机器学习知识点

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 <!DOCTYPE html><html><head><title>机器学习相关知识</title><metacharset='utf-8'><linkhref='https://dn-maxiang.qbox.me/res-min/themes/marxico.css'rel='stylesheet'><style></style></head><body><divid='preview-contents'class='note-content'>           <h1 id="机器学习相关知识">机器学习相关知识</h1>   <div><divclass="toc"><divclass="toc"> <ul> <li><ahref="#机器学习相关知识">机器学习相关知识</a><ul> <li><ahref="#数据类型">数据类型</a></li> <li><ahref="#概念">概念</a></li> <li><ahref="#度量指标">度量指标</a></li> <li><ahref="#分类评估">分类评估</a></li> <li><ahref="#回归评估">回归评估</a></li> <li><ahref="#优化方法">优化方法</a></li> <li><ahref="#其他">其他</a></li> <li><ahref="#常用算法建模">常用算法(建模)</a><ul> <li><ahref="#分类">分类</a><ul> <li><ahref="#1-频率表">1. 频率表</a><ul> <li><ahref="#zeror">ZeroR</a></li> <li><ahref="#oner">OneR</a></li> <li><ahref="#朴素贝叶斯naive-bayesian">朴素贝叶斯(Naive Bayesian)</a></li> <li><ahref="#决策树-decision-tree">决策树 (Decision Tree)</a></li> </ul> </li> <li><ahref="#2协方差矩阵">2.协方差矩阵</a><ul> <li><ahref="#线性判别分析">线性判别分析</a></li> <li><ahref="#逻辑回归">逻辑回归</a></li> </ul> </li> <li><ahref="#3相似函数">3.相似函数</a><ul> <li><ahref="#k最邻算法k-nearest-neighbors">K最邻算法(K Nearest Neighbors)</a></li> </ul> </li> <li><ahref="#4其他">4.其他</a><ul> <li><ahref="#神经网络artificial-neural-network">神经网络(Artificial Neural Network)</a></li> <li><ahref="#支持向量机support-vector-machine">支持向量机(Support Vector Machine)</a></li> </ul> </li> </ul> </li> <li><ahref="#回归">回归</a></li> <li><ahref="#聚类">聚类</a></li> <li><ahref="#关联规则">关联规则</a></li> <li><ahref="#特征选择">特征选择</a></li> <li><ahref="#维度处理">维度处理</a></li> </ul> </li> </ul> </li> </ul> </div> </div> </div>       <h2 id="数据类型">数据类型</h2>   <ul><li>连续型</li> <li>离散型</li> <li>标称型</li> </ul>       <h2 id="概念">概念</h2>   <ul><li>离散化<br> 对于在连续性随机变量上计算信息熵,需要将变量离散化。其概率密度函数<spanclass="" 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"style="margin-top:0;margin-bottom:0;"></span></span></div></div> 这里<span class="" rel="7997339883ac20f551e7f35efff0a2b9"><spanclass="MathJax_SVG"id="MathJax-Element-5-Frame"role="textbox"aria-readonly="true"style="font-size: 100%; display: inline-block;"><span><imgtype="image/png"width="33"height="19"longdesc="__SVG__undefined"src="data:image/png;base64,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"style="margin-top:0;margin-bottom:0;"></span></span></span>的是<code>概率密度</code>并不是<code>相关概率</code>,所以其值可能<code>&gt;1</code>,详情请查阅任意一本概率统计书籍。</li> <li>归一化 <br> 当样本中的数据的度量单位不一致的时候,使用这些距离度量公式的时候有一个非常大的弊端,就是量纲较大的属性产生的影响会显得比较大很肯能掩盖掉了一些很重要的属性的影响,为此我们需要对数据进行标准化。使他们处于同一个水平进行比较和度量。对于标准化后的数据进行训练,不能对新来的未知数据的预测有较好的鲁棒性。下图是标准化转换计算公式<br> <strong>1. min-max标准化(Min-Max Normalization)</strong><br> 也称为离差标准化,是对原始数据的线性变换,使结果值映射到<code>[0 - 1]</code>之间。转换函数如下:<br> <div class="" rel="778e6c2f634a3d6c0bda1c089c3ca373"><divclass="MathJax_SVG_Display"role="textbox"aria-readonly="true"style="text-align: center;"><spanclass="MathJax_SVG"id="MathJax-Element-6-Frame"style="font-size: 100%; display: 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"style="margin-top:0;margin-bottom:0;"></span></span></div></div> 其中<code>max</code>为样本数据的最大值,<code>min</code>为样本数据的最小值。这种方法有个缺陷就是当有新数据加入时,可能导致<code>max</code><code>min</code>的变化,需要重新定义。<br> <strong>2. Z-score标准化方法</strong><br> 这种方法给予原始数据的均值(mean)和标准差(standard deviation)进行数据的标准化。经过处理的数据符合标准正态分布,即<code>均值为0,标准差为1</code>,转化函数为:<br> <span class="MathJax_Preview"></span><divclass="MathJax_SVG_Display"role="textbox"aria-readonly="true"style="text-align: center;"><spanclass="MathJax_SVG"id="MathJax-Element-7-Frame"style="font-size: 100%; display: inline-block;"><span><imgtype="image/png"width="96.0312"height="37.0156"longdesc="__SVG__undefined"src="data:image/png;base64,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"style="margin-top:0;margin-bottom:0;"></span></span></div></li> <li>正则化</li> </ul>       <h2 id="度量指标">度量指标</h2>   <ul><li>欧几里得距离<br> <span class="MathJax_Preview"></span><divclass="MathJax_SVG_Display"role="textbox"aria-readonly="true"style="text-align: center;"><spanclass="MathJax_SVG"id="MathJax-Element-8-Frame"style="font-size: 100%; display: 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"style="margin-top:0;margin-bottom:0;"></span></span></div></li> <li><div>余弦相似度<br> <span 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"style="margin-top:0;margin-bottom:0;"></span></span></div></div></li> <li><p><code>Jaccard</code> 距离或相似度</p></li> <li><code>Mahalanobis</code> 距离</li> <li><code>Hamming</code>距离(汉明距离)</li> <li><code>Manhattan</code>距离(曼哈顿距离)</li> <li>闵可夫斯基距离(MinkowskiDistance)<br> <span class="MathJax_Preview"></span><divclass="MathJax_SVG_Display"role="textbox"aria-readonly="true"style="text-align: center;"><spanclass="MathJax_SVG"id="MathJax-Element-10-Frame"style="font-size: 100%; display: 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"style="margin-top:0;margin-bottom:0;"></span></span></div><br> 当<span class="MathJax_Preview"></span><spanclass="MathJax_SVG"id="MathJax-Element-11-Frame"role="textbox"aria-readonly="true"style="font-size: 100%; display: inline-block;"><span><imgtype="image/png"width="11"height="14"longdesc="__SVG__undefined"src="data:image/png;base64,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"style="margin-top:0;margin-bottom:0;"></span></span><code>1</code>的时候就是<strong>曼哈顿距离</strong>,为<code>2</code>的时候就是<strong>欧氏距离</strong></li> </ul>       <h2 id="分类评估">分类评估</h2>   <p>混淆矩阵用来描述正确分类和错误分类的各个指标。下面是一个二分类问题混淆矩阵的实例。</p>       <p><imglongdesc="./confusion_matrix.png"alt="Alt text"title="" type="image/png" class="" style="margin: auto; display: block; text-align: center;"src="data:image/png;base64,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"></p>   <ul><li>准确率 :</li> <li>正确率 : </li> <li>Negative Predictive Value :</li> <li>敏感度: </li> <li>特异性:</li> </ul>   <p>ROC曲线</p>       <h2 id="回归评估">回归评估</h2>   <div><strong>Root Mean Squared Error</strong>(均方根误差)<br> 均方差用来衡量回归模型中的错误率,注意不同模型计算时需要注意度量单位的统一。 <br> <span class="MathJax_Preview"></span><divclass="MathJax_SVG_Display"role="textbox"aria-readonly="true"style="text-align: center;"><spanclass="MathJax_SVG"id="MathJax-Element-12-Frame"style="font-size: 100%; display: 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"style="margin-top:0;margin-bottom:0;"></span></span></div>   <p><strong>Relative Squared Error</strong>(相对误差平方)</p>       <div><spanclass="MathJax_Preview"></span><divclass="MathJax_SVG_Display"role="textbox"aria-readonly="true"style="text-align: center;"><spanclass="MathJax_SVG"id="MathJax-Element-14-Frame"style="font-size: 100%; display: 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"style="margin-top:0;margin-bottom:0;"></span></span></div></div>   <div><em>*Mean Absolute Error</em>(平均绝对误差)<br> <span class="MathJax_Preview"></span><divclass="MathJax_SVG_Display"role="textbox"aria-readonly="true"style="text-align: center;"><spanclass="MathJax_SVG"id="MathJax-Element-15-Frame"style="font-size: 100%; display: 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"style="margin-top:0;margin-bottom:0;"></span></span></div></div>   <p><strong>Relative Absolute Error</strong>(相对绝对误差)</p>       <div><spanclass="MathJax_Preview"></span><divclass="MathJax_SVG_Display"role="textbox"aria-readonly="true"style="text-align: center;"><spanclass="MathJax_SVG"id="MathJax-Element-16-Frame"style="font-size: 100%; display: 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"style="margin-top:0;margin-bottom:0;"></span></span></div></div>       <h2 id="优化方法">优化方法</h2>   <ul><li><p><strong>最小二乘法</strong></p></li> <li><p><strong>梯度上升(下降)寻求最大(最小)值</strong><br> 梯度上升法基于的思想是:要找到函数的最值最好的方法就是沿着函数的地图方向进行。从初始点进行最值寻找的过程中需要计算当期点的梯度,并且沿着这个方向移动,具体移动的步伐通过步长来设定。到达下一个点之后重新计算梯度不迭代直到满足条件。(寻找到最优值或者到达误差允许的范围内。)<br> ps:梯度下降个人理解为求微分</p></li> <li><p><strong>随机梯度</strong><br> 随机梯度在针对大数据集的时候显得特别有用,虽然损失了一定的精度,但是换来了较快的收敛速度,达到一个与全局最优较近位置的点。它是针对每个点选择盖点最优的方向进行移动,不一定要对整个数据集集合操作就可能到达收敛了。而BGD(批处理梯度下降)在每一次梯度的更新操作中需要对整个数据集进行计算,在大数据处理过程中无疑增大了计算量。</p></li> <li><p><strong>最大似然估计</strong><br> 风刮的</p></li> </ul>       <h2 id="其他">其他</h2>   <ul><li>多分类问题<br> 最经典的拆分策略有三种:“一对一”(<code>One vs. One,OvO</code>),“一对其余”(<code>One vs. Rest,OvR</code>),“多对多”(<code>Many vs. Many,MvM</code><br> 给定数据集 <span class="MathJax_Preview"></span><spanclass="MathJax_SVG"id="MathJax-Element-17-Frame"role="textbox"aria-readonly="true"style="font-size: 100%; display: 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"style="margin-top:0;margin-bottom:0;"></span></span>,OvO将这两个类别两两配对,从而产生<code>N(N-1)/2</code>个分类任务</li> </ul>       <div><divstyle="display: block; margin: auto; text-align: center;"class="image-wrap"alt=""><divstyle="display: block; margin: auto; text-align: center;"class="image-wrap"alt=""><imglongdesc="./OVO.png"alt="@OvO与OvR示意图 | center"title="" type="image/png" class="" 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"><pclass="image-caption"style="text-align: center;">OvO与OvR示意图</p></div><pclass="image-caption"style="text-align: center;">OvO与OvR示意图</p></div></div>   <ul><li>类别不平衡问题</li> </ul>       <h2 id="常用算法建模">常用算法(建模)</h2>       <h3 id="分类">分类</h3>   <p>分类问题实际是一类监督学习问题,根据训练数据的类标记来引导分类器选择合适的参数,较好的拟合样本空间中的数据,并且能够对未来的数据有一定的预测能力(泛化能力)。分类算法大致可以按照如下四种方式进行分类。</p>       <h4 id="1-频率表">1. 频率表</h4>       <h5 id="zeror">ZeroR</h5>   <p>Weka中提供了ZeroR算法,是最简单的分类器。主要思想是按照类中大多数数据所属的类别类进行分类。基本上没有使用认为关于ml的理论。它的作用就是给其他分类器提供一个模型的基线,衡量一个算法的性能。换句话说我们用的模型再怎么不行也不能比这个baseline还要低吧。<br> <strong>构造目标的频率表,选择频率最大的类别作为目标的预测值</strong></p>       <p><imglongdesc="./data_info.png"alt="Alt text"title="" type="image/png" class="" style="margin: auto; display: block; text-align: 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"></p>   <p>下面是ZeroR的混淆矩阵,我们可以看到这个算法的用途只是在于提供一个baseline而已。</p>       <p><imglongdesc="./ZeroR_confusion_matrix.png"alt="Alt text"title="" type="image/png" class="" style="margin: auto; display: block; text-align: 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"></p>       <h5 id="oner">OneR</h5>   <p>OneR是“One Rule”的简称,也就是按照一个规则进行分类。它会针对每个属性上进行测试对目标进行分类,然后从每个属性中得到的规则中选择最小误分类的规则作为最终的分类模型。比如下面的例子很好的说明上述的描述。<br> 一个较小的总体分类误差意味着对正确分类提供了更多的贡献。</p>       <p><imglongdesc="./oner_data.png"alt="Alt text"title="" type="image/png" class="" 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"><br> 这是这个分类问题的混淆矩阵</p>       <p><imglongdesc="./oner_confusion_matrix.png"alt="Alt text"title="" type="image/png" class="" 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"></p>       <h5 id="朴素贝叶斯naive-bayesian">朴素贝叶斯(Naive Bayesian)</h5>   <p>贝叶斯分类依托于贝叶斯理论。基于先验概率的理解,根据样本数据的统计特征得出后验概率。是一种非常简单而且有效的分类方法。在数据较少的情况下也依然有效,同时也可以处理多类分类问题。缺点在于对输入数据的准备方式较为敏感。</p>   <blockquote> <p>补充贝叶斯公式、贝叶斯理论 <br> to be continue… 、</p> </blockquote>   <p>朴素贝叶斯的前提条件是:假设给定目标值时属性之间彼此相互独立。然后应用贝叶斯公式通过<span class="MathJax_Preview"></span><spanclass="MathJax_SVG"id="MathJax-Element-18-Frame"role="textbox"aria-readonly="true"style="font-size: 100%; display: 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"style="margin-top:0;margin-bottom:0;"></span></span> 计算出后验概率<spanclass="MathJax_Preview"></span><spanclass="MathJax_SVG"id="MathJax-Element-19-Frame"role="textbox"aria-readonly="true"style="font-size: 100%; display: 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text"title="" type="image/png" class="" 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"></p>   <p>下面举个栗子,看看贝叶斯的分类机制。 <br> 给定一个属性集合计算它属于其中某个类别的一个后验概率,然后选择概率最大的那个类别作为它的分类。需要注意的一点就是由于贝叶斯针对多个变量的连乘操作,我们在操作中需要进行加一避免0的出现。比如途中当outlook为overcast的时候(Play Golf=no)。</p>       <p><imglongdesc="./bayes2.png"alt="Alt text"title="" type="image/png" class="" 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"></p>   <ul><li>正态分布</li> </ul>       <p><imglongdesc="./gs.png"alt="Alt text"title="" type="image/png" class="" 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"></p>   <p><code>数值型离散化</code><br> <span 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称为<code>概率密度</code></p>       <h5 id="决策树-decision-tree">决策树 (Decision Tree)</h5>   <p>决策树可用来构建分类和回归模型,能够处理离散型和连续型的数据。分类的过程就是不断的把数据集合按照属性分成一个个较小的子集,属性的选择可用比如信息增益等方式,对每个选择的属性做一次判断然后将数据归入到特定的子集中不断的进行直到分类完全。这个用来做分析判断的属性所在的节点叫做决策节点也是最终形成树的中间节点。最后形成的树的叶子节点表示纯类。</p>       <p><imglongdesc="./tree.png"alt="Alt text"title="" type="image/png" class="" 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"></p>       <pre class="prettyprint hljs-dark"><codeclass="language-python hljs">构造决策树的核心算法来自 J.R.Quinlan发表的ID3算法,ID3使用的是自顶向下的贪婪算法,不经过回退操作在整个可能的空间中进行搜索.ID3使用熵和信息增益来构建决策树。<br></code></pre>   <ul><li><p><br> ID3使用熵(平均信息量)来计算样本间的同质性。即如果样本完全同质则信息熵为0,如果样本均匀包含各种可能性,则熵为1.熵在某种程度上表达了不确定性的多少。不确定性越大信息熵越大。数学之美一书中阐述过香农的信息熵理论。<imglongdesc="./ent.png"alt="Alt text"title="" type="image/png" class="" 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"><br> 使用id3进行构建决策树时候,需要计算两类熵。</p>   <ol> <li rel="1"><p>单个属性的信息熵<imglongdesc="./ent_one.png"alt="Alt text"title="" type="image/png" class="" src="data:image/png;base64,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"></p></li> <li rel="2"><p>多个属性的信息熵<imglongdesc="./ent_many.png"alt="Alt text"title="" type="image/png" class="" 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HCwAANPBwMzeQ8VkJ8r+N5KMYZO7pKx0HOnPLB7ExJjhsC/5wfwm/owgkw+cfoAoigPx05V8bvYRvn5oXkTG+4LlHvulMf0VPGwbaWZRMCZvlE8YLwPOkTloueEfiZ3U2vbUv0XUO8W5Y+iJYuxMOUILD8USbuN/u1P5B/Yh6OWAhr9etdzQjyCaM1cjH79BsR+8SaiO+qfzGqfQtWmLXUl8Nb+AhQsPUqoGXqMe178CpN4xNf8WKzNKtI+bkj0vOdmYNPSt/CpzyOYon0uqC5Z/bu6AAe2y4GnmUv1RuV34L7fuDvGLYiGqmgN5i/cgCz9g+41++nS+K3weUI8HsrSSUFVddBXlBMUoIDTBRz1W5xMlwKeKVDxm+Xiwyp+O9vKf6HxUmZJuRmSculi2kzLv9V+MU2aobKUh0qy6vfdS/ZKsaHy78gb/9Z3RWGuSDkJj5mpi2n6ltaT0zVdtyJ1oynd73q74G+1a8qp+/3wTlJ08jHJXIsZ1cemP6radx6TEnKu2JSa2HE0+4bF32ovl0pyvpFix3SqaNvQGVJC8k4px+y+WJG9+d85r6r8lvZRMb+m+75SnItSzrZ4aYz+M6CSQme8KyWn5UglFcU1O2W+DmZX5UwKUMCJAl5yXk6PdpkhBShQIaA+jpRnBmN4fjQyv5iCEEfcgazNrSzrLUw+/ihWD2tTkb8Tp+Qbhh7ssBStk7/Ee8PaOuWufOurJ4/DXY4h3RNxW8JHWCme4Wl5BKr1qTpuTfEA9ZSp+L/hxzA1cz2mVXrcUE1z/hO5iWPQYXYLJP8nHsNa2XmYgWGxHLbvO7EOhvXhNAUoUK2AyYW/atfnChSggL0FxPMih857DdE5sZi2OtOGy9a2FuQCDuw8iR6drP6NJFszqHp9EWSkLl6K7OjXMG+oqwWd4ufPT6ZiypBYYGY83hjr6kGnTN0ArYZOx4ro45g+7QNk2enB9uqTX2Hx7MOIXjEdQx0ZdMpVcNC+79Q6yPXgiwIUsFqAgafVVFyRAo4T8G41FMvTX8dt8XOwyOINH7XJX76Z5H180iwSI6/LQ9/FL9DET8Lksml2fyxRbVR028p38M8ePRlfPyie1blggPmxrbqVrXkvzUWGflylNRvUcB3dQ+5v24Bpi9JQVM39adXmIh4fFT96EcoWfITlTuqRtvu+fx3qUK0rV6AABfQCDDz1FJygwPUUEI/I6RiJlRkTUD7/EYxbuqf2QYS2OuqiH7E2cSP2NRmF16/D5WN10T6sjRmNaWejkbHSzF3y15NdzlvcfLXm5al4XTw46Qu7PKtTfnj7esQduOicmomH3EevXI/ny+MQMm4l9ulvwrEle3FikpWEmCHzcPb59U4eZmCvff961sEWa65LgbotwDGedbv9WXtXFJDvhk/agAOdJiI6xLVHGVbPV4qsxNU40O5hjAwLcr0xk/IjeWZH4/4feiPtw5mW75CuvqIGa/yO9Jh/YP/IRDHu0pntJwdeG7HqQCfMje4KG557AJT9hMR5P6Hd6BEIM/o9dINqOWOyNvu+q9TBGU7MgwJuLMDA040bj0WnAAVqIyAu/8eNRvf4lkhIX2qnxybJQxpex1P3F+H5whUYprIp/KtNZbgtBShAAbcQ4KV2t2gmFpICFLCvgHxH+GwMmX4NM9fPw9jaPqtT7qnbrH1m6/3/QkZAINo2Z9Bp3zZjahSggCcIsMfTE1qRdaAABWwQ0PVKigDRhq1sWnVMMgrXDtP8nrpNG3JlClCAAp4twB5Pz25f1o4CFDASEM/qPPIRXh7twKBT5BcQ3BbX6aFVRrXlHxSgAAVcTYCBp6u1CMtDAQo4TqA0E6ufm4l18i+dOuwVgD7tW9h2c4/DysKEKUABCriWAC+1u1Z7sDQUoAAFKEABClDAYwXY4+mxTcuKUYACFKAABShAAdcSYODpWu3B0lCAAhSgAAUoQAGPFWDg6bFNy4pRgAIUoAAFKEAB1xJg4Ola7cHSUIACbiEg/zpRd3h5eWn/9UdcVqko+QmkRAVWzPefhfTi2v6AuluAsJAUoAAFrBLgzUVWMXElClCAAqYC8kPop+L/hh/D1Mz14ucxm4oVinEk8SWEJd2KBXPGu+bPhJpWg39TgAIUcKIAf1rDidjMigIU8CSBBmj1wDBEqu7H6p1H8WLIHchLnIEpOYOQ8cVQBPnwgpIntTbrQgEK2EeAR0b7ODIVClDAbQTELxdlpSAuKlhzSdx/PBKPFGtKL//0ZUocovx1l9B17xORUlRWuYaN70ZEZAiObt+O1PdE0Jk3HGteH8ags7IU51CAAhRQBBh4ckegAAXqkIB8Kfw5hAzZDIxORkl5AdLG/omcwquA+iTSZ0/BW/nt8ULWX5AkyeDfagxTmbtA1AzdI8Kh2rYBX5RGYs2CAVDxqFqH9idWlQIUsFXA3JHU1jS4PgUoQAE3EBA/l5mVgOfGnzYYkwmELdqAMFF6dW4i4k8/gXcWDEMra4NH0UOauSMLRfgDp5rcgpbWbucGWiwiBShAAUcI8DDpCFWmSQEKuJ6AOhefzIpFzoypeFa5Eci4iOqSc6I3dDha19NdXjd8N3OpvfQQEse9hB39p+LdcGDbxu+RxxvYjVH5FwUoQAETAQaeJiD8kwIU8FAB9SWcOwoEd/CHj76KYrxn7nHID0Ly9m2GgPAE5JQbXmLXTRtfalcX7cHSSfOQF7UUCwb0Q7/H+wLZeSgoZeSpp+UEBShAATMCDDzNoHAWBSjggQLejdAsQMSHu/YiVw4Q5RuJ1q7ExwX10VBU1zswAjEh32Bh/FbNcrMExcjdvhTjxu5A5zfWY1FYK3jjRgT2HYjwoi+wYccJMPQ0C8eZFKAABRQBPseTOwIFKFBHBMQYzyNJmBQ2FuuKRJVDZyL5nZcxLKhxRf3lYDRpGaaNXYKMirliagKSf74fm7uMxDrt/IDYTByZFgJkxaFj9+kQnamal2om0o4sQFhjntfrSPhOAQpQQCfAwFMnwXcKUIACFKAABShAAYcK8JTcobxMnAIUoAAFKEABClBAJ8DAUyfBdwpQgAIUoAAFKEABhwow8HQoLxOnAAUoQAEKUIACFNAJMPDUSfCdAhSgAAUoQAEKUMChAgw8HcrLxClAAQpQgAIUoAAFdAIMPHUSfKcABShAAQpQgAIUcKgAA0+H8jJxClCAAhSgAAUoQAGdAANPnQTfKUABClCAAhSgAAUcKsDA06G8TJwCFKAABShAAQpQQCfAwFMnwXcKUIACFKAABShAAYcKMPB0KC8TpwAFKEABClCAAhTQCTDw1EnwnQIUoAAFKEABClDAoQIMPB3Ky8QpQAEKUIACFKAABXQCDDx1EnynAAUoQAEKUIACFHCoAANPh/IycQpQgAIUoAAFKEABnQADT50E3ylAAQpQgAIUoAAFHCrAwNOhvEycAhSgAAUoQAEKUEAnwMBTJ8F3ClCAAhSgAAUoQAGHCjDwdCgvE6cABShAAQpQgAIU0Akw8NRJ8J0CFKAABShAAQpQwKECDDwdysvEKUABClCAAhSgAAV0Agw8dRJ8pwAFKEABClCAAhRwqAADT4fyMnEKUIACFKAABShAAZ0AA0+dBN8pQAEKUIACFKAABRwqwMDTobxMnAIUoAAFKEABClBAJ8DAUyfBdwpQgAIUoAAFKEABhwow8HQoLxOnAAUoQAEKUIACFNAJMPDUSfCdAhSgAAUoQAEKUMChAgw8HcrLxClAAQpQgAIUoAAFdAIMPHUSfKcABShAAQpQgAIUcKgAA0+H8jJxClCAAhSgAAUoQAGdAANPnQTfKUABClCAAhSgAAUcKsDA06G8TJwCFKAABShAAQpQQCfAwFMnwXcKUIACFKAABShAAYcKMPB0KC8TpwAFKEABClCAAhTQCTDw1EnwnQIUoAAFKEABClDAoQIMPB3Ky8QpQAEKUIACFKAABXQC9XUTfKeAuwt4eXm5exVYfgpQwIUFJEly4dKxaBRwDwEGnu7RTiyllQL8YrASys1Xk08yys/kunktPL/49VoEwVM+kzyx9fz9lTV0jgAvtTvHmblQgAIUoAAFKECBOi/AwLPO7wIEoAAFKEABClCAAs4RYODpHGfmQgEKUIACFKAABeq8AAPPOr8LEIACFKAABShAAQo4R4CBp3OcmQsFKOBxAmoU745Ha3EDjXwTTb0WfRE2fxtyL53EZ5MfQL3J21BUozqXInfXBxgbrEs3Gi9vyUeppbROb8PYFg9g7BaRm7oQn704WCnPHSsPoczSNpxPAQpQ4DoJMPC8TvDMlgIUcHcBCZcuXhDBZQ8s3r4f51OGIffteZiyOQ/lNa7aNRRueRNhj30Hvze+wcUzR3Dxh3G49etPsP20FamePYTNH/6JyA924ZdJncDHltS4IbghBSjgIAEGng6CZbIUoEBdEvBG4zs64QGcQd750orAU+mN1PVcih7RhWlIT3oB9YLjsbNEDZT8iJeDtb2VMpf6BL5Zux14/lnMGtQePvCGT8C9mLbiZTza0gulR7fh5aF9tT2sJj2h1/YjbshkJOE3JI2L1PSA1qUmYF0pQAG3EGDg6RbNxEJSgAKuLXAVhZk/YAfuwvDObdFAV9iW4VgjnjdafuYwCj4Iw67lm3G0WXeEn/4OWw+cR/GB77Ee9+KRkFs1W5zNw7cZZ3BTMx80NApa5+Kzojx8MnMe1rebixOnMrHv1fqIHbcMn+Re0Wx7QzdM+2IFInGb6PFMwppBKl0p+E4BClDAZQQYeLpMU7AgFKCAewrsQ8yAHmgz7j94YN4cTOl9S0U1LuXjs/nRoofyTrQe97GYfw4XVV3wWOhZxL61Hu9u/w4YGYH7/W7QbHOLPzq1A66cK8VlJWj9WQSYPTTLTv+iCUrv8EcL78bo3LcH2ov0zhVf0yzn/xSgAAXcQICBpxs0EotIAQq4soA8xvNn0av5JdZM7AaV/qh6DScz1mDE21fF8r04vGygphL1bsPAqAFQZaxEzCpgdP8OaKyrXv3b0D8qFEVvv4tFpjcUtbwD94W2wJVfCnFGXYwDu/chv2U3hAQ10m3NdwpQgAIuL6A/RLp8SVlAClCAAm4lcANU3SPwcu9joke0J8I+OYfeSvkbwP++CIxuKf5oeS8iOjcxqFVjhDy3EPvevhP7xg1EkxZd0OO1Y+j3fF/c1bgtHnz5OTyQNhlt/Lqjx+qmeHNtJPo1rmewPScpQAEKuLaAl/gdXcm1i8jSUcA6Afm3lLk7W2fl7mu5/W+1XzqIuFH/wLKQOPxvzj0VPZ7u3jAm5fe032rn8cWkgfknBWogwB7PGqBxEwpQgAI1FxDP//xpB5Z939z4MnvNE+SWFLiuAufa3HFd82fm7iXAHk/3ai+WtgoB9nhWgeNhi9y+x9PD2sNSddjjaUmG8ylQdwXY41l32541pwAFKEABClCAAk4VYODpVG5mRgEKUIACFKAABequAAPPutv2rDkFKEABClCAAhRwqgADT6dyMzMKUIACFKAABShQdwUYeNbdtmfNKUABClCAAhSggFMFeFe7U7mZmSMFeFe7I3VdK225rflyDwFPefYljy/usb+xlK4vUN/1i8gSUoACFKgsUH4mt/JMD5kjP4bIE+on14MvClCAAoYCvNRuqMFpClCAAhSgAAUoQAGHCTDwdBgtE6YABShAAQpQgAIUMBRg4GmowWkKUIACFKAABShAAYcJMPB0GC0TpgAFKEABClCAAhQwFGDgaajBaQpQoI4KXEPhltdwx4vbUKiWCc5j5/xoPLOlEMqf7qxSdghxPYJQb+gHyLok1+YyslaORr3J21DkzvVi2SlAAbcUYODpls3GQlOAAvYVuAH+oY9iwrHN+DC7GOqjaViSdS8mhvrBYw6S3ydg9uZj7h9I27fhmRoFKOBkAY85pjrZjdlRgAKeJtDoTjz1TAu88/lOpHz4FVo/E4GuOIbPRM+n/FigesEzsGz/Wagv5SJx8mDNvBZz8dnpcjeQ6IFFy8YCr0YXaMQAACAASURBVKdiV4lhH24pcrfEI0yun/jXevIG7Dt9zQ3qwyJSgALuKsDA011bjuWmAAXsLKDt9cyKxeNKb+fNyNu8DM//8QROnDqCi+vvxOdv7EJu4UF8uisMO44eEc/anIdHW9azczkck1y9uyIwY+Q+zF93AMXaLNRHv8GUcUfw0PZMlJ/KwNv1P8Kwd7P0yx1TEqZKAQrUZQEGnnW59Vl3ClDAWKBRIPoPaIf2A/4PnRtJKDl/DkUfTkYbv45oMuB17Mo4iMM+fbDgjcZY2/thjF29H0WGHYjGqbnYX7eg31Mj8LfVH2Jt9gWlbOrSC8hr1wP972oMeLfEPQO6oeh0MS65WMlZHApQwHMEGHh6TluyJhSggF0F6sH35mZQPbVC9HjmKr8kpPRwqlQIGfQ01nw/G34r47Eh+7Jdc3VkYt4B4Vgw8RqSUjS/+uTt0xSBV/Jx4FgpoD6NH7dnI7x3IFo6shBMmwIUqNMCDDzrdPOz8hSggGWBvyHokRfx9i0fix5PzRjIepO3IHPLXM34zoAxWN9vOIYE3mg5CZdb0hhdh49AtIgsVS0bwzdgIJbNBOb27oZ6fiNFXZ/D8kfaec4NVS7nzwJRgAJekniRgQKeIODl5QXuzp7QktXXQW5rT/gtc0s19aTfaveUzySPL5b2Vs6ngG0C7PG0zYtrU4ACFKAABShAAQrUUICBZw3huBkFKEABClCAAhSggG0CDDxt8+LaFKAABShAAQpQgAI1FGDgWUM4bkYBClCAAhSgAAUoYJsAA0/bvLg2BShAAQpQgAIUoEANBRh41hCOm1GAAhSgAAUoQAEK2CbAwNM2L65NAQpQgAIUoAAFKFBDAT7Hs4Zw3Mz1BOTn7PFFAQpQwFECnvJMUkf5MF0KWCNQ35qVuA4F3EUgr7DYXYpqUzkD/RvDU+tmE4R2ZdnDk4MAT3lYuVwPT9lv5X2OLwpQoPYCvNRee0OmQAEKUIACFKAABShghQADTyuQuAoFKEABClCAAhSgQO0FGHjW3pApUIACFKAABShAAQpYIcDA0wokrkIBClCAAhSgAAUoUHsBBp61N2QKFLhuAuozP+KDF+6BfOND7xc+RP4l9XUrCzOmAAUoQAEKVCfAwLM6IS6ngMsK/IXjaf/Gey2X4OfCk1jfKwvv7Sp02dK6X8HUKP3lK8wcHI6bg0Jx8+Cl2HnqqvtVw7TEpUexY9lUtJPrFDQOszNOwS1PV8p+wnu9GisnXfKJV6D/i9h6psy0tvybAhRwMQEGni7WICwOBawXuAHNbwsA9u/Ennyg/ZNv4vWH/HD2qxcR2Gs5DsnfwWc+x3TlC/kYtoqe0VEvjMco5Uv6Uby5pwhqZflDmP7CQ5ov8OFvYM/udzGu62v4oUQOR/7ADwsHYNxHue4ZnFiPaWbNImxf9gPuiP8UJz4ehW65XyN2629u7lCGorTPkdFlBvIyZmDETb9i5fRU/OS28drtePT9/ymPbMorXIaIFnxCoJkdmbMo4FICDDxdqjlYGArYIuANnz5TsWHKrdgxPASjFn6MQ2eq6pG7gl9xP+b/chypc+pj1cb/iLBSfp0DesXh4C87EYNUpJ7/O54I+xnfHTwPlPwX3315N57o3w5172DRCo+unI/ooJtQfOI3HEVjdG7bzM0d6kP1yEtYEOqH+i1aoWMD0fxtmsC37jWuvOPzRQEKXAcBHm6uAzqzpID9BHxx+32TEJu1C5O9N+LZ935AVY/Qv/HOO9G2kS9atm1lUIRmCLqrLRo2aonbWolIpN5t6DOsC77JOIiigzvxzeBH0MdPjlDq2kv0Dm6eJS5Hh+Ou6d8B/Qfj0Y4+HoJwFYVbNuHti00xIupeBLrtN8Gv+Ozpv3OMs4fslaxG3RBw28NN3Wge1pICVQkUYOs/X8QHP4kxet4N4dtUvszojYZNbkaLPy+g5MpfOPvL/2D7qE/Rk3p3fwzc9Cqmxe/FwNC74CnhVlWalZfJvYOLcD43XbnUHrBzDSJe3YGiyiu62RwxdjU3FbPm7kXAU1Mxb0hr9+zFrd8Vz/xQLC6z/4497z8DbFqMVRzj7Gb7IotbFwUYeNbFVmedPUTAH/dOCsPZBfchyL8Nnj0cjlXP9IGqy2N46d6vEdkhGC/uKIZ/yxpU17czHnq2Jfbm98S9d99cgwQ8aRMRzPu1QvubPKFOctC5CZMfex8nHp2N9XPvg8pjvgWaoHkTj2gkT9jRWAcKWBTwEr93LFlcygUUcCMBT/pdaFN2+a5d5/7m9V/49aNnMCr/aWx75T6X6/GUPRx+6Co7gDd7TcGCi5rWaNJ/FN6f9gQeuMPXtHns/rfjfqv9ErKWTcAD/y4wKHNrzP74HfyzWyODefaZdORnsvzgcgwYOAe/KUW9H88um41xI0LQ3EGBtFP2OfuwMxUKuLQAA0+Xbh4WzhYBR37J2VIOR6zr9MBTnYtPRy0GFv4bj7X/myOqVKs0PT0IcFzgWSt2mzf2pM+kp+9zNjcuN6BADQX47IkawnEzCni0gHcQHvsowaOryMpRgAIUoIDzBRx0UcL5FWGOFKAABShAAQpQgAKuLcDA07Xbh6WjAAUoQAEKUIACHiPAwNNjmpIVoQAFKEABClCAAq4twMDTtduHpaMABShAAQpQgAIeI8CbizymKVkRTxeQ76rlq0JAvmPak1+eUj/ut568l7JuFLBdgIGn7WbcggLXRcC5z/G8LlW0OlNPf7QNH6dk9a7gtBUZQDuNmhl5uAAvtXt4A7N6FKAABShAAQpQwFUEGHi6SkuwHBSgAAUoQAEKUMDDBRh4engDs3oUoAAFKEABClDAVQQYeLpKS7AcFKAABShAAQpQwMMFGHh6eAOzehSgAAUoQAEKUMBVBBh4ukpLsBwOFLiKswc/xpLhQZDvTA30D8KohR/j0JmrVuZZgK0vdEbgC5/jrJVbaFYrw9mvXhT5vYitZ8ps2tL6lU3rdg+mv/sjzqqtT4FrViNQvBszO4fi5qDReHP/pWpWdoPFpXn4bM44UR+5TuMwc3MeSt2g2OaLqEbpntfQW/5c91qOQ476mJnPnHMpQIEaCDDwrAEaN3EnATUuH3wPLw6ciwPd38EPBRdw8Nt/wX/Ts3h28Tc4bSFAKz+4HGH+nTH9qwKXrqz61DeIj9qIelN3IbewGLk/vw6/rRMwY2MuLFTNQfWRg/P7XN7L9sr/hdzPPsLqK7Zv6ZpbiPokL0X0562RmPEF9r7SEKunL8Unv/zlmsWtrlTqPHy9YgPOVLcel1OAAi4jwMDTZZqCBXGMwBXk79mCvXgIY8bfi+be3mgYGIFhI7rgTPpPyM//DNN1AWbZT3ivV2OELV+OdybMwW/4FZ89/XeErdqLio6UEvz61WsYpfScil6W4a9ha36JKLql+dpalWbiPbnHdfhKHLpkr5DwLxzfuQm7RryECX1UkD/M3i16i7p1xnffrUHskwOwZM8fYq62V+jJJPxakoutCx/V9Px2nYAPfjoF9ZnPhcF9GDVc9Or6T8Knu5MNeocn4r1/T9SsL9e5q1ieJ+p76X/49IV7tPNHYvoLT2HSpp8VL9t7hrVGrvhW/B98EP8Xpv8jFC1dsXw2l+l3/Pf7X4GAv+MuP1+0Dw4W9bqI8yUVe7jNSV63DcR+/cNHWHp1FGIm9bxupWDGFKCAbQIMPG3z4tpuJ3AeJw+fNCn1jfBt5gOcPo9ic0Fgg/sw/p35uA2349H3/4f053pC90sL5fmpmPf017jt/f8i95ediMEGTHolFUfzzM1PQV65nHUudiybh8WIRtKqZ9Cpkb0+dmW4dOF33NjMFzfpa1gPPk2aAfXvxn0Pq5Ca8V9xGfU8sjN+Rr/InlB/uQCvnRuHPXLP79q7sWPJdhxXyngV/iM+wsGCKcDK5Tg7IhUHRQ9qXuFqPPOP1eJdnv4VSSOysWp7Hq6dzsJX3z2IpJwLYv4niH3rQ6wUwbzslffWw2iuL487T2h7OwPux9C+fu5ckcplb94Evvrd8ByyT1yovI6rz1F6O1PQYcRg9Gh2g6uXluWjAAW0AvpDD0Uo4JkCN6PVna1MqvYnSs6JUW0tb0Zjm4LAazh7JAvfoRnat24G70Yd0euBQODYKeT919z8cyhWOjd347NNu9Gi3d/R/tYGJmWpzZ/10ajprfjzXAkqrgSXo/TiOZFoQwQOfhpDv9yJ7MKD+O7LLnj4XhWuiED1zEej0ad1U9w9cCb27spC7plrYv1mCLqrLRqqL+HCMR/NtFI0MVQh/3NtD+jtiFz5szLXu90A/HNhU6Tc19tzx5QqvZ2nMfGFCAR52pFy/28o1HdyNkNwm6ZKu7rPf9reziPD8OzgINRzn4KzpBSo8wKedjit8w1KAFOBm9Du7p5oga+wLvkALovLzpfztiJl0yn0fHYwOjeWv7Ku4PeLpSg9dhi5f2q29/ZphramSeEGNO8YgntxDvkF56C+dAQ/7MhDi8E90SvY3PxuCFQ6YiLx+vv/wu0fLcKyb07Ycezl39C25wB0WLkU7+wpEunKQeJWfLrpGB4b2BW3+N6Fewf/jE/feA/fDO6PYN8GSqDa4sn1osdT7sGU/y1DhMqgt8i7EZq2K0Xuf48LK/klhipsXY3Ubu/jZ7nHc1IXjYq3Hzo9NAWx3y5B81XzkHpIvj3lqnCUhT3jVZZ3CJ9d+R2rnx2G5k98jNMowIInFuKzU/qIzQ0reivu6n27aKqT+O3MWRz4NhOnbwpGt8CKPnP3qNQVHDu4F2dOv4nIDq0wdP5u4PgcDJ1q6w2A7lFblpICniTAwNOTWpN1MSPgDZ8+U7Hh4ynwf7c/7vYXPX33vQU8uwoLxnRFw1v/D8Oevwvf/bMHusSkAe01l1S9W4bgoRE3VRrjWU/09L34r87Y9fRdCLqjPz5oNR2rnrkHjc3O74XGSoluQOPuUZg5pw0+fWUZtp+y9m56M9UxmeXdfijmfvwATk3ugCC5bn0/AB5fiqkD24gxnzcjOLQLftxUgIGhd8EHf8PtD8/Gq80+ED2e8t394p/pnfre7RA6IxJYco+wkteZgcN3jUSfTYPRxT8MK/bLBSjDGeVufbG8w2Ck3jsa9we0Q5eBfZDzz+7ou/BbN75LugK4freJOJKbgfPi39mPnxBjIVtj9sev4FE/3cCLinXdZ+pvCIyIwqv3ZCM69DE88O9yTFoehX6N3e2roBE6PfeV9uSpCKlz+gJt5yM13lOGebjPHsWSUsBWAS9JvGzdiOtTwBUFvLy8lC8iVyxbbcskB4lyDyVfGgHZw5MPXfK+7An186TPpKfvczy2UMBZAu52mussF+ZDAQpQgAIUoAAFKGBnAQaedgZlchSgAAUoQAEKUIAC5gUYeJp34VwKUIACFKAABShAATsLMPC0MyiTowAFKEABClCAAhQwL8DA07wL51KAAhSgAAUoQAEK2FnAnZ8LYmcKJkcB1xaQ76rlq0JAvmPak1+eUj/ut568l7JuFLBdgIGn7WbcggLXRYCPU6pg9/RH2/BxShVt7SpTDKBdpSVYDncX4KV2d29Blp8CFKAABShAAQq4iQADTzdpKBaTAhSgAAUoQAEKuLsAA093b0GWnwIUoAAFKEABCriJAANPN2koFpMCFKAABShAAQq4uwADT3dvQZafAhSgAAUoQAEKuIkAA083aSgWkwLmBMoPLkeYeMySfMdtoP89mP7ujzirNrdmGc5+9SICX/gcZ80t5jwKUIACFKCAEwQYeDoBmVlQwKECbecj9bdi5O6fhfqr/o2MY3+Zya4+mj+0DHlvPYzmZpZyljkBNUp/ycCbE4bi5qBQ3Dx4KXaeumpuRfeaV5qHz+aM09QpaBxmZ5yC2XMVV69V2U94r5fupEt+fxFbz5S5eqlZPgrUeQEGnnV+FyCAZwio8WdpKTRfu9reTV1PaNdJ+DSvBErvaK/lOFRWgK0v3INRL4zHKGWdR/Hmt2n4+MkBWLLnD8EhAq49r6H3k0n41S0jEnu1aBG2rzuEbq9twH9j70WT3M147uPDWmN75eHsdMpQlPYRNgfG4MT+pZgddBIr39qJPLdt59vx6Pv/g/yM27zCZYhowUdTO3uPYn4UsFWAgaetYlyfAq4mcHwOht7WFHff9yn8VizG8PaNNL2bypfxr0gakY1V2/NMAqYr+BX3Y/4vx5E6pz5WbfoDd0bejW8y/otSnEd2xs/oFxmKtnX6CNEKj86fjP5+jdCiTSvciAZof3MjuDdJfagemYM1UR3RsLgIR05cRZO72sDPvSvlap9IlocCFKhCgIebKnC4iAJuIaBcaj+hBJDJGb/gsuixvJz/OZYMDxKXH29H5MqfzVbjxjvvRNtGvmjZtpVYfiP8730EA7/ciezCg/juyy54+N5Wbh5kma227TPVBfgi4Rucvqknnhlwm/ubnPoKY8XQgVtCl2ATuuHFR+6Aj+0qLrLFr/js6b8rY5x7v/Ah8i+5bdeti3iyGBRwvAADT8cbMwcKOEGgCTqNfh5DN72Pr/PPI3/raqR2ex8/F4oez0ldrMvf9y7cO3g3lj6/CN8M7o9gXx4egBLkJL2Fl7bfjEnLJ+ER/wbWWbryWn4PYU1uBs7Ll9rbHMJrTy3H5lNuODayflc884N8if137Hn/GWDTYqzaVejK8iwbBSggBPjNwt2AAp4iIAeOI4rw1d6zaDdgNPpsGowu/mFYsd/aCt6MzkOG4oYf/sLA0LvcuBfM2vpWt54IOtfOR8TCsxj97uuYF+rnWQfMhs3Rvm3D6hDcaHkTNG9ykxuVl0WlQN0U8JLEq25WnbX2NAEvLy/lJgNPq5dcH/lxSfINFI5+qfOTMH54Pp79dg56uXCPp+zh8ENX2QG82WsKFlw0UG/yBHb8MBEhDr6HRd6XHVO/S8haNgEP/LtAU6mbumH20kmYEBbgkBMNR34m5ZvlBgycg9+UmtyPZ5fNxrgRIWjuoO4Up+xzBrsaJyngqQIMPD21ZetgvRz5JXe9OZ0TeP6FXz/6B+YhBglPBrl0756nBwGOCzyduyd70mfS0/c55+4ZzK0uCzj4vL0u07LuFHA3gb/h9icT8IG7FZvlpQAFKEABtxFw0EUJt6k/C0oBClCAAhSgAAUo4CQBBp5OgmY2FKAABShAAQpQoK4LMPCs63sA608BClCAAhSgAAWcJMDA00nQzIYCFKAABShAAQrUdQHe1V7X9wAPqr98By1fFKAABRwl4JhHXDmqtEyXAq4pwLvaXbNdWKoaCvCLoYZwbraZpzxuyBK7p9TP0x6nZKm9OJ8CFLBegJfarbfimhSgAAUoQAEKUIACtRBg4FkLPG5KAQpQgAIUoAAFKGC9AANP6624JgUoQAEKUIACFKBALQQYeNYCj5tSgAIUoAAFKEABClgvwMDTeiuuSQEKUIACFKAABShQCwEGnrXA46YUoAAFKEABClCAAtYLMPC03oprUoACFKDA9Ra4lIc9qyagt39nTP+qwKA0f+CHhfch0L8xwlb9hHKDJZykAAVcR4CBp+u0BUtCAQpQgAJVClzCoXVzkXrOB7ebrKfO/wrvrvzZZC7/pAAFXE2AgaertQjLQwEKUIACFgQaodNzHyL2mX7wN1rjD+z9aB2uxvwLz7Y1WsA/KEABFxNg4OliDcLiUIACFKCAbQKa3k4Vhj54D262bVOuTQEKOFmAgaeTwZkdBShAAQrYU0Du7XwPOZOexoPtb7JnwkyLAhRwgAB/q90BqEySAhSgAAWcJFD2Gw59+TPOHB+MLiu1ec4fi5fbbkHsQ62dVAhmQwEKWCvgJYmXtStzPQq4soCXlxe4O7tyC9mvbJ7e1p5SP7keeYXF9mt4iJuLVj2GofN3V6Q5Yj1+eOthNJfnlP2E9+7th4/G7ML257qiXsVatZ6S75bn8aXWjEyAAmDgyZ3AYwQ85cvaYxrEgRXx9Lb2lPrZP/B04E5VTdIMPKsB4mIKWCnAMZ5WQnE1ClCAAhSgAAUoQIHaCTDwrJ0ft6YABShAAQpQgAIUsFKAgaeVUFyNAhSgAAUoQAEKUKB2Agw8a+fHrSlAAQpQgAIUoAAFrBRg4GklFFejAAUoQAEKUIACFKidAO9qr50ft3YhAfkOWr4oQAEKOEqAj1NylCzTrUsCfIB8XWptD68rvxQ8vIFZPQpQgAIUcHsBXmp3+yZkBShAAQpQgAIUoIB7CDDwdI92YikpQAEKUIACFKCA2wvwUrvbNyErQAEK1FbgXJs7jJJoduIXo7/5BwUoQAEK2EeAPZ72cWQqFKCAmwqYBp1yNczNc9PqsdgUoAAFXEqAgadLNQcLQwEKUIACFKAABTxXgIGn57Yta0YBClCAAhSgAAVcSoCBp0s1BwtDAQpQgAIUoAAFPFeAgafnti1rRgEKUIACFKAABVxKgIGnSzUHC0MBClCAAhSgAAU8V4CBp+e2LWtGAQpQgAIUoAAFXEqAgadLNQcLQwEKUIACFKAABTxXgIGn57Yta0YBClCAAhSgAAVcSoCBp0s1BwtDAQpQgAIUoAAFPFeAgafnti1rRgEKUIACFKAABVxKgIGnSzUHC0MBClCAAhSgAAU8V4CBp+e2LWtGAQpQgAIUoAAFXEqAgadLNQcLQwEKUIACFKAABTxXgIGn57Yta0YBClCAAhSgAAVcSoCBp0s1BwtDAQpQgAIUoAAFPFfASxIvz60ea0YBClCgssC5NndUnlnFnGYnfqliKRdRgAIUoIC1AuzxtFaK61GAAh4jYEsgacu6HgPEilCAAhRwkAADTwfBMlkKUMC1BawJKK1Zx7VrydJRgAIUcC0BBp6u1R4sDQUo4ESBqgLLqpY5sYjMigIUoIBHCTDw9KjmZGUoQAFbBcwFmObm2Zou16cABShAgcoCDDwrm3AOBShQxwQMA03D6TrGwOpSgAIUcLgA72p3ODEzoAAFKEABClCAAhSQBdjjyf2AAhSgAAUoQAEKUMApAvWdkksdzGTovPQ6WGtWmQIUoAAFKOAcgdS5Yc7JiLnYVYA9nnblZGIUoAAFKEABClCAApYE2ONpScZO83lGZidIJkMBClCAAhQQAryi6N67AXs83bv9WHoKUIACFKAABSjgNgIMPN2mqVhQClCAAhSgAAUo4N4CDDzdu/1YegpQgAIUoAAFKOA2Agw8XbKpLiArbjD8o9biSKnacgnLshAXGIiolBOW13HEEqN8r6Io/TX09/KCl5cTy2JUBtsrWZYVh8DAOGSVmWxbug9x/QPRP24fSk0WOfxPJe/uiEo85Py8zVZOsx969V+KLNP9UPGfiJQiU0CzCWlnqlGatRT9/ccj8UhxVStav+y6tZcD6mJ9re24prYeXoMRl3XBJN1S5Thk8/HF3vvxdWtjmcPKY7GJnP3+dED72L1OVRwn7AfBlDxIgIGn0xtTPpj3F0GaHKgZ/wuMy0IZ5APNB5gW3w4rFj2Jjj6XTdb3R/+YJGQVXbVDyUVeuelIjIkwKEsEYhK/tD794t1YNvo/GJR5HpKUh7XD2lRRLhGkZqUgLipYm59cl0Sk51oRhCiBTn/x5ejgcNCnB6auX4L28fOwutIXcRVVq2aREuiatLeXl7Beuw9FyrmFOHivnof49rOwaGwn+Mj7Qe5WAysvcSKyFNutsaqmLNYvboqQqSuR3H4Dpq3O1ATD6uNImTgZcZ/nAT1PY+/X7yMmYi7Si9UwX0exj+sC/NJMrJ62Ae1XzMXYjo2hLtqHtQb7nn/USuwzu1/L+00SYvr7a/cb4ZZyRFMeR7SXsq8Zfza9vEw+dyZ1kU3VRVlIiYuCv66d+8cgMT3XRU4iKlrd+KTLGz4hk7A+uR3ip32gPcG4ipMpMRgftwXHcQt+27tFHCNGISb9d4hGFie7pjby37rPpul+XJEvlADSH5rjnMF83WTpEaTo94dgRC3do/lsOKKNRZ7m91fDz2R1x2JR7/6zkFLtZ/IEUqIC4RWVgiJdXa1+t3f7mNapzPJny6SMlj+vZo4TJtvyTwoYCjDwNNRw9nRALDKvSSJg0/zLmxaC+upcfDJrJRosmIyhrRpUlGhMMgrl9Uq2IfLUEnQfux65VXSGVmxoeUp9MhVTQqdgl99cFJbLZShHSU4MOuR8hp2FVga2ly7gVFFrtPf3sZyRskQ+4K3EU93fwdlHPkWJUpd0PI+NuD9UHLxPWplfNbnYY7F3qzD8YyoQ/8l+WBES25hlKGIzL6Lk8BqMUW3DkrHjMTv1OMpyUzBrekMsiHkIreRPZXEG5odOQ3a/jzRW5YX4Iuw8dhy6aGN+tVzduw3C/zFKYKRinwgu4d0Ww1a/gf75qzH9w1Qs2dUCL26dh7DGhocSuY4l+v1aypuGkPp/IveTOExv8A/EDG2r/HKFuvA/+KH5VOSUlIv9ei+m/rYQQ5ftNmN+FYXfHkLzWRnC4i8UpvXGvuFz8Unun0rlHNleAbGZuFaSjYQxtyBjyRgMmf0lTqor10UOquKfehxvn30EGXJ9pIvIeb4eku4fjikpx8VphCu/GqBV+BhMxSZ8su+cKKj4e9hivNP/BGZMXyfq/TOavrgWi8NuNaqEYqM9dknSTkwLEadLpvuxbovSQ0icNAdb0FA3x+RdNp2L4ft6I63wL5QXvIb6sVOwLEMEu+LlyDYGzH8m1dUdi8sLkNYrC8ND31BOvEwqZPBnGwxbmwdp7TCoDOZaP2m/9hENZPL9UvVny7CMVX5eTY8ThhtymgImAobfFiaL+Of1EFDnfY+N27rh8b7tzP+slE8njHkhCgHb9uHQ6Wv6Ihqfvcu9MynILb2M3MSR8I9J13+Zq3MTEeE1Eom5J5Dx1iJ8/eBrWDSlD1TKniDOroPCEL04QfkSgaUeCF2u175H3L3DsQ7vYLj/DRU9W7rlRu/nsO+TDciZEYNXhnUUPXri5dMRw+bMR2yHb/DOiyF9bwAAIABJREFU1nyoTXs19X+fQtayaZh+NAPTu/uK3hVxST9Z9LjpX8XITZmlvdwv9wwa9JxVVweRhrpoO2b1N7zE3RRdHx6G4KQdyJSDLbu/hHPHMDwyIECkLL6QN/+Ivbu/wbbwgegbeKOSW9kv+5Fc1AePPKi18lYhJGoeFss9ynoXbe+vwd/KfuAfhTfe0Pa8GVzWtrRM2Sf8Z1V8eaqPIDEiEBGJR0TAJMra9UFEBu/C1kwRlCg9ni9jZ7unMCN0EGb0O4NlUW9VvhRvaqY+ht0b9yP88d4I1B516ouettXTIhDkI2b4/B39B3VA0akLuGS6rdhbQl5ajGkDgsRUA6juG4xBAfux69BZ7ZrWtpfmaoPFHrdK+WpniP30wUf6KH8UJW7D3qKjJnVRo3hfKuJzRmLOK0M19UFjBA2bgbjYtkh8Jw25R8TnztAYvyM9po/GWF2EfUvHIyJmtehZHKnv6VPaS/QW7zsh75+iBzDlmEkvuKbn94I8bETXy6r0zMqffbHfKulW9MAqn4sTe7Ds8ek4enQ6ut8g91Rqh0v43I2HI1shaetBcazQ9HhO2NkSs2YMQuiMLriw7EUzl+JNwf5Ensl+rKyhPon0RfOwq99czBlk6YrIWRzatR8BgwbjPlUDEWjeh1GR0JZHTsXaNharGnwelPyt+s/0M5mFouqOxd6tcN/wAQgoOocLl4S3kq9Bb7C+N9Rgv1PWEW35xmuI8pfXFdPy0BrlM9dH06uslFcE4uLY7RWRqOlgsEv7iF2iUp2q+2xV4FX9eTU5TlRsxikKVBJg4FmJ5HrOEL2CBXnINghAKpdGjcsXz+GyyYL6IdOQp+t9KEnFoH0z8Pwnv6F934EigErBDqVHUfPFkB39BCLancH+5AsYMOj/ND1sJulB/mKcPxqTTz2Fw6IHp7wwHq0+j8LYNXIwon3d0BvTvkvGGExAcuE1aHq2dAtN3suOa/LreYf4SjZ4+bRHtx5NsW3X/3DaYLbxpDg4vhiH2ABdT5q4pD88ULtKOYrT30Do5NOIPHwRkuiFWN/qc/RUeoStqIPSUzUTJyPXYGW0fIlb8/Ju3xkDGv6A/b+YSovlpl8w+i998UVSg8tpKr8GOJ9z0jgou6Mbhqs+x9vL1lk3FEFbbuWt6BTOB81ErugdLFhxE2ZP2VTRO25mWV773ng8eBs27DihtK3y5ZQ9EBMi2mtOfrxbo/OABkjeL3pmlR7PFZg2tBuan2iNng8+jcVrX0CIHDxW9SotRE625RMqddEPSN7SCDOjeqJlVemIZer8A9h+tA2C296sX7PK9tKvZYcJVTMRAp0yqctl/LL/BxQN6I47jXp+G+OObndDJU4S/+fbQxhrg3e5GMUHsTWplTjBbIqf4kUvcLn4DC2eKE76/o2oU/OUXnDlc3Z0O5LTm+D5tGysDT+D1RNeQXaX1dorFFvFiUhHNDX72T+C8xlvY2isL1YU/CU+F4VI7fIb9pzpjBc3xiJAf7VlNYap5Mc534j2nXugYfJ+/FKm6fFMmPYoOjcHbus5SJRLtHlI02oAS1Fgsh+LiuLImvlYjGfwxtjOaGIphbIzyN8D9GnfApqHS9+IJs19jU5EnNbGoowqP3GUqu5YLALqb5O343J0OHq2FKWuH4JpeborWOeROegghj9v8NnT1/0P/HY+GK/kiuOq3LM7ex4+yfND38dF4L/hW9GjLlZUTtTyET3hfu2Jmj3ap/rvF3OfLX2xDSbMfl4NjxMG63KSAqYC1XxbmK7Ov+0qoO91kM985TFSxbh04RyK/JrC11LLlP4Pm9Z+ASgHuxvMF0fpPWqDo+dE31GgHFRoexSVg9lJRI66D63+OI7so03h1/QmJQ3jHlNRlu3fiS9GIDJqkBhn6g1v1b0YG9kN2zZ+jzx95Gk+e7Nzz8r5GQcLmvU0XzDYk49CW+5T0WfyBzK3bhMFHYURYtyg6CpB6NjHEb7tG+zO/NFyHcpFApf34K1J/8CWQf82CjqVpL0boVnA78g+fl6fk37C6AtG90Wjfbfqcpr4AjiSjs3bj4okB2HqyCBcPfWXaItGFb3cjUMxJ+MDDDq1FPd3aKLpGYnbqunJ0hfEwkTAAIx8WO4pbYCWbduh4dFzKNG1mbllaCe+9NorPXN54jKy3GuVHTkMD+iHetSHb7PmOJp9HLo+Rs2XrC5oMS2Hrmda0/uj9DAqQzJE0OarCSsqttCMf6vnPxUnB0Vj+J3NKwwqVqqYEj2uqYuXIjv6eTzZVXeaIBZX1V4VW9dsSvSaf71ZREXiQmno1KHo4X1RDC8xrMt5HM8+gYDgthBxmsHLGw2bNBMXl3OQf0obWCg9iqKHNHMHkoJFD3e7k9i5+gZEPny39qSnKe7seTu+3ntUMzZUbq9RPcQVCV2vajiixvfSXqEwyEo3qf/sX8FNSt4lOH7yD6hFj3kP0Wv8krgcbunl7dsMAUfzcPys7oMoTvimfWlx3PbR6d1xg+6kS/TMZpVdwQWj/Vi+8XAppuzqheWz7rdcZksFMp3vyDYWp1zGn8ku8LZ0LF43XDOOt95ArG02FRnLh5o5eW+Kzv1DhafBZ09fnw4YNDJc6Rn3btkWdzY8i3Ml9REodxIkfoyteX9qeiazwzHqgTb6z0Pt20dd9feLpc+WvtzyRFWfVzPHCaNt+QcFNAKWwhv6OENA3+sgBy2aMVIWs9Ud7HyfxK7guMoHu9JcpG+K016+8UX36RmapLyDMEJcvssWAWNurriMn90PEd2bAc3bIjhAjM+8cEVZT9djei1T9IbIc0rOiy9XXzRvorn0K07n4dtUbGf2QKrJqsr/lfxOmAnk/sTFsyVyVwf8TWOSKhPULbwkvuwuoGHzJvrRY96+IqAWIdK5gjMW66BcQS9KxboPC3UJWf9eqx5POShrAt87x2JdhxlYk/kepoYY9QFryyEuXQVFYNrabLFviHGNmTPgt2UcQudn6IdNWF/g6ta8EUEjJmJGtgjWcw+Ly8ji5CTibuOe6eqSMFqu65nWBOPK2GWj5YZ/aMe/lX+JRw6/qh1DabjccFrcuBI/CcPzR2D9gsFmvuwN19VNi5snUiaKwF0OgjWfC8OAqbrL7sq6vsEYv84fM9ak4sOpPfS94rocgJvRNlic6BkG5spC3dWJDmIMdFNNYKEM3/hdnCztQrA87EA5AfwU4zvcpC3jDfAf/o5RT58mH23Q0LAZmjQ0OWxb+OzXD3kWX61/COUrw1HP8BJ8RcFrNWU0xlMZx2uanBg/uD8D29aNxZ2+9Yz8Oyo3UpquX5u/tTfwyO18Q3eDYTm6k/qqbko095msondXHm9ffgzJ0cD27FMVV4DEJzM3faP+hsAbuoshDTZUyTvoYcTMOImNuw8jVzn5ewDdjXrQbUhMrFp9+ximZ+1ny5bPq2H6nKZAhYDJEaxiAaeuh4A3GongTiUCKX0Pla4YupuLJHHJTTcuTrcMZ8Rl8acw+ot6GJ0hLjdLJciMDdUu9Ubj7g8gMjsJr7++EVflHhv5YFa/LboNb4rtW/6jubSjT0s74Xsz/FQlOHtRcwOHuL6MEtEDgIBmlntjTdMw/FuX395fjAOn0nzs33cB4f3+Xu0lVsPkKqYboanoIb589qJ++IG6RATUou+pWesWFuugHM/lwP+8GJaw5R+VbwBRX8K5o7caXc7V51mrHk+DoGznYkSFqESPxk2iDn8TJwGXDL7E9LmJCTGuMeRRjLQ4BtJw3RpON74bEZEnkfR6HJKujsDIHuIkQ/8SbX/urJkePf0K1U80EicDKjEWrkTXm2ayieip7jWoD4p25eOUrnfWaBVxyTbxnxiy5f+Q9uFMhIlxgEYvi+1VH6phq8VnQg6CNZ8Lwy/kqoNiwy9vcVk7Su55FLlWqktDcUld9EJuz8RhozHBxeIS/EEUhfdAJ3Ep1lu5+iAut2/biq3JXTVDGZQTsseQkHNFW0ZLPefaY8Plc7h42RBIHk5i6bMvxpmGPa45eSlPR+TP8vCbXAv7mLi6W3IORwMC0bZ5jc4ABYzpfiz3mO40qFeF/xH5RkrDBqzfAu3FMNo9+WfEkUZ+aU5IVeKz3Ui3nsU2llfQBkRyO1/LNBiWI3tWc1IPc5/JKo7FcnbykJPlCeKGuPl4Tnnig+iRlof8jP4KGJ2s3BCoP4mX17fq1QzdI/ohOykOryddE1dCuhmd/NW+fSzVqZrPlrmym/282uE4YS4vzvM4AQaeLtWkoperdSCC5cvE4nKLzS+/zugZ5CNuQNiDndm/V2yuBBUlWLeuicElvWboMe55DPj6Vcxarn1sifhK0o8fbdZFBCJicP/aLcqzRNVF32FNkvHNIRUZ6Ka0vQ66AfG62cq7yG/kKHRYshgLdY/CkW/8mT8H03O04wmVS2klOHxcXBqUew8+T8YWXZeB8sX0O7YfKDD54rxFHKzDRUE3YJP8bEgx7ipjzUbNjTrd77Fch3rawvl0x8S4UcifHItUZRysZr4y1ulyL3S7w9JduEaVq+UfPmjdoZXRMIYy8QSAiXEp+sdaacZUndAE6FU51bgkmi+9nHU70SDyQXQ1HLOpLsCB7VcxvFtb42DBlrx8/NEheL/ozTmmbT/5hovxFY+T0l7OVg3vhjvkiKQoBVGil05zg5P8xfgSwpJuw3pzQadY3antVaku4uSux1BM7fAJ5i9M1Q6HkG94W4Jp049XjNPzloc0tMKSx8Ygabh2KEP9APSfeBmzF27UPrNXbLd9KSYulR+tZvjSnkDiC6zd9L/Kj2iq9Nm/Jgj/iSjd8IzLxTh39SZlOEcD//boc3QfDuQbHmP+RP6Bfbis8zfM2urpyvtx1ZsaHi+ao1O/bji65Ut8Kx6ppT75LTYkiRE0Bj3vTm1jcTpY7bFYOXZMAqYbPnqtFbr1DISP6IXeuTNbfzJctYNuqbaNcz7EugZD8HBXw15Xe7SPuTpV9dnSXS2Qb0b9verPq1wFexwndBR892gBBp7Xs3mNxnh6Kc+3U8u9IuGGX9DWFPAW9Bg/C5H7RqOJVz0ELfzR5EtLHjfWHTC6aUkchDpGYmXGcvQTNzP415MvSdVDk/nlWJD8Kh7u0BZhc9Zjhd+HymUyZQzew2uxZmxH/ZijSiUr/gV7t99U8UVrtILIT9zF/GHmBDTf/Bh85UtivmF4G48jLWMRhsnjCcWwgJHLn0fZ5Hbi0mAfLMz9G27TP3+kJXpNmgi/2XeKZYZ3tddD47CXkbGiJZLuFGMh67XG6JMPY++a0QjyvtWKOsjlGo9VC65g8uiV2ruzL+Cnz1PEOMfaXeoyqn6Vf9yoXIZVxqVqTzi8/e9BODZjiP/flEuw9fzjUD72Q41/lU5VZlTFQvGld2d3DEBfkycqiLFvP32NJN0QjSpSqFhkPMZTeY6nWg66DMcIN4B//1BgzVDNvucbjiS/15AxJ1T08ojTjsOZ2K4apr3B6SL+t2sXijL+hfu1Hsqlc/2NXE5uLyWANKyLqLn8rMkPN+L55psRqlxWboIOb5cjMi0Zy4dpHh8l38Ajj+MLR4hBQCWegTgxHmuD0xGmbCf2+wN/x9RnulYO8pVxv6/BLylc8/mRnwObcgZ/N/vZ94Zvp3AEZ09DBzld3/HIHhSHV8JbAS17YVK8uOlMubyvvau99CA+T7JtiIXhkAXNGPWySvtxxT5hZsroeCGGe4xdKh5P9L3SxvVav4qy6cvxYqjuEU5ObmNRXKWHuspjsXzsGCeeXCBiz2lvI7P141gRmYX7mwjvoIWVf5zCDEGlWY3vQM8BnYxuNFTWsUv7lJqpU1WfrQs4vDcTKvlm1MDGVXxe5RLW5DhRqfacUVcExCUovhwg8MhraZL8z/ZXuVSSGS+FqiZJyQV/2b65uS3KD0sJ4SFSdPIxqdzccjvNE5eWpADVTCntoiNzsVNhq0imvCBZilYNkmIzz1exlr0XnZcyYwdJquhkqeC68F2RchIeq5x/+TEpOTpECo3dK4lnr9buVbJXig21Zj8sERahkmpGmnTRihyvS3tZXRcrKnDdV/lLKkieJKlC46XMktrufNbvx7YcL65LG4ujpd2PxdW0dXlOghRe6dhvz/axoU7XMqXYgBBpRtrZakotFtvzOFF9bsp3a82+X61InKs4XEAef8OXAwRqHnjKhdEevMeskcSjjGpZOt2BxtEBoRy4PGWfAKWWNa7V5kpAEXB96qENZsYkZNc+yLMVQcm7t8mXjGY/hF0CErlAun0xWko4XEVIqZwoDbUu8L9u7WVlXWxtB6evr60H7HiiZdV+bMPx4rq1sdwY9jwWV9e42ryMTrgc0D5W1kkJgq367Nv7OFGdk8TAs3oil17DSy5dXenddWY9h85LV7JLnRvmzGyZFwUoQAEKUMCjBfj96t7NyzGe7t1+LD0FKEABClCAAhRwGwEGnm7TVCwoBShAAQpQgAIUcG8BBp7u3X4sPQUoQAEKUIACFHAbAQaebtNULCgFKEABClCAAhRwbwEGnu7dfiw9BShAAQpQgAIUcBsBBp5u01QsKAUoQAEKUIACFHBvAQae7t1+LD0FKEABClCAAhRwGwEGnm7TVCwoBShAAQpQgAIUcG8BBp7u3X4sPQUoQAEKUIACFHAbAQaebtNULCgFKEABClCAAhRwbwEGnu7dfiw9BShAAQpQgAIUcBsBBp5u01QsKAUoQAEKUIACFHBvAQae7t1+LD0FKEABClCAAhRwGwEGnm7TVCwoBShAAQpQgAIUcG8BBp7u3X4sPQUoQAEKUIACFHAbAQaebtNULCgFKEABClCAAhRwbwEGnu7dfiw9BShAAQpQgAIUcBsBBp5u01SeXNALyIobDP+otThSqraiomoUp8+Cf0Qicq1ZvVKKmvy8+i9Flml+ZVmIC5yIlKKySlu57YzSfYjr3x1RiYdQalUlfkd6TB9EJB5BjXiV/ALRP25fpfzKsuIQGJWCIqvK4eyVbN0Pa+mEOrYfOrs5mR8FKOCSAgw8XbJZ6lKh1CjN+gDT4tthxaIn0dFH7JJK8OcFLy+Df4FxyNLHgpfxy/4f0HBAZ7TX7cFKsBOMqJQTZvDkPJaiv1d/xGXJoVdThExdieT2GzBtdaYmOFIfR8rEyYj7PA/oeRp7v34fMRFzkV4sh17FyE2ZJbbXlMc/aiX2FV01n09uCmL6+2vK3n8WUnKLxXqlIrDub1wfJS1deeSktEGI3YMyke7qeYhvPwuLxnaCj2GpFTN/BMZlQU8rLy87jv3JDTCgc2toeHV+lgJybdl1beTTA1PXL0H7+HlYnXVByVF9MgUTx8fh8+OC97e9+DoxBhEx6UJWvEqPICUmQusj2nDpHhSZjXitbQclSxv/q7wfKkGy4T4opo2sbHbSOeravS7thzY2B1enAAU8V0DiyyECj7yWJsn/+KpGoPywlBAeIIUnHJbKdatey5RiA0Kl2MwS3Rzjd2Wb3tKMtLNi/jWpMHmCJD6h4l+ANCb5N+N1Raolh9dIY0JDpVCVYZpifma8mDdTSruoy7lEyowN1aQ1Jlkq1KZUnpMghSNcmplWIJWXH5OSoztJqhlp0kWTnKSLadIMVSdpTEK2VCKWHk6IllRG6es20OU9SUou+EsSFZDGKOUXdTDIV7d2bd41ZX9MSsi5YpxMSbaUMCZcCg0NkAJiM4VixUvZRl/u36TkMQFa3wlScqHhmvI2cj0niHR6S6qAWClTv/i8sBxk7KS0q2k7XZFyEh6TEPovKa3wL6m8IFmKVoVo27aiTPKU1e1gvJl1f5nZD69lxkoBRnUyTso2p7q9HxrL8S8K1E6A36+187veW+v6izw3smbNXFpAnfc9Nm7rhsf7ttP2rlVfXGWb7H6I6N5MrFwfqmGrIUm/IXlM00obq4vSsGjKD+j39iwMami42Bs+XR9EZPAubM08Byg9ni9jZ7unMCN0EGb0O4NlUW+JS/FXcfrQPmwLGIDh97WCt3cbPDBqCJC0A5lKb6guTXH5P3MHkor64JEHO4qexcboOGIUIrFNk75uNfldfQLb/r0BmDoG4a0aQFQAa6VrEAG04VpVTiu9cboeRotr/om83d9gW/hA9A28sWIt9UmkL5qHXf3mYs6gNhXzlSnNNtmRD6B7Y/nw0AbD1uZBBMcQwbHJ6yqK0pdiyq5eeHvOEBjxil7lrg8PQ7DWSenxnLAT7WbNQGjocPS7sApRyqX4szi0az8CBg3GfaoG8G51H0ZFCt6tBzW9ofocy6xsB/0Gmgml91zXw2iyzOBP2/dDW5xEk3vofmhAyEkKUIACVgkw8LSKiStZK2Du8qTmknmgmcvg4tJjQR6yTQMjJbMMTO/uq1x+Nb60rQlAKgKjKkpWeghrXn4PiJmDsR3lINXk5d0anQc0QPL+4yjzbothq1dg2tBuaH6iNXo++DQWr30BIT5XUZifA/RpD//68vbeaNikGRoWnfv/9u4HJsr7juP4hz9Wi1AYKa2c1jZKBRdpF2E4/6RFbHHGWA106ZbqdDXNSLRZx7ButtNM26Zmxs24Gs0yB9o/s1Piahvn31qnNVq162jqnwKxUzhaDUNR6hwe+z3Hed7BAXeKeM/xvoR4dzzP78/r+5j73vd5fg9quBTgfHBqspL6e/5bxSUqJa5BdQ3f+HRs5vxJuVZu/Z6e+9F3/E99+2zVPU8v6syJGuU/NUZp3v/pF3S8dImW6lm9NuthJbbryEoEz2rGxIdM6tzZw8zj+Nv65VLD+5q5RCLRjeO3Q/SQh/V43AEd/aLJJJQFWv2nEk17OEWnB4/SpGdeVVlJjuKbv1b1fov3HvMVwnr0U2JKgpx1Dbrk19rl0OLgt29XLzo5DqvmKbuPdYlF20sAgnUyfff647Arf36PAAK9ScD7cdSbJs1cb51AbFaJKltaTAWy7U+lygraVtdcutRQL+eAJCX4HomxWSqp9OzfWKGXtVqjZr3hWUjUoGMHK5SZ7ug8afOp6i3IM5XKgFOOVUJyiqoqvtTZa793971aBantE6lrmwT+11RQB6Up07lFZRs/N1d1mmSm8jNVNLXZ2l3tXKsTMwr0mFXtvKWPb9RQ918NSOrvmf/1CuWKBROUGgjlwhc6uCNF6YP8rgZtN0pvBW/Fz5VnKpUBH9H9lTz0nCq+/I/31+7jo6xAqd53wuFJ4OPw+rF8VY3HSqTf/kCzSj0LroJ0EsdhOASYMSCAQBgJBProCaPhMRS7CYRW8QxidvEZmjR1rFRRqTPWCvQL/9K29QO7PjXvqtPRd/6qdbMzlWAtEOmTrXlVVhV1imeBURB9h7hJ9LDpKj1YJL1k9RmjYUt2m0U7SSbxu9PTkqfauXa4Xp49pouKYoDOneWa6Vns0id7nqq81Tgzvy5Pu1vtmert0T3avm6WhifEmCpegrLn7VHVvGxluBcYeS4XyGxzaj7AUFy1n+qd7Ws0e3iiuyrtHU+G7yKwADv2yFunVT4zzT2u63FvrZ5HeReYhTIQ86UiI09TH49TxYla95cK92UVQTgpEo/DUOjYFgEEEGgjQOLZBoSXNydwvUoUTMUzWv2TkpVqTqs2Bjhr7TeSuGQlmosIg/7A962aWtXX/x2WWbCk3x7eopKsa9W8ZjXWn9XQzPuV4teZ74t+cgxJl/ZXq9a99NulpvP1avI9pe7d/A6l5sxRWW3r3M8selTnlO+5FtVsdK3a+UKRnhzmc82ld/8unrivBW1t2yx8kVn4IrOYp7W6XFmirHZF2juVNKCvOdV/yXNbpHhllXzgU41ulFlMJbO4SMdLssyp7nod3vahMv1OzQceU9s4e8dz3Gccrkuqr7pbmfd/K3Aj1rux92iI+V6xv/prz8r6yzp/tlGppgre32+vUOLguS7VL+6Nnnl/4BP/ax0EfxzGpSSaa1mDd1IkHofX2PgXAQQQuAEBEs8bQGOX7hLwnJ7e/nftq7zsabRZzvJfmIUn23TSVDhdzg+0cuVO5RY9ovTYK6o7Vel/G6WbGYrrjD7dcUWFI+/3XF8YqLFY3TsiR/lVO7Rpb41cJnnc+eYWybP4prXC237xisu5XyteWaUrxdOU416kc5PVzkBD6/K9eA1KH6jtGz5SZVeJvdWW65xO/TPe5zZKXXbQ6Qau6k+1o2m0Rj7ov+zIf6cUjXh0pKref097zS2qXDV79eZ6w+u+xtRzGyp3NbfzOPi3GeqrQMehqZrOLtKyHSdNhdO6RGGtVq7LUNH4oYrtZidF/HEYajzYHgEEIlmAxDOSo2uDuUWnjdFT+Ue1Yd8pT1UuWgkj8pVZUaJ0czo4xlGsmsmva01RtuJdp7RvQ02bRNFKVIvMadXBKlx3ROsKB5vnHd1v0hfESgS3ar13dbzv7/yfu0+h7xqjAxMGKSbmAc1tLtLm58cFOFV+/X6dMY7FqstbpbeKzQIaq7nOqp3uU+h95ChcIzMBOaICLcTyH1Nwr/opbdz3le+X2He8Z+vdArLaJIqe09aOQq3TGhU6+igqqHuNNuiTd8vV9SKwfho263faNfojTXD0VcygRWqet0LP597dbqDBx6Hdrl2+0f44TNSIH6arYma6uWyirxzTqzV5+3IVZSWpe516w3HYJT8bIIBALxKIsu7n1Ivm22NTnbZ4t7uvzQvzeqxPe3ZkPniPrNCUKVV67uPlKuhkwY3r5FpNyq3U/OMvK89dRbyJGVu3T3q2UCuHr9IWa3X1TTQV3rtaN3efrinHntHHfyzQwA6/al7WybU/Vu6JIh1fmhcgqQ5tltbtk5797loN3/KGObXd/jZXobXWE1sHexx2r5P7Nl694jjsiRjSR28R4PPV3pHu8GPI3tNi9PYRMKc5s36iZcWnNHfB2538yUyTGJhbL1V57y95MzM0ydjyOSqsflrLrErqzTQV9vuav45TtFDF1a9qQWlnfzLTuvVSUxC3UQok0jWSAAAG90lEQVRiwuYvIi2f/oKqixe6K4RB7BEGmwR7HHajk/XXqnrNcRgGIWYICCAQFgJUPG9RGPhGdotgaRYBBBBAoFcL8Plq7/BT8bR3/Bg9AggggAACCCBgGwEST9uEioEigAACCCCAAAL2FiDxtHf8GD0CCCCAAAIIIGAbARJP24SKgSKAAAIIIIAAAvYWIPG0d/wYPQIIIIAAAgggYBsBEk/bhIqBIoAAAggggAAC9hYg8bR3/Bg9AggggAACCCBgGwEST9uEioEigAACCCCAAAL2FiDxtHf8GD0CCCCAAAIIIGAbARJP24SKgSKAAAIIIIAAAvYWIPG0d/wYPQIIIIAAAgggYBsBEk/bhIqBIoAAAggggAAC9hYg8bR3/Bg9AggggAACCCBgGwEST9uEioEigAACCCCAAAL2FiDxtHf8GD0CCCCAAAIIIGAbARJP24SKgSKAAAIIIIAAAvYWIPG0d/wYPQIIIIAAAgggYBsBEk/bhCpSB3pBJ8sXaHxUlKLMj2Pm6zrkvNLBZF26eHK31s6f6N42KqpI5c5ms631frnmj3e0vj9+gcpPXnC34XIeUpl3+67a76Bb3kYAAQQQQACBbhEg8ewWRhq5UQHXyY16rvCIRu86o6tXT+kPsas17ff71Jo2+rfqqtmsn+Uu1YlRK9TY0qKWltUqSI2VLuzRktxFqpux3bx/XsdmfKW5ua9p9wWXXLUf60BKsU40XlVL40EV//uVDtv3741XCCCAAAIIINDdAiSe3S1KeyEINOurzw5p+9DHVfjIQEVH36fHnp4ird+pwyZp9H9cVuW2v2jrjPl6sSBD8d5funTh8E6td47V1EnW+3cp48mnNUPbte1wvWKz5mh1yUQNizeHevy3NX5yupx1Dbrk3Z8nCCCAAAIIINBTAiSePSXdS/ppPrJMaZ7T5tap8+s/aZpZfrqNwmXVVp+Qxg6RwxQupWjFJSYrzlmvhkttEk/XKe3bsE86tESTAp2WT01WUn/P4RyXqJS4BtU1fOPXn8t5QJve769fzRyle/1+wwsEEEAAAQQQ6AkBEs+eUO5FfcRmlajSfRrcOhXu+1OpsoL7blzCdUn1VVL66AXaeNW06z1t/pGuDkpTpnOLyjZ+rovW9Z6Vn6miyber0yqfmaYYR7FqJj+jwuEpJsXlgQACCCCAAAI9LcDnb0+LR3h/oVU8Q8WI0+DsDKVaR238Q3pixjg5Nx1V9ZDpKj1YJL2UqYSoGA1bslvNStKApDs9HdyngrJKtVx9T1OPLdKUl95TTZuCaqgjYXsEEEAAAQQQCF2AxDN0M/boRCC0imc/OYakS/urVWstTjfVyqbz9WryPW1+ra/o/koe2mQ2/doklT6PoclKiL5DqTlzVFbbWmE9s+hRnVO+JmYn+2xonkYP1OjJY+X8sFp1JJ7+NrxCAAEEEECgBwRIPHsAmS46EojVvSNylF+1Q5v21sjlOq2db26RZjym7Lui1Vo9Ha9lRy6apHGIJv60QE3L/6x3a67I5fyHStcfVf5TY5TmcxS7nPu14pVVulI8TTl3NenIstmaX3ZITivRvHhcW/+2X6mFI/Wg+5rSjsbF+wgggAACCCBwKwR8PrJvRfO0iUDnAtHDzGnyXWN0YMIgxcQ8oLnNRdr8/DizNr3t4w4NnPaiNs9r1NxBfVuv13yiTKWzMsz1mhdNgjnevZApxrFYdXmr9FZxjlnhfocc43Ol0mlyxJiFTgn5Wj/gN9rz69wA7bftj9cIIIAAAggg0N0CUWYBSEt3N0p70rTFu90MmxfmwYEAAggggAAC3STA52s3Qd6mZqh43iZ4ukUAAQQQQAABBHqbAIlnb4s480UAAQQQQAABBG6TAInnbYKnWwQQQAABBBBAoLcJkHj2togzXwQQQAABBBBA4DYJcFOZWwx/7SLoW9wNzSOAAAIIIIAAAmEvQMUz7EPEABFAAAEEEEAAgcgQ4HZKkRFHZoEAAggggAACCIS9ABXPsA8RA0QAAQQQQAABBCJDgMQzMuLILBBAAAEEEEAAgbAXIPEM+xAxQAQQQAABBBBAIDIESDwjI47MAgEEEEAAAQQQCHsBEs+wDxEDRAABBBBAAAEEIkOAxDMy4sgsEEAAAQQQQACBsBcg8Qz7EDFABBBAAAEEEEAgMgRIPCMjjswCAQQQQAABBBAIewESz7APEQNEAAEEEEAAAQQiQ4DEMzLiyCwQQAABBBBAAIGwFyDxDPsQMUAEEEAAAQQQQCAyBEg8IyOOzAIBBBBAAAEEEAh7ARLPsA8RA0QAAQQQQAABBCJDgMQzMuLILBBAAAEEEEAAgbAXIPEM+xAxQAQQQAABBBBAIDIESDwjI47MAgEEEEAAAQQQCHuB/wOWHNuFfs2wcQAAAABJRU5ErkJggg=="></p></li></ol></li> <li>CART(基尼指数)</li> <li>C4.5(信息增益,ID3的改进算法) <br> 信息增益是基于在针对数据集上一个属性上分类之后熵的减少来定义的。构造决策树的过程实际上就是不断的寻找分裂属性并且返回最大的信息增益值,这意味着分裂后的分支所在的集合信息熵越小,它所在的分支越纯,从而达到了分类的效果。下面是计算步骤1-5。<br> <ol> <li rel="1">计算分类目标的的熵</li></ol></li> </ul>       <p><imglongdesc="./ent_th.png"alt="Alt text"title="" type="image/png" class="" style="margin: auto; display: block; text-align: 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"></p>   <ol start="2"><lirel="2">将数据集按照不同的属性划分并且计算他们分裂之后的熵和信息增益。</li> </ol>       <p><imglongdesc="./ent_three.png"alt="Alt text"title="" type="image/png" class="" style="margin: auto; display: block; text-align: 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"></p>   <ol start="3"><lirel="3">选择最大的信息增益作为决策节点。这里选择的是<strong><code>outlook</code></strong>.</li> <li rel="4">当摸个分支的熵为0的时候则表示已经分类完成,直接作为叶子节点。否则的话继续选择属性进行分裂。</li> <li rel="5">递归的运行id3算法直到数据集被完全划分而且没有决策节点。</li> </ol>       <h4 id="2协方差矩阵">2.协方差矩阵</h4>       <h5 id="线性判别分析">线性判别分析</h5>   <p>线性判别分析被R. A. Fisher在1936年首次作为一种分类方法提出,具有与复杂方法相当的精确度。<br> LDA基于这样一种思想,就是在预测变量的线性组合空间中搜索最佳的用来分开两个类(target)的线性组合。Finsher定义了下面的<em>代价函数 </em></p>       <h5 id="逻辑回归">逻辑回归</h5>   <p>逻辑回归产生一条逻辑曲线将值映射到[0,1]之间,逻辑回归于线性回归有点类似,不过这条曲线使用的是目标变量的可能性的自然对数而不是概率来构造。而且预测变量不必满足正态分布或在同一个组内要求的相同方差。 逻辑回归不仅可以处理数值型数据而且可以处理分类型变量.<br> 逻辑回归使用sigmoid函数作为回归分类器,我们通过在每个特征上乘以一个回归系数,然后把所有的结果相加得到一个总和带入到sigmoid这个阶跃函数中,进而得到一个0~1之间的实数,我们把大于0.5的归入到1类,小于0.5的归入到0类。所以逻辑回归也可以被看成是一个概率估计分类器。<br> 那么最佳的回归系数怎么确定呢?这就需要采用最优化的方法来进行对参数的确定了,拟合训练数据学习出最佳的回归系数就是逻辑回归训练的任务了。</p>       <h4 id="3相似函数">3.相似函数</h4>       <h5 id="k最邻算法k-nearest-neighbors">K最邻算法(K Nearest Neighbors)</h5>   <p>K近邻是比较简答基于相似度来分类的一个算法,核心思想就是根据距离来寻找与待分类点的k个邻居,然后每个对应邻居节点都有自己的类标号,我们选择这k个邻居中类标号数目最多的作为待分类节点的标签,类似于一种投票机制。k近邻是一种lazy算法。处理待分类节点的时候才去寻找他对应的邻居。</p>   <ul><li>K的选择<br> 一般选择<code>k</code>的范围为<code>[3,10]</code>当然只是个别的经验,通过交叉验证的方式可以帮助我们选择合适的k值并通过独立的验证集来验证这个<code>k</code>是否合适,这对分类器的分类效果至关重要。</li> <li>关于离散型随机变量求距离</li> </ul>       <h4 id="4其他">4.其他</h4>       <h5 id="神经网络artificial-neural-network">神经网络(Artificial Neural Network)</h5>   <p>人工神经网络是基于生物神经网络的一个系统。模仿大脑内的神经元之间的触发方式。到达临界条件才会激活或者抑制。人工神经网络(ANN)由三个部分组成:输入层、隐含层、输出层。</p>       <p><imglongdesc="./ann.png"alt="Alt text"title="" type="image/png" class="" style="margin: auto; display: block; text-align: 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"><br> 传递方式 : <code>1.前向传播</code><code>2.后向反馈</code></p>       <p><imglongdesc="./ann_type.png"alt="Alt text"title="" type="image/png" class="" style="margin: auto; display: block; text-align: 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"></p>       <h5 id="支持向量机support-vector-machine">支持向量机(Support Vector Machine)</h5>       <h3 id="回归">回归</h3>       <h3 id="聚类">聚类</h3>       <h3 id="关联规则">关联规则</h3>       <h3 id="特征选择">特征选择</h3>       <h3 id="维度处理">维度处理</h3>   <ul><li>PCA主成分分析</li> <li>SVD奇异值分解</li> </ul></div></body></html>
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