{"cells":[{"metadata":{},"cell_type":"markdown","source":"# Summary\n\nHere are the two things I wanted to share:\n1. [Labels](#labels) : What are the labels in this competitions and how they are related to one another\n2. [Music](#music) : How musical scales work and an example of analysis on sample from electric guitare"},{"metadata":{"_uuid":"8f2839f25d086af736a60e9eeb907d3b93b6e0e5","_cell_guid":"b1076dfc-b9ad-4769-8c92-a6c4dae69d19","trusted":true,"_kg_hide-input":true},"cell_type":"code","source":"import numpy as np # linear algebra\nimport pandas as pd # data processing, CSV file I/O (e.g. pd.read_csv)\nimport os\nimport librosa\nfrom scipy.io import wavfile\nimport matplotlib.pyplot as plt\nimport matplotlib.patches as patches\nimport IPython.display as ipd\n\n# Any results you write to the current directory are saved as output.","execution_count":2,"outputs":[]},{"metadata":{},"cell_type":"markdown","source":"# Labels\nFirst import and have a look at labels"},{"metadata":{"trusted":true},"cell_type":"code","source":"meta = pd.read_csv(\"../input/train_curated.csv\",sep=\",\")\nmeta.head()","execution_count":4,"outputs":[{"output_type":"execute_result","execution_count":4,"data":{"text/plain":"          fname           labels\n0  0006ae4e.wav             Bark\n1  0019ef41.wav         Raindrop\n2  001ec0ad.wav  Finger_snapping\n3  0026c7cb.wav              Run\n4  0026f116.wav  Finger_snapping","text/html":"<div>\n<style scoped>\n    .dataframe tbody tr th:only-of-type {\n        vertical-align: middle;\n    }\n\n    .dataframe tbody tr th {\n        vertical-align: top;\n    }\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>fname</th>\n      <th>labels</th>\n    </tr>\n  </thead>\n  <tbody>\n    <tr>\n      <th>0</th>\n      <td>0006ae4e.wav</td>\n      <td>Bark</td>\n    </tr>\n    <tr>\n      <th>1</th>\n      <td>0019ef41.wav</td>\n      <td>Raindrop</td>\n    </tr>\n    <tr>\n      <th>2</th>\n      <td>001ec0ad.wav</td>\n      <td>Finger_snapping</td>\n    </tr>\n    <tr>\n      <th>3</th>\n      <td>0026c7cb.wav</td>\n      <td>Run</td>\n    </tr>\n    <tr>\n      <th>4</th>\n      <td>0026f116.wav</td>\n      <td>Finger_snapping</td>\n    </tr>\n  </tbody>\n</table>\n</div>"},"metadata":{}}]},{"metadata":{"trusted":true},"cell_type":"code","source":"meta.shape","execution_count":5,"outputs":[{"output_type":"execute_result","execution_count":5,"data":{"text/plain":"(4970, 2)"},"metadata":{}}]},{"metadata":{"trusted":true},"cell_type":"code","source":"meta.labels.value_counts()","execution_count":6,"outputs":[{"output_type":"execute_result","execution_count":6,"data":{"text/plain":"Gong                                                                                       75\nZipper_(clothing)                                                                          75\nMarimba_and_xylophone                                                                      75\nKeys_jangling                                                                              75\nFinger_snapping                                                                            75\nPrinter                                                                                    75\nComputer_keyboard                                                                          75\nSkateboard                                                                                 75\nScissors                                                                                   75\nFart                                                                                       74\nBurping_and_eructation                                                                     74\nChewing_and_mastication                                                                    74\nHarmonica                                                                                  73\nCrackle                                                                                    73\nChurch_bell                                                                                73\nHiss                                                                                       72\nTick-tock                                                                                  72\nChild_speech_and_kid_speaking                                                              72\nShatter                                                                                    72\nWriting                                                                                    72\nStream                                                                                     71\nWaves_and_surf                                                                             71\nKnock                                                                                      70\nBus                                                                                        70\nHi-hat                                                                                     70\nBark                                                                                       69\nAcoustic_guitar,Strum                                                                      69\nCricket                                                                                    68\nMicrowave_oven                                                                             68\nWhispering                                                                                 68\n                                                                                           ..\nSqueak,Dishes_and_pots_and_pans,Trickle_and_dribble                                         1\nFrying_(food),Dishes_and_pots_and_pans                                                      1\nCrowd,Bus                                                                                   1\nElectric_guitar,Bass_drum                                                                   1\nWalk_and_footsteps,Traffic_noise_and_roadway_noise                                          1\nSlam,Bus                                                                                    1\nCutlery_and_silverware,Tap                                                                  1\nTap,Dishes_and_pots_and_pans,Chink_and_clink                                                1\nCrowd,Yell                                                                                  1\nChurch_bell,Traffic_noise_and_roadway_noise                                                 1\nKnock,Dishes_and_pots_and_pans                                                              1\nElectric_guitar,Bass_guitar,Hi-hat,Bass_drum                                                1\nFill_(with_liquid),Bathtub_(filling_or_washing)                                             1\nSneeze,Church_bell                                                                          1\nMeow,Bathtub_(filling_or_washing)                                                           1\nWhispering,Acoustic_guitar                                                                  1\nChirp_and_tweet,Cricket                                                                     1\nScreaming,Crowd                                                                             1\nMeow,Clapping                                                                               1\nKnock,Run                                                                                   1\nScreaming,Crowd,Cheering                                                                    1\nTap,Acoustic_guitar                                                                         1\nCheering,Yell                                                                               1\nApplause,Dishes_and_pots_and_pans,Crowd,Cheering,Clapping,Child_speech_and_kid_speaking     1\nRaindrop,Drip,Trickle_and_dribble                                                           1\nFill_(with_liquid),Toilet_flush                                                             1\nApplause,Harmonica,Cheering                                                                 1\nClapping,Chirp_and_tweet                                                                    1\nDrip,Gurgling                                                                               1\nBurping_and_eructation,Chewing_and_mastication                                              1\nName: labels, Length: 213, dtype: int64"},"metadata":{}}]},{"metadata":{},"cell_type":"markdown","source":"Some samples can have multiples classes (for example *tap* that goes with *bass_drum*), let's create a dataframe can be easily used for training and for data exploration of the different classes."},{"metadata":{"trusted":true},"cell_type":"code","source":"labels = meta.labels.str.split(\",\",expand=True)\nlabels.head()","execution_count":8,"outputs":[{"output_type":"execute_result","execution_count":8,"data":{"text/plain":"                 0     1     2     3     4     5\n0             Bark  None  None  None  None  None\n1         Raindrop  None  None  None  None  None\n2  Finger_snapping  None  None  None  None  None\n3              Run  None  None  None  None  None\n4  Finger_snapping  None  None  None  None  None","text/html":"<div>\n<style scoped>\n    .dataframe tbody tr th:only-of-type {\n        vertical-align: middle;\n    }\n\n    .dataframe tbody tr th {\n        vertical-align: top;\n    }\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>0</th>\n      <th>1</th>\n      <th>2</th>\n      <th>3</th>\n      <th>4</th>\n      <th>5</th>\n    </tr>\n  </thead>\n  <tbody>\n    <tr>\n      <th>0</th>\n      <td>Bark</td>\n      <td>None</td>\n      <td>None</td>\n      <td>None</td>\n      <td>None</td>\n      <td>None</td>\n    </tr>\n    <tr>\n      <th>1</th>\n      <td>Raindrop</td>\n      <td>None</td>\n      <td>None</td>\n      <td>None</td>\n      <td>None</td>\n      <td>None</td>\n    </tr>\n    <tr>\n      <th>2</th>\n      <td>Finger_snapping</td>\n      <td>None</td>\n      <td>None</td>\n      <td>None</td>\n      <td>None</td>\n      <td>None</td>\n    </tr>\n    <tr>\n      <th>3</th>\n      <td>Run</td>\n      <td>None</td>\n      <td>None</td>\n      <td>None</td>\n      <td>None</td>\n      <td>None</td>\n    </tr>\n    <tr>\n      <th>4</th>\n      <td>Finger_snapping</td>\n      <td>None</td>\n      <td>None</td>\n      <td>None</td>\n      <td>None</td>\n      <td>None</td>\n    </tr>\n  </tbody>\n</table>\n</div>"},"metadata":{}}]},{"metadata":{},"cell_type":"markdown","source":"At most 5 different labels can appear in a single audio file. Let's do one-hot encoding of each sample:"},{"metadata":{"trusted":true},"cell_type":"code","source":"labels_onehot = pd.get_dummies(labels.loc[:,0])","execution_count":9,"outputs":[]},{"metadata":{"trusted":true},"cell_type":"code","source":"labels_onehot.shape","execution_count":10,"outputs":[{"output_type":"execute_result","execution_count":10,"data":{"text/plain":"(4970, 78)"},"metadata":{}}]},{"metadata":{},"cell_type":"markdown","source":"78 categories are available in just the first column (not sure if the order labels appear has any kind of importance).\nNext we:\n- create a column if a label has never been seen before\n- set to 1 the samples where the label is found "},{"metadata":{"trusted":true},"cell_type":"code","source":"for i in range(1, labels.shape[1]):\n    for lab in labels.loc[:,i].unique():\n        if lab is not None:\n            if not lab in list(labels_onehot):\n                print(lab)\n                labels_onehot[lab] = 0\n            labels_onehot.loc[labels.loc[:,i]==lab,lab] = 1","execution_count":11,"outputs":[{"output_type":"stream","text":"Strum\nWater_tap_and_faucet\n","name":"stdout"}]},{"metadata":{},"cell_type":"markdown","source":"Two labels had never been seen before: *Strum* & *Water_tap_and_faucet*. How often do they appear?"},{"metadata":{"trusted":true},"cell_type":"code","source":"labels_onehot[[\"Strum\",\"Water_tap_and_faucet\"]].sum(axis=0)","execution_count":12,"outputs":[{"output_type":"execute_result","execution_count":12,"data":{"text/plain":"Strum                   75\nWater_tap_and_faucet    75\ndtype: int64"},"metadata":{}}]},{"metadata":{},"cell_type":"markdown","source":"So each of them appear 75 times, but they always appear with at least one other label. Given the first letter, we can assume that the labels are sorted by alphabetical order when there are multiple labels in a sample."},{"metadata":{"trusted":true},"cell_type":"code","source":"labels_onehot.sum(axis=0)","execution_count":13,"outputs":[{"output_type":"execute_result","execution_count":13,"data":{"text/plain":"Accelerating_and_revving_and_vroom    75\nAccordion                             47\nAcoustic_guitar                       75\nApplause                              75\nBark                                  75\nBass_drum                             75\nBass_guitar                           75\nBathtub_(filling_or_washing)          75\nBicycle_bell                          67\nBurping_and_eructation                75\nBus                                   75\nBuzz                                  56\nCar_passing_by                        75\nCheering                              75\nChewing_and_mastication               75\nChild_speech_and_kid_speaking         75\nChink_and_clink                       75\nChirp_and_tweet                       75\nChurch_bell                           75\nClapping                              75\nComputer_keyboard                     75\nCrackle                               75\nCricket                               75\nCrowd                                 75\nCupboard_open_or_close                75\nCutlery_and_silverware                75\nDishes_and_pots_and_pans              75\nDrawer_open_or_close                  75\nDrip                                  75\nElectric_guitar                       75\n                                      ..\nMicrowave_oven                        75\nMotorcycle                            75\nPrinter                               75\nPurr                                  65\nRace_car_and_auto_racing              56\nRaindrop                              75\nRun                                   75\nScissors                              75\nScreaming                             75\nShatter                               75\nSigh                                  57\nSink_(filling_or_washing)             75\nSkateboard                            75\nSlam                                  75\nSneeze                                63\nSqueak                                75\nStream                                75\nTap                                   75\nTick-tock                             72\nToilet_flush                          75\nTraffic_noise_and_roadway_noise       75\nTrickle_and_dribble                   53\nWalk_and_footsteps                    75\nWaves_and_surf                        75\nWhispering                            75\nWriting                               75\nYell                                  75\nZipper_(clothing)                     75\nStrum                                 75\nWater_tap_and_faucet                  75\nLength: 80, dtype: int64"},"metadata":{}}]},{"metadata":{},"cell_type":"markdown","source":"Each sound seems to be almost evenly distributed with ~ 70 samples of each label (with many having exactly 75 samples)\nWhat are the co-labels?"},{"metadata":{"trusted":true,"_kg_hide-input":true},"cell_type":"code","source":"plt.figure(figsize=(15,15))\nplt.matshow(labels_onehot.corr(),fignum=1)\nplt.xticks(range(len(labels_onehot.columns)), labels_onehot.columns, rotation='vertical');\nplt.yticks(range(len(labels_onehot.columns)), labels_onehot.columns);\nplt.show()","execution_count":14,"outputs":[{"output_type":"display_data","data":{"text/plain":"<Figure size 1080x1080 with 1 Axes>","image/png":"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\n"},"metadata":{}}]},{"metadata":{},"cell_type":"markdown","source":"Multiclasses are not random, only a little number of classes co-occur like crows cheering and applauding or strum and acoustic guitar. This makes sense as you would not expect a computer keyboard sound in the middle of a car race!"},{"metadata":{},"cell_type":"markdown","source":"# Music\n\nI've been passionate about music, so here is a basic knowledge of how musical scales work nowadays (it changed during time, and it differs between cultures, but it does not matter for this competition).\n\nThe reference key is A (La in french) and has a frequency of 440 Hz. If you want to obtain the same note at a higher pitch (called an octave or scale), you double the frequency. If you want to have a lower pitch you divide the frequency by 2.\n\n## Why is that important?\nExcept for the dial tone (the one you heard when you picked up phones when I was young), no musical instrument is giving you a perfect 440Hz. However, what you get is a combination of this note and its harmonics (octaves). So a musical instrument should have a very clear pattern of doubled frequency.\n\n## How do we go from one note to another?\nThere isn't only a single note in a scale, and once again, the patterns for going between a note and the next one is very codified.\nOnce you have your scale, you divide it in **12 semitones**. As you're good with maths, you'll notice that 12 does not perfectly divide 440Hz, and this is where the magic of music lies: hiding this dissonance somewhere (and this is why scales have changed over time).\n\nLet's see if we can observe these patterns in the data\n\nHere are some curated *Electric_guitar* filenames:"},{"metadata":{"trusted":true,"_kg_hide-input":true},"cell_type":"code","source":"meta.loc[labels_onehot.Electric_guitar == 1,\"fname\"].head()","execution_count":15,"outputs":[{"output_type":"execute_result","execution_count":15,"data":{"text/plain":"55     03730245.wav\n105    06396c9c.wav\n155    084a8851.wav\n189    0a9bebde.wav\n224    0c0fdf50.wav\nName: fname, dtype: object"},"metadata":{}}]},{"metadata":{},"cell_type":"markdown","source":"Since this is music, let's listen to it!"},{"metadata":{"trusted":true,"_kg_hide-input":true},"cell_type":"code","source":"ipd.Audio(wavfile.read(\"../input/train_curated/03730245.wav\")[1], rate=44100)","execution_count":16,"outputs":[{"output_type":"execute_result","execution_count":16,"data":{"text/plain":"<IPython.lib.display.Audio object>","text/html":"\n                <audio controls=\"controls\" >\n                    <source 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\" type=\"audio/wav\" />\n                    Your browser does not support the audio element.\n                </audio>\n              "},"metadata":{}}]},{"metadata":{},"cell_type":"markdown","source":"This is a single note played at quite low resolution (whether because the instruments are bad or the recording microphones or compression...)\n\nWhat does it look like?"},{"metadata":{"trusted":true},"cell_type":"code","source":"sampling, audio = wavfile.read(\"../input/train_curated/03730245.wav\")","execution_count":17,"outputs":[]},{"metadata":{"trusted":true,"_kg_hide-input":true},"cell_type":"code","source":"plt.figure(figsize = (20,5))\nplt.plot(audio)\nplt.annotate(\"Attack\",(2500,8000),(0,25000), arrowprops = {\"arrowstyle\":\"->\"})\nplt.annotate(\"Beginning of note\",(20000,-20000),(30000,-25000), arrowprops = {\"arrowstyle\":\"->\"})\nplt.annotate(\"Muting\",(90000,-5000),(90000,-25000), arrowprops = {\"arrowstyle\":\"->\"})\n","execution_count":18,"outputs":[{"output_type":"execute_result","execution_count":18,"data":{"text/plain":"Text(90000, -25000, 'Muting')"},"metadata":{}},{"output_type":"display_data","data":{"text/plain":"<Figure size 1440x360 with 1 Axes>","image/png":"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\n"},"metadata":{}}]},{"metadata":{},"cell_type":"markdown","source":"Since this is pretty messy (oscillations cannot be observed easily on this plot), let's swith to a spectrogram representation."},{"metadata":{"trusted":true,"_kg_hide-input":true},"cell_type":"code","source":"y, sr = librosa.load(\"../input/train_curated/03730245.wav\")\nmel_spec = librosa.feature.melspectrogram(y=y, sr=sr)\nmel_spec.shape","execution_count":19,"outputs":[{"output_type":"execute_result","execution_count":19,"data":{"text/plain":"(128, 97)"},"metadata":{}}]},{"metadata":{"trusted":true,"_kg_hide-input":true},"cell_type":"code","source":"# since specshow does not seem to work from librosa library, just copying it from : https://github.com/librosa/librosa/blob/master/librosa/display.py\nfrom matplotlib.cm import get_cmap\nfrom matplotlib.axes import Axes\nfrom matplotlib.ticker import Formatter, ScalarFormatter\nfrom matplotlib.ticker import LogLocator, FixedLocator, MaxNLocator\nfrom matplotlib.ticker import SymmetricalLogLocator\n\ndef specshow(data, x_coords=None, y_coords=None,\n             x_axis=None, y_axis=None,\n             sr=22050, hop_length=512,\n             fmin=None, fmax=None,\n             bins_per_octave=12,\n             ax=None,\n            **kwargs):\n    if np.issubdtype(data.dtype, np.complexfloating):\n        warnings.warn('Trying to display complex-valued input. '\n                      'Showing magnitude instead.')\n        data = np.abs(data)\n    kwargs.setdefault('cmap', cmap(data))\n    kwargs.setdefault('rasterized', True)\n    kwargs.setdefault('edgecolors', 'None')\n    kwargs.setdefault('shading', 'flat')\n    all_params = dict(kwargs=kwargs,\n                      sr=sr,\n                      fmin=fmin,\n                      fmax=fmax,\n                      bins_per_octave=bins_per_octave,\n                      hop_length=hop_length)\n    # Get the x and y coordinates\n    y_coords = __mesh_coords(y_axis, y_coords, data.shape[0], **all_params)\n    x_coords = __mesh_coords(x_axis, x_coords, data.shape[1], **all_params)\n    axes = __check_axes(ax)\n    out = axes.pcolormesh(x_coords, y_coords, data, **kwargs)\n    __set_current_image(ax, out)\n    axes.set_xlim(x_coords.min(), x_coords.max())\n    axes.set_ylim(y_coords.min(), y_coords.max())\n    # Set up axis scaling\n    __scale_axes(axes, x_axis, 'x')\n    __scale_axes(axes, y_axis, 'y')\n    # Construct tickers and locators\n    __decorate_axis(axes.xaxis, x_axis)\n    __decorate_axis(axes.yaxis, y_axis)\n    return axes\n\ndef __set_current_image(ax, img):\n    plt.sci(img)\n\n    \ndef __mesh_coords(ax_type, coords, n, **kwargs):\n    if coords is not None:\n        if len(coords) < n:\n            raise ParameterError('Coordinate shape mismatch: '\n                                 '{}<{}'.format(len(coords), n))\n        return coords\n\n    coord_map = {\n                 'mel': __coord_mel_hz,\n                 None: __coord_n}\n\n    if ax_type not in coord_map:\n        raise ParameterError('Unknown axis type: {}'.format(ax_type))\n    return coord_map[ax_type](n, **kwargs)\n\n\ndef __check_axes(axes):\n    '''Check if \"axes\" is an instance of an axis object. If not, use `gca`.'''\n    if axes is None:\n        import matplotlib.pyplot as plt\n        axes = plt.gca()\n    elif not isinstance(axes, Axes):\n        raise ValueError(\"`axes` must be an instance of matplotlib.axes.Axes. \"\n                         \"Found type(axes)={}\".format(type(axes)))\n    return axes\n\n\ndef __scale_axes(axes, ax_type, which):\n    '''Set the axis scaling'''\n\n    kwargs = dict()\n    if which == 'x':\n        thresh = 'linthreshx'\n        base = 'basex'\n        scale = 'linscalex'\n        scaler = axes.set_xscale\n        limit = axes.set_xlim\n    else:\n        thresh = 'linthreshy'\n        base = 'basey'\n        scale = 'linscaley'\n        scaler = axes.set_yscale\n        limit = axes.set_ylim\n\n    # Map ticker scales\n    if ax_type == 'mel':\n        mode = 'symlog'\n        kwargs[thresh] = 1000.0\n        kwargs[base] = 2\n\n    elif ax_type == 'log':\n        mode = 'symlog'\n        kwargs[base] = 2\n        kwargs[thresh] = core.note_to_hz('C2')\n        kwargs[scale] = 0.5\n\n    elif ax_type in ['cqt', 'cqt_hz', 'cqt_note']:\n        mode = 'log'\n        kwargs[base] = 2\n\n    elif ax_type == 'tempo':\n        mode = 'log'\n        kwargs[base] = 2\n        limit(16, 480)\n    else:\n        return\n\n    scaler(mode, **kwargs)\n\n\ndef __decorate_axis(axis, ax_type):\n    '''Configure axis tickers, locators, and labels'''\n\n    if ax_type == 'tonnetz':\n        axis.set_major_formatter(TonnetzFormatter())\n        axis.set_major_locator(FixedLocator(0.5 + np.arange(6)))\n        axis.set_label_text('Tonnetz')\n\n    elif ax_type == 'chroma':\n        axis.set_major_formatter(ChromaFormatter())\n        axis.set_major_locator(FixedLocator(0.5 +\n                                            np.add.outer(12 * np.arange(10),\n                                                         [0, 2, 4, 5, 7, 9, 11]).ravel()))\n        axis.set_label_text('Pitch class')\n\n    elif ax_type == 'tempo':\n        axis.set_major_formatter(ScalarFormatter())\n        axis.set_major_locator(LogLocator(base=2.0))\n        axis.set_label_text('BPM')\n\n    elif ax_type == 'time':\n        axis.set_major_formatter(TimeFormatter(unit=None, lag=False))\n        axis.set_major_locator(MaxNLocator(prune=None,\n                                           steps=[1, 1.5, 5, 6, 10]))\n        axis.set_label_text('Time')\n\n    elif ax_type == 's':\n        axis.set_major_formatter(TimeFormatter(unit='s', lag=False))\n        axis.set_major_locator(MaxNLocator(prune=None,\n                                           steps=[1, 1.5, 5, 6, 10]))\n        axis.set_label_text('Time (s)')\n\n    elif ax_type == 'ms':\n        axis.set_major_formatter(TimeFormatter(unit='ms', lag=False))\n        axis.set_major_locator(MaxNLocator(prune=None,\n                                           steps=[1, 1.5, 5, 6, 10]))\n        axis.set_label_text('Time (ms)')\n\n    elif ax_type == 'lag':\n        axis.set_major_formatter(TimeFormatter(unit=None, lag=True))\n        axis.set_major_locator(MaxNLocator(prune=None,\n                                           steps=[1, 1.5, 5, 6, 10]))\n        axis.set_label_text('Lag')\n\n    elif ax_type == 'lag_s':\n        axis.set_major_formatter(TimeFormatter(unit='s', lag=True))\n        axis.set_major_locator(MaxNLocator(prune=None,\n                                           steps=[1, 1.5, 5, 6, 10]))\n        axis.set_label_text('Lag (s)')\n\n    elif ax_type == 'lag_ms':\n        axis.set_major_formatter(TimeFormatter(unit='ms', lag=True))\n        axis.set_major_locator(MaxNLocator(prune=None,\n                                           steps=[1, 1.5, 5, 6, 10]))\n        axis.set_label_text('Lag (ms)')\n\n    elif ax_type == 'cqt_note':\n        axis.set_major_formatter(NoteFormatter())\n        axis.set_major_locator(LogLocator(base=2.0))\n        axis.set_minor_formatter(NoteFormatter(major=False))\n        axis.set_minor_locator(LogLocator(base=2.0,\n                                          subs=2.0**(np.arange(1, 12)/12.0)))\n        axis.set_label_text('Note')\n\n    elif ax_type in ['cqt_hz']:\n        axis.set_major_formatter(LogHzFormatter())\n        axis.set_major_locator(LogLocator(base=2.0))\n        axis.set_minor_formatter(LogHzFormatter(major=False))\n        axis.set_minor_locator(LogLocator(base=2.0,\n                                          subs=2.0**(np.arange(1, 12)/12.0)))\n        axis.set_label_text('Hz')\n\n    elif ax_type in ['mel', 'log']:\n        axis.set_major_formatter(ScalarFormatter())\n        axis.set_major_locator(SymmetricalLogLocator(axis.get_transform()))\n        axis.set_label_text('Hz')\n\n    elif ax_type in ['linear', 'hz']:\n        axis.set_major_formatter(ScalarFormatter())\n        axis.set_label_text('Hz')\n\n    elif ax_type in ['frames']:\n        axis.set_label_text('Frames')\n\n    elif ax_type in ['off', 'none', None]:\n        axis.set_label_text('')\n        axis.set_ticks([])\n\n\ndef __coord_fft_hz(n, sr=22050, **_kwargs):\n    n_fft = 2 * (n - 1)\n    # The following code centers the FFT bins at their frequencies\n    # and clips to the non-negative frequency range [0, nyquist]\n    basis = core.fft_frequencies(sr=sr, n_fft=n_fft)\n    fmax = basis[-1]\n    basis -= 0.5 * (basis[1] - basis[0])\n    basis = np.append(np.maximum(0, basis), [fmax])\n    return basis\n\n\ndef __coord_mel_hz(n, fmin=0, fmax=11025.0, **_kwargs):\n    '''Get the frequencies for Mel bins'''\n\n    if fmin is None:\n        fmin = 0\n    if fmax is None:\n        fmax = 11025.0\n    basis = librosa.mel_frequencies(n, fmin=fmin, fmax=fmax)\n    basis[1:] -= 0.5 * np.diff(basis)\n    basis = np.append(np.maximum(0, basis), [fmax])\n    return basis\n\ndef cmap(data, robust=True, cmap_seq='magma', cmap_bool='gray_r', cmap_div='coolwarm'):\n    data = np.atleast_1d(data)\n\n    if data.dtype == 'bool':\n        return get_cmap(cmap_bool)\n\n    data = data[np.isfinite(data)]\n\n    if robust:\n        min_p, max_p = 2, 98\n    else:\n        min_p, max_p = 0, 100\n\n    max_val = np.percentile(data, max_p)\n    min_val = np.percentile(data, min_p)\n\n    if min_val >= 0 or max_val <= 0:\n        return get_cmap(cmap_seq)\n\n    return get_cmap(cmap_div)\n\ndef __coord_n(n, **_kwargs):\n    '''Get bare positions'''\n    return np.arange(n+1)","execution_count":21,"outputs":[]},{"metadata":{"trusted":true,"_kg_hide-input":true},"cell_type":"code","source":"\nD = librosa.amplitude_to_db(mel_spec, ref=np.max)\nplt.figure(figsize=(10,10))\nspecshow(D, x_coords=None, y_coords=None,\n             x_axis=None, y_axis=\"mel\",\n             sr=sr, hop_length=512,\n             fmin=None, fmax=None,\n             bins_per_octave=12,\n             ax=None\n            )","execution_count":22,"outputs":[{"output_type":"execute_result","execution_count":22,"data":{"text/plain":"<matplotlib.axes._subplots.AxesSubplot at 0x7f4638dcaba8>"},"metadata":{}},{"output_type":"display_data","data":{"text/plain":"<Figure size 720x720 with 1 Axes>","image/png":"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\n"},"metadata":{}}]},{"metadata":{},"cell_type":"markdown","source":"We can see the harmonicity here: the base note has highest amplitude, then all harmonics have decreasing amplitudes. \nAlso the attack and muting add noise, as it requires a lot of sinusoidal signals to go from 0 to periodic (and reverse), this is due to the fourier transformation.\n\nFeel free to suggest improvements to this kernel, and if you're interested in musical scales construction I suggest you have a look at this video (which is much more complete than this kernel):\nhttps://www.youtube.com/watch?v=cTYvCpLRwao (audio is in french, but there are some english subtitles)."},{"metadata":{"trusted":true},"cell_type":"code","source":"","execution_count":null,"outputs":[]}],"metadata":{"kernelspec":{"display_name":"Python 3","language":"python","name":"python3"},"language_info":{"name":"python","version":"3.6.4","mimetype":"text/x-python","codemirror_mode":{"name":"ipython","version":3},"pygments_lexer":"ipython3","nbconvert_exporter":"python","file_extension":".py"}},"nbformat":4,"nbformat_minor":1}