【一VIEW易VIEW】一切从回归开始-经管之家官网!

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【一VIEW易VIEW】一切从回归开始

【一VIEW易VIEW】一切从回归开始

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当啷啷~~~一VIEW易VIEW终于有更新了,楼主不是弃坑的主啊~~上期介绍了数据的输入/导入和简单的描述统计操作,按照一般打怪升级的桥段,第二回也不会出现什么大BOSS级的,所以废话不多,咱先直奔主题。本次和下次的主 ...
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当啷啷~~~一VIEW易VIEW终于有更新了,楼主不是弃坑的主啊~~
上期介绍了数据的输入/导入和简单的描述统计操作,按照一般打怪升级的桥段,第二回也不会出现什么大BOSS级的,所以废话不多,咱先直奔主题。本次和下次的主题都是回归,但楼主打算分两期来做,这一期主要为回归的操作,重点在于能够快速得到回归分析的结果,而下期则侧重于分析和解决回归分析时常会遇到的一些问题,比如异方差,自相关,多重共线性等问题的检验和修正。为了方便,楼主直接用了个一元回归,是的,就是因为一元回归操作简单,跑一次就能大致了解过程,我才不会告诉你是因为我很懒。
在动手之前,我觉得还是有必要再简单介绍一下回归
私以为:其实大多数的分析都可以以回归分析作为最基础的铺垫分析,虽然它不那么深奥,甚至于有点百搭,但的确能够用最简单的方式了解变量间的相互关系。当你对你手头的数据不知如何下手的时候,不如先来个回归分析吧。当然也并非所有的数据都能做,前期的一些预检验比如面板数据要做协整,截面的可以略过直接看看有没有线性相关之类的还是必要的。
更多的理论知识可以用力戳:【从零开始学统计】9.回归:统计方法的大结合!


好了,前期铺垫唠叨完毕,正式开始本次的操作实践!!

1、回归分析操作步骤——前期检验
首先,咱们将数据导入,楼主的习惯还是将excel之类格式的数据导入,免除输入的麻烦:


导入后的数据如下图所示,自变量为X,因变量为Y,共有16组数据:


数据导入后,有一步很简单,但很容易遗忘,那就是散点图。散点图的特点是可以通过一个简单的图,让你看到数据大致的一个分布情况,主要查看数据是否呈线性分布,如果不是线性,那么它大致是一个什么曲线,可以考虑用某些函数使其线性化,然后建立线性回归模型。
那么对于此次数据, 我们也先做个散点图——


在软件菜单操作中通过quick-graph-scatter,然后在弹出的对话框里输入需要作图的变量名,比如X Y,就可以做散点图


在选项界面可以根据需要选择自己要画的图(大多数画散点图,但也可以化线图等),选完相关的选项后,点击OK即可得到图片——


从这张图片可以看出,我们案例中的X和Y呈现很明显的线性走势,所以可以考虑直接用线性模型来拟合!
接下来我们做一个线性相关分析,在eviews里我们可以通过quick-group statistics-correlatins来实现——



根据显示的相关系数矩阵,我们看出X和Y之间的相关系数达到0.96,相关度很高(一般相关系数在±0.7以上比较适合做回归,±0.8以上相关度比较好)
2、回归分析操作步骤——方程估计
通过quick-estimate equation可以到达方程估计的界面——


在第一个空白处输入方程中所包含的变量,此处输入的是因变量Y,自变量X和常数项C(一般情况下都会加上常数项)。在method中选择LS(最小二乘法),一般点击确定即可(也可以在OPTIONS中对一些细节做选择)


好了,终于到了最关键的部分了,结果的分析!一般回归的结果就全在这个界面里了。首先我们先看自变量X的系数,目前得到的系数是0.404280,T值为12.11266,得到的P值是0.0000。这些结果表明X通过了系数的T检验,认为其与0是有显著差异的(说白了就是这个系数可以用);常数项C的系数是-0.762928,T值是-0.624856,P值是0.5421(通常用0.05来进行比较,此处可以看到应该不能拒绝原假设,认为常数C与0没啥区别,当然一般我们并不关注常数项的检验,所以一般也不会再去对此做修正)
对于系数,我们还可以做一个理解,那就是每当X变动1个单位时,Y变动0.404280个单位。
在系数检验下方,我们还看到有个指标R-squared和Adjusted R-squarde,这反应的是模型的拟合程度,一般认为0.7以上可以接受,0.8或0.9以上就很好了。
对了还有个指标不能忘了,那就是F-statistic,这是F检验值,可以直接看下方的Prob(F-statistic)即可,在我们的案例中可以看到P值为0,也就意味着模型整体通过了检验(一元的情况下,其实和T检验等价;多元的情况下,意味着多个自变量的系数都显著不为0,是整体,而不是每一个单独的,没看懂的请原谅楼主有限的表达能力)
在我们得到这些结果后,如果我们想要保存结果,可以通过右键来选择保存(save as)


在view-presentation可以得到代数表达式



当然,我们还能得到拟合图:




2、回归分析操作步骤——样本预测
做样本外预测,首先要扩充样本:工作表中PROC/STUCTURE下面将DATA range进行了扩充(此处可见将样本扩充到了17)

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


然后在X中点击edit,输入X第17的样本值20

http://data:image/png;base64,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

在equation窗口中点击Forecast

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

点击OK后在YF变量中即可看到预测值了!

http://data:image/png;base64,iVBORw0KGgoAAAANSUhEUgAAAyAAAAJjCAIAAAB7qeJJAAAgAElEQVR4nOy97XMUR77vmf/BxkY49s367GUmYl84ho37YnfwHaSRRKg9oY0TN8IRG2uH7bO2YMzTeCR5InQ8T3HOYK4ZLDw2thCgMy3jMcOMLQTW4BZGIBrJIGGZp4aWQGAeGmTMg56fMMzcuK59UVVZWVVZ1dnd1crqrO83vmGnsrKy8pdd3fkhqyqLLP3+kif+0z8t/f6Spd9fEk+kYRiGYRiG4Twciy2JxZbEnlry1FNLyA++/08/+P4/6Rsuji7AMAzDMAzDedjErO/FYkvID77/v8YT6eFbCzAMwzAMw3CBjifS1dVLyP/x/cfjifTQzQUYhmEYhmG4QBuAFU+kL9ych2EYhmEYhgNxPJEm8UT6fGYehmEYhmEYDsQGYKVuzMMwDMMwDMOB2ACsc9fnYBiGYRiG4UBsANaZa3Nuv/T4YzmZWwkMwzAMw3DUbADW6Wtzbr/0+GPaxYygX3r8MW4lMAzDMAzDUbMBWKeuzrmtA9bfZ/c9mul4NNPx98k/cv3w7kYdsLiVwDAMwzAMR80GYH351azbOmDpdPWPqT+70eq7A6MsYHErgWEYhmEYluvYC7/1svi+PjluG4D1xZVZtylg/WPqz25/d2D065/8398dGKWA5dj9ScKq+te7tz1Zvq3T2Dr863JHDgzDMAzDcFHsA1g57e5I+9gArJOXZ91+6fHHvjsw6kVX1/7P//LS4499+f3vfXdgVAcsx+5Plm/7xJYz/Ovy6l8nZ09enj2Z3ObaCsMwDMMwXBT7AFZ+NWQtbwDWwOVZt196/LGz3/uem7G+OzB67Yf/5aXHH/vH1J9fevyxL5b8p+8OjL70+GOO3Z8s37bfnrP/jeon3xgeuDw7sLv+yTeGB5LbjDLJbeZ0V/WvkrP2/PqWy7MDl4d/VV7fcnl2/xvVRkFX5TAMwzAMw1zHXvhtTvlehXWLFDYAq39kxm198QUHY7F0pd+YpZd56fHHHLsvY68QljfvG5np/7COrOrqH5lpXkWe/3Cm/2jzsvLmfSNdz5O6Zn0ve86+N6qfX1X3/Icz/SNdz5c37zvavMws2bzK3AWGYRiGYdjXsRd+m1O+V2HdIoUNwDp+acZt/R6slx5/7Nz3v68z1ncHRq/+X8soXemA9fDuRh3FHLsvK2ve66yz6zlS996lodfK6t67NHP8aPOysua9R5ttKEbq3rs0896q6teOzry3qu69o83LVnUd1/97qes5swC3wTAMwzAMw27HXvhtTvnckqyzljcA6/OLM27rgKVfB0x973tuuqKApXOYY/dlZc17XXW+u7L6tQ+al63s+vzizOc9zcvKmvfq/7UX27ux+rkPup4ra957cei1srp3P6h77gO61cCsd3lthmEYhmFYVXNvohLcMad8r+M60j42AKtveMZtClg6Yw38z/+Tg64cgOXYfVlZ88fuanfVEUKe3TXTNzzTd6R5WVnzx8Ndz9Ic6iPNz5ZVL9s41Dc88/HGumdX1v3rkZm+I83PbhzqG57pGx7617Lqfz3CaTMMwzAMw6qaC1h57yi4u7ukyL4GYPUOT7ttLDRqrnr10uOP+S806tj9h/ZlGhqP6PmJZ0ndVr3MkeYfljV/rCdoQT1nOPEs3WVXHZNp6Icb+W2GYRiGYRiWbgOwjg1Nu60D1sO7G7NaByxuJTAMwzAMw1GzAVjJ9LTbub6LkFsJDMMwDMNw1GwAVs+FKbf1ZwPFza0EhmEYhmE4ajYA68j5KbcPn5s4kuL7cGpS/6+VODfBrQSGYRiGYThqNgDr8PkpGIZhGIZhOBAbgNWdmoJhGIZhGIYDsQFYn52bhGEYhmEYhgOxAVgHz07CMAzDMAzDgdgArK4zkzAMwzAMw3AgNgArcWZS99DoAxiGYRiGYTgPU6AyAOvA6YkDpyfiibT0lsEwDMMwDJeoWaYi8UT6b6cm/nYKgAXDMAzDMJy/WaYCYMEwDMMwDAdgJ2AdODVxAIAFwzAMwzBcgFmmKgCwTu4oq9xxuEitLFLlRW0zjM73CTb84cttYfj7B4ZhOJtdgJXtJvcywqphl/5TWPAPor3a2Osnma2OQ+R1rMNbYrT2si0jQ171iFeeezOY8iOvV8Zeby/WKFLGfkBFqN+vVwU7qoATRuig7CEWabQeeb2SEO6BRAAr6EZatZ3cUWZ9obpr6XfWv4aidZqtWq+jALBgGC59O29yzw5YxflB9NvdUXnuxzq8JcaMfN21+sBcYJtz3/31SnOcK/L4YVXe3sAf8oMwv1eL1ns5H3SRB+mTO8oqG2or7f828GpJ8dtWa7L14S2xsspYbXuOxwVgwTAMF2YnYH16euLTnADLPb3EnYXKZv4kB52psA4x8nqlwOyF3bWeU2INtZVMa9sbjGPxA+muNZtT255PMw5viRmF2xtshOc4li1fHyZHXq/MYS6qzIYgxozF62vNCS3rcLRONjTRo3j3KjN3YsthjrLFzGxvyOlUEfgo9RCYD2htg6ufzX4wusUK3Joeyx3iy7aM7FrLnA+OE5ibw+u9QJq0a63RUbvWNuzSzzfHicc7lm+brU4L6OR8kOUrwPlYYRiGS8YsU4kBFmHluETYTf/dnOu/QW3VGlUR2z+7C7ji4ypvYoc5WlvzIp6BjLxeaf+Jz+Mf2e0NZG330OiDXWtJbbvPsYycw1titWsbatsfDI121+bUmWZhI66TO8qs8cnq2MNbYmRt95A7tAJ7lQ9Y9qPQTTlexMz6UQ61N3BQwH5GGYGz3aJP9THt2bU2p4aNGNOT1pSh6wTm5LhOp+CaZNL8yOtrdxw2zx/biec+lm+bzbOl4JOT2MX9ClgtdH2sMAzDJeLcActnBov95y/9J6+Y/a6hFA+wbPepMKOyO5BgrvLoA4n5L37vTtOnH3atbdh1ckeZjgJru3OI1z0J4ehMNup8L8fkBlju67w5niGiBx3trnVPBLqn1rhNNebYch/IbbN09qN7NaByx2Fmdqrs1294lCmgSdaZo59yrhMvawt535FCT073DJbX1437seZ+osIwDEuxG7AmPz09mT9g5XvnRFEBS+hiFvEYe9zt8coR8K61sdfbzQHJu9MOb4nVtusTAyOvVzbsam/IaYYpe2eyUef7qeV2idANWJU7dhmTIoEetCDAojXkxjTsfffEfYefN2Bl7718m2Sgp3nmHN7S8PpJc6qpMMAK8uT0/7oBsGAYLmWzTFUwYLGXGHI0b2bCfv2OHS9z/Ad91pvcD9OR3jMQ3iXCPOYV2huIz5UjpvLaSuOGrcNbGmrXNhR0Q5trqA7kEqG7V43LT8zt1Y6b55yXCEcf2G5aCuKjtC7SOaCZe4nQxRO1RmNGXuferu5hW2jW5TbHBWh3juszCq5JQ6MPdq2NlVVal9jKzDPKG+a4bXacLYGenF5fAXcLi/m4BgzDcDHsBCz6YkKvHbL8W/Ok9228vuYs06Dfck5vUmZ+bXetNecJhOtn5xg87+cdZVjEvZXJ0WvIoxlD7ttN+C1h/r2e+9CSZbLNOhzTEkfn5N2r7GUvxwfHHoXe5J7r44dZP0qGeo0PyPcmd971uJw/VnuHm5+d4wQe5eU4PqPgmjTkwLiTzB1XPrNl7ha6z5YAT06vrwDn0iFuwIJhuMTMMpUQYClu/EM5DxdwaViRBsDFMD5WGIZL2QAsan2qAPd55ONdxtP+knoPI7GSxscKw3ApG4AFwzAMwzAcsJ2A1XVmsguABcMwDMMwXIBZpgJgwTAMwzAMB2AXYJ2d7DoLwIJhGIZhGM7fLFMBsGAYhmEYhgOwE7AOnp08eHYynkhrEARBEARBUF5imQqABUEQBEEQFIAAWBAEQRAEQQELgAVBEARBEBSwAFgQBEEQBEEBywlYn52b/OwcAAuCIAiCICh/sUwFwIIgCIIgCApAACwIgiAIgqCABcCCIAiCIAgKWE7AOnRu8hAAC4IgCIIgqACxTKUD1tShc1MALAiCIAiCoLzFMhUAC4IgCIIgKAC5ACs1dSgFwIIgCIIgCMpfLFOReCLdnZrqBmBBEARBEAQVIJapAFgQBEEQBEEBCIAFQRAEQRAUsABYEARBEARBAQuABUEQBEEQFLCcgHX4/NTh8wAsCIIgCIKg/MUyFQALgiAIgiAoAAGwIAiCIAiCAhYAC4IgCIIgKGA5AevI+akjACwIgiAIgqACxDIVAAuCIAiCICgAAbAgCIIgCIIClguwLkwduQDAgiAIgiAIyl8sU5F4It1zYaoHgAVBEARBEFSAWKYCYEEQBEEQBAUgABYEQRAEQVDAAmBBEARBEAQFLCdgHb0wffTCNAALgiAIgiAob7FMBcCCIAiCIAgKQC7ASk8fTQOwIAiCIAiC8hfLVAAsCIIgCIKgAATAgiAIgiAIClhOwEqmp5MALAiCIAiCoALEMhUAC4IgCIIgKAABsCAIgiAIggKWC7CGppNDACwIgiAIgqD8xTIViSfSx4amjwGwIAiCIAiCChDLVAAsCIIgCIKgAATAgiAIgiAIClgALAiCIAiCoIDlBKzeoeleABYEQRAEQVABYpkKgAVBEARBEBSAXIA1PN07DMCCIAiCIAjKXyxTAbAgCIIgCIICEAALgiAIgiAoYAGwIAiCIAiCApYTsPqGp/sAWBAEQRAEQQWIZSodsGb6hmcAWBAEQRAEQXmLZSoST6T7Ls70XQRgQRAEQRAE5S+WqQBYEARBEARBAcgJWJ9fnPkcgAVBEARBEFSAWKYCYEEQBEEQBAUgABYEQRAEQVDAAmBBEARBEAQFLCdgHb84cxyABUEQBEEQVIBYpiLxRPr4pZnjlwBYEARBEARB+YtlKgAWBEEQBEFQAAJgQRAEQRAEBSwAFgRBEARBUMByAtaJSzMnAFgQBEEQBEEFiGUqABYEQRAEQVAAAmBBEARBEAQFLBdgjcycGAFgQRAEQRAE5S+WqUg8ke4fmekHYEEQBEEQBBUglqlsgNWZTMEwDMMwDMN52BOwLtyYhmEYhmEYhvMwAAuGYRiGYThgOwFrYGR2YGQWgAXDMAzDMJy3WaYi8UR64PLswOVZ3IMFwzAMwzCct1mmsgFWT3oGhmEYhmEYzsMALBiGYRiG4YANwIJD5IujCzAMw/AiW/qPv5J2AtbJy7MnAVjwonv41sLwLXzJYRiGJRi/wMUwy1QALFiOh27OS28DDMNwxI2f4mDtA1jTMLwIvnBz3p0DwzAML4Kz/iDDedsFWFdmT14BYMGL5POZecefMAzD8CLb52cZztssU5F4Iv3FldkvAFjwYjl1Y55N6yZ5ie4OwzAM52ruzzJciFmmsgHWkfQ0DBfV7Gl27vqcbkLI737zvPagKyf/7jfPE0JoJTAMw3Cu5v44w4WMcYUC1v2pBzCch+OJNE2fvTanmxCSK13pJoTQSmAYhuFcDcAKEWDdm3pwb+qB9BjgEjU9zU5fm6MWB6zPPvvMAVhsPTAMw3Cudvw4wwWOcTbAGrwyOygGWHcngVZwQaan2amrs9SEEAc5edGVoyQhhK0HhmEYztWOH2e4wDGOMlUOgHV3YsGdA8M5OZ5I64kvv5ql1u9Y92csna4cJQkhbD1Rcd+2H5Vv+5sjc0+93jn/ssejQJT8t03VP9o0LL0ZMJy3Yy/81svi+/rksAZgFROwvpod/Go2nkgfuTDt5TsTC44/YTgPxxNpPaGfgrrd5ORFVzpU0ZKEELaewSuzg8e2PWnW9uSmYedWd+HybZ3+Zby8u57QfY9te5JU/2a3dWhCCCH1OwQPre9+TN/U9YL/jvxmd72g16BvyiOu3fVWw3/aZeYP/6acELYqR/cec4RMo5gdvNL1gkgb+MfNz8wRd9cXXBsMy7QPYOW0uyPNtT6s+zMALGiWqUQB65vxBTb9zfjC0nyl7w5H0/FEWk98cXmG2k1OXnRFJ670koQQtp4vLs+8QKp/ndTTXS+s6nJsDdbbV5EXdhuJJ98Y+iLZ/GR5c6fo7l0vkLrtl2e+uDzT+Ub1k+XVelVClbjLJJufNGsTrYRx5xvVhNl9+yoznWx+srzuhXKmSx3d63GgzjeqCSEkWxs8j5u7XUe0uheGS9E+gJVfDT4lAVgyAaszmaLp2+MLupcuXfrOsJarly5dSmuAI+h4Iq0nBi7PUFN4cjOWm67YkoQQtp6ByzPPk7oWe85AstmcZan+VXJmINn8ZHnzr1YRQupaks1Pljfvd5e5PLNfH7AJIVYBY5Ot5vLm/cnmJ/WD0trE3LLKqLBlVV3L7ron3xgauDwzQBNWk6zKnc3eXUdI9a+SXc+zs0h6kzzi4gUy9KtyV2iXjU548o2hllXEaNLlLmf3+oTMbmIPaqX5x7V63u+zsAfFa0zLKvL8btHPAobD5tgLv80p36uwbv9iAKwiApZ+FVYQsL4eW9CtA9bvTXHTW/Yfd+QvXbqU1gBH0PFEWk/0j8xQc2enfOiKLcnW0z8y07yKEELIqi4zp+t5Utesp482Lytv3ne0eRkhz3/I5PDLGDnNq+qa9XxS/cujM+7DLSuvtmqzXS8z6/Twvjeql70x1D8y9MtVzftGup4vb943MtO8Sm9b1/NmI/e9UU1WdfW7m8000gyE2cSNixsIW4/NQ78sr/7l0Zn+D+uIvq+7ex0hm8VsR3QclKY9j2v6wzozcPaz4AXF+9PsXr+PAIZD69gLv80p36uwbv9iAKxgAYsyVW6A9fXYPHXeM1hsJXDUHE+k9cSJSzPUDoRirwB60RUtydZj+U91OgeccEPP0eZlZc0dejE97S5zqes5I8GrnLW7tqy7sPvqLVzVdeLS0C/L6pqN/7qqdTfb0Ty6lUbEjytbCPz8rudI9S+PenSvV8hZe8PnuLTJZc0djs/CJyhHhbl+HDAcJsde+G1O+dySrH1KArCKClhzX341F0+kD1+Y5rozmdITo/fnqZcuXfpZ7lq6dClbCRw1xxNpPXH84jS1m6Lo+Jl1oVG2HrsTz5G693qal5U172Xz2Rw97S5j1UAIqXvP8xC82nwKc1v4Qd1zH0wfvzi9d2Pdaz2J5/QaHNU6AulpXlbW/N7GarIy4WwGG5FoexLPkerXepz5ezdWsyCzbGNaqHu5PSN+3J7mZTTTVoP5WeRwxPRrZZy4YHgxzb2JSnDHnPK9jutIc62P7z4MAIubZSoST6S/vDr35VUhwLp1f5566dKl2n+fydVLly5lKynUZ1oqV7QMODI7jeeS1nR6FAi1LzatIORnn/mUGdgaq9x6Uagrwud4Iq0nPh+epuaCVFa60suw9Xw+PL1sZcJIH2leVta8dzjxHCHP7WLKGPlZyjy3Mf358PTnw+nXyqpfOzL9+ZHmZaT6tSPTjsPxanOV8fa7K6uXlZnV7qpbVla9zDiu1aS9G6vJygT3QO+uJEZ5ulVPeMU1zA9k78ZqQuretVpV9+5w+rUyZt9ddUSv1tG9PiE7GkwPyqQ5x2X22ruxWj+o/bPgBeXR/++u9CgJw4tlLmDlvaPg7u6S/vsCsAIGLJOpSDyRPnV17pQYYN28N0+tAxb5f7XfffzweF/P8b6em9cv+v+pAxZbie7KqpZ+PX2mpZLEms7o+Z+tIfUfuwrbfKbF2vce3SvWdMbcxCmQzZ8wz42v/8zMv9hURQhb1ZmWSrNU5TsX2T8JIcSKYv7mvc/WCLeh/50Yc1DvFrrL5BFpIM7xuPFEWk/0Dk9Ti7CUF2Cx9fQOTzeW0Y+guvHIdO/wdO+R5h8yl5w+PtL8w7Lmj4fNTXraUWY48az51w83ps1KzApZc2sT9scbqwm7OyHP7mJqNq+CbfU8UOJZvYVsIGyMzrg8A/mYna9amXDFkniWVDceSTu7l62f6XO2tmd32Q9qb4DzuMPTW1eaPb+y7oeen4U9KPcR9WbvqtPrhGHYxwCsYAGLMlVugJW5N0+tA9Y7w9rJuw/pBJX/nzpgsZXoXk3qP7o3n7k33/9OrKIqtvqT+cy9+cyZloqqln5XYZvdZc60VJi1iVbCuP+dGGF2/2i9mT7TUlFVv7oq9uYZfdNnqwmTXv+Z14H634kRYpCZQAPYav2LMTHmFWlgzvG48URaTxwbmqIuBLDYemDY7sQz5Oey2wDDYTcAKxyAdXeOOu8ZLLYS3R+tj715Wk/Uf7S/vuLt4czduQxNnG6pMP5pWv+R/mdVy5vrCSH1H51uqahq6b87l9lfT0jszdMHV7P/nK5q6acFrEqMY2VOt1TQtOHhN6scOYb7345VvD380XpiNOnuwdV6Y6jpgdz22eTw/npilbRiWb3f2dqP1pPV+2kUTLzu7nJU9TbTGL1hp3V21A80/GaVeUR3p1k9T8sY5QkhFW8P978ds7WE6T3z+LF4Iq3Xk0xPURNCfveb53Olq9/95nlCCFsPDDv8Tm219DbAcMgNwAoFYN24O0ed9wwWW4nuE2/HKt4evnF3ePP6lhN3D66uajlxd+6v68nq/XM37h5cTfTE3Im3Y2T9wRunWyrMnBunWyqqWk6cbqkg9X+9y+Swm6paTtw9uJpbgMQ2n2ZawtZj8/Dmqtjm03M39tcTfd+7c3/VOWP9QWZfG9udYKtl//S22Q/6Ec0Yrfqt1polrc65YUVq7y5HVWxjrN4zoyNsmK5OY3uedoWtP43yf13P7ca5G/vr44m03ldHL0yxJnnJUQkMwzCcqwFYRQSs01fnTosB1vU7c9Q6YP3u44e9F+bpHJX/nzpgsZUYPtVSsf6g8d87w5ur6v9i/Hfu+qmWiqqW47QYqf+LM4cQUv8Xtip9q56g/7WNy0x5RzNozfz8g6tJbPMpZtO+eh2zPPf1qPa4OalT8fYwm2n86VMbW6ejK9w5ju5y9ye7i7vrHJ3m3tfZOR59y1QVT6T1I/acn4RhGIalG4AVLGBRpsoNsK7dmaPOewaLrcT0wZdJ/Z599S/vm7t2Z67v7frfnzr4clVL3525a6daKvSEnib1exw5VS173o6R9QevMTnWjux/Ocd1NyP2+1PO/D7rCpeBRJzG+xxC9OhzfW/HjMqz7zL8+6rY7w84u6LPv7vc/cnuwu06r0Dce1m9QQip38PuRXv1VEs8kdZrPnJ+EoZhGJZuAFYxAeva3OlrQoB19Zs56rxnsNhKqPesi5VXxTYNzl39Zu5qR315Vaz8D8NXv5m7+s3Blwl5uWPu6jdzfX+IkXUHrw62lFe19Ok7muk964hRnm7VE8afViWWB1vKiXlE031/iBFSv8dqVf2eb4Y3VTH7dtQTvdp1B6+ybWBb9Y3rQF6bHNYr/2buquOgvNbuWUde7jj4spnZ94cYsUdqdJejqsGWcjNAYxdHj1kJV6fxet6qcLDlZeMjG95UxTSV2avvD7F4Iq0fsTs1CcMwDEs3ACtgwDKZKkfAuj1Lzd7kTieo/P80AIuphLrvrWpSua1P/3NwWzkhL+81tw5uKzevUu3R/2RLGumulwkpf2vYytET7J90DsrKqd40yGsJ1bou2+GMA1VvGhzeZK3KUL1p0F4/zbTXZkXkab1yR9Tk5b281u6tJ+u6ru41FpUoX1fvirR+j7MDyct7rSYZuzh6zJFgO43f87N71hFCSPlb2142y5a/NczGpRfQjxhPpPV6Dp2bhGEYhqUbgLUYgNV9fprrzmRKT3x1e5Y674VG2Upgh/veqibrusQKd/2U1O+R3eBcHU+k9cRnZydgGIZh6dbHdx8GgMXtBKwz1+bOiAHWla9nqZcuXXoudy1dupStBHZ5eFMlIWu7RArvXlu9aVB6g3NzPJHWEwfPTMAwDMPSDcAKFrAoU+UGWJe/nqVemq/YSuCoOZ5I64muMxNPr9kEw7C/N7/ZtPW9nW/8/g9qe+t7Oze/2SS9tyPoLgBWSABrZHQWhgtxPJHWE5+eHu89m3l6zaYHj/57gH56zabAqy1GneE8aN7t5LokPtzw9LxXT3708d8uXr6uqa6Ll6//+aPOYp9IEr9WIflGu5vx6elxAFZIAGsGhgtxPJGmiafXbJr79h+BuxjVFqmpITxofu3kDoql2yeyep7bk592HZUNP4ukTxI9i3AiSfxaheQb7WgGHfoBWEUBrLPX585eFwKsS7dmYLgQxxNpmnh6zabp+b8H7mJUW6SmhvCg+bWTOy6Wbp/I6nkA1iKcSBK/ViH5RjuaAcAKHLAoU+UGWBdvzcBwIY4n0jTx9JpN47OPAncxqi1SU0N40PzayR0XS7dPZPU8AGsRTiSJX6uQfKMdzQBghQWwhm/OwHAhjifSNPH0mk33ph8G7mJUW6SmhvCg+bWTOy6Wbp/I6nkA1iKcSBK/ViH5RjuaAcAKC2AN3ZyB4UIcT6Rp4uk1m76Z/DZwF6Pa7HWe31G1Ysdg6AMpUodzx8UiHWtxIgpPT9oAK9NWwyxn3NjrCSu9jVkK2OqsacsUCEdByAuw5Hy4eX+jvXcMJhbBhgk3A4BVXMA6d33unCBgZablPlAKl7p1rqKJ0bEHo2MPRs/uqFyx46SeHhvZsiK2pZPNyc22aq3BqKE9r9qcdY49GB17cHKr9XrKyq0jrhAeWA0QjIJXshiBZG+AeJuZdnLHRaHG+xxOoE+Mzs+r2UIft63xRet83550ApYFQ5m2Gi+E6m0UgyurzhBglhdg2U4Jx/dO8KwW+nBjW8669s39e3Fya8yrbQXFIvKVybUZZ3dUrtgBwAocsChT6YA1f+76fDyRPnR+muvOZEpPpDPTpfL0dTHqFDxosZ80XoQAi1d5PJGmiafXbMrcW8jcW8jcu/RmVezNMwuZewuZM9srqrb3G/n52KqWreqTBlJAtUxTF/rfiTFVHVpNSMU7lwptNm/3YgSSUwPEO4d7whfa+Ox90rA6uNMme88X3zkClvfkU060FHrAMvvn0Gpiftz3Dq1efyiIU8j7w3Vs5RbmZX60njbS+7zKIxafg+bdjDPbK6q206HJsdsAACAASURBVKHfhwFgcbNMReKJ9Lkb8+duCAFWZzL1dOk8fV2kpmY96CI8abwIARap8ngiTRNPr9l07c687r63YxVvX7x2Z/7avvqKty9eO9VSUdXSd2f+2qmWCvPfl78/NW/Pr99zZ/7anYu/r9IThq1qaeE789fufPYyqd9zqqWiquX36wnR97UqpzV8Rt+o+PI+Xp13PntZbwk9on6UUy0VVfUvVzFN3VdPCCHcKJwHuvh7Y0didEKBgdgaYwbC60mzBqYB6+v5PX9nvu9tc97OaozRTu45L9R4q/f0HNpgsT7ZV0/Wf8YexWqkFabRFbSf+R2S/RSycng9b1bizLECMQ7te9zcAIvOVFmXDmvaMvrlQaJfIaR/GH+zNVho1dhYY+5dHHgiPAkC1jX25Llj6zHemc87q7N/rdwVEmKemX0eVfFq4DWS/zNiL+Z1orq/yx7nZD7NONVSUdUCwAoesEymygewSuX51SI1NetBub8RpdJpxa48nkjTxNNrNl2+PWd4bz1Zd/Dy7bnd68iqvXOXB1vKK1uStw+uIvW79QL2nORbsVXr6lftnbt8++CqypYkref2nFWtscvc5dtzybdipLIlOdhSTsiqvXrJg6vMdPKtGFl38PLt4Tcq6VabuXWaPriK1O8ebCknsTcGmWO52szs7joQp9oCAmEac3lvPSH1u91tsNXAHMKrzYMt5WbO7nXmJrOd3HNeqPHuxuytt/delj6xnzBMYf2Mol2xt57QBP9D8TiKDQn0D5rtef75yalW7Lg5ApZr9slnOsq9ic0p/gyWP11p3oBF+2e3/tr4dQeZr577zOed1SIfrvHpuM5M77PR86xz/YA4D+2OxetEdX+X3QfNuxmDLeWVAKwiA1bqxnwqF8AqledXi9TUrAfl/kaUSqcVu/J4Ik0TT6/ZdPHWrOmulaT+g1vDGyvrP7g1e3FgW1nltp6BbWX24e2DW7MfrKneODD7wZr6Dwa2la3puqj/16pn1qqW3b1yWw+tlm5l06T+AzbHbludzjJdKx376rX5ROGuhHfogALpWkmqN7ZnawP907Pnu1aaH4G7c7jnfA6N54aTtU8cDaZ/sodz1+Z9agl93M7edvUqt9qBbWWkeuMAb5dsPZl9Bst+5zshNW29dopitkgELI1hLO5WL8Byfh/b6wkhRP/u+3+FBU8hrw+Xe/4Y3ymnypqGL96a/WANWdk+e/HWbE9TNZvvPLRPLF4nNvtdNnIKbsbAtrLKbQCswAGLMlU+gFUqz68WqalZD8r9jSiVTit25fFEmiaeXrMpnZmhfn919YaPmpev7kpnZtL9zcsrmrv1/zJl0pmZ7jeraz/qqq1o7s4Mbaioe/+jutqPbAWsat27szmONKl7n3c4Z52ZrlpSvaHfVae7Np8oRHICC6SrllRv+CjbEemf3j1v1kaIHh3TTu45n0PjueEI90n3m9W1b5r10E/HUbNogPn2vPfnmM4Mbaggxlma7bj53IPlvtndKtbbSLwntxYdsDRN86IrzRuweH3VVes4z7lf4cK/Vr5noytzaEOF/cfB69A+sfidqGLfZfFm9Dcvr2gGYC0WYKWmue5Mpmji6dJ5+jp7ncV5tJ77G1EqnVbcys/viCfSeofrgJW6Pm35L3WEkBf/Mp26Pp063ry8ovng9cSLNIf6ePOLFdXLN6dT16cPbq57cXXdvx+3FbCqNSqx7cvkWJUf3FxNVidS19P/XuE6nKNOvbC9kuWb02zNZm0+UbgOdLx5OamLex0010DYrX+pI9w2OOqkDfBq8/HmFzenzcZXs33udc4LNV5Pu3Ny65PEi4QQez3Gx8TWZkvwTq0Cej7lmcOcDx4F/HtS4ClChrD0pA2wTPYyWMuVE/qb3K2ep93o+hA5Z34eX6vriReJcW5zzh9XVZzDOSv0PrQjFq8T1f1dznJO5tgMHbBS04dS0z4MAIu7UMDiPSyKR+utg3J/I4Siy/uR9UIe+s3tEyFrO/N6fth85jmeSOsFdMA6e3WKceJF8vP/0NN97/2o/L0uPUGPredcTbxIqv+tb+rs1amze35uZlq2qqWVUDtyrMqZ45pHe3EPr86rU2evTnVtqiaOYpx2+kbhOtB/vEwIIT/adCGAQNjD8UIj5e91ueo0GvDyzz3anHjR/IttpN5O7jkv1Hg97c65mmOfmGfCf5jPDhiBsB+BO+H+yPLvec4n6+g3zqfjOm52wLJqY6et6L3sNW0ZG4fZ9jA3mn/WMGiVw8pZRZIXYJn9c+HfrHumzF8A95nPPau9TiHCqvrf+qbO7vk5//zhVeU4XNemasdXw2G/WLxOVPd3Ods5mUMz+t77ESEArHABlvm0Jx6t5z8DzP2NKDQ6/+eNC3noN6dP5Mz2CkJWf5JDIx0F4om0XkAHrNNfTQTuYlSbZ517XiHl7366+IH0vfujAo6bRzu553yRjrU4ES1O14n0JFZyL5UPd+dPyf+3J+hD5/5dzrUZAKziAtb5zPz5TA6AhUfrie+j9dzfiOI+ss57KJfzvLqtxzweMs/6MLPXp2xvJO9p+Za+Uy3xRFp/ll4HrC8vjwfuYlSbe52d/0IIISt+m5QRSHLrj8q3/q0IfevVTu45X6RjLU5Ei9N1Ij0JwCqRD7fzX8grOwM/dM7f5ZybAcAKHLAoU+UDWHi03v8ZYO5vRHEfWec8wMx5ZNf4mKwc4SfVbZv0vXj7cp9kpk/LV7YkB1viibT+wL8OWF9cGgvcxai2SE0N4UHzayf3nC/dPpHV8wCsRTiRJH6tQvKNdjQDgBUuwMKj9f7PAHN/I4r7yLr7oV/usdrr9U36x5H1iXGPMM2uc+/r9QQ7DWpgWzyR7rnVtZIQHbBODt8L3MWotkhNDeFB82sn95wv3T6R1fMArEU4kSR+rULyjXY0A4C1SID1WWqa685kiiaexqP12Z4B5v5G5PNgsPuR3Zwe+nU8r248vlv3fkb/ILI/Mc5vs89T7mxruU/L9zfHE2l9Lx2wes9m+tN3A7Te28FWW4w6w3nQQtrpPudL4sMNT8979WRv3xd37k/Khp+i6879ySO9A8U+kSR+rULyjXY3gw79PgwAi9sJWBcy8xdyASzbM594tF7gQWvR6Ap5ZN3roV977Ac3V7+4um658bx9Hk+q0134n7L9UX/X087Hm+OJ9MHjzS9uTscTab1njl/4JkA/bb5FMeR1hvOgebeT65L4cMPT8149efCzQ2fSI1+mhtX2mfTIwc8OFftEkvi1Csk32t0MAFbggEWZKh/AwqP1xPfReu4PRHEfWec9wOx8Xt3qK7PfxJ9UJ87KvfaljeQ/Ld/3XjyR1h9c12ewYBiGYYkGYIULsIrxgGsxqs2zzoIfrecCVql0WrErjyfSNHFz/BEMwzAs0QCsIgPWzfkLN3MArGI841qManOvM5hH67mAVSqdVuzK44k0TWiadmPsEQzDMCzLAKzgActkKhJPpNM359MGYE1x3ZlM0cTTpfP0dZGamvWgXMAqlU4rduXxRJomNE27dv8hDMMwLMt06PdhAFjcLFPlA1il8vxqkZqa9aBqPLJepMrjiTRNaJr21d2HMAzDsCwDsMIFWCXx9LXcR+tL/ZH14lUeT6RpQtO0K3e+hWEYhmUZgBUiwCqVp6+LUafgQRV4ZL14lccTaZrQNG3km29huBScebv2mSfKX3v7rP7nFw3lzzxR/trb8W1P/PgZ6oYu6e2E4dwMwCo2YC2kby7EE+nPzk1x3ZlM0YT0Z0rhkjZdnUEHrIu3H8Bwabhr2xM/fubpP964ePtB8o+vGemubU/8+Jn6Ltltg+F8TYd+HwaAxc0yFYkn0kO3FoZuLcQT6YPnprjuTKZo4t7032E4b8cTaZrQNG1o9AEMl4hvbHnpmSfKt+0ZPVlfriceDCW2PfHjZ+oT0tsGw3maDv0+DACLm2WqnAHr7vTfYThvxxNpmtA07cKtBRguGX/aTK8G1n1q5RhpGC5BA7BCBFh3pv4Ow3k7nkjThKZpqZsLMFw6vr75pWee+PEzT/zbSSPngIVcT7y0v1t+C2E4NwOwwgRYk3+H4bwdT6RpQtO0s5l5GC4l/635iR8/88rfPP6E4VIzAKu4gDV8a2FYGLC+mXxk+fzOKuLQLzrYArJ8fmeVT0uYrYPvPuUIYN2BxWhVXsc9vI489Yfzsvu2MMcTaZrQNO3M9XkYLiV3Nj/x42de6fT4E4ZLzQCswAGLMlXOgHV74pHl1M5K8ou9TM7gu0+RFTsH2TKL7wO/0FFvb65bD/yiiI0P4LiH15Gn3kpJ7duCHU+kaULTtFPX5mC4lPzJe0/8+JmffeLxJwyXmgFYIQKsryceWTYBi5+T2llpTs+sPWDmrNj51iv2zIlHX08cXqtnvbLzrRVPvZWyZ9oqtB/O5b2vEEKeeusAv6Tv1sNrCT10wM7ruK7wJw6vJU+tfUWf+rJ2YSbDitX+AB1PpGlC07TBq3MwXEr+5L0nfvzM+k88/oThUjMAq8iANbowPCoKWKPjjyyf21lJftHO5Jzc+hRZsfPk+KPR8cNryVNbztmLndtZSUjl1iuj449GO39hlryyZQVZ22nubux1ZcsKd0lhuxqWdevJrU+RVw7ncIg8nMtx219xh394LSFGYZrJ1plHRy2644k0TWiadvKrWRiGYViWAVjBA5bJVCSeSF8cXbiYP2DZxR/gD6+1AMukARt1UewwscyWeWXLCpPVCkAZ360MDhbPORzX7DFbGbYwN7ME7ACs/suzMAzDsCwDsAIHLMpUOQPWrbGHls/urCSvtuvpzlcJearp7EO2QPvPKHm92u4oT9Nnd1au2Dlg7HKlacVTTWf1raycNWcxeyCRrZ2vEqsNfrYi+tlhNp1nq7yOaytp9snY4TWcTFtfrenMpZdkOJ5I04SmacdHZmAYhmFZBmAtEmB1nZviujOZoombYw8tn91ZSV792Pyzf+tTxPrz8BpC1nTai7HluZljh9eQp5rOOmvO2f67u7Z+/DNSufVKnscqoFXexz28xt0nVsKRFos6HI4n0jShaVrfpRkYhmFYlunQ78MAsLgLAqzM/YeWz+ysIK9+ZOVceXMFIT877Nx0ZmcFeerNM+5MPX3lzRVkdefDzH0d0Z5684yRWbH1Cu8oAvbfhdNs/aBFdi7H/ehnZvidr5IVO/vvP8zcP7yaGJn9W58yMq2teXXUojueSNOEpmm9F2dgGIZhWQZghQiwbtx7aPnMzgry6l+dOaTinSs37j088Y75dFvVq6uryOpP7OVt+x5erZdc/+pq8tTmM/ZMQlZ/4nE4L/uXdG49zBy0mM7tuDR8tpde3Wz0qlXPX9dbF1IXI4rCHE+kaULTtOTQNAzDMCzLAKywAlYxEKRq5wnZEAAXzyxgNbV2wDAMwxINwAoRYF2/+23Q7qYzVYTENp8OvH44RI4n0jRxc/xRqNzU2jFweTaabmrtkN7/Ej936W1A7IhdVuwArMUCrLNTXHcmUzRx7e63MJy344k0TWiaduP+w/C4qbXj+KWZaLqptUN6/0v83KW3AbEjdlmx06HfhwFgcRcEWFfvfAvDeTueSNOEpmlX7z0Mj5taO3qHZ6LpptYO6f0v8XOX3gbEjthlxQ7AChFgfXXnWxjO2/FEmiY0Tbty59vwuKm1o+fCdDTd1Nohvf8lfu7S24DYEbus2AFYIQKsK998a3f3T607qF7d7dxasAd3lOdRrf9ezNZjf4g51qL/aUfQIQR23O6fktimwaI1b1EcT6RpQtO0S998Gx43tXZ0p6ai6abWDun9L/Fzl94GxI7YZcUOwAoVYD1g3P1TQn7aYfx57A8xUrXjmK1AwR7cUU4adue0S0cDIYR47eWztaMh+PYHeVwdsIrTvMVyPJGmCU3Thr9+EB43tXYcPDsVTTe1dkjvf4mfu/Q2IHbELit2AFaIAOvy7QeWdfqxcrpXkdgbg3SToVV7zZzKHbvfitHM3es4Bd4wMs1qbYfoXkV8tj64fFuvM/bGXme+wFam8UE7r+O6gr3dvYrEVq3TO9DaJfkWnQwrVvsDdDyRpglN0y7cWgiPm1o7Pj09GU03tXZI73+Jn7v0NiB2xC4rdgDWIgFW4uwU153JFE2M3H7AeOSNSkIqdxy1ZT4YMaFh5PaDkcEd5aThQyNByt8aGbn9YGRvA2HTeg1MgaNvxZjMhg/NYzl38bK1l+jWo2/FyLpuzwoDcS7H/XCdO9juVYQYhW2dZtaZtVtC4HgiTROapqVuLoTHTa0dn3w5EU03tXZI73+Jn7v0NiB2xC4rdjr0+zAALO6CAOvS1w+c3ttAZ1D+26Br69fdq0jDn75+cGlwR5me8Eqzme69bFtH/lsl91imbYVFtnav4jc+UOdwXDN8Wxm2MDezBBxPpGlC07QzN+bD46bWjo6TE9F0U2uH9P6X+LlLbwNiR+yyYgdghQiwLo4+8PTJHWUktvGk8ecHa+kN3A0fGFsbPrBKutJs5mj3Sr0q21ZW1oE8WkKrEtja3kAqd/T4hGbaCmptN5vOumNux7WVHNlYqQfbvZKTaeuZle0CzZDqeCJNE5qmnbo2Fx43tXZ83D8eTTe1dkjvf4mfu/Q2IHbELit2AFaoAGvBcnsDWXuIzflgLVnZvnBx9NBKoicWLp7cXkYaPmATXmk2c/TQSkembWs2+xd2bf1gLSnbckmo5kKcw3HN8I10bONJNuFIi0UdDrPnm6Zpg1fnwuOm1o6/HB+LpptaO6T3v8TPXXobEDtilxU7ACtEgDV8a4GxAVLMn7GNAwvDA9vLSMMuPXNgexk/05Ue2F5GSFnTpeFbC0eaYmTNIXvJSxsrja223bn2L+DcemljZWzjgHdtQTmX4+5aYwbb3kAqtx8xe9vqHz3T2irQLSFwPJGmCU3TBq7MhsdNrR0f9t2PpptaO6T3v8TPXXobEDtilxU7ACtEgDV0a8HuQ7XMZbvXB4z8w03mo22VDbWVpLZ9Ycgc/odueaQHtpeRhto1xlVFTknmWLXt7q2MvfL5Ww/VMi0vonM7Lg2WDb/hdaNjrXp2reH0f2gdT6RpQtO0E5dnw+Om1o5dx+5H002tHdL7X+LnLr0NiB2xy4odgBUiwErfXCiW+7cvJw3vF69+OASOJ9I0oWla36WZ8LiptSN+9F403dTaIb3/JX7u0tuA2BG7rNgBWCECrAs3F4plE7CKeAhYtuOJNE1omnZseDo8bmrtaD1yN5puau2Q3v8SP3fpbUDsiF1W7ACsMAFWZh6G83Y8kaaJptYOGIZhWKIBWIsFWGemuO5MpmjifGYehvN2PJGmCS1kamrtkN0ECIIWST3952Q3IXg9evTo0aNHDx8+fPjttw++/XbhwYP5hfm5ubm52dnZmZmZmempqanJyamJycmJiYnx8fGxsXE69PswACxuT8D69MwU153JFE2s/u0fYThvxxNpmtA0LX1rITwGYEFQdKQqYI2MjPT09Bw/fvzLL79MpVKXLl26evVqJpMZHR395ptv7ty5c/fu3du3b9+8efP27ds6YOnjuw8DwOIuCLBknz9QaYtOXAGwIAiSKFUBq7u7O5lM9vf3nzlzZmho6MqVK5lM5uuvv7579+7Y2Nj4+Pj4+Pj9+/dv376dyWTGxgFYACxIFQGwQqpMWw1p7JW1u6XeRlLTlin8KL71aL2N+sImnCKOY2TaaphC7o3GCilsq/x2sfZw7uUtZh/nDl4dwt3Fp55ISlXA6unp+fzzz7/44ovz58+PjIzcuHHj9u3b9+7dm5iYmJmZmZ2dnZubm56eHhsbu3379tjYGAALgAUpIgBWSBUhwLJqcdenQ4gNSmg1BpXRjb2NhKmHFvPbRettzLWbmEBsh+FU7ruLdz1RlaqAdfToUf364NDQ0NWrV0dHR+/evavT1fz8/IMHD7799tu5ubnJycl79+7hEmF4AYuISdapBoVQAKyQKpe5ECaPDt6umRG2QprOtNXUtLU1uqdRzBoaG+0cwNbrOArvoO56OHExkMOZrmpsrOEAUW8jIaSmrdcelEUpDL747OKY3BKRncjoX/z20AO7d/GoJ8pSFbCSyeSJEydOnz598eLF69ev69NUU1NTc3Nz33777cOHDx89erSwsDAzM6NfMQRghRGwCCH/mPqTiMFYEBUAK6TiA5Zj2sOEJFqSbufPBfEAizB7GHXbp5T4My6OQzN7WwW59fAi5YKRscEWiRNEMtkBy28XCwrzu07nmpbLPqXHncnzv34aFUUKsH7wgx+wgPXgwQMTsHCJsBQA69NPN9Efjk8/3QTAgrgCYIVUQkM1nT1xDc85AJaLXpyZXCCwl8zwpoWy1+PeYqMzVy2uCScXLbl4zncXz0uJIuJd2MvyqXGvBeICoaHoANb/booHWJjBKgXAIoT88z+v+MfUn1at+n/cm1ynAf2XHL7p0RIAK6TyHqqZWRcWFOxZeQKWiTTWz4BzXsh2HPtMGKMs9TgjdQOWlck00V2Hx03uNW29Fp7578LIMddlBcsp3tsockd+9l086omkIgJY/5tdjkuEuAerBABLn77SAeuf/3lFNsBifhUwVx0xAbBCKs9LhN4IpXmRk6t8PjNYvEP7HM6zHrc492A5gU2nEPedSp5Aw9x4JbqL8I1QmbYar+uJvnfO8R45xK1XlqIAWP8LT+wM1hguEYYfsLZufY3+MG3d+lqWe7ACe+AIKj0BsEKqrMhCryw5blvyJB77vVHce7AYgLLuYHLfnE63c+/B8roxy/cpQq87x9g8DgB5MJzH/eWuXWzUl2mrEfgZ9Kciz08NdJVdUQAsr5vcAVgSAOvAmSmuO5MpmqAfJAtYdPpKTzsYiwNYmLWKqgBYIZV7DsdxLY55vI65cmdDLccITvetaWtjJ6saxZ4i5B2aPQr3kprIU4RMMb+rbrzfKUdtzjsdsu/CdLPQj6DHx8Kr3Hs2rrE3Wz2RFACLApY+vvswACzugAGLvT4odA8WZrAiLABWpIXvPhQaAbDGxsbGxwBY4QYsen1w69bXaFr0Hiz84EZMAKxIC993KDQCYGEGa5EBa5LrzmSKJugHSSlKv6s9x2Ua8BRhRAXAgiAoDAJg0XWw9PHdhwFgcXsD1ulJrjuTKZqgHyQFLMK7sR3rYEFcsYDV1NoRNvf0n4NhGC5R536JcJwO/T4MAIs7GMDS8KocKHc5ZrBCJcxgQVB01IMZLHOhUQBWGAELgnIVLhFCEBQGAbCsS4QALAAWpIAAWBAEhUEALABWqAELlwihXAXAKgG51rTqbRRfOKnXtQCVsQYTs5CWcCVZGuldm+NJ5SxLQNH1qxwLWbla7lrUioZa6AM7eTxf6btiF7c0nipiBcACYIUXsAghx64siLgwxvJeEhCPfJegAFgloExbDampaWRe2FdTkz8b5fM9zQZYxq+CR7U+W7kV+/GV7/t/vNeDz1mFAJYIYuHX0iUAFgBrUQHrb6cnue5MpmiCfpCLAlj2fwVzVn7GT0aJCYBVAjLWWzeH7Exbo23yia6x4rsUu/GNZRZk6W3LtxKbehvdtQlu9eA2+oIb25tu3C23tZl5+6DXPwFNMXNoHsvAMzVz3+HIrYT7YkdXTFqmraampiZrI6MnABYFLH1892EAWNxhACzez6v1avo2zg+e/Q3RPr+wUJgFwCoB6d+13kbz3zaN7HfNghTOu/iYlw36vaHZ/tJAn0qyNjKXrV578PmK23LuiwrZNxFyrkUyVMf9B6O+nftWR9vhXJXY43ETFu3hmrYMZrDcAmABsEoDsAhP3oDF/XntbbS9Y8x9b0Eglx4gyQJglYD0b5bxMuJMWw07rcKO4+7brXiZfpii2W9k4rxHOUsjc9jqVafXBcJsIbjfeJ1dvY08NuIfy7NmfiWu1huEZfwPv5YuAbAAWCoCltfPq/sHy/aTCMBSQQCsEpDxzcq0NbZltN5G413BvmxkfTVdwMRPsPKuJHsjhbfmzld+IbC1CfwQMXNbHrelCwAWpxI/wNIzzIks/Fq6BMACYJUGYOV2iZD78+pkKcxgqSkAVgnI/Gb1Nta0tTkuMAU+g+U8qK0SgUYKbvWs0fMCYe4zWJ6XCF13TeU8g5W9Ei6zWXfS4dfSJQAWAKs0AKuAGSwmk/MvQv49WH71QOEWAKsEZCMGJ0J53YPFXOrP5R4srxuzAgYszykxH77K+R6srC2xQmRy6QVZ1+1WmbYazmQVrcT/Hizb4fBryREAC4ClImB5/7xaKddvLuf3AT8ZJSgAVgkoy5xTjg8AZqmErUXoKUJnI4W25nGB0BMN7U8RZv8hsqbsbUuBOR4/tGqm5ZnHfXiVOPvT3YaMfhudSCMjKAAWAKs0AKuApwg5P6813GfCsQ6WEgJgQYpI4D6xRRO/LQxfQW4BsABYqgKWr0BO6gqABSmjsCCW1+wbVr3yFQALgLW4gHVqkuvOZIom2M+Se2XQrZzPEQCWugJgQRAUBgGwLMA6Nfm3U5M+DACLOzDAgqBcxQJWU2tH2NzTfw6GYbhEDcCSbk/A6jw1yXcyRRNyh2eo1OWYwQqVMIMFQdFRD2awTMDSx3c/BoCFHRhgFesSIaSucIkQgqAwCIAFwAovYBXxJnebeE8RMkuV4l6t0hIAC4KgMAiABcCKOGDxlslyvvcUT8qUkgBYEASFQQAsAJaqgMVbq9Ccl2KW1/N4Zb197SxMYpWQAFgQBIVBACwAVmkAFvfWK6GV3G3v3WBeuyXyLkLPTCi8AmBBEBQGAbAAWCoClm2ZK5OhvF6e6gdYuEBYegJgQRAUBgGwAFilAVi5XSJkblG3bl93slTWGSyR98FCoRMAC4KgMAiABcAqDcAqYAaLyXTPYHm9sp55HTRUWgJgQRAUBgGwAFgqAhZ7aY/3mCCDT1ZJ7mao5ATAgiAoDAJgAbAWFbA+OTXJHFFnLAAAIABJREFUdWcyRRP0gwzoKULHE4GEEFLT2MhMcTnXwXJeYARslZQAWBAEhUEALApY+vjuwwCwuMMAWL7Cy57VFQALgqAwCIAFwAovYGnFe1UOAEtdAbAgCAqDAFgArFADFgTlKgAWBEFhEAALgLW4gPXlJNedyRRNyD5/oNIWAAuCoDAIgGUB1peTn3w56cMAsLiDBKyiXCKE1BULWE2tHWFzT/85GIbhEjUAS7qDASwdngbHBrO6iIzlebeW89lDgV2gxZBjBitUivIMVo+K/5oXFGKPppSMHYAl3YHNYIUVsHiLa+kyuAuAJU24RBhOKTnYCAqxR1NKxg7Aku4izmB5ZbpOA3OGqbGNeRdhY2MNsV7z7FjmKtNWU9PW1mjL0wGqsdFe0mP9995GQkhNWy9msGQKgBVOKTnYCAqxR1NKxg7Aku4izmARUsXNtJ8DjlXZTcCyERK7rqiFXNaq7lbKLEp38nuDIS4RSlZRAGtg+3LS8H6YAcv9Dwb7Nt4ZybnMbV9l1/bmKGfdvEz+7pqmKTrYCAqxR1NKxg7Akm5PwNr/5STXnckUTdAPMusMFk07Z7BsA4oJQH53U1HAYvdyZdK0873RAKwQKXjAam8ghJBQA5bjHwy2E1KHHh/qYk9YZm6Wrdz1YinmiOwBebsbUnKwERRij6aUjD0/wNLHdx8GgMUdDGBp/BksMcCyhpiMdYnQ/uNvvUyHD1iuvdi5LgBWWBUsYL2/hhAS29Ae7hksO9fY/jKvjPOwyX2Z23ZmMzW4znZnpvfuppQcbASF2KMpJWMHYEl3wDNYXKgqbAbL+ke5/RKh2AyWxz1YvKNDi62IXiK0xBK/Tjy8M5L/jwTmHx32exN5Jd0zWLzdTSk52AgKsUdTSsYOwJLugGewcgYsz3uweFRExwfHPVjuyyf2XGdJzsEhCYo2YNkuEHpO3moel7m5ezsuEVoFXLdw8Xc3pORgIyjEHk0pGTsAS7plz2BpGvMUYSP3Hizrblx6AcX2wKAXitnmwGyji8ZWDcCSpggDVm8jez5ahCM+g+Wsjpnl1U/2XobZmBuveCe8434sJQcbQSH2aErJ2AFY0i19BouR320hrpIAo9JXRAHL9pAszbDJ/j3wvcztLOHK83/Og7e7koONoBB7NKVk7AAs6Q4MsLQ8X5XD3gsiiFcALEUURcBy0ZV7M/cpQudlbhspZdpqnLm8i+TMDBZ/d0NKDjaCQuzRlJKxA7CkO0jAgqCcFEHAck9WeT52ke0yN1MVk0v/wcL+a8X6V4yNqrz+YaPkYCMoxB5NKRk7AEu6AViQNGEl93BKycFGUIg9mlIydgCWdHsD1uAk153JFE2wn6XI9UHeJUIougJghVNKDjaCQuzRlJKx5wlYg5P7Byd9GAAWtydg7Ruc4LozmaIJ+kESQv4x/ScRB8NY/Huw+DfwQqEVACucUnKwERRij6aUjD0/wNLHdx8GgMW9SIC1xCxQzEksAFaJiQWsptaOsLmn/xwMw3CJGoAl3YsBWEsI0c0BLPP1IMR6OMp57y/nblzu/b90GS2oROSYwQqVMIMVTSH2aErJ2AFY0h0YYC3xYCyKVnqCA1j2pUKdL6h1vN7We/l2+9LVUAkIlwjDKSUHG0Eh9mhKydgBWNIdJGC5GcuR6QFY3EUU2bd/8F5q6/PWZ6hEBMAKp5QcbASF2KMpJWMHYEl3kJcI3TjlRq5sgMWKvSBov3DIAhbvhSNQSShgwBrYvtw8T2rbQw9Yjgc1rJOc86Ycx6O4ri8Mbx0s57tzXLt7H1HJwUZQiD2aUjJ2AJZ0B3wPluOCYPanCD1nsHhyT1xhBquUFShgHaolsQ0DlLTMdDgBy8Agzqlrewszd0dmVXZjf9719GwP2tpfC20/opKDjaAQezSlZOwALOkO/ib3JR6XC+lW2yngvCzoetMHS00crrLftgXAKikFCVjtDWTNIfrn+2sKncQqHmD1NhLjXczsPy1srwv0+mcG+2XwKWbW6SzA7O77AmklBxtBIfZoSsnYAVjSXZSnCL3oKssMlqZxrnDY3laIpwiVUtHuwWJms8IHWIY8Jl99ZrDc9yi2uV+gwy3ssbu5EwDLEmKPppSMHYAl3aW50CikhIoDWJc2VJLlTZcKrGex78HivW3QLjsGsY/fOm4+NG6uclTkoCj7JUIAlinEHk0pGTsAS7qDASwNr8qBclcRAOtQLQmArhYbsNhpK4t87HIAku8UFCfTXcS8yb2mrdfxdIiSg42gEHs0pWTsACzp9gSsjsEJrjuTKZqQff5Apa1iPEVY+PODEgDLRj/8ZzVcub2NAruIPQDivJ1LycFGUIg9mlIy9vwASx/ffRgAFjcAC5KmIAErULoK3wwWZwkSC4v4a8Y5Hg/xvGLovltLycFGUIg9mlIydgCWdAcGWLhECOWqAAGruynmONNC+xShIQfXWI9yeD3Jwb0I6HgghPdeKa/d6d6uLUoONoJC7NGUkrEDsKTbG7C+mOC6M5miCfpB4iZ3KA9hJfdwSsnBRlCIPZpSMvY8AeuLiY4vJnwYABb3IgHWErMAAAuiAmCFU0oONoJC7NGUkrEDsKR7MQBrCbP0qAOwuO90hiIiAFY4peRgIyjEHk0pGTsAS7oDA6wl3ku3L2FenuOawdJv1c22LDWkoljAamrtCJt7+s/BMAyXqAFY0h0kYLkZa4nr9c/uS4T6bblYgj2CYgGrfWA8VG5q7bgx8V003aPiv+YFhdijKSVjB2BJd5CXCN045UYuzj1YWV5vCykrAFY4reRgIyjEHk0pGTsAS7oDvgfLcUFQ5CnC3kbS2IgrhFEUACucVnKwERRij6aUjB2AJd2egLX3iwmuO5MpmqAfJHFNXPnckmU7BYwVEDnrKELKK2DAannFXALqlX8PM2Cl4hVmQ1cfoPnHVutZK+In/HZs/OvEdzcmvjvx7k8c634ZVVmV+5X03B2AhdgjKSVjzw+w9PHdhwFgcQcPWOyiDNlmsJhnB33f5QEpqSABa//W/2xyVcuvVpDnO8MKWMdWk59sTlEY0tOZzSsMxDnx7k/IK8c4Ox5oZLHJucnAMqvyE+/+hMNqVkm/TCUHG0Eh9mhKydgBWNJdFMDCQqOQiIp1iZCBrdAB1oFGlp/++orOVcdWU3JipqnYYoT8ZPMBziYnsVmoxNTpLumbqeRgIyjEHk0pGTsAS7qDASwNr8qBcleRACvcM1g8uHGCkRuDPNnLPuPlN4PFnRvjZio52AgKsUdTSsYOwJLuwAALgnJV8IC1f+t/JoSQFWv3F1pV8QErs3kFqXg3Y0xr5QlY7sJe93KJTl8BsGQ3QZoQu2ICYEk3AAuSpqI9Rdj5XwtmrCID1rHVxKSriQJmsBy3T1k3den3bDGFxe6+AmAh9mhKydgBWNKNS4SQNBVvmYZ/f57815awAlYqXmF/ai/rPVhegPXXVxhKcwKTDdScJb0zAViymyBNiF0xAbCkGze5Q9IUJGC1vEKe3NoS/hksDl19x14u9HyKkANYmc0r7HNdnjNYrpKemQAsxB5FKRl77oA1DsAqScCiCzcAsCCqYGewWn61wpwnDe89WN4LULnunXJPZTlzeBcTjdUcCLFtyuEGLACW7CZIE2JXTAAs6fYGrJMTXHcmUzRBP0h/wFrCLD3qACzrJc9YajR6wkru4bSSg42gEHs0pWTseQLWyYm9Jyd8GAAWtydgtZ+c4LozmaIJ+kES36XblzAvz3HOYPU2GlhFE1BkBMAKp5UcbASF2KMpJWPPD7D08d2HAWBxBwlYbsZa4nr9s+sSoQFW4KsICoAVTis52AgKsUdTSsYOwJLuwACLi1Nu5HIBln5pEHwVRbGA1dTaETb39J+DYRguUQOwpDtIwHJfEBR5ijDTVtPYCL6KoljAktsSt5paO2Q3QZp6VPzXvKAQezSlZOwALOkOGLAct7Rzb8lyngWZthq85zmScgBW+tZCeAzAiqYQezSlZOwALOkOHrDYRRnE1sHKtNUYjxJCkRIAK5xScrARFGKPppSMHYAl3UUBrNwWGgVfRVXFAaxLGypJbXvoASvTVkOY876Xrl/l/DJk2mocS2fpJez5dC+zInNS2Gt3doPjkEoONoJC7NGUkrEDsKQ7GMDS8n1VTqathuD6YFRVDMDqbooREnrAMijIBBsGthzcxdnR/LpYa8hZsvbm12PtzlTkukav5GAjKMQeTSkZOwBLugMDLAjKVcED1sD25ZUNteGeweptJITUtPV6kJQfYTFUxF+Zl4EuTj2edOZgNSUHG0Eh9mhKydgBWNINwIKkKWjAurShMrZhoDQvEWbJdm+yrinarvpZ0MXSmH/NzpJKDjaCQuzRlJKxA7CkW/IlQijKChawuptiy5suleo9WBq9Kcrrirkdg2zX9UywshVxYJOTorgV6VJysBEUYo+mlIwdgCXdnoD18ckJrjuTKZqgHyQp5Cb37PIaG6DSVpCANbB9eeX2bmMeqzQBy5DH2e77JTCu8fnMYPF3723kAZ2Sg42gEHs0pWTs+QGWPr77MAAs7kUCrCVmAQAWRBUgYOn3trNa3nSpNAGLe/d6lu+AuYvnPVic3TNtNe5HFjVNU3SwERRij6aUjB2AJd2LAVhLmKVHHYBlDQjce3atUjWNjfpD5SAtdYRlGnr1tN+lPVranmkrRVc6sa732fnKtbs3XWmKDjaCQuzRlJKxA7Ck2xuwBia47kymaIJ+kMR36fYlzMtznDNY9CWEfm8j7G2k9/FiMkshAbB62b8MsasnsKtbcWegiOtfHc51sLi7ey6OpWmaooONoBB7NKVk7HkC1sDExwMTPgwAiztIwHIz1hLX659dlwgNsPJ92zM7PICw1BFWcg+nlBxsBIXYoyklYwdgSXdggMXFKTdyuQBLv3jhy1e2m1L8LiVCpSUAVjil5GAjKMQeTSkZOwBLuoMELPcFQZGnCDNtNY2NvnyFGSxFBcAKp5QcbASF2KMpJWMHYEm3D2CNc92ZTNEE/SCJa+LK55Ys51nAWYjHIeth8uxlodIRC1hNrR1hc0//ORiG4RJ1voA1/vHAuA8DwOIOHrDYRRnE1sHK+rbn3kbS2Gbclov3QqsjxwxWqIQZrGgKsUdTSsYOwJLuogBWbguNZuUrSFHhEmE4peRgIyjEHk0pGTsAS7o9AeujgXGuO5MpmmA/S/6bcVxynAGZthr7c+lu4YqgsgJghVNKDjaCQuzRlJKx5wdY+vjuwwCwuAMDLAjKVYG/i5Dh8ob3wwtY9F8SPv948HqzMzPZy81k/pXCPnnL9Ay71Lt7f01TdLARFGKPppSMHYAl3QUB1sGh/wEr5sX8/gcLWO+vCWB90UUALGvREe8nYnX4sV5y4E5yM9kamedBeO/e4ZfUpeRgIyjEHk0pGTsAS7oLBazxeU234CVCWh4OoUsZsC5tqIxtGAg/YHHfNGhXpq2mprGR+6pC7hsMaaa9bvMv3tJx/JKGlBxsBIXYoyklYwdgSXehgHV/Trs/l9tN7vouHs5sjRFCyIqWjG8xuCguZcA6VMtwfHhflZNpq6lpa+O9zsZWIsN/F7Q/X9lF56isS4nuq4H2koaUHGwEhdijKSVjB2BJd6GAdW9WuzebHbCWmAUIIfoufA+3VZHGT3wKwMV0CQPWwPblhM5gBTCbVUTAYq/9uRDLzHNRk3HLFOedzTxQYy772a4Aug/JWVpOycFGUIg9mlIydgCWdBcKWHdmtTvZAGsJs/QoIUTfRfe+erK+S7szq90Zbquqrqky/pld8/awxhaDF8clDFh2F34/VlFnsDLGH66bsKytHtNS/Pu2HJnWwrzc/R33ybtLKjnYCAqxR1NKxg7Aku5CAeubGe2bGeNlzz50RROEEH0Xw12NVc0ZKzHUVkUaO9gC8CIagFV0wLK91txJS+6FSrgw5QYvK5OdIeMfPntJJQcbQSH2aErJ2AFY0u0NWP3jXHcmUzRxcOh/fD2tfT1tAJabsZa4Xv9MCNF3Md27trptcFrbW1fzVlr7Ot1WSRr32grAi+cSBqz2BlK5vdv489KGyvAu02BDHM+FGviPBlp/cDO5zGQraa7q68thSg42gkLs0ZSSsecJWP3jH/WP+zAALO5CAWt0ShudMi4RunHKjVyEEH0X05kt1TVbLvSurW47OaWNXmirJI3ttgLw4rmEAcu2DlYAjxMWcx0setc5uySVg3ZsWczMlo2VHJnuCTBrSQexkrqUHGwEhdijKSVjB2BJtydg/bV/nOvOZIomDg79j5uT2s1J6x4sxwVB7lOE+i7U/e/WrPl5Y+W7mZuT2s3zbZWk8WN7AXjRXNKAFayxkns0hdijKSVjzw+w9PHdhwFgcRcKWJkJLTNhu8l9icflQrpV38Vyqq2C1LyZounGjxwF4MUyAAuApSk62AgKsUdTSsYOwJLuQgHr+vh318e/czxF6EVX+gyWvgvjzOYVjX/R0+fiFcRMw4tuABYAS1N0sBEUYo+mlIwdgCXdhQLWtfHvrrkAy3+hUX0Xy+fiFa8cc2bCMiwRsJpaO8Lmnv5zMAzDJWoAlnQXClhfjX2nm4iJltfdt/UnhPxk09nvHPmwFMudwQqVMIMVTSH2aErJ2AFY0l0oYF25/x2sjHGJEJcINUUHG0Eh9mhKydgBWNJdKGDBinkxv/8ArHBKycFGUIg9mlIydgCWdBcEWLLPH6i0FTRgXdpQWRLrYNFVqDyXGXWtjNXLeT20tZgVUzJLJpPLLalpmqKDjaAQezSlZOwALOkGYEHSFCxgWa/Hsa3qHjrAslZy575XUKM0ZVtn1Foy1NqZyTTqsWrkZjK53JKGlBxsBIXYoyklYwdgSTcAC5KmQAHrUC0p9PU4iwJY3HcJ2jYTUtPWy85gMbtQwuK+NNqZ2djrOqDxF7ekKSUHG0Eh9mhKydgBWNLtCVh/6R/nujOZognZ5w9U2goSsAa2L6/cvmFN6C8RZtpqatraOBf8XMVYqMrOUtnnpcRLKjnYCAqxR1NKxp4fYOnjuw8DwOIGYEHSFDBgEfMS4cD25aG9RMi+ZdnnZc8sYHHf6+y4RGiV4N2txVTKZHuWVHKwERRij6aUjB2AJd0ALEiaAp/BMqHqUG3Bk1hFncHKGH943YQlMIOlWXep17T1GiVYgrIAjO7oeFO0V0k1BxtBIfZoSsnYAVjS7Q1YJ8a57kymaEL2+QOVtgK+B6skAEvrbcwVsLj3YDnqpLdbeaOYbTevkpqmKTrYCAqxR1NKxp4nYJ0Y/8uJcR8GgMUNwIKkqVhPEYb5EiGLS4KXCJnpJvtThMxNVK7nCa15KTddeZU0peRgIyjEHk0pGTsAS7oBWJA0Bb0O1qFaY2GnAB4nLOY6WObNTz7zUiLrYNFquJksftnFrPPAvwlLycFGUIg9mlIydgCWdAOwIGnCSu7hlJKDjaAQezSlZOwALOkGYEHSBMAKp5QcbASF2KMpJWMHYEk3AAuSJgBWOKXkYCMoxB5NKRk7AEu6AViQNLGA1dTaETb39J+DYRguUQOwpBuABUmTYwYrVMIMVjSF2KMpJWMHYEm3J2DtOTHOdWcyRROyzx+otIVLhOGUkoONoBB7NKVk7PkBlj6++zAALG4AFiRNAKxwSsnBRlCIPZpSMnYAlnQDsCBpChCwuptijtWejEVHQwhYzMpUvPU/3Qu1czZ7rm7lU7mzdloU62BZQuzRlJKxA7CkG4AFSVOxZrDaG0h4V3J3vMHG/fJlT8DSgYiz2arSu3LX7taC8q4X9ig52AgKsUdTSsYOwJJuABYkTcUBrABeRFhEwGLeK8j+1dtovrXZC7AybTU1jY2czQwfeVTO291e1C4lBxtBIfZoSsnYAVjSDcCCpKkYgNXdFCNrDhVez6Lcg+WaO/K8RKi/tpCz2fuiIlu5a/dMW01NWxvn/TuapuhgIyjEHk0pGTsAS7oBWJA0FQGwgpm+WhTAcl3D0zxxyXwrtHuzC9F4lXN2Z98A7XrntJKDjaAQezSlZOwALOkGYEHSFDxgBXH31aIAVm+je+JI8wAsC4Bcm/l8Za+cu7sNqpy1KDnYCAqxR1NKxg7Akm5vwDo+znVnMkUTss8fqLQVOGC9v4Ysb7oUxExY0Z8i5F/W4wGW+4FBSkMcvnJV7rF7byMAiyfEHk0pGXuegHV8fM/xcR8GgMUNwIKkKWjAurShMpjrg0UELB+60nJYpsH8030Ll8/+tt2tu9xxiZARYo+mlIwdgCXdnoD15+PjXHcmUzQh+/yBSltBA1ZgN2AVD7A816+yNpsZ2e9od848Zamcszt/wSwlBxtBIfZoSsnY8wMsfXz3YQBY3AAsSJqwkns4peRgIyjEHk0pGTsAS7oBWJA0AbDCKSUHG0Eh9mhKydgBWNINwIKkCYAVTik52AgKsUdTSsYOwJJuH8Aa47ozmaIJ2ecPVNpiAauptSNs7uk/B8MwXKLOF7DG/nx8zIcBYHEDsCBpcsxghUqYwYqmEHs0pWTsACzpBmBB0oRLhOGUkoONoBB7NKVk7AAs6QZgQdIEwAqnlBxsBIXYoyklYwdgSTcAC5KmgAFrYPtyY2GnhvfDD1juRUP5i1d57mNf9aqx128drF7Oa529j6jkYCMoxB5NKRl77oA1BsACYEGKKFDAslYZ7W6KFf5GwuIClgE87LLqJvvw3gGt0S2EtxS71yFcryBkAM3viEoONoJC7NGUkrE/evTo9OnT+/bt+w+7/vjHP+r/pdq7d++5c+cAWIsHWLuPj3HdmUzRhOzzByptBQlYA9uXW1B1qLbgSaziAVZvIyGkpq2XmY2ysxKfnDJtNTWNjbaF3vkcZtbBvrHQtTq87xGVHGwEhdijKSVjf/To0b59+27fvv2tqQcPHjx48GBycnJ8fHJsbPz+/bE7d+7evHnr/Pn0/v37dcDSx3cfBoDFDcCCpCm6M1iaz2sHOW9wNnEqY4cyr1fiuC4ler/XmZup5GAjKMQeTSkZ+6NHj3bu3EnRam5ufmZ2dnp65uuvv7l5c/T6jZtffXX9Qnr4RP8XQ0MXt+/YDsACYEHqqAjvIiSEkMLpSh5g8S8QmozE7GMr6JjNsgOT7S83YHGOqORgIyjEHk0pGbsOWPqs1fz8/MzM7NTU9MTE5PXrN69cuXZp5MrQ0KXBL898/vnA+fNpANbiAtbnY1x3JlM0Ifv8gUpbAV8ipG96bm8o/D53GYDV20h4t19Z+OQ362XlOyDKbwaLf0QlBxtBIfZoSsnYKWAtLCzMzs7pdHX//viVr65dvHj5woXhs2cvfPHF6b6+/lTqggVYn4/t/nzMhwFgcQOwIGkKErDaG4jtHiwTtkoFsDJtNR7PD7qfDeRe5OPdMO/ayB7U+4hKDjaCQuzRlJKxA7CkG4AFSRNmsHqttO8jge59bBiVaavh33JF99Kz7M8Teh5RycFGUIg9mlIydgCWdAOwIGkK+B6s9gZziqfQ6atFBiz++lWc64Fe62B534BlZdoKeq+YpWmKDjaCQuzRlJKxA7CkG4AFSRNWcg+nlBxsBIXYoyklYwdgSTcAC5ImAFY4peRgIyjEHk0pGTsAS7oBWJA0AbDCKSUHG0Eh9mhKydgBWNINwIKkiQWsptaOsLmn/xwMw3CJGoAl3Z6A9eHnY1x3JlM0IXd4hkpdjhmsUAkzWNEUYo+mlIw9P8DSx3cfBoDFDcCCpAmXCMMpJQcbQSH2aErJ2AFY0g3AgqQJgBVOKTnYCAqxR1NKxg7Akm4AFiRNAQPWwPblxqJOha4yWmTAoqtQcd6LwxRhl6ZyLmRlq8a1Irx3JpPLLalpmqKDjaAQezSlZOwALOkGYEHSFChgHaolpLZ9IX1robspVvj7nosHWNaba7hrgmqUpmxLiloLsFs7M5lGPVaN3Ewml1vSkJKDjaAQezSlZOwALOkGYEHSFPCrckrjXYS29zJzNxNS09bLzmDxXibIfYWzM7Ox13VA4y9uSVNKDjaCQuzRlJKxA7CkG4AFSVMUASvTVlPT1sa54OcqxkJVdpbKPi8lXlLJwUZQiD2aUjJ2AJZ0ewNW3xjXnckUTcg+f6DSVhEvEYYZsAjzDkIvxGIBy3YlkSUk9sXNtATvbi2mUibbs6SSg42gEHs0pWTseQJW39iHfWM+DACLG4AFSVORbnJf3nRoQ2WIAYtDS7xi/jNYmnWXek1br1GCJSgLwOiOzMH8Sqo52AgKsUdTSsYOwJJuABYkTUVbpuFQbcEPEhbxHqxcAYt7D5ajTnq7lTeK2XbzKqlpmqKDjaAQezSlZOwALOn2BKw/9Y1x3ZlM0YTs8wcqbQV9idCYtepuipE1hwqktMV4ilDwEiEz3WR/ipC5icr1PKE1L+WmK6+SppQcbASF2KMpJWPPD7D08d2HAWBxA7AgaQp4Bqu9wVjXqeA1GooKWNbNTz7zUiLrYNFquJksftnFrPPAvwlLycFGUIg9mlIydgCWdAOwIGnCSu7hlJKDjaAQezSlZOwALOkGYEHSBMAKp5QcbASF2KMpJWMHYEk3AAuSJgBWOKXkYCMoxB5NKRk7AEu6AViQNLGA1dTaETb39J+DYRguUQOwpBuABUmTYwYrVMIMVjSF2KMpJWMHYEk3AAuSJlwiDKeUHGwEhdijKSVjB2BJNwALkiYAVjil5GAjKMQeTSkZOwBLugFYkDQFBlgD25fblm4/VFvwglhFByyRla5shW2rWAmsbsVUbpV2rQLPWxpeycFGUIg9mlIydgCWdHsC1gd9Y1x3JlM0Ifv8gUpbwQCWsb4oBaxLGyqZtz7nu6R7cQHLwCDbWu0WOTmBx/HSGxeC0e3MzvY13zkrvfOaYUjJwUZQiD2aUjL2/ABLH999GAAWNwALkqbCAev9NYSQ2IZ2dgaLeRGhc2YrFIDV22i+oFnwbYPMRtdfmucLDWk9Hu8rDiHuAAAgAElEQVSK5jXDkJKDjaAQezSlZOwALOn2BqzeMa47kymakH3+QKWtolwiHNi+3LoyaL2gMDyAZYgFKQ8G4sm5lf/2Z8ecmE/luERoF2KPppSMPU/A6h37oHfMhwFgcQOwIGkqCmC1N5CSAywb9vgAlvsCIa+wcccVzbdfIgRg+QqxR1NKxg7Akm4AFiRNmMHqpensgNXb6L4D3m+2y3HnFjGvCAKw/ITYoyklYwdgSTcAC5Km4jxFGPZ7sAxlhO/BMjI5VwKzXk107eLKA2DZhdijKSVjB2BJNwALkqbiANalDZVkedOldJifItQcZGNd++MAjwddOSa+NM3rUqOV61E5AMsSYo+mlIwdgCXdACxImrAOVq/1t2sdLLOA55JXvAkspjCziS6O5Z7vAmDZhdijKSVjB2BJNwALkias5B5OKTnYCAqxR1NKxg7Akm4AFiRNAKxwSsnBRlCIPZpSMnYAlnR7Atau3jGuO5MpmpB9/kClLQBWOKXkYCMoxB5NKRl7foClj+8+DACLG4AFSRMLWE2tHWFzT/85GIbhEjUAS7p9AOs+153JFE3IHZ6hUpdjBitUwgxWNIXYoyklY88XsO7v6r3vwwCwuAFYkDThEmE4peRgIyjEHk0pGTsAS7oBWJA0AbDCKSUHG0Eh9mhKydgBWNINwIKkqWjrYHlnygYs70Wt3CWYLcxuVi63pHs9LV5J/2YoOdgICrFHU0rGDsCSbgAWJE3BAFZ7AyGEOFiKmxkCwLKJs1Co/cXMxlbHWwXp+uzuktayocwCovaV3N1rjbqaoeRgIyjEHk0pGTsAS7oBWJA0FQ5Y768hhMQ2tNsmq7iZ4QMs3osEuW99tr8/0PiL/35o3jsNnSUdU2acZig52AgKsUdTSsYOwJJuABYkTRG8REjFfaezBzaxMjO5JT2py3MGi9sMJQcbQSH2aErJ2AFY0g3AgqQpwoDFhSfNeeHPWYYFJF5J/sueNf6NWd7NUHKwERRij6aUjB2AJd0ALEiaogtYXnylWfef17T1svNROiTZdnKX9JrW4lCZXzOUHGwEhdijKSVjB2BJtydgvd97n+vOZIomZJ8/UGkrsoDlw1f2UuwNVZwriq6SvHuwPKe1PJuh5GAjKMQeTSkZe36ApY/vPgwAi9sbsI7d57ozmaIJ2ecPVNqKKmBl7FNTrOz3SzGXAF10xSvJzFbZd+fOYHk2Q8nBRlCIPZpSMvY8AevY/feP3fdhAFjcACxImqIKWK6ZI/ZWc/N2KdvKDNw1q1wlbbnOq4vcXACWU4g9mlIydgCWdAOwIGnCSu7hlJKDjaAQezSlZOwALOkGYEHSBMAKp5QcbASF2KMpJWMHYEk3AAuSJgBWOKXkYCMoxB5NKRk7AEu6AViQNLGA1dTaETb39J+DYRguUQOwpBuABUmTYwYrVMIMVjSF2KMpJWMHYEk3AAuSJlwiDKeUHGwEhdijKSVjB2BJNwALkiYAVjil5GAjKMQeTSkZOwBLuj0Bq+3Yfa47kymakH3+QKWtYq2DNbB9ubnuU217WAHL8Zpla6kqzoLt9qWwbMu7O3fhZvLfRej1gkI1BxtBIfZoSsnY8wMsfXz3YQBY3AAsSJqCAaz2BkIIsQDrUC2JbRigpGWmQwVYBtu4Xmvj4i5aPMtK7kbS/gZo7prwruO4j6jkYCMoxB5NKRk7AEu6AViQNBUOWO///+2d3W8b152G56/Qpe98pWCLtEiD+iKOYWEhpEmAer1YpF4URgHJ6zqujK520aRBoADdGoKwtmPHYhJKi24RGXZdWFHlSIopRtWHLStSRFm0ycq0RUemRHKGpPghSrxYhHsx5HC+eUhqcoZn3gcv3NFwOJwfOeV5cmZ4TifHcW09N2Q9WDe6uM5x+Qb1dWJZJ1hT3eUJmnVnF9QxLL05bdTzOndP6awU/9CboFB/ZQkmGxtCULszYbJ2CBb1QLAANaydKkfVm2UbwSqh21Wlv7py+VDW66XXg6UrWOQryzDZ2BCC2p0Jk7VDsKgHggWoYbFgBXoOc4d6A/Xtk4JglW6f0uusqqyUm5H2JirlJULxAYU+lf/QXVmGycaGENTuTJisHYJFPRAsQA0rBWv8JFe/XVHswTKZg1l6uHtKaV0Vrarc5N4+MFVSMfRg1QJqdyZM1m4kWG+88QYEi7ZgeeO6Gfb6pAXa5w9obiz9FWHdvx+kLVi6t7RrHjXtglLuBvdg1QBqdyZM1q4rWMePHz9+/NixY8cNBcsbH/DGTRwAIQ8EC1DDEsHaD7v6vgXL3JYUK8ID7eX72XV6sJQ3Zsl+MCjdo2W6sgSTjQ0hqN2ZMFm7VrD+VQkEC4IFmMUKwZrobeOU2O1XhCWUXiMb6aqsTSob4tT3W8nufddbWX3IK4yDpQNqdyZM1q4SrI5THR2nOk6dOnWqowIEC4IF2AQjudsTJhsbQlC7M2Gydm0P1rlz5879+tw58X9+fQ49WNQEy+2N62bY65MWaJ8/oLmBYNkTJhsbQlC7M2Gydt17sN4pY3QPVqmtN3YApIZAsAAtIFj2hMnGhhDU7kyYrN3oV4Q9PT0mvyKEYEGwAAvIBav345t2i2duGUEQpElT3zhYECwIFmABVQ+WrUAPljNB7c6EydohWPQDwQK0wCVCe8JkY0MIancmTNYOwaIfCBagBQTLnjDZ2BCC2p0Jk7VDsOgHggVoYdVI7je6ygNE6c4ATV2wpGGtjKfEUY/+qTdmVWV0LNmWVVbqDr2lHjeeycaGENTuTJisHYJFPxAsQIv9EaySTslHcpcNOto5bjfBqkxSYzTrYMmmJO+p2JbMu5TzOpf2oxzJXbNStlZ3yxJMNjaEoHZnwmTtECz6gWABWjQuWIOdHMe19dzQTvas17NlC8Eyn2lQlKv2gSl5D5bevIFEUzh3T2lesDJXtHbLMkw2NoSgdmfCZO0QLPqBYAFaWHWJsBw79mCFB9rbBwaMJqmRbyaXquouVb1finxLJhsbQlC7M2GydggW/RgJ1qfeuG6GvT5pgfb5A5obCwXr7tVDHMdxbT1369ynhYLFyaYYNFKs6lNBKy8RVrYwnGFQo1KYi1AH1O5MmKy9PsES23cTB0DIYyxYk3HdDHt90gLt8wc0N1b3YK1+O36yXseytAcrXPrD6CYsgh6sYuUu9faBqdIWcoOqCJj0RNmLmW3JZmNDCGp3JkzWXqdgTcY/nYybOABCHggWoIb1grUz2MmdvGEnwSpOddcqWLr3YKn2Kd1uZaxiiqcZbVksFhltbAhB7c6EydohWNQDwQLUsESwbnRxh69O2LYHS65LhJcIZd1Nyl8Rym6i0vyesNIvpbUroy3LMNnYEILanQmTtUOwqAeCBahhUQ/WRG9bedQn+92DVSxWbn4y6ZciGQdL2o3uSrl+KZGN86B/ExaTjQ0hqN2ZMFk7BIt6IFiAGhjJ3Z4w2dgQgtqdCZO1Q7CoB4IFqAHBsidMNjaEoHZnwmTtECzqgWABakCw7AmTjQ0hqN2ZMFk7BIt6IFiAGnLB6v34pt3imVtGEARp0kCwqAeCBaih6sGyFejBciao3ZkwWTsEi3pMBCumm2GvT1qgff6A5gaXCO0Jk40NIajdmTBZe72CFft0MmbiAAh5DAXrk8mYboa9PmmB9vkDmhsIlj1hsrEhBLU7EyZrr0+wxPbdxAEQ8kCwADUsHsk90HO4zmHcvw/BUo10VRmuSjtQu/5zlANc1T6MVmUHGAerAmp3JkzWDsGiHggWoMb+CNaNLo7jOI1gicON2lSwSsIjnwxHZzB2FaIQ6U2gY75z5UjvsimkNWPCl2CysSEEtTsTJmuHYFEPBAtQo3HBGuzkOK6t54amB+vu1UOHu07asgdrqrs8QXPV6ZzlhAfa27u7DZ5jtnP9qQwN9azIaGNDCGp3JkzWDsGiHggWoIZllwgDPYfbeu42zyXC6oIlbqHqgTK6QEiw8/BAe/vAgN6FwyKjjQ0hqN2ZMFk7BIt6jAXLE9PNsNcnLdA+f0BzY91chId6A011D5byEqHGeMqOJHuO4lKipjdLZWK6gsXJdoVLhGVQuzNhsvY6BcsT+8QTM3EAhDwQLEANSwTr7tVDh69OlPqxmkWwKnectw9M6diSbOJm3Qt76gt+ZD1Y6pVlmGxsCEHtzoTJ2iFY1APBAtSwQrDEe9vlHOoNNIFgVdCTJSXaK4hmgmV0DxYESw/U7kyYrB2CRT0QLEANDNMwVfqjojiG3qV6UCFF4YF2k2EaKlcT9X9FiEuEMlC7M2GydggW9UCwADUgWFPSn9I96/Ibq9SqZTQOlqZLi2gcLOkl1ULHZGNDCGp3JkzWDsGiHkPB+tgT082w1yct0D5/QHODkdztCZONDSGo3ZkwWXt9giW27yYOgJAHggWoAcGyJ0w2NoSgdmfCZO0QLOqBYAFqQLDsCZONDSGo3ZkwWTsEi3ogWIAacsHq/fim3eKZW0YQBGnSQLCoB4IFqKHqwbIV6MFyJqjdmTBZOwSLeiBYgBq4RGhPmGxsCEHtzoTJ2iFY1APBAtSAYNkTJhsbQlC7M2GydggW9UCwADWsm4tQNuy5dnwsewiW7oiiRsOMVmZ2lj8qjYSlGHLUeA7oyt61o8PLN2WysSEEtTsTJmuHYFEPBAtQY38E60aXSqQGO+sfX/R7EqySMCkFSHdlUTPFs3Yodtmo7uo5c1S70dm7dqYcNhsbQlC7M2GydggW9UCwADUaF6zBTo7j2npuyHuwAj2H23ru2lewprrLczrLbEd3pQ7yyQR1ttTMeqN4pLtbZ+8avWK0sSEEtTsTJmuHYFGPoWC5PDHdDHt90gLt8wc0N9ZcIhw/Kbvy1TRT5Zis1H08PNDePjCgngGncilR2Vklile1yXfKMNnYEILanQmTtdcnWGL7buIACHmMBetOTDfDXp+0QPv8Ac2NJYJ19+ohTurBqr83y3aCVbptquxS4YF2TjNbc2VaZ/laaUm7d53uqyKjjQ0hqN2ZMFl7nYJ1J+a6EzNxAIQ8ECxADYsney5dQ6yvE8t2glWirESKi4H6nlS6iKgQLeXe9Z/HZmNDCGp3JkzWDsGiHggWoAYEa4pkpZLyvVdT3WSCpf3BoPyCou4dW0w2NoSgdmfCZO0QLOqBYAFqWCJYN7q4w1cnvpUuETb/MA0KD6r8UbnLXeqjUmwZHmg3v+HK8I54JhsbQlC7M2GydggW9UCwADWsHwer/p8T0hcs1egM6u6nouyW9sp+DLbUfUmjDiw2GxtCULszYbJ2CBb1QLAANTCSuz1hsrEhBLU7EyZrh2BRDwQLUAOCZU+YbGwIQe3OhMnaIVjUA8EC1IBg2RMmGxtCULszYbJ2CBb1QLAANeSC1fvxTbvFM7eMIAjSpIFgUQ8EC1BD1YNlK9CD5UxQuzNhsnYIFvUYClb/nZhuhr0+aaHBj7/jd5/uy2lkNR2/+xSxIu7RVWmhiEuEtoHJxoYQ1O5MmKy9PsES23cTB0DI05BgFRqjiQRrPZZv6nT87tPJB0m7xT26Ki0UIVi2gcnGhhDU7kyYrB2CRT0NCVYwGJyYmPB4PJOTk14CJicnPR7PxMREMBgsFAqTD5L2dyzYVRMIlnok90DPYduPg2U0antlJKuqw5BKm2qGs9KOeKXdp+7KYrHIaGNDCGp3JkzWDsGinoYEy+PxeL3e6enpmZmZWQJmZmamp6e9Xq/H49nb24NgQbD2QbBudHEcx8kEqzI9jmJUd3sJlihHJqO2KyZuLko+VHlGZSR31Yihqi1VA5aKi7oryzDZ2BCC2p0Jk7VDsKinIcGamZmZm5ubn59fWFhYJGBhYWF+fn5ubm5mZmZvdxeCBcFqULAGOzmOa+u5Ie/BGj9pMC+hjQQrPNDe3t2t7cFST+FcMSiOax+YkqtQ5VE5elsq908wPw+TjQ0hqN2ZMFk7BIt6jAXry5huhr0+aWFhYWFpaWllZcXv9z8iwO/3r6ysLC0tLSws5GsQrMrFDN0rJ/UgdiDozxRSQbQTHWtZ6n+F4165EKz8+Wr/bB32s9T/SqWwrmsQrMYvEd69eujw1Z5OO18iFDWqyryD6h6somYinfaBgW6yS4Smq9GDJQe1OxMma69TsL6M9X8ZM3EAhDwNCZbP5/P7/cFgMBQKPX36tKWl5akB4kOhUCgYDPr9fp/Pt5PPi41rNccS7aqaCtWATNeq7dWw+2qp/5VXuzpebTu/1LBgSU+81cXVt5PmtCsLBYsrXyK8e/WQ/S4RlnupDCRIOj/N5xIMD7Rzsot8Jiom2169U92VjDY2hKB2Z8Jk7RAs6mlIsAKBwNra2vr6+sbGxoEDB1paWiIGtLS0HDhwYGNjY319fW1tLRAI5HZyJIKl39Mkm9JW/qi8p6u0UmeVbNOGBKt/9lYXd3pC4UmVHqm280uq9WIHVfD8q7KeKoWZTXRwXddi+dkLlbmKKwInVaH7QhAsZQ9WWarGT9bbiWWVYFVkSE+w5N1WU93q3lpND1a49IBm2mYjedOf4Fm9ksnGhhDU7kyYrB2CRT0NCVYoFAqHw5FI5ODBg6Jg8QaIgnXw4MFIJBIOh0OhUDabJREsUYSMrwpWBExHxcID7UrTUjRJ1QTL8PqgTIyuneY6bkl/lgxJtkHFmTpOd3Xcyq/HJjrk3VQywZq90KbuwSoJ3EQHx3Xc0tktSeeZ4wTr2/GTNhYs5X8aaM5BheqYa9NUdz2CpX/rlmolk40NIajdmTBZOwSLehoSrHA4/Pz589bWVkmwUgZIgtXa2vr8+fNwOJzNZKSG1sSxjARL24clXyO2NtrGTHGLcDXBMru9Xd419Wr/rPSv4sW6rsXy1063nV/KXzvddW2p/5XTE+viv/L9qLqmtCvlCmX8Qk1nV5YJluxXhLa8RCg/hevvwZJbkfklQl1pMzU5JhsbQlC7M2GydggW9RgK1tUvY7oZ9vqkhY2NjWg0mkgkJMHKGiAJViKRiEajGxsbmXSaRLB0LxHKVyp6puQXBLunzG5kJxOsqj1YYs9TxwWZZim3nL3Q1nFL7LUKnn+169qtrlJflFH/01L/K5zy1i75vVlLhi8EwZL9cnD8ZFk96/454fcqWCof0uvbUm+m2LTKjeuy/9Ko7FN3pQiTjQ0hqN2ZMFl7fYIltu8mDoCQpyHB2tzc5Hk+nU7ncjlRsHYNEAUrl8ul02me5zc3N9PpbRLB0lUh2So9iZKGGNIMHWS6VwXiUZEIlngJjytdueMU/hTLry/1d7zaJv7ecPZCV8fpLsUtU7qCpb5oONGhUi7dF3KyYFkQjOTuTFC7M2GydggW9TQkWFtbW4IgZDKZfD6/t7fX0tKyZ4D4UD6fz2QygiBsbW2lUil5W0vgWPLLfNKa9nblPVjq/ybXuR1euTeDG7wkNTEcpkEuRlInk84lP5keaX8nqNcXde10aQevnO4qPXqri1PtVvfaYlPZFQTLtjDZ2BCC2p0Jk7VDsKinIcGKRqOCIGSz2d3dXZLJB3d3d7PZrCAI0Wg0mSQXLApUESxakX632PzXByFYtoXJxoYQ1O5MmKwdgkU9DQlWJBKJx+Pb29vZbHZnZydvys7OTjab3d7ejsfjkUgkkVS0tbYSLPF47CNYUp9WTYORNpdg9X58027xzC0jCII0aSBY1NOQYD179iwSifA8n0wm0wQkk0me5yORyLNnzxKJBATLushLsG1UPVi2Aj1YzgS1OxMma4dgUY+JYEV1M+z1SQvioFaRSCQWixmNgCUnFotJTxEEQdXc2sexVGrSjI5lf7vSChb1y4K4RCjCZGNDCGp3JkzWLglWLpdLpzOJRJLnhVgsHgw+9vsDPt/q4uLy3XsLX03NKAUrevXLqIkDIORpSLB4XuAFged5nhd4cUngBYEXeKEELwgCzwu8UN6G58UNBZ7XESz7xLYHVl8J9gwEy54w2dgQgtqdCZO1i4K1s7Mj2lU8zkej8c3NqN//yOd7sLi0PD//9czsPe9X0xAsOwoWgjQS9+iqtFDcp3GwJnrbOCWlQUftIVjawW/VP2Kt/MhV9ojsabrDW+ltKh+DRG9l5enqQ2CysSEEtTsTJmsvFArXr1+PRCKZTCaV2k4kEoKQ4Hnh6dP1x4+frD0O/f3va4HA3x8+DCwsLA4NDUGwbCRYNs+w8lIm2C84jtuv//9Lt141JFg3xDEs9MYUvdHF2Xckd72JAfUHH5VtVxnqXXelbHh32eN6KytL8tHjRZhsbAhB7c6EydoLhcL8/Pz169ev9l81z9DQkMfjgWDtewwF66OJqG6GvT6jh2wV6TiHvb7nYP+wlWANdnIc19ZzQzWSu5j6JyL8XgRLd95lGZJhKWcKLP2lu5JopsHyzhVT5Sg2YLKxIQS1OxMmay8UCiMjI59//vnIyMjY2NidO3empqbm5ubu37+/uLi4vLy8srLy8OHDQCCwtrYWCoVEwRLbTRMHQMhTs2CJyoIgjceKS4RSJnrbuM7xuvdptWAZT8dsvoGulpVXhgfa2wcGupVXA3VXogfLANTuTJisvVAoeL3e2dnZxcXFR48ePX36NBKJ8DyfSqXE0Sv39vYKhUI+nxdnWBEEAYJFX7CaIsPowbI97tFVaaG4z4LVUPeV9YJl2n1VujtKu4HWhZQrwwPtnGYGaN2VpWPQ3KxVLBYZbWwIQe3OhMnaaxYsHoK1z4FgAWpYKFgN3H31fQhWtcuDehtNdeu4kHKl2p8q3Vo6KxVTpOMSYQnU7kyYrL32HixcItznQLAANawTrMFO7lBvoP4dWixYRH4lvzdK3gslobNyqlvrUrorFUegPhwmGxtCULszYbL2WgWLh2DtdyBYgBqWCVag53BD1wctFixFn5ICXe8htavSc7RXA3VWogfLANTuTJisvfZLhBCsfQ4EC1DDMsFq9AYsiwVL04GlGp2BU9wbpTt0lvF4WtI4WnJn0ltZGXBLbXtMNjaEoHZnwmTt6MGiHkcI1gawJe7RVWmhiJHcbQOTjQ0hqN2ZMFk7BIt6IFiAGhAse8JkY0MIancmTNauEqwWPSBYlgaCBagBwbInTDY2hKB2Z8Jk7doerANKxB6snZ2dkmBhmIb9jqFgXZmINnWGvT5pga5GACPkgtX78U27xTO3jCAI0qTRvUR4sIzRQKNiu8mAA9ghECxADVUPlq1AD5YzQe3OhMnaje7Bam1tNRkHSzID6o04A4FgAWrgEqE9YbKxIQS1OxMmaye8yV26RIgerH0PBAtQA4JlT5hsbAhB7c6EydoLhcLk5OTMzMzCwoLf7w+FQhsbG9FoNJFIpNPpXC6Xz+d3d3ez2WwymYzFYuI9WJIZUG/EGQgEC1ADgmVPmGxsCEHtzoTJ2guFgsfjmZ6enp+fX1lZCQaD6+vrkUgkFouJjpXJZLLZ7Pb2Ns/zYucWBGt/YyxY49GmzrDXJy18C2yJe3RVWihCsGwDk40NIajdmTBZe6FQmJiY8Hq9c3NzS0tLfr9/bW0tHA4/f/48Go2K1wQFQYjH45FIJBwO8+IlwvHolfEoAw5gh0CwADUgWPaEycaGENTuTJisvVAoBINBj8cjXiX0+XyBQCAUCoXD4Y2Njc3Nza2trWg0GolEnj17FolESpcIy2ZAvRFnIBAsQA0Ilj1hsrEhBLU7EyZrLxQKhUJhb29vb3c3v7u7k8/ndnLZbDabyWTS6XR6O5VKJZOpRDKZSCQEQYBg7XsgWIAaNhesAgAANC07tQPB2t9AsAA17C9YwWBwYmLC4/FMTk56AbCA2dnZoaGhj2rkalNRa3VWvA/WHYN1DA0Nzc7OjoyMEJ5Lk5OTHo9nYmIiGAxCsOwQCBaghs0Fa29vz+PxeL3e6enpmZmZWQAsYGhoKBKJ7Ozs5ABQsrGxMTQ09PnnnxOeSzMzM9PT016v1+Px7O3tQbCox1CwLo9HmzrDXp+0QFcjgBF2F6zd3ZmZmbm5ufn5+YWFhUUALKC/vz+fz+dytQlWNttMyWSyFsUOx0CedDpDnlQqlUptf/LJJyMjI4Tn0sLCwvz8/Nzc3MzMzN7ubn2CJbabDDiAHeIIwXoGbIl7dFVasKFg5Xd3FxYWlpaWVlZW/H7/IwAswOVy7ezkc7lcphbSoAlJpbbJw/OJRCLpdrvHxsYIzyW/37+ysrK0tLSwsJAnFqwnT55AsCwKBAtQw+aCtZPP+3w+v98fDAZDodBTGS0tLU8B2A9cLlcut5NOZ2pqfROJJJN54403qB+DdeH5BHmisTjP8263+86dO0Ynj+qLKBQKBYNBv9/v8/l28nlCuzp//jwEy6JAsAA1bC5YuZ1cIBBYW1tbX1/f2NiIlDlw4EBLS0sEgP3A5XLlcrnUdrrGplpgL8ePHz9+/NixY8epH4lFicV58mxuRUXBmpqaMjp5WlpaDhw4IP25sbGxvr6+trYWCARyO7mqdhUKhf7whz/E43EIlkWBYAFq2FywstmsOChfJBIRBz7mef7gwYOiYPEA7AculyubzSWTqdqa6licsfyrEurHY0W2tqLkiUQ24/G42+2em5szOnlEwTp48KD4pzhqaDgcDoVC2WyWpO8qFot9993/QbAsCgQLUEMuWL0f37RbspmMOK2EOHVXKpVqbW2VBCsFwH7gcrnicf7Zs28fP35CnkDg7yyl41RHx6mOU6dOneqoQP2o9j0PHwbI41tZXXv82O12379/3+jkkQSrtbU1lUolEolYLPb8+fNwOJzNZEzsam1t7fz58/F4vFgs4h4s6wLBAtRQ9WDZit6Pb2bS6Q3Z5PPZbDabzUqClQVgP3C5XLFY/OnTcDC4Rp7V1UeM5dy5c+d+fe6c+D+/Pkf9eKzIyoqfPEtLy8HgmtvtXlxcNDp5JMES/0yn04lEIhqNbmxsZNJpI7sKBoPnz5/neb5YLOIeLEsDwQLUsPklwnR6e3Nzk+f5dIm0v5QAAAtESURBVDqdy+V2y4iCtQvAfuByuaLR2OPHT/z+AHmWlx+wl3fKUD8Si7K45CPP/fuLgUDQ7XYvLy8bnTyiYEl/5nK5dDrN8/zm5mY6vW1iV2Lf1ePHj8VlCJZFgWABathcsFKp1NbWliAImUwmn8/vyWhpadkDYD9wuVxbW9Fg8LHPt0qer7/+hsn09PRQPwbrcv/+Innm5uYfPgy43e6VlRWjk0f1RZTP5zOZjCAIW1tbqVTKvO9KtKsYHy8WixAsi+IIwQoDW+IeXZUWbChYyWQqGo0KgpDNZnd3d2lPLAbYxOVybTyPLC8/uHt3gTxzc/NI02Vm5h55pqZmV/0P3W73w4cPCc+l3d3dbDYrCEI0Gk0m1YL16NEjbd/Vd9999/jxYwiWRTEUrA/Hok2dYa9PWqCrEcAImwtWIpmMRCLxeHx7ezubze7s7OTz+Xw+Ly0A0Dgul+vJk/W//W3uq6+myTPp/Rtil0ySxuOZIs+dO189eLDqdrsDgYDJ+SP/Xspms9vb2/F4PBKJJJJJuV2VjUooflcMrT1WmZZcsMR2kwEHsEMgWIAadhesROLZs2eRSITn+WQySXcMaMAqN2/e/PrrxZUV/zffrJBnaWkZYT737t3/05/+tLa2RnguJZNJnucjkcizZ88SiYTGrhR9V8VixbQgWBYFggWoYXPBEgRBHFQmEonEYjHrR0QCTsTn8926det/ANDw2Wefffnll6FQiPBcisVi0leWIAi6N7mbA8Ha30CwADVsLlilQR0Fged5nhcEQRAEXhDEleUH+dImAi8+TH2waARBmErpK0f59VPZQPXVxPOlJ/AQLPqBYAFqyAULQRAEoR7JDKg34gzEDcECtHCXBQsAYH/kX6rUv+ERS8OAA9ghECxADQgWAE0EBMs5YcAB7BBHCNY6sCvU+8MRBEEQVai34GzEDcECAABQFfRgIUhNgWABAACoDgQLQWqKoWBdGos2dYa9PmmB9vcSAAA0PfIvVerf8Ahi/0CwAAAAVAeChSA1BYIFAACgOhAsBKkpECwAAADVgWAhSE0xEaytps6w1yctPAUAANAY8i9V6t/wCGL/GAvWF1tNnWGvT1qg/b0EAABNj/xLlfo3PILYPxAsAAAA1YFgIUhNgWABAACoDgQLQWoKBAsAAEB1IFgIUlMgWAAAAKoDwUKQmgLBAgAAUB0IFoLUFEPBuvjFVlNn2OuTFmh/LwEAQNMj/1Kl/g2PIPaPIwTrCQAAgMaAYCFITYFgAQAAqA4EC0FqCgQLAABAdSBYCFJTIFgAAACqA8FCkJoCwQIAAFAdCBaC1BQIFgAAgOpAsBCkpkCwAAAAVAeChSA1xRGCFQIAANAYECwEqSnGgnV7q6kz7PVJC7S/lwAAoOmRf6lS/4ZHEPvHULAu3N5q6gx7fdIC7e8lAABoeuRfqtS/4RHE/oFgAQAAqA4EC0FqCgQLAABAdSBYCFJTIFgAAACqA8FCkJpiKFjfrOcRBEEQJ6dvcIz6MSDyMPOJMFOISQwFa+HJDoIgCOLk9A2OUT8GRB5mPhFmCjGJoWDdW9tBEARBnJy+wTHqx4DIw8wnwkwhJjEUrJlgDkEQBHFy+gbHqB8DIg8znwgzhZjEULCmHmYRBEEQJ6dvcIz6MSDyMPOJMFOISQwFy7OaRRAEQZycvsEx6seAyMPMJ8JMISYxFKxxXwZBEARxcvoGx/ZnV19c+dGhK3+04Aj/+P7RH73/0M5HaNNPhHaYKcQkhoI1+k0aQRAEcXL6Bsf0H7p9+YecxNn/MtrD7cs//MnlQfnCvueTs9wvbu/Dfqw7wn19XbJPhDv2ifFKe8SsEOkNuX35h9zRs7fFh24f487+l7Iis3PP2tw+RvCpGQrW54vbCIIgiJPTNzim/9BfL7/4k8tucdl1lpOWjTaTb7/PGf0Zd/b3je/HwiPcz9cl+kT+evlFjvuZS7OSSoG1FiL7QN3vHX3xJ0d/5pIdvw2qcL93lOM4w3NevqWRYP3l/jaCIAji5PQNjuk/NHz5xZcvu0p/jr7Jnf3g/rbr3aPlfoWjp4e3/3J/9fTLpb9fPHH2xZcvnz5R+vPN/lqPZPRNTvbc4csvll5i+y/3tz84UV758tk3Xxa3Kb30m/2lwyi/4uibsieWCpF6Q8SKKmvOfqB99XdlhYtvguHrynd19PRwaXvlmyB7i95drbyBlfe2vk9Efmzllf1nuROjNbznOkereXOqbKN8qwkLub/9wYnSEz84cfaD/rMvvrsqHv+L766qy6w5ihNJc8Zuqz8Co1rIDsNQsK7fSyEIgiBOTt/gmP5Dtz78wcsfXrmXun4vdeWdo1x5uZSP3uZOjCo2u/XhDzju9Y/Kj6q2vzf6Oqfi7fcrjz7ofLn8XOnVuaOdt0p/Xnnn6A/eeVBZ+dHbnLQgvpB0PNKC7HVLey4damXNlXeOcidG1a8uK7y0bPi6o69LVVS21LwJireotP37J+Tl1/yJlEt7+/1bH/6g8pZW3jGit13naDVvjv42yqprLUT6QO896Dzx4ZV7o6+//OGVe6n3T3Cvf1Q6KoPzpPYTSXXGqj8C41pMS5NiKFhDs0kEQRDEyekbHNN/6Oalf5CasB9f+tBo5c1L/6BaUC2TpOr24gba16o8ceSn3NvvzSbfe4v76WWDPat2Uirn7fdUr27yFNWC/N3gOE61K/2D5Dju7ffq/kQU79LIT41esY63neTNMaq61kLEXb01Uvp3dqXjx2+/V/q39irMTyT1Gav8CExqITsMQ8H63+kEgiAI4uT0DY7pP/TnSy/8+NIF1RruyC//rHxUu6D73OmR19QdD2d+a/Ja6vh++eMjv7xk9qK/fYt77dLIa/Ld6h6Vag135reqVzd5impB9y3SvgnqzcS3QnmcdXwiOsegKZ/8bSd5c4yqrrUQ6VAvnXntUuJ/pxMX/vPML/888pr+26V9IvGJpHvGyj8Ck9ciK9NQsAanEgiCIIiT0zc4pv/Q9UsvvHSp12BNb/cRTly+fukF7sx/qLbXPrdKfCdf4tovKl+LO3LyemXNf/wL195d3u11zULpKdwL3T7lnkfay/spH/NIO1d6rd7uI9y/jKhfXapIeor25UoLlV3pvGnyjctvUXvp8HwnX1JUV/snUn5p+cqLZ7ia3nado9W8Oabb1HlqlT7QIy9Ib8LFMy+8dKT02dV88hifSNozVv0RGNdCdhiGgvXppIAgCII4OX2DY/oPfXax9aWL55Ur//2fS50Grf98RnpUXClfo/vcKvnsYmu5R+If/1v888gvPpNt8N9nuJeOlHYr7V/xQsu/eEn5FOmJqmOuvNaZf9d79fO/OaJ4ivbl5AtST4p8S+Wxld6i31z8x/K2rb9ZrucTqXTblCtVrCyXQ/6ea49W9eZU2YbjjD9ow0ImhU8nhfO/OcLJ9yx+7vWdPMYnkuaMHVZ/BHq1SCcAJx2VQQwFq/8OjyAIgjg5fYNj1I+BLMNt3K/OmWzQ9yvuRxd/T/84nfOJOKUQkxgK1uVxHkEQBHFy+gbHqB8DYc7+05Gf/9HkUe5oL/2DbDxN9Ik4pBCTGArWxS/iCIIgiJPTNzhG/RgQeZj5RJgpxCSGgtX31xiCIAji6AyO0T8GRB5mPhFmCjGOoWCd/zyKIAiCODl9g2PUjwGRh5lPhJlCTGIoWL+/FUUQBEGcnL7BMerHgMjDzCfCTCEmUQhWevxX4t/u0VUEQRAEQRCk7ohClf3i51x6/N/cZeFCEARBEARBGol7dDVz+y0uPd6ZHu+UtAtBEARBEASpI6JNZW6/JfZgdabHO7fHTm2PnaLesYYgCIIgCNKkydx+S0z2i5//PyROLyAs57BEAAAAAElFTkSuQmCC



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