Midi_with__LSTM.ipynb

{
  "nbformat": 4,
  "nbformat_minor": 0,
  "metadata": {
    "colab": {
      "name": "Midi_with_ LSTM.ipynb",
      "provenance": [],
      "collapsed_sections": [],
      "toc_visible": true
    },
    "kernelspec": {
      "name": "python3",
      "display_name": "Python 3"
    },
    "accelerator": "GPU"
  },
  "cells": [
    {
      "cell_type": "markdown",
      "metadata": {
        "id": "62lRvyhTr8fr",
        "colab_type": "text"
      },
      "source": [
        "We will train a LSTM network\n",
        "\n",
        "all the midis are here:\n",
        "\n",
        "https://github.com/sebamacchia/MIDIs/tree/master/classics/satie\n",
        "\n"
      ]
    },
    {
      "cell_type": "code",
      "metadata": {
        "id": "VWLbnNnb0bnA",
        "colab_type": "code",
        "outputId": "6d9cd541-c831-4471-8acc-6f3e5d5d7329",
        "colab": {
          "base_uri": "https://localhost:8080/",
          "height": 34
        }
      },
      "source": [
        "# dependencies\n",
        "import numpy as np\n",
        "import pandas as pd \n",
        "\n",
        "# Listing current data on our folder.\n",
        "import os\n",
        "print(os.listdir(\".\"))"
      ],
      "execution_count": 1,
      "outputs": [
        {
          "output_type": "stream",
          "text": [
            "['.config', 'sample_data']\n"
          ],
          "name": "stdout"
        }
      ]
    },
    {
      "cell_type": "markdown",
      "metadata": {
        "id": "N314qsdmySpa",
        "colab_type": "text"
      },
      "source": [
        "#Clone github with MIDI files"
      ]
    },
    {
      "cell_type": "code",
      "metadata": {
        "id": "H3yVlsnoxmZs",
        "colab_type": "code",
        "outputId": "3420a8a4-2585-4c8c-804f-1c7fa1cd858b",
        "colab": {
          "base_uri": "https://localhost:8080/",
          "height": 119
        }
      },
      "source": [
        "!git clone https://github.com/sebamacchia/MIDIs.git\n",
        "\n",
        "#git@github.com:sebamacchia/MIDIs.git"
      ],
      "execution_count": 2,
      "outputs": [
        {
          "output_type": "stream",
          "text": [
            "Cloning into 'MIDIs'...\n",
            "remote: Enumerating objects: 59866, done.\u001b[K\n",
            "remote: Total 59866 (delta 0), reused 0 (delta 0), pack-reused 59866\n",
            "Receiving objects: 100% (59866/59866), 532.87 MiB | 25.25 MiB/s, done.\n",
            "Resolving deltas: 100% (595/595), done.\n",
            "Checking out files: 100% (60260/60260), done.\n"
          ],
          "name": "stdout"
        }
      ]
    },
    {
      "cell_type": "markdown",
      "metadata": {
        "id": "Bj82tS6Z0OgV",
        "colab_type": "text"
      },
      "source": [
        "So we have in the file folder all the MIDI files\n",
        "\n",
        "Let's analyze one of the songs, the best known:\n",
        "Gymnopedie number one.\n",
        "\n",
        "For that we will use the Music21 library.\n"
      ]
    },
    {
      "cell_type": "code",
      "metadata": {
        "id": "soPuIOjK0taD",
        "colab_type": "code",
        "outputId": "43f0c118-03ef-4de5-e96c-fdc98a3cea09",
        "colab": {
          "base_uri": "https://localhost:8080/",
          "height": 34
        }
      },
      "source": [
        "from music21 import converter, corpus, instrument, midi, note, chord, pitch\n",
        "\n",
        "file_path = \"/content/MIDIs/deepsatie/allthemidis\"\n",
        "\n",
        "\n",
        "def open_midi(midi_path, remove_drums):\n",
        "    # There is an one-line method to read MIDIs\n",
        "    # but to remove the drums we need to manipulate some\n",
        "    # low level MIDI events.\n",
        "    mf = midi.MidiFile()\n",
        "    mf.open(midi_path)\n",
        "    mf.read()\n",
        "    mf.close()\n",
        "    if (remove_drums):\n",
        "        for i in range(len(mf.tracks)):\n",
        "            mf.tracks[i].events = [ev for ev in mf.tracks[i].events if ev.channel != 10]          \n",
        "\n",
        "    return midi.translate.midiFileToStream(mf)\n",
        "    \n",
        "base_midi = open_midi((file_path+'/'+ \"gymnopedie_1dery.mid\"), True)\n",
        "base_midi"
      ],
      "execution_count": 3,
      "outputs": [
        {
          "output_type": "execute_result",
          "data": {
            "text/plain": [
              "<music21.stream.Score 0x7f5d24875b00>"
            ]
          },
          "metadata": {
            "tags": []
          },
          "execution_count": 3
        }
      ]
    },
    {
      "cell_type": "markdown",
      "metadata": {
        "id": "O0WPAJfw1y6Y",
        "colab_type": "text"
      },
      "source": [
        "## we start by listing the instruments\n"
      ]
    },
    {
      "cell_type": "code",
      "metadata": {
        "id": "0_9QHusE12HG",
        "colab_type": "code",
        "outputId": "48b78de5-6d7f-4978-f3e5-5c3e0cde7175",
        "colab": {
          "base_uri": "https://localhost:8080/",
          "height": 68
        }
      },
      "source": [
        "def list_instruments(midi):\n",
        "    partStream = midi.parts.stream()\n",
        "    print(\"Lista de instrumentos:\")\n",
        "    for p in partStream:\n",
        "        aux = p\n",
        "        print (p.partName)\n",
        "\n",
        "list_instruments(base_midi)"
      ],
      "execution_count": 4,
      "outputs": [
        {
          "output_type": "stream",
          "text": [
            "Lista de instrumentos:\n",
            "Piano\n",
            "Piano\n"
          ],
          "name": "stdout"
        }
      ]
    },
    {
      "cell_type": "markdown",
      "metadata": {
        "id": "KnwzOfGq2KfF",
        "colab_type": "text"
      },
      "source": [
        "it has two piano tracks"
      ]
    },
    {
      "cell_type": "markdown",
      "metadata": {
        "id": "khVN8AVR6jKd",
        "colab_type": "text"
      },
      "source": [
        "#What about the score?"
      ]
    },
    {
      "cell_type": "code",
      "metadata": {
        "id": "P_7cLxep6IYz",
        "colab_type": "code",
        "colab": {}
      },
      "source": [
        "from IPython.core.display import display, HTML, Javascript\n",
        "import json, random\n",
        "def showScore(score):\n",
        "    xml = open(score.write('musicxml')).read()\n",
        "    showMusicXML(xml)\n",
        "    \n",
        "def showMusicXML(xml):\n",
        "    DIV_ID = \"OSMD-div-\"+str(random.randint(0,1000000))\n",
        "    print(\"DIV_ID\", DIV_ID)\n",
        "    display(HTML('<div id=\"'+DIV_ID+'\">loading OpenSheetMusicDisplay</div>'))\n",
        "    \n",
        "    print('xml length:', len(xml))\n",
        "\n",
        "    script = \"\"\"\n",
        "    console.log(\"loadOSMD()\");\n",
        "    function loadOSMD() { \n",
        "        return new Promise(function(resolve, reject){\n",
        "\n",
        "            if (window.opensheetmusicdisplay) {\n",
        "                console.log(\"already loaded\")\n",
        "                return resolve(window.opensheetmusicdisplay)\n",
        "            }\n",
        "            console.log(\"loading osmd for the first time\")\n",
        "            // OSMD script has a 'define' call which conflicts with requirejs\n",
        "            var _define = window.define // save the define object \n",
        "            window.define = undefined // now the loaded script will ignore requirejs\n",
        "            var s = document.createElement( 'script' );\n",
        "            s.setAttribute( 'src', \"https://cdn.jsdelivr.net/npm/opensheetmusicdisplay@0.3.1/build/opensheetmusicdisplay.min.js\" );\n",
        "            //s.setAttribute( 'src', \"/custom/opensheetmusicdisplay.js\" );\n",
        "            s.onload=function(){\n",
        "                window.define = _define\n",
        "                console.log(\"loaded OSMD for the first time\",opensheetmusicdisplay)\n",
        "                resolve(opensheetmusicdisplay);\n",
        "            };\n",
        "            document.body.appendChild( s ); // browser will try to load the new script tag\n",
        "        }) \n",
        "    }\n",
        "    loadOSMD().then((OSMD)=>{\n",
        "        console.log(\"loaded OSMD\",OSMD)\n",
        "        var div_id = \"{{DIV_ID}}\";\n",
        "            console.log(div_id)\n",
        "        window.openSheetMusicDisplay = new OSMD.OpenSheetMusicDisplay(div_id);\n",
        "        openSheetMusicDisplay\n",
        "            .load({{data}})\n",
        "            .then(\n",
        "              function() {\n",
        "                console.log(\"rendering data\")\n",
        "                openSheetMusicDisplay.render();\n",
        "              }\n",
        "            );\n",
        "    })\n",
        "    \"\"\".replace('{{DIV_ID}}',DIV_ID).replace('{{data}}',json.dumps(xml))\n",
        "    display(Javascript(script))\n",
        "    return DIV_ID"
      ],
      "execution_count": 0,
      "outputs": []
    },
    {
      "cell_type": "code",
      "metadata": {
        "id": "uSZ-iVNs6Ssg",
        "colab_type": "code",
        "outputId": "4f07ca68-6b98-48fa-ecca-928c8b372aad",
        "colab": {
          "base_uri": "https://localhost:8080/",
          "height": 1000
        }
      },
      "source": [
        "showScore(base_midi)"
      ],
      "execution_count": 0,
      "outputs": [
        {
          "output_type": "stream",
          "text": [
            "DIV_ID OSMD-div-367435\n"
          ],
          "name": "stdout"
        },
        {
          "output_type": "display_data",
          "data": {
            "text/html": [
              "<div id=\"OSMD-div-367435\">loading OpenSheetMusicDisplay</div>"
            ],
            "text/plain": [
              "<IPython.core.display.HTML object>"
            ]
          },
          "metadata": {
            "tags": []
          }
        },
        {
          "output_type": "stream",
          "text": [
            "xml length: 148740\n"
          ],
          "name": "stdout"
        },
        {
          "output_type": "display_data",
          "data": {
            "application/javascript": [
              "\n",
              "    console.log(\"loadOSMD()\");\n",
              "    function loadOSMD() { \n",
              "        return new Promise(function(resolve, reject){\n",
              "\n",
              "            if (window.opensheetmusicdisplay) {\n",
              "                console.log(\"already loaded\")\n",
              "                return resolve(window.opensheetmusicdisplay)\n",
              "            }\n",
              "            console.log(\"loading osmd for the first time\")\n",
              "            // OSMD script has a 'define' call which conflicts with requirejs\n",
              "            var _define = window.define // save the define object \n",
              "            window.define = undefined // now the loaded script will ignore requirejs\n",
              "            var s = document.createElement( 'script' );\n",
              "            s.setAttribute( 'src', \"https://cdn.jsdelivr.net/npm/opensheetmusicdisplay@0.3.1/build/opensheetmusicdisplay.min.js\" );\n",
              "            //s.setAttribute( 'src', \"/custom/opensheetmusicdisplay.js\" );\n",
              "            s.onload=function(){\n",
              "                window.define = _define\n",
              "                console.log(\"loaded OSMD for the first time\",opensheetmusicdisplay)\n",
              "                resolve(opensheetmusicdisplay);\n",
              "            };\n",
              "            document.body.appendChild( s ); // browser will try to load the new script tag\n",
              "        }) \n",
              "    }\n",
              "    loadOSMD().then((OSMD)=>{\n",
              "        console.log(\"loaded OSMD\",OSMD)\n",
              "        var div_id = \"OSMD-div-367435\";\n",
              "            console.log(div_id)\n",
              "        window.openSheetMusicDisplay = new OSMD.OpenSheetMusicDisplay(div_id);\n",
              "        openSheetMusicDisplay\n",
              "            .load(\"<?xml version=\\\"1.0\\\" encoding=\\\"utf-8\\\"?>\\n<!DOCTYPE score-partwise  PUBLIC \\\"-//Recordare//DTD MusicXML 3.0 Partwise//EN\\\" \\\"http://www.musicxml.org/dtds/partwise.dtd\\\">\\n<score-partwise version=\\\"3.0\\\">\\n  <movement-title>Music21 Fragment</movement-title>\\n  <identification>\\n    <creator type=\\\"composer\\\">Music21</creator>\\n    <encoding>\\n      <encoding-date>2019-12-09</encoding-date>\\n      <software>music21 v.5.5.0</software>\\n    </encoding>\\n  </identification>\\n  <defaults>\\n    <scaling>\\n      <millimeters>7</millimeters>\\n      <tenths>40</tenths>\\n    </scaling>\\n  </defaults>\\n  <part-list>\\n    <score-part id=\\\"P6ebdb84bef8439ca67912c1c31bc6e14\\\">\\n      <part-name />\\n    </score-part>\\n    <score-part id=\\\"Pee4ec860d0292a459809556b5cf8b9b5\\\">\\n      <part-name />\\n    </score-part>\\n  </part-list>\\n  <!--=========================== Part 1 ===========================-->\\n  <part id=\\\"P6ebdb84bef8439ca67912c1c31bc6e14\\\">\\n    <!--========================= Measure 1 ==========================-->\\n    <measure number=\\\"1\\\">\\n      <attributes>\\n        <divisions>10080</divisions>\\n        <time>\\n          <beats>3</beats>\\n          <beat-type>4</beat-type>\\n        </time>\\n        <clef>\\n          <sign>G</sign>\\n          <line>2</line>\\n        </clef>\\n      </attributes>\\n      <note>\\n        <rest />\\n        <duration>10080</duration>\\n        <voice>1</voice>\\n        <type>quarter</type>\\n      </note>\\n      <note>\\n        <pitch>\\n          <step>F</step>\\n          <alter>1</alter>\\n          <octave>4</octave>\\n        </pitch>\\n        <duration>20160</duration>\\n        <voice>1</voice>\\n        <type>half</type>\\n        <accidental>sharp</accidental>\\n      </note>\\n      <note>\\n        <chord />\\n        <pitch>\\n          <step>D</step>\\n          <octave>4</octave>\\n        </pitch>\\n        <duration>20160</duration>\\n        <voice>1</voice>\\n        <type>half</type>\\n      </note>\\n      <backup>\\n        <duration>30240</duration>\\n      </backup>\\n    </measure>\\n    <!--========================= Measure 2 ==========================-->\\n    <measure number=\\\"2\\\">\\n      <forward>\\n        <duration>10080</duration>\\n      </forward>\\n      <note>\\n        <pitch>\\n          <step>F</step>\\n          <alter>1</alter>\\n          <octave>4</octave>\\n        </pitch>\\n        <duration>20160</duration>\\n        <voice>1</voice>\\n        <type>half</type>\\n        <accidental>sharp</accidental>\\n      </note>\\n      <note>\\n        <chord />\\n        <pitch>\\n          <step>C</step>\\n          <alter>1</alter>\\n          <octave>4</octave>\\n        </pitch>\\n        <duration>20160</duration>\\n        <voice>1</voice>\\n        <type>half</type>\\n        <accidental>sharp</accidental>\\n      </note>\\n      <backup>\\n        <duration>30240</duration>\\n      </backup>\\n    </measure>\\n    <!--========================= Measure 3 ==========================-->\\n    <measure number=\\\"3\\\">\\n      <forward>\\n        <duration>10080</duration>\\n      </forward>\\n      <note>\\n        <pitch>\\n          <step>F</step>\\n          <alter>1</alter>\\n          <octave>4</octave>\\n        </pitch>\\n        <duration>20160</duration>\\n        <voice>1</voice>\\n        <type>half</type>\\n        <accidental>sharp</accidental>\\n      </note>\\n      <note>\\n        <chord />\\n        <pitch>\\n          <step>D</step>\\n          <octave>4</octave>\\n        </pitch>\\n        <duration>20160</duration>\\n        <voice>1</voice>\\n        <type>half</type>\\n      </note>\\n      <backup>\\n        <duration>30240</duration>\\n      </backup>\\n    </measure>\\n    <!--========================= Measure 4 ==========================-->\\n    <measure number=\\\"4\\\">\\n      <forward>\\n        <duration>10080</duration>\\n      </forward>\\n      <note>\\n        <pitch>\\n          <step>F</step>\\n          <alter>1</alter>\\n          <octave>4</octave>\\n        </pitch>\\n        <duration>20160</duration>\\n        <voice>1</voice>\\n        <type>half</type>\\n        <accidental>sharp</accidental>\\n      </note>\\n      <note>\\n        <chord />\\n        <pitch>\\n          <step>C</step>\\n          <alter>1</alter>\\n          <octave>4</octave>\\n        </pitch>\\n        <duration>20160</duration>\\n        <voice>1</voice>\\n        <type>half</type>\\n        <accidental>sharp</accidental>\\n      </note>\\n      <backup>\\n        <duration>30240</duration>\\n      </backup>\\n    </measure>\\n    <!--========================= Measure 5 ==========================-->\\n    <measure number=\\\"5\\\">\\n      <forward>\\n        <duration>10080</duration>\\n      </forward>\\n      <note>\\n        <pitch>\\n          <step>F</step>\\n          <alter>1</alter>\\n          <octave>4</octave>\\n        </pitch>\\n        <duration>20160</duration>\\n        <voice>1</voice>\\n        <type>half</type>\\n        <accidental>sharp</accidental>\\n      </note>\\n      <note>\\n        <chord />\\n        <pitch>\\n          <step>D</step>\\n          <octave>4</octave>\\n        </pitch>\\n        <duration>20160</duration>\\n        <voice>1</voice>\\n        <type>half</type>\\n      </note>\\n      <backup>\\n        <duration>30240</duration>\\n      </backup>\\n      <forward>\\n        <duration>10080</duration>\\n      </forward>\\n      <note dynamics=\\\"63.33\\\">\\n        <pitch>\\n          <step>F</step>\\n          <alter>1</alter>\\n          <octave>5</octave>\\n        </pitch>\\n        <duration>10080</duration>\\n        <voice>2</voice>\\n        <type>quarter</type>\\n        <accidental>sharp</accidental>\\n      </note>\\n      <note dynamics=\\\"71.11\\\">\\n        <pitch>\\n          <step>A</step>\\n          <octave>5</octave>\\n        </pitch>\\n        <duration>10080</duration>\\n        <voice>2</voice>\\n        <type>quarter</type>\\n      </note>\\n    </measure>\\n    <!--========================= Measure 6 ==========================-->\\n    <measure number=\\\"6\\\">\\n      <note dynamics=\\\"78.89\\\">\\n        <pitch>\\n          <step>G</step>\\n          <octave>5</octave>\\n        </pitch>\\n        <duration>10080</duration>\\n        <voice>1</voice>\\n        <type>quarter</type>\\n      </note>\\n      <note>\\n        <pitch>\\n          <step>F</step>\\n          <alter>1</alter>\\n          <octave>4</octave>\\n        </pitch>\\n        <duration>20160</duration>\\n        <voice>1</voice>\\n        <type>half</type>\\n        <accidental>sharp</accidental>\\n      </note>\\n      <note>\\n        <chord />\\n        <pitch>\\n          <step>C</step>\\n          <alter>1</alter>\\n          <octave>4</octave>\\n        </pitch>\\n        <duration>20160</duration>\\n        <voice>1</voice>\\n        <type>half</type>\\n        <accidental>sharp</accidental>\\n      </note>\\n      <backup>\\n        <duration>30240</duration>\\n      </backup>\\n      <forward>\\n        <duration>10080</duration>\\n      </forward>\\n      <note dynamics=\\\"86.67\\\">\\n        <pitch>\\n          <step>F</step>\\n          <alter>1</alter>\\n          <octave>5</octave>\\n        </pitch>\\n        <duration>10080</duration>\\n        <voice>2</voice>\\n        <type>quarter</type>\\n        <accidental>sharp</accidental>\\n      </note>\\n      <note dynamics=\\\"94.44\\\">\\n        <pitch>\\n          <step>C</step>\\n          <alter>1</alter>\\n          <octave>5</octave>\\n        </pitch>\\n        <duration>10080</duration>\\n        <voice>2</voice>\\n        <type>quarter</type>\\n        <accidental>sharp</accidental>\\n      </note>\\n    </measure>\\n    <!--========================= Measure 7 ==========================-->\\n    <measure number=\\\"7\\\">\\n      <note dynamics=\\\"102.22\\\">\\n        <pitch>\\n          <step>B</step>\\n          <octave>4</octave>\\n        </pitch>\\n        <duration>10080</duration>\\n        <voice>1</voice>\\n        <type>quarter</type>\\n      </note>\\n      <note>\\n        <pitch>\\n          <step>F</step>\\n          <alter>1</alter>\\n          <octave>4</octave>\\n        </pitch>\\n        <duration>20160</duration>\\n        <voice>1</voice>\\n        <type>half</type>\\n        <accidental>sharp</accidental>\\n      </note>\\n      <note>\\n        <chord />\\n        <pitch>\\n          <step>D</step>\\n          <octave>4</octave>\\n        </pitch>\\n        <duration>20160</duration>\\n        <voice>1</voice>\\n        <type>half</type>\\n      </note>\\n      <backup>\\n        <duration>30240</duration>\\n      </backup>\\n      <forward>\\n        <duration>10080</duration>\\n      </forward>\\n      <note dynamics=\\\"110.00\\\">\\n        <pitch>\\n          <step>C</step>\\n          <alter>1</alter>\\n          <octave>5</octave>\\n        </pitch>\\n        <duration>10080</duration>\\n        <voice>2</voice>\\n        <type>quarter</type>\\n        <accidental>sharp</accidental>\\n      </note>\\n      <note dynamics=\\\"117.78\\\">\\n        <pitch>\\n          <step>D</step>\\n          <octave>5</octave>\\n        </pitch>\\n        <duration>10080</duration>\\n        <voice>2</voice>\\n        <type>quarter</type>\\n      </note>\\n    </measure>\\n    <!--========================= Measure 8 ==========================-->\\n    <measure number=\\\"8\\\">\\n      <note dynamics=\\\"122.22\\\">\\n        <pitch>\\n          <step>A</step>\\n          <octave>4</octave>\\n        </pitch>\\n        <duration>30240</duration>\\n        <voice>1</voice>\\n        <type>half</type>\\n        <dot />\\n      </note>\\n      <backup>\\n        <duration>30240</duration>\\n      </backup>\\n      <forward>\\n        <duration>10080</duration>\\n      </forward>\\n      <note>\\n        <pitch>\\n          <step>F</step>\\n          <alter>1</alter>\\n          <octave>4</octave>\\n        </pitch>\\n        <duration>20160</duration>\\n        <voice>2</voice>\\n        <type>half</type>\\n        <accidental>sharp</accidental>\\n      </note>\\n      <note>\\n        <chord />\\n        <pitch>\\n          <step>C</step>\\n          <alter>1</alter>\\n          <octave>4</octave>\\n        </pitch>\\n        <duration>20160</duration>\\n        <voice>2</voice>\\n        <type>half</type>\\n        <accidental>sharp</accidental>\\n      </note>\\n    </measure>\\n    <!--========================= Measure 9 ==========================-->\\n    <measure number=\\\"9\\\">\\n      <note dynamics=\\\"108.89\\\">\\n        <pitch>\\n          <step>F</step>\\n          <alter>1</alter>\\n          <octave>4</octave>\\n        </pitch>\\n        <duration>10080</duration>\\n        <voice>1</voice>\\n        <type>quarter</type>\\n        <accidental>sharp</accidental>\\n      </note>\\n      <note dynamics=\\\"93.33\\\">\\n        <pitch>\\n          <step>D</step>\\n          <octave>4</octave>\\n        </pitch>\\n        <duration>20160</duration>\\n        <voice>1</voice>\\n        <type>half</type>\\n      </note>\\n      <backup>\\n        <duration>30240</duration>\\n      </backup>\\n    </measure>\\n    <!--========================= Measure 10 =========================-->\\n    <measure number=\\\"10\\\">\\n      <forward>\\n        <duration>10080</duration>\\n      </forward>\\n      <note>\\n        <pitch>\\n          <step>F</step>\\n          <alter>1</alter>\\n          <octave>4</octave>\\n        </pitch>\\n        <duration>20160</duration>\\n        <voice>1</voice>\\n        <type>half</type>\\n        <accidental>sharp</accidental>\\n      </note>\\n      <note>\\n        <chord />\\n        <pitch>\\n          <step>C</step>\\n          <alter>1</alter>\\n          <octave>4</octave>\\n        </pitch>\\n        <duration>20160</duration>\\n        <voice>1</voice>\\n        <type>half</type>\\n        <accidental>sharp</accidental>\\n      </note>\\n      <backup>\\n        <duration>30240</duration>\\n      </backup>\\n    </measure>\\n    <!--========================= Measure 11 =========================-->\\n    <measure number=\\\"11\\\">\\n      <forward>\\n        <duration>10080</duration>\\n      </forward>\\n      <note>\\n        <pitch>\\n          <step>F</step>\\n          <alter>1</alter>\\n          <octave>4</octave>\\n        </pitch>\\n        <duration>20160</duration>\\n        <voice>1</voice>\\n        <type>half</type>\\n        <accidental>sharp</accidental>\\n      </note>\\n      <note>\\n        <chord />\\n        <pitch>\\n          <step>D</step>\\n          <octave>4</octave>\\n        </pitch>\\n        <duration>20160</duration>\\n        <voice>1</voice>\\n        <type>half</type>\\n      </note>\\n      <backup>\\n        <duration>30240</duration>\\n      </backup>\\n    </measure>\\n    <!--========================= Measure 12 =========================-->\\n    <measure number=\\\"12\\\">\\n      <forward>\\n        <duration>10080</duration>\\n      </forward>\\n      <note>\\n        <pitch>\\n          <step>F</step>\\n          <alter>1</alter>\\n          <octave>4</octave>\\n        </pitch>\\n        <duration>20160</duration>\\n        <voice>1</voice>\\n        <type>half</type>\\n        <accidental>sharp</accidental>\\n      </note>\\n      <note>\\n        <chord />\\n        <pitch>\\n          <step>C</step>\\n          <alter>1</alter>\\n          <octave>4</octave>\\n        </pitch>\\n        <duration>20160</duration>\\n        <voice>1</voice>\\n        <type>half</type>\\n        <accidental>sharp</accidental>\\n      </note>\\n      <backup>\\n        <duration>30240</duration>\\n      </backup>\\n    </measure>\\n    <!--========================= Measure 13 =========================-->\\n    <measure number=\\\"13\\\">\\n      <forward>\\n        <duration>10080</duration>\\n      </forward>\\n      <note>\\n        <pitch>\\n          <step>F</step>\\n          <alter>1</alter>\\n          <octave>4</octave>\\n        </pitch>\\n        <duration>20160</duration>\\n        <voice>1</voice>\\n        <type>half</type>\\n        <accidental>sharp</accidental>\\n      </note>\\n      <note>\\n        <chord />\\n        <pitch>\\n          <step>D</step>\\n          <octave>4</octave>\\n        </pitch>\\n        <duration>20160</duration>\\n        <voice>1</voice>\\n        <type>half</type>\\n      </note>\\n      <backup>\\n        <duration>30240</duration>\\n      </backup>\\n      <forward>\\n        <duration>10080</duration>\\n      </forward>\\n      <note dynamics=\\\"63.33\\\">\\n        <pitch>\\n          <step>F</step>\\n          <alter>1</alter>\\n          <octave>5</octave>\\n        </pitch>\\n        <duration>10080</duration>\\n        <voice>2</voice>\\n        <type>quarter</type>\\n        <accidental>sharp</accidental>\\n      </note>\\n      <note dynamics=\\\"71.11\\\">\\n        <pitch>\\n          <step>A</step>\\n          <octave>5</octave>\\n        </pitch>\\n        <duration>10080</duration>\\n        <voice>2</voice>\\n        <type>quarter</type>\\n      </note>\\n    </measure>\\n    <!--========================= Measure 14 =========================-->\\n    <measure number=\\\"14\\\">\\n      <note dynamics=\\\"78.89\\\">\\n        <pitch>\\n          <step>G</step>\\n          <octave>5</octave>\\n        </pitch>\\n        <duration>10080</duration>\\n        <voice>1</voice>\\n        <type>quarter</type>\\n      </note>\\n      <note>\\n        <pitch>\\n          <step>F</step>\\n          <alter>1</alter>\\n          <octave>4</octave>\\n        </pitch>\\n        <duration>20160</duration>\\n        <voice>1</voice>\\n        <type>half</type>\\n        <accidental>sharp</accidental>\\n      </note>\\n      <note>\\n        <chord />\\n        <pitch>\\n          <step>C</step>\\n          <alter>1</alter>\\n          <octave>4</octave>\\n        </pitch>\\n        <duration>20160</duration>\\n        <voice>1</voice>\\n        <type>half</type>\\n        <accidental>sharp</accidental>\\n      </note>\\n      <backup>\\n        <duration>30240</duration>\\n      </backup>\\n      <forward>\\n        <duration>10080</duration>\\n      </forward>\\n      <note dynamics=\\\"86.67\\\">\\n        <pitch>\\n          <step>F</step>\\n          <alter>1</alter>\\n          <octave>5</octave>\\n        </pitch>\\n        <duration>10080</duration>\\n        <voice>2</voice>\\n        <type>quarter</type>\\n        <accidental>sharp</accidental>\\n      </note>\\n      <note dynamics=\\\"94.44\\\">\\n        <pitch>\\n          <step>C</step>\\n          <alter>1</alter>\\n          <octave>5</octave>\\n        </pitch>\\n        <duration>10080</duration>\\n        <voice>2</voice>\\n        <type>quarter</type>\\n        <accidental>sharp</accidental>\\n      </note>\\n    </measure>\\n    <!--========================= Measure 15 =========================-->\\n    <measure number=\\\"15\\\">\\n      <note dynamics=\\\"102.22\\\">\\n        <pitch>\\n          <step>B</step>\\n          <octave>4</octave>\\n        </pitch>\\n        <duration>10080</duration>\\n        <voice>1</voice>\\n        <type>quarter</type>\\n      </note>\\n      <note>\\n        <pitch>\\n          <step>F</step>\\n          <alter>1</alter>\\n          <octave>4</octave>\\n        </pitch>\\n        <duration>20160</duration>\\n        <voice>1</voice>\\n        <type>half</type>\\n        <accidental>sharp</accidental>\\n      </note>\\n      <note>\\n        <chord />\\n        <pitch>\\n          <step>D</step>\\n          <octave>4</octave>\\n        </pitch>\\n        <duration>20160</duration>\\n        <voice>1</voice>\\n        <type>half</type>\\n      </note>\\n      <backup>\\n        <duration>30240</duration>\\n      </backup>\\n      <forward>\\n        <duration>10080</duration>\\n      </forward>\\n      <note dynamics=\\\"110.00\\\">\\n        <pitch>\\n          <step>C</step>\\n          <alter>1</alter>\\n          <octave>5</octave>\\n        </pitch>\\n        <duration>10080</duration>\\n        <voice>2</voice>\\n        <type>quarter</type>\\n        <accidental>sharp</accidental>\\n      </note>\\n      <note dynamics=\\\"117.78\\\">\\n        <pitch>\\n          <step>D</step>\\n          <octave>5</octave>\\n        </pitch>\\n        <duration>10080</duration>\\n        <voice>2</voice>\\n        <type>quarter</type>\\n      </note>\\n    </measure>\\n    <!--========================= Measure 16 =========================-->\\n    <measure number=\\\"16\\\">\\n      <note dynamics=\\\"122.22\\\">\\n        <pitch>\\n          <step>A</step>\\n          <octave>4</octave>\\n        </pitch>\\n        <duration>30240</duration>\\n        <voice>1</voice>\\n        <type>half</type>\\n        <dot />\\n      </note>\\n      <backup>\\n        <duration>30240</duration>\\n      </backup>\\n      <forward>\\n        <duration>10080</duration>\\n      </forward>\\n      <note>\\n        <pitch>\\n          <step>F</step>\\n          <alter>1</alter>\\n          <octave>4</octave>\\n        </pitch>\\n        <duration>20160</duration>\\n        <voice>2</voice>\\n        <type>half</type>\\n        <accidental>sharp</accidental>\\n      </note>\\n      <note>\\n        <chord />\\n        <pitch>\\n          <step>C</step>\\n          <alter>1</alter>\\n          <octave>4</octave>\\n        </pitch>\\n        <duration>20160</duration>\\n        <voice>2</voice>\\n        <type>half</type>\\n        <accidental>sharp</accidental>\\n      </note>\\n    </measure>\\n    <!--========================= Measure 17 =========================-->\\n    <measure number=\\\"17\\\">\\n      <note dynamics=\\\"115.56\\\">\\n        <pitch>\\n          <step>C</step>\\n          <alter>1</alter>\\n          <octave>5</octave>\\n        </pitch>\\n        <duration>30240</duration>\\n        <voice>1</voice>\\n        <type>half</type>\\n        <dot />\\n        <accidental>sharp</accidental>\\n      </note>\\n      <backup>\\n        <duration>30240</duration>\\n      </backup>\\n      <forward>\\n        <duration>10080</duration>\\n      </forward>\\n      <note>\\n        <pitch>\\n          <step>F</step>\\n          <alter>1</alter>\\n          <octave>4</octave>\\n        </pitch>\\n        <duration>20160</duration>\\n        <voice>2</voice>\\n        <type>half</type>\\n        <accidental>sharp</accidental>\\n      </note>\\n      <note>\\n        <chord />\\n        <pitch>\\n          <step>C</step>\\n          <alter>1</alter>\\n          <octave>4</octave>\\n        </pitch>\\n        <duration>20160</duration>\\n        <voice>2</voice>\\n        <type>half</type>\\n        <accidental>sharp</accidental>\\n      </note>\\n    </measure>\\n    <!--========================= Measure 18 =========================-->\\n    <measure number=\\\"18\\\">\\n      <note dynamics=\\\"107.78\\\">\\n        <pitch>\\n          <step>F</step>\\n          <alter>1</alter>\\n          <octave>5</octave>\\n        </pitch>\\n        <duration>30240</duration>\\n        <voice>1</voice>\\n        <type>half</type>\\n        <dot />\\n        <accidental>sharp</accidental>\\n      </note>\\n      <backup>\\n        <duration>30240</duration>\\n      </backup>\\n      <forward>\\n        <duration>10080</duration>\\n      </forward>\\n      <note>\\n        <pitch>\\n          <step>F</step>\\n          <alter>1</alter>\\n          <octave>4</octave>\\n        </pitch>\\n        <duration>20160</duration>\\n        <voice>2</voice>\\n        <type>half</type>\\n        <accidental>sharp</accidental>\\n      </note>\\n      <note>\\n        <chord />\\n        <pitch>\\n          <step>D</step>\\n          <octave>4</octave>\\n        </pitch>\\n        <duration>20160</duration>\\n        <voice>2</voice>\\n        <type>half</type>\\n      </note>\\n    </measure>\\n    <!--========================= Measure 19 =========================-->\\n    <measure number=\\\"19\\\">\\n      <note dynamics=\\\"100.00\\\">\\n        <pitch>\\n          <step>E</step>\\n          <octave>4</octave>\\n        </pitch>\\n        <duration>30240</duration>\\n        <tie type=\\\"start\\\" />\\n        <voice>1</voice>\\n        <type>half</type>\\n        <dot />\\n        <notations>\\n          <tied type=\\\"start\\\" />\\n        </notations>\\n      </note>\\n      <backup>\\n        <duration>30240</duration>\\n      </backup>\\n    </measure>\\n    <!--========================= Measure 20 =========================-->\\n    <measure number=\\\"20\\\">\\n      <note dynamics=\\\"100.00\\\">\\n        <pitch>\\n          <step>E</step>\\n          <octave>4</octave>\\n        </pitch>\\n        <duration>30240</duration>\\n        <tie type=\\\"stop\\\" />\\n        <tie type=\\\"start\\\" />\\n        <voice>1</voice>\\n        <type>half</type>\\n        <dot />\\n        <notations>\\n          <tied type=\\\"stop\\\" />\\n          <tied type=\\\"start\\\" />\\n        </notations>\\n      </note>\\n      <backup>\\n        <duration>30240</duration>\\n      </backup>\\n      <forward>\\n        <duration>10080</duration>\\n      </forward>\\n      <note>\\n        <pitch>\\n          <step>G</step>\\n          <octave>4</octave>\\n        </pitch>\\n        <duration>20160</duration>\\n        <voice>2</voice>\\n        <type>half</type>\\n      </note>\\n      <note>\\n        <chord />\\n        <pitch>\\n          <step>D</step>\\n          <octave>4</octave>\\n        </pitch>\\n        <duration>20160</duration>\\n        <voice>2</voice>\\n        <type>half</type>\\n      </note>\\n    </measure>\\n    <!--========================= Measure 21 =========================-->\\n    <measure number=\\\"21\\\">\\n      <note dynamics=\\\"100.00\\\">\\n        <pitch>\\n          <step>E</step>\\n          <octave>4</octave>\\n        </pitch>\\n        <duration>30240</duration>\\n        <tie type=\\\"stop\\\" />\\n        <voice>1</voice>\\n        <type>half</type>\\n        <dot />\\n        <notations>\\n          <tied type=\\\"stop\\\" />\\n        </notations>\\n      </note>\\n      <backup>\\n        <duration>30240</duration>\\n      </backup>\\n      <forward>\\n        <duration>10080</duration>\\n      </forward>\\n      <note dynamics=\\\"71.11\\\">\\n        <pitch>\\n          <step>D</step>\\n          <octave>4</octave>\\n        </pitch>\\n        <duration>20160</duration>\\n        <voice>2</voice>\\n        <type>half</type>\\n      </note>\\n    </measure>\\n    <!--========================= Measure 22 =========================-->\\n    <measure number=\\\"22\\\">\\n      <note dynamics=\\\"77.78\\\">\\n        <pitch>\\n          <step>A</step>\\n          <octave>4</octave>\\n        </pitch>\\n        <duration>10080</duration>\\n        <voice>1</voice>\\n        <type>quarter</type>\\n      </note>\\n      <note>\\n        <pitch>\\n          <step>E</step>\\n          <octave>4</octave>\\n        </pitch>\\n        <duration>20160</duration>\\n        <voice>1</voice>\\n        <type>half</type>\\n      </note>\\n      <note>\\n        <chord />\\n        <pitch>\\n          <step>C</step>\\n          <octave>4</octave>\\n        </pitch>\\n        <duration>20160</duration>\\n        <voice>1</voice>\\n        <type>half</type>\\n      </note>\\n      <backup>\\n        <duration>30240</duration>\\n      </backup>\\n      <forward>\\n        <duration>10080</duration>\\n      </forward>\\n      <note dynamics=\\\"82.22\\\">\\n        <pitch>\\n          <step>B</step>\\n          <octave>4</octave>\\n        </pitch>\\n        <duration>10080</duration>\\n        <voice>2</voice>\\n        <type>quarter</type>\\n      </note>\\n      <note dynamics=\\\"87.78\\\">\\n        <pitch>\\n          <step>C</step>\\n          <octave>5</octave>\\n        </pitch>\\n        <duration>10080</duration>\\n        <voice>2</voice>\\n        <type>quarter</type>\\n      </note>\\n    </measure>\\n    <!--========================= Measure 23 =========================-->\\n    <measure number=\\\"23\\\">\\n      <note dynamics=\\\"92.22\\\">\\n        <pitch>\\n          <step>E</step>\\n          <octave>5</octave>\\n        </pitch>\\n        <duration>10080</duration>\\n        <voice>1</voice>\\n        <type>quarter</type>\\n      </note>\\n      <note dynamics=\\\"86.67\\\">\\n        <pitch>\\n          <step>E</step>\\n          <octave>4</octave>\\n        </pitch>\\n        <duration>20160</duration>\\n        <voice>1</voice>\\n        <type>half</type>\\n      </note>\\n      <backup>\\n        <duration>30240</duration>\\n      </backup>\\n      <forward>\\n        <duration>10080</duration>\\n      </forward>\\n      <note dynamics=\\\"97.78\\\">\\n        <pitch>\\n          <step>D</step>\\n          <octave>5</octave>\\n        </pitch>\\n        <duration>10080</duration>\\n        <voice>2</voice>\\n        <type>quarter</type>\\n      </note>\\n      <note dynamics=\\\"103.33\\\">\\n        <pitch>\\n          <step>B</step>\\n          <octave>4</octave>\\n        </pitch>\\n        <duration>10080</duration>\\n        <voice>2</voice>\\n        <type>quarter</type>\\n      </note>\\n    </measure>\\n    <!--========================= Measure 24 =========================-->\\n    <measure number=\\\"24\\\">\\n      <note dynamics=\\\"107.78\\\">\\n        <pitch>\\n          <step>D</step>\\n          <octave>5</octave>\\n        </pitch>\\n        <duration>10080</duration>\\n        <voice>1</voice>\\n        <type>quarter</type>\\n      </note>\\n      <note dynamics=\\\"102.22\\\">\\n        <pitch>\\n          <step>E</step>\\n          <octave>4</octave>\\n        </pitch>\\n        <duration>20160</duration>\\n        <voice>1</voice>\\n        <type>half</type>\\n      </note>\\n      <backup>\\n        <duration>30240</duration>\\n      </backup>\\n      <forward>\\n        <duration>10080</duration>\\n      </forward>\\n      <note dynamics=\\\"113.33\\\">\\n        <pitch>\\n          <step>C</step>\\n          <octave>5</octave>\\n        </pitch>\\n        <duration>10080</duration>\\n        <voice>2</voice>\\n        <type>quarter</type>\\n      </note>\\n      <note dynamics=\\\"117.78\\\">\\n        <pitch>\\n          <step>B</step>\\n          <octave>4</octave>\\n        </pitch>\\n        <duration>10080</duration>\\n        <voice>2</voice>\\n        <type>quarter</type>\\n      </note>\\n    </measure>\\n    <!--========================= Measure 25 =========================-->\\n    <measure number=\\\"25\\\">\\n      <note dynamics=\\\"122.22\\\">\\n        <pitch>\\n          <step>D</step>\\n          <octave>5</octave>\\n        </pitch>\\n        <duration>30240</duration>\\n        <tie type=\\\"start\\\" />\\n        <voice>1</voice>\\n        <type>half</type>\\n        <dot />\\n        <notations>\\n          <tied type=\\\"start\\\" />\\n        </notations>\\n      </note>\\n      <backup>\\n        <duration>30240</duration>\\n      </backup>\\n      <forward>\\n        <duration>10080</duration>\\n      </forward>\\n      <note dynamics=\\\"103.33\\\">\\n        <pitch>\\n          <step>D</step>\\n          <octave>4</octave>\\n        </pitch>\\n        <duration>20160</duration>\\n        <voice>2</voice>\\n        <type>half</type>\\n      </note>\\n    </measure>\\n    <!--========================= Measure 26 =========================-->\\n    <measure number=\\\"26\\\">\\n      <note dynamics=\\\"122.22\\\">\\n        <pitch>\\n          <step>D</step>\\n          <octave>5</octave>\\n        </pitch>\\n        <duration>20160</duration>\\n        <tie type=\\\"stop\\\" />\\n        <voice>1</voice>\\n        <type>half</type>\\n        <notations>\\n          <tied type=\\\"stop\\\" />\\n        </notations>\\n      </note>\\n      <note dynamics=\\\"83.33\\\">\\n        <pitch>\\n          <step>D</step>\\n          <octave>5</octave>\\n        </pitch>\\n        <duration>10080</duration>\\n        <voice>1</voice>\\n        <type>quarter</type>\\n      </note>\\n      <backup>\\n        <duration>30240</duration>\\n      </backup>\\n      <forward>\\n        <duration>10080</duration>\\n      </forward>\\n      <note dynamics=\\\"80.00\\\">\\n        <pitch>\\n          <step>D</step>\\n          <octave>4</octave>\\n        </pitch>\\n        <duration>20160</duration>\\n        <voice>2</voice>\\n        <type>half</type>\\n      </note>\\n    </measure>\\n    <!--========================= Measure 27 =========================-->\\n    <measure number=\\\"27\\\">\\n      <note dynamics=\\\"77.78\\\">\\n        <pitch>\\n          <step>E</step>\\n          <octave>5</octave>\\n        </pitch>\\n        <duration>10080</duration>\\n        <voice>1</voice>\\n        <type>quarter</type>\\n      </note>\\n      <note>\\n        <pitch>\\n          <step>F</step>\\n          <octave>4</octave>\\n        </pitch>\\n        <duration>20160</duration>\\n        <voice>1</voice>\\n        <type>half</type>\\n      </note>\\n      <note>\\n        <chord />\\n        <pitch>\\n          <step>C</step>\\n          <octave>4</octave>\\n        </pitch>\\n        <duration>20160</duration>\\n        <voice>1</voice>\\n        <type>half</type>\\n      </note>\\n      <backup>\\n        <duration>30240</duration>\\n      </backup>\\n      <forward>\\n        <duration>10080</duration>\\n      </forward>\\n      <note dynamics=\\\"82.22\\\">\\n        <pitch>\\n          <step>F</step>\\n          <octave>5</octave>\\n        </pitch>\\n        <duration>10080</duration>\\n        <voice>2</voice>\\n        <type>quarter</type>\\n      </note>\\n      <note dynamics=\\\"87.78\\\">\\n        <pitch>\\n          <step>G</step>\\n          <octave>5</octave>\\n        </pitch>\\n        <duration>10080</duration>\\n        <voice>2</voice>\\n        <type>quarter</type>\\n      </note>\\n    </measure>\\n    <!--========================= Measure 28 =========================-->\\n    <measure number=\\\"28\\\">\\n      <note dynamics=\\\"92.22\\\">\\n        <pitch>\\n          <step>A</step>\\n          <octave>5</octave>\\n        </pitch>\\n        <duration>10080</duration>\\n        <voice>1</voice>\\n        <type>quarter</type>\\n      </note>\\n      <note>\\n        <pitch>\\n          <step>E</step>\\n          <octave>4</octave>\\n        </pitch>\\n        <duration>20160</duration>\\n        <voice>1</voice>\\n        <type>half</type>\\n      </note>\\n      <note>\\n        <chord />\\n        <pitch>\\n          <step>C</step>\\n          <octave>4</octave>\\n        </pitch>\\n        <duration>20160</duration>\\n        <voice>1</voice>\\n        <type>half</type>\\n      </note>\\n      <backup>\\n        <duration>30240</duration>\\n      </backup>\\n      <forward>\\n        <duration>10080</duration>\\n      </forward>\\n      <note dynamics=\\\"97.78\\\">\\n        <pitch>\\n          <step>C</step>\\n          <octave>5</octave>\\n        </pitch>\\n        <duration>10080</duration>\\n        <voice>2</voice>\\n        <type>quarter</type>\\n      </note>\\n      <note dynamics=\\\"103.33\\\">\\n        <pitch>\\n          <step>D</step>\\n          <octave>5</octave>\\n        </pitch>\\n        <duration>10080</duration>\\n        <voice>2</voice>\\n        <type>quarter</type>\\n      </note>\\n    </measure>\\n    <!--========================= Measure 29 =========================-->\\n    <measure number=\\\"29\\\">\\n      <note dynamics=\\\"107.78\\\">\\n        <pitch>\\n          <step>E</step>\\n          <octave>5</octave>\\n        </pitch>\\n        <duration>10080</duration>\\n        <voice>1</voice>\\n        <type>quarter</type>\\n      </note>\\n      <note dynamics=\\\"102.22\\\">\\n        <pitch>\\n          <step>E</step>\\n          <octave>4</octave>\\n        </pitch>\\n        <duration>20160</duration>\\n        <voice>1</voice>\\n        <type>half</type>\\n      </note>\\n      <backup>\\n        <duration>30240</duration>\\n      </backup>\\n      <forward>\\n        <duration>10080</duration>\\n      </forward>\\n      <note dynamics=\\\"113.33\\\">\\n        <pitch>\\n          <step>D</step>\\n          <octave>5</octave>\\n        </pitch>\\n        <duration>10080</duration>\\n        <voice>2</voice>\\n        <type>quarter</type>\\n      </note>\\n      <note dynamics=\\\"117.78\\\">\\n        <pitch>\\n          <step>B</step>\\n          <octave>4</octave>\\n        </pitch>\\n        <duration>10080</duration>\\n        <voice>2</voice>\\n        <type>quarter</type>\\n      </note>\\n    </measure>\\n    <!--========================= Measure 30 =========================-->\\n    <measure number=\\\"30\\\">\\n      <note dynamics=\\\"122.22\\\">\\n        <pitch>\\n          <step>D</step>\\n          <octave>5</octave>\\n        </pitch>\\n        <duration>30240</duration>\\n        <tie type=\\\"start\\\" />\\n        <voice>1</voice>\\n        <type>half</type>\\n        <dot />\\n        <notations>\\n          <tied type=\\\"start\\\" />\\n        </notations>\\n      </note>\\n      <backup>\\n        <duration>30240</duration>\\n      </backup>\\n      <forward>\\n        <duration>10080</duration>\\n      </forward>\\n      <note dynamics=\\\"111.11\\\">\\n        <pitch>\\n          <step>D</step>\\n          <octave>4</octave>\\n        </pitch>\\n        <duration>20160</duration>\\n        <voice>2</voice>\\n        <type>half</type>\\n      </note>\\n    </measure>\\n    <!--========================= Measure 31 =========================-->\\n    <measure number=\\\"31\\\">\\n      <note dynamics=\\\"122.22\\\">\\n        <pitch>\\n          <step>D</step>\\n          <octave>5</octave>\\n        </pitch>\\n        <duration>20160</duration>\\n        <tie type=\\\"stop\\\" />\\n        <voice>1</voice>\\n        <type>half</type>\\n        <notations>\\n          <tied type=\\\"stop\\\" />\\n        </notations>\\n      </note>\\n      <note dynamics=\\\"122.22\\\">\\n        <pitch>\\n          <step>D</step>\\n          <octave>5</octave>\\n        </pitch>\\n        <duration>10080</duration>\\n        <voice>1</voice>\\n        <type>quarter</type>\\n      </note>\\n      <backup>\\n        <duration>30240</duration>\\n      </backup>\\n      <forward>\\n        <duration>10080</duration>\\n      </forward>\\n      <note dynamics=\\\"111.11\\\">\\n        <pitch>\\n          <step>D</step>\\n          <octave>4</octave>\\n        </pitch>\\n        <duration>20160</duration>\\n        <voice>2</voice>\\n        <type>half</type>\\n      </note>\\n    </measure>\\n    <!--========================= Measure 32 =========================-->\\n    <measure number=\\\"32\\\">\\n      <note dynamics=\\\"122.22\\\">\\n        <pitch>\\n          <step>G</step>\\n          <octave>5</octave>\\n        </pitch>\\n        <duration>30240</duration>\\n        <voice>1</voice>\\n        <type>half</type>\\n        <dot />\\n      </note>\\n      <backup>\\n        <duration>30240</duration>\\n      </backup>\\n      <forward>\\n        <duration>10080</duration>\\n      </forward>\\n      <note>\\n        <pitch>\\n          <step>G</step>\\n          <octave>4</octave>\\n        </pitch>\\n        <duration>20160</duration>\\n        <voice>2</voice>\\n        <type>half</type>\\n      </note>\\n      <note>\\n        <chord />\\n        <pitch>\\n          <step>E</step>\\n          <octave>4</octave>\\n        </pitch>\\n        <duration>20160</duration>\\n        <voice>2</voice>\\n        <type>half</type>\\n      </note>\\n    </measure>\\n    <!--========================= Measure 33 =========================-->\\n    <measure number=\\\"33\\\">\\n      <note dynamics=\\\"122.22\\\">\\n        <pitch>\\n          <step>F</step>\\n          <alter>1</alter>\\n          <octave>5</octave>\\n        </pitch>\\n        <duration>30240</duration>\\n        <voice>1</voice>\\n        <type>half</type>\\n        <dot />\\n        <accidental>sharp</accidental>\\n      </note>\\n      <backup>\\n        <duration>30240</duration>\\n      </backup>\\n      <forward>\\n        <duration>10080</duration>\\n      </forward>\\n      <note>\\n        <pitch>\\n          <step>F</step>\\n          <alter>1</alter>\\n          <octave>4</octave>\\n        </pitch>\\n        <duration>20160</duration>\\n        <voice>2</voice>\\n        <type>half</type>\\n        <accidental>sharp</accidental>\\n      </note>\\n      <note>\\n        <chord />\\n        <pitch>\\n          <step>C</step>\\n          <alter>1</alter>\\n          <octave>4</octave>\\n        </pitch>\\n        <duration>20160</duration>\\n        <voice>2</voice>\\n        <type>half</type>\\n        <accidental>sharp</accidental>\\n      </note>\\n    </measure>\\n    <!--========================= Measure 34 =========================-->\\n    <measure number=\\\"34\\\">\\n      <note dynamics=\\\"122.22\\\">\\n        <pitch>\\n          <step>B</step>\\n          <octave>4</octave>\\n        </pitch>\\n        <duration>10080</duration>\\n        <voice>1</voice>\\n        <type>quarter</type>\\n      </note>\\n      <note>\\n        <pitch>\\n          <step>F</step>\\n          <alter>1</alter>\\n          <octave>4</octave>\\n        </pitch>\\n        <duration>20160</duration>\\n        <voice>1</voice>\\n        <type>half</type>\\n        <accidental>sharp</accidental>\\n      </note>\\n      <note>\\n        <chord />\\n        <pitch>\\n          <step>D</step>\\n          <octave>4</octave>\\n        </pitch>\\n        <duration>20160</duration>\\n        <voice>1</voice>\\n        <type>half</type>\\n      </note>\\n      <backup>\\n        <duration>30240</duration>\\n      </backup>\\n      <forward>\\n        <duration>10080</duration>\\n      </forward>\\n      <note dynamics=\\\"122.22\\\">\\n        <pitch>\\n          <step>A</step>\\n          <octave>4</octave>\\n        </pitch>\\n        <duration>10080</duration>\\n        <voice>2</voice>\\n        <type>quarter</type>\\n      </note>\\n      <note dynamics=\\\"122.22\\\">\\n        <pitch>\\n          <step>B</step>\\n          <octave>4</octave>\\n        </pitch>\\n        <duration>10080</duration>\\n        <voice>2</voice>\\n        <type>quarter</type>\\n      </note>\\n    </measure>\\n    <!--========================= Measure 35 =========================-->\\n    <measure number=\\\"35\\\">\\n      <note dynamics=\\\"122.22\\\">\\n        <pitch>\\n          <step>C</step>\\n          <alter>1</alter>\\n          <octave>5</octave>\\n        </pitch>\\n        <duration>10080</duration>\\n        <voice>1</voice>\\n        <type>quarter</type>\\n        <accidental>sharp</accidental>\\n      </note>\\n      <note>\\n        <pitch>\\n          <step>A</step>\\n          <octave>4</octave>\\n        </pitch>\\n        <duration>20160</duration>\\n        <voice>1</voice>\\n        <type>half</type>\\n      </note>\\n      <note>\\n        <chord />\\n        <pitch>\\n          <step>E</step>\\n          <octave>4</octave>\\n        </pitch>\\n        <duration>20160</duration>\\n        <voice>1</voice>\\n        <type>half</type>\\n      </note>\\n      <note>\\n        <chord />\\n        <pitch>\\n          <step>C</step>\\n          <alter>1</alter>\\n          <octave>4</octave>\\n        </pitch>\\n        <duration>20160</duration>\\n        <voice>1</voice>\\n        <type>half</type>\\n        <accidental>sharp</accidental>\\n      </note>\\n      <backup>\\n        <duration>30240</duration>\\n      </backup>\\n      <forward>\\n        <duration>10080</duration>\\n      </forward>\\n      <note dynamics=\\\"122.22\\\">\\n        <pitch>\\n          <step>D</step>\\n          <octave>5</octave>\\n        </pitch>\\n        <duration>10080</duration>\\n        <voice>2</voice>\\n        <type>quarter</type>\\n      </note>\\n      <note dynamics=\\\"122.22\\\">\\n        <pitch>\\n          <step>E</step>\\n          <octave>5</octave>\\n        </pitch>\\n        <duration>10080</duration>\\n        <voice>2</voice>\\n        <type>quarter</type>\\n      </note>\\n    </measure>\\n    <!--========================= Measure 36 =========================-->\\n    <measure number=\\\"36\\\">\\n      <note dynamics=\\\"122.22\\\">\\n        <pitch>\\n          <step>C</step>\\n          <alter>1</alter>\\n          <octave>5</octave>\\n        </pitch>\\n        <duration>10080</duration>\\n        <voice>1</voice>\\n        <type>quarter</type>\\n        <accidental>sharp</accidental>\\n      </note>\\n      <note>\\n        <pitch>\\n          <step>A</step>\\n          <octave>4</octave>\\n        </pitch>\\n        <duration>20160</duration>\\n        <voice>1</voice>\\n        <type>half</type>\\n      </note>\\n      <note>\\n        <chord />\\n        <pitch>\\n          <step>F</step>\\n          <alter>1</alter>\\n          <octave>4</octave>\\n        </pitch>\\n        <duration>20160</duration>\\n        <voice>1</voice>\\n        <type>half</type>\\n        <accidental>sharp</accidental>\\n      </note>\\n      <note>\\n        <chord />\\n        <pitch>\\n          <step>C</step>\\n          <alter>1</alter>\\n          <octave>4</octave>\\n        </pitch>\\n        <duration>20160</duration>\\n        <voice>1</voice>\\n        <type>half</type>\\n        <accidental>sharp</accidental>\\n      </note>\\n      <backup>\\n        <duration>30240</duration>\\n      </backup>\\n      <forward>\\n        <duration>10080</duration>\\n      </forward>\\n      <note dynamics=\\\"116.67\\\">\\n        <pitch>\\n          <step>D</step>\\n          <octave>5</octave>\\n        </pitch>\\n        <duration>10080</duration>\\n        <voice>2</voice>\\n        <type>quarter</type>\\n      </note>\\n      <note dynamics=\\\"111.11\\\">\\n        <pitch>\\n          <step>E</step>\\n          <octave>5</octave>\\n        </pitch>\\n        <duration>10080</duration>\\n        <voice>2</voice>\\n        <type>quarter</type>\\n      </note>\\n    </measure>\\n    <!--========================= Measure 37 =========================-->\\n    <measure number=\\\"37\\\">\\n      <note dynamics=\\\"105.56\\\">\\n        <pitch>\\n          <step>F</step>\\n          <alter>1</alter>\\n          <octave>4</octave>\\n        </pitch>\\n        <duration>30240</duration>\\n        <voice>1</voice>\\n        <type>half</type>\\n        <dot />\\n        <accidental>sharp</accidental>\\n      </note>\\n      <backup>\\n        <duration>30240</duration>\\n      </backup>\\n      <forward>\\n        <duration>10080</duration>\\n      </forward>\\n      <note dynamics=\\\"88.89\\\">\\n        <pitch>\\n          <step>D</step>\\n          <octave>4</octave>\\n        </pitch>\\n        <duration>10080</duration>\\n        <voice>2</voice>\\n        <type>quarter</type>\\n      </note>\\n      <note>\\n        <pitch>\\n          <step>G</step>\\n          <octave>4</octave>\\n        </pitch>\\n        <duration>10080</duration>\\n        <voice>2</voice>\\n        <type>quarter</type>\\n      </note>\\n      <note>\\n        <chord />\\n        <pitch>\\n          <step>D</step>\\n          <octave>4</octave>\\n        </pitch>\\n        <duration>10080</duration>\\n        <voice>2</voice>\\n        <type>quarter</type>\\n      </note>\\n    </measure>\\n    <!--========================= Measure 38 =========================-->\\n    <measure number=\\\"38\\\">\\n      <note>\\n        <pitch>\\n          <step>C</step>\\n          <octave>5</octave>\\n        </pitch>\\n        <duration>30240</duration>\\n        <voice>1</voice>\\n        <type>half</type>\\n        <dot />\\n      </note>\\n      <note>\\n        <chord />\\n        <pitch>\\n          <step>A</step>\\n          <octave>4</octave>\\n        </pitch>\\n        <duration>30240</duration>\\n        <voice>1</voice>\\n        <type>half</type>\\n        <dot />\\n      </note>\\n      <note>\\n        <chord />\\n        <pitch>\\n          <step>E</step>\\n          <octave>4</octave>\\n        </pitch>\\n        <duration>30240</duration>\\n        <voice>1</voice>\\n        <type>half</type>\\n        <dot />\\n      </note>\\n      <note>\\n        <chord />\\n        <pitch>\\n          <step>C</step>\\n          <octave>4</octave>\\n        </pitch>\\n        <duration>30240</duration>\\n        <voice>1</voice>\\n        <type>half</type>\\n        <dot />\\n      </note>\\n      <backup>\\n        <duration>30240</duration>\\n      </backup>\\n    </measure>\\n    <!--========================= Measure 39 =========================-->\\n    <measure number=\\\"39\\\">\\n      <note>\\n        <pitch>\\n          <step>D</step>\\n          <octave>5</octave>\\n        </pitch>\\n        <duration>30240</duration>\\n        <voice>1</voice>\\n        <type>half</type>\\n        <dot />\\n      </note>\\n      <note>\\n        <chord />\\n        <pitch>\\n          <step>A</step>\\n          <octave>4</octave>\\n        </pitch>\\n        <duration>30240</duration>\\n        <voice>1</voice>\\n        <type>half</type>\\n        <dot />\\n      </note>\\n      <note>\\n        <chord />\\n        <pitch>\\n          <step>F</step>\\n          <alter>1</alter>\\n          <octave>4</octave>\\n        </pitch>\\n        <duration>30240</duration>\\n        <voice>1</voice>\\n        <type>half</type>\\n        <dot />\\n        <accidental>sharp</accidental>\\n      </note>\\n      <note>\\n        <chord />\\n        <pitch>\\n          <step>D</step>\\n          <octave>4</octave>\\n        </pitch>\\n        <duration>30240</duration>\\n        <voice>1</voice>\\n        <type>half</type>\\n        <dot />\\n      </note>\\n      <backup>\\n        <duration>30240</duration>\\n      </backup>\\n    </measure>\\n    <!--========================= Measure 40 =========================-->\\n    <measure number=\\\"40\\\">\\n      <forward>\\n        <duration>10080</duration>\\n      </forward>\\n      <note>\\n        <pitch>\\n          <step>F</step>\\n          <alter>1</alter>\\n          <octave>4</octave>\\n        </pitch>\\n        <duration>20160</duration>\\n        <voice>1</voice>\\n        <type>half</type>\\n        <accidental>sharp</accidental>\\n      </note>\\n      <note>\\n        <chord />\\n        <pitch>\\n          <step>D</step>\\n          <octave>4</octave>\\n        </pitch>\\n        <duration>20160</duration>\\n        <voice>1</voice>\\n        <type>half</type>\\n      </note>\\n      <backup>\\n        <duration>30240</duration>\\n      </backup>\\n    </measure>\\n    <!--========================= Measure 41 =========================-->\\n    <measure number=\\\"41\\\">\\n      <forward>\\n        <duration>10080</duration>\\n      </forward>\\n      <note>\\n        <pitch>\\n          <step>F</step>\\n          <alter>1</alter>\\n          <octave>4</octave>\\n        </pitch>\\n        <duration>20160</duration>\\n        <voice>1</voice>\\n        <type>half</type>\\n        <accidental>sharp</accidental>\\n      </note>\\n      <note>\\n        <chord />\\n        <pitch>\\n          <step>C</step>\\n          <alter>1</alter>\\n          <octave>4</octave>\\n        </pitch>\\n        <duration>20160</duration>\\n        <voice>1</voice>\\n        <type>half</type>\\n        <accidental>sharp</accidental>\\n      </note>\\n      <backup>\\n        <duration>30240</duration>\\n      </backup>\\n    </measure>\\n    <!--========================= Measure 42 =========================-->\\n    <measure number=\\\"42\\\">\\n      <forward>\\n        <duration>10080</duration>\\n      </forward>\\n      <note>\\n        <pitch>\\n          <step>F</step>\\n          <alter>1</alter>\\n          <octave>4</octave>\\n        </pitch>\\n        <duration>20160</duration>\\n        <voice>1</voice>\\n        <type>half</type>\\n        <accidental>sharp</accidental>\\n      </note>\\n      <note>\\n        <chord />\\n        <pitch>\\n          <step>D</step>\\n          <octave>4</octave>\\n        </pitch>\\n        <duration>20160</duration>\\n        <voice>1</voice>\\n        <type>half</type>\\n      </note>\\n      <backup>\\n        <duration>30240</duration>\\n      </backup>\\n    </measure>\\n    <!--========================= Measure 43 =========================-->\\n    <measure number=\\\"43\\\">\\n      <forward>\\n        <duration>10080</duration>\\n      </forward>\\n      <note>\\n        <pitch>\\n          <step>F</step>\\n          <alter>1</alter>\\n          <octave>4</octave>\\n        </pitch>\\n        <duration>20160</duration>\\n        <voice>1</voice>\\n        <type>half</type>\\n        <accidental>sharp</accidental>\\n      </note>\\n      <note>\\n        <chord />\\n        <pitch>\\n          <step>C</step>\\n          <alter>1</alter>\\n          <octave>4</octave>\\n        </pitch>\\n        <duration>20160</duration>\\n        <voice>1</voice>\\n        <type>half</type>\\n        <accidental>sharp</accidental>\\n      </note>\\n      <backup>\\n        <duration>30240</duration>\\n      </backup>\\n    </measure>\\n    <!--========================= Measure 44 =========================-->\\n    <measure number=\\\"44\\\">\\n      <forward>\\n        <duration>10080</duration>\\n      </forward>\\n      <note>\\n        <pitch>\\n          <step>F</step>\\n          <alter>1</alter>\\n          <octave>4</octave>\\n        </pitch>\\n        <duration>20160</duration>\\n        <voice>1</voice>\\n        <type>half</type>\\n        <accidental>sharp</accidental>\\n      </note>\\n      <note>\\n        <chord />\\n        <pitch>\\n          <step>D</step>\\n          <octave>4</octave>\\n        </pitch>\\n        <duration>20160</duration>\\n        <voice>1</voice>\\n        <type>half</type>\\n      </note>\\n      <backup>\\n        <duration>30240</duration>\\n      </backup>\\n      <forward>\\n        <duration>10080</duration>\\n      </forward>\\n      <note dynamics=\\\"63.33\\\">\\n        <pitch>\\n          <step>F</step>\\n          <alter>1</alter>\\n          <octave>5</octave>\\n        </pitch>\\n        <duration>10080</duration>\\n        <voice>2</voice>\\n        <type>quarter</type>\\n        <accidental>sharp</accidental>\\n      </note>\\n      <note dynamics=\\\"71.11\\\">\\n        <pitch>\\n          <step>A</step>\\n          <octave>5</octave>\\n        </pitch>\\n        <duration>10080</duration>\\n        <voice>2</voice>\\n        <type>quarter</type>\\n      </note>\\n    </measure>\\n    <!--========================= Measure 45 =========================-->\\n    <measure number=\\\"45\\\">\\n      <note dynamics=\\\"78.89\\\">\\n        <pitch>\\n          <step>G</step>\\n          <octave>5</octave>\\n        </pitch>\\n        <duration>10080</duration>\\n        <voice>1</voice>\\n        <type>quarter</type>\\n      </note>\\n      <note>\\n        <pitch>\\n          <step>F</step>\\n          <alter>1</alter>\\n          <octave>4</octave>\\n        </pitch>\\n        <duration>20160</duration>\\n        <voice>1</voice>\\n        <type>half</type>\\n        <accidental>sharp</accidental>\\n      </note>\\n      <note>\\n        <chord />\\n        <pitch>\\n          <step>C</step>\\n          <alter>1</alter>\\n          <octave>4</octave>\\n        </pitch>\\n        <duration>20160</duration>\\n        <voice>1</voice>\\n        <type>half</type>\\n        <accidental>sharp</accidental>\\n      </note>\\n      <backup>\\n        <duration>30240</duration>\\n      </backup>\\n      <forward>\\n        <duration>10080</duration>\\n      </forward>\\n      <note dynamics=\\\"86.67\\\">\\n        <pitch>\\n          <step>F</step>\\n          <alter>1</alter>\\n          <octave>5</octave>\\n        </pitch>\\n        <duration>10080</duration>\\n        <voice>2</voice>\\n        <type>quarter</type>\\n        <accidental>sharp</accidental>\\n      </note>\\n      <note dynamics=\\\"94.44\\\">\\n        <pitch>\\n          <step>C</step>\\n          <alter>1</alter>\\n          <octave>5</octave>\\n        </pitch>\\n        <duration>10080</duration>\\n        <voice>2</voice>\\n        <type>quarter</type>\\n        <accidental>sharp</accidental>\\n      </note>\\n    </measure>\\n    <!--========================= Measure 46 =========================-->\\n    <measure number=\\\"46\\\">\\n      <note dynamics=\\\"102.22\\\">\\n        <pitch>\\n          <step>B</step>\\n          <octave>4</octave>\\n        </pitch>\\n        <duration>10080</duration>\\n        <voice>1</voice>\\n        <type>quarter</type>\\n      </note>\\n      <note>\\n        <pitch>\\n          <step>F</step>\\n          <alter>1</alter>\\n          <octave>4</octave>\\n        </pitch>\\n        <duration>20160</duration>\\n        <voice>1</voice>\\n        <type>half</type>\\n        <accidental>sharp</accidental>\\n      </note>\\n      <note>\\n        <chord />\\n        <pitch>\\n          <step>D</step>\\n          <octave>4</octave>\\n        </pitch>\\n        <duration>20160</duration>\\n        <voice>1</voice>\\n        <type>half</type>\\n      </note>\\n      <backup>\\n        <duration>30240</duration>\\n      </backup>\\n      <forward>\\n        <duration>10080</duration>\\n      </forward>\\n      <note dynamics=\\\"110.00\\\">\\n        <pitch>\\n          <step>C</step>\\n          <alter>1</alter>\\n          <octave>5</octave>\\n        </pitch>\\n        <duration>10080</duration>\\n        <voice>2</voice>\\n        <type>quarter</type>\\n        <accidental>sharp</accidental>\\n      </note>\\n      <note dynamics=\\\"117.78\\\">\\n        <pitch>\\n          <step>D</step>\\n          <octave>5</octave>\\n        </pitch>\\n        <duration>10080</duration>\\n        <voice>2</voice>\\n        <type>quarter</type>\\n      </note>\\n    </measure>\\n    <!--========================= Measure 47 =========================-->\\n    <measure number=\\\"47\\\">\\n      <note dynamics=\\\"122.22\\\">\\n        <pitch>\\n          <step>A</step>\\n          <octave>4</octave>\\n        </pitch>\\n        <duration>30240</duration>\\n        <voice>1</voice>\\n        <type>half</type>\\n        <dot />\\n      </note>\\n      <backup>\\n        <duration>30240</duration>\\n      </backup>\\n      <forward>\\n        <duration>10080</duration>\\n      </forward>\\n      <note>\\n        <pitch>\\n          <step>F</step>\\n          <alter>1</alter>\\n          <octave>4</octave>\\n        </pitch>\\n        <duration>20160</duration>\\n        <voice>2</voice>\\n        <type>half</type>\\n        <accidental>sharp</accidental>\\n      </note>\\n      <note>\\n        <chord />\\n        <pitch>\\n          <step>C</step>\\n          <alter>1</alter>\\n          <octave>4</octave>\\n        </pitch>\\n        <duration>20160</duration>\\n        <voice>2</voice>\\n        <type>half</type>\\n        <accidental>sharp</accidental>\\n      </note>\\n    </measure>\\n    <!--========================= Measure 48 =========================-->\\n    <measure number=\\\"48\\\">\\n      <note dynamics=\\\"108.89\\\">\\n        <pitch>\\n          <step>F</step>\\n          <alter>1</alter>\\n          <octave>4</octave>\\n        </pitch>\\n        <duration>10080</duration>\\n        <voice>1</voice>\\n        <type>quarter</type>\\n        <accidental>sharp</accidental>\\n      </note>\\n      <note dynamics=\\\"93.33\\\">\\n        <pitch>\\n          <step>D</step>\\n          <octave>4</octave>\\n        </pitch>\\n        <duration>20160</duration>\\n        <voice>1</voice>\\n        <type>half</type>\\n      </note>\\n      <backup>\\n        <duration>30240</duration>\\n      </backup>\\n    </measure>\\n    <!--========================= Measure 49 =========================-->\\n    <measure number=\\\"49\\\">\\n      <forward>\\n        <duration>10080</duration>\\n      </forward>\\n      <note>\\n        <pitch>\\n          <step>F</step>\\n          <alter>1</alter>\\n          <octave>4</octave>\\n        </pitch>\\n        <duration>20160</duration>\\n        <voice>1</voice>\\n        <type>half</type>\\n        <accidental>sharp</accidental>\\n      </note>\\n      <note>\\n        <chord />\\n        <pitch>\\n          <step>C</step>\\n          <alter>1</alter>\\n          <octave>4</octave>\\n        </pitch>\\n        <duration>20160</duration>\\n        <voice>1</voice>\\n        <type>half</type>\\n        <accidental>sharp</accidental>\\n      </note>\\n      <backup>\\n        <duration>30240</duration>\\n      </backup>\\n    </measure>\\n    <!--========================= Measure 50 =========================-->\\n    <measure number=\\\"50\\\">\\n      <forward>\\n        <duration>10080</duration>\\n      </forward>\\n      <note>\\n        <pitch>\\n          <step>F</step>\\n          <alter>1</alter>\\n          <octave>4</octave>\\n        </pitch>\\n        <duration>20160</duration>\\n        <voice>1</voice>\\n        <type>half</type>\\n        <accidental>sharp</accidental>\\n      </note>\\n      <note>\\n        <chord />\\n        <pitch>\\n          <step>D</step>\\n          <octave>4</octave>\\n        </pitch>\\n        <duration>20160</duration>\\n        <voice>1</voice>\\n        <type>half</type>\\n      </note>\\n      <backup>\\n        <duration>30240</duration>\\n      </backup>\\n    </measure>\\n    <!--========================= Measure 51 =========================-->\\n    <measure number=\\\"51\\\">\\n      <forward>\\n        <duration>10080</duration>\\n      </forward>\\n      <note>\\n        <pitch>\\n          <step>F</step>\\n          <alter>1</alter>\\n          <octave>4</octave>\\n        </pitch>\\n        <duration>20160</duration>\\n        <voice>1</voice>\\n        <type>half</type>\\n        <accidental>sharp</accidental>\\n      </note>\\n      <note>\\n        <chord />\\n        <pitch>\\n          <step>C</step>\\n          <alter>1</alter>\\n          <octave>4</octave>\\n        </pitch>\\n        <duration>20160</duration>\\n        <voice>1</voice>\\n        <type>half</type>\\n        <accidental>sharp</accidental>\\n      </note>\\n      <backup>\\n        <duration>30240</duration>\\n      </backup>\\n    </measure>\\n    <!--========================= Measure 52 =========================-->\\n    <measure number=\\\"52\\\">\\n      <forward>\\n        <duration>10080</duration>\\n      </forward>\\n      <note>\\n        <pitch>\\n          <step>F</step>\\n          <alter>1</alter>\\n          <octave>4</octave>\\n        </pitch>\\n        <duration>20160</duration>\\n        <voice>1</voice>\\n        <type>half</type>\\n        <accidental>sharp</accidental>\\n      </note>\\n      <note>\\n        <chord />\\n        <pitch>\\n          <step>D</step>\\n          <octave>4</octave>\\n        </pitch>\\n        <duration>20160</duration>\\n        <voice>1</voice>\\n        <type>half</type>\\n      </note>\\n      <backup>\\n        <duration>30240</duration>\\n      </backup>\\n      <forward>\\n        <duration>10080</duration>\\n      </forward>\\n      <note dynamics=\\\"63.33\\\">\\n        <pitch>\\n          <step>F</step>\\n          <alter>1</alter>\\n          <octave>5</octave>\\n        </pitch>\\n        <duration>10080</duration>\\n        <voice>2</voice>\\n        <type>quarter</type>\\n        <accidental>sharp</accidental>\\n      </note>\\n      <note dynamics=\\\"71.11\\\">\\n        <pitch>\\n          <step>A</step>\\n          <octave>5</octave>\\n        </pitch>\\n        <duration>10080</duration>\\n        <voice>2</voice>\\n        <type>quarter</type>\\n      </note>\\n    </measure>\\n    <!--========================= Measure 53 =========================-->\\n    <measure number=\\\"53\\\">\\n      <note dynamics=\\\"78.89\\\">\\n        <pitch>\\n          <step>G</step>\\n          <octave>5</octave>\\n        </pitch>\\n        <duration>10080</duration>\\n        <voice>1</voice>\\n        <type>quarter</type>\\n      </note>\\n      <note>\\n        <pitch>\\n          <step>F</step>\\n          <alter>1</alter>\\n          <octave>4</octave>\\n        </pitch>\\n        <duration>20160</duration>\\n        <voice>1</voice>\\n        <type>half</type>\\n        <accidental>sharp</accidental>\\n      </note>\\n      <note>\\n        <chord />\\n        <pitch>\\n          <step>C</step>\\n          <alter>1</alter>\\n          <octave>4</octave>\\n        </pitch>\\n        <duration>20160</duration>\\n        <voice>1</voice>\\n        <type>half</type>\\n        <accidental>sharp</accidental>\\n      </note>\\n      <backup>\\n        <duration>30240</duration>\\n      </backup>\\n      <forward>\\n        <duration>10080</duration>\\n      </forward>\\n      <note dynamics=\\\"86.67\\\">\\n        <pitch>\\n          <step>F</step>\\n          <alter>1</alter>\\n          <octave>5</octave>\\n        </pitch>\\n        <duration>10080</duration>\\n        <voice>2</voice>\\n        <type>quarter</type>\\n        <accidental>sharp</accidental>\\n      </note>\\n      <note dynamics=\\\"94.44\\\">\\n        <pitch>\\n          <step>C</step>\\n          <alter>1</alter>\\n          <octave>5</octave>\\n        </pitch>\\n        <duration>10080</duration>\\n        <voice>2</voice>\\n        <type>quarter</type>\\n        <accidental>sharp</accidental>\\n      </note>\\n    </measure>\\n    <!--========================= Measure 54 =========================-->\\n    <measure number=\\\"54\\\">\\n      <note dynamics=\\\"102.22\\\">\\n        <pitch>\\n          <step>B</step>\\n          <octave>4</octave>\\n        </pitch>\\n        <duration>10080</duration>\\n        <voice>1</voice>\\n        <type>quarter</type>\\n      </note>\\n      <note>\\n        <pitch>\\n          <step>F</step>\\n          <alter>1</alter>\\n          <octave>4</octave>\\n        </pitch>\\n        <duration>20160</duration>\\n        <voice>1</voice>\\n        <type>half</type>\\n        <accidental>sharp</accidental>\\n      </note>\\n      <note>\\n        <chord />\\n        <pitch>\\n          <step>D</step>\\n          <octave>4</octave>\\n        </pitch>\\n        <duration>20160</duration>\\n        <voice>1</voice>\\n        <type>half</type>\\n      </note>\\n      <backup>\\n        <duration>30240</duration>\\n      </backup>\\n      <forward>\\n        <duration>10080</duration>\\n      </forward>\\n      <note dynamics=\\\"110.00\\\">\\n        <pitch>\\n          <step>C</step>\\n          <alter>1</alter>\\n          <octave>5</octave>\\n        </pitch>\\n        <duration>10080</duration>\\n        <voice>2</voice>\\n        <type>quarter</type>\\n        <accidental>sharp</accidental>\\n      </note>\\n      <note dynamics=\\\"117.78\\\">\\n        <pitch>\\n          <step>D</step>\\n          <octave>5</octave>\\n        </pitch>\\n        <duration>10080</duration>\\n        <voice>2</voice>\\n        <type>quarter</type>\\n      </note>\\n    </measure>\\n    <!--========================= Measure 55 =========================-->\\n    <measure number=\\\"55\\\">\\n      <note dynamics=\\\"122.22\\\">\\n        <pitch>\\n          <step>A</step>\\n          <octave>4</octave>\\n        </pitch>\\n        <duration>30240</duration>\\n        <voice>1</voice>\\n        <type>half</type>\\n        <dot />\\n      </note>\\n      <backup>\\n        <duration>30240</duration>\\n      </backup>\\n      <forward>\\n        <duration>10080</duration>\\n      </forward>\\n      <note>\\n        <pitch>\\n          <step>F</step>\\n          <alter>1</alter>\\n          <octave>4</octave>\\n        </pitch>\\n        <duration>20160</duration>\\n        <voice>2</voice>\\n        <type>half</type>\\n        <accidental>sharp</accidental>\\n      </note>\\n      <note>\\n        <chord />\\n        <pitch>\\n          <step>C</step>\\n          <alter>1</alter>\\n          <octave>4</octave>\\n        </pitch>\\n        <duration>20160</duration>\\n        <voice>2</voice>\\n        <type>half</type>\\n        <accidental>sharp</accidental>\\n      </note>\\n    </measure>\\n    <!--========================= Measure 56 =========================-->\\n    <measure number=\\\"56\\\">\\n      <note dynamics=\\\"115.56\\\">\\n        <pitch>\\n          <step>C</step>\\n          <alter>1</alter>\\n          <octave>5</octave>\\n        </pitch>\\n        <duration>30240</duration>\\n        <voice>1</voice>\\n        <type>half</type>\\n        <dot />\\n        <accidental>sharp</accidental>\\n      </note>\\n      <backup>\\n        <duration>30240</duration>\\n      </backup>\\n      <forward>\\n        <duration>10080</duration>\\n      </forward>\\n      <note>\\n        <pitch>\\n          <step>F</step>\\n          <alter>1</alter>\\n          <octave>4</octave>\\n        </pitch>\\n        <duration>20160</duration>\\n        <voice>2</voice>\\n        <type>half</type>\\n        <accidental>sharp</accidental>\\n      </note>\\n      <note>\\n        <chord />\\n        <pitch>\\n          <step>C</step>\\n          <alter>1</alter>\\n          <octave>4</octave>\\n        </pitch>\\n        <duration>20160</duration>\\n        <voice>2</voice>\\n        <type>half</type>\\n        <accidental>sharp</accidental>\\n      </note>\\n    </measure>\\n    <!--========================= Measure 57 =========================-->\\n    <measure number=\\\"57\\\">\\n      <note dynamics=\\\"107.78\\\">\\n        <pitch>\\n          <step>F</step>\\n          <alter>1</alter>\\n          <octave>5</octave>\\n        </pitch>\\n        <duration>30240</duration>\\n        <voice>1</voice>\\n        <type>half</type>\\n        <dot />\\n        <accidental>sharp</accidental>\\n      </note>\\n      <backup>\\n        <duration>30240</duration>\\n      </backup>\\n      <forward>\\n        <duration>10080</duration>\\n      </forward>\\n      <note>\\n        <pitch>\\n          <step>F</step>\\n          <alter>1</alter>\\n          <octave>4</octave>\\n        </pitch>\\n        <duration>20160</duration>\\n        <voice>2</voice>\\n        <type>half</type>\\n        <accidental>sharp</accidental>\\n      </note>\\n      <note>\\n        <chord />\\n        <pitch>\\n          <step>D</step>\\n          <octave>4</octave>\\n        </pitch>\\n        <duration>20160</duration>\\n        <voice>2</voice>\\n        <type>half</type>\\n      </note>\\n    </measure>\\n    <!--========================= Measure 58 =========================-->\\n    <measure number=\\\"58\\\">\\n      <note dynamics=\\\"100.00\\\">\\n        <pitch>\\n          <step>E</step>\\n          <octave>4</octave>\\n        </pitch>\\n        <duration>30240</duration>\\n        <tie type=\\\"start\\\" />\\n        <voice>1</voice>\\n        <type>half</type>\\n        <dot />\\n        <notations>\\n          <tied type=\\\"start\\\" />\\n        </notations>\\n      </note>\\n      <backup>\\n        <duration>30240</duration>\\n      </backup>\\n    </measure>\\n    <!--========================= Measure 59 =========================-->\\n    <measure number=\\\"59\\\">\\n      <note dynamics=\\\"100.00\\\">\\n        <pitch>\\n          <step>E</step>\\n          <octave>4</octave>\\n        </pitch>\\n        <duration>30240</duration>\\n        <tie type=\\\"stop\\\" />\\n        <tie type=\\\"start\\\" />\\n        <voice>1</voice>\\n        <type>half</type>\\n        <dot />\\n        <notations>\\n          <tied type=\\\"stop\\\" />\\n          <tied type=\\\"start\\\" />\\n        </notations>\\n      </note>\\n      <backup>\\n        <duration>30240</duration>\\n      </backup>\\n      <forward>\\n        <duration>10080</duration>\\n      </forward>\\n      <note>\\n        <pitch>\\n          <step>G</step>\\n          <octave>4</octave>\\n        </pitch>\\n        <duration>20160</duration>\\n        <voice>2</voice>\\n        <type>half</type>\\n      </note>\\n      <note>\\n        <chord />\\n        <pitch>\\n          <step>D</step>\\n          <octave>4</octave>\\n        </pitch>\\n        <duration>20160</duration>\\n        <voice>2</voice>\\n        <type>half</type>\\n      </note>\\n    </measure>\\n    <!--========================= Measure 60 =========================-->\\n    <measure number=\\\"60\\\">\\n      <note dynamics=\\\"100.00\\\">\\n        <pitch>\\n          <step>E</step>\\n          <octave>4</octave>\\n        </pitch>\\n        <duration>30240</duration>\\n        <tie type=\\\"stop\\\" />\\n        <voice>1</voice>\\n        <type>half</type>\\n        <dot />\\n        <notations>\\n          <tied type=\\\"stop\\\" />\\n        </notations>\\n      </note>\\n      <backup>\\n        <duration>30240</duration>\\n      </backup>\\n      <forward>\\n        <duration>10080</duration>\\n      </forward>\\n      <note dynamics=\\\"71.11\\\">\\n        <pitch>\\n          <step>D</step>\\n          <octave>4</octave>\\n        </pitch>\\n        <duration>20160</duration>\\n        <voice>2</voice>\\n        <type>half</type>\\n      </note>\\n    </measure>\\n    <!--========================= Measure 61 =========================-->\\n    <measure number=\\\"61\\\">\\n      <note dynamics=\\\"77.78\\\">\\n        <pitch>\\n          <step>A</step>\\n          <octave>4</octave>\\n        </pitch>\\n        <duration>10080</duration>\\n        <voice>1</voice>\\n        <type>quarter</type>\\n      </note>\\n      <note>\\n        <pitch>\\n          <step>E</step>\\n          <octave>4</octave>\\n        </pitch>\\n        <duration>20160</duration>\\n        <voice>1</voice>\\n        <type>half</type>\\n      </note>\\n      <note>\\n        <chord />\\n        <pitch>\\n          <step>C</step>\\n          <octave>4</octave>\\n        </pitch>\\n        <duration>20160</duration>\\n        <voice>1</voice>\\n        <type>half</type>\\n      </note>\\n      <backup>\\n        <duration>30240</duration>\\n      </backup>\\n      <forward>\\n        <duration>10080</duration>\\n      </forward>\\n      <note dynamics=\\\"82.22\\\">\\n        <pitch>\\n          <step>B</step>\\n          <octave>4</octave>\\n        </pitch>\\n        <duration>10080</duration>\\n        <voice>2</voice>\\n        <type>quarter</type>\\n      </note>\\n      <note dynamics=\\\"87.78\\\">\\n        <pitch>\\n          <step>C</step>\\n          <octave>5</octave>\\n        </pitch>\\n        <duration>10080</duration>\\n        <voice>2</voice>\\n        <type>quarter</type>\\n      </note>\\n    </measure>\\n    <!--========================= Measure 62 =========================-->\\n    <measure number=\\\"62\\\">\\n      <note dynamics=\\\"92.22\\\">\\n        <pitch>\\n          <step>E</step>\\n          <octave>5</octave>\\n        </pitch>\\n        <duration>10080</duration>\\n        <voice>1</voice>\\n        <type>quarter</type>\\n      </note>\\n      <note dynamics=\\\"86.67\\\">\\n        <pitch>\\n          <step>E</step>\\n          <octave>4</octave>\\n        </pitch>\\n        <duration>20160</duration>\\n        <voice>1</voice>\\n        <type>half</type>\\n      </note>\\n      <backup>\\n        <duration>30240</duration>\\n      </backup>\\n      <forward>\\n        <duration>10080</duration>\\n      </forward>\\n      <note dynamics=\\\"97.78\\\">\\n        <pitch>\\n          <step>D</step>\\n          <octave>5</octave>\\n        </pitch>\\n        <duration>10080</duration>\\n        <voice>2</voice>\\n        <type>quarter</type>\\n      </note>\\n      <note dynamics=\\\"103.33\\\">\\n        <pitch>\\n          <step>B</step>\\n          <octave>4</octave>\\n        </pitch>\\n        <duration>10080</duration>\\n        <voice>2</voice>\\n        <type>quarter</type>\\n      </note>\\n    </measure>\\n    <!--========================= Measure 63 =========================-->\\n    <measure number=\\\"63\\\">\\n      <note dynamics=\\\"107.78\\\">\\n        <pitch>\\n          <step>D</step>\\n          <octave>5</octave>\\n        </pitch>\\n        <duration>10080</duration>\\n        <voice>1</voice>\\n        <type>quarter</type>\\n      </note>\\n      <note dynamics=\\\"102.22\\\">\\n        <pitch>\\n          <step>E</step>\\n          <octave>4</octave>\\n        </pitch>\\n        <duration>20160</duration>\\n        <voice>1</voice>\\n        <type>half</type>\\n      </note>\\n      <backup>\\n        <duration>30240</duration>\\n      </backup>\\n      <forward>\\n        <duration>10080</duration>\\n      </forward>\\n      <note dynamics=\\\"113.33\\\">\\n        <pitch>\\n          <step>C</step>\\n          <octave>5</octave>\\n        </pitch>\\n        <duration>10080</duration>\\n        <voice>2</voice>\\n        <type>quarter</type>\\n      </note>\\n      <note dynamics=\\\"117.78\\\">\\n        <pitch>\\n          <step>B</step>\\n          <octave>4</octave>\\n        </pitch>\\n        <duration>10080</duration>\\n        <voice>2</voice>\\n        <type>quarter</type>\\n      </note>\\n    </measure>\\n    <!--========================= Measure 64 =========================-->\\n    <measure number=\\\"64\\\">\\n      <note dynamics=\\\"122.22\\\">\\n        <pitch>\\n          <step>D</step>\\n          <octave>5</octave>\\n        </pitch>\\n        <duration>30240</duration>\\n        <tie type=\\\"start\\\" />\\n        <voice>1</voice>\\n        <type>half</type>\\n        <dot />\\n        <notations>\\n          <tied type=\\\"start\\\" />\\n        </notations>\\n      </note>\\n      <backup>\\n        <duration>30240</duration>\\n      </backup>\\n      <forward>\\n        <duration>10080</duration>\\n      </forward>\\n      <note dynamics=\\\"103.33\\\">\\n        <pitch>\\n          <step>D</step>\\n          <octave>4</octave>\\n        </pitch>\\n        <duration>20160</duration>\\n        <voice>2</voice>\\n        <type>half</type>\\n      </note>\\n    </measure>\\n    <!--========================= Measure 65 =========================-->\\n    <measure number=\\\"65\\\">\\n      <note dynamics=\\\"122.22\\\">\\n        <pitch>\\n          <step>D</step>\\n          <octave>5</octave>\\n        </pitch>\\n        <duration>20160</duration>\\n        <tie type=\\\"stop\\\" />\\n        <voice>1</voice>\\n        <type>half</type>\\n        <notations>\\n          <tied type=\\\"stop\\\" />\\n        </notations>\\n      </note>\\n      <note dynamics=\\\"83.33\\\">\\n        <pitch>\\n          <step>D</step>\\n          <octave>5</octave>\\n        </pitch>\\n        <duration>10080</duration>\\n        <voice>1</voice>\\n        <type>quarter</type>\\n      </note>\\n      <backup>\\n        <duration>30240</duration>\\n      </backup>\\n      <forward>\\n        <duration>10080</duration>\\n      </forward>\\n      <note dynamics=\\\"80.00\\\">\\n        <pitch>\\n          <step>D</step>\\n          <octave>4</octave>\\n        </pitch>\\n        <duration>20160</duration>\\n        <voice>2</voice>\\n        <type>half</type>\\n      </note>\\n    </measure>\\n    <!--========================= Measure 66 =========================-->\\n    <measure number=\\\"66\\\">\\n      <note dynamics=\\\"77.78\\\">\\n        <pitch>\\n          <step>E</step>\\n          <octave>5</octave>\\n        </pitch>\\n        <duration>10080</duration>\\n        <voice>1</voice>\\n        <type>quarter</type>\\n      </note>\\n      <note>\\n        <pitch>\\n          <step>F</step>\\n          <octave>4</octave>\\n        </pitch>\\n        <duration>20160</duration>\\n        <voice>1</voice>\\n        <type>half</type>\\n      </note>\\n      <note>\\n        <chord />\\n        <pitch>\\n          <step>C</step>\\n          <octave>4</octave>\\n        </pitch>\\n        <duration>20160</duration>\\n        <voice>1</voice>\\n        <type>half</type>\\n      </note>\\n      <backup>\\n        <duration>30240</duration>\\n      </backup>\\n      <forward>\\n        <duration>10080</duration>\\n      </forward>\\n      <note dynamics=\\\"82.22\\\">\\n        <pitch>\\n          <step>F</step>\\n          <octave>5</octave>\\n        </pitch>\\n        <duration>10080</duration>\\n        <voice>2</voice>\\n        <type>quarter</type>\\n      </note>\\n      <note dynamics=\\\"87.78\\\">\\n        <pitch>\\n          <step>G</step>\\n          <octave>5</octave>\\n        </pitch>\\n        <duration>10080</duration>\\n        <voice>2</voice>\\n        <type>quarter</type>\\n      </note>\\n    </measure>\\n    <!--========================= Measure 67 =========================-->\\n    <measure number=\\\"67\\\">\\n      <note dynamics=\\\"92.22\\\">\\n        <pitch>\\n          <step>A</step>\\n          <octave>5</octave>\\n        </pitch>\\n        <duration>10080</duration>\\n        <voice>1</voice>\\n        <type>quarter</type>\\n      </note>\\n      <note>\\n        <pitch>\\n          <step>E</step>\\n          <octave>4</octave>\\n        </pitch>\\n        <duration>20160</duration>\\n        <voice>1</voice>\\n        <type>half</type>\\n      </note>\\n      <note>\\n        <chord />\\n        <pitch>\\n          <step>C</step>\\n          <octave>4</octave>\\n        </pitch>\\n        <duration>20160</duration>\\n        <voice>1</voice>\\n        <type>half</type>\\n      </note>\\n      <backup>\\n        <duration>30240</duration>\\n      </backup>\\n      <forward>\\n        <duration>10080</duration>\\n      </forward>\\n      <note dynamics=\\\"97.78\\\">\\n        <pitch>\\n          <step>C</step>\\n          <octave>5</octave>\\n        </pitch>\\n        <duration>10080</duration>\\n        <voice>2</voice>\\n        <type>quarter</type>\\n      </note>\\n      <note dynamics=\\\"103.33\\\">\\n        <pitch>\\n          <step>D</step>\\n          <octave>5</octave>\\n        </pitch>\\n        <duration>10080</duration>\\n        <voice>2</voice>\\n        <type>quarter</type>\\n      </note>\\n    </measure>\\n    <!--========================= Measure 68 =========================-->\\n    <measure number=\\\"68\\\">\\n      <note dynamics=\\\"107.78\\\">\\n        <pitch>\\n          <step>E</step>\\n          <octave>5</octave>\\n        </pitch>\\n        <duration>10080</duration>\\n        <voice>1</voice>\\n        <type>quarter</type>\\n      </note>\\n      <note dynamics=\\\"102.22\\\">\\n        <pitch>\\n          <step>E</step>\\n          <octave>4</octave>\\n        </pitch>\\n        <duration>20160</duration>\\n        <voice>1</voice>\\n        <type>half</type>\\n      </note>\\n      <backup>\\n        <duration>30240</duration>\\n      </backup>\\n      <forward>\\n        <duration>10080</duration>\\n      </forward>\\n      <note dynamics=\\\"113.33\\\">\\n        <pitch>\\n          <step>D</step>\\n          <octave>5</octave>\\n        </pitch>\\n        <duration>10080</duration>\\n        <voice>2</voice>\\n        <type>quarter</type>\\n      </note>\\n      <note dynamics=\\\"117.78\\\">\\n        <pitch>\\n          <step>B</step>\\n          <octave>4</octave>\\n        </pitch>\\n        <duration>10080</duration>\\n        <voice>2</voice>\\n        <type>quarter</type>\\n      </note>\\n    </measure>\\n    <!--========================= Measure 69 =========================-->\\n    <measure number=\\\"69\\\">\\n      <note dynamics=\\\"122.22\\\">\\n        <pitch>\\n          <step>D</step>\\n          <octave>5</octave>\\n        </pitch>\\n        <duration>30240</duration>\\n        <tie type=\\\"start\\\" />\\n        <voice>1</voice>\\n        <type>half</type>\\n        <dot />\\n        <notations>\\n          <tied type=\\\"start\\\" />\\n        </notations>\\n      </note>\\n      <backup>\\n        <duration>30240</duration>\\n      </backup>\\n      <forward>\\n        <duration>10080</duration>\\n      </forward>\\n      <note dynamics=\\\"111.11\\\">\\n        <pitch>\\n          <step>D</step>\\n          <octave>4</octave>\\n        </pitch>\\n        <duration>20160</duration>\\n        <voice>2</voice>\\n        <type>half</type>\\n      </note>\\n    </measure>\\n    <!--========================= Measure 70 =========================-->\\n    <measure number=\\\"70\\\">\\n      <note dynamics=\\\"122.22\\\">\\n        <pitch>\\n          <step>D</step>\\n          <octave>5</octave>\\n        </pitch>\\n        <duration>20160</duration>\\n        <tie type=\\\"stop\\\" />\\n        <voice>1</voice>\\n        <type>half</type>\\n        <notations>\\n          <tied type=\\\"stop\\\" />\\n        </notations>\\n      </note>\\n      <note dynamics=\\\"122.22\\\">\\n        <pitch>\\n          <step>D</step>\\n          <octave>5</octave>\\n        </pitch>\\n        <duration>10080</duration>\\n        <voice>1</voice>\\n        <type>quarter</type>\\n      </note>\\n      <backup>\\n        <duration>30240</duration>\\n      </backup>\\n      <forward>\\n        <duration>10080</duration>\\n      </forward>\\n      <note dynamics=\\\"111.11\\\">\\n        <pitch>\\n          <step>D</step>\\n          <octave>4</octave>\\n        </pitch>\\n        <duration>20160</duration>\\n        <voice>2</voice>\\n        <type>half</type>\\n      </note>\\n    </measure>\\n    <!--========================= Measure 71 =========================-->\\n    <measure number=\\\"71\\\">\\n      <note dynamics=\\\"122.22\\\">\\n        <pitch>\\n          <step>G</step>\\n          <octave>5</octave>\\n        </pitch>\\n        <duration>30240</duration>\\n        <voice>1</voice>\\n        <type>half</type>\\n        <dot />\\n      </note>\\n      <backup>\\n        <duration>30240</duration>\\n      </backup>\\n      <forward>\\n        <duration>10080</duration>\\n      </forward>\\n      <note>\\n        <pitch>\\n          <step>G</step>\\n          <octave>4</octave>\\n        </pitch>\\n        <duration>20160</duration>\\n        <voice>2</voice>\\n        <type>half</type>\\n      </note>\\n      <note>\\n        <chord />\\n        <pitch>\\n          <step>E</step>\\n          <octave>4</octave>\\n        </pitch>\\n        <duration>20160</duration>\\n        <voice>2</voice>\\n        <type>half</type>\\n      </note>\\n    </measure>\\n    <!--========================= Measure 72 =========================-->\\n    <measure number=\\\"72\\\">\\n      <note dynamics=\\\"122.22\\\">\\n        <pitch>\\n          <step>F</step>\\n          <octave>5</octave>\\n        </pitch>\\n        <duration>30240</duration>\\n        <voice>1</voice>\\n        <type>half</type>\\n        <dot />\\n      </note>\\n      <backup>\\n        <duration>30240</duration>\\n      </backup>\\n      <forward>\\n        <duration>10080</duration>\\n      </forward>\\n      <note>\\n        <pitch>\\n          <step>A</step>\\n          <octave>4</octave>\\n        </pitch>\\n        <duration>20160</duration>\\n        <voice>2</voice>\\n        <type>half</type>\\n      </note>\\n      <note>\\n        <chord />\\n        <pitch>\\n          <step>F</step>\\n          <octave>4</octave>\\n        </pitch>\\n        <duration>20160</duration>\\n        <voice>2</voice>\\n        <type>half</type>\\n      </note>\\n      <note>\\n        <chord />\\n        <pitch>\\n          <step>D</step>\\n          <octave>4</octave>\\n        </pitch>\\n        <duration>20160</duration>\\n        <voice>2</voice>\\n        <type>half</type>\\n      </note>\\n    </measure>\\n    <!--========================= Measure 73 =========================-->\\n    <measure number=\\\"73\\\">\\n      <note dynamics=\\\"122.22\\\">\\n        <pitch>\\n          <step>B</step>\\n          <octave>4</octave>\\n        </pitch>\\n        <duration>10080</duration>\\n        <voice>1</voice>\\n        <type>quarter</type>\\n      </note>\\n      <note>\\n        <pitch>\\n          <step>F</step>\\n          <octave>4</octave>\\n        </pitch>\\n        <duration>20160</duration>\\n        <voice>1</voice>\\n        <type>half</type>\\n      </note>\\n      <note>\\n        <chord />\\n        <pitch>\\n          <step>C</step>\\n          <octave>4</octave>\\n        </pitch>\\n        <duration>20160</duration>\\n        <voice>1</voice>\\n        <type>half</type>\\n      </note>\\n      <backup>\\n        <duration>30240</duration>\\n      </backup>\\n      <forward>\\n        <duration>10080</duration>\\n      </forward>\\n      <note dynamics=\\\"122.22\\\">\\n        <pitch>\\n          <step>C</step>\\n          <octave>5</octave>\\n        </pitch>\\n        <duration>10080</duration>\\n        <voice>2</voice>\\n        <type>quarter</type>\\n      </note>\\n      <note dynamics=\\\"122.22\\\">\\n        <pitch>\\n          <step>F</step>\\n          <octave>5</octave>\\n        </pitch>\\n        <duration>10080</duration>\\n        <voice>2</voice>\\n        <type>quarter</type>\\n      </note>\\n    </measure>\\n    <!--========================= Measure 74 =========================-->\\n    <measure number=\\\"74\\\">\\n      <note dynamics=\\\"122.22\\\">\\n        <pitch>\\n          <step>E</step>\\n          <octave>5</octave>\\n        </pitch>\\n        <duration>10080</duration>\\n        <voice>1</voice>\\n        <type>quarter</type>\\n      </note>\\n      <note>\\n        <pitch>\\n          <step>A</step>\\n          <octave>4</octave>\\n        </pitch>\\n        <duration>20160</duration>\\n        <voice>1</voice>\\n        <type>half</type>\\n      </note>\\n      <note>\\n        <chord />\\n        <pitch>\\n          <step>E</step>\\n          <octave>4</octave>\\n        </pitch>\\n        <duration>20160</duration>\\n        <voice>1</voice>\\n        <type>half</type>\\n      </note>\\n      <note>\\n        <chord />\\n        <pitch>\\n          <step>C</step>\\n          <octave>4</octave>\\n        </pitch>\\n        <duration>20160</duration>\\n        <voice>1</voice>\\n        <type>half</type>\\n      </note>\\n      <backup>\\n        <duration>30240</duration>\\n      </backup>\\n      <forward>\\n        <duration>10080</duration>\\n      </forward>\\n      <note dynamics=\\\"122.22\\\">\\n        <pitch>\\n          <step>D</step>\\n          <octave>5</octave>\\n        </pitch>\\n        <duration>10080</duration>\\n        <voice>2</voice>\\n        <type>quarter</type>\\n      </note>\\n      <note dynamics=\\\"122.22\\\">\\n        <pitch>\\n          <step>C</step>\\n          <octave>5</octave>\\n        </pitch>\\n        <duration>10080</duration>\\n        <voice>2</voice>\\n        <type>quarter</type>\\n      </note>\\n    </measure>\\n    <!--========================= Measure 75 =========================-->\\n    <measure number=\\\"75\\\">\\n      <note dynamics=\\\"122.22\\\">\\n        <pitch>\\n          <step>E</step>\\n          <octave>5</octave>\\n        </pitch>\\n        <duration>10080</duration>\\n        <voice>1</voice>\\n        <type>quarter</type>\\n      </note>\\n      <note>\\n        <pitch>\\n          <step>A</step>\\n          <octave>4</octave>\\n        </pitch>\\n        <duration>20160</duration>\\n        <voice>1</voice>\\n        <type>half</type>\\n      </note>\\n      <note>\\n        <chord />\\n        <pitch>\\n          <step>F</step>\\n          <octave>4</octave>\\n        </pitch>\\n        <duration>20160</duration>\\n        <voice>1</voice>\\n        <type>half</type>\\n      </note>\\n      <note>\\n        <chord />\\n        <pitch>\\n          <step>C</step>\\n          <octave>4</octave>\\n        </pitch>\\n        <duration>20160</duration>\\n        <voice>1</voice>\\n        <type>half</type>\\n      </note>\\n      <backup>\\n        <duration>30240</duration>\\n      </backup>\\n      <forward>\\n        <duration>10080</duration>\\n      </forward>\\n      <note dynamics=\\\"114.44\\\">\\n        <pitch>\\n          <step>D</step>\\n          <octave>5</octave>\\n        </pitch>\\n        <duration>10080</duration>\\n        <voice>2</voice>\\n        <type>quarter</type>\\n      </note>\\n      <note dynamics=\\\"106.67\\\">\\n        <pitch>\\n          <step>C</step>\\n          <octave>5</octave>\\n        </pitch>\\n        <duration>10080</duration>\\n        <voice>2</voice>\\n        <type>quarter</type>\\n      </note>\\n    </measure>\\n    <!--========================= Measure 76 =========================-->\\n    <measure number=\\\"76\\\">\\n      <note dynamics=\\\"98.89\\\">\\n        <pitch>\\n          <step>F</step>\\n          <octave>4</octave>\\n        </pitch>\\n        <duration>30240</duration>\\n        <voice>1</voice>\\n        <type>half</type>\\n        <dot />\\n      </note>\\n      <backup>\\n        <duration>30240</duration>\\n      </backup>\\n      <forward>\\n        <duration>10080</duration>\\n      </forward>\\n      <note dynamics=\\\"80.00\\\">\\n        <pitch>\\n          <step>D</step>\\n          <octave>4</octave>\\n        </pitch>\\n        <duration>10080</duration>\\n        <voice>2</voice>\\n        <type>quarter</type>\\n      </note>\\n      <note>\\n        <pitch>\\n          <step>G</step>\\n          <octave>4</octave>\\n        </pitch>\\n        <duration>10080</duration>\\n        <voice>2</voice>\\n        <type>quarter</type>\\n      </note>\\n      <note>\\n        <chord />\\n        <pitch>\\n          <step>D</step>\\n          <octave>4</octave>\\n        </pitch>\\n        <duration>10080</duration>\\n        <voice>2</voice>\\n        <type>quarter</type>\\n      </note>\\n    </measure>\\n    <!--========================= Measure 77 =========================-->\\n    <measure number=\\\"77\\\">\\n      <note>\\n        <pitch>\\n          <step>C</step>\\n          <octave>5</octave>\\n        </pitch>\\n        <duration>30240</duration>\\n        <voice>1</voice>\\n        <type>half</type>\\n        <dot />\\n      </note>\\n      <note>\\n        <chord />\\n        <pitch>\\n          <step>A</step>\\n          <octave>4</octave>\\n        </pitch>\\n        <duration>30240</duration>\\n        <voice>1</voice>\\n        <type>half</type>\\n        <dot />\\n      </note>\\n      <note>\\n        <chord />\\n        <pitch>\\n          <step>E</step>\\n          <octave>4</octave>\\n        </pitch>\\n        <duration>30240</duration>\\n        <voice>1</voice>\\n        <type>half</type>\\n        <dot />\\n      </note>\\n      <note>\\n        <chord />\\n        <pitch>\\n          <step>C</step>\\n          <octave>4</octave>\\n        </pitch>\\n        <duration>30240</duration>\\n        <voice>1</voice>\\n        <type>half</type>\\n        <dot />\\n      </note>\\n      <backup>\\n        <duration>30240</duration>\\n      </backup>\\n    </measure>\\n    <!--========================= Measure 78 =========================-->\\n    <measure number=\\\"78\\\">\\n      <note>\\n        <pitch>\\n          <step>D</step>\\n          <octave>5</octave>\\n        </pitch>\\n        <duration>30240</duration>\\n        <voice>1</voice>\\n        <type>half</type>\\n        <dot />\\n      </note>\\n      <note>\\n        <chord />\\n        <pitch>\\n          <step>A</step>\\n          <octave>4</octave>\\n        </pitch>\\n        <duration>30240</duration>\\n        <voice>1</voice>\\n        <type>half</type>\\n        <dot />\\n      </note>\\n      <note>\\n        <chord />\\n        <pitch>\\n          <step>F</step>\\n          <octave>4</octave>\\n        </pitch>\\n        <duration>30240</duration>\\n        <voice>1</voice>\\n        <type>half</type>\\n        <dot />\\n      </note>\\n      <note>\\n        <chord />\\n        <pitch>\\n          <step>D</step>\\n          <octave>4</octave>\\n        </pitch>\\n        <duration>30240</duration>\\n        <voice>1</voice>\\n        <type>half</type>\\n        <dot />\\n      </note>\\n      <backup>\\n        <duration>30240</duration>\\n      </backup>\\n      <barline location=\\\"right\\\">\\n        <bar-style>light-heavy</bar-style>\\n      </barline>\\n    </measure>\\n  </part>\\n  <!--=========================== Part 2 ===========================-->\\n  <part id=\\\"Pee4ec860d0292a459809556b5cf8b9b5\\\">\\n    <!--========================= Measure 1 ==========================-->\\n    <measure number=\\\"1\\\">\\n      <attributes>\\n        <divisions>10080</divisions>\\n        <time>\\n          <beats>3</beats>\\n          <beat-type>4</beat-type>\\n        </time>\\n        <clef>\\n          <sign>F</sign>\\n          <line>4</line>\\n        </clef>\\n      </attributes>\\n      <note dynamics=\\\"66.67\\\">\\n        <pitch>\\n          <step>G</step>\\n          <octave>2</octave>\\n        </pitch>\\n        <duration>30240</duration>\\n        <voice>1</voice>\\n        <type>half</type>\\n        <dot />\\n      </note>\\n      <backup>\\n        <duration>30240</duration>\\n      </backup>\\n      <forward>\\n        <duration>10080</duration>\\n      </forward>\\n      <note dynamics=\\\"44.44\\\">\\n        <pitch>\\n          <step>B</step>\\n          <octave>3</octave>\\n        </pitch>\\n        <duration>20160</duration>\\n        <voice>2</voice>\\n        <type>half</type>\\n      </note>\\n    </measure>\\n    <!--========================= Measure 2 ==========================-->\\n    <measure number=\\\"2\\\">\\n      <note dynamics=\\\"66.67\\\">\\n        <pitch>\\n          <step>D</step>\\n          <octave>2</octave>\\n        </pitch>\\n        <duration>30240</duration>\\n        <voice>1</voice>\\n        <type>half</type>\\n        <dot />\\n      </note>\\n      <backup>\\n        <duration>30240</duration>\\n      </backup>\\n      <forward>\\n        <duration>10080</duration>\\n      </forward>\\n      <note dynamics=\\\"44.44\\\">\\n        <pitch>\\n          <step>A</step>\\n          <octave>3</octave>\\n        </pitch>\\n        <duration>20160</duration>\\n        <voice>2</voice>\\n        <type>half</type>\\n      </note>\\n    </measure>\\n    <!--========================= Measure 3 ==========================-->\\n    <measure number=\\\"3\\\">\\n      <note dynamics=\\\"66.67\\\">\\n        <pitch>\\n          <step>G</step>\\n          <octave>2</octave>\\n        </pitch>\\n        <duration>30240</duration>\\n        <voice>1</voice>\\n        <type>half</type>\\n        <dot />\\n      </note>\\n      <backup>\\n        <duration>30240</duration>\\n      </backup>\\n      <forward>\\n        <duration>10080</duration>\\n      </forward>\\n      <note dynamics=\\\"44.44\\\">\\n        <pitch>\\n          <step>B</step>\\n          <octave>3</octave>\\n        </pitch>\\n        <duration>20160</duration>\\n        <voice>2</voice>\\n        <type>half</type>\\n      </note>\\n    </measure>\\n    <!--========================= Measure 4 ==========================-->\\n    <measure number=\\\"4\\\">\\n      <note dynamics=\\\"66.67\\\">\\n        <pitch>\\n          <step>D</step>\\n          <octave>2</octave>\\n        </pitch>\\n        <duration>30240</duration>\\n        <voice>1</voice>\\n        <type>half</type>\\n        <dot />\\n      </note>\\n      <backup>\\n        <duration>30240</duration>\\n      </backup>\\n      <forward>\\n        <duration>10080</duration>\\n      </forward>\\n      <note dynamics=\\\"44.44\\\">\\n        <pitch>\\n          <step>A</step>\\n          <octave>3</octave>\\n        </pitch>\\n        <duration>20160</duration>\\n        <voice>2</voice>\\n        <type>half</type>\\n      </note>\\n    </measure>\\n    <!--========================= Measure 5 ==========================-->\\n    <measure number=\\\"5\\\">\\n      <note dynamics=\\\"66.67\\\">\\n        <pitch>\\n          <step>G</step>\\n          <octave>2</octave>\\n        </pitch>\\n        <duration>30240</duration>\\n        <voice>1</voice>\\n        <type>half</type>\\n        <dot />\\n      </note>\\n      <backup>\\n        <duration>30240</duration>\\n      </backup>\\n      <forward>\\n        <duration>10080</duration>\\n      </forward>\\n      <note dynamics=\\\"52.22\\\">\\n        <pitch>\\n          <step>B</step>\\n          <octave>3</octave>\\n        </pitch>\\n        <duration>20160</duration>\\n        <voice>2</voice>\\n        <type>half</type>\\n      </note>\\n    </measure>\\n    <!--========================= Measure 6 ==========================-->\\n    <measure number=\\\"6\\\">\\n      <note dynamics=\\\"90.00\\\">\\n        <pitch>\\n          <step>D</step>\\n          <octave>2</octave>\\n        </pitch>\\n        <duration>30240</duration>\\n        <voice>1</voice>\\n        <type>half</type>\\n        <dot />\\n      </note>\\n      <backup>\\n        <duration>30240</duration>\\n      </backup>\\n      <forward>\\n        <duration>10080</duration>\\n      </forward>\\n      <note dynamics=\\\"75.56\\\">\\n        <pitch>\\n          <step>A</step>\\n          <octave>3</octave>\\n        </pitch>\\n        <duration>20160</duration>\\n        <voice>2</voice>\\n        <type>half</type>\\n      </note>\\n    </measure>\\n    <!--========================= Measure 7 ==========================-->\\n    <measure number=\\\"7\\\">\\n      <note dynamics=\\\"113.33\\\">\\n        <pitch>\\n          <step>G</step>\\n          <octave>2</octave>\\n        </pitch>\\n        <duration>30240</duration>\\n        <voice>1</voice>\\n        <type>half</type>\\n        <dot />\\n      </note>\\n      <backup>\\n        <duration>30240</duration>\\n      </backup>\\n      <forward>\\n        <duration>10080</duration>\\n      </forward>\\n      <note dynamics=\\\"98.89\\\">\\n        <pitch>\\n          <step>B</step>\\n          <octave>3</octave>\\n        </pitch>\\n        <duration>20160</duration>\\n        <voice>2</voice>\\n        <type>half</type>\\n      </note>\\n    </measure>\\n    <!--========================= Measure 8 ==========================-->\\n    <measure number=\\\"8\\\">\\n      <note dynamics=\\\"133.33\\\">\\n        <pitch>\\n          <step>D</step>\\n          <octave>2</octave>\\n        </pitch>\\n        <duration>30240</duration>\\n        <voice>1</voice>\\n        <type>half</type>\\n        <dot />\\n      </note>\\n      <backup>\\n        <duration>30240</duration>\\n      </backup>\\n      <forward>\\n        <duration>10080</duration>\\n      </forward>\\n      <note dynamics=\\\"106.67\\\">\\n        <pitch>\\n          <step>A</step>\\n          <octave>3</octave>\\n        </pitch>\\n        <duration>20160</duration>\\n        <voice>2</voice>\\n        <type>half</type>\\n      </note>\\n    </measure>\\n    <!--========================= Measure 9 ==========================-->\\n    <measure number=\\\"9\\\">\\n      <note dynamics=\\\"120.00\\\">\\n        <pitch>\\n          <step>G</step>\\n          <octave>2</octave>\\n        </pitch>\\n        <duration>30240</duration>\\n        <voice>1</voice>\\n        <type>half</type>\\n        <dot />\\n      </note>\\n      <backup>\\n        <duration>30240</duration>\\n      </backup>\\n      <forward>\\n        <duration>10080</duration>\\n      </forward>\\n      <note dynamics=\\\"93.33\\\">\\n        <pitch>\\n          <step>B</step>\\n          <octave>3</octave>\\n        </pitch>\\n        <duration>20160</duration>\\n        <voice>2</voice>\\n        <type>half</type>\\n      </note>\\n    </measure>\\n    <!--========================= Measure 10 =========================-->\\n    <measure number=\\\"10\\\">\\n      <note dynamics=\\\"106.67\\\">\\n        <pitch>\\n          <step>D</step>\\n          <octave>2</octave>\\n        </pitch>\\n        <duration>30240</duration>\\n        <voice>1</voice>\\n        <type>half</type>\\n        <dot />\\n      </note>\\n      <backup>\\n        <duration>30240</duration>\\n      </backup>\\n      <forward>\\n        <duration>10080</duration>\\n      </forward>\\n      <note dynamics=\\\"80.00\\\">\\n        <pitch>\\n          <step>A</step>\\n          <octave>3</octave>\\n        </pitch>\\n        <duration>20160</duration>\\n        <voice>2</voice>\\n        <type>half</type>\\n      </note>\\n    </measure>\\n    <!--========================= Measure 11 =========================-->\\n    <measure number=\\\"11\\\">\\n      <note dynamics=\\\"92.22\\\">\\n        <pitch>\\n          <step>G</step>\\n          <octave>2</octave>\\n        </pitch>\\n        <duration>30240</duration>\\n        <voice>1</voice>\\n        <type>half</type>\\n        <dot />\\n      </note>\\n      <backup>\\n        <duration>30240</duration>\\n      </backup>\\n      <forward>\\n        <duration>10080</duration>\\n      </forward>\\n      <note dynamics=\\\"65.56\\\">\\n        <pitch>\\n          <step>B</step>\\n          <octave>3</octave>\\n        </pitch>\\n        <duration>20160</duration>\\n        <voice>2</voice>\\n        <type>half</type>\\n      </note>\\n    </measure>\\n    <!--========================= Measure 12 =========================-->\\n    <measure number=\\\"12\\\">\\n      <note dynamics=\\\"78.89\\\">\\n        <pitch>\\n          <step>D</step>\\n          <octave>2</octave>\\n        </pitch>\\n        <duration>30240</duration>\\n        <voice>1</voice>\\n        <type>half</type>\\n        <dot />\\n      </note>\\n      <backup>\\n        <duration>30240</duration>\\n      </backup>\\n      <forward>\\n        <duration>10080</duration>\\n      </forward>\\n      <note dynamics=\\\"52.22\\\">\\n        <pitch>\\n          <step>A</step>\\n          <octave>3</octave>\\n        </pitch>\\n        <duration>20160</duration>\\n        <voice>2</voice>\\n        <type>half</type>\\n      </note>\\n    </measure>\\n    <!--========================= Measure 13 =========================-->\\n    <measure number=\\\"13\\\">\\n      <note dynamics=\\\"66.67\\\">\\n        <pitch>\\n          <step>G</step>\\n          <octave>2</octave>\\n        </pitch>\\n        <duration>30240</duration>\\n        <voice>1</voice>\\n        <type>half</type>\\n        <dot />\\n      </note>\\n      <backup>\\n        <duration>30240</duration>\\n      </backup>\\n      <forward>\\n        <duration>10080</duration>\\n      </forward>\\n      <note dynamics=\\\"52.22\\\">\\n        <pitch>\\n          <step>B</step>\\n          <octave>3</octave>\\n        </pitch>\\n        <duration>20160</duration>\\n        <voice>2</voice>\\n        <type>half</type>\\n      </note>\\n    </measure>\\n    <!--========================= Measure 14 =========================-->\\n    <measure number=\\\"14\\\">\\n      <note dynamics=\\\"90.00\\\">\\n        <pitch>\\n          <step>D</step>\\n          <octave>2</octave>\\n        </pitch>\\n        <duration>30240</duration>\\n        <voice>1</voice>\\n        <type>half</type>\\n        <dot />\\n      </note>\\n      <backup>\\n        <duration>30240</duration>\\n      </backup>\\n      <forward>\\n        <duration>10080</duration>\\n      </forward>\\n      <note dynamics=\\\"75.56\\\">\\n        <pitch>\\n          <step>A</step>\\n          <octave>3</octave>\\n        </pitch>\\n        <duration>20160</duration>\\n        <voice>2</voice>\\n        <type>half</type>\\n      </note>\\n    </measure>\\n    <!--========================= Measure 15 =========================-->\\n    <measure number=\\\"15\\\">\\n      <note dynamics=\\\"113.33\\\">\\n        <pitch>\\n          <step>G</step>\\n          <octave>2</octave>\\n        </pitch>\\n        <duration>30240</duration>\\n        <voice>1</voice>\\n        <type>half</type>\\n        <dot />\\n      </note>\\n      <backup>\\n        <duration>30240</duration>\\n      </backup>\\n      <forward>\\n        <duration>10080</duration>\\n      </forward>\\n      <note dynamics=\\\"98.89\\\">\\n        <pitch>\\n          <step>B</step>\\n          <octave>3</octave>\\n        </pitch>\\n        <duration>20160</duration>\\n        <voice>2</voice>\\n        <type>half</type>\\n      </note>\\n    </measure>\\n    <!--========================= Measure 16 =========================-->\\n    <measure number=\\\"16\\\">\\n      <note dynamics=\\\"133.33\\\">\\n        <pitch>\\n          <step>D</step>\\n          <octave>2</octave>\\n        </pitch>\\n        <duration>30240</duration>\\n        <voice>1</voice>\\n        <type>half</type>\\n        <dot />\\n      </note>\\n      <backup>\\n        <duration>30240</duration>\\n      </backup>\\n      <forward>\\n        <duration>10080</duration>\\n      </forward>\\n      <note dynamics=\\\"108.89\\\">\\n        <pitch>\\n          <step>A</step>\\n          <octave>3</octave>\\n        </pitch>\\n        <duration>20160</duration>\\n        <voice>2</voice>\\n        <type>half</type>\\n      </note>\\n    </measure>\\n    <!--========================= Measure 17 =========================-->\\n    <measure number=\\\"17\\\">\\n      <note dynamics=\\\"126.67\\\">\\n        <pitch>\\n          <step>F</step>\\n          <alter>1</alter>\\n          <octave>2</octave>\\n        </pitch>\\n        <duration>30240</duration>\\n        <voice>1</voice>\\n        <type>half</type>\\n        <dot />\\n        <accidental>sharp</accidental>\\n      </note>\\n      <backup>\\n        <duration>30240</duration>\\n      </backup>\\n      <forward>\\n        <duration>10080</duration>\\n      </forward>\\n      <note dynamics=\\\"101.11\\\">\\n        <pitch>\\n          <step>A</step>\\n          <octave>3</octave>\\n        </pitch>\\n        <duration>20160</duration>\\n        <voice>2</voice>\\n        <type>half</type>\\n      </note>\\n    </measure>\\n    <!--========================= Measure 18 =========================-->\\n    <measure number=\\\"18\\\">\\n      <note dynamics=\\\"118.89\\\">\\n        <pitch>\\n          <step>B</step>\\n          <octave>1</octave>\\n        </pitch>\\n        <duration>30240</duration>\\n        <voice>1</voice>\\n        <type>half</type>\\n        <dot />\\n      </note>\\n      <backup>\\n        <duration>30240</duration>\\n      </backup>\\n      <forward>\\n        <duration>10080</duration>\\n      </forward>\\n      <note dynamics=\\\"93.33\\\">\\n        <pitch>\\n          <step>B</step>\\n          <octave>3</octave>\\n        </pitch>\\n        <duration>20160</duration>\\n        <voice>2</voice>\\n        <type>half</type>\\n      </note>\\n    </measure>\\n    <!--========================= Measure 19 =========================-->\\n    <measure number=\\\"19\\\">\\n      <note dynamics=\\\"111.11\\\">\\n        <pitch>\\n          <step>E</step>\\n          <octave>2</octave>\\n        </pitch>\\n        <duration>30240</duration>\\n        <voice>1</voice>\\n        <type>half</type>\\n        <dot />\\n      </note>\\n      <backup>\\n        <duration>30240</duration>\\n      </backup>\\n      <forward>\\n        <duration>10080</duration>\\n      </forward>\\n      <note>\\n        <pitch>\\n          <step>B</step>\\n          <octave>3</octave>\\n        </pitch>\\n        <duration>20160</duration>\\n        <voice>2</voice>\\n        <type>half</type>\\n      </note>\\n      <note>\\n        <chord />\\n        <pitch>\\n          <step>G</step>\\n          <octave>3</octave>\\n        </pitch>\\n        <duration>20160</duration>\\n        <voice>2</voice>\\n        <type>half</type>\\n      </note>\\n    </measure>\\n    <!--========================= Measure 20 =========================-->\\n    <measure number=\\\"20\\\">\\n      <note dynamics=\\\"103.33\\\">\\n        <pitch>\\n          <step>E</step>\\n          <octave>2</octave>\\n        </pitch>\\n        <duration>30240</duration>\\n        <voice>1</voice>\\n        <type>half</type>\\n        <dot />\\n      </note>\\n      <backup>\\n        <duration>30240</duration>\\n      </backup>\\n      <forward>\\n        <duration>10080</duration>\\n      </forward>\\n      <note dynamics=\\\"78.89\\\">\\n        <pitch>\\n          <step>B</step>\\n          <octave>3</octave>\\n        </pitch>\\n        <duration>20160</duration>\\n        <voice>2</voice>\\n        <type>half</type>\\n      </note>\\n    </measure>\\n    <!--========================= Measure 21 =========================-->\\n    <measure number=\\\"21\\\">\\n      <note dynamics=\\\"95.56\\\">\\n        <pitch>\\n          <step>D</step>\\n          <octave>2</octave>\\n        </pitch>\\n        <duration>30240</duration>\\n        <voice>1</voice>\\n        <type>half</type>\\n        <dot />\\n      </note>\\n      <backup>\\n        <duration>30240</duration>\\n      </backup>\\n      <forward>\\n        <duration>10080</duration>\\n      </forward>\\n      <note>\\n        <pitch>\\n          <step>A</step>\\n          <octave>3</octave>\\n        </pitch>\\n        <duration>20160</duration>\\n        <voice>2</voice>\\n        <type>half</type>\\n      </note>\\n      <note>\\n        <chord />\\n        <pitch>\\n          <step>F</step>\\n          <octave>3</octave>\\n        </pitch>\\n        <duration>20160</duration>\\n        <voice>2</voice>\\n        <type>half</type>\\n      </note>\\n    </measure>\\n    <!--========================= Measure 22 =========================-->\\n    <measure number=\\\"22\\\">\\n      <note dynamics=\\\"88.89\\\">\\n        <pitch>\\n          <step>A</step>\\n          <octave>1</octave>\\n        </pitch>\\n        <duration>30240</duration>\\n        <voice>1</voice>\\n        <type>half</type>\\n        <dot />\\n      </note>\\n      <backup>\\n        <duration>30240</duration>\\n      </backup>\\n      <forward>\\n        <duration>10080</duration>\\n      </forward>\\n      <note dynamics=\\\"71.11\\\">\\n        <pitch>\\n          <step>A</step>\\n          <octave>3</octave>\\n        </pitch>\\n        <duration>20160</duration>\\n        <voice>2</voice>\\n        <type>half</type>\\n      </note>\\n    </measure>\\n    <!--========================= Measure 23 =========================-->\\n    <measure number=\\\"23\\\">\\n      <note dynamics=\\\"103.33\\\">\\n        <pitch>\\n          <step>D</step>\\n          <octave>2</octave>\\n        </pitch>\\n        <duration>30240</duration>\\n        <voice>1</voice>\\n        <type>half</type>\\n        <dot />\\n      </note>\\n      <backup>\\n        <duration>30240</duration>\\n      </backup>\\n      <forward>\\n        <duration>10080</duration>\\n      </forward>\\n      <note>\\n        <pitch>\\n          <step>B</step>\\n          <octave>3</octave>\\n        </pitch>\\n        <duration>20160</duration>\\n        <voice>2</voice>\\n        <type>half</type>\\n      </note>\\n      <note>\\n        <chord />\\n        <pitch>\\n          <step>G</step>\\n          <octave>3</octave>\\n        </pitch>\\n        <duration>20160</duration>\\n        <voice>2</voice>\\n        <type>half</type>\\n      </note>\\n    </measure>\\n    <!--========================= Measure 24 =========================-->\\n    <measure number=\\\"24\\\">\\n      <note dynamics=\\\"118.89\\\">\\n        <pitch>\\n          <step>D</step>\\n          <octave>2</octave>\\n        </pitch>\\n        <duration>30240</duration>\\n        <voice>1</voice>\\n        <type>half</type>\\n        <dot />\\n      </note>\\n      <backup>\\n        <duration>30240</duration>\\n      </backup>\\n      <forward>\\n        <duration>10080</duration>\\n      </forward>\\n      <note>\\n        <pitch>\\n          <step>B</step>\\n          <octave>3</octave>\\n        </pitch>\\n        <duration>20160</duration>\\n        <voice>2</voice>\\n        <type>half</type>\\n      </note>\\n      <note>\\n        <chord />\\n        <pitch>\\n          <step>G</step>\\n          <octave>3</octave>\\n        </pitch>\\n        <duration>20160</duration>\\n        <voice>2</voice>\\n        <type>half</type>\\n      </note>\\n      <note>\\n        <chord />\\n        <pitch>\\n          <step>D</step>\\n          <octave>3</octave>\\n        </pitch>\\n        <duration>20160</duration>\\n        <voice>2</voice>\\n        <type>half</type>\\n      </note>\\n    </measure>\\n    <!--========================= Measure 25 =========================-->\\n    <measure number=\\\"25\\\">\\n      <note dynamics=\\\"133.33\\\">\\n        <pitch>\\n          <step>D</step>\\n          <octave>2</octave>\\n        </pitch>\\n        <duration>30240</duration>\\n        <voice>1</voice>\\n        <type>half</type>\\n        <dot />\\n      </note>\\n      <backup>\\n        <duration>30240</duration>\\n      </backup>\\n      <forward>\\n        <duration>10080</duration>\\n      </forward>\\n      <note>\\n        <pitch>\\n          <step>A</step>\\n          <octave>3</octave>\\n        </pitch>\\n        <duration>20160</duration>\\n        <voice>2</voice>\\n        <type>half</type>\\n      </note>\\n      <note>\\n        <chord />\\n        <pitch>\\n          <step>E</step>\\n          <octave>3</octave>\\n        </pitch>\\n        <duration>20160</duration>\\n        <voice>2</voice>\\n        <type>half</type>\\n      </note>\\n      <note>\\n        <chord />\\n        <pitch>\\n          <step>C</step>\\n          <octave>3</octave>\\n        </pitch>\\n        <duration>20160</duration>\\n        <voice>2</voice>\\n        <type>half</type>\\n      </note>\\n    </measure>\\n    <!--========================= Measure 26 =========================-->\\n    <measure number=\\\"26\\\">\\n      <note dynamics=\\\"110.00\\\">\\n        <pitch>\\n          <step>D</step>\\n          <octave>2</octave>\\n        </pitch>\\n        <duration>30240</duration>\\n        <voice>1</voice>\\n        <type>half</type>\\n        <dot />\\n      </note>\\n      <backup>\\n        <duration>30240</duration>\\n      </backup>\\n      <forward>\\n        <duration>10080</duration>\\n      </forward>\\n      <note>\\n        <pitch>\\n          <step>A</step>\\n          <octave>3</octave>\\n        </pitch>\\n        <duration>20160</duration>\\n        <voice>2</voice>\\n        <type>half</type>\\n      </note>\\n      <note>\\n        <chord />\\n        <pitch>\\n          <step>F</step>\\n          <alter>1</alter>\\n          <octave>3</octave>\\n        </pitch>\\n        <duration>20160</duration>\\n        <voice>2</voice>\\n        <type>half</type>\\n        <accidental>sharp</accidental>\\n      </note>\\n      <note>\\n        <chord />\\n        <pitch>\\n          <step>C</step>\\n          <octave>3</octave>\\n        </pitch>\\n        <duration>20160</duration>\\n        <voice>2</voice>\\n        <type>half</type>\\n      </note>\\n    </measure>\\n    <!--========================= Measure 27 =========================-->\\n    <measure number=\\\"27\\\">\\n      <note dynamics=\\\"88.89\\\">\\n        <pitch>\\n          <step>D</step>\\n          <octave>2</octave>\\n        </pitch>\\n        <duration>30240</duration>\\n        <voice>1</voice>\\n        <type>half</type>\\n        <dot />\\n      </note>\\n      <backup>\\n        <duration>30240</duration>\\n      </backup>\\n      <forward>\\n        <duration>10080</duration>\\n      </forward>\\n      <note dynamics=\\\"71.11\\\">\\n        <pitch>\\n          <step>A</step>\\n          <octave>3</octave>\\n        </pitch>\\n        <duration>20160</duration>\\n        <voice>2</voice>\\n        <type>half</type>\\n      </note>\\n    </measure>\\n    <!--========================= Measure 28 =========================-->\\n    <measure number=\\\"28\\\">\\n      <note dynamics=\\\"103.33\\\">\\n        <pitch>\\n          <step>D</step>\\n          <octave>2</octave>\\n        </pitch>\\n        <duration>30240</duration>\\n        <voice>1</voice>\\n        <type>half</type>\\n        <dot />\\n      </note>\\n      <backup>\\n        <duration>30240</duration>\\n      </backup>\\n      <forward>\\n        <duration>10080</duration>\\n      </forward>\\n      <note dynamics=\\\"86.67\\\">\\n        <pitch>\\n          <step>A</step>\\n          <octave>3</octave>\\n        </pitch>\\n        <duration>20160</duration>\\n        <voice>2</voice>\\n        <type>half</type>\\n      </note>\\n    </measure>\\n    <!--========================= Measure 29 =========================-->\\n    <measure number=\\\"29\\\">\\n      <note dynamics=\\\"118.89\\\">\\n        <pitch>\\n          <step>D</step>\\n          <octave>2</octave>\\n        </pitch>\\n        <duration>30240</duration>\\n        <voice>1</voice>\\n        <type>half</type>\\n        <dot />\\n      </note>\\n      <backup>\\n        <duration>30240</duration>\\n      </backup>\\n      <forward>\\n        <duration>10080</duration>\\n      </forward>\\n      <note>\\n        <pitch>\\n          <step>B</step>\\n          <octave>3</octave>\\n        </pitch>\\n        <duration>20160</duration>\\n        <voice>2</voice>\\n        <type>half</type>\\n      </note>\\n      <note>\\n        <chord />\\n        <pitch>\\n          <step>G</step>\\n          <octave>3</octave>\\n        </pitch>\\n        <duration>20160</duration>\\n        <voice>2</voice>\\n        <type>half</type>\\n      </note>\\n      <note>\\n        <chord />\\n        <pitch>\\n          <step>D</step>\\n          <octave>3</octave>\\n        </pitch>\\n        <duration>20160</duration>\\n        <voice>2</voice>\\n        <type>half</type>\\n      </note>\\n    </measure>\\n    <!--========================= Measure 30 =========================-->\\n    <measure number=\\\"30\\\">\\n      <note dynamics=\\\"133.33\\\">\\n        <pitch>\\n          <step>D</step>\\n          <octave>2</octave>\\n        </pitch>\\n        <duration>30240</duration>\\n        <voice>1</voice>\\n        <type>half</type>\\n        <dot />\\n      </note>\\n      <backup>\\n        <duration>30240</duration>\\n      </backup>\\n      <forward>\\n        <duration>10080</duration>\\n      </forward>\\n      <note>\\n        <pitch>\\n          <step>A</step>\\n          <octave>3</octave>\\n        </pitch>\\n        <duration>20160</duration>\\n        <voice>2</voice>\\n        <type>half</type>\\n      </note>\\n      <note>\\n        <chord />\\n        <pitch>\\n          <step>E</step>\\n          <octave>3</octave>\\n        </pitch>\\n        <duration>20160</duration>\\n        <voice>2</voice>\\n        <type>half</type>\\n      </note>\\n      <note>\\n        <chord />\\n        <pitch>\\n          <step>C</step>\\n          <octave>3</octave>\\n        </pitch>\\n        <duration>20160</duration>\\n        <voice>2</voice>\\n        <type>half</type>\\n      </note>\\n    </measure>\\n    <!--========================= Measure 31 =========================-->\\n    <measure number=\\\"31\\\">\\n      <note dynamics=\\\"133.33\\\">\\n        <pitch>\\n          <step>D</step>\\n          <octave>2</octave>\\n        </pitch>\\n        <duration>30240</duration>\\n        <voice>1</voice>\\n        <type>half</type>\\n        <dot />\\n      </note>\\n      <backup>\\n        <duration>30240</duration>\\n      </backup>\\n      <forward>\\n        <duration>10080</duration>\\n      </forward>\\n      <note>\\n        <pitch>\\n          <step>A</step>\\n          <octave>3</octave>\\n        </pitch>\\n        <duration>20160</duration>\\n        <voice>2</voice>\\n        <type>half</type>\\n      </note>\\n      <note>\\n        <chord />\\n        <pitch>\\n          <step>F</step>\\n          <alter>1</alter>\\n          <octave>3</octave>\\n        </pitch>\\n        <duration>20160</duration>\\n        <voice>2</voice>\\n        <type>half</type>\\n        <accidental>sharp</accidental>\\n      </note>\\n      <note>\\n        <chord />\\n        <pitch>\\n          <step>C</step>\\n          <octave>3</octave>\\n        </pitch>\\n        <duration>20160</duration>\\n        <voice>2</voice>\\n        <type>half</type>\\n      </note>\\n    </measure>\\n    <!--========================= Measure 32 =========================-->\\n    <measure number=\\\"32\\\">\\n      <note dynamics=\\\"133.33\\\">\\n        <pitch>\\n          <step>E</step>\\n          <octave>2</octave>\\n        </pitch>\\n        <duration>30240</duration>\\n        <voice>1</voice>\\n        <type>half</type>\\n        <dot />\\n      </note>\\n      <backup>\\n        <duration>30240</duration>\\n      </backup>\\n      <forward>\\n        <duration>10080</duration>\\n      </forward>\\n      <note dynamics=\\\"111.11\\\">\\n        <pitch>\\n          <step>B</step>\\n          <octave>3</octave>\\n        </pitch>\\n        <duration>20160</duration>\\n        <voice>2</voice>\\n        <type>half</type>\\n      </note>\\n    </measure>\\n    <!--========================= Measure 33 =========================-->\\n    <measure number=\\\"33\\\">\\n      <note dynamics=\\\"133.33\\\">\\n        <pitch>\\n          <step>F</step>\\n          <alter>1</alter>\\n          <octave>2</octave>\\n        </pitch>\\n        <duration>30240</duration>\\n        <voice>1</voice>\\n        <type>half</type>\\n        <dot />\\n        <accidental>sharp</accidental>\\n      </note>\\n      <backup>\\n        <duration>30240</duration>\\n      </backup>\\n      <forward>\\n        <duration>10080</duration>\\n      </forward>\\n      <note dynamics=\\\"111.11\\\">\\n        <pitch>\\n          <step>A</step>\\n          <octave>3</octave>\\n        </pitch>\\n        <duration>20160</duration>\\n        <voice>2</voice>\\n        <type>half</type>\\n      </note>\\n    </measure>\\n    <!--========================= Measure 34 =========================-->\\n    <measure number=\\\"34\\\">\\n      <note dynamics=\\\"133.33\\\">\\n        <pitch>\\n          <step>B</step>\\n          <octave>1</octave>\\n        </pitch>\\n        <duration>30240</duration>\\n        <voice>1</voice>\\n        <type>half</type>\\n        <dot />\\n      </note>\\n      <backup>\\n        <duration>30240</duration>\\n      </backup>\\n      <forward>\\n        <duration>10080</duration>\\n      </forward>\\n      <note dynamics=\\\"111.11\\\">\\n        <pitch>\\n          <step>B</step>\\n          <octave>3</octave>\\n        </pitch>\\n        <duration>20160</duration>\\n        <voice>2</voice>\\n        <type>half</type>\\n      </note>\\n    </measure>\\n    <!--========================= Measure 35 =========================-->\\n    <measure number=\\\"35\\\">\\n      <note dynamics=\\\"133.33\\\">\\n        <pitch>\\n          <step>E</step>\\n          <octave>2</octave>\\n        </pitch>\\n        <duration>30240</duration>\\n        <voice>1</voice>\\n        <type>half</type>\\n        <dot />\\n      </note>\\n      <backup>\\n        <duration>30240</duration>\\n      </backup>\\n    </measure>\\n    <!--========================= Measure 36 =========================-->\\n    <measure number=\\\"36\\\">\\n      <note dynamics=\\\"133.33\\\">\\n        <pitch>\\n          <step>E</step>\\n          <octave>2</octave>\\n        </pitch>\\n        <duration>30240</duration>\\n        <voice>1</voice>\\n        <type>half</type>\\n        <dot />\\n      </note>\\n      <backup>\\n        <duration>30240</duration>\\n      </backup>\\n      <forward>\\n        <duration>10080</duration>\\n      </forward>\\n      <note dynamics=\\\"105.56\\\">\\n        <pitch>\\n          <step>A</step>\\n          <octave>3</octave>\\n        </pitch>\\n        <duration>20160</duration>\\n        <voice>2</voice>\\n        <type>half</type>\\n      </note>\\n    </measure>\\n    <!--========================= Measure 37 =========================-->\\n    <measure number=\\\"37\\\">\\n      <note dynamics=\\\"116.67\\\">\\n        <pitch>\\n          <step>E</step>\\n          <octave>2</octave>\\n        </pitch>\\n        <duration>30240</duration>\\n        <voice>1</voice>\\n        <type>half</type>\\n        <dot />\\n      </note>\\n      <backup>\\n        <duration>30240</duration>\\n      </backup>\\n      <forward>\\n        <duration>10080</duration>\\n      </forward>\\n      <note>\\n        <pitch>\\n          <step>A</step>\\n          <octave>3</octave>\\n        </pitch>\\n        <duration>10080</duration>\\n        <voice>2</voice>\\n        <type>quarter</type>\\n      </note>\\n      <note>\\n        <chord />\\n        <pitch>\\n          <step>B</step>\\n          <octave>2</octave>\\n        </pitch>\\n        <duration>10080</duration>\\n        <voice>2</voice>\\n        <type>quarter</type>\\n      </note>\\n      <note>\\n        <pitch>\\n          <step>B</step>\\n          <octave>3</octave>\\n        </pitch>\\n        <duration>10080</duration>\\n        <voice>2</voice>\\n        <type>quarter</type>\\n      </note>\\n      <note>\\n        <chord />\\n        <pitch>\\n          <step>E</step>\\n          <octave>3</octave>\\n        </pitch>\\n        <duration>10080</duration>\\n        <voice>2</voice>\\n        <type>quarter</type>\\n      </note>\\n    </measure>\\n    <!--========================= Measure 38 =========================-->\\n    <measure number=\\\"38\\\">\\n      <note>\\n        <pitch>\\n          <step>G</step>\\n          <octave>3</octave>\\n        </pitch>\\n        <duration>30240</duration>\\n        <voice>1</voice>\\n        <type>half</type>\\n        <dot />\\n      </note>\\n      <note>\\n        <chord />\\n        <pitch>\\n          <step>A</step>\\n          <octave>2</octave>\\n        </pitch>\\n        <duration>30240</duration>\\n        <voice>1</voice>\\n        <type>half</type>\\n        <dot />\\n      </note>\\n      <backup>\\n        <duration>30240</duration>\\n      </backup>\\n    </measure>\\n    <!--========================= Measure 39 =========================-->\\n    <measure number=\\\"39\\\">\\n      <note>\\n        <pitch>\\n          <step>D</step>\\n          <octave>3</octave>\\n        </pitch>\\n        <duration>30240</duration>\\n        <voice>1</voice>\\n        <type>half</type>\\n        <dot />\\n      </note>\\n      <note>\\n        <chord />\\n        <pitch>\\n          <step>A</step>\\n          <octave>2</octave>\\n        </pitch>\\n        <duration>30240</duration>\\n        <voice>1</voice>\\n        <type>half</type>\\n        <dot />\\n      </note>\\n      <note>\\n        <chord />\\n        <pitch>\\n          <step>D</step>\\n          <octave>2</octave>\\n        </pitch>\\n        <duration>30240</duration>\\n        <voice>1</voice>\\n        <type>half</type>\\n        <dot />\\n      </note>\\n      <backup>\\n        <duration>30240</duration>\\n      </backup>\\n    </measure>\\n    <!--========================= Measure 40 =========================-->\\n    <measure number=\\\"40\\\">\\n      <note dynamics=\\\"66.67\\\">\\n        <pitch>\\n          <step>G</step>\\n          <octave>2</octave>\\n        </pitch>\\n        <duration>30240</duration>\\n        <voice>1</voice>\\n        <type>half</type>\\n        <dot />\\n      </note>\\n      <backup>\\n        <duration>30240</duration>\\n      </backup>\\n      <forward>\\n        <duration>10080</duration>\\n      </forward>\\n      <note dynamics=\\\"44.44\\\">\\n        <pitch>\\n          <step>B</step>\\n          <octave>3</octave>\\n        </pitch>\\n        <duration>20160</duration>\\n        <voice>2</voice>\\n        <type>half</type>\\n      </note>\\n    </measure>\\n    <!--========================= Measure 41 =========================-->\\n    <measure number=\\\"41\\\">\\n      <note dynamics=\\\"66.67\\\">\\n        <pitch>\\n          <step>D</step>\\n          <octave>2</octave>\\n        </pitch>\\n        <duration>30240</duration>\\n        <voice>1</voice>\\n        <type>half</type>\\n        <dot />\\n      </note>\\n      <backup>\\n        <duration>30240</duration>\\n      </backup>\\n      <forward>\\n        <duration>10080</duration>\\n      </forward>\\n      <note dynamics=\\\"44.44\\\">\\n        <pitch>\\n          <step>A</step>\\n          <octave>3</octave>\\n        </pitch>\\n        <duration>20160</duration>\\n        <voice>2</voice>\\n        <type>half</type>\\n      </note>\\n    </measure>\\n    <!--========================= Measure 42 =========================-->\\n    <measure number=\\\"42\\\">\\n      <note dynamics=\\\"66.67\\\">\\n        <pitch>\\n          <step>G</step>\\n          <octave>2</octave>\\n        </pitch>\\n        <duration>30240</duration>\\n        <voice>1</voice>\\n        <type>half</type>\\n        <dot />\\n      </note>\\n      <backup>\\n        <duration>30240</duration>\\n      </backup>\\n      <forward>\\n        <duration>10080</duration>\\n      </forward>\\n      <note dynamics=\\\"44.44\\\">\\n        <pitch>\\n          <step>B</step>\\n          <octave>3</octave>\\n        </pitch>\\n        <duration>20160</duration>\\n        <voice>2</voice>\\n        <type>half</type>\\n      </note>\\n    </measure>\\n    <!--========================= Measure 43 =========================-->\\n    <measure number=\\\"43\\\">\\n      <note dynamics=\\\"66.67\\\">\\n        <pitch>\\n          <step>D</step>\\n          <octave>2</octave>\\n        </pitch>\\n        <duration>30240</duration>\\n        <voice>1</voice>\\n        <type>half</type>\\n        <dot />\\n      </note>\\n      <backup>\\n        <duration>30240</duration>\\n      </backup>\\n      <forward>\\n        <duration>10080</duration>\\n      </forward>\\n      <note dynamics=\\\"44.44\\\">\\n        <pitch>\\n          <step>A</step>\\n          <octave>3</octave>\\n        </pitch>\\n        <duration>20160</duration>\\n        <voice>2</voice>\\n        <type>half</type>\\n      </note>\\n    </measure>\\n    <!--========================= Measure 44 =========================-->\\n    <measure number=\\\"44\\\">\\n      <note dynamics=\\\"66.67\\\">\\n        <pitch>\\n          <step>G</step>\\n          <octave>2</octave>\\n        </pitch>\\n        <duration>30240</duration>\\n        <voice>1</voice>\\n        <type>half</type>\\n        <dot />\\n      </note>\\n      <backup>\\n        <duration>30240</duration>\\n      </backup>\\n      <forward>\\n        <duration>10080</duration>\\n      </forward>\\n      <note dynamics=\\\"52.22\\\">\\n        <pitch>\\n          <step>B</step>\\n          <octave>3</octave>\\n        </pitch>\\n        <duration>20160</duration>\\n        <voice>2</voice>\\n        <type>half</type>\\n      </note>\\n    </measure>\\n    <!--========================= Measure 45 =========================-->\\n    <measure number=\\\"45\\\">\\n      <note dynamics=\\\"90.00\\\">\\n        <pitch>\\n          <step>D</step>\\n          <octave>2</octave>\\n        </pitch>\\n        <duration>30240</duration>\\n        <voice>1</voice>\\n        <type>half</type>\\n        <dot />\\n      </note>\\n      <backup>\\n        <duration>30240</duration>\\n      </backup>\\n      <forward>\\n        <duration>10080</duration>\\n      </forward>\\n      <note dynamics=\\\"75.56\\\">\\n        <pitch>\\n          <step>A</step>\\n          <octave>3</octave>\\n        </pitch>\\n        <duration>20160</duration>\\n        <voice>2</voice>\\n        <type>half</type>\\n      </note>\\n    </measure>\\n    <!--========================= Measure 46 =========================-->\\n    <measure number=\\\"46\\\">\\n      <note dynamics=\\\"113.33\\\">\\n        <pitch>\\n          <step>G</step>\\n          <octave>2</octave>\\n        </pitch>\\n        <duration>30240</duration>\\n        <voice>1</voice>\\n        <type>half</type>\\n        <dot />\\n      </note>\\n      <backup>\\n        <duration>30240</duration>\\n      </backup>\\n      <forward>\\n        <duration>10080</duration>\\n      </forward>\\n      <note dynamics=\\\"98.89\\\">\\n        <pitch>\\n          <step>B</step>\\n          <octave>3</octave>\\n        </pitch>\\n        <duration>20160</duration>\\n        <voice>2</voice>\\n        <type>half</type>\\n      </note>\\n    </measure>\\n    <!--========================= Measure 47 =========================-->\\n    <measure number=\\\"47\\\">\\n      <note dynamics=\\\"133.33\\\">\\n        <pitch>\\n          <step>D</step>\\n          <octave>2</octave>\\n        </pitch>\\n        <duration>30240</duration>\\n        <voice>1</voice>\\n        <type>half</type>\\n        <dot />\\n      </note>\\n      <backup>\\n        <duration>30240</duration>\\n      </backup>\\n      <forward>\\n        <duration>10080</duration>\\n      </forward>\\n      <note dynamics=\\\"106.67\\\">\\n        <pitch>\\n          <step>A</step>\\n          <octave>3</octave>\\n        </pitch>\\n        <duration>20160</duration>\\n        <voice>2</voice>\\n        <type>half</type>\\n      </note>\\n    </measure>\\n    <!--========================= Measure 48 =========================-->\\n    <measure number=\\\"48\\\">\\n      <note dynamics=\\\"120.00\\\">\\n        <pitch>\\n          <step>G</step>\\n          <octave>2</octave>\\n        </pitch>\\n        <duration>30240</duration>\\n        <voice>1</voice>\\n        <type>half</type>\\n        <dot />\\n      </note>\\n      <backup>\\n        <duration>30240</duration>\\n      </backup>\\n      <forward>\\n        <duration>10080</duration>\\n      </forward>\\n      <note dynamics=\\\"93.33\\\">\\n        <pitch>\\n          <step>B</step>\\n          <octave>3</octave>\\n        </pitch>\\n        <duration>20160</duration>\\n        <voice>2</voice>\\n        <type>half</type>\\n      </note>\\n    </measure>\\n    <!--========================= Measure 49 =========================-->\\n    <measure number=\\\"49\\\">\\n      <note dynamics=\\\"106.67\\\">\\n        <pitch>\\n          <step>D</step>\\n          <octave>2</octave>\\n        </pitch>\\n        <duration>30240</duration>\\n        <voice>1</voice>\\n        <type>half</type>\\n        <dot />\\n      </note>\\n      <backup>\\n        <duration>30240</duration>\\n      </backup>\\n      <forward>\\n        <duration>10080</duration>\\n      </forward>\\n      <note dynamics=\\\"80.00\\\">\\n        <pitch>\\n          <step>A</step>\\n          <octave>3</octave>\\n        </pitch>\\n        <duration>20160</duration>\\n        <voice>2</voice>\\n        <type>half</type>\\n      </note>\\n    </measure>\\n    <!--========================= Measure 50 =========================-->\\n    <measure number=\\\"50\\\">\\n      <note dynamics=\\\"92.22\\\">\\n        <pitch>\\n          <step>G</step>\\n          <octave>2</octave>\\n        </pitch>\\n        <duration>30240</duration>\\n        <voice>1</voice>\\n        <type>half</type>\\n        <dot />\\n      </note>\\n      <backup>\\n        <duration>30240</duration>\\n      </backup>\\n      <forward>\\n        <duration>10080</duration>\\n      </forward>\\n      <note dynamics=\\\"65.56\\\">\\n        <pitch>\\n          <step>B</step>\\n          <octave>3</octave>\\n        </pitch>\\n        <duration>20160</duration>\\n        <voice>2</voice>\\n        <type>half</type>\\n      </note>\\n    </measure>\\n    <!--========================= Measure 51 =========================-->\\n    <measure number=\\\"51\\\">\\n      <note dynamics=\\\"78.89\\\">\\n        <pitch>\\n          <step>D</step>\\n          <octave>2</octave>\\n        </pitch>\\n        <duration>30240</duration>\\n        <voice>1</voice>\\n        <type>half</type>\\n        <dot />\\n      </note>\\n      <backup>\\n        <duration>30240</duration>\\n      </backup>\\n      <forward>\\n        <duration>10080</duration>\\n      </forward>\\n      <note dynamics=\\\"52.22\\\">\\n        <pitch>\\n          <step>A</step>\\n          <octave>3</octave>\\n        </pitch>\\n        <duration>20160</duration>\\n        <voice>2</voice>\\n        <type>half</type>\\n      </note>\\n    </measure>\\n    <!--========================= Measure 52 =========================-->\\n    <measure number=\\\"52\\\">\\n      <note dynamics=\\\"66.67\\\">\\n        <pitch>\\n          <step>G</step>\\n          <octave>2</octave>\\n        </pitch>\\n        <duration>30240</duration>\\n        <voice>1</voice>\\n        <type>half</type>\\n        <dot />\\n      </note>\\n      <backup>\\n        <duration>30240</duration>\\n      </backup>\\n      <forward>\\n        <duration>10080</duration>\\n      </forward>\\n      <note dynamics=\\\"52.22\\\">\\n        <pitch>\\n          <step>B</step>\\n          <octave>3</octave>\\n        </pitch>\\n        <duration>20160</duration>\\n        <voice>2</voice>\\n        <type>half</type>\\n      </note>\\n    </measure>\\n    <!--========================= Measure 53 =========================-->\\n    <measure number=\\\"53\\\">\\n      <note dynamics=\\\"90.00\\\">\\n        <pitch>\\n          <step>D</step>\\n          <octave>2</octave>\\n        </pitch>\\n        <duration>30240</duration>\\n        <voice>1</voice>\\n        <type>half</type>\\n        <dot />\\n      </note>\\n      <backup>\\n        <duration>30240</duration>\\n      </backup>\\n      <forward>\\n        <duration>10080</duration>\\n      </forward>\\n      <note dynamics=\\\"75.56\\\">\\n        <pitch>\\n          <step>A</step>\\n          <octave>3</octave>\\n        </pitch>\\n        <duration>20160</duration>\\n        <voice>2</voice>\\n        <type>half</type>\\n      </note>\\n    </measure>\\n    <!--========================= Measure 54 =========================-->\\n    <measure number=\\\"54\\\">\\n      <note dynamics=\\\"113.33\\\">\\n        <pitch>\\n          <step>G</step>\\n          <octave>2</octave>\\n        </pitch>\\n        <duration>30240</duration>\\n        <voice>1</voice>\\n        <type>half</type>\\n        <dot />\\n      </note>\\n      <backup>\\n        <duration>30240</duration>\\n      </backup>\\n      <forward>\\n        <duration>10080</duration>\\n      </forward>\\n      <note dynamics=\\\"98.89\\\">\\n        <pitch>\\n          <step>B</step>\\n          <octave>3</octave>\\n        </pitch>\\n        <duration>20160</duration>\\n        <voice>2</voice>\\n        <type>half</type>\\n      </note>\\n    </measure>\\n    <!--========================= Measure 55 =========================-->\\n    <measure number=\\\"55\\\">\\n      <note dynamics=\\\"133.33\\\">\\n        <pitch>\\n          <step>D</step>\\n          <octave>2</octave>\\n        </pitch>\\n        <duration>30240</duration>\\n        <voice>1</voice>\\n        <type>half</type>\\n        <dot />\\n      </note>\\n      <backup>\\n        <duration>30240</duration>\\n      </backup>\\n      <forward>\\n        <duration>10080</duration>\\n      </forward>\\n      <note dynamics=\\\"108.89\\\">\\n        <pitch>\\n          <step>A</step>\\n          <octave>3</octave>\\n        </pitch>\\n        <duration>20160</duration>\\n        <voice>2</voice>\\n        <type>half</type>\\n      </note>\\n    </measure>\\n    <!--========================= Measure 56 =========================-->\\n    <measure number=\\\"56\\\">\\n      <note dynamics=\\\"126.67\\\">\\n        <pitch>\\n          <step>F</step>\\n          <alter>1</alter>\\n          <octave>2</octave>\\n        </pitch>\\n        <duration>30240</duration>\\n        <voice>1</voice>\\n        <type>half</type>\\n        <dot />\\n        <accidental>sharp</accidental>\\n      </note>\\n      <backup>\\n        <duration>30240</duration>\\n      </backup>\\n      <forward>\\n        <duration>10080</duration>\\n      </forward>\\n      <note dynamics=\\\"101.11\\\">\\n        <pitch>\\n          <step>A</step>\\n          <octave>3</octave>\\n        </pitch>\\n        <duration>20160</duration>\\n        <voice>2</voice>\\n        <type>half</type>\\n      </note>\\n    </measure>\\n    <!--========================= Measure 57 =========================-->\\n    <measure number=\\\"57\\\">\\n      <note dynamics=\\\"118.89\\\">\\n        <pitch>\\n          <step>B</step>\\n          <octave>1</octave>\\n        </pitch>\\n        <duration>30240</duration>\\n        <voice>1</voice>\\n        <type>half</type>\\n        <dot />\\n      </note>\\n      <backup>\\n        <duration>30240</duration>\\n      </backup>\\n      <forward>\\n        <duration>10080</duration>\\n      </forward>\\n      <note dynamics=\\\"93.33\\\">\\n        <pitch>\\n          <step>B</step>\\n          <octave>3</octave>\\n        </pitch>\\n        <duration>20160</duration>\\n        <voice>2</voice>\\n        <type>half</type>\\n      </note>\\n    </measure>\\n    <!--========================= Measure 58 =========================-->\\n    <measure number=\\\"58\\\">\\n      <note dynamics=\\\"111.11\\\">\\n        <pitch>\\n          <step>E</step>\\n          <octave>2</octave>\\n        </pitch>\\n        <duration>30240</duration>\\n        <voice>1</voice>\\n        <type>half</type>\\n        <dot />\\n      </note>\\n      <backup>\\n        <duration>30240</duration>\\n      </backup>\\n      <forward>\\n        <duration>10080</duration>\\n      </forward>\\n      <note>\\n        <pitch>\\n          <step>B</step>\\n          <octave>3</octave>\\n        </pitch>\\n        <duration>20160</duration>\\n        <voice>2</voice>\\n        <type>half</type>\\n      </note>\\n      <note>\\n        <chord />\\n        <pitch>\\n          <step>G</step>\\n          <octave>3</octave>\\n        </pitch>\\n        <duration>20160</duration>\\n        <voice>2</voice>\\n        <type>half</type>\\n      </note>\\n    </measure>\\n    <!--========================= Measure 59 =========================-->\\n    <measure number=\\\"59\\\">\\n      <note dynamics=\\\"103.33\\\">\\n        <pitch>\\n          <step>E</step>\\n          <octave>2</octave>\\n        </pitch>\\n        <duration>30240</duration>\\n        <voice>1</voice>\\n        <type>half</type>\\n        <dot />\\n      </note>\\n      <backup>\\n        <duration>30240</duration>\\n      </backup>\\n      <forward>\\n        <duration>10080</duration>\\n      </forward>\\n      <note dynamics=\\\"78.89\\\">\\n        <pitch>\\n          <step>B</step>\\n          <octave>3</octave>\\n        </pitch>\\n        <duration>20160</duration>\\n        <voice>2</voice>\\n        <type>half</type>\\n      </note>\\n    </measure>\\n    <!--========================= Measure 60 =========================-->\\n    <measure number=\\\"60\\\">\\n      <note dynamics=\\\"95.56\\\">\\n        <pitch>\\n          <step>D</step>\\n          <octave>2</octave>\\n        </pitch>\\n        <duration>30240</duration>\\n        <voice>1</voice>\\n        <type>half</type>\\n        <dot />\\n      </note>\\n      <backup>\\n        <duration>30240</duration>\\n      </backup>\\n      <forward>\\n        <duration>10080</duration>\\n      </forward>\\n      <note>\\n        <pitch>\\n          <step>A</step>\\n          <octave>3</octave>\\n        </pitch>\\n        <duration>20160</duration>\\n        <voice>2</voice>\\n        <type>half</type>\\n      </note>\\n      <note>\\n        <chord />\\n        <pitch>\\n          <step>F</step>\\n          <octave>3</octave>\\n        </pitch>\\n        <duration>20160</duration>\\n        <voice>2</voice>\\n        <type>half</type>\\n      </note>\\n    </measure>\\n    <!--========================= Measure 61 =========================-->\\n    <measure number=\\\"61\\\">\\n      <note dynamics=\\\"88.89\\\">\\n        <pitch>\\n          <step>A</step>\\n          <octave>1</octave>\\n        </pitch>\\n        <duration>30240</duration>\\n        <voice>1</voice>\\n        <type>half</type>\\n        <dot />\\n      </note>\\n      <backup>\\n        <duration>30240</duration>\\n      </backup>\\n      <forward>\\n        <duration>10080</duration>\\n      </forward>\\n      <note dynamics=\\\"71.11\\\">\\n        <pitch>\\n          <step>A</step>\\n          <octave>3</octave>\\n        </pitch>\\n        <duration>20160</duration>\\n        <voice>2</voice>\\n        <type>half</type>\\n      </note>\\n    </measure>\\n    <!--========================= Measure 62 =========================-->\\n    <measure number=\\\"62\\\">\\n      <note dynamics=\\\"103.33\\\">\\n        <pitch>\\n          <step>D</step>\\n          <octave>2</octave>\\n        </pitch>\\n        <duration>30240</duration>\\n        <voice>1</voice>\\n        <type>half</type>\\n        <dot />\\n      </note>\\n      <backup>\\n        <duration>30240</duration>\\n      </backup>\\n      <forward>\\n        <duration>10080</duration>\\n      </forward>\\n      <note>\\n        <pitch>\\n          <step>B</step>\\n          <octave>3</octave>\\n        </pitch>\\n        <duration>20160</duration>\\n        <voice>2</voice>\\n        <type>half</type>\\n      </note>\\n      <note>\\n        <chord />\\n        <pitch>\\n          <step>G</step>\\n          <octave>3</octave>\\n        </pitch>\\n        <duration>20160</duration>\\n        <voice>2</voice>\\n        <type>half</type>\\n      </note>\\n    </measure>\\n    <!--========================= Measure 63 =========================-->\\n    <measure number=\\\"63\\\">\\n      <note dynamics=\\\"118.89\\\">\\n        <pitch>\\n          <step>D</step>\\n          <octave>2</octave>\\n        </pitch>\\n        <duration>30240</duration>\\n        <voice>1</voice>\\n        <type>half</type>\\n        <dot />\\n      </note>\\n      <backup>\\n        <duration>30240</duration>\\n      </backup>\\n      <forward>\\n        <duration>10080</duration>\\n      </forward>\\n      <note>\\n        <pitch>\\n          <step>B</step>\\n          <octave>3</octave>\\n        </pitch>\\n        <duration>20160</duration>\\n        <voice>2</voice>\\n        <type>half</type>\\n      </note>\\n      <note>\\n        <chord />\\n        <pitch>\\n          <step>G</step>\\n          <octave>3</octave>\\n        </pitch>\\n        <duration>20160</duration>\\n        <voice>2</voice>\\n        <type>half</type>\\n      </note>\\n      <note>\\n        <chord />\\n        <pitch>\\n          <step>D</step>\\n          <octave>3</octave>\\n        </pitch>\\n        <duration>20160</duration>\\n        <voice>2</voice>\\n        <type>half</type>\\n      </note>\\n    </measure>\\n    <!--========================= Measure 64 =========================-->\\n    <measure number=\\\"64\\\">\\n      <note dynamics=\\\"133.33\\\">\\n        <pitch>\\n          <step>D</step>\\n          <octave>2</octave>\\n        </pitch>\\n        <duration>30240</duration>\\n        <voice>1</voice>\\n        <type>half</type>\\n        <dot />\\n      </note>\\n      <backup>\\n        <duration>30240</duration>\\n      </backup>\\n      <forward>\\n        <duration>10080</duration>\\n      </forward>\\n      <note>\\n        <pitch>\\n          <step>A</step>\\n          <octave>3</octave>\\n        </pitch>\\n        <duration>20160</duration>\\n        <voice>2</voice>\\n        <type>half</type>\\n      </note>\\n      <note>\\n        <chord />\\n        <pitch>\\n          <step>E</step>\\n          <octave>3</octave>\\n        </pitch>\\n        <duration>20160</duration>\\n        <voice>2</voice>\\n        <type>half</type>\\n      </note>\\n      <note>\\n        <chord />\\n        <pitch>\\n          <step>C</step>\\n          <octave>3</octave>\\n        </pitch>\\n        <duration>20160</duration>\\n        <voice>2</voice>\\n        <type>half</type>\\n      </note>\\n    </measure>\\n    <!--========================= Measure 65 =========================-->\\n    <measure number=\\\"65\\\">\\n      <note dynamics=\\\"110.00\\\">\\n        <pitch>\\n          <step>D</step>\\n          <octave>2</octave>\\n        </pitch>\\n        <duration>30240</duration>\\n        <voice>1</voice>\\n        <type>half</type>\\n        <dot />\\n      </note>\\n      <backup>\\n        <duration>30240</duration>\\n      </backup>\\n      <forward>\\n        <duration>10080</duration>\\n      </forward>\\n      <note>\\n        <pitch>\\n          <step>A</step>\\n          <octave>3</octave>\\n        </pitch>\\n        <duration>20160</duration>\\n        <voice>2</voice>\\n        <type>half</type>\\n      </note>\\n      <note>\\n        <chord />\\n        <pitch>\\n          <step>F</step>\\n          <alter>1</alter>\\n          <octave>3</octave>\\n        </pitch>\\n        <duration>20160</duration>\\n        <voice>2</voice>\\n        <type>half</type>\\n        <accidental>sharp</accidental>\\n      </note>\\n      <note>\\n        <chord />\\n        <pitch>\\n          <step>C</step>\\n          <octave>3</octave>\\n        </pitch>\\n        <duration>20160</duration>\\n        <voice>2</voice>\\n        <type>half</type>\\n      </note>\\n    </measure>\\n    <!--========================= Measure 66 =========================-->\\n    <measure number=\\\"66\\\">\\n      <note dynamics=\\\"88.89\\\">\\n        <pitch>\\n          <step>D</step>\\n          <octave>2</octave>\\n        </pitch>\\n        <duration>30240</duration>\\n        <voice>1</voice>\\n        <type>half</type>\\n        <dot />\\n      </note>\\n      <backup>\\n        <duration>30240</duration>\\n      </backup>\\n      <forward>\\n        <duration>10080</duration>\\n      </forward>\\n      <note dynamics=\\\"71.11\\\">\\n        <pitch>\\n          <step>A</step>\\n          <octave>3</octave>\\n        </pitch>\\n        <duration>20160</duration>\\n        <voice>2</voice>\\n        <type>half</type>\\n      </note>\\n    </measure>\\n    <!--========================= Measure 67 =========================-->\\n    <measure number=\\\"67\\\">\\n      <note dynamics=\\\"103.33\\\">\\n        <pitch>\\n          <step>D</step>\\n          <octave>2</octave>\\n        </pitch>\\n        <duration>30240</duration>\\n        <voice>1</voice>\\n        <type>half</type>\\n        <dot />\\n      </note>\\n      <backup>\\n        <duration>30240</duration>\\n      </backup>\\n      <forward>\\n        <duration>10080</duration>\\n      </forward>\\n      <note dynamics=\\\"86.67\\\">\\n        <pitch>\\n          <step>A</step>\\n          <octave>3</octave>\\n        </pitch>\\n        <duration>20160</duration>\\n        <voice>2</voice>\\n        <type>half</type>\\n      </note>\\n    </measure>\\n    <!--========================= Measure 68 =========================-->\\n    <measure number=\\\"68\\\">\\n      <note dynamics=\\\"118.89\\\">\\n        <pitch>\\n          <step>D</step>\\n          <octave>2</octave>\\n        </pitch>\\n        <duration>30240</duration>\\n        <voice>1</voice>\\n        <type>half</type>\\n        <dot />\\n      </note>\\n      <backup>\\n        <duration>30240</duration>\\n      </backup>\\n      <forward>\\n        <duration>10080</duration>\\n      </forward>\\n      <note>\\n        <pitch>\\n          <step>B</step>\\n          <octave>3</octave>\\n        </pitch>\\n        <duration>20160</duration>\\n        <voice>2</voice>\\n        <type>half</type>\\n      </note>\\n      <note>\\n        <chord />\\n        <pitch>\\n          <step>G</step>\\n          <octave>3</octave>\\n        </pitch>\\n        <duration>20160</duration>\\n        <voice>2</voice>\\n        <type>half</type>\\n      </note>\\n      <note>\\n        <chord />\\n        <pitch>\\n          <step>D</step>\\n          <octave>3</octave>\\n        </pitch>\\n        <duration>20160</duration>\\n        <voice>2</voice>\\n        <type>half</type>\\n      </note>\\n    </measure>\\n    <!--========================= Measure 69 =========================-->\\n    <measure number=\\\"69\\\">\\n      <note dynamics=\\\"133.33\\\">\\n        <pitch>\\n          <step>D</step>\\n          <octave>2</octave>\\n        </pitch>\\n        <duration>30240</duration>\\n        <voice>1</voice>\\n        <type>half</type>\\n        <dot />\\n      </note>\\n      <backup>\\n        <duration>30240</duration>\\n      </backup>\\n      <forward>\\n        <duration>10080</duration>\\n      </forward>\\n      <note>\\n        <pitch>\\n          <step>A</step>\\n          <octave>3</octave>\\n        </pitch>\\n        <duration>20160</duration>\\n        <voice>2</voice>\\n        <type>half</type>\\n      </note>\\n      <note>\\n        <chord />\\n        <pitch>\\n          <step>E</step>\\n          <octave>3</octave>\\n        </pitch>\\n        <duration>20160</duration>\\n        <voice>2</voice>\\n        <type>half</type>\\n      </note>\\n      <note>\\n        <chord />\\n        <pitch>\\n          <step>C</step>\\n          <octave>3</octave>\\n        </pitch>\\n        <duration>20160</duration>\\n        <voice>2</voice>\\n        <type>half</type>\\n      </note>\\n    </measure>\\n    <!--========================= Measure 70 =========================-->\\n    <measure number=\\\"70\\\">\\n      <note dynamics=\\\"133.33\\\">\\n        <pitch>\\n          <step>D</step>\\n          <octave>2</octave>\\n        </pitch>\\n        <duration>30240</duration>\\n        <voice>1</voice>\\n        <type>half</type>\\n        <dot />\\n      </note>\\n      <backup>\\n        <duration>30240</duration>\\n      </backup>\\n      <forward>\\n        <duration>10080</duration>\\n      </forward>\\n      <note>\\n        <pitch>\\n          <step>A</step>\\n          <octave>3</octave>\\n        </pitch>\\n        <duration>20160</duration>\\n        <voice>2</voice>\\n        <type>half</type>\\n      </note>\\n      <note>\\n        <chord />\\n        <pitch>\\n          <step>F</step>\\n          <alter>1</alter>\\n          <octave>3</octave>\\n        </pitch>\\n        <duration>20160</duration>\\n        <voice>2</voice>\\n        <type>half</type>\\n        <accidental>sharp</accidental>\\n      </note>\\n      <note>\\n        <chord />\\n        <pitch>\\n          <step>C</step>\\n          <octave>3</octave>\\n        </pitch>\\n        <duration>20160</duration>\\n        <voice>2</voice>\\n        <type>half</type>\\n      </note>\\n    </measure>\\n    <!--========================= Measure 71 =========================-->\\n    <measure number=\\\"71\\\">\\n      <note dynamics=\\\"133.33\\\">\\n        <pitch>\\n          <step>E</step>\\n          <octave>2</octave>\\n        </pitch>\\n        <duration>30240</duration>\\n        <voice>1</voice>\\n        <type>half</type>\\n        <dot />\\n      </note>\\n      <backup>\\n        <duration>30240</duration>\\n      </backup>\\n      <forward>\\n        <duration>10080</duration>\\n      </forward>\\n      <note dynamics=\\\"111.11\\\">\\n        <pitch>\\n          <step>B</step>\\n          <octave>3</octave>\\n        </pitch>\\n        <duration>20160</duration>\\n        <voice>2</voice>\\n        <type>half</type>\\n      </note>\\n    </measure>\\n    <!--========================= Measure 72 =========================-->\\n    <measure number=\\\"72\\\">\\n      <note dynamics=\\\"133.33\\\">\\n        <pitch>\\n          <step>E</step>\\n          <octave>2</octave>\\n        </pitch>\\n        <duration>30240</duration>\\n        <voice>1</voice>\\n        <type>half</type>\\n        <dot />\\n      </note>\\n      <backup>\\n        <duration>30240</duration>\\n      </backup>\\n      <forward>\\n        <duration>10080</duration>\\n      </forward>\\n      <note dynamics=\\\"111.11\\\">\\n        <pitch>\\n          <step>A</step>\\n          <octave>3</octave>\\n        </pitch>\\n        <duration>20160</duration>\\n        <voice>2</voice>\\n        <type>half</type>\\n      </note>\\n    </measure>\\n    <!--========================= Measure 73 =========================-->\\n    <measure number=\\\"73\\\">\\n      <note dynamics=\\\"133.33\\\">\\n        <pitch>\\n          <step>E</step>\\n          <octave>2</octave>\\n        </pitch>\\n        <duration>30240</duration>\\n        <voice>1</voice>\\n        <type>half</type>\\n        <dot />\\n      </note>\\n      <backup>\\n        <duration>30240</duration>\\n      </backup>\\n      <forward>\\n        <duration>10080</duration>\\n      </forward>\\n      <note dynamics=\\\"111.11\\\">\\n        <pitch>\\n          <step>A</step>\\n          <octave>3</octave>\\n        </pitch>\\n        <duration>20160</duration>\\n        <voice>2</voice>\\n        <type>half</type>\\n      </note>\\n    </measure>\\n    <!--========================= Measure 74 =========================-->\\n    <measure number=\\\"74\\\">\\n      <note dynamics=\\\"133.33\\\">\\n        <pitch>\\n          <step>E</step>\\n          <octave>2</octave>\\n        </pitch>\\n        <duration>30240</duration>\\n        <voice>1</voice>\\n        <type>half</type>\\n        <dot />\\n      </note>\\n      <backup>\\n        <duration>30240</duration>\\n      </backup>\\n    </measure>\\n    <!--========================= Measure 75 =========================-->\\n    <measure number=\\\"75\\\">\\n      <note dynamics=\\\"133.33\\\">\\n        <pitch>\\n          <step>E</step>\\n          <octave>2</octave>\\n        </pitch>\\n        <duration>30240</duration>\\n        <voice>1</voice>\\n        <type>half</type>\\n        <dot />\\n      </note>\\n      <backup>\\n        <duration>30240</duration>\\n      </backup>\\n      <forward>\\n        <duration>10080</duration>\\n      </forward>\\n      <note dynamics=\\\"103.33\\\">\\n        <pitch>\\n          <step>A</step>\\n          <octave>3</octave>\\n        </pitch>\\n        <duration>20160</duration>\\n        <voice>2</voice>\\n        <type>half</type>\\n      </note>\\n    </measure>\\n    <!--========================= Measure 76 =========================-->\\n    <measure number=\\\"76\\\">\\n      <note dynamics=\\\"110.00\\\">\\n        <pitch>\\n          <step>E</step>\\n          <octave>2</octave>\\n        </pitch>\\n        <duration>30240</duration>\\n        <voice>1</voice>\\n        <type>half</type>\\n        <dot />\\n      </note>\\n      <backup>\\n        <duration>30240</duration>\\n      </backup>\\n      <forward>\\n        <duration>10080</duration>\\n      </forward>\\n      <note>\\n        <pitch>\\n          <step>A</step>\\n          <octave>3</octave>\\n        </pitch>\\n        <duration>10080</duration>\\n        <voice>2</voice>\\n        <type>quarter</type>\\n      </note>\\n      <note>\\n        <chord />\\n        <pitch>\\n          <step>B</step>\\n          <octave>2</octave>\\n        </pitch>\\n        <duration>10080</duration>\\n        <voice>2</voice>\\n        <type>quarter</type>\\n      </note>\\n      <note>\\n        <pitch>\\n          <step>B</step>\\n          <octave>3</octave>\\n        </pitch>\\n        <duration>10080</duration>\\n        <voice>2</voice>\\n        <type>quarter</type>\\n      </note>\\n      <note>\\n        <chord />\\n        <pitch>\\n          <step>E</step>\\n          <octave>3</octave>\\n        </pitch>\\n        <duration>10080</duration>\\n        <voice>2</voice>\\n        <type>quarter</type>\\n      </note>\\n    </measure>\\n    <!--========================= Measure 77 =========================-->\\n    <measure number=\\\"77\\\">\\n      <note>\\n        <pitch>\\n          <step>G</step>\\n          <octave>3</octave>\\n        </pitch>\\n        <duration>30240</duration>\\n        <voice>1</voice>\\n        <type>half</type>\\n        <dot />\\n      </note>\\n      <note>\\n        <chord />\\n        <pitch>\\n          <step>A</step>\\n          <octave>2</octave>\\n        </pitch>\\n        <duration>30240</duration>\\n        <voice>1</voice>\\n        <type>half</type>\\n        <dot />\\n      </note>\\n      <backup>\\n        <duration>30240</duration>\\n      </backup>\\n    </measure>\\n    <!--========================= Measure 78 =========================-->\\n    <measure number=\\\"78\\\">\\n      <note>\\n        <pitch>\\n          <step>D</step>\\n          <octave>3</octave>\\n        </pitch>\\n        <duration>30240</duration>\\n        <voice>1</voice>\\n        <type>half</type>\\n        <dot />\\n      </note>\\n      <note>\\n        <chord />\\n        <pitch>\\n          <step>A</step>\\n          <octave>2</octave>\\n        </pitch>\\n        <duration>30240</duration>\\n        <voice>1</voice>\\n        <type>half</type>\\n        <dot />\\n      </note>\\n      <note>\\n        <chord />\\n        <pitch>\\n          <step>D</step>\\n          <octave>2</octave>\\n        </pitch>\\n        <duration>30240</duration>\\n        <voice>1</voice>\\n        <type>half</type>\\n        <dot />\\n      </note>\\n      <backup>\\n        <duration>30240</duration>\\n      </backup>\\n      <barline location=\\\"right\\\">\\n        <bar-style>light-heavy</bar-style>\\n      </barline>\\n    </measure>\\n  </part>\\n</score-partwise>\\n\")\n",
              "            .then(\n",
              "              function() {\n",
              "                console.log(\"rendering data\")\n",
              "                openSheetMusicDisplay.render();\n",
              "              }\n",
              "            );\n",
              "    })\n",
              "    "
            ],
            "text/plain": [
              "<IPython.core.display.Javascript object>"
            ]
          },
          "metadata": {
            "tags": []
          }
        }
      ]
    },
    {
      "cell_type": "markdown",
      "metadata": {
        "id": "i_f7ioYJ2Xzy",
        "colab_type": "text"
      },
      "source": [
        "And the piano roll?"
      ]
    },
    {
      "cell_type": "code",
      "metadata": {
        "id": "8CihviV-0VwD",
        "colab_type": "code",
        "outputId": "1b685121-571b-4c4f-dafe-8c9c0a167265",
        "colab": {
          "base_uri": "https://localhost:8080/",
          "height": 348
        }
      },
      "source": [
        "import matplotlib.pyplot as plt\n",
        "import matplotlib.lines as mlines\n",
        "\n",
        "def extract_notes(midi_part):\n",
        "    parent_element = []\n",
        "    ret = []\n",
        "    for nt in midi_part.flat.notes:        \n",
        "        if isinstance(nt, note.Note):\n",
        "            ret.append(max(0.0, nt.pitch.ps))\n",
        "            parent_element.append(nt)\n",
        "        elif isinstance(nt, chord.Chord):\n",
        "            for pitch in nt.pitches:\n",
        "                ret.append(max(0.0, pitch.ps))\n",
        "                parent_element.append(nt)\n",
        "    \n",
        "    return ret, parent_element\n",
        "\n",
        "def print_parts_countour(midi):\n",
        "    fig = plt.figure(figsize=(12, 5))\n",
        "    ax = fig.add_subplot(1, 1, 1)\n",
        "    minPitch = pitch.Pitch('C10').ps\n",
        "    maxPitch = 0\n",
        "    xMax = 0\n",
        "    \n",
        "    # Drawing notes.\n",
        "    for i in range(len(midi.parts)):\n",
        "        top = midi.parts[i].flat.notes                  \n",
        "        y, parent_element = extract_notes(top)\n",
        "        if (len(y) < 1): continue\n",
        "            \n",
        "        x = [n.offset for n in parent_element]\n",
        "        ax.scatter(x, y, alpha=0.6, s=7)\n",
        "        \n",
        "        aux = min(y)\n",
        "        if (aux < minPitch): minPitch = aux\n",
        "            \n",
        "        aux = max(y)\n",
        "        if (aux > maxPitch): maxPitch = aux\n",
        "            \n",
        "        aux = max(x)\n",
        "        if (aux > xMax): xMax = aux\n",
        "    \n",
        "    for i in range(1, 10):\n",
        "        linePitch = pitch.Pitch('C{0}'.format(i)).ps\n",
        "        if (linePitch > minPitch and linePitch < maxPitch):\n",
        "            ax.add_line(mlines.Line2D([0, xMax], [linePitch, linePitch], color='red', alpha=0.1))            \n",
        "\n",
        "    plt.ylabel(\"Note index (each octave has 12 notes)\")\n",
        "    plt.xlabel(\"Number of quarter notes (beats)\")\n",
        "    plt.title('Voices motion approximation, each color is a different instrument, red lines show each octave')\n",
        "    plt.show()\n",
        "\n",
        "# Focusing only on 6 first measures to make it easier to understand.\n",
        "print_parts_countour(base_midi.measures(0, 6))"
      ],
      "execution_count": 0,
      "outputs": [
        {
          "output_type": "display_data",
          "data": {
            "image/png": "iVBORw0KGgoAAAANSUhEUgAABZoAAAKXCAYAAAALqf+iAAAABHNCSVQICAgIfAhkiAAAAAlwSFlz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\n",
            "text/plain": [
              "<Figure size 864x360 with 1 Axes>"
            ]
          },
          "metadata": {
            "tags": [],
            "image/png": {
              "width": 717,
              "height": 331
            }
          }
        }
      ]
    },
    {
      "cell_type": "markdown",
      "metadata": {
        "id": "XNCvIEK37CJ0",
        "colab_type": "text"
      },
      "source": [
        "#Now we are going to make a histogram of the pitchs\n"
      ]
    },
    {
      "cell_type": "code",
      "metadata": {
        "id": "INlkW2KP6-9Y",
        "colab_type": "code",
        "outputId": "39001805-446c-4bf7-a766-a1c14023a973",
        "colab": {
          "base_uri": "https://localhost:8080/",
          "height": 399
        }
      },
      "source": [
        "base_midi.plot('histogram', 'pitchClass', 'count')"
      ],
      "execution_count": 0,
      "outputs": [
        {
          "output_type": "display_data",
          "data": {
            "image/png": "iVBORw0KGgoAAAANSUhEUgAAAugAAAL9CAYAAAB5QZO4AAAABHNCSVQICAgIfAhkiAAAAAlwSFlz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\nRK5CYII=\n",
            "text/plain": [
              "<Figure size 432x432 with 1 Axes>"
            ]
          },
          "metadata": {
            "tags": [],
            "image/png": {
              "width": 372,
              "height": 382
            }
          }
        }
      ]
    },
    {
      "cell_type": "markdown",
      "metadata": {
        "id": "GrnepqSW8Sxe",
        "colab_type": "text"
      },
      "source": [
        "![Circulo de quintas](https://miro.medium.com/max/2100/1*ihEohPybHu0ourZkFHba-Q.png)"
      ]
    },
    {
      "cell_type": "code",
      "metadata": {
        "id": "uQdb7U5E9FZe",
        "colab_type": "code",
        "outputId": "e56bc634-e2b6-40b6-a20a-92b73f2b17ea",
        "colab": {
          "base_uri": "https://localhost:8080/",
          "height": 344
        }
      },
      "source": [
        "base_midi.plot('scatter', 'offset', 'pitchClass')"
      ],
      "execution_count": 0,
      "outputs": [
        {
          "output_type": "display_data",
          "data": {
            "image/png": "iVBORw0KGgoAAAANSUhEUgAABI8AAAKPCAYAAADkJeo4AAAABHNCSVQICAgIfAhkiAAAAAlwSFlz\nAAAWJQAAFiUBSVIk8AAAADh0RVh0U29mdHdhcmUAbWF0cGxvdGxpYiB2ZXJzaW9uMy4xLjIsIGh0\ndHA6Ly9tYXRwbG90bGliLm9yZy8li6FKAAAgAElEQVR4nOzdeZgU1bk/8G8tvff0rAzDIosiIgwi\nQiIqXomomIg+94nL1bgA5mISNbnE/DCbBuJV440mqNkUAdHkXhfcV4wLiKBg2LQhiInAsAiMs/bM\n9FbL+f3R021vNd090zMD5Pt5nn7E7urqt95zTp3qd6qqJSGEABERERERERERURZyfwdARERERERE\nRERHLhaPiIiIiIiIiIjIEotHRERERERERERkicUjIiIiIiIiIiKyxOIRERERERERERFZYvGIiIiI\niIiIiIgssXhERERERERERESWWDwiIiIiIiIiIiJLLB4REREREREREZElFo+IiIiIiIiIiMgSi0dE\nRERERERERGSJxSMiIiIiIiIiIrLE4hEREREREREREVli8YiIiI4ps2fPhiRJXT5KS0tx5plnYtGi\nRQiHwxnrqK+vx0knnYQzzjgj6+u9ZdSoUSlxLl++vFc/b/PmzZg3bx4mTJiAyspK2O12VFZW4qtf\n/SpuuOEGPPnkk2hubk55z8KFC1NinDZtWq/G2FdaWloy+smePXv6O6wM4XAYDz/8MGbOnImhQ4fC\n6XSivLwctbW1uPnmm7Fhw4a81hMIBDB//nyMGjUKDocD5eXlOO200zB//vyCljnaRKNR/OlPf8L0\n6dNRXV0Nm80Gt9uNkSNHYsaMGfjpT3+KV199FR0dHf0dKhER0RGFxSMiIjqm3HXXXfD7/bjzzjsT\nz/n9/sRjzZo1WLBgAXbu3IlbbrkFX/3qV/HFF1+krGPNmjX49NNPsX79emzfvj3jM5YvX94rhZPX\nX38dfr8fkydPLup603V0dODaa6/F5MmTsXHjRnz/+9/HSy+9hPXr1+Oxxx7D2WefjaeffhpXXXUV\nampqMHv27MR7b7zxxoz8Hgt8Pl+ijxyp3nrrLZxwwgm45ZZbcMIJJ+Dhhx/GunXr8Pzzz+Pb3/42\nVq1ahSlTpuA//uM/0NbWZrkeIQRmzpyJ++67D9OnT8fbb7+NF198EQMGDMB9992X9zJ9qRgFvYMH\nD2LSpEm46aabUFZWhj/96U94//33sWrVKixYsAChUAj33HMPZs6ciUWLFhUv+G5avXo1JEnCiBEj\nulyut/ZHREREydT+DoCIiKiYhgwZgiFDhmDjxo2J52pra1OWOfvss3HJJZegtrYWfr8fs2fPxquv\nvpp4fcaMGbj44otRVlaGU089tc9iP/HEEwEAHo+n1z4jEAjga1/7GjZv3oy7774bP/3pT1NeP+20\n0zBz5kz88Ic/xHnnnYedO3di9erViderq6tRXV2dkt9jgSzLGf3kSLJixQpcddVVGDFiBNauXYuR\nI0emvD5t2jTcfPPNuPnmm7F48WLs2LEDa9asQVlZWca6NmzYgPfeew81NTX44x//CEVRAADDhw/H\nj3/847yXOdpcf/312LZtG372s5/hrrvuSnnt9NNPx6xZs3DVVVfhqaee6qcIiYiIjlw884iIiP4l\njRo1CldddRUA4LXXXsOuXbsSr5WUlOCll17C448/nvjSfKy4/vrrsXnzZlx99dUZhaNkQ4cOxdNP\nPw1JkvowOsrm448/xqxZsyBJEl566aWMwlGczWbDQw89hLPOOitRFM3ms88+AwCMHDkypX8PHz4c\nTz75ZN7LHE0OHjyIlStXAgC++93vZl1GkiT86le/6suwiIiIjhosHhER0b+scePGJf69devWfoyk\nb6xatQrPPvssJEnCf//3f+dc/pRTTsH06dP7IDLqyo9+9COEQiFcffXVGDt2bJfLJrftiy++iHfe\neSdjGU3TAAB2u91yPfksczRJvtytpKTEcrmRI0dizpw5OPnkk/sgKiIioqMHi0dERPQvK/mLsa7r\nAIARI0ZY3rQ6fm+ROXPmAADefffdnDePDgQCuOOOOzBx4kSUlJTA6XRi5MiRuPTSS/HYY48hGAx2\nGeMnn3yCyy67DFVVVXC5XDjttNPw9NNPd2t7H3zwQQDA5MmTLc9eSXf77bcXfJlSNBrFM888g2uu\nuQYnnnginE4n3G43xo4di/nz52fcYypZQ0MDbr/9dkyYMAHl5eVwuVwYM2YMrr/+erz44ouJokac\naZpYsWIFzj33XAwdOhR2ux2DBg3C17/+ddx///04dOhQQbGnW7lyJaZPn46Kigq43W5MmjQJS5Ys\ngRAisUy8X6Q/kvtO+o3G871/j9/vx1tvvQUAuOKKK/KK+ZxzzsHAgQMBfNnmyTFY9d/Vq1fntUzc\njh07MGfOHIwZMwZutxs+nw9f+cpX8P/+3/+zvHG3YRhYsmQJzj77bJSVlcHpdGLEiBGYNWtW1gJu\n/HPjRo4c2a2bmidfCpp8iWo2y5Ytw6WXXmr5+gsvvIBvfOMbiRtuV1VV4eyzz8Yvf/nLxBlbcaZp\n4vXXX8fcuXMxduxYuN1uOJ1OjBo1Ct/73vewe/fujPXH73X0ta99DQBQV1eXss3xeyB1Z3/U2tqK\nX/ziFxg/fjw8Hg+8Xi9qa2tx6623ZoyV/fv3Z+2zb7/9Ni644AJUVlYmnl+4cGGXOSUiomOAICIi\nOgY9+uijAoDoaqq7+eabE8t89NFHQgghdu7cKfx+v5g8ebIAIB599NHE8s3NzcLv94s777xTABCT\nJ08Wfr8/8di1a1fK+nfu3ClGjBghFEUR8+bNE++995547733xG9/+1sxYMAAAUCcd955GXGdc845\nAoC49dZbxamnniqeeOIJsWHDBvGnP/1JlJSUCADiueeeKygfuq4Ln88nAIgbb7yxoPdmE8/vOeec\nk/Hayy+/LACImpoa8fvf/16sX79e/PWvfxXz588XDodDDBkyROzZsyfjffv37xeDBw8WDodD3Hnn\nnWLNmjXi/fffFw888ICorq4WAMTy5ctT3nPdddcJAOLiiy8Wr776qti4caN47rnnEjmcNm1awdsW\n7xMLFy4Up5xyinj66afFxo0bxf/93/+JE088UQAQ1113XWL5eL+ora0VAMScOXOE3+8Xzc3NiWUO\nHz4s/H6/GD16tLjyyiuF3+8X0Wg0Zyz33ntvIp76+vq8t+HCCy8UAITP5xO6rqfEYNV/29vb81pG\nCCFWrlwpbDabGDZsmHjkkUfEhg0bxDvvvCPmz58vbDabAJDRxm1tbWL69OkCgLjsssvEyy+/LNau\nXSsWLVokysvLhaqqYtmyZSnviX9uPAdvvPFGSjz55FAIIaLRqKisrBQARGlpqVi8eLGIRCJ551OI\n2Bi69tprBQBx1llnieeff1787W9/EytWrBBnn322ACAkSRL79u1LiT/eDr/61a/E2rVrxapVq8Sd\nd94pfD6fKC0tFRs3bkz5nPb2duH3+8WyZcsEADF48OCUbd65c6cQovD90SeffCKGDx8uVFUVP/nJ\nT8SqVavEX//6V3HLLbcIRVHEgAEDxKZNmxLLa5qWkf8777xTTJo0STz77LPiww8/FLfddpsAIBYs\nWFBQLomI6OjD4hERER2TchWPmpqaRHl5uQAgTjvttIzX48WH5OJR+rqzFU7iOjo6xOjRowUAcd99\n92W8vnnzZmGz2bKuI/7ZXq9X7N69O+W1JUuWCADi9NNPt/zsbP75z38m8pEtnkLlUzzavHlzxmvL\nly8XAMTMmTMzXvuv//ovAUDcdtttGa+tX78+oz22bNkiAIjhw4cLwzBSlo9Go2L8+PFdtpGVeJ6G\nDx+eUgASQogDBw6IsrIyAUAsWbIk5bUHH3xQABBDhw5NFGySffTRRwKA+OCDD/KOJV4c83q9BW3D\nTTfdlNiOzz77LOW1fPpvrmUmTJggAIi33nor47V77rlHAMjou/HCy+zZszPes3XrViHLsrDZbGLb\ntm0Zr8e3JX2dhfjjH/+YWA8AUVVVJW644QbxyiuviGAwmPP98ULJpEmTMgpPmqaJKVOmZMQYL7w8\n//zzGetbtWqVkCRJjB8/XpimmfX1eD/sSj7tGQwGE/uj9AKsEF/23REjRmQtqsVzNmrUKBEIBFJe\nO/HEE1k8IiL6F8DL1oiI6F9KIBDAqlWr8LWvfQ3Nzc2oqqrCn//856J/ztKlS/Hpp5+isrISP/jB\nDzJenzhxYuKyFCsXXXRRxs90x9+zadMmRKPRvONpbGxM/Lure74Uw+jRo7Fo0SJMnDgx47Wrr74a\ndrsdr732GlpbW1Ne++STTwBk/7W5008/HVdccQWOO+64jOVdLhdkOfWQxmaz4fvf/z7OOOOMbm/H\njTfemPFrZYMHD8a3v/1tAMDdd9+dcvnatddeC5fLhf379+O1117LWN/ixYtxyimnYMqUKXnHEL/E\nr9A2S16+oaGhoPfmo6u2uvzyy3HRRRfB7XYnnvP7/Ylxlu1+WxMmTMD5558PTdPwwAMPFD1eAPje\n976HRx99FFVVVQBieVm8eDFmzpyJyspKXHrppYmbaqerr6/HfffdBwD42c9+lnEvKFVVs47z6upq\n3HHHHbjkkksyXps2bRpGjhwJv9+P7du393TzurRkyRJ8+umnGDVqFK677rqM17/73e+ipKQEe/bs\nwTPPPGO5nhtvvDGjL65Zswbz5s0resxERHRkYfGIiIiOeaqqJh6lpaU499xzsWfPHlx//fXYunVr\nzpsQd0f8C9jZZ58Nm82WdZnf/e53+PWvf225jkmTJmU8N3jwYACxezQlF4SOJKNHj7b8MqmqKgYN\nGgTTNPHPf/4z5bVRo0YBAO699148//zzME0z5fWnnnoq5Qbe8eU/+eQT3HLLLWhubk5Zfu7cuT36\n9aypU6dmfT5ewNu1a1eiiAIAZWVluPzyywEADz/8cMp7QqEQ/vd//xdz587tdjzd1Ru/mBfP/Y03\n3ojNmzenvHb88cfjlVdeQXV1deK5Z599FkDsnmJDhw7Nus6TTjoJAFLuq1Rss2fPRl1dHZYuXYoZ\nM2YkikChUAjPPfccvv71r+P888/PGFuvvvoqwuEwAODcc8/Nuu5LLrkEr7/+euJ+U0CseHT77bdn\nFDfj4sXQnTt39njbuhLP/9SpU7P2B5vNlrgPWlf5P/PMMzOeq6mpySiyEhHRsYfFIyIiOuZt3bo1\n8di2bRv27t2LpqYmLF26FEOGDOmVz9y2bRsAZJw5lGz06NH46le/avl6ZWVlxnNOpzPx70gkknc8\nAwYMSPy7ra0t7/d119///nd85zvfwcknn4ySkhLYbLZEAa+urg4A0N7envKen/zkJxg+fDiamprw\nzW9+E8OGDcPNN9+MN998M6OQBMRu/B0/C2jRokUYNGgQLrnkEixduhRNTU093obk4key4cOHJ/69\nY8eOlNfixaGVK1di3759ieeffvppRCIRXHPNNQXFEG+3Qtssefnkti+W3/zmN3C73diyZQsmTZqE\nCRMmYMGCBfj444+zLu/3+wHEfvUsuZib/Pjd734HACl56w1utxvXX389Vq5ciYaGBqxYsQKXXnop\nVFUFALz11lu48sorU94TH89lZWWWhRKPx4MLL7wQLpcr5fl9+/bhhz/8IU455RSUlpamjIV3330X\nQOZYKLZ4/h977DHL/Mfbrqv8x8/aIiKifz0sHhER0TGvtrY28Rg3bhyOO+44yzMBiiUQCABAxhfJ\nQhQzxmHDhqG0tBRA7IyZ3vT888/j1FNPxbJlyzBjxgw888wz2Lx5c6KAFz97KvmSLwAYOnQotm7d\nioULF+K4447DgQMH8Ic//AEXXHABjj/+eDz22GMZn7VkyRI888wzOOeccxCNRvHyyy/jP//zPzFk\nyBDccMMNPSqUxYsJ6ZLbNH39U6dOxdixY2EYBpYuXZp4/pFHHsEVV1xR8Bka48ePBxArLhRy+Vm8\njcvKylIu9SuWGTNmYMuWLZg7dy5KSkrw8ccf44477sCECRMwZcoUfPjhhynLx8fDKaecklLMTX58\n/PHH8Pv9+Nvf/lb0eK2UlJTgsssuwzPPPINPP/0Up556KoBYASlecEmOv9Dx/MEHH2DcuHG4//77\nMXHiRDzxxBPYuHFjYpsnT54MIHMsFFs8/vjZltkefr8ffr8ff/zjHy3XoyhKr8ZJRERHLhaPiIiI\neoHP5wMQuxzmSKAoSuKSr40bN/ba50SjUcydOxeapuHnP/857r//fsyYMQPjx49PFPCsLuMDYsWO\nBQsWoK6uDuvWrcMPfvADlJeXo66uDrNnz06cnZLs0ksvxerVq7F3714sWrQIp556KsLhMB555BGc\nd955MAyjW9ui63rW55PbNNu9iOJnHy1btgyGYWDHjh1Yt24dbrjhhoJjmDFjRuLf+RZVTNNMXEo2\nffr0XvvCP3r0aCxevBj19fV4/vnnccUVV8Bms2HDhg2YOnVqyuVs8fFgGEZKMdfq0RsaGhq6PFtv\n5MiReOihhxL///e//z0j/kLHc7yAOWvWLDz22GP4xje+gQkTJiS2M9s9o3pDPH6n05kz9/HL14iI\niJKxeERERNQL4meM7N6923KZSCSC9vb2Xj/rIO6WW24BECtC7NmzJ+fybW1tGD16NIYOHZpyb5+u\n+P3+xP1iZs6c2e1YJUnCmWeeiQceeAB79uzBtGnTAAC//e1vLd8zdOhQzJs3D1u2bMGDDz4IAPjw\nww+xdu3absVQX1+f9fnk3J188skZr1933XVwOp3Yt28fXn/9dSxevBi1tbVZ7xeTy/jx43HeeecB\nAFasWJHXe9asWYPDhw8D+LLNe5PT6cS///u/46mnnsK2bdtQU1MDTdNSCn3x8bBr1y7LohwAPP74\n43jppZd6Jc4BAwaknA2WzYQJExL/Ti5yxuNvaWlBS0tL1veapon29vbEjewbGxsTl7v1ZCwUQzz+\nTz/91HKZxsZGLFmypE/P/CIioqMHi0dEREQFil/OlFz06ejowDPPPJMossRvnPzee+9B07Ss6zn3\n3HMxcuRIy9eL7ayzzsK3vvUtCCHwi1/8Iufyf/jDH/CPf/wDo0ePxpgxY/L6jOScZCuK6bqOgwcP\nZn3vN7/5Tfz85z/PeN7n8yVuwH3o0KHE80899VTixs3pvv/97ycuEUt+TyHWrVuX9flVq1YBiN0Y\nOlteKioqcOmllwIAHnzwQfz5z3/u1llHcffddx9cLhf+8pe/5CziJbftNddc062CVT5qamrw6quv\nZjw/evToxP2CkvN+2WWXAYiduWN1Q+YtW7Zg1qxZifwmi589ldynVq9ejTfeeKOguHOddff5558n\n/p18BtRFF12UuGTtnXfeyfrepUuXoqSkBK+88kpGrFYF4r1791rGkm0/I4RIXAba1XJW+6O1a9da\nXsr5+OOPY+7cuSk5ICIiimPxiIiIqEDxX1NKvinz1q1bcfnll+P9998HELu3yJgxY9DU1JT1UqtV\nq1bhgw8+wJw5czJ+9rs3LVmyBKeffjr+/Oc/495777Vc7sUXX8Ttt9+O8vLyjF8O60ptbW3iEpkn\nn3wy4/Vly5YlzsxI19TUhGeffTbxq1bJ4mdMxO8RA8QKEZ999lnWYsShQ4cQCAQgSVLWX63Lx+9/\n//vEvWLiDh48iGXLlgGI/WS71S+ZxYtFb775JoLBIK699tpuxQDEzoZ57LHHYJomLr744sQNx9Pp\nuo6bbroJ7733Hs4880w88sgj3f7MXA4fPmx5JlS2tqqtrcWsWbMAALfffntGHzBNE/Pnz4fL5cr6\nk/fZxtzcuXNx1113FRT3E088gY8++ijra0IILFy4EEDsF/VGjx6deG3AgAG49dZbAQB33313RvzB\nYBAPPPAAhgwZgosvvhhA7ObS8XVkGwt//etfuzwzMb7Nyb8i+Pnnn+Pyyy/HCy+8kLFcPvujUCiE\nBQsWZHzWoUOH8Otf/xpjx47t97OkiIjoCCWIiIiOIfv37xd+v1/ceeedAoAAIPx+v/D7/WLXrl05\n379z507h9/vF5MmTBQBx5513Cr/fL5qbmxPLtLe3i7KyMqEoinj88cfFunXrxLnnnivcbreoq6tL\nLPfpp5+KkSNHCkVRxC233CLWrl0r1q5dK+6++27h8/nE1KlTRTgcTiy/a9eurJ/d3t6eElt8u954\n4w3h9/tFNBotKEfBYFDMmjVLSJIkpk6dKpYuXSref/998f7774u//OUv4uKLLxYAxPHHHy+2bNmS\n8t7Dhw+n5Hfy5MkZuV28eLEAIGRZFt/97nfFm2++KdasWSN++tOfCo/HIxwOhwAgli1blrJ906ZN\nEwDEGWecIZ544gnx4YcfitWrV4tf/vKXwul0itLSUrFx48bE5yxfvlwAEJWVleJ//ud/xOrVq8WH\nH34oHn/8cVFbWysAiNtuuy2vnBiGkegn8fxeddVV4pRTThErVqwQmzZtEk888YQYPXq0ACCuu+66\nnOscM2ZM3svm46233hJDhgwRHo9HzJs3T7z66qti06ZN4t133xWLFi0S48aNE5IkidmzZ4tgMJjx\nfqu28/v94vDhw3kvI4RI5Oiaa64Rr7zyiti0aZNYuXKlmDVrlgAgxo0bJ1paWlI+v6OjQ8yYMUMA\nEFOmTBHPPPOM2Lhxo1ixYoU466yzhKIo4i9/+UvWbZ87d64AIK6++mqxYcMGcc899wgA4t577807\nf6qqCgDC4/GI+fPni5UrV4otW7aId955Rzz88MNi4sSJAoAYO3as2L9/f8b7dV1PbN/UqVPFCy+8\nIP72t7+JJ598Upx22mnC7XaLDz/8MOU9r732WuJzL7/8cvHaa6+JdevWiXvuuUeUlJQIj8djuZ8x\nTTPR3+677z6xfv16ceWVVwpJksSGDRsSyxW6P4q325tvvinWr18vHn74YTFs2DAxYMAA4ff7U+JP\nHxPxfU62/BAR0bGNxSMiIjqmxL/cZXucc845Od8/fPjwrO999NFHU5Zbs2aNOPPMM4XL5RIlJSVi\nypQp4s0338xYX2trq7jjjjvEhAkThNvtFg6HQ4wbN07ccccdGV/wzznnnKyfvWrVqi5j2717d7dy\ntXnzZnHTTTeJsWPHipKSEmGz2URNTY2YMWOGePjhh1MKW3ELFizIK7evvfaamD59uvD5fEJVVTFk\nyBBx1VVXia1bt2ZsR3z76uvrxaJFi8QFF1wgBg0aJGw2m3A4HGL06NHipptuEnv27En5DF3XxUsv\nvSRmzZolTjrpJOF2u4WqqmLgwIHioosuEi+//HLeuWhubs6a10cffVRMmTJFlJSUCKfTKSZOnCgW\nL14sTNPMuc57771XABBr167NO45cQqGQeOihh8Q3vvENMXjwYGG320VpaakYN26cuOmmm8TmzZst\n32vVdgDEggUL8l5GCCF27Nghfv7zn4szzjhDVFRUCEVRhNfrFZMmTRJ33XVXoiCYzjAMsXz5cjFt\n2jRRVlYmVFUVgwcPFldeeaXYtGmTZewtLS1i9uzZYsCAAcJut4sTTjhB/OIXvxCapuWdu8bGRvH4\n44+L66+/Xpx22mmisrJSqKoq7Ha7GDRokJgxY4Z46KGHsvb7ZC+88IK48MILE+8fNGiQ+Na3viW2\nb9+edfkPPvhAXHzxxaKiokKoqiqqq6vFJZdcIlavXp0x5tP3M9u2bRPnn3++8Hq9wu12iwkTJogn\nn3wy4zPy3R8FAoHE/iheyD3xxBPFvHnzxMGDBzOWt+oLs2bN6jJHRER07JGE6KO7dBIRERH9C5k/\nfz5ef/31xE2TiYiIiI5WvOcRERERUZFpmpa4ATERERHR0Y7FIyIiIqIeeuyxx/Cb3/wm8f8rVqxA\nMBjEdddd149RERERERWH2t8BEBERER3tduzYgaVLl6K2thZCCMyfPx/z5s1DeXl5f4dGRERE1GMs\nHhERERH10EknnYSSkhJccsklKCsrw1VXXZX42XciIiKiox1vmE1ERERERERERJZ4zyMiIiIiIiIi\nIrLE4hEREREREREREVli8YiIiIiIiIiIiCyxeERERERERERERJZYPCIiIiIiIiIiIkssHuVw9dVX\n4+qrr+7vMIiIiIiIiIiI+oXa3wEc6T755JP+DuFfwv79+wEAQ4cO7edIMjG27mFs3cPYuudIje1I\njQtgbN3F2LqHsXUPY+sextY9jK17GFv3HMmxUXY884iIiIiIiIiIiCyxeERERERERERERJZYPCIi\nIiIiIiIiIkssHhERERERERERkSUWj4iIiIiIiIiIyBKLR0REREREREREZInFIyIiIiIiIiIissTi\nERERERERERERWWLxiIiIiIiIiIiILLF4REREREREREREllg8IiIiIiIiIiIiSyweERERERERERGR\nJRaPiIiIiIiIiIjIEotHRERERERERERkicUjIiIiIiIiIiKyxOIRERERERERERFZYvGIiIiIiIiI\niIgssXhERERERERERESWWDwiIiIiIiIiIiJLLB4REREREREREZElFo+IiIiIiIiIiMgSi0dERERE\nRERERGSJxSMiIiIiIiIiIrLE4hEREREREREREVli8YiIiIiIiIiIiCyxeERERERERERERJZYPCIi\nIiIiIiIiIkssHhERERERERERkSUWj4iIiIiIiIiIyBKLR0REREREREREZInFIyIiIiIiIiIissTi\nERERERERERERWWLxiIiIiIiIiIiILLF4REREREREREREllg8IiIiIiIiIiIiSyweERERERERERGR\nJRaPiIiIiIiIiIjIktrfARCla2hpxN7D+xDVIrDbHBg28DhUlVUWZd3NDS34fO9hRKMa7HYbBg8b\niPKqsqKsu7GhBfv2HkYkqsFht+G4YQNR2YN1p+ehxOVFW6g9JS/F0pt5AYqfm2TF7C/pcfpKXAi1\nhXotL11J365SWxnCLZG8Yyk0L0fSuEtf3lPiQkcX7dDc0ILPdtRB13Ts230IuiMKm1sp+nb0t/T+\n6S1xob0t1CvjqtBYevLZ/9i1Bx9v34FQOAKX04Hhwwejue0LaLqG+o4GlNpLEW6OHjHjcP9nB6Br\nOlrrO/o0lmzxHE3z4yc76qRWnRwAACAASURBVKBpOhrqO/pkfjxa8tJbcyPQ+/Pjvj37+mUs5DM/\nFvL+/pwfC+0D6f3RVeJCwGIeKHQuPZql59FT5kCb1tIrbVZoLD0Z173Z93qqp8epdHQ6JopHu3fv\nxpw5c7B+/XrU1NRgxIgRCAaD+OKLL3DmmWfi/vvvx4ABA/o7TMrhYONBrPvkA9Qd3IuOUAdMYUKW\nZHhcHgwfNAxTak/H8Jph3Vr3gbpD2LJ+Gw7UHUSwIwTTFJBlCW6PC0OGD8LEKbUYMrymW+veW3cI\nG9Zvw966g+hIWrfH48Kw4YNw+pRaDCtg3XWH9mL9tg2JPISjYQTDQeiGDkVR4XG64bQ74XF5UOEt\nx4Tjx2Po0KHdir038wIABw824oN1nxQtN8nS89ST/pLehlo4Cj0YBnQDqqLA7XHC6bQXLS9dOdh4\nEB/t8qOpvRkdoQ5obSbMBgAhBTbJBrfDA6fDYRlLoXkpZh7TFdq/0pePhKMIdYRhGAYUVYHL7YQj\nqR2GDK/BgbpDOFB3EF980YBgOAjDNGDKJmQvYBsgwTfA2+Pt6G/p/TMcjiLYEYZuGFBVBW53rH8W\nY1wVGktPxvSGzVvwxpvrUH+wGVrEgKFEYbg6IOwaFBvgdNqhQoUZFXAYTpSZlfDI3j4Zh+njInkc\nyqYCl80Jr7dvYskWz9E4PzY3B2CaJpzOnX0yPx4teSn23Aj03fwoS7Fx6i3x9Pu4TJ8ffRVejJlw\nfMrx0ZE0PxZ6fJTeH5PnAagKVLcTts55oLK8BHZIaGsO5DWX9vb+qzdlzI+RCIKRDuhCg+Iy4KwC\nnCXFabNcinnM25t9r6cKGYdHe/+iTMrChQsX9ncQPVVeXo7Zs2djyZIlmD17NpYvX465c+fi0ksv\nxY9+9CPs3LkTl19+ebfWvXjxYgDAd77znWKGTGk2/X0z3tn6LuoO7UVjaxMkWYYkSYjqGhpbGtHQ\n0oDdn++Bz+PDwIrqgta90/8Z3nxxDeo+24+WxlbIUmzdelRHc2MLmhpasH/35/D6PKgaWJHx/kAg\nAADw+XwZr233f4aXX1yDXZ/tR1PSurWojsbGFjQ0tGDP7s/h83lQnWXd6fyfbceLa17GZ/t3obG1\nCRE9ikBHG0LRMKLRKDRdQ1SLwhQCLW2taAo04UDD56gorejzvOSyedPf8e47W7G37lBRcpMsPU+F\n9pfkNk1vQxHRoQU6oIei0KJR6JqOaFSDMAXaWtp6nJdc2/XKutewr34fmttaIAIKjP0S9ACgh4xY\n++tRwATamtszYik0L4Uu39VYSFdo/0pfXovqaAt0IBqOQItq0DUDWlSDaQi0tbbh0P56bN+yE/Wf\nf4GmxhZ0hDugaRp03QSiEkQE0AMmWsItaAjVd3v/0VOF5Cyb9P6pRXUEAh0Ih2N/3dM0A9HOvLS2\nthU0rgqNrZj7u1f++g6ee/ZtNB5qQyRkwnSEoHtbYdgiEJIOQxeIhnVoehQREUYEEYSkDkiahI6G\ncK+Pw+RxkT4ODUODZmiAkLKOw2IrZJy6VCeA/Nu0N+eB9P4CAJIkwTREn8yPhRw3pI+FvsxLrnFU\n6Djt6fzYVawZ86NuQosagECfzI9djcv0+bGlKYDDBxpQVlHaJ/NjIQo9PrKaHyOd86OpGTCiGgxD\noLmhGQ37DuPwgXq0t3bAMMwu59L0NuvpnNWb0mPLmB91Da0dAYTDEURCJvQwoLUDpqyjJdyzNsul\nmMe8xe57xWzTQsdhT75j0ZHpmCgexd1///049dRTMW3aNABAaWkpNmzYgFWrVuHHP/5xt9bJ4lHv\nqzu0Fy+vfRWHm+vhdrkwsGIgvG4vXA4XPC4PfB4fonoUjS2NqG+ux9DqISjzlua17gN1h/Dmi2tw\n6EA9HE4HqgZWwON1w+mKVcS9Pg+0zoPBxvpm1Aythq/Mm7IOqx3b3rpDePnFNThwoB5OpwMDB1bA\n63XD5XLA43HB5/Mg2jlp1Nc3Y8jQapSmrTs9Dy+ueRkH6g/A6XDC5/Eh0B6ApmtQFRVOuxOSLMEw\nDUiShIEV1dB1HS3tsYPkvs5LV/bWHcKrL69F/eFmuNyuHuemqzx1p7/E27SlOZjShuU+D6KBdpia\nDkVVYHPaISQZumECkhSb+AS6nZe8tuuLz+GwOTDAUQ19vwQzCKg2GapXgVAEdKEDqsCAAZWAKSVi\nMd0G3tr8Vt55UWQF72xcVVAeZVMCkHuSL7R/yYqM99/ZmFje6/OgrbUduqZDVVXYnXZIEmAYJiRZ\ngq/Mi0BLO8LhCAxDh+HUoUGDbJPgdDugOmRIQoKISnAIJ2QP0BQsfP9RDD05MErfx/h8HgRa26F1\n5sWZlBdZllA9sAJCIO9xVUhsxdzfbdi8Bc89+zaCrRpkVYK91ITubYVp06BAgWyqkHQZMGMPl+qE\nokjQZA2m3cDAsoGQdKV3x2HnuKhQqzLGoSkb0GEAKjLGYTFjyRZPrnFaVVKBEndJXm3am/NAtv5i\ntytwOu0oLS3pk/lRQOR93JA8Fvo6L7nGkSSbidhyKcb8aBVr1vkRgGHG9st9Mj92MS7T50dDM9DW\nEvvy2hfzY77zSqHHR3ZFxgdJ86PH50Frazuimg4laX4UhglZCKgADE2HaQpIigxhGDB0I+tcWtU5\nZyS3GQrob30teZxmzI9lLrSGWqAZEah2GU63DZKQYEYlyLod1TXlMBW9W22WSzGPeYs5hrPlrSe6\nMw5zzY8sHh19jvkbZmuaBlk+5jfzqLZ+2wY0tzXD7XChwleR0V6yLKPCVwGP24OGlgas37Yh73Vv\nWb8NTQ0tcHvcKKvwZV13WYUPbo8bTQ0t2LJ+W97r3rB+GxoaWuDxuFFhse6KCh88HjcaGlqwIce6\n12/bgIaWBnjcHlT4KtDaHkBUi0KRFdhtdsiyDLtqh6IoiGpRtLYHUOophdvhOqLyAsRy09zcBpfb\nUZTcJEvPU0/6S3obhlvboUc1yIoMxW6DJMuw2dVYzqMaAq3tPcpLPtvldrhQ6ilF+LAOI2RCsUlQ\nnDJkSYJdtX3Z/h2tKbG8ufatgvKycv0bRctjukL715qV61OWb2tthxbVoCgKbHYVsizDZrdBUWRo\nUQ1NDa0QQsRyIUUR0SJQZBmqaoOE2NkNilOGYpNghgRsAVe3tqO/pffPQGs7op15sXfmxd6Zl3j/\n7O64KjSWnozpN95ch3C7BsUmweWxQbd3wJR1yKYCWaiAKQGQIAEQEIhqOhyyEypUhM0QGsz6Xh+H\n8XGRbRyqqg2KLGcdh8WMJVs8ucbpR7v8ea/7WJ8f/xWOG9L19fyoqkrK/qc/x2X6/FhS6oHT7Tji\n5sdCj49Wpc2PyfOAza5CkmPtISsytEgUeiQK1aZCsdmgRTREwlHLubStF9ust6X3z9aO1tg+QVFg\nV22QJQm2zuOAaMhE4LDe7TbLJ5ZiHfMWcwwXW3fG4dHav8jaMV1V2bhxI95++23ceOON/R0KWWho\naUTdwb0IaxGUuEq6XLbMW4ZgOIS6g3vR0NKYc93NDS04UHcQ4WA451+/fGVehINhHKg7iOaGlpzr\nbmxowd66gwgFwyjLse6yMi9CwTD21h1Eo8W643kIhkMo85YhqkURisTu32JTbSnL2hQbDNNAKBKC\nZmgocZUcMXkBvsxNJKyhpMTV5bL55CZZep66XHeO/tLS0p7ShnpUQzQUgWmYkG2pt4Oz2RQYholQ\nKHapUHfyku92lbhKYIQFtIABUxeQHVJqLGpn+4dDiOpR+Mq8aAsHcLD5ENqDHXnlpT3YgcONh9Ee\nym/5eB5b2nNva6H9K9gexBeHGxFsD8FX5oUW1RDubAfVpqQsr9pUGLqBaCQKwzChOhQYMGCaJmRZ\nyVi/7JBg6rFclii+gsZJf0vfx0SjGkKhCAzDhC0tLzabCsMwEezsn4WOq0Jj6Uquz/7Hrj2oP9gM\nQwccbhWmpEGXIxCSCUkoEAAgOh+SBAjAMAV0w4BdcsCAjnajDWEz1KvjsMxbBj1kWo5DVVEzxmEx\nY8kWT1fi4/TzhoO9Mk6PxvkxqkWPieOGlpb2nOsGijs/psfa1fyoqH03P+Yal8nzo6br8JS4+mx+\nzKd/FXx81B5EY9L82NU8EDvLyIRpmpAUGaoiQ5ix/1eU1K97qk2FaZgIh2KXsiW3WSDP/tafMuZH\nPYpQOJR1n6B2HgeEAgaiIbPgNss3lmIc8xZzDBdbd8dhb82P1H+OiRtmJ1u+fDlWr16NtrY2bN++\nHVdeeSVuvfXWnO+bNGlS1ud37NiBUaNGYf/+/cUOlQDsqPsEzYFmOG0OQALCoXCXy9tVG5oDzdiy\nfQtOHj6my2U/21GHluYAbHYV0WgkZyw2u4qW5gA+3rIdJ5w8PPG8pmkAkNIHPtlRh+YC193cHMCW\nLdsxJmndcfE82FUbopEo2kKxS1NkSYZpmhnLy5IMTdcQioThdXn6JS9W4rlxOG0AJITDoZzr7yo3\nydLzlItVXjRNw/599SltGGkLQdc0SLIEYZqxL7FJZFlCVNMRCLTB63UVnJd8twsSoLUZ0CMGoACm\nEIBIjSbe/q1trShxeWE4NET0MBzCnldeJAmIRKNwO9wF5XFf/X54HJ4u94eF9i9JkhCNROF0OxCN\nRtDRHoKm6ZbtgM7T8yVFhiE0QBKAkCBMAUgCRvp4UQA9YiDUFIHdkf84KZZs+498pO9j2jvzIstS\n9n2CLEHXNARa2+AtceU1rvKNrZj7u7UfbEA0rENWASEENCkCUzIgidiXG2GKWHeXOh8AIASimgan\n3QZZKIgaETSHG1EuV/baOIxGoog2WIzDzv+mj8NixpItnlzsqg3BSBD76vfn/OLRm/OAVX8xzVje\n0ueE3pofA20BeF3evObH+Fj4eMf2Ps9LV+tubg5g/756eDyOnOO0WPNjtlit5sf4f/tqfuxyXMZj\niR8fRUPwOvtufsxnXin0+EiRJGiRKGyd82N7ewhRi3nA1I3EPtM0jNi2dL6mGzpUpBWbkuYMT8mX\nbXZoXz1cefS3/hAfp5/s2J7SP9tC7dB0zXKfIHUeB7Q1hOCpUgpqs1yKecxbzDGcrLvHIV3Flu84\nzDU/FiM26p7u/tjSMXfm0ezZs7F69Wps2rQJDQ0N6OjowIQJE9Da2trfoVEWmq7F/iqS5ayBbBRZ\ngWma0HQt57K6pkOYJmQlv24ud/6VRtf0nMtqmp71rzlWFCU2oWkW607PgxAmBMSXM38aSZIghIAQ\nsUnySMkLUPzcpKy7iP1FT4tTCNF5JJw96ZIkAUIkvgAVmpeuZGyXGYtFskhh7HKe2BdtAIASu7xH\nkiw6TMb7Y9uS5+JJecy9rYX2r1i6v4xdmKIzNovghNT5hUVKKSyJtAOXxOplAAIQZmHjpL+ljyPT\nFBBd5QUShOg8iENh46rQWHLp6rOjEa1zO+Jhdx7oZ2++jNEoQ4KAgInY+3pzHAoTBY3DYsaSLZ5c\nenOcHo3zo3mEzY/dzUvec28R58f0WI+k+THvcSn6en7M3b8K7QOyhM6+HgvG7GJ+TJy1Gf9v0j41\n2/Qodc4Z8TzF26wYc0Zvy+ifpkD8bw7ZSHIsB/G6UjGPBYq5v+vN70Q9daTNj9R/jrkzj5J5vV78\n+Mc/xle+8hU89dRTuOGGGyyX3bRpU9bn42ckdbc6R12r72iAc6cT7cF2yJIMp8vZ5fKBcBucNgdq\nagblbJPW+g44nDsRDWtwOrs+lRQAOgJh2J021NTUpKw7Xg1Pfq6hvgNO505E8lx3WyAMh9OGQWnr\njovnIaxF4HQ5ETFi93AxhAlFyZxEdFOHIslQZCX2iw6K3Od5sRLPTXt7ELIs5fyMXLlJlp6nXKz6\ny/79++F0OeB0OhJtaEYMhBUZpiEgZ8k5dBOyIsHpcMDpdBWcl3y3S5ZkyIqArABCF1Cy3LNNlyTI\nsgyHMxaL0q7G3ifnHkMAICsKZFmGLCsF5dHlcMJms3W5vYX2L0VWYvdskGU4nS5oEQNyF+0gSTok\nSYIkIXapmglA6vzyIkkZ+RLChKRKsDvtiBQwTool2/4jH+n7mGhSXrLuEzr7p6Ozf+YzrvKNrZj7\nu6oBlZBlGYZuxvZxkhL7sg8BSXQWEJO+9cS+EEiJ/gpTgiIpcNhdcKq9Nw6dLieEU0NEMTPGYeLs\ntrRxWMxYssWTSyDcBhkSXA5nv84DVv0l/hf59M/rrfnR4XDC6XLmddwQHws1NTV9nhcr8bw4XY6c\n+12gePNjtlit5sf4GS6A1CfzY1fjMi4+P8YeEhT0zfyYz7xS6PGRLCsQSfNjtIv5UZgCRmdRSUrk\nJfYVXpHlzPk0bc6It1m+/a0/xMfpoJqalP4ZMaKQO+TO4kZmnzCECVmV4HDa4XTZCmqzXIp5zFvM\nMZysu8chXcWW7zjMNT8WIzbqW8fcmUfpVDVWH9Pz+Esc9b1hA4+Dx+VBKBrOeqppMtM0EQwF4XF5\nMGzgcTnXPXjYQLg9LoSCobzWHQqG4Pa4MHjYwJzrPm7YQHg8LgTzXHcwGILH48JxFuuO5yEYCsI0\nTbgcLiiKAsMwMs6oEELAMAwoigqH3XFE5QX4MjfhULQouUmWnqec6+4iLzWDKlPa0O5yQFYUmFly\njs6cq4oCp8vRrbwUsl2KV4Zsi12nn9H+AAzTgCorcDlcsTwEJdgVBzRTyysvuq7DptqgG3pBeRxU\nWZNzWwrtX7quw2ZToeuxexc5XQ4oFu0QP9sudmYBIAsZELGDY0nO8pdYIWLX49skqF6poHHS39L3\nMU6XA2rOfYICV2f/LGRcFRpLV3J99injTobNocDQY2dJqYYdkilDSJ1nk8idf2QXSQ8JUBUFQgjo\n0KBKNnhlb6+PQ5tPsRyHECJjHBYzlmzxdCU+Tl12V6+M06NxfnQ5nEfU/NjdvNQMqsy5bqC482N6\nrF3NjwLo0/mxq3GZPD86bc4+nR/z6V+FHh9FdD1xr7/0eSD9dCJJljqfi82HsiwnCvHpN10WQsDs\nnDPS22xAnv2tP6X3T5fDBVVWYJhGxkmsQggYnccBTp9ScJvlG0sxjnmLOYaLrbvjsLfmR+o/x3Tx\nyDRNLFmyBE6nE9OnT+/vcCiLqrJKDB80DE6bA22hti6XbWlvgdvpwvBBw1BVlntyK68qw5Dhg+B0\nO3PeADDQ0g6n24khwwehvKrre0UAQGVVGYYNHwSX25nzZpYtLe1wuZ0YNnwQKi3WHc+D2+lCS3sL\n7DY7XA43FFnJOB1VMzQonTtkm2JDW6jtiMkL8GVuHE4b2tq6vvY7n9wkS89Tl+vO0V/Kyrwpbaja\nbZ0HyDLMtNNqNc2AoshwuRyw223dyku+29UWaoPilGITsyrBjKROypre2f5OF+yqHYGWdpQ4fRhU\nXgOv25NXXrxuDwZWDoTXld/y8Tzmuo8KUHj/cnvdGDCwEm6vC4GWdtjssb98yooMXTNSltc7fyLa\n7rBDUWToESP20+6yDNM0MtZvRgRkNZbLNiNQ0Djpb+n7GLvdBpfLEfuVnLS8aJoORZHh7uyfhY6r\nQmPpSq7PPvH4EageVA5FBSJBHbKwQTUdkIQMIRmxyw7i9zsSsUuTFFmCqiiIiggUqPAqJXDKrl4d\nhy3tLVBdsuU41A09YxwWM5Zs8XQlPk4HVw3qlXF6NM6Pdpv9mDhuyHVz7bhizo/psXY1Pxp6382P\nucZl8vxoU1V0tIX6bH7Mp38VfHzkdaMyaX7sah6I3wtQlmM3ztYNE1LnGViGkVqI0DUdsiLHzjJK\na7NcN4o/EmTMj6odLqcr6z5B7zwOcPkU2F1ywW2WbyzFOOYt5hgutu6Ow96aH6n/HBPFo927d2Pa\ntGk4dOgQli9fjmnTpuHf/u3fMH78ePj9frz00ks46aST+jtMsjCl9nSUl5QjGAmhKdCUeRNA00RT\noAkdwQ5UlVVhSu3pea974pRaVFSVIdgRREtTIOu6W5oCCHYEUVFVholTavNe9+lTalFVVYaOjiCa\nLNbd1BRAR0cQVVVlOD3HuqfUno6qsip0BDvQFGhCqdcHu80OwzQQ1WJ/0YjqURiGAbvNjlJv7KdJ\ng5HQEZUXIJab8vIShIKRouQmWXqeetJf0tvQWeqFarfBNEwYUS12/X9Uj+XcboOv1NujvOSzXcFI\nCK0drXAOVKG4ZBiagBE2YQqBqK592f6e0pRYzp96XkF5uXDKjKLlMV2h/evfLpySsnxJqRc2uw2G\nYUCLxv76q0W12C/M2G2oqCqFJEmxXAg7HDYHDNOErmuJe10YYROGJiC7JGi+ULe2o7+l909fqRf2\nzrxEO/MS7cxLvH92d1wVGktPxvSM88+C02uDoQmEOjSoUQ9kU4UpGzAlHZBjfz2PX7Jmt6mImGHo\n0OGUXaiSq3t9HMbHRbZxqOsaDNPMOg6LGUu2eHKN0wnHj8973cf6/PivcNyQrq/nR103UvY//Tku\n0+fHttYOhIORI25+LPT46Gtp82PyPKBFY/foMqIaTMOEzWGH6rBD13QYmgabwwaH0245l5b0Ypv1\ntvT+Weopje0TDANRXYMpBLTO4wC7S4ZvoNrtNssnlmId8xZzDBdbd8bh0dq/yJqycOHChf0dRE+V\nl5dj9uzZuO222zBv3jzMnj0bc+bMwU033YQ5c+bghBNO6Pa6Fy9eDAD4zne+U6xwKU2ZtxRm1EBT\nWxPC0TAaWhoR1TVEtAjagu1oaGmEIiuoqazBhWfMwOhhJ+a9bl+ZF16fB431zehoD6K5oQVaVEc0\noqGjLfb/siJjQE0lzrnwDIwcPSxjHYFAILYuny/l+dIyL3w+D+rrm9HeHkRj57ojEQ3tbbH/VxQZ\nNTWVmHHhGTgxy7rT8+Dz+FDfXI/2YDta2wNQVTU26RsaotEohBBQFRUuhwvtwQ5IAKpKqzDz7Iv6\nPC9dKS3zwjCjaGpqQzgc7XFuuspTd/pLvE2PGzY4pQ1bWtuhqCqEYcDQDGjRKCAEbKoCt8uBUHuw\nR3nJZ7v2H9qPYDiI1mgrZIcMhCUYUQE9aAAmYJNt8KgehALhlFhOmTC2oLxMGjOx4DxajYV0hfav\n2kljUpZva22H2nkpm6Hp0KIahABUVYHD6UAkHIHdboudcu90QmixX1sTuoAWMWCGRaz04DARKe+A\n6pO6tf8ohnxzlk36PibQ2p64xE/TdEST8uJ0OtDRESxoXBUSWzH3d0MHDYIpG6jbdwB6xIDWIcUu\nXVN0mJIBIesQkoAkCyg2AV2KQgjAIRwoj1RBazR7fRzGx0VzqDnrOFQlFR6bN2McFjOWbPHkGqcD\nSqoA5NemvTkPZOsv0aiOaFRHKBjpk/mxkOOG5LHQ13nJNY4KGafFmB+tYs0+P8YuKfW4nX0yP+Ya\nl8nzIySgvKoU02ee3SfzY74KPT6akDY/tnfOA0ba/CipCmSXExHDgAxAkWXYlNicaTWXBjsy26wn\nc1ZvS44tY35s6YBNsUPXDegRE5Fg7FJoxSngqNbQJpq63Wa5FPOYt5hjOFveeqI747C737HoyHVM\nFI96E4tHfcMGFTXl1XC6XbH7mnRW2m2KDVVlVTh55BjMmHJBt3b2VQMrUDO0GqZhJn6BRQKg2hRU\nVJVh1Mkj8W8zplge6HS1Y6seWIEhQ6thJK0bAGw2BVVVZRhz8khcMGNK3sWRgRXVGFo9JHbdthBQ\nJBk21QZZil224XQ4UerxwevyoKqsCsOqj8PU2jMw8eRT+zwvuag2oLqmHC6nuyi5SZaep0L7S3Kb\nprchFAmyTYUkS4kDLF+pB26vqyh5ybVdbsUJU5iw2+2A3YTkjv3ClKqocDqc8Hl88LjdWWMpNC+F\nLl/IJF9o/0pfXpYl2GwqJEmCoipwuOzw+r5sh5PGj8Lp50yE1+eBLEmx90FAViRIDkApk+AYKmPA\ncRU92n/0VE8PjNL7Z3penC47fD4PvF5XweOq0NiKub8bfcJIVFb70NDSBE2LApoKSbdDkgFJkWCz\nK/B4nXDZXbALB7yiBAPEIJSqZX0yDpPHRfo4tKl2eJ0elJR4ez2WbPF0NU4LbdPenAfS+0v814Wc\nTnufzI+FjPv0vPVlXnKNo0LbtKfzY1exps+PdrsKj9eJEp+n38dl+vw4aFg1Jk2tRe3Ek7uVl2Lm\nMV2hx0dW8yMkCbKqQHHZYfd54PS6UDWwAiNGDcWQoQPhctlzzqXpbXYkf5lPjy1jfuzcJ0gKoDoA\nR6mAd7AET7na4zbLpZjHvMXue8Vs00LHYU++Y9GRSRJWv29MAL78tTWrX2Oj4ki+235DSyP2Ht6H\nqBaB3ebAsIHHFe163uaGFny+9zCiUQ12uw2Dhw3Mef1tvr8E0NjQgn17DyMS1eCw23DcsIE9ut9I\neh5KXF60hdpT8hJuD+UVWy7dyUsuyXkrdm6Sdae/WLVpepy+EhdCbaGi5iWXeGxOrytlu0ptZQi3\nRPKOpdC85LN8d38Vo9D+lb68p8SFji7aobmhBR9v2Q5d0+Eu8UB3RGFzK0Xff3RHMX9JJL1/ektc\naG8LdXtc9SS2Yo7pf+zag4+370AoHIHL6cDw4YPR3PYFNF1DTc0glNpLEW6O9uk4jEsfF6W2Muz/\n7AB0TUdNTU2fxpItnvT+3ZM27Y15IK6xoQVbtmyHpukYVFPTJ/NjIeO+q7z1dl5yjaOetGkxj6ey\nzY/79uzrl7GQbVymz48d4dh9pbLlrTfmx0L05PgovT+6SlwIWMwDhc6l6bEdabqKLT2PnjIH2rSW\nXvkukSu2Ys6Pxeh7vdWm+YzDYn3HoiMHi0c5sHjUN47knQdj6x7G1j2MrXuO1NiO1LgAxtZdjK17\nGFv3MLbuYWzdw9i6h7F1z5EcG2V3TNwwm4iIiIiIiIiIegeLR0REREREREREZInFIyIiIiIiIiIi\nssTiERERERERERERWWLxiIiIiIiIiIiILLF4REREREREREREllg8IiIiIiIiIiIiSyweERERERER\nERGRJRaPiIiIiIiI45fLaQAAIABJREFUiIjIEotHRERERERERERkicUjIiIiIiIiIiKyxOIRERER\nERERERFZYvGIiIiIiIiIiIgssXhERERERERERESWWDwiIiIiIiIiIiJLLB4REREREREREZElFo+I\niIiIiIiIiMgSi0dERERERERERGSJxSMiIiIiIiIiIrLE4hEREREREREREVli8YiIiIiIiIiIiCyx\neERERERERERERJZYPCIiIiIiIiIiIkssHhERERERERERkSUWj4iIiIiIiIiIyBKLR0RERERERERE\nZInFIyIiIiIiIiIissTiERERERERERERWWLxiIiIiIiIiIiILLF4REREREREREREllg8IiIiIiIi\nIiIiSyweERERERERERGRJRaPiIiIiIiIiIjIEotHRERERERERERkicUjIiIiIiIiIiKyxOIRERER\nERERERFZYvGIiIiIiIiIiIgssXhERERERERERESWWDwiIiIiIiIiIiJLLB4REREREREREZElFo+I\niIiIiIiIiMgSi0dERERERERERGSJxSMiIiIiIiIiIrLE4hEREREREREREVli8YiIiIiIiIiIiCyx\neERERERERERERJZYPCIiIiIiIiIiIkssHhERERERERERkSUWj4iIiIiIiIiIyBKLR0RERERERERE\nZInFIyIiIiIiIiIissTiERERERERERERWWLxiIiIiIiIiIiILLF4REREREREREREllg8IiIiIiIi\nIiIiSyweERERERERERGRJRaPiIiIiIiIiIjIEotHRERERERERERkicUjIiIiIiIiIiKyxOIRERER\nERERERFZYvGIiIiIiIiIiIgssXhERERERERERESWWDwiIiIiIiIiIiJLLB4REREREREREZElFo+I\niIiIiIiIiMgSi0dERERERET/n717i3HrPO9G/1/ntUgOhzNDzcGSRpFPsWK5tuqdLTl2fEicWM1h\nN+3XIO4BAYoiMNoEKNBcpGhzYaRAepEiQS564+6gFx+ctEi+dKfe+Ronjp3Yjq3EtZXGVmVvW7Zn\nJHmkMTnk8Li4Du/aFxyOORySay0OSY3k/w8IEI/WrPXweZ/3fda8PBERUU/qpQ6AaCfyuSLOLl9E\nw3Fh6Br2L85hJpsZ2vlzxTxOL70M13OxWs1hcW4/spmZyL+7fPEsHLcBXTO2/W4hV8RbyxfhOC50\nXcNVi3OY2kHs7ddr1HxIDR2GZo4sL/0e207sNC9hNZHPFfHy6SW4rofcanVHuem8VmpKR8lZj5yX\nbrFeDsJyfOb1N3Hq1GnYdgOmaWDf3v2QoY1sng4z9k5xa72zfiU9QDqT6nquCSuFcr0yknkUN/Zh\nr0c7OX/cdTdu7K+98Qb+6/Qp1Bs2LMPEzYduxLUHD3Y9NmyOvvnqMk7/+rXNWj90y7V4z3WLQ7n2\nTo2jPw7aB8LGbJj1uG3eaRlUi42Rrbu7uT/2i23Y9TKK/nip+kYcUfrjs8/+Ek7DRXbPzK7rj3Hu\nj4bZY6L0x2HZaV8fdn98/dVlnGrrIzfeci2u7tFHBon9zOkleK6H9dXqyPtje73s5v5Ig7tiN4/u\nu+8+VCoV/OIXv7jUodAILC9dwC9PvITlpRVUq3UIEUCWJSSTFhYPLODoscNYPDA/8PmXLizjxEu/\nxNLKMgqlAoQQMF8xkbSSOLCwiGOHj+LAfPcFsP13q/UqRCAgS/Lm714zfS0uvJrH+aUV1NpiTyQt\n7D2wgCPHDmNvjNhX8iv4xcvPNmN9u4Lq2wHcCgAhQ1d1pJIpTGcmh56Xbo+tX17CnF+6gJMnXho4\nL2E1ceDAPJaWLmB5aQWFQqk5puYrA9VM57XqooKqnIen2FB0CYmEAdM0eualX6xT0yncdPPV2Ldv\n30B5HKWVlTxe/K/XUVirdM3xREbFi79+CfmVAryGD88DGj4g8EvIqorURBITqeTQ5mkccdeMuLXe\nq35lRUJiyoQyB+Qaq6jWq7AdGzW7Bs/3oCgqkmYCph5tfYkiTuxvr+Tx61+8PLT1qFOceR133Y27\nZvzy5En86OnHcLFwAY7fQIAAEiT89D+fwNzUPI7fcS+OHjkCIHyOpi0d51/9Ed6+mIfrekAQAJKE\nXzz+HPbMzeDO48dw5Njhga69UysreTz7i5fH0h/j9oGwett7YB7nly4MpR4747TLAnYO8OsKVElD\nwkjCNIyhrbuj7I87naf9YpsyZiFXkijmqkOpl1H2x3H3jTjC4m7vj67twfUDuL686/pjlPujOLUe\ntk7PXzeDM2uvvTNP+/TH6dQUbr76poHn6bD6+rD64/MnXsITPzqB/MU8PNdDEASQJAnPPP4cZuZm\ncM/xY7h1o4/sJPZioYRACBjmKyPvj4sHFpBJmvjv/3w5cn/8zSsv41v/9p2x9EfaOSkIguBSBzFs\nFy9exOLiIhzHweuvv46DO9i1vPXWWwEAzz///LDCoy7OnTsHAJEawqkXz+DRHz2LXK6Ies1GImFB\nURX4no9arQ4rYSKbzeC+47fhxpuuiR3Li2dO4UfPPopcMYeaXYeualBkBZIio1avIWFayGayOH7b\nfbjpmhv7/m7CSkBVFHi+j1q9BrORgJIzYSGBwAtgtcVer9VhJkxMZzO46/hteG+E2J848TM8/dIz\nqNgVlN52IfIWfEeC8ADIArIiQZFUaJKOdDo11Lx0PrbOvMQZ01dePIOf/+hZrOWKsGt27LyE1YQs\ny3BcD7qmQggBTVehKDJkSYldM53XklIOKtoqXDTgw4MCFaqiIpky4QfetryExapqCqamJvC7n7pn\noHEalVMvnsEP/p8nUCiU4bn+trgl4UPU65CkABABPAmwfQki2LxvgCRLSKYSkCV5x/O0U796i7tm\nxK31fvVbLK7DDRwEuoA7U4eUEajVa3B9F8IXkGUZmqohaSXh+37f9SWKOLGXlst4/umXUKvYA827\nMHHmtZOwY627cdeM//exn+B/P/so6m51c55KkBFAbP63pSXxsdvuw8G5q/vWS+B4gN2AAgkIBGRZ\ngSRLCEQAIXzIsgwzYeLu37kNH/7kB2Nd+xP3fiR2ntv97IkTeObpl1Cp2GPpj2Fzo90vnjjRt95k\nWYbretA21umd1GNnnGojifoFBZ4N+F4ARQVUTUXKTMF3xY7X3Z3kJUxY3sLy0i+20qoDkbcAr3mf\nMJmeiFUvnevuqPtjnPqNcw+yU2FxX+r+GCf2sPujOLWu18y+67SkSqijBj9rwzZqkDfW+179UVNU\nTE1M4VP3/G7seTTMvt5t3sWttx8/8hSe+I9n4dRsCNHsI5AloK2P6AkT9/zObVh43/SOYtd0FfLG\nmI66P8q+gKjZkANE6o8P/6/v4akXf4GGsEfeH2k4lAcffPDBSx3EsH3rW9/CTTfdhGeeeQbZbBZ3\n3nnnwOd66KGHAAAPPPDAsMKjLkqlEgAgnU73PW556QIe+cGTOH9+FaZpYG5uGqlUApbVfPYwnU7C\ncTzk80Wsrhawd98sJjfeMhLF0oVl/ODJR3B+9TxMw8Tc9Bx0RYepm5icmEQ6mYbjOcgX81gtrGLf\n7F5kUpM9fzeVSMEyLCStJCw/ifqbHtyyD1/yMbuQxWQmDdMykEhaSKWTcB0PhXwR+dUC5vfNbr7d\npVesjzz9Q1wsrEITFvy3E/DrElRNhplUoJsqIAsIeFANCbpsoFgsDy0v7Y+tW15kIQEIH9PzSxfw\nkx88iQvnV2GYBrJz00imEpHzElYTmqYin1+HbTcgRID5hSySSQOmqWNyciJWzXReayKroai8BUeq\nQ5NVmEoSklAgvAByoGI2m0Ugic28qJ6JJ37yQt/6te0G1osV5HLF2OM0Kq3H/db5t2EYGhau2rMl\nbinwUc2vA14ABICcUGB7EvxAgixLUBSp+QF7AeD7Hmb2ZCDLysDztJtea0jcNUNO+PjpC49FrnXD\nM3HiJy90rV9JBYp2Aa7rQXJlKLIMW6vBFS5URYWpm5BkCb7wIUkS5qZnESDour5EEWeenl9awVsv\n5bCeK8NKWLHnXZg48/rc2bfw0lsv4sL6SqR1V/dNnPhx95x3i321msMPT/wIVacEWVKRUFMwFAOa\nokFXdGiyAV/4aPh1vPHmW3jzv/PI59a71ossBGr5EqQgQIAApmXAMHWomgpNV6FqKoQI4DQcnF+6\ngLerOTz268cjXXtp5Ryy6T3Yt7AQOc/tlpcu4IePPI3ViwVYCWss/TGsD7Tq9/zSBfz0kaeR34it\nc8xUTUWhbZ2eXchicmpioHrsjHNSzaJ8ToJXA1RNhpFSACWAH3iQ1ACze2bguf7A6+5O8hImLG9h\neekXm+yaqL0lw6k2/0zTEhKy01NIT6Qi10v7ujuO/hinfqPeV+5UWI/ZDf0xTuy6rvS8P4rTH88v\nrWD51yvIXyx0XacVQ0a+uAan6kFyFKT3JFFxynC93v3R8zwUK+vIFXOx5lHcOdqvr/ead5AFgGj1\n9vyJl/C//9cTaFTrkBQFhmVANTSomgp1o4/4IoDXcHDm/Jt4pfDfyJdykWLv1h81XYFh6khPToy8\nP1bz64CI3h9/fuop1P3KyPsjDc8VuXn0V3/1V/jmN7+JF154Ac888ww+//nPD3wubh6NR9Qm/+NH\nT+D1M+dgmgamp9OQJGnLv0uSBMsy4PsClUoNvi9w4+GrI8fx6Ikf48y512EaJqbT05AkCZ7nAWg+\nSylJEizDgi98VGoV+MLH4atv7Pm77apLDvxSAMgBAk0AEjCRmNgSu7kRe7VSg/AFru8T+6MnfozX\nzp6BoRkIiinUiz4UVYJmypAkCRIARVYQIIAvfOimioSRHFpe2nXLy2K2+f70sDF98tETWDpzDoZp\nINNjTPvlJawm8rkibNtp5kQCJACWpQMAVFWLVTOd13rbO4uqvw4FCnTZhCRJUBQZQQD4vg8JEmaz\nM5t5WX65iFLe7lu/qirBFwL1eiP2OI1K63GrmoLJySQ0Td/y72+/tQI4PgAgkCU0vOZ9siwBiiI1\ncy9LzadYA8D1XezdOz/wPO2m1xoSd814s/j/Yb2xFrnWV18uopa3u9bv28W3UbNrkFUJmqKirK/D\nkW0omgJd05v10pqjvg9Awuz0bNf1JYpY8/SNBhoFF6lUEjN7pmLPuzBx5nUul0elVoU1q0dad88v\nr8C+4EdeM35z4UVU/PXmzamW6Hq8pmjwhYBX0FBf9zA9NdW1XnJnVyFcDwHQLHBI0FRly7lUTYXw\nBTzHxWul11CXqpGu7QoHuXwBdx+9PXKe2/340RM489pZGIaGPT3GdNj9cdv5e/THJx89gTdfOwvd\n0LrW21quiEbbOg0AqYnklnNHrcfOOPNLDmod/XHLvJOAqXR64HV3J3kJE5a3sLz0iy3/ZgP1og9V\nkyEbgC98BAg270ui1Ev7ujuO/hinfse1eRTWY7r2R9F8tZE6pv4YJ/bNtbfL/VGs/vhGA/aag3Q6\n3XWdzq3nUPfqkCBBEQpKShENyW6+4qZHf5xKZSCEj3qjHmsexZ2j/fp66/jOeTe/mAUQrd6+/X//\nO9bfLmxuHHW9F9TUZt7NPMqihKmpTKTYu/XHzjEdaX90mtcKovZHuQpFUpDQkiPtjzQ8V9y3rb36\n6qtIp9OYnZ3FH//xH+P06dN44YUXLnVYNAT5XBHLSyuo12xkQp6FyWRSqNdsLC+tIJ8rRjp/rpjH\n0soyanYdmVT/D8LLpDKo2XUsrSwjV8yH/q5XF3BLPoQXQEuo8IWPul2H4znbjk1nUrBrNs4vraDQ\nI/bW9Wy3AUtKob5xbtWQth2rqdrm9RIpfWx5KVbCz1/IFXF+aQV2zQ59VUO3vITVhOO4qG38MWAY\nGny/+ceB6/rbYw+pmc5rOaKOml+GBw+aZGw5VtNU+L6Pes2G67jIpDKolGysrhRQrdRC63diwoo9\nTqPS/rgnJqxt/16v1eDbLhAAkiJBCMD1gUAAckeHkRQJQQA4totarTbQPB009ihrRsUu4WLhAiq1\narRaL9nIrxRQq9S21a/jOajbdfiBgKqoEKYPV2k0/1va+nGDzZuj5g2x4zrb1pco4szTCSUNryzg\nOh50S+97bJT1qFOceW2mdDi2C68sMKH0v+nOpDKo1KpYKVxA2S5FWjOKtXWsN4rwAw+mur1+2+lB\nAkFDgev60HRl27/b1Tq8hgMJzZvaIGj+USOE2H4uQ4MjOaijAj9wQ69tqhZ8eLhYuIDX3nij77Hd\ntGq9Ybtd52m7cffHVj04totkl9hcx4Vdb0D4ArqhQfgCdr0B13G3HRtWj51xOnXRsz+290bX8wZa\nd3eSlzBheWvXLS/9YuvMS3suOu9LotTLOPvjqPtGHGE9pld/FBtPrrS7kvpjq8c4tgsztb3HbPZH\n4UNLqHADF7ZnN9+apmpbjm3vj67vYsKaiDWPYs/RPn29U/u8KxUrobEAzQ/Hzl/MQ4jmetePbAGu\n3oDrO9Blo++xu6o/ytH7o4AHXTb7Xnun/ZGG64r7wOyHH34Yf/RHfwQA+P3f/338xV/8BR5++GH8\n9m//dt/fa322UafTp0/j2muv3XwvK42G6zZvEvvl+eXTSygUStB0FY7TCD2npqsoFEo4efIUbjh0\nIPT400svo1AqQFc1OI13bp5E0Fz47Lq95Xhd1VAoFXDy1EkA6Pq7LU7Oh9fwAQUIggCyJMP1XKyX\n1zFhbV/gNV1FsVDCb06ewjVdYm/FamoGGtUAXsOHpAAi2HgDfYfW9crV8tDy0ksrL2dXzyFpJPuO\n6ZnTSyjGHNP2vITVRKVch+e6kDcamSxLcF0Pdr0BRbFg2/Vt5++Vm85rlUUejt+ADAUCAuhIe+vz\nO9bXy0ilEpAdAw3bg6XrfR+rEAEAKfY4jUr74wYkCBFsydt6oYBABM2XdEmAwEYJbtwYd36sniQB\ngQhQKBQxMzM1tMfZbQ2Ju2bAcNHwbFiBHqnWNceAa3vQuoxpuV6B67lQpOYOmiM3IBQBScgQrkAg\nbc1La46WyiWkrNSW9eXQgRtCY4kzT501H7KQEcgCDc+Gbfe/gQ1bjzrFmdflegWB3IynvtaALzef\ntey17sqBjIZnwzfcSGPa0JqftSIFMoJAwO/zKY+ioQJCBmSBYqkITd26+7m+VmzWOpo3x5Jorrmu\n50FTtt9M+4YLIQlIQgm9dvOxKWh4Np761bMwtf5j0qlV64apAZC2rW2dxtUHTp46Cb1moVgoQe8R\nW3VjnW69+kLaWKdLpTKSqe1/0PSrx844qxu9t1d/bM27ulNHykyNNS9h87o1j3rlrVNnXvrF1i0v\n/e5LeuWlte6+fPrUWPpjWDztotxX7lRYj+nVHyVpoxeOqT/GiV1srHHb6i1Gf3ynx/goV8vN3bI2\nrf4oSzKCIIBnOBDwIQVS182GzXnasJGykrHmUdw52q+vdz1+Y95dOLsKK2mE1tuzT70At+FCkpuP\nPfC3P5nZ4hg2AkVA8mWsr5Whdukz7Xr1x15jOrL+KElofrxXtP4oKc23J/Z/bIP3R+pu0M+Du+Je\nefRv//Zv+L3f+z0AwOTkJD72sY/hO9/5TtfFiC4vrutBCAFFiVa2iiJDCNH8pP8o5/fc5vnl/ovz\n5vllpXl+zw393UCg+czTRuhS8z83F9pOsiIjEAJej9jbrxeIoHkz0ict7dcbX17Cz++5HgIhIEcc\n0868hNWECIKNvxWaOxmtVwuIHt8T0C83ndcSzdtASNj+aq/mtYAA71yr2ZyDbS/L7SXuOI1KWI4D\nEWz5w6D1f/s+ygCba/IoH2fcNUNSmmMWdYzkPmMaiKCZi41/C6TmW1WlYNvfUc1rb9bmRl7a1pco\n4szT5iWa7+GM8p0ZYetRpzjzOhABArkZTxChTUuShAABEG052sh773m6hcDGcUHXe4bmeh1sK+5e\nKQyanxgKKTzFAAB547E1nPA/cDrt5v7Yqoeea8jGOi21rdMIgoH6Y2ecQqBvf9zsjRuDOM68hAnL\nW6dt/bFPbN3y0u++JCwv7I/sj+1aPSaQu9dTqz+2zhTIG/2yZ71IG+tE/P4Yd4726+tdj9+Yd1HH\nyGk40fMotfpQ9021TuyPNA5X1CuPfvWrX2FlZQWf/OQnN3+Wy+WwsrKCxx9/HPfee2/P3+31bWqt\nVyTtxq/NvpJE+ZaC3GoVpvkKGrYL0+z/8koAKJdsGKaGhfn5SOO3Ws3BfMWE7TZgWu+8hLL1zHf7\nzwCgZJdhagbm55sf3tbtd1sC00VDEQi8AIosw5MkyLIMwzS6PpZqyYZuapjvEXsr1kqtAk2RoSiA\n2Dh3N+3Xc6piKHnppZUXyzChaVrfa6yvVmGYrzRf2hxhTDvzElYTjYYPWZEh/ACKosDzNr6BTpEh\ny9K23+lXM53Xsj0LckOBCPyuNyUeBBRZhmkYMC0TslaBLMvNb5ro81hbzwzJkhJrnEal/XHLG6+z\nb49f03XYUq35igFJan6bTAAEErpvqqD5tKuu6zBNK/Y87aXbGhJ3zZArKmSp+cHWUWpd2hhTpcuY\nNnwHclXe+EwVCYqkNJ+Jk5vPunfesHvCgyLJMAwTpmVuWV+GPU8D0wWkBiSB0HoEwtejTnHmdcN3\nmt+sIgnopg7Taj6j2GvdlWW5OUZQo42p1HzFHIDQPx4CRUbzzzt5sz7baXoVDUl6548hqXkzrcgy\n5C7PrEq+3DxIDr82AAQ+oEgy9sxkY8+FVq1XKrWua1unYfXHXtrr16haMMxXUOsRm9u2TsuKAmys\n04YRvz92xumYLhRF9OyPrd7Y/J8Ue93dSV7Czt+aR73y1qkzL/1i65aXfvclveqlte4uzM+PpT+G\nxdNuHN+2FtZjevbHjX/v7JGj6o9xYm/dg3Q+njj9cbPHBN3rqdUfm5s6MmRfhoRmfpQua2mrPyqy\nAlmSISly5HkUd4726+vdtOadaRmh97wAkM1mIcuvQniia99op2z2L9GsiZD4e/XHnmM6iv7Y2njb\n2JQK64/BxqvyQq+/g/5Iw3VFvfLo4Ycfxre+9S387Gc/2/zf888/j0wmg4cffvhSh0c7tH9xDsmk\nhVqtHroDL4RArVZHMmlh/+JcpPMvzu1H0kqiVq9FO3+9hqSVxOLc/tDf1dIKZE2C8JrPtPnChyor\nsIztjUkIgXqtjkTSwlU9Ym9dr+7Y0BKArEnwvaDrqwgCYPN6hmaMLS8LM/Oh575qcQ6JpIV6xDHt\nzEtYTViWAUVRNt937fs+VEWBYWx/D35YzXReKyGnoEoaPLjb8h6g+YGgiiLDsozmM2RyDZqhwHfE\nSOp3VMJynJxIQZKbr6iBCCBvvCQfwfZXtWy+wkAGJiZSI3+ccdcMvyZBVwy4wo10vC3XoPYYU8uw\noMpK86XYQQDV0yH5zbeKSR33SK3PBlAUFZZhbltfoogzT9WUBCH5gJChK/0/RyHKetQpzrw2NAOS\n14xHTfV/9lMIAVe4zZhr4c/ECiGgNzQogQoh+T1fcbhJ9xHIAhAyUontbydOppPAxpcRNF/xGUCS\n0PWZeyEElIYKOZAjXVsEAXx40BUDNx+K9xXUwDu1btedXdcfW/XQKzZzY50WG+u08H0oigLT2l6b\nYfXYGae50Xu79cf23mhq5tjzEiYsb53n7sxLv9g689Kei877kih5YX+M1x+br3bbeuyV1B9bPUby\nJBja9nnc3h9FEECxNciQISC63je0+qOhG7HnUdw52q+vdzu+Ne/2LMyExgIAN95y7ca3jvkIwvLo\n6JB8CYEikEz338jaNf0xAAIhIvfHQPZDXwG90/5Iw3XFbB75vo+f/vSnOH78+JafG4aBT3/60/j+\n97+Per3/+8Vpd5vJZrB4YAFWwkQx5IPpisUKrISJxQMLmMn2/4C8lmxmBgcWFpEwrdAPey5WikiY\nFg4sLCKbmQn9XdWSmxtIqgS35kGRFVimBV3dvolRKlZgJkzsPbCAqR6xt65nagbqQQXWxrm9xvYF\n2PXczevVKs7Y8hL2wYQAMJXNYO+BBZgJM/TDBrvlJawmdF1DwjKgKDIaDXfzZlXTtj/DEVYzndfS\nZQsJZQIqVLjB1vfFu64HRVFgJUxouoZipYhU2sTswhSSqURo/ZbL9djjNCrtj7tc3r6GWokEFFNr\nvgXKDyDLgKY0b4A7710Cv3kzoZsaEonEQPN00NijrBkpM425qXmkEslotZ42MbMwhUQqsa1+dVWH\nZVpQJBme70G2FWi+0fzvYOvL211/Y44aFnRN37a+RBFnnpb9EtQJuflZF/X+LwGPsh51ijOv7YoD\n3dSgTsgo+6W+xxYrRaQSSSxMzWPCTEdaMzKJSUwaGSiSCtvrfw/gSDVIhg9NU+A62z9/wUxaUA19\n821OzW+PUiB3eUWL03ChBzospKBIWui1ba8OBSrmpuZx7cGDfY/tplXrhql1naftxt0fW/Wgmxqq\nXWLT9Oaz9rIiw2m4kBW5+Sy+vv1zLcLqsTNO3ZJ79sf23qip6kDr7k7yEiYsb+265aVfbJ15ac9F\n531JlHoZZ38cdd+II6zH9OqPsrTtY4CuqP7Y6jG6qcGubO8xm/1RVuDWPGiSBlM1oSjKtreitfdH\nTdFQrpdjzaPYc7RPX+/UPu/CPqC65errFjEzNwNZbq53/Yh68zOYNEWHI/p//tKu6o8ien+UocIR\n9rZj2u20P9JwXRGbR+vr6/jABz6AlZUVfOELX9jyb9/+9rfx5JNPolQq4Y477sCvf/3rSxQlDcPR\nY4eRzWZQrdawtlbatrMuhMDaWgnVag3ZbAZHjx2Odf5jh48im8miWqtirbTW/fylNVRrVWQzWRw7\nfDTy75pzKoTmQ7gBFF/FZHJy27mLayXUqjVMZzM4EhL7scNHMTUxhVqjDildh2ZJ8N0Ari02n0l0\nPHfz2ysUX78keQlz5NhhTGczqFVrKPYY0355CauJ9GQKkiQ1vxpYkpCe3Nrg49RM57Um5VnosgUP\nHhxhQwQBHNdrrZ6WAAAgAElEQVSD7/vQdQ3pyeSWvNz3kdtD63d9vYp6rTHQOI1K63HXaw2sr1e3\n53h6CmLj6VQ5CGBZEhS5eXPs+wGECCA80XxWVZEwPT21o3k6SOxR14zjd9wbq9bv+cjtPet3amIK\nqqLCbwRwGz6SQQqGYcAXPhy3+WoCx3Oa9aLpmEylB55HQLx5Ov2eNGb2TMGuNQaad2HizOu5hT2Y\nfk86cs4/cse9sdaMj37gQ7C0JPzARc2tbXuGVQQBam4NfuDCyEiYn9/Ts14mspMINl59JAXBtg8N\nFaL5TWG+78NMmLjz1jsiX9vSkjh+R++314c5euwwpqYmUK81dl1/PHLsMCanJnrW20TbOg1JwkSX\ndTpqPXbGmZ5ToVvyZn8UQbDZG3VNx2Ryckfr7qj7Y7+8heWlX2yTCzo0S4LT8OHWBTRVw9TE1Na4\nY9TLOPrjuPpGHKH3IN36o9J85dGV3B+n35PG3MKenuv0ZHISiq9CuAGE5mN6egq6pvftj+vVddQa\n9djzKO4c7dfXW8fvpD/ec/wY9ISJwPfRqDe2vQIpEKL5c99HSkxjPjt3+fTHjY83iNofTcWCH3gj\n7480PMqDDz744KUOYqdM08TnPvc5fOlLX9ryeUcAcNNNN+ELX/gCHnzwQTzwwAOYnw9/K027hx56\nCADwwAMPDC1e2q5Uaj7jnE73/6rmyUwK6XQSq6sFVCo15HNFuI6HRsNFpdz8b0WRMT8/g/uO34br\nrl+MFUcmNYl0Mo3VwioqtQpyxTwcz4HjOag16sgV81BkBfMz8zh+2324fvG6kN910XAbKNcqKNTX\noFkKNGEgoSZRL9twHQ9Ow0W1XEMhV4SsyNgzP4O7jt+GgyGxZ1KTEI6PtfIaXNiw/TrgKPDcAE69\n+TXcgQCUoLlxZJrGkPPyzmPrlpeoY5rOpJBKJ5FfbX5Nb2FjTKPmJawm1tfL0HUNsqLANHVUq3U4\njgfH8VCvNWLVTOe1Smt1qJIOT2rADVw0RB0BBBRNhplUUbHLW/Ly2zf+Vmj9QgKy2Ul8/BMfjD1O\no9J63OfOXUCtZqNYKG+Ju1ypQ9EUQHjNt2S5ApIUwA+aG0ii9WU7soREMgGn4e1onnbTq97irhlH\nbn5frFo/cuNv9axfp+7CqXoAAsAM4GZsqBPNz0FyfReO4yAIAqiKCsuwUKlVe64vUcSZpx+/+3cw\nOz2D4loZDduJPe/CxJnX937iTlx76GDkdffI+3rnvFvsxz5wKwJXwtLKObjCQUPU4QkPnvDgiAYa\nog4JEhL6BD7+wY/ijqPv71kv5UoNkGXA96FIMnzXg+813xLrOh5cp/lVxVbSwt2/cxs++fsfjXzt\nj912Hz50++2x8txuMpOCLxysrZVh286Y+mP/PtBeD55wetZbeWOdVjbW6Vq1PnA9dsZZrBegGjJ8\nW4LnBGjUfEAAqqwhoSZRLdk7Wnd3kpcwYXkLy0u/2Gy/BturQXJVyGjeJ8hQYtVL+7o7jv4Yp36j\n3oPsVFiP2Q39MU7s/e6P4vTHj9/9O3jvNdf1XKfLxQp0XUdgCgSzDipSCaqq9u2PEoDsZBaf+ODH\nY82juHO0X1/vNe/i1NtV+2YhhMDZpQvwHReu40Js9BG/rY8YSQv33vdBHPvArdFj79EfXceDXWuM\nvD8qqtrsj5Ai9cf1fAVvvX0R3sYaMar+SMNzRWwejRI3j8YjzqI7OzeNvftm4ftiy7cTaZqCbDaD\nGw4dxEfvOzZww52bnsW+2b3wRfN9uK2X0Jq6iWwmi0MHb8B9xz7atXF1/m7r2QRN0ZDNZPG+G96L\nO44dQzqR3oxdAqBqCqazGVx76CDuvO9Y5D/UNKiYn5qFmbAg6T4kw9v4sgOp2XB1E5nJSVy1sGfo\neel8bJ15iTOm2blpzO+bhWgb0zh5CauJG2+6FnfedQQT6WRzTDe+FcM09dg103ktRejQAguSDKhq\n8w+f9GQSqUSia17CYt2/OIvb7jiMW44cCo1lnGbnpmEmFAgRQNf1bXEfvvl63Ph/XI26W4XjOpAB\nqBvfRywrElRdw2RmAplMeijztFO/eou7ZsSt9X71OzGZxMKBWczdOAN1UoIiydBUDbIkQVUUmIaJ\nyWQaKSsZur5EESd2WQOy81OwzMRQ1qNOceZ13HU37ppx/dXXIJveg1y+ANdxm9/aI0mQJRmWmsS+\nmf34g3s/hQ/dfntovbzn2qtw3Q37IQsJjuM2vzkHgKQ0Pxx2Yd8cjv+Pe/CBD78/9rV3StWA2Y4x\nbY993H2gXVi9vfema3H0riNIbazTO6nHzjhlXUBNAPJGbzQNE+lkGslEYijr7k7yEman87RfbLNz\n07jmmkXs27Ov+XlrMeulc90ddX+MU7/j2jwCwuPu7I9SEECWA0iSPJb+GCf2sPujOLUetk6/9/C1\n+D/vuQXWjN6sl5D+uDi7H3ccvg1HDt0S+3EOs693m3dx6+2a9x7A1Mwkcrn1Zl/Y+Bh1WZGhmwZm\n983h4//jHnzww+/fcezOxpgapj7y/njjzdfjpluug1NvROqP0+k0Mslp1GqNkfdHGg4piPI9ve9i\nrW9b6/VtbDQcg34rRj5XxNnli2g4Lgxdw/7FuaG+NzxXzOPkqZNwPRfz8wtYnNsf+TNIcsU8li+e\nheM2oGvGtt8t5Ip4a/kiHMeFrmu4anEu8meKtLTnrf16jZoPqaHD0MyR5aXfY+uMLY6d5iWsJvK5\nIk6ePAXX9bAwP7+j3HReKzWlo+Ss981LWKx1u/k+9d34bRKtMbXMVN8cn3n9TZw6dRq23YBpGti3\ndz9kaCObp+2xheUt7poRpdbbddavpAdIZ1Lb5qiuGZiwUijXK5HPHVdY7O05G8Z61E+c88ddd+PG\n/tobb+C/Tp9CvWHDMkzcfOjGnp+jEDZH33x1Gad//dpmrR+65Vq857ref/DFufYg2sd0HP0xztyI\nU2/DrMdt807LoFpsjGzdjZuXMMOcp/1iG6Re+q27o+iPcep3HN+21k1Y3GdefxPPPvtLOA0X2T0z\nY+mPcWKPc38Up9bDajdKf7Qrzc/l2emY7rSvd5t3O6m3119dxqm2PnLjLdfi6h59ZJDYf3PyFDzX\nw/z8/Mj7Y3u9ROmP7XkbdX+k4eDmUQhuHo3HpWryUTC2wTC2wTC2wezW2HZrXABjGxRjGwxjGwxj\nGwxjGwxjGwxjG8xujo26uyI+MJuIiIiIiIiIiEaDm0dERERERERERNQTN4+IiIiIiIiIiKgnbh4R\nEREREREREVFP3DwiIiIiIiIiIqKeuHlEREREREREREQ9cfOIiIiIiIiIiIh64uYRERERERERERH1\nxM0jIiIiIiIiIiLqiZtHRERERERERETUEzePiIiIiIiIiIioJ24eERERERERERFRT9w8IiIiIiIi\nIiKinrh5REREREREREREPXHziIiIiIiIiIiIeuLmERERERERERER9cTNIyIiIiIiIiIi6ombR0RE\nRERERERE1BM3j4iIiIiIiIiIqCduHhERERERERERUU/cPCIiIiIiIiIiop64eURERERERERERD1x\n84iIiIiIiIiIiHri5hEREREREREREfXEzSMiIiIiIiIiIuqJm0dERERERERERNQTN4+IiIiIiIiI\niKgnbh4REREREREREVFP3DwiIiIiIiIiIqKeuHlEREREREREREQ9cfOIiIiIiIiIiIh64uYRERER\nERERERH1xM0jIiIiIiIiIiLqiZtHRERERERERETUEzePiIiIiIiIiIioJ24eERERERERERFRT9w8\nIiIiIiIiIiKinrh5REREREREREREPXHziIiIiIiIiIiIeuLmERERERERERER9cTNIyIiIiIiIiIi\n6ombR0RERERERERE1BM3j4iIiIiIiIiIqCduHhERERERERERUU/cPCIiIiIiIiIiop64eURERERE\nRERERD1x84iIiIiIiIiIiHri5hEREREREREREfXEzSMiIiIiIiIiIuqJm0dERERERERERNQTN4+I\niIiIiIiIiKgnbh4REREREREREVFP3DwiIiIiIiIiIqKeuHlEREREREREREQ9cfOIiIiIiIiIiIh6\n4uYRERERERERERH1xM0jIiIiIiIiIiLqiZtHRERERERERETUEzePiIiIiIiIiIioJ24eERERERER\nERFRT9w8IiIiIiIiIiKinrh5REREREREREREPXHziIiIiIiIiIiIeuLmERERERERERER9cTNIyIi\nIiIiIiIi6ombR0RERERERERE1BM3j4iIiIiIiIiIqCf1UgcwLLZt4xvf+Ab+/d//HYZhwPM8eJ6H\ne++9F3/4h3+IG2+88VKHSD3kc0W8fHoJrusht1rF/sU5zGQzQzl3rpjH8sWzcNwGdM3A4tx+ZDMz\nQzk3ABRyRby1fBGO40LXNVy1OIepHrHHjSWfK+Ls8kU0HBeGrl12eTlzegme62F9tdo3L3HFzUu3\n43sZdV7GKU5tDnL8KA0yxqNaQ3Zi2PPgUtZnZ31YExZK5fpI1qfdrHNMzSkd6876yMbkcu0D3daT\nYcZyueYFGO1aO4z+2Ov4bnm5XMUdg1HWW1xxYtlNcXcadmyXuj+Osy/sVp1jMGGlUK5X3nV5uNJd\nEZtH9Xod9957LxYXF/GTn/wEqVQKAHDy5El89KMfxWuvvYZ/+Zd/ucRRUqflpQv45YmXsLy0gkKh\nBCEETPMVJJMWFg8s4Oixw1g8MD/QuZcuLOPES7/E0soyqvUqRCAgSzKSVhIHFhZx7PBRHJhfHDj2\n80sXcPLESzi/tIJatQ4hAsiyhETSwt4DCzhy7DD2bsQeN5b2vFTbzn255aVYKCEQAob5Ste8xBU3\nL/2On5pO4aabr8a+ffvGkpdxilObgxw/SjsZ42GvITsx7HlwKeuzsz6qtoNSzYbj+ZAVBVbShGHq\nlzzno9Y5pvWggopRQkOxIesSzIQB0zSGNiaXax/ot56kp1O4oW3dHSSWUeZlJb+CX7z87K64b4hr\nmP2x8/h+YzSdmsLNV9+0ZUx3s7hjMMp6iytOLLsp7p08jih2S38cR1/YrTrHwHZs1OwaPN+DoqhI\nmgmYunnF5+HdQnnwwQcfvNRB7NTf/M3f4KmnnsLjjz+ORCKx+fOFhQWk02m8+eab+IM/+IOBzv3Q\nQw8BAB544IGhxEpNp148g0d+8CReP3MOa/l1AIAkSRB+gHy+iFyuiDffeAvpdBKzc9Oxzv3imVP4\nwZOP4My515FfX4Mky5AkCY7nIl/MI1fM4Y233kQ6mcbc9Gzo+UqlEgAgnU4DAF558Qx+8oMnsXTm\nHIr5dchS8/ye46GQL2ItV8S5N95CKp3ESmUlViydeWmd23W8rnnpjG2ceenUmRcJ74xpZ16yMcc0\nbl7Cjl9bK+Gt8zlMT0/iYswxGrU4Y9opTm1m56ZjH7+T2MLsdIyB4a0hOzHseTDKeRs2np2Ppd7w\nkCtVUas7sB0HvuvBcVwIEWC9WB5qzkdZa3F15qGmlPG2dgFVqQpb1OG5PtyGCwGBYqW44zUj7lxo\nF5a3UdZT2HpSXCvh4vkcMtOTyM5Nx45lJ3kJ8/x/v4DHf/1zLF1YHkt/DFtr24WN6bD7Y/vxYf1x\nrbSG87m3MD05PZb+GMdO7t2yMfMUt97irm9xYnl7tbCjuHdTnw+LbdT3tf2Muy/sxCjHtHMMGp6D\nUrWMumPDcRy4ngvHdSCCAMXy+rY87KZeT9Fc9ptHnufhM5/5DD796U/jd3/3d7f9+8GDB7Fnzx5c\nd911A52fm0fDt7x0AY/84EmcP78K0zQwNzcNXVdgmjomJyeQTifhbDSS1dUC9u6bxWQmFencSxeW\n8YMnH8H51fMwDRNz03NIJVKwDAtJK4l0Mg3Hc5Av5rFaWMW+2b3IpCb7nrN9YTu/dAE/+cGTuHB+\nFYZpIDs3jWQqAdMykEhaSKWTcDduRM6dfQsvvfUiLqyvRIpF9Uw88ZMXtuQllUrAsgwkk1bXvEiy\n2Ixt3Hlp1y0vmq7AMHWkJye25CW/WsD8vlmkI45pt3rplxdFkfHE4//Z93jbbmC9WMHyxbM4ffG/\nsFq4OJK8DGLQRhqnNvOrBciKjGce/8/Ix8/vmwUi1ltcwxjjYa0hOzHseTDqeduv1jofi5VO4u1S\nBbbrQVUVJEwdkiRD+AKKJGHP3DREgKHlfLfcUHbmwcxquCCfR0OuQ5M1JJQkFKEg8AIogYo92SyE\nJAYek7hzoTPP/fI2ynqKsv407AbKxQrWckUElo/HTj4WOZZB+mOc+4ZHnv4hLhZWkbCssfTHsLU2\nHXFMR9EfW8e/ubIc2h/tho1ipfkH4Tj6YxyD3rvlVwuAIuOnEfM0yHoXZ32LM8ZLSxfw8stvYnV1\nbeC4R7X27nRt64xt1P2xn3H3hZ0a1Zh2jkE6mUapUoLruVAVFaZuQpIl+MKHJEmYm55FgGBLHmQh\njSQ2Gp3LfvPo9OnT+MY3voHPfvazOHr06LZ/TyQSA28cAdw8GoUfP3oCr585B9M0MD2dbj7z43kA\nAFXVIEkSLMuA7wtUKjX4vsCNh6+OdO5HT/wYZ869DtMwMZ2ehiRJW/5dkiRYhgVf+KjUKvCFj8NX\n9/88rPZF98lHT2DpzDkYpoHMRuyd5zc3Ys/l8qjUqrBm9UixLL9cRClvb8nLtuM78rJ/MbsZ27jz\n0q5bXjrHtJWXaqUG4QtcH3FMu9XLttjb8rK0dAGlUqXv8aoqwRcCOe88ym4Bk+mJkeRlEIM2+Ti1\nWa3U8NbSBZRLlcjHC19gPmK9xTWMMR7WGrITw54Ho563/Wqt87Gs5Iqo1GwosgxDbz4WRZERBIDv\n+wCAPbPTQ8v5btk86szDee8sSv46FCgwFQuSJEFWZCAAPN+HBAnZ7MzAYxJ3LnTmuV/eRllPUdYf\nRZUghIBdb2Bp5Sxy4mLkWAbpj3HuG147ewaGZmDP1J6x9MfO8/dbF/qN6Sj6Y+v4i85yaH9UJRVC\n+Kg36mPpj3EMeu9WrdSwvHQB+Yh5GmS9i7O+xRnjt98uoFKuYXJyYuC4R7X27nRt64xt1P2xn3H3\nhZ0a1Zh2jkGumEfNrkGWZeia3lz3ZQUBgo37BAmz07Nb8rCY3T+S2Gh0LvtvWysWiwCAZDJ5iSOh\nKPK5IpaXVlCv2ciEPEuTyaRQr9lYXlpBPlcMPXeumMfSyjJqdh2ZVP8P3cukMqjZdSytLCNXzEeK\nvZAr4vzSCuyaHfqqGTOlw7FdeGWBCaX/gphJZVAp2VhdKaBaqcXKS7FYCY17N+UlnUnBrtk4v7SC\nQoQxjVsv1UodFy/mI+XRTMmwgzJsx0ZS779+DJKXcYo7BrVKHW9fzKNWqcUas1KEeosr/hjXNsa4\nPvQ1ZCeGPQ9GPW/76XwsDcdFtd6A5wvo2taPStQ0BcJvbgi4jjvWnI9aZx5sUUfFL8OHBw36lmNV\nTYXwfdRrdjMPA4zJ5dof49R+csJCrVJDfqWAWsmOFMug/TFOXmy3gQlrIjSWd0t/TKTVyP1xwpq4\n4vpj/mIe9RHUW1xxxjiRMNCwHTQaDhIJo++x416nh7227ab+OOq+sFt1joHjOqg3avCFD03Vthyr\nKRr8jU1mx3W25KFYubzvE96NLvsPzM5kmotGpbL1j5rnn38eX/ziF1GpVJDL5fDmm2/2Pc+tt97a\n9eenT5/Gtddei3Pnzg0l3ne7l08voVAoQdNVOE5j8+dCBAAA265vOV7TVRQKJZw8eQo3HDrQ99yn\nl15GoVSArmpwGk5oLLqqoVAq4OSpkzh04Iaex7muCwD4zelTKHaJvZtyvYJA9iELGfW1BnzZ63u8\n7Bho2B4sXQ89N/BOXs6dXUUyafStz1HlpeXM6aWueek3psVCCb85eQrXhIxpr3rpRZIAp+HCShh9\njxcigI0aoAhIQka5XEUQBH3PHTcvg2rVW5w1p9cY9BQxTy2tMbtwdhVWSL3FFXeMIUlwNm6Oh72G\n7MSw58Go5y3Qu9Y6H0uxXIfjulBkCYEQ6JwpkizBdT2USmUkU9ZQcj7IPBi2zjwURB6O34ACFYAE\nIfwtx0uyDM/1UFovI5lKxB6TuHOhW5575W2U9RR1/WnOBQmBEsC1PWiOESmWQftjnPsGUzMACbDr\ndt/jh9Uf+8XeuS70GtNR9UcAKIu1SP1RBAKQxtcf4xjk3g0AIAFuw4USoz/GXe+irm9xxrhSfqfH\nVCpVAGKguEex9g5jbWuP7fSp0ffHXsbdF4ZhFGPa2VPK9Qpc14MsyRBie+3JkgzXc1Eql5CyUpt5\nOLt6Dkkjyb+zL4FBv+jgsn/l0Xvf+16k02mcOnVqy89vvfVW/OxnP8MXvvAFLC0tXaLoqJPrehBC\nQFGilZ6iNBch1+2/+QIAruc2zy0r0c4tK81ze26k4z3XQyBE86WoIQIRIJABQELQv38DAKRARhAE\n215220srL95llhcAkBUZQdTYY9YLJAkBAkRJYxC80+BFyMYRED8v4xR3DJp1FgDRym1zzKLMw7ji\njrEkAQECRBpkxFtDdmLY82DU87afzsciggBBAEg9CkaSJCAIEGxslI0r56O2LQ8QzfWlZx6atdn6\nQzvumFyu/XGQ9ScIAshBxOMH7I+XOi/A5dsfRdvGw7utP7byJEfsj6Nc7+KMcfs4tZ606Gec6/Sw\n17Zd1R9H3Bd2q84xCAKxcW/W/fjWui82/ih6Jw+X933Cu9Fl/8ojVVXxuc99Dv/zf/5PfP3rXx/4\n7WvPP/9815+3XpF0uXwN6W6XW63CNF9Bw3Zhmtbmz1vPyrf/DADKJRuGqWFhfj50DFarOZivmLDd\nBkzLDI2lZJdhagbm5xf6nru1Gz4/Pw/DfAVOR+zdNHwHEmQEkoBu6jAtre/xslaBLMuQZTn03MA7\neTEtA5qm9Y1/VHlpWV+tds1LrzGtlmzopob5CGPaq156UeR1yLIMRVb6Hm/bdShQms1eAkzDCM1N\n3LwMqlVvca7Rawx6UeR1SBHy1NIasyj1Flf8MVY2xlge+hqyE8OeB6Oet0DvWut8LGbDh6LI8P0A\nstLlZt0TkBUJhmHANK2h5HyQeTBsnXkwPAtKQ4ErXEgSIHf84SJBQJLlZh4sM/aYxJ0L3fLcK2+j\nrKeo609rLigbvU7SRKRYBu2Pce4bKrUKZEkeeh+IuzZ3Wxd6jemo+iMA2J4FyQnvj61XakmKPJb+\nGMcg927AO3mSI/bHQda7qOtbnDFuNPzNJ4bMjbV4kLhHsfYOY21rj21+fmHk/bGXcfeFYRjFmHb2\nlIbfgCLL8AMBpct9gic8KJIMwzC35MEyzKHfV9JoXfavPAKAr3zlKzh48CA++9nPbn4oGAAUCgU8\n/fTTkZ+totHbvziHZNJCrVbv+rLGdkII1Gp1JJMW9i/OhZ57cW4/klYStXot2rnrNSStJBbn9keK\n/arFOSSSFuoRYjc0A5InQUg+1FT/+hNCwJVr0AwFviNi5WV+YSY07t2UFyEE6rU6EkkLV0UY07j1\n4nk+NE2F53mhx+tBAoHfHCPD6L+5N0hexinuGMTJU/uY7YlQb3HFH2NvI3Z/6GvITgx7Hox63vbT\n+ViSlgFVUeD5/va3rwQBhO9DURSYljHWnI9aZx5ScgqqpMGH1/VtPL7f3GTbzEPMMblc+2Pc2vcd\nAdVQYMvRYhm0P8bJS92x2R/bmEi+a/uj7/lQNRWNiP1xlOtdnDE2DA3BxqtE9ShjNsZ1ethr227q\nj6PuC7tV5xhYhgVFUeB3uU8IgmAjDyosw9ySh4WZ+Uv0CGhQV8TmUSKRwBNPPIEjR47gwx/+MO66\n6y68//3vx4c+9CEYhoEXXnjhUodIG2ayGSweWICVMEM/7LlYrMBKmFg8sICZbP8PxAOAbGYGBxYW\nkTCt0A9gK1aKSJgWDiwsIpuJ9gfxVDaDvQcWYCbM0A8OtisOdFODOiGj7Jf6HlusFJFKm5hdmEIy\nlYiVl7APHgR2V15KxQrMhIm9BxYwFWFM49ZLMmVhbm4mUh7tioApTcDUTVSdav9zD5CXcYo7BomU\nhT1zM0ikErHGLOzDRgcRf4wTG2NsDX0N2Ylhz4NRz9t+Oh+LoWsbG0gynI63EbiuD3njxljTtbHm\nfNQ682DKFlLKBBSocLH1czY814OsKLASZjMPA4zJ5dof49R+tVxHIpXAzMIUEmkzUiyD9sc4eTE1\nA+V6OTSWd0t/rJW8yP2xXC9fcf1xZm4G1gjqLa44Y1yrNWCYOgxDR63W/3OFxr1OD3tt2039cdR9\nYbfqHANd02EZCSiysu0tea7vQpEVWIYFXdO35CHsA89p97kiNo8AwLIsfPnLX8Zzzz2Hn//853ju\nuedw8uRJ/OM//iNuueWWSx0etTl67DCy2Qyq1RrW1krbnjUQQmBtrYRqtYZsNoOjxw5HPvexw0eR\nzWRRrVWxVlrrfu7SGqq1KrKZLI4dPhor9iPHDmM6m0GtWkOxR+zFtRJq1RrmFvZg+j3pyLHc95Hb\n3xV5mc5mcCRG7HHr5b7jx0KPX1+vol5r4KqJRSzsmR9ZXsYp7hjcefzYyMYsrlGM8aBzZSeGPQ9G\nPW/jPJaZyRQMXYPnCzQct/kZWI4H3/eh6xomJlOXJOej1pmHrDwLQzLhwUND2AiCAJ77Th5Sk8kd\njcnl2h+j1H55vQq71sB0NoN7PnJ7rFhG3R+nJqZQa9TZH9uOj9If16vrqDXqV1x/vGcX9Zg4Y7yw\nkMXCVdldEfdOHkeU2HZTfxx1X9itOsdgMpWGrunwhQ/HdSCEgOM5zTxoOiZT6SsyD+82yoMPPvjg\npQ5iN3vooYcAAA888MAljuTKMZlJIZ1OYnW1gEqlhnyuCMfx4Dge6rUG8rkiFEXG/PwM7jt+G667\nfjHyuTOpSaSTaawWVlGpVZAr5uF4LhpuA+WN/1ZkBfMz8zh+2324fvG60HO23gqZTqeRzqSQSieR\nX21+bYR+6PYAACAASURBVHAhV4TreHAaLqrl5n/Liow98zO49xN34tpDByPH8ts3/ta2vLiOh0bD\nRaVc65qX9tjGnZd2vfLiOh7sWmNLXu46fhsOxhjTbvXSLy9Hbr0h9HhIQDY7iU/9X/fihuuvGVle\nBhF1TDvFqc27jt+Gw7feEOv4gzHqLa5hjPGw1pCdGPY8GPW87TeenY+lul6BrqpwfR+u66PuOAiC\nAIqqQLcMVCq1oeZ8VLUW17Y8rNWhBiocqQEXHmxRh4CAosnQkyrKdnlHYxJ3LnTmuV/eRllPUdYf\nSMBUdhIf/sQH8Vu3vC9WLIP0x6gyqUkIx8daeQ22Y4+tP/Zba9v1G9NR9MfW8Z/42N2h/VECkJ3M\n4hMf/PhY+mMcg9673XX8NtwUI0+DrHdx1rc4Y/yJT34QNxx6z47i3i19Piy2UffHfsbdF3ZqVGPa\nOQbrlRJUVYXv+3B9F87GfYKqqLAMC5VadVsedkuvp+i4eRSCm0ejMTs3jb37ZuH7AkEQbH6jgmnq\nyGYzuOHQQXz0vmMD/QEyNz2LfbN74Yvm+26DjWcjNEVDNpPFoYM34L5jH428eHcubNm5aczvm4XY\niF0EAhIAVVMwnc3g2kMHced9x3Dw+sXYsXTmpfWtBJqmdM1LnEV32Hnp1JmX1ttbDFPflpe44uYl\n7Pj9i7O47Y7DuOXIoZHnJa6dNNI4tTnI8aNs8jsd42GuITsx7HkwyvoMG8/Ox6IqEgxNBWQJqqrA\nMA1MTCaRTFlDz/luuqHszAMaMkxhQlFlKKoCw9SRmkwimUgMZc2IOxfaheVtlPUUtp4sLM7i1jsO\n4/CRQwPFspO8hNGgYn5qFmbCGkt/DFtr24WN6bD7Y/vxYWO0OLsfdxy+DUcO7b5X+O/k3g0Ybb3F\nXd/ixLLTuHdTnw+L7VLev427L+zEKMe0cwwUSYamapAlCaqiwDRMTCbTSFnJrnnYTb2eopGCbp/u\nRZta37bW69vYaOfyuSJOnjwF1/WwMD+P/YtzQ3sPdq6Yx/LFs3DcBnTNwOLc/tjvM+73LQWFXBFv\nLV+E47jQdQ1XLc71/KyCuLHkc0WcXb6IhuPC0LWueRn0GxSGkZd+CrkifnPyFDzXw/z8fN+8xBUl\nL2HH1+3me+63fXvNiPMSxbC+FSNObUY9flzfgDXIGI9qDdmJYc+DYddnnPHsrA9rwkKpXI88RqOM\nbZw6x9Sc0rHurI9szYg7F+LkbZTrXbf1pNpj3R0klrh5CdOet3H0xzhrc5wxHUZ/7HV8t7zYlXrk\n2MZtWPduwGjrLa44sQwS927t82GxXcr7t3H3hbjGNaadYzBhpVCuV/rmYbf2euptKJtHtm3jV7/6\nFQDg6NGjMAwDAPDVr34V3/ve95BIJPCXf/mX+PSnP73TS40dN4/GYzcvHoxtMIxtMIxtMLs1tt0a\nF8DYBsXYBsPYBsPYBsPYBsPYBsPYBrObY6Pu1GGc5Dvf+Q7+7M/+DAcOHMAzzzyDhYUFfP3rX8eX\nv/zlzWOeffZZ7NmzB3ffffcwLklERERERERERGMwlG9b+973vocHHngAb7zxBhYWFuB5Hr72ta8h\nlUrh6aefxtraGu6//3587WtfG8bliIiIiIiIiIhoTIbyyqNTp07hn/7pnzb/+7HHHsPFixfxxS9+\nER/4wAcAAH/3d3+HO++8cxiXIyIiIiIiIiKiMRnKK49yuRxmZt75AKzvfe97kCQJf/Inf7L5s337\n9mFtbW0YlyMiIiIiIiIiojEZyubR3r178cILLwAA1tbW8N3vfhfXX389br755s1jzp07h/n5+WFc\njoiIiIiIiIiIxmQob1v71Kc+hc985jO4//778dhjj6FSqeDP//zPN/89CAJ89atfxfve975hXI6I\niIiIiIiIiMZkKJtHf/3Xf43HH38c//AP/wAAuPfee/H5z38eAPDUU0/h/vvvx4ULF/DP//zPw7gc\nERERERERERGNyVA2j6ampvDcc8/hxRdfhCRJOHz48Oa/ve9978O3v/1tAMDRo0eHcTkiIiIiIiIi\nIhqToWwetdx0003bfjYzM4O77rprmJchIiIiIiIiIqIxGermUaenn34a3//+95FIJPCnf/qnuOaa\na0Z5OSIiIiIiIiIiGrKhfNvaD3/4QyiKAkVR8PrrrwMA/uM//gN33303vvnNb+KrX/0qbr31Vrz2\n2mvDuBwREREREREREY3JUDaP/vVf/xW33347Xn31VVx99dUAgC996UsAgK985Sv4/ve/j6uvvhp/\n//d/P4zLERERERERERHRmAzlbWvPPfccvvvd725uHD3//PN46aWX8JnPfAZ/+7d/CwDYt28f7r//\n/mFcjoiIiIiIiIiIxuT/Z+/Og+Q4y8OPf/ua6ZnZY3Z3pN3VsStZMrYiybbARpJP+UIStgkJCZAU\nARkoripIQiBFEQ47VT9ISCpQEJLCMUEhOHEoCKk4xHJ8SL6QjA0yWCrZ+JB2ZXlX8h6zs3P03b8/\nZne951yaPWQ/H5X+2Jm353367bffp+edPupy5tHJkye54IILJv7+0Y9+hKIofPCDH5x4bfPmzbzy\nyiv1qE4IIYQQQgghhBBCLJC6TB61tbXR09MDgOd5/Nu//RttbW1cf/31E2VGRkZIJpP1qE4IIYQQ\nQgghhBBCLJC6TB5deeWVfPzjH+d///d/+djHPsbLL7/MBz7wAVT1tY+/++675WlrQgghhBBCCCGE\nEOeYutzz6Etf+hJbt27llltuIQxDVqxYMXHD7GPHjnH77bfz4x//mK985Sv1qE4IIYQQQgghhBBC\nLJC6TB5dcMEFHD16lP/8z/9EURTe8573kEqlAFBVlQ0bNvCFL3yBP/qjP6pHdUIIIYQQQgghhBBi\ngdRl8ghg5cqVfPKTn5zx+gUXXMCXv/zlelUjhBBCCCGEEEIIIRZQXe55VKnrrrtuIasTQgghhBBC\nCCGEEGepbmcejctmswwPDxOG4ZTXwzDk4Ycfrnd1QgghhBBCCCGEEGIe1W3y6Kc//Smf//znOXLk\nSL0+UgghhBBCCCGEEEIssrpctrZ//35++7d/G13Xed/73kcYhrz//e/n/e9/P7//+79Pd3c3AH/w\nB39Qj+qEEEIIIYQQQgghxAKpy5lHX/3qV/nEJz7BN7/5TQB+8IMf8L3vfW/ifc/zuPXWW7nwwgvr\nUZ0QQgghhBBCCCGEWCB1OfPoqaee4rOf/eyc7+u6zv/7f/+Pu+66qx7VCSGEEEIIIYQQQogFUpcz\nj2zbpr29feLveDxOOp0mmUxOvJZMJjl+/Hg9qhOvc4MDaU72nsZ2XKIRg9Vd7bSlkrOWHR5I80rv\naRzHJRIxWNHVTsscZQEG0oP0nj6J49pEjChd7atJJdtKxvLssR5c12PgTK5kLC8938uRp1+gYNnE\nzCibLlnPeed3zfnZJ57v5djTL2BZNqYZZcMl61lTovxs61oq7lJtWG27TVdLO87XNn3xpRMcPXps\noh03btzAuvPWzFn++d4XePSXj2E7NqnUMi5ZfxHnd62vy3qWi336+2YyyoibnvL5c5WNNcbIjBYq\nakNRP2e7r5wrqtlHK/HC8eP86thRCrZFLGqydkUX0SBaUTsOD6R58VgPnusxciZX9zYvt1/Xuy2q\nqbucpZYfK43lxePHefznB3Ech1Rbis0bNrJu7do5P7vafFrNus62nrV+VqWfP1c7VtvXqo3t+ZdO\n8Oujxyba8aKNGzh/jvxYbS4dSA9yrOdZXM/lTG7grPvL9HVLNMbIjRZmXdcZubQlwogzMuc2FfND\n8qMQbzx1mTzq6uriyJEjvPnNbwagu7ubffv28d73vneizI9+9CNaW1vPqp7jx49z6623cujQITo6\nOlizZs2U95999lnuvvtuduzYMfHa6dOnp0xsiaWrr2+Qg48/S29PH7lcgSAIUVWFRCJGV3cnW7dt\noqu7A4BTPf0cPnSEUz195CeVjSdirOzuZMu2TawcKwvQ09/LoSNP0NPXS66QIwgDVEUlEUvQ3dnF\ntk1b6e547cC0t6efJw4dobenj+HhDEEQYJrPzRrLU4eO8MC+Q/SfHsRxPcIwRFEUHnroSTra27hh\n1zYu3bZp4rMPHzrCI/sO8erpQVzXgzAEReHxh55kWXsbV+/axpZJ5Uuta1NrAxdefB6rVq2aEfds\nbbi2u4P+nv6K2226attxPrfpU788zP77H2ewbxjP9iEEFPjZg0/R1tnCtTdewaVv3jJR/tCRn7Pv\n0H2cHjyN7ToQhqjPqzz05EO0t7Wza9tOtm16a03rWS72ld0dnJrU7pZtk7dzuKELMR81BUZj8fNN\nTKKjCchq5HMFcpZDJm/heD6qphFLmETNyKxtKOqn2v54rqpmH63EE4cPs++xBzg93I/j24RhQOiH\nqIGG6cdoU5eRjCZnbcfJbZ4ezhAGAVHzubq1ebn9ek3renqfH6xbW1RT9/QxZbpyY/vk2F7tG+Tp\nx59dkPxYLpYnDx/m/sceoG+4H9uzCAlRX1B58Kn9dLZ0cOOVN3DZltfG6WrzaTX7aan1bG1ooaup\nq6p2O5ttXE0b1rJNn/jlYe67/3HO9A3j2v74YQb7H3yK5Z0t7LzxCraO5cdqc+nk9RzODBePj54z\na+4v53V30DcpP9qWQyFn4fs+mq4RixdzXjwRo7mliZCQzPBoMT8GWdLqILZmoUYUzHgU04xObNOL\nz9s8cXwk6ueNkh+r3U+FeCNQwjAMz/ZDPvShD/H0009z5513smXLFj772c/yj//4j3z84x9n/fr1\n/PrXv+a73/0u73jHO/jhD3941kGvWbOGPXv2cNttt015fc+ePezZs2fK5NGdd97Jhz/84Zrrestb\n3gLAL37xi5o/Q5R3YP8hfvbYEbJZi0LeIh6PoekavueTzxeIxU1SqSQ7d21HBx7ed5ChgTRW3iI2\nqWwhX8CMm7SmklyzazsXbF7HMy8eZd/B+xhID5C3CsRjcXRNw/N98oU8cTNGKpli1/adbF63kaPP\nvMh9+w4yMJCmkLcwIjqapqIq2oxYTp54hfvuPUgub+EHAbqqoagKYRDiBT6aqpKIm+zcvZ1dt1zF\ng/c8yoF7D2LlLYIgQJ1UPgh8VFXFjJvs2L2d62+5iueeebHkumqGRnNLIzvfeS0eTIl7ehtqqorv\nejQYOloQlG236aptx/ncpvv+7yEO3Ps4TtYl9EDRmWjH8b8jDQY7dl/Brrddxz2P/pR7D+4jbxXG\n2l1FURRCQgK/+HfcjLF7+y7WrFhT1XqW20aqquK6HoahF+s2VLJWFs/1xmJVUE1QOnyy2gie5aO6\nOs2FVky/meF8Acf18QIfXVXRDZ1YIobv+1PacOMs26zeXn75ZYAleTBez9jKbdNy+8p8xVVv1eyj\nlfSv/3ngfv734H0U3Bw+HlqgQRAW9zPVRw009MCgzWsnZsentCNMHQOMiI46Nu5W2+azKTd+6XYc\nd8AkQpzQC0u2RXNLFKh8m1Y7dk43PSeVii098Cq/eOwI+ay1IPmxVCy9p1/i3oP3kRvvD6GGoigA\neHho6CSMBLu372T3DTey755Hq8qn1eynTtwquZ74EBSgxV6Gno3Ma35U82bFbbhx8zoe33+oqm36\nP//3EPvufRwr6+J7oE3Kj+N/mw0Gu3ZfgQ5V5dLp6xnRDTRVQ9HUmvpLRFVRXQ/T0AmDAFUr/mji\nu97EMZJuaMTiMRzbwfM8AHRdQ2kJGDTOYGMX+xc6hqYTazDxQg9D02lpbOGd1/72rPvVYlrKeaFc\nbPXMj/WOrZ6qGes2bl53Tm/TxbSUYxOzq8vk0YEDB/jkJz/Jhg0b+OEPf8irr77Kli1beOWVV4pf\n0MKQZDLJk08+ybp1Zz+QzDV59Mwzz7By5Uosy+KVV17h0ksv5atf/Sq7du1iy6Rftqohk0fzr7en\nnx98/384c3qYpuZGkskGVPW123EFQUA6nSWXy7OstZkYMDI0QjwRp2mWspl0lnwuT8fK5Wy5YSMH\nju7n1JlTJOIJkg3JmZ+dTZPL51i5fCVX/9a1PP7gUU6dOkMiESeZbMBxbABMMzYllsZEjKGBEfKW\nja5pxKIGyqTPDoOAgu3i+T6NiRhXbN/Mrw4+Qz5XQNM0IlFjRiyO7eL7PvFEjB1vv5wXj52g/9SZ\nOdd18NUhrLxNcnkrBWBwaGQi7sll87kCp04WT7mNRQzOW91OYyI2Z7vd9O4bZvwy/cMHflRVOz74\n01/MyzZdc/EqHrr3UewRF9VQMOI66tgXEoAgDHHzHoEbEm02uPjaC3n02UfIFfJomkbUiDI+7Gma\nRhAE2K6N7/uYUZNUcxu5Qq6i9bz2t67llw8enXMb5XMF+k4WT+k2IgZtHUmGckNYtoWmaeiaTmiH\n+G6IFlcoNGTJKRkCNSAeJNEGk9h2gK6pRHQNzwuKcZoRUh1tWLZLLpdn5crl/N67b5j3X8CWcpKv\nV2ynevr56Q8fKLnfldpX5iuueqtm3K2kfz1x+DD/8j93kXMyaIpBRI3g2x5hEAAKqCG+4hGoPhHf\n5DzzfAwnSj6XJ9naDEB60hgwfdytps2nKzd+5dMup45lcXIhEVNn9YpOErHEnG1x1Y7NdHa2VbRN\nqx07333D7804a+NHP3xgSk4qNZZqjkM2naWxuXFB8uNcsTS2aLwa9pD3s+iKQUyPEYYBAKqqEYYh\nBa+AF7o0Rpq44vyrOfTIs4zmChXl091vv5wTZfLj+Lo2dMTItaUZHB2YffvnCpw89TKO7xBXEqyP\nX0CT0Txnu51NfmwzO1CHkgwNjJZtw5Url3PNVZfw+P2HGDw9XNE2XX3xKn5676PkR1w0QyE6S360\n8x6+GxKLqcQAvxBUlEt33LKdZ1759ZT1dGwHADNmVt1frFyBwZOn8cfy47LlrYwMZ7AtB03T0HQV\n3/Px/QDD0AnDEMdxAdCaINeaxlIK6OhElOhYWZ+oGSXV0cpoIUPeLtDd2TVjv1psSzUvQOnY6p0f\n6xlbPVUz7o7nR1XzFiS2Wpyr/U0sTXW5bG3Hjh0888wzE38vW7aMp59+mjvuuIOenh66urrYs2cP\nK1eurEd1s1qzZg0nTpwA4MSJEzzzzDPs3buXn/zkJ1x22WXzVq84e08cOsLw8CixeJTW1qYZ76uq\nOvH6YN8ARgitbc0k5yg7/vrQQJr7H3uAEWWYRDxBa9PMyyZVVZ14fSA9wH33P441BIlEvGwsZ/oG\ncDwfXdeIx6IzyiqqSjwWJV+wyeUtDj18GMXz0DQNc5byqqpixqJYBRsrb/HofU9gxqPEE/E517Wx\nufgF5+W+AdwQkm3Ns8Y9OpJFCUN0TcMPQwZHslMmj6a32+FDR6Yk/ENHnmAgPVBVO44Ou/OyTXse\n6MHJFieOogljZnml+Lqdc3GyLo88+TgFozhhF4sW19n3/SmfH4vGKNgFCnaBvsF+OlMdFa3n/vsf\nxx9izm00OpIlDEM0TYMwZCA9iIdbnDzUx2I3FSDAzfmEvkqkJUqgeljDoDgOUS1CNFIsa0RUcMBx\nXEZHsrSvWFaMZSDNE4eOyOnTdXD40BGGBtIl97tS+8q5oppxt5L+te+xByi4OTTFIG7EcW1nYuJI\nURVAQQ8jeIGDqzr0Wa9wUepiAM68MgAKJFsrGwOqbfNy41fmtEfoamiGT6h5jORGpkweTW+LZ371\nEp2dld2nqNqx89CRJ6Z8yX3i0BEGBtIV5aTBvgE0P6A5mVj0/NiffR47mkNXi/0Bildoj1MUhbgR\nJ+/mybk5Hn78Kby8jq5Vlk8fvO8JWsrkx/HXT472YAd5WlqbZ13P7EgO1S1O5nuay0BwhiaaZ/2s\ns82P/S9lUHIurcnWiva7/fsOUciMYsajFW3TZx/owcoWJ45ic+THWMKgkHMJswEuoJuV5dIDDzxO\nuMKuW3+xxo5LlPHjkoE0oe+jaRpGpPj1RI2o4LjYY5NUhmEAIWn9VRy/gKEbRFUTAN0oLuM4LtmR\nHM0tzROxTN+vRG3eSPmx0nF3PD9uv0KeKC7eGOrytLXZpFIpPv/5z/Od73yHv/iLv5jXiaPp/vzP\n/5wvfvGLrF27ls997nPccMMNC1a3qM7gQJrenj5sy6WxMVaybEM8imc5OLaDGZ95cDlZU7KBUStD\n33A/2XyOZEPpG9slG5JkMxZn+obJZfMkkw0ly0cNDdf1CMKQqFF6DjYWNQj8ANd28P2ASHTmQdpk\nkaiBHwRkR3NkMzmaysRimAZ5y8GyHRKztIvruFgFm8APiEUNPD8gV7Cxx37Bm6wp2YCVtzjV08fw\nQBoo3hSzp6+XvFWoqh0LBbvu23QkN0JupEDogREv3e5GXMcLPSyveKla1Cj9+YZuEIYhrudiaKW3\nUbIhST5jMdg3TD6bn3UbTW73SNTACzxs18bzPQx92udHIPRCFEtFC3Q0N0pgqwR+gK4rU4oahkbg\nB1gFG9dxSSYbKOQtenv6GBzbZqI2wwNpTvX0YeWtsvvdbPvKuaKacbeS/vXC8eOcHu7Hx8PUY4Rh\n8XLQMGRs4ug1WmgQKAF5cozaxckr23awLYdYBWNAtW1ebvxyCgGFjE/ghUTjOn7gU7AKOJ4zZ1v0\nvTJAOp0967qnfHZDkrxVoKevl4H0IPDadirkrbI5aXwsdR2XiLm4+TESC3HUAgE+UbV0LDE9hu8G\nFAoeflDMUSXLj+XHkdEcmQryY6RJJxeOYjkWiUhixvuu41LIWwRBSFQ18fHI+qNYQWFG2bPNjwmt\nCXs0wLJc4g2RkmWTyQYK2TyDpwexCjaJMvtpU7KB4dwImZECvgfRcvnRUNACBSVQihM0pcrGdUIP\nCkM22ZF8XfqL57g4k/Kj7/sTx0i6oU0pq2kqQRAULzHXFIiGOIaNh4fB1HbUDZ3A9ynkLTzPozHW\nOGO/ErV5o+XHSsbdyfmxkpwgxOtBXc48qtR1113HQw89VJfP2rt3LwcOHJj1vW3btvGJT3yCHTt2\ncOedd1b0eeOXp0137Ngx1q9fP3FanaivZ4/1MDycIWoagIJlzTxgG2ePFlAo3ssxm80BQcnP9qMu\ntmcRDSMTp1aXojpRbMsjFolMXDIBEATFn0snx5YZzozfUxI/8FF8StLHA1cUCEMCv/QCiqIQ+EHx\nUrZJsUwXBCEF25uIJZvNEU5rl1y2gOt6xfsYhCGaquC4LsMjoyRnOSA1Ijrp4Qy/PnyUdRu6Odbz\nLMOZYSK6UV07GvOwTVWX0AtBCwnDEL/MVbeeaRMqIUpYXHd/WrtP/jvwX6s7nUljqKW/xBhOFNfy\nMKb1l3G50QKe6xa/PIchofrafa2CYOp6+p5PqIYooYriaMVWCDRQA7zQRfGnfgFXVAXX9chkRkk0\nxDAiOsPDGQ4fPsqFG7pLxn02XLc44bgUx8N6xPbisR7SwxmMiF5yvxs3fV+Zr7jqrZpxFyjbvx79\n+UFsz0INNcIwwPcCwiBAUZh6ugnFcUoNVHzFYyD3Kk3Ba19Es6OvjV+zjbvjsZRr88nKjV+5AR/P\n9lE0CMMQVVFxPZeR0REaYzO/OBgRnXze5uWTZ8p+sah27IzoBsOZYQ4fPcyG7gsntlMl/XF8LEUB\n23bKbtN65cfZZPKDhGqAEqj4/lg/4LWuEARTx2HFjhaHfrU4rodl8qOqKPh+gFsmPwKMBEOEWoAa\nqMX+Na0/5rJ5PNdDVRUUFNRQw/Fthq1BWtSZZ5edTX7MDfkQqKD6jOZGISidvzRFwbUdYrEIleyn\njurieyFKJfnRK26XAPDcsUmZEkItIPRBtfQp6xmMXYpoFawp5cv1F3tSfgzDEAWFIAjQNIUwCJgc\nuTfeH5RirnSiBUI1QPVVfHzQp40xqornetgFh1iDOWO/WgqWYl4YN1ds85Ef6xVbPVUz7sJr+fHl\nk2dIJKLn1DZdCpZybK93tV4qOG9nHs3m4Ycfrttn7dmzhwMHDkz8n+x3f/d3AchkMtxzzz18//vf\nr1u9or7csZsialr5rlg8wCgKyhx0AaBBSDhxg85ylFCdeLJLOcHYQZkCUEEo87mjBZMOEMNZ2iUM\nQpi0XgoKYTh1uclUTSUMAjy3eP2267nFbaRqs5afbqId1fLtWO02DccLK5Xdqi1UQ6A4eVS27KQN\nOX5AXIpapr+EYVg882J8DcuGUGwLpRgyhMX1nW1NlbFJyPHtPf7LrDu2zURtPNcbu2lrZXvs9H3l\nXFHNuAvl+5ftOMWnaE3sC+X2z+KUsR/6U8asSm7BWG2blxu/gmDsgZfq5MhmH0vhtbaopP5qx05N\nLd6DzfWKB9O15Uelonac1/yIz8QAVkGCVMLi+lUWyaRtVEHZYNIPErO1SxiGU9pBZexBCnP8kHE2\n+bH4m4EC6tz9a0pdSnXbqKr8OLkBK+kvY42uBPXpL2EYjtU/3mvHg5oj1sl/KgEoxQmncJZllLF2\nG/+RZvp+JWoj+XF21eQEIV4PajrzSNMqOxBaSOP3O4LipNG3vvUtnnrqKS666CLe8Y53lF1+rhti\nj5+RJDfymh8DZ3KY5nNks3lUVcE05z41O7B9UIqHC2Y0WrIsgJbVURV17F5CZtlYVCOLqo6Vn/TZ\n47/2TX7NiOSA4jGNqqqoZfaJkNcOosuVhbEJHiVEmxbLdJZVfIpa8QAtJDpLu7i2j6qpBH5YrNsr\n/ro3VxvmMhYR06Cjo4NVq1ZxJjeA+ZyJ5dpVtWMYUv9tqmiguCihgqaWT+yKp8J4W05q9/Ezjia/\nNnnCKBKJll1XZWw959pG09td8ZXiuiozYy9OcgVACGrxQHpsk6KqGqoyrc94xV+Kx7f3aMYiahp0\njm2z+bKUb2xYj9hGzuSIms/hWG7Zvggz95X5iqveqhl3gbL9a1lbCvUFFT/0i1+iVQiU4uPBmePL\no4JCVI8S1aNjRZQp49ds4y5U1uaTlRu/HNNF0wICrzjeeoqCqqpEzdnHo9GMhaKCGYuWrb/asTNj\nX/nPBwAAIABJREFUjWIaUTo6Olm1atXEdrIr6I/jYylhiKaVzhtQv/w4G8OOgquAUnxaljo2sTJ+\nxpE6faJl4tRdpaL8CAqKEqJXEEvUi6E4CqFCsX9NW1fX8VBVDd/3J/qhpmhEIzFMvb750TFdFMWG\ncO7+NZmqaoRjuaKS/VRTNJQK86OvqqAUc54ylsdKUUKl2D66MmU9x884mr7u5fpLYPtYk49LFG8i\nP07vA2oQTvwIo6oqmqIzntcn96+JWAlQVHXsaY0qiqZO2a+WgqWYF8bNFdt85Md6xVZP1Yy78Fp+\nNGNRDMM4p7bpUrCUYxOzq2nyKAxDrrnmmqqXefTRR2uprmpve9vbePe73813v/tdfvSjH5FMlr4+\nWyye1V3tJBIxBl5Nz7iUZzo9ahCEIRqUvW9QEASQV4jEoriBO/F49lLlXTWPEW3Bd4Ky5RMNMZTT\nxa/75X4VDIMANwyLV+aHYUWxBGGxTDj2d6nyZqR4M+aA2dvFjEXRNA3PsQmD4qODo5EoiVluShoE\nAYV8gWRbEyu62gHoal9NIpZgKDNM0FxFO9ph3bep4qkomgKOQhCGU54MM6N8GKJbEZRGhUApv00n\nb8eG2Mx7Y0yPxVLzJEr0l8ntHgQa+MVf4oIwmLjMcKJutXjvCV/3CQy/+HuqqqI4EbRQnVp47LJH\nIxLFjEUJgoB8vkBrWxOrx7aZqM2KrnbiiRgjQxmCoLlsX5++r5wrqhl3K+lfF2/YyINP7SfrZYr7\npaaCUrz8RJl2PklISKD66L5J0mwhEhpjJz6EFY0B1bZ5ufHLbNJQDQXXCgjCED/wiejGxM31Z2uL\n1LJmOiq4YXa1Y2e+kKetqZWu9tXAa9tpuIL+OD6WqmE4dlPhuc17fow0o9gqgeHNNXc4IQxDgqiF\noiYIvWK+VEp8dhgE+GGAoaqolM+PcRLgKwSaVyI/qriOS6CreIpLVDFpUGdekni2+THaoBAqPrha\n2XvwBUGA7RUfYe/7fkX7qe6pqJqCX0F+DDUIQwUN0PTSGykIQ/AViIIXcerSXyKxKOqk45IgDNDG\nns48/YwlVR07w2jsHmqGG0WJqPgRB3WWM5x93ydq6ETNyKz7lajNGy0/VjLuTs6PleQEIV4Par7n\n0f79+6teptQOWE/79+/n9OnTJJNJLrroogWpU9SmLZWkq7uT/v4BRkcLxONzf2nP5m10M4IRgpW3\nMUvcFDSTztJoNpFoMRhRhkln07M+HWRcOpumockkobVgDUE6nZ31CQvjbNcvPjrW87Fdj7g+96+l\nBdtF1VQMXUfxPBzbnfVpa+Mc20VTVRKNCcx4lEw6O+tTLca5lkvcjOCGkMvbRKe1ixEp/iLiOi4F\n20XXVBKx6MQTvCbLpLOYcZOV3Z20pIqTrqlkG92dXQyODFbVjqOn3bpv0+ZEM2oIhWEbN+/N+oSY\niXbJe+iKjqnHKKg+tmvP+oVworznoigKuqbj+qVPb09n08SbTNq0FvwhZt1Gk9vdsV10VUczVDxc\nXM997WlrAA4oukJoBviqR6B5qFEdxVfxvBBt0j1BXbd4RpMZi2JEDIaGMsTiJl3dnbSlZKL8bLSk\nkqzs7mR4cKTsfjfbvnKuqGbcTaezZfvX+rVraW/poPBqHssrEDfiE5cshMHUS1h9xUUNVeIkaIw2\nkh7KEI1GQIHCLOPXZLW0ebnxKxJTiTVpuIUAO++hRTRiZoyIPvOGxuNt0bkiVfZ+R5XUPeWzs2ni\nZozuzi5SyeKXkPHtNDg4UjYnjY+lmh/gWDY0N85Zdr7zo1NQiAQxbHzswCauxecsW/AKaIZKNKbj\neSoF2531aWsT5cfyY3NjgqYK8qOT8UgojdiRPDknN2t+jMVNHNvBDiw0TadBa8RUZ+aKs82POT9D\ntFFFyRnksw5m69xnKqXTWWINcVpjJoXMKLky+2kmnaUl0YwbQmbYxs57sz5tbZzrhqCGxQk4JwBj\n7mMYN++h6BBrjRI2U5f+okcMIrFo8cbZdvEJpIamEfo+nutPPG0NwPdfm3wK/OJEViQShUiAi0OU\n19rRcz1UTSMWN9F1nZHcyIz9StTmjZYfKxl3J+fHSnKCEK8HNc3mfPnLX66pslqXG3f8+HF27NhB\nf38/e/fuZceOHZw6dWpGuXg8PvGrxVvf+tazqlPMv63bNtHS0kghbzM0lJnxC1sQBAwNZcjl8rR1\npmhfkSKfy5Oeo2x6KEM+l6c1leTGK28glUyRy+cYygzN/tmZIXL5HKlkip03XkEqlSSXy5eNZXln\nG/FYFM/3yRfsscdSvyYMAvIFG8/3ScRNtl2zBTNu4vt+8Slcs3y2VbDxfR8zbnLVzq20ppIl13V0\nJIeVt1nVmaJjRWrOuBubGwgVBc/30RSFtuaGGZ81ud22bNs05f1tm7ZW3Y7ztU2vueEKIg0GgRti\n59wZ924KwrHX3ZBIg8HVl11B3Izh+z4FuzDr5xfsAr7vE4vG6GzrqHg9r73xipLbqLG5AUVRipfJ\nKQptyTYiRgTf93G8Yuy+FeC7IUZCQ2kOcEIbJ3AxmyEeieD5AbbjFs9gczx83ycSMWhsbphow1Qq\nydZp20zUZsu2TWX3u1L7yrmimnG3kv6168obiBkJ/NAl7+ZRdHXsDJLivblCAjzFIVB9jCBCp7li\noh2Xr0ixvLPyMaDaNi83fjW16yiGj++GKL5Oc6J5yvvT22LzxefVre7pY8q2TVunvL9126aKc1Jb\nZ4q25UmsvL3o+bGjoYu4nsAb6w/T7zcUhiF5N48XuiSMBNdccSmJuFlxPr2+gvw4vq6rG7voXDb3\nuN7QnCAwfLzQQ/cNUuryku12NvmxY00TnZ3LKmrDVCrJtbu20dzSWPk2veEKzAYD3w0pzJEfCzm3\n2NcbVIwGteJcuuOGK+raX8yx45Jw7LikNZXEiIw9ec0p3nfGdVx8PyAajRCJGLiui+t6NHktxLQ4\nHh52YBGGIZ77Wn5saE4wkhshbxdm3a9Ebd5I+bHSsU6Ov8QbjXbbbbfdVu1CO3bsqKmyWpcb19LS\nwp49e/jCF77An/zJn7Bnzx6ammbOCCeTSdasWXNWdY274447APjoRz9al88TMzUnG/ADh6GhUSzL\nYXAgjet42LZLdjTP4EAaTVPp6Gjj7bdcxZs2rGHwTPERsMNjZR3bJTda/FvVVJZ1tHHNru1cdPFv\n0ZRo4szwGbL5LAPpQRzPxXZtRsf+1lSNjrYOdm3fyZs3XkRTU4IzZ4bJZot1O46H43gU8vaUWN7x\nzh20L2/hZE8/juNiOS6+F+D5frG846AADYkYO3dv5x2/fz1hEHCqpx/PcYsHRV4wcaDkjpWPJWLs\n2L2d62+5ioamRMl1RYGWVDO7f+da3rRhzZS4J7fhyMgokYiBoWk0mRGcXKFku619U9eUbZRsaK66\nHedrm269/M14qs/LJ0/h2z5ePsD3/GLbj/2NAtEmgx27r+B33n4zQRDS09+D47o4roMf+PiBj+M5\nOE7xyTGJWJybLt/NlZdcWfF6btl4UcltNDrW7pqmYZoRnIJDRIsU47UDvHxAQIhihtDuYZlZwgB0\nL0JjoYkGtQHX93Fdn4LjFJ+Wp2tEYlGy2fxEG+7ctZ3zp22z+ZDJZABmHXcXW71ia0o2lN3vSu0r\n8xVXvVUz7lbSv1Z1dhK6Cj19L+MGDk5ogRISKgGB6uNpxXuxGH6ENq8dZVSbaMfrb7mK9bOMAa7j\nYeXtqtt8unLjV7owRDSmoQVRTD1BftQq2RapZcWzeirZptWOnW/qOn/Gdpqek0qNpcs6mkgPjWJb\nzoLkx7liecct19PelqK372WcwMEKCvhBcYLGDRwKQQEFhYZII7u37+Sd73g7BEHF+XRnBflxfF1v\nfPsOzn/Turm3fzaNrmkYfoRWZznuYDBv+fHmHbvZsO78itpw567tXPyWC/ECp+Jtuu3yNxOoPj0n\nT+HZPvZYfvS8AHfsb0WBWJPB7puvYv2F3RXn0l03XD/Lejo4nkPeLlTdX9Ijo+hjxyUxM4Jj2eiG\njuf5+K6H67iEIei6hhkzJ77Aq6qKERrEjBiOYuOELlZQICBAM1QiCZ1RaxQFSDWnuPmqm2bsV4tt\nqeYFKB1bvfNjPWOrp2rG3fH8eK5u08W2lGMTs6tp8gjgwIED/PrXv+a5557D8zyWL18+o0w2m+WO\nO+7gkksuWZI32a6ETB4tDN2A5R0txMx48R4IYzcvNgyNVCrJhRvW8rad2zj/TV2k2lvpWLWcwA8m\nyiqAbmi0ppKs37CWq3dum0ha7a3LWbV8JX7gF6+nHzsAMTSDVDLFhrUXsnPb2yYOLpa3t7Jy1XL8\nsc8ff8KQaUZmxLL+gm5Sbc0MD4wUD3QmboqtEjejrF7VzjvfdS1XX38ZAOdd0E3LWHlnrLwCKFrx\nBpqdq9rZ9a5ruXysfLl17exazluu3MSmLRtmxD29DTduXs/V12wh2ZSoqN2mq7Yd53Obrl+3luTy\nJgbSQziuM/FUM0VTiCR0lnenuOl3buDqKy8H4ILuN9HWnGJgZADHdSY+X1M1zKjJqvaVvOva3+X6\ny66tej3LxX7B5vVsvWYLDWPtrioqhm6gaKBEQWsO0VcomC06y1uXs7J1Bauj3bRG2tA1haihg6qg\n6xpRM0pjc4JEQ2xGGy6EpZzk6xlbtf1xoeKqt2r20Uq86bx1pJqWMTA4PDEeKqqCEiroQYS430CH\nsoJULDWjHae3uTM27kbNSNVtPpty+/WmCy/gmm3baIo3lW2LardptWPKdOXG9smxqQakpm3T+cyP\npWI5f6w/DA8O4zjuRFlN0YjrCbraVvM7N7yTa664AqDqfFrNflpuPdd2drP1TZfR2bRy3vNjNW0I\nVL1N37RuLW1j+dEdy4/Fm5ErmAmdFd0pfvd3buC6Ky+vOpdOX8/xJ5iZEbOm/rJh83quuGYLjeP5\nUVUwDL34YAldIxqL0NCUIN4QI9Xeypr1q2lftQwzFkUPIphhDEWlWNaM0NCcIBGPk0qm6Fq+mis3\nbWfLhktK7p+LYSnnhXKx1TM/1ju2eqp2Pz2Xt+liWsqxidkpYUXPdJ1qYGCAFStWTDyx6Pbbb+cL\nX/jCjHKDg4MsW7aMtWvX8uCDD9btbKCFNP60tbmexibqY/Ld9gcH0pzsPY3tuEQjBqu72ue818bw\nQJpXek/jOC6RiMGKrvaS11cPpAfpPX0Sx7WJGFG62leXvA5+cCDN4cNHcV2Pzo6OkrG89HwvR55+\ngYJlEzOjbLpkPeedP3fyPPF8L8eefgHLKt7rZ8Ml61lTovxs65qzssDMpxSUa8Nq2226Stpxobbp\niy+d4OjRYxPtuHHjBtadt2bO8s/3vsCjv3wM27FJpZZxyfqLOL9rfc3rWU3s0983k1FG3PSUz7ey\nxadMJcyGKWVjjTEyo4WK2nC+LOWnYsxXbGe7r5wrbVbNPlqJF44f51fHjlKwLWJRk7UruogG0Yra\ncXggza8PH8VzPTo6Oqpu83LK7dfl2uJstmm1Y8p01cS2EPmx0j7z4vHjPP7zgziOQ6otxeYNG1m3\ndu2cn11tPq1mXWdbz/Fxt5Z2q+Tz52rHStrwbLbp8y+d4NdHj02040UbN3D+HPmx2lw6kB7k8NHD\nuJ5LR0fnWfeX6euWaIyRGy3Muq4zcmlLhBFnZM5tutScK3mhnLPdV+Yztnqqdj9daiQ2UU81TR7d\neeedfOQjH+Hmm2/m61//OuvWrZuz7N13382XvvQlXNfl6aefprm5ec6yS5FMHi2MpTx4SGy1kdhq\nI7HVZqnGtlTjAomtVhJbbSS22khstZHYaiOx1UZiq81Sjk3MrqYbZj/44INcf/31/Pd//3fJiSOA\n9773vfzsZz/DNE2+9a1v1RSkEEIIIYQQQgghhFgcNU0eHT58mM997nMVl0+lUtx2223813/9Vy3V\nCSGEEEIIIYQQQohFUtPk0alTp9i0qbrHEl5zzTX85je/qaU6IYQQQgghhBBCCLFIapo88n2f1tbW\nqpZpbW3Fdd1aqhNCCCGEEEIIIYQQi6SmyaPOzk5eeumlqpY5fvw47e3ttVQnhBBCCCGEEEIIIRZJ\nTZNHV199NXv37q1qme9973vs2LGjluqEEEIIIYQQQgghxCLRa1noIx/5CDt27OCSSy7hPe95T9ny\n//7v/843vvENHn300VqqE0IIIYQQQgghhBCLpKYzj7Zv386tt97KH/7hH7J7927uuusufvOb35DP\n5wnDkHw+z29+8xt+8IMfsHPnTt73vvfxsY99jMsuu6ze8QshhBBCCCGEEEKIeVTTmUcA3/72t3Ec\nh7179/J///d/c5YLw5CPf/zj/N3f/V2tVQkhhBBCCCGEEEKIRVLTmUcAmqbxz//8z9xzzz1cffXV\n6LpOGIYT/3Vd59prr+W+++7j29/+Nqpac1VCCCGEEEIIIYQQYpHUfObRuJtuuombbrqJfD7PSy+9\nRCaTobm5mbVr1xKPx+sRoxBCCCGEEEIIIYRYJGc9eTQuHo+zadOmen2cEEIIIYQQQgghhFgC5Foy\nIYQQQgghhBBCCDEnmTwSQgghhBBCCCGEEHOSySMhhBBCCCGEEEIIMSeZPBJCCCGEEEIIIYQQc5LJ\nIyGEEEIIIYQQQggxJ5k8EkIIIYQQQgghhBBzWtDJo+uuu24hqxNCCCGEEEIIIYQQZ0mv9wcODg6S\nz+cJw3DK62EY8vDDD9e7OiGEEEIIIYQQQggxj+oyeWTbNp/97Ge56667SKfT9fhIIYQQQgghhBBC\nCLEE1GXy6I//+I+544472LhxI9deey0NDQ0oijKlTBiG/Ou//ms9qhNCCCGEEEIIIYQQC6Quk0c/\n/vGP+cY3vsGnPvWpkuW+//3v16M6IYQQQgghhBBCCLFA6nLD7Hw+z549e8qW279/fz2qE0IIIYQQ\nQgghhBALpC6TR5deein9/f1ly02/lE0IIYQQQgghhBBCLG11uWztb/7mb/jTP/1T/uVf/oVUKjVn\nuWuvvRbf9+tRpRBCiEUykB6k9/RJHNcmYkTpal9NKtm22GEtCS8eP84zx45i2RZm1KQ9tZzVK1Ys\ndlhCCCEWgOTH2Z14vpdjT7+AZdmYZpQNl6xnzfldix3WohgcSHOy9zS24xKNGDS0RMg4IxX1meGB\nNK/0nsZxXCIRA7MlwkiFy1aiVP+dHvfqrnbaUsma66qmbrF01DR59MEPfnDGayMjI6xatYqtW7ey\nYsUKYrHYWQdXjePHj3Prrbdy6NAhOjo6WLNmzZT3n332We6++2527NixoHEJIcTrRd9gH7966RmG\nssPkCjmCMEBVVBKxBN2dXWzbtJXujjfmweCThw9z/2MP0Dfcj+PbhIQoKOiKTqpxGTdf93Yu27Jl\nscMUQggxD3r6ezl05Al6+nolP05y+NARHtl3iFdPD+K6HoQhKAqPP/Qky9rbuHrXNrZs27TYYS6I\n3p5+njh0hN6ePnK5AoUgS04dxNMstIhCPB7FNKOz9plTPf0cPnSEUz195HMFckGWtDqIrVmoEQWz\nxLKVKNV/W6LLUbMJ0gM5crkCQRCiqgqJRIyu7k62bttEV3dHze3SN9jH488elH3nHFHT5NHevXvn\nfO/RRx+d8735vGxt7dq1HDhwgDVr1rBnzx5uu+22Ke9Xck8mIYQQs3vmxaPse/J+hkeHcX2PeCyO\nrmk4nstQZpjBkUF6+0+ya/tONq/buNjhLqh7H7ifew/eR87N4eOho6OgEuBjBRaFtMW//s9dDAwO\nsPuGGxc7XCGEEHX0zItH2XfwPgbSA+StguTHMQ/e8ygH7j2IlbcIggBV1VBUhdAPKDgFXj7xCv/5\n/f9l6NVhrr/lqsUOd14dfeZF7tt3kIGBNIW8hdLgkDXO4IY2vueheTqWbZNoMGf0mUje5OF9Bxka\nSGPlLfwGh0HjDPakZW3bxpll2Ur6W6n+e+bUKC8OjoCnYygRmpsa0XQN1/EYHsowODjCyd5+du7a\nzsbN66pul+dffoHHjvyMrJWVfeccUfNla8ePH6+qfBiGrFtXfaeqlz/7sz9j5cqVi1a/EEKcq3r6\ne9l38D5OD58hHo3RuawTVX3tlnlBc0A6m+bUmVPsO3gfTYnGN8yvRE8ePsy9B+9j1MmgKwYJvXnK\nDyWe72EHFqNOhnsP3keqLSVnIAkhxOvEeH48deYUiXiCro7VZfOjVp9bzi5phw8d4cC9B8nnCmia\nRiwWndouQYBju+RzBQ7ce5DWZS2v2zOQenv6uW/fQU6dOkMiEadtZYI+tx8vsDHQiSkJPM/Hd3zc\nPLR3LMf2C5w6c4r/eui/SQwmyfYXiCfiNK1McMLtxxlbNqEk8MeWDfKwvGM51tiylfS3Uv23kPHJ\nZfI4BQ9UF6NBoaHZJBYtXl0UBM2k01lOnTrDffsO0tiUqOoMpJ7+Xh478jNOD5+hubGpon3njXJs\nuZTVNHl0wQUX0N3dXfVyV199dS3VnbU1a9Zw4sSJRalbCCHOdYeOPMFAeoB4NEZzonlKcgdQVZXW\nplYABtIDHDryxBsmwd//2APk3By6YhA34jPeVxWFmBbD8m1ybo77H3tAJo+EEOJ1Yjw/JuKJiTw4\n2Wz58YoLty90mAvukX2HsPIWmqZhxqIz3ldVFTMWxSrYWHmLR/Ydet1OHj1x6AgDA2kSiTitrU2c\nsp/HCQro6ERUE4CIoeMAjuOSGcnRuaJ4D+G+V/uJ5jKsTHSTbG3iJft5rLFlo2PL6kbx67zjuGRH\nciwfW7aS/laq/470ObiFkEhUI9TB9VyGR4cnJo9UVaW1talY10CaJw4dqWry6NCRJxgeHSYejVW8\n77xRji2Xspqmvo8dO1ZTZfv3769pOSGEEItjID1IT18veatAY6yxZNlkQ5K8VaCnr5eB9OACRbh4\nXjx+nL7hfnw8Ynrp+/zF9Bg+Hn3D/bxY5Zm7Qgghlp7J+THZUPrGwZPzYzqbXqAIF8eJ53t59fQg\nQRAQiRoly0aiBkEQ8OrpQU4837tAES6cwYE0vT19FPIWyWQDTlAg74/i4WEoUyfVDEPH930KeQvX\ncUlEEliORS4cJdKkYwUFsv4oPh6Racvqhk4wadlK+lup/usUAgoZn8AL0aMKhm7gBz4Fq4DjOVPK\nJpMNFPIWvT19DA5U1rfH67ZcW44tzzF1edoaQCaTASAajRKNvtahX3rpJZLJJK2tM2cU58vevXs5\ncOBAVcu85S1vmfX1Y8eOsX79el5++eU6RCbm4rouwJJsZ4mtNhJbbZZabMd6nmU4M0xEN0CBIAyw\nCtac5SO6wXBmmMNHD7Oh+8IFi3Mx2u3xnx/E9iy0UCMMA8JwZpnXXgvQQg3bs3j85weJGqUPqBfC\nUutrk0lstZHYaiOx1eaNHtvk/OjYTtny4/nx5JmXSUQTr9t2e+LRX+LYLoqqQhgSlHnStqKqOLbL\nE4/+Ej0293kN52J/e/ZYD8PDGYyIjuPYjAaDOL6NikZAANOOG1RVxXU9RkZGUQA1UAm1gBFnCGBi\n2ZCZxxyKquK5HpmRURIN8bL9rVT/zQ34eLaPokEQhhCGqIqK67mMjI7QGGuYUt6I6AwPZzh8+CgX\nbih/ddJ43aYRBYWSx5WweMeWr2erVq2qabm6XHS7b98+WlpaaGlp4VOf+tSU9+655x5WrFjB3/7t\n39ajqors2bOHAwcOTPwXQghRG9dzCYIATdUqKq+pGkEQ4HruPEe2+BzHKT5VrcKHQSiKQkiI45T/\nkiGEEGJpqz0/evMc2eIqTkRUlxshrGgC7lzjul6xj2jFr9wBAYw9jXU2igIhIUEYEk6aHQrG/oWE\nqGWWHV+uXH8r1X+DYOzBeJNmCopbCcJg5i9lmqYW63Ir69tybHnuqsuZR3fddRcdHR1885vfZPfu\n3VPe+/CHP0xjYyOf+cxnWLVqFe9973vrUWVVKrnf0S9+8YtZXx8/I6nW2TlRmfHZ8KXYzhJbbSS2\n2iy12M7kBjCfM7FcG3XsKMKMmXOWz1ijmEaUjo7OBV2HxWi3VFsK9QUVP/RR5zgACoLiL66qqoEP\nqqKSakstie271PraZBJbbSS22khstXmjxzY5P5bKi+PG82MsamIYxuu23VKpFIr6PKEXoGoVTA6E\nLoqmkkqVzo3nYn8bOJPDNJ/DtlxMM4blxVBtjSD0Z5048QjQVBUzGi1OESkKSqgQjRQvjddsbc5j\nDoUARVWJRqOYMbNsfyvVfx3TRdMCAi9EG7vPpacoqKpK1IximlMv1R/NWERNg86Ojoq2z3jd2XwW\nVVHL7j+LdWwpZqrLmUeHDx/mzjvv5F3vehfx+NQbhiYSCT74wQ/yT//0T3z961+vR3VCCCEWSFf7\nahKxBPlCniAISpYNgoB8IU8ilqCrffUCRbh4Nm/YSESL4uFN+YVwNmEY4uER0aJs3iCPmxVCiHNd\nrfmxs63ymwqfizZcsh7D0AkCv6J2CQIfw9DZcMn6BYpw4azuaieRiJHPFwiCgLjagK4YeLgzjhtC\nwPd9NE0lFosW7wel+OArxEnQUGJZJi1rxqIV9bdS/dds0lANBd8rnskUAn7go6vaxA2zxwVBQD5f\nIJGIsbqrvaJ2Ga+74FhybHmOqcvkUW9vb9knqe3cuZPnnnuuHtUJIYRYIKlkG92dXcTNGKOF0ZJl\n09k0cTNGd2cXqWTbAkW4eNatXUtnSwcaOgWvULJswSugodPZ0sG6tWsXKEIhhBDzZXJ+LHcT7Mn5\nsdzNtc91a87vYll7G+rYvYxKcWwXVVVZ1t7GmvNff0/Saksl6eruJBY3SaezRNQYca0RHR03tKeU\ndV0PTdOIxU2MiEHOyWFGTBJKI07Gw1RjNGiNaOg405b1XA910rKV9LdS/TcSU4k1aai6gmeHuJ6L\npmrEzBgRPTKlbDqdJRY36erupC1VWd8er9s0onJseY6py+SRqqrkcrmSZXK5XMXXvtbi+PGeIagn\nAAAgAElEQVTj7Nixg/7+fvbu3cuOHTs4derUvNUnhBBvFNs2bSWVTJG3C4zkRmb8ShQEAUOZIXL5\nHKlkim2bti5SpAvvxitvIGEk8EKXvJuf8WtgEIYU/AJe6JIwEtx45Q2LFKkQQoh6G8+PuXyOocyQ\n5McxV+/ahhk38X0fq2DP2i5Wwcb3fcy4ydW7ti1SpPNv67ZNpFJJcrk8Q0MZmtXlRNQYHh5OYBGE\nIY7r4fs+kYhBU3Nios90LutgdWMX+Vye9FCGlLocc2xZO7CKZzVPWrZh0rKV9LdS/be5M4IRU3Bs\nH7cQYOgGLY0tE+8HQcDQUIZcLk8qlWTrtk1Vtcu2TVtpaWwhbxdk3zmH1GXy6NJLL+UrX/lKyTJf\n+cpX5nyiWT2sXbuWAwcOYFkWJ06c4MCBA6xcuXLe6hNCiDeK7o4udm3fSXvLcjzfo7f/JGeGX2Uo\nM8SZ4Vfp7T+J53msXL6SXdt30t3x+vv1cC6XbdnC7u07aYw0ERCQ8UbIuVnybp6cmyXrjxKEIY2R\nJnZv38llW7YsdshCCCHqZDw/rly+Es+T/Dhuy7ZN7Ni9nXgiRhgEFHIFCjkLq2BTyFkUcgXCICCe\niLFj93a2VDnxcC7p6u5g567trFy5HM/zGDyVI5pvRfejuL5H1hvBxUKNhBhxeHXkzESfeed17+Cm\nm95Gx9iymVM5mvOtRMaWzXgjWFgQCVHjcGbSspX0t1L9d9Qfwm/KoMdCdM0AyyA7YjE0lOHVM8Oc\n7O0v1rVyOTt3baeru7rLMbs7urhy0+XFY0vZd84Zdblh9qc//WluvvlmDh8+zHve8x4uuOACEokE\nuVyOZ599lv/4j//g8ccf56c//Wk9qhNCCLHANq/biJXN86uXnmEoO0yukCMIA0xDp62ple7OLrZt\n2vqGTO67b7iRVFuK+x97gL7hfhzfJgRUNKJqlFTjMm6+7u0ycSSEEK9Dm9dtpCnRyKEjT9DT1yv5\nccz1t1xF67IWHtl3iFdPDxafxBWGKLpK1IiwrL2Nq3dte11PHI3buHkdjU0Jnjh0hN6ePnK5AtHA\nJKcO4mkWWkQhnohiRqMkYokZfaahKcHhQ0c41dNHfmzZtDqIrVmoEQWzxLLllOy/61tp2bgcNZsg\nPZAjlysQBCG6adDa1kRXdydbt22qeuJo3Pmr1tMQS/DSqydk3zlH1GXy6O1vfztf+9rX+NznPsdj\njz02431FUfja177Grl276lGdEEKIRdDZ1klnWydmQ4ze0ydxXJuIEaWrffUb/jr0y7Zs4bItW3jx\n+HGeOXYUy7YwoybtqeWsXrFCng4ihBCvY90dXXR3dDGQHpT8OMmWbZvYsm0TJ57v5djTL2BZNqYZ\nZcMl61+X9zgqpau7g67uDgYH0pzsPY3tuEQjBg0tETLOSMk+s7K7g5XdHQwPpHml9zSO4xKJGJgt\nEUbKLFuJSvrv9LhXd7VXfI+jUjrbOrns4stk3zlH1GXyCOAzn/kMN954I9/5znd46qmnSKfTJJNJ\n3vrWt/LRj36UzZs316sqIYQQiyiVbJOEPod1a9dOuSH2+ON7hRBCvP5JfpzdmvO73nCTRXNpSyVr\nnnRpSSVpqcOEzVxK9d+zifts6xZLR90mjwAuvvhi/uEf/qGeHymEEEIIIYQQQgghFlFdbpj9/e9/\nv+T7v/d7v8eHPvQh+vv761GdEEIIIYQQQgghhFggdZk8uvXWW0u+f/nll/OLX/yCj370o/WoTggh\nhBBCCCGEEEIskLpMHoVhWPL9T3/60zzwwAM88sgj9ahOCCGEEEIIIYQQQiyQukweKYpS8n3Hcfj5\nz3+OYRj1qE4IIYQQQgghhBBCLJCaJo9uv/12NE2b+B+G4ZS/p/+PxWLccsst7Ny5s97xCyGEEEII\nIYQQQoh5VNPT1tasWcPVV1898fcjjzwy5e/JFEWhpaWFSy+9lE9+8pO1RSmEEEIIIYQQQgghFkVN\nk0cf+MAH+MAHPjDxt6qq7N+/v25BCSGEEEIIIYQQQoiloS73PPre975Xj48RQgghhBBCCCGEEEtM\nXSaPJp+FVMpf/uVf1qM6IYQQQgghhBBCCLFA6jJ5VKnbb799IasTQgghhBBCCCGEEGeppnse/fVf\n/zUnT57k7//+7wG47rrr6hqUEEIIIYQQQgghhFgaapo8+qu/+isymQxf/OIXaW9v58CBAxUtpyhK\nLdUJIYQQQgghhBBCiEVS0+TRT37yE86cOUN7e/vEa0EQlF1OVRf0KjkhhBD/n717j5Hrug88/z3n\n3Fv31qOfbLGbEkXqQTlSIsXy2l5T2Ykl7zykbBJMsLP/TuAAATKz/838scBgMANj//QAi/lndgAj\nQGYwi2CADDAZJN5Ik6wsvyIqtkzHoiAFth5NkWqSqmZXV9fjvs45+8etblZXd3VVN9kkrfw+gC2S\ndevcc3/n3Ps7de5LCCGEEEIIIW7TkSaPXnjhhV1/f/7556f63rTLCSGEEEIIIYQQQoj7wx25FOhb\n3/rWHV1OCCGEEEIIIYQQQtwfjnTlEUCSJPy7f/fv+M53vgOUVyP903/6T4nj+I5VTgghhBBCCCGE\nEELcW0eaPOr3+3z5y1/mRz/6Ed57AP70T/+UP/zDP+S73/2uTCAJIYQQQgghhBBCfEocafLo61//\nOm+++SbPPPPMznOMXnvtNd58802+/vWv86//9b++o5UUQgghhBBCCCGEEPfGkSaP/uiP/ojf/u3f\n5g/+4A9QSgHgveerX/0qf/RHfySTR0IIIYQQQgghhBCfEkeaPHr//ff54z/+452JIwClFP/yX/5L\nnn322TtWOSGEEEIIIYQQQghxbx3pbWtpmvLYY4/t+fdz586RpunY720/XFsIIYQQQgghhBBC/Hw4\n0uQRgNZ7v7rfvw37yle+ctTVCSGEEEIIIYQQQoh74MiTR0ex/WY2IYQQQgghhBBCCPHz4UjPPPLe\nY4wZ+/m4z4afkSSEEEIIIYQQQggh7n9HmjyCo11FJJNHQghxPH7208v85Mc/o5+kVOOIX372HOee\nODN2+fVmi48uXyfNcqJKyMNnljmxNH8sddtotvj48nWyLKdSCXnwzDILQ+tqtta5fP0jsjylEkbM\nhfMkrXTs8qOarXXeWX2XvMi50W1yZvlhluZPjF12eF0HLTuN2ynvuOMyqfzDGC0rno/YzFt3LI63\nU5fqTJX2Vn+nLzcWKrSzzZ26zYTzdFvp2L4+ui/MzlTpb/X3jdt6s8W776yS5wXNG10aM1U6Q+s+\nzv1ICHE0f1vz42Hz02Fy6TTudH48qOzDxOVO5sbt8t57Z5UiL9i80aU+U6U7JoccNi6H7Yvvvf8h\nb7/9DkmSEscRpx96mJvrmzs5a/T77//0MpeG9o2nnz3HY2P2jUlxG62r5MdPpyNNHimlsNYe+nsH\nXa10Oz744AN+53d+hwsXLrCyssIjjzyy6/MLFy6QJMmxrFsIIe6lv7pwiVdevsD16+vkeYH3HqUU\nr776A5aXT/DiS+f5H88/vbP85dVrvHHhEpdX1+h2+zjn0VpRr1c5c/YUXzr/NGfOrtyRul1dvcbF\nC5e4urpGb2hdtXqVh86eYvkzJ3h//Wesrl2m2++SbzlcE+gbQhVSi+rEUbSz/OfOP81DQ3VbvXaZ\nC5feYHXtMhvtDZxzxH8TU6/WOXvqDOef/hJnV87sWbbb7+K8Qyu977LTuJ3yjjsuk8ofXf4wbZik\nKb20S+5zqFr0EoQzR4/jYeypS5LR6yYU1kJgcDVPP25RmARTUYRE2M0Q2zcEQ3Hb7utnz66wunpt\nZ1/Ik4yil0BhCYyhVo+J4wq1epX6wgw5ipsbbTY22qRpRp5ZCmsJAkOtVi57HPuREOJo3vrJ+/zB\n7798X+bHT9bW+fH33z2WPHDY/HSYXDqN48qPs4sNTjw6w/ffff1IcbmTuXG0vNZGm3yQF6y1mMBQ\nrcVEgxyyX5seFJfD9sUf/ugi3/rz77O+tkGRWpwFX4DnDbzRhNUqswtzO9+frcdc/OG7XLu+Tjay\nb6wsn+DvvXSeLwz2jUlxWzm7wgdDuXQ4N0t+/PRR/giXED366KN88MEHh17ZUb83rUceeYSvfvWr\nfO1rX9vz7x9++OGRyvz85z8PwJtvvnmbtRMHuXLlCgCnT5++xzXZS+p2NFK3ozlM3b75J9/l5T97\nnX4vwTmH1gatFc55nLNoranWYl76tef49d/8Vd5+6z1eefl1ms0W/V5CrVbFBAZbWHq9PtVazNLS\nPC++9By/9Mzjt1W3v3nrPb798uvcbLZIegnVoXX1e32KRka7dhNdA+stcVrHXzO4BHzhUQEEYUAj\nbuByR1yLWVya5/mXnuMXnnmct957m5dff4Vmq0kv6VMJQow2KKPp9XvU4ipL80u89NyLALuWrVVr\nBMZQWLtn2Wce/6WJ2za67oPKW4jmdsXsuOMyqfzh5esL0YHtOVqWDjWdpEORF/gCVKDQMagVSxJ1\nDx3Hg4z2tT11MYZut0+RFzjnUAaKMKc/1yGt9jD9GrTraBvgLJihuNncobUmywsqYYBzjkgbbK+P\ny+3OvhOEAfV6lW6S0iksDgiCABNq+r0Ma+3OfheGhlqtinN24n50nD4tx7a7Tep2NPdz3f7w//lT\nvv/dt0jT/K7kx8P4/rcu8Ob3LtHrJHc8D2S15FD57jC59E7nx9HyJuWvJO6xVd8gnDGHjgswdW78\nhSnad7SuHk/Sy3BDeSEIDdVBXhht04Pionvxofriy//9VV77s++TdXJ8AWjwhcJ7UB484I0ibNRw\nSoN19HoJ3oP1jkAblFZ45ymcxWhNvRbz4q89x6OPPHhg3KzWdPICEwZY5zCD3JwPcvOk/Hg/H0PE\n/o505dFRJ4COc+LoIP/xP/7He7JeIYQ4Ln914RIv/9nr9Lp9jDFUq9GuN14650jTnF63z8t/9jpK\nKd5950OuXr1BvV7j4TMrI8vP0Wp1uHr1Bq+8/Dozs/Ujnxm6unqNb7/8Oteu3qBWr/HgyLraueZn\nvSv0sx6Ri1ieXSFrevLEEoYK1VAUtiC3GX16rCwvk/ct167e4Nsvv067aPPa29/i6o2r1Gt1zqw8\nTJZmAMTVGDfnaHVaXL1xlf/62h8DcHPz5s6yu7Z7aNmXX3+F2frMgWdYV69d5uXXX9m17oPKe+GZ\nX+XUiVN3JS69bp8ffPfHY8t3bo52q7Oz/BdfeIYHTu1/qfxoXReW57h28zq5yjBVQ2ACfOqxiSdo\nhpx6Yo6u3po6joexpy4PLHD92jq5dZgwxBhHlieoXFNt1wmISTcDfKbxxhPPBHgc1mak9FiYW+ST\n6y2yLKeohKycXCDd2MJaRxAadFChKBy5tWz1U1IgL8qrrUOjydLyx0EYhgSBpigs1jryPGd55QRp\nmt+R/UgIcTR/deES3//uW/T7GUFw/+XHN793ifXrG8zMzdzRPPDNb/53uidarG81p8pP3X6X7/74\ne1Pl0uPIj8PlTZMfr3Uuk9g+cSc+VFxe+a+vAdC6uTlVbmzM1g+8Amm0rosPLHD9409wzhGEISbQ\n2KG8UF+OuGxvtelDDz5IrV7dNy5//Mr/i745z83m1lR98aOPP+K1l79PupmjQ0XQMGRdj8OjNKAA\n59HOY3s94rkZbrb7FM6jFdSrEUFwazrAO0c/zdnq9nnlT7/Pg0vz9Lu9feO21Y15/6Pr9Ae3pS2d\nXGRjo4210+dHfTw3JYljdFfftna3ffjhh7zwwgs8//zz97oqQghxR73y8gX6vWTfiSOgPKtajTDG\n0O8l/Pkrb9BstqjXaywuzu67/OLiLPV6jWazxRsXLh25bhcvXOJms0WtXmN+n3U13Q0KkxOoEFUY\nuldSbN9hQoWJNVqp8uynMWR5xmZ3k/nFWWr1GjebLf78e39Bs1UOjhdnF/ffltlF6rU6a801Pm6u\nTbVss9XkwqU3Dty2C5femHrdzVaTv37/rbsWl++8fOHA8rXWu5Z/96/fn7oNN7ubZHmGMYZKEKJV\nWScTKmzfkVwvDhXHwxitS3uzQ5blGGMIKwGFynFBAdqj8wDXqkBhQHswDmvtrrg1b27svPjDe89W\nc5Miy9FGYyohSmvCSoAxhk6akaQZYRgQhSFZmlOkBcZoKpUArTWVSogxmizLaW927th+JIQ4mlde\nvkCS5hij78v8uLmxRVyL7nge+GjrMmufXJs6P7184ZVD5bM7nR+Hy5smP9qgIFDBoeNyY63JjY+b\nU+fGixPad7SuW5vlFbnGlLlDa004yAt5lrOWfLyrTTub3bFxufZhm7W1T6bui99++Q2yTjlxFNVD\nigyc8ygFyijQCozCK8B6Nm9ulbedAVopbOF2la+0plaNCIwh7yfcWBsft/XNDtZ7AmNQ3nOz2drJ\nzZIfP70+1ZNHQgjxafSzn17m+vX18nabKDxw2SgKsdbR3uqy1e4yP984cPn5+Qb9XsLl1TXWm61D\n122j2eLq6hpJL2F2n3Ulrk/HbmEpqAZVfOopOq68lSja/VKFMAixztJP+mRFxux8g62kzdrGNTq9\nLvONgx+8WItqJFlKmqXUotrB292Yp5f0WV27TLO1vu8yzdY6q2uX6SX9ieveLu/j5hqtTuvY49Lr\n9Pjk+jq9Tn/f8ofNzjdIegk3Pm7SbnX2fD5a16zI6Cd9rLOEwe7+piOFKzx521L03VRxPIw9dcly\n+v10cGbT4L3F+gKHhwC8BZspvAMVli/3sNbhvCcMQorCkiU51lqiKMQVliLNcNahw90XY2ujKKzD\nOkdgNMZonHN45zB6pE3CAGsdvX75wNbb3Y+EEEeznR+9c1QqB99gca/yY5bk1Geqez6/nTxQmQ3o\n+i2SLKFeqR+8HY15Or0u19ev0+lPzqXHlR+3yztMfox0fKi4VGsRaZKRpuWfD7KdG6+urrExpn1H\n65pnOUk/xVmHCXZfRhOEATkZPboUvmxTZy39XkKe5XvKrptZ0i1HkuTUGpWDYzjfoNvu0N/s43MI\nawHOgcvL+9TU6C98rXAOCgcOMFoN8mN5Je2oamhQHoq8IAj3Xh6UZjndfkphHdXBfpSn5e3c4cjy\nB+XH1j5jEHF/O/Lb1u5X/+E//Adee+01AJIkIY7jqb63/WyjUe+88w7nzp3buSdTHI88Lw+i92Oc\npW5HI3U7mmnq9r3v/ogszdFa7yT/g2itcNbhnCPL0ol1CCsBGxttLl58myefOnuour33ziqtjTZh\nJdh3XRtuncymaAwehylCKADtcd7DyGP4tNLkRc7m1iYz1QY2ykmLhMhXdi6vB3C+HPwk/VsvR9jq\n3xqUdLqdcsR0gEoQstHe4OLbF3nq7JN7Pn9n9V022htUgnDXug8qr5f2+OjGFdY/2jzWuCilyNKM\nuBZN3cZJL+XaRzf2DNZH23Cr3yEvcrTS+w4yMVCkll6zT2XJTIzjNLb72k/eeXtXXTqdPlleDJ5d\n4ijI8N6hUICnUB7vNEp5FB6vKJ/jkBeYwKCcxjmP0eXEUqDAW4c3Gu8cw1HOCluerYVd+5hS5Znd\n0f1Oa0WR57Q3t2jMVMfuR8fp5/3Ydq9I3Y7mfqzbdn5UWk/1gp87lR+nsX1srcQhoEiS/q7PbycP\nFFGKNw7tNJ2t7sS3YisFaZZRi2oTcykcT37cLq/Sq06VHw0BCnWouOji1kRGp9PFTxgIhJWA1kab\nn1x8m8f3ad/R/NjtlM/30aacrXEj/a2IMqwq0E7jlUNpTZEXtDe3qDd2n9Tq3rTgNGjLVncL3ITH\nEnuHtx7M4ERJ5vCD73jYHRcFFvD4Ml8qhfLgvKcoCoLRl1pZhx6U02ptEYS7Z6NaW32yPN+ZhILB\nFU9m/3HCuPx45aMb1OvRfXUM+dviqM+Z+tRdefTVr36V1157jddee43//J//872ujhBC3HFpmpUD\nAKUmL3wE21dY5Hlx6O8WeYF3bmcgNcrh8Hg0Zd13tmDMppRTAuwMiDBMve3e3xrAOD9h5ggw2pTb\nXew9IwiQF+WDV82UN+nfKq84/rgo4BB9Qh/QxqN19c7jx1elPMPpYTvEk+J4GKN1ca78oTBuO/3O\n/w3qNvhXP/wvw+Px7dmhfbbOD3/id5e7v/IBpW4wkL6d/UgIcTQ/D/nRHEMecEOTItO8C0mhBsfS\n6ep+fPkxnzo/qiPEZTgWftJkDGVu9M5RjGnf/fJj+WTqMTlJ7U4eSpUZab82KudcVPnA6ynqupOb\nBqv2g4djj4uL3734rT9MWNV+k0HO+3Kzd63Mjx0njMuP4+Is7l+fuiuPhj3yyCM7VyFNMu5tattX\nJMlT4I/X/fy0fanb0Ujdjmaauj2wtITWP8UW5ZstJlMo5dHaEMd7L5UftdVOiOKQUysru+oxTd02\nb3SJ4r8hS/J91xUVVUxavilFa4NV5aBLoTB678CxUAqtNVEcEcdVTCdAK43Wmrh668rS7bOkw/+W\n2rT8AeEhiuJdn+2nnWwRhxErK6f23cYb3Sbx38QkeTqxrO3yNIpqFLMyv3K8cdEGpTVG66nauNtO\nQENcjfZs62gbpjZDd/Xgh8HeunjvUIGiEleIq+HEOE5ju6+trOyOW5bacuLLerQxaG/AgfIKpVQ5\nfh+MXpVSO2N6PYhN+fkgrsbgVbHzPT2yL2l3a5g9+qwHpdiz7xWFQxtFFJVtMm4/Ok4/78e2e0Xq\ndjT3Y91u5cfyCpDJOfLO5MdpbB9be50eWqs967udPKArCpWVz7aJomhijtLGoLUut3tCLoXjyY/b\n5UXd6lT5MXd5OfkyfByfFJfCDCYS/c6x+SDddkIlDlkZ076j+TEf5CRbWBR784hi8NRqpdDaoCiv\nPtqvjbI4R6kU/K3cfhCtNVYpFB6jNU57lLLlbWtDk1nbE1VlelTlBJIqrxhSlLEarTfOYwdfiiqV\nPXWJU4sxGjvIxUoVZWJUat99blx+jKsRYRjeV8cQcbBP3ZVH+/nmN79JpyP3VAohPh1++dlzhGGA\nc/vfqz7MufJyfKXLy0OmWb7X61OvV3n4zPKh6/bgmWVq9Sr9Xn/fdTV0g0CFFOR47ylMDsbj7d6z\npR6wzhJoQzWqluX1FBUTkbt84rZEYYT3Ho8nCg9+foBzjl6/R71a58zyw/suc2b5YerVOr1+b7o4\n9ntUK1VOnVg59rgURUEYBhTFdH2i3+sTVyv7vm1ttK7VqEqgDdbZPScovfe4wqNDRThrporjYYzW\nJR48yNNaC95jMCh0eWbaQ+DKH4Ke8op/P5g9MkaX/6YsenDLmnOO3LvtU8F74hxqhRr0H6XVzgSS\nHxmYb8fBWrvzAPvb3Y+EEEdzKz+6iVfg3Kv8mPSzO54HatTBKpyyVCY8C3EnZwQhhS2mzmd3Oj9u\nlzdtfrQU5W1Wh4hLJQrLcYBnqrj0e31q9SoPjmnf/XKSMQZn3b75MUhCjA9wyg7lCU1c3fv8paih\n8MriC0UUHvx8Jucc1oMygC2v6DGh2jlpMnorH+XdbUNXZZX7R3niZJ+TQqq80195qDf2TmLVB7m4\nsHanLK0Uzu/d7w7Kjytj3vgq7l9/KyaP/s2/+Tc0m817XQ0hhLgjzj1xhuXlE2itSdODbw1KB2+c\nmZ2pMzNbn/hwwlarQ7UWc+bsKU4sHfzQy/0sLM3z0NlTxLV434cxx7pKw8xgCOgXfVSkCBoaE2pc\nunvAkRc5RhuqcZVKUKHd6jATz3JqYYVGrU6rc/ADS3tpj7gSEVUiemnv4O3utKjFVc6eOsPS/P6D\nmaX5E5w9dYZaXJ247u3yHlw6xXxj/tjjUmvUeGD5BLVGdd/yh7VbHeJazMkHl/Z9OOloXStBherg\n6qbRWxZc6tFBOXEUVPVUcTyMPXWphIO3JGny3KKUwaigvM2jKAfSplK+otjn5SSPMeWbePIiJwgM\nlbh8I0+a5ujAEESV8mqmkcvnnfXlg7K1Lh+cbR1aa5TW2JFbCvLBm3Zq1YhKJbzt/UgIcTTb+VFp\nTZYdfEvMvcqPlTiku9Xf8/nt5IGsXVBXM8SVmG7W3VP2ru3otGjU6iyfWKZRnZxLjys/bpd3mPyY\nuuRQcen3UqK4QhSVfz7Idm586OwpFsa072hdw0p59cz21UfDirwgpEKNOoEq21QbQ7UWE1b2TmR1\nbZtoRhPHIb3Owc+NarU61GcbVOeqqBDyXoHWoENV3p09OgfnPFpDoMsf/9b5QX40e66sBejn5TP/\ngjCgyPc+NyyqhIMJJE1/sB+FUQVjDPnI8gflx0kPqRf3n0/F5NH777/P+fPnWVtb4/d///c5f/78\nrv/96Ec/utdVFEKIO+rFl85TrcVYa+n30z1n65xzg7dSWaq1mL//4pdYWpqn2+1x82Z73+Vv3mzT\n7fZYWprnS+efPnLdPnf+aRaX5ul1e7T2WdeSPklgQwqf4wNL/XSEqWps7rFJ+WasrCjfiFUJK8zV\n52jdbNPr9lhcmufv/52/x9L8Et1el5vtm/tvS/sm3V6XU0uneHDp1FTLLs0vcf7pLx24beef/tLU\n616aX+Kzjz1z1+Ly5ZfOH1i+c27X8k9+9rGp23CuPkclrGCtJStynC/rZHOPqWri5eBQcTyM0brM\nzjWoVEKsteRZQeBDdBGAU7iwQM9nEFhwCqwuX908FLelxYWdB+kqpZhZmiOohDjrsFmOd448K7DW\n0ogqxFGFPC9I85xKFBJE5ZtjsqwYPGQ3x1pHpRIyO9e4Y/uREOJoXnzpPPHgDVD3Y36cW5gh6aV3\nPA88PHOGUw+sTJ2fXjr/4qHy2Z3Oj8PlTZMfTRFQ+OLQcTl5aomTDy5NnRs/N6F9R+s6M9cgGLxR\nLB/khXyQF8JKyKn4wV1t2pjb/Ta84bisPDLLqVMPTN0Xn3/pS1QaIS73pN2coFI+nNp7yodpOw/W\nozxgFHOLM+VD4hlcrRTsngrwrnwrWmEtYTXm5KnxcTsx18AoVV59pBSLS/M7uVny4yN+nJ8AACAA\nSURBVKeX+drXvva1e12J27WwsMDv/u7v8q/+1b/in//zf87v/u7v7vrfv/gX/4L5+aOd+fvGN74B\nwO/93u/dySqLEe12G4DZ2dl7XJO9pG5HI3U7mmnr9tDpk3jnWF29Rp7lZFlOUbidpJ1l5VmrWr3K\nS7/2HL/+m7/K7GydGzc26HR6rDdb5FlBmuZ0tsq/G6NZWTnBiy89xxOfOXPkus3ON2jM1lm/sUG3\n02NjsK4szelu9eje7BEFMcSOsB7Qc110pCFR2MxT9Cw4CHVIPajTbydoo3lg5QTPv/Qcv/zZX2S2\nPsuNjRt0eh2arXWyIiMrMnppn2ZrHaMNKydW+M1f/Q2eeuTJkWVz0jxla/D37WVfeu5FPnPmiQO3\nbb4xt8+6x5f3wMzSTsyOOy5Pf/7JA8vfaLZ2LT//wMzY9hyta6fVpWIq2MJiU0fRKx9hqmKPP5nT\n8jcPFcdJhvvanrpsdspX/xYWmxfYzJZvggst/bku/WobZTzYAO0NeeLBQaBDakGdpJdRqYRoY4jj\nCv0kwwQB3lpsbsmzDLwnDAyNWlz+O6AGz4UIKwG2KG/7yLK8vF0uMMRxRLfbm7gfHadPw7HtXpC6\nHc39WreHTp9kc3OTtY/XKQp7V/LjtGbnGxQuo3VzizTJ7mge+Pv/yws88ZnHp85Pn3/yc1Pn0uPI\nj8PlTZMfAxXiI0c0Ex4qLn/3N3+Vc089MnVufHRC+47WdWuzgzYKWzhsUZAP5YUojsi7xa427SSd\nsXH5jRd+jacef2Lqvvgrv/I/UGjLlY+uYlOLTRxKe5SjfPbR4L/eKIJ6jcIrKkGAsxaFIs2LMp8N\n9o1+lqGARr3Ki7/+K5z/O8+OjVtnc4uoEqKMoRJXSJJ05/b5PJ8uP96vxxAx3qdi8ug4yeTR3XE/\nHzykbkcjdTuaw9TtM79wlqUTczSbm2WSHtxxr40mjiMeOr3M//qPvsJX/u4XATi5vMhDp09ibXlP\n+vYbyMLQsLQ0z5NPPco/ePH82IHxYeq2tLzIyumT5XMAButSQBAaFpfm+cUnn+RXnvsSjdlaeX98\nxaFqoFEEJiCOYmbrs9RrNRaX5jn31KN8+cXzO4O65cWTnD75UPkcHu93bqeKKzFL80s89eiTvHj+\nH/CZM0/sWdYPzp6FJtyz7DQOU95ozI47LpPKH15+UnuOlqWVJgxClAEVgZnzBA8q4oXgSHE8yKS4\naa0Iw6B8CGlgCOKYYDaGqisHqjOG+mJAaII9cVtamueXnjnHl5//HDOz9TLORqHDAKXVzoB/dq5O\nrVHl5PIij507zanTy0TVCs45gkATmAATGOJqhdnZOo1Gdar96Dh9Wo5td5vU7Wju57otLNaYX5ih\n183uSn48DB3C0soC1bh2x/PAYfPdYXLpNG4n307KX2cffpjPffZplpZPHDouh8mN0xgtzw7yghnk\nhahaoTFb5pD92vSguBy2L557/FHmT87SbN0kywe3u+nygeIYBRVDpVFjbnGepaV5nv7sZ3j22SdI\n+2k50TW0b9TiiIdPL/Nb/+grfPnvfnFi3J565hy/8vznqA9y6XZuVkpNlR/v52OI2J/y07zP8W+x\n7betjXsbm7gz7sc3dmyTuh2N1O1ojlq3n/30Mj/58c/oJynVOOKXnz3HuSfGD4LWmy0+unydNMuJ\nKiEPn1me+AyHo9Zto9ni48vXybKcSiXkwTPLu54n0Gytc/n6R2R5SiWMmAvnSVrp2OVHNVvrXHz7\nInmRs7JyijPLD499LsPoug5adhqTyjsoZscdl0nlH6Y9R8uK5yM289Ydi+Oow8StOlOlvdXf6cuN\nhQrtbHOnbjPhPN1WOravj+4LszNV+lv9feO23mxx8eLb5HnBqZUVGjNVOkPrnmY/Ok6fxmPb3SB1\nO5qfl7rdjfx41LodZx44bL47TC6dxu3k2/3i0k3K5yGdPn36tuIyKeaHtdFs8ZOLb1PkBSsrK9Rn\nqnTH5JDDxuWwffG99z/k7bffIUlS4jji9EMPc3N9cydnjX7//Z9e5tLQvvH0s+d4bMy+MSluo3Wd\nJj/ez8cQsT+ZPJpAJo/ujvv54CF1Oxqp29FI3Y7mfq3b/VovkLodldTtaKRuRyN1Oxqp29FI3Y5G\n6nY093PdxP4+FQ/MFkIIIYQQQgghhBDHQyaPhBBCCCGEEEIIIcRYMnkkhBBCCCGEEEIIIcaSySMh\nhBBCCCGEEEIIMZZMHgkhhBBCCCGEEEKIsWTySAghhBBCCCGEEEKMJZNHQgghhBBCCCGEEGIsmTwS\nQgghhBBCCCGEEGPJ5JEQQgghhBBCCCGEGEsmj4QQQgghhBBCCCHEWDJ5JIQQQgghhBBCCCHGkskj\nIYQQQgghhBBCCDGWTB4JIYQQQgghhBBCiLFk8kgIIYQQQgghhBBCjCWTR0IIIYQQQgghhBBiLJk8\nEkIIIYQQQgghhBBjyeSREEIIIYQQQgghhBhLJo+EEEIIIYQQQgghxFgyeSSEEEIIIYQQQgghxpLJ\nIyGEEEIIIYQQQggxlkweCSGEEEIIIYQQQoixZPJICCGEEEIIIYQQQowlk0dCCCGEEEIIIYQQYiyZ\nPBJCCCGEEEIIIYQQY8nkkRBCCCGEEEIIIYQYSyaPhBBCCCGEEEIIIcRYMnkkhBBCCCGEEEIIIcaS\nySMhhBBCCCGEEEIIMZZMHgkhhBBCCCGEEEKIsWTySAghhBBCCCGEEEKMJZNHQgghhBBCCCGEEGIs\nmTwSQgghhBBCCCGEEGPJ5JEQQgghhBBCCCGEGEsmj4QQQgghhBBCCCHEWDJ5JIQQQgghhBBCCCHG\nkskjIYQQQgghhBBCCDGWTB4JIYQQQgghhBBCiLFk8kgIIYQQQgghhBBCjCWTR0IIIYQQQgghhBBi\nLJk8EkIIIYQQQgghhBBjyeSREEIIIYQQQgghhBhLJo+EEEIIIYQQQgghxFgyeSSEEEIIIYQQQggh\nxpLJIyGEEEIIIYQQQggxlkweCSGEEEIIIYQQQoixZPJICCGEEEIIIYQQQowlk0dCCCGEEEIIIYQQ\nYiyZPBJCCCGEEEIIIYQQY8nkkRBCCCGEEEIIIYQYSyaPhBBCCCGEEEIIIcRYMnkkhBBCCCGEEEII\nIcaSySMhhBBCCCGEEEIIMZZMHgkhhBBCCCGEEEKIsWTySAghhBBCCCGEEEKMJZNHQgghhBBCCCGE\nEGIsmTwSQgghhBBCCCGEEGPJ5JEQQgghhBBCCCGEGEsmj4QQQgghhBBCCCHEWDJ5JIQQQgghhBBC\nCCHGkskjIYQQQgghhBBCCDGWTB4JIYQQQgghhBBCiLFk8kgIIYQQQgghhBBCjCWTR0IIIYQQQggh\nhBBiLJk8EkIIIYQQQgghhBBjyeSREEIIIYQQQgghhBhLJo+EEEIIIYQQQgghxFgyeSSEEEIIIYQQ\nQgghxgrudQVu1wcffMDv/M7vcOHCBVZWVnjkkUfI85wkSfj1X/91/tk/+2csLCzc62qKQ2i21rl8\n/SOyPKUSRpxZfpil+RMAbDRbfHz5OlmWU6mEPHhmmYWl+anLnvT99WaLjy5fJ81yokrIw2eWpy57\nv++eGCr7oO06SvmzM1U++vAjirxg80aX+kyV7lb/SLGZVPdJn09y0Lbfblwmtel+nx+17Hihwma2\nuVPXmXCebis9clwO43bjNMmkNt5otnjvnVWKvOCjD65RRBlhzdyRuoxu20y1wVa/M3Zbf/bBB/z1\nO2/TTxOqUcwjD5/mZrtJXuTc6DZ3Lf/hTy/zzo9/RpKkxHHE6UdX0NpMfQxozFTpbPXH/32hQnuo\nTxwUi8MeI+bCeZJWulNX5yxXPri2sy1PPXuOR544cysuP73MT378M/pJSjWOOHvuAVTNjt3v3ll9\ndydmc5U5ko3sVl+fj9jMW8fW3w6y3mzx7jur5HlB80Z34n512OPTYfLInr4ZzrP63tWp6zbq+6/+\ngB987y2SNCWOIr74d57hf/qfvzj19yflx+19dPNG967kx2m3fVKb3un8OLyf5kmGAeK4cqRxw3Hm\nx0nbPbqf3o38OG1sRvvb6BikOlOlPXSsPM78eDt5fhqHGZfezlhsmnWPHquHy98vN6oKY/vXaH58\n8NEVPtnYGLufjvb1+nzE1lCemK3M0dnIjiU/TupvhbNcHsqPv/TsOR4bkx+V9zywOMvS0vy+bTQa\n89HtGt3uM8sPH7l9t7ftdn7bTCr7MHnhMMfi/X6X9G+j799ufhR3h/Le+3tdiTvhkUce4atf/Spf\n+9rXALh+/Tr/5J/8E3784x/z6quv8uijjx6p3M9//vMAvPnmm3eqqmIfV65cYW19jfc/+ZDVtct0\n+12cd2ilqVfrLEUniTt1tppdet0+znm0VtTqVR46e4rPnX+ah86ujC3/6uo1Ll64xNXVtX2/v3J2\nhQ9Wr3F5dY3u0Of1epWFxQbPfPYxvvjFz+5b9uXVa7xx4dK+3z1z9hRnPnOCD9d/tu92nT11hvNP\nf4mzK2f2LXu/8vMko+glUFi0giAw4MEWFmMM1XpMFFemis2kup89u8LqmLicOXuKL51/mjNjyp7U\npgsz86Bgo906UlwmtelDZ1e4unpt389nFxs8+dnH+NyYNh0tu+s6tPQ6qUnQFYUhwm6G2L4hUCG1\nqE4cRVPFZZIrV64AcPr0aQBWr13mwqU3jtx/JpnUBx47u8LaII6ffNKkl/SwzuK0QzcgfEAx+0Dj\nSHUZ3bYkS+gmPawtCExALa4RV+KdbW0Ec/zwrb/m+sY1MptisXgsKI/Rhnq1xsLcPPVqnXo+Q+eD\njK1mlzwv8M7hXJnugsBQn63TmKmNPQYkSUavm1BYSxAYwjAgz4qdvwd1RxZtUpgEU1HUahFxHO1p\nlytXrrC2ts6H738y/hjxxAk+vHnrGJFvOVwT6BtCFaJtQNpLKQoLgNYKpTVhGPDA8gkefPwh3n3v\nKtevr5PnBc5bnCrAOEzN0VhWzCxGe/a7jfYGWZpRZA6XeSIbU89mcYkn9zlULXoJwpk7198OMtwX\nNzbaOOfKmI7Zryb13dHlJx0zho+Ve/rmliNpgu0blDPEYcxMozH1Pv9f/tOfceHbF8nTbM9nYVTh\n/POf43/7x7829vsHHQeG82Nro413jiiO7kp+nLTtk9r0TufHJMno9RKKwhIAIaCsQwGVMKAxU2N+\ncXZPXEaPu/uVfSfz46Tj+tmVs6xeW2V17TIb7Y0yblF8V/LjpD4zXHZro10eQ3K7MwZRlYBeXpAV\nFj00JrkT+fEw2zkpz09j2v2u1+2TJhn9boK1FhMYqrXxY7H9+tukdSdJStJLd47V8+4Edd2gVq/i\nG54rvSvc7K3vyY2BCZhtzDBTb+z0nwX3AO/85c/4ZDtnOId1Hg94ownrMTMLs2P7epKm9NIuhc8x\nVYuZy8lJsZknsDGhq5Hr3sT8CJP3s0fPrnBt0Ff3628oRdJPdvKjGuTHIAw4sXyC048/xE+382Oa\n46wD71EK4iDgxHyDleVFHjp7iuXPnOD9oeNRkqT0ere2q5LNUiR+Z7vjJYgH+XGxscBnH3uGL352\n+smOw+SkwxrdTyflhcOMNQ/6XRIYQ60eE0/5O+TKlSv8f3/yOm+9+dMj50dxd31qJ48A8jznC1/4\nAvV6nb/8y788UrkyeXR3fOvCa3zv0l/SSTr0kj61ao3AGApr6d/ICNer6CKgoirMzs5gAoMtLP1e\nn7gWs7g0z/MvPccvPPP4nrL/5q33+PbLr3Oz2SLpJVRr1V3ft1rTyQtMGGCdozb0ea/XJwgNCwsz\n/MPf+gq/NFL+22+9xysvv06z2aLfS/Z8VzUyktpNKjWw3u7arl6/Ry2usjS/xEvPvcgzj//SnrqP\nlh9pg+31cbnFOYtSCjxopfDeobXGhAG1ehVn7YGxmVR3rTVZXlAJA9w+canWYpaW5nnxpef2xGVS\nm25ubVLYHFAEQcBcY+5QcZnUplpr8rwgHNR99HMTGuYWZnjxt76yJy6jZdtGxnp4g5QUS4Hu16Bd\nR9kAZ8EEEIQBjbiBzd3EuEwyPKh86723efn1V2i2mntiOE2cJpnUBypao/OCOAzIsozUJThncR60\n06gAqHjyE32qD4SHqsvothljyomTIsc5hzaa0ITUqjWcdVhr6fUTcODwKBReWQbDXUChlGKm2oAt\ng/kkQucBujBopfHeMZzt1GCAZozecwwwxpQDosGgWik9WAd476GW4ubbEFqcshgCAhNQb8RYX+xq\nl/XLW/zl9y7R6ST7HyMCRUaPcCmhiHrEaR1/zeAS8IVHARS77zBXCtRgm3IUfe9xSuHxKEM5cQR4\np1DaQ+ionbLYuLtrv6uokKSXYZ0r+7Y3qEJT3WoQdmNUoNAxqBVLEnVvu78dZLQvhpUAYzRamX2P\nN5P67ujyk44Zw8fKrJbs6ptBWqd/zVAkYAuPNp4gMMzUZqfa5//vr/8n3n3rPRSgBj3JD/48/Pcn\nn3mc//3/+Md7vn/QcWA0P9ZqMXoQt7uRHw/a9klteqfzo9ZluXlu0dYSAUaBRuEVZX40mjAImJmr\n74rL6I/548yPk47rWmvyIiMMKjjnqAQhRhuU0XclPx7UZ0bL9vhyQsN6nLMUSpEAHoX1jmDwI75a\nr2Ktve38eJjtPCjPT+Mw+10URfS6fewgZ2htCEJDtVbFub1jsUmTR6PrDlRAv5OQ2wJLgSEgIuJE\nfpJuN2Gzuo4Ncpwu89Xe3KiZqdbRRmM6FVgLMVkAFlAaO8iP28cjlCJoVHFG7+nrJtR0kg5FXmAL\n0AacKWC2i632UChQHuUVDn9gftS9+MD9zGiNzQsaYYBxbk9/8yi89zv1Vgz+b5AfCxTJdn4cTBgp\nv/sYbJRiJgqpLkG7dhM9OB4ZFdDtJBSDmGtvoNDorQa+G2MCRRBDdcVSRF1CE7Aws8BvfeUfTpUf\nD5OTDtt/R8sOK8GBeeEwY83RNhv9XaIH+3x9it8hAP/X//kNPvzpx0fOj+LuM18bnm35OfZv/+2/\n5dlnn+WFF17Y+TdjDMYY/v2///f8xm/8Bg8++OChy/3GN74BwO/93u/dqaqKEavXLvMn3/sm1zdu\nUKtWWV5cplFrUI2qVPIY+7HGdj0Oi64pTiwuMDNTnm1pzNbJs4KN9RbrNzZYOX2S2fnGTtlXV6/x\n5//tO1y7eoMojlhaXqTeqBFXy9l3FQasrW/STVK886ycWmJ+YYZqtTwzOjtbJ0lSNlsdms0WD50+\nydyg/Mur1/iT//Ydrl69QRxHLC8v0mjUdr4b1B2fuMv0bQdXwKkHVliYnaMaValX68zWZ8mKjPXW\nOjc2bnD65EPMN+Z26j5a/sJsnazdweUFJjCYMMAVdidxRtUIrQ3OOpRSLC0v4j37xmZS3cMwYH19\nkyRJcWPikmUF6+stbtzY2BWXSW2qtabT75DmGc47wiBkaf4Es/XZqeIyqU2DMGBjqO4nTy0xtzCz\n83ljtk6apGy1OtxstnbFZbTseCnkuvmYRPUJdUBUzGBvVvGZKc9aNQJUCNYXqMBz8oETeKfGxmUa\n7XYbgI1ei//2nT/h6o2rxFG8K4bTxGmSSX0gDgN665vkSVoOnuKCghwdKuJaRBBplFf4TBH5GF2H\nm73p6rJ67fKubZutz7LZaZMXOUEQEFdiFArrLFppapU6ra0WzhegINLVcnCsPFpplDIAeDy+q4ma\nDXQW4LTFVxwaDU6htQKlyokn73HWUpurs77V2zkGLCzO7UwcBUFAWAko8sF+phRhA4q5DWyQor0m\nDupoH+AKj/YBJ5eW8Mqx3lrn8uoa719qcrO5RbVW3bufRZr11k2SboHPDA/MzeOva1wPglCjQoVP\ndob/KDXYBsr/emPoWoelfIBhGGlcJcdrizKgAgUOKDR5blH1jMLlOO8ICPCJxudQ0RUqukLhcqzJ\ncRVLtVIldCE+U4RFhRMrC1hTHLm/HbYvViqGOK4wNzez53hjjOZbr/5wbN8dXb5iNK+/+sOxx4zh\nPLK6dpm3rv811zeuE0cxc8ESW1cUxaBNooYBbbFYVMDEff6//Kc/483X3+LW9CNQdsPBL53y3zXw\nyY0Nut0+v/jZJ8buK5Py4+zMTBmDuZm7kh/H5YFJbXqn8+PsbJ12u1NOimhFDGhf/nxGK6JqVP5I\ndg4TGCphSLu1tRMXtANgdnb2WPPjQe1Zr9YJg5D1zXWSNMF5x6mlFepRnbgSMzczd1fy47g+M1p2\nY7bO1manvMorNKgwoGMthfNooFaNMIMxiVGKB5YXcZ7byo/TbudBeX4ah9nvqIDPyqu/gyCgEldQ\nCqx1KL3/WGy4v01a91x1nu5GH5taKrpCNaiC8uQ6JzV9eqZDEWQopzA+gMDtmxuLwjHPPPkVBanC\na0dYqWCdx/nyhIpW5UFJeVCD/Nje6u30l4WlGTp5m9ymBBVNGBmKzEGuUUVIWNXYIMGp8uRmVTfQ\nPhybH//mx2vcuL6x735WCQNurm/SS1Ks85xYnKXf6d/qb4HGDq42AlBKoUbyY2+QHxUQDCaStVYY\nrdFqe5LTkwcJvcZN+q4LBSzOLtLdyshTS6ArhIP86EyOGuRH40JcptBFhZMrCxSktDqbNFvNiflx\nmv570LH7IPuVHVYMUVzZNy+4muUvfvQXU401R9ts9HdJGFfwSlNYB4PfIYz5HQJlfvzrH7x75Pwo\n7o1P/QOzv/CFLwDwV3/1V/e4JmKcC5feYGNrg1pUZXF2Ea1vdcveWobre8LIYKqavMjZ2NrY+Vxr\nzfziLLV6jZvNFhcvXNpV9sULl7jZbFGrl5eqD5cNsL7ZwXpPYAzKe7Y2O7s+11ozN1enWotoNlu8\nMVT+Gxcu0Wy2qNdrLO5T9qa7gTc5RoVQGNqb3T1lL84uUq/VabaaXLj0xq7PR8tPNjsUWV6eOaqE\n5aW3lAdZr8AWbnBm15BnOVubnbGxmVT39mYH7z3GGLz3tPeJy+LiLPV6bU9c4OA23Wi3yPKcMAgJ\nw7Bs03Zr6rhMatOtobozpk1n5urEtWhPXEbLbrobJK5PQECkY4qtAApTXs1hyqthKkGIMYYsz9js\nbh4Yl8O4cOkNmq0m9Vp9TwynidMkk/pAstlBeY8yhkxlZHmK0ZogCMszQkphYo0JVbmPtqtT12V0\n2zY7bbI8wxhDJaigtaYSVjC6jGtzs1le8YNCKchJcFgUCo0uB4TKoFCEWxEqV6A9KgCHpVB5ecZR\nl2dRtdEopbDWca25uesYsN5skWV5WZdKgC3c4EqfciSTxZv4oEA5A4XBFo5KWO53WZbT3uzutMu1\nD9t88skG1Vq0/zGiu4k3BSZU+NzQuZxj+w4TlrF1/e1pIwajeY/SGqXAeU8vL3CUiVwDtijwfhAX\nVQ6OTQXQHlvpk6bZrf0useSD40kQBlhboJxGeYMzln6lu9O+tu9Irhe31d8OMqkvjh5vXnn5wqGW\n/9bLFw48ZgznkY+2LrP2ybWdvtm+XpAN2iSMNVopgiDEaD3VPn/h2xdRlHN4wwPiHYOBsht8dOHb\nF3d//4DjwH75sd1r77tdx5Ufx2373c6P7c3OYL/VVFDlsUsr0BoPFLm9lR/zoryKakxcjjM/Tjqu\nb3bau8re7LT3ln3M+XFcnxkte2uzvPrEaE1YCelbVx6PVHmcHh6TZIMxyZ3Kj5O286A8P43D7HdF\n35KmKcaY8gqPQTyM0RPHYtOsu7PZ3clJQRiglCLSMQEBPdcjNynaGQJXwakC592u3GgGudF5S2ct\nQ+cGtMeFltSnuMEVOUbrMr9oDQqcdWw0N3f1x2ZrfShXh1hrwTjQHgpDUWQwuDIYPJbswPy4tvbJ\n2P1sazAGCYzBes96c3NXf8szuyd22/nRe08yyI+KwY9dz844ADW4tc2Ux/Ss1iElIVAhqjCsNzdv\njQMG+ZFBfvTGUlS6hIP8mPUd7esFc/U5alF1qvw4Tf89TJ+5nbL//Ht/MfVYc7TNRn+XKK137fPt\nCX3/dvOjuDc+9ZNH27P6rVZrwpLiXmi21lldu0ySp8xUZ3Z9VvQdeduWZywiRRiEWGfpJ32yYvd9\nsbPzDZJewtXVNTaaZVtvNFtcXV0j6SX7ztinWU63n1JYRzUqJ2OSfkqe5XuWnZmp0u8lXF5dY73Z\nYr3Z4vLqGv1ewvw+ZWeuT89uUVAQB+Xl2v1esm/Z8415ekmf1bXLNFvrAHvKL7KcrJ/irEOHAd45\nvLWU1xmXV1FYa3HOEYRm17aMxmZi3bOcXj/FWkcUhVjr6PfLh/buqft8Y1dcJrVplmf00/KZOWEQ\nEppBm6Z9snx3m+4Xl0ltmmc5ySBOlQltWp+p7orLaNmJ69OxW1gKKirC5QqbarwDHTKIucN5v6dv\n7heXw2h1yisgekmf+cbBDxvcL06TTOoDw/0tiAwOix1cij9KRwpXePK2ZcbMTqzLdv/Y3rayT/TL\nPmHCXcuGQUhRFBSuwOPQyuDK2pS3aI2MNEwREqQVcAofeBQaj8cptyfbbQ9IssKSF5ZqVA6E0zTD\nWkcYmvI5ENbuXO7udI4NE7yyGB/iPbf6QBjs2s/rZpZ0y5FlBXG1sicOWZHRT8rtjmoBPnfYrsXm\n5fHO5h6/MzZW5aXbnp0roKzzFNy6vNvjy88dg9vshkQFPszKGKIJVIAv/OD5CuXl/dY5vPcEPsAp\nR6ZTCpXvat+i747U3w4yqS8Om59v0O30uH59nW6nP9Xy/U6P9evr9Dr9iWduK7MBXb9FkiXUK3Wy\nvqM/yEFBtLuvBSaYuM9//9UfkKcZ+42JR20vk6cZ33/1B8DefWXYuPyYZCl5Uexa9rjz4+i23+38\nOJyzQqNRQ7lx+4ektRbvyv16O6fFtWgnLu1WZ9+y99T9NvLjQe0Ju/NjFEY7uTG308XlTubH0T4z\nWvZwWSbQFM6RWYvzHqOAwZWd2zEfXtft5sdJ2zlsNM9P4zD73c6x1HpMMHKM2UInoAAAIABJREFU\nCIOxY7Ht/jZp3XmW0+8lOGsJwt3vODLe4JTFa4dmMCGkHR63JzdqZVCFQicaLOVVrZRXTjnczhVH\n25Qqc05eWIrCEkUhhStI8/JK5DAIcYMxkPceFZa3S1tV4L1HY/B4rC9w2LH5MUlyao29+XG4f1Wj\nEFtY8kFuNoGmKMrnGA7zZYLcNz/C9pUte4/EKijwUYZTjlBXsMVgHFCU9XaD/Igvr57yylHoFKdy\ngkF+7LcteeKZqc5MzI+H6b/7HbsPctiyt5I2axvX6PS6E8eao202+rtk2PBxNtvndwjszo+T7Jcf\nxb3zc/+2tUk2NzcBJr5xbfvZRqPeeecdzp07t3N/sriz3ll9l432BnEYgYKkn+x8ljUtRWrBlGfZ\n8eVluHmRs7m1WT7bZEhYCWhttPnJxbd5/KmzvPfOKq2NNmElIMvSPetubfXJ8hyjB/dCa0WeF7Tb\nW9Qb1Z3lyofsKsJKwMZGm4sX3wZg44Cyt1z50MIygbqdZwxsbm7RaNT2LF8JQjbaG1x8+yJPnX2S\nd99Z3VV+utWnyHOUVuWDfwe3q5WD4/K5R857iqIozxKPbMtwbPIJde8M1qUHcdFDZTWG4jIc9+24\nPPnU2QPbdKtf3laglcYNEv92m7a32jRG2nQ0LpPatDsUJ6Zs0+24ALvK3hhpwyLReFte0QLlZIJ3\nvjwTFpg9fXM0LtPK85yPblxho71BJQjJ9nmA4KjROE0y2r9GDfc36/Nbzy9wHq18OZAaZqBILf2b\nKZXo4Lps94/tbev0O+RFvqtPDPOU+/7gxi1u3QVf/nn4oX0mDVFO440rl/G6vCxPeZyyaDc0TFGK\nckpqcHuLL6ejyuctqV0TR9vPU/JRDsqB1TtV8M4N+oDetZ+rJAKnQTvSIiFJdk+MbQ1tt/ceA+Vk\nUejLQXnqbl3HrbaHvH5nvx8eGO88p8KDcmUf3fUww0penh22mjxzhBqUL7/lvMMVrjxbvXPLgsYp\nS6pSYm922rfX7FNZMofubwcZ1xe3H26eJP3dX1CKLM2o1aJ9++4ooxR5mhFOsfymu4k3Du00na0u\nJBFFWt4CuJ2DgJ3/Ttrnv/fqD8vFt1cw4QmT2x9/79UfcvYzp/bsK8PG5UfrLP2sT5iMDOaPKT8O\nlz8pP2636VZy847mx105q7i1z95SbsP/z967BUlynPe9v8qsa3dPz2UbOzN7mSWEJQiQCxIrSsKC\npEhIsAVI1iGPfCKs8Isp27IQcfzgR72YEQi/K0IhRzhCjBNx/CC/SfKhaDIAkQbvxIK0CJpYCIBI\nGJi9YHcHc+mZ6Wtdz0NV93RXd093z87szsLfLwIkBl2d/eWXX37/rKyszCDTR6UM/CCkVqt3/XLr\n2hpe0eHNN14/Mn1MCs1983qvPiY9451mu4X2dJ+WDvPLYeljr+2j9LFTltLpKo52EBInCaqTK7Mx\nSbDPmOQg+giMrWeHYTr/0AS/NU2/i4NUGzGS9DCFXB83lEEYBOxs71Kc8QbiLX9vkf/teq1BGIQY\nShHH/Stt/CjIlmtkDw+MbDV6kuli7q7cbDupPqokVc7EyPpfDImmbwvcHn00Mn1EpfsMaZVqdRRG\nJHGS6VMCrk+iYoxEdZeRxMQEUZC+MjZUHyN267sQ9zuuXktfHTeyfmYakEQxZKuGhk14AtkqqkF9\n7JAkcTou6P2OG4CKMSJFmEQkBsRRko0DIsIoSr9nZCOQTB99o42VaIxMH1u7UKyosfo4afx2mCZ+\nR5U9Sk8jJ6AdtnASe+xYs74Z9bWZHeq++5K8vHXybCc35uvRq49G51/2Ia+Pwp2z34b9+/GBnzz6\n8Y/TGcpf+7Vfu8eWCMPobI6rh6xoSLL7v96H6N3N0+LBLKO06t7IAYTZCUtKD19gFydJtkFgdsOU\nPqIcWjaA1qlgBln5cRyjR5VNavxe2am4xyP2p9cqXeUQhKkgdjbq7ZSfPlHpeGBvA7k+x7B3b5Ov\nS69vgnG2Z36hxy9JknTFZ5xf9m3TJN3wkL57+Kz8ZHDiIO+XcW2aTNmm+ZjpLTsmtVV1fJ7FI0Zv\nWXv/no/NvF+mIQjDkT4cRt5PY8vPxVeefLz1fDD0+s5+0kk83pZ8fMRJ3F1NMxxj4K9RY4x0QqRv\nqJh76jjJT/R8p9ufuj+QzkXlbOpM1fT283Qcn876DDuXIslOtukW3fN+f/r5fgaPMJ1B2wASo9Pn\n0onm3r0Fhq3g6oR492akp31h+njbj3GxmKfjY0bGSz/KgGjC69O8nZIkCUmcLWAZYdq4Pu/76WA8\nP5Uxis51ne8dRB/p3Ojl+CDrY69mDfOzkUsCnbrEcdL1S1e/xsTjnehjsk97wqA+dspORiSDe6mP\nSc4PPfPc/f8yYkxyJ/o4rp7j6jGOqfpdj+uG9bt0f729z/LxNu6304caydD0lRg9I8HOLtDG8LaE\n7MECBomRTJyPskqk/5cfDmT/u9fmcd8XjdyVQ/VRDR/PJ/HeKqK0ev1GjEgVw+0fhxF3/dbbhv0j\niSF/9Ohjuuo3i+0x+niU8Ttt2ehsDDCJPubabOQ4MaM3zw6rx53qo3Dv+EBPHgVBwH/6T/+JT33q\nUyNXFnUYdZpa53sHnZ0T9metvo77lkutUUMZCtdzu58lbkBbxyRhgs7ewQ0NA6VUupmx2/+krL7T\nwnYtlpaWOHPmDNtrdRz3LfxWMHAtgNuO0pOWogSlNYTpigPH6S+7M1OvDI3jWiwvpcdNuu5btEeU\n3Qo9VFsTJxFaaUJitFK4jtNXxw47rV1cy2FpaZkzZ86wvlbvKz9uR7S0yp6GaJI4XZjcu77AINsE\ncEhden0TjLG93Y5Q2W9prQmzslxn0OcAuzutrl/OnDmzb5u2o3TfnChJT7QCCOMQbSgcxx3wTd4v\n49o06LF90jbt+AXoK9sJPXRbEyURSunsCWs6iMk0MdVRpdBKDcRm3i+Tcv36dTzHxXVcWkF7aLzk\nyftpHPn4ytMbb4bS3RfOjXTzn25/7JAkMYZpYLs2ba32taUTH526tSN/ICZ66R3TGN3/TZ2fH9zt\nDaaN7pPPJOk8fTRGDpAMDJTWGEYInTpq3X1yTTa4MhIjHWMqsr/JYkAP9HMSG8Nop685KjXg53bk\no+oqu1FQZOfGdPtxrCAif9NodPdf6rs365lRS2DwFYRs0ggjXSmhlErLzm4klVLpTU7nhj6baNKG\nRmevtXXa1/WsqeNtP0bFYqeP5v2mle72uWGxm0cpTTLh9U7oYfjpyVyO45AkNlrHxD0aBOytvBvT\n52dKM6yz1Z23G0fnvm+mNNOXS4flgVH6aDA83o5KHzv01h2Ga0ynTR3zcPWxV7MMla1QNPYmDDsr\nkVROH13HIWgH2K6F6zlYVmr/UeljXGyObE8Y1MeONmqlB7R0mF8OSx879MYM9Otjp6wojDAgi0Ej\nm6jOVjYN8Xnntw6qj8DYenYYpvOT/NZU/U4lREYMiZGeJJjXsBFjsU685e3J/3bgh2kOG/LauIqz\nlbVA50FFZ6VtZ51u/xdSfTRQuQnVfm3sTKAY7Gmn1hqiVBsNo6NRSXeVWTpRoLq5LlNN0n6n0cZw\nfSQZPp4fiNWONmelKmXQWYfVHY/Rr/PDHzQNjgMMMj+q7DXu7mSWkU4EZbHcq4/pvoK621+VmbW/\noTDGjIEmjd8O+dy9H6PKHqmnNTPdH1EN5pc8vhv0tZkV6r77kgFyuTFfjz59hLEamddH4d7xgd3z\n6Pbt2/yzf/bP2NnZ4b/8l/9yr80RRrCyeJaiV6TptwZeWbHKGmWl7xOnT18giiNMpfGc/gQYxzHN\nRpNC0ePUyiIAp1YWKRQ9mo3m0Ndhip7TPYoyiWPiKEJrjes5A9fGcUyj0aRY9Di7ssjZlUWKRY/G\niLILqoRpWIQE2Xvh6UDcG1V2s0HRK7KyeBZgoHzbc1Bap3sIJEm24S/dp8ydPVmUVt1TpDp1yftm\nnO2e56C17u6hFEUR5oR+GdemnuN1y+7YnfrGxHPcwbJzfhnXpm5me5zZPq5Ne/2SL7vU04ZJkqCd\nGEMnJNHek0TDMFKf0x+bw/wyDcsnlih6RRrNxtB6jvPTOMbFQG+8GdmrXwnZBrQ5kiRJ93+wDMyS\nMdaWTnx06uY5LlqbPa+I9ZedTnqkw8D0uXxn68Skb/IU0iXYSbb83Eh6biITA5Vbqp7EMSapCMbZ\n3yTp3g+d2NR6b/PNOI6hbUGSLttOSLoxoDsx0NPPnZJBYqTLvG09GH+e42EqTRSn+4QESUL67lr6\ne8ox9gZTvauF0qVMaPYGx0nS85EaXD6Ob6Wv2ul042fD7Ey0pRtra6X2VjmQ7hGlYoUV2X3ta5X1\ngeJtP8bFYi9xHBOG6RHjYRhNdH07DNMNwSe4vkARIoPYiLAdCzfToCgcsponScb2+V/9zGNAZ0XQ\nvj9N74LMzvfyfaWXUfqolMa1BnPpB1kfezUrUZ0712RAH7VOlwh0NM12rK5fHlg+MbTsPHeij/u1\nJ/TrY6dsrU0cezK/3E193CsrXTlq6XSD/jhJslza7/P8mORO9HFcPferxyRM0+8MM1sJmaSvsfay\n31isE2/jfjv1s0o3ps5hGSbdgxQSI51MorPSNKelQOC0M300Ms3I9gWMjaH5zWRPY+I4JonSOsZJ\nqjE6e2UxXTkOtOz0tSYjztQ57m7YPUofk9DAsQbjrzdWkzgm6LxWnemjaepeU7t0xsW9tvfWbNgD\nJKNlQaxIVLqfEtnrqJ282tFHkmwMYsQYscLM9DHK9NEuqYn08Sjjd9qyaRjY2iGIg7HX59ssf1/S\nR0+eHXYfAv36OHaV2BB9FO4d9/3k0TvvvMNTTz3FrVu3+M//+T/z1FNP8alPfYrf/u3f5rHHHuPV\nV1/lQx/60L02UxhBZe4E55ZXcC2H3eZu32emp1KhNg3idkIQBmil8VwP2+zfYG+nWsMtuJw+t8x8\nJd30bb4yx+lzy7gFd+jmhI5tZQNkRbOdvrvveg6WbQ1cu7vbxCu4rJxb5kRljhOVOVbOLeMVXKpD\nyraVR0HPYGLSCptorfEK7tCyq7UqBdfj3PIKlbl0QJEv37StLFEr4uz9d0PrvSd82UoJpRRhEPXV\nJe+bsbbbVnrErla020FX7O1htldrfX4Z16a2ZeM5BbTSBGFAEGVt6njYVn+bDvPLuDa17PSJntIK\nf0yb1nebfX7Jl+0qj5KeQWPiJ22UlU0gKYgDupMGyjAGYnOYX6ZhrjTHueUVCq5Htbb/JonD/DSO\ncTHQG29hO0Khs30OBgewcTtBmenEwm60M9aWTnx06pbGhJfGRG5j2CAMME0TU5kYKOIkQqXWdJ8E\n9hKZAaHjpyethel+DgbZxFFuXJQkqQDapsYyNc12erKK49jpKTlBlK5w0br7dFXFFjpwMRJNlJ3g\n1o2BIOzr5/VoB2dGYdsmrebgMmvbtPHctN7tRohhKXRRp6fXtZN0kqc7Ps6e4Rp7r7JoZfQNkI3O\nqiTF4GsubRMjsFMfEhMmIYaZHlkcxzFGzwRSaISoRGHHDmZi9bWv6akDxdt+jIvFXqrVGsVSgcXF\nExRL3kTXe6UCJxZPUCh5Izep7eDvhBSNGVzbpe7XsT2Fl2lQ2O6PtTAKx/b5T//mr2I59sANzDA6\n11iOzad/81eBwb7Syyh9dG0Hy+xfVH7U+piv+93Wx17NCqKYpEcbO6sitNYYKu3XHU1rNdpdv3Q2\nlz1KfdyvPaFfH9tBu6uN+YMERvnlMPUxHzP5snvLisIYUylsrVGGQZRN+Ksen/f+1p3q47h69pLX\n+UmYpt91c6lOJ5l7CYNw5Fhs1GbG+d+2bAuv4KK0HnhtKTIiVKIxYkVMBHE6gdQ5KKKXOIlIzITY\njdNXlYJsZRgahRp4ZTRJUs2xTI1patrtAFOZOJaDqc1svz4je8BikASgEhOdpKfBdU5D1YaJQo/U\nR9e1aNQG9bE3vprtID0GPtPmKIwxTTM9Na2HzsroYfoI+Rcse+oamhhtG5UogthHm9k4wNTdPch0\nttdSbIQYicKMHVRiEWb66JU1lmuw29wdq4/TxO+w3L0f05Y945ZZnl+iVCiOHWvm2yx/X9JLb561\nh9yHQL8+jmOYPgr3jvt+8ujBBx/k29/+Nq1Wi3fffZdvf/vb/PCHP+QnP/kJ/+E//IexG2UL955L\nF55gfmaeRrvJ5s5m3+x3YdlGeQZBOyJqxlimxfzMXpvGcUx1c4dGvcFCZY6Lly70lX3x0gUWKnM0\n6g2qmzsDM+snZktow0ifrhoGM7P9gh7HMdvbdZqNNpXKHE/0lP/EpQtUKnPU6w02h5Q9q05iRFa6\n4bAZUZ4tDpS9ubNJvVGnMlfh0oUn+j7Pl+/OljDt9ISUKDsaE9KbYCMBbSoCPySKIizbYma2NNI3\n42wvz5bSEyuiCMMwKA/xy+bmDvV6Y8AvsH+bzpfnsC0rnTwKgrRNy3P9Ze/jl3FtOtNjOyPadHe7\nTqvRHvBLvuyKOomrPEJC2nELcyYEMyKJDYjSiQU/DIiiCNuymS3O7uuXabh04QkqcxXqjfqADyfx\n0zjGxYA7WyIxDJIowk5sbMshimPCMMhWuyRErTg9HcwzCMrNiW3J1222VMa2bKIowg994jjGD3yi\nOPVrZbaSPTFMbwYt3O5pLnG2O1WcpKuBgpk2iZWkJ66FoNCY2cloSRxnT9zj7sqipcpsXw44UZnD\nttOT13w/3Qi7d88KuzWLEZokKgIzQpsKP0j7nW1blGeL3XZZ+lCZBx6Yp9loD88RxVmMyCQKEgwr\norRioT1FFKS+VV5nhRXpsvok25gySV9NK1hmd+VUDGjTxDAyvyQxcQKRD8QG2vdwHHuv37kaK8sn\nYRCitZmuWjIiVKTx/GK3fbWncBfNO4q3/RgXi/l888yzl6a6/jeevbRvzujVkbMzKyw/sNSNzfKi\niZ21SdCKs4MJAqI4nqjPX/rcRbI3HdMn5PmRcrI3kZlk1/d9f588MEwfy4Xy0HodlT6Oqvvd1sfy\nbCnrtzE+SZq74gTiGAMwLb2nj5aJVmqkX45SH8fl9dlSua/s2VJ5sOwj1sdRMZMve2a2lK7qi2MC\nP8DTKs1H2aRd75jEzsYkh6WP4+q5n85PwjT9zvQ0juMQRRGBn+6ZFfhBevrfmLHYJL9dmi12NSkM\n0tPM2nGLkJCCKmBFDrGKCJWPStLXkHq1Mcq0URma4rJNbGUTTYHGMZxstW36Om6S/UOSrmSfr8z2\nxWNl7kSPVgfZ62wKYgPMCNO0oftgx0Bj76uPy8sPjOxnM9kYJIwitGFwojLbF2+WPWxPqrg7Yexm\n+piQPTsy6I4DyFbIhdlpqXajhINLmAQkZsSJyuzeOCDTRzJ9NCKN6RcJMn20PUV50WS7vk2j3ZxI\nHyeJ32li5k7K/sef+UcTjzXzbZa/L0niuK/Pl8fE/p3qo3Bv0M8///zz99qI48yXv/xlAJ577rl7\nbMkHl7nSLLEfsbm7SctvsV7dwA8D2kGbRtSgGTbQgYnGwopsFBq/HVDfbbC1XkVpxQNLJ/jcs0/y\n4MMrfWWX50qUykU21rao19LrAz/sfr+2vYtjWxhaY7s2tXqTwA9ptwNqu430GFkDKpVZ/snv/jof\n7il/dq5EuVxkbW2LWi29tve7O5sNHNNFuTFe0aTWqnXrtduosV7dQCvN0oklnn3yGR5e+XCf7fny\nq9s1tGmSRBFREKWnHBhG9u610R1UaDNdJtqoNUb6Zpzt29u72LaF0hrXtakP8YvWiqWlEzzz7JN9\nfhnXpi2/TavdApJ0LyGlMAw1sV/GteluZrvObG9ktvfGDAbMV2Z5+nd/vc8v+bLrm01sw8Y32vhJ\nQFs1MHSCEZkYiSZoJRCDqSwKZpH6Tmtfv0zCzs4OACunzlIullnbWqOW+WWa+BnHuBiobu9i2haW\n1hRcF4L0ZiwJE4J2RNzKXhtzYtrzdcyyMbEtc6XZvrpt13awTIswCgnCAD/wSUgwtYnruOkKJG0S\nhQlGogiTMNvrIekuj4d0wFic8UisGKOtUJGJ9s3slbWkb3BiKAOv6EEc9+WAVqvdfS0qCML0xBdj\nb4+IyCdtfzsCMyGgTUKMthRu0aTW2u22y+8+9dssLpxgc3OXVssf7GfVGrZto9wY56RP3ayiHAUt\ng8hPiP10pZsR7z3nSbpbuRgQR+mTfiAxDKIoSU/Tickmz9LVSNgxhcUkPXWt0+9MhWWn+6oESUA7\naaXPoUMLb3cGtWMRk2C4CcnJgGqyeUfxNm0s+n6I74c0G+2BfHPxk4/sG7v56z/xyUf2zRm9OvKP\nf+cpPvzwQ93YrDa3MB1F1DII/YR2IyKJwTRMClZpbJ//6Cc+zDu/uMb7a1vdPUSguzNX39+PPPYQ\nX/y//6++7+f7ylh9TAwCP6TVaN8VfRxV93Ftetj6uLNdwzTT11+DML0pVKQbpisMojBKX2fRClMp\nXM/u80sn75bL5SPVx/3ac7dRY3t3G9tKV1i4tku9WccPffzQp9Fu3hV9HBUz+bJ3t2vZipuIKIyJ\ngnQ1SpytAGn3jElsz6FWa9yxPk5az/10fhKm6Xd2YuO4DmEYEQUhgR+QJGCaGsd1aNQHx2K98Tbu\nt6v1bbStCKMQP/FpxU2SBJzEoeIvouo2gfJJdEykIzq32v3aqCh5BSIrRDsKo6nRkUkSxNnuSEl3\neUe6DZKBLnr4cdwX6+2mj6VtwjAibMcErewVLyuC2TqBXcdI0tVPRqIIEn9ffXz0oQ+P7WeW1pRd\nm6jl98db2NkHqWeFUZZYkx59jEn1MU6yZzAJREmSrpADTMOgbLrMeSVwY6yiSTNsYmY+DxMfP2mh\nUKjQQu3OEO5YJCRoN8E5GbCbbGIAldkKv/vr/2SsPk4Sv/vl7oOUPUoXPv6Jj0481sy3Wf6+JPB9\nSBIsU1PwHJr73IdAqo9vXPkHtjZ3D6SPwr1BJo/GIJNHdwcLk6X5k7gFLzvlJhU8S1tUFhf40EMr\nnH3gDJ7jpkdKkz5JXKjMcf7RB/nsM5dGJtfK4gJLZ052Vxvkv//oY+f51OcuUiwXu58DWJamUpnj\n7MpJnvzMBR6/+OhA2ScXFzh95iRRT9m9373wyCN87sknmCkXBus1V+HRBx/hmUu/NVJo8uWjDZRl\nYigD09TYtolXcLAdK11q6zrMzBYplLyxvhln+8ceO89nP3eRmRF+eeTRB/mtZy6NHADu16aLCyc5\nf+YhziyexrO9qf0yrk0/8th5nvjcRUo9tvd+vrxykk9+5gIXhrRpvmwztnETD0ORTszNaAoLJpY2\nu5Mb5WKZYqEwkV/G0TuoXFw4yZmTp4ni6EDxM45xMfDoY+f5dBYDyjBSn5AeYWs4oOcMnDOKB84u\nTG1Lvm7KUFimhWEYmFrj2alfS16JylyFTzz8cS7+0i/TrAXpMb0JpLeF6b49lrYoF2Y4MbfAA0sn\nWF5exIk8kjB7Bprd0BgqPbq5PD/D7PzM0ByglIFlpcvvtanxPIdSqYBpmunfVpGSPYtpKUwzHVSX\nZ4uUCoWBdjEtOLk0j+cWhueIC+f57G88TulEun8CdoxRSGtmahPXSzdPJ9t/wVDZ65JZfz9zdpHH\nf/VRQsD3A0jSlxFQCcpKMGdiZs8azJ/0BvpdlETd1wLtxGGGMpVoMY13B/RsgnnKwJ03DyXeponF\nzmlErmsP7VfjYjd//bic0ZsrB2LTjjF72sQ2bYpukfJMaaI+/6uf/gT1epOb19/v7l3Su/OG5dh8\n+ulfGTkw3jcP5PTRz/zmuPZd0cf96j6uTQ9bH5XO+q0yMEydTn7bFlrv9dO5+RkWT1UG/JK/mT9K\nfRyX1x87/zE+d/GzlIszqd+yU5tc270r+rhfzOTLjuIYberuPwXXYWamgLZ0d/JkZrZIseQdij5O\nU8/9dH4Spul3ec1wPJtSefRYbL/Jo2G/rZSBaZsoFHbiUEpmeCBZZtacY7myyKmTp8FU6Wb+OW20\nTZv58hzz5TkqcxUufOxRPv7oYwS7YaoZZIcsGEY622pp7HKB8onZobHe1WoNpgPuLBSWY0wvwUoc\nCsksM/EDWMoeq4+T9rO57Lfz8eZ6Do7ndPcnMlS6D6UyNbbrsJzpYwz4QbD38AjQyqBgWSyeKHNu\nZYmPPvIIn3ryCUpZPlLZWMFAYSUOHmVmokWsxMN0wJlNKJ0yKGb6uHLyLJ+58CQXH318oviaRpOm\nJV/2OF2YZqw57r7EcR3KE96HAJx9aJFWs8362vaB9FG4+xjJsLMlhS6d09ZGncYmHA7Xr18H0lPt\n1qsbXL19DT9oY1sOK4tnu+8Ob61Xee/qbXw/wLYtTq0sTvwe+yTf31ivcu3qbdp+gGNbnF1ZpNmq\ndW3bj2Hf7X2ff796TUK+/PKMx7V3rxEGIUtLSxRnPOq7zQP5Zpzt4z4fxqRteqd+Gdemwz6vT9im\n+e+68zbb/nbX1hlrjnq1PZVfxtHrt17u1E/jGNfGW+tVfvbq64RBSGGmSOj4WAV9KLbk6zbjldht\n1kbW9RfvvMP/fON1mu0WnuPyobNn2NxZJwgDlpaW+65/9+dXeeOnv6DVauO6DmceXEIpPXEOKM14\n1Habo/+et9npiYm8rb3tOW2OmLXmaFXbXVvjOOL6O7e6dXn08fN86MN7A7Jf/PwqP/vpL2i22niu\nw7nzD2AUopH97tXXX+36bNaepbXl78X6nMN2UD2yeNuPjfUqr776OkEQsry0NLZfTZufptGRgdi0\n5lh9+8bEtuX5wUs/5sfff41Wu43rOPzqZx6bag+HcfrY6aNLS0t3RR8nrfu4Nj1sfeztp0HLR5NO\nWo1q71F5d5J634lfxtU730/vhj5OGjP5eMuPQbwZj52eXHkY+jhNPSfV+UmYZlw6yVhsv3gb99v5\nXN1b/jBtNGxGxldeH089uMT7W1sj+2k+1otzDrs9OlG2Z6lt+RPrYy9j/TcmAAAgAElEQVTTjEGG\nxVsYR1zt0cePPX6eXxqhj0aS8MBCmUr2mnq+jfI+z9crX++VxbO0as2J2zTPnd7bjCt7Gl2YJhcP\nuy9pTnkf0tsX7lQfhbuDTB6NQSaP7g7TCOndRmw7GGLbwRDbDsZxte242gVi20ER2w6G2HYwxLaD\nIbYdDLHtYIhtB+M42yYM577fMFsQBEEQBEEQBEEQBEE4OmTySBAEQRAEQRAEQRAEQRiJTB4JgiAI\ngiAIgiAIgiAII5HJI0EQBEEQBEEQBEEQBGEkMnkkCIIgCIIgCIIgCIIgjEQmjwRBEARBEARBEARB\nEISRyOSRIAiCIAiCIAiCIAiCMBKZPBIEQRAEQRAEQRAEQRBGIpNHgiAIgiAIgiAIgiAIwkhk8kgQ\nBEEQBEEQBEEQBEEYiUweCYIgCIIgCIIgCIIgCCORySNBEARBEARBEARBEARhJDJ5JAiCIAiCIAiC\nIAiCIIxEJo8EQRAEQRAEQRAEQRCEkcjkkSAIgiAIgiAIgiAIgjASmTwSBEEQBEEQBEEQBEEQRiKT\nR4IgCIIgCIIgCIIgCMJIZPJIEARBEARBEARBEARBGIlMHgmCIAiCIAiCIAiCIAgjkckjQRAEQRAE\nQRAEQRAEYSQyeSQIgiAIgiAIgiAIgiCMRCaPBEEQBEEQBEEQBEEQhJHI5JEgCIIgCIIgCIIgCIIw\nEpk8EgRBEARBEARBEARBEEYik0eCIAiCIAiCIAiCIAjCSMx7bYAg3Akb61WuXb1N2w9wbIuzK4uc\nqMwdWvnr1Q3eWH2TIAxYq6+zsniWytyJQyk7b3tpxqO22xxZl/XqBldvX8MP2tiWw8ri2X3tzl97\nWHYDbK1Xee/qbXw/wLYtTq0sMn9Ifj/qNt1ar/L2G6uEQcj2Wp3ijEd9tzm0LtPaMu76fLvMWnO0\nqu2+3xaEDyKH2a/z/WjGK7HbrI3Md/l8tV+f/yBxN/TxqHRmQB/nbXb87YnbeL82HXbtYXK/6mPe\nbm/GY2fMmGSa8dG4eBno19Yc9Wr7yOJXEARBmJ77bvKo2WzyJ3/yJ3zta1/DcRyiKMI0TT7/+c/z\n+7//+5w6darv+rW1NU6ePHmPrBWOiqurt3jl8hWurt6kXm8SxwlKGRSLHivnlnni0gVWzi0duPzV\nW1e5fOUVVm9eZWtniziOcd9yKXpFzi2vcOnCE5xbWjkU21stn0ajRRhGmFpTKLq4rt2ty8rDJ3h3\n4xes3rxKvVknTmKUoSh6RRZK83zilx7jzJkzA3bnr71TuwFurN7i1ctXuLF6k0aP3wtFj9Pnlrl4\n6QKnD+j3o27TXturWzv4bZ8wiIjCCK01XtHFcW0KRY/i/AwBBptbOxPZMs72lQ+f4N3NvTYMdmPi\ndaCpsQyLglPEdRwKRY/yQolHPvFL3TYVhPuZw+zX+fzW8ls0Wg3CKERrk6JbwLX38vRDC+e59fON\nbr5qt3yajdbQPn+n+es4cfPmBi//4M27oo+HrTP5eGnGNepqg1C30LZBoeDgus7INt5Pk/bTr8PI\nu0epj0fZpnm76y2fnUYLP4xQPf1k2JhkkvHRuHg5t3SO1Vure/16N6a1DlFTY/bo42HFryAIgnBw\n7qvJo2azydNPP81DDz3ESy+9hOd5ALz00kt8/vOfZ3V1lT/90z/tXh+GIV//+tf5gz/4g3tksXAU\nvP7a27z4wsusr1dpNloUCh7a1AR+yNbmDhsb21y7eotnnn2Sjz320NTlv/b267zw8ousV9dptJrY\npoVWmlbQZnNni43tDa7eusazTz7DYw997I5sV0rTaDQJgog4jlBK0W77FIseW5s73Ni6xrf+YRO7\nAFESUfAKmFrjhwGbO1vcWr/FzY1buKUCQJ/d+WvvxG6At157m++88DKb61VajRZe5nffD9ne3GFr\nY5v3rt7ic88+yUem9PtRt2ne9oSEVqNNHCV9fi8UPW7d3qQWRsSAaZqUZ0v72jLO9hs31/jO5QZW\npUXoNHDbRZJbmrgFSRjgmwHttk/JLbG9ucParXXev7lBwS1N7UdBOE4cZr/O52WlFY1mgyAKiKM4\n7cN+m6JXZHNni/evbvLq+pt4FEjCBKU0zUaTMJdrC0XvjvPXceIXP7/OD79/hVqtdVf08TB1Jh8v\nRsmnZq0RJG2iMESHJq12m2LJHdrG+2kSsK9+3WnePUp9PMo2zdsdK81Wo4kfRIRxhJn1E2/EmGTc\n+GhcvNx4/z2+85PvYpk2cRxjtos0b2nCFkRhgDYDWpk+Hkb8CoIgCHfGfTV59Pzzz7O6uspLL72E\n67rd//6bv/mb/PEf/zEbGxsAfOUrX+ELX/gCAK+99ho3b95keXn5ntgsHC5XV2/x4gsvc+PGGsVi\ngbMrSyi1t3VXHM9Srda4cWONF194mZlycaonVKu3rvLCyy9yY+0GxUKRlaWz+G0fANdziWdjqrUq\nN9Zu8MLLL1Iuzkz8hDVve+WBeW7f2iCKYixLY5o2YRgTRRG+HzC76HA7uk7bbxDEDmdPnaJY9Pbq\nOhvz/ub73N5a479++/8DYHN7s2t3n1/uwG5In0x+54WXuXVjjUKxwKkhft+p1rh1Y43vvPAypXIR\n9GRlH3Wb5m1feGCe2++9TxwnmJZGmzZR5vd6s00TCMIIANcymZkp4HrOUFvq9Sbf/95PR9peb9pc\ne+8mfivEDk0WVxbx10OCVoRlGRglgzAKCSKfJg2WFhdp7DTZuL3V9eMHYSWE8L8fh9mv83n5gfkK\ntzZuE8URlrYwbZMwDtPcGfg84JykvhrQrgfEbp0HFirsbNaIonigzwd+wANLJ/DbQV/+uh/73dXV\nW/zw+1dYu71FeXbmrujjYelMPl5OnC5yM7hFGLexMPGMImEYEfkRQQMqpQr1W363jU+fWqboFfvq\n2tGkF//rtwGobm6P1K+N9zcPnHcPoo+Tln+UbZq3e/aBea7e2sDP+kmhZ0wS+wEziw63cmMSrQxg\n+Pio3qzzvZ9+f2S81N06125fxw98bCvkZPE0OzcgzvTRzfQxinzamT62m9GB41cQBEG4c+6bDbOj\nKOLP//zP+cIXvtA3cdThueee44tf/CIAW1tb/OAHP+Cf/tN/yte//nXiOL7b5gpHxCuXr7C+XqVY\nLLCwUO4biAAopVhYKFMsFlhfr/LK5StTlX/5yiusV9cpFooslBeGl19eoFgosl5d5/KVVw5s+852\nDd8P0Fph2xZKKWzbRGuN7west94j0QHasCDU7GzXB2yZLc5ScDxurt/kvfWbR2I3wKuXr7C5XqVQ\nLDA3wu9zC2UKxQKb61VencLvR92medt3t2uEQYhWCivzu5X5vdb2abV9LMvEsSyCIGR7a2ekLS++\ncHlf27fr2yQ6RFsGSaCpXQ2ImjHaMtCuQhlG+uRWa/zAZ7u+zcxsEbfgTO1HQThOHGa/zufl7doO\nfuCjlca27DR3mna3H+1eb6ICjbIMIh2yublFkOXafJ8P/IDd7dqB89dx4pXLV9ja2sUrOPe9Pm7H\na/hxExMTW7lprrT29HH3eruvjbfr2wO2dNp07eY6a++t76tfd5J3j1ofj6pN83ZvbNdo+wGmVji2\nhdHTTyYdk/S2/wuXX9w3XrZrOyRJgtaaJEnYvN7Ez/TRGqGPdxK/giAIwp1z30wevfnmm2xvb/PI\nI48M/fzkyZNcvHiRa9eu8R//43/k3/27f8c//+f/nD/+4z/m9OnTd9la4SjYWK9ydfUmzUaLubnS\nvtfOzZVoNlpcXb3Jxnp1ovLXqxus3rxKo9VkrrT/poxzpTkarSarN6+yXt2Y2nbfD2g029mqo/4F\ngJalCfFpUSdMQlzTI4oimo0WgR8MlO1aLi2/TdtvU3AKh2o3pJto3li9SavRojzG7+W5Eq1Gixur\nN9mp1saWfdRtmrc98ANazTZxFKPNXPrTBkEUE8UxllZYliaOYlrN9oDf5+ZK1GsNbt/eoF5rDrXd\nD32arSZRHOEUTJIgJqpHREGCcoy+ay3TIoojmq0mQRhSnPG6ftyasK6CcFw4zH6dz8t+4NNsN9JV\nR6bVd62lLeI2RLWEKIixCiZRGOG3gnR/xFyuNXN9vDd/3W/9ruPzditgZsbb99pjr49xk0a0S0iI\nZTh911qWSdxOiGrxXhtnudMP/YGyvYJDu+Wnr14VnIHPezlI3j2oPk5S/lG2ad7uth9Qb7YJoxh7\nmjFJGA7aUpqj1qhze+M2tWZ9aLyk/TjTR8shaoOf9VtzH330Q/9A8SsIgiAcDvfNa2vVaioQpdL+\n4hxFEZ/+9Kf5sz/7M8Iw5C/+4i8mKv+Tn/zk0P/+xhtvcP78ea5fvz6dwcJUBEF6c76fn998Y5Wt\nrR0s28T322PLtGyTra0dXn31dR559NzY699YfZOtnS1s0+q+qgYQJ+nKtVaz1Xe9bVps7Wzx6uuv\n8ui54ZOao2yv7TYJgwCljKEr4xLHJzZCdKxIjHQ/jyAI2d7epVTamyCKk5h2uOeLWr0GYxbaTWM3\nwNtvrFKd0u/VrR1uXVvDKzr3tE3zttc7ftcKDIM4irrX+mFEYoABhFGECRjKIAhCdnZ2KZZyg3fD\nwG/7FArOUNt3mzWCMEAZKn26CiQRYCXESQJJ0ne9MhRBGND0m5TcUtePP3v1dR6aoK53g0n66b3i\nuNp2XO2Co7PtMPp1x7Y3Xu/Py7vNGkEQogw1NHdavg0hoGKSRKFiRRInoCCJY5Lc9fk+Pkm/O45t\n2vG541qAQavV3Pf6w9LHUQzTmVF+y8fLbryBH7VRaGJi8o1mhVbWxglJknRz5/buNjNe/xixvrvn\nh1qtTjJCIOM4AYyp8+5B9XGS8o+yTfN2V3eb+EGAVsbQfhI7PtGQMUmr6aNLamB8ZBjQ9n0KTmFo\nvNRy+mj4NnEIWsXEiRqpj502nqSux7GfdhDbDobYdjDENmEYBz0g4r5ZeTQ/Pw9AvV7f97oPfehD\n/PIv/zIAq6ur/Nmf/RmvvfbakdsnHD1BEBLHMVpPFrZapzcXQTD4ZGxo+WGQlq8m26xHK52WHw6u\nBhooO2d7nCTZ2MgYer2hEnpHzIYBCdmkQ46k5791JroOy26AMAhJ4jidcJkApRXJhH4/6jbN257s\n4/dkyB+GYUCSpDefOTptgjG8DZM4Ien5pc5lgyVln2efddqz48dwwroKwnHhMPt1Pi8nSZz1u+Fl\nGYmCxCDp/HRijO50DPbx+7XffaD0kRhIMEbpY/b/ibH3dwJD83SvPg77PM+07X9QfZyk/KNs07zd\nnTHJKJ8zYkySjNgWwiDtVyPkkTiJ00mjrjAa6T8jqppv42njVxAEQTgc7puVRx/5yEeYn5/njTfe\nGHvtzs4OX/ziF/nhD3/I7/zO7/DRj3507Hf+7u/+buh/76xIkmOzj5bOjPN+fl5fq+O6b9FuBbju\n/ku4AXZ3WjiuxfLS0kTtt1Zfx33LpRW0cb29fbU6T9R6/xvATmsX13JYWloeW37e9nY7QmlFHKXv\n+w+QKMDAMAy00oTEaKVwHWfANqV0dgMEjuMO2JlnGrsBttfqOO5b+BP6vb7TwnYtXM/Bsqx72qZ5\n24PM71EYYQCqx/c63pvqUUqln4UxShs4jjNgn1YapVTaLkNsb0c+qq6yGy5FRIKR3RBpNThCDg0j\n/V2lUMpAGRrbtViasK53g0n66b3iuNp2XO2Co7PtMPp1x7alpeW+vNyO2ml/SuKhuTNS6cSSQdo3\nAwUYaS5Vw3Jtro938td+/e44tmnH57VaA6WMsX4/LH0cxTCdGeW3fLy0Qg/V1sRJNHSyKjTSSftO\nLu3kTscdzNNBO8omKJKhebxDZ1XPtHn3oPo4SflH2aZ5u912hNaKKEqG9hMjURhDxiRKK5ShBmJC\naZ1pmR4aL+3I7+vHRjrk6fbbPPk2nqSux7GfdhDbDobYdjDENuEwuW9WHmmt+bf/9t/yN3/zN7Tb\ng0uD/+W//Jf84R/+IT/60Y/40pe+xNNPP81rr73GxYsXh9+cC/cdZ1cWKRY9Go3m2E3Q4zim0WhS\nLHqcXVmcqPyVxbMUvSKNZmOy8psNil6RlcWzU9vueQ5aa6Io6nsyCtmT0paFSkxiIyJOEqIoHdh5\n3uCeDba20hU1JDiWfah2A5xaWaRQ9GhO6Pdmo0mh6PHA8omxZR91m+ZtdzO/x1E84HdTGRiZH5VK\nn5rGUYTWunvaWq8tYRhiWSZhGA213XM8TKWJ4rQNgyRJT6BLGGxzIIojTKVxLbfPj6cmrKsgHBcO\ns1/n87LnePvmTt9qg5lAmK6miI0IQ2UrAYdc39vH7+d+1/F5q+nf9/pYUCVMwyIkGJorAx2ATiBK\n27iTOz1ncHLFdqzuilPbsQY+z9s9bfsfVB8nKf8o2zRvd9FzMLUmHNKvSBKMEWMSxx0cc3T10bQI\no3CEPrpobaYnucUxsdXGMBOScH999BzvQPErCIIgHA73zeQRwJe+9CXOnz/PH/3RH9Fq7b1f/Rd/\n8Rd84xvf4Etf+hIf//jH+dM//VP+xb/4F9i2zYULF+6hxcJhcqIyx8q5ZbyCS3XMZszVag2v4LJy\nbpkTlf039+xQmTvBueUVCq5Htbb/JozVWpWC63FueYXK3PhJkrzttm1R8By0VgPLroMgwsTGpYhp\nmLTCJlprvIKLZQ8OfltBC9d2cGyHRrtxqHYDzFfmOH1uGbfgjt0Ee6dawy24nD63PHbzUDj6Ns3b\nbtnpiqh09VFuQBslWDpbrRDFBEG6Ssn1nAG/V6s1iqUCi4snKJa8obbbpo3nemilaTdCDEuhixpt\nGcTt/sFxEAZopfFcD8s0qe82u36cn7CugnBcOMx+nc/LtmXjOQW00gOvRAVRgHJAlwy0pQgaIdpM\nV5JorQdeFQpzfbw3f91v/a7jc8e12N3df2+cY6+PyqOgZzAxCZL+h4VBEKIcA11Se22c5U7bHJzI\naDbaOK6N49g0G/vvSXSQvHtQfZyk/KNs07zdjm1lE0gKf5oxiTn4AkO1VqVUKLJ4YpGSVxwaL2k/\nzvQxaKMdsLN+G+6jj7ZpHyh+BUEQhMPhvpo8sm2bF198kYcffpinnnqKp556ik9/+tP87d/+Ld/5\nznc4d+4crut2jwNVSvErv/Ir99hq4TB54tIFKpU56vUGm5s7A0+04jhmc3OHer1BpTLHE5emmzy8\ndOEJKnMV6o06mzubw8vf2aTeqFOZq3DpwhMHtr08W8K2LaIoxvfT/SR8PySKImzbouKewogsoiQA\nM6I8WxywZbu+TaPdZLmyzKnK8pHYDXDx0gUWKnM06g2qI/xe3dyhUW+wUJnj4hR+P+o2zds+M1vC\ntEyiOCbI/B5kfi85Nq5jEwQh7SDAskxm58sjbXnm2Uv72j5bnMWITKIgwbAiSisW2lNEQULUiomT\nBD9MT4KyLZvZ4iy723VajfbUfhSE48Rh9ut8Xp4tlbEtmyiO8IN0VYYf+t1+NHPGI7Yi4iBBRyYL\nC/NYWa7N93nLtpiZLR04fx0nnrh0gfn5GZqN9n2vj7PqJLbyCAnx41aaK4M9fZw54/S18WxxdsCW\nTpueXK5w8lRlX/26k7x71Pp4VG2at/vEbAnHtgijmLYfpHsXTjkm6W3/Zy89s2+8zJbKGIZBFKWv\nFi6c8bAzfQxG6OOdxK8gCIJw5+jnn3/++XttxDSYpslnP/tZ/vAP/5A/+IM/4F//63/N7/3e77Gw\nsNC95vHHHz+03/vyl78MwHPPPXdoZQqD7OzsAFAul/e9bnauRLlcZG1ti1qtwcZ6lcAPabcDarvp\n31orlpZO8MyzT/Lhh1emsmOuNEu5WGZta41ao8Z6dQM/9PFDn0a7yXp1A600SyeWePbJZ3h45cMT\nl523fWe7hmmmy7aDIML3fZIkwTQ1nufQroc4potyY7yiSa1Vww8D2kGb3cw2A6jMVvi93/g/efRD\nj+Ts7r/2oHZDesRwqVxkY22Leq3BVuZ3vx1Q303/VlrxwNIJPvfskzz48MqxadO87bvbNZQ2iMKI\nKIwJMr9rU1MsuCRRRAQYSoFSGIYx0paLn3xkX9u3qzVs20a5Mc5Jn7pZRTkKWgaRnxA2IojBUhZF\ns0hzpwUGzFdmefp3f50Hp6zrUTNpm94Ljqttx9UuOFrb7rRf99qWz8vbtZ293BkFe7lTm3iORyOs\nY3kaK3YomEX8ZtC9Pgyivj7veg6NWmMgf90rv90Js3Mlothnc3OXVsu/S/o4uc7s57cBfdxsYho2\nodEmSALacZOEGG0p3KJJI671tXFztzVSk57+P36d849+aF/9upO8exB9nJSjbNO83fXtGrZpEmRj\nkmZPP7E9h9bQMcno8dEnH7m4b7xs725jWzZaK1zbpRU1MB1F1DII/YR2po+msiiYReo7ranqelz7\nKYhtB0VsOxhim3CY3HeTR3cbmTy6O0yTPE4uLnD6zEmibN+azgljlqWpVOZ45NEH+a1nLk09MO6w\nuHCSMydPE8Xpu/+dVyNc26UyV+HRBx/hmUu/NfUEzDDblTawLBNDGemNjOtQni1SLHlUKnNceOQR\nPvfkE8yUC+m+DdmTO0tbVOYqrJw8y2cuPMnFRx8fsDt/7Z3YDVBZXGDpzMnufkFxEmMApqVZqMxx\n/tEH+ewzl7oD4+PUpnnbozhGm7r7j+M6zMwWKZQ8Ti4u8Evnz7B8ZhHHs8faMs72CxfO89nfeJzS\nCTvdy8GOMQqgMDC1ieu4lItlioUCC5U5lldO8snPXODCxUcPVNej5DiL/HG17bjaBUdv253067xt\n+fymDYVlWijDwNQa13GZLZYpeUUqcxU++shH+MylS5QL5W6uNXtybW+fH5a/9uM4t6lpwcmleTy3\ncFf0cRqdGee3fLzo2MZKPAwFpqlxXZvybJFSoTC0jffTpHH6dad5d1p9nIajbNO83aY2cCwTlIHZ\n009GjUnGjY/Gxctj5z/G5y5+lnJxJu2ndow5Qh+nretx7qdi28EQ2w6G2CYcJkYysDOe0EvntLVR\np7EJh8NBd9vfWK9y7ept2n6AY1ucXVk81Hfg16sbvPr6qwRhwNLSMiuLZyfeK2gcedtLMx613ebI\nuqxXN7h6+xp+0Ma2HFYWz9KqpfsgDJxeM+Taw7IbYGu9yntXb+P7AbZtcWplcWAPh+PaplvrVX72\n6uuEQcjS0hLFGY/6bnNoXaa1Zdz1+XaZteZoVdt9v11vpftmHMeTJ47zqRjH1bbjahfcXdum7Uv7\n2ZbvRzNeid1mbWS+y+er/fr8JNwvbXo39HEanZnGbwP6OG+z429P3Mb7temwaw8z705jyyTcrTbN\n2+3NeOyMGZNMMz4aFy8D/dqao15tH7iu90s/PW6IbQdDbDsYx9k2YTiDO90Jwn3EicrckW6YWJk7\nwaPnHgEOP7FNa3tl7sTAwOx67frE1x4m85W5I9tQ9qjbdL4yx0OPngPGt+m0toy7fpJ2qV/ff9NV\nQbgfOcx+PW1+O8p8dZy5G/p4VDozre3TtPGwaw8z796v+jit3dOOj8bFy1GPWwRBEIQ7577aMFsQ\nBEEQBEEQBEEQBEG4u8jkkSAIgiAIgiAIgiAIgjASmTwSBEEQBEEQBEEQBEEQRiKTR4IgCIIgCIIg\nCIIgCMJIZPJIEARBEARBEARBEARBGIlMHgmCIAiCIAiCIAiCIAgjkckjQRAEQRAEQRAEQRAEYSQy\neSQIgiAIgiAIgiAIgiCMRCaPBEEQBEEQBEEQBEEQhJHI5JEgCIIgCIIgCIIgCIIwEpk8EgRBEARB\nEARBEARBEEYik0eCIAiCIAiCIAiCIAjCSGTySBAEQRAEQRAEQRAEQRiJTB4JgiAIgiAIgiAIgiAI\nI5HJI0EQBEEQBEEQBEEQBGEkMnkkCIIgCIIgCIIgCIIgjEQmjwRBEARBEARBEARBEISRyOSRIAiC\nIAiCIAiCIAiCMBKZPBIEQRAEQRAEQRAEQRBGIpNHgiAIgiAIgiAIgiAIwkhk8kgQBEEQBEEQBEEQ\nBEEYiUweCYIgCIIgCIIgCIIgCCORySNBEARBEARBEARBEARhJDJ5JAiCIAiCIAiCIAiCIIxEJo8E\nQRAEQRAEQRAEQRCEkZj32gBBEAThg83GepVrV2/T9gMc26I041HbbXb/PruyyInK3B2V/+YbqwRB\nyPpafd/yttarvHf1Nr4fYNsWp1YWmd/nt/O2j7M1f71pJ8zNlYZe+4ufX+VnP/0FzVYbz3X4+OPn\nOf/hlekqvw/T2L5e3eDq7Wv4QRvbclhZPEtl7sSh2fJB5edXf8FPf/EzWu0mruPx+PmP8+GV8/fa\nLEEQ7hMG9HHeZsffPpRcPG1e31qv8vYbq4RByPZa/VD1cVot/cU77/A/33idZruF57h84tGP4VrW\n5JXfh2ltOU76OO24Yb26wRurbxKEAWv1dWasOerV9si658dIxRmP+m5z4jFTL6KPH0w+UJNHzWaT\nP/mTP+FrX/sajuMQRRGmafL5z3+e3//93+fUqVP32kRBEIT/bbi6eotXLl/h6upN6vUmrZZPo9Ei\nDCNMrSkUXVzXplj0WDm3zBOXLrBybulA5W9t7RDHMa771tDybqze4tXLV7ixepNGvUkcJyhlUCh6\nnD63zMVLFzjd89t52zvXj7J11PVaGyyfqvCP/rHZvf5Hl6/w4guXuX17gyAISZIEwzB46aUfs7h4\ngmeevcSvXbpwaH7fz/abGzf5wZsvs3rzKvVmnTiJUYai6BU5t7zCpQtPcG7p8Ca0Pij87H+9xv/z\nwv/L7Y3bBGGw14Y/fonFE4s8e+kZLl34tXttpiAIx5SbNzd4+QdvdvN0M65RVxuEuoW2DQoFB9d1\nDpSLV29d5fKVVybO6736WN3aIYljHPetQ9HHabX0lVdf5YXvf5PbW7fwozYJCQYG//1/fIv54gKf\nfvwJzpw5cyCfT2vLtH48SqYdN/TavrWzRbuWEFUtoqbGNCwKTln/VX4AACAASURBVBHXcbp1f/Dc\nErdWb3XHSO2WT7PRIgojtNZ4RRfHtUfGRC+Xr/yIFy6/KPr4AUU///zzz99rIw6DZrPJ008/TRzH\n/OVf/iX/5t/8G/7Vv/pXrKys8Ed/9Ec0m02effbZqcv98pe/DMBzzz132CYLPezs7ABQLpfvsSWD\niG0HQ2w7GB8U215/7W2++pXv8r/evs7mxjZ+O2R3p06r6eP7PkEQ4vsBSZywXd1lfb3Ku++8R7lc\n5OTiwtTlAxiGQRwlbGxU+8rbWtviG1/5LqtvX6e6sY0yFIZhEPohWxtVNterXH/nPUrlIpXFhYGy\nO9cHfjhQ9skx129u7rC1tcu1q7cpl4v8+Eev89d/9S3W39/C9wNIjK7dvu+zs13j7//+HZI45uGP\nnJu6jaax/drGu7z00++weusqG9ubGCq91g8DNqobrFfXeee9dykXyywunJzaljvhOPeDv/nuf+Nv\n/8d/Z2N7Az/wSYw09qIkxvd9tms7/P07f08cJ3zk3MN31bbj7Dex7WCIbQfjONv2k7/7e77z0k+5\nunqLzY1t2nqXbf0eTWq04yZhENFuB8TEVGvVqXLxa2+/zle++1Xevv6/Jsrrb732dp8+Guxp6Z3q\n4/trW1Np6X/75jf4y5f+K+u7a7TjJqTWEBPTjpvUWru8fe0dCDUP/9JDU/l8Wl2f1o9HGW9f++r3\npho35G0PdhSN90z8XYN2MyIMA9qhTxLD9laN966v8T9ffYv333uf+naNoB1S26nTbvoEvk/YM17b\nre4OxEQvX/3e1/irb/0172+tT6SPx7mfCsP5wEwe/ft//+/53ve+xze/+U08z+v+9wcffJAoimTy\n6JhznJOH2HYwxLaD8UGw7erqLb76le9y48YarutQLhfZ2akRBCGmqXFdG8NQRFGMYRicXFwgSWBj\no8ra2hanz5xkdsSrXsPKX1xcwLbTcmdnZyiXi/jZgPD66i1W33yXjbVNHNehsrhAsVTA9RwKRY9S\nuUiQTSJtrG2RaMVLL/2PvrJLpQKelz6h6y17bW0LrRXf2ud6x9WEYUS1uss//MNVfvbTn9NsttIn\neZ6D41hYloltm1iWSRwn+G2f1dVbVE7McvrM5JM2w/wyyvZ3b17l5xuvs7G7QcHzWFxYpFQo4Tke\nRa9IuVjGD302qhusba1x5uRp5kqzE9typxzXfnD5yo/4yve+StNvpm3oeDiWg2Va2KaNZVrESUzb\n91m9tcqJ2QpnTp6+a/YdV7+B2HZQxLaDcVxtu7p6i6999fus3d7CK3jMVCyq+j18o4mlTFxdxIg1\ncZigEpOTlQqJEU+Ui1dvXeUr3/0qN9Zu4Dru2LzuhC6Xv/ETbt1Y6+qjZWsc16Y8O3NH+ri6eos3\n33yXtbXNibR0s77O1y+/QN3fQRkmBbOEox0sbWFrG0s5REmAH7dYvXmdSvkBziwvT+zzSbVxbW0L\nVYj47z/55sR+PHPyNCo2gMOPtx9dvsJf/9W3aNSbE40bEivg5be+37V91qywe80gahpp25Y06IQo\nCTHMhLmZMjvVGo1WmyhOOLFQplVvdsdrdjZei7PxWiUbr3ViYunMScrZeO3ylR/xV9/6a+rNxsT6\nWHZnjsRvwtHxgdgwO4oi/vzP/5wvfOELuK478Plzzz3HF7/4xXtgmSAIwv9+vHL5CuvrVYrFAgsL\nZXa2a/h+gNYK27ZQSmHbJlprfD9gZ7vGwkKZYrHA+nqVVy5fmap8pfqlTCnVLW/j5jq331unUCww\nN+LauYUyhWKBzfUq33zh8sRlr69XeXGC62dnixSLBW7d3KDZbHcHgMOu9TwHrTXNRosXX7h8R37f\nz/b3dq/y/tYGBcdjobww/NryAsVCkfXqOpevvDKVLR9UXrj8Iu2ghVbpwHhoGzoeWmsarSYvXH7x\nHlkqCMJx5JXLV9ja2sUrOCwslNmO1/DjJiYmtnJRhoFt9epjfeJcfPnKK6xX1ykWihPl9W994wds\nrlePRB9vvrfOzZvrk2vpD1+iGdTRhkXBKqAMo/96w8DRHtowaQZ1Xvj+N6fy+TS6/sL3vzmVH49S\nH1984TLNRmviccM3vvmDPtt3bocErQRlGViuSuPLtNL4Cnw2N7cwkgRTa6Ik+f/bu/P4qMp7f+Cf\n2ZeEMEmGLIhZMCyhbBIhgQAJi0Uo6g8p4jXqFbXKvdRWUQouFFTU1l5EFF+XW2lZFGr1iggKcsGC\nIC40gKVFsIkkUGgSyL5MZubMnOf3x2SGTJLJTCaEM8XP+/XipXPmyZlPnjNzvk+eOQuqKusgtYzX\ndC3jNV3LeE1ySmioa/R7TxxrNV77+MvdsNkvfbHC+nh1uiomj06dOoW6ujoMHjy4w+cTEhJw/fXX\nX+FURETfP1WVtTh7pgzNNjsslmg4nRJszQ643TJ0Ov/L7Ol0GrjdMpqbHXA6JVgs0Wi22XH2TBmq\nKmtDWn9nos0GuOxOOB1OGM2GTtvGWKLR2GhDeUUVmhqbg67bYolGU2MzKiqq0NRoC9pep9P4rlPQ\nth/aMhh0kGUZFRVVKC4622lbr670izlGC7togMPlgFFv6rStJdoCm70ZZ8rOorK2KqQsV6uis8Wo\nqKqALAvotfpO2xp0Bs82rKpA0dniK5SQiCKZdz/tsEvo1csEp9wMm7sBLrigU/nXKJ1O6zlzwmaH\n5JSC7osra6twpuwsbPZmWKI7v6CxJdoCW70dVWU1sDXafEeOBNLV+mg2G+BwOOGwO2EOUnstlmjU\n2+pQ76iFW7hg1HZek/RqI9xwoaKmHMUlJZ22BbpWGy2WaDTa61FRU45GW1No/diyTWobOx6zdEdx\n0VlUVFRBlmUYDJ1fLNw7bmioa0Z9rQ2WaAuczTKa692QXQKaNiVLp9XB7XLDaZfgdrthMngeSw4n\n3G4Z2jbjFK1OA9ktw97sgOSUEGOJht1mx/kzZaiprG1VH2UYdJ1v89b18WxFaGMcihxXxQWza2s9\nH9jo6M53Cp3JysrqcPnJkyeRkZGBc+fOhb1uCk6SJACIyH5mtvAwW3j+1bOdOnkGNTX10Om1cDod\naGxohkuSoFarIMtyu/ZqtQqS5EJ9fQOio03Q6bWoqanHsWMnMDiz/TV/2q7fS5YFAMBub/YtczQ0\nQwVAAGhsbALQ/vVbk1UqOBxOGMwGv3UHolIBTocEUyftvblqa+pbLXPD7e583Wq1Gk6HhM8OHoXR\nFPx7nkD90pEGuRrQyFDJGjjtLth19k7b67U61NTX4NiJY8hM7fhLmsstEj8HB49+BofkhFrtud6E\nO8hGVKvVcEhOHDz6GUzq9kdF94RI7DcvZgsPs4UnErN599MGow6ACnX2KjjdDqihgQzZU6xaUavV\nkCQX6uoaEB1t7nRffPLMKdTU10Cv1cHpcAbNonMaINld0On1QWsp0LX62Nh46WcbG4LXXrfOARku\nqIQaQshwiwANBaCCCmqhgcNlx8HDXwS9A1tXaiMAwCDB4bLDJPQh9aN3m/zjwjlEGaIu6/vts4NH\n4XRIUKvVEEIErTlQA7JLQDR73gNNlW64HG6otZ6rR7nbjMHUshpCFoAaEEJAqwKEW4bQqCFkue3b\nEapW47WolvFabU09jh87ge+ailrqY2hZvfXxxJmTSI5LjqjP6fdFuBeevyqOPIqNjQUANDU1KZyE\niOj7TZJckGUZGo2nvMhCQAjAM3RpT6VSQQjhG7BqNGrIsgxJcoW0/s4IIXyv6l1/p1SAgGh3uHzg\n9irPnWBCaC6LS68vQonSsm5HCINXoGv9IrcM5FUARAcTem1p1BrPNnFJIWW5WjmcDqDlrjGhUKlU\ngBCenyOi77129REy0HI3sY6oWmqSt350ti+WXJJn3WpNSFnUQu27C1ZIulAfW9dbOaSCJwOqwP3Q\nltpbH53B62NXaiMAqDRoqeuhZbm0TToes3SHw+HsUhaV91cUnvay7BlvBP5xld+EpUqoLi3vqHVL\nTRMt21fdMsnkklxh10dnCNuQIstVceTRoEGDEBsbi5MnT4a9jiNHjnS43HtEUrizcxQa74xzJPYz\ns4WH2cLzr56t8kITjMZv4bBLMBpNcDjcUGvUkN0CGk37Qa3LJUOtUcFoMMBoNKGh3g6DUYfkpKQO\nX6ft+r2835K2XiY73IBKBRWEb/2dUas1UKvVUKvVQdsCgEZdB7VaDY1aE7C9N5def+mYcbVa3WFf\ntCaE55oDfazWkN4Lgfqlw0wuE1ROz+BbrVHDaOr8qJh6ewOMOgOSkpKv2PsyEj8HVmsfqIvUcLV8\noxp0G0oCGrUGVmuf73W/eTFbeJgtPJGYzbufbmy0Qa1WwaA1Qe3QQBbuDid9XJChUas99ctk7HRf\nfKGpEsZvjbBLjqD7dABQ6Rpb6pc6aC0FulYfnQ53y4SFCoYQaq9GpfVNHHU2+eWWPfteAUCjUqNP\nfPD62JXaCADqRi3UqpZ+CaEfvdvEZDBCp9Nd1vdbH6sVanUR3C45aL0B4OkYNaDRqGA0GeE0StBo\nZLgkGVCpoGlzDSLJc2s9z9FcGg2gcnkeq+B53FbLeM27TZvq7dAbdUhKSkJ1bZWnPsrukLJ666PJ\naLrs/UY966o48kij0WDBggXYvn07HI723/DNmzcPDzzwgALJiIi+X65NSURUlAk2WzNkWfZdyNHt\ndkO0+QbSe2izVqOB0eQ5B95ma0ZUlAnXpiSGtP7OaA06z7eeAtAHuV6ALMuAywW9TgvJ5Q66blmW\n4XK5odNp4XK5graPjr40aA32zZwsy5Blz7qHj8zotK1XV/rFiCgItwqy2g2dofPvkGRZhq3ZhihT\nFFISrw0py9VqZMZwz91iZLnde7ktWZYhu2XotDqMzBh+hRISUSTz7qftzU7IsgyzOhpalQ4uSO3r\nIzw3BNJoPBdEDrYvTkm8FlGmKNiabSHVL7vaBq1BA7dTDql9V+qj3qCDEJ4aH+xaPbIsAw4dVEIL\nWeUOeqSSEAJuuKDXGDAi8wedtgW6VhtlWYbbpoJeY4AkSyG1926T5PikoFm6avjIjJa7qYU2JhFu\nQK1RQTY4IMsyjDEaqHUqz6lsHby/ZJUbqpZT1oQsQxJyyxFB6HC8Jrs9E0Pe8VqzrRnmKBP6piRe\nqo/u0N5P3vo4+NqBYfUNKeeqmDwCgKVLlyIjIwMPPvgg7PZL12946623sGfPHixdulTBdERE3w/x\nVgtSUpNhMhtRW9sIvV4Hs8kAjUbd7lQ0Sbo0MNbrdaitbYTJbERKajLirR1fqLLt+jvTaHNAa9RD\nb9DDbuv81KH62kZER5uRlBiPqGhT0HXX1jYiKtqExMR4REWbg7aXJM9kkEqlCnhKnpej5RoHiYnx\nyBiQ0mlbr670i63eBaOqFwxaA+zO5k7b1jbWwmw0ITU5BVZLfEhZrlYDUjKQGJ8ItVoFp6vzQ+0d\nksOzDeMTMSAltAlAIrq6effTBqMODQ3N0KtNMGt6QQstJOFfoyTJ5blrldkInV4XdF9stcQjNTkF\nZqMp6MWbaxtrYY4xIj45FuZoM+qD1Iyu1kebzQGDQQ+DUQ9bkNpbW9uIGHNvxBgs0Ki0sLs6r0lO\n2Q4NtEiMTUJGenqnbYGu1cba2kZEG2OQGJuEaHNUaP3Ysk2CXVw7HBkDUpCYGO+5PpCj89PGveOG\nXr1NiLGYUdtYC71JDVOMBmqtCu42JUtySdBoNdAbPXdea3Z4HusMemg0arjajFNckrvlSGUDdHod\n6msbYTQbcU1qMmKtllb1UQ2H1Pk2b10fUxJDG+NQ5LhqJo/0ej12796NgQMHIj8/H/n5+cjNzcX/\n/d//4dNPP0VqavsLrxIR0eWXnTMUVqsFTU02VFfXI6Z3NPR6HdxuGU6n59s8p9MFt9sNvV6HmN7R\nqK6uR1OTDVarBdk5Q7u0/rbfcsmy7FtffLIViX2tsDXZUBugbW11PWxNNsRZLZh6U07I67ZaLZgW\nQvu6uiY0NdmQlBwPk8nguYNOs6PDts3NDs+dT8xGTLspp1v93ln2vr1S0Cc2HjZHM6rrqztuW1+N\nJlsTrBYrcoZmdynL1eqmnGkw6Ixwy240O9p/ky3LMpodzXC73TAbTbgpZ5pCSYkoEmXnDEVsbC80\n2xyorq5Hb3UC9GoTXHDBKdshCwGn1Lo+RoW8L84Zmg2rxYomW1NI+/VJN+YizmrpkfqY3NeK5GRr\n6LV03GSYdFFwCwk2ydbuCCRZCDjczXALF0y6KNw0fmqX+rwrdf2m8VO71I89WR+n3ZQDk9kY8rjh\nxqm5ftljErXQGVWQJQHJLnveXy7PHdb0Oj3i4mIhVCq43G5oVCrEW3tD1zJek1rGa1LLeE2n16FX\n72i/98T1rcZrN+VMg9lo8mRlfbxqaZYvX75c6RCXi1arxcSJE/HAAw/g3nvvxf33349Zs2YhLi4u\n7HX+9re/BQA89NBDlysmdaC+3nMnopiYGIWTtMds4WG28FwN2XpbohETE4ULF2rQ2GhDfV0jtFrP\nbYclyQ2n0+m5s4dWA5PJgKZGGzQaNZKS4jHtprEYMLDzb6Larr+qshZOpwtOpwvNNgeqKmt965tx\n8wQMzExD1YUaNDXaUFNZC8npgtMhoanB81itUaNPUjzybhqL4VmD261bcrrgcEhobLD5rXvaTWNx\nfZD21VX1UKtV6Ns3Abf+v3z0SYjFmTPlkJwSnE4JLpcMt9vdkt/z1aA5yoSbpo/FpCmju7R9OuqX\nQNlnzshHojUO1Q3VsDvtqKytgtMlwSE50GBrRGVtFTRqDZLik3DT2GkYmDKgS1m6K1I/B/0SrkFd\nXR3+WVUGl9sFp+SES/YMrJ0up28bRpnMmD72JkwZPemK5ovUfgOYLVzMFp5IzdbbEg237ER1dQPs\ndifqq5uhVenhUjkgCQkOuRkCMjQ6NYxRWjTaG0LeF1uieyMmKgYXai6gsWU/3tl+/fofDEd0TFS7\n+ig5XbDbHN2qjzNvnoDBmWkh19LccVkQkgpnys5Bkp1wyM1wyS64ZBecsgMOuRkQKpg0UfhR7nRM\nzs3tUp93qa6PGNKlfhyYMqDH3m/X9EuAkOWQxw0/mpHnl722uQZqnYDbroJbAhw2NyADWrUOZm0U\n7DYn9HoddBoNYox6uO1O33jNJbkhtYzXNFrP6Wq2RpvfeyK91XitX8I1kGWBM+Vn4JSkkOpjpH5O\nKbCravKoJ3Dy6MqI5J0Hs4WH2cJztWRLSIzDNf0S4HZ7rg+j1qg8p22pVZ5BiNGAmN5RiIo2wWq1\nYHBmOn44LSfoxFGg9XtPBTMa9e3WZ02MQ1K/BMgtbWUhQwVAq9MgzmpBRmY6Jk7L8Q2C2q5bFp5v\nz3Q6TYdZO2vfK8aE9P59MfOWPAwYmIKBg1Jhje+Nyso6OJ0SBC7dtcRoNOCafom4bfakLk8cBeqX\nzrLroEVSbAKMZpPvmgcAoNPoYLVYkZk+GNNyfnjFJ46AyP4cxJljEdvLgianDU7J6bt9nufCtkb0\nS7wGsyfddsUnjoDI7jdmCw+zhSeSs2l1QEJSLExGs+cPc1kPnTBBpQa0Wg2MRj1iekch2mzu8r44\nMS4B/RKugVt2h7Rfb1sfnS211GDUd7s+drWWDux/HawxfVBZVQPJKUEIz4We1So1TNooJMQk4cbs\nSfjR1Bu73OddzdLVfuzJ91tXxw1ts7s1TmhMAlq1BlqNFkaDETFRMYgym2G1WvCDYRmYmHc9LDFR\nvvGattV4zWA0oFfvKJijTR2+J1oblDoQ8b2tqKyrDKk+RvLnlDqmEsGu+vg9573bWqC7sdHlEYl3\nxfBitvAwW3iuxmxVlbX4x9kKOJwSDHodonuZ0NjQ7Ht8bUpiwGschbr+Y8dOQJJcSE5K6nR9NZW1\n+OfZCjidEvR6HfqmJCK2k9dumz1Y1rbttXoBiyW6wz4rLjqL418Xo9nugMlowPCRGSFf4ygUwbK3\n3p6VtVU4W/EPOCUH9DoDUhKvVfQaR/8qn4Ois8X4uvg47I5mGA0mjMwYrug1jv5V+i3SMFt4mC08\nrbO1q4+xetQ76y7Lvrir+/WaylocP3YCLsmFpKSky1ofu1pLi0tK8JeTJ9DssMNkMGJE5g9g1Hku\nvt3dbdrVLKH045V6v3V13FBZW4VjJ45BcklISkpGL50FTbWOgL972zFSVC8TmhqaQx4ztRZKfYzk\nzyl1rPPbrBAREXVTvNXSrcmhUNY/ONNzXbtgA5BYqyXkgY933V3J3ra9d2DUkYwBKZd1sihYls5Y\nLfHf+wtih2NASgYviE1EYevJ+tjV/Xqs1YLrQqylQNeyd/X3zEhPb3dB7M7qaVd0NUsk1ceujhus\nlnhkpg4GENo27eoYqTOsj1enq+aC2UREREREREREdPlx8oiIiIiIiIiIiALi5BEREREREREREQXE\nySMiIiIiIiIiIgqIk0dERERERERERBQQJ4+IiIiIiIiIiCggTh4REREREREREVFAnDwiIiIiIiIi\nIqKAOHlEREREREREREQBcfKIiIiIiIiIiIgC4uQREREREREREREFxMkjIiIiIiIiIiIKiJNHRERE\nREREREQUECePiIiIiIiIiIgoIE4eERERERERERFRQJw8IiIiIiIiIiKigDh5REREREREREREAXHy\niIiIiIiIiIiIAuLkERERERERERERBcTJIyIiIiIiIiIiCoiTR0REREREREREFBAnj4iIiIiIiIiI\nKCBOHhERERERERERUUCcPCIiIiIiIiIiooA4eURERERERERERAFx8oiIiIiIiIiIiALi5BERERER\nEREREQXEySMiIiIiIiIiIgqIk0dERERERERERBQQJ4+IiIiIiIiIiCggTh4REREREREREVFAnDwi\nIiIiIiIiIqKAOHlEREREREREREQBcfKIiIiIiIiIiIgC4uQREREREREREREFpBJCCKVDRLK4uDjY\n7XZkZmYqHeWqJkkSAECn0ymcpD1mCw+zhYfZwhOp2SI1F8Bs4WK28DBbeJgtPMwWHmYLD7OFJ5Kz\nXe0GDx6MzZs3d/nneORREDExMTAajUrHuOoVFxejuLhY6RgdYrbwMFt4mC08kZotUnMBzBYuZgsP\ns4WH2cLDbOFhtvAwW3giORt1jEceUUTIysoCABw5ckThJO0xW3iYLTzMFp5IzRapuQBmCxezhYfZ\nwsNs4WG28DBbeJgtPJGcjTrGI4+IiIiIiIiIiCggTh4REREREREREVFAnDwiIiIiIiIiIqKAOHlE\nREREREREREQBcfKIiIiIiIiIiIgC4t3WiIiIiIiIiIgoIB55REREREREREREAXHyiIiIiIiIiIiI\nAuLkERERERERERERBcTJIyIiIiIiIiIiCoiTR0REREREREREFBAnj0hx27dvx+jRozFx4kTk5uai\nsLBQsSxOpxNLliyBVqtFaWlpu+fXrVuHrKwsjB8/HjfeeCO+++67Hs/04YcfYsaMGZgyZQpycnIw\nffp0HD9+PCKyHThwALfddhvy8/MxYcIEDBs2DKtXr/ZrEwnbd82aNVCpVNi/f7/fciX6DAA2bNiA\nwYMHIz8/3+9fXV2dr43S/XbmzBnMnTsXkydPxrBhw5CVlYV9+/b5nlei7zrqs0GDBmHEiBGK5gIA\nh8OBRx99FCNHjkReXh6ys7Px/vvv+7VRKpskSVixYgWys7MxduxY5OTk4MCBA4pluxz72RdeeAGj\nRo1CTk4OZs+ejQsXLlyRbPX19bj//vuhUqkCruNKZxNC4K233sKUKVMwZcoUjBkzBrfffnuH+ZXo\ntw8++ADTp0/HlClTMH78eIwaNQp/+MMf2q2jp96Dwbap1+OPPw6VShUx/bZ8+XKMHDnSb383ffr0\ndutQqt+OHz+OmTNnYvLkycjMzERubi7+9re/+bXpiX7rLJfFYmlXI1JTU3Hrrbf2eK5g2aqrqzFv\n3jyMGjUK+fn5GD9+fLv9sFLZGhsbsXDhQowdOxbZ2dmYNGlSu23ZU9ku5xj3cucLNZsSdSFYNiXr\nQij9pnRdoG4QRAoqLCwUUVFR4sSJE0IIIXbs2CHi4uJEWVnZFc9SUlIicnJyxD333CMAiJKSEr/n\nt23bJvr06ePL9tprr4n+/fuL5ubmHs0VHx8vNm/e7Hu8ePFiYbVaRXl5ueLZHnroIfHMM8/4Hn/9\n9ddCrVaLHTt2CCEiY/ueP39epKSkCABi3759vuVK9ZkQQqxfv16sX78+4PNK99vFixdF//79ff0l\ny7L48Y9/LF577TUhhHJ9l5eX127ZPffcI55//nlFcwkhxNNPPy3S09NFfX29EEKIo0ePCr1eL77+\n+mvFsy1atEhkZmaK2tpaIYQQu3btEmazWRQXF1/xbJdjP7t69WoxePBg0dDQIIQQ4rHHHhPjxo3r\n8WxHjx4Vo0aNEnPmzBGBhk9KZGtoaBAajUYcOHBACCGEy+USd955pxg4cKCw2WyKZhNCiGnTpomN\nGzf6Hm/fvl2oVCrxl7/8xbesp96DwbJ5HTt2TFit1g7bKNVvy5Yt86tZHVGq37799luRmprqq1EO\nh0Pk5OT4ar8QPdNvwXJ1VCMmTpzoN4ZSanveddddYuzYscLhcAghPNuuV69efnVdqWxz5swRkyZN\nEna7XQghxH//93+LxMREUVNT0+PZLtcYtyfyhZJNqboQLJuSdSGUflOyLlD3cPKIFDV79mxx2223\n+S3LzMwUTz/99BXP8te//lUUFRWJffv2dVhcs7KyxMKFC32PnU6niImJEevWrevRXLNmzfJ7fOHC\nBQFAbNq0SfFsJ06c8P2x7BUXFydWrVolhIiM7XvbbbeJtWvXtps8UqrPhAg+eaR0vy1atEj827/9\nm9+yM2fO+D4TSvXd6dOn/R43NDSImJgYcf78eUVzCSHEzJkzxe233+63rE+fPuLll19WNJvb7RZm\ns1m89NJLfsuHDBkiFixYcMWzdXc/63a7RUJCgnj11Vd9LkhyiwAAFcJJREFUbcrLywUAsXfv3h7N\n9sUXX4iysjKxfv36Dv9IUCqbzWYTBQUFfu0PHz4sAPj+cFCy3woLC4UkSb7H9fX1AoB4//33fct6\n6j0YLJsQnr4ZN26ceO2119q1UbLfQpk8Uqrf5syZI5544gm/ZadOnRIVFRVCiJ7rt2C52taI7777\nTsTFxfn+2FRyew4dOlT84he/8D1uamoSAMTWrVsVzeZ9jXfeece3zOVyiV69eonf/OY3PZ7tcoxx\neypfKNmUqgvBsilZF0LpNyXrAnUPT1sjRe3duxc33HCD37LRo0djz549VzzL0KFDkZGR0eFzNTU1\nOHLkiF9WnU6HkSNH9njWrVu3+j02mUwAPKfJKJ1tyJAh6NWrFwBAlmW88cYbMBgMmDNnDgDlt++O\nHTug0+kwbdo0v+VK9lkolO639957DxMnTvRblpKSgrS0NEX7Lj093e/xu+++i/Hjx6Nv376Kb9PZ\ns2fj4MGDOHfuHABg9+7duHjxIhITExXNVlVVBZvNhsTERL/lffv2xaeffnrFs3V3P3v8+HFcuHDB\nr01iYiJSUlK6nbezbACQk5ODpKSkgM8rlc1kMuGtt95qtwy4VCeU7LesrCxotVoAnlMo/+u//gtD\nhgzB1KlTAfTs/jhYNsBzWvOECRMwdOjQds8p2W/BKNVvTqcTO3bsaFcjBg0ahISEBAA912/B+qxt\njdi4cSPuuOMOGI3GHs0VSrbZs2dj165dqKmpAQDfZ9a7b1Yq29mzZ/1yAIBGo0FiYiI+/fTTHs92\nOca4PZUvWDZAuboQLJuSdSGUflOyLlD3aJUOQN9f1dXVqKurQ3Jyst/ypKQk7Nq1S6FUHSspKQGA\nDrOePn36imb54osvYDQaccstt0RMthUrVmDNmjWIi4vDzp07cc011yi+fZuamvDUU09h9+7dfgUL\niIw++/DDD7Fp0yY4nU4kJSVh8eLFGD16dET02+nTp+F2u1FQUIDS0lKYzWY8+OCDmDNnTkT0ndf6\n9evx85//HIDy2/Tee++FzWbD0KFDkZycjL///e+YM2cObr/9dt+5/kpks1qtiI6O9v2B4HXu3DmU\nl5cr3m+thZLF+99IyNtWJGX74osvkJSU5PsDPxKyLViwAFu2bEFmZiZ27tyJ6OhoAMp+ds+fP4/f\n/e53+OKLL3D48OF2zyvdb7///e+xfPlySJKE/v37Y+nSpRg4cCAA5fqtuLgYdrsd1dXVmDVrFi5c\nuIDevXtj0aJFmDRpEgDl+w3wXPNl48aNeO+993zLlMzl3Y5paWlISEhASUkJHn74YYwbN07RbGlp\naQDgVyNcLhcqKip8n9ErmS2cMe6Vytc2WygiKZtSdaGzbJFYF6hzPPKIFNPU1AQAMBgMfssNBgNs\nNpsSkQKKlKxCCDz33HNYsWKF7xu+SMj29NNPo6ysDE899RTy8vLw+eefK55r6dKlmD9/frvCAyjf\nZ4mJicjIyMDOnTvx2WefYdasWRg7diy+/PJLxbPV1tYC8GzTxx57DIcOHcLzzz+Pe+65B1u2bFE8\nn9d3332Hb7/91jcYUTrXunXr8MILL6CwsBAnT57EsWPHkJOTA7VarWg2lUqFn/3sZ1i3bp3vj4PN\nmzfju+++g9vtVrzfWgslSyTlbStSstntdrz00ktYs2YN9Hp9xGR7/fXXUVVVhVtvvRU5OTkoKipS\nPNvDDz+MF198EWazucPnlcyWkpKCESNGYO/evfjss88wZMgQZGVl+f6oUiqb98iZJ598EitXrsSh\nQ4cwf/58TJ06FYcOHVI0W2v79u2DxWJBVlaWb5mSuX75y19i+/btKCoqQlFREfbs2YPrr79e8Wx9\n+vTBnXfeiVWrVqG6uhoA8NJLL8Fut8Ptdl/RbOGOca9Evo6yhSJSsilVF4Jli8S6QJ3j5BEpJioq\nCgDaHRXicDgCDuSUEilZn3zySaSmpuKxxx6LuGwqlQoFBQWYOHEilixZomiuo0eP4quvvsL8+fM7\nfF7pPps+fTp+9atf+Q6lLygowNixY/GrX/1K8WwajQYAMHPmTIwaNQoAMGbMGMyaNQsvv/yy4vm8\nNmzYgIKCAuh0OgDKblMhBH7xi1/gJz/5ie/UgOHDh2P79u144YUXFO+z5557Dj/72c9w1113YcKE\nCTh69Cjmz5+PuLg4xbO1FkqWSMrbViRkE0Lgvvvuw9y5czF79uyIygYAarUaixcvRp8+ffDcc88p\nmm379u3QarWYMWNGwDZK9tt9992Hxx57DFqtFiqVCkuWLEFcXJzvjqZKZfPWiLvvvhv9+/cHANxy\nyy3Izs7GqlWrFM3W2vr163Hffff5LVMq18WLF/Hiiy/i8ccf9/0BPWnSJDz77LO+U4uU7LPf/e53\nmDFjBm6++Wbk5eVBlmXceuutiIuLu6LZwh3jXol8HWULRSRkU7IuhNJvkVQXKDhOHpFi4uLiYLFY\nUF5e7re8vLwc1113nUKpOuY9j17JrK+88gq++eYbrF+/PmKyOZ3OdsuGDBmCEydOKLp9P/roIzQ3\nN2Py5MnIz8/HHXfcAQB45JFHkJ+fD0mSfFmudLZArrvuOhQXFyv+uejTpw8MBgP69evntzw1NRUl\nJSUR8VkQQuDNN9/0+8NAyVwXL15ETU2N7/D/1pnee+89xftMrVZj4cKFOHDgAA4ePIiVK1eivr4e\nw4YNUzxba6Fk8f6xGgl524qEbI8++ihiY2OxYsWKiMnWUZ3IzMzEiRMnACj32f3oo49QWlrqu6X7\nI488AgC44447kJ+fj7q6uojYpl4qlQrp6ekoLi4GoFy/eWtDoBoBKP9ZaGhowEcffYSCggK/5Url\nKikpgcvlalcj0tLSfKfVKdlnRqMRzz33HA4dOoRPP/0UTz/9NC5evIhhw4ZdsWzdGeP2dL5A2UIR\nCdmUqgudZYvUukDBcfKIFDV16lQUFhb6LSssLPRdMC1SxMbG4oYbbvDLKkkS/vKXv1yRrOvWrcPO\nnTvxzjvvQKvV4vTp09i7d6/i2bKysiCE8Fv2z3/+E9dccw0A5bbv0qVLcfToUezfvx/79+/H22+/\nDcBTyPbv34/s7GxFt+cTTzzR7rDb8+fPIyUlBYCynwuNRoPc3FyUlZX5La+oqEBKSorinwUA+NOf\n/oTExES/C9wqmctqtcJgMLTrs7KyMpjNZsX77Pjx46iqqvI9FkLg4MGDmDNnjuLZWgsly/Dhw5GY\nmOjX5sKFCzh79qzidUPpbEuXLkVNTQ3WrFkDADhy5AiOHDmieDbvEYytta4TSr0H/+d//geHDx/2\n1YlXXnkFAPD2229j//796N27t6L95r2eW2ut64RS/davXz/0798/YI0AlP8svPPOO7jxxhsRHx/v\nt1ypXN73eqAaoWQ2APjyyy/R3Nzse2yz2VBYWOi7+UlPZ+vuGLcn83WWLRRKZ1OqLgTLFql1gUKg\nzE3eiDwKCwtFdHS0+Oabb4QQQnz00UciNjZWlJWVKZYp0G1Wt23bJhISEkR5ebkQQojXX39d9O/f\n33cL2J7yhz/8QaSlpYn9+/eLP//5z+LPf/6zWLt2rVi2bJni2VJTU/1u8VlYWCiMRqN45ZVXfI8j\nYfuWlJQIAH63PVaqz4QQIi8vz6/f9u/fL9RqtdixY4cQQvl+2717t7BYLL7bHpeWlgqLxSJ+//vf\nCyGU7TshhCgoKBBr165tt1zJXA8++KAYMGCAqKqqEkIIceTIEaHVan2fBSWzLViwQPzyl7/0PV69\nerXIyckRLpdLsWzd2c+uXr1aZGZmisbGRiGEEIsWLRLjxo0Tsiz3aDavQLdkVjLbSy+9JEaMGCG+\n/PJLX51YtmyZWL9+veLZVCqV2LZtm+/xjh072i3r6fdgsG3aWRul+i0tLU188MEHvsdvvvmm0Gq1\n4ujRo75lSvXbb3/7W5Geni4qKyuFEJ6apdVqxSeffOJr05P9Fmx75ubmio8//rjD55Tanj/84Q9F\nbm6usNlsQgghPvjgAwHA73OgVLYf/ehHvvouy7JYuHCh+PGPf+zXpqeyXa4xbk/kCyWb15WuC6Fk\nU6ouhJItEuoChYeTR6S4Dz74QNxwww1iwoQJYty4ceLw4cOK5HA4HCIvL0+MGDFCABDZ2dli1qxZ\nfm3eeOMNcf3114vc3FwxZcoUUVRU1OO5tFqtANDuX9vipUS2zZs3i0mTJomcnByRm5srRo0aJV5/\n/XW/oqP09v35z38usrOzBQAxYsQIvwGREn0mhBC7du0SM2bMEBMmTBC5ubkiOztbvPvuu35tlO63\nzZs3+/omOztbvPHGG37PK9V3dXV1Ij4+XtTV1XX4vFK5mpqaxKJFi3yvPXz4cLFy5Uq/z4JS2TZt\n2iQyMzPF6NGjxfjx48VDDz0kampq/NpcqWyXaz+7YsUKMXLkSN/PV1RU9Hi2M2fOiLy8PDFo0CAB\nQOTl5Yn/+I//UDzbuXPnOqwRAPz+SFAimxBCvPrqq2Ls2LEiNzdXjBs3TowZM0a8/fbb7dbTE+/B\nUN5vQggxd+5cvzY//elP/Z5Xot+89TUvL0+MHTtWTJgwQfzpT39qtx6l+u3ll18Ww4cPF+PHjxfj\nxo3zm+jyutz9FkquoqIikZKSItxud8D1KLE9KysrxQMPPCBGjRolxo0bJ0aNGiU2btwYEdl+85vf\niIyMDN/ndPHixR3+gd4T2S7nGPdy5wslm1J1IVg2JetCKP2mZF2g7lEJ0eacEyIiIiIiIiIioha8\n5hEREREREREREQXEySMiIiIiIiIiIgqIk0dERERERERERBQQJ4+IiIiIiIiIiCggTh4RERERERER\nEVFAnDwiIiIiIiIiIqKAOHlEREREREREREQBcfKIiIiIiIiIiIgC4uQREREREREREREFxMkjIiIi\nIiIiIiIKiJNHRERERAFUVVVh+fLlyMrKgsVigdFoRFpaGu6++24cOHAg4M+VlZVh3rx5uPbaa2E0\nGpGSkoKCggLf81u2bEFWVhZ69eqF3r17Izs7G7t27eqx36O0tBTLly/H/v37e+w1iIiI6OrFySMi\nIiKiDuzevRsDBgzAnj178Pzzz6O0tBS1tbXYsWMHrFYrJk+ejPvvvx+SJLX72blz52Lbtm3Ytm0b\n6urqsHLlSmzZsgUA8Mknn6CgoABjxozB+fPnUVRUBL1ej6+++qrHfpfS0lI888wznDwiIiKisGiV\nDkBEREQUaT777DPccsstmDx5Mnbs2AGt9tKQadiwYVi1ahVGjBiBefPmwe12Y8OGDb7n6+vrcfDg\nQcyePRtZWVkAgDlz5uDkyZMAgJ07dwIAFixYgJiYGMTExOD999+/cr8cERERURfxyCMiIiKiVpxO\nJ+666y643W6sXbvWb+KotXvvvRf5+fnYuHEjPvzwQ9/y6upqAEB0dLRf+8GDBwPwnArX9nmr1Qqr\n1XpZfw8iIiKiy4WTR0RERESt/PGPf8SZM2cwceJEpKamdtr23//93wEAK1euBACkpaUhPT0dALBx\n40aoVCqoVCosX74cGzZsgEqlwsaNGwEA6enpvue9Tp06hTvvvBMpKSkwm80YNGgQ7r77br/JKa/q\n6mosXLgQ6enpMBgMSEpKQkFBAYqKivzapaWlYdKkSQCAZ555xveaaWlp4XUQERERfe9w8oiIiIio\nFe+Fq8eMGRO0bXZ2NgDg0KFDaGpqQmlpKUpKSgB4JpaEEBBCYPny5bj33nshhPBNOJWUlPieB4Bz\n584hOzsbFRUV2LNnD2pqavDuu++itLQUN998s9/rlpeXIzs7G2+++SbWrl2L+vp67N27F8XFxRgz\nZgz++te/+tqWlpZi3759AIBly5b5XrO0tLR7HUVERETfG5w8IiIiImrl73//OwCgX79+Qdt620iS\n5Js0CtfWrVtRX1+PRx99FIMGDYLBYMDw4cP9rqfktWDBAhQXF+PXv/41pk2bBoPBgKFDh2Lz5s2o\nq6vD/Pnzu5WFiIiIqDVOHhERERG1UldXBwAwmUxB25rNZt//19fXd+t1vaevbd261e8Obtddd53f\nqWjl5eV4//33YTAYcNddd/mtIyMjAzfccAM+//zzdqevEREREYWLk0dERERErfTu3RsA0NzcHLSt\nzWbz/b/FYunW686dOxfJyclYv349rrvuOixZsgSFhYUAPJNCXoWFhRBCYMiQIdDr9e3Wc+211/ra\nEREREV0OnDwiIiIiamXgwIEAPNcgCsbbxmAwdPsC1AkJCfj666+xcOFC2Gw2/PrXv8bo0aMxbNgw\n7Ny509fOe2TUsWPHfBe/bv1v69atAICKiopu5SEiIiLy4uQRERERUSvTp08HABw+fDho26+++goA\nkJ+f73cKW7gSEhKwcuVKlJeX4+OPP8btt9+OEydOYObMmThw4ACAS0c45ebm+i5+3dG/Rx55pNt5\niIiIiABOHhERERH5mTt3LlJTU3HgwAGcOXOm07abNm0CACxevLjbr3vq1Cl88803AACtVotp06bh\nj3/8I5599lkIIXxHFI0ePRpqtTrg3dKamprw8ccfo6qqyrfMez0lIiIionBw8oiIiIioFb1ej7fe\negsajQbz58+Hy+XqsN2GDRuwb98+/PSnP8WkSZO6/bpvv/02nnnmmXbLf/CDHwC4dAHvhIQEzJ49\nG+fPn8fevXvbtV+7di3mzp0Lg8HgWxYbGwsAsNvtvv8OHToUn3zySbdzExER0dWPk0dEREREbYwf\nPx7bt2/HV199hfz8fOzevRt1dXVwOBz429/+hoULF+InP/kJHn74Yaxateqyve7//u//YvXq1aio\nqIDdbkdhYSGeffZZ9OrVC/fdd5+v3Zo1azBw4EDcfffd2Lp1K2pqanDx4kWsWbMGTz31FFavXo3o\n6Ghf+4yMDFgsFnz++edobGzEli1bcOrUqW5fp4mIiIi+H1RCCKF0CCIiIqJIVFVVhVdffRUffvgh\niouL4XA4kJycjLy8PPznf/4nxowZ49c+LS2tw1PdhBDYsGED5s2b1+65ZcuWYfny5SgrK8OmTZuw\nfft2nD59GjU1Nejbty/y8vLwxBNP+C7k7VVbW4sXX3wR7733Hv7xj38gLi4OI0aMwOOPP46pU6e2\ne53t27djyZIlKCkpQXJyMp588kk88MAD3ewhIiIi+j7g5BEREREREREREQXE09aIiIiIiIiIiCgg\nTh4REREREREREVFAnDwiIiIiIiIiIqKAOHlEREREREREREQBcfKIiIiIiIiIiIgC4uQRERERERER\nEREFxMkjIiIiIiIiIiIKiJNHREREREREREQUECePiIiIiIiIiIgoIE4eERERERERERFRQJw8IiIi\nIiIiIiKigDh5REREREREREREAXHyiIiIiIiIiIiIAuLkERERERERERERBcTJIyIiIiIiIiIiCoiT\nR0REREREREREFBAnj4iIiIiIiIiIKKD/D4bJQ7KwK3AGAAAAAElFTkSuQmCC\n",
            "text/plain": [
              "<Figure size 720x360 with 1 Axes>"
            ]
          },
          "metadata": {
            "tags": [],
            "image/png": {
              "width": 583,
              "height": 327
            }
          }
        }
      ]
    },
    {
      "cell_type": "markdown",
      "metadata": {
        "id": "pOitmG_n9awy",
        "colab_type": "text"
      },
      "source": [
        "\n",
        "#Some musical parameters"
      ]
    },
    {
      "cell_type": "code",
      "metadata": {
        "id": "rmcTRCo_9Q1e",
        "colab_type": "code",
        "outputId": "04fda4c8-1851-4b3f-b9e4-abfc0667ed78",
        "colab": {
          "base_uri": "https://localhost:8080/",
          "height": 187
        }
      },
      "source": [
        "timeSignature = base_midi.getTimeSignatures()[0]\n",
        "music_analysis = base_midi.analyze('key')\n",
        "print(\"Music time signature: {0}/{1}\".format(timeSignature.beatCount, timeSignature.denominator))\n",
        "print(\"Expected music key: {0}\".format(music_analysis))\n",
        "print(\"Music key confidence: {0}\".format(music_analysis.correlationCoefficient))\n",
        "print(\"Other music key alternatives:\")\n",
        "for analysis in music_analysis.alternateInterpretations:\n",
        "    if (analysis.correlationCoefficient > 0.5):\n",
        "        print(analysis)"
      ],
      "execution_count": 0,
      "outputs": [
        {
          "output_type": "stream",
          "text": [
            "Music time signature: 3/4\n",
            "Expected music key: D major\n",
            "Music key confidence: 0.8453507944403724\n",
            "Other music key alternatives:\n",
            "G major\n",
            "b minor\n",
            "a minor\n",
            "d minor\n",
            "e minor\n",
            "A major\n"
          ],
          "name": "stdout"
        }
      ]
    },
    {
      "cell_type": "code",
      "metadata": {
        "id": "FAVlAKyZ91jx",
        "colab_type": "code",
        "outputId": "da019ae2-312d-4cde-e79d-5836df8630f2",
        "colab": {
          "base_uri": "https://localhost:8080/",
          "height": 484
        }
      },
      "source": [
        "from music21 import stream\n",
        "\n",
        "temp_midi_chords = open_midi(\n",
        "    (file_path+\"/\"+ \"/Le-Piccadilly.mid\"),\n",
        "    True).chordify()\n",
        "temp_midi = stream.Score()\n",
        "temp_midi.insert(0, temp_midi_chords)\n",
        "\n",
        "# Printing merged tracks.\n",
        "print_parts_countour(temp_midi)\n",
        "\n",
        "# Dumping first measure notes\n",
        "temp_midi_chords.measures(0, 1).show(\"text\")"
      ],
      "execution_count": 0,
      "outputs": [
        {
          "output_type": "display_data",
          "data": {
            "image/png": "iVBORw0KGgoAAAANSUhEUgAABZoAAAKXCAYAAAALqf+iAAAABHNCSVQICAgIfAhkiAAAAAlwSFlz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\ncJBC8owAAAAASUVORK5CYII=\n",
            "text/plain": [
              "<Figure size 864x360 with 1 Axes>"
            ]
          },
          "metadata": {
            "tags": [],
            "image/png": {
              "width": 717,
              "height": 331
            }
          }
        },
        {
          "output_type": "stream",
          "text": [
            "{0.0} <music21.stream.Measure 1 offset=0.0>\n",
            "    {0.0} <music21.instrument.Piano Piano>\n",
            "    {0.0} <music21.clef.BassClef>\n",
            "    {0.0} <music21.tempo.MetronomeMark andante moderato Quarter=84.0>\n",
            "    {0.0} <music21.key.Key of F major>\n",
            "    {0.0} <music21.meter.TimeSignature 2/4>\n",
            "    {0.0} <music21.note.Rest rest>\n",
            "    {1.75} <music21.chord.Chord C4 D4 C5 D5>\n"
          ],
          "name": "stdout"
        }
      ]
    },
    {
      "cell_type": "code",
      "metadata": {
        "id": "T3b_jDzU_O5F",
        "colab_type": "code",
        "outputId": "fa9e2994-7b3a-4a47-8038-4252b1d396ce",
        "colab": {
          "base_uri": "https://localhost:8080/",
          "height": 187
        }
      },
      "source": [
        "from music21 import roman\n",
        "\n",
        "def note_count(measure, count_dict):\n",
        "    bass_note = None\n",
        "    for chord in measure.recurse().getElementsByClass('Chord'):\n",
        "        # All notes have the same length of its chord parent.\n",
        "        note_length = chord.quarterLength\n",
        "        for note in chord.pitches:          \n",
        "            # If note is \"C5\", note.name is \"C\". We use \"C5\"\n",
        "            # style to be able to detect more precise inversions.\n",
        "            note_name = str(note) \n",
        "            if (bass_note is None or bass_note.ps > note.ps):\n",
        "                bass_note = note\n",
        "                \n",
        "            if note_name in count_dict:\n",
        "                count_dict[note_name] += note_length\n",
        "            else:\n",
        "                count_dict[note_name] = note_length\n",
        "        \n",
        "    return bass_note\n",
        "                \n",
        "def simplify_roman_name(roman_numeral):\n",
        "    # Chords can get nasty names as \"bII#86#6#5\",\n",
        "    # in this method we try to simplify names, even if it ends in\n",
        "    # a different chord to reduce the chord vocabulary and display\n",
        "    # chord function clearer.\n",
        "    ret = roman_numeral.romanNumeral\n",
        "    inversion_name = None\n",
        "    inversion = roman_numeral.inversion()\n",
        "    \n",
        "    # Checking valid inversions.\n",
        "    if ((roman_numeral.isTriad() and inversion < 3) or\n",
        "            (inversion < 4 and\n",
        "                 (roman_numeral.seventh is not None or roman_numeral.isSeventh()))):\n",
        "        inversion_name = roman_numeral.inversionName()\n",
        "        \n",
        "    if (inversion_name is not None):\n",
        "        ret = ret + str(inversion_name)\n",
        "        \n",
        "    elif (roman_numeral.isDominantSeventh()): ret = ret + \"M7\"\n",
        "    elif (roman_numeral.isDiminishedSeventh()): ret = ret + \"o7\"\n",
        "    return ret\n",
        "                \n",
        "def harmonic_reduction(midi_file):\n",
        "    ret = []\n",
        "    temp_midi = stream.Score()\n",
        "    temp_midi_chords = midi_file.chordify()\n",
        "    temp_midi.insert(0, temp_midi_chords)    \n",
        "    music_key = temp_midi.analyze('key')\n",
        "    max_notes_per_chord = 4   \n",
        "    for m in temp_midi_chords.measures(0, None): # None = get all measures.\n",
        "        if (type(m) != stream.Measure):\n",
        "            continue\n",
        "        \n",
        "        # Here we count all notes length in each measure,\n",
        "        # get the most frequent ones and try to create a chord with them.\n",
        "        count_dict = dict()\n",
        "        bass_note = note_count(m, count_dict)\n",
        "        if (len(count_dict) < 1):\n",
        "            ret.append(\"-\") # Empty measure\n",
        "            continue\n",
        "        \n",
        "        sorted_items = sorted(count_dict.items(), key=lambda x:x[1])\n",
        "        sorted_notes = [item[0] for item in sorted_items[-max_notes_per_chord:]]\n",
        "        measure_chord = chord.Chord(sorted_notes)\n",
        "        \n",
        "        # Convert the chord to the functional roman representation\n",
        "        # to make its information independent of the music key.\n",
        "        roman_numeral = roman.romanNumeralFromChord(measure_chord, music_key)\n",
        "        ret.append(simplify_roman_name(roman_numeral))\n",
        "        \n",
        "    return ret\n",
        "\n",
        "otro_midi = base_midi = open_midi((file_path+'/'+ \"Sarabande-No.1.mid\"), True)\n",
        "harmonic_reduction(otro_midi)[0:10]"
      ],
      "execution_count": 0,
      "outputs": [
        {
          "output_type": "execute_result",
          "data": {
            "text/plain": [
              "['i',\n",
              " '##vi7',\n",
              " '##vi',\n",
              " '##vi7',\n",
              " '#IV7',\n",
              " '#ii6',\n",
              " '#i53',\n",
              " '#IV53',\n",
              " '#IV53',\n",
              " '##vi7']"
            ]
          },
          "metadata": {
            "tags": []
          },
          "execution_count": 34
        }
      ]
    },
    {
      "cell_type": "code",
      "metadata": {
        "id": "Du071qHZCwh2",
        "colab_type": "code",
        "outputId": "d150df4a-d9f5-4f5b-bece-3e439a370ae8",
        "colab": {
          "base_uri": "https://localhost:8080/",
          "height": 34
        }
      },
      "source": [
        "from music21 import corpus\n",
        "\n",
        "bachChorale = corpus.parse('bach/bwv846')\n",
        "harmonic_reduction(bachChorale)[0:11]"
      ],
      "execution_count": 0,
      "outputs": [
        {
          "output_type": "execute_result",
          "data": {
            "text/plain": [
              "['I', 'ii42', 'vii53', 'I', 'vi6', 'ii42', 'V6', 'i42', 'vi7', 'II7', 'V']"
            ]
          },
          "metadata": {
            "tags": []
          },
          "execution_count": 35
        }
      ]
    },
    {
      "cell_type": "markdown",
      "metadata": {
        "id": "ijHzRQiC8k5c",
        "colab_type": "text"
      },
      "source": [
        "\n",
        "What we did before is a harmonic reduction. You have to be careful with this because possibly some melody changes some of the chords.\n"
      ]
    },
    {
      "cell_type": "code",
      "metadata": {
        "colab_type": "code",
        "id": "RqPXl1eIHGy4",
        "colab": {}
      },
      "source": [
        "# Cargamos la data de los midis en un array\n",
        "\n",
        "from music21 import converter, instrument, note, chord\n",
        "import glob\n",
        "notes = []\n",
        "for file in glob.glob(\"/content/MIDIs/classics/satie/*.mid\"):\n",
        "    midi = converter.parse(file)\n",
        "    notes_to_parse = None\n",
        "    parts = instrument.partitionByInstrument(midi)\n",
        "    if parts: # si el midi tiene partes\n",
        "        notes_to_parse = parts.parts[0].recurse()\n",
        "    else: # el midi tiene notas solamente\n",
        "        notes_to_parse = midi.flat.notes\n",
        "    for element in notes_to_parse:\n",
        "        if isinstance(element, note.Note):\n",
        "            notes.append(str(element.pitch))\n",
        "        elif isinstance(element, chord.Chord):\n",
        "            notes.append('.'.join(str(n) for n in element.normalOrder))"
      ],
      "execution_count": 0,
      "outputs": []
    },
    {
      "cell_type": "code",
      "metadata": {
        "id": "9bGB1VkH1POV",
        "colab_type": "code",
        "colab": {}
      },
      "source": [
        "midi = converter.parse(\"/content/MIDIs/classics/satie/Ogive-No.3.mid\")"
      ],
      "execution_count": 0,
      "outputs": []
    },
    {
      "cell_type": "code",
      "metadata": {
        "id": "QxdthGhm38Cx",
        "colab_type": "code",
        "outputId": "f8701a8f-830a-4d3e-a948-90f2a18bf921",
        "colab": {
          "base_uri": "https://localhost:8080/",
          "height": 34
        }
      },
      "source": [
        "midi"
      ],
      "execution_count": 0,
      "outputs": [
        {
          "output_type": "execute_result",
          "data": {
            "text/plain": [
              "<music21.stream.Score 0x7f04e187d0b8>"
            ]
          },
          "metadata": {
            "tags": []
          },
          "execution_count": 38
        }
      ]
    },
    {
      "cell_type": "code",
      "metadata": {
        "id": "57IxghNa30u1",
        "colab_type": "code",
        "colab": {}
      },
      "source": [
        "parts = instrument.partitionByInstrument(midi)"
      ],
      "execution_count": 0,
      "outputs": []
    },
    {
      "cell_type": "code",
      "metadata": {
        "id": "Ucm8JY_q35l_",
        "colab_type": "code",
        "outputId": "abd74500-5cae-4b26-aaaf-06775442c730",
        "colab": {
          "base_uri": "https://localhost:8080/",
          "height": 34
        }
      },
      "source": [
        "parts[0]"
      ],
      "execution_count": 0,
      "outputs": [
        {
          "output_type": "execute_result",
          "data": {
            "text/plain": [
              "<music21.stream.Part Piano>"
            ]
          },
          "metadata": {
            "tags": []
          },
          "execution_count": 40
        }
      ]
    },
    {
      "cell_type": "code",
      "metadata": {
        "id": "KQaaznJI4MBk",
        "colab_type": "code",
        "colab": {}
      },
      "source": [
        "notes_to_parse = parts.parts[0].recurse()"
      ],
      "execution_count": 0,
      "outputs": []
    },
    {
      "cell_type": "code",
      "metadata": {
        "id": "UCKbdLTC4NII",
        "colab_type": "code",
        "outputId": "49b6e62c-95a5-4300-f0e5-2606ba222eec",
        "colab": {
          "base_uri": "https://localhost:8080/",
          "height": 34
        }
      },
      "source": [
        "notes_to_parse"
      ],
      "execution_count": 0,
      "outputs": [
        {
          "output_type": "execute_result",
          "data": {
            "text/plain": [
              "<music21.stream.iterator.RecursiveIterator for Part:Piano @:0>"
            ]
          },
          "metadata": {
            "tags": []
          },
          "execution_count": 42
        }
      ]
    },
    {
      "cell_type": "code",
      "metadata": {
        "id": "Q2dM12Udzwti",
        "colab_type": "code",
        "outputId": "775fbccf-926f-4f83-b970-579782907880",
        "colab": {
          "base_uri": "https://localhost:8080/",
          "height": 1000
        }
      },
      "source": [
        "# I have this array of chords and notes,\n",
        "# example 'D3' is a note, '2.5.9' is a chord\n",
        "notes"
      ],
      "execution_count": 0,
      "outputs": [
        {
          "output_type": "execute_result",
          "data": {
            "text/plain": [
              "['A5',\n",
              " 'A2',\n",
              " 'A5',\n",
              " 'E-5',\n",
              " '9.0.4',\n",
              " 'E-5',\n",
              " 'F#5',\n",
              " 'F#5',\n",
              " '9.0.4',\n",
              " 'A2',\n",
              " 'E5',\n",
              " '9.0.4',\n",
              " 'E5',\n",
              " 'E-5',\n",
              " 'E-5',\n",
              " 'C5',\n",
              " '9.0.4',\n",
              " 'C5',\n",
              " 'B4',\n",
              " 'E2',\n",
              " 'B4',\n",
              " '4.7.11',\n",
              " '4.7.11',\n",
              " 'E2',\n",
              " '4.7.11',\n",
              " '4.7.11',\n",
              " 'A5',\n",
              " 'A2',\n",
              " 'A5',\n",
              " 'E-5',\n",
              " '9.0.4',\n",
              " 'E-5',\n",
              " 'F#5',\n",
              " 'F#5',\n",
              " '9.0.4',\n",
              " 'A2',\n",
              " 'E5',\n",
              " '9.0.4',\n",
              " 'E5',\n",
              " 'E-5',\n",
              " 'E-5',\n",
              " 'C5',\n",
              " '9.0.4',\n",
              " 'C5',\n",
              " 'B4',\n",
              " 'E2',\n",
              " 'B4',\n",
              " '4.7.11',\n",
              " '4.7.11',\n",
              " 'B4',\n",
              " 'D5',\n",
              " 'D2',\n",
              " 'B4',\n",
              " '2.5.9',\n",
              " 'B4',\n",
              " 'C5',\n",
              " 'C5',\n",
              " '2.5.9',\n",
              " 'B4',\n",
              " 'E2',\n",
              " 'B4',\n",
              " '4.8.11',\n",
              " '4.8.11',\n",
              " 'B4',\n",
              " 'D5',\n",
              " 'D2',\n",
              " '2.5.9',\n",
              " '2.5.9',\n",
              " 'D2',\n",
              " 'B4',\n",
              " '2.5.9',\n",
              " 'B4',\n",
              " 'D5',\n",
              " 'D5',\n",
              " 'B4',\n",
              " '2.5.9',\n",
              " 'B4',\n",
              " 'G#4',\n",
              " 'D2',\n",
              " 'A4',\n",
              " 'B4',\n",
              " '2.5.9',\n",
              " 'D5',\n",
              " 'B4',\n",
              " 'A4',\n",
              " 'G#4',\n",
              " '2.5.9',\n",
              " 'A4',\n",
              " 'B4',\n",
              " 'D2',\n",
              " 'D5',\n",
              " 'B4',\n",
              " '2.5.9',\n",
              " 'A4',\n",
              " 'G#4',\n",
              " 'A4',\n",
              " 'B4',\n",
              " '2.5.9',\n",
              " 'D5',\n",
              " 'F5',\n",
              " 'A1',\n",
              " 'F5',\n",
              " 'A4',\n",
              " '9.0.4',\n",
              " 'A4',\n",
              " '9.0.4',\n",
              " 'A2',\n",
              " '9.0.4',\n",
              " '9.0.4',\n",
              " 'E5',\n",
              " 'E2',\n",
              " 'E5',\n",
              " 'B-4',\n",
              " '4.7.11',\n",
              " 'B-4',\n",
              " 'C#5',\n",
              " 'C#5',\n",
              " '4.7.11',\n",
              " 'E2',\n",
              " 'B4',\n",
              " '4.7.11',\n",
              " 'B4',\n",
              " 'B-4',\n",
              " 'B-4',\n",
              " 'G4',\n",
              " '4.7.11',\n",
              " 'G4',\n",
              " 'F#4',\n",
              " 'B1',\n",
              " 'F#4',\n",
              " '11.2.6',\n",
              " '11.2.6',\n",
              " 'B1',\n",
              " '11.2.6',\n",
              " '11.2.6',\n",
              " 'E5',\n",
              " 'E2',\n",
              " 'E5',\n",
              " 'B-4',\n",
              " '4.7.11',\n",
              " 'B-4',\n",
              " 'C#5',\n",
              " 'C#5',\n",
              " '4.7.11',\n",
              " 'E2',\n",
              " 'B4',\n",
              " '4.7.11',\n",
              " 'B4',\n",
              " 'B-4',\n",
              " 'B-4',\n",
              " 'G4',\n",
              " '4.7.11',\n",
              " 'G4',\n",
              " 'F#4',\n",
              " 'B1',\n",
              " 'F#4',\n",
              " '11.2.6',\n",
              " '11.2.6',\n",
              " 'F#4',\n",
              " 'A4',\n",
              " 'F#1',\n",
              " '6.9.1',\n",
              " '6.9.1',\n",
              " 'E4',\n",
              " 'E2',\n",
              " 'F#4',\n",
              " 'G4',\n",
              " '4.7.11',\n",
              " 'B-4',\n",
              " 'B4',\n",
              " 'C#5',\n",
              " 'E5',\n",
              " '4.7.11',\n",
              " 'C#5',\n",
              " 'B4',\n",
              " 'E2',\n",
              " 'B-4',\n",
              " 'G4',\n",
              " '4.7.11',\n",
              " 'F#4',\n",
              " 'E4',\n",
              " 'F#4',\n",
              " 'G4',\n",
              " '4.7.11',\n",
              " 'B-4',\n",
              " 'B4',\n",
              " 'E2',\n",
              " 'C#5',\n",
              " 'E5',\n",
              " '4.7.11',\n",
              " 'C#5',\n",
              " 'B4',\n",
              " 'B-4',\n",
              " 'G4',\n",
              " '4.7.11',\n",
              " 'F#4',\n",
              " 'E4',\n",
              " 'E2',\n",
              " 'F#4',\n",
              " 'G4',\n",
              " '4.7.11',\n",
              " 'B-4',\n",
              " 'B4',\n",
              " 'C#5',\n",
              " 'E5',\n",
              " '4.7.11',\n",
              " 'C#5',\n",
              " 'D5',\n",
              " 'B1',\n",
              " 'D5',\n",
              " '11.2.6',\n",
              " '11.2.6',\n",
              " 'B1',\n",
              " '11.2.6',\n",
              " '11.2.6',\n",
              " 'E4',\n",
              " 'E2',\n",
              " 'F#4',\n",
              " 'G4',\n",
              " '4.7.11',\n",
              " 'B-4',\n",
              " 'B4',\n",
              " 'C#5',\n",
              " 'E5',\n",
              " '4.7.11',\n",
              " 'C#5',\n",
              " 'B4',\n",
              " 'E2',\n",
              " 'B-4',\n",
              " 'G4',\n",
              " '4.7.11',\n",
              " 'F#4',\n",
              " 'E4',\n",
              " 'F#4',\n",
              " 'G4',\n",
              " '4.7.11',\n",
              " 'B-4',\n",
              " 'B4',\n",
              " 'E2',\n",
              " 'C#5',\n",
              " 'E5',\n",
              " '4.7.11',\n",
              " 'C#5',\n",
              " 'B4',\n",
              " 'B-4',\n",
              " 'G4',\n",
              " '4.7.11',\n",
              " 'F#4',\n",
              " 'E4',\n",
              " 'E2',\n",
              " 'F#4',\n",
              " 'G4',\n",
              " '4.7.11',\n",
              " 'B-4',\n",
              " 'B4',\n",
              " 'C#5',\n",
              " 'E5',\n",
              " '4.7.11',\n",
              " 'C#5',\n",
              " 'D5',\n",
              " 'B1',\n",
              " 'D5',\n",
              " '11.2.6',\n",
              " '11.2.6',\n",
              " 'F#4',\n",
              " 'A4',\n",
              " 'A1',\n",
              " '9.0.4',\n",
              " '9.0.4',\n",
              " 'A2',\n",
              " '9.0.4',\n",
              " '9.0.4',\n",
              " 'C5',\n",
              " 'G#4',\n",
              " 'F2',\n",
              " '5.8.0',\n",
              " '5.8.0',\n",
              " 'F2',\n",
              " '5.8.0',\n",
              " '5.8.0',\n",
              " 'G#4',\n",
              " 'F2',\n",
              " 'B4',\n",
              " 'C5',\n",
              " '5.8.0',\n",
              " 'E-5',\n",
              " 'D5',\n",
              " 'C5',\n",
              " 'B4',\n",
              " '5.8.0',\n",
              " 'G#4',\n",
              " 'C5',\n",
              " 'F2',\n",
              " 'C5',\n",
              " '5.8.0',\n",
              " '5.8.0',\n",
              " 'B4',\n",
              " 'D5',\n",
              " 'D2',\n",
              " '2.5.9',\n",
              " '2.5.9',\n",
              " 'D2',\n",
              " '2.5.9',\n",
              " '2.5.9',\n",
              " 'G#4',\n",
              " 'F2',\n",
              " 'B4',\n",
              " 'C5',\n",
              " '5.8.0',\n",
              " 'E-5',\n",
              " 'D5',\n",
              " 'C5',\n",
              " 'B4',\n",
              " '5.8.0',\n",
              " 'G#4',\n",
              " 'C5',\n",
              " 'F2',\n",
              " 'C5',\n",
              " '5.8.0',\n",
              " '5.8.0',\n",
              " 'B4',\n",
              " 'D5',\n",
              " 'D2',\n",
              " '2.5.9',\n",
              " '2.5.9',\n",
              " 'A5',\n",
              " 'A2',\n",
              " 'A5',\n",
              " 'E-5',\n",
              " '9.0.4',\n",
              " 'E-5',\n",
              " 'F#5',\n",
              " 'F#5',\n",
              " '9.0.4',\n",
              " 'A2',\n",
              " 'E5',\n",
              " '9.0.4',\n",
              " 'E5',\n",
              " 'E-5',\n",
              " 'E-5',\n",
              " 'C5',\n",
              " '9.0.4',\n",
              " 'C5',\n",
              " 'B4',\n",
              " 'E2',\n",
              " 'B4',\n",
              " '4.7.11',\n",
              " '4.7.11',\n",
              " 'E2',\n",
              " '4.7.11',\n",
              " '4.7.11',\n",
              " 'A5',\n",
              " 'A2',\n",
              " 'A5',\n",
              " 'E-5',\n",
              " '9.0.4',\n",
              " 'E-5',\n",
              " 'F#5',\n",
              " 'F#5',\n",
              " '9.0.4',\n",
              " 'A2',\n",
              " 'E5',\n",
              " '9.0.4',\n",
              " 'E5',\n",
              " 'E-5',\n",
              " 'E-5',\n",
              " 'C5',\n",
              " '9.0.4',\n",
              " 'C5',\n",
              " 'B4',\n",
              " 'E2',\n",
              " 'B4',\n",
              " '4.7.11',\n",
              " 'B4',\n",
              " '4.7.11',\n",
              " 'B4',\n",
              " 'E5',\n",
              " 'A1',\n",
              " 'E5',\n",
              " '9.0.4',\n",
              " '9.0.4',\n",
              " 'A2',\n",
              " '9.0.4',\n",
              " '9.0.4',\n",
              " 'C5',\n",
              " 'D5',\n",
              " 'C4',\n",
              " 'D4',\n",
              " 'E5',\n",
              " 'F5',\n",
              " 'E4',\n",
              " 'F4',\n",
              " 'A5',\n",
              " 'A4',\n",
              " 'F5',\n",
              " 'F4',\n",
              " 'D5',\n",
              " 'D4',\n",
              " 'F5',\n",
              " 'F4',\n",
              " 'C5',\n",
              " 'C4',\n",
              " '0.4.7',\n",
              " '0',\n",
              " 'D4',\n",
              " 'D3',\n",
              " 'C#4',\n",
              " 'C#3',\n",
              " 'C#4',\n",
              " 'C#3',\n",
              " 'C4',\n",
              " 'C3',\n",
              " 'A3',\n",
              " 'A2',\n",
              " 'C4',\n",
              " 'C3',\n",
              " 'D4',\n",
              " 'D3',\n",
              " 'F4',\n",
              " '5',\n",
              " 'D4',\n",
              " '2',\n",
              " 'F3',\n",
              " '5',\n",
              " '9.0',\n",
              " '9.0',\n",
              " '2',\n",
              " '9.2',\n",
              " '5',\n",
              " '9.0',\n",
              " '9.0',\n",
              " 'A3',\n",
              " '9',\n",
              " '0.4',\n",
              " 'F3',\n",
              " '5',\n",
              " '9.0',\n",
              " '9.0',\n",
              " '2',\n",
              " '9.2',\n",
              " '5',\n",
              " '9.0',\n",
              " '9.0',\n",
              " 'A3',\n",
              " '9',\n",
              " '0.4',\n",
              " 'A4',\n",
              " '5',\n",
              " 'C5',\n",
              " '5.9.0',\n",
              " 'D5',\n",
              " 'F5',\n",
              " '2',\n",
              " 'D5',\n",
              " '2.5.9',\n",
              " 'C5',\n",
              " '5',\n",
              " 'A4',\n",
              " '9.0',\n",
              " 'G4',\n",
              " 'F4',\n",
              " '2',\n",
              " 'D4',\n",
              " '5.9',\n",
              " 'C4',\n",
              " '5',\n",
              " 'F4',\n",
              " '9.0',\n",
              " 'D4',\n",
              " 'C4',\n",
              " '0',\n",
              " 'F4',\n",
              " '9.0',\n",
              " 'D4',\n",
              " 'E4',\n",
              " '7',\n",
              " '10.0',\n",
              " '10.0',\n",
              " '10.0',\n",
              " '10.0',\n",
              " '0',\n",
              " '10.0',\n",
              " '10.0',\n",
              " 'E4',\n",
              " '7',\n",
              " 'G4',\n",
              " '10.0',\n",
              " 'E4',\n",
              " 'D4',\n",
              " '0',\n",
              " 'E4',\n",
              " 'G4',\n",
              " '10.0',\n",
              " 'D4',\n",
              " '5',\n",
              " 'D4',\n",
              " 'F4',\n",
              " '9.0',\n",
              " 'F4',\n",
              " 'D4',\n",
              " '0',\n",
              " 'C4',\n",
              " 'F4',\n",
              " '9.0',\n",
              " 'E4',\n",
              " '7',\n",
              " 'E-4',\n",
              " '6.9.0',\n",
              " 'D4',\n",
              " '7',\n",
              " 'E4',\n",
              " '5.7.11',\n",
              " 'G4',\n",
              " 'C4',\n",
              " '0',\n",
              " 'D4',\n",
              " 'D3',\n",
              " 'F4',\n",
              " 'F3',\n",
              " 'E4',\n",
              " 'E3',\n",
              " 'G4',\n",
              " 'G3',\n",
              " 'G#4',\n",
              " 'G#3',\n",
              " '9',\n",
              " '5',\n",
              " '0',\n",
              " '5.9.0',\n",
              " '2',\n",
              " '5',\n",
              " '2',\n",
              " '2',\n",
              " '2.5.9',\n",
              " '0',\n",
              " '5',\n",
              " '9',\n",
              " '9.0',\n",
              " '7',\n",
              " '5',\n",
              " '2',\n",
              " '2',\n",
              " '5.9',\n",
              " '0',\n",
              " '5',\n",
              " '5',\n",
              " '9.0',\n",
              " '2',\n",
              " '0',\n",
              " '0',\n",
              " '5',\n",
              " '9.0',\n",
              " '2',\n",
              " '9',\n",
              " '7',\n",
              " '5.10',\n",
              " '10.2.5',\n",
              " '5.10',\n",
              " '10.2.5',\n",
              " '7',\n",
              " '10.2.5',\n",
              " '5',\n",
              " '2',\n",
              " '0',\n",
              " '5.9',\n",
              " '0',\n",
              " '2',\n",
              " 'C5',\n",
              " 'C4',\n",
              " 'A4',\n",
              " 'A3',\n",
              " 'G4',\n",
              " 'G3',\n",
              " 'F4',\n",
              " 'F3',\n",
              " 'D4',\n",
              " 'D3',\n",
              " 'F4',\n",
              " 'F3',\n",
              " 'D4',\n",
              " 'D3',\n",
              " 'C4',\n",
              " 'C3',\n",
              " '0',\n",
              " '9',\n",
              " '5',\n",
              " '5.9',\n",
              " '2',\n",
              " '0',\n",
              " '10',\n",
              " '2',\n",
              " '5.7',\n",
              " '2',\n",
              " '0',\n",
              " '0',\n",
              " '2',\n",
              " '4.10',\n",
              " '2',\n",
              " '5.9.0',\n",
              " '5',\n",
              " '5.9.0',\n",
              " 'F3',\n",
              " 'G3',\n",
              " '10',\n",
              " 'A3',\n",
              " 'B-3',\n",
              " '2.5',\n",
              " '7',\n",
              " 'D4',\n",
              " '7.10',\n",
              " 'C4',\n",
              " 'F3',\n",
              " 'G3',\n",
              " '10',\n",
              " 'A3',\n",
              " 'B-3',\n",
              " '2.5',\n",
              " '7',\n",
              " '7.10',\n",
              " 'D4',\n",
              " 'C4',\n",
              " 'F3',\n",
              " 'G3',\n",
              " '10',\n",
              " 'A3',\n",
              " 'B-3',\n",
              " '2.5',\n",
              " '7',\n",
              " 'D4',\n",
              " '7.10',\n",
              " 'C4',\n",
              " 'F3',\n",
              " 'G3',\n",
              " '10',\n",
              " 'A3',\n",
              " 'B-3',\n",
              " '2.5',\n",
              " '7',\n",
              " '7.10',\n",
              " 'D4',\n",
              " 'C4',\n",
              " 'E-4',\n",
              " 'C3',\n",
              " 'D4',\n",
              " '5.9',\n",
              " 'D4',\n",
              " 'C4',\n",
              " 'E-3',\n",
              " 'D4',\n",
              " 'E-4',\n",
              " 'F4',\n",
              " 'C3',\n",
              " 'A4',\n",
              " '3.5',\n",
              " 'F4',\n",
              " 'A4',\n",
              " 'F2',\n",
              " 'F4',\n",
              " 'E-4',\n",
              " 'D4',\n",
              " 'B-2',\n",
              " 'F4',\n",
              " '2.5',\n",
              " 'G4',\n",
              " 'B-4',\n",
              " 'F2',\n",
              " 'G4',\n",
              " 'G3',\n",
              " 'F4',\n",
              " 'F3',\n",
              " 'D4',\n",
              " 'D3',\n",
              " 'F4',\n",
              " 'F3',\n",
              " 'G4',\n",
              " 'G3',\n",
              " '3.5',\n",
              " 'A4',\n",
              " '0',\n",
              " 'C5',\n",
              " '3.5.9',\n",
              " 'A4',\n",
              " 'C5',\n",
              " 'F2',\n",
              " 'A4',\n",
              " 'C5',\n",
              " 'G4',\n",
              " '2.5',\n",
              " '10',\n",
              " 'B-4',\n",
              " '2.5.7',\n",
              " 'G4',\n",
              " 'B-4',\n",
              " 'G2',\n",
              " 'G4',\n",
              " 'D4',\n",
              " 'C4',\n",
              " 'E-3',\n",
              " 'C4',\n",
              " 'D4',\n",
              " '10.2.5',\n",
              " 'D4',\n",
              " 'E-4',\n",
              " '10.0',\n",
              " 'F#3',\n",
              " 'E-4',\n",
              " 'E4',\n",
              " 'G3',\n",
              " 'E4',\n",
              " 'F4',\n",
              " '5',\n",
              " '5',\n",
              " 'F3',\n",
              " '5',\n",
              " 'F3',\n",
              " '5',\n",
              " 'F3',\n",
              " '5',\n",
              " 'F3',\n",
              " '3',\n",
              " '0',\n",
              " '2',\n",
              " '3.5.9',\n",
              " '2',\n",
              " '0',\n",
              " '3',\n",
              " '2',\n",
              " '3.5.9',\n",
              " '3',\n",
              " '5',\n",
              " '0',\n",
              " '9',\n",
              " '3.5.9',\n",
              " '5',\n",
              " '9',\n",
              " '5',\n",
              " '5',\n",
              " '3.5.9',\n",
              " '3',\n",
              " '2',\n",
              " '10',\n",
              " '5',\n",
              " '10.2.5',\n",
              " '7',\n",
              " '10',\n",
              " '2',\n",
              " '7',\n",
              " '10.2.5',\n",
              " '5',\n",
              " '10',\n",
              " '2',\n",
              " '2.5',\n",
              " '0',\n",
              " '5',\n",
              " '10',\n",
              " '2.5',\n",
              " '10',\n",
              " '3',\n",
              " '10',\n",
              " '7.10',\n",
              " '7',\n",
              " '10',\n",
              " 'E-2',\n",
              " '7',\n",
              " '7.10',\n",
              " '10',\n",
              " '10',\n",
              " 'D2',\n",
              " '10',\n",
              " '10.2.5',\n",
              " '5',\n",
              " '10',\n",
              " 'D2',\n",
              " '5',\n",
              " '10.2.5',\n",
              " '7',\n",
              " '7',\n",
              " 'C2',\n",
              " '7',\n",
              " '10.0.3',\n",
              " '5',\n",
              " '7',\n",
              " 'F2',\n",
              " '5',\n",
              " '3.9',\n",
              " '2',\n",
              " '10',\n",
              " '10',\n",
              " '2.5',\n",
              " '2.5',\n",
              " '2.5',\n",
              " '10',\n",
              " 'C5',\n",
              " 'D5',\n",
              " 'C4',\n",
              " 'D4',\n",
              " 'E-5',\n",
              " 'F5',\n",
              " 'E-4',\n",
              " 'F4',\n",
              " 'A5',\n",
              " 'A4',\n",
              " 'F5',\n",
              " 'F4',\n",
              " 'D5',\n",
              " 'D4',\n",
              " 'F5',\n",
              " 'F4',\n",
              " 'C5',\n",
              " 'C4',\n",
              " '0.4.7',\n",
              " '0',\n",
              " 'D4',\n",
              " 'D3',\n",
              " 'C#4',\n",
              " 'C#3',\n",
              " 'C#4',\n",
              " 'C#3',\n",
              " 'C4',\n",
              " 'C3',\n",
              " 'A3',\n",
              " 'A2',\n",
              " 'C4',\n",
              " 'C3',\n",
              " 'D4',\n",
              " 'D3',\n",
              " 'F4',\n",
              " '5',\n",
              " 'D4',\n",
              " '2',\n",
              " 'F3',\n",
              " '5',\n",
              " '9.0',\n",
              " '9.0',\n",
              " '2',\n",
              " '9.2',\n",
              " '5',\n",
              " '9.0',\n",
              " '9.0',\n",
              " 'A3',\n",
              " '9',\n",
              " '0.4',\n",
              " 'F3',\n",
              " '5',\n",
              " '9.0',\n",
              " '9.0',\n",
              " '2',\n",
              " '9.2',\n",
              " '5',\n",
              " '9.0',\n",
              " '9.0',\n",
              " 'A3',\n",
              " '9',\n",
              " '0.4',\n",
              " 'A4',\n",
              " '5',\n",
              " 'C5',\n",
              " '5.9.0',\n",
              " 'D5',\n",
              " 'F5',\n",
              " '2',\n",
              " 'D5',\n",
              " '2.5.9',\n",
              " 'C5',\n",
              " '5',\n",
              " 'A4',\n",
              " '9.0',\n",
              " 'G4',\n",
              " 'F4',\n",
              " '2',\n",
              " 'D4',\n",
              " '5.9',\n",
              " 'C4',\n",
              " '5',\n",
              " 'F4',\n",
              " '9.0',\n",
              " 'D4',\n",
              " 'C4',\n",
              " '0',\n",
              " 'F4',\n",
              " '9.0',\n",
              " 'D4',\n",
              " 'E4',\n",
              " '7',\n",
              " '10.0',\n",
              " '10.0',\n",
              " '10.0',\n",
              " '10.0',\n",
              " '0',\n",
              " '10.0',\n",
              " '10.0',\n",
              " 'E4',\n",
              " '7',\n",
              " 'G4',\n",
              " '10.0',\n",
              " 'E4',\n",
              " 'D4',\n",
              " '0',\n",
              " 'E4',\n",
              " 'G4',\n",
              " '10.0',\n",
              " 'D4',\n",
              " '5',\n",
              " 'D4',\n",
              " 'F4',\n",
              " '9.0',\n",
              " 'F4',\n",
              " 'D4',\n",
              " '0',\n",
              " 'C4',\n",
              " 'F4',\n",
              " '9.0',\n",
              " 'E4',\n",
              " '7',\n",
              " 'E-4',\n",
              " '6.9.0',\n",
              " 'D4',\n",
              " '7',\n",
              " 'E4',\n",
              " '5.7.11',\n",
              " 'G4',\n",
              " 'C4',\n",
              " '0',\n",
              " 'D4',\n",
              " 'D3',\n",
              " 'F4',\n",
              " 'F3',\n",
              " 'E4',\n",
              " 'E3',\n",
              " 'G4',\n",
              " 'G3',\n",
              " 'G#4',\n",
              " 'G#3',\n",
              " '9',\n",
              " '5',\n",
              " '0',\n",
              " '5.9.0',\n",
              " '2',\n",
              " '5',\n",
              " '2',\n",
              " '2',\n",
              " '2.5.9',\n",
              " '0',\n",
              " '5',\n",
              " '9',\n",
              " '9.0',\n",
              " '7',\n",
              " '5',\n",
              " '2',\n",
              " '2',\n",
              " '5.9',\n",
              " '0',\n",
              " '5',\n",
              " '5',\n",
              " '9.0',\n",
              " '2',\n",
              " '0',\n",
              " '0',\n",
              " '5',\n",
              " '9.0',\n",
              " '2',\n",
              " '9',\n",
              " '7',\n",
              " '5.10',\n",
              " '10.2.5',\n",
              " '5.10',\n",
              " '10.2.5',\n",
              " '7',\n",
              " '10.2.5',\n",
              " '5',\n",
              " '2',\n",
              " '5.9',\n",
              " '0',\n",
              " '0',\n",
              " '2',\n",
              " 'C5',\n",
              " 'C4',\n",
              " 'A4',\n",
              " 'A3',\n",
              " 'G4',\n",
              " 'G3',\n",
              " 'F4',\n",
              " 'F3',\n",
              " 'D4',\n",
              " 'D3',\n",
              " 'F4',\n",
              " 'F3',\n",
              " 'D4',\n",
              " 'D3',\n",
              " 'C4',\n",
              " 'C3',\n",
              " '0',\n",
              " '9',\n",
              " '5',\n",
              " '5.9',\n",
              " '2',\n",
              " '0',\n",
              " '10',\n",
              " '2',\n",
              " '5.7',\n",
              " ...]"
            ]
          },
          "metadata": {
            "tags": []
          },
          "execution_count": 44
        }
      ]
    },
    {
      "cell_type": "code",
      "metadata": {
        "id": "Q4-vp8y17cnb",
        "colab_type": "code",
        "colab": {}
      },
      "source": [
        "from keras.models import Sequential\n",
        "from keras.layers import Dense\n",
        "from keras.layers import Dropout\n",
        "from keras.layers import LSTM, Bidirectional\n",
        "from keras.layers import Activation\n",
        "from keras.utils import np_utils\n",
        "from keras.callbacks import ModelCheckpoint"
      ],
      "execution_count": 0,
      "outputs": []
    },
    {
      "cell_type": "code",
      "metadata": {
        "id": "UUr9m9KuzxTf",
        "colab_type": "code",
        "colab": {}
      },
      "source": [
        "\n",
        "\n",
        "n_vocab = len(set(notes))\n",
        "\n",
        "# vamos a considerar 100 notas/acordes, o sea, para predecir la proxima nota, \n",
        "# el modelo tiene en cuenta 100 notas anteriores para hacer la prediccion\n",
        "sequence_length = 100\n",
        "\n",
        "# sacamos todos los pitches ordenados\n",
        "pitchnames = sorted(set(item for item in notes))\n",
        "# creamos directorio para mapear pitchs a enteros\n",
        "note_to_int = dict((note, number) for number, note in enumerate(pitchnames))\n",
        "network_input = []\n",
        "network_output = []\n",
        "# create input sequences and the corresponding outputs\n",
        "for i in range(0, len(notes) - sequence_length, 1):\n",
        "    sequence_in = notes[i:i + sequence_length]\n",
        "    sequence_out = notes[i + sequence_length]\n",
        "    network_input.append([note_to_int[char] for char in sequence_in])\n",
        "    network_output.append(note_to_int[sequence_out])\n",
        "n_patterns = len(network_input)\n",
        "# reshape the input into a format compatible with LSTM layers\n",
        "network_input = np.reshape(network_input, (n_patterns, sequence_length, 1))\n",
        "# normalize input\n",
        "network_input = network_input / float(n_vocab)\n",
        "network_output = np_utils.to_categorical(network_output)"
      ],
      "execution_count": 0,
      "outputs": []
    },
    {
      "cell_type": "code",
      "metadata": {
        "id": "E31a2b13xhig",
        "colab_type": "code",
        "outputId": "f5dc1eb9-5c5d-4fb6-dad6-e38c34d12357",
        "colab": {
          "base_uri": "https://localhost:8080/",
          "height": 850
        }
      },
      "source": [
        "network_input"
      ],
      "execution_count": 0,
      "outputs": [
        {
          "output_type": "execute_result",
          "data": {
            "text/plain": [
              "array([[[0.69506726],\n",
              "        [0.68161435],\n",
              "        [0.69506726],\n",
              "        ...,\n",
              "        [0.26457399],\n",
              "        [0.8206278 ],\n",
              "        [0.93721973]],\n",
              "\n",
              "       [[0.68161435],\n",
              "        [0.69506726],\n",
              "        [0.85201794],\n",
              "        ...,\n",
              "        [0.8206278 ],\n",
              "        [0.93721973],\n",
              "        [0.67713004]],\n",
              "\n",
              "       [[0.69506726],\n",
              "        [0.85201794],\n",
              "        [0.64573991],\n",
              "        ...,\n",
              "        [0.93721973],\n",
              "        [0.67713004],\n",
              "        [0.93721973]],\n",
              "\n",
              "       ...,\n",
              "\n",
              "       [[0.92825112],\n",
              "        [0.68609865],\n",
              "        [0.8161435 ],\n",
              "        ...,\n",
              "        [0.9058296 ],\n",
              "        [0.76681614],\n",
              "        [0.71748879]],\n",
              "\n",
              "       [[0.68609865],\n",
              "        [0.8161435 ],\n",
              "        [0.93273543],\n",
              "        ...,\n",
              "        [0.76681614],\n",
              "        [0.71748879],\n",
              "        [0.90134529]],\n",
              "\n",
              "       [[0.8161435 ],\n",
              "        [0.93273543],\n",
              "        [0.8161435 ],\n",
              "        ...,\n",
              "        [0.71748879],\n",
              "        [0.90134529],\n",
              "        [0.76233184]]])"
            ]
          },
          "metadata": {
            "tags": []
          },
          "execution_count": 53
        }
      ]
    },
    {
      "cell_type": "code",
      "metadata": {
        "id": "4CTNom3Dwocg",
        "colab_type": "code",
        "outputId": "f7dc04a2-a9b3-470e-9c30-013a44c8ca3c",
        "colab": {
          "base_uri": "https://localhost:8080/",
          "height": 34
        }
      },
      "source": [
        "n_vocab"
      ],
      "execution_count": 0,
      "outputs": [
        {
          "output_type": "execute_result",
          "data": {
            "text/plain": [
              "223"
            ]
          },
          "metadata": {
            "tags": []
          },
          "execution_count": 47
        }
      ]
    },
    {
      "cell_type": "code",
      "metadata": {
        "id": "3qEmpNOFw8x9",
        "colab_type": "code",
        "outputId": "1f49cbaa-25e8-4294-e118-dabffc702af0",
        "colab": {
          "base_uri": "https://localhost:8080/",
          "height": 1000
        }
      },
      "source": [
        "note_to_int"
      ],
      "execution_count": 0,
      "outputs": [
        {
          "output_type": "execute_result",
          "data": {
            "text/plain": [
              "{'0': 0,\n",
              " '0.1.5.6': 1,\n",
              " '0.1.5.8': 2,\n",
              " '0.2': 3,\n",
              " '0.2.4': 4,\n",
              " '0.2.6': 5,\n",
              " '0.3': 6,\n",
              " '0.3.6': 7,\n",
              " '0.3.7': 8,\n",
              " '0.4': 9,\n",
              " '0.4.6': 10,\n",
              " '0.4.7': 11,\n",
              " '0.4.8': 12,\n",
              " '0.5': 13,\n",
              " '0.6': 14,\n",
              " '1': 15,\n",
              " '1.2': 16,\n",
              " '1.3': 17,\n",
              " '1.4': 18,\n",
              " '1.4.6': 19,\n",
              " '1.4.7': 20,\n",
              " '1.4.8': 21,\n",
              " '1.5': 22,\n",
              " '1.5.6': 23,\n",
              " '1.5.8': 24,\n",
              " '1.5.9': 25,\n",
              " '1.6': 26,\n",
              " '1.7': 27,\n",
              " '10': 28,\n",
              " '10.0': 29,\n",
              " '10.0.3': 30,\n",
              " '10.0.3.5': 31,\n",
              " '10.1': 32,\n",
              " '10.1.3': 33,\n",
              " '10.1.4': 34,\n",
              " '10.1.5': 35,\n",
              " '10.11.3.4': 36,\n",
              " '10.2': 37,\n",
              " '10.2.5': 38,\n",
              " '10.3': 39,\n",
              " '11': 40,\n",
              " '11.0': 41,\n",
              " '11.0.5': 42,\n",
              " '11.1': 43,\n",
              " '11.2': 44,\n",
              " '11.2.6': 45,\n",
              " '11.3': 46,\n",
              " '11.3.4': 47,\n",
              " '11.3.5': 48,\n",
              " '11.3.6': 49,\n",
              " '11.4': 50,\n",
              " '2': 51,\n",
              " '2.3.7.10': 52,\n",
              " '2.3.7.8': 53,\n",
              " '2.4': 54,\n",
              " '2.4.8': 55,\n",
              " '2.5': 56,\n",
              " '2.5.7': 57,\n",
              " '2.5.8': 58,\n",
              " '2.5.9': 59,\n",
              " '2.6': 60,\n",
              " '2.6.10': 61,\n",
              " '2.6.8': 62,\n",
              " '2.6.9': 63,\n",
              " '2.7': 64,\n",
              " '2.8': 65,\n",
              " '3': 66,\n",
              " '3.4': 67,\n",
              " '3.5': 68,\n",
              " '3.5.9': 69,\n",
              " '3.6': 70,\n",
              " '3.6.10': 71,\n",
              " '3.7': 72,\n",
              " '3.7.10': 73,\n",
              " '3.7.11': 74,\n",
              " '3.8': 75,\n",
              " '3.9': 76,\n",
              " '4': 77,\n",
              " '4.10': 78,\n",
              " '4.5.9.10': 79,\n",
              " '4.6': 80,\n",
              " '4.6.11': 81,\n",
              " '4.7': 82,\n",
              " '4.7.10': 83,\n",
              " '4.7.11': 84,\n",
              " '4.7.9.0': 85,\n",
              " '4.8': 86,\n",
              " '4.8.10': 87,\n",
              " '4.8.11': 88,\n",
              " '4.9': 89,\n",
              " '4.9.10': 90,\n",
              " '5': 91,\n",
              " '5.10': 92,\n",
              " '5.11': 93,\n",
              " '5.6': 94,\n",
              " '5.7': 95,\n",
              " '5.7.11': 96,\n",
              " '5.7.11.0': 97,\n",
              " '5.8': 98,\n",
              " '5.8.0': 99,\n",
              " '5.8.10': 100,\n",
              " '5.8.11': 101,\n",
              " '5.9': 102,\n",
              " '5.9.0': 103,\n",
              " '6': 104,\n",
              " '6.10': 105,\n",
              " '6.10.0': 106,\n",
              " '6.10.1': 107,\n",
              " '6.10.11': 108,\n",
              " '6.11': 109,\n",
              " '6.8': 110,\n",
              " '6.9': 111,\n",
              " '6.9.0': 112,\n",
              " '6.9.0.2': 113,\n",
              " '6.9.1': 114,\n",
              " '6.9.11': 115,\n",
              " '7': 116,\n",
              " '7.0': 117,\n",
              " '7.10': 118,\n",
              " '7.10.2': 119,\n",
              " '7.11': 120,\n",
              " '7.11.1': 121,\n",
              " '7.11.2': 122,\n",
              " '7.8': 123,\n",
              " '7.8.10': 124,\n",
              " '7.9': 125,\n",
              " '7.9.1': 126,\n",
              " '7.9.2': 127,\n",
              " '8': 128,\n",
              " '8.0': 129,\n",
              " '8.0.1': 130,\n",
              " '8.0.2': 131,\n",
              " '8.0.3': 132,\n",
              " '8.1': 133,\n",
              " '8.10.0.3': 134,\n",
              " '8.10.3': 135,\n",
              " '8.11': 136,\n",
              " '8.11.1': 137,\n",
              " '8.11.2': 138,\n",
              " '8.11.3': 139,\n",
              " '8.9.1.2': 140,\n",
              " '9': 141,\n",
              " '9.0': 142,\n",
              " '9.0.3': 143,\n",
              " '9.0.4': 144,\n",
              " '9.1': 145,\n",
              " '9.1.3': 146,\n",
              " '9.1.4': 147,\n",
              " '9.10': 148,\n",
              " '9.11': 149,\n",
              " '9.2': 150,\n",
              " 'A1': 151,\n",
              " 'A2': 152,\n",
              " 'A3': 153,\n",
              " 'A4': 154,\n",
              " 'A5': 155,\n",
              " 'A6': 156,\n",
              " 'B-0': 157,\n",
              " 'B-1': 158,\n",
              " 'B-2': 159,\n",
              " 'B-3': 160,\n",
              " 'B-4': 161,\n",
              " 'B-5': 162,\n",
              " 'B-6': 163,\n",
              " 'B1': 164,\n",
              " 'B2': 165,\n",
              " 'B3': 166,\n",
              " 'B4': 167,\n",
              " 'B5': 168,\n",
              " 'C#1': 169,\n",
              " 'C#3': 170,\n",
              " 'C#4': 171,\n",
              " 'C#5': 172,\n",
              " 'C#6': 173,\n",
              " 'C2': 174,\n",
              " 'C3': 175,\n",
              " 'C4': 176,\n",
              " 'C5': 177,\n",
              " 'C6': 178,\n",
              " 'C7': 179,\n",
              " 'D2': 180,\n",
              " 'D3': 181,\n",
              " 'D4': 182,\n",
              " 'D5': 183,\n",
              " 'D6': 184,\n",
              " 'D7': 185,\n",
              " 'E-1': 186,\n",
              " 'E-2': 187,\n",
              " 'E-3': 188,\n",
              " 'E-4': 189,\n",
              " 'E-5': 190,\n",
              " 'E-6': 191,\n",
              " 'E1': 192,\n",
              " 'E2': 193,\n",
              " 'E3': 194,\n",
              " 'E4': 195,\n",
              " 'E5': 196,\n",
              " 'E6': 197,\n",
              " 'E7': 198,\n",
              " 'F#1': 199,\n",
              " 'F#2': 200,\n",
              " 'F#3': 201,\n",
              " 'F#4': 202,\n",
              " 'F#5': 203,\n",
              " 'F#6': 204,\n",
              " 'F1': 205,\n",
              " 'F2': 206,\n",
              " 'F3': 207,\n",
              " 'F4': 208,\n",
              " 'F5': 209,\n",
              " 'F6': 210,\n",
              " 'F7': 211,\n",
              " 'G#1': 212,\n",
              " 'G#2': 213,\n",
              " 'G#3': 214,\n",
              " 'G#4': 215,\n",
              " 'G#5': 216,\n",
              " 'G1': 217,\n",
              " 'G2': 218,\n",
              " 'G3': 219,\n",
              " 'G4': 220,\n",
              " 'G5': 221,\n",
              " 'G6': 222}"
            ]
          },
          "metadata": {
            "tags": []
          },
          "execution_count": 49
        }
      ]
    },
    {
      "cell_type": "code",
      "metadata": {
        "id": "jPxX1GY5hBO1",
        "colab_type": "code",
        "outputId": "c421a910-7c69-44d0-bbff-68ff09dc1cde",
        "colab": {
          "base_uri": "https://localhost:8080/",
          "height": 292
        }
      },
      "source": [
        "model = Sequential()\n",
        "model.add(LSTM(\n",
        "        256,\n",
        "        input_shape=(network_input.shape[1], network_input.shape[2]),\n",
        "        return_sequences=True\n",
        "    ))\n",
        "model.add(Dropout(0.3))\n",
        "model.add(LSTM(512, return_sequences=True))\n",
        "model.add(Dropout(0.3))\n",
        "model.add(LSTM(256))\n",
        "model.add(Dense(256))\n",
        "model.add(Dropout(0.3))\n",
        "model.add(Dense(n_vocab))\n",
        "model.add(Activation('softmax'))\n",
        "model.compile(loss='categorical_crossentropy', optimizer='rmsprop')"
      ],
      "execution_count": 0,
      "outputs": [
        {
          "output_type": "stream",
          "text": [
            "WARNING:tensorflow:From /usr/local/lib/python3.6/dist-packages/keras/backend/tensorflow_backend.py:66: The name tf.get_default_graph is deprecated. Please use tf.compat.v1.get_default_graph instead.\n",
            "\n",
            "WARNING:tensorflow:From /usr/local/lib/python3.6/dist-packages/keras/backend/tensorflow_backend.py:541: The name tf.placeholder is deprecated. Please use tf.compat.v1.placeholder instead.\n",
            "\n",
            "WARNING:tensorflow:From /usr/local/lib/python3.6/dist-packages/keras/backend/tensorflow_backend.py:4432: The name tf.random_uniform is deprecated. Please use tf.random.uniform instead.\n",
            "\n",
            "WARNING:tensorflow:From /usr/local/lib/python3.6/dist-packages/keras/backend/tensorflow_backend.py:148: The name tf.placeholder_with_default is deprecated. Please use tf.compat.v1.placeholder_with_default instead.\n",
            "\n",
            "WARNING:tensorflow:From /usr/local/lib/python3.6/dist-packages/keras/backend/tensorflow_backend.py:3733: calling dropout (from tensorflow.python.ops.nn_ops) with keep_prob is deprecated and will be removed in a future version.\n",
            "Instructions for updating:\n",
            "Please use `rate` instead of `keep_prob`. Rate should be set to `rate = 1 - keep_prob`.\n",
            "WARNING:tensorflow:From /usr/local/lib/python3.6/dist-packages/keras/optimizers.py:793: The name tf.train.Optimizer is deprecated. Please use tf.compat.v1.train.Optimizer instead.\n",
            "\n",
            "WARNING:tensorflow:From /usr/local/lib/python3.6/dist-packages/keras/backend/tensorflow_backend.py:3576: The name tf.log is deprecated. Please use tf.math.log instead.\n",
            "\n"
          ],
          "name": "stdout"
        }
      ]
    },
    {
      "cell_type": "code",
      "metadata": {
        "id": "MdbGcajD7WYl",
        "colab_type": "code",
        "outputId": "db04e257-1912-43e3-a14e-ca613e247b58",
        "colab": {
          "base_uri": "https://localhost:8080/",
          "height": 411
        }
      },
      "source": [
        "filepath = \"weights-improvement-{epoch:02d}-{loss:.4f}-bigger.hdf5\"    \n",
        "checkpoint = ModelCheckpoint(\n",
        "    filepath, monitor='loss', \n",
        "    verbose=0,        \n",
        "    save_best_only=True,        \n",
        "    mode='min'\n",
        ")    \n",
        "callbacks_list = [checkpoint]     \n",
        "model.fit(network_input, network_output, epochs=1, batch_size=64, callbacks=callbacks_list)"
      ],
      "execution_count": 0,
      "outputs": [
        {
          "output_type": "stream",
          "text": [
            "WARNING:tensorflow:From /usr/local/lib/python3.6/dist-packages/tensorflow_core/python/ops/math_grad.py:1424: where (from tensorflow.python.ops.array_ops) is deprecated and will be removed in a future version.\n",
            "Instructions for updating:\n",
            "Use tf.where in 2.0, which has the same broadcast rule as np.where\n",
            "WARNING:tensorflow:From /usr/local/lib/python3.6/dist-packages/keras/backend/tensorflow_backend.py:1033: The name tf.assign_add is deprecated. Please use tf.compat.v1.assign_add instead.\n",
            "\n",
            "WARNING:tensorflow:From /usr/local/lib/python3.6/dist-packages/keras/backend/tensorflow_backend.py:1020: The name tf.assign is deprecated. Please use tf.compat.v1.assign instead.\n",
            "\n",
            "WARNING:tensorflow:From /usr/local/lib/python3.6/dist-packages/keras/backend/tensorflow_backend.py:3005: The name tf.Session is deprecated. Please use tf.compat.v1.Session instead.\n",
            "\n",
            "Epoch 1/1\n",
            "WARNING:tensorflow:From /usr/local/lib/python3.6/dist-packages/keras/backend/tensorflow_backend.py:190: The name tf.get_default_session is deprecated. Please use tf.compat.v1.get_default_session instead.\n",
            "\n",
            "WARNING:tensorflow:From /usr/local/lib/python3.6/dist-packages/keras/backend/tensorflow_backend.py:197: The name tf.ConfigProto is deprecated. Please use tf.compat.v1.ConfigProto instead.\n",
            "\n",
            "WARNING:tensorflow:From /usr/local/lib/python3.6/dist-packages/keras/backend/tensorflow_backend.py:207: The name tf.global_variables is deprecated. Please use tf.compat.v1.global_variables instead.\n",
            "\n",
            "WARNING:tensorflow:From /usr/local/lib/python3.6/dist-packages/keras/backend/tensorflow_backend.py:216: The name tf.is_variable_initialized is deprecated. Please use tf.compat.v1.is_variable_initialized instead.\n",
            "\n",
            "WARNING:tensorflow:From /usr/local/lib/python3.6/dist-packages/keras/backend/tensorflow_backend.py:223: The name tf.variables_initializer is deprecated. Please use tf.compat.v1.variables_initializer instead.\n",
            "\n",
            "9428/9428 [==============================] - 88s 9ms/step - loss: 4.7645\n"
          ],
          "name": "stdout"
        },
        {
          "output_type": "execute_result",
          "data": {
            "text/plain": [
              "<keras.callbacks.History at 0x7f04d7165f28>"
            ]
          },
          "metadata": {
            "tags": []
          },
          "execution_count": 56
        }
      ]
    },
    {
      "cell_type": "code",
      "metadata": {
        "id": "toxcef798M_t",
        "colab_type": "code",
        "colab": {}
      },
      "source": [
        "start = np.random.randint(0, len(network_input)-1)\n",
        "int_to_note = dict((number, note) for number, note in enumerate(pitchnames))\n",
        "pattern = network_input[start]\n",
        "prediction_output = []\n",
        "\n",
        "\n",
        "# generamos 500 notas\n",
        "for note_index in range(500):\n",
        "    prediction_input = np.reshape(pattern, (1, len(pattern), 1))\n",
        "    prediction_input = prediction_input / float(n_vocab)\n",
        "    prediction = model.predict(prediction_input, verbose=0)\n",
        "    index = np.argmax(prediction)\n",
        "    result = int_to_note[index]\n",
        "    prediction_output.append(result)\n",
        "    pattern = np.append(pattern,index)\n",
        "    pattern = pattern[1:len(pattern)]\n",
        "\n"
      ],
      "execution_count": 0,
      "outputs": []
    },
    {
      "cell_type": "code",
      "metadata": {
        "id": "yMmIsmSfHsPz",
        "colab_type": "code",
        "outputId": "61a38e41-bf8b-452d-edbb-a5aec77e0727",
        "colab": {
          "base_uri": "https://localhost:8080/",
          "height": 181
        }
      },
      "source": [
        "pattern"
      ],
      "execution_count": 0,
      "outputs": [
        {
          "output_type": "error",
          "ename": "NameError",
          "evalue": "ignored",
          "traceback": [
            "\u001b[0;31m---------------------------------------------------------------------------\u001b[0m",
            "\u001b[0;31mNameError\u001b[0m                                 Traceback (most recent call last)",
            "\u001b[0;32m<ipython-input-54-11be4a39596a>\u001b[0m in \u001b[0;36m<module>\u001b[0;34m()\u001b[0m\n\u001b[0;32m----> 1\u001b[0;31m \u001b[0mpattern\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[0m\u001b[1;32m      2\u001b[0m \u001b[0mstart\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n",
            "\u001b[0;31mNameError\u001b[0m: name 'pattern' is not defined"
          ]
        }
      ]
    },
    {
      "cell_type": "code",
      "metadata": {
        "id": "IVtsgDF4HA0N",
        "colab_type": "code",
        "colab": {}
      },
      "source": [
        "offset = 0\n",
        "output_notes = []\n",
        "# create note and chord objects based on the values generated by the model\n",
        "for pattern in prediction_output:\n",
        "    # pattern is a chord\n",
        "    if ('.' in pattern) or pattern.isdigit():\n",
        "        notes_in_chord = pattern.split('.')\n",
        "        notes = []\n",
        "        for current_note in notes_in_chord:\n",
        "            new_note = note.Note(int(current_note))\n",
        "            new_note.storedInstrument = instrument.Piano()\n",
        "            notes.append(new_note)\n",
        "        new_chord = chord.Chord(notes)\n",
        "        new_chord.offset = offset\n",
        "        output_notes.append(new_chord)\n",
        "    # pattern is a note\n",
        "    else:\n",
        "        new_note = note.Note(pattern)\n",
        "        new_note.offset = offset\n",
        "        new_note.storedInstrument = instrument.Piano()\n",
        "        output_notes.append(new_note)\n",
        "    # increase offset each iteration so that notes do not stack\n",
        "    offset += 0.5"
      ],
      "execution_count": 0,
      "outputs": []
    },
    {
      "cell_type": "code",
      "metadata": {
        "id": "XKRWCfpJKWwJ",
        "colab_type": "code",
        "outputId": "27e4cf3b-8e8a-43d1-b4a8-81613104faf3",
        "colab": {
          "base_uri": "https://localhost:8080/",
          "height": 34
        }
      },
      "source": [
        "midi_stream = stream.Stream(output_notes)\n",
        "midi_stream.write('midi', fp='test_output.mid')"
      ],
      "execution_count": 0,
      "outputs": [
        {
          "output_type": "execute_result",
          "data": {
            "text/plain": [
              "'test_output.mid'"
            ]
          },
          "metadata": {
            "tags": []
          },
          "execution_count": 30
        }
      ]
    },
    {
      "cell_type": "code",
      "metadata": {
        "id": "tpOhRZaYKZBm",
        "colab_type": "code",
        "colab": {}
      },
      "source": [
        ""
      ],
      "execution_count": 0,
      "outputs": []
    }
  ]
}