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("frescobaldi_fiori_musicali", 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("Girolamo Frescobaldi (1583-1643) – Fiori Musicali, op. 12 (1635) version v2.4")
print(f"Datapackage '{package.package_name}' @ {git_tag}")
print(f"dimcat version {dc.__version__}\n")
D

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

Girolamo Frescobaldi (1583-1643) – Fiori Musicali, op. 12 (1635) version v2.4
Datapackage 'frescobaldi_fiori_musicali' @ v2.4
dimcat version 3.4.0

Dataset
=======
{'inputs': {'basepath': None,
            'packages': {'frescobaldi_fiori_musicali': ["'frescobaldi_fiori_musicali.measures' "
                                                        '(MuseScoreFacetName.MuseScoreMeasures)',
                                                        "'frescobaldi_fiori_musicali.notes' "
                                                        '(MuseScoreFacetName.MuseScoreNotes)',
                                                        "'frescobaldi_fiori_musicali.expanded' "
                                                        '(MuseScoreFacetName.MuseScoreHarmonies)',
                                                        "'frescobaldi_fiori_musicali.chords' "
                                                        '(MuseScoreFacetName.MuseScoreChords)',
                                                        "'frescobaldi_fiori_musicali.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 ... wikidata musicbrainz viaf imslp pdf typesetter staff_1_instrument staff_1_ambitus staff_2_instrument staff_2_ambitus
corpus piece
frescobaldi_fiori_musicali 12.01_Toccata_avanti_la_Messa_della_Domenica {1: '4/2'} {1: 0} 8 8 64.0 8 8 64.0 244.00 200 ... https://www.wikidata.org/wiki/Q3072749 https://musicbrainz.org/work/4ca22ee2-275b-49c... https://viaf.org/viaf/179864547/ https://imslp.org/wiki/Fiori_Musicali,_Op.12_(... https://imslp.org/wiki/Special:ReverseLookup/3... https://musescore.com/user/11977961 Organ 59-77 (B3-F5) Organ 43-65 (G2-F4)
12.02_Kyrie_della_domenica {1: '4/2'} {1: 0} 13 13 104.0 13 13 104.0 348.00 167 ... https://www.wikidata.org/wiki/Q3072749 https://musicbrainz.org/work/b2dda4ec-d61b-428... https://viaf.org/viaf/179864547/ https://imslp.org/wiki/Fiori_Musicali,_Op.12_(... https://imslp.org/wiki/Special:ReverseLookup/3... https://musescore.com/user/11977961 Organ 53-70 (F3-Bb4) Organ 43-62 (G2-D4)
12.03_Kyrie,_Tema_A {1: '4/2'} {1: 0} 17 17 136.0 17 17 136.0 443.00 169 ... https://www.wikidata.org/wiki/Q3072749 https://musicbrainz.org/work/beaf614a-64cd-4c8... https://viaf.org/viaf/179864547/ https://imslp.org/wiki/Fiori_Musicali,_Op.12_(... https://imslp.org/wiki/Special:ReverseLookup/3... https://musescore.com/user/11977961 Organ 56-77 (G#3-F5) Organ 43-65 (G2-F4)
12.04_Christe,_Tema_B {1: '4/2'} {1: 0} 15 15 120.0 15 15 120.0 380.00 175 ... https://www.wikidata.org/wiki/Q3072749 https://musicbrainz.org/work/6346b073-d576-430... https://viaf.org/viaf/179864547/ https://imslp.org/wiki/Fiori_Musicali,_Op.12_(... https://imslp.org/wiki/Special:ReverseLookup/3... https://musescore.com/user/11977961 Organ 55-72 (G3-C5) Organ 43-62 (G2-D4)
12.05_Christe,_Tema_B,_alio_modo {1: '8/4', 4: '4/4', 6: '8/4'} {1: 0} 8 8 56.0 8 8 56.0 176.00 156 ... https://www.wikidata.org/wiki/Q3072749 https://musicbrainz.org/work/2843547e-68f0-4f9... https://viaf.org/viaf/179864547/ https://imslp.org/wiki/Fiori_Musicali,_Op.12_(... https://imslp.org/wiki/Special:ReverseLookup/3... https://musescore.com/user/11977961 Organ 53-77 (F3-F5) Organ 43-64 (G2-E4)
12.06_Christe,_Tema_B,_alio_modo_II {1: '3/2'} {1: 0} 21 21 126.0 21 21 126.0 416.00 164 ... https://www.wikidata.org/wiki/Q3072749 https://musicbrainz.org/work/d1e6cb07-5cc7-4ab... https://viaf.org/viaf/179864547/ https://imslp.org/wiki/Fiori_Musicali,_Op.12_(... https://imslp.org/wiki/Special:ReverseLookup/3... https://musescore.com/user/11977961 Organ 55-74 (G3-D5) Organ 40-62 (E2-D4)
12.07_Christe,_Tema_B,_alio_modo_III {1: '4/2'} {1: 0} 14 14 112.0 14 14 112.0 384.00 153 ... https://www.wikidata.org/wiki/Q3072749 https://musicbrainz.org/work/a5ecc5bd-ea8a-488... https://viaf.org/viaf/179864547/ https://imslp.org/wiki/Fiori_Musicali,_Op.12_(... https://imslp.org/wiki/Special:ReverseLookup/3... https://musescore.com/user/11977961 Organ 62-74 (D4-D5) Organ 41-62 (F2-D4)
12.08_Kyrie,_Tema_C {1: '4/2'} {1: 0} 13 13 104.0 13 13 104.0 380.00 124 ... https://www.wikidata.org/wiki/Q3072749 https://musicbrainz.org/work/d54916ab-690c-45b... https://viaf.org/viaf/179864547/ https://imslp.org/wiki/Fiori_Musicali,_Op.12_(... https://imslp.org/wiki/Special:ReverseLookup/3... https://musescore.com/user/11977961 Organ 62-74 (D4-D5) Organ 43-65 (G2-F4)
12.09_Kyrie,_Tema_D,_alio_modo_I {1: '4/2'} {1: 0} 21 21 168.0 21 21 168.0 539.00 224 ... https://www.wikidata.org/wiki/Q3072749 https://musicbrainz.org/work/3199ddbc-1812-4a1... https://viaf.org/viaf/179864547/ https://imslp.org/wiki/Fiori_Musicali,_Op.12_(... https://imslp.org/wiki/Special:ReverseLookup/3... https://musescore.com/user/11977961 Organ 55-77 (G3-F5) Organ 43-65 (G2-F4)
12.10_Kyrie,_Tema_D,_alio_modo_II {1: '4/2'} {1: 0} 18 18 144.0 18 18 144.0 475.00 210 ... https://www.wikidata.org/wiki/Q3072749 https://musicbrainz.org/work/70dd9b1d-0fef-488... https://viaf.org/viaf/179864547/ https://imslp.org/wiki/Fiori_Musicali,_Op.12_(... https://imslp.org/wiki/Special:ReverseLookup/3... https://musescore.com/user/11977961 Organ 55-76 (G3-E5) Organ 43-64 (G2-E4)
12.11_Kyrie_ultimo {1: '4/2'} {1: 0} 19 19 152.0 19 19 152.0 516.00 229 ... https://www.wikidata.org/wiki/Q3072749 https://musicbrainz.org/work/9a744dca-8306-451... https://viaf.org/viaf/179864547/ https://imslp.org/wiki/Fiori_Musicali,_Op.12_(... https://imslp.org/wiki/Special:ReverseLookup/3... https://musescore.com/user/11977961 Organ 57-77 (A3-F5) Organ 43-65 (G2-F4)
12.12_Kyrie,_Tema_D,_alio_modo_III {1: '4/2'} {1: 0} 12 12 96.0 12 12 96.0 297.00 189 ... https://www.wikidata.org/wiki/Q3072749 https://musicbrainz.org/work/494c8a61-dd7c-45b... https://viaf.org/viaf/179864547/ https://imslp.org/wiki/Fiori_Musicali,_Op.12_(... https://imslp.org/wiki/Special:ReverseLookup/3... https://musescore.com/user/11977961 Organ 57-77 (A3-F5) Organ 43-66 (G2-F#4)
12.13_Kyrie,_Tema_D,_alio_modo_IV {1: '3/2'} {1: 0} 21 21 126.0 21 21 126.0 430.00 111 ... https://www.wikidata.org/wiki/Q3072749 https://musicbrainz.org/work/06d84212-6bfd-4e4... https://viaf.org/viaf/179864547/ https://imslp.org/wiki/Fiori_Musicali,_Op.12_(... https://imslp.org/wiki/Special:ReverseLookup/3... https://musescore.com/user/11977961 Organ 60-76 (C4-E5) Organ 45-57 (A2-A3)
12.14_Canzon_dopo_l’Epistola {1: '4/4', 18: '3/2', 36: '4/4'} {1: 0} 59 59 272.0 59 59 272.0 824.25 754 ... https://www.wikidata.org/wiki/Q3072749 https://musicbrainz.org/work/d059986a-44a3-4f1... https://viaf.org/viaf/179864547/ https://imslp.org/wiki/Fiori_Musicali,_Op.12_(... https://imslp.org/wiki/Special:ReverseLookup/3... https://musescore.com/user/11977961 Organ 56-77 (G#3-F5) Organ 41-65 (F2-F4)
12.15_Recercar_dopo_il_Credo {1: '4/2'} {1: -1} 47 47 376.0 47 47 376.0 1139.00 598 ... https://www.wikidata.org/wiki/Q3072749 https://musicbrainz.org/work/098ef1f6-d914-4e9... https://viaf.org/viaf/179864547/ https://imslp.org/wiki/Fiori_Musicali,_Op.12_(... https://imslp.org/wiki/Special:ReverseLookup/3... https://musescore.com/user/11977961 Organ 55-75 (G3-Eb5) Organ 41-63 (F2-Eb4)
12.16_Toccata_cromaticha_per_l’elevatione {1: '4/2'} {1: 0} 53 53 424.0 53 53 424.0 1447.00 528 ... https://www.wikidata.org/wiki/Q3072749 https://musicbrainz.org/work/a5e738c7-3ecd-4fd... https://viaf.org/viaf/179864547/ https://imslp.org/wiki/Fiori_Musicali,_Op.12_(... https://imslp.org/wiki/Special:ReverseLookup/3... https://musescore.com/user/11977961 Organ 54-76 (F#3-E5) Organ 41-66 (F2-F#4)
12.17_Canzon_post_il_Comune {1: '4/4', 22: '8/4', 24: '4/4', 25: '3/2', 44... {1: 0} 80 80 374.0 80 80 374.0 1158.00 1081 ... https://www.wikidata.org/wiki/Q3072749 https://musicbrainz.org/work/0639415c-a4b5-4f9... https://viaf.org/viaf/179864547/ https://imslp.org/wiki/Fiori_Musicali,_Op.12_(... https://imslp.org/wiki/Special:ReverseLookup/3... https://musescore.com/user/11977961 Organ 53-77 (F3-F5) Organ 40-67 (E2-G4)
12.18_Toccata_avanti_la_Messa_delli_Apostoli {1: '4/4'} {1: 0} 21 21 84.0 21 21 84.0 309.00 274 ... https://www.wikidata.org/wiki/Q3072749 https://musicbrainz.org/work/e084e38d-797a-4f7... https://viaf.org/viaf/179864547/ https://imslp.org/wiki/Fiori_Musicali,_Op.12_(... https://imslp.org/wiki/Special:ReverseLookup/3... https://musescore.com/user/11977961 Organ 59-77 (B3-F5) Organ 41-66 (F2-F#4)
12.19_Kyrie,_Tema_E_1 {1: '4/2'} {1: 0} 16 16 128.0 16 16 128.0 408.00 179 ... https://www.wikidata.org/wiki/Q3072749 https://musicbrainz.org/work/e339a474-8b51-4b7... https://viaf.org/viaf/179864547/ https://imslp.org/wiki/Fiori_Musicali,_Op.12_(... https://imslp.org/wiki/Special:ReverseLookup/3... https://musescore.com/user/11977961 Organ 57-77 (A3-F5) Organ 45-62 (A2-D4)
12.20_Kyrie,_Tema_E_2 {1: '4/2'} {1: 0} 17 17 136.0 17 17 136.0 414.00 211 ... https://www.wikidata.org/wiki/Q3072749 https://musicbrainz.org/work/819e418a-a671-465... https://viaf.org/viaf/179864547/ https://imslp.org/wiki/Fiori_Musicali,_Op.12_(... https://imslp.org/wiki/Special:ReverseLookup/3... https://musescore.com/user/11977961 Organ 56-74 (G#3-D5) Organ 45-65 (A2-F4)
12.21_Kyrie,_Tema_E_3 {1: '8/4'} {1: 0} 10 10 80.0 10 10 80.0 272.00 268 ... https://www.wikidata.org/wiki/Q3072749 https://musicbrainz.org/work/59fdeab8-287e-4a1... https://viaf.org/viaf/179864547/ https://imslp.org/wiki/Fiori_Musicali,_Op.12_(... https://imslp.org/wiki/Special:ReverseLookup/3... https://musescore.com/user/11977961 Organ 55-76 (G3-E5) Organ 45-67 (A2-G4)
12.22_Christe,_Tema_F_1 {1: '4/2', 6: '8/2', 7: '4/2'} {1: 0} 13 13 112.0 13 13 112.0 372.00 134 ... https://www.wikidata.org/wiki/Q3072749 https://musicbrainz.org/work/77fb4c32-7a54-49e... https://viaf.org/viaf/179864547/ https://imslp.org/wiki/Fiori_Musicali,_Op.12_(... https://imslp.org/wiki/Special:ReverseLookup/3... https://musescore.com/user/11977961 Organ 57-74 (A3-D5) Organ 48-64 (C3-E4)
12.23_Christe,_Tema_F_2 {1: '4/2', 10: '2/2', 11: '4/2'} {1: 0} 14 14 108.0 14 14 108.0 366.00 170 ... https://www.wikidata.org/wiki/Q3072749 https://musicbrainz.org/work/f1596301-3c50-403... https://viaf.org/viaf/179864547/ https://imslp.org/wiki/Fiori_Musicali,_Op.12_(... https://imslp.org/wiki/Special:ReverseLookup/3... https://musescore.com/user/11977961 Organ 55-74 (G3-D5) Organ 43-58 (G2-Bb3)
12.24_Kyrie,_Tema_G_1 {1: '3/1', 26: '6/1'} {1: 0} 27 27 348.0 27 27 348.0 1140.00 191 ... https://www.wikidata.org/wiki/Q3072749 https://musicbrainz.org/work/22ecc62b-f9f2-478... https://viaf.org/viaf/179864547/ https://imslp.org/wiki/Fiori_Musicali,_Op.12_(... https://imslp.org/wiki/Special:ReverseLookup/3... https://musescore.com/user/11977961 Organ 57-76 (A3-E5) Organ 43-64 (G2-E4)
12.25_Kyrie,_Tema_G_2 {1: '4/2'} {1: 0} 20 20 160.0 20 20 160.0 472.00 223 ... https://www.wikidata.org/wiki/Q3072749 https://musicbrainz.org/work/8414ff8c-d8cf-442... https://viaf.org/viaf/179864547/ https://imslp.org/wiki/Fiori_Musicali,_Op.12_(... https://imslp.org/wiki/Special:ReverseLookup/3... https://musescore.com/user/11977961 Organ 53-76 (F3-E5) Organ 41-64 (F2-E4)
12.26_Kyrie,_Tema_H {1: '4/2'} {1: 0} 20 20 160.0 20 20 160.0 530.00 256 ... https://www.wikidata.org/wiki/Q3072749 https://musicbrainz.org/work/c976b9cf-ff22-41b... https://viaf.org/viaf/179864547/ https://imslp.org/wiki/Fiori_Musicali,_Op.12_(... https://imslp.org/wiki/Special:ReverseLookup/3... https://musescore.com/user/11977961 Organ 55-76 (G3-E5) Organ 45-62 (A2-D4)
12.27_Canzon_dopo_l'Epistola {1: '4/2', 5: '4/4', 19: '8/4', 21: '4/4', 38:... {1: 0} 68 68 298.0 68 68 298.0 958.00 999 ... https://www.wikidata.org/wiki/Q3072749 https://musicbrainz.org/work/d7d60a97-ffa6-423... https://viaf.org/viaf/179864547/ https://imslp.org/wiki/Fiori_Musicali,_Op.12_(... https://imslp.org/wiki/Special:ReverseLookup/3... https://musescore.com/user/11977961 Organ 57-77 (A3-F5) Organ 40-67 (E2-G4)
12.28_Toccata_avanti_il_Recercar {1: '4/4', 8: '8/4', 9: '4/4', 12: '8/4'} {1: 0} 13 13 64.0 13 13 64.0 241.00 177 ... https://www.wikidata.org/wiki/Q3072749 https://musicbrainz.org/work/06541ad8-e078-462... https://viaf.org/viaf/179864547/ https://imslp.org/wiki/Fiori_Musicali,_Op.12_(... https://imslp.org/wiki/Special:ReverseLookup/3... https://musescore.com/user/11977961 Organ 57-76 (A3-E5) Organ 43-64 (G2-E4)
12.29_Recercar_cromaticho_post_il_Credo {1: '4/2', 43: '2/2', 44: '4/2'} {1: 0} 70 70 556.0 70 70 556.0 1709.00 745 ... https://www.wikidata.org/wiki/Q3072749 https://musicbrainz.org/work/f9b7c4ba-a640-4d1... https://viaf.org/viaf/179864547/ https://imslp.org/wiki/Fiori_Musicali,_Op.12_(... https://imslp.org/wiki/Special:ReverseLookup/3... https://musescore.com/user/11977961 Organ 52-78 (E3-F#5) Organ 41-64 (F2-E4)
12.30_Alto_recercar {1: '4/2', 60: '2/2', 61: '4/2'} {1: -1} 81 81 644.0 81 81 644.0 2021.00 959 ... https://www.wikidata.org/wiki/Q3072749 https://musicbrainz.org/work/6d10ff6d-356f-477... https://viaf.org/viaf/179864547/ https://imslp.org/wiki/Fiori_Musicali,_Op.12_(... https://imslp.org/wiki/Special:ReverseLookup/3... https://musescore.com/user/11977961 Organ 55-77 (G3-F5) Organ 43-65 (G2-F4)
12.31_Toccata_per_l'Elevatione {1: '4/2', 9: '2/2', 10: '4/2', 11: '2/2', 23:... {1: 0} 33 33 192.0 33 33 192.0 711.00 457 ... https://www.wikidata.org/wiki/Q3072749 https://musicbrainz.org/work/39a66bcd-c993-4d3... https://viaf.org/viaf/179864547/ https://imslp.org/wiki/Fiori_Musicali,_Op.12_(... https://imslp.org/wiki/Special:ReverseLookup/3... https://musescore.com/user/11977961 Organ 56-77 (G#3-F5) Organ 40-64 (E2-E4)
12.32_Recercar_con_obligo_del_Basso_come_appare {1: '4/2', 21: '6/2', 22: '4/2'} {1: 0} 64 64 516.0 64 64 516.0 1628.00 776 ... https://www.wikidata.org/wiki/Q3072749 https://musicbrainz.org/work/aad9f19c-e1c5-42c... https://viaf.org/viaf/179864547/ https://imslp.org/wiki/Fiori_Musicali,_Op.12_(... https://imslp.org/wiki/Special:ReverseLookup/3... https://musescore.com/user/11977961 Organ 54-76 (F#3-E5) Organ 41-66 (F2-F#4)
12.33_Canzon_quarti_toni_dopo_il_post_Comune {1: '4/4', 16: '8/4', 17: '3/2', 34: '8/4', 37... {1: 0} 58 58 282.0 58 58 282.0 886.00 878 ... https://www.wikidata.org/wiki/Q3072749 https://musicbrainz.org/work/5d23ad85-1ddb-46f... https://viaf.org/viaf/179864547/ https://imslp.org/wiki/Fiori_Musicali,_Op.12_(... https://imslp.org/wiki/Special:ReverseLookup/3... https://musescore.com/user/11977961 Organ 55-77 (G3-F5) Organ 40-65 (E2-F4)
12.34_Toccata_avanti_la_Messa_della_Madonna {1: '4/2', 4: '2/2'} {1: 0} 12 12 60.0 12 12 60.0 214.50 195 ... https://www.wikidata.org/wiki/Q3072749 https://musicbrainz.org/work/62d77de1-f177-480... https://viaf.org/viaf/179864547/ https://imslp.org/wiki/Fiori_Musicali,_Op.12_(... https://imslp.org/wiki/Special:ReverseLookup/3... https://musescore.com/user/11977961 Organ 55-77 (G3-F5) Organ 41-62 (F2-D4)
12.35_Kyrie,_Tema_I {1: '4/2'} {1: 0} 12 12 96.0 12 12 96.0 298.00 126 ... https://www.wikidata.org/wiki/Q3072749 https://musicbrainz.org/work/ab40f086-3c2a-46f... https://viaf.org/viaf/179864547/ https://imslp.org/wiki/Fiori_Musicali,_Op.12_(... https://imslp.org/wiki/Special:ReverseLookup/3... https://musescore.com/user/11977961 Organ 60-77 (C4-F5) Organ 43-65 (G2-F4)
12.36_Kyrie,_Tema_K {1: '4/2'} {1: 0} 13 13 104.0 13 13 104.0 343.00 176 ... https://www.wikidata.org/wiki/Q3072749 https://musicbrainz.org/work/75180d31-a2d1-422... https://viaf.org/viaf/179864547/ https://imslp.org/wiki/Fiori_Musicali,_Op.12_(... https://imslp.org/wiki/Special:ReverseLookup/3... https://musescore.com/user/11977961 Organ 55-77 (G3-F5) Organ 41-64 (F2-E4)
12.37_Christe,_Tema_L {1: '4/2'} {1: 0} 14 14 112.0 14 14 112.0 340.00 177 ... https://www.wikidata.org/wiki/Q3072749 https://musicbrainz.org/work/d86cb61e-189c-41c... https://viaf.org/viaf/179864547/ https://imslp.org/wiki/Fiori_Musicali,_Op.12_(... https://imslp.org/wiki/Special:ReverseLookup/3... https://musescore.com/user/11977961 Organ 57-74 (A3-D5) Organ 45-64 (A2-E4)
12.38_Christe,_Tema_M {1: '4/2'} {1: 0} 12 12 96.0 12 12 96.0 324.00 155 ... https://www.wikidata.org/wiki/Q3072749 https://musicbrainz.org/work/eb31bb76-bb54-47f... https://viaf.org/viaf/179864547/ https://imslp.org/wiki/Fiori_Musicali,_Op.12_(... https://imslp.org/wiki/Special:ReverseLookup/3... https://musescore.com/user/11977961 Organ 57-77 (A3-F5) Organ 43-62 (G2-D4)
12.39_Kyrie,_Tema_N {1: '4/2'} {1: 0} 12 12 96.0 12 12 96.0 286.00 136 ... https://www.wikidata.org/wiki/Q3072749 https://musicbrainz.org/work/6e251035-13b4-461... https://viaf.org/viaf/179864547/ https://imslp.org/wiki/Fiori_Musicali,_Op.12_(... https://imslp.org/wiki/Special:ReverseLookup/3... https://musescore.com/user/11977961 Organ 57-76 (A3-E5) Organ 43-64 (G2-E4)
12.40_Kyrie,_Tema_O {1: '4/2'} {1: 0} 9 9 72.0 9 9 72.0 246.00 156 ... https://www.wikidata.org/wiki/Q3072749 https://musicbrainz.org/work/e37ac6f0-8af2-47a... https://viaf.org/viaf/179864547/ https://imslp.org/wiki/Fiori_Musicali,_Op.12_(... https://imslp.org/wiki/Special:ReverseLookup/3... https://musescore.com/user/11977961 Organ 57-77 (A3-F5) Organ 45-64 (A2-E4)
12.41_Canzon_dopo_l'Epistola {1: '4/4', 26: '8/4', 27: '4/4', 28: '3/4'} {1: -1} 49 49 178.0 49 49 178.0 554.50 616 ... https://www.wikidata.org/wiki/Q3072749 https://musicbrainz.org/work/02abce1f-079a-4f4... https://viaf.org/viaf/179864547/ https://imslp.org/wiki/Fiori_Musicali,_Op.12_(... https://imslp.org/wiki/Special:ReverseLookup/3... https://musescore.com/user/11977961 Organ 55-77 (G3-F5) Organ 41-65 (F2-F4)
12.42_Recercar_dopo_il_Credo {1: '4/2', 28: '2/2', 29: '4/2'} {1: -1} 46 46 364.0 46 46 364.0 1106.00 594 ... https://www.wikidata.org/wiki/Q3072749 https://musicbrainz.org/work/3545d2fe-012f-47a... https://viaf.org/viaf/179864547/ https://imslp.org/wiki/Fiori_Musicali,_Op.12_(... https://imslp.org/wiki/Special:ReverseLookup/3... https://musescore.com/user/11977961 Organ 55-77 (G3-F5) Organ 43-65 (G2-F4)
12.43_Toccata_avanti_il_Recercar {1: '4/4'} {1: 0} 14 14 56.0 14 14 56.0 183.50 172 ... https://www.wikidata.org/wiki/Q3072749 https://musicbrainz.org/work/a0e581f3-6fba-442... https://viaf.org/viaf/179864547/ https://imslp.org/wiki/Fiori_Musicali,_Op.12_(... https://imslp.org/wiki/Special:ReverseLookup/3... https://musescore.com/user/11977961 Organ 57-77 (A3-F5) Organ 45-64 (A2-E4)
12.44_Recercar_con_obligo_di_cantare_la_quinta_parte_non_senza_toccarla {1: '2/1', 2: '8/1', 3: '4/2'} {1: 0} 59 59 496.0 59 59 496.0 1485.00 689 ... https://www.wikidata.org/wiki/Q3072749 https://musicbrainz.org/work/05c313dd-27b7-48e... https://viaf.org/viaf/179864547/ https://imslp.org/wiki/Fiori_Musicali,_Op.12_(... https://imslp.org/wiki/Special:ReverseLookup/3... https://musescore.com/user/11977961 Organ 57-77 (A3-F5) Organ 33-65 (A1-F4)
12.45_Toccata_per_l'Elevatione {1: '4/2', 7: '2/2', 16: '4/2', 17: '4/4'} {1: 0} 24 24 124.0 24 24 124.0 438.00 284 ... https://www.wikidata.org/wiki/Q3072749 https://musicbrainz.org/work/261a9473-b4d4-4f0... https://viaf.org/viaf/179864547/ https://imslp.org/wiki/Fiori_Musicali,_Op.12_(... https://imslp.org/wiki/Special:ReverseLookup/3... https://musescore.com/user/11977961 Organ 53-76 (F3-E5) Organ 43-64 (G2-E4)
12.46_Bergamasca {1: '4/2', 17: '2/2', 18: '3/2', 40: '2/2', 41... {1: 0} 124 124 752.0 124 124 752.0 2327.33 1616 ... https://www.wikidata.org/wiki/Q3072749 https://musicbrainz.org/work/c4e8c7f4-1d5b-488... https://viaf.org/viaf/179864547/ https://imslp.org/wiki/Fiori_Musicali,_Op.12_(... https://imslp.org/wiki/Special:ReverseLookup/3... https://musescore.com/user/11977961 Organ 54-77 (F#3-F5) Organ 43-64 (G2-E4)
12.47_Capriccio_sopra_la_Girolmeta {1: '4/2', 33: '2/2', 34: '3/2', 45: '12/4', 4... {1: 0} 102 102 594.0 102 102 594.0 1796.50 1282 ... https://www.wikidata.org/wiki/Q3072749 https://musicbrainz.org/work/583c6d73-028c-4bf... https://viaf.org/viaf/179864547/ https://imslp.org/wiki/Fiori_Musicali,_Op.12_(... https://imslp.org/wiki/Special:ReverseLookup/3... https://musescore.com/user/11977961 Organ 52-79 (E3-G5) Organ 40-64 (E2-E4)

47 rows × 52 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
frescobaldi_fiori_musicali    1635.0
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 1635 ('frescobaldi_fiori_musicali', '12.01_Toccata_avanti_la_Messa_della_Domenica') to 1635 ('frescobaldi_fiori_musicali', '12.01_Toccata_avanti_la_Messa_della_Domenica').

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 ... wikidata musicbrainz viaf imslp pdf typesetter staff_1_instrument staff_1_ambitus staff_2_instrument staff_2_ambitus
corpus piece
frescobaldi_fiori_musicali 12.01_Toccata_avanti_la_Messa_della_Domenica {1: '4/2'} {1: 0} 8 8 64.0 8 8 64.0 244.00 200 ... https://www.wikidata.org/wiki/Q3072749 https://musicbrainz.org/work/4ca22ee2-275b-49c... https://viaf.org/viaf/179864547/ https://imslp.org/wiki/Fiori_Musicali,_Op.12_(... https://imslp.org/wiki/Special:ReverseLookup/3... https://musescore.com/user/11977961 Organ 59-77 (B3-F5) Organ 43-65 (G2-F4)
12.02_Kyrie_della_domenica {1: '4/2'} {1: 0} 13 13 104.0 13 13 104.0 348.00 167 ... https://www.wikidata.org/wiki/Q3072749 https://musicbrainz.org/work/b2dda4ec-d61b-428... https://viaf.org/viaf/179864547/ https://imslp.org/wiki/Fiori_Musicali,_Op.12_(... https://imslp.org/wiki/Special:ReverseLookup/3... https://musescore.com/user/11977961 Organ 53-70 (F3-Bb4) Organ 43-62 (G2-D4)
12.03_Kyrie,_Tema_A {1: '4/2'} {1: 0} 17 17 136.0 17 17 136.0 443.00 169 ... https://www.wikidata.org/wiki/Q3072749 https://musicbrainz.org/work/beaf614a-64cd-4c8... https://viaf.org/viaf/179864547/ https://imslp.org/wiki/Fiori_Musicali,_Op.12_(... https://imslp.org/wiki/Special:ReverseLookup/3... https://musescore.com/user/11977961 Organ 56-77 (G#3-F5) Organ 43-65 (G2-F4)
12.04_Christe,_Tema_B {1: '4/2'} {1: 0} 15 15 120.0 15 15 120.0 380.00 175 ... https://www.wikidata.org/wiki/Q3072749 https://musicbrainz.org/work/6346b073-d576-430... https://viaf.org/viaf/179864547/ https://imslp.org/wiki/Fiori_Musicali,_Op.12_(... https://imslp.org/wiki/Special:ReverseLookup/3... https://musescore.com/user/11977961 Organ 55-72 (G3-C5) Organ 43-62 (G2-D4)
12.05_Christe,_Tema_B,_alio_modo {1: '8/4', 4: '4/4', 6: '8/4'} {1: 0} 8 8 56.0 8 8 56.0 176.00 156 ... https://www.wikidata.org/wiki/Q3072749 https://musicbrainz.org/work/2843547e-68f0-4f9... https://viaf.org/viaf/179864547/ https://imslp.org/wiki/Fiori_Musicali,_Op.12_(... https://imslp.org/wiki/Special:ReverseLookup/3... https://musescore.com/user/11977961 Organ 53-77 (F3-F5) Organ 43-64 (G2-E4)
12.06_Christe,_Tema_B,_alio_modo_II {1: '3/2'} {1: 0} 21 21 126.0 21 21 126.0 416.00 164 ... https://www.wikidata.org/wiki/Q3072749 https://musicbrainz.org/work/d1e6cb07-5cc7-4ab... https://viaf.org/viaf/179864547/ https://imslp.org/wiki/Fiori_Musicali,_Op.12_(... https://imslp.org/wiki/Special:ReverseLookup/3... https://musescore.com/user/11977961 Organ 55-74 (G3-D5) Organ 40-62 (E2-D4)
12.07_Christe,_Tema_B,_alio_modo_III {1: '4/2'} {1: 0} 14 14 112.0 14 14 112.0 384.00 153 ... https://www.wikidata.org/wiki/Q3072749 https://musicbrainz.org/work/a5ecc5bd-ea8a-488... https://viaf.org/viaf/179864547/ https://imslp.org/wiki/Fiori_Musicali,_Op.12_(... https://imslp.org/wiki/Special:ReverseLookup/3... https://musescore.com/user/11977961 Organ 62-74 (D4-D5) Organ 41-62 (F2-D4)
12.08_Kyrie,_Tema_C {1: '4/2'} {1: 0} 13 13 104.0 13 13 104.0 380.00 124 ... https://www.wikidata.org/wiki/Q3072749 https://musicbrainz.org/work/d54916ab-690c-45b... https://viaf.org/viaf/179864547/ https://imslp.org/wiki/Fiori_Musicali,_Op.12_(... https://imslp.org/wiki/Special:ReverseLookup/3... https://musescore.com/user/11977961 Organ 62-74 (D4-D5) Organ 43-65 (G2-F4)
12.09_Kyrie,_Tema_D,_alio_modo_I {1: '4/2'} {1: 0} 21 21 168.0 21 21 168.0 539.00 224 ... https://www.wikidata.org/wiki/Q3072749 https://musicbrainz.org/work/3199ddbc-1812-4a1... https://viaf.org/viaf/179864547/ https://imslp.org/wiki/Fiori_Musicali,_Op.12_(... https://imslp.org/wiki/Special:ReverseLookup/3... https://musescore.com/user/11977961 Organ 55-77 (G3-F5) Organ 43-65 (G2-F4)
12.10_Kyrie,_Tema_D,_alio_modo_II {1: '4/2'} {1: 0} 18 18 144.0 18 18 144.0 475.00 210 ... https://www.wikidata.org/wiki/Q3072749 https://musicbrainz.org/work/70dd9b1d-0fef-488... https://viaf.org/viaf/179864547/ https://imslp.org/wiki/Fiori_Musicali,_Op.12_(... https://imslp.org/wiki/Special:ReverseLookup/3... https://musescore.com/user/11977961 Organ 55-76 (G3-E5) Organ 43-64 (G2-E4)
12.11_Kyrie_ultimo {1: '4/2'} {1: 0} 19 19 152.0 19 19 152.0 516.00 229 ... https://www.wikidata.org/wiki/Q3072749 https://musicbrainz.org/work/9a744dca-8306-451... https://viaf.org/viaf/179864547/ https://imslp.org/wiki/Fiori_Musicali,_Op.12_(... https://imslp.org/wiki/Special:ReverseLookup/3... https://musescore.com/user/11977961 Organ 57-77 (A3-F5) Organ 43-65 (G2-F4)
12.12_Kyrie,_Tema_D,_alio_modo_III {1: '4/2'} {1: 0} 12 12 96.0 12 12 96.0 297.00 189 ... https://www.wikidata.org/wiki/Q3072749 https://musicbrainz.org/work/494c8a61-dd7c-45b... https://viaf.org/viaf/179864547/ https://imslp.org/wiki/Fiori_Musicali,_Op.12_(... https://imslp.org/wiki/Special:ReverseLookup/3... https://musescore.com/user/11977961 Organ 57-77 (A3-F5) Organ 43-66 (G2-F#4)
12.13_Kyrie,_Tema_D,_alio_modo_IV {1: '3/2'} {1: 0} 21 21 126.0 21 21 126.0 430.00 111 ... https://www.wikidata.org/wiki/Q3072749 https://musicbrainz.org/work/06d84212-6bfd-4e4... https://viaf.org/viaf/179864547/ https://imslp.org/wiki/Fiori_Musicali,_Op.12_(... https://imslp.org/wiki/Special:ReverseLookup/3... https://musescore.com/user/11977961 Organ 60-76 (C4-E5) Organ 45-57 (A2-A3)
12.14_Canzon_dopo_l’Epistola {1: '4/4', 18: '3/2', 36: '4/4'} {1: 0} 59 59 272.0 59 59 272.0 824.25 754 ... https://www.wikidata.org/wiki/Q3072749 https://musicbrainz.org/work/d059986a-44a3-4f1... https://viaf.org/viaf/179864547/ https://imslp.org/wiki/Fiori_Musicali,_Op.12_(... https://imslp.org/wiki/Special:ReverseLookup/3... https://musescore.com/user/11977961 Organ 56-77 (G#3-F5) Organ 41-65 (F2-F4)
12.15_Recercar_dopo_il_Credo {1: '4/2'} {1: -1} 47 47 376.0 47 47 376.0 1139.00 598 ... https://www.wikidata.org/wiki/Q3072749 https://musicbrainz.org/work/098ef1f6-d914-4e9... https://viaf.org/viaf/179864547/ https://imslp.org/wiki/Fiori_Musicali,_Op.12_(... https://imslp.org/wiki/Special:ReverseLookup/3... https://musescore.com/user/11977961 Organ 55-75 (G3-Eb5) Organ 41-63 (F2-Eb4)
12.16_Toccata_cromaticha_per_l’elevatione {1: '4/2'} {1: 0} 53 53 424.0 53 53 424.0 1447.00 528 ... https://www.wikidata.org/wiki/Q3072749 https://musicbrainz.org/work/a5e738c7-3ecd-4fd... https://viaf.org/viaf/179864547/ https://imslp.org/wiki/Fiori_Musicali,_Op.12_(... https://imslp.org/wiki/Special:ReverseLookup/3... https://musescore.com/user/11977961 Organ 54-76 (F#3-E5) Organ 41-66 (F2-F#4)
12.17_Canzon_post_il_Comune {1: '4/4', 22: '8/4', 24: '4/4', 25: '3/2', 44... {1: 0} 80 80 374.0 80 80 374.0 1158.00 1081 ... https://www.wikidata.org/wiki/Q3072749 https://musicbrainz.org/work/0639415c-a4b5-4f9... https://viaf.org/viaf/179864547/ https://imslp.org/wiki/Fiori_Musicali,_Op.12_(... https://imslp.org/wiki/Special:ReverseLookup/3... https://musescore.com/user/11977961 Organ 53-77 (F3-F5) Organ 40-67 (E2-G4)
12.18_Toccata_avanti_la_Messa_delli_Apostoli {1: '4/4'} {1: 0} 21 21 84.0 21 21 84.0 309.00 274 ... https://www.wikidata.org/wiki/Q3072749 https://musicbrainz.org/work/e084e38d-797a-4f7... https://viaf.org/viaf/179864547/ https://imslp.org/wiki/Fiori_Musicali,_Op.12_(... https://imslp.org/wiki/Special:ReverseLookup/3... https://musescore.com/user/11977961 Organ 59-77 (B3-F5) Organ 41-66 (F2-F#4)
12.19_Kyrie,_Tema_E_1 {1: '4/2'} {1: 0} 16 16 128.0 16 16 128.0 408.00 179 ... https://www.wikidata.org/wiki/Q3072749 https://musicbrainz.org/work/e339a474-8b51-4b7... https://viaf.org/viaf/179864547/ https://imslp.org/wiki/Fiori_Musicali,_Op.12_(... https://imslp.org/wiki/Special:ReverseLookup/3... https://musescore.com/user/11977961 Organ 57-77 (A3-F5) Organ 45-62 (A2-D4)
12.20_Kyrie,_Tema_E_2 {1: '4/2'} {1: 0} 17 17 136.0 17 17 136.0 414.00 211 ... https://www.wikidata.org/wiki/Q3072749 https://musicbrainz.org/work/819e418a-a671-465... https://viaf.org/viaf/179864547/ https://imslp.org/wiki/Fiori_Musicali,_Op.12_(... https://imslp.org/wiki/Special:ReverseLookup/3... https://musescore.com/user/11977961 Organ 56-74 (G#3-D5) Organ 45-65 (A2-F4)
12.21_Kyrie,_Tema_E_3 {1: '8/4'} {1: 0} 10 10 80.0 10 10 80.0 272.00 268 ... https://www.wikidata.org/wiki/Q3072749 https://musicbrainz.org/work/59fdeab8-287e-4a1... https://viaf.org/viaf/179864547/ https://imslp.org/wiki/Fiori_Musicali,_Op.12_(... https://imslp.org/wiki/Special:ReverseLookup/3... https://musescore.com/user/11977961 Organ 55-76 (G3-E5) Organ 45-67 (A2-G4)
12.22_Christe,_Tema_F_1 {1: '4/2', 6: '8/2', 7: '4/2'} {1: 0} 13 13 112.0 13 13 112.0 372.00 134 ... https://www.wikidata.org/wiki/Q3072749 https://musicbrainz.org/work/77fb4c32-7a54-49e... https://viaf.org/viaf/179864547/ https://imslp.org/wiki/Fiori_Musicali,_Op.12_(... https://imslp.org/wiki/Special:ReverseLookup/3... https://musescore.com/user/11977961 Organ 57-74 (A3-D5) Organ 48-64 (C3-E4)
12.23_Christe,_Tema_F_2 {1: '4/2', 10: '2/2', 11: '4/2'} {1: 0} 14 14 108.0 14 14 108.0 366.00 170 ... https://www.wikidata.org/wiki/Q3072749 https://musicbrainz.org/work/f1596301-3c50-403... https://viaf.org/viaf/179864547/ https://imslp.org/wiki/Fiori_Musicali,_Op.12_(... https://imslp.org/wiki/Special:ReverseLookup/3... https://musescore.com/user/11977961 Organ 55-74 (G3-D5) Organ 43-58 (G2-Bb3)
12.24_Kyrie,_Tema_G_1 {1: '3/1', 26: '6/1'} {1: 0} 27 27 348.0 27 27 348.0 1140.00 191 ... https://www.wikidata.org/wiki/Q3072749 https://musicbrainz.org/work/22ecc62b-f9f2-478... https://viaf.org/viaf/179864547/ https://imslp.org/wiki/Fiori_Musicali,_Op.12_(... https://imslp.org/wiki/Special:ReverseLookup/3... https://musescore.com/user/11977961 Organ 57-76 (A3-E5) Organ 43-64 (G2-E4)
12.25_Kyrie,_Tema_G_2 {1: '4/2'} {1: 0} 20 20 160.0 20 20 160.0 472.00 223 ... https://www.wikidata.org/wiki/Q3072749 https://musicbrainz.org/work/8414ff8c-d8cf-442... https://viaf.org/viaf/179864547/ https://imslp.org/wiki/Fiori_Musicali,_Op.12_(... https://imslp.org/wiki/Special:ReverseLookup/3... https://musescore.com/user/11977961 Organ 53-76 (F3-E5) Organ 41-64 (F2-E4)
12.26_Kyrie,_Tema_H {1: '4/2'} {1: 0} 20 20 160.0 20 20 160.0 530.00 256 ... https://www.wikidata.org/wiki/Q3072749 https://musicbrainz.org/work/c976b9cf-ff22-41b... https://viaf.org/viaf/179864547/ https://imslp.org/wiki/Fiori_Musicali,_Op.12_(... https://imslp.org/wiki/Special:ReverseLookup/3... https://musescore.com/user/11977961 Organ 55-76 (G3-E5) Organ 45-62 (A2-D4)
12.27_Canzon_dopo_l'Epistola {1: '4/2', 5: '4/4', 19: '8/4', 21: '4/4', 38:... {1: 0} 68 68 298.0 68 68 298.0 958.00 999 ... https://www.wikidata.org/wiki/Q3072749 https://musicbrainz.org/work/d7d60a97-ffa6-423... https://viaf.org/viaf/179864547/ https://imslp.org/wiki/Fiori_Musicali,_Op.12_(... https://imslp.org/wiki/Special:ReverseLookup/3... https://musescore.com/user/11977961 Organ 57-77 (A3-F5) Organ 40-67 (E2-G4)
12.28_Toccata_avanti_il_Recercar {1: '4/4', 8: '8/4', 9: '4/4', 12: '8/4'} {1: 0} 13 13 64.0 13 13 64.0 241.00 177 ... https://www.wikidata.org/wiki/Q3072749 https://musicbrainz.org/work/06541ad8-e078-462... https://viaf.org/viaf/179864547/ https://imslp.org/wiki/Fiori_Musicali,_Op.12_(... https://imslp.org/wiki/Special:ReverseLookup/3... https://musescore.com/user/11977961 Organ 57-76 (A3-E5) Organ 43-64 (G2-E4)
12.29_Recercar_cromaticho_post_il_Credo {1: '4/2', 43: '2/2', 44: '4/2'} {1: 0} 70 70 556.0 70 70 556.0 1709.00 745 ... https://www.wikidata.org/wiki/Q3072749 https://musicbrainz.org/work/f9b7c4ba-a640-4d1... https://viaf.org/viaf/179864547/ https://imslp.org/wiki/Fiori_Musicali,_Op.12_(... https://imslp.org/wiki/Special:ReverseLookup/3... https://musescore.com/user/11977961 Organ 52-78 (E3-F#5) Organ 41-64 (F2-E4)
12.30_Alto_recercar {1: '4/2', 60: '2/2', 61: '4/2'} {1: -1} 81 81 644.0 81 81 644.0 2021.00 959 ... https://www.wikidata.org/wiki/Q3072749 https://musicbrainz.org/work/6d10ff6d-356f-477... https://viaf.org/viaf/179864547/ https://imslp.org/wiki/Fiori_Musicali,_Op.12_(... https://imslp.org/wiki/Special:ReverseLookup/3... https://musescore.com/user/11977961 Organ 55-77 (G3-F5) Organ 43-65 (G2-F4)
12.31_Toccata_per_l'Elevatione {1: '4/2', 9: '2/2', 10: '4/2', 11: '2/2', 23:... {1: 0} 33 33 192.0 33 33 192.0 711.00 457 ... https://www.wikidata.org/wiki/Q3072749 https://musicbrainz.org/work/39a66bcd-c993-4d3... https://viaf.org/viaf/179864547/ https://imslp.org/wiki/Fiori_Musicali,_Op.12_(... https://imslp.org/wiki/Special:ReverseLookup/3... https://musescore.com/user/11977961 Organ 56-77 (G#3-F5) Organ 40-64 (E2-E4)
12.32_Recercar_con_obligo_del_Basso_come_appare {1: '4/2', 21: '6/2', 22: '4/2'} {1: 0} 64 64 516.0 64 64 516.0 1628.00 776 ... https://www.wikidata.org/wiki/Q3072749 https://musicbrainz.org/work/aad9f19c-e1c5-42c... https://viaf.org/viaf/179864547/ https://imslp.org/wiki/Fiori_Musicali,_Op.12_(... https://imslp.org/wiki/Special:ReverseLookup/3... https://musescore.com/user/11977961 Organ 54-76 (F#3-E5) Organ 41-66 (F2-F#4)
12.33_Canzon_quarti_toni_dopo_il_post_Comune {1: '4/4', 16: '8/4', 17: '3/2', 34: '8/4', 37... {1: 0} 58 58 282.0 58 58 282.0 886.00 878 ... https://www.wikidata.org/wiki/Q3072749 https://musicbrainz.org/work/5d23ad85-1ddb-46f... https://viaf.org/viaf/179864547/ https://imslp.org/wiki/Fiori_Musicali,_Op.12_(... https://imslp.org/wiki/Special:ReverseLookup/3... https://musescore.com/user/11977961 Organ 55-77 (G3-F5) Organ 40-65 (E2-F4)
12.34_Toccata_avanti_la_Messa_della_Madonna {1: '4/2', 4: '2/2'} {1: 0} 12 12 60.0 12 12 60.0 214.50 195 ... https://www.wikidata.org/wiki/Q3072749 https://musicbrainz.org/work/62d77de1-f177-480... https://viaf.org/viaf/179864547/ https://imslp.org/wiki/Fiori_Musicali,_Op.12_(... https://imslp.org/wiki/Special:ReverseLookup/3... https://musescore.com/user/11977961 Organ 55-77 (G3-F5) Organ 41-62 (F2-D4)
12.35_Kyrie,_Tema_I {1: '4/2'} {1: 0} 12 12 96.0 12 12 96.0 298.00 126 ... https://www.wikidata.org/wiki/Q3072749 https://musicbrainz.org/work/ab40f086-3c2a-46f... https://viaf.org/viaf/179864547/ https://imslp.org/wiki/Fiori_Musicali,_Op.12_(... https://imslp.org/wiki/Special:ReverseLookup/3... https://musescore.com/user/11977961 Organ 60-77 (C4-F5) Organ 43-65 (G2-F4)
12.36_Kyrie,_Tema_K {1: '4/2'} {1: 0} 13 13 104.0 13 13 104.0 343.00 176 ... https://www.wikidata.org/wiki/Q3072749 https://musicbrainz.org/work/75180d31-a2d1-422... https://viaf.org/viaf/179864547/ https://imslp.org/wiki/Fiori_Musicali,_Op.12_(... https://imslp.org/wiki/Special:ReverseLookup/3... https://musescore.com/user/11977961 Organ 55-77 (G3-F5) Organ 41-64 (F2-E4)
12.37_Christe,_Tema_L {1: '4/2'} {1: 0} 14 14 112.0 14 14 112.0 340.00 177 ... https://www.wikidata.org/wiki/Q3072749 https://musicbrainz.org/work/d86cb61e-189c-41c... https://viaf.org/viaf/179864547/ https://imslp.org/wiki/Fiori_Musicali,_Op.12_(... https://imslp.org/wiki/Special:ReverseLookup/3... https://musescore.com/user/11977961 Organ 57-74 (A3-D5) Organ 45-64 (A2-E4)
12.38_Christe,_Tema_M {1: '4/2'} {1: 0} 12 12 96.0 12 12 96.0 324.00 155 ... https://www.wikidata.org/wiki/Q3072749 https://musicbrainz.org/work/eb31bb76-bb54-47f... https://viaf.org/viaf/179864547/ https://imslp.org/wiki/Fiori_Musicali,_Op.12_(... https://imslp.org/wiki/Special:ReverseLookup/3... https://musescore.com/user/11977961 Organ 57-77 (A3-F5) Organ 43-62 (G2-D4)
12.39_Kyrie,_Tema_N {1: '4/2'} {1: 0} 12 12 96.0 12 12 96.0 286.00 136 ... https://www.wikidata.org/wiki/Q3072749 https://musicbrainz.org/work/6e251035-13b4-461... https://viaf.org/viaf/179864547/ https://imslp.org/wiki/Fiori_Musicali,_Op.12_(... https://imslp.org/wiki/Special:ReverseLookup/3... https://musescore.com/user/11977961 Organ 57-76 (A3-E5) Organ 43-64 (G2-E4)
12.40_Kyrie,_Tema_O {1: '4/2'} {1: 0} 9 9 72.0 9 9 72.0 246.00 156 ... https://www.wikidata.org/wiki/Q3072749 https://musicbrainz.org/work/e37ac6f0-8af2-47a... https://viaf.org/viaf/179864547/ https://imslp.org/wiki/Fiori_Musicali,_Op.12_(... https://imslp.org/wiki/Special:ReverseLookup/3... https://musescore.com/user/11977961 Organ 57-77 (A3-F5) Organ 45-64 (A2-E4)
12.41_Canzon_dopo_l'Epistola {1: '4/4', 26: '8/4', 27: '4/4', 28: '3/4'} {1: -1} 49 49 178.0 49 49 178.0 554.50 616 ... https://www.wikidata.org/wiki/Q3072749 https://musicbrainz.org/work/02abce1f-079a-4f4... https://viaf.org/viaf/179864547/ https://imslp.org/wiki/Fiori_Musicali,_Op.12_(... https://imslp.org/wiki/Special:ReverseLookup/3... https://musescore.com/user/11977961 Organ 55-77 (G3-F5) Organ 41-65 (F2-F4)
12.42_Recercar_dopo_il_Credo {1: '4/2', 28: '2/2', 29: '4/2'} {1: -1} 46 46 364.0 46 46 364.0 1106.00 594 ... https://www.wikidata.org/wiki/Q3072749 https://musicbrainz.org/work/3545d2fe-012f-47a... https://viaf.org/viaf/179864547/ https://imslp.org/wiki/Fiori_Musicali,_Op.12_(... https://imslp.org/wiki/Special:ReverseLookup/3... https://musescore.com/user/11977961 Organ 55-77 (G3-F5) Organ 43-65 (G2-F4)
12.43_Toccata_avanti_il_Recercar {1: '4/4'} {1: 0} 14 14 56.0 14 14 56.0 183.50 172 ... https://www.wikidata.org/wiki/Q3072749 https://musicbrainz.org/work/a0e581f3-6fba-442... https://viaf.org/viaf/179864547/ https://imslp.org/wiki/Fiori_Musicali,_Op.12_(... https://imslp.org/wiki/Special:ReverseLookup/3... https://musescore.com/user/11977961 Organ 57-77 (A3-F5) Organ 45-64 (A2-E4)
12.44_Recercar_con_obligo_di_cantare_la_quinta_parte_non_senza_toccarla {1: '2/1', 2: '8/1', 3: '4/2'} {1: 0} 59 59 496.0 59 59 496.0 1485.00 689 ... https://www.wikidata.org/wiki/Q3072749 https://musicbrainz.org/work/05c313dd-27b7-48e... https://viaf.org/viaf/179864547/ https://imslp.org/wiki/Fiori_Musicali,_Op.12_(... https://imslp.org/wiki/Special:ReverseLookup/3... https://musescore.com/user/11977961 Organ 57-77 (A3-F5) Organ 33-65 (A1-F4)
12.45_Toccata_per_l'Elevatione {1: '4/2', 7: '2/2', 16: '4/2', 17: '4/4'} {1: 0} 24 24 124.0 24 24 124.0 438.00 284 ... https://www.wikidata.org/wiki/Q3072749 https://musicbrainz.org/work/261a9473-b4d4-4f0... https://viaf.org/viaf/179864547/ https://imslp.org/wiki/Fiori_Musicali,_Op.12_(... https://imslp.org/wiki/Special:ReverseLookup/3... https://musescore.com/user/11977961 Organ 53-76 (F3-E5) Organ 43-64 (G2-E4)
12.46_Bergamasca {1: '4/2', 17: '2/2', 18: '3/2', 40: '2/2', 41... {1: 0} 124 124 752.0 124 124 752.0 2327.33 1616 ... https://www.wikidata.org/wiki/Q3072749 https://musicbrainz.org/work/c4e8c7f4-1d5b-488... https://viaf.org/viaf/179864547/ https://imslp.org/wiki/Fiori_Musicali,_Op.12_(... https://imslp.org/wiki/Special:ReverseLookup/3... https://musescore.com/user/11977961 Organ 54-77 (F#3-F5) Organ 43-64 (G2-E4)
12.47_Capriccio_sopra_la_Girolmeta {1: '4/2', 33: '2/2', 34: '3/2', 45: '12/4', 4... {1: 0} 102 102 594.0 102 102 594.0 1796.50 1282 ... https://www.wikidata.org/wiki/Q3072749 https://musicbrainz.org/work/583c6d73-028c-4bf... https://viaf.org/viaf/179864547/ https://imslp.org/wiki/Fiori_Musicali,_Op.12_(... https://imslp.org/wiki/Special:ReverseLookup/3... https://musescore.com/user/11977961 Organ 52-79 (E3-G5) Organ 40-64 (E2-E4)

47 rows × 52 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
Bergamasca 1 124 752 1616 415
Capriccio sopra la Girolmeta 1 102 594 1282 375
La Messa degli Apostoli 16 545 3868 6897 1898
La Messa della Domenica 17 439 2954 5232 1509
La Messa della Madonna 12 276 1854 3476 922
sum 47 1486 10022 18503 5119 
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 |
|:---------------------------|---------:|-----------:|---------:|--------:|---------:|
| frescobaldi_fiori_musicali |       47 |       1486 |    10022 |   18503 |     5119 |
| sum                        |       47 |       1486 |    10022 |   18503 |     5119 |

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()

1486 measures over 47 files.
mc mn quarterbeats duration_qb keysig timesig act_dur mc_offset numbering_offset dont_count barline breaks repeats next
corpus piece i
frescobaldi_fiori_musicali 12.01_Toccata_avanti_la_Messa_della_Domenica 0 1 1 0 8.0 0 4/2 2 0 <NA> <NA> <NA> <NA> firstMeasure (2,)
1 2 2 8 8.0 0 4/2 2 0 <NA> <NA> <NA> <NA> <NA> (3,)
2 3 3 16 8.0 0 4/2 2 0 <NA> <NA> <NA> <NA> <NA> (4,)
3 4 4 24 8.0 0 4/2 2 0 <NA> <NA> <NA> <NA> <NA> (5,)
4 5 5 32 8.0 0 4/2 2 0 <NA> <NA> <NA> <NA> <NA> (6,) 
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
frescobaldi_fiori_musicali 12.01_Toccata_avanti_la_Messa_della_Domenica 0 1 1 0 0 2.0 0 0 4/2 1 1 ... i (m3, P5) (m3, P5) (1, 3, 5) (1, 3, 5), minor (1, b3, 5) (1, 3, 5) d i i
1 1 1 2 2 1.0 1/2 1/2 4/2 1 1 ... VI (m3, m6) (M3, P5) (1, 3, 6) (1, 3, 6), minor (1, b3, b6) (1, 3, 6) d i VI6
2 1 1 3 3 0.5 3/4 3/4 4/2 1 1 ... III (P4, M6) (M3, P5) (7, 3, 5) (7, 3, 5), minor (b7, b3, 5) (7, 3, 5) d i III64
3 1 1 7/2 7/2 0.5 7/8 7/8 4/2 1 1 ... v (M3, M6) (m3, P5) (7, 2, 5) (7, 2, 5), minor (b7, 2, 5) (7, 2, 5) d i v6
4 1 1 4 4 1.0 1 1 4/2 1 1 ... iv (P5, m6) (P5, M2, m3) (1, 5, 6) (1, 5, 6), minor (1, 5, b6) (1, 5, 6) d i iv64(2)

5 rows × 51 columns

Concatenated annotation tables contains 5086 rows.
Dataset contains 5086 tokens and 504 types over 47 documents.