Overview#
This notebook gives a general overview of the features included in the dataset.
Show 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("schumann_kinderszenen", 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("Robert Schumann – Kinderszenen version v2.3")
print(f"Datapackage '{package.package_name}' @ {git_tag}")
print(f"dimcat version {dc.__version__}\n")
D
Data and software versions
--------------------------
Robert Schumann – Kinderszenen version v2.3
Datapackage 'schumann_kinderszenen' @ v2.3
dimcat version 3.4.0
Dataset
=======
{'inputs': {'basepath': None,
'packages': {'schumann_kinderszenen': ["'schumann_kinderszenen.measures' "
'(MuseScoreFacetName.MuseScoreMeasures)',
"'schumann_kinderszenen.notes' (MuseScoreFacetName.MuseScoreNotes)",
"'schumann_kinderszenen.expanded' "
'(MuseScoreFacetName.MuseScoreHarmonies)',
"'schumann_kinderszenen.chords' "
'(MuseScoreFacetName.MuseScoreChords)',
"'schumann_kinderszenen.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 | viaf | wikidata | comments | staff_1_ambitus | staff_1_instrument | staff_2_ambitus | staff_2_instrument | |||
|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|
| corpus | piece | |||||||||||||||||||||
| schumann_kinderszenen | n01 | {1: '2/4'} | {1: 1} | 22 | 22 | 44.00 | 44 | 44 | 88.00 | () | 134.33 | ... | https://imslp.org/wiki/Kinderszenen,_Op.15_(Sc... | https://musicbrainz.org/work/04bf8808-7a43-30e... | https://viaf.org/viaf/174865068/ | https://www.wikidata.org/wiki/Q1569982 | <NA> | https://imslp.org/wiki/Special:ReverseLookup/6... | 62-79 (D4-G5) | Piano | 42-69 (F#2-A4) | Piano |
| n02 | {1: '3/4'} | {1: 2} | 43 | 40 | 120.00 | 43 | 40 | 120.00 | () | 471.00 | ... | https://imslp.org/wiki/Kinderszenen,_Op.15_(Sc... | https://musicbrainz.org/work/aafe4a73-09ed-391... | https://viaf.org/viaf/174865068/ | https://www.wikidata.org/wiki/Q1569982 | <NA> | https://imslp.org/wiki/Special:ReverseLookup/6... | 60-81 (B#3-A5) | Piano | 45-73 (A2-C#5) | Piano | |
| n03 | {1: '2/4'} | {1: 2} | 32 | 31 | 64.00 | 32 | 31 | 64.00 | () | 177.50 | ... | https://imslp.org/wiki/Kinderszenen,_Op.15_(Sc... | https://musicbrainz.org/work/7a8d4ff2-f178-39c... | https://viaf.org/viaf/174865068/ | https://www.wikidata.org/wiki/Q1569982 | <NA> | https://imslp.org/wiki/Special:ReverseLookup/6... | 48-86 (C3-D6) | Piano | 36-71 (C2-B4) | Piano | |
| n04 | {1: '2/4'} | {1: 2} | 17 | 17 | 34.00 | 17 | 17 | 34.00 | () | 106.00 | ... | https://imslp.org/wiki/Kinderszenen,_Op.15_(Sc... | https://musicbrainz.org/work/47da16ab-9b11-308... | https://viaf.org/viaf/174865068/ | https://www.wikidata.org/wiki/Q1569982 | <NA> | https://imslp.org/wiki/Special:ReverseLookup/6... | 49-79 (C#3-G5) | Piano | 38-71 (D2-B4) | Piano | |
| n05 | {1: '2/4'} | {1: 2} | 19 | 16 | 36.50 | 42 | 40 | 81.00 | (9, 10], [11, 12) | 154.25 | ... | https://imslp.org/wiki/Kinderszenen,_Op.15_(Sc... | https://musicbrainz.org/work/73bc48de-e12b-326... | https://viaf.org/viaf/174865068/ | https://www.wikidata.org/wiki/Q1569982 | measurcount differs from pdf � second house no... | https://imslp.org/wiki/Special:ReverseLookup/6... | 54-81 (F#3-A5) | Piano | 33-62 (A1-D4) | Piano | |
| n06 | {1: '3/4'} | {1: 3} | 27 | 24 | 72.00 | 36 | 32 | 96.00 | () | 365.50 | ... | https://imslp.org/wiki/Kinderszenen,_Op.15_(Sc... | https://musicbrainz.org/work/ff539270-fcb9-399... | https://viaf.org/viaf/174865068/ | https://www.wikidata.org/wiki/Q1569982 | <NA> | https://imslp.org/wiki/Special:ReverseLookup/6... | 47-81 (B2-A5) | Piano | 25-64 (C#1-E4) | Piano | |
| n07 | {1: '4/4'} | {1: -1} | 25 | 24 | 97.00 | 33 | 32 | 129.00 | () | 428.50 | ... | https://imslp.org/wiki/Kinderszenen,_Op.15_(Sc... | https://musicbrainz.org/work/437982b9-be3c-3b1... | https://viaf.org/viaf/174865068/ | https://www.wikidata.org/wiki/Q1569982 | <NA> | https://imslp.org/wiki/Special:ReverseLookup/6... | 53-82 (F3-Bb5) | Piano | 34-76 (Bb1-E5) | Piano | |
| n08 | {1: '2/4'} | {1: -1} | 34 | 32 | 66.50 | 49 | 48 | 96.50 | (25], [26) | 272.50 | ... | https://imslp.org/wiki/Kinderszenen,_Op.15_(Sc... | https://musicbrainz.org/work/2fe296f5-9409-3e9... | https://viaf.org/viaf/174865068/ | https://www.wikidata.org/wiki/Q1569982 | measurcount differs from pdf � second house no... | https://imslp.org/wiki/Special:ReverseLookup/6... | 48-81 (C3-A5) | Piano | 29-71 (F1-B4) | Piano | |
| n09 | {1: '3/4'} | {1: 0} | 24 | 24 | 72.00 | 48 | 48 | 144.00 | () | 308.50 | ... | https://imslp.org/wiki/Kinderszenen,_Op.15_(Sc... | https://musicbrainz.org/work/856d54fc-8fe3-35f... | https://viaf.org/viaf/174865068/ | https://www.wikidata.org/wiki/Q1569982 | <NA> | https://imslp.org/wiki/Special:ReverseLookup/6... | 60-81 (C4-A5) | Piano | 31-67 (G1-G4) | Piano | |
| n10 | {1: '2/8'} | {1: 5} | 58 | 57 | 58.25 | 58 | 57 | 58.25 | () | 173.00 | ... | https://imslp.org/wiki/Kinderszenen,_Op.15_(Sc... | https://musicbrainz.org/work/7586187c-8d78-351... | https://viaf.org/viaf/174865068/ | https://www.wikidata.org/wiki/Q1569982 | <NA> | https://imslp.org/wiki/Special:ReverseLookup/6... | 58-80 (A#3-G#5) | Piano | 32-71 (G#1-B4) | Piano | |
| n11 | {1: '2/4'} | {1: 1} | 48 | 48 | 96.00 | 64 | 64 | 128.00 | () | 341.00 | ... | https://imslp.org/wiki/Kinderszenen,_Op.15_(Sc... | https://musicbrainz.org/work/5e1e2af7-25f2-344... | https://viaf.org/viaf/174865068/ | https://www.wikidata.org/wiki/Q1569982 | <NA> | https://imslp.org/wiki/Special:ReverseLookup/6... | 55-79 (G3-G5) | Piano | 31-67 (G1-G4) | Piano | |
| n12 | {1: '2/4'} | {1: 1, 9: 4, 25: 1} | 32 | 32 | 64.00 | 32 | 32 | 64.00 | () | 305.50 | ... | https://imslp.org/wiki/Kinderszenen,_Op.15_(Sc... | https://musicbrainz.org/work/193d0122-bb3e-308... | https://viaf.org/viaf/174865068/ | https://www.wikidata.org/wiki/Q1569982 | <NA> | https://imslp.org/wiki/Special:ReverseLookup/6... | 51-83 (D#3-B5) | Piano | 28-71 (E1-B4) | Piano | |
| n13 | {1: '4/4'} | {1: 1} | 25 | 25 | 115.75 | 25 | 25 | 115.75 | () | 387.08 | ... | https://imslp.org/wiki/Kinderszenen,_Op.15_(Sc... | https://musicbrainz.org/work/6a5cf298-971f-395... | https://viaf.org/viaf/174865068/ | https://www.wikidata.org/wiki/Q1569982 | <NA> | https://imslp.org/wiki/Special:ReverseLookup/6... | 45-91 (A2-G6) | Piano | 31-71 (G1-B4) | Piano |
13 rows × 55 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
schumann_kinderszenen 1838.5
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 1838 ('schumann_kinderszenen', 'n01') to 1839 ('schumann_kinderszenen', 'n01').
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()
Show 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 | viaf | wikidata | comments | staff_1_ambitus | staff_1_instrument | staff_2_ambitus | staff_2_instrument | |||
|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|
| corpus | piece | |||||||||||||||||||||
| schumann_kinderszenen | n01 | {1: '2/4'} | {1: 1} | 22 | 22 | 44.00 | 44 | 44 | 88.00 | () | 134.33 | ... | https://imslp.org/wiki/Kinderszenen,_Op.15_(Sc... | https://musicbrainz.org/work/04bf8808-7a43-30e... | https://viaf.org/viaf/174865068/ | https://www.wikidata.org/wiki/Q1569982 | <NA> | https://imslp.org/wiki/Special:ReverseLookup/6... | 62-79 (D4-G5) | Piano | 42-69 (F#2-A4) | Piano |
| n02 | {1: '3/4'} | {1: 2} | 43 | 40 | 120.00 | 43 | 40 | 120.00 | () | 471.00 | ... | https://imslp.org/wiki/Kinderszenen,_Op.15_(Sc... | https://musicbrainz.org/work/aafe4a73-09ed-391... | https://viaf.org/viaf/174865068/ | https://www.wikidata.org/wiki/Q1569982 | <NA> | https://imslp.org/wiki/Special:ReverseLookup/6... | 60-81 (B#3-A5) | Piano | 45-73 (A2-C#5) | Piano | |
| n03 | {1: '2/4'} | {1: 2} | 32 | 31 | 64.00 | 32 | 31 | 64.00 | () | 177.50 | ... | https://imslp.org/wiki/Kinderszenen,_Op.15_(Sc... | https://musicbrainz.org/work/7a8d4ff2-f178-39c... | https://viaf.org/viaf/174865068/ | https://www.wikidata.org/wiki/Q1569982 | <NA> | https://imslp.org/wiki/Special:ReverseLookup/6... | 48-86 (C3-D6) | Piano | 36-71 (C2-B4) | Piano | |
| n04 | {1: '2/4'} | {1: 2} | 17 | 17 | 34.00 | 17 | 17 | 34.00 | () | 106.00 | ... | https://imslp.org/wiki/Kinderszenen,_Op.15_(Sc... | https://musicbrainz.org/work/47da16ab-9b11-308... | https://viaf.org/viaf/174865068/ | https://www.wikidata.org/wiki/Q1569982 | <NA> | https://imslp.org/wiki/Special:ReverseLookup/6... | 49-79 (C#3-G5) | Piano | 38-71 (D2-B4) | Piano | |
| n05 | {1: '2/4'} | {1: 2} | 19 | 16 | 36.50 | 42 | 40 | 81.00 | (9, 10], [11, 12) | 154.25 | ... | https://imslp.org/wiki/Kinderszenen,_Op.15_(Sc... | https://musicbrainz.org/work/73bc48de-e12b-326... | https://viaf.org/viaf/174865068/ | https://www.wikidata.org/wiki/Q1569982 | measurcount differs from pdf � second house no... | https://imslp.org/wiki/Special:ReverseLookup/6... | 54-81 (F#3-A5) | Piano | 33-62 (A1-D4) | Piano | |
| n06 | {1: '3/4'} | {1: 3} | 27 | 24 | 72.00 | 36 | 32 | 96.00 | () | 365.50 | ... | https://imslp.org/wiki/Kinderszenen,_Op.15_(Sc... | https://musicbrainz.org/work/ff539270-fcb9-399... | https://viaf.org/viaf/174865068/ | https://www.wikidata.org/wiki/Q1569982 | <NA> | https://imslp.org/wiki/Special:ReverseLookup/6... | 47-81 (B2-A5) | Piano | 25-64 (C#1-E4) | Piano | |
| n07 | {1: '4/4'} | {1: -1} | 25 | 24 | 97.00 | 33 | 32 | 129.00 | () | 428.50 | ... | https://imslp.org/wiki/Kinderszenen,_Op.15_(Sc... | https://musicbrainz.org/work/437982b9-be3c-3b1... | https://viaf.org/viaf/174865068/ | https://www.wikidata.org/wiki/Q1569982 | <NA> | https://imslp.org/wiki/Special:ReverseLookup/6... | 53-82 (F3-Bb5) | Piano | 34-76 (Bb1-E5) | Piano | |
| n08 | {1: '2/4'} | {1: -1} | 34 | 32 | 66.50 | 49 | 48 | 96.50 | (25], [26) | 272.50 | ... | https://imslp.org/wiki/Kinderszenen,_Op.15_(Sc... | https://musicbrainz.org/work/2fe296f5-9409-3e9... | https://viaf.org/viaf/174865068/ | https://www.wikidata.org/wiki/Q1569982 | measurcount differs from pdf � second house no... | https://imslp.org/wiki/Special:ReverseLookup/6... | 48-81 (C3-A5) | Piano | 29-71 (F1-B4) | Piano | |
| n09 | {1: '3/4'} | {1: 0} | 24 | 24 | 72.00 | 48 | 48 | 144.00 | () | 308.50 | ... | https://imslp.org/wiki/Kinderszenen,_Op.15_(Sc... | https://musicbrainz.org/work/856d54fc-8fe3-35f... | https://viaf.org/viaf/174865068/ | https://www.wikidata.org/wiki/Q1569982 | <NA> | https://imslp.org/wiki/Special:ReverseLookup/6... | 60-81 (C4-A5) | Piano | 31-67 (G1-G4) | Piano | |
| n10 | {1: '2/8'} | {1: 5} | 58 | 57 | 58.25 | 58 | 57 | 58.25 | () | 173.00 | ... | https://imslp.org/wiki/Kinderszenen,_Op.15_(Sc... | https://musicbrainz.org/work/7586187c-8d78-351... | https://viaf.org/viaf/174865068/ | https://www.wikidata.org/wiki/Q1569982 | <NA> | https://imslp.org/wiki/Special:ReverseLookup/6... | 58-80 (A#3-G#5) | Piano | 32-71 (G#1-B4) | Piano | |
| n11 | {1: '2/4'} | {1: 1} | 48 | 48 | 96.00 | 64 | 64 | 128.00 | () | 341.00 | ... | https://imslp.org/wiki/Kinderszenen,_Op.15_(Sc... | https://musicbrainz.org/work/5e1e2af7-25f2-344... | https://viaf.org/viaf/174865068/ | https://www.wikidata.org/wiki/Q1569982 | <NA> | https://imslp.org/wiki/Special:ReverseLookup/6... | 55-79 (G3-G5) | Piano | 31-67 (G1-G4) | Piano | |
| n12 | {1: '2/4'} | {1: 1, 9: 4, 25: 1} | 32 | 32 | 64.00 | 32 | 32 | 64.00 | () | 305.50 | ... | https://imslp.org/wiki/Kinderszenen,_Op.15_(Sc... | https://musicbrainz.org/work/193d0122-bb3e-308... | https://viaf.org/viaf/174865068/ | https://www.wikidata.org/wiki/Q1569982 | <NA> | https://imslp.org/wiki/Special:ReverseLookup/6... | 51-83 (D#3-B5) | Piano | 28-71 (E1-B4) | Piano | |
| n13 | {1: '4/4'} | {1: 1} | 25 | 25 | 115.75 | 25 | 25 | 115.75 | () | 387.08 | ... | https://imslp.org/wiki/Kinderszenen,_Op.15_(Sc... | https://musicbrainz.org/work/6a5cf298-971f-395... | https://viaf.org/viaf/174865068/ | https://www.wikidata.org/wiki/Q1569982 | <NA> | https://imslp.org/wiki/Special:ReverseLookup/6... | 45-91 (A2-G6) | Piano | 31-71 (G1-B4) | Piano |
13 rows × 55 columns
Composition years histogram#
Show 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 | |
|---|---|---|---|---|---|
| Kinderszenen | 13 | 392 | 940 | 5012 | 948 |
| sum | 13 | 392 | 940 | 5012 | 948 |
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 |
|:----------------------|---------:|-----------:|---------:|--------:|---------:|
| schumann_kinderszenen | 13 | 392 | 940 | 5012 | 948 |
| sum | 13 | 392 | 940 | 5012 | 948 |
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()
403 measures over 13 files.
| mc | mn | quarterbeats | duration_qb | keysig | timesig | act_dur | mc_offset | numbering_offset | dont_count | barline | breaks | repeats | next | volta | markers | jump_bwd | jump_fwd | play_until | |||
|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|
| corpus | piece | i | |||||||||||||||||||
| schumann_kinderszenen | n01 | 0 | 1 | 1 | 0 | 2.0 | 1 | 2/4 | 1/2 | 0 | <NA> | <NA> | <NA> | <NA> | firstMeasure | (2,) | <NA> | <NA> | <NA> | <NA> | <NA> |
| 1 | 2 | 2 | 2 | 2.0 | 1 | 2/4 | 1/2 | 0 | <NA> | <NA> | <NA> | <NA> | <NA> | (3,) | <NA> | <NA> | <NA> | <NA> | <NA> | ||
| 2 | 3 | 3 | 4 | 2.0 | 1 | 2/4 | 1/2 | 0 | <NA> | <NA> | <NA> | <NA> | <NA> | (4,) | <NA> | <NA> | <NA> | <NA> | <NA> | ||
| 3 | 4 | 4 | 6 | 2.0 | 1 | 2/4 | 1/2 | 0 | <NA> | <NA> | <NA> | line | <NA> | (5,) | <NA> | <NA> | <NA> | <NA> | <NA> | ||
| 4 | 5 | 5 | 8 | 2.0 | 1 | 2/4 | 1/2 | 0 | <NA> | <NA> | <NA> | <NA> | <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 | |||||||||||||||||||||
| schumann_kinderszenen | n01 | 0 | 1 | 1 | 0 | 1.0 | 0 | 0 | 2/4 | 2 | 1 | <NA> | ... | I | (M3, P5) | (M3, P5) | (1, 3, 5) | (1, 3, 5), major | (1, 3, 5) | (1, #3, 5) | G | I | I |
| 1 | 1 | 1 | 1 | 1.0 | 1/4 | 1/4 | 2/4 | 2 | 1 | <NA> | ... | V | (m3, d5, d7) | (m3, d5, d7) | (#4, 6, 1, b3) | (#4, 6, 1, b3), major | (#4, 6, 1, b3) | (#4, #6, 1, 3) | G | I | viio7/V | ||
| 2 | 2 | 2 | 2 | 1.0 | 0 | 0 | 2/4 | 2 | 1 | <NA> | ... | V | (M3, P5) | (M3, P5) | (5, 7, 2) | (5, 7, 2), major | (5, 7, 2) | (5, #7, 2) | G | I | V | ||
| 3 | 2 | 2 | 3 | 1.0 | 1/4 | 1/4 | 2/4 | 2 | 1 | <NA> | ... | V | (m3, d5, m6) | (M3, P5, m7) | (7, 2, 4, 5) | (7, 2, 4, 5), major | (7, 2, 4, 5) | (#7, 2, 4, 5) | G | I | V65 | ||
| 4 | 3 | 3 | 4 | 1.0 | 0 | 0 | 2/4 | 2 | 1 | <NA> | ... | I | (M3, P5) | (M3, P5) | (1, 3, 5) | (1, 3, 5), major | (1, 3, 5) | (1, #3, 5) | G | I | I |
5 rows × 52 columns
Concatenated annotation tables contains 911 rows.
Dataset contains 911 tokens and 152 types over 13 documents.