Overview#

This notebook gives a general overview of the features included in the dataset.

Hide imports 
%load_ext autoreload
%autoreload 2
import os

import dimcat as dc
import pandas as pd
import plotly.express as px
from dimcat import filters, plotting
from IPython.display import display

import utils

RESULTS_PATH = os.path.abspath(os.path.join(utils.OUTPUT_FOLDER, "overview"))
os.makedirs(RESULTS_PATH, exist_ok=True)


def make_output_path(
    filename: str,
    extension=None,
    path=RESULTS_PATH,
) -> str:
    return utils.make_output_path(filename=filename, extension=extension, path=path)


def save_figure_as(
    fig, filename, formats=("png", "pdf"), directory=RESULTS_PATH, **kwargs
):
    if formats is not None:
        for fmt in formats:
            plotting.write_image(fig, filename, directory, format=fmt, **kwargs)
    else:
        plotting.write_image(fig, filename, directory, **kwargs)

Loading data

D = utils.get_dataset("mozart_piano_sonatas", corpus_release="v2.3")
package = D.inputs.get_package()
package_info = package._package.custom
git_tag = package_info.get("git_tag")
utils.print_heading("Data and software versions")
print("The Annotated Mozart Sonatas: Score, Harmony, and Cadence version v2.3")
print(f"Datapackage '{package.package_name}' @ {git_tag}")
print(f"dimcat version {dc.__version__}\n")
D

Data and software versions
--------------------------

The Annotated Mozart Sonatas: Score, Harmony, and Cadence version v2.3
Datapackage 'mozart_piano_sonatas' @ v2.3
dimcat version 3.4.0

Dataset
=======
{'inputs': {'basepath': None,
            'packages': {'mozart_piano_sonatas': ["'mozart_piano_sonatas.measures' "
                                                  '(MuseScoreFacetName.MuseScoreMeasures)',
                                                  "'mozart_piano_sonatas.notes' (MuseScoreFacetName.MuseScoreNotes)",
                                                  "'mozart_piano_sonatas.expanded' "
                                                  '(MuseScoreFacetName.MuseScoreHarmonies)',
                                                  "'mozart_piano_sonatas.chords' (MuseScoreFacetName.MuseScoreChords)",
                                                  "'mozart_piano_sonatas.metadata' (FeatureName.Metadata)"]}},
 'outputs': {'basepath': None, 'packages': {}},
 'pipeline': []}

filtered_D = filters.HasHarmonyLabelsFilter(keep_values=[True]).process(D)
all_metadata = filtered_D.get_metadata()
assert len(all_metadata) > 0, "No pieces selected for analysis."
all_metadata
TimeSig KeySig last_mc last_mn length_qb last_mc_unfolded last_mn_unfolded length_qb_unfolded volta_mcs all_notes_qb ... imslp musicbrainz originalFormat typesetter viaf wikidata staff_1_ambitus staff_1_instrument staff_2_ambitus staff_2_instrument
corpus piece
mozart_piano_sonatas K279-1 {1: '4/4'} {1: 0} 100 100 400.00 200 200 800.00 () 767.00 ... https://imslp.org/wiki/Piano_Sonata_No.1_in_C_... https://musicbrainz.org/work/62c0bdd8-46ca-4e1... cap Tobias Schölkopf <NA> http://www.wikidata.org/entity/Q2194957 48-88 (C3-E6) Klavier linke Hand 31-74 (G1-D5) Klavier linke Hand
K279-2 {1: '3/4'} {1: -1} 76 74 222.00 152 148 444.00 () 560.83 ... https://imslp.org/wiki/Piano_Sonata_No.1_in_C_... https://musicbrainz.org/work/62c0bdd8-46ca-4e1... cap Tobias Schölkopf <NA> http://www.wikidata.org/entity/Q2194958 57-86 (A3-D6) Klavier linke Hand 35-79 (B1-G5) Klavier linke Hand
K279-3 {1: '2/4'} {1: 0} 160 158 316.00 320 316 632.00 () 699.50 ... https://imslp.org/wiki/Piano_Sonata_No.1_in_C_... https://musicbrainz.org/work/62c0bdd8-46ca-4e1... cap Tobias Schölkopf <NA> http://www.wikidata.org/entity/Q2194959 54-88 (F#3-E6) Klavier linke Hand 35-79 (B1-G5) Klavier linke Hand
K280-1 {1: '3/4'} {1: -1} 144 144 432.00 288 288 864.00 () 911.33 ... https://imslp.org/wiki/Piano_Sonata_No.2_in_F_... https://musicbrainz.org/work/52912ca4-855d-451... cap Tobias Schölkopf https://viaf.org/viaf/185925450 http://www.wikidata.org/entity/Q954538 55-86 (G3-D6) Klavier linke Hand 29-86 (F1-D6) Klavier linke Hand
K280-2 {1: '6/8'} {1: -4} 60 60 180.00 120 120 360.00 () 434.00 ... https://imslp.org/wiki/Piano_Sonata_No.2_in_F_... https://musicbrainz.org/work/52912ca4-855d-451... cap Tobias Schölkopf https://viaf.org/viaf/185925451 http://www.wikidata.org/entity/Q954539 48-87 (C3-Eb6) Klavier linke Hand 32-73 (Ab1-Db5) Klavier linke Hand
K280-3 {1: '3/8'} {1: -1} 192 190 285.00 384 380 570.00 () 518.00 ... https://imslp.org/wiki/Piano_Sonata_No.2_in_F_... https://musicbrainz.org/work/52912ca4-855d-451... cap Tobias Schölkopf https://viaf.org/viaf/185925452 http://www.wikidata.org/entity/Q954540 52-89 (E3-F6) Klavier linke Hand 33-79 (A1-G5) Klavier linke Hand
K281-1 {1: '2/4'} {1: -2} 109 109 218.00 218 218 436.00 () 487.00 ... https://imslp.org/wiki/Piano_Sonata_No.3_in_B-... https://musicbrainz.org/work/4495fb34-25b6-48f... cap Tobias Schölkopf <NA> http://www.wikidata.org/entity/Q2061529 53-89 (F3-F6) Klavier linke Hand 34-75 (Bb1-Eb5) Klavier linke Hand
K281-2 {1: '3/8'} {1: -3} 106 106 159.00 212 212 318.00 () 334.83 ... https://imslp.org/wiki/Piano_Sonata_No.3_in_B-... https://musicbrainz.org/work/4495fb34-25b6-48f... cap Tobias Schölkopf <NA> http://www.wikidata.org/entity/Q2061530 53-87 (F3-Eb6) Klavier linke Hand 34-70 (Bb1-Bb4) Klavier linke Hand
K281-3 {1: '2/2'} {1: -2} 163 162 648.00 179 178 712.00 () 1443.67 ... https://imslp.org/wiki/Piano_Sonata_No.3_in_B-... https://musicbrainz.org/work/4495fb34-25b6-48f... cap Tobias Schölkopf <NA> http://www.wikidata.org/entity/Q2061531 62-89 (D4-F6) Klavier linke Hand 38-77 (D2-F5) Klavier linke Hand
K282-1 {1: '4/4'} {1: -3} 36 36 144.00 69 69 276.00 () 346.00 ... https://imslp.org/wiki/Piano_Sonata_No.4_in_E-... https://musicbrainz.org/work/97cc4159-c124-48a... cap Tobias Schölkopf <NA> http://www.wikidata.org/entity/Q3964687 58-84 (Bb3-C6) Klavier linke Hand 43-75 (G2-Eb5) Klavier linke Hand
K282-2 {1: '3/4'} {1: -2, 35: -3} 76 72 216.00 186 176 528.00 () 488.00 ... https://imslp.org/wiki/Piano_Sonata_No.4_in_E-... https://musicbrainz.org/work/97cc4159-c124-48a... cap Tobias Schölkopf <NA> http://www.wikidata.org/entity/Q3964688 57-89 (A3-F6) Klavier linke Hand 41-70 (F2-Bb4) Klavier linke Hand
K282-3 {1: '2/4'} {1: -3} 104 102 204.00 208 204 408.00 () 468.50 ... https://imslp.org/wiki/Piano_Sonata_No.4_in_E-... https://musicbrainz.org/work/97cc4159-c124-48a... cap Tobias Schölkopf <NA> http://www.wikidata.org/entity/Q3964689 60-87 (C4-Eb6) Klavier linke Hand 39-75 (Eb2-Eb5) Klavier linke Hand
K283-1 {1: '3/4'} {1: 1} 122 120 360.00 244 240 720.00 () 837.00 ... https://imslp.org/wiki/Piano_Sonata_No.5_in_G_... https://musicbrainz.org/work/cb47a22e-9fc6-4ab... cap Tobias Schölkopf <NA> http://www.wikidata.org/entity/Q2738174 55-88 (G3-E6) Klavier linke Hand 31-74 (G1-D5) Klavier linke Hand
K283-2 {1: '4/4'} {1: 0} 41 39 164.00 76 76 304.00 (14], [15]], [[38], [39) 351.75 ... https://imslp.org/wiki/Piano_Sonata_No.5_in_G_... https://musicbrainz.org/work/cb47a22e-9fc6-4ab... cap Tobias Schölkopf <NA> http://www.wikidata.org/entity/Q2738175 59-88 (B3-E6) Klavier linke Hand 43-76 (G2-E5) Klavier linke Hand
K283-3 {1: '3/8'} {1: 1} 277 277 415.50 550 550 825.00 () 925.75 ... https://imslp.org/wiki/Piano_Sonata_No.5_in_G_... https://musicbrainz.org/work/cb47a22e-9fc6-4ab... cap Tobias Schölkopf <NA> http://www.wikidata.org/entity/Q2738176 56-89 (G#3-F6) Klavier linke Hand 31-74 (G1-D5) Klavier linke Hand
K284-1 {1: '4/4'} {1: 2} 127 127 508.00 254 254 1016.00 () 1238.50 ... https://imslp.org/wiki/Piano_Sonata_No.6_in_D_... https://musicbrainz.org/work/28017093-d48e-43b... cap Tobias Schölkopf <NA> http://www.wikidata.org/entity/Q2564721 56-89 (G#3-F6) unbenannt2 33-86 (A1-D6) unbenannt2
K284-2 {1: '3/4'} {1: 3} 92 92 276.00 92 92 276.00 () 659.50 ... https://imslp.org/wiki/Piano_Sonata_No.6_in_D_... https://musicbrainz.org/work/28017093-d48e-43b... cap Tobias Schölkopf <NA> http://www.wikidata.org/entity/Q2564722 56-88 (G#3-E6) unbenannt2 37-71 (C#2-B4) unbenannt2
K284-3 {1: '2/2', 248: '3/4'} {1: 2, 134: -1, 153: 2} 287 260 1001.00 496 447 1749.00 () 2342.50 ... https://imslp.org/wiki/Piano_Sonata_No.6_in_D_... https://musicbrainz.org/work/28017093-d48e-43b... cap Tobias Schölkopf <NA> http://www.wikidata.org/entity/Q2564723 44-88 (G#2-E6) unbenannt2 32-88 (G#1-E6) unbenannt2
K309-1 {1: '4/4'} {1: 0} 155 155 620.00 310 310 1240.00 () 1395.50 ... https://imslp.org/wiki/Piano_Sonata_No.7_in_C_... https://musicbrainz.org/work/645a1b04-b378-488... cap Tobias Schölkopf <NA> http://www.wikidata.org/entity/Q2134785 50-89 (D3-F6) Klavier linke Hand 31-79 (G1-G5) Klavier linke Hand
K309-2 {1: '3/4'} {1: -1} 79 79 237.00 79 79 237.00 () 569.75 ... https://imslp.org/wiki/Piano_Sonata_No.7_in_C_... https://musicbrainz.org/work/645a1b04-b378-488... cap Tobias Schölkopf <NA> http://www.wikidata.org/entity/Q2134786 52-89 (E3-F6) Klavier linke Hand 33-72 (A1-C5) Klavier linke Hand
K309-3 {1: '2/4'} {1: 0} 253 252 504.00 253 252 504.00 () 1190.58 ... https://imslp.org/wiki/Piano_Sonata_No.7_in_C_... https://musicbrainz.org/work/645a1b04-b378-488... cap Tobias Schölkopf <NA> http://www.wikidata.org/entity/Q2134787 52-89 (E3-F6) Klavier linke Hand 31-76 (G1-E5) Klavier linke Hand
K310-1 {1: '4/4'} {1: 0} 133 133 532.00 266 266 1064.00 () 1603.50 ... https://imslp.org/wiki/Piano_Sonata_No.8_in_A_... https://musicbrainz.org/work/53b2287b-e013-4c5... <NA> https://musescore.com/lukemossman <NA> http://www.wikidata.org/entity/Q1746050 57-89 (A3-F6) Piano 31-72 (G1-C5) Piano
K310-2 {1: '3/4'} {1: -1} 88 86 259.00 120 117 352.00 () 717.50 ... https://imslp.org/wiki/Piano_Sonata_No.8_in_A_... https://musicbrainz.org/work/53b2287b-e013-4c5... <NA> https://musescore.com/lukemossman <NA> http://www.wikidata.org/entity/Q1746051 48-89 (C3-F6) Piano 29-75 (F1-Eb5) Piano
K310-3 {1: '2/4'} {1: 0, 143: 3, 176: 0} 253 252 506.00 284 284 568.00 (174], [175) 1441.50 ... https://imslp.org/wiki/Piano_Sonata_No.8_in_A_... https://musicbrainz.org/work/53b2287b-e013-4c5... <NA> https://musescore.com/lukemossman <NA> http://www.wikidata.org/entity/Q1746052 53-88 (F3-E6) Piano 33-72 (A1-C5) Piano
K311-1 {1: '4/4'} {1: 2} 112 112 448.00 224 224 896.00 () 1013.50 ... https://imslp.org/wiki/Piano_Sonata_No.9_in_D_... https://musicbrainz.org/work/bd91e456-789c-459... mid Tobias Schölkopf <NA> http://www.wikidata.org/entity/Q4384367 40-88 (E2-E6) Piano 35-76 (B1-E5) Piano
K311-2 {1: '2/4'} {1: 1} 94 93 188.00 104 104 208.00 (12], [13) 551.38 ... https://imslp.org/wiki/Piano_Sonata_No.9_in_D_... https://musicbrainz.org/work/bd91e456-789c-459... cap Tobias Schölkopf <NA> http://www.wikidata.org/entity/Q4384368 57-88 (A3-E6) Klavier linke Hand 35-76 (B1-E5) Klavier linke Hand
K311-3 {1: '6/8'} {1: 2} 272 269 827.75 272 269 827.75 () 1852.00 ... https://imslp.org/wiki/Piano_Sonata_No.9_in_D_... https://musicbrainz.org/work/bd91e456-789c-459... mid Tobias Schölkopf <NA> http://www.wikidata.org/entity/Q4384369 54-88 (F#3-E6) Piano 30-74 (F#1-D5) Piano
K330-1 {1: '2/4'} {1: 0} 150 150 300.00 300 300 600.00 () 638.50 ... https://imslp.org/wiki/Piano_Sonata_No.10_in_C... https://musicbrainz.org/work/70d1fa96-da75-4ec... mid Craig Stuart Sapp https://viaf.org/viaf/186306915 http://www.wikidata.org/entity/Q2706156 57-89 (A3-F6) Piano 43-72 (G2-C5) Piano
K330-2 {1: '3/4'} {1: -1, 23: -4, 46: -1} 70 64 192.00 110 100 300.00 () 601.00 ... https://imslp.org/wiki/Piano_Sonata_No.10_in_C... https://musicbrainz.org/work/70d1fa96-da75-4ec... mid Craig Stuart Sapp https://viaf.org/viaf/186306916 http://www.wikidata.org/entity/Q2706157 55-84 (G3-C6) Piano 35-65 (B1-F4) Piano
K330-3 {1: '2/4'} {1: 0} 171 171 342.00 342 342 684.00 () 726.58 ... https://imslp.org/wiki/Piano_Sonata_No.10_in_C... https://musicbrainz.org/work/70d1fa96-da75-4ec... mid Craig Stuart Sapp https://viaf.org/viaf/186306917 http://www.wikidata.org/entity/Q2706158 59-89 (B3-F6) Piano 36-72 (C2-C5) Piano
K331-1 {1: '6/8', 111: '4/4'} {1: 3, 55: 0, 73: 3} 137 134 438.00 260 260 824.00 (98], [99]], [[109], [110]], [[128], [129) 1138.06 ... https://imslp.org/wiki/Piano_Sonata_No.11_in_A... https://musicbrainz.org/work/a488a020-884d-334... <NA> https://musescore.com/user/14709081 https://viaf.org/viaf/201853721 http://www.wikidata.org/entity/Q908534 57-89 (A3-F6) Piano 33-69 (A1-A4) Piano
K331-2 {1: '3/4'} {1: 3, 49: 2} 101 100 303.00 248 248 744.00 (100], [101) 715.50 ... https://imslp.org/wiki/Piano_Sonata_No.11_in_A... https://musicbrainz.org/work/a488a020-884d-334... mid Craig Stuart Sapp https://viaf.org/viaf/201853722 http://www.wikidata.org/entity/Q908535 57-88 (A3-E6) Piano 35-88 (B1-E6) Piano
K331-3 {1: '2/4'} {1: 0, 27: 3, 71: 0, 97: 3} 137 127 256.00 241 223 447.00 (105], [106) 696.50 ... https://imslp.org/wiki/Piano_Sonata_No.11_in_A... https://musicbrainz.org/work/a488a020-884d-334... mid Craig Stuart Sapp https://viaf.org/viaf/201853723 http://www.wikidata.org/entity/Q908536 64-88 (E4-E6) Piano 38-66 (D2-F#4) Piano
K332-1 {1: '3/4'} {1: -1} 229 229 687.00 458 458 1374.00 () 1731.00 ... https://imslp.org/wiki/Piano_Sonata_No.12_in_F... https://musicbrainz.org/work/5b587196-bd21-410... mid Craig Stuart Sapp https://viaf.org/viaf/176604361 http://www.wikidata.org/entity/Q1141187 55-89 (G3-F6) Piano 30-72 (F#1-C5) Piano
K332-2 {1: '4/4'} {1: -2} 40 40 160.00 40 40 160.00 () 397.19 ... https://imslp.org/wiki/Piano_Sonata_No.12_in_F... https://musicbrainz.org/work/5b587196-bd21-410... xml Craig Stuart Sapp https://viaf.org/viaf/176604362 http://www.wikidata.org/entity/Q1141188 60-86 (C4-D6) <NA> 46-74 (Bb2-D5) <NA>
K332-3 {1: '6/8'} {1: -1} 245 245 735.00 490 490 1470.00 () 1619.50 ... https://imslp.org/wiki/Piano_Sonata_No.12_in_F... https://musicbrainz.org/work/5b587196-bd21-410... mid Craig Stuart Sapp https://viaf.org/viaf/176604363 http://www.wikidata.org/entity/Q1141189 48-89 (C3-F6) Piano 34-72 (Bb1-C5) Piano
K333-1 {1: '4/4'} {1: -2} 167 165 660.00 334 330 1320.00 () 1392.00 ... https://imslp.org/wiki/Piano_Sonata_No.13_in_B... https://musicbrainz.org/work/5057d730-7733-475... mid Craig Stuart Sapp <NA> http://www.wikidata.org/entity/Q2181404 53-89 (F3-F6) Piano 29-77 (F1-F5) Piano
K333-2 {1: '3/4'} {1: -3} 83 82 249.00 163 163 489.00 (81], [82) 680.00 ... https://imslp.org/wiki/Piano_Sonata_No.13_in_B... https://musicbrainz.org/work/5057d730-7733-475... mid Craig Stuart Sapp <NA> http://www.wikidata.org/entity/Q2181405 53-89 (F3-F6) Piano 39-72 (Eb2-C5) Piano
K333-3 {1: '2/2'} {1: -2} 227 224 925.00 227 224 925.00 () 2058.54 ... https://imslp.org/wiki/Piano_Sonata_No.13_in_B... https://musicbrainz.org/work/5057d730-7733-475... mid Craig Stuart Sapp <NA> http://www.wikidata.org/entity/Q2181406 53-89 (F3-F6) Piano 29-71 (F1-B4) Piano
K457-1 {1: '4/4'} {1: -3} 185 185 740.00 352 352 1408.00 () 1601.58 ... https://imslp.org/wiki/Piano_Sonata_No.14_in_C... https://musicbrainz.org/work/c4762043-b408-499... <NA> https://musescore.com/lukemossman <NA> http://www.wikidata.org/entity/Q2737945 43-89 (G2-F6) Piano 29-75 (F1-Eb5) Piano
K457-2 {1: '4/4'} {1: -3} 57 57 228.00 57 57 228.00 () 513.79 ... https://imslp.org/wiki/Piano_Sonata_No.14_in_C... https://musicbrainz.org/work/c4762043-b408-499... <NA> https://musescore.com/lukemossman <NA> http://www.wikidata.org/entity/Q2737946 49-89 (Db3-F6) Piano 32-89 (Ab1-F6) Piano
K457-3 {1: '3/4'} {1: -3} 320 319 958.00 320 319 958.00 () 2089.00 ... https://imslp.org/wiki/Piano_Sonata_No.14_in_C... https://musicbrainz.org/work/c4762043-b408-499... musicxml https://musescore.com/lukemossman <NA> http://www.wikidata.org/entity/Q2737947 29-89 (F1-F6) Piano 31-84 (G1-C6) Piano
K533-1 {1: '2/2'} {1: -1} 241 239 956.00 482 478 1912.00 () 2200.67 ... https://imslp.org/wiki/Piano_Sonata_No.15_in_F... https://musicbrainz.org/work/11364bbd-1258-4d0... cap Tom Schreyer <NA> http://www.wikidata.org/entity/Q2684266 45-89 (A2-F6) unbenannt2 31-77 (G1-F5) unbenannt2
K533-2 {1: '3/4'} {1: -2} 122 122 366.00 244 244 732.00 () 1104.58 ... https://imslp.org/wiki/Piano_Sonata_No.15_in_F... https://musicbrainz.org/work/11364bbd-1258-4d0... cap Tom Schreyer <NA> http://www.wikidata.org/entity/Q2684267 50-89 (D3-F6) unbenannt2 29-72 (F1-C5) unbenannt2
K533-3 {1: '2/2'} {1: -1, 95: -4, 118: -1} 188 187 752.00 209 209 836.00 (116], [117) 1859.00 ... https://imslp.org/wiki/Piano_Sonata_No.15_in_F... https://musicbrainz.org/work/11364bbd-1258-4d0... cap Tom Schreyer <NA> http://www.wikidata.org/entity/Q2684268 45-89 (A2-F6) unbenannt2 29-79 (F1-G5) unbenannt2
K545-1 {1: '4/4'} {1: 0} 73 73 292.00 146 146 584.00 () 574.25 ... https://imslp.org/wiki/Piano_Sonata_No.16_in_C... https://musicbrainz.org/work/a2ad223d-d73b-377... mid Craig Stuart Sapp https://viaf.org/viaf/176607427 http://www.wikidata.org/entity/Q991701 55-89 (G3-F6) Piano 36-74 (C2-D5) Piano
K545-2 {1: '3/4'} {1: 1} 74 74 222.00 106 106 318.00 () 447.00 ... https://imslp.org/wiki/Piano_Sonata_No.16_in_C... https://musicbrainz.org/work/a2ad223d-d73b-377... mid Craig Stuart Sapp https://viaf.org/viaf/176607428 http://www.wikidata.org/entity/Q991702 59-87 (B3-Eb6) Piano 43-69 (G2-A4) Piano
K545-3 {1: '2/4'} {1: 0} 74 73 147.00 74 73 147.00 () 328.00 ... https://imslp.org/wiki/Piano_Sonata_No.16_in_C... https://musicbrainz.org/work/a2ad223d-d73b-377... mid Craig Stuart Sapp https://viaf.org/viaf/176607429 http://www.wikidata.org/entity/Q991703 60-89 (C4-F6) Piano 36-69 (C2-A4) Piano
K570-1 {1: '3/4'} {1: -2} 209 209 627.00 418 418 1254.00 () 1326.50 ... https://imslp.org/wiki/Piano_Sonata_No.17_in_B... https://musicbrainz.org/work/a484f227-9918-4c5... mid Craig Stuart Sapp <NA> http://www.wikidata.org/entity/Q3266821 57-89 (A3-F6) Piano 34-75 (Bb1-Eb5) Piano
K570-2 {1: '4/4'} {1: -3} 56 55 224.00 87 87 348.00 (24], [25) 557.75 ... https://imslp.org/wiki/Piano_Sonata_No.17_in_B... https://musicbrainz.org/work/a484f227-9918-4c5... mid Craig Stuart Sapp <NA> http://www.wikidata.org/entity/Q3266822 55-87 (G3-Eb6) Piano 34-75 (Bb1-Eb5) Piano
K570-3 {1: '4/4'} {1: -2} 91 89 356.50 146 143 572.50 () 768.50 ... https://imslp.org/wiki/Piano_Sonata_No.17_in_B... https://musicbrainz.org/work/a484f227-9918-4c5... mid Craig Stuart Sapp <NA> http://www.wikidata.org/entity/Q3266823 62-89 (D4-F6) Piano 36-74 (C2-D5) Piano
K576-1 {1: '6/8'} {1: 2} 162 160 480.50 221 218 654.50 () 1048.75 ... https://imslp.org/wiki/Piano_Sonata_No.18_in_D... https://musicbrainz.org/work/99538f90-2ca3-4b3... mid Craig Stuart Sapp https://viaf.org/viaf/218082488 http://www.wikidata.org/entity/Q1977772 57-89 (A3-F6) Piano 38-78 (D2-F#5) Piano
K576-2 {1: '3/4'} {1: 3} 67 67 201.00 67 67 201.00 () 506.50 ... https://imslp.org/wiki/Piano_Sonata_No.18_in_D... https://musicbrainz.org/work/99538f90-2ca3-4b3... mid Craig Stuart Sapp https://viaf.org/viaf/218082489 http://www.wikidata.org/entity/Q1977773 56-88 (G#3-E6) Piano 40-74 (E2-D5) Piano
K576-3 {1: '2/4'} {1: 2} 189 189 378.00 189 189 378.00 () 848.17 ... https://imslp.org/wiki/Piano_Sonata_No.18_in_D... https://musicbrainz.org/work/99538f90-2ca3-4b3... mid Craig Stuart Sapp https://viaf.org/viaf/218082490 http://www.wikidata.org/entity/Q1977774 57-89 (A3-F6) Piano 33-78 (A1-F#5) Piano

54 rows × 53 columns

mean_composition_years = utils.corpus_mean_composition_years(all_metadata)
chronological_order = mean_composition_years.index.to_list()
corpus_colors = dict(zip(chronological_order, utils.CORPUS_COLOR_SCALE))
corpus_names = {
    corp: utils.get_corpus_display_name(corp) for corp in chronological_order
}
chronological_corpus_names = list(corpus_names.values())
corpus_name_colors = {
    corpus_names[corp]: color for corp, color in corpus_colors.items()
}

mean_composition_years

corpus
mozart_piano_sonatas    1780.666667
Name: mean_composition_year, dtype: float64

Composition dates#

This section relies on the dataset’s metadata.

valid_composed_start = pd.to_numeric(all_metadata.composed_start, errors="coerce")
valid_composed_end = pd.to_numeric(all_metadata.composed_end, errors="coerce")
print(
    f"Composition dates range from {int(valid_composed_start.min())} {valid_composed_start.idxmin()} "
    f"to {int(valid_composed_end.max())} {valid_composed_end.idxmax()}."
)

Composition dates range from 1775 ('mozart_piano_sonatas', 'K279-1') to 1789 ('mozart_piano_sonatas', 'K570-1').

Mean composition years per corpus#

def make_summary(metadata_df):
    piece_is_annotated = metadata_df.label_count > 0
    return metadata_df[piece_is_annotated].copy()
Hide source 
summary = make_summary(all_metadata)
bar_data = pd.concat(
    [
        mean_composition_years.rename("year"),
        summary.groupby(level="corpus").size().rename("pieces"),
    ],
    axis=1,
).reset_index()

N = len(summary)
fig = px.bar(
    bar_data,
    x="year",
    y="pieces",
    color="corpus",
    color_discrete_map=corpus_colors,
    title=f"Temporal coverage of the {N} annotated pieces in the Distant Listening Corpus",
)
fig.update_traces(width=5)
fig.update_layout(**utils.STD_LAYOUT)
fig.update_traces(width=5)
save_figure_as(fig, "pieces_timeline_bars")
fig.show()

summary
TimeSig KeySig last_mc last_mn length_qb last_mc_unfolded last_mn_unfolded length_qb_unfolded volta_mcs all_notes_qb ... imslp musicbrainz originalFormat typesetter viaf wikidata staff_1_ambitus staff_1_instrument staff_2_ambitus staff_2_instrument
corpus piece
mozart_piano_sonatas K279-1 {1: '4/4'} {1: 0} 100 100 400.00 200 200 800.00 () 767.00 ... https://imslp.org/wiki/Piano_Sonata_No.1_in_C_... https://musicbrainz.org/work/62c0bdd8-46ca-4e1... cap Tobias Schölkopf <NA> http://www.wikidata.org/entity/Q2194957 48-88 (C3-E6) Klavier linke Hand 31-74 (G1-D5) Klavier linke Hand
K279-2 {1: '3/4'} {1: -1} 76 74 222.00 152 148 444.00 () 560.83 ... https://imslp.org/wiki/Piano_Sonata_No.1_in_C_... https://musicbrainz.org/work/62c0bdd8-46ca-4e1... cap Tobias Schölkopf <NA> http://www.wikidata.org/entity/Q2194958 57-86 (A3-D6) Klavier linke Hand 35-79 (B1-G5) Klavier linke Hand
K279-3 {1: '2/4'} {1: 0} 160 158 316.00 320 316 632.00 () 699.50 ... https://imslp.org/wiki/Piano_Sonata_No.1_in_C_... https://musicbrainz.org/work/62c0bdd8-46ca-4e1... cap Tobias Schölkopf <NA> http://www.wikidata.org/entity/Q2194959 54-88 (F#3-E6) Klavier linke Hand 35-79 (B1-G5) Klavier linke Hand
K280-1 {1: '3/4'} {1: -1} 144 144 432.00 288 288 864.00 () 911.33 ... https://imslp.org/wiki/Piano_Sonata_No.2_in_F_... https://musicbrainz.org/work/52912ca4-855d-451... cap Tobias Schölkopf https://viaf.org/viaf/185925450 http://www.wikidata.org/entity/Q954538 55-86 (G3-D6) Klavier linke Hand 29-86 (F1-D6) Klavier linke Hand
K280-2 {1: '6/8'} {1: -4} 60 60 180.00 120 120 360.00 () 434.00 ... https://imslp.org/wiki/Piano_Sonata_No.2_in_F_... https://musicbrainz.org/work/52912ca4-855d-451... cap Tobias Schölkopf https://viaf.org/viaf/185925451 http://www.wikidata.org/entity/Q954539 48-87 (C3-Eb6) Klavier linke Hand 32-73 (Ab1-Db5) Klavier linke Hand
K280-3 {1: '3/8'} {1: -1} 192 190 285.00 384 380 570.00 () 518.00 ... https://imslp.org/wiki/Piano_Sonata_No.2_in_F_... https://musicbrainz.org/work/52912ca4-855d-451... cap Tobias Schölkopf https://viaf.org/viaf/185925452 http://www.wikidata.org/entity/Q954540 52-89 (E3-F6) Klavier linke Hand 33-79 (A1-G5) Klavier linke Hand
K281-1 {1: '2/4'} {1: -2} 109 109 218.00 218 218 436.00 () 487.00 ... https://imslp.org/wiki/Piano_Sonata_No.3_in_B-... https://musicbrainz.org/work/4495fb34-25b6-48f... cap Tobias Schölkopf <NA> http://www.wikidata.org/entity/Q2061529 53-89 (F3-F6) Klavier linke Hand 34-75 (Bb1-Eb5) Klavier linke Hand
K281-2 {1: '3/8'} {1: -3} 106 106 159.00 212 212 318.00 () 334.83 ... https://imslp.org/wiki/Piano_Sonata_No.3_in_B-... https://musicbrainz.org/work/4495fb34-25b6-48f... cap Tobias Schölkopf <NA> http://www.wikidata.org/entity/Q2061530 53-87 (F3-Eb6) Klavier linke Hand 34-70 (Bb1-Bb4) Klavier linke Hand
K281-3 {1: '2/2'} {1: -2} 163 162 648.00 179 178 712.00 () 1443.67 ... https://imslp.org/wiki/Piano_Sonata_No.3_in_B-... https://musicbrainz.org/work/4495fb34-25b6-48f... cap Tobias Schölkopf <NA> http://www.wikidata.org/entity/Q2061531 62-89 (D4-F6) Klavier linke Hand 38-77 (D2-F5) Klavier linke Hand
K282-1 {1: '4/4'} {1: -3} 36 36 144.00 69 69 276.00 () 346.00 ... https://imslp.org/wiki/Piano_Sonata_No.4_in_E-... https://musicbrainz.org/work/97cc4159-c124-48a... cap Tobias Schölkopf <NA> http://www.wikidata.org/entity/Q3964687 58-84 (Bb3-C6) Klavier linke Hand 43-75 (G2-Eb5) Klavier linke Hand
K282-2 {1: '3/4'} {1: -2, 35: -3} 76 72 216.00 186 176 528.00 () 488.00 ... https://imslp.org/wiki/Piano_Sonata_No.4_in_E-... https://musicbrainz.org/work/97cc4159-c124-48a... cap Tobias Schölkopf <NA> http://www.wikidata.org/entity/Q3964688 57-89 (A3-F6) Klavier linke Hand 41-70 (F2-Bb4) Klavier linke Hand
K282-3 {1: '2/4'} {1: -3} 104 102 204.00 208 204 408.00 () 468.50 ... https://imslp.org/wiki/Piano_Sonata_No.4_in_E-... https://musicbrainz.org/work/97cc4159-c124-48a... cap Tobias Schölkopf <NA> http://www.wikidata.org/entity/Q3964689 60-87 (C4-Eb6) Klavier linke Hand 39-75 (Eb2-Eb5) Klavier linke Hand
K283-1 {1: '3/4'} {1: 1} 122 120 360.00 244 240 720.00 () 837.00 ... https://imslp.org/wiki/Piano_Sonata_No.5_in_G_... https://musicbrainz.org/work/cb47a22e-9fc6-4ab... cap Tobias Schölkopf <NA> http://www.wikidata.org/entity/Q2738174 55-88 (G3-E6) Klavier linke Hand 31-74 (G1-D5) Klavier linke Hand
K283-2 {1: '4/4'} {1: 0} 41 39 164.00 76 76 304.00 (14], [15]], [[38], [39) 351.75 ... https://imslp.org/wiki/Piano_Sonata_No.5_in_G_... https://musicbrainz.org/work/cb47a22e-9fc6-4ab... cap Tobias Schölkopf <NA> http://www.wikidata.org/entity/Q2738175 59-88 (B3-E6) Klavier linke Hand 43-76 (G2-E5) Klavier linke Hand
K283-3 {1: '3/8'} {1: 1} 277 277 415.50 550 550 825.00 () 925.75 ... https://imslp.org/wiki/Piano_Sonata_No.5_in_G_... https://musicbrainz.org/work/cb47a22e-9fc6-4ab... cap Tobias Schölkopf <NA> http://www.wikidata.org/entity/Q2738176 56-89 (G#3-F6) Klavier linke Hand 31-74 (G1-D5) Klavier linke Hand
K284-1 {1: '4/4'} {1: 2} 127 127 508.00 254 254 1016.00 () 1238.50 ... https://imslp.org/wiki/Piano_Sonata_No.6_in_D_... https://musicbrainz.org/work/28017093-d48e-43b... cap Tobias Schölkopf <NA> http://www.wikidata.org/entity/Q2564721 56-89 (G#3-F6) unbenannt2 33-86 (A1-D6) unbenannt2
K284-2 {1: '3/4'} {1: 3} 92 92 276.00 92 92 276.00 () 659.50 ... https://imslp.org/wiki/Piano_Sonata_No.6_in_D_... https://musicbrainz.org/work/28017093-d48e-43b... cap Tobias Schölkopf <NA> http://www.wikidata.org/entity/Q2564722 56-88 (G#3-E6) unbenannt2 37-71 (C#2-B4) unbenannt2
K284-3 {1: '2/2', 248: '3/4'} {1: 2, 134: -1, 153: 2} 287 260 1001.00 496 447 1749.00 () 2342.50 ... https://imslp.org/wiki/Piano_Sonata_No.6_in_D_... https://musicbrainz.org/work/28017093-d48e-43b... cap Tobias Schölkopf <NA> http://www.wikidata.org/entity/Q2564723 44-88 (G#2-E6) unbenannt2 32-88 (G#1-E6) unbenannt2
K309-1 {1: '4/4'} {1: 0} 155 155 620.00 310 310 1240.00 () 1395.50 ... https://imslp.org/wiki/Piano_Sonata_No.7_in_C_... https://musicbrainz.org/work/645a1b04-b378-488... cap Tobias Schölkopf <NA> http://www.wikidata.org/entity/Q2134785 50-89 (D3-F6) Klavier linke Hand 31-79 (G1-G5) Klavier linke Hand
K309-2 {1: '3/4'} {1: -1} 79 79 237.00 79 79 237.00 () 569.75 ... https://imslp.org/wiki/Piano_Sonata_No.7_in_C_... https://musicbrainz.org/work/645a1b04-b378-488... cap Tobias Schölkopf <NA> http://www.wikidata.org/entity/Q2134786 52-89 (E3-F6) Klavier linke Hand 33-72 (A1-C5) Klavier linke Hand
K309-3 {1: '2/4'} {1: 0} 253 252 504.00 253 252 504.00 () 1190.58 ... https://imslp.org/wiki/Piano_Sonata_No.7_in_C_... https://musicbrainz.org/work/645a1b04-b378-488... cap Tobias Schölkopf <NA> http://www.wikidata.org/entity/Q2134787 52-89 (E3-F6) Klavier linke Hand 31-76 (G1-E5) Klavier linke Hand
K310-1 {1: '4/4'} {1: 0} 133 133 532.00 266 266 1064.00 () 1603.50 ... https://imslp.org/wiki/Piano_Sonata_No.8_in_A_... https://musicbrainz.org/work/53b2287b-e013-4c5... <NA> https://musescore.com/lukemossman <NA> http://www.wikidata.org/entity/Q1746050 57-89 (A3-F6) Piano 31-72 (G1-C5) Piano
K310-2 {1: '3/4'} {1: -1} 88 86 259.00 120 117 352.00 () 717.50 ... https://imslp.org/wiki/Piano_Sonata_No.8_in_A_... https://musicbrainz.org/work/53b2287b-e013-4c5... <NA> https://musescore.com/lukemossman <NA> http://www.wikidata.org/entity/Q1746051 48-89 (C3-F6) Piano 29-75 (F1-Eb5) Piano
K310-3 {1: '2/4'} {1: 0, 143: 3, 176: 0} 253 252 506.00 284 284 568.00 (174], [175) 1441.50 ... https://imslp.org/wiki/Piano_Sonata_No.8_in_A_... https://musicbrainz.org/work/53b2287b-e013-4c5... <NA> https://musescore.com/lukemossman <NA> http://www.wikidata.org/entity/Q1746052 53-88 (F3-E6) Piano 33-72 (A1-C5) Piano
K311-1 {1: '4/4'} {1: 2} 112 112 448.00 224 224 896.00 () 1013.50 ... https://imslp.org/wiki/Piano_Sonata_No.9_in_D_... https://musicbrainz.org/work/bd91e456-789c-459... mid Tobias Schölkopf <NA> http://www.wikidata.org/entity/Q4384367 40-88 (E2-E6) Piano 35-76 (B1-E5) Piano
K311-2 {1: '2/4'} {1: 1} 94 93 188.00 104 104 208.00 (12], [13) 551.38 ... https://imslp.org/wiki/Piano_Sonata_No.9_in_D_... https://musicbrainz.org/work/bd91e456-789c-459... cap Tobias Schölkopf <NA> http://www.wikidata.org/entity/Q4384368 57-88 (A3-E6) Klavier linke Hand 35-76 (B1-E5) Klavier linke Hand
K311-3 {1: '6/8'} {1: 2} 272 269 827.75 272 269 827.75 () 1852.00 ... https://imslp.org/wiki/Piano_Sonata_No.9_in_D_... https://musicbrainz.org/work/bd91e456-789c-459... mid Tobias Schölkopf <NA> http://www.wikidata.org/entity/Q4384369 54-88 (F#3-E6) Piano 30-74 (F#1-D5) Piano
K330-1 {1: '2/4'} {1: 0} 150 150 300.00 300 300 600.00 () 638.50 ... https://imslp.org/wiki/Piano_Sonata_No.10_in_C... https://musicbrainz.org/work/70d1fa96-da75-4ec... mid Craig Stuart Sapp https://viaf.org/viaf/186306915 http://www.wikidata.org/entity/Q2706156 57-89 (A3-F6) Piano 43-72 (G2-C5) Piano
K330-2 {1: '3/4'} {1: -1, 23: -4, 46: -1} 70 64 192.00 110 100 300.00 () 601.00 ... https://imslp.org/wiki/Piano_Sonata_No.10_in_C... https://musicbrainz.org/work/70d1fa96-da75-4ec... mid Craig Stuart Sapp https://viaf.org/viaf/186306916 http://www.wikidata.org/entity/Q2706157 55-84 (G3-C6) Piano 35-65 (B1-F4) Piano
K330-3 {1: '2/4'} {1: 0} 171 171 342.00 342 342 684.00 () 726.58 ... https://imslp.org/wiki/Piano_Sonata_No.10_in_C... https://musicbrainz.org/work/70d1fa96-da75-4ec... mid Craig Stuart Sapp https://viaf.org/viaf/186306917 http://www.wikidata.org/entity/Q2706158 59-89 (B3-F6) Piano 36-72 (C2-C5) Piano
K331-1 {1: '6/8', 111: '4/4'} {1: 3, 55: 0, 73: 3} 137 134 438.00 260 260 824.00 (98], [99]], [[109], [110]], [[128], [129) 1138.06 ... https://imslp.org/wiki/Piano_Sonata_No.11_in_A... https://musicbrainz.org/work/a488a020-884d-334... <NA> https://musescore.com/user/14709081 https://viaf.org/viaf/201853721 http://www.wikidata.org/entity/Q908534 57-89 (A3-F6) Piano 33-69 (A1-A4) Piano
K331-2 {1: '3/4'} {1: 3, 49: 2} 101 100 303.00 248 248 744.00 (100], [101) 715.50 ... https://imslp.org/wiki/Piano_Sonata_No.11_in_A... https://musicbrainz.org/work/a488a020-884d-334... mid Craig Stuart Sapp https://viaf.org/viaf/201853722 http://www.wikidata.org/entity/Q908535 57-88 (A3-E6) Piano 35-88 (B1-E6) Piano
K331-3 {1: '2/4'} {1: 0, 27: 3, 71: 0, 97: 3} 137 127 256.00 241 223 447.00 (105], [106) 696.50 ... https://imslp.org/wiki/Piano_Sonata_No.11_in_A... https://musicbrainz.org/work/a488a020-884d-334... mid Craig Stuart Sapp https://viaf.org/viaf/201853723 http://www.wikidata.org/entity/Q908536 64-88 (E4-E6) Piano 38-66 (D2-F#4) Piano
K332-1 {1: '3/4'} {1: -1} 229 229 687.00 458 458 1374.00 () 1731.00 ... https://imslp.org/wiki/Piano_Sonata_No.12_in_F... https://musicbrainz.org/work/5b587196-bd21-410... mid Craig Stuart Sapp https://viaf.org/viaf/176604361 http://www.wikidata.org/entity/Q1141187 55-89 (G3-F6) Piano 30-72 (F#1-C5) Piano
K332-2 {1: '4/4'} {1: -2} 40 40 160.00 40 40 160.00 () 397.19 ... https://imslp.org/wiki/Piano_Sonata_No.12_in_F... https://musicbrainz.org/work/5b587196-bd21-410... xml Craig Stuart Sapp https://viaf.org/viaf/176604362 http://www.wikidata.org/entity/Q1141188 60-86 (C4-D6) <NA> 46-74 (Bb2-D5) <NA>
K332-3 {1: '6/8'} {1: -1} 245 245 735.00 490 490 1470.00 () 1619.50 ... https://imslp.org/wiki/Piano_Sonata_No.12_in_F... https://musicbrainz.org/work/5b587196-bd21-410... mid Craig Stuart Sapp https://viaf.org/viaf/176604363 http://www.wikidata.org/entity/Q1141189 48-89 (C3-F6) Piano 34-72 (Bb1-C5) Piano
K333-1 {1: '4/4'} {1: -2} 167 165 660.00 334 330 1320.00 () 1392.00 ... https://imslp.org/wiki/Piano_Sonata_No.13_in_B... https://musicbrainz.org/work/5057d730-7733-475... mid Craig Stuart Sapp <NA> http://www.wikidata.org/entity/Q2181404 53-89 (F3-F6) Piano 29-77 (F1-F5) Piano
K333-2 {1: '3/4'} {1: -3} 83 82 249.00 163 163 489.00 (81], [82) 680.00 ... https://imslp.org/wiki/Piano_Sonata_No.13_in_B... https://musicbrainz.org/work/5057d730-7733-475... mid Craig Stuart Sapp <NA> http://www.wikidata.org/entity/Q2181405 53-89 (F3-F6) Piano 39-72 (Eb2-C5) Piano
K333-3 {1: '2/2'} {1: -2} 227 224 925.00 227 224 925.00 () 2058.54 ... https://imslp.org/wiki/Piano_Sonata_No.13_in_B... https://musicbrainz.org/work/5057d730-7733-475... mid Craig Stuart Sapp <NA> http://www.wikidata.org/entity/Q2181406 53-89 (F3-F6) Piano 29-71 (F1-B4) Piano
K457-1 {1: '4/4'} {1: -3} 185 185 740.00 352 352 1408.00 () 1601.58 ... https://imslp.org/wiki/Piano_Sonata_No.14_in_C... https://musicbrainz.org/work/c4762043-b408-499... <NA> https://musescore.com/lukemossman <NA> http://www.wikidata.org/entity/Q2737945 43-89 (G2-F6) Piano 29-75 (F1-Eb5) Piano
K457-2 {1: '4/4'} {1: -3} 57 57 228.00 57 57 228.00 () 513.79 ... https://imslp.org/wiki/Piano_Sonata_No.14_in_C... https://musicbrainz.org/work/c4762043-b408-499... <NA> https://musescore.com/lukemossman <NA> http://www.wikidata.org/entity/Q2737946 49-89 (Db3-F6) Piano 32-89 (Ab1-F6) Piano
K457-3 {1: '3/4'} {1: -3} 320 319 958.00 320 319 958.00 () 2089.00 ... https://imslp.org/wiki/Piano_Sonata_No.14_in_C... https://musicbrainz.org/work/c4762043-b408-499... musicxml https://musescore.com/lukemossman <NA> http://www.wikidata.org/entity/Q2737947 29-89 (F1-F6) Piano 31-84 (G1-C6) Piano
K533-1 {1: '2/2'} {1: -1} 241 239 956.00 482 478 1912.00 () 2200.67 ... https://imslp.org/wiki/Piano_Sonata_No.15_in_F... https://musicbrainz.org/work/11364bbd-1258-4d0... cap Tom Schreyer <NA> http://www.wikidata.org/entity/Q2684266 45-89 (A2-F6) unbenannt2 31-77 (G1-F5) unbenannt2
K533-2 {1: '3/4'} {1: -2} 122 122 366.00 244 244 732.00 () 1104.58 ... https://imslp.org/wiki/Piano_Sonata_No.15_in_F... https://musicbrainz.org/work/11364bbd-1258-4d0... cap Tom Schreyer <NA> http://www.wikidata.org/entity/Q2684267 50-89 (D3-F6) unbenannt2 29-72 (F1-C5) unbenannt2
K533-3 {1: '2/2'} {1: -1, 95: -4, 118: -1} 188 187 752.00 209 209 836.00 (116], [117) 1859.00 ... https://imslp.org/wiki/Piano_Sonata_No.15_in_F... https://musicbrainz.org/work/11364bbd-1258-4d0... cap Tom Schreyer <NA> http://www.wikidata.org/entity/Q2684268 45-89 (A2-F6) unbenannt2 29-79 (F1-G5) unbenannt2
K545-1 {1: '4/4'} {1: 0} 73 73 292.00 146 146 584.00 () 574.25 ... https://imslp.org/wiki/Piano_Sonata_No.16_in_C... https://musicbrainz.org/work/a2ad223d-d73b-377... mid Craig Stuart Sapp https://viaf.org/viaf/176607427 http://www.wikidata.org/entity/Q991701 55-89 (G3-F6) Piano 36-74 (C2-D5) Piano
K545-2 {1: '3/4'} {1: 1} 74 74 222.00 106 106 318.00 () 447.00 ... https://imslp.org/wiki/Piano_Sonata_No.16_in_C... https://musicbrainz.org/work/a2ad223d-d73b-377... mid Craig Stuart Sapp https://viaf.org/viaf/176607428 http://www.wikidata.org/entity/Q991702 59-87 (B3-Eb6) Piano 43-69 (G2-A4) Piano
K545-3 {1: '2/4'} {1: 0} 74 73 147.00 74 73 147.00 () 328.00 ... https://imslp.org/wiki/Piano_Sonata_No.16_in_C... https://musicbrainz.org/work/a2ad223d-d73b-377... mid Craig Stuart Sapp https://viaf.org/viaf/176607429 http://www.wikidata.org/entity/Q991703 60-89 (C4-F6) Piano 36-69 (C2-A4) Piano
K570-1 {1: '3/4'} {1: -2} 209 209 627.00 418 418 1254.00 () 1326.50 ... https://imslp.org/wiki/Piano_Sonata_No.17_in_B... https://musicbrainz.org/work/a484f227-9918-4c5... mid Craig Stuart Sapp <NA> http://www.wikidata.org/entity/Q3266821 57-89 (A3-F6) Piano 34-75 (Bb1-Eb5) Piano
K570-2 {1: '4/4'} {1: -3} 56 55 224.00 87 87 348.00 (24], [25) 557.75 ... https://imslp.org/wiki/Piano_Sonata_No.17_in_B... https://musicbrainz.org/work/a484f227-9918-4c5... mid Craig Stuart Sapp <NA> http://www.wikidata.org/entity/Q3266822 55-87 (G3-Eb6) Piano 34-75 (Bb1-Eb5) Piano
K570-3 {1: '4/4'} {1: -2} 91 89 356.50 146 143 572.50 () 768.50 ... https://imslp.org/wiki/Piano_Sonata_No.17_in_B... https://musicbrainz.org/work/a484f227-9918-4c5... mid Craig Stuart Sapp <NA> http://www.wikidata.org/entity/Q3266823 62-89 (D4-F6) Piano 36-74 (C2-D5) Piano
K576-1 {1: '6/8'} {1: 2} 162 160 480.50 221 218 654.50 () 1048.75 ... https://imslp.org/wiki/Piano_Sonata_No.18_in_D... https://musicbrainz.org/work/99538f90-2ca3-4b3... mid Craig Stuart Sapp https://viaf.org/viaf/218082488 http://www.wikidata.org/entity/Q1977772 57-89 (A3-F6) Piano 38-78 (D2-F#5) Piano
K576-2 {1: '3/4'} {1: 3} 67 67 201.00 67 67 201.00 () 506.50 ... https://imslp.org/wiki/Piano_Sonata_No.18_in_D... https://musicbrainz.org/work/99538f90-2ca3-4b3... mid Craig Stuart Sapp https://viaf.org/viaf/218082489 http://www.wikidata.org/entity/Q1977773 56-88 (G#3-E6) Piano 40-74 (E2-D5) Piano
K576-3 {1: '2/4'} {1: 2} 189 189 378.00 189 189 378.00 () 848.17 ... https://imslp.org/wiki/Piano_Sonata_No.18_in_D... https://musicbrainz.org/work/99538f90-2ca3-4b3... mid Craig Stuart Sapp https://viaf.org/viaf/218082490 http://www.wikidata.org/entity/Q1977774 57-89 (A3-F6) Piano 33-78 (A1-F#5) Piano

54 rows × 53 columns

Composition years histogram#

Hide source 
hist_data = summary.reset_index()
hist_data.corpus = hist_data.corpus.map(corpus_names)
fig = px.histogram(
    hist_data,
    x="composed_end",
    color="corpus",
    labels=dict(
        composed_end="decade",
        count="pieces",
    ),
    color_discrete_map=corpus_name_colors,
    title=f"Temporal coverage of the {N} annotated pieces in the Distant Listening Corpus",
)
fig.update_traces(xbins=dict(size=10))
fig.update_layout(**utils.STD_LAYOUT)
fig.update_legends(font=dict(size=16))
save_figure_as(fig, "pieces_timeline_histogram", height=1250)
fig.show()

Dimensions#

Overview#

def make_overview_table(groupby, group_name="pieces"):
    n_groups = groupby.size().rename(group_name)
    absolute_numbers = dict(
        measures=groupby.last_mn.sum(),
        length=groupby.length_qb.sum(),
        notes=groupby.n_onsets.sum(),
        labels=groupby.label_count.sum(),
    )
    absolute = pd.DataFrame.from_dict(absolute_numbers)
    absolute = pd.concat([n_groups, absolute], axis=1)
    sum_row = pd.DataFrame(absolute.sum(), columns=["sum"]).T
    absolute = pd.concat([absolute, sum_row])
    return absolute


absolute = make_overview_table(summary.groupby("workTitle"))
# print(absolute.astype(int).to_markdown())
absolute.astype(int)
pieces measures length notes labels
Piano Sonata no. 1 in C major 3 332 938 4706 728
Piano Sonata no. 10 in C major 3 385 834 5331 845
Piano Sonata no. 11 in A major 3 361 997 5970 687
Piano Sonata no. 12 in F major 3 514 1582 6600 933
Piano Sonata no. 13 in B flat major 3 471 1834 7294 1108
Piano Sonata no. 14 in C minor 3 561 1926 6189 850
Piano Sonata no. 15 in F major 3 548 2074 7131 1268
Piano Sonata no. 16 in C major 3 220 661 3483 408
Piano Sonata no. 17 in B flat major 3 353 1207 4590 776
Piano Sonata no. 18 in D major 3 416 1059 5896 827
Piano Sonata no. 2 in F major 3 394 897 3811 548
Piano Sonata no. 3 in B flat major 3 377 1025 5057 745
Piano Sonata no. 4 in E flat major 3 210 564 2680 409
Piano Sonata no. 5 in G major 3 436 939 4631 832
Piano Sonata no. 6 in D major 3 479 1785 8590 1313
Piano Sonata no. 7 in C major 3 486 1361 7453 972
Piano Sonata no. 8 in A minor 3 471 1297 7235 972
Piano Sonata no. 9 in D major 3 474 1463 6906 1051
sum 54 7488 22445 103553 15272 
def summarize_dataset(D):
    all_metadata = D.get_metadata()
    summary = make_summary(all_metadata)
    return make_overview_table(summary.groupby(level=0))


corpus_summary = summarize_dataset(D)
print(corpus_summary.astype(int).to_markdown())

|                      |   pieces |   measures |   length |   notes |   labels |
|:---------------------|---------:|-----------:|---------:|--------:|---------:|
| mozart_piano_sonatas |       54 |       7488 |    22445 |  103553 |    15272 |
| sum                  |       54 |       7488 |    22445 |  103553 |    15272 |

Measures#

all_measures = D.get_feature("measures")
print(
    f"{len(all_measures.index)} measures over {len(all_measures.groupby(level=[0,1]))} files."
)
all_measures.head()

7564 measures over 54 files.
mc mn quarterbeats duration_qb keysig timesig act_dur mc_offset numbering_offset dont_count barline breaks repeats next markers jump_bwd jump_fwd play_until volta
corpus piece i
mozart_piano_sonatas K279-1 0 1 1 0 4.0 0 4/4 1 0 <NA> <NA> <NA> <NA> firstMeasure (2,) <NA> <NA> <NA> <NA> <NA>
1 2 2 4 4.0 0 4/4 1 0 <NA> <NA> <NA> line <NA> (3,) <NA> <NA> <NA> <NA> <NA>
2 3 3 8 4.0 0 4/4 1 0 <NA> <NA> <NA> <NA> <NA> (4,) <NA> <NA> <NA> <NA> <NA>
3 4 4 12 4.0 0 4/4 1 0 <NA> <NA> <NA> <NA> <NA> (5,) <NA> <NA> <NA> <NA> <NA>
4 5 5 16 4.0 0 4/4 1 0 <NA> <NA> <NA> line <NA> (6,) <NA> <NA> <NA> <NA> <NA> 
all_measures.get_default_analysis().plot_grouped()

Harmony labels#

All symbols, independent of the local key (the mode of which changes their semantics).

try:
    all_annotations = D.get_feature("harmonylabels").df
except Exception:
    all_annotations = pd.DataFrame()
n_annotations = len(all_annotations.index)
includes_annotations = n_annotations > 0
if includes_annotations:
    display(all_annotations.head())
    print(f"Concatenated annotation tables contains {all_annotations.shape[0]} rows.")
    no_chord = all_annotations.root.isna()
    if no_chord.sum() > 0:
        print(
            f"{no_chord.sum()} of them are not chords. Their values are:"
            f" {all_annotations.label[no_chord].value_counts(dropna=False).to_dict()}"
        )
    all_chords = all_annotations[~no_chord].copy()
    print(
        f"Dataset contains {all_chords.shape[0]} tokens and {len(all_chords.chord.unique())} types over "
        f"{len(all_chords.groupby(level=[0,1]))} documents."
    )
    all_annotations["corpus_name"] = all_annotations.index.get_level_values(0).map(
        utils.get_corpus_display_name
    )
    all_chords["corpus_name"] = all_chords.index.get_level_values(0).map(
        utils.get_corpus_display_name
    )
else:
    print("Dataset contains no annotations.")
mc mn quarterbeats duration_qb mc_onset mn_onset timesig staff voice volta ... numeral_or_applied_to_numeral intervals_over_bass intervals_over_root scale_degrees scale_degrees_and_mode scale_degrees_major scale_degrees_minor globalkey localkey chord
corpus piece i
mozart_piano_sonatas K279-1 0 1 1 0 4.0 0 0 4/4 2 1 <NA> ... I (M3, P5) (M3, P5) (1, 3, 5) (1, 3, 5), major (1, 3, 5) (1, #3, 5) C I I
1 2 2 4 2.0 0 0 4/4 2 1 <NA> ... ii (M3, M6) (m3, P5) (4, 6, 2) (4, 6, 2), major (4, 6, 2) (4, #6, 2) C I ii6
2 2 2 6 0.5 1/2 1/2 4/4 2 1 <NA> ... V (M2, a4, M6) (M3, P5, m7) (4, 5, 7, 2) (4, 5, 7, 2), major (4, 5, 7, 2) (4, 5, #7, 2) C I V2
3 2 2 13/2 0.5 5/8 5/8 4/4 2 1 <NA> ... I (m3, m6) (M3, P5) (3, 5, 1) (3, 5, 1), major (3, 5, 1) (#3, 5, 1) C I I6
4 2 2 7 0.5 3/4 3/4 4/4 2 1 <NA> ... ii (M3, M6) (m3, P5) (4, 6, 2) (4, 6, 2), major (4, 6, 2) (4, #6, 2) C I ii6

5 rows × 52 columns

Concatenated annotation tables contains 14995 rows.
Dataset contains 14995 tokens and 466 types over 54 documents.