colabs/unit_1-symbolic_data/Week_05-Chords.ipynb

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    "# Chords\n",
    "\n",
    "## Vertical Sonorities\n",
    "Our plan for today:\n",
    "\n",
    "- Check in on the first project.\n",
    "- Talk about how to analyze vertical sonorities (chords, interval vectors, )_etc._) \n",
    "\n",
    "\n",
    "I'm just going to set up install music21 and musescore before I forget..."
   ]
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    "#@title Setting up music21 in the background. { form-width: \"30%\" }\n",
    "# !pip install --upgrade music21\n",
    "#!add-apt-repository ppa:mscore-ubuntu/mscore-stable -y\n",
    "# !apt-get update\n",
    "!apt-get install musescore\n",
    "!apt-get install xvfb\n",
    "import os\n",
    "os.putenv('DISPLAY', ':99.0')\n",
    "!start-stop-daemon --start --pidfile /var/run/xvfb.pid --make-pidfile --background --exec /usr/bin/Xvfb -- :99 -screen 0 1024x768x24 -ac +extension GLX +render -noreset\n",
    "from music21 import *\n",
    "us = environment.UserSettings()\n",
    "us['musescoreDirectPNGPath'] = '/usr/bin/mscore'\n",
    "us['directoryScratch'] = '/tmp'\n",
    "!sh -e /etc/init.d/x11-common start\n"
   ]
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    "### How Humdrum Looks at Harmony\n",
    "\n",
    "- The ```hint``` tool\n",
    "- The ```iv``` tool (interval vector)\n",
    "- ```tntype``` from the Humdrum Extras Toolkit\n",
    "- ```sonority``` from the Humdrum Extras Toolkit\n",
    "\n",
    "These all work quite well. \n",
    "\n",
    "You can also just parse the kern files in Python, if they're separated consistently. For example, you could parse it as: \n",
    "```\n",
    "for each line:\n",
    "    for each column in that line:\n",
    "      process something. \n",
    "```\n",
    "\n",
    "But you would have to write all of the things to parse out what it means to be a triad, interval vectors, _etc._ \n",
    "\n",
    "Thankfully, people have already done that for us.\n",
    "\n"
   ]
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    "### How music21 Looks at Harmony\n",
    "\n",
    "- The ```intervalVector()``` tool.\n",
    "- The ```chord.Chord``` function.\n",
    "- ```commonName```\n",
    "- ```pitchedCommonName```\n",
    "- ```forteClass```\n",
    "- ```primeForm```\n",
    "- Others.\n",
    "\n",
    "It requires a bit more time to parse the files (you can use the ```chordify``` function to reduce), but it has a bit more functionality, overall.\n",
    "\n",
    "\n",
    "For eaxample, you can get:\n"
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    "### the common name (quality) of a chord.\n",
    "from music21 import *\n",
    "cMinor = chord.Chord([\"C4\",\"G4\",\"E-5\"])"
   ]
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       "'minor triad'"
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    "###the common name function.\n",
    "cMinor.commonName\n"
   ]
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       "'C-minor triad'"
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    "###pitch and quality\n",
    "c1 = chord.Chord(['c', 'e-', 'g'])\n",
    "c1.pitchedCommonName\n"
   ]
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       "'all-interval tetrachord'"
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    "###it can find some obscure ones\n",
    "c3 = chord.Chord(['c', 'd-', 'e', 'f#'])\n",
    "c3.commonName"
   ]
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       "'forte class 6-36B'"
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    "### but if it doesn't exist, it just gives the Forte class.\n",
    "c3 = chord.Chord([0, 1, 2, 3, 4, 9])\n",
    "c3.commonName\n"
   ]
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       "'dominant seventh chord'"
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   "source": [
    "### and find dominant chords.\n",
    "c4a = chord.Chord(['c', 'e', 'g', 'b-'])\n",
    "c4a.commonName\n"
   ]
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       "'German augmented sixth chord'"
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    "### and augmented sixth chords.\n",
    "c4b = chord.Chord(['c', 'e', 'g', 'a#'])\n",
    "c4b.commonName\n"
   ]
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   "source": [
    "### forte class.\n",
    "c1 = chord.Chord(['c', 'e-', 'g'])\n",
    "c1.forteClass\n"
   ]
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    "### equivalent of tntype.\n",
    "c1 = chord.Chord(['c', 'e-', 'g'])\n",
    "\n",
    "c1.forteClass"
   ]
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    "### tntype without inversion.\n",
    "c1 = chord.Chord(['c', 'e-', 'g'])\n",
    "c1.forteClassTnI\n"
   ]
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   "source": [
    "### prime form\n",
    "c1 = chord.Chord(['c', 'e-', 'g'])\n",
    "c1.primeForm\n"
   ]
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\n",
      "text/plain": [
       "<IPython.core.display.Image object>"
      ]
     },
     "metadata": {
      "image/png": {
       "height": 442,
       "width": 748
      },
      "tags": []
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "jos = corpus.parse('josquin/laDeplorationDeLaMorteDeJohannesOckeghem')\n",
    "mergedScores = jos.mergeScores()\n",
    "scoreExcerpt = mergedScores.measures(127, 133)\n",
    "scoreExcerpt.show()"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {
    "id": "2bdUI-5q11YO"
   },
   "source": [
    "#### Chordify\n",
    "\n",
    "The ```chordify``` function can reduce the harmony to an object that can be more easily analyzed."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {
    "colab": {
     "base_uri": "https://localhost:8080/",
     "height": 200
    },
    "executionInfo": {
     "elapsed": 1267,
     "status": "ok",
     "timestamp": 1612813507184,
     "user": {
      "displayName": "Daniel Shanahan",
      "photoUrl": "https://lh3.googleusercontent.com/a-/AOh14Gj-j1dY0ZR8a6BnCn-NtHHpeew76MIO_89yOwiCOQ=s64",
      "userId": "10085329517298963001"
     },
     "user_tz": 300
    },
    "id": "yqCBlD8fl1cE",
    "outputId": "48420531-54bf-47f6-f345-8fdaff77a9d9"
   },
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<IPython.core.display.Image object>"
      ]
     },
     "metadata": {
      "image/png": {
       "height": 183,
       "width": 748
      },
      "tags": []
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "reduction = scoreExcerpt.chordify()\n",
    "reduction.show()"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {
    "id": "Y2O71Ng22_EV"
   },
   "source": [
    "##### Annotating with Chordify:\n",
    "\n",
    "The loop below (from the music21 User Guide) shows how you can annotate the interval of the piece:"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {
    "colab": {
     "base_uri": "https://localhost:8080/",
     "height": 229
    },
    "executionInfo": {
     "elapsed": 1355,
     "status": "ok",
     "timestamp": 1612813533916,
     "user": {
      "displayName": "Daniel Shanahan",
      "photoUrl": "https://lh3.googleusercontent.com/a-/AOh14Gj-j1dY0ZR8a6BnCn-NtHHpeew76MIO_89yOwiCOQ=s64",
      "userId": "10085329517298963001"
     },
     "user_tz": 300
    },
    "id": "eOEM3x0YmIIl",
    "outputId": "4236ee6a-f3d0-4ab2-a1e3-1a9eecf933eb"
   },
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<IPython.core.display.Image object>"
      ]
     },
     "metadata": {
      "image/png": {
       "height": 212,
       "width": 748
      },
      "tags": []
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "for c in reduction.recurse().getElementsByClass('Chord'):\n",
    "    c.closedPosition(forceOctave=4, inPlace=True)\n",
    "    c.annotateIntervals()\n",
    "reduction.show()\n"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {
    "id": "0L_Aazcg3SID"
   },
   "source": [
    "A similar loop can show all of the labels:\n"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {
    "colab": {
     "base_uri": "https://localhost:8080/"
    },
    "executionInfo": {
     "elapsed": 389,
     "status": "ok",
     "timestamp": 1612813683655,
     "user": {
      "displayName": "Daniel Shanahan",
      "photoUrl": "https://lh3.googleusercontent.com/a-/AOh14Gj-j1dY0ZR8a6BnCn-NtHHpeew76MIO_89yOwiCOQ=s64",
      "userId": "10085329517298963001"
     },
     "user_tz": 300
    },
    "id": "AEJKiT4pmfu8",
    "outputId": "ba712292-1c04-43bd-ecf5-066dd7b56c09"
   },
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "minor triad\n",
      "minor triad\n",
      "Minor Third\n",
      "minor triad\n",
      "minor triad\n",
      "minor triad\n",
      "minor triad\n",
      "Minor Third\n",
      "lydian tetrachord\n",
      "minor triad\n",
      "perfect-fourth minor tetrachord\n",
      "minor triad\n",
      "minor triad\n"
     ]
    }
   ],
   "source": [
    "for i in reduction.recurse().getElementsByClass('Chord'):\n",
    "  print(i.commonName)"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {
    "id": "JE_g4V6i3tjj"
   },
   "source": [
    "### Roman Numerals\n",
    "\n",
    "In order to get Roman numerals, you need to give it the key first. In the example below, you can manually input the key and the chord spelling."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {
    "colab": {
     "base_uri": "https://localhost:8080/",
     "height": 35
    },
    "executionInfo": {
     "elapsed": 863,
     "status": "ok",
     "timestamp": 1612813881656,
     "user": {
      "displayName": "Daniel Shanahan",
      "photoUrl": "https://lh3.googleusercontent.com/a-/AOh14Gj-j1dY0ZR8a6BnCn-NtHHpeew76MIO_89yOwiCOQ=s64",
      "userId": "10085329517298963001"
     },
     "user_tz": 300
    },
    "id": "NIZ3fPqfoqv9",
    "outputId": "d30de5cc-1960-465a-a8da-f92b3ffdf3fa"
   },
   "outputs": [
    {
     "data": {
      "application/vnd.google.colaboratory.intrinsic+json": {
       "type": "string"
      },
      "text/plain": [
       "'#IV in C major'"
      ]
     },
     "execution_count": 30,
     "metadata": {
      "tags": []
     },
     "output_type": "execute_result"
    }
   ],
   "source": [
    "kb = key.Key('C')\n",
    "f = chord.Chord('F#5 A#5 C#6')\n",
    "rf = roman.romanNumeralFromChord(f, kb)\n",
    "rf.figureAndKey"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {
    "colab": {
     "base_uri": "https://localhost:8080/",
     "height": 100
    },
    "executionInfo": {
     "elapsed": 1078,
     "status": "ok",
     "timestamp": 1612813883414,
     "user": {
      "displayName": "Daniel Shanahan",
      "photoUrl": "https://lh3.googleusercontent.com/a-/AOh14Gj-j1dY0ZR8a6BnCn-NtHHpeew76MIO_89yOwiCOQ=s64",
      "userId": "10085329517298963001"
     },
     "user_tz": 300
    },
    "id": "OmlEnrQ5pd3A",
    "outputId": "f7e9af31-288e-4387-d2bb-aa156ef9f408"
   },
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<IPython.core.display.Image object>"
      ]
     },
     "metadata": {
      "image/png": {
       "height": 83,
       "width": 293
      },
      "tags": []
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "rf.lyric = rf.figureAndKey\n",
    "rf.show()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {
    "colab": {
     "base_uri": "https://localhost:8080/",
     "height": 1000
    },
    "executionInfo": {
     "elapsed": 3628,
     "status": "ok",
     "timestamp": 1612978176731,
     "user": {
      "displayName": "Daniel Shanahan",
      "photoUrl": "https://lh3.googleusercontent.com/a-/AOh14Gj-j1dY0ZR8a6BnCn-NtHHpeew76MIO_89yOwiCOQ=s64",
      "userId": "10085329517298963001"
     },
     "user_tz": 300
    },
    "id": "bnwdFiE6p2xX",
    "outputId": "05ad82e0-82c8-4594-de1f-7c9f65c602bb"
   },
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<IPython.core.display.Image object>"
      ]
     },
     "metadata": {
      "image/png": {
       "height": 1015,
       "width": 748
      },
      "tags": []
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "#### import a piece\n",
    "bach_chorale = corpus.parse('bach/bwv99')\n",
    "bach_chorale.show()"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {
    "id": "hOSt0qcQsDxp"
   },
   "source": [
    "### Getting all the chords in a Bach Chorale\n",
    "\n",
    "The code below can get the chord quality of every chord in a chorale."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {
    "colab": {
     "base_uri": "https://localhost:8080/"
    },
    "executionInfo": {
     "elapsed": 710,
     "status": "ok",
     "timestamp": 1612978180165,
     "user": {
      "displayName": "Daniel Shanahan",
      "photoUrl": "https://lh3.googleusercontent.com/a-/AOh14Gj-j1dY0ZR8a6BnCn-NtHHpeew76MIO_89yOwiCOQ=s64",
      "userId": "10085329517298963001"
     },
     "user_tz": 300
    },
    "id": "owXZNIevr2EK",
    "outputId": "2d2a0770-6cc4-4677-f659-b9e8554f540b"
   },
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "major triad\n",
      "quartal tetramirror\n",
      "major triad\n",
      "major triad\n",
      "minor triad\n",
      "major-second major tetrachord\n",
      "major triad\n",
      "major triad\n",
      "quartal trichord\n",
      "perfect-fourth major tetrachord\n",
      "major triad\n",
      "incomplete dominant-seventh chord\n",
      "major triad\n",
      "major triad\n",
      "major seventh chord\n",
      "major triad\n",
      "major triad\n",
      "half-diminished seventh chord\n",
      "major triad\n",
      "quartal tetramirror\n",
      "major triad\n",
      "perfect-fourth major tetrachord\n",
      "quartal trichord\n",
      "quartal tetramirror\n",
      "major-second major tetrachord\n",
      "dominant seventh chord\n",
      "major triad\n",
      "major triad\n",
      "major triad\n",
      "quartal tetramirror\n",
      "major triad\n",
      "major triad\n",
      "minor triad\n",
      "major-second major tetrachord\n",
      "major triad\n",
      "major triad\n",
      "quartal trichord\n",
      "perfect-fourth major tetrachord\n",
      "major triad\n",
      "incomplete dominant-seventh chord\n",
      "major triad\n",
      "major triad\n",
      "major seventh chord\n",
      "major triad\n",
      "major triad\n",
      "half-diminished seventh chord\n",
      "major triad\n",
      "quartal tetramirror\n",
      "major triad\n",
      "perfect-fourth major tetrachord\n",
      "quartal trichord\n",
      "quartal tetramirror\n",
      "major-second major tetrachord\n",
      "dominant seventh chord\n",
      "major triad\n",
      "major triad\n",
      "major triad\n",
      "major triad\n",
      "major-second major tetrachord\n",
      "major triad\n",
      "diminished triad\n",
      "major triad\n",
      "minor triad\n",
      "major-second minor tetrachord\n",
      "augmented major tetrachord\n",
      "minor triad\n",
      "minor triad\n",
      "minor triad\n",
      "minor triad\n",
      "minor seventh chord\n",
      "major triad\n",
      "major-second major tetrachord\n",
      "half-diminished seventh chord\n",
      "dominant seventh chord\n",
      "major-second major tetrachord\n",
      "major triad\n",
      "minor triad\n",
      "minor seventh chord\n",
      "minor seventh chord\n",
      "major triad\n",
      "dominant seventh chord\n",
      "major triad\n",
      "minor triad\n",
      "major seventh chord\n",
      "diminished triad\n",
      "major triad\n",
      "major seventh chord\n",
      "major triad\n",
      "dominant seventh chord\n",
      "major triad\n",
      "quartal trichord\n",
      "quartal trichord\n",
      "major triad\n",
      "quartal tetramirror\n",
      "dominant seventh chord\n",
      "major triad\n"
     ]
    }
   ],
   "source": [
    "### chordify\n",
    "reduction = bach_chorale.chordify()\n",
    "for i in reduction.recurse().getElementsByClass('Chord'):\n",
    "  print(i.commonName)\n",
    "### roman numeral analysis\n",
    "\n",
    "### show "
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {
    "colab": {
     "base_uri": "https://localhost:8080/"
    },
    "executionInfo": {
     "elapsed": 2003,
     "status": "ok",
     "timestamp": 1612978186873,
     "user": {
      "displayName": "Daniel Shanahan",
      "photoUrl": "https://lh3.googleusercontent.com/a-/AOh14Gj-j1dY0ZR8a6BnCn-NtHHpeew76MIO_89yOwiCOQ=s64",
      "userId": "10085329517298963001"
     },
     "user_tz": 300
    },
    "id": "8pd-xW-VsUi7",
    "outputId": "029caee2-d9fb-448b-dbc1-f117b3415d18"
   },
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Dominants:\n",
      "0.10416666666666667\n",
      "Tonics:\n",
      "0.0\n"
     ]
    }
   ],
   "source": [
    "import re\n",
    "### can we get a Roman numeral analysis?\n",
    "\n",
    "### get the key...\n",
    "sapp_key = analysis.discrete.SimpleWeights(bach_chorale)\n",
    "key = sapp_key.getSolution(bach_chorale)\n",
    "\n",
    "## reduce\n",
    "reduction = bach_chorale.chordify()\n",
    "chords = []\n",
    "tonics = []\n",
    "dominants = []\n",
    "## loop over every chord.\n",
    "for i in reduction.recurse().getElementsByClass('Chord'):\n",
    "  f = chord.Chord(i)\n",
    "  rf = roman.romanNumeralFromChord(f, key)\n",
    "  chords.append(rf.figure)\n",
    "  roman_figure = str(rf.figure)\n",
    "  if re.search(\"^ii$\", roman_figure):\n",
    "    tonics.append(roman_figure)\n",
    "  elif re.search(\"^V$\", roman_figure):\n",
    "    dominants.append(roman_figure)\n",
    "\n",
    "total = len(chords)\n",
    "dominants = len(dominants)\n",
    "tonics = len(tonics)\n",
    "print(\"Dominants:\")\n",
    "print(dominants/total)\n",
    "\n",
    "print(\"Tonics:\")\n",
    "print(tonics/total)\n",
    "\n",
    "\n",
    "  # print(rf.figure)\n",
    "  # or print(rf.figureAndKey)"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {
    "id": "Nt5oBzSZw6cO"
   },
   "source": [
    "## Exercise\n",
    "\n",
    "How might we get all Roman numerals in all Bach Chorales?\n",
    "\n",
    "\n"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {
    "colab": {
     "base_uri": "https://localhost:8080/"
    },
    "executionInfo": {
     "elapsed": 35827,
     "status": "ok",
     "timestamp": 1612989232601,
     "user": {
      "displayName": "Daniel Shanahan",
      "photoUrl": "https://lh3.googleusercontent.com/a-/AOh14Gj-j1dY0ZR8a6BnCn-NtHHpeew76MIO_89yOwiCOQ=s64",
      "userId": "10085329517298963001"
     },
     "user_tz": 300
    },
    "id": "lZzI7DHSxfRt",
    "outputId": "8bd5df11-bf76-438e-d3f7-2654766b5e62"
   },
   "outputs": [],
   "source": [
    "# your code here.\n",
    "#  Let's set the google drive up so that we can access those polska files...\n",
    "\n",
    "# step 1: get all of our chorales from the google drive\n",
    "\n",
    "# step 2: run a loop over all of those chorales.\n",
    "\n",
    "# step 3: for each chorale, we need the key, and then we need the roman numerals.\n",
    "\n",
    "# find total amount of chords\n",
    "\n",
    "# we want to find all tonics and all dominants. \n",
    "\n",
    "# if 'V' or 'vii' put into dominant array.\n",
    "\n",
    "# if I or i put into tonic array. \n",
    "\n",
    "# tonic/total\n",
    "\n",
    "# dominant/total\n"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {
    "id": "_C4JFrB65xR_"
   },
   "source": [
    "## Annotating a Score\n"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {
    "colab": {
     "base_uri": "https://localhost:8080/",
     "height": 848
    },
    "executionInfo": {
     "elapsed": 4199,
     "status": "ok",
     "timestamp": 1612795235102,
     "user": {
      "displayName": "Daniel Shanahan",
      "photoUrl": "https://lh3.googleusercontent.com/a-/AOh14Gj-j1dY0ZR8a6BnCn-NtHHpeew76MIO_89yOwiCOQ=s64",
      "userId": "10085329517298963001"
     },
     "user_tz": 300
    },
    "id": "GNKosqA54iL9",
    "outputId": "e025e9ce-0e23-413b-d36a-825f70972356"
   },
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<IPython.core.display.Image object>"
      ]
     },
     "metadata": {
      "image/png": {
       "height": 831,
       "width": 753
      },
      "tags": []
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "aarden_key = analysis.discrete.AardenEssen(bach_chorale)\n",
    "key = aarden_key.getSolution(bach_chorale)\n",
    "\n",
    "## reduce\n",
    "reduction = bach_chorale.chordify()\n",
    "for i in reduction.recurse().getElementsByClass('Chord'):\n",
    "  f = chord.Chord(i)\n",
    "  rf = roman.romanNumeralFromChord(f, key)\n",
    "  i.closedPosition(forceOctave=4, inPlace=True)\n",
    "  i.addLyric(rf.figure)\n",
    "\n",
    "reduction.show()\n",
    "\n",
    "# ## loop over every chord.\n",
    "# for i in reduction.recurse().getElementsByClass('Chord'):\n",
    "#   f = chord.Chord(i)\n",
    "#   rf = roman.romanNumeralFromChord(f, key)\n",
    "#   print(rf.figure)\n",
    "#   # print(rf.figure)\n",
    "#   # or print(rf.figureAndKey)"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {
    "id": "u8gKL6P46-S2"
   },
   "source": [
    "It's not entirely clear how helpful such an annotation would be, though..."
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {
    "id": "dZOSoNAu70I5"
   },
   "source": [
    "# Wednesday\n",
    "\n",
    "Today we will: \n",
    "\n",
    "- Talk about projects. \n",
    "- Talk about ways in which we might examine the Roman numeral data.\n",
    "- Look at the ```context``` tool in Humdrum, and write something that's somewhat equivalent in Python.\n",
    "- Look at ```while``` loops.\n",
    "- Look at visualizing this data.\n",
    "\n",
    "\n",
    "\n",
    "\n",
    "\n"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {
    "id": "kNm54P4M_tEK"
   },
   "source": [
    "But how often are we getting certain types of transitions?"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 98,
   "metadata": {
    "colab": {
     "base_uri": "https://localhost:8080/"
    },
    "executionInfo": {
     "elapsed": 914,
     "status": "ok",
     "timestamp": 1612985898331,
     "user": {
      "displayName": "Daniel Shanahan",
      "photoUrl": "https://lh3.googleusercontent.com/a-/AOh14Gj-j1dY0ZR8a6BnCn-NtHHpeew76MIO_89yOwiCOQ=s64",
      "userId": "10085329517298963001"
     },
     "user_tz": 300
    },
    "id": "GlclCLW3_rPT",
    "outputId": "7f663394-7c23-4a5c-8cc6-408ff1dd4aef"
   },
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "major triad\n",
      "quartal tetramirror\n",
      "major triad\n",
      "major triad\n",
      "minor triad\n",
      "major-second major tetrachord\n",
      "major triad\n",
      "major triad\n",
      "quartal trichord\n",
      "perfect-fourth major tetrachord\n",
      "major triad\n",
      "incomplete dominant-seventh chord\n",
      "major triad\n",
      "major triad\n",
      "major seventh chord\n",
      "major triad\n",
      "major triad\n",
      "half-diminished seventh chord\n",
      "major triad\n",
      "quartal tetramirror\n",
      "major triad\n",
      "perfect-fourth major tetrachord\n",
      "quartal trichord\n",
      "quartal tetramirror\n",
      "major-second major tetrachord\n",
      "dominant seventh chord\n",
      "major triad\n",
      "major triad\n",
      "major triad\n",
      "quartal tetramirror\n",
      "major triad\n",
      "major triad\n",
      "minor triad\n",
      "major-second major tetrachord\n",
      "major triad\n",
      "major triad\n",
      "quartal trichord\n",
      "perfect-fourth major tetrachord\n",
      "major triad\n",
      "incomplete dominant-seventh chord\n",
      "major triad\n",
      "major triad\n",
      "major seventh chord\n",
      "major triad\n",
      "major triad\n",
      "half-diminished seventh chord\n",
      "major triad\n",
      "quartal tetramirror\n",
      "major triad\n",
      "perfect-fourth major tetrachord\n",
      "quartal trichord\n",
      "quartal tetramirror\n",
      "major-second major tetrachord\n",
      "dominant seventh chord\n",
      "major triad\n",
      "major triad\n",
      "major triad\n",
      "major triad\n",
      "major-second major tetrachord\n",
      "major triad\n",
      "diminished triad\n",
      "major triad\n",
      "minor triad\n",
      "major-second minor tetrachord\n",
      "augmented major tetrachord\n",
      "minor triad\n",
      "minor triad\n",
      "minor triad\n",
      "minor triad\n",
      "minor seventh chord\n",
      "major triad\n",
      "major-second major tetrachord\n",
      "half-diminished seventh chord\n",
      "dominant seventh chord\n",
      "major-second major tetrachord\n",
      "major triad\n",
      "minor triad\n",
      "minor seventh chord\n",
      "minor seventh chord\n",
      "major triad\n",
      "dominant seventh chord\n",
      "major triad\n",
      "minor triad\n",
      "major seventh chord\n",
      "diminished triad\n",
      "major triad\n",
      "major seventh chord\n",
      "major triad\n",
      "dominant seventh chord\n",
      "major triad\n",
      "quartal trichord\n",
      "quartal trichord\n",
      "major triad\n",
      "quartal tetramirror\n",
      "dominant seventh chord\n",
      "major triad\n"
     ]
    }
   ],
   "source": [
    "chord_qualities = []\n",
    "### chordify\n",
    "reduction = bach_chorale.chordify()\n",
    "for i in reduction.recurse().getElementsByClass('Chord'):\n",
    "  chord_qualities.append(i.commonName)\n",
    "  print(i.commonName)\n",
    "### roman numeral analysis\n",
    "\n",
    "### show "
   ]
  },
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    "id": "bvJ2WF7xBbyn",
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   "outputs": [
    {
     "data": {
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       "<div>\n",
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       "    }\n",
       "\n",
       "    .dataframe thead th {\n",
       "        text-align: right;\n",
       "    }\n",
       "</style>\n",
       "<table border=\"1\" class=\"dataframe\">\n",
       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>Chord</th>\n",
       "      <th>Counts</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>6</th>\n",
       "      <td>major triad</td>\n",
       "      <td>41</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>10</th>\n",
       "      <td>minor triad</td>\n",
       "      <td>9</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>7</th>\n",
       "      <td>major-second major tetrachord</td>\n",
       "      <td>7</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>12</th>\n",
       "      <td>quartal tetramirror</td>\n",
       "      <td>7</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2</th>\n",
       "      <td>dominant seventh chord</td>\n",
       "      <td>6</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>13</th>\n",
       "      <td>quartal trichord</td>\n",
       "      <td>6</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>5</th>\n",
       "      <td>major seventh chord</td>\n",
       "      <td>4</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>11</th>\n",
       "      <td>perfect-fourth major tetrachord</td>\n",
       "      <td>4</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3</th>\n",
       "      <td>half-diminished seventh chord</td>\n",
       "      <td>3</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>9</th>\n",
       "      <td>minor seventh chord</td>\n",
       "      <td>3</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1</th>\n",
       "      <td>diminished triad</td>\n",
       "      <td>2</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>4</th>\n",
       "      <td>incomplete dominant-seventh chord</td>\n",
       "      <td>2</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>0</th>\n",
       "      <td>augmented major tetrachord</td>\n",
       "      <td>1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>8</th>\n",
       "      <td>major-second minor tetrachord</td>\n",
       "      <td>1</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "                                Chord  Counts\n",
       "6                         major triad      41\n",
       "10                        minor triad       9\n",
       "7       major-second major tetrachord       7\n",
       "12                quartal tetramirror       7\n",
       "2              dominant seventh chord       6\n",
       "13                   quartal trichord       6\n",
       "5                 major seventh chord       4\n",
       "11    perfect-fourth major tetrachord       4\n",
       "3       half-diminished seventh chord       3\n",
       "9                 minor seventh chord       3\n",
       "1                    diminished triad       2\n",
       "4   incomplete dominant-seventh chord       2\n",
       "0          augmented major tetrachord       1\n",
       "8       major-second minor tetrachord       1"
      ]
     },
     "execution_count": 38,
     "metadata": {
      "tags": []
     },
     "output_type": "execute_result"
    }
   ],
   "source": [
    "import numpy as np\n",
    "import pandas as pd\n",
    "\n",
    "values, counts = np.unique(chord_qualities, return_counts=True)\n",
    "\n",
    "df = pd.DataFrame(list(zip(values, counts)), columns= ['Chord','Counts'])\n",
    "\n",
    "df.sort_values(by=['Counts'], ascending=False)\n"
   ]
  },
  {
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   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "['major triad --> quartal tetramirror', 'quartal tetramirror --> major triad', 'major triad --> major triad', 'major triad --> minor triad', 'minor triad --> major-second major tetrachord', 'major-second major tetrachord --> major triad', 'major triad --> major triad', 'major triad --> quartal trichord', 'quartal trichord --> perfect-fourth major tetrachord', 'perfect-fourth major tetrachord --> major triad', 'major triad --> incomplete dominant-seventh chord', 'incomplete dominant-seventh chord --> major triad', 'major triad --> major triad', 'major triad --> major seventh chord', 'major seventh chord --> major triad', 'major triad --> major triad', 'major triad --> half-diminished seventh chord', 'half-diminished seventh chord --> major triad', 'major triad --> quartal tetramirror', 'quartal tetramirror --> major triad', 'major triad --> perfect-fourth major tetrachord', 'perfect-fourth major tetrachord --> quartal trichord', 'quartal trichord --> quartal tetramirror', 'quartal tetramirror --> major-second major tetrachord', 'major-second major tetrachord --> dominant seventh chord', 'dominant seventh chord --> major triad', 'major triad --> major triad', 'major triad --> major triad', 'major triad --> quartal tetramirror', 'quartal tetramirror --> major triad', 'major triad --> major triad', 'major triad --> minor triad', 'minor triad --> major-second major tetrachord', 'major-second major tetrachord --> major triad', 'major triad --> major triad', 'major triad --> quartal trichord', 'quartal trichord --> perfect-fourth major tetrachord', 'perfect-fourth major tetrachord --> major triad', 'major triad --> incomplete dominant-seventh chord', 'incomplete dominant-seventh chord --> major triad', 'major triad --> major triad', 'major triad --> major seventh chord', 'major seventh chord --> major triad', 'major triad --> major triad', 'major triad --> half-diminished seventh chord', 'half-diminished seventh chord --> major triad', 'major triad --> quartal tetramirror', 'quartal tetramirror --> major triad', 'major triad --> perfect-fourth major tetrachord', 'perfect-fourth major tetrachord --> quartal trichord', 'quartal trichord --> quartal tetramirror', 'quartal tetramirror --> major-second major tetrachord', 'major-second major tetrachord --> dominant seventh chord', 'dominant seventh chord --> major triad', 'major triad --> major triad', 'major triad --> major triad', 'major triad --> major triad', 'major triad --> major-second major tetrachord', 'major-second major tetrachord --> major triad', 'major triad --> diminished triad', 'diminished triad --> major triad', 'major triad --> minor triad', 'minor triad --> major-second minor tetrachord', 'major-second minor tetrachord --> augmented major tetrachord', 'augmented major tetrachord --> minor triad', 'minor triad --> minor triad', 'minor triad --> minor triad', 'minor triad --> minor triad', 'minor triad --> minor seventh chord', 'minor seventh chord --> major triad', 'major triad --> major-second major tetrachord', 'major-second major tetrachord --> half-diminished seventh chord', 'half-diminished seventh chord --> dominant seventh chord', 'dominant seventh chord --> major-second major tetrachord', 'major-second major tetrachord --> major triad', 'major triad --> minor triad', 'minor triad --> minor seventh chord', 'minor seventh chord --> minor seventh chord', 'minor seventh chord --> major triad', 'major triad --> dominant seventh chord', 'dominant seventh chord --> major triad', 'major triad --> minor triad', 'minor triad --> major seventh chord', 'major seventh chord --> diminished triad', 'diminished triad --> major triad', 'major triad --> major seventh chord', 'major seventh chord --> major triad', 'major triad --> dominant seventh chord', 'dominant seventh chord --> major triad', 'major triad --> quartal trichord', 'quartal trichord --> quartal trichord', 'quartal trichord --> major triad', 'major triad --> quartal tetramirror', 'quartal tetramirror --> dominant seventh chord', 'dominant seventh chord --> major triad']\n"
     ]
    },
    {
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       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>Bigrams</th>\n",
       "      <th>Counts</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>14</th>\n",
       "      <td>major triad --&gt; major triad</td>\n",
       "      <td>13</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2</th>\n",
       "      <td>dominant seventh chord --&gt; major triad</td>\n",
       "      <td>5</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>18</th>\n",
       "      <td>major triad --&gt; quartal tetramirror</td>\n",
       "      <td>5</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>16</th>\n",
       "      <td>major triad --&gt; minor triad</td>\n",
       "      <td>5</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>22</th>\n",
       "      <td>major-second major tetrachord --&gt; major triad</td>\n",
       "      <td>4</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>34</th>\n",
       "      <td>quartal tetramirror --&gt; major triad</td>\n",
       "      <td>4</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>13</th>\n",
       "      <td>major triad --&gt; major seventh chord</td>\n",
       "      <td>3</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>19</th>\n",
       "      <td>major triad --&gt; quartal trichord</td>\n",
       "      <td>3</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>30</th>\n",
       "      <td>minor triad --&gt; minor triad</td>\n",
       "      <td>3</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>8</th>\n",
       "      <td>major seventh chord --&gt; major triad</td>\n",
       "      <td>3</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>35</th>\n",
       "      <td>quartal tetramirror --&gt; major-second major tet...</td>\n",
       "      <td>2</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>10</th>\n",
       "      <td>major triad --&gt; dominant seventh chord</td>\n",
       "      <td>2</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>27</th>\n",
       "      <td>minor triad --&gt; major-second major tetrachord</td>\n",
       "      <td>2</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>31</th>\n",
       "      <td>perfect-fourth major tetrachord --&gt; major triad</td>\n",
       "      <td>2</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>32</th>\n",
       "      <td>perfect-fourth major tetrachord --&gt; quartal tr...</td>\n",
       "      <td>2</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>24</th>\n",
       "      <td>minor seventh chord --&gt; major triad</td>\n",
       "      <td>2</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>38</th>\n",
       "      <td>quartal trichord --&gt; quartal tetramirror</td>\n",
       "      <td>2</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>37</th>\n",
       "      <td>quartal trichord --&gt; perfect-fourth major tetr...</td>\n",
       "      <td>2</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1</th>\n",
       "      <td>diminished triad --&gt; major triad</td>\n",
       "      <td>2</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>5</th>\n",
       "      <td>half-diminished seventh chord --&gt; major triad</td>\n",
       "      <td>2</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>6</th>\n",
       "      <td>incomplete dominant-seventh chord --&gt; major triad</td>\n",
       "      <td>2</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>17</th>\n",
       "      <td>major triad --&gt; perfect-fourth major tetrachord</td>\n",
       "      <td>2</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>15</th>\n",
       "      <td>major triad --&gt; major-second major tetrachord</td>\n",
       "      <td>2</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>29</th>\n",
       "      <td>minor triad --&gt; minor seventh chord</td>\n",
       "      <td>2</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>12</th>\n",
       "      <td>major triad --&gt; incomplete dominant-seventh chord</td>\n",
       "      <td>2</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>11</th>\n",
       "      <td>major triad --&gt; half-diminished seventh chord</td>\n",
       "      <td>2</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>20</th>\n",
       "      <td>major-second major tetrachord --&gt; dominant sev...</td>\n",
       "      <td>2</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>36</th>\n",
       "      <td>quartal trichord --&gt; major triad</td>\n",
       "      <td>1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>33</th>\n",
       "      <td>quartal tetramirror --&gt; dominant seventh chord</td>\n",
       "      <td>1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>0</th>\n",
       "      <td>augmented major tetrachord --&gt; minor triad</td>\n",
       "      <td>1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>28</th>\n",
       "      <td>minor triad --&gt; major-second minor tetrachord</td>\n",
       "      <td>1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>26</th>\n",
       "      <td>minor triad --&gt; major seventh chord</td>\n",
       "      <td>1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>25</th>\n",
       "      <td>minor seventh chord --&gt; minor seventh chord</td>\n",
       "      <td>1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>23</th>\n",
       "      <td>major-second minor tetrachord --&gt; augmented ma...</td>\n",
       "      <td>1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>21</th>\n",
       "      <td>major-second major tetrachord --&gt; half-diminis...</td>\n",
       "      <td>1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>9</th>\n",
       "      <td>major triad --&gt; diminished triad</td>\n",
       "      <td>1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>7</th>\n",
       "      <td>major seventh chord --&gt; diminished triad</td>\n",
       "      <td>1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>4</th>\n",
       "      <td>half-diminished seventh chord --&gt; dominant sev...</td>\n",
       "      <td>1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3</th>\n",
       "      <td>dominant seventh chord --&gt; major-second major ...</td>\n",
       "      <td>1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>39</th>\n",
       "      <td>quartal trichord --&gt; quartal trichord</td>\n",
       "      <td>1</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "                                              Bigrams  Counts\n",
       "14                        major triad --> major triad      13\n",
       "2              dominant seventh chord --> major triad       5\n",
       "18                major triad --> quartal tetramirror       5\n",
       "16                        major triad --> minor triad       5\n",
       "22      major-second major tetrachord --> major triad       4\n",
       "34                quartal tetramirror --> major triad       4\n",
       "13                major triad --> major seventh chord       3\n",
       "19                   major triad --> quartal trichord       3\n",
       "30                        minor triad --> minor triad       3\n",
       "8                 major seventh chord --> major triad       3\n",
       "35  quartal tetramirror --> major-second major tet...       2\n",
       "10             major triad --> dominant seventh chord       2\n",
       "27      minor triad --> major-second major tetrachord       2\n",
       "31    perfect-fourth major tetrachord --> major triad       2\n",
       "32  perfect-fourth major tetrachord --> quartal tr...       2\n",
       "24                minor seventh chord --> major triad       2\n",
       "38           quartal trichord --> quartal tetramirror       2\n",
       "37  quartal trichord --> perfect-fourth major tetr...       2\n",
       "1                    diminished triad --> major triad       2\n",
       "5       half-diminished seventh chord --> major triad       2\n",
       "6   incomplete dominant-seventh chord --> major triad       2\n",
       "17    major triad --> perfect-fourth major tetrachord       2\n",
       "15      major triad --> major-second major tetrachord       2\n",
       "29                minor triad --> minor seventh chord       2\n",
       "12  major triad --> incomplete dominant-seventh chord       2\n",
       "11      major triad --> half-diminished seventh chord       2\n",
       "20  major-second major tetrachord --> dominant sev...       2\n",
       "36                   quartal trichord --> major triad       1\n",
       "33     quartal tetramirror --> dominant seventh chord       1\n",
       "0          augmented major tetrachord --> minor triad       1\n",
       "28      minor triad --> major-second minor tetrachord       1\n",
       "26                minor triad --> major seventh chord       1\n",
       "25        minor seventh chord --> minor seventh chord       1\n",
       "23  major-second minor tetrachord --> augmented ma...       1\n",
       "21  major-second major tetrachord --> half-diminis...       1\n",
       "9                    major triad --> diminished triad       1\n",
       "7            major seventh chord --> diminished triad       1\n",
       "4   half-diminished seventh chord --> dominant sev...       1\n",
       "3   dominant seventh chord --> major-second major ...       1\n",
       "39              quartal trichord --> quartal trichord       1"
      ]
     },
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     "output_type": "execute_result"
    }
   ],
   "source": [
    "bi_gram = []\n",
    "i= 0\n",
    "\n",
    "while(i< len(chord_qualities)-1):\n",
    "    roman_numerals = f'{chord_qualities[i]} --> {chord_qualities[i+1]}'\n",
    "    bi_gram.append(roman_numerals)\n",
    "    i=i+1\n",
    "\n",
    "print(bi_gram)\n",
    "\n",
    "\n",
    "values, counts = np.unique(bi_gram, return_counts=True)\n",
    "df = pd.DataFrame(list(zip(values, counts)), columns= ['Bigrams', 'Counts'])\n",
    "df.sort_values(by=['Counts'], ascending=False)"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {
    "id": "nblZuDluMjLM"
   },
   "source": [
    "## While Loops\n",
    "\n",
    "So what was the ```while``` functionality in that last bit of code?\n",
    "\n",
    "There are a number of steps here that might be of interest:\n",
    "\n",
    "1. Starts a counter at 0\n",
    "2. Says that while the counter is less than the length of the list - 1 (it's one less than the list so it doesn't run over the range of the list)\n",
    "3. create a variable that is the chord your looking at, as well as the next chord.\n",
    "4. then add one to the counter.\n",
    "\n",
    "It will repeat this until it gets to the length of the variable (-1).\n",
    "\n",
    "\n",
    "```\n",
    "i= 0\n",
    "while(i< len(chord_qualities)-1):\n",
    "    roman_numerals = f'{chord_qualities[i]} --> {chord_qualities[i+1]}'\n",
    "    bi_gram.append(roman_numerals)\n",
    "    i=i+1\n",
    "```"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {
    "id": "JoMTIQr1Oz8A"
   },
   "source": [
    "Here is a basic example of a ```while``` loop:"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 101,
   "metadata": {
    "colab": {
     "base_uri": "https://localhost:8080/"
    },
    "executionInfo": {
     "elapsed": 522,
     "status": "ok",
     "timestamp": 1612986618443,
     "user": {
      "displayName": "Daniel Shanahan",
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    },
    "id": "Fsm7LIBzOnxz",
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   },
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "1\n",
      "2\n",
      "3\n",
      "4\n",
      "5\n"
     ]
    }
   ],
   "source": [
    "i = 1\n",
    "while i < 6:\n",
    "  print(i)\n",
    "  i += 1"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {
    "id": "YVmwDPWQO4t7"
   },
   "source": [
    "You can also add break statements, to exit out of the loop when needed:\n"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 102,
   "metadata": {
    "colab": {
     "base_uri": "https://localhost:8080/"
    },
    "executionInfo": {
     "elapsed": 522,
     "status": "ok",
     "timestamp": 1612986672970,
     "user": {
      "displayName": "Daniel Shanahan",
      "photoUrl": "https://lh3.googleusercontent.com/a-/AOh14Gj-j1dY0ZR8a6BnCn-NtHHpeew76MIO_89yOwiCOQ=s64",
      "userId": "10085329517298963001"
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     "user_tz": 300
    },
    "id": "l2G0CRCYO9L2",
    "outputId": "0393fe1c-c365-435e-f9cb-65c09b5beeb0"
   },
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "1\n",
      "2\n",
      "3\n",
      "4\n",
      "5\n",
      "6\n",
      "7\n",
      "8\n",
      "9\n",
      "10\n",
      "11\n",
      "12\n",
      "13\n",
      "14\n",
      "15\n",
      "16\n",
      "17\n",
      "18\n"
     ]
    }
   ],
   "source": [
    "i = 1\n",
    "while i < 20:\n",
    "  print(i)\n",
    "  if i == 18:\n",
    "    break\n",
    "  i += 1"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {
    "id": "5Z_0NXdAPM6A"
   },
   "source": [
    "And you can go the other way too...\n"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 103,
   "metadata": {
    "colab": {
     "base_uri": "https://localhost:8080/"
    },
    "executionInfo": {
     "elapsed": 944,
     "status": "ok",
     "timestamp": 1612986768450,
     "user": {
      "displayName": "Daniel Shanahan",
      "photoUrl": "https://lh3.googleusercontent.com/a-/AOh14Gj-j1dY0ZR8a6BnCn-NtHHpeew76MIO_89yOwiCOQ=s64",
      "userId": "10085329517298963001"
     },
     "user_tz": 300
    },
    "id": "ob9bTv7dPTcS",
    "outputId": "b173a11f-9f5d-4c6f-eeed-9bd832493c90"
   },
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Can you hear me, Major Tom??\n",
      "10\n",
      "9\n",
      "8\n",
      "7\n",
      "6\n",
      "5\n",
      "4\n",
      "3\n",
      "2\n",
      "1\n",
      "Floating in my tin cannnnn...\n"
     ]
    }
   ],
   "source": [
    "count = 10\n",
    "print(\"Can you hear me, Major Tom??\")\n",
    "while (count > 0):\n",
    "   print(count)\n",
    "   count = count - 1\n",
    "\n",
    "print(\"Floating in my tin cannnnn...\")"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {
    "id": "mJt-9ILm_7Tm"
   },
   "source": [
    "On Monday, we looked at the below code that returned the Roman numerals of a chorale (I've changed it a little bit to create an array, and not a ```print``` statement.)\n",
    "\n",
    "Let's try to get the same type of table, but with Roman numerals. It might be worth considering a function for this. Perhaps a \"make_bigram_table\" function or something."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 104,
   "metadata": {
    "colab": {
     "base_uri": "https://localhost:8080/"
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    "executionInfo": {
     "elapsed": 2231,
     "status": "ok",
     "timestamp": 1612986970589,
     "user": {
      "displayName": "Daniel Shanahan",
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    },
    "id": "CXJw6mBO820A",
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   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "I\n",
      "ii542\n",
      "I\n",
      "V6\n",
      "vi\n",
      "IV742\n",
      "IV\n",
      "I6\n",
      "iv52\n",
      "I752\n",
      "V\n",
      "V7\n",
      "I\n",
      "IV\n",
      "IV7\n",
      "V\n",
      "IV6\n",
      "vii/o7\n",
      "I\n",
      "ii542\n",
      "I6\n",
      "I752\n",
      "i54\n",
      "ii754\n",
      "I654\n",
      "V7\n",
      "V\n",
      "I\n",
      "I\n",
      "ii542\n",
      "I\n",
      "V6\n",
      "vi\n",
      "IV742\n",
      "IV\n",
      "I6\n",
      "iv52\n",
      "I752\n",
      "V\n",
      "V7\n",
      "I\n",
      "IV\n",
      "IV7\n",
      "V\n",
      "IV6\n",
      "vii/o7\n",
      "I\n",
      "ii542\n",
      "I6\n",
      "I752\n",
      "i54\n",
      "ii754\n",
      "I654\n",
      "V7\n",
      "V\n",
      "I\n",
      "I\n",
      "IV\n",
      "IV532\n",
      "II6\n",
      "#ivo5b3\n",
      "V\n",
      "vii\n",
      "iii53#2\n",
      "V+#642\n",
      "iii6\n",
      "iii\n",
      "vi\n",
      "vi\n",
      "vi42\n",
      "II6\n",
      "II763\n",
      "#iv/ob6b42\n",
      "II75#3\n",
      "V532\n",
      "II6\n",
      "iii\n",
      "iii42\n",
      "vi65\n",
      "II\n",
      "II75#3\n",
      "V\n",
      "iii\n",
      "IV65\n",
      "viio\n",
      "I\n",
      "IV43\n",
      "V\n",
      "V42\n",
      "I6\n",
      "iv54\n",
      "i54\n",
      "V\n",
      "iii652\n",
      "V7\n",
      "I\n"
     ]
    }
   ],
   "source": [
    "### can we get a Roman numeral analysis?\n",
    "\n",
    "### get the key...\n",
    "aarden_key = analysis.discrete.AardenEssen(bach_chorale)\n",
    "key = aarden_key.getSolution(bach_chorale)\n",
    "\n",
    "## reduce\n",
    "reduction = bach_chorale.chordify()\n",
    "rn = []\n",
    "## loop over every chord.\n",
    "for i in reduction.recurse().getElementsByClass('Chord'):\n",
    "  f = chord.Chord(i)\n",
    "  rf = roman.romanNumeralFromChord(f, key)\n",
    "  print(rf.figure)\n",
    "  rn.append(rf.figure)\n",
    "  # print(rf.figure)\n",
    "  # or print(rf.figureAndKey)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 105,
   "metadata": {
    "executionInfo": {
     "elapsed": 538,
     "status": "ok",
     "timestamp": 1612987169035,
     "user": {
      "displayName": "Daniel Shanahan",
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     },
     "user_tz": 300
    },
    "id": "820A-5w8_y9p"
   },
   "outputs": [],
   "source": [
    "def make_bigram_table(dataset, viz=False):\n",
    "  ### create an empty variable\n",
    "  bi_gram = []\n",
    "  ###start a counter for my while loop.\n",
    "  i= 0\n",
    "  ###here's my while loop.\n",
    "  while(i< len(dataset)-1):\n",
    "    roman_numerals = f'{dataset[i]} --> {dataset[i+1]}'\n",
    "    bi_gram.append(roman_numerals)\n",
    "    i=i+1\n",
    "  \n",
    "  \"\"\"\n",
    "  you might remember this code from last week. It creates a dataframe.\n",
    "  The one thing that's different is that now there's a variable for the max rows, \n",
    "  so it can change depending on however long the dataset is.\n",
    "  \"\"\"\n",
    "  pd.set_option('max_rows', len(dataset))\n",
    "  values, counts = np.unique(bi_gram, return_counts=True)\n",
    "  df = pd.DataFrame(list(zip(values, counts)), columns= ['Bigrams', 'Counts'])\n",
    "  \n",
    "  \"\"\"\n",
    "  here, I've written in a little argument for how to display the data. The default\n",
    "  for the viz argument is false, so it will print out a table by default.\n",
    "\n",
    "  If viz is flipped to True, however, it will give a little histogram.\n",
    "\n",
    "  Here, I'm using Pandas groupby, which can actually do the summing function \n",
    "  we called before. If you have many columns in your data, it's usually best to just work \n",
    "  here within the pandas toolkit.\n",
    "  \n",
    "  \"\"\"\n",
    " \n",
    "  if viz == False:\n",
    "    display(df.sort_values(by=['Counts'], ascending=False))\n",
    "  else:\n",
    "    df = df.groupby('Bigrams')['Counts'].sum()\n",
    "    df.sort_values()[-15:].plot(kind='bar')\n"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 107,
   "metadata": {
    "colab": {
     "base_uri": "https://localhost:8080/",
     "height": 337
    },
    "executionInfo": {
     "elapsed": 1074,
     "status": "ok",
     "timestamp": 1612987188342,
     "user": {
      "displayName": "Daniel Shanahan",
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    "id": "RN10vOodH2Mu",
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   "outputs": [
    {
     "data": {
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zLnDiJMc5B9gS2BrYidLf/HbgfMq46CdlZs60WEmSJKlmMw7ombmEMvzhsPuPAQ9pYm8mIXIiIkmSJD2stT7MoiRJkqTpM6BLkiRJFTGgS5IkSRUxoEuSJEkVMaBLkiRJFTGgS5IkSRUxoEuSJEkVMaBLkiRJFTGgS5IkSRUxoEuSJEkVMaBLkiRJFTGgS5IkSRUxoEuSJEkVMaBLkiRJFTGgS5IkSRUxoEuSJEkVMaBLkiRJFTGgS5IkSRUxoEuSJEkVMaBLkiRJFTGgS5IkSRUxoEuSJEkVMaBLkiRJFTGgS5IkSRUxoEuSJEkVMaBLkiRJFTGgS5IkSRUxoEuSJEkVMaBLkiRJFTGgS5IkSRUxoEuSJEkVMaBLkiRJFTGgS5IkSRUxoEuSJEkVMaBLkiRJFTGgS5IkSRUxoEuSJEkVmXFAj4j1I+J1EfGViPh5RCyLiDsi4vyIeG1ETOlnRMQmEXFCRNwQEfdFxFhEHB0Rj5lprZIkSVLtFrRwjJcD/w7cCJwDXAdsCPwFcDzwgoh4eWbmZAeKiC2AC4ANgFOBy4BnAm8G9oyInTLz1hZqliRJkqrURkC/AngxcFpmrhhfGRGHAT8A9qGE9S8NcayPUsL5wZl5TM+xPgAcAhwFvKGFmiVJkqQqzbiLS2aenZlf7w3nzfqbgOOap7tOdpym9XwPYAw4tm/z4cA9wP4RsdZMa5YkSZJq1UYL+qr8vlneP8S+uzXLMycI+3dFxPcoAX4H4KxVHSgiLhqwafEQdUiSJEmdmbWAHhELgFc3T08f4iVbNssrBmy/khLQFzFJQG/TwredNivHHXvvXrNy3NmqF0av5lGrF0av5tmqF0avZs+LlTwvVvK8WMnzQhrebLagvxd4KvDNzDxjiP3XbZZ3DNg+vn69yQ6UmdtOtL5pWd9miFokSZKkTszKOOgRcTDwVsooLPvPxs+QJEmS5qPWA3pEvAn4EPAzYLfMvG3Il463kK87YPv4+ttnUJ4kSZJUtVYDekS8BTgGuJQSzm+awssvb5aLBmx/UrMc1EddkiRJGnmtBfSI+Efgg8D/UsL5zVM8xDnNco/+2UcjYm1gJ+Be4MKZ1ipJkiTVqpWAHhHvpNwUehGwe2besop914iIxc245w/IzKuAM4GFwBv7XnYEsBZwUmbe00bNkiRJUo1mPIpLRBwAHAksB74LHBwR/buNZeaJzb83BpYC11LCeK+DgAuAD0fE7s1+21PGSL8CeMdM65UkSZJq1sYwi5s1y9WBtwzY51zgxMkOlJlXRcR2lMC/J/BC4EbKTadHZOZvZlytJEmSVLEZB/TMXAIsmcL+Y8BDmth7tl8PHDjTuiRJkqRRNCvjoEuSJEmaHgO6JEmSVBEDuiRJklQRA7okSZJUEQO6JEmSVBEDuiRJklQRA7okSZJUEQO6JEmSVBEDuiRJklQRA7okSZJUEQO6JEmSVBEDuiRJklQRA7okSZJUEQO6JEmSVBEDuiRJklQRA7okSZJUEQO6JEmSVBEDuiRJklQRA7okSZJUEQO6JEmSVBEDuiRJklQRA7okSZJUEQO6JEmSVBEDuiRJklQRA7okSZJUEQO6JEmSVBEDuiRJklQRA7okSZJUEQO6JEmSVBEDuiRJklQRA7okSZJUEQO6JEmSVBEDuiRJklQRA7okSZJUEQO6JEmSVBEDuiRJklSRVgJ6RLwsIo6JiO9GxJ0RkRHx2WkcZ6x57USPm9qoVZIkSarZgpaO80/AnwJ3A78AFs/gWHcAR0+w/u4ZHFOSJEkaCW0F9EMowfznwC7AOTM41u2ZuaSNoiRJkqRR00pAz8wHAnlEtHFISZIk6WGprRb0Nj0iIvYDNgXuAS4BzsvM5d2WJUmSJM2+GgP6RsBJfeuuiYgDM/PcYQ4QERcN2DSTvvGSJEnSrKttmMVPAbtTQvpawNOAjwELgf+KiD/trjRJkiRp9lXVgp6ZR/StuhR4Q0TcDbwVWAK8dIjjbDvR+qZlfZsZlilJkiTNmtpa0Ac5rlnu3GkVkiRJ0iwblYD+62a5VqdVSJIkSbNsVAL6Ds3y6k6rkCRJkmbZnAf0iFgjIhZHxBZ967eKiIe0kEfEQuAjzdPPzn6FkiRJUndauUk0IvYG9m6ebtQsd4yIE5t/35KZhzb/3hhYClxLGZ1l3CuBt0bEec22u4AtgL2ARwLfBN7fRr2SJElSrdoaxeXpwAF96zZvHlAC96Gs2jnAlsDWwE6U/ua3A+dTxkU/KTOzpXolSZKkKrUS0DNzCWUIxGH2HQNigvXnAkNNRCRJkiTNV6Nyk6gkSZL0sGBAlyRJkipiQJckSZIqYkCXJEmSKmJAlyRJkipiQJckSZIqYkCXJEmSKmJAlyRJkipiQJckSZIqYkCXJEmSKmJAlyRJkipiQJckSZIqYkCXJEmSKmJAlyRJkipiQJckSZIqYkCXJEmSKmJAlyRJkipiQJckSZIqYkCXJEmSKmJAlyRJkipiQJckSZIqYkCXJEmSKmJAlyRJkipiQJckSZIqYkCXJEmSKmJAlyRJkipiQJckSZIqYkCXJEmSKmJAlyRJkipiQJckSZIqYkCXJEmSKmJAlyRJkipiQJckSZIqYkCXJEmSKmJAlyRJkipiQJckSZIqYkCXJEmSKtJKQI+Il0XEMRHx3Yi4MyIyIj47zWNtEhEnRMQNEXFfRIxFxNER8Zg2apUkSZJqtqCl4/wT8KfA3cAvgMXTOUhEbAFcAGwAnApcBjwTeDOwZ0TslJm3tlKxJEmSVKG2urgcAiwC1gH+zwyO81FKOD84M/fOzLdl5nOADwJbAkfNuFJJkiSpYq0E9Mw8JzOvzMyc7jGa1vM9gDHg2L7NhwP3APtHxFrTLlSSJEmqXE03ie7WLM/MzBW9GzLzLuB7wKOAHea6MEmSJGmutNUHvQ1bNssrBmy/ktLCvgg4a1UHioiLBmyaVt94SZIkaa7U1IK+brO8Y8D28fXrzUEtkiRJUidqakFvTWZuO9H6pmV9mzkuR5IkSRpaTS3o4y3k6w7YPr7+9jmoRZIkSepETQH98ma5aMD2JzXLQX3UJUmSpJFXU0A/p1nuEREPqisi1gZ2Au4FLpzrwiRJkqS5MucBPSLWiIjFzbjnD8jMq4AzgYXAG/tedgSwFnBSZt4zJ4VKkiRJHWjlJtGI2BvYu3m6UbPcMSJObP59S2Ye2vx7Y2ApcC0ljPc6CLgA+HBE7N7stz1ljPQrgHe0Ua8kSZJUq7ZGcXk6cEDfus2bB5QwfiiTyMyrImI74EhgT+CFwI3Ah4AjMvM3LdUrSZIkVamVgJ6ZS4AlQ+47BsQqtl8PHNhGXZIkSdKoqekmUUmSJOlhz4AuSZIkVcSALkmSJFXEgC5JkiRVxIAuSZIkVcSALkmSJFXEgC5JkiRVxIAuSZIkVcSALkmSJFXEgC5JkiRVxIAuSZIkVcSALkmSJFXEgC5JkiRVxIAuSZIkVcSALkmSJFXEgC5JkiRVxIAuSZIkVcSALkmSJFXEgC5JkiRVxIAuSZIkVcSALkmSJFXEgC5JkiRVxIAuSZIkVcSALkmSJFXEgC5JkiRVxIAuSZIkVcSALkmSJFXEgC5JkiRVxIAuSZIkVcSALkmSJFXEgC5JkiRVxIAuSZIkVcSALkmSJFXEgC5JkiRVxIAuSZIkVcSALkmSJFXEgC5JkiRVpLWAHhGbRMQJEXFDRNwXEWMRcXREPGYKx/hOROQqHo9sq15JkiSpRgvaOEhEbAFcAGwAnApcBjwTeDOwZ0TslJm3TuGQRwxYf/+MCpUkSZIq10pABz5KCecHZ+Yx4ysj4gPAIcBRwBuGPVhmLmmpLkmSJGmkzLiLS9N6vgcwBhzbt/lw4B5g/4hYa6Y/S5IkSZrv2mhB361ZnpmZK3o3ZOZdEfE9SoDfAThrmANGxCuBzYDfAUuBszPzvhZqlSRJkqrWRkDfslleMWD7lZSAvoghAzpwct/zmyPijZn5xWFeHBEXDdi0eMifL0mSJHWijVFc1m2WdwzYPr5+vSGOdSrwImATYE1KoH5P89r/jIg9Z1CnJEmSVL22bhJtRWZ+sG/V5cBhEXEDcAwlrJ8+xHG2nWh907K+zUzrlCRJkmZLGy3o4y3k6w7YPr7+9hn8jOMpQyw+PSLWnsFxJEmSpKq1EdAvb5aLBmx/UrMc1Ed9Upn5W+Cu5qmjwUiSJGneaiOgn9Ms94iIBx2vae3eCbgXuHC6PyAitgQeQwnpt0z3OJIkSVLtZhzQM/Mq4ExgIfDGvs1HUFq8T8rMe8ZXRsTiiHjQiCoRsVlEPLb/+BHxh8CnmqcnZ6aziUqSJGneausm0YOAC4APR8TulLHLt6eMkX4F8I6+/Zc2y+hZtwtwXEScD1wN3AZsCryQ0o/9h8A/tFSvJEmSVKVWAnpmXhUR2wFHAntSQvWNwIeAIzLzN0Mc5iLK+OfbAlsD61C6tPwEOAX4WGb+ro16JUmSpFq1NsxiZl4PHDjkvjHBup8Ar2mrHkmSJGkUtXGTqCRJkqSWGNAlSZKkihjQJUmSpIoY0CVJkqSKGNAlSZKkihjQJUmSpIoY0CVJkqSKGNAlSZKkihjQJUmSpIoY0CVJkqSKGNAlSZKkihjQJUmSpIoY0CVJkqSKGNAlSZKkihjQJUmSpIoY0CVJkqSKGNAlSZKkihjQJUmSpIoY0CVJkqSKGNAlSZKkihjQJUmSpIoY0CVJkqSKGNAlSZKkihjQJUmSpIoY0CVJkqSKGNAlSZKkihjQJUmSpIoY0CVJkqSKGNAlSZKkihjQJUmSpIoY0CVJkqSKGNAlSZKkihjQJUmSpIoY0CVJkqSKGNAlSZKkihjQJUmSpIoY0CVJkqSKtBbQI2KTiDghIm6IiPsiYiwijo6Ix0zxOI9tXjfWHOeG5ribtFWrJEmSVKsFbRwkIrYALgA2AE4FLgOeCbwZ2DMidsrMW4c4zvrNcRYBZwMnA4uBA4G9ImLHzLy6jZolSZKkGrXVgv5RSjg/ODP3zsy3ZeZzgA8CWwJHDXmcd1PC+Qcyc/fmOHtTgv4Gzc+RJEmS5q0ZB/Sm9XwPYAw4tm/z4cA9wP4RsdYkx3k0sH+z/5K+zR8BrgWeHxGbz7RmSZIkqVaRmTM7QMTrgE8AH8/Mv51g+xmUAP/czDxrFcd5LvAt4MzMfP4E2z8GvB54XWZ+cpKaLhqw6U/XXHPN1bfaaqtVvfxBLv3lHUPvOxVP3XjdWTnubNULo1fzqNULo1fzbNULo1ez58VKnhcreV6s5HmxkufFSvP5vFi6dCnLli27LTPXn+rPaKMP+pbN8ooB26+kBPRFwMCAPuRxaI4zXcuXLVt2x8UXXzw2g2MMsrhZXjbMzhf/ahYqmJop1QujV3MF9cLo1Txq9YI1z4VRqxdGr2bfk+fGqNXseTE3ZqvmhcCdUy+nnYA+/jFi0MeU8fXrzdFxyMxtJ9unbeOt9l387OkYtXrBmufCqNUL1jwXRq1eGL2aR61esOa5MGr1gjW3xXHQJUmSpIq0EdDHW7YHdcgZX3/7HB1HkiRJGlltBPTLm+WgvuFPapaD+pa3fRxJkiRpZLUR0M9plntExIOOFxFrAzsB9wIXTnKcC4FlwE7N63qPsxrlRtPenydJkiTNOzMO6Jl5FXAm5U7VN/ZtPgJYCzgpM+8ZXxkRiyNice+OmXk3cFKz/5K+47ypOf4ZziQqSZKk+WzG46DDA5MVXUCZ7fNUYCmwPbAbpUvKn2XmrT37J0BmRt9x1m+Oswg4G/gBsBXwEuDm5jhXzbhgSZIkqVKtBHSAiHgCcCSwJ7A+cCPwFeCIzPxN374TBvRm22MpM5DuDTweuBX4L+BdmfmLVoqVJEmSKtVaQJckSZI0c46DLkmSJFXEgC5JkiRVxIAuSZIkVcSALkmSJFXEgC5JkiRVxIAuSZIkVcSAPoSI+EpE7Nl1HVMREY/rugZJUjGK1xFpIhHxkogwP84yx0EfQkSsABK4Hjge+FRm/rLbqlYtIn4LfBX4eGae3XU9DyfNZFt/AzwTWBO4Bjg5M7/baWFDiog/AW6t/RwfFxG3AZ/OzEO6rgUgInYCfpCZv++6lrZExNqUc/mWzFzRdT2jaESvI2/SftEAACAASURBVJtO53WZeV3btagezbn8S+BTwCcz89qOS2pVRKwDrNf1eWxAH0JEvIoSuHZuVi2nzG76ceCbWeEvMSJuB9ahXBCuAj5JuSDc3GlhqxARJ0zjZZmZr229mCFExN8BLwV2zczlzbrtgNOAxwG9M+Um8G+Z+Q9zXugURcRy4PjM/NuuaxlGc7E4PjNf33Ut8EA9vwY+A3wiM6/ouKRJRcT6wIbA0t73s4h4NfB2YFGz6m7gFOAfM/O2OS+01HQ15e/puZl5TfN8GJmZW8xiaas0oteR8Q8VU5GZuWA26pnMqF1D4IG/sSnLzM+0XcuwIuJMYHfKNW4F8C3Kefy18WthbSJiC+ADwK7A/ZS/vXdm5jUT7Hs4Zfb61ee0yP46KnxPqFbzP/hvgFcDG1HeuG6ghN9PZub1HZb3IBGxJvAK4HXATpRa7we+RgkNZ3ZY3oSai8FUZVd/RBHxfeCuzNyjeb4GcCWwKfBl4CvAb4CnAYcAfwj8VWae0kW9TY2TfS0ZwO8p5/QDAb2rVtOIOG+I3Z4F3AT8vHmembnL7FW1an3ncQLnAh8Dvlxrq3pEnAjskZl/1LPuHcCRlHPid8CdlA+eAJcBO2TmnXNcKhExRvm9PqcJ6OPPJ5WZm81iaUMZsevIGFMP6J39nkftGgLT/hBE5+Ex4omUfPEaYGPKf8PNlFb14zNz2A/Osy4iNgB+TGmE6HUnsG9mnta3vwF9VEXE6sCLKSfn8yl9+ZcDZwCfAL5e09fAEbEl5YKwPyUkJnAtK79mvbHD8h4QEQdM53WZ+em2axlGRPya0nXl/zbP9wK+DvxLZr6tb99NKG8Ql3YcHqfTutFli9j4xStWsVv/9houuJ+ktKIfSLkoJHArcCLlA/KVXdU3kYi4HLgoM1/VPP8jStes2yjvHd/MzBXNhe79wH7A+zLz7V3VPOpG7ToyCkbtGgIPfDieTkA/sP1qpq5p9Hkh5X3iBcACSqv62ZRW9a9m5v3dVQgR8UHgzZSGkiMpjVCvBd5FqfeVmfnVnv0N6PNBRGxM+R/915SW06S05p2Qme/ssrZ+TQvv3pQ/pN2b1cspXTI+Dpxe49estYqIZZRuK//UPD8UeB+wcKJWsIj4JPCyzFx3bit9UA0rgGWUlo5BnkjpynDr+IoOW8RuBB4F/ANw+kS7AFcDJ1O6YgDQZZ/I5ne8JDOPjIgFwEuA1wPPpdSbwHcof3NVtKpHxN3AR8Y/WEbEa4ATgL/ovXA121YDfgg8OjMX9R9LUzdK1xFpkIjYiHIOvxbYjHIe30JpmDi+q4aJiLgMWJaZW/etfwalUW09yrX5G836KgK6d+HOUGb+MjOPpJyMewLfBx4PHNZpYRPIzN9n5heaLhmbA++mBLWXAN+gtJhpeDdS/r+PG2+dHvS1/12UT+tdOgv4A+DzwKLM3Kz/0ex38gTruvBU4NvARyl/U7dm5rU9j7Fmv7t713dVbL/MvD8zv5SZz6f8zb2HErx2Az4H/DIi/iUintRlnZRzt/diNN714qz+HZtW3e9QgmTnIuKgiFiv6zpmYpSuI9IgmXlTZr67udfjeZT7VdYBDgWWdljaEykt+g+Smf9DuSfkVuALtY2yZEBvQfNV5UuAg4Htm9VVfzXZBJl3AjsA36W07D2h26pGzlnAn0fEHzbPv0f5PT6/f8fmHNmdlf2kO5GZzwP+jvJ13w8jYutJXtKpzLw1M/ehdBV5BfCTiNit47Kmpfmbewcl2O4DnAk8lu4vXgCXs/K9C0r3HCj1TeSxwD2zWtHwPgLcGBGnRMReozr82yheR6RVOJdyL9aPKdfFVXVTnG3LWNmA9iDNTfy7Ue4X+3JEPHcuC1uVkXwjq0VEbBER76EMm/UlSj+sGyl9nDq/GWmQKPaKiK9Sugc8m9Ja9u1uKxs576W0Rn8zIhZl5g+ALwDHRsTLI+IRABGxGaXF+smUkT06lZnHANsA9wEXRsSSJhxUqxmx4E8p3/J8KyKOaW6EHjmZuTwzv5KZL6C0qh9FaVXv0n8CO0XEC5vnX6dc1N7av2NzPr8U+O+5K2+V3k45L15GuQn+lxHx/ma40OqN6nVEmkhEbBkR/0oZhvFkynDDY0CXXbWupVw/JtSE9N0p33J/lTKwRvcy08cUHpRA9leUr0uWU1o4fg+cCuwFrNZ1jauo/YmUN/3re2q/gdLVZbOu6xvFB/AXlCBzP6Vf7pea82F5s+7unt/16cCCrmvuqX11YAllhI6LgKc261dQxs/vvMYBdR8C3EsZMefZtdXb1POuKb6m0/eN5n3tkuZcPooy8tDrmnP5NMp9Ky8HjqD0Kb0f2Lnr33Xff8N2lNb0W5r/B8uBiykt0o/rur4Jft8jeR3x4aP/ATySMirReT3n832UBqs9KqjvmOa9bd1J9nta8/6xHFjeed1dFzAqD+ApwNE9//NWUFpt/gn4o67rW0XdC5oL6xnNRXUFK8cAfSmwetc1jvqD0k/6az2/3/7Hz4G31Pq7Bp5BGTbvt835XFXgHVDzk5sPFfc3f4/V1DudgF7DgzLazHk94XaixwrKh85Xd13vKv471qB8cD61CQnjYeGrFdQ2ktcRHz4megBPB46ljPY0fj5fCfwjsEHX9fXUuWdT29uH/G+6tYaA7iguQ4iICykhJiiB4BuUERjOyEp/gRGxmNICtj8rJ825gTIyw/HpTG+ta2Zb3BbYgNJ97Hbg8pxgIoTaRMQjgX8FDqKcK9VM/DNIM0LKYcDWwJmZ+e8dlwQ8MD7w7Zl5R9e1TFVEBOWD+6soLdIPOpcp3eBOyMpnwBwXEY8D3kD5en1Bdjv85shdR6SJRMQbKPlia1bOk1D1zOVNl9PlOcSQj81N5+tmxwMOGNCH0Aybdg1l3PATMvNXHZc0qZ7xo8e7VnwC+EY6rm5rImLBMH/soyQidqa86V6amQ8ZwUOTm4/nxahpPmg8DziAcuPloygX5zU6rGnkriPSRHomhLqCki0+nZm3dFjSvGRAH0JEPDczR+oGyoi4jpUz0/2i63rmo4i4iZUTz1zVcTmqhOdFdyJiK0oo348yTGFQvnL/DPCZ7HCWzlG8jkgTiYjPUt7fzu26lrZExIuBscy8pOtaxhnQ56mIiPn0tWlEPAG4NzNvnXTnOdI3K+c5lJaEKiaeeTiIiBdRxrBdizIa0Sk1dN3yvJhbEfFYyg2XB1C6mAVlLoJTgBMz84IOy5uXmhGUPgJclpn/2nU9w6jxGqJ6NN8KVNW104Cu6kXEUygjTPw8M7fsup5xEbEJZca0A1k5+9+twKcpf+iXd1jelETE4ynjcfcG3pMy8z87ruvdwLd7+zU2/QO/RhkKa3xs3aT0g3x9Zp4054X2GMXzIiJOmMbLMjNf23oxUxQR91Fuhh+fWOlE4CuZ+dsu65rPIuKvgP+g3Hy7Ue33W9R6DVmViNgQuAC4JDNf2nU9oywiNh9it59TPtQ/MDlYZl49a0UNwYA+T0XEdG7UyMzcvfViZqgJaW+jXIB3zDLeeDWa/q7Pp9w08yLKKBJJmQDq48AXM/N33VW4UkRcQAmJJ/Sseyol2IzfTDwuKTf9/J+5rXKlplVjSZZZFsfXfYEy0c81lNk4fw3sSJnI6H5gu8z8SQflPsiInRfTuTclu7zpclwzjfeJlA+UI3Hz6qiLiG9QRsYIyofiT3Zc0irVfg2ZSES8GfggpeYtcuWsyZ3r+5ZwWJmZncyk3XNP3lR0Vu84A/o8NcoX3H4RMUZpqdkcODYz39JtRYM1s4q+hhLKnkR5U/gNcBKlz97PuqtuYOD9EWUShy8Bx7Ey8B4FPAZ4cWae1kG5D6k3Iv6YcmPSxcBumXlXz777Ufoan5CZr+ui3kFG4Lw4YDqvy8xPt12L6taMjHMDZfK13YErM7Pq2X1H6RoyLiJ+QHmvWAd4Z2a+u+OSHjDNfEFmdjI5ZlPvXZTrxiC7UCaMe+Abzq7PawP6PBURu0zndbXd9BERzwa+A/w9pcXmTyjjBVc/Gk0zIsrfUMZkfmSz+oLMfHaHNfUH3u2B7wNfyMxX9u37J5Sxxk/LzL3nvFgmrPdAyigYL8jMMyfY/0Jg/cx80txWOrwazwtpWBFxEGXil+dTZj09GHhird9ejOI1JCIWUeam+FfK73mNzHxKt1WNrog4Hvhrysymb8zM30ywT3V90DttvtfsqS1oz8C+lKEiP08Zi3l3yvBpZ3RZ1DAy8zzgvIg4lNK37dnAn3Vb1UNsS2nNfV//hsy8JCJOp4zdXIuNmuUPB2z/H0r/72qNyHkhDbIv8CtKt7g7KJOw/RXw/i6LWoVRvIbsS3lf/g/KN21HRcTWmfmjbssaTZn5uog4ldK18KcR8frM/EbXdU2mk68bpGFExBqUWVDPy8wbKV0wfkd586peRDwlIo4Gfgo8q1l9ZYclTWTdZnnZgO2XAevPUS3DuLNZDroB8LdMva/hnBqR80J6iOZmux0pIyZlZv4PcBVlWMvqjPA1ZF/gZ82QfydT+vq/qtuSRltmfh14GvDfwKkRcWJErDvJyzplQFfNXkDpA/05gGakgNOBvZthvqoTEY+KiL+OiO9TRg04mDIqyn8Cz8nMxZ0W+FA3NctHDtj+CAaH4bmya0S8KyLeBWzfrFs4YN9NKNOoV2UEzwtpIq+ifAD+XM+6k4GnNTeb12YUryHbU/rKfx6guTn0Qsq3FJqBzLylGRHntcDewKUR8fyOyxrIgD4DEbFhRFwVEV/pupZ5al/KjT1f7Fn3eeDRlNkBqxERz4iIjwE3Usa93p5ys8lbgY0z81WZ+Z0OS+z1mog4uxnp5/826xYN2PcJwM1zU9ZAuwJLmsd+lNakvQbsux2Dvw2YcyN2XqgDI3Yd2Re4um8UlM9RbwvvyFxDeuzHQz8EfQ54fERUfTPuqMjMEykDI1wFfLPpo14d+6DPzF8CmwELI2JhTcMgjbqIWJsyNN3pfWPsfh24m/LGe3IXtY1rvh7bnzIyx9MoF6nfUvoNfjwzz++wvFVZyENboPehtNI8ICIWUPpHf2cuihpg0AXp1/0rImJbyntap7M1jvB5oW6MxHUkIrYBtgT+X+/6zFwaET+mBPTDJnptF0bhGtIvIlanDBf7333nwSmUIRf3o0x+phnKzGubDzx/R985XQsD+szsS7lJZh3Km1M1wyDNA/tQulf0tiKQmcsi4mvAyyPicZnZZXeGGyhdQ4LSn/gTlOnEb++wplWa4jBXW1EuZp217E3lZufMvIgSdLo2cueFOjUq15HeGxf7nQy8OyKeVdEH0FG4hvTbA/hD4J97V2bmzRFxDrBPRByUmfd1Ut0808y2/m/N+fBkYKzbih7MLi7T1AyDtB3lruCfUP9NJ6NmX0orx9cm2PY5yqQvr5jTiib2GWCnzHxaZn54PoWwzPxJZh6YmRP9P9CqzdvzQu0ZletIRKxGaen/8YCZcD/fLGu6WXRUriG99qVMtjbRDM6fB9YG/nxOK3oYyMwrM/PUzPxx17X0MqBPX29rwsnA4ojYutuS5odm2vndgK8OaCk4E7iN7i8Gj28C7Pc7rkN18bzoyIj154bRuY5sRxn9ZMK+upl5HfAN4BnNDLqdGqFryAMi4lGUGxfPzsyHdOFj5Qg01dSs2WUXl+l7YBikiLiT8rXkqwDHKZ25P6DcZf29iTZm5v0R8Qpgk4iI7Gi2rcy8c/K9RkPT33wf4JnAmsA1lKnor+m4riuBb1Jm27y0y1qGNZ/OC4CIeAJwb2be2nUtQxiJ/tw9RuI60twUusruY5lZ002XI3EN6bMF8AUm7kJEZt4ZEUuAzSuqeaRFxNMogw/sTBlV62rK7M7/lpn3d1ga4Eyi09Iz++I/jU+/GxEXAJtm5iadFjeEZma1WzJzade1jLKIOGEaL8vM7GwinYjYnzL02P6ZubxZtwWl9WsRpd80lFa9+4G3ZuZHuqi1qW0FK8c1/z6lK8Apmdn10I8PCxHxFMqwkD/PzC27rmcyNU+P3m/UryNSv2bc+bdRRvqZ8INGFyLiBuD9mfmBnnU7Uxp/HtW3e1Jmz37xHJY4IQP6NETEMcBBwBbjLTQR8SbgQ8BzM7Pau6wj4pmU0Tp+kZmbdl3PKGvC41RlZq7eejFDiojvAKtl5s7N8wD+lzLayA+BUykz1z0NOIByk9UemXlWR/WuAC4GNqCMcZ6UG+pOooyI8tMu6nq4iIh3Uy64CezYN7xeVUZtevRRvo5IE4mIF1GuIXcBG9bSkNJcR5Zk5pHN89Uok8MtBD4AHEcZGWxH4COUcehf3fWHDLu4TNE8GAZp/CakjSPiOZl5dqfVDCkidgF2Gf8Dq8SBXRcwDYuBL/c8340Sxk/KzAN6d4yIj1I+zB1Kmda7K1+jDIO1F/B6YE/K+O1vaib++RilVd2RDdr3KsqFbPPm39UGdEZoevR5cB0hIg6nfEsxEjmi0mvIKkXEpsDCzDyv61qGNJ4vHk3pT1/VMJY9dqZ02TouM/++Z/0ZEfE84GfAqxnQ3WiueJPo1I0Pg9Q/dNPNlDfUfSLiEV0UNpnmovBKSv/G31PnxBKD7Aoc3nURvTLz09N5dFz2epSbo8Y9nRJqHnLRysyfUIZY3L5/21zLzBWZ+fXMfBGl1eMI4BfAnwEnAjdGxNFNlwy1oOkK9wTKB6BzgL9sWp5qNUrTo4/sdaRP5zeETsGuVHYNGcKBVP5BbVxEPJoy7vz4t7A138z6J5Tr3kO6bzYfmE+jXBs7VfObba1GeRik51EuCh8H/otyEfiDbkvSHPs1sHHP8/EL7K8G7H8T5abRamTmLzPzCEpQfxGl//zawMHAJRFRyzjMo25fYAXlfe1kynvH8zqtaIARnB59lK8j0kT2ocz/cCJlxJnnRcT6nVY02FrN8uoB26+iNGZ1yoA+BfNgGKR9KS3np1AuuOvgReDh5rvAXs25DKV/dwA7Ddh/J+DauShsqrI4rRk9YlNK69j1lH6EmoHmZq+XA+dl5o2sfG+rcpxuRmh69HlwHZEmsi9wO+XGy89T3zjzvTdcXtcs1x6w79rAPbNbzuQM6FMzPgzS+yfa2AyvtgS4uYaxYHv1XBTOzMzfUPr13kO9F1zNjvcDjwW+GBHrNTeinQcc19xADEBErBkR/0YZdvEL3ZQ6vMy8MTP/mdKvcK+u6xkkIp5QcatSrxcAj6EJvFmmSj8d2DsiqvpGZZL+3CuoL+iO7HWkTzBaXVw0SyJiI+A5wJcz8/fAuZQZlWv62zskIq6OiKuBf2nWDeoS+UTKt8edMqBPQc/Mit9exT7vy8y/rXCM0r0pwwmNX3CXUUL6CyNi3S4LG9IYJUhqBjLzYuAtlFEuro+ILwJLKSOkfD8ifhkRPwVuAQ4Bfgy8p6t6p6ppVT+96zom0vSPHwMu6LiUYewL3Ad8sWfd5yk3f9U03jWMWH/uEb+O9PoU5SbzUTHG6F1DRuVD0F9S6hzvYpaUD8g7RMQqx8+fI9dRRv8a/33+rln37P4dm8bMnalgLgKHWXyYiIjTKCfjhk04JyL2Ar4OvD4zJ5whTvNTROxBGY7uaQN2uQf4JGWUhrvmrLA+zUgR54zQKAYDjcqQhRGxNuWehDMy86U969ds1p/b3KxbhYj4LKUFfeP+LiMRcSBl9stXZOaXuqhPmu8i4ofARr3j90fEdpRRnx4Y538URMRiymAanV93DOgzNArDIEXE4yhfN52Smfv1rF9A+RrnJ5lZdUvIKPyeR1HTqvsMyjjjq1H6EF4OXDj+QU7tiIgxSqv05sCxmfmWbiuaWES8hvLh7C8z8wt92z5L6Zu+cWbe0kF5D9K0dt0MnJ+Ze06wfR3Kh4rTez9s1GYU398i4gDggMx8Tte1DGMUf8ejICK2pHwLe3Rm/l3ftiuA+zPzyZ0UN+Ls4jJzozAM0iuB1XnoV8D3U25IenZE1D5z3Sj8nkdOZv40M0/MzH/JzPdm5nGZeY7hvF0jNmThvsDdlC5w/T5HXTd/zZf+3KP4/rYQ2KXrIqZg5H7HEXF4RHQ+5fwkxucf+NwE204GtoyIbea2pPmh1guE2rUvcCtwxgTbPkc5D2odjkyaD0ZiyMKIeDylX/FXB0z8dCZlHP0qbv6aR/25pUFq/mAJZa6Bn2fmDyfY9jk6no8gIjZtHqv3PZ/00VXN40ZiBjBNX0RsDuxAmTFr+QS7nMfKu63/dS5rm88i4gnAvZl5a9e19Jrum05mXjf5Xu1qpmdeATw5M69ong8TsrKm2Q37hyyMiC8Bx1JC+0Qfmrv0B8Brge9NtDEz74+IVwCbREQYeqWHr4jYkdJl74iJtmfmZRFxCfBXEfH3Hb1fjFGuG1sBV/Q8n0zScUau5iKmWXM3pUVs6UQbMzObGwb/0AtuO5p+3ZcAPwe27LicfmMM9+bUq6s3qvOan31v3/NR85AhCyPigSELa+pOlJnXAquc7TYzz56jcqbFvsbS3MjM7zNJT4zM7HpGzs9Qrht39D2vngF95qoeBqkZauzmSfb52RyVMxNV/5777Eup9Y8j4pmVjdZxHSPy5pSZu67q+QgZNGThS5rHyV0UNY8dCLyLct/NqBil97dx3+m6gCkaxd/xKNZclcx8zaqe18xRXKSWjcpoHZp9ozZk4UQiYhdgl8w8sutahtEMzfmuzBylgC49REQ8kfJt0Lld16K5502iD0MR8ZKIOKHrOuajERutQ7NvH+ARPHQEpfGJwvZohkGt2a7A4V0XIT3cZOa1oxbOI+LNzWydmiG7uMxQ01rzzppuShvC04EDgL/uupB5qHe0jtuB3SmjddR2M2D1IuJdlO44x2bmbc3zYWRm/vMsljYVkw1Z+CrKkIUfncuiVJcRvY5IE1kPeGLXRYxrGiMTOCwzfzWFxsnM/9/efYdJUpbrH//eKAgqoKCAgrqYQAyAIoogQUDQn2QTGQTFLJhBiSrIMRwxIjkHOeQFEdADCoaDHlkTEs8irERFlKACe//+eGug6e2Z6dmd6arquT/XNVdvddX0PizdVU+/9bzPa+82haGNKyeDyZEasWhbt442OIByYj2d0trvgD5/z0DtCXpHy8KT+2hZmAR98rS1breNMUc03S6Ua8KhlLLCXfr8PVM6WtUmCXrE5GlNt46WGFnd9k9d222RloU1sH0A/X+Zi4jhtmL1OKdru/GSoEdMnnTrmETdtZdtq8UchpaFldmUFpcREa1SnYdH3W6yTF5bcG28nXo1pRdoTJKqW8dmwEW27+3YdT6lBnn7WgKLWEC2j7fdmrsXLVkevVsbryMRvZxD5rdNiiToC+5YWnbr3fa5tnetO45uVXeZtr4nh6FbR0wxSetNYLJrI1TLXq9bdxwT1LZkt3XXkYhebM+yPeadw+hPW5OhxmhpG6RXSNqp7jh6OBu4WdJBVf/XNhmvW8fClG4dMb2tT/taFu5KaRkaU6SN15FeJC1RreQa01TaOE+eJOjT01aUEZumuRR4NvBZ4EZJ35e0laRGLzjS0a3jnD66dUREtIakF0g6V9K9kv4i6SRJo0202wv4v0HG10nS9ZIOk/SyumKYKElHtuE6NwEjbZxjASVBj8aw/UbK6ptfAG4DNqFMuLxV0sGSnl9nfGMY6dbRs7Wf7Ycpo+eHS2rkrXdJi0k6WtIn6o4lYgGlnnuSSFoGuIIyv2ZxSpeq7YBfS/p/dcY2ihcAHwRmSbpC0k6SFq07qHHsRrnO3SLp85Jm1BtONEUS9GiU6lbvvpSFDjYHZgJLA58GrpN0saS3SmpMB6Iq5uNt3zDGMT+yfUKDW+ltSSllOEjSknUHE7EAUs89efYGlqWsjLw8sEz13MLAWZK2rDG20fya0lLvdZT3wp+rUfWX1hvWmO4BlgP2AW5oy93jmFpJ0KORbM+1PdP2FsBzKWUvNwMbURaumSPpUEkvqjPOITKyAuoiwFtrjmWYzaZ9LQtbNSI9LPXcDfEmYJbt99m+zfbdtg+lzKW4BzhN0ltqjXBe5wEzKK1tL6SM/H8I+E01qr6jpCfVGF8vXwdWBv6TUg45cvc4o+rTWBL06eleHlv8pfFs3277YNsvADYGvgcsAXwcuKbW4EbRpm4dVXeZNwInU0qLUis/RdrWshDKwj+2c62Ynp4HzNOr3/ZVwLrAX4AzJG066MDGUg3wnG97M0qyfiBwK2VU/TjgNklfa9Kouu3rbH8MWIEyYPJjyqj63jw2qr5lC0bV08Z5kuSkOw3Z/prt1qym1eVy4CxgFs0e2Vuf9nTreDvwBOBEypef10tavt6QxqZiR0lvqDuWiWhpy8KYvh4EHum1w/Z1lFKieyjlLhsNMrB+2Z5j+0BKor4ZpWxyceDDVKPqNYY3D9v/tn1q9UX+xcBXKV+ENgHOpBpVrzPGsTS1jXMvkhaWtK+kRq5TkgQ9WkHSSpK+RKktPA1Yk1IusG+dcQ2J7YE7gB9SVj5dCNi21ojGtwFllc7TmjQfoQ9pWRhtcjOw6mg7qyR9Q+AflAVq1h5QXBPm4oKOssn9gVuAteqNbHS2b7D9Ccqo+rbAZZQ5AXvXGdcQ2ZRyd+XbTZxMnAS9D0PYBqkVJC1azcL/MfAH4GPA0ygj6Jvafr7tg2sNsuWqzjhrAd+rLmBXATfS/DKXkRGPpSl1shGN1tLryBXAumNNHLd9DWVu0D8pyXrjVfX0nwNWBJrYjeZxbD9k+3TbGwIrAV+qO6YhMXIdeSqlUUKjJEHvT9ogDZCk1SR9C/gzZRb+OsBNlFGD59h+m+2L64xxiGwHmMevgHoa8PKm9hKuJnhtQyl3eoDHTrIRTdbG68gFlBWS3z/WQbZ/S0nS/zaIoCZLNShxUd1xTEQ1qv7puuNoO0lPpZQ8nUsp02rcoFQS9P6lDdIUk/ReSb8EfgW8D3gycAawke0X2T7U9p21Btm/2bSjW8f2wE22/6fjuVMofUSRTgAAGsdJREFUtf3b1RPSuN5CqSE9mnJy3aw62UY0XauuI1Xyuhh9jNjavprSh7zO9SoOpJSBtMnllOtFDNY2wKKUScNnAhtLWrrWiLqouW2Zm0PSXOAAysjiHsCOwDMoI493AMcAR9meXVOIQ6H6dwa4DjgSON723TWGNNQkvRL4JfB52/t17fs18HTbM+qIbSySzqaM1i1LqUU/H9jFduM7B0g6ANgvXVGmlqTFKYnl3bbnjnf8IOQ6EtEcki4GXkX5wrw2pVvRB2x/p9bAOuQiMQFD1AapqU4BNrC9su2vtDk5b0m3ju0pycHJPfadBjxH0jqDDWlskp5GqTmfafsB4AeUvsGtKHNpastCSVtIalxco5G0tKRVulfmreasXEMptbgNuKeq/V6qlkB7GLbriKTNJb2i7jjaqm2fvWEgaTngDcBZth+i3MX4Mw0rc8mbYj60vQ1SU9neYYgWGGl0t47qgvBOyiIk1/Y45NTqsVEnLOBtlFUMTwGw/TDlM/cGScvWGVjLnQ3cLOkgSc+rO5g+fAW4tHNlXkmfocxZWQl4iHJOXpxS+32FpCXqCHQ0Q3QdOQf4YN1BjKYaLPmspDMl/VDSWZI+06D3eds+e8PgnZQyzlOhzEWgtBh+raTGtKBOgr6A0gYpWmoN4N/AUb122v4TpV/wq7tHKWu2PaWO9/sdz51K6eP+zloiGg6XAs+mrNh7Y9Nroymdhy4b2ZD0bGA/4E5gc+DJtpehjEyfRFmlsbHn5KZeRyQ9f7yf6tAlejxXO0nvBq6l1KZvRSmJ2xL4HHCtpD1qDG9E2z57w2AH4DbbnYtwjcy9akyL4dSg92GkdtD2QX0e/0Jg9ybMtJa0FWXRnIeBi2xfMspxOwM7227Vwi9NJWl/Sq1xTrKTRNJzKJOpjrK9R8fzoqyMe7vtV9cUXutVo3e7A7sAy1PKn+6kjEofZfum+qJ7PEn3Ad8cOcdK2oVSw7217XO6jl2IMtfiqbZfPOhYO+Jo3XWkinmiSYJt1742gaQNgYspPdq/Tqkxvg14FqW84cOU9nqb2P5hXXFCuz57AJJ6Ll41jqa8L1airED+Ndsf7dp3HfCw7VVqCa5LRtCnQBPaIKn4HqWt14eAvYCLJJ1X1fF2mwGsN8AQIyZqZGSjsyVk5+3JV0qqLQFrO9s3296Xsrz75pQ7KEsDnwauk3SxpLeqGQtDPUK5azJiOUpSM0+iVU0SvYyyOE1rNOE6UrmPUic/2o8ok1xHtn9ST5jz+AQlOX+V7f1sX2b72upxP8oEwfuq42rVss8ePLaK90R+mpJvjsy9OqXHvtOAlaoGCrVryj9Y07WxDdKuwFuBW4HPAJ+kLPbzFko95jI1xjYdjJyUYvLsAMwZZZ7CyO3JVkwWbTLbc23P7Fhx8bOUFSU3Ak4H5kg6VNKLagzzWuA1Hdt3VY+jTQZdCrh/SiMaXxuvI8dQ6vhvo9yd2KD7pzpuZo/n6rYmZQG2G3vtrJ4/ozquEVry2cP2QvPzU2fMHbYDbrD9yx77GtViuCn/YI1WnXQa38Kty66UTgavtn2I7S8Dq1EmIq0CXCrpGXUGOMya2q1jLJL2l/Rw3XH0IunlwMsoF6l52P4VZQXUJOiTyPbttg+2/QJgY8qdiiWAj1NuE9fldGBtSW+uts8HHqSsNvw41aSvrYBfDC68ebXxOmJ7d2ALSu327yW9peaQJmIxYLxOYHdVxzVOgz97rSVpLUqf/l6j59j+I/AbYNsmzL1qVQJRl5a2QXo5pYXQowv72H7E9seBPSnJzqWSnl5XgNFItZ+URnETZVnu/cc4Zi0asNR4S88X/bgcOAuYRf13iL4B/B44U9IXKBMq9wTeJ+kCSe+W9DZJBwJXAU8BvlhfuO19X9g+n3I9+QVwrqTjJC1Zc1j9uJlSaz6WDSjzV5quSZ+91rL9s2o0/8AxjlnN9vKdHaLq0rqTRU3a2AZpEUpd4Dxsf50yQeYVwCWj1KRHNIbt+6s6zQfGOOZu2zcPMq5RtPF8MSpJK0n6EjCHUqO5JqVUY9+6YrL9b8qo4lWUTidXA9+lXNM2BQ6nxLovZbXAd9mue2Xf1r4vqs/WVpSWlVsCv5O0Sc1hjedsSheqb3df4yQtIekwynv5rFqi60MTP3sxOOni0geVFac2pHxrnQtcAhwBnGd7fmYzTzlJ1wM/t73jGMfsSSl5uQq4EvhIuo5MX+k8MznaeL7oJmlR4O2UzhJrU/5bHgLOA460fXGN4T2qug29FaVmdA1gGUqS/jdKnfqlwDG259QWZGUY3hfwaMeR44HXU7qMvIvSaeQ9tQbWRaXv/c+Al1Ami86i1NIvB6xKKRf5I/Ba23+vK85ubfnsxdRLgt6nFrZBOgtY0/YK4xz3KeAQShvGJyQ5m77UsmXom9watG3nixGSVgPeTemYsyQlObiR0i//2M6SuZi4tr4vulVfjD4KfB54Eg1M0AGqUpz/oMxNeXLHrgcoKyh/2vY9dcTWLZ+9ekj6CGVwsjH9+0ckQZ+gqobwzZQP0puAJ1JGQ35EGQ05x2V1w1pJ2r2KZzPbF4xz7L6UhRycBH36qpKHGaN0SWmcNoz4t+h88V5K4rg6JTH4N2WFyCP8+MU8GkHSFsD5VQvF1mnL+2I8VTeRVYDZtmfVHc9oJC1MWWF2SeBe4FqXJd5r17bP3rBp8nUkCfoCkLQc5fbebpQJbKbMGj+OMqJwfY2xLUVZFv1a25f1cfzOlORs1MkTEU3S5BNrLw0/X4wkutcBRwLH2x6vA0ZtqnjnUEaej27I3IP50uT3RdtI2gs402Ul5FZo22dv2DT5OpIEfZJUq5btTplAswgNWTUrpk7bR/G6NblkpJcmn1jH07TzhaSTKPWtbbl7MhT13N2a9r5om46VT2dRJn+eY/t39UY1trZ99oZNk68jrag1bYm0QZp+WtuVYRQzyGqyg9Ko84XtHdqUINh+I6Wf8RcoE/82oayafKukgyU1rp60T416X4xG0sslnSnpLkkPSPqdpE81YKXLNYFDKZ17DgJmSbpO0hclvbbe0Hpr22cvBicj6AtI0kqUEY+dgGdQTqizKbcmD64xtHFJ+ivldtpedcfSRsM2itfkkYReJK0HrN+msqw2ny+aahjquZv6vpD0Z+DLtr/a8dy6wIU8ftIllJHrC2xvPsAQR1X9m25DuRuxBiW+2ykDK2cDl7XxPB2TS9KqwGq2j687lm5J0OfDsLRBqm4HNnL2fVsMS1cGaF+C3hZtOF9Imp9EpXHlF22q527J+2IucIDtg6rthYDrKXfbvkrpN38XZZGwb1Luauxk++RaAh6FpBUo7Ti3BtbhsVacMyl3LH5g+5/1RRgxryToE9CmNkiS+lmUYx3KiMIN1bZtp8RhPgzJKF6rEvRqBH29keShaVp2vpiveRRNbsnZ1HruFr4vOhP09SnntMNtv7/r2BnAH4Cf2G7sIkaSlgY2pyTsG1HaRD5ISdK3qTO2GLxqLtkWtt9Vdyzdaj9ZtcEobZDOoNltkNahjB6NVcNoyqINy3Vsx3yoJorOBGZ2jeJtRCmDuVvScTRsFK/LZXUHMEHrA/tRak0bo43niyYn2gvgcmApykj6mjXH0sr3RQ+voFwnvtm9w/ZsSRcA6w48qgmw/RfKHc5jJT2FMrCyVfUY089qwM6Ua3ajJEHvz7erxza1QbqDUiP4SeCiHvsF3ERZPnjvAcY19GzfDhwMHNw1ivdx4GM09HNXTVTKZKUF18bzxdAYq567xrBgON4XT6keRyvdu5EyOt0Ktu+nfEk6o+qVHtEYjUwUGugU2tcG6WWU0opvUy5MH7N9X+cBZTE47mtzD+EWaNQoXgxEG88XrTZGPfdZNKSem/a+LzrvrI70F18c6FWzvThw/5RHNAWasnBRxIgk6H2wvUPdMUxUdRtvG0k7AYcBb5T0Ltv/XXNo00KDR/FiirXxfNFWbarnbvH7Yi9Ju1Z/flL1+FJ6l8Q9jzKvaeCqevm5wCq2r+voiT6eRsxNiOiWN+WQs32CpMsoXQwukfQd4JO2H6w1sCHUklG8YTIb6GcydAyZIannboM/8fi5TP+unns9XQm6pCdT6s/PH2B8nX5MifWBru2IsVwNnFB3EL2ki0sfhqgF2V6UhT3mUCZEXE7aLC6wNo3iRQyDLI/ePJJWBt4B/LftfHGOWEBJ0PswTC3IJK0CnAisSkkkj06CPn9GGcU7h4ziRUypLI8eEcMuCfo0VC3HvA8lsbzY9ndqDqmVMooXERERUyEJesR8GtZRPElLAP+y/a+6Y4mIekh6bvXHObYf6dgel+0/jX/U5JK0H6Xm/Fu2/1pt98O2PzeFoUXMlyToEfE41ZyLo2zvUXcsEVGPji4oL2lDV5RR4u2H27J6ckwvjZrEGJNH0pHAhcB5tudnkmtMX2LsFWgjYvidQEl47+3abqoNqsc/dW1HtFJG0IdUx2jCHcAxlBHR2bUGFbWT1M+t5xUoi43cU23b9vOmLqqIiIjolAR9SFUJ+l8pq1hCWcDhEsrqohlVn6Y6vrhNaIS8iR2JIiJGI+lptv9WdxwR8ysX3eH2dWBl4D8pyfomwH8Bt0j6vKQZ9YUWNfkDcB/wXtsL9fqpjjuqx3ONJOl/JX227jgiolFuk3S6pDdLavQ5LKKXjKAPqWqk9ADbB1XbiwDbAO8B1qOMopoyqv5d4PyMqg+/6n1wCLAn5f/9brbndB0zlxYtYNW2eCPaQNIxlGvEPrbvqLb7Ydu7TWFofZF0DbAS5b/hTuAk4ATbv601sBi4ti42mQR9SHUn6F37XgjsAewEPJOOWnXbGYmcBiStDxxHWfl0L9vHdexrTMIrqZ8lmHcAbgB+Xm3b9s5TF1XE8BuGriiSXg3sQlnhdCnKf8/VwPHAKVm3Ynpo62KTSdCH1FgJescxCwNbU0bV1wdoyok1pp6kxYFvUL6oXQDsXo2UNSlB76dmvnt/YxKEiLaSNDIxfI7thzu2x2X75ikKa75U17rNgZ2BTSkd7B4Cvg8cZ/ucGsOL6CltFqcx2w8BpwOnV6Pqu9ccUgyQ7X8Au0g6l1Lm9HtJe9YcVrcHgYeBzwC9bk0L+BHlC8aXBxhXxFDrTrKblnRPRHWtOxM4U9Izge2BHSlJ+1tILhQNlDdlAGD7BuDTdccRg2f7bElXAkdReh03yerAicCXgIOAQ20/7nalJIDbhm1F14iYEncDvweuAV5G8qBoqLwxh9flwOy6g4h2sH0nsLmknShJ8c9qDgmAqvb1dZQR9AOBLSTtbPvamkOLiBaRtDKlxGUH4NmUu283UOrRIxonNegR0QqS1qCMpj8P2Bf4qm03qWY+IppD0tOBbSmJ+RqUpPzvwPcotec/rTG8iDFlBH1ISdqC0jpxvmYvRzSN7V9KWh04FPgPYCtJu9YcVkQ0kKQzgTcDi1Amkl9K6Vx1tu1/1hhaRF8ygj6kqlHFOcCxwNFtnuATU0/SYpRJwusCTwFuAk6y/fMxf7EmkjakvLeXAhajvMczgh4RwKPXwGspJSwndq/3ENF0SdCHlKSLgQ0pt/TmUhalOQI4LwsSTV+STgH+y/ZZHc89hzK69EK62hUCn7V9yGCj7I+kJSmr5K4OnGn78zWHFBENIek1tn9RdxwR8ysJ+hCr+tbuTlmoYXkeW1HtWErN7k31RRd16NUfX9KPKH3wf0Hp5HIXsBZltdFFgHVtXzn4aCMiIqanJOjTgKSFKLV47wbeRJl7MJfSP/oI4BzbD9cXYQxKd4Iu6eXALMp7YZPOuytVGcklwGm2t6sj3oiIiOkok0SngWqi6ExgpqTlgHcBuwEbUcpg7pZ0HGVU/fraAo06rEW5s3JAd+mT7R9Wo+uvqyWycVRfLjpr5i+yfV+9UUVERCy4heoOIAbL9u22D7b9AmBjSrupJYCPUxZuiOll6erxN6Ps/w2w7IBimYek90h6ZddzT5J0EnA18HXgEMqKuDdUo/4RERGtlgR9erscOItS4iAeP0Ewpoe/9HHMQ1MexegOpyzF3elrwHbA34BTgMOAnwPLAOdImjHA+CIiIiZdSlymIUkrUSaP7gQ8g5KYz6ZMEIzht2VHEvvs6vH5lBHpbitQlsZuBEnLU967NwBvsH1rx769gS8AewEfqSfCiIiIBZcEfZqQtCjwdkpyszYlKX+IMoJ+pO2LawwvBmu16qfTlnQl6JJEqT//3wHF1Y8NgCcAe3cm55UvUlYN3HjgUUVEREyiJOhDTtJqlO4t2wJLUhLzGymj5cfavrPG8GLwVhzl+Qd6PLcacD1w9tSFM2Ej7UKv6N5h25KuBHYceFQRERGTKAn6kJL0Xspo+eqUpPzfwBnAEbZ/VGdsUZ+JrChr+9eUEesmGVmi+95R9t9L5tZERETLJUEfXt+uHq8DjgSOt92YWuKICVhN0k7Vn2dUjytQ6tC7LQ/8dRBBRURETJUk6MPrFEpt+eV1BxKxgLYEtqj+PNJp6I30TtBXpZTlREREtFYS9CFle4e6Y4jmkfQQcCFlBdkL3fylhHcd5fn/635C0quAlwFfmtKIIiIippiaf32OiMkiaS5lkiXAHMpk4aNtz6kvqoiIiOiUBH1ISXpk/KPmYdu5qzLEqgT9R8CTgddSkvVHgO8D3wW+34JR9YiIiKGWbgfDS/Pxk/fD9PBj268DXkGZTHwfsBlwPjBb0r7VgkARERFRg4ygR0wj1Qj6AbYP6nhuUeAdwHuAtXhsVH2kVr2WUXVJx1Sx7GP7jmq7H7a92xSGFhERMaWSoEdMI70S9K79qwB7ADsAT6ckyLfYnjGwIB+LZaRe/iW2r6u2+2HbT5jC0CIiIqZU6o0j4lG2/wB8RNIngbdTRtXXrimckVVP53RtR0REDLUk6BExD9v/Ak4ETpS0ck0x3DzWdkRExLDKpMCIGJPtP9YdQ0RExHSSEfSI6WVX4Oq6g4iIiIjRZZJoRERERESDpMQlIiIiIqJBUuISMU1Iem71xzm2H+nYHpftP01RWBEREdElJS4R08QofcX7OQHYdr7MR0REDEguuhHTxwmUhPzeru2IiIhokIygR0REREQ0SCaJRkREREQ0SBL0iIiIiIgGSQ16xDQh6RhKzfk+tu+otvth27tNYWgRERHRITXoEdPEKF1c+mHbT5jC0CIiIqJDRtAjpo8Vq8c5XdsRERHRIBlBj4iIiIhokEwSjYiIiIhokCToERERERENkgQ9IiIiIqJBkqBHRERERDRIEvSIiIiIiAZJgh4RERER0SBJ0CMiIiIiGiQJekREi0naRZIl7VJ3LBERMTmSoEdENESVaHf//EvSbEnHS3pJ3TFGRMTUy0qiERENIWnkhHxgx9NLAmsCrwPuB9axfXXH7ywJPAu4zfa9g4o1IiKmThL0iIiGGEnQbavHvm8AHwSOt73LgEOLiIgBSolLREQ7XFw9PrPzybFq0CVtIulKSfdL+qukcyStLOm46ndmdBw7o3ruOEkvlnS6pDslzZW0fnXMqyQdJmlW9Xr/lHS9pK9IenqPv//R2CRtLOknku6TdJekYyU9rTpudUkzJd1T7T+vM7aO13u+pCMk3SDpwSqG30o6XNLS8/0vGxHRME+sO4CIiOjLRtXjL/s5WNI7gVOAfwLfA26jlMn8DJg1xq++APgFcB1wMrAY8Pdq37uBrYDLgUspgzyvAj4KvEnSa2z/o8drbg68BZgJHF7FsQswQ9LewA+BnwBHAy8HNgOeL+kVtudW/z3PAq4ClgAuBM4EFgVWBHYEvgn8pZ9/m4iIpkuCHhHRMJIO6NhcAng1sDYlwf1yH7+/OPAd4CFgLduzOvZ9EfjUGL++DnCI7X167DsE+IDtR7r+vt2Ao4D3A4f2+L3NgQ1tX14dvxDwA8qXjguB99g+ueP1jgbeRUnUz62efiuwFLCn7cO6/v6nAHPH+G+KiGiVlLhERDTP/h0/e1GS5muAU0cZoe62BfA04OTO5LzyeeBvY/zuHTx+kuqjbN/cnZxXjqGMsm8yymueOpKcV68zFzix2vxdZ3JeOaF6XK3Haz3YI677bc/zfEREWyVBj4hoGNsa+QGeCryGkjifLOkLfbzE6tXjFT1e+z7g6u7nO8yy/a9eOyQtLOmDkq6o6r8fqSa2zqWM9C8/ymv2Ksv5c/X4qx775lSPK3Q8dx5wH/AtSWdKeo+kl0qaZ0JtRETbpcQlIqLBbN8P/I+krYFbgU9KOtz2LWP82pLV4x2j7B/teYDbx9h3OqUG/SZK6cntwEgyvyfwpFF+r1f7x4f72LfwyBO2b5a0JnAAsCmwdbXrFklftv31MeKOiGiVJOgRES1g+2+SrgVeWf2MlaCPTOpcdpT9oz0P0LP3rqQ1KMn5pcCbbD/csW8h4JNjvOaksH0N8A5JTwRWpdSwfwg4TNL9to+e6hgiIgYhJS4REe0x0spwvHP3r6vHdbp3SHoqvWu7x/PC6vG8zuS8sial28tA2H7Y9q9sHwpsWz295aD+/oiIqZYEPSKiBSRtSWkp+BDw03EOP5dSOrK9pFW79n2WMoF0omZXj+t3xbUM8K35eL0JqXqwL9lj18jdgAemOoaIiEFJiUtERMN0tVl8CrAK8KZqex/bY9WQY/vvkj5A6ZTyU0mdfdBXpfQxX4+JtSa8CrgS2FrSTykTUJet4rqWxyZ9TpUdgT0kXQHcCNxD6dm+GaUO/mtT/PdHRAxMEvSIiObZv+PPjwB3AecD37R9ST8vYPtkSX8F9gXeQUlifwysxWO91P8+yq/3er1HJG1OadP4ZuDDlG4rR1XP/aHf15pPp1Imob6OsjjSYtXffxrwFdu/m+K/PyJiYGT3nA8UERFDSNITKF1YFrH9rLrjiYiIeaUGPSJiCEl6mqQndz0nSg36c4GzawksIiLGlRH0iIghJGlTSt/yiykTPJ8KvJbSweUWYA3bd9YWYEREjCoJekTEEJK0IqU2fG3gmZQ5R7cCM4GDx5toGhER9UmCHhERERHRIKlBj4iIiIhokCToERERERENkgQ9IiIiIqJBkqBHRERERDRIEvSIiIiIiAZJgh4RERER0SBJ0CMiIiIiGiQJekREREREgyRBj4iIiIhokCToERERERENkgQ9IiIiIqJBkqBHRERERDTI/wfN/WOJaFoa8QAAAABJRU5ErkJggg==\n",
      "text/plain": [
       "<Figure size 432x288 with 1 Axes>"
      ]
     },
     "metadata": {
      "image/png": {
       "height": 320,
       "width": 372
      },
      "needs_background": "light",
      "tags": []
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "make_bigram_table(rn, viz=True)"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {
    "id": "RLb_Y0QQV0gS"
   },
   "source": [
    "## Exercise:\n",
    "\n",
    "What if I just want roman numerals from downbeats? How would I find that?\n",
    "\n",
    "Recall that we used this ```beatStrength``` function a couple of weeks ago...\n",
    "```\n",
    "for n in littleMelody.flat.notes:\n",
    "    if n.beatStrength == 1:\n",
    "      n.show()\n",
    "```"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 132,
   "metadata": {
    "executionInfo": {
     "elapsed": 511,
     "status": "ok",
     "timestamp": 1612989372870,
     "user": {
      "displayName": "Daniel Shanahan",
      "photoUrl": "https://lh3.googleusercontent.com/a-/AOh14Gj-j1dY0ZR8a6BnCn-NtHHpeew76MIO_89yOwiCOQ=s64",
      "userId": "10085329517298963001"
     },
     "user_tz": 300
    },
    "id": "AzTfjzJvH3mp"
   },
   "outputs": [],
   "source": [
    "### our code here...\n",
    "rn =[]\n",
    "def downbeat_finder(file):\n",
    "  bach_chorale = converter.parse(file)\n",
    "  bach_chorale = bach_chorale.chordify()\n",
    "  aarden_key = analysis.discrete.AardenEssen(bach_chorale)\n",
    "  key = aarden_key.getSolution(bach_chorale)\n",
    "  rn = []\n",
    "  for n in bach_chorale.flat.notes:\n",
    "    if n.beatStrength == 1:\n",
    "        rf = roman.romanNumeralFromChord(n, key)\n",
    "        print(rf.figure)\n",
    "        rn.append(rf.figure)\n",
    "  # # print(rf.figure)\n",
    "  # # or print(rf.figureAndKey)\n"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 133,
   "metadata": {
    "colab": {
     "base_uri": "https://localhost:8080/",
     "height": 1000
    },
    "executionInfo": {
     "elapsed": 98092,
     "status": "error",
     "timestamp": 1612989475623,
     "user": {
      "displayName": "Daniel Shanahan",
      "photoUrl": "https://lh3.googleusercontent.com/a-/AOh14Gj-j1dY0ZR8a6BnCn-NtHHpeew76MIO_89yOwiCOQ=s64",
      "userId": "10085329517298963001"
     },
     "user_tz": 300
    },
    "id": "2s9M8cOnk_CJ",
    "outputId": "45f06b25-1271-4dbc-859d-bd6bdce59ac9"
   },
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "I\n",
      "II65\n",
      "I\n",
      "I\n",
      "V6\n",
      "II\n",
      "vi65\n",
      "III65\n",
      "ii42\n",
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      "I532\n",
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      "I\n",
      "vi\n",
      "ii\n",
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      "vi42\n",
      "I6\n",
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      "vi\n",
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      "vi65\n",
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      "v6\n",
      "ii\n",
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      "I42\n",
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      "V7\n",
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      "II\n",
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      "IV\n",
      "II\n",
      "V\n",
      "IV\n",
      "vi\n",
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      "iii\n",
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      "IV6\n",
      "I64\n",
      "V\n",
      "II6\n",
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      "v7b3\n",
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      "VI\n",
      "ii\n",
      "i54\n",
      "I\n",
      "#vo6\n",
      "I\n",
      "ii65\n",
      "bVI\n",
      "bVII\n",
      "i\n",
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      "III\n",
      "viio#63\n",
      "V\n",
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      "IV6\n",
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      "iv6\n",
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      "II\n",
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      "bVII6\n",
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      "viio#63\n",
      "V\n",
      "III6\n",
      "i\n",
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      "bVII\n",
      "ii/o42\n",
      "i6\n",
      "i64\n",
      "III+6\n",
      "V6\n",
      "bVI\n",
      "i\n",
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      "bVI\n",
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      "III\n",
      "#ivo6b5b3\n",
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      "V6\n",
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      "ii\n",
      "ii\n",
      "vi\n",
      "I\n",
      "vi\n",
      "I\n",
      "I\n",
      "I\n",
      "ii7\n",
      "I\n",
      "ii65\n",
      "V\n",
      "iii/o65b3\n",
      "ii\n",
      "v65\n",
      "vi\n",
      "ii7\n",
      "I\n",
      "ii65\n",
      "I\n",
      "IV532\n",
      "ii7\n",
      "I\n",
      "I\n",
      "VI6\n",
      "ii\n",
      "V\n",
      "I\n",
      "vi7\n",
      "ii6\n",
      "ii\n",
      "V6\n",
      "i54\n",
      "ii\n",
      "I\n",
      "I\n",
      "v\n",
      "iv54\n",
      "V\n",
      "vi\n",
      "I\n",
      "vii6\n",
      "iii\n",
      "i54\n",
      "iii\n",
      "II65\n",
      "v\n",
      "i\n",
      "i\n",
      "iv\n",
      "V\n",
      "bVII\n",
      "III\n",
      "III6\n",
      "i\n",
      "i\n",
      "iv6\n",
      "I\n",
      "iii54\n",
      "i\n",
      "bVII6\n",
      "III\n",
      "i6\n",
      "bvi54\n",
      "bVI\n",
      "III\n",
      "bVI\n",
      "v\n",
      "iv\n",
      "I\n",
      "iv\n",
      "V\n"
     ]
    },
    {
     "ename": "KeyboardInterrupt",
     "evalue": "ignored",
     "output_type": "error",
     "traceback": [
      "\u001b[0;31m---------------------------------------------------------------------------\u001b[0m",
      "\u001b[0;31mKeyboardInterrupt\u001b[0m                         Traceback (most recent call last)",
      "\u001b[0;32m<ipython-input-133-96e645e2babe>\u001b[0m in \u001b[0;36m<module>\u001b[0;34m()\u001b[0m\n\u001b[1;32m      1\u001b[0m \u001b[0;32mfor\u001b[0m \u001b[0mi\u001b[0m \u001b[0;32min\u001b[0m \u001b[0mfile_list\u001b[0m\u001b[0;34m:\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[0;32m----> 2\u001b[0;31m   \u001b[0mdownbeat_finder\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0mi\u001b[0m\u001b[0;34m)\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[0m",
      "\u001b[0;32m<ipython-input-132-ac42108090ed>\u001b[0m in \u001b[0;36mdownbeat_finder\u001b[0;34m(file)\u001b[0m\n\u001b[1;32m      2\u001b[0m \u001b[0mrn\u001b[0m \u001b[0;34m=\u001b[0m\u001b[0;34m[\u001b[0m\u001b[0;34m]\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[1;32m      3\u001b[0m \u001b[0;32mdef\u001b[0m \u001b[0mdownbeat_finder\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0mfile\u001b[0m\u001b[0;34m)\u001b[0m\u001b[0;34m:\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[0;32m----> 4\u001b[0;31m   \u001b[0mbach_chorale\u001b[0m \u001b[0;34m=\u001b[0m \u001b[0mconverter\u001b[0m\u001b[0;34m.\u001b[0m\u001b[0mparse\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0mfile\u001b[0m\u001b[0;34m)\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[0m\u001b[1;32m      5\u001b[0m   \u001b[0mbach_chorale\u001b[0m \u001b[0;34m=\u001b[0m \u001b[0mbach_chorale\u001b[0m\u001b[0;34m.\u001b[0m\u001b[0mchordify\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0;34m)\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[1;32m      6\u001b[0m   \u001b[0maarden_key\u001b[0m \u001b[0;34m=\u001b[0m \u001b[0manalysis\u001b[0m\u001b[0;34m.\u001b[0m\u001b[0mdiscrete\u001b[0m\u001b[0;34m.\u001b[0m\u001b[0mAardenEssen\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0mbach_chorale\u001b[0m\u001b[0;34m)\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n",
      "\u001b[0;32m/usr/local/lib/python3.6/dist-packages/music21/converter/__init__.py\u001b[0m in \u001b[0;36mparse\u001b[0;34m(value, *args, **keywords)\u001b[0m\n\u001b[1;32m   1125\u001b[0m     \u001b[0;32melif\u001b[0m \u001b[0;32mnot\u001b[0m \u001b[0misinstance\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0mvalue\u001b[0m\u001b[0;34m,\u001b[0m \u001b[0mbytes\u001b[0m\u001b[0;34m)\u001b[0m \u001b[0;32mand\u001b[0m \u001b[0mos\u001b[0m\u001b[0;34m.\u001b[0m\u001b[0mpath\u001b[0m\u001b[0;34m.\u001b[0m\u001b[0mexists\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0mvalueStr\u001b[0m\u001b[0;34m)\u001b[0m\u001b[0;34m:\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[1;32m   1126\u001b[0m         return parseFile(valueStr, number=number, format=m21Format,\n\u001b[0;32m-> 1127\u001b[0;31m                          forceSource=forceSource, **keywords)\n\u001b[0m\u001b[1;32m   1128\u001b[0m     \u001b[0;32melif\u001b[0m \u001b[0;32mnot\u001b[0m \u001b[0misinstance\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0mvalue\u001b[0m\u001b[0;34m,\u001b[0m \u001b[0mbytes\u001b[0m\u001b[0;34m)\u001b[0m \u001b[0;32mand\u001b[0m \u001b[0mos\u001b[0m\u001b[0;34m.\u001b[0m\u001b[0mpath\u001b[0m\u001b[0;34m.\u001b[0m\u001b[0mexists\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0mcommon\u001b[0m\u001b[0;34m.\u001b[0m\u001b[0mcleanpath\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0mvalueStr\u001b[0m\u001b[0;34m)\u001b[0m\u001b[0;34m)\u001b[0m\u001b[0;34m:\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[1;32m   1129\u001b[0m         return parseFile(common.cleanpath(valueStr), number=number, format=m21Format,\n",
      "\u001b[0;32m/usr/local/lib/python3.6/dist-packages/music21/converter/__init__.py\u001b[0m in \u001b[0;36mparseFile\u001b[0;34m(fp, number, format, forceSource, **keywords)\u001b[0m\n\u001b[1;32m   1005\u001b[0m     \u001b[0mv\u001b[0m \u001b[0;34m=\u001b[0m \u001b[0mConverter\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0;34m)\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[1;32m   1006\u001b[0m     \u001b[0mfp\u001b[0m \u001b[0;34m=\u001b[0m \u001b[0mcommon\u001b[0m\u001b[0;34m.\u001b[0m\u001b[0mcleanpath\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0mfp\u001b[0m\u001b[0;34m,\u001b[0m \u001b[0mreturnPathlib\u001b[0m\u001b[0;34m=\u001b[0m\u001b[0;32mTrue\u001b[0m\u001b[0;34m)\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[0;32m-> 1007\u001b[0;31m     \u001b[0mv\u001b[0m\u001b[0;34m.\u001b[0m\u001b[0mparseFile\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0mfp\u001b[0m\u001b[0;34m,\u001b[0m \u001b[0mnumber\u001b[0m\u001b[0;34m=\u001b[0m\u001b[0mnumber\u001b[0m\u001b[0;34m,\u001b[0m \u001b[0mformat\u001b[0m\u001b[0;34m=\u001b[0m\u001b[0mformat\u001b[0m\u001b[0;34m,\u001b[0m \u001b[0mforceSource\u001b[0m\u001b[0;34m=\u001b[0m\u001b[0mforceSource\u001b[0m\u001b[0;34m,\u001b[0m \u001b[0;34m**\u001b[0m\u001b[0mkeywords\u001b[0m\u001b[0;34m)\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[0m\u001b[1;32m   1008\u001b[0m     \u001b[0;32mreturn\u001b[0m \u001b[0mv\u001b[0m\u001b[0;34m.\u001b[0m\u001b[0mstream\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[1;32m   1009\u001b[0m \u001b[0;34m\u001b[0m\u001b[0m\n",
      "\u001b[0;32m/usr/local/lib/python3.6/dist-packages/music21/converter/__init__.py\u001b[0m in \u001b[0;36mparseFile\u001b[0;34m(self, fp, number, format, forceSource, storePickle, **keywords)\u001b[0m\n\u001b[1;32m    540\u001b[0m         \u001b[0;32melse\u001b[0m\u001b[0;34m:\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[1;32m    541\u001b[0m             \u001b[0menvironLocal\u001b[0m\u001b[0;34m.\u001b[0m\u001b[0mprintDebug\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0;34m\"Loading original version\"\u001b[0m\u001b[0;34m)\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[0;32m--> 542\u001b[0;31m             \u001b[0mself\u001b[0m\u001b[0;34m.\u001b[0m\u001b[0mparseFileNoPickle\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0mfp\u001b[0m\u001b[0;34m,\u001b[0m \u001b[0mnumber\u001b[0m\u001b[0;34m,\u001b[0m \u001b[0mformat\u001b[0m\u001b[0;34m,\u001b[0m \u001b[0mforceSource\u001b[0m\u001b[0;34m,\u001b[0m \u001b[0;34m**\u001b[0m\u001b[0mkeywords\u001b[0m\u001b[0;34m)\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[0m\u001b[1;32m    543\u001b[0m             \u001b[0;32mif\u001b[0m \u001b[0mwritePickle\u001b[0m \u001b[0;32mis\u001b[0m \u001b[0;32mTrue\u001b[0m \u001b[0;32mand\u001b[0m \u001b[0mfpPickle\u001b[0m \u001b[0;32mis\u001b[0m \u001b[0;32mnot\u001b[0m \u001b[0;32mNone\u001b[0m \u001b[0;32mand\u001b[0m \u001b[0mstorePickle\u001b[0m \u001b[0;32mis\u001b[0m \u001b[0;32mTrue\u001b[0m\u001b[0;34m:\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[1;32m    544\u001b[0m                 \u001b[0;31m# save the stream to disk...\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n",
      "\u001b[0;32m/usr/local/lib/python3.6/dist-packages/music21/converter/__init__.py\u001b[0m in \u001b[0;36mparseFileNoPickle\u001b[0;34m(self, fp, number, format, forceSource, **keywords)\u001b[0m\n\u001b[1;32m    475\u001b[0m         \u001b[0mself\u001b[0m\u001b[0;34m.\u001b[0m\u001b[0msubConverter\u001b[0m\u001b[0;34m.\u001b[0m\u001b[0mkeywords\u001b[0m \u001b[0;34m=\u001b[0m \u001b[0mkeywords\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[1;32m    476\u001b[0m         \u001b[0;32mtry\u001b[0m\u001b[0;34m:\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[0;32m--> 477\u001b[0;31m             \u001b[0mself\u001b[0m\u001b[0;34m.\u001b[0m\u001b[0msubConverter\u001b[0m\u001b[0;34m.\u001b[0m\u001b[0mparseFile\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0mfp\u001b[0m\u001b[0;34m,\u001b[0m \u001b[0mnumber\u001b[0m\u001b[0;34m=\u001b[0m\u001b[0mnumber\u001b[0m\u001b[0;34m,\u001b[0m \u001b[0;34m**\u001b[0m\u001b[0mkeywords\u001b[0m\u001b[0;34m)\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[0m\u001b[1;32m    478\u001b[0m         \u001b[0;32mexcept\u001b[0m \u001b[0mNotImplementedError\u001b[0m\u001b[0;34m:\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[1;32m    479\u001b[0m             \u001b[0;32mraise\u001b[0m \u001b[0mConverterFileException\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0;34m'File is not in a correct format: %s'\u001b[0m \u001b[0;34m%\u001b[0m \u001b[0mfp\u001b[0m\u001b[0;34m)\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n",
      "\u001b[0;32m/usr/local/lib/python3.6/dist-packages/music21/converter/subConverters.py\u001b[0m in \u001b[0;36mparseFile\u001b[0;34m(self, filepath, number)\u001b[0m\n\u001b[1;32m    644\u001b[0m         '''\n\u001b[1;32m    645\u001b[0m         \u001b[0;32mfrom\u001b[0m \u001b[0mmusic21\u001b[0m \u001b[0;32mimport\u001b[0m \u001b[0mhumdrum\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[0;32m--> 646\u001b[0;31m         \u001b[0mself\u001b[0m\u001b[0;34m.\u001b[0m\u001b[0mdata\u001b[0m \u001b[0;34m=\u001b[0m \u001b[0mhumdrum\u001b[0m\u001b[0;34m.\u001b[0m\u001b[0mparseFile\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0mfilepath\u001b[0m\u001b[0;34m)\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[0m\u001b[1;32m    647\u001b[0m         \u001b[0;31m#self.data.stream.makeNotation()\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[1;32m    648\u001b[0m \u001b[0;34m\u001b[0m\u001b[0m\n",
      "\u001b[0;32m/usr/local/lib/python3.6/dist-packages/music21/humdrum/__init__.py\u001b[0m in \u001b[0;36mparseFile\u001b[0;34m(filename)\u001b[0m\n\u001b[1;32m    165\u001b[0m     '''\n\u001b[1;32m    166\u001b[0m     \u001b[0mhf\u001b[0m \u001b[0;34m=\u001b[0m \u001b[0mspineParser\u001b[0m\u001b[0;34m.\u001b[0m\u001b[0mHumdrumFile\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0mfilename\u001b[0m\u001b[0;34m)\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[0;32m--> 167\u001b[0;31m     \u001b[0mhf\u001b[0m\u001b[0;34m.\u001b[0m\u001b[0mparseFilename\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0;34m)\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[0m\u001b[1;32m    168\u001b[0m     \u001b[0;32mreturn\u001b[0m \u001b[0mhf\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[1;32m    169\u001b[0m \u001b[0;34m\u001b[0m\u001b[0m\n",
      "\u001b[0;32m/usr/local/lib/python3.6/dist-packages/music21/humdrum/spineParser.py\u001b[0m in \u001b[0;36mparseFilename\u001b[0;34m(self, filename)\u001b[0m\n\u001b[1;32m    789\u001b[0m             \u001b[0mfilename\u001b[0m \u001b[0;34m=\u001b[0m \u001b[0mstr\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0mfilename\u001b[0m\u001b[0;34m)\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[1;32m    790\u001b[0m         \u001b[0;32mwith\u001b[0m \u001b[0mopen\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0mfilename\u001b[0m\u001b[0;34m,\u001b[0m \u001b[0mencoding\u001b[0m\u001b[0;34m=\u001b[0m\u001b[0;34m'latin-1'\u001b[0m\u001b[0;34m)\u001b[0m \u001b[0;32mas\u001b[0m \u001b[0mhumFH\u001b[0m\u001b[0;34m:\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[0;32m--> 791\u001b[0;31m             \u001b[0mself\u001b[0m\u001b[0;34m.\u001b[0m\u001b[0meventList\u001b[0m \u001b[0;34m=\u001b[0m \u001b[0mself\u001b[0m\u001b[0;34m.\u001b[0m\u001b[0mparseFileHandle\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0mhumFH\u001b[0m\u001b[0;34m)\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[0m\u001b[1;32m    792\u001b[0m         \u001b[0;31m# might raise IOError\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[1;32m    793\u001b[0m \u001b[0;34m\u001b[0m\u001b[0m\n",
      "\u001b[0;32m/usr/local/lib/python3.6/dist-packages/music21/humdrum/spineParser.py\u001b[0m in \u001b[0;36mparseFileHandle\u001b[0;34m(self, fileHandle)\u001b[0m\n\u001b[1;32m    801\u001b[0m             \u001b[0mspineDataCollection\u001b[0m\u001b[0;34m.\u001b[0m\u001b[0mappend\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0mline\u001b[0m\u001b[0;34m)\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[1;32m    802\u001b[0m         \u001b[0mself\u001b[0m\u001b[0;34m.\u001b[0m\u001b[0mdataStream\u001b[0m \u001b[0;34m=\u001b[0m \u001b[0mspineDataCollection\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[0;32m--> 803\u001b[0;31m         \u001b[0;32mreturn\u001b[0m \u001b[0mself\u001b[0m\u001b[0;34m.\u001b[0m\u001b[0mparse\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0;34m)\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[0m\u001b[1;32m    804\u001b[0m \u001b[0;34m\u001b[0m\u001b[0m\n\u001b[1;32m    805\u001b[0m \u001b[0;32mclass\u001b[0m \u001b[0mHumdrumLine\u001b[0m\u001b[0;34m:\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n",
      "\u001b[0;32m/usr/local/lib/python3.6/dist-packages/music21/humdrum/spineParser.py\u001b[0m in \u001b[0;36mparse\u001b[0;34m(self)\u001b[0m\n\u001b[1;32m    165\u001b[0m             \u001b[0;32mreturn\u001b[0m \u001b[0mself\u001b[0m\u001b[0;34m.\u001b[0m\u001b[0mparseOpusDataCollections\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0mdataCollections\u001b[0m\u001b[0;34m)\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[1;32m    166\u001b[0m         \u001b[0;32melse\u001b[0m\u001b[0;34m:\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[0;32m--> 167\u001b[0;31m             \u001b[0;32mreturn\u001b[0m \u001b[0mself\u001b[0m\u001b[0;34m.\u001b[0m\u001b[0mparseNonOpus\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0mdataStream\u001b[0m\u001b[0;34m)\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[0m\u001b[1;32m    168\u001b[0m \u001b[0;34m\u001b[0m\u001b[0m\n\u001b[1;32m    169\u001b[0m \u001b[0;34m\u001b[0m\u001b[0m\n",
      "\u001b[0;32m/usr/local/lib/python3.6/dist-packages/music21/humdrum/spineParser.py\u001b[0m in \u001b[0;36mparseNonOpus\u001b[0;34m(self, dataStream)\u001b[0m\n\u001b[1;32m    186\u001b[0m         \u001b[0mself\u001b[0m\u001b[0;34m.\u001b[0m\u001b[0mparseProtoSpinesAndEventCollections\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0;34m)\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[1;32m    187\u001b[0m         \u001b[0mself\u001b[0m\u001b[0;34m.\u001b[0m\u001b[0mspineCollection\u001b[0m \u001b[0;34m=\u001b[0m \u001b[0mself\u001b[0m\u001b[0;34m.\u001b[0m\u001b[0mcreateHumdrumSpines\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0;34m)\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[0;32m--> 188\u001b[0;31m         \u001b[0mself\u001b[0m\u001b[0;34m.\u001b[0m\u001b[0mspineCollection\u001b[0m\u001b[0;34m.\u001b[0m\u001b[0mcreateMusic21Streams\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0;34m)\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[0m\u001b[1;32m    189\u001b[0m         \u001b[0mself\u001b[0m\u001b[0;34m.\u001b[0m\u001b[0minsertGlobalEvents\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0;34m)\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[1;32m    190\u001b[0m         \u001b[0;32mfor\u001b[0m \u001b[0mthisSpine\u001b[0m \u001b[0;32min\u001b[0m \u001b[0mself\u001b[0m\u001b[0;34m.\u001b[0m\u001b[0mspineCollection\u001b[0m\u001b[0;34m:\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n",
      "\u001b[0;32m/usr/local/lib/python3.6/dist-packages/music21/humdrum/spineParser.py\u001b[0m in \u001b[0;36mcreateMusic21Streams\u001b[0;34m(self)\u001b[0m\n\u001b[1;32m   1654\u001b[0m         '''\n\u001b[1;32m   1655\u001b[0m         \u001b[0mself\u001b[0m\u001b[0;34m.\u001b[0m\u001b[0mreclassSpines\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0;34m)\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[0;32m-> 1656\u001b[0;31m         \u001b[0mself\u001b[0m\u001b[0;34m.\u001b[0m\u001b[0mparseMusic21\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0;34m)\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[0m\u001b[1;32m   1657\u001b[0m         \u001b[0mself\u001b[0m\u001b[0;34m.\u001b[0m\u001b[0mperformInsertions\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0;34m)\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[1;32m   1658\u001b[0m         \u001b[0mself\u001b[0m\u001b[0;34m.\u001b[0m\u001b[0mmoveObjectsToMeasures\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0;34m)\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n",
      "\u001b[0;32m/usr/local/lib/python3.6/dist-packages/music21/humdrum/spineParser.py\u001b[0m in \u001b[0;36mparseMusic21\u001b[0;34m(self)\u001b[0m\n\u001b[1;32m   1953\u001b[0m         '''\n\u001b[1;32m   1954\u001b[0m         \u001b[0;32mfor\u001b[0m \u001b[0mthisSpine\u001b[0m \u001b[0;32min\u001b[0m \u001b[0mself\u001b[0m\u001b[0;34m.\u001b[0m\u001b[0mspines\u001b[0m\u001b[0;34m:\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[0;32m-> 1955\u001b[0;31m             \u001b[0mthisSpine\u001b[0m\u001b[0;34m.\u001b[0m\u001b[0mparse\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0;34m)\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[0m\u001b[1;32m   1956\u001b[0m \u001b[0;34m\u001b[0m\u001b[0m\n\u001b[1;32m   1957\u001b[0m \u001b[0;34m\u001b[0m\u001b[0m\n",
      "\u001b[0;32m/usr/local/lib/python3.6/dist-packages/music21/humdrum/spineParser.py\u001b[0m in \u001b[0;36mparse\u001b[0;34m(self)\u001b[0m\n\u001b[1;32m   1315\u001b[0m                     \u001b[0mthisObject\u001b[0m \u001b[0;34m=\u001b[0m \u001b[0mself\u001b[0m\u001b[0;34m.\u001b[0m\u001b[0mprocessChordEvent\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0meventC\u001b[0m\u001b[0;34m)\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[1;32m   1316\u001b[0m                 \u001b[0;32melse\u001b[0m\u001b[0;34m:\u001b[0m \u001b[0;31m# Note or Rest\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[0;32m-> 1317\u001b[0;31m                     \u001b[0mthisObject\u001b[0m \u001b[0;34m=\u001b[0m \u001b[0mself\u001b[0m\u001b[0;34m.\u001b[0m\u001b[0mprocessNoteEvent\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0meventC\u001b[0m\u001b[0;34m)\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[0m\u001b[1;32m   1318\u001b[0m \u001b[0;34m\u001b[0m\u001b[0m\n\u001b[1;32m   1319\u001b[0m                 \u001b[0;32mif\u001b[0m \u001b[0mthisObject\u001b[0m \u001b[0;32mis\u001b[0m \u001b[0;32mnot\u001b[0m \u001b[0;32mNone\u001b[0m\u001b[0;34m:\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n",
      "\u001b[0;32m/usr/local/lib/python3.6/dist-packages/music21/humdrum/spineParser.py\u001b[0m in \u001b[0;36mprocessNoteEvent\u001b[0;34m(self, eventC)\u001b[0m\n\u001b[1;32m   1339\u001b[0m         \u001b[0mnote\u001b[0m\u001b[0;34m,\u001b[0m \u001b[0mbut\u001b[0m \u001b[0mstores\u001b[0m \u001b[0minformation\u001b[0m \u001b[0mabout\u001b[0m \u001b[0mcurrent\u001b[0m \u001b[0mbeam\u001b[0m \u001b[0;32mand\u001b[0m \u001b[0mtuplet\u001b[0m \u001b[0mstate\u001b[0m\u001b[0;34m.\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[1;32m   1340\u001b[0m         '''\n\u001b[0;32m-> 1341\u001b[0;31m         \u001b[0meventNote\u001b[0m \u001b[0;34m=\u001b[0m \u001b[0mhdStringToNote\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0meventC\u001b[0m\u001b[0;34m)\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[0m\u001b[1;32m   1342\u001b[0m \u001b[0;34m\u001b[0m\u001b[0m\n\u001b[1;32m   1343\u001b[0m         \u001b[0mself\u001b[0m\u001b[0;34m.\u001b[0m\u001b[0msetBeamsForNote\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0meventNote\u001b[0m\u001b[0;34m)\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n",
      "\u001b[0;32m/usr/local/lib/python3.6/dist-packages/music21/humdrum/spineParser.py\u001b[0m in \u001b[0;36mhdStringToNote\u001b[0;34m(contents)\u001b[0m\n\u001b[1;32m   2173\u001b[0m     \u001b[0;32melif\u001b[0m \u001b[0mcontents\u001b[0m\u001b[0;34m.\u001b[0m\u001b[0mcount\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0;34m'W'\u001b[0m\u001b[0;34m)\u001b[0m\u001b[0;34m:\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[1;32m   2174\u001b[0m         \u001b[0mthisObject\u001b[0m\u001b[0;34m.\u001b[0m\u001b[0mexpressions\u001b[0m\u001b[0;34m.\u001b[0m\u001b[0mappend\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0mexpressions\u001b[0m\u001b[0;34m.\u001b[0m\u001b[0mWholeStepInvertedMordent\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0;34m)\u001b[0m\u001b[0;34m)\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[0;32m-> 2175\u001b[0;31m     \u001b[0;32melif\u001b[0m \u001b[0mcontents\u001b[0m\u001b[0;34m.\u001b[0m\u001b[0mcount\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0;34m'm'\u001b[0m\u001b[0;34m)\u001b[0m\u001b[0;34m:\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[0m\u001b[1;32m   2176\u001b[0m         \u001b[0mthisObject\u001b[0m\u001b[0;34m.\u001b[0m\u001b[0mexpressions\u001b[0m\u001b[0;34m.\u001b[0m\u001b[0mappend\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0mexpressions\u001b[0m\u001b[0;34m.\u001b[0m\u001b[0mHalfStepMordent\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0;34m)\u001b[0m\u001b[0;34m)\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[1;32m   2177\u001b[0m     \u001b[0;32melif\u001b[0m \u001b[0mcontents\u001b[0m\u001b[0;34m.\u001b[0m\u001b[0mcount\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0;34m'M'\u001b[0m\u001b[0;34m)\u001b[0m\u001b[0;34m:\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n",
      "\u001b[0;31mKeyboardInterrupt\u001b[0m: "
     ]
    }
   ],
   "source": [
    "for i in file_list:\n",
    "  downbeat_finder(i)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 134,
   "metadata": {
    "colab": {
     "base_uri": "https://localhost:8080/",
     "height": 49
    },
    "executionInfo": {
     "elapsed": 572,
     "status": "ok",
     "timestamp": 1612989477283,
     "user": {
      "displayName": "Daniel Shanahan",
      "photoUrl": "https://lh3.googleusercontent.com/a-/AOh14Gj-j1dY0ZR8a6BnCn-NtHHpeew76MIO_89yOwiCOQ=s64",
      "userId": "10085329517298963001"
     },
     "user_tz": 300
    },
    "id": "dE6_NzaznUCg",
    "outputId": "a5055475-a6a9-4ba8-bf03-c7bb380be2ae"
   },
   "outputs": [
    {
     "data": {
      "text/html": [
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       "      <th>Counts</th>\n",
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       "  </thead>\n",
       "  <tbody>\n",
       "  </tbody>\n",
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      "text/plain": [
       "Empty DataFrame\n",
       "Columns: [Bigrams, Counts]\n",
       "Index: []"
      ]
     },
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     },
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    }
   ],
   "source": [
    "make_bigram_table(rn)"
   ]
  }
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