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("kozeluh_sonatas", corpus_release="v2.4")
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("Leopold Koželuch – Piano Sonatas version v2.4")
print(f"Datapackage '{package.package_name}' @ {git_tag}")
print(f"dimcat version {dc.__version__}\n")
D

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

Leopold Koželuch – Piano Sonatas version v2.4
Datapackage 'kozeluh_sonatas' @ v2.4
dimcat version 3.4.0

Dataset
=======
{'inputs': {'basepath': None,
            'packages': {'kozeluh_sonatas': ["'kozeluh_sonatas.measures' (MuseScoreFacetName.MuseScoreMeasures)",
                                             "'kozeluh_sonatas.notes' (MuseScoreFacetName.MuseScoreNotes)",
                                             "'kozeluh_sonatas.expanded' (MuseScoreFacetName.MuseScoreHarmonies)",
                                             "'kozeluh_sonatas.chords' (MuseScoreFacetName.MuseScoreChords)",
                                             "'kozeluh_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 all_notes_qb n_onsets ... musicbrainz viaf typesetter imslp pdf originalFormat staff_1_instrument staff_1_ambitus staff_2_instrument staff_2_ambitus
corpus piece
kozeluh_sonatas 09op08no1a {1: '6/8'} {1: 0} 135 135 405.00 194 194 582.00 960.00 2047 ... https://musicbrainz.org/work/0d01ac7f-61a1-401... https://viaf.org/viaf/4934150382212213500006/ Daniel Bernhardsson https://imslp.org/wiki/3_Keyboard_Sonatas,_Op.... https://imslp.org/wiki/Special:ReverseLookup/4... xml Piano (2) 55-86 (G3-D6) Piano (2) 36-69 (C2-A4)
09op08no1b {1: '2/4'} {1: 0} 68 67 135.00 68 67 135.00 259.50 941 ... https://musicbrainz.org/work/04f2c6d0-2202-4e6... https://viaf.org/viaf/4934150382212213500006/ Daniel Bernhardsson https://imslp.org/wiki/3_Keyboard_Sonatas,_Op.... https://imslp.org/wiki/Special:ReverseLookup/4... xml Piano (2) 64-88 (E4-E6) Piano (2) 35-62 (B1-D4)
10op08no2a {1: '2/4'} {1: -1} 157 155 310.00 218 215 430.00 766.67 2038 ... https://musicbrainz.org/work/ca5925f0-8ebe-4c2... https://viaf.org/viaf/6635150382260713500005/ Daniel Bernhardsson https://imslp.org/wiki/3_Keyboard_Sonatas,_Op.... https://imslp.org/wiki/Special:ReverseLookup/4... xml Piano (2) 57-88 (A3-E6) Piano (2) 36-70 (C2-Bb4)
10op08no2b {1: '2/4'} {1: 0} 73 73 146.00 139 139 278.00 374.00 796 ... https://musicbrainz.org/work/56435491-864d-43a... https://viaf.org/viaf/6635150382260713500005/ Daniel Bernhardsson https://imslp.org/wiki/3_Keyboard_Sonatas,_Op.... https://imslp.org/wiki/Special:ReverseLookup/4... xml Piano (2) 57-88 (A3-E6) Piano (2) 36-69 (C2-A4)
10op08no2c {1: '2/4'} {1: -1} 182 156 312.00 256 216 432.00 691.71 2720 ... https://musicbrainz.org/work/b39254df-51a9-4a5... https://viaf.org/viaf/6635150382260713500005/ Daniel Bernhardsson https://imslp.org/wiki/3_Keyboard_Sonatas,_Op.... https://imslp.org/wiki/Special:ReverseLookup/4... xml Piano (2) 57-89 (A3-F6) Piano (2) 36-72 (C2-C5)
11op10no1a {1: '4/4'} {1: -3} 177 177 708.00 354 354 1416.00 1592.00 3353 ... https://musicbrainz.org/work/36c08f36-5f82-499... https://viaf.org/viaf/6150382274713500000/ Daniel Bernhardsson https://imslp.org/wiki/3_Keyboard_Sonatas,_Op.... https://imslp.org/wiki/Special:ReverseLookup/4... xml Piano (2) 53-89 (F3-F6) Piano (2) 31-70 (G1-Bb4)
14op13no2a {1: '2/4'} {1: 1} 171 171 342.00 342 342 684.00 789.25 1710 ... <NA> https://viaf.org/viaf/8568150382227613500009/ Daniel Bernhardsson https://imslp.org/wiki/3_Keyboard_Sonatas,_Op.... https://imslp.org/wiki/Special:ReverseLookup/4... xml Piano (2) 62-86 (D4-D6) Piano (2) 36-67 (C2-G4)
14op13no2b {1: '6/8'} {1: 2} 51 49 147.00 102 98 294.00 362.17 777 ... <NA> https://viaf.org/viaf/8568150382227613500009/ Daniel Bernhardsson https://imslp.org/wiki/3_Keyboard_Sonatas,_Op.... https://imslp.org/wiki/Special:ReverseLookup/4... xml Piano (2) 57-86 (A3-D6) Piano (2) 40-69 (E2-A4)
14op13no2c {1: '2/4'} {1: 1} 93 93 186.00 180 180 360.00 488.25 904 ... <NA> https://viaf.org/viaf/8568150382227613500009/ Daniel Bernhardsson https://imslp.org/wiki/3_Keyboard_Sonatas,_Op.... https://imslp.org/wiki/Special:ReverseLookup/4... xml Piano (2) 59-86 (B3-D6) Piano (2) 36-71 (C2-B4)
15op13no3a {1: '4/4'} {1: 1} 137 137 548.00 274 274 1096.00 1485.25 2770 ... <NA> https://viaf.org/viaf/778150382195013500004/ Daniel Bernhardsson https://imslp.org/wiki/3_Keyboard_Sonatas,_Op.... https://imslp.org/wiki/Special:ReverseLookup/4... xml Piano (2) 55-88 (G3-E6) Piano (2) 35-71 (B1-B4)
15op13no3b {1: '3/4'} {1: 4} 86 84 252.00 172 168 504.00 684.25 1849 ... <NA> https://viaf.org/viaf/778150382195013500004/ Daniel Bernhardsson https://imslp.org/wiki/3_Keyboard_Sonatas,_Op.... https://imslp.org/wiki/Special:ReverseLookup/4... xml Piano (2) 58-88 (A#3-E6) Piano (2) 37-69 (C#2-A4)
15op13no3c {1: '6/8'} {1: 1} 141 141 423.00 282 282 846.00 972.50 2240 ... <NA> https://viaf.org/viaf/778150382195013500004/ Daniel Bernhardsson https://imslp.org/wiki/3_Keyboard_Sonatas,_Op.... https://imslp.org/wiki/Special:ReverseLookup/4... xml Piano (2) 55-88 (G3-E6) Piano (2) 35-72 (B1-C5)
16op15no1a {1: '3/4'} {1: -2} 34 34 102.00 34 34 102.00 335.75 709 ... <NA> https://viaf.org/viaf/180723133/ Daniel Bernhardsson https://imslp.org/wiki/3_Keyboard_Sonatas,_P.X... https://imslp.org/wiki/Special:ReverseLookup/8... xml Piano (2) 60-89 (C4-F6) Piano (2) 38-75 (D2-Eb5)
16op15no1b {1: '3/4'} {1: -2} 211 208 625.50 397 392 1177.50 1916.75 3230 ... <NA> https://viaf.org/viaf/180723133/ Daniel Bernhardsson https://imslp.org/wiki/3_Keyboard_Sonatas,_P.X... https://imslp.org/wiki/Special:ReverseLookup/8... xml Piano (2) 55-89 (G3-F6) Piano (2) 31-74 (G1-D5)
16op15no1c {1: '2/4'} {1: 1, 80: -2, 130: 1} 186 186 382.75 186 186 382.75 1087.50 2634 ... <NA> https://viaf.org/viaf/180723133/ Daniel Bernhardsson https://imslp.org/wiki/3_Keyboard_Sonatas,_P.X... https://imslp.org/wiki/Special:ReverseLookup/8... xml Piano (2) 57-88 (A3-E6) Piano (2) 37-72 (C#2-C5)
17op15no2a {1: '4/4'} {1: 0} 201 201 804.00 402 402 1608.00 2469.17 4491 ... <NA> https://viaf.org/viaf/183583817/ Daniel Bernhardsson https://imslp.org/wiki/3_Keyboard_Sonatas,_P.X... https://imslp.org/wiki/Special:ReverseLookup/8... xml Piano (2) 55-89 (G3-F6) Piano (2) 31-71 (G1-B4)
17op15no2b {1: '3/4'} {1: -1} 42 40 120.00 84 80 240.00 392.12 791 ... <NA> https://viaf.org/viaf/183583817/ Daniel Bernhardsson https://imslp.org/wiki/3_Keyboard_Sonatas,_P.X... https://imslp.org/wiki/Special:ReverseLookup/8... xml Piano (2) 55-88 (G3-E6) Piano (2) 31-70 (G1-Bb4)
17op15no2c {1: '4/4'} {1: 0} 160 160 640.00 320 320 1280.00 1890.00 2815 ... <NA> https://viaf.org/viaf/183583817/ Daniel Bernhardsson https://imslp.org/wiki/3_Keyboard_Sonatas,_P.X... https://imslp.org/wiki/Special:ReverseLookup/8... xml Piano (2) 48-89 (C3-F6) Piano (2) 34-76 (Bb1-E5)
19op17no1a {1: '3/4'} {1: -4} 38 37 111.12 38 37 111.12 345.83 694 ... <NA> <NA> Daniel Bernhardsson https://imslp.org/wiki/3_Keyboard_Sonatas,_P.X... https://imslp.org/wiki/Special:ReverseLookup/5... xml Piano (2) 52-85 (E3-Db6) Piano (2) 35-72 (B1-C5)
19op17no1b {1: '4/4'} {1: -4} 255 255 1020.00 361 361 1444.00 2887.67 3469 ... <NA> <NA> Daniel Bernhardsson https://imslp.org/wiki/3_Keyboard_Sonatas,_P.X... https://imslp.org/wiki/Special:ReverseLookup/5... xml Piano (2) 55-89 (G3-F6) Piano (2) 32-77 (Ab1-F5)
19op17no1c {1: '2/4'} {1: -4, 56: -1, 88: -4, 111: -1, 143: -4} 221 213 426.50 302 289 578.50 1366.50 2523 ... <NA> <NA> Daniel Bernhardsson https://imslp.org/wiki/3_Keyboard_Sonatas,_P.X... https://imslp.org/wiki/Special:ReverseLookup/5... xml Piano (2) 55-89 (G3-F6) Piano (2) 36-73 (C2-Db5)
20op17no2a {1: '6/8'} {1: 3} 226 226 678.00 452 452 1356.00 2294.00 3795 ... <NA> <NA> Daniel Bernhardsson https://imslp.org/wiki/3_Keyboard_Sonatas,_P.X... https://imslp.org/wiki/Special:ReverseLookup/5... xml Piano (2) 49-88 (C#3-E6) Piano (2) 33-76 (A1-E5)
20op17no2b {1: '2/4'} {1: 4, 51: 1, 83: 4} 100 100 202.75 100 100 202.75 629.00 1472 ... <NA> <NA> Daniel Bernhardsson https://imslp.org/wiki/3_Keyboard_Sonatas,_P.X... https://imslp.org/wiki/Special:ReverseLookup/5... xml Piano (2) 56-88 (G#3-E6) Piano (2) 28-79 (E1-G5)
20op17no2c {1: '2/4'} {1: 3, 115: 0, 170: 3} 218 218 440.50 218 218 440.50 1306.00 2563 ... <NA> <NA> Daniel Bernhardsson https://imslp.org/wiki/3_Keyboard_Sonatas,_P.X... https://imslp.org/wiki/Special:ReverseLookup/5... xml Piano (2) 57-88 (A3-E6) Piano (2) 36-74 (C2-D5)
21op17no3a {1: '4/4'} {1: -3} 193 193 772.00 268 268 1072.00 2181.50 4459 ... <NA> <NA> Daniel Bernhardsson https://imslp.org/wiki/3_Keyboard_Sonatas,_P.X... https://imslp.org/wiki/Special:ReverseLookup/5... xml Piano (2) 53-89 (F3-F6) Piano (2) 33-74 (A1-D5)
21op17no3b {1: '2/4'} {1: -3} 220 219 439.00 220 219 439.00 1305.83 3312 ... <NA> <NA> Daniel Bernhardsson https://imslp.org/wiki/3_Keyboard_Sonatas,_P.X... https://imslp.org/wiki/Special:ReverseLookup/5... xml Piano (2) 53-89 (F3-F6) Piano (2) 31-72 (G1-C5)
22op20no1a {1: '3/4'} {1: -1} 171 171 513.00 227 227 681.00 1415.75 2374 ... <NA> <NA> Daniel Bernhardsson https://imslp.org/wiki/3_Keyboard_Sonatas%2C_P... https://imslp.org/wiki/Special:ReverseLookup/8... xml Piano (2) 50-89 (D3-F6) Piano (2) 34-70 (Bb1-Bb4)
22op20no1b {1: '2/4'} {1: -2} 45 45 95.00 45 45 95.00 301.83 774 ... <NA> <NA> Daniel Bernhardsson https://imslp.org/wiki/3_Keyboard_Sonatas%2C_P... https://imslp.org/wiki/Special:ReverseLookup/8... xml Piano (2) 60-86 (C4-D6) Piano (2) 39-70 (Eb2-Bb4)
22op20no1c {1: '6/8'} {1: -1} 150 150 451.50 150 150 451.50 1414.00 2007 ... <NA> <NA> Daniel Bernhardsson https://imslp.org/wiki/3_Keyboard_Sonatas%2C_P... https://imslp.org/wiki/Special:ReverseLookup/8... xml Piano (2) 55-86 (G3-D6) Piano (2) 31-70 (G1-Bb4)
23op20no2a {1: '4/4'} {1: 0} 134 134 536.00 268 268 1072.00 1426.50 2654 ... <NA> <NA> Daniel Bernhardsson https://imslp.org/wiki/3_Keyboard_Sonatas%2C_P... https://imslp.org/wiki/Special:ReverseLookup/8... xml Piano (2) 53-87 (F3-Eb6) Piano (2) 29-74 (F1-D5)
23op20no2b {1: '3/4'} {1: -1} 51 51 153.00 51 51 153.00 436.13 1017 ... <NA> <NA> Daniel Bernhardsson https://imslp.org/wiki/3_Keyboard_Sonatas%2C_P... https://imslp.org/wiki/Special:ReverseLookup/8... xml Piano (2) 55-89 (G3-F6) Piano (2) 36-71 (C2-B4)
23op20no2c {1: '2/4'} {1: 0, 73: -3, 108: 0} 143 143 292.25 143 143 292.25 754.67 2092 ... <NA> <NA> Daniel Bernhardsson https://imslp.org/wiki/3_Keyboard_Sonatas%2C_P... https://imslp.org/wiki/Special:ReverseLookup/8... xml Piano (2) 53-88 (F3-E6) Piano (2) 31-72 (G1-C5)
24op20no3a {1: '4/4'} {1: -1} 152 152 608.00 304 304 1216.00 1604.17 2173 ... <NA> https://viaf.org/viaf/175077581/ Daniel Bernhardsson https://imslp.org/wiki/3_Keyboard_Sonatas%2C_P... https://imslp.org/wiki/Special:ReverseLookup/8... xml Piano (2) 50-89 (D3-F6) Piano (2) 32-70 (G#1-Bb4)
24op20no3b {1: '2/4'} {1: 2} 50 50 104.25 50 50 104.25 318.38 728 ... <NA> https://viaf.org/viaf/175077581/ Daniel Bernhardsson https://imslp.org/wiki/3_Keyboard_Sonatas%2C_P... https://imslp.org/wiki/Special:ReverseLookup/8... xml Piano (2) 54-88 (F#3-E6) Piano (2) 38-69 (D2-A4)
24op20no3c {1: '6/8'} {1: -1, 83: 2, 122: -1} 160 159 482.75 160 159 482.75 1392.50 2287 ... <NA> https://viaf.org/viaf/175077581/ Daniel Bernhardsson https://imslp.org/wiki/3_Keyboard_Sonatas%2C_P... https://imslp.org/wiki/Special:ReverseLookup/8... xml Piano (2) 54-86 (F#3-D6) Piano (2) 36-70 (C2-Bb4)
25op26no1a {1: '6/8'} {1: 2} 218 216 648.50 436 432 1297.00 1833.00 3133 ... <NA> https://viaf.org/viaf/180342111/ Daniel Bernhardsson <NA> <NA> xml Piano (2) 52-88 (E3-E6) Piano (2) 38-74 (D2-D5)
25op26no1b {1: '2/2'} {1: 3} 50 50 210.00 67 67 278.00 631.25 947 ... <NA> https://viaf.org/viaf/180342111/ Daniel Bernhardsson <NA> <NA> xml Piano (2) 59-88 (B3-E6) Piano (2) 36-69 (C2-A4)
25op26no1c {1: '2/4'} {1: 2, 108: -1} 179 178 356.00 209 207 414.50 901.00 1669 ... <NA> https://viaf.org/viaf/180342111/ Daniel Bernhardsson <NA> <NA> xml Piano (2) 54-88 (F#3-E6) Piano (2) 33-70 (A1-Bb4)
26op26no2a {1: '3/4'} {1: 0} 227 225 675.00 454 450 1350.00 1887.67 2799 ... <NA> <NA> Daniel Bernhardsson <NA> <NA> xml Piano (2) 53-89 (F3-F6) Piano (2) 33-74 (A1-D5)
26op26no2b {1: '2/2'} {1: 0, 55: 3, 73: 0, 109: 3, 127: 0} 193 174 703.00 355 318 1279.00 2072.83 3383 ... <NA> <NA> Daniel Bernhardsson <NA> <NA> xml Piano (2) 52-89 (E3-F6) Piano (2) 32-71 (G#1-B4)
27op26no3a {1: '4/4'} {1: -3} 204 204 816.00 282 282 1128.00 2103.50 4002 ... <NA> <NA> Daniel Bernhardsson <NA> <NA> xml Piano (2) 53-89 (F3-F6) Piano (2) 34-73 (Bb1-Db5)
27op26no3b {1: '6/8'} {1: -3} 54 54 162.00 54 54 162.00 559.50 1335 ... <NA> <NA> Daniel Bernhardsson <NA> <NA> xml Piano (2) 51-85 (Eb3-Db6) Piano (2) 35-70 (B1-Bb4)
27op26no3c {1: '2/4'} {1: -3} 215 213 426.00 253 250 500.00 1138.50 2639 ... <NA> <NA> Daniel Bernhardsson <NA> <NA> xml Piano (2) 53-89 (F3-F6) Piano (2) 38-70 (D2-Bb4)
28op30no1a {1: '4/4'} {1: -2} 154 152 608.00 308 304 1216.00 1450.00 2420 ... <NA> https://viaf.org/viaf/181554322/ Daniel Bernhardsson https://imslp.org/wiki/3_Keyboard_Sonatas,_P.X... https://imslp.org/wiki/Special:ReverseLookup/5... xml Piano (2) 53-89 (F3-F6) Piano (2) 29-72 (F1-C5)
28op30no1b {1: '3/4'} {1: -3} 50 50 150.00 50 50 150.00 576.50 1012 ... <NA> https://viaf.org/viaf/181554322/ Daniel Bernhardsson https://imslp.org/wiki/3_Keyboard_Sonatas,_P.X... https://imslp.org/wiki/Special:ReverseLookup/5... xml Piano (2) 53-84 (F3-C6) Piano (2) 34-70 (Bb1-Bb4)
28op30no1c {1: '2/4'} {1: -2} 208 207 415.00 208 207 415.00 1193.17 3037 ... <NA> https://viaf.org/viaf/181554322/ Daniel Bernhardsson https://imslp.org/wiki/3_Keyboard_Sonatas,_P.X... https://imslp.org/wiki/Special:ReverseLookup/5... xml Piano (2) 53-89 (F3-F6) Piano (2) 39-70 (Eb2-Bb4)
29op30no2a {1: '4/4'} {1: 1} 195 195 780.00 390 390 1560.00 2006.00 3483 ... <NA> <NA> Daniel Bernhardsson https://imslp.org/wiki/3_Keyboard_Sonatas,_P.X... https://imslp.org/wiki/Special:ReverseLookup/5... xml Piano (2) 54-89 (F#3-F6) Piano (2) 35-67 (B1-G4)
29op30no2b {1: '3/4'} {1: 2} 40 39 117.00 40 39 117.00 446.75 658 ... <NA> <NA> Daniel Bernhardsson https://imslp.org/wiki/3_Keyboard_Sonatas,_P.X... https://imslp.org/wiki/Special:ReverseLookup/5... xml Piano (2) 54-88 (F#3-E6) Piano (2) 33-73 (A1-C#5)
29op30no2c {1: '2/4'} {1: 1, 113: -2, 172: 1} 209 206 412.00 209 206 412.00 1106.00 2793 ... <NA> <NA> Daniel Bernhardsson https://imslp.org/wiki/3_Keyboard_Sonatas,_P.X... https://imslp.org/wiki/Special:ReverseLookup/5... xml Piano (2) 55-86 (G3-D6) Piano (2) 35-67 (B1-G4)

49 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
kozeluh_sonatas    1785.918367
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 1784 ('kozeluh_sonatas', '09op08no1a') to 1789 ('kozeluh_sonatas', '28op30no1a').

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 all_notes_qb n_onsets ... musicbrainz viaf typesetter imslp pdf originalFormat staff_1_instrument staff_1_ambitus staff_2_instrument staff_2_ambitus
corpus piece
kozeluh_sonatas 09op08no1a {1: '6/8'} {1: 0} 135 135 405.00 194 194 582.00 960.00 2047 ... https://musicbrainz.org/work/0d01ac7f-61a1-401... https://viaf.org/viaf/4934150382212213500006/ Daniel Bernhardsson https://imslp.org/wiki/3_Keyboard_Sonatas,_Op.... https://imslp.org/wiki/Special:ReverseLookup/4... xml Piano (2) 55-86 (G3-D6) Piano (2) 36-69 (C2-A4)
09op08no1b {1: '2/4'} {1: 0} 68 67 135.00 68 67 135.00 259.50 941 ... https://musicbrainz.org/work/04f2c6d0-2202-4e6... https://viaf.org/viaf/4934150382212213500006/ Daniel Bernhardsson https://imslp.org/wiki/3_Keyboard_Sonatas,_Op.... https://imslp.org/wiki/Special:ReverseLookup/4... xml Piano (2) 64-88 (E4-E6) Piano (2) 35-62 (B1-D4)
10op08no2a {1: '2/4'} {1: -1} 157 155 310.00 218 215 430.00 766.67 2038 ... https://musicbrainz.org/work/ca5925f0-8ebe-4c2... https://viaf.org/viaf/6635150382260713500005/ Daniel Bernhardsson https://imslp.org/wiki/3_Keyboard_Sonatas,_Op.... https://imslp.org/wiki/Special:ReverseLookup/4... xml Piano (2) 57-88 (A3-E6) Piano (2) 36-70 (C2-Bb4)
10op08no2b {1: '2/4'} {1: 0} 73 73 146.00 139 139 278.00 374.00 796 ... https://musicbrainz.org/work/56435491-864d-43a... https://viaf.org/viaf/6635150382260713500005/ Daniel Bernhardsson https://imslp.org/wiki/3_Keyboard_Sonatas,_Op.... https://imslp.org/wiki/Special:ReverseLookup/4... xml Piano (2) 57-88 (A3-E6) Piano (2) 36-69 (C2-A4)
10op08no2c {1: '2/4'} {1: -1} 182 156 312.00 256 216 432.00 691.71 2720 ... https://musicbrainz.org/work/b39254df-51a9-4a5... https://viaf.org/viaf/6635150382260713500005/ Daniel Bernhardsson https://imslp.org/wiki/3_Keyboard_Sonatas,_Op.... https://imslp.org/wiki/Special:ReverseLookup/4... xml Piano (2) 57-89 (A3-F6) Piano (2) 36-72 (C2-C5)
11op10no1a {1: '4/4'} {1: -3} 177 177 708.00 354 354 1416.00 1592.00 3353 ... https://musicbrainz.org/work/36c08f36-5f82-499... https://viaf.org/viaf/6150382274713500000/ Daniel Bernhardsson https://imslp.org/wiki/3_Keyboard_Sonatas,_Op.... https://imslp.org/wiki/Special:ReverseLookup/4... xml Piano (2) 53-89 (F3-F6) Piano (2) 31-70 (G1-Bb4)
14op13no2a {1: '2/4'} {1: 1} 171 171 342.00 342 342 684.00 789.25 1710 ... <NA> https://viaf.org/viaf/8568150382227613500009/ Daniel Bernhardsson https://imslp.org/wiki/3_Keyboard_Sonatas,_Op.... https://imslp.org/wiki/Special:ReverseLookup/4... xml Piano (2) 62-86 (D4-D6) Piano (2) 36-67 (C2-G4)
14op13no2b {1: '6/8'} {1: 2} 51 49 147.00 102 98 294.00 362.17 777 ... <NA> https://viaf.org/viaf/8568150382227613500009/ Daniel Bernhardsson https://imslp.org/wiki/3_Keyboard_Sonatas,_Op.... https://imslp.org/wiki/Special:ReverseLookup/4... xml Piano (2) 57-86 (A3-D6) Piano (2) 40-69 (E2-A4)
14op13no2c {1: '2/4'} {1: 1} 93 93 186.00 180 180 360.00 488.25 904 ... <NA> https://viaf.org/viaf/8568150382227613500009/ Daniel Bernhardsson https://imslp.org/wiki/3_Keyboard_Sonatas,_Op.... https://imslp.org/wiki/Special:ReverseLookup/4... xml Piano (2) 59-86 (B3-D6) Piano (2) 36-71 (C2-B4)
15op13no3a {1: '4/4'} {1: 1} 137 137 548.00 274 274 1096.00 1485.25 2770 ... <NA> https://viaf.org/viaf/778150382195013500004/ Daniel Bernhardsson https://imslp.org/wiki/3_Keyboard_Sonatas,_Op.... https://imslp.org/wiki/Special:ReverseLookup/4... xml Piano (2) 55-88 (G3-E6) Piano (2) 35-71 (B1-B4)
15op13no3b {1: '3/4'} {1: 4} 86 84 252.00 172 168 504.00 684.25 1849 ... <NA> https://viaf.org/viaf/778150382195013500004/ Daniel Bernhardsson https://imslp.org/wiki/3_Keyboard_Sonatas,_Op.... https://imslp.org/wiki/Special:ReverseLookup/4... xml Piano (2) 58-88 (A#3-E6) Piano (2) 37-69 (C#2-A4)
15op13no3c {1: '6/8'} {1: 1} 141 141 423.00 282 282 846.00 972.50 2240 ... <NA> https://viaf.org/viaf/778150382195013500004/ Daniel Bernhardsson https://imslp.org/wiki/3_Keyboard_Sonatas,_Op.... https://imslp.org/wiki/Special:ReverseLookup/4... xml Piano (2) 55-88 (G3-E6) Piano (2) 35-72 (B1-C5)
16op15no1a {1: '3/4'} {1: -2} 34 34 102.00 34 34 102.00 335.75 709 ... <NA> https://viaf.org/viaf/180723133/ Daniel Bernhardsson https://imslp.org/wiki/3_Keyboard_Sonatas,_P.X... https://imslp.org/wiki/Special:ReverseLookup/8... xml Piano (2) 60-89 (C4-F6) Piano (2) 38-75 (D2-Eb5)
16op15no1b {1: '3/4'} {1: -2} 211 208 625.50 397 392 1177.50 1916.75 3230 ... <NA> https://viaf.org/viaf/180723133/ Daniel Bernhardsson https://imslp.org/wiki/3_Keyboard_Sonatas,_P.X... https://imslp.org/wiki/Special:ReverseLookup/8... xml Piano (2) 55-89 (G3-F6) Piano (2) 31-74 (G1-D5)
16op15no1c {1: '2/4'} {1: 1, 80: -2, 130: 1} 186 186 382.75 186 186 382.75 1087.50 2634 ... <NA> https://viaf.org/viaf/180723133/ Daniel Bernhardsson https://imslp.org/wiki/3_Keyboard_Sonatas,_P.X... https://imslp.org/wiki/Special:ReverseLookup/8... xml Piano (2) 57-88 (A3-E6) Piano (2) 37-72 (C#2-C5)
17op15no2a {1: '4/4'} {1: 0} 201 201 804.00 402 402 1608.00 2469.17 4491 ... <NA> https://viaf.org/viaf/183583817/ Daniel Bernhardsson https://imslp.org/wiki/3_Keyboard_Sonatas,_P.X... https://imslp.org/wiki/Special:ReverseLookup/8... xml Piano (2) 55-89 (G3-F6) Piano (2) 31-71 (G1-B4)
17op15no2b {1: '3/4'} {1: -1} 42 40 120.00 84 80 240.00 392.12 791 ... <NA> https://viaf.org/viaf/183583817/ Daniel Bernhardsson https://imslp.org/wiki/3_Keyboard_Sonatas,_P.X... https://imslp.org/wiki/Special:ReverseLookup/8... xml Piano (2) 55-88 (G3-E6) Piano (2) 31-70 (G1-Bb4)
17op15no2c {1: '4/4'} {1: 0} 160 160 640.00 320 320 1280.00 1890.00 2815 ... <NA> https://viaf.org/viaf/183583817/ Daniel Bernhardsson https://imslp.org/wiki/3_Keyboard_Sonatas,_P.X... https://imslp.org/wiki/Special:ReverseLookup/8... xml Piano (2) 48-89 (C3-F6) Piano (2) 34-76 (Bb1-E5)
19op17no1a {1: '3/4'} {1: -4} 38 37 111.12 38 37 111.12 345.83 694 ... <NA> <NA> Daniel Bernhardsson https://imslp.org/wiki/3_Keyboard_Sonatas,_P.X... https://imslp.org/wiki/Special:ReverseLookup/5... xml Piano (2) 52-85 (E3-Db6) Piano (2) 35-72 (B1-C5)
19op17no1b {1: '4/4'} {1: -4} 255 255 1020.00 361 361 1444.00 2887.67 3469 ... <NA> <NA> Daniel Bernhardsson https://imslp.org/wiki/3_Keyboard_Sonatas,_P.X... https://imslp.org/wiki/Special:ReverseLookup/5... xml Piano (2) 55-89 (G3-F6) Piano (2) 32-77 (Ab1-F5)
19op17no1c {1: '2/4'} {1: -4, 56: -1, 88: -4, 111: -1, 143: -4} 221 213 426.50 302 289 578.50 1366.50 2523 ... <NA> <NA> Daniel Bernhardsson https://imslp.org/wiki/3_Keyboard_Sonatas,_P.X... https://imslp.org/wiki/Special:ReverseLookup/5... xml Piano (2) 55-89 (G3-F6) Piano (2) 36-73 (C2-Db5)
20op17no2a {1: '6/8'} {1: 3} 226 226 678.00 452 452 1356.00 2294.00 3795 ... <NA> <NA> Daniel Bernhardsson https://imslp.org/wiki/3_Keyboard_Sonatas,_P.X... https://imslp.org/wiki/Special:ReverseLookup/5... xml Piano (2) 49-88 (C#3-E6) Piano (2) 33-76 (A1-E5)
20op17no2b {1: '2/4'} {1: 4, 51: 1, 83: 4} 100 100 202.75 100 100 202.75 629.00 1472 ... <NA> <NA> Daniel Bernhardsson https://imslp.org/wiki/3_Keyboard_Sonatas,_P.X... https://imslp.org/wiki/Special:ReverseLookup/5... xml Piano (2) 56-88 (G#3-E6) Piano (2) 28-79 (E1-G5)
20op17no2c {1: '2/4'} {1: 3, 115: 0, 170: 3} 218 218 440.50 218 218 440.50 1306.00 2563 ... <NA> <NA> Daniel Bernhardsson https://imslp.org/wiki/3_Keyboard_Sonatas,_P.X... https://imslp.org/wiki/Special:ReverseLookup/5... xml Piano (2) 57-88 (A3-E6) Piano (2) 36-74 (C2-D5)
21op17no3a {1: '4/4'} {1: -3} 193 193 772.00 268 268 1072.00 2181.50 4459 ... <NA> <NA> Daniel Bernhardsson https://imslp.org/wiki/3_Keyboard_Sonatas,_P.X... https://imslp.org/wiki/Special:ReverseLookup/5... xml Piano (2) 53-89 (F3-F6) Piano (2) 33-74 (A1-D5)
21op17no3b {1: '2/4'} {1: -3} 220 219 439.00 220 219 439.00 1305.83 3312 ... <NA> <NA> Daniel Bernhardsson https://imslp.org/wiki/3_Keyboard_Sonatas,_P.X... https://imslp.org/wiki/Special:ReverseLookup/5... xml Piano (2) 53-89 (F3-F6) Piano (2) 31-72 (G1-C5)
22op20no1a {1: '3/4'} {1: -1} 171 171 513.00 227 227 681.00 1415.75 2374 ... <NA> <NA> Daniel Bernhardsson https://imslp.org/wiki/3_Keyboard_Sonatas%2C_P... https://imslp.org/wiki/Special:ReverseLookup/8... xml Piano (2) 50-89 (D3-F6) Piano (2) 34-70 (Bb1-Bb4)
22op20no1b {1: '2/4'} {1: -2} 45 45 95.00 45 45 95.00 301.83 774 ... <NA> <NA> Daniel Bernhardsson https://imslp.org/wiki/3_Keyboard_Sonatas%2C_P... https://imslp.org/wiki/Special:ReverseLookup/8... xml Piano (2) 60-86 (C4-D6) Piano (2) 39-70 (Eb2-Bb4)
22op20no1c {1: '6/8'} {1: -1} 150 150 451.50 150 150 451.50 1414.00 2007 ... <NA> <NA> Daniel Bernhardsson https://imslp.org/wiki/3_Keyboard_Sonatas%2C_P... https://imslp.org/wiki/Special:ReverseLookup/8... xml Piano (2) 55-86 (G3-D6) Piano (2) 31-70 (G1-Bb4)
23op20no2a {1: '4/4'} {1: 0} 134 134 536.00 268 268 1072.00 1426.50 2654 ... <NA> <NA> Daniel Bernhardsson https://imslp.org/wiki/3_Keyboard_Sonatas%2C_P... https://imslp.org/wiki/Special:ReverseLookup/8... xml Piano (2) 53-87 (F3-Eb6) Piano (2) 29-74 (F1-D5)
23op20no2b {1: '3/4'} {1: -1} 51 51 153.00 51 51 153.00 436.13 1017 ... <NA> <NA> Daniel Bernhardsson https://imslp.org/wiki/3_Keyboard_Sonatas%2C_P... https://imslp.org/wiki/Special:ReverseLookup/8... xml Piano (2) 55-89 (G3-F6) Piano (2) 36-71 (C2-B4)
23op20no2c {1: '2/4'} {1: 0, 73: -3, 108: 0} 143 143 292.25 143 143 292.25 754.67 2092 ... <NA> <NA> Daniel Bernhardsson https://imslp.org/wiki/3_Keyboard_Sonatas%2C_P... https://imslp.org/wiki/Special:ReverseLookup/8... xml Piano (2) 53-88 (F3-E6) Piano (2) 31-72 (G1-C5)
24op20no3a {1: '4/4'} {1: -1} 152 152 608.00 304 304 1216.00 1604.17 2173 ... <NA> https://viaf.org/viaf/175077581/ Daniel Bernhardsson https://imslp.org/wiki/3_Keyboard_Sonatas%2C_P... https://imslp.org/wiki/Special:ReverseLookup/8... xml Piano (2) 50-89 (D3-F6) Piano (2) 32-70 (G#1-Bb4)
24op20no3b {1: '2/4'} {1: 2} 50 50 104.25 50 50 104.25 318.38 728 ... <NA> https://viaf.org/viaf/175077581/ Daniel Bernhardsson https://imslp.org/wiki/3_Keyboard_Sonatas%2C_P... https://imslp.org/wiki/Special:ReverseLookup/8... xml Piano (2) 54-88 (F#3-E6) Piano (2) 38-69 (D2-A4)
24op20no3c {1: '6/8'} {1: -1, 83: 2, 122: -1} 160 159 482.75 160 159 482.75 1392.50 2287 ... <NA> https://viaf.org/viaf/175077581/ Daniel Bernhardsson https://imslp.org/wiki/3_Keyboard_Sonatas%2C_P... https://imslp.org/wiki/Special:ReverseLookup/8... xml Piano (2) 54-86 (F#3-D6) Piano (2) 36-70 (C2-Bb4)
25op26no1a {1: '6/8'} {1: 2} 218 216 648.50 436 432 1297.00 1833.00 3133 ... <NA> https://viaf.org/viaf/180342111/ Daniel Bernhardsson <NA> <NA> xml Piano (2) 52-88 (E3-E6) Piano (2) 38-74 (D2-D5)
25op26no1b {1: '2/2'} {1: 3} 50 50 210.00 67 67 278.00 631.25 947 ... <NA> https://viaf.org/viaf/180342111/ Daniel Bernhardsson <NA> <NA> xml Piano (2) 59-88 (B3-E6) Piano (2) 36-69 (C2-A4)
25op26no1c {1: '2/4'} {1: 2, 108: -1} 179 178 356.00 209 207 414.50 901.00 1669 ... <NA> https://viaf.org/viaf/180342111/ Daniel Bernhardsson <NA> <NA> xml Piano (2) 54-88 (F#3-E6) Piano (2) 33-70 (A1-Bb4)
26op26no2a {1: '3/4'} {1: 0} 227 225 675.00 454 450 1350.00 1887.67 2799 ... <NA> <NA> Daniel Bernhardsson <NA> <NA> xml Piano (2) 53-89 (F3-F6) Piano (2) 33-74 (A1-D5)
26op26no2b {1: '2/2'} {1: 0, 55: 3, 73: 0, 109: 3, 127: 0} 193 174 703.00 355 318 1279.00 2072.83 3383 ... <NA> <NA> Daniel Bernhardsson <NA> <NA> xml Piano (2) 52-89 (E3-F6) Piano (2) 32-71 (G#1-B4)
27op26no3a {1: '4/4'} {1: -3} 204 204 816.00 282 282 1128.00 2103.50 4002 ... <NA> <NA> Daniel Bernhardsson <NA> <NA> xml Piano (2) 53-89 (F3-F6) Piano (2) 34-73 (Bb1-Db5)
27op26no3b {1: '6/8'} {1: -3} 54 54 162.00 54 54 162.00 559.50 1335 ... <NA> <NA> Daniel Bernhardsson <NA> <NA> xml Piano (2) 51-85 (Eb3-Db6) Piano (2) 35-70 (B1-Bb4)
27op26no3c {1: '2/4'} {1: -3} 215 213 426.00 253 250 500.00 1138.50 2639 ... <NA> <NA> Daniel Bernhardsson <NA> <NA> xml Piano (2) 53-89 (F3-F6) Piano (2) 38-70 (D2-Bb4)
28op30no1a {1: '4/4'} {1: -2} 154 152 608.00 308 304 1216.00 1450.00 2420 ... <NA> https://viaf.org/viaf/181554322/ Daniel Bernhardsson https://imslp.org/wiki/3_Keyboard_Sonatas,_P.X... https://imslp.org/wiki/Special:ReverseLookup/5... xml Piano (2) 53-89 (F3-F6) Piano (2) 29-72 (F1-C5)
28op30no1b {1: '3/4'} {1: -3} 50 50 150.00 50 50 150.00 576.50 1012 ... <NA> https://viaf.org/viaf/181554322/ Daniel Bernhardsson https://imslp.org/wiki/3_Keyboard_Sonatas,_P.X... https://imslp.org/wiki/Special:ReverseLookup/5... xml Piano (2) 53-84 (F3-C6) Piano (2) 34-70 (Bb1-Bb4)
28op30no1c {1: '2/4'} {1: -2} 208 207 415.00 208 207 415.00 1193.17 3037 ... <NA> https://viaf.org/viaf/181554322/ Daniel Bernhardsson https://imslp.org/wiki/3_Keyboard_Sonatas,_P.X... https://imslp.org/wiki/Special:ReverseLookup/5... xml Piano (2) 53-89 (F3-F6) Piano (2) 39-70 (Eb2-Bb4)
29op30no2a {1: '4/4'} {1: 1} 195 195 780.00 390 390 1560.00 2006.00 3483 ... <NA> <NA> Daniel Bernhardsson https://imslp.org/wiki/3_Keyboard_Sonatas,_P.X... https://imslp.org/wiki/Special:ReverseLookup/5... xml Piano (2) 54-89 (F#3-F6) Piano (2) 35-67 (B1-G4)
29op30no2b {1: '3/4'} {1: 2} 40 39 117.00 40 39 117.00 446.75 658 ... <NA> <NA> Daniel Bernhardsson https://imslp.org/wiki/3_Keyboard_Sonatas,_P.X... https://imslp.org/wiki/Special:ReverseLookup/5... xml Piano (2) 54-88 (F#3-E6) Piano (2) 33-73 (A1-C#5)
29op30no2c {1: '2/4'} {1: 1, 113: -2, 172: 1} 209 206 412.00 209 206 412.00 1106.00 2793 ... <NA> <NA> Daniel Bernhardsson https://imslp.org/wiki/3_Keyboard_Sonatas,_P.X... https://imslp.org/wiki/Special:ReverseLookup/5... xml Piano (2) 55-86 (G3-D6) Piano (2) 35-67 (B1-G4)

49 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
Keyboard Sonata No. 1 in B-flat Major 3 409 1173 6469 986
Keyboard Sonata No. 1 in C Major 2 202 540 2988 421
Keyboard Sonata No. 1 in D Major 3 444 1214 5749 907
Keyboard Sonata No. 1 in E-flat Major 1 177 708 3353 493
Keyboard Sonata No. 1 in F Major 3 366 1059 5155 682
Keyboard Sonata No. 1 in F Minor 3 505 1557 6686 984
Keyboard Sonata No. 1 in G Minor 3 428 1110 6573 1158
Keyboard Sonata No. 2 in A Major 3 544 1321 7830 1381
Keyboard Sonata No. 2 in A Minor 2 399 1378 6182 955
Keyboard Sonata No. 2 in C Major 6 729 2545 13860 2026
Keyboard Sonata No. 2 in F Major 3 384 768 5554 1014
Keyboard Sonata No. 2 in G Major 6 753 1984 10325 1597
Keyboard Sonata No. 3 in D Minor 3 361 1195 5188 925
Keyboard Sonata No. 3 in E Minor 3 362 1223 6859 967
Keyboard Sonata No. 3 in E-flat Major 5 883 2615 15747 2102
sum 49 6946 20392 108518 16598 
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 |
|:----------------|---------:|-----------:|---------:|--------:|---------:|
| kozeluh_sonatas |       49 |       6946 |    20392 |  108518 |    16598 |
| sum             |       49 |       6946 |    20392 |  108518 |    16598 |

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()

7028 measures over 49 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
corpus piece i
kozeluh_sonatas 09op08no1a 0 1 1 0 3.0 0 6/8 3/4 0 <NA> <NA> <NA> <NA> firstMeasure (2,) <NA> <NA> <NA> <NA>
1 2 2 3 3.0 0 6/8 3/4 0 <NA> <NA> <NA> <NA> <NA> (3,) <NA> <NA> <NA> <NA>
2 3 3 6 3.0 0 6/8 3/4 0 <NA> <NA> <NA> <NA> <NA> (4,) <NA> <NA> <NA> <NA>
3 4 4 9 3.0 0 6/8 3/4 0 <NA> <NA> <NA> <NA> <NA> (5,) <NA> <NA> <NA> <NA>
4 5 5 12 3.0 0 6/8 3/4 0 <NA> <NA> <NA> <NA> <NA> (6,) <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 quarterbeats_all_endings duration_qb mc_onset mn_onset timesig staff voice ... 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
kozeluh_sonatas 09op08no1a 0 1 1 0 0 4.5 0 0 6/8 2 1 ... I (M3, P5) (M3, P5) (1, 3, 5) (1, 3, 5), major (1, 3, 5) (1, #3, 5) C I I
1 2 2 9/2 9/2 1.0 3/8 3/8 6/8 2 1 ... IV (m3, m6) (M3, P5) (6, 1, 4) (6, 1, 4), major (6, 1, 4) (#6, 1, 4) C I IV6
2 2 2 11/2 11/2 5.0 5/8 5/8 6/8 2 1 ... I (P4, M6) (M3, P5) (5, 1, 3) (5, 1, 3), major (5, 1, 3) (5, 1, #3) C I I64
3 4 4 21/2 21/2 1.0 3/8 3/8 6/8 2 1 ... IV (M3, P5) (M3, P5) (4, 6, 1) (4, 6, 1), major (4, 6, 1) (4, #6, 1) C I IV
4 4 4 23/2 23/2 2.0 5/8 5/8 6/8 2 1 ... I (m3, m6) (M3, P5) (3, 5, 1) (3, 5, 1), major (3, 5, 1) (#3, 5, 1) C I I6

5 rows × 52 columns

Concatenated annotation tables contains 16598 rows.
1 of them are not chords. Their values are: {'@none': 1}
Dataset contains 16597 tokens and 360 types over 49 documents.