},
{
"cell_type": "code",
- "execution_count": 323,
+ "execution_count": 58,
"metadata": {
"collapsed": true,
"run_control": {
"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",
"outputs": [],
"source": [
"# Open a connection to the Mongo server\n",
- "client = pymongo.MongoClient('mongodb://localhost:27351/')"
+ "client = pymongo.MongoClient('mongodb://localhost:27017/')"
]
},
{
"cell_type": "code",
- "execution_count": 6,
+ "execution_count": 39,
"metadata": {
"collapsed": false
},
},
{
"cell_type": "code",
- "execution_count": 7,
+ "execution_count": 40,
"metadata": {
"collapsed": false
},
},
{
"cell_type": "code",
- "execution_count": 8,
+ "execution_count": 5,
"metadata": {
"collapsed": false
},
"['app_name', 'client_id', 'client_secret', 'redirect_uri', 'token']"
]
},
- "execution_count": 8,
+ "execution_count": 5,
"metadata": {},
"output_type": "execute_result"
}
},
{
"cell_type": "code",
- "execution_count": 9,
+ "execution_count": 6,
"metadata": {
"collapsed": false
},
},
{
"cell_type": "code",
- "execution_count": 67,
+ "execution_count": 7,
"metadata": {
"collapsed": false
},
" 'name': 'Radiohead'}])"
]
},
- "execution_count": 67,
+ "execution_count": 7,
"metadata": {},
"output_type": "execute_result"
}
},
{
"cell_type": "code",
- "execution_count": 68,
+ "execution_count": 8,
"metadata": {
"collapsed": false
},
" 'name': 'The Beatles'}])"
]
},
- "execution_count": 68,
+ "execution_count": 8,
"metadata": {},
"output_type": "execute_result"
}
},
{
"cell_type": "code",
- "execution_count": 19,
+ "execution_count": 9,
"metadata": {
"collapsed": false
},
},
{
"cell_type": "code",
- "execution_count": 20,
+ "execution_count": 41,
"metadata": {
"collapsed": false
},
"15"
]
},
- "execution_count": 20,
+ "execution_count": 41,
"metadata": {},
"output_type": "execute_result"
}
},
{
"cell_type": "code",
- "execution_count": 86,
+ "execution_count": 42,
"metadata": {
"collapsed": false
},
"28"
]
},
- "execution_count": 86,
+ "execution_count": 42,
"metadata": {},
"output_type": "execute_result"
}
},
{
"cell_type": "code",
- "execution_count": 21,
- "metadata": {
- "collapsed": false,
- "scrolled": true
- },
- "outputs": [
- {
- "data": {
- "text/plain": [
- "{'_id': '2pCqZLeavM2BMovJXsJEIV',\n",
- " 'album_type': 'album',\n",
- " 'artists': [{'external_urls': {'spotify': 'https://open.spotify.com/artist/3WrFJ7ztbogyGnTHbHJFl2'},\n",
- " 'href': 'https://api.spotify.com/v1/artists/3WrFJ7ztbogyGnTHbHJFl2',\n",
- " 'id': '3WrFJ7ztbogyGnTHbHJFl2',\n",
- " 'name': 'The Beatles',\n",
- " 'type': 'artist',\n",
- " 'uri': 'spotify:artist:3WrFJ7ztbogyGnTHbHJFl2'}],\n",
- " 'available_markets': ['AD',\n",
- " 'AR',\n",
- " 'AT',\n",
- " 'AU',\n",
- " 'BE',\n",
- " 'BG',\n",
- " 'BO',\n",
- " 'BR',\n",
- " 'CH',\n",
- " 'CL',\n",
- " 'CO',\n",
- " 'CR',\n",
- " 'CY',\n",
- " 'CZ',\n",
- " 'DE',\n",
- " 'DK',\n",
- " 'DO',\n",
- " 'EC',\n",
- " 'EE',\n",
- " 'ES',\n",
- " 'FI',\n",
- " 'FR',\n",
- " 'GB',\n",
- " 'GR',\n",
- " 'GT',\n",
- " 'HK',\n",
- " 'HN',\n",
- " 'HU',\n",
- " 'ID',\n",
- " 'IE',\n",
- " 'IS',\n",
- " 'IT',\n",
- " 'JP',\n",
- " 'LI',\n",
- " 'LT',\n",
- " 'LU',\n",
- " 'LV',\n",
- " 'MC',\n",
- " 'MT',\n",
- " 'MY',\n",
- " 'NI',\n",
- " 'NL',\n",
- " 'NO',\n",
- " 'NZ',\n",
- " 'PA',\n",
- " 'PE',\n",
- " 'PH',\n",
- " 'PL',\n",
- " 'PT',\n",
- " 'PY',\n",
- " 'SE',\n",
- " 'SG',\n",
- " 'SK',\n",
- " 'SV',\n",
- " 'TR',\n",
- " 'TW',\n",
- " 'UY'],\n",
- " 'copyrights': [{'text': '(C) 2015 Apple Corps Ltd', 'type': 'C'},\n",
- " {'text': '(P) 2015 Calderstone Productions Limited (a division of Universal Music Group)',\n",
- " 'type': 'P'}],\n",
- " 'external_ids': {'upc': '00602547670069'},\n",
- " 'external_urls': {'spotify': 'https://open.spotify.com/album/2pCqZLeavM2BMovJXsJEIV'},\n",
- " 'genres': [],\n",
- " 'href': 'https://api.spotify.com/v1/albums/2pCqZLeavM2BMovJXsJEIV',\n",
- " 'id': '2pCqZLeavM2BMovJXsJEIV',\n",
- " 'images': [{'height': 640,\n",
- " 'url': 'https://i.scdn.co/image/809c6f28db643023d76b9cb650a8ea59689a3af2',\n",
- " 'width': 640},\n",
- " {'height': 300,\n",
- " 'url': 'https://i.scdn.co/image/a8b7d6b28fc36248278e128c33e1a0dfb8cffb88',\n",
- " 'width': 300},\n",
- " {'height': 64,\n",
- " 'url': 'https://i.scdn.co/image/382865979b10ad69925ac4c40304fcb1862a8912',\n",
- " 'width': 64}],\n",
- " 'label': 'EMI Catalogue',\n",
- " 'name': 'Let It Be (Remastered)',\n",
- " 'popularity': 69,\n",
- " 'release_date': '1970-05-08',\n",
- " 'release_date_precision': 'day',\n",
- " 'tracks': {'href': 'https://api.spotify.com/v1/albums/2pCqZLeavM2BMovJXsJEIV/tracks?offset=0&limit=50',\n",
- " 'items': [{'artists': [{'external_urls': {'spotify': 'https://open.spotify.com/artist/3WrFJ7ztbogyGnTHbHJFl2'},\n",
- " 'href': 'https://api.spotify.com/v1/artists/3WrFJ7ztbogyGnTHbHJFl2',\n",
- " 'id': '3WrFJ7ztbogyGnTHbHJFl2',\n",
- " 'name': 'The Beatles',\n",
- " 'type': 'artist',\n",
- " 'uri': 'spotify:artist:3WrFJ7ztbogyGnTHbHJFl2'}],\n",
- " 'available_markets': ['AD',\n",
- " 'AR',\n",
- " 'AT',\n",
- " 'AU',\n",
- " 'BE',\n",
- " 'BG',\n",
- " 'BO',\n",
- " 'BR',\n",
- " 'CH',\n",
- " 'CL',\n",
- " 'CO',\n",
- " 'CR',\n",
- " 'CY',\n",
- " 'CZ',\n",
- " 'DE',\n",
- " 'DK',\n",
- " 'DO',\n",
- " 'EC',\n",
- " 'EE',\n",
- " 'ES',\n",
- " 'FI',\n",
- " 'FR',\n",
- " 'GB',\n",
- " 'GR',\n",
- " 'GT',\n",
- " 'HK',\n",
- " 'HN',\n",
- " 'HU',\n",
- " 'ID',\n",
- " 'IE',\n",
- " 'IS',\n",
- " 'IT',\n",
- " 'JP',\n",
- " 'LI',\n",
- " 'LT',\n",
- " 'LU',\n",
- " 'LV',\n",
- " 'MC',\n",
- " 'MT',\n",
- " 'MY',\n",
- " 'NI',\n",
- " 'NL',\n",
- " 'NO',\n",
- " 'NZ',\n",
- " 'PA',\n",
- " 'PE',\n",
- " 'PH',\n",
- " 'PL',\n",
- " 'PT',\n",
- " 'PY',\n",
- " 'SE',\n",
- " 'SG',\n",
- " 'SK',\n",
- " 'SV',\n",
- " 'TR',\n",
- " 'TW',\n",
- " 'UY'],\n",
- " 'disc_number': 1,\n",
- " 'duration_ms': 216813,\n",
- " 'explicit': False,\n",
- " 'external_urls': {'spotify': 'https://open.spotify.com/track/57n1teNb2tkcfiYagPmUWr'},\n",
- " 'href': 'https://api.spotify.com/v1/tracks/57n1teNb2tkcfiYagPmUWr',\n",
- " 'id': '57n1teNb2tkcfiYagPmUWr',\n",
- " 'name': 'Two Of Us - Remastered 2009',\n",
- " 'preview_url': 'https://p.scdn.co/mp3-preview/027085fec2d5049be37d7b10353e9c2143aa94d8?cid=null',\n",
- " 'track_number': 1,\n",
- " 'type': 'track',\n",
- " 'uri': 'spotify:track:57n1teNb2tkcfiYagPmUWr'},\n",
- " {'artists': [{'external_urls': {'spotify': 'https://open.spotify.com/artist/3WrFJ7ztbogyGnTHbHJFl2'},\n",
- " 'href': 'https://api.spotify.com/v1/artists/3WrFJ7ztbogyGnTHbHJFl2',\n",
- " 'id': '3WrFJ7ztbogyGnTHbHJFl2',\n",
- " 'name': 'The Beatles',\n",
- " 'type': 'artist',\n",
- " 'uri': 'spotify:artist:3WrFJ7ztbogyGnTHbHJFl2'}],\n",
- " 'available_markets': ['AD',\n",
- " 'AR',\n",
- " 'AT',\n",
- " 'AU',\n",
- " 'BE',\n",
- " 'BG',\n",
- " 'BO',\n",
- " 'BR',\n",
- " 'CH',\n",
- " 'CL',\n",
- " 'CO',\n",
- " 'CR',\n",
- " 'CY',\n",
- " 'CZ',\n",
- " 'DE',\n",
- " 'DK',\n",
- " 'DO',\n",
- " 'EC',\n",
- " 'EE',\n",
- " 'ES',\n",
- " 'FI',\n",
- " 'FR',\n",
- " 'GB',\n",
- " 'GR',\n",
- " 'GT',\n",
- " 'HK',\n",
- " 'HN',\n",
- " 'HU',\n",
- " 'ID',\n",
- " 'IE',\n",
- " 'IS',\n",
- " 'IT',\n",
- " 'JP',\n",
- " 'LI',\n",
- " 'LT',\n",
- " 'LU',\n",
- " 'LV',\n",
- " 'MC',\n",
- " 'MT',\n",
- " 'MY',\n",
- " 'NI',\n",
- " 'NL',\n",
- " 'NO',\n",
- " 'NZ',\n",
- " 'PA',\n",
- " 'PE',\n",
- " 'PH',\n",
- " 'PL',\n",
- " 'PT',\n",
- " 'PY',\n",
- " 'SE',\n",
- " 'SG',\n",
- " 'SK',\n",
- " 'SV',\n",
- " 'TR',\n",
- " 'TW',\n",
- " 'UY'],\n",
- " 'disc_number': 1,\n",
- " 'duration_ms': 235000,\n",
- " 'explicit': False,\n",
- " 'external_urls': {'spotify': 'https://open.spotify.com/track/3eMeNJhwxiecXnSYy2NhfY'},\n",
- " 'href': 'https://api.spotify.com/v1/tracks/3eMeNJhwxiecXnSYy2NhfY',\n",
- " 'id': '3eMeNJhwxiecXnSYy2NhfY',\n",
- " 'name': 'Dig A Pony - Remastered 2009',\n",
- " 'preview_url': 'https://p.scdn.co/mp3-preview/033f1c9d697b69749a63621bdc8a93a897a1d394?cid=null',\n",
- " 'track_number': 2,\n",
- " 'type': 'track',\n",
- " 'uri': 'spotify:track:3eMeNJhwxiecXnSYy2NhfY'},\n",
- " {'artists': [{'external_urls': {'spotify': 'https://open.spotify.com/artist/3WrFJ7ztbogyGnTHbHJFl2'},\n",
- " 'href': 'https://api.spotify.com/v1/artists/3WrFJ7ztbogyGnTHbHJFl2',\n",
- " 'id': '3WrFJ7ztbogyGnTHbHJFl2',\n",
- " 'name': 'The Beatles',\n",
- " 'type': 'artist',\n",
- " 'uri': 'spotify:artist:3WrFJ7ztbogyGnTHbHJFl2'}],\n",
- " 'available_markets': ['AD',\n",
- " 'AR',\n",
- " 'AT',\n",
- " 'AU',\n",
- " 'BE',\n",
- " 'BG',\n",
- " 'BO',\n",
- " 'BR',\n",
- " 'CH',\n",
- " 'CL',\n",
- " 'CO',\n",
- " 'CR',\n",
- " 'CY',\n",
- " 'CZ',\n",
- " 'DE',\n",
- " 'DK',\n",
- " 'DO',\n",
- " 'EC',\n",
- " 'EE',\n",
- " 'ES',\n",
- " 'FI',\n",
- " 'FR',\n",
- " 'GB',\n",
- " 'GR',\n",
- " 'GT',\n",
- " 'HK',\n",
- " 'HN',\n",
- " 'HU',\n",
- " 'ID',\n",
- " 'IE',\n",
- " 'IS',\n",
- " 'IT',\n",
- " 'JP',\n",
- " 'LI',\n",
- " 'LT',\n",
- " 'LU',\n",
- " 'LV',\n",
- " 'MC',\n",
- " 'MT',\n",
- " 'MY',\n",
- " 'NI',\n",
- " 'NL',\n",
- " 'NO',\n",
- " 'NZ',\n",
- " 'PA',\n",
- " 'PE',\n",
- " 'PH',\n",
- " 'PL',\n",
- " 'PT',\n",
- " 'PY',\n",
- " 'SE',\n",
- " 'SG',\n",
- " 'SK',\n",
- " 'SV',\n",
- " 'TR',\n",
- " 'TW',\n",
- " 'UY'],\n",
- " 'disc_number': 1,\n",
- " 'duration_ms': 228133,\n",
- " 'explicit': False,\n",
- " 'external_urls': {'spotify': 'https://open.spotify.com/track/72Ob0wrObCXgvGYhFs8vip'},\n",
- " 'href': 'https://api.spotify.com/v1/tracks/72Ob0wrObCXgvGYhFs8vip',\n",
- " 'id': '72Ob0wrObCXgvGYhFs8vip',\n",
- " 'name': 'Across The Universe - Remastered 2009',\n",
- " 'preview_url': 'https://p.scdn.co/mp3-preview/efe38bcd921990d782707dac30e445d7680b59df?cid=null',\n",
- " 'track_number': 3,\n",
- " 'type': 'track',\n",
- " 'uri': 'spotify:track:72Ob0wrObCXgvGYhFs8vip'},\n",
- " {'artists': [{'external_urls': {'spotify': 'https://open.spotify.com/artist/3WrFJ7ztbogyGnTHbHJFl2'},\n",
- " 'href': 'https://api.spotify.com/v1/artists/3WrFJ7ztbogyGnTHbHJFl2',\n",
- " 'id': '3WrFJ7ztbogyGnTHbHJFl2',\n",
- " 'name': 'The Beatles',\n",
- " 'type': 'artist',\n",
- " 'uri': 'spotify:artist:3WrFJ7ztbogyGnTHbHJFl2'}],\n",
- " 'available_markets': ['AD',\n",
- " 'AR',\n",
- " 'AT',\n",
- " 'AU',\n",
- " 'BE',\n",
- " 'BG',\n",
- " 'BO',\n",
- " 'BR',\n",
- " 'CH',\n",
- " 'CL',\n",
- " 'CO',\n",
- " 'CR',\n",
- " 'CY',\n",
- " 'CZ',\n",
- " 'DE',\n",
- " 'DK',\n",
- " 'DO',\n",
- " 'EC',\n",
- " 'EE',\n",
- " 'ES',\n",
- " 'FI',\n",
- " 'FR',\n",
- " 'GB',\n",
- " 'GR',\n",
- " 'GT',\n",
- " 'HK',\n",
- " 'HN',\n",
- " 'HU',\n",
- " 'ID',\n",
- " 'IE',\n",
- " 'IS',\n",
- " 'IT',\n",
- " 'JP',\n",
- " 'LI',\n",
- " 'LT',\n",
- " 'LU',\n",
- " 'LV',\n",
- " 'MC',\n",
- " 'MT',\n",
- " 'MY',\n",
- " 'NI',\n",
- " 'NL',\n",
- " 'NO',\n",
- " 'NZ',\n",
- " 'PA',\n",
- " 'PE',\n",
- " 'PH',\n",
- " 'PL',\n",
- " 'PT',\n",
- " 'PY',\n",
- " 'SE',\n",
- " 'SG',\n",
- " 'SK',\n",
- " 'SV',\n",
- " 'TR',\n",
- " 'TW',\n",
- " 'UY'],\n",
- " 'disc_number': 1,\n",
- " 'duration_ms': 145586,\n",
- " 'explicit': False,\n",
- " 'external_urls': {'spotify': 'https://open.spotify.com/track/0i4BFZcByXtcTFOafH5ebS'},\n",
- " 'href': 'https://api.spotify.com/v1/tracks/0i4BFZcByXtcTFOafH5ebS',\n",
- " 'id': '0i4BFZcByXtcTFOafH5ebS',\n",
- " 'name': 'I Me Mine - Remastered 2009',\n",
- " 'preview_url': 'https://p.scdn.co/mp3-preview/303eee3d81c6f5d2f0d795954eb559ed0ffc46c6?cid=null',\n",
- " 'track_number': 4,\n",
- " 'type': 'track',\n",
- " 'uri': 'spotify:track:0i4BFZcByXtcTFOafH5ebS'},\n",
- " {'artists': [{'external_urls': {'spotify': 'https://open.spotify.com/artist/3WrFJ7ztbogyGnTHbHJFl2'},\n",
- " 'href': 'https://api.spotify.com/v1/artists/3WrFJ7ztbogyGnTHbHJFl2',\n",
- " 'id': '3WrFJ7ztbogyGnTHbHJFl2',\n",
- " 'name': 'The Beatles',\n",
- " 'type': 'artist',\n",
- " 'uri': 'spotify:artist:3WrFJ7ztbogyGnTHbHJFl2'}],\n",
- " 'available_markets': ['AD',\n",
- " 'AR',\n",
- " 'AT',\n",
- " 'AU',\n",
- " 'BE',\n",
- " 'BG',\n",
- " 'BO',\n",
- " 'BR',\n",
- " 'CH',\n",
- " 'CL',\n",
- " 'CO',\n",
- " 'CR',\n",
- " 'CY',\n",
- " 'CZ',\n",
- " 'DE',\n",
- " 'DK',\n",
- " 'DO',\n",
- " 'EC',\n",
- " 'EE',\n",
- " 'ES',\n",
- " 'FI',\n",
- " 'FR',\n",
- " 'GB',\n",
- " 'GR',\n",
- " 'GT',\n",
- " 'HK',\n",
- " 'HN',\n",
- " 'HU',\n",
- " 'ID',\n",
- " 'IE',\n",
- " 'IS',\n",
- " 'IT',\n",
- " 'JP',\n",
- " 'LI',\n",
- " 'LT',\n",
- " 'LU',\n",
- " 'LV',\n",
- " 'MC',\n",
- " 'MT',\n",
- " 'MY',\n",
- " 'NI',\n",
- " 'NL',\n",
- " 'NO',\n",
- " 'NZ',\n",
- " 'PA',\n",
- " 'PE',\n",
- " 'PH',\n",
- " 'PL',\n",
- " 'PT',\n",
- " 'PY',\n",
- " 'SE',\n",
- " 'SG',\n",
- " 'SK',\n",
- " 'SV',\n",
- " 'TR',\n",
- " 'TW',\n",
- " 'UY'],\n",
- " 'disc_number': 1,\n",
- " 'duration_ms': 50466,\n",
- " 'explicit': False,\n",
- " 'external_urls': {'spotify': 'https://open.spotify.com/track/5GDVGBs8qW1Xl3Qi0vsxue'},\n",
- " 'href': 'https://api.spotify.com/v1/tracks/5GDVGBs8qW1Xl3Qi0vsxue',\n",
- " 'id': '5GDVGBs8qW1Xl3Qi0vsxue',\n",
- " 'name': 'Dig It - Remastered 2009',\n",
- " 'preview_url': 'https://p.scdn.co/mp3-preview/7fcb17fdd273bca3c37661e8f0d30446b9f87a31?cid=null',\n",
- " 'track_number': 5,\n",
- " 'type': 'track',\n",
- " 'uri': 'spotify:track:5GDVGBs8qW1Xl3Qi0vsxue'},\n",
- " {'artists': [{'external_urls': {'spotify': 'https://open.spotify.com/artist/3WrFJ7ztbogyGnTHbHJFl2'},\n",
- " 'href': 'https://api.spotify.com/v1/artists/3WrFJ7ztbogyGnTHbHJFl2',\n",
- " 'id': '3WrFJ7ztbogyGnTHbHJFl2',\n",
- " 'name': 'The Beatles',\n",
- " 'type': 'artist',\n",
- " 'uri': 'spotify:artist:3WrFJ7ztbogyGnTHbHJFl2'}],\n",
- " 'available_markets': ['AD',\n",
- " 'AR',\n",
- " 'AT',\n",
- " 'AU',\n",
- " 'BE',\n",
- " 'BG',\n",
- " 'BO',\n",
- " 'BR',\n",
- " 'CH',\n",
- " 'CL',\n",
- " 'CO',\n",
- " 'CR',\n",
- " 'CY',\n",
- " 'CZ',\n",
- " 'DE',\n",
- " 'DK',\n",
- " 'DO',\n",
- " 'EC',\n",
- " 'EE',\n",
- " 'ES',\n",
- " 'FI',\n",
- " 'FR',\n",
- " 'GB',\n",
- " 'GR',\n",
- " 'GT',\n",
- " 'HK',\n",
- " 'HN',\n",
- " 'HU',\n",
- " 'ID',\n",
- " 'IE',\n",
- " 'IS',\n",
- " 'IT',\n",
- " 'JP',\n",
- " 'LI',\n",
- " 'LT',\n",
- " 'LU',\n",
- " 'LV',\n",
- " 'MC',\n",
- " 'MT',\n",
- " 'MY',\n",
- " 'NI',\n",
- " 'NL',\n",
- " 'NO',\n",
- " 'NZ',\n",
- " 'PA',\n",
- " 'PE',\n",
- " 'PH',\n",
- " 'PL',\n",
- " 'PT',\n",
- " 'PY',\n",
- " 'SE',\n",
- " 'SG',\n",
- " 'SK',\n",
- " 'SV',\n",
- " 'TR',\n",
- " 'TW',\n",
- " 'UY'],\n",
- " 'disc_number': 1,\n",
- " 'duration_ms': 243026,\n",
- " 'explicit': False,\n",
- " 'external_urls': {'spotify': 'https://open.spotify.com/track/5V1AHQugSTASVez5ffJtFo'},\n",
- " 'href': 'https://api.spotify.com/v1/tracks/5V1AHQugSTASVez5ffJtFo',\n",
- " 'id': '5V1AHQugSTASVez5ffJtFo',\n",
- " 'name': 'Let It Be - Remastered 2009',\n",
- " 'preview_url': 'https://p.scdn.co/mp3-preview/f7913ebb647d47835c34fa4db7e889c8a87c6d10?cid=null',\n",
- " 'track_number': 6,\n",
- " 'type': 'track',\n",
- " 'uri': 'spotify:track:5V1AHQugSTASVez5ffJtFo'},\n",
- " {'artists': [{'external_urls': {'spotify': 'https://open.spotify.com/artist/3WrFJ7ztbogyGnTHbHJFl2'},\n",
- " 'href': 'https://api.spotify.com/v1/artists/3WrFJ7ztbogyGnTHbHJFl2',\n",
- " 'id': '3WrFJ7ztbogyGnTHbHJFl2',\n",
- " 'name': 'The Beatles',\n",
- " 'type': 'artist',\n",
- " 'uri': 'spotify:artist:3WrFJ7ztbogyGnTHbHJFl2'}],\n",
- " 'available_markets': ['AD',\n",
- " 'AR',\n",
- " 'AT',\n",
- " 'AU',\n",
- " 'BE',\n",
- " 'BG',\n",
- " 'BO',\n",
- " 'BR',\n",
- " 'CH',\n",
- " 'CL',\n",
- " 'CO',\n",
- " 'CR',\n",
- " 'CY',\n",
- " 'CZ',\n",
- " 'DE',\n",
- " 'DK',\n",
- " 'DO',\n",
- " 'EC',\n",
- " 'EE',\n",
- " 'ES',\n",
- " 'FI',\n",
- " 'FR',\n",
- " 'GB',\n",
- " 'GR',\n",
- " 'GT',\n",
- " 'HK',\n",
- " 'HN',\n",
- " 'HU',\n",
- " 'ID',\n",
- " 'IE',\n",
- " 'IS',\n",
- " 'IT',\n",
- " 'JP',\n",
- " 'LI',\n",
- " 'LT',\n",
- " 'LU',\n",
- " 'LV',\n",
- " 'MC',\n",
- " 'MT',\n",
- " 'MY',\n",
- " 'NI',\n",
- " 'NL',\n",
- " 'NO',\n",
- " 'NZ',\n",
- " 'PA',\n",
- " 'PE',\n",
- " 'PH',\n",
- " 'PL',\n",
- " 'PT',\n",
- " 'PY',\n",
- " 'SE',\n",
- " 'SG',\n",
- " 'SK',\n",
- " 'SV',\n",
- " 'TR',\n",
- " 'TW',\n",
- " 'UY'],\n",
- " 'disc_number': 1,\n",
- " 'duration_ms': 40040,\n",
- " 'explicit': False,\n",
- " 'external_urls': {'spotify': 'https://open.spotify.com/track/2r3re0TzVmdbHeOmjcFI4D'},\n",
- " 'href': 'https://api.spotify.com/v1/tracks/2r3re0TzVmdbHeOmjcFI4D',\n",
- " 'id': '2r3re0TzVmdbHeOmjcFI4D',\n",
- " 'name': 'Maggie Mae - Remastered 2009',\n",
- " 'preview_url': 'https://p.scdn.co/mp3-preview/b087e677086329e65254c2d05c6e186e1e6344ba?cid=null',\n",
- " 'track_number': 7,\n",
- " 'type': 'track',\n",
- " 'uri': 'spotify:track:2r3re0TzVmdbHeOmjcFI4D'},\n",
- " {'artists': [{'external_urls': {'spotify': 'https://open.spotify.com/artist/3WrFJ7ztbogyGnTHbHJFl2'},\n",
- " 'href': 'https://api.spotify.com/v1/artists/3WrFJ7ztbogyGnTHbHJFl2',\n",
- " 'id': '3WrFJ7ztbogyGnTHbHJFl2',\n",
- " 'name': 'The Beatles',\n",
- " 'type': 'artist',\n",
- " 'uri': 'spotify:artist:3WrFJ7ztbogyGnTHbHJFl2'}],\n",
- " 'available_markets': ['AD',\n",
- " 'AR',\n",
- " 'AT',\n",
- " 'AU',\n",
- " 'BE',\n",
- " 'BG',\n",
- " 'BO',\n",
- " 'BR',\n",
- " 'CH',\n",
- " 'CL',\n",
- " 'CO',\n",
- " 'CR',\n",
- " 'CY',\n",
- " 'CZ',\n",
- " 'DE',\n",
- " 'DK',\n",
- " 'DO',\n",
- " 'EC',\n",
- " 'EE',\n",
- " 'ES',\n",
- " 'FI',\n",
- " 'FR',\n",
- " 'GB',\n",
- " 'GR',\n",
- " 'GT',\n",
- " 'HK',\n",
- " 'HN',\n",
- " 'HU',\n",
- " 'ID',\n",
- " 'IE',\n",
- " 'IS',\n",
- " 'IT',\n",
- " 'JP',\n",
- " 'LI',\n",
- " 'LT',\n",
- " 'LU',\n",
- " 'LV',\n",
- " 'MC',\n",
- " 'MT',\n",
- " 'MY',\n",
- " 'NI',\n",
- " 'NL',\n",
- " 'NO',\n",
- " 'NZ',\n",
- " 'PA',\n",
- " 'PE',\n",
- " 'PH',\n",
- " 'PL',\n",
- " 'PT',\n",
- " 'PY',\n",
- " 'SE',\n",
- " 'SG',\n",
- " 'SK',\n",
- " 'SV',\n",
- " 'TR',\n",
- " 'TW',\n",
- " 'UY'],\n",
- " 'disc_number': 1,\n",
- " 'duration_ms': 217560,\n",
- " 'explicit': False,\n",
- " 'external_urls': {'spotify': 'https://open.spotify.com/track/03v6sgKUUFliGse1h04ecC'},\n",
- " 'href': 'https://api.spotify.com/v1/tracks/03v6sgKUUFliGse1h04ecC',\n",
- " 'id': '03v6sgKUUFliGse1h04ecC',\n",
- " 'name': \"I've Got A Feeling - Remastered 2009\",\n",
- " 'preview_url': 'https://p.scdn.co/mp3-preview/1bfbf75ab7ddca4fe8cfe0a58a73b31020a79c08?cid=null',\n",
- " 'track_number': 8,\n",
- " 'type': 'track',\n",
- " 'uri': 'spotify:track:03v6sgKUUFliGse1h04ecC'},\n",
- " {'artists': [{'external_urls': {'spotify': 'https://open.spotify.com/artist/3WrFJ7ztbogyGnTHbHJFl2'},\n",
- " 'href': 'https://api.spotify.com/v1/artists/3WrFJ7ztbogyGnTHbHJFl2',\n",
- " 'id': '3WrFJ7ztbogyGnTHbHJFl2',\n",
- " 'name': 'The Beatles',\n",
- " 'type': 'artist',\n",
- " 'uri': 'spotify:artist:3WrFJ7ztbogyGnTHbHJFl2'}],\n",
- " 'available_markets': ['AD',\n",
- " 'AR',\n",
- " 'AT',\n",
- " 'AU',\n",
- " 'BE',\n",
- " 'BG',\n",
- " 'BO',\n",
- " 'BR',\n",
- " 'CH',\n",
- " 'CL',\n",
- " 'CO',\n",
- " 'CR',\n",
- " 'CY',\n",
- " 'CZ',\n",
- " 'DE',\n",
- " 'DK',\n",
- " 'DO',\n",
- " 'EC',\n",
- " 'EE',\n",
- " 'ES',\n",
- " 'FI',\n",
- " 'FR',\n",
- " 'GB',\n",
- " 'GR',\n",
- " 'GT',\n",
- " 'HK',\n",
- " 'HN',\n",
- " 'HU',\n",
- " 'ID',\n",
- " 'IE',\n",
- " 'IS',\n",
- " 'IT',\n",
- " 'JP',\n",
- " 'LI',\n",
- " 'LT',\n",
- " 'LU',\n",
- " 'LV',\n",
- " 'MC',\n",
- " 'MT',\n",
- " 'MY',\n",
- " 'NI',\n",
- " 'NL',\n",
- " 'NO',\n",
- " 'NZ',\n",
- " 'PA',\n",
- " 'PE',\n",
- " 'PH',\n",
- " 'PL',\n",
- " 'PT',\n",
- " 'PY',\n",
- " 'SE',\n",
- " 'SG',\n",
- " 'SK',\n",
- " 'SV',\n",
- " 'TR',\n",
- " 'TW',\n",
- " 'UY'],\n",
- " 'disc_number': 1,\n",
- " 'duration_ms': 173960,\n",
- " 'explicit': False,\n",
- " 'external_urls': {'spotify': 'https://open.spotify.com/track/4311wT21Et0q3vepFwXjTu'},\n",
- " 'href': 'https://api.spotify.com/v1/tracks/4311wT21Et0q3vepFwXjTu',\n",
- " 'id': '4311wT21Et0q3vepFwXjTu',\n",
- " 'name': 'One After 909 - Remastered 2009',\n",
- " 'preview_url': 'https://p.scdn.co/mp3-preview/ed5ef2e435c2f7630f7d2c9146620cd097cf9695?cid=null',\n",
- " 'track_number': 9,\n",
- " 'type': 'track',\n",
- " 'uri': 'spotify:track:4311wT21Et0q3vepFwXjTu'},\n",
- " {'artists': [{'external_urls': {'spotify': 'https://open.spotify.com/artist/3WrFJ7ztbogyGnTHbHJFl2'},\n",
- " 'href': 'https://api.spotify.com/v1/artists/3WrFJ7ztbogyGnTHbHJFl2',\n",
- " 'id': '3WrFJ7ztbogyGnTHbHJFl2',\n",
- " 'name': 'The Beatles',\n",
- " 'type': 'artist',\n",
- " 'uri': 'spotify:artist:3WrFJ7ztbogyGnTHbHJFl2'}],\n",
- " 'available_markets': ['AD',\n",
- " 'AR',\n",
- " 'AT',\n",
- " 'AU',\n",
- " 'BE',\n",
- " 'BG',\n",
- " 'BO',\n",
- " 'BR',\n",
- " 'CH',\n",
- " 'CL',\n",
- " 'CO',\n",
- " 'CR',\n",
- " 'CY',\n",
- " 'CZ',\n",
- " 'DE',\n",
- " 'DK',\n",
- " 'DO',\n",
- " 'EC',\n",
- " 'EE',\n",
- " 'ES',\n",
- " 'FI',\n",
- " 'FR',\n",
- " 'GB',\n",
- " 'GR',\n",
- " 'GT',\n",
- " 'HK',\n",
- " 'HN',\n",
- " 'HU',\n",
- " 'ID',\n",
- " 'IE',\n",
- " 'IS',\n",
- " 'IT',\n",
- " 'JP',\n",
- " 'LI',\n",
- " 'LT',\n",
- " 'LU',\n",
- " 'LV',\n",
- " 'MC',\n",
- " 'MT',\n",
- " 'MY',\n",
- " 'NI',\n",
- " 'NL',\n",
- " 'NO',\n",
- " 'NZ',\n",
- " 'PA',\n",
- " 'PE',\n",
- " 'PH',\n",
- " 'PL',\n",
- " 'PT',\n",
- " 'PY',\n",
- " 'SE',\n",
- " 'SG',\n",
- " 'SK',\n",
- " 'SV',\n",
- " 'TR',\n",
- " 'TW',\n",
- " 'UY'],\n",
- " 'disc_number': 1,\n",
- " 'duration_ms': 218186,\n",
- " 'explicit': False,\n",
- " 'external_urls': {'spotify': 'https://open.spotify.com/track/2rG2c14sIgzyIRdbw3edaL'},\n",
- " 'href': 'https://api.spotify.com/v1/tracks/2rG2c14sIgzyIRdbw3edaL',\n",
- " 'id': '2rG2c14sIgzyIRdbw3edaL',\n",
- " 'name': 'The Long And Winding Road - Remastered 2009',\n",
- " 'preview_url': 'https://p.scdn.co/mp3-preview/8341b49c6799af4863eb434484e7a0b544a32466?cid=null',\n",
- " 'track_number': 10,\n",
- " 'type': 'track',\n",
- " 'uri': 'spotify:track:2rG2c14sIgzyIRdbw3edaL'},\n",
- " {'artists': [{'external_urls': {'spotify': 'https://open.spotify.com/artist/3WrFJ7ztbogyGnTHbHJFl2'},\n",
- " 'href': 'https://api.spotify.com/v1/artists/3WrFJ7ztbogyGnTHbHJFl2',\n",
- " 'id': '3WrFJ7ztbogyGnTHbHJFl2',\n",
- " 'name': 'The Beatles',\n",
- " 'type': 'artist',\n",
- " 'uri': 'spotify:artist:3WrFJ7ztbogyGnTHbHJFl2'}],\n",
- " 'available_markets': ['AD',\n",
- " 'AR',\n",
- " 'AT',\n",
- " 'AU',\n",
- " 'BE',\n",
- " 'BG',\n",
- " 'BO',\n",
- " 'BR',\n",
- " 'CH',\n",
- " 'CL',\n",
- " 'CO',\n",
- " 'CR',\n",
- " 'CY',\n",
- " 'CZ',\n",
- " 'DE',\n",
- " 'DK',\n",
- " 'DO',\n",
- " 'EC',\n",
- " 'EE',\n",
- " 'ES',\n",
- " 'FI',\n",
- " 'FR',\n",
- " 'GB',\n",
- " 'GR',\n",
- " 'GT',\n",
- " 'HK',\n",
- " 'HN',\n",
- " 'HU',\n",
- " 'ID',\n",
- " 'IE',\n",
- " 'IS',\n",
- " 'IT',\n",
- " 'JP',\n",
- " 'LI',\n",
- " 'LT',\n",
- " 'LU',\n",
- " 'LV',\n",
- " 'MC',\n",
- " 'MT',\n",
- " 'MY',\n",
- " 'NI',\n",
- " 'NL',\n",
- " 'NO',\n",
- " 'NZ',\n",
- " 'PA',\n",
- " 'PE',\n",
- " 'PH',\n",
- " 'PL',\n",
- " 'PT',\n",
- " 'PY',\n",
- " 'SE',\n",
- " 'SG',\n",
- " 'SK',\n",
- " 'SV',\n",
- " 'TR',\n",
- " 'TW',\n",
- " 'UY'],\n",
- " 'disc_number': 1,\n",
- " 'duration_ms': 152213,\n",
- " 'explicit': False,\n",
- " 'external_urls': {'spotify': 'https://open.spotify.com/track/0cJ053ljI4BuP5P8tJnK5j'},\n",
- " 'href': 'https://api.spotify.com/v1/tracks/0cJ053ljI4BuP5P8tJnK5j',\n",
- " 'id': '0cJ053ljI4BuP5P8tJnK5j',\n",
- " 'name': 'For You Blue - Remastered 2009',\n",
- " 'preview_url': 'https://p.scdn.co/mp3-preview/f3fea62baa9ba4f2205600b707abc18a683a2945?cid=null',\n",
- " 'track_number': 11,\n",
- " 'type': 'track',\n",
- " 'uri': 'spotify:track:0cJ053ljI4BuP5P8tJnK5j'},\n",
- " {'artists': [{'external_urls': {'spotify': 'https://open.spotify.com/artist/3WrFJ7ztbogyGnTHbHJFl2'},\n",
- " 'href': 'https://api.spotify.com/v1/artists/3WrFJ7ztbogyGnTHbHJFl2',\n",
- " 'id': '3WrFJ7ztbogyGnTHbHJFl2',\n",
- " 'name': 'The Beatles',\n",
- " 'type': 'artist',\n",
- " 'uri': 'spotify:artist:3WrFJ7ztbogyGnTHbHJFl2'}],\n",
- " 'available_markets': ['AD',\n",
- " 'AR',\n",
- " 'AT',\n",
- " 'AU',\n",
- " 'BE',\n",
- " 'BG',\n",
- " 'BO',\n",
- " 'BR',\n",
- " 'CH',\n",
- " 'CL',\n",
- " 'CO',\n",
- " 'CR',\n",
- " 'CY',\n",
- " 'CZ',\n",
- " 'DE',\n",
- " 'DK',\n",
- " 'DO',\n",
- " 'EC',\n",
- " 'EE',\n",
- " 'ES',\n",
- " 'FI',\n",
- " 'FR',\n",
- " 'GB',\n",
- " 'GR',\n",
- " 'GT',\n",
- " 'HK',\n",
- " 'HN',\n",
- " 'HU',\n",
- " 'ID',\n",
- " 'IE',\n",
- " 'IS',\n",
- " 'IT',\n",
- " 'JP',\n",
- " 'LI',\n",
- " 'LT',\n",
- " 'LU',\n",
- " 'LV',\n",
- " 'MC',\n",
- " 'MT',\n",
- " 'MY',\n",
- " 'NI',\n",
- " 'NL',\n",
- " 'NO',\n",
- " 'NZ',\n",
- " 'PA',\n",
- " 'PE',\n",
- " 'PH',\n",
- " 'PL',\n",
- " 'PT',\n",
- " 'PY',\n",
- " 'SE',\n",
- " 'SG',\n",
- " 'SK',\n",
- " 'SV',\n",
- " 'TR',\n",
- " 'TW',\n",
- " 'UY'],\n",
- " 'disc_number': 1,\n",
- " 'duration_ms': 189386,\n",
- " 'explicit': False,\n",
- " 'external_urls': {'spotify': 'https://open.spotify.com/track/3JzL2n8ofVRV6pZXAMGQ93'},\n",
- " 'href': 'https://api.spotify.com/v1/tracks/3JzL2n8ofVRV6pZXAMGQ93',\n",
- " 'id': '3JzL2n8ofVRV6pZXAMGQ93',\n",
- " 'name': 'Get Back - Remastered 2009',\n",
- " 'preview_url': 'https://p.scdn.co/mp3-preview/e1ee31a4cc8492cc8ab4bcc531abb2a10a0780a6?cid=null',\n",
- " 'track_number': 12,\n",
- " 'type': 'track',\n",
- " 'uri': 'spotify:track:3JzL2n8ofVRV6pZXAMGQ93'}],\n",
- " 'limit': 50,\n",
- " 'next': None,\n",
- " 'offset': 0,\n",
- " 'previous': None,\n",
- " 'total': 12},\n",
- " 'type': 'album',\n",
- " 'uri': 'spotify:album:2pCqZLeavM2BMovJXsJEIV'}"
- ]
- },
- "execution_count": 21,
- "metadata": {},
- "output_type": "execute_result"
- }
- ],
- "source": [
- "albums.find_one({'_id': '2pCqZLeavM2BMovJXsJEIV'})"
- ]
- },
- {
- "cell_type": "code",
- "execution_count": 22,
- "metadata": {
- "collapsed": false,
- "scrolled": true
- },
- "outputs": [
- {
- "data": {
- "text/plain": [
- "{'_id': '6P9yO0ukhOx3dvmhGKeYoC',\n",
- " 'album_type': 'album',\n",
- " 'artists': [{'external_urls': {'spotify': 'https://open.spotify.com/artist/3WrFJ7ztbogyGnTHbHJFl2'},\n",
- " 'href': 'https://api.spotify.com/v1/artists/3WrFJ7ztbogyGnTHbHJFl2',\n",
- " 'id': '3WrFJ7ztbogyGnTHbHJFl2',\n",
- " 'name': 'The Beatles',\n",
- " 'type': 'artist',\n",
- " 'uri': 'spotify:artist:3WrFJ7ztbogyGnTHbHJFl2'}],\n",
- " 'available_markets': ['AD',\n",
- " 'AR',\n",
- " 'AT',\n",
- " 'AU',\n",
- " 'BE',\n",
- " 'BG',\n",
- " 'BO',\n",
- " 'BR',\n",
- " 'CH',\n",
- " 'CL',\n",
- " 'CO',\n",
- " 'CR',\n",
- " 'CY',\n",
- " 'CZ',\n",
- " 'DE',\n",
- " 'DK',\n",
- " 'DO',\n",
- " 'EC',\n",
- " 'EE',\n",
- " 'ES',\n",
- " 'FI',\n",
- " 'FR',\n",
- " 'GB',\n",
- " 'GR',\n",
- " 'GT',\n",
- " 'HK',\n",
- " 'HN',\n",
- " 'HU',\n",
- " 'ID',\n",
- " 'IE',\n",
- " 'IS',\n",
- " 'IT',\n",
- " 'JP',\n",
- " 'LI',\n",
- " 'LT',\n",
- " 'LU',\n",
- " 'LV',\n",
- " 'MC',\n",
- " 'MT',\n",
- " 'MY',\n",
- " 'NI',\n",
- " 'NL',\n",
- " 'NO',\n",
- " 'NZ',\n",
- " 'PA',\n",
- " 'PE',\n",
- " 'PH',\n",
- " 'PL',\n",
- " 'PT',\n",
- " 'PY',\n",
- " 'SE',\n",
- " 'SG',\n",
- " 'SK',\n",
- " 'SV',\n",
- " 'TR',\n",
- " 'TW',\n",
- " 'UY'],\n",
- " 'copyrights': [{'text': '(C) 2015 Apple Corps Ltd', 'type': 'C'},\n",
- " {'text': '(P) 2015 Calderstone Productions Limited (a division of Universal Music Group)',\n",
- " 'type': 'P'}],\n",
- " 'external_ids': {'upc': '00602547670076'},\n",
- " 'external_urls': {'spotify': 'https://open.spotify.com/album/6P9yO0ukhOx3dvmhGKeYoC'},\n",
- " 'genres': [],\n",
- " 'href': 'https://api.spotify.com/v1/albums/6P9yO0ukhOx3dvmhGKeYoC',\n",
- " 'id': '6P9yO0ukhOx3dvmhGKeYoC',\n",
- " 'images': [{'height': 640,\n",
- " 'url': 'https://i.scdn.co/image/5779cc9a2ea0d1aa474a6e9575864d6d348acf97',\n",
- " 'width': 640},\n",
- " {'height': 300,\n",
- " 'url': 'https://i.scdn.co/image/a33a11dc85f7eaefa23cf20da067026f02b7c8ed',\n",
- " 'width': 300},\n",
- " {'height': 64,\n",
- " 'url': 'https://i.scdn.co/image/e37f1e1615d028e9edb4546765e8b4e25d500dc3',\n",
- " 'width': 64}],\n",
- " 'label': 'EMI Catalogue',\n",
- " 'name': 'Magical Mystery Tour (Remastered)',\n",
- " 'popularity': 67,\n",
- " 'release_date': '1967-11-27',\n",
- " 'release_date_precision': 'day',\n",
- " 'tracks': {'href': 'https://api.spotify.com/v1/albums/6P9yO0ukhOx3dvmhGKeYoC/tracks?offset=0&limit=50',\n",
- " 'items': [{'artists': [{'external_urls': {'spotify': 'https://open.spotify.com/artist/3WrFJ7ztbogyGnTHbHJFl2'},\n",
- " 'href': 'https://api.spotify.com/v1/artists/3WrFJ7ztbogyGnTHbHJFl2',\n",
- " 'id': '3WrFJ7ztbogyGnTHbHJFl2',\n",
- " 'name': 'The Beatles',\n",
- " 'type': 'artist',\n",
- " 'uri': 'spotify:artist:3WrFJ7ztbogyGnTHbHJFl2'}],\n",
- " 'available_markets': ['AD',\n",
- " 'AR',\n",
- " 'AT',\n",
- " 'AU',\n",
- " 'BE',\n",
- " 'BG',\n",
- " 'BO',\n",
- " 'BR',\n",
- " 'CH',\n",
- " 'CL',\n",
- " 'CO',\n",
- " 'CR',\n",
- " 'CY',\n",
- " 'CZ',\n",
- " 'DE',\n",
- " 'DK',\n",
- " 'DO',\n",
- " 'EC',\n",
- " 'EE',\n",
- " 'ES',\n",
- " 'FI',\n",
- " 'FR',\n",
- " 'GB',\n",
- " 'GR',\n",
- " 'GT',\n",
- " 'HK',\n",
- " 'HN',\n",
- " 'HU',\n",
- " 'ID',\n",
- " 'IE',\n",
- " 'IS',\n",
- " 'IT',\n",
- " 'JP',\n",
- " 'LI',\n",
- " 'LT',\n",
- " 'LU',\n",
- " 'LV',\n",
- " 'MC',\n",
- " 'MT',\n",
- " 'MY',\n",
- " 'NI',\n",
- " 'NL',\n",
- " 'NO',\n",
- " 'NZ',\n",
- " 'PA',\n",
- " 'PE',\n",
- " 'PH',\n",
- " 'PL',\n",
- " 'PT',\n",
- " 'PY',\n",
- " 'SE',\n",
- " 'SG',\n",
- " 'SK',\n",
- " 'SV',\n",
- " 'TR',\n",
- " 'TW',\n",
- " 'UY'],\n",
- " 'disc_number': 1,\n",
- " 'duration_ms': 170106,\n",
- " 'explicit': False,\n",
- " 'external_urls': {'spotify': 'https://open.spotify.com/track/7GeZEzG1QEjqRzuWVlrBFt'},\n",
- " 'href': 'https://api.spotify.com/v1/tracks/7GeZEzG1QEjqRzuWVlrBFt',\n",
- " 'id': '7GeZEzG1QEjqRzuWVlrBFt',\n",
- " 'name': 'Magical Mystery Tour - Remastered 2009',\n",
- " 'preview_url': 'https://p.scdn.co/mp3-preview/e3b1c07774756635975fb4af777e200708645c3f?cid=null',\n",
- " 'track_number': 1,\n",
- " 'type': 'track',\n",
- " 'uri': 'spotify:track:7GeZEzG1QEjqRzuWVlrBFt'},\n",
- " {'artists': [{'external_urls': {'spotify': 'https://open.spotify.com/artist/3WrFJ7ztbogyGnTHbHJFl2'},\n",
- " 'href': 'https://api.spotify.com/v1/artists/3WrFJ7ztbogyGnTHbHJFl2',\n",
- " 'id': '3WrFJ7ztbogyGnTHbHJFl2',\n",
- " 'name': 'The Beatles',\n",
- " 'type': 'artist',\n",
- " 'uri': 'spotify:artist:3WrFJ7ztbogyGnTHbHJFl2'}],\n",
- " 'available_markets': ['AD',\n",
- " 'AR',\n",
- " 'AT',\n",
- " 'AU',\n",
- " 'BE',\n",
- " 'BG',\n",
- " 'BO',\n",
- " 'BR',\n",
- " 'CH',\n",
- " 'CL',\n",
- " 'CO',\n",
- " 'CR',\n",
- " 'CY',\n",
- " 'CZ',\n",
- " 'DE',\n",
- " 'DK',\n",
- " 'DO',\n",
- " 'EC',\n",
- " 'EE',\n",
- " 'ES',\n",
- " 'FI',\n",
- " 'FR',\n",
- " 'GB',\n",
- " 'GR',\n",
- " 'GT',\n",
- " 'HK',\n",
- " 'HN',\n",
- " 'HU',\n",
- " 'ID',\n",
- " 'IE',\n",
- " 'IS',\n",
- " 'IT',\n",
- " 'JP',\n",
- " 'LI',\n",
- " 'LT',\n",
- " 'LU',\n",
- " 'LV',\n",
- " 'MC',\n",
- " 'MT',\n",
- " 'MY',\n",
- " 'NI',\n",
- " 'NL',\n",
- " 'NO',\n",
- " 'NZ',\n",
- " 'PA',\n",
- " 'PE',\n",
- " 'PH',\n",
- " 'PL',\n",
- " 'PT',\n",
- " 'PY',\n",
- " 'SE',\n",
- " 'SG',\n",
- " 'SK',\n",
- " 'SV',\n",
- " 'TR',\n",
- " 'TW',\n",
- " 'UY'],\n",
- " 'disc_number': 1,\n",
- " 'duration_ms': 179106,\n",
- " 'explicit': False,\n",
- " 'external_urls': {'spotify': 'https://open.spotify.com/track/3RhBkGg4edWdwcuGdHcl28'},\n",
- " 'href': 'https://api.spotify.com/v1/tracks/3RhBkGg4edWdwcuGdHcl28',\n",
- " 'id': '3RhBkGg4edWdwcuGdHcl28',\n",
- " 'name': 'The Fool On The Hill - Remastered 2009',\n",
- " 'preview_url': 'https://p.scdn.co/mp3-preview/15957b99532628b54588eba68003f6400f1de48b?cid=null',\n",
- " 'track_number': 2,\n",
- " 'type': 'track',\n",
- " 'uri': 'spotify:track:3RhBkGg4edWdwcuGdHcl28'},\n",
- " {'artists': [{'external_urls': {'spotify': 'https://open.spotify.com/artist/3WrFJ7ztbogyGnTHbHJFl2'},\n",
- " 'href': 'https://api.spotify.com/v1/artists/3WrFJ7ztbogyGnTHbHJFl2',\n",
- " 'id': '3WrFJ7ztbogyGnTHbHJFl2',\n",
- " 'name': 'The Beatles',\n",
- " 'type': 'artist',\n",
- " 'uri': 'spotify:artist:3WrFJ7ztbogyGnTHbHJFl2'}],\n",
- " 'available_markets': ['AD',\n",
- " 'AR',\n",
- " 'AT',\n",
- " 'AU',\n",
- " 'BE',\n",
- " 'BG',\n",
- " 'BO',\n",
- " 'BR',\n",
- " 'CH',\n",
- " 'CL',\n",
- " 'CO',\n",
- " 'CR',\n",
- " 'CY',\n",
- " 'CZ',\n",
- " 'DE',\n",
- " 'DK',\n",
- " 'DO',\n",
- " 'EC',\n",
- " 'EE',\n",
- " 'ES',\n",
- " 'FI',\n",
- " 'FR',\n",
- " 'GB',\n",
- " 'GR',\n",
- " 'GT',\n",
- " 'HK',\n",
- " 'HN',\n",
- " 'HU',\n",
- " 'ID',\n",
- " 'IE',\n",
- " 'IS',\n",
- " 'IT',\n",
- " 'JP',\n",
- " 'LI',\n",
- " 'LT',\n",
- " 'LU',\n",
- " 'LV',\n",
- " 'MC',\n",
- " 'MT',\n",
- " 'MY',\n",
- " 'NI',\n",
- " 'NL',\n",
- " 'NO',\n",
- " 'NZ',\n",
- " 'PA',\n",
- " 'PE',\n",
- " 'PH',\n",
- " 'PL',\n",
- " 'PT',\n",
- " 'PY',\n",
- " 'SE',\n",
- " 'SG',\n",
- " 'SK',\n",
- " 'SV',\n",
- " 'TR',\n",
- " 'TW',\n",
- " 'UY'],\n",
- " 'disc_number': 1,\n",
- " 'duration_ms': 135520,\n",
- " 'explicit': False,\n",
- " 'external_urls': {'spotify': 'https://open.spotify.com/track/2z1p43SNSbeowzy8WdYHNk'},\n",
- " 'href': 'https://api.spotify.com/v1/tracks/2z1p43SNSbeowzy8WdYHNk',\n",
- " 'id': '2z1p43SNSbeowzy8WdYHNk',\n",
- " 'name': 'Flying - Remastered 2009',\n",
- " 'preview_url': 'https://p.scdn.co/mp3-preview/15f07b753cb7e50ccb2a93483fa6410bfe9369f1?cid=null',\n",
- " 'track_number': 3,\n",
- " 'type': 'track',\n",
- " 'uri': 'spotify:track:2z1p43SNSbeowzy8WdYHNk'},\n",
- " {'artists': [{'external_urls': {'spotify': 'https://open.spotify.com/artist/3WrFJ7ztbogyGnTHbHJFl2'},\n",
- " 'href': 'https://api.spotify.com/v1/artists/3WrFJ7ztbogyGnTHbHJFl2',\n",
- " 'id': '3WrFJ7ztbogyGnTHbHJFl2',\n",
- " 'name': 'The Beatles',\n",
- " 'type': 'artist',\n",
- " 'uri': 'spotify:artist:3WrFJ7ztbogyGnTHbHJFl2'}],\n",
- " 'available_markets': ['AD',\n",
- " 'AR',\n",
- " 'AT',\n",
- " 'AU',\n",
- " 'BE',\n",
- " 'BG',\n",
- " 'BO',\n",
- " 'BR',\n",
- " 'CH',\n",
- " 'CL',\n",
- " 'CO',\n",
- " 'CR',\n",
- " 'CY',\n",
- " 'CZ',\n",
- " 'DE',\n",
- " 'DK',\n",
- " 'DO',\n",
- " 'EC',\n",
- " 'EE',\n",
- " 'ES',\n",
- " 'FI',\n",
- " 'FR',\n",
- " 'GB',\n",
- " 'GR',\n",
- " 'GT',\n",
- " 'HK',\n",
- " 'HN',\n",
- " 'HU',\n",
- " 'ID',\n",
- " 'IE',\n",
- " 'IS',\n",
- " 'IT',\n",
- " 'JP',\n",
- " 'LI',\n",
- " 'LT',\n",
- " 'LU',\n",
- " 'LV',\n",
- " 'MC',\n",
- " 'MT',\n",
- " 'MY',\n",
- " 'NI',\n",
- " 'NL',\n",
- " 'NO',\n",
- " 'NZ',\n",
- " 'PA',\n",
- " 'PE',\n",
- " 'PH',\n",
- " 'PL',\n",
- " 'PT',\n",
- " 'PY',\n",
- " 'SE',\n",
- " 'SG',\n",
- " 'SK',\n",
- " 'SV',\n",
- " 'TR',\n",
- " 'TW',\n",
- " 'UY'],\n",
- " 'disc_number': 1,\n",
- " 'duration_ms': 235066,\n",
- " 'explicit': False,\n",
- " 'external_urls': {'spotify': 'https://open.spotify.com/track/0ttMfoND7IQqFSMVOPkELC'},\n",
- " 'href': 'https://api.spotify.com/v1/tracks/0ttMfoND7IQqFSMVOPkELC',\n",
- " 'id': '0ttMfoND7IQqFSMVOPkELC',\n",
- " 'name': 'Blue Jay Way - Remastered 2009',\n",
- " 'preview_url': 'https://p.scdn.co/mp3-preview/0b56242450f17ac6d0a6ea069d19bac2e3105bcf?cid=null',\n",
- " 'track_number': 4,\n",
- " 'type': 'track',\n",
- " 'uri': 'spotify:track:0ttMfoND7IQqFSMVOPkELC'},\n",
- " {'artists': [{'external_urls': {'spotify': 'https://open.spotify.com/artist/3WrFJ7ztbogyGnTHbHJFl2'},\n",
- " 'href': 'https://api.spotify.com/v1/artists/3WrFJ7ztbogyGnTHbHJFl2',\n",
- " 'id': '3WrFJ7ztbogyGnTHbHJFl2',\n",
- " 'name': 'The Beatles',\n",
- " 'type': 'artist',\n",
- " 'uri': 'spotify:artist:3WrFJ7ztbogyGnTHbHJFl2'}],\n",
- " 'available_markets': ['AD',\n",
- " 'AR',\n",
- " 'AT',\n",
- " 'AU',\n",
- " 'BE',\n",
- " 'BG',\n",
- " 'BO',\n",
- " 'BR',\n",
- " 'CH',\n",
- " 'CL',\n",
- " 'CO',\n",
- " 'CR',\n",
- " 'CY',\n",
- " 'CZ',\n",
- " 'DE',\n",
- " 'DK',\n",
- " 'DO',\n",
- " 'EC',\n",
- " 'EE',\n",
- " 'ES',\n",
- " 'FI',\n",
- " 'FR',\n",
- " 'GB',\n",
- " 'GR',\n",
- " 'GT',\n",
- " 'HK',\n",
- " 'HN',\n",
- " 'HU',\n",
- " 'ID',\n",
- " 'IE',\n",
- " 'IS',\n",
- " 'IT',\n",
- " 'JP',\n",
- " 'LI',\n",
- " 'LT',\n",
- " 'LU',\n",
- " 'LV',\n",
- " 'MC',\n",
- " 'MT',\n",
- " 'MY',\n",
- " 'NI',\n",
- " 'NL',\n",
- " 'NO',\n",
- " 'NZ',\n",
- " 'PA',\n",
- " 'PE',\n",
- " 'PH',\n",
- " 'PL',\n",
- " 'PT',\n",
- " 'PY',\n",
- " 'SE',\n",
- " 'SG',\n",
- " 'SK',\n",
- " 'SV',\n",
- " 'TR',\n",
- " 'TW',\n",
- " 'UY'],\n",
- " 'disc_number': 1,\n",
- " 'duration_ms': 148413,\n",
- " 'explicit': False,\n",
- " 'external_urls': {'spotify': 'https://open.spotify.com/track/61iJ2np62qzaMdEcGvjICc'},\n",
- " 'href': 'https://api.spotify.com/v1/tracks/61iJ2np62qzaMdEcGvjICc',\n",
- " 'id': '61iJ2np62qzaMdEcGvjICc',\n",
- " 'name': 'Your Mother Should Know - Remastered 2009',\n",
- " 'preview_url': 'https://p.scdn.co/mp3-preview/7a3083cd2ff49a98939cf370dbe47901bb745914?cid=null',\n",
- " 'track_number': 5,\n",
- " 'type': 'track',\n",
- " 'uri': 'spotify:track:61iJ2np62qzaMdEcGvjICc'},\n",
- " {'artists': [{'external_urls': {'spotify': 'https://open.spotify.com/artist/3WrFJ7ztbogyGnTHbHJFl2'},\n",
- " 'href': 'https://api.spotify.com/v1/artists/3WrFJ7ztbogyGnTHbHJFl2',\n",
- " 'id': '3WrFJ7ztbogyGnTHbHJFl2',\n",
- " 'name': 'The Beatles',\n",
- " 'type': 'artist',\n",
- " 'uri': 'spotify:artist:3WrFJ7ztbogyGnTHbHJFl2'}],\n",
- " 'available_markets': ['AD',\n",
- " 'AR',\n",
- " 'AT',\n",
- " 'AU',\n",
- " 'BE',\n",
- " 'BG',\n",
- " 'BO',\n",
- " 'BR',\n",
- " 'CH',\n",
- " 'CL',\n",
- " 'CO',\n",
- " 'CR',\n",
- " 'CY',\n",
- " 'CZ',\n",
- " 'DE',\n",
- " 'DK',\n",
- " 'DO',\n",
- " 'EC',\n",
- " 'EE',\n",
- " 'ES',\n",
- " 'FI',\n",
- " 'FR',\n",
- " 'GB',\n",
- " 'GR',\n",
- " 'GT',\n",
- " 'HK',\n",
- " 'HN',\n",
- " 'HU',\n",
- " 'ID',\n",
- " 'IE',\n",
- " 'IS',\n",
- " 'IT',\n",
- " 'JP',\n",
- " 'LI',\n",
- " 'LT',\n",
- " 'LU',\n",
- " 'LV',\n",
- " 'MC',\n",
- " 'MT',\n",
- " 'MY',\n",
- " 'NI',\n",
- " 'NL',\n",
- " 'NO',\n",
- " 'NZ',\n",
- " 'PA',\n",
- " 'PE',\n",
- " 'PH',\n",
- " 'PL',\n",
- " 'PT',\n",
- " 'PY',\n",
- " 'SE',\n",
- " 'SG',\n",
- " 'SK',\n",
- " 'SV',\n",
- " 'TR',\n",
- " 'TW',\n",
- " 'UY'],\n",
- " 'disc_number': 1,\n",
- " 'duration_ms': 275866,\n",
- " 'explicit': False,\n",
- " 'external_urls': {'spotify': 'https://open.spotify.com/track/4qmvOVUt7U8szKXspAoLVy'},\n",
- " 'href': 'https://api.spotify.com/v1/tracks/4qmvOVUt7U8szKXspAoLVy',\n",
- " 'id': '4qmvOVUt7U8szKXspAoLVy',\n",
- " 'name': 'I Am The Walrus - Remastered 2009',\n",
- " 'preview_url': 'https://p.scdn.co/mp3-preview/50ec02743f1c816e0336ac6f54aa47c179365e3c?cid=null',\n",
- " 'track_number': 6,\n",
- " 'type': 'track',\n",
- " 'uri': 'spotify:track:4qmvOVUt7U8szKXspAoLVy'},\n",
- " {'artists': [{'external_urls': {'spotify': 'https://open.spotify.com/artist/3WrFJ7ztbogyGnTHbHJFl2'},\n",
- " 'href': 'https://api.spotify.com/v1/artists/3WrFJ7ztbogyGnTHbHJFl2',\n",
- " 'id': '3WrFJ7ztbogyGnTHbHJFl2',\n",
- " 'name': 'The Beatles',\n",
- " 'type': 'artist',\n",
- " 'uri': 'spotify:artist:3WrFJ7ztbogyGnTHbHJFl2'}],\n",
- " 'available_markets': ['AD',\n",
- " 'AR',\n",
- " 'AT',\n",
- " 'AU',\n",
- " 'BE',\n",
- " 'BG',\n",
- " 'BO',\n",
- " 'BR',\n",
- " 'CH',\n",
- " 'CL',\n",
- " 'CO',\n",
- " 'CR',\n",
- " 'CY',\n",
- " 'CZ',\n",
- " 'DE',\n",
- " 'DK',\n",
- " 'DO',\n",
- " 'EC',\n",
- " 'EE',\n",
- " 'ES',\n",
- " 'FI',\n",
- " 'FR',\n",
- " 'GB',\n",
- " 'GR',\n",
- " 'GT',\n",
- " 'HK',\n",
- " 'HN',\n",
- " 'HU',\n",
- " 'ID',\n",
- " 'IE',\n",
- " 'IS',\n",
- " 'IT',\n",
- " 'JP',\n",
- " 'LI',\n",
- " 'LT',\n",
- " 'LU',\n",
- " 'LV',\n",
- " 'MC',\n",
- " 'MT',\n",
- " 'MY',\n",
- " 'NI',\n",
- " 'NL',\n",
- " 'NO',\n",
- " 'NZ',\n",
- " 'PA',\n",
- " 'PE',\n",
- " 'PH',\n",
- " 'PL',\n",
- " 'PT',\n",
- " 'PY',\n",
- " 'SE',\n",
- " 'SG',\n",
- " 'SK',\n",
- " 'SV',\n",
- " 'TR',\n",
- " 'TW',\n",
- " 'UY'],\n",
- " 'disc_number': 1,\n",
- " 'duration_ms': 208840,\n",
- " 'explicit': False,\n",
- " 'external_urls': {'spotify': 'https://open.spotify.com/track/7c76SiAfT7JkMiCm8BBCcP'},\n",
- " 'href': 'https://api.spotify.com/v1/tracks/7c76SiAfT7JkMiCm8BBCcP',\n",
- " 'id': '7c76SiAfT7JkMiCm8BBCcP',\n",
- " 'name': 'Hello, Goodbye - Remastered 2009',\n",
- " 'preview_url': 'https://p.scdn.co/mp3-preview/67e22cbd800d3c34238dfa60aaa35e7ced675559?cid=null',\n",
- " 'track_number': 7,\n",
- " 'type': 'track',\n",
- " 'uri': 'spotify:track:7c76SiAfT7JkMiCm8BBCcP'},\n",
- " {'artists': [{'external_urls': {'spotify': 'https://open.spotify.com/artist/3WrFJ7ztbogyGnTHbHJFl2'},\n",
- " 'href': 'https://api.spotify.com/v1/artists/3WrFJ7ztbogyGnTHbHJFl2',\n",
- " 'id': '3WrFJ7ztbogyGnTHbHJFl2',\n",
- " 'name': 'The Beatles',\n",
- " 'type': 'artist',\n",
- " 'uri': 'spotify:artist:3WrFJ7ztbogyGnTHbHJFl2'}],\n",
- " 'available_markets': ['AD',\n",
- " 'AR',\n",
- " 'AT',\n",
- " 'AU',\n",
- " 'BE',\n",
- " 'BG',\n",
- " 'BO',\n",
- " 'BR',\n",
- " 'CH',\n",
- " 'CL',\n",
- " 'CO',\n",
- " 'CR',\n",
- " 'CY',\n",
- " 'CZ',\n",
- " 'DE',\n",
- " 'DK',\n",
- " 'DO',\n",
- " 'EC',\n",
- " 'EE',\n",
- " 'ES',\n",
- " 'FI',\n",
- " 'FR',\n",
- " 'GB',\n",
- " 'GR',\n",
- " 'GT',\n",
- " 'HK',\n",
- " 'HN',\n",
- " 'HU',\n",
- " 'ID',\n",
- " 'IE',\n",
- " 'IS',\n",
- " 'IT',\n",
- " 'JP',\n",
- " 'LI',\n",
- " 'LT',\n",
- " 'LU',\n",
- " 'LV',\n",
- " 'MC',\n",
- " 'MT',\n",
- " 'MY',\n",
- " 'NI',\n",
- " 'NL',\n",
- " 'NO',\n",
- " 'NZ',\n",
- " 'PA',\n",
- " 'PE',\n",
- " 'PH',\n",
- " 'PL',\n",
- " 'PT',\n",
- " 'PY',\n",
- " 'SE',\n",
- " 'SG',\n",
- " 'SK',\n",
- " 'SV',\n",
- " 'TR',\n",
- " 'TW',\n",
- " 'UY'],\n",
- " 'disc_number': 1,\n",
- " 'duration_ms': 247320,\n",
- " 'explicit': False,\n",
- " 'external_urls': {'spotify': 'https://open.spotify.com/track/5EuraV2jbqB15ihd3d2Hex'},\n",
- " 'href': 'https://api.spotify.com/v1/tracks/5EuraV2jbqB15ihd3d2Hex',\n",
- " 'id': '5EuraV2jbqB15ihd3d2Hex',\n",
- " 'name': 'Strawberry Fields Forever - Remastered 2009',\n",
- " 'preview_url': 'https://p.scdn.co/mp3-preview/5e78e78228d30e272ff9d60822032ce85b17a8d9?cid=null',\n",
- " 'track_number': 8,\n",
- " 'type': 'track',\n",
- " 'uri': 'spotify:track:5EuraV2jbqB15ihd3d2Hex'},\n",
- " {'artists': [{'external_urls': {'spotify': 'https://open.spotify.com/artist/3WrFJ7ztbogyGnTHbHJFl2'},\n",
- " 'href': 'https://api.spotify.com/v1/artists/3WrFJ7ztbogyGnTHbHJFl2',\n",
- " 'id': '3WrFJ7ztbogyGnTHbHJFl2',\n",
- " 'name': 'The Beatles',\n",
- " 'type': 'artist',\n",
- " 'uri': 'spotify:artist:3WrFJ7ztbogyGnTHbHJFl2'}],\n",
- " 'available_markets': ['AD',\n",
- " 'AR',\n",
- " 'AT',\n",
- " 'AU',\n",
- " 'BE',\n",
- " 'BG',\n",
- " 'BO',\n",
- " 'BR',\n",
- " 'CH',\n",
- " 'CL',\n",
- " 'CO',\n",
- " 'CR',\n",
- " 'CY',\n",
- " 'CZ',\n",
- " 'DE',\n",
- " 'DK',\n",
- " 'DO',\n",
- " 'EC',\n",
- " 'EE',\n",
- " 'ES',\n",
- " 'FI',\n",
- " 'FR',\n",
- " 'GB',\n",
- " 'GR',\n",
- " 'GT',\n",
- " 'HK',\n",
- " 'HN',\n",
- " 'HU',\n",
- " 'ID',\n",
- " 'IE',\n",
- " 'IS',\n",
- " 'IT',\n",
- " 'JP',\n",
- " 'LI',\n",
- " 'LT',\n",
- " 'LU',\n",
- " 'LV',\n",
- " 'MC',\n",
- " 'MT',\n",
- " 'MY',\n",
- " 'NI',\n",
- " 'NL',\n",
- " 'NO',\n",
- " 'NZ',\n",
- " 'PA',\n",
- " 'PE',\n",
- " 'PH',\n",
- " 'PL',\n",
- " 'PT',\n",
- " 'PY',\n",
- " 'SE',\n",
- " 'SG',\n",
- " 'SK',\n",
- " 'SV',\n",
- " 'TR',\n",
- " 'TW',\n",
- " 'UY'],\n",
- " 'disc_number': 1,\n",
- " 'duration_ms': 180893,\n",
- " 'explicit': False,\n",
- " 'external_urls': {'spotify': 'https://open.spotify.com/track/5RStjc42UAYI2NMY3cYpgz'},\n",
- " 'href': 'https://api.spotify.com/v1/tracks/5RStjc42UAYI2NMY3cYpgz',\n",
- " 'id': '5RStjc42UAYI2NMY3cYpgz',\n",
- " 'name': 'Penny Lane - Remastered 2009',\n",
- " 'preview_url': 'https://p.scdn.co/mp3-preview/f9e702a19091af679ec9223b9494927953b58438?cid=null',\n",
- " 'track_number': 9,\n",
- " 'type': 'track',\n",
- " 'uri': 'spotify:track:5RStjc42UAYI2NMY3cYpgz'},\n",
- " {'artists': [{'external_urls': {'spotify': 'https://open.spotify.com/artist/3WrFJ7ztbogyGnTHbHJFl2'},\n",
- " 'href': 'https://api.spotify.com/v1/artists/3WrFJ7ztbogyGnTHbHJFl2',\n",
- " 'id': '3WrFJ7ztbogyGnTHbHJFl2',\n",
- " 'name': 'The Beatles',\n",
- " 'type': 'artist',\n",
- " 'uri': 'spotify:artist:3WrFJ7ztbogyGnTHbHJFl2'}],\n",
- " 'available_markets': ['AD',\n",
- " 'AR',\n",
- " 'AT',\n",
- " 'AU',\n",
- " 'BE',\n",
- " 'BG',\n",
- " 'BO',\n",
- " 'BR',\n",
- " 'CH',\n",
- " 'CL',\n",
- " 'CO',\n",
- " 'CR',\n",
- " 'CY',\n",
- " 'CZ',\n",
- " 'DE',\n",
- " 'DK',\n",
- " 'DO',\n",
- " 'EC',\n",
- " 'EE',\n",
- " 'ES',\n",
- " 'FI',\n",
- " 'FR',\n",
- " 'GB',\n",
- " 'GR',\n",
- " 'GT',\n",
- " 'HK',\n",
- " 'HN',\n",
- " 'HU',\n",
- " 'ID',\n",
- " 'IE',\n",
- " 'IS',\n",
- " 'IT',\n",
- " 'JP',\n",
- " 'LI',\n",
- " 'LT',\n",
- " 'LU',\n",
- " 'LV',\n",
- " 'MC',\n",
- " 'MT',\n",
- " 'MY',\n",
- " 'NI',\n",
- " 'NL',\n",
- " 'NO',\n",
- " 'NZ',\n",
- " 'PA',\n",
- " 'PE',\n",
- " 'PH',\n",
- " 'PL',\n",
- " 'PT',\n",
- " 'PY',\n",
- " 'SE',\n",
- " 'SG',\n",
- " 'SK',\n",
- " 'SV',\n",
- " 'TR',\n",
- " 'TW',\n",
- " 'UY'],\n",
- " 'disc_number': 1,\n",
- " 'duration_ms': 181306,\n",
- " 'explicit': False,\n",
- " 'external_urls': {'spotify': 'https://open.spotify.com/track/7ncH66qOYWLn3Bdw4OjoFi'},\n",
- " 'href': 'https://api.spotify.com/v1/tracks/7ncH66qOYWLn3Bdw4OjoFi',\n",
- " 'id': '7ncH66qOYWLn3Bdw4OjoFi',\n",
- " 'name': \"Baby, You're A Rich Man - Remastered 2009\",\n",
- " 'preview_url': 'https://p.scdn.co/mp3-preview/a518dac535501e2d73aa93d17b55b8c6a1a4b002?cid=null',\n",
- " 'track_number': 10,\n",
- " 'type': 'track',\n",
- " 'uri': 'spotify:track:7ncH66qOYWLn3Bdw4OjoFi'},\n",
- " {'artists': [{'external_urls': {'spotify': 'https://open.spotify.com/artist/3WrFJ7ztbogyGnTHbHJFl2'},\n",
- " 'href': 'https://api.spotify.com/v1/artists/3WrFJ7ztbogyGnTHbHJFl2',\n",
- " 'id': '3WrFJ7ztbogyGnTHbHJFl2',\n",
- " 'name': 'The Beatles',\n",
- " 'type': 'artist',\n",
- " 'uri': 'spotify:artist:3WrFJ7ztbogyGnTHbHJFl2'}],\n",
- " 'available_markets': ['AD',\n",
- " 'AR',\n",
- " 'AT',\n",
- " 'AU',\n",
- " 'BE',\n",
- " 'BG',\n",
- " 'BO',\n",
- " 'BR',\n",
- " 'CH',\n",
- " 'CL',\n",
- " 'CO',\n",
- " 'CR',\n",
- " 'CY',\n",
- " 'CZ',\n",
- " 'DE',\n",
- " 'DK',\n",
- " 'DO',\n",
- " 'EC',\n",
- " 'EE',\n",
- " 'ES',\n",
- " 'FI',\n",
- " 'FR',\n",
- " 'GB',\n",
- " 'GR',\n",
- " 'GT',\n",
- " 'HK',\n",
- " 'HN',\n",
- " 'HU',\n",
- " 'ID',\n",
- " 'IE',\n",
- " 'IS',\n",
- " 'IT',\n",
- " 'JP',\n",
- " 'LI',\n",
- " 'LT',\n",
- " 'LU',\n",
- " 'LV',\n",
- " 'MC',\n",
- " 'MT',\n",
- " 'MY',\n",
- " 'NI',\n",
- " 'NL',\n",
- " 'NO',\n",
- " 'NZ',\n",
- " 'PA',\n",
- " 'PE',\n",
- " 'PH',\n",
- " 'PL',\n",
- " 'PT',\n",
- " 'PY',\n",
- " 'SE',\n",
- " 'SG',\n",
- " 'SK',\n",
- " 'SV',\n",
- " 'TR',\n",
- " 'TW',\n",
- " 'UY'],\n",
- " 'disc_number': 1,\n",
- " 'duration_ms': 230386,\n",
- " 'explicit': False,\n",
- " 'external_urls': {'spotify': 'https://open.spotify.com/track/3xMSaDC9TU6AQJIsxQB7MK'},\n",
- " 'href': 'https://api.spotify.com/v1/tracks/3xMSaDC9TU6AQJIsxQB7MK',\n",
- " 'id': '3xMSaDC9TU6AQJIsxQB7MK',\n",
- " 'name': 'All You Need Is Love - Remastered 2009',\n",
- " 'preview_url': 'https://p.scdn.co/mp3-preview/4cad4aa3af57dbd77ce9fd82fa91eb6256c960cd?cid=null',\n",
- " 'track_number': 11,\n",
- " 'type': 'track',\n",
- " 'uri': 'spotify:track:3xMSaDC9TU6AQJIsxQB7MK'}],\n",
- " 'limit': 50,\n",
- " 'next': None,\n",
- " 'offset': 0,\n",
- " 'previous': None,\n",
- " 'total': 11},\n",
- " 'type': 'album',\n",
- " 'uri': 'spotify:album:6P9yO0ukhOx3dvmhGKeYoC'}"
- ]
- },
- "execution_count": 22,
- "metadata": {},
- "output_type": "execute_result"
- }
- ],
- "source": [
- "albums.find_one({'_id': '6P9yO0ukhOx3dvmhGKeYoC'})"
- ]
- },
- {
- "cell_type": "markdown",
- "metadata": {},
- "source": [
- "### Tag albums with artists<a name=\"tagalbumwithartist\"></a>\n",
- "As we have tracks for two artists, let's keep the identification easy.\n",
- "\n",
- "* [Top](#top)"
- ]
- },
- {
- "cell_type": "code",
- "execution_count": 93,
- "metadata": {
- "collapsed": true
- },
- "outputs": [],
- "source": [
- "for a in albums.find({}, ['artists']):\n",
- " albums.update_one({'_id': a['_id']}, \n",
- " {'$set': {'artist_name': a['artists'][0]['name'],\n",
- " 'artist_id': a['artists'][0]['id']}})"
- ]
- },
- {
- "cell_type": "code",
- "execution_count": 94,
+ "execution_count": 13,
"metadata": {
- "collapsed": false,
- "scrolled": true
+ "collapsed": false
},
"outputs": [
{
" <thead>\n",
" <tr style=\"text-align: right;\">\n",
" <th></th>\n",
- " <th>_id</th>\n",
- " <th>artist_name</th>\n",
- " <th>name</th>\n",
+ " <th>0</th>\n",
+ " <th>1</th>\n",
+ " <th>2</th>\n",
+ " <th>3</th>\n",
+ " <th>4</th>\n",
" </tr>\n",
" </thead>\n",
" <tbody>\n",
" <tr>\n",
- " <th>0</th>\n",
+ " <th>_id</th>\n",
" <td>5XfJmldgWzrc1AIdbBaVZn</td>\n",
- " <td>The Beatles</td>\n",
- " <td>Live At The Hollywood Bowl</td>\n",
- " </tr>\n",
- " <tr>\n",
- " <th>1</th>\n",
" <td>5ju5Ouzan3QwXqQt1Tihbh</td>\n",
- " <td>The Beatles</td>\n",
- " <td>1 (Remastered)</td>\n",
+ " <td>2pCqZLeavM2BMovJXsJEIV</td>\n",
+ " <td>2Pqkn9Dq2DFtdfkKAeqgMd</td>\n",
+ " <td>47bcKzmKgmMPHXNVOWpLiu</td>\n",
" </tr>\n",
" <tr>\n",
- " <th>2</th>\n",
- " <td>2pCqZLeavM2BMovJXsJEIV</td>\n",
- " <td>The Beatles</td>\n",
- " <td>Let It Be (Remastered)</td>\n",
+ " <th>album_type</th>\n",
+ " <td>album</td>\n",
+ " <td>album</td>\n",
+ " <td>album</td>\n",
+ " <td>album</td>\n",
+ " <td>album</td>\n",
" </tr>\n",
" <tr>\n",
- " <th>3</th>\n",
- " <td>2Pqkn9Dq2DFtdfkKAeqgMd</td>\n",
- " <td>The Beatles</td>\n",
- " <td>Abbey Road (Remastered)</td>\n",
+ " <th>artists</th>\n",
+ " <td>[{'href': 'https://api.spotify.com/v1/artists/...</td>\n",
+ " <td>[{'href': 'https://api.spotify.com/v1/artists/...</td>\n",
+ " <td>[{'href': 'https://api.spotify.com/v1/artists/...</td>\n",
+ " <td>[{'href': 'https://api.spotify.com/v1/artists/...</td>\n",
+ " <td>[{'href': 'https://api.spotify.com/v1/artists/...</td>\n",
" </tr>\n",
" <tr>\n",
- " <th>4</th>\n",
- " <td>47bcKzmKgmMPHXNVOWpLiu</td>\n",
- " <td>The Beatles</td>\n",
- " <td>Yellow Submarine (Remastered)</td>\n",
+ " <th>available_markets</th>\n",
+ " <td>[AD, AR, AT, AU, BE, BG, BO, BR, CH, CL, CO, C...</td>\n",
+ " <td>[AD, AR, AT, AU, BE, BG, BO, BR, CH, CL, CO, C...</td>\n",
+ " <td>[AD, AR, AT, AU, BE, BG, BO, BR, CH, CL, CO, C...</td>\n",
+ " <td>[AD, AR, AT, AU, BE, BG, BO, BR, CH, CL, CO, C...</td>\n",
+ " <td>[AD, AR, AT, AU, BE, BG, BO, BR, CH, CL, CO, C...</td>\n",
" </tr>\n",
" <tr>\n",
- " <th>5</th>\n",
- " <td>03Qh833fEdVT30Pfs93ea6</td>\n",
- " <td>The Beatles</td>\n",
- " <td>The Beatles (Remastered)</td>\n",
+ " <th>copyrights</th>\n",
+ " <td>[{'text': '(C) 2016 Apple Corps Ltd.', 'type':...</td>\n",
+ " <td>[{'text': '(C) 2015 Apple Corps Ltd.', 'type':...</td>\n",
+ " <td>[{'text': '(C) 2015 Apple Corps Ltd', 'type': ...</td>\n",
+ " <td>[{'text': '(C) 2015 Apple Corps Ltd', 'type': ...</td>\n",
+ " <td>[{'text': '(C) 2015 Apple Corps Ltd', 'type': ...</td>\n",
" </tr>\n",
" <tr>\n",
- " <th>6</th>\n",
- " <td>6P9yO0ukhOx3dvmhGKeYoC</td>\n",
- " <td>The Beatles</td>\n",
- " <td>Magical Mystery Tour (Remastered)</td>\n",
+ " <th>external_ids</th>\n",
+ " <td>{'upc': '00602557054989'}</td>\n",
+ " <td>{'upc': '00602547673503'}</td>\n",
+ " <td>{'upc': '00602547670069'}</td>\n",
+ " <td>{'upc': '00602547670342'}</td>\n",
+ " <td>{'upc': '00602547670328'}</td>\n",
+ " </tr>\n",
+ " <tr>\n",
+ " <th>external_urls</th>\n",
+ " <td>{'spotify': 'https://open.spotify.com/album/5X...</td>\n",
+ " <td>{'spotify': 'https://open.spotify.com/album/5j...</td>\n",
+ " <td>{'spotify': 'https://open.spotify.com/album/2p...</td>\n",
+ " <td>{'spotify': 'https://open.spotify.com/album/2P...</td>\n",
+ " <td>{'spotify': 'https://open.spotify.com/album/47...</td>\n",
+ " </tr>\n",
+ " <tr>\n",
+ " <th>genres</th>\n",
+ " <td>[]</td>\n",
+ " <td>[]</td>\n",
+ " <td>[]</td>\n",
+ " <td>[]</td>\n",
+ " <td>[]</td>\n",
+ " </tr>\n",
+ " <tr>\n",
+ " <th>href</th>\n",
+ " <td>https://api.spotify.com/v1/albums/5XfJmldgWzrc...</td>\n",
+ " <td>https://api.spotify.com/v1/albums/5ju5Ouzan3Qw...</td>\n",
+ " <td>https://api.spotify.com/v1/albums/2pCqZLeavM2B...</td>\n",
+ " <td>https://api.spotify.com/v1/albums/2Pqkn9Dq2DFt...</td>\n",
+ " <td>https://api.spotify.com/v1/albums/47bcKzmKgmMP...</td>\n",
+ " </tr>\n",
+ " <tr>\n",
+ " <th>id</th>\n",
+ " <td>5XfJmldgWzrc1AIdbBaVZn</td>\n",
+ " <td>5ju5Ouzan3QwXqQt1Tihbh</td>\n",
+ " <td>2pCqZLeavM2BMovJXsJEIV</td>\n",
+ " <td>2Pqkn9Dq2DFtdfkKAeqgMd</td>\n",
+ " <td>47bcKzmKgmMPHXNVOWpLiu</td>\n",
+ " </tr>\n",
+ " <tr>\n",
+ " <th>images</th>\n",
+ " <td>[{'height': 640, 'url': 'https://i.scdn.co/ima...</td>\n",
+ " <td>[{'height': 640, 'url': 'https://i.scdn.co/ima...</td>\n",
+ " <td>[{'height': 640, 'url': 'https://i.scdn.co/ima...</td>\n",
+ " <td>[{'height': 640, 'url': 'https://i.scdn.co/ima...</td>\n",
+ " <td>[{'height': 640, 'url': 'https://i.scdn.co/ima...</td>\n",
+ " </tr>\n",
+ " <tr>\n",
+ " <th>label</th>\n",
+ " <td>Digital Distribution Trinidad and Tobago</td>\n",
+ " <td>Digital Distribution Trinidad and Tobago</td>\n",
+ " <td>EMI Catalogue</td>\n",
+ " <td>EMI Catalogue</td>\n",
+ " <td>EMI Catalogue</td>\n",
+ " </tr>\n",
+ " <tr>\n",
+ " <th>name</th>\n",
+ " <td>Live At The Hollywood Bowl</td>\n",
+ " <td>1 (Remastered)</td>\n",
+ " <td>Let It Be (Remastered)</td>\n",
+ " <td>Abbey Road (Remastered)</td>\n",
+ " <td>Yellow Submarine (Remastered)</td>\n",
+ " </tr>\n",
+ " <tr>\n",
+ " <th>popularity</th>\n",
+ " <td>63</td>\n",
+ " <td>77</td>\n",
+ " <td>68</td>\n",
+ " <td>75</td>\n",
+ " <td>58</td>\n",
+ " </tr>\n",
+ " <tr>\n",
+ " <th>release_date</th>\n",
+ " <td>2016-09-09</td>\n",
+ " <td>2000-11-13</td>\n",
+ " <td>1970-05-08</td>\n",
+ " <td>1969-09-26</td>\n",
+ " <td>1969-01-17</td>\n",
+ " </tr>\n",
+ " <tr>\n",
+ " <th>release_date_precision</th>\n",
+ " <td>day</td>\n",
+ " <td>day</td>\n",
+ " <td>day</td>\n",
+ " <td>day</td>\n",
+ " <td>day</td>\n",
+ " </tr>\n",
+ " <tr>\n",
+ " <th>tracks</th>\n",
+ " <td>{'limit': 50, 'previous': None, 'next': None, ...</td>\n",
+ " <td>{'limit': 50, 'previous': None, 'next': None, ...</td>\n",
+ " <td>{'limit': 50, 'previous': None, 'next': None, ...</td>\n",
+ " <td>{'limit': 50, 'previous': None, 'next': None, ...</td>\n",
+ " <td>{'limit': 50, 'previous': None, 'next': None, ...</td>\n",
+ " </tr>\n",
+ " <tr>\n",
+ " <th>type</th>\n",
+ " <td>album</td>\n",
+ " <td>album</td>\n",
+ " <td>album</td>\n",
+ " <td>album</td>\n",
+ " <td>album</td>\n",
+ " </tr>\n",
+ " <tr>\n",
+ " <th>uri</th>\n",
+ " <td>spotify:album:5XfJmldgWzrc1AIdbBaVZn</td>\n",
+ " <td>spotify:album:5ju5Ouzan3QwXqQt1Tihbh</td>\n",
+ " <td>spotify:album:2pCqZLeavM2BMovJXsJEIV</td>\n",
+ " <td>spotify:album:2Pqkn9Dq2DFtdfkKAeqgMd</td>\n",
+ " <td>spotify:album:47bcKzmKgmMPHXNVOWpLiu</td>\n",
+ " </tr>\n",
+ " </tbody>\n",
+ "</table>\n",
+ "</div>"
+ ],
+ "text/plain": [
+ " 0 \\\n",
+ "_id 5XfJmldgWzrc1AIdbBaVZn \n",
+ "album_type album \n",
+ "artists [{'href': 'https://api.spotify.com/v1/artists/... \n",
+ "available_markets [AD, AR, AT, AU, BE, BG, BO, BR, CH, CL, CO, C... \n",
+ "copyrights [{'text': '(C) 2016 Apple Corps Ltd.', 'type':... \n",
+ "external_ids {'upc': '00602557054989'} \n",
+ "external_urls {'spotify': 'https://open.spotify.com/album/5X... \n",
+ "genres [] \n",
+ "href https://api.spotify.com/v1/albums/5XfJmldgWzrc... \n",
+ "id 5XfJmldgWzrc1AIdbBaVZn \n",
+ "images [{'height': 640, 'url': 'https://i.scdn.co/ima... \n",
+ "label Digital Distribution Trinidad and Tobago \n",
+ "name Live At The Hollywood Bowl \n",
+ "popularity 63 \n",
+ "release_date 2016-09-09 \n",
+ "release_date_precision day \n",
+ "tracks {'limit': 50, 'previous': None, 'next': None, ... \n",
+ "type album \n",
+ "uri spotify:album:5XfJmldgWzrc1AIdbBaVZn \n",
+ "\n",
+ " 1 \\\n",
+ "_id 5ju5Ouzan3QwXqQt1Tihbh \n",
+ "album_type album \n",
+ "artists [{'href': 'https://api.spotify.com/v1/artists/... \n",
+ "available_markets [AD, AR, AT, AU, BE, BG, BO, BR, CH, CL, CO, C... \n",
+ "copyrights [{'text': '(C) 2015 Apple Corps Ltd.', 'type':... \n",
+ "external_ids {'upc': '00602547673503'} \n",
+ "external_urls {'spotify': 'https://open.spotify.com/album/5j... \n",
+ "genres [] \n",
+ "href https://api.spotify.com/v1/albums/5ju5Ouzan3Qw... \n",
+ "id 5ju5Ouzan3QwXqQt1Tihbh \n",
+ "images [{'height': 640, 'url': 'https://i.scdn.co/ima... \n",
+ "label Digital Distribution Trinidad and Tobago \n",
+ "name 1 (Remastered) \n",
+ "popularity 77 \n",
+ "release_date 2000-11-13 \n",
+ "release_date_precision day \n",
+ "tracks {'limit': 50, 'previous': None, 'next': None, ... \n",
+ "type album \n",
+ "uri spotify:album:5ju5Ouzan3QwXqQt1Tihbh \n",
+ "\n",
+ " 2 \\\n",
+ "_id 2pCqZLeavM2BMovJXsJEIV \n",
+ "album_type album \n",
+ "artists [{'href': 'https://api.spotify.com/v1/artists/... \n",
+ "available_markets [AD, AR, AT, AU, BE, BG, BO, BR, CH, CL, CO, C... \n",
+ "copyrights [{'text': '(C) 2015 Apple Corps Ltd', 'type': ... \n",
+ "external_ids {'upc': '00602547670069'} \n",
+ "external_urls {'spotify': 'https://open.spotify.com/album/2p... \n",
+ "genres [] \n",
+ "href https://api.spotify.com/v1/albums/2pCqZLeavM2B... \n",
+ "id 2pCqZLeavM2BMovJXsJEIV \n",
+ "images [{'height': 640, 'url': 'https://i.scdn.co/ima... \n",
+ "label EMI Catalogue \n",
+ "name Let It Be (Remastered) \n",
+ "popularity 68 \n",
+ "release_date 1970-05-08 \n",
+ "release_date_precision day \n",
+ "tracks {'limit': 50, 'previous': None, 'next': None, ... \n",
+ "type album \n",
+ "uri spotify:album:2pCqZLeavM2BMovJXsJEIV \n",
+ "\n",
+ " 3 \\\n",
+ "_id 2Pqkn9Dq2DFtdfkKAeqgMd \n",
+ "album_type album \n",
+ "artists [{'href': 'https://api.spotify.com/v1/artists/... \n",
+ "available_markets [AD, AR, AT, AU, BE, BG, BO, BR, CH, CL, CO, C... \n",
+ "copyrights [{'text': '(C) 2015 Apple Corps Ltd', 'type': ... \n",
+ "external_ids {'upc': '00602547670342'} \n",
+ "external_urls {'spotify': 'https://open.spotify.com/album/2P... \n",
+ "genres [] \n",
+ "href https://api.spotify.com/v1/albums/2Pqkn9Dq2DFt... \n",
+ "id 2Pqkn9Dq2DFtdfkKAeqgMd \n",
+ "images [{'height': 640, 'url': 'https://i.scdn.co/ima... \n",
+ "label EMI Catalogue \n",
+ "name Abbey Road (Remastered) \n",
+ "popularity 75 \n",
+ "release_date 1969-09-26 \n",
+ "release_date_precision day \n",
+ "tracks {'limit': 50, 'previous': None, 'next': None, ... \n",
+ "type album \n",
+ "uri spotify:album:2Pqkn9Dq2DFtdfkKAeqgMd \n",
+ "\n",
+ " 4 \n",
+ "_id 47bcKzmKgmMPHXNVOWpLiu \n",
+ "album_type album \n",
+ "artists [{'href': 'https://api.spotify.com/v1/artists/... \n",
+ "available_markets [AD, AR, AT, AU, BE, BG, BO, BR, CH, CL, CO, C... \n",
+ "copyrights [{'text': '(C) 2015 Apple Corps Ltd', 'type': ... \n",
+ "external_ids {'upc': '00602547670328'} \n",
+ "external_urls {'spotify': 'https://open.spotify.com/album/47... \n",
+ "genres [] \n",
+ "href https://api.spotify.com/v1/albums/47bcKzmKgmMP... \n",
+ "id 47bcKzmKgmMPHXNVOWpLiu \n",
+ "images [{'height': 640, 'url': 'https://i.scdn.co/ima... \n",
+ "label EMI Catalogue \n",
+ "name Yellow Submarine (Remastered) \n",
+ "popularity 58 \n",
+ "release_date 1969-01-17 \n",
+ "release_date_precision day \n",
+ "tracks {'limit': 50, 'previous': None, 'next': None, ... \n",
+ "type album \n",
+ "uri spotify:album:47bcKzmKgmMPHXNVOWpLiu "
+ ]
+ },
+ "execution_count": 13,
+ "metadata": {},
+ "output_type": "execute_result"
+ }
+ ],
+ "source": [
+ "pd.DataFrame(list(albums.find())).head().T"
+ ]
+ },
+ {
+ "cell_type": "markdown",
+ "metadata": {},
+ "source": [
+ "### Tag albums with artists<a name=\"tagalbumwithartist\"></a>\n",
+ "As we have tracks for two artists, let's keep the identification easy and insert the artist name and id into each track document.\n",
+ "\n",
+ "* [Top](#top)"
+ ]
+ },
+ {
+ "cell_type": "code",
+ "execution_count": 43,
+ "metadata": {
+ "collapsed": true
+ },
+ "outputs": [],
+ "source": [
+ "for a in albums.find({}, ['artists']):\n",
+ " albums.update_one({'_id': a['_id']}, \n",
+ " {'$set': {'artist_name': a['artists'][0]['name'],\n",
+ " 'artist_id': a['artists'][0]['id']}})"
+ ]
+ },
+ {
+ "cell_type": "code",
+ "execution_count": 15,
+ "metadata": {
+ "collapsed": false,
+ "scrolled": true
+ },
+ "outputs": [
+ {
+ "data": {
+ "text/html": [
+ "<div>\n",
+ "<table border=\"1\" class=\"dataframe\">\n",
+ " <thead>\n",
+ " <tr style=\"text-align: right;\">\n",
+ " <th></th>\n",
+ " <th>_id</th>\n",
+ " <th>artist_name</th>\n",
+ " <th>name</th>\n",
+ " </tr>\n",
+ " </thead>\n",
+ " <tbody>\n",
+ " <tr>\n",
+ " <th>0</th>\n",
+ " <td>5XfJmldgWzrc1AIdbBaVZn</td>\n",
+ " <td>The Beatles</td>\n",
+ " <td>Live At The Hollywood Bowl</td>\n",
+ " </tr>\n",
+ " <tr>\n",
+ " <th>1</th>\n",
+ " <td>5ju5Ouzan3QwXqQt1Tihbh</td>\n",
+ " <td>The Beatles</td>\n",
+ " <td>1 (Remastered)</td>\n",
+ " </tr>\n",
+ " <tr>\n",
+ " <th>2</th>\n",
+ " <td>2pCqZLeavM2BMovJXsJEIV</td>\n",
+ " <td>The Beatles</td>\n",
+ " <td>Let It Be (Remastered)</td>\n",
+ " </tr>\n",
+ " <tr>\n",
+ " <th>3</th>\n",
+ " <td>2Pqkn9Dq2DFtdfkKAeqgMd</td>\n",
+ " <td>The Beatles</td>\n",
+ " <td>Abbey Road (Remastered)</td>\n",
+ " </tr>\n",
+ " <tr>\n",
+ " <th>4</th>\n",
+ " <td>47bcKzmKgmMPHXNVOWpLiu</td>\n",
+ " <td>The Beatles</td>\n",
+ " <td>Yellow Submarine (Remastered)</td>\n",
+ " </tr>\n",
+ " <tr>\n",
+ " <th>5</th>\n",
+ " <td>03Qh833fEdVT30Pfs93ea6</td>\n",
+ " <td>The Beatles</td>\n",
+ " <td>The Beatles (Remastered)</td>\n",
+ " </tr>\n",
+ " <tr>\n",
+ " <th>6</th>\n",
+ " <td>6P9yO0ukhOx3dvmhGKeYoC</td>\n",
+ " <td>The Beatles</td>\n",
+ " <td>Magical Mystery Tour (Remastered)</td>\n",
" </tr>\n",
" <tr>\n",
" <th>7</th>\n",
"27 Pablo Honey "
]
},
- "execution_count": 94,
+ "execution_count": 15,
"metadata": {},
"output_type": "execute_result"
}
},
{
"cell_type": "code",
- "execution_count": 23,
+ "execution_count": 44,
"metadata": {
"collapsed": false
},
" with urllib.request.urlopen(t['href']) as f:\n",
" track = json.loads(f.read().decode('utf-8'))\n",
" track['_id'] = track['id']\n",
- " track['album'] = album_id\n",
+ " track['album_id'] = album_id\n",
" tracks.replace_one({'_id': track['_id']}, track, upsert=True)\n",
" break\n",
" except urllib.error.HTTPError as e:\n",
},
{
"cell_type": "code",
- "execution_count": 88,
+ "execution_count": 45,
"metadata": {
"collapsed": false,
"scrolled": true
"name": "stdout",
"output_type": "stream",
"text": [
- "Rate limited. Pausing for 1\n",
- "Rate limited. Pausing for 0\n",
"Rate limited. Pausing for 4\n",
- "Rate limited. Pausing for 3\n",
- "Rate limited. Pausing for 0\n"
+ "Rate limited. Pausing for 4\n",
+ "Rate limited. Pausing for 4\n"
]
},
{
"383"
]
},
- "execution_count": 88,
+ "execution_count": 45,
"metadata": {},
"output_type": "execute_result"
}
},
{
"cell_type": "code",
- "execution_count": 89,
+ "execution_count": 46,
"metadata": {
- "collapsed": false,
- "scrolled": true
+ "collapsed": false
},
"outputs": [
{
"data": {
- "text/plain": [
- "{'_id': '150EAeMGWJRubuH8zyx7h8',\n",
- " 'album': {'album_type': 'album',\n",
- " 'artists': [{'external_urls': {'spotify': 'https://open.spotify.com/artist/3WrFJ7ztbogyGnTHbHJFl2'},\n",
- " 'href': 'https://api.spotify.com/v1/artists/3WrFJ7ztbogyGnTHbHJFl2',\n",
- " 'id': '3WrFJ7ztbogyGnTHbHJFl2',\n",
- " 'name': 'The Beatles',\n",
- " 'type': 'artist',\n",
- " 'uri': 'spotify:artist:3WrFJ7ztbogyGnTHbHJFl2'}],\n",
- " 'available_markets': ['AD',\n",
- " 'AR',\n",
- " 'AT',\n",
- " 'AU',\n",
- " 'BE',\n",
- " 'BG',\n",
- " 'BO',\n",
- " 'BR',\n",
- " 'CH',\n",
- " 'CL',\n",
- " 'CO',\n",
- " 'CR',\n",
- " 'CY',\n",
- " 'CZ',\n",
- " 'DE',\n",
- " 'DK',\n",
- " 'DO',\n",
- " 'EC',\n",
- " 'EE',\n",
- " 'ES',\n",
- " 'FI',\n",
- " 'FR',\n",
- " 'GB',\n",
- " 'GR',\n",
- " 'GT',\n",
- " 'HK',\n",
- " 'HN',\n",
- " 'HU',\n",
- " 'ID',\n",
- " 'IE',\n",
- " 'IS',\n",
- " 'IT',\n",
- " 'JP',\n",
- " 'LI',\n",
- " 'LT',\n",
- " 'LU',\n",
- " 'LV',\n",
- " 'MC',\n",
- " 'MT',\n",
- " 'MY',\n",
- " 'NI',\n",
- " 'NL',\n",
- " 'NO',\n",
- " 'NZ',\n",
- " 'PA',\n",
- " 'PE',\n",
- " 'PH',\n",
- " 'PL',\n",
- " 'PT',\n",
- " 'PY',\n",
- " 'SE',\n",
- " 'SG',\n",
- " 'SK',\n",
- " 'SV',\n",
- " 'TR',\n",
- " 'TW',\n",
- " 'UY'],\n",
- " 'external_urls': {'spotify': 'https://open.spotify.com/album/5XfJmldgWzrc1AIdbBaVZn'},\n",
- " 'href': 'https://api.spotify.com/v1/albums/5XfJmldgWzrc1AIdbBaVZn',\n",
- " 'id': '5XfJmldgWzrc1AIdbBaVZn',\n",
- " 'images': [{'height': 640,\n",
- " 'url': 'https://i.scdn.co/image/1b1879c1dd1613586f9bcd1bdc51aa45146a86be',\n",
- " 'width': 640},\n",
- " {'height': 300,\n",
- " 'url': 'https://i.scdn.co/image/72d45bffa9869ebf00fcbdda25eb664c819abe64',\n",
- " 'width': 300},\n",
- " {'height': 64,\n",
- " 'url': 'https://i.scdn.co/image/05db8fdf0740cbf6bf8d38cb85505b0bc2874ce0',\n",
- " 'width': 64}],\n",
- " 'name': 'Live At The Hollywood Bowl',\n",
- " 'type': 'album',\n",
- " 'uri': 'spotify:album:5XfJmldgWzrc1AIdbBaVZn'},\n",
- " 'artists': [{'external_urls': {'spotify': 'https://open.spotify.com/artist/3WrFJ7ztbogyGnTHbHJFl2'},\n",
- " 'href': 'https://api.spotify.com/v1/artists/3WrFJ7ztbogyGnTHbHJFl2',\n",
- " 'id': '3WrFJ7ztbogyGnTHbHJFl2',\n",
- " 'name': 'The Beatles',\n",
- " 'type': 'artist',\n",
- " 'uri': 'spotify:artist:3WrFJ7ztbogyGnTHbHJFl2'}],\n",
- " 'available_markets': ['AD',\n",
- " 'AR',\n",
- " 'AT',\n",
- " 'AU',\n",
- " 'BE',\n",
- " 'BG',\n",
- " 'BO',\n",
- " 'BR',\n",
- " 'CH',\n",
- " 'CL',\n",
- " 'CO',\n",
- " 'CR',\n",
- " 'CY',\n",
- " 'CZ',\n",
- " 'DE',\n",
- " 'DK',\n",
- " 'DO',\n",
- " 'EC',\n",
- " 'EE',\n",
- " 'ES',\n",
- " 'FI',\n",
- " 'FR',\n",
- " 'GB',\n",
- " 'GR',\n",
- " 'GT',\n",
- " 'HK',\n",
- " 'HN',\n",
- " 'HU',\n",
- " 'ID',\n",
- " 'IE',\n",
- " 'IS',\n",
- " 'IT',\n",
- " 'JP',\n",
- " 'LI',\n",
- " 'LT',\n",
- " 'LU',\n",
- " 'LV',\n",
- " 'MC',\n",
- " 'MT',\n",
- " 'MY',\n",
- " 'NI',\n",
- " 'NL',\n",
- " 'NO',\n",
- " 'NZ',\n",
- " 'PA',\n",
- " 'PE',\n",
- " 'PH',\n",
- " 'PL',\n",
- " 'PT',\n",
- " 'PY',\n",
- " 'SE',\n",
- " 'SG',\n",
- " 'SK',\n",
- " 'SV',\n",
- " 'TR',\n",
- " 'TW',\n",
- " 'UY'],\n",
- " 'disc_number': 1,\n",
- " 'duration_ms': 192053,\n",
- " 'explicit': False,\n",
- " 'external_ids': {'isrc': 'GBUM71603957'},\n",
- " 'external_urls': {'spotify': 'https://open.spotify.com/track/150EAeMGWJRubuH8zyx7h8'},\n",
- " 'href': 'https://api.spotify.com/v1/tracks/150EAeMGWJRubuH8zyx7h8',\n",
- " 'id': '150EAeMGWJRubuH8zyx7h8',\n",
- " 'name': \"She's A Woman - Live / Remastered\",\n",
- " 'popularity': 44,\n",
- " 'preview_url': 'https://p.scdn.co/mp3-preview/37806a7d82c5d2a8b76447afa25ae1e317e9ce04?cid=null',\n",
- " 'track_number': 2,\n",
- " 'type': 'track',\n",
- " 'uri': 'spotify:track:150EAeMGWJRubuH8zyx7h8'}"
+ "text/html": [
+ "<div>\n",
+ "<table border=\"1\" class=\"dataframe\">\n",
+ " <thead>\n",
+ " <tr style=\"text-align: right;\">\n",
+ " <th></th>\n",
+ " <th>0</th>\n",
+ " <th>1</th>\n",
+ " <th>2</th>\n",
+ " <th>3</th>\n",
+ " <th>4</th>\n",
+ " </tr>\n",
+ " </thead>\n",
+ " <tbody>\n",
+ " <tr>\n",
+ " <th>_id</th>\n",
+ " <td>4edArG2VehvJdwOZfYOxtK</td>\n",
+ " <td>150EAeMGWJRubuH8zyx7h8</td>\n",
+ " <td>1fVeHYkyMxrjbjRAD9uWsZ</td>\n",
+ " <td>0GRplBEB2FWCKutwMmS6nY</td>\n",
+ " <td>1eVymk74iroqhsZxm0Vy3g</td>\n",
+ " </tr>\n",
+ " <tr>\n",
+ " <th>album</th>\n",
+ " <td>{'artists': [{'href': 'https://api.spotify.com...</td>\n",
+ " <td>{'artists': [{'href': 'https://api.spotify.com...</td>\n",
+ " <td>{'artists': [{'href': 'https://api.spotify.com...</td>\n",
+ " <td>{'artists': [{'href': 'https://api.spotify.com...</td>\n",
+ " <td>{'artists': [{'href': 'https://api.spotify.com...</td>\n",
+ " </tr>\n",
+ " <tr>\n",
+ " <th>album_id</th>\n",
+ " <td>5XfJmldgWzrc1AIdbBaVZn</td>\n",
+ " <td>5XfJmldgWzrc1AIdbBaVZn</td>\n",
+ " <td>5XfJmldgWzrc1AIdbBaVZn</td>\n",
+ " <td>5XfJmldgWzrc1AIdbBaVZn</td>\n",
+ " <td>5XfJmldgWzrc1AIdbBaVZn</td>\n",
+ " </tr>\n",
+ " <tr>\n",
+ " <th>artists</th>\n",
+ " <td>[{'href': 'https://api.spotify.com/v1/artists/...</td>\n",
+ " <td>[{'href': 'https://api.spotify.com/v1/artists/...</td>\n",
+ " <td>[{'href': 'https://api.spotify.com/v1/artists/...</td>\n",
+ " <td>[{'href': 'https://api.spotify.com/v1/artists/...</td>\n",
+ " <td>[{'href': 'https://api.spotify.com/v1/artists/...</td>\n",
+ " </tr>\n",
+ " <tr>\n",
+ " <th>available_markets</th>\n",
+ " <td>[AD, AR, AT, AU, BE, BG, BO, BR, CH, CL, CO, C...</td>\n",
+ " <td>[AD, AR, AT, AU, BE, BG, BO, BR, CH, CL, CO, C...</td>\n",
+ " <td>[AD, AR, AT, AU, BE, BG, BO, BR, CH, CL, CO, C...</td>\n",
+ " <td>[AD, AR, AT, AU, BE, BG, BO, BR, CH, CL, CO, C...</td>\n",
+ " <td>[AD, AR, AT, AU, BE, BG, BO, BR, CH, CL, CO, C...</td>\n",
+ " </tr>\n",
+ " <tr>\n",
+ " <th>disc_number</th>\n",
+ " <td>1</td>\n",
+ " <td>1</td>\n",
+ " <td>1</td>\n",
+ " <td>1</td>\n",
+ " <td>1</td>\n",
+ " </tr>\n",
+ " <tr>\n",
+ " <th>duration_ms</th>\n",
+ " <td>93506</td>\n",
+ " <td>192053</td>\n",
+ " <td>219733</td>\n",
+ " <td>146240</td>\n",
+ " <td>134866</td>\n",
+ " </tr>\n",
+ " <tr>\n",
+ " <th>explicit</th>\n",
+ " <td>False</td>\n",
+ " <td>False</td>\n",
+ " <td>False</td>\n",
+ " <td>False</td>\n",
+ " <td>False</td>\n",
+ " </tr>\n",
+ " <tr>\n",
+ " <th>external_ids</th>\n",
+ " <td>{'isrc': 'GBUM71603960'}</td>\n",
+ " <td>{'isrc': 'GBUM71603957'}</td>\n",
+ " <td>{'isrc': 'GBUM71603952'}</td>\n",
+ " <td>{'isrc': 'GBUM71603959'}</td>\n",
+ " <td>{'isrc': 'GBUM71603951'}</td>\n",
+ " </tr>\n",
+ " <tr>\n",
+ " <th>external_urls</th>\n",
+ " <td>{'spotify': 'https://open.spotify.com/track/4e...</td>\n",
+ " <td>{'spotify': 'https://open.spotify.com/track/15...</td>\n",
+ " <td>{'spotify': 'https://open.spotify.com/track/1f...</td>\n",
+ " <td>{'spotify': 'https://open.spotify.com/track/0G...</td>\n",
+ " <td>{'spotify': 'https://open.spotify.com/track/1e...</td>\n",
+ " </tr>\n",
+ " <tr>\n",
+ " <th>href</th>\n",
+ " <td>https://api.spotify.com/v1/tracks/4edArG2VehvJ...</td>\n",
+ " <td>https://api.spotify.com/v1/tracks/150EAeMGWJRu...</td>\n",
+ " <td>https://api.spotify.com/v1/tracks/1fVeHYkyMxrj...</td>\n",
+ " <td>https://api.spotify.com/v1/tracks/0GRplBEB2FWC...</td>\n",
+ " <td>https://api.spotify.com/v1/tracks/1eVymk74iroq...</td>\n",
+ " </tr>\n",
+ " <tr>\n",
+ " <th>id</th>\n",
+ " <td>4edArG2VehvJdwOZfYOxtK</td>\n",
+ " <td>150EAeMGWJRubuH8zyx7h8</td>\n",
+ " <td>1fVeHYkyMxrjbjRAD9uWsZ</td>\n",
+ " <td>0GRplBEB2FWCKutwMmS6nY</td>\n",
+ " <td>1eVymk74iroqhsZxm0Vy3g</td>\n",
+ " </tr>\n",
+ " <tr>\n",
+ " <th>name</th>\n",
+ " <td>Twist And Shout - Live / Remastered</td>\n",
+ " <td>She's A Woman - Live / Remastered</td>\n",
+ " <td>Dizzy Miss Lizzy - Live / Remastered</td>\n",
+ " <td>Ticket To Ride - Live / Remastered</td>\n",
+ " <td>Can't Buy Me Love - Live / Remastered</td>\n",
+ " </tr>\n",
+ " <tr>\n",
+ " <th>popularity</th>\n",
+ " <td>47</td>\n",
+ " <td>43</td>\n",
+ " <td>42</td>\n",
+ " <td>43</td>\n",
+ " <td>43</td>\n",
+ " </tr>\n",
+ " <tr>\n",
+ " <th>preview_url</th>\n",
+ " <td>https://p.scdn.co/mp3-preview/cd82d2f8f92a7222...</td>\n",
+ " <td>https://p.scdn.co/mp3-preview/37806a7d82c5d2a8...</td>\n",
+ " <td>https://p.scdn.co/mp3-preview/5ee6d20e1808908e...</td>\n",
+ " <td>https://p.scdn.co/mp3-preview/558bb39228550744...</td>\n",
+ " <td>https://p.scdn.co/mp3-preview/c6b9c820e62868db...</td>\n",
+ " </tr>\n",
+ " <tr>\n",
+ " <th>track_number</th>\n",
+ " <td>1</td>\n",
+ " <td>2</td>\n",
+ " <td>3</td>\n",
+ " <td>4</td>\n",
+ " <td>5</td>\n",
+ " </tr>\n",
+ " <tr>\n",
+ " <th>type</th>\n",
+ " <td>track</td>\n",
+ " <td>track</td>\n",
+ " <td>track</td>\n",
+ " <td>track</td>\n",
+ " <td>track</td>\n",
+ " </tr>\n",
+ " <tr>\n",
+ " <th>uri</th>\n",
+ " <td>spotify:track:4edArG2VehvJdwOZfYOxtK</td>\n",
+ " <td>spotify:track:150EAeMGWJRubuH8zyx7h8</td>\n",
+ " <td>spotify:track:1fVeHYkyMxrjbjRAD9uWsZ</td>\n",
+ " <td>spotify:track:0GRplBEB2FWCKutwMmS6nY</td>\n",
+ " <td>spotify:track:1eVymk74iroqhsZxm0Vy3g</td>\n",
+ " </tr>\n",
+ " </tbody>\n",
+ "</table>\n",
+ "</div>"
+ ],
+ "text/plain": [
+ " 0 \\\n",
+ "_id 4edArG2VehvJdwOZfYOxtK \n",
+ "album {'artists': [{'href': 'https://api.spotify.com... \n",
+ "album_id 5XfJmldgWzrc1AIdbBaVZn \n",
+ "artists [{'href': 'https://api.spotify.com/v1/artists/... \n",
+ "available_markets [AD, AR, AT, AU, BE, BG, BO, BR, CH, CL, CO, C... \n",
+ "disc_number 1 \n",
+ "duration_ms 93506 \n",
+ "explicit False \n",
+ "external_ids {'isrc': 'GBUM71603960'} \n",
+ "external_urls {'spotify': 'https://open.spotify.com/track/4e... \n",
+ "href https://api.spotify.com/v1/tracks/4edArG2VehvJ... \n",
+ "id 4edArG2VehvJdwOZfYOxtK \n",
+ "name Twist And Shout - Live / Remastered \n",
+ "popularity 47 \n",
+ "preview_url https://p.scdn.co/mp3-preview/cd82d2f8f92a7222... \n",
+ "track_number 1 \n",
+ "type track \n",
+ "uri spotify:track:4edArG2VehvJdwOZfYOxtK \n",
+ "\n",
+ " 1 \\\n",
+ "_id 150EAeMGWJRubuH8zyx7h8 \n",
+ "album {'artists': [{'href': 'https://api.spotify.com... \n",
+ "album_id 5XfJmldgWzrc1AIdbBaVZn \n",
+ "artists [{'href': 'https://api.spotify.com/v1/artists/... \n",
+ "available_markets [AD, AR, AT, AU, BE, BG, BO, BR, CH, CL, CO, C... \n",
+ "disc_number 1 \n",
+ "duration_ms 192053 \n",
+ "explicit False \n",
+ "external_ids {'isrc': 'GBUM71603957'} \n",
+ "external_urls {'spotify': 'https://open.spotify.com/track/15... \n",
+ "href https://api.spotify.com/v1/tracks/150EAeMGWJRu... \n",
+ "id 150EAeMGWJRubuH8zyx7h8 \n",
+ "name She's A Woman - Live / Remastered \n",
+ "popularity 43 \n",
+ "preview_url https://p.scdn.co/mp3-preview/37806a7d82c5d2a8... \n",
+ "track_number 2 \n",
+ "type track \n",
+ "uri spotify:track:150EAeMGWJRubuH8zyx7h8 \n",
+ "\n",
+ " 2 \\\n",
+ "_id 1fVeHYkyMxrjbjRAD9uWsZ \n",
+ "album {'artists': [{'href': 'https://api.spotify.com... \n",
+ "album_id 5XfJmldgWzrc1AIdbBaVZn \n",
+ "artists [{'href': 'https://api.spotify.com/v1/artists/... \n",
+ "available_markets [AD, AR, AT, AU, BE, BG, BO, BR, CH, CL, CO, C... \n",
+ "disc_number 1 \n",
+ "duration_ms 219733 \n",
+ "explicit False \n",
+ "external_ids {'isrc': 'GBUM71603952'} \n",
+ "external_urls {'spotify': 'https://open.spotify.com/track/1f... \n",
+ "href https://api.spotify.com/v1/tracks/1fVeHYkyMxrj... \n",
+ "id 1fVeHYkyMxrjbjRAD9uWsZ \n",
+ "name Dizzy Miss Lizzy - Live / Remastered \n",
+ "popularity 42 \n",
+ "preview_url https://p.scdn.co/mp3-preview/5ee6d20e1808908e... \n",
+ "track_number 3 \n",
+ "type track \n",
+ "uri spotify:track:1fVeHYkyMxrjbjRAD9uWsZ \n",
+ "\n",
+ " 3 \\\n",
+ "_id 0GRplBEB2FWCKutwMmS6nY \n",
+ "album {'artists': [{'href': 'https://api.spotify.com... \n",
+ "album_id 5XfJmldgWzrc1AIdbBaVZn \n",
+ "artists [{'href': 'https://api.spotify.com/v1/artists/... \n",
+ "available_markets [AD, AR, AT, AU, BE, BG, BO, BR, CH, CL, CO, C... \n",
+ "disc_number 1 \n",
+ "duration_ms 146240 \n",
+ "explicit False \n",
+ "external_ids {'isrc': 'GBUM71603959'} \n",
+ "external_urls {'spotify': 'https://open.spotify.com/track/0G... \n",
+ "href https://api.spotify.com/v1/tracks/0GRplBEB2FWC... \n",
+ "id 0GRplBEB2FWCKutwMmS6nY \n",
+ "name Ticket To Ride - Live / Remastered \n",
+ "popularity 43 \n",
+ "preview_url https://p.scdn.co/mp3-preview/558bb39228550744... \n",
+ "track_number 4 \n",
+ "type track \n",
+ "uri spotify:track:0GRplBEB2FWCKutwMmS6nY \n",
+ "\n",
+ " 4 \n",
+ "_id 1eVymk74iroqhsZxm0Vy3g \n",
+ "album {'artists': [{'href': 'https://api.spotify.com... \n",
+ "album_id 5XfJmldgWzrc1AIdbBaVZn \n",
+ "artists [{'href': 'https://api.spotify.com/v1/artists/... \n",
+ "available_markets [AD, AR, AT, AU, BE, BG, BO, BR, CH, CL, CO, C... \n",
+ "disc_number 1 \n",
+ "duration_ms 134866 \n",
+ "explicit False \n",
+ "external_ids {'isrc': 'GBUM71603951'} \n",
+ "external_urls {'spotify': 'https://open.spotify.com/track/1e... \n",
+ "href https://api.spotify.com/v1/tracks/1eVymk74iroq... \n",
+ "id 1eVymk74iroqhsZxm0Vy3g \n",
+ "name Can't Buy Me Love - Live / Remastered \n",
+ "popularity 43 \n",
+ "preview_url https://p.scdn.co/mp3-preview/c6b9c820e62868db... \n",
+ "track_number 5 \n",
+ "type track \n",
+ "uri spotify:track:1eVymk74iroqhsZxm0Vy3g "
]
},
- "execution_count": 89,
+ "execution_count": 46,
+ "metadata": {},
+ "output_type": "execute_result"
+ }
+ ],
+ "source": [
+ "pd.DataFrame(list(tracks.find())).head().T"
+ ]
+ },
+ {
+ "cell_type": "code",
+ "execution_count": 49,
+ "metadata": {
+ "collapsed": false
+ },
+ "outputs": [
+ {
+ "data": {
+ "text/plain": [
+ "{'_id': '4edArG2VehvJdwOZfYOxtK'}"
+ ]
+ },
+ "execution_count": 49,
"metadata": {},
"output_type": "execute_result"
}
],
"source": [
- "tracks.find_one()"
+ "tracks.find_one({}, 'album.id')"
]
},
{
},
{
"cell_type": "code",
- "execution_count": 95,
+ "execution_count": 50,
"metadata": {
"collapsed": true
},
},
{
"cell_type": "code",
- "execution_count": 258,
+ "execution_count": 51,
"metadata": {
"collapsed": false
},
"{'George Martin', 'Radiohead', 'The Beatles'}"
]
},
- "execution_count": 258,
+ "execution_count": 51,
"metadata": {},
"output_type": "execute_result"
}
},
{
"cell_type": "code",
- "execution_count": 96,
+ "execution_count": 52,
"metadata": {
"collapsed": false,
"scrolled": true
"[383 rows x 5 columns]"
]
},
- "execution_count": 96,
+ "execution_count": 52,
"metadata": {},
"output_type": "execute_result"
}
},
{
"cell_type": "code",
- "execution_count": 36,
+ "execution_count": 22,
"metadata": {
"collapsed": true
},
" auth_url = 'https://accounts.spotify.com/api/token'\n",
" auth_data = urllib.parse.urlencode({'grant_type': 'client_credentials'}).encode('utf-8')\n",
" auth_id = base64.standard_b64encode((config['spotify']['client_id'] + \\\n",
- " ':' + config['spotify']['client_secret']).encode('utf-8')).decode('utf-8)')\n",
- " auth_headers = {'Authorization': 'Basic ' + auth_id}\n",
- " auth_request = urllib.request.Request(auth_url, data=auth_data, headers=auth_headers)\n",
- " with urllib.request.urlopen(auth_request) as f:\n",
- " response = json.loads(f.read().decode('utf-8'))\n",
- " return response['token_type'], response['access_token']"
- ]
- },
- {
- "cell_type": "code",
- "execution_count": 37,
- "metadata": {
- "collapsed": true
- },
- "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",
- " 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})"
- ]
- },
- {
- "cell_type": "code",
- "execution_count": 97,
- "metadata": {
- "collapsed": false
- },
- "outputs": [],
- "source": [
- "a_type, a_token = get_spotify_auth_token()\n",
- "for a in albums.find({}, []):\n",
- " track_ids = [t['_id'] for t in tracks.find({'album.id': a['_id']}, [])]\n",
- " get_audio_features(track_ids, a_type, a_token)"
- ]
- },
- {
- "cell_type": "code",
- "execution_count": 98,
- "metadata": {
- "collapsed": false,
- "scrolled": true
- },
- "outputs": [
- {
- "data": {
- "text/plain": [
- "{'_id': '150EAeMGWJRubuH8zyx7h8',\n",
- " 'acousticness': 0.00675,\n",
- " 'album': {'album_type': 'album',\n",
- " 'artists': [{'external_urls': {'spotify': 'https://open.spotify.com/artist/3WrFJ7ztbogyGnTHbHJFl2'},\n",
- " 'href': 'https://api.spotify.com/v1/artists/3WrFJ7ztbogyGnTHbHJFl2',\n",
- " 'id': '3WrFJ7ztbogyGnTHbHJFl2',\n",
- " 'name': 'The Beatles',\n",
- " 'type': 'artist',\n",
- " 'uri': 'spotify:artist:3WrFJ7ztbogyGnTHbHJFl2'}],\n",
- " 'available_markets': ['AD',\n",
- " 'AR',\n",
- " 'AT',\n",
- " 'AU',\n",
- " 'BE',\n",
- " 'BG',\n",
- " 'BO',\n",
- " 'BR',\n",
- " 'CH',\n",
- " 'CL',\n",
- " 'CO',\n",
- " 'CR',\n",
- " 'CY',\n",
- " 'CZ',\n",
- " 'DE',\n",
- " 'DK',\n",
- " 'DO',\n",
- " 'EC',\n",
- " 'EE',\n",
- " 'ES',\n",
- " 'FI',\n",
- " 'FR',\n",
- " 'GB',\n",
- " 'GR',\n",
- " 'GT',\n",
- " 'HK',\n",
- " 'HN',\n",
- " 'HU',\n",
- " 'ID',\n",
- " 'IE',\n",
- " 'IS',\n",
- " 'IT',\n",
- " 'JP',\n",
- " 'LI',\n",
- " 'LT',\n",
- " 'LU',\n",
- " 'LV',\n",
- " 'MC',\n",
- " 'MT',\n",
- " 'MY',\n",
- " 'NI',\n",
- " 'NL',\n",
- " 'NO',\n",
- " 'NZ',\n",
- " 'PA',\n",
- " 'PE',\n",
- " 'PH',\n",
- " 'PL',\n",
- " 'PT',\n",
- " 'PY',\n",
- " 'SE',\n",
- " 'SG',\n",
- " 'SK',\n",
- " 'SV',\n",
- " 'TR',\n",
- " 'TW',\n",
- " 'UY'],\n",
- " 'external_urls': {'spotify': 'https://open.spotify.com/album/5XfJmldgWzrc1AIdbBaVZn'},\n",
- " 'href': 'https://api.spotify.com/v1/albums/5XfJmldgWzrc1AIdbBaVZn',\n",
- " 'id': '5XfJmldgWzrc1AIdbBaVZn',\n",
- " 'images': [{'height': 640,\n",
- " 'url': 'https://i.scdn.co/image/1b1879c1dd1613586f9bcd1bdc51aa45146a86be',\n",
- " 'width': 640},\n",
- " {'height': 300,\n",
- " 'url': 'https://i.scdn.co/image/72d45bffa9869ebf00fcbdda25eb664c819abe64',\n",
- " 'width': 300},\n",
- " {'height': 64,\n",
- " 'url': 'https://i.scdn.co/image/05db8fdf0740cbf6bf8d38cb85505b0bc2874ce0',\n",
- " 'width': 64}],\n",
- " 'name': 'Live At The Hollywood Bowl',\n",
- " 'type': 'album',\n",
- " 'uri': 'spotify:album:5XfJmldgWzrc1AIdbBaVZn'},\n",
- " 'analysis_url': 'https://api.spotify.com/v1/audio-analysis/150EAeMGWJRubuH8zyx7h8',\n",
- " 'artist_id': '3WrFJ7ztbogyGnTHbHJFl2',\n",
- " 'artist_name': 'The Beatles',\n",
- " 'artists': [{'external_urls': {'spotify': 'https://open.spotify.com/artist/3WrFJ7ztbogyGnTHbHJFl2'},\n",
- " 'href': 'https://api.spotify.com/v1/artists/3WrFJ7ztbogyGnTHbHJFl2',\n",
- " 'id': '3WrFJ7ztbogyGnTHbHJFl2',\n",
- " 'name': 'The Beatles',\n",
- " 'type': 'artist',\n",
- " 'uri': 'spotify:artist:3WrFJ7ztbogyGnTHbHJFl2'}],\n",
- " 'available_markets': ['AD',\n",
- " 'AR',\n",
- " 'AT',\n",
- " 'AU',\n",
- " 'BE',\n",
- " 'BG',\n",
- " 'BO',\n",
- " 'BR',\n",
- " 'CH',\n",
- " 'CL',\n",
- " 'CO',\n",
- " 'CR',\n",
- " 'CY',\n",
- " 'CZ',\n",
- " 'DE',\n",
- " 'DK',\n",
- " 'DO',\n",
- " 'EC',\n",
- " 'EE',\n",
- " 'ES',\n",
- " 'FI',\n",
- " 'FR',\n",
- " 'GB',\n",
- " 'GR',\n",
- " 'GT',\n",
- " 'HK',\n",
- " 'HN',\n",
- " 'HU',\n",
- " 'ID',\n",
- " 'IE',\n",
- " 'IS',\n",
- " 'IT',\n",
- " 'JP',\n",
- " 'LI',\n",
- " 'LT',\n",
- " 'LU',\n",
- " 'LV',\n",
- " 'MC',\n",
- " 'MT',\n",
- " 'MY',\n",
- " 'NI',\n",
- " 'NL',\n",
- " 'NO',\n",
- " 'NZ',\n",
- " 'PA',\n",
- " 'PE',\n",
- " 'PH',\n",
- " 'PL',\n",
- " 'PT',\n",
- " 'PY',\n",
- " 'SE',\n",
- " 'SG',\n",
- " 'SK',\n",
- " 'SV',\n",
- " 'TR',\n",
- " 'TW',\n",
- " 'UY'],\n",
- " 'danceability': 0.188,\n",
- " 'disc_number': 1,\n",
- " 'duration_ms': 192053,\n",
- " 'energy': 0.885,\n",
- " 'explicit': False,\n",
- " 'external_ids': {'isrc': 'GBUM71603957'},\n",
- " 'external_urls': {'spotify': 'https://open.spotify.com/track/150EAeMGWJRubuH8zyx7h8'},\n",
- " 'href': 'https://api.spotify.com/v1/tracks/150EAeMGWJRubuH8zyx7h8',\n",
- " 'id': '150EAeMGWJRubuH8zyx7h8',\n",
- " 'instrumentalness': 2.42e-05,\n",
- " 'key': 9,\n",
- " 'liveness': 0.85,\n",
- " 'loudness': -8.189,\n",
- " 'mode': 1,\n",
- " 'name': \"She's A Woman - Live / Remastered\",\n",
- " 'popularity': 44,\n",
- " 'preview_url': 'https://p.scdn.co/mp3-preview/37806a7d82c5d2a8b76447afa25ae1e317e9ce04?cid=null',\n",
- " 'speechiness': 0.0662,\n",
- " 'tempo': 175.86,\n",
- " 'time_signature': 4,\n",
- " 'track_href': 'https://api.spotify.com/v1/tracks/150EAeMGWJRubuH8zyx7h8',\n",
- " 'track_number': 2,\n",
- " 'type': 'audio_features',\n",
- " 'uri': 'spotify:track:150EAeMGWJRubuH8zyx7h8',\n",
- " 'valence': 0.562}"
- ]
- },
- "execution_count": 98,
- "metadata": {},
- "output_type": "execute_result"
- }
- ],
+ " ':' + config['spotify']['client_secret']).encode('utf-8')).decode('utf-8)')\n",
+ " auth_headers = {'Authorization': 'Basic ' + auth_id}\n",
+ " auth_request = urllib.request.Request(auth_url, data=auth_data, headers=auth_headers)\n",
+ " with urllib.request.urlopen(auth_request) as f:\n",
+ " response = json.loads(f.read().decode('utf-8'))\n",
+ " return response['token_type'], response['access_token']"
+ ]
+ },
+ {
+ "cell_type": "code",
+ "execution_count": 30,
+ "metadata": {
+ "collapsed": true
+ },
+ "outputs": [],
"source": [
- "tracks.find_one()"
+ "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",
+ " 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})"
]
},
{
"cell_type": "code",
- "execution_count": 99,
+ "execution_count": 54,
+ "metadata": {
+ "collapsed": false
+ },
+ "outputs": [],
+ "source": [
+ "a_type, a_token = get_spotify_auth_token()\n",
+ "for a in albums.find({}, []):\n",
+ " track_ids = [t['_id'] for t in tracks.find({'album.id': a['_id']}, [])]\n",
+ " get_audio_features(track_ids, a_type, a_token)"
+ ]
+ },
+ {
+ "cell_type": "code",
+ "execution_count": 55,
"metadata": {
"collapsed": false,
"scrolled": true
" <tbody>\n",
" <tr>\n",
" <th>_id</th>\n",
+ " <td>4edArG2VehvJdwOZfYOxtK</td>\n",
" <td>150EAeMGWJRubuH8zyx7h8</td>\n",
- " <td>24gUDXSQysdnTaRpbWtYlK</td>\n",
- " <td>6b8lhQ86u5MddlmXulslpD</td>\n",
- " <td>79QDgDoBbS7pCrOjIH7ByA</td>\n",
- " <td>5JT7CoUSGNk7mMNkHMQjqr</td>\n",
- " <td>2Q2Gu7Bv8iLenuygtBgDUw</td>\n",
- " <td>63uskN0xLezVg4281wzeQn</td>\n",
- " <td>6Y6UBWhifUnkJIO2mdy0S3</td>\n",
- " <td>0i4BFZcByXtcTFOafH5ebS</td>\n",
- " <td>5GDVGBs8qW1Xl3Qi0vsxue</td>\n",
+ " <td>1fVeHYkyMxrjbjRAD9uWsZ</td>\n",
+ " <td>0GRplBEB2FWCKutwMmS6nY</td>\n",
+ " <td>1eVymk74iroqhsZxm0Vy3g</td>\n",
+ " <td>2p5a9gu6NECVSvBtGSU1vm</td>\n",
+ " <td>1HyLh5cctOnP186CBi8bhm</td>\n",
+ " <td>7fZEWm7TAL2oZDyiYrrgnk</td>\n",
+ " <td>21nhooOxso7CCoHPE73w4L</td>\n",
+ " <td>1alcPfZWUHh01l4Fnoo5Jt</td>\n",
" <td>...</td>\n",
- " <td>16aAwvjzWhM4Cgg5RYz2fA</td>\n",
- " <td>63nTBScSLXWwyeizXi9Rmi</td>\n",
- " <td>1hYuXMeJUOfoJFq0wBhzWV</td>\n",
" <td>43feVCF6QfqIt9LnLs9BAH</td>\n",
" <td>3NwEPV9MDr1z3KcHiAuz9d</td>\n",
" <td>2Iccm3cKBQHWt5yk0yX9nh</td>\n",
+ " <td>2OLMjGIhCNI6j34ysPscbp</td>\n",
" <td>01n20rdBC5czKAhxmGREkr</td>\n",
" <td>5gnrZoSS7nbDYtHp32RFiI</td>\n",
" <td>5FBxWhG0nbBAF6lWgJFklM</td>\n",
+ " <td>6tEwCsVtZ5tI8uHNJSHQ3b</td>\n",
+ " <td>50jq8RgbDfmNNd0NiRnl4L</td>\n",
" <td>4Z1fbYp0HuxLBje4MOZcSD</td>\n",
" </tr>\n",
" <tr>\n",
" <th>acousticness</th>\n",
+ " <td>7.67e-05</td>\n",
" <td>0.00675</td>\n",
- " <td>0.027</td>\n",
- " <td>0.0336</td>\n",
- " <td>0.0569</td>\n",
- " <td>0.404</td>\n",
- " <td>0.507</td>\n",
- " <td>0.871</td>\n",
- " <td>0.302</td>\n",
- " <td>0.179</td>\n",
- " <td>0.659</td>\n",
+ " <td>0.0131</td>\n",
+ " <td>0.00327</td>\n",
+ " <td>0.00865</td>\n",
+ " <td>0.0836</td>\n",
+ " <td>0.00242</td>\n",
+ " <td>0.0358</td>\n",
+ " <td>0.0439</td>\n",
+ " <td>0.02</td>\n",
" <td>...</td>\n",
- " <td>0.425</td>\n",
- " <td>0.27</td>\n",
- " <td>0.635</td>\n",
" <td>0.607</td>\n",
" <td>0.767</td>\n",
" <td>0.334</td>\n",
+ " <td>0.386</td>\n",
" <td>0.389</td>\n",
" <td>0.778</td>\n",
" <td>0.608</td>\n",
+ " <td>0.698</td>\n",
+ " <td>0.629</td>\n",
" <td>0.641</td>\n",
" </tr>\n",
" <tr>\n",
" <th>album</th>\n",
- " <td>{'artists': [{'uri': 'spotify:artist:3WrFJ7ztb...</td>\n",
- " <td>{'artists': [{'uri': 'spotify:artist:3WrFJ7ztb...</td>\n",
- " <td>{'artists': [{'uri': 'spotify:artist:3WrFJ7ztb...</td>\n",
- " <td>{'artists': [{'uri': 'spotify:artist:3WrFJ7ztb...</td>\n",
- " <td>{'artists': [{'uri': 'spotify:artist:3WrFJ7ztb...</td>\n",
- " <td>{'artists': [{'uri': 'spotify:artist:3WrFJ7ztb...</td>\n",
- " <td>{'artists': [{'uri': 'spotify:artist:3WrFJ7ztb...</td>\n",
- " <td>{'artists': [{'uri': 'spotify:artist:3WrFJ7ztb...</td>\n",
- " <td>{'artists': [{'uri': 'spotify:artist:3WrFJ7ztb...</td>\n",
- " <td>{'artists': [{'uri': 'spotify:artist:3WrFJ7ztb...</td>\n",
+ " <td>{'artists': [{'href': 'https://api.spotify.com...</td>\n",
+ " <td>{'artists': [{'href': 'https://api.spotify.com...</td>\n",
+ " <td>{'artists': [{'href': 'https://api.spotify.com...</td>\n",
+ " <td>{'artists': [{'href': 'https://api.spotify.com...</td>\n",
+ " <td>{'artists': [{'href': 'https://api.spotify.com...</td>\n",
+ " <td>{'artists': [{'href': 'https://api.spotify.com...</td>\n",
+ " <td>{'artists': [{'href': 'https://api.spotify.com...</td>\n",
+ " <td>{'artists': [{'href': 'https://api.spotify.com...</td>\n",
+ " <td>{'artists': [{'href': 'https://api.spotify.com...</td>\n",
+ " <td>{'artists': [{'href': 'https://api.spotify.com...</td>\n",
+ " <td>...</td>\n",
+ " <td>{'artists': [{'href': 'https://api.spotify.com...</td>\n",
+ " <td>{'artists': [{'href': 'https://api.spotify.com...</td>\n",
+ " <td>{'artists': [{'href': 'https://api.spotify.com...</td>\n",
+ " <td>{'artists': [{'href': 'https://api.spotify.com...</td>\n",
+ " <td>{'artists': [{'href': 'https://api.spotify.com...</td>\n",
+ " <td>{'artists': [{'href': 'https://api.spotify.com...</td>\n",
+ " <td>{'artists': [{'href': 'https://api.spotify.com...</td>\n",
+ " <td>{'artists': [{'href': 'https://api.spotify.com...</td>\n",
+ " <td>{'artists': [{'href': 'https://api.spotify.com...</td>\n",
+ " <td>{'artists': [{'href': 'https://api.spotify.com...</td>\n",
+ " </tr>\n",
+ " <tr>\n",
+ " <th>album_id</th>\n",
+ " <td>5XfJmldgWzrc1AIdbBaVZn</td>\n",
+ " <td>5XfJmldgWzrc1AIdbBaVZn</td>\n",
+ " <td>5XfJmldgWzrc1AIdbBaVZn</td>\n",
+ " <td>5XfJmldgWzrc1AIdbBaVZn</td>\n",
+ " <td>5XfJmldgWzrc1AIdbBaVZn</td>\n",
+ " <td>5XfJmldgWzrc1AIdbBaVZn</td>\n",
+ " <td>5XfJmldgWzrc1AIdbBaVZn</td>\n",
+ " <td>5XfJmldgWzrc1AIdbBaVZn</td>\n",
+ " <td>5XfJmldgWzrc1AIdbBaVZn</td>\n",
+ " <td>5XfJmldgWzrc1AIdbBaVZn</td>\n",
" <td>...</td>\n",
- " <td>{'artists': [{'uri': 'spotify:artist:3WrFJ7ztb...</td>\n",
- " <td>{'artists': [{'uri': 'spotify:artist:3WrFJ7ztb...</td>\n",
- " <td>{'artists': [{'uri': 'spotify:artist:3WrFJ7ztb...</td>\n",
- " <td>{'artists': [{'uri': 'spotify:artist:3WrFJ7ztb...</td>\n",
- " <td>{'artists': [{'uri': 'spotify:artist:3WrFJ7ztb...</td>\n",
- " <td>{'artists': [{'uri': 'spotify:artist:3WrFJ7ztb...</td>\n",
- " <td>{'artists': [{'uri': 'spotify:artist:3WrFJ7ztb...</td>\n",
- " <td>{'artists': [{'uri': 'spotify:artist:3WrFJ7ztb...</td>\n",
- " <td>{'artists': [{'uri': 'spotify:artist:3WrFJ7ztb...</td>\n",
- " <td>{'artists': [{'uri': 'spotify:artist:3WrFJ7ztb...</td>\n",
+ " <td>7gDXyW16byCQOgK965BRzn</td>\n",
+ " <td>7gDXyW16byCQOgK965BRzn</td>\n",
+ " <td>7gDXyW16byCQOgK965BRzn</td>\n",
+ " <td>7gDXyW16byCQOgK965BRzn</td>\n",
+ " <td>7gDXyW16byCQOgK965BRzn</td>\n",
+ " <td>7gDXyW16byCQOgK965BRzn</td>\n",
+ " <td>7gDXyW16byCQOgK965BRzn</td>\n",
+ " <td>7gDXyW16byCQOgK965BRzn</td>\n",
+ " <td>7gDXyW16byCQOgK965BRzn</td>\n",
+ " <td>7gDXyW16byCQOgK965BRzn</td>\n",
" </tr>\n",
" <tr>\n",
" <th>analysis_url</th>\n",
+ " <td>https://api.spotify.com/v1/audio-analysis/4edA...</td>\n",
" <td>https://api.spotify.com/v1/audio-analysis/150E...</td>\n",
- " <td>https://api.spotify.com/v1/audio-analysis/24gU...</td>\n",
- " <td>https://api.spotify.com/v1/audio-analysis/6b8l...</td>\n",
- " <td>https://api.spotify.com/v1/audio-analysis/79QD...</td>\n",
- " <td>https://api.spotify.com/v1/audio-analysis/5JT7...</td>\n",
- " <td>https://api.spotify.com/v1/audio-analysis/2Q2G...</td>\n",
- " <td>https://api.spotify.com/v1/audio-analysis/63us...</td>\n",
- " <td>https://api.spotify.com/v1/audio-analysis/6Y6U...</td>\n",
- " <td>https://api.spotify.com/v1/audio-analysis/0i4B...</td>\n",
- " <td>https://api.spotify.com/v1/audio-analysis/5GDV...</td>\n",
+ " <td>https://api.spotify.com/v1/audio-analysis/1fVe...</td>\n",
+ " <td>https://api.spotify.com/v1/audio-analysis/0GRp...</td>\n",
+ " <td>https://api.spotify.com/v1/audio-analysis/1eVy...</td>\n",
+ " <td>https://api.spotify.com/v1/audio-analysis/2p5a...</td>\n",
+ " <td>https://api.spotify.com/v1/audio-analysis/1HyL...</td>\n",
+ " <td>https://api.spotify.com/v1/audio-analysis/7fZE...</td>\n",
+ " <td>https://api.spotify.com/v1/audio-analysis/21nh...</td>\n",
+ " <td>https://api.spotify.com/v1/audio-analysis/1alc...</td>\n",
" <td>...</td>\n",
- " <td>https://api.spotify.com/v1/audio-analysis/16aA...</td>\n",
- " <td>https://api.spotify.com/v1/audio-analysis/63nT...</td>\n",
- " <td>https://api.spotify.com/v1/audio-analysis/1hYu...</td>\n",
" <td>https://api.spotify.com/v1/audio-analysis/43fe...</td>\n",
" <td>https://api.spotify.com/v1/audio-analysis/3NwE...</td>\n",
" <td>https://api.spotify.com/v1/audio-analysis/2Icc...</td>\n",
+ " <td>https://api.spotify.com/v1/audio-analysis/2OLM...</td>\n",
" <td>https://api.spotify.com/v1/audio-analysis/01n2...</td>\n",
" <td>https://api.spotify.com/v1/audio-analysis/5gnr...</td>\n",
" <td>https://api.spotify.com/v1/audio-analysis/5FBx...</td>\n",
+ " <td>https://api.spotify.com/v1/audio-analysis/6tEw...</td>\n",
+ " <td>https://api.spotify.com/v1/audio-analysis/50jq...</td>\n",
" <td>https://api.spotify.com/v1/audio-analysis/4Z1f...</td>\n",
" </tr>\n",
" <tr>\n",
" </tr>\n",
" <tr>\n",
" <th>artists</th>\n",
- " <td>[{'uri': 'spotify:artist:3WrFJ7ztbogyGnTHbHJFl...</td>\n",
- " <td>[{'uri': 'spotify:artist:3WrFJ7ztbogyGnTHbHJFl...</td>\n",
- " <td>[{'uri': 'spotify:artist:3WrFJ7ztbogyGnTHbHJFl...</td>\n",
- " <td>[{'uri': 'spotify:artist:3WrFJ7ztbogyGnTHbHJFl...</td>\n",
- " <td>[{'uri': 'spotify:artist:3WrFJ7ztbogyGnTHbHJFl...</td>\n",
- " <td>[{'uri': 'spotify:artist:3WrFJ7ztbogyGnTHbHJFl...</td>\n",
- " <td>[{'uri': 'spotify:artist:3WrFJ7ztbogyGnTHbHJFl...</td>\n",
- " <td>[{'uri': 'spotify:artist:3WrFJ7ztbogyGnTHbHJFl...</td>\n",
- " <td>[{'uri': 'spotify:artist:3WrFJ7ztbogyGnTHbHJFl...</td>\n",
- " <td>[{'uri': 'spotify:artist:3WrFJ7ztbogyGnTHbHJFl...</td>\n",
+ " <td>[{'href': 'https://api.spotify.com/v1/artists/...</td>\n",
+ " <td>[{'href': 'https://api.spotify.com/v1/artists/...</td>\n",
+ " <td>[{'href': 'https://api.spotify.com/v1/artists/...</td>\n",
+ " <td>[{'href': 'https://api.spotify.com/v1/artists/...</td>\n",
+ " <td>[{'href': 'https://api.spotify.com/v1/artists/...</td>\n",
+ " <td>[{'href': 'https://api.spotify.com/v1/artists/...</td>\n",
+ " <td>[{'href': 'https://api.spotify.com/v1/artists/...</td>\n",
+ " <td>[{'href': 'https://api.spotify.com/v1/artists/...</td>\n",
+ " <td>[{'href': 'https://api.spotify.com/v1/artists/...</td>\n",
+ " <td>[{'href': 'https://api.spotify.com/v1/artists/...</td>\n",
" <td>...</td>\n",
- " <td>[{'uri': 'spotify:artist:3WrFJ7ztbogyGnTHbHJFl...</td>\n",
- " <td>[{'uri': 'spotify:artist:3WrFJ7ztbogyGnTHbHJFl...</td>\n",
- " <td>[{'uri': 'spotify:artist:3WrFJ7ztbogyGnTHbHJFl...</td>\n",
- " <td>[{'uri': 'spotify:artist:3WrFJ7ztbogyGnTHbHJFl...</td>\n",
- " <td>[{'uri': 'spotify:artist:3WrFJ7ztbogyGnTHbHJFl...</td>\n",
- " <td>[{'uri': 'spotify:artist:3WrFJ7ztbogyGnTHbHJFl...</td>\n",
- " <td>[{'uri': 'spotify:artist:3WrFJ7ztbogyGnTHbHJFl...</td>\n",
- " <td>[{'uri': 'spotify:artist:3WrFJ7ztbogyGnTHbHJFl...</td>\n",
- " <td>[{'uri': 'spotify:artist:3WrFJ7ztbogyGnTHbHJFl...</td>\n",
- " <td>[{'uri': 'spotify:artist:3WrFJ7ztbogyGnTHbHJFl...</td>\n",
+ " <td>[{'href': 'https://api.spotify.com/v1/artists/...</td>\n",
+ " <td>[{'href': 'https://api.spotify.com/v1/artists/...</td>\n",
+ " <td>[{'href': 'https://api.spotify.com/v1/artists/...</td>\n",
+ " <td>[{'href': 'https://api.spotify.com/v1/artists/...</td>\n",
+ " <td>[{'href': 'https://api.spotify.com/v1/artists/...</td>\n",
+ " <td>[{'href': 'https://api.spotify.com/v1/artists/...</td>\n",
+ " <td>[{'href': 'https://api.spotify.com/v1/artists/...</td>\n",
+ " <td>[{'href': 'https://api.spotify.com/v1/artists/...</td>\n",
+ " <td>[{'href': 'https://api.spotify.com/v1/artists/...</td>\n",
+ " <td>[{'href': 'https://api.spotify.com/v1/artists/...</td>\n",
" </tr>\n",
" <tr>\n",
" <th>available_markets</th>\n",
" </tr>\n",
" <tr>\n",
" <th>danceability</th>\n",
+ " <td>0.311</td>\n",
" <td>0.188</td>\n",
- " <td>0.21</td>\n",
- " <td>0.371</td>\n",
- " <td>0.195</td>\n",
- " <td>0.524</td>\n",
- " <td>0.581</td>\n",
- " <td>0.401</td>\n",
- " <td>0.449</td>\n",
- " <td>0.291</td>\n",
- " <td>0.54</td>\n",
+ " <td>0.406</td>\n",
+ " <td>0.39</td>\n",
+ " <td>0.2</td>\n",
+ " <td>0.307</td>\n",
+ " <td>0.204</td>\n",
+ " <td>0.226</td>\n",
+ " <td>0.293</td>\n",
+ " <td>0.436</td>\n",
" <td>...</td>\n",
- " <td>0.545</td>\n",
- " <td>0.491</td>\n",
- " <td>0.608</td>\n",
" <td>0.402</td>\n",
" <td>0.605</td>\n",
" <td>0.527</td>\n",
+ " <td>0.52</td>\n",
" <td>0.635</td>\n",
" <td>0.608</td>\n",
" <td>0.673</td>\n",
+ " <td>0.42</td>\n",
+ " <td>0.455</td>\n",
" <td>0.482</td>\n",
" </tr>\n",
" <tr>\n",
" </tr>\n",
" <tr>\n",
" <th>duration_ms</th>\n",
+ " <td>93507</td>\n",
" <td>192053</td>\n",
- " <td>135253</td>\n",
- " <td>124653</td>\n",
- " <td>141427</td>\n",
- " <td>140173</td>\n",
- " <td>116160</td>\n",
- " <td>125320</td>\n",
- " <td>181413</td>\n",
- " <td>145587</td>\n",
- " <td>50467</td>\n",
+ " <td>219733</td>\n",
+ " <td>146240</td>\n",
+ " <td>134867</td>\n",
+ " <td>138733</td>\n",
+ " <td>134013</td>\n",
+ " <td>128747</td>\n",
+ " <td>193760</td>\n",
+ " <td>172600</td>\n",
" <td>...</td>\n",
- " <td>169507</td>\n",
- " <td>173947</td>\n",
- " <td>177133</td>\n",
" <td>146440</td>\n",
" <td>146533</td>\n",
" <td>120853</td>\n",
+ " <td>141693</td>\n",
" <td>124360</td>\n",
" <td>160520</td>\n",
" <td>117013</td>\n",
+ " <td>123480</td>\n",
+ " <td>110493</td>\n",
" <td>155227</td>\n",
" </tr>\n",
" <tr>\n",
" <th>energy</th>\n",
+ " <td>0.822</td>\n",
" <td>0.885</td>\n",
- " <td>0.646</td>\n",
- " <td>0.903</td>\n",
- " <td>0.889</td>\n",
- " <td>0.88</td>\n",
- " <td>0.821</td>\n",
- " <td>0.189</td>\n",
- " <td>0.375</td>\n",
- " <td>0.638</td>\n",
- " <td>0.489</td>\n",
+ " <td>0.867</td>\n",
+ " <td>0.779</td>\n",
+ " <td>0.849</td>\n",
+ " <td>0.637</td>\n",
+ " <td>0.808</td>\n",
+ " <td>0.933</td>\n",
+ " <td>0.866</td>\n",
+ " <td>0.772</td>\n",
" <td>...</td>\n",
- " <td>0.853</td>\n",
- " <td>0.801</td>\n",
- " <td>0.565</td>\n",
" <td>0.86</td>\n",
" <td>0.394</td>\n",
" <td>0.48</td>\n",
+ " <td>0.829</td>\n",
" <td>0.656</td>\n",
" <td>0.494</td>\n",
" <td>0.349</td>\n",
+ " <td>0.372</td>\n",
+ " <td>0.582</td>\n",
" <td>0.849</td>\n",
" </tr>\n",
" <tr>\n",
" </tr>\n",
" <tr>\n",
" <th>external_ids</th>\n",
+ " <td>{'isrc': 'GBUM71603960'}</td>\n",
" <td>{'isrc': 'GBUM71603957'}</td>\n",
- " <td>{'isrc': 'GBUM71603949'}</td>\n",
- " <td>{'isrc': 'GBUM71603954'}</td>\n",
- " <td>{'isrc': 'GBUM71603963'}</td>\n",
- " <td>{'isrc': 'GBUM71505907'}</td>\n",
- " <td>{'isrc': 'GBUM71505896'}</td>\n",
- " <td>{'isrc': 'GBUM71505917'}</td>\n",
- " <td>{'isrc': 'GBUM71505911'}</td>\n",
- " <td>{'isrc': 'GBAYE0601711'}</td>\n",
- " <td>{'isrc': 'GBAYE0601712'}</td>\n",
+ " <td>{'isrc': 'GBUM71603952'}</td>\n",
+ " <td>{'isrc': 'GBUM71603959'}</td>\n",
+ " <td>{'isrc': 'GBUM71603951'}</td>\n",
+ " <td>{'isrc': 'GBUM71603958'}</td>\n",
+ " <td>{'isrc': 'GBUM71603955'}</td>\n",
+ " <td>{'isrc': 'GBUM71603950'}</td>\n",
+ " <td>{'isrc': 'GBUM71603948'}</td>\n",
+ " <td>{'isrc': 'GBUM71603953'}</td>\n",
" <td>...</td>\n",
- " <td>{'isrc': 'GBAYE0601437'}</td>\n",
- " <td>{'isrc': 'GBAYE0601410'}</td>\n",
- " <td>{'isrc': 'GBAYE0601412'}</td>\n",
" <td>{'isrc': 'GBAYE0601414'}</td>\n",
" <td>{'isrc': 'GBAYE0601415'}</td>\n",
" <td>{'isrc': 'GBAYE0601416'}</td>\n",
+ " <td>{'isrc': 'GBAYE0601417'}</td>\n",
" <td>{'isrc': 'GBAYE0601418'}</td>\n",
" <td>{'isrc': 'GBAYE0601419'}</td>\n",
" <td>{'isrc': 'GBAYE0601420'}</td>\n",
+ " <td>{'isrc': 'GBAYE0601421'}</td>\n",
+ " <td>{'isrc': 'GBAYE0601422'}</td>\n",
" <td>{'isrc': 'GBAYE0601423'}</td>\n",
" </tr>\n",
" <tr>\n",
" <th>external_urls</th>\n",
+ " <td>{'spotify': 'https://open.spotify.com/track/4e...</td>\n",
" <td>{'spotify': 'https://open.spotify.com/track/15...</td>\n",
- " <td>{'spotify': 'https://open.spotify.com/track/24...</td>\n",
- " <td>{'spotify': 'https://open.spotify.com/track/6b...</td>\n",
- " <td>{'spotify': 'https://open.spotify.com/track/79...</td>\n",
- " <td>{'spotify': 'https://open.spotify.com/track/5J...</td>\n",
- " <td>{'spotify': 'https://open.spotify.com/track/2Q...</td>\n",
- " <td>{'spotify': 'https://open.spotify.com/track/63...</td>\n",
- " <td>{'spotify': 'https://open.spotify.com/track/6Y...</td>\n",
- " <td>{'spotify': 'https://open.spotify.com/track/0i...</td>\n",
- " <td>{'spotify': 'https://open.spotify.com/track/5G...</td>\n",
+ " <td>{'spotify': 'https://open.spotify.com/track/1f...</td>\n",
+ " <td>{'spotify': 'https://open.spotify.com/track/0G...</td>\n",
+ " <td>{'spotify': 'https://open.spotify.com/track/1e...</td>\n",
+ " <td>{'spotify': 'https://open.spotify.com/track/2p...</td>\n",
+ " <td>{'spotify': 'https://open.spotify.com/track/1H...</td>\n",
+ " <td>{'spotify': 'https://open.spotify.com/track/7f...</td>\n",
+ " <td>{'spotify': 'https://open.spotify.com/track/21...</td>\n",
+ " <td>{'spotify': 'https://open.spotify.com/track/1a...</td>\n",
" <td>...</td>\n",
- " <td>{'spotify': 'https://open.spotify.com/track/16...</td>\n",
- " <td>{'spotify': 'https://open.spotify.com/track/63...</td>\n",
- " <td>{'spotify': 'https://open.spotify.com/track/1h...</td>\n",
" <td>{'spotify': 'https://open.spotify.com/track/43...</td>\n",
" <td>{'spotify': 'https://open.spotify.com/track/3N...</td>\n",
" <td>{'spotify': 'https://open.spotify.com/track/2I...</td>\n",
+ " <td>{'spotify': 'https://open.spotify.com/track/2O...</td>\n",
" <td>{'spotify': 'https://open.spotify.com/track/01...</td>\n",
" <td>{'spotify': 'https://open.spotify.com/track/5g...</td>\n",
" <td>{'spotify': 'https://open.spotify.com/track/5F...</td>\n",
+ " <td>{'spotify': 'https://open.spotify.com/track/6t...</td>\n",
+ " <td>{'spotify': 'https://open.spotify.com/track/50...</td>\n",
" <td>{'spotify': 'https://open.spotify.com/track/4Z...</td>\n",
" </tr>\n",
" <tr>\n",
" <th>href</th>\n",
+ " <td>https://api.spotify.com/v1/tracks/4edArG2VehvJ...</td>\n",
" <td>https://api.spotify.com/v1/tracks/150EAeMGWJRu...</td>\n",
- " <td>https://api.spotify.com/v1/tracks/24gUDXSQysdn...</td>\n",
- " <td>https://api.spotify.com/v1/tracks/6b8lhQ86u5Md...</td>\n",
- " <td>https://api.spotify.com/v1/tracks/79QDgDoBbS7p...</td>\n",
- " <td>https://api.spotify.com/v1/tracks/5JT7CoUSGNk7...</td>\n",
- " <td>https://api.spotify.com/v1/tracks/2Q2Gu7Bv8iLe...</td>\n",
- " <td>https://api.spotify.com/v1/tracks/63uskN0xLezV...</td>\n",
- " <td>https://api.spotify.com/v1/tracks/6Y6UBWhifUnk...</td>\n",
- " <td>https://api.spotify.com/v1/tracks/0i4BFZcByXtc...</td>\n",
- " <td>https://api.spotify.com/v1/tracks/5GDVGBs8qW1X...</td>\n",
+ " <td>https://api.spotify.com/v1/tracks/1fVeHYkyMxrj...</td>\n",
+ " <td>https://api.spotify.com/v1/tracks/0GRplBEB2FWC...</td>\n",
+ " <td>https://api.spotify.com/v1/tracks/1eVymk74iroq...</td>\n",
+ " <td>https://api.spotify.com/v1/tracks/2p5a9gu6NECV...</td>\n",
+ " <td>https://api.spotify.com/v1/tracks/1HyLh5cctOnP...</td>\n",
+ " <td>https://api.spotify.com/v1/tracks/7fZEWm7TAL2o...</td>\n",
+ " <td>https://api.spotify.com/v1/tracks/21nhooOxso7C...</td>\n",
+ " <td>https://api.spotify.com/v1/tracks/1alcPfZWUHh0...</td>\n",
" <td>...</td>\n",
- " <td>https://api.spotify.com/v1/tracks/16aAwvjzWhM4...</td>\n",
- " <td>https://api.spotify.com/v1/tracks/63nTBScSLXWw...</td>\n",
- " <td>https://api.spotify.com/v1/tracks/1hYuXMeJUOfo...</td>\n",
" <td>https://api.spotify.com/v1/tracks/43feVCF6QfqI...</td>\n",
" <td>https://api.spotify.com/v1/tracks/3NwEPV9MDr1z...</td>\n",
" <td>https://api.spotify.com/v1/tracks/2Iccm3cKBQHW...</td>\n",
+ " <td>https://api.spotify.com/v1/tracks/2OLMjGIhCNI6...</td>\n",
" <td>https://api.spotify.com/v1/tracks/01n20rdBC5cz...</td>\n",
" <td>https://api.spotify.com/v1/tracks/5gnrZoSS7nbD...</td>\n",
" <td>https://api.spotify.com/v1/tracks/5FBxWhG0nbBA...</td>\n",
+ " <td>https://api.spotify.com/v1/tracks/6tEwCsVtZ5tI...</td>\n",
+ " <td>https://api.spotify.com/v1/tracks/50jq8RgbDfmN...</td>\n",
" <td>https://api.spotify.com/v1/tracks/4Z1fbYp0HuxL...</td>\n",
" </tr>\n",
" <tr>\n",
" <th>id</th>\n",
+ " <td>4edArG2VehvJdwOZfYOxtK</td>\n",
" <td>150EAeMGWJRubuH8zyx7h8</td>\n",
- " <td>24gUDXSQysdnTaRpbWtYlK</td>\n",
- " <td>6b8lhQ86u5MddlmXulslpD</td>\n",
- " <td>79QDgDoBbS7pCrOjIH7ByA</td>\n",
- " <td>5JT7CoUSGNk7mMNkHMQjqr</td>\n",
- " <td>2Q2Gu7Bv8iLenuygtBgDUw</td>\n",
- " <td>63uskN0xLezVg4281wzeQn</td>\n",
- " <td>6Y6UBWhifUnkJIO2mdy0S3</td>\n",
- " <td>0i4BFZcByXtcTFOafH5ebS</td>\n",
- " <td>5GDVGBs8qW1Xl3Qi0vsxue</td>\n",
+ " <td>1fVeHYkyMxrjbjRAD9uWsZ</td>\n",
+ " <td>0GRplBEB2FWCKutwMmS6nY</td>\n",
+ " <td>1eVymk74iroqhsZxm0Vy3g</td>\n",
+ " <td>2p5a9gu6NECVSvBtGSU1vm</td>\n",
+ " <td>1HyLh5cctOnP186CBi8bhm</td>\n",
+ " <td>7fZEWm7TAL2oZDyiYrrgnk</td>\n",
+ " <td>21nhooOxso7CCoHPE73w4L</td>\n",
+ " <td>1alcPfZWUHh01l4Fnoo5Jt</td>\n",
" <td>...</td>\n",
- " <td>16aAwvjzWhM4Cgg5RYz2fA</td>\n",
- " <td>63nTBScSLXWwyeizXi9Rmi</td>\n",
- " <td>1hYuXMeJUOfoJFq0wBhzWV</td>\n",
" <td>43feVCF6QfqIt9LnLs9BAH</td>\n",
" <td>3NwEPV9MDr1z3KcHiAuz9d</td>\n",
" <td>2Iccm3cKBQHWt5yk0yX9nh</td>\n",
+ " <td>2OLMjGIhCNI6j34ysPscbp</td>\n",
" <td>01n20rdBC5czKAhxmGREkr</td>\n",
" <td>5gnrZoSS7nbDYtHp32RFiI</td>\n",
" <td>5FBxWhG0nbBAF6lWgJFklM</td>\n",
+ " <td>6tEwCsVtZ5tI8uHNJSHQ3b</td>\n",
+ " <td>50jq8RgbDfmNNd0NiRnl4L</td>\n",
" <td>4Z1fbYp0HuxLBje4MOZcSD</td>\n",
" </tr>\n",
" <tr>\n",
" <th>instrumentalness</th>\n",
+ " <td>2.04e-06</td>\n",
" <td>2.42e-05</td>\n",
+ " <td>0.000141</td>\n",
" <td>0</td>\n",
" <td>0</td>\n",
" <td>0</td>\n",
- " <td>0.000191</td>\n",
" <td>0</td>\n",
+ " <td>0.00057</td>\n",
+ " <td>2.64e-06</td>\n",
" <td>0</td>\n",
- " <td>2.41e-06</td>\n",
- " <td>0</td>\n",
- " <td>0.0019</td>\n",
" <td>...</td>\n",
" <td>0</td>\n",
" <td>0</td>\n",
" <td>0</td>\n",
- " <td>0</td>\n",
- " <td>0</td>\n",
- " <td>0</td>\n",
+ " <td>6.2e-05</td>\n",
" <td>0.00127</td>\n",
" <td>0</td>\n",
" <td>0</td>\n",
+ " <td>0</td>\n",
+ " <td>4.22e-06</td>\n",
" <td>7.74e-06</td>\n",
" </tr>\n",
" <tr>\n",
" <th>key</th>\n",
+ " <td>2</td>\n",
" <td>9</td>\n",
- " <td>1</td>\n",
- " <td>7</td>\n",
- " <td>9</td>\n",
- " <td>0</td>\n",
- " <td>0</td>\n",
- " <td>0</td>\n",
- " <td>0</td>\n",
+ " <td>11</td>\n",
" <td>9</td>\n",
" <td>5</td>\n",
- " <td>...</td>\n",
- " <td>11</td>\n",
- " <td>4</td>\n",
+ " <td>5</td>\n",
" <td>2</td>\n",
+ " <td>9</td>\n",
+ " <td>0</td>\n",
+ " <td>11</td>\n",
+ " <td>...</td>\n",
" <td>4</td>\n",
" <td>4</td>\n",
" <td>4</td>\n",
+ " <td>0</td>\n",
" <td>2</td>\n",
" <td>4</td>\n",
" <td>4</td>\n",
+ " <td>1</td>\n",
+ " <td>4</td>\n",
" <td>2</td>\n",
" </tr>\n",
" <tr>\n",
" <th>liveness</th>\n",
+ " <td>0.508</td>\n",
" <td>0.85</td>\n",
- " <td>0.897</td>\n",
- " <td>0.818</td>\n",
- " <td>0.448</td>\n",
- " <td>0.154</td>\n",
- " <td>0.108</td>\n",
- " <td>0.0968</td>\n",
- " <td>0.144</td>\n",
- " <td>0.101</td>\n",
- " <td>0.457</td>\n",
+ " <td>0.496</td>\n",
+ " <td>0.366</td>\n",
+ " <td>0.894</td>\n",
+ " <td>0.756</td>\n",
+ " <td>0.634</td>\n",
+ " <td>0.844</td>\n",
+ " <td>0.927</td>\n",
+ " <td>0.828</td>\n",
" <td>...</td>\n",
- " <td>0.266</td>\n",
- " <td>0.0665</td>\n",
- " <td>0.0601</td>\n",
" <td>0.736</td>\n",
" <td>0.0967</td>\n",
" <td>0.0702</td>\n",
+ " <td>0.227</td>\n",
" <td>0.0828</td>\n",
" <td>0.0926</td>\n",
" <td>0.38</td>\n",
+ " <td>0.104</td>\n",
+ " <td>0.172</td>\n",
" <td>0.0414</td>\n",
" </tr>\n",
" <tr>\n",
" <th>loudness</th>\n",
+ " <td>-8.696</td>\n",
" <td>-8.189</td>\n",
- " <td>-7.962</td>\n",
- " <td>-5.959</td>\n",
- " <td>-6.01</td>\n",
- " <td>-3.865</td>\n",
- " <td>-4.387</td>\n",
- " <td>-11.189</td>\n",
- " <td>-9.329</td>\n",
- " <td>-7.854</td>\n",
- " <td>-12.276</td>\n",
+ " <td>-6.879</td>\n",
+ " <td>-8.007</td>\n",
+ " <td>-7.606</td>\n",
+ " <td>-8.35</td>\n",
+ " <td>-7.948</td>\n",
+ " <td>-6.146</td>\n",
+ " <td>-7.366</td>\n",
+ " <td>-7.133</td>\n",
" <td>...</td>\n",
- " <td>-8.369</td>\n",
- " <td>-9.835</td>\n",
- " <td>-11.06</td>\n",
" <td>-10.31</td>\n",
" <td>-11.33</td>\n",
" <td>-9.61</td>\n",
+ " <td>-6.228</td>\n",
" <td>-8.5</td>\n",
" <td>-12.211</td>\n",
" <td>-12.414</td>\n",
+ " <td>-11.416</td>\n",
+ " <td>-10.009</td>\n",
" <td>-9.198</td>\n",
" </tr>\n",
" <tr>\n",
" <th>mode</th>\n",
" <td>1</td>\n",
+ " <td>1</td>\n",
" <td>0</td>\n",
" <td>1</td>\n",
" <td>1</td>\n",
" <td>1</td>\n",
" <td>1</td>\n",
" <td>0</td>\n",
- " <td>1</td>\n",
" <td>...</td>\n",
- " <td>0</td>\n",
" <td>1</td>\n",
" <td>1</td>\n",
" <td>1</td>\n",
" <td>1</td>\n",
" <td>1</td>\n",
+ " <td>0</td>\n",
" <td>1</td>\n",
" <td>0</td>\n",
" <td>1</td>\n",
" </tr>\n",
" <tr>\n",
" <th>name</th>\n",
+ " <td>Twist And Shout - Live / Remastered</td>\n",
" <td>She's A Woman - Live / Remastered</td>\n",
- " <td>All My Loving - Live / Remastered</td>\n",
- " <td>Long Tall Sally - Live / Remastered</td>\n",
- " <td>Everybody’s Trying To Be My Baby - Live / Bonu...</td>\n",
- " <td>Love Me Do - Mono / Remastered 2015</td>\n",
- " <td>From Me To You - Mono / Remastered 2015</td>\n",
- " <td>Yesterday - Remastered 2015</td>\n",
- " <td>Something - Remastered 2015</td>\n",
- " <td>I Me Mine - Remastered 2009</td>\n",
- " <td>Dig It - Remastered 2009</td>\n",
+ " <td>Dizzy Miss Lizzy - Live / Remastered</td>\n",
+ " <td>Ticket To Ride - Live / Remastered</td>\n",
+ " <td>Can't Buy Me Love - Live / Remastered</td>\n",
+ " <td>Things We Said Today - Live / Remastered</td>\n",
+ " <td>Roll Over Beethoven - Live / Remastered</td>\n",
+ " <td>Boys - Live / Remastered</td>\n",
+ " <td>A Hard Day's Night - Live / Remastered</td>\n",
+ " <td>Help! - Live / Remastered</td>\n",
" <td>...</td>\n",
- " <td>Money (That's What I Want) - Remastered 2009</td>\n",
- " <td>I Saw Her Standing There - Remastered 2009</td>\n",
- " <td>Anna (Go To Him) - Remastered 2009</td>\n",
" <td>Boys - Remastered 2009</td>\n",
" <td>Ask Me Why - Remastered 2009</td>\n",
" <td>Please Please Me - Remastered 2009</td>\n",
+ " <td>Love Me Do - Remastered 2009</td>\n",
" <td>P.S. I Love You - Remastered 2009</td>\n",
" <td>Baby It's You - Remastered 2009</td>\n",
" <td>Do You Want To Know A Secret - Remastered 2009</td>\n",
+ " <td>A Taste Of Honey - Remastered 2009</td>\n",
+ " <td>There's A Place - Remastered 2009</td>\n",
" <td>Twist And Shout - Remastered 2009</td>\n",
" </tr>\n",
" <tr>\n",
" <th>popularity</th>\n",
- " <td>44</td>\n",
+ " <td>47</td>\n",
+ " <td>43</td>\n",
+ " <td>42</td>\n",
+ " <td>43</td>\n",
+ " <td>43</td>\n",
" <td>42</td>\n",
- " <td>40</td>\n",
- " <td>39</td>\n",
- " <td>54</td>\n",
- " <td>51</td>\n",
- " <td>54</td>\n",
- " <td>49</td>\n",
- " <td>45</td>\n",
" <td>41</td>\n",
- " <td>...</td>\n",
- " <td>40</td>\n",
- " <td>52</td>\n",
+ " <td>42</td>\n",
+ " <td>44</td>\n",
" <td>43</td>\n",
+ " <td>...</td>\n",
" <td>41</td>\n",
" <td>40</td>\n",
" <td>46</td>\n",
- " <td>42</td>\n",
+ " <td>53</td>\n",
+ " <td>41</td>\n",
" <td>42</td>\n",
" <td>47</td>\n",
+ " <td>39</td>\n",
+ " <td>41</td>\n",
" <td>63</td>\n",
" </tr>\n",
" <tr>\n",
" <th>preview_url</th>\n",
+ " <td>https://p.scdn.co/mp3-preview/cd82d2f8f92a7222...</td>\n",
" <td>https://p.scdn.co/mp3-preview/37806a7d82c5d2a8...</td>\n",
- " <td>https://p.scdn.co/mp3-preview/4b3b1c542e6c13cf...</td>\n",
- " <td>https://p.scdn.co/mp3-preview/d6796e399d626e81...</td>\n",
- " <td>https://p.scdn.co/mp3-preview/5aefe05e2ce3a3b4...</td>\n",
- " <td>https://p.scdn.co/mp3-preview/afae97f4c5d9519d...</td>\n",
- " <td>https://p.scdn.co/mp3-preview/ee020cf9697bbb80...</td>\n",
- " <td>https://p.scdn.co/mp3-preview/e638596e63c97034...</td>\n",
- " <td>https://p.scdn.co/mp3-preview/5de6d78267784637...</td>\n",
- " <td>https://p.scdn.co/mp3-preview/303eee3d81c6f5d2...</td>\n",
- " <td>https://p.scdn.co/mp3-preview/7fcb17fdd273bca3...</td>\n",
+ " <td>https://p.scdn.co/mp3-preview/5ee6d20e1808908e...</td>\n",
+ " <td>https://p.scdn.co/mp3-preview/558bb39228550744...</td>\n",
+ " <td>https://p.scdn.co/mp3-preview/c6b9c820e62868db...</td>\n",
+ " <td>https://p.scdn.co/mp3-preview/7b71156485b9e3e1...</td>\n",
+ " <td>https://p.scdn.co/mp3-preview/318950f70347c556...</td>\n",
+ " <td>https://p.scdn.co/mp3-preview/d0c2027d928e938a...</td>\n",
+ " <td>https://p.scdn.co/mp3-preview/88b8add083e60507...</td>\n",
+ " <td>https://p.scdn.co/mp3-preview/1aff27bfc59a0bc1...</td>\n",
" <td>...</td>\n",
- " <td>https://p.scdn.co/mp3-preview/2466870a5bc5a887...</td>\n",
- " <td>https://p.scdn.co/mp3-preview/a4d434ad1d3143f7...</td>\n",
- " <td>https://p.scdn.co/mp3-preview/1c36a4f850ce035e...</td>\n",
" <td>https://p.scdn.co/mp3-preview/c84bcc2dd65c3d9b...</td>\n",
" <td>https://p.scdn.co/mp3-preview/f42256fa5367c68f...</td>\n",
" <td>https://p.scdn.co/mp3-preview/c7974d03d8cd26de...</td>\n",
+ " <td>https://p.scdn.co/mp3-preview/c0c7944dcb9d2457...</td>\n",
" <td>https://p.scdn.co/mp3-preview/5ef1f2ba07489648...</td>\n",
" <td>https://p.scdn.co/mp3-preview/d7eeb1f68c39066d...</td>\n",
" <td>https://p.scdn.co/mp3-preview/5bd705943290818c...</td>\n",
+ " <td>https://p.scdn.co/mp3-preview/dd94439cdf6e7668...</td>\n",
+ " <td>https://p.scdn.co/mp3-preview/5260a1d4f12c23ac...</td>\n",
" <td>https://p.scdn.co/mp3-preview/b7e3bc96b46e4dcc...</td>\n",
" </tr>\n",
" <tr>\n",
" <th>speechiness</th>\n",
+ " <td>0.0395</td>\n",
" <td>0.0662</td>\n",
- " <td>0.0337</td>\n",
- " <td>0.047</td>\n",
- " <td>0.0538</td>\n",
- " <td>0.0987</td>\n",
- " <td>0.0318</td>\n",
- " <td>0.0287</td>\n",
- " <td>0.0286</td>\n",
- " <td>0.0554</td>\n",
- " <td>0.117</td>\n",
+ " <td>0.0461</td>\n",
+ " <td>0.0423</td>\n",
+ " <td>0.0571</td>\n",
+ " <td>0.0392</td>\n",
+ " <td>0.0398</td>\n",
+ " <td>0.108</td>\n",
+ " <td>0.049</td>\n",
+ " <td>0.044</td>\n",
" <td>...</td>\n",
- " <td>0.0394</td>\n",
- " <td>0.0361</td>\n",
- " <td>0.0336</td>\n",
" <td>0.0504</td>\n",
" <td>0.0378</td>\n",
" <td>0.028</td>\n",
+ " <td>0.0806</td>\n",
" <td>0.0291</td>\n",
" <td>0.0345</td>\n",
" <td>0.0368</td>\n",
+ " <td>0.0327</td>\n",
+ " <td>0.0292</td>\n",
" <td>0.0452</td>\n",
" </tr>\n",
" <tr>\n",
" <th>tempo</th>\n",
+ " <td>126.441</td>\n",
" <td>175.86</td>\n",
- " <td>168.772</td>\n",
- " <td>91.268</td>\n",
- " <td>175.738</td>\n",
- " <td>148.058</td>\n",
- " <td>136.145</td>\n",
- " <td>94.509</td>\n",
- " <td>133.845</td>\n",
- " <td>185.235</td>\n",
- " <td>157.03</td>\n",
+ " <td>129.417</td>\n",
+ " <td>121.216</td>\n",
+ " <td>173.283</td>\n",
+ " <td>146.636</td>\n",
+ " <td>179.24</td>\n",
+ " <td>160.11</td>\n",
+ " <td>134.825</td>\n",
+ " <td>96.413</td>\n",
" <td>...</td>\n",
- " <td>128.816</td>\n",
- " <td>160.109</td>\n",
- " <td>109.286</td>\n",
" <td>142.445</td>\n",
" <td>133.942</td>\n",
" <td>139.388</td>\n",
+ " <td>147.997</td>\n",
" <td>134.435</td>\n",
" <td>112.421</td>\n",
" <td>124.451</td>\n",
+ " <td>101.408</td>\n",
+ " <td>140.928</td>\n",
" <td>124.631</td>\n",
" </tr>\n",
" <tr>\n",
" <th>time_signature</th>\n",
" <td>4</td>\n",
- " <td>5</td>\n",
- " <td>4</td>\n",
" <td>4</td>\n",
" <td>4</td>\n",
" <td>4</td>\n",
" <td>4</td>\n",
" <td>4</td>\n",
" <td>3</td>\n",
- " <td>3</td>\n",
+ " <td>4</td>\n",
+ " <td>4</td>\n",
+ " <td>4</td>\n",
" <td>...</td>\n",
- " <td>1</td>\n",
" <td>4</td>\n",
" <td>4</td>\n",
" <td>4</td>\n",
" <td>4</td>\n",
" <td>4</td>\n",
" <td>4</td>\n",
+ " <td>3</td>\n",
" <td>4</td>\n",
" <td>4</td>\n",
" </tr>\n",
" <tr>\n",
" <th>track_href</th>\n",
+ " <td>https://api.spotify.com/v1/tracks/4edArG2VehvJ...</td>\n",
" <td>https://api.spotify.com/v1/tracks/150EAeMGWJRu...</td>\n",
- " <td>https://api.spotify.com/v1/tracks/24gUDXSQysdn...</td>\n",
- " <td>https://api.spotify.com/v1/tracks/6b8lhQ86u5Md...</td>\n",
- " <td>https://api.spotify.com/v1/tracks/79QDgDoBbS7p...</td>\n",
- " <td>https://api.spotify.com/v1/tracks/5JT7CoUSGNk7...</td>\n",
- " <td>https://api.spotify.com/v1/tracks/2Q2Gu7Bv8iLe...</td>\n",
- " <td>https://api.spotify.com/v1/tracks/63uskN0xLezV...</td>\n",
- " <td>https://api.spotify.com/v1/tracks/6Y6UBWhifUnk...</td>\n",
- " <td>https://api.spotify.com/v1/tracks/0i4BFZcByXtc...</td>\n",
- " <td>https://api.spotify.com/v1/tracks/5GDVGBs8qW1X...</td>\n",
+ " <td>https://api.spotify.com/v1/tracks/1fVeHYkyMxrj...</td>\n",
+ " <td>https://api.spotify.com/v1/tracks/0GRplBEB2FWC...</td>\n",
+ " <td>https://api.spotify.com/v1/tracks/1eVymk74iroq...</td>\n",
+ " <td>https://api.spotify.com/v1/tracks/2p5a9gu6NECV...</td>\n",
+ " <td>https://api.spotify.com/v1/tracks/1HyLh5cctOnP...</td>\n",
+ " <td>https://api.spotify.com/v1/tracks/7fZEWm7TAL2o...</td>\n",
+ " <td>https://api.spotify.com/v1/tracks/21nhooOxso7C...</td>\n",
+ " <td>https://api.spotify.com/v1/tracks/1alcPfZWUHh0...</td>\n",
" <td>...</td>\n",
- " <td>https://api.spotify.com/v1/tracks/16aAwvjzWhM4...</td>\n",
- " <td>https://api.spotify.com/v1/tracks/63nTBScSLXWw...</td>\n",
- " <td>https://api.spotify.com/v1/tracks/1hYuXMeJUOfo...</td>\n",
" <td>https://api.spotify.com/v1/tracks/43feVCF6QfqI...</td>\n",
" <td>https://api.spotify.com/v1/tracks/3NwEPV9MDr1z...</td>\n",
" <td>https://api.spotify.com/v1/tracks/2Iccm3cKBQHW...</td>\n",
+ " <td>https://api.spotify.com/v1/tracks/2OLMjGIhCNI6...</td>\n",
" <td>https://api.spotify.com/v1/tracks/01n20rdBC5cz...</td>\n",
" <td>https://api.spotify.com/v1/tracks/5gnrZoSS7nbD...</td>\n",
" <td>https://api.spotify.com/v1/tracks/5FBxWhG0nbBA...</td>\n",
+ " <td>https://api.spotify.com/v1/tracks/6tEwCsVtZ5tI...</td>\n",
+ " <td>https://api.spotify.com/v1/tracks/50jq8RgbDfmN...</td>\n",
" <td>https://api.spotify.com/v1/tracks/4Z1fbYp0HuxL...</td>\n",
" </tr>\n",
" <tr>\n",
" <th>track_number</th>\n",
- " <td>2</td>\n",
- " <td>11</td>\n",
- " <td>13</td>\n",
- " <td>16</td>\n",
" <td>1</td>\n",
" <td>2</td>\n",
- " <td>11</td>\n",
- " <td>24</td>\n",
+ " <td>3</td>\n",
" <td>4</td>\n",
" <td>5</td>\n",
+ " <td>6</td>\n",
+ " <td>7</td>\n",
+ " <td>8</td>\n",
+ " <td>9</td>\n",
+ " <td>10</td>\n",
" <td>...</td>\n",
- " <td>14</td>\n",
- " <td>1</td>\n",
- " <td>3</td>\n",
" <td>5</td>\n",
" <td>6</td>\n",
" <td>7</td>\n",
+ " <td>8</td>\n",
" <td>9</td>\n",
" <td>10</td>\n",
" <td>11</td>\n",
+ " <td>12</td>\n",
+ " <td>13</td>\n",
" <td>14</td>\n",
" </tr>\n",
" <tr>\n",
" </tr>\n",
" <tr>\n",
" <th>uri</th>\n",
+ " <td>spotify:track:4edArG2VehvJdwOZfYOxtK</td>\n",
" <td>spotify:track:150EAeMGWJRubuH8zyx7h8</td>\n",
- " <td>spotify:track:24gUDXSQysdnTaRpbWtYlK</td>\n",
- " <td>spotify:track:6b8lhQ86u5MddlmXulslpD</td>\n",
- " <td>spotify:track:79QDgDoBbS7pCrOjIH7ByA</td>\n",
- " <td>spotify:track:5JT7CoUSGNk7mMNkHMQjqr</td>\n",
- " <td>spotify:track:2Q2Gu7Bv8iLenuygtBgDUw</td>\n",
- " <td>spotify:track:63uskN0xLezVg4281wzeQn</td>\n",
- " <td>spotify:track:6Y6UBWhifUnkJIO2mdy0S3</td>\n",
- " <td>spotify:track:0i4BFZcByXtcTFOafH5ebS</td>\n",
- " <td>spotify:track:5GDVGBs8qW1Xl3Qi0vsxue</td>\n",
+ " <td>spotify:track:1fVeHYkyMxrjbjRAD9uWsZ</td>\n",
+ " <td>spotify:track:0GRplBEB2FWCKutwMmS6nY</td>\n",
+ " <td>spotify:track:1eVymk74iroqhsZxm0Vy3g</td>\n",
+ " <td>spotify:track:2p5a9gu6NECVSvBtGSU1vm</td>\n",
+ " <td>spotify:track:1HyLh5cctOnP186CBi8bhm</td>\n",
+ " <td>spotify:track:7fZEWm7TAL2oZDyiYrrgnk</td>\n",
+ " <td>spotify:track:21nhooOxso7CCoHPE73w4L</td>\n",
+ " <td>spotify:track:1alcPfZWUHh01l4Fnoo5Jt</td>\n",
" <td>...</td>\n",
- " <td>spotify:track:16aAwvjzWhM4Cgg5RYz2fA</td>\n",
- " <td>spotify:track:63nTBScSLXWwyeizXi9Rmi</td>\n",
- " <td>spotify:track:1hYuXMeJUOfoJFq0wBhzWV</td>\n",
" <td>spotify:track:43feVCF6QfqIt9LnLs9BAH</td>\n",
" <td>spotify:track:3NwEPV9MDr1z3KcHiAuz9d</td>\n",
" <td>spotify:track:2Iccm3cKBQHWt5yk0yX9nh</td>\n",
+ " <td>spotify:track:2OLMjGIhCNI6j34ysPscbp</td>\n",
" <td>spotify:track:01n20rdBC5czKAhxmGREkr</td>\n",
" <td>spotify:track:5gnrZoSS7nbDYtHp32RFiI</td>\n",
" <td>spotify:track:5FBxWhG0nbBAF6lWgJFklM</td>\n",
+ " <td>spotify:track:6tEwCsVtZ5tI8uHNJSHQ3b</td>\n",
+ " <td>spotify:track:50jq8RgbDfmNNd0NiRnl4L</td>\n",
" <td>spotify:track:4Z1fbYp0HuxLBje4MOZcSD</td>\n",
" </tr>\n",
" <tr>\n",
" <th>valence</th>\n",
+ " <td>0.588</td>\n",
" <td>0.562</td>\n",
- " <td>0.707</td>\n",
- " <td>0.692</td>\n",
- " <td>0.639</td>\n",
- " <td>0.761</td>\n",
- " <td>0.968</td>\n",
- " <td>0.348</td>\n",
- " <td>0.466</td>\n",
- " <td>0.535</td>\n",
- " <td>0.663</td>\n",
+ " <td>0.758</td>\n",
+ " <td>0.405</td>\n",
+ " <td>0.669</td>\n",
+ " <td>0.395</td>\n",
+ " <td>0.726</td>\n",
+ " <td>0.641</td>\n",
+ " <td>0.635</td>\n",
+ " <td>0.515</td>\n",
" <td>...</td>\n",
- " <td>0.92</td>\n",
- " <td>0.971</td>\n",
- " <td>0.835</td>\n",
" <td>0.825</td>\n",
" <td>0.606</td>\n",
" <td>0.708</td>\n",
+ " <td>0.765</td>\n",
" <td>0.78</td>\n",
" <td>0.889</td>\n",
" <td>0.636</td>\n",
+ " <td>0.378</td>\n",
+ " <td>0.928</td>\n",
" <td>0.942</td>\n",
" </tr>\n",
" </tbody>\n",
"</table>\n",
- "<p>33 rows × 230 columns</p>\n",
+ "<p>34 rows × 230 columns</p>\n",
"</div>"
],
"text/plain": [
" 0 \\\n",
+ "_id 4edArG2VehvJdwOZfYOxtK \n",
+ "acousticness 7.67e-05 \n",
+ "album {'artists': [{'href': 'https://api.spotify.com... \n",
+ "album_id 5XfJmldgWzrc1AIdbBaVZn \n",
+ "analysis_url https://api.spotify.com/v1/audio-analysis/4edA... \n",
+ "artist_id 3WrFJ7ztbogyGnTHbHJFl2 \n",
+ "artist_name The Beatles \n",
+ "artists [{'href': 'https://api.spotify.com/v1/artists/... \n",
+ "available_markets [AD, AR, AT, AU, BE, BG, BO, BR, CH, CL, CO, C... \n",
+ "danceability 0.311 \n",
+ "disc_number 1 \n",
+ "duration_ms 93507 \n",
+ "energy 0.822 \n",
+ "explicit False \n",
+ "external_ids {'isrc': 'GBUM71603960'} \n",
+ "external_urls {'spotify': 'https://open.spotify.com/track/4e... \n",
+ "href https://api.spotify.com/v1/tracks/4edArG2VehvJ... \n",
+ "id 4edArG2VehvJdwOZfYOxtK \n",
+ "instrumentalness 2.04e-06 \n",
+ "key 2 \n",
+ "liveness 0.508 \n",
+ "loudness -8.696 \n",
+ "mode 1 \n",
+ "name Twist And Shout - Live / Remastered \n",
+ "popularity 47 \n",
+ "preview_url https://p.scdn.co/mp3-preview/cd82d2f8f92a7222... \n",
+ "speechiness 0.0395 \n",
+ "tempo 126.441 \n",
+ "time_signature 4 \n",
+ "track_href https://api.spotify.com/v1/tracks/4edArG2VehvJ... \n",
+ "track_number 1 \n",
+ "type audio_features \n",
+ "uri spotify:track:4edArG2VehvJdwOZfYOxtK \n",
+ "valence 0.588 \n",
+ "\n",
+ " 1 \\\n",
"_id 150EAeMGWJRubuH8zyx7h8 \n",
"acousticness 0.00675 \n",
- "album {'artists': [{'uri': 'spotify:artist:3WrFJ7ztb... \n",
+ "album {'artists': [{'href': 'https://api.spotify.com... \n",
+ "album_id 5XfJmldgWzrc1AIdbBaVZn \n",
"analysis_url https://api.spotify.com/v1/audio-analysis/150E... \n",
"artist_id 3WrFJ7ztbogyGnTHbHJFl2 \n",
"artist_name The Beatles \n",
- "artists [{'uri': 'spotify:artist:3WrFJ7ztbogyGnTHbHJFl... \n",
+ "artists [{'href': 'https://api.spotify.com/v1/artists/... \n",
"available_markets [AD, AR, AT, AU, BE, BG, BO, BR, CH, CL, CO, C... \n",
"danceability 0.188 \n",
"disc_number 1 \n",
"loudness -8.189 \n",
"mode 1 \n",
"name She's A Woman - Live / Remastered \n",
- "popularity 44 \n",
+ "popularity 43 \n",
"preview_url https://p.scdn.co/mp3-preview/37806a7d82c5d2a8... \n",
"speechiness 0.0662 \n",
"tempo 175.86 \n",
"uri spotify:track:150EAeMGWJRubuH8zyx7h8 \n",
"valence 0.562 \n",
"\n",
- " 1 \\\n",
- "_id 24gUDXSQysdnTaRpbWtYlK \n",
- "acousticness 0.027 \n",
- "album {'artists': [{'uri': 'spotify:artist:3WrFJ7ztb... \n",
- "analysis_url https://api.spotify.com/v1/audio-analysis/24gU... \n",
+ " 2 \\\n",
+ "_id 1fVeHYkyMxrjbjRAD9uWsZ \n",
+ "acousticness 0.0131 \n",
+ "album {'artists': [{'href': 'https://api.spotify.com... \n",
+ "album_id 5XfJmldgWzrc1AIdbBaVZn \n",
+ "analysis_url https://api.spotify.com/v1/audio-analysis/1fVe... \n",
"artist_id 3WrFJ7ztbogyGnTHbHJFl2 \n",
"artist_name The Beatles \n",
- "artists [{'uri': 'spotify:artist:3WrFJ7ztbogyGnTHbHJFl... \n",
+ "artists [{'href': 'https://api.spotify.com/v1/artists/... \n",
"available_markets [AD, AR, AT, AU, BE, BG, BO, BR, CH, CL, CO, C... \n",
- "danceability 0.21 \n",
+ "danceability 0.406 \n",
"disc_number 1 \n",
- "duration_ms 135253 \n",
- "energy 0.646 \n",
+ "duration_ms 219733 \n",
+ "energy 0.867 \n",
"explicit False \n",
- "external_ids {'isrc': 'GBUM71603949'} \n",
- "external_urls {'spotify': 'https://open.spotify.com/track/24... \n",
- "href https://api.spotify.com/v1/tracks/24gUDXSQysdn... \n",
- "id 24gUDXSQysdnTaRpbWtYlK \n",
- "instrumentalness 0 \n",
- "key 1 \n",
- "liveness 0.897 \n",
- "loudness -7.962 \n",
+ "external_ids {'isrc': 'GBUM71603952'} \n",
+ "external_urls {'spotify': 'https://open.spotify.com/track/1f... \n",
+ "href https://api.spotify.com/v1/tracks/1fVeHYkyMxrj... \n",
+ "id 1fVeHYkyMxrjbjRAD9uWsZ \n",
+ "instrumentalness 0.000141 \n",
+ "key 11 \n",
+ "liveness 0.496 \n",
+ "loudness -6.879 \n",
"mode 0 \n",
- "name All My Loving - Live / Remastered \n",
+ "name Dizzy Miss Lizzy - Live / Remastered \n",
"popularity 42 \n",
- "preview_url https://p.scdn.co/mp3-preview/4b3b1c542e6c13cf... \n",
- "speechiness 0.0337 \n",
- "tempo 168.772 \n",
- "time_signature 5 \n",
- "track_href https://api.spotify.com/v1/tracks/24gUDXSQysdn... \n",
- "track_number 11 \n",
- "type audio_features \n",
- "uri spotify:track:24gUDXSQysdnTaRpbWtYlK \n",
- "valence 0.707 \n",
- "\n",
- " 2 \\\n",
- "_id 6b8lhQ86u5MddlmXulslpD \n",
- "acousticness 0.0336 \n",
- "album {'artists': [{'uri': 'spotify:artist:3WrFJ7ztb... \n",
- "analysis_url https://api.spotify.com/v1/audio-analysis/6b8l... \n",
- "artist_id 3WrFJ7ztbogyGnTHbHJFl2 \n",
- "artist_name The Beatles \n",
- "artists [{'uri': 'spotify:artist:3WrFJ7ztbogyGnTHbHJFl... \n",
- "available_markets [AD, AR, AT, AU, BE, BG, BO, BR, CH, CL, CO, C... \n",
- "danceability 0.371 \n",
- "disc_number 1 \n",
- "duration_ms 124653 \n",
- "energy 0.903 \n",
- "explicit False \n",
- "external_ids {'isrc': 'GBUM71603954'} \n",
- "external_urls {'spotify': 'https://open.spotify.com/track/6b... \n",
- "href https://api.spotify.com/v1/tracks/6b8lhQ86u5Md... \n",
- "id 6b8lhQ86u5MddlmXulslpD \n",
- "instrumentalness 0 \n",
- "key 7 \n",
- "liveness 0.818 \n",
- "loudness -5.959 \n",
- "mode 1 \n",
- "name Long Tall Sally - Live / Remastered \n",
- "popularity 40 \n",
- "preview_url https://p.scdn.co/mp3-preview/d6796e399d626e81... \n",
- "speechiness 0.047 \n",
- "tempo 91.268 \n",
+ "preview_url https://p.scdn.co/mp3-preview/5ee6d20e1808908e... \n",
+ "speechiness 0.0461 \n",
+ "tempo 129.417 \n",
"time_signature 4 \n",
- "track_href https://api.spotify.com/v1/tracks/6b8lhQ86u5Md... \n",
- "track_number 13 \n",
+ "track_href https://api.spotify.com/v1/tracks/1fVeHYkyMxrj... \n",
+ "track_number 3 \n",
"type audio_features \n",
- "uri spotify:track:6b8lhQ86u5MddlmXulslpD \n",
- "valence 0.692 \n",
+ "uri spotify:track:1fVeHYkyMxrjbjRAD9uWsZ \n",
+ "valence 0.758 \n",
"\n",
" 3 \\\n",
- "_id 79QDgDoBbS7pCrOjIH7ByA \n",
- "acousticness 0.0569 \n",
- "album {'artists': [{'uri': 'spotify:artist:3WrFJ7ztb... \n",
- "analysis_url https://api.spotify.com/v1/audio-analysis/79QD... \n",
+ "_id 0GRplBEB2FWCKutwMmS6nY \n",
+ "acousticness 0.00327 \n",
+ "album {'artists': [{'href': 'https://api.spotify.com... \n",
+ "album_id 5XfJmldgWzrc1AIdbBaVZn \n",
+ "analysis_url https://api.spotify.com/v1/audio-analysis/0GRp... \n",
"artist_id 3WrFJ7ztbogyGnTHbHJFl2 \n",
"artist_name The Beatles \n",
- "artists [{'uri': 'spotify:artist:3WrFJ7ztbogyGnTHbHJFl... \n",
+ "artists [{'href': 'https://api.spotify.com/v1/artists/... \n",
"available_markets [AD, AR, AT, AU, BE, BG, BO, BR, CH, CL, CO, C... \n",
- "danceability 0.195 \n",
+ "danceability 0.39 \n",
"disc_number 1 \n",
- "duration_ms 141427 \n",
- "energy 0.889 \n",
+ "duration_ms 146240 \n",
+ "energy 0.779 \n",
"explicit False \n",
- "external_ids {'isrc': 'GBUM71603963'} \n",
- "external_urls {'spotify': 'https://open.spotify.com/track/79... \n",
- "href https://api.spotify.com/v1/tracks/79QDgDoBbS7p... \n",
- "id 79QDgDoBbS7pCrOjIH7ByA \n",
+ "external_ids {'isrc': 'GBUM71603959'} \n",
+ "external_urls {'spotify': 'https://open.spotify.com/track/0G... \n",
+ "href https://api.spotify.com/v1/tracks/0GRplBEB2FWC... \n",
+ "id 0GRplBEB2FWCKutwMmS6nY \n",
"instrumentalness 0 \n",
"key 9 \n",
- "liveness 0.448 \n",
- "loudness -6.01 \n",
+ "liveness 0.366 \n",
+ "loudness -8.007 \n",
"mode 1 \n",
- "name Everybody’s Trying To Be My Baby - Live / Bonu... \n",
- "popularity 39 \n",
- "preview_url https://p.scdn.co/mp3-preview/5aefe05e2ce3a3b4... \n",
- "speechiness 0.0538 \n",
- "tempo 175.738 \n",
+ "name Ticket To Ride - Live / Remastered \n",
+ "popularity 43 \n",
+ "preview_url https://p.scdn.co/mp3-preview/558bb39228550744... \n",
+ "speechiness 0.0423 \n",
+ "tempo 121.216 \n",
"time_signature 4 \n",
- "track_href https://api.spotify.com/v1/tracks/79QDgDoBbS7p... \n",
- "track_number 16 \n",
+ "track_href https://api.spotify.com/v1/tracks/0GRplBEB2FWC... \n",
+ "track_number 4 \n",
"type audio_features \n",
- "uri spotify:track:79QDgDoBbS7pCrOjIH7ByA \n",
- "valence 0.639 \n",
+ "uri spotify:track:0GRplBEB2FWCKutwMmS6nY \n",
+ "valence 0.405 \n",
"\n",
" 4 \\\n",
- "_id 5JT7CoUSGNk7mMNkHMQjqr \n",
- "acousticness 0.404 \n",
- "album {'artists': [{'uri': 'spotify:artist:3WrFJ7ztb... \n",
- "analysis_url https://api.spotify.com/v1/audio-analysis/5JT7... \n",
+ "_id 1eVymk74iroqhsZxm0Vy3g \n",
+ "acousticness 0.00865 \n",
+ "album {'artists': [{'href': 'https://api.spotify.com... \n",
+ "album_id 5XfJmldgWzrc1AIdbBaVZn \n",
+ "analysis_url https://api.spotify.com/v1/audio-analysis/1eVy... \n",
"artist_id 3WrFJ7ztbogyGnTHbHJFl2 \n",
"artist_name The Beatles \n",
- "artists [{'uri': 'spotify:artist:3WrFJ7ztbogyGnTHbHJFl... \n",
+ "artists [{'href': 'https://api.spotify.com/v1/artists/... \n",
"available_markets [AD, AR, AT, AU, BE, BG, BO, BR, CH, CL, CO, C... \n",
- "danceability 0.524 \n",
+ "danceability 0.2 \n",
"disc_number 1 \n",
- "duration_ms 140173 \n",
- "energy 0.88 \n",
+ "duration_ms 134867 \n",
+ "energy 0.849 \n",
"explicit False \n",
- "external_ids {'isrc': 'GBUM71505907'} \n",
- "external_urls {'spotify': 'https://open.spotify.com/track/5J... \n",
- "href https://api.spotify.com/v1/tracks/5JT7CoUSGNk7... \n",
- "id 5JT7CoUSGNk7mMNkHMQjqr \n",
- "instrumentalness 0.000191 \n",
- "key 0 \n",
- "liveness 0.154 \n",
- "loudness -3.865 \n",
+ "external_ids {'isrc': 'GBUM71603951'} \n",
+ "external_urls {'spotify': 'https://open.spotify.com/track/1e... \n",
+ "href https://api.spotify.com/v1/tracks/1eVymk74iroq... \n",
+ "id 1eVymk74iroqhsZxm0Vy3g \n",
+ "instrumentalness 0 \n",
+ "key 5 \n",
+ "liveness 0.894 \n",
+ "loudness -7.606 \n",
"mode 1 \n",
- "name Love Me Do - Mono / Remastered 2015 \n",
- "popularity 54 \n",
- "preview_url https://p.scdn.co/mp3-preview/afae97f4c5d9519d... \n",
- "speechiness 0.0987 \n",
- "tempo 148.058 \n",
+ "name Can't Buy Me Love - Live / Remastered \n",
+ "popularity 43 \n",
+ "preview_url https://p.scdn.co/mp3-preview/c6b9c820e62868db... \n",
+ "speechiness 0.0571 \n",
+ "tempo 173.283 \n",
"time_signature 4 \n",
- "track_href https://api.spotify.com/v1/tracks/5JT7CoUSGNk7... \n",
- "track_number 1 \n",
+ "track_href https://api.spotify.com/v1/tracks/1eVymk74iroq... \n",
+ "track_number 5 \n",
"type audio_features \n",
- "uri spotify:track:5JT7CoUSGNk7mMNkHMQjqr \n",
- "valence 0.761 \n",
+ "uri spotify:track:1eVymk74iroqhsZxm0Vy3g \n",
+ "valence 0.669 \n",
"\n",
" 5 \\\n",
- "_id 2Q2Gu7Bv8iLenuygtBgDUw \n",
- "acousticness 0.507 \n",
- "album {'artists': [{'uri': 'spotify:artist:3WrFJ7ztb... \n",
- "analysis_url https://api.spotify.com/v1/audio-analysis/2Q2G... \n",
+ "_id 2p5a9gu6NECVSvBtGSU1vm \n",
+ "acousticness 0.0836 \n",
+ "album {'artists': [{'href': 'https://api.spotify.com... \n",
+ "album_id 5XfJmldgWzrc1AIdbBaVZn \n",
+ "analysis_url https://api.spotify.com/v1/audio-analysis/2p5a... \n",
"artist_id 3WrFJ7ztbogyGnTHbHJFl2 \n",
"artist_name The Beatles \n",
- "artists [{'uri': 'spotify:artist:3WrFJ7ztbogyGnTHbHJFl... \n",
+ "artists [{'href': 'https://api.spotify.com/v1/artists/... \n",
"available_markets [AD, AR, AT, AU, BE, BG, BO, BR, CH, CL, CO, C... \n",
- "danceability 0.581 \n",
+ "danceability 0.307 \n",
"disc_number 1 \n",
- "duration_ms 116160 \n",
- "energy 0.821 \n",
+ "duration_ms 138733 \n",
+ "energy 0.637 \n",
"explicit False \n",
- "external_ids {'isrc': 'GBUM71505896'} \n",
- "external_urls {'spotify': 'https://open.spotify.com/track/2Q... \n",
- "href https://api.spotify.com/v1/tracks/2Q2Gu7Bv8iLe... \n",
- "id 2Q2Gu7Bv8iLenuygtBgDUw \n",
+ "external_ids {'isrc': 'GBUM71603958'} \n",
+ "external_urls {'spotify': 'https://open.spotify.com/track/2p... \n",
+ "href https://api.spotify.com/v1/tracks/2p5a9gu6NECV... \n",
+ "id 2p5a9gu6NECVSvBtGSU1vm \n",
"instrumentalness 0 \n",
- "key 0 \n",
- "liveness 0.108 \n",
- "loudness -4.387 \n",
+ "key 5 \n",
+ "liveness 0.756 \n",
+ "loudness -8.35 \n",
"mode 1 \n",
- "name From Me To You - Mono / Remastered 2015 \n",
- "popularity 51 \n",
- "preview_url https://p.scdn.co/mp3-preview/ee020cf9697bbb80... \n",
- "speechiness 0.0318 \n",
- "tempo 136.145 \n",
+ "name Things We Said Today - Live / Remastered \n",
+ "popularity 42 \n",
+ "preview_url https://p.scdn.co/mp3-preview/7b71156485b9e3e1... \n",
+ "speechiness 0.0392 \n",
+ "tempo 146.636 \n",
"time_signature 4 \n",
- "track_href https://api.spotify.com/v1/tracks/2Q2Gu7Bv8iLe... \n",
- "track_number 2 \n",
+ "track_href https://api.spotify.com/v1/tracks/2p5a9gu6NECV... \n",
+ "track_number 6 \n",
"type audio_features \n",
- "uri spotify:track:2Q2Gu7Bv8iLenuygtBgDUw \n",
- "valence 0.968 \n",
+ "uri spotify:track:2p5a9gu6NECVSvBtGSU1vm \n",
+ "valence 0.395 \n",
"\n",
" 6 \\\n",
- "_id 63uskN0xLezVg4281wzeQn \n",
- "acousticness 0.871 \n",
- "album {'artists': [{'uri': 'spotify:artist:3WrFJ7ztb... \n",
- "analysis_url https://api.spotify.com/v1/audio-analysis/63us... \n",
+ "_id 1HyLh5cctOnP186CBi8bhm \n",
+ "acousticness 0.00242 \n",
+ "album {'artists': [{'href': 'https://api.spotify.com... \n",
+ "album_id 5XfJmldgWzrc1AIdbBaVZn \n",
+ "analysis_url https://api.spotify.com/v1/audio-analysis/1HyL... \n",
"artist_id 3WrFJ7ztbogyGnTHbHJFl2 \n",
"artist_name The Beatles \n",
- "artists [{'uri': 'spotify:artist:3WrFJ7ztbogyGnTHbHJFl... \n",
+ "artists [{'href': 'https://api.spotify.com/v1/artists/... \n",
"available_markets [AD, AR, AT, AU, BE, BG, BO, BR, CH, CL, CO, C... \n",
- "danceability 0.401 \n",
+ "danceability 0.204 \n",
"disc_number 1 \n",
- "duration_ms 125320 \n",
- "energy 0.189 \n",
+ "duration_ms 134013 \n",
+ "energy 0.808 \n",
"explicit False \n",
- "external_ids {'isrc': 'GBUM71505917'} \n",
- "external_urls {'spotify': 'https://open.spotify.com/track/63... \n",
- "href https://api.spotify.com/v1/tracks/63uskN0xLezV... \n",
- "id 63uskN0xLezVg4281wzeQn \n",
+ "external_ids {'isrc': 'GBUM71603955'} \n",
+ "external_urls {'spotify': 'https://open.spotify.com/track/1H... \n",
+ "href https://api.spotify.com/v1/tracks/1HyLh5cctOnP... \n",
+ "id 1HyLh5cctOnP186CBi8bhm \n",
"instrumentalness 0 \n",
- "key 0 \n",
- "liveness 0.0968 \n",
- "loudness -11.189 \n",
+ "key 2 \n",
+ "liveness 0.634 \n",
+ "loudness -7.948 \n",
"mode 1 \n",
- "name Yesterday - Remastered 2015 \n",
- "popularity 54 \n",
- "preview_url https://p.scdn.co/mp3-preview/e638596e63c97034... \n",
- "speechiness 0.0287 \n",
- "tempo 94.509 \n",
- "time_signature 4 \n",
- "track_href https://api.spotify.com/v1/tracks/63uskN0xLezV... \n",
- "track_number 11 \n",
+ "name Roll Over Beethoven - Live / Remastered \n",
+ "popularity 41 \n",
+ "preview_url https://p.scdn.co/mp3-preview/318950f70347c556... \n",
+ "speechiness 0.0398 \n",
+ "tempo 179.24 \n",
+ "time_signature 3 \n",
+ "track_href https://api.spotify.com/v1/tracks/1HyLh5cctOnP... \n",
+ "track_number 7 \n",
"type audio_features \n",
- "uri spotify:track:63uskN0xLezVg4281wzeQn \n",
- "valence 0.348 \n",
+ "uri spotify:track:1HyLh5cctOnP186CBi8bhm \n",
+ "valence 0.726 \n",
"\n",
" 7 \\\n",
- "_id 6Y6UBWhifUnkJIO2mdy0S3 \n",
- "acousticness 0.302 \n",
- "album {'artists': [{'uri': 'spotify:artist:3WrFJ7ztb... \n",
- "analysis_url https://api.spotify.com/v1/audio-analysis/6Y6U... \n",
+ "_id 7fZEWm7TAL2oZDyiYrrgnk \n",
+ "acousticness 0.0358 \n",
+ "album {'artists': [{'href': 'https://api.spotify.com... \n",
+ "album_id 5XfJmldgWzrc1AIdbBaVZn \n",
+ "analysis_url https://api.spotify.com/v1/audio-analysis/7fZE... \n",
"artist_id 3WrFJ7ztbogyGnTHbHJFl2 \n",
"artist_name The Beatles \n",
- "artists [{'uri': 'spotify:artist:3WrFJ7ztbogyGnTHbHJFl... \n",
+ "artists [{'href': 'https://api.spotify.com/v1/artists/... \n",
"available_markets [AD, AR, AT, AU, BE, BG, BO, BR, CH, CL, CO, C... \n",
- "danceability 0.449 \n",
+ "danceability 0.226 \n",
"disc_number 1 \n",
- "duration_ms 181413 \n",
- "energy 0.375 \n",
+ "duration_ms 128747 \n",
+ "energy 0.933 \n",
"explicit False \n",
- "external_ids {'isrc': 'GBUM71505911'} \n",
- "external_urls {'spotify': 'https://open.spotify.com/track/6Y... \n",
- "href https://api.spotify.com/v1/tracks/6Y6UBWhifUnk... \n",
- "id 6Y6UBWhifUnkJIO2mdy0S3 \n",
- "instrumentalness 2.41e-06 \n",
- "key 0 \n",
- "liveness 0.144 \n",
- "loudness -9.329 \n",
+ "external_ids {'isrc': 'GBUM71603950'} \n",
+ "external_urls {'spotify': 'https://open.spotify.com/track/7f... \n",
+ "href https://api.spotify.com/v1/tracks/7fZEWm7TAL2o... \n",
+ "id 7fZEWm7TAL2oZDyiYrrgnk \n",
+ "instrumentalness 0.00057 \n",
+ "key 9 \n",
+ "liveness 0.844 \n",
+ "loudness -6.146 \n",
"mode 1 \n",
- "name Something - Remastered 2015 \n",
- "popularity 49 \n",
- "preview_url https://p.scdn.co/mp3-preview/5de6d78267784637... \n",
- "speechiness 0.0286 \n",
- "tempo 133.845 \n",
+ "name Boys - Live / Remastered \n",
+ "popularity 42 \n",
+ "preview_url https://p.scdn.co/mp3-preview/d0c2027d928e938a... \n",
+ "speechiness 0.108 \n",
+ "tempo 160.11 \n",
"time_signature 4 \n",
- "track_href https://api.spotify.com/v1/tracks/6Y6UBWhifUnk... \n",
- "track_number 24 \n",
+ "track_href https://api.spotify.com/v1/tracks/7fZEWm7TAL2o... \n",
+ "track_number 8 \n",
"type audio_features \n",
- "uri spotify:track:6Y6UBWhifUnkJIO2mdy0S3 \n",
- "valence 0.466 \n",
+ "uri spotify:track:7fZEWm7TAL2oZDyiYrrgnk \n",
+ "valence 0.641 \n",
"\n",
" 8 \\\n",
- "_id 0i4BFZcByXtcTFOafH5ebS \n",
- "acousticness 0.179 \n",
- "album {'artists': [{'uri': 'spotify:artist:3WrFJ7ztb... \n",
- "analysis_url https://api.spotify.com/v1/audio-analysis/0i4B... \n",
+ "_id 21nhooOxso7CCoHPE73w4L \n",
+ "acousticness 0.0439 \n",
+ "album {'artists': [{'href': 'https://api.spotify.com... \n",
+ "album_id 5XfJmldgWzrc1AIdbBaVZn \n",
+ "analysis_url https://api.spotify.com/v1/audio-analysis/21nh... \n",
"artist_id 3WrFJ7ztbogyGnTHbHJFl2 \n",
"artist_name The Beatles \n",
- "artists [{'uri': 'spotify:artist:3WrFJ7ztbogyGnTHbHJFl... \n",
+ "artists [{'href': 'https://api.spotify.com/v1/artists/... \n",
"available_markets [AD, AR, AT, AU, BE, BG, BO, BR, CH, CL, CO, C... \n",
- "danceability 0.291 \n",
+ "danceability 0.293 \n",
"disc_number 1 \n",
- "duration_ms 145587 \n",
- "energy 0.638 \n",
+ "duration_ms 193760 \n",
+ "energy 0.866 \n",
"explicit False \n",
- "external_ids {'isrc': 'GBAYE0601711'} \n",
- "external_urls {'spotify': 'https://open.spotify.com/track/0i... \n",
- "href https://api.spotify.com/v1/tracks/0i4BFZcByXtc... \n",
- "id 0i4BFZcByXtcTFOafH5ebS \n",
- "instrumentalness 0 \n",
- "key 9 \n",
- "liveness 0.101 \n",
- "loudness -7.854 \n",
- "mode 0 \n",
- "name I Me Mine - Remastered 2009 \n",
- "popularity 45 \n",
- "preview_url https://p.scdn.co/mp3-preview/303eee3d81c6f5d2... \n",
- "speechiness 0.0554 \n",
- "tempo 185.235 \n",
- "time_signature 3 \n",
- "track_href https://api.spotify.com/v1/tracks/0i4BFZcByXtc... \n",
- "track_number 4 \n",
+ "external_ids {'isrc': 'GBUM71603948'} \n",
+ "external_urls {'spotify': 'https://open.spotify.com/track/21... \n",
+ "href https://api.spotify.com/v1/tracks/21nhooOxso7C... \n",
+ "id 21nhooOxso7CCoHPE73w4L \n",
+ "instrumentalness 2.64e-06 \n",
+ "key 0 \n",
+ "liveness 0.927 \n",
+ "loudness -7.366 \n",
+ "mode 1 \n",
+ "name A Hard Day's Night - Live / Remastered \n",
+ "popularity 44 \n",
+ "preview_url https://p.scdn.co/mp3-preview/88b8add083e60507... \n",
+ "speechiness 0.049 \n",
+ "tempo 134.825 \n",
+ "time_signature 4 \n",
+ "track_href https://api.spotify.com/v1/tracks/21nhooOxso7C... \n",
+ "track_number 9 \n",
"type audio_features \n",
- "uri spotify:track:0i4BFZcByXtcTFOafH5ebS \n",
- "valence 0.535 \n",
+ "uri spotify:track:21nhooOxso7CCoHPE73w4L \n",
+ "valence 0.635 \n",
"\n",
" 9 \\\n",
- "_id 5GDVGBs8qW1Xl3Qi0vsxue \n",
- "acousticness 0.659 \n",
- "album {'artists': [{'uri': 'spotify:artist:3WrFJ7ztb... \n",
- "analysis_url https://api.spotify.com/v1/audio-analysis/5GDV... \n",
+ "_id 1alcPfZWUHh01l4Fnoo5Jt \n",
+ "acousticness 0.02 \n",
+ "album {'artists': [{'href': 'https://api.spotify.com... \n",
+ "album_id 5XfJmldgWzrc1AIdbBaVZn \n",
+ "analysis_url https://api.spotify.com/v1/audio-analysis/1alc... \n",
"artist_id 3WrFJ7ztbogyGnTHbHJFl2 \n",
"artist_name The Beatles \n",
- "artists [{'uri': 'spotify:artist:3WrFJ7ztbogyGnTHbHJFl... \n",
+ "artists [{'href': 'https://api.spotify.com/v1/artists/... \n",
"available_markets [AD, AR, AT, AU, BE, BG, BO, BR, CH, CL, CO, C... \n",
- "danceability 0.54 \n",
+ "danceability 0.436 \n",
"disc_number 1 \n",
- "duration_ms 50467 \n",
- "energy 0.489 \n",
+ "duration_ms 172600 \n",
+ "energy 0.772 \n",
"explicit False \n",
- "external_ids {'isrc': 'GBAYE0601712'} \n",
- "external_urls {'spotify': 'https://open.spotify.com/track/5G... \n",
- "href https://api.spotify.com/v1/tracks/5GDVGBs8qW1X... \n",
- "id 5GDVGBs8qW1Xl3Qi0vsxue \n",
- "instrumentalness 0.0019 \n",
- "key 5 \n",
- "liveness 0.457 \n",
- "loudness -12.276 \n",
- "mode 1 \n",
- "name Dig It - Remastered 2009 \n",
- "popularity 41 \n",
- "preview_url https://p.scdn.co/mp3-preview/7fcb17fdd273bca3... \n",
- "speechiness 0.117 \n",
- "tempo 157.03 \n",
- "time_signature 3 \n",
- "track_href https://api.spotify.com/v1/tracks/5GDVGBs8qW1X... \n",
- "track_number 5 \n",
+ "external_ids {'isrc': 'GBUM71603953'} \n",
+ "external_urls {'spotify': 'https://open.spotify.com/track/1a... \n",
+ "href https://api.spotify.com/v1/tracks/1alcPfZWUHh0... \n",
+ "id 1alcPfZWUHh01l4Fnoo5Jt \n",
+ "instrumentalness 0 \n",
+ "key 11 \n",
+ "liveness 0.828 \n",
+ "loudness -7.133 \n",
+ "mode 0 \n",
+ "name Help! - Live / Remastered \n",
+ "popularity 43 \n",
+ "preview_url https://p.scdn.co/mp3-preview/1aff27bfc59a0bc1... \n",
+ "speechiness 0.044 \n",
+ "tempo 96.413 \n",
+ "time_signature 4 \n",
+ "track_href https://api.spotify.com/v1/tracks/1alcPfZWUHh0... \n",
+ "track_number 10 \n",
"type audio_features \n",
- "uri spotify:track:5GDVGBs8qW1Xl3Qi0vsxue \n",
- "valence 0.663 \n",
+ "uri spotify:track:1alcPfZWUHh01l4Fnoo5Jt \n",
+ "valence 0.515 \n",
"\n",
" ... \\\n",
"_id ... \n",
"acousticness ... \n",
"album ... \n",
+ "album_id ... \n",
"analysis_url ... \n",
"artist_id ... \n",
"artist_name ... \n",
"valence ... \n",
"\n",
" 220 \\\n",
- "_id 16aAwvjzWhM4Cgg5RYz2fA \n",
- "acousticness 0.425 \n",
- "album {'artists': [{'uri': 'spotify:artist:3WrFJ7ztb... \n",
- "analysis_url https://api.spotify.com/v1/audio-analysis/16aA... \n",
- "artist_id 3WrFJ7ztbogyGnTHbHJFl2 \n",
- "artist_name The Beatles \n",
- "artists [{'uri': 'spotify:artist:3WrFJ7ztbogyGnTHbHJFl... \n",
- "available_markets [AD, AR, AT, AU, BE, BG, BO, BR, CH, CL, CO, C... \n",
- "danceability 0.545 \n",
- "disc_number 1 \n",
- "duration_ms 169507 \n",
- "energy 0.853 \n",
- "explicit False \n",
- "external_ids {'isrc': 'GBAYE0601437'} \n",
- "external_urls {'spotify': 'https://open.spotify.com/track/16... \n",
- "href https://api.spotify.com/v1/tracks/16aAwvjzWhM4... \n",
- "id 16aAwvjzWhM4Cgg5RYz2fA \n",
- "instrumentalness 0 \n",
- "key 11 \n",
- "liveness 0.266 \n",
- "loudness -8.369 \n",
- "mode 0 \n",
- "name Money (That's What I Want) - Remastered 2009 \n",
- "popularity 40 \n",
- "preview_url https://p.scdn.co/mp3-preview/2466870a5bc5a887... \n",
- "speechiness 0.0394 \n",
- "tempo 128.816 \n",
- "time_signature 1 \n",
- "track_href https://api.spotify.com/v1/tracks/16aAwvjzWhM4... \n",
- "track_number 14 \n",
- "type audio_features \n",
- "uri spotify:track:16aAwvjzWhM4Cgg5RYz2fA \n",
- "valence 0.92 \n",
- "\n",
- " 221 \\\n",
- "_id 63nTBScSLXWwyeizXi9Rmi \n",
- "acousticness 0.27 \n",
- "album {'artists': [{'uri': 'spotify:artist:3WrFJ7ztb... \n",
- "analysis_url https://api.spotify.com/v1/audio-analysis/63nT... \n",
- "artist_id 3WrFJ7ztbogyGnTHbHJFl2 \n",
- "artist_name The Beatles \n",
- "artists [{'uri': 'spotify:artist:3WrFJ7ztbogyGnTHbHJFl... \n",
- "available_markets [AD, AR, AT, AU, BE, BG, BO, BR, CH, CL, CO, C... \n",
- "danceability 0.491 \n",
- "disc_number 1 \n",
- "duration_ms 173947 \n",
- "energy 0.801 \n",
- "explicit False \n",
- "external_ids {'isrc': 'GBAYE0601410'} \n",
- "external_urls {'spotify': 'https://open.spotify.com/track/63... \n",
- "href https://api.spotify.com/v1/tracks/63nTBScSLXWw... \n",
- "id 63nTBScSLXWwyeizXi9Rmi \n",
- "instrumentalness 0 \n",
- "key 4 \n",
- "liveness 0.0665 \n",
- "loudness -9.835 \n",
- "mode 1 \n",
- "name I Saw Her Standing There - Remastered 2009 \n",
- "popularity 52 \n",
- "preview_url https://p.scdn.co/mp3-preview/a4d434ad1d3143f7... \n",
- "speechiness 0.0361 \n",
- "tempo 160.109 \n",
- "time_signature 4 \n",
- "track_href https://api.spotify.com/v1/tracks/63nTBScSLXWw... \n",
- "track_number 1 \n",
- "type audio_features \n",
- "uri spotify:track:63nTBScSLXWwyeizXi9Rmi \n",
- "valence 0.971 \n",
- "\n",
- " 222 \\\n",
- "_id 1hYuXMeJUOfoJFq0wBhzWV \n",
- "acousticness 0.635 \n",
- "album {'artists': [{'uri': 'spotify:artist:3WrFJ7ztb... \n",
- "analysis_url https://api.spotify.com/v1/audio-analysis/1hYu... \n",
- "artist_id 3WrFJ7ztbogyGnTHbHJFl2 \n",
- "artist_name The Beatles \n",
- "artists [{'uri': 'spotify:artist:3WrFJ7ztbogyGnTHbHJFl... \n",
- "available_markets [AD, AR, AT, AU, BE, BG, BO, BR, CH, CL, CO, C... \n",
- "danceability 0.608 \n",
- "disc_number 1 \n",
- "duration_ms 177133 \n",
- "energy 0.565 \n",
- "explicit False \n",
- "external_ids {'isrc': 'GBAYE0601412'} \n",
- "external_urls {'spotify': 'https://open.spotify.com/track/1h... \n",
- "href https://api.spotify.com/v1/tracks/1hYuXMeJUOfo... \n",
- "id 1hYuXMeJUOfoJFq0wBhzWV \n",
- "instrumentalness 0 \n",
- "key 2 \n",
- "liveness 0.0601 \n",
- "loudness -11.06 \n",
- "mode 1 \n",
- "name Anna (Go To Him) - Remastered 2009 \n",
- "popularity 43 \n",
- "preview_url https://p.scdn.co/mp3-preview/1c36a4f850ce035e... \n",
- "speechiness 0.0336 \n",
- "tempo 109.286 \n",
- "time_signature 4 \n",
- "track_href https://api.spotify.com/v1/tracks/1hYuXMeJUOfo... \n",
- "track_number 3 \n",
- "type audio_features \n",
- "uri spotify:track:1hYuXMeJUOfoJFq0wBhzWV \n",
- "valence 0.835 \n",
- "\n",
- " 223 \\\n",
"_id 43feVCF6QfqIt9LnLs9BAH \n",
"acousticness 0.607 \n",
- "album {'artists': [{'uri': 'spotify:artist:3WrFJ7ztb... \n",
+ "album {'artists': [{'href': 'https://api.spotify.com... \n",
+ "album_id 7gDXyW16byCQOgK965BRzn \n",
"analysis_url https://api.spotify.com/v1/audio-analysis/43fe... \n",
"artist_id 3WrFJ7ztbogyGnTHbHJFl2 \n",
"artist_name The Beatles \n",
- "artists [{'uri': 'spotify:artist:3WrFJ7ztbogyGnTHbHJFl... \n",
+ "artists [{'href': 'https://api.spotify.com/v1/artists/... \n",
"available_markets [AD, AR, AT, AU, BE, BG, BO, BR, CH, CL, CO, C... \n",
"danceability 0.402 \n",
"disc_number 1 \n",
"uri spotify:track:43feVCF6QfqIt9LnLs9BAH \n",
"valence 0.825 \n",
"\n",
- " 224 \\\n",
+ " 221 \\\n",
"_id 3NwEPV9MDr1z3KcHiAuz9d \n",
"acousticness 0.767 \n",
- "album {'artists': [{'uri': 'spotify:artist:3WrFJ7ztb... \n",
+ "album {'artists': [{'href': 'https://api.spotify.com... \n",
+ "album_id 7gDXyW16byCQOgK965BRzn \n",
"analysis_url https://api.spotify.com/v1/audio-analysis/3NwE... \n",
"artist_id 3WrFJ7ztbogyGnTHbHJFl2 \n",
"artist_name The Beatles \n",
- "artists [{'uri': 'spotify:artist:3WrFJ7ztbogyGnTHbHJFl... \n",
+ "artists [{'href': 'https://api.spotify.com/v1/artists/... \n",
"available_markets [AD, AR, AT, AU, BE, BG, BO, BR, CH, CL, CO, C... \n",
"danceability 0.605 \n",
"disc_number 1 \n",
"uri spotify:track:3NwEPV9MDr1z3KcHiAuz9d \n",
"valence 0.606 \n",
"\n",
- " 225 \\\n",
+ " 222 \\\n",
"_id 2Iccm3cKBQHWt5yk0yX9nh \n",
"acousticness 0.334 \n",
- "album {'artists': [{'uri': 'spotify:artist:3WrFJ7ztb... \n",
+ "album {'artists': [{'href': 'https://api.spotify.com... \n",
+ "album_id 7gDXyW16byCQOgK965BRzn \n",
"analysis_url https://api.spotify.com/v1/audio-analysis/2Icc... \n",
"artist_id 3WrFJ7ztbogyGnTHbHJFl2 \n",
"artist_name The Beatles \n",
- "artists [{'uri': 'spotify:artist:3WrFJ7ztbogyGnTHbHJFl... \n",
+ "artists [{'href': 'https://api.spotify.com/v1/artists/... \n",
"available_markets [AD, AR, AT, AU, BE, BG, BO, BR, CH, CL, CO, C... \n",
"danceability 0.527 \n",
"disc_number 1 \n",
"uri spotify:track:2Iccm3cKBQHWt5yk0yX9nh \n",
"valence 0.708 \n",
"\n",
- " 226 \\\n",
+ " 223 \\\n",
+ "_id 2OLMjGIhCNI6j34ysPscbp \n",
+ "acousticness 0.386 \n",
+ "album {'artists': [{'href': 'https://api.spotify.com... \n",
+ "album_id 7gDXyW16byCQOgK965BRzn \n",
+ "analysis_url https://api.spotify.com/v1/audio-analysis/2OLM... \n",
+ "artist_id 3WrFJ7ztbogyGnTHbHJFl2 \n",
+ "artist_name The Beatles \n",
+ "artists [{'href': 'https://api.spotify.com/v1/artists/... \n",
+ "available_markets [AD, AR, AT, AU, BE, BG, BO, BR, CH, CL, CO, C... \n",
+ "danceability 0.52 \n",
+ "disc_number 1 \n",
+ "duration_ms 141693 \n",
+ "energy 0.829 \n",
+ "explicit False \n",
+ "external_ids {'isrc': 'GBAYE0601417'} \n",
+ "external_urls {'spotify': 'https://open.spotify.com/track/2O... \n",
+ "href https://api.spotify.com/v1/tracks/2OLMjGIhCNI6... \n",
+ "id 2OLMjGIhCNI6j34ysPscbp \n",
+ "instrumentalness 6.2e-05 \n",
+ "key 0 \n",
+ "liveness 0.227 \n",
+ "loudness -6.228 \n",
+ "mode 1 \n",
+ "name Love Me Do - Remastered 2009 \n",
+ "popularity 53 \n",
+ "preview_url https://p.scdn.co/mp3-preview/c0c7944dcb9d2457... \n",
+ "speechiness 0.0806 \n",
+ "tempo 147.997 \n",
+ "time_signature 4 \n",
+ "track_href https://api.spotify.com/v1/tracks/2OLMjGIhCNI6... \n",
+ "track_number 8 \n",
+ "type audio_features \n",
+ "uri spotify:track:2OLMjGIhCNI6j34ysPscbp \n",
+ "valence 0.765 \n",
+ "\n",
+ " 224 \\\n",
"_id 01n20rdBC5czKAhxmGREkr \n",
"acousticness 0.389 \n",
- "album {'artists': [{'uri': 'spotify:artist:3WrFJ7ztb... \n",
+ "album {'artists': [{'href': 'https://api.spotify.com... \n",
+ "album_id 7gDXyW16byCQOgK965BRzn \n",
"analysis_url https://api.spotify.com/v1/audio-analysis/01n2... \n",
"artist_id 3WrFJ7ztbogyGnTHbHJFl2 \n",
"artist_name The Beatles \n",
- "artists [{'uri': 'spotify:artist:3WrFJ7ztbogyGnTHbHJFl... \n",
+ "artists [{'href': 'https://api.spotify.com/v1/artists/... \n",
"available_markets [AD, AR, AT, AU, BE, BG, BO, BR, CH, CL, CO, C... \n",
"danceability 0.635 \n",
"disc_number 1 \n",
"loudness -8.5 \n",
"mode 1 \n",
"name P.S. I Love You - Remastered 2009 \n",
- "popularity 42 \n",
+ "popularity 41 \n",
"preview_url https://p.scdn.co/mp3-preview/5ef1f2ba07489648... \n",
"speechiness 0.0291 \n",
"tempo 134.435 \n",
"uri spotify:track:01n20rdBC5czKAhxmGREkr \n",
"valence 0.78 \n",
"\n",
- " 227 \\\n",
+ " 225 \\\n",
"_id 5gnrZoSS7nbDYtHp32RFiI \n",
"acousticness 0.778 \n",
- "album {'artists': [{'uri': 'spotify:artist:3WrFJ7ztb... \n",
+ "album {'artists': [{'href': 'https://api.spotify.com... \n",
+ "album_id 7gDXyW16byCQOgK965BRzn \n",
"analysis_url https://api.spotify.com/v1/audio-analysis/5gnr... \n",
"artist_id 3WrFJ7ztbogyGnTHbHJFl2 \n",
"artist_name The Beatles \n",
- "artists [{'uri': 'spotify:artist:3WrFJ7ztbogyGnTHbHJFl... \n",
+ "artists [{'href': 'https://api.spotify.com/v1/artists/... \n",
"available_markets [AD, AR, AT, AU, BE, BG, BO, BR, CH, CL, CO, C... \n",
"danceability 0.608 \n",
"disc_number 1 \n",
"uri spotify:track:5gnrZoSS7nbDYtHp32RFiI \n",
"valence 0.889 \n",
"\n",
- " 228 \\\n",
+ " 226 \\\n",
"_id 5FBxWhG0nbBAF6lWgJFklM \n",
"acousticness 0.608 \n",
- "album {'artists': [{'uri': 'spotify:artist:3WrFJ7ztb... \n",
+ "album {'artists': [{'href': 'https://api.spotify.com... \n",
+ "album_id 7gDXyW16byCQOgK965BRzn \n",
"analysis_url https://api.spotify.com/v1/audio-analysis/5FBx... \n",
"artist_id 3WrFJ7ztbogyGnTHbHJFl2 \n",
"artist_name The Beatles \n",
- "artists [{'uri': 'spotify:artist:3WrFJ7ztbogyGnTHbHJFl... \n",
+ "artists [{'href': 'https://api.spotify.com/v1/artists/... \n",
"available_markets [AD, AR, AT, AU, BE, BG, BO, BR, CH, CL, CO, C... \n",
"danceability 0.673 \n",
"disc_number 1 \n",
"uri spotify:track:5FBxWhG0nbBAF6lWgJFklM \n",
"valence 0.636 \n",
"\n",
+ " 227 \\\n",
+ "_id 6tEwCsVtZ5tI8uHNJSHQ3b \n",
+ "acousticness 0.698 \n",
+ "album {'artists': [{'href': 'https://api.spotify.com... \n",
+ "album_id 7gDXyW16byCQOgK965BRzn \n",
+ "analysis_url https://api.spotify.com/v1/audio-analysis/6tEw... \n",
+ "artist_id 3WrFJ7ztbogyGnTHbHJFl2 \n",
+ "artist_name The Beatles \n",
+ "artists [{'href': 'https://api.spotify.com/v1/artists/... \n",
+ "available_markets [AD, AR, AT, AU, BE, BG, BO, BR, CH, CL, CO, C... \n",
+ "danceability 0.42 \n",
+ "disc_number 1 \n",
+ "duration_ms 123480 \n",
+ "energy 0.372 \n",
+ "explicit False \n",
+ "external_ids {'isrc': 'GBAYE0601421'} \n",
+ "external_urls {'spotify': 'https://open.spotify.com/track/6t... \n",
+ "href https://api.spotify.com/v1/tracks/6tEwCsVtZ5tI... \n",
+ "id 6tEwCsVtZ5tI8uHNJSHQ3b \n",
+ "instrumentalness 0 \n",
+ "key 1 \n",
+ "liveness 0.104 \n",
+ "loudness -11.416 \n",
+ "mode 0 \n",
+ "name A Taste Of Honey - Remastered 2009 \n",
+ "popularity 39 \n",
+ "preview_url https://p.scdn.co/mp3-preview/dd94439cdf6e7668... \n",
+ "speechiness 0.0327 \n",
+ "tempo 101.408 \n",
+ "time_signature 3 \n",
+ "track_href https://api.spotify.com/v1/tracks/6tEwCsVtZ5tI... \n",
+ "track_number 12 \n",
+ "type audio_features \n",
+ "uri spotify:track:6tEwCsVtZ5tI8uHNJSHQ3b \n",
+ "valence 0.378 \n",
+ "\n",
+ " 228 \\\n",
+ "_id 50jq8RgbDfmNNd0NiRnl4L \n",
+ "acousticness 0.629 \n",
+ "album {'artists': [{'href': 'https://api.spotify.com... \n",
+ "album_id 7gDXyW16byCQOgK965BRzn \n",
+ "analysis_url https://api.spotify.com/v1/audio-analysis/50jq... \n",
+ "artist_id 3WrFJ7ztbogyGnTHbHJFl2 \n",
+ "artist_name The Beatles \n",
+ "artists [{'href': 'https://api.spotify.com/v1/artists/... \n",
+ "available_markets [AD, AR, AT, AU, BE, BG, BO, BR, CH, CL, CO, C... \n",
+ "danceability 0.455 \n",
+ "disc_number 1 \n",
+ "duration_ms 110493 \n",
+ "energy 0.582 \n",
+ "explicit False \n",
+ "external_ids {'isrc': 'GBAYE0601422'} \n",
+ "external_urls {'spotify': 'https://open.spotify.com/track/50... \n",
+ "href https://api.spotify.com/v1/tracks/50jq8RgbDfmN... \n",
+ "id 50jq8RgbDfmNNd0NiRnl4L \n",
+ "instrumentalness 4.22e-06 \n",
+ "key 4 \n",
+ "liveness 0.172 \n",
+ "loudness -10.009 \n",
+ "mode 1 \n",
+ "name There's A Place - Remastered 2009 \n",
+ "popularity 41 \n",
+ "preview_url https://p.scdn.co/mp3-preview/5260a1d4f12c23ac... \n",
+ "speechiness 0.0292 \n",
+ "tempo 140.928 \n",
+ "time_signature 4 \n",
+ "track_href https://api.spotify.com/v1/tracks/50jq8RgbDfmN... \n",
+ "track_number 13 \n",
+ "type audio_features \n",
+ "uri spotify:track:50jq8RgbDfmNNd0NiRnl4L \n",
+ "valence 0.928 \n",
+ "\n",
" 229 \n",
"_id 4Z1fbYp0HuxLBje4MOZcSD \n",
"acousticness 0.641 \n",
- "album {'artists': [{'uri': 'spotify:artist:3WrFJ7ztb... \n",
+ "album {'artists': [{'href': 'https://api.spotify.com... \n",
+ "album_id 7gDXyW16byCQOgK965BRzn \n",
"analysis_url https://api.spotify.com/v1/audio-analysis/4Z1f... \n",
"artist_id 3WrFJ7ztbogyGnTHbHJFl2 \n",
"artist_name The Beatles \n",
- "artists [{'uri': 'spotify:artist:3WrFJ7ztbogyGnTHbHJFl... \n",
+ "artists [{'href': 'https://api.spotify.com/v1/artists/... \n",
"available_markets [AD, AR, AT, AU, BE, BG, BO, BR, CH, CL, CO, C... \n",
"danceability 0.482 \n",
"disc_number 1 \n",
"uri spotify:track:4Z1fbYp0HuxLBje4MOZcSD \n",
"valence 0.942 \n",
"\n",
- "[33 rows x 230 columns]"
+ "[34 rows x 230 columns]"
]
},
- "execution_count": 99,
+ "execution_count": 55,
"metadata": {},
"output_type": "execute_result"
}
},
{
"cell_type": "code",
- "execution_count": 101,
+ "execution_count": 56,
"metadata": {
"collapsed": false,
"scrolled": true
" <tbody>\n",
" <tr>\n",
" <th>_id</th>\n",
- " <td>2nTsKOXIVGDf2iPeVQO2Gm</td>\n",
- " <td>19yGmm9FjEZdZc5j98WDe4</td>\n",
- " <td>4Na0siMtWOW9pJoWJ1Ponv</td>\n",
- " <td>4aOAzvRdOsZSwZIgwcdeL0</td>\n",
- " <td>3SVAN3BRByDmHOhKyIDxfC</td>\n",
- " <td>53aFGAl0Vebwp2bo8wtdWR</td>\n",
- " <td>6PBHfI3G8MlQ8qdItoVoxL</td>\n",
- " <td>0R332cdlS9LyE0Ge2PSlVC</td>\n",
- " <td>1bSpwPhAxZwlR2enJJsv7U</td>\n",
- " <td>6n7GUf2h8D2Ad2wUy5s7nE</td>\n",
+ " <td>6tLALP9mi7VbNC7s16iBRK</td>\n",
+ " <td>3wxmJSQ3Z1HfAuxeHQoZcE</td>\n",
+ " <td>4tCwsdqqG4jASHhbsMHCx0</td>\n",
+ " <td>0eECFDnWy0RdjMmJ8NOeAL</td>\n",
+ " <td>1amSa5xo79zINsgrpNlNge</td>\n",
+ " <td>4sLGaMl33I6mcsk7u4xHAU</td>\n",
+ " <td>4OrGm3fBdhlXuHtRBoLUMW</td>\n",
+ " <td>2rA36OZNb3LkvqcNro1ugK</td>\n",
+ " <td>3pcCifdPTc2BbqmWpEhtUd</td>\n",
+ " <td>1uRxyAup7OYrlh2SHJb80N</td>\n",
" <td>...</td>\n",
- " <td>69pwmeyvQMuHMtkCmpEWhQ</td>\n",
- " <td>4DPQvbgSM0IdX4O3HOACwL</td>\n",
- " <td>4DE6Wkt9fW7R5e9gJGWQim</td>\n",
- " <td>1NgvIjkEjkhcIR1pp5Qsir</td>\n",
- " <td>7xqeIdLJSf3bgmZ7vUvHrE</td>\n",
- " <td>1HQYo8C5L0qd1p5f1anXPS</td>\n",
- " <td>0COiZ7ncho2yi4HotbzgPv</td>\n",
- " <td>2YsJM80gRMAhCikUkNZT3G</td>\n",
- " <td>3OsUjkcv1C1v5udFhgRSFg</td>\n",
- " <td>05evePUsIT1cmIURp1hgu6</td>\n",
+ " <td>71wIOoaoVMUwskK5yCXZL4</td>\n",
+ " <td>2zYmvi3w2T8a9Ckrv21bvW</td>\n",
+ " <td>3ovbSnT5NNhl1gzMcw1NRZ</td>\n",
+ " <td>4NUc1M0CS7b6zvWoyvibju</td>\n",
+ " <td>4nklmaiY4gfQI3SB1sLGsd</td>\n",
+ " <td>11qDTSr3Dj4TkPnBcIOqEJ</td>\n",
+ " <td>4D6ZExVvYLZxhcAvifX5px</td>\n",
+ " <td>48IEDejXX5LH8TAC3VIGpc</td>\n",
+ " <td>2B5P22cfUadACK7jLQegU6</td>\n",
+ " <td>6qttbImnJ5wuA8AtDKEy18</td>\n",
" </tr>\n",
" <tr>\n",
" <th>acousticness</th>\n",
- " <td>0.0377</td>\n",
- " <td>0.0498</td>\n",
- " <td>0.229</td>\n",
- " <td>0.000124</td>\n",
- " <td>0.0626</td>\n",
- " <td>0.813</td>\n",
- " <td>0.00267</td>\n",
- " <td>0.0971</td>\n",
- " <td>0.0577</td>\n",
- " <td>0.053</td>\n",
+ " <td>0.62</td>\n",
+ " <td>0.42</td>\n",
+ " <td>0.427</td>\n",
+ " <td>0.00101</td>\n",
+ " <td>0.0895</td>\n",
+ " <td>0.841</td>\n",
+ " <td>0.885</td>\n",
+ " <td>0.0395</td>\n",
+ " <td>0.303</td>\n",
+ " <td>0.968</td>\n",
" <td>...</td>\n",
- " <td>0.315</td>\n",
- " <td>0.827</td>\n",
- " <td>0.0496</td>\n",
- " <td>0.674</td>\n",
- " <td>0.0352</td>\n",
- " <td>0.719</td>\n",
- " <td>0.921</td>\n",
- " <td>0.992</td>\n",
- " <td>0.00792</td>\n",
- " <td>0.0206</td>\n",
+ " <td>0.000659</td>\n",
+ " <td>0.000849</td>\n",
+ " <td>0.704</td>\n",
+ " <td>0.000101</td>\n",
+ " <td>1.93e-05</td>\n",
+ " <td>0.00281</td>\n",
+ " <td>0.000849</td>\n",
+ " <td>0.00968</td>\n",
+ " <td>0.000135</td>\n",
+ " <td>0.000465</td>\n",
" </tr>\n",
" <tr>\n",
" <th>album</th>\n",
- " <td>{'artists': [{'uri': 'spotify:artist:4Z8W4fKeB...</td>\n",
- " <td>{'artists': [{'uri': 'spotify:artist:4Z8W4fKeB...</td>\n",
- " <td>{'artists': [{'uri': 'spotify:artist:4Z8W4fKeB...</td>\n",
- " <td>{'artists': [{'uri': 'spotify:artist:4Z8W4fKeB...</td>\n",
- " <td>{'artists': [{'uri': 'spotify:artist:4Z8W4fKeB...</td>\n",
- " <td>{'artists': [{'uri': 'spotify:artist:4Z8W4fKeB...</td>\n",
- " <td>{'artists': [{'uri': 'spotify:artist:4Z8W4fKeB...</td>\n",
- " <td>{'artists': [{'uri': 'spotify:artist:4Z8W4fKeB...</td>\n",
- " <td>{'artists': [{'uri': 'spotify:artist:4Z8W4fKeB...</td>\n",
- " <td>{'artists': [{'uri': 'spotify:artist:4Z8W4fKeB...</td>\n",
+ " <td>{'artists': [{'href': 'https://api.spotify.com...</td>\n",
+ " <td>{'artists': [{'href': 'https://api.spotify.com...</td>\n",
+ " <td>{'artists': [{'href': 'https://api.spotify.com...</td>\n",
+ " <td>{'artists': [{'href': 'https://api.spotify.com...</td>\n",
+ " <td>{'artists': [{'href': 'https://api.spotify.com...</td>\n",
+ " <td>{'artists': [{'href': 'https://api.spotify.com...</td>\n",
+ " <td>{'artists': [{'href': 'https://api.spotify.com...</td>\n",
+ " <td>{'artists': [{'href': 'https://api.spotify.com...</td>\n",
+ " <td>{'artists': [{'href': 'https://api.spotify.com...</td>\n",
+ " <td>{'artists': [{'href': 'https://api.spotify.com...</td>\n",
+ " <td>...</td>\n",
+ " <td>{'artists': [{'href': 'https://api.spotify.com...</td>\n",
+ " <td>{'artists': [{'href': 'https://api.spotify.com...</td>\n",
+ " <td>{'artists': [{'href': 'https://api.spotify.com...</td>\n",
+ " <td>{'artists': [{'href': 'https://api.spotify.com...</td>\n",
+ " <td>{'artists': [{'href': 'https://api.spotify.com...</td>\n",
+ " <td>{'artists': [{'href': 'https://api.spotify.com...</td>\n",
+ " <td>{'artists': [{'href': 'https://api.spotify.com...</td>\n",
+ " <td>{'artists': [{'href': 'https://api.spotify.com...</td>\n",
+ " <td>{'artists': [{'href': 'https://api.spotify.com...</td>\n",
+ " <td>{'artists': [{'href': 'https://api.spotify.com...</td>\n",
+ " </tr>\n",
+ " <tr>\n",
+ " <th>album_id</th>\n",
+ " <td>1DBkJIEoeHrTX4WCBQGcCi</td>\n",
+ " <td>1DBkJIEoeHrTX4WCBQGcCi</td>\n",
+ " <td>1DBkJIEoeHrTX4WCBQGcCi</td>\n",
+ " <td>1DBkJIEoeHrTX4WCBQGcCi</td>\n",
+ " <td>1DBkJIEoeHrTX4WCBQGcCi</td>\n",
+ " <td>1DBkJIEoeHrTX4WCBQGcCi</td>\n",
+ " <td>1DBkJIEoeHrTX4WCBQGcCi</td>\n",
+ " <td>1DBkJIEoeHrTX4WCBQGcCi</td>\n",
+ " <td>6vuykQgDLUCiZ7YggIpLM9</td>\n",
+ " <td>6vuykQgDLUCiZ7YggIpLM9</td>\n",
" <td>...</td>\n",
- " <td>{'artists': [{'uri': 'spotify:artist:4Z8W4fKeB...</td>\n",
- " <td>{'artists': [{'uri': 'spotify:artist:4Z8W4fKeB...</td>\n",
- " <td>{'artists': [{'uri': 'spotify:artist:4Z8W4fKeB...</td>\n",
- " <td>{'artists': [{'uri': 'spotify:artist:4Z8W4fKeB...</td>\n",
- " <td>{'artists': [{'uri': 'spotify:artist:4Z8W4fKeB...</td>\n",
- " <td>{'artists': [{'uri': 'spotify:artist:4Z8W4fKeB...</td>\n",
- " <td>{'artists': [{'uri': 'spotify:artist:4Z8W4fKeB...</td>\n",
- " <td>{'artists': [{'uri': 'spotify:artist:4Z8W4fKeB...</td>\n",
- " <td>{'artists': [{'uri': 'spotify:artist:4Z8W4fKeB...</td>\n",
- " <td>{'artists': [{'uri': 'spotify:artist:4Z8W4fKeB...</td>\n",
+ " <td>6400dnyeDyD2mIFHfkwHXN</td>\n",
+ " <td>6400dnyeDyD2mIFHfkwHXN</td>\n",
+ " <td>6400dnyeDyD2mIFHfkwHXN</td>\n",
+ " <td>6400dnyeDyD2mIFHfkwHXN</td>\n",
+ " <td>6400dnyeDyD2mIFHfkwHXN</td>\n",
+ " <td>6400dnyeDyD2mIFHfkwHXN</td>\n",
+ " <td>6400dnyeDyD2mIFHfkwHXN</td>\n",
+ " <td>6400dnyeDyD2mIFHfkwHXN</td>\n",
+ " <td>6400dnyeDyD2mIFHfkwHXN</td>\n",
+ " <td>6400dnyeDyD2mIFHfkwHXN</td>\n",
" </tr>\n",
" <tr>\n",
" <th>analysis_url</th>\n",
- " <td>https://api.spotify.com/v1/audio-analysis/2nTs...</td>\n",
- " <td>https://api.spotify.com/v1/audio-analysis/19yG...</td>\n",
- " <td>https://api.spotify.com/v1/audio-analysis/4Na0...</td>\n",
- " <td>https://api.spotify.com/v1/audio-analysis/4aOA...</td>\n",
- " <td>https://api.spotify.com/v1/audio-analysis/3SVA...</td>\n",
- " <td>https://api.spotify.com/v1/audio-analysis/53aF...</td>\n",
- " <td>https://api.spotify.com/v1/audio-analysis/6PBH...</td>\n",
- " <td>https://api.spotify.com/v1/audio-analysis/0R33...</td>\n",
- " <td>https://api.spotify.com/v1/audio-analysis/1bSp...</td>\n",
- " <td>https://api.spotify.com/v1/audio-analysis/6n7G...</td>\n",
+ " <td>https://api.spotify.com/v1/audio-analysis/6tLA...</td>\n",
+ " <td>https://api.spotify.com/v1/audio-analysis/3wxm...</td>\n",
+ " <td>https://api.spotify.com/v1/audio-analysis/4tCw...</td>\n",
+ " <td>https://api.spotify.com/v1/audio-analysis/0eEC...</td>\n",
+ " <td>https://api.spotify.com/v1/audio-analysis/1amS...</td>\n",
+ " <td>https://api.spotify.com/v1/audio-analysis/4sLG...</td>\n",
+ " <td>https://api.spotify.com/v1/audio-analysis/4OrG...</td>\n",
+ " <td>https://api.spotify.com/v1/audio-analysis/2rA3...</td>\n",
+ " <td>https://api.spotify.com/v1/audio-analysis/3pcC...</td>\n",
+ " <td>https://api.spotify.com/v1/audio-analysis/1uRx...</td>\n",
" <td>...</td>\n",
- " <td>https://api.spotify.com/v1/audio-analysis/69pw...</td>\n",
- " <td>https://api.spotify.com/v1/audio-analysis/4DPQ...</td>\n",
- " <td>https://api.spotify.com/v1/audio-analysis/4DE6...</td>\n",
- " <td>https://api.spotify.com/v1/audio-analysis/1Ngv...</td>\n",
- " <td>https://api.spotify.com/v1/audio-analysis/7xqe...</td>\n",
- " <td>https://api.spotify.com/v1/audio-analysis/1HQY...</td>\n",
- " <td>https://api.spotify.com/v1/audio-analysis/0COi...</td>\n",
- " <td>https://api.spotify.com/v1/audio-analysis/2YsJ...</td>\n",
- " <td>https://api.spotify.com/v1/audio-analysis/3OsU...</td>\n",
- " <td>https://api.spotify.com/v1/audio-analysis/05ev...</td>\n",
+ " <td>https://api.spotify.com/v1/audio-analysis/71wI...</td>\n",
+ " <td>https://api.spotify.com/v1/audio-analysis/2zYm...</td>\n",
+ " <td>https://api.spotify.com/v1/audio-analysis/3ovb...</td>\n",
+ " <td>https://api.spotify.com/v1/audio-analysis/4NUc...</td>\n",
+ " <td>https://api.spotify.com/v1/audio-analysis/4nkl...</td>\n",
+ " <td>https://api.spotify.com/v1/audio-analysis/11qD...</td>\n",
+ " <td>https://api.spotify.com/v1/audio-analysis/4D6Z...</td>\n",
+ " <td>https://api.spotify.com/v1/audio-analysis/48IE...</td>\n",
+ " <td>https://api.spotify.com/v1/audio-analysis/2B5P...</td>\n",
+ " <td>https://api.spotify.com/v1/audio-analysis/6qtt...</td>\n",
" </tr>\n",
" <tr>\n",
" <th>artist_id</th>\n",
" </tr>\n",
" <tr>\n",
" <th>artists</th>\n",
- " <td>[{'uri': 'spotify:artist:4Z8W4fKeB5YxbusRsdQVP...</td>\n",
- " <td>[{'uri': 'spotify:artist:4Z8W4fKeB5YxbusRsdQVP...</td>\n",
- " <td>[{'uri': 'spotify:artist:4Z8W4fKeB5YxbusRsdQVP...</td>\n",
- " <td>[{'uri': 'spotify:artist:4Z8W4fKeB5YxbusRsdQVP...</td>\n",
- " <td>[{'uri': 'spotify:artist:4Z8W4fKeB5YxbusRsdQVP...</td>\n",
- " <td>[{'uri': 'spotify:artist:4Z8W4fKeB5YxbusRsdQVP...</td>\n",
- " <td>[{'uri': 'spotify:artist:4Z8W4fKeB5YxbusRsdQVP...</td>\n",
- " <td>[{'uri': 'spotify:artist:4Z8W4fKeB5YxbusRsdQVP...</td>\n",
- " <td>[{'uri': 'spotify:artist:4Z8W4fKeB5YxbusRsdQVP...</td>\n",
- " <td>[{'uri': 'spotify:artist:4Z8W4fKeB5YxbusRsdQVP...</td>\n",
+ " <td>[{'href': 'https://api.spotify.com/v1/artists/...</td>\n",
+ " <td>[{'href': 'https://api.spotify.com/v1/artists/...</td>\n",
+ " <td>[{'href': 'https://api.spotify.com/v1/artists/...</td>\n",
+ " <td>[{'href': 'https://api.spotify.com/v1/artists/...</td>\n",
+ " <td>[{'href': 'https://api.spotify.com/v1/artists/...</td>\n",
+ " <td>[{'href': 'https://api.spotify.com/v1/artists/...</td>\n",
+ " <td>[{'href': 'https://api.spotify.com/v1/artists/...</td>\n",
+ " <td>[{'href': 'https://api.spotify.com/v1/artists/...</td>\n",
+ " <td>[{'href': 'https://api.spotify.com/v1/artists/...</td>\n",
+ " <td>[{'href': 'https://api.spotify.com/v1/artists/...</td>\n",
" <td>...</td>\n",
- " <td>[{'uri': 'spotify:artist:4Z8W4fKeB5YxbusRsdQVP...</td>\n",
- " <td>[{'uri': 'spotify:artist:4Z8W4fKeB5YxbusRsdQVP...</td>\n",
- " <td>[{'uri': 'spotify:artist:4Z8W4fKeB5YxbusRsdQVP...</td>\n",
- " <td>[{'uri': 'spotify:artist:4Z8W4fKeB5YxbusRsdQVP...</td>\n",
- " <td>[{'uri': 'spotify:artist:4Z8W4fKeB5YxbusRsdQVP...</td>\n",
- " <td>[{'uri': 'spotify:artist:4Z8W4fKeB5YxbusRsdQVP...</td>\n",
- " <td>[{'uri': 'spotify:artist:4Z8W4fKeB5YxbusRsdQVP...</td>\n",
- " <td>[{'uri': 'spotify:artist:4Z8W4fKeB5YxbusRsdQVP...</td>\n",
- " <td>[{'uri': 'spotify:artist:4Z8W4fKeB5YxbusRsdQVP...</td>\n",
- " <td>[{'uri': 'spotify:artist:4Z8W4fKeB5YxbusRsdQVP...</td>\n",
+ " <td>[{'href': 'https://api.spotify.com/v1/artists/...</td>\n",
+ " <td>[{'href': 'https://api.spotify.com/v1/artists/...</td>\n",
+ " <td>[{'href': 'https://api.spotify.com/v1/artists/...</td>\n",
+ " <td>[{'href': 'https://api.spotify.com/v1/artists/...</td>\n",
+ " <td>[{'href': 'https://api.spotify.com/v1/artists/...</td>\n",
+ " <td>[{'href': 'https://api.spotify.com/v1/artists/...</td>\n",
+ " <td>[{'href': 'https://api.spotify.com/v1/artists/...</td>\n",
+ " <td>[{'href': 'https://api.spotify.com/v1/artists/...</td>\n",
+ " <td>[{'href': 'https://api.spotify.com/v1/artists/...</td>\n",
+ " <td>[{'href': 'https://api.spotify.com/v1/artists/...</td>\n",
" </tr>\n",
" <tr>\n",
" <th>available_markets</th>\n",
" </tr>\n",
" <tr>\n",
" <th>danceability</th>\n",
- " <td>0.252</td>\n",
- " <td>0.316</td>\n",
- " <td>0.293</td>\n",
- " <td>0.352</td>\n",
- " <td>0.36</td>\n",
- " <td>0.432</td>\n",
- " <td>0.185</td>\n",
- " <td>0.172</td>\n",
- " <td>0.255</td>\n",
- " <td>0.206</td>\n",
- " <td>...</td>\n",
- " <td>0.168</td>\n",
- " <td>0.157</td>\n",
- " <td>0.403</td>\n",
- " <td>0.375</td>\n",
- " <td>0.615</td>\n",
- " <td>0.645</td>\n",
- " <td>0.134</td>\n",
+ " <td>0.518</td>\n",
+ " <td>0.648</td>\n",
+ " <td>0.619</td>\n",
+ " <td>0.49</td>\n",
+ " <td>0.721</td>\n",
" <td>0.327</td>\n",
- " <td>0.306</td>\n",
- " <td>0.429</td>\n",
+ " <td>0.26</td>\n",
+ " <td>0.693</td>\n",
+ " <td>0.541</td>\n",
+ " <td>0.299</td>\n",
+ " <td>...</td>\n",
+ " <td>0.185</td>\n",
+ " <td>0.212</td>\n",
+ " <td>0.364</td>\n",
+ " <td>0.294</td>\n",
+ " <td>0.256</td>\n",
+ " <td>0.384</td>\n",
+ " <td>0.25</td>\n",
+ " <td>0.284</td>\n",
+ " <td>0.42</td>\n",
+ " <td>0.284</td>\n",
" </tr>\n",
" <tr>\n",
" <th>disc_number</th>\n",
" </tr>\n",
" <tr>\n",
" <th>duration_ms</th>\n",
- " <td>387213</td>\n",
- " <td>267693</td>\n",
- " <td>267187</td>\n",
- " <td>299560</td>\n",
- " <td>264067</td>\n",
- " <td>117333</td>\n",
- " <td>230627</td>\n",
- " <td>285200</td>\n",
- " <td>229120</td>\n",
- " <td>258813</td>\n",
+ " <td>313671</td>\n",
+ " <td>280719</td>\n",
+ " <td>267154</td>\n",
+ " <td>192743</td>\n",
+ " <td>300219</td>\n",
+ " <td>287067</td>\n",
+ " <td>290067</td>\n",
+ " <td>319249</td>\n",
+ " <td>220609</td>\n",
+ " <td>384439</td>\n",
" <td>...</td>\n",
- " <td>356333</td>\n",
- " <td>222600</td>\n",
- " <td>315973</td>\n",
- " <td>211000</td>\n",
- " <td>309093</td>\n",
- " <td>275800</td>\n",
- " <td>200483</td>\n",
- " <td>52695</td>\n",
- " <td>287880</td>\n",
- " <td>259200</td>\n",
+ " <td>132173</td>\n",
+ " <td>325627</td>\n",
+ " <td>161533</td>\n",
+ " <td>217800</td>\n",
+ " <td>189733</td>\n",
+ " <td>192667</td>\n",
+ " <td>145373</td>\n",
+ " <td>253093</td>\n",
+ " <td>187867</td>\n",
+ " <td>282067</td>\n",
" </tr>\n",
" <tr>\n",
" <th>energy</th>\n",
- " <td>0.849</td>\n",
- " <td>0.592</td>\n",
- " <td>0.276</td>\n",
- " <td>0.674</td>\n",
- " <td>0.505</td>\n",
- " <td>0.391</td>\n",
- " <td>0.889</td>\n",
- " <td>0.655</td>\n",
- " <td>0.393</td>\n",
- " <td>0.4</td>\n",
+ " <td>0.959</td>\n",
+ " <td>0.588</td>\n",
+ " <td>0.886</td>\n",
+ " <td>0.777</td>\n",
+ " <td>0.676</td>\n",
+ " <td>0.128</td>\n",
+ " <td>0.264</td>\n",
+ " <td>0.776</td>\n",
+ " <td>0.847</td>\n",
+ " <td>0.263</td>\n",
" <td>...</td>\n",
- " <td>0.302</td>\n",
- " <td>0.145</td>\n",
- " <td>0.757</td>\n",
- " <td>0.634</td>\n",
- " <td>0.931</td>\n",
- " <td>0.462</td>\n",
- " <td>0.129</td>\n",
- " <td>0.225</td>\n",
- " <td>0.872</td>\n",
- " <td>0.88</td>\n",
+ " <td>0.964</td>\n",
+ " <td>0.696</td>\n",
+ " <td>0.37</td>\n",
+ " <td>0.813</td>\n",
+ " <td>0.906</td>\n",
+ " <td>0.717</td>\n",
+ " <td>0.62</td>\n",
+ " <td>0.825</td>\n",
+ " <td>0.548</td>\n",
+ " <td>0.719</td>\n",
" </tr>\n",
" <tr>\n",
" <th>explicit</th>\n",
" </tr>\n",
" <tr>\n",
" <th>external_ids</th>\n",
- " <td>{'isrc': 'GBAYE9701376'}</td>\n",
- " <td>{'isrc': 'GBAYE9701377'}</td>\n",
- " <td>{'isrc': 'GBAYE9701372'}</td>\n",
- " <td>{'isrc': 'GBAYE9701374'}</td>\n",
- " <td>{'isrc': 'GBAYE9701368'}</td>\n",
- " <td>{'isrc': 'GBAYE9701373'}</td>\n",
- " <td>{'isrc': 'GBAYE9701371'}</td>\n",
- " <td>{'isrc': 'GBAYE9701370'}</td>\n",
- " <td>{'isrc': 'GBAYE9700386'}</td>\n",
- " <td>{'isrc': 'GBAYE9701375'}</td>\n",
+ " <td>{'isrc': 'GBU4B1100003'}</td>\n",
+ " <td>{'isrc': 'GBU4B1100004'}</td>\n",
+ " <td>{'isrc': 'GBU4B1100005'}</td>\n",
+ " <td>{'isrc': 'GBU4B1100006'}</td>\n",
+ " <td>{'isrc': 'GBU4B1100007'}</td>\n",
+ " <td>{'isrc': 'GBU4B1100008'}</td>\n",
+ " <td>{'isrc': 'GBU4B1100009'}</td>\n",
+ " <td>{'isrc': 'GBU4B1100010'}</td>\n",
+ " <td>{'isrc': 'GBBKS1600071'}</td>\n",
+ " <td>{'isrc': 'GBBKS1600072'}</td>\n",
" <td>...</td>\n",
- " <td>{'isrc': 'GBAYE0000813'}</td>\n",
- " <td>{'isrc': 'GBAYE0000814'}</td>\n",
- " <td>{'isrc': 'GBAYE0001033'}</td>\n",
- " <td>{'isrc': 'GBAYE0000816'}</td>\n",
- " <td>{'isrc': 'GBAYE0000817'}</td>\n",
- " <td>{'isrc': 'GBAYE0000818'}</td>\n",
- " <td>{'isrc': 'GBAYE0800814'}</td>\n",
- " <td>{'isrc': 'GBAYE0800815'}</td>\n",
- " <td>{'isrc': 'GBAYE9701274'}</td>\n",
- " <td>{'isrc': 'GBAYE9400059'}</td>\n",
+ " <td>{'isrc': 'GBAYE9300105'}</td>\n",
+ " <td>{'isrc': 'GBAYE9300106'}</td>\n",
+ " <td>{'isrc': 'GBAYE9200114'}</td>\n",
+ " <td>{'isrc': 'GBAYE9300107'}</td>\n",
+ " <td>{'isrc': 'GBAYE9300108'}</td>\n",
+ " <td>{'isrc': 'GBAYE9300109'}</td>\n",
+ " <td>{'isrc': 'GBAYE9200115'}</td>\n",
+ " <td>{'isrc': 'GBAYE9300110'}</td>\n",
+ " <td>{'isrc': 'GBAYE9200116'}</td>\n",
+ " <td>{'isrc': 'GBAYE9300111'}</td>\n",
" </tr>\n",
" <tr>\n",
" <th>external_urls</th>\n",
- " <td>{'spotify': 'https://open.spotify.com/track/2n...</td>\n",
- " <td>{'spotify': 'https://open.spotify.com/track/19...</td>\n",
- " <td>{'spotify': 'https://open.spotify.com/track/4N...</td>\n",
- " <td>{'spotify': 'https://open.spotify.com/track/4a...</td>\n",
- " <td>{'spotify': 'https://open.spotify.com/track/3S...</td>\n",
- " <td>{'spotify': 'https://open.spotify.com/track/53...</td>\n",
- " <td>{'spotify': 'https://open.spotify.com/track/6P...</td>\n",
- " <td>{'spotify': 'https://open.spotify.com/track/0R...</td>\n",
- " <td>{'spotify': 'https://open.spotify.com/track/1b...</td>\n",
- " <td>{'spotify': 'https://open.spotify.com/track/6n...</td>\n",
+ " <td>{'spotify': 'https://open.spotify.com/track/6t...</td>\n",
+ " <td>{'spotify': 'https://open.spotify.com/track/3w...</td>\n",
+ " <td>{'spotify': 'https://open.spotify.com/track/4t...</td>\n",
+ " <td>{'spotify': 'https://open.spotify.com/track/0e...</td>\n",
+ " <td>{'spotify': 'https://open.spotify.com/track/1a...</td>\n",
+ " <td>{'spotify': 'https://open.spotify.com/track/4s...</td>\n",
+ " <td>{'spotify': 'https://open.spotify.com/track/4O...</td>\n",
+ " <td>{'spotify': 'https://open.spotify.com/track/2r...</td>\n",
+ " <td>{'spotify': 'https://open.spotify.com/track/3p...</td>\n",
+ " <td>{'spotify': 'https://open.spotify.com/track/1u...</td>\n",
" <td>...</td>\n",
- " <td>{'spotify': 'https://open.spotify.com/track/69...</td>\n",
- " <td>{'spotify': 'https://open.spotify.com/track/4D...</td>\n",
+ " <td>{'spotify': 'https://open.spotify.com/track/71...</td>\n",
+ " <td>{'spotify': 'https://open.spotify.com/track/2z...</td>\n",
+ " <td>{'spotify': 'https://open.spotify.com/track/3o...</td>\n",
+ " <td>{'spotify': 'https://open.spotify.com/track/4N...</td>\n",
+ " <td>{'spotify': 'https://open.spotify.com/track/4n...</td>\n",
+ " <td>{'spotify': 'https://open.spotify.com/track/11...</td>\n",
" <td>{'spotify': 'https://open.spotify.com/track/4D...</td>\n",
- " <td>{'spotify': 'https://open.spotify.com/track/1N...</td>\n",
- " <td>{'spotify': 'https://open.spotify.com/track/7x...</td>\n",
- " <td>{'spotify': 'https://open.spotify.com/track/1H...</td>\n",
- " <td>{'spotify': 'https://open.spotify.com/track/0C...</td>\n",
- " <td>{'spotify': 'https://open.spotify.com/track/2Y...</td>\n",
- " <td>{'spotify': 'https://open.spotify.com/track/3O...</td>\n",
- " <td>{'spotify': 'https://open.spotify.com/track/05...</td>\n",
+ " <td>{'spotify': 'https://open.spotify.com/track/48...</td>\n",
+ " <td>{'spotify': 'https://open.spotify.com/track/2B...</td>\n",
+ " <td>{'spotify': 'https://open.spotify.com/track/6q...</td>\n",
" </tr>\n",
" <tr>\n",
" <th>href</th>\n",
- " <td>https://api.spotify.com/v1/tracks/2nTsKOXIVGDf...</td>\n",
- " <td>https://api.spotify.com/v1/tracks/19yGmm9FjEZd...</td>\n",
- " <td>https://api.spotify.com/v1/tracks/4Na0siMtWOW9...</td>\n",
- " <td>https://api.spotify.com/v1/tracks/4aOAzvRdOsZS...</td>\n",
- " <td>https://api.spotify.com/v1/tracks/3SVAN3BRByDm...</td>\n",
- " <td>https://api.spotify.com/v1/tracks/53aFGAl0Vebw...</td>\n",
- " <td>https://api.spotify.com/v1/tracks/6PBHfI3G8MlQ...</td>\n",
- " <td>https://api.spotify.com/v1/tracks/0R332cdlS9Ly...</td>\n",
- " <td>https://api.spotify.com/v1/tracks/1bSpwPhAxZwl...</td>\n",
- " <td>https://api.spotify.com/v1/tracks/6n7GUf2h8D2A...</td>\n",
+ " <td>https://api.spotify.com/v1/tracks/6tLALP9mi7Vb...</td>\n",
+ " <td>https://api.spotify.com/v1/tracks/3wxmJSQ3Z1Hf...</td>\n",
+ " <td>https://api.spotify.com/v1/tracks/4tCwsdqqG4jA...</td>\n",
+ " <td>https://api.spotify.com/v1/tracks/0eECFDnWy0Rd...</td>\n",
+ " <td>https://api.spotify.com/v1/tracks/1amSa5xo79zI...</td>\n",
+ " <td>https://api.spotify.com/v1/tracks/4sLGaMl33I6m...</td>\n",
+ " <td>https://api.spotify.com/v1/tracks/4OrGm3fBdhlX...</td>\n",
+ " <td>https://api.spotify.com/v1/tracks/2rA36OZNb3Lk...</td>\n",
+ " <td>https://api.spotify.com/v1/tracks/3pcCifdPTc2B...</td>\n",
+ " <td>https://api.spotify.com/v1/tracks/1uRxyAup7OYr...</td>\n",
" <td>...</td>\n",
- " <td>https://api.spotify.com/v1/tracks/69pwmeyvQMuH...</td>\n",
- " <td>https://api.spotify.com/v1/tracks/4DPQvbgSM0Id...</td>\n",
- " <td>https://api.spotify.com/v1/tracks/4DE6Wkt9fW7R...</td>\n",
- " <td>https://api.spotify.com/v1/tracks/1NgvIjkEjkhc...</td>\n",
- " <td>https://api.spotify.com/v1/tracks/7xqeIdLJSf3b...</td>\n",
- " <td>https://api.spotify.com/v1/tracks/1HQYo8C5L0qd...</td>\n",
- " <td>https://api.spotify.com/v1/tracks/0COiZ7ncho2y...</td>\n",
- " <td>https://api.spotify.com/v1/tracks/2YsJM80gRMAh...</td>\n",
- " <td>https://api.spotify.com/v1/tracks/3OsUjkcv1C1v...</td>\n",
- " <td>https://api.spotify.com/v1/tracks/05evePUsIT1c...</td>\n",
+ " <td>https://api.spotify.com/v1/tracks/71wIOoaoVMUw...</td>\n",
+ " <td>https://api.spotify.com/v1/tracks/2zYmvi3w2T8a...</td>\n",
+ " <td>https://api.spotify.com/v1/tracks/3ovbSnT5NNhl...</td>\n",
+ " <td>https://api.spotify.com/v1/tracks/4NUc1M0CS7b6...</td>\n",
+ " <td>https://api.spotify.com/v1/tracks/4nklmaiY4gfQ...</td>\n",
+ " <td>https://api.spotify.com/v1/tracks/11qDTSr3Dj4T...</td>\n",
+ " <td>https://api.spotify.com/v1/tracks/4D6ZExVvYLZx...</td>\n",
+ " <td>https://api.spotify.com/v1/tracks/48IEDejXX5LH...</td>\n",
+ " <td>https://api.spotify.com/v1/tracks/2B5P22cfUadA...</td>\n",
+ " <td>https://api.spotify.com/v1/tracks/6qttbImnJ5wu...</td>\n",
" </tr>\n",
" <tr>\n",
" <th>id</th>\n",
- " <td>2nTsKOXIVGDf2iPeVQO2Gm</td>\n",
- " <td>19yGmm9FjEZdZc5j98WDe4</td>\n",
- " <td>4Na0siMtWOW9pJoWJ1Ponv</td>\n",
- " <td>4aOAzvRdOsZSwZIgwcdeL0</td>\n",
- " <td>3SVAN3BRByDmHOhKyIDxfC</td>\n",
- " <td>53aFGAl0Vebwp2bo8wtdWR</td>\n",
- " <td>6PBHfI3G8MlQ8qdItoVoxL</td>\n",
- " <td>0R332cdlS9LyE0Ge2PSlVC</td>\n",
- " <td>1bSpwPhAxZwlR2enJJsv7U</td>\n",
- " <td>6n7GUf2h8D2Ad2wUy5s7nE</td>\n",
+ " <td>6tLALP9mi7VbNC7s16iBRK</td>\n",
+ " <td>3wxmJSQ3Z1HfAuxeHQoZcE</td>\n",
+ " <td>4tCwsdqqG4jASHhbsMHCx0</td>\n",
+ " <td>0eECFDnWy0RdjMmJ8NOeAL</td>\n",
+ " <td>1amSa5xo79zINsgrpNlNge</td>\n",
+ " <td>4sLGaMl33I6mcsk7u4xHAU</td>\n",
+ " <td>4OrGm3fBdhlXuHtRBoLUMW</td>\n",
+ " <td>2rA36OZNb3LkvqcNro1ugK</td>\n",
+ " <td>3pcCifdPTc2BbqmWpEhtUd</td>\n",
+ " <td>1uRxyAup7OYrlh2SHJb80N</td>\n",
" <td>...</td>\n",
- " <td>69pwmeyvQMuHMtkCmpEWhQ</td>\n",
- " <td>4DPQvbgSM0IdX4O3HOACwL</td>\n",
- " <td>4DE6Wkt9fW7R5e9gJGWQim</td>\n",
- " <td>1NgvIjkEjkhcIR1pp5Qsir</td>\n",
- " <td>7xqeIdLJSf3bgmZ7vUvHrE</td>\n",
- " <td>1HQYo8C5L0qd1p5f1anXPS</td>\n",
- " <td>0COiZ7ncho2yi4HotbzgPv</td>\n",
- " <td>2YsJM80gRMAhCikUkNZT3G</td>\n",
- " <td>3OsUjkcv1C1v5udFhgRSFg</td>\n",
- " <td>05evePUsIT1cmIURp1hgu6</td>\n",
+ " <td>71wIOoaoVMUwskK5yCXZL4</td>\n",
+ " <td>2zYmvi3w2T8a9Ckrv21bvW</td>\n",
+ " <td>3ovbSnT5NNhl1gzMcw1NRZ</td>\n",
+ " <td>4NUc1M0CS7b6zvWoyvibju</td>\n",
+ " <td>4nklmaiY4gfQI3SB1sLGsd</td>\n",
+ " <td>11qDTSr3Dj4TkPnBcIOqEJ</td>\n",
+ " <td>4D6ZExVvYLZxhcAvifX5px</td>\n",
+ " <td>48IEDejXX5LH8TAC3VIGpc</td>\n",
+ " <td>2B5P22cfUadACK7jLQegU6</td>\n",
+ " <td>6qttbImnJ5wuA8AtDKEy18</td>\n",
" </tr>\n",
" <tr>\n",
" <th>instrumentalness</th>\n",
- " <td>0.00592</td>\n",
- " <td>0.00139</td>\n",
- " <td>0.119</td>\n",
- " <td>0.12</td>\n",
- " <td>9.22e-05</td>\n",
- " <td>0.00363</td>\n",
- " <td>0.0981</td>\n",
- " <td>0.128</td>\n",
- " <td>0.00361</td>\n",
- " <td>0.638</td>\n",
+ " <td>0.884</td>\n",
+ " <td>0.84</td>\n",
+ " <td>0.411</td>\n",
+ " <td>0.898</td>\n",
+ " <td>0.336</td>\n",
+ " <td>0.76</td>\n",
+ " <td>0.0799</td>\n",
+ " <td>0.737</td>\n",
+ " <td>0.271</td>\n",
+ " <td>0.857</td>\n",
" <td>...</td>\n",
- " <td>0.79</td>\n",
- " <td>0.886</td>\n",
- " <td>0.848</td>\n",
- " <td>0.828</td>\n",
- " <td>2.37e-05</td>\n",
- " <td>0.291</td>\n",
- " <td>0.697</td>\n",
- " <td>0.813</td>\n",
- " <td>0.8</td>\n",
- " <td>0.698</td>\n",
+ " <td>0.879</td>\n",
+ " <td>0.0165</td>\n",
+ " <td>7.71e-06</td>\n",
+ " <td>0.000756</td>\n",
+ " <td>0.366</td>\n",
+ " <td>0.569</td>\n",
+ " <td>0.0848</td>\n",
+ " <td>0.3</td>\n",
+ " <td>0.399</td>\n",
+ " <td>0.382</td>\n",
" </tr>\n",
" <tr>\n",
" <th>key</th>\n",
- " <td>5</td>\n",
" <td>0</td>\n",
+ " <td>5</td>\n",
+ " <td>4</td>\n",
" <td>7</td>\n",
- " <td>9</td>\n",
+ " <td>2</td>\n",
+ " <td>2</td>\n",
" <td>7</td>\n",
- " <td>9</td>\n",
- " <td>9</td>\n",
- " <td>11</td>\n",
- " <td>5</td>\n",
+ " <td>3</td>\n",
" <td>11</td>\n",
+ " <td>9</td>\n",
" <td>...</td>\n",
- " <td>6</td>\n",
- " <td>6</td>\n",
- " <td>7</td>\n",
- " <td>0</td>\n",
- " <td>3</td>\n",
+ " <td>9</td>\n",
" <td>2</td>\n",
" <td>7</td>\n",
+ " <td>4</td>\n",
+ " <td>2</td>\n",
+ " <td>6</td>\n",
+ " <td>0</td>\n",
" <td>7</td>\n",
- " <td>2</td>\n",
- " <td>9</td>\n",
+ " <td>0</td>\n",
+ " <td>11</td>\n",
" </tr>\n",
" <tr>\n",
" <th>liveness</th>\n",
- " <td>0.0545</td>\n",
- " <td>0.103</td>\n",
- " <td>0.167</td>\n",
- " <td>0.18</td>\n",
- " <td>0.172</td>\n",
- " <td>0.155</td>\n",
- " <td>0.291</td>\n",
- " <td>0.195</td>\n",
- " <td>0.113</td>\n",
- " <td>0.111</td>\n",
- " <td>...</td>\n",
- " <td>0.11</td>\n",
- " <td>0.109</td>\n",
- " <td>0.305</td>\n",
- " <td>0.135</td>\n",
- " <td>0.0914</td>\n",
- " <td>0.34</td>\n",
+ " <td>0.0831</td>\n",
+ " <td>0.141</td>\n",
+ " <td>0.212</td>\n",
+ " <td>0.0896</td>\n",
+ " <td>0.0826</td>\n",
" <td>0.13</td>\n",
- " <td>0.106</td>\n",
- " <td>0.261</td>\n",
- " <td>0.607</td>\n",
+ " <td>0.191</td>\n",
+ " <td>0.0884</td>\n",
+ " <td>0.109</td>\n",
+ " <td>0.126</td>\n",
+ " <td>...</td>\n",
+ " <td>0.107</td>\n",
+ " <td>0.129</td>\n",
+ " <td>0.0883</td>\n",
+ " <td>0.333</td>\n",
+ " <td>0.322</td>\n",
+ " <td>0.187</td>\n",
+ " <td>0.175</td>\n",
+ " <td>0.118</td>\n",
+ " <td>0.111</td>\n",
+ " <td>0.24</td>\n",
" </tr>\n",
" <tr>\n",
" <th>loudness</th>\n",
- " <td>-6.501</td>\n",
- " <td>-8.916</td>\n",
- " <td>-11.353</td>\n",
- " <td>-9.018</td>\n",
- " <td>-9.129</td>\n",
- " <td>-14.99</td>\n",
- " <td>-5.491</td>\n",
- " <td>-7.476</td>\n",
- " <td>-10.654</td>\n",
- " <td>-9.813</td>\n",
+ " <td>-7.596</td>\n",
+ " <td>-10.993</td>\n",
+ " <td>-8.423</td>\n",
+ " <td>-11.521</td>\n",
+ " <td>-8.78</td>\n",
+ " <td>-17.536</td>\n",
+ " <td>-12.279</td>\n",
+ " <td>-9.804</td>\n",
+ " <td>-6.52</td>\n",
+ " <td>-13.207</td>\n",
" <td>...</td>\n",
- " <td>-11.645</td>\n",
- " <td>-21.359</td>\n",
- " <td>-9.931</td>\n",
- " <td>-10.543</td>\n",
- " <td>-7.8</td>\n",
- " <td>-12.124</td>\n",
- " <td>-16.128</td>\n",
- " <td>-16.341</td>\n",
- " <td>-7.313</td>\n",
- " <td>-8.013</td>\n",
+ " <td>-8.316</td>\n",
+ " <td>-10.059</td>\n",
+ " <td>-14.134</td>\n",
+ " <td>-10.772</td>\n",
+ " <td>-10.436</td>\n",
+ " <td>-8.868</td>\n",
+ " <td>-10.915</td>\n",
+ " <td>-10.256</td>\n",
+ " <td>-12.298</td>\n",
+ " <td>-10.739</td>\n",
" </tr>\n",
" <tr>\n",
" <th>mode</th>\n",
+ " <td>0</td>\n",
" <td>1</td>\n",
- " <td>1</td>\n",
- " <td>1</td>\n",
- " <td>1</td>\n",
- " <td>1</td>\n",
+ " <td>0</td>\n",
" <td>1</td>\n",
" <td>0</td>\n",
" <td>0</td>\n",
" <td>1</td>\n",
+ " <td>1</td>\n",
+ " <td>1</td>\n",
" <td>0</td>\n",
" <td>...</td>\n",
- " <td>0</td>\n",
" <td>1</td>\n",
- " <td>0</td>\n",
" <td>1</td>\n",
" <td>1</td>\n",
+ " <td>0</td>\n",
+ " <td>1</td>\n",
" <td>1</td>\n",
" <td>1</td>\n",
" <td>1</td>\n",
" </tr>\n",
" <tr>\n",
" <th>name</th>\n",
- " <td>Paranoid Android</td>\n",
- " <td>Subterranean Homesick Alien</td>\n",
- " <td>Exit Music (For a Film)</td>\n",
- " <td>Let Down</td>\n",
- " <td>Karma Police</td>\n",
- " <td>Fitter Happier</td>\n",
- " <td>Electioneering</td>\n",
- " <td>Climbing Up the Walls</td>\n",
- " <td>No Surprises</td>\n",
- " <td>Lucky</td>\n",
+ " <td>Bloom</td>\n",
+ " <td>Morning Mr Magpie</td>\n",
+ " <td>Little By Little</td>\n",
+ " <td>Feral</td>\n",
+ " <td>Lotus Flower</td>\n",
+ " <td>Codex</td>\n",
+ " <td>Give Up The Ghost</td>\n",
+ " <td>Separator</td>\n",
+ " <td>Burn the Witch</td>\n",
+ " <td>Daydreaming</td>\n",
" <td>...</td>\n",
- " <td>How To Disappear Completely</td>\n",
- " <td>Treefingers</td>\n",
- " <td>Optimistic</td>\n",
- " <td>In Limbo</td>\n",
- " <td>Idioteque</td>\n",
- " <td>Morning Bell</td>\n",
- " <td>Motion Picture Soundtrack</td>\n",
- " <td>Untitled</td>\n",
- " <td>Airbag</td>\n",
- " <td>Planet Telex</td>\n",
+ " <td>How Do You?</td>\n",
+ " <td>Stop Whispering</td>\n",
+ " <td>Thinking About You</td>\n",
+ " <td>Anyone Can Play Guitar</td>\n",
+ " <td>Ripcord</td>\n",
+ " <td>Vegetable</td>\n",
+ " <td>Prove Yourself</td>\n",
+ " <td>I Can't</td>\n",
+ " <td>Lurgee</td>\n",
+ " <td>Blow Out</td>\n",
" </tr>\n",
" <tr>\n",
" <th>popularity</th>\n",
- " <td>61</td>\n",
- " <td>50</td>\n",
- " <td>57</td>\n",
+ " <td>47</td>\n",
+ " <td>45</td>\n",
+ " <td>44</td>\n",
+ " <td>42</td>\n",
" <td>54</td>\n",
- " <td>67</td>\n",
- " <td>46</td>\n",
- " <td>48</td>\n",
- " <td>49</td>\n",
- " <td>65</td>\n",
- " <td>52</td>\n",
- " <td>...</td>\n",
- " <td>52</td>\n",
+ " <td>51</td>\n",
+ " <td>45</td>\n",
" <td>47</td>\n",
- " <td>48</td>\n",
+ " <td>62</td>\n",
+ " <td>60</td>\n",
+ " <td>...</td>\n",
+ " <td>41</td>\n",
+ " <td>44</td>\n",
" <td>45</td>\n",
- " <td>53</td>\n",
" <td>45</td>\n",
- " <td>50</td>\n",
- " <td>42</td>\n",
- " <td>53</td>\n",
- " <td>50</td>\n",
+ " <td>39</td>\n",
+ " <td>39</td>\n",
+ " <td>38</td>\n",
+ " <td>38</td>\n",
+ " <td>38</td>\n",
+ " <td>39</td>\n",
" </tr>\n",
" <tr>\n",
" <th>preview_url</th>\n",
- " <td>https://p.scdn.co/mp3-preview/d68bd7fa4f0bd86e...</td>\n",
- " <td>https://p.scdn.co/mp3-preview/1c569ba75765a530...</td>\n",
- " <td>https://p.scdn.co/mp3-preview/60c34f0bff7c5073...</td>\n",
- " <td>https://p.scdn.co/mp3-preview/68c98db9439a6627...</td>\n",
- " <td>https://p.scdn.co/mp3-preview/5a09f5390e2862af...</td>\n",
- " <td>https://p.scdn.co/mp3-preview/750e3f7cde8f9135...</td>\n",
- " <td>https://p.scdn.co/mp3-preview/f45691770c6e5fb1...</td>\n",
- " <td>https://p.scdn.co/mp3-preview/5b1e45987b96b274...</td>\n",
- " <td>https://p.scdn.co/mp3-preview/de1369604de29117...</td>\n",
- " <td>https://p.scdn.co/mp3-preview/2471315d277d1a81...</td>\n",
+ " <td>https://p.scdn.co/mp3-preview/1f06ac997e3f6e9b...</td>\n",
+ " <td>https://p.scdn.co/mp3-preview/88e1ea3713ddc68f...</td>\n",
+ " <td>https://p.scdn.co/mp3-preview/9677d537851e5091...</td>\n",
+ " <td>https://p.scdn.co/mp3-preview/9dc0af2fa010c41d...</td>\n",
+ " <td>https://p.scdn.co/mp3-preview/dead2fbe5cece1a2...</td>\n",
+ " <td>https://p.scdn.co/mp3-preview/1022e7001ecff7cf...</td>\n",
+ " <td>https://p.scdn.co/mp3-preview/16fb53b598cb153e...</td>\n",
+ " <td>https://p.scdn.co/mp3-preview/32f41947c08dae34...</td>\n",
+ " <td>https://p.scdn.co/mp3-preview/c5b0b198ee3f0459...</td>\n",
+ " <td>https://p.scdn.co/mp3-preview/fbf970f6ee1e7d84...</td>\n",
" <td>...</td>\n",
- " <td>https://p.scdn.co/mp3-preview/a7631fa65da16818...</td>\n",
- " <td>https://p.scdn.co/mp3-preview/5e8736b134c6e7ed...</td>\n",
- " <td>https://p.scdn.co/mp3-preview/e5a71bda0881bc08...</td>\n",
- " <td>https://p.scdn.co/mp3-preview/064459c760ca9917...</td>\n",
- " <td>https://p.scdn.co/mp3-preview/60519b188756b8af...</td>\n",
- " <td>https://p.scdn.co/mp3-preview/ba6c14284148fc52...</td>\n",
- " <td>https://p.scdn.co/mp3-preview/7fe3e39385451ae9...</td>\n",
- " <td>https://p.scdn.co/mp3-preview/081becd2c8928041...</td>\n",
- " <td>https://p.scdn.co/mp3-preview/d0f6278fcf67c3c7...</td>\n",
- " <td>https://p.scdn.co/mp3-preview/4635aeb3172535b2...</td>\n",
+ " <td>https://p.scdn.co/mp3-preview/b99a13688f7d39b0...</td>\n",
+ " <td>https://p.scdn.co/mp3-preview/397951413134fe02...</td>\n",
+ " <td>https://p.scdn.co/mp3-preview/ec90a4cef1ff0cbf...</td>\n",
+ " <td>https://p.scdn.co/mp3-preview/76e430500d399da2...</td>\n",
+ " <td>https://p.scdn.co/mp3-preview/a519caf188516bc5...</td>\n",
+ " <td>https://p.scdn.co/mp3-preview/22dd1bf01746cb6d...</td>\n",
+ " <td>https://p.scdn.co/mp3-preview/6d62fc6cd2849212...</td>\n",
+ " <td>https://p.scdn.co/mp3-preview/516d9e9499a86318...</td>\n",
+ " <td>https://p.scdn.co/mp3-preview/ae0de4e9b90a15a7...</td>\n",
+ " <td>https://p.scdn.co/mp3-preview/69a5564e6733d6d2...</td>\n",
" </tr>\n",
" <tr>\n",
" <th>speechiness</th>\n",
- " <td>0.0581</td>\n",
- " <td>0.0296</td>\n",
- " <td>0.0351</td>\n",
- " <td>0.031</td>\n",
- " <td>0.026</td>\n",
- " <td>0.242</td>\n",
- " <td>0.0743</td>\n",
- " <td>0.042</td>\n",
- " <td>0.0278</td>\n",
- " <td>0.0324</td>\n",
+ " <td>0.157</td>\n",
+ " <td>0.052</td>\n",
+ " <td>0.0376</td>\n",
+ " <td>0.0974</td>\n",
+ " <td>0.0321</td>\n",
+ " <td>0.0301</td>\n",
+ " <td>0.0299</td>\n",
+ " <td>0.056</td>\n",
+ " <td>0.0297</td>\n",
+ " <td>0.0323</td>\n",
" <td>...</td>\n",
- " <td>0.0344</td>\n",
- " <td>0.0354</td>\n",
- " <td>0.0371</td>\n",
- " <td>0.0317</td>\n",
- " <td>0.24</td>\n",
- " <td>0.0319</td>\n",
- " <td>0.0341</td>\n",
- " <td>0.067</td>\n",
- " <td>0.05</td>\n",
- " <td>0.109</td>\n",
+ " <td>0.084</td>\n",
+ " <td>0.0472</td>\n",
+ " <td>0.0331</td>\n",
+ " <td>0.0547</td>\n",
+ " <td>0.0548</td>\n",
+ " <td>0.0339</td>\n",
+ " <td>0.0611</td>\n",
+ " <td>0.0595</td>\n",
+ " <td>0.0268</td>\n",
+ " <td>0.0506</td>\n",
" </tr>\n",
" <tr>\n",
" <th>tempo</th>\n",
- " <td>163.704</td>\n",
- " <td>150.537</td>\n",
- " <td>121.603</td>\n",
- " <td>102.489</td>\n",
- " <td>74.807</td>\n",
- " <td>123.538</td>\n",
- " <td>77.555</td>\n",
- " <td>78.653</td>\n",
- " <td>76.426</td>\n",
- " <td>133.442</td>\n",
+ " <td>149.722</td>\n",
+ " <td>70.124</td>\n",
+ " <td>115.625</td>\n",
+ " <td>135.991</td>\n",
+ " <td>127.997</td>\n",
+ " <td>58.993</td>\n",
+ " <td>79.652</td>\n",
+ " <td>113.808</td>\n",
+ " <td>148.937</td>\n",
+ " <td>137.848</td>\n",
" <td>...</td>\n",
- " <td>102.041</td>\n",
- " <td>138.305</td>\n",
- " <td>157.957</td>\n",
- " <td>89.752</td>\n",
- " <td>137.544</td>\n",
- " <td>142.137</td>\n",
- " <td>93.668</td>\n",
- " <td>63.422</td>\n",
- " <td>167.946</td>\n",
- " <td>148.965</td>\n",
+ " <td>147.362</td>\n",
+ " <td>122.37</td>\n",
+ " <td>103.44</td>\n",
+ " <td>150.845</td>\n",
+ " <td>137.949</td>\n",
+ " <td>105.852</td>\n",
+ " <td>114.098</td>\n",
+ " <td>106.108</td>\n",
+ " <td>101.9</td>\n",
+ " <td>141.539</td>\n",
" </tr>\n",
" <tr>\n",
" <th>time_signature</th>\n",
" <td>4</td>\n",
- " <td>3</td>\n",
" <td>4</td>\n",
" <td>4</td>\n",
" <td>4</td>\n",
" <td>4</td>\n",
" <td>4</td>\n",
" <td>4</td>\n",
+ " <td>3</td>\n",
" <td>...</td>\n",
" <td>4</td>\n",
- " <td>3</td>\n",
" <td>4</td>\n",
" <td>4</td>\n",
- " <td>3</td>\n",
- " <td>5</td>\n",
" <td>4</td>\n",
- " <td>3</td>\n",
" <td>4</td>\n",
- " <td>3</td>\n",
+ " <td>4</td>\n",
+ " <td>4</td>\n",
+ " <td>4</td>\n",
+ " <td>4</td>\n",
+ " <td>4</td>\n",
" </tr>\n",
" <tr>\n",
" <th>track_href</th>\n",
- " <td>https://api.spotify.com/v1/tracks/2nTsKOXIVGDf...</td>\n",
- " <td>https://api.spotify.com/v1/tracks/19yGmm9FjEZd...</td>\n",
- " <td>https://api.spotify.com/v1/tracks/4Na0siMtWOW9...</td>\n",
- " <td>https://api.spotify.com/v1/tracks/4aOAzvRdOsZS...</td>\n",
- " <td>https://api.spotify.com/v1/tracks/3SVAN3BRByDm...</td>\n",
- " <td>https://api.spotify.com/v1/tracks/53aFGAl0Vebw...</td>\n",
- " <td>https://api.spotify.com/v1/tracks/6PBHfI3G8MlQ...</td>\n",
- " <td>https://api.spotify.com/v1/tracks/0R332cdlS9Ly...</td>\n",
- " <td>https://api.spotify.com/v1/tracks/1bSpwPhAxZwl...</td>\n",
- " <td>https://api.spotify.com/v1/tracks/6n7GUf2h8D2A...</td>\n",
+ " <td>https://api.spotify.com/v1/tracks/6tLALP9mi7Vb...</td>\n",
+ " <td>https://api.spotify.com/v1/tracks/3wxmJSQ3Z1Hf...</td>\n",
+ " <td>https://api.spotify.com/v1/tracks/4tCwsdqqG4jA...</td>\n",
+ " <td>https://api.spotify.com/v1/tracks/0eECFDnWy0Rd...</td>\n",
+ " <td>https://api.spotify.com/v1/tracks/1amSa5xo79zI...</td>\n",
+ " <td>https://api.spotify.com/v1/tracks/4sLGaMl33I6m...</td>\n",
+ " <td>https://api.spotify.com/v1/tracks/4OrGm3fBdhlX...</td>\n",
+ " <td>https://api.spotify.com/v1/tracks/2rA36OZNb3Lk...</td>\n",
+ " <td>https://api.spotify.com/v1/tracks/3pcCifdPTc2B...</td>\n",
+ " <td>https://api.spotify.com/v1/tracks/1uRxyAup7OYr...</td>\n",
" <td>...</td>\n",
- " <td>https://api.spotify.com/v1/tracks/69pwmeyvQMuH...</td>\n",
- " <td>https://api.spotify.com/v1/tracks/4DPQvbgSM0Id...</td>\n",
- " <td>https://api.spotify.com/v1/tracks/4DE6Wkt9fW7R...</td>\n",
- " <td>https://api.spotify.com/v1/tracks/1NgvIjkEjkhc...</td>\n",
- " <td>https://api.spotify.com/v1/tracks/7xqeIdLJSf3b...</td>\n",
- " <td>https://api.spotify.com/v1/tracks/1HQYo8C5L0qd...</td>\n",
- " <td>https://api.spotify.com/v1/tracks/0COiZ7ncho2y...</td>\n",
- " <td>https://api.spotify.com/v1/tracks/2YsJM80gRMAh...</td>\n",
- " <td>https://api.spotify.com/v1/tracks/3OsUjkcv1C1v...</td>\n",
- " <td>https://api.spotify.com/v1/tracks/05evePUsIT1c...</td>\n",
+ " <td>https://api.spotify.com/v1/tracks/71wIOoaoVMUw...</td>\n",
+ " <td>https://api.spotify.com/v1/tracks/2zYmvi3w2T8a...</td>\n",
+ " <td>https://api.spotify.com/v1/tracks/3ovbSnT5NNhl...</td>\n",
+ " <td>https://api.spotify.com/v1/tracks/4NUc1M0CS7b6...</td>\n",
+ " <td>https://api.spotify.com/v1/tracks/4nklmaiY4gfQ...</td>\n",
+ " <td>https://api.spotify.com/v1/tracks/11qDTSr3Dj4T...</td>\n",
+ " <td>https://api.spotify.com/v1/tracks/4D6ZExVvYLZx...</td>\n",
+ " <td>https://api.spotify.com/v1/tracks/48IEDejXX5LH...</td>\n",
+ " <td>https://api.spotify.com/v1/tracks/2B5P22cfUadA...</td>\n",
+ " <td>https://api.spotify.com/v1/tracks/6qttbImnJ5wu...</td>\n",
" </tr>\n",
" <tr>\n",
" <th>track_number</th>\n",
+ " <td>1</td>\n",
" <td>2</td>\n",
" <td>3</td>\n",
" <td>4</td>\n",
" <td>6</td>\n",
" <td>7</td>\n",
" <td>8</td>\n",
- " <td>9</td>\n",
- " <td>10</td>\n",
- " <td>11</td>\n",
+ " <td>1</td>\n",
+ " <td>2</td>\n",
" <td>...</td>\n",
+ " <td>3</td>\n",
" <td>4</td>\n",
" <td>5</td>\n",
" <td>6</td>\n",
" <td>9</td>\n",
" <td>10</td>\n",
" <td>11</td>\n",
- " <td>1</td>\n",
- " <td>1</td>\n",
+ " <td>12</td>\n",
" </tr>\n",
" <tr>\n",
" <th>type</th>\n",
" </tr>\n",
" <tr>\n",
" <th>uri</th>\n",
- " <td>spotify:track:2nTsKOXIVGDf2iPeVQO2Gm</td>\n",
- " <td>spotify:track:19yGmm9FjEZdZc5j98WDe4</td>\n",
- " <td>spotify:track:4Na0siMtWOW9pJoWJ1Ponv</td>\n",
- " <td>spotify:track:4aOAzvRdOsZSwZIgwcdeL0</td>\n",
- " <td>spotify:track:3SVAN3BRByDmHOhKyIDxfC</td>\n",
- " <td>spotify:track:53aFGAl0Vebwp2bo8wtdWR</td>\n",
- " <td>spotify:track:6PBHfI3G8MlQ8qdItoVoxL</td>\n",
- " <td>spotify:track:0R332cdlS9LyE0Ge2PSlVC</td>\n",
- " <td>spotify:track:1bSpwPhAxZwlR2enJJsv7U</td>\n",
- " <td>spotify:track:6n7GUf2h8D2Ad2wUy5s7nE</td>\n",
+ " <td>spotify:track:6tLALP9mi7VbNC7s16iBRK</td>\n",
+ " <td>spotify:track:3wxmJSQ3Z1HfAuxeHQoZcE</td>\n",
+ " <td>spotify:track:4tCwsdqqG4jASHhbsMHCx0</td>\n",
+ " <td>spotify:track:0eECFDnWy0RdjMmJ8NOeAL</td>\n",
+ " <td>spotify:track:1amSa5xo79zINsgrpNlNge</td>\n",
+ " <td>spotify:track:4sLGaMl33I6mcsk7u4xHAU</td>\n",
+ " <td>spotify:track:4OrGm3fBdhlXuHtRBoLUMW</td>\n",
+ " <td>spotify:track:2rA36OZNb3LkvqcNro1ugK</td>\n",
+ " <td>spotify:track:3pcCifdPTc2BbqmWpEhtUd</td>\n",
+ " <td>spotify:track:1uRxyAup7OYrlh2SHJb80N</td>\n",
" <td>...</td>\n",
- " <td>spotify:track:69pwmeyvQMuHMtkCmpEWhQ</td>\n",
- " <td>spotify:track:4DPQvbgSM0IdX4O3HOACwL</td>\n",
- " <td>spotify:track:4DE6Wkt9fW7R5e9gJGWQim</td>\n",
- " <td>spotify:track:1NgvIjkEjkhcIR1pp5Qsir</td>\n",
- " <td>spotify:track:7xqeIdLJSf3bgmZ7vUvHrE</td>\n",
- " <td>spotify:track:1HQYo8C5L0qd1p5f1anXPS</td>\n",
- " <td>spotify:track:0COiZ7ncho2yi4HotbzgPv</td>\n",
- " <td>spotify:track:2YsJM80gRMAhCikUkNZT3G</td>\n",
- " <td>spotify:track:3OsUjkcv1C1v5udFhgRSFg</td>\n",
- " <td>spotify:track:05evePUsIT1cmIURp1hgu6</td>\n",
+ " <td>spotify:track:71wIOoaoVMUwskK5yCXZL4</td>\n",
+ " <td>spotify:track:2zYmvi3w2T8a9Ckrv21bvW</td>\n",
+ " <td>spotify:track:3ovbSnT5NNhl1gzMcw1NRZ</td>\n",
+ " <td>spotify:track:4NUc1M0CS7b6zvWoyvibju</td>\n",
+ " <td>spotify:track:4nklmaiY4gfQI3SB1sLGsd</td>\n",
+ " <td>spotify:track:11qDTSr3Dj4TkPnBcIOqEJ</td>\n",
+ " <td>spotify:track:4D6ZExVvYLZxhcAvifX5px</td>\n",
+ " <td>spotify:track:48IEDejXX5LH8TAC3VIGpc</td>\n",
+ " <td>spotify:track:2B5P22cfUadACK7jLQegU6</td>\n",
+ " <td>spotify:track:6qttbImnJ5wuA8AtDKEy18</td>\n",
" </tr>\n",
" <tr>\n",
" <th>valence</th>\n",
- " <td>0.202</td>\n",
- " <td>0.337</td>\n",
- " <td>0.183</td>\n",
- " <td>0.131</td>\n",
- " <td>0.311</td>\n",
- " <td>0.728</td>\n",
- " <td>0.328</td>\n",
- " <td>0.211</td>\n",
- " <td>0.126</td>\n",
- " <td>0.195</td>\n",
+ " <td>0.325</td>\n",
+ " <td>0.407</td>\n",
+ " <td>0.602</td>\n",
+ " <td>0.751</td>\n",
+ " <td>0.603</td>\n",
+ " <td>0.0629</td>\n",
+ " <td>0.157</td>\n",
+ " <td>0.666</td>\n",
+ " <td>0.625</td>\n",
+ " <td>0.115</td>\n",
" <td>...</td>\n",
- " <td>0.202</td>\n",
- " <td>0.0585</td>\n",
- " <td>0.572</td>\n",
- " <td>0.49</td>\n",
- " <td>0.539</td>\n",
- " <td>0.39</td>\n",
- " <td>0.0425</td>\n",
- " <td>0.0782</td>\n",
- " <td>0.642</td>\n",
- " <td>0.272</td>\n",
+ " <td>0.264</td>\n",
+ " <td>0.279</td>\n",
+ " <td>0.419</td>\n",
+ " <td>0.544</td>\n",
+ " <td>0.258</td>\n",
+ " <td>0.399</td>\n",
+ " <td>0.278</td>\n",
+ " <td>0.269</td>\n",
+ " <td>0.389</td>\n",
+ " <td>0.287</td>\n",
" </tr>\n",
" </tbody>\n",
"</table>\n",
- "<p>33 rows × 146 columns</p>\n",
+ "<p>34 rows × 146 columns</p>\n",
"</div>"
],
"text/plain": [
" 0 \\\n",
- "_id 2nTsKOXIVGDf2iPeVQO2Gm \n",
- "acousticness 0.0377 \n",
- "album {'artists': [{'uri': 'spotify:artist:4Z8W4fKeB... \n",
- "analysis_url https://api.spotify.com/v1/audio-analysis/2nTs... \n",
+ "_id 6tLALP9mi7VbNC7s16iBRK \n",
+ "acousticness 0.62 \n",
+ "album {'artists': [{'href': 'https://api.spotify.com... \n",
+ "album_id 1DBkJIEoeHrTX4WCBQGcCi \n",
+ "analysis_url https://api.spotify.com/v1/audio-analysis/6tLA... \n",
"artist_id 4Z8W4fKeB5YxbusRsdQVPb \n",
"artist_name Radiohead \n",
- "artists [{'uri': 'spotify:artist:4Z8W4fKeB5YxbusRsdQVP... \n",
+ "artists [{'href': 'https://api.spotify.com/v1/artists/... \n",
"available_markets [AD, AR, AT, AU, BE, BG, BO, BR, CA, CH, CL, C... \n",
- "danceability 0.252 \n",
+ "danceability 0.518 \n",
"disc_number 1 \n",
- "duration_ms 387213 \n",
- "energy 0.849 \n",
+ "duration_ms 313671 \n",
+ "energy 0.959 \n",
"explicit False \n",
- "external_ids {'isrc': 'GBAYE9701376'} \n",
- "external_urls {'spotify': 'https://open.spotify.com/track/2n... \n",
- "href https://api.spotify.com/v1/tracks/2nTsKOXIVGDf... \n",
- "id 2nTsKOXIVGDf2iPeVQO2Gm \n",
- "instrumentalness 0.00592 \n",
- "key 5 \n",
- "liveness 0.0545 \n",
- "loudness -6.501 \n",
- "mode 1 \n",
- "name Paranoid Android \n",
- "popularity 61 \n",
- "preview_url https://p.scdn.co/mp3-preview/d68bd7fa4f0bd86e... \n",
- "speechiness 0.0581 \n",
- "tempo 163.704 \n",
+ "external_ids {'isrc': 'GBU4B1100003'} \n",
+ "external_urls {'spotify': 'https://open.spotify.com/track/6t... \n",
+ "href https://api.spotify.com/v1/tracks/6tLALP9mi7Vb... \n",
+ "id 6tLALP9mi7VbNC7s16iBRK \n",
+ "instrumentalness 0.884 \n",
+ "key 0 \n",
+ "liveness 0.0831 \n",
+ "loudness -7.596 \n",
+ "mode 0 \n",
+ "name Bloom \n",
+ "popularity 47 \n",
+ "preview_url https://p.scdn.co/mp3-preview/1f06ac997e3f6e9b... \n",
+ "speechiness 0.157 \n",
+ "tempo 149.722 \n",
"time_signature 4 \n",
- "track_href https://api.spotify.com/v1/tracks/2nTsKOXIVGDf... \n",
- "track_number 2 \n",
+ "track_href https://api.spotify.com/v1/tracks/6tLALP9mi7Vb... \n",
+ "track_number 1 \n",
"type audio_features \n",
- "uri spotify:track:2nTsKOXIVGDf2iPeVQO2Gm \n",
- "valence 0.202 \n",
+ "uri spotify:track:6tLALP9mi7VbNC7s16iBRK \n",
+ "valence 0.325 \n",
"\n",
" 1 \\\n",
- "_id 19yGmm9FjEZdZc5j98WDe4 \n",
- "acousticness 0.0498 \n",
- "album {'artists': [{'uri': 'spotify:artist:4Z8W4fKeB... \n",
- "analysis_url https://api.spotify.com/v1/audio-analysis/19yG... \n",
+ "_id 3wxmJSQ3Z1HfAuxeHQoZcE \n",
+ "acousticness 0.42 \n",
+ "album {'artists': [{'href': 'https://api.spotify.com... \n",
+ "album_id 1DBkJIEoeHrTX4WCBQGcCi \n",
+ "analysis_url https://api.spotify.com/v1/audio-analysis/3wxm... \n",
"artist_id 4Z8W4fKeB5YxbusRsdQVPb \n",
"artist_name Radiohead \n",
- "artists [{'uri': 'spotify:artist:4Z8W4fKeB5YxbusRsdQVP... \n",
+ "artists [{'href': 'https://api.spotify.com/v1/artists/... \n",
"available_markets [AD, AR, AT, AU, BE, BG, BO, BR, CA, CH, CL, C... \n",
- "danceability 0.316 \n",
+ "danceability 0.648 \n",
"disc_number 1 \n",
- "duration_ms 267693 \n",
- "energy 0.592 \n",
+ "duration_ms 280719 \n",
+ "energy 0.588 \n",
"explicit False \n",
- "external_ids {'isrc': 'GBAYE9701377'} \n",
- "external_urls {'spotify': 'https://open.spotify.com/track/19... \n",
- "href https://api.spotify.com/v1/tracks/19yGmm9FjEZd... \n",
- "id 19yGmm9FjEZdZc5j98WDe4 \n",
- "instrumentalness 0.00139 \n",
- "key 0 \n",
- "liveness 0.103 \n",
- "loudness -8.916 \n",
+ "external_ids {'isrc': 'GBU4B1100004'} \n",
+ "external_urls {'spotify': 'https://open.spotify.com/track/3w... \n",
+ "href https://api.spotify.com/v1/tracks/3wxmJSQ3Z1Hf... \n",
+ "id 3wxmJSQ3Z1HfAuxeHQoZcE \n",
+ "instrumentalness 0.84 \n",
+ "key 5 \n",
+ "liveness 0.141 \n",
+ "loudness -10.993 \n",
"mode 1 \n",
- "name Subterranean Homesick Alien \n",
- "popularity 50 \n",
- "preview_url https://p.scdn.co/mp3-preview/1c569ba75765a530... \n",
- "speechiness 0.0296 \n",
- "tempo 150.537 \n",
- "time_signature 3 \n",
- "track_href https://api.spotify.com/v1/tracks/19yGmm9FjEZd... \n",
- "track_number 3 \n",
+ "name Morning Mr Magpie \n",
+ "popularity 45 \n",
+ "preview_url https://p.scdn.co/mp3-preview/88e1ea3713ddc68f... \n",
+ "speechiness 0.052 \n",
+ "tempo 70.124 \n",
+ "time_signature 4 \n",
+ "track_href https://api.spotify.com/v1/tracks/3wxmJSQ3Z1Hf... \n",
+ "track_number 2 \n",
"type audio_features \n",
- "uri spotify:track:19yGmm9FjEZdZc5j98WDe4 \n",
- "valence 0.337 \n",
+ "uri spotify:track:3wxmJSQ3Z1HfAuxeHQoZcE \n",
+ "valence 0.407 \n",
"\n",
" 2 \\\n",
- "_id 4Na0siMtWOW9pJoWJ1Ponv \n",
- "acousticness 0.229 \n",
- "album {'artists': [{'uri': 'spotify:artist:4Z8W4fKeB... \n",
- "analysis_url https://api.spotify.com/v1/audio-analysis/4Na0... \n",
+ "_id 4tCwsdqqG4jASHhbsMHCx0 \n",
+ "acousticness 0.427 \n",
+ "album {'artists': [{'href': 'https://api.spotify.com... \n",
+ "album_id 1DBkJIEoeHrTX4WCBQGcCi \n",
+ "analysis_url https://api.spotify.com/v1/audio-analysis/4tCw... \n",
"artist_id 4Z8W4fKeB5YxbusRsdQVPb \n",
"artist_name Radiohead \n",
- "artists [{'uri': 'spotify:artist:4Z8W4fKeB5YxbusRsdQVP... \n",
+ "artists [{'href': 'https://api.spotify.com/v1/artists/... \n",
"available_markets [AD, AR, AT, AU, BE, BG, BO, BR, CA, CH, CL, C... \n",
- "danceability 0.293 \n",
+ "danceability 0.619 \n",
"disc_number 1 \n",
- "duration_ms 267187 \n",
- "energy 0.276 \n",
+ "duration_ms 267154 \n",
+ "energy 0.886 \n",
"explicit False \n",
- "external_ids {'isrc': 'GBAYE9701372'} \n",
- "external_urls {'spotify': 'https://open.spotify.com/track/4N... \n",
- "href https://api.spotify.com/v1/tracks/4Na0siMtWOW9... \n",
- "id 4Na0siMtWOW9pJoWJ1Ponv \n",
- "instrumentalness 0.119 \n",
- "key 7 \n",
- "liveness 0.167 \n",
- "loudness -11.353 \n",
- "mode 1 \n",
- "name Exit Music (For a Film) \n",
- "popularity 57 \n",
- "preview_url https://p.scdn.co/mp3-preview/60c34f0bff7c5073... \n",
- "speechiness 0.0351 \n",
- "tempo 121.603 \n",
+ "external_ids {'isrc': 'GBU4B1100005'} \n",
+ "external_urls {'spotify': 'https://open.spotify.com/track/4t... \n",
+ "href https://api.spotify.com/v1/tracks/4tCwsdqqG4jA... \n",
+ "id 4tCwsdqqG4jASHhbsMHCx0 \n",
+ "instrumentalness 0.411 \n",
+ "key 4 \n",
+ "liveness 0.212 \n",
+ "loudness -8.423 \n",
+ "mode 0 \n",
+ "name Little By Little \n",
+ "popularity 44 \n",
+ "preview_url https://p.scdn.co/mp3-preview/9677d537851e5091... \n",
+ "speechiness 0.0376 \n",
+ "tempo 115.625 \n",
"time_signature 4 \n",
- "track_href https://api.spotify.com/v1/tracks/4Na0siMtWOW9... \n",
- "track_number 4 \n",
+ "track_href https://api.spotify.com/v1/tracks/4tCwsdqqG4jA... \n",
+ "track_number 3 \n",
"type audio_features \n",
- "uri spotify:track:4Na0siMtWOW9pJoWJ1Ponv \n",
- "valence 0.183 \n",
+ "uri spotify:track:4tCwsdqqG4jASHhbsMHCx0 \n",
+ "valence 0.602 \n",
"\n",
" 3 \\\n",
- "_id 4aOAzvRdOsZSwZIgwcdeL0 \n",
- "acousticness 0.000124 \n",
- "album {'artists': [{'uri': 'spotify:artist:4Z8W4fKeB... \n",
- "analysis_url https://api.spotify.com/v1/audio-analysis/4aOA... \n",
+ "_id 0eECFDnWy0RdjMmJ8NOeAL \n",
+ "acousticness 0.00101 \n",
+ "album {'artists': [{'href': 'https://api.spotify.com... \n",
+ "album_id 1DBkJIEoeHrTX4WCBQGcCi \n",
+ "analysis_url https://api.spotify.com/v1/audio-analysis/0eEC... \n",
"artist_id 4Z8W4fKeB5YxbusRsdQVPb \n",
"artist_name Radiohead \n",
- "artists [{'uri': 'spotify:artist:4Z8W4fKeB5YxbusRsdQVP... \n",
+ "artists [{'href': 'https://api.spotify.com/v1/artists/... \n",
"available_markets [AD, AR, AT, AU, BE, BG, BO, BR, CA, CH, CL, C... \n",
- "danceability 0.352 \n",
+ "danceability 0.49 \n",
"disc_number 1 \n",
- "duration_ms 299560 \n",
- "energy 0.674 \n",
+ "duration_ms 192743 \n",
+ "energy 0.777 \n",
"explicit False \n",
- "external_ids {'isrc': 'GBAYE9701374'} \n",
- "external_urls {'spotify': 'https://open.spotify.com/track/4a... \n",
- "href https://api.spotify.com/v1/tracks/4aOAzvRdOsZS... \n",
- "id 4aOAzvRdOsZSwZIgwcdeL0 \n",
- "instrumentalness 0.12 \n",
- "key 9 \n",
- "liveness 0.18 \n",
- "loudness -9.018 \n",
+ "external_ids {'isrc': 'GBU4B1100006'} \n",
+ "external_urls {'spotify': 'https://open.spotify.com/track/0e... \n",
+ "href https://api.spotify.com/v1/tracks/0eECFDnWy0Rd... \n",
+ "id 0eECFDnWy0RdjMmJ8NOeAL \n",
+ "instrumentalness 0.898 \n",
+ "key 7 \n",
+ "liveness 0.0896 \n",
+ "loudness -11.521 \n",
"mode 1 \n",
- "name Let Down \n",
- "popularity 54 \n",
- "preview_url https://p.scdn.co/mp3-preview/68c98db9439a6627... \n",
- "speechiness 0.031 \n",
- "tempo 102.489 \n",
+ "name Feral \n",
+ "popularity 42 \n",
+ "preview_url https://p.scdn.co/mp3-preview/9dc0af2fa010c41d... \n",
+ "speechiness 0.0974 \n",
+ "tempo 135.991 \n",
"time_signature 4 \n",
- "track_href https://api.spotify.com/v1/tracks/4aOAzvRdOsZS... \n",
- "track_number 5 \n",
+ "track_href https://api.spotify.com/v1/tracks/0eECFDnWy0Rd... \n",
+ "track_number 4 \n",
"type audio_features \n",
- "uri spotify:track:4aOAzvRdOsZSwZIgwcdeL0 \n",
- "valence 0.131 \n",
+ "uri spotify:track:0eECFDnWy0RdjMmJ8NOeAL \n",
+ "valence 0.751 \n",
"\n",
" 4 \\\n",
- "_id 3SVAN3BRByDmHOhKyIDxfC \n",
- "acousticness 0.0626 \n",
- "album {'artists': [{'uri': 'spotify:artist:4Z8W4fKeB... \n",
- "analysis_url https://api.spotify.com/v1/audio-analysis/3SVA... \n",
+ "_id 1amSa5xo79zINsgrpNlNge \n",
+ "acousticness 0.0895 \n",
+ "album {'artists': [{'href': 'https://api.spotify.com... \n",
+ "album_id 1DBkJIEoeHrTX4WCBQGcCi \n",
+ "analysis_url https://api.spotify.com/v1/audio-analysis/1amS... \n",
"artist_id 4Z8W4fKeB5YxbusRsdQVPb \n",
"artist_name Radiohead \n",
- "artists [{'uri': 'spotify:artist:4Z8W4fKeB5YxbusRsdQVP... \n",
+ "artists [{'href': 'https://api.spotify.com/v1/artists/... \n",
"available_markets [AD, AR, AT, AU, BE, BG, BO, BR, CA, CH, CL, C... \n",
- "danceability 0.36 \n",
+ "danceability 0.721 \n",
"disc_number 1 \n",
- "duration_ms 264067 \n",
- "energy 0.505 \n",
+ "duration_ms 300219 \n",
+ "energy 0.676 \n",
"explicit False \n",
- "external_ids {'isrc': 'GBAYE9701368'} \n",
- "external_urls {'spotify': 'https://open.spotify.com/track/3S... \n",
- "href https://api.spotify.com/v1/tracks/3SVAN3BRByDm... \n",
- "id 3SVAN3BRByDmHOhKyIDxfC \n",
- "instrumentalness 9.22e-05 \n",
- "key 7 \n",
- "liveness 0.172 \n",
- "loudness -9.129 \n",
- "mode 1 \n",
- "name Karma Police \n",
- "popularity 67 \n",
- "preview_url https://p.scdn.co/mp3-preview/5a09f5390e2862af... \n",
- "speechiness 0.026 \n",
- "tempo 74.807 \n",
+ "external_ids {'isrc': 'GBU4B1100007'} \n",
+ "external_urls {'spotify': 'https://open.spotify.com/track/1a... \n",
+ "href https://api.spotify.com/v1/tracks/1amSa5xo79zI... \n",
+ "id 1amSa5xo79zINsgrpNlNge \n",
+ "instrumentalness 0.336 \n",
+ "key 2 \n",
+ "liveness 0.0826 \n",
+ "loudness -8.78 \n",
+ "mode 0 \n",
+ "name Lotus Flower \n",
+ "popularity 54 \n",
+ "preview_url https://p.scdn.co/mp3-preview/dead2fbe5cece1a2... \n",
+ "speechiness 0.0321 \n",
+ "tempo 127.997 \n",
"time_signature 4 \n",
- "track_href https://api.spotify.com/v1/tracks/3SVAN3BRByDm... \n",
- "track_number 6 \n",
+ "track_href https://api.spotify.com/v1/tracks/1amSa5xo79zI... \n",
+ "track_number 5 \n",
"type audio_features \n",
- "uri spotify:track:3SVAN3BRByDmHOhKyIDxfC \n",
- "valence 0.311 \n",
+ "uri spotify:track:1amSa5xo79zINsgrpNlNge \n",
+ "valence 0.603 \n",
"\n",
" 5 \\\n",
- "_id 53aFGAl0Vebwp2bo8wtdWR \n",
- "acousticness 0.813 \n",
- "album {'artists': [{'uri': 'spotify:artist:4Z8W4fKeB... \n",
- "analysis_url https://api.spotify.com/v1/audio-analysis/53aF... \n",
+ "_id 4sLGaMl33I6mcsk7u4xHAU \n",
+ "acousticness 0.841 \n",
+ "album {'artists': [{'href': 'https://api.spotify.com... \n",
+ "album_id 1DBkJIEoeHrTX4WCBQGcCi \n",
+ "analysis_url https://api.spotify.com/v1/audio-analysis/4sLG... \n",
"artist_id 4Z8W4fKeB5YxbusRsdQVPb \n",
"artist_name Radiohead \n",
- "artists [{'uri': 'spotify:artist:4Z8W4fKeB5YxbusRsdQVP... \n",
+ "artists [{'href': 'https://api.spotify.com/v1/artists/... \n",
"available_markets [AD, AR, AT, AU, BE, BG, BO, BR, CA, CH, CL, C... \n",
- "danceability 0.432 \n",
+ "danceability 0.327 \n",
"disc_number 1 \n",
- "duration_ms 117333 \n",
- "energy 0.391 \n",
+ "duration_ms 287067 \n",
+ "energy 0.128 \n",
"explicit False \n",
- "external_ids {'isrc': 'GBAYE9701373'} \n",
- "external_urls {'spotify': 'https://open.spotify.com/track/53... \n",
- "href https://api.spotify.com/v1/tracks/53aFGAl0Vebw... \n",
- "id 53aFGAl0Vebwp2bo8wtdWR \n",
- "instrumentalness 0.00363 \n",
- "key 9 \n",
- "liveness 0.155 \n",
- "loudness -14.99 \n",
- "mode 1 \n",
- "name Fitter Happier \n",
- "popularity 46 \n",
- "preview_url https://p.scdn.co/mp3-preview/750e3f7cde8f9135... \n",
- "speechiness 0.242 \n",
- "tempo 123.538 \n",
+ "external_ids {'isrc': 'GBU4B1100008'} \n",
+ "external_urls {'spotify': 'https://open.spotify.com/track/4s... \n",
+ "href https://api.spotify.com/v1/tracks/4sLGaMl33I6m... \n",
+ "id 4sLGaMl33I6mcsk7u4xHAU \n",
+ "instrumentalness 0.76 \n",
+ "key 2 \n",
+ "liveness 0.13 \n",
+ "loudness -17.536 \n",
+ "mode 0 \n",
+ "name Codex \n",
+ "popularity 51 \n",
+ "preview_url https://p.scdn.co/mp3-preview/1022e7001ecff7cf... \n",
+ "speechiness 0.0301 \n",
+ "tempo 58.993 \n",
"time_signature 4 \n",
- "track_href https://api.spotify.com/v1/tracks/53aFGAl0Vebw... \n",
- "track_number 7 \n",
+ "track_href https://api.spotify.com/v1/tracks/4sLGaMl33I6m... \n",
+ "track_number 6 \n",
"type audio_features \n",
- "uri spotify:track:53aFGAl0Vebwp2bo8wtdWR \n",
- "valence 0.728 \n",
+ "uri spotify:track:4sLGaMl33I6mcsk7u4xHAU \n",
+ "valence 0.0629 \n",
"\n",
" 6 \\\n",
- "_id 6PBHfI3G8MlQ8qdItoVoxL \n",
- "acousticness 0.00267 \n",
- "album {'artists': [{'uri': 'spotify:artist:4Z8W4fKeB... \n",
- "analysis_url https://api.spotify.com/v1/audio-analysis/6PBH... \n",
+ "_id 4OrGm3fBdhlXuHtRBoLUMW \n",
+ "acousticness 0.885 \n",
+ "album {'artists': [{'href': 'https://api.spotify.com... \n",
+ "album_id 1DBkJIEoeHrTX4WCBQGcCi \n",
+ "analysis_url https://api.spotify.com/v1/audio-analysis/4OrG... \n",
"artist_id 4Z8W4fKeB5YxbusRsdQVPb \n",
"artist_name Radiohead \n",
- "artists [{'uri': 'spotify:artist:4Z8W4fKeB5YxbusRsdQVP... \n",
+ "artists [{'href': 'https://api.spotify.com/v1/artists/... \n",
"available_markets [AD, AR, AT, AU, BE, BG, BO, BR, CA, CH, CL, C... \n",
- "danceability 0.185 \n",
+ "danceability 0.26 \n",
"disc_number 1 \n",
- "duration_ms 230627 \n",
- "energy 0.889 \n",
+ "duration_ms 290067 \n",
+ "energy 0.264 \n",
"explicit False \n",
- "external_ids {'isrc': 'GBAYE9701371'} \n",
- "external_urls {'spotify': 'https://open.spotify.com/track/6P... \n",
- "href https://api.spotify.com/v1/tracks/6PBHfI3G8MlQ... \n",
- "id 6PBHfI3G8MlQ8qdItoVoxL \n",
- "instrumentalness 0.0981 \n",
- "key 9 \n",
- "liveness 0.291 \n",
- "loudness -5.491 \n",
- "mode 0 \n",
- "name Electioneering \n",
- "popularity 48 \n",
- "preview_url https://p.scdn.co/mp3-preview/f45691770c6e5fb1... \n",
- "speechiness 0.0743 \n",
- "tempo 77.555 \n",
+ "external_ids {'isrc': 'GBU4B1100009'} \n",
+ "external_urls {'spotify': 'https://open.spotify.com/track/4O... \n",
+ "href https://api.spotify.com/v1/tracks/4OrGm3fBdhlX... \n",
+ "id 4OrGm3fBdhlXuHtRBoLUMW \n",
+ "instrumentalness 0.0799 \n",
+ "key 7 \n",
+ "liveness 0.191 \n",
+ "loudness -12.279 \n",
+ "mode 1 \n",
+ "name Give Up The Ghost \n",
+ "popularity 45 \n",
+ "preview_url https://p.scdn.co/mp3-preview/16fb53b598cb153e... \n",
+ "speechiness 0.0299 \n",
+ "tempo 79.652 \n",
"time_signature 4 \n",
- "track_href https://api.spotify.com/v1/tracks/6PBHfI3G8MlQ... \n",
- "track_number 8 \n",
+ "track_href https://api.spotify.com/v1/tracks/4OrGm3fBdhlX... \n",
+ "track_number 7 \n",
"type audio_features \n",
- "uri spotify:track:6PBHfI3G8MlQ8qdItoVoxL \n",
- "valence 0.328 \n",
+ "uri spotify:track:4OrGm3fBdhlXuHtRBoLUMW \n",
+ "valence 0.157 \n",
"\n",
" 7 \\\n",
- "_id 0R332cdlS9LyE0Ge2PSlVC \n",
- "acousticness 0.0971 \n",
- "album {'artists': [{'uri': 'spotify:artist:4Z8W4fKeB... \n",
- "analysis_url https://api.spotify.com/v1/audio-analysis/0R33... \n",
+ "_id 2rA36OZNb3LkvqcNro1ugK \n",
+ "acousticness 0.0395 \n",
+ "album {'artists': [{'href': 'https://api.spotify.com... \n",
+ "album_id 1DBkJIEoeHrTX4WCBQGcCi \n",
+ "analysis_url https://api.spotify.com/v1/audio-analysis/2rA3... \n",
"artist_id 4Z8W4fKeB5YxbusRsdQVPb \n",
"artist_name Radiohead \n",
- "artists [{'uri': 'spotify:artist:4Z8W4fKeB5YxbusRsdQVP... \n",
+ "artists [{'href': 'https://api.spotify.com/v1/artists/... \n",
"available_markets [AD, AR, AT, AU, BE, BG, BO, BR, CA, CH, CL, C... \n",
- "danceability 0.172 \n",
+ "danceability 0.693 \n",
"disc_number 1 \n",
- "duration_ms 285200 \n",
- "energy 0.655 \n",
+ "duration_ms 319249 \n",
+ "energy 0.776 \n",
"explicit False \n",
- "external_ids {'isrc': 'GBAYE9701370'} \n",
- "external_urls {'spotify': 'https://open.spotify.com/track/0R... \n",
- "href https://api.spotify.com/v1/tracks/0R332cdlS9Ly... \n",
- "id 0R332cdlS9LyE0Ge2PSlVC \n",
- "instrumentalness 0.128 \n",
- "key 11 \n",
- "liveness 0.195 \n",
- "loudness -7.476 \n",
- "mode 0 \n",
- "name Climbing Up the Walls \n",
- "popularity 49 \n",
- "preview_url https://p.scdn.co/mp3-preview/5b1e45987b96b274... \n",
- "speechiness 0.042 \n",
- "tempo 78.653 \n",
+ "external_ids {'isrc': 'GBU4B1100010'} \n",
+ "external_urls {'spotify': 'https://open.spotify.com/track/2r... \n",
+ "href https://api.spotify.com/v1/tracks/2rA36OZNb3Lk... \n",
+ "id 2rA36OZNb3LkvqcNro1ugK \n",
+ "instrumentalness 0.737 \n",
+ "key 3 \n",
+ "liveness 0.0884 \n",
+ "loudness -9.804 \n",
+ "mode 1 \n",
+ "name Separator \n",
+ "popularity 47 \n",
+ "preview_url https://p.scdn.co/mp3-preview/32f41947c08dae34... \n",
+ "speechiness 0.056 \n",
+ "tempo 113.808 \n",
"time_signature 4 \n",
- "track_href https://api.spotify.com/v1/tracks/0R332cdlS9Ly... \n",
- "track_number 9 \n",
+ "track_href https://api.spotify.com/v1/tracks/2rA36OZNb3Lk... \n",
+ "track_number 8 \n",
"type audio_features \n",
- "uri spotify:track:0R332cdlS9LyE0Ge2PSlVC \n",
- "valence 0.211 \n",
+ "uri spotify:track:2rA36OZNb3LkvqcNro1ugK \n",
+ "valence 0.666 \n",
"\n",
" 8 \\\n",
- "_id 1bSpwPhAxZwlR2enJJsv7U \n",
- "acousticness 0.0577 \n",
- "album {'artists': [{'uri': 'spotify:artist:4Z8W4fKeB... \n",
- "analysis_url https://api.spotify.com/v1/audio-analysis/1bSp... \n",
+ "_id 3pcCifdPTc2BbqmWpEhtUd \n",
+ "acousticness 0.303 \n",
+ "album {'artists': [{'href': 'https://api.spotify.com... \n",
+ "album_id 6vuykQgDLUCiZ7YggIpLM9 \n",
+ "analysis_url https://api.spotify.com/v1/audio-analysis/3pcC... \n",
"artist_id 4Z8W4fKeB5YxbusRsdQVPb \n",
"artist_name Radiohead \n",
- "artists [{'uri': 'spotify:artist:4Z8W4fKeB5YxbusRsdQVP... \n",
+ "artists [{'href': 'https://api.spotify.com/v1/artists/... \n",
"available_markets [AD, AR, AT, AU, BE, BG, BO, BR, CA, CH, CL, C... \n",
- "danceability 0.255 \n",
+ "danceability 0.541 \n",
"disc_number 1 \n",
- "duration_ms 229120 \n",
- "energy 0.393 \n",
+ "duration_ms 220609 \n",
+ "energy 0.847 \n",
"explicit False \n",
- "external_ids {'isrc': 'GBAYE9700386'} \n",
- "external_urls {'spotify': 'https://open.spotify.com/track/1b... \n",
- "href https://api.spotify.com/v1/tracks/1bSpwPhAxZwl... \n",
- "id 1bSpwPhAxZwlR2enJJsv7U \n",
- "instrumentalness 0.00361 \n",
- "key 5 \n",
- "liveness 0.113 \n",
- "loudness -10.654 \n",
+ "external_ids {'isrc': 'GBBKS1600071'} \n",
+ "external_urls {'spotify': 'https://open.spotify.com/track/3p... \n",
+ "href https://api.spotify.com/v1/tracks/3pcCifdPTc2B... \n",
+ "id 3pcCifdPTc2BbqmWpEhtUd \n",
+ "instrumentalness 0.271 \n",
+ "key 11 \n",
+ "liveness 0.109 \n",
+ "loudness -6.52 \n",
"mode 1 \n",
- "name No Surprises \n",
- "popularity 65 \n",
- "preview_url https://p.scdn.co/mp3-preview/de1369604de29117... \n",
- "speechiness 0.0278 \n",
- "tempo 76.426 \n",
+ "name Burn the Witch \n",
+ "popularity 62 \n",
+ "preview_url https://p.scdn.co/mp3-preview/c5b0b198ee3f0459... \n",
+ "speechiness 0.0297 \n",
+ "tempo 148.937 \n",
"time_signature 4 \n",
- "track_href https://api.spotify.com/v1/tracks/1bSpwPhAxZwl... \n",
- "track_number 10 \n",
+ "track_href https://api.spotify.com/v1/tracks/3pcCifdPTc2B... \n",
+ "track_number 1 \n",
"type audio_features \n",
- "uri spotify:track:1bSpwPhAxZwlR2enJJsv7U \n",
- "valence 0.126 \n",
+ "uri spotify:track:3pcCifdPTc2BbqmWpEhtUd \n",
+ "valence 0.625 \n",
"\n",
" 9 \\\n",
- "_id 6n7GUf2h8D2Ad2wUy5s7nE \n",
- "acousticness 0.053 \n",
- "album {'artists': [{'uri': 'spotify:artist:4Z8W4fKeB... \n",
- "analysis_url https://api.spotify.com/v1/audio-analysis/6n7G... \n",
+ "_id 1uRxyAup7OYrlh2SHJb80N \n",
+ "acousticness 0.968 \n",
+ "album {'artists': [{'href': 'https://api.spotify.com... \n",
+ "album_id 6vuykQgDLUCiZ7YggIpLM9 \n",
+ "analysis_url https://api.spotify.com/v1/audio-analysis/1uRx... \n",
"artist_id 4Z8W4fKeB5YxbusRsdQVPb \n",
"artist_name Radiohead \n",
- "artists [{'uri': 'spotify:artist:4Z8W4fKeB5YxbusRsdQVP... \n",
+ "artists [{'href': 'https://api.spotify.com/v1/artists/... \n",
"available_markets [AD, AR, AT, AU, BE, BG, BO, BR, CA, CH, CL, C... \n",
- "danceability 0.206 \n",
+ "danceability 0.299 \n",
"disc_number 1 \n",
- "duration_ms 258813 \n",
- "energy 0.4 \n",
+ "duration_ms 384439 \n",
+ "energy 0.263 \n",
"explicit False \n",
- "external_ids {'isrc': 'GBAYE9701375'} \n",
- "external_urls {'spotify': 'https://open.spotify.com/track/6n... \n",
- "href https://api.spotify.com/v1/tracks/6n7GUf2h8D2A... \n",
- "id 6n7GUf2h8D2Ad2wUy5s7nE \n",
- "instrumentalness 0.638 \n",
- "key 11 \n",
- "liveness 0.111 \n",
- "loudness -9.813 \n",
+ "external_ids {'isrc': 'GBBKS1600072'} \n",
+ "external_urls {'spotify': 'https://open.spotify.com/track/1u... \n",
+ "href https://api.spotify.com/v1/tracks/1uRxyAup7OYr... \n",
+ "id 1uRxyAup7OYrlh2SHJb80N \n",
+ "instrumentalness 0.857 \n",
+ "key 9 \n",
+ "liveness 0.126 \n",
+ "loudness -13.207 \n",
"mode 0 \n",
- "name Lucky \n",
- "popularity 52 \n",
- "preview_url https://p.scdn.co/mp3-preview/2471315d277d1a81... \n",
- "speechiness 0.0324 \n",
- "tempo 133.442 \n",
- "time_signature 4 \n",
- "track_href https://api.spotify.com/v1/tracks/6n7GUf2h8D2A... \n",
- "track_number 11 \n",
+ "name Daydreaming \n",
+ "popularity 60 \n",
+ "preview_url https://p.scdn.co/mp3-preview/fbf970f6ee1e7d84... \n",
+ "speechiness 0.0323 \n",
+ "tempo 137.848 \n",
+ "time_signature 3 \n",
+ "track_href https://api.spotify.com/v1/tracks/1uRxyAup7OYr... \n",
+ "track_number 2 \n",
"type audio_features \n",
- "uri spotify:track:6n7GUf2h8D2Ad2wUy5s7nE \n",
- "valence 0.195 \n",
+ "uri spotify:track:1uRxyAup7OYrlh2SHJb80N \n",
+ "valence 0.115 \n",
"\n",
" ... \\\n",
"_id ... \n",
"acousticness ... \n",
"album ... \n",
+ "album_id ... \n",
"analysis_url ... \n",
"artist_id ... \n",
"artist_name ... \n",
"valence ... \n",
"\n",
" 136 \\\n",
- "_id 69pwmeyvQMuHMtkCmpEWhQ \n",
- "acousticness 0.315 \n",
- "album {'artists': [{'uri': 'spotify:artist:4Z8W4fKeB... \n",
- "analysis_url https://api.spotify.com/v1/audio-analysis/69pw... \n",
+ "_id 71wIOoaoVMUwskK5yCXZL4 \n",
+ "acousticness 0.000659 \n",
+ "album {'artists': [{'href': 'https://api.spotify.com... \n",
+ "album_id 6400dnyeDyD2mIFHfkwHXN \n",
+ "analysis_url https://api.spotify.com/v1/audio-analysis/71wI... \n",
"artist_id 4Z8W4fKeB5YxbusRsdQVPb \n",
"artist_name Radiohead \n",
- "artists [{'uri': 'spotify:artist:4Z8W4fKeB5YxbusRsdQVP... \n",
+ "artists [{'href': 'https://api.spotify.com/v1/artists/... \n",
"available_markets [AD, AR, AT, AU, BE, BG, BO, BR, CA, CH, CL, C... \n",
- "danceability 0.168 \n",
+ "danceability 0.185 \n",
"disc_number 1 \n",
- "duration_ms 356333 \n",
- "energy 0.302 \n",
+ "duration_ms 132173 \n",
+ "energy 0.964 \n",
"explicit False \n",
- "external_ids {'isrc': 'GBAYE0000813'} \n",
- "external_urls {'spotify': 'https://open.spotify.com/track/69... \n",
- "href https://api.spotify.com/v1/tracks/69pwmeyvQMuH... \n",
- "id 69pwmeyvQMuHMtkCmpEWhQ \n",
- "instrumentalness 0.79 \n",
- "key 6 \n",
- "liveness 0.11 \n",
- "loudness -11.645 \n",
- "mode 0 \n",
- "name How To Disappear Completely \n",
- "popularity 52 \n",
- "preview_url https://p.scdn.co/mp3-preview/a7631fa65da16818... \n",
- "speechiness 0.0344 \n",
- "tempo 102.041 \n",
+ "external_ids {'isrc': 'GBAYE9300105'} \n",
+ "external_urls {'spotify': 'https://open.spotify.com/track/71... \n",
+ "href https://api.spotify.com/v1/tracks/71wIOoaoVMUw... \n",
+ "id 71wIOoaoVMUwskK5yCXZL4 \n",
+ "instrumentalness 0.879 \n",
+ "key 9 \n",
+ "liveness 0.107 \n",
+ "loudness -8.316 \n",
+ "mode 1 \n",
+ "name How Do You? \n",
+ "popularity 41 \n",
+ "preview_url https://p.scdn.co/mp3-preview/b99a13688f7d39b0... \n",
+ "speechiness 0.084 \n",
+ "tempo 147.362 \n",
"time_signature 4 \n",
- "track_href https://api.spotify.com/v1/tracks/69pwmeyvQMuH... \n",
- "track_number 4 \n",
+ "track_href https://api.spotify.com/v1/tracks/71wIOoaoVMUw... \n",
+ "track_number 3 \n",
"type audio_features \n",
- "uri spotify:track:69pwmeyvQMuHMtkCmpEWhQ \n",
- "valence 0.202 \n",
+ "uri spotify:track:71wIOoaoVMUwskK5yCXZL4 \n",
+ "valence 0.264 \n",
"\n",
" 137 \\\n",
- "_id 4DPQvbgSM0IdX4O3HOACwL \n",
- "acousticness 0.827 \n",
- "album {'artists': [{'uri': 'spotify:artist:4Z8W4fKeB... \n",
- "analysis_url https://api.spotify.com/v1/audio-analysis/4DPQ... \n",
+ "_id 2zYmvi3w2T8a9Ckrv21bvW \n",
+ "acousticness 0.000849 \n",
+ "album {'artists': [{'href': 'https://api.spotify.com... \n",
+ "album_id 6400dnyeDyD2mIFHfkwHXN \n",
+ "analysis_url https://api.spotify.com/v1/audio-analysis/2zYm... \n",
"artist_id 4Z8W4fKeB5YxbusRsdQVPb \n",
"artist_name Radiohead \n",
- "artists [{'uri': 'spotify:artist:4Z8W4fKeB5YxbusRsdQVP... \n",
+ "artists [{'href': 'https://api.spotify.com/v1/artists/... \n",
"available_markets [AD, AR, AT, AU, BE, BG, BO, BR, CA, CH, CL, C... \n",
- "danceability 0.157 \n",
+ "danceability 0.212 \n",
"disc_number 1 \n",
- "duration_ms 222600 \n",
- "energy 0.145 \n",
+ "duration_ms 325627 \n",
+ "energy 0.696 \n",
"explicit False \n",
- "external_ids {'isrc': 'GBAYE0000814'} \n",
- "external_urls {'spotify': 'https://open.spotify.com/track/4D... \n",
- "href https://api.spotify.com/v1/tracks/4DPQvbgSM0Id... \n",
- "id 4DPQvbgSM0IdX4O3HOACwL \n",
- "instrumentalness 0.886 \n",
- "key 6 \n",
- "liveness 0.109 \n",
- "loudness -21.359 \n",
+ "external_ids {'isrc': 'GBAYE9300106'} \n",
+ "external_urls {'spotify': 'https://open.spotify.com/track/2z... \n",
+ "href https://api.spotify.com/v1/tracks/2zYmvi3w2T8a... \n",
+ "id 2zYmvi3w2T8a9Ckrv21bvW \n",
+ "instrumentalness 0.0165 \n",
+ "key 2 \n",
+ "liveness 0.129 \n",
+ "loudness -10.059 \n",
"mode 1 \n",
- "name Treefingers \n",
- "popularity 47 \n",
- "preview_url https://p.scdn.co/mp3-preview/5e8736b134c6e7ed... \n",
- "speechiness 0.0354 \n",
- "tempo 138.305 \n",
- "time_signature 3 \n",
- "track_href https://api.spotify.com/v1/tracks/4DPQvbgSM0Id... \n",
- "track_number 5 \n",
+ "name Stop Whispering \n",
+ "popularity 44 \n",
+ "preview_url https://p.scdn.co/mp3-preview/397951413134fe02... \n",
+ "speechiness 0.0472 \n",
+ "tempo 122.37 \n",
+ "time_signature 4 \n",
+ "track_href https://api.spotify.com/v1/tracks/2zYmvi3w2T8a... \n",
+ "track_number 4 \n",
"type audio_features \n",
- "uri spotify:track:4DPQvbgSM0IdX4O3HOACwL \n",
- "valence 0.0585 \n",
+ "uri spotify:track:2zYmvi3w2T8a9Ckrv21bvW \n",
+ "valence 0.279 \n",
"\n",
" 138 \\\n",
- "_id 4DE6Wkt9fW7R5e9gJGWQim \n",
- "acousticness 0.0496 \n",
- "album {'artists': [{'uri': 'spotify:artist:4Z8W4fKeB... \n",
- "analysis_url https://api.spotify.com/v1/audio-analysis/4DE6... \n",
+ "_id 3ovbSnT5NNhl1gzMcw1NRZ \n",
+ "acousticness 0.704 \n",
+ "album {'artists': [{'href': 'https://api.spotify.com... \n",
+ "album_id 6400dnyeDyD2mIFHfkwHXN \n",
+ "analysis_url https://api.spotify.com/v1/audio-analysis/3ovb... \n",
"artist_id 4Z8W4fKeB5YxbusRsdQVPb \n",
"artist_name Radiohead \n",
- "artists [{'uri': 'spotify:artist:4Z8W4fKeB5YxbusRsdQVP... \n",
+ "artists [{'href': 'https://api.spotify.com/v1/artists/... \n",
"available_markets [AD, AR, AT, AU, BE, BG, BO, BR, CA, CH, CL, C... \n",
- "danceability 0.403 \n",
+ "danceability 0.364 \n",
"disc_number 1 \n",
- "duration_ms 315973 \n",
- "energy 0.757 \n",
+ "duration_ms 161533 \n",
+ "energy 0.37 \n",
"explicit False \n",
- "external_ids {'isrc': 'GBAYE0001033'} \n",
- "external_urls {'spotify': 'https://open.spotify.com/track/4D... \n",
- "href https://api.spotify.com/v1/tracks/4DE6Wkt9fW7R... \n",
- "id 4DE6Wkt9fW7R5e9gJGWQim \n",
- "instrumentalness 0.848 \n",
+ "external_ids {'isrc': 'GBAYE9200114'} \n",
+ "external_urls {'spotify': 'https://open.spotify.com/track/3o... \n",
+ "href https://api.spotify.com/v1/tracks/3ovbSnT5NNhl... \n",
+ "id 3ovbSnT5NNhl1gzMcw1NRZ \n",
+ "instrumentalness 7.71e-06 \n",
"key 7 \n",
- "liveness 0.305 \n",
- "loudness -9.931 \n",
- "mode 0 \n",
- "name Optimistic \n",
- "popularity 48 \n",
- "preview_url https://p.scdn.co/mp3-preview/e5a71bda0881bc08... \n",
- "speechiness 0.0371 \n",
- "tempo 157.957 \n",
+ "liveness 0.0883 \n",
+ "loudness -14.134 \n",
+ "mode 1 \n",
+ "name Thinking About You \n",
+ "popularity 45 \n",
+ "preview_url https://p.scdn.co/mp3-preview/ec90a4cef1ff0cbf... \n",
+ "speechiness 0.0331 \n",
+ "tempo 103.44 \n",
"time_signature 4 \n",
- "track_href https://api.spotify.com/v1/tracks/4DE6Wkt9fW7R... \n",
- "track_number 6 \n",
+ "track_href https://api.spotify.com/v1/tracks/3ovbSnT5NNhl... \n",
+ "track_number 5 \n",
"type audio_features \n",
- "uri spotify:track:4DE6Wkt9fW7R5e9gJGWQim \n",
- "valence 0.572 \n",
+ "uri spotify:track:3ovbSnT5NNhl1gzMcw1NRZ \n",
+ "valence 0.419 \n",
"\n",
" 139 \\\n",
- "_id 1NgvIjkEjkhcIR1pp5Qsir \n",
- "acousticness 0.674 \n",
- "album {'artists': [{'uri': 'spotify:artist:4Z8W4fKeB... \n",
- "analysis_url https://api.spotify.com/v1/audio-analysis/1Ngv... \n",
+ "_id 4NUc1M0CS7b6zvWoyvibju \n",
+ "acousticness 0.000101 \n",
+ "album {'artists': [{'href': 'https://api.spotify.com... \n",
+ "album_id 6400dnyeDyD2mIFHfkwHXN \n",
+ "analysis_url https://api.spotify.com/v1/audio-analysis/4NUc... \n",
"artist_id 4Z8W4fKeB5YxbusRsdQVPb \n",
"artist_name Radiohead \n",
- "artists [{'uri': 'spotify:artist:4Z8W4fKeB5YxbusRsdQVP... \n",
+ "artists [{'href': 'https://api.spotify.com/v1/artists/... \n",
"available_markets [AD, AR, AT, AU, BE, BG, BO, BR, CA, CH, CL, C... \n",
- "danceability 0.375 \n",
+ "danceability 0.294 \n",
"disc_number 1 \n",
- "duration_ms 211000 \n",
- "energy 0.634 \n",
+ "duration_ms 217800 \n",
+ "energy 0.813 \n",
"explicit False \n",
- "external_ids {'isrc': 'GBAYE0000816'} \n",
- "external_urls {'spotify': 'https://open.spotify.com/track/1N... \n",
- "href https://api.spotify.com/v1/tracks/1NgvIjkEjkhc... \n",
- "id 1NgvIjkEjkhcIR1pp5Qsir \n",
- "instrumentalness 0.828 \n",
- "key 0 \n",
- "liveness 0.135 \n",
- "loudness -10.543 \n",
- "mode 1 \n",
- "name In Limbo \n",
+ "external_ids {'isrc': 'GBAYE9300107'} \n",
+ "external_urls {'spotify': 'https://open.spotify.com/track/4N... \n",
+ "href https://api.spotify.com/v1/tracks/4NUc1M0CS7b6... \n",
+ "id 4NUc1M0CS7b6zvWoyvibju \n",
+ "instrumentalness 0.000756 \n",
+ "key 4 \n",
+ "liveness 0.333 \n",
+ "loudness -10.772 \n",
+ "mode 0 \n",
+ "name Anyone Can Play Guitar \n",
"popularity 45 \n",
- "preview_url https://p.scdn.co/mp3-preview/064459c760ca9917... \n",
- "speechiness 0.0317 \n",
- "tempo 89.752 \n",
+ "preview_url https://p.scdn.co/mp3-preview/76e430500d399da2... \n",
+ "speechiness 0.0547 \n",
+ "tempo 150.845 \n",
"time_signature 4 \n",
- "track_href https://api.spotify.com/v1/tracks/1NgvIjkEjkhc... \n",
- "track_number 7 \n",
+ "track_href https://api.spotify.com/v1/tracks/4NUc1M0CS7b6... \n",
+ "track_number 6 \n",
"type audio_features \n",
- "uri spotify:track:1NgvIjkEjkhcIR1pp5Qsir \n",
- "valence 0.49 \n",
+ "uri spotify:track:4NUc1M0CS7b6zvWoyvibju \n",
+ "valence 0.544 \n",
"\n",
" 140 \\\n",
- "_id 7xqeIdLJSf3bgmZ7vUvHrE \n",
- "acousticness 0.0352 \n",
- "album {'artists': [{'uri': 'spotify:artist:4Z8W4fKeB... \n",
- "analysis_url https://api.spotify.com/v1/audio-analysis/7xqe... \n",
+ "_id 4nklmaiY4gfQI3SB1sLGsd \n",
+ "acousticness 1.93e-05 \n",
+ "album {'artists': [{'href': 'https://api.spotify.com... \n",
+ "album_id 6400dnyeDyD2mIFHfkwHXN \n",
+ "analysis_url https://api.spotify.com/v1/audio-analysis/4nkl... \n",
"artist_id 4Z8W4fKeB5YxbusRsdQVPb \n",
"artist_name Radiohead \n",
- "artists [{'uri': 'spotify:artist:4Z8W4fKeB5YxbusRsdQVP... \n",
+ "artists [{'href': 'https://api.spotify.com/v1/artists/... \n",
"available_markets [AD, AR, AT, AU, BE, BG, BO, BR, CA, CH, CL, C... \n",
- "danceability 0.615 \n",
+ "danceability 0.256 \n",
"disc_number 1 \n",
- "duration_ms 309093 \n",
- "energy 0.931 \n",
+ "duration_ms 189733 \n",
+ "energy 0.906 \n",
"explicit False \n",
- "external_ids {'isrc': 'GBAYE0000817'} \n",
- "external_urls {'spotify': 'https://open.spotify.com/track/7x... \n",
- "href https://api.spotify.com/v1/tracks/7xqeIdLJSf3b... \n",
- "id 7xqeIdLJSf3bgmZ7vUvHrE \n",
- "instrumentalness 2.37e-05 \n",
- "key 3 \n",
- "liveness 0.0914 \n",
- "loudness -7.8 \n",
+ "external_ids {'isrc': 'GBAYE9300108'} \n",
+ "external_urls {'spotify': 'https://open.spotify.com/track/4n... \n",
+ "href https://api.spotify.com/v1/tracks/4nklmaiY4gfQ... \n",
+ "id 4nklmaiY4gfQI3SB1sLGsd \n",
+ "instrumentalness 0.366 \n",
+ "key 2 \n",
+ "liveness 0.322 \n",
+ "loudness -10.436 \n",
"mode 1 \n",
- "name Idioteque \n",
- "popularity 53 \n",
- "preview_url https://p.scdn.co/mp3-preview/60519b188756b8af... \n",
- "speechiness 0.24 \n",
- "tempo 137.544 \n",
- "time_signature 3 \n",
- "track_href https://api.spotify.com/v1/tracks/7xqeIdLJSf3b... \n",
- "track_number 8 \n",
+ "name Ripcord \n",
+ "popularity 39 \n",
+ "preview_url https://p.scdn.co/mp3-preview/a519caf188516bc5... \n",
+ "speechiness 0.0548 \n",
+ "tempo 137.949 \n",
+ "time_signature 4 \n",
+ "track_href https://api.spotify.com/v1/tracks/4nklmaiY4gfQ... \n",
+ "track_number 7 \n",
"type audio_features \n",
- "uri spotify:track:7xqeIdLJSf3bgmZ7vUvHrE \n",
- "valence 0.539 \n",
+ "uri spotify:track:4nklmaiY4gfQI3SB1sLGsd \n",
+ "valence 0.258 \n",
"\n",
" 141 \\\n",
- "_id 1HQYo8C5L0qd1p5f1anXPS \n",
- "acousticness 0.719 \n",
- "album {'artists': [{'uri': 'spotify:artist:4Z8W4fKeB... \n",
- "analysis_url https://api.spotify.com/v1/audio-analysis/1HQY... \n",
+ "_id 11qDTSr3Dj4TkPnBcIOqEJ \n",
+ "acousticness 0.00281 \n",
+ "album {'artists': [{'href': 'https://api.spotify.com... \n",
+ "album_id 6400dnyeDyD2mIFHfkwHXN \n",
+ "analysis_url https://api.spotify.com/v1/audio-analysis/11qD... \n",
"artist_id 4Z8W4fKeB5YxbusRsdQVPb \n",
"artist_name Radiohead \n",
- "artists [{'uri': 'spotify:artist:4Z8W4fKeB5YxbusRsdQVP... \n",
+ "artists [{'href': 'https://api.spotify.com/v1/artists/... \n",
"available_markets [AD, AR, AT, AU, BE, BG, BO, BR, CA, CH, CL, C... \n",
- "danceability 0.645 \n",
+ "danceability 0.384 \n",
"disc_number 1 \n",
- "duration_ms 275800 \n",
- "energy 0.462 \n",
+ "duration_ms 192667 \n",
+ "energy 0.717 \n",
"explicit False \n",
- "external_ids {'isrc': 'GBAYE0000818'} \n",
- "external_urls {'spotify': 'https://open.spotify.com/track/1H... \n",
- "href https://api.spotify.com/v1/tracks/1HQYo8C5L0qd... \n",
- "id 1HQYo8C5L0qd1p5f1anXPS \n",
- "instrumentalness 0.291 \n",
- "key 2 \n",
- "liveness 0.34 \n",
- "loudness -12.124 \n",
+ "external_ids {'isrc': 'GBAYE9300109'} \n",
+ "external_urls {'spotify': 'https://open.spotify.com/track/11... \n",
+ "href https://api.spotify.com/v1/tracks/11qDTSr3Dj4T... \n",
+ "id 11qDTSr3Dj4TkPnBcIOqEJ \n",
+ "instrumentalness 0.569 \n",
+ "key 6 \n",
+ "liveness 0.187 \n",
+ "loudness -8.868 \n",
"mode 1 \n",
- "name Morning Bell \n",
- "popularity 45 \n",
- "preview_url https://p.scdn.co/mp3-preview/ba6c14284148fc52... \n",
- "speechiness 0.0319 \n",
- "tempo 142.137 \n",
- "time_signature 5 \n",
- "track_href https://api.spotify.com/v1/tracks/1HQYo8C5L0qd... \n",
- "track_number 9 \n",
+ "name Vegetable \n",
+ "popularity 39 \n",
+ "preview_url https://p.scdn.co/mp3-preview/22dd1bf01746cb6d... \n",
+ "speechiness 0.0339 \n",
+ "tempo 105.852 \n",
+ "time_signature 4 \n",
+ "track_href https://api.spotify.com/v1/tracks/11qDTSr3Dj4T... \n",
+ "track_number 8 \n",
"type audio_features \n",
- "uri spotify:track:1HQYo8C5L0qd1p5f1anXPS \n",
- "valence 0.39 \n",
+ "uri spotify:track:11qDTSr3Dj4TkPnBcIOqEJ \n",
+ "valence 0.399 \n",
"\n",
" 142 \\\n",
- "_id 0COiZ7ncho2yi4HotbzgPv \n",
- "acousticness 0.921 \n",
- "album {'artists': [{'uri': 'spotify:artist:4Z8W4fKeB... \n",
- "analysis_url https://api.spotify.com/v1/audio-analysis/0COi... \n",
+ "_id 4D6ZExVvYLZxhcAvifX5px \n",
+ "acousticness 0.000849 \n",
+ "album {'artists': [{'href': 'https://api.spotify.com... \n",
+ "album_id 6400dnyeDyD2mIFHfkwHXN \n",
+ "analysis_url https://api.spotify.com/v1/audio-analysis/4D6Z... \n",
"artist_id 4Z8W4fKeB5YxbusRsdQVPb \n",
"artist_name Radiohead \n",
- "artists [{'uri': 'spotify:artist:4Z8W4fKeB5YxbusRsdQVP... \n",
+ "artists [{'href': 'https://api.spotify.com/v1/artists/... \n",
"available_markets [AD, AR, AT, AU, BE, BG, BO, BR, CA, CH, CL, C... \n",
- "danceability 0.134 \n",
+ "danceability 0.25 \n",
"disc_number 1 \n",
- "duration_ms 200483 \n",
- "energy 0.129 \n",
+ "duration_ms 145373 \n",
+ "energy 0.62 \n",
"explicit False \n",
- "external_ids {'isrc': 'GBAYE0800814'} \n",
- "external_urls {'spotify': 'https://open.spotify.com/track/0C... \n",
- "href https://api.spotify.com/v1/tracks/0COiZ7ncho2y... \n",
- "id 0COiZ7ncho2yi4HotbzgPv \n",
- "instrumentalness 0.697 \n",
- "key 7 \n",
- "liveness 0.13 \n",
- "loudness -16.128 \n",
+ "external_ids {'isrc': 'GBAYE9200115'} \n",
+ "external_urls {'spotify': 'https://open.spotify.com/track/4D... \n",
+ "href https://api.spotify.com/v1/tracks/4D6ZExVvYLZx... \n",
+ "id 4D6ZExVvYLZxhcAvifX5px \n",
+ "instrumentalness 0.0848 \n",
+ "key 0 \n",
+ "liveness 0.175 \n",
+ "loudness -10.915 \n",
"mode 1 \n",
- "name Motion Picture Soundtrack \n",
- "popularity 50 \n",
- "preview_url https://p.scdn.co/mp3-preview/7fe3e39385451ae9... \n",
- "speechiness 0.0341 \n",
- "tempo 93.668 \n",
+ "name Prove Yourself \n",
+ "popularity 38 \n",
+ "preview_url https://p.scdn.co/mp3-preview/6d62fc6cd2849212... \n",
+ "speechiness 0.0611 \n",
+ "tempo 114.098 \n",
"time_signature 4 \n",
- "track_href https://api.spotify.com/v1/tracks/0COiZ7ncho2y... \n",
- "track_number 10 \n",
+ "track_href https://api.spotify.com/v1/tracks/4D6ZExVvYLZx... \n",
+ "track_number 9 \n",
"type audio_features \n",
- "uri spotify:track:0COiZ7ncho2yi4HotbzgPv \n",
- "valence 0.0425 \n",
+ "uri spotify:track:4D6ZExVvYLZxhcAvifX5px \n",
+ "valence 0.278 \n",
"\n",
" 143 \\\n",
- "_id 2YsJM80gRMAhCikUkNZT3G \n",
- "acousticness 0.992 \n",
- "album {'artists': [{'uri': 'spotify:artist:4Z8W4fKeB... \n",
- "analysis_url https://api.spotify.com/v1/audio-analysis/2YsJ... \n",
+ "_id 48IEDejXX5LH8TAC3VIGpc \n",
+ "acousticness 0.00968 \n",
+ "album {'artists': [{'href': 'https://api.spotify.com... \n",
+ "album_id 6400dnyeDyD2mIFHfkwHXN \n",
+ "analysis_url https://api.spotify.com/v1/audio-analysis/48IE... \n",
"artist_id 4Z8W4fKeB5YxbusRsdQVPb \n",
"artist_name Radiohead \n",
- "artists [{'uri': 'spotify:artist:4Z8W4fKeB5YxbusRsdQVP... \n",
+ "artists [{'href': 'https://api.spotify.com/v1/artists/... \n",
"available_markets [AD, AR, AT, AU, BE, BG, BO, BR, CA, CH, CL, C... \n",
- "danceability 0.327 \n",
+ "danceability 0.284 \n",
"disc_number 1 \n",
- "duration_ms 52695 \n",
- "energy 0.225 \n",
+ "duration_ms 253093 \n",
+ "energy 0.825 \n",
"explicit False \n",
- "external_ids {'isrc': 'GBAYE0800815'} \n",
- "external_urls {'spotify': 'https://open.spotify.com/track/2Y... \n",
- "href https://api.spotify.com/v1/tracks/2YsJM80gRMAh... \n",
- "id 2YsJM80gRMAhCikUkNZT3G \n",
- "instrumentalness 0.813 \n",
+ "external_ids {'isrc': 'GBAYE9300110'} \n",
+ "external_urls {'spotify': 'https://open.spotify.com/track/48... \n",
+ "href https://api.spotify.com/v1/tracks/48IEDejXX5LH... \n",
+ "id 48IEDejXX5LH8TAC3VIGpc \n",
+ "instrumentalness 0.3 \n",
"key 7 \n",
- "liveness 0.106 \n",
- "loudness -16.341 \n",
+ "liveness 0.118 \n",
+ "loudness -10.256 \n",
"mode 1 \n",
- "name Untitled \n",
- "popularity 42 \n",
- "preview_url https://p.scdn.co/mp3-preview/081becd2c8928041... \n",
- "speechiness 0.067 \n",
- "tempo 63.422 \n",
- "time_signature 3 \n",
- "track_href https://api.spotify.com/v1/tracks/2YsJM80gRMAh... \n",
- "track_number 11 \n",
+ "name I Can't \n",
+ "popularity 38 \n",
+ "preview_url https://p.scdn.co/mp3-preview/516d9e9499a86318... \n",
+ "speechiness 0.0595 \n",
+ "tempo 106.108 \n",
+ "time_signature 4 \n",
+ "track_href https://api.spotify.com/v1/tracks/48IEDejXX5LH... \n",
+ "track_number 10 \n",
"type audio_features \n",
- "uri spotify:track:2YsJM80gRMAhCikUkNZT3G \n",
- "valence 0.0782 \n",
+ "uri spotify:track:48IEDejXX5LH8TAC3VIGpc \n",
+ "valence 0.269 \n",
"\n",
" 144 \\\n",
- "_id 3OsUjkcv1C1v5udFhgRSFg \n",
- "acousticness 0.00792 \n",
- "album {'artists': [{'uri': 'spotify:artist:4Z8W4fKeB... \n",
- "analysis_url https://api.spotify.com/v1/audio-analysis/3OsU... \n",
+ "_id 2B5P22cfUadACK7jLQegU6 \n",
+ "acousticness 0.000135 \n",
+ "album {'artists': [{'href': 'https://api.spotify.com... \n",
+ "album_id 6400dnyeDyD2mIFHfkwHXN \n",
+ "analysis_url https://api.spotify.com/v1/audio-analysis/2B5P... \n",
"artist_id 4Z8W4fKeB5YxbusRsdQVPb \n",
"artist_name Radiohead \n",
- "artists [{'uri': 'spotify:artist:4Z8W4fKeB5YxbusRsdQVP... \n",
+ "artists [{'href': 'https://api.spotify.com/v1/artists/... \n",
"available_markets [AD, AR, AT, AU, BE, BG, BO, BR, CA, CH, CL, C... \n",
- "danceability 0.306 \n",
+ "danceability 0.42 \n",
"disc_number 1 \n",
- "duration_ms 287880 \n",
- "energy 0.872 \n",
+ "duration_ms 187867 \n",
+ "energy 0.548 \n",
"explicit False \n",
- "external_ids {'isrc': 'GBAYE9701274'} \n",
- "external_urls {'spotify': 'https://open.spotify.com/track/3O... \n",
- "href https://api.spotify.com/v1/tracks/3OsUjkcv1C1v... \n",
- "id 3OsUjkcv1C1v5udFhgRSFg \n",
- "instrumentalness 0.8 \n",
- "key 2 \n",
- "liveness 0.261 \n",
- "loudness -7.313 \n",
+ "external_ids {'isrc': 'GBAYE9200116'} \n",
+ "external_urls {'spotify': 'https://open.spotify.com/track/2B... \n",
+ "href https://api.spotify.com/v1/tracks/2B5P22cfUadA... \n",
+ "id 2B5P22cfUadACK7jLQegU6 \n",
+ "instrumentalness 0.399 \n",
+ "key 0 \n",
+ "liveness 0.111 \n",
+ "loudness -12.298 \n",
"mode 1 \n",
- "name Airbag \n",
- "popularity 53 \n",
- "preview_url https://p.scdn.co/mp3-preview/d0f6278fcf67c3c7... \n",
- "speechiness 0.05 \n",
- "tempo 167.946 \n",
+ "name Lurgee \n",
+ "popularity 38 \n",
+ "preview_url https://p.scdn.co/mp3-preview/ae0de4e9b90a15a7... \n",
+ "speechiness 0.0268 \n",
+ "tempo 101.9 \n",
"time_signature 4 \n",
- "track_href https://api.spotify.com/v1/tracks/3OsUjkcv1C1v... \n",
- "track_number 1 \n",
+ "track_href https://api.spotify.com/v1/tracks/2B5P22cfUadA... \n",
+ "track_number 11 \n",
"type audio_features \n",
- "uri spotify:track:3OsUjkcv1C1v5udFhgRSFg \n",
- "valence 0.642 \n",
+ "uri spotify:track:2B5P22cfUadACK7jLQegU6 \n",
+ "valence 0.389 \n",
"\n",
" 145 \n",
- "_id 05evePUsIT1cmIURp1hgu6 \n",
- "acousticness 0.0206 \n",
- "album {'artists': [{'uri': 'spotify:artist:4Z8W4fKeB... \n",
- "analysis_url https://api.spotify.com/v1/audio-analysis/05ev... \n",
+ "_id 6qttbImnJ5wuA8AtDKEy18 \n",
+ "acousticness 0.000465 \n",
+ "album {'artists': [{'href': 'https://api.spotify.com... \n",
+ "album_id 6400dnyeDyD2mIFHfkwHXN \n",
+ "analysis_url https://api.spotify.com/v1/audio-analysis/6qtt... \n",
"artist_id 4Z8W4fKeB5YxbusRsdQVPb \n",
"artist_name Radiohead \n",
- "artists [{'uri': 'spotify:artist:4Z8W4fKeB5YxbusRsdQVP... \n",
+ "artists [{'href': 'https://api.spotify.com/v1/artists/... \n",
"available_markets [AD, AR, AT, AU, BE, BG, BO, BR, CA, CH, CL, C... \n",
- "danceability 0.429 \n",
+ "danceability 0.284 \n",
"disc_number 1 \n",
- "duration_ms 259200 \n",
- "energy 0.88 \n",
+ "duration_ms 282067 \n",
+ "energy 0.719 \n",
"explicit False \n",
- "external_ids {'isrc': 'GBAYE9400059'} \n",
- "external_urls {'spotify': 'https://open.spotify.com/track/05... \n",
- "href https://api.spotify.com/v1/tracks/05evePUsIT1c... \n",
- "id 05evePUsIT1cmIURp1hgu6 \n",
- "instrumentalness 0.698 \n",
- "key 9 \n",
- "liveness 0.607 \n",
- "loudness -8.013 \n",
+ "external_ids {'isrc': 'GBAYE9300111'} \n",
+ "external_urls {'spotify': 'https://open.spotify.com/track/6q... \n",
+ "href https://api.spotify.com/v1/tracks/6qttbImnJ5wu... \n",
+ "id 6qttbImnJ5wuA8AtDKEy18 \n",
+ "instrumentalness 0.382 \n",
+ "key 11 \n",
+ "liveness 0.24 \n",
+ "loudness -10.739 \n",
"mode 0 \n",
- "name Planet Telex \n",
- "popularity 50 \n",
- "preview_url https://p.scdn.co/mp3-preview/4635aeb3172535b2... \n",
- "speechiness 0.109 \n",
- "tempo 148.965 \n",
- "time_signature 3 \n",
- "track_href https://api.spotify.com/v1/tracks/05evePUsIT1c... \n",
- "track_number 1 \n",
+ "name Blow Out \n",
+ "popularity 39 \n",
+ "preview_url https://p.scdn.co/mp3-preview/69a5564e6733d6d2... \n",
+ "speechiness 0.0506 \n",
+ "tempo 141.539 \n",
+ "time_signature 4 \n",
+ "track_href https://api.spotify.com/v1/tracks/6qttbImnJ5wu... \n",
+ "track_number 12 \n",
"type audio_features \n",
- "uri spotify:track:05evePUsIT1cmIURp1hgu6 \n",
- "valence 0.272 \n",
+ "uri spotify:track:6qttbImnJ5wuA8AtDKEy18 \n",
+ "valence 0.287 \n",
"\n",
- "[33 rows x 146 columns]"
+ "[34 rows x 146 columns]"
]
},
- "execution_count": 101,
+ "execution_count": 56,
"metadata": {},
"output_type": "execute_result"
}
},
{
"cell_type": "code",
- "execution_count": 100,
+ "execution_count": 59,
"metadata": {
"collapsed": false
},
{
"data": {
"text/plain": [
- "<matplotlib.axes._subplots.AxesSubplot at 0xac493e2c>"
+ "<matplotlib.axes._subplots.AxesSubplot at 0x7f62301a4128>"
]
},
- "execution_count": 100,
+ "execution_count": 59,
"metadata": {},
"output_type": "execute_result"
},
{
"data": {
- "image/png": "iVBORw0KGgoAAAANSUhEUgAAAXUAAAEACAYAAABMEua6AAAABHNCSVQICAgIfAhkiAAAAAlwSFlz\nAAALEgAACxIB0t1+/AAAEsZJREFUeJzt3X+MbHdZx/H3c7ltAxR6b4u9Wyl0RUNLwLoYrJgSHH7I\nLxPb8McNEJGVkJiISkIi3JKYxj8UiX9IjNEEJdwLkVAEoUUhLeX2SEhAIKE/hFIpcq9Q6RQovQaE\nmxYe/5jZne3euTtnd2bO98yZ9yuZ3DlzZ/b7nCdnnj372T27kZlIkrphX+kCJEmz41CXpA5xqEtS\nhzjUJalDHOqS1CEOdUnqkP11nhQRJ4BTwE+BhzPzqog4CNwAXAacAA5n5qk51SlJqqHumfpPgV5m\nPjszrxo+dgS4NTMvB44D182jQElSfXWHeox57jXAseH9Y8C1sypKkrQ3dYd6Ap+MiC9ExBuGjx3K\nzD5AZt4PXDyPAiVJ9dXK1IGrM/PbEfEzwC0RcQ+DQb+Vv29AkgqrNdQz89vDf78TER8FrgL6EXEo\nM/sRsQI8MO61EeGwl6Q9yMzY7Wsmxi8R8biIOH94//HAS4C7gJuA9eHTXgfcuENh3jK5/vrri9fQ\nlpu9sBf2YufbXtU5Uz8EfGR4xr0f+MfMvCUivgh8MCJeD5wEDu+5iiVx4sSJ0iW0hr0YsRcj9mJ6\nE4d6Zn4DWBvz+IPAi+dRlCRpb7yitEHr6+ulS2gNezFiL0bsxfRimuym1gIROe81JKlrIoKcxzdK\nNTtVVZUuoTXsxYi9GLEX03OoS1KHGL9IUgsZv0iSHOpNMi8csRcj9mLEXkzPoS5JHWKmLkktZKYu\nSXKoN8m8cMRejNiLEXsxPYe6JHWImboktZCZurSgVlZWiYgit5WV1dK7rxlzqDfIvHDEXoz0+ycZ\n/DXI5m+DtdvD42J6DnVJ6hAzdamwiKDc322Pqf50mubHTF2S5FBvknnhiL3QOB4X03OoS1KHmKlL\nhZmpaxwzdUmSQ71J5oUj9kLjNHlcdPWir/1z+8iS1GKji75KrL3rVKU2M3WpMDP1MtredzN1SZJD\nvUnmyCP2QuN4XEzPoS5JHWKmLhXW9my3q9redzN1SZJDvUnmhSP2QuN4XEzPoS5JHWKmLhXW9my3\nq9redzN1SZJDvUnmhSP2QuN4XEzPoS5JHVI7U4+IfcAXgW9l5m9FxEHgBuAy4ARwODNPjXmdmbq0\ng7Znu13V9r43kam/CfjKlu0jwK2ZeTlwHLhut4tLkmar1lCPiEuBVwD/sOXha4Bjw/vHgGtnW1r3\nmBeO2AuN43Exvbpn6n8F/DGP/lrlUGb2ATLzfuDiGdcmSdqliX8kIyJ+E+hn5u0R0dvhqWcNiNbX\n11ldXQXgwIEDrK2t0esNPtTGZ+Zl2O71eq2qx+32bI9sbPca2h7UUHr/N7abrqf5fm9sc0Y9VVVx\n9OhRgM15uRcTv1EaEX8O/DbwCPBY4AnAR4DnAL3M7EfECnBbZj5jzOv9Rqm0g7Z/w66r2t73uX2j\nNDPflplPzcynAa8Cjmfma4GPAevDp70OuHG3iy+bM8/Klpe90DgeF9Ob5ufU/wL4jYi4B3jRcFuS\nVJC/+0UqrO0xQFe1ve/+7hdJkkO9SeaFI/ZC43hcTM+hLkkdYqYuFdb2bLer2t53M3VJkkO9SeaF\nI/ZC43hcTM+hLkkdYqYuFdb2bLer2t53M3VJkkO9SeaFI/ZC43hcTM+hLkkdYqYuFdb2bLer2t53\nM3VJkkO9SeaFI/ZC43hcTM+hLkkdYqYuFdb2bLer2t53M3VJkkO9SeaFI/ZC43hcTG9/6QIkLa+V\nlVX6/ZOly+gUM3WpsLZnu3NdvfC+t7nvZuqSJId6k8wLR+yFxqtKF7DwHOqS1CFm6lJhpXNlM/Uy\na5upS5Imcqg3yBx5xF5ovKp0AQvPoS5JHWKmLhVWOlc2Uy+ztpm6JGkih3qDzJFH7IXGq0oXsPAc\n6pLUIWbqUmGlc2Uz9TJrm6lLkiZyqDfIHHnEXmi8qnQBC8+hLkkdMjFTj4jzgE8D5w5vN2bm2yLi\nIHADcBlwAjicmafGvN5MXdpB6VzZTL3M2sUy9cw8DbwgM58NXAm8MCKuBo4At2bm5cBx4LrdLi5J\nmq1a8Utm/t/w7nnD13wfuAY4Nnz8GHDtzKvrGHPkEXuh8arSBSy8WkM9IvZFxJeA+4EqM78CHMrM\nPkBm3g9cPL8yJUl17Orn1CPiicDNDKKWf87MC7f83/cy86IxrzFTl3ZQOlc2Uy+z9rwy9f27eXJm\n/m9EfBx4DtCPiEOZ2Y+IFeCBs71ufX2d1dVVAA4cOMDa2hq9Xg8YfRnuttvLvD2ysd1raPuc4WAt\nqaK5/W3L9nBry/FQVRVHjx4F2JyXe1Hnp1+eBDycmaci4rEMztT/FHgJ8GBmviMi3goczMwjY17v\nmfpQVVWbb+ZlZy9Glvdsddz6FaMB2PTaTSp7pn4JcCwGR94+4H2Z+alhxv7BiHg9cBI4vNvFJUmz\n5e9+kQrzTH0Z993f/SJJqsGh3iB/NnvEXmi8qnQBC8+hLkkdYqYuFWamvoz7bqYuSarBod4gc+QR\ne6HxqtIFLDyHuiR1iJm6VJiZ+jLuu5m6JKkGh3qDzJFH7IXGq0oXsPAc6pLUIWbqUmFm6su472bq\nkqQaHOoNMkcesRcarypdwMJzqEtSh5ipS4WZqS/jvpupS5JqcKg3yBx5xF5ovKp0AQvPoS5JHWKm\nLhVmpr6M+26mLkmqwaHeIHPkEXuh8arSBSw8h7okdYiZulSYmfoy7ruZuiSpBod6g8yRR+yFxqtK\nF7DwHOqS1CFm6lJhZurLuO9m6pKkGhzqDTJHHrEXGq8qXcDCc6hLUoeYqUuFmakv476bqUuSanCo\nN8gcecReaLyqdAELz6EuSR1ipi4VZqa+jPteMFOPiEsj4nhEfDki7oqIPxo+fjAibomIeyLi5oi4\nYLeLS5Jmq0788gjw5sx8JvBrwBsj4grgCHBrZl4OHAeum1+Z3WCOPGIvNF5VuoCFN3GoZ+b9mXn7\n8P4PgLuBS4FrgGPDpx0Drp1XkZKkenaVqUfEKoNPpc8CvpmZB7f834OZeeGY15ipSzswU1/GfW/B\nz6lHxPnAh4A3Dc/Yt1fk5JakwvbXeVJE7Gcw0N+XmTcOH+5HxKHM7EfECvDA2V6/vr7O6uoqAAcO\nHGBtbY1erweMstVl2N6aI7ehnpLbG4+1pZ7S2yMb272Gtjcea2q9Seu/E1grWE9T28OtbfPh6NGj\nAJvzci9qxS8R8V7gu5n55i2PvQN4MDPfERFvBQ5m5pExrzV+GaqqavPNvOzsxYjxy9b1Kx498Jtc\nu0nzi18mDvWIuBr4NHAXgw4k8Dbg88AHgacAJ4HDmfnQmNc71KUdONSXcd8LDvVpOdSlnTnUl3Hf\nW/CNUk3Pn80e2d6LlZVVIqLYbWVltUgftF1VuoCFV+sbpdK89fsnKXnG2O/v+oRIaiXjF7VC2QgC\n6nw5PLeVjV+Wcm3jF0nSRA71Bpmpj9gLjVeVLmDhOdQlqUPM1NUKZurLmCuXXt9MXZLUcg71Bpkj\nj9gLjVeVLmDh+XPq2rSysjr8eXFJi8pMXZuWPds1U1+29c3UJUkt51BvkDnyVlXpAtRKVekCFp6Z\nugTAecMYRFpsZuraZLa7jPtu30utbaYuSZrIod4gM/WtqtIFqJWq0gUsPIe6JHWImbo2makv477b\n91Jrm6lLkiZyqDfITH2rqnQBaqWqdAELz6EuSR1ipq5NZurLuO/2vdTaZuqSpIkc6g0yU9+qKl2A\nWqkqXcDCc6hLUoeYqWuTmfoy7rt9L7W2mbokaSKHeoPM1LeqShegVqpKF7DwHOqS1CFm6tpkpr6M\n+27fS61tpt6QlZVVIqLIbWVltfTuS1pwDvVt+v2TDD57z+N2247/P1h7WVSlC1ArVaULWHgOdUnq\nEDP1bUrnyiV7VXrfzXaXbe3S67f7vW6mLkmaPNQj4t0R0Y+IO7c8djAibomIeyLi5oi4YL5ldkVV\nuoAWqUoXoFaqShew8Oqcqb8HeOm2x44At2bm5cBx4LpZFyZJ2r1amXpEXAZ8LDOvHG5/Ffj1zOxH\nxApQZeYVZ3mtmXr91c3Ui1nWfbfvpdZuW6Z+cWb2ATLzfuDiPX4cSdIM7Z/Rx9nxU876+jqrq6sA\nHDhwgLW1NXq9HjD6fSht2R6ogN6W+8xoe+P+2Z9ffv93sz/TbG88tnW7yfXH1bOM62881tR6k9Z/\nJ7BWsJ6mtodbW95/VVVx9OhRgM15uRd7jV/uBnpb4pfbMvMZZ3mt8cumikcfzGesvkTxS8Wje2EM\nsHxrj1u/Yuf3yDzXblL5+CWGtw03AevD+68DbtztwsupV7qAFumVLkCt1CtdwMKbeKYeEe9n0OmL\ngD5wPfBR4J+ApwAngcOZ+dBZXu+Zev3Vl+hM/YzVC65dev1lXbv0+u1+r+/1TN0rSrcxfjF+ce2S\n61cYvwyf4RWlkiTP1LcpHUEsz5n6GasXXLv0+su6dun12/1e90xdkuRQb1ZVuoAWqUoXoFaqShew\n8GZ18ZFm4rxhBCJJe2Omvo25svvu2suyvpm6JKnlHOqNqkoX0CJV6QLUSlXpAhaeQ12SOsRMfRsz\ndffdtZdlfTN1SVLLOdQbVZUuoEWq0gWolarSBSw8h7okdYiZ+jZm6u67ay/L+mbqkqSWc6g3qipd\nQItUpQtQK1WlC1h4DnVJ6hAz9W3M1N13116W9c3UJUkt51BvVFW6gBapShegVqpKF7DwHOqS1CFm\n6tuYqbvvrr0s65upS5JazqHeqKp0AS1SlS5ArVSVLmDhOdQlqUNal6n/6Ec/4tSpU3OsaGeXXHIJ\ny5nxlV7ffV++tUuv381Mff+ea5qT5z//Fdx1153s23dO42s/8sgPG19TkmapdUO93/8Op0//G/Cs\nAqv/JfCWOX78CujN8eMvkgp7oTNVeFxMx0xdkjrEod6oXukCWqRXugC1Uq90AQvPoS5JHeJQb1RV\nuoAWqUoXoFaqShew8BzqktQhDvVG9UoX0CK90gWolXqlC1h4DnVJ6pCphnpEvCwivhoR/xkRb51V\nUd1VlS6gRarSBaiVqtIFLLw9D/WI2Af8DfBS4JnAqyPiilkV1k23ly6gReyFxvG4mNY0Z+pXAV/L\nzJOZ+TDwAeCa2ZTVVQ+VLqBF7IXG8biY1jRD/cnAN7dsf2v4mCSpkNb97pdzzz2H889/I/v2PbHx\ntU+fvpfTp+e5wol5fvAFc6J0AWqlE6ULWHjTDPX7gKdu2b50+NgZBn8ibpHMs95jBdeuo8n1t/di\nmfbdtc++/qT3yDzXbnDlOc3FPf8+9Yh4DHAP8CLg28DngVdn5t2zK0+StBt7PlPPzJ9ExB8AtzDI\n5t/tQJeksub+l48kSc2Z2RWldS5Eioi/joivRcTtEbE2q7XbZlIvIuI1EXHH8PaZiPjFEnXOW92L\n0yLiVyLi4Yh4ZZP1Nanm+6MXEV+KiP+IiNuarrEpNd4fF0XEJ4Zz4q6IWC9QZiMi4t0R0Y+IO3d4\nzu7mZmZOfWPwyeFe4DLgHAZXEFyx7TkvB/51eP9Xgc/NYu223Wr24rnABcP7L+tiL+r0YcvzPgX8\nC/DK0nUXPCYuAL4MPHm4/aTSdRfsxfXA2zf6AHwP2F+69jn143nAGnDnWf5/13NzVmfqdS5EugZ4\nL0Bm/jtwQUQcmtH6bTKxF5n5uczc+Ovan6ObP99f9+K0PwQ+BDzQZHENq9OL1wAfzsz7ADLzuw3X\n2JQ6vbgfeMLw/hOA72XmIw3W2JjM/Azw/R2esuu5OauhXudCpO3PuW/Mc7pgtxdlvQH4xFwrKmNi\nHyLiZ4FrM/PvKP9zdfNU55h4OnBhRNwWEV+IiNc2Vl2z6vTi74FnRsT/AHcAb2qotjba9dxs3cVH\nyyQiXgD8LoMvwZbRO4GtmWqXB/sk+4FfBl4IPB74bER8NjPvLVtWEdcBd2TmCyLi54FPRsSVmfmD\n0oUtglkN9ToXIt0HPGXCc7qg1kVZEXEl8C7gZZm505dfi6pOH54DfCAGV2E8CXh5RDycmTc1VGNT\n6vTiW8B3M/PHwI8j4tPALzHIn7ukTi+uBv4MIDO/HhHfAK4AvthIhe2y67k5q/jlC8AvRMRlEXEu\n8Cpg+xvzJuB3ACLiucBDmdmf0fptMrEXEfFU4MPAazPz6wVqbMLEPmTm04a3n2OQq/9+Bwc61Ht/\n3Ag8LyIeExGPY/BNsS5e91GnF3cDLwYY5sdPB/6r0SqbFZz9q9Rdz82ZnKnnWS5EiojfG/x3visz\nPx4Rr4iIe4EfMogdOqdOL4A/AS4E/nZ4lvpwZl5VrurZq9mHR72k8SIbUvP98dWIuBm4E/gJ8K7M\n/ErBsuei5nHxduA9EXEHg2H3lsx8sFzV8xMR72fw554uioj/ZvCTP+cyxdz04iNJ6hD/nJ0kdYhD\nXZI6xKEuSR3iUJekDnGoS1KHONQlqUMc6pLUIQ51SeqQ/wfN8UNzhDG2cgAAAABJRU5ErkJggg==\n",
+ "image/png": "iVBORw0KGgoAAAANSUhEUgAAAXUAAAEACAYAAABMEua6AAAABHNCSVQICAgIfAhkiAAAAAlwSFlz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\nQmCC\n",
"text/plain": [
- "<matplotlib.figure.Figure at 0xac82d3ac>"
+ "<matplotlib.figure.Figure at 0x7f622b306080>"
]
},
"metadata": {},
},
{
"cell_type": "code",
- "execution_count": 102,
+ "execution_count": 60,
"metadata": {
"collapsed": false
},
{
"data": {
"text/plain": [
- "<matplotlib.axes._subplots.AxesSubplot at 0xac3993ec>"
+ "<matplotlib.axes._subplots.AxesSubplot at 0x7f622b2da208>"
]
},
- "execution_count": 102,
+ "execution_count": 60,
"metadata": {},
"output_type": "execute_result"
},
{
"data": {
- "image/png": "iVBORw0KGgoAAAANSUhEUgAAAXUAAAEACAYAAABMEua6AAAABHNCSVQICAgIfAhkiAAAAAlwSFlz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\ntKmLiCwRbeoiIkvk/wOeJ/xuf0ugsAAAAABJRU5ErkJggg==\n",
+ "image/png": "iVBORw0KGgoAAAANSUhEUgAAAXUAAAEACAYAAABMEua6AAAABHNCSVQICAgIfAhkiAAAAAlwSFlz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\nYII=\n",
"text/plain": [
- "<matplotlib.figure.Figure at 0xac8a5dec>"
+ "<matplotlib.figure.Figure at 0x7f622b2e6630>"
]
},
"metadata": {},
},
{
"cell_type": "code",
- "execution_count": 58,
+ "execution_count": 61,
"metadata": {
"collapsed": false
},
},
{
"cell_type": "code",
- "execution_count": 59,
+ "execution_count": 62,
"metadata": {
"collapsed": false
},
"586"
]
},
- "execution_count": 59,
+ "execution_count": 62,
"metadata": {},
"output_type": "execute_result"
}
},
{
"cell_type": "code",
- "execution_count": 103,
+ "execution_count": 63,
"metadata": {
"collapsed": false
},
"604"
]
},
- "execution_count": 103,
+ "execution_count": 63,
"metadata": {},
"output_type": "execute_result"
}
},
{
"cell_type": "code",
- "execution_count": 60,
+ "execution_count": 64,
"metadata": {
"collapsed": false
},
},
{
"cell_type": "code",
- "execution_count": 61,
+ "execution_count": 65,
"metadata": {
"collapsed": false
},
"402"
]
},
- "execution_count": 61,
+ "execution_count": 65,
"metadata": {},
"output_type": "execute_result"
}
},
{
"cell_type": "code",
- "execution_count": 104,
+ "execution_count": 66,
"metadata": {
"collapsed": false
},
"611"
]
},
- "execution_count": 104,
+ "execution_count": 66,
"metadata": {},
"output_type": "execute_result"
}
},
{
"cell_type": "code",
- "execution_count": 105,
+ "execution_count": 67,
"metadata": {
"collapsed": false
},
{
"data": {
"text/plain": [
- "{'_id': 123816,\n",
- " 'annotation_count': 5,\n",
- " 'api_path': '/songs/123816',\n",
- " 'ctitle': 'act naturally',\n",
- " 'full_title': 'Act Naturally by\\xa0The\\xa0Beatles',\n",
- " 'header_image_thumbnail_url': 'https://images.genius.com/adbf27acc77a06acfa4a506086952f31.300x300x1.jpg',\n",
- " 'header_image_url': 'https://images.genius.com/adbf27acc77a06acfa4a506086952f31.600x600x1.jpg',\n",
- " 'id': 123816,\n",
- " 'lyrics': \"they're gonna put me in the movies they're gonna make a big star out of me we'll make a film about a man that's sad and lonely and all i gotta do is act naturally well, i'll bet you i'm gonna be a big star might win an oscar you can never tell the movies gonna make me a big star cos i can play the part so well well i hope you'll come and see me in the movies then i know that you will plainly see the biggest fool that ever hit the big time and all i gotta do is act naturally we'll make the scene about a man that's sad and lonely and begging down upon his bended knee i'll play the part and i won't need rehearsing all i gotta do is act naturally\",\n",
- " 'lyrics_owner_id': 22533,\n",
- " 'path': '/The-beatles-act-naturally-lyrics',\n",
+ "{'_id': 210353,\n",
+ " 'annotation_count': 1,\n",
+ " 'api_path': '/songs/210353',\n",
+ " 'full_title': '1822! by\\xa0The\\xa0Beatles',\n",
+ " 'header_image_thumbnail_url': 'https://s3.amazonaws.com/rapgenius/Live%20at%20the%20BBC%20disc%202%20BBC.png',\n",
+ " 'header_image_url': 'https://s3.amazonaws.com/rapgenius/Live%20at%20the%20BBC%20disc%202%20BBC.png',\n",
+ " 'id': 210353,\n",
+ " 'lyrics_owner_id': 225680,\n",
+ " 'path': '/The-beatles-1822-lyrics',\n",
" 'primary_artist': {'api_path': '/artists/586',\n",
" 'header_image_url': 'https://images.genius.com/b82dbb78926a812abfa10886ac84c1a8.1000x523x1.jpg',\n",
" 'id': 586,\n",
" 'is_verified': False,\n",
" 'name': 'The Beatles',\n",
" 'url': 'https://genius.com/artists/The-beatles'},\n",
- " 'pyongs_count': 2,\n",
- " 'song_art_image_thumbnail_url': 'https://images.genius.com/adbf27acc77a06acfa4a506086952f31.300x300x1.jpg',\n",
+ " 'pyongs_count': None,\n",
+ " 'song_art_image_thumbnail_url': 'https://s3.amazonaws.com/rapgenius/Live%20at%20the%20BBC%20disc%202%20BBC.png',\n",
" 'stats': {'hot': False, 'unreviewed_annotations': 0},\n",
- " 'title': 'Act Naturally',\n",
- " 'url': 'https://genius.com/The-beatles-act-naturally-lyrics'}"
+ " 'title': '1822!',\n",
+ " 'url': 'https://genius.com/The-beatles-1822-lyrics'}"
]
},
- "execution_count": 105,
+ "execution_count": 67,
"metadata": {},
"output_type": "execute_result"
}
},
{
"cell_type": "code",
- "execution_count": 106,
+ "execution_count": 68,
"metadata": {
"collapsed": false,
"scrolled": false
" <tbody>\n",
" <tr>\n",
" <th>_id</th>\n",
+ " <td>210353</td>\n",
+ " <td>123444</td>\n",
+ " <td>1679385</td>\n",
" <td>123816</td>\n",
- " <td>210315</td>\n",
- " <td>210712</td>\n",
- " <td>1497768</td>\n",
- " <td>106576</td>\n",
+ " <td>1436</td>\n",
+ " <td>118166</td>\n",
" <td>210540</td>\n",
- " <td>123533</td>\n",
- " <td>1274297</td>\n",
- " <td>210284</td>\n",
- " <td>524428</td>\n",
+ " <td>210315</td>\n",
+ " <td>123414</td>\n",
+ " <td>123415</td>\n",
" <td>...</td>\n",
- " <td>63102</td>\n",
- " <td>1039606</td>\n",
- " <td>2469509</td>\n",
- " <td>2904512</td>\n",
- " <td>196343</td>\n",
- " <td>65924</td>\n",
- " <td>2913460</td>\n",
+ " <td>2853637</td>\n",
" <td>115809</td>\n",
+ " <td>1205907</td>\n",
+ " <td>1383236</td>\n",
+ " <td>1081664</td>\n",
+ " <td>350065</td>\n",
+ " <td>1226422</td>\n",
+ " <td>98114</td>\n",
" <td>114477</td>\n",
" <td>642622</td>\n",
" </tr>\n",
" <tr>\n",
" <th>annotation_count</th>\n",
- " <td>5</td>\n",
- " <td>1</td>\n",
- " <td>2</td>\n",
" <td>1</td>\n",
" <td>12</td>\n",
- " <td>0</td>\n",
- " <td>5</td>\n",
" <td>1</td>\n",
+ " <td>5</td>\n",
+ " <td>19</td>\n",
+ " <td>13</td>\n",
+ " <td>0</td>\n",
" <td>1</td>\n",
" <td>1</td>\n",
+ " <td>4</td>\n",
" <td>...</td>\n",
- " <td>5</td>\n",
- " <td>1</td>\n",
- " <td>8</td>\n",
- " <td>0</td>\n",
- " <td>9</td>\n",
- " <td>8</td>\n",
" <td>0</td>\n",
" <td>7</td>\n",
+ " <td>1</td>\n",
+ " <td>1</td>\n",
+ " <td>1</td>\n",
+ " <td>12</td>\n",
+ " <td>1</td>\n",
+ " <td>6</td>\n",
" <td>4</td>\n",
" <td>1</td>\n",
" </tr>\n",
" <tr>\n",
" <th>api_path</th>\n",
+ " <td>/songs/210353</td>\n",
+ " <td>/songs/123444</td>\n",
+ " <td>/songs/1679385</td>\n",
" <td>/songs/123816</td>\n",
- " <td>/songs/210315</td>\n",
- " <td>/songs/210712</td>\n",
- " <td>/songs/1497768</td>\n",
- " <td>/songs/106576</td>\n",
+ " <td>/songs/1436</td>\n",
+ " <td>/songs/118166</td>\n",
" <td>/songs/210540</td>\n",
- " <td>/songs/123533</td>\n",
- " <td>/songs/1274297</td>\n",
- " <td>/songs/210284</td>\n",
- " <td>/songs/524428</td>\n",
+ " <td>/songs/210315</td>\n",
+ " <td>/songs/123414</td>\n",
+ " <td>/songs/123415</td>\n",
" <td>...</td>\n",
- " <td>/songs/63102</td>\n",
- " <td>/songs/1039606</td>\n",
- " <td>/songs/2469509</td>\n",
- " <td>/songs/2904512</td>\n",
- " <td>/songs/196343</td>\n",
- " <td>/songs/65924</td>\n",
- " <td>/songs/2913460</td>\n",
+ " <td>/songs/2853637</td>\n",
" <td>/songs/115809</td>\n",
+ " <td>/songs/1205907</td>\n",
+ " <td>/songs/1383236</td>\n",
+ " <td>/songs/1081664</td>\n",
+ " <td>/songs/350065</td>\n",
+ " <td>/songs/1226422</td>\n",
+ " <td>/songs/98114</td>\n",
" <td>/songs/114477</td>\n",
" <td>/songs/642622</td>\n",
" </tr>\n",
" <tr>\n",
- " <th>ctitle</th>\n",
- " <td>act naturally</td>\n",
- " <td>a little rhyme</td>\n",
- " <td>all things must pass</td>\n",
- " <td>all together on the wireless machine</td>\n",
- " <td>and your bird can sing</td>\n",
- " <td>aint she sweet</td>\n",
- " <td>and i love her</td>\n",
- " <td>bad to me</td>\n",
- " <td>beatle greetings</td>\n",
- " <td>NaN</td>\n",
- " <td>...</td>\n",
- " <td>NaN</td>\n",
- " <td>NaN</td>\n",
- " <td>NaN</td>\n",
- " <td>NaN</td>\n",
- " <td>NaN</td>\n",
- " <td>NaN</td>\n",
- " <td>NaN</td>\n",
- " <td>NaN</td>\n",
- " <td>NaN</td>\n",
- " <td>NaN</td>\n",
- " </tr>\n",
- " <tr>\n",
" <th>full_title</th>\n",
+ " <td>1822! by The Beatles</td>\n",
+ " <td>Across the Universe by The Beatles</td>\n",
+ " <td>Across the Universe (Wildlife Version) by The ...</td>\n",
" <td>Act Naturally by The Beatles</td>\n",
- " <td>A Little Rhyme by The Beatles (Ft. John & Rodn...</td>\n",
- " <td>All Things Must Pass by The Beatles</td>\n",
- " <td>All Together on the Wireless Machine by The Be...</td>\n",
- " <td>And Your Bird Can Sing by The Beatles</td>\n",
+ " <td>A Day In the Life by The Beatles</td>\n",
+ " <td>A Hard Day's Night by The Beatles</td>\n",
" <td>Ain't She Sweet by The Beatles</td>\n",
- " <td>And I Love Her by The Beatles</td>\n",
- " <td>Bad to Me by The Beatles</td>\n",
- " <td>Beatle Greetings by The Beatles (Ft. George Ha...</td>\n",
- " <td>Everyone Needs Someone To Hate by On A Friday ...</td>\n",
+ " <td>A Little Rhyme by The Beatles (Ft. John & Rodn...</td>\n",
+ " <td>All I've Got to Do by The Beatles</td>\n",
+ " <td>All My Loving by The Beatles</td>\n",
" <td>...</td>\n",
- " <td>The National Anthem by Radiohead</td>\n",
- " <td>These Are My Twisted Words by Radiohead</td>\n",
- " <td>Tinker Tailor Soldier Sailor Rich Man Poor Man...</td>\n",
- " <td>To Be A Brilliant Light by On A Friday (Ft. Ra...</td>\n",
- " <td>True Love Waits by Radiohead</td>\n",
- " <td>Weird Fishes / Arpeggi by Radiohead</td>\n",
- " <td>What Is It That You Say by On A Friday (Ft. Ra...</td>\n",
+ " <td>Where Bluebirds Fly by Radiohead</td>\n",
" <td>Where I End and You Begin by Radiohead</td>\n",
+ " <td>Wicked Child by Radiohead</td>\n",
+ " <td>Wish You Were Here by Radiohead</td>\n",
+ " <td>Wonderwall by Radiohead</td>\n",
+ " <td>Worrywort by Radiohead</td>\n",
+ " <td>Yes I Am by Radiohead</td>\n",
+ " <td>You by Radiohead</td>\n",
" <td>You and Whose Army? by Radiohead</td>\n",
" <td>You Never Wash Up After Yourself by Radiohead</td>\n",
" </tr>\n",
" <tr>\n",
" <th>header_image_thumbnail_url</th>\n",
+ " <td>https://s3.amazonaws.com/rapgenius/Live%20at%2...</td>\n",
+ " <td>https://s3.amazonaws.com/rapgenius/the_beatles...</td>\n",
+ " <td>https://images.genius.com/a3463161b8063164d2e3...</td>\n",
" <td>https://images.genius.com/adbf27acc77a06acfa4a...</td>\n",
- " <td>https://s3.amazonaws.com/rapgenius/110537_cda_...</td>\n",
- " <td>https://images.genius.com/77f6f3871295b6069761...</td>\n",
- " <td>https://images.genius.com/ad1f59e8a03be4eb521e...</td>\n",
- " <td>https://images.genius.com/59b22781e23136c9c464...</td>\n",
- " <td>https://s3.amazonaws.com/rapgenius/view.jpg</td>\n",
+ " <td>https://s3.amazonaws.com/rapgenius/The-Beatles...</td>\n",
" <td>https://images.genius.com/68c11c7f5b6b66194d77...</td>\n",
- " <td>https://images.genius.com/6f304f07098a410106d9...</td>\n",
+ " <td>https://s3.amazonaws.com/rapgenius/view.jpg</td>\n",
" <td>https://s3.amazonaws.com/rapgenius/110537_cda_...</td>\n",
- " <td>https://images.genius.com/486acf44f6ac31cc8352...</td>\n",
+ " <td>https://s3.amazonaws.com/rapgenius/Beatles2.jpg</td>\n",
+ " <td>https://s3.amazonaws.com/rapgenius/Beatles2.jpg</td>\n",
" <td>...</td>\n",
- " <td>https://images.genius.com/672520006c5c85e87a29...</td>\n",
- " <td>https://images.genius.com/4b253f662678407c1a66...</td>\n",
- " <td>https://images.genius.com/c9cf30826b50b5096664...</td>\n",
- " <td>https://images.genius.com/0d2b320176188d7579f9...</td>\n",
- " <td>https://images.genius.com/c9cf30826b50b5096664...</td>\n",
- " <td>https://images.genius.com/525c7ac8ba19f54cb8a5...</td>\n",
- " <td>https://images.genius.com/76967c29fe8fa254f540...</td>\n",
+ " <td>https://images.genius.com/8ae50c3392a15c9c558c...</td>\n",
" <td>https://images.genius.com/5ccb8a89b0f674962982...</td>\n",
+ " <td>https://images.genius.com/25efaa8c220fdcfec8a9...</td>\n",
+ " <td>https://images.genius.com/25efaa8c220fdcfec8a9...</td>\n",
+ " <td>https://images.genius.com/25efaa8c220fdcfec8a9...</td>\n",
+ " <td>https://images.genius.com/e4bdb3ab980f0f1b6ce4...</td>\n",
+ " <td>https://images.genius.com/6b45ffa7fd55970e6411...</td>\n",
+ " <td>https://images.genius.com/6c0cb1c55fc88c941dac...</td>\n",
" <td>https://s3.amazonaws.com/rapgenius/1359924238_...</td>\n",
" <td>https://images.rapgenius.com/0d14d86aec456da16...</td>\n",
" </tr>\n",
" <tr>\n",
" <th>header_image_url</th>\n",
+ " <td>https://s3.amazonaws.com/rapgenius/Live%20at%2...</td>\n",
+ " <td>https://s3.amazonaws.com/rapgenius/the_beatles...</td>\n",
+ " <td>https://images.genius.com/a3463161b8063164d2e3...</td>\n",
" <td>https://images.genius.com/adbf27acc77a06acfa4a...</td>\n",
- " <td>https://s3.amazonaws.com/rapgenius/110537_cda_...</td>\n",
- " <td>https://images.genius.com/77f6f3871295b6069761...</td>\n",
- " <td>https://images.genius.com/ad1f59e8a03be4eb521e...</td>\n",
- " <td>https://images.genius.com/59b22781e23136c9c464...</td>\n",
- " <td>https://s3.amazonaws.com/rapgenius/view.jpg</td>\n",
+ " <td>https://s3.amazonaws.com/rapgenius/The-Beatles...</td>\n",
" <td>https://images.genius.com/68c11c7f5b6b66194d77...</td>\n",
- " <td>https://images.genius.com/6f304f07098a410106d9...</td>\n",
+ " <td>https://s3.amazonaws.com/rapgenius/view.jpg</td>\n",
" <td>https://s3.amazonaws.com/rapgenius/110537_cda_...</td>\n",
- " <td>https://images.genius.com/486acf44f6ac31cc8352...</td>\n",
+ " <td>https://s3.amazonaws.com/rapgenius/Beatles2.jpg</td>\n",
+ " <td>https://s3.amazonaws.com/rapgenius/Beatles2.jpg</td>\n",
" <td>...</td>\n",
- " <td>https://images.genius.com/672520006c5c85e87a29...</td>\n",
- " <td>https://images.genius.com/4b253f662678407c1a66...</td>\n",
- " <td>https://images.genius.com/c9cf30826b50b5096664...</td>\n",
- " <td>https://images.genius.com/0d2b320176188d7579f9...</td>\n",
- " <td>https://images.genius.com/c9cf30826b50b5096664...</td>\n",
- " <td>https://images.genius.com/525c7ac8ba19f54cb8a5...</td>\n",
- " <td>https://images.genius.com/76967c29fe8fa254f540...</td>\n",
+ " <td>https://images.genius.com/8ae50c3392a15c9c558c...</td>\n",
" <td>https://images.genius.com/5ccb8a89b0f674962982...</td>\n",
+ " <td>https://images.genius.com/25efaa8c220fdcfec8a9...</td>\n",
+ " <td>https://images.genius.com/25efaa8c220fdcfec8a9...</td>\n",
+ " <td>https://images.genius.com/25efaa8c220fdcfec8a9...</td>\n",
+ " <td>https://images.genius.com/e4bdb3ab980f0f1b6ce4...</td>\n",
+ " <td>https://images.genius.com/6b45ffa7fd55970e6411...</td>\n",
+ " <td>https://images.genius.com/6c0cb1c55fc88c941dac...</td>\n",
" <td>https://s3.amazonaws.com/rapgenius/1359924238_...</td>\n",
" <td>https://images.rapgenius.com/0d14d86aec456da16...</td>\n",
" </tr>\n",
" <tr>\n",
" <th>id</th>\n",
+ " <td>210353</td>\n",
+ " <td>123444</td>\n",
+ " <td>1679385</td>\n",
" <td>123816</td>\n",
- " <td>210315</td>\n",
- " <td>210712</td>\n",
- " <td>1497768</td>\n",
- " <td>106576</td>\n",
+ " <td>1436</td>\n",
+ " <td>118166</td>\n",
" <td>210540</td>\n",
- " <td>123533</td>\n",
- " <td>1274297</td>\n",
- " <td>210284</td>\n",
- " <td>524428</td>\n",
+ " <td>210315</td>\n",
+ " <td>123414</td>\n",
+ " <td>123415</td>\n",
" <td>...</td>\n",
- " <td>63102</td>\n",
- " <td>1039606</td>\n",
- " <td>2469509</td>\n",
- " <td>2904512</td>\n",
- " <td>196343</td>\n",
- " <td>65924</td>\n",
- " <td>2913460</td>\n",
+ " <td>2853637</td>\n",
" <td>115809</td>\n",
+ " <td>1205907</td>\n",
+ " <td>1383236</td>\n",
+ " <td>1081664</td>\n",
+ " <td>350065</td>\n",
+ " <td>1226422</td>\n",
+ " <td>98114</td>\n",
" <td>114477</td>\n",
" <td>642622</td>\n",
" </tr>\n",
" <tr>\n",
- " <th>lyrics</th>\n",
- " <td>they're gonna put me in the movies they're gon...</td>\n",
- " <td>now, for the final number, john's got a card i...</td>\n",
- " <td>sunrise doesn't last all morning a cloudburst ...</td>\n",
- " <td>when i was sitting on my piano one day a magic...</td>\n",
- " <td>you tell me that you've got everything you wan...</td>\n",
- " <td>oh ain't she sweet well see her walking down t...</td>\n",
- " <td>i give her all my love that's all i do and if ...</td>\n",
- " <td>if you ever leave me, i'll be sad and blue don...</td>\n",
- " <td>i'm ringo and i play the drums i'm paul and i ...</td>\n",
- " <td>NaN</td>\n",
- " <td>...</td>\n",
- " <td>NaN</td>\n",
- " <td>NaN</td>\n",
- " <td>NaN</td>\n",
- " <td>NaN</td>\n",
- " <td>NaN</td>\n",
- " <td>NaN</td>\n",
- " <td>NaN</td>\n",
- " <td>NaN</td>\n",
- " <td>NaN</td>\n",
- " <td>NaN</td>\n",
- " </tr>\n",
- " <tr>\n",
" <th>lyrics_owner_id</th>\n",
+ " <td>225680</td>\n",
" <td>22533</td>\n",
- " <td>250962</td>\n",
- " <td>250962</td>\n",
" <td>1549345</td>\n",
- " <td>121577</td>\n",
+ " <td>22533</td>\n",
+ " <td>7</td>\n",
+ " <td>1553</td>\n",
" <td>250962</td>\n",
- " <td>46871</td>\n",
- " <td>1549345</td>\n",
" <td>250962</td>\n",
- " <td>389740</td>\n",
+ " <td>22533</td>\n",
+ " <td>22533</td>\n",
" <td>...</td>\n",
- " <td>11637</td>\n",
- " <td>1549345</td>\n",
- " <td>104344</td>\n",
- " <td>2726776</td>\n",
- " <td>179127</td>\n",
- " <td>11637</td>\n",
" <td>2726776</td>\n",
" <td>2726776</td>\n",
+ " <td>1549345</td>\n",
+ " <td>1549345</td>\n",
+ " <td>1549345</td>\n",
+ " <td>428027</td>\n",
+ " <td>1549345</td>\n",
+ " <td>116170</td>\n",
" <td>116340</td>\n",
" <td>1158811</td>\n",
" </tr>\n",
" <tr>\n",
" <th>path</th>\n",
+ " <td>/The-beatles-1822-lyrics</td>\n",
+ " <td>/The-beatles-across-the-universe-lyrics</td>\n",
+ " <td>/The-beatles-across-the-universe-wildlife-vers...</td>\n",
" <td>/The-beatles-act-naturally-lyrics</td>\n",
- " <td>/The-beatles-a-little-rhyme-lyrics</td>\n",
- " <td>/The-beatles-all-things-must-pass-lyrics</td>\n",
- " <td>/The-beatles-all-together-on-the-wireless-mach...</td>\n",
- " <td>/The-beatles-and-your-bird-can-sing-lyrics</td>\n",
+ " <td>/The-beatles-a-day-in-the-life-lyrics</td>\n",
+ " <td>/The-beatles-a-hard-days-night-lyrics</td>\n",
" <td>/The-beatles-aint-she-sweet-lyrics</td>\n",
- " <td>/The-beatles-and-i-love-her-lyrics</td>\n",
- " <td>/The-beatles-bad-to-me-lyrics</td>\n",
- " <td>/The-beatles-beatle-greetings-lyrics</td>\n",
- " <td>/On-a-friday-everyone-needs-someone-to-hate-ly...</td>\n",
+ " <td>/The-beatles-a-little-rhyme-lyrics</td>\n",
+ " <td>/The-beatles-all-ive-got-to-do-lyrics</td>\n",
+ " <td>/The-beatles-all-my-loving-lyrics</td>\n",
" <td>...</td>\n",
- " <td>/Radiohead-the-national-anthem-lyrics</td>\n",
- " <td>/Radiohead-these-are-my-twisted-words-lyrics</td>\n",
- " <td>/Radiohead-tinker-tailor-soldier-sailor-rich-m...</td>\n",
- " <td>/On-a-friday-to-be-a-brilliant-light-lyrics</td>\n",
- " <td>/Radiohead-true-love-waits-lyrics</td>\n",
- " <td>/Radiohead-weird-fishes-arpeggi-lyrics</td>\n",
- " <td>/On-a-friday-what-is-it-that-you-say-lyrics</td>\n",
+ " <td>/Radiohead-where-bluebirds-fly-lyrics</td>\n",
" <td>/Radiohead-where-i-end-and-you-begin-lyrics</td>\n",
+ " <td>/Radiohead-wicked-child-lyrics</td>\n",
+ " <td>/Radiohead-wish-you-were-here-lyrics</td>\n",
+ " <td>/Radiohead-wonderwall-lyrics</td>\n",
+ " <td>/Radiohead-worrywort-lyrics</td>\n",
+ " <td>/Radiohead-yes-i-am-lyrics</td>\n",
+ " <td>/Radiohead-you-lyrics</td>\n",
" <td>/Radiohead-you-and-whose-army-lyrics</td>\n",
" <td>/Radiohead-you-never-wash-up-after-yourself-ly...</td>\n",
" </tr>\n",
" <tr>\n",
" <th>primary_artist</th>\n",
- " <td>{'url': 'https://genius.com/artists/The-beatle...</td>\n",
- " <td>{'url': 'https://genius.com/artists/The-beatle...</td>\n",
- " <td>{'url': 'https://genius.com/artists/The-beatle...</td>\n",
- " <td>{'url': 'https://genius.com/artists/The-beatle...</td>\n",
- " <td>{'url': 'https://genius.com/artists/The-beatle...</td>\n",
- " <td>{'url': 'https://genius.com/artists/The-beatle...</td>\n",
- " <td>{'url': 'https://genius.com/artists/The-beatle...</td>\n",
- " <td>{'url': 'https://genius.com/artists/The-beatle...</td>\n",
- " <td>{'url': 'https://genius.com/artists/The-beatle...</td>\n",
- " <td>{'url': 'https://genius.com/artists/On-a-frida...</td>\n",
+ " <td>{'is_meme_verified': False, 'header_image_url'...</td>\n",
+ " <td>{'is_meme_verified': False, 'header_image_url'...</td>\n",
+ " <td>{'is_meme_verified': False, 'header_image_url'...</td>\n",
+ " <td>{'is_meme_verified': False, 'header_image_url'...</td>\n",
+ " <td>{'is_meme_verified': False, 'header_image_url'...</td>\n",
+ " <td>{'is_meme_verified': False, 'header_image_url'...</td>\n",
+ " <td>{'is_meme_verified': False, 'header_image_url'...</td>\n",
+ " <td>{'is_meme_verified': False, 'header_image_url'...</td>\n",
+ " <td>{'is_meme_verified': False, 'header_image_url'...</td>\n",
+ " <td>{'is_meme_verified': False, 'header_image_url'...</td>\n",
" <td>...</td>\n",
- " <td>{'url': 'https://genius.com/artists/Radiohead'...</td>\n",
- " <td>{'url': 'https://genius.com/artists/Radiohead'...</td>\n",
- " <td>{'url': 'https://genius.com/artists/Radiohead'...</td>\n",
- " <td>{'url': 'https://genius.com/artists/On-a-frida...</td>\n",
- " <td>{'url': 'https://genius.com/artists/Radiohead'...</td>\n",
- " <td>{'url': 'https://genius.com/artists/Radiohead'...</td>\n",
- " <td>{'url': 'https://genius.com/artists/On-a-frida...</td>\n",
- " <td>{'url': 'https://genius.com/artists/Radiohead'...</td>\n",
- " <td>{'url': 'https://genius.com/artists/Radiohead'...</td>\n",
- " <td>{'url': 'https://genius.com/artists/Radiohead'...</td>\n",
+ " <td>{'is_meme_verified': False, 'header_image_url'...</td>\n",
+ " <td>{'is_meme_verified': False, 'header_image_url'...</td>\n",
+ " <td>{'is_meme_verified': False, 'header_image_url'...</td>\n",
+ " <td>{'is_meme_verified': False, 'header_image_url'...</td>\n",
+ " <td>{'is_meme_verified': False, 'header_image_url'...</td>\n",
+ " <td>{'is_meme_verified': False, 'header_image_url'...</td>\n",
+ " <td>{'is_meme_verified': False, 'header_image_url'...</td>\n",
+ " <td>{'is_meme_verified': False, 'header_image_url'...</td>\n",
+ " <td>{'is_meme_verified': False, 'header_image_url'...</td>\n",
+ " <td>{'is_meme_verified': False, 'header_image_url'...</td>\n",
" </tr>\n",
" <tr>\n",
" <th>pyongs_count</th>\n",
- " <td>2</td>\n",
- " <td>NaN</td>\n",
" <td>NaN</td>\n",
+ " <td>18</td>\n",
" <td>NaN</td>\n",
" <td>2</td>\n",
- " <td>NaN</td>\n",
- " <td>15</td>\n",
- " <td>NaN</td>\n",
+ " <td>34</td>\n",
+ " <td>4</td>\n",
" <td>NaN</td>\n",
" <td>NaN</td>\n",
+ " <td>1</td>\n",
+ " <td>4</td>\n",
" <td>...</td>\n",
+ " <td>NaN</td>\n",
" <td>5</td>\n",
" <td>NaN</td>\n",
- " <td>15</td>\n",
" <td>NaN</td>\n",
- " <td>24</td>\n",
- " <td>19</td>\n",
" <td>NaN</td>\n",
- " <td>5</td>\n",
+ " <td>NaN</td>\n",
+ " <td>2</td>\n",
+ " <td>1</td>\n",
" <td>4</td>\n",
" <td>NaN</td>\n",
" </tr>\n",
" <tr>\n",
" <th>song_art_image_thumbnail_url</th>\n",
+ " <td>https://s3.amazonaws.com/rapgenius/Live%20at%2...</td>\n",
+ " <td>https://s3.amazonaws.com/rapgenius/the_beatles...</td>\n",
+ " <td>https://images.genius.com/a3463161b8063164d2e3...</td>\n",
" <td>https://images.genius.com/adbf27acc77a06acfa4a...</td>\n",
- " <td>https://s3.amazonaws.com/rapgenius/110537_cda_...</td>\n",
- " <td>https://images.genius.com/77f6f3871295b6069761...</td>\n",
- " <td>https://images.genius.com/ad1f59e8a03be4eb521e...</td>\n",
- " <td>https://images.genius.com/59b22781e23136c9c464...</td>\n",
- " <td>https://s3.amazonaws.com/rapgenius/view.jpg</td>\n",
+ " <td>https://s3.amazonaws.com/rapgenius/The-Beatles...</td>\n",
" <td>https://images.genius.com/68c11c7f5b6b66194d77...</td>\n",
- " <td>https://images.genius.com/6f304f07098a410106d9...</td>\n",
+ " <td>https://s3.amazonaws.com/rapgenius/view.jpg</td>\n",
" <td>https://s3.amazonaws.com/rapgenius/110537_cda_...</td>\n",
- " <td>https://images.genius.com/486acf44f6ac31cc8352...</td>\n",
+ " <td>https://s3.amazonaws.com/rapgenius/Beatles2.jpg</td>\n",
+ " <td>https://s3.amazonaws.com/rapgenius/Beatles2.jpg</td>\n",
" <td>...</td>\n",
- " <td>https://images.genius.com/672520006c5c85e87a29...</td>\n",
- " <td>https://images.genius.com/4b253f662678407c1a66...</td>\n",
- " <td>https://images.genius.com/c9cf30826b50b5096664...</td>\n",
- " <td>https://images.genius.com/0d2b320176188d7579f9...</td>\n",
- " <td>https://images.genius.com/c9cf30826b50b5096664...</td>\n",
- " <td>https://images.genius.com/525c7ac8ba19f54cb8a5...</td>\n",
- " <td>https://images.genius.com/76967c29fe8fa254f540...</td>\n",
+ " <td>https://images.genius.com/8ae50c3392a15c9c558c...</td>\n",
" <td>https://images.genius.com/5ccb8a89b0f674962982...</td>\n",
+ " <td>https://images.genius.com/25efaa8c220fdcfec8a9...</td>\n",
+ " <td>https://images.genius.com/25efaa8c220fdcfec8a9...</td>\n",
+ " <td>https://images.genius.com/25efaa8c220fdcfec8a9...</td>\n",
+ " <td>https://images.genius.com/e4bdb3ab980f0f1b6ce4...</td>\n",
+ " <td>https://images.genius.com/6b45ffa7fd55970e6411...</td>\n",
+ " <td>https://images.genius.com/6c0cb1c55fc88c941dac...</td>\n",
" <td>https://s3.amazonaws.com/rapgenius/1359924238_...</td>\n",
" <td>https://images.rapgenius.com/0d14d86aec456da16...</td>\n",
" </tr>\n",
" <tr>\n",
" <th>stats</th>\n",
- " <td>{'unreviewed_annotations': 0, 'hot': False}</td>\n",
- " <td>{'unreviewed_annotations': 0, 'hot': False}</td>\n",
- " <td>{'unreviewed_annotations': 0, 'hot': False}</td>\n",
- " <td>{'unreviewed_annotations': 0, 'hot': False}</td>\n",
- " <td>{'unreviewed_annotations': 0, 'hot': False}</td>\n",
- " <td>{'unreviewed_annotations': 0, 'hot': False}</td>\n",
- " <td>{'unreviewed_annotations': 0, 'pageviews': 554...</td>\n",
- " <td>{'unreviewed_annotations': 0, 'hot': False}</td>\n",
- " <td>{'unreviewed_annotations': 0, 'hot': False}</td>\n",
- " <td>{'unreviewed_annotations': 0, 'hot': False}</td>\n",
+ " <td>{'hot': False, 'unreviewed_annotations': 0}</td>\n",
+ " <td>{'hot': False, 'unreviewed_annotations': 0, 'p...</td>\n",
+ " <td>{'hot': False, 'unreviewed_annotations': 0}</td>\n",
+ " <td>{'hot': False, 'unreviewed_annotations': 0}</td>\n",
+ " <td>{'hot': False, 'unreviewed_annotations': 0, 'p...</td>\n",
+ " <td>{'hot': False, 'unreviewed_annotations': 0, 'p...</td>\n",
+ " <td>{'hot': False, 'unreviewed_annotations': 0}</td>\n",
+ " <td>{'hot': False, 'unreviewed_annotations': 0}</td>\n",
+ " <td>{'hot': False, 'unreviewed_annotations': 0}</td>\n",
+ " <td>{'hot': False, 'unreviewed_annotations': 0, 'p...</td>\n",
" <td>...</td>\n",
- " <td>{'unreviewed_annotations': 1, 'pageviews': 231...</td>\n",
- " <td>{'unreviewed_annotations': 1, 'hot': False}</td>\n",
- " <td>{'unreviewed_annotations': 5, 'pageviews': 501...</td>\n",
- " <td>{'unreviewed_annotations': 0, 'hot': False}</td>\n",
- " <td>{'unreviewed_annotations': 0, 'pageviews': 853...</td>\n",
- " <td>{'unreviewed_annotations': 0, 'pageviews': 343...</td>\n",
- " <td>{'unreviewed_annotations': 0, 'hot': False}</td>\n",
- " <td>{'unreviewed_annotations': 2, 'pageviews': 107...</td>\n",
- " <td>{'unreviewed_annotations': 0, 'pageviews': 138...</td>\n",
- " <td>{'unreviewed_annotations': 0, 'hot': False}</td>\n",
+ " <td>{'hot': False, 'unreviewed_annotations': 0}</td>\n",
+ " <td>{'hot': False, 'unreviewed_annotations': 2, 'p...</td>\n",
+ " <td>{'hot': False, 'unreviewed_annotations': 0}</td>\n",
+ " <td>{'hot': False, 'unreviewed_annotations': 0}</td>\n",
+ " <td>{'hot': False, 'unreviewed_annotations': 0}</td>\n",
+ " <td>{'hot': False, 'unreviewed_annotations': 11}</td>\n",
+ " <td>{'hot': False, 'unreviewed_annotations': 0}</td>\n",
+ " <td>{'hot': False, 'unreviewed_annotations': 1}</td>\n",
+ " <td>{'hot': False, 'unreviewed_annotations': 0, 'p...</td>\n",
+ " <td>{'hot': False, 'unreviewed_annotations': 0}</td>\n",
" </tr>\n",
" <tr>\n",
" <th>title</th>\n",
+ " <td>1822!</td>\n",
+ " <td>Across the Universe</td>\n",
+ " <td>Across the Universe (Wildlife Version)</td>\n",
" <td>Act Naturally</td>\n",
- " <td>A Little Rhyme</td>\n",
- " <td>All Things Must Pass</td>\n",
- " <td>All Together on the Wireless Machine</td>\n",
- " <td>And Your Bird Can Sing</td>\n",
+ " <td>A Day In the Life</td>\n",
+ " <td>A Hard Day's Night</td>\n",
" <td>Ain't She Sweet</td>\n",
- " <td>And I Love Her</td>\n",
- " <td>Bad to Me</td>\n",
- " <td>Beatle Greetings</td>\n",
- " <td>Everyone Needs Someone To Hate</td>\n",
+ " <td>A Little Rhyme</td>\n",
+ " <td>All I've Got to Do</td>\n",
+ " <td>All My Loving</td>\n",
" <td>...</td>\n",
- " <td>The National Anthem</td>\n",
- " <td>These Are My Twisted Words</td>\n",
- " <td>Tinker Tailor Soldier Sailor Rich Man Poor Man...</td>\n",
- " <td>To Be A Brilliant Light</td>\n",
- " <td>True Love Waits</td>\n",
- " <td>Weird Fishes / Arpeggi</td>\n",
- " <td>What Is It That You Say</td>\n",
+ " <td>Where Bluebirds Fly</td>\n",
" <td>Where I End and You Begin</td>\n",
+ " <td>Wicked Child</td>\n",
+ " <td>Wish You Were Here</td>\n",
+ " <td>Wonderwall</td>\n",
+ " <td>Worrywort</td>\n",
+ " <td>Yes I Am</td>\n",
+ " <td>You</td>\n",
" <td>You and Whose Army?</td>\n",
" <td>You Never Wash Up After Yourself</td>\n",
" </tr>\n",
" <tr>\n",
" <th>url</th>\n",
+ " <td>https://genius.com/The-beatles-1822-lyrics</td>\n",
+ " <td>https://genius.com/The-beatles-across-the-univ...</td>\n",
+ " <td>https://genius.com/The-beatles-across-the-univ...</td>\n",
" <td>https://genius.com/The-beatles-act-naturally-l...</td>\n",
- " <td>https://genius.com/The-beatles-a-little-rhyme-...</td>\n",
- " <td>https://genius.com/The-beatles-all-things-must...</td>\n",
- " <td>https://genius.com/The-beatles-all-together-on...</td>\n",
- " <td>https://genius.com/The-beatles-and-your-bird-c...</td>\n",
+ " <td>https://genius.com/The-beatles-a-day-in-the-li...</td>\n",
+ " <td>https://genius.com/The-beatles-a-hard-days-nig...</td>\n",
" <td>https://genius.com/The-beatles-aint-she-sweet-...</td>\n",
- " <td>https://genius.com/The-beatles-and-i-love-her-...</td>\n",
- " <td>https://genius.com/The-beatles-bad-to-me-lyrics</td>\n",
- " <td>https://genius.com/The-beatles-beatle-greeting...</td>\n",
- " <td>https://genius.com/On-a-friday-everyone-needs-...</td>\n",
+ " <td>https://genius.com/The-beatles-a-little-rhyme-...</td>\n",
+ " <td>https://genius.com/The-beatles-all-ive-got-to-...</td>\n",
+ " <td>https://genius.com/The-beatles-all-my-loving-l...</td>\n",
" <td>...</td>\n",
- " <td>https://genius.com/Radiohead-the-national-anth...</td>\n",
- " <td>https://genius.com/Radiohead-these-are-my-twis...</td>\n",
- " <td>https://genius.com/Radiohead-tinker-tailor-sol...</td>\n",
- " <td>https://genius.com/On-a-friday-to-be-a-brillia...</td>\n",
- " <td>https://genius.com/Radiohead-true-love-waits-l...</td>\n",
- " <td>https://genius.com/Radiohead-weird-fishes-arpe...</td>\n",
- " <td>https://genius.com/On-a-friday-what-is-it-that...</td>\n",
+ " <td>https://genius.com/Radiohead-where-bluebirds-f...</td>\n",
" <td>https://genius.com/Radiohead-where-i-end-and-y...</td>\n",
+ " <td>https://genius.com/Radiohead-wicked-child-lyrics</td>\n",
+ " <td>https://genius.com/Radiohead-wish-you-were-her...</td>\n",
+ " <td>https://genius.com/Radiohead-wonderwall-lyrics</td>\n",
+ " <td>https://genius.com/Radiohead-worrywort-lyrics</td>\n",
+ " <td>https://genius.com/Radiohead-yes-i-am-lyrics</td>\n",
+ " <td>https://genius.com/Radiohead-you-lyrics</td>\n",
" <td>https://genius.com/Radiohead-you-and-whose-arm...</td>\n",
" <td>https://genius.com/Radiohead-you-never-wash-up...</td>\n",
" </tr>\n",
" </tbody>\n",
"</table>\n",
- "<p>17 rows × 611 columns</p>\n",
+ "<p>15 rows × 611 columns</p>\n",
"</div>"
],
"text/plain": [
" 0 \\\n",
+ "_id 210353 \n",
+ "annotation_count 1 \n",
+ "api_path /songs/210353 \n",
+ "full_title 1822! by The Beatles \n",
+ "header_image_thumbnail_url https://s3.amazonaws.com/rapgenius/Live%20at%2... \n",
+ "header_image_url https://s3.amazonaws.com/rapgenius/Live%20at%2... \n",
+ "id 210353 \n",
+ "lyrics_owner_id 225680 \n",
+ "path /The-beatles-1822-lyrics \n",
+ "primary_artist {'is_meme_verified': False, 'header_image_url'... \n",
+ "pyongs_count NaN \n",
+ "song_art_image_thumbnail_url https://s3.amazonaws.com/rapgenius/Live%20at%2... \n",
+ "stats {'hot': False, 'unreviewed_annotations': 0} \n",
+ "title 1822! \n",
+ "url https://genius.com/The-beatles-1822-lyrics \n",
+ "\n",
+ " 1 \\\n",
+ "_id 123444 \n",
+ "annotation_count 12 \n",
+ "api_path /songs/123444 \n",
+ "full_title Across the Universe by The Beatles \n",
+ "header_image_thumbnail_url https://s3.amazonaws.com/rapgenius/the_beatles... \n",
+ "header_image_url https://s3.amazonaws.com/rapgenius/the_beatles... \n",
+ "id 123444 \n",
+ "lyrics_owner_id 22533 \n",
+ "path /The-beatles-across-the-universe-lyrics \n",
+ "primary_artist {'is_meme_verified': False, 'header_image_url'... \n",
+ "pyongs_count 18 \n",
+ "song_art_image_thumbnail_url https://s3.amazonaws.com/rapgenius/the_beatles... \n",
+ "stats {'hot': False, 'unreviewed_annotations': 0, 'p... \n",
+ "title Across the Universe \n",
+ "url https://genius.com/The-beatles-across-the-univ... \n",
+ "\n",
+ " 2 \\\n",
+ "_id 1679385 \n",
+ "annotation_count 1 \n",
+ "api_path /songs/1679385 \n",
+ "full_title Across the Universe (Wildlife Version) by The ... \n",
+ "header_image_thumbnail_url https://images.genius.com/a3463161b8063164d2e3... \n",
+ "header_image_url https://images.genius.com/a3463161b8063164d2e3... \n",
+ "id 1679385 \n",
+ "lyrics_owner_id 1549345 \n",
+ "path /The-beatles-across-the-universe-wildlife-vers... \n",
+ "primary_artist {'is_meme_verified': False, 'header_image_url'... \n",
+ "pyongs_count NaN \n",
+ "song_art_image_thumbnail_url https://images.genius.com/a3463161b8063164d2e3... \n",
+ "stats {'hot': False, 'unreviewed_annotations': 0} \n",
+ "title Across the Universe (Wildlife Version) \n",
+ "url https://genius.com/The-beatles-across-the-univ... \n",
+ "\n",
+ " 3 \\\n",
"_id 123816 \n",
"annotation_count 5 \n",
"api_path /songs/123816 \n",
- "ctitle act naturally \n",
"full_title Act Naturally by The Beatles \n",
"header_image_thumbnail_url https://images.genius.com/adbf27acc77a06acfa4a... \n",
"header_image_url https://images.genius.com/adbf27acc77a06acfa4a... \n",
"id 123816 \n",
- "lyrics they're gonna put me in the movies they're gon... \n",
"lyrics_owner_id 22533 \n",
"path /The-beatles-act-naturally-lyrics \n",
- "primary_artist {'url': 'https://genius.com/artists/The-beatle... \n",
+ "primary_artist {'is_meme_verified': False, 'header_image_url'... \n",
"pyongs_count 2 \n",
"song_art_image_thumbnail_url https://images.genius.com/adbf27acc77a06acfa4a... \n",
- "stats {'unreviewed_annotations': 0, 'hot': False} \n",
+ "stats {'hot': False, 'unreviewed_annotations': 0} \n",
"title Act Naturally \n",
"url https://genius.com/The-beatles-act-naturally-l... \n",
"\n",
- " 1 \\\n",
- "_id 210315 \n",
- "annotation_count 1 \n",
- "api_path /songs/210315 \n",
- "ctitle a little rhyme \n",
- "full_title A Little Rhyme by The Beatles (Ft. John & Rodn... \n",
- "header_image_thumbnail_url https://s3.amazonaws.com/rapgenius/110537_cda_... \n",
- "header_image_url https://s3.amazonaws.com/rapgenius/110537_cda_... \n",
- "id 210315 \n",
- "lyrics now, for the final number, john's got a card i... \n",
- "lyrics_owner_id 250962 \n",
- "path /The-beatles-a-little-rhyme-lyrics \n",
- "primary_artist {'url': 'https://genius.com/artists/The-beatle... \n",
- "pyongs_count NaN \n",
- "song_art_image_thumbnail_url https://s3.amazonaws.com/rapgenius/110537_cda_... \n",
- "stats {'unreviewed_annotations': 0, 'hot': False} \n",
- "title A Little Rhyme \n",
- "url https://genius.com/The-beatles-a-little-rhyme-... \n",
- "\n",
- " 2 \\\n",
- "_id 210712 \n",
- "annotation_count 2 \n",
- "api_path /songs/210712 \n",
- "ctitle all things must pass \n",
- "full_title All Things Must Pass by The Beatles \n",
- "header_image_thumbnail_url https://images.genius.com/77f6f3871295b6069761... \n",
- "header_image_url https://images.genius.com/77f6f3871295b6069761... \n",
- "id 210712 \n",
- "lyrics sunrise doesn't last all morning a cloudburst ... \n",
- "lyrics_owner_id 250962 \n",
- "path /The-beatles-all-things-must-pass-lyrics \n",
- "primary_artist {'url': 'https://genius.com/artists/The-beatle... \n",
- "pyongs_count NaN \n",
- "song_art_image_thumbnail_url https://images.genius.com/77f6f3871295b6069761... \n",
- "stats {'unreviewed_annotations': 0, 'hot': False} \n",
- "title All Things Must Pass \n",
- "url https://genius.com/The-beatles-all-things-must... \n",
- "\n",
- " 3 \\\n",
- "_id 1497768 \n",
- "annotation_count 1 \n",
- "api_path /songs/1497768 \n",
- "ctitle all together on the wireless machine \n",
- "full_title All Together on the Wireless Machine by The Be... \n",
- "header_image_thumbnail_url https://images.genius.com/ad1f59e8a03be4eb521e... \n",
- "header_image_url https://images.genius.com/ad1f59e8a03be4eb521e... \n",
- "id 1497768 \n",
- "lyrics when i was sitting on my piano one day a magic... \n",
- "lyrics_owner_id 1549345 \n",
- "path /The-beatles-all-together-on-the-wireless-mach... \n",
- "primary_artist {'url': 'https://genius.com/artists/The-beatle... \n",
- "pyongs_count NaN \n",
- "song_art_image_thumbnail_url https://images.genius.com/ad1f59e8a03be4eb521e... \n",
- "stats {'unreviewed_annotations': 0, 'hot': False} \n",
- "title All Together on the Wireless Machine \n",
- "url https://genius.com/The-beatles-all-together-on... \n",
- "\n",
" 4 \\\n",
- "_id 106576 \n",
- "annotation_count 12 \n",
- "api_path /songs/106576 \n",
- "ctitle and your bird can sing \n",
- "full_title And Your Bird Can Sing by The Beatles \n",
- "header_image_thumbnail_url https://images.genius.com/59b22781e23136c9c464... \n",
- "header_image_url https://images.genius.com/59b22781e23136c9c464... \n",
- "id 106576 \n",
- "lyrics you tell me that you've got everything you wan... \n",
- "lyrics_owner_id 121577 \n",
- "path /The-beatles-and-your-bird-can-sing-lyrics \n",
- "primary_artist {'url': 'https://genius.com/artists/The-beatle... \n",
- "pyongs_count 2 \n",
- "song_art_image_thumbnail_url https://images.genius.com/59b22781e23136c9c464... \n",
- "stats {'unreviewed_annotations': 0, 'hot': False} \n",
- "title And Your Bird Can Sing \n",
- "url https://genius.com/The-beatles-and-your-bird-c... \n",
+ "_id 1436 \n",
+ "annotation_count 19 \n",
+ "api_path /songs/1436 \n",
+ "full_title A Day In the Life by The Beatles \n",
+ "header_image_thumbnail_url https://s3.amazonaws.com/rapgenius/The-Beatles... \n",
+ "header_image_url https://s3.amazonaws.com/rapgenius/The-Beatles... \n",
+ "id 1436 \n",
+ "lyrics_owner_id 7 \n",
+ "path /The-beatles-a-day-in-the-life-lyrics \n",
+ "primary_artist {'is_meme_verified': False, 'header_image_url'... \n",
+ "pyongs_count 34 \n",
+ "song_art_image_thumbnail_url https://s3.amazonaws.com/rapgenius/The-Beatles... \n",
+ "stats {'hot': False, 'unreviewed_annotations': 0, 'p... \n",
+ "title A Day In the Life \n",
+ "url https://genius.com/The-beatles-a-day-in-the-li... \n",
"\n",
" 5 \\\n",
+ "_id 118166 \n",
+ "annotation_count 13 \n",
+ "api_path /songs/118166 \n",
+ "full_title A Hard Day's Night by The Beatles \n",
+ "header_image_thumbnail_url https://images.genius.com/68c11c7f5b6b66194d77... \n",
+ "header_image_url https://images.genius.com/68c11c7f5b6b66194d77... \n",
+ "id 118166 \n",
+ "lyrics_owner_id 1553 \n",
+ "path /The-beatles-a-hard-days-night-lyrics \n",
+ "primary_artist {'is_meme_verified': False, 'header_image_url'... \n",
+ "pyongs_count 4 \n",
+ "song_art_image_thumbnail_url https://images.genius.com/68c11c7f5b6b66194d77... \n",
+ "stats {'hot': False, 'unreviewed_annotations': 0, 'p... \n",
+ "title A Hard Day's Night \n",
+ "url https://genius.com/The-beatles-a-hard-days-nig... \n",
+ "\n",
+ " 6 \\\n",
"_id 210540 \n",
"annotation_count 0 \n",
"api_path /songs/210540 \n",
- "ctitle aint she sweet \n",
"full_title Ain't She Sweet by The Beatles \n",
"header_image_thumbnail_url https://s3.amazonaws.com/rapgenius/view.jpg \n",
"header_image_url https://s3.amazonaws.com/rapgenius/view.jpg \n",
"id 210540 \n",
- "lyrics oh ain't she sweet well see her walking down t... \n",
"lyrics_owner_id 250962 \n",
"path /The-beatles-aint-she-sweet-lyrics \n",
- "primary_artist {'url': 'https://genius.com/artists/The-beatle... \n",
+ "primary_artist {'is_meme_verified': False, 'header_image_url'... \n",
"pyongs_count NaN \n",
"song_art_image_thumbnail_url https://s3.amazonaws.com/rapgenius/view.jpg \n",
- "stats {'unreviewed_annotations': 0, 'hot': False} \n",
+ "stats {'hot': False, 'unreviewed_annotations': 0} \n",
"title Ain't She Sweet \n",
"url https://genius.com/The-beatles-aint-she-sweet-... \n",
"\n",
- " 6 \\\n",
- "_id 123533 \n",
- "annotation_count 5 \n",
- "api_path /songs/123533 \n",
- "ctitle and i love her \n",
- "full_title And I Love Her by The Beatles \n",
- "header_image_thumbnail_url https://images.genius.com/68c11c7f5b6b66194d77... \n",
- "header_image_url https://images.genius.com/68c11c7f5b6b66194d77... \n",
- "id 123533 \n",
- "lyrics i give her all my love that's all i do and if ... \n",
- "lyrics_owner_id 46871 \n",
- "path /The-beatles-and-i-love-her-lyrics \n",
- "primary_artist {'url': 'https://genius.com/artists/The-beatle... \n",
- "pyongs_count 15 \n",
- "song_art_image_thumbnail_url https://images.genius.com/68c11c7f5b6b66194d77... \n",
- "stats {'unreviewed_annotations': 0, 'pageviews': 554... \n",
- "title And I Love Her \n",
- "url https://genius.com/The-beatles-and-i-love-her-... \n",
- "\n",
" 7 \\\n",
- "_id 1274297 \n",
- "annotation_count 1 \n",
- "api_path /songs/1274297 \n",
- "ctitle bad to me \n",
- "full_title Bad to Me by The Beatles \n",
- "header_image_thumbnail_url https://images.genius.com/6f304f07098a410106d9... \n",
- "header_image_url https://images.genius.com/6f304f07098a410106d9... \n",
- "id 1274297 \n",
- "lyrics if you ever leave me, i'll be sad and blue don... \n",
- "lyrics_owner_id 1549345 \n",
- "path /The-beatles-bad-to-me-lyrics \n",
- "primary_artist {'url': 'https://genius.com/artists/The-beatle... \n",
- "pyongs_count NaN \n",
- "song_art_image_thumbnail_url https://images.genius.com/6f304f07098a410106d9... \n",
- "stats {'unreviewed_annotations': 0, 'hot': False} \n",
- "title Bad to Me \n",
- "url https://genius.com/The-beatles-bad-to-me-lyrics \n",
- "\n",
- " 8 \\\n",
- "_id 210284 \n",
+ "_id 210315 \n",
"annotation_count 1 \n",
- "api_path /songs/210284 \n",
- "ctitle beatle greetings \n",
- "full_title Beatle Greetings by The Beatles (Ft. George Ha... \n",
+ "api_path /songs/210315 \n",
+ "full_title A Little Rhyme by The Beatles (Ft. John & Rodn... \n",
"header_image_thumbnail_url https://s3.amazonaws.com/rapgenius/110537_cda_... \n",
"header_image_url https://s3.amazonaws.com/rapgenius/110537_cda_... \n",
- "id 210284 \n",
- "lyrics i'm ringo and i play the drums i'm paul and i ... \n",
+ "id 210315 \n",
"lyrics_owner_id 250962 \n",
- "path /The-beatles-beatle-greetings-lyrics \n",
- "primary_artist {'url': 'https://genius.com/artists/The-beatle... \n",
+ "path /The-beatles-a-little-rhyme-lyrics \n",
+ "primary_artist {'is_meme_verified': False, 'header_image_url'... \n",
"pyongs_count NaN \n",
"song_art_image_thumbnail_url https://s3.amazonaws.com/rapgenius/110537_cda_... \n",
- "stats {'unreviewed_annotations': 0, 'hot': False} \n",
- "title Beatle Greetings \n",
- "url https://genius.com/The-beatles-beatle-greeting... \n",
+ "stats {'hot': False, 'unreviewed_annotations': 0} \n",
+ "title A Little Rhyme \n",
+ "url https://genius.com/The-beatles-a-little-rhyme-... \n",
"\n",
- " 9 \\\n",
- "_id 524428 \n",
+ " 8 \\\n",
+ "_id 123414 \n",
"annotation_count 1 \n",
- "api_path /songs/524428 \n",
- "ctitle NaN \n",
- "full_title Everyone Needs Someone To Hate by On A Friday ... \n",
- "header_image_thumbnail_url https://images.genius.com/486acf44f6ac31cc8352... \n",
- "header_image_url https://images.genius.com/486acf44f6ac31cc8352... \n",
- "id 524428 \n",
- "lyrics NaN \n",
- "lyrics_owner_id 389740 \n",
- "path /On-a-friday-everyone-needs-someone-to-hate-ly... \n",
- "primary_artist {'url': 'https://genius.com/artists/On-a-frida... \n",
- "pyongs_count NaN \n",
- "song_art_image_thumbnail_url https://images.genius.com/486acf44f6ac31cc8352... \n",
- "stats {'unreviewed_annotations': 0, 'hot': False} \n",
- "title Everyone Needs Someone To Hate \n",
- "url https://genius.com/On-a-friday-everyone-needs-... \n",
+ "api_path /songs/123414 \n",
+ "full_title All I've Got to Do by The Beatles \n",
+ "header_image_thumbnail_url https://s3.amazonaws.com/rapgenius/Beatles2.jpg \n",
+ "header_image_url https://s3.amazonaws.com/rapgenius/Beatles2.jpg \n",
+ "id 123414 \n",
+ "lyrics_owner_id 22533 \n",
+ "path /The-beatles-all-ive-got-to-do-lyrics \n",
+ "primary_artist {'is_meme_verified': False, 'header_image_url'... \n",
+ "pyongs_count 1 \n",
+ "song_art_image_thumbnail_url https://s3.amazonaws.com/rapgenius/Beatles2.jpg \n",
+ "stats {'hot': False, 'unreviewed_annotations': 0} \n",
+ "title All I've Got to Do \n",
+ "url https://genius.com/The-beatles-all-ive-got-to-... \n",
+ "\n",
+ " 9 \\\n",
+ "_id 123415 \n",
+ "annotation_count 4 \n",
+ "api_path /songs/123415 \n",
+ "full_title All My Loving by The Beatles \n",
+ "header_image_thumbnail_url https://s3.amazonaws.com/rapgenius/Beatles2.jpg \n",
+ "header_image_url https://s3.amazonaws.com/rapgenius/Beatles2.jpg \n",
+ "id 123415 \n",
+ "lyrics_owner_id 22533 \n",
+ "path /The-beatles-all-my-loving-lyrics \n",
+ "primary_artist {'is_meme_verified': False, 'header_image_url'... \n",
+ "pyongs_count 4 \n",
+ "song_art_image_thumbnail_url https://s3.amazonaws.com/rapgenius/Beatles2.jpg \n",
+ "stats {'hot': False, 'unreviewed_annotations': 0, 'p... \n",
+ "title All My Loving \n",
+ "url https://genius.com/The-beatles-all-my-loving-l... \n",
"\n",
" ... \\\n",
"_id ... \n",
"annotation_count ... \n",
"api_path ... \n",
- "ctitle ... \n",
"full_title ... \n",
"header_image_thumbnail_url ... \n",
"header_image_url ... \n",
"id ... \n",
- "lyrics ... \n",
"lyrics_owner_id ... \n",
"path ... \n",
"primary_artist ... \n",
"url ... \n",
"\n",
" 601 \\\n",
- "_id 63102 \n",
- "annotation_count 5 \n",
- "api_path /songs/63102 \n",
- "ctitle NaN \n",
- "full_title The National Anthem by Radiohead \n",
- "header_image_thumbnail_url https://images.genius.com/672520006c5c85e87a29... \n",
- "header_image_url https://images.genius.com/672520006c5c85e87a29... \n",
- "id 63102 \n",
- "lyrics NaN \n",
- "lyrics_owner_id 11637 \n",
- "path /Radiohead-the-national-anthem-lyrics \n",
- "primary_artist {'url': 'https://genius.com/artists/Radiohead'... \n",
- "pyongs_count 5 \n",
- "song_art_image_thumbnail_url https://images.genius.com/672520006c5c85e87a29... \n",
- "stats {'unreviewed_annotations': 1, 'pageviews': 231... \n",
- "title The National Anthem \n",
- "url https://genius.com/Radiohead-the-national-anth... \n",
- "\n",
- " 602 \\\n",
- "_id 1039606 \n",
- "annotation_count 1 \n",
- "api_path /songs/1039606 \n",
- "ctitle NaN \n",
- "full_title These Are My Twisted Words by Radiohead \n",
- "header_image_thumbnail_url https://images.genius.com/4b253f662678407c1a66... \n",
- "header_image_url https://images.genius.com/4b253f662678407c1a66... \n",
- "id 1039606 \n",
- "lyrics NaN \n",
- "lyrics_owner_id 1549345 \n",
- "path /Radiohead-these-are-my-twisted-words-lyrics \n",
- "primary_artist {'url': 'https://genius.com/artists/Radiohead'... \n",
- "pyongs_count NaN \n",
- "song_art_image_thumbnail_url https://images.genius.com/4b253f662678407c1a66... \n",
- "stats {'unreviewed_annotations': 1, 'hot': False} \n",
- "title These Are My Twisted Words \n",
- "url https://genius.com/Radiohead-these-are-my-twis... \n",
- "\n",
- " 603 \\\n",
- "_id 2469509 \n",
- "annotation_count 8 \n",
- "api_path /songs/2469509 \n",
- "ctitle NaN \n",
- "full_title Tinker Tailor Soldier Sailor Rich Man Poor Man... \n",
- "header_image_thumbnail_url https://images.genius.com/c9cf30826b50b5096664... \n",
- "header_image_url https://images.genius.com/c9cf30826b50b5096664... \n",
- "id 2469509 \n",
- "lyrics NaN \n",
- "lyrics_owner_id 104344 \n",
- "path /Radiohead-tinker-tailor-soldier-sailor-rich-m... \n",
- "primary_artist {'url': 'https://genius.com/artists/Radiohead'... \n",
- "pyongs_count 15 \n",
- "song_art_image_thumbnail_url https://images.genius.com/c9cf30826b50b5096664... \n",
- "stats {'unreviewed_annotations': 5, 'pageviews': 501... \n",
- "title Tinker Tailor Soldier Sailor Rich Man Poor Man... \n",
- "url https://genius.com/Radiohead-tinker-tailor-sol... \n",
- "\n",
- " 604 \\\n",
- "_id 2904512 \n",
- "annotation_count 0 \n",
- "api_path /songs/2904512 \n",
- "ctitle NaN \n",
- "full_title To Be A Brilliant Light by On A Friday (Ft. Ra... \n",
- "header_image_thumbnail_url https://images.genius.com/0d2b320176188d7579f9... \n",
- "header_image_url https://images.genius.com/0d2b320176188d7579f9... \n",
- "id 2904512 \n",
- "lyrics NaN \n",
- "lyrics_owner_id 2726776 \n",
- "path /On-a-friday-to-be-a-brilliant-light-lyrics \n",
- "primary_artist {'url': 'https://genius.com/artists/On-a-frida... \n",
- "pyongs_count NaN \n",
- "song_art_image_thumbnail_url https://images.genius.com/0d2b320176188d7579f9... \n",
- "stats {'unreviewed_annotations': 0, 'hot': False} \n",
- "title To Be A Brilliant Light \n",
- "url https://genius.com/On-a-friday-to-be-a-brillia... \n",
- "\n",
- " 605 \\\n",
- "_id 196343 \n",
- "annotation_count 9 \n",
- "api_path /songs/196343 \n",
- "ctitle NaN \n",
- "full_title True Love Waits by Radiohead \n",
- "header_image_thumbnail_url https://images.genius.com/c9cf30826b50b5096664... \n",
- "header_image_url https://images.genius.com/c9cf30826b50b5096664... \n",
- "id 196343 \n",
- "lyrics NaN \n",
- "lyrics_owner_id 179127 \n",
- "path /Radiohead-true-love-waits-lyrics \n",
- "primary_artist {'url': 'https://genius.com/artists/Radiohead'... \n",
- "pyongs_count 24 \n",
- "song_art_image_thumbnail_url https://images.genius.com/c9cf30826b50b5096664... \n",
- "stats {'unreviewed_annotations': 0, 'pageviews': 853... \n",
- "title True Love Waits \n",
- "url https://genius.com/Radiohead-true-love-waits-l... \n",
- "\n",
- " 606 \\\n",
- "_id 65924 \n",
- "annotation_count 8 \n",
- "api_path /songs/65924 \n",
- "ctitle NaN \n",
- "full_title Weird Fishes / Arpeggi by Radiohead \n",
- "header_image_thumbnail_url https://images.genius.com/525c7ac8ba19f54cb8a5... \n",
- "header_image_url https://images.genius.com/525c7ac8ba19f54cb8a5... \n",
- "id 65924 \n",
- "lyrics NaN \n",
- "lyrics_owner_id 11637 \n",
- "path /Radiohead-weird-fishes-arpeggi-lyrics \n",
- "primary_artist {'url': 'https://genius.com/artists/Radiohead'... \n",
- "pyongs_count 19 \n",
- "song_art_image_thumbnail_url https://images.genius.com/525c7ac8ba19f54cb8a5... \n",
- "stats {'unreviewed_annotations': 0, 'pageviews': 343... \n",
- "title Weird Fishes / Arpeggi \n",
- "url https://genius.com/Radiohead-weird-fishes-arpe... \n",
- "\n",
- " 607 \\\n",
- "_id 2913460 \n",
+ "_id 2853637 \n",
"annotation_count 0 \n",
- "api_path /songs/2913460 \n",
- "ctitle NaN \n",
- "full_title What Is It That You Say by On A Friday (Ft. Ra... \n",
- "header_image_thumbnail_url https://images.genius.com/76967c29fe8fa254f540... \n",
- "header_image_url https://images.genius.com/76967c29fe8fa254f540... \n",
- "id 2913460 \n",
- "lyrics NaN \n",
+ "api_path /songs/2853637 \n",
+ "full_title Where Bluebirds Fly by Radiohead \n",
+ "header_image_thumbnail_url https://images.genius.com/8ae50c3392a15c9c558c... \n",
+ "header_image_url https://images.genius.com/8ae50c3392a15c9c558c... \n",
+ "id 2853637 \n",
"lyrics_owner_id 2726776 \n",
- "path /On-a-friday-what-is-it-that-you-say-lyrics \n",
- "primary_artist {'url': 'https://genius.com/artists/On-a-frida... \n",
+ "path /Radiohead-where-bluebirds-fly-lyrics \n",
+ "primary_artist {'is_meme_verified': False, 'header_image_url'... \n",
"pyongs_count NaN \n",
- "song_art_image_thumbnail_url https://images.genius.com/76967c29fe8fa254f540... \n",
- "stats {'unreviewed_annotations': 0, 'hot': False} \n",
- "title What Is It That You Say \n",
- "url https://genius.com/On-a-friday-what-is-it-that... \n",
+ "song_art_image_thumbnail_url https://images.genius.com/8ae50c3392a15c9c558c... \n",
+ "stats {'hot': False, 'unreviewed_annotations': 0} \n",
+ "title Where Bluebirds Fly \n",
+ "url https://genius.com/Radiohead-where-bluebirds-f... \n",
"\n",
- " 608 \\\n",
+ " 602 \\\n",
"_id 115809 \n",
"annotation_count 7 \n",
"api_path /songs/115809 \n",
- "ctitle NaN \n",
"full_title Where I End and You Begin by Radiohead \n",
"header_image_thumbnail_url https://images.genius.com/5ccb8a89b0f674962982... \n",
"header_image_url https://images.genius.com/5ccb8a89b0f674962982... \n",
"id 115809 \n",
- "lyrics NaN \n",
"lyrics_owner_id 2726776 \n",
"path /Radiohead-where-i-end-and-you-begin-lyrics \n",
- "primary_artist {'url': 'https://genius.com/artists/Radiohead'... \n",
+ "primary_artist {'is_meme_verified': False, 'header_image_url'... \n",
"pyongs_count 5 \n",
"song_art_image_thumbnail_url https://images.genius.com/5ccb8a89b0f674962982... \n",
- "stats {'unreviewed_annotations': 2, 'pageviews': 107... \n",
+ "stats {'hot': False, 'unreviewed_annotations': 2, 'p... \n",
"title Where I End and You Begin \n",
"url https://genius.com/Radiohead-where-i-end-and-y... \n",
"\n",
+ " 603 \\\n",
+ "_id 1205907 \n",
+ "annotation_count 1 \n",
+ "api_path /songs/1205907 \n",
+ "full_title Wicked Child by Radiohead \n",
+ "header_image_thumbnail_url https://images.genius.com/25efaa8c220fdcfec8a9... \n",
+ "header_image_url https://images.genius.com/25efaa8c220fdcfec8a9... \n",
+ "id 1205907 \n",
+ "lyrics_owner_id 1549345 \n",
+ "path /Radiohead-wicked-child-lyrics \n",
+ "primary_artist {'is_meme_verified': False, 'header_image_url'... \n",
+ "pyongs_count NaN \n",
+ "song_art_image_thumbnail_url https://images.genius.com/25efaa8c220fdcfec8a9... \n",
+ "stats {'hot': False, 'unreviewed_annotations': 0} \n",
+ "title Wicked Child \n",
+ "url https://genius.com/Radiohead-wicked-child-lyrics \n",
+ "\n",
+ " 604 \\\n",
+ "_id 1383236 \n",
+ "annotation_count 1 \n",
+ "api_path /songs/1383236 \n",
+ "full_title Wish You Were Here by Radiohead \n",
+ "header_image_thumbnail_url https://images.genius.com/25efaa8c220fdcfec8a9... \n",
+ "header_image_url https://images.genius.com/25efaa8c220fdcfec8a9... \n",
+ "id 1383236 \n",
+ "lyrics_owner_id 1549345 \n",
+ "path /Radiohead-wish-you-were-here-lyrics \n",
+ "primary_artist {'is_meme_verified': False, 'header_image_url'... \n",
+ "pyongs_count NaN \n",
+ "song_art_image_thumbnail_url https://images.genius.com/25efaa8c220fdcfec8a9... \n",
+ "stats {'hot': False, 'unreviewed_annotations': 0} \n",
+ "title Wish You Were Here \n",
+ "url https://genius.com/Radiohead-wish-you-were-her... \n",
+ "\n",
+ " 605 \\\n",
+ "_id 1081664 \n",
+ "annotation_count 1 \n",
+ "api_path /songs/1081664 \n",
+ "full_title Wonderwall by Radiohead \n",
+ "header_image_thumbnail_url https://images.genius.com/25efaa8c220fdcfec8a9... \n",
+ "header_image_url https://images.genius.com/25efaa8c220fdcfec8a9... \n",
+ "id 1081664 \n",
+ "lyrics_owner_id 1549345 \n",
+ "path /Radiohead-wonderwall-lyrics \n",
+ "primary_artist {'is_meme_verified': False, 'header_image_url'... \n",
+ "pyongs_count NaN \n",
+ "song_art_image_thumbnail_url https://images.genius.com/25efaa8c220fdcfec8a9... \n",
+ "stats {'hot': False, 'unreviewed_annotations': 0} \n",
+ "title Wonderwall \n",
+ "url https://genius.com/Radiohead-wonderwall-lyrics \n",
+ "\n",
+ " 606 \\\n",
+ "_id 350065 \n",
+ "annotation_count 12 \n",
+ "api_path /songs/350065 \n",
+ "full_title Worrywort by Radiohead \n",
+ "header_image_thumbnail_url https://images.genius.com/e4bdb3ab980f0f1b6ce4... \n",
+ "header_image_url https://images.genius.com/e4bdb3ab980f0f1b6ce4... \n",
+ "id 350065 \n",
+ "lyrics_owner_id 428027 \n",
+ "path /Radiohead-worrywort-lyrics \n",
+ "primary_artist {'is_meme_verified': False, 'header_image_url'... \n",
+ "pyongs_count NaN \n",
+ "song_art_image_thumbnail_url https://images.genius.com/e4bdb3ab980f0f1b6ce4... \n",
+ "stats {'hot': False, 'unreviewed_annotations': 11} \n",
+ "title Worrywort \n",
+ "url https://genius.com/Radiohead-worrywort-lyrics \n",
+ "\n",
+ " 607 \\\n",
+ "_id 1226422 \n",
+ "annotation_count 1 \n",
+ "api_path /songs/1226422 \n",
+ "full_title Yes I Am by Radiohead \n",
+ "header_image_thumbnail_url https://images.genius.com/6b45ffa7fd55970e6411... \n",
+ "header_image_url https://images.genius.com/6b45ffa7fd55970e6411... \n",
+ "id 1226422 \n",
+ "lyrics_owner_id 1549345 \n",
+ "path /Radiohead-yes-i-am-lyrics \n",
+ "primary_artist {'is_meme_verified': False, 'header_image_url'... \n",
+ "pyongs_count 2 \n",
+ "song_art_image_thumbnail_url https://images.genius.com/6b45ffa7fd55970e6411... \n",
+ "stats {'hot': False, 'unreviewed_annotations': 0} \n",
+ "title Yes I Am \n",
+ "url https://genius.com/Radiohead-yes-i-am-lyrics \n",
+ "\n",
+ " 608 \\\n",
+ "_id 98114 \n",
+ "annotation_count 6 \n",
+ "api_path /songs/98114 \n",
+ "full_title You by Radiohead \n",
+ "header_image_thumbnail_url https://images.genius.com/6c0cb1c55fc88c941dac... \n",
+ "header_image_url https://images.genius.com/6c0cb1c55fc88c941dac... \n",
+ "id 98114 \n",
+ "lyrics_owner_id 116170 \n",
+ "path /Radiohead-you-lyrics \n",
+ "primary_artist {'is_meme_verified': False, 'header_image_url'... \n",
+ "pyongs_count 1 \n",
+ "song_art_image_thumbnail_url https://images.genius.com/6c0cb1c55fc88c941dac... \n",
+ "stats {'hot': False, 'unreviewed_annotations': 1} \n",
+ "title You \n",
+ "url https://genius.com/Radiohead-you-lyrics \n",
+ "\n",
" 609 \\\n",
"_id 114477 \n",
"annotation_count 4 \n",
"api_path /songs/114477 \n",
- "ctitle NaN \n",
"full_title You and Whose Army? by Radiohead \n",
"header_image_thumbnail_url https://s3.amazonaws.com/rapgenius/1359924238_... \n",
"header_image_url https://s3.amazonaws.com/rapgenius/1359924238_... \n",
"id 114477 \n",
- "lyrics NaN \n",
"lyrics_owner_id 116340 \n",
"path /Radiohead-you-and-whose-army-lyrics \n",
- "primary_artist {'url': 'https://genius.com/artists/Radiohead'... \n",
+ "primary_artist {'is_meme_verified': False, 'header_image_url'... \n",
"pyongs_count 4 \n",
"song_art_image_thumbnail_url https://s3.amazonaws.com/rapgenius/1359924238_... \n",
- "stats {'unreviewed_annotations': 0, 'pageviews': 138... \n",
+ "stats {'hot': False, 'unreviewed_annotations': 0, 'p... \n",
"title You and Whose Army? \n",
"url https://genius.com/Radiohead-you-and-whose-arm... \n",
"\n",
"_id 642622 \n",
"annotation_count 1 \n",
"api_path /songs/642622 \n",
- "ctitle NaN \n",
"full_title You Never Wash Up After Yourself by Radiohead \n",
"header_image_thumbnail_url https://images.rapgenius.com/0d14d86aec456da16... \n",
"header_image_url https://images.rapgenius.com/0d14d86aec456da16... \n",
"id 642622 \n",
- "lyrics NaN \n",
"lyrics_owner_id 1158811 \n",
"path /Radiohead-you-never-wash-up-after-yourself-ly... \n",
- "primary_artist {'url': 'https://genius.com/artists/Radiohead'... \n",
+ "primary_artist {'is_meme_verified': False, 'header_image_url'... \n",
"pyongs_count NaN \n",
"song_art_image_thumbnail_url https://images.rapgenius.com/0d14d86aec456da16... \n",
- "stats {'unreviewed_annotations': 0, 'hot': False} \n",
+ "stats {'hot': False, 'unreviewed_annotations': 0} \n",
"title You Never Wash Up After Yourself \n",
"url https://genius.com/Radiohead-you-never-wash-up... \n",
"\n",
- "[17 rows x 611 columns]"
+ "[15 rows x 611 columns]"
]
},
- "execution_count": 106,
+ "execution_count": 68,
"metadata": {},
"output_type": "execute_result"
}
},
{
"cell_type": "code",
- "execution_count": 116,
+ "execution_count": 69,
"metadata": {
"collapsed": false
},
},
{
"cell_type": "code",
- "execution_count": 153,
+ "execution_count": 70,
"metadata": {
"collapsed": false
},
" \"\\n\\n[Chorus 1]]\\nOh ain't she sweet\\nWell see her walking down that street\\nYes I ask you very confidentially\\nAin't she sweet?\\n\\n[Chorus 2]\\nOh ain't she nice\\nWell look her over once or twice\\nYes I ask you very confidentially\\nAin't she nice?\\n\\n[Chorus 3]\\nJust cast an eye\\nIn her direction\\nOh me oh my\\nAin't that perfection?\\n\\n[Chorus 4]\\nOh I repeat\\nWell don't you think that's kind of neat?\\nYes I ask you very confidentially\\nAin't she sweet?\\n\\n[Chorus 1]\\n\\n[Chorus 2]\\n\\n[Chorus 3]\\n\\n[Chorus 4]\\n\\n[Chorus 1]\\nOh ain't she sweet\\nWell see her walking down that street\\nWell I ask you very confidentially\\nAin't she sweet?\\nWell I ask you very confidentially\\nAin't she sweet?\\n\\n\")"
]
},
- "execution_count": 153,
+ "execution_count": 70,
"metadata": {},
"output_type": "execute_result"
}
},
{
"cell_type": "code",
- "execution_count": 259,
+ "execution_count": 71,
"metadata": {
"collapsed": false
},
{
"data": {
"text/plain": [
- "{'_id': 210315,\n",
- " 'lyrics': 'now, for the final number, john\\'s got a card in his hand with a little rhyme on it. what is it? it\\'s from the form up a third at hemel hempstead oh! it says, \"dear george, john, ringo, paul, here\\'s hoping that you\\'ll please us all a beauty song and swinging voice, we leave it up to you, the choice we think you\\'re fab and really cool, so brighten up our lads at school\" dig this, for here\\'s paul, whistling \"clarabella\"',\n",
- " 'original_lyrics': '\\n\\n[Speech]\\n\\n[Rodney Burke] Now, for the final number, John\\'s got a card in his hand with a little rhyme on it. What is it?\\n[John] It\\'s from the form up a third at Hemel Hempstead\\n[Rodney] Oh!\\n[John] It says, \"Dear George, John, Ringo, Paul, here\\'s hoping that you\\'ll please us all\\nA beauty song and swinging voice, we leave it up to you, the choice\\nWe think you\\'re fab and really cool, so brighten up our lads at school\"\\nDig this, for here\\'s Paul, whistling \"Clarabella\"\\n\\n',\n",
- " 'title': 'A Little Rhyme'}"
+ "{'_id': 1497768,\n",
+ " 'lyrics': 'when i was sitting on my piano one day a magical thought came my way to write a number for the bbc kenny everett mccartney all together on the wireless machine kenny everett mccartney all together on the wireless machine kenny everett mccartney all together on the wireless machine',\n",
+ " 'original_lyrics': '\\n\\nWhen I was sitting on my piano one day\\nA magical thought came my way\\nTo write a number for the BBC\\nKenny Everett McCartney\\nAll together on the wireless machine\\nKenny Everett McCartney\\nAll together on the wireless machine\\nKenny Everett McCartney\\nAll together on the wireless machine\\n\\n',\n",
+ " 'title': 'All Together on the Wireless Machine'}"
]
},
- "execution_count": 259,
+ "execution_count": 71,
"metadata": {},
"output_type": "execute_result"
}
},
{
"cell_type": "code",
- "execution_count": 129,
+ "execution_count": 72,
"metadata": {
"collapsed": true
},
},
{
"cell_type": "code",
- "execution_count": 130,
+ "execution_count": 73,
"metadata": {
"collapsed": false
},
"'a hard days night'"
]
},
- "execution_count": 130,
+ "execution_count": 73,
"metadata": {},
"output_type": "execute_result"
}
},
{
"cell_type": "code",
- "execution_count": 131,
+ "execution_count": 74,
"metadata": {
"collapsed": true
},
},
{
"cell_type": "code",
- "execution_count": 141,
+ "execution_count": 75,
"metadata": {
"collapsed": false
},
{
"data": {
"text/plain": [
- "(305, 294, 42)"
+ "(301, 298, 46)"
]
},
- "execution_count": 141,
+ "execution_count": 75,
"metadata": {},
"output_type": "execute_result"
}
},
{
"cell_type": "code",
- "execution_count": 134,
+ "execution_count": 76,
"metadata": {
"collapsed": false,
"scrolled": true
" 'when im sixty four'}"
]
},
- "execution_count": 134,
+ "execution_count": 76,
"metadata": {},
"output_type": "execute_result"
}
},
{
"cell_type": "code",
- "execution_count": 135,
+ "execution_count": 77,
"metadata": {
"collapsed": false
},
" 'yove got to hide your love away'}"
]
},
- "execution_count": 135,
+ "execution_count": 77,
"metadata": {},
"output_type": "execute_result"
}
},
{
"cell_type": "code",
- "execution_count": 453,
+ "execution_count": 78,
"metadata": {
"collapsed": false
},
{
"data": {
"text/plain": [
- "<pymongo.results.UpdateResult at 0xab71c734>"
+ "<pymongo.results.UpdateResult at 0x7f622b1ab6c0>"
]
},
- "execution_count": 453,
+ "execution_count": 78,
"metadata": {},
"output_type": "execute_result"
}
},
{
"cell_type": "code",
- "execution_count": 454,
+ "execution_count": 79,
"metadata": {
"collapsed": false
},
"(306, 293, 41)"
]
},
- "execution_count": 454,
+ "execution_count": 79,
"metadata": {},
"output_type": "execute_result"
}
},
{
"cell_type": "code",
- "execution_count": 455,
+ "execution_count": 80,
"metadata": {
"collapsed": false
},
},
{
"cell_type": "code",
- "execution_count": 456,
+ "execution_count": 81,
"metadata": {
"collapsed": false,
"scrolled": true
},
{
"cell_type": "code",
- "execution_count": 173,
+ "execution_count": 82,
"metadata": {
"collapsed": false
},
{
"data": {
"text/plain": [
- "dict_keys(['track_href', 'album', 'mode', 'tempo', 'loudness', 'id', 'valence', 'external_ids', 'artists', '_id', 'ctitle', 'sentiment', 'popularity', 'uri', 'energy', 'key', 'available_markets', 'href', 'original_lyrics', 'liveness', 'artist_name', 'external_urls', 'speechiness', 'track_number', 'name', 'analysis_url', 'lyrics', 'duration_ms', 'acousticness', 'preview_url', 'type', 'explicit', 'disc_number', 'danceability', 'time_signature', 'artist_id', 'instrumentalness'])"
+ "dict_keys(['sentiment', 'mode', 'instrumentalness', 'href', 'energy', 'album', 'track_href', 'popularity', 'disc_number', 'liveness', 'available_markets', 'name', 'track_number', 'loudness', 'danceability', 'lyrics', 'uri', 'speechiness', 'type', 'explicit', 'external_urls', 'external_ids', 'artist_id', 'id', 'analysis_url', 'album_id', 'valence', '_id', 'lyrical_density', 'acousticness', 'ctitle', 'duration_ms', 'preview_url', 'artists', 'tempo', 'time_signature', 'artist_name', 'key', 'original_lyrics'])"
]
},
- "execution_count": 173,
+ "execution_count": 82,
"metadata": {},
"output_type": "execute_result"
}
},
{
"cell_type": "code",
- "execution_count": 214,
+ "execution_count": 83,
"metadata": {
"collapsed": false
},
" 'name': 'The Beatles (Remastered)',\n",
" 'type': 'album',\n",
" 'uri': 'spotify:album:03Qh833fEdVT30Pfs93ea6'},\n",
+ " 'album_id': '03Qh833fEdVT30Pfs93ea6',\n",
" 'analysis_url': 'https://api.spotify.com/v1/audio-analysis/2ucFulEWapRAmTn7l6f5Q7',\n",
" 'artist_id': '3WrFJ7ztbogyGnTHbHJFl2',\n",
" 'artist_name': 'The Beatles',\n",
" 'key': 2,\n",
" 'liveness': 0.789,\n",
" 'loudness': -11.185,\n",
+ " 'lyrical_density': 0.16989787250108546,\n",
" 'lyrics': 'honey pie honey pie i love you, honey pie',\n",
" 'mode': 1,\n",
" 'name': 'Wild Honey Pie - Remastered 2009',\n",
" 'original_lyrics': '\\n\\nHoney Pie\\nHoney Pie\\nI love you, Honey Pie\\n\\n',\n",
- " 'popularity': 42,\n",
+ " 'popularity': 41,\n",
" 'preview_url': 'https://p.scdn.co/mp3-preview/ddebab4d5e87d46a499ce557405cfadf0330bd9c?cid=null',\n",
" 'sentiment': {'label': 'pos',\n",
" 'probability': {'neg': 0.39117763475308887,\n",
" 'valence': 0.153}"
]
},
- "execution_count": 214,
+ "execution_count": 83,
"metadata": {},
"output_type": "execute_result"
}
},
{
"cell_type": "code",
- "execution_count": 197,
+ "execution_count": 84,
"metadata": {
"collapsed": false
},
"19 Tomorrow Never Knows - Remastered 2009 0.0556 "
]
},
- "execution_count": 197,
+ "execution_count": 84,
"metadata": {},
"output_type": "execute_result"
}
" sort=[('valence', pymongo.ASCENDING)], limit=20)))"
]
},
+ {
+ "cell_type": "markdown",
+ "metadata": {},
+ "source": [
+ "Just the Beatles songs."
+ ]
+ },
{
"cell_type": "code",
- "execution_count": 458,
+ "execution_count": 85,
"metadata": {
"collapsed": false
},
" </thead>\n",
" <tbody>\n",
" <tr>\n",
- " <th>83</th>\n",
+ " <th>113</th>\n",
" <td>0ttMfoND7IQqFSMVOPkELC</td>\n",
" <td>The Beatles</td>\n",
" <td>Blue Jay Way - Remastered 2009</td>\n",
" <td>0.0380</td>\n",
" </tr>\n",
" <tr>\n",
- " <th>180</th>\n",
+ " <th>147</th>\n",
" <td>0agoaPIy92gPZ6zRhqXarE</td>\n",
" <td>The Beatles</td>\n",
" <td>Tomorrow Never Knows - Remastered 2009</td>\n",
" <td>0.0556</td>\n",
" </tr>\n",
" <tr>\n",
- " <th>228</th>\n",
+ " <th>109</th>\n",
" <td>6ZrPbHp9kRmQj1tGLvna8U</td>\n",
" <td>The Beatles</td>\n",
" <td>Revolution 9 - Remastered 2009</td>\n",
" <td>0.0963</td>\n",
" </tr>\n",
" <tr>\n",
- " <th>207</th>\n",
+ " <th>104</th>\n",
" <td>27YZJHyTTDIurMqDu1v2ef</td>\n",
" <td>The Beatles</td>\n",
" <td>Long, Long, Long - Remastered 2009</td>\n",
" <td>0.1530</td>\n",
" </tr>\n",
" <tr>\n",
- " <th>196</th>\n",
+ " <th>66</th>\n",
" <td>4cLoL5KPfE1hAwfsO84FX7</td>\n",
" <td>The Beatles</td>\n",
" <td>Because - Remastered 2009</td>\n",
" <td>0.1620</td>\n",
" </tr>\n",
" <tr>\n",
- " <th>103</th>\n",
+ " <th>133</th>\n",
" <td>3ZFBeIyP41HhnALjxWy1pR</td>\n",
" <td>The Beatles</td>\n",
" <td>A Day In The Life - Remastered 2009</td>\n",
" <td>0.1620</td>\n",
" </tr>\n",
" <tr>\n",
- " <th>36</th>\n",
+ " <th>44</th>\n",
" <td>7iABnSNZciNepqGtjMQxxd</td>\n",
" <td>The Beatles</td>\n",
" <td>Come Together - Remastered 2015</td>\n",
" <td>0.1780</td>\n",
" </tr>\n",
" <tr>\n",
- " <th>48</th>\n",
+ " <th>59</th>\n",
" <td>0MKqeOVdZcUFGJvWpGCKbG</td>\n",
" <td>The Beatles</td>\n",
" <td>Come Together - Remastered 2009</td>\n",
" <td>0.1790</td>\n",
" </tr>\n",
" <tr>\n",
- " <th>59</th>\n",
- " <td>4gUUfLOH38XYU5Q3b2K4Go</td>\n",
+ " <th>110</th>\n",
+ " <td>2tf8ljpWPmXNIFgRVhEuJg</td>\n",
" <td>The Beatles</td>\n",
- " <td>It's All Too Much - Remastered 2009</td>\n",
+ " <td>Good Night - Remastered 2009</td>\n",
" <td>0.1920</td>\n",
" </tr>\n",
" </tbody>\n",
],
"text/plain": [
" _id artist_name \\\n",
- "83 0ttMfoND7IQqFSMVOPkELC The Beatles \n",
- "180 0agoaPIy92gPZ6zRhqXarE The Beatles \n",
- "228 6ZrPbHp9kRmQj1tGLvna8U The Beatles \n",
- "207 27YZJHyTTDIurMqDu1v2ef The Beatles \n",
+ "113 0ttMfoND7IQqFSMVOPkELC The Beatles \n",
+ "147 0agoaPIy92gPZ6zRhqXarE The Beatles \n",
+ "109 6ZrPbHp9kRmQj1tGLvna8U The Beatles \n",
+ "104 27YZJHyTTDIurMqDu1v2ef The Beatles \n",
"0 2ucFulEWapRAmTn7l6f5Q7 The Beatles \n",
- "196 4cLoL5KPfE1hAwfsO84FX7 The Beatles \n",
- "103 3ZFBeIyP41HhnALjxWy1pR The Beatles \n",
- "36 7iABnSNZciNepqGtjMQxxd The Beatles \n",
- "48 0MKqeOVdZcUFGJvWpGCKbG The Beatles \n",
- "59 4gUUfLOH38XYU5Q3b2K4Go The Beatles \n",
+ "66 4cLoL5KPfE1hAwfsO84FX7 The Beatles \n",
+ "133 3ZFBeIyP41HhnALjxWy1pR The Beatles \n",
+ "44 7iABnSNZciNepqGtjMQxxd The Beatles \n",
+ "59 0MKqeOVdZcUFGJvWpGCKbG The Beatles \n",
+ "110 2tf8ljpWPmXNIFgRVhEuJg The Beatles \n",
"\n",
" name valence \n",
- "83 Blue Jay Way - Remastered 2009 0.0380 \n",
- "180 Tomorrow Never Knows - Remastered 2009 0.0556 \n",
- "228 Revolution 9 - Remastered 2009 0.0963 \n",
- "207 Long, Long, Long - Remastered 2009 0.1350 \n",
+ "113 Blue Jay Way - Remastered 2009 0.0380 \n",
+ "147 Tomorrow Never Knows - Remastered 2009 0.0556 \n",
+ "109 Revolution 9 - Remastered 2009 0.0963 \n",
+ "104 Long, Long, Long - Remastered 2009 0.1350 \n",
"0 Wild Honey Pie - Remastered 2009 0.1530 \n",
- "196 Because - Remastered 2009 0.1620 \n",
- "103 A Day In The Life - Remastered 2009 0.1620 \n",
- "36 Come Together - Remastered 2015 0.1780 \n",
- "48 Come Together - Remastered 2009 0.1790 \n",
- "59 It's All Too Much - Remastered 2009 0.1920 "
+ "66 Because - Remastered 2009 0.1620 \n",
+ "133 A Day In The Life - Remastered 2009 0.1620 \n",
+ "44 Come Together - Remastered 2015 0.1780 \n",
+ "59 Come Together - Remastered 2009 0.1790 \n",
+ "110 Good Night - Remastered 2009 0.1920 "
]
},
- "execution_count": 458,
+ "execution_count": 85,
"metadata": {},
"output_type": "execute_result"
}
"beatles_df.sort_values('valence').head(10)"
]
},
+ {
+ "cell_type": "markdown",
+ "metadata": {},
+ "source": [
+ "And plot the valences.."
+ ]
+ },
{
"cell_type": "code",
- "execution_count": 459,
+ "execution_count": 86,
"metadata": {
"collapsed": false
},
{
"data": {
"text/plain": [
- "<matplotlib.axes._subplots.AxesSubplot at 0xab484dec>"
+ "<matplotlib.axes._subplots.AxesSubplot at 0x7f622af36c88>"
]
},
- "execution_count": 459,
+ "execution_count": 86,
"metadata": {},
"output_type": "execute_result"
},
{
"data": {
- "image/png": "iVBORw0KGgoAAAANSUhEUgAAAXUAAAEACAYAAABMEua6AAAABHNCSVQICAgIfAhkiAAAAAlwSFlz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\n",
+ "image/png": "iVBORw0KGgoAAAANSUhEUgAAAXUAAAEACAYAAABMEua6AAAABHNCSVQICAgIfAhkiAAAAAlwSFlz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\nQmCC\n",
"text/plain": [
- "<matplotlib.figure.Figure at 0xac15c28c>"
+ "<matplotlib.figure.Figure at 0x7f622ac41668>"
]
},
"metadata": {},
},
{
"cell_type": "code",
- "execution_count": 460,
- "metadata": {
- "collapsed": false
- },
- "outputs": [
- {
- "data": {
- "text/html": [
- "<div>\n",
- "<table border=\"1\" class=\"dataframe\">\n",
- " <thead>\n",
- " <tr style=\"text-align: right;\">\n",
- " <th></th>\n",
- " <th>_id</th>\n",
- " <th>artist_name</th>\n",
- " <th>name</th>\n",
- " <th>valence</th>\n",
- " </tr>\n",
- " </thead>\n",
- " <tbody>\n",
- " <tr>\n",
- " <th>14</th>\n",
- " <td>1AVrv7FD10FoKW38oBiKRg</td>\n",
- " <td>Radiohead</td>\n",
- " <td>Bloom (Blawan Rmx)</td>\n",
- " <td>0.0325</td>\n",
- " </tr>\n",
- " <tr>\n",
- " <th>131</th>\n",
- " <td>53RYTfkLiyZuUZHwJC3Wmm</td>\n",
- " <td>Radiohead</td>\n",
- " <td>We Suck Young Blood</td>\n",
- " <td>0.0378</td>\n",
- " </tr>\n",
- " <tr>\n",
- " <th>123</th>\n",
- " <td>01ZpFhrMMqKPVCwyqXneVp</td>\n",
- " <td>Radiohead</td>\n",
- " <td>True Love Waits</td>\n",
- " <td>0.0378</td>\n",
- " </tr>\n",
- " <tr>\n",
- " <th>13</th>\n",
- " <td>66Pyms4pYaHEcPHZ7DdMbE</td>\n",
- " <td>Radiohead</td>\n",
- " <td>TKOL (Altrice Rmx)</td>\n",
- " <td>0.0383</td>\n",
- " </tr>\n",
- " <tr>\n",
- " <th>20</th>\n",
- " <td>3gKuywOm38axM8sJGq6Laq</td>\n",
- " <td>Radiohead</td>\n",
- " <td>MK 1</td>\n",
- " <td>0.0391</td>\n",
- " </tr>\n",
- " <tr>\n",
- " <th>117</th>\n",
- " <td>75YUnz58ajMo2VIIuUFvOV</td>\n",
- " <td>Radiohead</td>\n",
- " <td>The Tourist</td>\n",
- " <td>0.0400</td>\n",
- " </tr>\n",
- " <tr>\n",
- " <th>15</th>\n",
- " <td>0tKuiKb2mazZYdA6fPP7kI</td>\n",
- " <td>Radiohead</td>\n",
- " <td>Good Evening Mrs Magpie (Modeselektor RMX)</td>\n",
- " <td>0.0413</td>\n",
- " </tr>\n",
- " <tr>\n",
- " <th>140</th>\n",
- " <td>0COiZ7ncho2yi4HotbzgPv</td>\n",
- " <td>Radiohead</td>\n",
- " <td>Motion Picture Soundtrack</td>\n",
- " <td>0.0425</td>\n",
- " </tr>\n",
- " <tr>\n",
- " <th>21</th>\n",
- " <td>2uYSbsxAMmK1awUl06T7ix</td>\n",
- " <td>Radiohead</td>\n",
- " <td>MK 2</td>\n",
- " <td>0.0437</td>\n",
- " </tr>\n",
- " <tr>\n",
- " <th>143</th>\n",
- " <td>4gq2bc2770XvbJdEtfUbmw</td>\n",
- " <td>Radiohead</td>\n",
- " <td>Go Slowly</td>\n",
- " <td>0.0453</td>\n",
- " </tr>\n",
- " </tbody>\n",
- "</table>\n",
- "</div>"
- ],
- "text/plain": [
- " _id artist_name \\\n",
- "14 1AVrv7FD10FoKW38oBiKRg Radiohead \n",
- "131 53RYTfkLiyZuUZHwJC3Wmm Radiohead \n",
- "123 01ZpFhrMMqKPVCwyqXneVp Radiohead \n",
- "13 66Pyms4pYaHEcPHZ7DdMbE Radiohead \n",
- "20 3gKuywOm38axM8sJGq6Laq Radiohead \n",
- "117 75YUnz58ajMo2VIIuUFvOV Radiohead \n",
- "15 0tKuiKb2mazZYdA6fPP7kI Radiohead \n",
- "140 0COiZ7ncho2yi4HotbzgPv Radiohead \n",
- "21 2uYSbsxAMmK1awUl06T7ix Radiohead \n",
- "143 4gq2bc2770XvbJdEtfUbmw Radiohead \n",
- "\n",
- " name valence \n",
- "14 Bloom (Blawan Rmx) 0.0325 \n",
- "131 We Suck Young Blood 0.0378 \n",
- "123 True Love Waits 0.0378 \n",
- "13 TKOL (Altrice Rmx) 0.0383 \n",
- "20 MK 1 0.0391 \n",
- "117 The Tourist 0.0400 \n",
- "15 Good Evening Mrs Magpie (Modeselektor RMX) 0.0413 \n",
- "140 Motion Picture Soundtrack 0.0425 \n",
- "21 MK 2 0.0437 \n",
- "143 Go Slowly 0.0453 "
- ]
- },
- "execution_count": 460,
- "metadata": {},
- "output_type": "execute_result"
- }
- ],
- "source": [
- "radiohead_df = pd.DataFrame(list(tracks.find({'artist_id': radiohead_id}, \n",
- " ['artist_name', 'name', 'valence'])))\n",
- "radiohead_df.sort_values('valence').head(10)"
- ]
- },
- {
- "cell_type": "code",
- "execution_count": 461,
+ "execution_count": 88,
"metadata": {
"collapsed": false
},
{
"data": {
"text/plain": [
- "<matplotlib.axes._subplots.AxesSubplot at 0xab38d58c>"
+ "<matplotlib.axes._subplots.AxesSubplot at 0x7f622af5d588>"
]
},
- "execution_count": 461,
+ "execution_count": 88,
"metadata": {},
"output_type": "execute_result"
},
{
"data": {
- "image/png": "iVBORw0KGgoAAAANSUhEUgAAAXUAAAEACAYAAABMEua6AAAABHNCSVQICAgIfAhkiAAAAAlwSFlz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\ntKmLiCwRbeoiIkvk/wOeJ/xuf0ugsAAAAABJRU5ErkJggg==\n",
+ "image/png": "iVBORw0KGgoAAAANSUhEUgAAAXUAAAEACAYAAABMEua6AAAABHNCSVQICAgIfAhkiAAAAAlwSFlz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\nYII=\n",
"text/plain": [
- "<matplotlib.figure.Figure at 0xab35c70c>"
+ "<matplotlib.figure.Figure at 0x7f622ac41748>"
]
},
"metadata": {},
"radiohead_df['valence'].hist()"
]
},
+ {
+ "cell_type": "markdown",
+ "metadata": {},
+ "source": [
+ "And now plot both on the same chart, to clearly show that Radiohead songs are generally lower-valence than The Beatles."
+ ]
+ },
{
"cell_type": "code",
- "execution_count": 462,
+ "execution_count": 89,
"metadata": {
"collapsed": false
},
{
"data": {
"text/plain": [
- "<matplotlib.axes._subplots.AxesSubplot at 0xac0736ac>"
+ "<matplotlib.axes._subplots.AxesSubplot at 0x7f622af4d8d0>"
]
},
- "execution_count": 462,
+ "execution_count": 89,
"metadata": {},
"output_type": "execute_result"
},
{
"data": {
- "image/png": "iVBORw0KGgoAAAANSUhEUgAAAXUAAAEACAYAAABMEua6AAAABHNCSVQICAgIfAhkiAAAAAlwSFlz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\nTkSuQmCC\n",
+ "image/png": "iVBORw0KGgoAAAANSUhEUgAAAXUAAAEACAYAAABMEua6AAAABHNCSVQICAgIfAhkiAAAAAlwSFlz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\nDgAFQlMHgAKhqQNAgdDUAaBA/h+JY+4p63w4GAAAAABJRU5ErkJggg==\n",
"text/plain": [
- "<matplotlib.figure.Figure at 0xabfb7b8c>"
+ "<matplotlib.figure.Figure at 0x7f622adf0908>"
]
},
"metadata": {},
"metadata": {},
"source": [
"### Sentiment<a name=\"sentiment\"></a>\n",
- "We can now look at the sentiment scores for the lyrics.\n",
+ "We can now look at the sentiment scores for the lyrics. We start by looking at the most negative songs for each artist.\n",
"\n",
"* [Top](#top)"
]
},
{
"cell_type": "code",
- "execution_count": 463,
+ "execution_count": 90,
"metadata": {
"collapsed": false,
"scrolled": true
" </thead>\n",
" <tbody>\n",
" <tr>\n",
- " <th>67</th>\n",
+ " <th>88</th>\n",
" <td>3VgxeWOGdUYvtX1j8C9VyV</td>\n",
" <td>The Beatles</td>\n",
" <td>I'm So Tired - Remastered 2009</td>\n",
" <td>0.6300</td>\n",
" </tr>\n",
" <tr>\n",
- " <th>50</th>\n",
+ " <th>62</th>\n",
" <td>6gLmFcRwyQCQT23Df2Re9G</td>\n",
" <td>The Beatles</td>\n",
" <td>I Want You (She's So Heavy) - Remastered 2009</td>\n",
" <td>0.4160</td>\n",
" </tr>\n",
" <tr>\n",
- " <th>226</th>\n",
+ " <th>107</th>\n",
" <td>6ZrPbHp9kRmQj1tGLvna8U</td>\n",
" <td>The Beatles</td>\n",
" <td>Revolution 9 - Remastered 2009</td>\n",
" <td>0.0963</td>\n",
" </tr>\n",
" <tr>\n",
- " <th>213</th>\n",
+ " <th>186</th>\n",
" <td>3EbGioQyKyf4dycuiPOg3k</td>\n",
" <td>The Beatles</td>\n",
" <td>Everybody's Trying To Be My Baby - Remastered ...</td>\n",
" <td>0.9370</td>\n",
" </tr>\n",
" <tr>\n",
- " <th>191</th>\n",
+ " <th>16</th>\n",
" <td>79QDgDoBbS7pCrOjIH7ByA</td>\n",
" <td>The Beatles</td>\n",
" <td>Everybody’s Trying To Be My Baby - Live / Bonu...</td>\n",
" <td>0.6390</td>\n",
" </tr>\n",
" <tr>\n",
- " <th>42</th>\n",
+ " <th>53</th>\n",
" <td>4311wT21Et0q3vepFwXjTu</td>\n",
" <td>The Beatles</td>\n",
" <td>One After 909 - Remastered 2009</td>\n",
" <td>0.9040</td>\n",
" </tr>\n",
" <tr>\n",
- " <th>113</th>\n",
+ " <th>148</th>\n",
" <td>3QbhVaulXxTyuAxHY3Pa5N</td>\n",
" <td>The Beatles</td>\n",
" <td>You Won't See Me - Remastered 2009</td>\n",
" <td>0.4620</td>\n",
" </tr>\n",
" <tr>\n",
- " <th>149</th>\n",
+ " <th>195</th>\n",
" <td>3Aqo28W4LLAolYpN3duVJl</td>\n",
" <td>The Beatles</td>\n",
" <td>I'll Cry Instead - Remastered 2009</td>\n",
" <td>0.9610</td>\n",
" </tr>\n",
" <tr>\n",
- " <th>70</th>\n",
+ " <th>92</th>\n",
" <td>3OSi8ehmSWLTD5KatlzX8r</td>\n",
" <td>The Beatles</td>\n",
" <td>Don't Pass Me By - Remastered 2009</td>\n",
" <td>0.9480</td>\n",
" </tr>\n",
" <tr>\n",
- " <th>104</th>\n",
+ " <th>134</th>\n",
" <td>3wAOX1N5M0ta3QNsokmhJV</td>\n",
" <td>The Beatles</td>\n",
" <td>I'm Only Sleeping - Remastered 2009</td>\n",
],
"text/plain": [
" _id artist_name \\\n",
- "67 3VgxeWOGdUYvtX1j8C9VyV The Beatles \n",
- "50 6gLmFcRwyQCQT23Df2Re9G The Beatles \n",
- "226 6ZrPbHp9kRmQj1tGLvna8U The Beatles \n",
- "213 3EbGioQyKyf4dycuiPOg3k The Beatles \n",
- "191 79QDgDoBbS7pCrOjIH7ByA The Beatles \n",
- "42 4311wT21Et0q3vepFwXjTu The Beatles \n",
- "113 3QbhVaulXxTyuAxHY3Pa5N The Beatles \n",
- "149 3Aqo28W4LLAolYpN3duVJl The Beatles \n",
- "70 3OSi8ehmSWLTD5KatlzX8r The Beatles \n",
- "104 3wAOX1N5M0ta3QNsokmhJV The Beatles \n",
+ "88 3VgxeWOGdUYvtX1j8C9VyV The Beatles \n",
+ "62 6gLmFcRwyQCQT23Df2Re9G The Beatles \n",
+ "107 6ZrPbHp9kRmQj1tGLvna8U The Beatles \n",
+ "186 3EbGioQyKyf4dycuiPOg3k The Beatles \n",
+ "16 79QDgDoBbS7pCrOjIH7ByA The Beatles \n",
+ "53 4311wT21Et0q3vepFwXjTu The Beatles \n",
+ "148 3QbhVaulXxTyuAxHY3Pa5N The Beatles \n",
+ "195 3Aqo28W4LLAolYpN3duVJl The Beatles \n",
+ "92 3OSi8ehmSWLTD5KatlzX8r The Beatles \n",
+ "134 3wAOX1N5M0ta3QNsokmhJV The Beatles \n",
"\n",
" name neg neutral \\\n",
- "67 I'm So Tired - Remastered 2009 0.892489 0.146302 \n",
- "50 I Want You (She's So Heavy) - Remastered 2009 0.882642 0.091819 \n",
- "226 Revolution 9 - Remastered 2009 0.873285 0.172322 \n",
- "213 Everybody's Trying To Be My Baby - Remastered ... 0.866985 0.914332 \n",
- "191 Everybody’s Trying To Be My Baby - Live / Bonu... 0.866985 0.914332 \n",
- "42 One After 909 - Remastered 2009 0.865737 0.158470 \n",
- "113 You Won't See Me - Remastered 2009 0.864585 0.247226 \n",
- "149 I'll Cry Instead - Remastered 2009 0.863772 0.160516 \n",
- "70 Don't Pass Me By - Remastered 2009 0.857831 0.120676 \n",
- "104 I'm Only Sleeping - Remastered 2009 0.857651 0.269800 \n",
+ "88 I'm So Tired - Remastered 2009 0.892489 0.146302 \n",
+ "62 I Want You (She's So Heavy) - Remastered 2009 0.882642 0.091819 \n",
+ "107 Revolution 9 - Remastered 2009 0.873285 0.172322 \n",
+ "186 Everybody's Trying To Be My Baby - Remastered ... 0.866985 0.914332 \n",
+ "16 Everybody’s Trying To Be My Baby - Live / Bonu... 0.866985 0.914332 \n",
+ "53 One After 909 - Remastered 2009 0.865737 0.158470 \n",
+ "148 You Won't See Me - Remastered 2009 0.864585 0.247226 \n",
+ "195 I'll Cry Instead - Remastered 2009 0.863772 0.160516 \n",
+ "92 Don't Pass Me By - Remastered 2009 0.857831 0.120676 \n",
+ "134 I'm Only Sleeping - Remastered 2009 0.857651 0.269800 \n",
"\n",
" pos valence \n",
- "67 0.107511 0.6300 \n",
- "50 0.117358 0.4160 \n",
- "226 0.126715 0.0963 \n",
- "213 0.133015 0.9370 \n",
- "191 0.133015 0.6390 \n",
- "42 0.134263 0.9040 \n",
- "113 0.135415 0.4620 \n",
- "149 0.136228 0.9610 \n",
- "70 0.142169 0.9480 \n",
- "104 0.142349 0.7000 "
+ "88 0.107511 0.6300 \n",
+ "62 0.117358 0.4160 \n",
+ "107 0.126715 0.0963 \n",
+ "186 0.133015 0.9370 \n",
+ "16 0.133015 0.6390 \n",
+ "53 0.134263 0.9040 \n",
+ "148 0.135415 0.4620 \n",
+ "195 0.136228 0.9610 \n",
+ "92 0.142169 0.9480 \n",
+ "134 0.142349 0.7000 "
]
},
- "execution_count": 463,
+ "execution_count": 90,
"metadata": {},
"output_type": "execute_result"
}
},
{
"cell_type": "code",
- "execution_count": 464,
+ "execution_count": 91,
"metadata": {
"collapsed": false,
"scrolled": true
" </thead>\n",
" <tbody>\n",
" <tr>\n",
- " <th>23</th>\n",
+ " <th>101</th>\n",
" <td>11qDTSr3Dj4TkPnBcIOqEJ</td>\n",
" <td>Radiohead</td>\n",
" <td>Vegetable</td>\n",
" <td>0.399</td>\n",
" </tr>\n",
" <tr>\n",
- " <th>60</th>\n",
+ " <th>49</th>\n",
" <td>38WL6GlG9NHFiQS6JxV84r</td>\n",
" <td>Radiohead</td>\n",
" <td>Myxomatosis</td>\n",
" <td>0.560</td>\n",
" </tr>\n",
" <tr>\n",
- " <th>19</th>\n",
+ " <th>97</th>\n",
" <td>2zYmvi3w2T8a9Ckrv21bvW</td>\n",
" <td>Radiohead</td>\n",
" <td>Stop Whispering</td>\n",
" <td>0.279</td>\n",
" </tr>\n",
" <tr>\n",
- " <th>87</th>\n",
+ " <th>34</th>\n",
" <td>1w8QCSDH4QobcQeT4uMKLm</td>\n",
" <td>Radiohead</td>\n",
" <td>4 Minute Warning</td>\n",
" <td>0.219</td>\n",
" </tr>\n",
" <tr>\n",
- " <th>9</th>\n",
+ " <th>83</th>\n",
" <td>3aDUSpF3LexOr1lFKvPV2h</td>\n",
" <td>Radiohead</td>\n",
" <td>The Bends</td>\n",
" <td>0.315</td>\n",
" </tr>\n",
" <tr>\n",
- " <th>25</th>\n",
+ " <th>103</th>\n",
" <td>48IEDejXX5LH8TAC3VIGpc</td>\n",
" <td>Radiohead</td>\n",
" <td>I Can't</td>\n",
" <td>0.269</td>\n",
" </tr>\n",
" <tr>\n",
- " <th>5</th>\n",
+ " <th>75</th>\n",
" <td>3SVAN3BRByDmHOhKyIDxfC</td>\n",
" <td>Radiohead</td>\n",
" <td>Karma Police</td>\n",
" <td>0.311</td>\n",
" </tr>\n",
" <tr>\n",
- " <th>14</th>\n",
+ " <th>89</th>\n",
" <td>4dPKQxaraW6CG1rTBzV6DW</td>\n",
" <td>Radiohead</td>\n",
" <td>My Iron Lung</td>\n",
" <td>0.643</td>\n",
" </tr>\n",
" <tr>\n",
- " <th>43</th>\n",
+ " <th>24</th>\n",
" <td>5SdmtFbNOD7Qej6jFCHkOM</td>\n",
" <td>Radiohead</td>\n",
" <td>Faust Arp</td>\n",
" <td>0.224</td>\n",
" </tr>\n",
" <tr>\n",
- " <th>57</th>\n",
+ " <th>46</th>\n",
" <td>77SPrxY5gn6VPrKPGrfLnM</td>\n",
" <td>Radiohead</td>\n",
" <td>There, There</td>\n",
"</div>"
],
"text/plain": [
- " _id artist_name name neg neutral \\\n",
- "23 11qDTSr3Dj4TkPnBcIOqEJ Radiohead Vegetable 0.883291 0.170371 \n",
- "60 38WL6GlG9NHFiQS6JxV84r Radiohead Myxomatosis 0.864921 0.261355 \n",
- "19 2zYmvi3w2T8a9Ckrv21bvW Radiohead Stop Whispering 0.855982 0.188600 \n",
- "87 1w8QCSDH4QobcQeT4uMKLm Radiohead 4 Minute Warning 0.854820 0.516574 \n",
- "9 3aDUSpF3LexOr1lFKvPV2h Radiohead The Bends 0.854244 0.533823 \n",
- "25 48IEDejXX5LH8TAC3VIGpc Radiohead I Can't 0.849730 0.265375 \n",
- "5 3SVAN3BRByDmHOhKyIDxfC Radiohead Karma Police 0.846129 0.100438 \n",
- "14 4dPKQxaraW6CG1rTBzV6DW Radiohead My Iron Lung 0.845080 0.190863 \n",
- "43 5SdmtFbNOD7Qej6jFCHkOM Radiohead Faust Arp 0.838532 0.167778 \n",
- "57 77SPrxY5gn6VPrKPGrfLnM Radiohead There, There 0.835541 0.135951 \n",
+ " _id artist_name name neg neutral \\\n",
+ "101 11qDTSr3Dj4TkPnBcIOqEJ Radiohead Vegetable 0.883291 0.170371 \n",
+ "49 38WL6GlG9NHFiQS6JxV84r Radiohead Myxomatosis 0.864921 0.261355 \n",
+ "97 2zYmvi3w2T8a9Ckrv21bvW Radiohead Stop Whispering 0.855982 0.188600 \n",
+ "34 1w8QCSDH4QobcQeT4uMKLm Radiohead 4 Minute Warning 0.854820 0.516574 \n",
+ "83 3aDUSpF3LexOr1lFKvPV2h Radiohead The Bends 0.854244 0.533823 \n",
+ "103 48IEDejXX5LH8TAC3VIGpc Radiohead I Can't 0.849730 0.265375 \n",
+ "75 3SVAN3BRByDmHOhKyIDxfC Radiohead Karma Police 0.846129 0.100438 \n",
+ "89 4dPKQxaraW6CG1rTBzV6DW Radiohead My Iron Lung 0.845080 0.190863 \n",
+ "24 5SdmtFbNOD7Qej6jFCHkOM Radiohead Faust Arp 0.838532 0.167778 \n",
+ "46 77SPrxY5gn6VPrKPGrfLnM Radiohead There, There 0.835541 0.135951 \n",
"\n",
- " pos valence \n",
- "23 0.116709 0.399 \n",
- "60 0.135079 0.560 \n",
- "19 0.144018 0.279 \n",
- "87 0.145180 0.219 \n",
- "9 0.145756 0.315 \n",
- "25 0.150270 0.269 \n",
- "5 0.153871 0.311 \n",
- "14 0.154920 0.643 \n",
- "43 0.161468 0.224 \n",
- "57 0.164459 0.726 "
+ " pos valence \n",
+ "101 0.116709 0.399 \n",
+ "49 0.135079 0.560 \n",
+ "97 0.144018 0.279 \n",
+ "34 0.145180 0.219 \n",
+ "83 0.145756 0.315 \n",
+ "103 0.150270 0.269 \n",
+ "75 0.153871 0.311 \n",
+ "89 0.154920 0.643 \n",
+ "24 0.161468 0.224 \n",
+ "46 0.164459 0.726 "
]
},
- "execution_count": 464,
+ "execution_count": 91,
"metadata": {},
"output_type": "execute_result"
}
},
{
"cell_type": "code",
- "execution_count": 465,
+ "execution_count": 92,
"metadata": {
"collapsed": false
},
"outputs": [
{
"data": {
- "image/png": "iVBORw0KGgoAAAANSUhEUgAAAYgAAAEPCAYAAABY9lNGAAAABHNCSVQICAgIfAhkiAAAAAlwSFlz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\nQmCC\n",
+ "image/png": "iVBORw0KGgoAAAANSUhEUgAAAYgAAAEPCAYAAABY9lNGAAAABHNCSVQICAgIfAhkiAAAAAlwSFlz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\nCsIwDMNwYgrCMAzDcGIKwjAMw3Dy/wGKI3fieg/ipgAAAABJRU5ErkJggg==\n",
"text/plain": [
- "<matplotlib.figure.Figure at 0xab9bc38c>"
+ "<matplotlib.figure.Figure at 0x7f622ac3f978>"
]
},
"metadata": {},
"plt.show()"
]
},
- {
- "cell_type": "markdown",
- "metadata": {},
- "source": [
- "Positivity and negativity are connected."
- ]
- },
- {
- "cell_type": "code",
- "execution_count": 466,
- "metadata": {
- "collapsed": false
- },
- "outputs": [
- {
- "data": {
- "image/png": "iVBORw0KGgoAAAANSUhEUgAAAYgAAAEPCAYAAABY9lNGAAAABHNCSVQICAgIfAhkiAAAAAlwSFlz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\nYII=\n",
- "text/plain": [
- "<matplotlib.figure.Figure at 0xab27bd0c>"
- ]
- },
- "metadata": {},
- "output_type": "display_data"
- }
- ],
- "source": [
- "plt.scatter(beatles_df['pos'], beatles_df['neg'], color='blue')\n",
- "plt.scatter(radiohead_df['pos'], radiohead_df['neg'], color='red')\n",
- "plt.xlabel('Sentiment positivity')\n",
- "plt.ylabel('Sentiment negativity')\n",
- "plt.show()"
- ]
- },
{
"cell_type": "markdown",
"metadata": {},
},
{
"cell_type": "code",
- "execution_count": 467,
+ "execution_count": 93,
"metadata": {
"collapsed": false
},
"outputs": [
{
"data": {
- "image/png": "iVBORw0KGgoAAAANSUhEUgAAAYgAAAEPCAYAAABY9lNGAAAABHNCSVQICAgIfAhkiAAAAAlwSFlz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\nAAAASUVORK5CYII=\n",
+ "image/png": "iVBORw0KGgoAAAANSUhEUgAAAYgAAAEPCAYAAABY9lNGAAAABHNCSVQICAgIfAhkiAAAAAlwSFlz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\n",
"text/plain": [
- "<matplotlib.figure.Figure at 0xab33434c>"
+ "<matplotlib.figure.Figure at 0x7f622ac00198>"
]
},
"metadata": {},
},
{
"cell_type": "code",
- "execution_count": 468,
- "metadata": {
- "collapsed": false
- },
- "outputs": [
- {
- "data": {
- "text/plain": [
- "<matplotlib.axes._subplots.AxesSubplot at 0xab4276cc>"
- ]
- },
- "execution_count": 468,
- "metadata": {},
- "output_type": "execute_result"
- },
- {
- "data": {
- "image/png": "iVBORw0KGgoAAAANSUhEUgAAAXwAAAEACAYAAACwB81wAAAABHNCSVQICAgIfAhkiAAAAAlwSFlz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\nAb0oopGefrdyAAAAAElFTkSuQmCC\n",
- "text/plain": [
- "<matplotlib.figure.Figure at 0xab689f4c>"
- ]
- },
- "metadata": {},
- "output_type": "display_data"
- }
- ],
- "source": [
- "beatles_df.append(radiohead_df)['neutral'].hist()"
- ]
- },
- {
- "cell_type": "code",
- "execution_count": 469,
+ "execution_count": 95,
"metadata": {
"collapsed": false
},
{
"data": {
"text/plain": [
- "<matplotlib.axes._subplots.AxesSubplot at 0xab66dd6c>"
+ "<matplotlib.axes._subplots.AxesSubplot at 0x7f622ae7f978>"
]
},
- "execution_count": 469,
+ "execution_count": 95,
"metadata": {},
"output_type": "execute_result"
},
{
"data": {
- "image/png": "iVBORw0KGgoAAAANSUhEUgAAAXwAAAEACAYAAACwB81wAAAABHNCSVQICAgIfAhkiAAAAAlwSFlz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\n",
+ "image/png": "iVBORw0KGgoAAAANSUhEUgAAAXwAAAEACAYAAACwB81wAAAABHNCSVQICAgIfAhkiAAAAAlwSFlz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\nA0BFMPABoCIY+ABQEf8PYDmDh24027cAAAAASUVORK5CYII=\n",
"text/plain": [
- "<matplotlib.figure.Figure at 0xab5d0a8c>"
+ "<matplotlib.figure.Figure at 0x7f622b052438>"
]
},
"metadata": {},
},
{
"cell_type": "code",
- "execution_count": 470,
+ "execution_count": 97,
"metadata": {
"collapsed": false
},
" </thead>\n",
" <tbody>\n",
" <tr>\n",
- " <th>247</th>\n",
+ " <th>279</th>\n",
" <td>66cuLvkHsW7dNkfNk6gQP9</td>\n",
" <td>Radiohead</td>\n",
" <td>1.505262</td>\n",
" <td>0.3630</td>\n",
" </tr>\n",
" <tr>\n",
- " <th>3</th>\n",
+ " <th>5</th>\n",
" <td>0GRplBEB2FWCKutwMmS6nY</td>\n",
" <td>The Beatles</td>\n",
" <td>1.475037</td>\n",
" <td>0.4050</td>\n",
" </tr>\n",
" <tr>\n",
- " <th>229</th>\n",
+ " <th>252</th>\n",
" <td>5SdmtFbNOD7Qej6jFCHkOM</td>\n",
" <td>Radiohead</td>\n",
" <td>1.398920</td>\n",
" <td>0.2240</td>\n",
" </tr>\n",
" <tr>\n",
- " <th>68</th>\n",
+ " <th>89</th>\n",
" <td>3VgxeWOGdUYvtX1j8C9VyV</td>\n",
" <td>The Beatles</td>\n",
" <td>1.393697</td>\n",
" <td>0.6300</td>\n",
" </tr>\n",
" <tr>\n",
- " <th>328</th>\n",
+ " <th>108</th>\n",
" <td>6ZrPbHp9kRmQj1tGLvna8U</td>\n",
" <td>The Beatles</td>\n",
" <td>1.270327</td>\n",
" <td>0.0963</td>\n",
" </tr>\n",
" <tr>\n",
- " <th>278</th>\n",
+ " <th>74</th>\n",
" <td>5H9q6ctIlamkqukdTrNt3k</td>\n",
" <td>The Beatles</td>\n",
" <td>1.261539</td>\n",
" <td>0.4900</td>\n",
" </tr>\n",
" <tr>\n",
- " <th>183</th>\n",
+ " <th>311</th>\n",
" <td>3aDUSpF3LexOr1lFKvPV2h</td>\n",
" <td>Radiohead</td>\n",
" <td>1.239768</td>\n",
" <td>0.3150</td>\n",
" </tr>\n",
" <tr>\n",
- " <th>17</th>\n",
+ " <th>24</th>\n",
" <td>0mNQUZEATk2uItMUtiLWK5</td>\n",
" <td>The Beatles</td>\n",
" <td>1.213645</td>\n",
" <td>0.7520</td>\n",
" </tr>\n",
" <tr>\n",
- " <th>82</th>\n",
+ " <th>112</th>\n",
" <td>0ttMfoND7IQqFSMVOPkELC</td>\n",
" <td>The Beatles</td>\n",
" <td>1.212148</td>\n",
" <td>0.0380</td>\n",
" </tr>\n",
" <tr>\n",
- " <th>126</th>\n",
+ " <th>161</th>\n",
" <td>5ou2BiQ9FxIYkxsYvYHpAT</td>\n",
" <td>The Beatles</td>\n",
" <td>1.210378</td>\n",
],
"text/plain": [
" _id artist_name gloom lyrical_density \\\n",
- "247 66cuLvkHsW7dNkfNk6gQP9 Radiohead 1.505262 1.991725 \n",
- "3 0GRplBEB2FWCKutwMmS6nY The Beatles 1.475037 1.853118 \n",
- "229 5SdmtFbNOD7Qej6jFCHkOM Radiohead 1.398920 1.411166 \n",
- "68 3VgxeWOGdUYvtX1j8C9VyV The Beatles 1.393697 1.708599 \n",
- "328 6ZrPbHp9kRmQj1tGLvna8U The Beatles 1.270327 0.874479 \n",
- "278 5H9q6ctIlamkqukdTrNt3k The Beatles 1.261539 2.616693 \n",
- "183 3aDUSpF3LexOr1lFKvPV2h Radiohead 1.239768 1.100731 \n",
- "17 0mNQUZEATk2uItMUtiLWK5 The Beatles 1.213645 1.615224 \n",
- "82 0ttMfoND7IQqFSMVOPkELC The Beatles 1.212148 0.799772 \n",
- "126 5ou2BiQ9FxIYkxsYvYHpAT The Beatles 1.210378 1.648037 \n",
+ "279 66cuLvkHsW7dNkfNk6gQP9 Radiohead 1.505262 1.991725 \n",
+ "5 0GRplBEB2FWCKutwMmS6nY The Beatles 1.475037 1.853118 \n",
+ "252 5SdmtFbNOD7Qej6jFCHkOM Radiohead 1.398920 1.411166 \n",
+ "89 3VgxeWOGdUYvtX1j8C9VyV The Beatles 1.393697 1.708599 \n",
+ "108 6ZrPbHp9kRmQj1tGLvna8U The Beatles 1.270327 0.874479 \n",
+ "74 5H9q6ctIlamkqukdTrNt3k The Beatles 1.261539 2.616693 \n",
+ "311 3aDUSpF3LexOr1lFKvPV2h Radiohead 1.239768 1.100731 \n",
+ "24 0mNQUZEATk2uItMUtiLWK5 The Beatles 1.213645 1.615224 \n",
+ "112 0ttMfoND7IQqFSMVOPkELC The Beatles 1.212148 0.799772 \n",
+ "161 5ou2BiQ9FxIYkxsYvYHpAT The Beatles 1.210378 1.648037 \n",
"\n",
" name neg valence \n",
- "247 A Wolf At the Door 0.793363 0.3630 \n",
- "3 Ticket To Ride - Live / Remastered 0.825439 0.4050 \n",
- "229 Faust Arp 0.838532 0.2240 \n",
- "68 I'm So Tired - Remastered 2009 0.892489 0.6300 \n",
- "328 Revolution 9 - Remastered 2009 0.873285 0.0963 \n",
- "278 Her Majesty - Remastered 2009 0.556608 0.4900 \n",
- "183 The Bends 0.854244 0.3150 \n",
- "17 A Hard Day's Night - Remastered 2015 0.833309 0.7520 \n",
- "82 Blue Jay Way - Remastered 2009 0.812490 0.0380 \n",
- "126 Help! - Remastered 2009 0.823915 0.7610 "
+ "279 A Wolf At the Door 0.793363 0.3630 \n",
+ "5 Ticket To Ride - Live / Remastered 0.825439 0.4050 \n",
+ "252 Faust Arp 0.838532 0.2240 \n",
+ "89 I'm So Tired - Remastered 2009 0.892489 0.6300 \n",
+ "108 Revolution 9 - Remastered 2009 0.873285 0.0963 \n",
+ "74 Her Majesty - Remastered 2009 0.556608 0.4900 \n",
+ "311 The Bends 0.854244 0.3150 \n",
+ "24 A Hard Day's Night - Remastered 2015 0.833309 0.7520 \n",
+ "112 Blue Jay Way - Remastered 2009 0.812490 0.0380 \n",
+ "161 Help! - Remastered 2009 0.823915 0.7610 "
]
},
- "execution_count": 470,
+ "execution_count": 97,
"metadata": {},
"output_type": "execute_result"
}
"results.sort_values('gloom', ascending=False).head(10)"
]
},
+ {
+ "cell_type": "markdown",
+ "metadata": {},
+ "source": [
+ "Interestingly, the gloomiest songs seem pretty evenly spread between Radiohead and The Beatles."
+ ]
+ },
{
"cell_type": "code",
"execution_count": 471,
},
{
"cell_type": "code",
- "execution_count": 472,
+ "execution_count": 98,
"metadata": {
"collapsed": false
},
" </thead>\n",
" <tbody>\n",
" <tr>\n",
- " <th>3</th>\n",
+ " <th>4</th>\n",
" <td>0GRplBEB2FWCKutwMmS6nY</td>\n",
" <td>The Beatles</td>\n",
" <td>1.475037</td>\n",
" <td>0.4050</td>\n",
" </tr>\n",
" <tr>\n",
- " <th>67</th>\n",
+ " <th>88</th>\n",
" <td>3VgxeWOGdUYvtX1j8C9VyV</td>\n",
" <td>The Beatles</td>\n",
" <td>1.393697</td>\n",
" <td>0.6300</td>\n",
" </tr>\n",
" <tr>\n",
- " <th>226</th>\n",
+ " <th>107</th>\n",
" <td>6ZrPbHp9kRmQj1tGLvna8U</td>\n",
" <td>The Beatles</td>\n",
" <td>1.270327</td>\n",
" <td>0.0963</td>\n",
" </tr>\n",
" <tr>\n",
- " <th>201</th>\n",
+ " <th>73</th>\n",
" <td>5H9q6ctIlamkqukdTrNt3k</td>\n",
" <td>The Beatles</td>\n",
" <td>1.261539</td>\n",
" <td>0.4900</td>\n",
" </tr>\n",
" <tr>\n",
- " <th>17</th>\n",
+ " <th>23</th>\n",
" <td>0mNQUZEATk2uItMUtiLWK5</td>\n",
" <td>The Beatles</td>\n",
" <td>1.213645</td>\n",
" <td>0.7520</td>\n",
" </tr>\n",
" <tr>\n",
- " <th>81</th>\n",
+ " <th>111</th>\n",
" <td>0ttMfoND7IQqFSMVOPkELC</td>\n",
" <td>The Beatles</td>\n",
" <td>1.212148</td>\n",
" <td>0.0380</td>\n",
" </tr>\n",
" <tr>\n",
- " <th>125</th>\n",
+ " <th>160</th>\n",
" <td>5ou2BiQ9FxIYkxsYvYHpAT</td>\n",
" <td>The Beatles</td>\n",
" <td>1.210378</td>\n",
" <td>0.7610</td>\n",
" </tr>\n",
" <tr>\n",
- " <th>9</th>\n",
+ " <th>10</th>\n",
" <td>1alcPfZWUHh01l4Fnoo5Jt</td>\n",
" <td>The Beatles</td>\n",
" <td>1.203416</td>\n",
" <td>0.5150</td>\n",
" </tr>\n",
" <tr>\n",
- " <th>164</th>\n",
+ " <th>220</th>\n",
" <td>2Iccm3cKBQHWt5yk0yX9nh</td>\n",
" <td>The Beatles</td>\n",
" <td>1.200158</td>\n",
" <td>0.7080</td>\n",
" </tr>\n",
" <tr>\n",
- " <th>21</th>\n",
+ " <th>27</th>\n",
" <td>1dfuJYDSIc41cw5RPsaCF1</td>\n",
" <td>The Beatles</td>\n",
" <td>1.187438</td>\n",
],
"text/plain": [
" _id artist_name gloom lyrical_density \\\n",
- "3 0GRplBEB2FWCKutwMmS6nY The Beatles 1.475037 1.853118 \n",
- "67 3VgxeWOGdUYvtX1j8C9VyV The Beatles 1.393697 1.708599 \n",
- "226 6ZrPbHp9kRmQj1tGLvna8U The Beatles 1.270327 0.874479 \n",
- "201 5H9q6ctIlamkqukdTrNt3k The Beatles 1.261539 2.616693 \n",
- "17 0mNQUZEATk2uItMUtiLWK5 The Beatles 1.213645 1.615224 \n",
- "81 0ttMfoND7IQqFSMVOPkELC The Beatles 1.212148 0.799772 \n",
- "125 5ou2BiQ9FxIYkxsYvYHpAT The Beatles 1.210378 1.648037 \n",
- "9 1alcPfZWUHh01l4Fnoo5Jt The Beatles 1.203416 1.332561 \n",
- "164 2Iccm3cKBQHWt5yk0yX9nh The Beatles 1.200158 1.530785 \n",
- "21 1dfuJYDSIc41cw5RPsaCF1 The Beatles 1.187438 1.651824 \n",
+ "4 0GRplBEB2FWCKutwMmS6nY The Beatles 1.475037 1.853118 \n",
+ "88 3VgxeWOGdUYvtX1j8C9VyV The Beatles 1.393697 1.708599 \n",
+ "107 6ZrPbHp9kRmQj1tGLvna8U The Beatles 1.270327 0.874479 \n",
+ "73 5H9q6ctIlamkqukdTrNt3k The Beatles 1.261539 2.616693 \n",
+ "23 0mNQUZEATk2uItMUtiLWK5 The Beatles 1.213645 1.615224 \n",
+ "111 0ttMfoND7IQqFSMVOPkELC The Beatles 1.212148 0.799772 \n",
+ "160 5ou2BiQ9FxIYkxsYvYHpAT The Beatles 1.210378 1.648037 \n",
+ "10 1alcPfZWUHh01l4Fnoo5Jt The Beatles 1.203416 1.332561 \n",
+ "220 2Iccm3cKBQHWt5yk0yX9nh The Beatles 1.200158 1.530785 \n",
+ "27 1dfuJYDSIc41cw5RPsaCF1 The Beatles 1.187438 1.651824 \n",
"\n",
" name neg valence \n",
- "3 Ticket To Ride - Live / Remastered 0.825439 0.4050 \n",
- "67 I'm So Tired - Remastered 2009 0.892489 0.6300 \n",
- "226 Revolution 9 - Remastered 2009 0.873285 0.0963 \n",
- "201 Her Majesty - Remastered 2009 0.556608 0.4900 \n",
- "17 A Hard Day's Night - Remastered 2015 0.833309 0.7520 \n",
- "81 Blue Jay Way - Remastered 2009 0.812490 0.0380 \n",
- "125 Help! - Remastered 2009 0.823915 0.7610 \n",
- "9 Help! - Live / Remastered 0.823915 0.5150 \n",
- "164 Please Please Me - Remastered 2009 0.833068 0.7080 \n",
- "21 Help! - Remastered 2015 0.823915 0.8100 "
+ "4 Ticket To Ride - Live / Remastered 0.825439 0.4050 \n",
+ "88 I'm So Tired - Remastered 2009 0.892489 0.6300 \n",
+ "107 Revolution 9 - Remastered 2009 0.873285 0.0963 \n",
+ "73 Her Majesty - Remastered 2009 0.556608 0.4900 \n",
+ "23 A Hard Day's Night - Remastered 2015 0.833309 0.7520 \n",
+ "111 Blue Jay Way - Remastered 2009 0.812490 0.0380 \n",
+ "160 Help! - Remastered 2009 0.823915 0.7610 \n",
+ "10 Help! - Live / Remastered 0.823915 0.5150 \n",
+ "220 Please Please Me - Remastered 2009 0.833068 0.7080 \n",
+ "27 Help! - Remastered 2015 0.823915 0.8100 "
]
},
- "execution_count": 472,
+ "execution_count": 98,
"metadata": {},
"output_type": "execute_result"
}
"metadata": {},
"source": [
"### Revised gloom index<a name=\"revisedgloomindex\"></a>\n",
- "I don't like the calculation for gloom index. If the point of \"lyrical density\" is to scale the gloom index between valence and sentiment, depending on how many words are in the song.\n",
+ "I don't like the calculation for gloom index. If the point of \"lyrical density\" is to scale the gloom index between valence and sentiment, depending on how many words are in the song. Let's do that weighting properly.\n",
+ "\n",
+ "$$gloom = \\frac{(1 - normedLyricDensity)\\times(1 - valence) + normedLyricDensity \\times negativity }{2}$$\n",
"\n",
"* [Top](#top)"
]
},
{
"cell_type": "code",
- "execution_count": 473,
+ "execution_count": 99,
"metadata": {
"collapsed": false,
"scrolled": true
" </thead>\n",
" <tbody>\n",
" <tr>\n",
- " <th>331</th>\n",
+ " <th>258</th>\n",
" <td>4gq2bc2770XvbJdEtfUbmw</td>\n",
" <td>Radiohead</td>\n",
" <td>0.201546</td>\n",
" <td>0.472775</td>\n",
" </tr>\n",
" <tr>\n",
- " <th>279</th>\n",
+ " <th>309</th>\n",
" <td>75YUnz58ajMo2VIIuUFvOV</td>\n",
" <td>Radiohead</td>\n",
" <td>0.248061</td>\n",
" <td>0.471724</td>\n",
" </tr>\n",
" <tr>\n",
- " <th>309</th>\n",
+ " <th>246</th>\n",
" <td>01ZpFhrMMqKPVCwyqXneVp</td>\n",
" <td>Radiohead</td>\n",
" <td>0.218723</td>\n",
" <td>0.471229</td>\n",
" </tr>\n",
" <tr>\n",
- " <th>315</th>\n",
+ " <th>268</th>\n",
" <td>5olWalQH1oVza5D6xJg4oX</td>\n",
" <td>Radiohead</td>\n",
" <td>0.216752</td>\n",
" <td>0.469228</td>\n",
" </tr>\n",
" <tr>\n",
- " <th>317</th>\n",
+ " <th>272</th>\n",
" <td>53RYTfkLiyZuUZHwJC3Wmm</td>\n",
" <td>Radiohead</td>\n",
" <td>0.276367</td>\n",
" <td>0.466795</td>\n",
" </tr>\n",
" <tr>\n",
- " <th>330</th>\n",
+ " <th>205</th>\n",
" <td>4sLGaMl33I6mcsk7u4xHAU</td>\n",
" <td>Radiohead</td>\n",
" <td>0.146307</td>\n",
" <td>0.465650</td>\n",
" </tr>\n",
" <tr>\n",
- " <th>82</th>\n",
+ " <th>112</th>\n",
" <td>0ttMfoND7IQqFSMVOPkELC</td>\n",
" <td>The Beatles</td>\n",
" <td>0.799772</td>\n",
" <td>0.461657</td>\n",
" </tr>\n",
" <tr>\n",
- " <th>326</th>\n",
+ " <th>297</th>\n",
" <td>0COiZ7ncho2yi4HotbzgPv</td>\n",
" <td>Radiohead</td>\n",
" <td>0.349157</td>\n",
" <td>0.460916</td>\n",
" </tr>\n",
" <tr>\n",
- " <th>232</th>\n",
+ " <th>256</th>\n",
" <td>3uxhyRdWVXp7GQvERQl6fA</td>\n",
" <td>Radiohead</td>\n",
" <td>0.382643</td>\n",
" <td>0.460694</td>\n",
" </tr>\n",
" <tr>\n",
- " <th>265</th>\n",
+ " <th>318</th>\n",
" <td>7wB2VenWR6rchtLwawreIg</td>\n",
" <td>Radiohead</td>\n",
" <td>0.359311</td>\n",
],
"text/plain": [
" _id artist_name lyrical_density \\\n",
- "331 4gq2bc2770XvbJdEtfUbmw Radiohead 0.201546 \n",
- "279 75YUnz58ajMo2VIIuUFvOV Radiohead 0.248061 \n",
- "309 01ZpFhrMMqKPVCwyqXneVp Radiohead 0.218723 \n",
- "315 5olWalQH1oVza5D6xJg4oX Radiohead 0.216752 \n",
- "317 53RYTfkLiyZuUZHwJC3Wmm Radiohead 0.276367 \n",
- "330 4sLGaMl33I6mcsk7u4xHAU Radiohead 0.146307 \n",
- "82 0ttMfoND7IQqFSMVOPkELC The Beatles 0.799772 \n",
- "326 0COiZ7ncho2yi4HotbzgPv Radiohead 0.349157 \n",
- "232 3uxhyRdWVXp7GQvERQl6fA Radiohead 0.382643 \n",
- "265 7wB2VenWR6rchtLwawreIg Radiohead 0.359311 \n",
+ "258 4gq2bc2770XvbJdEtfUbmw Radiohead 0.201546 \n",
+ "309 75YUnz58ajMo2VIIuUFvOV Radiohead 0.248061 \n",
+ "246 01ZpFhrMMqKPVCwyqXneVp Radiohead 0.218723 \n",
+ "268 5olWalQH1oVza5D6xJg4oX Radiohead 0.216752 \n",
+ "272 53RYTfkLiyZuUZHwJC3Wmm Radiohead 0.276367 \n",
+ "205 4sLGaMl33I6mcsk7u4xHAU Radiohead 0.146307 \n",
+ "112 0ttMfoND7IQqFSMVOPkELC The Beatles 0.799772 \n",
+ "297 0COiZ7ncho2yi4HotbzgPv Radiohead 0.349157 \n",
+ "256 3uxhyRdWVXp7GQvERQl6fA Radiohead 0.382643 \n",
+ "318 7wB2VenWR6rchtLwawreIg Radiohead 0.359311 \n",
"\n",
" name neg valence scaled_ld gloom \n",
- "331 Go Slowly 0.723774 0.0453 0.039619 0.472775 \n",
- "279 The Tourist 0.667864 0.0400 0.056658 0.471724 \n",
- "309 True Love Waits 0.532206 0.0378 0.045911 0.471229 \n",
- "315 Sail To The Moon 0.605798 0.0458 0.045189 0.469228 \n",
- "317 We Suck Young Blood 0.535358 0.0378 0.067027 0.466795 \n",
- "330 Codex 0.637942 0.0629 0.019385 0.465650 \n",
- "82 Blue Jay Way - Remastered 2009 0.812490 0.0380 0.258755 0.461657 \n",
- "326 Motion Picture Soundtrack 0.576808 0.0425 0.093690 0.460916 \n",
- "232 Videotape 0.652962 0.0468 0.105957 0.460694 \n",
- "265 Bullet Proof ... I Wish I Was 0.804636 0.0781 0.097410 0.455239 "
+ "258 Go Slowly 0.723774 0.0453 0.039619 0.472775 \n",
+ "309 The Tourist 0.667864 0.0400 0.056658 0.471724 \n",
+ "246 True Love Waits 0.532206 0.0378 0.045911 0.471229 \n",
+ "268 Sail To The Moon 0.605798 0.0458 0.045189 0.469228 \n",
+ "272 We Suck Young Blood 0.535358 0.0378 0.067027 0.466795 \n",
+ "205 Codex 0.637942 0.0629 0.019385 0.465650 \n",
+ "112 Blue Jay Way - Remastered 2009 0.812490 0.0380 0.258755 0.461657 \n",
+ "297 Motion Picture Soundtrack 0.576808 0.0425 0.093690 0.460916 \n",
+ "256 Videotape 0.652962 0.0468 0.105957 0.460694 \n",
+ "318 Bullet Proof ... I Wish I Was 0.804636 0.0781 0.097410 0.455239 "
]
},
- "execution_count": 473,
+ "execution_count": 99,
"metadata": {},
"output_type": "execute_result"
}
},
{
"cell_type": "code",
- "execution_count": 474,
+ "execution_count": 100,
"metadata": {
"collapsed": false
},
" </thead>\n",
" <tbody>\n",
" <tr>\n",
- " <th>331</th>\n",
+ " <th>258</th>\n",
" <td>4gq2bc2770XvbJdEtfUbmw</td>\n",
" <td>Radiohead</td>\n",
" <td>0.201546</td>\n",
" <td>0.472775</td>\n",
" </tr>\n",
" <tr>\n",
- " <th>279</th>\n",
+ " <th>309</th>\n",
" <td>75YUnz58ajMo2VIIuUFvOV</td>\n",
" <td>Radiohead</td>\n",
" <td>0.248061</td>\n",
" <td>0.471724</td>\n",
" </tr>\n",
" <tr>\n",
- " <th>309</th>\n",
+ " <th>246</th>\n",
" <td>01ZpFhrMMqKPVCwyqXneVp</td>\n",
" <td>Radiohead</td>\n",
" <td>0.218723</td>\n",
" <td>0.471229</td>\n",
" </tr>\n",
" <tr>\n",
- " <th>315</th>\n",
+ " <th>268</th>\n",
" <td>5olWalQH1oVza5D6xJg4oX</td>\n",
" <td>Radiohead</td>\n",
" <td>0.216752</td>\n",
" <td>0.469228</td>\n",
" </tr>\n",
" <tr>\n",
- " <th>317</th>\n",
+ " <th>272</th>\n",
" <td>53RYTfkLiyZuUZHwJC3Wmm</td>\n",
" <td>Radiohead</td>\n",
" <td>0.276367</td>\n",
" <td>0.466795</td>\n",
" </tr>\n",
" <tr>\n",
- " <th>330</th>\n",
+ " <th>205</th>\n",
" <td>4sLGaMl33I6mcsk7u4xHAU</td>\n",
" <td>Radiohead</td>\n",
" <td>0.146307</td>\n",
" <td>0.465650</td>\n",
" </tr>\n",
" <tr>\n",
- " <th>326</th>\n",
+ " <th>297</th>\n",
" <td>0COiZ7ncho2yi4HotbzgPv</td>\n",
" <td>Radiohead</td>\n",
" <td>0.349157</td>\n",
" <td>0.460916</td>\n",
" </tr>\n",
" <tr>\n",
- " <th>232</th>\n",
+ " <th>256</th>\n",
" <td>3uxhyRdWVXp7GQvERQl6fA</td>\n",
" <td>Radiohead</td>\n",
" <td>0.382643</td>\n",
" <td>0.460694</td>\n",
" </tr>\n",
" <tr>\n",
- " <th>265</th>\n",
+ " <th>318</th>\n",
" <td>7wB2VenWR6rchtLwawreIg</td>\n",
" <td>Radiohead</td>\n",
" <td>0.359311</td>\n",
" <td>0.455239</td>\n",
" </tr>\n",
" <tr>\n",
- " <th>251</th>\n",
+ " <th>289</th>\n",
" <td>5AiNZnMDCWwujIENPj9PV9</td>\n",
" <td>Radiohead</td>\n",
" <td>0.489208</td>\n",
],
"text/plain": [
" _id artist_name lyrical_density \\\n",
- "331 4gq2bc2770XvbJdEtfUbmw Radiohead 0.201546 \n",
- "279 75YUnz58ajMo2VIIuUFvOV Radiohead 0.248061 \n",
- "309 01ZpFhrMMqKPVCwyqXneVp Radiohead 0.218723 \n",
- "315 5olWalQH1oVza5D6xJg4oX Radiohead 0.216752 \n",
- "317 53RYTfkLiyZuUZHwJC3Wmm Radiohead 0.276367 \n",
- "330 4sLGaMl33I6mcsk7u4xHAU Radiohead 0.146307 \n",
- "326 0COiZ7ncho2yi4HotbzgPv Radiohead 0.349157 \n",
- "232 3uxhyRdWVXp7GQvERQl6fA Radiohead 0.382643 \n",
- "265 7wB2VenWR6rchtLwawreIg Radiohead 0.359311 \n",
- "251 5AiNZnMDCWwujIENPj9PV9 Radiohead 0.489208 \n",
+ "258 4gq2bc2770XvbJdEtfUbmw Radiohead 0.201546 \n",
+ "309 75YUnz58ajMo2VIIuUFvOV Radiohead 0.248061 \n",
+ "246 01ZpFhrMMqKPVCwyqXneVp Radiohead 0.218723 \n",
+ "268 5olWalQH1oVza5D6xJg4oX Radiohead 0.216752 \n",
+ "272 53RYTfkLiyZuUZHwJC3Wmm Radiohead 0.276367 \n",
+ "205 4sLGaMl33I6mcsk7u4xHAU Radiohead 0.146307 \n",
+ "297 0COiZ7ncho2yi4HotbzgPv Radiohead 0.349157 \n",
+ "256 3uxhyRdWVXp7GQvERQl6fA Radiohead 0.382643 \n",
+ "318 7wB2VenWR6rchtLwawreIg Radiohead 0.359311 \n",
+ "289 5AiNZnMDCWwujIENPj9PV9 Radiohead 0.489208 \n",
"\n",
" name neg valence scaled_ld gloom \n",
- "331 Go Slowly 0.723774 0.0453 0.039619 0.472775 \n",
- "279 The Tourist 0.667864 0.0400 0.056658 0.471724 \n",
- "309 True Love Waits 0.532206 0.0378 0.045911 0.471229 \n",
- "315 Sail To The Moon 0.605798 0.0458 0.045189 0.469228 \n",
- "317 We Suck Young Blood 0.535358 0.0378 0.067027 0.466795 \n",
- "330 Codex 0.637942 0.0629 0.019385 0.465650 \n",
- "326 Motion Picture Soundtrack 0.576808 0.0425 0.093690 0.460916 \n",
- "232 Videotape 0.652962 0.0468 0.105957 0.460694 \n",
- "265 Bullet Proof ... I Wish I Was 0.804636 0.0781 0.097410 0.455239 \n",
- "251 Everything In Its Right Place 0.716829 0.0585 0.144992 0.454462 "
+ "258 Go Slowly 0.723774 0.0453 0.039619 0.472775 \n",
+ "309 The Tourist 0.667864 0.0400 0.056658 0.471724 \n",
+ "246 True Love Waits 0.532206 0.0378 0.045911 0.471229 \n",
+ "268 Sail To The Moon 0.605798 0.0458 0.045189 0.469228 \n",
+ "272 We Suck Young Blood 0.535358 0.0378 0.067027 0.466795 \n",
+ "205 Codex 0.637942 0.0629 0.019385 0.465650 \n",
+ "297 Motion Picture Soundtrack 0.576808 0.0425 0.093690 0.460916 \n",
+ "256 Videotape 0.652962 0.0468 0.105957 0.460694 \n",
+ "318 Bullet Proof ... I Wish I Was 0.804636 0.0781 0.097410 0.455239 \n",
+ "289 Everything In Its Right Place 0.716829 0.0585 0.144992 0.454462 "
]
},
- "execution_count": 474,
+ "execution_count": 100,
"metadata": {},
"output_type": "execute_result"
}
},
{
"cell_type": "code",
- "execution_count": 475,
+ "execution_count": 101,
"metadata": {
"collapsed": false
},
" </thead>\n",
" <tbody>\n",
" <tr>\n",
- " <th>82</th>\n",
+ " <th>112</th>\n",
" <td>0ttMfoND7IQqFSMVOPkELC</td>\n",
" <td>The Beatles</td>\n",
" <td>0.799772</td>\n",
" <td>0.461657</td>\n",
" </tr>\n",
" <tr>\n",
- " <th>328</th>\n",
+ " <th>108</th>\n",
" <td>6ZrPbHp9kRmQj1tGLvna8U</td>\n",
" <td>The Beatles</td>\n",
" <td>0.874479</td>\n",
" <td>0.417113</td>\n",
" </tr>\n",
" <tr>\n",
- " <th>102</th>\n",
+ " <th>132</th>\n",
" <td>3ZFBeIyP41HhnALjxWy1pR</td>\n",
" <td>The Beatles</td>\n",
" <td>0.628310</td>\n",
" <td>0.413445</td>\n",
" </tr>\n",
" <tr>\n",
- " <th>204</th>\n",
+ " <th>146</th>\n",
" <td>0agoaPIy92gPZ6zRhqXarE</td>\n",
" <td>The Beatles</td>\n",
" <td>0.634931</td>\n",
" <td>0.412609</td>\n",
" </tr>\n",
" <tr>\n",
- " <th>285</th>\n",
+ " <th>103</th>\n",
" <td>27YZJHyTTDIurMqDu1v2ef</td>\n",
" <td>The Beatles</td>\n",
" <td>0.429399</td>\n",
" <td>0.411522</td>\n",
" </tr>\n",
" <tr>\n",
- " <th>271</th>\n",
+ " <th>65</th>\n",
" <td>4cLoL5KPfE1hAwfsO84FX7</td>\n",
" <td>The Beatles</td>\n",
" <td>0.325955</td>\n",
" <td>0.403165</td>\n",
" </tr>\n",
" <tr>\n",
- " <th>53</th>\n",
+ " <th>66</th>\n",
" <td>71Ij3VBYQWMrng61Ae4tBu</td>\n",
" <td>The Beatles</td>\n",
" <td>0.592658</td>\n",
" <td>0.385121</td>\n",
" </tr>\n",
" <tr>\n",
- " <th>272</th>\n",
+ " <th>67</th>\n",
" <td>3jPXnX4SskFgAcC4YBKOwN</td>\n",
" <td>The Beatles</td>\n",
" <td>0.273472</td>\n",
" <td>0.384936</td>\n",
" </tr>\n",
" <tr>\n",
- " <th>34</th>\n",
+ " <th>43</th>\n",
" <td>7iABnSNZciNepqGtjMQxxd</td>\n",
" <td>The Beatles</td>\n",
" <td>0.800176</td>\n",
],
"text/plain": [
" _id artist_name lyrical_density \\\n",
- "82 0ttMfoND7IQqFSMVOPkELC The Beatles 0.799772 \n",
- "328 6ZrPbHp9kRmQj1tGLvna8U The Beatles 0.874479 \n",
+ "112 0ttMfoND7IQqFSMVOPkELC The Beatles 0.799772 \n",
+ "108 6ZrPbHp9kRmQj1tGLvna8U The Beatles 0.874479 \n",
"0 2ucFulEWapRAmTn7l6f5Q7 The Beatles 0.169898 \n",
- "102 3ZFBeIyP41HhnALjxWy1pR The Beatles 0.628310 \n",
- "204 0agoaPIy92gPZ6zRhqXarE The Beatles 0.634931 \n",
- "285 27YZJHyTTDIurMqDu1v2ef The Beatles 0.429399 \n",
- "271 4cLoL5KPfE1hAwfsO84FX7 The Beatles 0.325955 \n",
- "53 71Ij3VBYQWMrng61Ae4tBu The Beatles 0.592658 \n",
- "272 3jPXnX4SskFgAcC4YBKOwN The Beatles 0.273472 \n",
- "34 7iABnSNZciNepqGtjMQxxd The Beatles 0.800176 \n",
+ "132 3ZFBeIyP41HhnALjxWy1pR The Beatles 0.628310 \n",
+ "146 0agoaPIy92gPZ6zRhqXarE The Beatles 0.634931 \n",
+ "103 27YZJHyTTDIurMqDu1v2ef The Beatles 0.429399 \n",
+ "65 4cLoL5KPfE1hAwfsO84FX7 The Beatles 0.325955 \n",
+ "66 71Ij3VBYQWMrng61Ae4tBu The Beatles 0.592658 \n",
+ "67 3jPXnX4SskFgAcC4YBKOwN The Beatles 0.273472 \n",
+ "43 7iABnSNZciNepqGtjMQxxd The Beatles 0.800176 \n",
"\n",
" name neg valence \\\n",
- "82 Blue Jay Way - Remastered 2009 0.812490 0.0380 \n",
- "328 Revolution 9 - Remastered 2009 0.873285 0.0963 \n",
+ "112 Blue Jay Way - Remastered 2009 0.812490 0.0380 \n",
+ "108 Revolution 9 - Remastered 2009 0.873285 0.0963 \n",
"0 Wild Honey Pie - Remastered 2009 0.391178 0.1530 \n",
- "102 A Day In The Life - Remastered 2009 0.781296 0.1620 \n",
- "204 Tomorrow Never Knows - Remastered 2009 0.343599 0.0556 \n",
- "285 Long, Long, Long - Remastered 2009 0.524122 0.1350 \n",
- "271 Because - Remastered 2009 0.466254 0.1620 \n",
- "53 You Never Give Me Your Money - Remastered 2009 0.753448 0.2260 \n",
- "272 Sun King - Remastered 2009 0.300809 0.1970 \n",
- "34 Come Together - Remastered 2015 0.562552 0.1780 \n",
+ "132 A Day In The Life - Remastered 2009 0.781296 0.1620 \n",
+ "146 Tomorrow Never Knows - Remastered 2009 0.343599 0.0556 \n",
+ "103 Long, Long, Long - Remastered 2009 0.524122 0.1350 \n",
+ "65 Because - Remastered 2009 0.466254 0.1620 \n",
+ "66 You Never Give Me Your Money - Remastered 2009 0.753448 0.2260 \n",
+ "67 Sun King - Remastered 2009 0.300809 0.1970 \n",
+ "43 Come Together - Remastered 2015 0.562552 0.1780 \n",
"\n",
" scaled_ld gloom \n",
- "82 0.258755 0.461657 \n",
- "328 0.286121 0.447499 \n",
+ "112 0.258755 0.461657 \n",
+ "108 0.286121 0.447499 \n",
"0 0.028026 0.417113 \n",
- "102 0.195947 0.413445 \n",
- "204 0.198372 0.412609 \n",
- "285 0.123084 0.411522 \n",
- "271 0.085191 0.403165 \n",
- "53 0.182887 0.385121 \n",
- "272 0.065966 0.384936 \n",
- "34 0.258903 0.377414 "
+ "132 0.195947 0.413445 \n",
+ "146 0.198372 0.412609 \n",
+ "103 0.123084 0.411522 \n",
+ "65 0.085191 0.403165 \n",
+ "66 0.182887 0.385121 \n",
+ "67 0.065966 0.384936 \n",
+ "43 0.258903 0.377414 "
]
},
- "execution_count": 475,
+ "execution_count": 101,
"metadata": {},
"output_type": "execute_result"
}
},
{
"cell_type": "code",
- "execution_count": 477,
+ "execution_count": 102,
"metadata": {
"collapsed": false
},
" </thead>\n",
" <tbody>\n",
" <tr>\n",
- " <th>136</th>\n",
- " <td>1e0hllQ23AG0QGFgezgLOq</td>\n",
+ " <th>29</th>\n",
+ " <td>63uskN0xLezVg4281wzeQn</td>\n",
" <td>The Beatles</td>\n",
- " <td>1.002650</td>\n",
- " <td>Yesterday - Remastered 2009</td>\n",
+ " <td>1.005426</td>\n",
+ " <td>Yesterday - Remastered 2015</td>\n",
" <td>0.852156</td>\n",
- " <td>0.333</td>\n",
- " <td>0.333071</td>\n",
- " <td>0.364335</td>\n",
+ " <td>0.348</td>\n",
+ " <td>0.334088</td>\n",
+ " <td>0.359435</td>\n",
" </tr>\n",
" <tr>\n",
- " <th>95</th>\n",
+ " <th>125</th>\n",
" <td>1Ipl1kvks5s6GKn6oqgzeY</td>\n",
" <td>The Beatles</td>\n",
" <td>1.064324</td>\n",
" <td>0.336673</td>\n",
" </tr>\n",
" <tr>\n",
- " <th>26</th>\n",
+ " <th>34</th>\n",
" <td>0TRkjwb4uY3CHb5zhr9bBd</td>\n",
" <td>The Beatles</td>\n",
" <td>1.628703</td>\n",
],
"text/plain": [
" _id artist_name lyrical_density \\\n",
- "136 1e0hllQ23AG0QGFgezgLOq The Beatles 1.002650 \n",
- "95 1Ipl1kvks5s6GKn6oqgzeY The Beatles 1.064324 \n",
- "26 0TRkjwb4uY3CHb5zhr9bBd The Beatles 1.628703 \n",
+ "29 63uskN0xLezVg4281wzeQn The Beatles 1.005426 \n",
+ "125 1Ipl1kvks5s6GKn6oqgzeY The Beatles 1.064324 \n",
+ "34 0TRkjwb4uY3CHb5zhr9bBd The Beatles 1.628703 \n",
"\n",
" name neg valence scaled_ld \\\n",
- "136 Yesterday - Remastered 2009 0.852156 0.333 0.333071 \n",
- "95 She's Leaving Home - Remastered 2009 0.764553 0.377 0.355663 \n",
- "26 Eleanor Rigby - Remastered 2015 0.803232 0.845 0.562401 \n",
+ "29 Yesterday - Remastered 2015 0.852156 0.348 0.334088 \n",
+ "125 She's Leaving Home - Remastered 2009 0.764553 0.377 0.355663 \n",
+ "34 Eleanor Rigby - Remastered 2015 0.803232 0.845 0.562401 \n",
"\n",
" gloom \n",
- "136 0.364335 \n",
- "95 0.336673 \n",
- "26 0.259783 "
+ "29 0.359435 \n",
+ "125 0.336673 \n",
+ "34 0.259783 "
]
},
- "execution_count": 477,
+ "execution_count": 102,
"metadata": {},
"output_type": "execute_result"
}
},
{
"cell_type": "code",
- "execution_count": 478,
+ "execution_count": 103,
"metadata": {
"collapsed": false
},
" </thead>\n",
" <tbody>\n",
" <tr>\n",
- " <th>63</th>\n",
+ " <th>84</th>\n",
" <td>3fuEJBCK3kWnJHFTODR4cb</td>\n",
" <td>The Beatles</td>\n",
" <td>1.608806</td>\n",
" <td>0.028035</td>\n",
" </tr>\n",
" <tr>\n",
- " <th>160</th>\n",
- " <td>16aAwvjzWhM4Cgg5RYz2fA</td>\n",
- " <td>The Beatles</td>\n",
- " <td>0.884919</td>\n",
- " <td>Money (That's What I Want) - Remastered 2009</td>\n",
- " <td>0.208469</td>\n",
- " <td>0.920</td>\n",
- " <td>0.289945</td>\n",
- " <td>0.058624</td>\n",
- " </tr>\n",
- " <tr>\n",
- " <th>57</th>\n",
+ " <th>78</th>\n",
" <td>3TEbDhNDU4NDXq0h86nGZ7</td>\n",
" <td>The Beatles</td>\n",
" <td>1.008850</td>\n",
" <td>0.059382</td>\n",
" </tr>\n",
" <tr>\n",
- " <th>300</th>\n",
+ " <th>220</th>\n",
" <td>5VsIn7QQqcacePIb0vO0ow</td>\n",
" <td>The Beatles</td>\n",
" <td>0.465201</td>\n",
" <td>0.069540</td>\n",
" </tr>\n",
" <tr>\n",
- " <th>203</th>\n",
+ " <th>97</th>\n",
" <td>4KIXWIzNcKzorNDgvMQwmD</td>\n",
" <td>The Beatles</td>\n",
" <td>0.631592</td>\n",
" <td>0.072925</td>\n",
" </tr>\n",
" <tr>\n",
- " <th>293</th>\n",
+ " <th>187</th>\n",
" <td>3EbGioQyKyf4dycuiPOg3k</td>\n",
" <td>The Beatles</td>\n",
" <td>0.438356</td>\n",
" <td>0.082298</td>\n",
" </tr>\n",
" <tr>\n",
- " <th>44</th>\n",
+ " <th>56</th>\n",
" <td>0cJ053ljI4BuP5P8tJnK5j</td>\n",
" <td>The Beatles</td>\n",
" <td>0.893485</td>\n",
" <td>0.083988</td>\n",
" </tr>\n",
" <tr>\n",
- " <th>299</th>\n",
+ " <th>216</th>\n",
" <td>6xJSJpO6HJwHhu7UaIc8qR</td>\n",
" <td>The Beatles</td>\n",
" <td>0.585885</td>\n",
" <td>0.087764</td>\n",
" </tr>\n",
" <tr>\n",
- " <th>39</th>\n",
+ " <th>48</th>\n",
" <td>72Ob0wrObCXgvGYhFs8vip</td>\n",
" <td>The Beatles</td>\n",
" <td>0.938049</td>\n",
" <td>0.309408</td>\n",
" <td>0.093370</td>\n",
" </tr>\n",
+ " <tr>\n",
+ " <th>141</th>\n",
+ " <td>6RdvhWyzCULNTHcMbAXwXK</td>\n",
+ " <td>The Beatles</td>\n",
+ " <td>0.879719</td>\n",
+ " <td>And Your Bird Can Sing - Remastered 2009</td>\n",
+ " <td>0.582875</td>\n",
+ " <td>0.966</td>\n",
+ " <td>0.288041</td>\n",
+ " <td>0.096049</td>\n",
+ " </tr>\n",
" </tbody>\n",
"</table>\n",
"</div>"
],
"text/plain": [
" _id artist_name lyrical_density \\\n",
- "63 3fuEJBCK3kWnJHFTODR4cb The Beatles 1.608806 \n",
- "160 16aAwvjzWhM4Cgg5RYz2fA The Beatles 0.884919 \n",
- "57 3TEbDhNDU4NDXq0h86nGZ7 The Beatles 1.008850 \n",
- "300 5VsIn7QQqcacePIb0vO0ow The Beatles 0.465201 \n",
- "203 4KIXWIzNcKzorNDgvMQwmD The Beatles 0.631592 \n",
+ "84 3fuEJBCK3kWnJHFTODR4cb The Beatles 1.608806 \n",
+ "78 3TEbDhNDU4NDXq0h86nGZ7 The Beatles 1.008850 \n",
+ "220 5VsIn7QQqcacePIb0vO0ow The Beatles 0.465201 \n",
+ "97 4KIXWIzNcKzorNDgvMQwmD The Beatles 0.631592 \n",
"210 7cPPyMrSAQY7A686Cn9eUP The Beatles 0.891649 \n",
- "293 3EbGioQyKyf4dycuiPOg3k The Beatles 0.438356 \n",
- "44 0cJ053ljI4BuP5P8tJnK5j The Beatles 0.893485 \n",
- "299 6xJSJpO6HJwHhu7UaIc8qR The Beatles 0.585885 \n",
- "39 72Ob0wrObCXgvGYhFs8vip The Beatles 0.938049 \n",
+ "187 3EbGioQyKyf4dycuiPOg3k The Beatles 0.438356 \n",
+ "56 0cJ053ljI4BuP5P8tJnK5j The Beatles 0.893485 \n",
+ "216 6xJSJpO6HJwHhu7UaIc8qR The Beatles 0.585885 \n",
+ "48 72Ob0wrObCXgvGYhFs8vip The Beatles 0.938049 \n",
+ "141 6RdvhWyzCULNTHcMbAXwXK The Beatles 0.879719 \n",
"\n",
" name neg valence \\\n",
- "63 Ob-La-Di, Ob-La-Da - Remastered 2009 0.080969 0.975 \n",
- "160 Money (That's What I Want) - Remastered 2009 0.208469 0.920 \n",
- "57 Hey Bulldog - Remastered 2009 0.239198 0.942 \n",
- "300 Not A Second Time - Remastered 2009 0.773805 0.961 \n",
- "203 Birthday - Remastered 2009 0.373731 0.916 \n",
+ "84 Ob-La-Di, Ob-La-Da - Remastered 2009 0.080969 0.975 \n",
+ "78 Hey Bulldog - Remastered 2009 0.239198 0.942 \n",
+ "220 Not A Second Time - Remastered 2009 0.773805 0.961 \n",
+ "97 Birthday - Remastered 2009 0.373731 0.916 \n",
"210 All My Loving - Remastered 2009 0.235023 0.891 \n",
- "293 Everybody's Trying To Be My Baby - Remastered ... 0.866985 0.937 \n",
- "44 For You Blue - Remastered 2009 0.471827 0.958 \n",
- "299 Hold Me Tight - Remastered 2009 0.804870 0.963 \n",
- "39 Across The Universe - Remastered 2009 0.295525 0.862 \n",
+ "187 Everybody's Trying To Be My Baby - Remastered ... 0.866985 0.937 \n",
+ "56 For You Blue - Remastered 2009 0.471827 0.958 \n",
+ "216 Hold Me Tight - Remastered 2009 0.804870 0.963 \n",
+ "48 Across The Universe - Remastered 2009 0.295525 0.862 \n",
+ "141 And Your Bird Can Sing - Remastered 2009 0.582875 0.966 \n",
"\n",
" scaled_ld gloom \n",
- "63 0.555112 0.028035 \n",
- "160 0.289945 0.058624 \n",
- "57 0.335342 0.059382 \n",
- "300 0.136198 0.069540 \n",
- "203 0.197149 0.070560 \n",
+ "84 0.555112 0.028035 \n",
+ "78 0.335342 0.059382 \n",
+ "220 0.136198 0.069540 \n",
+ "97 0.197149 0.070560 \n",
"210 0.292411 0.072925 \n",
- "293 0.126365 0.082298 \n",
- "44 0.293083 0.083988 \n",
- "299 0.180406 0.087764 \n",
- "39 0.309408 0.093370 "
+ "187 0.126365 0.082298 \n",
+ "56 0.293083 0.083988 \n",
+ "216 0.180406 0.087764 \n",
+ "48 0.309408 0.093370 \n",
+ "141 0.288041 0.096049 "
]
},
- "execution_count": 478,
+ "execution_count": 103,
"metadata": {},
"output_type": "execute_result"
}
},
{
"cell_type": "code",
- "execution_count": 479,
+ "execution_count": 104,
"metadata": {
"collapsed": false
},
" </thead>\n",
" <tbody>\n",
" <tr>\n",
- " <th>49</th>\n",
+ " <th>1</th>\n",
" <td>0eECFDnWy0RdjMmJ8NOeAL</td>\n",
" <td>Radiohead</td>\n",
" <td>0.093389</td>\n",
" <td>0.124500</td>\n",
" </tr>\n",
" <tr>\n",
- " <th>225</th>\n",
+ " <th>247</th>\n",
" <td>6dsq7Nt5mIFzvm5kIYNORy</td>\n",
" <td>Radiohead</td>\n",
" <td>0.674272</td>\n",
" <td>0.148717</td>\n",
" </tr>\n",
" <tr>\n",
- " <th>243</th>\n",
+ " <th>274</th>\n",
" <td>77SPrxY5gn6VPrKPGrfLnM</td>\n",
" <td>Radiohead</td>\n",
" <td>0.438813</td>\n",
" <td>0.172527</td>\n",
" </tr>\n",
" <tr>\n",
- " <th>240</th>\n",
+ " <th>269</th>\n",
" <td>6CVdTDYoDbwYj4xn8u5Gha</td>\n",
" <td>Radiohead</td>\n",
" <td>0.452573</td>\n",
" <td>0.173889</td>\n",
" </tr>\n",
" <tr>\n",
- " <th>231</th>\n",
+ " <th>255</th>\n",
" <td>15ea10YpJIl3mJq75yzqsD</td>\n",
" <td>Radiohead</td>\n",
" <td>0.952216</td>\n",
" <td>0.181482</td>\n",
" </tr>\n",
" <tr>\n",
- " <th>236</th>\n",
+ " <th>263</th>\n",
" <td>6P67UTTr5qN7XYSSlj0n6X</td>\n",
" <td>Radiohead</td>\n",
" <td>0.503609</td>\n",
" <td>0.182462</td>\n",
" </tr>\n",
" <tr>\n",
- " <th>327</th>\n",
+ " <th>298</th>\n",
" <td>3OsUjkcv1C1v5udFhgRSFg</td>\n",
" <td>Radiohead</td>\n",
" <td>0.329999</td>\n",
" <td>0.191323</td>\n",
" </tr>\n",
" <tr>\n",
- " <th>180</th>\n",
+ " <th>304</th>\n",
" <td>53aFGAl0Vebwp2bo8wtdWR</td>\n",
" <td>Radiohead</td>\n",
" <td>2.019892</td>\n",
" <td>0.197693</td>\n",
" </tr>\n",
" <tr>\n",
- " <th>237</th>\n",
+ " <th>264</th>\n",
" <td>3STByesnbcQatiGHgwi1Tv</td>\n",
" <td>Radiohead</td>\n",
" <td>0.622541</td>\n",
" <td>0.199778</td>\n",
" </tr>\n",
" <tr>\n",
- " <th>308</th>\n",
+ " <th>236</th>\n",
" <td>3pcCifdPTc2BbqmWpEhtUd</td>\n",
" <td>Radiohead</td>\n",
" <td>0.439692</td>\n",
],
"text/plain": [
" _id artist_name lyrical_density \\\n",
- "49 0eECFDnWy0RdjMmJ8NOeAL Radiohead 0.093389 \n",
- "225 6dsq7Nt5mIFzvm5kIYNORy Radiohead 0.674272 \n",
- "243 77SPrxY5gn6VPrKPGrfLnM Radiohead 0.438813 \n",
- "240 6CVdTDYoDbwYj4xn8u5Gha Radiohead 0.452573 \n",
- "231 15ea10YpJIl3mJq75yzqsD Radiohead 0.952216 \n",
- "236 6P67UTTr5qN7XYSSlj0n6X Radiohead 0.503609 \n",
- "327 3OsUjkcv1C1v5udFhgRSFg Radiohead 0.329999 \n",
- "180 53aFGAl0Vebwp2bo8wtdWR Radiohead 2.019892 \n",
- "237 3STByesnbcQatiGHgwi1Tv Radiohead 0.622541 \n",
- "308 3pcCifdPTc2BbqmWpEhtUd Radiohead 0.439692 \n",
+ "1 0eECFDnWy0RdjMmJ8NOeAL Radiohead 0.093389 \n",
+ "247 6dsq7Nt5mIFzvm5kIYNORy Radiohead 0.674272 \n",
+ "274 77SPrxY5gn6VPrKPGrfLnM Radiohead 0.438813 \n",
+ "269 6CVdTDYoDbwYj4xn8u5Gha Radiohead 0.452573 \n",
+ "255 15ea10YpJIl3mJq75yzqsD Radiohead 0.952216 \n",
+ "263 6P67UTTr5qN7XYSSlj0n6X Radiohead 0.503609 \n",
+ "298 3OsUjkcv1C1v5udFhgRSFg Radiohead 0.329999 \n",
+ "304 53aFGAl0Vebwp2bo8wtdWR Radiohead 2.019892 \n",
+ "264 3STByesnbcQatiGHgwi1Tv Radiohead 0.622541 \n",
+ "236 3pcCifdPTc2BbqmWpEhtUd Radiohead 0.439692 \n",
"\n",
" name neg valence scaled_ld gloom \n",
- "49 Feral 0.465216 0.751 0.000000 0.124500 \n",
- "225 15 Step 0.835488 0.848 0.212783 0.148717 \n",
- "243 There, There 0.835541 0.726 0.126532 0.172527 \n",
- "240 Backdrifts 0.821532 0.724 0.131573 0.173889 \n",
- "231 Jigsaw Falling Into Place 0.757225 0.818 0.314597 0.181482 \n",
- "236 Paperbag Writer 0.754680 0.704 0.150268 0.182462 \n",
- "327 Airbag 0.642348 0.642 0.086673 0.191323 \n",
- "180 Fitter Happier 0.446841 0.728 0.705697 0.197693 \n",
- "237 I Am a Wicked Child 0.763706 0.688 0.193834 0.199778 \n",
- "308 Burn the Witch 0.582602 0.625 0.126854 0.200668 "
+ "1 Feral 0.465216 0.751 0.000000 0.124500 \n",
+ "247 15 Step 0.835488 0.848 0.212783 0.148717 \n",
+ "274 There, There 0.835541 0.726 0.126532 0.172527 \n",
+ "269 Backdrifts 0.821532 0.724 0.131573 0.173889 \n",
+ "255 Jigsaw Falling Into Place 0.757225 0.818 0.314597 0.181482 \n",
+ "263 Paperbag Writer 0.754680 0.704 0.150268 0.182462 \n",
+ "298 Airbag 0.642348 0.642 0.086673 0.191323 \n",
+ "304 Fitter Happier 0.446841 0.728 0.705697 0.197693 \n",
+ "264 I Am a Wicked Child 0.763706 0.688 0.193834 0.199778 \n",
+ "236 Burn the Witch 0.582602 0.625 0.126854 0.200668 "
]
},
- "execution_count": 479,
+ "execution_count": 104,
"metadata": {},
"output_type": "execute_result"
}
},
{
"cell_type": "code",
- "execution_count": 480,
+ "execution_count": 105,
"metadata": {
"collapsed": false
},
"outputs": [
{
"data": {
- "image/png": "iVBORw0KGgoAAAANSUhEUgAAAYgAAAEPCAYAAABY9lNGAAAABHNCSVQICAgIfAhkiAAAAAlwSFlz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\nKIojKhCKoiiKIyoQiqIoiiP/D342Fc6fjQRMAAAAAElFTkSuQmCC\n",
+ "image/png": "iVBORw0KGgoAAAANSUhEUgAAAYgAAAEPCAYAAABY9lNGAAAABHNCSVQICAgIfAhkiAAAAAlwSFlz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\nlIiCEARBEJT8f2yXnXTotlJgAAAAAElFTkSuQmCC\n",
"text/plain": [
- "<matplotlib.figure.Figure at 0xab2b9d2c>"
+ "<matplotlib.figure.Figure at 0x7f622ab50c50>"
]
},
"metadata": {},
},
{
"cell_type": "code",
- "execution_count": 481,
+ "execution_count": 106,
"metadata": {
"collapsed": false,
"scrolled": true
" </thead>\n",
" <tbody>\n",
" <tr>\n",
- " <th>16</th>\n",
+ " <th>23</th>\n",
" <td>7pQAq14Z73YUFMtxCyt0bG</td>\n",
" <td>The Beatles</td>\n",
" <td>1.516618</td>\n",
" <td>0.202768</td>\n",
" </tr>\n",
" <tr>\n",
- " <th>21</th>\n",
+ " <th>28</th>\n",
" <td>1dfuJYDSIc41cw5RPsaCF1</td>\n",
" <td>The Beatles</td>\n",
" <td>1.651824</td>\n",
" <td>0.275942</td>\n",
" </tr>\n",
" <tr>\n",
- " <th>26</th>\n",
+ " <th>34</th>\n",
" <td>0TRkjwb4uY3CHb5zhr9bBd</td>\n",
" <td>The Beatles</td>\n",
" <td>1.628703</td>\n",
" <td>0.259783</td>\n",
" </tr>\n",
" <tr>\n",
- " <th>37</th>\n",
+ " <th>46</th>\n",
" <td>57n1teNb2tkcfiYagPmUWr</td>\n",
" <td>The Beatles</td>\n",
" <td>0.885556</td>\n",
" <td>0.130498</td>\n",
" </tr>\n",
" <tr>\n",
- " <th>42</th>\n",
+ " <th>54</th>\n",
" <td>4311wT21Et0q3vepFwXjTu</td>\n",
" <td>The Beatles</td>\n",
" <td>0.718556</td>\n",
" <td>0.136137</td>\n",
" </tr>\n",
" <tr>\n",
- " <th>71</th>\n",
+ " <th>68</th>\n",
+ " <td>67jL5ZAf8hNsRZrfBHNuBT</td>\n",
+ " <td>The Beatles</td>\n",
+ " <td>1.277562</td>\n",
+ " <td>Mean Mr Mustard - Remastered 2009</td>\n",
+ " <td>0.700631</td>\n",
+ " <td>0.967</td>\n",
+ " <td>0.433774</td>\n",
+ " <td>0.161301</td>\n",
+ " </tr>\n",
+ " <tr>\n",
+ " <th>93</th>\n",
" <td>3OSi8ehmSWLTD5KatlzX8r</td>\n",
" <td>The Beatles</td>\n",
" <td>0.733338</td>\n",
" <td>0.120451</td>\n",
" </tr>\n",
" <tr>\n",
- " <th>104</th>\n",
+ " <th>94</th>\n",
+ " <td>4zExFATo8xg8qFfR4H1ZAn</td>\n",
+ " <td>The Beatles</td>\n",
+ " <td>1.364176</td>\n",
+ " <td>Why Don't We Do It In The Road? - Remastered 2009</td>\n",
+ " <td>0.793242</td>\n",
+ " <td>0.951</td>\n",
+ " <td>0.465502</td>\n",
+ " <td>0.197723</td>\n",
+ " </tr>\n",
+ " <tr>\n",
+ " <th>134</th>\n",
" <td>77f3aNeabAbOaSB32Sd5QE</td>\n",
" <td>The Beatles</td>\n",
" <td>1.620131</td>\n",
" <td>0.264054</td>\n",
" </tr>\n",
" <tr>\n",
- " <th>132</th>\n",
+ " <th>168</th>\n",
" <td>67tvBtAhsfHBFpuqJ13ZUq</td>\n",
" <td>The Beatles</td>\n",
" <td>0.924368</td>\n",
" <td>0.128762</td>\n",
" </tr>\n",
" <tr>\n",
- " <th>133</th>\n",
+ " <th>170</th>\n",
" <td>1k9tpndMDRwLkNt67Dlg02</td>\n",
" <td>The Beatles</td>\n",
" <td>1.408837</td>\n",
" <td>0.212244</td>\n",
" </tr>\n",
" <tr>\n",
- " <th>135</th>\n",
+ " <th>172</th>\n",
" <td>67VdmhC89bZ6yK2XRys0lA</td>\n",
" <td>The Beatles</td>\n",
" <td>1.087652</td>\n",
" <td>0.173016</td>\n",
" </tr>\n",
" <tr>\n",
- " <th>138</th>\n",
+ " <th>175</th>\n",
" <td>009oOX7tpCPLzRL9AFiBS8</td>\n",
" <td>The Beatles</td>\n",
" <td>1.242035</td>\n",
" <td>0.201287</td>\n",
" </tr>\n",
" <tr>\n",
- " <th>139</th>\n",
+ " <th>176</th>\n",
" <td>5zs8tSd7ZvwBgr4NUmF5zM</td>\n",
" <td>The Beatles</td>\n",
" <td>0.959827</td>\n",
" <td>0.182462</td>\n",
" </tr>\n",
" <tr>\n",
- " <th>140</th>\n",
+ " <th>177</th>\n",
" <td>3mKtIanz0poYgLnRxZrfBO</td>\n",
" <td>The Beatles</td>\n",
" <td>1.501767</td>\n",
" <td>0.244945</td>\n",
" </tr>\n",
" <tr>\n",
- " <th>144</th>\n",
+ " <th>185</th>\n",
" <td>33BGv6xzxHh5E7v3r1hJLL</td>\n",
" <td>The Beatles</td>\n",
" <td>1.314197</td>\n",
" <td>0.211604</td>\n",
" </tr>\n",
" <tr>\n",
- " <th>145</th>\n",
+ " <th>186</th>\n",
+ " <td>2YHzfuuDFXzoELxJnqM4at</td>\n",
+ " <td>The Beatles</td>\n",
+ " <td>0.626500</td>\n",
+ " <td>What You're Doing - Remastered 2009</td>\n",
+ " <td>0.751989</td>\n",
+ " <td>0.831</td>\n",
+ " <td>0.195284</td>\n",
+ " <td>0.141424</td>\n",
+ " </tr>\n",
+ " <tr>\n",
+ " <th>187</th>\n",
+ " <td>3EbGioQyKyf4dycuiPOg3k</td>\n",
+ " <td>The Beatles</td>\n",
+ " <td>0.438356</td>\n",
+ " <td>Everybody's Trying To Be My Baby - Remastered ...</td>\n",
+ " <td>0.866985</td>\n",
+ " <td>0.937</td>\n",
+ " <td>0.126365</td>\n",
+ " <td>0.082298</td>\n",
+ " </tr>\n",
+ " <tr>\n",
+ " <th>188</th>\n",
" <td>69d54YOS8TOQiUYjX57XeA</td>\n",
" <td>The Beatles</td>\n",
" <td>1.601816</td>\n",
" <td>0.274521</td>\n",
" </tr>\n",
" <tr>\n",
- " <th>149</th>\n",
+ " <th>193</th>\n",
+ " <td>4G5YzDD1nCUPwt5y1LQovF</td>\n",
+ " <td>The Beatles</td>\n",
+ " <td>0.901370</td>\n",
+ " <td>Tell Me Why - Remastered 2009</td>\n",
+ " <td>0.849970</td>\n",
+ " <td>0.819</td>\n",
+ " <td>0.295972</td>\n",
+ " <td>0.189498</td>\n",
+ " </tr>\n",
+ " <tr>\n",
+ " <th>194</th>\n",
" <td>7KmRz1oKEwgj9qpfn72OfO</td>\n",
" <td>The Beatles</td>\n",
" <td>1.509096</td>\n",
" <td>0.226602</td>\n",
" </tr>\n",
" <tr>\n",
- " <th>150</th>\n",
+ " <th>196</th>\n",
" <td>3Aqo28W4LLAolYpN3duVJl</td>\n",
" <td>The Beatles</td>\n",
" <td>1.349222</td>\n",
" <td>0.209207</td>\n",
" </tr>\n",
" <tr>\n",
- " <th>152</th>\n",
+ " <th>199</th>\n",
" <td>4dyALlslhDEzwSEr7GteXa</td>\n",
" <td>The Beatles</td>\n",
" <td>1.246021</td>\n",
" <td>0.164551</td>\n",
" </tr>\n",
" <tr>\n",
- " <th>154</th>\n",
+ " <th>208</th>\n",
" <td>5tNjuWwp6FxuWCrKQAMBTj</td>\n",
" <td>The Beatles</td>\n",
" <td>0.959614</td>\n",
" <td>0.169345</td>\n",
" </tr>\n",
" <tr>\n",
- " <th>155</th>\n",
+ " <th>209</th>\n",
+ " <td>1JPTCjLHEtqofOFmHsfiAH</td>\n",
+ " <td>The Beatles</td>\n",
+ " <td>1.036117</td>\n",
+ " <td>All I've Got To Do - Remastered 2009</td>\n",
+ " <td>0.721191</td>\n",
+ " <td>0.876</td>\n",
+ " <td>0.345331</td>\n",
+ " <td>0.165114</td>\n",
+ " </tr>\n",
+ " <tr>\n",
+ " <th>211</th>\n",
" <td>0lLeGCsQlAbEjQBPQQxQ1b</td>\n",
" <td>The Beatles</td>\n",
" <td>0.998293</td>\n",
" <td>0.163120</td>\n",
" </tr>\n",
" <tr>\n",
- " <th>156</th>\n",
+ " <th>212</th>\n",
+ " <td>55nE9EppLFdb0I1HBg2O2m</td>\n",
+ " <td>The Beatles</td>\n",
+ " <td>0.695489</td>\n",
+ " <td>Little Child - Remastered 2009</td>\n",
+ " <td>0.848886</td>\n",
+ " <td>0.878</td>\n",
+ " <td>0.220555</td>\n",
+ " <td>0.141159</td>\n",
+ " </tr>\n",
+ " <tr>\n",
+ " <th>214</th>\n",
" <td>5IIBY9M2GxHcVja6DA6wsF</td>\n",
" <td>The Beatles</td>\n",
" <td>1.362221</td>\n",
" <td>0.199616</td>\n",
" </tr>\n",
" <tr>\n",
- " <th>159</th>\n",
+ " <th>216</th>\n",
+ " <td>6xJSJpO6HJwHhu7UaIc8qR</td>\n",
+ " <td>The Beatles</td>\n",
+ " <td>0.585885</td>\n",
+ " <td>Hold Me Tight - Remastered 2009</td>\n",
+ " <td>0.804870</td>\n",
+ " <td>0.963</td>\n",
+ " <td>0.180406</td>\n",
+ " <td>0.087764</td>\n",
+ " </tr>\n",
+ " <tr>\n",
+ " <th>219</th>\n",
" <td>3Ltllbv2lbpjP6NgPMNiFg</td>\n",
" <td>The Beatles</td>\n",
" <td>1.101133</td>\n",
" <td>0.155179</td>\n",
" </tr>\n",
" <tr>\n",
- " <th>201</th>\n",
- " <td>4zExFATo8xg8qFfR4H1ZAn</td>\n",
+ " <th>220</th>\n",
+ " <td>5VsIn7QQqcacePIb0vO0ow</td>\n",
" <td>The Beatles</td>\n",
- " <td>1.364176</td>\n",
- " <td>Why Don't We Do It In The Road? - Remastered 2009</td>\n",
- " <td>0.793242</td>\n",
- " <td>0.951</td>\n",
- " <td>0.465502</td>\n",
- " <td>0.197723</td>\n",
+ " <td>0.465201</td>\n",
+ " <td>Not A Second Time - Remastered 2009</td>\n",
+ " <td>0.773805</td>\n",
+ " <td>0.961</td>\n",
+ " <td>0.136198</td>\n",
+ " <td>0.069540</td>\n",
" </tr>\n",
" <tr>\n",
- " <th>209</th>\n",
- " <td>1JPTCjLHEtqofOFmHsfiAH</td>\n",
+ " <th>223</th>\n",
+ " <td>33OXG0RTtw0ycGza22tnF6</td>\n",
" <td>The Beatles</td>\n",
- " <td>1.036117</td>\n",
- " <td>All I've Got To Do - Remastered 2009</td>\n",
- " <td>0.721191</td>\n",
- " <td>0.876</td>\n",
- " <td>0.345331</td>\n",
- " <td>0.165114</td>\n",
+ " <td>1.022599</td>\n",
+ " <td>Misery - Remastered 2009</td>\n",
+ " <td>0.814230</td>\n",
+ " <td>0.902</td>\n",
+ " <td>0.340379</td>\n",
+ " <td>0.170895</td>\n",
" </tr>\n",
" <tr>\n",
- " <th>225</th>\n",
+ " <th>247</th>\n",
" <td>6dsq7Nt5mIFzvm5kIYNORy</td>\n",
" <td>Radiohead</td>\n",
" <td>0.674272</td>\n",
" <td>0.148717</td>\n",
" </tr>\n",
" <tr>\n",
- " <th>231</th>\n",
+ " <th>255</th>\n",
" <td>15ea10YpJIl3mJq75yzqsD</td>\n",
" <td>Radiohead</td>\n",
" <td>0.952216</td>\n",
" <td>0.314597</td>\n",
" <td>0.181482</td>\n",
" </tr>\n",
- " <tr>\n",
- " <th>273</th>\n",
- " <td>67jL5ZAf8hNsRZrfBHNuBT</td>\n",
- " <td>The Beatles</td>\n",
- " <td>1.277562</td>\n",
- " <td>Mean Mr Mustard - Remastered 2009</td>\n",
- " <td>0.700631</td>\n",
- " <td>0.967</td>\n",
- " <td>0.433774</td>\n",
- " <td>0.161301</td>\n",
- " </tr>\n",
- " <tr>\n",
- " <th>292</th>\n",
- " <td>2YHzfuuDFXzoELxJnqM4at</td>\n",
- " <td>The Beatles</td>\n",
- " <td>0.626500</td>\n",
- " <td>What You're Doing - Remastered 2009</td>\n",
- " <td>0.751989</td>\n",
- " <td>0.831</td>\n",
- " <td>0.195284</td>\n",
- " <td>0.141424</td>\n",
- " </tr>\n",
- " <tr>\n",
- " <th>293</th>\n",
- " <td>3EbGioQyKyf4dycuiPOg3k</td>\n",
- " <td>The Beatles</td>\n",
- " <td>0.438356</td>\n",
- " <td>Everybody's Trying To Be My Baby - Remastered ...</td>\n",
- " <td>0.866985</td>\n",
- " <td>0.937</td>\n",
- " <td>0.126365</td>\n",
- " <td>0.082298</td>\n",
- " </tr>\n",
- " <tr>\n",
- " <th>295</th>\n",
- " <td>4G5YzDD1nCUPwt5y1LQovF</td>\n",
- " <td>The Beatles</td>\n",
- " <td>0.901370</td>\n",
- " <td>Tell Me Why - Remastered 2009</td>\n",
- " <td>0.849970</td>\n",
- " <td>0.819</td>\n",
- " <td>0.295972</td>\n",
- " <td>0.189498</td>\n",
- " </tr>\n",
- " <tr>\n",
- " <th>297</th>\n",
- " <td>55nE9EppLFdb0I1HBg2O2m</td>\n",
- " <td>The Beatles</td>\n",
- " <td>0.695489</td>\n",
- " <td>Little Child - Remastered 2009</td>\n",
- " <td>0.848886</td>\n",
- " <td>0.878</td>\n",
- " <td>0.220555</td>\n",
- " <td>0.141159</td>\n",
- " </tr>\n",
- " <tr>\n",
- " <th>299</th>\n",
- " <td>6xJSJpO6HJwHhu7UaIc8qR</td>\n",
- " <td>The Beatles</td>\n",
- " <td>0.585885</td>\n",
- " <td>Hold Me Tight - Remastered 2009</td>\n",
- " <td>0.804870</td>\n",
- " <td>0.963</td>\n",
- " <td>0.180406</td>\n",
- " <td>0.087764</td>\n",
- " </tr>\n",
- " <tr>\n",
- " <th>300</th>\n",
- " <td>5VsIn7QQqcacePIb0vO0ow</td>\n",
- " <td>The Beatles</td>\n",
- " <td>0.465201</td>\n",
- " <td>Not A Second Time - Remastered 2009</td>\n",
- " <td>0.773805</td>\n",
- " <td>0.961</td>\n",
- " <td>0.136198</td>\n",
- " <td>0.069540</td>\n",
- " </tr>\n",
- " <tr>\n",
- " <th>301</th>\n",
- " <td>33OXG0RTtw0ycGza22tnF6</td>\n",
- " <td>The Beatles</td>\n",
- " <td>1.022599</td>\n",
- " <td>Misery - Remastered 2009</td>\n",
- " <td>0.814230</td>\n",
- " <td>0.902</td>\n",
- " <td>0.340379</td>\n",
- " <td>0.170895</td>\n",
- " </tr>\n",
" </tbody>\n",
"</table>\n",
"</div>"
],
"text/plain": [
" _id artist_name lyrical_density \\\n",
- "16 7pQAq14Z73YUFMtxCyt0bG The Beatles 1.516618 \n",
- "21 1dfuJYDSIc41cw5RPsaCF1 The Beatles 1.651824 \n",
- "26 0TRkjwb4uY3CHb5zhr9bBd The Beatles 1.628703 \n",
- "37 57n1teNb2tkcfiYagPmUWr The Beatles 0.885556 \n",
- "42 4311wT21Et0q3vepFwXjTu The Beatles 0.718556 \n",
- "71 3OSi8ehmSWLTD5KatlzX8r The Beatles 0.733338 \n",
- "104 77f3aNeabAbOaSB32Sd5QE The Beatles 1.620131 \n",
- "132 67tvBtAhsfHBFpuqJ13ZUq The Beatles 0.924368 \n",
- "133 1k9tpndMDRwLkNt67Dlg02 The Beatles 1.408837 \n",
- "135 67VdmhC89bZ6yK2XRys0lA The Beatles 1.087652 \n",
- "138 009oOX7tpCPLzRL9AFiBS8 The Beatles 1.242035 \n",
- "139 5zs8tSd7ZvwBgr4NUmF5zM The Beatles 0.959827 \n",
- "140 3mKtIanz0poYgLnRxZrfBO The Beatles 1.501767 \n",
- "144 33BGv6xzxHh5E7v3r1hJLL The Beatles 1.314197 \n",
- "145 69d54YOS8TOQiUYjX57XeA The Beatles 1.601816 \n",
- "149 7KmRz1oKEwgj9qpfn72OfO The Beatles 1.509096 \n",
- "150 3Aqo28W4LLAolYpN3duVJl The Beatles 1.349222 \n",
- "152 4dyALlslhDEzwSEr7GteXa The Beatles 1.246021 \n",
- "154 5tNjuWwp6FxuWCrKQAMBTj The Beatles 0.959614 \n",
- "155 0lLeGCsQlAbEjQBPQQxQ1b The Beatles 0.998293 \n",
- "156 5IIBY9M2GxHcVja6DA6wsF The Beatles 1.362221 \n",
- "159 3Ltllbv2lbpjP6NgPMNiFg The Beatles 1.101133 \n",
- "201 4zExFATo8xg8qFfR4H1ZAn The Beatles 1.364176 \n",
+ "23 7pQAq14Z73YUFMtxCyt0bG The Beatles 1.516618 \n",
+ "28 1dfuJYDSIc41cw5RPsaCF1 The Beatles 1.651824 \n",
+ "34 0TRkjwb4uY3CHb5zhr9bBd The Beatles 1.628703 \n",
+ "46 57n1teNb2tkcfiYagPmUWr The Beatles 0.885556 \n",
+ "54 4311wT21Et0q3vepFwXjTu The Beatles 0.718556 \n",
+ "68 67jL5ZAf8hNsRZrfBHNuBT The Beatles 1.277562 \n",
+ "93 3OSi8ehmSWLTD5KatlzX8r The Beatles 0.733338 \n",
+ "94 4zExFATo8xg8qFfR4H1ZAn The Beatles 1.364176 \n",
+ "134 77f3aNeabAbOaSB32Sd5QE The Beatles 1.620131 \n",
+ "168 67tvBtAhsfHBFpuqJ13ZUq The Beatles 0.924368 \n",
+ "170 1k9tpndMDRwLkNt67Dlg02 The Beatles 1.408837 \n",
+ "172 67VdmhC89bZ6yK2XRys0lA The Beatles 1.087652 \n",
+ "175 009oOX7tpCPLzRL9AFiBS8 The Beatles 1.242035 \n",
+ "176 5zs8tSd7ZvwBgr4NUmF5zM The Beatles 0.959827 \n",
+ "177 3mKtIanz0poYgLnRxZrfBO The Beatles 1.501767 \n",
+ "185 33BGv6xzxHh5E7v3r1hJLL The Beatles 1.314197 \n",
+ "186 2YHzfuuDFXzoELxJnqM4at The Beatles 0.626500 \n",
+ "187 3EbGioQyKyf4dycuiPOg3k The Beatles 0.438356 \n",
+ "188 69d54YOS8TOQiUYjX57XeA The Beatles 1.601816 \n",
+ "193 4G5YzDD1nCUPwt5y1LQovF The Beatles 0.901370 \n",
+ "194 7KmRz1oKEwgj9qpfn72OfO The Beatles 1.509096 \n",
+ "196 3Aqo28W4LLAolYpN3duVJl The Beatles 1.349222 \n",
+ "199 4dyALlslhDEzwSEr7GteXa The Beatles 1.246021 \n",
+ "208 5tNjuWwp6FxuWCrKQAMBTj The Beatles 0.959614 \n",
"209 1JPTCjLHEtqofOFmHsfiAH The Beatles 1.036117 \n",
- "225 6dsq7Nt5mIFzvm5kIYNORy Radiohead 0.674272 \n",
- "231 15ea10YpJIl3mJq75yzqsD Radiohead 0.952216 \n",
- "273 67jL5ZAf8hNsRZrfBHNuBT The Beatles 1.277562 \n",
- "292 2YHzfuuDFXzoELxJnqM4at The Beatles 0.626500 \n",
- "293 3EbGioQyKyf4dycuiPOg3k The Beatles 0.438356 \n",
- "295 4G5YzDD1nCUPwt5y1LQovF The Beatles 0.901370 \n",
- "297 55nE9EppLFdb0I1HBg2O2m The Beatles 0.695489 \n",
- "299 6xJSJpO6HJwHhu7UaIc8qR The Beatles 0.585885 \n",
- "300 5VsIn7QQqcacePIb0vO0ow The Beatles 0.465201 \n",
- "301 33OXG0RTtw0ycGza22tnF6 The Beatles 1.022599 \n",
+ "211 0lLeGCsQlAbEjQBPQQxQ1b The Beatles 0.998293 \n",
+ "212 55nE9EppLFdb0I1HBg2O2m The Beatles 0.695489 \n",
+ "214 5IIBY9M2GxHcVja6DA6wsF The Beatles 1.362221 \n",
+ "216 6xJSJpO6HJwHhu7UaIc8qR The Beatles 0.585885 \n",
+ "219 3Ltllbv2lbpjP6NgPMNiFg The Beatles 1.101133 \n",
+ "220 5VsIn7QQqcacePIb0vO0ow The Beatles 0.465201 \n",
+ "223 33OXG0RTtw0ycGza22tnF6 The Beatles 1.022599 \n",
+ "247 6dsq7Nt5mIFzvm5kIYNORy Radiohead 0.674272 \n",
+ "255 15ea10YpJIl3mJq75yzqsD Radiohead 0.952216 \n",
"\n",
" name neg valence \\\n",
- "16 Can't Buy Me Love - Remastered 2015 0.738387 0.957 \n",
- "21 Help! - Remastered 2015 0.823915 0.810 \n",
- "26 Eleanor Rigby - Remastered 2015 0.803232 0.845 \n",
- "37 Two Of Us - Remastered 2009 0.711080 0.923 \n",
- "42 One After 909 - Remastered 2009 0.865737 0.904 \n",
- "71 Don't Pass Me By - Remastered 2009 0.857831 0.948 \n",
- "104 Eleanor Rigby - Remastered 2009 0.803232 0.821 \n",
- "132 Act Naturally - Remastered 2009 0.722619 0.946 \n",
- "133 You Like Me Too Much - Remastered 2009 0.773406 0.900 \n",
- "135 I've Just Seen A Face - Remastered 2009 0.805204 0.917 \n",
- "138 No Reply - Remastered 2009 0.781942 0.873 \n",
- "139 I'm A Loser - Remastered 2009 0.812114 0.843 \n",
- "140 Baby's In Black - Remastered 2009 0.820088 0.862 \n",
- "144 I Don't Want To Spoil The Party - Remastered 2009 0.817801 0.896 \n",
- "145 A Hard Day's Night - Remastered 2009 0.833309 0.802 \n",
- "149 Can't Buy Me Love - Remastered 2009 0.738387 0.854 \n",
- "150 I'll Cry Instead - Remastered 2009 0.863772 0.961 \n",
- "152 You Can't Do That - Remastered 2009 0.727456 0.962 \n",
- "154 It Won't Be Long - Remastered 2009 0.783388 0.868 \n",
- "155 Don't Bother Me - Remastered 2009 0.824879 0.921 \n",
- "156 Please Mister Postman - Remastered 2009 0.815201 0.962 \n",
- "159 Devil In Her Heart - Remastered 2009 0.779220 0.964 \n",
- "201 Why Don't We Do It In The Road? - Remastered 2009 0.793242 0.951 \n",
+ "23 Can't Buy Me Love - Remastered 2015 0.738387 0.957 \n",
+ "28 Help! - Remastered 2015 0.823915 0.810 \n",
+ "34 Eleanor Rigby - Remastered 2015 0.803232 0.845 \n",
+ "46 Two Of Us - Remastered 2009 0.711080 0.923 \n",
+ "54 One After 909 - Remastered 2009 0.865737 0.904 \n",
+ "68 Mean Mr Mustard - Remastered 2009 0.700631 0.967 \n",
+ "93 Don't Pass Me By - Remastered 2009 0.857831 0.948 \n",
+ "94 Why Don't We Do It In The Road? - Remastered 2009 0.793242 0.951 \n",
+ "134 Eleanor Rigby - Remastered 2009 0.803232 0.821 \n",
+ "168 Act Naturally - Remastered 2009 0.722619 0.946 \n",
+ "170 You Like Me Too Much - Remastered 2009 0.773406 0.900 \n",
+ "172 I've Just Seen A Face - Remastered 2009 0.805204 0.917 \n",
+ "175 No Reply - Remastered 2009 0.781942 0.873 \n",
+ "176 I'm A Loser - Remastered 2009 0.812114 0.843 \n",
+ "177 Baby's In Black - Remastered 2009 0.820088 0.862 \n",
+ "185 I Don't Want To Spoil The Party - Remastered 2009 0.817801 0.896 \n",
+ "186 What You're Doing - Remastered 2009 0.751989 0.831 \n",
+ "187 Everybody's Trying To Be My Baby - Remastered ... 0.866985 0.937 \n",
+ "188 A Hard Day's Night - Remastered 2009 0.833309 0.802 \n",
+ "193 Tell Me Why - Remastered 2009 0.849970 0.819 \n",
+ "194 Can't Buy Me Love - Remastered 2009 0.738387 0.854 \n",
+ "196 I'll Cry Instead - Remastered 2009 0.863772 0.961 \n",
+ "199 You Can't Do That - Remastered 2009 0.727456 0.962 \n",
+ "208 It Won't Be Long - Remastered 2009 0.783388 0.868 \n",
"209 All I've Got To Do - Remastered 2009 0.721191 0.876 \n",
- "225 15 Step 0.835488 0.848 \n",
- "231 Jigsaw Falling Into Place 0.757225 0.818 \n",
- "273 Mean Mr Mustard - Remastered 2009 0.700631 0.967 \n",
- "292 What You're Doing - Remastered 2009 0.751989 0.831 \n",
- "293 Everybody's Trying To Be My Baby - Remastered ... 0.866985 0.937 \n",
- "295 Tell Me Why - Remastered 2009 0.849970 0.819 \n",
- "297 Little Child - Remastered 2009 0.848886 0.878 \n",
- "299 Hold Me Tight - Remastered 2009 0.804870 0.963 \n",
- "300 Not A Second Time - Remastered 2009 0.773805 0.961 \n",
- "301 Misery - Remastered 2009 0.814230 0.902 \n",
+ "211 Don't Bother Me - Remastered 2009 0.824879 0.921 \n",
+ "212 Little Child - Remastered 2009 0.848886 0.878 \n",
+ "214 Please Mister Postman - Remastered 2009 0.815201 0.962 \n",
+ "216 Hold Me Tight - Remastered 2009 0.804870 0.963 \n",
+ "219 Devil In Her Heart - Remastered 2009 0.779220 0.964 \n",
+ "220 Not A Second Time - Remastered 2009 0.773805 0.961 \n",
+ "223 Misery - Remastered 2009 0.814230 0.902 \n",
+ "247 15 Step 0.835488 0.848 \n",
+ "255 Jigsaw Falling Into Place 0.757225 0.818 \n",
"\n",
" scaled_ld gloom \n",
- "16 0.521343 0.202768 \n",
- "21 0.570870 0.275942 \n",
- "26 0.562401 0.259783 \n",
- "37 0.290179 0.130498 \n",
- "42 0.229005 0.136137 \n",
- "71 0.234420 0.120451 \n",
- "104 0.559261 0.264054 \n",
- "132 0.304396 0.128762 \n",
- "133 0.481862 0.212244 \n",
- "135 0.364208 0.173016 \n",
- "138 0.420761 0.201287 \n",
- "139 0.317385 0.182462 \n",
- "140 0.515903 0.244945 \n",
- "144 0.447194 0.211604 \n",
- "145 0.552552 0.274521 \n",
- "149 0.518588 0.226602 \n",
- "150 0.460024 0.209207 \n",
- "152 0.422221 0.164551 \n",
- "154 0.317307 0.169345 \n",
- "155 0.331476 0.163120 \n",
- "156 0.464786 0.199616 \n",
- "159 0.369147 0.155179 \n",
- "201 0.465502 0.197723 \n",
+ "23 0.521343 0.202768 \n",
+ "28 0.570870 0.275942 \n",
+ "34 0.562401 0.259783 \n",
+ "46 0.290179 0.130498 \n",
+ "54 0.229005 0.136137 \n",
+ "68 0.433774 0.161301 \n",
+ "93 0.234420 0.120451 \n",
+ "94 0.465502 0.197723 \n",
+ "134 0.559261 0.264054 \n",
+ "168 0.304396 0.128762 \n",
+ "170 0.481862 0.212244 \n",
+ "172 0.364208 0.173016 \n",
+ "175 0.420761 0.201287 \n",
+ "176 0.317385 0.182462 \n",
+ "177 0.515903 0.244945 \n",
+ "185 0.447194 0.211604 \n",
+ "186 0.195284 0.141424 \n",
+ "187 0.126365 0.082298 \n",
+ "188 0.552552 0.274521 \n",
+ "193 0.295972 0.189498 \n",
+ "194 0.518588 0.226602 \n",
+ "196 0.460024 0.209207 \n",
+ "199 0.422221 0.164551 \n",
+ "208 0.317307 0.169345 \n",
"209 0.345331 0.165114 \n",
- "225 0.212783 0.148717 \n",
- "231 0.314597 0.181482 \n",
- "273 0.433774 0.161301 \n",
- "292 0.195284 0.141424 \n",
- "293 0.126365 0.082298 \n",
- "295 0.295972 0.189498 \n",
- "297 0.220555 0.141159 \n",
- "299 0.180406 0.087764 \n",
- "300 0.136198 0.069540 \n",
- "301 0.340379 0.170895 "
+ "211 0.331476 0.163120 \n",
+ "212 0.220555 0.141159 \n",
+ "214 0.464786 0.199616 \n",
+ "216 0.180406 0.087764 \n",
+ "219 0.369147 0.155179 \n",
+ "220 0.136198 0.069540 \n",
+ "223 0.340379 0.170895 \n",
+ "247 0.212783 0.148717 \n",
+ "255 0.314597 0.181482 "
]
},
- "execution_count": 481,
+ "execution_count": 106,
"metadata": {},
"output_type": "execute_result"
}
"cell_type": "markdown",
"metadata": {},
"source": [
- "That's intersting. This list contains a lot of the Beatles' most well-known songs. Is there something in this?\n",
+ "That's interesting. This list contains a lot of the Beatles' most well-known songs. Is there something in this?\n",
"\n",
"Let's define \"complexity\" as the product of valence and negativity, and see which are the most complext songs."
]
},
{
"cell_type": "code",
- "execution_count": 484,
+ "execution_count": 107,
"metadata": {
"collapsed": false
},
" </thead>\n",
" <tbody>\n",
" <tr>\n",
- " <th>150</th>\n",
+ " <th>196</th>\n",
" <td>3Aqo28W4LLAolYpN3duVJl</td>\n",
" <td>The Beatles</td>\n",
" <td>1.349222</td>\n",
" <td>0.830085</td>\n",
" </tr>\n",
" <tr>\n",
- " <th>71</th>\n",
+ " <th>93</th>\n",
" <td>3OSi8ehmSWLTD5KatlzX8r</td>\n",
" <td>The Beatles</td>\n",
" <td>0.733338</td>\n",
" <td>0.813223</td>\n",
" </tr>\n",
" <tr>\n",
- " <th>293</th>\n",
+ " <th>187</th>\n",
" <td>3EbGioQyKyf4dycuiPOg3k</td>\n",
" <td>The Beatles</td>\n",
" <td>0.438356</td>\n",
" <td>0.812365</td>\n",
" </tr>\n",
" <tr>\n",
- " <th>156</th>\n",
+ " <th>214</th>\n",
" <td>5IIBY9M2GxHcVja6DA6wsF</td>\n",
" <td>The Beatles</td>\n",
" <td>1.362221</td>\n",
" <td>0.784223</td>\n",
" </tr>\n",
" <tr>\n",
- " <th>42</th>\n",
+ " <th>54</th>\n",
" <td>4311wT21Et0q3vepFwXjTu</td>\n",
" <td>The Beatles</td>\n",
" <td>0.718556</td>\n",
" <td>0.782626</td>\n",
" </tr>\n",
" <tr>\n",
- " <th>299</th>\n",
+ " <th>216</th>\n",
" <td>6xJSJpO6HJwHhu7UaIc8qR</td>\n",
" <td>The Beatles</td>\n",
" <td>0.585885</td>\n",
" <td>0.775090</td>\n",
" </tr>\n",
" <tr>\n",
- " <th>155</th>\n",
+ " <th>211</th>\n",
" <td>0lLeGCsQlAbEjQBPQQxQ1b</td>\n",
" <td>The Beatles</td>\n",
" <td>0.998293</td>\n",
" <td>0.759713</td>\n",
" </tr>\n",
" <tr>\n",
- " <th>201</th>\n",
+ " <th>94</th>\n",
" <td>4zExFATo8xg8qFfR4H1ZAn</td>\n",
" <td>The Beatles</td>\n",
" <td>1.364176</td>\n",
" <td>0.754373</td>\n",
" </tr>\n",
" <tr>\n",
- " <th>159</th>\n",
+ " <th>219</th>\n",
" <td>3Ltllbv2lbpjP6NgPMNiFg</td>\n",
" <td>The Beatles</td>\n",
" <td>1.101133</td>\n",
" <td>0.751168</td>\n",
" </tr>\n",
" <tr>\n",
- " <th>297</th>\n",
+ " <th>212</th>\n",
" <td>55nE9EppLFdb0I1HBg2O2m</td>\n",
" <td>The Beatles</td>\n",
" <td>0.695489</td>\n",
],
"text/plain": [
" _id artist_name lyrical_density \\\n",
- "150 3Aqo28W4LLAolYpN3duVJl The Beatles 1.349222 \n",
- "71 3OSi8ehmSWLTD5KatlzX8r The Beatles 0.733338 \n",
- "293 3EbGioQyKyf4dycuiPOg3k The Beatles 0.438356 \n",
- "156 5IIBY9M2GxHcVja6DA6wsF The Beatles 1.362221 \n",
- "42 4311wT21Et0q3vepFwXjTu The Beatles 0.718556 \n",
- "299 6xJSJpO6HJwHhu7UaIc8qR The Beatles 0.585885 \n",
- "155 0lLeGCsQlAbEjQBPQQxQ1b The Beatles 0.998293 \n",
- "201 4zExFATo8xg8qFfR4H1ZAn The Beatles 1.364176 \n",
- "159 3Ltllbv2lbpjP6NgPMNiFg The Beatles 1.101133 \n",
- "297 55nE9EppLFdb0I1HBg2O2m The Beatles 0.695489 \n",
+ "196 3Aqo28W4LLAolYpN3duVJl The Beatles 1.349222 \n",
+ "93 3OSi8ehmSWLTD5KatlzX8r The Beatles 0.733338 \n",
+ "187 3EbGioQyKyf4dycuiPOg3k The Beatles 0.438356 \n",
+ "214 5IIBY9M2GxHcVja6DA6wsF The Beatles 1.362221 \n",
+ "54 4311wT21Et0q3vepFwXjTu The Beatles 0.718556 \n",
+ "216 6xJSJpO6HJwHhu7UaIc8qR The Beatles 0.585885 \n",
+ "211 0lLeGCsQlAbEjQBPQQxQ1b The Beatles 0.998293 \n",
+ "94 4zExFATo8xg8qFfR4H1ZAn The Beatles 1.364176 \n",
+ "219 3Ltllbv2lbpjP6NgPMNiFg The Beatles 1.101133 \n",
+ "212 55nE9EppLFdb0I1HBg2O2m The Beatles 0.695489 \n",
"\n",
" name neg valence \\\n",
- "150 I'll Cry Instead - Remastered 2009 0.863772 0.961 \n",
- "71 Don't Pass Me By - Remastered 2009 0.857831 0.948 \n",
- "293 Everybody's Trying To Be My Baby - Remastered ... 0.866985 0.937 \n",
- "156 Please Mister Postman - Remastered 2009 0.815201 0.962 \n",
- "42 One After 909 - Remastered 2009 0.865737 0.904 \n",
- "299 Hold Me Tight - Remastered 2009 0.804870 0.963 \n",
- "155 Don't Bother Me - Remastered 2009 0.824879 0.921 \n",
- "201 Why Don't We Do It In The Road? - Remastered 2009 0.793242 0.951 \n",
- "159 Devil In Her Heart - Remastered 2009 0.779220 0.964 \n",
- "297 Little Child - Remastered 2009 0.848886 0.878 \n",
+ "196 I'll Cry Instead - Remastered 2009 0.863772 0.961 \n",
+ "93 Don't Pass Me By - Remastered 2009 0.857831 0.948 \n",
+ "187 Everybody's Trying To Be My Baby - Remastered ... 0.866985 0.937 \n",
+ "214 Please Mister Postman - Remastered 2009 0.815201 0.962 \n",
+ "54 One After 909 - Remastered 2009 0.865737 0.904 \n",
+ "216 Hold Me Tight - Remastered 2009 0.804870 0.963 \n",
+ "211 Don't Bother Me - Remastered 2009 0.824879 0.921 \n",
+ "94 Why Don't We Do It In The Road? - Remastered 2009 0.793242 0.951 \n",
+ "219 Devil In Her Heart - Remastered 2009 0.779220 0.964 \n",
+ "212 Little Child - Remastered 2009 0.848886 0.878 \n",
"\n",
" scaled_ld gloom complexity \n",
- "150 0.460024 0.209207 0.830085 \n",
- "71 0.234420 0.120451 0.813223 \n",
- "293 0.126365 0.082298 0.812365 \n",
- "156 0.464786 0.199616 0.784223 \n",
- "42 0.229005 0.136137 0.782626 \n",
- "299 0.180406 0.087764 0.775090 \n",
- "155 0.331476 0.163120 0.759713 \n",
- "201 0.465502 0.197723 0.754373 \n",
- "159 0.369147 0.155179 0.751168 \n",
- "297 0.220555 0.141159 0.745322 "
+ "196 0.460024 0.209207 0.830085 \n",
+ "93 0.234420 0.120451 0.813223 \n",
+ "187 0.126365 0.082298 0.812365 \n",
+ "214 0.464786 0.199616 0.784223 \n",
+ "54 0.229005 0.136137 0.782626 \n",
+ "216 0.180406 0.087764 0.775090 \n",
+ "211 0.331476 0.163120 0.759713 \n",
+ "94 0.465502 0.197723 0.754373 \n",
+ "219 0.369147 0.155179 0.751168 \n",
+ "212 0.220555 0.141159 0.745322 "
]
},
- "execution_count": 484,
+ "execution_count": 107,
"metadata": {},
"output_type": "execute_result"
}
},
{
"cell_type": "code",
- "execution_count": 485,
+ "execution_count": 108,
"metadata": {
"collapsed": false
},
" </thead>\n",
" <tbody>\n",
" <tr>\n",
- " <th>222</th>\n",
+ " <th>243</th>\n",
" <td>6f6pEjgfTtuRROmJ4a7Gf3</td>\n",
" <td>Radiohead</td>\n",
" <td>0.393192</td>\n",
" <td>0.015914</td>\n",
" </tr>\n",
" <tr>\n",
- " <th>204</th>\n",
+ " <th>146</th>\n",
" <td>0agoaPIy92gPZ6zRhqXarE</td>\n",
" <td>The Beatles</td>\n",
" <td>0.634931</td>\n",
" <td>0.019104</td>\n",
" </tr>\n",
" <tr>\n",
- " <th>309</th>\n",
+ " <th>246</th>\n",
" <td>01ZpFhrMMqKPVCwyqXneVp</td>\n",
" <td>Radiohead</td>\n",
" <td>0.218723</td>\n",
" <td>0.020117</td>\n",
" </tr>\n",
" <tr>\n",
- " <th>317</th>\n",
+ " <th>272</th>\n",
" <td>53RYTfkLiyZuUZHwJC3Wmm</td>\n",
" <td>Radiohead</td>\n",
" <td>0.276367</td>\n",
" <td>0.020237</td>\n",
" </tr>\n",
" <tr>\n",
- " <th>326</th>\n",
+ " <th>297</th>\n",
" <td>0COiZ7ncho2yi4HotbzgPv</td>\n",
" <td>Radiohead</td>\n",
" <td>0.349157</td>\n",
" <td>0.024514</td>\n",
" </tr>\n",
" <tr>\n",
- " <th>224</th>\n",
+ " <th>245</th>\n",
" <td>3cual6JOG286qZJmCxKRAT</td>\n",
" <td>Radiohead</td>\n",
" <td>0.332577</td>\n",
" <td>0.024678</td>\n",
" </tr>\n",
" <tr>\n",
- " <th>279</th>\n",
+ " <th>309</th>\n",
" <td>75YUnz58ajMo2VIIuUFvOV</td>\n",
" <td>Radiohead</td>\n",
" <td>0.248061</td>\n",
" <td>0.026715</td>\n",
" </tr>\n",
" <tr>\n",
- " <th>315</th>\n",
+ " <th>268</th>\n",
" <td>5olWalQH1oVza5D6xJg4oX</td>\n",
" <td>Radiohead</td>\n",
" <td>0.216752</td>\n",
" <td>0.027746</td>\n",
" </tr>\n",
" <tr>\n",
- " <th>232</th>\n",
+ " <th>256</th>\n",
" <td>3uxhyRdWVXp7GQvERQl6fA</td>\n",
" <td>Radiohead</td>\n",
" <td>0.382643</td>\n",
" <td>0.030559</td>\n",
" </tr>\n",
" <tr>\n",
- " <th>82</th>\n",
+ " <th>112</th>\n",
" <td>0ttMfoND7IQqFSMVOPkELC</td>\n",
" <td>The Beatles</td>\n",
" <td>0.799772</td>\n",
],
"text/plain": [
" _id artist_name lyrical_density \\\n",
- "222 6f6pEjgfTtuRROmJ4a7Gf3 Radiohead 0.393192 \n",
- "204 0agoaPIy92gPZ6zRhqXarE The Beatles 0.634931 \n",
- "309 01ZpFhrMMqKPVCwyqXneVp Radiohead 0.218723 \n",
- "317 53RYTfkLiyZuUZHwJC3Wmm Radiohead 0.276367 \n",
- "326 0COiZ7ncho2yi4HotbzgPv Radiohead 0.349157 \n",
- "224 3cual6JOG286qZJmCxKRAT Radiohead 0.332577 \n",
- "279 75YUnz58ajMo2VIIuUFvOV Radiohead 0.248061 \n",
- "315 5olWalQH1oVza5D6xJg4oX Radiohead 0.216752 \n",
- "232 3uxhyRdWVXp7GQvERQl6fA Radiohead 0.382643 \n",
- "82 0ttMfoND7IQqFSMVOPkELC The Beatles 0.799772 \n",
+ "243 6f6pEjgfTtuRROmJ4a7Gf3 Radiohead 0.393192 \n",
+ "146 0agoaPIy92gPZ6zRhqXarE The Beatles 0.634931 \n",
+ "246 01ZpFhrMMqKPVCwyqXneVp Radiohead 0.218723 \n",
+ "272 53RYTfkLiyZuUZHwJC3Wmm Radiohead 0.276367 \n",
+ "297 0COiZ7ncho2yi4HotbzgPv Radiohead 0.349157 \n",
+ "245 3cual6JOG286qZJmCxKRAT Radiohead 0.332577 \n",
+ "309 75YUnz58ajMo2VIIuUFvOV Radiohead 0.248061 \n",
+ "268 5olWalQH1oVza5D6xJg4oX Radiohead 0.216752 \n",
+ "256 3uxhyRdWVXp7GQvERQl6fA Radiohead 0.382643 \n",
+ "112 0ttMfoND7IQqFSMVOPkELC The Beatles 0.799772 \n",
"\n",
" name neg valence \\\n",
- "222 The Numbers 0.292008 0.0545 \n",
- "204 Tomorrow Never Knows - Remastered 2009 0.343599 0.0556 \n",
- "309 True Love Waits 0.532206 0.0378 \n",
- "317 We Suck Young Blood 0.535358 0.0378 \n",
- "326 Motion Picture Soundtrack 0.576808 0.0425 \n",
- "224 Tinker Tailor Soldier Sailor Rich Man Poor Man... 0.477322 0.0517 \n",
- "279 The Tourist 0.667864 0.0400 \n",
- "315 Sail To The Moon 0.605798 0.0458 \n",
- "232 Videotape 0.652962 0.0468 \n",
- "82 Blue Jay Way - Remastered 2009 0.812490 0.0380 \n",
+ "243 The Numbers 0.292008 0.0545 \n",
+ "146 Tomorrow Never Knows - Remastered 2009 0.343599 0.0556 \n",
+ "246 True Love Waits 0.532206 0.0378 \n",
+ "272 We Suck Young Blood 0.535358 0.0378 \n",
+ "297 Motion Picture Soundtrack 0.576808 0.0425 \n",
+ "245 Tinker Tailor Soldier Sailor Rich Man Poor Man... 0.477322 0.0517 \n",
+ "309 The Tourist 0.667864 0.0400 \n",
+ "268 Sail To The Moon 0.605798 0.0458 \n",
+ "256 Videotape 0.652962 0.0468 \n",
+ "112 Blue Jay Way - Remastered 2009 0.812490 0.0380 \n",
"\n",
" scaled_ld gloom complexity \n",
- "222 0.109821 0.436866 0.015914 \n",
- "204 0.198372 0.412609 0.019104 \n",
- "309 0.045911 0.471229 0.020117 \n",
- "317 0.067027 0.466795 0.020237 \n",
- "326 0.093690 0.460916 0.024514 \n",
- "224 0.087617 0.453517 0.024678 \n",
- "279 0.056658 0.471724 0.026715 \n",
- "315 0.045189 0.469228 0.027746 \n",
- "232 0.105957 0.460694 0.030559 \n",
- "82 0.258755 0.461657 0.030875 "
+ "243 0.109821 0.436866 0.015914 \n",
+ "146 0.198372 0.412609 0.019104 \n",
+ "246 0.045911 0.471229 0.020117 \n",
+ "272 0.067027 0.466795 0.020237 \n",
+ "297 0.093690 0.460916 0.024514 \n",
+ "245 0.087617 0.453517 0.024678 \n",
+ "309 0.056658 0.471724 0.026715 \n",
+ "268 0.045189 0.469228 0.027746 \n",
+ "256 0.105957 0.460694 0.030559 \n",
+ "112 0.258755 0.461657 0.030875 "
]
},
- "execution_count": 485,
+ "execution_count": 108,
"metadata": {},
"output_type": "execute_result"
}
},
{
"cell_type": "code",
- "execution_count": 486,
+ "execution_count": 109,
"metadata": {
"collapsed": false
},
{
"data": {
"text/plain": [
- "<matplotlib.axes._subplots.AxesSubplot at 0xab2e722c>"
+ "<matplotlib.axes._subplots.AxesSubplot at 0x7f622ab505f8>"
]
},
- "execution_count": 486,
+ "execution_count": 109,
"metadata": {},
"output_type": "execute_result"
},
{
"data": {
- "image/png": "iVBORw0KGgoAAAANSUhEUgAAAXUAAAEACAYAAABMEua6AAAABHNCSVQICAgIfAhkiAAAAAlwSFlz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\nAAAAAElFTkSuQmCC\n",
+ "image/png": "iVBORw0KGgoAAAANSUhEUgAAAXUAAAEACAYAAABMEua6AAAABHNCSVQICAgIfAhkiAAAAAlwSFlz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\nhfx/+y1eYdT8898AAAAASUVORK5CYII=\n",
"text/plain": [
- "<matplotlib.figure.Figure at 0xab2e3e4c>"
+ "<matplotlib.figure.Figure at 0x7f622af03908>"
]
},
"metadata": {},
},
{
"cell_type": "code",
- "execution_count": 487,
+ "execution_count": 110,
"metadata": {
"collapsed": false,
"scrolled": true
},
{
"cell_type": "code",
- "execution_count": 488,
+ "execution_count": 111,
"metadata": {
"collapsed": false,
"scrolled": true
"data": {
"text/plain": [
"defaultdict(int,\n",
- " {'03Qh833fEdVT30Pfs93ea6': 0.24623580565335346,\n",
- " '0PYyrqs9NXtxPhf0CZkq2L': 0.23500175198141865,\n",
- " '19K3IHYeVkUTjcBHGfbCOi': 0.22062175593822883,\n",
+ " {'03Qh833fEdVT30Pfs93ea6': 0.24623580565335343,\n",
+ " '0PYyrqs9NXtxPhf0CZkq2L': 0.23500175198141857,\n",
+ " '19K3IHYeVkUTjcBHGfbCOi': 0.22062175593822878,\n",
" '19RUXBFyM4PpmrLRdtqWbp': 0.3431302979758603,\n",
" '1DBkJIEoeHrTX4WCBQGcCi': 0.28205809775367074,\n",
" '1PULmKbHeOqlkIwcDMNwD4': 0.2284613266716491,\n",
- " '1oW3v5Har9mvXnGk0x4fHm': 0.3137553965448286,\n",
+ " '1oW3v5Har9mvXnGk0x4fHm': 0.31375539654482865,\n",
" '2Pqkn9Dq2DFtdfkKAeqgMd': 0.2884934384506727,\n",
- " '2pCqZLeavM2BMovJXsJEIV': 0.21860763995041954,\n",
+ " '2pCqZLeavM2BMovJXsJEIV': 0.2186076399504195,\n",
" '36lJLPoPPOKNFddTAcirnc': 0.3821905201779125,\n",
- " '3OdI6e43crvyAHhaqpxSyz': 0.21217853501580114,\n",
- " '3nkEsxmIX0zRNXGAexaHAn': 0.15002262857925622,\n",
+ " '3OdI6e43crvyAHhaqpxSyz': 0.2121785350158011,\n",
+ " '3nkEsxmIX0zRNXGAexaHAn': 0.15291310732486194,\n",
" '47bcKzmKgmMPHXNVOWpLiu': 0.17887638062333686,\n",
- " '500FEaUzn8lN9zWFyZG5C2': 0.3411762104912796,\n",
- " '5XfJmldgWzrc1AIdbBaVZn': 0.25065567867237876,\n",
- " '5ju5Ouzan3QwXqQt1Tihbh': 0.22362482844412274,\n",
+ " '500FEaUzn8lN9zWFyZG5C2': 0.3411762104912795,\n",
+ " '5XfJmldgWzrc1AIdbBaVZn': 0.2506029443837317,\n",
+ " '5ju5Ouzan3QwXqQt1Tihbh': 0.22464122677656365,\n",
" '6400dnyeDyD2mIFHfkwHXN': 0.34531516064731943,\n",
" '6Eo5EkmdLvZrONzi046iC2': 0.25747581401566805,\n",
" '6P9yO0ukhOx3dvmhGKeYoC': 0.2684584850649835,\n",
- " '6V9YnBmFjWmXCBaUVRCVXP': 0.373616798392821,\n",
+ " '6V9YnBmFjWmXCBaUVRCVXP': 0.37361679839282097,\n",
" '6vuykQgDLUCiZ7YggIpLM9': 0.3823911679811044,\n",
- " '71Mwd9tntFQYUk4k2DwA0D': 0.21540669157651765,\n",
+ " '71Mwd9tntFQYUk4k2DwA0D': 0.21540669157651762,\n",
" '7BgGBZndAvDlKOcwe5rscZ': 0.1751092911259364,\n",
- " '7dxKtc08dYeRVHt3p9CZJn': 0.3527181960532056,\n",
+ " '7dxKtc08dYeRVHt3p9CZJn': 0.35290227411012665,\n",
" '7eyQXxuf2nGj9d2367Gi5f': 0.3242377357445757,\n",
- " '7gDXyW16byCQOgK965BRzn': 0.17842009876737236})"
+ " '7gDXyW16byCQOgK965BRzn': 0.1772079427962885})"
]
},
- "execution_count": 488,
+ "execution_count": 111,
"metadata": {},
"output_type": "execute_result"
}
},
{
"cell_type": "code",
- "execution_count": 489,
+ "execution_count": 112,
"metadata": {
"collapsed": false,
"scrolled": true
" <td>The Beatles</td>\n",
" <td>Please Please Me (Remastered)</td>\n",
" <td>1963-03-22</td>\n",
- " <td>0.178420</td>\n",
+ " <td>0.177208</td>\n",
" </tr>\n",
" <tr>\n",
" <th>14</th>\n",
" <td>The Beatles</td>\n",
" <td>With The Beatles (Remastered)</td>\n",
" <td>1963-11-22</td>\n",
- " <td>0.150023</td>\n",
+ " <td>0.152913</td>\n",
" </tr>\n",
" <tr>\n",
" <th>12</th>\n",
" <td>Radiohead</td>\n",
" <td>OK Computer</td>\n",
" <td>1997-05-28</td>\n",
- " <td>0.352718</td>\n",
+ " <td>0.352902</td>\n",
" </tr>\n",
" <tr>\n",
" <th>24</th>\n",
" <td>The Beatles</td>\n",
" <td>1 (Remastered)</td>\n",
" <td>2000-11-13</td>\n",
- " <td>0.223625</td>\n",
+ " <td>0.224641</td>\n",
" </tr>\n",
" <tr>\n",
" <th>22</th>\n",
" <td>The Beatles</td>\n",
" <td>Live At The Hollywood Bowl</td>\n",
" <td>2016-09-09</td>\n",
- " <td>0.250656</td>\n",
+ " <td>0.250603</td>\n",
" </tr>\n",
" </tbody>\n",
"</table>\n",
"0 5XfJmldgWzrc1AIdbBaVZn The Beatles \n",
"\n",
" name release_date gloom \n",
- "15 Please Please Me (Remastered) 1963-03-22 0.178420 \n",
- "14 With The Beatles (Remastered) 1963-11-22 0.150023 \n",
+ "15 Please Please Me (Remastered) 1963-03-22 0.177208 \n",
+ "14 With The Beatles (Remastered) 1963-11-22 0.152913 \n",
"12 A Hard Day's Night (Remastered) 1964-07-10 0.215407 \n",
"11 Beatles For Sale (Remastered) 1964-12-04 0.175109 \n",
"10 Help! (Remastered) 1965-08-06 0.220622 \n",
"2 Let It Be (Remastered) 1970-05-08 0.218608 \n",
"27 Pablo Honey 1993-02-22 0.345315 \n",
"26 The Bends 1995-03-28 0.341176 \n",
- "25 OK Computer 1997-05-28 0.352718 \n",
+ "25 OK Computer 1997-05-28 0.352902 \n",
"24 Kid A 2000-10-01 0.343130 \n",
- "1 1 (Remastered) 2000-11-13 0.223625 \n",
+ "1 1 (Remastered) 2000-11-13 0.224641 \n",
"22 I Might Be Wrong 2001-01-01 0.000000 \n",
"23 Amnesiac 2001-03-12 0.373617 \n",
"21 Hail To the Thief 2003-01-01 0.313755 \n",
"13 The King Of Limbs 2011-02-18 0.282058 \n",
"17 TKOL RMX 1234567 2011-10-10 0.000000 \n",
"16 A Moon Shaped Pool 2016-05-08 0.382391 \n",
- "0 Live At The Hollywood Bowl 2016-09-09 0.250656 "
+ "0 Live At The Hollywood Bowl 2016-09-09 0.250603 "
]
},
- "execution_count": 489,
+ "execution_count": 112,
"metadata": {},
"output_type": "execute_result"
}
},
{
"cell_type": "code",
- "execution_count": 490,
+ "execution_count": 113,
"metadata": {
"collapsed": false
},
"outputs": [
{
"data": {
- "image/png": "iVBORw0KGgoAAAANSUhEUgAAAXcAAAD2CAYAAAAtW8c3AAAABHNCSVQICAgIfAhkiAAAAAlwSFlz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\ncDczKyAHdzOzAnJwNzMrIAd3M7MC+v/YOFaQT1LSawAAAABJRU5ErkJggg==\n",
+ "image/png": "iVBORw0KGgoAAAANSUhEUgAAAXcAAAD2CAYAAAAtW8c3AAAABHNCSVQICAgIfAhkiAAAAAlwSFlz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\ng/4/Jzf7buWu9R8AAAAASUVORK5CYII=\n",
"text/plain": [
- "<matplotlib.figure.Figure at 0xab54a3ac>"
+ "<matplotlib.figure.Figure at 0x7f622aa361d0>"
]
},
"metadata": {},
},
{
"cell_type": "code",
- "execution_count": 491,
+ "execution_count": 114,
"metadata": {
"collapsed": false
},
" <td>The Beatles</td>\n",
" <td>Please Please Me (Remastered)</td>\n",
" <td>1963-03-22</td>\n",
- " <td>0.178420</td>\n",
+ " <td>0.177208</td>\n",
" </tr>\n",
" <tr>\n",
" <th>14</th>\n",
" <td>The Beatles</td>\n",
" <td>With The Beatles (Remastered)</td>\n",
" <td>1963-11-22</td>\n",
- " <td>0.150023</td>\n",
+ " <td>0.152913</td>\n",
" </tr>\n",
" <tr>\n",
" <th>12</th>\n",
"2 2pCqZLeavM2BMovJXsJEIV The Beatles \n",
"\n",
" name release_date gloom \n",
- "15 Please Please Me (Remastered) 1963-03-22 0.178420 \n",
- "14 With The Beatles (Remastered) 1963-11-22 0.150023 \n",
+ "15 Please Please Me (Remastered) 1963-03-22 0.177208 \n",
+ "14 With The Beatles (Remastered) 1963-11-22 0.152913 \n",
"12 A Hard Day's Night (Remastered) 1964-07-10 0.215407 \n",
"11 Beatles For Sale (Remastered) 1964-12-04 0.175109 \n",
"10 Help! (Remastered) 1965-08-06 0.220622 \n",
"2 Let It Be (Remastered) 1970-05-08 0.218608 "
]
},
- "execution_count": 491,
+ "execution_count": 114,
"metadata": {},
"output_type": "execute_result"
}
},
{
"cell_type": "code",
- "execution_count": 492,
+ "execution_count": 115,
"metadata": {
"collapsed": false
},
"outputs": [
{
"data": {
- "image/png": "iVBORw0KGgoAAAANSUhEUgAAAXEAAAD2CAYAAAAgRbdwAAAABHNCSVQICAgIfAhkiAAAAAlwSFlz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\ncniwVSOpAAAAAElFTkSuQmCC\n",
+ "image/png": "iVBORw0KGgoAAAANSUhEUgAAAXEAAAD2CAYAAAAgRbdwAAAABHNCSVQICAgIfAhkiAAAAAlwSFlz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\noB8AAAAASUVORK5CYII=\n",
"text/plain": [
- "<matplotlib.figure.Figure at 0xab29210c>"
+ "<matplotlib.figure.Figure at 0x7f622ae50128>"
]
},
"metadata": {},
},
{
"cell_type": "code",
- "execution_count": 493,
+ "execution_count": 116,
"metadata": {
"collapsed": false
},
" <td>Radiohead</td>\n",
" <td>OK Computer</td>\n",
" <td>1997-05-28</td>\n",
- " <td>0.352718</td>\n",
+ " <td>0.352902</td>\n",
" </tr>\n",
" <tr>\n",
" <th>24</th>\n",
" gloom \n",
"27 0.345315 \n",
"26 0.341176 \n",
- "25 0.352718 \n",
+ "25 0.352902 \n",
"24 0.343130 \n",
"23 0.373617 \n",
"21 0.313755 \n",
"16 0.382391 "
]
},
- "execution_count": 493,
+ "execution_count": 116,
"metadata": {},
"output_type": "execute_result"
}
},
{
"cell_type": "code",
- "execution_count": 494,
+ "execution_count": 117,
"metadata": {
"collapsed": false
},
"outputs": [
{
"data": {
- "image/png": "iVBORw0KGgoAAAANSUhEUgAAAXcAAAD2CAYAAAAtW8c3AAAABHNCSVQICAgIfAhkiAAAAAlwSFlz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\nGBHk/wNCRIpm/I+JMAAAAABJRU5ErkJggg==\n",
+ "image/png": "iVBORw0KGgoAAAANSUhEUgAAAXcAAAD2CAYAAAAtW8c3AAAABHNCSVQICAgIfAhkiAAAAAlwSFlz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\n",
"text/plain": [
- "<matplotlib.figure.Figure at 0xab24346c>"
+ "<matplotlib.figure.Figure at 0x7f622aa361d0>"
]
},
"metadata": {},
},
{
"cell_type": "code",
- "execution_count": 495,
+ "execution_count": 118,
"metadata": {
"collapsed": false,
"scrolled": true
"data": {
"text/plain": [
"defaultdict(int,\n",
- " {'03Qh833fEdVT30Pfs93ea6': 0.30313780757650094,\n",
- " '0PYyrqs9NXtxPhf0CZkq2L': 0.39554610177908917,\n",
- " '19K3IHYeVkUTjcBHGfbCOi': 0.4926787306023092,\n",
+ " {'03Qh833fEdVT30Pfs93ea6': 0.3031378075765009,\n",
+ " '0PYyrqs9NXtxPhf0CZkq2L': 0.3955461017790891,\n",
+ " '19K3IHYeVkUTjcBHGfbCOi': 0.49267873060230916,\n",
" '19RUXBFyM4PpmrLRdtqWbp': 0.19682403824100217,\n",
" '1DBkJIEoeHrTX4WCBQGcCi': 0.23682091199666255,\n",
" '1PULmKbHeOqlkIwcDMNwD4': 0.33137519763673373,\n",
- " '1oW3v5Har9mvXnGk0x4fHm': 0.2989840032500176,\n",
- " '2Pqkn9Dq2DFtdfkKAeqgMd': 0.2801541309531463,\n",
- " '2pCqZLeavM2BMovJXsJEIV': 0.35466432570637396,\n",
- " '36lJLPoPPOKNFddTAcirnc': 0.17041628698527087,\n",
+ " '1oW3v5Har9mvXnGk0x4fHm': 0.29898400325001767,\n",
+ " '2Pqkn9Dq2DFtdfkKAeqgMd': 0.28015413095314634,\n",
+ " '2pCqZLeavM2BMovJXsJEIV': 0.354664325706374,\n",
+ " '36lJLPoPPOKNFddTAcirnc': 0.1704162869852709,\n",
" '3OdI6e43crvyAHhaqpxSyz': 0.44772169900647624,\n",
- " '3nkEsxmIX0zRNXGAexaHAn': 0.5788171236704196,\n",
+ " '3nkEsxmIX0zRNXGAexaHAn': 0.5849736696540723,\n",
" '47bcKzmKgmMPHXNVOWpLiu': 0.2953681657492741,\n",
- " '500FEaUzn8lN9zWFyZG5C2': 0.2361303334346605,\n",
- " '5XfJmldgWzrc1AIdbBaVZn': 0.3887292504282335,\n",
- " '5ju5Ouzan3QwXqQt1Tihbh': 0.40349206426460227,\n",
+ " '500FEaUzn8lN9zWFyZG5C2': 0.23613033343466053,\n",
+ " '5XfJmldgWzrc1AIdbBaVZn': 0.3884655768099993,\n",
+ " '5ju5Ouzan3QwXqQt1Tihbh': 0.4001232105218359,\n",
" '6400dnyeDyD2mIFHfkwHXN': 0.22536295726702718,\n",
" '6Eo5EkmdLvZrONzi046iC2': 0.3776567485151355,\n",
" '6P9yO0ukhOx3dvmhGKeYoC': 0.2752720160835255,\n",
" '6V9YnBmFjWmXCBaUVRCVXP': 0.1561887159181926,\n",
- " '6vuykQgDLUCiZ7YggIpLM9': 0.12056755508379581,\n",
+ " '6vuykQgDLUCiZ7YggIpLM9': 0.12056755508379578,\n",
" '71Mwd9tntFQYUk4k2DwA0D': 0.5490106468656754,\n",
" '7BgGBZndAvDlKOcwe5rscZ': 0.5087387310808495,\n",
- " '7dxKtc08dYeRVHt3p9CZJn': 0.1600362993556834,\n",
- " '7eyQXxuf2nGj9d2367Gi5f': 0.29134666578005836,\n",
- " '7gDXyW16byCQOgK965BRzn': 0.47916115082339855})"
+ " '7dxKtc08dYeRVHt3p9CZJn': 0.16146444373155444,\n",
+ " '7eyQXxuf2nGj9d2367Gi5f': 0.2913466657800584,\n",
+ " '7gDXyW16byCQOgK965BRzn': 0.4732550728695838})"
]
},
- "execution_count": 495,
+ "execution_count": 118,
"metadata": {},
"output_type": "execute_result"
}
},
{
"cell_type": "code",
- "execution_count": 496,
+ "execution_count": 119,
"metadata": {
"collapsed": false,
"scrolled": true
" <td>The Beatles</td>\n",
" <td>Please Please Me (Remastered)</td>\n",
" <td>1963-03-22</td>\n",
- " <td>0.178420</td>\n",
- " <td>0.479161</td>\n",
+ " <td>0.177208</td>\n",
+ " <td>0.473255</td>\n",
" </tr>\n",
" <tr>\n",
" <th>14</th>\n",
" <td>The Beatles</td>\n",
" <td>With The Beatles (Remastered)</td>\n",
" <td>1963-11-22</td>\n",
- " <td>0.150023</td>\n",
- " <td>0.578817</td>\n",
+ " <td>0.152913</td>\n",
+ " <td>0.584974</td>\n",
" </tr>\n",
" <tr>\n",
" <th>12</th>\n",
"10 19K3IHYeVkUTjcBHGfbCOi The Beatles Help! (Remastered) \n",
"\n",
" release_date gloom complexity \n",
- "15 1963-03-22 0.178420 0.479161 \n",
- "14 1963-11-22 0.150023 0.578817 \n",
+ "15 1963-03-22 0.177208 0.473255 \n",
+ "14 1963-11-22 0.152913 0.584974 \n",
"12 1964-07-10 0.215407 0.549011 \n",
"11 1964-12-04 0.175109 0.508739 \n",
"10 1965-08-06 0.220622 0.492679 "
]
},
- "execution_count": 496,
+ "execution_count": 119,
"metadata": {},
"output_type": "execute_result"
}
},
{
"cell_type": "code",
- "execution_count": 497,
+ "execution_count": 120,
"metadata": {
"collapsed": false
},
"outputs": [
{
"data": {
- "image/png": "iVBORw0KGgoAAAANSUhEUgAAAXkAAAD2CAYAAAAzkveEAAAABHNCSVQICAgIfAhkiAAAAAlwSFlz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\n",
+ "image/png": "iVBORw0KGgoAAAANSUhEUgAAAXkAAAD2CAYAAAAzkveEAAAABHNCSVQICAgIfAhkiAAAAAlwSFlz\nAAALEgAACxIB0t1+/AAAIABJREFUeJztnXt8VdWV+L8rIZgLGFEJPgAJRV6CD1CQ1tYGi6K21apj\nLQWn1ozVsfjoMP1JX4LtVPuuQsdWrTW2FqUz1jrTWrGOpJVaTUR81OCThoJSEjqKEwwkkPX745xL\nbsLNzX2c573r+/mcT+45d+ecdc7Zd+211157bVFVDMMwjOKkLGwBDMMwDP8wJW8YhlHEmJI3DMMo\nYkzJG4ZhFDGm5A3DMIoYU/KGYRhFjCdKXkTuFJFtIvJ8hjLLReRVEXlWRE7w4rqGYRhGZryy5O8C\n5vX3pYicBYxX1QnA5cCPPLquYRiGkQFPlLyqrgXeylDkXOCnbtmngINE5DAvrm0YhmH0T1A++VHA\n5pT9N9xjhmEYho8EpeQlzTHLp2AYhuEzgwK6zhZgTMr+aODNvoVExBS/YRhGHqhqOmPaU0teSG+x\nA/wX8I8AIjIbeFtVt6UrqKr9bkuXLs34fZS2uMhqcpqcUd5Mzuy2THhiyYvISqAWOFRE/gosBQY7\nOltvV9WHRORsEXkN2Al82ovrGoZhGJnxRMmr6iezKLPIi2sZhmEY2ROrGa+1tbVhi5A1cZHV5PQW\nk9NbTM7CkYH8OUEiIholeQzDMOKAiKABDLwahmEYEcOUvGEYRhFjSt4wDKOIMSVvGIZRxJiSNwzD\nKGJMyRuGYRQxpuQNwzCKGFPyhmEYRYwpecMwjCLGlLxhGEYRY0reMAyjiDElbxiGUcSYkjcMwyhi\nTMkbhmEUMabkDcMwihhT8oZhGEWMKXnDMIwixpS8YRhGEWNK3jAMo4gxJR8j2traaGpqoq2tLWxR\nDMOICabkY8K9965i7NjJnH76FYwdO5l7710VtkiGYcQAUdWwZdiHiGiU5IkKbW1tjB07mY6ONcBx\nwPMkEnPYtOklqqurwxbPMIyQERFUVdJ9Z5Z8DGhpaWHw4BocBQ9wHBUVY2lpacn5XObyMaKK1U1/\n8ETJi8iZIvKSiLwiItel+X6MiDwmIs+IyLMicpYX1y0Vampq6OxsAZ53jzxPV9cmampqcjqPuXyM\nqGJ100dUtaANp6F4DRgLVADPApP7lLkNuNz9PAX4Sz/nUiM9K1fep4nEIVpVNV0TiUN05cr7cvr/\n1tZWTSQOUXhOQRWe00TiEG1tbfVJYsPIDqubhePqzrQ6epAH7cQs4FVV3QQgIvcB5wIvpZTpBqrc\nz8OBNzy4bkkxf/5FzJ17Gi0tLdTU1OTsi0+6fDo69nf5mF/fCBOrm/7ihZIfBWxO2d+Co/hTuQF4\nRESuBoYAcz24bslRXV2dd6Xv7fJxBm/zcfkYhtdY3fQXL5R8uhHdviEy84G7VPX7IjIbuAeYmu5k\ny5Yt2/e5traW2tpaD0T0j7a2tryt6yCprq7mzjtvpa5uDhUVY+nq2sSdd94aaZmN0qCU62a++qOh\noYGGhobsCvfnx8l2A2YDD6fsLwGu61Pmz8ColP3XgRFpzuWr38prkn7ygw6akZefPAxaW1u1sbHR\n/J1G5Ci1uuml/iCDT77gOHkRKQdeBj4EbAUagfmquiGlzG+AX6jq3SIyBfidqo5Ocy4tVJ6g6Ild\nvx8YCuwkkbjAYtcNwxgQr+e++Bonr6p7gUXAI8CLwH2qukFEbhCRj7jF/hW4TESeBX4OfKrQ64aN\nE6M+HLgAuAK4ANWqvGLXDcMoLbyc+zIQXvjkUdWHgUl9ji1N+bwBeL8X14oKw4YNo6NjK/AkyZZ4\n167ZDBs2LGTJDMOIOkEONtuM1zxpb2/fryUePLiG9vb2EKUyjPhSSjNek4PNicQcqqpmkEjM8W2w\n2RNLvhQZNmyY2xI3kPTJd3a2mCVvGHlw772rqKu7ksGDHQv3zjtvZf78i8IWy1cKnfuSLZagLE+a\nmpo45ZSP0tW1AxgJtDJo0IE88cRvmDlzZtjiGUZssAR8hVNSCcqC6vINGzaMrq63gQQwAkiwZ88O\ns+T7UEpdcCM/ghyELEWKSskHmeTohRdeAMpx3DXr3L+D3OPRJUila0mnjGzwKgGf0Q/9BdCHsVHA\nZKigkxwtX75cYbx7reQ2XpcvX+7L9bwgyMlblnTKyIVCE/CVOmSYDFU0lnzQXb65c+cCb5JqfcCb\n7vHo0dbWRl3dlXR0rGHHjnV0dKyhru5K3yx664IbuTB//kVs2vQSjz56G5s2vVT0g65BUjRKPugu\n35QpU1i06DKcrA4TgNksWnQZU6ZM8eV6hRK00rUuuJEr1dXVzJw50wZbPaZolHyQcadJVqy4hebm\nddTXf5nm5nWsWHGLb9cqlKCVbhjvwzCM/Sm6EMq4ZIXMh0Lv7aqrruEHP7gDGA1sYdGiy3xvmIr5\nfRhGVMgUQll0Sr5YSU4WKSsbQ3f35pwni4SVUM2UvGH4T0nFyRcjbW1tXHLJ5XR0rGHnzmfp6FjD\nJZdcntOgaY9PvhaYCdT6PhBqIZSGET6m5GPA+vXr6eysJnXQtLNzBOvXr8/6HEH75IOO5jEMIz2m\n5AskuMlFfcM1t+b039XV1XzgAyeTGg30gQ+c7JsLxekhjCK1YYIjLYTSiAXFNFPblHwBBOWOmD59\nOhUVZTiulhk4rpYypk+fnvU5NmzYwCOPNAAPASuBh3jkkQY2bNiQ+R/zxEnF/BqpDVNHx+uW9sGI\nPMXmZjQlnydBuiOqq6u5++4fU1mpVFb+H5WVyt13/zgnK7yxsREYQ6pPHka7x72nvb2dROJwYA5O\nwzSHysrDLBWzEWmK0c1oSj5PwprRWV5entf/zZo1C9hMb5fPFve49zi+/h3A/cBtwP2IvBPZyVDF\n1D038qcoZ2r3l+8gjI0YLeQdZG4Wr661aNHVCgmFCQoJXbToas9lTSUu+UjiuCC74Q9B51zyavFy\nMuSuCV2x9xImRkpe1VEOlZXDdejQiVpZOdw35dDY2KgHHTSjVzK0qqrp2tjYmPO5mpubtb6+Xpub\nm32QdH+8qsR+YYnUjL4EZZx4aVxkUvK2MlSBiJQBCfevP/SEPzaQnMiUb/jjlClTAs2vU11dHelJ\nUMnueUfH/t3zKMudCzYhLTeCWLEp1ffv1L3nqaubw9y5p3l/vf60fxgbMbLkg7YAFy26xnW1TCzI\n1RJ1yzpJUHIWuyVvrqho4mXvXNXcNb7g9UvKhFeKKIwffD7KOmg54zJ2kCvF3oDFGa/fjSl5H2ht\nbdXBgw/q9ZIGDz7Ilx9QY2OjJhLH9mpQEolpOTUoPZVqjUKjwhrff/D5KOuwFFNceji5EKQhYuSO\nl8ZFJiVvPvkCUN2LE29eA7S4+97Te2KR47/LdWKREwI2HLiAHnmrfPM99/gc76ejwxlHqKu7YECf\nY1g+8qiMHXjpP++dysKpN5bTPzoE4fsHj+LkReRMEXlJRF4Rkev6KfNxEXlRRF4QkXu8uG6YtLS0\nMGTIROBlnDjwl0kkJvgST+vFxCKnodgKrMFZk3YNu3Zt820Gau9G5Qrggn2NSiZKebERr2daWk7/\n6BPIQin9mfjZbjgNxWvAWKACeBaY3KfM0TiapcrdH9HPufLuriQJKkQwnDj5/F0tXrh8cqG5udkd\nKO55PpDI6r0Uq488E37Wp2J0RRm9wU+fPE7Gq9+m7C8BrutT5pvApVmcq6Ab9SoCJVuCVEaFXito\nX3ehjUqpxfOb/9woBL+V/AXA7Sn7C4Hlfco84Cr6tcATwLx+zpX3TRZiORZCkMqh0GsF2SgV0qiE\nFV0TZpihRcIYheC3kv+HNEr+lj5l/hsniUkZzqjf5qTrpk+5vG+yvr7eteA1ZZug9fX1eZ+zGAmy\nUcqnUQljWnlUlGspuqkMb8ik5L2IrtkCHJWyPxon+XnfMn9S1W6gRURexklqvq7vyZYtW7bvc21t\nLbW1tVkJ0TsB13H4nYAL4C9/2cRXvlLPG290M2pUGV/72iWMGzfWt+t5QZBRJPlEDwQdXdNzvSOA\nJqAmtBmvQUVbxA2bsbs/DQ0NNDQ0ZFe4P+2f7QaU0zPwOhhn4HVKnzLzgHr38whgE3BwmnPl3ZK1\ntrZqWVmlpibgKiur9M0i27ixRcePX6zQ7lqA7Tp+/GLduLHFl+uphu83DoIwLPmKigMVDlaYoXCw\nVlQMK+pnHCei4EqLA/g9GQo4EyeW8FVgiXvsBuAjKWW+C7wIPAdc2M958r7JnoGrZoV6hWZfB64W\nLFiWouB1n6I/66xl2tXl/fVKqbIHPXYQ1KQ2Izei5EqLOr4rea+2Qi35oCpEZ6fquHHX91HwzjZk\nyPV64IGqH/qQ6le+ovrb36q+9VZh1yvFyh5Ur6XHOGh1w1NbLaolJPq+c4s4yp5MSr5oFg2prq6m\nrm4hqWuY1tUt9NyH98ILMHs2dHSUATv7fLuT884ro6UF/uVfoLsbvvUtGDMGpk2Dz3wG6uvhlVec\nKpstRbmQwQAEMkkEZ/LVu+++CkzCmbQ1iY6OV0ti8lWUSDcRrJQnxnlKf9o/jI0CLXnHt3qQwiSF\ngzz1rXZ2qn71q6ojRqj++Meqr7+evU++q0v16adVly9X/cQnVI86SvXQQ1U/+lHVm25S/f3vVXfu\nzHxvpWbJB0WPu2aNJieambsmWDLVb4s4yg5KwV2zevVqhSF94uSH6OrVq/M+Z5Jnn1WdPl31zDNV\n//rXnuMbN7boggXLdM6c63XBgmU5Dbpu3qz6i1+oXnut6qxZqkOGqM6cqXrNNaqrVjnfp3LzzSu0\nvHyqlpefpeXlU/Xmm1cUfF9GctLWexQOcQdeD9HKyhpzCQTIQG6ZUgg4KJRMSr7IEpQdSapLA44o\n6GxdXXDTTbBiheN2ueQSEOn5fty4sdxzz9K8zj16NFx4obMBdHTA00/DE0/Az38On/0sJBLwvvfB\nxImbuOuuFvbufYrkoiErVizlnHM2RT5kM1+CCpvryenzJMnQ2127ZvuW08fYn4ESqUUleVxs6U/7\nh7FRoLvGyyiJ9etVTzhB9eyz97eqg6C7W/WVV1Tr61WPPjp9JM+CBcuCFywAepZVnOTrsoqqwef0\nMdJjbpnCoBTcNao9FWXo0OPyrii7d6suXapaXe0o2O7ugkTyhNra9JE8EyZcX3Dkjt/k2tUOOm7d\nxjuiQ5TcMlGSJRtKRsmrFvZynnlG9bjjVD/8YdUtWwoWxTP6i8k/6qhlOny46qc/rfqnP0WjQUol\nn9h+P8dWBpLTrEhDNZ5zUkpKyefD7t1OTHt1tepPf5qbsgyixc80u3bbNtVvflP16KNVjz1WdcWK\nwuPyvSBfC3nVqlUK4/s0aON11apVvssbJ8utGInCO4hrz86UfAaeftpRjh/5iOobb+T2v0G2+Bs3\ntugFFyzRE0+8Vi+4YMl+kTx796r+z/+oXnSR6kEHqV5yieoTT/RusJLRQLW1uUcD5Uq+E1nCsOSN\n8ImK9RzXyXGm5NOwa5fql77kWO8/+1nuro6gW/xcfgStrarf/rbqhAmq06Y58fnr1webayff5+P4\n5IcpDFc4TmF4ILlkomBFlipRsp7jmsvIlHwfmppUp05VPecc1TffzO8cQU65zvdH0N2t+thjzgSs\niorgI3TyHQjvia6Z6Ht0TaqcYVuRpUqU0hfENZdRJiVfZHHymdm9G264Ae68E77/fZg/v3fcey4E\nuUiyk75gFL3nABw5YDpcEZgzx9ne//5u/vjHoX1KDOXBB7v58Ifh8MPhiCPS/x0yJD+5W1vb2L37\ncOBwYA+trW1Z/V+QKXd7Fhxf46Y3fp66ujkDLjjupzylllY3SguOt7S0kEiMp7OzJ/V0ZeV7Qkk9\n7RUlo+QbG+HTn4aJE+G55xzlVQjJRZLr6uZQUTGWrq5Nvi2S7EzYeY3UH0FHx+s5TdipqSnjj3/c\niTOZKslO3v/+Mq64Av72N2drbobHHoOtW539rVvhgAOc55WpITjiCDj0UChzsyE9/fQzXHvtGqCR\n5ASua6/9R0455X2cdNIMj55M4QSdvz4T9967irq6Kxk82FF6d955K/PnXxSoDGEQ5G9pIHrnMhoH\n/IWOjq5458vpz8QPY8OHEMqODtXrrlMdOVL13nu9DzMMwpfrTNgZ5069n57X1Pt88993dzvROhs2\nOK6flStVv/td1c9/XnXhQtW5cx2//6GHqlZUqB55pOqJJ6qOGPHFtO6hefOuGlDWIN0nUfEHR0WO\nMInCuEgxumtCV+y9hClQyffN73LttT/TyZNVzz9f9W9/K+jUoeJVEq1Ccu1kw+7dTm6fxkbVKVO+\nmHYC1ymnLMl4jjCUXRTi5KPkly5l4voeSkLJNzWtUzi/l6UK1+iNN74QuUlCudITcXKwa8lHf8T/\ngguWpLXkJ0/+sr7zTv//F9aPLGwr0s/GLex7ixNx7VFlUvJFk0/+y1+uB35Kj895KPB1fv/72/Me\nXI0KLS0tDBkyEWfxrduAl0kkJkQ6n/zChe9F5FJ6cu7vROQyDjvsfCZOhB/+0EkA15eamho6Ol4n\nNYf4rl0b4+0TzYKkXzqRmENV1QwSiTme+KXT5Wk3+sev9xAq/Wn/MDYKsORnzVqc1j0wa9bivM8Z\nFeJoXbS2tuoBBwxX+GeFaxX+WQ84YLi2trbqunWqp52mOmmS6q9+1XucJIxeS5RCKJubm7W+vl6b\nm5sLPlcc601UiFvvh1Jw18ybd1XeA31xIAp+41xZtOgadRZWn6iQ0EWLrt73XXe36m9+48xX+MAH\nVJ96yjke9IzDKClCrxubuPqXSwmvGpOSUPLpffLna1PTurzPGTXiZF1kqzy7upyVto480knJ0Ni4\nXQcNqlK4RuF6hWt00KAq3+45KorQj8YmSg2YsT9eNuoloeRVVS+++NMKkxVOV5isF1/86YLOlw1x\nUrxBkqvybG93llesqtqoUNensT7Pt8Y6KorQr7z2ceoBeumqijpe17uSUPI9D22NJsMMgwq9i4Iv\nN2rkW4lra68O3O0WBUXY3NzsurZSE7MlPPPNR90QyeTaCwO/n5nXPciSUPJBr/ATFQswyuSTu+aU\nU5akHUAfPvzL+sMf5p4pNFvCVoReTHiLK342cPkQhPEWpCVfNCGUvaf+Qz5T/3MhOR0+NZ9Mcjp8\nlGlra6OpqYm2tuzyyBSKajew2/07ME66iZ19ju5k0qRuHn8cpk2Dk0+GG290UjA4tkHhVFdXM3Pm\nzNBC5ZwQ0R3A/Thhsvcj8k7Rh44CNDY2AmPonZtptHs8WFJzGe3YsY6OjjXU1V3p+e8l0FDN/rR/\nGBsFW/LBWUJxtOTjkC7ggQceVJGP9/LJi3xcH3jgQVVV7exU/d3vVBctUh092lksZfFi1ccfV92z\nx7fbCYQouI3CYO3atWkt+bVr1wYuS9AD8bGJrgHOBF4CXgGuy1DuH4BuYEY/3+d9k2H65OPwowz6\n+eT7Y+mJr++JrknG1/elu1t13TrV6693lm2srla99FLVBx9UffddX27Ld8J2G4VBY2OjVlSMdBX9\nBIWEDhpUva+uBPlM4mi8qfqs5IEy4DVgLFABPAtMTlNuGPB74Ak/lLxqOEo3Lj9Kp6fzHrenMyPS\nPZ183+PGjao336xaW6t64IGqH/uY6l13qba1FXgzhq/01JV6t2Gv31dXwghuiJPxlsRvJT8b+G3K\n/pJ01jzwfeBsYI1fSl41Pko3aMIY3Crkx1JoON327ap33+0kp6uqUj31VCd75muv7V82ubTijBnp\nl1Y0/CdddE2YVnXc9IjfSv4C4PaU/YXA8j5lTgD+w/3sq5I30hN09FGSfH4sXltv776r+t//rVpX\n56ScnjZN9ctfdlYIe/31Fj3ssMt7jQEcdtjlpugDpD9lvnr16khMVIsDmZS8F9E16dJ/7Yt5EBFx\nrfjFA/yP4SNOlMYbpEYfwZu+R2/kGrXiR3RDIgEf+Qj8+Mfw5ptw223OKmELFsDUqT9h27bvkprY\nbtu27/L5z/8o7+sZudETqZZcjekIKirGAqSsGAVhrhjlF0FEu3mxMtQW4KiU/dHAmyn7BwJTgQZX\n4R8OPCgi56jqM31PtmzZsn2fa2trqa2tzUmYUlw+LRuitPpOJvxeqam8HN73Pmf71rdg2rR2Xnxx\n/2URX399V8HXMrKjZzWmiThDe5vo6NjD9OnTY1Fn8yW5ElhZ2Ri6uzfntBJYQ0MDDQ0N2V2oPxM/\n2w0op2fgdTDOwOuUDOXXANP7+a6gLovNQB2YoH2NuV4vaD9sf3nvBw1aqmeeqfqjH+W/2LuRHa2t\nrTpo0IG93vmgQQfue+dx849ng9crUBFQCOXLwKvAEvfYDcBH0pR9DF9DKOMV+lTM5Nvorlx5n1ZW\nDtehQydqZeVwXxvrjRvT++Sfe65FV61SnT9fdfhw1ZNPVr3pJmcZRMNbVq9erXB0n4Z2vK5evTo0\nmfxuWLy+50xK3pMZr6r6sKpOUtUJqvoN99hSVf11mrKnaRo3TaHEdQZqsVKob12kDEi4f/1j3Lix\nfOEL0ygvP5mysrMoLz+ZL3xhGscdN5aPfxxWroRt2+BrX4PNm2HuXJg8Ga67Dv70J+jObiKvMSBv\n0nu8aGtokgS30EpA99yf9g9jI2aToYz+KWQyVJA9slyv193tROV86UtOLvzDD1f9zGec3PgdHd7I\nU2yuiYFwwnsHa+pCMTA4lNw1QdW/1tZWLS8fqnCMwlkKx2h5+VDLXZOJ6upq6uouxgnFXwicTV3d\nwqIZpIkbNTU1eUVGBN0jy/V6InDSSfBv/wZ//jM8/jhMnAg33eTk3Ula/2+/nbsspbpUX3t7O4nE\nKJygvJ2AUll5JO3t7YHLElT9a29/lxEjFgKNwENAIyNGLKS9/V1PrwMUoyVfvD75uFl5+UyG8npA\nKpvreVVvtm1zFkD56EedGbdz56r+4AeqmzcHK0fc6Ln3B9xZrw+Edu9BvYcFC5alHfBfsGBZXuej\nVFINF/PEibhGDuUTXRPWGq9eTmP/v/9Tvf9+1YsvVj3kENWTTlL92tdUX3ih95q2Sfysv3EwDk4/\n/SxNzV1zxhlnhSZLEGkNTj75+j4K3tnmzLk+r/OVhJIvZkvIy3uL+g8+6DVek/j5XDo7VR97TPXq\nq1WPOkp1/Hgnc+Yf/tCTOTOXxGy50JPT//jIGgcDpdwIo876dc0XXnAitg44wCz5vIhjYqFs8MrK\ni0NvoJgba1XHin/mGdWlS1WPP74nc+btt7foyJHeplcI2vWVL8uXL3ct+FSFd7QuX748FnU2G55+\nWvW881QPO0z1G99Qfe65Fh0/fnGv9z1+/OK833fJKHnV6Fuq+eCF4ouT8izWxjodycyZI0d6a9mp\nRjP+PB2rVq1yLfk1moyMg4Tecccdsamz/fHEE6pnn606apTznnfu7Plu48YWXbBgmc6Zc70uWLCs\noAY9k5L3Iq1BpKiuri66iBovUhL4nS7AS+bPv4gTTjiOxsZGZs2axZQpU8IWyTfGjYNrroFf/aqb\n1tb90yv89a+FBuInY7GPI+z48/449thjgU6cyLjROJlSOqmqqopNnU1FFRoanAisjRthyRL45S/h\ngAN6lxs3biz33LPUd3mKTskXK4Uqvp6QxgacZFw7I5vsKZnTY/BgR+ZccnrkS9g5jw49tBMnfDBV\n0e/kySeFxYvh2mthzJjczjlmzBhgD1AL1AAtwB73eHTYvHkzcADwJ3oao/cCqQnKnONRrbPgKPeH\nH3aU+/bt8MUvwic/CRUVoQsWvpsmuWGphvvFC99kupzdUSMMt1IU/L4PPPCgwoW9fLRwod5++0P6\nuc+pHnyw6sKFqs8+m/05e9JL9wxiB5FeOlcct1KNwjJ30HmZwlhdvXp1LFx3e/eq/vKXqjNmOGms\n77sv+KUoKSWffDFSSj75MNbYjMJzcSJMKntF10DlvgiTt95yBuyOPFL1jDOcdW7ThWKmEpV7G4im\npnUK5/Vp4M7TpqZ1kV7QZc8e1ZUrnZnPJ52k+qtfOQo/FwpdHCeJKfmY44Xii8s8gqAVU1SeS7YL\n0e/apfqTn6gec4zqCSeo3nOPE6LZH1G0hLu7nUbr+eeddBCzZqUfdD733Gs9jUDxis5O5x1MmKB6\nyimqDz88cIObDi971qbkY06cLflCVoYKQjFFxdrtSbe7Zl+ESWq63b7s3av661+rfvCDTuz9976n\n+s47/Z87yIizd95RffFFR/ndcYcTLnrppaqnn646ebLqsGHOjOBjjlGdN0/1iCPSTwwqKzsvrfK/\n6KJlgdxHXzo6VG+9VXXsWGc2c0NDfspd1fvlODMpeRt4LZAgBuy8iK4JY9GQfAdQ58+/iLlzTwtk\nIDQqi6ls376dPXt2A+eTHCTds2c327dvTytLWRl8+MPO1tQE3/42fP3rcNllcPXVcMQRPWW9jDh7\n910nG2dy27Jl//2uLmeQOLmNHg2zZ8OFF/Ycq6rqOefChWX8/Of7DzoffPAw/v73/SOOfvGLbn79\nazjsMBg50vmb+rnv34MPdnIOZctf/rKJr3ylnjfe6GbUqDK+8IVLeOSRsXznOzBjBtx3n3M/hdDY\n2AiMITVHDoymsbHR82gycRqBaCAiGiV5BiLoKBAvGpSgokja2toYO3YyHR1rSEZGJBJz2LTppUiG\nv4UdXXP33XdzySU3AmtxomBqgFOor/8Sn/rUp7I6x8aN8P3vw89/DuedB4sXQyLRW2F97WuXMG7c\n2LT/v2tXb6XdV4Fv3gwdHY7S7qvEU/eHD89dqZ5++gpef/0GkpFf48cvZepU4b/+axl9lf8nP/kd\nfvjDpbS2OmmgB/q7cydUV/ffCKT+3blzE2ef3VuWsrKlnHHGVdx441imT8/+vjKxYcMGjjnmROBJ\neiKKZtPcvC4vJS8iqGr6p96fiR/GRowmQ0Wlmx9VouLrjgtedt+3b1f96ldVDz20RYcM6e3TPvLI\nxfq977XoN76h+tnPqp5zjur06aojRqgOHqw6bpzqqaeqLligumSJk2DtwQedWbptbfm7Jwbi5ptX\naHn5VC26Ms+CAAAUM0lEQVQvP0vLy6fqzTev0I0bvZkVunu3kyRu3TrVhx5Svesu1W9+U/Vf/sWJ\nWDr9dGf28eGHq4p4PymtPxYtutodbB+tUGk++WwIMhTOlFhmrBHMnZ4f/ZiCf/SqqhddlF5hjR27\nTD//edVbbnFC/5qaVP/2t9wjQ7wiU13xclZoNrzvfUvSjg+ccsoSz6/VM/A6wQZesyHqi02UIj3J\nsY6LTGRHlHGWPTxYE4lpWll5cMHPq7bW20yHfhElg2nevKvSNozz5l3l6XWCHHgtmkVDgl5sIjlg\nl0jMoapqBonEnKJaSd4rVLuB3e7f6NLW1kZTU1PWyxP6cf26uivZtauBjo4X2LWrIaflEtMxalQZ\nzizaVHZy5JHR+tnX1NTQ0fE6qQvM7Nq1MZSZrYsXn4Oz6FDyue0EFrrHvSPTwKvn9Kf9w9iIkSWf\net2gwtPilHwtTj2dKMx49cOa9cqn7TdhrCHQH42NjXrAAWMUpqqzLN9UHTx4tOe9irVr16a15Neu\nXZvX+SgFd41qNCd+eEUUFFEuRKkLnomoNEZ+yRG0TzsfwlpDIB1BrRXd2NioFRUje/nkBw2qzvue\nS0bJqwZv7QZxvagoolyIi8xRaoyK2UjJRNTy3gcxluT1koeZlHy0nHMeUF1dzcyZMwPxjQe18HLQ\n4w1e4CysvhCYDUwEZkdyYfV8Fxz3g/nzL2LTppd49NHb2LTpJc/mXIQ93pANqntxsmXOAGrdfYcw\n5Pd7LKlnTK+OqqpbSCTq/BvT60/7h7ERo7QGQVqqcbGKUwmq2+sFxWxBx8HNl8ldE7T8YUTpeeEJ\noJTcNUERdDc/boooSm6QbIjToHa2xMU46E/O5ubmwOWP0vhALmRS8p64a0TkTBF5SUReEZHr0nz/\nORF5UUSeFZHfiUi0Vi3Ig6C7+X515f0iSm6QbAjSzRcUcXHz9ReO3N7eHrj8NTU1vPvuq8Ak4Apg\nEh0dr0a23mZFf9o/2w0oA14DxgIVwLPA5D5lPghUup+vAO7r51z+N3ke4sxQ9GbGWjESt95HsREX\nSz5J39zqYcgftUHgbMFPdw3OyNpvU/aXANdlKH8C8Hg/3/n7JDwkTj7nMClGN0iciEtD68z2Ha5D\nh07Sysrh++QMWv64uRmTZFLyBWehFJELgHmq+hl3fyEwS1Wv7qf8CmCrqt6Y5jstVJ6gaGpq4vTT\nr2DHjnX7jlVVzeDRR29j5syZIUpmGL3ZsGFDpBdFb2trY9So8XR1DQLGAX+hoqKLN97YSHV1daAZ\nQuOWPTVJpiyUXuSTT3fitJrabQBOxHHfpGXZsmX7PtfW1lJbW1uYdD7R2+cc/UWGjXjgtUILY1H0\nXFm/fj1dXXtx0iwnf0vvZf369Zxxxhme5sMfiKisLzAQDQ0NNDQ0ZFe4PxM/2w3HXfNwyn5adw0w\nF3gRODTDufzqzfhCXLrCRjzwOlwwLj55ZyHvo3u5SGC8rl69OjSZ4uZmxGeffDk9A6+DcQZep/Qp\nM90tM36Ac/n+MLwmbpXBiCZ+KOS4+JejONgZ5LoUfsfJFxxCqc7UtEXAI66lfp+qbhCRG0TkI26x\nb+Ess/IfIrJeRH5V6HWjQtxC7+Iw+7EU8SPcMS5hrNXV1dTX30YiMYehQ48nkZhDff1tof2mgprJ\nHtR1CrbkvdyIoSUfJ+Iw+7FU8cu1EieXYhR6xUG5uLy+DqWUu8ZITzJfeUfHGnbsWEdHx5qC85X7\nSan1OPzK9TN//kWsW7eW5cuvYd26tZEbdI0aQU0gC3SiWn/aP4wNs+R9Iy7+WdVwehxhW5F+zbuI\nS+8tk5xBr9lQbJZ86Iq9lzCm5H0jLpEWYcgZBUXoRyNcDO88jHcT1Ex2L11pJaXkw7bIokwc/LNB\n9ziioghLObqmPzlXr14dSlqDIGeyWxbKHImCRRZ1ot4IBq10o6QIvW6Eo9KADUR/cq5evTrwdxOl\n+pALJaHk41KhjYEJsscRtXrTN0lXocSh96aa3kUSVoKyOOakKgklH9cW2EhPkD2OqGQT9asnGp/e\n2/6KNYxGatGia9z6MDHU+pALJaHko2aRGfEgKpZbKdffgQy0Yoyu8ZpMSr5o4uT7W3ggLjNRjXDo\niVeuBWYCtaEsrBGXBT78YKCZuUHOKi/G9+BFFsrIMH/+Rcyde1pgaUmN+BOVbKJRkSMMkgbapZd+\nkPLykezd28qdd/4olN9vz3towMnEsjP276FoLPkkccslEzSlNpN0IKLSA4yKHGEiUgYk3L/hUF1d\nzfvffzJwNrAAOJsPfODkWL+HghcN8ZI4LRoSR+KQWzwsglyYIg5yBEmUFurYsGEDxxxzIvDkPllg\nNs3N6yK54EqSTIuGFJ0lb6QnbrlrgiYqPcCoyBEkPX7wI4Am4IhefvAge5+NjY3AGFJ98jDaPR5P\nTMmXCMU4oGQUBzU1Nbz77qvAJOAKYBIdHa9SU1MTXDpel1mzZgGbSR0Ehi3u8XhiSr5EiEtucaM0\ncby0DcA6oAFVYfv27YH3PqdMmcIZZ9TiZAOdAMzmjDNqI+2qGQhT8iWCDewZUWX9+vXs2XMYqb3M\nPXtG8uijjwbe+2xra+Pxx58CHgJWAg/x+ONPxdqtWVQhlEZmLMS0NIn6YO7bb78NvEFq+Ci8SSKR\nCDysNOnW7OiYCrQAU/c1LFF8dtlglnyJUYoDe6VM0D7tfBg+fDhwEDAHmOH+reKoo44KvPeZaXzA\nD4IYVLYQSsMoUqIUmpiJnrDFlcAOHIX/yX1hi0H2RNra2hg9egKdnX8g+cwGDz6VLVte9fzaXoY0\nZwqhNHeNYRQpPa6H/X3aUVLy7e3tlJUdQHf3J4HRwBZEKmhvbwec3mdQ8ra0tJBIjKezs+eZVVa+\nx/NnlhrS7Lyf56mrm8Pcuad5fq/mrjGMIiUuEVWdnZ10d+/GmYD0CvAkql10dnYGLktQzyzIkGZT\n8oZRpCQjqiorP8jQoZOorPxgJCOqXnvtNdJNQHKOB0tQUWhBNsDmrjGMIicKOWEy0XsCUjK6JrwJ\nSEFEoSUbk7q6OVRUjKWra5NvDbANvBoG0Q8zzIe4DLwCXHXVNfzgB3eQ9MkvWnQZK1bcErZYvuNV\nvfM9d42InCkiL4nIKyJyXZrvB4vIfSLyqoj8SUSO8uK6huEFcQgzzIc4pbJYseIWmpvXUV//JZqb\n15WEgodgQpoLtuTF6QO+AnwIeBMnw9AnVPWllDL/DByrqleKyEXAear6iTTnMkveCJQ4Wbu5Usz3\nZvTGb0t+FvCqqm5S1S7gPuDcPmXOBe52P/8nToNgGKETJ2s3VyyVhQHeDLyOwhk1SbIFR/GnLaOq\ne0XkbRE5RFX/14PrG0beFPuKTJbKwvBCyafrIvT1ufQtI2nKGEbgBBnlEBZBTiYyoocXSn4LkDqQ\nOhrHN5/KZpxA2DdFpByoUtW30p1s2bJl+z7X1tZSW1vrgYiG0T9m7Rpxo6GhgYaGhqzKejHwWg68\njONn3wo0AvNVdUNKmSuBae7A6yeAj9nAq2EYhjf4mrvG9bEvAh7BGci9U1U3iMgNQJOq/hq4E/iZ\niLwK/B3YT8EbhmEY3mOToQzDMGKOLeRtGIZRopiSNwzDKGJMyRuGYRQxpuQNwzCKGFPyhmEYRYwp\necMwjCLGlLxhGEYRY0reMAyjiDElbxiGUcSYkjcMwyhiTMkbhmEUMabkDcMwihhT8oZhGEWMKXnD\nMIwixpS8YRhGEWNK3jAMo4gxJW8YhlHEmJI3DMMoYkzJG4ZhFDGm5A3DMIoYU/KGYRhFjCl5wzCM\nIsaUvGEYRhFjSt4wDKOIMSVvGIZRxBSk5EXkYBF5REReFpHVInJQmjLHi8gTIvKCiDwrIh/P93oN\nDQ2FiBsocZHV5PQWk9NbTM7CKdSSXwI8qqqTgMeAL6QpsxO4WFWPBc4CbhaRqnwuFuUH2Ze4yGpy\neovJ6S0mZ+EUquTPBe52P98NfKxvAVV9TVVfdz9vBVqB6gKvaxiGYWRBoUp+pKpuA1DVvzGA8haR\nWUBFUukbhmEY/iKqmrmAyO+Aw1IPAQp8GahX1UNSyv5dVQ/t5zxHAGtwXDdN/ZTJLIxhGIaRFlWV\ndMcHZfGPp/f3nYhsE5HDVHWbiByO44pJV+5A4NfAF/tT8JmENAzDMPKjUHfNfwGXuJ8/BTzYt4CI\nVAC/Au5W1V8WeD3DMAwjBwZ012T8Z5FDgF8AY4C/Aheq6tsiciJwuap+RkQWAD8BXqTH1XOJqj5f\nsPSGYRhGRgpS8oZhGEa0ieyMVxGJhX9eRCL7DOOGiAw4RhQF3DGm2NTROBCnZxknWSFiSl5EponI\nPBEZpBHuYojIsSKyGEBVu8OWpz9EZJaI3Bj1hkhE3isidwAzw5YlEyIyQ0T+E6gDiGodFZETROQy\nNxgisojIMSJyKkT3WSYRkakiUgvRl7UvkbCcRORg4OvA+4DXgbki8qMIx9N/HZgnIutUtUFEylV1\nb9hCJXFnFN+EozTrVbVbRCSKlVNELgOuBm4F1kftWQKIyKHAMpzneQjwpHs8UrK6QQ4/AE4CNgCz\nReR2VX0qXMl6kyLnbOAVETkZeExV14lIWZQMJ9dA+gFwGvBXEfkQ8KCqPh01WfsjKhbe/wN2q+oJ\nwD8BU3EGaSNFijvhD8AtwL8BqOreiFnLX8L5AZ2hqrdCpK2Po4AvqeoPVXVXlJRmCt/BeYSzcaz4\ni3EORE3WY4GDVPVEVV2I8/veHrJM6ZiGI+fxwBVAF/A5ERkSQaV5EHAgMAVYAPwdWCwiwyIoa1pC\nU0wi8g8issjdXaaqn3M/n4FjLU1N+j7DxJXznwFUdY/rj5sH3AG0isg/ud91h+mr6/M8f4IzZ2Gk\ne/w7IvIJETkqLPmSpD5PN6HdVKBRRE5zk9x9UUTOd78P83leKCKfdXevUNWr3c9tQLOITApJtF64\nz/NKd3cv8HEROch9hrOBD4nIdLds2PUzKecBwAluT+jvwC7gGFw3WNg+bxE5X0S+7+4eCrwXGKKq\nbcD9wP8Cn3XLRs4Y7UvgSl5EhonI/cC/An933Qi73e9OdY/fDZwHXC8io4OWMY2cb4tDhWsRPwts\nxrHkPy8i/yEio8OwltM8z0Gq+jKOS+G3wJXAy8CFrqxReZ7lqroDeAf4GU7eo1uBrTjv/fiQn+di\n4H/dH3FnSk9NgSOBd93yofzI+zzPt9z3/hzwTZzn+CPgRpzw5q+KyMQI1M+33OeYrJ//LiLvwVGi\nDwAzRGREWL1Od4xgJfAV4BoROVJVXwP+BFzrFtsK/BKY7n4f1R7yPgJR8n1+CGOAbao6W1XvTS2n\nqn9Q1Zmq+kPgW8BIYEIQMmYjp6p2icgQ4AhgHE737TCcHD5bRKQ8AnImK923ga+q6mmqegdOxR3m\nyh0IA8iZ/O564HjgTVV9UFXvAh7CSX4XBTlRh27388s4FnNg8mUpZ/K9fxHHH/8Pqvoz4GbgL8Ap\nUZBTVbtV9S2c+tiF4/ZchzOxshx4Kyg5U2V1Dcw7gCdVdbor18lusTuBU0RknKruAbbh9D4SQcqa\nL0ENvFYCHe7n44DRAG73rVpEGoCnVHVXcjBDVZtFZATQEpCM2cj5B2C9W6YJ+DnOgMz9InJcgBO8\nspHzcVW9u8/zPBxn0lpQDCinqq4RkR8BHwe+4ZYdCdwXITkbcOunW+Y/gCMk+IHXgeR8XFUfE5F2\n4BPAH1T17yIyCqeuRkJO4HFgjapeJSKV7u9+CI5rJAG0ByhrAqdX1owzhrVTRAYDRwMNbpnngGdw\nDM8LVfXPIjIW2B2gnHnjqyUvIqeLk+DsWyIy3z38DLBVRH6C003bgZOH/hJxRt1VRM4Vkf/BaTG3\n+90lzkHOzwMLcfLwHKeql6vqMzjW6Nt+ypijnNcB/+Qqoe6U5/kmPS6IKMj5BRH5J1W9HnhNRL4h\nIk/ijMm86KeMucqJUz+TPbXRwJigFHwu711ErsBJBDhXnLGYx3Es5o1RkhO43K2fu0TkXJxghqdx\n3WABy/oJVd3uKvhKVe0EXsDpqeP2PL4KjBaRFSLyZ2ATsCMsd11OqKovG05L+BROt3Y6jiWxGKf3\n8F2cLlqFW/Zi4N9xWvIPAY3Ax/ySrQA5PwWsAKrc/TKgLIJyXozjl63C+WGti+jzvBini1yGE8Ew\nGceaiqKctwIj3P1xwFkRlPMfXTkH4bjALgfOi6Ccyec5DJiIM5h5fhBy9iPrPTjJE0mR8YPu8eqU\n/6vGCfM+JyhZPblfjx/ePqWH0wremvJdHY61Oxw4FWclqU+63x2HM/ASlMIsFTnLYyJnXJ5n1OU8\nHicZYNTlDLR+ZiHrpa6sI1OOzQX+GxgUlIy+3buHD/HTOO6Ar6e8yLeAGnf/chx/9u3u/jk4rft1\nOP6wf3VfhPj8sk1Ok9PkLBE5c5B1HfDTPv+3FTjVb/l8v3+PHuIwHAviGhwf3GT3+M3AvcAfcbo+\nx+JEThzufj/TfcDvDeRmTU6T0+QsGTnzkPU3KbJWAJ/BbQjivHn5MI9y/34DWOV+LscZRHu/uz8G\nqAcqQ7thk9PkNDlLRs4cZb0LOCBMWf3YPIuuUdVkaN7NwDgRmadO9MEOVV3rfncFzuh5l1fXzRWT\n01tMTm8xOb0nB1k7gD1hyOgrPrWclwO/T9mfhbNq1L6uWxQ2k9PkNDlLR864yerV5vmiIcnJN+Kk\nZN2KM2HgUeBVjVBWSZPTW0xObzE5vSdOsnqJ55Oh3Ic4BGfW4nzgr6r6cNQeosnpLSant5ic3hMn\nWb3Er7QGV+KMZJ+ubvKxiGJyeovJ6S0mp/fESVZP8GWNV4lJMn2T01tMTm8xOb0nTrJ6hS3kbRiG\nUcREaTUjwzAMw2NMyRuGYRQxpuQNwzCKGFPyhmEYRYwpecMwjCLGlLxhGEYRY0reMAyjiPn/LW8E\n0gWkfWoAAAAASUVORK5CYII=\n",
"text/plain": [
- "<matplotlib.figure.Figure at 0xab32f0cc>"
+ "<matplotlib.figure.Figure at 0x7f622a814d30>"
]
},
"metadata": {},
},
{
"cell_type": "code",
- "execution_count": 498,
+ "execution_count": 121,
"metadata": {
"collapsed": false
},
"outputs": [
{
"data": {
- "image/png": "iVBORw0KGgoAAAANSUhEUgAAAXkAAAD2CAYAAAAzkveEAAAABHNCSVQICAgIfAhkiAAAAAlwSFlz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\nGBNjFuSNMSbG/h+xnkxtSnobQQAAAABJRU5ErkJggg==\n",
+ "image/png": "iVBORw0KGgoAAAANSUhEUgAAAXkAAAD2CAYAAAAzkveEAAAABHNCSVQICAgIfAhkiAAAAAlwSFlz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\nKXnDMIwYY0reMAwjxvx/dLNl6IZm3tQAAAAASUVORK5CYII=\n",
"text/plain": [
- "<matplotlib.figure.Figure at 0xac2330ac>"
+ "<matplotlib.figure.Figure at 0x7f622ad7a048>"
]
},
"metadata": {},
},
{
"cell_type": "code",
- "execution_count": 499,
+ "execution_count": 122,
"metadata": {
"collapsed": false
},
},
{
"cell_type": "code",
- "execution_count": 500,
+ "execution_count": 123,
"metadata": {
"collapsed": false
},
"outputs": [
{
"data": {
- "image/png": "iVBORw0KGgoAAAANSUhEUgAAAXkAAAD2CAYAAAAzkveEAAAABHNCSVQICAgIfAhkiAAAAAlwSFlz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\nIUQbo0JeCCHaGBXyQgjRxrwERxl/U1x0dgIAAAAASUVORK5CYII=\n",
+ "image/png": "iVBORw0KGgoAAAANSUhEUgAAAXkAAAD2CAYAAAAzkveEAAAABHNCSVQICAgIfAhkiAAAAAlwSFlz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\n",
"text/plain": [
- "<matplotlib.figure.Figure at 0xab65560c>"
+ "<matplotlib.figure.Figure at 0x7f622a722198>"
]
},
"metadata": {},
},
{
"cell_type": "code",
- "execution_count": 501,
+ "execution_count": 124,
"metadata": {
"collapsed": false
},
"outputs": [
{
"data": {
- "image/png": "iVBORw0KGgoAAAANSUhEUgAAAXkAAAD2CAYAAAAzkveEAAAABHNCSVQICAgIfAhkiAAAAAlwSFlz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\nYDBYGCPkDQaDwcL8f60O/z+rAhZsAAAAAElFTkSuQmCC\n",
+ "image/png": "iVBORw0KGgoAAAANSUhEUgAAAXkAAAD2CAYAAAAzkveEAAAABHNCSVQICAgIfAhkiAAAAAlwSFlz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\ngg==\n",
"text/plain": [
- "<matplotlib.figure.Figure at 0xab134c4c>"
+ "<matplotlib.figure.Figure at 0x7f622a6696a0>"
]
},
"metadata": {},
"name": "python",
"nbconvert_exporter": "python",
"pygments_lexer": "ipython3",
- "version": "3.4.3"
+ "version": "3.5.2+"
}
},
"nbformat": 4,
projects / battle-of-the-bands.git / commitdiff