In [1]:
cd ../
/Users/rachelbittner/Dropbox/MARL/repos/motif
In [2]:
import motif
import numpy as np
import os
import glob
import matplotlib.pyplot as plt
%matplotlib inline
import seaborn as sns
sns.set()
In [3]:
TRAIN_AUDIO = '/Users/rachelbittner/Documents/VocalAnnotations_MDB/audio/'
TRAIN_ANNOT = '/Users/rachelbittner/Documents/VocalAnnotations_MDB/annotations/'
TEST_AUDIO = '/Users/rachelbittner/Documents/VocalAnnotations_Tony/audio/'
TEST_ANNOT = '/Users/rachelbittner/Documents/VocalAnnotations_Tony/annotations/'
In [4]:
train_pairs = []
for audio_fpath in glob.glob(os.path.join(TRAIN_AUDIO, '*.wav')):
annot_fpath = os.path.join(TRAIN_ANNOT, os.path.basename(audio_fpath).split('.')[0] + '.csv')
train_pairs.append((audio_fpath, annot_fpath))
test_pairs = []
for audio_fpath in glob.glob(os.path.join(TEST_AUDIO, '*.wav')):
annot_fpath = os.path.join(TEST_ANNOT, os.path.basename(audio_fpath).split('.')[0] + '.csv')
test_pairs.append((audio_fpath, annot_fpath))
In [5]:
contour_extractor = motif.run.get_extract_module('salamon')
feature_extractor = motif.run.get_features_module('bitteli')
contour_classifier = motif.run.get_classify_module('random_forest')
In [6]:
print("Building training set...")
X_train, Y_train, train_contours = motif.run.process_with_labels(
contour_extractor, feature_extractor, train_pairs
)
print("Fitting classifier...")
contour_classifier.fit(X_train, Y_train)
/usr/local/lib/python2.7/site-packages/mir_eval/melody.py:231: UserWarning: Non-uniform timescale passed to resample_melody_series. Pitch will be linearly interpolated, which will result in undesirable behavior if silences are indicated by missing values. Silences should be indicated by nonpositive frequency values.
"Non-uniform timescale passed to resample_melody_series. Pitch "
/usr/local/lib/python2.7/site-packages/mir_eval/melody.py:77: UserWarning: Reference melody has no voiced frames.
warnings.warn("Reference melody has no voiced frames.")
/usr/local/lib/python2.7/site-packages/numpy/polynomial/polynomial.py:1407: RankWarning: The fit may be poorly conditioned
warnings.warn(msg, pu.RankWarning)
Building training set...
/Users/rachelbittner/Documents/VocalAnnotations_MDB/audio/AClassicEducation_NightOwl_vocal.wav
/Users/rachelbittner/Documents/VocalAnnotations_MDB/audio/AimeeNorwich_Child_vocal.wav
/Users/rachelbittner/Documents/VocalAnnotations_MDB/audio/AlexanderRoss_GoodbyeBolero_vocal.wav
/Users/rachelbittner/Documents/VocalAnnotations_MDB/audio/AlexanderRoss_VelvetCurtain_vocal.wav
/Users/rachelbittner/Documents/VocalAnnotations_MDB/audio/Auctioneer_OurFutureFaces_vocal.wav
/Users/rachelbittner/Documents/VocalAnnotations_MDB/audio/AvaLuna_Waterduct_vocal.wav
/Users/rachelbittner/Documents/VocalAnnotations_MDB/audio/BigTroubles_Phantom_vocal.wav
/Users/rachelbittner/Documents/VocalAnnotations_MDB/audio/BrandonWebster_DontHearAThing_vocal.wav
/Users/rachelbittner/Documents/VocalAnnotations_MDB/audio/BrandonWebster_YesSirICanFly_vocal.wav
/Users/rachelbittner/Documents/VocalAnnotations_MDB/audio/CelestialShore_DieForUs_vocal.wav
/Users/rachelbittner/Documents/VocalAnnotations_MDB/audio/ClaraBerryAndWooldog_AirTraffic_vocal.wav
/Users/rachelbittner/Documents/VocalAnnotations_MDB/audio/ClaraBerryAndWooldog_Boys_vocal.wav
/Users/rachelbittner/Documents/VocalAnnotations_MDB/audio/ClaraBerryAndWooldog_Stella_vocal.wav
/Users/rachelbittner/Documents/VocalAnnotations_MDB/audio/ClaraBerryAndWooldog_TheBadGuys_vocal.wav
/Users/rachelbittner/Documents/VocalAnnotations_MDB/audio/ClaraBerryAndWooldog_WaltzForMyVictims_vocal.wav
/Users/rachelbittner/Documents/VocalAnnotations_MDB/audio/Creepoid_OldTree_vocal.wav
/Users/rachelbittner/Documents/VocalAnnotations_MDB/audio/Debussy_LenfantProdigue_vocal.wav
/Users/rachelbittner/Documents/VocalAnnotations_MDB/audio/DreamersOfTheGhetto_HeavyLove_vocal.wav
/Users/rachelbittner/Documents/VocalAnnotations_MDB/audio/FacesOnFilm_WaitingForGa_vocal.wav
/Users/rachelbittner/Documents/VocalAnnotations_MDB/audio/FamilyBand_Again_vocal.wav
/Users/rachelbittner/Documents/VocalAnnotations_MDB/audio/Handel_TornamiAVagheggiar_vocal.wav
/Users/rachelbittner/Documents/VocalAnnotations_MDB/audio/HeladoNegro_MitadDelMundo_vocal.wav
/Users/rachelbittner/Documents/VocalAnnotations_MDB/audio/HezekiahJones_BorrowedHeart_vocal.wav
/Users/rachelbittner/Documents/VocalAnnotations_MDB/audio/HopAlong_SisterCities_vocal.wav
/Users/rachelbittner/Documents/VocalAnnotations_MDB/audio/InvisibleFamiliars_DisturbingWildlife_vocal.wav
/Users/rachelbittner/Documents/VocalAnnotations_MDB/audio/LizNelson_Coldwar_vocal.wav
/Users/rachelbittner/Documents/VocalAnnotations_MDB/audio/LizNelson_ImComingHome_vocal.wav
/Users/rachelbittner/Documents/VocalAnnotations_MDB/audio/LizNelson_Rainfall_vocal.wav
/Users/rachelbittner/Documents/VocalAnnotations_MDB/audio/MatthewEntwistle_DontYouEver_vocal.wav
/Users/rachelbittner/Documents/VocalAnnotations_MDB/audio/MatthewEntwistle_Lontano_vocal.wav
/Users/rachelbittner/Documents/VocalAnnotations_MDB/audio/Meaxic_TakeAStep_vocal.wav
/Users/rachelbittner/Documents/VocalAnnotations_MDB/audio/Meaxic_YouListen_vocal.wav
/Users/rachelbittner/Documents/VocalAnnotations_MDB/audio/Mozart_BesterJungling_vocal.wav
/Users/rachelbittner/Documents/VocalAnnotations_MDB/audio/Mozart_DiesBildnis_vocal.wav
/Users/rachelbittner/Documents/VocalAnnotations_MDB/audio/MusicDelta_80sRock_vocal.wav
/Users/rachelbittner/Documents/VocalAnnotations_MDB/audio/MusicDelta_Beatles_vocal.wav
/Users/rachelbittner/Documents/VocalAnnotations_MDB/audio/MusicDelta_Britpop_vocal.wav
/Users/rachelbittner/Documents/VocalAnnotations_MDB/audio/MusicDelta_Country1_vocal.wav
/Users/rachelbittner/Documents/VocalAnnotations_MDB/audio/MusicDelta_Country2_vocal.wav
/Users/rachelbittner/Documents/VocalAnnotations_MDB/audio/MusicDelta_Disco_vocal.wav
/Users/rachelbittner/Documents/VocalAnnotations_MDB/audio/MusicDelta_Gospel_vocal.wav
/Users/rachelbittner/Documents/VocalAnnotations_MDB/audio/MusicDelta_Grunge_vocal.wav
/Users/rachelbittner/Documents/VocalAnnotations_MDB/audio/MusicDelta_Hendrix_vocal.wav
/Users/rachelbittner/Documents/VocalAnnotations_MDB/audio/MusicDelta_Punk_vocal.wav
/Users/rachelbittner/Documents/VocalAnnotations_MDB/audio/MusicDelta_Reggae_vocal.wav
/Users/rachelbittner/Documents/VocalAnnotations_MDB/audio/MusicDelta_Rock_vocal.wav
/Users/rachelbittner/Documents/VocalAnnotations_MDB/audio/MusicDelta_Rockabilly_vocal.wav
/Users/rachelbittner/Documents/VocalAnnotations_MDB/audio/NightPanther_Fire_vocal.wav
/Users/rachelbittner/Documents/VocalAnnotations_MDB/audio/PortStWillow_StayEven_vocal.wav
/Users/rachelbittner/Documents/VocalAnnotations_MDB/audio/PurlingHiss_Lolita_vocal.wav
/Users/rachelbittner/Documents/VocalAnnotations_MDB/audio/Schubert_Erstarrung_vocal.wav
/Users/rachelbittner/Documents/VocalAnnotations_MDB/audio/Schumann_Mignon_vocal.wav
/Users/rachelbittner/Documents/VocalAnnotations_MDB/audio/SecretMountains_HighHorse_vocal.wav
/Users/rachelbittner/Documents/VocalAnnotations_MDB/audio/Snowmine_Curfews_vocal.wav
/Users/rachelbittner/Documents/VocalAnnotations_MDB/audio/StevenClark_Bounty_vocal.wav
/Users/rachelbittner/Documents/VocalAnnotations_MDB/audio/StrandOfOaks_Spacestation_vocal.wav
/Users/rachelbittner/Documents/VocalAnnotations_MDB/audio/SweetLights_YouLetMeDown_vocal.wav
/Users/rachelbittner/Documents/VocalAnnotations_MDB/audio/TheDistricts_Vermont_vocal.wav
/Users/rachelbittner/Documents/VocalAnnotations_MDB/audio/TheScarletBrand_LesFleursDuMal_vocal.wav
/Users/rachelbittner/Documents/VocalAnnotations_MDB/audio/TheSoSoGlos_Emergency_vocal.wav
/Users/rachelbittner/Documents/VocalAnnotations_MDB/audio/Wolf_DieBekherte_vocal.wav
Fitting classifier...
In [8]:
Y_pred = contour_classifier.predict(X_train)
train_scores = contour_classifier.score(Y_pred, Y_train)
print train_scores
print contour_classifier.clf
{'f1': array([ 0.98875972, 0.9258247 ]), 'recall': array([ 0.97987858, 0.98472147]), 'support': array([52382, 7396]), 'mcc': 0.91680541515344827, 'precision': array([ 0.99780331, 0.87357563]), 'auc score': 0.99752237169229763, 'confusion matrix': array([[51328, 1054],
[ 113, 7283]]), 'accuracy': 0.98047776774064033}
RandomForestClassifier(bootstrap=True, class_weight='balanced',
criterion='entropy', max_depth=58, max_features=None,
max_leaf_nodes=None, min_samples_leaf=6, min_samples_split=3,
min_weight_fraction_leaf=0.0, n_estimators=50, n_jobs=-1,
oob_score=False, random_state=None, verbose=0,
warm_start=False)
In [45]:
plt.figure(figsize=(17, 5))
x_vals = range(len(contour_classifier.clf.feature_importances_))
plt.bar(x_vals, contour_classifier.clf.feature_importances_)
plt.xticks([v + 0.4 for v in x_vals], feature_extractor.feature_names, rotation='vertical')
plt.savefig('feature_importances.pdf', ext='pdf', bbox_inches='tight')
In [9]:
X_test, Y_test, test_contours = motif.run.process_with_labels(
contour_extractor, feature_extractor, test_pairs
)
/Users/rachelbittner/Documents/VocalAnnotations_Tony/audio/Australia_FW04439_104.wav
/Users/rachelbittner/Documents/VocalAnnotations_Tony/audio/Australia_FW04439_105.wav
/Users/rachelbittner/Documents/VocalAnnotations_Tony/audio/Australia_SFW40430_107.wav
/Users/rachelbittner/Documents/VocalAnnotations_Tony/audio/Brazil_FW04458_110.wav
/Users/rachelbittner/Documents/VocalAnnotations_Tony/audio/Canada_FW06929_201.wav
/Users/rachelbittner/Documents/VocalAnnotations_Tony/audio/Canada_FW06929_205.wav
/Users/rachelbittner/Documents/VocalAnnotations_Tony/audio/Canada_FW08771_108.wav
/Users/rachelbittner/Documents/VocalAnnotations_Tony/audio/China_FW08880_105.wav
/Users/rachelbittner/Documents/VocalAnnotations_Tony/audio/China_FW08882_102.wav
/Users/rachelbittner/Documents/VocalAnnotations_Tony/audio/China_FW08882_105.wav
/Users/rachelbittner/Documents/VocalAnnotations_Tony/audio/Cuba_SFW40461_103.wav
/Users/rachelbittner/Documents/VocalAnnotations_Tony/audio/India_ARCE00005_106.wav
/Users/rachelbittner/Documents/VocalAnnotations_Tony/audio/India_ARCE00010_112.wav
/Users/rachelbittner/Documents/VocalAnnotations_Tony/audio/India_ARCE00039_105.wav
/Users/rachelbittner/Documents/VocalAnnotations_Tony/audio/Japan_FW04534_117.wav
/Users/rachelbittner/Documents/VocalAnnotations_Tony/audio/Japan_FW04534_205.wav
/Users/rachelbittner/Documents/VocalAnnotations_Tony/audio/Japan_FW04534_206.wav
/Users/rachelbittner/Documents/VocalAnnotations_Tony/audio/Japan_FW04534_214.wav
/Users/rachelbittner/Documents/VocalAnnotations_Tony/audio/Kenya_ILAMTR160_101.wav
/Users/rachelbittner/Documents/VocalAnnotations_Tony/audio/Kenya_ILAMTR160_103.wav
/Users/rachelbittner/Documents/VocalAnnotations_Tony/audio/Kenya_ILAMTR162A_101.wav
/Users/rachelbittner/Documents/VocalAnnotations_Tony/audio/Kenya_ILAMTR162A_102.wav
/Users/rachelbittner/Documents/VocalAnnotations_Tony/audio/Macedonia_MON71496_109.wav
/Users/rachelbittner/Documents/VocalAnnotations_Tony/audio/Malawi_ILAMTR099A_102.wav
/Users/rachelbittner/Documents/VocalAnnotations_Tony/audio/Malaysia_SFW40417_102.wav
/Users/rachelbittner/Documents/VocalAnnotations_Tony/audio/Philippines_FW04466_124.wav
/Users/rachelbittner/Documents/VocalAnnotations_Tony/audio/Philippines_FW04536_201.wav
/Users/rachelbittner/Documents/VocalAnnotations_Tony/audio/Russia_MON00765_105.wav
/Users/rachelbittner/Documents/VocalAnnotations_Tony/audio/Russia_MON00765_109.wav
/Users/rachelbittner/Documents/VocalAnnotations_Tony/audio/Russia_MON71565_127.wav
/Users/rachelbittner/Documents/VocalAnnotations_Tony/audio/Russia_SFW40017_111.wav
In [10]:
Y_pred = contour_classifier.predict(X_test)
test_scores = contour_classifier.score(Y_pred, Y_test)
print test_scores
{'f1': array([ 0.90304237, 0.57428215]), 'recall': array([ 0.88344924, 0.6362379 ]), 'support': array([3595, 723]), 'mcc': 0.48189235281992543, 'precision': array([ 0.92352428, 0.52332196]), 'auc score': 0.85879169816692547, 'confusion matrix': array([[3176, 419],
[ 263, 460]]), 'accuracy': 0.84205650764242701}
In [50]:
WORLDMUSIC_DIR = '/Users/rachelbittner/Documents/WorldMusicSet'
prediction_set = glob.glob(os.path.join(WORLDMUSIC_DIR, 'audio', '*.wav'))
contour_output_dir = os.path.join(WORLDMUSIC_DIR, 'contours')
In [51]:
for audio_filepath in prediction_set:
save_name = os.path.basename(audio_filepath).split('.')[0]
save_path = os.path.join(contour_output_dir, "{}.csv".format(save_name))
print(save_name)
if not os.path.exists(save_path):
ctr = contour_extractor.compute_contours(audio_filepath)
X = feature_extractor.compute_all(ctr)
Y = contour_classifier.predict(X)
save_nums = [n for n in ctr.nums if Y[n] >= contour_classifier.threshold]
ctr.save_contours_subset(save_path, save_nums)
print(" --> done!")
else:
print(" --> already done!")
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In [81]:
contour_extractor = motif.run.get_extract_module('salamon')
salamon_recall = {}
for audio_filepath, annotation in test_pairs:
print audio_filepath
ctr = contour_extractor.compute_contours(audio_filepath)
coverage_score = ctr.coverage(annotation)
salamon_recall[audio_filepath] = coverage_score['Recall']
Y_train, _ = ctr.compute_labels(annotation)
X_train = feature_extractor.compute_all(ctr)
print salamon_recall
/Users/rachelbittner/Documents/VocalAnnotations_Tony/audio/Australia_FW04439_104.wav
/Users/rachelbittner/Documents/VocalAnnotations_Tony/audio/Australia_FW04439_105.wav
/Users/rachelbittner/Documents/VocalAnnotations_Tony/audio/Australia_SFW40430_107.wav
/Users/rachelbittner/Documents/VocalAnnotations_Tony/audio/Brazil_FW04458_110.wav
/Users/rachelbittner/Documents/VocalAnnotations_Tony/audio/Canada_FW06929_201.wav
/Users/rachelbittner/Documents/VocalAnnotations_Tony/audio/Canada_FW06929_205.wav
/Users/rachelbittner/Documents/VocalAnnotations_Tony/audio/Canada_FW08771_108.wav
/Users/rachelbittner/Documents/VocalAnnotations_Tony/audio/China_FW08880_105.wav
/Users/rachelbittner/Documents/VocalAnnotations_Tony/audio/China_FW08882_102.wav
/Users/rachelbittner/Documents/VocalAnnotations_Tony/audio/China_FW08882_105.wav
/Users/rachelbittner/Documents/VocalAnnotations_Tony/audio/Cuba_SFW40461_103.wav
/Users/rachelbittner/Documents/VocalAnnotations_Tony/audio/India_ARCE00005_106.wav
/Users/rachelbittner/Documents/VocalAnnotations_Tony/audio/India_ARCE00010_112.wav
/Users/rachelbittner/Documents/VocalAnnotations_Tony/audio/India_ARCE00039_105.wav
/Users/rachelbittner/Documents/VocalAnnotations_Tony/audio/Japan_FW04534_117.wav
/Users/rachelbittner/Documents/VocalAnnotations_Tony/audio/Japan_FW04534_205.wav
/Users/rachelbittner/Documents/VocalAnnotations_Tony/audio/Japan_FW04534_206.wav
/Users/rachelbittner/Documents/VocalAnnotations_Tony/audio/Japan_FW04534_214.wav
/Users/rachelbittner/Documents/VocalAnnotations_Tony/audio/Kenya_ILAMTR160_101.wav
/Users/rachelbittner/Documents/VocalAnnotations_Tony/audio/Kenya_ILAMTR160_103.wav
/Users/rachelbittner/Documents/VocalAnnotations_Tony/audio/Kenya_ILAMTR162A_101.wav
/Users/rachelbittner/Documents/VocalAnnotations_Tony/audio/Kenya_ILAMTR162A_102.wav
/Users/rachelbittner/Documents/VocalAnnotations_Tony/audio/Macedonia_MON71496_109.wav
/Users/rachelbittner/Documents/VocalAnnotations_Tony/audio/Malawi_ILAMTR099A_102.wav
/Users/rachelbittner/Documents/VocalAnnotations_Tony/audio/Malaysia_SFW40417_102.wav
/Users/rachelbittner/Documents/VocalAnnotations_Tony/audio/Philippines_FW04466_124.wav
/Users/rachelbittner/Documents/VocalAnnotations_Tony/audio/Philippines_FW04536_201.wav
/Users/rachelbittner/Documents/VocalAnnotations_Tony/audio/Russia_MON00765_105.wav
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/Users/rachelbittner/Documents/VocalAnnotations_Tony/audio/Russia_SFW40017_111.wav
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/usr/local/lib/python2.7/site-packages/mir_eval/multipitch.py:410: UserWarning: Estimate times not equal to reference times. Resampling to common time base.
warnings.warn("Estimate times not equal to reference times. "
In [ ]:
contour_extractor = motif.run.get_extract_module('hll')
hll_recall = {}
for audio_filepath, annotation in test_pairs:
print audio_filepath
ctr = contour_extractor.compute_contours(audio_filepath)
ctr.plot()
ctr.plot_with_annotation(annotation)
coverage_score = ctr.coverage(annotation)
hll_recall[audio_filepath] = coverage_score['Recall']
# print coverage_score['Chroma Recall']
print hll_recall
In [82]:
print(np.mean(salamon_recall.values()))
print(np.std(salamon_recall.values()))
# print ""
# print(np.mean(hll_recall.values()))
# print(np.std(hll_recall.values()))
0.713000447237
0.244191187894
In [75]:
contour_extractor = motif.run.get_extract_module('hll')
n_contours = []
# min_duration = []
# max_duration = []
# avg_duration = []
max_idx = []
for audio_filepath in prediction_set:
save_name = os.path.basename(audio_filepath).split('.')[0]
print(save_name)
save_path = os.path.join(contour_output_dir, "{}.csv".format(save_name))
i, t, f, s = contour_extractor._load_contours(save_path)
if len(i) == 0:
continue
cnums = list(set(i))
n_contours.append(len(cnums))
max_idx.append(np.max(cnums))
# c_durations = []
# for n in cnums:
# idx = np.where(i == n)[0]
# c_durations.append(np.max(t[idx]) - np.min(t[idx]))
# min_duration.append(np.min(c_durations))
# max_duration.append(np.max(c_durations))
# avg_duration.append(np.mean(c_durations))
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PapuaNewGuinea_SFW40487_101
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PapuaNewGuinea_SFW40487_316
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Peru_FW04542_206
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Peru_SFW40020_104
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Philippines_FW05720_107
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Poland_FW37700_101
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TheBahamas_FW03846_203
TheBahamas_FW03846_204
TheBahamas_FW03846_205
TheBahamas_FW03846_206
TheBahamas_FW03846_207
TheBahamas_FW03847_102
TheBahamas_FW03847_103
TheBahamas_FW03847_201
TheBahamas_FW03847_202
TheBahamas_FW03847_203
TheBahamas_FW03847_204
TheBahamas_FW03847_205
TheBahamas_FW03847_206
TheBahamas_FW06911_103
TheBahamas_SFW40066_101
TheBahamas_SFW40066_102
TheBahamas_SFW40066_103
TheBahamas_SFW40066_104
TheBahamas_SFW40066_105
TheBahamas_SFW40066_106
TheBahamas_SFW40066_109
TheBahamas_SFW40405_101
TheBahamas_SFW40405_102
TheBahamas_SFW40405_103
TheBahamas_SFW40405_104
TheBahamas_SFW40405_105
TheBahamas_SFW40405_106
TheBahamas_SFW40405_109
TheBahamas_SFW40405_110
TheBahamas_SFW40405_111
TheBahamas_SFW40405_112
TheBahamas_SFW40405_113
TheBahamas_SFW40405_114
TheBahamas_SFW40405_115
TheBahamas_SFW40405_116
TheBahamas_SFW40405_117
TheBahamas_SFW40405_118
TheBahamas_SFW40405_119
TheBahamas_SFW40405_120
TheBahamas_SFW40405_121
TheBahamas_SFW40405_122
TheBahamas_SFW40405_123
TheBahamas_SFW40471_111
TrinidadandTobago_ARCE00026_107
TrinidadandTobago_ARCE00026_109
TrinidadandTobago_COOK00906_102
TrinidadandTobago_COOK00906_203
TrinidadandTobago_COOK00906_204
TrinidadandTobago_COOK00906_206
TrinidadandTobago_COOK00916_101
TrinidadandTobago_COOK00916_105
TrinidadandTobago_COOK00920_101
TrinidadandTobago_COOK00927_101
TrinidadandTobago_COOK00927_204
TrinidadandTobago_COOK00930_101
TrinidadandTobago_COOK00930_102
TrinidadandTobago_COOK00930_204
TrinidadandTobago_COOK01045_102
TrinidadandTobago_COOK01045_201
TrinidadandTobago_COOK01045_202
TrinidadandTobago_COOK01045_204
TrinidadandTobago_COOK01045_205
TrinidadandTobago_COOK01046_104
TrinidadandTobago_COOK01046_205
TrinidadandTobago_COOK01047_101
TrinidadandTobago_COOK01072_204
TrinidadandTobago_COOK01082_104
TrinidadandTobago_COOK01082_106
TrinidadandTobago_COOK01082_204
TrinidadandTobago_COOK01126_205
TrinidadandTobago_COOK01140_105
TrinidadandTobago_COOK01140_201
TrinidadandTobago_COOK01140_203
TrinidadandTobago_COOK01180_102
TrinidadandTobago_COOK01180_104
TrinidadandTobago_COOK01185_101
TrinidadandTobago_COOK01185_105
TrinidadandTobago_COOK01185_203
TrinidadandTobago_COOK01185_204
TrinidadandTobago_COOK01188_104
TrinidadandTobago_COOK01188_105
TrinidadandTobago_COOK01188_205
TrinidadandTobago_COOK01189_103
TrinidadandTobago_COOK01189_206
TrinidadandTobago_COOK01280_103
TrinidadandTobago_COOK01280_201
TrinidadandTobago_COOK05016_201
TrinidadandTobago_COOK05017_103
TrinidadandTobago_COOK10850_104
TrinidadandTobago_COOK10850_201
TrinidadandTobago_COOK10850_207
TrinidadandTobago_COOK10890_103
TrinidadandTobago_FW03835_207
TrinidadandTobago_FW06865_201
TrinidadandTobago_FW06865_204
TrinidadandTobago_FW06914_104
TrinidadandTobago_FW06914_204
TrinidadandTobago_FW08733_101
TrinidadandTobago_FW08733_106
TrinidadandTobago_FW08733_107
TrinidadandTobago_FW08733_202
TrinidadandTobago_FW08733_205
TrinidadandTobago_SFW40534_111
Uganda_FW04503_115
Uganda_FW04503_401
Uganda_ILAMTR130A_101
Uganda_ILAMTR130A_102
Uganda_ILAMTR130A_103
Uganda_ILAMTR131B_101
Uganda_ILAMTR131B_102
Uganda_ILAMTR131B_103
Uganda_ILAMTR131B_104
Uganda_ILAMTR133B_101
Uganda_ILAMTR133B_103
Uganda_ILAMTR134_101
Uganda_ILAMTR134_102
Uganda_ILAMTR134_103
Uganda_ILAMTR134_104
Uganda_ILAMTR134_105
Uganda_ILAMTR134_106
Uganda_ILAMTR134_107
Uganda_ILAMTR134_108
Uganda_ILAMTR135A_101
Uganda_ILAMTR135B_102
Uganda_ILAMTR135B_104
Uganda_ILAMTR135B_105
Uganda_ILAMTR135B_106
Uganda_ILAMTR136A_102
Uganda_ILAMTR136A_103
Uganda_ILAMTR136A_104
Uganda_ILAMTR136A_106
Uganda_ILAMTR136B_102
Uganda_ILAMTR136B_103
Uganda_ILAMTR136B_104
Uganda_ILAMTR138_102
Uganda_ILAMTR138_103
Uganda_ILAMTR138_104
Uganda_ILAMTR138_105
Uganda_ILAMTR138_106
Uganda_ILAMTR138_108
Uganda_ILAMTR139A_101
Uganda_ILAMTR139A_102
Uganda_ILAMTR139B_101
Uganda_ILAMTR139B_102
Uganda_ILAMTR139B_103
Uganda_ILAMTR139B_104
Uganda_ILAMTR142A_103
Uganda_ILAMTR142A_104
Uganda_ILAMTR142C_101
Uganda_SFW40504_102
Uganda_SFW40504_103
Uganda_SFW40504_105
Uganda_SFW40504_106
Uganda_SFW40504_107
Uganda_SFW40504_110
Uganda_SFW40504_114
Uganda_SFW40504_115
Uganda_SFW40504_116
Uganda_SFW40504_117
Uganda_SFW40504_120
Uganda_SFW40504_121
Uganda_SFW40504_123
Uganda_SFW40504_124
UnitedKingdom_COLL01932_113
UnitedKingdom_FW02335_206
UnitedKingdom_FW02348_203
UnitedKingdom_FW03003_104
UnitedKingdom_FW03003_105
UnitedKingdom_FW03006_109
UnitedKingdom_FW03510_206
UnitedKingdom_FW03511_203
UnitedKingdom_FW03517_106
UnitedKingdom_FW03521_101
UnitedKingdom_FW03521_206
UnitedKingdom_FW03521_207
UnitedKingdom_FW03850_203
UnitedKingdom_FW05901_205
UnitedKingdom_FW06823_207
UnitedKingdom_FW06839_105
UnitedKingdom_FW06839_204
UnitedKingdom_FW08562_205
UnitedKingdom_FW08563_204
UnitedKingdom_FW08563_207
UnitedKingdom_FW08707_115
UnitedKingdom_FW08708_207
UnitedKingdom_FW08710_201
UnitedKingdom_FW08731_101
UnitedKingdom_FW08731_207
UnitedKingdom_FW08732_202
UnitedKingdom_FW08755_205
UnitedKingdom_FW08756_106
UnitedKingdom_FW08756_202
UnitedKingdom_FW08758_108
UnitedKingdom_FW08759_105
UnitedKingdom_FW08760_104
UnitedKingdom_FW08776_107
UnitedKingdom_FW08776_205
UnitedKingdom_FW08779_102
UnitedKingdom_FW08961_205
UnitedKingdom_FW09851_202
UnitedKingdom_FW09880_107
UnitedKingdom_FW09880_205
UnitedKingdom_FW09882_104
UnitedKingdom_FW09882_106
UnitedKingdom_FW09888_108
UnitedKingdom_FW09888_206
UnitedKingdom_FW09889_110
UnitedKingdom_FW09891_206
UnitedKingdom_FW09893_203
UnitedKingdom_FW09899_102
UnitedKingdom_FW09899_208
UnitedKingdom_FW38553_105
UnitedKingdom_FW38553_114
UnitedKingdom_FW38553_303
UnitedKingdom_FW38553_312
UnitedKingdom_FW38553_314
UnitedKingdom_MON01776_202
UnitedKingdom_MON61447_114
UnitedKingdom_MON71760_101
UnitedKingdom_MON71760_119
UnitedKingdom_PAR01006_102
UnitedKingdom_SFW40048_121
UnitedKingdom_SFW40476_105
UnitedStatesofAmerica_FW02006_203
UnitedStatesofAmerica_FW02022_102
UnitedStatesofAmerica_FW02290_102
UnitedStatesofAmerica_FW02319_203
UnitedStatesofAmerica_FW02338_103
UnitedStatesofAmerica_FW02353_102
UnitedStatesofAmerica_FW02358_204
UnitedStatesofAmerica_FW02362_106
UnitedStatesofAmerica_FW02387_104
UnitedStatesofAmerica_FW02392_103
UnitedStatesofAmerica_FW02397_102
UnitedStatesofAmerica_FW02502_103
UnitedStatesofAmerica_FW02966_407
UnitedStatesofAmerica_FW03438_102
UnitedStatesofAmerica_FW05264_208
UnitedStatesofAmerica_FW05278_107
UnitedStatesofAmerica_FW05278_203
UnitedStatesofAmerica_FW05311_107
UnitedStatesofAmerica_FW05512_106
UnitedStatesofAmerica_FW05520_106
UnitedStatesofAmerica_FW05594_201
UnitedStatesofAmerica_FW06106_208
UnitedStatesofAmerica_FW07073_107
UnitedStatesofAmerica_FW07073_206
UnitedStatesofAmerica_FW07450_102
UnitedStatesofAmerica_FW07503_101
UnitedStatesofAmerica_FW07624_109
UnitedStatesofAmerica_FW07624_204
UnitedStatesofAmerica_FW07625_103
UnitedStatesofAmerica_FW07628_202
UnitedStatesofAmerica_FW08354_201
UnitedStatesofAmerica_FW08737_210
UnitedStatesofAmerica_FW09164_208
UnitedStatesofAmerica_FW09601_403
UnitedStatesofAmerica_FW09745_201
UnitedStatesofAmerica_FW09754_102
UnitedStatesofAmerica_FW31002_103
UnitedStatesofAmerica_FW31015_105
UnitedStatesofAmerica_FW31039_107
UnitedStatesofAmerica_FW31056_101
UnitedStatesofAmerica_FW31090_203
UnitedStatesofAmerica_FW31099_201
UnitedStatesofAmerica_FW31109_205
UnitedStatesofAmerica_FW32416_103
UnitedStatesofAmerica_FW32420_105
UnitedStatesofAmerica_FW37260_205
UnitedStatesofAmerica_FW37261_208
UnitedStatesofAmerica_MON61463_112
UnitedStatesofAmerica_PAR01004_202
UnitedStatesofAmerica_PAR02002_105
UnitedStatesofAmerica_SFW40011_203
UnitedStatesofAmerica_SFW40018_106
UnitedStatesofAmerica_SFW40038_111
UnitedStatesofAmerica_SFW40051_102
UnitedStatesofAmerica_SFW40058_107
UnitedStatesofAmerica_SFW40078_114
UnitedStatesofAmerica_SFW40124_104
UnitedStatesofAmerica_SFW40124_105
UnitedStatesofAmerica_SFW40132_102
UnitedStatesofAmerica_SFW40142_105
Zambia_FW04201_101
Zambia_FW04201_102
Zambia_FW04201_103
Zambia_FW04201_104
Zambia_FW04201_105
Zambia_FW04201_106
Zambia_FW04201_107
Zambia_FW04201_108
Zambia_FW04201_201
Zambia_FW04201_202
Zambia_FW04201_203
Zambia_FW04201_204
Zambia_FW04201_206
Zambia_FW04201_207
Zambia_FW04201_208
Zambia_FW04201_209
Zambia_FW04202_103
Zambia_FW04202_107
Zambia_FW04202_108
Zambia_FW04202_110
Zambia_FW04202_201
Zambia_FW04202_202
Zambia_FW04202_203
Zambia_FW04202_204
Zambia_ILAMTR014B_101
Zambia_ILAMTR014B_103
Zambia_ILAMTR014B_104
Zambia_ILAMTR019A_101
Zambia_ILAMTR019A_102
Zambia_ILAMTR019A_103
Zambia_ILAMTR019A_104
Zambia_ILAMTR019A_105
Zambia_ILAMTR019B_101
Zambia_ILAMTR019B_102
Zambia_ILAMTR019B_103
Zambia_ILAMTR021_102
Zambia_ILAMTR021_103
Zambia_ILAMTR021_104
Zambia_ILAMTR024_101
Zambia_ILAMTR024_102
Zambia_ILAMTR024_103
Zambia_ILAMTR024_104
Zambia_ILAMTR024_105
Zambia_ILAMTR024_106
Zambia_ILAMTR043_101
Zambia_ILAMTR043_103
Zambia_ILAMTR043_106
Zambia_ILAMTR043_107
Zambia_ILAMTR043_108
Zambia_ILAMTR044_101
Zambia_ILAMTR044_102
Zambia_ILAMTR044_104
Zambia_ILAMTR044_105
Zambia_ILAMTR052_101
Zambia_ILAMTR052_102
Zambia_ILAMTR052_103
Zambia_ILAMTR052_104
Zambia_ILAMTR052_105
Zambia_ILAMTR052_106
Zambia_ILAMTR052_107
In [56]:
np.mean(n_contours)
Out[56]:
26.086281588447655
In [60]:
np.std(n_contours)
Out[60]:
13.739589149611801
In [61]:
np.max(n_contours)
Out[61]:
85
In [67]:
min_duration = np.array(min_duration) * 44100.0
max_duration = np.array(max_duration) * 44100.0
avg_duration = np.array(avg_duration) * 44100.0
In [73]:
np.min(min_duration)
Out[73]:
0.098599999999995608
In [74]:
np.max(max_duration)
Out[74]:
11.818910000000001
In [70]:
np.mean(avg_duration)
Out[70]:
0.57919345217133755
In [79]:
np.max(max_idx)
Out[79]:
458
In [ ]:
test_list = None
In [2]:
import numpy as np
np.mean([ 0.98875972, 0.9258247 ])
Out[2]:
0.95729220999999998
In [ ]:
Content source: rabitt/icassp-2017-world-music
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