{ "cells": [ { "cell_type": "code", "execution_count": 1, "metadata": {}, "outputs": [], "source": [ "import pandas as pd\n", "import numpy as np\n", "import matplotlib\n", "import matplotlib.pyplot as plt\n", "%matplotlib inline \n", "import urllib.request\n", "import urllib.parse\n", "import urllib.error\n", "import json\n", "import base64\n", "import configparser\n", "from bs4 import BeautifulSoup\n", "import re\n", "import pymongo\n", "from datetime import datetime\n", "import time\n", "import collections\n", "import editdistance" ] }, { "cell_type": "code", "execution_count": 2, "metadata": {}, "outputs": [], "source": [ "# Open a connection to the Mongo server\n", "client = pymongo.MongoClient('mongodb://localhost:27017/')" ] }, { "cell_type": "code", "execution_count": 3, "metadata": {}, "outputs": [], "source": [ "# Create a database and a collections within it.\n", "songs_db = client.songs\n", "albums = songs_db.albums\n", "tracks = songs_db.tracks\n", "genius_tracks = songs_db.gtracks\n", "discog_tracks = songs_db.discog_tracks" ] }, { "cell_type": "code", "execution_count": 4, "metadata": {}, "outputs": [ { "data": { "text/plain": [ "['app_name', 'consumer_key', 'consumer_secret', 'token']" ] }, "execution_count": 4, "metadata": {}, "output_type": "execute_result" } ], "source": [ "config = configparser.ConfigParser()\n", "config.read('secrets.ini')\n", "[k for k in config['discogs']]" ] }, { "cell_type": "code", "execution_count": 5, "metadata": {}, "outputs": [], "source": [ "def get_audio_features(track_ids, auth_type, auth_token):\n", " url = 'https://api.spotify.com/v1/audio-features?ids={ids}'.format(ids=','.join(track_ids))\n", " headers = {'Authorization': auth_type + ' ' + auth_token}\n", " request = urllib.request.Request(url, headers=headers, method='GET')\n", " \n", " for _ in range(10):\n", " try:\n", " with urllib.request.urlopen(request) as f:\n", " response = json.loads(f.read().decode('utf-8'))\n", " for track in response['audio_features']:\n", " tracks.update_one({'_id': track['id']}, {'$set': track})\n", " break\n", " except urllib.error.HTTPError as e:\n", " print(\"Rate limited. Pausing for\", e.info()['Retry-After'])\n", " time.sleep(int(e.info()['Retry-After']) + 0.5)\n", " continue " ] }, { "cell_type": "code", "execution_count": 7, "metadata": {}, "outputs": [], "source": [ "# /database/search?q={query}&{?type,title,release_title,credit,artist,anv,label,genre,style,country,year,format,catno,barcode,track,submitter,contributor}" ] }, { "cell_type": "code", "execution_count": 8, "metadata": {}, "outputs": [], "source": [ "def get_artists(artist_name):\n", " query = urllib.parse.urlencode({'q': artist_name, 'type': 'artist'})\n", " # query = urllib.parse.urlencode({'q': artist_name})\n", " url = 'https://api.discogs.com/database/search?{}'.format(query)\n", " headers = {'Authorization': 'Discogs token=' + config['discogs']['token']}\n", " artists = []\n", " while url:\n", " request = urllib.request.Request(url, headers=headers, method='GET')\n", " with urllib.request.urlopen(request) as f:\n", " response = json.loads(f.read().decode('utf-8'))\n", " artists += response['results']\n", " if 'next' in response['pagination']['urls']:\n", " url = response['pagination']['urls']['next']\n", " else:\n", " url = None\n", " return artists" ] }, { "cell_type": "code", "execution_count": 9, "metadata": {}, "outputs": [], "source": [ "def discogs_search(search_params, show_progress=False):\n", " query = urllib.parse.urlencode(search_params)\n", " url = 'https://api.discogs.com/database/search?{}'.format(query)\n", " headers = {'Authorization': 'Discogs token=' + config['discogs']['token']}\n", " results = []\n", " while url:\n", " try:\n", " request = urllib.request.Request(url, headers=headers, method='GET')\n", " with urllib.request.urlopen(request) as f:\n", " response = json.loads(f.read().decode('utf-8'))\n", " if show_progress:\n", " print('Retrieved page', response['pagination']['page'], 'of', response['pagination']['pages'],\n", " ';', f.info()['X-Discogs-Ratelimit-Remaining'], 'requests before rate limit')\n", " results += response['results']\n", " if 'next' in response['pagination']['urls']:\n", " url = response['pagination']['urls']['next']\n", " else:\n", " url = None\n", " if int(f.info()['X-Discogs-Ratelimit-Remaining']) <= 1:\n", " if show_progress:\n", " print('Rate limit: sleeping')\n", " time.sleep(3)\n", " except urllib.error.HTTPError as e:\n", "# print(\"Rate limited. Pausing for\", e.info()['Retry-After'])\n", "# time.sleep(int(e.info()['Retry-After']) + 0.5)\n", " print('Rate limited. Sleeping for 62 seconds')\n", " time.sleep(62)\n", " continue\n", " return results" ] }, { "cell_type": "code", "execution_count": 10, "metadata": {}, "outputs": [], "source": [ "def get_artist_albums(artist_name, show_progress=False):\n", " return discogs_search({'artist': artist_name, \n", " 'format': 'album'},\n", " show_progress=show_progress) " ] }, { "cell_type": "code", "execution_count": 8, "metadata": {}, "outputs": [ { "data": { "text/plain": [ "211" ] }, "execution_count": 8, "metadata": {}, "output_type": "execute_result" } ], "source": [ "nivs = get_artists('Nirvana')\n", "len(nivs)" ] }, { "cell_type": "code", "execution_count": 9, "metadata": {}, "outputs": [ { "data": { "text/plain": [ "[{'id': 125246,\n", " 'resource_url': 'https://api.discogs.com/artists/125246',\n", " 'thumb': 'https://img.discogs.com/_W4bvRx11IqhvAG8eqjofA5MqhM=/150x150/smart/filters:strip_icc():format(jpeg):mode_rgb():quality(40)/discogs-images/A-125246-1501285200-3058.jpeg.jpg',\n", " 'title': 'Nirvana',\n", " 'type': 'artist',\n", " 'uri': '/artist/125246-Nirvana'},\n", " {'id': 307513,\n", " 'resource_url': 'https://api.discogs.com/artists/307513',\n", " 'thumb': 'https://img.discogs.com/ib710cDa2aK62NZIOqgb3AyGqd8=/150x150/smart/filters:strip_icc():format(jpeg):mode_rgb():quality(40)/discogs-images/A-307513-1270236942.jpeg.jpg',\n", " 'title': 'Nirvana (2)',\n", " 'type': 'artist',\n", " 'uri': '/artist/307513-Nirvana-2'},\n", " {'id': 1087206,\n", " 'resource_url': 'https://api.discogs.com/artists/1087206',\n", " 'thumb': 'https://img.discogs.com/rRzxkphLYtHr8bD9v8UPucd1zos=/150x150/smart/filters:strip_icc():format(jpeg):mode_rgb():quality(40)/discogs-images/A-1087206-1266869411.jpeg.jpg',\n", " 'title': 'Nirvana 2002',\n", " 'type': 'artist',\n", " 'uri': '/artist/1087206-Nirvana-2002'},\n", " {'id': 2744248,\n", " 'resource_url': 'https://api.discogs.com/artists/2744248',\n", " 'thumb': '',\n", " 'title': 'Nirvana (10)',\n", " 'type': 'artist',\n", " 'uri': '/artist/2744248-Nirvana-10'},\n", " {'id': 1082359,\n", " 'resource_url': 'https://api.discogs.com/artists/1082359',\n", " 'thumb': '',\n", " 'title': 'Nirvana (6)',\n", " 'type': 'artist',\n", " 'uri': '/artist/1082359-Nirvana-6'},\n", " {'id': 1176738,\n", " 'resource_url': 'https://api.discogs.com/artists/1176738',\n", " 'thumb': 'https://img.discogs.com/aNOZPb9y_N9oBE3GsBSOyAbl8Jw=/150x150/smart/filters:strip_icc():format(jpeg):mode_rgb():quality(40)/discogs-images/A-1176738-1317705549.jpeg.jpg',\n", " 'title': 'Nirvana (7)',\n", " 'type': 'artist',\n", " 'uri': '/artist/1176738-Nirvana-7'},\n", " {'id': 457609,\n", " 'resource_url': 'https://api.discogs.com/artists/457609',\n", " 'thumb': '',\n", " 'title': 'Nirvana (4)',\n", " 'type': 'artist',\n", " 'uri': '/artist/457609-Nirvana-4'},\n", " {'id': 816495,\n", " 'resource_url': 'https://api.discogs.com/artists/816495',\n", " 'thumb': '',\n", " 'title': 'Nirvana (5)',\n", " 'type': 'artist',\n", " 'uri': '/artist/816495-Nirvana-5'},\n", " {'id': 1389061,\n", " 'resource_url': 'https://api.discogs.com/artists/1389061',\n", " 'thumb': '',\n", " 'title': 'Nirvana (8)',\n", " 'type': 'artist',\n", " 'uri': '/artist/1389061-Nirvana-8'},\n", " {'id': 319676,\n", " 'resource_url': 'https://api.discogs.com/artists/319676',\n", " 'thumb': '',\n", " 'title': 'Nirvana (3)',\n", " 'type': 'artist',\n", " 'uri': '/artist/319676-Nirvana-3'},\n", " {'id': 2414323,\n", " 'resource_url': 'https://api.discogs.com/artists/2414323',\n", " 'thumb': '',\n", " 'title': 'El Nirvana',\n", " 'type': 'artist',\n", " 'uri': '/artist/2414323-El-Nirvana'},\n", " {'id': 965460,\n", " 'resource_url': 'https://api.discogs.com/artists/965460',\n", " 'thumb': 'https://img.discogs.com/lKd9XKjjA4UdM3EACxpFyvx2EAg=/150x150/smart/filters:strip_icc():format(jpeg):mode_rgb():quality(40)/discogs-images/A-965460-1370853336-6662.jpeg.jpg',\n", " 'title': 'The Nirvana Devils',\n", " 'type': 'artist',\n", " 'uri': '/artist/965460-The-Nirvana-Devils'},\n", " {'id': 934885,\n", " 'resource_url': 'https://api.discogs.com/artists/934885',\n", " 'thumb': '',\n", " 'title': 'Nirvana Bros.',\n", " 'type': 'artist',\n", " 'uri': '/artist/934885-Nirvana-Bros'},\n", " {'id': 45870,\n", " 'resource_url': 'https://api.discogs.com/artists/45870',\n", " 'thumb': '',\n", " 'title': 'The Nirvana Sitar & String Group',\n", " 'type': 'artist',\n", " 'uri': '/artist/45870-The-Nirvana-Sitar-String-Group'},\n", " {'id': 5145389,\n", " 'resource_url': 'https://api.discogs.com/artists/5145389',\n", " 'thumb': 'https://img.discogs.com/EA_6CSDYYf766HuxqrbsAvxxYyA=/150x150/smart/filters:strip_icc():format(jpeg):mode_rgb():quality(40)/discogs-images/A-5145389-1468099375-2943.jpeg.jpg',\n", " 'title': 'Nirvana (14)',\n", " 'type': 'artist',\n", " 'uri': '/artist/5145389-Nirvana-14'},\n", " {'id': 3465490,\n", " 'resource_url': 'https://api.discogs.com/artists/3465490',\n", " 'thumb': 'https://img.discogs.com/0gpHsrsKw94p0y2PaQwxIhUjjng=/150x150/smart/filters:strip_icc():format(jpeg):mode_rgb():quality(40)/discogs-images/A-3465490-1379316060-1118.jpeg.jpg',\n", " 'title': 'Approaching Nirvana',\n", " 'type': 'artist',\n", " 'uri': '/artist/3465490-Approaching-Nirvana'},\n", " {'id': 4634135,\n", " 'resource_url': 'https://api.discogs.com/artists/4634135',\n", " 'thumb': '',\n", " 'title': 'Nirvana (13)',\n", " 'type': 'artist',\n", " 'uri': '/artist/4634135-Nirvana-13'},\n", " {'id': 5047262,\n", " 'resource_url': 'https://api.discogs.com/artists/5047262',\n", " 'thumb': '',\n", " 'title': 'Nirvana Kelly',\n", " 'type': 'artist',\n", " 'uri': '/artist/5047262-Nirvana-Kelly'},\n", " {'id': 520870,\n", " 'resource_url': 'https://api.discogs.com/artists/520870',\n", " 'thumb': '',\n", " 'title': 'The Attainment Of Nirvana',\n", " 'type': 'artist',\n", " 'uri': '/artist/520870-The-Attainment-Of-Nirvana'},\n", " {'id': 1907189,\n", " 'resource_url': 'https://api.discogs.com/artists/1907189',\n", " 'thumb': '',\n", " 'title': 'Paulette \"Nirvana\" Buckley',\n", " 'type': 'artist',\n", " 'uri': '/artist/1907189-Paulette-Nirvana-Buckley'},\n", " {'id': 1286267,\n", " 'resource_url': 'https://api.discogs.com/artists/1286267',\n", " 'thumb': '',\n", " 'title': 'The Nirvana',\n", " 'type': 'artist',\n", " 'uri': '/artist/1286267-The-Nirvana'},\n", " {'id': 2888206,\n", " 'resource_url': 'https://api.discogs.com/artists/2888206',\n", " 'thumb': '',\n", " 'title': 'Nada Nirvana',\n", " 'type': 'artist',\n", " 'uri': '/artist/2888206-Nada-Nirvana'},\n", " {'id': 4809078,\n", " 'resource_url': 'https://api.discogs.com/artists/4809078',\n", " 'thumb': '',\n", " 'title': 'The Nirvana Ensemble',\n", " 'type': 'artist',\n", " 'uri': '/artist/4809078-The-Nirvana-Ensemble'},\n", " {'id': 1459803,\n", " 'resource_url': 'https://api.discogs.com/artists/1459803',\n", " 'thumb': 'https://img.discogs.com/WLzN-1q-wHw4_Jy_YzS3hcVSohA=/150x150/smart/filters:strip_icc():format(jpeg):mode_rgb():quality(40)/discogs-images/A-1459803-1420753729-4099.jpeg.jpg',\n", " 'title': 'Nirvana Savoury',\n", " 'type': 'artist',\n", " 'uri': '/artist/1459803-Nirvana-Savoury'},\n", " {'id': 2728399,\n", " 'resource_url': 'https://api.discogs.com/artists/2728399',\n", " 'thumb': '',\n", " 'title': 'The Nirvana (2)',\n", " 'type': 'artist',\n", " 'uri': '/artist/2728399-The-Nirvana-2'},\n", " {'id': 501548,\n", " 'resource_url': 'https://api.discogs.com/artists/501548',\n", " 'thumb': '',\n", " 'title': 'Nirvana 1 Way',\n", " 'type': 'artist',\n", " 'uri': '/artist/501548-Nirvana-1-Way'},\n", " {'id': 2100392,\n", " 'resource_url': 'https://api.discogs.com/artists/2100392',\n", " 'thumb': '',\n", " 'title': 'Last Casino In Nirvana',\n", " 'type': 'artist',\n", " 'uri': '/artist/2100392-Last-Casino-In-Nirvana'},\n", " {'id': 2852124,\n", " 'resource_url': 'https://api.discogs.com/artists/2852124',\n", " 'thumb': '',\n", " 'title': 'The Nirvana Banana',\n", " 'type': 'artist',\n", " 'uri': '/artist/2852124-The-Nirvana-Banana'},\n", " {'id': 1285360,\n", " 'resource_url': 'https://api.discogs.com/artists/1285360',\n", " 'thumb': '',\n", " 'title': 'Nirvana Banana',\n", " 'type': 'artist',\n", " 'uri': '/artist/1285360-Nirvana-Banana'},\n", " {'id': 3574712,\n", " 'resource_url': 'https://api.discogs.com/artists/3574712',\n", " 'thumb': '',\n", " 'title': 'Ricky Nirvana',\n", " 'type': 'artist',\n", " 'uri': '/artist/3574712-Ricky-Nirvana'},\n", " {'id': 3995371,\n", " 'resource_url': 'https://api.discogs.com/artists/3995371',\n", " 'thumb': '',\n", " 'title': 'Nirvana (12)',\n", " 'type': 'artist',\n", " 'uri': '/artist/3995371-Nirvana-12'},\n", " {'id': 2966881,\n", " 'resource_url': 'https://api.discogs.com/artists/2966881',\n", " 'thumb': '',\n", " 'title': 'Weed Nirvana',\n", " 'type': 'artist',\n", " 'uri': '/artist/2966881-Weed-Nirvana'},\n", " {'id': 3105291,\n", " 'resource_url': 'https://api.discogs.com/artists/3105291',\n", " 'thumb': 'https://img.discogs.com/5AlLJ0bpJ3E8l0YeeK0VJ8a9zhw=/150x150/smart/filters:strip_icc():format(jpeg):mode_rgb():quality(40)/discogs-images/A-3105291-1358422778-8324.jpeg.jpg',\n", " 'title': 'Nirvana (11)',\n", " 'type': 'artist',\n", " 'uri': '/artist/3105291-Nirvana-11'},\n", " {'id': 3758745,\n", " 'resource_url': 'https://api.discogs.com/artists/3758745',\n", " 'thumb': '',\n", " 'title': 'Nihil Nirvana',\n", " 'type': 'artist',\n", " 'uri': '/artist/3758745-Nihil-Nirvana'},\n", " {'id': 4143675,\n", " 'resource_url': 'https://api.discogs.com/artists/4143675',\n", " 'thumb': 'https://img.discogs.com/1ZeMPWI6ymipI8HTLBrlAyRL88A=/150x150/smart/filters:strip_icc():format(jpeg):mode_rgb():quality(40)/discogs-images/A-4143675-1486326311-8056.jpeg.jpg',\n", " 'title': 'Nirvanass',\n", " 'type': 'artist',\n", " 'uri': '/artist/4143675-Nirvanass'},\n", " {'id': 3189817,\n", " 'resource_url': 'https://api.discogs.com/artists/3189817',\n", " 'thumb': '',\n", " 'title': 'Takis Nirvanas And The 4 Chambers',\n", " 'type': 'artist',\n", " 'uri': '/artist/3189817-Takis-Nirvanas-And-The-4-Chambers'},\n", " {'id': 3221382,\n", " 'resource_url': 'https://api.discogs.com/artists/3221382',\n", " 'thumb': '',\n", " 'title': 'Nirvana Groove',\n", " 'type': 'artist',\n", " 'uri': '/artist/3221382-Nirvana-Groove'},\n", " {'id': 6117976,\n", " 'resource_url': 'https://api.discogs.com/artists/6117976',\n", " 'thumb': 'https://img.discogs.com/m30asJH43XlR40lgQA2eo6oRwlY=/150x150/smart/filters:strip_icc():format(jpeg):mode_rgb():quality(40)/discogs-images/A-6117976-1510262760-3077.jpeg.jpg',\n", " 'title': 'Nirvana (15)',\n", " 'type': 'artist',\n", " 'uri': '/artist/6117976-Nirvana-15'},\n", " {'id': 2337392,\n", " 'resource_url': 'https://api.discogs.com/artists/2337392',\n", " 'thumb': '',\n", " 'title': 'Nirvana Curve',\n", " 'type': 'artist',\n", " 'uri': '/artist/2337392-Nirvana-Curve'},\n", " {'id': 3801487,\n", " 'resource_url': 'https://api.discogs.com/artists/3801487',\n", " 'thumb': '',\n", " 'title': 'Nirvana Gherbaz Duraković',\n", " 'type': 'artist',\n", " 'uri': '/artist/3801487-Nirvana-Gherbaz-Duraković'},\n", " {'id': 5305718,\n", " 'resource_url': 'https://api.discogs.com/artists/5305718',\n", " 'thumb': '',\n", " 'title': 'Nirvana Teen Spirit',\n", " 'type': 'artist',\n", " 'uri': '/artist/5305718-Nirvana-Teen-Spirit'},\n", " {'id': 5753423,\n", " 'resource_url': 'https://api.discogs.com/artists/5753423',\n", " 'thumb': '',\n", " 'title': 'Nirvana Meditation Orchestra',\n", " 'type': 'artist',\n", " 'uri': '/artist/5753423-Nirvana-Meditation-Orchestra'}]" ] }, "execution_count": 9, "metadata": {}, "output_type": "execute_result" } ], "source": [ "[n for n in nivs if 'Nirvana' in n['title']]" ] }, { "cell_type": "code", "execution_count": 10, "metadata": {}, "outputs": [ { "data": { "text/plain": [ "701" ] }, "execution_count": 10, "metadata": {}, "output_type": "execute_result" } ], "source": [ "tbs = get_artists('The Beatles')\n", "len(tbs)" ] }, { "cell_type": "code", "execution_count": 11, "metadata": {}, "outputs": [ { "data": { "text/plain": [ "3" ] }, "execution_count": 11, "metadata": {}, "output_type": "execute_result" } ], "source": [ "atbs = [a for a in tbs if re.match('^The Beatles(\\s\\(\\d+\\))?$', a['title'])]\n", "len(atbs)" ] }, { "cell_type": "code", "execution_count": 12, "metadata": {}, "outputs": [ { "data": { "text/plain": [ "[{'id': 82730,\n", " 'resource_url': 'https://api.discogs.com/artists/82730',\n", " 'thumb': 'https://img.discogs.com/z5jHbqQZ7JJ-g0OKPfpX-3luLpo=/150x150/smart/filters:strip_icc():format(jpeg):mode_rgb():quality(40)/discogs-images/A-82730-1319532675.jpeg.jpg',\n", " 'title': 'The Beatles',\n", " 'type': 'artist',\n", " 'uri': '/artist/82730-The-Beatles'},\n", " {'id': 2517607,\n", " 'resource_url': 'https://api.discogs.com/artists/2517607',\n", " 'thumb': '',\n", " 'title': 'The Beatles (2)',\n", " 'type': 'artist',\n", " 'uri': '/artist/2517607-The-Beatles-2'},\n", " {'id': 4290435,\n", " 'resource_url': 'https://api.discogs.com/artists/4290435',\n", " 'thumb': '',\n", " 'title': 'The Beatles (3)',\n", " 'type': 'artist',\n", " 'uri': '/artist/4290435-The-Beatles-3'}]" ] }, "execution_count": 12, "metadata": {}, "output_type": "execute_result" } ], "source": [ "atbs" ] }, { "cell_type": "code", "execution_count": 13, "metadata": {}, "outputs": [ { "data": { "text/plain": [ "{'id': 82730,\n", " 'resource_url': 'https://api.discogs.com/artists/82730',\n", " 'thumb': 'https://img.discogs.com/z5jHbqQZ7JJ-g0OKPfpX-3luLpo=/150x150/smart/filters:strip_icc():format(jpeg):mode_rgb():quality(40)/discogs-images/A-82730-1319532675.jpeg.jpg',\n", " 'title': 'The Beatles',\n", " 'type': 'artist',\n", " 'uri': '/artist/82730-The-Beatles'}" ] }, "execution_count": 13, "metadata": {}, "output_type": "execute_result" } ], "source": [ "beatles_keys = [a for a in atbs if a['id'] == 82730][0]\n", "beatles_keys" ] }, { "cell_type": "code", "execution_count": 11, "metadata": {}, "outputs": [], "source": [ "def get_artist(artist_keys):\n", " url = artist_keys['resource_url']\n", " headers = {'Authorization': 'Discogs token=' + config['discogs']['token']}\n", " request = urllib.request.Request(url, headers=headers, method='GET')\n", " with urllib.request.urlopen(request) as f:\n", " response = json.loads(f.read().decode('utf-8'))\n", " return response " ] }, { "cell_type": "code", "execution_count": 12, "metadata": {}, "outputs": [], "source": [ "def get_by_url(url):\n", " headers = {'Authorization': 'Discogs token=' + config['discogs']['token']}\n", " request = urllib.request.Request(url, headers=headers, method='GET')\n", " with urllib.request.urlopen(request) as f:\n", " response = json.loads(f.read().decode('utf-8'))\n", " return response " ] }, { "cell_type": "code", "execution_count": 22, "metadata": {}, "outputs": [ { "data": { "text/plain": [ "dict_keys(['urls', 'members', 'images', 'name', 'profile', 'uri', 'resource_url', 'namevariations', 'releases_url', 'aliases', 'data_quality', 'id'])" ] }, "execution_count": 22, "metadata": {}, "output_type": "execute_result" } ], "source": [ "beatles_data = get_artist(beatles_keys)\n", "beatles_data.keys()" ] }, { "cell_type": "code", "execution_count": 26, "metadata": {}, "outputs": [ { "data": { "text/plain": [ "'Needs Vote'" ] }, "execution_count": 26, "metadata": {}, "output_type": "execute_result" } ], "source": [ "beatles_data['data_quality']" ] }, { "cell_type": "code", "execution_count": 13, "metadata": {}, "outputs": [], "source": [ "def get_releases(releases_url, show_progress=False):\n", " url = releases_url\n", " headers = {'Authorization': 'Discogs token=' + config['discogs']['token']}\n", " releases = []\n", " while url:\n", " request = urllib.request.Request(url, headers=headers, method='GET')\n", " try:\n", " with urllib.request.urlopen(request) as f:\n", " response = json.loads(f.read().decode('utf-8'))\n", " if show_progress:\n", " print('Retrieved page', response['pagination']['page'], 'of', response['pagination']['pages'])\n", " releases += response['releases']\n", " if 'next' in response['pagination']['urls']:\n", " url = response['pagination']['urls']['next']\n", " else:\n", " url = None\n", " except urllib.error.HTTPError as e:\n", "# print(\"Rate limited. Pausing for\", e.info()['Retry-After'])\n", "# time.sleep(int(e.info()['Retry-After']) + 0.5)\n", " print('Rate limited. Sleeping for 62 seconds')\n", " time.sleep(62)\n", " continue\n", "\n", " return releases" ] }, { "cell_type": "code", "execution_count": 32, "metadata": {}, "outputs": [ { "ename": "KeyError", "evalue": "'results'", "output_type": "error", "traceback": [ "\u001b[0;31m---------------------------------------------------------------------------\u001b[0m", "\u001b[0;31mKeyError\u001b[0m Traceback (most recent call last)", "\u001b[0;32m\u001b[0m in \u001b[0;36m\u001b[0;34m()\u001b[0m\n\u001b[0;32m----> 1\u001b[0;31m \u001b[0mbeatles_releases\u001b[0m \u001b[0;34m=\u001b[0m \u001b[0mget_releases\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0mbeatles_data\u001b[0m\u001b[0;34m[\u001b[0m\u001b[0;34m'releases_url'\u001b[0m\u001b[0;34m]\u001b[0m\u001b[0;34m)\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[0m\u001b[1;32m 2\u001b[0m \u001b[0mbeatles_releases\u001b[0m\u001b[0;34m.\u001b[0m\u001b[0mkeys\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0;34m)\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n", "\u001b[0;32m\u001b[0m in \u001b[0;36mget_releases\u001b[0;34m(releases_url)\u001b[0m\n\u001b[1;32m 8\u001b[0m \u001b[0;32mwith\u001b[0m \u001b[0murllib\u001b[0m\u001b[0;34m.\u001b[0m\u001b[0mrequest\u001b[0m\u001b[0;34m.\u001b[0m\u001b[0murlopen\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0mrequest\u001b[0m\u001b[0;34m)\u001b[0m \u001b[0;32mas\u001b[0m \u001b[0mf\u001b[0m\u001b[0;34m:\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[1;32m 9\u001b[0m \u001b[0mresponse\u001b[0m \u001b[0;34m=\u001b[0m \u001b[0mjson\u001b[0m\u001b[0;34m.\u001b[0m\u001b[0mloads\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0mf\u001b[0m\u001b[0;34m.\u001b[0m\u001b[0mread\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0;34m)\u001b[0m\u001b[0;34m.\u001b[0m\u001b[0mdecode\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0;34m'utf-8'\u001b[0m\u001b[0;34m)\u001b[0m\u001b[0;34m)\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[0;32m---> 10\u001b[0;31m \u001b[0mreleases\u001b[0m \u001b[0;34m+=\u001b[0m \u001b[0mresponse\u001b[0m\u001b[0;34m[\u001b[0m\u001b[0;34m'results'\u001b[0m\u001b[0;34m]\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[0m\u001b[1;32m 11\u001b[0m \u001b[0;32mif\u001b[0m \u001b[0;34m'next'\u001b[0m \u001b[0;32min\u001b[0m \u001b[0mresponse\u001b[0m\u001b[0;34m[\u001b[0m\u001b[0;34m'pagination'\u001b[0m\u001b[0;34m]\u001b[0m\u001b[0;34m[\u001b[0m\u001b[0;34m'urls'\u001b[0m\u001b[0;34m]\u001b[0m\u001b[0;34m:\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[1;32m 12\u001b[0m \u001b[0murl\u001b[0m \u001b[0;34m=\u001b[0m \u001b[0mresponse\u001b[0m\u001b[0;34m[\u001b[0m\u001b[0;34m'pagination'\u001b[0m\u001b[0;34m]\u001b[0m\u001b[0;34m[\u001b[0m\u001b[0;34m'urls'\u001b[0m\u001b[0;34m]\u001b[0m\u001b[0;34m[\u001b[0m\u001b[0;34m'next'\u001b[0m\u001b[0;34m]\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n", "\u001b[0;31mKeyError\u001b[0m: 'results'" ] } ], "source": [ "beatles_releases = get_releases(beatles_data['releases_url'])\n", "beatles_releases.keys()" ] }, { "cell_type": "code", "execution_count": 35, "metadata": { "scrolled": true }, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "dict_keys(['pagination', 'releases'])\n", "dict_keys(['pagination', 'releases'])\n", "dict_keys(['pagination', 'releases'])\n", "dict_keys(['pagination', 'releases'])\n", "dict_keys(['pagination', 'releases'])\n", "dict_keys(['pagination', 'releases'])\n", "dict_keys(['pagination', 'releases'])\n", "dict_keys(['pagination', 'releases'])\n", "dict_keys(['pagination', 'releases'])\n", "dict_keys(['pagination', 'releases'])\n", "dict_keys(['pagination', 'releases'])\n", "dict_keys(['pagination', 'releases'])\n", "dict_keys(['pagination', 'releases'])\n", "dict_keys(['pagination', 'releases'])\n", "dict_keys(['pagination', 'releases'])\n", "dict_keys(['pagination', 'releases'])\n", "dict_keys(['pagination', 'releases'])\n", "dict_keys(['pagination', 'releases'])\n", "dict_keys(['pagination', 'releases'])\n", "dict_keys(['pagination', 'releases'])\n", "dict_keys(['pagination', 'releases'])\n", "dict_keys(['pagination', 'releases'])\n", "dict_keys(['pagination', 'releases'])\n", "dict_keys(['pagination', 'releases'])\n", "dict_keys(['pagination', 'releases'])\n", "dict_keys(['pagination', 'releases'])\n", "dict_keys(['pagination', 'releases'])\n", "dict_keys(['pagination', 'releases'])\n", "dict_keys(['pagination', 'releases'])\n", "dict_keys(['pagination', 'releases'])\n", "dict_keys(['pagination', 'releases'])\n", "dict_keys(['pagination', 'releases'])\n", "dict_keys(['pagination', 'releases'])\n", "dict_keys(['pagination', 'releases'])\n", "dict_keys(['pagination', 'releases'])\n", "dict_keys(['pagination', 'releases'])\n", "dict_keys(['pagination', 'releases'])\n", "dict_keys(['pagination', 'releases'])\n", "dict_keys(['pagination', 'releases'])\n", "dict_keys(['pagination', 'releases'])\n", "dict_keys(['pagination', 'releases'])\n", "dict_keys(['pagination', 'releases'])\n", "dict_keys(['pagination', 'releases'])\n", "dict_keys(['pagination', 'releases'])\n", "dict_keys(['pagination', 'releases'])\n", "dict_keys(['pagination', 'releases'])\n", "dict_keys(['pagination', 'releases'])\n", "dict_keys(['pagination', 'releases'])\n", "dict_keys(['pagination', 'releases'])\n", "dict_keys(['pagination', 'releases'])\n", "dict_keys(['pagination', 'releases'])\n", "dict_keys(['pagination', 'releases'])\n", "dict_keys(['pagination', 'releases'])\n", "dict_keys(['pagination', 'releases'])\n", "dict_keys(['pagination', 'releases'])\n", "dict_keys(['pagination', 'releases'])\n", "dict_keys(['pagination', 'releases'])\n", "dict_keys(['pagination', 'releases'])\n", "dict_keys(['pagination', 'releases'])\n", "dict_keys(['pagination', 'releases'])\n", "dict_keys(['pagination', 'releases'])\n", "dict_keys(['pagination', 'releases'])\n", "dict_keys(['pagination', 'releases'])\n", "dict_keys(['pagination', 'releases'])\n", "dict_keys(['pagination', 'releases'])\n", "dict_keys(['pagination', 'releases'])\n", "dict_keys(['pagination', 'releases'])\n", "dict_keys(['pagination', 'releases'])\n", "dict_keys(['pagination', 'releases'])\n", "dict_keys(['pagination', 'releases'])\n", "dict_keys(['pagination', 'releases'])\n", "dict_keys(['pagination', 'releases'])\n", "dict_keys(['pagination', 'releases'])\n", "dict_keys(['pagination', 'releases'])\n", "dict_keys(['pagination', 'releases'])\n", "dict_keys(['pagination', 'releases'])\n", "dict_keys(['pagination', 'releases'])\n", "dict_keys(['pagination', 'releases'])\n", "dict_keys(['pagination', 'releases'])\n", "dict_keys(['pagination', 'releases'])\n", "dict_keys(['pagination', 'releases'])\n", "dict_keys(['pagination', 'releases'])\n", "dict_keys(['pagination', 'releases'])\n", "dict_keys(['pagination', 'releases'])\n", "dict_keys(['pagination', 'releases'])\n", "dict_keys(['pagination', 'releases'])\n", "dict_keys(['pagination', 'releases'])\n", "dict_keys(['pagination', 'releases'])\n", "dict_keys(['pagination', 'releases'])\n", "dict_keys(['pagination', 'releases'])\n", "dict_keys(['pagination', 'releases'])\n", "dict_keys(['pagination', 'releases'])\n", "dict_keys(['pagination', 'releases'])\n", "dict_keys(['pagination', 'releases'])\n", "dict_keys(['pagination', 'releases'])\n", "dict_keys(['pagination', 'releases'])\n", "dict_keys(['pagination', 'releases'])\n", "dict_keys(['pagination', 'releases'])\n", "dict_keys(['pagination', 'releases'])\n", "dict_keys(['pagination', 'releases'])\n", "dict_keys(['pagination', 'releases'])\n", "dict_keys(['pagination', 'releases'])\n", "dict_keys(['pagination', 'releases'])\n", "dict_keys(['pagination', 'releases'])\n", "dict_keys(['pagination', 'releases'])\n", "dict_keys(['pagination', 'releases'])\n", "dict_keys(['pagination', 'releases'])\n", "dict_keys(['pagination', 'releases'])\n", "dict_keys(['pagination', 'releases'])\n", "dict_keys(['pagination', 'releases'])\n" ] } ], "source": [ "url = beatles_data['releases_url']\n", "headers = {'Authorization': 'Discogs token=' + config['discogs']['token']}\n", "releases = []\n", "while url:\n", " request = urllib.request.Request(url, headers=headers, method='GET')\n", " try:\n", " with urllib.request.urlopen(request) as f:\n", " response = json.loads(f.read().decode('utf-8'))\n", " print(response.keys())\n", " releases += response['releases']\n", " if 'next' in response['pagination']['urls']:\n", " url = response['pagination']['urls']['next']\n", " else:\n", " url = None\n", " except urllib.error.HTTPError as e:\n", "# print(\"Rate limited. Pausing for\", e.info()['Retry-After'])\n", "# time.sleep(int(e.info()['Retry-After']) + 0.5)\n", " print('Rate limited. Sleeping for 62 seconds')\n", " time.sleep(62)\n", " continue" ] }, { "cell_type": "code", "execution_count": 57, "metadata": {}, "outputs": [ { "ename": "AttributeError", "evalue": "'dict' object has no attribute 'info'", "output_type": "error", "traceback": [ "\u001b[0;31m---------------------------------------------------------------------------\u001b[0m", "\u001b[0;31mAttributeError\u001b[0m Traceback (most recent call last)", "\u001b[0;32m\u001b[0m in \u001b[0;36m\u001b[0;34m()\u001b[0m\n\u001b[0;32m----> 1\u001b[0;31m \u001b[0mresponse\u001b[0m\u001b[0;34m.\u001b[0m\u001b[0minfo\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0;34m)\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[0m", "\u001b[0;31mAttributeError\u001b[0m: 'dict' object has no attribute 'info'" ] } ], "source": [ "response.info()" ] }, { "cell_type": "code", "execution_count": 38, "metadata": {}, "outputs": [ { "data": { "text/plain": [ "5488" ] }, "execution_count": 38, "metadata": {}, "output_type": "execute_result" } ], "source": [ "len(releases)" ] }, { "cell_type": "code", "execution_count": 39, "metadata": {}, "outputs": [ { "data": { "text/plain": [ "{'artist': 'The Beatles',\n", " 'id': 846231,\n", " 'main_release': 6849682,\n", " 'resource_url': 'https://api.discogs.com/masters/846231',\n", " 'role': 'Main',\n", " 'thumb': 'https://img.discogs.com/uGrpdgGIbyvuYjkM4ndGsZ_ri8c=/fit-in/150x150/filters:strip_icc():format(jpeg):mode_rgb():quality(40)/discogs-images/R-6849682-1475807872-1981.jpeg.jpg',\n", " 'title': 'The Beatles In Hamburg',\n", " 'type': 'master',\n", " 'year': 1961}" ] }, "execution_count": 39, "metadata": {}, "output_type": "execute_result" } ], "source": [ "releases[0]" ] }, { "cell_type": "code", "execution_count": 41, "metadata": {}, "outputs": [ { "data": { "text/plain": [ "{'Appearance', 'Main', 'TrackAppearance', 'UnofficialRelease'}" ] }, "execution_count": 41, "metadata": {}, "output_type": "execute_result" } ], "source": [ "set(r['role'] for r in releases)" ] }, { "cell_type": "code", "execution_count": 42, "metadata": {}, "outputs": [ { "data": { "text/plain": [ "Counter({'Appearance': 278,\n", " 'Main': 1234,\n", " 'TrackAppearance': 813,\n", " 'UnofficialRelease': 3163})" ] }, "execution_count": 42, "metadata": {}, "output_type": "execute_result" } ], "source": [ "collections.Counter(r['role'] for r in releases)" ] }, { "cell_type": "code", "execution_count": 48, "metadata": {}, "outputs": [ { "data": { "text/plain": [ "[]" ] }, "execution_count": 48, "metadata": {}, "output_type": "execute_result" } ], "source": [ "[r for r in releases if r.get('format') == 'Album'][:5]" ] }, { "cell_type": "code", "execution_count": 50, "metadata": {}, "outputs": [ { "data": { "text/plain": [ "{'Cass, Club',\n", " '2xLP, Album, Unofficial',\n", " '2xLP, Unofficial, Red',\n", " '4xCD, Album, Comp, Mono',\n", " 'CD, EP',\n", " 'Lathe, 7\", Num, Unofficial',\n", " '2x12\", Comp, Unofficial, W/Lbl',\n", " '5xCD, Album, Unofficial + DVD, Unofficial, NTSC, C',\n", " '4xCD, Comp, Ltd, RM, Unofficial, Gol',\n", " 'CD, Promo, 14 ',\n", " 'Flexi, 7\", S/Sided, Unofficial',\n", " 'Cass, Comp, Ltd, Num',\n", " 'DVD, Unofficial, NTSC, NTS + CD, Album, Unofficial',\n", " 'CD, Comp, Rem',\n", " '2xCD, Comp, Promo, Gat',\n", " '5xCD, Unofficial, Ltd, RM',\n", " 'Acetate, 7\", Unofficial',\n", " '2xLP, Comp, Ltd, Num, RM',\n", " '9xLP, Comp + Box',\n", " '7\", EP, Mono, Unofficial',\n", " 'Flexi, 7\"',\n", " 'DVD-V, Comp',\n", " '8-Trk, Unofficial',\n", " 'DVD-V, Comp, Unofficial',\n", " 'Box + 13xCD, Album, RE, RM + 7xCD, Comp, RM + 5xDV',\n", " '2xCD, Comp, Promo, Dig',\n", " 'CD, Album, RM, Unofficial + CD',\n", " '6\", S/Sided, Unofficial, Pos',\n", " 'CD, Mixed, Unofficial, Comp',\n", " '7\", Ltd, Promo',\n", " '2xLP, Comp, Ltd',\n", " 'LP, Ltd, Num, Unofficial, Blu',\n", " 'CDr, Comp, Promo, Unofficial',\n", " 'LP, Unofficial, Blu',\n", " 'CD, mp3',\n", " '7\", EP, MP, M/Print, 1st',\n", " 'Cass, Album, Comp, RE',\n", " 'Flexi, 9\", Red',\n", " '12\", Promo, Unofficial',\n", " 'CDr, Mixed, Promo',\n", " '10x12\" + Box, Comp, Promo, RM',\n", " 'CD, Single, Promo',\n", " '24xFile, MP3, Album',\n", " '2xLP, Num, Unofficial',\n", " '9x7\", Mono, Ltd, Box',\n", " '3xLP, Comp, Ltd',\n", " '9xCD, Comp, Mono, RM, SHM + Box, Ltd',\n", " 'PlayTape, Unofficial, 1/4',\n", " '2xLP, Ltd, Unofficial',\n", " 'Lathe, 10\", Num, Unofficial, Cle',\n", " 'Flexi, S/Sided, Mono, Gre',\n", " '7\", Single, Promo',\n", " '3xCD, Ltd, Promo, Rad',\n", " 'CD, Comp, Enh + DVD-V, Reg',\n", " 'LP, Unofficial, Mono',\n", " '6\", Shape, S/Sided, Pos',\n", " '6xDVD, Dlx, Ltd, Num, Unofficial',\n", " 'Cass, S/Sided, Ltd',\n", " 'LP, Album, Unofficial, Pin',\n", " 'CDr, Mixed, Mixtape',\n", " '7\", EP, Unofficial, Mono',\n", " 'DVD-V, Unofficial, NTSC',\n", " '30xLP, Comp + Box',\n", " '7\", Mono, Unofficial',\n", " '4xCD, Unofficial + DVD, NTSC, cod',\n", " 'CD, Ltd, Pic',\n", " 'CD, Shape',\n", " 'Cass, Album, MiniAlbum, Comp',\n", " 'CD, Unofficial + 2xDVD-V, Unofficial',\n", " 'Box, Mono, Ltd, Unofficial + 10xCD, Album, Mono, U',\n", " 'Cass, Album, c-6',\n", " 'CDr, EP',\n", " '13xFile, FLAC, Album',\n", " 'Flexi, 7\", S/Sided, EP',\n", " '5xDVD-V, Unofficial, Mono',\n", " 'DVDr, Num, Unofficial + CDr, Num, Unofficial',\n", " '3xLP, Comp, Mono',\n", " 'CD, Mini, MiniAlbum, Comp, Mono',\n", " '4xCD, Comp, Mono, Unofficial',\n", " '4xCD, Album, Comp, Promo, S/Edition, Unofficial',\n", " '5xLP, Col + 3xCD + Box, Ltd, Unofficial',\n", " '3xCD, Comp, Unofficial + DVD-V, Comp, Unofficial',\n", " 'DVD, Promo, NTSC',\n", " '7\", Single, Promo, Unofficial',\n", " 'DVD-V, RE, PAL',\n", " 'Box, Comp, Unofficial + 4xCD, RM, Unofficial',\n", " 'CD, Single, Unofficial',\n", " 'LP, Comp, P/Mixed',\n", " 'File, MP3, Comp, P/Unofficial, Promo, RM, 19x',\n", " '5xLP, Col + 4xCD + DVD + Box, Ltd, Unofficial',\n", " 'LP, Ltd, Num, Unofficial, Yel',\n", " '3xCD, Unofficial + 3xDVD, Unofficial',\n", " '3xCD, Comp',\n", " '23xFile, MP3, Comp, 320 + File, MP3, Mixed, 320',\n", " '5xCD, Unofficial + Box',\n", " 'CD, Ltd, Num, Unofficial, Tin',\n", " '7\", Shape, Pic, Unofficial, App',\n", " 'CDr, Album, Comp',\n", " 'LP, Album, Comp',\n", " 'PlayTape',\n", " 'CD, Comp, Mixed, Promo',\n", " 'CD-ROM, Comp, MP3',\n", " '4xDVD-V, NTSC, Lon',\n", " '52xCD, Comp + Box',\n", " 'CD, Comp, Mono, RE, Unofficial, Dig',\n", " '2xBlu-ray-R, Unofficial',\n", " '4xCD, Comp, Unofficial + Box, Ltd, Unofficial',\n", " 'Laserdisc, 12\", S/Sided, Comp, Mono, NTSC, CLV',\n", " 'Box, RE, Unofficial + 8xCD, Comp',\n", " 'CD, Unofficial, Comp, RE',\n", " '12\", Album, Unofficial',\n", " '3xCD, Unofficial + 2xDVD, Unofficial',\n", " 'CD, Unofficial + DVD-V, Unofficial',\n", " '4xLP, Comp, Mixed',\n", " '2xCass, Comp, Unofficial',\n", " '4xCD, Unofficial + 2xDVD, Unofficial',\n", " '7\", TP, Unofficial, Mono',\n", " 'DVD-V, Comp, PAL',\n", " 'DVD-V, NTSC, B &',\n", " 'CD, Album, Comp, Mono, Dlx, RM, S/Edition',\n", " 'CDr, CD-ROM, Comp, Unofficial, Mp3',\n", " '4xCD, Comp, Ltd + Box, Ltd',\n", " '2xLP, Unofficial, Gat',\n", " '10xFile, MP3, Comp, 320',\n", " 'Cass, Comp, Promo, Smplr',\n", " 'CD, Comp, Unofficial, Gol',\n", " '12\", EP, Comp, Mixed',\n", " '7\", Single, Mono, Unofficial',\n", " '2xDVD, Unofficial, NTSC, NTS',\n", " 'CD, Album',\n", " 'Box, Comp, Unofficial + 3xCD + DVD-V, NTSC',\n", " '3xLP, Comp, Ltd, Mono, Gat',\n", " 'CD, Mini, Maxi',\n", " '2x7\", Single',\n", " 'CD, Enh',\n", " '50xFile, MP3, Comp, 320',\n", " '7\", Promo, RE',\n", " 'LP, Comp, Unofficial, W/Lbl',\n", " '7\", Single, RE',\n", " '7\", Pic, Promo',\n", " 'VHS, Comp, Promo, PAL, Car',\n", " 'Cass, Comp, RE',\n", " '2xLP, Comp, Ltd, Tra + LP, Ltd, Tra + 7\", Single, ',\n", " '12\", Ltd, Smplr, Unofficial',\n", " '16xFile, FLAC, Album',\n", " 'CD, Unofficial + 2xDVD, Unofficial',\n", " '12\", Comp, Pic, Unofficial',\n", " 'LP, Comp, Mono, Blu',\n", " 'LP, S/Edition',\n", " 'CD, Comp, M/Print, Unofficial',\n", " '6xCD, Comp',\n", " '30xFile, MP3, Comp, Unofficial, 320',\n", " '7\", Single, Jukebox, Gre',\n", " 'LP, Pic, Ltd, Unofficial',\n", " 'LP, Album, Comp, Mono',\n", " 'LP, Transcription',\n", " '2xCD, Comp, Sli',\n", " '8xLP, Comp',\n", " '2xLP, P/Unofficial, Transcription, Tra',\n", " 'Box, Promo + 3xCD, Comp',\n", " 'CD, Promo, Smplr, Comp',\n", " '2xLP, Pic, Unofficial',\n", " 'LP, Comp, Promo, Smplr',\n", " '3xDVD, Unofficial + 2xCD, Unofficial',\n", " 'LP, Unofficial, Gre',\n", " '8-Trk, Comp, Unofficial',\n", " 'Cass, Comp, Dol',\n", " 'Box, Unofficial + 6xCD, Album, Comp, Unofficial',\n", " '4xLP + , Blu3xCD + Box, Ltd, Unofficial',\n", " '7xCD, Ltd, Unofficial',\n", " 'LP, Album, Comp, Ltd, Promo',\n", " '2xCD, Unofficial, Pap',\n", " 'CD, Comp, RM, Unofficial, Dig',\n", " '8xFile, MP3, Comp, 320',\n", " 'LP, Comp, S/Edition',\n", " 'CD, Mixed, Promo',\n", " '3xCD, Unofficial + DVD, NTSC, Unofficial',\n", " '41xFile, MP3, VBR',\n", " '2xLP, Comp, Mono, Pic, Unofficial',\n", " 'LP, Comp, Unofficial, Ora',\n", " '4xLP, Col + 2xCD + Box, Ltd, Unofficial',\n", " 'LP, Comp, Club, Ltd, Num',\n", " 'Acetate, 7\", Two',\n", " 'LP, Unofficial, Cle',\n", " '2xDVD-V, Unofficial, NTSC',\n", " '3xLP, Comp + Box',\n", " '3xDVD, Unofficial',\n", " '7\", EP, Promo, Pic',\n", " 'DVD, Unofficial + CD, Unofficial + Box',\n", " 'CD, Album, Num, Unofficial, Mono',\n", " '7\", EP, Unofficial',\n", " 'LP, Ltd, RE',\n", " '7\", Comp',\n", " '10\", Unofficial, Gre',\n", " '2xCD, Album, Comp, P/Unofficial, RM',\n", " 'CD, Mixed, Unofficial, Ltd',\n", " '10\", Shape, Mono, Pic, Unofficial',\n", " '15xFile, MP3, Album, VBR',\n", " '5xCD + Box, Comp',\n", " 'DVD, Mul',\n", " 'CD, Unofficial + 2xDVD, Unofficial, NTSC',\n", " '2xLP, Smplr',\n", " 'CD, Unofficial, Album',\n", " '16xCD, Comp, Enh, Ltd, RM + Box',\n", " 'Blu-ray-R, Album, Comp, Unofficial',\n", " 'LP, Comp, Mono, Promo',\n", " '7\", S/Sided, Unofficial',\n", " 'LP, Album, Comp, S/Edition, Unofficial',\n", " '3xLP, Pic, Unofficial + Box',\n", " 'CD, Comp, Mixed',\n", " 'Flexi, 7\", S/Sided',\n", " 'VHS, Comp, Promo',\n", " 'CD, Comp, Pic',\n", " 'LP, Ltd, Pic, Unofficial',\n", " '7\", Promo, Unofficial',\n", " 'File, MP3, Comp, Mixed',\n", " '12\", Comp, P/Mixed, Unofficial',\n", " 'LP, S/Sided, Ltd, Num, Unofficial, Whi',\n", " 'Blu-ray-R, Unofficial',\n", " 'CD, Comp, RM, Unofficial + CD, Album, RM, Unoffici',\n", " '2xLP, Promo',\n", " '3xDVD, Unofficial, NTSC + CD, Unofficial',\n", " 'CD, Unofficial + CD-ROM',\n", " '12\", EP, W/Lbl',\n", " 'File, Mixed, P/Unofficial, M4A',\n", " '2xCDr',\n", " 'Cass, Comp, P/Unofficial, Ltd, C90',\n", " 'Cass, Comp',\n", " 'Laserdisc, 12\", Comp, Promo, NTSC',\n", " 'CDr',\n", " 'CD, Promo, Mixed',\n", " '5xLP, col + 3xCD + DVD + Box, Ltd, Unofficial',\n", " 'File, MP3, 320',\n", " 'CD, Album, RE, Unofficial',\n", " '2xLP, Comp, Promo, S/Edition',\n", " 'LP, Mono, Unofficial, RED',\n", " '2xCD, Comp + CD-ROM',\n", " '2xLP, Unofficial',\n", " '4xCD, Comp + Box',\n", " '10\", Ltd, S/Edition, Unofficial, Int',\n", " '14xFile, MP3, Album, VBR',\n", " '16xFile, MP3, Comp, 320',\n", " 'DVDr, Comp, Unofficial, NTSC',\n", " 'CD, Album, Unofficial, RE',\n", " 'LP, Ltd, Unofficial, Red',\n", " 'LP, Transcription, Ver',\n", " '2xHDCD, Album, Comp, Unofficial',\n", " '7xLP, Comp, S/Edition + Box',\n", " 'DVD-V, D/Sided, Comp, Unofficial',\n", " '2xLP, Mono, Transcription',\n", " 'CD, Mono, Num, Unofficial',\n", " 'LP, Ltd, Unofficial, Mul',\n", " 'Cass, Album',\n", " '3xLP, Comp, Mono + Box',\n", " 'CD, Dig',\n", " 'CD, Comp, Unofficial, Mono, Dig',\n", " 'LP, Comp, Mono, P/Unofficial, Blu',\n", " 'LP, Album, RE + LP, Album, RE + Comp, Ltd',\n", " '41xDVD-V, Mono, Unofficial, NTSC, Reg',\n", " 'CDr, Mixed, Ltd, Unofficial',\n", " 'CD, Unofficial + DVD, Unofficial, NTSC',\n", " 'VHS, Comp, Unofficial',\n", " 'DVD-V, PAL',\n", " '9xCDr, Unofficial',\n", " '2xCD, Comp, RM, Unofficial',\n", " 'DVDr, Unofficial',\n", " 'CD, Comp, Mixed, Unofficial',\n", " '2xCDr, Mixed, Ltd, Promo',\n", " 'Blu-ray-R, Dlx, Enh, Unofficial',\n", " '2xLP, Comp, Num, Col + 2xCass',\n", " '7\", Single, Mono',\n", " '15x7\", Single, Unofficial + Box',\n", " '2xCDr, Comp, P/Mixed',\n", " '2xCD, Unofficial, RM',\n", " 'File, MP3, Album',\n", " '2xCD, Unofficial + DVD, Unofficial',\n", " '5xDVD-V, Unofficial, NTSC, Reg',\n", " '10\", Mono, Comp, Unofficial, Ora',\n", " '2xCD, Album',\n", " 'LP, Pic, Unofficial, lim',\n", " 'File, MP3, Mixed, 320',\n", " '12\", S/Sided, Unofficial',\n", " '2xDVDr, DVD-V, Unofficial, NTSC',\n", " 'CD, Album, Ltd, Num, Promo, Unofficial, Pic',\n", " '2x12\", Comp',\n", " 'Cass, Comp, Promo',\n", " 'CD, Comp, Unofficial + CD, Album, RE, RM, Unoffici',\n", " 'LP, Ltd, Unofficial',\n", " 'LP, Num, Unofficial',\n", " '7\", Mono',\n", " '21xFile, MP3, Comp, 320',\n", " '2xDVD, Unofficial',\n", " 'Cass, MiniAlbum',\n", " '3xCD, Album, Comp',\n", " '3xLP, Comp, P/Unofficial, Promo, Unofficial, BOX',\n", " '10\", Comp, Mono, Unofficial, Ora',\n", " 'Cass, Comp, Ltd',\n", " 'Box, Ltd, Unofficial, Num, 5LP',\n", " 'CD, Album, RM, S/Edition, Unofficial',\n", " 'CDr, Comp, Ltd, P/Mixed',\n", " 'Cass, Comp, Dou',\n", " 'Cass, Album, Comp',\n", " '2xCDr, Comp, Promo',\n", " 'Cass, Comp, Unofficial, Dol',\n", " 'CD, Comp, Ltd, Unofficial + 7\", Ltd, Unofficial',\n", " 'LP, Pic, Unofficial',\n", " 'LP, Album, Com',\n", " 'Flexi, Mono, Unofficial, S/Sided, Gre',\n", " '5xCD, Comp, Copy Prot. + Box',\n", " 'CD, Unofficial, Dig',\n", " '4xCD, Comp, Ltd + Box',\n", " '2x10\", Pic, Unofficial',\n", " 'LP, Album, Unofficial, Lam',\n", " '7\", Jukebox, Yel',\n", " '2xLP, Transcription',\n", " '14xFile, FLAC, Comp',\n", " '4xLP, Transcription',\n", " 'CD, Mini, Single',\n", " 'Flexi, Unofficial',\n", " '7\", EP, Ltd, Num, Unofficial',\n", " 'VHS, Unofficial, PAL, Uno',\n", " 'DVDr, DVD-V, Mixtape, Unofficial, NTSC',\n", " '7\", Jukebox, Tra',\n", " '8xLP, Album, Unofficial + 2xLP, Comp, Unofficial +',\n", " '2xCD, Unofficial, Mono',\n", " '12\", Maxi, Comp, Promo',\n", " 'CD, Album, Comp',\n", " 'DVDr, DVD-V, Unofficial, NTSC',\n", " '3xCD, Comp + Box',\n", " '2xFile, MP3, Single',\n", " 'CDr, Album',\n", " '12\", Promo, Mixed, Unofficial',\n", " '12\", Comp, Promo, Unofficial',\n", " 'CD, RM, Unofficial + DVD, RM, Unofficial',\n", " '3xCD, Album, Unofficial',\n", " '2xDVD, Unofficial, Tri',\n", " 'CD, Comp, Unofficial, Mono',\n", " 'DVD, Comp, Unofficial',\n", " '7xLP, Mono, Transcription',\n", " 'LP, Cle + LP, Cle + LP, Sol + Album, Ltd',\n", " 'Box + CD, Album, Mono, RE + CD, Album, RE + CD, Co',\n", " 'CD, Comp, Ltd, Mixed, Unofficial, Dig',\n", " 'LP, Comp, Mono, 1st',\n", " '4xCD, Unofficial + Box, Comp',\n", " 'LP, Comp, RE',\n", " '7\", EP',\n", " 'CDr, Single',\n", " 'Cass, EP',\n", " 'CD, Album, Spl',\n", " 'CD, Unofficial, Vin',\n", " 'CD, Comp, RM, Unofficial, Pap',\n", " 'LP, Ltd, Num, Unofficial',\n", " 'CD, Transcription, Unofficial',\n", " 'LP, Album, Unofficial, Red',\n", " '8-Trk, Comp',\n", " 'LP, Num, P/Unofficial, Pic, S/Edition',\n", " '2xLP, Rad',\n", " 'DVD-V, Comp, Mono, Unofficial, Dig',\n", " 'LP, Promo, Comp, P/Unofficial',\n", " '9xDVD-V, Comp, NTSC + Box',\n", " '2xCD, Album, RE + CD, Comp, RE + Comp',\n", " '2xLP, Album',\n", " 'LP, Col + CD + Unofficial',\n", " 'CD-ROM, Comp, Unofficial, Mp3',\n", " 'CD, Comp, Unofficial + DVD, Comp, Unofficial',\n", " '3xLP, Promo, Transcription, Box',\n", " '5xLP, Pic, Unofficial, Box',\n", " '3xDVD-V, NTSC + 3xCD + Box, Unofficial',\n", " '8-Trk',\n", " 'CD, Comp, Promo + CD, Comp, Promo, Mixed, Enh + CD',\n", " '12\", P/Unofficial, W/Lbl',\n", " '12xLP, P/Unofficial, Promo',\n", " '9xCD, Comp, Club + Box',\n", " '4xLP, Blu + 3xCD + Box, Ltd, Unofficial',\n", " '5xDVD-V, Comp, Unofficial, Dig',\n", " 'CD-ROM, Comp, Unofficial, WAV',\n", " '6\", S/Sided, Mono, Unofficial, Pos',\n", " 'LP, Unofficial, Aqu',\n", " 'CD, Unofficial, CD ',\n", " 'CDr, Album, RE, Unofficial',\n", " '3xLP, Comp, Whi + 7\", Whi + Box, Unofficial',\n", " '7\", S/Sided, Single',\n", " 'DVD-V, Comp, Mono, Unofficial, NTSC',\n", " '10\", EP, Ace',\n", " '4xCD, Comp',\n", " 'Box, Unofficial + 7xCD',\n", " 'LP, Mono, Unofficial',\n", " '5xLP, Ora + 3xCD + Box, Unofficial, Ltd',\n", " '193xM/Stick, WAV, Comp, RM, Unofficial, 24- + 193x',\n", " '2xCD, Comp, Ltd, Unofficial',\n", " '8xCD, Unofficial',\n", " 'VHS, Comp, Promo, NTSC',\n", " 'CD, Comp, P/Mixed, Promo',\n", " 'Cass, Comp, CAS',\n", " 'Box, Ltd, Unofficial + 13x7\", Mono, Unofficial',\n", " 'File, MP3, Unofficial, 320',\n", " '2xLP, Comp, Num + LP, Num + 7\", Single, RE, Tra + ',\n", " 'CD, Unofficial + DVD, Unofficial',\n", " 'LP, Comp, M/Print, Unofficial',\n", " 'CD, Mixed, Promo, Unofficial',\n", " 'Box, Single, Comp + 5x7\", Single',\n", " 'Cass, Ltd',\n", " 'CD + CD, Maxi',\n", " 'DVD-V, Comp, Unofficial, NTSC + CD, Comp, Unoffici',\n", " '7\", EP, Pic, Unofficial',\n", " '7\"',\n", " 'LP, Comp, Smplr',\n", " 'LP, Unofficial, Red',\n", " 'CD, Transcription',\n", " '26xFile, MP3, 192',\n", " 'CDr, Comp, Promo + CDr, Single, Promo',\n", " 'Flexi, S/Sided, Unofficial, Mono, Pos',\n", " '10\", Single',\n", " '34x7\", Single, RE + Box, Comp',\n", " '22xFile, MP3, Comp',\n", " '3xCD, Comp, P/Unofficial + Box, P/Unofficial',\n", " 'LP, Album, Mono, Unofficial, W/Lbl',\n", " 'LP, Album, Comp, Unofficial',\n", " '2xCD, Unofficial',\n", " 'CD, Unofficial, Hol',\n", " 'CD, Mono, RE, Unofficial, Dig',\n", " '6xLP, Promo',\n", " 'Cass, Unofficial',\n", " '4x12\", Ltd, Unofficial, Col',\n", " 'LP, Unofficial',\n", " '2xLP, Comp, Mono',\n", " '9xCD, Unofficial',\n", " 'LP, Comp, Unofficial, Yel',\n", " 'Cass, Album, Promo',\n", " '10\", Shape, Unofficial, Gre',\n", " 'CD, Album, Mono, Unofficial',\n", " 'VHS, Unofficial, PAL',\n", " '7\", Album, Unofficial',\n", " '7\", Pic',\n", " 'LP, Album, Comp, M/Print',\n", " '8xCD, Unofficial + Box',\n", " '2xCD-ROM, Comp, Unofficial, MP3',\n", " 'DVD-V, Unofficial',\n", " 'DVDr, Unofficial, PAL',\n", " 'DVDr, DVD-V, Num, RM, Unofficial + CDr, Num, RM, U',\n", " 'LP, Comp, Unofficial, Red',\n", " '7\", Single, Mono, Promo, Unofficial',\n", " '2xLP, Promo, Unofficial',\n", " 'CDr, Unofficial + DVDr, DVD-V, Unofficial, 5.1',\n", " '2xCD, Album, Mono, Unofficial, Num',\n", " 'CD, Comp, Ltd, Num, Unofficial',\n", " 'DVD-V, Comp, NTSC',\n", " '25xFile, MP3, Comp, 224',\n", " 'LP, Mono, Unofficial, W/Lbl',\n", " '5xCD, Comp, Dig',\n", " 'Cass, Comp, Club',\n", " '2xCass, Unofficial',\n", " 'CD, Unofficial + Cass, Unofficial + VHS, Unofficia',\n", " '3xLP, Album, Comp, Unofficial',\n", " 'Flexi, S/Sided, Single, M/Print, Unofficial',\n", " '15xCD, EP, Car + Box, Comp, Unofficial',\n", " 'Cass, Mixed, Mixtape',\n", " '7\", EP, Mono',\n", " 'CD, Shape, Unofficial, Pic',\n", " 'CD, Unofficial, 5.1',\n", " 'LP, Unofficial + CD, Unofficial',\n", " '2xLP, Comp, Gat',\n", " 'LP, Album, Ltd, Pic, Promo',\n", " '2xLP, Comp + Box, Comp',\n", " '2xLP, Comp, Promo',\n", " '2xCDr, Mixed, Unofficial, Boo',\n", " '9xCD, Comp',\n", " '3xCD, Unofficial + Box',\n", " '2xCD, Comp, HDC',\n", " '5xLP, Comp',\n", " '4xCD, Comp, Unofficial',\n", " '3xCD, Comp + Box, Unofficial',\n", " 'CD, Album, P/Unofficial',\n", " '3xLP, Album, Unofficial',\n", " 'CDr, Mixed, P/Unofficial',\n", " 'Cass, Comp, Unofficial',\n", " 'CD, Album, Comp, Promo, Unofficial',\n", " '16xFile, MP3, Comp, Unofficial, 320',\n", " '12\", Comp, Ltd, Maxi, Promo',\n", " '12\", Ltd, Unofficial, Blu',\n", " '8-Trk, Comp, Club',\n", " 'CD, Album, Unofficial, Pap',\n", " '16xCD, Comp + Box, Ltd, Num',\n", " 'CD, Comp, Ltd, Mixed',\n", " '2xCD, Comp, Mixed, P/Mixed',\n", " 'LP, 180',\n", " 'LP, Mono, Red',\n", " '6xFlexi, 7\", Mono',\n", " '11xLP, Ltd, Unofficial, Mul + Box',\n", " 'Flexi, 6\", Shape, S/Sided, Mono, Card, Pic, Unoffi',\n", " '7\", EP, Unofficial, Blu',\n", " 'DVD-V, Comp, Pic',\n", " '5xLP + 2xCD + DVD + Box, Unofficial, Ltd',\n", " '7\", Num, Promo',\n", " 'CD, Comp, Ltd',\n", " '10\", Unofficial, Cle',\n", " '7xFile, MP3, Album, 320',\n", " '2xLP, Comp, Box',\n", " 'LP, Unofficial, Gat',\n", " '2xLP',\n", " 'Vinyl, Shape, Unofficial, Pic',\n", " '2x12\", Comp, Unofficial',\n", " '2xLaserdisc, 12\", PAL, SECAM, 625',\n", " '3xLP, Comp, Box',\n", " '12\", Ltd, Num, Unofficial',\n", " '7\", Single, Tri',\n", " '4x7\", Ltd, Pic, Unofficial',\n", " '3xCD, Unofficial',\n", " '7\", EP, Ltd',\n", " 'Laserdisc, 12\", S/Sided, NTSC, CLV',\n", " 'LP, Comp, Mono, Pic, Unofficial',\n", " 'DVDr, Unofficial, NTSC, 5.1',\n", " 'CD, Mini, Comp, Unofficial',\n", " 'LP, Comp, Mono, Unofficial, Ora',\n", " '7\", Promo, Red',\n", " '13xLP, Transcription',\n", " 'LP, Comp, Ltd',\n", " '6\", Single, Fle',\n", " 'Shellac, 10\"',\n", " 'LP, Comp, Ltd, Mixed, Promo',\n", " '3xDVD-V, NTSC, Unofficial',\n", " '5xCDr, Comp, Dlx, Ltd, P/Mixed, RM, S/Edition, Uno',\n", " '7\", Ltd, Num, Pin',\n", " '3xLP, Comp, Rad',\n", " 'CDr, Comp, Ltd, Mixed, Unofficial, 6 c',\n", " '2xCD, Unofficial + 2xDVD, Unofficial',\n", " '2xCD, Comp, Unofficial, Pap',\n", " 'LP, Unofficial, Comp',\n", " '12\", Pic, Ltd, Unofficial',\n", " 'Flexi, 6\", S/Sided, Mono, Unofficial',\n", " 'CDr, Ltd',\n", " '2xDVD-V, Comp, RM, Unofficial, Dig',\n", " '10xLP, Album + Box, Comp, Unofficial',\n", " 'CD, Unofficial, RM + DVD, Unofficial, Mono, RM',\n", " 'CD, RM, Unofficial',\n", " '7\", EP, Jukebox',\n", " 'CDr, Comp, Mono, Unofficial',\n", " '13xCD, Unofficial + 2xDVD, Unofficial, NTSC',\n", " 'Flexi, S/Sided',\n", " '2xCD, Comp, Num, Unofficial',\n", " 'Album, Dig + CD, Album + DVD-V, NTSC, Album',\n", " 'CD, Single, Mono, Ltd, Promo, 200',\n", " '5xCD, Comp, Ltd + Box, Ltd',\n", " '2xCD, Comp, Promo, Smplr',\n", " 'LP, Comp, Ltd, Unofficial',\n", " '17xFile, MP3, Comp, Unofficial, 320',\n", " 'LP, Ltd, Unofficial, 17x',\n", " '5xCD, Unofficial',\n", " 'CD, Unofficial + DVDr, Unofficial',\n", " '12\", Album, Promo, Unofficial, Fak',\n", " '4xCD, Comp + Box, Unofficial',\n", " '2xDVD-V, Comp, Unofficial',\n", " 'LP, Comp, Pic',\n", " 'File, MP3, Mixed',\n", " 'Flexi, 7\", S/Sided, Promo, Smplr',\n", " 'CD, Album, Comp, Ltd, Num, Promo, Unofficial',\n", " 'Acetate, LP, Unofficial',\n", " 'LP',\n", " 'LP, Transcription + LP, S/Sided, Transcription',\n", " 'VHS, Comp, PAL',\n", " 'LP, Num, S/Edition, Unofficial, Gre',\n", " '7\", Mono, Promo, Unofficial, Col',\n", " 'LP, Comp, Mono',\n", " '12\"',\n", " '4xDVD, Unofficial',\n", " 'LP, Mono, Pic, Unofficial',\n", " 'CD, Comp, Mono, Gol',\n", " 'Cass, Comp, Ltd, Unofficial',\n", " 'CD, Album, RM, RE, Unofficial + CD, Album',\n", " '24xCD + Box, Unofficial',\n", " '7\", Single, Jukebox, RE, Red',\n", " '7\", Promo, Mono',\n", " 'CD, Single',\n", " 'Box + 5xCD, Comp, Promo',\n", " '2xCDr, Comp, Mixed, Promo',\n", " 'CD-ROM, Comp, Unofficial, MP3',\n", " '2xLP, Album, Comp, Fol',\n", " 'LP, S/Sided, Mono, Unofficial',\n", " '10xCD, Comp + Box',\n", " 'CDr, Album, Ltd',\n", " 'CD',\n", " 'DVD-A, NTSC, Unofficial',\n", " '12\", EP',\n", " '18xFile, MP3, Comp, 320',\n", " 'CDr, CD-ROM, Comp, Unofficial, MP3',\n", " 'LP, Unofficial, Sil',\n", " '7\", Single',\n", " 'CD, Comp, Ltd, Unofficial',\n", " '11xCD, Unofficial + DVD, Unofficial, NTSC, NTS',\n", " 'CD, Ltd, Mixed, Promo',\n", " 'CD, Mono, Unofficial',\n", " '2xCDr, Comp',\n", " 'CD, Comp, Promo, Unofficial',\n", " 'CDr, Comp, Promo, RM',\n", " 'Cass, Album, Ltd',\n", " '3xLP, Transcription, Rad',\n", " 'VHS',\n", " 'Acetate, 7\", S/Sided, Single, W/Lbl, Ace',\n", " 'CD, Comp, P/Mixed',\n", " '10\", Album, Mono, Red',\n", " '7\", Unofficial, Gre',\n", " 'CD, Unofficial, Comp',\n", " 'File, MP3, Comp, Mixed, 320',\n", " '2xLP, P/Unofficial',\n", " '12\", Unofficial',\n", " 'CD, Unofficial, Ltd',\n", " '7\", S/Sided, Promo, Smplr, W/Lbl',\n", " 'CD, Mini, 3\" ',\n", " 'DVD, Kar',\n", " '2xLP, Comp, Unofficial, Col',\n", " '7\", Single, Pus',\n", " '7\", EP, Transcription, Unofficial',\n", " 'CD-ROM, Unofficial, MPE',\n", " '2xCDr, Unofficial',\n", " 'CDr, Promo, Smplr',\n", " 'LP, Unofficial, Album, Red',\n", " '5xCD, Comp, Mono, Unofficial + DVD, Comp, Mono, NT',\n", " 'LP, Club, Ltd, Unofficial, W/Lbl',\n", " 'Laserdisc, 12\", S/Sided, Comp, Promo, NTSC',\n", " 'LP, Comp, Unofficial, Blu',\n", " 'SACD, Hybrid, Comp',\n", " 'LP, Album',\n", " 'CD-ROM, Unofficial, WAV',\n", " 'LP, Album, Unofficial, W/Lbl',\n", " 'DVD-V, D/Sided, Comp, Unofficial, PAL, Dig',\n", " '6\", Single',\n", " '3x12\"',\n", " '2xLP, Gat',\n", " '4xCD, Ltd, RM, Unofficial',\n", " '7\", Jukebox',\n", " '3xLP, Comp',\n", " '7\", Single, Gre',\n", " 'CDr, Comp, Mixed',\n", " '4xCDr, Album, Unofficial',\n", " '2xLP, Comp, RE, Gat',\n", " 'LP, Mono, Unofficial, Col',\n", " 'LP, Unofficial, Shape',\n", " 'Flexi, 7\", S/Sided, Mono',\n", " '7xCD, Unofficial + DVD-V, Unofficial, NTSC + Box, ',\n", " '2xDVD-V, Unofficial, NTSC, Cod',\n", " 'Flexi, 5½\", Card, Unofficial, Pos',\n", " 'CD, Unofficial, Mono, Liv',\n", " 'CD, Album, Comp, Promo, RM',\n", " '4xCD, Unofficial',\n", " '4xCDr, Comp, Unofficial',\n", " 'LP, Comp, Club',\n", " '3xLP, Transcription',\n", " '7\", Single, S/Edition, Unofficial',\n", " 'CD, Comp, Promo, Smplr',\n", " 'LP, Ltd, Pic, Unofficial, Lim',\n", " '2xCD, Mono, Ltd, Unofficial',\n", " '7\", Single, Mono, Unofficial, Red',\n", " 'LP, Unofficial, Ltd, Mul',\n", " 'LP, Comp, Mixed, Ltd, Promo',\n", " '7\", EP, Promo',\n", " '2xVCD, RM, S/Edition, PAL',\n", " 'LP, Album, Mixed',\n", " '3xLP, Comp, Dlx + Box',\n", " '30xFile, AAC, Comp, 256',\n", " '6xCD, Unofficial',\n", " 'CD, Comp, Dig',\n", " '33xFile, MP3, Album, Unofficial, 320 + File, MP3, ',\n", " '2xLP, Mixed',\n", " 'Betacam SP, PAL',\n", " '4xLP, Comp, Unofficial, Box + 2xCD, Comp, Unoffici',\n", " 'CD, MiniAlbum, RE, Unofficial',\n", " 'Cass, Comp, Ltd, C-4',\n", " 'Box + 3xLP, Album, Comp',\n", " 'LP, Comp, Pic, Unofficial',\n", " 'CDr, Ltd, Mixed, Num, Promo',\n", " '4xCD + Box, Ltd',\n", " 'CD, Album, Promo, Unofficial',\n", " 'Shellac, 10\", Single',\n", " '22x7\" + Box, Unofficial',\n", " '2xCD, Unofficial + Box, Ltd, Num',\n", " '12xCD, Comp, RM, Ltd + Box, Unofficial',\n", " 'CD, Comp, Car',\n", " 'Cass, Comp, Unofficial, HX-',\n", " '7\", Mixed, Promo, Blu',\n", " 'CD, Single, Ltd, Promo',\n", " 'CD, Album, Promo, RM',\n", " 'LP, Unofficial, Col',\n", " 'VHS, Promo, NTSC + Box',\n", " '8xCD, Comp + Box, Ltd, Unofficial',\n", " '2xCD, Comp, Unofficial',\n", " 'LP, Unofficial, Tru',\n", " '4xCD, Album, Comp, RM, Unofficial',\n", " '3xCD, Unofficial, Tri',\n", " '2xCD, Album, Unofficial + 2xDVD-V, Unofficial, NTS',\n", " 'Flexi, 6\", S/Sided',\n", " '2xCass, Comp',\n", " '7\", EP, RE',\n", " '9xLP, Album, Mono, Ltd, Promo',\n", " 'CD, EP, Comp, Ltd',\n", " '7\", Unofficial, W/Lbl',\n", " '17xFile, MP3, Comp, 320',\n", " 'LP, Comp, Col',\n", " 'File, AAC, Album, Comp',\n", " 'CD, RE, Unofficial',\n", " '2xCD, Album, Comp, RM, Unofficial',\n", " '10xLP, Comp + Box',\n", " '2xCD, Comp, Promo',\n", " '4xLP, Album, Comp',\n", " '2xCDr, Comp, Unofficial',\n", " 'DVD-D, MP3 + DVD-V, D/Sided + Comp, Unofficial',\n", " 'VHS, Ltd, Pic + CD, Rar + Box, Vid',\n", " '2xCD',\n", " '7\", S/Sided, Mono, Ltd, Unofficial',\n", " '2xLP, Ltd, Unofficial, Yel',\n", " 'File, MP3, Mixed, P/Unofficial, 320',\n", " '7\", EP, M/Print',\n", " 'PlayTape, EP, Mono',\n", " 'CD, Comp, Smplr',\n", " '12\", Pic, Unofficial',\n", " '2xCD, RM, Unofficial',\n", " 'Shellac, 5½\", EP, Unofficial',\n", " '3xCD, Comp, RM',\n", " 'LP, Album, Promo, Unofficial',\n", " '2xCD, Unofficial, Comp, Dig',\n", " 'LP, Comp, Unofficial, Gre',\n", " 'Flexi, 6\", Shape, S/Sided, Mono, Unofficial',\n", " 'CD, Comp, ',\n", " 'Box, Unofficial + 10xCD',\n", " '62xCD, Comp + 10xDVD + Box, Comp, Unofficial',\n", " 'CD, Album, RM, Unofficial',\n", " 'LP, Album, Mono, Comp',\n", " 'DVD-V, A5 ',\n", " '7\", Single, Unofficial, Red',\n", " '7\", Single, Promo, Juk',\n", " 'CD, Comp, Unofficial, Dig',\n", " '10\", Comp, Unofficial, Ora',\n", " '16xFile, FLAC, Comp',\n", " 'Cass, Mono, RE',\n", " 'DVDr, Comp, Mono, Unofficial, NTSC',\n", " 'CD, Album, Promo',\n", " 'CD, Album, Unofficial, Dig',\n", " 'Reel, 4tr Stereo, 7\" Reel, Album, Comp',\n", " '2xCD, Ltd, Unofficial',\n", " 'LP, Comp, Unofficial',\n", " '2xDVD, Comp, Unofficial',\n", " 'LP, Album, Mono, Unofficial',\n", " '6xLP, Comp + LP, S/Sided + Box, Comp',\n", " '12\", Mono',\n", " '6xLP, Ltd, Unofficial, Num + Box',\n", " '2xLP, Album, Unofficial, Gat',\n", " 'LP, Comp, Promo',\n", " 'CD-ROM, Promo, PAL',\n", " '10\", Shape, Unofficial, Red',\n", " '4xCD, Comp, Unofficial + Box',\n", " '7\", Unofficial, EP, Num, Whi',\n", " '10\", Shape, Mono, Unofficial',\n", " 'DVD-V, Unofficial, NTSC, Dol',\n", " '7\", Single, Num, RE',\n", " '7\", EP, Pic',\n", " '3xCD, RM, Unofficial',\n", " '5xLP, Col + 3xCD + DVD + Box, Unofficial, Ltd',\n", " 'Cass, Album, Comp, Unofficial',\n", " 'CD, Unofficial, Jew',\n", " '2xFlexi, 7\", Comp, Mono',\n", " 'Cass, Album, Unofficial',\n", " 'CD, Promo, Unofficial',\n", " 'CDr, Unofficial, Jew',\n", " '3xCD, Unofficial + DVD, Unofficial',\n", " 'LP, Comp, Red',\n", " 'VCD, Comp, NTSC',\n", " 'DVD-V, Comp, PAL, Dol',\n", " 'File, MP3, Unofficial, 192',\n", " '12\", S/Sided, Mixed, Unofficial',\n", " '2xCD, Comp, P/Mixed',\n", " 'CD, Comp',\n", " '22xFile, MP3, Liv',\n", " '6xFile, MP3, 320',\n", " 'CD, Album, Comp, Unofficial',\n", " '7\", EP, Comp',\n", " '16xFile, MP3, Album, Ltd, 320',\n", " '2xCD, Mono, Unofficial',\n", " '2xLP, Comp, Unofficial',\n", " '3xCD, Comp, Club',\n", " 'LP, Smplr',\n", " '5xCDr, Ltd, Num + DVD, Unofficial',\n", " 'CD, Mixed, P/Unofficial, Promo',\n", " '2xCD, Album, RM, Unofficial',\n", " 'CD, Unofficial, Ltd, Num',\n", " '10\"',\n", " 'CD-ROM, Comp, Mp3',\n", " 'CD, Promo, Smplr',\n", " 'LP, Ltd, Unofficial, Bla',\n", " 'CD, Ltd, Unofficial + 7\", Unofficial',\n", " '12\", W/Lbl',\n", " '6xCD, Album, Comp, lon',\n", " '5xCD, Comp + Box',\n", " 'DVD-V, D/Sided, Comp, Unofficial, DVD',\n", " 'CD, Mixed, Unofficial',\n", " '2xDVD, Unofficial, NTSC',\n", " 'CD, Comp, P/Unofficial',\n", " 'LP, Comp, Num, Pic, Com',\n", " 'Blu-ray-R, Album, Unofficial',\n", " '12\", Unofficial, W/Lbl',\n", " 'LP, Comp, Mono, Unofficial',\n", " 'CDr, CD-ROM, Comp, RM, Unofficial',\n", " '10xFile, MP3, Mixed, 128',\n", " 'Flexi, Card, S/Sided',\n", " '7\", Unofficial',\n", " 'LP, Comp, Ltd, RM, Unofficial, Red',\n", " '2xCDr, Comp, P/Mixed, Unofficial',\n", " 'File, MP3, Mixed, 192',\n", " 'CD, Shape, Ltd, Unofficial',\n", " 'File, MP3, Mixed, 320 + 5xFile, MP3, EP, 320',\n", " 'CD, Unofficial',\n", " '2xCD, Comp, Unofficial, Dig',\n", " 'Flexi, S/Sided, Mono, Unofficial, Gre',\n", " 'LP, Album, Unofficial, Pur',\n", " 'CD-ROM, Comp, Unofficial, mp3',\n", " '7\", Jukebox, S/Edition',\n", " '2xCD, Unofficial, Promo, Bla',\n", " 'Flexi, 8\", 5½\", S/Sided',\n", " '4xDVD, Unofficial, NTSC, Cod',\n", " '2x12\"',\n", " 'CD, Album, Unofficial + DVD, Album, Unofficial, NT',\n", " 'CDr, Comp, RM',\n", " '3xFile, MP3, Mixed, 320',\n", " '2xLP, Unofficial, Mul',\n", " 'CD, Album, S/Edition',\n", " '2xLP, Comp, Pic',\n", " '16xFile, MP3, Comp, Mixed',\n", " '7\", Single, Unofficial',\n", " 'CD, Ltd, Num',\n", " '7\", EP, Mon',\n", " '12\", Mono, P/Unofficial',\n", " 'CDr, Mixtape',\n", " 'Flexi, 7\", Unofficial',\n", " '4xCD, Ltd, Unofficial',\n", " '7\", Jukebox, Blu',\n", " 'CD, Comp, Mono, Unofficial',\n", " '15xFile, MP3, Comp, 320',\n", " '7\", Single, P/Unofficial',\n", " 'DVD-V, Comp, Unofficial, NTSC',\n", " '25xFile, MP3, Comp, 320',\n", " 'CD, Album, Ltd, Unofficial',\n", " '2xCD, Comp + Box',\n", " '7\", Single, TP, Sin',\n", " 'CDr, Promo',\n", " '4xCD, Comp, Str',\n", " 'CDr, Comp, P/Mixed, S/Edition',\n", " 'CD-ROM, Comp, Mono, Unofficial',\n", " 'LP, P/Unofficial',\n", " '2xCD, Comp, Mixed',\n", " 'Box, Comp, S/Edition + 12x7\", EP, RE',\n", " 'DVD-V, RM, PAL',\n", " '4x7\", Comp, Promo',\n", " 'Flexi, Mono, Promo, Smplr',\n", " 'LP, Album, Gat',\n", " 'File, MP3, Unofficial, 128',\n", " 'CD, Album, Unofficial + DVD, Unofficial, NTSC, NTS',\n", " 'Flexi, S/Sided, Unofficial, Mono, Bro',\n", " 'Cass',\n", " 'Flexi, 7\", S/Sided, Gat',\n", " '12xCD, Unofficial + DVD, Unofficial + Box, Unoffic',\n", " 'DVDr, Promo, PAL',\n", " '2x12\", Comp, P/Mixed, Promo',\n", " '10xCD, Unofficial',\n", " '12\", Single, Promo',\n", " '2xCDr, Mixed, Promo',\n", " '2xLP, Unofficial, Blu',\n", " '7\", MP, Pic',\n", " 'Flexi, S/Sided, Unofficial',\n", " 'LP, Mono, Unofficial, Bla + LP, Mono, Unofficial, ',\n", " '7\", EP, Mono, Red',\n", " 'VHS, Unofficial',\n", " 'Acetate, 7\", S/Sided',\n", " 'File, FLAC, EP',\n", " 'VHS, Comp',\n", " 'CD, Comp, Promo',\n", " '7\", EP, Mono, Club',\n", " '4xCD, Comp, Box',\n", " '17xFile, MP3, Album, 320',\n", " 'LP, Comp, MP, M/Print, RE',\n", " 'LP, Comp, Promo, Red',\n", " 'CD-ROM, Comp, Unofficial + 222xFile, MP3, 160',\n", " 'Box, Unofficial + 2xCD, Comp',\n", " '4xCD, Unofficial, Ltd',\n", " 'CD, Ltd, Unofficial',\n", " 'Cass, Mixed, Unofficial',\n", " '2xLP, Pic, Unofficial, Yel',\n", " 'LP, Ltd, Mono',\n", " '7\", Single, Mono, Pic, Unofficial',\n", " 'LP, Ltd, Num, Unofficial, Gre',\n", " 'CD, Comp, RM, Unofficial',\n", " '3xCD, Comp, Unofficial',\n", " '5xLP + 3xCD + DVD + Box, Unofficial, Ltd',\n", " 'CDr, Album, Comp, Unofficial',\n", " '2xCD, Comp',\n", " 'Box, Comp + CD, Album, RE, RM, Mono + CD, Album, R',\n", " 'CD, Shape, Ltd',\n", " '2xLP, Mono, Unofficial',\n", " 'CDr, Album, Unofficial',\n", " 'Box, Comp + CD, Album, RE, RM + CD, Album, RE, RM ',\n", " 'LP, P/Unofficial, Transcription',\n", " 'CD, Comp, Ltd, Promo',\n", " 'DVD + CD',\n", " 'LP, Album, Unofficial',\n", " 'Box, Tal + 10xCD, Comp, Mono',\n", " 'CDr, Comp, Unofficial',\n", " '12\", Ltd, Unofficial',\n", " 'CD, P/Unofficial',\n", " 'CD, Mini',\n", " '2xCD, Unofficial + Box',\n", " 'LP, Album, Mono, Ltd, Unofficial, Blu',\n", " 'Cass, Comp, Mixed, Unofficial',\n", " '2xCD, Mixed, Unofficial, Dig',\n", " 'VHS, PAL',\n", " '3xCD, Comp, Ltd, Num, Unofficial + DVD-V, Comp, Un',\n", " 'CD, Album, Comp, Mono, Dlx, RM, S/Edition, Unoffic',\n", " '4xLP, Comp + Box',\n", " 'LP, Comp, Gat',\n", " '7\", Ltd, Pic, Promo',\n", " '12\", Unofficial, W/Lbl, S/Sided',\n", " 'Box, Unofficial, Ltd, Num, 5LP',\n", " '3xCD, Promo, Unofficial + Box',\n", " '10xCD, Comp, Unofficial + Box',\n", " '7\", Mono, Red',\n", " '3xLP, Album, Comp',\n", " '12\", EP, Promo',\n", " 'CD, Dem',\n", " '2xDVD-V, NTSC',\n", " '2xCD, Comp, Mixed, Promo',\n", " '4xCD, Comp, RM, S/Edition',\n", " 'LP, Unofficial, Bla',\n", " '7\", Single, Jukebox, Ora',\n", " 'CD, Comp, Mono, Dlx, Ltd, RM, Unofficial + 2xDVD-V',\n", " 'File, AAC, Mixed, LC',\n", " 'CDr, EP, Ltd',\n", " 'LP, Club',\n", " '2xCD, Comp, RM',\n", " '22xFile, MP3, Comp, 320',\n", " 'Flexi, S/Sided, Unofficial, Mono',\n", " '7\", Promo, RE, Unofficial, Mono',\n", " '3xCD, B/card, Comp, Unofficial, Box',\n", " '2xHDCD, Comp',\n", " '7\", EP, RP',\n", " 'DVD-V, D/Sided, Unofficial',\n", " '19xFile, MP3, Comp, 192',\n", " 'Flexi, 7\", Card, Blu',\n", " '4xCD, Unofficial + Box, Unofficial',\n", " '7\", EP, Mono, Promo, Unofficial',\n", " '5xCD, Comp',\n", " '8xLP, Comp, Box',\n", " '7\", Single, Unofficial, Blu',\n", " '2xCD, Promo, Smplr, Comp',\n", " 'CD, Comp, RM',\n", " '7\", EP, Comp, Ltd, Num, Unofficial',\n", " 'CD, Comp, P/Unofficial, RP',\n", " '2xCD, Comp, Mono, Unofficial',\n", " 'CD, Ltd, Num, Promo',\n", " 'LP, Unofficial, Ltd, Blu',\n", " 'CD, Promo',\n", " 'CD, Album, RM, Ltd, Unofficial, Vin',\n", " '7\", Single, Jukebox, Blu',\n", " 'CD, Comp, Unofficial, Ann',\n", " '2xCD, P/Unofficial',\n", " '2xCD, Comp, Unofficial + Box',\n", " '6xCD, Comp, Ltd, S/Edition',\n", " 'LP, Album, Unofficial, YEL',\n", " '10\", Comp, Mono, Unofficial, Red',\n", " 'CDr, Wit',\n", " '6xLP + LP, S/Sided + Box, Comp',\n", " 'CD-ROM, Comp',\n", " '2xFile, MP3, 320 + File, AAC, 256 + 7xFile, MP3, 1',\n", " 'CDr, Promo, Unofficial',\n", " 'CDr, Comp, P/Mixed',\n", " '4xLP, Comp',\n", " 'Flexi, 7\", S/Sided, Ltd, Gat',\n", " 'DVDr, Comp, Unofficial',\n", " '2xCD, Album, Unofficial',\n", " 'DVDr, DVD-V, Ltd, Num, Unofficial',\n", " '12x7\", EP, RE',\n", " '7\", Promo, Fle',\n", " 'DVD-V, Comp, Mono, Unofficial, NTSC, Dig',\n", " '14xFile, MP3, Album, 320',\n", " '10xLP, Album, RE + Box, Comp',\n", " '12\", EP, Unofficial, W/Lbl',\n", " '3xLP, Comp, Smplr + Box',\n", " 'Laserdisc, 12\", S/Sided, Comp, PAL, SECAM, CLV',\n", " '12\", P/Mixed, Unofficial',\n", " '10xCD, Comp, Unofficial, Mono',\n", " '4xLP, Blu + 2xCD + Box, Ltd, Unofficial',\n", " 'CD-ROM, Win',\n", " '3xCD, Comp, Unofficial + Box',\n", " 'CD, Album, Ltd, Mixed, Num',\n", " '10xFile, MP3, 256',\n", " 'CD, Mixed',\n", " '10\", Unofficial, W/Lbl, Bla',\n", " 'LP, Unofficial, Ltd, Num',\n", " '4x7\", Single + Box, Comp, Promo',\n", " 'CD, Album, Unofficial',\n", " '16xFile, MP3, Comp, 256',\n", " 'File, MP3',\n", " '3xLP, Red + 2xCD + Box, Unofficial',\n", " 'Lathe, 7\", S/Sided, Ltd, Num, Unofficial',\n", " 'Cass, Comp, P/Unofficial',\n", " ...}" ] }, "execution_count": 50, "metadata": {}, "output_type": "execute_result" } ], "source": [ "set(r['format'] for r in releases if 'format' in r)" ] }, { "cell_type": "code", "execution_count": 51, "metadata": { "scrolled": true }, "outputs": [ { "data": { "text/plain": [ "[{'artist': 'Los Beatles*',\n", " 'format': 'LP, Comp, Mono',\n", " 'id': 3709625,\n", " 'label': 'Odeon',\n", " 'resource_url': 'https://api.discogs.com/releases/3709625',\n", " 'role': 'Main',\n", " 'status': 'Accepted',\n", " 'thumb': 'https://img.discogs.com/Q9TRW_NGja6wOMeHAlOP9_9fj0M=/fit-in/150x150/filters:strip_icc():format(jpeg):mode_rgb():quality(40)/discogs-images/R-3709625-1341255067-5666.jpeg.jpg',\n", " 'title': 'Surfin Con Los Beatles',\n", " 'type': 'release',\n", " 'year': 1964},\n", " {'artist': 'The Beatles',\n", " 'format': 'LP, Comp, Mono',\n", " 'id': 3709649,\n", " 'label': 'Odeon',\n", " 'resource_url': 'https://api.discogs.com/releases/3709649',\n", " 'role': 'Main',\n", " 'status': 'Accepted',\n", " 'thumb': 'https://img.discogs.com/iPFUHDU7ce_qyj3j04gFJfQ1F-4=/fit-in/150x150/filters:strip_icc():format(jpeg):mode_rgb():quality(40)/discogs-images/R-3709649-1341255732-4215.jpeg.jpg',\n", " 'title': 'The Beatles Hits',\n", " 'type': 'release',\n", " 'year': 1964},\n", " {'artist': 'The Beatles',\n", " 'format': 'LP, Album, Mono, Comp',\n", " 'id': 3709693,\n", " 'label': 'Odeon',\n", " 'resource_url': 'https://api.discogs.com/releases/3709693',\n", " 'role': 'Main',\n", " 'status': 'Accepted',\n", " 'thumb': 'https://img.discogs.com/_Bu2t8NM4ZNAUISYTJGMQ2MRo4c=/fit-in/150x150/filters:strip_icc():format(jpeg):mode_rgb():quality(40)/discogs-images/R-3709693-1341259575-8345.jpeg.jpg',\n", " 'title': 'Musica De Su Pelicula Yeah, Yeah, Yeah',\n", " 'type': 'release',\n", " 'year': 1964},\n", " {'artist': 'The Beatles',\n", " 'format': '3xLP, Comp, Ltd, Mono, Gat',\n", " 'id': 6789410,\n", " 'label': 'Musart',\n", " 'resource_url': 'https://api.discogs.com/releases/6789410',\n", " 'role': 'Main',\n", " 'status': 'Accepted',\n", " 'thumb': 'https://img.discogs.com/KuFiYq9c_paCjU8PLn8Wq_GSM9Y=/fit-in/150x150/filters:strip_icc():format(jpeg):mode_rgb():quality(40)/discogs-images/R-6789410-1430616945-9641.jpeg.jpg',\n", " 'title': 'The Beatles',\n", " 'type': 'release',\n", " 'year': 1964},\n", " {'artist': 'The Beatles / Julie Dawn',\n", " 'format': 'LP, Mono, Transcription',\n", " 'id': 8951737,\n", " 'label': 'BBC Transcription Services',\n", " 'resource_url': 'https://api.discogs.com/releases/8951737',\n", " 'role': 'Main',\n", " 'status': 'Accepted',\n", " 'thumb': 'https://img.discogs.com/ibi0q7o5JwsEmJS0Ol058ecFPQQ=/fit-in/150x150/filters:strip_icc():format(jpeg):mode_rgb():quality(40)/discogs-images/R-8951737-1472117174-3531.jpeg.jpg',\n", " 'title': 'Alan Freeman Introduces',\n", " 'type': 'release',\n", " 'year': 1964}]" ] }, "execution_count": 51, "metadata": {}, "output_type": "execute_result" } ], "source": [ "[r for r in releases \n", " if 'format' in r\n", " if 'CD' in r['format'] or 'LP' in r['format'] or 'Album' in r['format']][:5]" ] }, { "cell_type": "code", "execution_count": 129, "metadata": { "scrolled": true }, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "Retrieved page 1 of 142 ; 59 requests before rate limit\n", "Retrieved page 2 of 142 ; 58 requests before rate limit\n", "Retrieved page 3 of 142 ; 57 requests before rate limit\n", "Retrieved page 4 of 142 ; 56 requests before rate limit\n", "Retrieved page 5 of 142 ; 55 requests before rate limit\n", "Retrieved page 6 of 142 ; 54 requests before rate limit\n", "Retrieved page 7 of 142 ; 53 requests before rate limit\n", "Retrieved page 8 of 142 ; 52 requests before rate limit\n", "Retrieved page 9 of 142 ; 51 requests before rate limit\n", "Retrieved page 10 of 142 ; 50 requests before rate limit\n", "Retrieved page 11 of 142 ; 49 requests before rate limit\n", "Retrieved page 12 of 142 ; 48 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At The Star-Club In Hamburg, Germany; 1962 (Vol. 1)',\n", " 'type': 'master',\n", " 'uri': '/The-Beatles-Live-At-The-Star-Club-In-Hamburg-Germany-1962-Vol-1/master/1180927',\n", " 'year': '1991'}" ] }, "execution_count": 130, "metadata": {}, "output_type": "execute_result" } ], "source": [ "beatles_albums[0]" ] }, { "cell_type": "code", "execution_count": 133, "metadata": { "scrolled": true }, "outputs": [ { "data": { "text/html": [ "
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idresource_urltitleyear
024047https://api.discogs.com/masters/24047Abbey Road1969
11060866https://api.discogs.com/masters/1060866Live! At The Star Club, Hamburg, Germany 1962 ...1985
245895https://api.discogs.com/masters/45895Help!1965
345362https://api.discogs.com/masters/45362Please Please Me1963
454585https://api.discogs.com/masters/54585Rock 'N' Roll Music1976
524003https://api.discogs.com/masters/24003A Hard Day's Night1964
645729https://api.discogs.com/masters/45729With The Beatles1963
7347141https://api.discogs.com/masters/347141Sgt. Pepper's Lonely Hearts Club Band1967
854829https://api.discogs.com/masters/54829The Beatles At The Hollywood Bowl1977
945799https://api.discogs.com/masters/45799Beatles For Sale1964
1023934https://api.discogs.com/masters/23934Sgt. Pepper's Lonely Hearts Club Band1967
1131249https://api.discogs.com/masters/31249A Collection Of Beatles Oldies1966
1245526https://api.discogs.com/masters/45526Rubber Soul1965
1323881https://api.discogs.com/masters/238811962-19661973
14347141https://api.discogs.com/masters/347141Sgt. Pepper's Lonely Hearts Club Band1967
1554829https://api.discogs.com/masters/54829The Beatles At The Hollywood Bowl1977
1645799https://api.discogs.com/masters/45799Beatles For Sale1964
1723934https://api.discogs.com/masters/23934Sgt. Pepper's Lonely Hearts Club Band1967
1824212https://api.discogs.com/masters/24212Let It Be1970
1946402https://api.discogs.com/masters/46402The Beatles1968
\n", "
" ], "text/plain": [ " id resource_url \\\n", "0 24047 https://api.discogs.com/masters/24047 \n", "1 1060866 https://api.discogs.com/masters/1060866 \n", "2 45895 https://api.discogs.com/masters/45895 \n", "3 45362 https://api.discogs.com/masters/45362 \n", "4 54585 https://api.discogs.com/masters/54585 \n", "5 24003 https://api.discogs.com/masters/24003 \n", "6 45729 https://api.discogs.com/masters/45729 \n", "7 347141 https://api.discogs.com/masters/347141 \n", "8 54829 https://api.discogs.com/masters/54829 \n", "9 45799 https://api.discogs.com/masters/45799 \n", "10 23934 https://api.discogs.com/masters/23934 \n", "11 31249 https://api.discogs.com/masters/31249 \n", "12 45526 https://api.discogs.com/masters/45526 \n", "13 23881 https://api.discogs.com/masters/23881 \n", "14 347141 https://api.discogs.com/masters/347141 \n", "15 54829 https://api.discogs.com/masters/54829 \n", "16 45799 https://api.discogs.com/masters/45799 \n", "17 23934 https://api.discogs.com/masters/23934 \n", "18 24212 https://api.discogs.com/masters/24212 \n", "19 46402 https://api.discogs.com/masters/46402 \n", "\n", " title year \n", "0 Abbey Road 1969 \n", "1 Live! At The Star Club, Hamburg, Germany 1962 ... 1985 \n", "2 Help! 1965 \n", "3 Please Please Me 1963 \n", "4 Rock 'N' Roll Music 1976 \n", "5 A Hard Day's Night 1964 \n", "6 With The Beatles 1963 \n", "7 Sgt. Pepper's Lonely Hearts Club Band 1967 \n", "8 The Beatles At The Hollywood Bowl 1977 \n", "9 Beatles For Sale 1964 \n", "10 Sgt. Pepper's Lonely Hearts Club Band 1967 \n", "11 A Collection Of Beatles Oldies 1966 \n", "12 Rubber Soul 1965 \n", "13 1962-1966 1973 \n", "14 Sgt. Pepper's Lonely Hearts Club Band 1967 \n", "15 The Beatles At The Hollywood Bowl 1977 \n", "16 Beatles For Sale 1964 \n", "17 Sgt. Pepper's Lonely Hearts Club Band 1967 \n", "18 Let It Be 1970 \n", "19 The Beatles 1968 " ] }, "execution_count": 133, "metadata": {}, "output_type": "execute_result" } ], "source": [ "beatles_df = pd.DataFrame([{'id': a['id'], 'year': a.get('year'), \n", " 'title': a['title'][14:],\n", " 'resource_url': a['resource_url']}\n", " for a in beatles_albums\n", " if 'year' in a\n", " if a['country'] == 'UK'\n", " if a['title'].startswith('The Beatles - ')\n", " if a['type'] == 'master'])\n", "beatles_df" ] }, { "cell_type": "code", "execution_count": 134, "metadata": {}, "outputs": [ { "data": { "text/plain": [ "[(\"Sgt. Pepper's Lonely Hearts Club Band\", 4),\n", " ('The Beatles At The Hollywood Bowl', 2),\n", " ('Beatles For Sale', 2),\n", " ('1962-1966', 1),\n", " (\"Rock 'N' Roll Music\", 1)]" ] }, "execution_count": 134, "metadata": {}, "output_type": "execute_result" } ], "source": [ "collections.Counter(beatles_df['title']).most_common(5)" ] }, { "cell_type": "code", "execution_count": 135, "metadata": {}, "outputs": [ { "data": { "text/plain": [ "dict_keys(['year', 'images', 'videos', 'artists', 'num_for_sale', 'uri', 'title', 'resource_url', 'genres', 'versions_url', 'id', 'main_release_url', 'main_release', 'tracklist', 'data_quality', 'lowest_price', 'notes', 'styles'])" ] }, "execution_count": 135, "metadata": {}, "output_type": "execute_result" } ], "source": [ "abbey_road = get_by_url('https://api.discogs.com/masters/24047')\n", "abbey_road.keys()" ] }, { "cell_type": "code", "execution_count": 136, "metadata": {}, "outputs": [ { "data": { "text/plain": [ "[('Come Together', 'A1'),\n", " ('Something', 'A2'),\n", " (\"Maxwell's Silver Hammer\", 'A3'),\n", " ('Oh! Darling', 'A4'),\n", " (\"Octopus's Garden\", 'A5'),\n", " (\"I Want You (She's So Heavy)\", 'A6'),\n", " ('Here Comes The Sun', 'B1'),\n", " ('Because', 'B2'),\n", " ('You Never Give Me Your Money', 'B3'),\n", " ('Sun King', 'B4'),\n", " ('Mean Mr. Mustard', 'B5'),\n", " ('Polythene Pam', 'B6'),\n", " ('She Came In Through The Bathroom Window', 'B7'),\n", " ('Golden Slumbers', 'B8'),\n", " ('Carry That Weight', 'B9'),\n", " ('The End', 'B10'),\n", " ('Her Majesty', 'B11')]" ] }, "execution_count": 136, "metadata": {}, "output_type": "execute_result" } ], "source": [ "[(t['title'], t['position']) for t in abbey_road['tracklist']]" ] }, { "cell_type": "code", "execution_count": 137, "metadata": {}, "outputs": [ { "data": { "text/plain": [ "'https://api.discogs.com/releases/2498807'" ] }, "execution_count": 137, "metadata": {}, "output_type": "execute_result" } ], "source": [ "abbey_road['main_release_url']" ] }, { "cell_type": "code", "execution_count": 139, "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "Retrieved page 1 of 2 ; 59 requests before rate limit\n", "Retrieved page 2 of 2 ; 58 requests before rate limit\n" ] }, { "data": { "text/plain": [ "[{'barcode': [],\n", " 'catno': '3C 006 04266',\n", " 'community': {'have': 10, 'want': 24},\n", " 'country': 'Italy',\n", " 'format': ['Vinyl', '7\"', 'Reissue'],\n", " 'genre': ['Rock', 'Pop'],\n", " 'id': 1833079,\n", " 'label': ['Apple Records', 'The Greatest Story'],\n", " 'resource_url': 'https://api.discogs.com/releases/1833079',\n", " 'style': ['Pop Rock'],\n", " 'thumb': 'https://img.discogs.com/9CQznpENauUYZkwi4dp9-ZG2oR4=/fit-in/150x150/filters:strip_icc():format(jpeg):mode_rgb():quality(40)/discogs-images/R-1833079-1475199701-3047.jpeg.jpg',\n", " 'title': 'The Beatles - Come Together',\n", " 'type': 'release',\n", " 'uri': '/Beatles-Come-Together/release/1833079',\n", " 'year': '1976'},\n", " {'barcode': [],\n", " 'catno': '8E 006 40 031 M',\n", " 'community': {'have': 22, 'want': 28},\n", " 'country': 'Portugal',\n", " 'format': ['Vinyl', '7\"', 'Single'],\n", " 'genre': ['Rock'],\n", " 'id': 2753401,\n", " 'label': ['Parlophone'],\n", " 'resource_url': 'https://api.discogs.com/releases/2753401',\n", " 'style': ['Pop Rock'],\n", " 'thumb': 'https://img.discogs.com/ilMWcd904UBQ6GRnFYkh6d7dJfs=/fit-in/150x150/filters:strip_icc():format(jpeg):mode_rgb():quality(40)/discogs-images/R-2753401-1299504446.jpeg.jpg',\n", " 'title': 'The Beatles - Come Together',\n", " 'type': 'release',\n", " 'uri': '/Beatles-Come-Together/release/2753401',\n", " 'year': '1969'},\n", " {'barcode': [],\n", " 'catno': 'TPC 1027',\n", " 'community': {'have': 0, 'want': 5},\n", " 'country': 'Malaysia',\n", " 'format': ['Vinyl', '7\"', '45 RPM', 'EP', 'Unofficial Release'],\n", " 'genre': ['Rock'],\n", " 'id': 7424794,\n", " 'label': ['Gloria Record'],\n", " 'resource_url': 'https://api.discogs.com/releases/7424794',\n", " 'style': ['Pop Rock'],\n", " 'thumb': 'https://img.discogs.com/sARQ1ACdptpkekSccgShXDyUtdo=/fit-in/150x150/filters:strip_icc():format(jpeg):mode_rgb():quality(40)/discogs-images/R-7424794-1441869267-5122.jpeg.jpg',\n", " 'title': 'The Beatles - Come Together',\n", " 'type': 'release',\n", " 'uri': '/The-Beatles-Come-Together/release/7424794'},\n", " {'barcode': ['04266 M/A',\n", " '04266 M/B',\n", " '04266-M-A - 6-10-69 - I',\n", " '04266-M-B - 6-10-69 - I',\n", " 'BIEM'],\n", " 'catno': '3C 006-04266 M',\n", " 'community': {'have': 0, 'want': 0},\n", " 'country': 'Italy',\n", " 'format': ['Vinyl', '7\"', '45 RPM', 'Single', 'Mono'],\n", " 'genre': ['Rock'],\n", " 'id': 81020,\n", " 'label': ['Apple Records', 'Apple Records', 'EMI Italiana S.p.A.', 'AGC'],\n", " 'resource_url': 'https://api.discogs.com/masters/81020',\n", " 'style': ['Pop Rock'],\n", " 'thumb': 'https://img.discogs.com/qN-sPL0aIBdE9dJW3WlXNsbOuJ4=/fit-in/150x150/filters:strip_icc():format(jpeg):mode_rgb():quality(40)/discogs-images/R-671652-1145917403.jpeg.jpg',\n", " 'title': 'The Beatles - Come Together / Something',\n", " 'type': 'master',\n", " 'uri': '/The-Beatles-Come-Together-Something/master/81020',\n", " 'year': '1969'},\n", " {'barcode': ['7YCE.21369', '7YCE.21370', '7YCE 21369-1U', '7YCE 21370-1U'],\n", " 'catno': 'R 5814',\n", " 'community': {'have': 3970, 'want': 1789},\n", " 'country': 'UK',\n", " 'format': ['Vinyl', '7\"', 'Single'],\n", " 'genre': ['Rock'],\n", " 'id': 54558,\n", " 'label': ['Apple Records', 'Northern Songs', 'Harrisongs'],\n", " 'resource_url': 'https://api.discogs.com/masters/54558',\n", " 'style': ['Pop Rock'],\n", " 'thumb': 'https://img.discogs.com/lNA75bhNCWcBY42-g-Mf0zoAYPs=/fit-in/150x150/filters:strip_icc():format(jpeg):mode_rgb():quality(40)/discogs-images/R-513427-1278590203.jpeg.jpg',\n", " 'title': 'The Beatles - Something / Come Together',\n", " 'type': 'master',\n", " 'uri': '/The-Beatles-Something-Come-Together/master/54558',\n", " 'year': '1969'},\n", " {'barcode': ['6565-1', '6565-2'],\n", " 'catno': '6565',\n", " 'community': {'have': 0, 'want': 0},\n", " 'country': 'Mexico',\n", " 'format': ['Vinyl', '7\"', 'Single'],\n", " 'genre': ['Rock'],\n", " 'id': 461915,\n", " 'label': ['Apple Records', 'Discos Capitol De Mexico, S.A. 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Come Together (Juntense) / Oh Darling',\n", " 'type': 'release',\n", " 'uri': '/Beatles-Come-Together-Juntense-Oh-Darling/release/5424120',\n", " 'year': '1973'},\n", " {'barcode': [],\n", " 'catno': 'none',\n", " 'community': {'have': 0, 'want': 0},\n", " 'country': 'Brazil',\n", " 'format': ['File', 'MP3', 'Unofficial Release'],\n", " 'genre': ['Electronic'],\n", " 'id': 4942219,\n", " 'label': ['Not On Label (The Beatles)'],\n", " 'resource_url': 'https://api.discogs.com/releases/4942219',\n", " 'style': ['Tech House', 'House'],\n", " 'thumb': '',\n", " 'title': 'The Beatles - Come Together (Lisboa & Luthier Remix)',\n", " 'type': 'release',\n", " 'uri': '/Beatles-Come-Together-Lisboa-Luthier-Remix/release/4942219',\n", " 'year': '2011'},\n", " {'barcode': [],\n", " 'catno': 'fab 3',\n", " 'community': {'have': 4, 'want': 0},\n", " 'country': 'UK',\n", " 'format': ['CD', 'Compilation', 'Unofficial Release'],\n", " 'genre': ['Rock', 'Pop'],\n", " 'id': 8687684,\n", " 'label': ['Odeon'],\n", " 'resource_url': 'https://api.discogs.com/releases/8687684',\n", " 'style': [],\n", " 'thumb': 'https://img.discogs.com/NSOKGehBa4JVPZt-U2PnRBKDtZk=/fit-in/150x150/filters:strip_icc():format(jpeg):mode_rgb():quality(40)/discogs-images/R-8687684-1466670930-9895.jpeg.jpg',\n", " 'title': \"The Beatles - Come Together (Beatles In The '90s)\",\n", " 'type': 'release',\n", " 'uri': '/The-Beatles-Come-Together-Beatles-In-The-90s/release/8687684',\n", " 'year': '1996'},\n", " {'barcode': [],\n", " 'catno': 'FAB 3',\n", " 'community': {'have': 21, 'want': 1},\n", " 'country': 'Japan',\n", " 'format': ['CD', 'Compilation', 'Unofficial Release'],\n", " 'genre': ['Rock', 'Pop'],\n", " 'id': 4094798,\n", " 'label': ['Fab'],\n", " 'resource_url': 'https://api.discogs.com/releases/4094798',\n", " 'style': [],\n", " 'thumb': 'https://img.discogs.com/rZF2U3nsinYbyxRSjN_iZ5iBQFE=/fit-in/150x150/filters:strip_icc():format(jpeg):mode_rgb():quality(40)/discogs-images/R-4094798-1355060332-5986.jpeg.jpg',\n", " 'title': \"The Beatles - Come Together (Beatles In The '90s)\",\n", " 'type': 'release',\n", " 'uri': '/Beatles-Come-Together-Beatles-In-The-90s/release/4094798',\n", " 'year': '1996'}]" ] }, "execution_count": 139, "metadata": {}, "output_type": "execute_result" } ], "source": [ "come_together_search = discogs_search({'artist': 'The Beatles', 'title': 'Come Together'}, show_progress=True)\n", "come_together_search" ] }, { "cell_type": "code", "execution_count": 141, "metadata": {}, "outputs": [ { "data": { "text/plain": [ "[{'barcode': ['7YCE.21369', '7YCE.21370', '7YCE 21369-1U', '7YCE 21370-1U'],\n", " 'catno': 'R 5814',\n", " 'community': {'have': 3970, 'want': 1789},\n", " 'country': 'UK',\n", " 'format': ['Vinyl', '7\"', 'Single'],\n", " 'genre': ['Rock'],\n", " 'id': 54558,\n", " 'label': ['Apple Records', 'Northern Songs', 'Harrisongs'],\n", " 'resource_url': 'https://api.discogs.com/masters/54558',\n", " 'style': ['Pop Rock'],\n", " 'thumb': 'https://img.discogs.com/lNA75bhNCWcBY42-g-Mf0zoAYPs=/fit-in/150x150/filters:strip_icc():format(jpeg):mode_rgb():quality(40)/discogs-images/R-513427-1278590203.jpeg.jpg',\n", " 'title': 'The Beatles - Something / Come Together',\n", " 'type': 'master',\n", " 'uri': '/The-Beatles-Something-Come-Together/master/54558',\n", " 'year': '1969'}]" ] }, "execution_count": 141, "metadata": {}, "output_type": "execute_result" } ], "source": [ "[t for t in come_together_search\n", "if t['country'] == 'UK'\n", "if t['type'] == 'master']" ] }, { "cell_type": "code", "execution_count": 142, "metadata": { "scrolled": true }, "outputs": [ { "data": { "text/plain": [ "" ] }, "execution_count": 142, "metadata": {}, "output_type": "execute_result" } ], "source": [ "url = 'https://api.discogs.com/releases/2498807'\n", "headers = {'Authorization': 'Discogs token=' + config['discogs']['token']}\n", "releases = []\n", "request = urllib.request.Request(url, headers=headers, method='GET')\n", "response = urllib.request.urlopen(request)\n", "response.info()" ] }, { "cell_type": "code", "execution_count": 147, "metadata": {}, "outputs": [ { "data": { "text/plain": [ "int" ] }, "execution_count": 147, "metadata": {}, "output_type": "execute_result" } ], "source": [ "type(int(response.info()['X-Discogs-Ratelimit-Remaining']))" ] }, { "cell_type": "code", "execution_count": 15, "metadata": { "scrolled": true }, "outputs": [ { "data": { "text/plain": [ "{'rating': {'average': 4.2, 'count': 20}, 'release_id': 54558}" ] }, "execution_count": 15, "metadata": {}, "output_type": "execute_result" } ], "source": [ "url = 'https://api.discogs.com/releases/54558/rating'\n", "headers = {'Authorization': 'Discogs token=' + config['discogs']['token']}\n", "releases = []\n", "request = urllib.request.Request(url, headers=headers, method='GET')\n", "r = urllib.request.urlopen(request)\n", "response = json.loads(r.read().decode('utf-8'))\n", "response" ] }, { "cell_type": "code", "execution_count": null, "metadata": {}, "outputs": [], "source": [] } ], "metadata": { "kernelspec": { "display_name": "Python 3", "language": "python", "name": "python3" }, "language_info": { "codemirror_mode": { "name": "ipython", "version": 3 }, "file_extension": ".py", "mimetype": "text/x-python", "name": "python", "nbconvert_exporter": "python", "pygments_lexer": "ipython3", "version": "3.5.3" } }, "nbformat": 4, "nbformat_minor": 1 }