYvfs30dHWbexWv7kR2xDIjCmkFV/P6k2V2LbkvSVl7JC/5uyPE0lQHVyaXEhsfAw/vXAmSd5Y/A0SacPQjDFMG5+DUEziS3MRPSpfFFtheFSpSGgaqbPORpygwhQFkfvFr5AVlOx+rBM7CNKMGPlU04Ntw6a9iRjlXnJjIobSjilFNw6AtFFkJ7OydzC51Y8rYzB62gRQomElRcM1+Dw2pPXlppiIMPkVRip7fJHncxC2rbBm9CWEZ47h3mvncsKJ2ejRRiBVWJw7pAL/K7V4VJUcRecyVxq2tPn3pucASUzIx46ROXx4zEgCIYtETeGa35xFq7e3JN+xl/0B5aD2rKYx+fK7j2hM9YQrMYZhl55I/tRhpAw4ctroL0I/NbnLc48VDpLFoWWTS+wymog82zAWT5pre0kIfl9x1LB/hzjxxAyys90oChx3XBr9+3/zZdyq5o+pC9bQbrazqH4+APGK4JEYlSIVrnV/N4/0rU8MROUIhFQRgQS01T+i3emDs+OQ0mb41vsIZvsIelQkkviEAEVjiwi0d6KWBjl93AJU1cvjq1swozXtYQmtQR8Jus21Rc2RbkSpYJjFvHL/7dQ8GIP1znDG/ut3pLUNpyjzWEJGC7YNvz0rj+vPbEBKSajDxLchhragm05LIT55AMs26ny89gBzdk/A0lPYu/RinkubglvRUEybH3W4eHj0MTSukbiJ5eZpf0RxbcWVWI8a0khucKNIBaQgIZTAsBPPBCBmwEgcaVmI0zXEOYe2uO+3vfzLKIsIpzTNoXrZbqxgd1z3gxEBak6LhDtCIYu/3LeRs9I0HLbFpMceJanjKUCS2PEPzOfexxW2WFa+jqlTfo+q6Aih4c4cw6iC8zizfyGz7riW+60CLlezadfquuT0AFSHoGKimws/2EzQtDj7vD7omgAkPivEhwe8TJo0ljcT+vFyfDGqECwunQNGJJShSpuCtnJa+2Uy9KFL+cO//8Demt+zavvJdEYFNgA8iWmMO/8mAMaccyMxSRlfa4z1nT6SUT/59iinXEIjN1om2l9NPoSOxJQWL1ubCdHtIDTTySf2919286hh/w4hhOCmmwaSkeHiZz8r+sbH85udvHzgGUJ2iLAdYk7Nq7SFIxQ9ZzsV1iZoXaGJbxPBoOSFO/oijEg4Qhge9OVXcU7Cj8lKzMRXu5JQRy2jX9pBiAYUYZM//GN2Nr5G+bt72LVgP9sa30VRDJr9kqc/ScGW8HRNLHeX5GJbkWu2LQWh3sLiD14m3lFItXcZgSdHoNakMvDDS2ls34TEYsnrGZwgD9C6s5MlbwdwxKooGSFKAzo2AikU+o28gZcXNOFLOh0TnbrmJGp2u7AtyNlci2pYFMUl8KPisbx80SJSYzLI6zeTtOL1OBOaKE7chmZLFATprkSkFk/aqReRNPnzGTCllPwytJY7w5+y0f8pZriWuMErEC6DjoLNNMeFeeZEL58MN2nvEwmetbeHibENhjZWEdPYiG7VkNl8DS5jG/hD6KW1HG/oHAiFKB55A6rmYvyEe4jR4zk2J4v4gX04dfoJuPvnM/OB/jhjohw4CiQWqrwZX4M3bPLCzipcLpWU/hFdJSszyHt18eTnxDJOjyXO76fR18yavRtBdk9YijTJaq/mrsvOJ2uAQWXjK0gp2Vp2Q6/fPnTmZUy45HaGzbri2xx63xh5SgKjtEzc4lBSMQWFZHp78RJIF1+9n+S/DUcN+3eMoqJYXnjhGOLjDx1YXxVvVv8Lw+6RkLVNXjrQXVn6XRGktbbYtDb3riYQwJlF1wPgTh7K7t052IbA1dBK1vh1lI7vT0N1C3pdOs+4/okZ1VFVFIt3drcxf0N/Hi3L5oxQPL42F1KCJJem1lF0VOpMH30viQn51PR/kd2fNkGrClvS8LfEsOPRGH6QX8LPi7Zw62V1BIMQzsihFwWO5iFz/F9BqAhsYh0dbF+h4mwPkbW9HtWSqJbNdX0KObCxCSklsYl5xNRkkD12EZpukbynnLSGOFJ3eWn8ySIcSX3x1as0bDl82ep7ViWldjs2cItVgo2N0EzUUxbRNHwxH09fhaWAocPeczNwuFWuuHIwx7/2MfPaOgj2LwZFQYnWXitpCWgD89ERJLc0klt8DseePg/d2c2bMm/XK8ydVkvMn3/KuOP6csptyWgugaoL9pzRjiklYVvyWkktH26robKzBTO/A2eswrCBKby7vJQWr58Fe9bw8p6fgKsJevC6KFhMyxpCoqqzqfQqbDsEWLR611Pf8kH3fqrGiFOv7FLF+rbxdWvQFSGIFYcX5FGE4GrtGBzRElNNCsaIHPorqV/7Ov9bcNSwf48gPxP7k4fZ5m1cjLRNKjsP0BL6dgg3W8s2M7xwE6oSFRMXFtkFHZx0UqTZxNshKdmbi2WpWJbKnnWZSENSr7QgLJX9SiVSdF+nZUteWpPBRZ4TmDjweur2p2BbLlTnn3n3jUcozDoRKSVTRv4WX9pm9gXW01LrRywt4I07hnF94TYUAQPi2xgd28R9vyilubkXzRRISVI0LKUWOEjID5GYGiLno4qukkwAOxymtflhtm0tpyVUTfIJYxCmihQKidMnkZobR/qCDqRp0/y3jbx1Zi2vnVhNuLP3ffdJgztDn+KPLuvrFIW5upuwYVAW3g3AYLmZWDsSz00wTPJTdaqyTWq8AeaWVKP++krEwS5hh4bnqtkIRSCEgjsxPaJS5egO59V6K1lTuYRdDZspb4/wtww42YOnj0LWqRob1fZuQW3b5u41lYQMCZokEK1M0lSFbXV7aVeXY4omlPSNdLX1YkFsExflj6amaQ6dgb10NVXZfraUXX/I+Ps62L6+lA/nrPnCfX52bgWP/qn+C/f5OuinpDJW5KDYIAMWZ+zN/vIvfQ9w1LB/j3Bu7iVoSrdHpCkal/TpFjnwNX1Ezbaraax8gQd2/ZnHS/72tTydXyy8n/U1Ec2UZdv8zHhcY9zApWhqVCxasfjh1JVdK4QPnn0D2YPvxA4LfCskYZefmqKNXBa6CE3qmD6L5sWtCKnhchRz59iZxCaNIiXvZ6B+AAygIH42iuJAUVQSYvIozJ2OL2E3+/e0goTCio3EaAYd6Lg0i18N2sm6ZRuY9YOkz2hiWmyv64BYAQOT8Q4owga8nUov3hVLsTA1yXJeYkPz2+xI/AjP5qmUbO2Pr0WS964vkuW1JLvmBmktCWMGJCvv7D1pvmSUEuwRqw0IhUfcsWzd2dGljqVImwtr1oGUnPpOC1kNBm+9vgu/aREwLS7fUk3ihbNBEcgJA9CKsrABpzsOV0JvfiUpJW9s/TuWbWLYYd7Y9g/CDZ3889Na/jquguqZAXpU/2NJCOoW1Y0xNCd3smhKCd6UIGefWMje1r0I73487X0QWgCRWAJYIGymDA2iCgVVPbSaSxwmvHE41JQFmffE4csfQ8EwD1//PCV/XEFtZdNh91m6oIP1qzp57tEmKsq+WZNf2Ozkk7IHsHpwEf3AGIYStBnySDM7b1rQJTn4fcZRw/49QowWww/yrsCpOHEqTs7MOo9kR4QV0raC1O26DYCm8gfRTB91gVrWNX+xJ/RZzN+7nGe3zOGyd3+HP2Rw6V+raTbcrFBGMH3E+4BkdMEGjk/vDgeYhnHIBGKbYGsG+4Z9zGgxhDw7h4a3m2ia34JncwE3zB6HJyqGnJpzGpojibYaP4lxBSjRWmtd8zBxyI3YKYKCAUk0Bas5NbUGQ1V5QBvOJ0o6bs3k5L7z2bjxFcadEIemg22HqW/6hLjQq7hGO0EIgrbOro4+LNL7YPcY9qYm2TjKT0KqhWEFsaXF3n57efiuPbxx41bcu/xgSsKGypK2LMJBiRmQbH6qnZWvd7Dqw0jYZJya1mvCUKVkXHsnFVV+DnbYa0gG+Oo4fmslKU0GioQpexTcURtT0d7J+8dNIe7EyThuvoIgEkUIEvIG9AqzVZf5WLplCY2ddV3G2xfysvCh5/E9XoZUYMHOVtxqd9mrbUD1x062lMXx6aBqADYOqSYUU49PfxPF1FFsHeVAJpa2B7QgibkbmZB0MwAZSacQHzOcgyZDVdyMLH7yEJ3Tz0JKybO37Gf+3+vZtdp7yOevPbmAk80sjtezmffztw75PBiwueP6GoIBiWFIfndd9TeiBli3/zG2Vr/C1qqXu7ZVPraOk8+qpvDVDvy1Hez79+YvOML3A0cN+/cMk1OPJ92ZRawWz8mZZ3Rtb97/BLYVWeZLaXJcaA8hO8Qr+14mYB5ZU1TACHLNB3/EtC3qO5s555GltPhsTFvwSXgQqbmVTBu6kNPSlqM8sROjNvKinvqTC1C17oSb0CBu2kFDJBECTiibjG9r5Pp2v7OCEcmHaqtqThUhetfghywvzUOXoGa183rpQ5QGanhHycdCYZGSR6eAnfanLF30GjPOS0J3KLg8guIBO1AGFCBj3ICCjZNdnf2pt+NZqWURRmBokuWTfSiKTiJxoEhsLN6eW4tl25Tv7GBzcxvJ1LHMn82DC0NsuChiha2Q5K1X3uSht5+grdliJEkklwYQZrSuXMIvbD+qemjeY+ySII5o/bxqw4l7I/cuFDbZ7g2R+9BtFBcOIT4umZjUXHRXN+Nn0G+yfXUz6ys+IWz1ELC2Q+zuV8rppRZ922wafAbjU5JxqRFOnXCLQnuphjn+AEHNAgEhl8kyexcEgyhSw7Ysaj5uoHWxTVzmRqZmD8EjhkaeqRCMLH4cRXEgUElNmEpa4rQvHVNr3m2h8UAYacOLtx/ANLq94doDTWx6cR391QQUIRhb7Wbdgt4cMX9/oBGfN7ISsi3YsTnAkvcPnSCOBC2dpeyqmwNIPj3wd3yhenwHWil9ZQN6bRgBWAGDZS++Qbj9220k/E/jpVTZGAAAIABJREFUqGH/nkERCr/q/zt+M+D3aNH2czPUQGvlc0g7CEQ8wyKrhXTbh2EbvFt1ZFJe933yLN5wpDXc53OzeG02oSh1oikV3ghMZVzfNYzcqSJNi9qb3wcgJTuDMSdNRnPoKA6FpNM1FIdASMjfPRER1nlq3vPIqDGzjDCTL/4L5S29GfdcsQ6aS+laChtWgGVVDyAUSam1ib37tvFMexklSiK2EFgIXpR9aNE6yTCuw+ESOM9r4/QL1/CTK7No6nc+Ft0hBAuVHe15rBHZ+HHRmGxRkR8mZ1d/ku+YAmGFqu0WW943MC1JyLB4eGc1quzk+ZtUbBU+vCVEZ7KNkdRG6JI3GXjWDv6x7Gnmr1xP/qIWhC0Rpk3uWi9ZwJjhWWhRpkpT0dls9IfOHuE0KRhWpxBrQdpyk4tc3YYvue9w4rIKu/6WUrJjVSO2LSn0ndhL6UgzVI77cBy6LXlhUTuxLQHe2NxIcUKkkql2mQviQjC9FOmInCMgTV5pb6I+qxRbWNSXVmFbNpZXoXjLKfjmXdDr+cS6+1GQeSVCaAwrfAhbmnjtPb32kbZk2YN76WwO4+8wef2+aoIBC7/HR2eHxaIXusnDXn7kPc7XC3FEJ3MNQek9vVkjF7zdTjDQ7aGHgpIFc9tpabZZu/rIwzJSSpbuuRM7GoKxbJMn37mVQHuw134Hhuzn6fsfZl37kiM+9n8jjhr27yGSHSlkuLK6/haKCyEOrakOE9Go9GieQz47HB5e9zIBMzLQZceQXp/ZUlBpp5G3OxZXSAHDxrugBKOmA4Cp581CdzrI7JNL7NDItahCJSYuzIq9q6lr6RZXCQZC7F/4Fte+tq/Xsnr10+3seR+kJbBtiyrvp9T7d1EYM46JZ8xAEQoi41KMqCGwhEKDIwXdewMbnx/Me89WkZq4htycFnSHwrE55Sh0VxEpmGTqpQT8KdxfejVv5mVjGyppT41H35+AZ14Rb90awOhhL3yGzV2Gkz3DNKQKlgYf3Bai6cpXUZ0qGSlZuPtW8MHmpcj2ELlLW9F9FqkrW1lXlsnAYeeSkJiGBEyHh4qhE7soggFsIWnKV7jQTCBjtcLDl/0L24p4qEKI3iGYu+fj+uu/kZYkxsgiIzACVWgotiCvPJv8/dmoCHTh4g8rmhBC4Tdji/jNqGLo1MBtHNJXb0lBOK6NUKtB84F6pG1jWxYf7X6V2ERvF+PiQQzMv4Mpwz/G7cyh0voX68wL8cluSuJtc2vY8M9Klv65hOVvNmOEJTtGfcqbVzxDO17mP1nf9cynZhYQ2yNn5BAqo4xErPbuB3Dz3Zm4Pd0XrTsE1/wmjffeCbBiWZiqA731az8Pte0bafGXIqMpdomJJ3Uz87YfIHt6PxRdxVItFl37LgB/6fxFrwq07xuOGvb/Aah6PGnFv0UokZpcA4WNWhZtihu36ubk7FlHdJwLBs/EqUa8S5GyBtTu5aiu2JyqNzDgQPQlUwTuUdloWZEqDYfLyaW3X8/5N15JYSjSTh631aJowmhO+s3EXgZcIpEum+0tJgtKIudoqzLY8JIXf5OgfJlgbwysqvwHuq5z2U//RMbwTC66/HoUvbdEmkRghSZR6NqEece9nGR60RUQAn47eT2aiBpJaTK8cz3HOFtoOzCMVjOR8ncvJHvBCLRWN8JWiJlfhK6ovWTbBPDOhGwCzuhk4oSWyXvwj9pFbkY+IFBUhX7jvSAkGZ96GfZUNcIEIbPRnVmERp0OQqFk8GyycjJpm53fRZcgHDpxg1PZ/FQbIChrHsl7j7wR+W097lm4vJHgextxtLQRv6sUgL7eGQipoVgq09+f1Oua+3SY/MYbpigphjMGpPOnq7OI6UggrjQLXUZ+i0OqnOTvT7wjSO2BHb3odi3bZF3V23ireic9VcVJfMxgQrKRcvsJbNvmk6YbkVISaDdY9tdSkFC6tImsdEHA42PjpJVYisXa45cw5Ni4rslq5A/H9qJjsJE4ChNQ4rrLE4+fFcew0W4UFVxuwSU/S8EfUGhpjnAHvf9e8IikHlNi+6N+Jtnr98bx6MNh8q4+AaEpbDx1LYHYyIq13WzmX42PfOlx/1tx1LD/jyAh+zx0V6SjUahuNjiLcSgOLiu8Al3RabNaMOUXezf3nfBLHNHWcIdqc8yQVTijrF66Cr8/1Y3wRD4XDpXsv53ey6NMy8vC4VJpWLAK99I27LIOmraWUNAvl+tuvAz3QT1WBRhk4yt/iV/Ob8Zv2Cy8uwUrGp9e1WZzxdQwpYmXM2vK1exyVlLq2s/s8y9EBuZhW9FVhZTYhg1tPsbELkMTJtVPdcuVxTsNrh/xMQphNGlyde0fOL5yDhlOFaQkrslF31ePRQ05CDsMmtLa+FH/cb1ojZMcguZLejeXDWpbTny8G5cej6JE2RJdAbTJFUAkvJKfHE9bUyOdfoNFdhJrpvyCjqQIK2DHlGzsWAkqdGTE0bpBISYhcm8kKk/cW06D18uF/3yW/S0RHvGGu+YiLBvFtEhfvhYlFMKlejg583JOiz8fd0d3o40tLcxwKyPm78YORZ75Zaclk5uhc5t5AlqULkGXKj/rOI6R229D80h6zmgCBZceQ/v+GszQoZ7rHvNeLCuEooChV/Dr1yew+M87saIxdDNks+HvZew+fwW2aiFVm4rCUoqv7Q59ODJj8ZxXTEhGJ19NIeeuSb2MvRCCu/+Wg6YJ3B6FK3+ZxkeLQhjRKJ6/U7Jxw5d71k4tjpGpV2FGu4CNkIMF/7yEUEjlL0/Vk3fzMFafuxzDFTlwUPp5vuFeGo2aLz32fyOOGvb/AVi2SVu4hazBfwYEOQPvxaknUBzXj2FJwwnLEGfUjOX+lt984XGS3Qn88fhrUQSoms2VRf3onxJGILnpJBh66RgcfZOxVcG9fUaw3Xso2diWJa9imyZqo4FlhNixcg4Bbys33nIlDpcjUsWRakFcCFnzNr62ChbtDWCGIgpCtiKZe0fkRV156TEUjT+L69tu5Yb236Fl6vzi7rOxzKhogoSO2gDHhD5FCBtsSfPHHXh3R1YB7SGVp7boxBq7ObfhCdLMeqy6Wn587AI0bCa3ViPMyCuwcfpmlp2/kjRfGuNHDUVXFVwK/HxWIdeU2niiBlJIm470yfiqp7H4zdlYloKUkk3U05LeiJnWgSIEA7NT2bo1kYfu3MuoGBV6qO303bKAEaEnCGfqBA0HQgj6DElFKAKJSrtdxD2vfkRHMMADSz/Et2g74bIGDpbdCMsibeUG3LEaU0ZOZOK0WdiZGlJKpLTZbK/ixfjXkKEQRn2kakdVBf++v4CJBQn8zBvx7q/3HkesdCIsF7mTXSg9HqdDczGxaDYgkZ8Jx7TZm2myVyKik77LI5l8YpA9i2uwwt3ec3t9EKPBjx3dz9JNfr792V5cLIXXjwOPio0k8dRCXP2SDhlT+YVObr0/kwefz2P3bhOzh39iGLBi2ZGFTD66ZwneOje2Lags6UfF7kEYhuSDhU24pxWhOHubQxubgO3/nKN9ddTUBlmw8D+j93zUsH9PYJmyy6P9LJ4reZCrVp2B9BTSd8KHJKSfzG+H3MpV/a4B4B9tf6HNbuEN3zNdzTKfh/j0SjKSYcIIk+rMj7libBMz+/u4+Yd9EYog54kzWJrTlw2Ngptv3IzRo8rBtm32b1mObXUnRaVts3/bClwuJ8njPKABxRZOfTrYJuHypzmxyM3M25NRdcGGM03aMyQIsJ0Kl26rwDYFzVYL/wrPZdiEMVz92wila7DDILGzgb5GBVq0htwOSUrurULakvtXZ9ASVEnat4zmTVsIWioyHCDwzp+56+IqpAigOBWaM1vYX1hPQ1My62dv4+RTpqI7dMZPzCFz2iBOq1fJ6LQigtHCZpKzjL0bJxDsdFGyuT/7ZBshaSIFBMbtY2heCsLWeP3VXB7/p4MTKg50acJ6gl4mvP0X3NTSYbiRZuQDRVPILI6EmZyxOmVmLRKoamul7KPNyB66tYpl46muY8SU1K4VU/bjEd73TquddzzzqFeb2DboAI68eKxQhLGwMMdJep8WZgcGcVv7DGYGByGlia9tG3qMIHO8A1XV0BQHs4Zejq45UZPjWLwjIjBtByx879chMTDCvVd/ihAc0HqPLYmkOrt3bXpdZxu+YPdvEbpK0X3Ho6e6Sb9u1OeOywsuT2HC1FgK+mq9QmWKAvkFR8ZmumnxUnY+2kqw08OHr14UvW6bcWPjGZbdn9kpP8IhIhOwQ7g4JekH5DuLj+jYR4LLf7yds8/fzL79395k8Xk4ati/J1j8Oiz616Hbqzr3817lawSsTl4ufYyFT29i77o9JDtT8Ggeqoz9PNPxV0IyiCHD/Lbpyi+sAy4PbGb6BIvcDNiftoS4xBbOOXsVLlck7hnMTeY5IxXTlDQ3h3nx+W4yKEVRKBhxXBfTH4CQBrmu9QCcc+6pOKeBK/YM4j134XTM4AcnnESsUyG1yEHRxR4+vN4gSklDSEi294tDW3wxe185m0e9z9BoNTNgdAb7fDG0ikbME7Zgf6aWOlRvsLPexfuliahhg7zyHYRtjZXNEdZAaZqIjnLG/DKfPr9KZ+0pG1i7dSjzFp5EeUwnnUkNXHftJRx/yQhsIVA0lVtKI4H7ka49VD49FkwN29bYs3kgu7xhLBH1pl0W7QU1fPB+Jq1tLgxb49ZrKjk7SUcFRsx7BMUIc8AxFdvuNkiqppBZlIjmhLizfRjRZrCgafJIvg+07n2lriF/MI2ElG4aXj3HA5eksVB5h5AIYwubjxoXUbHhEaqWno4VjvDiZ/ZLJ+QvY7q/GGmbtDWvIr4mDQdO0oY7UN2SrMS+FKePRCgK75R9xJwVb7G1fCvN9+ym9oJ1uNYVsX2tEzM6fwc6Bc/dncBC+Q6WGtmouxWOu66I1PTuUs0Yzcll6o1c/1cvRg8nJWZ8Jnn/OhGhf7kuaUamyqAhOgdL9BUFZpx8ZFTY5958I7LBZN7VhXQ2R76jO1Tu+UPEeF+TdTcOEbmnDuHk2qw/HdFxjwTzP2hk7fp2pJRcfe3Ob+24n4ejhv17gKpSSd1+aKiEyr09kpBS8tD22zDtMIYdZtmKD9m4YD1z/vxvwoHI8vTO5uswokK+NjZ7jZ184H/zc891Yfav0aODuzmcxN9TFjN71DmReLY3yL1378SIli0G/BaPPrSXhobuuOmIEy7qqmlXNZWBuc042xdhe3fzq4uuISE2hxjXVQDEuX/OXed3l9SNvzIBeRjna09VIYH9BTRuHsTffM+wcY9khzMf3+2vs+/upezr151sM5wqmT/J4tcrc7FshYEl6xHRpOAeXwoNYQ9aehF6znA8yQrl/fdTY+vs2dsPJKxYM4Zd6YvJH6CRaauIaAx9UCfcUlVLtTeeajMVOxqHt6VCeFV3ctpSLLYmbefDRZGqJUtqbKguQHl9FQOayihY8w7SCJFmRPRJfdFQkG1LvM0BPDExGP17c9Y3uyB08WiESwdNwTO2D4OuGA1AS2sFjz07i7aSEpoee5x1nk8xRWRSsCyTl//xLNIK0rrrQQB0p4M+Y2IBi1ilk4K4MNlji8hpPxuhKBSYM8ipj+h5BpI0th/YgUTywvvP0fx0JGlbf9UmqnZNxDIFtg31BzSWvuVB7b+NiuRVCAU8KQ7GXJzHs8ddhVt1IIAivZiy7Rm0em3eWtadmN/y0mP8c3ohDfdfiQx/eQnjtBOcqCqoKkyc7CAu/svN2LqmJsZcfimxSUmk+JfglM0oiuSKH2XTJz+Sn4hVE7gpOyJ7d2P2g8SpiV963CNBIGBx1bU78PstLAvWrGtj/gffbUjmqGH/L8H6O9pZ9fPWQ7ZbpmTFO2AakX+R/0cM6ycNiyn37o6QTVmC/PeHYps2ZshgyYsfArDf3IvVg8rVxj5sOCZU3oA0LQo9wxidMB1FOvi0YQrl3mK2tIawvUHM6jYUf5BwuGf4RTL/3e4EU9iCxoSRSKHiVIMUZdSBHcbccTtOXWfMgEcRRAy/rnl45PXOru9mxejcFEjGE1XsUA1I2NhK2vb7kZZC/Ycn0ccYwNRRgr4nf4Q1IBKuePpPWbS7Ih6YOzOJtnw3lW1u4jtayGrYjxqN6VpS8GFDX2JPvgUhBLZlY9eHWLZ6fCRWjkJjUyqr1iZT6diN2qM2UJEqQc2B2Ne7KgepIevze/yt0PTxcGw78moNjO1k+cQtGB+9TMnK5V27xdk12N7tvNmQRkNYRwqo3NnMsH4jSGzJ4qAulhCCvgmJDPzpDNTkGBCCtN+d3qXMNG/hHbS2VfLei79ip14LPeLXlmmyq8zENA06qz8g1BbxFDOyDZK0R8nTdpOXEMdLHzzIK6/9mdyqCwisS6Nyext7djTwzOqXCUfVkQKdnXwyPjJujNoAxwQT+WjJQKQU/O3mJBIG7cPhlsiT9uJJdjDr7sEomsK4tCLOKRgPwDGNV2BaEDbhhQ/8HKgz8TfV88lDtxPu9LFlwyb8H712yNj8LFxuwfQZTuITBOOOOTzBV080BYNcs34tv9m2hWsefRBVFYxPnseQwbFc+7O8XvvOTLqI+/q8zqyki7/0uEeKJ546QEdH9zvo99tce8N367UfNez/BWjdZbD9UR8lL/pp2tg7EbR1FYR69FAYIdiyMvL/On9VV1glc30xalCP7mOwft4amiobuSvlMVyiu47dLdxckfDLXucIV7VQevrDND0bMTwXZN1EWcdAQpYTG7h180eYdZF69VuvyScluTvUoqqC08/s1lF9d8H7lFbX0+5MZExRLRGHV0Kgil2fLmZbWTwiyrZnmgpvfOSnqqF70P82I51EIzIsFRNiX/g5if7FJHYuITupiu1r2qn016Ceez+KK0irfzDlcjov/iWSEBx5y0wqN7xPVt424vzNyF6F24J2041Iigo52FDyaDltbQkcfBVMU2dr6VjuWLYYRPfqqEkP8ejYEAemBNFE9zNSlRBpAxZwcO4UKAxuysWjBgDJ40N30ccdYlpsMm/peZTFZoMQGFLjXd84QLKiNZ6SgEptvxxUj0pMcAbCitwjV1hy4h9WUjVvLZkPXEj63WehZ0U8yZKypdTUbUdKm4q4/eTGuLsqXgB0DSaNUtBUgbTDNG35HbZl0rThfjR1NZbYypKaBbR11GHbFgtfn4sZtrAtm6WbVuP1d68cDM1izeQSwroJfpv0TX1JnzqOF58bS+U+SVxBDbqqc/tP7ueqD48ld3S3t/vghEv5S9/fUlOrddErSAm3POlj2d2/wA6FsG2b0vJ91C18DavpyytRhg538OOfxRy2s/ezuHfHdmwpKff5qCou4pwbf8Gdz/6Oua+PxOXqvUQUQjAt4YxvlSm1qMjTS7lJUaCgz6GiH98mjhr2rwkrfGSNEV8GKSXLf9qKFQIrCB//uBXZoy63oTLCu3IQphnZBnBa7nnc0O4j2bLJ3FCEanY3Kdmmzbp3VzPFfRJjnceiouEWMdyV8jdilN580zV3zAFb0vjkEoy6djoNnT2tI7GivNxXJvTHtCMJL6dD4aYfRwy5263yq5v6d7EoVlRWsn3XTqSUVATi6cwcEjEEANIiXpZgyd5xVFUVxPQQB9GF4O9KJIyR83/svWeUHNW1/v07FTpNT46aoBmNRqOccwIFEEECCRDBNgZMEsHYvjgBxmDjRDYGYwMGTM6YIJMUACGBhHLOI2miJsfOFc77oVoTFJAI1/fe/8uzlhas6Tqnqruq9tln72c/++X1eFt3IrAp6Pg7V5/7J4oG/YzvrbwBoUksW6esxgnlfJJThP/hH9D6+t/RI276DlpJXW4BMVdX/FVXYfZZI9HVeKL1QAXh7buxDu/pJ23aqiVbYouwiWHaFncOa8YQYHkkfUrfR1WigI1Xb2Wc+jHYYJuC0uAUKlsm0Duxlvk5tfTzhVEFqLGRDAwI/jbs+0gV3jQvIkAiIAhZCluCPiJeD+XZrUTSPQzwzqa+Ponc54NYbUE2/+oZlLwUEmcNBcAwIixcdBtGXC7C0izWnLqbOY39cMVj97omOGXyoWdCYobr6dj3Fla4GbCpjL3Ha/ufI2pFMK0Yjfp2QgmOjozeoGN1p5/YkFWbjG6omB6bTXc4SdFB55Uy8vsdKIrg8tP/i9z03ke0Ckx1J5AW7UM3mjxCQFt7hMqt+7Hjz5Zl2Xy+eh3trz3EieBEjO/65iaW19djSknYsvjjti3M/ulPyCjMZ/vO9Sd0nq+LuWdlMXxYYtzJcbqpPfb3wV886GviGzHsQojThRC7hBB7hRBfzKn7fwDRjggPFt3B1heP3/z2eNj/epiWbaYjgS2ho9xi11Nd4Ynxp9GDhqaqMCHeZEbZ+RSTgx1c0xGhfmQ5Uu+mo60pjD7T2QLfkfEwAkF/fQin+c7tcf6OZTsJbSgH26G11fz2TZ46sKlT27xAT+CCpGL0+KMigNnT0+hX5CUr2805NbW0XvAW4fYIzzz0HkbcGJSMH0D9oDHsHlZL0B8FRccoHEfBwNdRVGcL4nULfvG9RFITFYLljxOqdrbhpyQk8ud1XpLe+xGqdI4dPt3E72lBVw0mJpcjJVQ1nIplO/kAKVV+lecluHs3A08/k+KUZIqHLmPzoMlY8Xh4cmoik08ejB5zVka1roYtuX5uGvpXJmU5CV6kAbGPEZbg9vfrMJRmhIDN4VoOif4tOqc3iR6HLz+29/MohmDXwnTaa1y8/1yQYFUiKTev5a6BZSRo8ToABI/vC5OeUUVj/2Rety4hFpc7sFAIGT4GeJNxlfQFIWgKZiO3ZzK1YifSsLAiBtv+8HLnfas+uJlYrOs5AQgkxujrSiLd8qEIhXNnZ+J2xUM6qpeU/jfQuvNZJM7iuqRiP2a3hVYqJrUFS5zrDbrIaMzEFZdD0FA5893RCAQ7f9aCmew8IJpLcOo1pzFz5ByuOK3nTrA7zp3mjXdvcmDbcFKeTeKZfwWlyyFpbevAqu/qYFQVbP9aol93bNlMxO5i4UQti8f37uFv//gNP735Aurrq7/y3CcKIQSPPTIYl0vB41a47poCSvslHH/g18DXNuzCUW16GDgDGAR8Rwgx6OvO+78ZH936LpHWMB/86F9E2yPHH/AF2PlECDPY9eCaQcnOx7voUCmZggFjQNWcf/1HQWqWQIZqsTfdh0AyMmqQPmo7CX7HE9dcGqNOH0N2nxwAcrXe/C3rNe7LeqaHlyMNi5pbX0eG4y+3aRNcuZd5dT7UONMkZJvY9HyxVFUwalwqD/y0mMi/dmPXBnjzp0sIrkuFFj8JKT6KRxXgsu93DHBRK5T8mCc23Etu/1fQXAFAkpFqcd5MN2boAKGKJwjuexAr4hjM1OZ3EPHqzIQUGH0muNw2qmZSnHkAT6Obmubp2NIxPBKFbaZk0aBJGAGL84sm0atgD/6xFSQMc0JH3/n+JOq8tagygmHbVM8cS2CAxWX93uSBcb/DrYTArkHYVc7PYbp4ef9rNOvP4X7hcxTTRsQs2ncreCZ8xrBe/yJJr2Lxmr5Ubkph7eP5HGzqoN/8TxjdrwK3p8toKkBJ2Ga02Uh4uBtLOVLyNn1IMsSNn2FKFuxYiWYfonEalL/8CW07nEWpsGAMKUkFdGoESAVhD8bfkc4Fyadw0pzzmX7Rn9nWcR414RHo/iKkoSJll5HrleCleyRDSA1PUh/I8qK5Na78zpXomgtVUZkyaCpZbamEc0zKLm3BVg89Ewqqlsovr7gfl96zWXZ3JHgUpg7zYNtOGCbZJemdKFC8qfhGXR5/rlRGjhxK3UlnIaVkf0crv1r/MZ8e2qJ+BeR5fXQPtihC4Gms5KNPFiJtmz8/fPNXnvvLoLRfAtctKCApSePXt3z9bmrHwzfhsY8D9kop90kpY8BLwNzjjPk/i4ZttWx6chW2YWFGTD761TsnPFZKydL92zjQ2pURH3VrImq3cJvmE4y+PanHuNHTQdMdwz56pvM3c9VNjhYr4JIWv45pnHPjOai6iubSmHl5zxZuU72ziNIzUSSlxI4cRjETkGu7uaRoGB5Fo8mK8lDzNg5FKySgpPv53V0j6PXUejBsmi3JtjJnMVJ2FzBs+jBcyr8RtCKE0zFoadOrtLbuR1FNSsc9CEDu8Dt54vOX6Nj1G+e72AZb3vs5HS31TJswFxlvjD12rtZj1yK0GNNCrfhkT5U/W9pU165i593rSVX8TMsbQr+Bn3PxbeM5/+Lx1A0p579yb+G3O/Zw0792c/Nza7lp6EvoioVfD3L9wOcg1pXgFAh6J1Rimas5P7+Oi/7xAVlLq0lbVsuWbXkUp35GtNXD4oauhKqtmjTOfof1w2tZ4z7ImH0vUm+GMIRgRYqHhSm9yOu9l5GDdnb7TpK++RJPitvpaQcI2yajsYrDSUKV7x4SyRLkZNwG8lDyUEc1bmLzuFNIuXMBs6+7heZYb2qjQ9kZnIN/wO34C6b3UM/0ZCUg3V0LjO5ykTvnerTv9affxH70HVHCJadeQoIngfNOOZ+MPwxCjSqoek9dIoGCRxyfcrhgnhcrrts/Lc9EU0Fx+Uic/F8oCVn4E7z0GjWa2sJ+HAw089juDQA8X7aVkHl8KuTR8Ouhw9DjP7QAcj0e1rx4D4YRxbIttmxbzZr1y77S3MfDtojFvm5Egz/8rpQNayaRkHCkrtM3jW/CsOcB3ZfUqvjf/p+DlJKFV76IGXW8HjNisOnp1dRvPXoTgcNR3tZIfbCd1dX7iMVbxeVMdtP7DA+K7sjdZk92UXBaz5dEdwtOuQhOuQhcboEMVCGrFjtt7+NwxQKU5FYy+KShnH3juXgSes7xXszmtNYYW81u4RqXRs6tZyO8zsstBYjCRBKnD+SmgZPxqhouRaV/QQEybhDCbQI1LYHIO2XYBxxu9PuJ3s4WE8JSaV4Vw8ULCKLYtsAwY2z48G3SDu5yOhvLBd4cAAAgAElEQVTlbGTsnCvwpGxlT0MZO5uaAJvWNpsPF+3nnX/8gnp/BqGZV4PLS2Ol7OyLCiAtF9r6s/jRxl2oOPQ4nyIYu+VjzIbtmLEyVry9jmn5Q/nJiLks9uynekaAx1KfAWDN8Ed4fWMNk/3vk+pyFgevFuOq/i9RmHhIksBiaE49/dM7kFIyMbWFgmX7SNjcigCiRoh1r08kdVESejcefcGcFhSXjaXYLGhdSpUZ4Ff1n2EKeN0L7qZC1vb2ccNpP0SNe72qJvhT2pP47K6FSqoaG8bPJtItTGHZMVY88RuiHR3c9sy/WbzRB/Ypzo2zL0AqhbQO6ocsziJFUVm2YiO2rSClzvodYTRvOikDvodQPXTE4NaOclYWxVBUBU1X6T3mCnRvEqR7KLzUoVOOLh3DPQvuw+v2knxZIaWfnMqMhOnocWVJVcIQ0khRD2MLHQVet8L15yQyOsMms5sunVBd+Cf9hAljRlAx7WwsJG+Xb6cp4jgLhm3zyv6vxiLJ8Xq5sqQEt6LgUhTmBWuoq+8iHUSjYe77y8+/0txfhIgtOb08xNyKUGcXK1UVZGYen8XzTeCbMOxHy2AcERQTQlwthFgrhFjb0PCfKav9pmHFLOo313SWdgMgoPrz8uOONSyT1dX7sKXEkjYbarvGTHwgBcUlUHTBlIePzp3NKRT0Kor/1Am5xGR+j8tA0RE5kzjvpgsZPHVoj7FBKbktYCCBn3cY2N0Gppw9EpEbj/dpAvuyfMKBJvyaiz+PnMXE9HzO7z2Ijx53thWv/srL/k9tgqtqkJbkgEulXleQh0I8lsK+NwxiHR7aA14WfjSWTasUbEuiGjH87U7nIU9CCxpDKbST+bBjBIat8NnnbqSEuop93LX8XcInX4b0JbN9uUI00NUSzmoqQG3LJTHs5vzmNhTAZZn0e+kebNtiTcY2nh9TQasdIapKPo7sZ6HrXWKmo27ozWgle8pKriheik/rYrjowuKmKXtBWKiKzaXD96IIgSIELmmycsJklEOFNSq0jU6id6wvk6M2umrj0W0KZgQxNYPmDyO01EaxkSwKlvNnGmjWFPrX+ClNvQQrs4PvzHAWmvOHVDJCW8t3m+7GZTudjwwMnkruTSAe3ogpKvWuPZjREH+5+jtU3v99VlcvQbF/CHIWin05igKD5ieTpCrs2bGfaDSG9v7bqE89xr791dQ3tJDU9xwUdzI3LSnAtXgOLV5JY7rAm5iKv+gkAIRbZUVLJZG4l6we8ngVgV6UwDD3EJJVZ1epAwOMADHjxNrWnTvNRbJXpVshLaqukjM8l/b5lxNJzSRm26xpbSUaD0MZ0mZFfSVVwfYTOsfh+EHfElJcLk7PzaNPypGSBS7XsUNIXxV3NUbpsCVVhs3jLf95lchvwrBXQY89fj5wBF9JSvmYlHKMlHJMZmbm4R//n4Dm1pj669PQE7pWXW+aj2HfH3PcsRtrKzo1Mmwp2d/SQEvYSX75slUmP5TM+LuSSCw8/jYtXNNK2eezkLZzrFS8NOddQX1d01GP/3PQJK59RLUleaVbSXck2Ip9eYETapmRicxxUVW2FiklZ/bqx6uT5rP/U5tlf1O59ww/Oz/SefFyg/r+KaAKkqwjE1uKWyDd41m7tQTTUqhoG4BlOeGFtKaDqJaNJrJJEzmcK0o5LTaOFbvG09qmAALTlAx47wlUKQle9EdivQbx6eJbsWIezIiX0EcLEMJGVWzG7D9IimFw3pqFJBoW1510Gd7MNKRQuLPpE+5pXg6EMLyVxLxRQDDYN4Rh332fgGcmEatbrFtoTJ1xC6pqccaA3WR4u36nCiuDhpjo9FhsBXYmS6ybM7n2kmo0VZKTGmNCrcBqUKh4oA07/qOHpcVj5UuxbRuXYRL5rA+bijPpdf7fOevKVfw45Vl8MsDgyBqKo1tp6tvIvjN30hxr4+F+U5FAU3oCzakW2lX92bl9Oaq0mFy1EA8xVOs2FFwUj1LxZghk3QG27dyPVV2Num4VSnUFctsWduw8gFA0VtuzaahPQQ36Sdo7iK1FNgUz7sOm69kzbcn6hqMnFoUQnOaeBBLGWzoaNi1tS084yXnB+ck9BMdS0l1kzxlHS58Bzu9lHekZChzP/cugviqGEbPRFYWXp5zEbUOHMXXSmRT27tfZ+cnt9vDzn9z3peY9HvbHbO5vihGSEJRwc32URvPLXfvXxTdh2NcA/YQQfYRDUL4IePsbmPd/JSbcOA1vqrOP1H06c/5xEarr+MZ4f2tD55YM4sa9W6y93/cSGLTAf7ShPSClZO/fFxFsyaCpejDSFoSDKWyq8rH5s0UYh1Xu7bdsXopYHErxhoA/BU3a47SXaCQABT74RSmc60TQjFi4R5PiV640MMLQVOF4boE6SXsok9Zp+aQqMDRsdMaCDUXl5B9OoKZlCu1BLyCQuh87wUnkKkBKcy26HMQZohgpIbFuCv3bbse2uhZMLRZmyMYPMfuOI3D9c2zuPYqWXZOJbjsFxdI77YJtmfxk8yfcPPs8Th88HZ/byzl503ly2pXkrEum3Y4yeENvlHhst1AppY8ykIGeYQTSvgPx2LBha0Q9p5DTbwp/SR0IKbuJdTMkvdwRFKVnxDvFrZFcvJ7cse3cc0UFf7qskulKgMhGCxnraZrCkQ7CESd0tXRFKqeKG6hJd/HgBaNREhKJqF5s4PTwI9QPqcN2W+TNdrMltRfLB/VjV7GLjGkJHNh0AAWbrGF9yOgXw2z4BIEN2LRG17Px/dfJLShl2JAS9LdeBtNCGAb6wtcYVJxHNGbw4NMbUSwdxdJJ3zAJI6xTGdsBdBf7khQnpx/zOXQFNzHPdJEf581bVgeh8I5jHt8dffI1Jk1LcggBKow9KYUB6QUoQsGW8MiuTKSZgSv+e2tCMCIthz6JJ14J2tFq8tivDrL4BafoL83tRlcUhBD8/Mf3ouuOLs74MTMYOnjcCc97IvhJbQSj2+2P2fCr+q/Xq/XL4msbdimlCfwQ+ADYAbwipdz2def93wrVpTHniYtAQO+TSig+pf8JjRuSld/JNAEnOz8go9cXjDg6QpVNBA84Sn9Vu6YTCaWxTZ6BLW1s22T3xs96HB88ihNlQWf7ieT0fFwuHwxMAreKUFSyCwb3MGKahyMCbpFoGi39szGTXEwJx1BdCjZwMDmNO2tS2L59GZZ1SNBDw0wfiBQqmuphVNHZlKq9yCMRGcgH04uu+uiX9r1uZxA0ZzqFRKq0ELtaKbntTto/+16PwiEpAUOjYtd68tPyUIRCji8DmVfHdbeegh5WuenGG5mweCa+mJ/+6giEEOQpfaggTMD/MwxbI2LCS/eksGbBu5z8fDtZGwZRFY3Fk5kKRXmDOTUjB0+cRuJRBbdPH47QJe9XmLze0EJ+RhRNSPJfOhNXjtbju6Sl9SbBFw8DmJI+NHFf4jpy9L4UzbuMJr+j7f7sSSehCANT1fBP8TGooJX6QWkUhz8jmqXTvLMW3ecmb+JQ0krzaSj7Kz55AE3dyera5Rxw2bTeW4n6/CpEYx2H9hjCjFLxzNM8+9oyZKzbAmUrZK6fgqEuRBF2/GohXXpIdx27iEZKAz8KIv5gSMCWJ268ivp5SUrR6DvQR1KKhld3U5SczWd1PtpiClub8/DENYdUoXBx3yEnPDfAu/9sxrYk6z8KUF/VMxRS2LuUM0+7CFXV+OGCO77UvCeCNJUeSW9VQNoJFFJ9k/hGeOxSynellKVSyr5Sym9OOed/KfrMKOXUe+dy5iPnn/CYARm98GhdD+qQzDx8X0APOxZ8+Wl4sp1ElWV62FB2Fe2+bABsy6KqbDsdrV2KekM0hekupbOJmhe4yquSES8ikR1h8krGIuKGXNc9pOeU9CiSuuhJV3fVWVKLBGFflJq2DBrm9KVjbjFVE4YjhWDpgJFUttR2lqJ3QqhI3YfPm8YFsx5kttoP3XYTa+oPUkMVHopTLsSr5SCESn1eKZVFQ1BtSeqBnczeWMvkijQGrByKsLvxoaXJwdhG/Cs3dkoACNUmNG09Ka0uZr08FG9E58o/3sRAfTQi/sgrQrAveyWxpKmsqM3gyUWDaCmP8OF7H2Jgc927M0g6MBoQRC3Bq5tH8cztHyBCTm/MEVl+xvdPJC3pAp7cabKzVfJxOax5cTyhdwYycPRgdLdzPZqmMHjwdOfaTEniJyYJrv4kKo5HnFQyGFHYi1WFw1jZdyiGdiiZrZB4USpzZo4k+dxeRAIREILC6aNQVAVFU8mfXIxCB1V+h4df29HG2hVbKH/tA2T3AqOYSeXSRdQ1tnVXHUBIBT3k57z8POo27EMACoJC4aesqkvb/nB0eKdBt9CNqnjw+4YdcZyUkneD99Bu1/f4uxCCGWdlsHrHOl583XFGzGgG79b4MaSCYQtqA45+/XlFA0h2nZjQF8CBHRH2bAxjW2AZkjcfaTwiTHTVZTfztz8vJDX1mw8L353tQe9mWX2K4NbMbz6O/0X4tvL0K6Bp5Tv0GdVKUt6Jbw0VoTAxvwSBwK1qDMz8asQhoSiUXHcaSjz8Ex0gergHtmVStnVNjzG3+/XOVzBRgWt88V6pu2tonX8PekWQ5DTnevL6jqW9Isr71+0g1OgY5/xRCiMuVFFdoLosxl5eQUezRTjmodmbxsbefXnLU8gTk8+g3ZtAZbAPlaGhnXFMaYEItWJHwpw88y8EWg2aOtxEm0ugW9WnQGNo1k9QhMagYT/FZYO0DIo+epcbVk/Fa6mcuj2BiUuGohgKtrTpsBvwmh14ZM9HWeommi/MhY+M5fVfPsWavzxJtl6Aeojup4DmD3Pfymf52ZIRRD/qiyLBRLLO34bLMBn/5Gx0NY0lDcN45tFlIKH53TJc2Px0+nD2N93Pbz992mkvZ8M/dsf4+JkJqK4YPxi7gQkzsxECzrq0EH9SAiDxYDJsYB2rm3sm3IvnXs3W3L49YstSqMSyU5kyNgslw0vm4FzSBuSTmJcJ8YXZ5U/ASlpHRAuAgJhtsHDGVj6/6FxMV1f+IOZxYf8sg2svOQ2tu1KkYnPGd+t4658FPP3HANE2iyIS0BDUN7fR1hFE2jbS6lok1oUiTN0XYa09GGcZ0EhJmnFEI3KADbG3WRz5K68Hfn3EZ+WVDTz5wjIefHQRB+taWfBuK4bZtQOo7EhgQvoITsntc8TYL8JbjzRixkNhUkJDlcH21T2lcl0uD4W9S7/UvCeKTE3hD1luEgQkCHi4l4cE5f+gx/7/JxhtTZQ/+zsqn/8jsZb64w/ohmx/MgMyejG5dymq8tV/+sS+OaSPLwFFkBhNRlG7PCdF1cjv27M+LEMR3Bg35n/y67iFQNo2gbveAFsSvOsNcgqGkV8yDl9iOusfrSIWtNj0z67k2dn36KguG79vCWUv/RIjamELSXVbOtsakjBNSbgbu+Dztms4lC8Spoq6rxbrwCD+sbeONx/7lCUf1mFYPXtwStvGMIMU55/D1HoXxe0WRSs/IKvJjT/alX8o3VSMiDqlutXGJurUKFVqGCvezxIbtIZUtLo0FFuQMaSOcG4d2mFxbzNm8voTa5lapqPEP7IUyTZfgHY1SmKwkvadI6mwihHx3EW0Jozv2RUcaHyY7U0Gn1a3YsZ3NxFTcGDqh5TOXkr/Idlc9v2BTJ2dzdmXFTDh7GoQ4H8/gnLlSjxaT3ZGQmo+8yYUoGtdBW8e4Eo7kVH9/4vG6hwEgsJxgxFa17MjNBDadmzR5YbHXCYfzIny4eVnEvW6MDWV3RMH8vnMBaSl+LnuktPwuHVUHXyDDzDJX8jbL2RjmZKHr9lEyie7SK6oYNXjD/DwtZcQeuVpWv92P++sjmLaNj+udHJDt7fmY0gVlysPj7tnjQRAxO7gteCtgGSH8RFlxudd91pKfnPXvzAMC8O0+Plv36TBMns4KYYlaY0m9ghhngjMo/QtMGP/2eTl1aku8nTBMI/KOYn//bz1w/GtYf+SqHjhT9imiW2ZVDz/xy89flSvIrISko75uYxGT4hdUPT9k0noncGIC+bicse3qUKQnp1PRq/CI47/vlflsSSdk13OmxN9bz12XSsAdlMHgTcW4k9JoXJFC8G6GEho2hGkfkuc550KI2bcTXavh7AjrRi732bDsChbBkbpFw6RVt2EiNfc+3S4a1Y21sZBSAnKe0NJ+fgWjH/dQPa/k6gtdyiPnx/cA6IrYWfbJsueupmcTzYRuOti7jtQQOmBAzQk1bM5fyOm4niNEsGkT6dyUG7EjKeFFyU0ddFQbQX/h2OwVZuqGdXYqTHQbNLqA4hDjUHCNv/+UwVqXir5HVoPJUc7VMomJRkhbXYMTWbtk1ucFnw4Fa41gQQqHt3FJ1VRDk1X0N4bG0nr6HVMuvFJBmf+hQPPPMEPflaKpivkF7fRv6qZrXX7Wb5U4eTc7vkEB/3zz+UisQRdRgFJrqLz1hV/JxKJ8fhf6kBoJG1ohe5MJMPGtc/ojHUnRt1gC7L35LPreujI8WCrCq/9/gdcojlJwnPPHE9mehJ+j48Xr57HX+4owowLr5mGzV2vNxDesJa9H76LVbaTyLqVmBX72fvxen6/q42DhnMf2i3JK/YZpCbPPOoz+m7oHoy4JIRBhBcCN3ZqBS3+aCt799U69F/LZvuOA7R/0nqo5s65FhOuHXTsd+VYmLsgozMMBpCapTF0ck9iglzRjPy0+UvPfaJQhWBJUQJv9PZ9o4JiJ4pvDfuXQMee9bRtXg6WAZZJ+7aVtO9cc/yBJwhpmsjHnkV+tIJVe2v4bM+xVe70JC/D7/wevuxUhk48FUVVURSVweNnHPV4TQhmxI263R4i9OgiOFR1GjEwn9lE+dq/sOWZg1jRuMxtTLLhsSosw6b84xUEqz5BEAIzQp3cSluiSUN6jC215YxZvgFF2mDb9LbDnN1fULR2Grw9lIlD+3DJB1FScnRcEQsjaiFtSV19BwHPdoRqI3QI+zaTEG5D3bsBGQ3R8c/nOee9C/AoHt6a8i+U+Mt6cGCAtod1zjrlHNzx4L/pcxE0diOlxL2tELU1CUu3af353s4yeo0I7nAULIm3Osiomkzmzp7M+twYxqGErOlHBsaxzxhDxQiblj7ZePw9QwwSyDlYw0Vega5AYVsRN31+KyfVnczNp5zG2JJ7Ue0OUvw2ix9qwzIllZtMyt6NUsZBdr2eh670jLm2xtZzMPwvLsu8hEIOIqSgaMFDrFmxxWkULQ0OJk9AeMBdEQDLaQWotZtkyBEoCBKjbi7aNpzi+pG09d1Bhr6KN18YyUt/uoIzehUwOK7yqaoK991+KddfejLnX7+EzTvdWPFdh23DlhqTJxYuxTZizB88CGGaaFaMcxte5PlgAyF5iMYp+XuzSa15pDxC0G7l0+izmHQlVA/uinH1lfdimhb/fGEZ4W5Vz9I2SKr5lFClhrScQuSZPj8p7hPrjtQdJcO8FA5wIxTQdMG8azNQuoVCZIeJvHCD8y/wzYj5HQ05mvIfT5oewreG/Uug+o2HsWNdW2U7FqHmjb9+Y/PLVWshFCKwehM3v7qCW17/lPZwDCkllQ3WMcdl9OpNdn5f+g2fgDch8ZjHgbMF/nxJEA7n1dqC5m2N2If1t4y2W4QaYqy888+YYee727qLsu9dga0poGo0nJ2Cpy1E6YY9jKxpYegrKwm0xJj/wARStw1n7HVhUODMvwcQ3XalRtRi+a5y3NkKmg9GXjOeWSUlzq7FsGj+LAdzn8mMg6cz4bwhhH5Ri6XaPHXfFp5hE9l5fVGNCIpQuGreL0gYWkLIKKPV+txpy3beDtpkJZKu75rS0IEWMhhyy0YW1O/jzh9cxOZCm9gh7ZP2KQgULBTezRsJmo+Trx2KO75b0IXFlPRqBqe04IkVc2FfN5duc7RO5u04j8v6XUevxPMxYtuYfFYxtR8G2fBelCd+2swydQtCEQzr3zNmbMkwZYEHqA6/jK6o/E49nYEvp/PCkjoi8fs065YR+Aak0nbBUPzbmhA2ICXJW2yS+55MP9mHk8qLQQomNqukFr+FEBJPehll8wr5ozKwxznzslP5+9OP0tx+AJ+vJ5vFrZoQ3M+4wt6k+ro8TpcdY8GmTzgc7Ufhl3tFEtlqPw7F2qQN224byZZlLbz67GdcctFUvJ4ueqvHo5NaMJ6WVV6kBDWqcPfs41ezHgtzrsxAUWDolARy+7iRUmLZTs5I/maPQ5YPW8g79hxzDlOaX0uA7H8S3xr2L4GMSWejuLsoYIrbS/qks7+RuWVbO3y6BkyLh2MeYjETw7J4cMkGVu+KcecrAfbXHtu7GDH1DIoHjT7ueVavgQdfy6C2aJCjYwtI1SY8sBF12Hr09IOdcW+hQvZwP4m5HnLHj0ZxOS9i1ZnnYXm7UeESdcScLEZv3MuVq/cyRrpQVEH24GTmv2CgxHVuCkZa9B7c5aUJRZCek0T+PJWCC1WaX/4XdrPDOw5FTsG23UgTspfkMaJgMLGrmvn4z7toSY4gkfy1fBnRA1U01kfomzeIzO/8ioDcRkufxTRMeJXhd19Mn8yTUEQ3PZSwydQZS0jZ1oZdUUWKaXHn1O/S2z8GGS0AMwOJgoWKWJKKUuYifVwRxf3cKMJGFTY/LN1KeMQUbFswf+t28rRmJymOm21POuEtg5OwExI4f/4GXvt5jIZyZ8FMSUrgl7+dy8HaLsZJVehFbBlDYrEv8BAfPWySuswkYjiSvH3GZ9N/Wj6KKjBLh+P+bgL+tfX4traTNPRihFAY0VpEVjARFdCkxew3pzm/cUWUcRUvk3CYfXrprbc4WN/A9y9s4ZG/voTP59x0rw6zMtaDFaZfZiZat1yQSxpMrShHia/9LmB2cgIDPUeWyStC4bv++9FxdiaN75RiVKVgW5IH717IuOHF9CnMRBECVVUYMbSQx387BM1SaP3Yx5/GZKCpX908pWRo/OD2Xpx+SRoAa+uf5LWyK7C3t8E/KyFiQ9iGJyqROwNHjJdSMr/hXH7S8uOvfA3/k/jWsH8JpE86C3eWwzcGgSsjl4yp53wjc8v3loJts1tqvCO9xICYabNocxUvfeK84M8sDWPbx/cgTMtmf9WRD2skInniCef//9pxGlLtMuzNZ+9GCEif9SxKXGpWUQXDLnPYMhN+egOq7hjI9tKB2Fq3vqZCgyk2g+MFJMluNw1rOzDsClJLghxqgaq6bGZcGupUaVVVhdmXT0D1CvREgdXeAVJiWWmEozMhbhRsQ9L8c0FQ2Lw/phYDJxzS5vOwO38E+yraue/5+6jxBMi95iEQkrQ/TyHm3cWQgvMINbmoWO/FCtlUPBVFC9lYbkHmNaOIbVpC/7czGSGGI4wJILt9r5jA/ZjjNQ7+2aloQnJ10RZS/AqREZPZsfQAz312Jnn9/+BckSmo/DhI2/4Y//jsTf72TC8GTshg6sh9KIojTTBiRC4LFz7Hi48+TEdHO8+teoCa4DtIYoAkZNQgspbgHVJGaeEMUjNSOf/+KbjiyW+hClpOPgmvESbF60PN6gW2JKEyiDtOA9UtlYFbSskt64VyfpSO7+znN699yN7djsfa3NLK/Y88RkZagFOnhUhPjXLuvLUoAgbnaFw9axiqqvLe9h09iupiQueDlPPR40wmXRH8tpdD2Ty4cy2Bpp6aSfnaEEa552F3eNh731BiYWcu07S547bn+NGPpqLrKrqm8uufzmNgoco1c11cMMzHGUOOTg98pH0rP246ctdwNOSXuHF7FNpjNWxqfImOWC2BG5c7FUOHELWRvzyyo9h7kfdYHVvNK6GX2RzbhGFJmkL/fWGbbxrfGvYvAaEo9LnidwjdhdBd9LniD509MY8HW5rsij2HKcNHP6C+EWybhyw/3RngWe4SovEyttaAzfKtx9ed+PuLe5l97XIONvQ812uvQzS+627Hx/KiU515Z5VhJzrzujLqyJnosFX6n5ONN94tyZ2cxMRf/hjV48a38TmQJol6kLP6fIbAxL9nCX5dRxECaUpW/rEMMxY7orDJ7dNQVQVVVxg3awBpWU7oqOb9tSTMnIWa6CdmHqb6bEJoCXzWGOqRN8TlIXfODGwEr/3739RXHyRcOoCBN7yAXbidxuDDSNnBzvey2fNxIgu3pPOzopmsyc1DL/Vj+mKULawg1myiIsgv1BDdNO2FYmGOd7SBEtITuPmMfM7N3Uto+lyiNeVsO+Do9Swr70Va7rvOGAF15WVkv/kJuYv78IvfL+DSn5oU56dRmJvOoJEuPEYEj67zt4cfpMF4B9GN0YISxZh+H9HzrmDq3Anc+cZPSM7urt2tEqSAB+44ld3XD6N5eBlAZ4z8EKSQGM8EoVFClc3nVeU8uqISw5Cs3rgB07K49vJWNBXcbrjkuxspLLT5/cUFZGfmMGroONoMkxX79xOzJSYqO3xDaPD25dY0x5jfmpNGuqYSbKln35pF7Fz2OvKwsMzZvltoX9ofxezy6qUp+PSDMm5ZdCHjpidx3RWnkNvLYQn99DwLrfJVwuEji52qzAB3t61nYegAKyPH5tgfjmXVd2NLE0tG2TNgNdLd7Z31qDChJ205bIf5SfOPCMswURnl2uZrWbijnb981kzI+M+ya74qvjXsXxK+gv5knjyfjCnzSCgcePwBcZSb71JuLmSv8eJRPxenzwBdY7yI4Y6zmT2qn0xPQWdRTcyEt1ZFCEWO7bXv2FPGs29vx7Iktz20tfPvzS2SRYsgFl8XLAve7BhFy/yJBCYdkjZQ8PoGMPziEfQ9LYO+Z2T0mLv/vNmk9ClkRt9hGMFVzCtewYScHYxIeosRS6f12LabEZvdz7tQRTpd1l0jQZ/O2JkD8PhcTD3bqSYMVtSz52//Zsf9/6Lwrt/gTdqCEF3ekeJVSFmgUJzoojsd2DZN2veWg5SMXF7N62f8CCkk0X4Sw3I01Zd+8AitdQv/WboAACAASURBVEHHoV7tAym5dcapeE7Joyzdy4GTy7C8HVhui+QzW9C88epLBTL7+0iudaRj0zaG0bVBVJ78C6K9evPZhwamrSBRqWrJhrxH0dwBek3wsvKje8nZkcCqtFJsW3DX32eharWkZQaIhqoQAjRVwW9brPzMwOi2WrWEbPZGa0AKlPNuxbQbUQ4LSRjECOh+EqWfcFozkfQ2Vo9NJhzPM1pCUpa8n8ZnahEhCGYm88n5Ns9OXsUnywNMnTCZCWMteueZxDdtaBo88Vg5oy46FYRg5ow5uLxePt5fjqYJbKHwTuZ8RvVVuaJ3Io/1zuL7aUlIKdnz6dsgbYxIkIOHkQl8Sgr3nfMCqtqVBBWqJHtskKwCP7tSnuCss7reo/sfeJvFSzbyyKMfcDhual6JIW0i0uInTcsx5PGNbHn7Z9SHtiPjcgkbL1lFLLFbD4UUDXFjcY8x97TfTUA6O16JpDWgsbomiGlJ3t3VUyr6fyu+NexfAb2/8wsKL77lhI+PyhbKjFcBSZX5IYF4I4fuEKV9ITeHi9QwqXGGhjjc3cVh9FnHSOjEYmGWffg3zhy1Hsu2WbWpic82OFWoPi+4DguFSqGQdN4sUjNnIISGEDqFRb/E5dMYcnEvFK3n+YWicM4LT3Dq9TdyQXE7JSkHUQTMHdhK/ugEutONhYC0Uj8+dQaHHjNVZKCLYqafN4Jr/jAH3aUhpWTnn99A2pJocweBkIukcQNJTH4b1Rcf51UYeOtASnweijwuDvVYk5ZN5dsfkVBh4e8wcO2tp+bjz7HCbyCJEQ5KFr0SiXv5Ar9hUdoeoCXRyyOimKZUAUISOPtj2ka0IjRJ3lnOf4UK037Rmwx3P/LfCZC2xfEgq3YVcnBXK82Brj6phq3z/vZxeJPKSJ5xAG+5wTpzABFNBRSCwRyUlCQmj/OSkeBFixs5RQj6NQ9je7ljNKSUrGrb5yR7FUnYXcFfW37G6p0fo8QLsFRUnpZRLoxp6LbAxiI4dj9n9MumyeuoxhhC8PL2D8B0Qlbbfz8dqQja3SEebN9GNKwwdWpJD417TZNo2jb0lGTSTppE/tw5XPPQ41z4o+sx2cZB3cD2eDl/ihshBGcl+1GFoGHfVsLtjvicbRqUb/yYWLhnGDAtLZGTrvahuuMhPk0y+OpGCvIyMS2DBz9xyvq376hk0UdrSe7XxkuvrKC8vKtOZFm4mpXRg1hxp6fRjvB4x/GVS2pCG7G7aeCYrgif/Xop+BTwKYhHhiLcPc3gh5GlhA/trCVMqPotti2wJGysiVDT/tW04f+T+Naw/wewI/oEMt7t2MZga+zho2bbxexT0RS4LUPFo6tIJURJnuz0qlwanDHGTaL36Ldt4XuvAiZZKe2U5tYTjlr88v5NWJbE4xFccbmz7QbHyM+eDZmZgryCHyKEi6zs+bg9+V/4XRRdA2wmlIRxxXuH6qrKuN/XoMTrqIUKGUP8FExNQxVpuMRgQOBTZyCEQCgCb4JzIfWfbCVY4Wjf2BGDfU8vJv93tzLs7Rugt44tJAk3ZZHkz8JDEtNtL8IGYdrUvreCULPBuJ31aJZEtSSfXvl77Hgx0ZqlfqxuJB9dSsY1thBB56FIH9qlAqokmh0gkhsGFVyTD5AwvJmMiQH8vTRKR4zEUx3mULTEslTakwYd1iQbpK1TNG8K2xe9QtK2LJZn5mPHe8ZKqaMlj8Fu7amWqCoKvZLSePmNDmwTygNttMQioDgnq2wXhE3JpuByWtpaEAjqFY080yIjJhgeaSbBMgjHwnRc9jDug1UowL9LdELBYgTQcEofAgMzQFWwPApLR+9kY1UHU0bfgW11WXYbnZrUWcRklMShg/Dk9WLQxClkNS9Gmo3kRJbxs+o5JOg9Q4EH1i3BNrvTFi2qtvbUKwK45gcX4M20EIqk34XN6EkxKqrqMGyD5WUfsLVmPb++7TmK5+9lwm3b0NM7uP23L3W+Jy8EdhPu1v0pLE2eC+w+1mPaiREZ30XtRsXShIc+88+FyWkwJY3wmCNb1P0x9U68wiEH9G2bTXK0qHPXbNjwypavJh/8n8S3hv2/GUG7hgZ7XedWECQBu5IW+8jGASI1BXHOHEZ/50wmleQyvrgXC05P5VChYYJHMHPE0ZNKzc01tDRuQFNtXJrFaaO2oqkWobDVqb8+YQIU5DvetM8L8+J9rjQtiYGDn6FX7pUn9J2i7ESKrvi9qoDl287Qq1NRXQJFU5h8a0nn5151An71HFRxpBZ22ePvY0Vi/FXZwTrRhDRtaj7cjj5kIG9Ormbr4A4ebd6MadnkKsPYv6iR1I3N6O0GefslJbvbUbvFdSNNITY+dgCAPgOj3dVhsYBqn8N7V4VEO1Ruqtmg2tiuGKHpy0l+7mmyZjVjxkxk9WqiepzjbcVwT8ghcfJYErN8cVVF0FWDsQNmkTXRRWB7kHY7AVvpGSaQtotsUY/VbaWJmSbL2zbifr+Yjx7y0dHo72oAYcL+VhVbCkxpsbTsdXzSyyt2M8MDgiIZINk2yAwESXi6HhpDZL6znuf7w4HJ6dwxKxO3UNl902QsX1dC2FJs3uq9g6KcHCobryIaU7FRCLt7E/D0ZVNsQ+exm1c8wTnTT2Z1LyeBLkKtBD/8R4/vlZpX0qkzBCCESlpeCYejILGU83+dT/rQCEWz24hGDWoOOrtJgWD1ul20yAPkT2sAAUOu3su27eXsjtdy3JA8DE83yQKf0Ph58sgjznM4vFoK47OvRRMeBAoZ3n70SToJ8eooGv9QwK9zb2fn4l09xkxyT+JUzyxcuPDbmeiiJ08/8h+W4P0q+Naw/zfDKzJxiZ58XAWNRKXoqMeLASWI1BT+OH8yd10wBb9XYd4kxxh9f6YP9RgFDytWvOSIssShaxZTh+zjjhuGoMdXBiEECxY4hv2qq0GL2ETecDoEudzZCOXESp9dHHntGtkMvqgEd4rO4O/1IjHfg7QtgqvfANNCU46uZJk6vJj1WisbRDNPKHuIKDZpo/ry8tJN1PkjLD+phY5wlDeXb0URKtFYjPQtbfR+u4qy1ggZHRHUbolDM2rStNkEFAr6xSgeFOGQurctBKsy03EpMX6QX4FXjYcG/M0o7mbCY9aDaiFUm+i4XQg7ypZXf4fx+WNI20LGQvhH54AQ9LnkTBRVILDIy3IRrBvBxrfCbE0YR260A4+7GeKGXwiDlMzNpKpB3PU7MEyHHx0wIlRWtqEHPKx7yccHP8yiyByEQLCnWe3WSEXQaFaTZgpuS5pCyX359DaDKEBmc5jCR+pRojbSMLn46VXck5JH1vg8LjxtCBkrq1EiXfkKt6JwWnxXNmvC9UTtHARwMGUONjaVVjktdjNSSm6jGhu4e8IUYooCRoTozk/pjqIxp6Ac2lIKheScQlJye8asD+EHMxYw5TctqJrCvrLa+DcTFKb15fxRIxmyYC9CtxEKJBUF6TczQt9iR+55iCudc319caOgAONkMjOrT6xKe2DaWfhdWQgE0/Jucnj5uuDF617BMi1evOplzGhPxsvdqfegCpWa9PdI6RbD1BWYP+Sr8+v/U/jWsP83QxE6g13XouA8HCpu+uuXoosv7lKuKkqnnsyUQS5+NDeB/vnHNrxGY+iI0uVkfwJnntTToObnCx5+GEaNFIQfbyPyVDvG51+uIbciEvAzEzo1IzWSmIvuVpn3yghGXtMbgMCmDwlv+oDQ2mPL8/e6ZBr/ZDemkMSweTutEbO4F2+t2EY03mYnapi8tGQT9750P9XFzWi6hmlZbGmuZUVpHnb3jKqiMO+uBxGoYGuUZtsIHK2xDRnJhDWFhEiMIeFgpwSBGVOImCpGv/2O967ZBPM3svi587AibWjN+2jfs5Sg2kTd7ijShoScFHImDiAzmsLcld9FWJLydQGMcArv5xcxt25HJ9tFUQ0GJ68myzAZYlURCgaQQMP4CjLWFaHEQyJGGxiL+yMQBGKiR7hHItnVtoOz6osZM6aiMzQk7w2gxbVRhARZ3kDs7U30m3gpY7MSmXjvOtS4h6maMUa0pHOmx7k/fq+LGu9cqlPnY2oOM8TCYmtsMwubtlKZkABCEPQl8OKgoaC7STrnVz3un+72UjT6VBRVQ1EU+k4485j32qclclbBAsZmnIYvvntzaW5uPuUedpXdTVJeiEP5d81jU3rJLoTaZbh/nToGl1DRUbi7LpXwvj1Ea49dnd35SAiVUwt+x8l5N5Ec17TZ/OYWqjfVgIRQS4gP7/uox5hsNZtH0h7lqcynuHBYCrri6K6VZLgoSf/PtLf7OvjWsH9N7Lb2stJY/YXHZKjDSVUGAQKvyCFXO/lLnUNRxBca9Yr31tPyu109+iREYjpXXTz/qDoVKckCc1cMY6Vj0MMPtyKjX2576WMMKomAwMtwdOFIB7v8GkIR2KE2gqsXIoDIjuWYLUfvC/vwO692Vn0awmZxWxm7Kw4c0ULHEh2sDu9iV9NufKUqHpeLkuR02pJ87M5OxVQEhiKY+OOryewzAr97FqqahN4xilwF3Aq0lDpb/7wXMlj4wDBsU8E2BXvXZHJw9A6k2vUDCpeN+b1cbOFDYFEtTXbWBQisqkEscqqBC04Zw1U1c8k/CP32hbFN6C9KUbR8UloSyfE6MeCs/OVMDDhsCgEMDu8kr6SU9g3+zqQogIwI1jzTxlRjDv3TLdRuuvMe1cuCAdfhKrDwTqrvNIBWmQndnE1p2VBdj4hJ8t/1cm+wP3+4pwZvJIpHrmLQrjai1c693rO1mlXPKbTQ1VNAMQSZIp8/VCzqjGlHgBeHjqRt7Bz0giN10bP7jcCbnEHB8JNxH6aDFGsJ07qhi5o4PP0k5vS+iltmOV2Lzhh0PvnBJrRIiMPrkTy6rweBIFlx80DaFO6U/XG1OHHuju2bsc3j88vTPH0oTXUavMdCMV657jViQSdfYIQMFt+5lJbKlh5jzvbNZZJ7EsVpLkoz3AgB53wF7Zr/CXxr2L8GojLK85FXeDv2Ho32FwsKDXJdjU4CQ9zXd8rZfhMwwzGW3/APRLMNy8Koioaq6gwdcQH9+xwZ0waQliT0l2Y4JG0akURe+nI0LiEUkpiLSnLce++J2vdf6tRosS2TwLJnjrptfnHRO0S7ScLGTIN7n3yMGaNLcMXlZXUVPOlbkarAQmEdOxCa4NJJ03DpLj7vm4stBK7EBObd/gsAkt3nklp5I5MvO5dsXSGlwMRI30tq30+wC2uoP+hlw+I8LEvw0dMDUOpGgdmVv5BRCGzqRyjpPDoS8gj6ckDCoH976XVXFLvKIuV5m6R6iSJh6M4g3qhk3MEkfl45ibU5/Zlb1kRGwSfomZvRVcfLU1wexlx0PWfNv5ALTrsY0S20pmjw/7F33vFRVen/f59bpqb3Rgkh9BJ6EQWki9LE7q5dsbt2Xcuqq+7X3nZFV8Wy9o6iKFJXpfdeAwSSkIT0SWbmlvP7Y4ZMYgICuvvbdfm8Xrw0M+fee2bm3uc85ymfT9deafQMDqUb3Unx2ggkmlC4s8cfiXXEoule/LRtUOhx3xYVooE8BE0lMKoT8rm5qD6LZOHims9rifVtR7VtPus5j517S7BtyV9ufod1b9RQVxZe0CyJY3sQ934HfvsnxlJVqT/1osPcC4Kep11KVrdBTV6XUlL4wWaKP9mCv7hppUyXtDwePv1lpp10B4ozmpyaaNLrXA07Ec1SODP1jyg/oQIe627NiPxqCOuhSsvCt715g9GRUFdRT6Cm+S61fE9FC6NDmNothiv7xRPrOnbumv8fOGHYfwFmB+diYGBh8WHg0yPG+9xKEsPcrxBzmNj68WLN459h1IZv0jn1yDqLjIxcRp1yeLkvY4kfu6yRhx6UBD6vxa49Nq/dIVqRyPUooqkIglFxALV0HXq491xBYhzch1ncnJfjikln4XY2SgjbYBWVc3LnVPRDvOHOEuxYi0NuqoFAy6viisvO464LLsB2OVg6sCMX3DQcLXyuylc3snvQZyh7Awy/7mxm9SvFEhaasxZtbBL6oGQWvNmef9w7gNHndcO5fzyWLxI7tWrcVM/Kxu/pw77MYUihklPZmuh6L0iI+ksVQz4UaGGbqNjQf00tOaUhA35meR92nj6WyqEbOXjG7fij4kMqQymtSO4/FoBRfU6hw6QkhDN032iqylkX9cDCYkbhStolBBEiFEqY3ObMhrl98U5brHCXqdnfyZ7u0VgKSIdK8KxeJHXOQK7eE8rAAus6GZiOUmxFYiom97V7g28/Wk/xHgNpKiy4sxyz3sY2JGkPV2E8uISzkrrgFIdKLKFHnUrHuMPzELXUqFezqYxA2KAXfbyl2fNxcs5oPI4otPSeqIk5nFaQgYpASGjn6kGud0CzcwaK92MHG5Ub2jb1e/OxjaMvQYzLjGXQ5YPQ3aFdsKIqtB3YhpwhLecGADwOhbbx//khmEM4YdiPEwfsEpaayzEwkUgK7P1sso7sOfyanjpAfVk161+YhVUfLkEL2Ch/9dFRPbKGo9pOx5ZNyb6UNBXhPnYmusahngNbi6nbmM9XL5SwrTiWT1elY1qh9w8YNotLmvPXT5tyLrFh4jKBIMfl5aWT4d1XXuSKCaHP4bW3IPXGpXkqm2v2IUUV1585hT4dcrmtQwXe3Z9Rt3kRZlk9JfcuZn9KOX97+l7a9u2KhQFS4vJlEFvTA61PAmack+JKB1c/0o3sTgoHvroI29CRQY2yF7ojMhIgNxVLdeIwdQYV9kar11BMhZgtGj4l4tWqEtIPBFBMCxWFtvVxXNqtPzee+hojd6m4RXekovDtxOv56qPp/Pm6MUgpue2um1EdAs2hcsY53YiOc/Nc9Xv4ZD1z99aB8POXfk+ghO+dLesO8t4r+3n7nQQsCXstJ49f0wUhBHZSFHuuTWN/ZjXKg5PAoSGRXPdADf6wTbJUmyXGVj7c/SNBf+icxSsD7Pymjp1v1uLMl/i3lnKxmo4zbKxVSzLm3Fcp/rp501Cwuq7ZawB20OLA51uRhg0SgmV1VK05cNj7yNX3MuJND/1LElFQmJzZsmSdHtdch1WLjkFokVCllJJ688h5o/EPjUN3hRXNHCrnvnT2Ecf/t+GEYT9OzAkuwGgU3DQwmBX89t86Bz3KhSPG0/TFcov47COrM80q+pHfdXkCw3mIzUnguTGhSVjgWFFXWccPL81n6YxF7F9ZwrI9cdQZKmv3xRBA40mfi6e+msG+n/CJOHUHj99wG6qioCB4ok/IyE9NLqZ61i6ui8khY84GlEYMjSoWXZQCCvbNQ9c03h+eQZ4oAcug+NVr2fDIu/jx89HpP7K49XoWvfw+b5dqXFKtkrlnMkJqCKGgT0gje7qGw6WyZWuQ+v3t8e3oiW9bewJ70iDWheJw4fa0omd15ybxcNWvst0daXu3gboYZ4PoiVNqOJ82WLzfZPzbn5K9ZQ/rx91AWuFXvPP87WxZ8z1L5n7E4oMbmHzneFq1z2DCVRNwRceTntEFl+pC2g5GZUxkbOY4TNNk2qVTueWq6QQDFp9Pj2FVoYvHazPoleDGf8XJVNwygH1tapgbWI0vJwYuGgwunZJEu8mTLhDknd0KvZEI+w93lNPp7yEjLYHoolhuzewEwMjXVxBX6mPH1c9j+SMGc8+36/h7+jVU7WxusCsW78MORpwHadiUfLXjsPePEpWMo8MYhpSmcW36S8TqKS2OUz0ePNk5NHRXKQox3Xs1cTBe3vwqk789i6B1ePoNV7SLqc+HdkHDbhpKYvbhhbv/G3HCsB8n8rRuOGjEGohOntb93zoHzeVgyHOXo3lC4QfV7aDLlaOJzUk77DFV9bU8MvN1iq1y3ktaCAroA11oHX/ZNnP1B8uQtk2loZCVuhqwkVKwtTiKBTUuyo0aJPDcl68125Kf0qsfqd5UJqfGE+sIPaBxTijNn0W/11rTJ+dk0gr3o0gLgSQ2KZZ0Z4CcdhMxyvZS8fUzyGDIKFWVqrw25V4+u+0jqqLrsBXJjPxXEeU+2pT0whGMQSAQKCiJTi5sN5wVSw0qykNzOvDlZRTPugbRJonYimriyyuJj+9BcECwqQShZlORV01tmNknv53OyYszWN+YZUJAhyuClFZ1QTdNxm54jLJX/w/bDGIE/bz86DReWfMuXyX+k0c/v4PYjNakdB/Ebd3vwq160BWd+3o+BMCnH73N9m1bqLE+BBHEsiB6+sdk5m+l+9c7+S6uLTumCCxhY2HzrX8Fyh3jEG4Hjz+XiNuK/L5pahzXtBnHpIv74HRrqKpNR5egva6CIvB0SSWmX3vGOjpw2Vd7GPruWgDMskp2PvZXAKyAwXeXv4xtWsyd9kqz+8GVFUOTJgIFXOlRzcY1hqPrJGJGP0pa9JGfI29ObqhRTghcma3RoiMJzUJfEa9sncFB/0Fe3/rmEc/T6+w8zvrrVEbdNfKI4/4bccKwHye6qp3JVDIasvZu4eJU/ZR/+zxaj+tNUq9sEKB5nPS6c8oRxz/11Ttk2nHcoI3gzYTvKImqwn354etyy7Z8Rf68Iyu5l2wrpmRbMVKC37bIN4Ko4RIdyxZs3+EB2wQku0v38eOWFc3O8ddrr+G6Lk5cYSfSrcFp3aqRWi2j9JuIfXcvqpAIRaHHgBxSRlyH0xFDxbxXkI06HxecWo6l2RwYsh07IdREFdQNvjMrWOLvjZCReL5q6CxcWsMPC4wGDh1QUOwKVGzabd5J9pZdOCybIs1FXds6ZLhSRWqS93uvYI9ag4HFjY+pBB1wz10CSwF0m21ZPrAUdlWehhHvY2+wgM17Ag1VHHX+WpR5S6n21fPWui8b5uXRvLx20lu8NGgG8c54ysvLePXlp7EsAyEMolK/Z1jGaro587l93iw2qydRUWdRuiv05dlIdppFFDirUN64jEmXXkdXd2sUBG7h4K8JV6EKhd/fPASXW0dzaFwwMAEUgdBVsv40EiEEpee8Qtcn5qDWBbEcKkFdsPOxv+EvLmHFYzMJVtWBLTmwbBf5X65q8nt6c+LxtotvsDBCUUib1JEjQSgaSlRzcemih97Et3RTo3Eq0d16oTicRHVoytf00KpHsGyTgB3kla2vU1x3eLIwIQQnXTkIh7u5UMh/O04Y9uOEEIKznZPRUNHROcsxGU38+7UNhRCkDTkVpKD9OePRvYdXc99cmM9Xa77nFn0UI/WunKLk8uypX6LEtpzpN/1VbP/6FgpXvk71/pWHPe/K95eGujRtScCMNASFZ0i034ESpnoNGAGmf/uPZufontu6icoNhPWabQt7rsUpI2+ne5tUuvRqgyfaRXG0xUL/NmIHnY0Mb8v3pwnyOwSQWohrJabHAUBi6BaL7DomeObhEJHtuVMX/H50OqecoqM1mrJi15KVvxfFthFSkrVjLynOHNZP3ILtsLFcFruu3MfiWU4uj57HS6dZ7OmUgFQExSnw8ek2htzKlp0GMrzEBfN2sGZXHVbj/LRhom3cha2ZfLF3LkW+0oa3cmQfVr7ajvo6i+ee+jNWeDEQiklC8kpuyXsXlxbk0/g7MNExbY2yr+KwA+GkKhYrglsRA9qhDGzPc7FXADDW1Zv+zpCIs8utc/9Lk7ntqTPo8ejZIARJ5+fhbBWqaTeW5CPD4ZQV95/G0r9MJKgo+EpqWfX4LMy60Hdp1gWYe9UrmPVNQx+pE3IRqoJQBQlDsnAkuDlW+BZvpPjBN9h97oNIo1GjVXIKicNGoegRo/xD8WJWlq3GDOePDNvgwVWPHvM1fwv4RYZdCHGWEGKjEMIWQvT9tSb134IkJZGh+hBy1XZ00nL/v8yhrqiO/I+L8aaPYf9cg0Blc7rTQ1iyfQMj1M5kKHFoQuFq53DW7zo838buBQ8jrSDSCrJ91h+QdssqTp44L1tWFLJ60R68ureBVwPAEoK9CVXY4fZ9RShkJaYhAwbBzYVIW1JmF6MmZuLI7sOhsKwMaqjLBiFqYpABib8imczBXWjdMZ19816lbPN8Nipr2JuYyQbHUAx0vh2hcUilTSigRQdxpvnQaiDqHYWEys3kaAUowkZTYVDXWLq29ZK1SSHWECBBkdCqwkvSgTIUKVGkJP5gBeOHpHHmlIspPKOUYKLBbEMhw9uDTTH1vPBQK2x3aEGt9wieukblmyRvAxdLUs4iFJePoT29TWq1pa4RHBYSR7Gw+PuSzxvee+f1Ivbu9jPz4xK+XzgHo1HVh1u1cGsB1npGUa5lcoh9TRqCyvkho6yh0t/RqeGYVbfYXP3xxTwef3GT367HwNYMO70zzqxYct8+l9SrI5UozofPI0akcKB/NhXdMqjOTmT201ezu7S2GR1zoLKOQKWvyWvblCLOHfwKvhiTxKHNdXh/DtKy2HPRo2BamKWVHHj2Q0xZ1fD+T3s0NpRvwG7E+GhJi00Vzak7/hfwSz32DcAU4OiY73+DGOMYwcXO5sLE/y6seHAltmkjVCe2YbP2ibWHHTu15zCu0ofhFqF4qwON+5JHU9PIUzyE2gObKNnwCbYZWigCNcUUrQ552nbQoGLFWiq272bPnO9JzWtD4e5KKkp9HCyqJcsdhxqOo+umSbWr/hCvFZqqcv1pl2JsKcYurKKmYC/Tq55iubGIlJGXoYYFPIThRPt+eOjaisG6znswLYvqXSsx6yqp3r4UxV/G62UbWeA6Fwsd8ycbDwEI1cb5o0AaMHOejwviZqOpKpqqcM3EUJK5ZqHFyaU6atiwZ+9YgWhEUyBsScmbS3n+5e18FG0z+96dFK6IRaCQldsXxdOUv8dSDHZlJjaE6WpLO4XEP2JUhuV50cMbOxkbjZkX8p6FpeL7ujWWKVm/poY9u+qRNiz9voozJl2G03VoJ6ZTr3n4fO8p5Lv6YjbiMZG2SmCPGxWFXC2TLC0U1tj5o4/dy+pwv51F5crDJ8jdnZJRHIeIyySvnl1PoHM3tO3tcQAAIABJREFU1v1hOJZLx3bpmDnwfLcEkntlI8KrlObW6T5tBN70SN+ElJKrNzzBHlnKa6PWoOjHXv9d9uLnBAtDTWW2z0/l8tmUBWZg2M2rqwAuzD0flxrZsbpVN3fl3X7M1/0t4BcZdinlZinl1p8f+dvGv1OF3LJM3phxGQUFaynfUE7J0hJkuKXcDtrsmbWXmj0tNxup2+txqhFD4BQaXWva8tGsO5qNLVz+9wajDmAbdexbEtJ3zX/xDZZOuYz1z7zK7tkLmfXoF9iWxLYkm5YVcpLLT3pmEkhJhw3rOf/r3Wi6jq5qjO8zglSisMtD3p3YVc2K+T35tGgR9U5J/NDQIhlcPAFpaiH+Elc5HyxeTU1pJeUb5yMtEyktClfMpl41MfKi+Np1OV0XtkE2CDoIZL0Te3k8eknoNq+qsTkos7nqjAxuPDOL+CidgF2If8rzJCg23atUBpRrxMa0b+KQqi6dtOHtSYp3UrElhmWvhlS0JBKr4CCpP9SghrViVdOgy5aNlOQewHCEXquvak3ZljFYtsapvby4HCqKqhEcG+I+xxJ4CzPQNrZi3/Z63n29iGDwkNqQxFd5Gl5vNEJJIir+Gaaeez8XzXyH4cEP0WQj3nrVJnFMBQoKo1yhnYAZtJl5bxGGX2L4JTPvKcIyDt9vcQh+GWSvLOfdZ/oSiItUXinSorJoBb1fuhQlLI6uOHVaX9h0w/5+0Vy21+3DwubDkgWsqT68tujhUHT/DKQvVIUjPCrRT3UJKWeZ37bYM+LVvdzd63bcqhsFQfvYHEZn/fYSo0eDEzH2/0AcLD98F+jSJW+zO385n3x0B64UZ7NfUHWpuJJajrM7O8ahNmLiMzHZKn9g7Y4v2bl3cZOx8XnnYqmRnIGiu0nvcwn1+4vY+dcZICX1i37ANi1yUiPztSybJXslSee0JaNvMgkHy+l4ziSmDDoNj9PDuSdNwNhcCIc8YkthmqsNq9dn8HX9x3i7nop33E081ceLpUuCwuLR9rOwLcn2rz8PtcwDSIms2otWswHPqTpbXANZWPEgsrQjAhVdODk9/n48P6jY4YXPMOGLNxdyamcHI3uHtDCX7r2Nz40ZBBN207tKo5Oh0e7yPFwpUQ2ZAme8m5xLBnDd5Z3RtEZhJttAr/Mx4a1YlPB2QTctHn7wTwTbrSbgDc3V0my2qp0wpY6mqlx+yWSmXn4fXUp/jzA0hK2StWAEWR1c1BoWfn8knCAlHCiSXDntflze3yOExrLlGbjjYqg8+VSG1LyLFpbVS0rw0z3NwyhXb7xK6B74cUY5/upICK2u0mLJm0fukgZwK07GePJQPPU0VjcR0iIzWE27jpn0vHZ0aOzYNiz5egF+X7gyyfBx+5a/UWeFjHLANrh6wxNNwiQtodbwNak/j5s6FBHWU426pxPCo4XWQVlJvdUyF/u4VmNoF5ONEIKH+t7/b3W6/pPws4ZdCPGdEGJDC/8mHsuFhBBXCiFWCCFWlJY23/qfQAjbdhZx+jn/x5LlzT2c2toy5n33HLZtUlNdyrqdn9L9hu6o7pBR0dwqfe7pg+5tOcuvxjjwDkkjTBOOjcHX9jMYZj1vfT4Nq1Eb+aIoQWGrbljhhUB3J5LZ7wo23vUIMhzvlTW1WHv24vUIsrND40zDZrXf4uWdTzAz82Nav/cwmTf8nnOGnMHfrnoEvSoIjeqbdaFwsiOBKMPFdzvK2C/3oLftSWn/L8j//W4Wd80n3xPajrscpU0YLJEWStU27IMSbHDoCoOVexFSpU/CZPrHj0H8JOVgWxb7tu4CoDy4iPk/rKa62mLl+OtBtVG8kHiWRr8XzkR1aagujbxHx6M4VOJjnVx9cSdcThWnQyWxXnJewtl4awRD3pUgJRd9/CFZxUXcNGcRP1xSjESSn1fDxtQ4Vu8/DcN2ktnvfs687I9c+7uhRBVnkLK8P+76OKbelkGnLlFERUUWX0WBxPj5eKI74nR1ABQqqwy+mFmIkjeGVn0UFIeCEJAco3OK3p2ejpyG43cvq8MIRLxbwy/JX9Y0Fn44TIkajJrmRja2jULlms6hztn+906h3bUno3WMw7ZtVnwTisj+WLEeo9G9JJFs9e2lwN9yCAXAljYPLX6SJ1b8teG1jP+7CuHUUdt58V7dDsUT1ujFpMZahC2b55OEEDw24BH+3PcB2sVkH9Xn/C3iZw27lHKklLJbC/8+/7ljf3Kel6WUfaWUfZOTm5c0/TdBSknJji3YVsvJxF9y3gcf+whbSv78xMcEg035OmZ9+TB2+IExjHq+m/M0GRPiQx66gOh2MbQ+rdURr+EdkIri1rCkwQJrBrWEvLeq2mJWbvwYgEKjguW+fNb1OwOpqEjVQe74p6hYtpbyJauQ5iFuEQtz7Xo0YdGjR2gx0d06yrQSTNvEsA0+1ReiuBwoQiHK5UGJ9zSpb7alJN+qo8yy2b4zmf27d/LwktcZmvAWC06/nYwXW6GFqQU2Lu/YKNRCiFyl1TgGlKeiqgKnQ+WcUUNo9/qn8Np1pLTJpM/YoWjhygmhKLTqkkvHAXlIafLt2jvx+22khC0lBRw8/QXi/rAbRRfE98ggc1xnkk/KJnlg24ZLThzbmqhEm8xEN2d4h5KkhRpbus2Gk96Bq7M7hGh9r7+HAYOS+f6CYrYO20NKYT37qjrxzc5bqKiwsW3Jun31TK67mNSV/Rk0MYHkLCeqJrjgsgz0cD2/wlpKi17m+We3YIWTsQG/zdv/2E1m0gAquwyidSpkpQhURWPvnqZe8ejbU9Acke9bcwhG35Z6xHvkEFyKziXJozASFWyhYgmVtJSudI0ONQ/V19dTnWxiWxa2ZVGweRel+4oYldSPFGck3q4LldFJ/WnjPnx/xYLd31NYVciO8l2sPBDKE2lx0WQ+fR1KiqcZKZzEahCv+SlaRWUxvs24o/qMv1WcCMUcB8ryd5C//EeKtmz4+cHHgK/mrKZgf0hmrKbWz1vvR3LShuFn88ZvsazGajU2m7d+x4CH+yNUQf+H+zfZegb9j2Aas5pcQ6gKMWe0pVTbwzL5ceRc0qZVWk+klLxXvgQTi6ArijX9JlKQnYeS1SvCu93khCE9zIJ9ElVXyJocw6bgSkzbwLCDLNzzDfmVkd2H0DUOqlWEqU4wkDxRl3/oXVY8+SyW+dcQH4tSxGbf10weexJCKgTzB1G0y4+UINEws6fQL7o9U0/qSGqyl0vO687uVXXs/kFl+RfV7N1YxwX334gaTtxpDp3LHr8LIQRVvkLWrqtoUFiybfgx8XW0LpG657xHxtPv+TPZXSp5f3HIsuTbuzBve51Wt39P+kCJ7g0niVW4sNaJd+xpOL/8jsq74jj72UTkkAA9Nh/kwK4iFr0zF83ppuvAzsyae5AHntqDbK/TY1gMo36fTCC8E+rY2UvHLl4EBhovYtvR+APNS2nLShQsX2fcToXYKLBtwfKV+/D5ImWHaR1d9DgjFs0p0JyCXlNiSWnfslhLS+jnzGVcm8FE605URePWDhHCt9Vzf8BuVL9pmSYrZi9CU1Re7HYrbiV0HU1oPNX5+sNew2fU8eam9zEVm6A0eHndmw1do4kXjcGhpKKUxhAxVxpetQ/qz1Bf/y/jl5Y7ThZC7AMGAbOEEM3JJH5jMIMB9qxaAkDhxjUE6o5uW/tzqPX5eeqvs/D7Qw+3P2DwxnuLKD5QCYCuu+iRNwFVjXisqqrRrfs4kvskM/mHScTlRhqNbGs1lvEGhv9OZKMSMQBX21jifpfbUIGiay4G976Y9ORO+OwAhWZlg4NU0L4f6wafw47AAeL79yLp5IGIQ2UdqoreqyfOaC879iiomkrFuK0ErcgWOWgHeGv930Jz8lscWLqLGQ9dQ23NQWwkc4Ol5Fv1CGHTMehnwWAPWe4DqIrEqRjU+J9h3JjuRHncGHsr2LMjGRBI6Ubx5jHem42uqfz5jiH06JjCG3fvJui3MQKS1+/MJyohjqm3XwXAqRdOIj0nxEW+fd9yBI35ReDAAQOH1bPhNSEEEpj+HXyzDtYX2DxT9QxKtJ+ogkzcKZK0fiCxmd9vAZ0vBSyL4KyDGFsMjI/reFYbRKrmZt28VfgqfZi1fnz1kqf/HtK9femdIsZdl4ZBgLe/mcOu/SF+8XN+l0Zy0lfYlg9NrSDKsbRB4FtRILtdFN17xFKw10Y2ojqwbcmmLU1DHiP/kIyqhwz7qTce/W5ZSokQgqmxJ3FDz3O4Ne9sovTIopDWNgtViyz2qq6Rlh0S8Rgc353Ryf1QENyRcwEZrqRm5z+E11e/0yR0Uxes49MdX4V+A0Uh9/vnSco9v6GMVsFB1M/wIf2v45dWxXwqpcySUjqllKlSyjG/1sT+U7F3zYoGL8W2bXYvb67veDzw+fzNQi8A5RURutOx4+5ADVe16Lqb0WNvx+MJ1S3rUY3K3qRFsP5WIAgYGIHmTRptMnrTp+uZKIqGrrmZMPw+AKJUF/082WiNbg2v4qSHOxTi6fLwnSHCJSFQYmPQstvQ8ZzxXDb9Ai56diqD2gzD2ajkTLUtOoa34GXvFlHzmg+PGs+Xn/8VU1i8bYR4RlSh0Puj6fRvtxRnI3ItTRisKP47nWumsq32DbqdPAjD6k3Q6Efc1p04REQd6rvXi6mtCO9oJBTv8rHo3WJO/d1kJtx4MZNvvqzhvD3bn4ZTj7S4Kwr06TgOt7Mpg+H8TVDhC+V6/zY/QHGwjGhfIt13jEAgcMZJdgxcz6Jei3hw98dYb72P+tHtqPZuCEiqbzpIxb5STMNC2jZfvTKLx59ch2FEql6eeaWA79dtwLZsvl+7HsM0cbkCVJS+jxlOJiZ6PgEZ+myapnDjTR0QQtCpY3ITVS0hBB1zmxpRV4zK1KcyOOvpTJzeoys7XLvzfT79flpD9Umr6FTaxTblIMrt2x1PTOQ71Bw63U+J1ME/3ulazs0YyXWNmCl/Ciklu/fvRDaKtVi2RVFVhFNICIEqvHjVgQDEaCMR/x+aAf+bcCIUcwzw19ZQlr890qgjJdUHCqk9WPaLz52aEsek8f1whuuINVWhf+8cunSKiEt7PHGMHnsbiqISH59J7z4tPzCm8Q5SHnowAljG59gtVBFMGf0ILkcU545/Glcjg3ZGbG/UMA+2jso5cQPRwn+70pJp/4crQAja3Xkdce3bkNSjE51OzqHvxB6cnnsOMc7QYoOUuC0D1r5G/a4aapZXgZT0TbyY/Xu38OpLt3BF15CHPHbfTjrv3UFlTTSm3Thbp9DJ1YuZSy7jlPMGo6gKtt0aiKWs+iDLdkToCdZ8V0WwPmIgbFMw55VtKKrK5D9chtMT6Xx0aG4mD74f1T70fTuYMPCBJt9PTb3kg6UN7LfUBUBsP43hqy9CkeF4txZkZq9vkMDa7Sux/vEmIInKeBWkzf7t+5gz41vscF7CDJr88NIMgmHDHjQkG3ceYN+BUiRgWhYrNm9Fd7hwKhEiLFWpJ9H1GQCnjc8gKytUgjh4QBvUQ/XkmkKvnunExDSvisoZFEV2/6MLXfjqS1my+UVKKrewff+cw45TFIXBk0ajahqqrjHwjBFoesTgpjoTeLHbrehHkFw0A0F65KehNCowVVAYqTf3yL1qL+K003Gph6fXPYEQThj2Y4DmjLD3RSBweDwtjj9WTLt0FA6njqVFY0TlcPuNE5qN6dN3Kp06j2DK1L+gtMCBDWAGpwMRsemaqvYYgdeajfO6E3j4D9vo07XpAuFRHEyM7Y0Acp1pdHA1TXq1veJCBn35Ju3Pm0TPaRc0ietrisaNnW9Ck6BISa+KPQTrytn30iYwJYrQSHN3Js3djUBtDbFrlnNzrwGMLdyFAuS+WoEdZtuybIFD70jvNmdiKKVExUU32frbUrK5qKDh7ym3ZaK7Gi8KNjVF31K8vWX1JnuBwFEcDVIwcfA9uJ0RMikpJR98X4BlNWpUslx4tp5NZllH1LBh/yBqHkY4RHLfd3vBNkMc6o5SnLE/sLZ2A7JRs5NlWihl2xqEIoSQDD6poqEU0LJtNu/eQ3VtHf1/7I9ihXZi0nISVZJGt5hMLrgw0sXpdGoMGdwWRRE4dJU+vSKOwPFi4bonsG0Tyw6waN3jBI3DhxuTstJo3aU9SZlpZHU49ioU3eWkR7fe5JanoFoC1VLIq2hN5+55zcYKoeJSmwtln0BznDDsxwBNd9Cmz8AG466oGpnde+Fw/zqG3etxctv1E6hOn8TB9LMwlGg2L97LA5PfwgrrViqKwjnnPUN6RpcjzPMiIDSn2urO7Nt1FRUHW65Odegt83f087RjiLcjU+P7NXtP0TRiu3du4SiwfTXE3/cnJq73k1lfQXywjsSDQ6FabeCj1xQXA5OvBAGJWW2YmNORjrc8hlA1MotNdm/MJGhpSKEyueNLxMTE8LfnnmfRewsxAo2Sxyis3a/iDycdc/tG026whsREKCZO5zYwy3j91leaNbT4DlSy7tU5ZMzvRvzW1mRWNzUka7cso0/mamTjFnXTpj52NYWJ27CFRY2oY55nFYYw6bffx5CCWpRDOqdKAE/quwzx5uH0NGoK8zjpNeUMXGHiqegoQZS3aSWLEIKCmetoWx1Nq5IMsBWwHGh7r+LaP7bF9RMVn04dkmmVFcuI4e2b1NkfD/aXraKgdAl2uPGpynDw1D9nHfGYwZNGMeLCicddM95l6ADyKtqgSgWXpXHBSec3WcBP4NhxwrAfI5La5uCKCSUpNZeLtI5df90LJHRBRLdCCIW73w7y/DWfs3lJAbNfa86IeDjMn96fYH0stq1RtCfUyVm8x4cRPHrRakUIJsX1IVY9+kXrwObNlL/8JCJoMGyLgwFhoWFbCfBTchEbg8xO3ekwMMSI6UhOh2l/4rvLHqB83lACdVEkuy4gyRtquT/3nHOI1+PYsWZHqCpGKtRbbTBs+HRVJMy0vduLKIpE0ywGn7EYIQVF2wrZuaxpX8CPD3+AbVg4qj2kze/E9/e/gx0Wzw4a9XjVzaRGV9E7axuCQzkV2Pyhk4W9/oEtLLzSRZoVanSSLRo1QUnreVw8vhXOMG2lO8rNA69cTnJiyLBHeR3kdWiP1qjiKMblRt63GGGYDNjSG9VWUbbdRv8z48jq1tzgCSE4fVxnWofJu34JdhbOb9LPMLvy9/xt5wDWlh6eg0gI0XLF1FFCdzroM2ooQ/NzmWScRHpO2+M+1wmEcMKwHyOEEOQMPBnC/z1cOOR4UB+U3P2uQdBSsGxYvNVkj5KEZdq8+/B8KksiiVTbsvH7mhvqfRsqWPNlEV8+ch5lxWOwrJBHbkubgh2/bnlmYwRqa/n84nMI/DAHLAsFhW67QiGDyoQlqMmiwbabdoBlFa9x+s33NRxvWhYLPInU+FSWKgN56+37+eKL8Q3vCyF4/dVX2bWpBhBY0o0h4zAsm4Xb8qn1hwxPTqd4+o6cx8Bxc4hPDZLVxUbRFDK7ROr7awvL2f/j5kgXKxCo8FHwfYgwatmabzjkMI7uuBpdC2JZNmvnllG8yYv+xQDMDsUoQuEW7Uxcis6KDA//zE4kGL4fbNtJZdkEYk7Zz4DuSWQmuVEUwS0v34InysX9N4W+m/tuakPvju1xhGPTqqLQYXZlSHkI8AbdTF0wldyyVky8/+jLFH8K/wH7iNKNh9Ar90JUJbToFAQ7sTPYG4CbFxzEPorjjxeZXdozoOdgTh17xr/sGv9LOGHYjwOeuAT6TD6fmJT0X/W8r841qWvkGBlSZUf3EBGWZdjM+GNEoenTFz/h6eufxGrUJGVbki8fXYMVtCnZ1Y6DB0YiZbg8Ukoqigqorfjlid6WMO+J/+OkJBci/PALGxIrooiviiYhpSeZV3ZGaAJUKA5uIGf8AOJSQ1UWZbtrmP3PZdT6A6zZGIVlC/wBN+t3VTF/VWHDNbp06cLw7u2orErFZ7Xj0EqRFhuFxxn6nKcG02jVeQfp2QVoDug+0uaMOwZRXvtVw3m86fHE5aQ32UQoukp6v1zKKkrJSqzC5Qg9GlFOiyk9FuPxlrBzdTW9ckvILE/CWe8iIV1nytBOnJGRhyoU7j9rEqaqYgMFcfF8eupB4uNj0RTB1WfncvroXAacFqoa8X8Po5cl0y7WjaqqnJIXSiJ3aJ2F9mNxk+5ct1Q5achBPLHHF+qo22uy4xk/1Rt+vqEu2p1Knw4XoygeZlVfi4kTEOyvtXh3S+3PHn+8EELQdfhA3FEeCt9+i/qCvf+ya/0v4IRhP05ozuP3ng6HtimCJpTktoWzNlSDbhoWi2duxgiYFOYXsmLOcqrLq/n+8382DF/12W5qy0Irg+mXmP6miV5p2+R/+O6vPu/S7dtY9f57RDtUlEYhCUV1EFXvYsio6Tiz3ESfFIdQBb0eHke7HWdT+eLnBMtKWfNdPj/u3kBBsUJ1jcohi1sfsLj3lVWYYc/6w0/e4f33Z7Dli/fR1dBORFcVLjmpL4oQmIE6KnavQ2ukLauqEJWxlLLy+dT6dgIhI3LKgxegOkKeqeZ2MOCOM3FEubDR8Qeaxry7pO2h6+jn6HnqLvp2K0cIWL48n3aDdbxxGg92m4Inuh0Vick8PWYIUgiuuvw0Xji/B3rYg89K9nD28AwCWzZQV2Yx954aHPUqX14f+n1bpaZwcl4P+nfpTNb/jUW4I7+d6lbp9kJzERdp29jlVc1ebwzbsgkEHiR2wGwKPwtiB4/Ca29/AVuCI6izI30RdabkoSWVGPa/zmsHqFq5nLr8nZR89slhaaJP4OdxwrD/B2F8b5Xc9IhxV6RNmxUhL113qoy4IA/NofLek+9iGiZGwOCbt2ZTXV4NwJIPdmH4w2V1AcGW2aGSPwA7EKD8mzmse+B+6ooKm1/8F+CLP96JZQT5oaACo1F4Q41Lov/tC4iJD1UyJJyZSuZd7RCFUSgVO/DEL2P7l+sIShMJWGp5M55vIUKGuLqmmjvvuTHUO7B1HQd3rEURgn5ts2iTGGpfX1VdwzpHUgM/OYSEivWEUG3/3v1vIMNcMwkdM8kZ3xehKMS2TSHntBA7YUp8HB9M30h9uHvT7wvy1cx1mF4/kx+Yj6qHlaEsyWefrUZKSaIzir/1OhdFCF47uR+Tbvg9W9KTiDGa9iVYtk1QCr65vRorKJEW7P0+yI45oZBapzatceg60Se3JfrkbNAUFI9Oxv0j0BKb5zrq3/uayovuxK4+vCddve0HnOnbSBzxIcJZwYE5xmHHNnxnis74HpMRSiTpK4BW0Rrav5BTy/L5ODh3Dtg2Zm0NVcuX/uwxtn1kYrH/VZww7P9BEELw+O8cODRwajA6q4pYGWLM050aF94/gpXzVlK2v7QhXmqZFp+9+AlSSpa3y8fUIl7OgQ0KuuZASokdDFLyznvYpsHS22/6VeftcIf4X7aV+6gKmNhSYisqcdfdQ3RCpAROcShoSQ6Knz5IUv+5+Ox4Dtan4DXdpFhR2DnP44gqhHCy0u1QefjKvqiK4M+P/JFAIGQA6+rrWP7hizgVOKtvj9D3YNtcumguT4oMzPDqoKg63hwFoYUMrGlUUXZwYcN8+t40gdjsFIY8ECnZfG/GB3z1/Hz2bS/HtiXVFX7evXsxlRt8aF4DPSvkIUspKSyspLAw1Bk8OjaFnp5YUBXWt0rHgWDIZoVguCvUklCmxlBV257Nn9dzSGfZqJN8Ma2yGZVu1uNjEYpAz4wh8XfNS/+s0nLq/zETGTTwTX+/xd/FqKtHT3sFRTcQqkXSmNcpX2ISKIsYw8UbKimvbm7sR+d2YWzbaMIRKZyq4Klhif9StsTSb75ChkOL0jA4OG8uZu3hFy0pJc+d9yBfPtny5/9fxgnD/h+G3HSFcwarRHvgyVszSW4Vi6IqXPLwaLyxLgp37cdqws9hUZRfxMcbV/BD8jZq3CHjp+oKnYZl4Ni3H4DC6S9j+/1Iw6Dgqy8wjvDAHCvG//kR1DDR1oI9BxGAq/dAHF17NRt78L1aorMXo2gGe+t7I8O3YI1nPrapkNhmAULYKALyOiRySs80ykqKmPHWS/j9kWRxTZWP/moV3nBs/eUtGyms81GCzjtqOggFzePA0Ujs3pZBDpTObvjbGe1h8kd3kZCbAYDfH+CRJ54BAS/c+h3Slvz11u+Q0saVomNVu7D2RSpPnE6N5ORQY5cQgifbdEMXCroQTEjMZGCHruwSCVgyxKcTPWYidaXN+fv91RLrJyESR3o0bV+bQvaMMxsELRrD9+xbYFpgWgTnL8Xcmt9sjMV7CC20ggjVwtNuA642m7HDdnxfiZ9pj23mvr/vaHYswJ8Gx6MpAk2BiTkeuif9MsHzI0GaJrUbN0BjYj0pqd10+IT/mq+Xsnv1dr57aSaluw+vbfq/iBOG/T8Q95ypM/tuFx6Xwg1/m8TgSZ0Zek7IMx157ii0Rmo0ulNn9FVncM/cT6gzg3zbYwOmYqNoghHXdiFn/CTy77ib6h9CfOuKw0H21HPQo46sGH8siG/VmkGXX4nmclGNRmD8+cRefVeLY+vW+ojrsgpFN0nQ96BgUa7ns9Uzm7rSNHRnNdGp65HY3Hdx6DMv+ugFUqPdaKpGr1ah8lLLkrTLCiWWS/313LNyKb6wLuhHSgo7HPF0GHoeSuNwgtBJTDj5sJ/j2WdfpLbex8GoAHt3HOSSXn9n89pCut2fjR7rZbA5GV0Lxb51XWXChDwcjkgsvK3Tw+UpbXAIhfuzOjL+pGzmOTphC9gd357sLm3pcJqT5M5aQ7RI98LIP0fj8DZ/FGNH5+Lq0JxjxVi9GWPVpogRDBrU/F/zWn3UH1EcEUIwoZokDFmCOz10rT+9shOkZMXqfSzZUNnsOklulTv6xeJWBX8cGN/s/V+C2oPVBBpVdQlNI7pHXigpcgiKQnS37i0eH6jz8+5dL2P4g1iGyT9uf/Goqn7+V3DCsP8HQlPMEGxHAAAgAElEQVQFidEhry67Rxo3Tp/c4OV5oj1MvHISDpcDRVXI7dWBj6u2EjBDblhJXDXrswsoHl6JJ9aBIzaOvBtuR/OE2skV3UG/R5741ed8yrXX44qOoU3/AbS99DrU2JYNQcq0ROpLMrEtQapjO07Fx8L4J/HXubGCoQqMhMxlZHX9hKUFX7F/50Y2LZ3DyE5ZTOg2lscm303PjDzi5a289HAiUkoWFO5vUopnCMFNIhsSexAX24fAFovqb3wIxU1q8tgW51VYWMz06a9RX++n1m1gKja11X6UqBiyL8og0+rGkA59ycyMRwjIyIijY8fmNLS3ZrRnXueTSNAcOB0qE8b2YIbWny5nhRrEhBBMfDmOQ1xuMRkqfS4/NpZCq7i0WWxZllVExEvC0NTzgUiSX9oqG75U+XzaMyxcXc7aHTXEHVzNkIVn8efH52KYzePVF3eN5ofzMolzKhSUBVi755eT3lmmxce3v8TXf3mnyetJo8cgws1/QtdJHDEa1dPydzPrqQ8I1ocKBWzLZu/anayfc/S9Hr91nDDs/4XoO6ofCWmJKIrCmdeeid9smqRb0mUHlR3rGv7OOfcCotvlIFSN3n96GFfi4Zn2jhea08WlH33Kmc++cMRx7lwdvzIepIoQ0M69BKftxaiNhXA8Wig2mruUhVvn8dn0ezCDAVyyD5cMOhuA20ZfRgLT2L7RYuMqi4ltsolrVKWkIjm7XXtS3B7SEyey77YSiv5UzvuLe/4MeZRo+E9pbMibrIy+GXNvF77f5eLbfduZODEPj8fJxIl5LcabdaGQ5Yx08+Z1SOaWa0YRGxNJfiZ31ul9SejviX+PR1GPLW5tDOxOhdGoLtblxHP9hc1CNqo6DCEykBLsoIOaXcP45/99x8ZPvuepRxfgrw/QY+uTIVWkFX/hve+ahzOEEMQ5FQzLZtbqChZuqqLC1zIP+tFi7cwfqauspWjTHnYvjyhrqm4PSaNHg6KgxcQS26fv4c/xzXIMf2Q3YgQN1n6z7BfN67eEE4b9vxCKonDRPRdz0T0XE5sUx91DT0dvtIXVFZWHRkxp+FsoCkNefJVWp51Oh4sv/5fNK75V64au3CMh+bLWVG3thbQUYjw+uojzcMcfBBHxOJ2ak2Gx3aksDfG8DO6Ygxr+jLGuBEb0KiQmTtChm4pDVZk+eChaOOna6WAZv08IeXq7ps/DqABpC9zPLGH2jpZl4TIy0pg27RLc7pBRVqIdnHrbRL755zhaeftRUS95a9satCiN224bQ2LikUNZti156+Y5bFu8D6ejeVfmqQ/EcM778WT1P/a49Xsvvsr7spqglNiAmpWGc+SgZuOEEOjadQihIhQPX9+xAytoYtYH6fbjTNoVfEiUw8fVL/agfeoB2Hx4wq8l22swTIltw5y1lccd9vCVV7P07e8wAwZmwGDuc59gBiPJ25heffB26ETq5DMRR2j+m3Lv73G4I4u5pmuMu3Hqcc3pt4gThv2/FMmZyXTuH+KLSXB7uW/4RDy6A7fu4A+Dx5Ae3bS9PL5rd4a98d4vav3+pZC2jbRM1GgF74RR4I6jstdwrq99iE1mAC2qItTZBHTP7EHnxBCdQJw7nbTYHA6lFlwOOGPQTu59XMHhDJdzVm4n0a4hrbaWPy5fwboZz1O97wDrHnwb4TcRlqR1fgEvPTubeqPl+ugbb7yaqKjQguB2u/jj/bdCTC1f79+GKW1M2+aNbauOqjJk7dc72bWymDl//oKSFx9uZggdUQodz2iZp+dIyN+yjWXzFrHDqGej7QckJROGHHZOitIWVT2fopWjKFq9FxkO4XgCtXTZtoDRv0shLs3FpBuy2PHavQR8zZPqlT6TNfk+TDtErltSbbDzwNHTUzTGwpe+bKI8Fqzzs/KjiKCMEArpZ5+LKyOzpcMb0GNUX1r3zEFRFRxuByOvOoOk1kenDPW/gBOG/TeC83sMJCsmgQS3l6v6Df/Vz2/9jBDx0aDi1T9S9lRI9CJqQDSOM2/lo8BOpLDZWqch4g8gkVjYXDH0GroNGkNSRlssaf60vB2hCAYMDXm7trR568f36Obfzg3rVwHQa04ya8a90MQbdBoGoz6dzXNL9rU4P5fLyVNPPQzAY489iMfjYfqmZZjhz25KmyUHCthedeTu3fqaIF89swzLsOjL59TOfh/fP2cf8ZijxUd/f51gIBSG+diq5HWjgnc/n3nEY3RtEkue24bRKFlp+YNkZKXQbXgyiiqITXbSeaCLusqKZscv2V5Do0IsDEvyz83VxzV/f3VdE7ZLaUv81XVHOKJlCCG44LFpKKqCK8rDmGunHHF84MctyMDP1/D/VnDCsP9GoAiFt8+6ig/OuaZJWObXQEAGedz3LuuNncd9juCuddQv/4bg9jXUr1kAhB/O9pNwqA5sBPOqdDZ7yklr255W8a0QQjBp2kPUW9Xsq9iITZiky1RJGtQTNaxgLxC0Tsiiw8E6WtX4cFd7SczPIGF3NA41wjNvaCr57Vrj/UlopObbQmrnh0I+I0cOY+bMdxk/fjQA26uac6RsrWzZsEsp2bLya+a8tBDLsGjj2E68UoJAUvriQ9i/gtrWoJHDcbpCfOt1SLY7YdCoU3/2uGF3n4fmioR9dI+D8Q+oqHpoyXS4VUZe3pbY1OahtNx0dxMxD00V5KY353w/Ggy7ZsJPVJdUBl448rjOldI2nbMfuozLXrwZ3XX4kFZw/W4qr38Z36uHDzX91nDCsP+GkBkTT3b8ry8UPiewgjoZYKb/BwIy+PMH/ATStij/+93IoB8ZrKfitXuRYabJWEcMzw58AK/mod5WqHXBSf3y+KYiRBWb2jqXvGET2Vb2A5oj9PDGpHnJGZ7TcH4hBNcOv4yB2+rQLUhb0wFhKwgbsrWO2OEwhalqLJ48liv7ZjQca5UHKLp2KUXTlmKFG3X69evdENq4MLcnTiViiFyqxqisljnBSwo2UbB9Oaa+AoL1DI6eg66Ezmn7/VT849lj/u5+ipPGjiQ1K6NBEDw2MYERk3+eOCujdy5dpwxBdeoomkrOyBziM0FpxGGhOXSK9/zI7274iNpGuqk5qS7S4/QGDXKHKhiYG/PTSxwVElql0O20AagODc3l4OQrT8cZdewhqUM46byRtO/fMoU0gLRsqu8P0Wj4/rEQK6wp/FvHCcN+AkfEAauCFcZWbGwMLOYEjr2kzLfgQ6zyiNiF7fdR/cVLDX9fkDOJDrHZqELl/n7Xcu++W7li54VUmaEuzzEX3sIlD80ga2QfANqePqBZTDkrIRPN5SZmXwoOnweBQKDgxkuslkpQ15h1xigePbM7jkbVIyV/WosM2siARenD65rNfXSrXBJcoQoWp6JyVZf+OJuJrYBpBNm8fBZISVSyRdfuu9CIbP0V26D66/ex/ccedmgMIQRX/PFWdIeOw+nkirtvPWru8lGPXIqqayiayuhHbmbDrigMIxJjkUo0f5pey+btpTw/Y3GTY0f2iEMRoCmh/9eOsZKnMQZeOArdqRObnkDnU5s3sf2aqPvoR6ySMJ+OaVH15w/+pdf7T8EJw34Ch4WUkk/8C7HCIRATixXGVg5YzeOwR4J/44/IxuV5QT/+jRGtWCEEr5/yFBfnTmW+/AQTg4Dt508FdwKgO1ykZOWQ2L0tnS8dgyctodk1hKIw8Ppbid2TgWI1MnQBSau0rpSnJOGeNIRT2kSSyvVryqn5Yh8EbWTApvqD3fg3NW3UUYXCdV0HIoB2MQn0S245qbdz/Xwsywh/HgvvIA92I5k4FBVXt34orl8uytK6fQ5DTx9Hv2En06HH0esBeBJjmPDiDYx65BI27t/Bo68cwLRCBtofkLw4M50N20JUCjO/2cL2/Ih3G+fR6JcTTWaCk3Ypv4wAT3c5mPTwZZx+7++OWPnyS2HXBfA9/yXUh3cflo2xbg+BZdv+Zdf8T8EJw34Ch4WJRbFdTuMIswAKrJJjOk/sWTcj1EYdoLqLuPPvbjKma3wHzuo2nMU1/8SUJv7/196dR0lVXwkc/973Xm29Qe9szS6yBSGCMqICiqjRAEoyMXEZR6NjEhxwNHEi4x7P6GiIGT0mE8cxyYwmaojLSTQqUdQkYiQGDIoLCoKo0DS0vVTX+u78UQXdLb1VV3VXV/Xvc06dQxevX92C6tu/93u/370a4hf7fsaWYOsoWkQIVHXeTGLUUbOJf8GHa7dZ9eLYjL3nLJa+/APu/uLkdsfX3rgZDbUeq2GX2psPH7VPGlrBxZNns2L63A5Xn7jxGDvfeQU33rq+2/ZZvD3qBGIk3rc4HipW3NBp7Kk6b+U3uGT1VSl/39Rl85hzyRls3LiRuvo49z0WJO4qG9+MsfalGkKhxHuIROPccMdz7Vbz/N2kYs46piwj9WIqx4+gpCqzu1k/S2wLfJ72T6piFfbu/kAuMYnd6JRHHBZ4Z+GhdeQZED8zPan1nfQMG0vhoq8hXj/YHvxHn4xv4lGHHXf9rqsJuq1TFSE3xPd2XZvSa8247TJayhsTe50swTdmOHa4lLFVxZT42k+hFC4chhS0ju4lYFN4csc19k+tOYKqQMdr1y3boXzYhEPz3onnBEaeilMyBGyHkmUX4KlOvx9p+MA+dj//OKibVoK94PwL8Hg8PPZ8mKf+EOaexypw2rRJVIV3tu9j10ftV7/0ZRGwTBOfh5JrvoQEkjdWPTb+k2bgmTY6u4H1g7QSu4jcLiJvicjrIvKoiKTfm8sYUE7wziAgiUtvDw5n+0/AkdRX3ZQs+xYtnzqEmx2Gfq3jOjLLy75CgdW6hTxgFfCliq+m9DqBsnLG338uYtmJkrwL5xB+NUh87+FL3couOxK7tM0ml+oApRdOOOy4npg650ws62AvXA9jp8xjydWnMuyqf8czYgxDv3xpr87blqryyR9/R/Pu7Rx4a1Na5yotLWXVylX4fAHu/L8QZaVFlJW2ThNZljBz2nBqRvTuJulA4TtpBs6kxM1m8TgUX9lx7998k+6I/VlguqrOAN4BOv6JNXKWIzZn+xOFs8bZw5jo9G7UGXrvXaIhm0jQSzzY0uExK4ZfSZlTDoCFxZTANJaXfSXl1/LvG07JibMonn80dlEBxCH4xOENKcRrMezOOUjARvw2w384B3GsRJljN7Vt8/7CIYybejxiWTgeH+OmHg9A4Ki5jLr7MSxv+o1ZGt7fSqSxHlSp2/wnYi3pLZ8866yzGDZsGGIJN914PTdceTL+5FWNx7G47oqFOTVC74iIUHL9OSBC0eVnYJVmrvjdQJZWYlfVZ1T14E/ABiD9a01jwJnojOI07zEs83deGbErGo+ze80NaDSKui4f/+ctHR7ntbzcM/5+AlYAr/i4Z/z9KSWWhzaFqG1yscptCo8+ksLPHZH4Cxusso5rxBQeX0XhgmqKvjCSwJxEDZ1PG3bw4e6XcFPs4DN2yjyKSqqYPncZVgcrZ3rC1QgbYpdS577a7vl4JEztq+vRZLE3jbvs/fNzvXqNg2zb5rZbb2P16tWMHzeeY2eNYs7MkViW8NVlM6gZ0X15iFzgjKmi/JHvEPjScdkOpd9kco79IuCpDJ7PGECO982gxEqtCuFB+3/7CLG62sQXbpzg1tdpfOWlDo+dP+QkFg89g0uqv8Xkgqk9fo1Xd0W5/ukWbng6iP+EIiTQ5qNtC4HTO59SGHHvcQy/6xgAYrEQ9fXvEo9HqK9PbUOWZdvMPf2fKB/eu+kcgB3uQzSzgzfc24i32TPQtPPd9q3i1KVp5zbikd5t7T9o4sSJLFu67NDX11w+n+PnjOaSczsvwJWLnLFVfboCZ6Dp9p2KyDoR2dLBY2mbY1YDMeCBLs5zqYhsFJGNtbW1mYneyAn1T/4aDbcmIA2HOPD0o50e/7OJD/O9Mbf3+PwHmpr47m8TN13/uCPKK7tjFJ49FDyARwicXowV6PyjLrYgyY06dXVvJleCKA2NO4hG01t3noqQ7mWHPogSI0YzO9zWsrZFNRPbJyaxKBw1Htub2RUe1ZVF3HnTGQT8nu4PNgasbhO7qi5S1ekdPB4HEJF/AM4EztUuSr6p6k9Udbaqzq6szPzuSGPgqjz/MsTfuuJCvD4qz7m40+NTmX55c9c2jr35PmqbEjOCoRhc82QQxntxxnqxymx8R/ds7XhLSx0toX2QXOCpquyr67yDT6Ztja/BJfE+XMJ8oA/RoolSurbPT8Xs+YiTXD5pWVQde3K/xWbklnRXxZwGXA0sUdX+G9oYOaX4uIX4x08CywKPh5ITTiEwqecbazrjui5X/vQ/kKHnEI63fpT3B12eeCNC0dfKKL6k/NBovDvhSAPthyZKJNy7YlepcjVCHRuB9vP6+7R1B+iQCdPwFJWACOUz5uIpGBw3Ao3UpTvpdDdQDDwrIptE5McZiMnIMyLCiFXXIY6D5XioviQzzbR/veEZdu7dhUZ3Q5vqkwpMqbYRr3Q5BfNZJcWjsdrUhRGxKSub3MV3ZI4lXmrkbCxai1lZeBgui9vEIwybdxoF1TWUTv18v8Rl5KZ0V8VMVNUaVZ2ZfFyWqcCM/LD+b9t4+rW38I0aQ+X532T4ymtxStLf7tAQbOLmh++mJRIiXnsXqonVIl4bvjjVy9Tq1FelWJZNRfl0JLlO3+MUUFTUdV3wTJpg/SM2iTlzGz+TrZU40v6Gtb+silGnLEfa/ALSuEvtyrsJv7Gj32I1BrbBc5vYyKiPtI579bddHtMQDLHiR2u54iePsb8xSMXy8xhy4ikZef3ahv2Eo4lVIxrZgdv0AmgM23L59sLeVwssKKjC602soKmo/Fy/ruN2JMBkaxVgUcBoqqX7crwATWtfpOWFzdR997/RePp1843cZxK70SvXcj938zh/0M5vLt76yO+JxGJE43Fu+sXTGX39CcNGc+qsE/Ak14tb9Q/iSJR/W1TIEH/vP9YiQmXlDCrKp3OgoYjF/1TPnrr+S5ZVMp8aWcp0+7s9+qWyu/Zd6r//MMRd4p/sp+lXL/RDlMZAZxK7kbL1upktbEdRruenRPTw7fpv7vyEX/1xM+FonEgszlN/2cpf3+u4c1FvXfeVy/E4icTuWBF+c5GX5TPSX/7ncQIUF49i9V1NbN0eZ/Vdh7eL6ysiwpH25RTKmG6PbXKb+NMtNxA7eOXSEqZ+zSPEDzT2dZjGAGcSu5GSkEa4kZ/TQiKZNNLCfR3sS7v1kd8TibZuyw9FYnzvocx2sCkvHsp3zroEgFVfvJCxlRUZO/fLm6Os3xjFdWH9q1Fe3jzw2qrdW/tj5jznw462aTUXdwk+9ecsRtVekxvu/iAj40xiN1LyBH+imdZaLyEi3MuThD8zaj955iQCbUqmBnweFs2clPF4zp2/lOu+soILT16esXNGY8oVtzcRSuakljBccXsT0Vin2zR6bOeb8Os7wE1zdmdbdBu/i/+eV+Y3E3Va4xLLouDUOWlGmRnvxGpZ0/witfH0WwIaqTGJ3UjJbI5sV5/dQvgc4/DSfhXKeQuPZlhp6zb+sqICvr54bsbjsS2bC09afmiuPRP+9m7ssHn1vXUur7/TvjCYukq0seetAmNRWHc/fPIebFmfXoy3HbidKFEe+MZ+4snE7vpthqxcjl2e+YqMqspHe3u+WSuqcR4PvYGL8nhoC13sXTT6gEnsRkrGy3C+zHx8yQYSHhxu4sLDbvTZlsX3v74Uv8ch4PVwx8VL8PSwhVu2zTzSYcIo+1B5dRGYUGMza3L7Xx77//IJ23++hVhzz6Zp/vIURFrAjcPLj0JLGlPhzdqMojQOdXn4ogPEbCVS6af4nIW9P2kX3nzvd9zz4Bd4f9efuj8YeDHyPpFkfcA9bhNvxvb0SVxGx0xiN1K2gqX48eJgcw4LGSPVHR73+QmjOGPOVOZ/bgLHTRnXz1H2nmUJa67ysGbVTkoKY/g88IPvFLVr/BxtjFD3549RV9n7ws5uz9mwD/76NMQOdmmLw4sP9T7Gbw+9Eh+JUsDPndnIts+7jPr3yxNdgzIsEg3y+LpERe61z/zLoRaAnTngBnk58gFRElc9UeL8JrT1UKI3+p5J7EbKCsTPtZxPBSV8gyVdHnvHxUv50Te/3E+RZY7DTkZWRbhoyT7OXuRj+sT2o/U9z3+Aui64StP2eoK7ux5+b3uNdlNYbgy2bez9XPss3yxm+4/GxsZr+6j60SoKjjqidyfrxnMbfkAklqgYEmw5wB9eu7fL4xs7uGEaJU5YUyuDbPSeSexGryyWo3mKWymQrhtIWJYcGunGwhHCjf23dLC3DtQfoLG5CUtg7rRm/uW89gkpuKuB4K5GkgNSNKZ88uyOLueRpxwHbTaLYntgxkmJ8jm9tWrISiwsZvuPZqZvZu9P1IX9n37Ahk0/IxZLVOeMxlpY/8oPaWzuvO/taKeUMfZQLBL/7w4Wx3hqKLbSbzZi9IxJ7Eav2ZLax+fl23/MuqtuwR3AuyNd1+W9Hdtxk0Npx1E+2bO9XdKOBQ+fioi3xNoPyT8jUATzloOTzG0eLxzb9cVOtyrsCtZUfJ9vD029qXVPxeMx+Mw+KUW7bUJypn/aocTuxWaBr/c16o3UmcRu9Is9r7/FJ399g+C+A2x76vlsh9OpxqZGYvH2c8HhSIRgS+sSz+JJZXhKWot1iWNRtaCm2yqSU0+A4jIQCxacB5kopT7dO40hVt91Oqosm8Csyctx7GTfWyfAvFlfZ0hxx02/Dyq1AszzjgXgi/6peCVzq5aM7pnEbvQ5NxbjlTv/m3g4Qjwc5vWfPkLo0/4ph5uqkuIS/L72UwaFBYUUBNrUkxdh+OJxiJMckZb6KZlc3u25LQsWXwxT5sGEHCrOuPj4fz2U2L3eQhYc+889+r4TvONZ5p/GZKeqL8MzOmASu9Hn3n7iWcKftt5cdGMx/nrvL7MYUedEhInjJmAlp5ksESaOG3/Yck5/dSHFk8oAGL54bI+LhVWOhpPOh1zqER3wD+GMBTcCcNai/8Dj9OxSwxGLmZ6ROd8QOxeZ6yOjzzV9vLdd1UE3Hqfp485vvmVbUWERZaVl7Nu/j+qqagL+jqtFVp1YQ/HEUnwVPevQlMtmTjmb4qIqJo7uXUNzo3+ZEbvR52acdzZWm81JtsfD7G9dkMWIujd29GjKS8uoGTGq02Nsn0PRuPRry+cCETFJPYeYxN6PQnv2EA+l11U+F/mGFHPUP/49tt+H5fEw9qR5lI4fne2wuuRxPEyacAS2nRu7ZQ2jLZPY+0ksGOTDR9ay55l12Q4lKyactoCCilIsj81RF+behiXDyCVmjr2f1K5/AXVdgjt3Ety1i4KammyH1K8s2+LEa1cSbmjEW5T/c9KGkU1mxN4PWj76mOb3t4ProrEYe55Zh8YH3/bq4pHDqJjSN9ves6n5wAfEo4Nvis0YuExi7wd7nl2Hxlo3vcRbWqjf/HoWI+o/GmrGbdiX7TD6TCS4n08//hv1H23OdiiGcYhJ7P3A8nxmxkvA8ng6PjjPNP78uzTcdTEaz7/KfqrKgd2bgESCDzXVZjkiw0hIK7GLyM0i8rqIbBKRZ0RkRKYCyyfVp5yCOK3J3SkupmTa1CxG1D8ib71M7L3XcBvrCL2URo3aAap5/w7isUQlQ9U49R9tRrupoWIY/SHdEfvtqjpDVWcCvwGuy0BMecdXWUHx5MmIbSOOw7DFi5F0yvrlAI1FaP7lTRANQSREy+9+1OGUTK521lF1adi7FdqUonXjEZrrd2UxKsNISCu7qGrbgh+FdFnfbnCrOH4eYtsUHTER/7COG1Pkk9Dz/4u2bREUj9P86B3tjrn5P+tZcd3+fo4sUwSPr/iwZ72BwbFhyRjY0l7uKCK3ABcAnwKd9uUSkUuBSwFGjx7Ym1P6gu33UfPVc3CKCrMdSr9wG/aBtinP68bQxtYR+9vvRbn/4URt9g2vhZn7+dyq1S0iDB0xk9rtLyXfp0WgZLhJ7MaA0O2IXUTWiciWDh5LAVR1tarWAA8AKzo7j6r+RFVnq+rsysrKzL2DHOItHTpobpoGTrss0U3iIMdLwZcS7dVUlVU37ScSgVAYVt20n1gs9y72PP5iCobWgAhiCUOqp2U7JMMAepDYVXWRqk7v4PH4Zw59EFjeN2EaucYqHELB0ivAGwDHi2/uMpxhiWYLjz/bwrvbY7jJXL6vzuW+hwZ+Z6WOlFRNRiyHkqqpWI63+28wjH6Q7qqYtrtNlgBvpReOkU98xyzBLhuBeHwUnP7NQ8+vfTJIS6h1hB4MKb96MpiNENNm2R6qjziZwrIx2Q7FMA5Jd479VhE5kkT3xw+Ay9IPycgXYlkUXbwGDTYg/tZ7C9++rIQ/bgwTCieSe8AvrF7Rd12A+pplmcocxsCS1idSVc3Ui9Elu3wklI9s99yMyV6WLQ7w6NNB4nGYO8vLgr/LQJ84wzAAs/PUyJLrVg3F4xEcR7jtmtJsh2MYecVcQxpZMbTE4ofXl7L/U5dRw8zH0DAyyfxEGVlz+kJTvtcw+oKZijEMw8gzJrEbhmHkGZPYDcMw8oxJ7IZhGHnGJHbDMIw8I9mohy0itSR2qmZTBZDLPdtM/NmVy/HncuwwuOMfo6rdVlHMSmIfCERko6rOznYcvWXiz65cjj+XYwcTf0+YqRjDMIw8YxK7YRhGnhnMif0n2Q4gTSb+7Mrl+HM5djDxd2vQzrEbhmHkq8E8YjcMw8hLgzqxi8jNIvK6iGwSkWdEZES2Y0qFiNwuIm8l38OjIpJTnZRF5Msi8oaIuCKSE6scROQ0EXlbRLaJyL9mO55UiMj/iMheEdmS7VhSJSI1IvK8iGxNfmZWZjumVIiIX0T+LCKbk/Hf2KevN5inYkSkRFUbkn/+Z2CqquZMFygRWQw8p6oxEbkNQFWvznJYPSYiU0h03/ov4CpV3ZjlkLokIjbwDnAK8CHwKvBVVX0zq2gT/xIAAAJiSURBVIH1kIicCDQBP1fV6dmOJxUiMhwYrqqviUgx8BdgWQ792wtQqKpNIuIB/gCsVNUNffF6g3rEfjCpJxUCOfVbTlWfUdVY8ssNwKhsxpMqVd2qqm9nO44UHANsU9X3VTUC/BJYmuWYekxVXwT2ZzuO3lDVj1X1teSfG4GtwMiuv2vg0ISDHds9yUef5ZtBndgBROQWEdkFnAtcl+140nAR8FS2g8hzI4Fdbb7+kBxKLvlCRMYCs4BXshtJakTEFpFNwF7gWVXts/jzPrGLyDoR2dLBYymAqq5W1RrgAWBFdqM9XHfxJ49ZDcRIvIcBpSfx5xDp4LmcusrLdSJSBKwFVn3minvAU9W4qs4kcWV9jIj02XRY3ndQUtVFPTz0QeC3wPV9GE7KuotfRP4BOBM4WQfgDZMU/v1zwYdATZuvRwEfZSmWQSc5N70WeEBVf53teHpLVetFZD1wGtAnN7LzfsTeFRE5os2XS4C3shVLb4jIacDVwBJVDWY7nkHgVeAIERknIl7gHOCJLMc0KCRvPt4HbFXVNdmOJ1UiUnlw1ZqIBIBF9GG+GeyrYtYCR5JYmfEBcJmq7s5uVD0nItsAH1CXfGpDjq3qOQu4C6gE6oFNqnpqdqPqmoh8AbgTsIH/UdVbshxSj4nIL4AFJKoL7gGuV9X7shpUD4nI8cBLwN9I/LwCXKOqT2Yvqp4TkRnAz0h8bizgYVW9qc9ebzAndsMwjHw0qKdiDMMw8pFJ7IZhGHnGJHbDMIw8YxK7YRhGnjGJ3TAMI8+YxG4YhpFnTGI3DMPIMyaxG4Zh5Jn/B+NInxLhe/3oAAAAAElFTkSuQmCC" alt="" />
     

    四、图形内的文字、注释、箭头(自学)

     

    控制文字属性的方法:

    pyplot函数 API方法 描述
    text() mpl.axes.Axes.text() 在Axes对象的任意位置添加文字
    xlabel() mpl.axes.Axes.set_xlabel() 为X轴添加标签
    ylabel() mpl.axes.Axes.set_ylabel() 为Y轴添加标签
    title() mpl.axes.Axes.set_title() 为Axes对象添加标题
    legend() mpl.axes.Axes.legend() 为Axes对象添加图例
    figtext() mpl.figure.Figure.text() 在Figure对象的任意位置添加文字
    suptitle() mpl.figure.Figure.suptitle() 为Figure对象添加中心化的标题
    annnotate() mpl.axes.Axes.annotate() 为Axes对象添加注释(箭头可选)

    所有的方法会返回一个matplotlib.text.Text对象

    In [314]:
     
     
     
     
     
    x = np.arange(-np.pi,np.pi,0.1)
    plt.plot(x,np.sin(x))
    # 画布  fig = plt.figure()
    # 坐标系 axes = plt.subplot()
    axes = plt.subplot()
    axes.text(0.5,0.4,'test')
    axes.set_xlabel('X-Label')
    axes.set_ylabel('Ylabel')
    axes.set_title('title')
     
    . . .
    In [313]:
     
     
     
     
     
    fig = plt.figure(figsize=(8,4))
    axes1 = plt.subplot(1,2,1)
    axes2 = plt.subplot(1,2,2)
    axes1.plot(x,np.sin(x))
    axes2.plot(x,np.cos(x))
    fig.text(0.4,0.5,'test')
    fig.suptitle('suptitle')
    axes1.set_title('title1')
    axes2.set_title('title2')
     
     
    Out[313]:
    Text(0.5,1,'title2')
     
    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" alt="" />
     

    图形内的文字

    text()

     

    注释

    annotate()

    • xy参数设置箭头指示的位置
    • xytext参数设置注释文字的位置
    • arrowprops参数以字典的形式设置箭头的样式
    • width参数设置箭头长方形部分的宽度
    • headlength参数设置箭头尖端的长度,
    • headwidth参数设置箭头尖端底部的宽度
    • shrink参数设置箭头顶点、尾部与指示点、注释文字的距离(比例值),可以理解为控制箭头的长度
     
    如下都是arrowstyle可以选择的风格样式
    
    ``'->'``       head_length=0.4,head_width=0.2
    ``'-['`` widthB=1.0,lengthB=0.2,angleB=None
    ``'|-|'`` widthA=1.0,widthB=1.0
    ``'-|>'`` head_length=0.4,head_width=0.2
    ``'<-'`` head_length=0.4,head_width=0.2
    ``'<->'`` head_length=0.4,head_width=0.2
    ``'<|-'`` head_length=0.4,head_width=0.2
    ``'<|-|>'`` head_length=0.4,head_width=0.2
    ``'fancy'`` head_length=0.4,head_width=0.4,tail_width=0.4
    ``'simple'`` head_length=0.5,head_width=0.5,tail_width=0.2
    ``'wedge'`` tail_width=0.3,shrink_factor=0.5
    In [337]:
     
     
     
     
     
    x = np.arange(-np.pi,np.pi,0.1)
    axes = plt.subplot()
    plt.plot(x,np.sin(x))
    # 模式1:使用arrowstyle键,可以选择如上几种预定义的箭头样式
    axes.annotate(s='annotation2',xy=[-1.7,-1],xytext=[0.5,-0.5],arrowprops = {'arrowstyle':'fancy'})
    # 模式2:不适用arrowstyle键,可以使用{'headlength':10,'headwidth':16,'shrink':0.1来自定义样式
    axes.annotate(s='annotation1',xy=[1.7,1],xytext=[-0.5,0.5],arrowprops = {'headlength':10,'headwidth':16,'shrink':0.1})
     
    . . .
     

    练习
    三个随机正太分布数据

    In [359]:
     
     
     
     
     
    index = np.arange(100)
    x = np.random.normal(loc=10,scale=3,size=100)
    y = np.random.normal(loc=20,scale=3,size=100)
    z = np.random.normal(loc=30,scale=3,size=100)
    axes = plt.subplot()
    axes.plot(index,x,index,y,index,z)
    axes.legend(['plot','2nd plot','last plot'],loc=[0,1.05],ncol=3)
    axes.annotate(s='Important value',xy=[50,20],xytext=[15,35],fontsize=15,arrowprops={'arrowstyle':'->'})
     
     
    Out[359]:
    Text(15,35,'Important value')
     
    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" alt="" />
     

    五、3D图

     

    曲面图

     

    导包

    • from mpl_toolkits.mplot3d.axes3d import Axes3D

    使用mershgrid函数切割x,y轴

    • X,Y = np.meshgrid(x, y)

    创建3d坐标系

    • axes = plt.subplot(projection='3d')

    绘制3d图形

    • p = axes.plot_surface(X,Y,Z,color='red',cmap='summer',rstride=5,cstride=5)

    添加colorbar

    • plt.colorbar(p,shrink=0.5)
    In [361]:
     
     
     
     
     
    from mpl_toolkits.mplot3d.axes3d import Axes3D
     
     
    In [376]:
     
     
     
     
     
    x = np.arange(100)
    y = np.arange(100)
    xx,yy = np.meshgrid(x,y)
    def create_z(xx,yy):
        return np.cos(xx)+np.sin(yy)
    z = create_z(xx,yy)
    print(z.shape)
    axes = plt.subplot(projection = '3d')
    p = axes.plot_surface(xx,yy,z,cmap='summer')
    plt.colorbar(p,shrink=0.5)
     
     
     
    (100, 100)
    
    Out[376]:
    <matplotlib.colorbar.Colorbar at 0x27fcc930>
     
    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" alt="" />
    In [360]:
     
     
     
     
     
    x = np.array([1,2,3])
    y = np.array([4,5,6])
    xx,yy = np.meshgrid(x,y)
    display(xx,yy)
     
    . . .
     

    玫瑰图/极坐标条形图

     

    创建极坐标,设置polar属性

    • plt.axes(polar = True)

    绘制极坐标条形图

    • index = np.arange(-np.pi,np.pi,2*np.pi/6)
    • plt.bar(x=index ,height = [1,2,3,4,5,6] ,width = 2*np.pi/6)
    In [379]:
     
     
     
     
     
    plt.axes(polar=True)
    index = np.arange(-np.pi,np.pi,2*np.pi/6)
    plt.bar(x=index,height=[2,3,4,5,6,7],width = 2*np.pi/6)
     
     
    Out[379]:
    <Container object of 6 artists>
     
    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" alt="" />

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