06. Deep Learning.ipynb

{
 "cells": [
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "<div align='left' style=\"width:400px;height:120px;overflow:hidden;\">\n",
    "<a href='http://www.uff.br'>\n",
    "<img align='left' style='display: block;height: 92%' src='imgs/UFF.png' alt='UFF logo' title='UFF logo'/>\n",
    "</a>\n",
    "<a href='http://www.ic.uff.br'>\n",
    "<img align='left' style='display: block;height: 100%' src='imgs/logo-ic.png' alt='IC logo' title='IC logo'/>\n",
    "</a>\n",
    "</div>"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {
    "slideshow": {
     "align_type": "Left",
     "slide_type": "-"
    }
   },
   "source": [
    "### Machine Learning\n",
    "# Deep Learning Neural Networks"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "### [Luis Martí](http://lmarti.com)\n",
    "#### [Instituto de Computação](http://www.ic.uff)\n",
    "#### [Universidade Federal Fluminense](http://www.uff.br)\n",
    "$\\newcommand{\\vec}[1]{\\boldsymbol{#1}}$"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 1,
   "metadata": {
    "slideshow": {
     "slide_type": "skip"
    }
   },
   "outputs": [],
   "source": [
    "import random\n",
    "\n",
    "import numpy as np\n",
    "import pandas as pd\n",
    "\n",
    "import matplotlib as mpl\n",
    "import matplotlib.pyplot as plt\n",
    "import matplotlib.cm as cm\n",
    "from mpl_toolkits.mplot3d import Axes3D"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 2,
   "metadata": {
    "slideshow": {
     "slide_type": "skip"
    }
   },
   "outputs": [],
   "source": [
    "import seaborn\n",
    "seaborn.set(style='whitegrid')\n",
    "seaborn.set_context('talk')\n",
    "\n",
    "%matplotlib inline\n",
    "%config InlineBackend.figure_format = 'retina'"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 3,
   "metadata": {
    "slideshow": {
     "slide_type": "skip"
    }
   },
   "outputs": [],
   "source": [
    "from ipywidgets import interact, interactive, fixed\n",
    "import ipywidgets as widgets"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 6,
   "metadata": {
    "slideshow": {
     "slide_type": "skip"
    }
   },
   "outputs": [],
   "source": [
    "# tikzmagic extesion for figures - https://github.com/mkrphys/ipython-tikzmagic\n",
    "%load_ext tikzmagic"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 7,
   "metadata": {
    "slideshow": {
     "slide_type": "skip"
    }
   },
   "outputs": [],
   "source": [
    "# fixing a seed for reproducibility, do not do this in real life. \n",
    "random.seed(a=42) "
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {
    "slideshow": {
     "slide_type": "skip"
    }
   },
   "source": [
    "### About the notebook/slides\n",
    "\n",
    "* The slides are _programmed_ as a [Jupyter](http://jupyter.org)/[IPython](https://ipython.org/) notebook.\n",
    "* **Feel free to try them and experiment on your own by launching the notebooks.**\n",
    "\n",
    "* You can run the notebook online: [![Binder](http://mybinder.org/badge.svg)](http://mybinder.org/repo/lmarti/machine-learning)"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {
    "slideshow": {
     "slide_type": "skip"
    }
   },
   "source": [
    "If you are using [nbviewer](http://nbviewer.jupyter.org) you can change to slides mode by clicking on the icon:\n",
    "\n",
    "<div class=\"container-fluid\">\n",
    "  <div class=\"row\">\n",
    "      <div class=\"col-md-3\"><span/></div>\n",
    "      <div class=\"col-md-6\">\n",
    "      <div class='well well-sm'>\n",
    "              <img src='imgs/view-as-slides.png'/>\n",
    "      </div>\n",
    "      </div>\n",
    "      <div class=\"col-md-3\" align='center'><span/></div>\n",
    "  </div>\n",
    "</div>"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {
    "collapsed": true,
    "slideshow": {
     "slide_type": "slide"
    }
   },
   "source": [
    "## Big data\n",
    "\n",
    "* *Buzzword* implying that you are able to handle large amounts of data.\n",
    "* Algorithmical and technical challenges.\n",
    "* Dimensions:\n",
    "    * Number of records or entries (this is mostly a technical challenge).\n",
    "    * Number of variables to take into account.\n",
    "    * Complex data representation i.e. images."
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {
    "slideshow": {
     "slide_type": "slide"
    }
   },
   "source": [
    "## Handling images\n",
    "\n",
    "<div class=\"container-fluid\">\n",
    "  <div class=\"row\">\n",
    "      <div class=\"col-md-2\" align='center'>\n",
    "      </div>\n",
    "      <div class=\"col-md-8\">\n",
    "      <div class='well well-sm'>\n",
    "              <img src='imgs/06/challenges.jpeg'/>\n",
    "      </div>\n",
    "      </div>\n",
    "      <div class=\"col-md-2\" align='center'>\n",
    "      </div>\n",
    "  </div>\n",
    "</div>"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {
    "collapsed": true,
    "slideshow": {
     "slide_type": "slide"
    }
   },
   "source": [
    "# Dealing with this complex and high-dimensional data\n",
    "\n",
    "* Intuitively we'd expect networks with many more hidden layers to be more powerful.\n",
    "* Such networks could use the intermediate layers to build up multiple levels of abstraction.\n",
    "* Extract progressively more abstract features.\n",
    "* A deep network could have a better performance than a shallow one with the same number of neurons?\n",
    "\n",
    "Deep neural networks at last!"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {
    "slideshow": {
     "slide_type": "slide"
    }
   },
   "source": [
    "For example, doing visual pattern recognition:\n",
    "* neurons in the first hidden layer might learn to recognize edges,\n",
    "* neurons in the second layer could learn to recognize more complex shapes, say triangle or rectangles, built up from edges. \n",
    "* The third layer would then recognize still more complex shapes. \n",
    "* And so on."
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {
    "slideshow": {
     "slide_type": "slide"
    }
   },
   "source": [
    "<div class=\"container-fluid\">\n",
    "  <div class=\"row\">\n",
    "      <div class=\"col-md-3\" align='center'>\n",
    "      </div>\n",
    "      <div class=\"col-md-6\">\n",
    "      <div class='well well-sm'>\n",
    "              <img src='imgs/06/AI_system_parts.png'/>\n",
    "      </div>\n",
    "      </div>\n",
    "      <div class=\"col-md-3\" align='center'>\n",
    "      </div>\n",
    "  </div>\n",
    "</div>\n",
    "<small> From http://rinuboney.github.io/2015/10/18/theoretical-motivations-deep-learning.html</small>"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {
    "collapsed": true,
    "slideshow": {
     "slide_type": "slide"
    }
   },
   "source": [
    "# Learning deep MLP\n",
    "\n",
    "* Intuitively, nothing stop us from training deep MLPs with the backpropagation algorithm.\n",
    "* However, results are worst than *shallow* architectures.\n",
    "\n",
    "### Why?\n",
    "\n",
    "* This contradicts our intuition.\n",
    "* In the worst case we should have layers \"doing nothing\" but not worsening the results."
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {
    "collapsed": true,
    "slideshow": {
     "slide_type": "slide"
    }
   },
   "source": [
    "## Investigating the issue\n",
    "\n",
    "* We need a measure of of progress of learning -> our gradients.\n",
    "* I have already told you that is important to check the gradients.\n",
    "* We have the vectors $\\vec{\\delta}^1,\\ldots,\\vec{\\delta}^l,\\ldots$ of the deltas corresponding to each layer.\n",
    "* We can use the norm of the vector $\\left|\\vec{\\delta}^l\\right|$ as an indicator of how much learning is taking place in each layer. "
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {
    "collapsed": true,
    "slideshow": {
     "slide_type": "slide"
    }
   },
   "source": [
    "Gradient descent with just 1,000 training images, trained over 500 epochs on the MNIST dataset.\n",
    "\n",
    "<div class=\"container-fluid\">\n",
    "  <div class=\"row\">\n",
    "      <div class=\"col-md-3\" align='center'>\n",
    "      </div>\n",
    "      <div class=\"col-md-6\">\n",
    "      <div class='well well-sm'>\n",
    "              <img src='imgs/06/training_speed_2_layers.png'/>\n",
    "      </div>\n",
    "      </div>\n",
    "      <div class=\"col-md-3\" align='center'>\n",
    "      </div>\n",
    "  </div>\n",
    "</div>\n",
    "<small> more examples on http://neuralnetworksanddeeplearning.com/chap5.html.</small>"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {
    "collapsed": true,
    "slideshow": {
     "slide_type": "slide"
    }
   },
   "source": [
    "* The two layers start out learning at very different speeds\n",
    "* The speed in both layers then drops very quickly, before rebounding. \n",
    "* *The first hidden layer learns much more slowly than the second hidden layer*."
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {
    "collapsed": true,
    "slideshow": {
     "slide_type": "slide"
    }
   },
   "source": [
    "## What about a three hidden layers network?\n",
    "\n",
    "<div class=\"container-fluid\">\n",
    "  <div class=\"row\">\n",
    "      <div class=\"col-md-3\" align='center'>\n",
    "      </div>\n",
    "      <div class=\"col-md-6\">\n",
    "      <div class='well well-sm'>\n",
    "              <img src='imgs/06/training_speed_3_layers.png'/>\n",
    "      </div>\n",
    "      </div>\n",
    "      <div class=\"col-md-3\" align='center'>\n",
    "      </div>\n",
    "  </div>\n",
    "</div>"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {
    "collapsed": true,
    "slideshow": {
     "slide_type": "slide"
    }
   },
   "source": [
    "## And with four?\n",
    "\n",
    "<div class=\"container-fluid\">\n",
    "  <div class=\"row\">\n",
    "      <div class=\"col-md-3\" align='center'>\n",
    "      </div>\n",
    "      <div class=\"col-md-6\">\n",
    "      <div class='well well-sm'>\n",
    "              <img src='imgs/06/training_speed_4_layers.png'/>\n",
    "      </div>\n",
    "      </div>\n",
    "      <div class=\"col-md-3\" align='center'>\n",
    "      </div>\n",
    "  </div>\n",
    "</div>"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {
    "collapsed": true,
    "slideshow": {
     "slide_type": "slide"
    }
   },
   "source": [
    "### The phenomenon is known as the \n",
    "# Vanishing/Exploding Gradient Problem\n",
    "\n",
    "Was reported by:\n",
    "* Gradient flow in recurrent nets: the difficulty of learning long-term dependencies, by Sepp Hochreiter, Yoshua Bengio, Paolo Frasconi, and Jürgen Schmidhuber (2001).\n",
    "* Sepp Hochreiter's earlier Diploma Thesis, Untersuchungen zu dynamischen neuronalen Netzen (1991, in German).\n",
    "\n",
    "But, probably every body that worked in neural networks had eventually made an experiment like the previous one."
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {
    "collapsed": true,
    "slideshow": {
     "slide_type": "slide"
    }
   },
   "source": [
    "* It turns out that the gradient in deep neural networks is **unstable**, \n",
    "* tending to either **explode** or **vanish** in earlier layers. \n",
    "* This instability is a fundamental problem for gradient-based learning in deep neural networks. \n",
    "* It's something we need to understand and address."
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {
    "collapsed": true,
    "slideshow": {
     "slide_type": "slide"
    }
   },
   "source": [
    "# What's causing the vanishing gradient problem?\n",
    "\n",
    "Lets picture a simple deep network:\n",
    "\n",
    "<div class=\"container-fluid\">\n",
    "  <div class=\"row\">\n",
    "      <div class=\"col-md-2\" align='center'>\n",
    "      </div>\n",
    "      <div class=\"col-md-8\">\n",
    "      <div class='well well-sm'>\n",
    "              <img src='imgs/06/tikz37.png'/>\n",
    "      </div>\n",
    "      </div>\n",
    "      <div class=\"col-md-2\" align='center'>\n",
    "      </div>\n",
    "  </div>\n",
    "</div>\n",
    "Here, $w_1, w_2,\\ldots$, are the weights, $b_1,b_2,\\ldots$ are the biases, and $C$ is some cost function. \n",
    "$$\n",
    "\\frac{\\partial C}{\\partial b_1} = \n",
    "f'(\\text{net}_1)\\times w_2 \\times f'(\\text{net}_2) \\times w_3 \\times f'(\\text{net}_3) \\times w_4 \\times f'(\\text{net}_5) \\times\n",
    "\\frac{\\partial C}{\\partial \\hat{y}}.\n",
    "$$"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {
    "collapsed": true,
    "slideshow": {
     "slide_type": "slide"
    }
   },
   "source": [
    "\"What makes deep networks hard to train?\" is a complex question:\n",
    "*  instabilities associated to gradient-based learning in deep networks.\n",
    "* Evidence suggest that there is also a role played by the choice of activation function, \n",
    "* the way weights are initialized, and \n",
    "* how learning by gradient descent is implemented. \n",
    "\n",
    "Many factors play a role in making deep networks hard to train, and understanding all those factors is still a subject of ongoing research."
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {
    "slideshow": {
     "slide_type": "slide"
    }
   },
   "source": [
    "# What of we train each layer separately?"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {
    "slideshow": {
     "slide_type": "slide"
    }
   },
   "source": [
    " ## Autoencoders\n",
    "\n",
    "* An autoencoder is typically a MLP neural network which aims to learn a compressed, distributed representation (encoding) of a dataset.\n",
    "* They learn to predict their inputs."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 6,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/svg+xml": [
       "<svg height=\"300px\" version=\"1.1\" viewBox=\"0 0 272.599 212.63\" width=\"600px\" xmlns=\"http://www.w3.org/2000/svg\" xmlns:xlink=\"http://www.w3.org/1999/xlink\">\n",
       "<defs>\n",
       "<g>\n",
       "<symbol id=\"glyph0-0\" overflow=\"visible\">\n",
       "<path d=\"\" style=\"stroke:none;\"/>\n",
       "</symbol>\n",
       "<symbol id=\"glyph0-1\" overflow=\"visible\">\n",
       "<path d=\"M 3.328125 -3.015625 C 3.390625 -3.265625 3.625 -4.1875 4.3125 -4.1875 C 4.359375 -4.1875 4.609375 -4.1875 4.8125 -4.0625 C 4.53125 -4 4.34375 -3.765625 4.34375 -3.515625 C 4.34375 -3.359375 4.453125 -3.171875 4.71875 -3.171875 C 4.9375 -3.171875 5.25 -3.34375 5.25 -3.75 C 5.25 -4.265625 4.671875 -4.40625 4.328125 -4.40625 C 3.75 -4.40625 3.40625 -3.875 3.28125 -3.65625 C 3.03125 -4.3125 2.5 -4.40625 2.203125 -4.40625 C 1.171875 -4.40625 0.59375 -3.125 0.59375 -2.875 C 0.59375 -2.765625 0.703125 -2.765625 0.71875 -2.765625 C 0.796875 -2.765625 0.828125 -2.796875 0.84375 -2.875 C 1.1875 -3.9375 1.84375 -4.1875 2.1875 -4.1875 C 2.375 -4.1875 2.71875 -4.09375 2.71875 -3.515625 C 2.71875 -3.203125 2.546875 -2.546875 2.1875 -1.140625 C 2.03125 -0.53125 1.671875 -0.109375 1.234375 -0.109375 C 1.171875 -0.109375 0.953125 -0.109375 0.734375 -0.234375 C 0.984375 -0.296875 1.203125 -0.5 1.203125 -0.78125 C 1.203125 -1.046875 0.984375 -1.125 0.84375 -1.125 C 0.53125 -1.125 0.296875 -0.875 0.296875 -0.546875 C 0.296875 -0.09375 0.78125 0.109375 1.21875 0.109375 C 1.890625 0.109375 2.25 -0.59375 2.265625 -0.640625 C 2.390625 -0.28125 2.75 0.109375 3.34375 0.109375 C 4.375 0.109375 4.9375 -1.171875 4.9375 -1.421875 C 4.9375 -1.53125 4.859375 -1.53125 4.828125 -1.53125 C 4.734375 -1.53125 4.71875 -1.484375 4.6875 -1.421875 C 4.359375 -0.34375 3.6875 -0.109375 3.375 -0.109375 C 2.984375 -0.109375 2.828125 -0.421875 2.828125 -0.765625 C 2.828125 -0.984375 2.875 -1.203125 2.984375 -1.640625 Z M 3.328125 -3.015625 \" style=\"stroke:none;\"/>\n",
       "</symbol>\n",
       "<symbol id=\"glyph1-0\" overflow=\"visible\">\n",
       "<path d=\"\" style=\"stroke:none;\"/>\n",
       "</symbol>\n",
       "<symbol id=\"glyph1-1\" overflow=\"visible\">\n",
       "<path d=\"M 2.328125 -4.4375 C 2.328125 -4.625 2.328125 -4.625 2.125 -4.625 C 1.671875 -4.1875 1.046875 -4.1875 0.765625 -4.1875 L 0.765625 -3.9375 C 0.921875 -3.9375 1.390625 -3.9375 1.765625 -4.125 L 1.765625 -0.578125 C 1.765625 -0.34375 1.765625 -0.25 1.078125 -0.25 L 0.8125 -0.25 L 0.8125 0 C 0.9375 0 1.796875 -0.03125 2.046875 -0.03125 C 2.265625 -0.03125 3.140625 0 3.296875 0 L 3.296875 -0.25 L 3.03125 -0.25 C 2.328125 -0.25 2.328125 -0.34375 2.328125 -0.578125 Z M 2.328125 -4.4375 \" style=\"stroke:none;\"/>\n",
       "</symbol>\n",
       "<symbol id=\"glyph1-2\" overflow=\"visible\">\n",
       "<path d=\"M 3.515625 -1.265625 L 3.28125 -1.265625 C 3.265625 -1.109375 3.1875 -0.703125 3.09375 -0.640625 C 3.046875 -0.59375 2.515625 -0.59375 2.40625 -0.59375 L 1.125 -0.59375 C 1.859375 -1.234375 2.109375 -1.4375 2.515625 -1.765625 C 3.03125 -2.171875 3.515625 -2.609375 3.515625 -3.265625 C 3.515625 -4.109375 2.78125 -4.625 1.890625 -4.625 C 1.03125 -4.625 0.4375 -4.015625 0.4375 -3.375 C 0.4375 -3.03125 0.734375 -2.984375 0.8125 -2.984375 C 0.96875 -2.984375 1.171875 -3.109375 1.171875 -3.359375 C 1.171875 -3.484375 1.125 -3.734375 0.765625 -3.734375 C 0.984375 -4.21875 1.453125 -4.375 1.78125 -4.375 C 2.484375 -4.375 2.84375 -3.828125 2.84375 -3.265625 C 2.84375 -2.65625 2.40625 -2.1875 2.1875 -1.9375 L 0.515625 -0.265625 C 0.4375 -0.203125 0.4375 -0.1875 0.4375 0 L 3.3125 0 Z M 3.515625 -1.265625 \" style=\"stroke:none;\"/>\n",
       "</symbol>\n",
       "<symbol id=\"glyph1-3\" overflow=\"visible\">\n",
       "<path d=\"M 1.90625 -2.328125 C 2.453125 -2.328125 2.84375 -1.953125 2.84375 -1.203125 C 2.84375 -0.34375 2.328125 -0.078125 1.9375 -0.078125 C 1.65625 -0.078125 1.03125 -0.15625 0.75 -0.578125 C 1.078125 -0.578125 1.15625 -0.8125 1.15625 -0.96875 C 1.15625 -1.1875 0.984375 -1.34375 0.765625 -1.34375 C 0.578125 -1.34375 0.375 -1.21875 0.375 -0.9375 C 0.375 -0.28125 1.09375 0.140625 1.9375 0.140625 C 2.90625 0.140625 3.578125 -0.515625 3.578125 -1.203125 C 3.578125 -1.75 3.140625 -2.296875 2.375 -2.453125 C 3.09375 -2.71875 3.359375 -3.234375 3.359375 -3.671875 C 3.359375 -4.21875 2.734375 -4.625 1.953125 -4.625 C 1.1875 -4.625 0.59375 -4.25 0.59375 -3.6875 C 0.59375 -3.453125 0.75 -3.328125 0.953125 -3.328125 C 1.171875 -3.328125 1.3125 -3.484375 1.3125 -3.671875 C 1.3125 -3.875 1.171875 -4.03125 0.953125 -4.046875 C 1.203125 -4.34375 1.671875 -4.421875 1.9375 -4.421875 C 2.25 -4.421875 2.6875 -4.265625 2.6875 -3.671875 C 2.6875 -3.375 2.59375 -3.046875 2.40625 -2.84375 C 2.1875 -2.578125 1.984375 -2.5625 1.640625 -2.53125 C 1.46875 -2.515625 1.453125 -2.515625 1.421875 -2.515625 C 1.40625 -2.515625 1.34375 -2.5 1.34375 -2.421875 C 1.34375 -2.328125 1.40625 -2.328125 1.53125 -2.328125 Z M 1.90625 -2.328125 \" style=\"stroke:none;\"/>\n",
       "</symbol>\n",
       "<symbol id=\"glyph1-4\" overflow=\"visible\">\n",
       "<path d=\"M 3.6875 -1.140625 L 3.6875 -1.390625 L 2.90625 -1.390625 L 2.90625 -4.5 C 2.90625 -4.640625 2.90625 -4.703125 2.765625 -4.703125 C 2.671875 -4.703125 2.640625 -4.703125 2.578125 -4.59375 L 0.265625 -1.390625 L 0.265625 -1.140625 L 2.328125 -1.140625 L 2.328125 -0.578125 C 2.328125 -0.328125 2.328125 -0.25 1.75 -0.25 L 1.5625 -0.25 L 1.5625 0 C 1.921875 -0.015625 2.359375 -0.03125 2.609375 -0.03125 C 2.875 -0.03125 3.3125 -0.015625 3.671875 0 L 3.671875 -0.25 L 3.484375 -0.25 C 2.90625 -0.25 2.90625 -0.328125 2.90625 -0.578125 L 2.90625 -1.140625 Z M 2.375 -3.9375 L 2.375 -1.390625 L 0.53125 -1.390625 Z M 2.375 -3.9375 \" style=\"stroke:none;\"/>\n",
       "</symbol>\n",
       "<symbol id=\"glyph1-5\" overflow=\"visible\">\n",
       "<path d=\"M 1.078125 -3.890625 C 1.4375 -3.796875 1.640625 -3.796875 1.75 -3.796875 C 2.671875 -3.796875 3.21875 -4.421875 3.21875 -4.53125 C 3.21875 -4.609375 3.171875 -4.625 3.140625 -4.625 C 3.125 -4.625 3.109375 -4.625 3.078125 -4.609375 C 2.90625 -4.546875 2.546875 -4.40625 2.03125 -4.40625 C 1.828125 -4.40625 1.46875 -4.421875 1.015625 -4.59375 C 0.9375 -4.625 0.921875 -4.625 0.921875 -4.625 C 0.828125 -4.625 0.828125 -4.546875 0.828125 -4.4375 L 0.828125 -2.390625 C 0.828125 -2.265625 0.828125 -2.1875 0.9375 -2.1875 C 1 -2.1875 1.015625 -2.1875 1.078125 -2.28125 C 1.375 -2.65625 1.8125 -2.71875 2.046875 -2.71875 C 2.46875 -2.71875 2.65625 -2.390625 2.6875 -2.328125 C 2.8125 -2.09375 2.859375 -1.828125 2.859375 -1.421875 C 2.859375 -1.21875 2.859375 -0.8125 2.640625 -0.5 C 2.46875 -0.25 2.171875 -0.078125 1.828125 -0.078125 C 1.375 -0.078125 0.90625 -0.328125 0.734375 -0.796875 C 1 -0.78125 1.140625 -0.953125 1.140625 -1.140625 C 1.140625 -1.4375 0.875 -1.484375 0.78125 -1.484375 C 0.78125 -1.484375 0.4375 -1.484375 0.4375 -1.109375 C 0.4375 -0.484375 1.015625 0.140625 1.84375 0.140625 C 2.734375 0.140625 3.515625 -0.515625 3.515625 -1.40625 C 3.515625 -2.1875 2.921875 -2.90625 2.0625 -2.90625 C 1.75 -2.90625 1.390625 -2.84375 1.078125 -2.578125 Z M 1.078125 -3.890625 \" style=\"stroke:none;\"/>\n",
       "</symbol>\n",
       "<symbol id=\"glyph1-6\" overflow=\"visible\">\n",
       "<path d=\"M 1.046875 -2.28125 C 1.046875 -2.84375 1.09375 -3.359375 1.359375 -3.796875 C 1.59375 -4.171875 1.96875 -4.421875 2.421875 -4.421875 C 2.625 -4.421875 2.90625 -4.375 3.046875 -4.1875 C 2.875 -4.171875 2.71875 -4.046875 2.71875 -3.84375 C 2.71875 -3.671875 2.84375 -3.515625 3.046875 -3.515625 C 3.265625 -3.515625 3.390625 -3.65625 3.390625 -3.859375 C 3.390625 -4.265625 3.09375 -4.625 2.40625 -4.625 C 1.40625 -4.625 0.375 -3.703125 0.375 -2.203125 C 0.375 -0.40625 1.21875 0.140625 2 0.140625 C 2.84375 0.140625 3.578125 -0.515625 3.578125 -1.421875 C 3.578125 -2.3125 2.875 -2.96875 2.0625 -2.96875 C 1.5 -2.96875 1.203125 -2.59375 1.046875 -2.28125 Z M 2 -0.078125 C 1.640625 -0.078125 1.375 -0.28125 1.21875 -0.59375 C 1.125 -0.796875 1.0625 -1.15625 1.0625 -1.5625 C 1.0625 -2.25 1.46875 -2.765625 2.03125 -2.765625 C 2.34375 -2.765625 2.5625 -2.640625 2.734375 -2.390625 C 2.90625 -2.125 2.90625 -1.828125 2.90625 -1.421875 C 2.90625 -1.03125 2.90625 -0.734375 2.71875 -0.453125 C 2.5625 -0.21875 2.328125 -0.078125 2 -0.078125 Z M 2 -0.078125 \" style=\"stroke:none;\"/>\n",
       "</symbol>\n",
       "<symbol id=\"glyph2-0\" overflow=\"visible\">\n",
       "<path d=\"\" style=\"stroke:none;\"/>\n",
       "</symbol>\n",
       "<symbol id=\"glyph2-1\" overflow=\"visible\">\n",
       "<path d=\"M 4.40625 -3.625 C 4.078125 -3.5625 3.984375 -3.28125 3.984375 -3.140625 C 3.984375 -2.96875 4.109375 -2.8125 4.328125 -2.8125 C 4.578125 -2.8125 4.828125 -3.03125 4.828125 -3.34375 C 4.828125 -3.765625 4.375 -3.96875 3.953125 -3.96875 C 3.421875 -3.96875 3.109375 -3.484375 3 -3.296875 C 2.828125 -3.734375 2.4375 -3.96875 2 -3.96875 C 1.046875 -3.96875 0.515625 -2.8125 0.515625 -2.578125 C 0.515625 -2.5 0.578125 -2.46875 0.640625 -2.46875 C 0.71875 -2.46875 0.75 -2.515625 0.765625 -2.578125 C 1.046875 -3.46875 1.640625 -3.734375 1.984375 -3.734375 C 2.25 -3.734375 2.46875 -3.5625 2.46875 -3.140625 C 2.46875 -2.828125 2.09375 -1.390625 1.96875 -0.953125 C 1.90625 -0.6875 1.625 -0.125 1.140625 -0.125 C 0.953125 -0.125 0.765625 -0.1875 0.6875 -0.234375 C 0.921875 -0.28125 1.109375 -0.5 1.109375 -0.71875 C 1.109375 -0.953125 0.9375 -1.046875 0.765625 -1.046875 C 0.5 -1.046875 0.265625 -0.828125 0.265625 -0.515625 C 0.265625 -0.078125 0.75 0.09375 1.125 0.09375 C 1.65625 0.09375 1.953125 -0.328125 2.09375 -0.578125 C 2.3125 0.015625 2.84375 0.09375 3.078125 0.09375 C 4.046875 0.09375 4.5625 -1.0625 4.5625 -1.28125 C 4.5625 -1.328125 4.53125 -1.390625 4.453125 -1.390625 C 4.34375 -1.390625 4.34375 -1.359375 4.296875 -1.21875 C 4.09375 -0.578125 3.578125 -0.125 3.109375 -0.125 C 2.859375 -0.125 2.609375 -0.28125 2.609375 -0.71875 C 2.609375 -0.921875 2.734375 -1.40625 2.8125 -1.75 C 2.859375 -1.90625 3.09375 -2.875 3.109375 -2.9375 C 3.21875 -3.265625 3.484375 -3.734375 3.953125 -3.734375 C 4.109375 -3.734375 4.28125 -3.71875 4.40625 -3.625 Z M 4.40625 -3.625 \" style=\"stroke:none;\"/>\n",
       "</symbol>\n",
       "<symbol id=\"glyph3-0\" overflow=\"visible\">\n",
       "<path d=\"\" style=\"stroke:none;\"/>\n",
       "</symbol>\n",
       "<symbol id=\"glyph3-1\" overflow=\"visible\">\n",
       "<path d=\"M 2.140625 -3.796875 C 2.140625 -3.984375 2.125 -3.984375 1.9375 -3.984375 C 1.546875 -3.59375 0.9375 -3.59375 0.71875 -3.59375 L 0.71875 -3.359375 C 0.875 -3.359375 1.28125 -3.359375 1.640625 -3.53125 L 1.640625 -0.515625 C 1.640625 -0.3125 1.640625 -0.234375 1.015625 -0.234375 L 0.765625 -0.234375 L 0.765625 0 C 1.09375 -0.03125 1.5625 -0.03125 1.890625 -0.03125 C 2.21875 -0.03125 2.6875 -0.03125 3.015625 0 L 3.015625 -0.234375 L 2.765625 -0.234375 C 2.140625 -0.234375 2.140625 -0.3125 2.140625 -0.515625 Z M 2.140625 -3.796875 \" style=\"stroke:none;\"/>\n",
       "</symbol>\n",
       "<symbol id=\"glyph3-2\" overflow=\"visible\">\n",
       "<path d=\"M 3.296875 -1.90625 C 3.296875 -2.34375 3.296875 -3.984375 1.828125 -3.984375 C 0.359375 -3.984375 0.359375 -2.34375 0.359375 -1.90625 C 0.359375 -1.484375 0.359375 0.125 1.828125 0.125 C 3.296875 0.125 3.296875 -1.484375 3.296875 -1.90625 Z M 1.828125 -0.0625 C 1.578125 -0.0625 1.171875 -0.1875 1.015625 -0.6875 C 0.921875 -1.03125 0.921875 -1.609375 0.921875 -1.984375 C 0.921875 -2.390625 0.921875 -2.84375 1.015625 -3.171875 C 1.15625 -3.703125 1.609375 -3.78125 1.828125 -3.78125 C 2.09375 -3.78125 2.5 -3.65625 2.625 -3.203125 C 2.71875 -2.890625 2.71875 -2.453125 2.71875 -1.984375 C 2.71875 -1.609375 2.71875 -1 2.625 -0.671875 C 2.453125 -0.140625 2.015625 -0.0625 1.828125 -0.0625 Z M 1.828125 -0.0625 \" style=\"stroke:none;\"/>\n",
       "</symbol>\n",
       "<symbol id=\"glyph3-3\" overflow=\"visible\">\n",
       "<path d=\"M 3.21875 -1.125 L 3 -1.125 C 2.984375 -1.03125 2.921875 -0.640625 2.84375 -0.578125 C 2.796875 -0.53125 2.3125 -0.53125 2.21875 -0.53125 L 1.109375 -0.53125 L 1.875 -1.15625 C 2.078125 -1.328125 2.609375 -1.703125 2.796875 -1.890625 C 2.96875 -2.0625 3.21875 -2.375 3.21875 -2.796875 C 3.21875 -3.546875 2.546875 -3.984375 1.734375 -3.984375 C 0.96875 -3.984375 0.4375 -3.46875 0.4375 -2.90625 C 0.4375 -2.609375 0.6875 -2.5625 0.75 -2.5625 C 0.90625 -2.5625 1.078125 -2.671875 1.078125 -2.890625 C 1.078125 -3.015625 1 -3.21875 0.734375 -3.21875 C 0.875 -3.515625 1.234375 -3.75 1.65625 -3.75 C 2.28125 -3.75 2.609375 -3.28125 2.609375 -2.796875 C 2.609375 -2.375 2.328125 -1.9375 1.921875 -1.546875 L 0.5 -0.25 C 0.4375 -0.1875 0.4375 -0.1875 0.4375 0 L 3.03125 0 Z M 3.21875 -1.125 \" style=\"stroke:none;\"/>\n",
       "</symbol>\n",
       "<symbol id=\"glyph4-0\" overflow=\"visible\">\n",
       "<path d=\"\" style=\"stroke:none;\"/>\n",
       "</symbol>\n",
       "<symbol id=\"glyph4-1\" overflow=\"visible\">\n",
       "<path d=\"M 6.34375 -2.96875 C 6.46875 -2.96875 6.640625 -2.96875 6.640625 -3.15625 C 6.640625 -3.359375 6.453125 -3.359375 6.3125 -3.359375 L 0.84375 -3.359375 C 0.703125 -3.359375 0.515625 -3.359375 0.515625 -3.15625 C 0.515625 -2.96875 0.6875 -2.96875 0.8125 -2.96875 Z M 6.3125 -1.140625 C 6.453125 -1.140625 6.640625 -1.140625 6.640625 -1.34375 C 6.640625 -1.53125 6.46875 -1.53125 6.34375 -1.53125 L 0.8125 -1.53125 C 0.6875 -1.53125 0.515625 -1.53125 0.515625 -1.34375 C 0.515625 -1.140625 0.703125 -1.140625 0.84375 -1.140625 Z M 6.3125 -1.140625 \" style=\"stroke:none;\"/>\n",
       "</symbol>\n",
       "<symbol id=\"glyph4-2\" overflow=\"visible\">\n",
       "<path d=\"M 2.71875 -5.734375 C 2.71875 -5.953125 2.71875 -5.96875 2.5 -5.96875 C 1.9375 -5.40625 1.109375 -5.40625 0.828125 -5.40625 L 0.828125 -5.125 C 1 -5.125 1.546875 -5.125 2.03125 -5.359375 L 2.03125 -0.71875 C 2.03125 -0.390625 2.015625 -0.28125 1.171875 -0.28125 L 0.890625 -0.28125 L 0.890625 0 C 1.203125 -0.03125 2.015625 -0.03125 2.375 -0.03125 C 2.75 -0.03125 3.546875 -0.03125 3.875 0 L 3.875 -0.28125 L 3.59375 -0.28125 C 2.75 -0.28125 2.71875 -0.390625 2.71875 -0.71875 Z M 2.71875 -5.734375 \" style=\"stroke:none;\"/>\n",
       "</symbol>\n",
       "<symbol id=\"glyph5-0\" overflow=\"visible\">\n",
       "<path d=\"\" style=\"stroke:none;\"/>\n",
       "</symbol>\n",
       "<symbol id=\"glyph5-1\" overflow=\"visible\">\n",
       "<path d=\"M 6.109375 -6.03125 C 6.109375 -6.390625 6.125 -6.5 6.890625 -6.5 L 7.140625 -6.5 L 7.140625 -6.8125 C 6.78125 -6.78125 6.046875 -6.78125 5.671875 -6.78125 C 5.296875 -6.78125 4.546875 -6.78125 4.203125 -6.8125 L 4.203125 -6.5 L 4.4375 -6.5 C 5.203125 -6.5 5.21875 -6.390625 5.21875 -6.03125 L 5.21875 -3.703125 L 2.25 -3.703125 L 2.25 -6.03125 C 2.25 -6.390625 2.265625 -6.5 3.03125 -6.5 L 3.265625 -6.5 L 3.265625 -6.8125 C 2.921875 -6.78125 2.1875 -6.78125 1.796875 -6.78125 C 1.421875 -6.78125 0.671875 -6.78125 0.328125 -6.8125 L 0.328125 -6.5 L 0.5625 -6.5 C 1.328125 -6.5 1.359375 -6.390625 1.359375 -6.03125 L 1.359375 -0.78125 C 1.359375 -0.421875 1.328125 -0.3125 0.5625 -0.3125 L 0.328125 -0.3125 L 0.328125 0 C 0.671875 -0.03125 1.421875 -0.03125 1.796875 -0.03125 C 2.171875 -0.03125 2.921875 -0.03125 3.265625 0 L 3.265625 -0.3125 L 3.03125 -0.3125 C 2.265625 -0.3125 2.25 -0.421875 2.25 -0.78125 L 2.25 -3.390625 L 5.21875 -3.390625 L 5.21875 -0.78125 C 5.21875 -0.421875 5.203125 -0.3125 4.4375 -0.3125 L 4.203125 -0.3125 L 4.203125 0 C 4.546875 -0.03125 5.28125 -0.03125 5.65625 -0.03125 C 6.046875 -0.03125 6.78125 -0.03125 7.140625 0 L 7.140625 -0.3125 L 6.890625 -0.3125 C 6.125 -0.3125 6.109375 -0.421875 6.109375 -0.78125 Z M 6.109375 -6.03125 \" style=\"stroke:none;\"/>\n",
       "</symbol>\n",
       "<symbol id=\"glyph5-2\" overflow=\"visible\">\n",
       "<path d=\"M 1.765625 -4.40625 L 0.375 -4.296875 L 0.375 -3.984375 C 1.015625 -3.984375 1.109375 -3.921875 1.109375 -3.4375 L 1.109375 -0.75 C 1.109375 -0.3125 1 -0.3125 0.328125 -0.3125 L 0.328125 0 C 0.640625 -0.015625 1.1875 -0.03125 1.421875 -0.03125 C 1.78125 -0.03125 2.125 -0.015625 2.46875 0 L 2.46875 -0.3125 C 1.796875 -0.3125 1.765625 -0.359375 1.765625 -0.75 Z M 1.796875 -6.140625 C 1.796875 -6.453125 1.5625 -6.671875 1.28125 -6.671875 C 0.96875 -6.671875 0.75 -6.40625 0.75 -6.140625 C 0.75 -5.875 0.96875 -5.609375 1.28125 -5.609375 C 1.5625 -5.609375 1.796875 -5.828125 1.796875 -6.140625 Z M 1.796875 -6.140625 \" style=\"stroke:none;\"/>\n",
       "</symbol>\n",
       "<symbol id=\"glyph5-3\" overflow=\"visible\">\n",
       "<path d=\"M 3.78125 -0.546875 L 3.78125 0.109375 L 5.25 0 L 5.25 -0.3125 C 4.5625 -0.3125 4.46875 -0.375 4.46875 -0.875 L 4.46875 -6.921875 L 3.046875 -6.8125 L 3.046875 -6.5 C 3.734375 -6.5 3.8125 -6.4375 3.8125 -5.9375 L 3.8125 -3.78125 C 3.53125 -4.140625 3.09375 -4.40625 2.5625 -4.40625 C 1.390625 -4.40625 0.34375 -3.421875 0.34375 -2.140625 C 0.34375 -0.875 1.3125 0.109375 2.453125 0.109375 C 3.09375 0.109375 3.53125 -0.234375 3.78125 -0.546875 Z M 3.78125 -3.21875 L 3.78125 -1.171875 C 3.78125 -1 3.78125 -0.984375 3.671875 -0.8125 C 3.375 -0.328125 2.9375 -0.109375 2.5 -0.109375 C 2.046875 -0.109375 1.6875 -0.375 1.453125 -0.75 C 1.203125 -1.15625 1.171875 -1.71875 1.171875 -2.140625 C 1.171875 -2.5 1.1875 -3.09375 1.46875 -3.546875 C 1.6875 -3.859375 2.0625 -4.1875 2.609375 -4.1875 C 2.953125 -4.1875 3.375 -4.03125 3.671875 -3.59375 C 3.78125 -3.421875 3.78125 -3.40625 3.78125 -3.21875 Z M 3.78125 -3.21875 \" style=\"stroke:none;\"/>\n",
       "</symbol>\n",
       "<symbol id=\"glyph5-4\" overflow=\"visible\">\n",
       "<path d=\"M 1.109375 -2.515625 C 1.171875 -4 2.015625 -4.25 2.359375 -4.25 C 3.375 -4.25 3.484375 -2.90625 3.484375 -2.515625 Z M 1.109375 -2.296875 L 3.890625 -2.296875 C 4.109375 -2.296875 4.140625 -2.296875 4.140625 -2.515625 C 4.140625 -3.5 3.59375 -4.46875 2.359375 -4.46875 C 1.203125 -4.46875 0.28125 -3.4375 0.28125 -2.1875 C 0.28125 -0.859375 1.328125 0.109375 2.46875 0.109375 C 3.6875 0.109375 4.140625 -1 4.140625 -1.1875 C 4.140625 -1.28125 4.0625 -1.3125 4 -1.3125 C 3.921875 -1.3125 3.890625 -1.25 3.875 -1.171875 C 3.53125 -0.140625 2.625 -0.140625 2.53125 -0.140625 C 2.03125 -0.140625 1.640625 -0.4375 1.40625 -0.8125 C 1.109375 -1.28125 1.109375 -1.9375 1.109375 -2.296875 Z M 1.109375 -2.296875 \" style=\"stroke:none;\"/>\n",
       "</symbol>\n",
       "<symbol id=\"glyph5-5\" overflow=\"visible\">\n",
       "<path d=\"M 1.09375 -3.421875 L 1.09375 -0.75 C 1.09375 -0.3125 0.984375 -0.3125 0.3125 -0.3125 L 0.3125 0 C 0.671875 -0.015625 1.171875 -0.03125 1.453125 -0.03125 C 1.703125 -0.03125 2.21875 -0.015625 2.5625 0 L 2.5625 -0.3125 C 1.890625 -0.3125 1.78125 -0.3125 1.78125 -0.75 L 1.78125 -2.59375 C 1.78125 -3.625 2.5 -4.1875 3.125 -4.1875 C 3.765625 -4.1875 3.875 -3.65625 3.875 -3.078125 L 3.875 -0.75 C 3.875 -0.3125 3.765625 -0.3125 3.09375 -0.3125 L 3.09375 0 C 3.4375 -0.015625 3.953125 -0.03125 4.21875 -0.03125 C 4.46875 -0.03125 5 -0.015625 5.328125 0 L 5.328125 -0.3125 C 4.8125 -0.3125 4.5625 -0.3125 4.5625 -0.609375 L 4.5625 -2.515625 C 4.5625 -3.375 4.5625 -3.671875 4.25 -4.03125 C 4.109375 -4.203125 3.78125 -4.40625 3.203125 -4.40625 C 2.46875 -4.40625 2 -3.984375 1.71875 -3.359375 L 1.71875 -4.40625 L 0.3125 -4.296875 L 0.3125 -3.984375 C 1.015625 -3.984375 1.09375 -3.921875 1.09375 -3.421875 Z M 1.09375 -3.421875 \" style=\"stroke:none;\"/>\n",
       "</symbol>\n",
       "<symbol id=\"glyph5-6\" overflow=\"visible\">\n",
       "<path d=\"M 1.765625 -6.921875 L 0.328125 -6.8125 L 0.328125 -6.5 C 1.03125 -6.5 1.109375 -6.4375 1.109375 -5.9375 L 1.109375 -0.75 C 1.109375 -0.3125 1 -0.3125 0.328125 -0.3125 L 0.328125 0 C 0.65625 -0.015625 1.1875 -0.03125 1.4375 -0.03125 C 1.6875 -0.03125 2.171875 -0.015625 2.546875 0 L 2.546875 -0.3125 C 1.875 -0.3125 1.765625 -0.3125 1.765625 -0.75 Z M 1.765625 -6.921875 \" style=\"stroke:none;\"/>\n",
       "</symbol>\n",
       "<symbol id=\"glyph5-7\" overflow=\"visible\">\n",
       "<path d=\"M 3.3125 -0.75 C 3.359375 -0.359375 3.625 0.0625 4.09375 0.0625 C 4.3125 0.0625 4.921875 -0.078125 4.921875 -0.890625 L 4.921875 -1.453125 L 4.671875 -1.453125 L 4.671875 -0.890625 C 4.671875 -0.3125 4.421875 -0.25 4.3125 -0.25 C 3.984375 -0.25 3.9375 -0.703125 3.9375 -0.75 L 3.9375 -2.734375 C 3.9375 -3.15625 3.9375 -3.546875 3.578125 -3.921875 C 3.1875 -4.3125 2.6875 -4.46875 2.21875 -4.46875 C 1.390625 -4.46875 0.703125 -4 0.703125 -3.34375 C 0.703125 -3.046875 0.90625 -2.875 1.171875 -2.875 C 1.453125 -2.875 1.625 -3.078125 1.625 -3.328125 C 1.625 -3.453125 1.578125 -3.78125 1.109375 -3.78125 C 1.390625 -4.140625 1.875 -4.25 2.1875 -4.25 C 2.6875 -4.25 3.25 -3.859375 3.25 -2.96875 L 3.25 -2.609375 C 2.734375 -2.578125 2.046875 -2.546875 1.421875 -2.25 C 0.671875 -1.90625 0.421875 -1.390625 0.421875 -0.953125 C 0.421875 -0.140625 1.390625 0.109375 2.015625 0.109375 C 2.671875 0.109375 3.125 -0.296875 3.3125 -0.75 Z M 3.25 -2.390625 L 3.25 -1.390625 C 3.25 -0.453125 2.53125 -0.109375 2.078125 -0.109375 C 1.59375 -0.109375 1.1875 -0.453125 1.1875 -0.953125 C 1.1875 -1.5 1.609375 -2.328125 3.25 -2.390625 Z M 3.25 -2.390625 \" style=\"stroke:none;\"/>\n",
       "</symbol>\n",
       "<symbol id=\"glyph5-8\" overflow=\"visible\">\n",
       "<path d=\"M 4.140625 -3.34375 C 4.390625 -3.984375 4.90625 -3.984375 5.0625 -3.984375 L 5.0625 -4.296875 C 4.828125 -4.28125 4.546875 -4.265625 4.3125 -4.265625 C 4.140625 -4.265625 3.671875 -4.28125 3.453125 -4.296875 L 3.453125 -3.984375 C 3.765625 -3.984375 3.921875 -3.8125 3.921875 -3.5625 C 3.921875 -3.453125 3.90625 -3.4375 3.859375 -3.3125 L 2.84375 -0.875 L 1.75 -3.546875 C 1.703125 -3.65625 1.6875 -3.6875 1.6875 -3.734375 C 1.6875 -3.984375 2.046875 -3.984375 2.25 -3.984375 L 2.25 -4.296875 C 1.984375 -4.28125 1.328125 -4.265625 1.15625 -4.265625 C 0.890625 -4.265625 0.484375 -4.28125 0.1875 -4.296875 L 0.1875 -3.984375 C 0.671875 -3.984375 0.859375 -3.984375 1 -3.640625 L 2.5 0 C 2.4375 0.125 2.296875 0.453125 2.25 0.59375 C 2.03125 1.140625 1.75 1.828125 1.109375 1.828125 C 1.0625 1.828125 0.828125 1.828125 0.640625 1.640625 C 0.953125 1.609375 1.03125 1.390625 1.03125 1.21875 C 1.03125 0.96875 0.84375 0.8125 0.609375 0.8125 C 0.40625 0.8125 0.1875 0.9375 0.1875 1.234375 C 0.1875 1.6875 0.609375 2.046875 1.109375 2.046875 C 1.734375 2.046875 2.140625 1.46875 2.375 0.90625 Z M 4.140625 -3.34375 \" style=\"stroke:none;\"/>\n",
       "</symbol>\n",
       "<symbol id=\"glyph5-9\" overflow=\"visible\">\n",
       "<path d=\"M 1.671875 -3.3125 L 1.671875 -4.40625 L 0.28125 -4.296875 L 0.28125 -3.984375 C 0.984375 -3.984375 1.0625 -3.921875 1.0625 -3.421875 L 1.0625 -0.75 C 1.0625 -0.3125 0.953125 -0.3125 0.28125 -0.3125 L 0.28125 0 C 0.671875 -0.015625 1.140625 -0.03125 1.421875 -0.03125 C 1.8125 -0.03125 2.28125 -0.03125 2.6875 0 L 2.6875 -0.3125 L 2.46875 -0.3125 C 1.734375 -0.3125 1.71875 -0.421875 1.71875 -0.78125 L 1.71875 -2.3125 C 1.71875 -3.296875 2.140625 -4.1875 2.890625 -4.1875 C 2.953125 -4.1875 2.984375 -4.1875 3 -4.171875 C 2.96875 -4.171875 2.765625 -4.046875 2.765625 -3.78125 C 2.765625 -3.515625 2.984375 -3.359375 3.203125 -3.359375 C 3.375 -3.359375 3.625 -3.484375 3.625 -3.796875 C 3.625 -4.109375 3.3125 -4.40625 2.890625 -4.40625 C 2.15625 -4.40625 1.796875 -3.734375 1.671875 -3.3125 Z M 1.671875 -3.3125 \" style=\"stroke:none;\"/>\n",
       "</symbol>\n",
       "<symbol id=\"glyph5-10\" overflow=\"visible\">\n",
       "<path d=\"M 2.25 -6.03125 C 2.25 -6.390625 2.265625 -6.5 3.0625 -6.5 L 3.3125 -6.5 L 3.3125 -6.8125 C 2.96875 -6.78125 2.1875 -6.78125 1.796875 -6.78125 C 1.421875 -6.78125 0.625 -6.78125 0.28125 -6.8125 L 0.28125 -6.5 L 0.53125 -6.5 C 1.328125 -6.5 1.359375 -6.390625 1.359375 -6.03125 L 1.359375 -0.78125 C 1.359375 -0.421875 1.328125 -0.3125 0.53125 -0.3125 L 0.28125 -0.3125 L 0.28125 0 C 0.625 -0.03125 1.421875 -0.03125 1.796875 -0.03125 C 2.1875 -0.03125 2.96875 -0.03125 3.3125 0 L 3.3125 -0.3125 L 3.0625 -0.3125 C 2.265625 -0.3125 2.25 -0.421875 2.25 -0.78125 Z M 2.25 -6.03125 \" style=\"stroke:none;\"/>\n",
       "</symbol>\n",
       "<symbol id=\"glyph5-11\" overflow=\"visible\">\n",
       "<path d=\"M 1.71875 -3.75 L 1.71875 -4.40625 L 0.28125 -4.296875 L 0.28125 -3.984375 C 0.984375 -3.984375 1.0625 -3.921875 1.0625 -3.484375 L 1.0625 1.171875 C 1.0625 1.625 0.953125 1.625 0.28125 1.625 L 0.28125 1.9375 C 0.625 1.921875 1.140625 1.90625 1.390625 1.90625 C 1.671875 1.90625 2.171875 1.921875 2.515625 1.9375 L 2.515625 1.625 C 1.859375 1.625 1.75 1.625 1.75 1.171875 L 1.75 -0.59375 C 1.796875 -0.421875 2.21875 0.109375 2.96875 0.109375 C 4.15625 0.109375 5.1875 -0.875 5.1875 -2.15625 C 5.1875 -3.421875 4.234375 -4.40625 3.109375 -4.40625 C 2.328125 -4.40625 1.90625 -3.96875 1.71875 -3.75 Z M 1.75 -1.140625 L 1.75 -3.359375 C 2.03125 -3.875 2.515625 -4.15625 3.03125 -4.15625 C 3.765625 -4.15625 4.359375 -3.28125 4.359375 -2.15625 C 4.359375 -0.953125 3.671875 -0.109375 2.9375 -0.109375 C 2.53125 -0.109375 2.15625 -0.3125 1.890625 -0.71875 C 1.75 -0.921875 1.75 -0.9375 1.75 -1.140625 Z M 1.75 -1.140625 \" style=\"stroke:none;\"/>\n",
       "</symbol>\n",
       "<symbol id=\"glyph5-12\" overflow=\"visible\">\n",
       "<path d=\"M 3.890625 -0.78125 L 3.890625 0.109375 L 5.328125 0 L 5.328125 -0.3125 C 4.640625 -0.3125 4.5625 -0.375 4.5625 -0.875 L 4.5625 -4.40625 L 3.09375 -4.296875 L 3.09375 -3.984375 C 3.78125 -3.984375 3.875 -3.921875 3.875 -3.421875 L 3.875 -1.65625 C 3.875 -0.78125 3.390625 -0.109375 2.65625 -0.109375 C 1.828125 -0.109375 1.78125 -0.578125 1.78125 -1.09375 L 1.78125 -4.40625 L 0.3125 -4.296875 L 0.3125 -3.984375 C 1.09375 -3.984375 1.09375 -3.953125 1.09375 -3.078125 L 1.09375 -1.578125 C 1.09375 -0.796875 1.09375 0.109375 2.609375 0.109375 C 3.171875 0.109375 3.609375 -0.171875 3.890625 -0.78125 Z M 3.890625 -0.78125 \" style=\"stroke:none;\"/>\n",
       "</symbol>\n",
       "<symbol id=\"glyph5-13\" overflow=\"visible\">\n",
       "<path d=\"M 1.71875 -3.984375 L 3.15625 -3.984375 L 3.15625 -4.296875 L 1.71875 -4.296875 L 1.71875 -6.125 L 1.46875 -6.125 C 1.46875 -5.3125 1.171875 -4.25 0.1875 -4.203125 L 0.1875 -3.984375 L 1.03125 -3.984375 L 1.03125 -1.234375 C 1.03125 -0.015625 1.96875 0.109375 2.328125 0.109375 C 3.03125 0.109375 3.3125 -0.59375 3.3125 -1.234375 L 3.3125 -1.796875 L 3.0625 -1.796875 L 3.0625 -1.25 C 3.0625 -0.515625 2.765625 -0.140625 2.390625 -0.140625 C 1.71875 -0.140625 1.71875 -1.046875 1.71875 -1.21875 Z M 1.71875 -3.984375 \" style=\"stroke:none;\"/>\n",
       "</symbol>\n",
       "<symbol id=\"glyph5-14\" overflow=\"visible\">\n",
       "<path d=\"M 7.1875 -3.375 C 7.1875 -5.40625 5.6875 -7.03125 3.875 -7.03125 C 2.078125 -7.03125 0.5625 -5.4375 0.5625 -3.375 C 0.5625 -1.328125 2.09375 0.21875 3.875 0.21875 C 5.6875 0.21875 7.1875 -1.359375 7.1875 -3.375 Z M 3.875 -0.046875 C 2.921875 -0.046875 1.578125 -0.921875 1.578125 -3.515625 C 1.578125 -6.09375 3.046875 -6.78125 3.875 -6.78125 C 4.734375 -6.78125 6.15625 -6.078125 6.15625 -3.515625 C 6.15625 -0.875 4.796875 -0.046875 3.875 -0.046875 Z M 3.875 -0.046875 \" style=\"stroke:none;\"/>\n",
       "</symbol>\n",
       "</g>\n",
       "</defs>\n",
       "<g id=\"surface1\">\n",
       "<path d=\"M 37.15625 42.015625 C 37.15625 40.0625 35.570312 38.472656 33.613281 38.472656 C 31.65625 38.472656 30.070312 40.0625 30.070312 42.015625 C 30.070312 43.972656 31.65625 45.5625 33.613281 45.5625 C 35.570312 45.5625 37.15625 43.972656 37.15625 42.015625 Z M 37.15625 42.015625 \" style=\" stroke:none;fill-rule:nonzero;fill:rgb(25.999451%,25.999451%,25.999451%);fill-opacity:1;\"/>\n",
       "<g style=\"fill:rgb(0%,0%,0%);fill-opacity:1;\">\n",
       "  <use x=\"3.32\" xlink:href=\"#glyph0-1\" y=\"43.415\"/>\n",
       "</g>\n",
       "<g style=\"fill:rgb(0%,0%,0%);fill-opacity:1;\">\n",
       "  <use x=\"9.014\" xlink:href=\"#glyph1-1\" y=\"44.909\"/>\n",
       "</g>\n",
       "<path d=\"M -5.196031 -27.348625 L -16.610094 -27.348625 \" style=\"fill:none;stroke-width:0.3985;stroke-linecap:butt;stroke-linejoin:miter;stroke:rgb(0%,0%,0%);stroke-opacity:1;stroke-miterlimit:10;\" transform=\"matrix(1,0,0,-1,33.614,14.667)\"/>\n",
       "<path d=\"M -1.194204 1.595645 C -1.096547 0.997989 0.00110875 0.0995513 0.297984 0.001895 C 0.00110875 -0.0996675 -1.096547 -0.998105 -1.194204 -1.595761 \" style=\"fill:none;stroke-width:0.31879;stroke-linecap:round;stroke-linejoin:round;stroke:rgb(0%,0%,0%);stroke-opacity:1;stroke-miterlimit:10;\" transform=\"matrix(1,0,0,-1,28.41686,42.01752)\"/>\n",
       "<path d=\"M 37.15625 70.363281 C 37.15625 68.40625 35.570312 66.820312 33.613281 66.820312 C 31.65625 66.820312 30.070312 68.40625 30.070312 70.363281 C 30.070312 72.320312 31.65625 73.90625 33.613281 73.90625 C 35.570312 73.90625 37.15625 72.320312 37.15625 70.363281 Z M 37.15625 70.363281 \" style=\" stroke:none;fill-rule:nonzero;fill:rgb(25.999451%,25.999451%,25.999451%);fill-opacity:1;\"/>\n",
       "<g style=\"fill:rgb(0%,0%,0%);fill-opacity:1;\">\n",
       "  <use x=\"3.32\" xlink:href=\"#glyph0-1\" y=\"71.761\"/>\n",
       "</g>\n",
       "<g style=\"fill:rgb(0%,0%,0%);fill-opacity:1;\">\n",
       "  <use x=\"9.014\" xlink:href=\"#glyph1-2\" y=\"73.256\"/>\n",
       "</g>\n",
       "<path d=\"M -5.196031 -55.696281 L -16.610094 -55.696281 \" style=\"fill:none;stroke-width:0.3985;stroke-linecap:butt;stroke-linejoin:miter;stroke:rgb(0%,0%,0%);stroke-opacity:1;stroke-miterlimit:10;\" transform=\"matrix(1,0,0,-1,33.614,14.667)\"/>\n",
       "<path d=\"M -1.194204 1.594829 C -1.096547 0.997173 0.00110875 0.098735 0.297984 0.00107875 C 0.00110875 -0.100484 -1.096547 -0.995015 -1.194204 -1.592671 \" style=\"fill:none;stroke-width:0.31879;stroke-linecap:round;stroke-linejoin:round;stroke:rgb(0%,0%,0%);stroke-opacity:1;stroke-miterlimit:10;\" transform=\"matrix(1,0,0,-1,28.41686,70.36436)\"/>\n",
       "<path d=\"M 37.15625 98.710938 C 37.15625 96.753906 35.570312 95.167969 33.613281 95.167969 C 31.65625 95.167969 30.070312 96.753906 30.070312 98.710938 C 30.070312 100.667969 31.65625 102.253906 33.613281 102.253906 C 35.570312 102.253906 37.15625 100.667969 37.15625 98.710938 Z M 37.15625 98.710938 \" style=\" stroke:none;fill-rule:nonzero;fill:rgb(25.999451%,25.999451%,25.999451%);fill-opacity:1;\"/>\n",
       "<g style=\"fill:rgb(0%,0%,0%);fill-opacity:1;\">\n",
       "  <use x=\"3.32\" xlink:href=\"#glyph0-1\" y=\"100.108\"/>\n",
       "</g>\n",
       "<g style=\"fill:rgb(0%,0%,0%);fill-opacity:1;\">\n",
       "  <use x=\"9.014\" xlink:href=\"#glyph1-3\" y=\"101.602\"/>\n",
       "</g>\n",
       "<path d=\"M -5.196031 -84.043937 L -16.610094 -84.043937 \" style=\"fill:none;stroke-width:0.3985;stroke-linecap:butt;stroke-linejoin:miter;stroke:rgb(0%,0%,0%);stroke-opacity:1;stroke-miterlimit:10;\" transform=\"matrix(1,0,0,-1,33.614,14.667)\"/>\n",
       "<path d=\"M -1.194204 1.593983 C -1.096547 0.996326 0.00110875 0.0978888 0.297984 0.0002325 C 0.00110875 -0.10133 -1.096547 -0.995861 -1.194204 -1.593517 \" style=\"fill:none;stroke-width:0.31879;stroke-linecap:round;stroke-linejoin:round;stroke:rgb(0%,0%,0%);stroke-opacity:1;stroke-miterlimit:10;\" transform=\"matrix(1,0,0,-1,28.41686,98.71117)\"/>\n",
       "<path d=\"M 37.15625 127.058594 C 37.15625 125.101562 35.570312 123.515625 33.613281 123.515625 C 31.65625 123.515625 30.070312 125.101562 30.070312 127.058594 C 30.070312 129.015625 31.65625 130.601562 33.613281 130.601562 C 35.570312 130.601562 37.15625 129.015625 37.15625 127.058594 Z M 37.15625 127.058594 \" style=\" stroke:none;fill-rule:nonzero;fill:rgb(25.999451%,25.999451%,25.999451%);fill-opacity:1;\"/>\n",
       "<g style=\"fill:rgb(0%,0%,0%);fill-opacity:1;\">\n",
       "  <use x=\"3.32\" xlink:href=\"#glyph0-1\" y=\"128.454\"/>\n",
       "</g>\n",
       "<g style=\"fill:rgb(0%,0%,0%);fill-opacity:1;\">\n",
       "  <use x=\"9.014\" xlink:href=\"#glyph1-4\" y=\"129.948\"/>\n",
       "</g>\n",
       "<path d=\"M -5.196031 -112.391594 L -16.610094 -112.391594 \" style=\"fill:none;stroke-width:0.3985;stroke-linecap:butt;stroke-linejoin:miter;stroke:rgb(0%,0%,0%);stroke-opacity:1;stroke-miterlimit:10;\" transform=\"matrix(1,0,0,-1,33.614,14.667)\"/>\n",
       "<path d=\"M -1.194204 1.593156 C -1.096547 0.9955 0.00110875 0.100969 0.297984 -0.00059375 C 0.00110875 -0.09825 -1.096547 -0.996687 -1.194204 -1.594344 \" style=\"fill:none;stroke-width:0.31879;stroke-linecap:round;stroke-linejoin:round;stroke:rgb(0%,0%,0%);stroke-opacity:1;stroke-miterlimit:10;\" transform=\"matrix(1,0,0,-1,28.41686,127.058)\"/>\n",
       "<path d=\"M 37.15625 155.40625 C 37.15625 153.449219 35.570312 151.863281 33.613281 151.863281 C 31.65625 151.863281 30.070312 153.449219 30.070312 155.40625 C 30.070312 157.363281 31.65625 158.949219 33.613281 158.949219 C 35.570312 158.949219 37.15625 157.363281 37.15625 155.40625 Z M 37.15625 155.40625 \" style=\" stroke:none;fill-rule:nonzero;fill:rgb(25.999451%,25.999451%,25.999451%);fill-opacity:1;\"/>\n",
       "<g style=\"fill:rgb(0%,0%,0%);fill-opacity:1;\">\n",
       "  <use x=\"3.32\" xlink:href=\"#glyph0-1\" y=\"156.801\"/>\n",
       "</g>\n",
       "<g style=\"fill:rgb(0%,0%,0%);fill-opacity:1;\">\n",
       "  <use x=\"9.014\" xlink:href=\"#glyph1-5\" y=\"158.295\"/>\n",
       "</g>\n",
       "<path d=\"M -5.196031 -140.73925 L -16.610094 -140.73925 \" style=\"fill:none;stroke-width:0.3985;stroke-linecap:butt;stroke-linejoin:miter;stroke:rgb(0%,0%,0%);stroke-opacity:1;stroke-miterlimit:10;\" transform=\"matrix(1,0,0,-1,33.614,14.667)\"/>\n",
       "<path d=\"M -1.194204 1.59232 C -1.096547 0.994664 0.00110875 0.100133 0.297984 -0.00143 C 0.00110875 -0.0990862 -1.096547 -0.997524 -1.194204 -1.59518 \" style=\"fill:none;stroke-width:0.31879;stroke-linecap:round;stroke-linejoin:round;stroke:rgb(0%,0%,0%);stroke-opacity:1;stroke-miterlimit:10;\" transform=\"matrix(1,0,0,-1,28.41686,155.40482)\"/>\n",
       "<path d=\"M 37.15625 183.75 C 37.15625 181.792969 35.570312 180.207031 33.613281 180.207031 C 31.65625 180.207031 30.070312 181.792969 30.070312 183.75 C 30.070312 185.707031 31.65625 187.296875 33.613281 187.296875 C 35.570312 187.296875 37.15625 185.707031 37.15625 183.75 Z M 37.15625 183.75 \" style=\" stroke:none;fill-rule:nonzero;fill:rgb(25.999451%,25.999451%,25.999451%);fill-opacity:1;\"/>\n",
       "<g style=\"fill:rgb(0%,0%,0%);fill-opacity:1;\">\n",
       "  <use x=\"3.32\" xlink:href=\"#glyph0-1\" y=\"185.147\"/>\n",
       "</g>\n",
       "<g style=\"fill:rgb(0%,0%,0%);fill-opacity:1;\">\n",
       "  <use x=\"9.014\" xlink:href=\"#glyph1-6\" y=\"186.641\"/>\n",
       "</g>\n",
       "<path d=\"M -5.196031 -169.083 L -16.610094 -169.083 \" style=\"fill:none;stroke-width:0.3985;stroke-linecap:butt;stroke-linejoin:miter;stroke:rgb(0%,0%,0%);stroke-opacity:1;stroke-miterlimit:10;\" transform=\"matrix(1,0,0,-1,33.614,14.667)\"/>\n",
       "<path d=\"M -1.194204 1.59539 C -1.096547 0.997734 0.00110875 0.0992963 0.297984 0.00164 C 0.00110875 -0.0999225 -1.096547 -0.994454 -1.194204 -1.59211 \" style=\"fill:none;stroke-width:0.31879;stroke-linecap:round;stroke-linejoin:round;stroke:rgb(0%,0%,0%);stroke-opacity:1;stroke-miterlimit:10;\" transform=\"matrix(1,0,0,-1,28.41686,183.75164)\"/>\n",
       "<path d=\"M 143.316406 71.359375 C 143.316406 65.566406 138.621094 60.871094 132.828125 60.871094 C 127.035156 60.871094 122.339844 65.566406 122.339844 71.359375 C 122.339844 77.152344 127.035156 81.847656 132.828125 81.847656 C 138.621094 81.847656 143.316406 77.152344 143.316406 71.359375 Z M 143.316406 71.359375 \" style=\" stroke:none;fill-rule:nonzero;fill:rgb(50%,50%,100%);fill-opacity:1;\"/>\n",
       "<path d=\"M -5.67075 -2.831406 L -5.436375 -2.8275 L -5.205906 -2.8275 L -4.744969 -2.819687 L -4.510594 -2.815781 L -4.280125 -2.807969 L -3.819187 -2.784531 L -3.584812 -2.765 L -3.354344 -2.737656 L -3.123875 -2.698594 L -2.893406 -2.647812 L -2.662937 -2.581406 L -2.428562 -2.487656 L -2.198094 -2.366562 L -1.967625 -2.206406 L -1.737156 -1.999375 L -1.502781 -1.737656 L -1.272312 -1.42125 L -1.041844 -1.050156 L -0.811375 -0.628281 L -0.577 -0.175156 L -0.346531 0.285781 L -0.116062 0.735 L 0.114406 1.145156 L 0.348781 1.504531 L 0.57925 1.809219 L 0.809719 2.055313 L 1.040188 2.250625 L 1.270656 2.399063 L 1.505031 2.51625 L 1.7355 2.598281 L 1.965969 2.664688 L 2.196438 2.711563 L 2.430813 2.742813 L 2.661281 2.770156 L 3.122219 2.801406 L 3.356594 2.809219 L 3.587063 2.817031 L 4.048 2.824844 L 4.282375 2.82875 L 4.743313 2.82875 L 4.973781 2.832656 L 5.669094 2.832656 \" style=\"fill:none;stroke-width:1.41731;stroke-linecap:butt;stroke-linejoin:miter;stroke:rgb(0%,0%,0%);stroke-opacity:1;stroke-miterlimit:10;\" transform=\"matrix(1,0,0,-1,132.827,71.36)\"/>\n",
       "<path d=\"M 143.316406 99.707031 C 143.316406 93.914062 138.621094 89.21875 132.828125 89.21875 C 127.035156 89.21875 122.339844 93.914062 122.339844 99.707031 C 122.339844 105.5 127.035156 110.195312 132.828125 110.195312 C 138.621094 110.195312 143.316406 105.5 143.316406 99.707031 Z M 143.316406 99.707031 \" style=\" stroke:none;fill-rule:nonzero;fill:rgb(50%,50%,100%);fill-opacity:1;\"/>\n",
       "<path d=\"M -5.67075 -2.829156 L -5.205906 -2.829156 L -4.744969 -2.821344 L -4.510594 -2.813531 L -4.280125 -2.809625 L -4.049656 -2.797906 L -3.819187 -2.782281 L -3.584812 -2.76275 L -3.354344 -2.735406 L -3.123875 -2.70025 L -2.893406 -2.649469 L -2.662937 -2.583062 L -2.428562 -2.489312 L -2.198094 -2.368219 L -1.967625 -2.208062 L -1.737156 -2.001031 L -1.502781 -1.739312 L -1.272312 -1.422906 L -1.041844 -1.047906 L -0.811375 -0.626031 L -0.577 -0.172906 L -0.346531 0.288031 L -0.116062 0.733344 L 0.114406 1.1435 L 0.348781 1.506781 L 0.57925 1.807563 L 0.809719 2.053656 L 1.040188 2.248969 L 1.270656 2.401313 L 1.505031 2.514594 L 1.7355 2.600531 L 1.965969 2.663031 L 2.196438 2.709906 L 2.430813 2.745063 L 2.661281 2.7685 L 2.89175 2.788031 L 3.122219 2.79975 L 3.356594 2.811469 L 3.587063 2.815375 L 3.817531 2.823188 L 4.048 2.823188 L 4.282375 2.827094 L 4.512844 2.831 L 5.20425 2.831 L 5.438625 2.834906 L 5.669094 2.834906 \" style=\"fill:none;stroke-width:1.41731;stroke-linecap:butt;stroke-linejoin:miter;stroke:rgb(0%,0%,0%);stroke-opacity:1;stroke-miterlimit:10;\" transform=\"matrix(1,0,0,-1,132.827,99.706)\"/>\n",
       "<path d=\"M 143.316406 128.054688 C 143.316406 122.261719 138.621094 117.566406 132.828125 117.566406 C 127.035156 117.566406 122.339844 122.261719 122.339844 128.054688 C 122.339844 133.847656 127.035156 138.542969 132.828125 138.542969 C 138.621094 138.542969 143.316406 133.847656 143.316406 128.054688 Z M 143.316406 128.054688 \" style=\" stroke:none;fill-rule:nonzero;fill:rgb(50%,50%,100%);fill-opacity:1;\"/>\n",
       "<path d=\"M -5.67075 -2.829813 L -5.436375 -2.829813 L -5.205906 -2.825906 L -4.975437 -2.825906 L -4.744969 -2.822 L -4.510594 -2.814188 L -4.049656 -2.798563 L -3.819187 -2.782938 L -3.584812 -2.763406 L -3.354344 -2.736063 L -3.123875 -2.700906 L -2.893406 -2.650125 L -2.662937 -2.579813 L -2.428562 -2.489969 L -2.198094 -2.368875 L -1.967625 -2.204813 L -1.737156 -1.997781 L -1.502781 -1.739969 L -1.272312 -1.423563 L -1.041844 -1.048563 L -0.811375 -0.626688 L -0.577 -0.173563 L -0.346531 0.287375 L -0.116062 0.732687 L 0.114406 1.142844 L 0.348781 1.506125 L 0.57925 1.806906 L 0.809719 2.053 L 1.040188 2.248312 L 1.270656 2.400656 L 1.505031 2.513937 L 1.7355 2.599875 L 1.965969 2.662375 L 2.196438 2.70925 L 2.430813 2.744406 L 2.661281 2.767844 L 2.89175 2.787375 L 3.122219 2.799094 L 3.356594 2.810812 L 3.587063 2.814719 L 3.817531 2.822531 L 4.048 2.826437 L 4.282375 2.826437 L 4.512844 2.830344 L 4.973781 2.830344 L 5.20425 2.83425 L 5.669094 2.83425 \" style=\"fill:none;stroke-width:1.41731;stroke-linecap:butt;stroke-linejoin:miter;stroke:rgb(0%,0%,0%);stroke-opacity:1;stroke-miterlimit:10;\" transform=\"matrix(1,0,0,-1,132.827,128.053)\"/>\n",
       "<path d=\"M 143.316406 156.402344 C 143.316406 150.609375 138.621094 145.914062 132.828125 145.914062 C 127.035156 145.914062 122.339844 150.609375 122.339844 156.402344 C 122.339844 162.195312 127.035156 166.890625 132.828125 166.890625 C 138.621094 166.890625 143.316406 162.195312 143.316406 156.402344 Z M 143.316406 156.402344 \" style=\" stroke:none;fill-rule:nonzero;fill:rgb(50%,50%,100%);fill-opacity:1;\"/>\n",
       "<path d=\"M -5.67075 -2.831469 L -5.436375 -2.827562 L -5.205906 -2.827562 L -4.744969 -2.81975 L -4.510594 -2.815844 L -4.280125 -2.808031 L -3.819187 -2.784594 L -3.584812 -2.765062 L -3.354344 -2.737719 L -3.123875 -2.698656 L -2.893406 -2.647875 L -2.662937 -2.581469 L -2.428562 -2.487719 L -2.198094 -2.366625 L -1.967625 -2.206469 L -1.737156 -1.999437 L -1.502781 -1.737719 L -1.272312 -1.421312 L -1.041844 -1.046312 L -0.811375 -0.628344 L -0.577 -0.175219 L -0.346531 0.285719 L -0.116062 0.734938 L 0.114406 1.145094 L 0.348781 1.504469 L 0.57925 1.809156 L 0.809719 2.05525 L 1.040188 2.250563 L 1.270656 2.399 L 1.505031 2.516188 L 1.7355 2.598219 L 1.965969 2.664625 L 2.196438 2.7115 L 2.430813 2.74275 L 2.661281 2.770094 L 3.122219 2.801344 L 3.356594 2.809156 L 3.587063 2.816969 L 4.048 2.824781 L 4.282375 2.828688 L 4.743313 2.828688 L 4.973781 2.832594 L 5.669094 2.832594 \" style=\"fill:none;stroke-width:1.41731;stroke-linecap:butt;stroke-linejoin:miter;stroke:rgb(0%,0%,0%);stroke-opacity:1;stroke-miterlimit:10;\" transform=\"matrix(1,0,0,-1,132.827,156.399)\"/>\n",
       "<path d=\"M 242.53125 43.015625 C 242.53125 37.222656 237.835938 32.527344 232.042969 32.527344 C 226.25 32.527344 221.554688 37.222656 221.554688 43.015625 C 221.554688 48.804688 226.25 53.503906 232.042969 53.503906 C 237.835938 53.503906 242.53125 48.804688 242.53125 43.015625 Z M 242.53125 43.015625 \" style=\" stroke:none;fill-rule:nonzero;fill:rgb(100%,50%,50%);fill-opacity:1;\"/>\n",
       "<path d=\"M -2.125938 -4.252625 L 2.124062 4.251281 \" style=\"fill:none;stroke-width:1.41731;stroke-linecap:butt;stroke-linejoin:miter;stroke:rgb(0%,0%,0%);stroke-opacity:1;stroke-miterlimit:10;\" transform=\"matrix(1,0,0,-1,232.04,43.013)\"/>\n",
       "<g style=\"fill:rgb(0%,0%,0%);fill-opacity:1;\">\n",
       "  <use x=\"259.115\" xlink:href=\"#glyph0-1\" y=\"44.411\"/>\n",
       "</g>\n",
       "<g style=\"fill:rgb(0%,0%,0%);fill-opacity:1;\">\n",
       "  <use x=\"264.809\" xlink:href=\"#glyph1-1\" y=\"45.905\"/>\n",
       "</g>\n",
       "<path d=\"M 210.112562 -28.348625 L 221.526625 -28.348625 \" style=\"fill:none;stroke-width:0.3985;stroke-linecap:butt;stroke-linejoin:miter;stroke:rgb(0%,0%,0%);stroke-opacity:1;stroke-miterlimit:10;\" transform=\"matrix(1,0,0,-1,33.614,14.667)\"/>\n",
       "<path d=\"M -1.194318 1.595831 C -1.096661 0.998175 0.000995 0.0997375 0.29787 -0.001825 C 0.000995 -0.0994812 -1.096661 -0.997919 -1.194318 -1.595575 \" style=\"fill:none;stroke-width:0.31879;stroke-linecap:round;stroke-linejoin:round;stroke:rgb(0%,0%,0%);stroke-opacity:1;stroke-miterlimit:10;\" transform=\"matrix(1,0,0,-1,255.13963,43.0138)\"/>\n",
       "<path d=\"M 242.53125 71.359375 C 242.53125 65.566406 237.835938 60.871094 232.042969 60.871094 C 226.25 60.871094 221.554688 65.566406 221.554688 71.359375 C 221.554688 77.152344 226.25 81.847656 232.042969 81.847656 C 237.835938 81.847656 242.53125 77.152344 242.53125 71.359375 Z M 242.53125 71.359375 \" style=\" stroke:none;fill-rule:nonzero;fill:rgb(100%,50%,50%);fill-opacity:1;\"/>\n",
       "<path d=\"M -2.125938 -4.253281 L 2.124062 4.250625 \" style=\"fill:none;stroke-width:1.41731;stroke-linecap:butt;stroke-linejoin:miter;stroke:rgb(0%,0%,0%);stroke-opacity:1;stroke-miterlimit:10;\" transform=\"matrix(1,0,0,-1,232.04,71.36)\"/>\n",
       "<g style=\"fill:rgb(0%,0%,0%);fill-opacity:1;\">\n",
       "  <use x=\"259.115\" xlink:href=\"#glyph0-1\" y=\"72.757\"/>\n",
       "</g>\n",
       "<g style=\"fill:rgb(0%,0%,0%);fill-opacity:1;\">\n",
       "  <use x=\"264.809\" xlink:href=\"#glyph1-2\" y=\"74.252\"/>\n",
       "</g>\n",
       "<path d=\"M 210.112562 -56.692375 L 221.526625 -56.692375 \" style=\"fill:none;stroke-width:0.3985;stroke-linecap:butt;stroke-linejoin:miter;stroke:rgb(0%,0%,0%);stroke-opacity:1;stroke-miterlimit:10;\" transform=\"matrix(1,0,0,-1,33.614,14.667)\"/>\n",
       "<path d=\"M -1.194318 1.595005 C -1.096661 0.997349 0.000995 0.0989113 0.29787 0.001255 C 0.000995 -0.100307 -1.096661 -0.994839 -1.194318 -1.592495 \" style=\"fill:none;stroke-width:0.31879;stroke-linecap:round;stroke-linejoin:round;stroke:rgb(0%,0%,0%);stroke-opacity:1;stroke-miterlimit:10;\" transform=\"matrix(1,0,0,-1,255.13963,71.36063)\"/>\n",
       "<path d=\"M 242.53125 99.707031 C 242.53125 93.914062 237.835938 89.21875 232.042969 89.21875 C 226.25 89.21875 221.554688 93.914062 221.554688 99.707031 C 221.554688 105.5 226.25 110.195312 232.042969 110.195312 C 237.835938 110.195312 242.53125 105.5 242.53125 99.707031 Z M 242.53125 99.707031 \" style=\" stroke:none;fill-rule:nonzero;fill:rgb(100%,50%,50%);fill-opacity:1;\"/>\n",
       "<path d=\"M -2.125938 -4.251031 L 2.124062 4.252875 \" style=\"fill:none;stroke-width:1.41731;stroke-linecap:butt;stroke-linejoin:miter;stroke:rgb(0%,0%,0%);stroke-opacity:1;stroke-miterlimit:10;\" transform=\"matrix(1,0,0,-1,232.04,99.706)\"/>\n",
       "<g style=\"fill:rgb(0%,0%,0%);fill-opacity:1;\">\n",
       "  <use x=\"259.115\" xlink:href=\"#glyph0-1\" y=\"101.104\"/>\n",
       "</g>\n",
       "<g style=\"fill:rgb(0%,0%,0%);fill-opacity:1;\">\n",
       "  <use x=\"264.809\" xlink:href=\"#glyph1-3\" y=\"102.598\"/>\n",
       "</g>\n",
       "<path d=\"M 210.112562 -85.040031 L 221.526625 -85.040031 \" style=\"fill:none;stroke-width:0.3985;stroke-linecap:butt;stroke-linejoin:miter;stroke:rgb(0%,0%,0%);stroke-opacity:1;stroke-miterlimit:10;\" transform=\"matrix(1,0,0,-1,33.614,14.667)\"/>\n",
       "<path d=\"M -1.194318 1.594169 C -1.096661 0.996513 0.000995 0.098075 0.29787 0.00041875 C 0.000995 -0.101144 -1.096661 -0.995675 -1.194318 -1.593331 \" style=\"fill:none;stroke-width:0.31879;stroke-linecap:round;stroke-linejoin:round;stroke:rgb(0%,0%,0%);stroke-opacity:1;stroke-miterlimit:10;\" transform=\"matrix(1,0,0,-1,255.13963,99.70745)\"/>\n",
       "<path d=\"M 242.53125 128.054688 C 242.53125 122.261719 237.835938 117.566406 232.042969 117.566406 C 226.25 117.566406 221.554688 122.261719 221.554688 128.054688 C 221.554688 133.847656 226.25 138.542969 232.042969 138.542969 C 237.835938 138.542969 242.53125 133.847656 242.53125 128.054688 Z M 242.53125 128.054688 \" style=\" stroke:none;fill-rule:nonzero;fill:rgb(100%,50%,50%);fill-opacity:1;\"/>\n",
       "<path d=\"M -2.125938 -4.251688 L 2.124062 4.252219 \" style=\"fill:none;stroke-width:1.41731;stroke-linecap:butt;stroke-linejoin:miter;stroke:rgb(0%,0%,0%);stroke-opacity:1;stroke-miterlimit:10;\" transform=\"matrix(1,0,0,-1,232.04,128.053)\"/>\n",
       "<g style=\"fill:rgb(0%,0%,0%);fill-opacity:1;\">\n",
       "  <use x=\"259.115\" xlink:href=\"#glyph0-1\" y=\"129.45\"/>\n",
       "</g>\n",
       "<g style=\"fill:rgb(0%,0%,0%);fill-opacity:1;\">\n",
       "  <use x=\"264.809\" xlink:href=\"#glyph1-4\" y=\"130.945\"/>\n",
       "</g>\n",
       "<path d=\"M 210.112562 -113.387687 L 221.526625 -113.387687 \" style=\"fill:none;stroke-width:0.3985;stroke-linecap:butt;stroke-linejoin:miter;stroke:rgb(0%,0%,0%);stroke-opacity:1;stroke-miterlimit:10;\" transform=\"matrix(1,0,0,-1,33.614,14.667)\"/>\n",
       "<path d=\"M -1.194318 1.593343 C -1.096661 0.995686 0.000995 0.101155 0.29787 -0.0004075 C 0.000995 -0.0980637 -1.096661 -0.996501 -1.194318 -1.594157 \" style=\"fill:none;stroke-width:0.31879;stroke-linecap:round;stroke-linejoin:round;stroke:rgb(0%,0%,0%);stroke-opacity:1;stroke-miterlimit:10;\" transform=\"matrix(1,0,0,-1,255.13963,128.05428)\"/>\n",
       "<path d=\"M 242.53125 156.402344 C 242.53125 150.609375 237.835938 145.914062 232.042969 145.914062 C 226.25 145.914062 221.554688 150.609375 221.554688 156.402344 C 221.554688 162.195312 226.25 166.890625 232.042969 166.890625 C 237.835938 166.890625 242.53125 162.195312 242.53125 156.402344 Z M 242.53125 156.402344 \" style=\" stroke:none;fill-rule:nonzero;fill:rgb(100%,50%,50%);fill-opacity:1;\"/>\n",
       "<path d=\"M -2.124938 -4.253344 L 2.125062 4.250563 \" style=\"fill:none;stroke-width:1.41731;stroke-linecap:butt;stroke-linejoin:miter;stroke:rgb(0%,0%,0%);stroke-opacity:1;stroke-miterlimit:10;\" transform=\"matrix(1,0,0,-1,232.039,156.399)\"/>\n",
       "<g style=\"fill:rgb(0%,0%,0%);fill-opacity:1;\">\n",
       "  <use x=\"259.115\" xlink:href=\"#glyph0-1\" y=\"157.797\"/>\n",
       "</g>\n",
       "<g style=\"fill:rgb(0%,0%,0%);fill-opacity:1;\">\n",
       "  <use x=\"264.809\" xlink:href=\"#glyph1-5\" y=\"159.291\"/>\n",
       "</g>\n",
       "<path d=\"M 210.112562 -141.735344 L 221.526625 -141.735344 \" style=\"fill:none;stroke-width:0.3985;stroke-linecap:butt;stroke-linejoin:miter;stroke:rgb(0%,0%,0%);stroke-opacity:1;stroke-miterlimit:10;\" transform=\"matrix(1,0,0,-1,33.614,14.667)\"/>\n",
       "<path d=\"M -1.194318 1.592506 C -1.096661 0.99485 0.000995 0.100319 0.29787 -0.00124375 C 0.000995 -0.0989 -1.096661 -0.997338 -1.194318 -1.594994 \" style=\"fill:none;stroke-width:0.31879;stroke-linecap:round;stroke-linejoin:round;stroke:rgb(0%,0%,0%);stroke-opacity:1;stroke-miterlimit:10;\" transform=\"matrix(1,0,0,-1,255.13963,156.4011)\"/>\n",
       "<path d=\"M 242.53125 184.746094 C 242.53125 178.957031 237.835938 174.257812 232.042969 174.257812 C 226.25 174.257812 221.554688 178.957031 221.554688 184.746094 C 221.554688 190.539062 226.25 195.234375 232.042969 195.234375 C 237.835938 195.234375 242.53125 190.539062 242.53125 184.746094 Z M 242.53125 184.746094 \" style=\" stroke:none;fill-rule:nonzero;fill:rgb(100%,50%,50%);fill-opacity:1;\"/>\n",
       "<path d=\"M -2.124938 -4.250094 L 2.125062 4.249906 \" style=\"fill:none;stroke-width:1.41731;stroke-linecap:butt;stroke-linejoin:miter;stroke:rgb(0%,0%,0%);stroke-opacity:1;stroke-miterlimit:10;\" transform=\"matrix(1,0,0,-1,232.039,184.746)\"/>\n",
       "<g style=\"fill:rgb(0%,0%,0%);fill-opacity:1;\">\n",
       "  <use x=\"259.115\" xlink:href=\"#glyph0-1\" y=\"186.143\"/>\n",
       "</g>\n",
       "<g style=\"fill:rgb(0%,0%,0%);fill-opacity:1;\">\n",
       "  <use x=\"264.809\" xlink:href=\"#glyph1-6\" y=\"187.638\"/>\n",
       "</g>\n",
       "<path d=\"M 210.112562 -170.079094 L 221.526625 -170.079094 \" style=\"fill:none;stroke-width:0.3985;stroke-linecap:butt;stroke-linejoin:miter;stroke:rgb(0%,0%,0%);stroke-opacity:1;stroke-miterlimit:10;\" transform=\"matrix(1,0,0,-1,33.614,14.667)\"/>\n",
       "<path d=\"M -1.194318 1.595576 C -1.096661 0.99792 0.000995 0.0994825 0.29787 0.00182625 C 0.000995 -0.0997362 -1.096661 -0.998174 -1.194318 -1.59583 \" style=\"fill:none;stroke-width:0.31879;stroke-linecap:round;stroke-linejoin:round;stroke:rgb(0%,0%,0%);stroke-opacity:1;stroke-miterlimit:10;\" transform=\"matrix(1,0,0,-1,255.13963,184.74792)\"/>\n",
       "<path d=\"M 79.421875 184.746094 C 79.421875 182.789062 77.835938 181.203125 75.878906 181.203125 C 73.921875 181.203125 72.335938 182.789062 72.335938 184.746094 C 72.335938 186.703125 73.921875 188.292969 75.878906 188.292969 C 77.835938 188.292969 79.421875 186.703125 79.421875 184.746094 Z M 79.421875 184.746094 \" style=\" stroke:none;fill-rule:nonzero;fill:rgb(25.999451%,25.999451%,25.999451%);fill-opacity:1;\"/>\n",
       "<g style=\"fill:rgb(0%,0%,0%);fill-opacity:1;\">\n",
       "  <use x=\"34.342\" xlink:href=\"#glyph2-1\" y=\"207.672\"/>\n",
       "</g>\n",
       "<g style=\"fill:rgb(0%,0%,0%);fill-opacity:1;\">\n",
       "  <use x=\"39.566\" xlink:href=\"#glyph3-1\" y=\"203.863\"/>\n",
       "</g>\n",
       "<g style=\"fill:rgb(0%,0%,0%);fill-opacity:1;\">\n",
       "  <use x=\"39.566\" xlink:href=\"#glyph3-2\" y=\"209.31\"/>\n",
       "</g>\n",
       "<g style=\"fill:rgb(0%,0%,0%);fill-opacity:1;\">\n",
       "  <use x=\"46.277\" xlink:href=\"#glyph4-1\" y=\"207.672\"/>\n",
       "</g>\n",
       "<g style=\"fill:rgb(0%,0%,0%);fill-opacity:1;\">\n",
       "  <use x=\"56.000164\" xlink:href=\"#glyph4-2\" y=\"207.672\"/>\n",
       "</g>\n",
       "<path d=\"M 38.007094 -173.067375 L 25.511 -181.825187 \" style=\"fill:none;stroke-width:0.3985;stroke-linecap:butt;stroke-linejoin:miter;stroke:rgb(0%,0%,0%);stroke-opacity:1;stroke-miterlimit:10;\" transform=\"matrix(1,0,0,-1,33.614,14.667)\"/>\n",
       "<path d=\"M -1.193574 1.593537 C -1.097138 0.996648 -0.000494324 0.098959 0.297194 -0.000106323 C -0.00193176 -0.100297 -1.097439 -0.996247 -1.197063 -1.59394 \" style=\"fill:none;stroke-width:0.31879;stroke-linecap:round;stroke-linejoin:round;stroke:rgb(0%,0%,0%);stroke-opacity:1;stroke-miterlimit:10;\" transform=\"matrix(0.81923,-0.57443,-0.57443,-0.81923,71.61975,187.73313)\"/>\n",
       "<path d=\"M 178.632812 184.746094 C 178.632812 182.789062 177.046875 181.203125 175.089844 181.203125 C 173.132812 181.203125 171.546875 182.789062 171.546875 184.746094 C 171.546875 186.703125 173.132812 188.292969 175.089844 188.292969 C 177.046875 188.292969 178.632812 186.703125 178.632812 184.746094 Z M 178.632812 184.746094 \" style=\" stroke:none;fill-rule:nonzero;fill:rgb(25.999451%,25.999451%,25.999451%);fill-opacity:1;\"/>\n",
       "<g style=\"fill:rgb(0%,0%,0%);fill-opacity:1;\">\n",
       "  <use x=\"133.555\" xlink:href=\"#glyph2-1\" y=\"207.672\"/>\n",
       "</g>\n",
       "<g style=\"fill:rgb(0%,0%,0%);fill-opacity:1;\">\n",
       "  <use x=\"138.779\" xlink:href=\"#glyph3-3\" y=\"203.863\"/>\n",
       "</g>\n",
       "<g style=\"fill:rgb(0%,0%,0%);fill-opacity:1;\">\n",
       "  <use x=\"138.779\" xlink:href=\"#glyph3-2\" y=\"209.31\"/>\n",
       "</g>\n",
       "<g style=\"fill:rgb(0%,0%,0%);fill-opacity:1;\">\n",
       "  <use x=\"145.489\" xlink:href=\"#glyph4-1\" y=\"207.672\"/>\n",
       "</g>\n",
       "<g style=\"fill:rgb(0%,0%,0%);fill-opacity:1;\">\n",
       "  <use x=\"155.221131\" xlink:href=\"#glyph4-2\" y=\"207.672\"/>\n",
       "</g>\n",
       "<path d=\"M 137.218031 -173.067375 L 124.725844 -181.825187 \" style=\"fill:none;stroke-width:0.3985;stroke-linecap:butt;stroke-linejoin:miter;stroke:rgb(0%,0%,0%);stroke-opacity:1;stroke-miterlimit:10;\" transform=\"matrix(1,0,0,-1,33.614,14.667)\"/>\n",
       "<path d=\"M -1.195999 1.595237 C -1.096365 0.996106 0.000277969 0.0984175 0.297966 -0.000647842 C -0.00115946 -0.100839 -1.096667 -0.996788 -1.19629 -1.594482 \" style=\"fill:none;stroke-width:0.31879;stroke-linecap:round;stroke-linejoin:round;stroke:rgb(0%,0%,0%);stroke-opacity:1;stroke-miterlimit:10;\" transform=\"matrix(0.81923,-0.57443,-0.57443,-0.81923,170.83365,187.73313)\"/>\n",
       "<path d=\"M 43.944594 -166.735344 L 94.206312 -66.661125 \" style=\"fill:none;stroke-width:0.3985;stroke-linecap:butt;stroke-linejoin:miter;stroke:rgb(0%,0%,0%);stroke-opacity:1;stroke-miterlimit:10;\" transform=\"matrix(1,0,0,-1,33.614,14.667)\"/>\n",
       "<path d=\"M -1.195332 1.592348 C -1.096519 0.995608 -0.000561906 0.100455 0.298075 0.00150499 C -0.000201378 -0.100262 -1.096432 -0.995863 -1.193098 -1.594699 \" style=\"fill:none;stroke-width:0.31879;stroke-linecap:round;stroke-linejoin:round;stroke:rgb(0%,0%,0%);stroke-opacity:1;stroke-miterlimit:10;\" transform=\"matrix(0.44922,-0.89442,-0.89442,-0.44922,127.82057,81.32978)\"/>\n",
       "<path d=\"M 44.35475 -166.958 L 92.983656 -94.340812 \" style=\"fill:none;stroke-width:0.3985;stroke-linecap:butt;stroke-linejoin:miter;stroke:rgb(0%,0%,0%);stroke-opacity:1;stroke-miterlimit:10;\" transform=\"matrix(1,0,0,-1,33.614,14.667)\"/>\n",
       "<path d=\"M -1.197022 1.595289 C -1.096554 0.997954 0.00116192 0.0995979 0.297985 -0.00117562 C -0.00166286 -0.09887 -1.095662 -0.995293 -1.194729 -1.595199 \" style=\"fill:none;stroke-width:0.31879;stroke-linecap:round;stroke-linejoin:round;stroke:rgb(0%,0%,0%);stroke-opacity:1;stroke-miterlimit:10;\" transform=\"matrix(0.5589,-0.8346,-0.8346,-0.5589,126.5981,109.00976)\"/>\n",
       "<path d=\"M 44.921156 -167.434562 L 91.29225 -121.274406 \" style=\"fill:none;stroke-width:0.3985;stroke-linecap:butt;stroke-linejoin:miter;stroke:rgb(0%,0%,0%);stroke-opacity:1;stroke-miterlimit:10;\" transform=\"matrix(1,0,0,-1,33.614,14.667)\"/>\n",
       "<path d=\"M -1.195378 1.594195 C -1.09764 0.996689 0.000641893 0.101173 0.301107 -0.0000738663 C -0.00166453 -0.0999101 -1.095957 -0.994803 -1.19654 -1.592751 \" style=\"fill:none;stroke-width:0.31879;stroke-linecap:round;stroke-linejoin:round;stroke:rgb(0%,0%,0%);stroke-opacity:1;stroke-miterlimit:10;\" transform=\"matrix(0.71065,-0.70749,-0.70749,-0.71065,124.90706,135.93954)\"/>\n",
       "<path d=\"M 45.624281 -168.407219 L 89.206312 -146.715812 \" style=\"fill:none;stroke-width:0.3985;stroke-linecap:butt;stroke-linejoin:miter;stroke:rgb(0%,0%,0%);stroke-opacity:1;stroke-miterlimit:10;\" transform=\"matrix(1,0,0,-1,33.614,14.667)\"/>\n",
       "<path d=\"M -1.196239 1.596132 C -1.09414 0.997221 -0.00055019 0.100565 0.297439 0.0000963248 C -0.000185878 -0.099714 -1.093999 -0.995124 -1.195664 -1.592664 \" style=\"fill:none;stroke-width:0.31879;stroke-linecap:round;stroke-linejoin:round;stroke:rgb(0%,0%,0%);stroke-opacity:1;stroke-miterlimit:10;\" transform=\"matrix(0.898,-0.44696,-0.44696,-0.898,122.81888,161.38303)\"/>\n",
       "<path d=\"M 3.593031 -28.415031 L 88.507094 -53.528312 \" style=\"fill:none;stroke-width:0.3985;stroke-linecap:butt;stroke-linejoin:miter;stroke:rgb(0%,0%,0%);stroke-opacity:1;stroke-miterlimit:10;\" transform=\"matrix(1,0,0,-1,33.614,14.667)\"/>\n",
       "<path d=\"M -1.197154 1.593282 C -1.09786 0.996303 0.000699924 0.101072 0.299531 -0.00169935 C -0.00119658 -0.0987812 -1.094385 -0.995591 -1.193838 -1.594413 \" style=\"fill:none;stroke-width:0.31879;stroke-linecap:round;stroke-linejoin:round;stroke:rgb(0%,0%,0%);stroke-opacity:1;stroke-miterlimit:10;\" transform=\"matrix(0.96043,0.28407,0.28407,-0.96043,122.12296,68.19453)\"/>\n",
       "<path d=\"M 3.237563 -29.231437 L 89.5735 -79.434562 \" style=\"fill:none;stroke-width:0.3985;stroke-linecap:butt;stroke-linejoin:miter;stroke:rgb(0%,0%,0%);stroke-opacity:1;stroke-miterlimit:10;\" transform=\"matrix(1,0,0,-1,33.614,14.667)\"/>\n",
       "<path d=\"M -1.196053 1.59354 C -1.097137 0.99628 0.00199281 0.100039 0.298589 0.00155374 C 0.000588676 -0.0994681 -1.095717 -0.994313 -1.194346 -1.593543 \" style=\"fill:none;stroke-width:0.31879;stroke-linecap:round;stroke-linejoin:round;stroke:rgb(0%,0%,0%);stroke-opacity:1;stroke-miterlimit:10;\" transform=\"matrix(0.86504,0.50298,0.50298,-0.86504,123.18624,94.10116)\"/>\n",
       "<path d=\"M 2.839125 -29.809562 L 90.764906 -106.059562 \" style=\"fill:none;stroke-width:0.3985;stroke-linecap:butt;stroke-linejoin:miter;stroke:rgb(0%,0%,0%);stroke-opacity:1;stroke-miterlimit:10;\" transform=\"matrix(1,0,0,-1,33.614,14.667)\"/>\n",
       "<path d=\"M -1.195635 1.595172 C -1.094669 0.997492 0.000212693 0.09732 0.299683 0.00151357 C 0.0000727495 -0.0985827 -1.095862 -0.997421 -1.196289 -1.594571 \" style=\"fill:none;stroke-width:0.31879;stroke-linecap:round;stroke-linejoin:round;stroke:rgb(0%,0%,0%);stroke-opacity:1;stroke-miterlimit:10;\" transform=\"matrix(0.75818,0.65747,0.65747,-0.75818,124.37726,120.72599)\"/>\n",
       "<path d=\"M 2.460219 -30.188469 L 91.882094 -133.282219 \" style=\"fill:none;stroke-width:0.3985;stroke-linecap:butt;stroke-linejoin:miter;stroke:rgb(0%,0%,0%);stroke-opacity:1;stroke-miterlimit:10;\" transform=\"matrix(1,0,0,-1,33.614,14.667)\"/>\n",
       "<path d=\"M -1.194209 1.594941 C -1.09644 0.994918 0.00175238 0.0989689 0.298366 0.00138927 C -0.0006889 -0.0998469 -1.095952 -0.994232 -1.194059 -1.594364 \" style=\"fill:none;stroke-width:0.31879;stroke-linecap:round;stroke-linejoin:round;stroke:rgb(0%,0%,0%);stroke-opacity:1;stroke-miterlimit:10;\" transform=\"matrix(0.65768,0.75818,0.75818,-0.65768,125.49803,147.95048)\"/>\n",
       "<path d=\"M 3.741469 -55.735344 L 88.069594 -56.583 \" style=\"fill:none;stroke-width:0.3985;stroke-linecap:butt;stroke-linejoin:miter;stroke:rgb(0%,0%,0%);stroke-opacity:1;stroke-miterlimit:10;\" transform=\"matrix(1,0,0,-1,33.614,14.667)\"/>\n",
       "<path d=\"M -1.194031 1.592341 C -1.09429 0.995686 0.000635444 0.100429 0.2985 0.00185694 C -0.00127046 -0.098809 -1.097726 -0.996536 -1.197184 -1.595191 \" style=\"fill:none;stroke-width:0.31879;stroke-linecap:round;stroke-linejoin:round;stroke:rgb(0%,0%,0%);stroke-opacity:1;stroke-miterlimit:10;\" transform=\"matrix(1,0.01004,0.01004,-1,121.68195,71.24886)\"/>\n",
       "<path d=\"M 3.593031 -56.758781 L 88.507094 -81.875969 \" style=\"fill:none;stroke-width:0.3985;stroke-linecap:butt;stroke-linejoin:miter;stroke:rgb(0%,0%,0%);stroke-opacity:1;stroke-miterlimit:10;\" transform=\"matrix(1,0,0,-1,33.614,14.667)\"/>\n",
       "<path d=\"M -1.196914 1.592472 C -1.09762 0.995493 0.00093957 0.100262 0.298665 0.00123042 C -0.000956932 -0.0995914 -1.094145 -0.996401 -1.193598 -1.595223 \" style=\"fill:none;stroke-width:0.31879;stroke-linecap:round;stroke-linejoin:round;stroke:rgb(0%,0%,0%);stroke-opacity:1;stroke-miterlimit:10;\" transform=\"matrix(0.96043,0.28407,0.28407,-0.96043,122.12296,96.54134)\"/>\n",
       "<path d=\"M 3.237563 -57.579094 L 89.5735 -107.782219 \" style=\"fill:none;stroke-width:0.3985;stroke-linecap:butt;stroke-linejoin:miter;stroke:rgb(0%,0%,0%);stroke-opacity:1;stroke-miterlimit:10;\" transform=\"matrix(1,0,0,-1,33.614,14.667)\"/>\n",
       "<path d=\"M -1.195638 1.592826 C -1.096722 0.995566 0.00240787 0.0993247 0.299004 0.000839915 C 0.00100373 -0.100182 -1.095302 -0.995026 -1.193931 -1.594257 \" style=\"fill:none;stroke-width:0.31879;stroke-linecap:round;stroke-linejoin:round;stroke:rgb(0%,0%,0%);stroke-opacity:1;stroke-miterlimit:10;\" transform=\"matrix(0.86504,0.50298,0.50298,-0.86504,123.18624,122.44799)\"/>\n",
       "<path d=\"M 2.839125 -58.157219 L 90.764906 -134.407219 \" style=\"fill:none;stroke-width:0.3985;stroke-linecap:butt;stroke-linejoin:miter;stroke:rgb(0%,0%,0%);stroke-opacity:1;stroke-miterlimit:10;\" transform=\"matrix(1,0,0,-1,33.614,14.667)\"/>\n",
       "<path d=\"M -1.195095 1.59455 C -1.094129 0.99687 -0.00179803 0.0996387 0.300222 0.000891538 C 0.000612152 -0.0992047 -1.095322 -0.998043 -1.19575 -1.595193 \" style=\"fill:none;stroke-width:0.31879;stroke-linecap:round;stroke-linejoin:round;stroke:rgb(0%,0%,0%);stroke-opacity:1;stroke-miterlimit:10;\" transform=\"matrix(0.75818,0.65747,0.65747,-0.75818,124.37726,149.07282)\"/>\n",
       "<path d=\"M 3.612563 -83.047844 L 88.452406 -59.661125 \" style=\"fill:none;stroke-width:0.3985;stroke-linecap:butt;stroke-linejoin:miter;stroke:rgb(0%,0%,0%);stroke-opacity:1;stroke-miterlimit:10;\" transform=\"matrix(1,0,0,-1,33.614,14.667)\"/>\n",
       "<path d=\"M -1.195886 1.595004 C -1.093878 0.996371 -0.00159699 0.10045 0.298845 0.00143534 C 0.000249418 -0.0983213 -1.097326 -0.997438 -1.196813 -1.59312 \" style=\"fill:none;stroke-width:0.31879;stroke-linecap:round;stroke-linejoin:round;stroke:rgb(0%,0%,0%);stroke-opacity:1;stroke-miterlimit:10;\" transform=\"matrix(0.96542,-0.26616,-0.26616,-0.96542,122.06734,74.32702)\"/>\n",
       "<path d=\"M 3.741469 -84.083 L 88.069594 -84.92675 \" style=\"fill:none;stroke-width:0.3985;stroke-linecap:butt;stroke-linejoin:miter;stroke:rgb(0%,0%,0%);stroke-opacity:1;stroke-miterlimit:10;\" transform=\"matrix(1,0,0,-1,33.614,14.667)\"/>\n",
       "<path d=\"M -1.194062 1.59541 C -1.094282 0.99485 0.000643839 0.0995927 0.298509 0.00102078 C -0.00126206 -0.0996452 -1.097718 -0.997372 -1.197215 -1.592121 \" style=\"fill:none;stroke-width:0.31879;stroke-linecap:round;stroke-linejoin:round;stroke:rgb(0%,0%,0%);stroke-opacity:1;stroke-miterlimit:10;\" transform=\"matrix(1,0.01004,0.01004,-1,121.68195,99.59568)\"/>\n",
       "<path d=\"M 3.593031 -85.106437 L 88.507094 -110.219719 \" style=\"fill:none;stroke-width:0.3985;stroke-linecap:butt;stroke-linejoin:miter;stroke:rgb(0%,0%,0%);stroke-opacity:1;stroke-miterlimit:10;\" transform=\"matrix(1,0,0,-1,33.614,14.667)\"/>\n",
       "<path d=\"M -1.196683 1.59169 C -1.097389 0.994712 0.00117072 0.0994803 0.298896 0.000448913 C -0.000725781 -0.100373 -1.093914 -0.997183 -1.194473 -1.592265 \" style=\"fill:none;stroke-width:0.31879;stroke-linecap:round;stroke-linejoin:round;stroke:rgb(0%,0%,0%);stroke-opacity:1;stroke-miterlimit:10;\" transform=\"matrix(0.96043,0.28407,0.28407,-0.96043,122.12296,124.88818)\"/>\n",
       "<path d=\"M 3.237563 -85.92675 L 89.5735 -136.125969 \" style=\"fill:none;stroke-width:0.3985;stroke-linecap:butt;stroke-linejoin:miter;stroke:rgb(0%,0%,0%);stroke-opacity:1;stroke-miterlimit:10;\" transform=\"matrix(1,0,0,-1,33.614,14.667)\"/>\n",
       "<path d=\"M -1.195213 1.592095 C -1.096297 0.994835 0.00087072 0.101968 0.299429 0.000108813 C 0.00142883 -0.100913 -1.094877 -0.995758 -1.193506 -1.594988 \" style=\"fill:none;stroke-width:0.31879;stroke-linecap:round;stroke-linejoin:round;stroke:rgb(0%,0%,0%);stroke-opacity:1;stroke-miterlimit:10;\" transform=\"matrix(0.86504,0.50298,0.50298,-0.86504,123.18624,150.7948)\"/>\n",
       "<path d=\"M 3.264906 -110.559562 L 89.487562 -62.153312 \" style=\"fill:none;stroke-width:0.3985;stroke-linecap:butt;stroke-linejoin:miter;stroke:rgb(0%,0%,0%);stroke-opacity:1;stroke-miterlimit:10;\" transform=\"matrix(1,0,0,-1,33.614,14.667)\"/>\n",
       "<path d=\"M -1.197364 1.59421 C -1.094984 0.995017 -0.0000679074 0.0983121 0.299443 0.00180838 C 0.00095257 -0.0992499 -1.097739 -0.995714 -1.196325 -1.594016 \" style=\"fill:none;stroke-width:0.31879;stroke-linecap:round;stroke-linejoin:round;stroke:rgb(0%,0%,0%);stroke-opacity:1;stroke-miterlimit:10;\" transform=\"matrix(0.87251,-0.4898,-0.4898,-0.87251,123.1029,76.82012)\"/>\n",
       "<path d=\"M 3.612563 -111.3955 L 88.452406 -88.008781 \" style=\"fill:none;stroke-width:0.3985;stroke-linecap:butt;stroke-linejoin:miter;stroke:rgb(0%,0%,0%);stroke-opacity:1;stroke-miterlimit:10;\" transform=\"matrix(1,0,0,-1,33.614,14.667)\"/>\n",
       "<path d=\"M -1.196106 1.594208 C -1.094098 0.995576 -0.00181627 0.0996545 0.298626 0.000639953 C 0.000030134 -0.0991167 -1.096509 -0.994473 -1.197032 -1.593915 \" style=\"fill:none;stroke-width:0.31879;stroke-linecap:round;stroke-linejoin:round;stroke:rgb(0%,0%,0%);stroke-opacity:1;stroke-miterlimit:10;\" transform=\"matrix(0.96542,-0.26616,-0.26616,-0.96542,122.06734,102.67385)\"/>\n",
       "<path d=\"M 3.741469 -112.42675 L 88.069594 -113.274406 \" style=\"fill:none;stroke-width:0.3985;stroke-linecap:butt;stroke-linejoin:miter;stroke:rgb(0%,0%,0%);stroke-opacity:1;stroke-miterlimit:10;\" transform=\"matrix(1,0,0,-1,33.614,14.667)\"/>\n",
       "<path d=\"M -1.194053 1.594584 C -1.094313 0.997929 0.000652134 0.0987665 0.298517 0.000194609 C -0.00125377 -0.100471 -1.097709 -0.998199 -1.197207 -1.592947 \" style=\"fill:none;stroke-width:0.31879;stroke-linecap:round;stroke-linejoin:round;stroke:rgb(0%,0%,0%);stroke-opacity:1;stroke-miterlimit:10;\" transform=\"matrix(1,0.01004,0.01004,-1,121.68195,127.94251)\"/>\n",
       "<path d=\"M 3.593031 -113.454094 L 88.507094 -138.567375 \" style=\"fill:none;stroke-width:0.3985;stroke-linecap:butt;stroke-linejoin:miter;stroke:rgb(0%,0%,0%);stroke-opacity:1;stroke-miterlimit:10;\" transform=\"matrix(1,0,0,-1,33.614,14.667)\"/>\n",
       "<path d=\"M -1.197555 1.594639 C -1.097155 0.993921 0.0014047 0.0986892 0.29913 -0.000342173 C -0.000491799 -0.101164 -1.094786 -0.994234 -1.194239 -1.593056 \" style=\"fill:none;stroke-width:0.31879;stroke-linecap:round;stroke-linejoin:round;stroke:rgb(0%,0%,0%);stroke-opacity:1;stroke-miterlimit:10;\" transform=\"matrix(0.96043,0.28407,0.28407,-0.96043,122.12296,153.23501)\"/>\n",
       "<path d=\"M 2.866469 -138.309562 L 90.678969 -63.922844 \" style=\"fill:none;stroke-width:0.3985;stroke-linecap:butt;stroke-linejoin:miter;stroke:rgb(0%,0%,0%);stroke-opacity:1;stroke-miterlimit:10;\" transform=\"matrix(1,0,0,-1,33.614,14.667)\"/>\n",
       "<path d=\"M -1.195269 1.594719 C -1.095966 0.995336 0.000203362 0.0973006 0.300951 0.000663539 C 0.0000853699 -0.10156 -1.094176 -0.995781 -1.196703 -1.59253 \" style=\"fill:none;stroke-width:0.31879;stroke-linecap:round;stroke-linejoin:round;stroke:rgb(0%,0%,0%);stroke-opacity:1;stroke-miterlimit:10;\" transform=\"matrix(0.7657,-0.64868,-0.64868,-0.7657,124.29343,78.59026)\"/>\n",
       "<path d=\"M 3.264906 -138.903312 L 89.487562 -90.500969 \" style=\"fill:none;stroke-width:0.3985;stroke-linecap:butt;stroke-linejoin:miter;stroke:rgb(0%,0%,0%);stroke-opacity:1;stroke-miterlimit:10;\" transform=\"matrix(1,0,0,-1,33.614,14.667)\"/>\n",
       "<path d=\"M -1.197768 1.59349 C -1.095388 0.994297 0.0014389 0.100996 0.299039 0.00108832 C 0.000548349 -0.09997 -1.098143 -0.996434 -1.196729 -1.594736 \" style=\"fill:none;stroke-width:0.31879;stroke-linecap:round;stroke-linejoin:round;stroke:rgb(0%,0%,0%);stroke-opacity:1;stroke-miterlimit:10;\" transform=\"matrix(0.87251,-0.4898,-0.4898,-0.87251,123.1029,105.16695)\"/>\n",
       "<path d=\"M 3.612563 -139.743156 L 88.452406 -116.352531 \" style=\"fill:none;stroke-width:0.3985;stroke-linecap:butt;stroke-linejoin:miter;stroke:rgb(0%,0%,0%);stroke-opacity:1;stroke-miterlimit:10;\" transform=\"matrix(1,0,0,-1,33.614,14.667)\"/>\n",
       "<path d=\"M -1.196328 1.593403 C -1.09432 0.994771 -0.00203821 0.0988495 0.298404 -0.000165064 C -0.000191804 -0.0999217 -1.096731 -0.995278 -1.197254 -1.59472 \" style=\"fill:none;stroke-width:0.31879;stroke-linecap:round;stroke-linejoin:round;stroke:rgb(0%,0%,0%);stroke-opacity:1;stroke-miterlimit:10;\" transform=\"matrix(0.96542,-0.26616,-0.26616,-0.96542,122.06734,131.02067)\"/>\n",
       "<path d=\"M 3.741469 -140.774406 L 88.069594 -141.622062 \" style=\"fill:none;stroke-width:0.3985;stroke-linecap:butt;stroke-linejoin:miter;stroke:rgb(0%,0%,0%);stroke-opacity:1;stroke-miterlimit:10;\" transform=\"matrix(1,0,0,-1,33.614,14.667)\"/>\n",
       "<path d=\"M -1.194045 1.593758 C -1.094305 0.997103 0.000660429 0.0979404 0.298525 -0.000631558 C -0.00124547 -0.101298 -1.09774 -0.995119 -1.197199 -1.593774 \" style=\"fill:none;stroke-width:0.31879;stroke-linecap:round;stroke-linejoin:round;stroke:rgb(0%,0%,0%);stroke-opacity:1;stroke-miterlimit:10;\" transform=\"matrix(1,0.01004,0.01004,-1,121.68195,156.28934)\"/>\n",
       "<path d=\"M 2.47975 -166.274406 L 91.827406 -65.059562 \" style=\"fill:none;stroke-width:0.3985;stroke-linecap:butt;stroke-linejoin:miter;stroke:rgb(0%,0%,0%);stroke-opacity:1;stroke-miterlimit:10;\" transform=\"matrix(1,0,0,-1,33.614,14.667)\"/>\n",
       "<path d=\"M -1.195937 1.592876 C -1.094986 0.995145 0.00175952 0.100462 0.299451 -0.000996123 C 0.000423222 -0.0984449 -1.094755 -0.997529 -1.195636 -1.596505 \" style=\"fill:none;stroke-width:0.31879;stroke-linecap:round;stroke-linejoin:round;stroke:rgb(0%,0%,0%);stroke-opacity:1;stroke-miterlimit:10;\" transform=\"matrix(0.66267,-0.75072,-0.75072,-0.66267,125.44144,79.72805)\"/>\n",
       "<path d=\"M 2.866469 -166.657219 L 90.678969 -92.2705 \" style=\"fill:none;stroke-width:0.3985;stroke-linecap:butt;stroke-linejoin:miter;stroke:rgb(0%,0%,0%);stroke-opacity:1;stroke-miterlimit:10;\" transform=\"matrix(1,0,0,-1,33.614,14.667)\"/>\n",
       "<path d=\"M -1.195808 1.594083 C -1.096505 0.9947 0.00218081 0.0996348 0.300412 0.0000277258 C 0.00206281 -0.0992254 -1.094715 -0.996417 -1.197242 -1.593165 \" style=\"fill:none;stroke-width:0.31879;stroke-linecap:round;stroke-linejoin:round;stroke:rgb(0%,0%,0%);stroke-opacity:1;stroke-miterlimit:10;\" transform=\"matrix(0.7657,-0.64868,-0.64868,-0.7657,124.29343,106.93708)\"/>\n",
       "<path d=\"M 3.264906 -167.250969 L 89.487562 -118.848625 \" style=\"fill:none;stroke-width:0.3985;stroke-linecap:butt;stroke-linejoin:miter;stroke:rgb(0%,0%,0%);stroke-opacity:1;stroke-miterlimit:10;\" transform=\"matrix(1,0,0,-1,33.614,14.667)\"/>\n",
       "<path d=\"M -1.196257 1.596183 C -1.093877 0.996989 0.00103957 0.100285 0.298639 0.000376967 C 0.00014902 -0.100681 -1.096631 -0.993741 -1.195217 -1.592043 \" style=\"fill:none;stroke-width:0.31879;stroke-linecap:round;stroke-linejoin:round;stroke:rgb(0%,0%,0%);stroke-opacity:1;stroke-miterlimit:10;\" transform=\"matrix(0.87251,-0.4898,-0.4898,-0.87251,123.1029,133.51379)\"/>\n",
       "<path d=\"M 3.612563 -168.086906 L 88.452406 -144.700187 \" style=\"fill:none;stroke-width:0.3985;stroke-linecap:butt;stroke-linejoin:miter;stroke:rgb(0%,0%,0%);stroke-opacity:1;stroke-miterlimit:10;\" transform=\"matrix(1,0,0,-1,33.614,14.667)\"/>\n",
       "<path d=\"M -1.196547 1.592608 C -1.094539 0.993975 -0.00122079 0.101814 0.298184 -0.000960454 C -0.000411088 -0.100717 -1.09695 -0.996074 -1.196437 -1.591756 \" style=\"fill:none;stroke-width:0.31879;stroke-linecap:round;stroke-linejoin:round;stroke:rgb(0%,0%,0%);stroke-opacity:1;stroke-miterlimit:10;\" transform=\"matrix(0.96542,-0.26616,-0.26616,-0.96542,122.06734,159.3675)\"/>\n",
       "<path d=\"M 142.874281 -166.606437 L 194.268812 -38.696281 \" style=\"fill:none;stroke-width:0.3985;stroke-linecap:butt;stroke-linejoin:miter;stroke:rgb(0%,0%,0%);stroke-opacity:1;stroke-miterlimit:10;\" transform=\"matrix(1,0,0,-1,33.614,14.667)\"/>\n",
       "<path d=\"M -1.1968 1.594174 C -1.095111 0.995538 0.0016418 0.0983163 0.298292 -0.00126659 C 0.00122208 -0.0995903 -1.094942 -0.994395 -1.194783 -1.594066 \" style=\"fill:none;stroke-width:0.31879;stroke-linecap:round;stroke-linejoin:round;stroke:rgb(0%,0%,0%);stroke-opacity:1;stroke-miterlimit:10;\" transform=\"matrix(0.37305,-0.92847,-0.92847,-0.37305,227.88364,53.36242)\"/>\n",
       "<path d=\"M 143.159437 -166.735344 L 193.421156 -66.661125 \" style=\"fill:none;stroke-width:0.3985;stroke-linecap:butt;stroke-linejoin:miter;stroke:rgb(0%,0%,0%);stroke-opacity:1;stroke-miterlimit:10;\" transform=\"matrix(1,0,0,-1,33.614,14.667)\"/>\n",
       "<path d=\"M -1.196638 1.594993 C -1.096073 0.994766 -0.000116369 0.0996123 0.29852 0.000662427 C 0.000244159 -0.101105 -1.095987 -0.996705 -1.194404 -1.592054 \" style=\"fill:none;stroke-width:0.31879;stroke-linecap:round;stroke-linejoin:round;stroke:rgb(0%,0%,0%);stroke-opacity:1;stroke-miterlimit:10;\" transform=\"matrix(0.44922,-0.89442,-0.89442,-0.44922,227.03446,81.3298)\"/>\n",
       "<path d=\"M 143.569594 -166.958 L 192.1985 -94.340812 \" style=\"fill:none;stroke-width:0.3985;stroke-linecap:butt;stroke-linejoin:miter;stroke:rgb(0%,0%,0%);stroke-opacity:1;stroke-miterlimit:10;\" transform=\"matrix(1,0,0,-1,33.614,14.667)\"/>\n",
       "<path d=\"M -1.196474 1.594489 C -1.096006 0.997154 0.00170961 0.0987979 0.298533 -0.00197558 C -0.00111518 -0.0996699 -1.095114 -0.996093 -1.196345 -1.592767 \" style=\"fill:none;stroke-width:0.31879;stroke-linecap:round;stroke-linejoin:round;stroke:rgb(0%,0%,0%);stroke-opacity:1;stroke-miterlimit:10;\" transform=\"matrix(0.5589,-0.8346,-0.8346,-0.5589,225.81197,109.00977)\"/>\n",
       "<path d=\"M 144.136 -167.434562 L 190.507094 -121.274406 \" style=\"fill:none;stroke-width:0.3985;stroke-linecap:butt;stroke-linejoin:miter;stroke:rgb(0%,0%,0%);stroke-opacity:1;stroke-miterlimit:10;\" transform=\"matrix(1,0,0,-1,33.614,14.667)\"/>\n",
       "<path d=\"M -1.194683 1.593517 C -1.096945 0.996011 0.00133709 0.100495 0.299041 0.00199643 C -0.000969327 -0.100588 -1.095262 -0.995481 -1.195845 -1.593429 \" style=\"fill:none;stroke-width:0.31879;stroke-linecap:round;stroke-linejoin:round;stroke:rgb(0%,0%,0%);stroke-opacity:1;stroke-miterlimit:10;\" transform=\"matrix(0.71065,-0.70749,-0.70749,-0.71065,224.12093,135.93955)\"/>\n",
       "<path d=\"M 144.839125 -168.407219 L 188.41725 -146.715812 \" style=\"fill:none;stroke-width:0.3985;stroke-linecap:butt;stroke-linejoin:miter;stroke:rgb(0%,0%,0%);stroke-opacity:1;stroke-miterlimit:10;\" transform=\"matrix(1,0,0,-1,33.614,14.667)\"/>\n",
       "<path d=\"M -1.19537 1.595721 C -1.096757 0.998546 0.000318829 0.100155 0.298308 -0.000313939 C 0.000683141 -0.100124 -1.096616 -0.993799 -1.194795 -1.593074 \" style=\"fill:none;stroke-width:0.31879;stroke-linecap:round;stroke-linejoin:round;stroke:rgb(0%,0%,0%);stroke-opacity:1;stroke-miterlimit:10;\" transform=\"matrix(0.898,-0.44696,-0.44696,-0.898,222.03276,161.38305)\"/>\n",
       "<path d=\"M 145.218031 -170.079094 L 187.280531 -170.079094 \" style=\"fill:none;stroke-width:0.3985;stroke-linecap:butt;stroke-linejoin:miter;stroke:rgb(0%,0%,0%);stroke-opacity:1;stroke-miterlimit:10;\" transform=\"matrix(1,0,0,-1,33.614,14.667)\"/>\n",
       "<path d=\"M -1.196591 1.595576 C -1.095029 0.99792 -0.00127875 0.0994825 0.299502 0.00182625 C -0.00127875 -0.0997362 -1.095029 -0.998174 -1.196591 -1.59583 \" style=\"fill:none;stroke-width:0.31879;stroke-linecap:round;stroke-linejoin:round;stroke:rgb(0%,0%,0%);stroke-opacity:1;stroke-miterlimit:10;\" transform=\"matrix(1,0,0,-1,220.89581,184.74792)\"/>\n",
       "<path d=\"M 109.507094 -53.754875 L 187.694594 -31.415031 \" style=\"fill:none;stroke-width:0.3985;stroke-linecap:butt;stroke-linejoin:miter;stroke:rgb(0%,0%,0%);stroke-opacity:1;stroke-miterlimit:10;\" transform=\"matrix(1,0,0,-1,33.614,14.667)\"/>\n",
       "<path d=\"M -1.195761 1.59337 C -1.094494 0.996534 0.0000781826 0.0996848 0.29957 -0.00210568 C 0.0000809088 -0.0990825 -1.095538 -0.99489 -1.19411 -1.59548 \" style=\"fill:none;stroke-width:0.31879;stroke-linecap:round;stroke-linejoin:round;stroke:rgb(0%,0%,0%);stroke-opacity:1;stroke-miterlimit:10;\" transform=\"matrix(0.96297,-0.27512,-0.27512,-0.96297,221.3086,46.08039)\"/>\n",
       "<path d=\"M 109.901625 -56.692375 L 187.280531 -56.692375 \" style=\"fill:none;stroke-width:0.3985;stroke-linecap:butt;stroke-linejoin:miter;stroke:rgb(0%,0%,0%);stroke-opacity:1;stroke-miterlimit:10;\" transform=\"matrix(1,0,0,-1,33.614,14.667)\"/>\n",
       "<path d=\"M -1.196591 1.595005 C -1.095029 0.997349 -0.00127875 0.0989113 0.299502 0.001255 C -0.00127875 -0.100307 -1.095029 -0.994839 -1.196591 -1.592495 \" style=\"fill:none;stroke-width:0.31879;stroke-linecap:round;stroke-linejoin:round;stroke:rgb(0%,0%,0%);stroke-opacity:1;stroke-miterlimit:10;\" transform=\"matrix(1,0,0,-1,220.89581,71.36063)\"/>\n",
       "<path d=\"M 109.507094 -59.633781 L 187.694594 -81.973625 \" style=\"fill:none;stroke-width:0.3985;stroke-linecap:butt;stroke-linejoin:miter;stroke:rgb(0%,0%,0%);stroke-opacity:1;stroke-miterlimit:10;\" transform=\"matrix(1,0,0,-1,33.614,14.667)\"/>\n",
       "<path d=\"M -1.193724 1.594129 C -1.096224 0.99729 0.000466638 0.0977324 0.299956 0.000755552 C 0.000463912 -0.101035 -1.09518 -0.994134 -1.195375 -1.59472 \" style=\"fill:none;stroke-width:0.31879;stroke-linecap:round;stroke-linejoin:round;stroke:rgb(0%,0%,0%);stroke-opacity:1;stroke-miterlimit:10;\" transform=\"matrix(0.96297,0.27512,0.27512,-0.96297,221.3086,96.64086)\"/>\n",
       "<path d=\"M 108.499281 -62.000969 L 188.745375 -107.852531 \" style=\"fill:none;stroke-width:0.3985;stroke-linecap:butt;stroke-linejoin:miter;stroke:rgb(0%,0%,0%);stroke-opacity:1;stroke-miterlimit:10;\" transform=\"matrix(1,0,0,-1,33.614,14.667)\"/>\n",
       "<path d=\"M -1.196914 1.592793 C -1.093767 0.995278 -0.00185304 0.0995042 0.297392 0.000730162 C 0.000571504 -0.101444 -1.096637 -0.998223 -1.196375 -1.594774 \" style=\"fill:none;stroke-width:0.31879;stroke-linecap:round;stroke-linejoin:round;stroke:rgb(0%,0%,0%);stroke-opacity:1;stroke-miterlimit:10;\" transform=\"matrix(0.86877,0.49646,0.49646,-0.86877,222.35846,122.52096)\"/>\n",
       "<path d=\"M 107.358656 -63.672844 L 189.936781 -134.454094 \" style=\"fill:none;stroke-width:0.3985;stroke-linecap:butt;stroke-linejoin:miter;stroke:rgb(0%,0%,0%);stroke-opacity:1;stroke-miterlimit:10;\" transform=\"matrix(1,0,0,-1,33.614,14.667)\"/>\n",
       "<path d=\"M -1.196289 1.595327 C -1.096228 0.994105 -0.000181505 0.0981802 0.29874 0.00064989 C 0.00108468 -0.100679 -1.097498 -0.996177 -1.195874 -1.593176 \" style=\"fill:none;stroke-width:0.31879;stroke-linecap:round;stroke-linejoin:round;stroke:rgb(0%,0%,0%);stroke-opacity:1;stroke-miterlimit:10;\" transform=\"matrix(0.76193,0.65308,0.65308,-0.76193,223.5493,149.1218)\"/>\n",
       "<path d=\"M 106.268812 -64.754875 L 191.069594 -161.672844 \" style=\"fill:none;stroke-width:0.3985;stroke-linecap:butt;stroke-linejoin:miter;stroke:rgb(0%,0%,0%);stroke-opacity:1;stroke-miterlimit:10;\" transform=\"matrix(1,0,0,-1,33.614,14.667)\"/>\n",
       "<path d=\"M -1.19645 1.595852 C -1.095659 0.995066 -0.000407515 0.098817 0.296134 -0.000158514 C 0.00178809 -0.0998561 -1.098262 -0.996064 -1.19651 -1.593547 \" style=\"fill:none;stroke-width:0.31879;stroke-linecap:round;stroke-linejoin:round;stroke:rgb(0%,0%,0%);stroke-opacity:1;stroke-miterlimit:10;\" transform=\"matrix(0.66016,0.75444,0.75444,-0.66016,224.68353,176.33898)\"/>\n",
       "<path d=\"M 108.499281 -79.735344 L 188.745375 -33.879875 \" style=\"fill:none;stroke-width:0.3985;stroke-linecap:butt;stroke-linejoin:miter;stroke:rgb(0%,0%,0%);stroke-opacity:1;stroke-miterlimit:10;\" transform=\"matrix(1,0,0,-1,33.614,14.667)\"/>\n",
       "<path d=\"M -1.19554 1.596235 C -1.097739 0.996295 -0.000530519 0.0995153 0.298227 0.000730827 C -0.00101816 -0.0980432 -1.094869 -0.997206 -1.198016 -1.594722 \" style=\"fill:none;stroke-width:0.31879;stroke-linecap:round;stroke-linejoin:round;stroke:rgb(0%,0%,0%);stroke-opacity:1;stroke-miterlimit:10;\" transform=\"matrix(0.86877,-0.49646,-0.49646,-0.86877,222.35846,48.54713)\"/>\n",
       "<path d=\"M 109.507094 -82.098625 L 187.694594 -59.758781 \" style=\"fill:none;stroke-width:0.3985;stroke-linecap:butt;stroke-linejoin:miter;stroke:rgb(0%,0%,0%);stroke-opacity:1;stroke-miterlimit:10;\" transform=\"matrix(1,0,0,-1,33.614,14.667)\"/>\n",
       "<path d=\"M -1.195988 1.592577 C -1.094721 0.995741 -0.000148455 0.0988915 0.300415 0.000851394 C -0.000145729 -0.0998758 -1.095765 -0.995683 -1.194337 -1.596273 \" style=\"fill:none;stroke-width:0.31879;stroke-linecap:round;stroke-linejoin:round;stroke:rgb(0%,0%,0%);stroke-opacity:1;stroke-miterlimit:10;\" transform=\"matrix(0.96297,-0.27512,-0.27512,-0.96297,221.3086,74.42722)\"/>\n",
       "<path d=\"M 109.901625 -85.040031 L 187.280531 -85.040031 \" style=\"fill:none;stroke-width:0.3985;stroke-linecap:butt;stroke-linejoin:miter;stroke:rgb(0%,0%,0%);stroke-opacity:1;stroke-miterlimit:10;\" transform=\"matrix(1,0,0,-1,33.614,14.667)\"/>\n",
       "<path d=\"M -1.196591 1.594169 C -1.095029 0.996513 -0.00127875 0.098075 0.299502 0.00041875 C -0.00127875 -0.101144 -1.095029 -0.995675 -1.196591 -1.593331 \" style=\"fill:none;stroke-width:0.31879;stroke-linecap:round;stroke-linejoin:round;stroke:rgb(0%,0%,0%);stroke-opacity:1;stroke-miterlimit:10;\" transform=\"matrix(1,0,0,-1,220.89581,99.70745)\"/>\n",
       "<path d=\"M 109.507094 -87.981437 L 187.694594 -110.321281 \" style=\"fill:none;stroke-width:0.3985;stroke-linecap:butt;stroke-linejoin:miter;stroke:rgb(0%,0%,0%);stroke-opacity:1;stroke-miterlimit:10;\" transform=\"matrix(1,0,0,-1,33.614,14.667)\"/>\n",
       "<path d=\"M -1.1935 1.593346 C -1.096 0.996507 -0.000380938 0.100699 0.30018 -0.0000281192 C -0.000383664 -0.0980683 -1.094956 -0.994917 -1.195151 -1.595504 \" style=\"fill:none;stroke-width:0.31879;stroke-linecap:round;stroke-linejoin:round;stroke:rgb(0%,0%,0%);stroke-opacity:1;stroke-miterlimit:10;\" transform=\"matrix(0.96297,0.27512,0.27512,-0.96297,221.3086,124.9877)\"/>\n",
       "<path d=\"M 108.499281 -90.344719 L 188.745375 -136.200187 \" style=\"fill:none;stroke-width:0.3985;stroke-linecap:butt;stroke-linejoin:miter;stroke:rgb(0%,0%,0%);stroke-opacity:1;stroke-miterlimit:10;\" transform=\"matrix(1,0,0,-1,33.614,14.667)\"/>\n",
       "<path d=\"M -1.1965 1.592068 C -1.095289 0.997941 -0.00143839 0.0987786 0.297806 0.00000454839 C -0.00095075 -0.0987799 -1.09816 -0.99556 -1.19596 -1.5955 \" style=\"fill:none;stroke-width:0.31879;stroke-linecap:round;stroke-linejoin:round;stroke:rgb(0%,0%,0%);stroke-opacity:1;stroke-miterlimit:10;\" transform=\"matrix(0.86877,0.49646,0.49646,-0.86877,222.35846,150.86778)\"/>\n",
       "<path d=\"M 107.358656 -92.0205 L 189.936781 -162.80175 \" style=\"fill:none;stroke-width:0.3985;stroke-linecap:butt;stroke-linejoin:miter;stroke:rgb(0%,0%,0%);stroke-opacity:1;stroke-miterlimit:10;\" transform=\"matrix(1,0,0,-1,33.614,14.667)\"/>\n",
       "<path d=\"M -1.195734 1.594679 C -1.098206 0.996412 0.000373779 0.0975324 0.299296 0.00000205513 C -0.000893264 -0.0983714 -1.096943 -0.996824 -1.195319 -1.593824 \" style=\"fill:none;stroke-width:0.31879;stroke-linecap:round;stroke-linejoin:round;stroke:rgb(0%,0%,0%);stroke-opacity:1;stroke-miterlimit:10;\" transform=\"matrix(0.76193,0.65308,0.65308,-0.76193,223.5493,177.4686)\"/>\n",
       "<path d=\"M 107.358656 -106.407219 L 189.936781 -35.625969 \" style=\"fill:none;stroke-width:0.3985;stroke-linecap:butt;stroke-linejoin:miter;stroke:rgb(0%,0%,0%);stroke-opacity:1;stroke-miterlimit:10;\" transform=\"matrix(1,0,0,-1,33.614,14.667)\"/>\n",
       "<path d=\"M -1.195331 1.59381 C -1.096955 0.99681 -0.000905423 0.0983572 0.299284 -0.0000162413 C 0.00036162 -0.0975466 -1.098218 -0.996427 -1.195746 -1.594693 \" style=\"fill:none;stroke-width:0.31879;stroke-linecap:round;stroke-linejoin:round;stroke:rgb(0%,0%,0%);stroke-opacity:1;stroke-miterlimit:10;\" transform=\"matrix(0.76193,-0.65308,-0.65308,-0.76193,223.5493,50.2931)\"/>\n",
       "<path d=\"M 108.499281 -108.083 L 188.745375 -62.227531 \" style=\"fill:none;stroke-width:0.3985;stroke-linecap:butt;stroke-linejoin:miter;stroke:rgb(0%,0%,0%);stroke-opacity:1;stroke-miterlimit:10;\" transform=\"matrix(1,0,0,-1,33.614,14.667)\"/>\n",
       "<path d=\"M -1.19596 1.595501 C -1.098159 0.995561 -0.00095013 0.098781 0.297807 -0.00000346376 C -0.00143777 -0.0987775 -1.095288 -0.99794 -1.196499 -1.592067 \" style=\"fill:none;stroke-width:0.31879;stroke-linecap:round;stroke-linejoin:round;stroke:rgb(0%,0%,0%);stroke-opacity:1;stroke-miterlimit:10;\" transform=\"matrix(0.86877,-0.49646,-0.49646,-0.86877,222.35846,76.89394)\"/>\n",
       "<path d=\"M 109.507094 -110.446281 L 187.694594 -88.106437 \" style=\"fill:none;stroke-width:0.3985;stroke-linecap:butt;stroke-linejoin:miter;stroke:rgb(0%,0%,0%);stroke-opacity:1;stroke-miterlimit:10;\" transform=\"matrix(1,0,0,-1,33.614,14.667)\"/>\n",
       "<path d=\"M -1.195146 1.595524 C -1.09495 0.994938 -0.000377835 0.0980887 0.300185 0.0000485211 C -0.000375109 -0.100679 -1.095994 -0.996486 -1.193495 -1.593325 \" style=\"fill:none;stroke-width:0.31879;stroke-linecap:round;stroke-linejoin:round;stroke:rgb(0%,0%,0%);stroke-opacity:1;stroke-miterlimit:10;\" transform=\"matrix(0.96297,-0.27512,-0.27512,-0.96297,221.3086,102.77404)\"/>\n",
       "<path d=\"M 109.901625 -113.387687 L 187.280531 -113.387687 \" style=\"fill:none;stroke-width:0.3985;stroke-linecap:butt;stroke-linejoin:miter;stroke:rgb(0%,0%,0%);stroke-opacity:1;stroke-miterlimit:10;\" transform=\"matrix(1,0,0,-1,33.614,14.667)\"/>\n",
       "<path d=\"M -1.196591 1.593343 C -1.095029 0.995686 -0.00127875 0.101155 0.299502 -0.0004075 C -0.00127875 -0.0980637 -1.095029 -0.996501 -1.196591 -1.594157 \" style=\"fill:none;stroke-width:0.31879;stroke-linecap:round;stroke-linejoin:round;stroke:rgb(0%,0%,0%);stroke-opacity:1;stroke-miterlimit:10;\" transform=\"matrix(1,0,0,-1,220.89581,128.05428)\"/>\n",
       "<path d=\"M 109.507094 -116.329094 L 187.694594 -138.668937 \" style=\"fill:none;stroke-width:0.3985;stroke-linecap:butt;stroke-linejoin:miter;stroke:rgb(0%,0%,0%);stroke-opacity:1;stroke-miterlimit:10;\" transform=\"matrix(1,0,0,-1,33.614,14.667)\"/>\n",
       "<path d=\"M -1.19434 1.596284 C -1.095768 0.995694 -0.000148815 0.0998866 0.300412 -0.000840593 C -0.000151541 -0.0988807 -1.094724 -0.99573 -1.195991 -1.592566 \" style=\"fill:none;stroke-width:0.31879;stroke-linecap:round;stroke-linejoin:round;stroke:rgb(0%,0%,0%);stroke-opacity:1;stroke-miterlimit:10;\" transform=\"matrix(0.96297,0.27512,0.27512,-0.96297,221.3086,153.33451)\"/>\n",
       "<path d=\"M 108.499281 -118.692375 L 188.745375 -164.547844 \" style=\"fill:none;stroke-width:0.3985;stroke-linecap:butt;stroke-linejoin:miter;stroke:rgb(0%,0%,0%);stroke-opacity:1;stroke-miterlimit:10;\" transform=\"matrix(1,0,0,-1,33.614,14.667)\"/>\n",
       "<path d=\"M -1.198017 1.594723 C -1.094869 0.997207 -0.00101878 0.0980443 0.298226 -0.000729742 C -0.000531139 -0.0995142 -1.09774 -0.996294 -1.195541 -1.596234 \" style=\"fill:none;stroke-width:0.31879;stroke-linecap:round;stroke-linejoin:round;stroke:rgb(0%,0%,0%);stroke-opacity:1;stroke-miterlimit:10;\" transform=\"matrix(0.86877,0.49646,0.49646,-0.86877,222.35846,179.21459)\"/>\n",
       "<path d=\"M 106.268812 -133.672844 L 191.069594 -36.754875 \" style=\"fill:none;stroke-width:0.3985;stroke-linecap:butt;stroke-linejoin:miter;stroke:rgb(0%,0%,0%);stroke-opacity:1;stroke-miterlimit:10;\" transform=\"matrix(1,0,0,-1,33.614,14.667)\"/>\n",
       "<path d=\"M -1.196509 1.593548 C -1.098261 0.996064 0.00178903 0.0998569 0.296135 0.000159335 C -0.000406576 -0.0988162 -1.095658 -0.995065 -1.196449 -1.595851 \" style=\"fill:none;stroke-width:0.31879;stroke-linecap:round;stroke-linejoin:round;stroke:rgb(0%,0%,0%);stroke-opacity:1;stroke-miterlimit:10;\" transform=\"matrix(0.66016,-0.75444,-0.75444,-0.66016,224.68353,51.42274)\"/>\n",
       "<path d=\"M 107.358656 -134.754875 L 189.936781 -63.973625 \" style=\"fill:none;stroke-width:0.3985;stroke-linecap:butt;stroke-linejoin:miter;stroke:rgb(0%,0%,0%);stroke-opacity:1;stroke-miterlimit:10;\" transform=\"matrix(1,0,0,-1,33.614,14.667)\"/>\n",
       "<path d=\"M -1.195867 1.593185 C -1.097491 0.996185 0.00109198 0.100688 0.298748 -0.000641378 C -0.00017421 -0.0981717 -1.09622 -0.994096 -1.196282 -1.595318 \" style=\"fill:none;stroke-width:0.31879;stroke-linecap:round;stroke-linejoin:round;stroke:rgb(0%,0%,0%);stroke-opacity:1;stroke-miterlimit:10;\" transform=\"matrix(0.76193,-0.65308,-0.65308,-0.76193,223.5493,78.63993)\"/>\n",
       "<path d=\"M 108.499281 -136.42675 L 188.745375 -90.575187 \" style=\"fill:none;stroke-width:0.3985;stroke-linecap:butt;stroke-linejoin:miter;stroke:rgb(0%,0%,0%);stroke-opacity:1;stroke-miterlimit:10;\" transform=\"matrix(1,0,0,-1,33.614,14.667)\"/>\n",
       "<path d=\"M -1.196364 1.594793 C -1.096627 0.998242 0.000582041 0.101462 0.297402 -0.000711723 C -0.00184251 -0.0994858 -1.093756 -0.995259 -1.196904 -1.592775 \" style=\"fill:none;stroke-width:0.31879;stroke-linecap:round;stroke-linejoin:round;stroke:rgb(0%,0%,0%);stroke-opacity:1;stroke-miterlimit:10;\" transform=\"matrix(0.86877,-0.49646,-0.49646,-0.86877,222.35846,105.24078)\"/>\n",
       "<path d=\"M 109.507094 -138.793937 L 187.694594 -116.454094 \" style=\"fill:none;stroke-width:0.3985;stroke-linecap:butt;stroke-linejoin:miter;stroke:rgb(0%,0%,0%);stroke-opacity:1;stroke-miterlimit:10;\" transform=\"matrix(1,0,0,-1,33.614,14.667)\"/>\n",
       "<path d=\"M -1.195372 1.594731 C -1.095177 0.994144 0.000466998 0.101046 0.299959 -0.000744751 C 0.000469724 -0.0977216 -1.096221 -0.997279 -1.193721 -1.594119 \" style=\"fill:none;stroke-width:0.31879;stroke-linecap:round;stroke-linejoin:round;stroke:rgb(0%,0%,0%);stroke-opacity:1;stroke-miterlimit:10;\" transform=\"matrix(0.96297,-0.27512,-0.27512,-0.96297,221.3086,131.12087)\"/>\n",
       "<path d=\"M 109.901625 -141.735344 L 187.280531 -141.735344 \" style=\"fill:none;stroke-width:0.3985;stroke-linecap:butt;stroke-linejoin:miter;stroke:rgb(0%,0%,0%);stroke-opacity:1;stroke-miterlimit:10;\" transform=\"matrix(1,0,0,-1,33.614,14.667)\"/>\n",
       "<path d=\"M -1.196591 1.592506 C -1.095029 0.99485 -0.00127875 0.100319 0.299502 -0.00124375 C -0.00127875 -0.0989 -1.095029 -0.997338 -1.196591 -1.594994 \" style=\"fill:none;stroke-width:0.31879;stroke-linecap:round;stroke-linejoin:round;stroke:rgb(0%,0%,0%);stroke-opacity:1;stroke-miterlimit:10;\" transform=\"matrix(1,0,0,-1,220.89581,156.4011)\"/>\n",
       "<path d=\"M 109.507094 -144.672844 L 187.694594 -167.012687 \" style=\"fill:none;stroke-width:0.3985;stroke-linecap:butt;stroke-linejoin:miter;stroke:rgb(0%,0%,0%);stroke-opacity:1;stroke-miterlimit:10;\" transform=\"matrix(1,0,0,-1,33.614,14.667)\"/>\n",
       "<path d=\"M -1.19411 1.595481 C -1.095539 0.994891 0.0000805659 0.0990837 0.29957 0.00210688 C 0.0000778397 -0.0996836 -1.094494 -0.996533 -1.195761 -1.593369 \" style=\"fill:none;stroke-width:0.31879;stroke-linecap:round;stroke-linejoin:round;stroke:rgb(0%,0%,0%);stroke-opacity:1;stroke-miterlimit:10;\" transform=\"matrix(0.96297,0.27512,0.27512,-0.96297,221.3086,181.68133)\"/>\n",
       "<g style=\"fill:rgb(0%,0%,0%);fill-opacity:1;\">\n",
       "  <use x=\"117.191\" xlink:href=\"#glyph5-1\" y=\"39.527\"/>\n",
       "  <use x=\"124.66295\" xlink:href=\"#glyph5-2\" y=\"39.527\"/>\n",
       "  <use x=\"127.43056\" xlink:href=\"#glyph5-3\" y=\"39.527\"/>\n",
       "  <use x=\"132.965781\" xlink:href=\"#glyph5-3\" y=\"39.527\"/>\n",
       "  <use x=\"138.501001\" xlink:href=\"#glyph5-4\" y=\"39.527\"/>\n",
       "  <use x=\"142.928381\" xlink:href=\"#glyph5-5\" y=\"39.527\"/>\n",
       "</g>\n",
       "<g style=\"fill:rgb(0%,0%,0%);fill-opacity:1;\">\n",
       "  <use x=\"122.435\" xlink:href=\"#glyph5-6\" y=\"51.482\"/>\n",
       "  <use x=\"125.20261\" xlink:href=\"#glyph5-7\" y=\"51.482\"/>\n",
       "</g>\n",
       "<g style=\"fill:rgb(0%,0%,0%);fill-opacity:1;\">\n",
       "  <use x=\"129.904957\" xlink:href=\"#glyph5-8\" y=\"51.482\"/>\n",
       "</g>\n",
       "<g style=\"fill:rgb(0%,0%,0%);fill-opacity:1;\">\n",
       "  <use x=\"134.884265\" xlink:href=\"#glyph5-4\" y=\"51.482\"/>\n",
       "  <use x=\"139.311644\" xlink:href=\"#glyph5-9\" y=\"51.482\"/>\n",
       "</g>\n",
       "<g style=\"fill:rgb(0%,0%,0%);fill-opacity:1;\">\n",
       "  <use x=\"21.576\" xlink:href=\"#glyph5-10\" y=\"10.128\"/>\n",
       "  <use x=\"25.173495\" xlink:href=\"#glyph5-5\" y=\"10.128\"/>\n",
       "  <use x=\"30.708715\" xlink:href=\"#glyph5-11\" y=\"10.128\"/>\n",
       "  <use x=\"36.243936\" xlink:href=\"#glyph5-12\" y=\"10.128\"/>\n",
       "  <use x=\"41.779157\" xlink:href=\"#glyph5-13\" y=\"10.128\"/>\n",
       "</g>\n",
       "<g style=\"fill:rgb(0%,0%,0%);fill-opacity:1;\">\n",
       "  <use x=\"23.222\" xlink:href=\"#glyph5-6\" y=\"22.084\"/>\n",
       "  <use x=\"25.98961\" xlink:href=\"#glyph5-7\" y=\"22.084\"/>\n",
       "</g>\n",
       "<g style=\"fill:rgb(0%,0%,0%);fill-opacity:1;\">\n",
       "  <use x=\"30.691957\" xlink:href=\"#glyph5-8\" y=\"22.084\"/>\n",
       "</g>\n",
       "<g style=\"fill:rgb(0%,0%,0%);fill-opacity:1;\">\n",
       "  <use x=\"35.671265\" xlink:href=\"#glyph5-4\" y=\"22.084\"/>\n",
       "  <use x=\"40.098644\" xlink:href=\"#glyph5-9\" y=\"22.084\"/>\n",
       "</g>\n",
       "<g style=\"fill:rgb(0%,0%,0%);fill-opacity:1;\">\n",
       "  <use x=\"215.988\" xlink:href=\"#glyph5-14\" y=\"11.125\"/>\n",
       "  <use x=\"223.73691\" xlink:href=\"#glyph5-12\" y=\"11.125\"/>\n",
       "  <use x=\"229.272131\" xlink:href=\"#glyph5-13\" y=\"11.125\"/>\n",
       "  <use x=\"233.146586\" xlink:href=\"#glyph5-11\" y=\"11.125\"/>\n",
       "  <use x=\"238.681807\" xlink:href=\"#glyph5-12\" y=\"11.125\"/>\n",
       "  <use x=\"244.217027\" xlink:href=\"#glyph5-13\" y=\"11.125\"/>\n",
       "</g>\n",
       "<g style=\"fill:rgb(0%,0%,0%);fill-opacity:1;\">\n",
       "  <use x=\"221.648\" xlink:href=\"#glyph5-6\" y=\"23.08\"/>\n",
       "  <use x=\"224.41561\" xlink:href=\"#glyph5-7\" y=\"23.08\"/>\n",
       "</g>\n",
       "<g style=\"fill:rgb(0%,0%,0%);fill-opacity:1;\">\n",
       "  <use x=\"229.117957\" xlink:href=\"#glyph5-8\" y=\"23.08\"/>\n",
       "</g>\n",
       "<g style=\"fill:rgb(0%,0%,0%);fill-opacity:1;\">\n",
       "  <use x=\"234.097265\" xlink:href=\"#glyph5-4\" y=\"23.08\"/>\n",
       "  <use x=\"238.524644\" xlink:href=\"#glyph5-9\" y=\"23.08\"/>\n",
       "</g>\n",
       "</g>\n",
       "</svg>"
      ]
     },
     "metadata": {
      "isolated": "true"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "%tikz -s 600,300 -sc 1.0 -l positioning -f svg \\input{imgs/05/autoencoder.tikz}"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {
    "slideshow": {
     "slide_type": "slide"
    }
   },
   "source": [
    "## Stacked autoencoders"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 7,
   "metadata": {
    "scrolled": true,
    "slideshow": {
     "slide_type": "-"
    }
   },
   "outputs": [
    {
     "data": {
      "image/svg+xml": [
       "<svg height=\"300px\" version=\"1.1\" viewBox=\"0 0 456.388 207.458\" width=\"800px\" xmlns=\"http://www.w3.org/2000/svg\" xmlns:xlink=\"http://www.w3.org/1999/xlink\">\n",
       "<defs>\n",
       "<g>\n",
       "<symbol id=\"glyph0-0\" overflow=\"visible\">\n",
       "<path d=\"\" style=\"stroke:none;\"/>\n",
       "</symbol>\n",
       "<symbol id=\"glyph0-1\" overflow=\"visible\">\n",
       "<path d=\"M 3.328125 -3.015625 C 3.390625 -3.265625 3.625 -4.1875 4.3125 -4.1875 C 4.359375 -4.1875 4.609375 -4.1875 4.8125 -4.0625 C 4.53125 -4 4.34375 -3.765625 4.34375 -3.515625 C 4.34375 -3.359375 4.453125 -3.171875 4.71875 -3.171875 C 4.9375 -3.171875 5.25 -3.34375 5.25 -3.75 C 5.25 -4.265625 4.671875 -4.40625 4.328125 -4.40625 C 3.75 -4.40625 3.40625 -3.875 3.28125 -3.65625 C 3.03125 -4.3125 2.5 -4.40625 2.203125 -4.40625 C 1.171875 -4.40625 0.59375 -3.125 0.59375 -2.875 C 0.59375 -2.765625 0.703125 -2.765625 0.71875 -2.765625 C 0.796875 -2.765625 0.828125 -2.796875 0.84375 -2.875 C 1.1875 -3.9375 1.84375 -4.1875 2.1875 -4.1875 C 2.375 -4.1875 2.71875 -4.09375 2.71875 -3.515625 C 2.71875 -3.203125 2.546875 -2.546875 2.1875 -1.140625 C 2.03125 -0.53125 1.671875 -0.109375 1.234375 -0.109375 C 1.171875 -0.109375 0.953125 -0.109375 0.734375 -0.234375 C 0.984375 -0.296875 1.203125 -0.5 1.203125 -0.78125 C 1.203125 -1.046875 0.984375 -1.125 0.84375 -1.125 C 0.53125 -1.125 0.296875 -0.875 0.296875 -0.546875 C 0.296875 -0.09375 0.78125 0.109375 1.21875 0.109375 C 1.890625 0.109375 2.25 -0.59375 2.265625 -0.640625 C 2.390625 -0.28125 2.75 0.109375 3.34375 0.109375 C 4.375 0.109375 4.9375 -1.171875 4.9375 -1.421875 C 4.9375 -1.53125 4.859375 -1.53125 4.828125 -1.53125 C 4.734375 -1.53125 4.71875 -1.484375 4.6875 -1.421875 C 4.359375 -0.34375 3.6875 -0.109375 3.375 -0.109375 C 2.984375 -0.109375 2.828125 -0.421875 2.828125 -0.765625 C 2.828125 -0.984375 2.875 -1.203125 2.984375 -1.640625 Z M 3.328125 -3.015625 \" style=\"stroke:none;\"/>\n",
       "</symbol>\n",
       "<symbol id=\"glyph0-2\" overflow=\"visible\">\n",
       "<path d=\"M 4.84375 -3.796875 C 4.890625 -3.9375 4.890625 -3.953125 4.890625 -4.03125 C 4.890625 -4.203125 4.75 -4.296875 4.59375 -4.296875 C 4.5 -4.296875 4.34375 -4.234375 4.25 -4.09375 C 4.234375 -4.03125 4.140625 -3.734375 4.109375 -3.546875 C 4.03125 -3.296875 3.96875 -3.015625 3.90625 -2.75 L 3.453125 -0.953125 C 3.421875 -0.8125 2.984375 -0.109375 2.328125 -0.109375 C 1.828125 -0.109375 1.71875 -0.546875 1.71875 -0.921875 C 1.71875 -1.375 1.890625 -2 2.21875 -2.875 C 2.375 -3.28125 2.421875 -3.390625 2.421875 -3.59375 C 2.421875 -4.03125 2.109375 -4.40625 1.609375 -4.40625 C 0.65625 -4.40625 0.296875 -2.953125 0.296875 -2.875 C 0.296875 -2.765625 0.390625 -2.765625 0.40625 -2.765625 C 0.515625 -2.765625 0.515625 -2.796875 0.5625 -2.953125 C 0.84375 -3.890625 1.234375 -4.1875 1.578125 -4.1875 C 1.65625 -4.1875 1.828125 -4.1875 1.828125 -3.875 C 1.828125 -3.625 1.71875 -3.359375 1.65625 -3.171875 C 1.25 -2.109375 1.078125 -1.546875 1.078125 -1.078125 C 1.078125 -0.1875 1.703125 0.109375 2.296875 0.109375 C 2.6875 0.109375 3.015625 -0.0625 3.296875 -0.34375 C 3.171875 0.171875 3.046875 0.671875 2.65625 1.203125 C 2.390625 1.53125 2.015625 1.828125 1.5625 1.828125 C 1.421875 1.828125 0.96875 1.796875 0.796875 1.40625 C 0.953125 1.40625 1.09375 1.40625 1.21875 1.28125 C 1.328125 1.203125 1.421875 1.0625 1.421875 0.875 C 1.421875 0.5625 1.15625 0.53125 1.0625 0.53125 C 0.828125 0.53125 0.5 0.6875 0.5 1.171875 C 0.5 1.671875 0.9375 2.046875 1.5625 2.046875 C 2.578125 2.046875 3.609375 1.140625 3.890625 0.015625 Z M 4.84375 -3.796875 \" style=\"stroke:none;\"/>\n",
       "</symbol>\n",
       "<symbol id=\"glyph1-0\" overflow=\"visible\">\n",
       "<path d=\"\" style=\"stroke:none;\"/>\n",
       "</symbol>\n",
       "<symbol id=\"glyph1-1\" overflow=\"visible\">\n",
       "<path d=\"M 2.328125 -4.4375 C 2.328125 -4.625 2.328125 -4.625 2.125 -4.625 C 1.671875 -4.1875 1.046875 -4.1875 0.765625 -4.1875 L 0.765625 -3.9375 C 0.921875 -3.9375 1.390625 -3.9375 1.765625 -4.125 L 1.765625 -0.578125 C 1.765625 -0.34375 1.765625 -0.25 1.078125 -0.25 L 0.8125 -0.25 L 0.8125 0 C 0.9375 0 1.796875 -0.03125 2.046875 -0.03125 C 2.265625 -0.03125 3.140625 0 3.296875 0 L 3.296875 -0.25 L 3.03125 -0.25 C 2.328125 -0.25 2.328125 -0.34375 2.328125 -0.578125 Z M 2.328125 -4.4375 \" style=\"stroke:none;\"/>\n",
       "</symbol>\n",
       "<symbol id=\"glyph1-2\" overflow=\"visible\">\n",
       "<path d=\"M 3.515625 -1.265625 L 3.28125 -1.265625 C 3.265625 -1.109375 3.1875 -0.703125 3.09375 -0.640625 C 3.046875 -0.59375 2.515625 -0.59375 2.40625 -0.59375 L 1.125 -0.59375 C 1.859375 -1.234375 2.109375 -1.4375 2.515625 -1.765625 C 3.03125 -2.171875 3.515625 -2.609375 3.515625 -3.265625 C 3.515625 -4.109375 2.78125 -4.625 1.890625 -4.625 C 1.03125 -4.625 0.4375 -4.015625 0.4375 -3.375 C 0.4375 -3.03125 0.734375 -2.984375 0.8125 -2.984375 C 0.96875 -2.984375 1.171875 -3.109375 1.171875 -3.359375 C 1.171875 -3.484375 1.125 -3.734375 0.765625 -3.734375 C 0.984375 -4.21875 1.453125 -4.375 1.78125 -4.375 C 2.484375 -4.375 2.84375 -3.828125 2.84375 -3.265625 C 2.84375 -2.65625 2.40625 -2.1875 2.1875 -1.9375 L 0.515625 -0.265625 C 0.4375 -0.203125 0.4375 -0.1875 0.4375 0 L 3.3125 0 Z M 3.515625 -1.265625 \" style=\"stroke:none;\"/>\n",
       "</symbol>\n",
       "<symbol id=\"glyph1-3\" overflow=\"visible\">\n",
       "<path d=\"M 1.90625 -2.328125 C 2.453125 -2.328125 2.84375 -1.953125 2.84375 -1.203125 C 2.84375 -0.34375 2.328125 -0.078125 1.9375 -0.078125 C 1.65625 -0.078125 1.03125 -0.15625 0.75 -0.578125 C 1.078125 -0.578125 1.15625 -0.8125 1.15625 -0.96875 C 1.15625 -1.1875 0.984375 -1.34375 0.765625 -1.34375 C 0.578125 -1.34375 0.375 -1.21875 0.375 -0.9375 C 0.375 -0.28125 1.09375 0.140625 1.9375 0.140625 C 2.90625 0.140625 3.578125 -0.515625 3.578125 -1.203125 C 3.578125 -1.75 3.140625 -2.296875 2.375 -2.453125 C 3.09375 -2.71875 3.359375 -3.234375 3.359375 -3.671875 C 3.359375 -4.21875 2.734375 -4.625 1.953125 -4.625 C 1.1875 -4.625 0.59375 -4.25 0.59375 -3.6875 C 0.59375 -3.453125 0.75 -3.328125 0.953125 -3.328125 C 1.171875 -3.328125 1.3125 -3.484375 1.3125 -3.671875 C 1.3125 -3.875 1.171875 -4.03125 0.953125 -4.046875 C 1.203125 -4.34375 1.671875 -4.421875 1.9375 -4.421875 C 2.25 -4.421875 2.6875 -4.265625 2.6875 -3.671875 C 2.6875 -3.375 2.59375 -3.046875 2.40625 -2.84375 C 2.1875 -2.578125 1.984375 -2.5625 1.640625 -2.53125 C 1.46875 -2.515625 1.453125 -2.515625 1.421875 -2.515625 C 1.40625 -2.515625 1.34375 -2.5 1.34375 -2.421875 C 1.34375 -2.328125 1.40625 -2.328125 1.53125 -2.328125 Z M 1.90625 -2.328125 \" style=\"stroke:none;\"/>\n",
       "</symbol>\n",
       "<symbol id=\"glyph1-4\" overflow=\"visible\">\n",
       "<path d=\"M 3.6875 -1.140625 L 3.6875 -1.390625 L 2.90625 -1.390625 L 2.90625 -4.5 C 2.90625 -4.640625 2.90625 -4.703125 2.765625 -4.703125 C 2.671875 -4.703125 2.640625 -4.703125 2.578125 -4.59375 L 0.265625 -1.390625 L 0.265625 -1.140625 L 2.328125 -1.140625 L 2.328125 -0.578125 C 2.328125 -0.328125 2.328125 -0.25 1.75 -0.25 L 1.5625 -0.25 L 1.5625 0 C 1.921875 -0.015625 2.359375 -0.03125 2.609375 -0.03125 C 2.875 -0.03125 3.3125 -0.015625 3.671875 0 L 3.671875 -0.25 L 3.484375 -0.25 C 2.90625 -0.25 2.90625 -0.328125 2.90625 -0.578125 L 2.90625 -1.140625 Z M 2.375 -3.9375 L 2.375 -1.390625 L 0.53125 -1.390625 Z M 2.375 -3.9375 \" style=\"stroke:none;\"/>\n",
       "</symbol>\n",
       "<symbol id=\"glyph1-5\" overflow=\"visible\">\n",
       "<path d=\"M 1.078125 -3.890625 C 1.4375 -3.796875 1.640625 -3.796875 1.75 -3.796875 C 2.671875 -3.796875 3.21875 -4.421875 3.21875 -4.53125 C 3.21875 -4.609375 3.171875 -4.625 3.140625 -4.625 C 3.125 -4.625 3.109375 -4.625 3.078125 -4.609375 C 2.90625 -4.546875 2.546875 -4.40625 2.03125 -4.40625 C 1.828125 -4.40625 1.46875 -4.421875 1.015625 -4.59375 C 0.9375 -4.625 0.921875 -4.625 0.921875 -4.625 C 0.828125 -4.625 0.828125 -4.546875 0.828125 -4.4375 L 0.828125 -2.390625 C 0.828125 -2.265625 0.828125 -2.1875 0.9375 -2.1875 C 1 -2.1875 1.015625 -2.1875 1.078125 -2.28125 C 1.375 -2.65625 1.8125 -2.71875 2.046875 -2.71875 C 2.46875 -2.71875 2.65625 -2.390625 2.6875 -2.328125 C 2.8125 -2.09375 2.859375 -1.828125 2.859375 -1.421875 C 2.859375 -1.21875 2.859375 -0.8125 2.640625 -0.5 C 2.46875 -0.25 2.171875 -0.078125 1.828125 -0.078125 C 1.375 -0.078125 0.90625 -0.328125 0.734375 -0.796875 C 1 -0.78125 1.140625 -0.953125 1.140625 -1.140625 C 1.140625 -1.4375 0.875 -1.484375 0.78125 -1.484375 C 0.78125 -1.484375 0.4375 -1.484375 0.4375 -1.109375 C 0.4375 -0.484375 1.015625 0.140625 1.84375 0.140625 C 2.734375 0.140625 3.515625 -0.515625 3.515625 -1.40625 C 3.515625 -2.1875 2.921875 -2.90625 2.0625 -2.90625 C 1.75 -2.90625 1.390625 -2.84375 1.078125 -2.578125 Z M 1.078125 -3.890625 \" style=\"stroke:none;\"/>\n",
       "</symbol>\n",
       "<symbol id=\"glyph1-6\" overflow=\"visible\">\n",
       "<path d=\"M 1.046875 -2.28125 C 1.046875 -2.84375 1.09375 -3.359375 1.359375 -3.796875 C 1.59375 -4.171875 1.96875 -4.421875 2.421875 -4.421875 C 2.625 -4.421875 2.90625 -4.375 3.046875 -4.1875 C 2.875 -4.171875 2.71875 -4.046875 2.71875 -3.84375 C 2.71875 -3.671875 2.84375 -3.515625 3.046875 -3.515625 C 3.265625 -3.515625 3.390625 -3.65625 3.390625 -3.859375 C 3.390625 -4.265625 3.09375 -4.625 2.40625 -4.625 C 1.40625 -4.625 0.375 -3.703125 0.375 -2.203125 C 0.375 -0.40625 1.21875 0.140625 2 0.140625 C 2.84375 0.140625 3.578125 -0.515625 3.578125 -1.421875 C 3.578125 -2.3125 2.875 -2.96875 2.0625 -2.96875 C 1.5 -2.96875 1.203125 -2.59375 1.046875 -2.28125 Z M 2 -0.078125 C 1.640625 -0.078125 1.375 -0.28125 1.21875 -0.59375 C 1.125 -0.796875 1.0625 -1.15625 1.0625 -1.5625 C 1.0625 -2.25 1.46875 -2.765625 2.03125 -2.765625 C 2.34375 -2.765625 2.5625 -2.640625 2.734375 -2.390625 C 2.90625 -2.125 2.90625 -1.828125 2.90625 -1.421875 C 2.90625 -1.03125 2.90625 -0.734375 2.71875 -0.453125 C 2.5625 -0.21875 2.328125 -0.078125 2 -0.078125 Z M 2 -0.078125 \" style=\"stroke:none;\"/>\n",
       "</symbol>\n",
       "<symbol id=\"glyph2-0\" overflow=\"visible\">\n",
       "<path d=\"\" style=\"stroke:none;\"/>\n",
       "</symbol>\n",
       "<symbol id=\"glyph2-1\" overflow=\"visible\">\n",
       "<path d=\"M 4.40625 -3.625 C 4.078125 -3.5625 3.984375 -3.28125 3.984375 -3.140625 C 3.984375 -2.96875 4.109375 -2.8125 4.328125 -2.8125 C 4.578125 -2.8125 4.828125 -3.03125 4.828125 -3.34375 C 4.828125 -3.765625 4.375 -3.96875 3.953125 -3.96875 C 3.421875 -3.96875 3.109375 -3.484375 3 -3.296875 C 2.828125 -3.734375 2.4375 -3.96875 2 -3.96875 C 1.046875 -3.96875 0.515625 -2.8125 0.515625 -2.578125 C 0.515625 -2.5 0.578125 -2.46875 0.640625 -2.46875 C 0.71875 -2.46875 0.75 -2.515625 0.765625 -2.578125 C 1.046875 -3.46875 1.640625 -3.734375 1.984375 -3.734375 C 2.25 -3.734375 2.46875 -3.5625 2.46875 -3.140625 C 2.46875 -2.828125 2.09375 -1.390625 1.96875 -0.953125 C 1.90625 -0.6875 1.625 -0.125 1.140625 -0.125 C 0.953125 -0.125 0.765625 -0.1875 0.6875 -0.234375 C 0.921875 -0.28125 1.109375 -0.5 1.109375 -0.71875 C 1.109375 -0.953125 0.9375 -1.046875 0.765625 -1.046875 C 0.5 -1.046875 0.265625 -0.828125 0.265625 -0.515625 C 0.265625 -0.078125 0.75 0.09375 1.125 0.09375 C 1.65625 0.09375 1.953125 -0.328125 2.09375 -0.578125 C 2.3125 0.015625 2.84375 0.09375 3.078125 0.09375 C 4.046875 0.09375 4.5625 -1.0625 4.5625 -1.28125 C 4.5625 -1.328125 4.53125 -1.390625 4.453125 -1.390625 C 4.34375 -1.390625 4.34375 -1.359375 4.296875 -1.21875 C 4.09375 -0.578125 3.578125 -0.125 3.109375 -0.125 C 2.859375 -0.125 2.609375 -0.28125 2.609375 -0.71875 C 2.609375 -0.921875 2.734375 -1.40625 2.8125 -1.75 C 2.859375 -1.90625 3.09375 -2.875 3.109375 -2.9375 C 3.21875 -3.265625 3.484375 -3.734375 3.953125 -3.734375 C 4.109375 -3.734375 4.28125 -3.71875 4.40625 -3.625 Z M 4.40625 -3.625 \" style=\"stroke:none;\"/>\n",
       "</symbol>\n",
       "<symbol id=\"glyph3-0\" overflow=\"visible\">\n",
       "<path d=\"\" style=\"stroke:none;\"/>\n",
       "</symbol>\n",
       "<symbol id=\"glyph3-1\" overflow=\"visible\">\n",
       "<path d=\"M 2.140625 -3.796875 C 2.140625 -3.984375 2.125 -3.984375 1.9375 -3.984375 C 1.546875 -3.59375 0.9375 -3.59375 0.71875 -3.59375 L 0.71875 -3.359375 C 0.875 -3.359375 1.28125 -3.359375 1.640625 -3.53125 L 1.640625 -0.515625 C 1.640625 -0.3125 1.640625 -0.234375 1.015625 -0.234375 L 0.765625 -0.234375 L 0.765625 0 C 1.09375 -0.03125 1.5625 -0.03125 1.890625 -0.03125 C 2.21875 -0.03125 2.6875 -0.03125 3.015625 0 L 3.015625 -0.234375 L 2.765625 -0.234375 C 2.140625 -0.234375 2.140625 -0.3125 2.140625 -0.515625 Z M 2.140625 -3.796875 \" style=\"stroke:none;\"/>\n",
       "</symbol>\n",
       "<symbol id=\"glyph3-2\" overflow=\"visible\">\n",
       "<path d=\"M 3.296875 -1.90625 C 3.296875 -2.34375 3.296875 -3.984375 1.828125 -3.984375 C 0.359375 -3.984375 0.359375 -2.34375 0.359375 -1.90625 C 0.359375 -1.484375 0.359375 0.125 1.828125 0.125 C 3.296875 0.125 3.296875 -1.484375 3.296875 -1.90625 Z M 1.828125 -0.0625 C 1.578125 -0.0625 1.171875 -0.1875 1.015625 -0.6875 C 0.921875 -1.03125 0.921875 -1.609375 0.921875 -1.984375 C 0.921875 -2.390625 0.921875 -2.84375 1.015625 -3.171875 C 1.15625 -3.703125 1.609375 -3.78125 1.828125 -3.78125 C 2.09375 -3.78125 2.5 -3.65625 2.625 -3.203125 C 2.71875 -2.890625 2.71875 -2.453125 2.71875 -1.984375 C 2.71875 -1.609375 2.71875 -1 2.625 -0.671875 C 2.453125 -0.140625 2.015625 -0.0625 1.828125 -0.0625 Z M 1.828125 -0.0625 \" style=\"stroke:none;\"/>\n",
       "</symbol>\n",
       "<symbol id=\"glyph3-3\" overflow=\"visible\">\n",
       "<path d=\"M 3.21875 -1.125 L 3 -1.125 C 2.984375 -1.03125 2.921875 -0.640625 2.84375 -0.578125 C 2.796875 -0.53125 2.3125 -0.53125 2.21875 -0.53125 L 1.109375 -0.53125 L 1.875 -1.15625 C 2.078125 -1.328125 2.609375 -1.703125 2.796875 -1.890625 C 2.96875 -2.0625 3.21875 -2.375 3.21875 -2.796875 C 3.21875 -3.546875 2.546875 -3.984375 1.734375 -3.984375 C 0.96875 -3.984375 0.4375 -3.46875 0.4375 -2.90625 C 0.4375 -2.609375 0.6875 -2.5625 0.75 -2.5625 C 0.90625 -2.5625 1.078125 -2.671875 1.078125 -2.890625 C 1.078125 -3.015625 1 -3.21875 0.734375 -3.21875 C 0.875 -3.515625 1.234375 -3.75 1.65625 -3.75 C 2.28125 -3.75 2.609375 -3.28125 2.609375 -2.796875 C 2.609375 -2.375 2.328125 -1.9375 1.921875 -1.546875 L 0.5 -0.25 C 0.4375 -0.1875 0.4375 -0.1875 0.4375 0 L 3.03125 0 Z M 3.21875 -1.125 \" style=\"stroke:none;\"/>\n",
       "</symbol>\n",
       "<symbol id=\"glyph3-4\" overflow=\"visible\">\n",
       "<path d=\"M 1.765625 -1.984375 C 2.265625 -1.984375 2.609375 -1.640625 2.609375 -1.03125 C 2.609375 -0.375 2.21875 -0.09375 1.78125 -0.09375 C 1.609375 -0.09375 1 -0.125 0.734375 -0.46875 C 0.96875 -0.5 1.0625 -0.65625 1.0625 -0.8125 C 1.0625 -1.015625 0.921875 -1.15625 0.71875 -1.15625 C 0.5625 -1.15625 0.375 -1.046875 0.375 -0.796875 C 0.375 -0.203125 1.03125 0.125 1.796875 0.125 C 2.6875 0.125 3.265625 -0.4375 3.265625 -1.03125 C 3.265625 -1.46875 2.9375 -1.9375 2.21875 -2.109375 C 2.703125 -2.265625 3.078125 -2.65625 3.078125 -3.140625 C 3.078125 -3.625 2.515625 -3.984375 1.796875 -3.984375 C 1.09375 -3.984375 0.5625 -3.65625 0.5625 -3.171875 C 0.5625 -2.90625 0.765625 -2.84375 0.890625 -2.84375 C 1.046875 -2.84375 1.203125 -2.9375 1.203125 -3.15625 C 1.203125 -3.34375 1.078125 -3.453125 0.90625 -3.46875 C 1.1875 -3.78125 1.734375 -3.78125 1.796875 -3.78125 C 2.09375 -3.78125 2.484375 -3.640625 2.484375 -3.140625 C 2.484375 -2.8125 2.296875 -2.234375 1.6875 -2.203125 C 1.578125 -2.203125 1.421875 -2.1875 1.375 -2.1875 C 1.3125 -2.171875 1.25 -2.171875 1.25 -2.078125 C 1.25 -1.984375 1.3125 -1.984375 1.40625 -1.984375 Z M 1.765625 -1.984375 \" style=\"stroke:none;\"/>\n",
       "</symbol>\n",
       "<symbol id=\"glyph3-5\" overflow=\"visible\">\n",
       "<path d=\"M 3.375 -0.984375 L 3.375 -1.21875 L 2.671875 -1.21875 L 2.671875 -3.859375 C 2.671875 -4 2.671875 -4.046875 2.53125 -4.046875 C 2.421875 -4.046875 2.40625 -4.015625 2.359375 -3.953125 L 0.28125 -1.21875 L 0.28125 -0.984375 L 2.140625 -0.984375 L 2.140625 -0.5 C 2.140625 -0.3125 2.140625 -0.234375 1.640625 -0.234375 L 1.453125 -0.234375 L 1.453125 0 C 1.578125 0 2.140625 -0.03125 2.40625 -0.03125 C 2.671875 -0.03125 3.234375 0 3.34375 0 L 3.34375 -0.234375 L 3.171875 -0.234375 C 2.671875 -0.234375 2.671875 -0.3125 2.671875 -0.5 L 2.671875 -0.984375 Z M 2.171875 -3.390625 L 2.171875 -1.21875 L 0.53125 -1.21875 Z M 2.171875 -3.390625 \" style=\"stroke:none;\"/>\n",
       "</symbol>\n",
       "<symbol id=\"glyph4-0\" overflow=\"visible\">\n",
       "<path d=\"\" style=\"stroke:none;\"/>\n",
       "</symbol>\n",
       "<symbol id=\"glyph4-1\" overflow=\"visible\">\n",
       "<path d=\"M 6.34375 -2.96875 C 6.46875 -2.96875 6.640625 -2.96875 6.640625 -3.15625 C 6.640625 -3.359375 6.453125 -3.359375 6.3125 -3.359375 L 0.84375 -3.359375 C 0.703125 -3.359375 0.515625 -3.359375 0.515625 -3.15625 C 0.515625 -2.96875 0.6875 -2.96875 0.8125 -2.96875 Z M 6.3125 -1.140625 C 6.453125 -1.140625 6.640625 -1.140625 6.640625 -1.34375 C 6.640625 -1.53125 6.46875 -1.53125 6.34375 -1.53125 L 0.8125 -1.53125 C 0.6875 -1.53125 0.515625 -1.53125 0.515625 -1.34375 C 0.515625 -1.140625 0.703125 -1.140625 0.84375 -1.140625 Z M 6.3125 -1.140625 \" style=\"stroke:none;\"/>\n",
       "</symbol>\n",
       "<symbol id=\"glyph4-2\" overflow=\"visible\">\n",
       "<path d=\"M 2.71875 -5.734375 C 2.71875 -5.953125 2.71875 -5.96875 2.5 -5.96875 C 1.9375 -5.40625 1.109375 -5.40625 0.828125 -5.40625 L 0.828125 -5.125 C 1 -5.125 1.546875 -5.125 2.03125 -5.359375 L 2.03125 -0.71875 C 2.03125 -0.390625 2.015625 -0.28125 1.171875 -0.28125 L 0.890625 -0.28125 L 0.890625 0 C 1.203125 -0.03125 2.015625 -0.03125 2.375 -0.03125 C 2.75 -0.03125 3.546875 -0.03125 3.875 0 L 3.875 -0.28125 L 3.59375 -0.28125 C 2.75 -0.28125 2.71875 -0.390625 2.71875 -0.71875 Z M 2.71875 -5.734375 \" style=\"stroke:none;\"/>\n",
       "</symbol>\n",
       "<symbol id=\"glyph5-0\" overflow=\"visible\">\n",
       "<path d=\"\" style=\"stroke:none;\"/>\n",
       "</symbol>\n",
       "<symbol id=\"glyph5-1\" overflow=\"visible\">\n",
       "<path d=\"M 3.96875 -6.9375 C 3.921875 -7.0625 3.890625 -7.140625 3.734375 -7.140625 C 3.578125 -7.140625 3.546875 -7.078125 3.5 -6.9375 L 1.4375 -0.984375 C 1.25 -0.46875 0.859375 -0.3125 0.3125 -0.3125 L 0.3125 0 C 0.546875 -0.015625 0.984375 -0.03125 1.328125 -0.03125 C 1.640625 -0.03125 2.15625 -0.015625 2.484375 0 L 2.484375 -0.3125 C 1.984375 -0.3125 1.734375 -0.5625 1.734375 -0.8125 C 1.734375 -0.84375 1.75 -0.953125 1.75 -0.96875 L 2.21875 -2.265625 L 4.671875 -2.265625 L 5.203125 -0.75 C 5.21875 -0.703125 5.234375 -0.640625 5.234375 -0.609375 C 5.234375 -0.3125 4.671875 -0.3125 4.40625 -0.3125 L 4.40625 0 C 4.765625 -0.03125 5.46875 -0.03125 5.84375 -0.03125 C 6.265625 -0.03125 6.734375 -0.015625 7.140625 0 L 7.140625 -0.3125 L 6.96875 -0.3125 C 6.375 -0.3125 6.234375 -0.375 6.125 -0.703125 Z M 3.4375 -5.828125 L 4.5625 -2.578125 L 2.328125 -2.578125 Z M 3.4375 -5.828125 \" style=\"stroke:none;\"/>\n",
       "</symbol>\n",
       "<symbol id=\"glyph5-2\" overflow=\"visible\">\n",
       "<path d=\"M 3.890625 -0.78125 L 3.890625 0.109375 L 5.328125 0 L 5.328125 -0.3125 C 4.640625 -0.3125 4.5625 -0.375 4.5625 -0.875 L 4.5625 -4.40625 L 3.09375 -4.296875 L 3.09375 -3.984375 C 3.78125 -3.984375 3.875 -3.921875 3.875 -3.421875 L 3.875 -1.65625 C 3.875 -0.78125 3.390625 -0.109375 2.65625 -0.109375 C 1.828125 -0.109375 1.78125 -0.578125 1.78125 -1.09375 L 1.78125 -4.40625 L 0.3125 -4.296875 L 0.3125 -3.984375 C 1.09375 -3.984375 1.09375 -3.953125 1.09375 -3.078125 L 1.09375 -1.578125 C 1.09375 -0.796875 1.09375 0.109375 2.609375 0.109375 C 3.171875 0.109375 3.609375 -0.171875 3.890625 -0.78125 Z M 3.890625 -0.78125 \" style=\"stroke:none;\"/>\n",
       "</symbol>\n",
       "<symbol id=\"glyph5-3\" overflow=\"visible\">\n",
       "<path d=\"M 1.71875 -3.984375 L 3.15625 -3.984375 L 3.15625 -4.296875 L 1.71875 -4.296875 L 1.71875 -6.125 L 1.46875 -6.125 C 1.46875 -5.3125 1.171875 -4.25 0.1875 -4.203125 L 0.1875 -3.984375 L 1.03125 -3.984375 L 1.03125 -1.234375 C 1.03125 -0.015625 1.96875 0.109375 2.328125 0.109375 C 3.03125 0.109375 3.3125 -0.59375 3.3125 -1.234375 L 3.3125 -1.796875 L 3.0625 -1.796875 L 3.0625 -1.25 C 3.0625 -0.515625 2.765625 -0.140625 2.390625 -0.140625 C 1.71875 -0.140625 1.71875 -1.046875 1.71875 -1.21875 Z M 1.71875 -3.984375 \" style=\"stroke:none;\"/>\n",
       "</symbol>\n",
       "<symbol id=\"glyph5-4\" overflow=\"visible\">\n",
       "<path d=\"M 4.6875 -2.140625 C 4.6875 -3.40625 3.703125 -4.46875 2.5 -4.46875 C 1.25 -4.46875 0.28125 -3.375 0.28125 -2.140625 C 0.28125 -0.84375 1.3125 0.109375 2.484375 0.109375 C 3.6875 0.109375 4.6875 -0.875 4.6875 -2.140625 Z M 2.5 -0.140625 C 2.0625 -0.140625 1.625 -0.34375 1.359375 -0.8125 C 1.109375 -1.25 1.109375 -1.859375 1.109375 -2.21875 C 1.109375 -2.609375 1.109375 -3.140625 1.34375 -3.578125 C 1.609375 -4.03125 2.078125 -4.25 2.484375 -4.25 C 2.921875 -4.25 3.34375 -4.03125 3.609375 -3.59375 C 3.875 -3.171875 3.875 -2.59375 3.875 -2.21875 C 3.875 -1.859375 3.875 -1.3125 3.65625 -0.875 C 3.421875 -0.421875 2.984375 -0.140625 2.5 -0.140625 Z M 2.5 -0.140625 \" style=\"stroke:none;\"/>\n",
       "</symbol>\n",
       "<symbol id=\"glyph5-5\" overflow=\"visible\">\n",
       "<path d=\"M 1.109375 -2.515625 C 1.171875 -4 2.015625 -4.25 2.359375 -4.25 C 3.375 -4.25 3.484375 -2.90625 3.484375 -2.515625 Z M 1.109375 -2.296875 L 3.890625 -2.296875 C 4.109375 -2.296875 4.140625 -2.296875 4.140625 -2.515625 C 4.140625 -3.5 3.59375 -4.46875 2.359375 -4.46875 C 1.203125 -4.46875 0.28125 -3.4375 0.28125 -2.1875 C 0.28125 -0.859375 1.328125 0.109375 2.46875 0.109375 C 3.6875 0.109375 4.140625 -1 4.140625 -1.1875 C 4.140625 -1.28125 4.0625 -1.3125 4 -1.3125 C 3.921875 -1.3125 3.890625 -1.25 3.875 -1.171875 C 3.53125 -0.140625 2.625 -0.140625 2.53125 -0.140625 C 2.03125 -0.140625 1.640625 -0.4375 1.40625 -0.8125 C 1.109375 -1.28125 1.109375 -1.9375 1.109375 -2.296875 Z M 1.109375 -2.296875 \" style=\"stroke:none;\"/>\n",
       "</symbol>\n",
       "<symbol id=\"glyph5-6\" overflow=\"visible\">\n",
       "<path d=\"M 1.09375 -3.421875 L 1.09375 -0.75 C 1.09375 -0.3125 0.984375 -0.3125 0.3125 -0.3125 L 0.3125 0 C 0.671875 -0.015625 1.171875 -0.03125 1.453125 -0.03125 C 1.703125 -0.03125 2.21875 -0.015625 2.5625 0 L 2.5625 -0.3125 C 1.890625 -0.3125 1.78125 -0.3125 1.78125 -0.75 L 1.78125 -2.59375 C 1.78125 -3.625 2.5 -4.1875 3.125 -4.1875 C 3.765625 -4.1875 3.875 -3.65625 3.875 -3.078125 L 3.875 -0.75 C 3.875 -0.3125 3.765625 -0.3125 3.09375 -0.3125 L 3.09375 0 C 3.4375 -0.015625 3.953125 -0.03125 4.21875 -0.03125 C 4.46875 -0.03125 5 -0.015625 5.328125 0 L 5.328125 -0.3125 C 4.8125 -0.3125 4.5625 -0.3125 4.5625 -0.609375 L 4.5625 -2.515625 C 4.5625 -3.375 4.5625 -3.671875 4.25 -4.03125 C 4.109375 -4.203125 3.78125 -4.40625 3.203125 -4.40625 C 2.46875 -4.40625 2 -3.984375 1.71875 -3.359375 L 1.71875 -4.40625 L 0.3125 -4.296875 L 0.3125 -3.984375 C 1.015625 -3.984375 1.09375 -3.921875 1.09375 -3.421875 Z M 1.09375 -3.421875 \" style=\"stroke:none;\"/>\n",
       "</symbol>\n",
       "<symbol id=\"glyph5-7\" overflow=\"visible\">\n",
       "<path d=\"M 1.171875 -2.171875 C 1.171875 -3.796875 1.984375 -4.21875 2.515625 -4.21875 C 2.609375 -4.21875 3.234375 -4.203125 3.578125 -3.84375 C 3.171875 -3.8125 3.109375 -3.515625 3.109375 -3.390625 C 3.109375 -3.125 3.296875 -2.9375 3.5625 -2.9375 C 3.828125 -2.9375 4.03125 -3.09375 4.03125 -3.40625 C 4.03125 -4.078125 3.265625 -4.46875 2.5 -4.46875 C 1.25 -4.46875 0.34375 -3.390625 0.34375 -2.15625 C 0.34375 -0.875 1.328125 0.109375 2.484375 0.109375 C 3.8125 0.109375 4.140625 -1.09375 4.140625 -1.1875 C 4.140625 -1.28125 4.03125 -1.28125 4 -1.28125 C 3.921875 -1.28125 3.890625 -1.25 3.875 -1.1875 C 3.59375 -0.265625 2.9375 -0.140625 2.578125 -0.140625 C 2.046875 -0.140625 1.171875 -0.5625 1.171875 -2.171875 Z M 1.171875 -2.171875 \" style=\"stroke:none;\"/>\n",
       "</symbol>\n",
       "<symbol id=\"glyph5-8\" overflow=\"visible\">\n",
       "<path d=\"M 3.78125 -0.546875 L 3.78125 0.109375 L 5.25 0 L 5.25 -0.3125 C 4.5625 -0.3125 4.46875 -0.375 4.46875 -0.875 L 4.46875 -6.921875 L 3.046875 -6.8125 L 3.046875 -6.5 C 3.734375 -6.5 3.8125 -6.4375 3.8125 -5.9375 L 3.8125 -3.78125 C 3.53125 -4.140625 3.09375 -4.40625 2.5625 -4.40625 C 1.390625 -4.40625 0.34375 -3.421875 0.34375 -2.140625 C 0.34375 -0.875 1.3125 0.109375 2.453125 0.109375 C 3.09375 0.109375 3.53125 -0.234375 3.78125 -0.546875 Z M 3.78125 -3.21875 L 3.78125 -1.171875 C 3.78125 -1 3.78125 -0.984375 3.671875 -0.8125 C 3.375 -0.328125 2.9375 -0.109375 2.5 -0.109375 C 2.046875 -0.109375 1.6875 -0.375 1.453125 -0.75 C 1.203125 -1.15625 1.171875 -1.71875 1.171875 -2.140625 C 1.171875 -2.5 1.1875 -3.09375 1.46875 -3.546875 C 1.6875 -3.859375 2.0625 -4.1875 2.609375 -4.1875 C 2.953125 -4.1875 3.375 -4.03125 3.671875 -3.59375 C 3.78125 -3.421875 3.78125 -3.40625 3.78125 -3.21875 Z M 3.78125 -3.21875 \" style=\"stroke:none;\"/>\n",
       "</symbol>\n",
       "<symbol id=\"glyph5-9\" overflow=\"visible\">\n",
       "<path d=\"M 1.671875 -3.3125 L 1.671875 -4.40625 L 0.28125 -4.296875 L 0.28125 -3.984375 C 0.984375 -3.984375 1.0625 -3.921875 1.0625 -3.421875 L 1.0625 -0.75 C 1.0625 -0.3125 0.953125 -0.3125 0.28125 -0.3125 L 0.28125 0 C 0.671875 -0.015625 1.140625 -0.03125 1.421875 -0.03125 C 1.8125 -0.03125 2.28125 -0.03125 2.6875 0 L 2.6875 -0.3125 L 2.46875 -0.3125 C 1.734375 -0.3125 1.71875 -0.421875 1.71875 -0.78125 L 1.71875 -2.3125 C 1.71875 -3.296875 2.140625 -4.1875 2.890625 -4.1875 C 2.953125 -4.1875 2.984375 -4.1875 3 -4.171875 C 2.96875 -4.171875 2.765625 -4.046875 2.765625 -3.78125 C 2.765625 -3.515625 2.984375 -3.359375 3.203125 -3.359375 C 3.375 -3.359375 3.625 -3.484375 3.625 -3.796875 C 3.625 -4.109375 3.3125 -4.40625 2.890625 -4.40625 C 2.15625 -4.40625 1.796875 -3.734375 1.671875 -3.3125 Z M 1.671875 -3.3125 \" style=\"stroke:none;\"/>\n",
       "</symbol>\n",
       "<symbol id=\"glyph5-10\" overflow=\"visible\">\n",
       "<path d=\"M 2.890625 -3.515625 C 3.703125 -3.78125 4.28125 -4.46875 4.28125 -5.265625 C 4.28125 -6.078125 3.40625 -6.640625 2.453125 -6.640625 C 1.453125 -6.640625 0.6875 -6.046875 0.6875 -5.28125 C 0.6875 -4.953125 0.90625 -4.765625 1.203125 -4.765625 C 1.5 -4.765625 1.703125 -4.984375 1.703125 -5.28125 C 1.703125 -5.765625 1.234375 -5.765625 1.09375 -5.765625 C 1.390625 -6.265625 2.046875 -6.390625 2.40625 -6.390625 C 2.828125 -6.390625 3.375 -6.171875 3.375 -5.28125 C 3.375 -5.15625 3.34375 -4.578125 3.09375 -4.140625 C 2.796875 -3.65625 2.453125 -3.625 2.203125 -3.625 C 2.125 -3.609375 1.890625 -3.59375 1.8125 -3.59375 C 1.734375 -3.578125 1.671875 -3.5625 1.671875 -3.46875 C 1.671875 -3.359375 1.734375 -3.359375 1.90625 -3.359375 L 2.34375 -3.359375 C 3.15625 -3.359375 3.53125 -2.6875 3.53125 -1.703125 C 3.53125 -0.34375 2.84375 -0.0625 2.40625 -0.0625 C 1.96875 -0.0625 1.21875 -0.234375 0.875 -0.8125 C 1.21875 -0.765625 1.53125 -0.984375 1.53125 -1.359375 C 1.53125 -1.71875 1.265625 -1.921875 0.984375 -1.921875 C 0.734375 -1.921875 0.421875 -1.78125 0.421875 -1.34375 C 0.421875 -0.4375 1.34375 0.21875 2.4375 0.21875 C 3.65625 0.21875 4.5625 -0.6875 4.5625 -1.703125 C 4.5625 -2.515625 3.921875 -3.296875 2.890625 -3.515625 Z M 2.890625 -3.515625 \" style=\"stroke:none;\"/>\n",
       "</symbol>\n",
       "<symbol id=\"glyph5-11\" overflow=\"visible\">\n",
       "<path d=\"M 1.265625 -0.765625 L 2.328125 -1.796875 C 3.875 -3.171875 4.46875 -3.703125 4.46875 -4.703125 C 4.46875 -5.84375 3.578125 -6.640625 2.359375 -6.640625 C 1.234375 -6.640625 0.5 -5.71875 0.5 -4.828125 C 0.5 -4.28125 1 -4.28125 1.03125 -4.28125 C 1.203125 -4.28125 1.546875 -4.390625 1.546875 -4.8125 C 1.546875 -5.0625 1.359375 -5.328125 1.015625 -5.328125 C 0.9375 -5.328125 0.921875 -5.328125 0.890625 -5.3125 C 1.109375 -5.96875 1.65625 -6.328125 2.234375 -6.328125 C 3.140625 -6.328125 3.5625 -5.515625 3.5625 -4.703125 C 3.5625 -3.90625 3.078125 -3.125 2.515625 -2.5 L 0.609375 -0.375 C 0.5 -0.265625 0.5 -0.234375 0.5 0 L 4.203125 0 L 4.46875 -1.734375 L 4.234375 -1.734375 C 4.171875 -1.4375 4.109375 -1 4 -0.84375 C 3.9375 -0.765625 3.28125 -0.765625 3.0625 -0.765625 Z M 1.265625 -0.765625 \" style=\"stroke:none;\"/>\n",
       "</symbol>\n",
       "<symbol id=\"glyph5-12\" overflow=\"visible\">\n",
       "<path d=\"M 2.9375 -6.375 C 2.9375 -6.625 2.9375 -6.640625 2.703125 -6.640625 C 2.078125 -6 1.203125 -6 0.890625 -6 L 0.890625 -5.6875 C 1.09375 -5.6875 1.671875 -5.6875 2.1875 -5.953125 L 2.1875 -0.78125 C 2.1875 -0.421875 2.15625 -0.3125 1.265625 -0.3125 L 0.953125 -0.3125 L 0.953125 0 C 1.296875 -0.03125 2.15625 -0.03125 2.5625 -0.03125 C 2.953125 -0.03125 3.828125 -0.03125 4.171875 0 L 4.171875 -0.3125 L 3.859375 -0.3125 C 2.953125 -0.3125 2.9375 -0.421875 2.9375 -0.78125 Z M 2.9375 -6.375 \" style=\"stroke:none;\"/>\n",
       "</symbol>\n",
       "<symbol id=\"glyph5-13\" overflow=\"visible\">\n",
       "<path d=\"M 2.25 -6.03125 C 2.25 -6.390625 2.265625 -6.5 3.0625 -6.5 L 3.3125 -6.5 L 3.3125 -6.8125 C 2.96875 -6.78125 2.1875 -6.78125 1.796875 -6.78125 C 1.421875 -6.78125 0.625 -6.78125 0.28125 -6.8125 L 0.28125 -6.5 L 0.53125 -6.5 C 1.328125 -6.5 1.359375 -6.390625 1.359375 -6.03125 L 1.359375 -0.78125 C 1.359375 -0.421875 1.328125 -0.3125 0.53125 -0.3125 L 0.28125 -0.3125 L 0.28125 0 C 0.625 -0.03125 1.421875 -0.03125 1.796875 -0.03125 C 2.1875 -0.03125 2.96875 -0.03125 3.3125 0 L 3.3125 -0.3125 L 3.0625 -0.3125 C 2.265625 -0.3125 2.25 -0.421875 2.25 -0.78125 Z M 2.25 -6.03125 \" style=\"stroke:none;\"/>\n",
       "</symbol>\n",
       "<symbol id=\"glyph5-14\" overflow=\"visible\">\n",
       "<path d=\"M 1.71875 -3.75 L 1.71875 -4.40625 L 0.28125 -4.296875 L 0.28125 -3.984375 C 0.984375 -3.984375 1.0625 -3.921875 1.0625 -3.484375 L 1.0625 1.171875 C 1.0625 1.625 0.953125 1.625 0.28125 1.625 L 0.28125 1.9375 C 0.625 1.921875 1.140625 1.90625 1.390625 1.90625 C 1.671875 1.90625 2.171875 1.921875 2.515625 1.9375 L 2.515625 1.625 C 1.859375 1.625 1.75 1.625 1.75 1.171875 L 1.75 -0.59375 C 1.796875 -0.421875 2.21875 0.109375 2.96875 0.109375 C 4.15625 0.109375 5.1875 -0.875 5.1875 -2.15625 C 5.1875 -3.421875 4.234375 -4.40625 3.109375 -4.40625 C 2.328125 -4.40625 1.90625 -3.96875 1.71875 -3.75 Z M 1.75 -1.140625 L 1.75 -3.359375 C 2.03125 -3.875 2.515625 -4.15625 3.03125 -4.15625 C 3.765625 -4.15625 4.359375 -3.28125 4.359375 -2.15625 C 4.359375 -0.953125 3.671875 -0.109375 2.9375 -0.109375 C 2.53125 -0.109375 2.15625 -0.3125 1.890625 -0.71875 C 1.75 -0.921875 1.75 -0.9375 1.75 -1.140625 Z M 1.75 -1.140625 \" style=\"stroke:none;\"/>\n",
       "</symbol>\n",
       "<symbol id=\"glyph5-15\" overflow=\"visible\">\n",
       "<path d=\"M 1.765625 -6.921875 L 0.328125 -6.8125 L 0.328125 -6.5 C 1.03125 -6.5 1.109375 -6.4375 1.109375 -5.9375 L 1.109375 -0.75 C 1.109375 -0.3125 1 -0.3125 0.328125 -0.3125 L 0.328125 0 C 0.65625 -0.015625 1.1875 -0.03125 1.4375 -0.03125 C 1.6875 -0.03125 2.171875 -0.015625 2.546875 0 L 2.546875 -0.3125 C 1.875 -0.3125 1.765625 -0.3125 1.765625 -0.75 Z M 1.765625 -6.921875 \" style=\"stroke:none;\"/>\n",
       "</symbol>\n",
       "<symbol id=\"glyph5-16\" overflow=\"visible\">\n",
       "<path d=\"M 3.3125 -0.75 C 3.359375 -0.359375 3.625 0.0625 4.09375 0.0625 C 4.3125 0.0625 4.921875 -0.078125 4.921875 -0.890625 L 4.921875 -1.453125 L 4.671875 -1.453125 L 4.671875 -0.890625 C 4.671875 -0.3125 4.421875 -0.25 4.3125 -0.25 C 3.984375 -0.25 3.9375 -0.703125 3.9375 -0.75 L 3.9375 -2.734375 C 3.9375 -3.15625 3.9375 -3.546875 3.578125 -3.921875 C 3.1875 -4.3125 2.6875 -4.46875 2.21875 -4.46875 C 1.390625 -4.46875 0.703125 -4 0.703125 -3.34375 C 0.703125 -3.046875 0.90625 -2.875 1.171875 -2.875 C 1.453125 -2.875 1.625 -3.078125 1.625 -3.328125 C 1.625 -3.453125 1.578125 -3.78125 1.109375 -3.78125 C 1.390625 -4.140625 1.875 -4.25 2.1875 -4.25 C 2.6875 -4.25 3.25 -3.859375 3.25 -2.96875 L 3.25 -2.609375 C 2.734375 -2.578125 2.046875 -2.546875 1.421875 -2.25 C 0.671875 -1.90625 0.421875 -1.390625 0.421875 -0.953125 C 0.421875 -0.140625 1.390625 0.109375 2.015625 0.109375 C 2.671875 0.109375 3.125 -0.296875 3.3125 -0.75 Z M 3.25 -2.390625 L 3.25 -1.390625 C 3.25 -0.453125 2.53125 -0.109375 2.078125 -0.109375 C 1.59375 -0.109375 1.1875 -0.453125 1.1875 -0.953125 C 1.1875 -1.5 1.609375 -2.328125 3.25 -2.390625 Z M 3.25 -2.390625 \" style=\"stroke:none;\"/>\n",
       "</symbol>\n",
       "<symbol id=\"glyph5-17\" overflow=\"visible\">\n",
       "<path d=\"M 4.140625 -3.34375 C 4.390625 -3.984375 4.90625 -3.984375 5.0625 -3.984375 L 5.0625 -4.296875 C 4.828125 -4.28125 4.546875 -4.265625 4.3125 -4.265625 C 4.140625 -4.265625 3.671875 -4.28125 3.453125 -4.296875 L 3.453125 -3.984375 C 3.765625 -3.984375 3.921875 -3.8125 3.921875 -3.5625 C 3.921875 -3.453125 3.90625 -3.4375 3.859375 -3.3125 L 2.84375 -0.875 L 1.75 -3.546875 C 1.703125 -3.65625 1.6875 -3.6875 1.6875 -3.734375 C 1.6875 -3.984375 2.046875 -3.984375 2.25 -3.984375 L 2.25 -4.296875 C 1.984375 -4.28125 1.328125 -4.265625 1.15625 -4.265625 C 0.890625 -4.265625 0.484375 -4.28125 0.1875 -4.296875 L 0.1875 -3.984375 C 0.671875 -3.984375 0.859375 -3.984375 1 -3.640625 L 2.5 0 C 2.4375 0.125 2.296875 0.453125 2.25 0.59375 C 2.03125 1.140625 1.75 1.828125 1.109375 1.828125 C 1.0625 1.828125 0.828125 1.828125 0.640625 1.640625 C 0.953125 1.609375 1.03125 1.390625 1.03125 1.21875 C 1.03125 0.96875 0.84375 0.8125 0.609375 0.8125 C 0.40625 0.8125 0.1875 0.9375 0.1875 1.234375 C 0.1875 1.6875 0.609375 2.046875 1.109375 2.046875 C 1.734375 2.046875 2.140625 1.46875 2.375 0.90625 Z M 4.140625 -3.34375 \" style=\"stroke:none;\"/>\n",
       "</symbol>\n",
       "<symbol id=\"glyph5-18\" overflow=\"visible\">\n",
       "<path d=\"M 7.1875 -3.375 C 7.1875 -5.40625 5.6875 -7.03125 3.875 -7.03125 C 2.078125 -7.03125 0.5625 -5.4375 0.5625 -3.375 C 0.5625 -1.328125 2.09375 0.21875 3.875 0.21875 C 5.6875 0.21875 7.1875 -1.359375 7.1875 -3.375 Z M 3.875 -0.046875 C 2.921875 -0.046875 1.578125 -0.921875 1.578125 -3.515625 C 1.578125 -6.09375 3.046875 -6.78125 3.875 -6.78125 C 4.734375 -6.78125 6.15625 -6.078125 6.15625 -3.515625 C 6.15625 -0.875 4.796875 -0.046875 3.875 -0.046875 Z M 3.875 -0.046875 \" style=\"stroke:none;\"/>\n",
       "</symbol>\n",
       "</g>\n",
       "</defs>\n",
       "<g id=\"surface1\">\n",
       "<path d=\"M 61.660156 32.3125 C 61.660156 30.355469 60.070312 28.769531 58.113281 28.769531 C 56.15625 28.769531 54.570312 30.355469 54.570312 32.3125 C 54.570312 34.269531 56.15625 35.855469 58.113281 35.855469 C 60.070312 35.855469 61.660156 34.269531 61.660156 32.3125 Z M 61.660156 32.3125 \" style=\" stroke:none;fill-rule:nonzero;fill:rgb(25.999451%,25.999451%,25.999451%);fill-opacity:1;\"/>\n",
       "<g style=\"fill:rgb(0%,0%,0%);fill-opacity:1;\">\n",
       "  <use x=\"27.821\" xlink:href=\"#glyph0-1\" y=\"33.708\"/>\n",
       "</g>\n",
       "<g style=\"fill:rgb(0%,0%,0%);fill-opacity:1;\">\n",
       "  <use x=\"33.515\" xlink:href=\"#glyph1-1\" y=\"35.203\"/>\n",
       "</g>\n",
       "<path d=\"M -5.197031 -27.3515 L -16.611094 -27.3515 \" style=\"fill:none;stroke-width:0.3985;stroke-linecap:butt;stroke-linejoin:miter;stroke:rgb(0%,0%,0%);stroke-opacity:1;stroke-miterlimit:10;\" transform=\"matrix(1,0,0,-1,58.115,4.961)\"/>\n",
       "<path d=\"M -1.195204 1.59277 C -1.097548 0.995114 0.00010875 0.100583 0.296984 -0.00098 C 0.00010875 -0.0986362 -1.097548 -0.997074 -1.195204 -1.59473 \" style=\"fill:none;stroke-width:0.31879;stroke-linecap:round;stroke-linejoin:round;stroke:rgb(0%,0%,0%);stroke-opacity:1;stroke-miterlimit:10;\" transform=\"matrix(1,0,0,-1,52.91786,32.31152)\"/>\n",
       "<path d=\"M 61.660156 60.660156 C 61.660156 58.703125 60.070312 57.113281 58.113281 57.113281 C 56.15625 57.113281 54.570312 58.703125 54.570312 60.660156 C 54.570312 62.617188 56.15625 64.203125 58.113281 64.203125 C 60.070312 64.203125 61.660156 62.617188 61.660156 60.660156 Z M 61.660156 60.660156 \" style=\" stroke:none;fill-rule:nonzero;fill:rgb(25.999451%,25.999451%,25.999451%);fill-opacity:1;\"/>\n",
       "<g style=\"fill:rgb(0%,0%,0%);fill-opacity:1;\">\n",
       "  <use x=\"27.821\" xlink:href=\"#glyph0-1\" y=\"62.055\"/>\n",
       "</g>\n",
       "<g style=\"fill:rgb(0%,0%,0%);fill-opacity:1;\">\n",
       "  <use x=\"33.515\" xlink:href=\"#glyph1-2\" y=\"63.549\"/>\n",
       "</g>\n",
       "<path d=\"M -5.197031 -55.699156 L -16.611094 -55.699156 \" style=\"fill:none;stroke-width:0.3985;stroke-linecap:butt;stroke-linejoin:miter;stroke:rgb(0%,0%,0%);stroke-opacity:1;stroke-miterlimit:10;\" transform=\"matrix(1,0,0,-1,58.115,4.961)\"/>\n",
       "<path d=\"M -1.195204 1.59586 C -1.097548 0.998204 0.00010875 0.0997663 0.296984 -0.00179625 C 0.00010875 -0.0994525 -1.097548 -0.99789 -1.195204 -1.595546 \" style=\"fill:none;stroke-width:0.31879;stroke-linecap:round;stroke-linejoin:round;stroke:rgb(0%,0%,0%);stroke-opacity:1;stroke-miterlimit:10;\" transform=\"matrix(1,0,0,-1,52.91786,60.65836)\"/>\n",
       "<path d=\"M 61.660156 89.003906 C 61.660156 87.046875 60.070312 85.460938 58.113281 85.460938 C 56.15625 85.460938 54.570312 87.046875 54.570312 89.003906 C 54.570312 90.960938 56.15625 92.546875 58.113281 92.546875 C 60.070312 92.546875 61.660156 90.960938 61.660156 89.003906 Z M 61.660156 89.003906 \" style=\" stroke:none;fill-rule:nonzero;fill:rgb(25.999451%,25.999451%,25.999451%);fill-opacity:1;\"/>\n",
       "<g style=\"fill:rgb(0%,0%,0%);fill-opacity:1;\">\n",
       "  <use x=\"27.821\" xlink:href=\"#glyph0-1\" y=\"90.401\"/>\n",
       "</g>\n",
       "<g style=\"fill:rgb(0%,0%,0%);fill-opacity:1;\">\n",
       "  <use x=\"33.515\" xlink:href=\"#glyph1-3\" y=\"91.896\"/>\n",
       "</g>\n",
       "<path d=\"M -5.197031 -84.042906 L -16.611094 -84.042906 \" style=\"fill:none;stroke-width:0.3985;stroke-linecap:butt;stroke-linejoin:miter;stroke:rgb(0%,0%,0%);stroke-opacity:1;stroke-miterlimit:10;\" transform=\"matrix(1,0,0,-1,58.115,4.961)\"/>\n",
       "<path d=\"M -1.195204 1.595014 C -1.097548 0.997358 0.00010875 0.09892 0.296984 0.00126375 C 0.00010875 -0.100299 -1.097548 -0.99483 -1.195204 -1.592486 \" style=\"fill:none;stroke-width:0.31879;stroke-linecap:round;stroke-linejoin:round;stroke:rgb(0%,0%,0%);stroke-opacity:1;stroke-miterlimit:10;\" transform=\"matrix(1,0,0,-1,52.91786,89.00517)\"/>\n",
       "<path d=\"M 61.660156 117.351562 C 61.660156 115.394531 60.070312 113.808594 58.113281 113.808594 C 56.15625 113.808594 54.570312 115.394531 54.570312 117.351562 C 54.570312 119.308594 56.15625 120.894531 58.113281 120.894531 C 60.070312 120.894531 61.660156 119.308594 61.660156 117.351562 Z M 61.660156 117.351562 \" style=\" stroke:none;fill-rule:nonzero;fill:rgb(25.999451%,25.999451%,25.999451%);fill-opacity:1;\"/>\n",
       "<g style=\"fill:rgb(0%,0%,0%);fill-opacity:1;\">\n",
       "  <use x=\"27.821\" xlink:href=\"#glyph0-1\" y=\"118.748\"/>\n",
       "</g>\n",
       "<g style=\"fill:rgb(0%,0%,0%);fill-opacity:1;\">\n",
       "  <use x=\"33.515\" xlink:href=\"#glyph1-4\" y=\"120.242\"/>\n",
       "</g>\n",
       "<path d=\"M -5.197031 -112.390562 L -16.611094 -112.390562 \" style=\"fill:none;stroke-width:0.3985;stroke-linecap:butt;stroke-linejoin:miter;stroke:rgb(0%,0%,0%);stroke-opacity:1;stroke-miterlimit:10;\" transform=\"matrix(1,0,0,-1,58.115,4.961)\"/>\n",
       "<path d=\"M -1.195204 1.594188 C -1.097548 0.996531 0.00010875 0.0980938 0.296984 0.0004375 C 0.00010875 -0.101125 -1.097548 -0.995656 -1.195204 -1.593312 \" style=\"fill:none;stroke-width:0.31879;stroke-linecap:round;stroke-linejoin:round;stroke:rgb(0%,0%,0%);stroke-opacity:1;stroke-miterlimit:10;\" transform=\"matrix(1,0,0,-1,52.91786,117.352)\"/>\n",
       "<path d=\"M 61.660156 145.699219 C 61.660156 143.742188 60.070312 142.15625 58.113281 142.15625 C 56.15625 142.15625 54.570312 143.742188 54.570312 145.699219 C 54.570312 147.65625 56.15625 149.242188 58.113281 149.242188 C 60.070312 149.242188 61.660156 147.65625 61.660156 145.699219 Z M 61.660156 145.699219 \" style=\" stroke:none;fill-rule:nonzero;fill:rgb(25.999451%,25.999451%,25.999451%);fill-opacity:1;\"/>\n",
       "<g style=\"fill:rgb(0%,0%,0%);fill-opacity:1;\">\n",
       "  <use x=\"27.821\" xlink:href=\"#glyph0-1\" y=\"147.094\"/>\n",
       "</g>\n",
       "<g style=\"fill:rgb(0%,0%,0%);fill-opacity:1;\">\n",
       "  <use x=\"33.515\" xlink:href=\"#glyph1-5\" y=\"148.589\"/>\n",
       "</g>\n",
       "<path d=\"M -5.197031 -140.738219 L -16.611094 -140.738219 \" style=\"fill:none;stroke-width:0.3985;stroke-linecap:butt;stroke-linejoin:miter;stroke:rgb(0%,0%,0%);stroke-opacity:1;stroke-miterlimit:10;\" transform=\"matrix(1,0,0,-1,58.115,4.961)\"/>\n",
       "<path d=\"M -1.195204 1.593351 C -1.097548 0.995695 0.00010875 0.101164 0.296984 -0.00039875 C 0.00010875 -0.098055 -1.097548 -0.996492 -1.195204 -1.594149 \" style=\"fill:none;stroke-width:0.31879;stroke-linecap:round;stroke-linejoin:round;stroke:rgb(0%,0%,0%);stroke-opacity:1;stroke-miterlimit:10;\" transform=\"matrix(1,0,0,-1,52.91786,145.69882)\"/>\n",
       "<path d=\"M 61.660156 174.046875 C 61.660156 172.089844 60.070312 170.503906 58.113281 170.503906 C 56.15625 170.503906 54.570312 172.089844 54.570312 174.046875 C 54.570312 176.003906 56.15625 177.589844 58.113281 177.589844 C 60.070312 177.589844 61.660156 176.003906 61.660156 174.046875 Z M 61.660156 174.046875 \" style=\" stroke:none;fill-rule:nonzero;fill:rgb(25.999451%,25.999451%,25.999451%);fill-opacity:1;\"/>\n",
       "<g style=\"fill:rgb(0%,0%,0%);fill-opacity:1;\">\n",
       "  <use x=\"27.821\" xlink:href=\"#glyph0-1\" y=\"175.441\"/>\n",
       "</g>\n",
       "<g style=\"fill:rgb(0%,0%,0%);fill-opacity:1;\">\n",
       "  <use x=\"33.515\" xlink:href=\"#glyph1-6\" y=\"176.935\"/>\n",
       "</g>\n",
       "<path d=\"M -5.197031 -169.085875 L -16.611094 -169.085875 \" style=\"fill:none;stroke-width:0.3985;stroke-linecap:butt;stroke-linejoin:miter;stroke:rgb(0%,0%,0%);stroke-opacity:1;stroke-miterlimit:10;\" transform=\"matrix(1,0,0,-1,58.115,4.961)\"/>\n",
       "<path d=\"M -1.195204 1.592515 C -1.097548 0.994859 0.00010875 0.100328 0.296984 -0.001235 C 0.00010875 -0.0988912 -1.097548 -0.997329 -1.195204 -1.594985 \" style=\"fill:none;stroke-width:0.31879;stroke-linecap:round;stroke-linejoin:round;stroke:rgb(0%,0%,0%);stroke-opacity:1;stroke-miterlimit:10;\" transform=\"matrix(1,0,0,-1,52.91786,174.04564)\"/>\n",
       "<path d=\"M 153.644531 47.480469 C 153.644531 41.6875 148.949219 36.992188 143.15625 36.992188 C 137.363281 36.992188 132.667969 41.6875 132.667969 47.480469 C 132.667969 53.273438 137.363281 57.96875 143.15625 57.96875 C 148.949219 57.96875 153.644531 53.273438 153.644531 47.480469 Z M 153.644531 47.480469 \" style=\" stroke:none;fill-rule:nonzero;fill:rgb(43.998718%,43.998718%,100%);fill-opacity:1;\"/>\n",
       "<path d=\"M -5.669625 -2.8325 L -5.439156 -2.828594 L -5.204781 -2.828594 L -4.513375 -2.816875 L -4.279 -2.809062 L -4.048531 -2.797344 L -3.818062 -2.781719 L -3.587594 -2.762187 L -3.357125 -2.734844 L -3.12275 -2.699687 L -2.892281 -2.648906 L -2.661812 -2.5825 L -2.431344 -2.48875 L -2.196969 -2.367656 L -1.9665 -2.2075 L -1.736031 -2.000469 L -1.505562 -1.73875 L -1.271187 -1.422344 L -1.040719 -1.047344 L -0.81025 -0.625469 L -0.579781 -0.17625 L -0.345406 0.288594 L -0.114937 0.733906 L 0.115531 1.144063 L 0.346 1.503438 L 0.576469 1.808125 L 0.810844 2.054219 L 1.041313 2.249531 L 1.271781 2.397969 L 1.50225 2.515156 L 1.736625 2.601094 L 1.967094 2.663594 L 2.197563 2.710469 L 2.428031 2.745625 L 2.662406 2.769063 L 2.892875 2.788594 L 3.123344 2.800313 L 3.353813 2.808125 L 3.588188 2.815938 L 4.279594 2.827656 L 4.510063 2.827656 L 4.744438 2.831563 L 5.670219 2.831563 \" style=\"fill:none;stroke-width:1.41731;stroke-linecap:butt;stroke-linejoin:miter;stroke:rgb(0%,0%,0%);stroke-opacity:1;stroke-miterlimit:10;\" transform=\"matrix(1,0,0,-1,143.154,47.48)\"/>\n",
       "<path d=\"M 153.644531 75.828125 C 153.644531 70.035156 148.949219 65.339844 143.15625 65.339844 C 137.363281 65.339844 132.667969 70.035156 132.667969 75.828125 C 132.667969 81.621094 137.363281 86.316406 143.15625 86.316406 C 148.949219 86.316406 153.644531 81.621094 153.644531 75.828125 Z M 153.644531 75.828125 \" style=\" stroke:none;fill-rule:nonzero;fill:rgb(43.998718%,43.998718%,100%);fill-opacity:1;\"/>\n",
       "<path d=\"M -5.669625 -2.82925 L -5.204781 -2.82925 L -4.743844 -2.821437 L -4.513375 -2.813625 L -4.279 -2.809719 L -4.048531 -2.798 L -3.818062 -2.782375 L -3.587594 -2.762844 L -3.357125 -2.7355 L -3.12275 -2.700344 L -2.892281 -2.649562 L -2.661812 -2.57925 L -2.431344 -2.489406 L -2.196969 -2.368312 L -1.9665 -2.208156 L -1.736031 -2.001125 L -1.505562 -1.739406 L -1.271187 -1.423 L -1.040719 -1.048 L -0.81025 -0.626125 L -0.579781 -0.173 L -0.345406 0.287938 L -0.114937 0.73325 L 0.115531 1.143406 L 0.346 1.506688 L 0.576469 1.807469 L 0.810844 2.053563 L 1.041313 2.248875 L 1.271781 2.401219 L 1.50225 2.5145 L 1.736625 2.600438 L 1.967094 2.662938 L 2.197563 2.709813 L 2.428031 2.744969 L 2.662406 2.768406 L 2.892875 2.787938 L 3.353813 2.811375 L 3.588188 2.815281 L 3.818656 2.823094 L 4.049125 2.823094 L 4.510063 2.830906 L 4.974906 2.830906 L 5.205375 2.834813 L 5.670219 2.834813 \" style=\"fill:none;stroke-width:1.41731;stroke-linecap:butt;stroke-linejoin:miter;stroke:rgb(0%,0%,0%);stroke-opacity:1;stroke-miterlimit:10;\" transform=\"matrix(1,0,0,-1,143.154,75.827)\"/>\n",
       "<path d=\"M 153.644531 104.175781 C 153.644531 98.382812 148.949219 93.6875 143.15625 93.6875 C 137.363281 93.6875 132.667969 98.382812 132.667969 104.175781 C 132.667969 109.96875 137.363281 114.664062 143.15625 114.664062 C 148.949219 114.664062 153.644531 109.96875 153.644531 104.175781 Z M 153.644531 104.175781 \" style=\" stroke:none;fill-rule:nonzero;fill:rgb(43.998718%,43.998718%,100%);fill-opacity:1;\"/>\n",
       "<path d=\"M -5.669625 -2.830906 L -5.439156 -2.830906 L -5.204781 -2.827 L -4.513375 -2.815281 L -4.279 -2.807469 L -3.818062 -2.784031 L -3.587594 -2.7645 L -3.357125 -2.737156 L -3.12275 -2.698094 L -2.892281 -2.651219 L -2.661812 -2.580906 L -2.431344 -2.491062 L -2.196969 -2.366062 L -1.9665 -2.205906 L -1.736031 -1.998875 L -1.505562 -1.741062 L -1.271187 -1.42075 L -1.040719 -1.049656 L -0.81025 -0.627781 L -0.579781 -0.174656 L -0.345406 0.286281 L -0.114937 0.7355 L 0.115531 1.145656 L 0.346 1.505031 L 0.576469 1.809719 L 0.810844 2.055813 L 1.041313 2.247219 L 1.271781 2.399563 L 1.50225 2.512844 L 1.736625 2.598781 L 1.967094 2.665188 L 2.197563 2.708156 L 2.428031 2.743313 L 2.662406 2.770656 L 3.123344 2.801906 L 3.353813 2.809719 L 3.588188 2.817531 L 4.279594 2.82925 L 4.744438 2.82925 L 4.974906 2.833156 L 5.670219 2.833156 \" style=\"fill:none;stroke-width:1.41731;stroke-linecap:butt;stroke-linejoin:miter;stroke:rgb(0%,0%,0%);stroke-opacity:1;stroke-miterlimit:10;\" transform=\"matrix(1,0,0,-1,143.154,104.173)\"/>\n",
       "<path d=\"M 153.644531 132.523438 C 153.644531 126.730469 148.949219 122.035156 143.15625 122.035156 C 137.363281 122.035156 132.667969 126.730469 132.667969 132.523438 C 132.667969 138.3125 137.363281 143.011719 143.15625 143.011719 C 148.949219 143.011719 153.644531 138.3125 153.644531 132.523438 Z M 153.644531 132.523438 \" style=\" stroke:none;fill-rule:nonzero;fill:rgb(43.998718%,43.998718%,100%);fill-opacity:1;\"/>\n",
       "<path d=\"M -5.669625 -2.831562 L -5.439156 -2.827656 L -5.204781 -2.827656 L -4.513375 -2.815937 L -4.279 -2.808125 L -3.818062 -2.784687 L -3.587594 -2.765156 L -3.357125 -2.737812 L -3.12275 -2.69875 L -2.892281 -2.647969 L -2.661812 -2.581562 L -2.431344 -2.487812 L -2.196969 -2.366719 L -1.9665 -2.206562 L -1.736031 -1.999531 L -1.505562 -1.737812 L -1.271187 -1.421406 L -1.040719 -1.046406 L -0.81025 -0.628437 L -0.579781 -0.175312 L -0.345406 0.285625 L -0.114937 0.734844 L 0.115531 1.145 L 0.346 1.504375 L 0.576469 1.809063 L 0.810844 2.055156 L 1.041313 2.250469 L 1.271781 2.398906 L 1.50225 2.516094 L 1.736625 2.598125 L 1.967094 2.664531 L 2.197563 2.711406 L 2.428031 2.742656 L 2.662406 2.77 L 3.123344 2.80125 L 3.353813 2.809063 L 3.588188 2.816875 L 4.279594 2.828594 L 4.510063 2.828594 L 4.744438 2.8325 L 5.670219 2.8325 \" style=\"fill:none;stroke-width:1.41731;stroke-linecap:butt;stroke-linejoin:miter;stroke:rgb(0%,0%,0%);stroke-opacity:1;stroke-miterlimit:10;\" transform=\"matrix(1,0,0,-1,143.154,132.52)\"/>\n",
       "<path d=\"M 153.644531 160.867188 C 153.644531 155.074219 148.949219 150.378906 143.15625 150.378906 C 137.363281 150.378906 132.667969 155.074219 132.667969 160.867188 C 132.667969 166.660156 137.363281 171.355469 143.15625 171.355469 C 148.949219 171.355469 153.644531 166.660156 153.644531 160.867188 Z M 153.644531 160.867188 \" style=\" stroke:none;fill-rule:nonzero;fill:rgb(43.998718%,43.998718%,100%);fill-opacity:1;\"/>\n",
       "<path d=\"M -5.669625 -2.829312 L -5.439156 -2.829312 L -5.204781 -2.825406 L -4.974312 -2.825406 L -4.743844 -2.8215 L -4.513375 -2.813687 L -4.279 -2.805875 L -4.048531 -2.798062 L -3.818062 -2.782437 L -3.587594 -2.762906 L -3.357125 -2.735562 L -3.12275 -2.700406 L -2.892281 -2.649625 L -2.661812 -2.579312 L -2.431344 -2.489469 L -2.196969 -2.368375 L -1.9665 -2.208219 L -1.736031 -2.001187 L -1.505562 -1.739469 L -1.271187 -1.423062 L -1.040719 -1.048062 L -0.81025 -0.626187 L -0.579781 -0.173062 L -0.345406 0.287875 L -0.114937 0.733188 L 0.115531 1.143344 L 0.346 1.506625 L 0.576469 1.807406 L 0.810844 2.0535 L 1.041313 2.248813 L 1.271781 2.401156 L 1.50225 2.514438 L 1.736625 2.600375 L 1.967094 2.662875 L 2.197563 2.70975 L 2.428031 2.744906 L 2.662406 2.768344 L 2.892875 2.787875 L 3.353813 2.811313 L 3.588188 2.815219 L 3.818656 2.823031 L 4.049125 2.826938 L 4.279594 2.826938 L 4.510063 2.830844 L 4.974906 2.830844 L 5.205375 2.83475 L 5.670219 2.83475 \" style=\"fill:none;stroke-width:1.41731;stroke-linecap:butt;stroke-linejoin:miter;stroke:rgb(0%,0%,0%);stroke-opacity:1;stroke-miterlimit:10;\" transform=\"matrix(1,0,0,-1,143.154,160.866)\"/>\n",
       "<path d=\"M 238.683594 75.828125 C 238.683594 70.035156 233.988281 65.339844 228.195312 65.339844 C 222.402344 65.339844 217.707031 70.035156 217.707031 75.828125 C 217.707031 81.621094 222.402344 86.316406 228.195312 86.316406 C 233.988281 86.316406 238.683594 81.621094 238.683594 75.828125 Z M 238.683594 75.828125 \" style=\" stroke:none;fill-rule:nonzero;fill:rgb(61.999512%,61.999512%,100%);fill-opacity:1;\"/>\n",
       "<path d=\"M -5.670562 -2.82925 L -5.205719 -2.82925 L -4.744781 -2.821437 L -4.510406 -2.813625 L -4.279937 -2.809719 L -4.049469 -2.798 L -3.819 -2.782375 L -3.588531 -2.762844 L -3.354156 -2.7355 L -3.123687 -2.700344 L -2.893219 -2.649562 L -2.66275 -2.57925 L -2.428375 -2.489406 L -2.197906 -2.368312 L -1.967437 -2.208156 L -1.736969 -2.001125 L -1.502594 -1.739406 L -1.272125 -1.423 L -1.041656 -1.048 L -0.811187 -0.626125 L -0.576812 -0.173 L -0.346344 0.287938 L -0.115875 0.73325 L 0.114594 1.143406 L 0.345063 1.506688 L 0.579438 1.807469 L 0.809906 2.053563 L 1.040375 2.248875 L 1.270844 2.401219 L 1.505219 2.5145 L 1.735688 2.600438 L 1.966156 2.662938 L 2.196625 2.709813 L 2.431 2.744969 L 2.661469 2.768406 L 2.891938 2.787938 L 3.122406 2.799656 L 3.356781 2.811375 L 3.58725 2.815281 L 3.817719 2.823094 L 4.048188 2.823094 L 4.278656 2.827 L 4.513031 2.830906 L 4.973969 2.830906 L 5.204438 2.834813 L 5.669281 2.834813 \" style=\"fill:none;stroke-width:1.41731;stroke-linecap:butt;stroke-linejoin:miter;stroke:rgb(0%,0%,0%);stroke-opacity:1;stroke-miterlimit:10;\" transform=\"matrix(1,0,0,-1,228.194,75.827)\"/>\n",
       "<path d=\"M 238.683594 104.175781 C 238.683594 98.382812 233.988281 93.6875 228.195312 93.6875 C 222.402344 93.6875 217.707031 98.382812 217.707031 104.175781 C 217.707031 109.96875 222.402344 114.664062 228.195312 114.664062 C 233.988281 114.664062 238.683594 109.96875 238.683594 104.175781 Z M 238.683594 104.175781 \" style=\" stroke:none;fill-rule:nonzero;fill:rgb(61.999512%,61.999512%,100%);fill-opacity:1;\"/>\n",
       "<path d=\"M -5.670562 -2.830906 L -5.436187 -2.830906 L -4.744781 -2.819187 L -4.510406 -2.815281 L -4.279937 -2.807469 L -3.819 -2.784031 L -3.588531 -2.7645 L -3.354156 -2.737156 L -3.123687 -2.698094 L -2.893219 -2.651219 L -2.66275 -2.580906 L -2.428375 -2.491062 L -2.197906 -2.366062 L -1.967437 -2.205906 L -1.736969 -1.998875 L -1.502594 -1.741062 L -1.272125 -1.42075 L -1.041656 -1.049656 L -0.811187 -0.627781 L -0.576812 -0.174656 L -0.346344 0.286281 L -0.115875 0.7355 L 0.114594 1.145656 L 0.345063 1.505031 L 0.579438 1.809719 L 0.809906 2.055813 L 1.040375 2.247219 L 1.270844 2.399563 L 1.505219 2.512844 L 1.735688 2.598781 L 1.966156 2.665188 L 2.196625 2.708156 L 2.431 2.743313 L 2.661469 2.770656 L 3.122406 2.801906 L 3.356781 2.809719 L 3.58725 2.817531 L 4.278656 2.82925 L 4.7435 2.82925 L 4.973969 2.833156 L 5.669281 2.833156 \" style=\"fill:none;stroke-width:1.41731;stroke-linecap:butt;stroke-linejoin:miter;stroke:rgb(0%,0%,0%);stroke-opacity:1;stroke-miterlimit:10;\" transform=\"matrix(1,0,0,-1,228.194,104.173)\"/>\n",
       "<path d=\"M 238.683594 132.523438 C 238.683594 126.730469 233.988281 122.035156 228.195312 122.035156 C 222.402344 122.035156 217.707031 126.730469 217.707031 132.523438 C 217.707031 138.3125 222.402344 143.011719 228.195312 143.011719 C 233.988281 143.011719 238.683594 138.3125 238.683594 132.523438 Z M 238.683594 132.523438 \" style=\" stroke:none;fill-rule:nonzero;fill:rgb(61.999512%,61.999512%,100%);fill-opacity:1;\"/>\n",
       "<path d=\"M -5.670562 -2.831562 L -5.436187 -2.827656 L -5.205719 -2.827656 L -4.744781 -2.819844 L -4.510406 -2.815937 L -4.279937 -2.808125 L -3.819 -2.784687 L -3.588531 -2.765156 L -3.354156 -2.737812 L -3.123687 -2.69875 L -2.893219 -2.647969 L -2.66275 -2.581562 L -2.428375 -2.487812 L -2.197906 -2.366719 L -1.967437 -2.206562 L -1.736969 -1.999531 L -1.502594 -1.737812 L -1.272125 -1.421406 L -1.041656 -1.046406 L -0.811187 -0.628437 L -0.576812 -0.175312 L -0.346344 0.285625 L -0.115875 0.734844 L 0.114594 1.145 L 0.345063 1.504375 L 0.579438 1.809063 L 0.809906 2.055156 L 1.040375 2.250469 L 1.270844 2.398906 L 1.505219 2.516094 L 1.735688 2.598125 L 1.966156 2.664531 L 2.196625 2.711406 L 2.431 2.742656 L 2.661469 2.77 L 3.122406 2.80125 L 3.356781 2.809063 L 3.58725 2.816875 L 4.278656 2.828594 L 4.513031 2.828594 L 4.7435 2.8325 L 5.669281 2.8325 \" style=\"fill:none;stroke-width:1.41731;stroke-linecap:butt;stroke-linejoin:miter;stroke:rgb(0%,0%,0%);stroke-opacity:1;stroke-miterlimit:10;\" transform=\"matrix(1,0,0,-1,228.194,132.52)\"/>\n",
       "<path d=\"M 323.726562 90 C 323.726562 84.207031 319.027344 79.511719 313.238281 79.511719 C 307.445312 79.511719 302.746094 84.207031 302.746094 90 C 302.746094 95.792969 307.445312 100.488281 313.238281 100.488281 C 319.027344 100.488281 323.726562 95.792969 323.726562 90 Z M 323.726562 90 \" style=\" stroke:none;fill-rule:nonzero;fill:rgb(79.998779%,79.998779%,100%);fill-opacity:1;\"/>\n",
       "<path d=\"M -5.6705 -2.832031 L -5.436125 -2.828125 L -5.205656 -2.828125 L -4.744719 -2.820312 L -4.510344 -2.816406 L -4.279875 -2.808594 L -3.818938 -2.785156 L -3.588469 -2.765625 L -3.354094 -2.738281 L -3.123625 -2.699219 L -2.893156 -2.648437 L -2.662688 -2.582031 L -2.428313 -2.488281 L -2.197844 -2.367187 L -1.967375 -2.207031 L -1.736906 -2 L -1.502531 -1.738281 L -1.272063 -1.421875 L -1.041594 -1.046875 L -0.811125 -0.628906 L -0.57675 -0.175781 L -0.346281 0.285156 L -0.115813 0.734375 L 0.114656 1.144531 L 0.345125 1.503906 L 0.5795 1.808594 L 0.809969 2.054688 L 1.040437 2.25 L 1.270906 2.398438 L 1.505281 2.515625 L 1.73575 2.601563 L 1.966219 2.664063 L 2.196687 2.710938 L 2.431062 2.742188 L 2.661531 2.769531 L 3.122469 2.800781 L 3.356844 2.808594 L 3.587312 2.816406 L 4.278719 2.828125 L 4.513094 2.828125 L 4.743562 2.832031 L 5.669344 2.832031 \" style=\"fill:none;stroke-width:1.41731;stroke-linecap:butt;stroke-linejoin:miter;stroke:rgb(0%,0%,0%);stroke-opacity:1;stroke-miterlimit:10;\" transform=\"matrix(1,0,0,-1,313.233,90)\"/>\n",
       "<path d=\"M 323.726562 118.347656 C 323.726562 112.554688 319.027344 107.859375 313.238281 107.859375 C 307.445312 107.859375 302.746094 112.554688 302.746094 118.347656 C 302.746094 124.140625 307.445312 128.835938 313.238281 128.835938 C 319.027344 128.835938 323.726562 124.140625 323.726562 118.347656 Z M 323.726562 118.347656 \" style=\" stroke:none;fill-rule:nonzero;fill:rgb(79.998779%,79.998779%,100%);fill-opacity:1;\"/>\n",
       "<path d=\"M -5.6705 -2.829781 L -5.436125 -2.829781 L -5.205656 -2.825875 L -4.975188 -2.825875 L -4.744719 -2.821969 L -4.510344 -2.814156 L -4.049406 -2.798531 L -3.818938 -2.782906 L -3.588469 -2.763375 L -3.354094 -2.736031 L -3.123625 -2.700875 L -2.893156 -2.650094 L -2.662688 -2.579781 L -2.428313 -2.489937 L -2.197844 -2.368844 L -1.967375 -2.204781 L -1.736906 -1.99775 L -1.502531 -1.739937 L -1.272063 -1.423531 L -1.041594 -1.048531 L -0.811125 -0.626656 L -0.57675 -0.173531 L -0.346281 0.287406 L -0.115813 0.732719 L 0.114656 1.142875 L 0.345125 1.506156 L 0.5795 1.806938 L 0.809969 2.053031 L 1.040437 2.248344 L 1.270906 2.400688 L 1.505281 2.513969 L 1.73575 2.599906 L 1.966219 2.662406 L 2.196687 2.709281 L 2.431062 2.744438 L 2.661531 2.767875 L 2.892 2.787406 L 3.122469 2.799125 L 3.356844 2.810844 L 3.587312 2.81475 L 3.817781 2.822563 L 4.04825 2.826469 L 4.278719 2.826469 L 4.513094 2.830375 L 4.974031 2.830375 L 5.2045 2.834281 L 5.669344 2.834281 \" style=\"fill:none;stroke-width:1.41731;stroke-linecap:butt;stroke-linejoin:miter;stroke:rgb(0%,0%,0%);stroke-opacity:1;stroke-miterlimit:10;\" transform=\"matrix(1,0,0,-1,313.233,118.346)\"/>\n",
       "<path d=\"M 408.765625 61.65625 C 408.765625 55.863281 404.070312 51.167969 398.277344 51.167969 C 392.484375 51.167969 387.789062 55.863281 387.789062 61.65625 C 387.789062 67.449219 392.484375 72.144531 398.277344 72.144531 C 404.070312 72.144531 408.765625 67.449219 408.765625 61.65625 Z M 408.765625 61.65625 \" style=\" stroke:none;fill-rule:nonzero;fill:rgb(100%,50%,50%);fill-opacity:1;\"/>\n",
       "<path d=\"M -2.127469 -4.25225 L 2.126437 4.251656 \" style=\"fill:none;stroke-width:1.41731;stroke-linecap:butt;stroke-linejoin:miter;stroke:rgb(0%,0%,0%);stroke-opacity:1;stroke-miterlimit:10;\" transform=\"matrix(1,0,0,-1,398.272,61.654)\"/>\n",
       "<g style=\"fill:rgb(0%,0%,0%);fill-opacity:1;\">\n",
       "  <use x=\"425.348\" xlink:href=\"#glyph0-2\" y=\"62.83\"/>\n",
       "</g>\n",
       "<g style=\"fill:rgb(0%,0%,0%);fill-opacity:1;\">\n",
       "  <use x=\"430.233\" xlink:href=\"#glyph1-1\" y=\"64.324\"/>\n",
       "</g>\n",
       "<path d=\"M 351.845937 -56.69525 L 363.26 -56.69525 \" style=\"fill:none;stroke-width:0.3985;stroke-linecap:butt;stroke-linejoin:miter;stroke:rgb(0%,0%,0%);stroke-opacity:1;stroke-miterlimit:10;\" transform=\"matrix(1,0,0,-1,58.115,4.961)\"/>\n",
       "<path d=\"M -1.195053 1.59212 C -1.097396 0.994464 0.00026 0.0999325 0.297135 -0.00163 C 0.00026 -0.0992862 -1.097396 -0.997724 -1.195053 -1.59538 \" style=\"fill:none;stroke-width:0.31879;stroke-linecap:round;stroke-linejoin:round;stroke:rgb(0%,0%,0%);stroke-opacity:1;stroke-miterlimit:10;\" transform=\"matrix(1,0,0,-1,421.37474,61.65462)\"/>\n",
       "<path d=\"M 408.765625 90 C 408.765625 84.207031 404.070312 79.511719 398.277344 79.511719 C 392.484375 79.511719 387.789062 84.207031 387.789062 90 C 387.789062 95.792969 392.484375 100.488281 398.277344 100.488281 C 404.070312 100.488281 408.765625 95.792969 408.765625 90 Z M 408.765625 90 \" style=\" stroke:none;fill-rule:nonzero;fill:rgb(100%,50%,50%);fill-opacity:1;\"/>\n",
       "<path d=\"M -2.127469 -4.25 L 2.126437 4.25 \" style=\"fill:none;stroke-width:1.41731;stroke-linecap:butt;stroke-linejoin:miter;stroke:rgb(0%,0%,0%);stroke-opacity:1;stroke-miterlimit:10;\" transform=\"matrix(1,0,0,-1,398.272,90)\"/>\n",
       "<g style=\"fill:rgb(0%,0%,0%);fill-opacity:1;\">\n",
       "  <use x=\"425.348\" xlink:href=\"#glyph0-2\" y=\"91.176\"/>\n",
       "</g>\n",
       "<g style=\"fill:rgb(0%,0%,0%);fill-opacity:1;\">\n",
       "  <use x=\"430.233\" xlink:href=\"#glyph1-2\" y=\"92.671\"/>\n",
       "</g>\n",
       "<path d=\"M 351.845937 -85.039 L 363.26 -85.039 \" style=\"fill:none;stroke-width:0.3985;stroke-linecap:butt;stroke-linejoin:miter;stroke:rgb(0%,0%,0%);stroke-opacity:1;stroke-miterlimit:10;\" transform=\"matrix(1,0,0,-1,58.115,4.961)\"/>\n",
       "<path d=\"M -1.195053 1.59519 C -1.097396 0.997534 0.00026 0.0990963 0.297135 0.00144 C 0.00026 -0.100122 -1.097396 -0.994654 -1.195053 -1.59231 \" style=\"fill:none;stroke-width:0.31879;stroke-linecap:round;stroke-linejoin:round;stroke:rgb(0%,0%,0%);stroke-opacity:1;stroke-miterlimit:10;\" transform=\"matrix(1,0,0,-1,421.37474,90.00144)\"/>\n",
       "<path d=\"M 408.765625 118.347656 C 408.765625 112.554688 404.070312 107.859375 398.277344 107.859375 C 392.484375 107.859375 387.789062 112.554688 387.789062 118.347656 C 387.789062 124.140625 392.484375 128.835938 398.277344 128.835938 C 404.070312 128.835938 408.765625 124.140625 408.765625 118.347656 Z M 408.765625 118.347656 \" style=\" stroke:none;fill-rule:nonzero;fill:rgb(100%,50%,50%);fill-opacity:1;\"/>\n",
       "<path d=\"M -2.127469 -4.251656 L 2.126437 4.25225 \" style=\"fill:none;stroke-width:1.41731;stroke-linecap:butt;stroke-linejoin:miter;stroke:rgb(0%,0%,0%);stroke-opacity:1;stroke-miterlimit:10;\" transform=\"matrix(1,0,0,-1,398.272,118.346)\"/>\n",
       "<g style=\"fill:rgb(0%,0%,0%);fill-opacity:1;\">\n",
       "  <use x=\"425.348\" xlink:href=\"#glyph0-2\" y=\"119.523\"/>\n",
       "</g>\n",
       "<g style=\"fill:rgb(0%,0%,0%);fill-opacity:1;\">\n",
       "  <use x=\"430.233\" xlink:href=\"#glyph1-3\" y=\"121.017\"/>\n",
       "</g>\n",
       "<path d=\"M 351.845937 -113.386656 L 363.26 -113.386656 \" style=\"fill:none;stroke-width:0.3985;stroke-linecap:butt;stroke-linejoin:miter;stroke:rgb(0%,0%,0%);stroke-opacity:1;stroke-miterlimit:10;\" transform=\"matrix(1,0,0,-1,58.115,4.961)\"/>\n",
       "<path d=\"M -1.195053 1.594364 C -1.097396 0.996708 0.00026 0.09827 0.297135 0.00061375 C 0.00026 -0.100949 -1.097396 -0.99548 -1.195053 -1.593136 \" style=\"fill:none;stroke-width:0.31879;stroke-linecap:round;stroke-linejoin:round;stroke:rgb(0%,0%,0%);stroke-opacity:1;stroke-miterlimit:10;\" transform=\"matrix(1,0,0,-1,421.37474,118.34827)\"/>\n",
       "<path d=\"M 408.765625 146.695312 C 408.765625 140.902344 404.070312 136.207031 398.277344 136.207031 C 392.484375 136.207031 387.789062 140.902344 387.789062 146.695312 C 387.789062 152.488281 392.484375 157.183594 398.277344 157.183594 C 404.070312 157.183594 408.765625 152.488281 408.765625 146.695312 Z M 408.765625 146.695312 \" style=\" stroke:none;fill-rule:nonzero;fill:rgb(100%,50%,50%);fill-opacity:1;\"/>\n",
       "<path d=\"M -2.127469 -4.252312 L 2.126437 4.251594 \" style=\"fill:none;stroke-width:1.41731;stroke-linecap:butt;stroke-linejoin:miter;stroke:rgb(0%,0%,0%);stroke-opacity:1;stroke-miterlimit:10;\" transform=\"matrix(1,0,0,-1,398.272,146.693)\"/>\n",
       "<g style=\"fill:rgb(0%,0%,0%);fill-opacity:1;\">\n",
       "  <use x=\"425.348\" xlink:href=\"#glyph0-2\" y=\"147.869\"/>\n",
       "</g>\n",
       "<g style=\"fill:rgb(0%,0%,0%);fill-opacity:1;\">\n",
       "  <use x=\"430.233\" xlink:href=\"#glyph1-4\" y=\"149.363\"/>\n",
       "</g>\n",
       "<path d=\"M 351.845937 -141.734312 L 363.26 -141.734312 \" style=\"fill:none;stroke-width:0.3985;stroke-linecap:butt;stroke-linejoin:miter;stroke:rgb(0%,0%,0%);stroke-opacity:1;stroke-miterlimit:10;\" transform=\"matrix(1,0,0,-1,58.115,4.961)\"/>\n",
       "<path d=\"M -1.195053 1.593527 C -1.097396 0.995871 0.00026 0.10134 0.297135 -0.0002225 C 0.00026 -0.0978788 -1.097396 -0.996316 -1.195053 -1.593973 \" style=\"fill:none;stroke-width:0.31879;stroke-linecap:round;stroke-linejoin:round;stroke:rgb(0%,0%,0%);stroke-opacity:1;stroke-miterlimit:10;\" transform=\"matrix(1,0,0,-1,421.37474,146.69509)\"/>\n",
       "<path d=\"M 111.832031 179.578125 C 111.832031 177.621094 110.246094 176.03125 108.289062 176.03125 C 106.332031 176.03125 104.746094 177.621094 104.746094 179.578125 C 104.746094 181.535156 106.332031 183.121094 108.289062 183.121094 C 110.246094 183.121094 111.832031 181.535156 111.832031 179.578125 Z M 111.832031 179.578125 \" style=\" stroke:none;fill-rule:nonzero;fill:rgb(25.999451%,25.999451%,25.999451%);fill-opacity:1;\"/>\n",
       "<g style=\"fill:rgb(0%,0%,0%);fill-opacity:1;\">\n",
       "  <use x=\"66.755\" xlink:href=\"#glyph2-1\" y=\"202.5\"/>\n",
       "</g>\n",
       "<g style=\"fill:rgb(0%,0%,0%);fill-opacity:1;\">\n",
       "  <use x=\"71.978\" xlink:href=\"#glyph3-1\" y=\"198.691\"/>\n",
       "</g>\n",
       "<g style=\"fill:rgb(0%,0%,0%);fill-opacity:1;\">\n",
       "  <use x=\"71.978\" xlink:href=\"#glyph3-2\" y=\"204.138\"/>\n",
       "</g>\n",
       "<g style=\"fill:rgb(0%,0%,0%);fill-opacity:1;\">\n",
       "  <use x=\"78.689\" xlink:href=\"#glyph4-1\" y=\"202.5\"/>\n",
       "</g>\n",
       "<g style=\"fill:rgb(0%,0%,0%);fill-opacity:1;\">\n",
       "  <use x=\"88.412164\" xlink:href=\"#glyph4-2\" y=\"202.5\"/>\n",
       "</g>\n",
       "<path d=\"M 45.91625 -177.6015 L 33.424062 -186.359312 \" style=\"fill:none;stroke-width:0.3985;stroke-linecap:butt;stroke-linejoin:miter;stroke:rgb(0%,0%,0%);stroke-opacity:1;stroke-miterlimit:10;\" transform=\"matrix(1,0,0,-1,58.115,4.961)\"/>\n",
       "<path d=\"M -1.19553 1.595281 C -1.095897 0.99615 0.000746549 0.0984612 0.298435 -0.000604102 C -0.000690882 -0.100795 -1.096199 -0.996745 -1.195822 -1.594438 \" style=\"fill:none;stroke-width:0.31879;stroke-linecap:round;stroke-linejoin:round;stroke:rgb(0%,0%,0%);stroke-opacity:1;stroke-miterlimit:10;\" transform=\"matrix(0.81923,-0.57443,-0.57443,-0.81923,104.03251,182.56156)\"/>\n",
       "<path d=\"M 203.09375 161.167969 C 203.09375 159.210938 201.507812 157.621094 199.550781 157.621094 C 197.59375 157.621094 196.007812 159.210938 196.007812 161.167969 C 196.007812 163.121094 197.59375 164.710938 199.550781 164.710938 C 201.507812 164.710938 203.09375 163.121094 203.09375 161.167969 Z M 203.09375 161.167969 \" style=\" stroke:none;fill-rule:nonzero;fill:rgb(25.999451%,25.999451%,25.999451%);fill-opacity:1;\"/>\n",
       "<g style=\"fill:rgb(0%,0%,0%);fill-opacity:1;\">\n",
       "  <use x=\"158.015\" xlink:href=\"#glyph2-1\" y=\"184.09\"/>\n",
       "</g>\n",
       "<g style=\"fill:rgb(0%,0%,0%);fill-opacity:1;\">\n",
       "  <use x=\"163.239\" xlink:href=\"#glyph3-3\" y=\"180.281\"/>\n",
       "</g>\n",
       "<g style=\"fill:rgb(0%,0%,0%);fill-opacity:1;\">\n",
       "  <use x=\"163.239\" xlink:href=\"#glyph3-2\" y=\"185.728\"/>\n",
       "</g>\n",
       "<g style=\"fill:rgb(0%,0%,0%);fill-opacity:1;\">\n",
       "  <use x=\"169.949\" xlink:href=\"#glyph4-1\" y=\"184.09\"/>\n",
       "</g>\n",
       "<g style=\"fill:rgb(0%,0%,0%);fill-opacity:1;\">\n",
       "  <use x=\"179.681131\" xlink:href=\"#glyph4-2\" y=\"184.09\"/>\n",
       "</g>\n",
       "<path d=\"M 137.177969 -159.191344 L 124.685781 -167.949156 \" style=\"fill:none;stroke-width:0.3985;stroke-linecap:butt;stroke-linejoin:miter;stroke:rgb(0%,0%,0%);stroke-opacity:1;stroke-miterlimit:10;\" transform=\"matrix(1,0,0,-1,58.115,4.961)\"/>\n",
       "<path d=\"M -1.195332 1.594991 C -1.095699 0.99586 0.000944566 0.0981713 0.298633 -0.000894004 C -0.000492865 -0.101085 -1.096001 -0.997035 -1.195624 -1.594728 \" style=\"fill:none;stroke-width:0.31879;stroke-linecap:round;stroke-linejoin:round;stroke:rgb(0%,0%,0%);stroke-opacity:1;stroke-miterlimit:10;\" transform=\"matrix(0.81923,-0.57443,-0.57443,-0.81923,195.2939,164.15128)\"/>\n",
       "<path d=\"M 288.136719 146.992188 C 288.136719 145.035156 286.550781 143.449219 284.59375 143.449219 C 282.636719 143.449219 281.046875 145.035156 281.046875 146.992188 C 281.046875 148.949219 282.636719 150.535156 284.59375 150.535156 C 286.550781 150.535156 288.136719 148.949219 288.136719 146.992188 Z M 288.136719 146.992188 \" style=\" stroke:none;fill-rule:nonzero;fill:rgb(25.999451%,25.999451%,25.999451%);fill-opacity:1;\"/>\n",
       "<g style=\"fill:rgb(0%,0%,0%);fill-opacity:1;\">\n",
       "  <use x=\"243.054\" xlink:href=\"#glyph2-1\" y=\"169.917\"/>\n",
       "</g>\n",
       "<g style=\"fill:rgb(0%,0%,0%);fill-opacity:1;\">\n",
       "  <use x=\"248.278\" xlink:href=\"#glyph3-4\" y=\"166.108\"/>\n",
       "</g>\n",
       "<g style=\"fill:rgb(0%,0%,0%);fill-opacity:1;\">\n",
       "  <use x=\"248.278\" xlink:href=\"#glyph3-2\" y=\"171.554\"/>\n",
       "</g>\n",
       "<g style=\"fill:rgb(0%,0%,0%);fill-opacity:1;\">\n",
       "  <use x=\"254.989\" xlink:href=\"#glyph4-1\" y=\"169.917\"/>\n",
       "</g>\n",
       "<g style=\"fill:rgb(0%,0%,0%);fill-opacity:1;\">\n",
       "  <use x=\"264.712164\" xlink:href=\"#glyph4-2\" y=\"169.917\"/>\n",
       "</g>\n",
       "<path d=\"M 222.220937 -145.015562 L 209.724844 -153.777281 \" style=\"fill:none;stroke-width:0.3985;stroke-linecap:butt;stroke-linejoin:miter;stroke:rgb(0%,0%,0%);stroke-opacity:1;stroke-miterlimit:10;\" transform=\"matrix(1,0,0,-1,58.115,4.961)\"/>\n",
       "<path d=\"M -1.197354 1.594523 C -1.097721 0.995392 0.00116401 0.1009 0.298852 0.0018344 C -0.000273417 -0.0983566 -1.095781 -0.994306 -1.195404 -1.592 \" style=\"fill:none;stroke-width:0.31879;stroke-linecap:round;stroke-linejoin:round;stroke:rgb(0%,0%,0%);stroke-opacity:1;stroke-miterlimit:10;\" transform=\"matrix(0.81923,-0.57443,-0.57443,-0.81923,280.33435,149.97786)\"/>\n",
       "<path d=\"M 361.3125 146.695312 C 361.3125 144.738281 359.722656 143.152344 357.765625 143.152344 C 355.8125 143.152344 354.222656 144.738281 354.222656 146.695312 C 354.222656 148.652344 355.8125 150.238281 357.765625 150.238281 C 359.722656 150.238281 361.3125 148.652344 361.3125 146.695312 Z M 361.3125 146.695312 \" style=\" stroke:none;fill-rule:nonzero;fill:rgb(25.999451%,25.999451%,25.999451%);fill-opacity:1;\"/>\n",
       "<g style=\"fill:rgb(0%,0%,0%);fill-opacity:1;\">\n",
       "  <use x=\"316.229\" xlink:href=\"#glyph2-1\" y=\"169.62\"/>\n",
       "</g>\n",
       "<g style=\"fill:rgb(0%,0%,0%);fill-opacity:1;\">\n",
       "  <use x=\"321.453\" xlink:href=\"#glyph3-5\" y=\"165.811\"/>\n",
       "</g>\n",
       "<g style=\"fill:rgb(0%,0%,0%);fill-opacity:1;\">\n",
       "  <use x=\"321.453\" xlink:href=\"#glyph3-2\" y=\"171.257\"/>\n",
       "</g>\n",
       "<g style=\"fill:rgb(0%,0%,0%);fill-opacity:1;\">\n",
       "  <use x=\"328.163\" xlink:href=\"#glyph4-1\" y=\"169.62\"/>\n",
       "</g>\n",
       "<g style=\"fill:rgb(0%,0%,0%);fill-opacity:1;\">\n",
       "  <use x=\"337.895131\" xlink:href=\"#glyph4-2\" y=\"169.62\"/>\n",
       "</g>\n",
       "<path d=\"M 295.396719 -144.718687 L 282.900625 -153.480406 \" style=\"fill:none;stroke-width:0.3985;stroke-linecap:butt;stroke-linejoin:miter;stroke:rgb(0%,0%,0%);stroke-opacity:1;stroke-miterlimit:10;\" transform=\"matrix(1,0,0,-1,58.115,4.961)\"/>\n",
       "<path d=\"M -1.19759 1.593853 C -1.095716 0.997918 0.00092747 0.100229 0.298616 0.00116411 C -0.000509962 -0.0990269 -1.096018 -0.994976 -1.195641 -1.59267 \" style=\"fill:none;stroke-width:0.31879;stroke-linecap:round;stroke-linejoin:round;stroke:rgb(0%,0%,0%);stroke-opacity:1;stroke-miterlimit:10;\" transform=\"matrix(0.81923,-0.57443,-0.57443,-0.81923,353.50994,149.6803)\"/>\n",
       "<path d=\"M 50.424062 -170.878844 C 53.060781 -123.140562 60.052969 -95.429625 80.189687 -52.57025 \" style=\"fill:none;stroke-width:0.3985;stroke-linecap:butt;stroke-linejoin:miter;stroke:rgb(0%,0%,0%);stroke-opacity:1;stroke-miterlimit:10;\" transform=\"matrix(1,0,0,-1,58.115,4.961)\"/>\n",
       "<path d=\"M -1.194224 1.593516 C -1.093952 0.995672 0.00180024 0.100148 0.298759 -0.0011267 C 0.00042699 -0.0982818 -1.095675 -0.995885 -1.197355 -1.594011 \" style=\"fill:none;stroke-width:0.31879;stroke-linecap:round;stroke-linejoin:round;stroke:rgb(0%,0%,0%);stroke-opacity:1;stroke-miterlimit:10;\" transform=\"matrix(0.4268,-0.9085,-0.9085,-0.4268,138.30506,57.53266)\"/>\n",
       "<path d=\"M 50.670156 -170.902281 C 55.064687 -133.898375 61.810781 -112.855406 79.525625 -80.593687 \" style=\"fill:none;stroke-width:0.3985;stroke-linecap:butt;stroke-linejoin:miter;stroke:rgb(0%,0%,0%);stroke-opacity:1;stroke-miterlimit:10;\" transform=\"matrix(1,0,0,-1,58.115,4.961)\"/>\n",
       "<path d=\"M -1.198069 1.594655 C -1.09668 0.997737 0.000287903 0.0996154 0.298394 0.00139538 C -0.000694759 -0.100698 -1.094737 -0.994497 -1.1952 -1.595716 \" style=\"fill:none;stroke-width:0.31879;stroke-linecap:round;stroke-linejoin:round;stroke:rgb(0%,0%,0%);stroke-opacity:1;stroke-miterlimit:10;\" transform=\"matrix(0.4832,-0.8799,-0.8799,-0.4832,137.6422,85.5562)\"/>\n",
       "<path d=\"M 51.068594 -170.9765 C 56.986562 -144.753844 63.474844 -129.984312 78.521719 -108.265562 \" style=\"fill:none;stroke-width:0.3985;stroke-linecap:butt;stroke-linejoin:miter;stroke:rgb(0%,0%,0%);stroke-opacity:1;stroke-miterlimit:10;\" transform=\"matrix(1,0,0,-1,58.115,4.961)\"/>\n",
       "<path d=\"M -1.196392 1.594659 C -1.094804 0.995855 0.00122909 0.0987927 0.297345 0.000185342 C 0.00153507 -0.100325 -1.094951 -0.997546 -1.194703 -1.59345 \" style=\"fill:none;stroke-width:0.31879;stroke-linecap:round;stroke-linejoin:round;stroke:rgb(0%,0%,0%);stroke-opacity:1;stroke-miterlimit:10;\" transform=\"matrix(0.57018,-0.82307,-0.82307,-0.57018,136.6353,113.22531)\"/>\n",
       "<path d=\"M 51.795156 -171.2265 C 58.802969 -155.355406 64.693594 -146.886656 76.806875 -135.113219 \" style=\"fill:none;stroke-width:0.3985;stroke-linecap:butt;stroke-linejoin:miter;stroke:rgb(0%,0%,0%);stroke-opacity:1;stroke-miterlimit:10;\" transform=\"matrix(1,0,0,-1,58.115,4.961)\"/>\n",
       "<path d=\"M -1.194893 1.592893 C -1.095246 0.995394 -0.00047932 0.100277 0.299047 -0.000309899 C -0.000350871 -0.101203 -1.094278 -0.997337 -1.196111 -1.594965 \" style=\"fill:none;stroke-width:0.31879;stroke-linecap:round;stroke-linejoin:round;stroke:rgb(0%,0%,0%);stroke-opacity:1;stroke-miterlimit:10;\" transform=\"matrix(0.71779,-0.6975,-0.6975,-0.71779,134.92185,140.07555)\"/>\n",
       "<path d=\"M 53.084219 -172.242125 C 60.431875 -165.574156 65.494375 -162.50775 74.373281 -159.238219 \" style=\"fill:none;stroke-width:0.3985;stroke-linecap:butt;stroke-linejoin:miter;stroke:rgb(0%,0%,0%);stroke-opacity:1;stroke-miterlimit:10;\" transform=\"matrix(1,0,0,-1,58.115,4.961)\"/>\n",
       "<path d=\"M -1.196905 1.594922 C -1.09716 0.997716 0.000237017 0.0995325 0.300399 0.00144718 C 0.00141829 -0.100182 -1.096314 -0.99539 -1.196284 -1.593777 \" style=\"fill:none;stroke-width:0.31879;stroke-linecap:round;stroke-linejoin:round;stroke:rgb(0%,0%,0%);stroke-opacity:1;stroke-miterlimit:10;\" transform=\"matrix(0.94089,-0.3465,-0.3465,-0.94089,132.48739,164.1992)\"/>\n",
       "<path d=\"M 3.689687 -28.00775 L 74.052969 -40.558531 \" style=\"fill:none;stroke-width:0.3985;stroke-linecap:butt;stroke-linejoin:miter;stroke:rgb(0%,0%,0%);stroke-opacity:1;stroke-miterlimit:10;\" transform=\"matrix(1,0,0,-1,58.115,4.961)\"/>\n",
       "<path d=\"M -1.195106 1.595421 C -1.095937 0.994993 -0.00131546 0.100606 0.298045 -0.000528036 C -0.000945023 -0.101404 -1.097028 -0.998226 -1.196714 -1.594499 \" style=\"fill:none;stroke-width:0.31879;stroke-linecap:round;stroke-linejoin:round;stroke:rgb(0%,0%,0%);stroke-opacity:1;stroke-miterlimit:10;\" transform=\"matrix(0.98586,0.17584,0.17584,-0.98586,132.1672,45.52129)\"/>\n",
       "<path d=\"M 3.334219 -29.058531 L 75.111562 -65.785094 \" style=\"fill:none;stroke-width:0.3985;stroke-linecap:butt;stroke-linejoin:miter;stroke:rgb(0%,0%,0%);stroke-opacity:1;stroke-miterlimit:10;\" transform=\"matrix(1,0,0,-1,58.115,4.961)\"/>\n",
       "<path d=\"M -1.196866 1.594062 C -1.09701 0.996196 0.000701788 0.102139 0.298435 0.000174207 C -0.00089806 -0.100385 -1.094101 -0.997448 -1.196769 -1.593715 \" style=\"fill:none;stroke-width:0.31879;stroke-linecap:round;stroke-linejoin:round;stroke:rgb(0%,0%,0%);stroke-opacity:1;stroke-miterlimit:10;\" transform=\"matrix(0.89084,0.45587,0.45587,-0.89084,133.22625,70.74692)\"/>\n",
       "<path d=\"M 2.865469 -29.773375 L 76.506094 -91.999937 \" style=\"fill:none;stroke-width:0.3985;stroke-linecap:butt;stroke-linejoin:miter;stroke:rgb(0%,0%,0%);stroke-opacity:1;stroke-miterlimit:10;\" transform=\"matrix(1,0,0,-1,58.115,4.961)\"/>\n",
       "<path d=\"M -1.194377 1.594557 C -1.095448 0.994554 -0.00114922 0.0980771 0.300362 0.000873105 C -0.00127352 -0.100988 -1.096691 -0.996098 -1.193851 -1.593461 \" style=\"fill:none;stroke-width:0.31879;stroke-linecap:round;stroke-linejoin:round;stroke:rgb(0%,0%,0%);stroke-opacity:1;stroke-miterlimit:10;\" transform=\"matrix(0.7657,0.64708,0.64708,-0.7657,134.62101,96.96256)\"/>\n",
       "<path d=\"M 2.431875 -30.214781 L 77.799062 -119.027281 \" style=\"fill:none;stroke-width:0.3985;stroke-linecap:butt;stroke-linejoin:miter;stroke:rgb(0%,0%,0%);stroke-opacity:1;stroke-miterlimit:10;\" transform=\"matrix(1,0,0,-1,58.115,4.961)\"/>\n",
       "<path d=\"M -1.196597 1.59412 C -1.095359 0.998051 -0.000743653 0.0997316 0.297188 -0.0000571887 C -0.00103066 -0.098985 -1.094814 -0.997113 -1.194809 -1.595861 \" style=\"fill:none;stroke-width:0.31879;stroke-linecap:round;stroke-linejoin:round;stroke:rgb(0%,0%,0%);stroke-opacity:1;stroke-miterlimit:10;\" transform=\"matrix(0.6498,0.7657,0.7657,-0.6498,135.9124,123.98725)\"/>\n",
       "<path d=\"M 2.064687 -30.472594 L 78.885 -146.605406 \" style=\"fill:none;stroke-width:0.3985;stroke-linecap:butt;stroke-linejoin:miter;stroke:rgb(0%,0%,0%);stroke-opacity:1;stroke-miterlimit:10;\" transform=\"matrix(1,0,0,-1,58.115,4.961)\"/>\n",
       "<path d=\"M -1.196486 1.594197 C -1.096881 0.994748 0.00094465 0.100079 0.300126 0.000468799 C -0.000497889 -0.100223 -1.094027 -0.996304 -1.194724 -1.594311 \" style=\"fill:none;stroke-width:0.31879;stroke-linecap:round;stroke-linejoin:round;stroke:rgb(0%,0%,0%);stroke-opacity:1;stroke-miterlimit:10;\" transform=\"matrix(0.55206,0.8346,0.8346,-0.55206,137.00189,151.56618)\"/>\n",
       "<path d=\"M 3.701406 -55.124937 L 74.017812 -44.2265 \" style=\"fill:none;stroke-width:0.3985;stroke-linecap:butt;stroke-linejoin:miter;stroke:rgb(0%,0%,0%);stroke-opacity:1;stroke-miterlimit:10;\" transform=\"matrix(1,0,0,-1,58.115,4.961)\"/>\n",
       "<path d=\"M -1.194958 1.592776 C -1.097669 0.997061 -0.000306373 0.100232 0.299911 -0.00158721 C 0.0000691629 -0.101273 -1.094783 -0.998105 -1.195142 -1.594794 \" style=\"fill:none;stroke-width:0.31879;stroke-linecap:round;stroke-linejoin:round;stroke:rgb(0%,0%,0%);stroke-opacity:1;stroke-miterlimit:10;\" transform=\"matrix(0.98894,-0.15324,-0.15324,-0.98894,132.13285,49.18892)\"/>\n",
       "<path d=\"M 3.689687 -56.355406 L 74.052969 -68.906187 \" style=\"fill:none;stroke-width:0.3985;stroke-linecap:butt;stroke-linejoin:miter;stroke:rgb(0%,0%,0%);stroke-opacity:1;stroke-miterlimit:10;\" transform=\"matrix(1,0,0,-1,58.115,4.961)\"/>\n",
       "<path d=\"M -1.194958 1.594589 C -1.096474 0.998002 -0.00116707 0.0997743 0.298193 -0.00135996 C -0.00148157 -0.0983956 -1.097564 -0.995218 -1.196565 -1.595331 \" style=\"fill:none;stroke-width:0.31879;stroke-linecap:round;stroke-linejoin:round;stroke:rgb(0%,0%,0%);stroke-opacity:1;stroke-miterlimit:10;\" transform=\"matrix(0.98586,0.17584,0.17584,-0.98586,132.1672,73.8681)\"/>\n",
       "<path d=\"M 3.334219 -57.402281 L 75.111562 -94.13275 \" style=\"fill:none;stroke-width:0.3985;stroke-linecap:butt;stroke-linejoin:miter;stroke:rgb(0%,0%,0%);stroke-opacity:1;stroke-miterlimit:10;\" transform=\"matrix(1,0,0,-1,58.115,4.961)\"/>\n",
       "<path d=\"M -1.196486 1.593318 C -1.09663 0.995452 0.00108247 0.101396 0.298816 -0.000569706 C -0.000517377 -0.101129 -1.095498 -0.994717 -1.196388 -1.594459 \" style=\"fill:none;stroke-width:0.31879;stroke-linecap:round;stroke-linejoin:round;stroke:rgb(0%,0%,0%);stroke-opacity:1;stroke-miterlimit:10;\" transform=\"matrix(0.89084,0.45587,0.45587,-0.89084,133.22625,99.09374)\"/>\n",
       "<path d=\"M 2.865469 -58.117125 L 76.506094 -120.347594 \" style=\"fill:none;stroke-width:0.3985;stroke-linecap:butt;stroke-linejoin:miter;stroke:rgb(0%,0%,0%);stroke-opacity:1;stroke-miterlimit:10;\" transform=\"matrix(1,0,0,-1,58.115,4.961)\"/>\n",
       "<path d=\"M -1.193845 1.593928 C -1.097431 0.9969 -0.000617237 0.0974476 0.300894 0.000243599 C -0.000741536 -0.101618 -1.096159 -0.996727 -1.193319 -1.594091 \" style=\"fill:none;stroke-width:0.31879;stroke-linecap:round;stroke-linejoin:round;stroke:rgb(0%,0%,0%);stroke-opacity:1;stroke-miterlimit:10;\" transform=\"matrix(0.7657,0.64708,0.64708,-0.7657,134.62101,125.30939)\"/>\n",
       "<path d=\"M 2.431875 -58.562437 L 77.799062 -147.374937 \" style=\"fill:none;stroke-width:0.3985;stroke-linecap:butt;stroke-linejoin:miter;stroke:rgb(0%,0%,0%);stroke-opacity:1;stroke-miterlimit:10;\" transform=\"matrix(1,0,0,-1,58.115,4.961)\"/>\n",
       "<path d=\"M -1.195955 1.593575 C -1.094716 0.997506 -0.000101164 0.0991863 0.29783 -0.000602427 C -0.000388167 -0.0995302 -1.097137 -0.995142 -1.197132 -1.593889 \" style=\"fill:none;stroke-width:0.31879;stroke-linecap:round;stroke-linejoin:round;stroke:rgb(0%,0%,0%);stroke-opacity:1;stroke-miterlimit:10;\" transform=\"matrix(0.6498,0.7657,0.7657,-0.6498,135.9124,152.33406)\"/>\n",
       "<path d=\"M 3.373281 -82.398375 L 74.990469 -47.425719 \" style=\"fill:none;stroke-width:0.3985;stroke-linecap:butt;stroke-linejoin:miter;stroke:rgb(0%,0%,0%);stroke-opacity:1;stroke-miterlimit:10;\" transform=\"matrix(1,0,0,-1,58.115,4.961)\"/>\n",
       "<path d=\"M -1.194975 1.594245 C -1.097047 0.996143 -0.000267316 0.100977 0.296721 -0.000705379 C 0.0016197 -0.0992607 -1.095671 -0.99769 -1.196272 -1.59418 \" style=\"fill:none;stroke-width:0.31879;stroke-linecap:round;stroke-linejoin:round;stroke:rgb(0%,0%,0%);stroke-opacity:1;stroke-miterlimit:10;\" transform=\"matrix(0.90152,-0.44019,-0.44019,-0.90152,133.10719,52.38779)\"/>\n",
       "<path d=\"M 3.701406 -83.472594 L 74.017812 -72.574156 \" style=\"fill:none;stroke-width:0.3985;stroke-linecap:butt;stroke-linejoin:miter;stroke:rgb(0%,0%,0%);stroke-opacity:1;stroke-miterlimit:10;\" transform=\"matrix(1,0,0,-1,58.115,4.961)\"/>\n",
       "<path d=\"M -1.194488 1.595808 C -1.097797 0.996235 -0.00043433 0.099406 0.300381 0.00144433 C 0.000538912 -0.0982416 -1.094313 -0.995073 -1.19527 -1.595619 \" style=\"fill:none;stroke-width:0.31879;stroke-linecap:round;stroke-linejoin:round;stroke:rgb(0%,0%,0%);stroke-opacity:1;stroke-miterlimit:10;\" transform=\"matrix(0.98894,-0.15324,-0.15324,-0.98894,132.13285,77.53574)\"/>\n",
       "<path d=\"M 3.689687 -84.703062 L 74.052969 -97.253844 \" style=\"fill:none;stroke-width:0.3985;stroke-linecap:butt;stroke-linejoin:miter;stroke:rgb(0%,0%,0%);stroke-opacity:1;stroke-miterlimit:10;\" transform=\"matrix(1,0,0,-1,58.115,4.961)\"/>\n",
       "<path d=\"M -1.194815 1.593786 C -1.096331 0.997199 -0.00102395 0.0989719 0.297651 0.00167772 C -0.00133845 -0.099198 -1.097421 -0.99602 -1.196422 -1.596133 \" style=\"fill:none;stroke-width:0.31879;stroke-linecap:round;stroke-linejoin:round;stroke:rgb(0%,0%,0%);stroke-opacity:1;stroke-miterlimit:10;\" transform=\"matrix(0.98586,0.17584,0.17584,-0.98586,132.1672,102.21494)\"/>\n",
       "<path d=\"M 3.334219 -85.749937 L 75.111562 -122.480406 \" style=\"fill:none;stroke-width:0.3985;stroke-linecap:butt;stroke-linejoin:miter;stroke:rgb(0%,0%,0%);stroke-opacity:1;stroke-miterlimit:10;\" transform=\"matrix(1,0,0,-1,58.115,4.961)\"/>\n",
       "<path d=\"M -1.19611 1.592583 C -1.096254 0.994717 0.0014586 0.100661 0.299192 -0.00130472 C -0.000141246 -0.101864 -1.095122 -0.995452 -1.196012 -1.595194 \" style=\"fill:none;stroke-width:0.31879;stroke-linecap:round;stroke-linejoin:round;stroke:rgb(0%,0%,0%);stroke-opacity:1;stroke-miterlimit:10;\" transform=\"matrix(0.89084,0.45587,0.45587,-0.89084,133.22625,127.44057)\"/>\n",
       "<path d=\"M 2.865469 -86.464781 L 76.506094 -148.69525 \" style=\"fill:none;stroke-width:0.3985;stroke-linecap:butt;stroke-linejoin:miter;stroke:rgb(0%,0%,0%);stroke-opacity:1;stroke-miterlimit:10;\" transform=\"matrix(1,0,0,-1,58.115,4.961)\"/>\n",
       "<path d=\"M -1.195816 1.596259 C -1.096886 0.996256 -0.00258743 0.0997789 0.298924 0.00257496 C -0.000196674 -0.102262 -1.095614 -0.997372 -1.195289 -1.59176 \" style=\"fill:none;stroke-width:0.31879;stroke-linecap:round;stroke-linejoin:round;stroke:rgb(0%,0%,0%);stroke-opacity:1;stroke-miterlimit:10;\" transform=\"matrix(0.7657,0.64708,0.64708,-0.7657,134.62101,153.6562)\"/>\n",
       "<path d=\"M 2.892812 -110.011656 L 76.420156 -49.6015 \" style=\"fill:none;stroke-width:0.3985;stroke-linecap:butt;stroke-linejoin:miter;stroke:rgb(0%,0%,0%);stroke-opacity:1;stroke-miterlimit:10;\" transform=\"matrix(1,0,0,-1,58.115,4.961)\"/>\n",
       "<path d=\"M -1.196882 1.595144 C -1.096788 0.997638 0.000379785 0.101198 0.301428 0.000337194 C 0.000783463 -0.101197 -1.098456 -0.996373 -1.195264 -1.593744 \" style=\"fill:none;stroke-width:0.31879;stroke-linecap:round;stroke-linejoin:round;stroke:rgb(0%,0%,0%);stroke-opacity:1;stroke-miterlimit:10;\" transform=\"matrix(0.77327,-0.63536,-0.63536,-0.77327,134.53666,54.56287)\"/>\n",
       "<path d=\"M 3.373281 -110.742125 L 74.990469 -75.773375 \" style=\"fill:none;stroke-width:0.3985;stroke-linecap:butt;stroke-linejoin:miter;stroke:rgb(0%,0%,0%);stroke-opacity:1;stroke-miterlimit:10;\" transform=\"matrix(1,0,0,-1,58.115,4.961)\"/>\n",
       "<path d=\"M -1.195337 1.593505 C -1.097409 0.995403 -0.000628672 0.100237 0.298068 0.00205336 C 0.00125835 -0.100001 -1.094324 -0.994932 -1.196634 -1.59492 \" style=\"fill:none;stroke-width:0.31879;stroke-linecap:round;stroke-linejoin:round;stroke:rgb(0%,0%,0%);stroke-opacity:1;stroke-miterlimit:10;\" transform=\"matrix(0.90152,-0.44019,-0.44019,-0.90152,133.10719,80.73462)\"/>\n",
       "<path d=\"M 3.701406 -111.816344 L 74.017812 -100.921812 \" style=\"fill:none;stroke-width:0.3985;stroke-linecap:butt;stroke-linejoin:miter;stroke:rgb(0%,0%,0%);stroke-opacity:1;stroke-miterlimit:10;\" transform=\"matrix(1,0,0,-1,58.115,4.961)\"/>\n",
       "<path d=\"M -1.194615 1.594992 C -1.097924 0.995419 -0.000560757 0.0985901 0.300255 0.000628433 C 0.000412485 -0.0990575 -1.09444 -0.995889 -1.194799 -1.592578 \" style=\"fill:none;stroke-width:0.31879;stroke-linecap:round;stroke-linejoin:round;stroke:rgb(0%,0%,0%);stroke-opacity:1;stroke-miterlimit:10;\" transform=\"matrix(0.98894,-0.15324,-0.15324,-0.98894,132.13285,105.88257)\"/>\n",
       "<path d=\"M 3.689687 -113.050719 L 74.052969 -125.6015 \" style=\"fill:none;stroke-width:0.3985;stroke-linecap:butt;stroke-linejoin:miter;stroke:rgb(0%,0%,0%);stroke-opacity:1;stroke-miterlimit:10;\" transform=\"matrix(1,0,0,-1,58.115,4.961)\"/>\n",
       "<path d=\"M -1.194666 1.592954 C -1.096182 0.996367 -0.000875566 0.09814 0.2978 0.000845802 C -0.00119006 -0.10003 -1.097273 -0.996852 -1.196959 -1.593125 \" style=\"fill:none;stroke-width:0.31879;stroke-linecap:round;stroke-linejoin:round;stroke:rgb(0%,0%,0%);stroke-opacity:1;stroke-miterlimit:10;\" transform=\"matrix(0.98586,0.17584,0.17584,-0.98586,132.1672,130.56175)\"/>\n",
       "<path d=\"M 3.334219 -114.097594 L 75.111562 -150.828062 \" style=\"fill:none;stroke-width:0.3985;stroke-linecap:butt;stroke-linejoin:miter;stroke:rgb(0%,0%,0%);stroke-opacity:1;stroke-miterlimit:10;\" transform=\"matrix(1,0,0,-1,58.115,4.961)\"/>\n",
       "<path d=\"M -1.195729 1.59184 C -1.097651 0.997448 0.00183929 0.0999166 0.297795 0.00142629 C -0.00153879 -0.0991328 -1.094741 -0.996196 -1.195631 -1.595937 \" style=\"fill:none;stroke-width:0.31879;stroke-linecap:round;stroke-linejoin:round;stroke:rgb(0%,0%,0%);stroke-opacity:1;stroke-miterlimit:10;\" transform=\"matrix(0.89084,0.45587,0.45587,-0.89084,133.22625,155.78739)\"/>\n",
       "<path d=\"M 2.455312 -137.898375 L 77.724844 -50.972594 \" style=\"fill:none;stroke-width:0.3985;stroke-linecap:butt;stroke-linejoin:miter;stroke:rgb(0%,0%,0%);stroke-opacity:1;stroke-miterlimit:10;\" transform=\"matrix(1,0,0,-1,58.115,4.961)\"/>\n",
       "<path d=\"M -1.197018 1.593877 C -1.096421 0.99575 -0.00111026 0.0997156 0.298083 -0.00186164 C 0.00115755 -0.0992542 -1.096114 -0.997863 -1.194092 -1.592764 \" style=\"fill:none;stroke-width:0.31879;stroke-linecap:round;stroke-linejoin:round;stroke:rgb(0%,0%,0%);stroke-opacity:1;stroke-miterlimit:10;\" transform=\"matrix(0.65651,-0.75818,-0.75818,-0.65651,135.83805,55.93181)\"/>\n",
       "<path d=\"M 2.892812 -138.359312 L 76.420156 -77.949156 \" style=\"fill:none;stroke-width:0.3985;stroke-linecap:butt;stroke-linejoin:miter;stroke:rgb(0%,0%,0%);stroke-opacity:1;stroke-miterlimit:10;\" transform=\"matrix(1,0,0,-1,58.115,4.961)\"/>\n",
       "<path d=\"M -1.197406 1.594506 C -1.097312 0.997 -0.000144328 0.100561 0.300904 -0.000300681 C 0.000259351 -0.101835 -1.096502 -0.993995 -1.195788 -1.594382 \" style=\"fill:none;stroke-width:0.31879;stroke-linecap:round;stroke-linejoin:round;stroke:rgb(0%,0%,0%);stroke-opacity:1;stroke-miterlimit:10;\" transform=\"matrix(0.77327,-0.63536,-0.63536,-0.77327,134.53666,82.9097)\"/>\n",
       "<path d=\"M 3.373281 -139.089781 L 74.990469 -104.121031 \" style=\"fill:none;stroke-width:0.3985;stroke-linecap:butt;stroke-linejoin:miter;stroke:rgb(0%,0%,0%);stroke-opacity:1;stroke-miterlimit:10;\" transform=\"matrix(1,0,0,-1,58.115,4.961)\"/>\n",
       "<path d=\"M -1.195703 1.592756 C -1.096066 0.998153 -0.000994402 0.0994878 0.297702 0.00130433 C 0.000892619 -0.10075 -1.09469 -0.995681 -1.195291 -1.592171 \" style=\"fill:none;stroke-width:0.31879;stroke-linecap:round;stroke-linejoin:round;stroke:rgb(0%,0%,0%);stroke-opacity:1;stroke-miterlimit:10;\" transform=\"matrix(0.90152,-0.44019,-0.44019,-0.90152,133.10719,109.08144)\"/>\n",
       "<path d=\"M 3.701406 -140.164 L 74.017812 -129.269469 \" style=\"fill:none;stroke-width:0.3985;stroke-linecap:butt;stroke-linejoin:miter;stroke:rgb(0%,0%,0%);stroke-opacity:1;stroke-miterlimit:10;\" transform=\"matrix(1,0,0,-1,58.115,4.961)\"/>\n",
       "<path d=\"M -1.194743 1.594166 C -1.097454 0.99845 -0.000688714 0.0977643 0.300127 -0.000197342 C 0.000284528 -0.0998833 -1.094567 -0.996715 -1.194927 -1.593404 \" style=\"fill:none;stroke-width:0.31879;stroke-linecap:round;stroke-linejoin:round;stroke:rgb(0%,0%,0%);stroke-opacity:1;stroke-miterlimit:10;\" transform=\"matrix(0.98894,-0.15324,-0.15324,-0.98894,132.13285,134.22939)\"/>\n",
       "<path d=\"M 3.689687 -141.394469 L 74.052969 -153.949156 \" style=\"fill:none;stroke-width:0.3985;stroke-linecap:butt;stroke-linejoin:miter;stroke:rgb(0%,0%,0%);stroke-opacity:1;stroke-miterlimit:10;\" transform=\"matrix(1,0,0,-1,58.115,4.961)\"/>\n",
       "<path d=\"M -1.195208 1.595992 C -1.096039 0.995565 -0.00141737 0.101178 0.297943 0.0000433725 C -0.00104694 -0.100832 -1.09713 -0.997655 -1.196816 -1.593927 \" style=\"fill:none;stroke-width:0.31879;stroke-linecap:round;stroke-linejoin:round;stroke:rgb(0%,0%,0%);stroke-opacity:1;stroke-miterlimit:10;\" transform=\"matrix(0.98586,0.17584,0.17584,-0.98586,132.1672,158.90859)\"/>\n",
       "<path d=\"M 2.088125 -165.9765 L 78.818594 -51.781187 \" style=\"fill:none;stroke-width:0.3985;stroke-linecap:butt;stroke-linejoin:miter;stroke:rgb(0%,0%,0%);stroke-opacity:1;stroke-miterlimit:10;\" transform=\"matrix(1,0,0,-1,58.115,4.961)\"/>\n",
       "<path d=\"M -1.195493 1.594826 C -1.09373 0.995516 0.00171892 0.0999771 0.299759 -0.000690735 C -0.000804845 -0.0992035 -1.09624 -0.995125 -1.196898 -1.594087 \" style=\"fill:none;stroke-width:0.31879;stroke-linecap:round;stroke-linejoin:round;stroke:rgb(0%,0%,0%);stroke-opacity:1;stroke-miterlimit:10;\" transform=\"matrix(0.55821,-0.83076,-0.83076,-0.55821,136.93366,56.74083)\"/>\n",
       "<path d=\"M 2.455312 -166.246031 L 77.724844 -79.316344 \" style=\"fill:none;stroke-width:0.3985;stroke-linecap:butt;stroke-linejoin:miter;stroke:rgb(0%,0%,0%);stroke-opacity:1;stroke-miterlimit:10;\" transform=\"matrix(1,0,0,-1,58.115,4.961)\"/>\n",
       "<path d=\"M -1.194696 1.595887 C -1.097044 0.99521 -0.00173306 0.0991763 0.300405 0.000148663 C 0.000534742 -0.0997935 -1.093792 -0.995853 -1.194715 -1.593304 \" style=\"fill:none;stroke-width:0.31879;stroke-linecap:round;stroke-linejoin:round;stroke:rgb(0%,0%,0%);stroke-opacity:1;stroke-miterlimit:10;\" transform=\"matrix(0.65651,-0.75818,-0.75818,-0.65651,135.83805,84.27864)\"/>\n",
       "<path d=\"M 2.892812 -166.706969 L 76.420156 -106.296812 \" style=\"fill:none;stroke-width:0.3985;stroke-linecap:butt;stroke-linejoin:miter;stroke:rgb(0%,0%,0%);stroke-opacity:1;stroke-miterlimit:10;\" transform=\"matrix(1,0,0,-1,58.115,4.961)\"/>\n",
       "<path d=\"M -1.197937 1.593861 C -1.097842 0.996355 -0.000674783 0.0999149 0.300374 -0.000946277 C 0.00220673 -0.099465 -1.097032 -0.994641 -1.196318 -1.595028 \" style=\"fill:none;stroke-width:0.31879;stroke-linecap:round;stroke-linejoin:round;stroke:rgb(0%,0%,0%);stroke-opacity:1;stroke-miterlimit:10;\" transform=\"matrix(0.77327,-0.63536,-0.63536,-0.77327,134.53666,111.25652)\"/>\n",
       "<path d=\"M 3.373281 -167.437437 L 74.990469 -132.468687 \" style=\"fill:none;stroke-width:0.3985;stroke-linecap:butt;stroke-linejoin:miter;stroke:rgb(0%,0%,0%);stroke-opacity:1;stroke-miterlimit:10;\" transform=\"matrix(1,0,0,-1,58.115,4.961)\"/>\n",
       "<path d=\"M -1.194356 1.595515 C -1.096427 0.997413 -0.00135576 0.0987477 0.29734 0.000564266 C 0.000531263 -0.10149 -1.095051 -0.996421 -1.195652 -1.592911 \" style=\"fill:none;stroke-width:0.31879;stroke-linecap:round;stroke-linejoin:round;stroke:rgb(0%,0%,0%);stroke-opacity:1;stroke-miterlimit:10;\" transform=\"matrix(0.90152,-0.44019,-0.44019,-0.90152,133.10719,137.42827)\"/>\n",
       "<path d=\"M 3.701406 -168.511656 L 74.017812 -157.617125 \" style=\"fill:none;stroke-width:0.3985;stroke-linecap:butt;stroke-linejoin:miter;stroke:rgb(0%,0%,0%);stroke-opacity:1;stroke-miterlimit:10;\" transform=\"matrix(1,0,0,-1,58.115,4.961)\"/>\n",
       "<path d=\"M -1.194869 1.59335 C -1.09758 0.997635 -0.000217435 0.100806 0.3 -0.00101324 C 0.000158102 -0.100699 -1.094694 -0.997531 -1.195053 -1.59422 \" style=\"fill:none;stroke-width:0.31879;stroke-linecap:round;stroke-linejoin:round;stroke:rgb(0%,0%,0%);stroke-opacity:1;stroke-miterlimit:10;\" transform=\"matrix(0.98894,-0.15324,-0.15324,-0.98894,132.13285,162.57622)\"/>\n",
       "<path d=\"M 141.927969 -152.492125 C 145.306875 -123.058531 150.635 -106.218687 164.5725 -80.593687 \" style=\"fill:none;stroke-width:0.3985;stroke-linecap:butt;stroke-linejoin:miter;stroke:rgb(0%,0%,0%);stroke-opacity:1;stroke-miterlimit:10;\" transform=\"matrix(1,0,0,-1,58.115,4.961)\"/>\n",
       "<path d=\"M -1.193908 1.593904 C -1.094667 0.995297 0.000805037 0.0996055 0.299165 -0.0000080172 C -0.000973754 -0.101136 -1.095629 -0.994088 -1.195266 -1.594341 \" style=\"fill:none;stroke-width:0.31879;stroke-linecap:round;stroke-linejoin:round;stroke:rgb(0%,0%,0%);stroke-opacity:1;stroke-miterlimit:10;\" transform=\"matrix(0.47868,-0.8799,-0.8799,-0.47868,222.68882,85.5562)\"/>\n",
       "<path d=\"M 142.4475 -152.6015 C 147.189687 -133.796812 152.099844 -123.339781 163.267812 -108.050719 \" style=\"fill:none;stroke-width:0.3985;stroke-linecap:butt;stroke-linejoin:miter;stroke:rgb(0%,0%,0%);stroke-opacity:1;stroke-miterlimit:10;\" transform=\"matrix(1,0,0,-1,58.115,4.961)\"/>\n",
       "<path d=\"M -1.196919 1.593922 C -1.094258 0.996673 0.00131197 0.0995651 0.298407 -0.00256762 C 0.00117346 -0.0988278 -1.094189 -0.995866 -1.195377 -1.592128 \" style=\"fill:none;stroke-width:0.31879;stroke-linecap:round;stroke-linejoin:round;stroke:rgb(0%,0%,0%);stroke-opacity:1;stroke-miterlimit:10;\" transform=\"matrix(0.59012,-0.80768,-0.80768,-0.59012,221.38433,113.01294)\"/>\n",
       "<path d=\"M 143.533437 -153.097594 C 148.842031 -144.296812 152.982656 -139.718687 160.834219 -133.824156 \" style=\"fill:none;stroke-width:0.3985;stroke-linecap:butt;stroke-linejoin:miter;stroke:rgb(0%,0%,0%);stroke-opacity:1;stroke-miterlimit:10;\" transform=\"matrix(1,0,0,-1,58.115,4.961)\"/>\n",
       "<path d=\"M -1.195903 1.596262 C -1.096152 0.994048 -0.000690282 0.098579 0.300752 -0.000723227 C 0.00236116 -0.0990238 -1.096885 -0.99759 -1.196295 -1.591921 \" style=\"fill:none;stroke-width:0.31879;stroke-linecap:round;stroke-linejoin:round;stroke:rgb(0%,0%,0%);stroke-opacity:1;stroke-miterlimit:10;\" transform=\"matrix(0.8,-0.60046,-0.60046,-0.8,218.95037,138.78548)\"/>\n",
       "<path d=\"M 95.189687 -45.902281 L 159.498281 -67.339781 \" style=\"fill:none;stroke-width:0.3985;stroke-linecap:butt;stroke-linejoin:miter;stroke:rgb(0%,0%,0%);stroke-opacity:1;stroke-miterlimit:10;\" transform=\"matrix(1,0,0,-1,58.115,4.961)\"/>\n",
       "<path d=\"M -1.196188 1.595289 C -1.094988 0.995554 0.00207556 0.0984339 0.298244 -0.000283558 C -0.00162338 -0.100244 -1.097425 -0.996165 -1.194904 -1.592202 \" style=\"fill:none;stroke-width:0.31879;stroke-linecap:round;stroke-linejoin:round;stroke:rgb(0%,0%,0%);stroke-opacity:1;stroke-miterlimit:10;\" transform=\"matrix(0.94963,0.31656,0.31656,-0.94963,217.6114,72.29985)\"/>\n",
       "<path d=\"M 93.959219 -48.468687 L 160.779531 -93.011656 \" style=\"fill:none;stroke-width:0.3985;stroke-linecap:butt;stroke-linejoin:miter;stroke:rgb(0%,0%,0%);stroke-opacity:1;stroke-miterlimit:10;\" transform=\"matrix(1,0,0,-1,58.115,4.961)\"/>\n",
       "<path d=\"M -1.19716 1.594143 C -1.097795 0.995778 0.000640993 0.0993058 0.300903 -0.0000631854 C 0.000639906 -0.0972687 -1.094566 -0.995889 -1.197177 -1.593173 \" style=\"fill:none;stroke-width:0.31879;stroke-linecap:round;stroke-linejoin:round;stroke:rgb(0%,0%,0%);stroke-opacity:1;stroke-miterlimit:10;\" transform=\"matrix(0.83461,0.5564,0.5564,-0.83461,218.89343,97.97315)\"/>\n",
       "<path d=\"M 92.595937 -50.078062 L 162.1975 -119.679625 \" style=\"fill:none;stroke-width:0.3985;stroke-linecap:butt;stroke-linejoin:miter;stroke:rgb(0%,0%,0%);stroke-opacity:1;stroke-miterlimit:10;\" transform=\"matrix(1,0,0,-1,58.115,4.961)\"/>\n",
       "<path d=\"M -1.194142 1.595098 C -1.097491 0.995726 -0.000982923 0.0980167 0.300079 0.00133374 C -0.000989954 -0.100852 -1.094799 -0.995722 -1.197017 -1.595087 \" style=\"fill:none;stroke-width:0.31879;stroke-linecap:round;stroke-linejoin:round;stroke:rgb(0%,0%,0%);stroke-opacity:1;stroke-miterlimit:10;\" transform=\"matrix(0.70715,0.7071,0.7071,-0.70715,220.3142,124.64032)\"/>\n",
       "<path d=\"M 95.72875 -70.867125 L 158.935781 -70.867125 \" style=\"fill:none;stroke-width:0.3985;stroke-linecap:butt;stroke-linejoin:miter;stroke:rgb(0%,0%,0%);stroke-opacity:1;stroke-miterlimit:10;\" transform=\"matrix(1,0,0,-1,58.115,4.961)\"/>\n",
       "<path d=\"M -1.194511 1.593645 C -1.096855 0.995989 0.00080125 0.101458 0.297676 -0.000105 C 0.00080125 -0.0977612 -1.096855 -0.996199 -1.194511 -1.593855 \" style=\"fill:none;stroke-width:0.31879;stroke-linecap:round;stroke-linejoin:round;stroke:rgb(0%,0%,0%);stroke-opacity:1;stroke-miterlimit:10;\" transform=\"matrix(1,0,0,-1,217.04998,75.82802)\"/>\n",
       "<path d=\"M 95.189687 -74.249937 L 159.498281 -95.687437 \" style=\"fill:none;stroke-width:0.3985;stroke-linecap:butt;stroke-linejoin:miter;stroke:rgb(0%,0%,0%);stroke-opacity:1;stroke-miterlimit:10;\" transform=\"matrix(1,0,0,-1,58.115,4.961)\"/>\n",
       "<path d=\"M -1.195927 1.594506 C -1.094727 0.994771 0.00110251 0.101353 0.298505 -0.00106662 C -0.00136235 -0.101028 -1.097164 -0.996948 -1.194643 -1.592985 \" style=\"fill:none;stroke-width:0.31879;stroke-linecap:round;stroke-linejoin:round;stroke:rgb(0%,0%,0%);stroke-opacity:1;stroke-miterlimit:10;\" transform=\"matrix(0.94963,0.31656,0.31656,-0.94963,217.6114,100.64668)\"/>\n",
       "<path d=\"M 93.959219 -76.812437 L 160.779531 -121.359312 \" style=\"fill:none;stroke-width:0.3985;stroke-linecap:butt;stroke-linejoin:miter;stroke:rgb(0%,0%,0%);stroke-opacity:1;stroke-miterlimit:10;\" transform=\"matrix(1,0,0,-1,58.115,4.961)\"/>\n",
       "<path d=\"M -1.196692 1.593441 C -1.097328 0.995076 0.00110897 0.0986039 0.299211 0.0024751 C 0.00110788 -0.0979707 -1.094098 -0.996591 -1.196709 -1.593875 \" style=\"fill:none;stroke-width:0.31879;stroke-linecap:round;stroke-linejoin:round;stroke:rgb(0%,0%,0%);stroke-opacity:1;stroke-miterlimit:10;\" transform=\"matrix(0.83461,0.5564,0.5564,-0.83461,218.89343,126.31996)\"/>\n",
       "<path d=\"M 95.189687 -95.831969 L 159.498281 -74.394469 \" style=\"fill:none;stroke-width:0.3985;stroke-linecap:butt;stroke-linejoin:miter;stroke:rgb(0%,0%,0%);stroke-opacity:1;stroke-miterlimit:10;\" transform=\"matrix(1,0,0,-1,58.115,4.961)\"/>\n",
       "<path d=\"M -1.19497 1.592003 C -1.097491 0.995966 -0.00168973 0.100045 0.298177 0.0000845349 C 0.00200921 -0.0986329 -1.095055 -0.995753 -1.196254 -1.595488 \" style=\"fill:none;stroke-width:0.31879;stroke-linecap:round;stroke-linejoin:round;stroke:rgb(0%,0%,0%);stroke-opacity:1;stroke-miterlimit:10;\" transform=\"matrix(0.94963,-0.31656,-0.31656,-0.94963,217.6114,79.35619)\"/>\n",
       "<path d=\"M 95.72875 -99.214781 L 158.935781 -99.214781 \" style=\"fill:none;stroke-width:0.3985;stroke-linecap:butt;stroke-linejoin:miter;stroke:rgb(0%,0%,0%);stroke-opacity:1;stroke-miterlimit:10;\" transform=\"matrix(1,0,0,-1,58.115,4.961)\"/>\n",
       "<path d=\"M -1.194511 1.592819 C -1.096855 0.995163 0.00080125 0.100631 0.297676 -0.00093125 C 0.00080125 -0.0985875 -1.096855 -0.997025 -1.194511 -1.594681 \" style=\"fill:none;stroke-width:0.31879;stroke-linecap:round;stroke-linejoin:round;stroke:rgb(0%,0%,0%);stroke-opacity:1;stroke-miterlimit:10;\" transform=\"matrix(1,0,0,-1,217.04998,104.17485)\"/>\n",
       "<path d=\"M 95.189687 -102.597594 L 159.498281 -124.031187 \" style=\"fill:none;stroke-width:0.3985;stroke-linecap:butt;stroke-linejoin:miter;stroke:rgb(0%,0%,0%);stroke-opacity:1;stroke-miterlimit:10;\" transform=\"matrix(1,0,0,-1,58.115,4.961)\"/>\n",
       "<path d=\"M -1.195663 1.593714 C -1.095697 0.99768 0.0013667 0.10056 0.298769 -0.00185915 C -0.00109816 -0.10182 -1.0969 -0.997741 -1.194378 -1.593777 \" style=\"fill:none;stroke-width:0.31879;stroke-linecap:round;stroke-linejoin:round;stroke:rgb(0%,0%,0%);stroke-opacity:1;stroke-miterlimit:10;\" transform=\"matrix(0.94963,0.31656,0.31656,-0.94963,217.6114,128.9935)\"/>\n",
       "<path d=\"M 93.959219 -121.613219 L 160.779531 -77.07025 \" style=\"fill:none;stroke-width:0.3985;stroke-linecap:butt;stroke-linejoin:miter;stroke:rgb(0%,0%,0%);stroke-opacity:1;stroke-miterlimit:10;\" transform=\"matrix(1,0,0,-1,58.115,4.961)\"/>\n",
       "<path d=\"M -1.195585 1.595562 C -1.095134 0.995038 0.00223254 0.0996577 0.300335 -0.000788094 C 0.0000734809 -0.100157 -1.098363 -0.99663 -1.195567 -1.591754 \" style=\"fill:none;stroke-width:0.31879;stroke-linecap:round;stroke-linejoin:round;stroke:rgb(0%,0%,0%);stroke-opacity:1;stroke-miterlimit:10;\" transform=\"matrix(0.83461,-0.5564,-0.5564,-0.83461,218.89343,82.02973)\"/>\n",
       "<path d=\"M 95.189687 -124.175719 L 159.498281 -102.742125 \" style=\"fill:none;stroke-width:0.3985;stroke-linecap:butt;stroke-linejoin:miter;stroke:rgb(0%,0%,0%);stroke-opacity:1;stroke-miterlimit:10;\" transform=\"matrix(1,0,0,-1,58.115,4.961)\"/>\n",
       "<path d=\"M -1.193997 1.594922 C -1.097752 0.995183 -0.00195076 0.0992624 0.297916 -0.000698525 C 0.00174818 -0.099416 -1.095316 -0.996536 -1.195281 -1.592569 \" style=\"fill:none;stroke-width:0.31879;stroke-linecap:round;stroke-linejoin:round;stroke:rgb(0%,0%,0%);stroke-opacity:1;stroke-miterlimit:10;\" transform=\"matrix(0.94963,-0.31656,-0.31656,-0.94963,217.6114,107.70302)\"/>\n",
       "<path d=\"M 95.72875 -127.562437 L 158.935781 -127.562437 \" style=\"fill:none;stroke-width:0.3985;stroke-linecap:butt;stroke-linejoin:miter;stroke:rgb(0%,0%,0%);stroke-opacity:1;stroke-miterlimit:10;\" transform=\"matrix(1,0,0,-1,58.115,4.961)\"/>\n",
       "<path d=\"M -1.194511 1.595889 C -1.096855 0.994326 0.00080125 0.099795 0.297676 -0.0017675 C 0.00080125 -0.0994237 -1.096855 -0.997861 -1.194511 -1.595517 \" style=\"fill:none;stroke-width:0.31879;stroke-linecap:round;stroke-linejoin:round;stroke:rgb(0%,0%,0%);stroke-opacity:1;stroke-miterlimit:10;\" transform=\"matrix(1,0,0,-1,217.04998,132.52167)\"/>\n",
       "<path d=\"M 92.595937 -148.3515 L 162.1975 -78.749937 \" style=\"fill:none;stroke-width:0.3985;stroke-linecap:butt;stroke-linejoin:miter;stroke:rgb(0%,0%,0%);stroke-opacity:1;stroke-miterlimit:10;\" transform=\"matrix(1,0,0,-1,58.115,4.961)\"/>\n",
       "<path d=\"M -1.195572 1.596532 C -1.096116 0.994405 -0.00230686 0.099535 0.298762 -0.00265074 C -0.00229983 -0.0993337 -1.096046 -0.994281 -1.195459 -1.596415 \" style=\"fill:none;stroke-width:0.31879;stroke-linecap:round;stroke-linejoin:round;stroke:rgb(0%,0%,0%);stroke-opacity:1;stroke-miterlimit:10;\" transform=\"matrix(0.70715,-0.7071,-0.7071,-0.70715,220.3142,83.70938)\"/>\n",
       "<path d=\"M 93.959219 -149.960875 L 160.779531 -105.414 \" style=\"fill:none;stroke-width:0.3985;stroke-linecap:butt;stroke-linejoin:miter;stroke:rgb(0%,0%,0%);stroke-opacity:1;stroke-miterlimit:10;\" transform=\"matrix(1,0,0,-1,58.115,4.961)\"/>\n",
       "<path d=\"M -1.196041 1.594877 C -1.095591 0.994353 0.00177562 0.0989723 0.299878 -0.00147347 C -0.000383432 -0.100842 -1.09666 -0.994075 -1.196024 -1.59244 \" style=\"fill:none;stroke-width:0.31879;stroke-linecap:round;stroke-linejoin:round;stroke:rgb(0%,0%,0%);stroke-opacity:1;stroke-miterlimit:10;\" transform=\"matrix(0.83461,-0.5564,-0.5564,-0.83461,218.89343,110.37656)\"/>\n",
       "<path d=\"M 95.189687 -152.523375 L 159.498281 -131.089781 \" style=\"fill:none;stroke-width:0.3985;stroke-linecap:butt;stroke-linejoin:miter;stroke:rgb(0%,0%,0%);stroke-opacity:1;stroke-miterlimit:10;\" transform=\"matrix(1,0,0,-1,58.115,4.961)\"/>\n",
       "<path d=\"M -1.194261 1.594129 C -1.096782 0.998093 -0.00221495 0.0984698 0.297652 -0.00149106 C 0.00148399 -0.100209 -1.09558 -0.997329 -1.195546 -1.593362 \" style=\"fill:none;stroke-width:0.31879;stroke-linecap:round;stroke-linejoin:round;stroke:rgb(0%,0%,0%);stroke-opacity:1;stroke-miterlimit:10;\" transform=\"matrix(0.94963,-0.31656,-0.31656,-0.94963,217.6114,136.04984)\"/>\n",
       "<path d=\"M 228.158437 -138.683531 L 250.111562 -95.00775 \" style=\"fill:none;stroke-width:0.3985;stroke-linecap:butt;stroke-linejoin:miter;stroke:rgb(0%,0%,0%);stroke-opacity:1;stroke-miterlimit:10;\" transform=\"matrix(1,0,0,-1,58.115,4.961)\"/>\n",
       "<path d=\"M -1.196744 1.594446 C -1.096018 0.994337 0.00004018 0.0996392 0.298662 0.00079197 C 0.000459775 -0.101048 -1.095345 -0.996839 -1.197059 -1.593881 \" style=\"fill:none;stroke-width:0.31879;stroke-linecap:round;stroke-linejoin:round;stroke:rgb(0%,0%,0%);stroke-opacity:1;stroke-miterlimit:10;\" transform=\"matrix(0.44955,-0.89442,-0.89442,-0.44955,308.22582,99.97061)\"/>\n",
       "<path d=\"M 229.123281 -139.386656 L 247.240469 -121.269469 \" style=\"fill:none;stroke-width:0.3985;stroke-linecap:butt;stroke-linejoin:miter;stroke:rgb(0%,0%,0%);stroke-opacity:1;stroke-miterlimit:10;\" transform=\"matrix(1,0,0,-1,58.115,4.961)\"/>\n",
       "<path d=\"M -1.195943 1.592404 C -1.096491 0.995796 0.0000820752 0.0981499 0.29839 -0.0012767 C 0.0000877 -0.10072 -1.096434 -0.998429 -1.195853 -1.595042 \" style=\"fill:none;stroke-width:0.31879;stroke-linecap:round;stroke-linejoin:round;stroke:rgb(0%,0%,0%);stroke-opacity:1;stroke-miterlimit:10;\" transform=\"matrix(0.70714,-0.7071,-0.7071,-0.70714,305.3545,126.22962)\"/>\n",
       "<path d=\"M 180.635 -72.624937 L 244.115469 -83.206969 \" style=\"fill:none;stroke-width:0.3985;stroke-linecap:butt;stroke-linejoin:miter;stroke:rgb(0%,0%,0%);stroke-opacity:1;stroke-miterlimit:10;\" transform=\"matrix(1,0,0,-1,58.115,4.961)\"/>\n",
       "<path d=\"M -1.194944 1.592314 C -1.095524 0.995711 -0.000494524 0.0982198 0.300369 0.001987 C 0.000783945 -0.099364 -1.09557 -0.998088 -1.194375 -1.59212 \" style=\"fill:none;stroke-width:0.31879;stroke-linecap:round;stroke-linejoin:round;stroke:rgb(0%,0%,0%);stroke-opacity:1;stroke-miterlimit:10;\" transform=\"matrix(0.98744,0.16455,0.16455,-0.98744,302.23042,88.16738)\"/>\n",
       "<path d=\"M 179.677969 -75.664 L 245.150625 -108.402281 \" style=\"fill:none;stroke-width:0.3985;stroke-linecap:butt;stroke-linejoin:miter;stroke:rgb(0%,0%,0%);stroke-opacity:1;stroke-miterlimit:10;\" transform=\"matrix(1,0,0,-1,58.115,4.961)\"/>\n",
       "<path d=\"M -1.196442 1.594575 C -1.093382 0.995366 0.000197464 0.100904 0.298925 0.00132234 C 0.00019387 -0.0999959 -1.096912 -0.997913 -1.196499 -1.593623 \" style=\"fill:none;stroke-width:0.31879;stroke-linecap:round;stroke-linejoin:round;stroke:rgb(0%,0%,0%);stroke-opacity:1;stroke-miterlimit:10;\" transform=\"matrix(0.89442,0.44719,0.44719,-0.89442,303.2672,113.3636)\"/>\n",
       "<path d=\"M 180.635 -97.456969 L 244.115469 -86.874937 \" style=\"fill:none;stroke-width:0.3985;stroke-linecap:butt;stroke-linejoin:miter;stroke:rgb(0%,0%,0%);stroke-opacity:1;stroke-miterlimit:10;\" transform=\"matrix(1,0,0,-1,58.115,4.961)\"/>\n",
       "<path d=\"M -1.193903 1.594958 C -1.095738 0.997077 0.000615432 0.0983528 0.300842 0.00085083 C -0.000663037 -0.099231 -1.095693 -0.996723 -1.195112 -1.593325 \" style=\"fill:none;stroke-width:0.31879;stroke-linecap:round;stroke-linejoin:round;stroke:rgb(0%,0%,0%);stroke-opacity:1;stroke-miterlimit:10;\" transform=\"matrix(0.98744,-0.16455,-0.16455,-0.98744,302.23042,91.8355)\"/>\n",
       "<path d=\"M 180.635 -100.972594 L 244.115469 -111.554625 \" style=\"fill:none;stroke-width:0.3985;stroke-linecap:butt;stroke-linejoin:miter;stroke:rgb(0%,0%,0%);stroke-opacity:1;stroke-miterlimit:10;\" transform=\"matrix(1,0,0,-1,58.115,4.961)\"/>\n",
       "<path d=\"M -1.195448 1.595339 C -1.095387 0.994887 -0.000998626 0.101245 0.300507 0.00116299 C 0.000921259 -0.100188 -1.096074 -0.995063 -1.194238 -1.592944 \" style=\"fill:none;stroke-width:0.31879;stroke-linecap:round;stroke-linejoin:round;stroke:rgb(0%,0%,0%);stroke-opacity:1;stroke-miterlimit:10;\" transform=\"matrix(0.98744,0.16455,0.16455,-0.98744,302.23042,116.5142)\"/>\n",
       "<path d=\"M 179.677969 -122.761656 L 245.150625 -90.023375 \" style=\"fill:none;stroke-width:0.3985;stroke-linecap:butt;stroke-linejoin:miter;stroke:rgb(0%,0%,0%);stroke-opacity:1;stroke-miterlimit:10;\" transform=\"matrix(1,0,0,-1,58.115,4.961)\"/>\n",
       "<path d=\"M -1.195589 1.595442 C -1.097749 0.996238 -0.000643521 0.098321 0.299835 0.000496748 C 0.00110697 -0.0990852 -1.094219 -0.997041 -1.195532 -1.592755 \" style=\"fill:none;stroke-width:0.31879;stroke-linecap:round;stroke-linejoin:round;stroke:rgb(0%,0%,0%);stroke-opacity:1;stroke-miterlimit:10;\" transform=\"matrix(0.89442,-0.44719,-0.44719,-0.89442,303.2672,94.98609)\"/>\n",
       "<path d=\"M 180.635 -125.800719 L 244.115469 -115.222594 \" style=\"fill:none;stroke-width:0.3985;stroke-linecap:butt;stroke-linejoin:miter;stroke:rgb(0%,0%,0%);stroke-opacity:1;stroke-miterlimit:10;\" transform=\"matrix(1,0,0,-1,58.115,4.961)\"/>\n",
       "<path d=\"M -1.194042 1.594124 C -1.095877 0.996243 0.00111789 0.101368 0.300703 0.0000169725 C -0.000801994 -0.100065 -1.095832 -0.997556 -1.195251 -1.594159 \" style=\"fill:none;stroke-width:0.31879;stroke-linecap:round;stroke-linejoin:round;stroke:rgb(0%,0%,0%);stroke-opacity:1;stroke-miterlimit:10;\" transform=\"matrix(0.98744,-0.16455,-0.16455,-0.98744,302.23042,120.18231)\"/>\n",
       "<path d=\"M 301.267812 -138.347594 L 335.357656 -66.781187 \" style=\"fill:none;stroke-width:0.3985;stroke-linecap:butt;stroke-linejoin:miter;stroke:rgb(0%,0%,0%);stroke-opacity:1;stroke-miterlimit:10;\" transform=\"matrix(1,0,0,-1,58.115,4.961)\"/>\n",
       "<path d=\"M -1.194851 1.592321 C -1.096437 0.996078 0.000182566 0.0983925 0.298071 -0.00142234 C -0.000128727 -0.100303 -1.096199 -0.997916 -1.196481 -1.593848 \" style=\"fill:none;stroke-width:0.31879;stroke-linecap:round;stroke-linejoin:round;stroke:rgb(0%,0%,0%);stroke-opacity:1;stroke-miterlimit:10;\" transform=\"matrix(0.43109,-0.90501,-0.90501,-0.43109,393.47178,71.7418)\"/>\n",
       "<path d=\"M 301.834219 -138.683531 L 333.66625 -94.128844 \" style=\"fill:none;stroke-width:0.3985;stroke-linecap:butt;stroke-linejoin:miter;stroke:rgb(0%,0%,0%);stroke-opacity:1;stroke-miterlimit:10;\" transform=\"matrix(1,0,0,-1,58.115,4.961)\"/>\n",
       "<path d=\"M -1.197288 1.594817 C -1.095693 0.996709 0.00100916 0.0987919 0.297368 -0.00084826 C -0.00122499 -0.0992236 -1.094924 -0.995677 -1.194516 -1.593816 \" style=\"fill:none;stroke-width:0.31879;stroke-linecap:round;stroke-linejoin:round;stroke:rgb(0%,0%,0%);stroke-opacity:1;stroke-miterlimit:10;\" transform=\"matrix(0.58261,-0.81538,-0.81538,-0.58261,391.78309,99.08963)\"/>\n",
       "<path d=\"M 302.732656 -139.578062 L 330.986562 -119.808531 \" style=\"fill:none;stroke-width:0.3985;stroke-linecap:butt;stroke-linejoin:miter;stroke:rgb(0%,0%,0%);stroke-opacity:1;stroke-miterlimit:10;\" transform=\"matrix(1,0,0,-1,58.115,4.961)\"/>\n",
       "<path d=\"M -1.196938 1.59485 C -1.093941 0.995978 0.000140773 0.0975117 0.296735 -0.000872274 C -0.00109963 -0.10095 -1.096787 -0.99533 -1.197668 -1.593918 \" style=\"fill:none;stroke-width:0.31879;stroke-linecap:round;stroke-linejoin:round;stroke:rgb(0%,0%,0%);stroke-opacity:1;stroke-miterlimit:10;\" transform=\"matrix(0.82307,-0.57594,-0.57594,-0.82307,389.10292,124.76784)\"/>\n",
       "<path d=\"M 303.396719 -141.734312 L 329.017812 -141.734312 \" style=\"fill:none;stroke-width:0.3985;stroke-linecap:butt;stroke-linejoin:miter;stroke:rgb(0%,0%,0%);stroke-opacity:1;stroke-miterlimit:10;\" transform=\"matrix(1,0,0,-1,58.115,4.961)\"/>\n",
       "<path d=\"M -1.197316 1.593527 C -1.095754 0.995871 0.0019025 0.10134 0.298778 -0.0002225 C 0.0019025 -0.0978788 -1.095754 -0.996316 -1.197316 -1.593973 \" style=\"fill:none;stroke-width:0.31879;stroke-linecap:round;stroke-linejoin:round;stroke:rgb(0%,0%,0%);stroke-opacity:1;stroke-miterlimit:10;\" transform=\"matrix(1,0,0,-1,387.13091,146.69509)\"/>\n",
       "<path d=\"M 265.271719 -81.656187 L 329.576406 -60.222594 \" style=\"fill:none;stroke-width:0.3985;stroke-linecap:butt;stroke-linejoin:miter;stroke:rgb(0%,0%,0%);stroke-opacity:1;stroke-miterlimit:10;\" transform=\"matrix(1,0,0,-1,58.115,4.961)\"/>\n",
       "<path d=\"M -1.196873 1.595123 C -1.095692 0.997853 -0.00112467 0.0982301 0.298742 -0.00173078 C -0.00112779 -0.0992142 -1.09449 -0.997568 -1.194455 -1.593602 \" style=\"fill:none;stroke-width:0.31879;stroke-linecap:round;stroke-linejoin:round;stroke:rgb(0%,0%,0%);stroke-opacity:1;stroke-miterlimit:10;\" transform=\"matrix(0.94963,-0.31656,-0.31656,-0.94963,387.69232,65.18277)\"/>\n",
       "<path d=\"M 265.810781 -85.039 L 329.017812 -85.039 \" style=\"fill:none;stroke-width:0.3985;stroke-linecap:butt;stroke-linejoin:miter;stroke:rgb(0%,0%,0%);stroke-opacity:1;stroke-miterlimit:10;\" transform=\"matrix(1,0,0,-1,58.115,4.961)\"/>\n",
       "<path d=\"M -1.197316 1.59519 C -1.095754 0.997534 0.0019025 0.0990963 0.298778 0.00144 C 0.0019025 -0.100122 -1.095754 -0.994654 -1.197316 -1.59231 \" style=\"fill:none;stroke-width:0.31879;stroke-linecap:round;stroke-linejoin:round;stroke:rgb(0%,0%,0%);stroke-opacity:1;stroke-miterlimit:10;\" transform=\"matrix(1,0,0,-1,387.13091,90.00144)\"/>\n",
       "<path d=\"M 265.271719 -88.421812 L 329.576406 -109.859312 \" style=\"fill:none;stroke-width:0.3985;stroke-linecap:butt;stroke-linejoin:miter;stroke:rgb(0%,0%,0%);stroke-opacity:1;stroke-miterlimit:10;\" transform=\"matrix(1,0,0,-1,58.115,4.961)\"/>\n",
       "<path d=\"M -1.194128 1.59262 C -1.094162 0.996586 -0.000800411 0.0982321 0.29907 0.000748694 C -0.000797292 -0.0992122 -1.096599 -0.995133 -1.196546 -1.596106 \" style=\"fill:none;stroke-width:0.31879;stroke-linecap:round;stroke-linejoin:round;stroke:rgb(0%,0%,0%);stroke-opacity:1;stroke-miterlimit:10;\" transform=\"matrix(0.94963,0.31656,0.31656,-0.94963,387.69232,114.8201)\"/>\n",
       "<path d=\"M 264.04125 -90.988219 L 330.857656 -135.531187 \" style=\"fill:none;stroke-width:0.3985;stroke-linecap:butt;stroke-linejoin:miter;stroke:rgb(0%,0%,0%);stroke-opacity:1;stroke-miterlimit:10;\" transform=\"matrix(1,0,0,-1,58.115,4.961)\"/>\n",
       "<path d=\"M -1.196616 1.595343 C -1.097252 0.996978 0.00118467 0.100506 0.298206 -0.00102366 C 0.000103472 -0.101469 -1.097263 -0.99685 -1.194473 -1.595214 \" style=\"fill:none;stroke-width:0.31879;stroke-linecap:round;stroke-linejoin:round;stroke:rgb(0%,0%,0%);stroke-opacity:1;stroke-miterlimit:10;\" transform=\"matrix(0.83461,0.5564,0.5564,-0.83461,388.97434,140.49338)\"/>\n",
       "<path d=\"M 264.04125 -107.441344 L 330.857656 -62.894469 \" style=\"fill:none;stroke-width:0.3985;stroke-linecap:butt;stroke-linejoin:miter;stroke:rgb(0%,0%,0%);stroke-opacity:1;stroke-miterlimit:10;\" transform=\"matrix(1,0,0,-1,58.115,4.961)\"/>\n",
       "<path d=\"M -1.195503 1.593669 C -1.096133 0.998545 -0.000926484 0.0999245 0.297176 -0.000521288 C 0.000154713 -0.10205 -1.096122 -0.995283 -1.195486 -1.593648 \" style=\"fill:none;stroke-width:0.31879;stroke-linecap:round;stroke-linejoin:round;stroke:rgb(0%,0%,0%);stroke-opacity:1;stroke-miterlimit:10;\" transform=\"matrix(0.83461,-0.5564,-0.5564,-0.83461,388.97434,67.85632)\"/>\n",
       "<path d=\"M 265.271719 -110.003844 L 329.576406 -88.57025 \" style=\"fill:none;stroke-width:0.3985;stroke-linecap:butt;stroke-linejoin:miter;stroke:rgb(0%,0%,0%);stroke-opacity:1;stroke-miterlimit:10;\" transform=\"matrix(1,0,0,-1,58.115,4.961)\"/>\n",
       "<path d=\"M -1.197134 1.59434 C -1.095953 0.99707 -0.000151619 0.101149 0.299715 0.00118822 C -0.00138882 -0.0999972 -1.094751 -0.998351 -1.194716 -1.594385 \" style=\"fill:none;stroke-width:0.31879;stroke-linecap:round;stroke-linejoin:round;stroke:rgb(0%,0%,0%);stroke-opacity:1;stroke-miterlimit:10;\" transform=\"matrix(0.94963,-0.31656,-0.31656,-0.94963,387.69232,93.5296)\"/>\n",
       "<path d=\"M 265.810781 -113.386656 L 329.017812 -113.386656 \" style=\"fill:none;stroke-width:0.3985;stroke-linecap:butt;stroke-linejoin:miter;stroke:rgb(0%,0%,0%);stroke-opacity:1;stroke-miterlimit:10;\" transform=\"matrix(1,0,0,-1,58.115,4.961)\"/>\n",
       "<path d=\"M -1.197316 1.594364 C -1.095754 0.996708 0.0019025 0.09827 0.298778 0.00061375 C 0.0019025 -0.100949 -1.095754 -0.99548 -1.197316 -1.593136 \" style=\"fill:none;stroke-width:0.31879;stroke-linecap:round;stroke-linejoin:round;stroke:rgb(0%,0%,0%);stroke-opacity:1;stroke-miterlimit:10;\" transform=\"matrix(1,0,0,-1,387.13091,118.34827)\"/>\n",
       "<path d=\"M 265.271719 -116.769469 L 329.576406 -138.206969 \" style=\"fill:none;stroke-width:0.3985;stroke-linecap:butt;stroke-linejoin:miter;stroke:rgb(0%,0%,0%);stroke-opacity:1;stroke-miterlimit:10;\" transform=\"matrix(1,0,0,-1,58.115,4.961)\"/>\n",
       "<path d=\"M -1.195098 1.595529 C -1.093898 0.995794 -0.000536218 0.0974395 0.299334 -0.0000438432 C -0.000533099 -0.100005 -1.096335 -0.995925 -1.197515 -1.593196 \" style=\"fill:none;stroke-width:0.31879;stroke-linecap:round;stroke-linejoin:round;stroke:rgb(0%,0%,0%);stroke-opacity:1;stroke-miterlimit:10;\" transform=\"matrix(0.94963,0.31656,0.31656,-0.94963,387.69232,143.16692)\"/>\n",
       "<g style=\"fill:rgb(0%,0%,0%);fill-opacity:1;\">\n",
       "  <use x=\"281.256\" xlink:href=\"#glyph5-1\" y=\"68.706\"/>\n",
       "  <use x=\"288.72795\" xlink:href=\"#glyph5-2\" y=\"68.706\"/>\n",
       "  <use x=\"294.263171\" xlink:href=\"#glyph5-3\" y=\"68.706\"/>\n",
       "  <use x=\"298.137626\" xlink:href=\"#glyph5-4\" y=\"68.706\"/>\n",
       "</g>\n",
       "<g style=\"fill:rgb(0%,0%,0%);fill-opacity:1;\">\n",
       "  <use x=\"303.397878\" xlink:href=\"#glyph5-5\" y=\"68.706\"/>\n",
       "  <use x=\"307.825258\" xlink:href=\"#glyph5-6\" y=\"68.706\"/>\n",
       "  <use x=\"313.360478\" xlink:href=\"#glyph5-7\" y=\"68.706\"/>\n",
       "  <use x=\"317.787858\" xlink:href=\"#glyph5-4\" y=\"68.706\"/>\n",
       "</g>\n",
       "<g style=\"fill:rgb(0%,0%,0%);fill-opacity:1;\">\n",
       "  <use x=\"323.048111\" xlink:href=\"#glyph5-8\" y=\"68.706\"/>\n",
       "  <use x=\"328.583331\" xlink:href=\"#glyph5-5\" y=\"68.706\"/>\n",
       "  <use x=\"333.010711\" xlink:href=\"#glyph5-9\" y=\"68.706\"/>\n",
       "</g>\n",
       "<g style=\"fill:rgb(0%,0%,0%);fill-opacity:1;\">\n",
       "  <use x=\"340.230607\" xlink:href=\"#glyph5-10\" y=\"68.706\"/>\n",
       "</g>\n",
       "<g style=\"fill:rgb(0%,0%,0%);fill-opacity:1;\">\n",
       "  <use x=\"196.217\" xlink:href=\"#glyph5-1\" y=\"54.533\"/>\n",
       "  <use x=\"203.68895\" xlink:href=\"#glyph5-2\" y=\"54.533\"/>\n",
       "  <use x=\"209.224171\" xlink:href=\"#glyph5-3\" y=\"54.533\"/>\n",
       "  <use x=\"213.098626\" xlink:href=\"#glyph5-4\" y=\"54.533\"/>\n",
       "</g>\n",
       "<g style=\"fill:rgb(0%,0%,0%);fill-opacity:1;\">\n",
       "  <use x=\"218.358879\" xlink:href=\"#glyph5-5\" y=\"54.533\"/>\n",
       "  <use x=\"222.786258\" xlink:href=\"#glyph5-6\" y=\"54.533\"/>\n",
       "  <use x=\"228.321479\" xlink:href=\"#glyph5-7\" y=\"54.533\"/>\n",
       "  <use x=\"232.748858\" xlink:href=\"#glyph5-4\" y=\"54.533\"/>\n",
       "</g>\n",
       "<g style=\"fill:rgb(0%,0%,0%);fill-opacity:1;\">\n",
       "  <use x=\"238.009111\" xlink:href=\"#glyph5-8\" y=\"54.533\"/>\n",
       "</g>\n",
       "<g style=\"fill:rgb(0%,0%,0%);fill-opacity:1;\">\n",
       "  <use x=\"243.534369\" xlink:href=\"#glyph5-5\" y=\"54.533\"/>\n",
       "</g>\n",
       "<g style=\"fill:rgb(0%,0%,0%);fill-opacity:1;\">\n",
       "  <use x=\"247.971711\" xlink:href=\"#glyph5-9\" y=\"54.533\"/>\n",
       "</g>\n",
       "<g style=\"fill:rgb(0%,0%,0%);fill-opacity:1;\">\n",
       "  <use x=\"255.191607\" xlink:href=\"#glyph5-11\" y=\"54.533\"/>\n",
       "</g>\n",
       "<g style=\"fill:rgb(0%,0%,0%);fill-opacity:1;\">\n",
       "  <use x=\"111.177\" xlink:href=\"#glyph5-1\" y=\"26.187\"/>\n",
       "  <use x=\"118.64895\" xlink:href=\"#glyph5-2\" y=\"26.187\"/>\n",
       "  <use x=\"124.184171\" xlink:href=\"#glyph5-3\" y=\"26.187\"/>\n",
       "  <use x=\"128.058626\" xlink:href=\"#glyph5-4\" y=\"26.187\"/>\n",
       "</g>\n",
       "<g style=\"fill:rgb(0%,0%,0%);fill-opacity:1;\">\n",
       "  <use x=\"133.318879\" xlink:href=\"#glyph5-5\" y=\"26.187\"/>\n",
       "  <use x=\"137.746258\" xlink:href=\"#glyph5-6\" y=\"26.187\"/>\n",
       "  <use x=\"143.281479\" xlink:href=\"#glyph5-7\" y=\"26.187\"/>\n",
       "  <use x=\"147.708858\" xlink:href=\"#glyph5-4\" y=\"26.187\"/>\n",
       "</g>\n",
       "<g style=\"fill:rgb(0%,0%,0%);fill-opacity:1;\">\n",
       "  <use x=\"152.969111\" xlink:href=\"#glyph5-8\" y=\"26.187\"/>\n",
       "  <use x=\"158.504331\" xlink:href=\"#glyph5-5\" y=\"26.187\"/>\n",
       "  <use x=\"162.931711\" xlink:href=\"#glyph5-9\" y=\"26.187\"/>\n",
       "</g>\n",
       "<g style=\"fill:rgb(0%,0%,0%);fill-opacity:1;\">\n",
       "  <use x=\"170.151607\" xlink:href=\"#glyph5-12\" y=\"26.187\"/>\n",
       "</g>\n",
       "<g style=\"fill:rgb(0%,0%,0%);fill-opacity:1;\">\n",
       "  <use x=\"34.025\" xlink:href=\"#glyph5-13\" y=\"16.025\"/>\n",
       "  <use x=\"37.622495\" xlink:href=\"#glyph5-6\" y=\"16.025\"/>\n",
       "  <use x=\"43.157715\" xlink:href=\"#glyph5-14\" y=\"16.025\"/>\n",
       "  <use x=\"48.692936\" xlink:href=\"#glyph5-2\" y=\"16.025\"/>\n",
       "  <use x=\"54.228157\" xlink:href=\"#glyph5-3\" y=\"16.025\"/>\n",
       "</g>\n",
       "<g style=\"fill:rgb(0%,0%,0%);fill-opacity:1;\">\n",
       "  <use x=\"61.420157\" xlink:href=\"#glyph5-15\" y=\"16.025\"/>\n",
       "  <use x=\"64.187768\" xlink:href=\"#glyph5-16\" y=\"16.025\"/>\n",
       "</g>\n",
       "<g style=\"fill:rgb(0%,0%,0%);fill-opacity:1;\">\n",
       "  <use x=\"68.890115\" xlink:href=\"#glyph5-17\" y=\"16.025\"/>\n",
       "</g>\n",
       "<g style=\"fill:rgb(0%,0%,0%);fill-opacity:1;\">\n",
       "  <use x=\"73.879385\" xlink:href=\"#glyph5-5\" y=\"16.025\"/>\n",
       "  <use x=\"78.306764\" xlink:href=\"#glyph5-9\" y=\"16.025\"/>\n",
       "</g>\n",
       "<g style=\"fill:rgb(0%,0%,0%);fill-opacity:1;\">\n",
       "  <use x=\"370.17\" xlink:href=\"#glyph5-18\" y=\"38.423\"/>\n",
       "  <use x=\"377.91891\" xlink:href=\"#glyph5-2\" y=\"38.423\"/>\n",
       "  <use x=\"383.454131\" xlink:href=\"#glyph5-3\" y=\"38.423\"/>\n",
       "  <use x=\"387.328586\" xlink:href=\"#glyph5-14\" y=\"38.423\"/>\n",
       "  <use x=\"392.863807\" xlink:href=\"#glyph5-2\" y=\"38.423\"/>\n",
       "  <use x=\"398.399027\" xlink:href=\"#glyph5-3\" y=\"38.423\"/>\n",
       "</g>\n",
       "<g style=\"fill:rgb(0%,0%,0%);fill-opacity:1;\">\n",
       "  <use x=\"405.591028\" xlink:href=\"#glyph5-15\" y=\"38.423\"/>\n",
       "  <use x=\"408.358638\" xlink:href=\"#glyph5-16\" y=\"38.423\"/>\n",
       "</g>\n",
       "<g style=\"fill:rgb(0%,0%,0%);fill-opacity:1;\">\n",
       "  <use x=\"413.060986\" xlink:href=\"#glyph5-17\" y=\"38.423\"/>\n",
       "</g>\n",
       "<g style=\"fill:rgb(0%,0%,0%);fill-opacity:1;\">\n",
       "  <use x=\"418.050256\" xlink:href=\"#glyph5-5\" y=\"38.423\"/>\n",
       "  <use x=\"422.477635\" xlink:href=\"#glyph5-9\" y=\"38.423\"/>\n",
       "</g>\n",
       "</g>\n",
       "</svg>"
      ]
     },
     "metadata": {
      "isolated": "true"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "%tikz -s 800,300 -sc 1.0 -l positioning -f svg \\input{imgs/05/stacked-autoencoder.tikz}"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {
    "slideshow": {
     "slide_type": "slide"
    }
   },
   "source": [
    "\n",
    "* The hidden layer of autoencoder $t$  acts as an input layer to autoencoder $t+1$.\n",
    "* The input layer of the first autoencoder is the input layer for the whole network.\n",
    "\n",
    "The greedy layer-wise training procedure works like this:\n",
    "* Train the hidden layers as autoencoders in succession.\n",
    "* Train final (output layer) to predict targets."
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {
    "slideshow": {
     "slide_type": "slide"
    }
   },
   "source": [
    "# Can we look back (again) to nature for inspiration?"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {
    "slideshow": {
     "slide_type": "slide"
    }
   },
   "source": [
    "# Convolutional Neural Networks (CNNs / ConvNets)\n",
    "\n",
    "Convolutional Neural Networks are very similar to ordinary neural networks:\n",
    "\n",
    "* They are made up of neurons that have learnable weights and biases. \n",
    "* Each neuron receives some inputs, performs a dot product and optionally follows it with a non-linear activation. \n",
    "* The whole network still expresses a single differentiable score function: from the raw image pixels on one end to class scores at the other.\n",
    "* They still have a loss function on the last (fully-connected) layer and all the tips/tricks we debated for learning regular NN still apply.\n",
    "\n",
    "Difference: \n",
    "* ConvNets make the explicit assumption that the inputs are images, this allows to encode certain properties into the architecture. \n",
    "* Forward function more efficient to implement and vastly reduce the amount of parameters in the network.\n",
    "* Main application: image classification."
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {
    "slideshow": {
     "slide_type": "slide"
    }
   },
   "source": [
    "## Yet another problem with regular NNs\n",
    "\n",
    "* Regular Neural Nets don’t scale well to full images.\n",
    "* Images  only of size $32\\times32\\times3$ (32 wide, 32 high, 3 color channels), imply that the first hidden layer will have $32\\times 32\\times3 = 3072$ weights.\n",
    "* This fully-connected structure does not scale to larger images. \n",
    "* For example, an image of more \"normal\" size, e.g. $200\\times 200\\times3$, would lead to neurons that have  $200\\times 200\\times3$ = $120,000$ weights!\n",
    "* Moreover, we would almost certainly want to have several such neurons, so the parameters would add up quickly! \n",
    "* Clearly, this full connectivity is wasteful.\n",
    "* The huge number of parameters would quickly lead to overfitting."
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {
    "slideshow": {
     "slide_type": "slide"
    }
   },
   "source": [
    "Convolutional Neural Networks take advantage of the fact that the input consists of images\n",
    "\n",
    "* constrain the architecture in a more sensible way. \n",
    "* unlike a regular Neural Network, the layers of a ConvNet have neurons arranged in 3 dimensions: width, height, depth.\n",
    "* neurons in a layer will only be connected to a small region of the layer before it, instead of all of the neurons in a fully-connected manner.\n",
    "* The ConvNet architecture we will reduce the full image into a single vector of class scores, arranged along the depth dimension."
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {
    "slideshow": {
     "slide_type": "slide"
    }
   },
   "source": [
    "<div class=\"container-fluid\">\n",
    "  <div class=\"row\">\n",
    "      <div class=\"col-md-1\" align='center'>\n",
    "      </div>\n",
    "      <div class=\"col-md-5\">\n",
    "      <div class='well well-sm' align='center'>Regular network\n",
    "              <img src='imgs/06/conv.jpeg'/>\n",
    "      </div>\n",
    "      </div>\n",
    "      <div class=\"col-md-5\">\n",
    "      <div class='well well-sm' align='center'>ConvNet\n",
    "              <img src='imgs/06/cnn.jpeg'/>\n",
    "      </div>\n",
    "      </div>\n",
    "      <div class=\"col-md-1\" align='center'>\n",
    "      </div>\n",
    "  </div>\n",
    "</div>"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {
    "slideshow": {
     "slide_type": "slide"
    }
   },
   "source": [
    "## Key concepts\n",
    "\n",
    "* **Local receptive fields**: We won't connect every input pixel to every hidden neuron. Instead, we only make connections in small, localized regions of the input image.\n",
    "* **Shared weights and biases**.\n",
    "* **Pooling**: usually used immediately after convolutional layers. They simplify the information in the output from the convolutional layer."
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {
    "slideshow": {
     "slide_type": "slide"
    }
   },
   "source": [
    "## ConvNets layer types\n",
    "\n",
    "* As we described above, a ConvNet is a sequence of layers, and\n",
    "* every layer of a ConvNet transforms one volume of activations to another through a differentiable function. \n",
    "* Three main types of layers to build ConvNet architectures: \n",
    "    * Convolutional Layer, \n",
    "    * Rectified linear units (RELU) Layer,\n",
    "    * Pooling Layer, and \n",
    "    * Fully-Connected Layer (exactly as seen in regular Neural Networks). \n",
    "\n",
    "We will stack these layers to form a full ConvNet architecture."
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {
    "slideshow": {
     "slide_type": "slide"
    }
   },
   "source": [
    "<div class=\"container-fluid\">\n",
    "  <div class=\"row\">\n",
    "      <div class=\"col-md-1\" align='center'>\n",
    "      </div>\n",
    "      <div class=\"col-md-10\">\n",
    "      <div class='well well-sm' align='center'>\n",
    "              <img src='imgs/06/convnet.jpeg'/>\n",
    "      </div>\n",
    "      </div>\n",
    "      <div class=\"col-md-1\" align='center'>\n",
    "      </div>\n",
    "  </div>\n",
    "</div>"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {
    "slideshow": {
     "slide_type": "slide"
    }
   },
   "source": [
    "## Convolutional Layer\n",
    "\n",
    "The convolutional layer is the core building block of a convolutional network that does most of the computational heavy lifting.\n",
    "* consist of a set of learnable filters. \n",
    "* Every filter is small spatially (along width and height), but extends through the full depth of the input volume. "
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {
    "slideshow": {
     "slide_type": "slide"
    }
   },
   "source": [
    "For example,\n",
    "* a typical filter on a first layer of a ConvNet might have size 5x5x3 (i.e. 5 pixels width and height, and 3 color channels).\n",
    "* During the forward pass, we slide (*convolve*) each filter across the width and height of the input volume and compute dot products between the entries of the filter and the input at any position. \n",
    "* We will produce a 2-dimensional activation map that gives the responses of that filter at every spatial position.\n",
    "\n",
    "![Convolution example](http://ufldl.stanford.edu/tutorial/images/Convolution_schematic.gif)"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {
    "slideshow": {
     "slide_type": "slide"
    }
   },
   "source": [
    "* The network will learn filters that activate when they see some type of visual feature:\n",
    "    * an edge of some orientation or a blotch of some color on the first layer, or \n",
    "    * entire honeycomb or wheel-like patterns on higher layers of the network.\n",
    "* We will have an entire set of filters in each CONV layer (e.g. 12 filters), and each of them will produce a separate 2-dimensional activation map. We will stack these activation maps along the depth dimension and produce the output volume."
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {
    "slideshow": {
     "slide_type": "slide"
    }
   },
   "source": [
    "## Spatial arrangement\n",
    "\n",
    "How many neurons there are in the output volume and how they are arranged?\n",
    "Three hyperparameters control the size of the output volume: \n",
    "* depth, \n",
    "* stride and \n",
    "* zero-padding."
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {
    "slideshow": {
     "slide_type": "slide"
    }
   },
   "source": [
    "### Depth of the output volume \n",
    "\n",
    "Corresponds to the number of filters we would like to use, \n",
    "* each learning to look for something different in the input. \n",
    "\n",
    "For example, if the first Convolutional Layer takes as input the raw image, then different neurons along the depth dimension may activate in presence of various oriented edged, or blobs of color."
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {
    "slideshow": {
     "slide_type": "slide"
    }
   },
   "source": [
    "### Stride\n",
    "\n",
    "* We must specify the stride with which we slide the filter. \n",
    "* When the stride is 1 then we move the filters one pixel at a time.\n",
    "* When the stride is 2 (or uncommonly 3 or more, though this is rare in practice) then the filters jump 2 pixels at a time as we slide them around. \n",
    "* This will produce smaller output volumes spatially."
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {
    "slideshow": {
     "slide_type": "slide"
    }
   },
   "source": [
    "### Zero padding\n",
    "\n",
    "* Sometimes it is convenient to pad the input volume with zeros around the border.\n",
    "* The nice feature of zero padding is that it will allow us to control the spatial size of the output volumes."
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {
    "slideshow": {
     "slide_type": "slide"
    }
   },
   "source": [
    "### Shared weight and biases\n",
    "\n",
    "* All neurons in the layer detect the same *feature*.\n",
    "* We need to add layers to encode more features.\n",
    "\n",
    "<div align='center'>\n",
    "<img src='http://neuralnetworksanddeeplearning.com/images/tikz46.png' width='47%'/>\n",
    "</div>"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {
    "slideshow": {
     "slide_type": "slide"
    }
   },
   "source": [
    "<div class=\"container-fluid\">\n",
    "  <div class=\"row\">\n",
    "      <div class=\"col-md-1\" align='center'>\n",
    "      </div>\n",
    "      <div class=\"col-md-10\">\n",
    "      <div class='well well-sm' align='center'>\n",
    "              <img src='imgs/06/weights.jpeg'/>\n",
    "      </div>\n",
    "      </div>\n",
    "      <div class=\"col-md-1\" align='center'>\n",
    "      </div>\n",
    "  </div>\n",
    "</div>\n",
    "Krizhevsky et al. Each of the 96 filters shown here is of size $[11\\times11\\times3]$, and each one is shared by the $55\\times55$ neurons in one depth slice"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {
    "slideshow": {
     "slide_type": "slide"
    }
   },
   "source": [
    "## Summarizing the Convolutional layer\n",
    "* Accepts a volume of size $W_1\\times H_1\\times D_1$\n",
    "* Requires four hyperparameters:\n",
    "    * Number of filters $K$,\n",
    "    * their spatial extent $F$,\n",
    "    * the stride $S$,\n",
    "    * the amount of zero padding $P$.\n",
    "Produces a volume of size $W_2\\times H_2\\times D_2$ where:\n",
    "$$\n",
    "W_2 = \\frac{W_1−F+2P}{S+1},\\ H_2 = \\frac{H_1−F+2P}{S+1},\\ D_2=K\n",
    "$$"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {
    "slideshow": {
     "slide_type": "slide"
    }
   },
   "source": [
    "## Pooling\n",
    "\n",
    "* Subsampling layers reduce the size of the input. \n",
    "\n",
    "* There are multiple ways to subsample, but the most popular are:\n",
    "    - max pooling (most popular), \n",
    "    - average pooling, and\n",
    "    - stochastic pooling."
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {
    "slideshow": {
     "slide_type": "slide"
    }
   },
   "source": [
    "In max-pooling, a pooling unit simply outputs the maximum activation in the 2×22×2 input region:\n",
    "<div class=\"container-fluid\">\n",
    "  <div class=\"row\">\n",
    "      <div class=\"col-md-1\" align='center'>\n",
    "      </div>\n",
    "      <div class=\"col-md-10\">\n",
    "      <div class='well well-sm' align='center'>\n",
    "              <img src='http://neuralnetworksanddeeplearning.com/images/tikz47.png'/>\n",
    "      </div>\n",
    "      </div>\n",
    "      <div class=\"col-md-1\" align='center'>\n",
    "      </div>\n",
    "  </div>\n",
    "</div>"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {
    "slideshow": {
     "slide_type": "slide"
    }
   },
   "source": [
    "We can see convolution as the application of a filter or a dimensionality reduction.\n",
    "\n",
    "* Convolutional layers apply a number of filters to the input. \n",
    "* The result of one filter applied across the image is called feature map.\n",
    "* If the previous layer is also convolutional, the filters are applied across all of it’s FMs with different weights, so each input FM is connected to each output FM. \n",
    "> The intuition behind the shared weights across the image is that the features will be detected regardless of their location, while the multiplicity of filters allows each of them to detect different set of features."
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {
    "slideshow": {
     "slide_type": "slide"
    }
   },
   "source": [
    "* The convolutional architecture is quite different to the architecture of traditional neural network.\n",
    "* But the overall picture is similar: \n",
    "    * a network made of many simple units, \n",
    "    * whose behaviors are determined by their weights and biases. \n",
    "The overall goal is still the same: to use training data to train the network's weights and biases so that the network does a good job classifying input."
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {
    "slideshow": {
     "slide_type": "slide"
    }
   },
   "source": [
    "## Restricted Boltzmann machines\n",
    "\n",
    "Restricted Boltzmann machines (RBM) are generative stochastic neural network that can learn a probability distribution over its set of inputs.\n",
    "\n",
    "<div class=\"container-fluid\">\n",
    "  <div class=\"row\">\n",
    "      <div class=\"col-md-3\" align='center'>\n",
    "      </div>\n",
    "      <div class=\"col-md-6\">\n",
    "      <div class='well well-sm' align='center'>\n",
    "              <img src='imgs/06/rbm.png'/>\n",
    "      </div>\n",
    "      </div>\n",
    "      <div class=\"col-md-3\" align='center'>\n",
    "      </div>\n",
    "  </div>\n",
    "</div>"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {
    "slideshow": {
     "slide_type": "slide"
    }
   },
   "source": [
    "## Training RBMs: Contrastive Divergence\n",
    "\n",
    "* **Positive phase:**\n",
    "    - An input sample $\\vec{x}$ is presented to the input layer. \n",
    "    - $\\vec{x}$ is propagated to the hidden layer in a similar manner to the feedforward networks. \n",
    "    - The result is the hidden layer activations, $\\vec{h}$.\n",
    "* **Negative phase:**\n",
    "    - Propagate $\\vec{h}$ back to the visible layer with result resulting in a $\\vec{x}'$.\n",
    "    - $\\vec{x}'$ back to the hidden layer.\n",
    "* **Weight update**:\n",
    "$$ \\vec{w}(t+1) = \\vec{w}(t) + \\alpha (\\vec{x}\\vec{h}^{\\intercal} -\\vec{x'}\\vec{h'}^{\\intercal}).$$\n",
    "\n",
    "* The positive phase reflects the network internal representation of the data.\n",
    "* The negative phase represents an attempt to recreate the data based on this internal representation. "
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {
    "slideshow": {
     "slide_type": "slide"
    }
   },
   "source": [
    "* The goal is that the \"generated\" data to be as close as possible to the \"real\" one.\n",
    "* This is reflected in the weight update formula.\n",
    "\n",
    "> In other words, the net has a perception of how the input data must be represented, so it tries to reproduce the data based on this perception. If its reproduction isn’t close enough to reality, it makes an adjustment and tries again."
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {
    "slideshow": {
     "slide_type": "slide"
    }
   },
   "source": [
    "## Deep Belief Networks\n",
    "\n",
    "Restricted Boltzmann machines can be stacked to create a class of neural networks known as deep belief networks (DBNs).\n",
    "<div class=\"container-fluid\">\n",
    "  <div class=\"row\">\n",
    "      <div class=\"col-md-3\" align='center'>\n",
    "      </div>\n",
    "      <div class=\"col-md-6\">\n",
    "      <div class='well well-sm' align='center'>\n",
    "              <img src='imgs/06/deep-belief.png'/>\n",
    "      </div>\n",
    "      </div>\n",
    "      <div class=\"col-md-3\" align='center'>\n",
    "      </div>\n",
    "  </div>\n",
    "</div>"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {
    "slideshow": {
     "slide_type": "slide"
    }
   },
   "source": [
    "## Programming Deep Learning\n",
    "\n",
    "* Torch - An open source software library for machine learning based on the Lua programming language.\n",
    "* Caffe - A deep learning framework.\n",
    "* Apache SINGA - A deep learning platform developed for scalability, usability and extensibility.\n",
    "\n",
    "My current preference:\n",
    "* Tensorflow"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {
    "slideshow": {
     "slide_type": "slide"
    }
   },
   "source": [
    "# General Principles\n",
    "\n",
    "* Supervise the learning process (did I mentioned that you should check your gradients?).\n",
    "* Use a correct experimental methodology.\n",
    "* Contrast your results with a baseline method."
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {
    "slideshow": {
     "slide_type": "slide"
    }
   },
   "source": [
    "# [Applications of Deep Learning](https://en.wikipedia.org/wiki/Deep_learning#Applications)\n",
    "\n",
    "There are many successfull applications, for example:\n",
    "\n",
    "* Computer vision and image recognition;\n",
    "* Speech recognition;\n",
    "* Natural language processing $\\rightarrow$ probabilistic context free grammars;\n",
    "* Anomaly detection on many variables;\n",
    "* ... and many more. "
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {
    "slideshow": {
     "slide_type": "skip"
    }
   },
   "source": [
    "<hr/>\n",
    "<div class=\"container-fluid\">\n",
    "  <div class='well'>\n",
    "      <div class=\"row\">\n",
    "          <div class=\"col-md-3\" align='center'>\n",
    "              <img align='center'alt=\"Creative Commons License\" style=\"border-width:0\" src=\"https://i.creativecommons.org/l/by-nc-sa/4.0/88x31.png\"/>\n",
    "          </div>\n",
    "          <div class=\"col-md-9\">\n",
    "              This work is licensed under a [Creative Commons Attribution-NonCommercial-ShareAlike 4.0 International License](http://creativecommons.org/licenses/by-nc-sa/4.0/).\n",
    "          </div>\n",
    "      </div>\n",
    "  </div>\n",
    "</div>"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {
    "collapsed": true,
    "slideshow": {
     "slide_type": "slide"
    }
   },
   "source": [
    "# Final remarks\n",
    "\n",
    "* Deep learning as a step towards realising *strong AI*;\n",
    "* thus many organizations have become interested in its use for particular applications.\n",
    "    * see https://en.wikipedia.org/wiki/Deep_learning#Commercial_activities\n",
    "* Better understanding of mental processes.\n",
    "* Deep learning $\\iff$ big data."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 8,
   "metadata": {
    "slideshow": {
     "slide_type": "skip"
    }
   },
   "outputs": [
    {
     "data": {
      "application/json": {
       "Software versions": [
        {
         "module": "Python",
         "version": "3.6.1 64bit [GCC 4.2.1 Compatible Apple LLVM 6.0 (clang-600.0.57)]"
        },
        {
         "module": "IPython",
         "version": "6.0.0"
        },
        {
         "module": "OS",
         "version": "Darwin 16.6.0 x86_64 i386 64bit"
        },
        {
         "module": "scipy",
         "version": "0.19.0"
        },
        {
         "module": "numpy",
         "version": "1.12.1"
        },
        {
         "module": "matplotlib",
         "version": "2.0.2"
        },
        {
         "module": "sklearn",
         "version": "0.18.1"
        }
       ]
      },
      "text/html": [
       "<table><tr><th>Software</th><th>Version</th></tr><tr><td>Python</td><td>3.6.1 64bit [GCC 4.2.1 Compatible Apple LLVM 6.0 (clang-600.0.57)]</td></tr><tr><td>IPython</td><td>6.0.0</td></tr><tr><td>OS</td><td>Darwin 16.6.0 x86_64 i386 64bit</td></tr><tr><td>scipy</td><td>0.19.0</td></tr><tr><td>numpy</td><td>1.12.1</td></tr><tr><td>matplotlib</td><td>2.0.2</td></tr><tr><td>sklearn</td><td>0.18.1</td></tr><tr><td colspan='2'>Tue May 23 12:07:12 2017 -03</td></tr></table>"
      ],
      "text/latex": [
       "\\begin{tabular}{|l|l|}\\hline\n",
       "{\\bf Software} & {\\bf Version} \\\\ \\hline\\hline\n",
       "Python & 3.6.1 64bit [GCC 4.2.1 Compatible Apple LLVM 6.0 (clang-600.0.57)] \\\\ \\hline\n",
       "IPython & 6.0.0 \\\\ \\hline\n",
       "OS & Darwin 16.6.0 x86\\_64 i386 64bit \\\\ \\hline\n",
       "scipy & 0.19.0 \\\\ \\hline\n",
       "numpy & 1.12.1 \\\\ \\hline\n",
       "matplotlib & 2.0.2 \\\\ \\hline\n",
       "sklearn & 0.18.1 \\\\ \\hline\n",
       "\\hline \\multicolumn{2}{|l|}{Tue May 23 12:07:12 2017 -03} \\\\ \\hline\n",
       "\\end{tabular}\n"
      ],
      "text/plain": [
       "Software versions\n",
       "Python 3.6.1 64bit [GCC 4.2.1 Compatible Apple LLVM 6.0 (clang-600.0.57)]\n",
       "IPython 6.0.0\n",
       "OS Darwin 16.6.0 x86_64 i386 64bit\n",
       "scipy 0.19.0\n",
       "numpy 1.12.1\n",
       "matplotlib 2.0.2\n",
       "sklearn 0.18.1\n",
       "Tue May 23 12:07:12 2017 -03"
      ]
     },
     "execution_count": 8,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "%load_ext version_information\n",
    "%version_information scipy, numpy, matplotlib, sklearn"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 9,
   "metadata": {
    "slideshow": {
     "slide_type": "skip"
    }
   },
   "outputs": [
    {
     "data": {
      "text/html": [
       "<link href=\"https://fonts.googleapis.com/css?family=Fira+Sans:300,300i,600,600i\" rel=\"stylesheet\">\n",
       "<link href=\"https://fonts.googleapis.com/css?family=Inconsolata\" rel=\"stylesheet\">\n",
       "<link href=\"https://fonts.googleapis.com/css?family=Titillium+Web:400,400i,700,700i\" rel=\"stylesheet\">\n",
       "<style>\n",
       ".text_cell_render {\n",
       "font-style: regular;\n",
       "font-family: 'Fira Sans', sans-serif;\n",
       "display: block;\n",
       "}\n",
       "/*font-weight: 200;*/\n",
       "/*text-align: left;\n",
       "line-height: 100%;\n",
       "display: block;\n",
       "}*/\n",
       ".text_cell_render h1 {\n",
       "/*font-size: 24pt;*/\n",
       "font-family: 'Titillium Web', sans-serif;\n",
       "font-weight: bold;\n",
       "margin-bottom: 0.1em;\n",
       "margin-top: 0.5em;\n",
       "color:#4a4a4a;\n",
       "}\n",
       "\n",
       ".reveal h1 {\n",
       "font-family: 'Titillium Web', sans-serif;\n",
       "/*font-size: 24pt;*/\n",
       "font-weight: bold;\n",
       "margin-bottom: 0.1em;\n",
       "margin-top: 0.5em;\n",
       "color:#4a4a4a;\n",
       "}\n",
       ".text_cell_render h2 {\n",
       "/*font-size: 21pt;*/\n",
       "    font-family: 'Titillium Web', sans-serif;\n",
       "margin-bottom: 0.1em;\n",
       "margin-top: 0.3em;\n",
       "color:#595959;\n",
       "}\n",
       ".text_cell_render h3 {\n",
       "    font-family: 'Titillium Web', sans-serif;\n",
       "/*font-size: 19pt;*/\n",
       "margin-bottom: 0.1em;\n",
       "margin-top: 0.3em;\n",
       "color:#595959;\n",
       "}\n",
       ".text_cell_render h4 {\n",
       "    font-family: 'Titillium Web', sans-serif;\n",
       "/*font-size: 17pt;*/\n",
       "margin-bottom: 0.1em;\n",
       "margin-top: 0.3em;\n",
       "color:#595959;\n",
       "}\n",
       ".text_cell_render h5 {\n",
       "    font-family: 'Titillium Web', sans-serif;\n",
       "/*font-size: 15pt;*/\n",
       "margin-bottom: 0.1em;\n",
       "margin-top: 0.3em;\n",
       "color:#595959;\n",
       "}\n",
       "div.text_cell_render{\n",
       "line-height: 120%;\n",
       "font-size: 100%;\n",
       "font-weight: 400;\n",
       "text-align: justify;\n",
       "margin-left:0em;\n",
       "margin-right:0em;\n",
       "}\n",
       ".reveal div.text_cell_render{\n",
       "line-height: 120%;\n",
       "font-size: 74%;\n",
       "font-weight: 400;\n",
       "text-align: justify;\n",
       "margin-left:0em;\n",
       "margin-right:0em;\n",
       "}\n",
       "\n",
       ".reveal h2 {\n",
       "font-family: 'Titillium Web', sans-serif;\n",
       "/*font-size: 24pt;*/\n",
       "font-weight: bold;\n",
       "margin-bottom: 0.1em;\n",
       "margin-top: 0.5em;\n",
       "color:#595959;\n",
       "}\n",
       ".reveal h3 {\n",
       "font-family: 'Titillium Web', sans-serif;\n",
       "/*font-size: 24pt;*/\n",
       "font-weight: bold;\n",
       "margin-bottom: 0.1em;\n",
       "margin-top: 0.5em;\n",
       "color:#595959;\n",
       "}\n",
       ".reveal h4 {\n",
       "font-family: 'Titillium Web', sans-serif;\n",
       "font-weight: bold;\n",
       "margin-bottom: 0.1em;\n",
       "margin-top: 0.5em;\n",
       "color:#595959;\n",
       "}\n",
       ".reveal .code_cell {\n",
       "    font-size: 83%;\n",
       "}\n",
       ".reveal code {\n",
       "font-family: 'Inconsolata', monospace;\n",
       "}\n",
       ".reveal pre {\n",
       "font-family: 'Inconsolata', monospace;\n",
       "}\n",
       "code {\n",
       "font-family: 'Inconsolata', monospace;\n",
       "}\n",
       "pre {\n",
       "font-family: 'Inconsolata', monospace;\n",
       "}\n",
       ".CodeMirror{\n",
       "font-family: \"Inconsolata\", monospace;\n",
       "}\n",
       "</style>\n"
      ],
      "text/plain": [
       "<IPython.core.display.HTML object>"
      ]
     },
     "execution_count": 9,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "# this code is here for cosmetic reasons\n",
    "from IPython.core.display import HTML\n",
    "from urllib.request import urlopen\n",
    "HTML(urlopen('https://raw.githubusercontent.com/lmarti/jupyter_custom/master/custom.include').read().decode('utf-8'))"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {
    "slideshow": {
     "slide_type": "skip"
    }
   },
   "source": [
    " "
   ]
  }
 ],
 "metadata": {
  "anaconda-cloud": {},
  "kernelspec": {
   "display_name": "Python 3",
   "language": "python",
   "name": "python3"
  },
  "language_info": {
   "codemirror_mode": {
    "name": "ipython",
    "version": 3
   },
   "file_extension": ".py",
   "mimetype": "text/x-python",
   "name": "python",
   "nbconvert_exporter": "python",
   "pygments_lexer": "ipython3",
   "version": "3.6.3"
  }
 },
 "nbformat": 4,
 "nbformat_minor": 1
}