notebook.community

Edit and run 





In [47]:



    


import codecs
import os
import numpy as np
import pandas as pd
import tensorflow as tf
import matplotlib.pyplot as plt
from sklearn.model_selection import train_test_split
from datetime import datetime
from scipy.spatial import distance

Load data in Tensorflow.





In [6]:



    


root = "/Users/pasquale/git/recommender/"
training_data_folder = [
    '%straining_data/web-radio/output/list' % root,
    '%straining_data/spotify/output/playlists/list' % root,
    '%straining_data/concerts/output/list/philharmonie' % root,
    '%straining_data/concerts/output/list/itema3' % root
    ]
embDir = '/Users/pasquale/git/music-embeddings'
what = 'artist'

uri_file = '%s/%s.emb.u' % (embDir, what)
vector_file = '%s/%s.emb.v' % (embDir, what)
header_file = '%s/%s.emb.h' % (embDir, what)
label_file = '%s/%s.emb.l' % (embDir, what)



    











In [7]:



    


# load embeddings
vectors = np.array([line.strip().split(' ') for line in codecs.open(vector_file, 'r', 'utf-8')])
heads = np.array([line.strip() for line in codecs.open(header_file, 'r', 'utf-8')])
uris = np.array([line.strip() for line in codecs.open(uri_file, 'r', 'utf-8')])
lbs = np.array([line.strip() for line in codecs.open(label_file, 'r', 'utf-8')])



    











In [8]:



    


head_label = heads[0].split()
head_val = heads[1].split()
head_dim = []
for i in range(0, len(head_val)):
    print(head_label[i] + ' -> ' + head_val[i])
    for j in range(0, int(head_val[i])):
        head_dim.append(head_label[i])
        
# head_dim.append('fake')
# head_dim.append('fake')
# head_dim.append('fake')
# head_dim



    


















    






mop -> 80
birth_date -> 1
death_date -> 1
casting -> 80
function -> 100
genre -> 100
key -> 100

















In [9]:



    


# load training
train_array = []
for folder in training_data_folder:
    training_folder = '%s/%s' % (folder, what)
    for f in os.listdir(training_folder):
        file= '%s/%s' % (training_folder, f)
        train_array.append(np.array([line.strip() for line in codecs.open(file, 'r', 'utf-8')]))

a= [t.replace('data.','overture.') for t in train_array[0]]



    











In [10]:



    


for b in a:
    print(b)



    


















    






http://overture.doremus.org/artist/03954109-0253-35d6-a70e-89ab27dea09c
http://overture.doremus.org/artist/bcb7cc8c-7784-3d08-a075-96fd50a3f4f8
http://overture.doremus.org/artist/4802a043-23bb-3b8d-a443-4a3bd22ccc63
http://overture.doremus.org/artist/16c2e858-d298-3584-9c5f-49e02cebdc44
http://overture.doremus.org/artist/269cec9d-5025-3a8a-b2ef-4f7acb088f2b
http://overture.doremus.org/artist/d07ec69a-da7c-36ab-a098-44c0cdc9741d
http://overture.doremus.org/artist/2f800bb2-8979-39e3-b430-ea8aeac41190
http://overture.doremus.org/artist/821f1dd5-3139-3a98-9fa8-84176680cd9c
http://overture.doremus.org/artist/0607b9fe-c6fe-38c1-aa5a-c2cf957bee74
http://overture.doremus.org/artist/f9a2ac39-a62d-3be2-8abb-e564de0ec96d
http://overture.doremus.org/artist/0607b9fe-c6fe-38c1-aa5a-c2cf957bee74
http://overture.doremus.org/artist/a3e06c5c-4d9d-323a-a3e9-5121acb70d3e
http://overture.doremus.org/artist/34943da5-d068-3ada-bd4d-3db0c66c8a7d
http://overture.doremus.org/artist/03954109-0253-35d6-a70e-89ab27dea09c
http://overture.doremus.org/artist/813555dd-fb0a-3463-ae1e-d4df43d0e183
http://overture.doremus.org/artist/19085a8b-d38d-37ac-9f0a-b412d6e1f88b
http://overture.doremus.org/artist/03954109-0253-35d6-a70e-89ab27dea09c
http://overture.doremus.org/artist/72b3b303-5c15-319f-9c31-dc73b5b0fe74
http://overture.doremus.org/artist/b82c0771-5280-39af-ad2e-8ace2f4ebda3
http://overture.doremus.org/artist/f1f96c56-82c9-3169-a157-dad497493f51
http://overture.doremus.org/artist/269cec9d-5025-3a8a-b2ef-4f7acb088f2b
http://overture.doremus.org/artist/35ddad40-c793-312a-86ec-6a1310c030a1
http://overture.doremus.org/artist/62348fad-974d-38db-a5a7-505f6a7a7db6
http://overture.doremus.org/artist/ce72d043-0acc-3cca-95ba-959903770bc8
http://overture.doremus.org/artist/bcf39e82-e208-3049-b550-1feaae6071a6
http://overture.doremus.org/artist/05a679bb-b069-3edb-86be-c8455418f1ad
http://overture.doremus.org/artist/4bb4caff-600b-322b-9b8b-ef0d41d4a61f
http://overture.doremus.org/artist/d1fc38b7-c0d6-374b-8b9a-083b185e2239
http://overture.doremus.org/artist/626219bf-3b70-3cde-8f07-4d56337fc16a
http://overture.doremus.org/artist/f1f96c56-82c9-3169-a157-dad497493f51
http://overture.doremus.org/artist/35ddad40-c793-312a-86ec-6a1310c030a1
http://overture.doremus.org/artist/269cec9d-5025-3a8a-b2ef-4f7acb088f2b
http://overture.doremus.org/artist/34943da5-d068-3ada-bd4d-3db0c66c8a7d

















In [ ]:

Data pre-processing





In [11]:



    


negVector = -2. * np.ones_like(vectors[0], dtype=np.float32)

def get_embs(x):
    # uri to embedding
    v = vectors[np.argwhere(uris == x)]
    if v.size == 0:
        print(x)
        result = np.array(negVector)
    else:
        result = np.array(v[0][0])
    return result.astype(np.float32)



    











In [12]:



    


minibatches_len = 8



    











In [13]:



    


training_vector_all = []
for t in train_array:
    if(len(t) < minibatches_len):
        continue
    
    training_vector_all.append(np.array([get_embs(xi) for xi in t]))



    


















    






http://data.doremus.org/artist/bcb7cc8c-7784-3d08-a075-96fd50a3f4f8
http://data.doremus.org/artist/a3e06c5c-4d9d-323a-a3e9-5121acb70d3e
http://data.doremus.org/artist/19085a8b-d38d-37ac-9f0a-b412d6e1f88b
http://data.doremus.org/artist/35ddad40-c793-312a-86ec-6a1310c030a1
http://data.doremus.org/artist/62348fad-974d-38db-a5a7-505f6a7a7db6
http://data.doremus.org/artist/ce72d043-0acc-3cca-95ba-959903770bc8
http://data.doremus.org/artist/4bb4caff-600b-322b-9b8b-ef0d41d4a61f
http://data.doremus.org/artist/d1fc38b7-c0d6-374b-8b9a-083b185e2239
http://data.doremus.org/artist/626219bf-3b70-3cde-8f07-4d56337fc16a
http://data.doremus.org/artist/35ddad40-c793-312a-86ec-6a1310c030a1
http://data.doremus.org/artist/19085a8b-d38d-37ac-9f0a-b412d6e1f88b
http://data.doremus.org/artist/bcb7cc8c-7784-3d08-a075-96fd50a3f4f8
http://data.doremus.org/artist/13891f70-8df4-3345-827d-7824629d3f32
http://data.doremus.org/artist/08227d5f-2048-314d-9e05-ae14c28ec8cb
http://data.doremus.org/artist/cfb1b272-3036-3e67-be3b-cd478aacfb5f
http://data.doremus.org/artist/cfb1b272-3036-3e67-be3b-cd478aacfb5f
http://data.doremus.org/artist/cfb1b272-3036-3e67-be3b-cd478aacfb5f
http://data.doremus.org/artist/05ba9cb0-1cf7-3dd9-802e-b4e7ff605f35
http://data.doremus.org/artist/47e04849-715e-3773-a2d1-a2ce2c7d320d
http://data.doremus.org/artist/0b724531-969e-3dcf-8954-fb5be05d28cb
http://data.doremus.org/artist/a3e06c5c-4d9d-323a-a3e9-5121acb70d3e
http://data.doremus.org/artist/33e555e9-f60d-3e6d-9afc-f27dca8596ce
http://data.doremus.org/artist/4bb4caff-600b-322b-9b8b-ef0d41d4a61f
http://data.doremus.org/artist/62348fad-974d-38db-a5a7-505f6a7a7db6
http://data.doremus.org/artist/19085a8b-d38d-37ac-9f0a-b412d6e1f88b
http://data.doremus.org/artist/499c5737-529f-32a1-9284-7d99b73b1be3
http://data.doremus.org/artist/4385ce9c-1fe2-3b59-9df0-9ac506d9ab43
http://data.doremus.org/artist/3816d58f-60a7-3b33-9900-baa475ad4c59
http://data.doremus.org/artist/7af4863b-e061-3cb7-8281-482bb0f0d044
http://data.doremus.org/artist/23df9200-a2a7-3ba8-ab11-ec16bf781c41
http://data.doremus.org/artist/4385ce9c-1fe2-3b59-9df0-9ac506d9ab43
http://data.doremus.org/artist/6447cde9-fbd7-3da3-a1bf-ff1176456cd7
http://data.doremus.org/artist/65842a4d-bb30-3495-b0f7-84edf9a4c96d
http://data.doremus.org/artist/a3e06c5c-4d9d-323a-a3e9-5121acb70d3e
http://data.doremus.org/artist/62348fad-974d-38db-a5a7-505f6a7a7db6
http://data.doremus.org/artist/a3e06c5c-4d9d-323a-a3e9-5121acb70d3e
http://data.doremus.org/artist/47e04849-715e-3773-a2d1-a2ce2c7d320d
http://data.doremus.org/artist/bcb7cc8c-7784-3d08-a075-96fd50a3f4f8
http://data.doremus.org/artist/b4ef4e65-de96-375e-a9bc-cb3c93cf4c67
http://data.doremus.org/artist/61c8afe6-5918-3088-b975-806d2686858b
http://data.doremus.org/artist/e27d5478-9199-3fe3-a54e-27ba3279e2f7
http://data.doremus.org/artist/24c60ab1-94dd-3ea0-91ed-ffc6276ed9c9
http://data.doremus.org/artist/4bb4caff-600b-322b-9b8b-ef0d41d4a61f
http://data.doremus.org/artist/046bda4c-e669-323a-9e36-96709808ba31
http://data.doremus.org/artist/c4ef4da5-5668-36b4-8f95-6aca037d04d8
http://data.doremus.org/artist/c4ef4da5-5668-36b4-8f95-6aca037d04d8
http://data.doremus.org/artist/1ce74e08-a4ee-3cf9-b61c-7b6d789f22a3
http://data.doremus.org/artist/af8d601a-21f0-3a0f-af45-210b5c57c4f6
http://data.doremus.org/artist/24c60ab1-94dd-3ea0-91ed-ffc6276ed9c9
http://data.doremus.org/artist/4bfb8d78-0e8a-3b18-a0b5-d26d2284908e
http://data.doremus.org/artist/4bb4caff-600b-322b-9b8b-ef0d41d4a61f
http://data.doremus.org/artist/0b448b47-7bb5-36cd-843d-c2a4e3b5cd83
http://data.doremus.org/artist/40cfe003-d04b-3d8b-bb1a-f6e1c4417967
http://data.doremus.org/artist/3e4ca3a4-e951-3e94-8d4c-de239854f2dd
http://data.doremus.org/artist/cc600189-10ff-3bee-8368-58fa67dc7f95
http://data.doremus.org/artist/bcb7cc8c-7784-3d08-a075-96fd50a3f4f8
http://data.doremus.org/artist/1465b4e6-0372-36c8-93d1-1c04929225ec
http://data.doremus.org/artist/6447cde9-fbd7-3da3-a1bf-ff1176456cd7
http://data.doremus.org/artist/594f67c2-22d3-3cba-8796-37f9d05afab7
http://data.doremus.org/artist/91241c0b-2878-3b5d-8a6d-36289c12f287
http://data.doremus.org/artist/40e88279-dc12-3dd0-8aeb-3b8dd41af302
http://data.doremus.org/artist/91241c0b-2878-3b5d-8a6d-36289c12f287
http://data.doremus.org/artist/91241c0b-2878-3b5d-8a6d-36289c12f287
http://data.doremus.org/artist/91241c0b-2878-3b5d-8a6d-36289c12f287
http://data.doremus.org/artist/08227d5f-2048-314d-9e05-ae14c28ec8cb
http://data.doremus.org/artist/cfb1b272-3036-3e67-be3b-cd478aacfb5f
http://data.doremus.org/artist/08227d5f-2048-314d-9e05-ae14c28ec8cb
http://data.doremus.org/artist/cd6e18c7-a0da-3c3d-91ce-ac68eb7a4226
http://data.doremus.org/artist/838395af-8d21-3a8f-8a7c-61365ade372d
http://data.doremus.org/artist/bb057432-0412-3943-b18e-ee3ecfce90c1
http://data.doremus.org/artist/47e04849-715e-3773-a2d1-a2ce2c7d320d
http://data.doremus.org/artist/6447cde9-fbd7-3da3-a1bf-ff1176456cd7
http://data.doremus.org/artist/23df9200-a2a7-3ba8-ab11-ec16bf781c41
http://data.doremus.org/artist/499c5737-529f-32a1-9284-7d99b73b1be3
http://data.doremus.org/artist/14970460-189f-3593-a550-7bceb778072e
http://data.doremus.org/artist/499c5737-529f-32a1-9284-7d99b73b1be3
http://data.doremus.org/artist/23df9200-a2a7-3ba8-ab11-ec16bf781c41
http://data.doremus.org/artist/bcb7cc8c-7784-3d08-a075-96fd50a3f4f8
http://data.doremus.org/artist/e94edb08-db9d-3754-bb26-dfe065e4e8fb
http://data.doremus.org/artist/40e88279-dc12-3dd0-8aeb-3b8dd41af302
http://data.doremus.org/artist/0ea76b7f-9eca-35c3-8e32-8ba22b19a96e
http://data.doremus.org/artist/916a5a71-42ba-30c2-b2e9-fd1ec5e99a9b
http://data.doremus.org/artist/0d006d0b-f1e4-3cc7-a97c-f258736fa6ec
http://data.doremus.org/artist/02ad1bab-64ff-32b3-857d-ba87aea1d257
http://data.doremus.org/artist/af8d601a-21f0-3a0f-af45-210b5c57c4f6
http://data.doremus.org/artist/8f7dc654-b6ef-3da3-8dc1-93e1655d2d19
http://data.doremus.org/artist/62348fad-974d-38db-a5a7-505f6a7a7db6
http://data.doremus.org/artist/14970460-189f-3593-a550-7bceb778072e
http://data.doremus.org/artist/35ddad40-c793-312a-86ec-6a1310c030a1
http://data.doremus.org/artist/19085a8b-d38d-37ac-9f0a-b412d6e1f88b
http://data.doremus.org/artist/62348fad-974d-38db-a5a7-505f6a7a7db6
http://data.doremus.org/artist/19085a8b-d38d-37ac-9f0a-b412d6e1f88b
http://data.doremus.org/artist/6447cde9-fbd7-3da3-a1bf-ff1176456cd7
http://data.doremus.org/artist/a3e06c5c-4d9d-323a-a3e9-5121acb70d3e
http://data.doremus.org/artist/62348fad-974d-38db-a5a7-505f6a7a7db6
http://data.doremus.org/artist/6447cde9-fbd7-3da3-a1bf-ff1176456cd7
http://data.doremus.org/artist/a3e06c5c-4d9d-323a-a3e9-5121acb70d3e
http://data.doremus.org/artist/293b88bb-8ab2-3aaa-b422-6a9f8a4a3d57
http://data.doremus.org/artist/330fe832-4169-34f5-a779-c9a927239197
http://data.doremus.org/artist/4e21ae31-5390-3843-9236-078f8d4b8c30
http://data.doremus.org/artist/19085a8b-d38d-37ac-9f0a-b412d6e1f88b
http://data.doremus.org/artist/bcb7cc8c-7784-3d08-a075-96fd50a3f4f8
http://data.doremus.org/artist/13ac454d-85d5-31d4-8efb-a4de52a2f2fa
http://data.doremus.org/artist/cc600189-10ff-3bee-8368-58fa67dc7f95
http://data.doremus.org/artist/4385ce9c-1fe2-3b59-9df0-9ac506d9ab43
http://data.doremus.org/artist/4385ce9c-1fe2-3b59-9df0-9ac506d9ab43
http://data.doremus.org/artist/a3e06c5c-4d9d-323a-a3e9-5121acb70d3e
http://data.doremus.org/artist/19085a8b-d38d-37ac-9f0a-b412d6e1f88b
http://data.doremus.org/artist/594f67c2-22d3-3cba-8796-37f9d05afab7
http://data.doremus.org/artist/29cad646-8c7e-31a8-8295-4135f1fe4b20
http://data.doremus.org/artist/29cad646-8c7e-31a8-8295-4135f1fe4b20
http://data.doremus.org/artist/35ddad40-c793-312a-86ec-6a1310c030a1
http://data.doremus.org/artist/81b8b823-ea29-3ca0-9019-538341109a9d
http://data.doremus.org/artist/81b8b823-ea29-3ca0-9019-538341109a9d
http://data.doremus.org/artist/a3e06c5c-4d9d-323a-a3e9-5121acb70d3e
http://data.doremus.org/artist/64e4d20f-1595-3ec3-a6a2-3cecd201b6e2
http://data.doremus.org/artist/23df9200-a2a7-3ba8-ab11-ec16bf781c41
http://data.doremus.org/artist/0b724531-969e-3dcf-8954-fb5be05d28cb
http://data.doremus.org/artist/19085a8b-d38d-37ac-9f0a-b412d6e1f88b
http://data.doremus.org/artist/40e88279-dc12-3dd0-8aeb-3b8dd41af302
http://data.doremus.org/artist/47e04849-715e-3773-a2d1-a2ce2c7d320d
http://data.doremus.org/artist/a3e06c5c-4d9d-323a-a3e9-5121acb70d3e
http://data.doremus.org/artist/509b09ef-a4e5-3ad7-90d2-ef540c30617a
http://data.doremus.org/artist/2d7a8bf1-3355-3f09-b439-de255cd67599
http://data.doremus.org/artist/bcb7cc8c-7784-3d08-a075-96fd50a3f4f8
http://data.doremus.org/artist/a3e06c5c-4d9d-323a-a3e9-5121acb70d3e
http://data.doremus.org/artist/c51a1b01-5682-33da-a15a-67d7f36c8308
http://data.doremus.org/artist/91241c0b-2878-3b5d-8a6d-36289c12f287
http://data.doremus.org/artist/19085a8b-d38d-37ac-9f0a-b412d6e1f88b
http://data.doremus.org/artist/ce72d043-0acc-3cca-95ba-959903770bc8
http://data.doremus.org/artist/6447cde9-fbd7-3da3-a1bf-ff1176456cd7
http://data.doremus.org/artist/35ddad40-c793-312a-86ec-6a1310c030a1
http://data.doremus.org/artist/35ddad40-c793-312a-86ec-6a1310c030a1
http://data.doremus.org/artist/0ea76b7f-9eca-35c3-8e32-8ba22b19a96e
http://data.doremus.org/artist/62348fad-974d-38db-a5a7-505f6a7a7db6
http://data.doremus.org/artist/499c5737-529f-32a1-9284-7d99b73b1be3
http://data.doremus.org/artist/c4ef4da5-5668-36b4-8f95-6aca037d04d8
http://data.doremus.org/artist/4385ce9c-1fe2-3b59-9df0-9ac506d9ab43
http://data.doremus.org/artist/064a15a4-b08d-3300-9b18-91ca4e79671c
http://data.doremus.org/artist/78e90ce0-a863-321b-a337-c75d0857565a
http://data.doremus.org/artist/c51a1b01-5682-33da-a15a-67d7f36c8308
http://data.doremus.org/artist/a3e06c5c-4d9d-323a-a3e9-5121acb70d3e
http://data.doremus.org/artist/47e04849-715e-3773-a2d1-a2ce2c7d320d
http://data.doremus.org/artist/4385ce9c-1fe2-3b59-9df0-9ac506d9ab43
http://data.doremus.org/artist/47e04849-715e-3773-a2d1-a2ce2c7d320d
http://data.doremus.org/artist/a3e06c5c-4d9d-323a-a3e9-5121acb70d3e
http://data.doremus.org/artist/f6b78374-45d2-33d0-b692-cc58d799edfb
http://data.doremus.org/artist/40e88279-dc12-3dd0-8aeb-3b8dd41af302
http://data.doremus.org/artist/0b448b47-7bb5-36cd-843d-c2a4e3b5cd83
http://data.doremus.org/artist/91b2943d-5947-3c99-a9aa-0157ed548ceb
http://data.doremus.org/artist/3ed4f326-18a2-3cc1-bc8b-3d5d41d0c1dd
http://data.doremus.org/artist/de475aff-c666-3c12-b69f-8d1b1a8d3473
http://data.doremus.org/artist/2af6f9cb-b497-3604-8dee-a264ddeda5cc
http://data.doremus.org/artist/05ba9cb0-1cf7-3dd9-802e-b4e7ff605f35
http://data.doremus.org/artist/91241c0b-2878-3b5d-8a6d-36289c12f287
http://data.doremus.org/artist/08227d5f-2048-314d-9e05-ae14c28ec8cb
http://data.doremus.org/artist/29a3e85a-c3da-3025-a4ca-cdd9be93c831
http://data.doremus.org/artist/cc600189-10ff-3bee-8368-58fa67dc7f95
http://data.doremus.org/artist/499c5737-529f-32a1-9284-7d99b73b1be3
http://data.doremus.org/artist/6447cde9-fbd7-3da3-a1bf-ff1176456cd7
http://data.doremus.org/artist/064a15a4-b08d-3300-9b18-91ca4e79671c
http://data.doremus.org/artist/2a9944d1-ce7b-389f-8dbc-fe4e74bf237b
http://data.doremus.org/artist/4385ce9c-1fe2-3b59-9df0-9ac506d9ab43
http://data.doremus.org/artist/19085a8b-d38d-37ac-9f0a-b412d6e1f88b
http://data.doremus.org/artist/66dbbad3-80a3-3084-b884-70b162f4e019
http://data.doremus.org/artist/62348fad-974d-38db-a5a7-505f6a7a7db6
http://data.doremus.org/artist/920a4c9d-68f0-36c8-88a9-a4c882171aa6
http://data.doremus.org/artist/3dab1f8f-c04f-332a-bd97-dff18760ca2f
http://data.doremus.org/artist/19085a8b-d38d-37ac-9f0a-b412d6e1f88b
http://data.doremus.org/artist/47e04849-715e-3773-a2d1-a2ce2c7d320d
http://data.doremus.org/artist/4bb4caff-600b-322b-9b8b-ef0d41d4a61f
http://data.doremus.org/artist/19085a8b-d38d-37ac-9f0a-b412d6e1f88b
http://data.doremus.org/artist/35ddad40-c793-312a-86ec-6a1310c030a1
http://data.doremus.org/artist/3816d58f-60a7-3b33-9900-baa475ad4c59
http://data.doremus.org/artist/61c8afe6-5918-3088-b975-806d2686858b
http://data.doremus.org/artist/bbb4a3f8-e665-30d2-bc67-c207981789a2
http://data.doremus.org/artist/4a91f68f-ce85-32f9-a0c2-a67dbff8fe80
http://data.doremus.org/artist/35ddad40-c793-312a-86ec-6a1310c030a1
http://data.doremus.org/artist/d67b6bb3-b6a4-3ba5-9ef9-dd38676ea73e
http://data.doremus.org/artist/14970460-189f-3593-a550-7bceb778072e
http://data.doremus.org/artist/9544c955-f10d-36b1-9a72-44d751782cdf
http://data.doremus.org/artist/d6b5b286-4d42-3757-aa43-420ffb46110c
http://data.doremus.org/artist/cc600189-10ff-3bee-8368-58fa67dc7f95
http://data.doremus.org/artist/35ddad40-c793-312a-86ec-6a1310c030a1
http://data.doremus.org/artist/4e21ae31-5390-3843-9236-078f8d4b8c30
http://data.doremus.org/artist/c7d865e2-a554-325a-a8fa-b2564a134620
http://data.doremus.org/artist/7fbd546b-e991-32b9-9f2e-e153e369e564
http://data.doremus.org/artist/1929320a-c4f9-36e5-890c-657126ebcdaf
http://data.doremus.org/artist/499c5737-529f-32a1-9284-7d99b73b1be3
http://data.doremus.org/artist/19085a8b-d38d-37ac-9f0a-b412d6e1f88b
http://data.doremus.org/artist/13129209-a769-3e40-affb-237269f13ab9
http://data.doremus.org/artist/4bb4caff-600b-322b-9b8b-ef0d41d4a61f
http://data.doremus.org/artist/33e555e9-f60d-3e6d-9afc-f27dca8596ce
http://data.doremus.org/artist/62348fad-974d-38db-a5a7-505f6a7a7db6
http://data.doremus.org/artist/19085a8b-d38d-37ac-9f0a-b412d6e1f88b
http://data.doremus.org/artist/bcb7cc8c-7784-3d08-a075-96fd50a3f4f8
http://data.doremus.org/artist/35ddad40-c793-312a-86ec-6a1310c030a1
http://data.doremus.org/artist/3ed4f326-18a2-3cc1-bc8b-3d5d41d0c1dd
http://data.doremus.org/artist/4385ce9c-1fe2-3b59-9df0-9ac506d9ab43
http://data.doremus.org/artist/4bb4caff-600b-322b-9b8b-ef0d41d4a61f
http://data.doremus.org/artist/65842a4d-bb30-3495-b0f7-84edf9a4c96d
http://data.doremus.org/artist/65842a4d-bb30-3495-b0f7-84edf9a4c96d
http://data.doremus.org/artist/0ea76b7f-9eca-35c3-8e32-8ba22b19a96e
http://data.doremus.org/artist/bcb7cc8c-7784-3d08-a075-96fd50a3f4f8
http://data.doremus.org/artist/064a15a4-b08d-3300-9b18-91ca4e79671c
http://data.doremus.org/artist/7e2355d2-fb16-3ae2-8245-9889f5ea2a9e
http://data.doremus.org/artist/14970460-189f-3593-a550-7bceb778072e
http://data.doremus.org/artist/5e166265-3cbf-3b0c-b7f5-a09b82e3a279
http://data.doremus.org/artist/064a15a4-b08d-3300-9b18-91ca4e79671c
http://data.doremus.org/artist/a149a195-b1f9-388e-96ae-d7c6866f9fc2
http://data.doremus.org/artist/5f2d7a6e-4540-3830-8e75-f3e3b7fb8ba2
http://data.doremus.org/artist/47e04849-715e-3773-a2d1-a2ce2c7d320d
http://data.doremus.org/artist/0ea76b7f-9eca-35c3-8e32-8ba22b19a96e
http://data.doremus.org/artist/064a15a4-b08d-3300-9b18-91ca4e79671c
http://data.doremus.org/artist/5dc75a67-7470-3c2b-9703-a804e3a881d5
http://data.doremus.org/artist/064a15a4-b08d-3300-9b18-91ca4e79671c
http://data.doremus.org/artist/064a15a4-b08d-3300-9b18-91ca4e79671c
http://data.doremus.org/artist/9f2f9175-3317-3e15-8846-f50439b36918
http://data.doremus.org/artist/61c8afe6-5918-3088-b975-806d2686858b
http://data.doremus.org/artist/cfb1b272-3036-3e67-be3b-cd478aacfb5f
http://data.doremus.org/artist/05ba9cb0-1cf7-3dd9-802e-b4e7ff605f35
http://data.doremus.org/artist/08227d5f-2048-314d-9e05-ae14c28ec8cb
http://data.doremus.org/artist/cfb1b272-3036-3e67-be3b-cd478aacfb5f
http://data.doremus.org/artist/f952155c-31f4-340a-9abd-a69261ecc703
http://data.doremus.org/artist/40e88279-dc12-3dd0-8aeb-3b8dd41af302
http://data.doremus.org/artist/1f3aac34-ca78-3408-aae1-6e9246871fc4
http://data.doremus.org/artist/0b724531-969e-3dcf-8954-fb5be05d28cb
http://data.doremus.org/artist/f952155c-31f4-340a-9abd-a69261ecc703
http://data.doremus.org/artist/6637b898-6036-32ae-9176-2e34928a7453
http://data.doremus.org/artist/10356c2d-db7b-38e6-8f38-7d5f2f0f4f2b
http://data.doremus.org/artist/f952155c-31f4-340a-9abd-a69261ecc703
http://data.doremus.org/artist/40e88279-dc12-3dd0-8aeb-3b8dd41af302
http://data.doremus.org/artist/6637b898-6036-32ae-9176-2e34928a7453
http://data.doremus.org/artist/6637b898-6036-32ae-9176-2e34928a7453
http://data.doremus.org/artist/f952155c-31f4-340a-9abd-a69261ecc703
http://data.doremus.org/artist/499c5737-529f-32a1-9284-7d99b73b1be3
http://data.doremus.org/artist/069e1437-23bf-320f-8581-c22c6077f70e
http://data.doremus.org/artist/064a15a4-b08d-3300-9b18-91ca4e79671c
http://data.doremus.org/artist/3ed4f326-18a2-3cc1-bc8b-3d5d41d0c1dd
http://data.doremus.org/artist/4bb4caff-600b-322b-9b8b-ef0d41d4a61f
http://data.doremus.org/artist/19085a8b-d38d-37ac-9f0a-b412d6e1f88b
http://data.doremus.org/artist/499c5737-529f-32a1-9284-7d99b73b1be3
http://data.doremus.org/artist/33e555e9-f60d-3e6d-9afc-f27dca8596ce
http://data.doremus.org/artist/4bb4caff-600b-322b-9b8b-ef0d41d4a61f
http://data.doremus.org/artist/0ea76b7f-9eca-35c3-8e32-8ba22b19a96e
http://data.doremus.org/artist/5e166265-3cbf-3b0c-b7f5-a09b82e3a279
http://data.doremus.org/artist/0b448b47-7bb5-36cd-843d-c2a4e3b5cd83
http://data.doremus.org/artist/90f0e5fd-4795-380f-a78d-10caa0f6539c
http://data.doremus.org/artist/17f62fcc-7dae-3576-8347-a40a676ea0fa
http://data.doremus.org/artist/19085a8b-d38d-37ac-9f0a-b412d6e1f88b
http://data.doremus.org/artist/330fe832-4169-34f5-a779-c9a927239197
http://data.doremus.org/artist/08227d5f-2048-314d-9e05-ae14c28ec8cb
http://data.doremus.org/artist/2019b0fb-aec4-384f-aba7-754831a27078
http://data.doremus.org/artist/cd876b1f-63b7-379f-b5e9-f64bbd8dbde9
http://data.doremus.org/artist/4bb4caff-600b-322b-9b8b-ef0d41d4a61f
http://data.doremus.org/artist/e27d5478-9199-3fe3-a54e-27ba3279e2f7
http://data.doremus.org/artist/60eba381-f3fc-38e4-841b-de8f090d1eea
http://data.doremus.org/artist/40e88279-dc12-3dd0-8aeb-3b8dd41af302
http://data.doremus.org/artist/08227d5f-2048-314d-9e05-ae14c28ec8cb
http://data.doremus.org/artist/47e04849-715e-3773-a2d1-a2ce2c7d320d
http://data.doremus.org/artist/4bb4caff-600b-322b-9b8b-ef0d41d4a61f
http://data.doremus.org/artist/40e88279-dc12-3dd0-8aeb-3b8dd41af302
http://data.doremus.org/artist/40e88279-dc12-3dd0-8aeb-3b8dd41af302
http://data.doremus.org/artist/05ba9cb0-1cf7-3dd9-802e-b4e7ff605f35
http://data.doremus.org/artist/f984d546-20bc-377e-b669-42e424d6a1b0
http://data.doremus.org/artist/67d7bf14-38f2-37db-ab93-a6db75173219
http://data.doremus.org/artist/24c60ab1-94dd-3ea0-91ed-ffc6276ed9c9
http://data.doremus.org/artist/7e2355d2-fb16-3ae2-8245-9889f5ea2a9e
http://data.doremus.org/artist/65842a4d-bb30-3495-b0f7-84edf9a4c96d
http://data.doremus.org/artist/509b09ef-a4e5-3ad7-90d2-ef540c30617a
http://data.doremus.org/artist/166085f2-9557-3233-bdd3-f919e932e9c1
http://data.doremus.org/artist/a3e06c5c-4d9d-323a-a3e9-5121acb70d3e
http://data.doremus.org/artist/91241c0b-2878-3b5d-8a6d-36289c12f287
http://data.doremus.org/artist/4bb4caff-600b-322b-9b8b-ef0d41d4a61f
http://data.doremus.org/artist/91241c0b-2878-3b5d-8a6d-36289c12f287
http://data.doremus.org/artist/cd876b1f-63b7-379f-b5e9-f64bbd8dbde9
http://data.doremus.org/artist/b676acbe-b7d1-369e-a6f0-f7df7375c593
http://data.doremus.org/artist/35ddad40-c793-312a-86ec-6a1310c030a1
http://data.doremus.org/artist/18c1e166-c8cc-3742-9f74-5e8c8fbdb55a
http://data.doremus.org/artist/9acddd77-43d8-349f-8e93-0f86d52f0db4
http://data.doremus.org/artist/19085a8b-d38d-37ac-9f0a-b412d6e1f88b
http://data.doremus.org/artist/0ea76b7f-9eca-35c3-8e32-8ba22b19a96e
http://data.doremus.org/artist/6447cde9-fbd7-3da3-a1bf-ff1176456cd7
http://data.doremus.org/artist/499c5737-529f-32a1-9284-7d99b73b1be3
http://data.doremus.org/artist/c51a1b01-5682-33da-a15a-67d7f36c8308
http://data.doremus.org/artist/19085a8b-d38d-37ac-9f0a-b412d6e1f88b
http://data.doremus.org/artist/4bb4caff-600b-322b-9b8b-ef0d41d4a61f
http://data.doremus.org/artist/0ea76b7f-9eca-35c3-8e32-8ba22b19a96e
http://data.doremus.org/artist/33e555e9-f60d-3e6d-9afc-f27dca8596ce
http://data.doremus.org/artist/19085a8b-d38d-37ac-9f0a-b412d6e1f88b
http://data.doremus.org/artist/62348fad-974d-38db-a5a7-505f6a7a7db6
http://data.doremus.org/artist/509b09ef-a4e5-3ad7-90d2-ef540c30617a
http://data.doremus.org/artist/121eab8a-1787-3139-a837-3ccaeb390178
http://data.doremus.org/artist/40e88279-dc12-3dd0-8aeb-3b8dd41af302
http://data.doremus.org/artist/87bc2124-8928-359d-934b-d38f81d8b4d7
http://data.doremus.org/artist/e20f3055-68ec-3f7d-a1e7-8fd0447e2c90
http://data.doremus.org/artist/29c3bfae-da11-36fc-b25f-532fc271dfc2
http://data.doremus.org/artist/cfb1b272-3036-3e67-be3b-cd478aacfb5f
http://data.doremus.org/artist/2019b0fb-aec4-384f-aba7-754831a27078
http://data.doremus.org/artist/91241c0b-2878-3b5d-8a6d-36289c12f287
http://data.doremus.org/artist/2019b0fb-aec4-384f-aba7-754831a27078
http://data.doremus.org/artist/66a8f411-f232-37d4-89c1-27ebff74d0a2
http://data.doremus.org/artist/c51a1b01-5682-33da-a15a-67d7f36c8308
http://data.doremus.org/artist/35ddad40-c793-312a-86ec-6a1310c030a1
http://data.doremus.org/artist/6447cde9-fbd7-3da3-a1bf-ff1176456cd7
http://data.doremus.org/artist/499c5737-529f-32a1-9284-7d99b73b1be3
http://data.doremus.org/artist/19085a8b-d38d-37ac-9f0a-b412d6e1f88b
http://data.doremus.org/artist/62348fad-974d-38db-a5a7-505f6a7a7db6
http://data.doremus.org/artist/19085a8b-d38d-37ac-9f0a-b412d6e1f88b
http://data.doremus.org/artist/499c5737-529f-32a1-9284-7d99b73b1be3
http://data.doremus.org/artist/19085a8b-d38d-37ac-9f0a-b412d6e1f88b
http://data.doremus.org/artist/33e555e9-f60d-3e6d-9afc-f27dca8596ce
http://data.doremus.org/artist/4bb4caff-600b-322b-9b8b-ef0d41d4a61f
http://data.doremus.org/artist/35ddad40-c793-312a-86ec-6a1310c030a1
http://data.doremus.org/artist/62348fad-974d-38db-a5a7-505f6a7a7db6
http://data.doremus.org/artist/0ea76b7f-9eca-35c3-8e32-8ba22b19a96e
http://data.doremus.org/artist/19085a8b-d38d-37ac-9f0a-b412d6e1f88b
http://data.doremus.org/artist/bcb7cc8c-7784-3d08-a075-96fd50a3f4f8
http://data.doremus.org/artist/a3e06c5c-4d9d-323a-a3e9-5121acb70d3e
http://data.doremus.org/artist/bcb7cc8c-7784-3d08-a075-96fd50a3f4f8
http://data.doremus.org/artist/a3e06c5c-4d9d-323a-a3e9-5121acb70d3e
http://data.doremus.org/artist/19085a8b-d38d-37ac-9f0a-b412d6e1f88b
http://data.doremus.org/artist/499c5737-529f-32a1-9284-7d99b73b1be3
http://data.doremus.org/artist/0ea76b7f-9eca-35c3-8e32-8ba22b19a96e
http://data.doremus.org/artist/064a15a4-b08d-3300-9b18-91ca4e79671c
http://data.doremus.org/artist/62348fad-974d-38db-a5a7-505f6a7a7db6
http://data.doremus.org/artist/19085a8b-d38d-37ac-9f0a-b412d6e1f88b
http://data.doremus.org/artist/bcb7cc8c-7784-3d08-a075-96fd50a3f4f8
http://data.doremus.org/artist/4bb4caff-600b-322b-9b8b-ef0d41d4a61f
http://data.doremus.org/artist/d543418a-f38d-3286-8f5b-2cf4d439c22e
http://data.doremus.org/artist/62348fad-974d-38db-a5a7-505f6a7a7db6
http://data.doremus.org/artist/f484f6b3-e56a-3ee2-a207-18be1f223f63
http://data.doremus.org/artist/271a657c-0689-33af-98c6-8ca539726462
http://data.doremus.org/artist/62348fad-974d-38db-a5a7-505f6a7a7db6
http://data.doremus.org/artist/62348fad-974d-38db-a5a7-505f6a7a7db6
http://data.doremus.org/artist/bcb7cc8c-7784-3d08-a075-96fd50a3f4f8
http://data.doremus.org/artist/a3e06c5c-4d9d-323a-a3e9-5121acb70d3e
http://data.doremus.org/artist/4bb4caff-600b-322b-9b8b-ef0d41d4a61f
http://data.doremus.org/artist/a0efdc00-fac6-3ee0-9030-45f1c022e0ba
http://data.doremus.org/artist/cd876b1f-63b7-379f-b5e9-f64bbd8dbde9
http://data.doremus.org/artist/bc6597e7-bc66-3d5d-8bca-98aa651d540a
http://data.doremus.org/artist/bcb7cc8c-7784-3d08-a075-96fd50a3f4f8
http://data.doremus.org/artist/35f762fc-78ef-3d48-bfe9-2d85076f6c53
http://data.doremus.org/artist/0ea76b7f-9eca-35c3-8e32-8ba22b19a96e
http://data.doremus.org/artist/5dc75a67-7470-3c2b-9703-a804e3a881d5
http://data.doremus.org/artist/18c1e166-c8cc-3742-9f74-5e8c8fbdb55a
http://data.doremus.org/artist/3ed4f326-18a2-3cc1-bc8b-3d5d41d0c1dd
http://data.doremus.org/artist/2b2d0455-e4d5-34a0-b1ac-4ba41a2e53f7
http://data.doremus.org/artist/eed9dcb3-6e6f-3614-80c6-9b3523f59387
http://data.doremus.org/artist/cfb1b272-3036-3e67-be3b-cd478aacfb5f
http://data.doremus.org/artist/9f2f9175-3317-3e15-8846-f50439b36918
http://data.doremus.org/artist/9f2f9175-3317-3e15-8846-f50439b36918
http://data.doremus.org/artist/91241c0b-2878-3b5d-8a6d-36289c12f287
http://data.doremus.org/artist/2a9944d1-ce7b-389f-8dbc-fe4e74bf237b
http://data.doremus.org/artist/05ba9cb0-1cf7-3dd9-802e-b4e7ff605f35
http://data.doremus.org/artist/a0efdc00-fac6-3ee0-9030-45f1c022e0ba
http://data.doremus.org/artist/61c8afe6-5918-3088-b975-806d2686858b
http://data.doremus.org/artist/ac481ecf-e1fa-378c-a26b-b6a7d82751eb
http://data.doremus.org/artist/05ba9cb0-1cf7-3dd9-802e-b4e7ff605f35
http://data.doremus.org/artist/08227d5f-2048-314d-9e05-ae14c28ec8cb
http://data.doremus.org/artist/2019b0fb-aec4-384f-aba7-754831a27078
http://data.doremus.org/artist/bcb7cc8c-7784-3d08-a075-96fd50a3f4f8
http://data.doremus.org/artist/19085a8b-d38d-37ac-9f0a-b412d6e1f88b
http://data.doremus.org/artist/a3e06c5c-4d9d-323a-a3e9-5121acb70d3e
http://data.doremus.org/artist/62348fad-974d-38db-a5a7-505f6a7a7db6
http://data.doremus.org/artist/19085a8b-d38d-37ac-9f0a-b412d6e1f88b
http://data.doremus.org/artist/62348fad-974d-38db-a5a7-505f6a7a7db6
http://data.doremus.org/artist/19085a8b-d38d-37ac-9f0a-b412d6e1f88b
http://data.doremus.org/artist/6447cde9-fbd7-3da3-a1bf-ff1176456cd7
http://data.doremus.org/artist/3ed4f326-18a2-3cc1-bc8b-3d5d41d0c1dd
http://data.doremus.org/artist/bcb7cc8c-7784-3d08-a075-96fd50a3f4f8
http://data.doremus.org/artist/42bbc7c2-d83b-3329-838f-90350a5e23c5
http://data.doremus.org/artist/65842a4d-bb30-3495-b0f7-84edf9a4c96d
http://data.doremus.org/artist/47e04849-715e-3773-a2d1-a2ce2c7d320d
http://data.doremus.org/artist/0ea76b7f-9eca-35c3-8e32-8ba22b19a96e
http://data.doremus.org/artist/19085a8b-d38d-37ac-9f0a-b412d6e1f88b
http://data.doremus.org/artist/35ddad40-c793-312a-86ec-6a1310c030a1
http://data.doremus.org/artist/c51a1b01-5682-33da-a15a-67d7f36c8308
http://data.doremus.org/artist/3ed4f326-18a2-3cc1-bc8b-3d5d41d0c1dd
http://data.doremus.org/artist/499c5737-529f-32a1-9284-7d99b73b1be3
http://data.doremus.org/artist/6447cde9-fbd7-3da3-a1bf-ff1176456cd7
http://data.doremus.org/artist/a3e06c5c-4d9d-323a-a3e9-5121acb70d3e
http://data.doremus.org/artist/65842a4d-bb30-3495-b0f7-84edf9a4c96d
http://data.doremus.org/artist/4bb4caff-600b-322b-9b8b-ef0d41d4a61f
http://data.doremus.org/artist/19085a8b-d38d-37ac-9f0a-b412d6e1f88b
http://data.doremus.org/artist/62348fad-974d-38db-a5a7-505f6a7a7db6
http://data.doremus.org/artist/8d7cdfa3-7e61-3e29-90c8-92249e5541bf
http://data.doremus.org/artist/19085a8b-d38d-37ac-9f0a-b412d6e1f88b
http://data.doremus.org/artist/bcb7cc8c-7784-3d08-a075-96fd50a3f4f8
http://data.doremus.org/artist/9b38007d-a65b-3d4c-a0b3-fae58c9ca0fe
http://data.doremus.org/artist/35ddad40-c793-312a-86ec-6a1310c030a1
http://data.doremus.org/artist/33e555e9-f60d-3e6d-9afc-f27dca8596ce
http://data.doremus.org/artist/c51a1b01-5682-33da-a15a-67d7f36c8308
http://data.doremus.org/artist/499c5737-529f-32a1-9284-7d99b73b1be3
http://data.doremus.org/artist/6447cde9-fbd7-3da3-a1bf-ff1176456cd7
http://data.doremus.org/artist/499c5737-529f-32a1-9284-7d99b73b1be3
http://data.doremus.org/artist/9acddd77-43d8-349f-8e93-0f86d52f0db4
http://data.doremus.org/artist/62348fad-974d-38db-a5a7-505f6a7a7db6
http://data.doremus.org/artist/19085a8b-d38d-37ac-9f0a-b412d6e1f88b
http://data.doremus.org/artist/4385ce9c-1fe2-3b59-9df0-9ac506d9ab43
http://data.doremus.org/artist/397d2850-f9d3-3ee7-9257-c2f029d0455f
http://data.doremus.org/artist/0b448b47-7bb5-36cd-843d-c2a4e3b5cd83
http://data.doremus.org/artist/35ddad40-c793-312a-86ec-6a1310c030a1
http://data.doremus.org/artist/920a4c9d-68f0-36c8-88a9-a4c882171aa6
http://data.doremus.org/artist/a0efdc00-fac6-3ee0-9030-45f1c022e0ba
http://data.doremus.org/artist/52ef1fdc-c1ee-3d08-b807-0474983420ec
http://data.doremus.org/artist/bcb7cc8c-7784-3d08-a075-96fd50a3f4f8
http://data.doremus.org/artist/bcb7cc8c-7784-3d08-a075-96fd50a3f4f8
http://data.doremus.org/artist/19085a8b-d38d-37ac-9f0a-b412d6e1f88b
http://data.doremus.org/artist/35ddad40-c793-312a-86ec-6a1310c030a1
http://data.doremus.org/artist/499c5737-529f-32a1-9284-7d99b73b1be3
http://data.doremus.org/artist/62348fad-974d-38db-a5a7-505f6a7a7db6
http://data.doremus.org/artist/19085a8b-d38d-37ac-9f0a-b412d6e1f88b
http://data.doremus.org/artist/19085a8b-d38d-37ac-9f0a-b412d6e1f88b
http://data.doremus.org/artist/a3e06c5c-4d9d-323a-a3e9-5121acb70d3e
http://data.doremus.org/artist/838395af-8d21-3a8f-8a7c-61365ade372d
http://data.doremus.org/artist/f6b78374-45d2-33d0-b692-cc58d799edfb
http://data.doremus.org/artist/f6b78374-45d2-33d0-b692-cc58d799edfb
http://data.doremus.org/artist/47e04849-715e-3773-a2d1-a2ce2c7d320d
http://data.doremus.org/artist/4bb4caff-600b-322b-9b8b-ef0d41d4a61f
http://data.doremus.org/artist/19085a8b-d38d-37ac-9f0a-b412d6e1f88b
http://data.doremus.org/artist/2019b0fb-aec4-384f-aba7-754831a27078
http://data.doremus.org/artist/74ce73b8-5fff-3300-a44c-1263951c1791
http://data.doremus.org/artist/622dc38e-88a8-3d55-bb9d-09f14688b954
http://data.doremus.org/artist/19085a8b-d38d-37ac-9f0a-b412d6e1f88b
http://data.doremus.org/artist/0ea76b7f-9eca-35c3-8e32-8ba22b19a96e
http://data.doremus.org/artist/916a5a71-42ba-30c2-b2e9-fd1ec5e99a9b
http://data.doremus.org/artist/6447cde9-fbd7-3da3-a1bf-ff1176456cd7
http://data.doremus.org/artist/19085a8b-d38d-37ac-9f0a-b412d6e1f88b
http://data.doremus.org/artist/62348fad-974d-38db-a5a7-505f6a7a7db6
http://data.doremus.org/artist/19085a8b-d38d-37ac-9f0a-b412d6e1f88b
http://data.doremus.org/artist/bcb7cc8c-7784-3d08-a075-96fd50a3f4f8
http://data.doremus.org/artist/a0b89b9d-cb66-370d-91b4-5c9fd6d01656
http://data.doremus.org/artist/58db5648-8438-3f64-a396-44c46a20353f
http://data.doremus.org/artist/a0b89b9d-cb66-370d-91b4-5c9fd6d01656
http://data.doremus.org/artist/2267aa34-8eb3-378f-bc51-c84c006ecd1d
http://data.doremus.org/artist/a3e06c5c-4d9d-323a-a3e9-5121acb70d3e
http://data.doremus.org/artist/62348fad-974d-38db-a5a7-505f6a7a7db6
http://data.doremus.org/artist/1929320a-c4f9-36e5-890c-657126ebcdaf
http://data.doremus.org/artist/bcb7cc8c-7784-3d08-a075-96fd50a3f4f8
http://data.doremus.org/artist/19085a8b-d38d-37ac-9f0a-b412d6e1f88b
http://data.doremus.org/artist/a3e06c5c-4d9d-323a-a3e9-5121acb70d3e
http://data.doremus.org/artist/47e04849-715e-3773-a2d1-a2ce2c7d320d
http://data.doremus.org/artist/e20f3055-68ec-3f7d-a1e7-8fd0447e2c90
http://data.doremus.org/artist/499c5737-529f-32a1-9284-7d99b73b1be3
http://data.doremus.org/artist/40e88279-dc12-3dd0-8aeb-3b8dd41af302
http://data.doremus.org/artist/397d2850-f9d3-3ee7-9257-c2f029d0455f
http://data.doremus.org/artist/a3e06c5c-4d9d-323a-a3e9-5121acb70d3e
http://data.doremus.org/artist/4bb4caff-600b-322b-9b8b-ef0d41d4a61f
http://data.doremus.org/artist/62348fad-974d-38db-a5a7-505f6a7a7db6
http://data.doremus.org/artist/bcb7cc8c-7784-3d08-a075-96fd50a3f4f8
http://data.doremus.org/artist/f3086d8c-176a-3650-8679-5d2094763343
http://data.doremus.org/artist/19085a8b-d38d-37ac-9f0a-b412d6e1f88b
http://data.doremus.org/artist/0ea76b7f-9eca-35c3-8e32-8ba22b19a96e
http://data.doremus.org/artist/14970460-189f-3593-a550-7bceb778072e
http://data.doremus.org/artist/19085a8b-d38d-37ac-9f0a-b412d6e1f88b
http://data.doremus.org/artist/47e04849-715e-3773-a2d1-a2ce2c7d320d
http://data.doremus.org/artist/561a57a4-bd26-391b-b3c1-dd67e15e9469
http://data.doremus.org/artist/9c20ed07-6199-34da-af68-a29914f324b0
http://data.doremus.org/artist/35ddad40-c793-312a-86ec-6a1310c030a1
http://data.doremus.org/artist/bcb7cc8c-7784-3d08-a075-96fd50a3f4f8
http://data.doremus.org/artist/23df9200-a2a7-3ba8-ab11-ec16bf781c41
http://data.doremus.org/artist/8d7cdfa3-7e61-3e29-90c8-92249e5541bf
http://data.doremus.org/artist/19085a8b-d38d-37ac-9f0a-b412d6e1f88b
http://data.doremus.org/artist/47e04849-715e-3773-a2d1-a2ce2c7d320d
http://data.doremus.org/artist/19085a8b-d38d-37ac-9f0a-b412d6e1f88b
http://data.doremus.org/artist/c25adc8e-1634-34e7-82fa-c8519d8c9244
http://data.doremus.org/artist/a3e06c5c-4d9d-323a-a3e9-5121acb70d3e
http://data.doremus.org/artist/bcb7cc8c-7784-3d08-a075-96fd50a3f4f8
http://data.doremus.org/artist/bcb7cc8c-7784-3d08-a075-96fd50a3f4f8
http://data.doremus.org/artist/4bb4caff-600b-322b-9b8b-ef0d41d4a61f
http://data.doremus.org/artist/47e04849-715e-3773-a2d1-a2ce2c7d320d
http://data.doremus.org/artist/19085a8b-d38d-37ac-9f0a-b412d6e1f88b
http://data.doremus.org/artist/35ddad40-c793-312a-86ec-6a1310c030a1
http://data.doremus.org/artist/1529540b-aa7f-3fd2-866b-7d4e1f3b1404
http://data.doremus.org/artist/6447cde9-fbd7-3da3-a1bf-ff1176456cd7
http://data.doremus.org/artist/35ddad40-c793-312a-86ec-6a1310c030a1
http://data.doremus.org/artist/62348fad-974d-38db-a5a7-505f6a7a7db6
http://data.doremus.org/artist/bcb7cc8c-7784-3d08-a075-96fd50a3f4f8
http://data.doremus.org/artist/499c5737-529f-32a1-9284-7d99b73b1be3
http://data.doremus.org/artist/35ddad40-c793-312a-86ec-6a1310c030a1
http://data.doremus.org/artist/5e166265-3cbf-3b0c-b7f5-a09b82e3a279
http://data.doremus.org/artist/0ea76b7f-9eca-35c3-8e32-8ba22b19a96e
http://data.doremus.org/artist/35ddad40-c793-312a-86ec-6a1310c030a1
http://data.doremus.org/artist/62348fad-974d-38db-a5a7-505f6a7a7db6
http://data.doremus.org/artist/6447cde9-fbd7-3da3-a1bf-ff1176456cd7
http://data.doremus.org/artist/a3e06c5c-4d9d-323a-a3e9-5121acb70d3e
http://data.doremus.org/artist/35ddad40-c793-312a-86ec-6a1310c030a1
http://data.doremus.org/artist/62348fad-974d-38db-a5a7-505f6a7a7db6
http://data.doremus.org/artist/62348fad-974d-38db-a5a7-505f6a7a7db6
http://data.doremus.org/artist/47e04849-715e-3773-a2d1-a2ce2c7d320d
http://data.doremus.org/artist/4385ce9c-1fe2-3b59-9df0-9ac506d9ab43
http://data.doremus.org/artist/499c5737-529f-32a1-9284-7d99b73b1be3
http://data.doremus.org/artist/509b09ef-a4e5-3ad7-90d2-ef540c30617a
http://data.doremus.org/artist/4e21ae31-5390-3843-9236-078f8d4b8c30
http://data.doremus.org/artist/bcb7cc8c-7784-3d08-a075-96fd50a3f4f8
http://data.doremus.org/artist/6447cde9-fbd7-3da3-a1bf-ff1176456cd7
http://data.doremus.org/artist/4bb4caff-600b-322b-9b8b-ef0d41d4a61f
http://data.doremus.org/artist/069e1437-23bf-320f-8581-c22c6077f70e
http://data.doremus.org/artist/6447cde9-fbd7-3da3-a1bf-ff1176456cd7
http://data.doremus.org/artist/bcb7cc8c-7784-3d08-a075-96fd50a3f4f8
http://data.doremus.org/artist/35ddad40-c793-312a-86ec-6a1310c030a1
http://data.doremus.org/artist/0f178635-0ec6-377b-a882-35734498de40
http://data.doremus.org/artist/1f3aac34-ca78-3408-aae1-6e9246871fc4
http://data.doremus.org/artist/0b448b47-7bb5-36cd-843d-c2a4e3b5cd83
http://data.doremus.org/artist/19085a8b-d38d-37ac-9f0a-b412d6e1f88b
http://data.doremus.org/artist/14970460-189f-3593-a550-7bceb778072e
http://data.doremus.org/artist/a3e06c5c-4d9d-323a-a3e9-5121acb70d3e
http://data.doremus.org/artist/0ea76b7f-9eca-35c3-8e32-8ba22b19a96e
http://data.doremus.org/artist/c51a1b01-5682-33da-a15a-67d7f36c8308
http://data.doremus.org/artist/1929320a-c4f9-36e5-890c-657126ebcdaf
http://data.doremus.org/artist/1465b4e6-0372-36c8-93d1-1c04929225ec
http://data.doremus.org/artist/47e04849-715e-3773-a2d1-a2ce2c7d320d
http://data.doremus.org/artist/35ddad40-c793-312a-86ec-6a1310c030a1
http://data.doremus.org/artist/33e555e9-f60d-3e6d-9afc-f27dca8596ce
http://data.doremus.org/artist/a3e06c5c-4d9d-323a-a3e9-5121acb70d3e
http://data.doremus.org/artist/a3e06c5c-4d9d-323a-a3e9-5121acb70d3e
http://data.doremus.org/artist/6447cde9-fbd7-3da3-a1bf-ff1176456cd7
http://data.doremus.org/artist/1929320a-c4f9-36e5-890c-657126ebcdaf
http://data.doremus.org/artist/62348fad-974d-38db-a5a7-505f6a7a7db6
http://data.doremus.org/artist/4e21ae31-5390-3843-9236-078f8d4b8c30
http://data.doremus.org/artist/5e166265-3cbf-3b0c-b7f5-a09b82e3a279
http://data.doremus.org/artist/65842a4d-bb30-3495-b0f7-84edf9a4c96d
http://data.doremus.org/artist/33e555e9-f60d-3e6d-9afc-f27dca8596ce
http://data.doremus.org/artist/19085a8b-d38d-37ac-9f0a-b412d6e1f88b
http://data.doremus.org/artist/33e555e9-f60d-3e6d-9afc-f27dca8596ce
http://data.doremus.org/artist/0ea76b7f-9eca-35c3-8e32-8ba22b19a96e
http://data.doremus.org/artist/62348fad-974d-38db-a5a7-505f6a7a7db6
http://data.doremus.org/artist/47e04849-715e-3773-a2d1-a2ce2c7d320d
http://data.doremus.org/artist/62348fad-974d-38db-a5a7-505f6a7a7db6
http://data.doremus.org/artist/19085a8b-d38d-37ac-9f0a-b412d6e1f88b
http://data.doremus.org/artist/23df9200-a2a7-3ba8-ab11-ec16bf781c41
http://data.doremus.org/artist/f0817935-c4e3-3bf2-882d-d0e96170c1c3
http://data.doremus.org/artist/4bb4caff-600b-322b-9b8b-ef0d41d4a61f
http://data.doremus.org/artist/19085a8b-d38d-37ac-9f0a-b412d6e1f88b
http://data.doremus.org/artist/35ddad40-c793-312a-86ec-6a1310c030a1
http://data.doremus.org/artist/7e2355d2-fb16-3ae2-8245-9889f5ea2a9e
http://data.doremus.org/artist/3ed4f326-18a2-3cc1-bc8b-3d5d41d0c1dd
http://data.doremus.org/artist/3ed4f326-18a2-3cc1-bc8b-3d5d41d0c1dd
http://data.doremus.org/artist/05ba9cb0-1cf7-3dd9-802e-b4e7ff605f35
http://data.doremus.org/artist/3ed4f326-18a2-3cc1-bc8b-3d5d41d0c1dd
http://data.doremus.org/artist/bcb7cc8c-7784-3d08-a075-96fd50a3f4f8
http://data.doremus.org/artist/4bb4caff-600b-322b-9b8b-ef0d41d4a61f
http://data.doremus.org/artist/1f3aac34-ca78-3408-aae1-6e9246871fc4
http://data.doremus.org/artist/0b724531-969e-3dcf-8954-fb5be05d28cb
http://data.doremus.org/artist/0b724531-969e-3dcf-8954-fb5be05d28cb
http://data.doremus.org/artist/19085a8b-d38d-37ac-9f0a-b412d6e1f88b
http://data.doremus.org/artist/397d2850-f9d3-3ee7-9257-c2f029d0455f
http://data.doremus.org/artist/c51a1b01-5682-33da-a15a-67d7f36c8308
http://data.doremus.org/artist/9acddd77-43d8-349f-8e93-0f86d52f0db4
http://data.doremus.org/artist/ce72d043-0acc-3cca-95ba-959903770bc8
http://data.doremus.org/artist/499c5737-529f-32a1-9284-7d99b73b1be3
http://data.doremus.org/artist/754b3d18-3d0a-364b-b8b8-bbfd85b4d88a
http://data.doremus.org/artist/a3e06c5c-4d9d-323a-a3e9-5121acb70d3e
http://data.doremus.org/artist/14970460-189f-3593-a550-7bceb778072e
http://data.doremus.org/artist/499c5737-529f-32a1-9284-7d99b73b1be3
http://data.doremus.org/artist/3ed4f326-18a2-3cc1-bc8b-3d5d41d0c1dd
http://data.doremus.org/artist/5813bca1-0cfe-35ae-a528-1824eb9070f6
http://data.doremus.org/artist/7e2355d2-fb16-3ae2-8245-9889f5ea2a9e
http://data.doremus.org/artist/19085a8b-d38d-37ac-9f0a-b412d6e1f88b
http://data.doremus.org/artist/5e166265-3cbf-3b0c-b7f5-a09b82e3a279
http://data.doremus.org/artist/499c5737-529f-32a1-9284-7d99b73b1be3
http://data.doremus.org/artist/40e88279-dc12-3dd0-8aeb-3b8dd41af302
http://data.doremus.org/artist/bcb7cc8c-7784-3d08-a075-96fd50a3f4f8
http://data.doremus.org/artist/65842a4d-bb30-3495-b0f7-84edf9a4c96d
http://data.doremus.org/artist/a3e06c5c-4d9d-323a-a3e9-5121acb70d3e
http://data.doremus.org/artist/65842a4d-bb30-3495-b0f7-84edf9a4c96d
http://data.doremus.org/artist/47e04849-715e-3773-a2d1-a2ce2c7d320d
http://data.doremus.org/artist/916a5a71-42ba-30c2-b2e9-fd1ec5e99a9b
http://data.doremus.org/artist/a3e06c5c-4d9d-323a-a3e9-5121acb70d3e
http://data.doremus.org/artist/40e88279-dc12-3dd0-8aeb-3b8dd41af302
http://data.doremus.org/artist/65842a4d-bb30-3495-b0f7-84edf9a4c96d
http://data.doremus.org/artist/62348fad-974d-38db-a5a7-505f6a7a7db6
http://data.doremus.org/artist/47e04849-715e-3773-a2d1-a2ce2c7d320d
http://data.doremus.org/artist/4bb4caff-600b-322b-9b8b-ef0d41d4a61f
http://data.doremus.org/artist/bcb7cc8c-7784-3d08-a075-96fd50a3f4f8
http://data.doremus.org/artist/920a4c9d-68f0-36c8-88a9-a4c882171aa6
http://data.doremus.org/artist/5e166265-3cbf-3b0c-b7f5-a09b82e3a279
http://data.doremus.org/artist/0ea76b7f-9eca-35c3-8e32-8ba22b19a96e
http://data.doremus.org/artist/a3e06c5c-4d9d-323a-a3e9-5121acb70d3e
http://data.doremus.org/artist/19085a8b-d38d-37ac-9f0a-b412d6e1f88b
http://data.doremus.org/artist/4bfb8d78-0e8a-3b18-a0b5-d26d2284908e
http://data.doremus.org/artist/c4ef4da5-5668-36b4-8f95-6aca037d04d8
http://data.doremus.org/artist/4bfb8d78-0e8a-3b18-a0b5-d26d2284908e
http://data.doremus.org/artist/4bfb8d78-0e8a-3b18-a0b5-d26d2284908e
http://data.doremus.org/artist/4bfb8d78-0e8a-3b18-a0b5-d26d2284908e
http://data.doremus.org/artist/f0817935-c4e3-3bf2-882d-d0e96170c1c3
http://data.doremus.org/artist/67d7bf14-38f2-37db-ab93-a6db75173219
http://data.doremus.org/artist/af8d601a-21f0-3a0f-af45-210b5c57c4f6
http://data.doremus.org/artist/4249708a-4cb6-326e-9e49-1aa100f7dcaf
http://data.doremus.org/artist/2aeb07c8-09ac-3785-a93b-40444fc4cbc5
http://data.doremus.org/artist/35f762fc-78ef-3d48-bfe9-2d85076f6c53
http://data.doremus.org/artist/35ddad40-c793-312a-86ec-6a1310c030a1
http://data.doremus.org/artist/35f762fc-78ef-3d48-bfe9-2d85076f6c53
http://data.doremus.org/artist/b88bc17f-6f08-3be7-8463-4ad67bbbeebf
http://data.doremus.org/artist/60eba381-f3fc-38e4-841b-de8f090d1eea
http://data.doremus.org/artist/14970460-189f-3593-a550-7bceb778072e
http://data.doremus.org/artist/bcb7cc8c-7784-3d08-a075-96fd50a3f4f8
http://data.doremus.org/artist/95499097-6282-317f-9c58-e2797f3e260b
http://data.doremus.org/artist/8a5d5107-2fdb-3f03-8f34-6965398b192f
http://data.doremus.org/artist/95499097-6282-317f-9c58-e2797f3e260b
http://data.doremus.org/artist/95499097-6282-317f-9c58-e2797f3e260b
http://data.doremus.org/artist/62348fad-974d-38db-a5a7-505f6a7a7db6
http://data.doremus.org/artist/62348fad-974d-38db-a5a7-505f6a7a7db6
http://data.doremus.org/artist/b94b4fef-7e62-3ae5-aa97-790cbf2844d9
http://data.doremus.org/artist/4e21ae31-5390-3843-9236-078f8d4b8c30
http://data.doremus.org/artist/5e166265-3cbf-3b0c-b7f5-a09b82e3a279
http://data.doremus.org/artist/c51a1b01-5682-33da-a15a-67d7f36c8308
http://data.doremus.org/artist/47e04849-715e-3773-a2d1-a2ce2c7d320d
http://data.doremus.org/artist/9df34892-15d2-3abc-9772-0060081e004f
http://data.doremus.org/artist/47e04849-715e-3773-a2d1-a2ce2c7d320d
http://data.doremus.org/artist/35ddad40-c793-312a-86ec-6a1310c030a1
http://data.doremus.org/artist/1929320a-c4f9-36e5-890c-657126ebcdaf
http://data.doremus.org/artist/5e166265-3cbf-3b0c-b7f5-a09b82e3a279
http://data.doremus.org/artist/2aeb07c8-09ac-3785-a93b-40444fc4cbc5
http://data.doremus.org/artist/1929320a-c4f9-36e5-890c-657126ebcdaf
http://data.doremus.org/artist/6447cde9-fbd7-3da3-a1bf-ff1176456cd7
http://data.doremus.org/artist/064a15a4-b08d-3300-9b18-91ca4e79671c
http://data.doremus.org/artist/2a9944d1-ce7b-389f-8dbc-fe4e74bf237b
http://data.doremus.org/artist/4385ce9c-1fe2-3b59-9df0-9ac506d9ab43
http://data.doremus.org/artist/19085a8b-d38d-37ac-9f0a-b412d6e1f88b
http://data.doremus.org/artist/66dbbad3-80a3-3084-b884-70b162f4e019
http://data.doremus.org/artist/62348fad-974d-38db-a5a7-505f6a7a7db6
http://data.doremus.org/artist/920a4c9d-68f0-36c8-88a9-a4c882171aa6
http://data.doremus.org/artist/3dab1f8f-c04f-332a-bd97-dff18760ca2f
http://data.doremus.org/artist/6be5c3f6-d661-35d5-8b74-029d65729830
http://data.doremus.org/artist/0ea76b7f-9eca-35c3-8e32-8ba22b19a96e
http://data.doremus.org/artist/0ea76b7f-9eca-35c3-8e32-8ba22b19a96e
http://data.doremus.org/artist/e94edb08-db9d-3754-bb26-dfe065e4e8fb
http://data.doremus.org/artist/62348fad-974d-38db-a5a7-505f6a7a7db6
http://data.doremus.org/artist/65842a4d-bb30-3495-b0f7-84edf9a4c96d
http://data.doremus.org/artist/33e555e9-f60d-3e6d-9afc-f27dca8596ce
http://data.doremus.org/artist/47e04849-715e-3773-a2d1-a2ce2c7d320d
http://data.doremus.org/artist/40e88279-dc12-3dd0-8aeb-3b8dd41af302
http://data.doremus.org/artist/0b724531-969e-3dcf-8954-fb5be05d28cb
http://data.doremus.org/artist/5e166265-3cbf-3b0c-b7f5-a09b82e3a279
http://data.doremus.org/artist/19085a8b-d38d-37ac-9f0a-b412d6e1f88b
http://data.doremus.org/artist/0b448b47-7bb5-36cd-843d-c2a4e3b5cd83
http://data.doremus.org/artist/0b724531-969e-3dcf-8954-fb5be05d28cb
http://data.doremus.org/artist/916a5a71-42ba-30c2-b2e9-fd1ec5e99a9b
http://data.doremus.org/artist/5dc75a67-7470-3c2b-9703-a804e3a881d5
http://data.doremus.org/artist/0b724531-969e-3dcf-8954-fb5be05d28cb
http://data.doremus.org/artist/5dc75a67-7470-3c2b-9703-a804e3a881d5
http://data.doremus.org/artist/5e166265-3cbf-3b0c-b7f5-a09b82e3a279
http://data.doremus.org/artist/0b724531-969e-3dcf-8954-fb5be05d28cb
http://data.doremus.org/artist/ccb9b2cb-3e4a-3c04-b77b-0829cd404452
http://data.doremus.org/artist/19085a8b-d38d-37ac-9f0a-b412d6e1f88b
http://data.doremus.org/artist/0cd5cbd3-6dbc-3bf2-b1d2-90bc7e510078
http://data.doremus.org/artist/35ddad40-c793-312a-86ec-6a1310c030a1
http://data.doremus.org/artist/0b448b47-7bb5-36cd-843d-c2a4e3b5cd83
http://data.doremus.org/artist/1929320a-c4f9-36e5-890c-657126ebcdaf
http://data.doremus.org/artist/a2ee3027-0e34-3cbb-9574-d179ca30fe24
http://data.doremus.org/artist/ac662361-b204-3fc3-9b93-e23b33e3c2bb
http://data.doremus.org/artist/74bdcaab-4bbe-3428-938a-280d894e0c03
http://data.doremus.org/artist/1d38dd94-17bf-3838-bbd5-16ab3f6f4d26
http://data.doremus.org/artist/0b724531-969e-3dcf-8954-fb5be05d28cb
http://data.doremus.org/artist/1929320a-c4f9-36e5-890c-657126ebcdaf
http://data.doremus.org/artist/0b724531-969e-3dcf-8954-fb5be05d28cb
http://data.doremus.org/artist/509b09ef-a4e5-3ad7-90d2-ef540c30617a
http://data.doremus.org/artist/4c341e28-aa31-340c-b17e-962f54b6c279
http://data.doremus.org/artist/a2ee3027-0e34-3cbb-9574-d179ca30fe24
http://data.doremus.org/artist/35ddad40-c793-312a-86ec-6a1310c030a1
http://data.doremus.org/artist/07b51690-0648-3410-94b3-07636d54f701
http://data.doremus.org/artist/c25adc8e-1634-34e7-82fa-c8519d8c9244
http://data.doremus.org/artist/cfb1b272-3036-3e67-be3b-cd478aacfb5f
http://data.doremus.org/artist/60eba381-f3fc-38e4-841b-de8f090d1eea
http://data.doremus.org/artist/cfb1b272-3036-3e67-be3b-cd478aacfb5f
http://data.doremus.org/artist/cfb1b272-3036-3e67-be3b-cd478aacfb5f
http://data.doremus.org/artist/8bede96f-abd6-36e0-b48b-bf742b9402b6
http://data.doremus.org/artist/6be5c3f6-d661-35d5-8b74-029d65729830
http://data.doremus.org/artist/4bfb8d78-0e8a-3b18-a0b5-d26d2284908e
http://data.doremus.org/artist/4bfb8d78-0e8a-3b18-a0b5-d26d2284908e
http://data.doremus.org/artist/4bb4caff-600b-322b-9b8b-ef0d41d4a61f
http://data.doremus.org/artist/0ea76b7f-9eca-35c3-8e32-8ba22b19a96e
http://data.doremus.org/artist/a3e06c5c-4d9d-323a-a3e9-5121acb70d3e
http://data.doremus.org/artist/19085a8b-d38d-37ac-9f0a-b412d6e1f88b
http://data.doremus.org/artist/8690a29f-080a-371c-9931-1b1026eb4c88
http://data.doremus.org/artist/4c341e28-aa31-340c-b17e-962f54b6c279
http://data.doremus.org/artist/47e04849-715e-3773-a2d1-a2ce2c7d320d
http://data.doremus.org/artist/972016b4-1867-336a-a1f9-9c3f9c101278
http://data.doremus.org/artist/1b95e4ef-327f-37d8-8f2c-fb20932b20cf
http://data.doremus.org/artist/19085a8b-d38d-37ac-9f0a-b412d6e1f88b
http://data.doremus.org/artist/499c5737-529f-32a1-9284-7d99b73b1be3
http://data.doremus.org/artist/1bb9ff32-6599-3318-ac43-e3bd8286517c
http://data.doremus.org/artist/cf628398-c418-3b97-a209-4da1b6eec0cf
http://data.doremus.org/artist/3a6c7df1-d4eb-3552-8861-23434897389d
http://data.doremus.org/artist/61c8afe6-5918-3088-b975-806d2686858b
http://data.doremus.org/artist/35e14a3b-1549-3b24-8207-9c9ab5126cdd
http://data.doremus.org/artist/35e14a3b-1549-3b24-8207-9c9ab5126cdd
http://data.doremus.org/artist/d680280e-6dc6-369a-b48e-c26b989fe8f8
http://data.doremus.org/artist/35e14a3b-1549-3b24-8207-9c9ab5126cdd
http://data.doremus.org/artist/40e88279-dc12-3dd0-8aeb-3b8dd41af302
http://data.doremus.org/artist/5bd7fccb-daa7-3087-87a4-cb60f8286173
http://data.doremus.org/artist/5b441b16-2a4b-30fa-8ae6-66b02d510fe1
http://data.doremus.org/artist/40e88279-dc12-3dd0-8aeb-3b8dd41af302
http://data.doremus.org/artist/1f3aac34-ca78-3408-aae1-6e9246871fc4
http://data.doremus.org/artist/19085a8b-d38d-37ac-9f0a-b412d6e1f88b
http://data.doremus.org/artist/35ddad40-c793-312a-86ec-6a1310c030a1
http://data.doremus.org/artist/d5d92589-29e4-3ba5-a2ff-3fdf0e57b3db
http://data.doremus.org/artist/19085a8b-d38d-37ac-9f0a-b412d6e1f88b
http://data.doremus.org/artist/064a15a4-b08d-3300-9b18-91ca4e79671c
http://data.doremus.org/artist/8d52ebef-7192-39f1-9b7f-3fba03d21e11
http://data.doremus.org/artist/3ed4f326-18a2-3cc1-bc8b-3d5d41d0c1dd
http://data.doremus.org/artist/1d38dd94-17bf-3838-bbd5-16ab3f6f4d26
http://data.doremus.org/artist/321db57c-1c12-334e-8c97-9d237f13f2f8
http://data.doremus.org/artist/e77b0567-79f1-3605-8531-3295bfa204a9
http://data.doremus.org/artist/05ba9cb0-1cf7-3dd9-802e-b4e7ff605f35
http://data.doremus.org/artist/43f371a0-f6f8-32a0-90d3-c56f3b0ceda7
http://data.doremus.org/artist/6447cde9-fbd7-3da3-a1bf-ff1176456cd7
http://data.doremus.org/artist/5e166265-3cbf-3b0c-b7f5-a09b82e3a279
http://data.doremus.org/artist/a3e06c5c-4d9d-323a-a3e9-5121acb70d3e
http://data.doremus.org/artist/0ea76b7f-9eca-35c3-8e32-8ba22b19a96e
http://data.doremus.org/artist/a3e06c5c-4d9d-323a-a3e9-5121acb70d3e
http://data.doremus.org/artist/6447cde9-fbd7-3da3-a1bf-ff1176456cd7
http://data.doremus.org/artist/bcb7cc8c-7784-3d08-a075-96fd50a3f4f8
http://data.doremus.org/artist/920a4c9d-68f0-36c8-88a9-a4c882171aa6
http://data.doremus.org/artist/499c5737-529f-32a1-9284-7d99b73b1be3
http://data.doremus.org/artist/35ddad40-c793-312a-86ec-6a1310c030a1
http://data.doremus.org/artist/bcb7cc8c-7784-3d08-a075-96fd50a3f4f8
http://data.doremus.org/artist/0ea76b7f-9eca-35c3-8e32-8ba22b19a96e
http://data.doremus.org/artist/62348fad-974d-38db-a5a7-505f6a7a7db6
http://data.doremus.org/artist/397d2850-f9d3-3ee7-9257-c2f029d0455f
http://data.doremus.org/artist/19085a8b-d38d-37ac-9f0a-b412d6e1f88b
http://data.doremus.org/artist/6447cde9-fbd7-3da3-a1bf-ff1176456cd7
http://data.doremus.org/artist/499c5737-529f-32a1-9284-7d99b73b1be3
http://data.doremus.org/artist/4e21ae31-5390-3843-9236-078f8d4b8c30
http://data.doremus.org/artist/6447cde9-fbd7-3da3-a1bf-ff1176456cd7
http://data.doremus.org/artist/19085a8b-d38d-37ac-9f0a-b412d6e1f88b
http://data.doremus.org/artist/a3e06c5c-4d9d-323a-a3e9-5121acb70d3e
http://data.doremus.org/artist/19085a8b-d38d-37ac-9f0a-b412d6e1f88b
http://data.doremus.org/artist/a3e06c5c-4d9d-323a-a3e9-5121acb70d3e
http://data.doremus.org/artist/566029dd-9da5-3bf9-93be-5080c07efade
http://data.doremus.org/artist/4e21ae31-5390-3843-9236-078f8d4b8c30
http://data.doremus.org/artist/74bdcaab-4bbe-3428-938a-280d894e0c03
http://data.doremus.org/artist/499c5737-529f-32a1-9284-7d99b73b1be3
http://data.doremus.org/artist/47e04849-715e-3773-a2d1-a2ce2c7d320d
http://data.doremus.org/artist/4bb4caff-600b-322b-9b8b-ef0d41d4a61f
http://data.doremus.org/artist/920a4c9d-68f0-36c8-88a9-a4c882171aa6
http://data.doremus.org/artist/4bb4caff-600b-322b-9b8b-ef0d41d4a61f
http://data.doremus.org/artist/b76f2517-7fdf-3d6b-85f8-6c0e0694b837
http://data.doremus.org/artist/5bdba233-9bdf-3c43-a561-5583537389a5
http://data.doremus.org/artist/d39b9bd2-8ebe-3610-b36a-9bf33d2916c3
http://data.doremus.org/artist/069e1437-23bf-320f-8581-c22c6077f70e
http://data.doremus.org/artist/a3e06c5c-4d9d-323a-a3e9-5121acb70d3e
http://data.doremus.org/artist/0b448b47-7bb5-36cd-843d-c2a4e3b5cd83
http://data.doremus.org/artist/0b724531-969e-3dcf-8954-fb5be05d28cb
http://data.doremus.org/artist/14970460-189f-3593-a550-7bceb778072e
http://data.doremus.org/artist/069e1437-23bf-320f-8581-c22c6077f70e
http://data.doremus.org/artist/9007d3d1-501b-365a-8dda-e4f4ac8dfb3c
http://data.doremus.org/artist/14970460-189f-3593-a550-7bceb778072e
http://data.doremus.org/artist/77ac8b30-bac2-3d14-ba90-9fb579089711
http://data.doremus.org/artist/19085a8b-d38d-37ac-9f0a-b412d6e1f88b
http://data.doremus.org/artist/c72eda72-696e-3ad3-afe2-551543fb1664
http://data.doremus.org/artist/08227d5f-2048-314d-9e05-ae14c28ec8cb
http://data.doremus.org/artist/05ba9cb0-1cf7-3dd9-802e-b4e7ff605f35
http://data.doremus.org/artist/05ba9cb0-1cf7-3dd9-802e-b4e7ff605f35
http://data.doremus.org/artist/a895b8f9-e3aa-369d-b62f-5f7c0ba00e92
http://data.doremus.org/artist/60eba381-f3fc-38e4-841b-de8f090d1eea
http://data.doremus.org/artist/4081d1c4-0b8e-39f1-bec9-63648ece4c7c
http://data.doremus.org/artist/5459e620-8ce1-3418-a1b1-78d22fd16825
http://data.doremus.org/artist/91241c0b-2878-3b5d-8a6d-36289c12f287
http://data.doremus.org/artist/8f7dc654-b6ef-3da3-8dc1-93e1655d2d19
http://data.doremus.org/artist/66dbbad3-80a3-3084-b884-70b162f4e019
http://data.doremus.org/artist/cfb1b272-3036-3e67-be3b-cd478aacfb5f
http://data.doremus.org/artist/08227d5f-2048-314d-9e05-ae14c28ec8cb
http://data.doremus.org/artist/b88bc17f-6f08-3be7-8463-4ad67bbbeebf
http://data.doremus.org/artist/19085a8b-d38d-37ac-9f0a-b412d6e1f88b
http://data.doremus.org/artist/1f3aac34-ca78-3408-aae1-6e9246871fc4
http://data.doremus.org/artist/0ea76b7f-9eca-35c3-8e32-8ba22b19a96e
http://data.doremus.org/artist/40e88279-dc12-3dd0-8aeb-3b8dd41af302
http://data.doremus.org/artist/64e4d20f-1595-3ec3-a6a2-3cecd201b6e2
http://data.doremus.org/artist/2a0316e4-fd45-34c2-a1af-207f588b5af8
http://data.doremus.org/artist/8711c3c7-ee7f-3e4a-868b-14d1e7bdf561
http://data.doremus.org/artist/7af4863b-e061-3cb7-8281-482bb0f0d044
http://data.doremus.org/artist/af8d601a-21f0-3a0f-af45-210b5c57c4f6
http://data.doremus.org/artist/cefb127b-0897-3e16-b4df-a495db73c0a1
http://data.doremus.org/artist/e27d5478-9199-3fe3-a54e-27ba3279e2f7
http://data.doremus.org/artist/6d88fda2-4b62-31fc-b595-0a817fc3d9c4
http://data.doremus.org/artist/a895b8f9-e3aa-369d-b62f-5f7c0ba00e92
http://data.doremus.org/artist/e27d5478-9199-3fe3-a54e-27ba3279e2f7
http://data.doremus.org/artist/916a5a71-42ba-30c2-b2e9-fd1ec5e99a9b
http://data.doremus.org/artist/499c5737-529f-32a1-9284-7d99b73b1be3
http://data.doremus.org/artist/40e88279-dc12-3dd0-8aeb-3b8dd41af302
http://data.doremus.org/artist/a3e06c5c-4d9d-323a-a3e9-5121acb70d3e
http://data.doremus.org/artist/62348fad-974d-38db-a5a7-505f6a7a7db6
http://data.doremus.org/artist/1929320a-c4f9-36e5-890c-657126ebcdaf
http://data.doremus.org/artist/5e166265-3cbf-3b0c-b7f5-a09b82e3a279
http://data.doremus.org/artist/b76f2517-7fdf-3d6b-85f8-6c0e0694b837
http://data.doremus.org/artist/499c5737-529f-32a1-9284-7d99b73b1be3
http://data.doremus.org/artist/4bb4caff-600b-322b-9b8b-ef0d41d4a61f
http://data.doremus.org/artist/4bb4caff-600b-322b-9b8b-ef0d41d4a61f
http://data.doremus.org/artist/35ddad40-c793-312a-86ec-6a1310c030a1
http://data.doremus.org/artist/35ddad40-c793-312a-86ec-6a1310c030a1
http://data.doremus.org/artist/bbb4a3f8-e665-30d2-bc67-c207981789a2
http://data.doremus.org/artist/4385ce9c-1fe2-3b59-9df0-9ac506d9ab43
http://data.doremus.org/artist/c5dfbd12-ca9d-312a-a1e7-470d1be6521d
http://data.doremus.org/artist/0ea76b7f-9eca-35c3-8e32-8ba22b19a96e
http://data.doremus.org/artist/47e04849-715e-3773-a2d1-a2ce2c7d320d
http://data.doremus.org/artist/35ddad40-c793-312a-86ec-6a1310c030a1
http://data.doremus.org/artist/f8104176-75f9-301e-a8d2-72be128eb75b
http://data.doremus.org/artist/a3e06c5c-4d9d-323a-a3e9-5121acb70d3e
http://data.doremus.org/artist/499c5737-529f-32a1-9284-7d99b73b1be3
http://data.doremus.org/artist/23df9200-a2a7-3ba8-ab11-ec16bf781c41
http://data.doremus.org/artist/a3e06c5c-4d9d-323a-a3e9-5121acb70d3e
http://data.doremus.org/artist/62348fad-974d-38db-a5a7-505f6a7a7db6
http://data.doremus.org/artist/4bb4caff-600b-322b-9b8b-ef0d41d4a61f
http://data.doremus.org/artist/c51a1b01-5682-33da-a15a-67d7f36c8308
http://data.doremus.org/artist/0ea76b7f-9eca-35c3-8e32-8ba22b19a96e
http://data.doremus.org/artist/19085a8b-d38d-37ac-9f0a-b412d6e1f88b
http://data.doremus.org/artist/23df9200-a2a7-3ba8-ab11-ec16bf781c41
http://data.doremus.org/artist/1a3c40ca-15f0-390e-a737-511edcd2f890
http://data.doremus.org/artist/5e166265-3cbf-3b0c-b7f5-a09b82e3a279
http://data.doremus.org/artist/62348fad-974d-38db-a5a7-505f6a7a7db6
http://data.doremus.org/artist/bcb7cc8c-7784-3d08-a075-96fd50a3f4f8
http://data.doremus.org/artist/499c5737-529f-32a1-9284-7d99b73b1be3
http://data.doremus.org/artist/62348fad-974d-38db-a5a7-505f6a7a7db6
http://data.doremus.org/artist/0b724531-969e-3dcf-8954-fb5be05d28cb
http://data.doremus.org/artist/6175219c-654e-3cbd-b9bb-f844b0391635
http://data.doremus.org/artist/441ada62-3e3f-3df1-8e9c-8f79ee77bf99
http://data.doremus.org/artist/6be5c3f6-d661-35d5-8b74-029d65729830
http://data.doremus.org/artist/f984d546-20bc-377e-b669-42e424d6a1b0
http://data.doremus.org/artist/cc600189-10ff-3bee-8368-58fa67dc7f95
http://data.doremus.org/artist/642b1af7-74a5-31b1-8a10-0abe1bd9cf90
http://data.doremus.org/artist/74bdcaab-4bbe-3428-938a-280d894e0c03
http://data.doremus.org/artist/6447cde9-fbd7-3da3-a1bf-ff1176456cd7
http://data.doremus.org/artist/a3e06c5c-4d9d-323a-a3e9-5121acb70d3e
http://data.doremus.org/artist/62348fad-974d-38db-a5a7-505f6a7a7db6
http://data.doremus.org/artist/064a15a4-b08d-3300-9b18-91ca4e79671c
http://data.doremus.org/artist/47e04849-715e-3773-a2d1-a2ce2c7d320d
http://data.doremus.org/artist/9f9162ae-abed-335b-818b-91e2b5eea8a1
http://data.doremus.org/artist/62348fad-974d-38db-a5a7-505f6a7a7db6
http://data.doremus.org/artist/bcb7cc8c-7784-3d08-a075-96fd50a3f4f8
http://data.doremus.org/artist/0ea76b7f-9eca-35c3-8e32-8ba22b19a96e
http://data.doremus.org/artist/19085a8b-d38d-37ac-9f0a-b412d6e1f88b
http://data.doremus.org/artist/35ddad40-c793-312a-86ec-6a1310c030a1
http://data.doremus.org/artist/0b724531-969e-3dcf-8954-fb5be05d28cb
http://data.doremus.org/artist/0ea76b7f-9eca-35c3-8e32-8ba22b19a96e
http://data.doremus.org/artist/19085a8b-d38d-37ac-9f0a-b412d6e1f88b
http://data.doremus.org/artist/916a5a71-42ba-30c2-b2e9-fd1ec5e99a9b
http://data.doremus.org/artist/a6302b4b-a8bf-3952-a8e2-0775068c3f5c
http://data.doremus.org/artist/19085a8b-d38d-37ac-9f0a-b412d6e1f88b
http://data.doremus.org/artist/499c5737-529f-32a1-9284-7d99b73b1be3
http://data.doremus.org/artist/a6302b4b-a8bf-3952-a8e2-0775068c3f5c
http://data.doremus.org/artist/6447cde9-fbd7-3da3-a1bf-ff1176456cd7
http://data.doremus.org/artist/a6302b4b-a8bf-3952-a8e2-0775068c3f5c
http://data.doremus.org/artist/a6302b4b-a8bf-3952-a8e2-0775068c3f5c
http://data.doremus.org/artist/a6302b4b-a8bf-3952-a8e2-0775068c3f5c
http://data.doremus.org/artist/916a5a71-42ba-30c2-b2e9-fd1ec5e99a9b
http://data.doremus.org/artist/3672a2b9-5d89-3742-b730-7ec367a20d1c
http://data.doremus.org/artist/de475aff-c666-3c12-b69f-8d1b1a8d3473
http://data.doremus.org/artist/5bd7fccb-daa7-3087-87a4-cb60f8286173
http://data.doremus.org/artist/87bc2124-8928-359d-934b-d38f81d8b4d7
http://data.doremus.org/artist/12710aa7-7b6f-3156-8270-42f3ac10cb8a
http://data.doremus.org/artist/62348fad-974d-38db-a5a7-505f6a7a7db6
http://data.doremus.org/artist/8fc8a188-4532-35d2-878a-0ba08f415f91
http://data.doremus.org/artist/dac301a0-0165-3bdb-9746-545ba575b127
http://data.doremus.org/artist/47e04849-715e-3773-a2d1-a2ce2c7d320d
http://data.doremus.org/artist/bcb7cc8c-7784-3d08-a075-96fd50a3f4f8
http://data.doremus.org/artist/47e04849-715e-3773-a2d1-a2ce2c7d320d
http://data.doremus.org/artist/df6fc930-3a58-355d-8270-b2343b5f5b0a
http://data.doremus.org/artist/62348fad-974d-38db-a5a7-505f6a7a7db6
http://data.doremus.org/artist/df6fc930-3a58-355d-8270-b2343b5f5b0a
http://data.doremus.org/artist/14970460-189f-3593-a550-7bceb778072e
http://data.doremus.org/artist/a6302b4b-a8bf-3952-a8e2-0775068c3f5c
http://data.doremus.org/artist/ce72d043-0acc-3cca-95ba-959903770bc8
http://data.doremus.org/artist/19085a8b-d38d-37ac-9f0a-b412d6e1f88b
http://data.doremus.org/artist/9acddd77-43d8-349f-8e93-0f86d52f0db4
http://data.doremus.org/artist/5e166265-3cbf-3b0c-b7f5-a09b82e3a279
http://data.doremus.org/artist/bcb7cc8c-7784-3d08-a075-96fd50a3f4f8
http://data.doremus.org/artist/dac301a0-0165-3bdb-9746-545ba575b127
http://data.doremus.org/artist/cf58f8de-910f-37bc-99b6-17157e0fbf1d
http://data.doremus.org/artist/1f76d196-3e35-3bcc-bb34-86afba32c3a8
http://data.doremus.org/artist/a6302b4b-a8bf-3952-a8e2-0775068c3f5c
http://data.doremus.org/artist/6447cde9-fbd7-3da3-a1bf-ff1176456cd7
http://data.doremus.org/artist/a6302b4b-a8bf-3952-a8e2-0775068c3f5c
http://data.doremus.org/artist/cd876b1f-63b7-379f-b5e9-f64bbd8dbde9
http://data.doremus.org/artist/62348fad-974d-38db-a5a7-505f6a7a7db6
http://data.doremus.org/artist/499c5737-529f-32a1-9284-7d99b73b1be3
http://data.doremus.org/artist/a6302b4b-a8bf-3952-a8e2-0775068c3f5c
http://data.doremus.org/artist/4385ce9c-1fe2-3b59-9df0-9ac506d9ab43
http://data.doremus.org/artist/19085a8b-d38d-37ac-9f0a-b412d6e1f88b
http://data.doremus.org/artist/62348fad-974d-38db-a5a7-505f6a7a7db6
http://data.doremus.org/artist/19085a8b-d38d-37ac-9f0a-b412d6e1f88b
http://data.doremus.org/artist/77034601-15e1-3088-8bca-d47622b8e853
http://data.doremus.org/artist/dac301a0-0165-3bdb-9746-545ba575b127
http://data.doremus.org/artist/2aeb07c8-09ac-3785-a93b-40444fc4cbc5
http://data.doremus.org/artist/23df9200-a2a7-3ba8-ab11-ec16bf781c41
http://data.doremus.org/artist/e20f3055-68ec-3f7d-a1e7-8fd0447e2c90
http://data.doremus.org/artist/23df9200-a2a7-3ba8-ab11-ec16bf781c41
http://data.doremus.org/artist/dac301a0-0165-3bdb-9746-545ba575b127
http://data.doremus.org/artist/fb76b486-3adf-3596-9753-5e8a603bdfc9
http://data.doremus.org/artist/dac301a0-0165-3bdb-9746-545ba575b127
http://data.doremus.org/artist/47e04849-715e-3773-a2d1-a2ce2c7d320d
http://data.doremus.org/artist/40e88279-dc12-3dd0-8aeb-3b8dd41af302
http://data.doremus.org/artist/499c5737-529f-32a1-9284-7d99b73b1be3
http://data.doremus.org/artist/19085a8b-d38d-37ac-9f0a-b412d6e1f88b
http://data.doremus.org/artist/8d52ebef-7192-39f1-9b7f-3fba03d21e11
http://data.doremus.org/artist/39680aeb-0e16-37d1-89e9-9fa2697cca76
http://data.doremus.org/artist/ab1bafce-8aad-3b0f-98ce-d3924bcea5d0
http://data.doremus.org/artist/170a8ac4-ef48-3d2c-8334-c927169b390e
http://data.doremus.org/artist/74121394-7a92-3370-9ff9-5fed52153c9f
http://data.doremus.org/artist/a8c067c8-5a17-3d3b-b3bb-3519bc7db092
http://data.doremus.org/artist/b4be3fa0-9ef1-3884-b3ef-c6aa9bfb4bf9
http://data.doremus.org/artist/74121394-7a92-3370-9ff9-5fed52153c9f
http://data.doremus.org/artist/6e0fdbca-c46b-3085-a40b-759bd67e5bf2
http://data.doremus.org/artist/37193db1-4c0f-36c7-8121-19e4996de92a
http://data.doremus.org/artist/f47185ca-a0c8-36ec-a966-d88617e12c93
http://data.doremus.org/artist/83f3c909-d508-34db-96e6-4b0baf6bbe00
http://data.doremus.org/artist/6a26302b-fcb4-3d9a-a78c-6dafd3d03f05
http://data.doremus.org/artist/e19a80b4-6667-39ea-a138-0719cd2a255e
http://data.doremus.org/artist/186e523b-2cda-31a8-bcd8-8f78c1b4bf3e
http://data.doremus.org/artist/ba97a09c-75b8-3982-a51b-df00e391e2ad
http://data.doremus.org/artist/d5213044-24ec-3d3f-8ef3-d6906be0fa46
http://data.doremus.org/artist/739337b8-d2ec-3030-96cd-12ca14983b74
http://data.doremus.org/artist/ba489c70-b064-3410-813a-0a355d7f9c51
http://data.doremus.org/artist/b546d915-60f8-3025-8cf7-27961beb4578
http://data.doremus.org/artist/2746174b-8355-3eb9-b4f4-a95208716280
http://data.doremus.org/artist/681349b9-63af-361f-a4ba-b61bdaa189ef
http://data.doremus.org/artist/92a57544-ad4d-346e-9791-b7673eb242bf
http://data.doremus.org/artist/170a8ac4-ef48-3d2c-8334-c927169b390e
http://data.doremus.org/artist/368b5d51-415b-3532-a9e9-6859021b630d
http://data.doremus.org/artist/19085a8b-d38d-37ac-9f0a-b412d6e1f88b
http://data.doremus.org/artist/df6fc930-3a58-355d-8270-b2343b5f5b0a
http://data.doremus.org/artist/62348fad-974d-38db-a5a7-505f6a7a7db6
http://data.doremus.org/artist/bcb7cc8c-7784-3d08-a075-96fd50a3f4f8
http://data.doremus.org/artist/a6302b4b-a8bf-3952-a8e2-0775068c3f5c
http://data.doremus.org/artist/23df9200-a2a7-3ba8-ab11-ec16bf781c41
http://data.doremus.org/artist/a6302b4b-a8bf-3952-a8e2-0775068c3f5c
http://data.doremus.org/artist/e19a80b4-6667-39ea-a138-0719cd2a255e
http://data.doremus.org/artist/47e04849-715e-3773-a2d1-a2ce2c7d320d
http://data.doremus.org/artist/19085a8b-d38d-37ac-9f0a-b412d6e1f88b
http://data.doremus.org/artist/bcb7cc8c-7784-3d08-a075-96fd50a3f4f8
http://data.doremus.org/artist/6be5c3f6-d661-35d5-8b74-029d65729830
http://data.doremus.org/artist/ce72d043-0acc-3cca-95ba-959903770bc8
http://data.doremus.org/artist/a6302b4b-a8bf-3952-a8e2-0775068c3f5c
http://data.doremus.org/artist/19085a8b-d38d-37ac-9f0a-b412d6e1f88b
http://data.doremus.org/artist/bcb7cc8c-7784-3d08-a075-96fd50a3f4f8
http://data.doremus.org/artist/0b448b47-7bb5-36cd-843d-c2a4e3b5cd83
http://data.doremus.org/artist/184135ae-af27-395f-bdc3-8153e74d0df5
http://data.doremus.org/artist/87bc2124-8928-359d-934b-d38f81d8b4d7
http://data.doremus.org/artist/74121394-7a92-3370-9ff9-5fed52153c9f
http://data.doremus.org/artist/2aeb07c8-09ac-3785-a93b-40444fc4cbc5
http://data.doremus.org/artist/bdc2b42d-ad49-3d29-a497-7b20625c3d3a
http://data.doremus.org/artist/80e21174-8f87-3e13-9341-d5833cd80df9
http://data.doremus.org/artist/7295cb96-94e8-34a2-90bf-93b1e508a822
http://data.doremus.org/artist/330fe832-4169-34f5-a779-c9a927239197
http://data.doremus.org/artist/6d88fda2-4b62-31fc-b595-0a817fc3d9c4
http://data.doremus.org/artist/f0817935-c4e3-3bf2-882d-d0e96170c1c3
http://data.doremus.org/artist/620e3438-870e-3bc1-9920-22d423906789
http://data.doremus.org/artist/f924ab3d-c93b-3fa4-b28e-816ca2ba456a
http://data.doremus.org/artist/9587e4a6-06ef-313c-afe4-131cfe16f9c3
http://data.doremus.org/artist/3ee325b7-e0fc-3c1b-8012-a0f2b94b9566
http://data.doremus.org/artist/0664ce25-26a5-34a6-80b7-f39d2756746f
http://data.doremus.org/artist/cc8425f7-ce02-3492-98e1-ea05371c364c
http://data.doremus.org/artist/a1eb0f73-cac1-3e17-a9f2-b36f4d8db170
http://data.doremus.org/artist/9587e4a6-06ef-313c-afe4-131cfe16f9c3
http://data.doremus.org/artist/63cc4080-c90a-3b5a-ab38-cd563ca11085
http://data.doremus.org/artist/379c9e2c-c020-38d1-8146-eab2d216f112
http://data.doremus.org/artist/f1fb6fa7-767a-3067-a55b-5b41de0f0367
http://data.doremus.org/artist/bcb7cc8c-7784-3d08-a075-96fd50a3f4f8
http://data.doremus.org/artist/23df9200-a2a7-3ba8-ab11-ec16bf781c41
http://data.doremus.org/artist/47e04849-715e-3773-a2d1-a2ce2c7d320d
http://data.doremus.org/artist/bcb7cc8c-7784-3d08-a075-96fd50a3f4f8
http://data.doremus.org/artist/499c5737-529f-32a1-9284-7d99b73b1be3
http://data.doremus.org/artist/62348fad-974d-38db-a5a7-505f6a7a7db6
http://data.doremus.org/artist/f89adb8b-f880-3fd5-950c-2089f020a137
http://data.doremus.org/artist/6eb10fdc-f4c9-3693-9c5c-7b7210f4c345
http://data.doremus.org/artist/c51a1b01-5682-33da-a15a-67d7f36c8308
http://data.doremus.org/artist/1929320a-c4f9-36e5-890c-657126ebcdaf
http://data.doremus.org/artist/19085a8b-d38d-37ac-9f0a-b412d6e1f88b
http://data.doremus.org/artist/35ddad40-c793-312a-86ec-6a1310c030a1
http://data.doremus.org/artist/509b09ef-a4e5-3ad7-90d2-ef540c30617a
http://data.doremus.org/artist/509a3dfb-dc53-32e6-a8c6-67ece223e029
http://data.doremus.org/artist/02ad1bab-64ff-32b3-857d-ba87aea1d257
http://data.doremus.org/artist/2aeb07c8-09ac-3785-a93b-40444fc4cbc5
http://data.doremus.org/artist/f1fb6fa7-767a-3067-a55b-5b41de0f0367
http://data.doremus.org/artist/40e88279-dc12-3dd0-8aeb-3b8dd41af302
http://data.doremus.org/artist/5e3adb3a-5c5b-36fb-a6ac-4e1ba0fe5ba7
http://data.doremus.org/artist/99d8860a-844d-3868-b6ed-ac66dac7c39d
http://data.doremus.org/artist/2d7a8bf1-3355-3f09-b439-de255cd67599
http://data.doremus.org/artist/f362c9da-d321-3d89-972b-e4738576aa54
http://data.doremus.org/artist/a8c067c8-5a17-3d3b-b3bb-3519bc7db092
http://data.doremus.org/artist/6be5c3f6-d661-35d5-8b74-029d65729830
http://data.doremus.org/artist/c2892a86-d088-32fd-9a56-1a0dc694fb91
http://data.doremus.org/artist/e20f3055-68ec-3f7d-a1e7-8fd0447e2c90
http://data.doremus.org/artist/ab1bafce-8aad-3b0f-98ce-d3924bcea5d0
http://data.doremus.org/artist/a9300846-dcc1-3376-8708-3277bb66ae67
http://data.doremus.org/artist/19085a8b-d38d-37ac-9f0a-b412d6e1f88b
http://data.doremus.org/artist/19085a8b-d38d-37ac-9f0a-b412d6e1f88b
http://data.doremus.org/artist/62348fad-974d-38db-a5a7-505f6a7a7db6
http://data.doremus.org/artist/499c5737-529f-32a1-9284-7d99b73b1be3
http://data.doremus.org/artist/35ddad40-c793-312a-86ec-6a1310c030a1
http://data.doremus.org/artist/62348fad-974d-38db-a5a7-505f6a7a7db6
http://data.doremus.org/artist/bcb7cc8c-7784-3d08-a075-96fd50a3f4f8
http://data.doremus.org/artist/6447cde9-fbd7-3da3-a1bf-ff1176456cd7
http://data.doremus.org/artist/19085a8b-d38d-37ac-9f0a-b412d6e1f88b
http://data.doremus.org/artist/a6302b4b-a8bf-3952-a8e2-0775068c3f5c
http://data.doremus.org/artist/df6fc930-3a58-355d-8270-b2343b5f5b0a
http://data.doremus.org/artist/19085a8b-d38d-37ac-9f0a-b412d6e1f88b
http://data.doremus.org/artist/62348fad-974d-38db-a5a7-505f6a7a7db6
http://data.doremus.org/artist/778332bf-c1a7-32b1-8c19-578385e1c6ce
http://data.doremus.org/artist/bcb7cc8c-7784-3d08-a075-96fd50a3f4f8
http://data.doremus.org/artist/df6fc930-3a58-355d-8270-b2343b5f5b0a
http://data.doremus.org/artist/a6302b4b-a8bf-3952-a8e2-0775068c3f5c
http://data.doremus.org/artist/0b448b47-7bb5-36cd-843d-c2a4e3b5cd83
http://data.doremus.org/artist/c51a1b01-5682-33da-a15a-67d7f36c8308
http://data.doremus.org/artist/4d1a4c61-b276-36ed-91a2-bdd4357fdb29
http://data.doremus.org/artist/c8f19185-bba1-376c-a3d9-387e1856304f
http://data.doremus.org/artist/a8c067c8-5a17-3d3b-b3bb-3519bc7db092
http://data.doremus.org/artist/bf6d147c-eb46-3059-89e7-a1d24cc51696
http://data.doremus.org/artist/bbecd5d8-9ca4-36ef-91e0-30b22f1753fe
http://data.doremus.org/artist/518c4337-1cce-3989-a1d7-b033aa3ef985
http://data.doremus.org/artist/19085a8b-d38d-37ac-9f0a-b412d6e1f88b
http://data.doremus.org/artist/19085a8b-d38d-37ac-9f0a-b412d6e1f88b
http://data.doremus.org/artist/df6fc930-3a58-355d-8270-b2343b5f5b0a
http://data.doremus.org/artist/a6302b4b-a8bf-3952-a8e2-0775068c3f5c
http://data.doremus.org/artist/6be5c3f6-d661-35d5-8b74-029d65729830
http://data.doremus.org/artist/2aeb07c8-09ac-3785-a93b-40444fc4cbc5
http://data.doremus.org/artist/e10c5ccb-a2f3-3f3d-9ab5-f368f68bdfe8
http://data.doremus.org/artist/1f76d196-3e35-3bcc-bb34-86afba32c3a8
http://data.doremus.org/artist/509b09ef-a4e5-3ad7-90d2-ef540c30617a
http://data.doremus.org/artist/b1df6837-744f-3b35-b753-b31465954841
http://data.doremus.org/artist/c438b7b4-c7f8-3a8d-a490-4252e1fbeba3
http://data.doremus.org/artist/de9b5190-d876-386a-b327-4964afe60747
http://data.doremus.org/artist/79565602-0bc8-38cd-9814-c1dc08238041
http://data.doremus.org/artist/382c54f8-9db3-384e-90cd-f038dd8ef91f
http://data.doremus.org/artist/d5fc8c7a-635f-3e33-98c7-e04a7f5dc926
http://data.doremus.org/artist/7e2355d2-fb16-3ae2-8245-9889f5ea2a9e
http://data.doremus.org/artist/20914189-cf4e-3b5a-ad56-44b6e15b6be6
http://data.doremus.org/artist/b4ef4e65-de96-375e-a9bc-cb3c93cf4c67
http://data.doremus.org/artist/d6912d8f-41ee-3b34-bffa-6c5cd40bc92b
http://data.doremus.org/artist/7825fe85-11c3-3876-9ebe-647df8a3bfb7
http://data.doremus.org/artist/1066f7b5-ceeb-33ba-ad8f-5f190d6c600b
http://data.doremus.org/artist/321db57c-1c12-334e-8c97-9d237f13f2f8
http://data.doremus.org/artist/736b9172-9b20-354b-a462-12748e1a98c0
http://data.doremus.org/artist/09f44fc2-e144-378b-9271-9b6e814c8b08
http://data.doremus.org/artist/35f762fc-78ef-3d48-bfe9-2d85076f6c53
http://data.doremus.org/artist/35ddad40-c793-312a-86ec-6a1310c030a1
http://data.doremus.org/artist/19085a8b-d38d-37ac-9f0a-b412d6e1f88b
http://data.doremus.org/artist/bcb7cc8c-7784-3d08-a075-96fd50a3f4f8
http://data.doremus.org/artist/bcb7cc8c-7784-3d08-a075-96fd50a3f4f8
http://data.doremus.org/artist/62348fad-974d-38db-a5a7-505f6a7a7db6
http://data.doremus.org/artist/778332bf-c1a7-32b1-8c19-578385e1c6ce
http://data.doremus.org/artist/df6fc930-3a58-355d-8270-b2343b5f5b0a
http://data.doremus.org/artist/df6fc930-3a58-355d-8270-b2343b5f5b0a
http://data.doremus.org/artist/6447cde9-fbd7-3da3-a1bf-ff1176456cd7
http://data.doremus.org/artist/a6302b4b-a8bf-3952-a8e2-0775068c3f5c
http://data.doremus.org/artist/62348fad-974d-38db-a5a7-505f6a7a7db6
http://data.doremus.org/artist/a6302b4b-a8bf-3952-a8e2-0775068c3f5c
http://data.doremus.org/artist/499c5737-529f-32a1-9284-7d99b73b1be3
http://data.doremus.org/artist/499c5737-529f-32a1-9284-7d99b73b1be3
http://data.doremus.org/artist/bcb7cc8c-7784-3d08-a075-96fd50a3f4f8
http://data.doremus.org/artist/069e1437-23bf-320f-8581-c22c6077f70e
http://data.doremus.org/artist/ce72d043-0acc-3cca-95ba-959903770bc8
http://data.doremus.org/artist/916a5a71-42ba-30c2-b2e9-fd1ec5e99a9b
http://data.doremus.org/artist/f89adb8b-f880-3fd5-950c-2089f020a137
http://data.doremus.org/artist/35ddad40-c793-312a-86ec-6a1310c030a1
http://data.doremus.org/artist/1929320a-c4f9-36e5-890c-657126ebcdaf
http://data.doremus.org/artist/35ddad40-c793-312a-86ec-6a1310c030a1
http://data.doremus.org/artist/1d38dd94-17bf-3838-bbd5-16ab3f6f4d26
http://data.doremus.org/artist/14970460-189f-3593-a550-7bceb778072e
http://data.doremus.org/artist/b154bfb6-0c77-3e92-9a71-cc90d83c3948
http://data.doremus.org/artist/35f762fc-78ef-3d48-bfe9-2d85076f6c53
http://data.doremus.org/artist/2ac023e2-4052-319b-b327-d98dc0cfab1e
http://data.doremus.org/artist/19085a8b-d38d-37ac-9f0a-b412d6e1f88b
http://data.doremus.org/artist/9f5810ce-77f0-311b-8bcf-267f1ae61468
http://data.doremus.org/artist/9f5589d5-7cde-39f0-a688-54f1bfea856c
http://data.doremus.org/artist/1ad5dfb7-31bd-397b-be49-e38c5a3652a0
http://data.doremus.org/artist/b26605b4-adad-343b-bdad-59e20d2ff002
http://data.doremus.org/artist/4cf42016-d2a0-347f-b1f2-3866183a8f88
http://data.doremus.org/artist/070777f5-76c7-318c-8267-bb0b975ce329
http://data.doremus.org/artist/40affc52-710f-3a03-aa3b-641647f6dc45
http://data.doremus.org/artist/980b2ed2-f101-3535-acf4-22c56cbf6bc9
http://data.doremus.org/artist/a6302b4b-a8bf-3952-a8e2-0775068c3f5c
http://data.doremus.org/artist/499c5737-529f-32a1-9284-7d99b73b1be3
http://data.doremus.org/artist/ab9d4d46-1668-3329-978d-126c0de99ea3
http://data.doremus.org/artist/df6fc930-3a58-355d-8270-b2343b5f5b0a
http://data.doremus.org/artist/bcb7cc8c-7784-3d08-a075-96fd50a3f4f8
http://data.doremus.org/artist/4385ce9c-1fe2-3b59-9df0-9ac506d9ab43
http://data.doremus.org/artist/e5dcd11d-f49b-3820-9922-8ad6776e8d4f
http://data.doremus.org/artist/47e04849-715e-3773-a2d1-a2ce2c7d320d
http://data.doremus.org/artist/62348fad-974d-38db-a5a7-505f6a7a7db6
http://data.doremus.org/artist/1929320a-c4f9-36e5-890c-657126ebcdaf
http://data.doremus.org/artist/35ddad40-c793-312a-86ec-6a1310c030a1
http://data.doremus.org/artist/8d52ebef-7192-39f1-9b7f-3fba03d21e11
http://data.doremus.org/artist/121eab8a-1787-3139-a837-3ccaeb390178
http://data.doremus.org/artist/35ddad40-c793-312a-86ec-6a1310c030a1
http://data.doremus.org/artist/bcb7cc8c-7784-3d08-a075-96fd50a3f4f8
http://data.doremus.org/artist/a6302b4b-a8bf-3952-a8e2-0775068c3f5c
http://data.doremus.org/artist/19085a8b-d38d-37ac-9f0a-b412d6e1f88b
http://data.doremus.org/artist/1f76d196-3e35-3bcc-bb34-86afba32c3a8
http://data.doremus.org/artist/62348fad-974d-38db-a5a7-505f6a7a7db6
http://data.doremus.org/artist/2aeb07c8-09ac-3785-a93b-40444fc4cbc5
http://data.doremus.org/artist/f1fb6fa7-767a-3067-a55b-5b41de0f0367
http://data.doremus.org/artist/6be5c3f6-d661-35d5-8b74-029d65729830
http://data.doremus.org/artist/707443ee-985c-31a5-bec8-3f421e5efc43
http://data.doremus.org/artist/f362c9da-d321-3d89-972b-e4738576aa54
http://data.doremus.org/artist/1cc7b0bb-e82b-3c9f-8691-4c7bdd634718
http://data.doremus.org/artist/df6fc930-3a58-355d-8270-b2343b5f5b0a
http://data.doremus.org/artist/47e04849-715e-3773-a2d1-a2ce2c7d320d
http://data.doremus.org/artist/499c5737-529f-32a1-9284-7d99b73b1be3
http://data.doremus.org/artist/bf6d147c-eb46-3059-89e7-a1d24cc51696
http://data.doremus.org/artist/ab79542d-065f-3e82-9c40-4166ffde61fc
http://data.doremus.org/artist/c2b2c84a-e24e-35c4-9332-573b25ce3a53
http://data.doremus.org/artist/499c5737-529f-32a1-9284-7d99b73b1be3
http://data.doremus.org/artist/499c5737-529f-32a1-9284-7d99b73b1be3
http://data.doremus.org/artist/19085a8b-d38d-37ac-9f0a-b412d6e1f88b
http://data.doremus.org/artist/18c1e166-c8cc-3742-9f74-5e8c8fbdb55a
http://data.doremus.org/artist/6447cde9-fbd7-3da3-a1bf-ff1176456cd7
http://data.doremus.org/artist/069e1437-23bf-320f-8581-c22c6077f70e
http://data.doremus.org/artist/47e04849-715e-3773-a2d1-a2ce2c7d320d
http://data.doremus.org/artist/62348fad-974d-38db-a5a7-505f6a7a7db6
http://data.doremus.org/artist/df6fc930-3a58-355d-8270-b2343b5f5b0a
http://data.doremus.org/artist/f1fb6fa7-767a-3067-a55b-5b41de0f0367
http://data.doremus.org/artist/3ed4f326-18a2-3cc1-bc8b-3d5d41d0c1dd
http://data.doremus.org/artist/916a5a71-42ba-30c2-b2e9-fd1ec5e99a9b
http://data.doremus.org/artist/bcb7cc8c-7784-3d08-a075-96fd50a3f4f8
http://data.doremus.org/artist/dac301a0-0165-3bdb-9746-545ba575b127
http://data.doremus.org/artist/f89adb8b-f880-3fd5-950c-2089f020a137
http://data.doremus.org/artist/a6302b4b-a8bf-3952-a8e2-0775068c3f5c
http://data.doremus.org/artist/2aeb07c8-09ac-3785-a93b-40444fc4cbc5
http://data.doremus.org/artist/4e21ae31-5390-3843-9236-078f8d4b8c30
http://data.doremus.org/artist/6eb10fdc-f4c9-3693-9c5c-7b7210f4c345
http://data.doremus.org/artist/14970460-189f-3593-a550-7bceb778072e
http://data.doremus.org/artist/19085a8b-d38d-37ac-9f0a-b412d6e1f88b
http://data.doremus.org/artist/bcb7cc8c-7784-3d08-a075-96fd50a3f4f8
http://data.doremus.org/artist/62348fad-974d-38db-a5a7-505f6a7a7db6
http://data.doremus.org/artist/1929320a-c4f9-36e5-890c-657126ebcdaf
http://data.doremus.org/artist/35ddad40-c793-312a-86ec-6a1310c030a1
http://data.doremus.org/artist/c51a1b01-5682-33da-a15a-67d7f36c8308
http://data.doremus.org/artist/dac301a0-0165-3bdb-9746-545ba575b127
http://data.doremus.org/artist/f1fb6fa7-767a-3067-a55b-5b41de0f0367
http://data.doremus.org/artist/6447cde9-fbd7-3da3-a1bf-ff1176456cd7
http://data.doremus.org/artist/e9ee4a42-5248-3daa-be92-417b57f7121b
http://data.doremus.org/artist/069e1437-23bf-320f-8581-c22c6077f70e
http://data.doremus.org/artist/4385ce9c-1fe2-3b59-9df0-9ac506d9ab43
http://data.doremus.org/artist/1f76d196-3e35-3bcc-bb34-86afba32c3a8
http://data.doremus.org/artist/23df9200-a2a7-3ba8-ab11-ec16bf781c41
http://data.doremus.org/artist/a6302b4b-a8bf-3952-a8e2-0775068c3f5c
http://data.doremus.org/artist/47e04849-715e-3773-a2d1-a2ce2c7d320d
http://data.doremus.org/artist/2aeb07c8-09ac-3785-a93b-40444fc4cbc5
http://data.doremus.org/artist/0b448b47-7bb5-36cd-843d-c2a4e3b5cd83
http://data.doremus.org/artist/5e3adb3a-5c5b-36fb-a6ac-4e1ba0fe5ba7
http://data.doremus.org/artist/ce72d043-0acc-3cca-95ba-959903770bc8
http://data.doremus.org/artist/c8f19185-bba1-376c-a3d9-387e1856304f
http://data.doremus.org/artist/642b1af7-74a5-31b1-8a10-0abe1bd9cf90
http://data.doremus.org/artist/e19a80b4-6667-39ea-a138-0719cd2a255e
http://data.doremus.org/artist/dda74025-24dc-3593-a625-cab40ab5909b
http://data.doremus.org/artist/bcb7cc8c-7784-3d08-a075-96fd50a3f4f8
http://data.doremus.org/artist/62348fad-974d-38db-a5a7-505f6a7a7db6
http://data.doremus.org/artist/6447cde9-fbd7-3da3-a1bf-ff1176456cd7
http://data.doremus.org/artist/dac301a0-0165-3bdb-9746-545ba575b127
http://data.doremus.org/artist/47e04849-715e-3773-a2d1-a2ce2c7d320d
http://data.doremus.org/artist/069e1437-23bf-320f-8581-c22c6077f70e
http://data.doremus.org/artist/499c5737-529f-32a1-9284-7d99b73b1be3
http://data.doremus.org/artist/19085a8b-d38d-37ac-9f0a-b412d6e1f88b
http://data.doremus.org/artist/2aeb07c8-09ac-3785-a93b-40444fc4cbc5
http://data.doremus.org/artist/e10c5ccb-a2f3-3f3d-9ab5-f368f68bdfe8
http://data.doremus.org/artist/ce72d043-0acc-3cca-95ba-959903770bc8
http://data.doremus.org/artist/19085a8b-d38d-37ac-9f0a-b412d6e1f88b
http://data.doremus.org/artist/f89adb8b-f880-3fd5-950c-2089f020a137
http://data.doremus.org/artist/4385ce9c-1fe2-3b59-9df0-9ac506d9ab43
http://data.doremus.org/artist/14970460-189f-3593-a550-7bceb778072e
http://data.doremus.org/artist/6e0fdbca-c46b-3085-a40b-759bd67e5bf2
http://data.doremus.org/artist/47e04849-715e-3773-a2d1-a2ce2c7d320d
http://data.doremus.org/artist/f1fb6fa7-767a-3067-a55b-5b41de0f0367
http://data.doremus.org/artist/6447cde9-fbd7-3da3-a1bf-ff1176456cd7
http://data.doremus.org/artist/dac301a0-0165-3bdb-9746-545ba575b127
http://data.doremus.org/artist/499c5737-529f-32a1-9284-7d99b73b1be3
http://data.doremus.org/artist/121eab8a-1787-3139-a837-3ccaeb390178
http://data.doremus.org/artist/642b1af7-74a5-31b1-8a10-0abe1bd9cf90
http://data.doremus.org/artist/dac301a0-0165-3bdb-9746-545ba575b127
http://data.doremus.org/artist/40e88279-dc12-3dd0-8aeb-3b8dd41af302
http://data.doremus.org/artist/a6302b4b-a8bf-3952-a8e2-0775068c3f5c
http://data.doremus.org/artist/19085a8b-d38d-37ac-9f0a-b412d6e1f88b
http://data.doremus.org/artist/bcb7cc8c-7784-3d08-a075-96fd50a3f4f8
http://data.doremus.org/artist/e20f3055-68ec-3f7d-a1e7-8fd0447e2c90
http://data.doremus.org/artist/23df9200-a2a7-3ba8-ab11-ec16bf781c41
http://data.doremus.org/artist/47e04849-715e-3773-a2d1-a2ce2c7d320d
http://data.doremus.org/artist/509b09ef-a4e5-3ad7-90d2-ef540c30617a
http://data.doremus.org/artist/c51a1b01-5682-33da-a15a-67d7f36c8308
http://data.doremus.org/artist/07ded0f5-0d88-3a5f-a8d7-a68a72dccc03
http://data.doremus.org/artist/e10c5ccb-a2f3-3f3d-9ab5-f368f68bdfe8
http://data.doremus.org/artist/c51a1b01-5682-33da-a15a-67d7f36c8308
http://data.doremus.org/artist/1f76d196-3e35-3bcc-bb34-86afba32c3a8
http://data.doremus.org/artist/6a26302b-fcb4-3d9a-a78c-6dafd3d03f05
http://data.doremus.org/artist/1967b571-2b18-3ee4-8ffe-03dba6ef6398
http://data.doremus.org/artist/4cb35a4a-ec57-37b8-9052-143a8e49b212
http://data.doremus.org/artist/ad30ed6d-1e90-3252-b447-7bbd2633d6dc
http://data.doremus.org/artist/f89adb8b-f880-3fd5-950c-2089f020a137
http://data.doremus.org/artist/bcb7cc8c-7784-3d08-a075-96fd50a3f4f8
http://data.doremus.org/artist/e10c5ccb-a2f3-3f3d-9ab5-f368f68bdfe8
http://data.doremus.org/artist/a6302b4b-a8bf-3952-a8e2-0775068c3f5c
http://data.doremus.org/artist/62348fad-974d-38db-a5a7-505f6a7a7db6
http://data.doremus.org/artist/a6302b4b-a8bf-3952-a8e2-0775068c3f5c
http://data.doremus.org/artist/47e04849-715e-3773-a2d1-a2ce2c7d320d
http://data.doremus.org/artist/0b448b47-7bb5-36cd-843d-c2a4e3b5cd83
http://data.doremus.org/artist/a2dff61f-1395-3f5a-9884-da8be53b021b
http://data.doremus.org/artist/1465b4e6-0372-36c8-93d1-1c04929225ec
http://data.doremus.org/artist/47e04849-715e-3773-a2d1-a2ce2c7d320d
http://data.doremus.org/artist/a6302b4b-a8bf-3952-a8e2-0775068c3f5c
http://data.doremus.org/artist/47e04849-715e-3773-a2d1-a2ce2c7d320d
http://data.doremus.org/artist/71aa934c-4c5b-3bcf-9151-e5accd9d2d8b
http://data.doremus.org/artist/ce72d043-0acc-3cca-95ba-959903770bc8
http://data.doremus.org/artist/2d7a8bf1-3355-3f09-b439-de255cd67599
http://data.doremus.org/artist/4ea852e5-ed3b-3085-9baf-018c004c741a
http://data.doremus.org/artist/509a3dfb-dc53-32e6-a8c6-67ece223e029
http://data.doremus.org/artist/df6fc930-3a58-355d-8270-b2343b5f5b0a
http://data.doremus.org/artist/f1fb6fa7-767a-3067-a55b-5b41de0f0367
http://data.doremus.org/artist/c51a1b01-5682-33da-a15a-67d7f36c8308
http://data.doremus.org/artist/4385ce9c-1fe2-3b59-9df0-9ac506d9ab43
http://data.doremus.org/artist/19085a8b-d38d-37ac-9f0a-b412d6e1f88b
http://data.doremus.org/artist/df6fc930-3a58-355d-8270-b2343b5f5b0a
http://data.doremus.org/artist/47e04849-715e-3773-a2d1-a2ce2c7d320d
http://data.doremus.org/artist/19085a8b-d38d-37ac-9f0a-b412d6e1f88b
http://data.doremus.org/artist/f0817935-c4e3-3bf2-882d-d0e96170c1c3
http://data.doremus.org/artist/a6302b4b-a8bf-3952-a8e2-0775068c3f5c
http://data.doremus.org/artist/069e1437-23bf-320f-8581-c22c6077f70e
http://data.doremus.org/artist/2d7a8bf1-3355-3f09-b439-de255cd67599
http://data.doremus.org/artist/df6fc930-3a58-355d-8270-b2343b5f5b0a
http://data.doremus.org/artist/dac301a0-0165-3bdb-9746-545ba575b127
http://data.doremus.org/artist/dac301a0-0165-3bdb-9746-545ba575b127
http://data.doremus.org/artist/bcb7cc8c-7784-3d08-a075-96fd50a3f4f8
http://data.doremus.org/artist/47e04849-715e-3773-a2d1-a2ce2c7d320d
http://data.doremus.org/artist/23df9200-a2a7-3ba8-ab11-ec16bf781c41
http://data.doremus.org/artist/62348fad-974d-38db-a5a7-505f6a7a7db6
http://data.doremus.org/artist/d6912d8f-41ee-3b34-bffa-6c5cd40bc92b
http://data.doremus.org/artist/499c5737-529f-32a1-9284-7d99b73b1be3
http://data.doremus.org/artist/19085a8b-d38d-37ac-9f0a-b412d6e1f88b
http://data.doremus.org/artist/62348fad-974d-38db-a5a7-505f6a7a7db6
http://data.doremus.org/artist/a6302b4b-a8bf-3952-a8e2-0775068c3f5c
http://data.doremus.org/artist/a6302b4b-a8bf-3952-a8e2-0775068c3f5c
http://data.doremus.org/artist/47e04849-715e-3773-a2d1-a2ce2c7d320d
http://data.doremus.org/artist/f362c9da-d321-3d89-972b-e4738576aa54
http://data.doremus.org/artist/1929320a-c4f9-36e5-890c-657126ebcdaf
http://data.doremus.org/artist/6447cde9-fbd7-3da3-a1bf-ff1176456cd7
http://data.doremus.org/artist/a6302b4b-a8bf-3952-a8e2-0775068c3f5c
http://data.doremus.org/artist/62348fad-974d-38db-a5a7-505f6a7a7db6
http://data.doremus.org/artist/a6302b4b-a8bf-3952-a8e2-0775068c3f5c
http://data.doremus.org/artist/499c5737-529f-32a1-9284-7d99b73b1be3
http://data.doremus.org/artist/62348fad-974d-38db-a5a7-505f6a7a7db6
http://data.doremus.org/artist/23df9200-a2a7-3ba8-ab11-ec16bf781c41
http://data.doremus.org/artist/47e04849-715e-3773-a2d1-a2ce2c7d320d
http://data.doremus.org/artist/df6fc930-3a58-355d-8270-b2343b5f5b0a
http://data.doremus.org/artist/35ddad40-c793-312a-86ec-6a1310c030a1
http://data.doremus.org/artist/1929320a-c4f9-36e5-890c-657126ebcdaf
http://data.doremus.org/artist/19085a8b-d38d-37ac-9f0a-b412d6e1f88b
http://data.doremus.org/artist/62348fad-974d-38db-a5a7-505f6a7a7db6
http://data.doremus.org/artist/35ddad40-c793-312a-86ec-6a1310c030a1
http://data.doremus.org/artist/35ddad40-c793-312a-86ec-6a1310c030a1
http://data.doremus.org/artist/4e21ae31-5390-3843-9236-078f8d4b8c30
http://data.doremus.org/artist/bcb7cc8c-7784-3d08-a075-96fd50a3f4f8
http://data.doremus.org/artist/8fc8a188-4532-35d2-878a-0ba08f415f91
http://data.doremus.org/artist/642b1af7-74a5-31b1-8a10-0abe1bd9cf90
http://data.doremus.org/artist/3e4ca3a4-e951-3e94-8d4c-de239854f2dd
http://data.doremus.org/artist/8264d444-0e87-366b-9ab1-93176e706951
http://data.doremus.org/artist/d23fcfd2-b18b-3a23-a09e-d77abec90452
http://data.doremus.org/artist/43c93331-5f44-3c9d-b6a0-3376144b43b6
http://data.doremus.org/artist/8bc18faf-9aab-3e7c-b702-f0a1cdb00fbb
http://data.doremus.org/artist/6e8423a6-aa0f-3645-9643-1ca6d69f9965
http://data.doremus.org/artist/8711c3c7-ee7f-3e4a-868b-14d1e7bdf561
http://data.doremus.org/artist/c540d899-3bdc-393d-b508-19f464f9b507
http://data.doremus.org/artist/6447cde9-fbd7-3da3-a1bf-ff1176456cd7
http://data.doremus.org/artist/02ad1bab-64ff-32b3-857d-ba87aea1d257
http://data.doremus.org/artist/a6302b4b-a8bf-3952-a8e2-0775068c3f5c
http://data.doremus.org/artist/47e04849-715e-3773-a2d1-a2ce2c7d320d
http://data.doremus.org/artist/47e04849-715e-3773-a2d1-a2ce2c7d320d
http://data.doremus.org/artist/069e1437-23bf-320f-8581-c22c6077f70e
http://data.doremus.org/artist/62348fad-974d-38db-a5a7-505f6a7a7db6
http://data.doremus.org/artist/62348fad-974d-38db-a5a7-505f6a7a7db6
http://data.doremus.org/artist/bcb7cc8c-7784-3d08-a075-96fd50a3f4f8
http://data.doremus.org/artist/778332bf-c1a7-32b1-8c19-578385e1c6ce
http://data.doremus.org/artist/62348fad-974d-38db-a5a7-505f6a7a7db6
http://data.doremus.org/artist/499c5737-529f-32a1-9284-7d99b73b1be3
http://data.doremus.org/artist/19085a8b-d38d-37ac-9f0a-b412d6e1f88b
http://data.doremus.org/artist/77034601-15e1-3088-8bca-d47622b8e853
http://data.doremus.org/artist/71aa934c-4c5b-3bcf-9151-e5accd9d2d8b
http://data.doremus.org/artist/35ddad40-c793-312a-86ec-6a1310c030a1
http://data.doremus.org/artist/0b448b47-7bb5-36cd-843d-c2a4e3b5cd83
http://data.doremus.org/artist/19085a8b-d38d-37ac-9f0a-b412d6e1f88b
http://data.doremus.org/artist/dac301a0-0165-3bdb-9746-545ba575b127
http://data.doremus.org/artist/47e04849-715e-3773-a2d1-a2ce2c7d320d
http://data.doremus.org/artist/6447cde9-fbd7-3da3-a1bf-ff1176456cd7
http://data.doremus.org/artist/19085a8b-d38d-37ac-9f0a-b412d6e1f88b
http://data.doremus.org/artist/23df9200-a2a7-3ba8-ab11-ec16bf781c41
http://data.doremus.org/artist/a6302b4b-a8bf-3952-a8e2-0775068c3f5c
http://data.doremus.org/artist/bcb7cc8c-7784-3d08-a075-96fd50a3f4f8
http://data.doremus.org/artist/bcb7cc8c-7784-3d08-a075-96fd50a3f4f8
http://data.doremus.org/artist/dac301a0-0165-3bdb-9746-545ba575b127
http://data.doremus.org/artist/71aa934c-4c5b-3bcf-9151-e5accd9d2d8b
http://data.doremus.org/artist/2aeb07c8-09ac-3785-a93b-40444fc4cbc5
http://data.doremus.org/artist/c4ef4da5-5668-36b4-8f95-6aca037d04d8
http://data.doremus.org/artist/f0817935-c4e3-3bf2-882d-d0e96170c1c3
http://data.doremus.org/artist/f1fb6fa7-767a-3067-a55b-5b41de0f0367
http://data.doremus.org/artist/35ddad40-c793-312a-86ec-6a1310c030a1
http://data.doremus.org/artist/a6302b4b-a8bf-3952-a8e2-0775068c3f5c
http://data.doremus.org/artist/bcb7cc8c-7784-3d08-a075-96fd50a3f4f8
http://data.doremus.org/artist/1f76d196-3e35-3bcc-bb34-86afba32c3a8
http://data.doremus.org/artist/6447cde9-fbd7-3da3-a1bf-ff1176456cd7
http://data.doremus.org/artist/35ddad40-c793-312a-86ec-6a1310c030a1
http://data.doremus.org/artist/19085a8b-d38d-37ac-9f0a-b412d6e1f88b
http://data.doremus.org/artist/6447cde9-fbd7-3da3-a1bf-ff1176456cd7
http://data.doremus.org/artist/bcb7cc8c-7784-3d08-a075-96fd50a3f4f8
http://data.doremus.org/artist/a6302b4b-a8bf-3952-a8e2-0775068c3f5c
http://data.doremus.org/artist/1f76d196-3e35-3bcc-bb34-86afba32c3a8
http://data.doremus.org/artist/1f76d196-3e35-3bcc-bb34-86afba32c3a8
http://data.doremus.org/artist/c51a1b01-5682-33da-a15a-67d7f36c8308
http://data.doremus.org/artist/a6302b4b-a8bf-3952-a8e2-0775068c3f5c
http://data.doremus.org/artist/a6302b4b-a8bf-3952-a8e2-0775068c3f5c
http://data.doremus.org/artist/c51a1b01-5682-33da-a15a-67d7f36c8308
http://data.doremus.org/artist/e9d61464-d478-36b1-ab02-3611312783d9
http://data.doremus.org/artist/a1af88b0-adb4-39f5-869c-1214722c45b3
http://data.doremus.org/artist/4d90cc8f-cf20-3805-b5cf-51052081eb39
http://data.doremus.org/artist/bcb7cc8c-7784-3d08-a075-96fd50a3f4f8
http://data.doremus.org/artist/509b09ef-a4e5-3ad7-90d2-ef540c30617a
http://data.doremus.org/artist/df6fc930-3a58-355d-8270-b2343b5f5b0a
http://data.doremus.org/artist/23df9200-a2a7-3ba8-ab11-ec16bf781c41
http://data.doremus.org/artist/19085a8b-d38d-37ac-9f0a-b412d6e1f88b
http://data.doremus.org/artist/a6302b4b-a8bf-3952-a8e2-0775068c3f5c
http://data.doremus.org/artist/c51a1b01-5682-33da-a15a-67d7f36c8308
http://data.doremus.org/artist/dac301a0-0165-3bdb-9746-545ba575b127
http://data.doremus.org/artist/47e04849-715e-3773-a2d1-a2ce2c7d320d
http://data.doremus.org/artist/bcb7cc8c-7784-3d08-a075-96fd50a3f4f8
http://data.doremus.org/artist/47e04849-715e-3773-a2d1-a2ce2c7d320d
http://data.doremus.org/artist/02ad1bab-64ff-32b3-857d-ba87aea1d257
http://data.doremus.org/artist/ce72d043-0acc-3cca-95ba-959903770bc8
http://data.doremus.org/artist/499c5737-529f-32a1-9284-7d99b73b1be3
http://data.doremus.org/artist/19085a8b-d38d-37ac-9f0a-b412d6e1f88b
http://data.doremus.org/artist/35ddad40-c793-312a-86ec-6a1310c030a1
http://data.doremus.org/artist/4385ce9c-1fe2-3b59-9df0-9ac506d9ab43
http://data.doremus.org/artist/f0817935-c4e3-3bf2-882d-d0e96170c1c3
http://data.doremus.org/artist/19085a8b-d38d-37ac-9f0a-b412d6e1f88b
http://data.doremus.org/artist/2aeb07c8-09ac-3785-a93b-40444fc4cbc5
http://data.doremus.org/artist/e20f3055-68ec-3f7d-a1e7-8fd0447e2c90
http://data.doremus.org/artist/a6302b4b-a8bf-3952-a8e2-0775068c3f5c
http://data.doremus.org/artist/f1fb6fa7-767a-3067-a55b-5b41de0f0367
http://data.doremus.org/artist/23df9200-a2a7-3ba8-ab11-ec16bf781c41
http://data.doremus.org/artist/a6302b4b-a8bf-3952-a8e2-0775068c3f5c
http://data.doremus.org/artist/df6fc930-3a58-355d-8270-b2343b5f5b0a
http://data.doremus.org/artist/35ddad40-c793-312a-86ec-6a1310c030a1
http://data.doremus.org/artist/49d632ad-06fc-3896-a8e6-d39dfe26e89f
http://data.doremus.org/artist/19085a8b-d38d-37ac-9f0a-b412d6e1f88b
http://data.doremus.org/artist/1929320a-c4f9-36e5-890c-657126ebcdaf
http://data.doremus.org/artist/35ddad40-c793-312a-86ec-6a1310c030a1
http://data.doremus.org/artist/19085a8b-d38d-37ac-9f0a-b412d6e1f88b
http://data.doremus.org/artist/35ddad40-c793-312a-86ec-6a1310c030a1
http://data.doremus.org/artist/35ddad40-c793-312a-86ec-6a1310c030a1
http://data.doremus.org/artist/d67b6bb3-b6a4-3ba5-9ef9-dd38676ea73e
http://data.doremus.org/artist/19085a8b-d38d-37ac-9f0a-b412d6e1f88b
http://data.doremus.org/artist/1d38dd94-17bf-3838-bbd5-16ab3f6f4d26
http://data.doremus.org/artist/62348fad-974d-38db-a5a7-505f6a7a7db6
http://data.doremus.org/artist/35ddad40-c793-312a-86ec-6a1310c030a1
http://data.doremus.org/artist/35ddad40-c793-312a-86ec-6a1310c030a1
http://data.doremus.org/artist/0ba5f0da-4f83-343b-8774-09ccad407b5d
http://data.doremus.org/artist/8264d444-0e87-366b-9ab1-93176e706951
http://data.doremus.org/artist/4385ce9c-1fe2-3b59-9df0-9ac506d9ab43
http://data.doremus.org/artist/a6302b4b-a8bf-3952-a8e2-0775068c3f5c
http://data.doremus.org/artist/23df9200-a2a7-3ba8-ab11-ec16bf781c41
http://data.doremus.org/artist/5e166265-3cbf-3b0c-b7f5-a09b82e3a279
http://data.doremus.org/artist/dac301a0-0165-3bdb-9746-545ba575b127
http://data.doremus.org/artist/35ddad40-c793-312a-86ec-6a1310c030a1
http://data.doremus.org/artist/47e04849-715e-3773-a2d1-a2ce2c7d320d
http://data.doremus.org/artist/a6302b4b-a8bf-3952-a8e2-0775068c3f5c
http://data.doremus.org/artist/47e04849-715e-3773-a2d1-a2ce2c7d320d
http://data.doremus.org/artist/18c1e166-c8cc-3742-9f74-5e8c8fbdb55a
http://data.doremus.org/artist/6be5c3f6-d661-35d5-8b74-029d65729830
http://data.doremus.org/artist/19085a8b-d38d-37ac-9f0a-b412d6e1f88b
http://data.doremus.org/artist/6be5c3f6-d661-35d5-8b74-029d65729830
http://data.doremus.org/artist/2aeb07c8-09ac-3785-a93b-40444fc4cbc5
http://data.doremus.org/artist/9f5810ce-77f0-311b-8bcf-267f1ae61468
http://data.doremus.org/artist/35ddad40-c793-312a-86ec-6a1310c030a1
http://data.doremus.org/artist/df6fc930-3a58-355d-8270-b2343b5f5b0a
http://data.doremus.org/artist/62348fad-974d-38db-a5a7-505f6a7a7db6
http://data.doremus.org/artist/19085a8b-d38d-37ac-9f0a-b412d6e1f88b
http://data.doremus.org/artist/6447cde9-fbd7-3da3-a1bf-ff1176456cd7
http://data.doremus.org/artist/dac301a0-0165-3bdb-9746-545ba575b127
http://data.doremus.org/artist/1f76d196-3e35-3bcc-bb34-86afba32c3a8
http://data.doremus.org/artist/62348fad-974d-38db-a5a7-505f6a7a7db6
http://data.doremus.org/artist/35ddad40-c793-312a-86ec-6a1310c030a1
http://data.doremus.org/artist/5e166265-3cbf-3b0c-b7f5-a09b82e3a279
http://data.doremus.org/artist/19085a8b-d38d-37ac-9f0a-b412d6e1f88b
http://data.doremus.org/artist/1f76d196-3e35-3bcc-bb34-86afba32c3a8
http://data.doremus.org/artist/509b09ef-a4e5-3ad7-90d2-ef540c30617a
http://data.doremus.org/artist/4385ce9c-1fe2-3b59-9df0-9ac506d9ab43
http://data.doremus.org/artist/f1fb6fa7-767a-3067-a55b-5b41de0f0367
http://data.doremus.org/artist/6447cde9-fbd7-3da3-a1bf-ff1176456cd7
http://data.doremus.org/artist/0b448b47-7bb5-36cd-843d-c2a4e3b5cd83
http://data.doremus.org/artist/5e3adb3a-5c5b-36fb-a6ac-4e1ba0fe5ba7
http://data.doremus.org/artist/e20f3055-68ec-3f7d-a1e7-8fd0447e2c90
http://data.doremus.org/artist/8d52ebef-7192-39f1-9b7f-3fba03d21e11
http://data.doremus.org/artist/499c5737-529f-32a1-9284-7d99b73b1be3
http://data.doremus.org/artist/1929320a-c4f9-36e5-890c-657126ebcdaf
http://data.doremus.org/artist/18c1e166-c8cc-3742-9f74-5e8c8fbdb55a
http://data.doremus.org/artist/c51a1b01-5682-33da-a15a-67d7f36c8308
http://data.doremus.org/artist/ab9d4d46-1668-3329-978d-126c0de99ea3
http://data.doremus.org/artist/35f762fc-78ef-3d48-bfe9-2d85076f6c53
http://data.doremus.org/artist/3e4ca3a4-e951-3e94-8d4c-de239854f2dd
http://data.doremus.org/artist/a8c067c8-5a17-3d3b-b3bb-3519bc7db092
http://data.doremus.org/artist/509b09ef-a4e5-3ad7-90d2-ef540c30617a
http://data.doremus.org/artist/19085a8b-d38d-37ac-9f0a-b412d6e1f88b
http://data.doremus.org/artist/bcb7cc8c-7784-3d08-a075-96fd50a3f4f8
http://data.doremus.org/artist/35ddad40-c793-312a-86ec-6a1310c030a1
http://data.doremus.org/artist/47e04849-715e-3773-a2d1-a2ce2c7d320d
http://data.doremus.org/artist/a6302b4b-a8bf-3952-a8e2-0775068c3f5c
http://data.doremus.org/artist/dac301a0-0165-3bdb-9746-545ba575b127
http://data.doremus.org/artist/3ed4f326-18a2-3cc1-bc8b-3d5d41d0c1dd
http://data.doremus.org/artist/23df9200-a2a7-3ba8-ab11-ec16bf781c41
http://data.doremus.org/artist/47e04849-715e-3773-a2d1-a2ce2c7d320d
http://data.doremus.org/artist/dac301a0-0165-3bdb-9746-545ba575b127
http://data.doremus.org/artist/4385ce9c-1fe2-3b59-9df0-9ac506d9ab43
http://data.doremus.org/artist/f0817935-c4e3-3bf2-882d-d0e96170c1c3
http://data.doremus.org/artist/23df9200-a2a7-3ba8-ab11-ec16bf781c41
http://data.doremus.org/artist/47e04849-715e-3773-a2d1-a2ce2c7d320d
http://data.doremus.org/artist/4385ce9c-1fe2-3b59-9df0-9ac506d9ab43
http://data.doremus.org/artist/c51a1b01-5682-33da-a15a-67d7f36c8308
http://data.doremus.org/artist/19085a8b-d38d-37ac-9f0a-b412d6e1f88b
http://data.doremus.org/artist/19085a8b-d38d-37ac-9f0a-b412d6e1f88b
http://data.doremus.org/artist/19085a8b-d38d-37ac-9f0a-b412d6e1f88b
http://data.doremus.org/artist/06828f18-2768-346d-9b81-1b6112ce1bf0
http://data.doremus.org/artist/19085a8b-d38d-37ac-9f0a-b412d6e1f88b
http://data.doremus.org/artist/19085a8b-d38d-37ac-9f0a-b412d6e1f88b
http://data.doremus.org/artist/509a3dfb-dc53-32e6-a8c6-67ece223e029
http://data.doremus.org/artist/499c5737-529f-32a1-9284-7d99b73b1be3
http://data.doremus.org/artist/ac4d1a55-958b-3f19-a8bc-9418e4bae02f
http://data.doremus.org/artist/c8f19185-bba1-376c-a3d9-387e1856304f
http://data.doremus.org/artist/6447cde9-fbd7-3da3-a1bf-ff1176456cd7
http://data.doremus.org/artist/4e21ae31-5390-3843-9236-078f8d4b8c30
http://data.doremus.org/artist/1929320a-c4f9-36e5-890c-657126ebcdaf
http://data.doremus.org/artist/14970460-189f-3593-a550-7bceb778072e
http://data.doremus.org/artist/ce72d043-0acc-3cca-95ba-959903770bc8
http://data.doremus.org/artist/916a5a71-42ba-30c2-b2e9-fd1ec5e99a9b
http://data.doremus.org/artist/5e166265-3cbf-3b0c-b7f5-a09b82e3a279
http://data.doremus.org/artist/397d44ec-866d-3ad2-968e-1e722e9637c0
http://data.doremus.org/artist/069e1437-23bf-320f-8581-c22c6077f70e
http://data.doremus.org/artist/0664ce25-26a5-34a6-80b7-f39d2756746f
http://data.doremus.org/artist/15540ea5-c67c-38bb-afe3-101e1934f82a
http://data.doremus.org/artist/95312d6a-0c15-3f07-a0f6-bd97ceee4cb2
http://data.doremus.org/artist/2804297e-1fa8-3fd9-863a-80358f878613
http://data.doremus.org/artist/f0817935-c4e3-3bf2-882d-d0e96170c1c3
http://data.doremus.org/artist/c4ef4da5-5668-36b4-8f95-6aca037d04d8
http://data.doremus.org/artist/b628dbe1-251d-3fa0-a3a5-16fdd7c55892
http://data.doremus.org/artist/62348fad-974d-38db-a5a7-505f6a7a7db6
http://data.doremus.org/artist/19085a8b-d38d-37ac-9f0a-b412d6e1f88b
http://data.doremus.org/artist/19085a8b-d38d-37ac-9f0a-b412d6e1f88b
http://data.doremus.org/artist/19085a8b-d38d-37ac-9f0a-b412d6e1f88b
http://data.doremus.org/artist/499c5737-529f-32a1-9284-7d99b73b1be3
http://data.doremus.org/artist/0b448b47-7bb5-36cd-843d-c2a4e3b5cd83
http://data.doremus.org/artist/62348fad-974d-38db-a5a7-505f6a7a7db6
http://data.doremus.org/artist/0b448b47-7bb5-36cd-843d-c2a4e3b5cd83
http://data.doremus.org/artist/62348fad-974d-38db-a5a7-505f6a7a7db6
http://data.doremus.org/artist/71aa934c-4c5b-3bcf-9151-e5accd9d2d8b
http://data.doremus.org/artist/71aa934c-4c5b-3bcf-9151-e5accd9d2d8b
http://data.doremus.org/artist/71aa934c-4c5b-3bcf-9151-e5accd9d2d8b
http://data.doremus.org/artist/614c62cb-38cd-3ade-90c4-28cafa67b9ea
http://data.doremus.org/artist/71aa934c-4c5b-3bcf-9151-e5accd9d2d8b
http://data.doremus.org/artist/1929320a-c4f9-36e5-890c-657126ebcdaf
http://data.doremus.org/artist/c51a1b01-5682-33da-a15a-67d7f36c8308
http://data.doremus.org/artist/09f44fc2-e144-378b-9271-9b6e814c8b08
http://data.doremus.org/artist/09f44fc2-e144-378b-9271-9b6e814c8b08
http://data.doremus.org/artist/c51a1b01-5682-33da-a15a-67d7f36c8308
http://data.doremus.org/artist/c51a1b01-5682-33da-a15a-67d7f36c8308
http://data.doremus.org/artist/b26605b4-adad-343b-bdad-59e20d2ff002
http://data.doremus.org/artist/e19a80b4-6667-39ea-a138-0719cd2a255e
http://data.doremus.org/artist/dd67b9e7-ce47-3278-8989-10d322adfc90
http://data.doremus.org/artist/dd136057-6237-3529-b85b-9a8bf8bde80e
http://data.doremus.org/artist/2746174b-8355-3eb9-b4f4-a95208716280
http://data.doremus.org/artist/6a26302b-fcb4-3d9a-a78c-6dafd3d03f05
http://data.doremus.org/artist/5e166265-3cbf-3b0c-b7f5-a09b82e3a279
http://data.doremus.org/artist/47e04849-715e-3773-a2d1-a2ce2c7d320d
http://data.doremus.org/artist/f1fb6fa7-767a-3067-a55b-5b41de0f0367
http://data.doremus.org/artist/23df9200-a2a7-3ba8-ab11-ec16bf781c41
http://data.doremus.org/artist/dac301a0-0165-3bdb-9746-545ba575b127
http://data.doremus.org/artist/40e88279-dc12-3dd0-8aeb-3b8dd41af302
http://data.doremus.org/artist/5e3adb3a-5c5b-36fb-a6ac-4e1ba0fe5ba7
http://data.doremus.org/artist/3ed4f326-18a2-3cc1-bc8b-3d5d41d0c1dd
http://data.doremus.org/artist/ab9d4d46-1668-3329-978d-126c0de99ea3
http://data.doremus.org/artist/f89adb8b-f880-3fd5-950c-2089f020a137
http://data.doremus.org/artist/d3ab4a56-3339-3967-a37a-0ed2d29972b3
http://data.doremus.org/artist/f4206944-2dd0-381c-9260-0e7da115b06e
http://data.doremus.org/artist/0b448b47-7bb5-36cd-843d-c2a4e3b5cd83
http://data.doremus.org/artist/62348fad-974d-38db-a5a7-505f6a7a7db6
http://data.doremus.org/artist/19085a8b-d38d-37ac-9f0a-b412d6e1f88b
http://data.doremus.org/artist/bcb7cc8c-7784-3d08-a075-96fd50a3f4f8
http://data.doremus.org/artist/a6302b4b-a8bf-3952-a8e2-0775068c3f5c
http://data.doremus.org/artist/6447cde9-fbd7-3da3-a1bf-ff1176456cd7
http://data.doremus.org/artist/df6fc930-3a58-355d-8270-b2343b5f5b0a
http://data.doremus.org/artist/47e04849-715e-3773-a2d1-a2ce2c7d320d
http://data.doremus.org/artist/23df9200-a2a7-3ba8-ab11-ec16bf781c41
http://data.doremus.org/artist/1f76d196-3e35-3bcc-bb34-86afba32c3a8
http://data.doremus.org/artist/0b448b47-7bb5-36cd-843d-c2a4e3b5cd83
http://data.doremus.org/artist/499c5737-529f-32a1-9284-7d99b73b1be3
http://data.doremus.org/artist/14970460-189f-3593-a550-7bceb778072e
http://data.doremus.org/artist/35ddad40-c793-312a-86ec-6a1310c030a1
http://data.doremus.org/artist/dac301a0-0165-3bdb-9746-545ba575b127
http://data.doremus.org/artist/62348fad-974d-38db-a5a7-505f6a7a7db6
http://data.doremus.org/artist/19085a8b-d38d-37ac-9f0a-b412d6e1f88b
http://data.doremus.org/artist/a6302b4b-a8bf-3952-a8e2-0775068c3f5c
http://data.doremus.org/artist/ce72d043-0acc-3cca-95ba-959903770bc8
http://data.doremus.org/artist/47e04849-715e-3773-a2d1-a2ce2c7d320d
http://data.doremus.org/artist/dac301a0-0165-3bdb-9746-545ba575b127
http://data.doremus.org/artist/df6fc930-3a58-355d-8270-b2343b5f5b0a
http://data.doremus.org/artist/35ddad40-c793-312a-86ec-6a1310c030a1
http://data.doremus.org/artist/778332bf-c1a7-32b1-8c19-578385e1c6ce
http://data.doremus.org/artist/509b09ef-a4e5-3ad7-90d2-ef540c30617a
http://data.doremus.org/artist/1929320a-c4f9-36e5-890c-657126ebcdaf
http://data.doremus.org/artist/f1fb6fa7-767a-3067-a55b-5b41de0f0367
http://data.doremus.org/artist/4385ce9c-1fe2-3b59-9df0-9ac506d9ab43
http://data.doremus.org/artist/c51a1b01-5682-33da-a15a-67d7f36c8308
http://data.doremus.org/artist/e10c5ccb-a2f3-3f3d-9ab5-f368f68bdfe8
http://data.doremus.org/artist/de9b5190-d876-386a-b327-4964afe60747
http://data.doremus.org/artist/7307dab1-5435-35b0-a1cc-a27e50bb1a87
http://data.doremus.org/artist/95312d6a-0c15-3f07-a0f6-bd97ceee4cb2
http://data.doremus.org/artist/71fe0573-e7ca-376e-af34-142f6273eff8
http://data.doremus.org/artist/bcb7cc8c-7784-3d08-a075-96fd50a3f4f8
http://data.doremus.org/artist/5b2f91fa-0b3e-3c8f-ab74-456cb2207d19
http://data.doremus.org/artist/a8293f43-0d5d-319f-9083-1587986610e7
http://data.doremus.org/artist/d402fd65-d16a-3948-a734-fec2d7a15bf0

http://data.doremus.org/artist/0b724531-969e-3dcf-8954-fb5be05d28cb
http://data.doremus.org/artist/f995ddf2-936f-3dfc-a8e6-847fae441348
http://data.doremus.org/artist/87a8c1b0-6f39-3837-9beb-58cb68965f93
http://data.doremus.org/artist/594f67c2-22d3-3cba-8796-37f9d05afab7
http://data.doremus.org/artist/84bb4a91-8cac-3e38-94fe-9bc93254f84d
http://data.doremus.org/artist/954f5944-cffe-385a-8d22-785ef1876f4d
http://data.doremus.org/artist/1f793e3c-7c76-345c-b4e2-01ed1a34f1bc
http://data.doremus.org/artist/40ba7a0a-03bc-3cba-8e81-89779bb3e3f3
http://data.doremus.org/artist/87a8c1b0-6f39-3837-9beb-58cb68965f93
http://data.doremus.org/artist/5b2f91fa-0b3e-3c8f-ab74-456cb2207d19
http://data.doremus.org/artist/0b724531-969e-3dcf-8954-fb5be05d28cb
http://data.doremus.org/artist/b4e5881c-d421-30a3-b4e9-f36eba1516be
http://data.doremus.org/artist/a9a1b23b-2d8e-3f75-af4f-914e1b826afe
http://data.doremus.org/artist/0807dd2f-4d21-3d22-b3ec-e86c4d923162
http://data.doremus.org/artist/fed2925f-1a43-30ac-beaf-685584b8a62f
http://data.doremus.org/artist/b5b2463c-0e3a-38fe-a5b2-7c6183ddce47
http://data.doremus.org/artist/35e52364-d3fc-3abd-a554-2c77412f3f20

http://data.doremus.org/artist/0b724531-969e-3dcf-8954-fb5be05d28cb
http://data.doremus.org/artist/b042b9cf-dc93-390b-96b5-02ec0e8db6ed
http://data.doremus.org/artist/72d6b507-d4d6-378b-ac51-6155881e2b11
http://data.doremus.org/artist/c8969e96-4819-306a-a23c-ec18fb936750
http://data.doremus.org/artist/9f5e86da-16b5-366f-9552-c5d2f186d33a
http://data.doremus.org/artist/6fe69c2c-96b1-38b3-a2db-5082d52c75fc
http://data.doremus.org/artist/f803fa93-9333-33e0-81fd-cb46dddd8249
http://data.doremus.org/artist/282c42ef-8960-335d-a11d-a26f0e84d4bd
http://data.doremus.org/artist/7699d302-0099-32b5-8a0a-9093edc25943
http://data.doremus.org/artist/c51ef404-3966-3b21-9516-24246e9a4c99
http://data.doremus.org/artist/a00c682a-1975-30ce-b038-60efff182a99
http://data.doremus.org/artist/755b7956-b695-3936-8895-7ed17f8990ca
http://data.doremus.org/artist/87a8c1b0-6f39-3837-9beb-58cb68965f93
http://data.doremus.org/artist/1f827896-fdd5-38a3-b703-9bcda7953c35
http://data.doremus.org/artist/0b724531-969e-3dcf-8954-fb5be05d28cb
http://data.doremus.org/artist/6fe69c2c-96b1-38b3-a2db-5082d52c75fc
http://data.doremus.org/artist/971455e7-9944-33db-94b0-fb5f4bfbf93b
http://data.doremus.org/artist/9c266bf1-ca7a-3e2c-9420-9f19b1fe479a
http://data.doremus.org/artist/a5bd7c1d-d9b6-30bd-a0e2-0d5a1f2192aa
http://data.doremus.org/artist/1810f2ab-d8e0-3a9f-82dc-d2f4eb812d47
http://data.doremus.org/artist/0aef3d46-c2bf-32f1-a69d-3563180979b1
http://data.doremus.org/artist/0b724531-969e-3dcf-8954-fb5be05d28cb
http://data.doremus.org/artist/4878f80e-0741-3842-ab1f-2b3c51d81883
http://data.doremus.org/artist/6883d37b-705b-3c0b-a367-4c5d8dc29d75
http://data.doremus.org/artist/b0357129-7b07-39c3-bed6-6c9cfbff53a4
http://data.doremus.org/artist/792ceca3-6bc4-3623-b2d4-a6ec8ebad626
http://data.doremus.org/artist/8b43329d-12bf-3d8c-9ede-a2628f7be4e0
http://data.doremus.org/artist/ee7ec179-d2fb-3f36-a3ab-cabeda82bd93
http://data.doremus.org/artist/54f9f333-c843-3deb-8746-db13505fbf26
http://data.doremus.org/artist/287deb3b-a58b-3c01-ad6e-53754697ce7e
http://data.doremus.org/artist/626219bf-3b70-3cde-8f07-4d56337fc16a
http://data.doremus.org/artist/59435912-579f-3108-a188-b5406b493a03
http://data.doremus.org/artist/6fe69c2c-96b1-38b3-a2db-5082d52c75fc
http://data.doremus.org/artist/8f7dc654-b6ef-3da3-8dc1-93e1655d2d19
http://data.doremus.org/artist/47d73023-e18d-3890-a47f-214ed939c1b1
http://data.doremus.org/artist/062bba88-54c1-365b-92b8-95ac079b0c93
http://data.doremus.org/artist/86ad01f9-cb68-38c2-bf57-84fec8bcd00d
http://data.doremus.org/artist/0b724531-969e-3dcf-8954-fb5be05d28cb
http://data.doremus.org/artist/51f9209d-b7d3-3eb9-856c-d73433a06273
http://data.doremus.org/artist/a2f9685d-457b-3f1d-aeb2-1617ce623418
http://data.doremus.org/artist/fd3a6b2f-562e-36c8-90dd-1399897017e8
http://data.doremus.org/artist/73437fe3-1276-3a7e-816e-ecf94824e23f
http://data.doremus.org/artist/8f7dc654-b6ef-3da3-8dc1-93e1655d2d19
http://data.doremus.org/artist/6ba0d0e0-8940-3465-91eb-e1c1ff6f65a7
http://data.doremus.org/artist/d402fd65-d16a-3948-a734-fec2d7a15bf0
http://data.doremus.org/artist/9c26837c-6d2e-3ee4-af16-6309617dc527
http://data.doremus.org/artist/0b724531-969e-3dcf-8954-fb5be05d28cb
http://data.doremus.org/artist/f78902d3-32c6-3788-bec3-34437092fe26
http://data.doremus.org/artist/c5fd1625-3502-329f-a575-475d3639c63f
http://data.doremus.org/artist/0b724531-969e-3dcf-8954-fb5be05d28cb
http://data.doremus.org/artist/6cdc3362-5a99-3643-95a3-ce421e452464
http://data.doremus.org/artist/251e2efb-e9c0-3060-89d8-86e4eaa41b15
http://data.doremus.org/artist/1bd99445-353c-3247-947e-e1dec4477d10
http://data.doremus.org/artist/e97efe10-ba2b-3099-8158-7272bb845177
http://data.doremus.org/artist/b8cceffb-c660-3709-bd41-3669d415176b
http://data.doremus.org/artist/74d9c175-ea82-3180-8dd6-0785488aef62
http://data.doremus.org/artist/ba0bc593-fecc-3d1a-a3a8-cda8b22507c4
http://data.doremus.org/artist/2072b753-cf40-32b1-a743-758f5edb8824
http://data.doremus.org/artist/1e8a2a54-e7e2-3635-8853-317fd824351b
http://data.doremus.org/artist/8052c408-8cdd-3e9f-876a-e01c1699a2ad
http://data.doremus.org/artist/f9603843-1c7e-3699-886e-713ea2c2dbc6
http://data.doremus.org/artist/792ceca3-6bc4-3623-b2d4-a6ec8ebad626
http://data.doremus.org/artist/bcee59a4-c132-300c-b130-8fd1888dd249
http://data.doremus.org/artist/a2ee2aa1-e8a3-3ffb-ba94-8128ef53a7b1
http://data.doremus.org/artist/05a036c8-40a0-38ca-9274-0b4250c91f84
http://data.doremus.org/artist/0b724531-969e-3dcf-8954-fb5be05d28cb
http://data.doremus.org/artist/e31a890c-4898-38cd-a5e5-a9d1b118c0d2
http://data.doremus.org/artist/5b2f91fa-0b3e-3c8f-ab74-456cb2207d19

http://data.doremus.org/artist/0ed62e25-fae9-3b37-be63-d8e7395d517f
http://data.doremus.org/artist/8f7dc654-b6ef-3da3-8dc1-93e1655d2d19
http://data.doremus.org/artist/968ffacd-6de9-33af-9a77-dce289b8e176
http://data.doremus.org/artist/c929c324-ed9a-3f2e-8e41-803ebb37e4b1
http://data.doremus.org/artist/bc6597e7-bc66-3d5d-8bca-98aa651d540a
http://data.doremus.org/artist/8bb697a7-0fc5-3f07-9678-73ddbdc820f6
http://data.doremus.org/artist/e52398f6-1c9e-3696-92c3-98acc7827f9b
http://data.doremus.org/artist/5f546b86-60df-344d-9cbe-3eb195e1ec88
http://data.doremus.org/artist/cf356763-082a-3ab0-baa0-59055100ac3f
http://data.doremus.org/artist/67eca94e-ecdf-39fc-a66f-c24faf44b6fe
http://data.doremus.org/artist/0b724531-969e-3dcf-8954-fb5be05d28cb
http://data.doremus.org/artist/e25c5ccf-fe46-3043-9783-3c0c806e5091
http://data.doremus.org/artist/c5ae012e-f0b1-3d10-8cb0-e80eb80531f7
http://data.doremus.org/artist/ed3b5057-60b3-3d72-880c-3bc42073567c
http://data.doremus.org/artist/19085a8b-d38d-37ac-9f0a-b412d6e1f88b
http://data.doremus.org/artist/968ffacd-6de9-33af-9a77-dce289b8e176
http://data.doremus.org/artist/bcb7cc8c-7784-3d08-a075-96fd50a3f4f8
http://data.doremus.org/artist/ab79542d-065f-3e82-9c40-4166ffde61fc
http://data.doremus.org/artist/98622a91-1c27-397d-8fe8-5158b42ac8ee
http://data.doremus.org/artist/aed9b0ae-a5e1-3b1d-b3f9-170cf9b0a5d6
http://data.doremus.org/artist/8f7dc654-b6ef-3da3-8dc1-93e1655d2d19

http://data.doremus.org/artist/86ad01f9-cb68-38c2-bf57-84fec8bcd00d
http://data.doremus.org/artist/47d73023-e18d-3890-a47f-214ed939c1b1
http://data.doremus.org/artist/fd2acac2-3005-3c01-8d7b-ba33bc12ccd4
http://data.doremus.org/artist/062bba88-54c1-365b-92b8-95ac079b0c93
http://data.doremus.org/artist/5d8e2e9d-a608-3a72-8f7a-4ed2de5b4592
http://data.doremus.org/artist/6fe69c2c-96b1-38b3-a2db-5082d52c75fc
http://data.doremus.org/artist/849674d0-c646-34ce-8d11-48f8a20a16ea
http://data.doremus.org/artist/bcb7cc8c-7784-3d08-a075-96fd50a3f4f8
http://data.doremus.org/artist/0ea76b7f-9eca-35c3-8e32-8ba22b19a96e
http://data.doremus.org/artist/c1b0141f-b07e-3845-adfd-1640954e8676
http://data.doremus.org/artist/63abaa94-f629-3278-a9a8-68f092076ab9
http://data.doremus.org/artist/b7e9e8eb-30a3-3d67-a0aa-956bd68cc159
http://data.doremus.org/artist/5540d1b6-89e1-39a1-a1ee-83e2f2f8c654

http://data.doremus.org/artist/8bfb2fad-c1b5-3a7d-a54c-91f84de31424
http://data.doremus.org/artist/45fbc2cd-9b0d-3185-adb9-90c2788d3a33
http://data.doremus.org/artist/bc6597e7-bc66-3d5d-8bca-98aa651d540a
http://data.doremus.org/artist/f2baa329-8fba-3989-b5ba-c2480b81f802
http://data.doremus.org/artist/65db7a90-b90b-34f9-a4d1-da2fe3fcd9ad
http://data.doremus.org/artist/1f5248e4-ef0c-3c77-bcdd-557f9ae4153a
http://data.doremus.org/artist/f18504f5-d2ea-3b0e-a1a8-0ee380ccaa9d
http://data.doremus.org/artist/3e2a3c03-4aca-39ec-b9cc-7b73f9f41678
http://data.doremus.org/artist/0b724531-969e-3dcf-8954-fb5be05d28cb
http://data.doremus.org/artist/5d8e2e9d-a608-3a72-8f7a-4ed2de5b4592
http://data.doremus.org/artist/1bd99445-353c-3247-947e-e1dec4477d10
http://data.doremus.org/artist/b8cceffb-c660-3709-bd41-3669d415176b
http://data.doremus.org/artist/a67cf2b6-35df-3d75-bde5-eaa70be2bcff
http://data.doremus.org/artist/6ba0d0e0-8940-3465-91eb-e1c1ff6f65a7
http://data.doremus.org/artist/7af4863b-e061-3cb7-8281-482bb0f0d044
http://data.doremus.org/artist/f4256e47-f80e-34b4-826f-71830735d697
http://data.doremus.org/artist/8f7dc654-b6ef-3da3-8dc1-93e1655d2d19
http://data.doremus.org/artist/0b724531-969e-3dcf-8954-fb5be05d28cb
http://data.doremus.org/artist/fdc32859-3435-3aab-9223-c5f7db51ad1e
http://data.doremus.org/artist/0c0d61f1-56dd-38be-9beb-98721634dea8
http://data.doremus.org/artist/f78902d3-32c6-3788-bec3-34437092fe26
http://data.doremus.org/artist/ccd9c61c-eecb-3641-8823-2b52e593eecb

http://data.doremus.org/artist/0b724531-969e-3dcf-8954-fb5be05d28cb
http://data.doremus.org/artist/626fbf71-239d-36e6-85f6-5590abad1ebd
http://data.doremus.org/artist/ad464395-5b69-329d-9857-65bdbc2dfe33
http://data.doremus.org/artist/cb7d3e21-0b8b-32fa-b2ce-f8c8750f3283
http://data.doremus.org/artist/4dbcf2e0-1dc1-325e-8a66-22ecf6c2801b
http://data.doremus.org/artist/9cf2b7dc-cdce-3c20-a350-2e8104b52d56
http://data.doremus.org/artist/59f968cd-8fa3-3e68-81fa-f18b4aeae5ed
http://data.doremus.org/artist/98b35509-44cc-3cbc-af30-01fa66fbad9e
http://data.doremus.org/artist/0bcf2180-7c6d-320e-8223-b0f511c946af
http://data.doremus.org/artist/30d65885-7278-3561-a775-bd8a99792cb4
http://data.doremus.org/artist/bcb7cc8c-7784-3d08-a075-96fd50a3f4f8
http://data.doremus.org/artist/c5fd1625-3502-329f-a575-475d3639c63f
http://data.doremus.org/artist/5b2f91fa-0b3e-3c8f-ab74-456cb2207d19
http://data.doremus.org/artist/4f19ec02-304b-39ce-a064-4691ddfccbed
http://data.doremus.org/artist/968ffacd-6de9-33af-9a77-dce289b8e176
http://data.doremus.org/artist/be3d719d-a278-3b5d-9c97-530b37b54de2
http://data.doremus.org/artist/76bfccb7-e0cb-3c70-ad82-935d3f642a66
http://data.doremus.org/artist/a822798f-a428-3558-9e88-72a32f219970
http://data.doremus.org/artist/ba0bc593-fecc-3d1a-a3a8-cda8b22507c4
http://data.doremus.org/artist/25e7807c-a0d4-3d30-ae0b-b2aa98623162
http://data.doremus.org/artist/6268c1be-eb68-320c-aae8-5a104172439e
http://data.doremus.org/artist/bc6597e7-bc66-3d5d-8bca-98aa651d540a
http://data.doremus.org/artist/5531bf36-9952-39ce-a4d2-df12cb9e5804
http://data.doremus.org/artist/84bb4a91-8cac-3e38-94fe-9bc93254f84d
http://data.doremus.org/artist/d8d14356-d759-35ec-bb91-1c4919e9070b
http://data.doremus.org/artist/5b2f91fa-0b3e-3c8f-ab74-456cb2207d19
http://data.doremus.org/artist/a1eeff63-c227-3582-85a8-06a1f7dd4cda
http://data.doremus.org/artist/0b724531-969e-3dcf-8954-fb5be05d28cb
http://data.doremus.org/artist/f995ddf2-936f-3dfc-a8e6-847fae441348
http://data.doremus.org/artist/19085a8b-d38d-37ac-9f0a-b412d6e1f88b
http://data.doremus.org/artist/5b2f91fa-0b3e-3c8f-ab74-456cb2207d19
http://data.doremus.org/artist/0ea76b7f-9eca-35c3-8e32-8ba22b19a96e
http://data.doremus.org/artist/282a4b9b-c927-3afc-ab83-59779cdc9f4a
http://data.doremus.org/artist/19085a8b-d38d-37ac-9f0a-b412d6e1f88b

http://data.doremus.org/artist/8e517e6d-2ba2-3e54-935c-4c1b13a296ee
http://data.doremus.org/artist/da56c261-8a8a-3beb-8b44-329c1834f33b
http://data.doremus.org/artist/5b2f91fa-0b3e-3c8f-ab74-456cb2207d19
http://data.doremus.org/artist/8c214179-d32f-33ed-ad3f-c90a9a33dda3
http://data.doremus.org/artist/c889819f-71d2-3a2b-832b-8ac4f5b9fe6c
http://data.doremus.org/artist/2a7c47cb-53ca-321f-81dd-07b7231fe522
http://data.doremus.org/artist/4cd4a932-e91f-350e-84d7-883ac39d11bd
http://data.doremus.org/artist/0ea76b7f-9eca-35c3-8e32-8ba22b19a96e
http://data.doremus.org/artist/d8e35bbd-f26b-3ccc-9780-663cf2873f08
http://data.doremus.org/artist/ee29a0fb-422c-380c-9c34-2ece973e0317
http://data.doremus.org/artist/4bb4caff-600b-322b-9b8b-ef0d41d4a61f

http://data.doremus.org/artist/4727a388-c01c-38f5-acfb-6c51db781b37
http://data.doremus.org/artist/b4584322-8255-38c4-bbfa-3b2af0cd841c
http://data.doremus.org/artist/19085a8b-d38d-37ac-9f0a-b412d6e1f88b
http://data.doremus.org/artist/7d1430a9-b2ac-3b39-8d12-816aec61c01a
http://data.doremus.org/artist/0b724531-969e-3dcf-8954-fb5be05d28cb
http://data.doremus.org/artist/f02e7fe9-f652-3260-ac97-2b21223736f7
http://data.doremus.org/artist/204ea453-873f-3762-a22f-e659a7d629cf
http://data.doremus.org/artist/d8b18021-c049-31a5-9e67-4144d5c47175
http://data.doremus.org/artist/f995ddf2-936f-3dfc-a8e6-847fae441348
http://data.doremus.org/artist/4a379ee4-c7dd-3b36-99f1-7ac6043d0305
http://data.doremus.org/artist/0b724531-969e-3dcf-8954-fb5be05d28cb
http://data.doremus.org/artist/a3422c70-d602-369a-961b-7e6dc5dc58a0
http://data.doremus.org/artist/5ad2e7a0-5d02-3b28-8d82-364b26d69cf7
http://data.doremus.org/artist/a1eeff63-c227-3582-85a8-06a1f7dd4cda
http://data.doremus.org/artist/0deea945-505d-3cca-9a9e-a5a20b4830c7
http://data.doremus.org/artist/0b6db3b0-9a9d-3e7f-b52e-58ee5f989ade
http://data.doremus.org/artist/57241216-1624-31d9-96d4-ee1529f3f699
http://data.doremus.org/artist/bd5140b0-1f97-3e08-b8ad-364a5d5944a8
http://data.doremus.org/artist/d2d71363-7c25-3286-bc70-e56a04f4cad9
http://data.doremus.org/artist/631a7f7d-1b98-3cf3-96d8-1f463adec82a
http://data.doremus.org/artist/84bb4a91-8cac-3e38-94fe-9bc93254f84d
http://data.doremus.org/artist/b1ab2606-ef90-326c-b38f-939ecd772117
http://data.doremus.org/artist/f274f66d-0162-33c5-b9d9-9359fe701588
http://data.doremus.org/artist/968ffacd-6de9-33af-9a77-dce289b8e176
http://data.doremus.org/artist/5314cde8-f8bf-36d0-b2b9-81be92324223
http://data.doremus.org/artist/c48dc50d-c501-3948-bf99-55c76f443df0
http://data.doremus.org/artist/8f7dc654-b6ef-3da3-8dc1-93e1655d2d19
http://data.doremus.org/artist/8b860bd6-dfe8-38b3-95ad-dcf035f7ad62
http://data.doremus.org/artist/a44d8722-1120-32fb-90ce-a00a4eed124e
http://data.doremus.org/artist/66a0f321-d76c-3bcd-b1a6-ecbff77ab68e
http://data.doremus.org/artist/8dc4a27c-1121-3299-a38e-75a23524d295
http://data.doremus.org/artist/03f4b7b0-ff33-31cb-86fc-1414ca2357b7
http://data.doremus.org/artist/67b60d77-cf04-36d9-bd21-f21f9fddff1a
http://data.doremus.org/artist/08f51201-6744-3580-bb0b-0040edf9f1f9
http://data.doremus.org/artist/5435b2fd-7ead-31db-8c5c-c688b3b96d87
http://data.doremus.org/artist/d2a6b781-5638-3786-856d-af9db16658b9

http://data.doremus.org/artist/9a01e918-d4f9-3173-8063-5c47dc51ffd1
http://data.doremus.org/artist/a152a897-1c79-330c-823d-acd15db3db1b
http://data.doremus.org/artist/9c20ed07-6199-34da-af68-a29914f324b0
http://data.doremus.org/artist/521ed691-4233-388d-9ae4-af9a3f036b83
http://data.doremus.org/artist/561a57a4-bd26-391b-b3c1-dd67e15e9469
http://data.doremus.org/artist/372423fe-216c-35d3-8045-41b707e6d1c6
http://data.doremus.org/artist/505f9e00-28a9-3077-819b-a42dd255e1c4
http://data.doremus.org/artist/8f7dc654-b6ef-3da3-8dc1-93e1655d2d19
http://data.doremus.org/artist/38e9180f-8a5e-3ad2-b83b-cd3a18c04e0f
http://data.doremus.org/artist/8f7dc654-b6ef-3da3-8dc1-93e1655d2d19
http://data.doremus.org/artist/c5fd1625-3502-329f-a575-475d3639c63f
http://data.doremus.org/artist/676ce8c3-739b-3fb3-8395-329e156f4a0b
http://data.doremus.org/artist/ca9abd76-fe8f-3fd8-9b6e-48b08c7d886d
http://data.doremus.org/artist/5b2f91fa-0b3e-3c8f-ab74-456cb2207d19
http://data.doremus.org/artist/98b4761b-06e7-3274-93c4-f186a6ce29b2
http://data.doremus.org/artist/04bd9cb2-c9b6-34e9-94b1-b17423340507
http://data.doremus.org/artist/0b724531-969e-3dcf-8954-fb5be05d28cb
http://data.doremus.org/artist/f806d4ba-645e-3951-9580-c199daf56e6f
http://data.doremus.org/artist/a2ee3027-0e34-3cbb-9574-d179ca30fe24
http://data.doremus.org/artist/5ad2e7a0-5d02-3b28-8d82-364b26d69cf7
http://data.doremus.org/artist/30b44b2b-6acc-3ffd-b948-b23151cc660a
http://data.doremus.org/artist/0b724531-969e-3dcf-8954-fb5be05d28cb
http://data.doremus.org/artist/2c6ca8f5-bc4d-32e1-a16a-f255f9663f49
http://data.doremus.org/artist/30d65885-7278-3561-a775-bd8a99792cb4
http://data.doremus.org/artist/e42303b7-f751-324f-9068-3df86fd09904
http://data.doremus.org/artist/5f3c1cae-74d2-3158-80c0-c7eaff080ca1
http://data.doremus.org/artist/1fb3e9f1-4fb4-343f-a0a0-ea64a7495b6a
http://data.doremus.org/artist/62458606-97a0-3750-8121-6b0435da7081
http://data.doremus.org/artist/c5fd1625-3502-329f-a575-475d3639c63f
http://data.doremus.org/artist/89d84d37-37cb-3aae-9bee-34fba972cc5e
http://data.doremus.org/artist/3fcecd3e-a3ea-3547-a8f8-bbb56aa7a859
http://data.doremus.org/artist/c849b335-4a3e-3925-8c1f-b064749fec33
http://data.doremus.org/artist/8765b49c-326f-3c61-9a18-32495143cde9
http://data.doremus.org/artist/e7ad7a5f-a229-316e-8d61-ad8d032b8194
http://data.doremus.org/artist/75743543-9ca4-3fc0-a276-f1abf73b4d15
http://data.doremus.org/artist/a78ea914-caf2-3eaf-b3b3-ce1f90099f4d
http://data.doremus.org/artist/7c3e1448-45b8-3c51-9a91-903fb2914329
http://data.doremus.org/artist/19085a8b-d38d-37ac-9f0a-b412d6e1f88b
http://data.doremus.org/artist/345a64f1-08b5-35d8-ac40-e1b0a094945a
http://data.doremus.org/artist/2f6c738f-3287-376b-87b2-fcf624ad65c0
http://data.doremus.org/artist/92e4173c-aa2d-3688-a5ab-31ee5c0e6dcd
http://data.doremus.org/artist/5b2f91fa-0b3e-3c8f-ab74-456cb2207d19
http://data.doremus.org/artist/3f5af983-9ee5-3432-a6bb-576f69d9b6ba
http://data.doremus.org/artist/65842a4d-bb30-3495-b0f7-84edf9a4c96d
http://data.doremus.org/artist/56d1aadb-ce5a-3fed-bc87-c6e828518d9c
http://data.doremus.org/artist/98b4761b-06e7-3274-93c4-f186a6ce29b2
http://data.doremus.org/artist/ca9abd76-fe8f-3fd8-9b6e-48b08c7d886d
http://data.doremus.org/artist/c1177255-956e-3956-963c-26f7ec3d3ac5
http://data.doremus.org/artist/eb1e2170-29e0-360e-ba30-3c1b942b06c3
http://data.doremus.org/artist/c4d3f96a-b190-396e-8797-f6d445ea94bf
http://data.doremus.org/artist/7b947188-8868-34c3-9a36-39f461c0f299
http://data.doremus.org/artist/337b21e2-709c-3673-be86-6a2d76ff5248
http://data.doremus.org/artist/1aa8cecf-a363-3d1c-8d97-f35c92bf8be1
http://data.doremus.org/artist/3be5a0f4-ced8-371a-9558-1d2aa16dc7d1
http://data.doremus.org/artist/d989d41d-f844-35ff-aee6-73c8aa5ea7f4
http://data.doremus.org/artist/9b38007d-a65b-3d4c-a0b3-fae58c9ca0fe

http://data.doremus.org/artist/f8e67d03-3692-3ed5-a2a4-6061e2ffea06
http://data.doremus.org/artist/ba0bc593-fecc-3d1a-a3a8-cda8b22507c4
http://data.doremus.org/artist/4570ef3c-70c5-3713-8eef-ceb54701b08b
http://data.doremus.org/artist/a3773cf7-e252-3047-9e41-190dcbd6ed09
http://data.doremus.org/artist/8052c408-8cdd-3e9f-876a-e01c1699a2ad
http://data.doremus.org/artist/ba0bc593-fecc-3d1a-a3a8-cda8b22507c4
http://data.doremus.org/artist/a0169198-ca1f-3a70-91d6-82227ddc1e80
http://data.doremus.org/artist/0ea76b7f-9eca-35c3-8e32-8ba22b19a96e
http://data.doremus.org/artist/c5fd1625-3502-329f-a575-475d3639c63f
http://data.doremus.org/artist/eb15d505-4a63-3aee-8939-1e5e42213213
http://data.doremus.org/artist/0b724531-969e-3dcf-8954-fb5be05d28cb
http://data.doremus.org/artist/61a37617-c155-37f1-9bc4-2587bbc4c40f

http://data.doremus.org/artist/739c1d1f-c80d-3253-9907-c409769cf583
http://data.doremus.org/artist/b9501162-a156-3776-81d4-b424a826b425
http://data.doremus.org/artist/f7bdfaac-d479-3b5d-b50d-c3a804f6a7f8
http://data.doremus.org/artist/3e2c0b58-bffd-3b95-b6b1-ae64468e7144
http://data.doremus.org/artist/25b11a94-83a5-34b8-b779-185c21f34739
http://data.doremus.org/artist/5a3bb377-4329-3a73-8c9e-5aa22ab60fd4
http://data.doremus.org/artist/9fc186f0-14a1-3795-9637-faf5c6079abf
http://data.doremus.org/artist/3334748c-8804-3deb-8898-afc903d8b244
http://data.doremus.org/artist/250e3fee-920b-3e3c-82b8-2b777ca6728d
http://data.doremus.org/artist/8f7dc654-b6ef-3da3-8dc1-93e1655d2d19
http://data.doremus.org/artist/a7f39393-3a3c-39da-94a7-80d176c24f77
http://data.doremus.org/artist/aa3f6427-0f95-3ea1-9c42-c8cac6b64881
http://data.doremus.org/artist/e3771b7b-95d0-34d1-a1b4-5170a477c4e0
http://data.doremus.org/artist/f39144a9-20ba-3737-aa17-c50444b3ad35
http://data.doremus.org/artist/e9329cdf-fc9a-3644-aff0-584bc744cf42
http://data.doremus.org/artist/c12713d7-74b8-3a15-b0c5-8e9423702305
http://data.doremus.org/artist/ee1e880e-edbb-3aa0-92f8-ee8a2f219aad
http://data.doremus.org/artist/6d038bcc-1972-3233-bdd9-10a88c064b81
http://data.doremus.org/artist/fbbb60c9-4fa6-397d-bfbc-7a2f64931d76
http://data.doremus.org/artist/4bf84e2a-7315-39c2-afce-b7313ab9a7b5
http://data.doremus.org/artist/53f6a9c7-abad-347d-9dc5-f8050ae45e0f
http://data.doremus.org/artist/de7a8c9c-c64b-3954-af5b-b2a551f503f3
http://data.doremus.org/artist/1af5a91b-5715-3ed1-bfaf-97960a2c834e
http://data.doremus.org/artist/c5fd1625-3502-329f-a575-475d3639c63f
http://data.doremus.org/artist/2a7c47cb-53ca-321f-81dd-07b7231fe522
http://data.doremus.org/artist/19085a8b-d38d-37ac-9f0a-b412d6e1f88b
http://data.doremus.org/artist/ff43237b-3ffc-36ea-806f-758191231b1a
http://data.doremus.org/artist/65842a4d-bb30-3495-b0f7-84edf9a4c96d
http://data.doremus.org/artist/ab79542d-065f-3e82-9c40-4166ffde61fc
http://data.doremus.org/artist/71d28762-fb73-3e72-b83a-1bc1a85de77c
http://data.doremus.org/artist/814fbfce-761b-3974-87ce-ae94893fedb1
http://data.doremus.org/artist/5b2f91fa-0b3e-3c8f-ab74-456cb2207d19
http://data.doremus.org/artist/12d4e67a-7282-340b-93ff-a66a40608f3c
http://data.doremus.org/artist/9d07b309-7929-38a6-8dbc-64464b902d57
http://data.doremus.org/artist/7424a4b3-12d8-313f-b29b-4ad09c5c3b13
http://data.doremus.org/artist/8639abff-8605-35af-ba3c-85f434eae24b
http://data.doremus.org/artist/03ad3ec1-3e7d-3dc6-978b-337c80e2359e
http://data.doremus.org/artist/a6ecba81-c133-3777-8f7f-9d4bc9c9b0dc
http://data.doremus.org/artist/968ffacd-6de9-33af-9a77-dce289b8e176

http://data.doremus.org/artist/636ec891-cdf9-3da0-85ed-3bf2388a26d3
http://data.doremus.org/artist/ab79542d-065f-3e82-9c40-4166ffde61fc
http://data.doremus.org/artist/f4585793-1e22-3a01-a968-3599616ad071
http://data.doremus.org/artist/316a62c0-2b10-3366-9e11-fec3982aeb59
http://data.doremus.org/artist/6113dda3-c60a-353f-a7c7-bea58221117b
http://data.doremus.org/artist/fdba0b69-fb26-35fa-8d3b-913cfb69a9c1
http://data.doremus.org/artist/5b2f91fa-0b3e-3c8f-ab74-456cb2207d19
http://data.doremus.org/artist/b3af4cd9-f862-3980-8450-6d1898dc40e5
http://data.doremus.org/artist/a8e450d1-f5c2-30e9-99c5-5e4a5fe29109
http://data.doremus.org/artist/c5fd1625-3502-329f-a575-475d3639c63f
http://data.doremus.org/artist/20a6d38a-494d-3fc6-8ebc-581e7c74b22d
http://data.doremus.org/artist/27885226-c566-3097-83b9-628c0e7091bf
http://data.doremus.org/artist/e43ea772-f28a-30ce-aaac-01fc972981ba
http://data.doremus.org/artist/8e41b0c4-3745-3c87-9874-d117a55ae94f
http://data.doremus.org/artist/ccbf18ee-7c68-3a21-9a87-cd60a6f5460c
http://data.doremus.org/artist/481386aa-d3f9-3bf1-a092-9272ab66a78c
http://data.doremus.org/artist/5d2a029a-2c9a-3fc7-ac8f-4f7863636a16
http://data.doremus.org/artist/50447d39-e4f6-3d60-b39f-3586375d63b6
http://data.doremus.org/artist/3148b96a-2d8b-317d-9c4f-c9622723772c
http://data.doremus.org/artist/faf0e5d2-a153-36e1-8f8f-2b75d849cf3a
http://data.doremus.org/artist/2a7c47cb-53ca-321f-81dd-07b7231fe522

http://data.doremus.org/artist/8f7dc654-b6ef-3da3-8dc1-93e1655d2d19
http://data.doremus.org/artist/cb7677a4-d4fe-3bb2-9336-e129a6b3e2f5
http://data.doremus.org/artist/a468d197-a927-3134-89ca-9149c4bec0ba
http://data.doremus.org/artist/a8fc7914-e79c-398d-b337-99b268f36b78
http://data.doremus.org/artist/39f79a63-9fe2-3da6-9ed0-c9b6e3343051
http://data.doremus.org/artist/d29f57e1-cfb6-3223-9147-6a8ec75a894d
http://data.doremus.org/artist/357360d5-f397-3f36-811a-503be96dacd3
http://data.doremus.org/artist/9b968ab0-5424-34db-a3b0-59cee5efe7b0
http://data.doremus.org/artist/d74b833a-183d-37cd-99a6-96d964e710ff
http://data.doremus.org/artist/a149a195-b1f9-388e-96ae-d7c6866f9fc2

http://data.doremus.org/artist/ab2c3650-783d-3d3b-b86b-8cc76aee214b
http://data.doremus.org/artist/8c214179-d32f-33ed-ad3f-c90a9a33dda3
http://data.doremus.org/artist/9df34892-15d2-3abc-9772-0060081e004f
http://data.doremus.org/artist/8f7dc654-b6ef-3da3-8dc1-93e1655d2d19
http://data.doremus.org/artist/6ea250a0-5392-3e75-ae5d-444ec329f603

http://data.doremus.org/artist/c5fd1625-3502-329f-a575-475d3639c63f
http://data.doremus.org/artist/4a91f68f-ce85-32f9-a0c2-a67dbff8fe80
http://data.doremus.org/artist/c849b335-4a3e-3925-8c1f-b064749fec33
http://data.doremus.org/artist/2bed742a-6d60-39c0-b739-b19c44f410b7
http://data.doremus.org/artist/67bc5fac-b8f9-3d26-a958-ff908f215143
http://data.doremus.org/artist/a819e360-a9ae-3c4a-a381-e1cad8887fe7
http://data.doremus.org/artist/8f7dc654-b6ef-3da3-8dc1-93e1655d2d19
http://data.doremus.org/artist/92d47976-f508-30c7-a014-bd006eee0854
http://data.doremus.org/artist/367f7982-882b-31d1-9886-903071c2fdad
http://data.doremus.org/artist/697ba671-8250-3056-a34a-2c32d6481532
http://data.doremus.org/artist/c74a2604-2e90-367b-88d8-8d4764014074
http://data.doremus.org/artist/5b2f91fa-0b3e-3c8f-ab74-456cb2207d19
http://data.doremus.org/artist/09714a7a-3e14-3803-a6ad-3a4de08bfe43
http://data.doremus.org/artist/aac74795-8c1e-3337-afef-d10033ceba55
http://data.doremus.org/artist/8a32e1ec-c296-3a1a-abc7-e68ad66f4ae5
http://data.doremus.org/artist/1810f2ab-d8e0-3a9f-82dc-d2f4eb812d47
http://data.doremus.org/artist/e2aa237c-2da2-3b90-a550-320976b3fed0
http://data.doremus.org/artist/b676acbe-b7d1-369e-a6f0-f7df7375c593
http://data.doremus.org/artist/c25adc8e-1634-34e7-82fa-c8519d8c9244
http://data.doremus.org/artist/2a7c47cb-53ca-321f-81dd-07b7231fe522
http://data.doremus.org/artist/72fe5568-7b0f-3ae7-b9ea-1f20fa2c07d7
http://data.doremus.org/artist/7fc31c0a-7859-3512-93c8-fb30d7024d5d
http://data.doremus.org/artist/d8aae688-33e2-32a2-bebf-9d2f5b2175ec
http://data.doremus.org/artist/0b724531-969e-3dcf-8954-fb5be05d28cb
http://data.doremus.org/artist/e8538e02-f0e2-34d9-a019-a69039669aa5
http://data.doremus.org/artist/4286def2-2001-3c10-b141-1c289699a0a4
http://data.doremus.org/artist/c5fd1625-3502-329f-a575-475d3639c63f
http://data.doremus.org/artist/e42303b7-f751-324f-9068-3df86fd09904
http://data.doremus.org/artist/0b724531-969e-3dcf-8954-fb5be05d28cb
http://data.doremus.org/artist/06071574-2334-31c3-882b-6d20504ff987
http://data.doremus.org/artist/ccb9b2cb-3e4a-3c04-b77b-0829cd404452
http://data.doremus.org/artist/77c67cec-edb5-37f3-a75e-63f28540a6fc
http://data.doremus.org/artist/68a3ff98-8d04-38c1-80fa-a3315c4c1433
http://data.doremus.org/artist/ae5ff857-5df3-3620-8379-7abf1cb8895e
http://data.doremus.org/artist/7f6b4eec-c2b3-3bd7-9a3f-0dcaa92fc2e1
http://data.doremus.org/artist/edad1d1d-1749-3743-bcf7-4002c59a2a46
http://data.doremus.org/artist/d94dfa9a-07b9-3525-ae0c-5617c25fb8cb
http://data.doremus.org/artist/430dde2f-dda2-3a5d-afef-ddbc75a6f8fb
http://data.doremus.org/artist/a2f9685d-457b-3f1d-aeb2-1617ce623418
http://data.doremus.org/artist/86ad01f9-cb68-38c2-bf57-84fec8bcd00d
http://data.doremus.org/artist/4d13c013-3960-3504-81c4-0e7343d8fa66
http://data.doremus.org/artist/c5fd1625-3502-329f-a575-475d3639c63f
http://data.doremus.org/artist/8f7dc654-b6ef-3da3-8dc1-93e1655d2d19
http://data.doremus.org/artist/e52398f6-1c9e-3696-92c3-98acc7827f9b
http://data.doremus.org/artist/35c83a52-6356-3299-afc4-6a611102f005
http://data.doremus.org/artist/f995ddf2-936f-3dfc-a8e6-847fae441348
http://data.doremus.org/artist/5ad2e7a0-5d02-3b28-8d82-364b26d69cf7
http://data.doremus.org/artist/0b724531-969e-3dcf-8954-fb5be05d28cb
http://data.doremus.org/artist/4dbcf2e0-1dc1-325e-8a66-22ecf6c2801b
http://data.doremus.org/artist/9dfc7882-f8dc-3899-b672-616f2bef970d
http://data.doremus.org/artist/1c779a3f-8bdc-35a6-8e79-c56da1117e01
http://data.doremus.org/artist/920a4c9d-68f0-36c8-88a9-a4c882171aa6
http://data.doremus.org/artist/f4018d40-ec36-35f8-b35c-3b6cf5a30553

I divide the playlists in minibatches of 2X songs (X seeds and X targets)





In [14]:



    


training_vector = []

for t in training_vector_all:
    for x in range(1, len(t) - minibatches_len):
        training_vector.append(t[0:minibatches_len])
        
training_vector = np.array(training_vector)
training_vector.shape



    


















    
Out[14]:








(4258, 8, 462)

















In [15]:



    


# train_label[399]



    











In [16]:



    


def smart_mean(a):
    b = np.where(a < -1., 0., a)
    s = np.sum(b, axis=1)
    c = np.count_nonzero(b, axis=1)
    d = np.divide(s, c)
    return np.where(np.isnan(d), 0, d)

Split test and train





In [17]:



    


train, test = train_test_split(training_vector, train_size=0.7)

train_seed, train_target = np.split(train, 2, axis=1)
train_vector = smart_mean(train_seed)
train_label = smart_mean(train_target)

test_seed, test_target = np.split(test, 2, axis=1)
test_vector = smart_mean(test_seed)
test_label = smart_mean(test_target)



    


















    






/Users/pasquale/anaconda3/lib/python3.5/site-packages/sklearn/model_selection/_split.py:2026: FutureWarning: From version 0.21, test_size will always complement train_size unless both are specified.
  FutureWarning)
/Users/pasquale/anaconda3/lib/python3.5/site-packages/ipykernel_launcher.py:5: RuntimeWarning: invalid value encountered in true_divide
  """

















In [18]:



    


print('Train')
print(train_vector.shape)
print(train_label.shape)
print('Test')
print(test_vector.shape)
print(test_label.shape)



    


















    






Train
(2980, 462)
(2980, 462)
Test
(1278, 462)
(1278, 462)

















In [19]:



    


# Parameters
learning_rate = 0.1
num_steps = 10000
batch_size = 128
display_step = 1000



    











In [20]:



    


# Network Parameters
n_hidden_1 = 256  # 1st layer number of neurons
n_hidden_2 = 256  # 2nd layer number of neurons
num_input = train_vector[0].size
num_output = train_vector[0].size

# tf Graph input
X = tf.placeholder(tf.float32, [None, num_input], name="X")
Y = tf.placeholder(tf.float32, [None, num_output], name="Y")
Y_exp = tf.placeholder(tf.float32, [None, minibatches_len, num_output], name="Y_exp")

Neural network





In [21]:



    


# Create model
def neural_net(x):
    with tf.name_scope('hidden_1') as scope:
        # Hidden fully connected layer with 256 neurons
        w1 = tf.Variable(tf.random_normal([num_input, n_hidden_1]), name='w')
        b1 = tf.Variable(tf.random_normal([n_hidden_1]), name='b')
        layer_1 = tf.add(tf.matmul(x, w1), b1, name='o')
        layer_1 = tf.nn.relu(layer_1, name='u')
        
    with tf.name_scope('hidden_2') as scope:
        # Hidden fully connected layer with 256 neurons
        w2 = tf.Variable(tf.random_normal([n_hidden_1, n_hidden_2]), name='w')
        b2 = tf.Variable(tf.random_normal([n_hidden_2]), name='b')
        layer_2 = tf.add(tf.matmul(layer_1, w2), b2, name='o')
        layer_2 = tf.nn.relu(layer_2, name='u')

    with tf.name_scope('out_layer') as scope:
        wo = tf.Variable(tf.random_normal([n_hidden_2, num_output]), name='w')
        bo = tf.Variable(tf.random_normal([num_output]), name='b')
        out_layer = tf.add(tf.matmul(layer_2, wo), bo, name="o")
    return tf.nn.l2_normalize(out_layer, axis=1, name = 'y')



    











In [35]:



    


def weighted_l2(a, b, w):
    with tf.name_scope('weighted_l2') as scope:
#         # https://stackoverflow.com/a/8861999/1218213
#         q = tf.subtract(a, b, name="q")
#         # return np.sqrt((w * q * q).sum())
#         pow_q = tf.cast(tf.pow(q, 2), tf.float32, name="q-power")

#         return tf.reduce_sum(tf.multiply(w, pow_q), axis=1, name="o", keepdims=True)
        normalize_a = tf.nn.l2_normalize(a,0)        
        normalize_b = tf.nn.l2_normalize(b,0)
        return tf.reduce_sum(tf.multiply(normalize_a,normalize_b, axis=1), axis=1, keepdims=True)
#         sess=tf.Session()
#         cos_sim=sess.run(cos_similarity,feed_dict={a:[1,2,3],b:[2,4,6]})



    











In [36]:



    


def compute_penalty(expected, taken, total):
    with tf.name_scope('penalty') as scope:
        penalty = tf.divide(tf.subtract(expected, taken), total)
        return tf.cast(penalty, tf.float32)



    











In [37]:



    


# Construct model
logits = neural_net(X)



    











In [38]:



    


logits.shape



    


















    
Out[38]:








TensorShape([Dimension(None), Dimension(462)])

















In [48]:



    


def computeSimilarity(seed, target, w):
    b1 = np.where(seed < -1)[0]
    b2 = np.where(target < -1)[0]
    bad_pos = np.unique(np.concatenate([b1, b2]))

    _seed = np.delete(seed, bad_pos, axis=0)
    _target = np.delete(target, bad_pos, axis=0)
    _w = np.delete(w, bad_pos, axis=0)

    if len(_seed) == 0:
        return 0

    # distance
    d = weightedL2(_seed, _target, _w)

    # how much info I am not finding
    penalty = len([x for x in b2 if x not in b1]) / len(seed)

    # score
    s = (max_distance - d) / max_distance
    return s * (1 - penalty)


def weightedL2(a, b, w=1):
    return distance.cosine(a,b)
    # https://stackoverflow.com/a/8861999/1218213
    q = a - b
    # return np.sqrt((w * q * q).sum())
    return (w * q * q).sum()


def find(seed, n=4, w=None):
    global max_distance
    global vectors
    global uris
    global lbs
    
    f_length = len(seed)
    
    _seed = seed
    
    if w is None:
        w = np.ones(len(_seed))
        w = w / w.sum()
    else:
        w = np.array(w)
        temp = [np.ones(f_length[k]) * w[k] for k in range(len(w))]
        w = np.array([item for sublist in temp for item in sublist])

    max_distance = weightedL2(np.ones(len(_seed)), np.ones(len(_seed)) * -1, w)

    print('computing scores')
    scores = np.array([[computeSimilarity(_seed, x.astype(float), w) for x in vectors]])
    full = np.concatenate([uris.reshape(len(uris), 1), scores.transpose(), lbs.reshape(len(uris), 1)], axis=1)

    # remove the seed from the list
#     full = np.delete(full, pos, 0)

    # sort
    full_sorted = sorted(full, key=lambda _x: float(_x[1]), reverse=True)
    most_similar = full_sorted[:n]
    print('\n'.join('%s %s\n%s' % (f[0], f[1], f[2]) for f in most_similar))

    return [{'uri': _a[0], 'score': _a[1]} for _a in most_similar]



    











In [49]:



    


print(uris.shape)



    


















    






(23156,)

















In [50]:



    


# Define loss and optimizer
# loss_op = MSE
loss_op = tf.reduce_mean(tf.square(tf.subtract(logits, Y)), name='loss_op')
optimizer = tf.train.AdamOptimizer(learning_rate=learning_rate, name='optimizer')
train_op = optimizer.minimize(loss_op)
error_summary = tf.summary.scalar('error', loss_op)

# Evaluate model (with test logits, for dropout to be disabled)
correct_pred = tf.equal(logits, Y)
accuracy = tf.reduce_mean(tf.cast(correct_pred, tf.float32))
accuracy_summary = tf.summary.scalar('accuracy', accuracy)

merged = tf.summary.merge([error_summary, accuracy_summary])



    











In [51]:



    


# Initialize the variables (i.e. assign their default value)
init = tf.global_variables_initializer()



    











In [ ]:



    






    











In [ ]:



    






    











In [43]:



    


def next_batch(num, data, labels):
    """
    Return a total of `num` random samples and labels. 
    """
    idx = np.arange(0, len(data))
    np.random.shuffle(idx)
    idx = idx[:num]
    data_shuffle = data[idx]
    labels_shuffle = labels[idx]
    return data_shuffle, labels_shuffle



    











In [44]:



    


sess = tf.Session()
now = datetime.now()
log_dir = '%straining/output/%s' % (root, now.strftime("%Y%m%d-%H%M%S"))
writer = tf.summary.FileWriter(log_dir, sess.graph)

# Run the initializer
sess.run(init)

print("Start learning")
for step in range(1, num_steps + 1):
    batch_x, batch_y = next_batch(batch_size, train_vector, train_label)
#     print(batch_y)
    # Run optimization op (backprop)
    sess.run(train_op, feed_dict={X: batch_x, Y: batch_y})
    if step % display_step == 0 or step == 1:
#         print(batch_y[0])
        # Calculate batch loss and accuracy
        preds, summary, loss, acc = sess.run([logits, merged, loss_op, accuracy],
                                                feed_dict={X: batch_x, Y: batch_y})
        
        writer.add_summary(summary, step)

        print("Step " + str(step) + ", Minibatch Loss= " + \
              "{:.4f}".format(loss) + ", Training Accuracy= " + \
              "{:.3f}".format(acc))
#         print("Predictions %s VS %s" % (preds[0][0], batch_y[0][0]))
        np.set_printoptions(precision=2)

print("Optimization Finished!")

print("Testing Accuracy:",
      sess.run(accuracy, feed_dict={X: test_vector, Y: test_label}))
writer.flush()
writer.close()



    


















    






Start learning
Step 1, Minibatch Loss= 0.0067, Training Accuracy= 0.000
Step 1000, Minibatch Loss= 0.0022, Training Accuracy= 0.000
Step 2000, Minibatch Loss= 0.0022, Training Accuracy= 0.000
Step 3000, Minibatch Loss= 0.0022, Training Accuracy= 0.000
Step 4000, Minibatch Loss= 0.0022, Training Accuracy= 0.000
Step 5000, Minibatch Loss= 0.0023, Training Accuracy= 0.000
Step 6000, Minibatch Loss= 0.0021, Training Accuracy= 0.000
Step 7000, Minibatch Loss= 0.0022, Training Accuracy= 0.000
Step 8000, Minibatch Loss= 0.0022, Training Accuracy= 0.000
Step 9000, Minibatch Loss= 0.0022, Training Accuracy= 0.000
Step 10000, Minibatch Loss= 0.0022, Training Accuracy= 0.000
Optimization Finished!
Testing Accuracy: 0.0

















In [45]:



    


verdi = get_embs('http://data.doremus.org/artist/b82c0771-5280-39af-ad2e-8ace2f4ebda3')
rossini = get_embs('http://data.doremus.org/artist/c5d5735c-1095-3ed4-a20f-1208ab9567f9')
rossini_pp = get_embs('http://data.doremus.org/artist/32c2b0ff-35f1-3e65-b0ca-34aaf35f3d50')
beethoven = get_embs('http://data.doremus.org/artist/6963af5e-b126-3d40-a84b-97e0b78f5452')
mozart = get_embs('http://data.doremus.org/artist/4802a043-23bb-3b8d-a443-4a3bd22ccc63')
ravel = get_embs('http://data.doremus.org/artist/1b1205f9-b99a-3bb8-ba77-256689af2e00')
gershwin = get_embs('http://data.doremus.org/artist/5b2ec204-a456-3aa2-8ac7-25305464add8')
coltrane = get_embs('http://data.doremus.org/artist/5425efed-002f-3638-a7b0-ad379a2bf63d')



    











In [ ]:



    






    











In [53]:



    


preds = sess.run(logits, feed_dict={X: verdi.reshape(1,462), Y: test_label[0].reshape(1,462)})
print(preds)
nearest = find(preds[0])



    


















    






[[ 6.60e-04  1.05e-03  2.64e-04  2.41e-03  2.74e-04 -1.24e-03  1.35e-03
   6.77e-04  2.06e-03  2.89e-04 -1.46e-03 -1.92e-03 -1.60e-03  3.89e-03
   1.10e-04 -1.05e-03 -5.48e-04 -9.02e-04  5.97e-05  1.10e-03  1.76e-03
   1.48e-03  2.17e-04  8.56e-04 -1.73e-03 -3.34e-04  2.48e-03 -7.35e-04
  -1.05e-03 -2.25e-03  1.79e-03  1.19e-03  6.42e-04 -1.29e-03 -2.61e-03
   2.25e-03 -1.47e-03 -6.53e-04  1.94e-03  6.40e-04 -1.46e-03 -9.78e-04
  -5.01e-04 -7.89e-04  4.47e-04 -2.89e-03 -9.98e-04  1.07e-03 -3.23e-03
   1.58e-03 -4.17e-04  5.60e-04 -3.89e-04  8.92e-04 -3.36e-04 -2.84e-03
   7.41e-04 -2.46e-04 -8.98e-04 -1.08e-03  9.27e-04 -2.12e-03  1.17e-03
  -6.55e-04 -1.21e-04  2.42e-03 -4.90e-03  6.15e-04 -2.84e-03 -8.44e-04
   1.93e-03  1.62e-03 -1.05e-03 -4.73e-04 -1.31e-03 -1.57e-04 -1.06e-03
  -8.28e-04  4.58e-03 -1.90e-03  3.88e-01  3.65e-01 -5.19e-04  2.37e-04
   2.45e-04 -1.28e-03 -5.59e-04 -1.49e-03  1.19e-03  5.81e-04  1.12e-03
   5.26e-04 -2.87e-04 -2.06e-05 -7.21e-04  6.72e-04  6.37e-04 -6.30e-04
   3.54e-04 -2.13e-04  1.44e-03 -5.08e-04 -7.39e-04  3.37e-04  7.07e-05
   7.36e-04  1.31e-03 -7.93e-04 -6.75e-04 -1.43e-04 -7.18e-04  8.39e-04
   8.19e-04 -1.15e-04  2.30e-04 -3.73e-04 -1.02e-03 -1.65e-04 -5.92e-05
  -5.90e-04  7.27e-04 -1.40e-04 -6.98e-04 -8.77e-06 -3.21e-04 -8.85e-04
   1.72e-04  3.61e-04  8.93e-04 -1.13e-03 -3.44e-04 -2.83e-05 -4.82e-04
  -1.72e-04  7.99e-04  7.22e-04 -6.53e-04 -6.88e-04  8.85e-04  1.51e-03
   1.08e-03  4.10e-04  3.47e-04  5.47e-04  8.89e-04  1.52e-04 -8.00e-05
   3.21e-04 -4.78e-04  5.75e-05  2.98e-04 -6.58e-04  5.80e-04  1.66e-04
  -5.67e-04 -1.52e-03  1.02e-04 -1.18e-03  2.75e-04  1.96e-04 -1.31e-03
   1.37e-04 -5.22e-02 -5.24e-02 -5.32e-02 -5.66e-02 -5.30e-02  5.30e-02
  -5.28e-02 -8.46e-02 -5.46e-02 -5.25e-02 -5.54e-02 -5.29e-02 -5.17e-02
  -5.33e-02 -5.45e-02  5.17e-02  5.71e-02  5.51e-02 -5.34e-02  5.51e-02
  -7.45e-02 -5.60e-02 -5.68e-02  6.44e-02 -5.27e-02  5.18e-02 -5.34e-02
  -5.30e-02 -5.54e-02 -6.64e-02 -5.34e-02 -5.31e-02 -4.98e-02 -5.55e-02
   5.24e-02 -5.26e-02  5.67e-02  5.08e-02 -5.10e-02  5.22e-02  5.27e-02
  -5.45e-02 -4.70e-02 -5.52e-02  5.50e-02  5.04e-02  5.41e-02  5.46e-02
  -5.25e-02 -5.36e-02  5.32e-02 -5.05e-02 -5.29e-02 -5.53e-02 -5.55e-02
   4.70e-02 -5.34e-02 -4.74e-02 -4.88e-02 -5.41e-02  5.79e-02 -5.23e-02
  -5.61e-02  5.87e-02  5.22e-02  5.53e-02  6.52e-02 -7.86e-02 -5.27e-02
   5.59e-02  5.18e-02  1.76e-02  5.37e-02 -5.23e-02  5.34e-02 -5.39e-02
  -5.34e-02  4.88e-02  2.08e-02  5.23e-02  5.26e-02  5.30e-02 -5.35e-02
   5.19e-02  5.42e-02 -5.22e-02  5.65e-02 -5.40e-02  5.34e-02  5.50e-02
  -5.32e-02 -5.14e-02 -5.20e-02  5.15e-02  5.31e-02  5.22e-02 -3.92e-02
  -4.73e-02  5.32e-02  6.26e-02  2.20e-03 -2.40e-02 -2.46e-03 -1.89e-02
  -1.94e-02 -1.13e-02 -3.84e-03 -1.74e-02 -6.63e-03  3.10e-02  4.95e-03
   7.88e-03 -1.39e-02  7.60e-03 -1.23e-03 -4.44e-03 -4.51e-03 -1.65e-03
  -3.63e-02  1.19e-02 -1.00e-02 -3.58e-02  1.09e-03 -9.34e-03  4.42e-03
  -5.73e-03  2.06e-03  1.33e-02 -1.43e-03 -4.23e-03 -9.23e-03  2.57e-03
  -5.28e-03  4.23e-03  1.81e-02 -7.40e-03 -1.66e-02 -3.62e-03  4.76e-03
  -5.33e-03  3.19e-03 -1.84e-02  1.67e-02  2.21e-02 -5.48e-03  6.00e-03
   3.65e-03  2.01e-02 -1.21e-02  1.03e-02  4.99e-03  9.22e-03  1.06e-02
   1.44e-03  8.96e-03 -1.65e-02  2.14e-02 -2.56e-02  2.43e-02 -1.43e-02
  -8.47e-03 -2.54e-02 -3.84e-03  8.05e-03 -7.75e-03 -7.66e-05 -1.86e-02
   1.14e-02  1.83e-02  1.66e-02 -4.75e-03  1.16e-03 -1.79e-02 -1.33e-02
  -1.07e-02 -6.93e-03  5.70e-03 -5.99e-03  2.16e-02  1.39e-02  6.23e-03
   4.56e-03 -3.16e-03  1.78e-02 -2.29e-02  1.70e-02 -2.04e-03  4.48e-03
  -1.52e-02 -1.64e-02 -2.41e-03  1.58e-02 -8.16e-03  3.68e-03 -6.61e-03
  -1.44e-02 -1.35e-02 -7.85e-04 -8.86e-03 -1.84e-02 -1.16e-01  7.12e-02
   1.32e-01 -6.13e-02 -2.81e-02 -8.80e-03 -6.89e-02  3.53e-02 -7.46e-03
  -1.00e-02 -1.01e-01  1.01e-01 -6.41e-02  4.07e-02  5.95e-02  6.34e-02
   8.15e-03 -4.42e-02  1.89e-03  1.24e-01 -2.24e-02 -7.52e-02  9.78e-02
  -1.09e-01 -1.99e-02  4.17e-02 -6.86e-02 -1.05e-01 -1.85e-02  2.56e-02
   1.51e-02  3.85e-02 -4.28e-02  1.16e-01 -2.85e-02  1.20e-01  5.68e-02
  -1.29e-01  2.42e-02  4.95e-04 -2.72e-02  6.34e-02  1.78e-02  6.78e-02
  -1.91e-03 -5.88e-02  3.65e-02 -6.13e-02  5.09e-02 -9.14e-02 -2.66e-02
  -1.36e-02  1.16e-01 -3.94e-02 -1.11e-01  7.31e-02  1.23e-01 -4.08e-02
   6.39e-02  1.71e-02 -7.53e-02  5.57e-02 -2.63e-02  4.83e-02 -9.58e-02
   1.98e-02  1.46e-03 -5.91e-02 -2.23e-02 -5.95e-02  2.40e-02  7.55e-02
   7.93e-02  1.20e-02 -2.15e-02  6.62e-02 -2.62e-02  6.37e-02 -8.77e-02
   7.79e-02 -5.61e-02 -5.80e-02  2.15e-03 -6.99e-02 -8.27e-02 -2.81e-02
   3.95e-02 -4.32e-02 -4.48e-02  4.09e-02 -5.94e-03 -6.16e-02 -5.92e-02
   9.31e-02  7.23e-02  5.34e-02 -2.50e-02  8.72e-02  1.91e-02 -3.01e-02]]
computing scores
http://data.doremus.org/artist/f21bdcb3-565c-3a69-aa3f-67680a28e824 0.8088613665709461
Georg Friedrich Haendel
http://data.doremus.org/artist/ccd96d60-d076-3e57-b332-33d0e60c5df0 0.8068066614999818
Sergueï Prokofiev
http://data.doremus.org/artist/868baf0f-058c-3db9-a72a-6a2a3ce3dd37 0.8059759695980622
Franz Schreker
http://data.doremus.org/artist/9dbaadc5-e795-3306-982c-8b2bd5187340 0.805027486364204
Bedřich Smetana

















In [34]:



    


preds = sess.run(logits, feed_dict={X: verdi.reshape(1,342), Y: test_label[0].reshape(1,342)})
preds /= 1000
print(preds)

nearest = find(preds[0])



    


















    






---------------------------------------------------------------------------
ValueError                                Traceback (most recent call last)
<ipython-input-34-7d9023c414c3> in <module>()
----> 1 preds = sess.run(logits, feed_dict={X: verdi.reshape(1,342), Y: test_label[0].reshape(1,342)})
      2 preds /= 1000
      3 print(preds)
      4 
      5 nearest = find(preds[0])

ValueError: cannot reshape array of size 462 into shape (1,342)
















In [ ]:



    






    











In [ ]:

Content source: DOREMUS-ANR/recommender

Similar notebooks:

notebook.community | gallery | about