3.2线性回归的从零开始实现.ipynb

{"nbformat":4,"nbformat_minor":0,"metadata":{"colab":{"name":"3.2线性回归的从零开始实现.ipynb","provenance":[],"collapsed_sections":[]},"kernelspec":{"name":"python3","display_name":"Python 3"}},"cells":[{"cell_type":"markdown","metadata":{"id":"ID8Y1VfE1iWU","colab_type":"text"},"source":["##3.2 线性回归的从零开始实现\n","&emsp;&emsp;在了解线性回归的背景知识后，现在我们来动手实现它。尽管强大的深度学习框架可以减少大量重复性工作，但过于依赖它提供的便利性，会导致我们很难深入理解深度学习是如何工作的。因此，本节介绍如何利用GradientTape() API来实现一个线性回归的训练。\\\n","&emsp;&emsp;首先，导入本节实验中所需的包或模块，其中的matplotlib包可用于作图，且设置成嵌入显示。\n"]},{"cell_type":"code","metadata":{"id":"ruaoxZgHzXZR","colab_type":"code","colab":{"base_uri":"https://localhost:8080/","height":64},"outputId":"88c97e8b-996c-4dce-82b9-34fe14ff25f3","executionInfo":{"status":"ok","timestamp":1574673799870,"user_tz":-480,"elapsed":3892,"user":{"displayName":"程波","photoUrl":"","userId":"08277046305423172038"}}},"source":["%matplotlib inline\n","from IPython import display\n","from matplotlib import pyplot as pyplot\n","import tensorflow as tf\n","import random\n","import numpy as np\n","\n","tf.enable_eager_execution() #启用动态图计算"],"execution_count":1,"outputs":[{"output_type":"display_data","data":{"text/html":["<p style=\"color: red;\">\n","The default version of TensorFlow in Colab will soon switch to TensorFlow 2.x.<br>\n","We recommend you <a href=\"https://www.tensorflow.org/guide/migrate\" target=\"_blank\">upgrade</a> now \n","or ensure your notebook will continue to use TensorFlow 1.x via the <code>%tensorflow_version 1.x</code> magic:\n","<a href=\"https://colab.research.google.com/notebooks/tensorflow_version.ipynb\" target=\"_blank\">more info</a>.</p>\n"],"text/plain":["<IPython.core.display.HTML object>"]},"metadata":{"tags":[]}}]},{"cell_type":"markdown","metadata":{"id":"Wb2JQtC38NIA","colab_type":"text"},"source":["### 3.2.1 生成数据集\n","&emsp;&emsp;我们构造一个简单的人工训练数据集，它可以使我们能够直观比较学习到的参数和真实的模型参数的区别。设训练数据集样本数为1000，输入个数（特征数）为2.给定随机生成的批量样本特征$X \\in R^{1000 \\times2}$,我们使用线性回归模型的真实权重$w=[2,-3,4]^T$和偏差b=4.2，以及一个随机噪声$\\epsilon$来生成标签\n","$$y=Xw+b+\\epsilon ,$$\n","&emsp;&emsp;其中噪声项$\\epsilon$服从均值为0、标准差为0.01的正态分布。噪声代表了数据集中无意义的干扰。下面，让我们生成数据集。"]},{"cell_type":"code","metadata":{"id":"64vox9wi4s8e","colab_type":"code","colab":{}},"source":["num_inputs=2\n","num_examples=1000\n","true_w=[2,-3.4]\n","true_b=4.2\n","features=tf.random.normal(shape=(num_examples,num_inputs),stddev=1)\n","labels=true_w[0]*features[:,0]+true_w[1]*features[:,1]+true_b\n","labels+=tf.random.normal(shape=(tf.shape(labels)),stddev=0.01)"],"execution_count":0,"outputs":[]},{"cell_type":"markdown","metadata":{"id":"cczCwbt927I2","colab_type":"text"},"source":["&emsp;&emsp;注意，features的每一行是一个长度为2的向量，而labels的每一行是一个长度为1的向量(标量)。"]},{"cell_type":"code","metadata":{"id":"WwV1iGdB6Cbf","colab_type":"code","outputId":"84802f51-9853-4c8c-c3f2-49c03d179630","executionInfo":{"status":"ok","timestamp":1574673830137,"user_tz":-480,"elapsed":3196,"user":{"displayName":"程波","photoUrl":"","userId":"08277046305423172038"}},"colab":{"base_uri":"https://localhost:8080/","height":35}},"source":["features.shape,labels.shape"],"execution_count":3,"outputs":[{"output_type":"execute_result","data":{"text/plain":["(TensorShape([Dimension(1000), Dimension(2)]), TensorShape([Dimension(1000)]))"]},"metadata":{"tags":[]},"execution_count":3}]},{"cell_type":"code","metadata":{"id":"qkb136SD6Fsu","colab_type":"code","outputId":"d0e48edb-ad65-4b49-c870-5a8cddd2ffc8","executionInfo":{"status":"ok","timestamp":1574673832021,"user_tz":-480,"elapsed":1180,"user":{"displayName":"程波","photoUrl":"","userId":"08277046305423172038"}},"colab":{"base_uri":"https://localhost:8080/","height":35}},"source":["features[0].numpy(),labels[0].numpy()"],"execution_count":4,"outputs":[{"output_type":"execute_result","data":{"text/plain":["(array([1.2928032 , 0.15362471], dtype=float32), 6.266954)"]},"metadata":{"tags":[]},"execution_count":4}]},{"cell_type":"markdown","metadata":{"id":"svZ3zzXn3OzP","colab_type":"text"},"source":["&emsp;&emsp;通过生成第二个特征features[:,1]和标签labels的散点图，可以更加直观地观察两者间的线性关系。"]},{"cell_type":"code","metadata":{"id":"toWVvEta6SAO","colab_type":"code","colab":{}},"source":["def use_svg_display():\n","  #用矢量图显示\n","  display.set_matplotlib_formats('svg')\n","def set_figsize(figsize=(3.5,2.5)):\n","  use_svg_display()\n","  #设置图的尺寸\n","  pyplot.rcParams['figure.figsize']=figsize"],"execution_count":0,"outputs":[]},{"cell_type":"code","metadata":{"id":"jbd_0BZQ6uyX","colab_type":"code","outputId":"fe88e52d-4c38-40dc-ce36-c0d28d6ddb82","executionInfo":{"status":"ok","timestamp":1574673840387,"user_tz":-480,"elapsed":1371,"user":{"displayName":"程波","photoUrl":"","userId":"08277046305423172038"}},"colab":{"base_uri":"https://localhost:8080/","height":261}},"source":["set_figsize()\n","pyplot.scatter(features[:,1].numpy(),labels.numpy(),1)"],"execution_count":6,"outputs":[{"output_type":"execute_result","data":{"text/plain":["<matplotlib.collections.PathCollection at 0x7f57a5b00780>"]},"metadata":{"tags":[]},"execution_count":6},{"output_type":"display_data","data":{"text/plain":["<Figure size 252x180 with 1 Axes>"],"image/svg+xml":"<?xml version=\"1.0\" encoding=\"utf-8\" standalone=\"no\"?>\n<!DOCTYPE svg PUBLIC \"-//W3C//DTD SVG 1.1//EN\"\n  \"http://www.w3.org/Graphics/SVG/1.1/DTD/svg11.dtd\">\n<!-- Created with matplotlib (https://matplotlib.org/) -->\n<svg height=\"166.978125pt\" version=\"1.1\" viewBox=\"0 0 237.804688 166.978125\" width=\"237.804688pt\" xmlns=\"http://www.w3.org/2000/svg\" xmlns:xlink=\"http://www.w3.org/1999/xlink\">\n <defs>\n  <style type=\"text/css\">\n*{stroke-linecap:butt;stroke-linejoin:round;}\n  </style>\n </defs>\n <g id=\"figure_1\">\n  <g id=\"patch_1\">\n   <path d=\"M 0 166.978125 \nL 237.804688 166.978125 \nL 237.804688 0 \nL 0 0 \nz\n\" style=\"fill:none;\"/>\n  </g>\n  <g id=\"axes_1\">\n   <g id=\"patch_2\">\n    <path d=\"M 35.304688 143.1 \nL 230.604688 143.1 \nL 230.604688 7.2 \nL 35.304688 7.2 \nz\n\" style=\"fill:#ffffff;\"/>\n   </g>\n   <g id=\"PathCollection_1\">\n    <defs>\n     <path d=\"M 0 0.5 \nC 0.132602 0.5 0.25979 0.447317 0.353553 0.353553 \nC 0.447317 0.25979 0.5 0.132602 0.5 0 \nC 0.5 -0.132602 0.447317 -0.25979 0.353553 -0.353553 \nC 0.25979 -0.447317 0.132602 -0.5 0 -0.5 \nC -0.132602 -0.5 -0.25979 -0.447317 -0.353553 -0.353553 \nC -0.447317 -0.25979 -0.5 -0.132602 -0.5 0 \nC -0.5 0.132602 -0.447317 0.25979 -0.353553 0.353553 \nC -0.25979 0.447317 -0.132602 0.5 0 0.5 \nz\n\" id=\"m59397af714\" style=\"stroke:#1f77b4;\"/>\n    </defs>\n    <g clip-path=\"url(#p8c2da8d48a)\">\n     <use style=\"fill:#1f77b4;stroke:#1f77b4;\" x=\"141.040787\" xlink:href=\"#m59397af714\" y=\"61.401252\"/>\n     <use style=\"fill:#1f77b4;stroke:#1f77b4;\" x=\"206.187157\" xlink:href=\"#m59397af714\" y=\"105.26341\"/>\n     <use style=\"fill:#1f77b4;stroke:#1f77b4;\" x=\"127.793412\" xlink:href=\"#m59397af714\" y=\"79.053777\"/>\n     <use style=\"fill:#1f77b4;stroke:#1f77b4;\" x=\"137.525663\" xlink:href=\"#m59397af714\" y=\"77.881907\"/>\n     <use style=\"fill:#1f77b4;stroke:#1f77b4;\" x=\"134.72741\" xlink:href=\"#m59397af714\" y=\"48.267518\"/>\n     <use style=\"fill:#1f77b4;stroke:#1f77b4;\" x=\"154.990445\" xlink:href=\"#m59397af714\" y=\"75.682247\"/>\n     <use style=\"fill:#1f77b4;stroke:#1f77b4;\" x=\"109.716874\" xlink:href=\"#m59397af714\" y=\"49.190633\"/>\n     <use style=\"fill:#1f77b4;stroke:#1f77b4;\" x=\"132.642771\" xlink:href=\"#m59397af714\" y=\"72.433282\"/>\n     <use style=\"fill:#1f77b4;stroke:#1f77b4;\" x=\"168.714096\" xlink:href=\"#m59397af714\" y=\"100.708725\"/>\n     <use style=\"fill:#1f77b4;stroke:#1f77b4;\" x=\"185.739085\" xlink:href=\"#m59397af714\" y=\"103.56202\"/>\n     <use style=\"fill:#1f77b4;stroke:#1f77b4;\" x=\"111.858165\" xlink:href=\"#m59397af714\" y=\"63.714955\"/>\n     <use style=\"fill:#1f77b4;stroke:#1f77b4;\" x=\"106.010519\" xlink:href=\"#m59397af714\" y=\"47.95307\"/>\n     <use style=\"fill:#1f77b4;stroke:#1f77b4;\" x=\"132.728837\" xlink:href=\"#m59397af714\" y=\"67.765095\"/>\n     <use style=\"fill:#1f77b4;stroke:#1f77b4;\" x=\"115.37091\" xlink:href=\"#m59397af714\" y=\"38.165423\"/>\n     <use style=\"fill:#1f77b4;stroke:#1f77b4;\" x=\"125.953702\" xlink:href=\"#m59397af714\" y=\"69.482386\"/>\n     <use style=\"fill:#1f77b4;stroke:#1f77b4;\" x=\"142.461539\" xlink:href=\"#m59397af714\" y=\"78.691228\"/>\n     <use style=\"fill:#1f77b4;stroke:#1f77b4;\" x=\"139.767688\" xlink:href=\"#m59397af714\" y=\"67.810731\"/>\n     <use style=\"fill:#1f77b4;stroke:#1f77b4;\" x=\"128.608306\" xlink:href=\"#m59397af714\" y=\"65.022748\"/>\n     <use style=\"fill:#1f77b4;stroke:#1f77b4;\" x=\"137.961717\" xlink:href=\"#m59397af714\" y=\"58.741359\"/>\n     <use style=\"fill:#1f77b4;stroke:#1f77b4;\" x=\"155.31546\" xlink:href=\"#m59397af714\" y=\"79.86759\"/>\n     <use style=\"fill:#1f77b4;stroke:#1f77b4;\" x=\"146.283994\" xlink:href=\"#m59397af714\" y=\"76.114217\"/>\n     <use style=\"fill:#1f77b4;stroke:#1f77b4;\" x=\"167.896142\" xlink:href=\"#m59397af714\" y=\"83.019494\"/>\n     <use style=\"fill:#1f77b4;stroke:#1f77b4;\" x=\"113.174733\" xlink:href=\"#m59397af714\" y=\"58.281843\"/>\n     <use style=\"fill:#1f77b4;stroke:#1f77b4;\" x=\"102.549127\" xlink:href=\"#m59397af714\" y=\"41.530973\"/>\n     <use style=\"fill:#1f77b4;stroke:#1f77b4;\" x=\"135.143885\" xlink:href=\"#m59397af714\" y=\"71.854023\"/>\n     <use style=\"fill:#1f77b4;stroke:#1f77b4;\" x=\"125.018086\" xlink:href=\"#m59397af714\" y=\"59.218201\"/>\n     <use style=\"fill:#1f77b4;stroke:#1f77b4;\" x=\"179.575571\" xlink:href=\"#m59397af714\" y=\"100.397007\"/>\n     <use style=\"fill:#1f77b4;stroke:#1f77b4;\" x=\"159.38228\" xlink:href=\"#m59397af714\" y=\"74.60513\"/>\n     <use style=\"fill:#1f77b4;stroke:#1f77b4;\" x=\"122.382453\" xlink:href=\"#m59397af714\" y=\"51.221576\"/>\n     <use style=\"fill:#1f77b4;stroke:#1f77b4;\" x=\"117.084949\" xlink:href=\"#m59397af714\" y=\"73.543458\"/>\n     <use style=\"fill:#1f77b4;stroke:#1f77b4;\" x=\"187.044053\" xlink:href=\"#m59397af714\" y=\"98.841604\"/>\n     <use style=\"fill:#1f77b4;stroke:#1f77b4;\" x=\"113.922997\" xlink:href=\"#m59397af714\" y=\"66.715513\"/>\n     <use style=\"fill:#1f77b4;stroke:#1f77b4;\" x=\"112.90065\" xlink:href=\"#m59397af714\" y=\"56.084673\"/>\n     <use style=\"fill:#1f77b4;stroke:#1f77b4;\" x=\"190.609143\" xlink:href=\"#m59397af714\" y=\"94.203576\"/>\n     <use style=\"fill:#1f77b4;stroke:#1f77b4;\" x=\"145.92679\" xlink:href=\"#m59397af714\" y=\"77.430703\"/>\n     <use style=\"fill:#1f77b4;stroke:#1f77b4;\" x=\"144.131068\" xlink:href=\"#m59397af714\" y=\"62.22443\"/>\n     <use style=\"fill:#1f77b4;stroke:#1f77b4;\" x=\"131.559632\" xlink:href=\"#m59397af714\" y=\"79.84595\"/>\n     <use style=\"fill:#1f77b4;stroke:#1f77b4;\" x=\"152.730939\" xlink:href=\"#m59397af714\" y=\"74.518642\"/>\n     <use style=\"fill:#1f77b4;stroke:#1f77b4;\" x=\"98.194338\" xlink:href=\"#m59397af714\" y=\"62.406863\"/>\n     <use style=\"fill:#1f77b4;stroke:#1f77b4;\" x=\"111.94729\" xlink:href=\"#m59397af714\" y=\"43.938298\"/>\n     <use style=\"fill:#1f77b4;stroke:#1f77b4;\" x=\"153.921318\" xlink:href=\"#m59397af714\" y=\"70.641153\"/>\n     <use style=\"fill:#1f77b4;stroke:#1f77b4;\" x=\"101.526335\" xlink:href=\"#m59397af714\" y=\"39.517774\"/>\n     <use style=\"fill:#1f77b4;stroke:#1f77b4;\" x=\"131.621958\" xlink:href=\"#m59397af714\" y=\"51.440905\"/>\n     <use style=\"fill:#1f77b4;stroke:#1f77b4;\" x=\"193.285423\" xlink:href=\"#m59397af714\" y=\"101.908023\"/>\n     <use style=\"fill:#1f77b4;stroke:#1f77b4;\" x=\"115.219548\" xlink:href=\"#m59397af714\" y=\"71.674535\"/>\n     <use style=\"fill:#1f77b4;stroke:#1f77b4;\" x=\"137.222639\" xlink:href=\"#m59397af714\" y=\"89.002865\"/>\n     <use style=\"fill:#1f77b4;stroke:#1f77b4;\" x=\"88.609926\" xlink:href=\"#m59397af714\" y=\"54.259195\"/>\n     <use style=\"fill:#1f77b4;stroke:#1f77b4;\" x=\"119.650035\" xlink:href=\"#m59397af714\" y=\"46.416915\"/>\n     <use style=\"fill:#1f77b4;stroke:#1f77b4;\" x=\"172.907714\" xlink:href=\"#m59397af714\" y=\"103.252611\"/>\n     <use style=\"fill:#1f77b4;stroke:#1f77b4;\" x=\"115.732372\" xlink:href=\"#m59397af714\" y=\"43.301227\"/>\n     <use style=\"fill:#1f77b4;stroke:#1f77b4;\" x=\"162.375793\" xlink:href=\"#m59397af714\" y=\"81.893375\"/>\n     <use style=\"fill:#1f77b4;stroke:#1f77b4;\" x=\"138.241603\" xlink:href=\"#m59397af714\" y=\"75.637351\"/>\n     <use style=\"fill:#1f77b4;stroke:#1f77b4;\" x=\"124.262312\" xlink:href=\"#m59397af714\" y=\"69.340418\"/>\n     <use style=\"fill:#1f77b4;stroke:#1f77b4;\" x=\"131.198811\" xlink:href=\"#m59397af714\" y=\"77.607268\"/>\n     <use style=\"fill:#1f77b4;stroke:#1f77b4;\" x=\"105.66509\" xlink:href=\"#m59397af714\" y=\"60.007582\"/>\n     <use style=\"fill:#1f77b4;stroke:#1f77b4;\" x=\"116.349782\" xlink:href=\"#m59397af714\" y=\"64.589548\"/>\n     <use style=\"fill:#1f77b4;stroke:#1f77b4;\" x=\"106.938513\" xlink:href=\"#m59397af714\" y=\"51.082478\"/>\n     <use style=\"fill:#1f77b4;stroke:#1f77b4;\" x=\"160.722995\" xlink:href=\"#m59397af714\" y=\"86.077957\"/>\n     <use style=\"fill:#1f77b4;stroke:#1f77b4;\" x=\"142.089604\" xlink:href=\"#m59397af714\" y=\"63.688599\"/>\n     <use style=\"fill:#1f77b4;stroke:#1f77b4;\" x=\"161.43112\" xlink:href=\"#m59397af714\" y=\"104.224692\"/>\n     <use style=\"fill:#1f77b4;stroke:#1f77b4;\" x=\"149.863343\" xlink:href=\"#m59397af714\" y=\"62.599568\"/>\n     <use style=\"fill:#1f77b4;stroke:#1f77b4;\" x=\"131.455325\" xlink:href=\"#m59397af714\" y=\"71.229856\"/>\n     <use style=\"fill:#1f77b4;stroke:#1f77b4;\" x=\"142.053481\" xlink:href=\"#m59397af714\" y=\"89.414675\"/>\n     <use style=\"fill:#1f77b4;stroke:#1f77b4;\" x=\"147.630597\" xlink:href=\"#m59397af714\" y=\"92.394331\"/>\n     <use style=\"fill:#1f77b4;stroke:#1f77b4;\" x=\"80.148138\" xlink:href=\"#m59397af714\" y=\"44.914531\"/>\n     <use style=\"fill:#1f77b4;stroke:#1f77b4;\" x=\"160.339416\" xlink:href=\"#m59397af714\" y=\"76.861524\"/>\n     <use style=\"fill:#1f77b4;stroke:#1f77b4;\" x=\"134.224276\" xlink:href=\"#m59397af714\" y=\"50.73137\"/>\n     <use style=\"fill:#1f77b4;stroke:#1f77b4;\" x=\"133.869564\" xlink:href=\"#m59397af714\" y=\"69.003612\"/>\n     <use style=\"fill:#1f77b4;stroke:#1f77b4;\" x=\"93.377733\" xlink:href=\"#m59397af714\" y=\"59.923297\"/>\n     <use style=\"fill:#1f77b4;stroke:#1f77b4;\" x=\"149.851457\" xlink:href=\"#m59397af714\" y=\"70.884145\"/>\n     <use style=\"fill:#1f77b4;stroke:#1f77b4;\" x=\"179.445837\" xlink:href=\"#m59397af714\" y=\"101.377514\"/>\n     <use style=\"fill:#1f77b4;stroke:#1f77b4;\" x=\"128.914474\" xlink:href=\"#m59397af714\" y=\"89.582482\"/>\n     <use style=\"fill:#1f77b4;stroke:#1f77b4;\" x=\"124.933311\" xlink:href=\"#m59397af714\" y=\"72.023963\"/>\n     <use style=\"fill:#1f77b4;stroke:#1f77b4;\" x=\"138.115312\" xlink:href=\"#m59397af714\" y=\"75.112843\"/>\n     <use style=\"fill:#1f77b4;stroke:#1f77b4;\" x=\"137.865805\" xlink:href=\"#m59397af714\" y=\"63.404151\"/>\n     <use style=\"fill:#1f77b4;stroke:#1f77b4;\" x=\"104.881796\" xlink:href=\"#m59397af714\" y=\"54.554394\"/>\n     <use style=\"fill:#1f77b4;stroke:#1f77b4;\" x=\"152.943474\" xlink:href=\"#m59397af714\" y=\"70.68546\"/>\n     <use style=\"fill:#1f77b4;stroke:#1f77b4;\" x=\"124.844853\" xlink:href=\"#m59397af714\" y=\"84.601815\"/>\n     <use style=\"fill:#1f77b4;stroke:#1f77b4;\" x=\"161.321845\" xlink:href=\"#m59397af714\" y=\"82.661421\"/>\n     <use style=\"fill:#1f77b4;stroke:#1f77b4;\" x=\"124.078887\" xlink:href=\"#m59397af714\" y=\"58.632382\"/>\n     <use style=\"fill:#1f77b4;stroke:#1f77b4;\" x=\"132.035158\" xlink:href=\"#m59397af714\" y=\"71.852709\"/>\n     <use style=\"fill:#1f77b4;stroke:#1f77b4;\" x=\"162.927963\" xlink:href=\"#m59397af714\" y=\"91.675636\"/>\n     <use style=\"fill:#1f77b4;stroke:#1f77b4;\" x=\"146.142022\" xlink:href=\"#m59397af714\" y=\"61.375937\"/>\n     <use style=\"fill:#1f77b4;stroke:#1f77b4;\" x=\"87.429957\" xlink:href=\"#m59397af714\" y=\"36.014285\"/>\n     <use style=\"fill:#1f77b4;stroke:#1f77b4;\" x=\"149.245738\" xlink:href=\"#m59397af714\" y=\"71.808822\"/>\n     <use style=\"fill:#1f77b4;stroke:#1f77b4;\" x=\"180.730397\" xlink:href=\"#m59397af714\" y=\"91.165553\"/>\n     <use style=\"fill:#1f77b4;stroke:#1f77b4;\" x=\"126.577842\" xlink:href=\"#m59397af714\" y=\"92.752507\"/>\n     <use style=\"fill:#1f77b4;stroke:#1f77b4;\" x=\"153.161225\" xlink:href=\"#m59397af714\" y=\"95.263293\"/>\n     <use style=\"fill:#1f77b4;stroke:#1f77b4;\" x=\"126.76501\" xlink:href=\"#m59397af714\" y=\"44.49789\"/>\n     <use style=\"fill:#1f77b4;stroke:#1f77b4;\" x=\"171.007384\" xlink:href=\"#m59397af714\" y=\"107.713666\"/>\n     <use style=\"fill:#1f77b4;stroke:#1f77b4;\" x=\"140.395369\" xlink:href=\"#m59397af714\" y=\"87.147143\"/>\n     <use style=\"fill:#1f77b4;stroke:#1f77b4;\" x=\"145.744571\" xlink:href=\"#m59397af714\" y=\"70.460613\"/>\n     <use style=\"fill:#1f77b4;stroke:#1f77b4;\" x=\"157.96903\" xlink:href=\"#m59397af714\" y=\"90.580931\"/>\n     <use style=\"fill:#1f77b4;stroke:#1f77b4;\" x=\"148.471023\" xlink:href=\"#m59397af714\" y=\"74.468072\"/>\n     <use style=\"fill:#1f77b4;stroke:#1f77b4;\" x=\"185.991654\" xlink:href=\"#m59397af714\" y=\"123.287874\"/>\n     <use style=\"fill:#1f77b4;stroke:#1f77b4;\" x=\"115.893413\" xlink:href=\"#m59397af714\" y=\"39.700136\"/>\n     <use style=\"fill:#1f77b4;stroke:#1f77b4;\" x=\"186.537015\" xlink:href=\"#m59397af714\" y=\"107.767373\"/>\n     <use style=\"fill:#1f77b4;stroke:#1f77b4;\" x=\"135.098637\" xlink:href=\"#m59397af714\" y=\"88.766995\"/>\n     <use style=\"fill:#1f77b4;stroke:#1f77b4;\" x=\"128.501434\" xlink:href=\"#m59397af714\" y=\"58.120875\"/>\n     <use style=\"fill:#1f77b4;stroke:#1f77b4;\" x=\"106.7129\" xlink:href=\"#m59397af714\" y=\"44.500363\"/>\n     <use style=\"fill:#1f77b4;stroke:#1f77b4;\" x=\"136.766106\" xlink:href=\"#m59397af714\" y=\"68.994832\"/>\n     <use style=\"fill:#1f77b4;stroke:#1f77b4;\" x=\"170.496201\" xlink:href=\"#m59397af714\" y=\"105.003471\"/>\n     <use style=\"fill:#1f77b4;stroke:#1f77b4;\" x=\"124.797665\" xlink:href=\"#m59397af714\" y=\"74.879058\"/>\n     <use style=\"fill:#1f77b4;stroke:#1f77b4;\" x=\"143.947454\" xlink:href=\"#m59397af714\" y=\"63.548939\"/>\n     <use style=\"fill:#1f77b4;stroke:#1f77b4;\" x=\"119.015574\" xlink:href=\"#m59397af714\" y=\"69.931797\"/>\n     <use style=\"fill:#1f77b4;stroke:#1f77b4;\" x=\"176.848958\" xlink:href=\"#m59397af714\" y=\"102.860209\"/>\n     <use style=\"fill:#1f77b4;stroke:#1f77b4;\" x=\"148.53877\" xlink:href=\"#m59397af714\" y=\"93.836667\"/>\n     <use style=\"fill:#1f77b4;stroke:#1f77b4;\" x=\"96.054253\" xlink:href=\"#m59397af714\" y=\"25.917419\"/>\n     <use style=\"fill:#1f77b4;stroke:#1f77b4;\" x=\"177.7668\" xlink:href=\"#m59397af714\" y=\"85.930448\"/>\n     <use style=\"fill:#1f77b4;stroke:#1f77b4;\" x=\"111.601051\" xlink:href=\"#m59397af714\" y=\"70.980976\"/>\n     <use style=\"fill:#1f77b4;stroke:#1f77b4;\" x=\"109.084051\" xlink:href=\"#m59397af714\" y=\"51.692435\"/>\n     <use style=\"fill:#1f77b4;stroke:#1f77b4;\" x=\"179.504381\" xlink:href=\"#m59397af714\" y=\"102.710415\"/>\n     <use style=\"fill:#1f77b4;stroke:#1f77b4;\" x=\"133.957288\" xlink:href=\"#m59397af714\" y=\"83.206336\"/>\n     <use style=\"fill:#1f77b4;stroke:#1f77b4;\" x=\"44.252723\" xlink:href=\"#m59397af714\" y=\"15.686519\"/>\n     <use style=\"fill:#1f77b4;stroke:#1f77b4;\" x=\"154.781562\" xlink:href=\"#m59397af714\" y=\"70.205263\"/>\n     <use style=\"fill:#1f77b4;stroke:#1f77b4;\" x=\"178.816429\" xlink:href=\"#m59397af714\" y=\"108.595478\"/>\n     <use style=\"fill:#1f77b4;stroke:#1f77b4;\" x=\"97.70643\" xlink:href=\"#m59397af714\" y=\"51.15575\"/>\n     <use style=\"fill:#1f77b4;stroke:#1f77b4;\" x=\"145.678978\" xlink:href=\"#m59397af714\" y=\"84.74772\"/>\n     <use style=\"fill:#1f77b4;stroke:#1f77b4;\" x=\"132.971571\" xlink:href=\"#m59397af714\" y=\"57.850331\"/>\n     <use style=\"fill:#1f77b4;stroke:#1f77b4;\" x=\"168.871602\" xlink:href=\"#m59397af714\" y=\"104.449327\"/>\n     <use style=\"fill:#1f77b4;stroke:#1f77b4;\" x=\"84.083537\" xlink:href=\"#m59397af714\" y=\"39.996992\"/>\n     <use style=\"fill:#1f77b4;stroke:#1f77b4;\" x=\"108.16665\" xlink:href=\"#m59397af714\" y=\"65.923283\"/>\n     <use style=\"fill:#1f77b4;stroke:#1f77b4;\" x=\"101.157664\" xlink:href=\"#m59397af714\" y=\"65.204874\"/>\n     <use style=\"fill:#1f77b4;stroke:#1f77b4;\" x=\"130.029112\" xlink:href=\"#m59397af714\" y=\"88.73985\"/>\n     <use style=\"fill:#1f77b4;stroke:#1f77b4;\" x=\"147.037021\" xlink:href=\"#m59397af714\" y=\"72.742444\"/>\n     <use style=\"fill:#1f77b4;stroke:#1f77b4;\" x=\"141.717199\" xlink:href=\"#m59397af714\" y=\"66.767554\"/>\n     <use style=\"fill:#1f77b4;stroke:#1f77b4;\" x=\"153.102176\" xlink:href=\"#m59397af714\" y=\"63.12549\"/>\n     <use style=\"fill:#1f77b4;stroke:#1f77b4;\" x=\"125.390546\" xlink:href=\"#m59397af714\" y=\"67.304337\"/>\n     <use style=\"fill:#1f77b4;stroke:#1f77b4;\" x=\"136.803496\" xlink:href=\"#m59397af714\" y=\"64.018307\"/>\n     <use style=\"fill:#1f77b4;stroke:#1f77b4;\" x=\"106.258666\" xlink:href=\"#m59397af714\" y=\"58.125744\"/>\n     <use style=\"fill:#1f77b4;stroke:#1f77b4;\" x=\"132.360725\" xlink:href=\"#m59397af714\" y=\"77.719452\"/>\n     <use style=\"fill:#1f77b4;stroke:#1f77b4;\" x=\"148.858301\" xlink:href=\"#m59397af714\" y=\"86.810371\"/>\n     <use style=\"fill:#1f77b4;stroke:#1f77b4;\" x=\"101.056424\" xlink:href=\"#m59397af714\" y=\"50.619887\"/>\n     <use style=\"fill:#1f77b4;stroke:#1f77b4;\" x=\"107.969199\" xlink:href=\"#m59397af714\" y=\"66.667518\"/>\n     <use style=\"fill:#1f77b4;stroke:#1f77b4;\" x=\"168.954509\" xlink:href=\"#m59397af714\" y=\"77.368176\"/>\n     <use style=\"fill:#1f77b4;stroke:#1f77b4;\" x=\"117.885625\" xlink:href=\"#m59397af714\" y=\"65.974216\"/>\n     <use style=\"fill:#1f77b4;stroke:#1f77b4;\" x=\"106.388305\" xlink:href=\"#m59397af714\" y=\"57.674222\"/>\n     <use style=\"fill:#1f77b4;stroke:#1f77b4;\" x=\"111.936107\" xlink:href=\"#m59397af714\" y=\"51.70573\"/>\n     <use style=\"fill:#1f77b4;stroke:#1f77b4;\" x=\"154.579152\" xlink:href=\"#m59397af714\" y=\"85.392438\"/>\n     <use style=\"fill:#1f77b4;stroke:#1f77b4;\" x=\"129.41313\" xlink:href=\"#m59397af714\" y=\"72.074366\"/>\n     <use style=\"fill:#1f77b4;stroke:#1f77b4;\" x=\"119.235435\" xlink:href=\"#m59397af714\" y=\"79.976396\"/>\n     <use style=\"fill:#1f77b4;stroke:#1f77b4;\" x=\"145.174279\" xlink:href=\"#m59397af714\" y=\"74.741771\"/>\n     <use style=\"fill:#1f77b4;stroke:#1f77b4;\" x=\"134.643849\" xlink:href=\"#m59397af714\" y=\"76.521995\"/>\n     <use style=\"fill:#1f77b4;stroke:#1f77b4;\" x=\"110.533376\" xlink:href=\"#m59397af714\" y=\"57.663336\"/>\n     <use style=\"fill:#1f77b4;stroke:#1f77b4;\" x=\"103.721346\" xlink:href=\"#m59397af714\" y=\"74.062176\"/>\n     <use style=\"fill:#1f77b4;stroke:#1f77b4;\" x=\"109.224454\" xlink:href=\"#m59397af714\" y=\"52.529144\"/>\n     <use style=\"fill:#1f77b4;stroke:#1f77b4;\" x=\"141.474333\" xlink:href=\"#m59397af714\" y=\"60.010868\"/>\n     <use style=\"fill:#1f77b4;stroke:#1f77b4;\" x=\"138.417692\" xlink:href=\"#m59397af714\" y=\"63.33543\"/>\n     <use style=\"fill:#1f77b4;stroke:#1f77b4;\" x=\"148.584085\" xlink:href=\"#m59397af714\" y=\"85.242553\"/>\n     <use style=\"fill:#1f77b4;stroke:#1f77b4;\" x=\"69.910516\" xlink:href=\"#m59397af714\" y=\"16.279593\"/>\n     <use style=\"fill:#1f77b4;stroke:#1f77b4;\" x=\"170.105859\" xlink:href=\"#m59397af714\" y=\"92.172199\"/>\n     <use style=\"fill:#1f77b4;stroke:#1f77b4;\" x=\"221.656652\" xlink:href=\"#m59397af714\" y=\"99.651251\"/>\n     <use style=\"fill:#1f77b4;stroke:#1f77b4;\" x=\"141.970636\" xlink:href=\"#m59397af714\" y=\"88.227899\"/>\n     <use style=\"fill:#1f77b4;stroke:#1f77b4;\" x=\"134.483148\" xlink:href=\"#m59397af714\" y=\"61.020434\"/>\n     <use style=\"fill:#1f77b4;stroke:#1f77b4;\" x=\"137.725933\" xlink:href=\"#m59397af714\" y=\"84.413208\"/>\n     <use style=\"fill:#1f77b4;stroke:#1f77b4;\" x=\"145.416838\" xlink:href=\"#m59397af714\" y=\"73.890358\"/>\n     <use style=\"fill:#1f77b4;stroke:#1f77b4;\" x=\"150.526732\" xlink:href=\"#m59397af714\" y=\"85.032285\"/>\n     <use style=\"fill:#1f77b4;stroke:#1f77b4;\" x=\"156.568776\" xlink:href=\"#m59397af714\" y=\"69.879356\"/>\n     <use style=\"fill:#1f77b4;stroke:#1f77b4;\" x=\"119.161413\" xlink:href=\"#m59397af714\" y=\"53.315308\"/>\n     <use style=\"fill:#1f77b4;stroke:#1f77b4;\" x=\"187.525147\" xlink:href=\"#m59397af714\" y=\"104.322572\"/>\n     <use style=\"fill:#1f77b4;stroke:#1f77b4;\" x=\"158.254323\" xlink:href=\"#m59397af714\" y=\"81.718947\"/>\n     <use style=\"fill:#1f77b4;stroke:#1f77b4;\" x=\"153.519871\" xlink:href=\"#m59397af714\" y=\"82.019091\"/>\n     <use style=\"fill:#1f77b4;stroke:#1f77b4;\" x=\"119.081841\" xlink:href=\"#m59397af714\" y=\"55.183128\"/>\n     <use style=\"fill:#1f77b4;stroke:#1f77b4;\" x=\"137.461718\" xlink:href=\"#m59397af714\" y=\"85.797648\"/>\n     <use style=\"fill:#1f77b4;stroke:#1f77b4;\" x=\"97.476197\" xlink:href=\"#m59397af714\" y=\"37.233434\"/>\n     <use style=\"fill:#1f77b4;stroke:#1f77b4;\" x=\"146.351041\" xlink:href=\"#m59397af714\" y=\"87.377213\"/>\n     <use style=\"fill:#1f77b4;stroke:#1f77b4;\" x=\"191.653622\" xlink:href=\"#m59397af714\" y=\"101.860583\"/>\n     <use style=\"fill:#1f77b4;stroke:#1f77b4;\" x=\"164.725233\" xlink:href=\"#m59397af714\" y=\"73.94\"/>\n     <use style=\"fill:#1f77b4;stroke:#1f77b4;\" x=\"121.054704\" xlink:href=\"#m59397af714\" y=\"51.190363\"/>\n     <use style=\"fill:#1f77b4;stroke:#1f77b4;\" x=\"80.669453\" xlink:href=\"#m59397af714\" y=\"30.390923\"/>\n     <use style=\"fill:#1f77b4;stroke:#1f77b4;\" x=\"96.29211\" xlink:href=\"#m59397af714\" y=\"48.049981\"/>\n     <use style=\"fill:#1f77b4;stroke:#1f77b4;\" x=\"102.141987\" xlink:href=\"#m59397af714\" y=\"60.384389\"/>\n     <use style=\"fill:#1f77b4;stroke:#1f77b4;\" x=\"148.612882\" xlink:href=\"#m59397af714\" y=\"81.680639\"/>\n     <use style=\"fill:#1f77b4;stroke:#1f77b4;\" x=\"146.425193\" xlink:href=\"#m59397af714\" y=\"72.800315\"/>\n     <use style=\"fill:#1f77b4;stroke:#1f77b4;\" x=\"134.21899\" xlink:href=\"#m59397af714\" y=\"84.700045\"/>\n     <use style=\"fill:#1f77b4;stroke:#1f77b4;\" x=\"158.563958\" xlink:href=\"#m59397af714\" y=\"96.735049\"/>\n     <use style=\"fill:#1f77b4;stroke:#1f77b4;\" x=\"82.681435\" xlink:href=\"#m59397af714\" y=\"58.413838\"/>\n     <use style=\"fill:#1f77b4;stroke:#1f77b4;\" x=\"188.106331\" xlink:href=\"#m59397af714\" y=\"95.074583\"/>\n     <use style=\"fill:#1f77b4;stroke:#1f77b4;\" x=\"109.27183\" xlink:href=\"#m59397af714\" y=\"68.20521\"/>\n     <use style=\"fill:#1f77b4;stroke:#1f77b4;\" x=\"130.748592\" xlink:href=\"#m59397af714\" y=\"57.260548\"/>\n     <use style=\"fill:#1f77b4;stroke:#1f77b4;\" x=\"201.665767\" xlink:href=\"#m59397af714\" y=\"119.542709\"/>\n     <use style=\"fill:#1f77b4;stroke:#1f77b4;\" x=\"113.59103\" xlink:href=\"#m59397af714\" y=\"51.719048\"/>\n     <use style=\"fill:#1f77b4;stroke:#1f77b4;\" x=\"128.600928\" xlink:href=\"#m59397af714\" y=\"56.7731\"/>\n     <use style=\"fill:#1f77b4;stroke:#1f77b4;\" x=\"166.673218\" xlink:href=\"#m59397af714\" y=\"76.292806\"/>\n     <use style=\"fill:#1f77b4;stroke:#1f77b4;\" x=\"117.948643\" xlink:href=\"#m59397af714\" y=\"58.584789\"/>\n     <use style=\"fill:#1f77b4;stroke:#1f77b4;\" x=\"160.994733\" xlink:href=\"#m59397af714\" y=\"65.562218\"/>\n     <use style=\"fill:#1f77b4;stroke:#1f77b4;\" x=\"84.99849\" xlink:href=\"#m59397af714\" y=\"36.024341\"/>\n     <use style=\"fill:#1f77b4;stroke:#1f77b4;\" x=\"149.603107\" xlink:href=\"#m59397af714\" y=\"72.132618\"/>\n     <use style=\"fill:#1f77b4;stroke:#1f77b4;\" x=\"113.309781\" xlink:href=\"#m59397af714\" y=\"57.74448\"/>\n     <use style=\"fill:#1f77b4;stroke:#1f77b4;\" x=\"140.75225\" xlink:href=\"#m59397af714\" y=\"90.689178\"/>\n     <use style=\"fill:#1f77b4;stroke:#1f77b4;\" x=\"151.459539\" xlink:href=\"#m59397af714\" y=\"78.879359\"/>\n     <use style=\"fill:#1f77b4;stroke:#1f77b4;\" x=\"111.559297\" xlink:href=\"#m59397af714\" y=\"66.510816\"/>\n     <use style=\"fill:#1f77b4;stroke:#1f77b4;\" x=\"141.134869\" xlink:href=\"#m59397af714\" y=\"76.281688\"/>\n     <use style=\"fill:#1f77b4;stroke:#1f77b4;\" x=\"169.011478\" xlink:href=\"#m59397af714\" y=\"87.820059\"/>\n     <use style=\"fill:#1f77b4;stroke:#1f77b4;\" x=\"155.429402\" xlink:href=\"#m59397af714\" y=\"81.671574\"/>\n     <use style=\"fill:#1f77b4;stroke:#1f77b4;\" x=\"130.108387\" xlink:href=\"#m59397af714\" y=\"56.572751\"/>\n     <use style=\"fill:#1f77b4;stroke:#1f77b4;\" x=\"109.893776\" xlink:href=\"#m59397af714\" y=\"58.552437\"/>\n     <use style=\"fill:#1f77b4;stroke:#1f77b4;\" x=\"116.365955\" xlink:href=\"#m59397af714\" y=\"48.06668\"/>\n     <use style=\"fill:#1f77b4;stroke:#1f77b4;\" x=\"216.512477\" xlink:href=\"#m59397af714\" y=\"134.222952\"/>\n     <use style=\"fill:#1f77b4;stroke:#1f77b4;\" x=\"118.06826\" xlink:href=\"#m59397af714\" y=\"55.518065\"/>\n     <use style=\"fill:#1f77b4;stroke:#1f77b4;\" x=\"133.359429\" xlink:href=\"#m59397af714\" y=\"62.365365\"/>\n     <use style=\"fill:#1f77b4;stroke:#1f77b4;\" x=\"87.807696\" xlink:href=\"#m59397af714\" y=\"24.860648\"/>\n     <use style=\"fill:#1f77b4;stroke:#1f77b4;\" x=\"89.800607\" xlink:href=\"#m59397af714\" y=\"36.367464\"/>\n     <use style=\"fill:#1f77b4;stroke:#1f77b4;\" x=\"119.532696\" xlink:href=\"#m59397af714\" y=\"67.043242\"/>\n     <use style=\"fill:#1f77b4;stroke:#1f77b4;\" x=\"138.607474\" xlink:href=\"#m59397af714\" y=\"82.55351\"/>\n     <use style=\"fill:#1f77b4;stroke:#1f77b4;\" x=\"139.750071\" xlink:href=\"#m59397af714\" y=\"79.684712\"/>\n     <use style=\"fill:#1f77b4;stroke:#1f77b4;\" x=\"67.592799\" xlink:href=\"#m59397af714\" y=\"44.38246\"/>\n     <use style=\"fill:#1f77b4;stroke:#1f77b4;\" x=\"128.835246\" xlink:href=\"#m59397af714\" y=\"99.546338\"/>\n     <use style=\"fill:#1f77b4;stroke:#1f77b4;\" x=\"96.24346\" xlink:href=\"#m59397af714\" y=\"42.094791\"/>\n     <use style=\"fill:#1f77b4;stroke:#1f77b4;\" x=\"145.108259\" xlink:href=\"#m59397af714\" y=\"82.189897\"/>\n     <use style=\"fill:#1f77b4;stroke:#1f77b4;\" x=\"147.441145\" xlink:href=\"#m59397af714\" y=\"63.771233\"/>\n     <use style=\"fill:#1f77b4;stroke:#1f77b4;\" x=\"87.0906\" xlink:href=\"#m59397af714\" y=\"55.546822\"/>\n     <use style=\"fill:#1f77b4;stroke:#1f77b4;\" x=\"112.481456\" xlink:href=\"#m59397af714\" y=\"41.699709\"/>\n     <use style=\"fill:#1f77b4;stroke:#1f77b4;\" x=\"74.892305\" xlink:href=\"#m59397af714\" y=\"47.121779\"/>\n     <use style=\"fill:#1f77b4;stroke:#1f77b4;\" x=\"132.34919\" xlink:href=\"#m59397af714\" y=\"71.011203\"/>\n     <use style=\"fill:#1f77b4;stroke:#1f77b4;\" x=\"130.150499\" xlink:href=\"#m59397af714\" y=\"67.03333\"/>\n     <use style=\"fill:#1f77b4;stroke:#1f77b4;\" x=\"128.424775\" xlink:href=\"#m59397af714\" y=\"71.201922\"/>\n     <use style=\"fill:#1f77b4;stroke:#1f77b4;\" x=\"147.917341\" xlink:href=\"#m59397af714\" y=\"80.34616\"/>\n     <use style=\"fill:#1f77b4;stroke:#1f77b4;\" x=\"149.647618\" xlink:href=\"#m59397af714\" y=\"97.394544\"/>\n     <use style=\"fill:#1f77b4;stroke:#1f77b4;\" x=\"115.680095\" xlink:href=\"#m59397af714\" y=\"43.703556\"/>\n     <use style=\"fill:#1f77b4;stroke:#1f77b4;\" x=\"107.47313\" xlink:href=\"#m59397af714\" y=\"56.233195\"/>\n     <use style=\"fill:#1f77b4;stroke:#1f77b4;\" x=\"181.917562\" xlink:href=\"#m59397af714\" y=\"97.718848\"/>\n     <use style=\"fill:#1f77b4;stroke:#1f77b4;\" x=\"134.488855\" xlink:href=\"#m59397af714\" y=\"65.390905\"/>\n     <use style=\"fill:#1f77b4;stroke:#1f77b4;\" x=\"170.68009\" xlink:href=\"#m59397af714\" y=\"74.679665\"/>\n     <use style=\"fill:#1f77b4;stroke:#1f77b4;\" x=\"167.438169\" xlink:href=\"#m59397af714\" y=\"94.465552\"/>\n     <use style=\"fill:#1f77b4;stroke:#1f77b4;\" x=\"116.768136\" xlink:href=\"#m59397af714\" y=\"50.743464\"/>\n     <use style=\"fill:#1f77b4;stroke:#1f77b4;\" x=\"149.917549\" xlink:href=\"#m59397af714\" y=\"73.368916\"/>\n     <use style=\"fill:#1f77b4;stroke:#1f77b4;\" x=\"99.983309\" xlink:href=\"#m59397af714\" y=\"45.600181\"/>\n     <use style=\"fill:#1f77b4;stroke:#1f77b4;\" x=\"136.057208\" xlink:href=\"#m59397af714\" y=\"71.22619\"/>\n     <use style=\"fill:#1f77b4;stroke:#1f77b4;\" x=\"123.602339\" xlink:href=\"#m59397af714\" y=\"73.368079\"/>\n     <use style=\"fill:#1f77b4;stroke:#1f77b4;\" x=\"129.828803\" xlink:href=\"#m59397af714\" y=\"64.448793\"/>\n     <use style=\"fill:#1f77b4;stroke:#1f77b4;\" x=\"124.748874\" xlink:href=\"#m59397af714\" y=\"54.365822\"/>\n     <use style=\"fill:#1f77b4;stroke:#1f77b4;\" x=\"185.711062\" xlink:href=\"#m59397af714\" y=\"112.355927\"/>\n     <use style=\"fill:#1f77b4;stroke:#1f77b4;\" x=\"148.674044\" xlink:href=\"#m59397af714\" y=\"91.820586\"/>\n     <use style=\"fill:#1f77b4;stroke:#1f77b4;\" x=\"140.825189\" xlink:href=\"#m59397af714\" y=\"68.102594\"/>\n     <use style=\"fill:#1f77b4;stroke:#1f77b4;\" x=\"107.513143\" xlink:href=\"#m59397af714\" y=\"55.906965\"/>\n     <use style=\"fill:#1f77b4;stroke:#1f77b4;\" x=\"142.88775\" xlink:href=\"#m59397af714\" y=\"79.093782\"/>\n     <use style=\"fill:#1f77b4;stroke:#1f77b4;\" x=\"85.030651\" xlink:href=\"#m59397af714\" y=\"28.605233\"/>\n     <use style=\"fill:#1f77b4;stroke:#1f77b4;\" x=\"141.998526\" xlink:href=\"#m59397af714\" y=\"74.116563\"/>\n     <use style=\"fill:#1f77b4;stroke:#1f77b4;\" x=\"160.783692\" xlink:href=\"#m59397af714\" y=\"76.5838\"/>\n     <use style=\"fill:#1f77b4;stroke:#1f77b4;\" x=\"157.661029\" xlink:href=\"#m59397af714\" y=\"54.485517\"/>\n     <use style=\"fill:#1f77b4;stroke:#1f77b4;\" x=\"132.467053\" xlink:href=\"#m59397af714\" y=\"71.964695\"/>\n     <use style=\"fill:#1f77b4;stroke:#1f77b4;\" x=\"164.759128\" xlink:href=\"#m59397af714\" y=\"94.849596\"/>\n     <use style=\"fill:#1f77b4;stroke:#1f77b4;\" x=\"129.526226\" xlink:href=\"#m59397af714\" y=\"61.088823\"/>\n     <use style=\"fill:#1f77b4;stroke:#1f77b4;\" x=\"165.544326\" xlink:href=\"#m59397af714\" y=\"91.570032\"/>\n     <use style=\"fill:#1f77b4;stroke:#1f77b4;\" x=\"145.850101\" xlink:href=\"#m59397af714\" y=\"69.54984\"/>\n     <use style=\"fill:#1f77b4;stroke:#1f77b4;\" x=\"173.076335\" xlink:href=\"#m59397af714\" y=\"92.399945\"/>\n     <use style=\"fill:#1f77b4;stroke:#1f77b4;\" x=\"137.160985\" xlink:href=\"#m59397af714\" y=\"78.329197\"/>\n     <use style=\"fill:#1f77b4;stroke:#1f77b4;\" x=\"131.44024\" xlink:href=\"#m59397af714\" y=\"84.964842\"/>\n     <use style=\"fill:#1f77b4;stroke:#1f77b4;\" x=\"119.781952\" xlink:href=\"#m59397af714\" y=\"71.8738\"/>\n     <use style=\"fill:#1f77b4;stroke:#1f77b4;\" x=\"101.733207\" xlink:href=\"#m59397af714\" y=\"45.775645\"/>\n     <use style=\"fill:#1f77b4;stroke:#1f77b4;\" x=\"105.764854\" xlink:href=\"#m59397af714\" y=\"50.288277\"/>\n     <use style=\"fill:#1f77b4;stroke:#1f77b4;\" x=\"115.994554\" xlink:href=\"#m59397af714\" y=\"55.515737\"/>\n     <use style=\"fill:#1f77b4;stroke:#1f77b4;\" x=\"114.310721\" xlink:href=\"#m59397af714\" y=\"51.531632\"/>\n     <use style=\"fill:#1f77b4;stroke:#1f77b4;\" x=\"103.658044\" xlink:href=\"#m59397af714\" y=\"53.483199\"/>\n     <use style=\"fill:#1f77b4;stroke:#1f77b4;\" x=\"188.271993\" xlink:href=\"#m59397af714\" y=\"99.388659\"/>\n     <use style=\"fill:#1f77b4;stroke:#1f77b4;\" x=\"164.208195\" xlink:href=\"#m59397af714\" y=\"99.953722\"/>\n     <use style=\"fill:#1f77b4;stroke:#1f77b4;\" x=\"150.939689\" xlink:href=\"#m59397af714\" y=\"73.724862\"/>\n     <use style=\"fill:#1f77b4;stroke:#1f77b4;\" x=\"143.92323\" xlink:href=\"#m59397af714\" y=\"79.222655\"/>\n     <use style=\"fill:#1f77b4;stroke:#1f77b4;\" x=\"116.370331\" xlink:href=\"#m59397af714\" y=\"66.45564\"/>\n     <use style=\"fill:#1f77b4;stroke:#1f77b4;\" x=\"147.451188\" xlink:href=\"#m59397af714\" y=\"84.764346\"/>\n     <use style=\"fill:#1f77b4;stroke:#1f77b4;\" x=\"144.828662\" xlink:href=\"#m59397af714\" y=\"84.042653\"/>\n     <use style=\"fill:#1f77b4;stroke:#1f77b4;\" x=\"143.847199\" xlink:href=\"#m59397af714\" y=\"52.480736\"/>\n     <use style=\"fill:#1f77b4;stroke:#1f77b4;\" x=\"125.449569\" xlink:href=\"#m59397af714\" y=\"54.707359\"/>\n     <use style=\"fill:#1f77b4;stroke:#1f77b4;\" x=\"148.129031\" xlink:href=\"#m59397af714\" y=\"77.516619\"/>\n     <use style=\"fill:#1f77b4;stroke:#1f77b4;\" x=\"147.823718\" xlink:href=\"#m59397af714\" y=\"74.134912\"/>\n     <use style=\"fill:#1f77b4;stroke:#1f77b4;\" x=\"111.333064\" xlink:href=\"#m59397af714\" y=\"51.553503\"/>\n     <use style=\"fill:#1f77b4;stroke:#1f77b4;\" x=\"108.602528\" xlink:href=\"#m59397af714\" y=\"60.88787\"/>\n     <use style=\"fill:#1f77b4;stroke:#1f77b4;\" x=\"113.263809\" xlink:href=\"#m59397af714\" y=\"54.39188\"/>\n     <use style=\"fill:#1f77b4;stroke:#1f77b4;\" x=\"114.166283\" xlink:href=\"#m59397af714\" y=\"74.925929\"/>\n     <use style=\"fill:#1f77b4;stroke:#1f77b4;\" x=\"149.828747\" xlink:href=\"#m59397af714\" y=\"66.255965\"/>\n     <use style=\"fill:#1f77b4;stroke:#1f77b4;\" x=\"97.147602\" xlink:href=\"#m59397af714\" y=\"55.668037\"/>\n     <use style=\"fill:#1f77b4;stroke:#1f77b4;\" x=\"146.95694\" xlink:href=\"#m59397af714\" y=\"77.438424\"/>\n     <use style=\"fill:#1f77b4;stroke:#1f77b4;\" x=\"110.002014\" xlink:href=\"#m59397af714\" y=\"61.044499\"/>\n     <use style=\"fill:#1f77b4;stroke:#1f77b4;\" x=\"162.059156\" xlink:href=\"#m59397af714\" y=\"76.754712\"/>\n     <use style=\"fill:#1f77b4;stroke:#1f77b4;\" x=\"120.36562\" xlink:href=\"#m59397af714\" y=\"74.514497\"/>\n     <use style=\"fill:#1f77b4;stroke:#1f77b4;\" x=\"111.529482\" xlink:href=\"#m59397af714\" y=\"54.983016\"/>\n     <use style=\"fill:#1f77b4;stroke:#1f77b4;\" x=\"149.704494\" xlink:href=\"#m59397af714\" y=\"70.936179\"/>\n     <use style=\"fill:#1f77b4;stroke:#1f77b4;\" x=\"123.355221\" xlink:href=\"#m59397af714\" y=\"74.187723\"/>\n     <use style=\"fill:#1f77b4;stroke:#1f77b4;\" x=\"153.062614\" xlink:href=\"#m59397af714\" y=\"89.536952\"/>\n     <use style=\"fill:#1f77b4;stroke:#1f77b4;\" x=\"158.538172\" xlink:href=\"#m59397af714\" y=\"87.187921\"/>\n     <use style=\"fill:#1f77b4;stroke:#1f77b4;\" x=\"166.363512\" xlink:href=\"#m59397af714\" y=\"100.589209\"/>\n     <use style=\"fill:#1f77b4;stroke:#1f77b4;\" x=\"83.592898\" xlink:href=\"#m59397af714\" y=\"36.021873\"/>\n     <use style=\"fill:#1f77b4;stroke:#1f77b4;\" x=\"130.282083\" xlink:href=\"#m59397af714\" y=\"71.850368\"/>\n     <use style=\"fill:#1f77b4;stroke:#1f77b4;\" x=\"157.618709\" xlink:href=\"#m59397af714\" y=\"84.972006\"/>\n     <use style=\"fill:#1f77b4;stroke:#1f77b4;\" x=\"172.725587\" xlink:href=\"#m59397af714\" y=\"106.732282\"/>\n     <use style=\"fill:#1f77b4;stroke:#1f77b4;\" x=\"169.957943\" xlink:href=\"#m59397af714\" y=\"92.988654\"/>\n     <use style=\"fill:#1f77b4;stroke:#1f77b4;\" x=\"153.162504\" xlink:href=\"#m59397af714\" y=\"78.729319\"/>\n     <use style=\"fill:#1f77b4;stroke:#1f77b4;\" x=\"128.179127\" xlink:href=\"#m59397af714\" y=\"75.046019\"/>\n     <use style=\"fill:#1f77b4;stroke:#1f77b4;\" x=\"75.548909\" xlink:href=\"#m59397af714\" y=\"51.922955\"/>\n     <use style=\"fill:#1f77b4;stroke:#1f77b4;\" x=\"136.811432\" xlink:href=\"#m59397af714\" y=\"60.601917\"/>\n     <use style=\"fill:#1f77b4;stroke:#1f77b4;\" x=\"171.448336\" xlink:href=\"#m59397af714\" y=\"108.571837\"/>\n     <use style=\"fill:#1f77b4;stroke:#1f77b4;\" x=\"150.471822\" xlink:href=\"#m59397af714\" y=\"65.757899\"/>\n     <use style=\"fill:#1f77b4;stroke:#1f77b4;\" x=\"128.419321\" xlink:href=\"#m59397af714\" y=\"69.545455\"/>\n     <use style=\"fill:#1f77b4;stroke:#1f77b4;\" x=\"124.903981\" xlink:href=\"#m59397af714\" y=\"58.677176\"/>\n     <use style=\"fill:#1f77b4;stroke:#1f77b4;\" x=\"136.532322\" xlink:href=\"#m59397af714\" y=\"62.621824\"/>\n     <use style=\"fill:#1f77b4;stroke:#1f77b4;\" x=\"132.567325\" xlink:href=\"#m59397af714\" y=\"66.914351\"/>\n     <use style=\"fill:#1f77b4;stroke:#1f77b4;\" x=\"189.687361\" xlink:href=\"#m59397af714\" y=\"117.89614\"/>\n     <use style=\"fill:#1f77b4;stroke:#1f77b4;\" x=\"90.925119\" xlink:href=\"#m59397af714\" y=\"40.392826\"/>\n     <use style=\"fill:#1f77b4;stroke:#1f77b4;\" x=\"145.042302\" xlink:href=\"#m59397af714\" y=\"92.767705\"/>\n     <use style=\"fill:#1f77b4;stroke:#1f77b4;\" x=\"179.738597\" xlink:href=\"#m59397af714\" y=\"106.65366\"/>\n     <use style=\"fill:#1f77b4;stroke:#1f77b4;\" x=\"152.950119\" xlink:href=\"#m59397af714\" y=\"87.267831\"/>\n     <use style=\"fill:#1f77b4;stroke:#1f77b4;\" x=\"166.012149\" xlink:href=\"#m59397af714\" y=\"79.330086\"/>\n     <use style=\"fill:#1f77b4;stroke:#1f77b4;\" x=\"146.618608\" xlink:href=\"#m59397af714\" y=\"92.987843\"/>\n     <use style=\"fill:#1f77b4;stroke:#1f77b4;\" x=\"189.79803\" xlink:href=\"#m59397af714\" y=\"106.367414\"/>\n     <use style=\"fill:#1f77b4;stroke:#1f77b4;\" x=\"204.089178\" xlink:href=\"#m59397af714\" y=\"119.518713\"/>\n     <use style=\"fill:#1f77b4;stroke:#1f77b4;\" x=\"169.718327\" xlink:href=\"#m59397af714\" y=\"74.357454\"/>\n     <use style=\"fill:#1f77b4;stroke:#1f77b4;\" x=\"151.555575\" xlink:href=\"#m59397af714\" y=\"81.353048\"/>\n     <use style=\"fill:#1f77b4;stroke:#1f77b4;\" x=\"105.099495\" xlink:href=\"#m59397af714\" y=\"67.31144\"/>\n     <use style=\"fill:#1f77b4;stroke:#1f77b4;\" x=\"137.811015\" xlink:href=\"#m59397af714\" y=\"89.644833\"/>\n     <use style=\"fill:#1f77b4;stroke:#1f77b4;\" x=\"161.877447\" xlink:href=\"#m59397af714\" y=\"75.29556\"/>\n     <use style=\"fill:#1f77b4;stroke:#1f77b4;\" x=\"146.78489\" xlink:href=\"#m59397af714\" y=\"68.354574\"/>\n     <use style=\"fill:#1f77b4;stroke:#1f77b4;\" x=\"113.324243\" xlink:href=\"#m59397af714\" y=\"57.284331\"/>\n     <use style=\"fill:#1f77b4;stroke:#1f77b4;\" x=\"168.218566\" xlink:href=\"#m59397af714\" y=\"96.727441\"/>\n     <use style=\"fill:#1f77b4;stroke:#1f77b4;\" x=\"197.748493\" xlink:href=\"#m59397af714\" y=\"107.843431\"/>\n     <use style=\"fill:#1f77b4;stroke:#1f77b4;\" x=\"179.696514\" xlink:href=\"#m59397af714\" y=\"87.420041\"/>\n     <use style=\"fill:#1f77b4;stroke:#1f77b4;\" x=\"142.816871\" xlink:href=\"#m59397af714\" y=\"59.060514\"/>\n     <use style=\"fill:#1f77b4;stroke:#1f77b4;\" x=\"95.772574\" xlink:href=\"#m59397af714\" y=\"56.049509\"/>\n     <use style=\"fill:#1f77b4;stroke:#1f77b4;\" x=\"156.114314\" xlink:href=\"#m59397af714\" y=\"91.204\"/>\n     <use style=\"fill:#1f77b4;stroke:#1f77b4;\" x=\"116.507684\" xlink:href=\"#m59397af714\" y=\"58.726324\"/>\n     <use style=\"fill:#1f77b4;stroke:#1f77b4;\" x=\"123.826174\" xlink:href=\"#m59397af714\" y=\"46.241049\"/>\n     <use style=\"fill:#1f77b4;stroke:#1f77b4;\" x=\"142.671495\" xlink:href=\"#m59397af714\" y=\"85.15767\"/>\n     <use style=\"fill:#1f77b4;stroke:#1f77b4;\" x=\"171.640611\" xlink:href=\"#m59397af714\" y=\"94.801214\"/>\n     <use style=\"fill:#1f77b4;stroke:#1f77b4;\" x=\"165.257151\" xlink:href=\"#m59397af714\" y=\"88.00108\"/>\n     <use style=\"fill:#1f77b4;stroke:#1f77b4;\" x=\"154.913451\" xlink:href=\"#m59397af714\" y=\"93.971172\"/>\n     <use style=\"fill:#1f77b4;stroke:#1f77b4;\" x=\"158.500538\" xlink:href=\"#m59397af714\" y=\"103.557445\"/>\n     <use style=\"fill:#1f77b4;stroke:#1f77b4;\" x=\"138.317226\" xlink:href=\"#m59397af714\" y=\"68.891262\"/>\n     <use style=\"fill:#1f77b4;stroke:#1f77b4;\" x=\"105.727519\" xlink:href=\"#m59397af714\" y=\"61.274326\"/>\n     <use style=\"fill:#1f77b4;stroke:#1f77b4;\" x=\"128.004723\" xlink:href=\"#m59397af714\" y=\"77.048787\"/>\n     <use style=\"fill:#1f77b4;stroke:#1f77b4;\" x=\"111.849166\" xlink:href=\"#m59397af714\" y=\"57.881105\"/>\n     <use style=\"fill:#1f77b4;stroke:#1f77b4;\" x=\"172.844313\" xlink:href=\"#m59397af714\" y=\"103.29538\"/>\n     <use style=\"fill:#1f77b4;stroke:#1f77b4;\" x=\"192.292796\" xlink:href=\"#m59397af714\" y=\"111.9336\"/>\n     <use style=\"fill:#1f77b4;stroke:#1f77b4;\" x=\"112.000655\" xlink:href=\"#m59397af714\" y=\"57.444139\"/>\n     <use style=\"fill:#1f77b4;stroke:#1f77b4;\" x=\"92.494995\" xlink:href=\"#m59397af714\" y=\"59.168287\"/>\n     <use style=\"fill:#1f77b4;stroke:#1f77b4;\" x=\"117.905276\" xlink:href=\"#m59397af714\" y=\"65.606296\"/>\n     <use style=\"fill:#1f77b4;stroke:#1f77b4;\" x=\"128.251737\" xlink:href=\"#m59397af714\" y=\"52.775975\"/>\n     <use style=\"fill:#1f77b4;stroke:#1f77b4;\" x=\"100.181871\" xlink:href=\"#m59397af714\" y=\"40.337515\"/>\n     <use style=\"fill:#1f77b4;stroke:#1f77b4;\" x=\"99.966103\" xlink:href=\"#m59397af714\" y=\"53.425609\"/>\n     <use style=\"fill:#1f77b4;stroke:#1f77b4;\" x=\"136.252891\" xlink:href=\"#m59397af714\" y=\"81.353442\"/>\n     <use style=\"fill:#1f77b4;stroke:#1f77b4;\" x=\"107.044972\" xlink:href=\"#m59397af714\" y=\"48.174252\"/>\n     <use style=\"fill:#1f77b4;stroke:#1f77b4;\" x=\"180.587423\" xlink:href=\"#m59397af714\" y=\"80.901903\"/>\n     <use style=\"fill:#1f77b4;stroke:#1f77b4;\" x=\"117.968467\" xlink:href=\"#m59397af714\" y=\"65.628235\"/>\n     <use style=\"fill:#1f77b4;stroke:#1f77b4;\" x=\"148.380978\" xlink:href=\"#m59397af714\" y=\"83.392375\"/>\n     <use style=\"fill:#1f77b4;stroke:#1f77b4;\" x=\"140.685794\" xlink:href=\"#m59397af714\" y=\"85.579159\"/>\n     <use style=\"fill:#1f77b4;stroke:#1f77b4;\" x=\"121.08504\" xlink:href=\"#m59397af714\" y=\"70.093404\"/>\n     <use style=\"fill:#1f77b4;stroke:#1f77b4;\" x=\"115.761726\" xlink:href=\"#m59397af714\" y=\"50.682862\"/>\n     <use style=\"fill:#1f77b4;stroke:#1f77b4;\" x=\"153.999166\" xlink:href=\"#m59397af714\" y=\"70.949741\"/>\n     <use style=\"fill:#1f77b4;stroke:#1f77b4;\" x=\"188.076759\" xlink:href=\"#m59397af714\" y=\"101.220921\"/>\n     <use style=\"fill:#1f77b4;stroke:#1f77b4;\" x=\"161.752839\" xlink:href=\"#m59397af714\" y=\"74.638399\"/>\n     <use style=\"fill:#1f77b4;stroke:#1f77b4;\" x=\"152.387246\" xlink:href=\"#m59397af714\" y=\"68.672533\"/>\n     <use style=\"fill:#1f77b4;stroke:#1f77b4;\" x=\"169.657875\" xlink:href=\"#m59397af714\" y=\"81.154967\"/>\n     <use style=\"fill:#1f77b4;stroke:#1f77b4;\" x=\"145.384818\" xlink:href=\"#m59397af714\" y=\"73.317066\"/>\n     <use style=\"fill:#1f77b4;stroke:#1f77b4;\" x=\"131.269818\" xlink:href=\"#m59397af714\" y=\"64.712805\"/>\n     <use style=\"fill:#1f77b4;stroke:#1f77b4;\" x=\"125.699372\" xlink:href=\"#m59397af714\" y=\"57.082604\"/>\n     <use style=\"fill:#1f77b4;stroke:#1f77b4;\" x=\"128.017708\" xlink:href=\"#m59397af714\" y=\"51.401489\"/>\n     <use style=\"fill:#1f77b4;stroke:#1f77b4;\" x=\"139.285525\" xlink:href=\"#m59397af714\" y=\"66.564593\"/>\n     <use style=\"fill:#1f77b4;stroke:#1f77b4;\" x=\"181.120212\" xlink:href=\"#m59397af714\" y=\"96.734332\"/>\n     <use style=\"fill:#1f77b4;stroke:#1f77b4;\" x=\"174.892615\" xlink:href=\"#m59397af714\" y=\"98.645767\"/>\n     <use style=\"fill:#1f77b4;stroke:#1f77b4;\" x=\"144.791616\" xlink:href=\"#m59397af714\" y=\"81.267495\"/>\n     <use style=\"fill:#1f77b4;stroke:#1f77b4;\" x=\"128.444106\" xlink:href=\"#m59397af714\" y=\"80.221779\"/>\n     <use style=\"fill:#1f77b4;stroke:#1f77b4;\" x=\"170.229293\" xlink:href=\"#m59397af714\" y=\"67.507965\"/>\n     <use style=\"fill:#1f77b4;stroke:#1f77b4;\" x=\"192.261053\" xlink:href=\"#m59397af714\" y=\"124.744166\"/>\n     <use style=\"fill:#1f77b4;stroke:#1f77b4;\" x=\"156.782196\" xlink:href=\"#m59397af714\" y=\"80.006433\"/>\n     <use style=\"fill:#1f77b4;stroke:#1f77b4;\" x=\"112.327326\" xlink:href=\"#m59397af714\" y=\"58.778274\"/>\n     <use style=\"fill:#1f77b4;stroke:#1f77b4;\" x=\"87.757333\" xlink:href=\"#m59397af714\" y=\"48.835147\"/>\n     <use style=\"fill:#1f77b4;stroke:#1f77b4;\" x=\"133.93375\" xlink:href=\"#m59397af714\" y=\"67.671333\"/>\n     <use style=\"fill:#1f77b4;stroke:#1f77b4;\" x=\"190.086326\" xlink:href=\"#m59397af714\" y=\"108.766409\"/>\n     <use style=\"fill:#1f77b4;stroke:#1f77b4;\" x=\"94.846327\" xlink:href=\"#m59397af714\" y=\"45.274782\"/>\n     <use style=\"fill:#1f77b4;stroke:#1f77b4;\" x=\"133.539168\" xlink:href=\"#m59397af714\" y=\"55.060992\"/>\n     <use style=\"fill:#1f77b4;stroke:#1f77b4;\" x=\"155.267371\" xlink:href=\"#m59397af714\" y=\"83.831091\"/>\n     <use style=\"fill:#1f77b4;stroke:#1f77b4;\" x=\"96.88931\" xlink:href=\"#m59397af714\" y=\"61.101914\"/>\n     <use style=\"fill:#1f77b4;stroke:#1f77b4;\" x=\"136.248255\" xlink:href=\"#m59397af714\" y=\"64.074034\"/>\n     <use style=\"fill:#1f77b4;stroke:#1f77b4;\" x=\"107.939845\" xlink:href=\"#m59397af714\" y=\"47.659187\"/>\n     <use style=\"fill:#1f77b4;stroke:#1f77b4;\" x=\"133.571878\" xlink:href=\"#m59397af714\" y=\"80.880008\"/>\n     <use style=\"fill:#1f77b4;stroke:#1f77b4;\" x=\"119.632461\" xlink:href=\"#m59397af714\" y=\"57.991651\"/>\n     <use style=\"fill:#1f77b4;stroke:#1f77b4;\" x=\"155.984618\" xlink:href=\"#m59397af714\" y=\"74.240603\"/>\n     <use style=\"fill:#1f77b4;stroke:#1f77b4;\" x=\"127.315176\" xlink:href=\"#m59397af714\" y=\"57.179482\"/>\n     <use style=\"fill:#1f77b4;stroke:#1f77b4;\" x=\"124.359238\" xlink:href=\"#m59397af714\" y=\"56.882061\"/>\n     <use style=\"fill:#1f77b4;stroke:#1f77b4;\" x=\"90.030381\" xlink:href=\"#m59397af714\" y=\"35.247316\"/>\n     <use style=\"fill:#1f77b4;stroke:#1f77b4;\" x=\"121.545144\" xlink:href=\"#m59397af714\" y=\"74.923109\"/>\n     <use style=\"fill:#1f77b4;stroke:#1f77b4;\" x=\"137.163614\" xlink:href=\"#m59397af714\" y=\"71.063311\"/>\n     <use style=\"fill:#1f77b4;stroke:#1f77b4;\" x=\"151.223877\" xlink:href=\"#m59397af714\" y=\"79.434638\"/>\n     <use style=\"fill:#1f77b4;stroke:#1f77b4;\" x=\"119.965768\" xlink:href=\"#m59397af714\" y=\"58.1031\"/>\n     <use style=\"fill:#1f77b4;stroke:#1f77b4;\" x=\"166.218878\" xlink:href=\"#m59397af714\" y=\"82.889662\"/>\n     <use style=\"fill:#1f77b4;stroke:#1f77b4;\" x=\"194.171406\" xlink:href=\"#m59397af714\" y=\"103.000424\"/>\n     <use style=\"fill:#1f77b4;stroke:#1f77b4;\" x=\"157.246848\" xlink:href=\"#m59397af714\" y=\"87.876846\"/>\n     <use style=\"fill:#1f77b4;stroke:#1f77b4;\" x=\"119.402815\" xlink:href=\"#m59397af714\" y=\"60.675739\"/>\n     <use style=\"fill:#1f77b4;stroke:#1f77b4;\" x=\"151.629663\" xlink:href=\"#m59397af714\" y=\"88.59859\"/>\n     <use style=\"fill:#1f77b4;stroke:#1f77b4;\" x=\"126.085799\" xlink:href=\"#m59397af714\" y=\"70.637985\"/>\n     <use style=\"fill:#1f77b4;stroke:#1f77b4;\" x=\"121.316689\" xlink:href=\"#m59397af714\" y=\"67.550515\"/>\n     <use style=\"fill:#1f77b4;stroke:#1f77b4;\" x=\"163.063747\" xlink:href=\"#m59397af714\" y=\"97.192882\"/>\n     <use style=\"fill:#1f77b4;stroke:#1f77b4;\" x=\"162.877836\" xlink:href=\"#m59397af714\" y=\"96.549503\"/>\n     <use style=\"fill:#1f77b4;stroke:#1f77b4;\" x=\"126.353475\" xlink:href=\"#m59397af714\" y=\"71.782597\"/>\n     <use style=\"fill:#1f77b4;stroke:#1f77b4;\" x=\"124.685748\" xlink:href=\"#m59397af714\" y=\"59.147163\"/>\n     <use style=\"fill:#1f77b4;stroke:#1f77b4;\" x=\"100.669176\" xlink:href=\"#m59397af714\" y=\"42.491447\"/>\n     <use style=\"fill:#1f77b4;stroke:#1f77b4;\" x=\"202.833973\" xlink:href=\"#m59397af714\" y=\"116.975132\"/>\n     <use style=\"fill:#1f77b4;stroke:#1f77b4;\" x=\"209.862445\" xlink:href=\"#m59397af714\" y=\"124.713005\"/>\n     <use style=\"fill:#1f77b4;stroke:#1f77b4;\" x=\"188.184691\" xlink:href=\"#m59397af714\" y=\"94.237374\"/>\n     <use style=\"fill:#1f77b4;stroke:#1f77b4;\" x=\"139.041431\" xlink:href=\"#m59397af714\" y=\"86.291663\"/>\n     <use style=\"fill:#1f77b4;stroke:#1f77b4;\" x=\"149.707663\" xlink:href=\"#m59397af714\" y=\"87.306652\"/>\n     <use style=\"fill:#1f77b4;stroke:#1f77b4;\" x=\"86.713306\" xlink:href=\"#m59397af714\" y=\"46.883841\"/>\n     <use style=\"fill:#1f77b4;stroke:#1f77b4;\" x=\"186.442009\" xlink:href=\"#m59397af714\" y=\"111.300044\"/>\n     <use style=\"fill:#1f77b4;stroke:#1f77b4;\" x=\"143.335566\" xlink:href=\"#m59397af714\" y=\"64.753557\"/>\n     <use style=\"fill:#1f77b4;stroke:#1f77b4;\" x=\"159.201615\" xlink:href=\"#m59397af714\" y=\"81.38361\"/>\n     <use style=\"fill:#1f77b4;stroke:#1f77b4;\" x=\"197.512557\" xlink:href=\"#m59397af714\" y=\"111.813631\"/>\n     <use style=\"fill:#1f77b4;stroke:#1f77b4;\" x=\"102.860974\" xlink:href=\"#m59397af714\" y=\"50.794595\"/>\n     <use style=\"fill:#1f77b4;stroke:#1f77b4;\" x=\"118.524115\" xlink:href=\"#m59397af714\" y=\"67.503483\"/>\n     <use style=\"fill:#1f77b4;stroke:#1f77b4;\" x=\"170.713543\" xlink:href=\"#m59397af714\" y=\"113.761662\"/>\n     <use style=\"fill:#1f77b4;stroke:#1f77b4;\" x=\"185.340249\" xlink:href=\"#m59397af714\" y=\"105.031378\"/>\n     <use style=\"fill:#1f77b4;stroke:#1f77b4;\" x=\"124.859042\" xlink:href=\"#m59397af714\" y=\"60.658062\"/>\n     <use style=\"fill:#1f77b4;stroke:#1f77b4;\" x=\"153.359364\" xlink:href=\"#m59397af714\" y=\"79.922042\"/>\n     <use style=\"fill:#1f77b4;stroke:#1f77b4;\" x=\"177.788932\" xlink:href=\"#m59397af714\" y=\"104.546696\"/>\n     <use style=\"fill:#1f77b4;stroke:#1f77b4;\" x=\"136.235922\" xlink:href=\"#m59397af714\" y=\"69.940071\"/>\n     <use style=\"fill:#1f77b4;stroke:#1f77b4;\" x=\"89.580918\" xlink:href=\"#m59397af714\" y=\"31.888154\"/>\n     <use style=\"fill:#1f77b4;stroke:#1f77b4;\" x=\"130.666199\" xlink:href=\"#m59397af714\" y=\"74.937897\"/>\n     <use style=\"fill:#1f77b4;stroke:#1f77b4;\" x=\"154.549616\" xlink:href=\"#m59397af714\" y=\"75.694227\"/>\n     <use style=\"fill:#1f77b4;stroke:#1f77b4;\" x=\"136.92221\" xlink:href=\"#m59397af714\" y=\"87.401547\"/>\n     <use style=\"fill:#1f77b4;stroke:#1f77b4;\" x=\"104.886943\" xlink:href=\"#m59397af714\" y=\"42.97884\"/>\n     <use style=\"fill:#1f77b4;stroke:#1f77b4;\" x=\"116.612917\" xlink:href=\"#m59397af714\" y=\"71.702801\"/>\n     <use style=\"fill:#1f77b4;stroke:#1f77b4;\" x=\"146.060627\" xlink:href=\"#m59397af714\" y=\"94.67048\"/>\n     <use style=\"fill:#1f77b4;stroke:#1f77b4;\" x=\"128.833457\" xlink:href=\"#m59397af714\" y=\"58.231977\"/>\n     <use style=\"fill:#1f77b4;stroke:#1f77b4;\" x=\"114.474332\" xlink:href=\"#m59397af714\" y=\"68.884442\"/>\n     <use style=\"fill:#1f77b4;stroke:#1f77b4;\" x=\"152.242196\" xlink:href=\"#m59397af714\" y=\"80.838666\"/>\n     <use style=\"fill:#1f77b4;stroke:#1f77b4;\" x=\"122.029218\" xlink:href=\"#m59397af714\" y=\"49.419395\"/>\n     <use style=\"fill:#1f77b4;stroke:#1f77b4;\" x=\"169.669575\" xlink:href=\"#m59397af714\" y=\"83.381766\"/>\n     <use style=\"fill:#1f77b4;stroke:#1f77b4;\" x=\"146.080952\" xlink:href=\"#m59397af714\" y=\"96.758379\"/>\n     <use style=\"fill:#1f77b4;stroke:#1f77b4;\" x=\"153.824042\" xlink:href=\"#m59397af714\" y=\"70.104832\"/>\n     <use style=\"fill:#1f77b4;stroke:#1f77b4;\" x=\"142.029624\" xlink:href=\"#m59397af714\" y=\"69.833454\"/>\n     <use style=\"fill:#1f77b4;stroke:#1f77b4;\" x=\"161.060569\" xlink:href=\"#m59397af714\" y=\"91.694693\"/>\n     <use style=\"fill:#1f77b4;stroke:#1f77b4;\" x=\"129.320553\" xlink:href=\"#m59397af714\" y=\"58.100703\"/>\n     <use style=\"fill:#1f77b4;stroke:#1f77b4;\" x=\"150.475872\" xlink:href=\"#m59397af714\" y=\"78.974124\"/>\n     <use style=\"fill:#1f77b4;stroke:#1f77b4;\" x=\"101.11655\" xlink:href=\"#m59397af714\" y=\"50.240644\"/>\n     <use style=\"fill:#1f77b4;stroke:#1f77b4;\" x=\"157.312236\" xlink:href=\"#m59397af714\" y=\"82.739154\"/>\n     <use style=\"fill:#1f77b4;stroke:#1f77b4;\" x=\"130.756108\" xlink:href=\"#m59397af714\" y=\"61.28821\"/>\n     <use style=\"fill:#1f77b4;stroke:#1f77b4;\" x=\"125.790983\" xlink:href=\"#m59397af714\" y=\"74.513833\"/>\n     <use style=\"fill:#1f77b4;stroke:#1f77b4;\" x=\"178.883362\" xlink:href=\"#m59397af714\" y=\"87.815244\"/>\n     <use style=\"fill:#1f77b4;stroke:#1f77b4;\" x=\"134.071578\" xlink:href=\"#m59397af714\" y=\"67.54157\"/>\n     <use style=\"fill:#1f77b4;stroke:#1f77b4;\" x=\"132.578925\" xlink:href=\"#m59397af714\" y=\"54.282865\"/>\n     <use style=\"fill:#1f77b4;stroke:#1f77b4;\" x=\"112.34518\" xlink:href=\"#m59397af714\" y=\"67.374982\"/>\n     <use style=\"fill:#1f77b4;stroke:#1f77b4;\" x=\"150.39621\" xlink:href=\"#m59397af714\" y=\"75.125468\"/>\n     <use style=\"fill:#1f77b4;stroke:#1f77b4;\" x=\"155.567997\" xlink:href=\"#m59397af714\" y=\"78.907088\"/>\n     <use style=\"fill:#1f77b4;stroke:#1f77b4;\" x=\"151.054642\" xlink:href=\"#m59397af714\" y=\"86.838691\"/>\n     <use style=\"fill:#1f77b4;stroke:#1f77b4;\" x=\"177.720263\" xlink:href=\"#m59397af714\" y=\"77.891757\"/>\n     <use style=\"fill:#1f77b4;stroke:#1f77b4;\" x=\"144.187294\" xlink:href=\"#m59397af714\" y=\"81.909344\"/>\n     <use style=\"fill:#1f77b4;stroke:#1f77b4;\" x=\"116.241361\" xlink:href=\"#m59397af714\" y=\"66.697008\"/>\n     <use style=\"fill:#1f77b4;stroke:#1f77b4;\" x=\"132.143501\" xlink:href=\"#m59397af714\" y=\"65.669807\"/>\n     <use style=\"fill:#1f77b4;stroke:#1f77b4;\" x=\"115.394267\" xlink:href=\"#m59397af714\" y=\"35.513758\"/>\n     <use style=\"fill:#1f77b4;stroke:#1f77b4;\" x=\"145.929691\" xlink:href=\"#m59397af714\" y=\"93.346655\"/>\n     <use style=\"fill:#1f77b4;stroke:#1f77b4;\" x=\"171.337462\" xlink:href=\"#m59397af714\" y=\"99.535277\"/>\n     <use style=\"fill:#1f77b4;stroke:#1f77b4;\" x=\"158.836349\" xlink:href=\"#m59397af714\" y=\"99.727448\"/>\n     <use style=\"fill:#1f77b4;stroke:#1f77b4;\" x=\"147.62548\" xlink:href=\"#m59397af714\" y=\"77.367461\"/>\n     <use style=\"fill:#1f77b4;stroke:#1f77b4;\" x=\"138.028811\" xlink:href=\"#m59397af714\" y=\"48.168933\"/>\n     <use style=\"fill:#1f77b4;stroke:#1f77b4;\" x=\"151.84787\" xlink:href=\"#m59397af714\" y=\"98.498369\"/>\n     <use style=\"fill:#1f77b4;stroke:#1f77b4;\" x=\"171.03318\" xlink:href=\"#m59397af714\" y=\"79.297418\"/>\n     <use style=\"fill:#1f77b4;stroke:#1f77b4;\" x=\"147.78254\" xlink:href=\"#m59397af714\" y=\"80.96301\"/>\n     <use style=\"fill:#1f77b4;stroke:#1f77b4;\" x=\"137.206367\" xlink:href=\"#m59397af714\" y=\"77.37088\"/>\n     <use style=\"fill:#1f77b4;stroke:#1f77b4;\" x=\"87.069473\" xlink:href=\"#m59397af714\" y=\"40.27299\"/>\n     <use style=\"fill:#1f77b4;stroke:#1f77b4;\" x=\"160.122508\" xlink:href=\"#m59397af714\" y=\"88.840406\"/>\n     <use style=\"fill:#1f77b4;stroke:#1f77b4;\" x=\"90.494187\" xlink:href=\"#m59397af714\" y=\"47.33847\"/>\n     <use style=\"fill:#1f77b4;stroke:#1f77b4;\" x=\"136.769023\" xlink:href=\"#m59397af714\" y=\"70.675252\"/>\n     <use style=\"fill:#1f77b4;stroke:#1f77b4;\" x=\"130.173069\" xlink:href=\"#m59397af714\" y=\"58.557179\"/>\n     <use style=\"fill:#1f77b4;stroke:#1f77b4;\" x=\"160.284084\" xlink:href=\"#m59397af714\" y=\"80.222209\"/>\n     <use style=\"fill:#1f77b4;stroke:#1f77b4;\" x=\"112.398091\" xlink:href=\"#m59397af714\" y=\"54.776589\"/>\n     <use style=\"fill:#1f77b4;stroke:#1f77b4;\" x=\"192.273976\" xlink:href=\"#m59397af714\" y=\"131.241916\"/>\n     <use style=\"fill:#1f77b4;stroke:#1f77b4;\" x=\"105.943619\" xlink:href=\"#m59397af714\" y=\"60.4998\"/>\n     <use style=\"fill:#1f77b4;stroke:#1f77b4;\" x=\"145.995856\" xlink:href=\"#m59397af714\" y=\"101.179379\"/>\n     <use style=\"fill:#1f77b4;stroke:#1f77b4;\" x=\"120.396071\" xlink:href=\"#m59397af714\" y=\"55.492386\"/>\n     <use style=\"fill:#1f77b4;stroke:#1f77b4;\" x=\"182.312803\" xlink:href=\"#m59397af714\" y=\"93.238389\"/>\n     <use style=\"fill:#1f77b4;stroke:#1f77b4;\" x=\"122.533189\" xlink:href=\"#m59397af714\" y=\"63.540453\"/>\n     <use style=\"fill:#1f77b4;stroke:#1f77b4;\" x=\"116.620983\" xlink:href=\"#m59397af714\" y=\"73.730113\"/>\n     <use style=\"fill:#1f77b4;stroke:#1f77b4;\" x=\"161.802861\" xlink:href=\"#m59397af714\" y=\"70.964821\"/>\n     <use style=\"fill:#1f77b4;stroke:#1f77b4;\" x=\"156.749095\" xlink:href=\"#m59397af714\" y=\"87.886852\"/>\n     <use style=\"fill:#1f77b4;stroke:#1f77b4;\" x=\"132.24619\" xlink:href=\"#m59397af714\" y=\"74.868945\"/>\n     <use style=\"fill:#1f77b4;stroke:#1f77b4;\" x=\"123.563153\" xlink:href=\"#m59397af714\" y=\"79.22989\"/>\n     <use style=\"fill:#1f77b4;stroke:#1f77b4;\" x=\"82.495002\" xlink:href=\"#m59397af714\" y=\"39.846903\"/>\n     <use style=\"fill:#1f77b4;stroke:#1f77b4;\" x=\"151.641984\" xlink:href=\"#m59397af714\" y=\"79.043307\"/>\n     <use style=\"fill:#1f77b4;stroke:#1f77b4;\" x=\"102.61173\" xlink:href=\"#m59397af714\" y=\"60.915677\"/>\n     <use style=\"fill:#1f77b4;stroke:#1f77b4;\" x=\"106.125568\" xlink:href=\"#m59397af714\" y=\"54.919648\"/>\n     <use style=\"fill:#1f77b4;stroke:#1f77b4;\" x=\"128.93071\" xlink:href=\"#m59397af714\" y=\"49.251519\"/>\n     <use style=\"fill:#1f77b4;stroke:#1f77b4;\" x=\"109.943513\" xlink:href=\"#m59397af714\" y=\"50.926729\"/>\n     <use style=\"fill:#1f77b4;stroke:#1f77b4;\" x=\"161.940432\" xlink:href=\"#m59397af714\" y=\"103.997621\"/>\n     <use style=\"fill:#1f77b4;stroke:#1f77b4;\" x=\"113.289188\" xlink:href=\"#m59397af714\" y=\"56.8498\"/>\n     <use style=\"fill:#1f77b4;stroke:#1f77b4;\" x=\"87.70104\" xlink:href=\"#m59397af714\" y=\"13.982568\"/>\n     <use style=\"fill:#1f77b4;stroke:#1f77b4;\" x=\"112.898294\" xlink:href=\"#m59397af714\" y=\"41.28279\"/>\n     <use style=\"fill:#1f77b4;stroke:#1f77b4;\" x=\"118.049044\" xlink:href=\"#m59397af714\" y=\"57.72307\"/>\n     <use style=\"fill:#1f77b4;stroke:#1f77b4;\" x=\"139.234481\" xlink:href=\"#m59397af714\" y=\"66.98212\"/>\n     <use style=\"fill:#1f77b4;stroke:#1f77b4;\" x=\"171.134578\" xlink:href=\"#m59397af714\" y=\"78.110731\"/>\n     <use style=\"fill:#1f77b4;stroke:#1f77b4;\" x=\"186.009552\" xlink:href=\"#m59397af714\" y=\"87.215036\"/>\n     <use style=\"fill:#1f77b4;stroke:#1f77b4;\" x=\"117.138995\" xlink:href=\"#m59397af714\" y=\"63.295142\"/>\n     <use style=\"fill:#1f77b4;stroke:#1f77b4;\" x=\"145.90805\" xlink:href=\"#m59397af714\" y=\"77.889828\"/>\n     <use style=\"fill:#1f77b4;stroke:#1f77b4;\" x=\"84.151403\" xlink:href=\"#m59397af714\" y=\"47.209872\"/>\n     <use style=\"fill:#1f77b4;stroke:#1f77b4;\" x=\"123.332846\" xlink:href=\"#m59397af714\" y=\"64.78151\"/>\n     <use style=\"fill:#1f77b4;stroke:#1f77b4;\" x=\"138.412155\" xlink:href=\"#m59397af714\" y=\"78.247423\"/>\n     <use style=\"fill:#1f77b4;stroke:#1f77b4;\" x=\"95.966473\" xlink:href=\"#m59397af714\" y=\"37.182302\"/>\n     <use style=\"fill:#1f77b4;stroke:#1f77b4;\" x=\"151.037627\" xlink:href=\"#m59397af714\" y=\"82.507393\"/>\n     <use style=\"fill:#1f77b4;stroke:#1f77b4;\" x=\"120.509263\" xlink:href=\"#m59397af714\" y=\"44.274372\"/>\n     <use style=\"fill:#1f77b4;stroke:#1f77b4;\" x=\"154.200296\" xlink:href=\"#m59397af714\" y=\"85.921248\"/>\n     <use style=\"fill:#1f77b4;stroke:#1f77b4;\" x=\"146.351188\" xlink:href=\"#m59397af714\" y=\"78.341645\"/>\n     <use style=\"fill:#1f77b4;stroke:#1f77b4;\" x=\"128.421556\" xlink:href=\"#m59397af714\" y=\"72.692525\"/>\n     <use style=\"fill:#1f77b4;stroke:#1f77b4;\" x=\"115.983194\" xlink:href=\"#m59397af714\" y=\"69.498207\"/>\n     <use style=\"fill:#1f77b4;stroke:#1f77b4;\" x=\"128.212958\" xlink:href=\"#m59397af714\" y=\"70.027125\"/>\n     <use style=\"fill:#1f77b4;stroke:#1f77b4;\" x=\"162.602239\" xlink:href=\"#m59397af714\" y=\"79.576336\"/>\n     <use style=\"fill:#1f77b4;stroke:#1f77b4;\" x=\"121.955916\" xlink:href=\"#m59397af714\" y=\"73.078684\"/>\n     <use style=\"fill:#1f77b4;stroke:#1f77b4;\" x=\"125.730508\" xlink:href=\"#m59397af714\" y=\"53.910914\"/>\n     <use style=\"fill:#1f77b4;stroke:#1f77b4;\" x=\"190.971525\" xlink:href=\"#m59397af714\" y=\"106.695737\"/>\n     <use style=\"fill:#1f77b4;stroke:#1f77b4;\" x=\"191.009617\" xlink:href=\"#m59397af714\" y=\"126.786065\"/>\n     <use style=\"fill:#1f77b4;stroke:#1f77b4;\" x=\"49.666172\" xlink:href=\"#m59397af714\" y=\"19.178439\"/>\n     <use style=\"fill:#1f77b4;stroke:#1f77b4;\" x=\"136.7829\" xlink:href=\"#m59397af714\" y=\"80.903503\"/>\n     <use style=\"fill:#1f77b4;stroke:#1f77b4;\" x=\"138.737487\" xlink:href=\"#m59397af714\" y=\"94.457913\"/>\n     <use style=\"fill:#1f77b4;stroke:#1f77b4;\" x=\"138.655781\" xlink:href=\"#m59397af714\" y=\"93.332292\"/>\n     <use style=\"fill:#1f77b4;stroke:#1f77b4;\" x=\"142.785534\" xlink:href=\"#m59397af714\" y=\"81.924657\"/>\n     <use style=\"fill:#1f77b4;stroke:#1f77b4;\" x=\"123.112612\" xlink:href=\"#m59397af714\" y=\"60.369714\"/>\n     <use style=\"fill:#1f77b4;stroke:#1f77b4;\" x=\"149.975505\" xlink:href=\"#m59397af714\" y=\"90.247748\"/>\n     <use style=\"fill:#1f77b4;stroke:#1f77b4;\" x=\"117.378977\" xlink:href=\"#m59397af714\" y=\"54.296451\"/>\n     <use style=\"fill:#1f77b4;stroke:#1f77b4;\" x=\"158.338194\" xlink:href=\"#m59397af714\" y=\"90.391457\"/>\n     <use style=\"fill:#1f77b4;stroke:#1f77b4;\" x=\"152.875446\" xlink:href=\"#m59397af714\" y=\"86.47949\"/>\n     <use style=\"fill:#1f77b4;stroke:#1f77b4;\" x=\"124.198164\" xlink:href=\"#m59397af714\" y=\"61.249683\"/>\n     <use style=\"fill:#1f77b4;stroke:#1f77b4;\" x=\"148.248438\" xlink:href=\"#m59397af714\" y=\"82.265202\"/>\n     <use style=\"fill:#1f77b4;stroke:#1f77b4;\" x=\"61.954959\" xlink:href=\"#m59397af714\" y=\"26.125959\"/>\n     <use style=\"fill:#1f77b4;stroke:#1f77b4;\" x=\"165.731797\" xlink:href=\"#m59397af714\" y=\"100.064985\"/>\n     <use style=\"fill:#1f77b4;stroke:#1f77b4;\" x=\"84.799411\" xlink:href=\"#m59397af714\" y=\"46.587779\"/>\n     <use style=\"fill:#1f77b4;stroke:#1f77b4;\" x=\"147.77586\" xlink:href=\"#m59397af714\" y=\"82.26162\"/>\n     <use style=\"fill:#1f77b4;stroke:#1f77b4;\" x=\"121.83679\" xlink:href=\"#m59397af714\" y=\"66.322975\"/>\n     <use style=\"fill:#1f77b4;stroke:#1f77b4;\" x=\"174.553475\" xlink:href=\"#m59397af714\" y=\"86.415368\"/>\n     <use style=\"fill:#1f77b4;stroke:#1f77b4;\" x=\"109.721325\" xlink:href=\"#m59397af714\" y=\"53.086935\"/>\n     <use style=\"fill:#1f77b4;stroke:#1f77b4;\" x=\"154.524303\" xlink:href=\"#m59397af714\" y=\"82.40376\"/>\n     <use style=\"fill:#1f77b4;stroke:#1f77b4;\" x=\"85.671117\" xlink:href=\"#m59397af714\" y=\"36.889559\"/>\n     <use style=\"fill:#1f77b4;stroke:#1f77b4;\" x=\"168.97444\" xlink:href=\"#m59397af714\" y=\"88.569915\"/>\n     <use style=\"fill:#1f77b4;stroke:#1f77b4;\" x=\"96.43106\" xlink:href=\"#m59397af714\" y=\"38.237589\"/>\n     <use style=\"fill:#1f77b4;stroke:#1f77b4;\" x=\"133.422475\" xlink:href=\"#m59397af714\" y=\"73.845991\"/>\n     <use style=\"fill:#1f77b4;stroke:#1f77b4;\" x=\"159.998192\" xlink:href=\"#m59397af714\" y=\"96.508509\"/>\n     <use style=\"fill:#1f77b4;stroke:#1f77b4;\" x=\"149.511598\" xlink:href=\"#m59397af714\" y=\"86.555634\"/>\n     <use style=\"fill:#1f77b4;stroke:#1f77b4;\" x=\"142.466994\" xlink:href=\"#m59397af714\" y=\"72.105383\"/>\n     <use style=\"fill:#1f77b4;stroke:#1f77b4;\" x=\"131.639771\" xlink:href=\"#m59397af714\" y=\"68.135027\"/>\n     <use style=\"fill:#1f77b4;stroke:#1f77b4;\" x=\"127.341817\" xlink:href=\"#m59397af714\" y=\"78.759448\"/>\n     <use style=\"fill:#1f77b4;stroke:#1f77b4;\" x=\"144.290319\" xlink:href=\"#m59397af714\" y=\"80.426666\"/>\n     <use style=\"fill:#1f77b4;stroke:#1f77b4;\" x=\"127.255175\" xlink:href=\"#m59397af714\" y=\"69.046888\"/>\n     <use style=\"fill:#1f77b4;stroke:#1f77b4;\" x=\"171.002168\" xlink:href=\"#m59397af714\" y=\"89.565085\"/>\n     <use style=\"fill:#1f77b4;stroke:#1f77b4;\" x=\"147.926364\" xlink:href=\"#m59397af714\" y=\"83.506707\"/>\n     <use style=\"fill:#1f77b4;stroke:#1f77b4;\" x=\"162.48406\" xlink:href=\"#m59397af714\" y=\"79.610589\"/>\n     <use style=\"fill:#1f77b4;stroke:#1f77b4;\" x=\"116.31847\" xlink:href=\"#m59397af714\" y=\"66.724742\"/>\n     <use style=\"fill:#1f77b4;stroke:#1f77b4;\" x=\"133.782207\" xlink:href=\"#m59397af714\" y=\"87.497299\"/>\n     <use style=\"fill:#1f77b4;stroke:#1f77b4;\" x=\"88.885361\" xlink:href=\"#m59397af714\" y=\"53.988919\"/>\n     <use style=\"fill:#1f77b4;stroke:#1f77b4;\" x=\"113.169978\" xlink:href=\"#m59397af714\" y=\"57.32048\"/>\n     <use style=\"fill:#1f77b4;stroke:#1f77b4;\" x=\"156.956571\" xlink:href=\"#m59397af714\" y=\"103.049187\"/>\n     <use style=\"fill:#1f77b4;stroke:#1f77b4;\" x=\"126.919371\" xlink:href=\"#m59397af714\" y=\"69.642153\"/>\n     <use style=\"fill:#1f77b4;stroke:#1f77b4;\" x=\"146.169321\" xlink:href=\"#m59397af714\" y=\"56.968812\"/>\n     <use style=\"fill:#1f77b4;stroke:#1f77b4;\" x=\"91.175895\" xlink:href=\"#m59397af714\" y=\"44.44768\"/>\n     <use style=\"fill:#1f77b4;stroke:#1f77b4;\" x=\"133.107311\" xlink:href=\"#m59397af714\" y=\"60.224961\"/>\n     <use style=\"fill:#1f77b4;stroke:#1f77b4;\" x=\"111.789586\" xlink:href=\"#m59397af714\" y=\"59.880368\"/>\n     <use style=\"fill:#1f77b4;stroke:#1f77b4;\" x=\"171.669283\" xlink:href=\"#m59397af714\" y=\"85.186326\"/>\n     <use style=\"fill:#1f77b4;stroke:#1f77b4;\" x=\"118.396192\" xlink:href=\"#m59397af714\" y=\"63.135568\"/>\n     <use style=\"fill:#1f77b4;stroke:#1f77b4;\" x=\"166.623329\" xlink:href=\"#m59397af714\" y=\"97.754962\"/>\n     <use style=\"fill:#1f77b4;stroke:#1f77b4;\" x=\"177.505721\" xlink:href=\"#m59397af714\" y=\"95.333346\"/>\n     <use style=\"fill:#1f77b4;stroke:#1f77b4;\" x=\"140.018051\" xlink:href=\"#m59397af714\" y=\"62.124548\"/>\n     <use style=\"fill:#1f77b4;stroke:#1f77b4;\" x=\"78.355124\" xlink:href=\"#m59397af714\" y=\"36.51259\"/>\n     <use style=\"fill:#1f77b4;stroke:#1f77b4;\" x=\"150.347463\" xlink:href=\"#m59397af714\" y=\"69.021459\"/>\n     <use style=\"fill:#1f77b4;stroke:#1f77b4;\" x=\"177.582627\" xlink:href=\"#m59397af714\" y=\"118.193035\"/>\n     <use style=\"fill:#1f77b4;stroke:#1f77b4;\" x=\"171.448787\" xlink:href=\"#m59397af714\" y=\"82.911272\"/>\n     <use style=\"fill:#1f77b4;stroke:#1f77b4;\" x=\"191.162999\" xlink:href=\"#m59397af714\" y=\"99.885001\"/>\n     <use style=\"fill:#1f77b4;stroke:#1f77b4;\" x=\"94.259459\" xlink:href=\"#m59397af714\" y=\"45.722669\"/>\n     <use style=\"fill:#1f77b4;stroke:#1f77b4;\" x=\"160.364419\" xlink:href=\"#m59397af714\" y=\"81.613532\"/>\n     <use style=\"fill:#1f77b4;stroke:#1f77b4;\" x=\"124.01182\" xlink:href=\"#m59397af714\" y=\"71.358739\"/>\n     <use style=\"fill:#1f77b4;stroke:#1f77b4;\" x=\"168.105884\" xlink:href=\"#m59397af714\" y=\"86.201962\"/>\n     <use style=\"fill:#1f77b4;stroke:#1f77b4;\" x=\"142.608012\" xlink:href=\"#m59397af714\" y=\"72.664502\"/>\n     <use style=\"fill:#1f77b4;stroke:#1f77b4;\" x=\"132.946883\" xlink:href=\"#m59397af714\" y=\"66.327289\"/>\n     <use style=\"fill:#1f77b4;stroke:#1f77b4;\" x=\"130.477218\" xlink:href=\"#m59397af714\" y=\"57.249184\"/>\n     <use style=\"fill:#1f77b4;stroke:#1f77b4;\" x=\"149.909621\" xlink:href=\"#m59397af714\" y=\"78.275497\"/>\n     <use style=\"fill:#1f77b4;stroke:#1f77b4;\" x=\"144.324522\" xlink:href=\"#m59397af714\" y=\"73.553559\"/>\n     <use style=\"fill:#1f77b4;stroke:#1f77b4;\" x=\"173.947784\" xlink:href=\"#m59397af714\" y=\"87.35728\"/>\n     <use style=\"fill:#1f77b4;stroke:#1f77b4;\" x=\"88.516548\" xlink:href=\"#m59397af714\" y=\"24.329073\"/>\n     <use style=\"fill:#1f77b4;stroke:#1f77b4;\" x=\"194.952789\" xlink:href=\"#m59397af714\" y=\"107.937698\"/>\n     <use style=\"fill:#1f77b4;stroke:#1f77b4;\" x=\"92.042732\" xlink:href=\"#m59397af714\" y=\"43.534763\"/>\n     <use style=\"fill:#1f77b4;stroke:#1f77b4;\" x=\"152.208192\" xlink:href=\"#m59397af714\" y=\"82.076313\"/>\n     <use style=\"fill:#1f77b4;stroke:#1f77b4;\" x=\"168.285651\" xlink:href=\"#m59397af714\" y=\"95.016566\"/>\n     <use style=\"fill:#1f77b4;stroke:#1f77b4;\" x=\"132.857864\" xlink:href=\"#m59397af714\" y=\"80.42688\"/>\n     <use style=\"fill:#1f77b4;stroke:#1f77b4;\" x=\"132.576874\" xlink:href=\"#m59397af714\" y=\"71.774501\"/>\n     <use style=\"fill:#1f77b4;stroke:#1f77b4;\" x=\"110.343709\" xlink:href=\"#m59397af714\" y=\"49.04208\"/>\n     <use style=\"fill:#1f77b4;stroke:#1f77b4;\" x=\"140.786891\" xlink:href=\"#m59397af714\" y=\"63.051953\"/>\n     <use style=\"fill:#1f77b4;stroke:#1f77b4;\" x=\"130.80737\" xlink:href=\"#m59397af714\" y=\"88.71922\"/>\n     <use style=\"fill:#1f77b4;stroke:#1f77b4;\" x=\"119.247163\" xlink:href=\"#m59397af714\" y=\"70.989611\"/>\n     <use style=\"fill:#1f77b4;stroke:#1f77b4;\" x=\"127.531471\" xlink:href=\"#m59397af714\" y=\"73.171863\"/>\n     <use style=\"fill:#1f77b4;stroke:#1f77b4;\" x=\"134.537472\" xlink:href=\"#m59397af714\" y=\"84.415083\"/>\n     <use style=\"fill:#1f77b4;stroke:#1f77b4;\" x=\"146.398917\" xlink:href=\"#m59397af714\" y=\"69.976019\"/>\n     <use style=\"fill:#1f77b4;stroke:#1f77b4;\" x=\"114.039001\" xlink:href=\"#m59397af714\" y=\"63.34577\"/>\n     <use style=\"fill:#1f77b4;stroke:#1f77b4;\" x=\"115.938199\" xlink:href=\"#m59397af714\" y=\"62.826081\"/>\n     <use style=\"fill:#1f77b4;stroke:#1f77b4;\" x=\"125.627118\" xlink:href=\"#m59397af714\" y=\"66.718392\"/>\n     <use style=\"fill:#1f77b4;stroke:#1f77b4;\" x=\"141.400804\" xlink:href=\"#m59397af714\" y=\"70.534188\"/>\n     <use style=\"fill:#1f77b4;stroke:#1f77b4;\" x=\"170.152488\" xlink:href=\"#m59397af714\" y=\"96.305171\"/>\n     <use style=\"fill:#1f77b4;stroke:#1f77b4;\" x=\"167.896548\" xlink:href=\"#m59397af714\" y=\"96.470814\"/>\n     <use style=\"fill:#1f77b4;stroke:#1f77b4;\" x=\"159.253895\" xlink:href=\"#m59397af714\" y=\"96.001848\"/>\n     <use style=\"fill:#1f77b4;stroke:#1f77b4;\" x=\"152.750148\" xlink:href=\"#m59397af714\" y=\"67.23375\"/>\n     <use style=\"fill:#1f77b4;stroke:#1f77b4;\" x=\"122.974434\" xlink:href=\"#m59397af714\" y=\"59.593703\"/>\n     <use style=\"fill:#1f77b4;stroke:#1f77b4;\" x=\"122.187318\" xlink:href=\"#m59397af714\" y=\"52.724291\"/>\n     <use style=\"fill:#1f77b4;stroke:#1f77b4;\" x=\"105.732517\" xlink:href=\"#m59397af714\" y=\"50.813478\"/>\n     <use style=\"fill:#1f77b4;stroke:#1f77b4;\" x=\"139.705079\" xlink:href=\"#m59397af714\" y=\"78.619601\"/>\n     <use style=\"fill:#1f77b4;stroke:#1f77b4;\" x=\"118.496056\" xlink:href=\"#m59397af714\" y=\"50.044613\"/>\n     <use style=\"fill:#1f77b4;stroke:#1f77b4;\" x=\"151.579756\" xlink:href=\"#m59397af714\" y=\"76.742763\"/>\n     <use style=\"fill:#1f77b4;stroke:#1f77b4;\" x=\"103.557378\" xlink:href=\"#m59397af714\" y=\"59.062062\"/>\n     <use style=\"fill:#1f77b4;stroke:#1f77b4;\" x=\"122.217226\" xlink:href=\"#m59397af714\" y=\"60.735672\"/>\n     <use style=\"fill:#1f77b4;stroke:#1f77b4;\" x=\"125.349708\" xlink:href=\"#m59397af714\" y=\"65.640083\"/>\n     <use style=\"fill:#1f77b4;stroke:#1f77b4;\" x=\"145.981947\" xlink:href=\"#m59397af714\" y=\"61.483138\"/>\n     <use style=\"fill:#1f77b4;stroke:#1f77b4;\" x=\"155.484298\" xlink:href=\"#m59397af714\" y=\"82.920244\"/>\n     <use style=\"fill:#1f77b4;stroke:#1f77b4;\" x=\"149.490118\" xlink:href=\"#m59397af714\" y=\"90.056338\"/>\n     <use style=\"fill:#1f77b4;stroke:#1f77b4;\" x=\"149.578533\" xlink:href=\"#m59397af714\" y=\"94.414503\"/>\n     <use style=\"fill:#1f77b4;stroke:#1f77b4;\" x=\"154.012423\" xlink:href=\"#m59397af714\" y=\"87.861901\"/>\n     <use style=\"fill:#1f77b4;stroke:#1f77b4;\" x=\"114.203867\" xlink:href=\"#m59397af714\" y=\"50.468927\"/>\n     <use style=\"fill:#1f77b4;stroke:#1f77b4;\" x=\"154.822956\" xlink:href=\"#m59397af714\" y=\"81.315457\"/>\n     <use style=\"fill:#1f77b4;stroke:#1f77b4;\" x=\"122.746658\" xlink:href=\"#m59397af714\" y=\"74.958928\"/>\n     <use style=\"fill:#1f77b4;stroke:#1f77b4;\" x=\"92.944992\" xlink:href=\"#m59397af714\" y=\"41.911772\"/>\n     <use style=\"fill:#1f77b4;stroke:#1f77b4;\" x=\"100.075962\" xlink:href=\"#m59397af714\" y=\"60.103309\"/>\n     <use style=\"fill:#1f77b4;stroke:#1f77b4;\" x=\"137.522697\" xlink:href=\"#m59397af714\" y=\"73.287441\"/>\n     <use style=\"fill:#1f77b4;stroke:#1f77b4;\" x=\"115.28825\" xlink:href=\"#m59397af714\" y=\"70.561959\"/>\n     <use style=\"fill:#1f77b4;stroke:#1f77b4;\" x=\"150.672466\" xlink:href=\"#m59397af714\" y=\"87.269876\"/>\n     <use style=\"fill:#1f77b4;stroke:#1f77b4;\" x=\"113.940458\" xlink:href=\"#m59397af714\" y=\"59.86122\"/>\n     <use style=\"fill:#1f77b4;stroke:#1f77b4;\" x=\"147.118326\" xlink:href=\"#m59397af714\" y=\"95.389628\"/>\n     <use style=\"fill:#1f77b4;stroke:#1f77b4;\" x=\"135.230612\" xlink:href=\"#m59397af714\" y=\"70.275776\"/>\n     <use style=\"fill:#1f77b4;stroke:#1f77b4;\" x=\"165.225919\" xlink:href=\"#m59397af714\" y=\"82.984015\"/>\n     <use style=\"fill:#1f77b4;stroke:#1f77b4;\" x=\"148.091212\" xlink:href=\"#m59397af714\" y=\"86.557829\"/>\n     <use style=\"fill:#1f77b4;stroke:#1f77b4;\" x=\"186.650482\" xlink:href=\"#m59397af714\" y=\"83.963227\"/>\n     <use style=\"fill:#1f77b4;stroke:#1f77b4;\" x=\"146.734857\" xlink:href=\"#m59397af714\" y=\"84.871093\"/>\n     <use style=\"fill:#1f77b4;stroke:#1f77b4;\" x=\"114.471424\" xlink:href=\"#m59397af714\" y=\"51.452252\"/>\n     <use style=\"fill:#1f77b4;stroke:#1f77b4;\" x=\"135.230723\" xlink:href=\"#m59397af714\" y=\"87.373192\"/>\n     <use style=\"fill:#1f77b4;stroke:#1f77b4;\" x=\"156.435593\" xlink:href=\"#m59397af714\" y=\"86.630016\"/>\n     <use style=\"fill:#1f77b4;stroke:#1f77b4;\" x=\"123.165457\" xlink:href=\"#m59397af714\" y=\"43.491248\"/>\n     <use style=\"fill:#1f77b4;stroke:#1f77b4;\" x=\"108.124162\" xlink:href=\"#m59397af714\" y=\"63.930686\"/>\n     <use style=\"fill:#1f77b4;stroke:#1f77b4;\" x=\"117.449689\" xlink:href=\"#m59397af714\" y=\"71.001896\"/>\n     <use style=\"fill:#1f77b4;stroke:#1f77b4;\" x=\"145.985821\" xlink:href=\"#m59397af714\" y=\"81.079885\"/>\n     <use style=\"fill:#1f77b4;stroke:#1f77b4;\" x=\"121.18378\" xlink:href=\"#m59397af714\" y=\"41.704111\"/>\n     <use style=\"fill:#1f77b4;stroke:#1f77b4;\" x=\"161.638531\" xlink:href=\"#m59397af714\" y=\"75.478223\"/>\n     <use style=\"fill:#1f77b4;stroke:#1f77b4;\" x=\"122.248281\" xlink:href=\"#m59397af714\" y=\"72.439325\"/>\n     <use style=\"fill:#1f77b4;stroke:#1f77b4;\" x=\"173.401302\" xlink:href=\"#m59397af714\" y=\"101.395429\"/>\n     <use style=\"fill:#1f77b4;stroke:#1f77b4;\" x=\"165.448546\" xlink:href=\"#m59397af714\" y=\"90.706825\"/>\n     <use style=\"fill:#1f77b4;stroke:#1f77b4;\" x=\"182.131036\" xlink:href=\"#m59397af714\" y=\"100.922813\"/>\n     <use style=\"fill:#1f77b4;stroke:#1f77b4;\" x=\"84.340877\" xlink:href=\"#m59397af714\" y=\"56.296314\"/>\n     <use style=\"fill:#1f77b4;stroke:#1f77b4;\" x=\"194.303638\" xlink:href=\"#m59397af714\" y=\"112.083255\"/>\n     <use style=\"fill:#1f77b4;stroke:#1f77b4;\" x=\"109.429089\" xlink:href=\"#m59397af714\" y=\"76.03864\"/>\n     <use style=\"fill:#1f77b4;stroke:#1f77b4;\" x=\"79.387915\" xlink:href=\"#m59397af714\" y=\"41.354327\"/>\n     <use style=\"fill:#1f77b4;stroke:#1f77b4;\" x=\"129.376877\" xlink:href=\"#m59397af714\" y=\"70.130594\"/>\n     <use style=\"fill:#1f77b4;stroke:#1f77b4;\" x=\"149.023829\" xlink:href=\"#m59397af714\" y=\"86.514813\"/>\n     <use style=\"fill:#1f77b4;stroke:#1f77b4;\" x=\"117.137642\" xlink:href=\"#m59397af714\" y=\"56.987654\"/>\n     <use style=\"fill:#1f77b4;stroke:#1f77b4;\" x=\"105.381101\" xlink:href=\"#m59397af714\" y=\"67.553763\"/>\n     <use style=\"fill:#1f77b4;stroke:#1f77b4;\" x=\"190.611852\" xlink:href=\"#m59397af714\" y=\"97.777176\"/>\n     <use style=\"fill:#1f77b4;stroke:#1f77b4;\" x=\"142.786892\" xlink:href=\"#m59397af714\" y=\"48.581839\"/>\n     <use style=\"fill:#1f77b4;stroke:#1f77b4;\" x=\"119.032198\" xlink:href=\"#m59397af714\" y=\"61.331001\"/>\n     <use style=\"fill:#1f77b4;stroke:#1f77b4;\" x=\"142.446066\" xlink:href=\"#m59397af714\" y=\"67.723679\"/>\n     <use style=\"fill:#1f77b4;stroke:#1f77b4;\" x=\"139.045921\" xlink:href=\"#m59397af714\" y=\"84.57633\"/>\n     <use style=\"fill:#1f77b4;stroke:#1f77b4;\" x=\"74.369302\" xlink:href=\"#m59397af714\" y=\"36.20189\"/>\n     <use style=\"fill:#1f77b4;stroke:#1f77b4;\" x=\"193.304586\" xlink:href=\"#m59397af714\" y=\"109.486333\"/>\n     <use style=\"fill:#1f77b4;stroke:#1f77b4;\" x=\"156.278312\" xlink:href=\"#m59397af714\" y=\"92.683598\"/>\n     <use style=\"fill:#1f77b4;stroke:#1f77b4;\" x=\"172.398906\" xlink:href=\"#m59397af714\" y=\"85.36723\"/>\n     <use style=\"fill:#1f77b4;stroke:#1f77b4;\" x=\"182.692852\" xlink:href=\"#m59397af714\" y=\"99.237371\"/>\n     <use style=\"fill:#1f77b4;stroke:#1f77b4;\" x=\"150.527859\" xlink:href=\"#m59397af714\" y=\"78.944924\"/>\n     <use style=\"fill:#1f77b4;stroke:#1f77b4;\" x=\"143.613652\" xlink:href=\"#m59397af714\" y=\"75.225433\"/>\n     <use style=\"fill:#1f77b4;stroke:#1f77b4;\" x=\"157.407803\" xlink:href=\"#m59397af714\" y=\"85.638256\"/>\n     <use style=\"fill:#1f77b4;stroke:#1f77b4;\" x=\"167.382633\" xlink:href=\"#m59397af714\" y=\"108.893398\"/>\n     <use style=\"fill:#1f77b4;stroke:#1f77b4;\" x=\"98.323472\" xlink:href=\"#m59397af714\" y=\"32.588389\"/>\n     <use style=\"fill:#1f77b4;stroke:#1f77b4;\" x=\"135.397252\" xlink:href=\"#m59397af714\" y=\"63.179501\"/>\n     <use style=\"fill:#1f77b4;stroke:#1f77b4;\" x=\"139.013116\" xlink:href=\"#m59397af714\" y=\"81.824281\"/>\n     <use style=\"fill:#1f77b4;stroke:#1f77b4;\" x=\"117.33556\" xlink:href=\"#m59397af714\" y=\"72.538609\"/>\n     <use style=\"fill:#1f77b4;stroke:#1f77b4;\" x=\"108.534432\" xlink:href=\"#m59397af714\" y=\"66.131892\"/>\n     <use style=\"fill:#1f77b4;stroke:#1f77b4;\" x=\"165.309751\" xlink:href=\"#m59397af714\" y=\"93.987382\"/>\n     <use style=\"fill:#1f77b4;stroke:#1f77b4;\" x=\"150.430813\" xlink:href=\"#m59397af714\" y=\"75.837668\"/>\n     <use style=\"fill:#1f77b4;stroke:#1f77b4;\" x=\"136.929313\" xlink:href=\"#m59397af714\" y=\"49.893857\"/>\n     <use style=\"fill:#1f77b4;stroke:#1f77b4;\" x=\"158.128131\" xlink:href=\"#m59397af714\" y=\"99.396484\"/>\n     <use style=\"fill:#1f77b4;stroke:#1f77b4;\" x=\"145.875589\" xlink:href=\"#m59397af714\" y=\"84.222029\"/>\n     <use style=\"fill:#1f77b4;stroke:#1f77b4;\" x=\"97.233089\" xlink:href=\"#m59397af714\" y=\"33.610709\"/>\n     <use style=\"fill:#1f77b4;stroke:#1f77b4;\" x=\"154.600747\" xlink:href=\"#m59397af714\" y=\"107.761999\"/>\n     <use style=\"fill:#1f77b4;stroke:#1f77b4;\" x=\"120.473204\" xlink:href=\"#m59397af714\" y=\"46.843432\"/>\n     <use style=\"fill:#1f77b4;stroke:#1f77b4;\" x=\"133.372439\" xlink:href=\"#m59397af714\" y=\"57.16114\"/>\n     <use style=\"fill:#1f77b4;stroke:#1f77b4;\" x=\"175.229325\" xlink:href=\"#m59397af714\" y=\"98.095628\"/>\n     <use style=\"fill:#1f77b4;stroke:#1f77b4;\" x=\"127.2698\" xlink:href=\"#m59397af714\" y=\"58.769347\"/>\n     <use style=\"fill:#1f77b4;stroke:#1f77b4;\" x=\"189.602727\" xlink:href=\"#m59397af714\" y=\"114.25067\"/>\n     <use style=\"fill:#1f77b4;stroke:#1f77b4;\" x=\"158.470107\" xlink:href=\"#m59397af714\" y=\"95.152898\"/>\n     <use style=\"fill:#1f77b4;stroke:#1f77b4;\" x=\"132.782958\" xlink:href=\"#m59397af714\" y=\"64.090154\"/>\n     <use style=\"fill:#1f77b4;stroke:#1f77b4;\" x=\"88.10615\" xlink:href=\"#m59397af714\" y=\"44.889525\"/>\n     <use style=\"fill:#1f77b4;stroke:#1f77b4;\" x=\"146.565265\" xlink:href=\"#m59397af714\" y=\"85.862779\"/>\n     <use style=\"fill:#1f77b4;stroke:#1f77b4;\" x=\"155.312264\" xlink:href=\"#m59397af714\" y=\"80.291927\"/>\n     <use style=\"fill:#1f77b4;stroke:#1f77b4;\" x=\"144.102526\" xlink:href=\"#m59397af714\" y=\"66.086992\"/>\n     <use style=\"fill:#1f77b4;stroke:#1f77b4;\" x=\"173.751934\" xlink:href=\"#m59397af714\" y=\"83.066271\"/>\n     <use style=\"fill:#1f77b4;stroke:#1f77b4;\" x=\"125.415116\" xlink:href=\"#m59397af714\" y=\"62.381217\"/>\n     <use style=\"fill:#1f77b4;stroke:#1f77b4;\" x=\"124.675429\" xlink:href=\"#m59397af714\" y=\"42.052174\"/>\n     <use style=\"fill:#1f77b4;stroke:#1f77b4;\" x=\"176.150443\" xlink:href=\"#m59397af714\" y=\"102.741551\"/>\n     <use style=\"fill:#1f77b4;stroke:#1f77b4;\" x=\"132.317845\" xlink:href=\"#m59397af714\" y=\"80.622881\"/>\n     <use style=\"fill:#1f77b4;stroke:#1f77b4;\" x=\"113.326912\" xlink:href=\"#m59397af714\" y=\"63.549589\"/>\n     <use style=\"fill:#1f77b4;stroke:#1f77b4;\" x=\"147.768979\" xlink:href=\"#m59397af714\" y=\"92.266279\"/>\n     <use style=\"fill:#1f77b4;stroke:#1f77b4;\" x=\"113.188431\" xlink:href=\"#m59397af714\" y=\"77.947272\"/>\n     <use style=\"fill:#1f77b4;stroke:#1f77b4;\" x=\"115.404427\" xlink:href=\"#m59397af714\" y=\"67.503955\"/>\n     <use style=\"fill:#1f77b4;stroke:#1f77b4;\" x=\"130.146587\" xlink:href=\"#m59397af714\" y=\"66.913545\"/>\n     <use style=\"fill:#1f77b4;stroke:#1f77b4;\" x=\"136.276011\" xlink:href=\"#m59397af714\" y=\"81.742447\"/>\n     <use style=\"fill:#1f77b4;stroke:#1f77b4;\" x=\"155.576187\" xlink:href=\"#m59397af714\" y=\"93.957927\"/>\n     <use style=\"fill:#1f77b4;stroke:#1f77b4;\" x=\"136.924214\" xlink:href=\"#m59397af714\" y=\"78.235877\"/>\n     <use style=\"fill:#1f77b4;stroke:#1f77b4;\" x=\"109.409279\" xlink:href=\"#m59397af714\" y=\"52.639937\"/>\n     <use style=\"fill:#1f77b4;stroke:#1f77b4;\" x=\"95.056285\" xlink:href=\"#m59397af714\" y=\"29.887758\"/>\n     <use style=\"fill:#1f77b4;stroke:#1f77b4;\" x=\"151.004231\" xlink:href=\"#m59397af714\" y=\"92.912411\"/>\n     <use style=\"fill:#1f77b4;stroke:#1f77b4;\" x=\"109.701118\" xlink:href=\"#m59397af714\" y=\"36.31151\"/>\n     <use style=\"fill:#1f77b4;stroke:#1f77b4;\" x=\"115.180233\" xlink:href=\"#m59397af714\" y=\"57.50358\"/>\n     <use style=\"fill:#1f77b4;stroke:#1f77b4;\" x=\"136.837968\" xlink:href=\"#m59397af714\" y=\"68.156981\"/>\n     <use style=\"fill:#1f77b4;stroke:#1f77b4;\" x=\"160.35122\" xlink:href=\"#m59397af714\" y=\"88.972974\"/>\n     <use style=\"fill:#1f77b4;stroke:#1f77b4;\" x=\"136.810689\" xlink:href=\"#m59397af714\" y=\"88.071053\"/>\n     <use style=\"fill:#1f77b4;stroke:#1f77b4;\" x=\"122.49178\" xlink:href=\"#m59397af714\" y=\"67.03215\"/>\n     <use style=\"fill:#1f77b4;stroke:#1f77b4;\" x=\"96.442358\" xlink:href=\"#m59397af714\" y=\"39.994827\"/>\n     <use style=\"fill:#1f77b4;stroke:#1f77b4;\" x=\"108.011015\" xlink:href=\"#m59397af714\" y=\"46.560268\"/>\n     <use style=\"fill:#1f77b4;stroke:#1f77b4;\" x=\"199.356999\" xlink:href=\"#m59397af714\" y=\"101.709247\"/>\n     <use style=\"fill:#1f77b4;stroke:#1f77b4;\" x=\"167.008538\" xlink:href=\"#m59397af714\" y=\"89.233773\"/>\n     <use style=\"fill:#1f77b4;stroke:#1f77b4;\" x=\"128.38993\" xlink:href=\"#m59397af714\" y=\"52.339464\"/>\n     <use style=\"fill:#1f77b4;stroke:#1f77b4;\" x=\"85.483491\" xlink:href=\"#m59397af714\" y=\"42.935968\"/>\n     <use style=\"fill:#1f77b4;stroke:#1f77b4;\" x=\"130.357479\" xlink:href=\"#m59397af714\" y=\"60.452779\"/>\n     <use style=\"fill:#1f77b4;stroke:#1f77b4;\" x=\"119.184138\" xlink:href=\"#m59397af714\" y=\"43.267489\"/>\n     <use style=\"fill:#1f77b4;stroke:#1f77b4;\" x=\"160.255208\" xlink:href=\"#m59397af714\" y=\"97.841327\"/>\n     <use style=\"fill:#1f77b4;stroke:#1f77b4;\" x=\"163.535684\" xlink:href=\"#m59397af714\" y=\"108.7265\"/>\n     <use style=\"fill:#1f77b4;stroke:#1f77b4;\" x=\"131.248193\" xlink:href=\"#m59397af714\" y=\"49.785845\"/>\n     <use style=\"fill:#1f77b4;stroke:#1f77b4;\" x=\"158.171677\" xlink:href=\"#m59397af714\" y=\"71.402318\"/>\n     <use style=\"fill:#1f77b4;stroke:#1f77b4;\" x=\"146.364453\" xlink:href=\"#m59397af714\" y=\"85.922198\"/>\n     <use style=\"fill:#1f77b4;stroke:#1f77b4;\" x=\"133.559993\" xlink:href=\"#m59397af714\" y=\"71.306019\"/>\n     <use style=\"fill:#1f77b4;stroke:#1f77b4;\" x=\"151.357466\" xlink:href=\"#m59397af714\" y=\"65.43559\"/>\n     <use style=\"fill:#1f77b4;stroke:#1f77b4;\" x=\"129.427387\" xlink:href=\"#m59397af714\" y=\"71.225374\"/>\n     <use style=\"fill:#1f77b4;stroke:#1f77b4;\" x=\"151.049568\" xlink:href=\"#m59397af714\" y=\"79.355984\"/>\n     <use style=\"fill:#1f77b4;stroke:#1f77b4;\" x=\"131.440221\" xlink:href=\"#m59397af714\" y=\"50.875744\"/>\n     <use style=\"fill:#1f77b4;stroke:#1f77b4;\" x=\"130.948292\" xlink:href=\"#m59397af714\" y=\"74.170943\"/>\n     <use style=\"fill:#1f77b4;stroke:#1f77b4;\" x=\"144.615339\" xlink:href=\"#m59397af714\" y=\"73.810124\"/>\n     <use style=\"fill:#1f77b4;stroke:#1f77b4;\" x=\"143.773073\" xlink:href=\"#m59397af714\" y=\"70.847071\"/>\n     <use style=\"fill:#1f77b4;stroke:#1f77b4;\" x=\"99.906241\" xlink:href=\"#m59397af714\" y=\"53.239133\"/>\n     <use style=\"fill:#1f77b4;stroke:#1f77b4;\" x=\"183.09754\" xlink:href=\"#m59397af714\" y=\"100.947817\"/>\n     <use style=\"fill:#1f77b4;stroke:#1f77b4;\" x=\"131.452084\" xlink:href=\"#m59397af714\" y=\"81.950382\"/>\n     <use style=\"fill:#1f77b4;stroke:#1f77b4;\" x=\"202.915015\" xlink:href=\"#m59397af714\" y=\"119.487623\"/>\n     <use style=\"fill:#1f77b4;stroke:#1f77b4;\" x=\"139.640644\" xlink:href=\"#m59397af714\" y=\"75.4186\"/>\n     <use style=\"fill:#1f77b4;stroke:#1f77b4;\" x=\"157.839714\" xlink:href=\"#m59397af714\" y=\"80.357296\"/>\n     <use style=\"fill:#1f77b4;stroke:#1f77b4;\" x=\"156.206577\" xlink:href=\"#m59397af714\" y=\"88.480024\"/>\n     <use style=\"fill:#1f77b4;stroke:#1f77b4;\" x=\"142.229069\" xlink:href=\"#m59397af714\" y=\"71.362484\"/>\n     <use style=\"fill:#1f77b4;stroke:#1f77b4;\" x=\"115.295252\" xlink:href=\"#m59397af714\" y=\"67.099139\"/>\n     <use style=\"fill:#1f77b4;stroke:#1f77b4;\" x=\"150.8891\" xlink:href=\"#m59397af714\" y=\"89.69609\"/>\n     <use style=\"fill:#1f77b4;stroke:#1f77b4;\" x=\"127.987431\" xlink:href=\"#m59397af714\" y=\"62.288126\"/>\n     <use style=\"fill:#1f77b4;stroke:#1f77b4;\" x=\"142.120866\" xlink:href=\"#m59397af714\" y=\"73.765045\"/>\n     <use style=\"fill:#1f77b4;stroke:#1f77b4;\" x=\"122.101841\" xlink:href=\"#m59397af714\" y=\"56.118853\"/>\n     <use style=\"fill:#1f77b4;stroke:#1f77b4;\" x=\"141.768851\" xlink:href=\"#m59397af714\" y=\"79.830078\"/>\n     <use style=\"fill:#1f77b4;stroke:#1f77b4;\" x=\"144.045212\" xlink:href=\"#m59397af714\" y=\"79.312624\"/>\n     <use style=\"fill:#1f77b4;stroke:#1f77b4;\" x=\"119.730534\" xlink:href=\"#m59397af714\" y=\"61.640869\"/>\n     <use style=\"fill:#1f77b4;stroke:#1f77b4;\" x=\"164.747365\" xlink:href=\"#m59397af714\" y=\"98.423265\"/>\n     <use style=\"fill:#1f77b4;stroke:#1f77b4;\" x=\"149.838559\" xlink:href=\"#m59397af714\" y=\"89.149751\"/>\n     <use style=\"fill:#1f77b4;stroke:#1f77b4;\" x=\"100.252161\" xlink:href=\"#m59397af714\" y=\"45.442294\"/>\n     <use style=\"fill:#1f77b4;stroke:#1f77b4;\" x=\"161.691037\" xlink:href=\"#m59397af714\" y=\"73.881582\"/>\n     <use style=\"fill:#1f77b4;stroke:#1f77b4;\" x=\"95.818185\" xlink:href=\"#m59397af714\" y=\"33.327289\"/>\n     <use style=\"fill:#1f77b4;stroke:#1f77b4;\" x=\"133.21038\" xlink:href=\"#m59397af714\" y=\"79.307916\"/>\n     <use style=\"fill:#1f77b4;stroke:#1f77b4;\" x=\"179.508048\" xlink:href=\"#m59397af714\" y=\"101.688378\"/>\n     <use style=\"fill:#1f77b4;stroke:#1f77b4;\" x=\"81.121206\" xlink:href=\"#m59397af714\" y=\"32.458842\"/>\n     <use style=\"fill:#1f77b4;stroke:#1f77b4;\" x=\"103.167425\" xlink:href=\"#m59397af714\" y=\"53.004562\"/>\n     <use style=\"fill:#1f77b4;stroke:#1f77b4;\" x=\"146.839615\" xlink:href=\"#m59397af714\" y=\"76.628862\"/>\n     <use style=\"fill:#1f77b4;stroke:#1f77b4;\" x=\"177.932824\" xlink:href=\"#m59397af714\" y=\"108.354414\"/>\n     <use style=\"fill:#1f77b4;stroke:#1f77b4;\" x=\"103.534782\" xlink:href=\"#m59397af714\" y=\"65.480174\"/>\n     <use style=\"fill:#1f77b4;stroke:#1f77b4;\" x=\"118.531493\" xlink:href=\"#m59397af714\" y=\"72.593109\"/>\n     <use style=\"fill:#1f77b4;stroke:#1f77b4;\" x=\"146.830338\" xlink:href=\"#m59397af714\" y=\"67.487583\"/>\n     <use style=\"fill:#1f77b4;stroke:#1f77b4;\" x=\"69.413596\" xlink:href=\"#m59397af714\" y=\"13.395512\"/>\n     <use style=\"fill:#1f77b4;stroke:#1f77b4;\" x=\"103.53775\" xlink:href=\"#m59397af714\" y=\"45.403682\"/>\n     <use style=\"fill:#1f77b4;stroke:#1f77b4;\" x=\"136.846368\" xlink:href=\"#m59397af714\" y=\"78.199741\"/>\n     <use style=\"fill:#1f77b4;stroke:#1f77b4;\" x=\"155.893949\" xlink:href=\"#m59397af714\" y=\"84.208912\"/>\n     <use style=\"fill:#1f77b4;stroke:#1f77b4;\" x=\"124.177004\" xlink:href=\"#m59397af714\" y=\"80.667066\"/>\n     <use style=\"fill:#1f77b4;stroke:#1f77b4;\" x=\"139.502048\" xlink:href=\"#m59397af714\" y=\"94.061209\"/>\n     <use style=\"fill:#1f77b4;stroke:#1f77b4;\" x=\"143.957503\" xlink:href=\"#m59397af714\" y=\"71.358111\"/>\n     <use style=\"fill:#1f77b4;stroke:#1f77b4;\" x=\"102.751896\" xlink:href=\"#m59397af714\" y=\"55.074376\"/>\n     <use style=\"fill:#1f77b4;stroke:#1f77b4;\" x=\"101.750149\" xlink:href=\"#m59397af714\" y=\"54.614424\"/>\n     <use style=\"fill:#1f77b4;stroke:#1f77b4;\" x=\"133.435378\" xlink:href=\"#m59397af714\" y=\"66.787513\"/>\n     <use style=\"fill:#1f77b4;stroke:#1f77b4;\" x=\"88.08863\" xlink:href=\"#m59397af714\" y=\"36.668386\"/>\n     <use style=\"fill:#1f77b4;stroke:#1f77b4;\" x=\"174.948276\" xlink:href=\"#m59397af714\" y=\"86.363486\"/>\n     <use style=\"fill:#1f77b4;stroke:#1f77b4;\" x=\"155.87998\" xlink:href=\"#m59397af714\" y=\"71.36177\"/>\n     <use style=\"fill:#1f77b4;stroke:#1f77b4;\" x=\"101.20773\" xlink:href=\"#m59397af714\" y=\"40.205745\"/>\n     <use style=\"fill:#1f77b4;stroke:#1f77b4;\" x=\"149.319582\" xlink:href=\"#m59397af714\" y=\"99.162168\"/>\n     <use style=\"fill:#1f77b4;stroke:#1f77b4;\" x=\"161.367323\" xlink:href=\"#m59397af714\" y=\"80.30131\"/>\n     <use style=\"fill:#1f77b4;stroke:#1f77b4;\" x=\"115.684812\" xlink:href=\"#m59397af714\" y=\"70.726956\"/>\n     <use style=\"fill:#1f77b4;stroke:#1f77b4;\" x=\"95.922028\" xlink:href=\"#m59397af714\" y=\"48.56628\"/>\n     <use style=\"fill:#1f77b4;stroke:#1f77b4;\" x=\"120.636315\" xlink:href=\"#m59397af714\" y=\"59.731503\"/>\n     <use style=\"fill:#1f77b4;stroke:#1f77b4;\" x=\"129.593981\" xlink:href=\"#m59397af714\" y=\"65.168354\"/>\n     <use style=\"fill:#1f77b4;stroke:#1f77b4;\" x=\"158.317951\" xlink:href=\"#m59397af714\" y=\"85.341903\"/>\n     <use style=\"fill:#1f77b4;stroke:#1f77b4;\" x=\"151.41705\" xlink:href=\"#m59397af714\" y=\"86.489051\"/>\n     <use style=\"fill:#1f77b4;stroke:#1f77b4;\" x=\"151.326389\" xlink:href=\"#m59397af714\" y=\"69.286223\"/>\n     <use style=\"fill:#1f77b4;stroke:#1f77b4;\" x=\"152.588338\" xlink:href=\"#m59397af714\" y=\"84.052677\"/>\n     <use style=\"fill:#1f77b4;stroke:#1f77b4;\" x=\"153.636664\" xlink:href=\"#m59397af714\" y=\"86.700257\"/>\n     <use style=\"fill:#1f77b4;stroke:#1f77b4;\" x=\"108.865575\" xlink:href=\"#m59397af714\" y=\"50.740764\"/>\n     <use style=\"fill:#1f77b4;stroke:#1f77b4;\" x=\"211.826822\" xlink:href=\"#m59397af714\" y=\"113.313324\"/>\n     <use style=\"fill:#1f77b4;stroke:#1f77b4;\" x=\"139.20157\" xlink:href=\"#m59397af714\" y=\"66.100534\"/>\n     <use style=\"fill:#1f77b4;stroke:#1f77b4;\" x=\"122.260951\" xlink:href=\"#m59397af714\" y=\"61.773317\"/>\n     <use style=\"fill:#1f77b4;stroke:#1f77b4;\" x=\"134.245144\" xlink:href=\"#m59397af714\" y=\"75.541626\"/>\n     <use style=\"fill:#1f77b4;stroke:#1f77b4;\" x=\"164.728597\" xlink:href=\"#m59397af714\" y=\"91.722707\"/>\n     <use style=\"fill:#1f77b4;stroke:#1f77b4;\" x=\"154.952914\" xlink:href=\"#m59397af714\" y=\"94.624266\"/>\n     <use style=\"fill:#1f77b4;stroke:#1f77b4;\" x=\"169.979627\" xlink:href=\"#m59397af714\" y=\"92.263662\"/>\n     <use style=\"fill:#1f77b4;stroke:#1f77b4;\" x=\"107.585055\" xlink:href=\"#m59397af714\" y=\"69.477003\"/>\n     <use style=\"fill:#1f77b4;stroke:#1f77b4;\" x=\"213.37397\" xlink:href=\"#m59397af714\" y=\"120.768524\"/>\n     <use style=\"fill:#1f77b4;stroke:#1f77b4;\" x=\"148.151317\" xlink:href=\"#m59397af714\" y=\"82.598489\"/>\n     <use style=\"fill:#1f77b4;stroke:#1f77b4;\" x=\"157.686347\" xlink:href=\"#m59397af714\" y=\"81.187915\"/>\n     <use style=\"fill:#1f77b4;stroke:#1f77b4;\" x=\"156.295098\" xlink:href=\"#m59397af714\" y=\"77.439594\"/>\n     <use style=\"fill:#1f77b4;stroke:#1f77b4;\" x=\"181.705521\" xlink:href=\"#m59397af714\" y=\"107.917386\"/>\n     <use style=\"fill:#1f77b4;stroke:#1f77b4;\" x=\"140.40896\" xlink:href=\"#m59397af714\" y=\"73.576092\"/>\n     <use style=\"fill:#1f77b4;stroke:#1f77b4;\" x=\"104.560156\" xlink:href=\"#m59397af714\" y=\"42.281801\"/>\n     <use style=\"fill:#1f77b4;stroke:#1f77b4;\" x=\"109.546958\" xlink:href=\"#m59397af714\" y=\"61.227119\"/>\n     <use style=\"fill:#1f77b4;stroke:#1f77b4;\" x=\"99.046937\" xlink:href=\"#m59397af714\" y=\"50.312332\"/>\n     <use style=\"fill:#1f77b4;stroke:#1f77b4;\" x=\"117.71722\" xlink:href=\"#m59397af714\" y=\"47.132998\"/>\n     <use style=\"fill:#1f77b4;stroke:#1f77b4;\" x=\"143.106505\" xlink:href=\"#m59397af714\" y=\"68.679495\"/>\n     <use style=\"fill:#1f77b4;stroke:#1f77b4;\" x=\"145.845823\" xlink:href=\"#m59397af714\" y=\"62.768839\"/>\n     <use style=\"fill:#1f77b4;stroke:#1f77b4;\" x=\"153.717033\" xlink:href=\"#m59397af714\" y=\"80.753361\"/>\n     <use style=\"fill:#1f77b4;stroke:#1f77b4;\" x=\"118.240505\" xlink:href=\"#m59397af714\" y=\"80.646536\"/>\n     <use style=\"fill:#1f77b4;stroke:#1f77b4;\" x=\"155.138358\" xlink:href=\"#m59397af714\" y=\"86.915492\"/>\n     <use style=\"fill:#1f77b4;stroke:#1f77b4;\" x=\"145.105924\" xlink:href=\"#m59397af714\" y=\"85.575441\"/>\n     <use style=\"fill:#1f77b4;stroke:#1f77b4;\" x=\"134.830784\" xlink:href=\"#m59397af714\" y=\"61.499766\"/>\n     <use style=\"fill:#1f77b4;stroke:#1f77b4;\" x=\"88.0175\" xlink:href=\"#m59397af714\" y=\"40.73576\"/>\n     <use style=\"fill:#1f77b4;stroke:#1f77b4;\" x=\"115.759188\" xlink:href=\"#m59397af714\" y=\"44.455127\"/>\n     <use style=\"fill:#1f77b4;stroke:#1f77b4;\" x=\"181.680884\" xlink:href=\"#m59397af714\" y=\"93.388105\"/>\n     <use style=\"fill:#1f77b4;stroke:#1f77b4;\" x=\"197.535839\" xlink:href=\"#m59397af714\" y=\"115.442957\"/>\n     <use style=\"fill:#1f77b4;stroke:#1f77b4;\" x=\"172.248253\" xlink:href=\"#m59397af714\" y=\"75.340366\"/>\n     <use style=\"fill:#1f77b4;stroke:#1f77b4;\" x=\"198.672875\" xlink:href=\"#m59397af714\" y=\"136.023086\"/>\n     <use style=\"fill:#1f77b4;stroke:#1f77b4;\" x=\"120.849969\" xlink:href=\"#m59397af714\" y=\"78.222295\"/>\n     <use style=\"fill:#1f77b4;stroke:#1f77b4;\" x=\"120.145162\" xlink:href=\"#m59397af714\" y=\"67.186963\"/>\n     <use style=\"fill:#1f77b4;stroke:#1f77b4;\" x=\"167.552097\" xlink:href=\"#m59397af714\" y=\"70.139066\"/>\n     <use style=\"fill:#1f77b4;stroke:#1f77b4;\" x=\"182.029928\" xlink:href=\"#m59397af714\" y=\"101.862053\"/>\n     <use style=\"fill:#1f77b4;stroke:#1f77b4;\" x=\"124.841688\" xlink:href=\"#m59397af714\" y=\"63.563548\"/>\n     <use style=\"fill:#1f77b4;stroke:#1f77b4;\" x=\"172.828554\" xlink:href=\"#m59397af714\" y=\"85.576953\"/>\n     <use style=\"fill:#1f77b4;stroke:#1f77b4;\" x=\"155.043684\" xlink:href=\"#m59397af714\" y=\"71.853415\"/>\n     <use style=\"fill:#1f77b4;stroke:#1f77b4;\" x=\"139.900068\" xlink:href=\"#m59397af714\" y=\"91.192237\"/>\n     <use style=\"fill:#1f77b4;stroke:#1f77b4;\" x=\"105.422706\" xlink:href=\"#m59397af714\" y=\"63.901832\"/>\n     <use style=\"fill:#1f77b4;stroke:#1f77b4;\" x=\"123.170184\" xlink:href=\"#m59397af714\" y=\"54.583542\"/>\n     <use style=\"fill:#1f77b4;stroke:#1f77b4;\" x=\"128.571999\" xlink:href=\"#m59397af714\" y=\"62.46365\"/>\n     <use style=\"fill:#1f77b4;stroke:#1f77b4;\" x=\"150.917544\" xlink:href=\"#m59397af714\" y=\"88.072026\"/>\n     <use style=\"fill:#1f77b4;stroke:#1f77b4;\" x=\"90.103769\" xlink:href=\"#m59397af714\" y=\"49.757426\"/>\n     <use style=\"fill:#1f77b4;stroke:#1f77b4;\" x=\"101.618659\" xlink:href=\"#m59397af714\" y=\"48.351329\"/>\n     <use style=\"fill:#1f77b4;stroke:#1f77b4;\" x=\"198.649396\" xlink:href=\"#m59397af714\" y=\"125.504892\"/>\n     <use style=\"fill:#1f77b4;stroke:#1f77b4;\" x=\"170.983782\" xlink:href=\"#m59397af714\" y=\"88.229551\"/>\n     <use style=\"fill:#1f77b4;stroke:#1f77b4;\" x=\"108.014481\" xlink:href=\"#m59397af714\" y=\"50.9717\"/>\n     <use style=\"fill:#1f77b4;stroke:#1f77b4;\" x=\"180.213632\" xlink:href=\"#m59397af714\" y=\"91.686116\"/>\n     <use style=\"fill:#1f77b4;stroke:#1f77b4;\" x=\"176.494863\" xlink:href=\"#m59397af714\" y=\"82.65311\"/>\n     <use style=\"fill:#1f77b4;stroke:#1f77b4;\" x=\"111.995294\" xlink:href=\"#m59397af714\" y=\"55.070421\"/>\n     <use style=\"fill:#1f77b4;stroke:#1f77b4;\" x=\"89.003866\" xlink:href=\"#m59397af714\" y=\"52.136167\"/>\n     <use style=\"fill:#1f77b4;stroke:#1f77b4;\" x=\"161.098327\" xlink:href=\"#m59397af714\" y=\"68.607022\"/>\n     <use style=\"fill:#1f77b4;stroke:#1f77b4;\" x=\"105.021346\" xlink:href=\"#m59397af714\" y=\"56.931358\"/>\n     <use style=\"fill:#1f77b4;stroke:#1f77b4;\" x=\"137.963256\" xlink:href=\"#m59397af714\" y=\"91.287987\"/>\n     <use style=\"fill:#1f77b4;stroke:#1f77b4;\" x=\"143.319178\" xlink:href=\"#m59397af714\" y=\"69.184766\"/>\n     <use style=\"fill:#1f77b4;stroke:#1f77b4;\" x=\"97.267705\" xlink:href=\"#m59397af714\" y=\"43.623557\"/>\n     <use style=\"fill:#1f77b4;stroke:#1f77b4;\" x=\"149.993407\" xlink:href=\"#m59397af714\" y=\"85.591448\"/>\n     <use style=\"fill:#1f77b4;stroke:#1f77b4;\" x=\"146.807918\" xlink:href=\"#m59397af714\" y=\"81.785681\"/>\n     <use style=\"fill:#1f77b4;stroke:#1f77b4;\" x=\"143.553601\" xlink:href=\"#m59397af714\" y=\"96.383735\"/>\n     <use style=\"fill:#1f77b4;stroke:#1f77b4;\" x=\"95.973132\" xlink:href=\"#m59397af714\" y=\"50.962939\"/>\n     <use style=\"fill:#1f77b4;stroke:#1f77b4;\" x=\"172.679383\" xlink:href=\"#m59397af714\" y=\"99.026535\"/>\n     <use style=\"fill:#1f77b4;stroke:#1f77b4;\" x=\"145.688741\" xlink:href=\"#m59397af714\" y=\"70.050868\"/>\n     <use style=\"fill:#1f77b4;stroke:#1f77b4;\" x=\"116.072804\" xlink:href=\"#m59397af714\" y=\"66.302917\"/>\n     <use style=\"fill:#1f77b4;stroke:#1f77b4;\" x=\"143.495657\" xlink:href=\"#m59397af714\" y=\"78.357146\"/>\n     <use style=\"fill:#1f77b4;stroke:#1f77b4;\" x=\"160.742284\" xlink:href=\"#m59397af714\" y=\"95.517627\"/>\n     <use style=\"fill:#1f77b4;stroke:#1f77b4;\" x=\"149.541226\" xlink:href=\"#m59397af714\" y=\"74.871186\"/>\n     <use style=\"fill:#1f77b4;stroke:#1f77b4;\" x=\"124.727906\" xlink:href=\"#m59397af714\" y=\"48.227951\"/>\n     <use style=\"fill:#1f77b4;stroke:#1f77b4;\" x=\"158.750786\" xlink:href=\"#m59397af714\" y=\"92.182853\"/>\n     <use style=\"fill:#1f77b4;stroke:#1f77b4;\" x=\"157.795371\" xlink:href=\"#m59397af714\" y=\"71.88522\"/>\n     <use style=\"fill:#1f77b4;stroke:#1f77b4;\" x=\"126.93507\" xlink:href=\"#m59397af714\" y=\"59.59619\"/>\n     <use style=\"fill:#1f77b4;stroke:#1f77b4;\" x=\"137.731449\" xlink:href=\"#m59397af714\" y=\"72.076676\"/>\n     <use style=\"fill:#1f77b4;stroke:#1f77b4;\" x=\"162.674752\" xlink:href=\"#m59397af714\" y=\"72.589143\"/>\n     <use style=\"fill:#1f77b4;stroke:#1f77b4;\" x=\"187.668078\" xlink:href=\"#m59397af714\" y=\"136.904488\"/>\n     <use style=\"fill:#1f77b4;stroke:#1f77b4;\" x=\"150.995971\" xlink:href=\"#m59397af714\" y=\"68.821391\"/>\n     <use style=\"fill:#1f77b4;stroke:#1f77b4;\" x=\"135.24956\" xlink:href=\"#m59397af714\" y=\"68.44615\"/>\n     <use style=\"fill:#1f77b4;stroke:#1f77b4;\" x=\"90.052068\" xlink:href=\"#m59397af714\" y=\"54.480697\"/>\n     <use style=\"fill:#1f77b4;stroke:#1f77b4;\" x=\"156.872994\" xlink:href=\"#m59397af714\" y=\"81.867667\"/>\n     <use style=\"fill:#1f77b4;stroke:#1f77b4;\" x=\"122.671079\" xlink:href=\"#m59397af714\" y=\"60.368681\"/>\n     <use style=\"fill:#1f77b4;stroke:#1f77b4;\" x=\"140.927948\" xlink:href=\"#m59397af714\" y=\"57.634624\"/>\n     <use style=\"fill:#1f77b4;stroke:#1f77b4;\" x=\"130.789876\" xlink:href=\"#m59397af714\" y=\"62.95556\"/>\n     <use style=\"fill:#1f77b4;stroke:#1f77b4;\" x=\"159.197211\" xlink:href=\"#m59397af714\" y=\"83.944961\"/>\n     <use style=\"fill:#1f77b4;stroke:#1f77b4;\" x=\"128.631348\" xlink:href=\"#m59397af714\" y=\"77.21345\"/>\n     <use style=\"fill:#1f77b4;stroke:#1f77b4;\" x=\"61.811907\" xlink:href=\"#m59397af714\" y=\"31.169017\"/>\n     <use style=\"fill:#1f77b4;stroke:#1f77b4;\" x=\"154.457958\" xlink:href=\"#m59397af714\" y=\"86.036204\"/>\n     <use style=\"fill:#1f77b4;stroke:#1f77b4;\" x=\"108.603065\" xlink:href=\"#m59397af714\" y=\"45.443273\"/>\n     <use style=\"fill:#1f77b4;stroke:#1f77b4;\" x=\"123.139364\" xlink:href=\"#m59397af714\" y=\"60.926376\"/>\n     <use style=\"fill:#1f77b4;stroke:#1f77b4;\" x=\"136.396799\" xlink:href=\"#m59397af714\" y=\"81.653562\"/>\n     <use style=\"fill:#1f77b4;stroke:#1f77b4;\" x=\"124.135456\" xlink:href=\"#m59397af714\" y=\"60.770821\"/>\n     <use style=\"fill:#1f77b4;stroke:#1f77b4;\" x=\"185.656294\" xlink:href=\"#m59397af714\" y=\"90.396275\"/>\n     <use style=\"fill:#1f77b4;stroke:#1f77b4;\" x=\"124.734222\" xlink:href=\"#m59397af714\" y=\"80.120828\"/>\n     <use style=\"fill:#1f77b4;stroke:#1f77b4;\" x=\"162.192167\" xlink:href=\"#m59397af714\" y=\"99.237858\"/>\n     <use style=\"fill:#1f77b4;stroke:#1f77b4;\" x=\"137.827841\" xlink:href=\"#m59397af714\" y=\"76.121169\"/>\n     <use style=\"fill:#1f77b4;stroke:#1f77b4;\" x=\"124.338068\" xlink:href=\"#m59397af714\" y=\"73.030577\"/>\n     <use style=\"fill:#1f77b4;stroke:#1f77b4;\" x=\"126.990721\" xlink:href=\"#m59397af714\" y=\"64.921426\"/>\n     <use style=\"fill:#1f77b4;stroke:#1f77b4;\" x=\"143.722589\" xlink:href=\"#m59397af714\" y=\"65.882609\"/>\n     <use style=\"fill:#1f77b4;stroke:#1f77b4;\" x=\"169.116421\" xlink:href=\"#m59397af714\" y=\"75.560044\"/>\n     <use style=\"fill:#1f77b4;stroke:#1f77b4;\" x=\"124.644226\" xlink:href=\"#m59397af714\" y=\"69.566241\"/>\n     <use style=\"fill:#1f77b4;stroke:#1f77b4;\" x=\"137.601282\" xlink:href=\"#m59397af714\" y=\"68.220618\"/>\n     <use style=\"fill:#1f77b4;stroke:#1f77b4;\" x=\"113.795856\" xlink:href=\"#m59397af714\" y=\"61.629635\"/>\n     <use style=\"fill:#1f77b4;stroke:#1f77b4;\" x=\"77.807924\" xlink:href=\"#m59397af714\" y=\"26.051959\"/>\n     <use style=\"fill:#1f77b4;stroke:#1f77b4;\" x=\"133.18915\" xlink:href=\"#m59397af714\" y=\"69.890476\"/>\n     <use style=\"fill:#1f77b4;stroke:#1f77b4;\" x=\"144.762265\" xlink:href=\"#m59397af714\" y=\"76.486614\"/>\n     <use style=\"fill:#1f77b4;stroke:#1f77b4;\" x=\"144.353553\" xlink:href=\"#m59397af714\" y=\"70.256912\"/>\n     <use style=\"fill:#1f77b4;stroke:#1f77b4;\" x=\"139.532043\" xlink:href=\"#m59397af714\" y=\"77.614188\"/>\n     <use style=\"fill:#1f77b4;stroke:#1f77b4;\" x=\"155.185953\" xlink:href=\"#m59397af714\" y=\"81.060534\"/>\n     <use style=\"fill:#1f77b4;stroke:#1f77b4;\" x=\"110.050832\" xlink:href=\"#m59397af714\" y=\"62.305482\"/>\n     <use style=\"fill:#1f77b4;stroke:#1f77b4;\" x=\"139.339757\" xlink:href=\"#m59397af714\" y=\"73.468936\"/>\n     <use style=\"fill:#1f77b4;stroke:#1f77b4;\" x=\"160.041764\" xlink:href=\"#m59397af714\" y=\"82.77401\"/>\n     <use style=\"fill:#1f77b4;stroke:#1f77b4;\" x=\"178.508605\" xlink:href=\"#m59397af714\" y=\"96.304364\"/>\n     <use style=\"fill:#1f77b4;stroke:#1f77b4;\" x=\"138.675997\" xlink:href=\"#m59397af714\" y=\"46.617432\"/>\n     <use style=\"fill:#1f77b4;stroke:#1f77b4;\" x=\"151.048917\" xlink:href=\"#m59397af714\" y=\"75.21546\"/>\n     <use style=\"fill:#1f77b4;stroke:#1f77b4;\" x=\"120.770511\" xlink:href=\"#m59397af714\" y=\"78.740067\"/>\n     <use style=\"fill:#1f77b4;stroke:#1f77b4;\" x=\"120.817046\" xlink:href=\"#m59397af714\" y=\"68.285325\"/>\n     <use style=\"fill:#1f77b4;stroke:#1f77b4;\" x=\"124.913788\" xlink:href=\"#m59397af714\" y=\"67.009112\"/>\n     <use style=\"fill:#1f77b4;stroke:#1f77b4;\" x=\"183.186599\" xlink:href=\"#m59397af714\" y=\"97.349345\"/>\n     <use style=\"fill:#1f77b4;stroke:#1f77b4;\" x=\"128.924681\" xlink:href=\"#m59397af714\" y=\"60.842606\"/>\n     <use style=\"fill:#1f77b4;stroke:#1f77b4;\" x=\"135.96077\" xlink:href=\"#m59397af714\" y=\"89.270049\"/>\n     <use style=\"fill:#1f77b4;stroke:#1f77b4;\" x=\"110.812668\" xlink:href=\"#m59397af714\" y=\"62.219343\"/>\n     <use style=\"fill:#1f77b4;stroke:#1f77b4;\" x=\"187.439338\" xlink:href=\"#m59397af714\" y=\"101.130573\"/>\n     <use style=\"fill:#1f77b4;stroke:#1f77b4;\" x=\"129.874583\" xlink:href=\"#m59397af714\" y=\"79.940683\"/>\n     <use style=\"fill:#1f77b4;stroke:#1f77b4;\" x=\"108.643326\" xlink:href=\"#m59397af714\" y=\"50.592414\"/>\n     <use style=\"fill:#1f77b4;stroke:#1f77b4;\" x=\"172.702549\" xlink:href=\"#m59397af714\" y=\"77.387197\"/>\n     <use style=\"fill:#1f77b4;stroke:#1f77b4;\" x=\"92.728763\" xlink:href=\"#m59397af714\" y=\"58.842296\"/>\n     <use style=\"fill:#1f77b4;stroke:#1f77b4;\" x=\"166.579148\" xlink:href=\"#m59397af714\" y=\"93.251102\"/>\n     <use style=\"fill:#1f77b4;stroke:#1f77b4;\" x=\"133.534306\" xlink:href=\"#m59397af714\" y=\"55.921567\"/>\n     <use style=\"fill:#1f77b4;stroke:#1f77b4;\" x=\"184.164711\" xlink:href=\"#m59397af714\" y=\"99.368882\"/>\n     <use style=\"fill:#1f77b4;stroke:#1f77b4;\" x=\"159.092286\" xlink:href=\"#m59397af714\" y=\"92.686505\"/>\n     <use style=\"fill:#1f77b4;stroke:#1f77b4;\" x=\"170.439779\" xlink:href=\"#m59397af714\" y=\"94.611284\"/>\n     <use style=\"fill:#1f77b4;stroke:#1f77b4;\" x=\"124.333491\" xlink:href=\"#m59397af714\" y=\"59.188669\"/>\n     <use style=\"fill:#1f77b4;stroke:#1f77b4;\" x=\"130.684978\" xlink:href=\"#m59397af714\" y=\"75.536437\"/>\n     <use style=\"fill:#1f77b4;stroke:#1f77b4;\" x=\"100.958519\" xlink:href=\"#m59397af714\" y=\"58.771655\"/>\n     <use style=\"fill:#1f77b4;stroke:#1f77b4;\" x=\"114.401657\" xlink:href=\"#m59397af714\" y=\"66.061272\"/>\n     <use style=\"fill:#1f77b4;stroke:#1f77b4;\" x=\"145.562578\" xlink:href=\"#m59397af714\" y=\"69.792021\"/>\n     <use style=\"fill:#1f77b4;stroke:#1f77b4;\" x=\"165.445729\" xlink:href=\"#m59397af714\" y=\"73.418714\"/>\n     <use style=\"fill:#1f77b4;stroke:#1f77b4;\" x=\"119.324416\" xlink:href=\"#m59397af714\" y=\"53.672608\"/>\n     <use style=\"fill:#1f77b4;stroke:#1f77b4;\" x=\"151.045232\" xlink:href=\"#m59397af714\" y=\"97.290044\"/>\n     <use style=\"fill:#1f77b4;stroke:#1f77b4;\" x=\"123.252187\" xlink:href=\"#m59397af714\" y=\"72.403837\"/>\n     <use style=\"fill:#1f77b4;stroke:#1f77b4;\" x=\"180.96885\" xlink:href=\"#m59397af714\" y=\"111.529742\"/>\n     <use style=\"fill:#1f77b4;stroke:#1f77b4;\" x=\"119.751029\" xlink:href=\"#m59397af714\" y=\"57.540951\"/>\n     <use style=\"fill:#1f77b4;stroke:#1f77b4;\" x=\"143.768998\" xlink:href=\"#m59397af714\" y=\"80.275981\"/>\n     <use style=\"fill:#1f77b4;stroke:#1f77b4;\" x=\"127.891386\" xlink:href=\"#m59397af714\" y=\"75.100332\"/>\n     <use style=\"fill:#1f77b4;stroke:#1f77b4;\" x=\"124.470271\" xlink:href=\"#m59397af714\" y=\"74.19947\"/>\n     <use style=\"fill:#1f77b4;stroke:#1f77b4;\" x=\"196.249141\" xlink:href=\"#m59397af714\" y=\"109.416242\"/>\n     <use style=\"fill:#1f77b4;stroke:#1f77b4;\" x=\"166.558591\" xlink:href=\"#m59397af714\" y=\"107.512201\"/>\n     <use style=\"fill:#1f77b4;stroke:#1f77b4;\" x=\"145.670761\" xlink:href=\"#m59397af714\" y=\"99.794023\"/>\n     <use style=\"fill:#1f77b4;stroke:#1f77b4;\" x=\"192.921809\" xlink:href=\"#m59397af714\" y=\"105.509459\"/>\n     <use style=\"fill:#1f77b4;stroke:#1f77b4;\" x=\"161.705057\" xlink:href=\"#m59397af714\" y=\"87.816252\"/>\n     <use style=\"fill:#1f77b4;stroke:#1f77b4;\" x=\"145.558741\" xlink:href=\"#m59397af714\" y=\"82.523387\"/>\n     <use style=\"fill:#1f77b4;stroke:#1f77b4;\" x=\"119.896354\" xlink:href=\"#m59397af714\" y=\"61.987989\"/>\n     <use style=\"fill:#1f77b4;stroke:#1f77b4;\" x=\"110.475728\" xlink:href=\"#m59397af714\" y=\"45.953033\"/>\n     <use style=\"fill:#1f77b4;stroke:#1f77b4;\" x=\"127.868845\" xlink:href=\"#m59397af714\" y=\"64.336706\"/>\n     <use style=\"fill:#1f77b4;stroke:#1f77b4;\" x=\"121.453835\" xlink:href=\"#m59397af714\" y=\"82.70022\"/>\n     <use style=\"fill:#1f77b4;stroke:#1f77b4;\" x=\"77.776622\" xlink:href=\"#m59397af714\" y=\"43.164455\"/>\n     <use style=\"fill:#1f77b4;stroke:#1f77b4;\" x=\"114.346077\" xlink:href=\"#m59397af714\" y=\"52.89124\"/>\n     <use style=\"fill:#1f77b4;stroke:#1f77b4;\" x=\"170.737211\" xlink:href=\"#m59397af714\" y=\"96.520704\"/>\n     <use style=\"fill:#1f77b4;stroke:#1f77b4;\" x=\"166.382688\" xlink:href=\"#m59397af714\" y=\"72.899896\"/>\n     <use style=\"fill:#1f77b4;stroke:#1f77b4;\" x=\"117.402307\" xlink:href=\"#m59397af714\" y=\"62.046888\"/>\n     <use style=\"fill:#1f77b4;stroke:#1f77b4;\" x=\"103.452583\" xlink:href=\"#m59397af714\" y=\"49.566539\"/>\n     <use style=\"fill:#1f77b4;stroke:#1f77b4;\" x=\"173.373684\" xlink:href=\"#m59397af714\" y=\"104.968473\"/>\n     <use style=\"fill:#1f77b4;stroke:#1f77b4;\" x=\"116.401006\" xlink:href=\"#m59397af714\" y=\"69.260901\"/>\n     <use style=\"fill:#1f77b4;stroke:#1f77b4;\" x=\"124.451895\" xlink:href=\"#m59397af714\" y=\"64.669508\"/>\n     <use style=\"fill:#1f77b4;stroke:#1f77b4;\" x=\"177.121659\" xlink:href=\"#m59397af714\" y=\"101.654744\"/>\n     <use style=\"fill:#1f77b4;stroke:#1f77b4;\" x=\"97.895509\" xlink:href=\"#m59397af714\" y=\"55.141374\"/>\n     <use style=\"fill:#1f77b4;stroke:#1f77b4;\" x=\"157.216935\" xlink:href=\"#m59397af714\" y=\"75.331974\"/>\n     <use style=\"fill:#1f77b4;stroke:#1f77b4;\" x=\"110.430273\" xlink:href=\"#m59397af714\" y=\"40.145395\"/>\n     <use style=\"fill:#1f77b4;stroke:#1f77b4;\" x=\"108.809495\" xlink:href=\"#m59397af714\" y=\"45.68748\"/>\n     <use style=\"fill:#1f77b4;stroke:#1f77b4;\" x=\"96.128652\" xlink:href=\"#m59397af714\" y=\"47.185813\"/>\n     <use style=\"fill:#1f77b4;stroke:#1f77b4;\" x=\"110.740972\" xlink:href=\"#m59397af714\" y=\"62.327003\"/>\n     <use style=\"fill:#1f77b4;stroke:#1f77b4;\" x=\"136.9109\" xlink:href=\"#m59397af714\" y=\"72.244193\"/>\n     <use style=\"fill:#1f77b4;stroke:#1f77b4;\" x=\"136.810795\" xlink:href=\"#m59397af714\" y=\"84.370675\"/>\n     <use style=\"fill:#1f77b4;stroke:#1f77b4;\" x=\"117.344626\" xlink:href=\"#m59397af714\" y=\"62.481041\"/>\n     <use style=\"fill:#1f77b4;stroke:#1f77b4;\" x=\"132.616211\" xlink:href=\"#m59397af714\" y=\"85.668498\"/>\n     <use style=\"fill:#1f77b4;stroke:#1f77b4;\" x=\"109.336497\" xlink:href=\"#m59397af714\" y=\"46.582011\"/>\n     <use style=\"fill:#1f77b4;stroke:#1f77b4;\" x=\"133.120014\" xlink:href=\"#m59397af714\" y=\"65.270146\"/>\n     <use style=\"fill:#1f77b4;stroke:#1f77b4;\" x=\"146.103067\" xlink:href=\"#m59397af714\" y=\"87.330615\"/>\n     <use style=\"fill:#1f77b4;stroke:#1f77b4;\" x=\"93.857878\" xlink:href=\"#m59397af714\" y=\"39.529868\"/>\n     <use style=\"fill:#1f77b4;stroke:#1f77b4;\" x=\"203.629366\" xlink:href=\"#m59397af714\" y=\"114.820221\"/>\n     <use style=\"fill:#1f77b4;stroke:#1f77b4;\" x=\"164.876387\" xlink:href=\"#m59397af714\" y=\"96.794012\"/>\n     <use style=\"fill:#1f77b4;stroke:#1f77b4;\" x=\"175.780272\" xlink:href=\"#m59397af714\" y=\"90.898801\"/>\n     <use style=\"fill:#1f77b4;stroke:#1f77b4;\" x=\"157.076148\" xlink:href=\"#m59397af714\" y=\"82.478995\"/>\n     <use style=\"fill:#1f77b4;stroke:#1f77b4;\" x=\"126.80372\" xlink:href=\"#m59397af714\" y=\"83.455879\"/>\n     <use style=\"fill:#1f77b4;stroke:#1f77b4;\" x=\"138.750843\" xlink:href=\"#m59397af714\" y=\"75.564816\"/>\n     <use style=\"fill:#1f77b4;stroke:#1f77b4;\" x=\"145.06145\" xlink:href=\"#m59397af714\" y=\"59.4408\"/>\n     <use style=\"fill:#1f77b4;stroke:#1f77b4;\" x=\"169.571509\" xlink:href=\"#m59397af714\" y=\"103.334356\"/>\n     <use style=\"fill:#1f77b4;stroke:#1f77b4;\" x=\"180.384279\" xlink:href=\"#m59397af714\" y=\"113.467366\"/>\n     <use style=\"fill:#1f77b4;stroke:#1f77b4;\" x=\"150.319854\" xlink:href=\"#m59397af714\" y=\"79.308518\"/>\n     <use style=\"fill:#1f77b4;stroke:#1f77b4;\" x=\"150.754029\" xlink:href=\"#m59397af714\" y=\"67.023728\"/>\n     <use style=\"fill:#1f77b4;stroke:#1f77b4;\" x=\"120.58329\" xlink:href=\"#m59397af714\" y=\"76.401408\"/>\n     <use style=\"fill:#1f77b4;stroke:#1f77b4;\" x=\"108.251936\" xlink:href=\"#m59397af714\" y=\"47.491614\"/>\n     <use style=\"fill:#1f77b4;stroke:#1f77b4;\" x=\"133.479382\" xlink:href=\"#m59397af714\" y=\"74.841491\"/>\n     <use style=\"fill:#1f77b4;stroke:#1f77b4;\" x=\"151.302204\" xlink:href=\"#m59397af714\" y=\"68.599987\"/>\n     <use style=\"fill:#1f77b4;stroke:#1f77b4;\" x=\"128.909776\" xlink:href=\"#m59397af714\" y=\"63.164065\"/>\n     <use style=\"fill:#1f77b4;stroke:#1f77b4;\" x=\"149.366397\" xlink:href=\"#m59397af714\" y=\"102.400036\"/>\n     <use style=\"fill:#1f77b4;stroke:#1f77b4;\" x=\"83.900923\" xlink:href=\"#m59397af714\" y=\"39.693106\"/>\n     <use style=\"fill:#1f77b4;stroke:#1f77b4;\" x=\"75.736535\" xlink:href=\"#m59397af714\" y=\"25.723218\"/>\n     <use style=\"fill:#1f77b4;stroke:#1f77b4;\" x=\"162.477054\" xlink:href=\"#m59397af714\" y=\"97.224437\"/>\n     <use style=\"fill:#1f77b4;stroke:#1f77b4;\" x=\"164.856232\" xlink:href=\"#m59397af714\" y=\"89.851261\"/>\n     <use style=\"fill:#1f77b4;stroke:#1f77b4;\" x=\"177.647356\" xlink:href=\"#m59397af714\" y=\"107.858173\"/>\n     <use style=\"fill:#1f77b4;stroke:#1f77b4;\" x=\"83.360158\" xlink:href=\"#m59397af714\" y=\"45.966881\"/>\n     <use style=\"fill:#1f77b4;stroke:#1f77b4;\" x=\"84.7569\" xlink:href=\"#m59397af714\" y=\"42.901861\"/>\n     <use style=\"fill:#1f77b4;stroke:#1f77b4;\" x=\"127.906151\" xlink:href=\"#m59397af714\" y=\"68.150067\"/>\n     <use style=\"fill:#1f77b4;stroke:#1f77b4;\" x=\"142.34391\" xlink:href=\"#m59397af714\" y=\"76.427136\"/>\n     <use style=\"fill:#1f77b4;stroke:#1f77b4;\" x=\"136.786365\" xlink:href=\"#m59397af714\" y=\"79.658747\"/>\n     <use style=\"fill:#1f77b4;stroke:#1f77b4;\" x=\"169.934526\" xlink:href=\"#m59397af714\" y=\"103.477631\"/>\n     <use style=\"fill:#1f77b4;stroke:#1f77b4;\" x=\"132.064629\" xlink:href=\"#m59397af714\" y=\"80.408108\"/>\n     <use style=\"fill:#1f77b4;stroke:#1f77b4;\" x=\"108.342454\" xlink:href=\"#m59397af714\" y=\"57.682545\"/>\n     <use style=\"fill:#1f77b4;stroke:#1f77b4;\" x=\"151.409544\" xlink:href=\"#m59397af714\" y=\"75.580694\"/>\n     <use style=\"fill:#1f77b4;stroke:#1f77b4;\" x=\"161.633432\" xlink:href=\"#m59397af714\" y=\"83.491329\"/>\n     <use style=\"fill:#1f77b4;stroke:#1f77b4;\" x=\"114.435028\" xlink:href=\"#m59397af714\" y=\"65.772739\"/>\n     <use style=\"fill:#1f77b4;stroke:#1f77b4;\" x=\"130.389382\" xlink:href=\"#m59397af714\" y=\"65.890349\"/>\n     <use style=\"fill:#1f77b4;stroke:#1f77b4;\" x=\"134.952763\" xlink:href=\"#m59397af714\" y=\"85.363566\"/>\n     <use style=\"fill:#1f77b4;stroke:#1f77b4;\" x=\"143.03947\" xlink:href=\"#m59397af714\" y=\"62.582536\"/>\n     <use style=\"fill:#1f77b4;stroke:#1f77b4;\" x=\"120.373664\" xlink:href=\"#m59397af714\" y=\"62.073894\"/>\n     <use style=\"fill:#1f77b4;stroke:#1f77b4;\" x=\"173.576958\" xlink:href=\"#m59397af714\" y=\"92.323973\"/>\n     <use style=\"fill:#1f77b4;stroke:#1f77b4;\" x=\"102.247319\" xlink:href=\"#m59397af714\" y=\"43.540602\"/>\n     <use style=\"fill:#1f77b4;stroke:#1f77b4;\" x=\"76.131226\" xlink:href=\"#m59397af714\" y=\"25.887856\"/>\n     <use style=\"fill:#1f77b4;stroke:#1f77b4;\" x=\"182.969283\" xlink:href=\"#m59397af714\" y=\"107.223134\"/>\n     <use style=\"fill:#1f77b4;stroke:#1f77b4;\" x=\"122.2918\" xlink:href=\"#m59397af714\" y=\"53.080949\"/>\n     <use style=\"fill:#1f77b4;stroke:#1f77b4;\" x=\"87.617787\" xlink:href=\"#m59397af714\" y=\"25.1514\"/>\n     <use style=\"fill:#1f77b4;stroke:#1f77b4;\" x=\"142.037204\" xlink:href=\"#m59397af714\" y=\"65.550952\"/>\n     <use style=\"fill:#1f77b4;stroke:#1f77b4;\" x=\"129.443679\" xlink:href=\"#m59397af714\" y=\"55.186301\"/>\n    </g>\n   </g>\n   <g id=\"matplotlib.axis_1\">\n    <g id=\"xtick_1\">\n     <g id=\"line2d_1\">\n      <defs>\n       <path d=\"M 0 0 \nL 0 3.5 \n\" id=\"m1e25e02c8b\" style=\"stroke:#000000;stroke-width:0.8;\"/>\n      </defs>\n      <g>\n       <use style=\"stroke:#000000;stroke-width:0.8;\" x=\"81.515107\" xlink:href=\"#m1e25e02c8b\" y=\"143.1\"/>\n      </g>\n     </g>\n     <g id=\"text_1\">\n      <!-- −2 -->\n      <defs>\n       <path d=\"M 10.59375 35.5 \nL 73.1875 35.5 \nL 73.1875 27.203125 \nL 10.59375 27.203125 \nz\n\" id=\"DejaVuSans-8722\"/>\n       <path d=\"M 19.1875 8.296875 \nL 53.609375 8.296875 \nL 53.609375 0 \nL 7.328125 0 \nL 7.328125 8.296875 \nQ 12.9375 14.109375 22.625 23.890625 \nQ 32.328125 33.6875 34.8125 36.53125 \nQ 39.546875 41.84375 41.421875 45.53125 \nQ 43.3125 49.21875 43.3125 52.78125 \nQ 43.3125 58.59375 39.234375 62.25 \nQ 35.15625 65.921875 28.609375 65.921875 \nQ 23.96875 65.921875 18.8125 64.3125 \nQ 13.671875 62.703125 7.8125 59.421875 \nL 7.8125 69.390625 \nQ 13.765625 71.78125 18.9375 73 \nQ 24.125 74.21875 28.421875 74.21875 \nQ 39.75 74.21875 46.484375 68.546875 \nQ 53.21875 62.890625 53.21875 53.421875 \nQ 53.21875 48.921875 51.53125 44.890625 \nQ 49.859375 40.875 45.40625 35.40625 \nQ 44.1875 33.984375 37.640625 27.21875 \nQ 31.109375 20.453125 19.1875 8.296875 \nz\n\" id=\"DejaVuSans-50\"/>\n      </defs>\n      <g transform=\"translate(74.144013 157.698438)scale(0.1 -0.1)\">\n       <use xlink:href=\"#DejaVuSans-8722\"/>\n       <use x=\"83.789062\" xlink:href=\"#DejaVuSans-50\"/>\n      </g>\n     </g>\n    </g>\n    <g id=\"xtick_2\">\n     <g id=\"line2d_2\">\n      <g>\n       <use style=\"stroke:#000000;stroke-width:0.8;\" x=\"136.794636\" xlink:href=\"#m1e25e02c8b\" y=\"143.1\"/>\n      </g>\n     </g>\n     <g id=\"text_2\">\n      <!-- 0 -->\n      <defs>\n       <path d=\"M 31.78125 66.40625 \nQ 24.171875 66.40625 20.328125 58.90625 \nQ 16.5 51.421875 16.5 36.375 \nQ 16.5 21.390625 20.328125 13.890625 \nQ 24.171875 6.390625 31.78125 6.390625 \nQ 39.453125 6.390625 43.28125 13.890625 \nQ 47.125 21.390625 47.125 36.375 \nQ 47.125 51.421875 43.28125 58.90625 \nQ 39.453125 66.40625 31.78125 66.40625 \nz\nM 31.78125 74.21875 \nQ 44.046875 74.21875 50.515625 64.515625 \nQ 56.984375 54.828125 56.984375 36.375 \nQ 56.984375 17.96875 50.515625 8.265625 \nQ 44.046875 -1.421875 31.78125 -1.421875 \nQ 19.53125 -1.421875 13.0625 8.265625 \nQ 6.59375 17.96875 6.59375 36.375 \nQ 6.59375 54.828125 13.0625 64.515625 \nQ 19.53125 74.21875 31.78125 74.21875 \nz\n\" id=\"DejaVuSans-48\"/>\n      </defs>\n      <g transform=\"translate(133.613386 157.698438)scale(0.1 -0.1)\">\n       <use xlink:href=\"#DejaVuSans-48\"/>\n      </g>\n     </g>\n    </g>\n    <g id=\"xtick_3\">\n     <g id=\"line2d_3\">\n      <g>\n       <use style=\"stroke:#000000;stroke-width:0.8;\" x=\"192.074165\" xlink:href=\"#m1e25e02c8b\" y=\"143.1\"/>\n      </g>\n     </g>\n     <g id=\"text_3\">\n      <!-- 2 -->\n      <g transform=\"translate(188.892915 157.698438)scale(0.1 -0.1)\">\n       <use xlink:href=\"#DejaVuSans-50\"/>\n      </g>\n     </g>\n    </g>\n   </g>\n   <g id=\"matplotlib.axis_2\">\n    <g id=\"ytick_1\">\n     <g id=\"line2d_4\">\n      <defs>\n       <path d=\"M 0 0 \nL -3.5 0 \n\" id=\"m286fb224a9\" style=\"stroke:#000000;stroke-width:0.8;\"/>\n      </defs>\n      <g>\n       <use style=\"stroke:#000000;stroke-width:0.8;\" x=\"35.304688\" xlink:href=\"#m286fb224a9\" y=\"142.044641\"/>\n      </g>\n     </g>\n     <g id=\"text_4\">\n      <!-- −10 -->\n      <defs>\n       <path d=\"M 12.40625 8.296875 \nL 28.515625 8.296875 \nL 28.515625 63.921875 \nL 10.984375 60.40625 \nL 10.984375 69.390625 \nL 28.421875 72.90625 \nL 38.28125 72.90625 \nL 38.28125 8.296875 \nL 54.390625 8.296875 \nL 54.390625 0 \nL 12.40625 0 \nz\n\" id=\"DejaVuSans-49\"/>\n      </defs>\n      <g transform=\"translate(7.2 145.84386)scale(0.1 -0.1)\">\n       <use xlink:href=\"#DejaVuSans-8722\"/>\n       <use x=\"83.789062\" xlink:href=\"#DejaVuSans-49\"/>\n       <use x=\"147.412109\" xlink:href=\"#DejaVuSans-48\"/>\n      </g>\n     </g>\n    </g>\n    <g id=\"ytick_2\">\n     <g id=\"line2d_5\">\n      <g>\n       <use style=\"stroke:#000000;stroke-width:0.8;\" x=\"35.304688\" xlink:href=\"#m286fb224a9\" y=\"117.257152\"/>\n      </g>\n     </g>\n     <g id=\"text_5\">\n      <!-- −5 -->\n      <defs>\n       <path d=\"M 10.796875 72.90625 \nL 49.515625 72.90625 \nL 49.515625 64.59375 \nL 19.828125 64.59375 \nL 19.828125 46.734375 \nQ 21.96875 47.46875 24.109375 47.828125 \nQ 26.265625 48.1875 28.421875 48.1875 \nQ 40.625 48.1875 47.75 41.5 \nQ 54.890625 34.8125 54.890625 23.390625 \nQ 54.890625 11.625 47.5625 5.09375 \nQ 40.234375 -1.421875 26.90625 -1.421875 \nQ 22.3125 -1.421875 17.546875 -0.640625 \nQ 12.796875 0.140625 7.71875 1.703125 \nL 7.71875 11.625 \nQ 12.109375 9.234375 16.796875 8.0625 \nQ 21.484375 6.890625 26.703125 6.890625 \nQ 35.15625 6.890625 40.078125 11.328125 \nQ 45.015625 15.765625 45.015625 23.390625 \nQ 45.015625 31 40.078125 35.4375 \nQ 35.15625 39.890625 26.703125 39.890625 \nQ 22.75 39.890625 18.8125 39.015625 \nQ 14.890625 38.140625 10.796875 36.28125 \nz\n\" id=\"DejaVuSans-53\"/>\n      </defs>\n      <g transform=\"translate(13.5625 121.056371)scale(0.1 -0.1)\">\n       <use xlink:href=\"#DejaVuSans-8722\"/>\n       <use x=\"83.789062\" xlink:href=\"#DejaVuSans-53\"/>\n      </g>\n     </g>\n    </g>\n    <g id=\"ytick_3\">\n     <g id=\"line2d_6\">\n      <g>\n       <use style=\"stroke:#000000;stroke-width:0.8;\" x=\"35.304688\" xlink:href=\"#m286fb224a9\" y=\"92.469663\"/>\n      </g>\n     </g>\n     <g id=\"text_6\">\n      <!-- 0 -->\n      <g transform=\"translate(21.942187 96.268882)scale(0.1 -0.1)\">\n       <use xlink:href=\"#DejaVuSans-48\"/>\n      </g>\n     </g>\n    </g>\n    <g id=\"ytick_4\">\n     <g id=\"line2d_7\">\n      <g>\n       <use style=\"stroke:#000000;stroke-width:0.8;\" x=\"35.304688\" xlink:href=\"#m286fb224a9\" y=\"67.682174\"/>\n      </g>\n     </g>\n     <g id=\"text_7\">\n      <!-- 5 -->\n      <g transform=\"translate(21.942187 71.481392)scale(0.1 -0.1)\">\n       <use xlink:href=\"#DejaVuSans-53\"/>\n      </g>\n     </g>\n    </g>\n    <g id=\"ytick_5\">\n     <g id=\"line2d_8\">\n      <g>\n       <use style=\"stroke:#000000;stroke-width:0.8;\" x=\"35.304688\" xlink:href=\"#m286fb224a9\" y=\"42.894685\"/>\n      </g>\n     </g>\n     <g id=\"text_8\">\n      <!-- 10 -->\n      <g transform=\"translate(15.579687 46.693903)scale(0.1 -0.1)\">\n       <use xlink:href=\"#DejaVuSans-49\"/>\n       <use x=\"63.623047\" xlink:href=\"#DejaVuSans-48\"/>\n      </g>\n     </g>\n    </g>\n    <g id=\"ytick_6\">\n     <g id=\"line2d_9\">\n      <g>\n       <use style=\"stroke:#000000;stroke-width:0.8;\" x=\"35.304688\" xlink:href=\"#m286fb224a9\" y=\"18.107196\"/>\n      </g>\n     </g>\n     <g id=\"text_9\">\n      <!-- 15 -->\n      <g transform=\"translate(15.579687 21.906414)scale(0.1 -0.1)\">\n       <use xlink:href=\"#DejaVuSans-49\"/>\n       <use x=\"63.623047\" xlink:href=\"#DejaVuSans-53\"/>\n      </g>\n     </g>\n    </g>\n   </g>\n   <g id=\"patch_3\">\n    <path d=\"M 35.304688 143.1 \nL 35.304688 7.2 \n\" style=\"fill:none;stroke:#000000;stroke-linecap:square;stroke-linejoin:miter;stroke-width:0.8;\"/>\n   </g>\n   <g id=\"patch_4\">\n    <path d=\"M 230.604688 143.1 \nL 230.604688 7.2 \n\" style=\"fill:none;stroke:#000000;stroke-linecap:square;stroke-linejoin:miter;stroke-width:0.8;\"/>\n   </g>\n   <g id=\"patch_5\">\n    <path d=\"M 35.304688 143.1 \nL 230.604688 143.1 \n\" style=\"fill:none;stroke:#000000;stroke-linecap:square;stroke-linejoin:miter;stroke-width:0.8;\"/>\n   </g>\n   <g id=\"patch_6\">\n    <path d=\"M 35.304688 7.2 \nL 230.604688 7.2 \n\" style=\"fill:none;stroke:#000000;stroke-linecap:square;stroke-linejoin:miter;stroke-width:0.8;\"/>\n   </g>\n  </g>\n </g>\n <defs>\n  <clipPath id=\"p8c2da8d48a\">\n   <rect height=\"135.9\" width=\"195.3\" x=\"35.304688\" y=\"7.2\"/>\n  </clipPath>\n </defs>\n</svg>\n"},"metadata":{"tags":[]}}]},{"cell_type":"markdown","metadata":{"id":"YIZFJwzV05B2","colab_type":"text"},"source":["###3.2.2. 读取数据\n","&emsp;&emsp;在训练模型的时候，我们需要遍历数据集并不断读取小批量数据样本。这里定义一个函数：它每次返回batch_size（批量大小）个随机样本的特征和标签。"]},{"cell_type":"code","metadata":{"id":"q8Ok1hHY69HB","colab_type":"code","colab":{}},"source":["def data_iter(batch_size,features,labels):\n","  num_examples=len(features)\n","  indices=list(range(num_examples))\n","  random.shuffle(indices)\n","  for i in range(0,num_examples,batch_size):\n","    j=np.array(indices[i:min(i+batch_size,num_examples)])\n","    yield tf.gather(features,j),tf.gather(labels,j)"],"execution_count":0,"outputs":[]},{"cell_type":"markdown","metadata":{"id":"s9IgPKlH1Vfi","colab_type":"text"},"source":["&emsp;&emsp;读取第一个小批量数据样本并打印。每个批量的特征形状为(10,2)，分别对应批量大小和输入个数；标签形状为批量大小。"]},{"cell_type":"code","metadata":{"id":"BjkNLlXS8lNn","colab_type":"code","outputId":"f6eb296d-2f7d-4ca1-a7ec-c2417502698a","executionInfo":{"status":"ok","timestamp":1574673850920,"user_tz":-480,"elapsed":951,"user":{"displayName":"程波","photoUrl":"","userId":"08277046305423172038"}},"colab":{"base_uri":"https://localhost:8080/","height":242}},"source":["batch_size=10\n","for X,y in data_iter(batch_size,features,labels):\n","  print(X,y)\n","  break"],"execution_count":8,"outputs":[{"output_type":"stream","text":["tf.Tensor(\n","[[-0.21719383 -1.0593973 ]\n"," [-0.3221357  -0.3451354 ]\n"," [-2.080672    0.2445377 ]\n"," [-0.06064635  0.77870834]\n"," [-0.7390014  -0.74971086]\n"," [ 0.37659824  0.05508694]\n"," [ 0.07542281  1.5092013 ]\n"," [-1.0215837  -0.44589254]\n"," [-1.1662717   0.08145095]\n"," [ 1.7653456  -0.19372146]], shape=(10, 2), dtype=float32) tf.Tensor(\n","[ 7.375232    4.724717   -0.78952575  1.4377736   5.2782164   4.756109\n"," -0.77351546  3.6853657   1.5922009   8.390103  ], shape=(10,), dtype=float32)\n"],"name":"stdout"}]},{"cell_type":"markdown","metadata":{"id":"6025JIL11sXc","colab_type":"text"},"source":["###3.2.3. 初始化模型参数\n","&emsp;&emsp;将权重初始化成均值为0、标准差为0.01的正太随机数，偏差则初始化成0."]},{"cell_type":"code","metadata":{"id":"8uGDXskD8seP","colab_type":"code","colab":{}},"source":["w=tf.Variable(tf.random.normal(shape=(num_inputs,1),mean=0,stddev=0.01))\n","b=tf.Variable(tf.zeros(shape=(1,)))"],"execution_count":0,"outputs":[]},{"cell_type":"code","metadata":{"id":"LhNOrjTc_fjg","colab_type":"code","outputId":"b1d0626e-5a2f-44bf-854a-c6b47a80bdc8","executionInfo":{"status":"ok","timestamp":1574673856557,"user_tz":-480,"elapsed":717,"user":{"displayName":"程波","photoUrl":"","userId":"08277046305423172038"}},"colab":{"base_uri":"https://localhost:8080/","height":35}},"source":["w.shape,b.shape"],"execution_count":10,"outputs":[{"output_type":"execute_result","data":{"text/plain":["(TensorShape([Dimension(2), Dimension(1)]), TensorShape([Dimension(1)]))"]},"metadata":{"tags":[]},"execution_count":10}]},{"cell_type":"markdown","metadata":{"id":"d4fI8LhN2HFg","colab_type":"text"},"source":["### 3.2.4. 定义模型\n","&emsp;&emsp;下面是线性回归的矢量计算表达式的实现。使用tf.matmul()做矩阵乘法。"]},{"cell_type":"code","metadata":{"id":"m-0HtGJa_hVZ","colab_type":"code","colab":{}},"source":["def linreg(X,w,b):\n","  return tf.matmul(X,w)+b"],"execution_count":0,"outputs":[]},{"cell_type":"markdown","metadata":{"id":"azzGf5kC25T2","colab_type":"text"},"source":["### 3.2.5. 定义损失函数\n","&emsp;&emsp;我们使用上一节描述的平方损失来定义线性回归的损失函数。在实现中，我们需要把真实值y变形成预测值y_hat的形状。以下函数返回的结果也将和y_hat的形状相同。"]},{"cell_type":"code","metadata":{"id":"esGQKHD0_son","colab_type":"code","colab":{}},"source":["def squared_loss(y_hat,y):\n","  return (y_hat-tf.reshape(y,shape=y_hat.shape))**2/2"],"execution_count":0,"outputs":[]},{"cell_type":"markdown","metadata":{"id":"QmQlhNN93wgA","colab_type":"text"},"source":["### 3.2.6. 定义优化算法\n","&emsp;&emsp;以下的sgd函数实现了上一节中介绍的小批量随机梯度下降算法。它通过不断迭代模型参数来优化损失函数。这里自动求梯度模块计算得来的梯度是一个批量样本的梯度和。我们将它除以批量大小来得到平均值。"]},{"cell_type":"code","metadata":{"id":"mzGvHYGuB86M","colab_type":"code","colab":{}},"source":["def sgd(params,loss,t,lr,batch_size):\n","  for param in params:\n","    dl_dp=t.gradient(l,param) #求梯度\n","    param.assign_sub(lr*dl_dp/batch_size) #更新梯度"],"execution_count":0,"outputs":[]},{"cell_type":"markdown","metadata":{"id":"nCax3l_C4KHq","colab_type":"text"},"source":["### 3.2.7.训练模型\n","&emsp;&emsp;在训练中，我们将多次迭代模型参数。在每次迭代中，我们根据当前读取到的小批量数据样本(特征X和y)，通过反向传播计算小批量随机梯度，然后调用优化算法sgd迭代模型参数。由于我们之前设批量大小batch_size为10，每个小批量的损失l的形状为(10, 1)。回忆一下“自动求梯度”一节。由于变量l并不是一个标量，运行t.gradient(l,param)将对l中元素求和得到新的变量，再求该变量有关模型参数的梯度。\n","&emsp;&emsp;在一个迭代周期（epoch）中，我们将完整遍历一遍data_iter函数，并对训练数据集中所有样本都使用一次（假设样本数能够被批量大小整除）。这里的迭代周期个数num_epochs和学习率lr都是超参数，分别设3和0.03。在实践中，大多超参数都需要通过反复试错来不断调节。虽然迭代周期数设得越大模型可能越有效，但是训练时间可能过长。而有关学习率对模型的影响，我们会在后面“优化算法”一章中详细介绍。"]},{"cell_type":"code","metadata":{"id":"MLVH8MvnB9CJ","colab_type":"code","outputId":"261bc156-68ae-47b4-9b9d-468b8ec20cf2","executionInfo":{"status":"ok","timestamp":1574674175104,"user_tz":-480,"elapsed":1949,"user":{"displayName":"程波","photoUrl":"","userId":"08277046305423172038"}},"colab":{"base_uri":"https://localhost:8080/","height":69}},"source":["lr=0.03\n","num_epochs=3\n","net=linreg\n","loss=squared_loss\n","\n","for epoch in range(num_epochs):\n","  for X,y in data_iter(batch_size,features,labels):\n","    with tf.GradientTape(persistent=True) as t:\n","      t.watch([w,b])\n","      l=loss(net(X,w,b),y)\n","    sgd([w,b],l,t,lr,batch_size)\n","  train_l=loss(net(features,w,b),labels)\n","  print('epoch %d,loss %f'%(epoch+1,tf.reduce_mean(train_l).numpy()))\n"],"execution_count":14,"outputs":[{"output_type":"stream","text":["epoch 1,loss 0.045622\n","epoch 2,loss 0.000181\n","epoch 3,loss 0.000047\n"],"name":"stdout"}]},{"cell_type":"markdown","metadata":{"id":"2vLHoDnO5e04","colab_type":"text"},"source":["&emsp;&emsp;比较学习到的参数和真实参数，应该很接近"]},{"cell_type":"code","metadata":{"id":"CdR7S8HasBdT","colab_type":"code","outputId":"da831362-d0b2-478a-9c62-4bd4e5f289ed","executionInfo":{"status":"ok","timestamp":1574674259761,"user_tz":-480,"elapsed":957,"user":{"displayName":"程波","photoUrl":"","userId":"08277046305423172038"}},"colab":{"base_uri":"https://localhost:8080/","height":69}},"source":["true_w,w"],"execution_count":15,"outputs":[{"output_type":"execute_result","data":{"text/plain":["([2, -3.4], <tf.Variable 'Variable:0' shape=(2, 1) dtype=float32, numpy=\n"," array([[ 1.999975 ],\n","        [-3.3994184]], dtype=float32)>)"]},"metadata":{"tags":[]},"execution_count":15}]},{"cell_type":"code","metadata":{"id":"2es7TCTBsJKE","colab_type":"code","outputId":"262f0f48-fdec-4497-88ee-7dbd18bb3f9c","executionInfo":{"status":"ok","timestamp":1574674263578,"user_tz":-480,"elapsed":996,"user":{"displayName":"程波","photoUrl":"","userId":"08277046305423172038"}},"colab":{"base_uri":"https://localhost:8080/","height":52}},"source":["true_b,b"],"execution_count":16,"outputs":[{"output_type":"execute_result","data":{"text/plain":["(4.2,\n"," <tf.Variable 'Variable:0' shape=(1,) dtype=float32, numpy=array([4.1995173], dtype=float32)>)"]},"metadata":{"tags":[]},"execution_count":16}]},{"cell_type":"markdown","metadata":{"id":"7Zmb_vJBAKof","colab_type":"text"},"source":["### 3.2.8小结\n","* 可以看出，仅使用Tensor和GradientTape() API就可以很容易地实现一个模型。接下来会在此基础上描述更多深度学习模型，并介绍怎样使用更简洁地代码(见下一节)来实现它们。\n","  "]},{"cell_type":"code","metadata":{"id":"wq_FlCdV6ufp","colab_type":"code","colab":{}},"source":[""],"execution_count":0,"outputs":[]}]}