{
 "cells": [
  {
   "cell_type": "code",
   "execution_count": 1,
   "metadata": {
    "slideshow": {
     "slide_type": "skip"
    }
   },
   "outputs": [
    {
     "data": {
      "text/html": [
       "<script>\n",
       "  function code_toggle() {\n",
       "    if (code_shown){\n",
       "      $('div.input').hide('500');\n",
       "      $('#toggleButton').val('Show Code')\n",
       "    } else {\n",
       "      $('div.input').show('500');\n",
       "      $('#toggleButton').val('Hide Code')\n",
       "    }\n",
       "    code_shown = !code_shown\n",
       "  }\n",
       "\n",
       "  $( document ).ready(function(){\n",
       "    code_shown=false;\n",
       "    $('div.input').hide()\n",
       "  });\n",
       "</script>\n",
       "<form action=\"javascript:code_toggle()\"><input type=\"submit\" id=\"toggleButton\" value=\"Show Code\"></form>"
      ],
      "text/plain": [
       "<IPython.core.display.HTML object>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "%%html\n",
    "<script>\n",
    "  function code_toggle() {\n",
    "    if (code_shown){\n",
    "      $('div.input').hide('500');\n",
    "      $('#toggleButton').val('Show Code')\n",
    "    } else {\n",
    "      $('div.input').show('500');\n",
    "      $('#toggleButton').val('Hide Code')\n",
    "    }\n",
    "    code_shown = !code_shown\n",
    "  }\n",
    "\n",
    "  $( document ).ready(function(){\n",
    "    code_shown=false;\n",
    "    $('div.input').hide()\n",
    "  });\n",
    "</script>\n",
    "<form action=\"javascript:code_toggle()\"><input type=\"submit\" id=\"toggleButton\" value=\"Show Code\"></form>"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 1,
   "metadata": {
    "slideshow": {
     "slide_type": "skip"
    }
   },
   "outputs": [],
   "source": [
    "%%capture\n",
    "%load_ext autoreload\n",
    "%autoreload 2\n",
    "import sys\n",
    "sys.path.append(\"..\")\n",
    "import statnlpbook.util as util\n",
    "import statnlpbook.parsing as parsing\n",
    "from statnlpbook.transition import *\n",
    "\n",
    "util.execute_notebook('transition-based_dependency_parsing.ipynb')"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {
    "slideshow": {
     "slide_type": "skip"
    }
   },
   "source": [
    "<!---\n",
    "Latex Macros\n",
    "-->\n",
    "$$\n",
    "\\newcommand{\\Xs}{\\mathcal{X}}\n",
    "\\newcommand{\\Ys}{\\mathcal{Y}}\n",
    "\\newcommand{\\y}{\\mathbf{y}}\n",
    "\\newcommand{\\balpha}{\\boldsymbol{\\alpha}}\n",
    "\\newcommand{\\bbeta}{\\boldsymbol{\\beta}}\n",
    "\\newcommand{\\aligns}{\\mathbf{a}}\n",
    "\\newcommand{\\align}{a}\n",
    "\\newcommand{\\source}{\\mathbf{s}}\n",
    "\\newcommand{\\target}{\\mathbf{t}}\n",
    "\\newcommand{\\ssource}{s}\n",
    "\\newcommand{\\starget}{t}\n",
    "\\newcommand{\\repr}{\\mathbf{f}}\n",
    "\\newcommand{\\repry}{\\mathbf{g}}\n",
    "\\newcommand{\\x}{\\mathbf{x}}\n",
    "\\newcommand{\\prob}{p}\n",
    "\\newcommand{\\a}{\\alpha}\n",
    "\\newcommand{\\b}{\\beta}\n",
    "\\newcommand{\\vocab}{V}\n",
    "\\newcommand{\\params}{\\boldsymbol{\\theta}}\n",
    "\\newcommand{\\param}{\\theta}\n",
    "\\DeclareMathOperator{\\perplexity}{PP}\n",
    "\\DeclareMathOperator{\\argmax}{argmax}\n",
    "\\DeclareMathOperator{\\argmin}{argmin}\n",
    "\\newcommand{\\train}{\\mathcal{D}}\n",
    "\\newcommand{\\counts}[2]{\\#_{#1}(#2) }\n",
    "\\newcommand{\\length}[1]{\\text{length}(#1) }\n",
    "\\newcommand{\\indi}{\\mathbb{I}}\n",
    "$$"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {
    "slideshow": {
     "slide_type": "slide"
    }
   },
   "source": [
    "# Dependency Parsing"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {
    "slideshow": {
     "slide_type": "slide"
    }
   },
   "source": [
    "##  Motivation \n",
    "\n",
    "Constituent Parsers **more complex than needed**:\n",
    "* Often we only need grammatical **relations between words**\n",
    "* Annotation **costly** and **error prone**\n",
    "    * To annotate a sentence with a parse tree, you need substantial expertise"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {
    "slideshow": {
     "slide_type": "subslide"
    }
   },
   "source": [
    "**Dependency Parsing** addresses this...\n",
    "\n",
    "[spaCy](https://demos.explosion.ai/displacy/)"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {
    "slideshow": {
     "slide_type": "subslide"
    }
   },
   "source": [
    "## Anatomy of a Dependency Tree\n",
    "\n",
    "* Nodes:\n",
    "    * Tokens of sentence\n",
    "    * a ROOT node (akin to the S symbol in CFGs)\n",
    "* Edges:\n",
    "    * Directed from token child to ** syntactic head**\n",
    "    * Each **non-ROOT **token has **exactly one parent**\n",
    "        * the word that controls its syntactic function, or\n",
    "        * the word \"it depends on\"\n",
    "* ROOT **has no parent**"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {
    "slideshow": {
     "slide_type": "subslide"
    }
   },
   "source": [
    "### Example"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 2,
   "metadata": {
    "hideCode": true,
    "hidePrompt": true,
    "slideshow": {
     "slide_type": "-"
    }
   },
   "outputs": [
    {
     "data": {
      "text/html": [
       "\n",
       "    <div id='displacy3' style=\"overflow: scroll; width: 900px;\"></div>\n",
       "    <script>\n",
       "    $(function() {\n",
       "    requirejs.config({\n",
       "        paths: {\n",
       "            'displaCy': ['/files/node_modules/displacy/displacy'],\n",
       "                                                  // strip .js ^, require adds it back\n",
       "        },\n",
       "    });\n",
       "    require(['displaCy'], function() {\n",
       "        console.log(\"Loaded :)\");\n",
       "        const displacy = new displaCy('http://localhost:8000', {\n",
       "            container: '#displacy3',\n",
       "            format: 'spacy',\n",
       "            distance: 150,\n",
       "            offsetX: 0,\n",
       "            wordSpacing: 20,\n",
       "            arrowSpacing: 3,\n",
       "\n",
       "        });\n",
       "        const parse = {\n",
       "            arcs: [{\"start\": 0, \"end\": 9, \"label\": \"p\", \"dir\": \"right\"}, {\"start\": 5, \"end\": 6, \"label\": \"prep\", \"dir\": \"right\"}, {\"start\": 1, \"end\": 2, \"label\": \"amod\", \"dir\": \"left\"}, {\"start\": 6, \"end\": 8, \"label\": \"pmod\", \"dir\": \"right\"}, {\"start\": 7, \"end\": 8, \"label\": \"amod\", \"dir\": \"left\"}, {\"start\": 0, \"end\": 3, \"label\": \"root\", \"dir\": \"right\"}, {\"start\": 4, \"end\": 5, \"label\": \"amod\", \"dir\": \"left\"}, {\"start\": 2, \"end\": 3, \"label\": \"nsubj\", \"dir\": \"left\"}, {\"start\": 3, \"end\": 5, \"label\": \"dobj\", \"dir\": \"right\"}],\n",
       "            words: [{\"text\": \"ROOT\"}, {\"text\": \"Economic\"}, {\"text\": \"news\"}, {\"text\": \"had\"}, {\"text\": \"little\"}, {\"text\": \"effect\"}, {\"text\": \"on\"}, {\"text\": \"financial\"}, {\"text\": \"markets\"}, {\"text\": \".\"}]\n",
       "        };\n",
       "\n",
       "        displacy.render(parse, {\n",
       "            uniqueId: 'render_displacy3'\n",
       "            //color: '#ff0000'\n",
       "        });\n",
       "        return {};\n",
       "    });\n",
       "    });\n",
       "    </script>"
      ],
      "text/plain": [
       "<IPython.core.display.HTML object>"
      ]
     },
     "execution_count": 2,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "tokens = [\"ROOT\", \"Economic\", \"news\", \"had\", \"little\", \"effect\", \"on\", \"financial\", \"markets\", \".\"]\n",
    "arcs = set([(0,3, \"root\"), (0,9,\"p\"), (2,1,\"amod\"),(3,2,\"nsubj\"), (3, 5, \"dobj\"), (5,4,\"amod\"), (5,6, \"prep\"), (6,8,\"pmod\"), (8,7,\"amod\")])\n",
    "\n",
    "render_displacy(*transition.to_displacy_graph(arcs, tokens),\"900px\")"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {
    "slideshow": {
     "slide_type": "slide"
    }
   },
   "source": [
    "## Dependency Parsing Approaches"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {
    "slideshow": {
     "slide_type": "subslide"
    }
   },
   "source": [
    "### Graph-Based Parsing\n",
    "* define $s_\\params(\\x,\\y)$ over  sentences $\\Xs$ and dependency graphs $\\Ys$\n",
    "* $s_\\params(\\x,\\y)$ decomposes into per (hyper)edge scores:\n",
    "$$\n",
    "s_\\params(\\x,\\y) = \\sum_{(h,c) \\in \\y} s(h,c,\\x)=\\sum_{(h,c) \\in \\y}\\langle \\mathbf{f}(h,c,\\x),\\mathbf{w} \\rangle\n",
    "$$ \n",
    "* **Labelled** version uses $\\langle \\mathbf{f}(h,c,l,\\x),\\mathbf{w} \\rangle$ where $l$ is label"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {
    "hidePrompt": false,
    "slideshow": {
     "slide_type": "subslide"
    }
   },
   "source": [
    "How would you define features $\\mathbf{f}(h,c,\\x)$?"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 3,
   "metadata": {
    "hideCode": true,
    "hidePrompt": true,
    "slideshow": {
     "slide_type": "-"
    }
   },
   "outputs": [
    {
     "data": {
      "text/html": [
       "\n",
       "    <div id='displacy4' style=\"overflow: scroll; width: 900px;\"></div>\n",
       "    <script>\n",
       "    $(function() {\n",
       "    requirejs.config({\n",
       "        paths: {\n",
       "            'displaCy': ['/files/node_modules/displacy/displacy'],\n",
       "                                                  // strip .js ^, require adds it back\n",
       "        },\n",
       "    });\n",
       "    require(['displaCy'], function() {\n",
       "        console.log(\"Loaded :)\");\n",
       "        const displacy = new displaCy('http://localhost:8000', {\n",
       "            container: '#displacy4',\n",
       "            format: 'spacy',\n",
       "            distance: 150,\n",
       "            offsetX: 0,\n",
       "            wordSpacing: 20,\n",
       "            arrowSpacing: 3,\n",
       "\n",
       "        });\n",
       "        const parse = {\n",
       "            arcs: [{\"start\": 3, \"end\": 5, \"label\": \"dobj\", \"dir\": \"right\"}],\n",
       "            words: [{\"text\": \"ROOT\"}, {\"text\": \"Economic\"}, {\"text\": \"news\"}, {\"text\": \"had\"}, {\"text\": \"little\"}, {\"text\": \"effect\"}, {\"text\": \"on\"}, {\"text\": \"financial\"}, {\"text\": \"markets\"}, {\"text\": \".\"}]\n",
       "        };\n",
       "\n",
       "        displacy.render(parse, {\n",
       "            uniqueId: 'render_displacy4'\n",
       "            //color: '#ff0000'\n",
       "        });\n",
       "        return {};\n",
       "    });\n",
       "    });\n",
       "    </script>"
      ],
      "text/plain": [
       "<IPython.core.display.HTML object>"
      ]
     },
     "execution_count": 3,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "tokens = [\"ROOT\", \"Economic\", \"news\", \"had\", \"little\", \"effect\", \"on\", \"financial\", \"markets\", \".\"]\n",
    "arcs = set([(3, 5, \"dobj\")])\n",
    "\n",
    "render_displacy(*transition.to_displacy_graph(arcs, tokens),\"900px\")"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {
    "slideshow": {
     "slide_type": "subslide"
    }
   },
   "source": [
    "### Search/Parsing\n",
    "\n",
    "Find the **tree** with maximal total score\n",
    "\n",
    "$$\n",
    "\\argmax_{\\y} \\sum_{(h,c) \\in \\y} s(h,c,\\x)\n",
    "$$\n",
    "\n",
    "Corresponds to **finding maximum spanning trees**"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {
    "slideshow": {
     "slide_type": "subslide"
    }
   },
   "source": [
    "### Example Maximum Spanning Tree\n",
    "\n",
    "\n",
    "\n",
    "\n",
    "\n",
    " \n",
    " \n",
    " \n",
    "\n"
   ]
  },
  {
   "cell_type": "raw",
   "metadata": {
    "hide_egal": false,
    "is_egal": true
   },
   "source": [
    "<svg height=\"600\" width=\"100%\"><desc>Created with Snap</desc><defs><filter id=\"Sjad1e8qn3\" filterUnits=\"userSpaceOnUse\"><feGaussianBlur in=\"SourceAlpha\" stdDeviation=\"3\"></feGaussianBlur><feOffset dx=\"0\" dy=\"2\" result=\"offsetblur\"></feOffset><feFlood flood-color=\"#000000\"></feFlood><feComposite in2=\"offsetblur\" operator=\"in\"></feComposite><feComponentTransfer><feFuncA type=\"linear\" slope=\"1\"></feFuncA></feComponentTransfer><feMerge><feMergeNode></feMergeNode><feMergeNode in=\"SourceGraphic\"></feMergeNode></feMerge></filter><marker viewBox=\"0 0 10 10\" markerWidth=\"10\" markerHeight=\"10\" orient=\"auto\" refX=\"9\" refY=\"3\" id=\"arrowEndMarker\"><polygon points=\"0,0,0,6,9,3,0,0\" fill=\"#323232\" id=\"arrow\" style=\"\"></polygon></marker><marker viewBox=\"0 0 10 10\" markerWidth=\"10\" markerHeight=\"10\" orient=\"auto\" refX=\"0\" refY=\"3\" id=\"arrowStartMarker\"><polygon points=\"0,3,9,0,9,6,0,3\" fill=\"#323232\" id=\"startArrow\" style=\"\"></polygon></marker><filter id=\"Sjad28yc83\" filterUnits=\"userSpaceOnUse\"><feGaussianBlur in=\"SourceAlpha\" stdDeviation=\"3\"></feGaussianBlur><feOffset dx=\"0\" dy=\"2\" result=\"offsetblur\"></feOffset><feFlood flood-color=\"#000000\"></feFlood><feComposite in2=\"offsetblur\" operator=\"in\"></feComposite><feComponentTransfer><feFuncA type=\"linear\" slope=\"1\"></feFuncA></feComponentTransfer><feMerge><feMergeNode></feMergeNode><feMergeNode in=\"SourceGraphic\"></feMergeNode></feMerge></filter><marker viewBox=\"0 0 10 10\" markerWidth=\"10\" markerHeight=\"10\" orient=\"auto\" refX=\"9\" refY=\"3\" id=\"arrowEndMarker\"><polygon points=\"0,0,0,6,9,3,0,0\" fill=\"#323232\" id=\"arrow\" style=\"\"></polygon></marker><marker viewBox=\"0 0 10 10\" markerWidth=\"10\" markerHeight=\"10\" orient=\"auto\" refX=\"0\" refY=\"3\" id=\"arrowStartMarker\"><polygon points=\"0,3,9,0,9,6,0,3\" fill=\"#323232\" id=\"startArrow\" style=\"\"></polygon></marker><filter id=\"Sjad34svr3\" filterUnits=\"userSpaceOnUse\"><feGaussianBlur in=\"SourceAlpha\" stdDeviation=\"3\"></feGaussianBlur><feOffset dx=\"0\" dy=\"2\" result=\"offsetblur\"></feOffset><feFlood flood-color=\"#000000\"></feFlood><feComposite in2=\"offsetblur\" operator=\"in\"></feComposite><feComponentTransfer><feFuncA type=\"linear\" slope=\"1\"></feFuncA></feComponentTransfer><feMerge><feMergeNode></feMergeNode><feMergeNode in=\"SourceGraphic\"></feMergeNode></feMerge></filter><marker viewBox=\"0 0 10 10\" markerWidth=\"10\" markerHeight=\"10\" orient=\"auto\" refX=\"9\" refY=\"3\" id=\"arrowEndMarker\"><polygon points=\"0,0,0,6,9,3,0,0\" fill=\"#323232\" id=\"arrow\" style=\"\"></polygon></marker><marker viewBox=\"0 0 10 10\" markerWidth=\"10\" markerHeight=\"10\" orient=\"auto\" refX=\"0\" refY=\"3\" id=\"arrowStartMarker\"><polygon points=\"0,3,9,0,9,6,0,3\" fill=\"#323232\" id=\"startArrow\" style=\"\"></polygon></marker><filter id=\"Sjkz5tosw3\" filterUnits=\"userSpaceOnUse\"><feGaussianBlur in=\"SourceAlpha\" stdDeviation=\"3\"></feGaussianBlur><feOffset dx=\"0\" dy=\"2\" result=\"offsetblur\"></feOffset><feFlood flood-color=\"#000000\"></feFlood><feComposite in2=\"offsetblur\" operator=\"in\"></feComposite><feComponentTransfer><feFuncA type=\"linear\" slope=\"1\"></feFuncA></feComponentTransfer><feMerge><feMergeNode></feMergeNode><feMergeNode in=\"SourceGraphic\"></feMergeNode></feMerge></filter><marker viewBox=\"0 0 10 10\" markerWidth=\"10\" markerHeight=\"10\" orient=\"auto\" refX=\"9\" refY=\"3\" id=\"arrowEndMarker\"><polygon points=\"0,0,0,6,9,3,0,0\" fill=\"#323232\" id=\"arrow\" style=\"\"></polygon></marker><marker viewBox=\"0 0 10 10\" markerWidth=\"10\" markerHeight=\"10\" orient=\"auto\" refX=\"0\" refY=\"3\" id=\"arrowStartMarker\"><polygon points=\"0,3,9,0,9,6,0,3\" fill=\"#323232\" id=\"startArrow\" style=\"\"></polygon></marker></defs><g id=\"drup_elem_1\" first-frame=\"1\" last-frame=\"10\" class=\"drupElem\" style=\"display: inline;\"></g><g id=\"drup_elem_2\" first-frame=\"1\" last-frame=\"10\" class=\"drupElem\" style=\"display: inline;\"></g><g id=\"drup_elem_3\" first-frame=\"1\" last-frame=\"10\" class=\"drupElem\" style=\"display: inline;\"></g><g id=\"drup_elem_4\" first-frame=\"1\" last-frame=\"10\" class=\"drupElem\" style=\"display: inline;\"></g><g id=\"drup_elem_5\" first-frame=\"1\" last-frame=\"10\" class=\"drupElem\" style=\"display: inline;\"><path d=\"M39,299.390625L39,299.390625L39,299.390625L39,299.390625L40,299.390625L40,298.390625L41,294.390625L43,290.390625L46,286.390625L48,283.390625L49,282.390625L50,282.390625L51,285.390625L52,289.390625L53,293.390625L53,301.390625L53,305.390625L53,307.390625L53,307.390625L53,307.390625L52,307.390625L51,306.390625L51,305.390625L51,303.390625L51,300.390625L52,294.390625L54,291.390625L56,288.390625L57,287.390625L59,287.390625L61,287.390625L63,287.390625L63,287.390625M87,286.390625L87,286.390625L87,286.390625L87,286.390625L86,285.390625L83,285.390625L81,285.390625L78,287.390625L75,290.390625L71,295.390625L70,297.390625L70,299.390625L70,302.390625L70,305.390625L72,309.390625L75,311.390625L79,311.390625L83,311.390625L87,308.390625L89,305.390625L90,300.390625L91,295.390625L91,291.390625L88,288.390625L84,287.390625L81,287.390625L80,287.390625L80,287.390625L80,289.390625M114,288.390625L114,288.390625L114,288.390625L113,287.390625L112,287.390625L110,287.390625L107,287.390625L105,287.390625L102,288.390625L100,291.390625L99,293.390625L97,297.390625L96,301.390625L96,306.390625L98,309.390625L101,311.390625L105,311.390625L109,311.390625L114,307.390625L117,302.390625L118,298.390625L118,294.390625L116,290.390625L114,289.390625L113,289.390625L112,289.390625L112,289.390625L112,288.390625M137,246.390625L137,246.390625L137,246.390625L137,246.390625L137,248.390625L137,255.390625L137,263.390625L136,273.390625L134,282.390625L133,292.390625L133,296.390625L133,298.390625L133,299.390625L133,299.390625L135,300.390625L138,300.390625L142,300.390625L146,299.390625L152,295.390625L152,294.390625M125,277.390625L125,277.390625L125,277.390625L124,277.390625L124,277.390625L125,278.390625L127,278.390625L131,277.390625L137,276.390625L145,275.390625L147,273.390625L147,273.390625\" fill=\"none\" stroke=\"#000000\" vector-effect=\"non-scaling-stroke\" style=\"stroke-width: 2;\" class=\"core alignable sub egal-line\"></path></g><g id=\"drup_elem_6\" first-frame=\"1\" last-frame=\"10\" class=\"drupElem\" style=\"display: inline;\"></g><g id=\"drup_elem_7\" first-frame=\"1\" last-frame=\"10\" class=\"drupElem\" style=\"display: inline;\"></g><g id=\"drup_elem_8\" first-frame=\"1\" last-frame=\"10\" class=\"drupElem\" style=\"display: inline;\"></g><g id=\"drup_elem_9\" first-frame=\"1\" last-frame=\"10\" class=\"drupElem\" style=\"display: inline;\"><path d=\"M296,260.390625L296,260.390625L296,260.390625L296,260.390625L296,261.390625L297,259.390625L300,256.390625L303,253.390625L307,249.390625L308,247.390625L308,247.390625L308,247.390625L308,247.390625L308,247.390625L308,248.390625L308,250.390625L308,255.390625L312,270.390625L315,283.390625L318,294.390625L319,303.390625L319,309.390625L317,316.390625L315,319.390625L312,320.390625L305,320.390625L294,317.390625L290,315.390625L290,314.390625L290,311.390625L293,306.390625L295,304.390625M343,292.390625L343,292.390625L343,292.390625L344,291.390625L343,291.390625L342,291.390625L339,291.390625L335,291.390625L331,295.390625L329,299.390625L328,302.390625L328,305.390625L329,309.390625L332,311.390625L336,311.390625L341,310.390625L345,305.390625L348,298.390625L348,296.390625L346,294.390625L342,292.390625L339,290.390625L339,290.390625L339,290.390625L339,290.390625M361,258.390625L361,258.390625L362,268.390625L363,277.390625L363,290.390625L363,296.390625L363,299.390625L363,302.390625L363,303.390625L363,303.390625L364,303.390625L364,301.390625L366,296.390625L370,290.390625L372,287.390625L373,286.390625L374,286.390625L375,287.390625L378,294.390625L379,299.390625L381,302.390625L383,305.390625L383,305.390625L383,305.390625L383,305.390625L383,304.390625M395,284.390625L395,284.390625L397,286.390625L398,291.390625L399,297.390625L399,302.390625L400,305.390625L400,310.390625L400,311.390625L400,311.390625L401,308.390625L404,304.390625L408,300.390625L410,297.390625L412,296.390625L413,296.390625L415,297.390625L417,301.390625L419,305.390625L421,309.390625L422,313.390625L423,314.390625L423,314.390625L423,313.390625\" fill=\"none\" stroke=\"#000000\" vector-effect=\"non-scaling-stroke\" style=\"stroke-width: 2;\" class=\"core alignable sub egal-line\"></path></g><g id=\"drup_elem_10\" first-frame=\"1\" last-frame=\"10\" class=\"drupElem\" style=\"display: inline;\"></g><g id=\"drup_elem_11\" first-frame=\"1\" last-frame=\"10\" class=\"drupElem\" style=\"display: inline;\"></g><g id=\"drup_elem_12\" first-frame=\"1\" last-frame=\"10\" class=\"drupElem\" style=\"display: inline;\"></g><g id=\"drup_elem_13\" first-frame=\"1\" last-frame=\"10\" class=\"drupElem\" style=\"display: inline;\"></g><g id=\"drup_elem_14\" first-frame=\"1\" last-frame=\"10\" class=\"drupElem\" style=\"display: inline;\"></g><g id=\"drup_elem_15\" first-frame=\"1\" last-frame=\"10\" class=\"drupElem\" style=\"display: inline;\"></g><g id=\"drup_elem_16\" first-frame=\"1\" last-frame=\"10\" class=\"drupElem\" style=\"display: inline;\"></g><g id=\"drup_elem_17\" first-frame=\"1\" last-frame=\"10\" class=\"drupElem\" style=\"display: inline;\"></g><g id=\"drup_elem_18\" first-frame=\"1\" last-frame=\"10\" class=\"drupElem\" style=\"display: inline;\"></g><g id=\"drup_elem_19\" first-frame=\"1\" last-frame=\"10\" class=\"drupElem\" style=\"display: inline;\"></g><g id=\"drup_elem_20\" first-frame=\"1\" last-frame=\"10\" class=\"drupElem\" style=\"display: inline;\"><path d=\"M585,286.390625L585,286.390625L585,286.390625L585,286.390625L585,285.390625L585,285.390625L585,285.390625L585,285.390625L585,285.390625L585,285.390625L585,285.390625L585,285.390625L585,285.390625L585,285.390625L585,285.390625L585,285.390625L583,285.390625L581,285.390625L578,286.390625L573,289.390625L570,292.390625L569,297.390625L569,302.390625L569,305.390625L573,307.390625L582,307.390625L588,306.390625L589,305.390625M615,290.390625L615,290.390625L615,288.390625L615,288.390625L615,287.390625L614,287.390625L613,287.390625L612,287.390625L610,288.390625L606,291.390625L600,301.390625L598,305.390625L598,308.390625L600,308.390625L604,308.390625L610,306.390625L613,302.390625L616,296.390625L617,291.390625L617,289.390625L617,289.390625L617,291.390625L618,295.390625L620,300.390625L623,306.390625L625,309.390625L627,311.390625L627,311.390625M650,247.390625L650,247.390625L650,247.390625L650,247.390625L649,252.390625L647,262.390625L645,271.390625L645,280.390625L645,288.390625L648,296.390625L651,299.390625L653,301.390625L656,301.390625L658,301.390625L659,300.390625M681,251.390625L681,251.390625L681,251.390625L681,251.390625L679,261.390625L678,269.390625L676,278.390625L674,291.390625L674,299.390625L677,305.390625L681,308.390625L686,309.390625L691,309.390625L696,303.390625L696,302.390625M695,292.390625L695,292.390625L706,293.390625L710,290.390625L713,287.390625L714,284.390625L715,282.390625L715,281.390625L714,280.390625L711,280.390625L708,280.390625L704,282.390625L697,288.390625L695,290.390625L695,294.390625L696,299.390625L700,304.390625L704,308.390625L715,309.390625L717,309.390625M753,284.390625L753,284.390625L753,284.390625L753,283.390625L752,283.390625L749,286.390625L743,295.390625L742,299.390625L741,301.390625L743,301.390625L747,301.390625L752,298.390625L760,289.390625L765,280.390625L768,269.390625L771,251.390625L771,241.390625L771,236.390625L771,234.390625L771,234.390625L770,236.390625L770,244.390625L770,257.390625L770,272.390625L775,292.390625L778,300.390625L781,305.390625L783,309.390625L784,315.390625L785,319.390625L785,320.390625M904,253.390625L904,253.390625L904,253.390625L904,250.390625L903,249.390625L901,248.390625L897,248.390625L894,248.390625L891,248.390625L891,248.390625L890,248.390625L889,250.390625L887,254.390625L887,259.390625L887,264.390625L889,270.390625L892,277.390625L896,285.390625L902,294.390625L904,298.390625L905,301.390625L905,303.390625L904,306.390625L900,307.390625L895,308.390625L891,308.390625L887,305.390625L883,298.390625L883,292.390625L884,290.390625M948,288.390625L948,288.390625L948,288.390625L944,284.390625L942,283.390625L941,283.390625L937,283.390625L933,285.390625L928,290.390625L924,295.390625L922,300.390625L922,304.390625L924,307.390625L928,307.390625L933,304.390625L939,296.390625L941,291.390625L942,287.390625L943,285.390625L943,285.390625L943,288.390625L943,293.390625L943,298.390625L945,303.390625L948,309.390625L949,313.390625L950,314.390625L950,314.390625M982,253.390625L982,253.390625L982,253.390625L978,258.390625L974,268.390625L972,276.390625L969,286.390625L969,295.390625L971,304.390625L976,308.390625L981,310.390625L985,310.390625L989,306.390625L990,302.390625M1013,253.390625L1013,253.390625L1013,253.390625L1011,262.390625L1008,270.390625L1006,280.390625L1005,291.390625L1005,297.390625L1007,300.390625L1012,302.390625L1019,301.390625L1024,295.390625M1047,279.390625L1047,279.390625L1047,279.390625L1047,293.390625L1046,299.390625L1046,303.390625L1046,308.390625L1050,309.390625L1055,309.390625L1059,307.390625L1063,307.390625L1065,315.390625L1068,328.390625L1069,341.390625L1070,350.390625L1069,357.390625L1064,358.390625L1056,358.390625L1048,354.390625L1039,337.390625L1038,326.390625L1039,319.390625L1041,317.390625L1042,316.390625\" fill=\"none\" stroke=\"#000000\" vector-effect=\"non-scaling-stroke\" style=\"stroke-width: 2;\" class=\"core alignable sub egal-line\" transform=\"matrix(1,0,0,1,0,0)\"></path></g><g id=\"drup_elem_21\" first-frame=\"1\" last-frame=\"10\" class=\"drupElem\" style=\"display: inline;\"></g><g id=\"drup_elem_22\" first-frame=\"1\" last-frame=\"10\" class=\"drupElem\" style=\"display: inline;\"><path d=\"M93,329.390625L93,329.390625L93,329.390625L93,329.390625L93,328.390625L93,328.390625L93,328.390625L93,328.390625L93,328.390625L93,328.390625L93,328.390625L92,328.390625L91,329.390625L90,329.390625L89,330.390625L88,332.390625L86,334.390625L86,336.390625L85,337.390625L85,338.390625L85,340.390625L86,342.390625L86,343.390625L87,343.390625L90,343.390625L92,341.390625L94,338.390625L95,335.390625L95,332.390625L95,329.390625L93,327.390625L91,326.390625L90,326.390625L90,326.390625L90,326.390625M348,334.390625L348,334.390625L348,334.390625L348,334.390625L348,334.390625L348,334.390625L348,334.390625L350,332.390625L353,329.390625L355,326.390625L358,324.390625L360,322.390625L360,322.390625L360,322.390625L360,322.390625L360,322.390625L360,325.390625L360,329.390625L360,334.390625L360,336.390625L360,339.390625L360,339.390625L360,339.390625L360,339.390625L360,339.390625\" fill=\"none\" stroke=\"green\" vector-effect=\"non-scaling-stroke\" style=\"stroke-width: 2;\" class=\"core alignable sub egal-line\" transform=\"matrix(1,0,0,1,0,0)\"></path></g><g id=\"drup_elem_23\" first-frame=\"1\" last-frame=\"10\" class=\"drupElem\" style=\"display: inline;\"></g><g id=\"drup_elem_24\" first-frame=\"1\" last-frame=\"10\" class=\"drupElem\" style=\"display: inline;\"><path d=\"M668,327.390625L668,327.390625L668,327.390625L668,327.390625L668,327.390625L670,324.390625L671,324.390625L672,324.390625L674,324.390625L674,324.390625L674,327.390625L672,332.390625L670,339.390625L668,341.390625L666,343.390625L665,344.390625L663,346.390625L663,346.390625L663,346.390625L663,346.390625L663,346.390625L663,346.390625L665,346.390625L668,346.390625L671,346.390625L674,346.390625L677,346.390625L678,346.390625L678,346.390625L678,346.390625L678,345.390625M964,331.390625L964,331.390625L964,331.390625L970,329.390625L973,329.390625L975,329.390625L977,330.390625L977,331.390625L977,331.390625L977,332.390625L973,337.390625L971,340.390625L969,341.390625L969,342.390625L969,342.390625L969,342.390625L971,343.390625L974,345.390625L977,347.390625L980,350.390625L981,351.390625L981,352.390625L978,354.390625L974,356.390625L969,357.390625L966,357.390625L965,357.390625L965,357.390625L965,357.390625\" fill=\"none\" stroke=\"green\" vector-effect=\"non-scaling-stroke\" style=\"stroke-width: 2;\" class=\"core alignable sub egal-line\" transform=\"matrix(1,0,0,1,0,-1)\"></path></g><g id=\"drup_elem_25\" first-frame=\"2\" last-frame=\"10\" class=\"drupElem\" style=\"display: inline;\"></g><g id=\"drup_elem_26\" first-frame=\"2\" last-frame=\"10\" class=\"drupElem\" style=\"display: inline;\"><path d=\"M98,255.390625L98,255.390625L98,255.390625L98,255.390625L98,255.390625L98,255.390625L98,255.390625L98,255.390625L98,255.390625L98,255.390625L98,255.390625L98,255.390625L98,255.390625L98,255.390625L98,255.390625L98,255.390625L98,254.390625L98,254.390625L98,252.390625L98,250.390625L98,249.390625L99,247.390625L99,246.390625L100,244.390625L100,243.390625L101,240.390625L102,239.390625L103,237.390625L104,236.390625L104,234.390625L105,233.390625L106,231.390625L107,230.390625L108,228.390625L109,227.390625L110,226.390625L110,225.390625L110,225.390625L111,224.390625L112,223.390625L114,220.390625L115,218.390625L117,217.390625L118,216.390625L119,214.390625L121,211.390625L123,209.390625L125,207.390625L126,206.390625L129,204.390625L130,202.390625L132,201.390625L134,200.390625L136,198.390625L139,195.390625L141,194.390625L143,193.390625L145,192.390625L148,191.390625L152,189.390625L157,187.390625L160,185.390625L163,184.390625L167,183.390625L169,183.390625L172,182.390625L175,181.390625L180,180.390625L183,179.390625L186,178.390625L189,178.390625L192,177.390625L196,176.390625L198,176.390625L200,176.390625L202,176.390625L205,176.390625L208,175.390625L211,174.390625L213,174.390625L216,174.390625L219,174.390625L222,174.390625L225,174.390625L229,174.390625L235,174.390625L238,174.390625L241,174.390625L244,175.390625L247,175.390625L252,175.390625L255,176.390625L258,176.390625L261,176.390625L264,177.390625L267,178.390625L269,178.390625L272,179.390625L274,180.390625L277,181.390625L279,182.390625L282,183.390625L284,184.390625L287,185.390625L289,186.390625L291,187.390625L293,189.390625L295,190.390625L299,192.390625L301,192.390625L302,194.390625L304,195.390625L307,197.390625L309,198.390625L310,199.390625L312,200.390625L314,202.390625L316,204.390625L318,205.390625L319,206.390625L321,208.390625L323,210.390625L325,212.390625L326,214.390625L328,216.390625L329,217.390625L330,217.390625L330,218.390625L331,219.390625L332,220.390625L334,222.390625L334,222.390625L335,223.390625L336,224.390625L336,225.390625L337,226.390625L338,227.390625L339,228.390625L340,230.390625L342,234.390625L343,236.390625L343,237.390625L343,237.390625L344,238.390625L344,240.390625L345,243.390625L346,244.390625L346,244.390625L346,244.390625L346,245.390625L348,247.390625L348,248.390625L349,249.390625L349,249.390625L349,247.390625L348,245.390625M339,240.390625L339,240.390625L339,240.390625L339,240.390625L339,240.390625L339,240.390625L339,240.390625L339,240.390625L339,240.390625L341,241.390625L342,242.390625L343,244.390625L345,247.390625L347,251.390625L349,253.390625L349,253.390625L349,253.390625L349,253.390625L349,252.390625L349,251.390625L349,250.390625L350,248.390625L351,245.390625L353,242.390625L353,241.390625L353,240.390625L353,239.390625L353,239.390625L353,239.390625L353,239.390625L353,239.390625L353,239.390625L353,239.390625L353,239.390625L353,239.390625L353,239.390625L350,239.390625L347,239.390625L343,241.390625L340,244.390625L338,245.390625L338,244.390625L338,242.390625\" fill=\"none\" stroke=\"#000000\" vector-effect=\"non-scaling-stroke\" style=\"stroke-width: 1;\" class=\"core alignable sub egal-line\" transform=\"matrix(1,0,0,1,3,2)\"></path></g><g id=\"drup_elem_27\" first-frame=\"2\" last-frame=\"10\" class=\"drupElem\" style=\"display: inline;\"></g><g id=\"drup_elem_28\" first-frame=\"2\" last-frame=\"10\" class=\"drupElem\" style=\"display: inline;\"><path d=\"M96,254.390625L96,254.390625L96,254.390625L96,254.390625L96,254.390625L96,254.390625L96,254.390625L96,254.390625L96,254.390625L96,254.390625L96,254.390625L96,254.390625L96,254.390625L96,254.390625L96,254.390625L96,254.390625L96,254.390625L96,254.390625L96,254.390625L96,254.390625L96,254.390625L96,254.390625L96,254.390625L96,254.390625L96,254.390625L96,254.390625L96,254.390625L96,254.390625L96,254.390625L96,254.390625L96,254.390625L96,254.390625L96,254.390625L96,254.390625L96,254.390625L96,254.390625L96,254.390625L96,254.390625L96,254.390625L96,254.390625L96,254.390625L96,254.390625L96,254.390625L96,254.390625L96,254.390625L96,254.390625L96,254.390625L96,254.390625L96,254.390625L96,254.390625L96,254.390625L96,254.390625L96,254.390625L96,253.390625L96,251.390625L96,248.390625L96,244.390625L97,241.390625L98,237.390625L98,235.390625L99,233.390625L100,231.390625L102,227.390625L103,224.390625L104,222.390625L105,219.390625L107,217.390625L109,212.390625L111,210.390625L112,207.390625L113,205.390625L116,201.390625L118,198.390625L120,196.390625L122,193.390625L124,191.390625L127,187.390625L129,185.390625L130,184.390625L132,182.390625L134,180.390625L136,178.390625L138,176.390625L140,174.390625L144,171.390625L152,165.390625L158,161.390625L164,158.390625L169,156.390625L173,155.390625L180,153.390625L185,151.390625L190,149.390625L194,147.390625L201,144.390625L205,142.390625L211,139.390625L216,137.390625L225,134.390625L232,132.390625L238,130.390625L245,128.390625L251,127.390625L261,126.390625L269,125.390625L276,123.390625L283,122.390625L292,121.390625L297,120.390625L304,120.390625L311,119.390625L318,119.390625L327,119.390625L334,118.390625L340,118.390625L346,118.390625L353,118.390625L358,119.390625L362,119.390625L367,119.390625L372,119.390625L378,119.390625L383,120.390625L387,121.390625L392,121.390625L400,122.390625L404,122.390625L408,123.390625L412,124.390625L416,125.390625L422,126.390625L425,127.390625L428,128.390625L431,129.390625L436,130.390625L439,131.390625L443,131.390625L447,132.390625L450,133.390625L456,134.390625L460,135.390625L465,136.390625L472,137.390625L476,137.390625L479,138.390625L483,140.390625L486,141.390625L490,142.390625L495,143.390625L497,144.390625L500,145.390625L502,146.390625L504,147.390625L508,149.390625L510,150.390625L513,151.390625L515,151.390625L518,153.390625L520,154.390625L523,155.390625L526,157.390625L533,159.390625L537,160.390625L541,162.390625L545,164.390625L549,166.390625L556,169.390625L561,171.390625L566,173.390625L571,176.390625L578,180.390625L582,182.390625L586,184.390625L590,185.390625L594,187.390625L598,190.390625L601,192.390625L604,194.390625L607,196.390625L611,198.390625L613,200.390625L616,202.390625L618,203.390625L620,204.390625L622,206.390625L624,208.390625L626,210.390625L628,211.390625L630,212.390625L631,213.390625L632,215.390625L634,216.390625L634,217.390625L635,218.390625L636,219.390625L637,220.390625L637,221.390625L638,221.390625L638,221.390625L638,222.390625L639,223.390625L641,225.390625L642,227.390625L643,228.390625L644,230.390625L645,233.390625L646,236.390625L647,236.390625L647,236.390625L647,236.390625L647,237.390625L648,239.390625L648,240.390625L648,240.390625L648,240.390625L648,240.390625L648,240.390625L648,240.390625L648,240.390625L648,240.390625L648,240.390625M636,236.390625L636,236.390625L636,236.390625L636,236.390625L636,236.390625L636,236.390625L636,236.390625L636,236.390625L636,236.390625L637,236.390625L638,237.390625L640,239.390625L642,240.390625L643,241.390625L643,241.390625L644,241.390625L644,241.390625L646,243.390625L648,244.390625L648,245.390625L648,245.390625L648,245.390625L648,245.390625L648,245.390625L648,245.390625L648,245.390625L649,243.390625L650,241.390625L652,237.390625L654,235.390625L654,233.390625L654,232.390625L654,232.390625L654,232.390625L654,232.390625L654,231.390625L654,231.390625L653,231.390625L651,231.390625L648,232.390625L643,234.390625L639,237.390625L637,239.390625L637,239.390625L638,237.390625L638,236.390625\" fill=\"none\" stroke=\"#000000\" vector-effect=\"non-scaling-stroke\" style=\"stroke-width: 1;\" class=\"core alignable sub egal-line\" transform=\"matrix(1,0,0,1,0,1)\"></path></g><g id=\"drup_elem_29\" first-frame=\"2\" last-frame=\"10\" class=\"drupElem\" style=\"display: inline;\"></g><g id=\"drup_elem_30\" first-frame=\"2\" last-frame=\"10\" class=\"drupElem\" style=\"display: inline;\"><path d=\"M95,250.390625L95,250.390625L95,250.390625L95,250.390625L95,250.390625L95,250.390625L95,250.390625L95,250.390625L95,250.390625L95,250.390625L95,250.390625L95,250.390625L95,250.390625L95,250.390625L95,249.390625L95,248.390625L95,248.390625L95,246.390625L95,245.390625L95,243.390625L95,242.390625L95,241.390625L95,240.390625L96,238.390625L96,236.390625L97,234.390625L98,232.390625L99,229.390625L99,228.390625L100,227.390625L101,225.390625L102,222.390625L104,219.390625L104,217.390625L105,216.390625L105,214.390625L106,212.390625L108,209.390625L109,207.390625L110,205.390625L112,203.390625L113,199.390625L115,196.390625L116,194.390625L118,190.390625L119,188.390625L120,186.390625L121,184.390625L122,182.390625L123,180.390625L124,176.390625L126,174.390625L127,171.390625L128,169.390625L132,164.390625L135,160.390625L138,156.390625L141,152.390625L143,149.390625L146,146.390625L148,145.390625L149,144.390625L153,139.390625L158,136.390625L162,132.390625L167,128.390625L173,125.390625L178,122.390625L185,117.390625L190,115.390625L194,111.390625L201,107.390625L205,104.390625L209,101.390625L212,99.390625L215,98.390625L218,96.390625L223,92.390625L228,90.390625L232,87.390625L239,84.390625L245,81.390625L252,78.390625L258,75.390625L263,74.390625L267,72.390625L272,70.390625L277,68.390625L281,66.390625L286,64.390625L292,62.390625L296,60.390625L302,58.390625L307,57.390625L315,55.390625L320,54.390625L326,53.390625L333,52.390625L340,52.390625L350,51.390625L358,50.390625L365,49.390625L372,49.390625L379,49.390625L390,49.390625L398,48.390625L406,48.390625L417,48.390625L424,48.390625L430,49.390625L436,49.390625L442,49.390625L451,50.390625L457,50.390625L463,50.390625L470,51.390625L479,51.390625L486,51.390625L492,51.390625L497,51.390625L503,51.390625L508,51.390625L516,52.390625L520,52.390625L524,53.390625L531,54.390625L535,55.390625L541,55.390625L546,55.390625L551,55.390625L556,55.390625L563,56.390625L568,57.390625L573,58.390625L580,58.390625L585,59.390625L589,59.390625L594,60.390625L598,61.390625L602,62.390625L610,64.390625L615,65.390625L621,66.390625L629,68.390625L635,69.390625L641,70.390625L648,71.390625L653,72.390625L661,74.390625L666,75.390625L670,76.390625L675,77.390625L683,79.390625L690,80.390625L696,81.390625L702,82.390625L708,84.390625L715,85.390625L724,88.390625L730,89.390625L735,90.390625L743,91.390625L748,93.390625L752,94.390625L756,96.390625L761,98.390625L767,99.390625L776,100.390625L782,101.390625L786,103.390625L794,106.390625L799,108.390625L805,110.390625L811,111.390625L816,113.390625L823,115.390625L827,117.390625L831,120.390625L836,121.390625L842,124.390625L847,126.390625L851,128.390625L855,130.390625L859,133.390625L863,135.390625L868,138.390625L872,141.390625L876,143.390625L881,146.390625L883,148.390625L886,150.390625L888,152.390625L890,155.390625L893,158.390625L897,163.390625L900,167.390625L903,171.390625L908,177.390625L912,181.390625L914,183.390625L917,185.390625L920,188.390625L925,192.390625L927,195.390625L929,197.390625L931,198.390625L934,201.390625L935,202.390625L937,204.390625L938,205.390625L940,206.390625L941,208.390625L944,211.390625L945,214.390625L947,217.390625L949,220.390625L950,221.390625L951,223.390625L952,225.390625L953,226.390625L954,230.390625L955,232.390625L956,234.390625L957,236.390625L958,238.390625L958,240.390625L959,241.390625L959,242.390625L959,243.390625L959,243.390625L959,243.390625L959,243.390625L959,243.390625L959,243.390625L958,243.390625L958,243.390625M949,240.390625L949,240.390625L949,239.390625L949,239.390625L949,239.390625L949,239.390625L949,239.390625L949,239.390625L949,239.390625L949,239.390625L949,239.390625L949,239.390625L949,239.390625L949,239.390625L949,239.390625L949,239.390625L949,239.390625L949,239.390625L950,241.390625L952,242.390625L953,243.390625L955,246.390625L957,248.390625L959,249.390625L959,249.390625L959,249.390625L959,249.390625L959,249.390625L959,249.390625L960,246.390625L963,242.390625L964,241.390625L964,240.390625L964,240.390625L965,239.390625L965,237.390625L966,236.390625L966,236.390625L966,236.390625L966,236.390625L966,236.390625L966,236.390625L966,236.390625L966,236.390625L965,236.390625L964,236.390625L961,237.390625L958,238.390625L953,240.390625L950,241.390625L950,242.390625L950,242.390625L950,242.390625L950,242.390625L950,242.390625L950,241.390625\" fill=\"none\" stroke=\"#000000\" vector-effect=\"non-scaling-stroke\" style=\"stroke-width: 1;\" class=\"core alignable sub egal-line\" transform=\"matrix(1,0,0,1,11,-3)\"></path></g><g id=\"drup_elem_32\" first-frame=\"2\" last-frame=\"10\" class=\"drupElem\" style=\"display: inline;\"></g><g id=\"drup_elem_33\" first-frame=\"2\" last-frame=\"10\" class=\"drupElem\" style=\"display: inline;\"><path d=\"M665,365.390625L665,365.390625L665,365.390625L665,364.390625L665,364.390625L665,364.390625L666,364.390625L666,364.390625L666,364.390625L666,364.390625L666,364.390625L666,364.390625L666,364.390625L666,364.390625L666,364.390625L666,364.390625L666,364.390625L666,364.390625L666,364.390625L666,364.390625L666,364.390625L666,364.390625L666,364.390625L666,365.390625L666,365.390625L666,365.390625L666,365.390625L666,365.390625L666,365.390625L666,365.390625L666,365.390625L666,365.390625L665,366.390625L665,366.390625L665,368.390625L664,369.390625L664,370.390625L664,371.390625L664,371.390625L663,372.390625L663,374.390625L662,375.390625L661,377.390625L660,379.390625L659,381.390625L659,382.390625L658,383.390625L657,384.390625L656,386.390625L655,387.390625L655,389.390625L654,390.390625L653,391.390625L652,393.390625L651,394.390625L651,394.390625L650,395.390625L649,397.390625L648,398.390625L647,399.390625L646,400.390625L646,401.390625L645,401.390625L644,402.390625L643,403.390625L642,404.390625L639,406.390625L636,408.390625L634,409.390625L631,410.390625L628,412.390625L623,414.390625L619,415.390625L615,416.390625L610,418.390625L605,419.390625L601,420.390625L597,422.390625L593,423.390625L587,424.390625L583,425.390625L580,425.390625L575,426.390625L571,427.390625L563,428.390625L557,429.390625L552,430.390625L547,430.390625L540,430.390625L531,431.390625L525,432.390625L520,432.390625L514,432.390625L506,433.390625L500,433.390625L494,433.390625L489,433.390625L484,433.390625L477,432.390625L473,431.390625L469,430.390625L465,429.390625L458,428.390625L453,426.390625L449,425.390625L445,424.390625L442,422.390625L436,419.390625L432,417.390625L428,416.390625L425,414.390625L421,412.390625L419,411.390625L417,410.390625L415,408.390625L411,406.390625L408,405.390625L405,404.390625L403,403.390625L400,402.390625L396,400.390625L394,399.390625L391,398.390625L388,396.390625L385,395.390625L381,393.390625L379,392.390625L377,390.390625L375,389.390625L371,386.390625L369,384.390625L367,383.390625L366,381.390625L364,380.390625L362,378.390625L360,376.390625L359,375.390625L357,374.390625L355,372.390625L355,371.390625L354,370.390625L353,369.390625L352,367.390625L351,366.390625L350,365.390625L350,365.390625L350,364.390625L349,363.390625L348,362.390625L348,361.390625L347,360.390625L347,360.390625L347,359.390625L347,359.390625L346,358.390625L346,358.390625L346,357.390625L346,357.390625L346,356.390625L346,355.390625L346,355.390625L346,355.390625L346,355.390625L346,355.390625L346,355.390625L346,355.390625L346,355.390625L346,355.390625L346,355.390625L346,355.390625L345,354.390625M344,351.390625L344,351.390625L344,351.390625L344,351.390625L344,351.390625L344,351.390625L344,351.390625L344,351.390625L344,351.390625L344,351.390625L344,351.390625L344,351.390625L343,354.390625L341,356.390625L339,358.390625L338,360.390625L338,362.390625L338,362.390625L338,362.390625L338,362.390625L338,362.390625L338,362.390625L338,362.390625L338,362.390625L338,362.390625L338,362.390625L338,362.390625L337,362.390625L337,362.390625L337,362.390625L337,362.390625L337,362.390625L337,362.390625L337,362.390625L337,362.390625L337,362.390625L339,361.390625L343,360.390625L347,359.390625L352,357.390625L353,356.390625L353,356.390625L353,356.390625L353,355.390625L353,353.390625L352,351.390625L351,350.390625L351,349.390625L350,349.390625L349,349.390625L348,349.390625L347,350.390625L345,351.390625L344,352.390625L343,352.390625\" fill=\"none\" stroke=\"#000000\" vector-effect=\"non-scaling-stroke\" style=\"stroke-width: 1;\" class=\"core alignable sub egal-line\"></path></g><g id=\"drup_elem_34\" first-frame=\"2\" last-frame=\"10\" class=\"drupElem\" style=\"display: inline;\"></g><g id=\"drup_elem_35\" first-frame=\"2\" last-frame=\"10\" class=\"drupElem\" style=\"display: inline;\"><path d=\"M969,367.390625L969,367.390625L969,367.390625L969,367.390625L969,367.390625L969,366.390625L969,366.390625M968,365.390625L968,365.390625L968,365.390625L968,365.390625L968,365.390625L968,365.390625L968,365.390625L968,365.390625L968,365.390625L968,365.390625L968,365.390625L968,365.390625L968,365.390625L968,365.390625L968,365.390625L968,365.390625L963,373.390625L963,374.390625L962,375.390625L962,376.390625L962,377.390625L961,378.390625L961,379.390625L960,381.390625L959,382.390625L959,383.390625L958,384.390625L958,386.390625L957,387.390625L956,389.390625L955,390.390625L954,392.390625L953,393.390625L952,394.390625L951,395.390625L950,397.390625L948,399.390625L946,400.390625L945,401.390625L943,402.390625L942,403.390625L940,404.390625L938,405.390625L936,406.390625L935,407.390625L932,408.390625L931,409.390625L930,409.390625L929,409.390625L927,410.390625L925,411.390625L923,412.390625L921,412.390625L920,413.390625L917,414.390625L916,414.390625L915,415.390625L913,415.390625L911,416.390625L909,416.390625L908,417.390625L906,417.390625L904,418.390625L901,419.390625L898,420.390625L897,420.390625L895,420.390625L892,421.390625L887,421.390625L883,422.390625L880,422.390625L876,422.390625L870,423.390625L866,423.390625L862,423.390625L858,423.390625L855,423.390625L850,422.390625L846,421.390625L843,421.390625L840,421.390625L836,420.390625L832,419.390625L828,419.390625L823,418.390625L818,417.390625L813,416.390625L810,416.390625L806,415.390625L802,414.390625L797,413.390625L795,412.390625L792,412.390625L790,411.390625L789,411.390625L786,410.390625L785,410.390625L784,409.390625L783,409.390625L780,407.390625L778,406.390625L775,405.390625L772,404.390625L769,403.390625L764,401.390625L761,400.390625L759,399.390625L756,397.390625L751,395.390625L748,394.390625L745,393.390625L743,392.390625L741,391.390625L737,390.390625L735,389.390625L733,388.390625L731,387.390625L729,386.390625L727,385.390625L725,385.390625L724,384.390625L722,383.390625L720,382.390625L718,381.390625L717,380.390625L715,379.390625L713,378.390625L712,378.390625L711,377.390625L710,376.390625L709,376.390625L708,376.390625L707,375.390625L706,374.390625L705,374.390625L704,373.390625L703,372.390625L703,372.390625L702,371.390625L701,370.390625L699,369.390625L699,368.390625L698,368.390625L698,367.390625L697,367.390625L697,366.390625L696,366.390625L695,365.390625L695,365.390625L693,363.390625L692,362.390625L691,361.390625L690,360.390625L689,360.390625L688,359.390625L688,358.390625L687,358.390625L687,358.390625L686,357.390625L686,357.390625L686,357.390625L686,357.390625L686,357.390625L686,357.390625L686,357.390625L686,357.390625L686,357.390625L682,357.390625\" fill=\"none\" stroke=\"#000000\" vector-effect=\"non-scaling-stroke\" style=\"stroke-width: 1;\" class=\"core alignable sub egal-line\" transform=\"matrix(1,0,0,1,-1,0)\"></path></g><g id=\"drup_elem_36\" first-frame=\"2\" last-frame=\"10\" class=\"drupElem\" style=\"display: inline;\"><path d=\"M679,354.390625L679,354.390625L679,354.390625L679,354.390625L679,354.390625L679,354.390625L679,354.390625L679,354.390625L679,354.390625L679,354.390625L679,354.390625L679,354.390625L679,356.390625L679,358.390625L679,361.390625L678,363.390625L678,366.390625L678,368.390625L678,368.390625L678,368.390625L678,368.390625L678,368.390625L678,368.390625L678,368.390625L678,368.390625L678,368.390625L678,367.390625L681,365.390625L685,361.390625L689,358.390625L694,355.390625L696,354.390625L696,353.390625L696,353.390625L696,353.390625L696,353.390625L696,353.390625L696,353.390625L695,353.390625L691,353.390625L688,353.390625L686,352.390625L683,352.390625L680,352.390625L680,352.390625L680,352.390625\" fill=\"none\" stroke=\"#000000\" vector-effect=\"non-scaling-stroke\" style=\"stroke-width: 1;\" class=\"core alignable sub egal-line\"></path></g><g id=\"drup_elem_37\" first-frame=\"2\" last-frame=\"10\" class=\"drupElem\" style=\"display: inline;\"><path d=\"M972,368.390625L972,367.390625L972,367.390625L972,367.390625L972,367.390625L972,367.390625L972,367.390625L972,367.390625L972,367.390625L972,367.390625L972,367.390625L972,367.390625L972,367.390625L972,367.390625L972,367.390625L972,367.390625L972,368.390625L972,370.390625L972,371.390625L971,372.390625L971,374.390625L970,375.390625L969,377.390625L969,378.390625L968,380.390625L968,382.390625L967,384.390625L967,386.390625L966,388.390625L965,390.390625L965,393.390625L964,395.390625L964,396.390625L964,397.390625L963,399.390625L963,402.390625L963,403.390625L962,405.390625L962,407.390625L961,408.390625L960,411.390625L960,413.390625L960,415.390625L959,417.390625L958,418.390625L958,419.390625L958,420.390625L957,422.390625L956,423.390625L955,426.390625L954,427.390625L954,428.390625L952,430.390625L952,432.390625L951,434.390625L950,435.390625L948,437.390625L947,439.390625L944,442.390625L942,444.390625L940,447.390625L937,449.390625L935,451.390625L931,454.390625L927,455.390625L924,457.390625L921,459.390625L917,461.390625L915,462.390625L912,464.390625L910,465.390625L906,467.390625L904,468.390625L901,469.390625L898,471.390625L895,473.390625L890,475.390625L887,476.390625L884,478.390625L880,479.390625L875,482.390625L872,483.390625L868,485.390625L864,486.390625L860,488.390625L853,490.390625L849,491.390625L845,493.390625L838,494.390625L833,495.390625L830,496.390625L826,497.390625L822,498.390625L819,499.390625L814,499.390625L810,500.390625L807,500.390625L803,501.390625L798,502.390625L794,502.390625L790,503.390625L786,503.390625L782,504.390625L775,504.390625L770,505.390625L765,506.390625L761,506.390625L755,506.390625L751,507.390625L747,507.390625L742,508.390625L738,508.390625L732,508.390625L727,509.390625L723,509.390625L718,509.390625L710,510.390625L705,510.390625L700,511.390625L695,511.390625L689,511.390625L681,511.390625L677,512.390625L672,512.390625L664,512.390625L659,511.390625L654,511.390625L648,511.390625L642,510.390625L637,510.390625L628,509.390625L623,508.390625L617,507.390625L608,506.390625L603,505.390625L597,504.390625L592,503.390625L587,502.390625L581,501.390625L573,499.390625L568,498.390625L563,497.390625L555,495.390625L550,493.390625L544,492.390625L538,491.390625L533,489.390625L527,488.390625L520,487.390625L515,485.390625L511,484.390625L507,482.390625L501,481.390625L497,480.390625L493,479.390625L490,478.390625L487,477.390625L483,476.390625L481,475.390625L478,474.390625L475,473.390625L471,472.390625L469,471.390625L467,470.390625L465,469.390625L462,468.390625L458,466.390625L456,466.390625L453,465.390625L450,464.390625L448,463.390625L447,462.390625L445,462.390625L443,461.390625L441,460.390625L438,458.390625L436,457.390625L434,457.390625L431,455.390625L429,454.390625L428,453.390625L426,452.390625L424,451.390625L422,449.390625L418,447.390625L416,446.390625L414,445.390625L411,442.390625L408,440.390625L406,438.390625L404,436.390625L402,434.390625L400,432.390625L397,430.390625L395,428.390625L393,427.390625L390,425.390625L387,422.390625L385,420.390625L383,419.390625L381,417.390625L379,415.390625L376,412.390625L374,411.390625L372,410.390625L370,409.390625L368,408.390625L367,407.390625L366,405.390625L364,404.390625L363,403.390625L361,401.390625L360,400.390625L359,399.390625L358,398.390625L357,396.390625L356,395.390625L355,393.390625L354,391.390625L353,389.390625L351,385.390625L351,383.390625L350,381.390625L350,379.390625L349,377.390625L349,376.390625L349,375.390625L348,374.390625L348,373.390625L348,371.390625L347,370.390625L347,369.390625L347,368.390625L347,367.390625L346,366.390625L346,365.390625L346,365.390625L346,364.390625L346,363.390625L345,361.390625L345,360.390625L345,358.390625L345,357.390625L345,357.390625L345,356.390625L345,356.390625L345,355.390625L345,353.390625L345,351.390625L345,350.390625L345,349.390625L345,349.390625L345,349.390625L345,349.390625L345,349.390625L344,349.390625L343,349.390625\" fill=\"none\" stroke=\"#000000\" vector-effect=\"non-scaling-stroke\" style=\"stroke-width: 1;\" class=\"core alignable sub egal-line\"></path></g><g id=\"drup_elem_38\" first-frame=\"2\" last-frame=\"10\" class=\"drupElem\" style=\"display: inline;\"></g><g id=\"drup_elem_40\" first-frame=\"2\" last-frame=\"10\" class=\"drupElem\" style=\"display: inline;\"></g><g id=\"drup_elem_41\" first-frame=\"2\" last-frame=\"10\" class=\"drupElem\" style=\"display: inline;\"></g><g id=\"drup_elem_43\" first-frame=\"2\" last-frame=\"10\" class=\"drupElem\" style=\"display: inline;\"></g><g id=\"drup_elem_45\" first-frame=\"3\" last-frame=\"10\" class=\"drupElem\" style=\"display: inline;\"></g><g id=\"drup_elem_46\" first-frame=\"3\" last-frame=\"10\" class=\"drupElem\" style=\"display: inline;\"></g><g id=\"drup_elem_47\" first-frame=\"3\" last-frame=\"10\" class=\"drupElem\" style=\"display: inline;\"><path d=\"M801,192.390625L801,192.390625L801,192.390625L801,192.390625L801,192.390625L802,193.390625L802,193.390625L802,193.390625L802,193.390625L802,193.390625L802,193.390625L802,193.390625L802,193.390625L802,193.390625L803,193.390625L804,192.390625L808,190.390625L810,189.390625L812,187.390625L812,187.390625L812,187.390625L812,187.390625L812,187.390625L812,187.390625L812,187.390625L812,187.390625L813,187.390625L813,187.390625L813,187.390625L813,187.390625L813,187.390625L813,187.390625L813,187.390625L813,187.390625L813,187.390625L813,187.390625L813,187.390625L813,187.390625L813,187.390625L813,190.390625L813,194.390625L813,197.390625L812,199.390625L812,199.390625L812,199.390625L812,200.390625L811,201.390625L810,201.390625L810,201.390625M826,183.390625L826,183.390625L826,183.390625L826,183.390625L826,183.390625L826,184.390625L826,185.390625L826,186.390625L826,189.390625L826,191.390625L826,192.390625L826,193.390625L826,194.390625L826,195.390625L826,195.390625L826,195.390625L826,195.390625L828,195.390625L830,195.390625L831,195.390625L833,196.390625L834,197.390625L835,198.390625L835,199.390625L835,201.390625L834,202.390625L831,204.390625L829,204.390625L827,204.390625L825,204.390625L824,204.390625L822,202.390625L822,202.390625M827,181.390625L827,181.390625L827,181.390625L827,181.390625L827,181.390625L827,181.390625L827,181.390625L827,181.390625L827,181.390625L827,181.390625L827,181.390625L831,181.390625L836,180.390625L842,179.390625L846,179.390625L847,179.390625L846,179.390625\" fill=\"none\" stroke=\"blue\" vector-effect=\"non-scaling-stroke\" style=\"stroke-width: 1;\" class=\"core alignable sub egal-line\"></path></g><g id=\"drup_elem_48\" first-frame=\"3\" last-frame=\"10\" class=\"drupElem\" style=\"display: inline;\"></g><g id=\"drup_elem_49\" first-frame=\"3\" last-frame=\"10\" class=\"drupElem\" style=\"display: inline;\"><path d=\"M810,400.390625L810,400.390625L810,400.390625L810,400.390625L811,400.390625L811,401.390625L811,401.390625L811,401.390625L811,401.390625L811,401.390625L811,401.390625L811,401.390625L813,401.390625L816,401.390625L822,401.390625L825,400.390625L827,400.390625L827,400.390625L827,400.390625L827,400.390625L827,399.390625L826,398.390625M840,385.390625L840,385.390625L840,385.390625L840,385.390625L844,383.390625L847,383.390625L847,383.390625L847,385.390625L847,388.390625L846,390.390625L844,392.390625L842,394.390625L840,395.390625L840,395.390625L841,396.390625L842,396.390625L844,397.390625L847,399.390625L849,401.390625L851,403.390625L851,404.390625L852,405.390625L852,407.390625L849,409.390625L846,410.390625L844,411.390625L842,412.390625L842,412.390625L841,412.390625L841,410.390625L841,410.390625\" fill=\"none\" stroke=\"blue\" vector-effect=\"non-scaling-stroke\" style=\"stroke-width: 1;\" class=\"core alignable sub egal-line\" transform=\"matrix(1,0,0,1,0,0)\"></path></g><g id=\"drup_elem_50\" first-frame=\"3\" last-frame=\"10\" class=\"drupElem\" style=\"display: inline;\"></g><g id=\"drup_elem_51\" first-frame=\"3\" last-frame=\"10\" class=\"drupElem\" style=\"display: inline;\"><path d=\"M632,74.390625L632,74.390625L632,74.390625L632,74.390625L632,74.390625L632,74.390625L632,74.390625L632,74.390625L632,74.390625L632,74.390625L632,74.390625L632,74.390625L632,74.390625L632,74.390625L632,74.390625L632,74.390625L632,74.390625L632,74.390625L632,74.390625L632,74.390625L632,74.390625L632,74.390625L632,74.390625L632,74.390625L632,74.390625L632,74.390625L632,74.390625L632,74.390625L632,74.390625L632,74.390625L632,74.390625L632,74.390625L632,74.390625L632,74.390625L632,74.390625L632,74.390625L632,74.390625L632,74.390625L632,74.390625L632,74.390625L632,74.390625L632,74.390625L632,74.390625L632,74.390625L632,74.390625L632,74.390625L632,74.390625L632,74.390625L632,76.390625L632,78.390625L632,80.390625L632,81.390625L632,83.390625L631,84.390625L631,85.390625L631,86.390625L631,86.390625L631,86.390625L631,86.390625L631,86.390625L631,85.390625L633,83.390625L635,83.390625L638,83.390625L642,85.390625L644,86.390625L645,88.390625L645,89.390625L645,90.390625L644,92.390625L643,94.390625L640,95.390625L638,96.390625L636,96.390625L635,96.390625L633,96.390625L631,94.390625L630,93.390625M633,72.390625L633,72.390625L633,72.390625L633,72.390625L632,72.390625L632,72.390625L632,72.390625L632,72.390625L632,72.390625L632,72.390625L632,72.390625L636,72.390625L639,72.390625L644,71.390625L648,69.390625L652,68.390625L653,68.390625L653,68.390625L653,68.390625L653,68.390625L652,68.390625\" fill=\"none\" stroke=\"blue\" vector-effect=\"non-scaling-stroke\" style=\"stroke-width: 1;\" class=\"core alignable sub egal-line\"></path></g><g id=\"drup_elem_52\" first-frame=\"3\" last-frame=\"10\" class=\"drupElem\" style=\"display: inline;\"></g><g id=\"drup_elem_53\" first-frame=\"3\" last-frame=\"10\" class=\"drupElem\" style=\"display: inline;\"></g><g id=\"drup_elem_54\" first-frame=\"3\" last-frame=\"10\" class=\"drupElem\" style=\"display: inline;\"><path d=\"M465,166.390625L465,166.390625L465,166.390625L465,166.390625L465,166.390625L465,166.390625L465,165.390625L465,164.390625L467,163.390625L472,159.390625L474,158.390625L475,157.390625L476,157.390625L476,157.390625L476,157.390625L476,157.390625L476,157.390625L476,157.390625L476,158.390625L476,161.390625L476,164.390625L476,168.390625L476,173.390625L476,174.390625L476,174.390625L476,174.390625L476,174.390625L476,173.390625M488,157.390625L488,157.390625L488,157.390625L488,157.390625L488,157.390625L488,157.390625L489,157.390625L491,155.390625L493,154.390625L495,154.390625L498,153.390625L499,153.390625L499,153.390625L499,153.390625L499,153.390625L499,153.390625L499,153.390625L499,153.390625L499,153.390625L499,153.390625L499,154.390625L499,156.390625L498,160.390625L497,166.390625L497,169.390625L496,171.390625L496,172.390625L496,172.390625L496,173.390625L495,173.390625L495,173.390625L494,173.390625L494,173.390625M491,163.390625L491,163.390625L491,163.390625L491,163.390625L491,163.390625L493,163.390625L496,164.390625L500,164.390625L506,164.390625L511,164.390625L512,164.390625L512,164.390625L511,164.390625L510,164.390625\" fill=\"none\" stroke=\"blue\" vector-effect=\"non-scaling-stroke\" style=\"stroke-width: 1;\" class=\"core alignable sub egal-line\" transform=\"matrix(1,0,0,1,0,0)\"></path></g><g id=\"drup_elem_55\" first-frame=\"3\" last-frame=\"10\" class=\"drupElem\" style=\"display: inline;\"></g><g id=\"drup_elem_56\" first-frame=\"3\" last-frame=\"10\" class=\"drupElem\" style=\"display: inline;\"><path d=\"M498,411.390625L499,411.390625L499,411.390625L499,411.390625L499,411.390625L499,411.390625L499,411.390625L499,411.390625L499,411.390625L499,411.390625L499,411.390625L501,411.390625L502,410.390625L504,409.390625L506,407.390625L507,406.390625L507,406.390625L507,406.390625L507,406.390625L507,406.390625L507,406.390625L507,406.390625L507,407.390625L507,412.390625L507,415.390625L507,417.390625L507,418.390625L507,418.390625L507,418.390625L507,418.390625L507,418.390625M521,404.390625L521,404.390625L521,404.390625L521,403.390625L521,403.390625L521,403.390625L521,403.390625L521,404.390625L520,405.390625L520,406.390625L519,407.390625L519,408.390625L519,409.390625L519,410.390625L520,412.390625L522,414.390625L523,416.390625L523,416.390625L523,417.390625L523,417.390625L523,419.390625L521,420.390625L519,420.390625L517,421.390625L516,421.390625L516,421.390625L516,421.390625L518,417.390625L522,411.390625L524,407.390625L526,405.390625L527,403.390625L527,403.390625L525,402.390625L523,401.390625L521,400.390625L520,400.390625L520,400.390625\" fill=\"none\" stroke=\"blue\" vector-effect=\"non-scaling-stroke\" style=\"stroke-width: 1;\" class=\"core alignable sub egal-line\" transform=\"matrix(1,0,0,1,0,-1)\"></path></g><g id=\"drup_elem_57\" first-frame=\"3\" last-frame=\"10\" class=\"drupElem\" style=\"display: inline;\"></g><g id=\"drup_elem_58\" first-frame=\"3\" last-frame=\"10\" class=\"drupElem\" style=\"display: inline;\"></g><g id=\"drup_elem_59\" first-frame=\"3\" last-frame=\"10\" class=\"drupElem\" style=\"display: inline;\"><path d=\"M662,494.390625L663,494.390625L663,494.390625L663,494.390625L663,494.390625L663,494.390625L663,494.390625L663,494.390625L663,494.390625L663,494.390625L663,494.390625L663,494.390625L663,494.390625L663,494.390625L664,494.390625L666,494.390625L670,494.390625L673,493.390625L677,492.390625L678,492.390625L678,492.390625L678,492.390625L678,492.390625L678,492.390625L678,491.390625L678,491.390625M696,478.390625L696,478.390625L696,478.390625L696,478.390625L696,481.390625L696,482.390625L696,483.390625L696,484.390625L696,485.390625L696,485.390625L697,486.390625L699,487.390625L702,489.390625L705,491.390625L706,492.390625L706,493.390625L707,494.390625L707,495.390625L706,497.390625L703,499.390625L701,500.390625L698,501.390625L695,501.390625L694,501.390625L693,501.390625L692,501.390625L692,500.390625M696,475.390625L696,475.390625L696,475.390625L696,475.390625L696,475.390625L696,475.390625L696,475.390625L696,475.390625L696,475.390625L696,475.390625L696,475.390625L696,475.390625L696,475.390625L700,475.390625L704,475.390625L708,474.390625L711,474.390625L714,473.390625L715,473.390625L715,473.390625L715,473.390625L715,472.390625L715,471.390625\" fill=\"none\" stroke=\"blue\" vector-effect=\"non-scaling-stroke\" style=\"stroke-width: 1;\" class=\"core alignable sub egal-line\"></path></g><g id=\"drup_elem_60\" first-frame=\"3\" last-frame=\"10\" class=\"drupElem\" style=\"display: inline;\"></g><g id=\"drup_elem_61\" first-frame=\"3\" last-frame=\"10\" class=\"drupElem\" style=\"display: inline;\"><path d=\"M217,192.390625L217,192.390625L217,192.390625L217,192.390625L217,192.390625L217,192.390625L217,192.390625L218,192.390625L219,192.390625L221,191.390625L225,189.390625L225,188.390625L226,188.390625L227,187.390625L227,187.390625L227,187.390625L228,187.390625L228,186.390625L229,186.390625L229,186.390625L229,186.390625L229,186.390625L229,186.390625L229,186.390625L229,186.390625L229,186.390625L229,188.390625L229,192.390625L229,197.390625L229,199.390625L229,200.390625L229,200.390625L229,200.390625L229,200.390625L229,200.390625L229,200.390625L229,200.390625L229,200.390625M219,200.390625L219,200.390625L219,200.390625L219,200.390625L219,200.390625L219,200.390625L219,200.390625L219,200.390625L219,200.390625L219,200.390625L219,200.390625L219,200.390625L220,200.390625L225,200.390625L230,200.390625L234,200.390625L238,199.390625L239,199.390625L239,199.390625L239,199.390625L239,199.390625L239,199.390625L239,199.390625L239,199.390625L239,199.390625L239,198.390625\" fill=\"none\" stroke=\"blue\" vector-effect=\"non-scaling-stroke\" style=\"stroke-width: 1;\" class=\"core alignable sub egal-line\" transform=\"matrix(1,0,0,1,0,1)\"></path></g><g id=\"drup_elem_62\" first-frame=\"4\" last-frame=\"10\" class=\"drupElem\" style=\"display: inline;\"></g><g id=\"drup_elem_63\" first-frame=\"4\" last-frame=\"10\" class=\"drupElem\" style=\"display: inline;\"></g><g id=\"drup_elem_64\" first-frame=\"4\" last-frame=\"10\" class=\"drupElem\" style=\"display: inline;\"></g><g id=\"drup_elem_65\" first-frame=\"4\" last-frame=\"10\" class=\"drupElem\" style=\"display: inline;\"></g><g id=\"drup_elem_66\" first-frame=\"4\" last-frame=\"10\" class=\"drupElem\" style=\"display: inline;\"></g><g id=\"drup_elem_67\" first-frame=\"4\" last-frame=\"10\" class=\"drupElem\" style=\"display: inline;\"></g><g id=\"drup_elem_68\" first-frame=\"4\" last-frame=\"10\" class=\"drupElem\" style=\"display: inline;\"></g><g id=\"drup_elem_69\" first-frame=\"4\" last-frame=\"10\" class=\"drupElem\" style=\"display: inline;\"></g><g id=\"drup_elem_70\" first-frame=\"4\" last-frame=\"10\" class=\"drupElem\" style=\"display: inline;\"></g><g id=\"drup_elem_71\" first-frame=\"4\" last-frame=\"10\" class=\"drupElem\" style=\"display: inline;\"></g><g id=\"drup_elem_72\" first-frame=\"4\" last-frame=\"10\" class=\"drupElem\" style=\"display: inline;\"><path d=\"M614,551.390625L614,551.390625L614,551.390625L614,551.390625L614,551.390625L614,551.390625L614,551.390625L614,551.390625L614,551.390625L614,551.390625L614,551.390625L614,551.390625L614,551.390625L615,551.390625L617,551.390625L619,551.390625L623,550.390625L626,548.390625L629,547.390625L631,547.390625L631,547.390625L631,547.390625L631,547.390625L631,547.390625L631,546.390625L631,546.390625M614,539.390625L614,539.390625L614,539.390625L614,539.390625L614,539.390625L614,539.390625L614,539.390625L614,539.390625L614,539.390625L615,539.390625L616,539.390625L617,538.390625L620,537.390625L623,537.390625L629,537.390625L631,537.390625L631,537.390625L632,537.390625L632,537.390625M658,531.390625L658,531.390625L658,531.390625L658,530.390625L658,530.390625L658,530.390625L658,530.390625L658,530.390625L657,530.390625L655,531.390625L652,534.390625L651,535.390625L650,536.390625L650,537.390625L650,537.390625L650,538.390625L650,539.390625L652,541.390625L654,542.390625L658,545.390625L660,546.390625L661,547.390625L662,548.390625L662,549.390625L661,552.390625L658,554.390625L655,556.390625L652,557.390625L650,557.390625L648,556.390625L647,552.390625L647,551.390625M684,521.390625L684,521.390625L684,521.390625L684,521.390625L684,521.390625L684,521.390625L684,521.390625L684,521.390625L682,523.390625L681,524.390625L679,526.390625L678,528.390625L676,532.390625L675,534.390625L674,537.390625L673,541.390625L673,546.390625L673,553.390625L674,558.390625L677,562.390625L680,566.390625L684,568.390625L688,569.390625L690,569.390625L690,568.390625L690,567.390625M696,537.390625L696,537.390625L696,537.390625L696,537.390625L696,536.390625L696,535.390625L699,533.390625L701,531.390625L704,530.390625L706,529.390625L709,529.390625L710,530.390625L711,532.390625L711,533.390625L711,535.390625L710,538.390625L709,539.390625L708,540.390625L707,541.390625L706,542.390625L704,544.390625L703,545.390625L703,545.390625L703,545.390625L703,546.390625L703,546.390625L704,547.390625L705,548.390625L706,549.390625L709,550.390625L711,551.390625L712,552.390625L713,553.390625L713,555.390625L713,556.390625L711,557.390625L708,558.390625L703,558.390625L700,557.390625L699,557.390625L698,557.390625L698,557.390625L698,557.390625M730,554.390625L730,554.390625L730,554.390625L730,554.390625L730,556.390625L729,559.390625L729,563.390625L728,565.390625L728,567.390625L728,567.390625L728,567.390625L727,567.390625M745,540.390625L745,540.390625L745,540.390625L745,541.390625L746,541.390625L748,539.390625L751,536.390625L755,532.390625L761,528.390625L762,527.390625L763,527.390625L763,527.390625L763,527.390625L763,528.390625L763,531.390625L763,536.390625L763,541.390625L763,549.390625L763,551.390625L763,553.390625L764,554.390625L764,554.390625L764,554.390625M787,556.390625L787,556.390625L787,556.390625L788,556.390625L788,557.390625L786,561.390625L784,563.390625L782,565.390625L781,567.390625L780,567.390625L780,567.390625M812,533.390625L812,533.390625L812,533.390625L812,534.390625L812,536.390625L811,539.390625L809,542.390625L806,549.390625L804,552.390625L803,554.390625L803,554.390625L802,554.390625L802,552.390625M801,538.390625L801,538.390625L802,538.390625L803,538.390625L807,542.390625L811,546.390625L815,550.390625L818,554.390625L820,557.390625L822,558.390625L822,558.390625L822,558.390625M820,518.390625L820,518.390625L820,518.390625L820,517.390625L820,517.390625L821,517.390625L822,518.390625L823,519.390625L825,521.390625L829,526.390625L833,532.390625L837,538.390625L840,545.390625L841,551.390625L840,557.390625L838,561.390625L836,565.390625L835,568.390625L834,568.390625L834,568.390625L834,568.390625L834,565.390625L834,564.390625\" fill=\"none\" stroke=\"#000000\" vector-effect=\"non-scaling-stroke\" style=\"stroke-width: 2;\" class=\"core alignable sub egal-line\"></path></g><g id=\"drup_elem_73\" first-frame=\"4\" last-frame=\"10\" class=\"drupElem\" style=\"display: inline;\"></g><g id=\"drup_elem_74\" first-frame=\"4\" last-frame=\"10\" class=\"drupElem\" style=\"display: inline;\"><path d=\"M861,548.390625L861,547.390625L861,547.390625L861,547.390625L861,547.390625L861,547.390625L861,547.390625L861,547.390625L861,547.390625L861,547.390625L861,547.390625L861,547.390625L861,547.390625L861,547.390625L862,547.390625L865,547.390625L868,548.390625L870,548.390625L872,548.390625L872,548.390625L872,548.390625L872,548.390625L871,548.390625M858,538.390625L858,538.390625L858,538.390625L859,538.390625L860,538.390625L862,537.390625L865,537.390625L868,536.390625L872,535.390625L875,535.390625L876,535.390625L876,534.390625L876,534.390625L876,534.390625L876,534.390625\" fill=\"none\" stroke=\"#000000\" vector-effect=\"non-scaling-stroke\" style=\"stroke-width: 1;\" class=\"core alignable sub egal-line\"></path></g><g id=\"drup_elem_75\" first-frame=\"4\" last-frame=\"10\" class=\"drupElem\" style=\"display: inline;\"><path d=\"M908,526.390625L909,526.390625L909,526.390625L909,526.390625L909,526.390625L909,526.390625L909,526.390625L909,526.390625L909,526.390625L909,526.390625L909,526.390625L909,526.390625L909,526.390625L909,526.390625L909,529.390625L907,531.390625L905,535.390625L904,537.390625L903,538.390625L902,539.390625L901,540.390625L900,541.390625L900,541.390625L899,542.390625L899,543.390625L899,543.390625L899,543.390625L899,543.390625L899,543.390625L899,543.390625L899,543.390625L899,543.390625L899,543.390625L899,543.390625L899,543.390625L899,543.390625L899,543.390625L899,543.390625L899,543.390625L899,543.390625L899,544.390625L901,546.390625L905,550.390625L911,554.390625L915,556.390625L917,556.390625L918,556.390625L918,556.390625L918,556.390625L918,555.390625L917,553.390625L917,552.390625\" fill=\"none\" stroke=\"#000000\" vector-effect=\"non-scaling-stroke\" style=\"stroke-width: 2;\" class=\"core alignable sub egal-line\" transform=\"matrix(1,0,0,1,0,0)\"></path></g><g id=\"drup_elem_76\" first-frame=\"4\" last-frame=\"10\" class=\"drupElem\" style=\"display: inline;\"></g><g id=\"drup_elem_77\" first-frame=\"4\" last-frame=\"10\" class=\"drupElem\" style=\"display: inline;\"></g><g id=\"drup_elem_78\" first-frame=\"4\" last-frame=\"10\" class=\"drupElem\" style=\"display: inline;\"></g><g id=\"drup_elem_79\" first-frame=\"4\" last-frame=\"10\" class=\"drupElem\" style=\"display: inline;\"></g><g id=\"drup_elem_80\" first-frame=\"4\" last-frame=\"10\" class=\"drupElem\" style=\"display: inline;\"></g><g id=\"drup_elem_81\" first-frame=\"4\" last-frame=\"10\" class=\"drupElem\" style=\"display: inline;\"></g><g id=\"drup_elem_82\" first-frame=\"4\" last-frame=\"10\" class=\"drupElem\" style=\"display: inline;\"></g><g id=\"drup_elem_83\" first-frame=\"4\" last-frame=\"10\" class=\"drupElem\" style=\"display: inline;\"></g><g id=\"drup_elem_84\" first-frame=\"4\" last-frame=\"10\" class=\"drupElem\" style=\"display: inline;\"></g><g id=\"drup_elem_85\" first-frame=\"4\" last-frame=\"10\" class=\"drupElem\" style=\"display: inline;\"></g><g id=\"drup_elem_86\" first-frame=\"4\" last-frame=\"10\" class=\"drupElem\" style=\"display: inline;\"></g><g id=\"drup_elem_87\" first-frame=\"4\" last-frame=\"10\" class=\"drupElem\" style=\"display: inline;\"><path d=\"M947,514.390625L947,514.390625L947,514.390625L947,514.390625L947,514.390625L947,514.390625L947,514.390625L947,514.390625L947,514.390625L947,514.390625L947,514.390625L946,514.390625L945,514.390625L944,515.390625L943,516.390625L942,518.390625L941,520.390625L940,523.390625L939,528.390625L939,531.390625L939,534.390625L939,540.390625L939,544.390625L940,549.390625L941,554.390625L942,558.390625L943,560.390625L944,560.390625L944,560.390625L944,560.390625L944,560.390625M931,540.390625L931,540.390625L931,540.390625L931,540.390625L931,540.390625L931,540.390625L933,539.390625L938,539.390625L943,539.390625L947,538.390625L949,537.390625L949,536.390625L948,536.390625M967,517.390625L967,517.390625L967,517.390625L967,517.390625L967,517.390625L967,517.390625L967,517.390625L967,518.390625L964,522.390625L963,524.390625L961,527.390625L960,532.390625L959,535.390625L959,540.390625L960,544.390625L962,547.390625L964,550.390625L966,551.390625L968,551.390625L969,551.390625L970,550.390625M974,527.390625L974,527.390625L974,527.390625L974,527.390625L978,523.390625L982,522.390625L984,522.390625L986,522.390625L986,523.390625L986,525.390625L986,527.390625L984,529.390625L983,530.390625L983,531.390625L983,531.390625L983,531.390625L983,532.390625L983,534.390625L983,535.390625L985,536.390625L987,536.390625L989,537.390625L990,538.390625L990,540.390625L990,540.390625L990,541.390625L989,543.390625L987,545.390625L985,545.390625L983,546.390625L981,546.390625L980,546.390625L979,545.390625L979,545.390625M1003,547.390625L1003,547.390625L1003,547.390625L1003,547.390625L1004,551.390625L1004,553.390625L1004,556.390625L1004,558.390625L1004,559.390625L1004,560.390625M1016,534.390625L1016,534.390625L1016,534.390625L1017,535.390625L1018,535.390625L1020,534.390625L1021,532.390625L1024,529.390625L1026,525.390625L1028,522.390625L1029,521.390625L1029,521.390625L1029,521.390625L1029,521.390625L1029,521.390625L1029,521.390625L1029,521.390625L1029,521.390625L1029,521.390625L1029,521.390625L1029,521.390625L1029,521.390625L1029,521.390625L1029,521.390625L1029,521.390625L1029,521.390625L1029,521.390625L1029,521.390625L1030,524.390625L1030,532.390625L1030,537.390625L1031,541.390625L1031,545.390625L1031,545.390625L1031,545.390625L1032,545.390625L1032,544.390625M1040,544.390625L1040,544.390625L1040,544.390625L1041,547.390625L1042,550.390625L1042,554.390625L1042,557.390625L1042,558.390625L1042,559.390625L1042,560.390625M1068,531.390625L1068,531.390625L1068,531.390625L1069,531.390625L1069,531.390625L1068,531.390625L1064,536.390625L1061,539.390625L1058,542.390625L1056,544.390625L1055,544.390625L1054,544.390625L1054,544.390625M1053,532.390625L1053,532.390625L1053,532.390625L1064,538.390625L1068,541.390625L1072,544.390625L1077,547.390625L1079,547.390625L1079,547.390625M1082,508.390625L1082,508.390625L1082,508.390625L1082,508.390625L1083,508.390625L1083,508.390625L1084,508.390625L1085,508.390625L1087,509.390625L1092,513.390625L1095,518.390625L1098,523.390625L1101,529.390625L1101,537.390625L1101,541.390625L1098,545.390625L1095,548.390625L1092,549.390625L1090,549.390625L1088,549.390625L1088,548.390625L1088,547.390625M1114,549.390625L1114,549.390625L1114,549.390625L1115,549.390625L1115,549.390625L1115,549.390625L1115,551.390625L1115,557.390625L1115,561.390625L1115,563.390625L1115,565.390625L1115,565.390625L1115,565.390625M1130,533.390625L1130,533.390625L1130,533.390625L1130,533.390625L1130,533.390625L1130,533.390625L1130,533.390625L1130,533.390625L1130,534.390625L1130,539.390625L1130,543.390625L1130,547.390625L1130,550.390625L1130,551.390625L1131,551.390625L1133,550.390625L1136,547.390625L1140,542.390625L1142,540.390625L1143,538.390625L1143,537.390625L1143,537.390625L1143,537.390625L1143,538.390625L1144,541.390625L1146,546.390625L1148,549.390625L1150,551.390625L1152,552.390625L1154,552.390625L1157,548.390625L1159,543.390625L1160,537.390625L1160,532.390625L1159,527.390625L1158,525.390625L1158,525.390625L1158,525.390625L1157,525.390625L1157,526.390625\" fill=\"none\" stroke=\"#000000\" vector-effect=\"non-scaling-stroke\" style=\"stroke-width: 2;\" class=\"core alignable sub egal-line\"></path></g><g id=\"drup_elem_88\" first-frame=\"4\" last-frame=\"10\" class=\"drupElem\" style=\"display: inline;\"><path d=\"M1178,514.390625L1178,514.390625L1178,514.390625L1178,514.390625L1178,514.390625L1178,514.390625L1180,516.390625L1186,522.390625L1192,526.390625L1198,529.390625L1202,531.390625L1204,532.390625L1204,532.390625L1204,533.390625L1204,533.390625L1202,535.390625L1197,540.390625L1193,543.390625L1190,546.390625L1187,549.390625L1181,553.390625L1179,555.390625L1178,555.390625L1178,555.390625L1178,555.390625L1179,555.390625L1179,555.390625L1179,555.390625L1179,555.390625L1179,553.390625\" fill=\"none\" stroke=\"#000000\" vector-effect=\"non-scaling-stroke\" style=\"stroke-width: 2;\" class=\"core alignable sub egal-line\"></path></g><g id=\"drup_elem_89\" first-frame=\"5\" last-frame=\"10\" class=\"drupElem\" style=\"display: none;\"><path d=\"M94,253.390625L94,253.390625L94,253.390625L94,253.390625L94,253.390625L94,253.390625L94,253.390625L94,253.390625L94,253.390625L94,253.390625L94,253.390625L94,253.390625L94,253.390625L94,253.390625L94,253.390625L94,252.390625L94,252.390625L94,252.390625L94,252.390625L94,251.390625L94,251.390625L94,250.390625L94,250.390625L94,249.390625L94,249.390625L94,249.390625L94,249.390625L94,248.390625L94,248.390625L94,248.390625L94,247.390625L94,247.390625L94,246.390625L94,245.390625L94,244.390625L95,244.390625L95,243.390625L95,243.390625L95,242.390625L95,241.390625L95,240.390625L96,240.390625L96,238.390625L96,237.390625L97,236.390625L97,235.390625L97,234.390625L98,233.390625L99,232.390625L99,231.390625L99,230.390625L100,229.390625L101,227.390625L101,226.390625L102,225.390625L102,224.390625L103,223.390625L103,222.390625L104,222.390625L104,221.390625L105,220.390625L105,219.390625L106,218.390625L106,217.390625L107,216.390625L107,214.390625L108,213.390625L108,212.390625L109,212.390625L110,210.390625L110,209.390625L111,208.390625L112,207.390625L113,206.390625L113,205.390625L115,203.390625L116,201.390625L117,200.390625L119,198.390625L120,197.390625L120,196.390625L121,195.390625L122,194.390625L123,192.390625L125,190.390625L126,189.390625L126,189.390625L127,187.390625L128,187.390625L128,186.390625L129,185.390625L129,185.390625L130,184.390625L132,181.390625L133,179.390625L134,178.390625L135,177.390625L135,177.390625L135,176.390625L136,175.390625L136,174.390625L137,174.390625L137,173.390625L138,172.390625L138,172.390625L139,171.390625L139,170.390625L140,170.390625L140,170.390625L140,169.390625L140,169.390625L142,167.390625L142,166.390625L143,165.390625L143,165.390625L145,164.390625L146,163.390625L146,162.390625L147,162.390625L147,161.390625L148,161.390625L148,161.390625L149,160.390625L150,159.390625L152,159.390625L153,158.390625L154,158.390625L155,157.390625L159,155.390625L163,153.390625L166,152.390625L167,151.390625L168,151.390625L168,151.390625L168,151.390625L168,151.390625L168,151.390625L169,150.390625L169,150.390625L169,150.390625L169,150.390625L170,150.390625L170,150.390625L171,150.390625L171,150.390625L172,149.390625L174,149.390625L176,147.390625L178,147.390625L180,146.390625L183,145.390625L186,143.390625L189,142.390625L191,140.390625L193,139.390625L194,139.390625L195,139.390625L196,138.390625L196,138.390625L198,137.390625L199,136.390625L200,136.390625L201,135.390625L203,134.390625L205,133.390625L207,132.390625L209,131.390625L211,131.390625L215,129.390625L216,129.390625L218,128.390625L220,128.390625L222,127.390625L224,127.390625L227,126.390625L229,126.390625L231,125.390625L234,125.390625L236,124.390625L237,124.390625L239,124.390625L241,123.390625L243,123.390625L246,123.390625L247,123.390625L250,123.390625L256,122.390625L260,121.390625L265,120.390625L270,119.390625L274,119.390625L278,118.390625L284,118.390625L287,118.390625L290,117.390625L293,117.390625L295,117.390625L296,117.390625L296,117.390625L297,117.390625L297,117.390625L297,117.390625L298,117.390625L298,117.390625L300,116.390625L301,116.390625L303,116.390625L306,116.390625L309,115.390625L315,115.390625L319,115.390625L323,115.390625L327,115.390625L334,114.390625L337,114.390625L341,114.390625L344,114.390625L346,114.390625L350,114.390625L352,114.390625L353,114.390625L355,114.390625L356,115.390625L357,115.390625L358,115.390625L358,115.390625L359,115.390625L360,115.390625L363,115.390625L365,115.390625L366,115.390625L369,115.390625L371,115.390625L374,115.390625L377,115.390625L380,115.390625L385,116.390625L389,116.390625L392,116.390625L395,117.390625L399,117.390625L401,117.390625L403,118.390625L406,118.390625L408,118.390625L411,119.390625L413,119.390625L414,119.390625L415,119.390625L417,120.390625L419,120.390625L420,120.390625L421,120.390625L422,120.390625L424,121.390625L426,121.390625L428,122.390625L430,122.390625L433,122.390625L435,123.390625L437,123.390625L439,124.390625L441,124.390625L443,124.390625L446,125.390625L447,125.390625L449,126.390625L452,126.390625L453,127.390625L454,127.390625L455,127.390625L456,127.390625L456,127.390625L457,128.390625L458,128.390625L459,128.390625L461,129.390625L463,129.390625L464,130.390625L466,131.390625L469,132.390625L473,132.390625L477,133.390625L480,134.390625L483,135.390625L489,137.390625L493,138.390625L497,140.390625L501,141.390625L504,142.390625L510,144.390625L514,145.390625L517,147.390625L520,148.390625L525,151.390625L528,152.390625L530,153.390625L533,155.390625L536,155.390625L538,156.390625L539,157.390625L541,158.390625L541,158.390625L543,159.390625L543,159.390625L544,160.390625L544,160.390625L545,161.390625L548,162.390625L549,163.390625L551,164.390625L553,165.390625L557,167.390625L559,168.390625L562,169.390625L564,170.390625L566,171.390625L569,174.390625L571,175.390625L573,176.390625L576,177.390625L578,178.390625L580,179.390625L581,180.390625L582,181.390625L584,182.390625L585,183.390625L587,184.390625L588,184.390625L589,185.390625L591,187.390625L592,187.390625L594,188.390625L595,189.390625L596,190.390625L599,192.390625L601,193.390625L603,194.390625L605,195.390625L607,197.390625L609,198.390625L611,199.390625L613,200.390625L615,201.390625L618,202.390625L619,203.390625L620,204.390625L621,205.390625L623,206.390625L624,207.390625L625,208.390625L626,209.390625L627,210.390625L628,211.390625L629,212.390625L630,212.390625L630,213.390625L632,216.390625L634,218.390625L635,219.390625L635,220.390625L636,221.390625L638,223.390625L639,224.390625L639,224.390625L639,224.390625L639,224.390625L639,224.390625L639,225.390625L640,225.390625L640,225.390625L640,226.390625L641,226.390625L641,226.390625L641,226.390625L641,227.390625L642,227.390625L642,227.390625L642,227.390625L642,228.390625L642,228.390625L642,228.390625L642,228.390625L642,228.390625L642,228.390625L642,228.390625L642,228.390625L642,228.390625L642,228.390625L642,228.390625L642,229.390625L643,229.390625L643,229.390625L643,229.390625L643,229.390625L643,230.390625L643,230.390625L643,230.390625L644,231.390625L644,231.390625L645,233.390625L646,235.390625L646,237.390625L646,237.390625L646,237.390625L646,237.390625L646,237.390625L646,237.390625L646,237.390625L646,237.390625L646,238.390625L647,241.390625L648,243.390625L648,244.390625L648,244.390625L648,244.390625L648,244.390625L648,244.390625L648,244.390625L648,244.390625L648,244.390625L648,244.390625L648,244.390625L648,244.390625L648,244.390625L648,244.390625L648,244.390625L648,244.390625L648,244.390625L648,244.390625L648,244.390625L648,244.390625L648,244.390625L648,244.390625L647,244.390625L645,243.390625L643,242.390625L642,242.390625L641,241.390625L639,241.390625L638,240.390625L637,239.390625L636,239.390625L635,239.390625L634,239.390625L633,239.390625L633,238.390625L633,238.390625L633,238.390625L633,238.390625L633,238.390625L633,238.390625L633,238.390625L633,238.390625L633,238.390625L633,238.390625L633,237.390625L634,236.390625L634,235.390625L636,234.390625L642,231.390625L645,229.390625L647,228.390625L648,227.390625L649,227.390625L649,227.390625L650,227.390625L650,227.390625L650,227.390625L650,227.390625L650,227.390625L650,227.390625L651,227.390625L651,227.390625L651,227.390625L651,227.390625L651,227.390625L651,227.390625L651,227.390625L651,227.390625L651,227.390625L651,227.390625L651,227.390625L651,227.390625L651,227.390625L651,227.390625L651,227.390625L651,227.390625L651,230.390625L650,234.390625L649,238.390625L648,240.390625L648,240.390625L648,240.390625L648,240.390625L648,240.390625L648,240.390625L648,240.390625L648,240.390625L648,240.390625L648,240.390625L648,240.390625L648,240.390625L648,240.390625L648,240.390625L648,239.390625\" fill=\"none\" stroke=\"orange\" vector-effect=\"non-scaling-stroke\" style=\"stroke-width: 5;\" class=\"core alignable sub egal-line\" transform=\"matrix(1,0,0,1,0,0)\"></path></g><g id=\"drup_elem_90\" first-frame=\"5\" last-frame=\"10\" class=\"drupElem\" style=\"display: none;\"></g><g id=\"drup_elem_92\" first-frame=\"5\" last-frame=\"10\" class=\"drupElem\" style=\"display: none;\"></g><g id=\"drup_elem_93\" first-frame=\"5\" last-frame=\"10\" class=\"drupElem\" style=\"display: none;\"><path d=\"M665,358.390625L665,358.390625L665,358.390625L665,358.390625L665,358.390625L665,358.390625L665,358.390625L665,358.390625L665,358.390625L665,358.390625L665,358.390625L665,358.390625L665,358.390625L665,358.390625L665,358.390625L665,358.390625L665,358.390625L665,358.390625L665,358.390625L665,358.390625L665,358.390625L665,358.390625L665,358.390625L665,358.390625L665,358.390625L665,358.390625L665,358.390625L665,358.390625L665,358.390625L665,358.390625L665,358.390625L665,358.390625L665,358.390625L665,358.390625L665,358.390625L665,358.390625L665,358.390625L665,358.390625L665,358.390625L665,358.390625L665,358.390625L665,358.390625L665,358.390625L665,358.390625L665,358.390625L665,358.390625L665,358.390625L665,358.390625L665,358.390625L665,358.390625L665,358.390625L665,358.390625L665,358.390625L665,358.390625L665,358.390625L665,358.390625L665,358.390625L665,359.390625L665,359.390625L665,360.390625L665,361.390625L665,362.390625L665,363.390625L664,364.390625L664,364.390625L664,365.390625L664,366.390625L663,368.390625L663,369.390625L662,370.390625L662,371.390625L662,371.390625L661,372.390625L661,373.390625L661,374.390625L660,375.390625L659,376.390625L659,377.390625L659,377.390625L658,378.390625L658,379.390625L657,380.390625L657,381.390625L656,382.390625L656,382.390625L656,383.390625L655,383.390625L655,384.390625L654,385.390625L654,386.390625L653,387.390625L652,388.390625L652,389.390625L651,390.390625L650,391.390625L649,392.390625L649,392.390625L648,393.390625L648,393.390625L646,395.390625L645,396.390625L644,397.390625L643,398.390625L643,399.390625L642,399.390625L642,399.390625L641,400.390625L641,400.390625L640,401.390625L639,401.390625L639,402.390625L638,403.390625L637,403.390625L636,404.390625L636,404.390625L636,405.390625L635,405.390625L633,406.390625L632,407.390625L631,408.390625L630,409.390625L629,409.390625L628,410.390625L627,411.390625L625,413.390625L622,415.390625L620,416.390625L618,417.390625L617,417.390625L615,418.390625L615,418.390625L614,418.390625L614,418.390625L613,418.390625L611,419.390625L608,421.390625L606,422.390625L604,422.390625L602,423.390625L600,423.390625L599,424.390625L598,424.390625L597,425.390625L596,425.390625L596,425.390625L595,425.390625L594,425.390625L592,425.390625L591,426.390625L589,426.390625L587,426.390625L585,426.390625L583,427.390625L581,427.390625L581,427.390625L580,427.390625L579,427.390625L578,427.390625L577,427.390625L576,428.390625L575,428.390625L574,428.390625L573,428.390625L572,428.390625L571,429.390625L568,429.390625L567,430.390625L565,430.390625L564,430.390625L564,430.390625L563,430.390625L562,430.390625L561,431.390625L560,431.390625L560,431.390625L559,431.390625L559,431.390625L558,431.390625L557,431.390625L556,431.390625L554,431.390625L553,432.390625L552,432.390625L549,432.390625L547,432.390625L545,433.390625L543,433.390625L540,433.390625L538,434.390625L535,434.390625L533,434.390625L531,434.390625L528,434.390625L526,435.390625L525,435.390625L524,435.390625L522,435.390625L521,435.390625L520,435.390625L519,435.390625L518,435.390625L517,435.390625L515,435.390625L514,435.390625L512,435.390625L509,435.390625L507,435.390625L505,435.390625L502,435.390625L500,435.390625L496,435.390625L494,435.390625L492,435.390625L491,435.390625L490,435.390625L488,435.390625L487,435.390625L487,435.390625L486,435.390625L486,435.390625L486,434.390625L485,434.390625L484,434.390625L483,434.390625L482,434.390625L481,434.390625L480,434.390625L479,434.390625L478,433.390625L476,433.390625L475,433.390625L474,433.390625L473,433.390625L472,433.390625L471,433.390625L470,432.390625L468,432.390625L465,432.390625L463,432.390625L461,432.390625L458,431.390625L456,431.390625L452,430.390625L449,430.390625L447,430.390625L446,430.390625L444,430.390625L443,429.390625L443,429.390625L443,429.390625L443,429.390625L442,429.390625L441,429.390625L441,428.390625L440,428.390625L438,428.390625L436,427.390625L434,426.390625L432,425.390625L430,424.390625L428,423.390625L426,422.390625L425,422.390625L424,421.390625L423,421.390625L423,421.390625L422,420.390625L421,420.390625L421,419.390625L420,419.390625L418,418.390625L417,417.390625L416,417.390625L414,415.390625L413,415.390625L412,414.390625L411,414.390625L411,414.390625L410,413.390625L409,412.390625L408,412.390625L407,411.390625L405,410.390625L404,409.390625L403,408.390625L402,408.390625L401,407.390625L400,406.390625L399,405.390625L398,404.390625L397,404.390625L395,402.390625L394,402.390625L393,401.390625L392,401.390625L391,400.390625L389,398.390625L388,398.390625L387,397.390625L387,397.390625L387,396.390625L386,396.390625L385,395.390625L384,395.390625L384,394.390625L383,394.390625L382,393.390625L381,392.390625L379,390.390625L377,389.390625L376,388.390625L375,387.390625L375,386.390625L374,385.390625L372,384.390625L371,383.390625L370,382.390625L370,382.390625L369,381.390625L369,381.390625L368,380.390625L367,379.390625L366,378.390625L365,377.390625L365,377.390625L365,376.390625L364,376.390625L364,376.390625L364,376.390625L363,375.390625L363,375.390625L362,374.390625L362,374.390625L362,374.390625L362,374.390625L362,374.390625L362,374.390625L362,374.390625L362,374.390625L361,374.390625L361,373.390625L360,372.390625L360,372.390625L359,371.390625L358,371.390625L357,369.390625L356,368.390625L355,367.390625L354,366.390625L354,365.390625L353,364.390625L352,363.390625L352,362.390625L351,362.390625L351,361.390625L351,361.390625L350,360.390625L350,360.390625L350,359.390625L349,359.390625L349,358.390625L349,358.390625L349,357.390625L349,356.390625L349,356.390625L349,355.390625L349,355.390625L349,355.390625L349,355.390625L349,355.390625L349,355.390625L349,355.390625L349,355.390625L349,354.390625L349,354.390625L348,354.390625L348,354.390625L348,354.390625L348,354.390625L348,354.390625L348,354.390625L348,354.390625L348,354.390625L348,353.390625L348,353.390625L348,353.390625L348,353.390625L348,352.390625L347,352.390625L347,351.390625L347,351.390625L347,350.390625L347,350.390625L347,350.390625L347,350.390625L347,350.390625L346,349.390625L346,349.390625L346,348.390625L346,348.390625L346,348.390625L346,348.390625L346,348.390625L346,348.390625L346,348.390625L346,348.390625L346,348.390625L346,348.390625L345,348.390625M340,350.390625L341,350.390625L341,350.390625L341,350.390625L341,350.390625L341,350.390625L341,350.390625L341,350.390625L341,350.390625L341,350.390625L341,350.390625L341,350.390625L341,350.390625L340,352.390625L338,355.390625L335,360.390625L334,361.390625L334,362.390625L334,362.390625L334,362.390625L334,362.390625L334,362.390625L334,362.390625L334,362.390625L334,362.390625L334,362.390625L334,362.390625L334,362.390625L335,362.390625L338,361.390625L345,359.390625L348,358.390625L351,357.390625L351,357.390625L351,357.390625L351,357.390625L351,357.390625L351,356.390625L351,356.390625L351,355.390625L351,354.390625L351,353.390625L351,353.390625L351,353.390625L351,352.390625L351,352.390625L350,352.390625L349,352.390625L345,351.390625L343,350.390625L341,350.390625L341,350.390625L341,349.390625L341,349.390625L341,349.390625L341,349.390625L341,349.390625L341,349.390625L341,349.390625L341,349.390625L341,349.390625\" fill=\"none\" stroke=\"orange\" vector-effect=\"non-scaling-stroke\" style=\"stroke-width: 5;\" class=\"core alignable sub egal-line\"></path></g><g id=\"drup_elem_31\" first-frame=\"2\" last-frame=\"10\" class=\"drupElem\" style=\"display: inline;\"><path d=\"M659,243.390625L660,243.390625L660,243.390625L660,243.390625L660,243.390625L660,243.390625L660,243.390625L660,243.390625L660,243.390625L660,243.390625L661,243.390625L661,242.390625L661,241.390625L662,240.390625L663,239.390625L664,237.390625L665,236.390625L666,234.390625L668,232.390625L668,230.390625L669,229.390625L671,227.390625L673,223.390625L675,221.390625L677,219.390625L678,218.390625L679,216.390625L682,214.390625L684,212.390625L685,210.390625L687,209.390625L691,206.390625L693,205.390625L695,203.390625L697,203.390625L699,202.390625L701,200.390625L704,199.390625L708,197.390625L713,194.390625L722,190.390625L728,187.390625L734,185.390625L739,183.390625L745,182.390625L752,179.390625L757,177.390625L762,176.390625L766,175.390625L772,175.390625L777,174.390625L782,173.390625L787,172.390625L793,171.390625L800,170.390625L805,169.390625L809,169.390625L814,169.390625L821,169.390625L826,169.390625L830,169.390625L833,169.390625L837,169.390625L843,170.390625L847,171.390625L851,171.390625L854,172.390625L859,173.390625L862,174.390625L865,175.390625L868,177.390625L872,178.390625L877,179.390625L880,180.390625L882,182.390625L884,183.390625L889,185.390625L891,186.390625L893,188.390625L895,189.390625L897,190.390625L899,193.390625L901,194.390625L903,196.390625L905,197.390625L907,199.390625L909,200.390625L910,202.390625L912,203.390625L913,204.390625L915,205.390625L916,206.390625L917,207.390625L918,208.390625L921,210.390625L922,212.390625L924,213.390625L925,214.390625L926,216.390625L928,217.390625L929,218.390625L930,220.390625L931,221.390625L934,224.390625L935,225.390625L936,226.390625L936,228.390625L937,230.390625L938,231.390625L939,232.390625L940,233.390625L940,234.390625L942,236.390625L942,237.390625L943,237.390625L944,238.390625L945,239.390625L947,242.390625L948,243.390625L948,243.390625L948,243.390625L949,244.390625L949,244.390625L949,245.390625L949,245.390625L949,245.390625L949,245.390625L949,245.390625\" fill=\"none\" stroke=\"black\" vector-effect=\"non-scaling-stroke\" style=\"stroke-width: 1;\" class=\"core alignable sub egal-line\" transform=\"matrix(1,0,0,1,0,1)\"></path></g><g id=\"drup_elem_91\" first-frame=\"5\" last-frame=\"10\" class=\"drupElem\" style=\"display: none;\"><path d=\"M657,244.390625L657,244.390625L657,244.390625L657,244.390625L657,244.390625L657,244.390625L657,244.390625L657,244.390625L657,244.390625L657,244.390625L657,244.390625L657,245.390625L657,245.390625L657,245.390625L657,245.390625L657,245.390625L657,245.390625L657,245.390625L657,245.390625L657,245.390625L657,245.390625L657,245.390625L657,245.390625L657,245.390625L657,245.390625L657,245.390625L657,245.390625L657,245.390625L657,245.390625L657,245.390625L657,245.390625L657,245.390625L657,245.390625L657,245.390625L657,244.390625L657,244.390625L657,243.390625L657,243.390625L657,243.390625L658,242.390625L659,241.390625L659,240.390625L660,239.390625L660,239.390625L660,239.390625L660,239.390625L660,239.390625L660,238.390625L661,238.390625L662,237.390625L662,236.390625L663,235.390625L664,234.390625L664,234.390625L665,233.390625L666,232.390625L666,232.390625L667,231.390625L667,231.390625L668,231.390625L668,230.390625L668,230.390625L669,229.390625L670,228.390625L671,227.390625L672,226.390625L672,225.390625L674,224.390625L675,223.390625L677,221.390625L678,220.390625L680,219.390625L682,218.390625L683,217.390625L684,217.390625L685,216.390625L686,215.390625L688,214.390625L690,212.390625L692,211.390625L693,210.390625L694,210.390625L694,209.390625L696,209.390625L697,207.390625L700,206.390625L701,205.390625L703,205.390625L704,204.390625L705,204.390625L706,203.390625L707,203.390625L707,203.390625L707,203.390625L708,203.390625L709,202.390625L711,202.390625L712,201.390625L713,201.390625L715,200.390625L716,199.390625L717,199.390625L718,198.390625L720,197.390625L721,197.390625L723,196.390625L724,194.390625L726,194.390625L726,194.390625L726,194.390625L727,193.390625L727,193.390625L729,191.390625L730,191.390625L731,190.390625L731,189.390625L731,189.390625L732,189.390625L732,188.390625L733,188.390625L734,187.390625L735,186.390625L736,186.390625L736,186.390625L736,186.390625L737,185.390625L739,184.390625L741,183.390625L742,182.390625L743,182.390625L743,182.390625L743,182.390625L743,182.390625L743,182.390625L743,182.390625L743,182.390625L743,182.390625L743,182.390625L743,182.390625L743,182.390625L743,182.390625L743,182.390625L744,182.390625L744,182.390625L745,182.390625L745,182.390625L745,182.390625L745,182.390625L745,182.390625L745,182.390625L746,182.390625L747,182.390625L749,181.390625L754,180.390625L757,179.390625L759,178.390625L762,178.390625L763,177.390625L763,177.390625L763,177.390625L764,177.390625L765,177.390625L767,176.390625L769,175.390625L771,174.390625L773,174.390625L774,174.390625L774,174.390625L775,174.390625L776,174.390625L776,174.390625L778,174.390625L780,174.390625L781,174.390625L783,174.390625L785,173.390625L785,173.390625L786,173.390625L787,173.390625L788,173.390625L791,172.390625L794,172.390625L796,171.390625L798,171.390625L799,171.390625L799,171.390625L799,171.390625L800,171.390625L801,171.390625L803,170.390625L804,170.390625L804,170.390625L805,170.390625L807,170.390625L808,170.390625L808,170.390625L809,170.390625L810,170.390625L811,170.390625L812,170.390625L813,170.390625L814,170.390625L817,170.390625L818,169.390625L820,169.390625L820,169.390625L821,169.390625L821,169.390625L822,169.390625L823,169.390625L824,169.390625L825,169.390625L826,169.390625L827,169.390625L828,169.390625L830,169.390625L832,169.390625L833,169.390625L834,169.390625L835,170.390625L838,170.390625L841,170.390625L843,170.390625L844,170.390625L845,170.390625L846,170.390625L847,170.390625L848,170.390625L849,170.390625L849,171.390625L850,171.390625L850,171.390625L851,171.390625L852,171.390625L852,172.390625L853,172.390625L854,172.390625L855,173.390625L857,173.390625L858,173.390625L859,173.390625L859,173.390625L859,174.390625L861,174.390625L862,174.390625L863,174.390625L864,175.390625L865,175.390625L866,175.390625L868,176.390625L869,176.390625L871,176.390625L873,177.390625L875,178.390625L877,178.390625L878,178.390625L879,179.390625L879,179.390625L880,180.390625L881,180.390625L881,180.390625L882,181.390625L882,181.390625L883,182.390625L884,183.390625L885,184.390625L887,185.390625L889,186.390625L891,188.390625L892,189.390625L892,189.390625L893,189.390625L894,191.390625L895,192.390625L897,194.390625L898,195.390625L899,196.390625L900,197.390625L902,199.390625L902,199.390625L902,199.390625L903,200.390625L903,200.390625L904,202.390625L905,202.390625L906,203.390625L906,203.390625L906,203.390625L907,205.390625L909,207.390625L910,208.390625L910,208.390625L911,208.390625L911,209.390625L911,209.390625L912,210.390625L913,211.390625L914,211.390625L914,211.390625L914,212.390625L915,213.390625L916,214.390625L916,214.390625L916,214.390625L916,214.390625L916,214.390625L916,214.390625L916,214.390625L916,214.390625L916,214.390625L916,214.390625L916,214.390625L917,214.390625L917,215.390625L918,216.390625L920,217.390625L922,218.390625L924,219.390625L927,221.390625L932,223.390625L935,223.390625L937,225.390625L939,226.390625L941,227.390625L942,228.390625L942,229.390625L942,229.390625L942,229.390625L943,229.390625L943,230.390625L944,231.390625L945,231.390625L945,232.390625L947,235.390625L949,236.390625L949,237.390625L950,237.390625L950,238.390625L950,238.390625L950,239.390625L950,239.390625L950,239.390625L950,239.390625L950,239.390625L950,240.390625L951,241.390625L951,242.390625L951,242.390625L952,242.390625L952,242.390625L952,242.390625L952,242.390625L952,242.390625L952,242.390625L952,243.390625L952,245.390625L953,247.390625L954,249.390625L954,249.390625L954,249.390625L954,249.390625L954,249.390625L954,249.390625L954,249.390625L954,249.390625L954,249.390625L954,249.390625L954,249.390625L954,249.390625L954,249.390625L954,249.390625L954,249.390625L954,249.390625L954,249.390625L954,249.390625L954,249.390625L954,249.390625L954,249.390625L954,249.390625L954,249.390625L954,249.390625L954,249.390625L954,249.390625L954,249.390625L954,249.390625L954,249.390625L954,249.390625L954,249.390625L954,249.390625L954,249.390625L954,249.390625L954,249.390625L954,249.390625L954,249.390625L954,249.390625L954,249.390625L954,249.390625L954,249.390625L954,249.390625L954,249.390625L954,249.390625L954,249.390625L954,249.390625L954,249.390625L954,249.390625L954,249.390625L954,249.390625L954,249.390625L954,249.390625L954,249.390625L954,249.390625L954,249.390625L954,249.390625L955,249.390625L955,249.390625L955,249.390625L955,249.390625L955,249.390625L955,249.390625L955,249.390625L955,249.390625L955,249.390625L955,249.390625L955,249.390625L955,249.390625L955,249.390625L955,249.390625L955,249.390625L955,249.390625L955,249.390625L955,249.390625L955,249.390625L955,249.390625L955,249.390625L955,249.390625L955,249.390625L955,249.390625L955,249.390625L955,249.390625L955,249.390625L955,249.390625L955,249.390625L954,249.390625L954,249.390625L954,249.390625L953,249.390625L952,249.390625L952,248.390625L951,248.390625L951,248.390625L951,248.390625L951,248.390625L950,248.390625L950,248.390625L949,248.390625L949,248.390625L948,248.390625L947,247.390625L946,247.390625L945,247.390625L945,247.390625L944,246.390625L944,246.390625L943,246.390625L943,245.390625L942,245.390625L941,244.390625L940,243.390625L939,243.390625L939,243.390625L939,243.390625L939,243.390625L939,243.390625L939,243.390625L939,243.390625L939,243.390625L939,243.390625L939,243.390625L939,242.390625M951,238.390625L951,238.390625L951,238.390625L951,238.390625L952,238.390625L952,238.390625L952,238.390625L953,237.390625L953,236.390625L953,236.390625L953,236.390625L954,236.390625L954,236.390625L954,236.390625L954,236.390625L954,236.390625L954,236.390625L954,236.390625L954,236.390625L954,236.390625L954,237.390625L954,239.390625L954,242.390625L954,244.390625L954,245.390625L954,246.390625L954,246.390625L954,246.390625L954,246.390625L954,247.390625L954,247.390625L954,247.390625L954,247.390625L954,247.390625L954,247.390625L954,248.390625L954,248.390625L954,248.390625L954,248.390625L954,248.390625L954,248.390625L954,248.390625L954,248.390625L954,247.390625L954,245.390625L954,241.390625L955,236.390625L955,235.390625L955,234.390625L955,234.390625L955,233.390625L956,232.390625L956,230.390625L956,230.390625L956,230.390625L956,230.390625L956,230.390625L956,230.390625L956,230.390625L955,231.390625L953,233.390625L948,237.390625L946,239.390625L944,241.390625L943,242.390625L941,244.390625L940,246.390625L940,247.390625L940,248.390625L940,248.390625L940,248.390625L940,248.390625L940,248.390625L940,247.390625L941,246.390625L943,244.390625L945,243.390625L947,241.390625L948,240.390625L950,239.390625L950,239.390625L950,238.390625L950,238.390625L950,238.390625L950,238.390625L950,238.390625L950,238.390625L950,239.390625L947,242.390625L947,243.390625L946,243.390625L946,244.390625L946,244.390625L946,244.390625L946,244.390625L946,244.390625L947,243.390625L947,243.390625L947,243.390625L947,243.390625L947,243.390625L947,244.390625L947,245.390625L947,245.390625L947,245.390625L947,245.390625L949,244.390625L950,244.390625L951,244.390625L951,244.390625L951,244.390625L951,244.390625L951,244.390625L951,244.390625L951,244.390625L951,244.390625L951,244.390625\" fill=\"none\" stroke=\"orange\" vector-effect=\"non-scaling-stroke\" style=\"stroke-width: 5;\" class=\"core alignable sub egal-line\"></path></g></svg>"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {
    "slideshow": {
     "slide_type": "subslide"
    }
   },
   "source": [
    "### Problem\n",
    "higher order dependencies\n",
    "\n",
    "\n",
    "\n",
    "\n",
    "\n",
    " \n",
    " \n",
    " \n",
    "\n"
   ]
  },
  {
   "cell_type": "raw",
   "metadata": {
    "hide_egal": false,
    "is_egal": true,
    "slideshow": {
     "slide_type": "-"
    }
   },
   "source": [
    "<svg height=\"500\" width=\"100%\"><desc>Created with Snap</desc><defs><filter id=\"Sjad1e8qn3\" filterUnits=\"userSpaceOnUse\"><feGaussianBlur in=\"SourceAlpha\" stdDeviation=\"3\"></feGaussianBlur><feOffset dx=\"0\" dy=\"2\" result=\"offsetblur\"></feOffset><feFlood flood-color=\"#000000\"></feFlood><feComposite in2=\"offsetblur\" operator=\"in\"></feComposite><feComponentTransfer><feFuncA type=\"linear\" slope=\"1\"></feFuncA></feComponentTransfer><feMerge><feMergeNode></feMergeNode><feMergeNode in=\"SourceGraphic\"></feMergeNode></feMerge></filter><marker viewBox=\"0 0 10 10\" markerWidth=\"10\" markerHeight=\"10\" orient=\"auto\" refX=\"9\" refY=\"3\" id=\"arrowEndMarker\"><polygon points=\"0,0,0,6,9,3,0,0\" fill=\"#323232\" id=\"arrow\" style=\"\"></polygon></marker><marker viewBox=\"0 0 10 10\" markerWidth=\"10\" markerHeight=\"10\" orient=\"auto\" refX=\"0\" refY=\"3\" id=\"arrowStartMarker\"><polygon points=\"0,3,9,0,9,6,0,3\" fill=\"#323232\" id=\"startArrow\" style=\"\"></polygon></marker><filter id=\"Sjad28yc83\" filterUnits=\"userSpaceOnUse\"><feGaussianBlur in=\"SourceAlpha\" stdDeviation=\"3\"></feGaussianBlur><feOffset dx=\"0\" dy=\"2\" result=\"offsetblur\"></feOffset><feFlood flood-color=\"#000000\"></feFlood><feComposite in2=\"offsetblur\" operator=\"in\"></feComposite><feComponentTransfer><feFuncA type=\"linear\" slope=\"1\"></feFuncA></feComponentTransfer><feMerge><feMergeNode></feMergeNode><feMergeNode in=\"SourceGraphic\"></feMergeNode></feMerge></filter><marker viewBox=\"0 0 10 10\" markerWidth=\"10\" markerHeight=\"10\" orient=\"auto\" refX=\"9\" refY=\"3\" id=\"arrowEndMarker\"><polygon points=\"0,0,0,6,9,3,0,0\" fill=\"#323232\" id=\"arrow\" style=\"\"></polygon></marker><marker viewBox=\"0 0 10 10\" markerWidth=\"10\" markerHeight=\"10\" orient=\"auto\" refX=\"0\" refY=\"3\" id=\"arrowStartMarker\"><polygon points=\"0,3,9,0,9,6,0,3\" fill=\"#323232\" id=\"startArrow\" style=\"\"></polygon></marker><filter id=\"Sjad34svr3\" filterUnits=\"userSpaceOnUse\"><feGaussianBlur in=\"SourceAlpha\" stdDeviation=\"3\"></feGaussianBlur><feOffset dx=\"0\" dy=\"2\" result=\"offsetblur\"></feOffset><feFlood flood-color=\"#000000\"></feFlood><feComposite in2=\"offsetblur\" operator=\"in\"></feComposite><feComponentTransfer><feFuncA type=\"linear\" slope=\"1\"></feFuncA></feComponentTransfer><feMerge><feMergeNode></feMergeNode><feMergeNode in=\"SourceGraphic\"></feMergeNode></feMerge></filter><marker viewBox=\"0 0 10 10\" markerWidth=\"10\" markerHeight=\"10\" orient=\"auto\" refX=\"9\" refY=\"3\" id=\"arrowEndMarker\"><polygon points=\"0,0,0,6,9,3,0,0\" fill=\"#323232\" id=\"arrow\" style=\"\"></polygon></marker><marker viewBox=\"0 0 10 10\" markerWidth=\"10\" markerHeight=\"10\" orient=\"auto\" refX=\"0\" refY=\"3\" id=\"arrowStartMarker\"><polygon points=\"0,3,9,0,9,6,0,3\" fill=\"#323232\" id=\"startArrow\" style=\"\"></polygon></marker><filter id=\"Sjad34svr93\" filterUnits=\"userSpaceOnUse\"><feGaussianBlur in=\"SourceAlpha\" stdDeviation=\"3\"></feGaussianBlur><feOffset dx=\"0\" dy=\"2\" result=\"offsetblur\"></feOffset><feFlood flood-color=\"#000000\"></feFlood><feComposite in2=\"offsetblur\" operator=\"in\"></feComposite><feComponentTransfer><feFuncA type=\"linear\" slope=\"1\"></feFuncA></feComponentTransfer><feMerge><feMergeNode></feMergeNode><feMergeNode in=\"SourceGraphic\"></feMergeNode></feMerge></filter><marker viewBox=\"0 0 10 10\" markerWidth=\"10\" markerHeight=\"10\" orient=\"auto\" refX=\"9\" refY=\"3\" id=\"arrowEndMarker\"><polygon points=\"0,0,0,6,9,3,0,0\" fill=\"#323232\" id=\"arrow\" style=\"\"></polygon></marker><marker viewBox=\"0 0 10 10\" markerWidth=\"10\" markerHeight=\"10\" orient=\"auto\" refX=\"0\" refY=\"3\" id=\"arrowStartMarker\"><polygon points=\"0,3,9,0,9,6,0,3\" fill=\"#323232\" id=\"startArrow\" style=\"\"></polygon></marker></defs><g id=\"drup_elem_1\" first-frame=\"1\" last-frame=\"10\" class=\"drupElem\"></g><g id=\"drup_elem_2\" first-frame=\"1\" last-frame=\"10\" class=\"drupElem\"></g><g id=\"drup_elem_3\" first-frame=\"1\" last-frame=\"10\" class=\"drupElem\"></g><g id=\"drup_elem_4\" first-frame=\"1\" last-frame=\"10\" class=\"drupElem\"></g><g id=\"drup_elem_5\" first-frame=\"1\" last-frame=\"10\" class=\"drupElem\"></g><g id=\"drup_elem_6\" first-frame=\"1\" last-frame=\"10\" class=\"drupElem\"></g><g id=\"drup_elem_7\" first-frame=\"1\" last-frame=\"10\" class=\"drupElem\"></g><g id=\"drup_elem_8\" first-frame=\"1\" last-frame=\"10\" class=\"drupElem\"></g><g id=\"drup_elem_9\" first-frame=\"1\" last-frame=\"10\" class=\"drupElem\"></g><g id=\"drup_elem_10\" first-frame=\"1\" last-frame=\"10\" class=\"drupElem\"><path d=\"M66,243.5625L66,243.5625L66,243.5625L66,243.5625L66,243.5625L66,243.5625L66,243.5625L66,244.5625L65,244.5625L65,244.5625L65,244.5625L65,244.5625L65,244.5625L65,244.5625L65,244.5625L65,244.5625L65,244.5625L65,243.5625L67,242.5625L69,239.5625L71,237.5625L73,236.5625L74,236.5625L76,235.5625L80,234.5625L83,234.5625L87,234.5625L90,234.5625L93,233.5625L94,233.5625L94,233.5625L94,233.5625L94,233.5625L94,233.5625L94,233.5625L94,233.5625L94,234.5625L92,237.5625L90,240.5625L89,242.5625L89,242.5625L88,243.5625L88,246.5625L88,249.5625L89,252.5625L90,256.5625L91,261.5625L91,264.5625L92,267.5625L93,272.5625L94,276.5625L96,282.5625L97,285.5625L97,287.5625L97,289.5625L94,291.5625L90,293.5625L86,294.5625L81,294.5625L77,294.5625L74,294.5625L71,294.5625L70,292.5625L70,290.5625M121,274.5625L121,274.5625L121,274.5625L121,273.5625L121,273.5625L121,273.5625L120,273.5625L119,272.5625L117,272.5625L116,272.5625L114,272.5625L112,274.5625L110,275.5625L109,277.5625L109,279.5625L108,284.5625L110,287.5625L114,290.5625L120,292.5625L123,292.5625L126,289.5625L129,285.5625L130,279.5625L131,273.5625L131,268.5625L130,267.5625L127,267.5625L123,268.5625L119,270.5625L118,271.5625L118,271.5625M147,239.5625L147,239.5625L147,239.5625L152,249.5625L155,258.5625L156,267.5625L156,278.5625L156,282.5625L156,284.5625L156,284.5625L156,284.5625L156,284.5625L156,284.5625L156,284.5625L156,282.5625L159,276.5625L162,272.5625L164,269.5625L166,268.5625L167,268.5625L169,268.5625L170,269.5625L173,271.5625L175,274.5625L177,279.5625L178,281.5625L179,283.5625L179,286.5625L179,289.5625L179,289.5625L179,289.5625M191,265.5625L191,265.5625L193,267.5625L193,271.5625L194,275.5625L194,279.5625L194,282.5625L194,286.5625L194,287.5625L194,287.5625L194,287.5625L195,286.5625L198,283.5625L201,280.5625L205,276.5625L209,273.5625L212,271.5625L213,271.5625L213,271.5625L214,274.5625L216,278.5625L217,281.5625L219,284.5625L220,288.5625L220,290.5625L221,290.5625L221,290.5625L221,290.5625M291,271.5625L291,271.5625L291,271.5625L291,271.5625L291,271.5625L291,271.5625L291,271.5625L290,270.5625L289,269.5625L288,269.5625L288,269.5625L287,269.5625L286,269.5625L285,269.5625L284,269.5625L282,270.5625L281,272.5625L279,275.5625L277,279.5625L276,282.5625L277,285.5625L280,287.5625L285,288.5625L291,288.5625L293,288.5625L293,287.5625M324,266.5625L324,266.5625L324,266.5625L322,265.5625L319,266.5625L316,267.5625L313,269.5625L311,273.5625L308,278.5625L307,281.5625L307,282.5625L308,282.5625L310,281.5625L313,278.5625L315,276.5625L316,274.5625L317,273.5625L317,273.5625L318,275.5625L320,278.5625L322,280.5625L325,281.5625L328,282.5625L328,282.5625M351,232.5625L351,232.5625L351,232.5625L352,231.5625L351,233.5625L349,238.5625L348,244.5625L347,252.5625L346,259.5625L346,267.5625L346,275.5625L349,281.5625L351,286.5625L354,290.5625L355,291.5625L357,289.5625M375,240.5625L375,240.5625L375,240.5625L375,240.5625L375,242.5625L374,246.5625L373,255.5625L373,263.5625L373,270.5625L374,276.5625L376,281.5625L378,286.5625L378,288.5625L379,288.5625L379,286.5625M389,271.5625L389,271.5625L389,271.5625L389,271.5625L392,272.5625L394,272.5625L397,270.5625L400,267.5625L403,264.5625L403,263.5625L403,263.5625L403,262.5625L401,261.5625L399,261.5625L397,263.5625L393,267.5625L390,271.5625L388,276.5625L388,280.5625L390,283.5625L397,286.5625L401,287.5625M433,270.5625L433,270.5625L433,270.5625L431,270.5625L429,271.5625L427,272.5625L423,277.5625L422,280.5625L421,282.5625L421,282.5625L422,282.5625L426,280.5625L430,276.5625L433,270.5625L437,261.5625L442,244.5625L444,234.5625L445,227.5625L445,223.5625L444,220.5625L444,219.5625L444,219.5625L443,220.5625L443,225.5625L443,242.5625L444,254.5625L446,265.5625L448,272.5625L450,282.5625L451,283.5625L452,285.5625L452,285.5625L452,285.5625L452,284.5625\" fill=\"none\" stroke=\"#000000\" vector-effect=\"non-scaling-stroke\" style=\"stroke-width: 2;\" class=\"core alignable sub egal-line\"></path></g><g id=\"drup_elem_11\" first-frame=\"1\" last-frame=\"10\" class=\"drupElem\"></g><g id=\"drup_elem_12\" first-frame=\"1\" last-frame=\"10\" class=\"drupElem\"></g><g id=\"drup_elem_13\" first-frame=\"1\" last-frame=\"10\" class=\"drupElem\"></g><g id=\"drup_elem_14\" first-frame=\"1\" last-frame=\"10\" class=\"drupElem\"></g><g id=\"drup_elem_15\" first-frame=\"1\" last-frame=\"10\" class=\"drupElem\"></g><g id=\"drup_elem_16\" first-frame=\"1\" last-frame=\"10\" class=\"drupElem\"></g><g id=\"drup_elem_17\" first-frame=\"1\" last-frame=\"10\" class=\"drupElem\"></g><g id=\"drup_elem_18\" first-frame=\"1\" last-frame=\"10\" class=\"drupElem\"></g><g id=\"drup_elem_19\" first-frame=\"1\" last-frame=\"10\" class=\"drupElem\"></g><g id=\"drup_elem_20\" first-frame=\"1\" last-frame=\"10\" class=\"drupElem\"></g><g id=\"drup_elem_21\" first-frame=\"1\" last-frame=\"10\" class=\"drupElem\"></g><g id=\"drup_elem_22\" first-frame=\"1\" last-frame=\"10\" class=\"drupElem\"></g><g id=\"drup_elem_23\" first-frame=\"1\" last-frame=\"10\" class=\"drupElem\"></g><g id=\"drup_elem_24\" first-frame=\"1\" last-frame=\"10\" class=\"drupElem\"></g><g id=\"drup_elem_25\" first-frame=\"1\" last-frame=\"10\" class=\"drupElem\"></g><g id=\"drup_elem_26\" first-frame=\"1\" last-frame=\"10\" class=\"drupElem\"></g><g id=\"drup_elem_27\" first-frame=\"1\" last-frame=\"10\" class=\"drupElem\"></g><g id=\"drup_elem_28\" first-frame=\"1\" last-frame=\"10\" class=\"drupElem\"></g><g id=\"drup_elem_29\" first-frame=\"1\" last-frame=\"10\" class=\"drupElem\"></g><g id=\"drup_elem_30\" first-frame=\"1\" last-frame=\"10\" class=\"drupElem\"></g><g id=\"drup_elem_31\" first-frame=\"1\" last-frame=\"10\" class=\"drupElem\"><path d=\"M529,222.5625L529,222.5625L529,222.5625L529,222.5625L527,222.5625L525,222.5625L522,224.5625L519,226.5625L516,229.5625L512,233.5625L510,236.5625L509,239.5625L508,244.5625L508,248.5625L508,253.5625L509,257.5625L513,262.5625L518,267.5625L527,272.5625L531,274.5625L534,276.5625L535,276.5625L535,277.5625L532,279.5625L525,283.5625L518,285.5625L512,287.5625L505,288.5625L503,288.5625L502,286.5625L503,283.5625M556,270.5625L556,270.5625L556,270.5625L556,270.5625L556,270.5625L555,270.5625L553,270.5625L552,270.5625L549,270.5625L547,270.5625L544,271.5625L542,274.5625L539,279.5625L538,281.5625L537,284.5625L537,287.5625L538,288.5625L541,287.5625L544,284.5625L547,279.5625L549,273.5625L550,271.5625L551,271.5625L551,271.5625L551,271.5625L553,273.5625L555,276.5625L557,279.5625L558,282.5625L558,286.5625L558,288.5625L558,288.5625M575,224.5625L575,224.5625L575,224.5625L576,230.5625L575,235.5625L573,241.5625L572,252.5625L571,259.5625L571,266.5625L572,272.5625L575,279.5625L576,282.5625L577,284.5625L579,285.5625L583,286.5625L585,284.5625L585,283.5625M596,232.5625L596,232.5625L596,232.5625L596,232.5625L596,247.5625L595,254.5625L594,262.5625L594,268.5625L594,273.5625L596,279.5625L597,283.5625L598,286.5625L598,288.5625L602,288.5625L606,288.5625L611,286.5625L612,285.5625M624,263.5625L624,263.5625L624,263.5625L624,263.5625L624,263.5625L624,263.5625L624,265.5625L623,270.5625L622,276.5625L621,281.5625L622,283.5625L625,282.5625L630,279.5625L635,275.5625L639,270.5625L641,269.5625L641,269.5625L642,271.5625L644,276.5625L648,288.5625L650,296.5625L651,304.5625L651,311.5625L650,322.5625L648,326.5625L646,327.5625L644,327.5625L639,327.5625L632,325.5625L629,324.5625L628,322.5625L628,319.5625L628,317.5625M691,267.5625L691,267.5625L691,267.5625L691,267.5625L691,267.5625L691,267.5625L691,266.5625L691,266.5625L691,266.5625L690,266.5625L688,266.5625L686,266.5625L684,266.5625L681,268.5625L679,272.5625L678,276.5625L677,280.5625L678,281.5625L679,281.5625L681,281.5625L682,280.5625L685,277.5625L686,274.5625L687,271.5625L688,269.5625L688,269.5625L688,269.5625L688,269.5625L688,273.5625L689,277.5625L691,282.5625L692,284.5625L693,286.5625L695,286.5625L695,286.5625M707,261.5625L707,261.5625L707,261.5625L707,261.5625L712,274.5625L713,276.5625L713,277.5625L713,277.5625L713,277.5625L713,277.5625L714,276.5625L716,272.5625L718,269.5625L720,268.5625L722,269.5625L723,272.5625L724,276.5625L724,280.5625L724,281.5625L724,282.5625L725,282.5625M741,266.5625L741,266.5625L741,266.5625L742,266.5625L738,271.5625L736,275.5625L735,278.5625L735,281.5625L736,281.5625L738,281.5625L740,278.5625L743,274.5625L747,263.5625L750,254.5625L753,243.5625L754,232.5625L754,225.5625L753,222.5625L753,222.5625L753,223.5625L753,227.5625L753,234.5625L755,251.5625L758,263.5625L762,273.5625L765,278.5625L767,281.5625L767,281.5625L767,281.5625L767,281.5625M802,232.5625L802,232.5625L802,232.5625L803,235.5625L804,243.5625L805,252.5625L806,260.5625L806,272.5625L806,279.5625L807,284.5625L807,287.5625L807,287.5625L807,287.5625M798,261.5625L798,261.5625L798,261.5625L799,260.5625L802,261.5625L807,263.5625L816,265.5625L822,265.5625L825,264.5625L827,263.5625L828,261.5625L828,260.5625L828,257.5625L827,254.5625L826,253.5625L824,253.5625L821,254.5625L819,258.5625L816,264.5625L816,270.5625L816,277.5625L820,281.5625L824,283.5625L829,284.5625L834,284.5625M859,262.5625L859,262.5625L859,262.5625L860,261.5625L860,261.5625L860,261.5625L860,263.5625L855,270.5625L852,274.5625L850,277.5625L848,280.5625L847,281.5625L845,283.5625L843,284.5625M840,261.5625L840,261.5625L851,269.5625L857,274.5625L860,278.5625L863,281.5625L864,283.5625L864,284.5625L864,284.5625M880,237.5625L880,237.5625L880,237.5625L880,236.5625L880,236.5625L881,242.5625L882,252.5625L883,263.5625L883,277.5625L883,281.5625L883,284.5625L883,285.5625L883,285.5625L883,285.5625M875,266.5625L875,266.5625L875,266.5625L875,266.5625L890,268.5625L896,267.5625L901,264.5625L904,261.5625L907,258.5625L907,256.5625L906,253.5625L904,251.5625L902,251.5625L898,252.5625L895,257.5625L892,265.5625L891,273.5625L893,285.5625L897,291.5625L902,295.5625L908,295.5625L913,294.5625L914,293.5625M945,265.5625L945,265.5625L945,265.5625L945,264.5625L945,263.5625L942,263.5625L937,266.5625L933,270.5625L932,274.5625L932,276.5625L933,277.5625L936,277.5625L940,275.5625L942,273.5625L944,269.5625L949,257.5625L953,247.5625L956,235.5625L959,222.5625L960,212.5625L960,205.5625L960,202.5625L960,202.5625L960,204.5625L959,212.5625L959,223.5625L959,238.5625L960,253.5625L961,265.5625L963,274.5625L964,277.5625L964,279.5625L965,281.5625L965,281.5625L965,281.5625M1007,285.5625L1007,285.5625L1007,285.5625L1007,285.5625L1007,286.5625L1007,286.5625L1007,282.5625L1011,274.5625L1016,264.5625L1024,250.5625L1029,240.5625L1033,228.5625L1036,217.5625L1038,212.5625L1038,212.5625L1036,219.5625L1033,229.5625L1032,241.5625L1032,259.5625L1032,270.5625L1032,278.5625L1032,283.5625L1032,283.5625L1033,278.5625L1036,270.5625L1039,260.5625L1043,251.5625L1048,240.5625L1050,237.5625L1051,237.5625L1051,237.5625L1052,239.5625L1053,243.5625L1054,250.5625L1054,258.5625L1055,267.5625L1055,275.5625L1055,277.5625L1055,277.5625L1056,277.5625L1056,276.5625M1073,261.5625L1073,261.5625L1073,261.5625L1074,273.5625L1074,278.5625L1074,279.5625L1074,279.5625M1075,217.5625L1075,217.5625L1075,217.5625M1096,239.5625L1096,239.5625L1096,239.5625L1097,238.5625L1097,238.5625L1097,240.5625L1097,249.5625L1097,258.5625L1097,266.5625L1097,271.5625L1097,274.5625L1097,278.5625L1097,280.5625L1096,282.5625L1096,283.5625L1096,283.5625L1096,283.5625L1096,281.5625L1097,278.5625L1101,270.5625L1105,264.5625L1108,259.5625L1109,256.5625L1109,255.5625L1109,255.5625L1109,255.5625M1101,270.5625L1101,270.5625L1108,276.5625L1112,279.5625L1115,281.5625L1116,282.5625L1116,282.5625M1118,274.5625L1118,274.5625L1124,275.5625L1126,275.5625L1129,272.5625L1131,270.5625L1133,268.5625L1134,267.5625L1134,266.5625L1134,265.5625L1134,263.5625L1133,260.5625L1132,259.5625L1132,258.5625L1131,258.5625L1130,259.5625L1128,260.5625L1127,262.5625L1125,267.5625L1124,271.5625L1124,274.5625L1124,277.5625L1126,282.5625L1130,285.5625L1136,288.5625L1140,289.5625L1142,289.5625L1143,286.5625\" fill=\"none\" stroke=\"#000000\" vector-effect=\"non-scaling-stroke\" style=\"stroke-width: 2;\" class=\"core alignable sub egal-line\"></path></g><g id=\"drup_elem_32\" first-frame=\"2\" last-frame=\"10\" class=\"drupElem\" style=\"display: inline;\"></g><g id=\"drup_elem_34\" first-frame=\"2\" last-frame=\"10\" class=\"drupElem\" style=\"display: inline;\"></g><g id=\"drup_elem_36\" first-frame=\"3\" last-frame=\"10\" class=\"drupElem\" style=\"display: none;\"></g><g id=\"drup_elem_38\" first-frame=\"3\" last-frame=\"10\" class=\"drupElem\" style=\"display: none;\"></g><g id=\"drup_elem_41\" first-frame=\"2\" last-frame=\"10\" class=\"drupElem\" style=\"display: inline;\"></g><g id=\"drup_elem_42\" first-frame=\"2\" last-frame=\"10\" class=\"drupElem\" style=\"display: inline;\"><path d=\"M717,184.5625L717,184.5625L717,184.5625L717,184.5625L717,184.5625L717,184.5625L717,184.5625L717,184.5625L717,184.5625L717,184.5625L717,184.5625L717,184.5625L717,184.5625L717,184.5625L717,184.5625L717,184.5625L717,184.5625L717,184.5625L717,184.5625L717,184.5625L717,184.5625L717,184.5625L717,184.5625L717,184.5625L717,184.5625L717,184.5625L717,184.5625L717,184.5625L717,184.5625L717,184.5625L717,184.5625L717,183.5625L717,183.5625L717,183.5625L717,182.5625L717,182.5625L717,181.5625L717,180.5625L717,179.5625L717,179.5625L717,178.5625L717,178.5625L718,177.5625L718,177.5625L718,175.5625L719,174.5625L720,173.5625L721,171.5625L721,170.5625L722,170.5625L723,168.5625L724,166.5625L725,165.5625L726,164.5625L727,162.5625L729,161.5625L731,159.5625L732,158.5625L733,157.5625L734,155.5625L735,154.5625L735,154.5625L736,153.5625L737,152.5625L738,150.5625L741,148.5625L742,147.5625L742,146.5625L744,145.5625L745,143.5625L748,142.5625L750,140.5625L752,138.5625L754,137.5625L756,135.5625L759,134.5625L763,133.5625L767,131.5625L772,129.5625L774,128.5625L775,128.5625L777,127.5625L779,127.5625L784,126.5625L789,124.5625L792,123.5625L795,122.5625L796,122.5625L797,122.5625L799,122.5625L801,121.5625L804,121.5625L806,120.5625L807,120.5625L809,119.5625L812,119.5625L813,119.5625L815,118.5625L816,118.5625L817,118.5625L818,118.5625L820,118.5625L821,118.5625L822,118.5625L823,118.5625L823,118.5625L824,118.5625L825,118.5625L825,118.5625L826,119.5625L827,119.5625L828,119.5625L829,120.5625L832,121.5625L834,122.5625L836,122.5625L838,123.5625L839,123.5625L841,124.5625L843,125.5625L844,125.5625L844,125.5625L846,126.5625L848,127.5625L850,127.5625L851,128.5625L853,129.5625L855,130.5625L857,131.5625L858,131.5625L859,132.5625L862,134.5625L863,134.5625L864,135.5625L865,136.5625L867,137.5625L868,139.5625L869,140.5625L870,141.5625L870,141.5625L871,142.5625L872,144.5625L873,145.5625L874,146.5625L874,147.5625L875,149.5625L876,150.5625L877,152.5625L879,153.5625L879,155.5625L880,156.5625L881,158.5625L882,160.5625L883,161.5625L884,163.5625L884,164.5625L885,165.5625L886,167.5625L887,170.5625L887,172.5625L888,173.5625L888,174.5625L889,175.5625L889,176.5625L889,176.5625L889,177.5625L890,178.5625L890,179.5625L890,181.5625L890,182.5625L891,183.5625L891,185.5625L892,189.5625L893,191.5625L893,191.5625L893,191.5625L893,191.5625L893,191.5625L893,191.5625L893,191.5625L891,191.5625M885,179.5625L885,179.5625L885,179.5625L885,179.5625L885,179.5625L885,179.5625L885,179.5625L885,179.5625L885,179.5625L885,179.5625L885,179.5625L885,179.5625L885,179.5625L885,179.5625L885,179.5625L885,179.5625L885,179.5625L885,179.5625L885,179.5625L886,180.5625L887,182.5625L888,184.5625L890,186.5625L892,188.5625L892,189.5625L892,189.5625L892,189.5625L892,189.5625L892,189.5625L893,189.5625L893,189.5625L893,189.5625L893,189.5625L893,188.5625L893,186.5625L894,184.5625L895,181.5625L896,180.5625L896,180.5625L896,179.5625L896,179.5625L896,179.5625L896,179.5625L897,179.5625L897,179.5625L897,178.5625L897,178.5625L897,178.5625L897,178.5625L897,178.5625L897,178.5625L896,178.5625L894,178.5625L891,179.5625L886,181.5625L884,182.5625L882,182.5625L882,182.5625L881,182.5625L881,182.5625L881,182.5625L881,182.5625\" fill=\"none\" stroke=\"#000000\" vector-effect=\"non-scaling-stroke\" style=\"stroke-width: 1;\" class=\"core alignable sub egal-line\"></path></g><g id=\"drup_elem_43\" first-frame=\"2\" last-frame=\"10\" class=\"drupElem\" style=\"display: inline;\"></g><g id=\"drup_elem_44\" first-frame=\"2\" last-frame=\"10\" class=\"drupElem\" style=\"display: inline;\"><path d=\"M804,97.5625L805,97.5625L805,97.5625L805,97.5625L805,97.5625L805,97.5625L805,97.5625L805,97.5625L805,97.5625L805,97.5625L805,97.5625L805,97.5625L805,97.5625L805,97.5625L805,97.5625L805,97.5625L805,97.5625L805,97.5625L805,97.5625L805,97.5625L805,97.5625L805,97.5625L806,97.5625L808,95.5625L810,93.5625L812,91.5625L814,90.5625L814,90.5625L814,90.5625L814,90.5625L814,90.5625L814,90.5625L814,90.5625L814,90.5625L814,93.5625L814,97.5625L814,101.5625L814,104.5625L814,105.5625L814,106.5625L814,106.5625L814,105.5625L814,104.5625M823,92.5625L823,92.5625L823,92.5625L823,92.5625L823,92.5625L823,91.5625L825,90.5625L826,89.5625L828,89.5625L830,89.5625L831,89.5625L832,89.5625L832,89.5625L832,89.5625L832,90.5625L831,91.5625L830,92.5625L830,92.5625L830,93.5625L830,94.5625L831,96.5625L833,98.5625L834,99.5625L835,100.5625L835,100.5625L835,101.5625L835,102.5625L833,103.5625L830,104.5625L829,105.5625L827,106.5625L827,106.5625L827,105.5625L827,105.5625\" fill=\"none\" stroke=\"green\" vector-effect=\"non-scaling-stroke\" style=\"stroke-width: 1;\" class=\"core alignable sub egal-line\"></path></g><g id=\"drup_elem_45\" first-frame=\"3\" last-frame=\"10\" class=\"drupElem\" style=\"display: none;\"></g><g id=\"drup_elem_46\" first-frame=\"3\" last-frame=\"10\" class=\"drupElem\" style=\"display: none;\"><path d=\"M710,187.5625L710,187.5625L710,187.5625L710,187.5625L710,187.5625L710,187.5625L710,187.5625L710,187.5625L710,187.5625L710,187.5625L710,187.5625L710,187.5625L710,187.5625L710,187.5625L710,187.5625L710,187.5625L710,187.5625L710,187.5625L710,187.5625L710,186.5625L709,186.5625L709,185.5625L708,185.5625L707,184.5625L706,183.5625L705,182.5625L704,181.5625L702,180.5625L701,179.5625L700,179.5625L699,178.5625L699,177.5625L698,177.5625L696,175.5625L695,175.5625L694,174.5625L693,173.5625L692,172.5625L690,171.5625L689,170.5625L688,169.5625L686,168.5625L684,167.5625L683,166.5625L681,165.5625L680,164.5625L679,163.5625L677,162.5625L676,162.5625L675,161.5625L674,160.5625L672,159.5625L671,158.5625L670,157.5625L668,156.5625L666,155.5625L664,154.5625L662,154.5625L661,153.5625L659,152.5625L656,151.5625L654,151.5625L652,150.5625L651,150.5625L649,150.5625L648,150.5625L647,150.5625L646,150.5625L644,150.5625L641,150.5625L639,150.5625L637,150.5625L635,150.5625L632,150.5625L630,150.5625L628,150.5625L626,150.5625L625,150.5625L623,150.5625L621,150.5625L619,151.5625L617,151.5625L614,152.5625L611,152.5625L610,152.5625L608,153.5625L607,153.5625L605,154.5625L603,154.5625L602,155.5625L600,155.5625L598,156.5625L597,156.5625L596,156.5625L596,157.5625L595,157.5625L594,157.5625L593,158.5625L591,159.5625L591,159.5625L590,160.5625L589,161.5625L589,161.5625L588,162.5625L587,163.5625L585,165.5625L584,166.5625L583,167.5625L583,168.5625L583,168.5625L583,168.5625L582,169.5625L581,170.5625L581,171.5625L580,172.5625L580,173.5625L580,174.5625L579,175.5625L579,176.5625L579,177.5625L578,178.5625L578,178.5625L578,179.5625L578,179.5625L578,180.5625L578,181.5625L577,182.5625L577,184.5625L577,184.5625L577,184.5625L577,185.5625L577,185.5625L577,186.5625L577,186.5625L577,186.5625L577,186.5625L577,186.5625L577,186.5625L576,187.5625L576,187.5625L576,187.5625L576,186.5625M568,178.5625L568,178.5625L568,178.5625L568,178.5625L568,178.5625L568,178.5625L568,178.5625L568,178.5625L568,178.5625L568,178.5625L568,178.5625L568,178.5625L568,178.5625L568,178.5625L568,178.5625L568,178.5625L568,178.5625L568,178.5625L568,178.5625L568,178.5625L568,178.5625L568,178.5625L568,178.5625L568,178.5625L568,178.5625L568,178.5625L568,178.5625L568,178.5625L568,178.5625L568,178.5625L568,178.5625L568,178.5625L568,178.5625L568,178.5625L568,178.5625L569,179.5625L569,180.5625L570,182.5625L571,184.5625L573,187.5625L574,190.5625L575,192.5625L575,192.5625L575,192.5625L575,192.5625L575,192.5625L575,192.5625L575,192.5625L575,192.5625L575,192.5625L575,192.5625L575,192.5625L575,192.5625L575,192.5625L576,192.5625L577,190.5625L579,187.5625L582,184.5625L584,181.5625L587,178.5625L588,178.5625L588,178.5625L588,178.5625L588,178.5625L588,177.5625L586,177.5625L583,177.5625L580,177.5625L574,177.5625L571,177.5625L568,177.5625L567,177.5625L567,177.5625L567,177.5625L567,177.5625L567,177.5625\" fill=\"none\" stroke=\"#000000\" vector-effect=\"non-scaling-stroke\" style=\"stroke-width: 1;\" class=\"core alignable sub egal-line\" transform=\"matrix(1,0,0,1,0,0)\"></path></g><g id=\"drup_elem_47\" first-frame=\"3\" last-frame=\"10\" class=\"drupElem\" style=\"display: none;\"></g><g id=\"drup_elem_48\" first-frame=\"3\" last-frame=\"10\" class=\"drupElem\" style=\"display: none;\"><path d=\"M617,128.5625L617,128.5625L617,128.5625L617,128.5625L617,128.5625L617,128.5625L617,128.5625L617,128.5625L617,128.5625L617,128.5625L617,128.5625L617,128.5625L617,128.5625L617,128.5625L617,128.5625L617,128.5625L617,128.5625L617,128.5625L617,128.5625L617,128.5625L617,128.5625L618,126.5625L619,125.5625L620,123.5625L621,123.5625L621,123.5625L622,123.5625L622,123.5625L622,123.5625L623,122.5625L623,122.5625L623,122.5625L623,122.5625L623,122.5625L623,122.5625L623,122.5625L623,122.5625L623,122.5625L623,122.5625L623,122.5625L623,124.5625L623,127.5625L623,130.5625L623,132.5625L623,134.5625L623,134.5625L623,134.5625L623,134.5625L623,135.5625L623,135.5625M628,128.5625L628,128.5625L628,128.5625L628,128.5625L628,128.5625L628,128.5625L628,128.5625L628,128.5625L628,128.5625L628,127.5625L630,125.5625L632,123.5625L634,120.5625L636,119.5625L636,119.5625L636,119.5625L636,119.5625L636,119.5625L636,119.5625L636,119.5625L636,119.5625L636,119.5625L636,119.5625L636,119.5625L636,119.5625L636,119.5625L636,119.5625L636,120.5625L636,123.5625L636,127.5625L636,129.5625L636,132.5625L636,135.5625L636,137.5625L636,137.5625L636,137.5625L636,136.5625L636,135.5625\" fill=\"none\" stroke=\"green\" vector-effect=\"non-scaling-stroke\" style=\"stroke-width: 1;\" class=\"core alignable sub egal-line\"></path></g><g id=\"drup_elem_49\" first-frame=\"4\" last-frame=\"10\" class=\"drupElem\" style=\"display: none;\"><path d=\"M713,301.5625L713,301.5625L713,301.5625L713,301.5625L713,301.5625L713,302.5625L713,302.5625L713,302.5625L713,302.5625L713,302.5625L713,302.5625L713,302.5625L713,302.5625L713,302.5625L713,302.5625L713,302.5625L713,302.5625L713,302.5625L713,302.5625L713,302.5625L713,302.5625L713,302.5625L713,302.5625L713,302.5625L713,302.5625L713,302.5625L713,302.5625L713,302.5625L713,302.5625L713,302.5625L713,302.5625L713,302.5625L713,302.5625L713,302.5625L713,302.5625L713,302.5625L713,302.5625L713,302.5625L713,302.5625L713,302.5625L713,302.5625L713,302.5625L713,302.5625L713,302.5625L713,302.5625L713,302.5625L713,302.5625L713,302.5625L713,303.5625L713,304.5625L713,304.5625L713,305.5625L713,306.5625L713,306.5625L713,307.5625L713,308.5625L713,308.5625L713,309.5625L713,309.5625L713,310.5625L713,310.5625L713,310.5625L713,311.5625L713,312.5625L713,313.5625L712,314.5625L712,314.5625L712,315.5625L712,316.5625L712,317.5625L711,318.5625L711,319.5625L711,322.5625L710,323.5625L710,324.5625L710,325.5625L709,326.5625L708,327.5625L708,328.5625L707,329.5625L707,330.5625L706,332.5625L704,334.5625L703,335.5625L702,336.5625L701,338.5625L701,339.5625L700,340.5625L698,341.5625L697,343.5625L695,344.5625L693,346.5625L691,347.5625L689,349.5625L688,350.5625L687,350.5625L687,350.5625L686,351.5625L685,352.5625L683,353.5625L681,355.5625L680,355.5625L679,356.5625L678,357.5625L678,357.5625L677,358.5625L676,359.5625L674,361.5625L672,363.5625L670,364.5625L669,366.5625L667,367.5625L665,369.5625L663,370.5625L662,371.5625L661,372.5625L659,373.5625L658,374.5625L655,375.5625L654,376.5625L652,378.5625L650,379.5625L649,379.5625L648,380.5625L647,380.5625L646,381.5625L644,382.5625L643,382.5625L642,383.5625L641,383.5625L640,384.5625L639,384.5625L638,385.5625L636,385.5625L635,386.5625L633,386.5625L632,387.5625L632,387.5625L631,387.5625L629,388.5625L628,388.5625L627,389.5625L625,389.5625L624,389.5625L622,390.5625L621,390.5625L620,390.5625L619,391.5625L616,391.5625L615,392.5625L613,392.5625L612,392.5625L611,393.5625L610,393.5625L609,393.5625L607,394.5625L606,394.5625L605,395.5625L604,395.5625L602,395.5625L601,396.5625L598,396.5625L594,398.5625L589,399.5625L585,400.5625L581,401.5625L576,402.5625L574,402.5625L572,402.5625L571,402.5625L570,402.5625L568,402.5625L568,402.5625L567,402.5625L565,402.5625L562,402.5625L560,402.5625L556,401.5625L552,401.5625L547,400.5625L541,399.5625L537,398.5625L532,398.5625L528,397.5625L522,396.5625L520,395.5625L517,395.5625L514,393.5625L511,392.5625L508,392.5625L503,390.5625L501,390.5625L498,389.5625L494,387.5625L491,386.5625L488,386.5625L485,385.5625L484,384.5625L481,383.5625L480,383.5625L478,382.5625L477,382.5625L475,380.5625L474,380.5625L473,379.5625L471,379.5625L470,378.5625L468,377.5625L464,376.5625L462,375.5625L460,374.5625L456,373.5625L454,372.5625L453,371.5625L451,370.5625L450,369.5625L448,368.5625L447,368.5625L446,367.5625L444,367.5625L443,365.5625L441,364.5625L440,363.5625L438,362.5625L436,361.5625L434,359.5625L433,359.5625L432,358.5625L431,357.5625L430,356.5625L429,356.5625L429,355.5625L428,354.5625L427,354.5625L426,352.5625L426,351.5625L424,350.5625L423,349.5625L421,347.5625L420,346.5625L418,344.5625L417,343.5625L416,342.5625L415,340.5625L415,339.5625L415,338.5625L414,337.5625L413,335.5625L413,334.5625L412,333.5625L412,333.5625L411,332.5625L410,330.5625L409,329.5625L408,328.5625L407,327.5625L406,326.5625L405,326.5625L405,325.5625L404,325.5625L404,324.5625L403,323.5625L403,322.5625L402,321.5625L401,321.5625L400,319.5625L400,318.5625L399,317.5625L398,316.5625L398,315.5625L397,314.5625L397,314.5625L397,314.5625L396,313.5625L396,312.5625L396,312.5625L395,312.5625L395,312.5625L395,312.5625L395,312.5625L395,311.5625L395,311.5625L395,311.5625L395,311.5625L394,310.5625L394,310.5625L393,309.5625L393,308.5625L392,308.5625L392,307.5625L392,307.5625L392,307.5625L392,307.5625L391,307.5625L391,307.5625L391,307.5625L391,307.5625L391,307.5625L391,307.5625L391,307.5625L391,307.5625L391,307.5625L391,307.5625L391,307.5625L391,307.5625L391,306.5625L391,306.5625L391,305.5625L390,303.5625L390,303.5625L389,303.5625L389,303.5625L389,303.5625L389,303.5625L389,303.5625L389,303.5625L389,303.5625L389,303.5625L389,303.5625L389,303.5625L389,303.5625L389,303.5625L389,303.5625L389,303.5625L389,303.5625L389,303.5625L389,303.5625L389,303.5625L389,303.5625L389,303.5625L389,303.5625L389,303.5625L389,303.5625L389,303.5625L389,303.5625L389,303.5625L389,303.5625L389,303.5625L389,304.5625L389,305.5625L389,307.5625L389,310.5625L389,315.5625L389,317.5625L389,318.5625L389,318.5625L389,318.5625L389,318.5625L389,318.5625L389,318.5625L389,318.5625L389,318.5625L389,318.5625L389,318.5625L389,318.5625L389,318.5625L389,318.5625L389,318.5625L389,318.5625L389,318.5625L389,318.5625L389,318.5625L389,318.5625L389,317.5625L392,314.5625L395,310.5625L399,306.5625L402,301.5625L404,299.5625L404,299.5625L404,299.5625L404,299.5625L404,299.5625L404,299.5625L404,299.5625L404,299.5625L404,299.5625L404,299.5625L404,299.5625L403,299.5625L402,299.5625L401,299.5625L396,300.5625L393,301.5625L389,303.5625L386,304.5625L384,304.5625L384,304.5625L384,304.5625L384,304.5625L384,304.5625L384,304.5625L384,304.5625L385,303.5625\" fill=\"none\" stroke=\"#000000\" vector-effect=\"non-scaling-stroke\" style=\"stroke-width: 1;\" class=\"core alignable sub egal-line\"></path></g><g id=\"drup_elem_50\" first-frame=\"4\" last-frame=\"10\" class=\"drupElem\" style=\"display: none;\"><path d=\"M572,415.5625L572,415.5625L572,415.5625L572,415.5625L572,415.5625L572,415.5625L572,415.5625L572,415.5625L572,415.5625L572,415.5625L572,415.5625L572,415.5625L572,415.5625L572,415.5625L572,415.5625L572,415.5625L572,415.5625L572,415.5625L572,415.5625L572,415.5625L571,415.5625L570,415.5625L570,415.5625L568,415.5625L567,415.5625L566,415.5625L565,415.5625L563,417.5625L562,418.5625L561,419.5625L560,421.5625L559,422.5625L559,423.5625L559,425.5625L559,426.5625L559,427.5625L560,428.5625L562,429.5625L562,430.5625L563,430.5625L565,429.5625L568,425.5625L570,423.5625L571,421.5625L572,420.5625L572,420.5625L572,420.5625L572,420.5625L572,420.5625L572,420.5625L572,420.5625L572,420.5625L572,420.5625L572,420.5625L572,420.5625L572,420.5625L572,420.5625L572,420.5625L572,419.5625L572,419.5625L572,419.5625L572,419.5625L572,419.5625L572,419.5625L572,419.5625L572,419.5625L572,419.5625L572,419.5625L572,419.5625L572,419.5625L572,419.5625L572,420.5625L572,425.5625L572,432.5625L572,440.5625L573,446.5625L574,451.5625L574,452.5625L574,452.5625L574,452.5625L574,452.5625L574,452.5625L574,452.5625L574,452.5625L574,452.5625L574,452.5625L574,451.5625L574,449.5625L574,448.5625\" fill=\"none\" stroke=\"green\" vector-effect=\"non-scaling-stroke\" style=\"stroke-width: 1;\" class=\"core alignable sub egal-line\"></path></g><g id=\"drup_elem_51\" first-frame=\"5\" last-frame=\"10\" class=\"drupElem\" style=\"display: none;\"><path d=\"M545,162.5625L545,162.5625L545,162.5625L545,162.5625L545,162.5625L545,162.5625L545,162.5625L545,162.5625L545,162.5625L545,162.5625L545,162.5625L545,162.5625L545,162.5625L545,162.5625L545,162.5625L545,162.5625L545,162.5625L545,162.5625L545,162.5625L545,162.5625L545,162.5625L545,162.5625L545,162.5625L545,162.5625L545,162.5625L545,162.5625L545,162.5625L545,162.5625L545,162.5625L545,162.5625L545,162.5625L545,162.5625L545,162.5625L544,163.5625L544,165.5625L543,167.5625L542,170.5625L542,172.5625L542,174.5625L542,177.5625L541,181.5625L541,182.5625L541,183.5625L541,183.5625L541,183.5625L542,183.5625L542,183.5625L543,182.5625L543,182.5625L543,182.5625L543,184.5625L543,189.5625L543,193.5625L543,195.5625L544,196.5625L545,196.5625L545,196.5625L547,196.5625L549,196.5625L550,195.5625L551,196.5625L551,198.5625L552,202.5625L552,203.5625L554,203.5625L556,203.5625L559,201.5625L562,200.5625L563,200.5625L564,200.5625L564,200.5625L564,201.5625L565,202.5625L566,203.5625L567,204.5625L569,204.5625L571,204.5625L571,204.5625L572,204.5625L572,204.5625L572,204.5625L573,205.5625L574,205.5625L575,205.5625L577,205.5625L578,204.5625L579,204.5625L579,204.5625L580,205.5625L580,205.5625L581,205.5625L582,205.5625L584,205.5625L587,204.5625L589,204.5625L591,202.5625L593,200.5625L596,198.5625L597,198.5625L598,197.5625L598,197.5625L598,197.5625L598,197.5625L598,197.5625L598,197.5625L598,197.5625L598,197.5625L598,197.5625L598,197.5625L598,197.5625L598,197.5625L598,197.5625L598,197.5625L598,197.5625L598,197.5625L598,197.5625L598,197.5625L598,197.5625L598,197.5625L599,195.5625L605,190.5625L609,187.5625L613,184.5625L616,183.5625L616,183.5625L616,183.5625L616,185.5625L617,187.5625L617,188.5625L620,188.5625L624,185.5625L627,183.5625L628,182.5625L629,182.5625L630,184.5625L632,186.5625L633,187.5625L634,187.5625L636,187.5625L638,187.5625L639,187.5625L640,187.5625L640,187.5625L642,189.5625L643,189.5625L644,189.5625L646,189.5625L648,189.5625L652,189.5625L655,188.5625L657,187.5625L658,186.5625L658,187.5625L658,189.5625L659,192.5625L660,193.5625L661,193.5625L661,193.5625L661,194.5625L661,194.5625L661,194.5625L661,194.5625L661,194.5625L661,194.5625L662,195.5625L663,195.5625L664,196.5625L665,197.5625L666,198.5625L668,199.5625L669,199.5625L672,199.5625L675,198.5625L678,197.5625L680,196.5625L682,196.5625L682,196.5625L682,199.5625L682,202.5625L682,203.5625L683,203.5625L685,203.5625L687,202.5625L689,202.5625L689,202.5625L689,202.5625L689,202.5625L689,202.5625L690,204.5625L690,206.5625L691,207.5625L693,207.5625L695,207.5625L697,206.5625L699,206.5625L700,206.5625L700,206.5625L701,206.5625L701,206.5625L702,206.5625L702,206.5625L703,206.5625L704,207.5625L704,207.5625L705,207.5625L705,208.5625L705,208.5625L707,208.5625L709,208.5625L712,206.5625L717,203.5625L718,202.5625L719,202.5625L720,202.5625L720,202.5625L720,203.5625L721,204.5625L721,204.5625L721,205.5625L722,206.5625L724,206.5625L726,204.5625L728,202.5625L729,201.5625L729,201.5625L729,201.5625L729,202.5625L729,203.5625L729,203.5625L729,203.5625L730,203.5625L731,202.5625L733,199.5625L738,193.5625L741,191.5625L742,191.5625L742,191.5625L743,193.5625L743,194.5625L744,194.5625L745,193.5625L748,190.5625L751,186.5625L753,184.5625L755,184.5625L755,184.5625L755,184.5625L755,184.5625L755,184.5625L755,184.5625L755,184.5625L755,184.5625L755,184.5625L755,184.5625L755,184.5625L755,184.5625L755,184.5625L756,184.5625L756,183.5625L757,182.5625L762,176.5625L766,173.5625L771,170.5625L777,167.5625L784,165.5625L787,166.5625L787,170.5625L787,174.5625L787,177.5625L787,178.5625L787,178.5625L787,178.5625L788,176.5625L792,173.5625L795,171.5625L796,171.5625L796,171.5625L797,171.5625L797,171.5625L798,171.5625L799,171.5625L799,171.5625L800,171.5625L801,171.5625L802,171.5625L803,171.5625L803,171.5625L804,171.5625L804,172.5625L804,172.5625L805,173.5625L805,174.5625L806,176.5625L807,177.5625L808,177.5625L809,178.5625L810,178.5625L811,178.5625L812,178.5625L813,178.5625L813,179.5625L814,179.5625L814,180.5625L815,181.5625L816,181.5625L818,182.5625L819,182.5625L821,182.5625L823,182.5625L824,182.5625L824,184.5625L825,186.5625L825,188.5625L826,190.5625L827,191.5625L827,191.5625L828,191.5625L830,191.5625L831,191.5625L831,191.5625L831,191.5625L832,192.5625L832,194.5625L834,196.5625L835,197.5625L836,197.5625L837,198.5625L840,198.5625L841,198.5625L843,198.5625L846,198.5625L849,198.5625L852,198.5625L854,199.5625L855,199.5625L856,200.5625L857,200.5625L857,200.5625L857,200.5625L857,200.5625L857,200.5625L858,200.5625L859,201.5625L859,202.5625L859,205.5625L860,207.5625L860,208.5625L860,208.5625L860,208.5625L861,208.5625L863,207.5625L866,205.5625L868,204.5625L869,204.5625L869,204.5625L869,206.5625L869,207.5625L869,208.5625L870,208.5625L871,208.5625L874,207.5625L877,204.5625L879,203.5625L880,203.5625L880,203.5625L880,205.5625L880,206.5625L880,207.5625L880,210.5625L880,211.5625L880,211.5625L881,211.5625L882,211.5625L885,209.5625L886,208.5625L887,208.5625L887,208.5625L888,210.5625L889,211.5625L889,211.5625L889,211.5625L890,211.5625L891,211.5625L892,210.5625L894,208.5625L896,207.5625L897,207.5625L897,207.5625L897,208.5625L897,209.5625L897,210.5625L898,210.5625L898,210.5625L900,210.5625L901,209.5625L905,206.5625L907,204.5625L909,203.5625L909,203.5625L909,204.5625L909,205.5625L910,206.5625L913,205.5625L919,200.5625L922,196.5625L925,193.5625L928,190.5625L930,188.5625L931,187.5625L931,187.5625L931,187.5625L931,187.5625L931,187.5625L931,187.5625L931,187.5625L932,186.5625L933,183.5625L934,180.5625L935,173.5625L935,170.5625L936,169.5625L936,169.5625L936,169.5625L936,168.5625L936,168.5625L936,167.5625L937,164.5625L937,162.5625L937,162.5625L936,162.5625L933,161.5625L933,161.5625L933,161.5625L933,160.5625L933,159.5625L933,154.5625L933,150.5625L933,147.5625L933,146.5625L932,145.5625L929,145.5625L927,145.5625L927,145.5625L927,145.5625L926,144.5625L925,139.5625L925,136.5625L924,133.5625L923,130.5625L923,129.5625L922,128.5625L922,127.5625L921,126.5625L920,123.5625L919,120.5625L918,117.5625L917,112.5625L916,108.5625L913,105.5625L912,104.5625L911,104.5625L909,104.5625L908,104.5625L908,104.5625L908,104.5625L907,102.5625L906,97.5625L904,94.5625L902,92.5625L901,91.5625L899,91.5625L897,90.5625L895,89.5625L894,89.5625L892,88.5625L890,87.5625L887,84.5625L885,80.5625L883,77.5625L881,74.5625L879,72.5625L876,71.5625L874,71.5625L872,71.5625L870,71.5625L867,71.5625L864,70.5625L862,69.5625L859,68.5625L856,66.5625L852,62.5625L849,59.5625L847,56.5625L844,55.5625L841,55.5625L838,56.5625L835,57.5625L833,58.5625L831,58.5625L829,58.5625L828,58.5625L826,58.5625L823,57.5625L821,57.5625L819,57.5625L815,60.5625L810,64.5625L804,68.5625L798,72.5625L796,72.5625L796,72.5625L795,72.5625L794,71.5625L793,69.5625L792,68.5625L791,68.5625L788,68.5625L785,68.5625L781,71.5625L774,76.5625L765,83.5625L760,87.5625L757,88.5625L757,89.5625L757,89.5625L757,88.5625L757,87.5625L757,85.5625L757,83.5625L757,82.5625L756,82.5625L754,85.5625L751,90.5625L746,96.5625L737,103.5625L731,108.5625L726,111.5625L724,111.5625L723,110.5625L723,105.5625L724,101.5625L724,100.5625L724,100.5625L724,100.5625L724,100.5625L724,100.5625L724,100.5625L722,100.5625L722,99.5625L721,99.5625L720,98.5625L718,97.5625L715,95.5625L713,94.5625L711,94.5625L709,94.5625L704,96.5625L701,96.5625L698,96.5625L696,96.5625L693,96.5625L689,95.5625L687,94.5625L687,94.5625L686,93.5625L685,92.5625L685,91.5625L684,90.5625L683,89.5625L683,88.5625L682,88.5625L682,87.5625L680,86.5625L679,86.5625L676,85.5625L675,84.5625L673,83.5625L671,83.5625L669,82.5625L667,81.5625L665,79.5625L663,78.5625L661,77.5625L659,77.5625L658,77.5625L656,78.5625L655,79.5625L654,79.5625L654,79.5625L654,79.5625L654,79.5625L654,79.5625L654,79.5625L654,79.5625L654,79.5625L654,79.5625L652,80.5625L648,83.5625L644,87.5625L643,87.5625L643,87.5625L643,87.5625L643,87.5625L643,87.5625L643,87.5625L643,87.5625L643,87.5625L643,87.5625L643,87.5625L642,86.5625L639,84.5625L637,83.5625L635,82.5625L632,81.5625L629,81.5625L622,81.5625L618,82.5625L614,84.5625L611,85.5625L608,86.5625L607,86.5625L606,86.5625L606,86.5625L606,86.5625L606,86.5625L606,86.5625L606,86.5625L606,86.5625L606,86.5625L605,86.5625L603,87.5625L601,89.5625L599,92.5625L596,94.5625L594,96.5625L593,96.5625L593,96.5625L593,96.5625L593,96.5625L593,96.5625L592,96.5625L591,96.5625L589,98.5625L587,100.5625L585,102.5625L583,105.5625L581,110.5625L580,111.5625L580,111.5625L580,111.5625L580,111.5625L580,111.5625L580,111.5625L580,111.5625L580,111.5625L579,113.5625L578,115.5625L576,118.5625L575,120.5625L574,121.5625L573,122.5625L573,122.5625L573,122.5625L573,122.5625L573,122.5625L573,122.5625L573,121.5625L573,121.5625L573,121.5625L573,121.5625L573,121.5625L572,123.5625L571,126.5625L568,131.5625L567,133.5625L567,133.5625L567,133.5625L567,133.5625L567,132.5625L567,131.5625L567,131.5625L567,131.5625L567,131.5625L567,131.5625L566,132.5625L565,135.5625L562,140.5625L558,144.5625L558,144.5625L558,144.5625L558,144.5625L558,144.5625L558,143.5625L558,142.5625L558,142.5625L558,142.5625L558,142.5625L558,143.5625L557,144.5625L557,144.5625L557,144.5625L557,144.5625L557,144.5625L557,144.5625L556,145.5625L556,145.5625L556,145.5625L556,145.5625L556,145.5625L556,145.5625L556,145.5625L556,145.5625L556,145.5625L556,145.5625L556,145.5625L556,146.5625L555,147.5625L554,149.5625L553,151.5625L553,152.5625L552,153.5625L551,155.5625L551,156.5625L550,157.5625L550,157.5625L550,157.5625L550,157.5625L550,157.5625L550,157.5625L550,157.5625L550,157.5625L550,156.5625L550,156.5625L550,156.5625L550,156.5625L550,156.5625L550,156.5625L550,156.5625L549,156.5625L549,156.5625L549,156.5625L549,156.5625L549,156.5625L549,156.5625L547,158.5625L544,161.5625L543,162.5625L543,162.5625L543,162.5625L543,162.5625\" fill=\"none\" stroke=\"red\" vector-effect=\"non-scaling-stroke\" style=\"stroke-width: 2;\" class=\"core alignable sub egal-line\"></path></g><g id=\"drup_elem_52\" first-frame=\"5\" last-frame=\"10\" class=\"drupElem\" style=\"display: none;\"><path d=\"M929,106.5625L929,106.5625L929,106.5625L929,106.5625L929,106.5625L929,106.5625L929,106.5625L929,106.5625L929,106.5625L929,107.5625L929,107.5625L929,107.5625L929,107.5625L929,107.5625L929,107.5625L929,107.5625L929,107.5625L930,107.5625L934,107.5625L938,106.5625L941,105.5625L943,104.5625L943,104.5625L944,104.5625L944,104.5625L944,104.5625L944,104.5625L944,104.5625L943,104.5625\" fill=\"none\" stroke=\"green\" vector-effect=\"non-scaling-stroke\" style=\"stroke-width: 1;\" class=\"core alignable sub egal-line\"></path></g><g id=\"drup_elem_53\" first-frame=\"5\" last-frame=\"10\" class=\"drupElem\" style=\"display: none;\"><path d=\"M968,97.5625L968,97.5625L968,97.5625L968,97.5625L968,96.5625L968,96.5625L968,96.5625L968,95.5625L968,94.5625L968,94.5625L968,93.5625L968,92.5625L967,91.5625L966,90.5625L965,90.5625L963,89.5625L962,89.5625L960,89.5625L959,90.5625L957,93.5625L955,98.5625L954,100.5625L954,102.5625L954,103.5625L956,104.5625L959,104.5625L961,104.5625L963,102.5625L965,96.5625L966,93.5625L967,91.5625L967,90.5625L967,90.5625L967,90.5625L967,90.5625L967,90.5625L967,90.5625L967,90.5625L967,94.5625L967,101.5625L966,109.5625L965,117.5625L965,125.5625L965,128.5625L965,129.5625L964,130.5625L964,130.5625L964,130.5625L964,130.5625L964,129.5625L964,127.5625\" fill=\"none\" stroke=\"green\" vector-effect=\"non-scaling-stroke\" style=\"stroke-width: 2;\" class=\"core alignable sub egal-line\"></path></g><g id=\"drup_elem_54\" first-frame=\"1\" last-frame=\"1\" class=\"drupElem\" style=\"display: none;\"><path d=\"M317,168.5625\" fill=\"none\" stroke=\"#000000\" vector-effect=\"non-scaling-stroke\" style=\"stroke-width: 1;\" class=\"core alignable sub egal-line\"></path></g></svg>"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {
    "slideshow": {
     "slide_type": "subslide"
    }
   },
   "source": [
    "### Transition-Based Parsing\n",
    "* learn to perform the right action / transition in a bottom-up left-right parser\n",
    "* Train classifiers $p(y|\\x)$ where $y$ is an action, and $\\x$ is solution built so far, and the remaining sentence\n"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {
    "slideshow": {
     "slide_type": "fragment"
    }
   },
   "source": [
    "Currently the state-of-the-art..."
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {
    "slideshow": {
     "slide_type": "subslide"
    }
   },
   "source": [
    "## Parsing State \n",
    "Akin to bottom up parsing for CFGs..."
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {
    "slideshow": {
     "slide_type": "subslide"
    }
   },
   "source": [
    "A token \n",
    "### Buffer\n",
    "of **remaining tokens**"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 4,
   "metadata": {
    "hidePrompt": true,
    "scrolled": false,
    "slideshow": {
     "slide_type": "-"
    }
   },
   "outputs": [
    {
     "data": {
      "text/html": [
       "<table><tr><td>buffer</td><td>stack</td><td>parse</td><td>action</td></tr>\n",
       "<tr><td>ROOT Economic news had little effect on financial markets .</td><td></td><td>\n",
       "    <div id='displacy5' style=\"overflow: scroll; width: 500px;\"></div>\n",
       "    <script>\n",
       "    $(function() {\n",
       "    requirejs.config({\n",
       "        paths: {\n",
       "            'displaCy': ['/files/node_modules/displacy/displacy'],\n",
       "                                                  // strip .js ^, require adds it back\n",
       "        },\n",
       "    });\n",
       "    require(['displaCy'], function() {\n",
       "        console.log(\"Loaded :)\");\n",
       "        const displacy = new displaCy('http://localhost:8000', {\n",
       "            container: '#displacy5',\n",
       "            format: 'spacy',\n",
       "            distance: 150,\n",
       "            offsetX: 0,\n",
       "            wordSpacing: 20,\n",
       "            arrowSpacing: 3,\n",
       "\n",
       "        });\n",
       "        const parse = {\n",
       "            arcs: [],\n",
       "            words: [{\"text\": \"ROOT\"}]\n",
       "        };\n",
       "\n",
       "        displacy.render(parse, {\n",
       "            uniqueId: 'render_displacy5'\n",
       "            //color: '#ff0000'\n",
       "        });\n",
       "        return {};\n",
       "    });\n",
       "    });\n",
       "    </script></td><td>INIT</td></tr></table>"
      ],
      "text/plain": [
       "<statnlpbook.transition.render_transitions_displacy.<locals>.Output at 0x7f14a101abe0>"
      ]
     },
     "execution_count": 4,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "render_transitions_displacy(transitions[0:1], tokenized_sentence)"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {
    "slideshow": {
     "slide_type": "subslide"
    }
   },
   "source": [
    "A token \n",
    "### Stack\n",
    "of earlier tokens to **attach to later**"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 5,
   "metadata": {
    "hidePrompt": true,
    "scrolled": true,
    "slideshow": {
     "slide_type": "-"
    }
   },
   "outputs": [
    {
     "data": {
      "text/html": [
       "<table><tr><td>buffer</td><td>stack</td><td>parse</td><td>action</td></tr>\n",
       "<tr><td>news had little effect on financial markets .</td><td>ROOT Economic</td><td>\n",
       "    <div id='displacy6' style=\"overflow: scroll; width: 500px;\"></div>\n",
       "    <script>\n",
       "    $(function() {\n",
       "    requirejs.config({\n",
       "        paths: {\n",
       "            'displaCy': ['/files/node_modules/displacy/displacy'],\n",
       "                                                  // strip .js ^, require adds it back\n",
       "        },\n",
       "    });\n",
       "    require(['displaCy'], function() {\n",
       "        console.log(\"Loaded :)\");\n",
       "        const displacy = new displaCy('http://localhost:8000', {\n",
       "            container: '#displacy6',\n",
       "            format: 'spacy',\n",
       "            distance: 150,\n",
       "            offsetX: 0,\n",
       "            wordSpacing: 20,\n",
       "            arrowSpacing: 3,\n",
       "\n",
       "        });\n",
       "        const parse = {\n",
       "            arcs: [],\n",
       "            words: [{\"text\": \"ROOT\"}, {\"text\": \"Economic\"}, {\"text\": \"news\"}]\n",
       "        };\n",
       "\n",
       "        displacy.render(parse, {\n",
       "            uniqueId: 'render_displacy6'\n",
       "            //color: '#ff0000'\n",
       "        });\n",
       "        return {};\n",
       "    });\n",
       "    });\n",
       "    </script></td><td>shift</td></tr></table>"
      ],
      "text/plain": [
       "<statnlpbook.transition.render_transitions_displacy.<locals>.Output at 0x7f14a101acc0>"
      ]
     },
     "execution_count": 5,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "render_transitions_displacy(transitions[2:3],tokenized_sentence)"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {
    "hidePrompt": false,
    "slideshow": {
     "slide_type": "subslide"
    }
   },
   "source": [
    "A current \n",
    "### Parse \n",
    "built so far"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 6,
   "metadata": {
    "hidePrompt": true,
    "slideshow": {
     "slide_type": "-"
    }
   },
   "outputs": [
    {
     "data": {
      "text/html": [
       "<table><tr><td>buffer</td><td>stack</td><td>parse</td><td>action</td></tr>\n",
       "<tr><td>on financial markets .</td><td>ROOT had effect</td><td>\n",
       "    <div id='displacy7' style=\"overflow: scroll; width: 500px;\"></div>\n",
       "    <script>\n",
       "    $(function() {\n",
       "    requirejs.config({\n",
       "        paths: {\n",
       "            'displaCy': ['/files/node_modules/displacy/displacy'],\n",
       "                                                  // strip .js ^, require adds it back\n",
       "        },\n",
       "    });\n",
       "    require(['displaCy'], function() {\n",
       "        console.log(\"Loaded :)\");\n",
       "        const displacy = new displaCy('http://localhost:8000', {\n",
       "            container: '#displacy7',\n",
       "            format: 'spacy',\n",
       "            distance: 150,\n",
       "            offsetX: 0,\n",
       "            wordSpacing: 20,\n",
       "            arrowSpacing: 3,\n",
       "\n",
       "        });\n",
       "        const parse = {\n",
       "            arcs: [{\"start\": 1, \"end\": 2, \"label\": \"amod\", \"dir\": \"left\"}, {\"start\": 0, \"end\": 3, \"label\": \"root\", \"dir\": \"right\"}, {\"start\": 4, \"end\": 5, \"label\": \"amod\", \"dir\": \"left\"}, {\"start\": 2, \"end\": 3, \"label\": \"nsubj\", \"dir\": \"left\"}, {\"start\": 3, \"end\": 5, \"label\": \"dobj\", \"dir\": \"right\"}],\n",
       "            words: [{\"text\": \"ROOT\"}, {\"text\": \"Economic\"}, {\"text\": \"news\"}, {\"text\": \"had\"}, {\"text\": \"little\"}, {\"text\": \"effect\"}, {\"text\": \"on\"}]\n",
       "        };\n",
       "\n",
       "        displacy.render(parse, {\n",
       "            uniqueId: 'render_displacy7'\n",
       "            //color: '#ff0000'\n",
       "        });\n",
       "        return {};\n",
       "    });\n",
       "    });\n",
       "    </script></td><td>rightArc-dobj</td></tr></table>"
      ],
      "text/plain": [
       "<statnlpbook.transition.render_transitions_displacy.<locals>.Output at 0x7f14a101afd0>"
      ]
     },
     "execution_count": 6,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "render_transitions_displacy(transitions[9:10], tokenized_sentence)"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {
    "hidePrompt": false,
    "slideshow": {
     "slide_type": "subslide"
    }
   },
   "source": [
    "We use the following \n",
    "### Actions"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {
    "slideshow": {
     "slide_type": "subslide"
    }
   },
   "source": [
    "### Shift\n",
    "\n",
    "push the word at the top of the buffer to the stack \n",
    "\n",
    "$$\n",
    "(S, i|B, A)\\rightarrow(S|i, B, A)\n",
    "$$"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 7,
   "metadata": {
    "hidePrompt": true,
    "scrolled": true,
    "slideshow": {
     "slide_type": "-"
    }
   },
   "outputs": [
    {
     "data": {
      "text/html": [
       "<table><tr><td>buffer</td><td>stack</td><td>parse</td><td>action</td></tr>\n",
       "<tr><td>ROOT Economic news had little effect on financial markets .</td><td></td><td>\n",
       "    <div id='displacy8' style=\"overflow: scroll; width: 500px;\"></div>\n",
       "    <script>\n",
       "    $(function() {\n",
       "    requirejs.config({\n",
       "        paths: {\n",
       "            'displaCy': ['/files/node_modules/displacy/displacy'],\n",
       "                                                  // strip .js ^, require adds it back\n",
       "        },\n",
       "    });\n",
       "    require(['displaCy'], function() {\n",
       "        console.log(\"Loaded :)\");\n",
       "        const displacy = new displaCy('http://localhost:8000', {\n",
       "            container: '#displacy8',\n",
       "            format: 'spacy',\n",
       "            distance: 150,\n",
       "            offsetX: 0,\n",
       "            wordSpacing: 20,\n",
       "            arrowSpacing: 3,\n",
       "\n",
       "        });\n",
       "        const parse = {\n",
       "            arcs: [],\n",
       "            words: [{\"text\": \"ROOT\"}]\n",
       "        };\n",
       "\n",
       "        displacy.render(parse, {\n",
       "            uniqueId: 'render_displacy8'\n",
       "            //color: '#ff0000'\n",
       "        });\n",
       "        return {};\n",
       "    });\n",
       "    });\n",
       "    </script></td><td>INIT</td></tr>\n",
       "<tr><td>Economic news had little effect on financial markets .</td><td>ROOT</td><td>\n",
       "    <div id='displacy9' style=\"overflow: scroll; width: 500px;\"></div>\n",
       "    <script>\n",
       "    $(function() {\n",
       "    requirejs.config({\n",
       "        paths: {\n",
       "            'displaCy': ['/files/node_modules/displacy/displacy'],\n",
       "                                                  // strip .js ^, require adds it back\n",
       "        },\n",
       "    });\n",
       "    require(['displaCy'], function() {\n",
       "        console.log(\"Loaded :)\");\n",
       "        const displacy = new displaCy('http://localhost:8000', {\n",
       "            container: '#displacy9',\n",
       "            format: 'spacy',\n",
       "            distance: 150,\n",
       "            offsetX: 0,\n",
       "            wordSpacing: 20,\n",
       "            arrowSpacing: 3,\n",
       "\n",
       "        });\n",
       "        const parse = {\n",
       "            arcs: [],\n",
       "            words: [{\"text\": \"ROOT\"}, {\"text\": \"Economic\"}]\n",
       "        };\n",
       "\n",
       "        displacy.render(parse, {\n",
       "            uniqueId: 'render_displacy9'\n",
       "            //color: '#ff0000'\n",
       "        });\n",
       "        return {};\n",
       "    });\n",
       "    });\n",
       "    </script></td><td>shift</td></tr></table>"
      ],
      "text/plain": [
       "<statnlpbook.transition.render_transitions_displacy.<locals>.Output at 0x7f14a0fce908>"
      ]
     },
     "execution_count": 7,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "render_transitions_displacy(transitions[0:2], tokenized_sentence)"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {
    "slideshow": {
     "slide_type": "subslide"
    }
   },
   "source": [
    "### Reduce\n",
    "\n",
    "pop the word at the top of the stack if it has a head \n",
    "\n",
    "$$\n",
    "(S|i, B, A)\\rightarrow(S, B, A)\n",
    "$$"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 8,
   "metadata": {
    "hidePrompt": true,
    "scrolled": false,
    "slideshow": {
     "slide_type": "-"
    }
   },
   "outputs": [
    {
     "data": {
      "text/html": [
       "<table><tr><td>buffer</td><td>stack</td><td>parse</td><td>action</td></tr>\n",
       "<tr><td>.</td><td>ROOT had effect on markets</td><td>\n",
       "    <div id='displacy10' style=\"overflow: scroll; width: 500px;\"></div>\n",
       "    <script>\n",
       "    $(function() {\n",
       "    requirejs.config({\n",
       "        paths: {\n",
       "            'displaCy': ['/files/node_modules/displacy/displacy'],\n",
       "                                                  // strip .js ^, require adds it back\n",
       "        },\n",
       "    });\n",
       "    require(['displaCy'], function() {\n",
       "        console.log(\"Loaded :)\");\n",
       "        const displacy = new displaCy('http://localhost:8000', {\n",
       "            container: '#displacy10',\n",
       "            format: 'spacy',\n",
       "            distance: 150,\n",
       "            offsetX: 0,\n",
       "            wordSpacing: 20,\n",
       "            arrowSpacing: 3,\n",
       "\n",
       "        });\n",
       "        const parse = {\n",
       "            arcs: [{\"start\": 2, \"end\": 3, \"label\": \"nsubj\", \"dir\": \"left\"}, {\"start\": 6, \"end\": 8, \"label\": \"pmod\", \"dir\": \"right\"}, {\"start\": 1, \"end\": 2, \"label\": \"amod\", \"dir\": \"left\"}, {\"start\": 7, \"end\": 8, \"label\": \"amod\", \"dir\": \"left\"}, {\"start\": 0, \"end\": 3, \"label\": \"root\", \"dir\": \"right\"}, {\"start\": 4, \"end\": 5, \"label\": \"amod\", \"dir\": \"left\"}, {\"start\": 5, \"end\": 6, \"label\": \"prep\", \"dir\": \"right\"}, {\"start\": 3, \"end\": 5, \"label\": \"dobj\", \"dir\": \"right\"}],\n",
       "            words: [{\"text\": \"ROOT\"}, {\"text\": \"Economic\"}, {\"text\": \"news\"}, {\"text\": \"had\"}, {\"text\": \"little\"}, {\"text\": \"effect\"}, {\"text\": \"on\"}, {\"text\": \"financial\"}, {\"text\": \"markets\"}, {\"text\": \".\"}]\n",
       "        };\n",
       "\n",
       "        displacy.render(parse, {\n",
       "            uniqueId: 'render_displacy10'\n",
       "            //color: '#ff0000'\n",
       "        });\n",
       "        return {};\n",
       "    });\n",
       "    });\n",
       "    </script></td><td>rightArc-pmod</td></tr>\n",
       "<tr><td>.</td><td>ROOT had effect on</td><td>\n",
       "    <div id='displacy11' style=\"overflow: scroll; width: 500px;\"></div>\n",
       "    <script>\n",
       "    $(function() {\n",
       "    requirejs.config({\n",
       "        paths: {\n",
       "            'displaCy': ['/files/node_modules/displacy/displacy'],\n",
       "                                                  // strip .js ^, require adds it back\n",
       "        },\n",
       "    });\n",
       "    require(['displaCy'], function() {\n",
       "        console.log(\"Loaded :)\");\n",
       "        const displacy = new displaCy('http://localhost:8000', {\n",
       "            container: '#displacy11',\n",
       "            format: 'spacy',\n",
       "            distance: 150,\n",
       "            offsetX: 0,\n",
       "            wordSpacing: 20,\n",
       "            arrowSpacing: 3,\n",
       "\n",
       "        });\n",
       "        const parse = {\n",
       "            arcs: [{\"start\": 2, \"end\": 3, \"label\": \"nsubj\", \"dir\": \"left\"}, {\"start\": 6, \"end\": 8, \"label\": \"pmod\", \"dir\": \"right\"}, {\"start\": 1, \"end\": 2, \"label\": \"amod\", \"dir\": \"left\"}, {\"start\": 7, \"end\": 8, \"label\": \"amod\", \"dir\": \"left\"}, {\"start\": 0, \"end\": 3, \"label\": \"root\", \"dir\": \"right\"}, {\"start\": 4, \"end\": 5, \"label\": \"amod\", \"dir\": \"left\"}, {\"start\": 5, \"end\": 6, \"label\": \"prep\", \"dir\": \"right\"}, {\"start\": 3, \"end\": 5, \"label\": \"dobj\", \"dir\": \"right\"}],\n",
       "            words: [{\"text\": \"ROOT\"}, {\"text\": \"Economic\"}, {\"text\": \"news\"}, {\"text\": \"had\"}, {\"text\": \"little\"}, {\"text\": \"effect\"}, {\"text\": \"on\"}, {\"text\": \"financial\"}, {\"text\": \"markets\"}, {\"text\": \".\"}]\n",
       "        };\n",
       "\n",
       "        displacy.render(parse, {\n",
       "            uniqueId: 'render_displacy11'\n",
       "            //color: '#ff0000'\n",
       "        });\n",
       "        return {};\n",
       "    });\n",
       "    });\n",
       "    </script></td><td>reduce</td></tr></table>"
      ],
      "text/plain": [
       "<statnlpbook.transition.render_transitions_displacy.<locals>.Output at 0x7f14a0fceb70>"
      ]
     },
     "execution_count": 8,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "render_transitions_displacy(transitions[13:15], tokenized_sentence)"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {
    "slideshow": {
     "slide_type": "subslide"
    }
   },
   "source": [
    "## rightArc-[label]\n",
    "\n",
    "add labeled arc from top of stack \\\\(i\\\\) to top of the buffer \\\\(j\\\\) \n",
    "\n",
    "$$\n",
    "(S|i, j|B, A) \\rightarrow (S|i|j, B, A\\cup\\{(i,j,l)\\})\n",
    "$$\n"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 9,
   "metadata": {
    "scrolled": true,
    "slideshow": {
     "slide_type": "-"
    }
   },
   "outputs": [
    {
     "data": {
      "text/html": [
       "<table><tr><td>buffer</td><td>stack</td><td>parse</td><td>action</td></tr>\n",
       "<tr><td>had little effect on financial markets .</td><td>ROOT</td><td>\n",
       "    <div id='displacy12' style=\"overflow: scroll; width: 500px;\"></div>\n",
       "    <script>\n",
       "    $(function() {\n",
       "    requirejs.config({\n",
       "        paths: {\n",
       "            'displaCy': ['/files/node_modules/displacy/displacy'],\n",
       "                                                  // strip .js ^, require adds it back\n",
       "        },\n",
       "    });\n",
       "    require(['displaCy'], function() {\n",
       "        console.log(\"Loaded :)\");\n",
       "        const displacy = new displaCy('http://localhost:8000', {\n",
       "            container: '#displacy12',\n",
       "            format: 'spacy',\n",
       "            distance: 150,\n",
       "            offsetX: 0,\n",
       "            wordSpacing: 20,\n",
       "            arrowSpacing: 3,\n",
       "\n",
       "        });\n",
       "        const parse = {\n",
       "            arcs: [{\"start\": 2, \"end\": 3, \"label\": \"nsubj\", \"dir\": \"left\"}, {\"start\": 1, \"end\": 2, \"label\": \"amod\", \"dir\": \"left\"}],\n",
       "            words: [{\"text\": \"ROOT\"}, {\"text\": \"Economic\"}, {\"text\": \"news\"}, {\"text\": \"had\"}]\n",
       "        };\n",
       "\n",
       "        displacy.render(parse, {\n",
       "            uniqueId: 'render_displacy12'\n",
       "            //color: '#ff0000'\n",
       "        });\n",
       "        return {};\n",
       "    });\n",
       "    });\n",
       "    </script></td><td>leftArc-nsubj</td></tr>\n",
       "<tr><td>little effect on financial markets .</td><td>ROOT had</td><td>\n",
       "    <div id='displacy13' style=\"overflow: scroll; width: 500px;\"></div>\n",
       "    <script>\n",
       "    $(function() {\n",
       "    requirejs.config({\n",
       "        paths: {\n",
       "            'displaCy': ['/files/node_modules/displacy/displacy'],\n",
       "                                                  // strip .js ^, require adds it back\n",
       "        },\n",
       "    });\n",
       "    require(['displaCy'], function() {\n",
       "        console.log(\"Loaded :)\");\n",
       "        const displacy = new displaCy('http://localhost:8000', {\n",
       "            container: '#displacy13',\n",
       "            format: 'spacy',\n",
       "            distance: 150,\n",
       "            offsetX: 0,\n",
       "            wordSpacing: 20,\n",
       "            arrowSpacing: 3,\n",
       "\n",
       "        });\n",
       "        const parse = {\n",
       "            arcs: [{\"start\": 0, \"end\": 3, \"label\": \"root\", \"dir\": \"right\"}, {\"start\": 2, \"end\": 3, \"label\": \"nsubj\", \"dir\": \"left\"}, {\"start\": 1, \"end\": 2, \"label\": \"amod\", \"dir\": \"left\"}],\n",
       "            words: [{\"text\": \"ROOT\"}, {\"text\": \"Economic\"}, {\"text\": \"news\"}, {\"text\": \"had\"}, {\"text\": \"little\"}]\n",
       "        };\n",
       "\n",
       "        displacy.render(parse, {\n",
       "            uniqueId: 'render_displacy13'\n",
       "            //color: '#ff0000'\n",
       "        });\n",
       "        return {};\n",
       "    });\n",
       "    });\n",
       "    </script></td><td>rightArc-root</td></tr></table>"
      ],
      "text/plain": [
       "<statnlpbook.transition.render_transitions_displacy.<locals>.Output at 0x7f14a101ab70>"
      ]
     },
     "execution_count": 9,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "render_transitions_displacy(transitions[5:7], tokenized_sentence)"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {
    "slideshow": {
     "slide_type": "subslide"
    }
   },
   "source": [
    "### leftArc-[label] \n",
    "\n",
    "add labeled arc from top of buffer, \\\\(j\\\\), to top of stack, \\\\(i\\\\), if \\\\(i\\\\) has no head \n",
    "\n",
    "$$\n",
    "(S|i, j|B, A) \\rightarrow (S, j|B, A\\cup\\{(j,i,l)\\})\n",
    "$$\n"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 10,
   "metadata": {
    "scrolled": true,
    "slideshow": {
     "slide_type": "-"
    }
   },
   "outputs": [
    {
     "data": {
      "text/html": [
       "<table><tr><td>buffer</td><td>stack</td><td>parse</td><td>action</td></tr>\n",
       "<tr><td>news had little effect on financial markets .</td><td>ROOT Economic</td><td>\n",
       "    <div id='displacy14' style=\"overflow: scroll; width: 500px;\"></div>\n",
       "    <script>\n",
       "    $(function() {\n",
       "    requirejs.config({\n",
       "        paths: {\n",
       "            'displaCy': ['/files/node_modules/displacy/displacy'],\n",
       "                                                  // strip .js ^, require adds it back\n",
       "        },\n",
       "    });\n",
       "    require(['displaCy'], function() {\n",
       "        console.log(\"Loaded :)\");\n",
       "        const displacy = new displaCy('http://localhost:8000', {\n",
       "            container: '#displacy14',\n",
       "            format: 'spacy',\n",
       "            distance: 150,\n",
       "            offsetX: 0,\n",
       "            wordSpacing: 20,\n",
       "            arrowSpacing: 3,\n",
       "\n",
       "        });\n",
       "        const parse = {\n",
       "            arcs: [],\n",
       "            words: [{\"text\": \"ROOT\"}, {\"text\": \"Economic\"}, {\"text\": \"news\"}]\n",
       "        };\n",
       "\n",
       "        displacy.render(parse, {\n",
       "            uniqueId: 'render_displacy14'\n",
       "            //color: '#ff0000'\n",
       "        });\n",
       "        return {};\n",
       "    });\n",
       "    });\n",
       "    </script></td><td>shift</td></tr>\n",
       "<tr><td>news had little effect on financial markets .</td><td>ROOT</td><td>\n",
       "    <div id='displacy15' style=\"overflow: scroll; width: 500px;\"></div>\n",
       "    <script>\n",
       "    $(function() {\n",
       "    requirejs.config({\n",
       "        paths: {\n",
       "            'displaCy': ['/files/node_modules/displacy/displacy'],\n",
       "                                                  // strip .js ^, require adds it back\n",
       "        },\n",
       "    });\n",
       "    require(['displaCy'], function() {\n",
       "        console.log(\"Loaded :)\");\n",
       "        const displacy = new displaCy('http://localhost:8000', {\n",
       "            container: '#displacy15',\n",
       "            format: 'spacy',\n",
       "            distance: 150,\n",
       "            offsetX: 0,\n",
       "            wordSpacing: 20,\n",
       "            arrowSpacing: 3,\n",
       "\n",
       "        });\n",
       "        const parse = {\n",
       "            arcs: [{\"start\": 1, \"end\": 2, \"label\": \"amod\", \"dir\": \"left\"}],\n",
       "            words: [{\"text\": \"ROOT\"}, {\"text\": \"Economic\"}, {\"text\": \"news\"}]\n",
       "        };\n",
       "\n",
       "        displacy.render(parse, {\n",
       "            uniqueId: 'render_displacy15'\n",
       "            //color: '#ff0000'\n",
       "        });\n",
       "        return {};\n",
       "    });\n",
       "    });\n",
       "    </script></td><td>leftArc-amod</td></tr></table>"
      ],
      "text/plain": [
       "<statnlpbook.transition.render_transitions_displacy.<locals>.Output at 0x7f14a101aa90>"
      ]
     },
     "execution_count": 10,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "render_transitions_displacy(transitions[2:4], tokenized_sentence)"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {
    "slideshow": {
     "slide_type": "subslide"
    }
   },
   "source": [
    "## Full Example"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 11,
   "metadata": {
    "scrolled": true,
    "slideshow": {
     "slide_type": "-"
    }
   },
   "outputs": [
    {
     "data": {
      "text/html": [
       "<table><tr><td>buffer</td><td>stack</td><td>parse</td><td>action</td></tr>\n",
       "<tr><td>ROOT Economic news had little effect on financial markets .</td><td></td><td>\n",
       "    <div id='displacy16' style=\"overflow: scroll; width: 500px;\"></div>\n",
       "    <script>\n",
       "    $(function() {\n",
       "    requirejs.config({\n",
       "        paths: {\n",
       "            'displaCy': ['/files/node_modules/displacy/displacy'],\n",
       "                                                  // strip .js ^, require adds it back\n",
       "        },\n",
       "    });\n",
       "    require(['displaCy'], function() {\n",
       "        console.log(\"Loaded :)\");\n",
       "        const displacy = new displaCy('http://localhost:8000', {\n",
       "            container: '#displacy16',\n",
       "            format: 'spacy',\n",
       "            distance: 150,\n",
       "            offsetX: 0,\n",
       "            wordSpacing: 20,\n",
       "            arrowSpacing: 3,\n",
       "\n",
       "        });\n",
       "        const parse = {\n",
       "            arcs: [],\n",
       "            words: [{\"text\": \"ROOT\"}]\n",
       "        };\n",
       "\n",
       "        displacy.render(parse, {\n",
       "            uniqueId: 'render_displacy16'\n",
       "            //color: '#ff0000'\n",
       "        });\n",
       "        return {};\n",
       "    });\n",
       "    });\n",
       "    </script></td><td>INIT</td></tr>\n",
       "<tr><td>Economic news had little effect on financial markets .</td><td>ROOT</td><td>\n",
       "    <div id='displacy17' style=\"overflow: scroll; width: 500px;\"></div>\n",
       "    <script>\n",
       "    $(function() {\n",
       "    requirejs.config({\n",
       "        paths: {\n",
       "            'displaCy': ['/files/node_modules/displacy/displacy'],\n",
       "                                                  // strip .js ^, require adds it back\n",
       "        },\n",
       "    });\n",
       "    require(['displaCy'], function() {\n",
       "        console.log(\"Loaded :)\");\n",
       "        const displacy = new displaCy('http://localhost:8000', {\n",
       "            container: '#displacy17',\n",
       "            format: 'spacy',\n",
       "            distance: 150,\n",
       "            offsetX: 0,\n",
       "            wordSpacing: 20,\n",
       "            arrowSpacing: 3,\n",
       "\n",
       "        });\n",
       "        const parse = {\n",
       "            arcs: [],\n",
       "            words: [{\"text\": \"ROOT\"}, {\"text\": \"Economic\"}]\n",
       "        };\n",
       "\n",
       "        displacy.render(parse, {\n",
       "            uniqueId: 'render_displacy17'\n",
       "            //color: '#ff0000'\n",
       "        });\n",
       "        return {};\n",
       "    });\n",
       "    });\n",
       "    </script></td><td>shift</td></tr>\n",
       "<tr><td>news had little effect on financial markets .</td><td>ROOT Economic</td><td>\n",
       "    <div id='displacy18' style=\"overflow: scroll; width: 500px;\"></div>\n",
       "    <script>\n",
       "    $(function() {\n",
       "    requirejs.config({\n",
       "        paths: {\n",
       "            'displaCy': ['/files/node_modules/displacy/displacy'],\n",
       "                                                  // strip .js ^, require adds it back\n",
       "        },\n",
       "    });\n",
       "    require(['displaCy'], function() {\n",
       "        console.log(\"Loaded :)\");\n",
       "        const displacy = new displaCy('http://localhost:8000', {\n",
       "            container: '#displacy18',\n",
       "            format: 'spacy',\n",
       "            distance: 150,\n",
       "            offsetX: 0,\n",
       "            wordSpacing: 20,\n",
       "            arrowSpacing: 3,\n",
       "\n",
       "        });\n",
       "        const parse = {\n",
       "            arcs: [],\n",
       "            words: [{\"text\": \"ROOT\"}, {\"text\": \"Economic\"}, {\"text\": \"news\"}]\n",
       "        };\n",
       "\n",
       "        displacy.render(parse, {\n",
       "            uniqueId: 'render_displacy18'\n",
       "            //color: '#ff0000'\n",
       "        });\n",
       "        return {};\n",
       "    });\n",
       "    });\n",
       "    </script></td><td>shift</td></tr>\n",
       "<tr><td>news had little effect on financial markets .</td><td>ROOT</td><td>\n",
       "    <div id='displacy19' style=\"overflow: scroll; width: 500px;\"></div>\n",
       "    <script>\n",
       "    $(function() {\n",
       "    requirejs.config({\n",
       "        paths: {\n",
       "            'displaCy': ['/files/node_modules/displacy/displacy'],\n",
       "                                                  // strip .js ^, require adds it back\n",
       "        },\n",
       "    });\n",
       "    require(['displaCy'], function() {\n",
       "        console.log(\"Loaded :)\");\n",
       "        const displacy = new displaCy('http://localhost:8000', {\n",
       "            container: '#displacy19',\n",
       "            format: 'spacy',\n",
       "            distance: 150,\n",
       "            offsetX: 0,\n",
       "            wordSpacing: 20,\n",
       "            arrowSpacing: 3,\n",
       "\n",
       "        });\n",
       "        const parse = {\n",
       "            arcs: [{\"start\": 1, \"end\": 2, \"label\": \"amod\", \"dir\": \"left\"}],\n",
       "            words: [{\"text\": \"ROOT\"}, {\"text\": \"Economic\"}, {\"text\": \"news\"}]\n",
       "        };\n",
       "\n",
       "        displacy.render(parse, {\n",
       "            uniqueId: 'render_displacy19'\n",
       "            //color: '#ff0000'\n",
       "        });\n",
       "        return {};\n",
       "    });\n",
       "    });\n",
       "    </script></td><td>leftArc-amod</td></tr>\n",
       "<tr><td>had little effect on financial markets .</td><td>ROOT news</td><td>\n",
       "    <div id='displacy20' style=\"overflow: scroll; width: 500px;\"></div>\n",
       "    <script>\n",
       "    $(function() {\n",
       "    requirejs.config({\n",
       "        paths: {\n",
       "            'displaCy': ['/files/node_modules/displacy/displacy'],\n",
       "                                                  // strip .js ^, require adds it back\n",
       "        },\n",
       "    });\n",
       "    require(['displaCy'], function() {\n",
       "        console.log(\"Loaded :)\");\n",
       "        const displacy = new displaCy('http://localhost:8000', {\n",
       "            container: '#displacy20',\n",
       "            format: 'spacy',\n",
       "            distance: 150,\n",
       "            offsetX: 0,\n",
       "            wordSpacing: 20,\n",
       "            arrowSpacing: 3,\n",
       "\n",
       "        });\n",
       "        const parse = {\n",
       "            arcs: [{\"start\": 1, \"end\": 2, \"label\": \"amod\", \"dir\": \"left\"}],\n",
       "            words: [{\"text\": \"ROOT\"}, {\"text\": \"Economic\"}, {\"text\": \"news\"}, {\"text\": \"had\"}]\n",
       "        };\n",
       "\n",
       "        displacy.render(parse, {\n",
       "            uniqueId: 'render_displacy20'\n",
       "            //color: '#ff0000'\n",
       "        });\n",
       "        return {};\n",
       "    });\n",
       "    });\n",
       "    </script></td><td>shift</td></tr>\n",
       "<tr><td>had little effect on financial markets .</td><td>ROOT</td><td>\n",
       "    <div id='displacy21' style=\"overflow: scroll; width: 500px;\"></div>\n",
       "    <script>\n",
       "    $(function() {\n",
       "    requirejs.config({\n",
       "        paths: {\n",
       "            'displaCy': ['/files/node_modules/displacy/displacy'],\n",
       "                                                  // strip .js ^, require adds it back\n",
       "        },\n",
       "    });\n",
       "    require(['displaCy'], function() {\n",
       "        console.log(\"Loaded :)\");\n",
       "        const displacy = new displaCy('http://localhost:8000', {\n",
       "            container: '#displacy21',\n",
       "            format: 'spacy',\n",
       "            distance: 150,\n",
       "            offsetX: 0,\n",
       "            wordSpacing: 20,\n",
       "            arrowSpacing: 3,\n",
       "\n",
       "        });\n",
       "        const parse = {\n",
       "            arcs: [{\"start\": 2, \"end\": 3, \"label\": \"nsubj\", \"dir\": \"left\"}, {\"start\": 1, \"end\": 2, \"label\": \"amod\", \"dir\": \"left\"}],\n",
       "            words: [{\"text\": \"ROOT\"}, {\"text\": \"Economic\"}, {\"text\": \"news\"}, {\"text\": \"had\"}]\n",
       "        };\n",
       "\n",
       "        displacy.render(parse, {\n",
       "            uniqueId: 'render_displacy21'\n",
       "            //color: '#ff0000'\n",
       "        });\n",
       "        return {};\n",
       "    });\n",
       "    });\n",
       "    </script></td><td>leftArc-nsubj</td></tr>\n",
       "<tr><td>little effect on financial markets .</td><td>ROOT had</td><td>\n",
       "    <div id='displacy22' style=\"overflow: scroll; width: 500px;\"></div>\n",
       "    <script>\n",
       "    $(function() {\n",
       "    requirejs.config({\n",
       "        paths: {\n",
       "            'displaCy': ['/files/node_modules/displacy/displacy'],\n",
       "                                                  // strip .js ^, require adds it back\n",
       "        },\n",
       "    });\n",
       "    require(['displaCy'], function() {\n",
       "        console.log(\"Loaded :)\");\n",
       "        const displacy = new displaCy('http://localhost:8000', {\n",
       "            container: '#displacy22',\n",
       "            format: 'spacy',\n",
       "            distance: 150,\n",
       "            offsetX: 0,\n",
       "            wordSpacing: 20,\n",
       "            arrowSpacing: 3,\n",
       "\n",
       "        });\n",
       "        const parse = {\n",
       "            arcs: [{\"start\": 0, \"end\": 3, \"label\": \"root\", \"dir\": \"right\"}, {\"start\": 2, \"end\": 3, \"label\": \"nsubj\", \"dir\": \"left\"}, {\"start\": 1, \"end\": 2, \"label\": \"amod\", \"dir\": \"left\"}],\n",
       "            words: [{\"text\": \"ROOT\"}, {\"text\": \"Economic\"}, {\"text\": \"news\"}, {\"text\": \"had\"}, {\"text\": \"little\"}]\n",
       "        };\n",
       "\n",
       "        displacy.render(parse, {\n",
       "            uniqueId: 'render_displacy22'\n",
       "            //color: '#ff0000'\n",
       "        });\n",
       "        return {};\n",
       "    });\n",
       "    });\n",
       "    </script></td><td>rightArc-root</td></tr>\n",
       "<tr><td>effect on financial markets .</td><td>ROOT had little</td><td>\n",
       "    <div id='displacy23' style=\"overflow: scroll; width: 500px;\"></div>\n",
       "    <script>\n",
       "    $(function() {\n",
       "    requirejs.config({\n",
       "        paths: {\n",
       "            'displaCy': ['/files/node_modules/displacy/displacy'],\n",
       "                                                  // strip .js ^, require adds it back\n",
       "        },\n",
       "    });\n",
       "    require(['displaCy'], function() {\n",
       "        console.log(\"Loaded :)\");\n",
       "        const displacy = new displaCy('http://localhost:8000', {\n",
       "            container: '#displacy23',\n",
       "            format: 'spacy',\n",
       "            distance: 150,\n",
       "            offsetX: 0,\n",
       "            wordSpacing: 20,\n",
       "            arrowSpacing: 3,\n",
       "\n",
       "        });\n",
       "        const parse = {\n",
       "            arcs: [{\"start\": 0, \"end\": 3, \"label\": \"root\", \"dir\": \"right\"}, {\"start\": 2, \"end\": 3, \"label\": \"nsubj\", \"dir\": \"left\"}, {\"start\": 1, \"end\": 2, \"label\": \"amod\", \"dir\": \"left\"}],\n",
       "            words: [{\"text\": \"ROOT\"}, {\"text\": \"Economic\"}, {\"text\": \"news\"}, {\"text\": \"had\"}, {\"text\": \"little\"}, {\"text\": \"effect\"}]\n",
       "        };\n",
       "\n",
       "        displacy.render(parse, {\n",
       "            uniqueId: 'render_displacy23'\n",
       "            //color: '#ff0000'\n",
       "        });\n",
       "        return {};\n",
       "    });\n",
       "    });\n",
       "    </script></td><td>shift</td></tr>\n",
       "<tr><td>effect on financial markets .</td><td>ROOT had</td><td>\n",
       "    <div id='displacy24' style=\"overflow: scroll; width: 500px;\"></div>\n",
       "    <script>\n",
       "    $(function() {\n",
       "    requirejs.config({\n",
       "        paths: {\n",
       "            'displaCy': ['/files/node_modules/displacy/displacy'],\n",
       "                                                  // strip .js ^, require adds it back\n",
       "        },\n",
       "    });\n",
       "    require(['displaCy'], function() {\n",
       "        console.log(\"Loaded :)\");\n",
       "        const displacy = new displaCy('http://localhost:8000', {\n",
       "            container: '#displacy24',\n",
       "            format: 'spacy',\n",
       "            distance: 150,\n",
       "            offsetX: 0,\n",
       "            wordSpacing: 20,\n",
       "            arrowSpacing: 3,\n",
       "\n",
       "        });\n",
       "        const parse = {\n",
       "            arcs: [{\"start\": 0, \"end\": 3, \"label\": \"root\", \"dir\": \"right\"}, {\"start\": 4, \"end\": 5, \"label\": \"amod\", \"dir\": \"left\"}, {\"start\": 2, \"end\": 3, \"label\": \"nsubj\", \"dir\": \"left\"}, {\"start\": 1, \"end\": 2, \"label\": \"amod\", \"dir\": \"left\"}],\n",
       "            words: [{\"text\": \"ROOT\"}, {\"text\": \"Economic\"}, {\"text\": \"news\"}, {\"text\": \"had\"}, {\"text\": \"little\"}, {\"text\": \"effect\"}]\n",
       "        };\n",
       "\n",
       "        displacy.render(parse, {\n",
       "            uniqueId: 'render_displacy24'\n",
       "            //color: '#ff0000'\n",
       "        });\n",
       "        return {};\n",
       "    });\n",
       "    });\n",
       "    </script></td><td>leftArc-amod</td></tr>\n",
       "<tr><td>on financial markets .</td><td>ROOT had effect</td><td>\n",
       "    <div id='displacy25' style=\"overflow: scroll; width: 500px;\"></div>\n",
       "    <script>\n",
       "    $(function() {\n",
       "    requirejs.config({\n",
       "        paths: {\n",
       "            'displaCy': ['/files/node_modules/displacy/displacy'],\n",
       "                                                  // strip .js ^, require adds it back\n",
       "        },\n",
       "    });\n",
       "    require(['displaCy'], function() {\n",
       "        console.log(\"Loaded :)\");\n",
       "        const displacy = new displaCy('http://localhost:8000', {\n",
       "            container: '#displacy25',\n",
       "            format: 'spacy',\n",
       "            distance: 150,\n",
       "            offsetX: 0,\n",
       "            wordSpacing: 20,\n",
       "            arrowSpacing: 3,\n",
       "\n",
       "        });\n",
       "        const parse = {\n",
       "            arcs: [{\"start\": 1, \"end\": 2, \"label\": \"amod\", \"dir\": \"left\"}, {\"start\": 0, \"end\": 3, \"label\": \"root\", \"dir\": \"right\"}, {\"start\": 4, \"end\": 5, \"label\": \"amod\", \"dir\": \"left\"}, {\"start\": 2, \"end\": 3, \"label\": \"nsubj\", \"dir\": \"left\"}, {\"start\": 3, \"end\": 5, \"label\": \"dobj\", \"dir\": \"right\"}],\n",
       "            words: [{\"text\": \"ROOT\"}, {\"text\": \"Economic\"}, {\"text\": \"news\"}, {\"text\": \"had\"}, {\"text\": \"little\"}, {\"text\": \"effect\"}, {\"text\": \"on\"}]\n",
       "        };\n",
       "\n",
       "        displacy.render(parse, {\n",
       "            uniqueId: 'render_displacy25'\n",
       "            //color: '#ff0000'\n",
       "        });\n",
       "        return {};\n",
       "    });\n",
       "    });\n",
       "    </script></td><td>rightArc-dobj</td></tr>\n",
       "<tr><td>financial markets .</td><td>ROOT had effect on</td><td>\n",
       "    <div id='displacy26' style=\"overflow: scroll; width: 500px;\"></div>\n",
       "    <script>\n",
       "    $(function() {\n",
       "    requirejs.config({\n",
       "        paths: {\n",
       "            'displaCy': ['/files/node_modules/displacy/displacy'],\n",
       "                                                  // strip .js ^, require adds it back\n",
       "        },\n",
       "    });\n",
       "    require(['displaCy'], function() {\n",
       "        console.log(\"Loaded :)\");\n",
       "        const displacy = new displaCy('http://localhost:8000', {\n",
       "            container: '#displacy26',\n",
       "            format: 'spacy',\n",
       "            distance: 150,\n",
       "            offsetX: 0,\n",
       "            wordSpacing: 20,\n",
       "            arrowSpacing: 3,\n",
       "\n",
       "        });\n",
       "        const parse = {\n",
       "            arcs: [{\"start\": 5, \"end\": 6, \"label\": \"prep\", \"dir\": \"right\"}, {\"start\": 1, \"end\": 2, \"label\": \"amod\", \"dir\": \"left\"}, {\"start\": 0, \"end\": 3, \"label\": \"root\", \"dir\": \"right\"}, {\"start\": 4, \"end\": 5, \"label\": \"amod\", \"dir\": \"left\"}, {\"start\": 2, \"end\": 3, \"label\": \"nsubj\", \"dir\": \"left\"}, {\"start\": 3, \"end\": 5, \"label\": \"dobj\", \"dir\": \"right\"}],\n",
       "            words: [{\"text\": \"ROOT\"}, {\"text\": \"Economic\"}, {\"text\": \"news\"}, {\"text\": \"had\"}, {\"text\": \"little\"}, {\"text\": \"effect\"}, {\"text\": \"on\"}, {\"text\": \"financial\"}]\n",
       "        };\n",
       "\n",
       "        displacy.render(parse, {\n",
       "            uniqueId: 'render_displacy26'\n",
       "            //color: '#ff0000'\n",
       "        });\n",
       "        return {};\n",
       "    });\n",
       "    });\n",
       "    </script></td><td>rightArc-prep</td></tr>\n",
       "<tr><td>markets .</td><td>ROOT had effect on financial</td><td>\n",
       "    <div id='displacy27' style=\"overflow: scroll; width: 500px;\"></div>\n",
       "    <script>\n",
       "    $(function() {\n",
       "    requirejs.config({\n",
       "        paths: {\n",
       "            'displaCy': ['/files/node_modules/displacy/displacy'],\n",
       "                                                  // strip .js ^, require adds it back\n",
       "        },\n",
       "    });\n",
       "    require(['displaCy'], function() {\n",
       "        console.log(\"Loaded :)\");\n",
       "        const displacy = new displaCy('http://localhost:8000', {\n",
       "            container: '#displacy27',\n",
       "            format: 'spacy',\n",
       "            distance: 150,\n",
       "            offsetX: 0,\n",
       "            wordSpacing: 20,\n",
       "            arrowSpacing: 3,\n",
       "\n",
       "        });\n",
       "        const parse = {\n",
       "            arcs: [{\"start\": 5, \"end\": 6, \"label\": \"prep\", \"dir\": \"right\"}, {\"start\": 1, \"end\": 2, \"label\": \"amod\", \"dir\": \"left\"}, {\"start\": 0, \"end\": 3, \"label\": \"root\", \"dir\": \"right\"}, {\"start\": 4, \"end\": 5, \"label\": \"amod\", \"dir\": \"left\"}, {\"start\": 2, \"end\": 3, \"label\": \"nsubj\", \"dir\": \"left\"}, {\"start\": 3, \"end\": 5, \"label\": \"dobj\", \"dir\": \"right\"}],\n",
       "            words: [{\"text\": \"ROOT\"}, {\"text\": \"Economic\"}, {\"text\": \"news\"}, {\"text\": \"had\"}, {\"text\": \"little\"}, {\"text\": \"effect\"}, {\"text\": \"on\"}, {\"text\": \"financial\"}, {\"text\": \"markets\"}]\n",
       "        };\n",
       "\n",
       "        displacy.render(parse, {\n",
       "            uniqueId: 'render_displacy27'\n",
       "            //color: '#ff0000'\n",
       "        });\n",
       "        return {};\n",
       "    });\n",
       "    });\n",
       "    </script></td><td>shift</td></tr>\n",
       "<tr><td>markets .</td><td>ROOT had effect on</td><td>\n",
       "    <div id='displacy28' style=\"overflow: scroll; width: 500px;\"></div>\n",
       "    <script>\n",
       "    $(function() {\n",
       "    requirejs.config({\n",
       "        paths: {\n",
       "            'displaCy': ['/files/node_modules/displacy/displacy'],\n",
       "                                                  // strip .js ^, require adds it back\n",
       "        },\n",
       "    });\n",
       "    require(['displaCy'], function() {\n",
       "        console.log(\"Loaded :)\");\n",
       "        const displacy = new displaCy('http://localhost:8000', {\n",
       "            container: '#displacy28',\n",
       "            format: 'spacy',\n",
       "            distance: 150,\n",
       "            offsetX: 0,\n",
       "            wordSpacing: 20,\n",
       "            arrowSpacing: 3,\n",
       "\n",
       "        });\n",
       "        const parse = {\n",
       "            arcs: [{\"start\": 2, \"end\": 3, \"label\": \"nsubj\", \"dir\": \"left\"}, {\"start\": 1, \"end\": 2, \"label\": \"amod\", \"dir\": \"left\"}, {\"start\": 7, \"end\": 8, \"label\": \"amod\", \"dir\": \"left\"}, {\"start\": 0, \"end\": 3, \"label\": \"root\", \"dir\": \"right\"}, {\"start\": 4, \"end\": 5, \"label\": \"amod\", \"dir\": \"left\"}, {\"start\": 5, \"end\": 6, \"label\": \"prep\", \"dir\": \"right\"}, {\"start\": 3, \"end\": 5, \"label\": \"dobj\", \"dir\": \"right\"}],\n",
       "            words: [{\"text\": \"ROOT\"}, {\"text\": \"Economic\"}, {\"text\": \"news\"}, {\"text\": \"had\"}, {\"text\": \"little\"}, {\"text\": \"effect\"}, {\"text\": \"on\"}, {\"text\": \"financial\"}, {\"text\": \"markets\"}]\n",
       "        };\n",
       "\n",
       "        displacy.render(parse, {\n",
       "            uniqueId: 'render_displacy28'\n",
       "            //color: '#ff0000'\n",
       "        });\n",
       "        return {};\n",
       "    });\n",
       "    });\n",
       "    </script></td><td>leftArc-amod</td></tr>\n",
       "<tr><td>.</td><td>ROOT had effect on markets</td><td>\n",
       "    <div id='displacy29' style=\"overflow: scroll; width: 500px;\"></div>\n",
       "    <script>\n",
       "    $(function() {\n",
       "    requirejs.config({\n",
       "        paths: {\n",
       "            'displaCy': ['/files/node_modules/displacy/displacy'],\n",
       "                                                  // strip .js ^, require adds it back\n",
       "        },\n",
       "    });\n",
       "    require(['displaCy'], function() {\n",
       "        console.log(\"Loaded :)\");\n",
       "        const displacy = new displaCy('http://localhost:8000', {\n",
       "            container: '#displacy29',\n",
       "            format: 'spacy',\n",
       "            distance: 150,\n",
       "            offsetX: 0,\n",
       "            wordSpacing: 20,\n",
       "            arrowSpacing: 3,\n",
       "\n",
       "        });\n",
       "        const parse = {\n",
       "            arcs: [{\"start\": 2, \"end\": 3, \"label\": \"nsubj\", \"dir\": \"left\"}, {\"start\": 6, \"end\": 8, \"label\": \"pmod\", \"dir\": \"right\"}, {\"start\": 1, \"end\": 2, \"label\": \"amod\", \"dir\": \"left\"}, {\"start\": 7, \"end\": 8, \"label\": \"amod\", \"dir\": \"left\"}, {\"start\": 0, \"end\": 3, \"label\": \"root\", \"dir\": \"right\"}, {\"start\": 4, \"end\": 5, \"label\": \"amod\", \"dir\": \"left\"}, {\"start\": 5, \"end\": 6, \"label\": \"prep\", \"dir\": \"right\"}, {\"start\": 3, \"end\": 5, \"label\": \"dobj\", \"dir\": \"right\"}],\n",
       "            words: [{\"text\": \"ROOT\"}, {\"text\": \"Economic\"}, {\"text\": \"news\"}, {\"text\": \"had\"}, {\"text\": \"little\"}, {\"text\": \"effect\"}, {\"text\": \"on\"}, {\"text\": \"financial\"}, {\"text\": \"markets\"}, {\"text\": \".\"}]\n",
       "        };\n",
       "\n",
       "        displacy.render(parse, {\n",
       "            uniqueId: 'render_displacy29'\n",
       "            //color: '#ff0000'\n",
       "        });\n",
       "        return {};\n",
       "    });\n",
       "    });\n",
       "    </script></td><td>rightArc-pmod</td></tr>\n",
       "<tr><td>.</td><td>ROOT had effect on</td><td>\n",
       "    <div id='displacy30' style=\"overflow: scroll; width: 500px;\"></div>\n",
       "    <script>\n",
       "    $(function() {\n",
       "    requirejs.config({\n",
       "        paths: {\n",
       "            'displaCy': ['/files/node_modules/displacy/displacy'],\n",
       "                                                  // strip .js ^, require adds it back\n",
       "        },\n",
       "    });\n",
       "    require(['displaCy'], function() {\n",
       "        console.log(\"Loaded :)\");\n",
       "        const displacy = new displaCy('http://localhost:8000', {\n",
       "            container: '#displacy30',\n",
       "            format: 'spacy',\n",
       "            distance: 150,\n",
       "            offsetX: 0,\n",
       "            wordSpacing: 20,\n",
       "            arrowSpacing: 3,\n",
       "\n",
       "        });\n",
       "        const parse = {\n",
       "            arcs: [{\"start\": 2, \"end\": 3, \"label\": \"nsubj\", \"dir\": \"left\"}, {\"start\": 6, \"end\": 8, \"label\": \"pmod\", \"dir\": \"right\"}, {\"start\": 1, \"end\": 2, \"label\": \"amod\", \"dir\": \"left\"}, {\"start\": 7, \"end\": 8, \"label\": \"amod\", \"dir\": \"left\"}, {\"start\": 0, \"end\": 3, \"label\": \"root\", \"dir\": \"right\"}, {\"start\": 4, \"end\": 5, \"label\": \"amod\", \"dir\": \"left\"}, {\"start\": 5, \"end\": 6, \"label\": \"prep\", \"dir\": \"right\"}, {\"start\": 3, \"end\": 5, \"label\": \"dobj\", \"dir\": \"right\"}],\n",
       "            words: [{\"text\": \"ROOT\"}, {\"text\": \"Economic\"}, {\"text\": \"news\"}, {\"text\": \"had\"}, {\"text\": \"little\"}, {\"text\": \"effect\"}, {\"text\": \"on\"}, {\"text\": \"financial\"}, {\"text\": \"markets\"}, {\"text\": \".\"}]\n",
       "        };\n",
       "\n",
       "        displacy.render(parse, {\n",
       "            uniqueId: 'render_displacy30'\n",
       "            //color: '#ff0000'\n",
       "        });\n",
       "        return {};\n",
       "    });\n",
       "    });\n",
       "    </script></td><td>reduce</td></tr>\n",
       "<tr><td>.</td><td>ROOT had effect</td><td>\n",
       "    <div id='displacy31' style=\"overflow: scroll; width: 500px;\"></div>\n",
       "    <script>\n",
       "    $(function() {\n",
       "    requirejs.config({\n",
       "        paths: {\n",
       "            'displaCy': ['/files/node_modules/displacy/displacy'],\n",
       "                                                  // strip .js ^, require adds it back\n",
       "        },\n",
       "    });\n",
       "    require(['displaCy'], function() {\n",
       "        console.log(\"Loaded :)\");\n",
       "        const displacy = new displaCy('http://localhost:8000', {\n",
       "            container: '#displacy31',\n",
       "            format: 'spacy',\n",
       "            distance: 150,\n",
       "            offsetX: 0,\n",
       "            wordSpacing: 20,\n",
       "            arrowSpacing: 3,\n",
       "\n",
       "        });\n",
       "        const parse = {\n",
       "            arcs: [{\"start\": 2, \"end\": 3, \"label\": \"nsubj\", \"dir\": \"left\"}, {\"start\": 6, \"end\": 8, \"label\": \"pmod\", \"dir\": \"right\"}, {\"start\": 1, \"end\": 2, \"label\": \"amod\", \"dir\": \"left\"}, {\"start\": 7, \"end\": 8, \"label\": \"amod\", \"dir\": \"left\"}, {\"start\": 0, \"end\": 3, \"label\": \"root\", \"dir\": \"right\"}, {\"start\": 4, \"end\": 5, \"label\": \"amod\", \"dir\": \"left\"}, {\"start\": 5, \"end\": 6, \"label\": \"prep\", \"dir\": \"right\"}, {\"start\": 3, \"end\": 5, \"label\": \"dobj\", \"dir\": \"right\"}],\n",
       "            words: [{\"text\": \"ROOT\"}, {\"text\": \"Economic\"}, {\"text\": \"news\"}, {\"text\": \"had\"}, {\"text\": \"little\"}, {\"text\": \"effect\"}, {\"text\": \"on\"}, {\"text\": \"financial\"}, {\"text\": \"markets\"}, {\"text\": \".\"}]\n",
       "        };\n",
       "\n",
       "        displacy.render(parse, {\n",
       "            uniqueId: 'render_displacy31'\n",
       "            //color: '#ff0000'\n",
       "        });\n",
       "        return {};\n",
       "    });\n",
       "    });\n",
       "    </script></td><td>reduce</td></tr>\n",
       "<tr><td>.</td><td>ROOT had</td><td>\n",
       "    <div id='displacy32' style=\"overflow: scroll; width: 500px;\"></div>\n",
       "    <script>\n",
       "    $(function() {\n",
       "    requirejs.config({\n",
       "        paths: {\n",
       "            'displaCy': ['/files/node_modules/displacy/displacy'],\n",
       "                                                  // strip .js ^, require adds it back\n",
       "        },\n",
       "    });\n",
       "    require(['displaCy'], function() {\n",
       "        console.log(\"Loaded :)\");\n",
       "        const displacy = new displaCy('http://localhost:8000', {\n",
       "            container: '#displacy32',\n",
       "            format: 'spacy',\n",
       "            distance: 150,\n",
       "            offsetX: 0,\n",
       "            wordSpacing: 20,\n",
       "            arrowSpacing: 3,\n",
       "\n",
       "        });\n",
       "        const parse = {\n",
       "            arcs: [{\"start\": 2, \"end\": 3, \"label\": \"nsubj\", \"dir\": \"left\"}, {\"start\": 6, \"end\": 8, \"label\": \"pmod\", \"dir\": \"right\"}, {\"start\": 1, \"end\": 2, \"label\": \"amod\", \"dir\": \"left\"}, {\"start\": 7, \"end\": 8, \"label\": \"amod\", \"dir\": \"left\"}, {\"start\": 0, \"end\": 3, \"label\": \"root\", \"dir\": \"right\"}, {\"start\": 4, \"end\": 5, \"label\": \"amod\", \"dir\": \"left\"}, {\"start\": 5, \"end\": 6, \"label\": \"prep\", \"dir\": \"right\"}, {\"start\": 3, \"end\": 5, \"label\": \"dobj\", \"dir\": \"right\"}],\n",
       "            words: [{\"text\": \"ROOT\"}, {\"text\": \"Economic\"}, {\"text\": \"news\"}, {\"text\": \"had\"}, {\"text\": \"little\"}, {\"text\": \"effect\"}, {\"text\": \"on\"}, {\"text\": \"financial\"}, {\"text\": \"markets\"}, {\"text\": \".\"}]\n",
       "        };\n",
       "\n",
       "        displacy.render(parse, {\n",
       "            uniqueId: 'render_displacy32'\n",
       "            //color: '#ff0000'\n",
       "        });\n",
       "        return {};\n",
       "    });\n",
       "    });\n",
       "    </script></td><td>reduce</td></tr>\n",
       "<tr><td>.</td><td>ROOT</td><td>\n",
       "    <div id='displacy33' style=\"overflow: scroll; width: 500px;\"></div>\n",
       "    <script>\n",
       "    $(function() {\n",
       "    requirejs.config({\n",
       "        paths: {\n",
       "            'displaCy': ['/files/node_modules/displacy/displacy'],\n",
       "                                                  // strip .js ^, require adds it back\n",
       "        },\n",
       "    });\n",
       "    require(['displaCy'], function() {\n",
       "        console.log(\"Loaded :)\");\n",
       "        const displacy = new displaCy('http://localhost:8000', {\n",
       "            container: '#displacy33',\n",
       "            format: 'spacy',\n",
       "            distance: 150,\n",
       "            offsetX: 0,\n",
       "            wordSpacing: 20,\n",
       "            arrowSpacing: 3,\n",
       "\n",
       "        });\n",
       "        const parse = {\n",
       "            arcs: [{\"start\": 2, \"end\": 3, \"label\": \"nsubj\", \"dir\": \"left\"}, {\"start\": 6, \"end\": 8, \"label\": \"pmod\", \"dir\": \"right\"}, {\"start\": 1, \"end\": 2, \"label\": \"amod\", \"dir\": \"left\"}, {\"start\": 7, \"end\": 8, \"label\": \"amod\", \"dir\": \"left\"}, {\"start\": 0, \"end\": 3, \"label\": \"root\", \"dir\": \"right\"}, {\"start\": 4, \"end\": 5, \"label\": \"amod\", \"dir\": \"left\"}, {\"start\": 5, \"end\": 6, \"label\": \"prep\", \"dir\": \"right\"}, {\"start\": 3, \"end\": 5, \"label\": \"dobj\", \"dir\": \"right\"}],\n",
       "            words: [{\"text\": \"ROOT\"}, {\"text\": \"Economic\"}, {\"text\": \"news\"}, {\"text\": \"had\"}, {\"text\": \"little\"}, {\"text\": \"effect\"}, {\"text\": \"on\"}, {\"text\": \"financial\"}, {\"text\": \"markets\"}, {\"text\": \".\"}]\n",
       "        };\n",
       "\n",
       "        displacy.render(parse, {\n",
       "            uniqueId: 'render_displacy33'\n",
       "            //color: '#ff0000'\n",
       "        });\n",
       "        return {};\n",
       "    });\n",
       "    });\n",
       "    </script></td><td>reduce</td></tr>\n",
       "<tr><td></td><td>ROOT .</td><td>\n",
       "    <div id='displacy34' style=\"overflow: scroll; width: 500px;\"></div>\n",
       "    <script>\n",
       "    $(function() {\n",
       "    requirejs.config({\n",
       "        paths: {\n",
       "            'displaCy': ['/files/node_modules/displacy/displacy'],\n",
       "                                                  // strip .js ^, require adds it back\n",
       "        },\n",
       "    });\n",
       "    require(['displaCy'], function() {\n",
       "        console.log(\"Loaded :)\");\n",
       "        const displacy = new displaCy('http://localhost:8000', {\n",
       "            container: '#displacy34',\n",
       "            format: 'spacy',\n",
       "            distance: 150,\n",
       "            offsetX: 0,\n",
       "            wordSpacing: 20,\n",
       "            arrowSpacing: 3,\n",
       "\n",
       "        });\n",
       "        const parse = {\n",
       "            arcs: [{\"start\": 2, \"end\": 3, \"label\": \"nsubj\", \"dir\": \"left\"}, {\"start\": 3, \"end\": 5, \"label\": \"dobj\", \"dir\": \"right\"}, {\"start\": 1, \"end\": 2, \"label\": \"amod\", \"dir\": \"left\"}, {\"start\": 6, \"end\": 8, \"label\": \"pmod\", \"dir\": \"right\"}, {\"start\": 7, \"end\": 8, \"label\": \"amod\", \"dir\": \"left\"}, {\"start\": 0, \"end\": 3, \"label\": \"root\", \"dir\": \"right\"}, {\"start\": 4, \"end\": 5, \"label\": \"amod\", \"dir\": \"left\"}, {\"start\": 5, \"end\": 6, \"label\": \"prep\", \"dir\": \"right\"}, {\"start\": 0, \"end\": 9, \"label\": \"p\", \"dir\": \"right\"}],\n",
       "            words: [{\"text\": \"ROOT\"}, {\"text\": \"Economic\"}, {\"text\": \"news\"}, {\"text\": \"had\"}, {\"text\": \"little\"}, {\"text\": \"effect\"}, {\"text\": \"on\"}, {\"text\": \"financial\"}, {\"text\": \"markets\"}, {\"text\": \".\"}]\n",
       "        };\n",
       "\n",
       "        displacy.render(parse, {\n",
       "            uniqueId: 'render_displacy34'\n",
       "            //color: '#ff0000'\n",
       "        });\n",
       "        return {};\n",
       "    });\n",
       "    });\n",
       "    </script></td><td>rightArc-p</td></tr>\n",
       "<tr><td></td><td>ROOT .</td><td>\n",
       "    <div id='displacy35' style=\"overflow: scroll; width: 500px;\"></div>\n",
       "    <script>\n",
       "    $(function() {\n",
       "    requirejs.config({\n",
       "        paths: {\n",
       "            'displaCy': ['/files/node_modules/displacy/displacy'],\n",
       "                                                  // strip .js ^, require adds it back\n",
       "        },\n",
       "    });\n",
       "    require(['displaCy'], function() {\n",
       "        console.log(\"Loaded :)\");\n",
       "        const displacy = new displaCy('http://localhost:8000', {\n",
       "            container: '#displacy35',\n",
       "            format: 'spacy',\n",
       "            distance: 150,\n",
       "            offsetX: 0,\n",
       "            wordSpacing: 20,\n",
       "            arrowSpacing: 3,\n",
       "\n",
       "        });\n",
       "        const parse = {\n",
       "            arcs: [{\"start\": 2, \"end\": 3, \"label\": \"nsubj\", \"dir\": \"left\"}, {\"start\": 3, \"end\": 5, \"label\": \"dobj\", \"dir\": \"right\"}, {\"start\": 1, \"end\": 2, \"label\": \"amod\", \"dir\": \"left\"}, {\"start\": 6, \"end\": 8, \"label\": \"pmod\", \"dir\": \"right\"}, {\"start\": 7, \"end\": 8, \"label\": \"amod\", \"dir\": \"left\"}, {\"start\": 0, \"end\": 3, \"label\": \"root\", \"dir\": \"right\"}, {\"start\": 4, \"end\": 5, \"label\": \"amod\", \"dir\": \"left\"}, {\"start\": 5, \"end\": 6, \"label\": \"prep\", \"dir\": \"right\"}, {\"start\": 0, \"end\": 9, \"label\": \"p\", \"dir\": \"right\"}],\n",
       "            words: [{\"text\": \"ROOT\"}, {\"text\": \"Economic\"}, {\"text\": \"news\"}, {\"text\": \"had\"}, {\"text\": \"little\"}, {\"text\": \"effect\"}, {\"text\": \"on\"}, {\"text\": \"financial\"}, {\"text\": \"markets\"}, {\"text\": \".\"}]\n",
       "        };\n",
       "\n",
       "        displacy.render(parse, {\n",
       "            uniqueId: 'render_displacy35'\n",
       "            //color: '#ff0000'\n",
       "        });\n",
       "        return {};\n",
       "    });\n",
       "    });\n",
       "    </script></td><td>TERMINAL</td></tr></table>"
      ],
      "text/plain": [
       "<statnlpbook.transition.render_transitions_displacy.<locals>.Output at 0x7f14a101ad30>"
      ]
     },
     "execution_count": 11,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "render_transitions_displacy(transitions[:], tokenized_sentence)"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {
    "slideshow": {
     "slide_type": "slide"
    }
   },
   "source": [
    "## Machine Learning\n",
    "\n",
    "How to decide what action to take? \n",
    "\n",
    "* Learn a discriminative classifier $p(y | \\x)$ where \n",
    "   * $\\x$ is a representation of buffer, stack and parse. \n",
    "   * $y$ is the action to choose\n",
    "* Current state-of-the-art systems use neural networks as classifiers (e.g. Parsey McParseFace)\n",
    "* Use **greedy search** or **beam search** to find the highest scoring sequence of steps"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {
    "slideshow": {
     "slide_type": "slide"
    }
   },
   "source": [
    "## Summary\n",
    "\n",
    "* Dependency parsing predicts word-to-word dependencies \n",
    "* simpler annotations\n",
    "* faster parsing\n",
    "* sufficient for most down-stream applications"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {
    "slideshow": {
     "slide_type": "slide"
    }
   },
   "source": [
    "## Background Material\n",
    "\n",
    "* [EACL 2014 tutorial](http://stp.lingfil.uu.se/~nivre/eacl14.html)\n",
    "* Jurafsky & Martin, [Speech and Language Processing (Third Edition)](https://web.stanford.edu/~jurafsky/slp3/ed3book.pdf): Chapter 13, Dependency Parsing."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {},
   "outputs": [],
   "source": []
  }
 ],
 "metadata": {
  "celltoolbar": "Hide code",
  "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": "3.6.2"
  }
 },
 "nbformat": 4,
 "nbformat_minor": 1
}